From 9b48102a85a52e949570d7f159999d466209a36e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 08:56:13 +0100 Subject: [PATCH 001/331] Update comment to align with earlier code --- DetDescr/src/DetDescr/HcalGeometry.cxx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 69476367f..61a066571 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -103,7 +103,7 @@ void HcalGeometry::buildStripPositionMap() { - strips occupy thickness of scintillator in z (e.g. 20mm) - strips orientation is in x(y) depending on horizontal parity */ - // z position: zero-layer(z) + layer_z + scint_thickness + // z position: zero-layer(z) + layer_z + scint_thickness / 2 z = zero_layer_.at(section) + layercenter; /** From 82be482bd82ce97255db0ed328d10ccf28287c29 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 08:59:01 +0100 Subject: [PATCH 002/331] clang-format a bit --- DetDescr/src/DetDescr/HcalGeometry.cxx | 65 +++++++++++++------------- 1 file changed, 32 insertions(+), 33 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 61a066571..48a19c950 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -124,49 +124,48 @@ void HcalGeometry::buildStripPositionMap() { // std::cout << "back (section,layer,strip)" << section << " " << layer << " " << strip; // std::cout << " (x,y,z) " << x << " " << y << " " << z << std::endl; } else { - /** - For side Hcal - - layers in y(x) - - all layers have strips in x(y) for top-bottom (left-right) sections - - all layers have strips occupying width of scintillator in z (e.g. 50mm) - For 3D readout: - - odd layers have strips in z - - even layers have strips in x(y) for top-bottom (left-right) sections - - odd layers have strips occupying width of scintillator in x(y) - - even layers have strips occupying width of scintillator in z - */ - if(side_3d_readout_ && (layer%2==1)){ - // z position: zero-strip + half-width (center_strip) of strip - z = getZeroStrip(section, layer) + getHalfTotalWidth(section, layer); - } - else { - // z position: zero-strip(z) + strip_center(z) - z = getZeroStrip(section, layer) + stripcenter; - } - + /** + For side Hcal + - layers in y(x) + - all layers have strips in x(y) for top-bottom (left-right) sections + - all layers have strips occupying width of scintillator in z (e.g. 50mm) + For 3D readout: + - odd layers have strips in z + - even layers have strips in x(y) for top-bottom (left-right) sections + - odd layers have strips occupying width of scintillator in x(y) + - even layers have strips occupying width of scintillator in z + */ + if (side_3d_readout_ && (layer % 2 == 1)) { + // z position: zero-strip + half-width (center_strip) of strip + z = getZeroStrip(section, layer) + getHalfTotalWidth(section, layer); + } else { + // z position: zero-strip(z) + strip_center(z) + z = getZeroStrip(section, layer) + stripcenter; + } + if (hcalsection == ldmx::HcalID::HcalSection::TOP or hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { - y = zero_layer_.at(section) + layercenter; - x = getHalfTotalWidth(section, layer); - if(side_3d_readout_ && layer%2==1) - x = getZeroStrip(section, layer) + stripcenter; - if (hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { - y *= -1; - x *= -1; - } + y = zero_layer_.at(section) + layercenter; + x = getHalfTotalWidth(section, layer); + if (side_3d_readout_ && layer % 2 == 1) + x = getZeroStrip(section, layer) + stripcenter; + if (hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { + y *= -1; + x *= -1; + } } else { x = zero_layer_.at(section) + layercenter; y = getHalfTotalWidth(section, layer); - if(side_3d_readout_ && layer%2==1) - y = getZeroStrip(section, layer) + stripcenter; + if (side_3d_readout_ && layer % 2 == 1) + y = getZeroStrip(section, layer) + stripcenter; if (hcalsection == ldmx::HcalID::HcalSection::RIGHT) { x *= -1; y *= -1; } } - - // std::cout << "side (section,layer,strip)" << section << " " << layer << " " << strip; - // std::cout << " (x,y,z) " << x << " " << y << " " << z << std::endl; + // std::cout << "side (section,layer,strip)" << section << " " << layer << " " + // << strip; std::cout << " (x,y,z) " << x << " " << y << " " << z << + // std::endl; } TVector3 pos; pos.SetXYZ(x, y, z); From 023a141777b89709441487a5be4708dfe4376916 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:23:04 +0100 Subject: [PATCH 003/331] Rename horizontal parity to back for now --- DetDescr/include/DetDescr/HcalGeometry.h | 4 ++-- DetDescr/src/DetDescr/HcalGeometry.cxx | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index d1d2bfa35..ad01d76bf 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -72,7 +72,7 @@ class HcalGeometry : public framework::ConditionsObject { * member for details. */ bool layerIsHorizontal(const int layer) const { - return layer % 2 == horizontal_parity_; + return layer % 2 == back_horizontal_parity_; } /** * Get the half total width of a layer for a given section(strip) for back(side) Hcal. @@ -211,7 +211,7 @@ class HcalGeometry : public framework::ConditionsObject { // Defines what parity (0/1, i.e. even/odd parity) of a layer number in the // geometry that corresponds to a horizontal layer (scintillator bar length // along the x-axis). - int horizontal_parity_{}; + int back_horizontal_parity_{}; // 3D readout for side Hcal int side_3d_readout_{}; diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 48a19c950..b3a546e5a 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -19,7 +19,7 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) ecal_dx_ = ps.getParameter("ecal_dx"); ecal_dy_ = ps.getParameter("ecal_dy"); verbose_ = ps.getParameter("verbose"); - horizontal_parity_ = ps.getParameter("horizontal_parity"); + back_horizontal_parity_ = ps.getParameter("horizontal_parity"); side_3d_readout_ = ps.getParameter("side_3d_readout"); auto detectors_valid = @@ -101,7 +101,7 @@ void HcalGeometry::buildStripPositionMap() { For back Hcal: - layers in z - strips occupy thickness of scintillator in z (e.g. 20mm) - - strips orientation is in x(y) depending on horizontal parity + - strips orientation is in x(y) depending on back_horizontal parity */ // z position: zero-layer(z) + layer_z + scint_thickness / 2 z = zero_layer_.at(section) + layercenter; From 34ee625c6820294ba4edd04813059b856879a4f8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:25:40 +0100 Subject: [PATCH 004/331] Update default types in python config --- DetDescr/python/HcalGeometry.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index c0d52ff80..875afc19c 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -49,11 +49,11 @@ def __init__(self): self.scint_thickness = 0.0 self.scint_width = 0.0 self.zero_layer = [] - self.zero_strip = [] + self.zero_strip = [[]] self.layer_thickness = [] self.num_layers = [] - self.num_strips = [] - self.half_total_width = [] + self.num_strips = [[]] + self.half_total_width = [[]] self.ecal_dx = 0.0 self.ecal_dy = 0.0 self.num_sections = 0 From 9869d01a1315b70c4e5e87bfbec3828e6f6b0a7a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:41:11 +0100 Subject: [PATCH 005/331] Move num layers/sections to earlier in v13 --- DetDescr/python/HcalGeometry.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 875afc19c..b75351812 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -115,6 +115,8 @@ def make_v13(self): Nothing has changed in v13 for the HCal """ self.v13 = HcalReadoutGeometry() + self.v13.num_sections = 5 + self.v13.num_layers = [100, 28, 28, 26, 26] self.v13.scint_thickness = 20.0 self.v13.scint_width = 50.0 @@ -133,8 +135,6 @@ def make_v13(self): 20.0 + self.v13.scint_thickness + 2 * 2.0, 20.0 + self.v13.scint_thickness + 2 * 2.0, ] - self.v13.num_sections = 5 - self.v13.num_layers = [100, 28, 28, 26, 26] self.v13.num_strips = [62, 12, 12, 12, 12] self.v13.ecal_dx = 800.0 self.v13.ecal_dy = 600.0 From 4452bc0a89bd05774e7a76358074e04a3fe581d6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:45:24 +0100 Subject: [PATCH 006/331] Store the prototype check for now --- DetDescr/include/DetDescr/HcalGeometry.h | 2 ++ DetDescr/src/DetDescr/HcalGeometry.cxx | 2 +- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index ad01d76bf..88e8fdb72 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -225,6 +225,8 @@ class HcalGeometry : public framework::ConditionsObject { std::vector> zero_strip_; /// Half Total Width of Strips [mm] std::vector> half_total_width_; + + bool is_prototype_{}; /** Map of the HcalID position of strip centers relative to world geometry. diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index b3a546e5a..d60a854d1 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -26,7 +26,7 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) ps.getParameter>("detectors_valid"); // If one of the strings in detectors_valid is "ldmx-hcal-prototype", we will // use prototype geometry initialization - auto is_prototype = + is_prototype_ = std::find_if(detectors_valid.cbegin(), detectors_valid.cend(), [](const auto detector) { return detector.find("ldmx-hcal-prototype") != From 0146b781ae0b5aa944fe3cb5b4ad4a15c7b0b962 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:47:36 +0100 Subject: [PATCH 007/331] Update the v13 python config --- DetDescr/python/HcalGeometry.py | 34 ++++++++++++++++++++++----------- 1 file changed, 23 insertions(+), 11 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index b75351812..fa227e300 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -127,7 +127,11 @@ def make_v13(self): 800.0 / 2 + 20.0 + 2 * 2.0, 800.0 / 2 + 20.0 + 2 * 2.0, ] - self.v13.zero_strip = [3100.0 / 2, 220.0, 220.0, 220.0, 220.0] + self.v13.zero_strip = [[3100.0 / 2 for layer in range(self.v13.num_layers[0])], + [220.0 for layer in range(self.v13.num_layers[1])], + [220.0 for layer in range(self.v13.num_layers[2])], + [220.0 for layer in range(self.v13.num_layers[3])], + [220.0 for layer in range(self.v13.num_layers[4])]] self.v13.layer_thickness = [ 25.0 + self.v13.scint_thickness + 2 * 2.0, 20.0 + self.v13.scint_thickness + 2 * 2.0, @@ -135,19 +139,27 @@ def make_v13(self): 20.0 + self.v13.scint_thickness + 2 * 2.0, 20.0 + self.v13.scint_thickness + 2 * 2.0, ] - self.v13.num_strips = [62, 12, 12, 12, 12] + self.v13.num_strips = [[62 for layer in range(self.v13.num_layers[0])], + [12 for layer in range(self.v13.num_layers[1])], + [12 for layer in range(self.v13.num_layers[2])], + [12 for layer in range(self.v13.num_layers[3])], + [12 for layer in range(self.v13.num_layers[4])]] self.v13.ecal_dx = 800.0 self.v13.ecal_dy = 600.0 self.v13.half_total_width = [ - (self.v13.num_strips[0] * self.v13.scint_width) / 2, - (self.v13.num_layers[1] * self.v13.layer_thickness[1] + self.v13.ecal_dx) - / 2, - (self.v13.num_layers[2] * self.v13.layer_thickness[2] + self.v13.ecal_dx) - / 2, - (self.v13.num_layers[3] * self.v13.layer_thickness[3] + self.v13.ecal_dy) - / 2, - (self.v13.num_layers[4] * self.v13.layer_thickness[4] + self.v13.ecal_dy) - / 2, + [(self.v13.num_strips[0][layer] * self.v13.scint_width) / 2 for layer in range(self.v13.num_layers[0])], + [(self.v13.num_layers[1] * self.v13.layer_thickness[1] + self.v13.ecal_dx) + / 2 + for layer in range(self.v13.num_layers[1])], + [(self.v13.num_layers[2] * self.v13.layer_thickness[2] + self.v13.ecal_dx) + / 2 + for layer in range(self.v13.num_layers[2])], + [(self.v13.num_layers[3] * self.v13.layer_thickness[3] + self.v13.ecal_dy) + / 2 + for layer in range(self.v13.num_layers[3])], + [(self.v13.num_layers[4] * self.v13.layer_thickness[4] + self.v13.ecal_dy) + / 2 + for layer in range(self.v13.num_layers[4])], ] self.v13.detectors_valid = [ "ldmx-det-v13", From d922690357d664d231ed146b44a9ba010753f2ea Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:48:47 +0100 Subject: [PATCH 008/331] Replace the non list[list] parameter reads --- DetDescr/src/DetDescr/HcalGeometry.cxx | 30 +++----------------------- 1 file changed, 3 insertions(+), 27 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index d60a854d1..f5f5b659f 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -33,33 +33,9 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) std::string::npos; }) != detectors_valid.cend(); - if (is_prototype) { - auto zero_strip_prototype_ = - ps.getParameter>("zero_strip", {}); - auto num_strips_prototype_ = - ps.getParameter>("num_strips", {}); - auto half_total_width_prototype_ = - ps.getParameter>("half_total_width", {}); - // The prototype only has one section, so we only have one entry into these - // vectors - zero_strip_ = {zero_strip_prototype_}; - num_strips_ = {num_strips_prototype_}; - half_total_width_ = {half_total_width_prototype_}; - } - else if (side_3d_readout_==1) { - num_strips_ = ps.getParameter>>("num_strips", {}); - half_total_width_ = ps.getParameter>>("half_total_width", {}); - zero_strip_ = ps.getParameter>>("zero_strip", {}); - } - else { - auto zero_strip_v12_ = ps.getParameter>("zero_strip", {}); - auto num_strips_v12_ = ps.getParameter>("num_strips", {}); - auto half_total_width_v12_ = ps.getParameter>("half_total_width", {}); - - zero_strip_ = makeCanonicalLayeredParameter(zero_strip_v12_); - num_strips_ = makeCanonicalLayeredParameter(num_strips_v12_); - half_total_width_ = makeCanonicalLayeredParameter(half_total_width_v12_); - } + num_strips_ = ps.getParameter>>("num_strips"); + half_total_width_ = ps.getParameter>>("half_total_width"); + zero_strip_ = ps.getParameter>>("zero_strip"); buildStripPositionMap(); } From 68d4d7cabb36faececaa9a3b1007875733e02f44 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:52:16 +0100 Subject: [PATCH 009/331] Yeet out the hacky template <3 --- DetDescr/include/DetDescr/HcalGeometry.h | 15 +-------------- 1 file changed, 1 insertion(+), 14 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 88e8fdb72..652d58fc0 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -166,20 +166,7 @@ class HcalGeometry : public framework::ConditionsObject { } } - // Deserves a better name - // - // Takes a parameter which only has dimensions of section and creates a - // version with both section and layer. All layers in a given section will be - // copies. - template - std::vector> makeCanonicalLayeredParameter(const std::vector& parameter) { - std::vector> result; - for(auto section = 0; section < parameter.size(); ++section) { - result.push_back(std::vector(num_layers_[section], parameter[section])); - } - return result; - } - + private: /// Parameters that apply to all types of geometries From 75e103b76b74251187f1d3c18939d1d23461693d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 10:54:29 +0100 Subject: [PATCH 010/331] Update v1 prototype --- DetDescr/python/HcalGeometry.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index fa227e300..bc4d27f49 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -208,11 +208,12 @@ def make_v1_prototype(self): self.v1_prototype.num_layers = [num_layers] num_strips_front = [num_bars_front for i in range(num_layers_front)] num_strips_back = [num_bars_back for i in range(num_layers_back)] - self.v1_prototype.num_strips = num_strips_front + num_strips_back + num_strips_total = num_strips_front + num_strips_back + self.v1_prototype.num_strips = [num_strips_total] # zero_strip and half_total_width are identical - self.v1_prototype.zero_strip = [ - N * scint_bar_width / 2 for N in self.v1_prototype.num_strips - ] + self.v1_prototype.zero_strip = [[ + N * scint_bar_width / 2 for N in num_strips_total + ]] self.v1_prototype.half_total_width = self.v1_prototype.zero_strip self.v1_prototype.ecal_dx = 0.0 self.v1_prototype.ecal_dy = 0.0 From 2508df0dcf92bce8e3dcfbead9a7d7e0c19a5533 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 10:54:35 +0100 Subject: [PATCH 011/331] Update v2 prototype --- DetDescr/python/HcalGeometry.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index bc4d27f49..ab579b4a8 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -270,11 +270,12 @@ def make_v2_prototype(self): self.v2_prototype.num_layers = [num_layers] num_strips_front = [num_bars_front for i in range(num_layers_front)] num_strips_back = [num_bars_back for i in range(num_layers_back)] - self.v2_prototype.num_strips = num_strips_front + num_strips_back + num_strips_total = num_strips_front + num_strips_back + self.v2_prototype.num_strips = [num_strips_total] # zero_strip and half_total_width are identical - self.v2_prototype.zero_strip = [ - N * scint_bar_width / 2 for N in self.v2_prototype.num_strips - ] + self.v2_prototype.zero_strip = [[ + N * scint_bar_width / 2 for N in num_strips_total + ]] self.v2_prototype.half_total_width = self.v2_prototype.zero_strip self.v2_prototype.ecal_dx = 0.0 self.v2_prototype.ecal_dy = 0.0 From 68d9b524d4dadc06a3202e7134eec7fda230a657 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 10:57:35 +0100 Subject: [PATCH 012/331] Remove unused comment --- DetDescr/include/DetDescr/HcalGeometry.h | 3 --- 1 file changed, 3 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 652d58fc0..03d130c72 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -203,9 +203,6 @@ class HcalGeometry : public framework::ConditionsObject { // 3D readout for side Hcal int side_3d_readout_{}; - /// Canonical layered version of parameters that differ between geometry - /// versions. - /// Number of strips per layer in each section and each layer std::vector> num_strips_; /// The plane of the zero'th strip of each section [mm] From e73fdf40e3cee8c7e013ef87ce2c36b92916604c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:12:22 +0100 Subject: [PATCH 013/331] Add a scint_length parameter --- DetDescr/include/DetDescr/HcalGeometry.h | 2 ++ DetDescr/python/HcalGeometry.py | 3 +++ DetDescr/src/DetDescr/HcalGeometry.cxx | 1 + 3 files changed, 6 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 03d130c72..7dffdd16d 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -209,6 +209,8 @@ class HcalGeometry : public framework::ConditionsObject { std::vector> zero_strip_; /// Half Total Width of Strips [mm] std::vector> half_total_width_; + /// Length of strips [mm] + std::vector> scint_length_; bool is_prototype_{}; diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index ab579b4a8..ad0f465b9 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -48,6 +48,7 @@ def __init__(self): self.detectors_valid = [] self.scint_thickness = 0.0 self.scint_width = 0.0 + self.scint_length = [[]] self.zero_layer = [] self.zero_strip = [[]] self.layer_thickness = [] @@ -74,6 +75,7 @@ def __str__(self): Half total width of layers: {} [mm] Number of strips per layer: {} Location of zero-th strip per layer: {} [mm] + Scintillator length: {} [mm] }}, Ecal DX, DY: {}, {} [mm], Valid detector regexps: {} @@ -88,6 +90,7 @@ def __str__(self): self.half_total_width, self.num_strips, self.zero_strip, + self.scint_length, self.ecal_dx, self.ecal_dy, self.detectors_valid, diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index f5f5b659f..33db48806 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -36,6 +36,7 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) num_strips_ = ps.getParameter>>("num_strips"); half_total_width_ = ps.getParameter>>("half_total_width"); zero_strip_ = ps.getParameter>>("zero_strip"); + scint_length_ = ps.getParameter>>("scint_length"); buildStripPositionMap(); } From 6d0373ce15e91436baa7e761108a505d4b54a634 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:13:08 +0100 Subject: [PATCH 014/331] Prototype scint lengths --- DetDescr/python/HcalGeometry.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index ad0f465b9..5424712b8 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -203,6 +203,7 @@ def make_v1_prototype(self): self.v1_prototype.scint_thickness = scint_thickness self.v1_prototype.scint_width = scint_bar_width + self.v1_prototype.scint_length = [[scint_bar_length for layer in range(num_layers)] ] # Note that this seems to be location of the first scintillator layer self.v1_prototype.zero_layer = [-dz / 2 + air_thickness + absorber_thickness] @@ -261,6 +262,7 @@ def make_v2_prototype(self): self.v2_prototype.scint_thickness = scint_thickness self.v2_prototype.scint_width = scint_bar_width + self.v2_prototype.scint_length = [[scint_bar_length for layer in range(num_layers)] ] self.v2_prototype.zero_layer = [ -dz / 2 From ad90e3740e352857f4889b3caafab2ab378c5e0d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:13:44 +0100 Subject: [PATCH 015/331] Rename side_hcal_length --- DetDescr/python/HcalGeometry.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 5424712b8..e55019099 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -315,10 +315,10 @@ def make_v14(self): side_hcal_dz = 600.0 side_hcal_numModules = 4 side_hcal_numSections = 4 - side_hcal_length = [1800.0, 1600.0, 1400.0, 1200.0] + side_hcal_scint_length = [1800.0, 1600.0, 1400.0, 1200.0] side_hcal_numLayers = [4, 3, 2, 3] side_hcal_numPrevLayers = [0, 4, 7, 9] - side_hcal_numScintZ = [m / hcal_scintWidth for m in side_hcal_length] + side_hcal_numScintZ = [m / hcal_scintWidth for m in side_hcal_scint_length] side_hcal_numScintXY = side_hcal_dz / hcal_scintWidth # Number of layers oriented in x,y. Multiply by 2 to get the total number of layers side_hcal_numTotalLayers = ( @@ -331,7 +331,7 @@ def make_v14(self): side_hcal_absoThick + 2.0 * hcal_airThick + hcal_scintThick ) side_hcal_moduleWidth = side_hcal_numTotalLayers * side_hcal_layerThick - side_hcal_moduleLength = side_hcal_length[0] + side_hcal_moduleLength = side_hcal_scint_length[0] hcal_envelope_dx = 3000.0 hcal_envelope_dy = 3000.0 From b0fc4ea5dfd1dfa3fa91217e8a435d6f05f4857e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:13:59 +0100 Subject: [PATCH 016/331] Add back_hcal_scint_length to v14 --- DetDescr/python/HcalGeometry.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index e55019099..9bd4baa8f 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -307,8 +307,9 @@ def make_v14(self): back_hcal_layerThick = ( back_hcal_absoThick + hcal_scintThick + 2.0 * hcal_airThick ) - back_hcal_dx = 2000.0 - back_hcal_dy = 2000.0 + back_hcal_scint_length = 2000.0 + back_hcal_dx = back_hcal_scint_length + back_hcal_dy = back_hcal_scint_length back_hcal_dz = back_hcal_numLayers * back_hcal_layerThick side_hcal_absoThick = 20.0 From 4f7942b4f4f2c1e1f7dcafb240fe657e18186904 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:14:12 +0100 Subject: [PATCH 017/331] Set up back scint lengths --- DetDescr/python/HcalGeometry.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 9bd4baa8f..6e6c6b61d 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -385,6 +385,11 @@ def make_v14(self): ecal_side_dy / 2.0, ] + self.v14.scint_length = [[back_hcal_scint_length for layer in range(back_hcal_numLayers)], + [0.] * side_hcal_numTotalLayers, # Filled below + [0.] * side_hcal_numTotalLayers, + [0.] * side_hcal_numTotalLayers, + [0.] * side_hcal_numTotalLayers] # side properties # num strips # for layer 1: side_hcal_numScintZ (odd layers have strips oriented in z) From 5207b1ed66b5235124ae00c09588e03ed4aee824 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:14:39 +0100 Subject: [PATCH 018/331] Set up loop over section/module/layer --- DetDescr/python/HcalGeometry.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 6e6c6b61d..f4b64438e 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -390,6 +390,12 @@ def make_v14(self): [0.] * side_hcal_numTotalLayers, [0.] * side_hcal_numTotalLayers, [0.] * side_hcal_numTotalLayers] + for s in range(side_hcal_numSections): + for m in range(self.v14.side_num_modules): + for l in range(side_hcal_numLayers[m] * 2): + layer = l + 1 + section_index = s + 1 + layer_index = l + side_hcal_numPrevLayers[m] * 2 # side properties # num strips # for layer 1: side_hcal_numScintZ (odd layers have strips oriented in z) From 9994ca4665eb61af19f65e6e8bd1558cc0d700e2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:15:00 +0100 Subject: [PATCH 019/331] Even layers, length along XY --- DetDescr/python/HcalGeometry.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index f4b64438e..bd5abe863 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -396,6 +396,9 @@ def make_v14(self): layer = l + 1 section_index = s + 1 layer_index = l + side_hcal_numPrevLayers[m] * 2 + if layer % 2 == 0: + # Layer number is even, length is along X/Y + self.v14.scint_length[section_index][layer_index] = side_hcal_scint_length[m] # side properties # num strips # for layer 1: side_hcal_numScintZ (odd layers have strips oriented in z) From 15a72bb2d36f985dd2823fc0912442fe3d698bcb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:15:16 +0100 Subject: [PATCH 020/331] Odd layers, length along Z --- DetDescr/python/HcalGeometry.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index bd5abe863..099485c68 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -399,6 +399,9 @@ def make_v14(self): if layer % 2 == 0: # Layer number is even, length is along X/Y self.v14.scint_length[section_index][layer_index] = side_hcal_scint_length[m] + else: + # Layer number is odd, length is along Z + self.v14.scint_length[section_index][layer_index] = side_hcal_dz # side properties # num strips # for layer 1: side_hcal_numScintZ (odd layers have strips oriented in z) From 6d0629c9088ee5f865d8320d09a15c53c60e9498 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:15:29 +0100 Subject: [PATCH 021/331] Comments + missed one _scint_ --- DetDescr/python/HcalGeometry.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 099485c68..4aa3349f6 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -412,10 +412,12 @@ def make_v14(self): for m in range(self.v14.side_num_modules): for l in range(side_hcal_numLayers[m] * 2): if (l + 1) % 2 == 0: + # Layer number is even half_total_width_side.append(side_hcal_dz / 2) num_strips_side.append(int(side_hcal_numScintXY)) else: - half_total_width_side.append(side_hcal_length[m] / 2) + # Layer number is odd + half_total_width_side.append(side_hcal_scint_length[m] / 2) num_strips_side.append(int(side_hcal_numScintZ[m])) zero_strip_side = [] From 41cd81c8606f253b444a466716ac885b31331099 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:16:50 +0100 Subject: [PATCH 022/331] Add an accessor for scintillator length --- DetDescr/include/DetDescr/HcalGeometry.h | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 7dffdd16d..7328010a9 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -85,6 +85,14 @@ class HcalGeometry : public framework::ConditionsObject { return half_total_width_.at(isection).at(layer_index); } + /** + * Get the length of a scintillator bar + * @param id The HcalID of the bar + * @return The length of the bar with ID `id` [mm] + */ + double getScintillatorLength(ldmx::HcalID id) const { + return scint_length_.at(id.section()).at(id.layer()-1); + } /** * Get the scitillator width */ From 045973d4a331765bafff4ec1d9f4694cae128343 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:53:36 +0100 Subject: [PATCH 023/331] Print position map if verbose setting on --- DetDescr/src/DetDescr/HcalGeometry.cxx | 3 +++ 1 file changed, 3 insertions(+) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 33db48806..dc152216d 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -39,6 +39,9 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) scint_length_ = ps.getParameter>>("scint_length"); buildStripPositionMap(); + if (verbose_ > 0) { + printPositionMap(); + } } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From 5979c8923b223f2e68d5ba112da3cfca5375ac0b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 5 Dec 2022 17:06:22 +0100 Subject: [PATCH 024/331] Add dummy scint_length values for v13 --- DetDescr/python/HcalGeometry.py | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 4aa3349f6..f11506e65 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -118,6 +118,16 @@ def make_v13(self): Nothing has changed in v13 for the HCal """ self.v13 = HcalReadoutGeometry() + + back_scint_length = 3100.0 + side_TB_scint_length = back_scint_length - 600. #TODO/FIXME Dummy value + side_LR_scint_length = back_scint_length - 800. #TODO/FIXME Dummy value + self.v13.scint_length = [[back_scint_length for layer in range(self.v13.num_layers[0])], + [side_TB_scint_length for layer in range(self.v13.num_layers[1])], + [side_TB_scint_length for layer in range(self.v13.num_layers[2])], + [side_LR_scint_length for layer in range(self.v13.num_layers[3])], + [side_LR_scint_length for layer in range(self.v13.num_layers[4])], + ] self.v13.num_sections = 5 self.v13.num_layers = [100, 28, 28, 26, 26] @@ -130,7 +140,7 @@ def make_v13(self): 800.0 / 2 + 20.0 + 2 * 2.0, 800.0 / 2 + 20.0 + 2 * 2.0, ] - self.v13.zero_strip = [[3100.0 / 2 for layer in range(self.v13.num_layers[0])], + self.v13.zero_strip = [[back_scint_length / 2 for layer in range(self.v13.num_layers[0])], [220.0 for layer in range(self.v13.num_layers[1])], [220.0 for layer in range(self.v13.num_layers[2])], [220.0 for layer in range(self.v13.num_layers[3])], From 05ae1ced08c70db5379a0e40a694536aaa1b7a27 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 5 Dec 2022 23:51:04 +0100 Subject: [PATCH 025/331] Move constants around --- DetDescr/python/HcalGeometry.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index f11506e65..f909a854e 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -119,6 +119,11 @@ def make_v13(self): """ self.v13 = HcalReadoutGeometry() + self.v13.num_sections = 5 + self.v13.num_layers = [100, 28, 28, 26, 26] + self.v13.scint_thickness = 20.0 + self.v13.scint_width = 50.0 + back_scint_length = 3100.0 side_TB_scint_length = back_scint_length - 600. #TODO/FIXME Dummy value side_LR_scint_length = back_scint_length - 800. #TODO/FIXME Dummy value @@ -128,11 +133,7 @@ def make_v13(self): [side_LR_scint_length for layer in range(self.v13.num_layers[3])], [side_LR_scint_length for layer in range(self.v13.num_layers[4])], ] - self.v13.num_sections = 5 - self.v13.num_layers = [100, 28, 28, 26, 26] - self.v13.scint_thickness = 20.0 - self.v13.scint_width = 50.0 self.v13.zero_layer = [ 220.0 + 600.0 + 25.0 + 2 * 2.0, 600.0 / 2 + 20.0 + 2 * 2.0, From df7df4e678eb48be6a4630682be91460b48083d9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 00:27:05 +0100 Subject: [PATCH 026/331] Remove commented out code --- DetDescr/src/DetDescr/HcalGeometry.cxx | 5 ----- 1 file changed, 5 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index dc152216d..f5a2a01da 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -101,8 +101,6 @@ void HcalGeometry::buildStripPositionMap() { x = stripcenter - getZeroStrip(section, layer); y = 0; } - // std::cout << "back (section,layer,strip)" << section << " " << layer << " " << strip; - // std::cout << " (x,y,z) " << x << " " << y << " " << z << std::endl; } else { /** For side Hcal @@ -143,9 +141,6 @@ void HcalGeometry::buildStripPositionMap() { y *= -1; } } - // std::cout << "side (section,layer,strip)" << section << " " << layer << " " - // << strip; std::cout << " (x,y,z) " << x << " " << y << " " << z << - // std::endl; } TVector3 pos; pos.SetXYZ(x, y, z); From a42a8b1a2100ac4eb3bdeaf6afbff5de4875ab6f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 00:57:25 +0100 Subject: [PATCH 027/331] Add funcs for checking if we have 3d readout/proto --- DetDescr/include/DetDescr/HcalGeometry.h | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 7328010a9..e5bc803d4 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -135,6 +135,20 @@ class HcalGeometry : public framework::ConditionsObject { */ double getEcalDy() const { return ecal_dy_; } + /** + * Does the Side Hcal have 3D readout? + * + * In other words, does the side hcal layers alter in scintillator direction + * (z vs x/y). + */ + bool hasSide3DReadout() const { return side_3d_readout_; } + + /* + * Is the hcal geometry one of the geometries used for the CERN testbeam + * activities? + */ + bool isPrototype() const { return is_prototype_; } + private: /** * Class constructor, for use only by the provider From d8c434bd885aea8a1733695fa0d873a312d566ac Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:18:36 +0100 Subject: [PATCH 028/331] Clang-format header --- DetDescr/include/DetDescr/HcalGeometry.h | 26 +++++++++++------------- 1 file changed, 12 insertions(+), 14 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index e5bc803d4..9d090d85a 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -46,7 +46,7 @@ class HcalGeometry : public framework::ConditionsObject { * * Does nothing because the stl containers clean up automatically. */ - ~HcalGeometry() = default; + ~HcalGeometry() = default; /** * Get a strip center position from a combined hcal ID. @@ -75,7 +75,8 @@ class HcalGeometry : public framework::ConditionsObject { return layer % 2 == back_horizontal_parity_; } /** - * Get the half total width of a layer for a given section(strip) for back(side) Hcal. + * Get the half total width of a layer for a given section(strip) for + * back(side) Hcal. * @param section * @param layer * @return half total width [mm] @@ -91,7 +92,7 @@ class HcalGeometry : public framework::ConditionsObject { * @return The length of the bar with ID `id` [mm] */ double getScintillatorLength(ldmx::HcalID id) const { - return scint_length_.at(id.section()).at(id.layer()-1); + return scint_length_.at(id.section()).at(id.layer() - 1); } /** * Get the scitillator width @@ -124,7 +125,6 @@ class HcalGeometry : public framework::ConditionsObject { return zero_strip_.at(isection).at(layer_index); } - /** * Get the length of the Ecal in (x) for the side Hcal. */ @@ -175,22 +175,20 @@ class HcalGeometry : public framework::ConditionsObject { * * @param section The section number to print, see HcalID for details. */ - void printPositionMap(int section) const; + void printPositionMap(int section) const; /** * Debugging utility, prints out the HcalID and corresponding value of all * entries in the strip_position_map_. For printing only one of the sections, * see the overloaded version of this function taking a section parameter. * */ - void printPositionMap() const { - for (int section = 0; section < num_sections_ ; ++section) { - printPositionMap(section); - } + void printPositionMap() const { + for (int section = 0; section < num_sections_; ++section) { + printPositionMap(section); } + } - - -private: + private: /// Parameters that apply to all types of geometries /// Verbosity, not configurable but helpful if developing int verbose_{0}; @@ -224,7 +222,7 @@ class HcalGeometry : public framework::ConditionsObject { // 3D readout for side Hcal int side_3d_readout_{}; - + /// Number of strips per layer in each section and each layer std::vector> num_strips_; /// The plane of the zero'th strip of each section [mm] @@ -235,7 +233,7 @@ class HcalGeometry : public framework::ConditionsObject { std::vector> scint_length_; bool is_prototype_{}; - + /** Map of the HcalID position of strip centers relative to world geometry. The map is not configurable and is calculated by buildStripPositionMap(). From a6540e4ea4643b89a7b1e3b2dcc62e5db2d49dda Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:19:08 +0100 Subject: [PATCH 029/331] Clang-format source file --- DetDescr/src/DetDescr/HcalGeometry.cxx | 43 ++++++++++++++------------ 1 file changed, 23 insertions(+), 20 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index f5a2a01da..72cc43e38 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -21,22 +21,23 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) verbose_ = ps.getParameter("verbose"); back_horizontal_parity_ = ps.getParameter("horizontal_parity"); side_3d_readout_ = ps.getParameter("side_3d_readout"); - + auto detectors_valid = ps.getParameter>("detectors_valid"); // If one of the strings in detectors_valid is "ldmx-hcal-prototype", we will // use prototype geometry initialization - is_prototype_ = - std::find_if(detectors_valid.cbegin(), detectors_valid.cend(), - [](const auto detector) { - return detector.find("ldmx-hcal-prototype") != - std::string::npos; - }) != detectors_valid.cend(); + is_prototype_ = std::find_if(detectors_valid.cbegin(), detectors_valid.cend(), + [](const auto detector) { + return detector.find("ldmx-hcal-prototype") != + std::string::npos; + }) != detectors_valid.cend(); num_strips_ = ps.getParameter>>("num_strips"); - half_total_width_ = ps.getParameter>>("half_total_width"); + half_total_width_ = + ps.getParameter>>("half_total_width"); zero_strip_ = ps.getParameter>>("zero_strip"); - scint_length_ = ps.getParameter>>("scint_length"); + scint_length_ = + ps.getParameter>>("scint_length"); buildStripPositionMap(); if (verbose_ > 0) { @@ -69,7 +70,8 @@ void HcalGeometry::buildStripPositionMap() { ldmx::HcalID::HcalSection hcalsection = (ldmx::HcalID::HcalSection)section; - // the center of a layer: (layer-1) * (layer_thickness) + scint_thickness/2 + // the center of a layer: (layer-1) * (layer_thickness) + + // scint_thickness/2 double layercenter = (layer - 1) * layer_thickness_.at(section) + 0.5 * scint_thickness_; @@ -77,12 +79,12 @@ void HcalGeometry::buildStripPositionMap() { double stripcenter = (strip + 0.5) * scint_width_; if (hcalsection == ldmx::HcalID::HcalSection::BACK) { - /** - For back Hcal: - - layers in z - - strips occupy thickness of scintillator in z (e.g. 20mm) - - strips orientation is in x(y) depending on back_horizontal parity - */ + /** + For back Hcal: + - layers in z + - strips occupy thickness of scintillator in z (e.g. 20mm) + - strips orientation is in x(y) depending on back_horizontal parity + */ // z position: zero-layer(z) + layer_z + scint_thickness / 2 z = zero_layer_.at(section) + layercenter; @@ -92,7 +94,7 @@ void HcalGeometry::buildStripPositionMap() { stripcenter will be large for +y(+x) and the half width of the strip needs to be subtracted The halfwidth of the scintillator is given by half_total_width_. - The x(y) position is set to the center of the strip (0). + The x(y) position is set to the center of the strip (0). */ if (layerIsHorizontal(layer)) { y = stripcenter - getZeroStrip(section, layer); @@ -106,8 +108,8 @@ void HcalGeometry::buildStripPositionMap() { For side Hcal - layers in y(x) - all layers have strips in x(y) for top-bottom (left-right) sections - - all layers have strips occupying width of scintillator in z (e.g. 50mm) - For 3D readout: + - all layers have strips occupying width of scintillator in z (e.g. + 50mm) For 3D readout: - odd layers have strips in z - even layers have strips in x(y) for top-bottom (left-right) sections - odd layers have strips occupying width of scintillator in x(y) @@ -115,7 +117,8 @@ void HcalGeometry::buildStripPositionMap() { */ if (side_3d_readout_ && (layer % 2 == 1)) { // z position: zero-strip + half-width (center_strip) of strip - z = getZeroStrip(section, layer) + getHalfTotalWidth(section, layer); + z = getZeroStrip(section, layer) + + getHalfTotalWidth(section, layer); } else { // z position: zero-strip(z) + strip_center(z) z = getZeroStrip(section, layer) + stripcenter; From e717e852e2c7e191ae7bc8f8216a086d2f325333 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:49:38 +0100 Subject: [PATCH 030/331] Apply clang format --- DQM/include/DQM/HCalDQM.h | 1 - DQM/src/DQM/HCalDQM.cxx | 16 ++++++++-------- 2 files changed, 8 insertions(+), 9 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 0eb45591d..7ca34c421 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -17,7 +17,6 @@ #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" #include "Framework/EventProcessor.h" - #include "Tools/AnalysisUtils.h" namespace dqm { diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 885cb8089..dc05bfe93 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -1,11 +1,10 @@ #include "DQM/HCalDQM.h" +#include "DetDescr/HcalID.h" #include "Hcal/Event/HcalHit.h" #include "Hcal/Event/HcalVetoResult.h" -#include "DetDescr/HcalID.h" - namespace dqm { HCalDQM::HCalDQM(const std::string& name, framework::Process& process) @@ -21,7 +20,8 @@ void HCalDQM::analyze(const framework::Event& event) { static const float pe_veto_threshold{5.}; // Get the collection of HCalDQM digitized hits if the exists - const auto& hcalHits{event.getCollection(rec_coll_name_,rec_pass_name_)}; + const auto& hcalHits{ + event.getCollection(rec_coll_name_, rec_pass_name_)}; float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; float maxPE{-1}, maxPETime{-1}; @@ -41,15 +41,16 @@ void HCalDQM::analyze(const framework::Event& event) { total_back_pe += hit.getPE(); } - histograms_.fill(section+"_pe:layer", hit.getPE(), id.layer()); - histograms_.fill(section+"_layer:strip", id.layer(), id.strip()); + histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); + histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); /** * Get earliest (min time) non-noise (time > -999.ns) hit * above the PE veto threshold. */ - if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and hit.getTime() < minTime) { - minTime = hit.getTime(); + if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and + hit.getTime() < minTime) { + minTime = hit.getTime(); minTimePE = hit.getPE(); } @@ -72,7 +73,6 @@ void HCalDQM::analyze(const framework::Event& event) { histograms_.fill("max_pe:time", maxPE, maxPETime); histograms_.fill("min_time_hit_above_thresh", minTime); histograms_.fill("min_time_hit_above_thresh:pe", minTimePE, minTime); - } } // namespace dqm From f55ccb99eb040a32c00c493f0cbc086e33df5b93 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:50:01 +0100 Subject: [PATCH 031/331] Don't hard-code threshold --- DQM/include/DQM/HCalDQM.h | 3 +++ DQM/python/dqm.py | 7 ++++--- DQM/src/DQM/HCalDQM.cxx | 4 +--- 3 files changed, 8 insertions(+), 6 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 7ca34c421..3093c9f95 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -55,6 +55,9 @@ class HCalDQM : public framework::Analyzer { /// Hcal Veto pass name std::string veto_pass_; + + // Veto threshold for photo-electrons + float pe_veto_threshold; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index ceabaff67..3bd2cd812 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -106,9 +106,10 @@ class HCalDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.HCalDQM() ) """ - def __init__(self,name="hcal_dqm") : + def __init__(self,name="hcal_dqm", pe_threshold=5) : super().__init__(name,'dqm::HCalDQM','DQM') + self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' @@ -140,10 +141,10 @@ def __init__(self,name="hcal_dqm") : "Max Photoelectrons in an HCal Module", 1500, 0, 1500, "HCal max PE hit time (ns)", 1500, 0, 1500) self.build1DHistogram("min_time_hit_above_thresh", - "Earliest time of HCal hit above threshold (ns)", 1600, -100, 1500) + f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) self.build2DHistogram("min_time_hit_above_thresh:pe", "Photoelectrons in an HCal Module", 1500, 0, 1500, - "Earliest time of HCal hit above threshold (ns)", 1600, -100, 1500) + f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) class HCalRawDigi(ldmxcfg.Analyzer) : def __init__(self, input_name) : diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index dc05bfe93..a4b48733c 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -13,12 +13,10 @@ HCalDQM::HCalDQM(const std::string& name, framework::Process& process) void HCalDQM::configure(framework::config::Parameters& ps) { rec_coll_name_ = ps.getParameter("rec_coll_name"); rec_pass_name_ = ps.getParameter("rec_pass_name"); + pe_veto_threshold = ps.getParameter("pe_threshold"); } void HCalDQM::analyze(const framework::Event& event) { - // hard-code PE threshold because I'm lazy - static const float pe_veto_threshold{5.}; - // Get the collection of HCalDQM digitized hits if the exists const auto& hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; From 1b02a21d7877d1fa14716e8895f8b3724e073372 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:17:03 +0100 Subject: [PATCH 032/331] Helper function for making 1 histogram per section --- DQM/python/dqm.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 3bd2cd812..e720aedbd 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -106,6 +106,12 @@ class HCalDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.HCalDQM() ) """ + def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): + for section in self.section_names: + self.build1DHistogram(f'{section}_{name}', xlabel.format(section), + nbins, xmin, xmax) + + def __init__(self,name="hcal_dqm", pe_threshold=5) : super().__init__(name,'dqm::HCalDQM','DQM') From 823bdc1b878ca60b2501a93503c8e999dff6984b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:17:30 +0100 Subject: [PATCH 033/331] Section names --- DQM/python/dqm.py | 1 + 1 file changed, 1 insertion(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index e720aedbd..13fe8b414 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -115,6 +115,7 @@ def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): def __init__(self,name="hcal_dqm", pe_threshold=5) : super().__init__(name,'dqm::HCalDQM','DQM') + self.section_names = ['back', 'top', 'bottom', 'left', 'right'] self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' From 24ffae78e53423492cdf7d23c1e832572e186e1b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:20:20 +0100 Subject: [PATCH 034/331] PE histograms --- DQM/python/dqm.py | 10 +++++++--- DQM/src/DQM/HCalDQM.cxx | 39 +++++++++++++++++++++++++++++---------- 2 files changed, 36 insertions(+), 13 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 13fe8b414..28333737d 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -121,7 +121,10 @@ def __init__(self,name="hcal_dqm", pe_threshold=5) : self.rec_pass_name = '' # every hit in hcal - self.build1DHistogram("pe", "Photoelectrons in an HCal Module", 1500, 0, 1500) + self.build1DHistogram("pe", "Photoelectrons in a the HCal", 1500, 0, 1500) + self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', + 1500, 0, 1500) + self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) self.build2DHistogram("back_pe:layer", "Photoelectrons in a Back HCal Layer",10,0,10, @@ -139,8 +142,9 @@ def __init__(self,name="hcal_dqm", pe_threshold=5) : # once per event self.build1DHistogram("n_hits", "HCal hit multiplicity", 300, 0, 300) self.build1DHistogram("total_pe", "Total Photoelectrons", 3000, 0, 3000) - self.build1DHistogram("back_total_pe", "Total Photoelectrons in Back", 3000, 0, 3000) - self.build1DHistogram("max_pe", + self.build_submodule_histograms('total_pe', 'Total Photoelectrons in the {} section of the Hcal', + 3000, 0, 3000) + self.build1DHistogram("max_pe", "Max Photoelectrons in an HCal Module", 1500, 0, 1500) self.build1DHistogram("hit_time_max_pe", "Max PE hit time (ns)", 1600, -100, 1500) diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index a4b48733c..ef77b002e 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -23,24 +23,39 @@ void HCalDQM::analyze(const framework::Event& event) { float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; float maxPE{-1}, maxPETime{-1}; - + std::vector total_section_pe(5); // Loop through all HCal hits in the event // Get non-noise generated hits into new vector for sorting for (const ldmx::HcalHit& hit : hcalHits) { ldmx::HcalID id(hit.getID()); - histograms_.fill("pe", hit.getPE()); - histograms_.fill("hit_time", hit.getTime()); - totalPE += hit.getPE(); std::string section{"side"}; - if (id.section() == ldmx::HcalID::HcalSection::BACK) { - section = "back"; - total_back_pe += hit.getPE(); + switch (id.section()) { + case ldmx::HcalID::HcalSection::BACK: + section = "back"; + break; + case ldmx::HcalID::HcalSection::TOP: + section = "top"; + break; + case ldmx::HcalID::HcalSection::BOTTOM: + section = "bottom"; + break; + case ldmx::HcalID::HcalSection::LEFT: + section = "left"; + break; + case ldmx::HcalID::HcalSection::RIGHT: + section = "right"; + break; } + histograms_.fill("pe", hit.getPE()); + histograms_.fill("hit_time", hit.getTime()); + histograms_.fill(section + "_pe", hit.getPE()); - histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); - histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); + totalPE += hit.getPE(); + total_section_pe[id.section()] += hit.getPE(); + // histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); + // histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); /** * Get earliest (min time) non-noise (time > -999.ns) hit @@ -65,7 +80,11 @@ void HCalDQM::analyze(const framework::Event& event) { // let's fill our once-per-event histograms histograms_.fill("n_hits", hcalHits.size()); histograms_.fill("total_pe", totalPE); - histograms_.fill("back_total_pe", total_back_pe); + histograms_.fill("back_total_pe", total_section_pe[0]); + histograms_.fill("top_total_pe", total_section_pe[1]); + histograms_.fill("bottom_total_pe", total_section_pe[2]); + histograms_.fill("left_total_pe", total_section_pe[3]); + histograms_.fill("right_total_pe", total_section_pe[4]); histograms_.fill("max_pe", maxPE); histograms_.fill("hit_time_max_pe", maxPETime); histograms_.fill("max_pe:time", maxPE, maxPETime); From a777ef6f4eb1de230ee9b44886b0db85ea7d19ce Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:20:37 +0100 Subject: [PATCH 035/331] Layer number histograms --- DQM/python/dqm.py | 4 ++++ DQM/src/DQM/HCalDQM.cxx | 2 ++ 2 files changed, 6 insertions(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 28333737d..3b9c8918b 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -125,6 +125,10 @@ def __init__(self,name="hcal_dqm", pe_threshold=5) : self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', 1500, 0, 1500) + + self.build1DHistogram('layer', 'Layer number', 100, 0, 100) + self.build_submodule_histograms('layer', 'Layer number in {} section', 100, 0, 100) + self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) self.build2DHistogram("back_pe:layer", "Photoelectrons in a Back HCal Layer",10,0,10, diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index ef77b002e..f0da04349 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -50,7 +50,9 @@ void HCalDQM::analyze(const framework::Event& event) { } histograms_.fill("pe", hit.getPE()); histograms_.fill("hit_time", hit.getTime()); + histograms_.fill("layer", id.layer()); histograms_.fill(section + "_pe", hit.getPE()); + histograms_.fill(section + "_layer", id.layer()); totalPE += hit.getPE(); total_section_pe[id.section()] += hit.getPE(); From f44dec7e7a0d21c25265f0bb07ddf2fe757db2d4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:31:59 +0100 Subject: [PATCH 036/331] Add an orientation enumeratoin --- DetDescr/include/DetDescr/HcalGeometry.h | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 9d090d85a..9ad6caf9e 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -41,6 +41,18 @@ class HcalGeometry : public framework::ConditionsObject { */ static constexpr const char* CONDITIONS_OBJECT_NAME{"HcalGeometry"}; + /** + * Encodes the orientation of a bar. + * horizontal : The length of the bar is along the x-axis + * vertical : The length of the bar is along the y-axis + * depth : The length of the bar is along the z-axis + */ + enum class ScintillatorOrientation { + horizontal = 0, + vertical = 1, + depth = 2 + }; + /** * Class destructor. * From 386cf47ab81dcf741539e963bc77b728aef424f0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:32:28 +0100 Subject: [PATCH 037/331] Add a helper function that gives orientation for a given id --- DetDescr/include/DetDescr/HcalGeometry.h | 3 +++ DetDescr/src/DetDescr/HcalGeometry.cxx | 4 ++++ 2 files changed, 7 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 9ad6caf9e..76cd07278 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -60,6 +60,9 @@ class HcalGeometry : public framework::ConditionsObject { */ ~HcalGeometry() = default; + ScintillatorOrientation getScintillatorOrientation( + const ldmx::HcalID id) const; + /** * Get a strip center position from a combined hcal ID. * diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 72cc43e38..7e2df9201 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -44,6 +44,10 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) printPositionMap(); } } + +HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( + const ldmx::HcalID id) const { +} void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 for (int layer = 1; layer <= num_layers_[section]; ++layer) { From 80ae683b013a31b0cda775c78df32f4c0137dbd9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:33:09 +0100 Subject: [PATCH 038/331] Handle v14 geometry --- DetDescr/src/DetDescr/HcalGeometry.cxx | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 7e2df9201..80707e88e 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -47,6 +47,28 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( const ldmx::HcalID id) const { + if (hasSide3DReadout()) { + // v14 or later detector + switch (id.section()) { + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + // Odd layers are in z/depth direction, even are in the x/horizontal + // direction + return id.layer() % 2 == 0 ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::depth; + + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + // Odd layers are in the z/depth direction, even are in the y/vertical + // direction + return id.layer() % 2 == 0 ? ScintillatorOrientation::vertical + : ScintillatorOrientation::depth; + case ldmx::HcalID::HcalSection::BACK: + // Configurable + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // V14 or later detector } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From a635b82636b3ed199a1e6de9bac511e534315953 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:33:44 +0100 Subject: [PATCH 039/331] Handle prototype geometry --- DetDescr/src/DetDescr/HcalGeometry.cxx | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 80707e88e..be908e333 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -69,6 +69,14 @@ HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( ? ScintillatorOrientation::horizontal : ScintillatorOrientation::vertical; } // V14 or later detector + if (isPrototype()) { + // The prototype only has the back section. However, the orientation + // depends on the configuration so we delegate to the + // back_horizontal_parity parameter + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // Prototype detector } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From 1f00392e6b7bc6e009dae730c7ebe33363517800 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:33:54 +0100 Subject: [PATCH 040/331] Handle v13/v12 TODO: Confirm that this is right... --- DetDescr/src/DetDescr/HcalGeometry.cxx | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index be908e333..20271af5c 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -77,6 +77,23 @@ HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( ? ScintillatorOrientation::horizontal : ScintillatorOrientation::vertical; } // Prototype detector + // v13/v12 + switch (id.section()) { + // For the v13 side hcal, the bars in each section have the same + // orientation + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + return ScintillatorOrientation::horizontal; + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + return ScintillatorOrientation::vertical; + case ldmx::HcalID::HcalSection::BACK: + // Configurable + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // v13/v12 detector + } } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From 9537123974e3ab06be880e9fb9e2c29dea5b3329 Mon Sep 17 00:00:00 2001 From: Omar Moreno Date: Wed, 11 Jan 2023 12:01:23 -0800 Subject: [PATCH 041/331] First iteration of track reconstruction. --- Tracking | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Tracking b/Tracking index 328e6024a..ff3d14a83 160000 --- a/Tracking +++ b/Tracking @@ -1 +1 @@ -Subproject commit 328e6024ac5140f79271dc7217e0ad6c29ebc459 +Subproject commit ff3d14a8315b6729b46388ec5db2dfb847ff9929 From 27c6b87666e602fe934a388eb35247f1b949d76a Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 19 Jan 2023 09:41:09 -0600 Subject: [PATCH 042/331] make sure the Tracking Event library is built --- CMakeLists.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/CMakeLists.txt b/CMakeLists.txt index 65061c2fa..261b2fcb4 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -69,6 +69,7 @@ add_subdirectory(SimCore ${CMAKE_BINARY_DIR}/SimCoreEvent) add_subdirectory(Ecal ${CMAKE_BINARY_DIR}/EcalEvent) add_subdirectory(Hcal ${CMAKE_BINARY_DIR}/HcalEvent) add_subdirectory(TrigScint ${CMAKE_BINARY_DIR}/TrigScintEvent) +add_subdirectory(Tracking ${CMAKE_BINARY_DIR}/TrackingEvent) # Once the event libraries have been built, turn off the global option. set(BUILD_EVENT_ONLY OFF CACHE BOOL "Build the SimCore library." FORCE) From 93583b474c0ccc30e98ec256615186cf50e60efb Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 19 Jan 2023 12:20:36 -0600 Subject: [PATCH 043/331] update Dockerfile as outlined in issue https://github.com/LDMX-Software/ldmx-sw/issues/1084#issuecomment-1397207005 --- Dockerfile | 11 +++----- scripts/docker_entrypoint.sh | 49 ------------------------------------ 2 files changed, 4 insertions(+), 56 deletions(-) delete mode 100644 scripts/docker_entrypoint.sh diff --git a/Dockerfile b/Dockerfile index af42ea665..9d55ef52b 100644 --- a/Dockerfile +++ b/Dockerfile @@ -3,17 +3,14 @@ # for the development image, look at the LDMX-Software/docker repo ############################################################################### -ARG DEV_TAG=v2.0 -FROM ldmx/dev:${DEV_TAG} +FROM ldmx/dev:v3.5.0 # install ldmx-sw into the container at /usr/local COPY . /code RUN mkdir /code/build &&\ - ./home/ldmx.sh /code/build cmake -DCMAKE_INSTALL_PREFIX=/usr/local .. &&\ - ./home/ldmx.sh /code/build make install &&\ + /etc/entry.sh /code/build cmake -DCMAKE_INSTALL_PREFIX=/usr/local .. &&\ + /etc/entry.sh /code/build make install &&\ rm -rf code &&\ ldconfig /usr/local/lib -COPY ./scripts/docker_entrypoint.sh /home/docker_entrypoint.sh -RUN chmod 755 /home/docker_entrypoint.sh -ENTRYPOINT ["/home/docker_entrypoint.sh"] +ENV LDMX_SW_INSTALL=/usr/local diff --git a/scripts/docker_entrypoint.sh b/scripts/docker_entrypoint.sh deleted file mode 100644 index 52a3c309c..000000000 --- a/scripts/docker_entrypoint.sh +++ /dev/null @@ -1,49 +0,0 @@ -#!/bin/bash - -set -e - -############################################################################### -# Entry point for the ldmx production container -# The basic idea is that we want to go into the container, -# setup the ldmx-sw working environment, and then -# run the application with any provided arguments. -# -# We mount and run inside the present working directory. -############################################################################### - -## Bash environment script for use **within** the docker container -## Assuming the following environment variables are already defined by Dockerfile: -# XercesC_DIR - install of xerces-c -# ONNX_DIR - install of onnx runtime -# ROOTSYS - install of root -# G4DIR - install of Geant4 - -source $ROOTSYS/bin/thisroot.sh -source $G4DIR/bin/geant4.sh - -# add ldmx-sw and ldmx-analysis installs to the various paths -export LDMX_SW_INSTALL=/usr/local/ -export LD_LIBRARY_PATH=$LDMX_SW_INSTALL/lib:$LD_LIBRARY_PATH -export PYTHONPATH=$LDMX_SW_INSTALL/python:$PYTHONPATH -export PATH=$LDMX_SW_INSTALL/bin:$PATH - -# add externals installed along side ldmx-sw -# TODO this for loop might be very slow... might want to hard-code the externals path -for _external_path in $LDMX_SW_INSTALL/external/*/lib -do - export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$_external_path -done - -# go to first argument -cd "$1" - -# run the rest of the arguments depending on the command -if [[ "$2" =~ .*".py" ]] -then - # command ends in '.py' - # assume that we are running the ldmx application - fire "${@:2}" -else - # otherwise just run everything like normal - eval "${@:2}" -fi From 906f0e5ba41742f06ea0931e627d15e5549e913d Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 19 Jan 2023 12:23:53 -0600 Subject: [PATCH 044/331] bump versions of GitHub actions to avoid deprecations --- .github/workflows/basic_test.yml | 2 +- .github/workflows/build_production_image.yml | 10 +++++----- .github/workflows/docs.yml | 6 +++--- .github/workflows/generate_pr_gold.yml | 14 +++++++------- .github/workflows/new_pre_release.yml | 10 +++++----- .github/workflows/pr_validation.yml | 8 ++++---- 6 files changed, 25 insertions(+), 25 deletions(-) diff --git a/.github/workflows/basic_test.yml b/.github/workflows/basic_test.yml index 2145ab6f3..e300bb097 100644 --- a/.github/workflows/basic_test.yml +++ b/.github/workflows/basic_test.yml @@ -14,7 +14,7 @@ jobs: runs-on: ubuntu-latest steps: - name: Checkout ldmx-sw - uses: actions/checkout@v2 + uses: actions/checkout@v3 with: submodules: 'recursive' diff --git a/.github/workflows/build_production_image.yml b/.github/workflows/build_production_image.yml index ebae56dba..3ede7ed6c 100644 --- a/.github/workflows/build_production_image.yml +++ b/.github/workflows/build_production_image.yml @@ -25,19 +25,19 @@ jobs: steps: - name: Setup QEMU - uses: docker/setup-qemu-action@v1 + uses: docker/setup-qemu-action@v2 - name: Set up Docker Buildx - uses: docker/setup-buildx-action@v1 + uses: docker/setup-buildx-action@v2 - name: Login to DockerHub - uses: docker/login-action@v1 + uses: docker/login-action@v2 with: username: ${{ secrets.DOCKER_USERNAME }} password: ${{ secrets.DOCKER_PASSWORD }} - name: Git Build Context - uses: actions/checkout@v2 + uses: actions/checkout@v3 with: submodules: recursive ref: ${{ github.event.inputs.branch }} @@ -77,7 +77,7 @@ jobs: - name: Build the Image id: docker_build - uses: docker/build-push-action@v2 + uses: docker/build-push-action@v3 with: tags: ${{ steps.generate_tag.outputs.tags }} push: true diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml index 3369c64dd..66c1278ea 100644 --- a/.github/workflows/docs.yml +++ b/.github/workflows/docs.yml @@ -13,7 +13,7 @@ jobs: runs-on: ubuntu-latest steps: - name: Checkout ldmx-sw - uses: actions/checkout@v2 + uses: actions/checkout@v3 with: submodules: 'recursive' @@ -29,14 +29,14 @@ jobs: # Runs doxygen doxygen.conf in the docs/ directory - name: Run Doxygen to build C++ Docs - uses: mattnotmitt/doxygen-action@v1.1.0 + uses: mattnotmitt/doxygen-action@v1.9 with: doxyfile-path: doxygen.conf/doxyfile #relative to working directory working-directory: docs #docs subdirectory # sphinx is a python package, so we need to setup python on this runner - name: Setup Python for Sphinx - uses: actions/setup-python@v2 + uses: actions/setup-python@v3 # Runs sphinx-apidoc and sphinx-build in the docs/ directory # sphinx-apidoc requires the python files to be packaged together diff --git a/.github/workflows/generate_pr_gold.yml b/.github/workflows/generate_pr_gold.yml index 7b4345595..198d6a239 100644 --- a/.github/workflows/generate_pr_gold.yml +++ b/.github/workflows/generate_pr_gold.yml @@ -16,7 +16,7 @@ jobs: job_matrix: ${{steps.gen-mat.outputs.job_matrix}} steps: - name: Checkout ldmx-sw - uses: actions/checkout@v2 + uses: actions/checkout@v3 with: submodules: 'recursive' @@ -27,7 +27,7 @@ jobs: run: tar cf ldmx-sw-package.tar install/ .github/ - name: Upload ldmx-sw Package - uses: actions/upload-artifact@v2 + uses: actions/upload-artifact@v3 with: name: ldmx-sw-build-${{ github.sha }} path: ldmx-sw-package.tar @@ -45,7 +45,7 @@ jobs: matrix: ${{fromJson(needs.compile-ldmx-sw.outputs.job_matrix)}} steps: - name: Download ldmx-sw Package - uses: actions/download-artifact@v2 + uses: actions/download-artifact@v3 with: name: ldmx-sw-build-${{ github.sha }} @@ -62,7 +62,7 @@ jobs: no_comp: true - name: Upload New Golden Histograms - uses: actions/upload-artifact@v2 + uses: actions/upload-artifact@v3 with: name: ${{matrix.sample}}-new-gold path: ${{steps.validation.outputs.hists}} @@ -72,14 +72,14 @@ jobs: runs-on: ubuntu-latest steps: - name: Checkout ldmx-sw - uses: actions/checkout@v2 + uses: actions/checkout@v3 with: submodules: 'recursive' ref: trunk - name: Download All the Gold id: download - uses: actions/download-artifact@v2 + uses: actions/download-artifact@v3 with: path: '../' @@ -116,7 +116,7 @@ jobs: shell: bash - name: Open PR for the New Gold - uses: peter-evans/create-pull-request@v3 + uses: peter-evans/create-pull-request@v4 with: commit-message: 'Updated Gold for release ${{ steps.update-gold.outputs.new-label }}' title: 'New Gold for Generated by release ${{ steps.update-gold.outputs.new-label }}' diff --git a/.github/workflows/new_pre_release.yml b/.github/workflows/new_pre_release.yml index 3a5b9ff4f..9d5027142 100644 --- a/.github/workflows/new_pre_release.yml +++ b/.github/workflows/new_pre_release.yml @@ -23,7 +23,7 @@ jobs: job_matrix: ${{steps.gen-mat.outputs.job_matrix}} steps: - name: Checkout ldmx-sw - uses: actions/checkout@v2 + uses: actions/checkout@v3 with: submodules: 'recursive' ref: ${{ github.event.inputs.branch }} @@ -35,7 +35,7 @@ jobs: run: tar cf ldmx-sw-package.tar install/ .github/ - name: Upload ldmx-sw Package - uses: actions/upload-artifact@v2 + uses: actions/upload-artifact@v3 with: name: ldmx-sw-build-${{ github.sha }} path: ldmx-sw-package.tar @@ -55,7 +55,7 @@ jobs: matrix: ${{fromJson(needs.compile-ldmx-sw.outputs.job_matrix)}} steps: - name: Download ldmx-sw Package - uses: actions/download-artifact@v2 + uses: actions/download-artifact@v3 with: name: ldmx-sw-build-${{ github.sha }} @@ -72,7 +72,7 @@ jobs: no_comp: true - name: Upload Histogram File - uses: actions/upload-artifact@v2 + uses: actions/upload-artifact@v3 with: name: ${{matrix.sample}}-${{matrix.run}}-hists path: ${{steps.validation.outputs.hists}} @@ -82,7 +82,7 @@ jobs: runs-on: ubuntu-latest steps: - name: Download Generated Histograms - uses: actions/download-artifact@v2 + uses: actions/download-artifact@v3 with: path: '.' diff --git a/.github/workflows/pr_validation.yml b/.github/workflows/pr_validation.yml index 4b24fc7fb..346527e29 100644 --- a/.github/workflows/pr_validation.yml +++ b/.github/workflows/pr_validation.yml @@ -17,7 +17,7 @@ jobs: job_matrix: ${{steps.gen-mat.outputs.job_matrix}} steps: - name: Checkout ldmx-sw - uses: actions/checkout@v2 + uses: actions/checkout@v3 with: submodules: 'recursive' fetch-depth: 0 @@ -33,7 +33,7 @@ jobs: run: tar cf ldmx-sw-package.tar install/ .github/ - name: Upload ldmx-sw Package - uses: actions/upload-artifact@v2 + uses: actions/upload-artifact@v3 with: name: ldmx-sw-build-${{ github.sha }} path: ldmx-sw-package.tar @@ -52,7 +52,7 @@ jobs: fail-fast: false steps: - name: Download ldmx-sw Package - uses: actions/download-artifact@v2 + uses: actions/download-artifact@v3 with: name: ldmx-sw-build-${{ github.sha }} @@ -68,7 +68,7 @@ jobs: sample: ${{matrix.sample}} - name: Upload Validation Plots - uses: actions/upload-artifact@v2 + uses: actions/upload-artifact@v3 with: name: ${{matrix.sample}}-pr-validation path: ${{ steps.validation.outputs.plots }} From aa7beaf9b9d893ad2dd72869bbf8010d3600f111 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 19 Jan 2023 13:06:54 -0600 Subject: [PATCH 045/331] update output setting method following GitHub instructions https://github.blog/changelog/2022-10-11-github-actions-deprecating-save-state-and-set-output-commands/ --- .github/actions/common.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/common.sh b/.github/actions/common.sh index e7853af7c..40db7cd88 100644 --- a/.github/actions/common.sh +++ b/.github/actions/common.sh @@ -43,7 +43,7 @@ set_output() { local _key="$1" local _val="$2" echo "${_key} = ${_val}" - echo "::set-output name=${_key}::${_val}" + echo "${_key}=${_val}" >> $GITHUB_OUTPUT } # GitHub workflow command to start an group of output messages From 6ecab8488ca695f620e708a683261ea3f34fd766 Mon Sep 17 00:00:00 2001 From: omar-moreno Date: Fri, 20 Jan 2023 14:10:29 -0800 Subject: [PATCH 046/331] Update tracking module after some patches. --- Tracking | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Tracking b/Tracking index ff3d14a83..8fd291a4d 160000 --- a/Tracking +++ b/Tracking @@ -1 +1 @@ -Subproject commit ff3d14a8315b6729b46388ec5db2dfb847ff9929 +Subproject commit 8fd291a4d8911d4684b59ddda630e9a6afe617d4 From ef23a2c1868d013d0472048ebd0c47a834b30616 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 6 Dec 2022 11:03:31 -0600 Subject: [PATCH 047/331] use v14 detector and update event libraries to use G4DB's --- Biasing/test/ecal_db.py | 6 +++--- Biasing/test/ecal_pn.py | 2 +- Biasing/test/energy_sort.py | 2 +- Biasing/test/old_target_db.py | 30 ------------------------------ Biasing/test/target_db.py | 6 +++--- Biasing/test/target_en.py | 2 +- Biasing/test/target_mumu.py | 2 +- Biasing/test/target_pn.py | 2 +- 8 files changed, 11 insertions(+), 41 deletions(-) delete mode 100644 Biasing/test/old_target_db.py diff --git a/Biasing/test/ecal_db.py b/Biasing/test/ecal_db.py index 1d128c675..525bc649c 100644 --- a/Biasing/test/ecal_db.py +++ b/Biasing/test/ecal_db.py @@ -6,9 +6,9 @@ from LDMX.Hcal import HcalGeometry p.sequence = [ eat.dark_brem( - 10., #MeV - mass of A' - makePath.makeLHEPath(10.), #str - full path to directory containing LHE vertex files - 'ldmx-det-v12' , #name of geometry to use + 100., #MeV - mass of A' + 'SimCore/G4DarkBreM/data/electron_tungsten_MaxE_4.0_MinE_0.2_RelEStep_0.1_UndecayedAP_mA_0.1_run_3000.csv.gz', + 'ldmx-det-v14' , #name of geometry to use ) ] p.maxTriesPerEvent = 1000 diff --git a/Biasing/test/ecal_pn.py b/Biasing/test/ecal_pn.py index be25175a6..db7cab31e 100644 --- a/Biasing/test/ecal_pn.py +++ b/Biasing/test/ecal_pn.py @@ -7,7 +7,7 @@ import LDMX.Hcal.HcalGeometry p.sequence = [ ecal.photo_nuclear( - 'ldmx-det-v12' , + 'ldmx-det-v14' , generators.single_4gev_e_upstream_tagger() ) ] diff --git a/Biasing/test/energy_sort.py b/Biasing/test/energy_sort.py index 4133621bf..8694240be 100644 --- a/Biasing/test/energy_sort.py +++ b/Biasing/test/energy_sort.py @@ -8,7 +8,7 @@ import LDMX.Ecal.EcalGeometry import LDMX.Hcal.HcalGeometry mySim = sim.simulator( "mySim" ) -mySim.setDetector( 'ldmx-det-v12' ) +mySim.setDetector( 'ldmx-det-v14' ) from LDMX.SimCore import generators as gen mySim.generators.append( gen.single_4gev_e_upstream_tagger() ) mySim.description = 'Basic test Simulation' diff --git a/Biasing/test/old_target_db.py b/Biasing/test/old_target_db.py deleted file mode 100644 index 03c3771c3..000000000 --- a/Biasing/test/old_target_db.py +++ /dev/null @@ -1,30 +0,0 @@ -from LDMX.Framework import ldmxcfg - -p = ldmxcfg.Process('old_signal') - -from LDMX.SimCore import simulator -sim = simulator.simulator('old_signal_sim') -sim.description = 'Place dark brem events inside target volume.' -sim.setDetector( 'ldmx-det-v12' , True ) - -ap_mass = 1000. #MeV -from LDMX.SimCore import makePath -db_event_lib_path = makePath.makeLHEPath(ap_mass) -print(db_event_lib_path) - -import glob -possible_lhes = glob.glob( db_event_lib_path+'/*4.0*.lhe' ) - -if len(possible_lhes) == 1 : - the_lhe = possible_lhes[0].strip() -else : - raise Exception("Not exactly one LHE file simulated for 4GeV Beam and input mass") - -p.maxEvents = 10 # assume LHE has at least 10 events in it - -from LDMX.SimCore import generators -sim.dark_brem.activate(ap_mass) -sim.generators = [ generators.lhe('dark_brem', the_lhe ) ] -sim.beamSpotSmear = [ 20., 80., 0.3504 ] #mm - -p.outputFiles = [ '/tmp/old_signal.root' ] diff --git a/Biasing/test/target_db.py b/Biasing/test/target_db.py index e1cd2a1e1..27223fa44 100644 --- a/Biasing/test/target_db.py +++ b/Biasing/test/target_db.py @@ -6,9 +6,9 @@ import LDMX.Hcal.HcalGeometry p.sequence = [ target.dark_brem( - 10., #MeV - mass of A' - makePath.makeLHEPath(10.), #str - full path to directory containing LHE vertex files - 'ldmx-det-v12' , #name of geometry to use + 100., #MeV - mass of A' + 'SimCore/G4DarkBreM/data/electron_tungsten_MaxE_4.0_MinE_0.2_RelEStep_0.1_UndecayedAP_mA_0.1_run_3000.csv.gz', + 'ldmx-det-v14', #name of geometry to use ) ] p.maxEvents = 1000 diff --git a/Biasing/test/target_en.py b/Biasing/test/target_en.py index 37f648155..2a01aaf3b 100644 --- a/Biasing/test/target_en.py +++ b/Biasing/test/target_en.py @@ -6,7 +6,7 @@ import LDMX.Hcal.HcalGeometry p.sequence = [ target.electro_nuclear( - 'ldmx-det-v12' , + 'ldmx-det-v14' , generators.single_4gev_e_upstream_tagger() ) ] diff --git a/Biasing/test/target_mumu.py b/Biasing/test/target_mumu.py index 6addac007..3ca7a2c90 100644 --- a/Biasing/test/target_mumu.py +++ b/Biasing/test/target_mumu.py @@ -6,7 +6,7 @@ import LDMX.Hcal.HcalGeometry p.sequence = [ target.gamma_mumu( - 'ldmx-det-v12' , + 'ldmx-det-v14' , generators.single_4gev_e_upstream_tagger() ) ] diff --git a/Biasing/test/target_pn.py b/Biasing/test/target_pn.py index dde9e045f..24afad1b2 100644 --- a/Biasing/test/target_pn.py +++ b/Biasing/test/target_pn.py @@ -6,7 +6,7 @@ import LDMX.Hcal.HcalGeometry p.sequence = [ target.photo_nuclear( - 'ldmx-det-v12' , + 'ldmx-det-v14' , generators.single_4gev_e_upstream_tagger() ) ] From bd16619d01185394b8e9cb05688c11f1722417a3 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 6 Dec 2022 11:03:50 -0600 Subject: [PATCH 048/331] update names in DB filters to use G4DB APrime and process --- Biasing/src/Biasing/EcalDarkBremFilter.cxx | 10 +++++----- Biasing/src/Biasing/TargetDarkBremFilter.cxx | 7 +++---- 2 files changed, 8 insertions(+), 9 deletions(-) diff --git a/Biasing/src/Biasing/EcalDarkBremFilter.cxx b/Biasing/src/Biasing/EcalDarkBremFilter.cxx index 58157ff53..78276b9d8 100644 --- a/Biasing/src/Biasing/EcalDarkBremFilter.cxx +++ b/Biasing/src/Biasing/EcalDarkBremFilter.cxx @@ -10,8 +10,8 @@ #include "Biasing/EcalDarkBremFilter.h" #include "G4LogicalVolumeStore.hh" //for the store -#include "SimCore/DarkBrem/G4APrime.h" //checking if particles match A' -#include "SimCore/DarkBrem/G4eDarkBremsstrahlung.h" //checking for dark brem secondaries +#include "G4DarkBreM/G4APrime.h" //checking if particles match A' +#include "G4DarkBreM/G4DarkBremsstrahlung.h" //checking for dark brem secondaries #include "SimCore/UserTrackInformation.h" //make sure A' is saved namespace biasing { @@ -60,7 +60,7 @@ void EcalDarkBremFilter::BeginOfEventAction(const G4Event*) { G4ClassificationOfNewTrack EcalDarkBremFilter::ClassifyNewTrack( const G4Track* aTrack, const G4ClassificationOfNewTrack& cl) { - if (aTrack->GetParticleDefinition() == simcore::darkbrem::G4APrime::APrime()) { + if (aTrack->GetParticleDefinition() == G4APrime::APrime()) { // there is an A'! Yay! /* Debug message std::cout << "[ EcalDarkBremFilter ]: " @@ -98,12 +98,12 @@ void EcalDarkBremFilter::PostUserTrackingAction(const G4Track* track) { const G4VProcess* creator = track->GetCreatorProcess(); if (creator and creator->GetProcessName().contains( - simcore::darkbrem::G4eDarkBremsstrahlung::PROCESS_NAME)) { + G4DarkBremsstrahlung::PROCESS_NAME)) { // make sure all secondaries of dark brem process are saved simcore::UserTrackInformation* userInfo = simcore::UserTrackInformation::get(track); // make sure A' is persisted into output file userInfo->setSaveFlag(true); - if (track->GetParticleDefinition() == simcore::darkbrem::G4APrime::APrime()) { + if (track->GetParticleDefinition() == G4APrime::APrime()) { // check if A' was made in the desired volume and has the minimum energy if (not inDesiredVolume(track)) { AbortEvent("A' wasn't produced inside of the requested volume."); diff --git a/Biasing/src/Biasing/TargetDarkBremFilter.cxx b/Biasing/src/Biasing/TargetDarkBremFilter.cxx index 35fc16fe9..07e362dc5 100644 --- a/Biasing/src/Biasing/TargetDarkBremFilter.cxx +++ b/Biasing/src/Biasing/TargetDarkBremFilter.cxx @@ -10,7 +10,7 @@ #include "Biasing/TargetDarkBremFilter.h" #include "G4Electron.hh" //to check if track is electron -#include "SimCore/DarkBrem/G4APrime.h" //checking if particles match A' +#include "G4DarkBreM/G4APrime.h" //checking if particles match A' #include "SimCore/UserTrackInformation.h" //make sure A' is saved namespace biasing { @@ -32,7 +32,7 @@ void TargetDarkBremFilter::stepping(const G4Step* step) { // Leave if track is not an electron auto particle_def{track->GetParticleDefinition()}; if (particle_def != G4Electron::Electron()) { - if (particle_def == simcore::darkbrem::G4APrime::APrime() and + if (particle_def == G4APrime::APrime() and track->GetCurrentStepNumber() == 1) { /** check on first step of A' to see if it originated in correct volume * this needs to be here because sometimes the @@ -71,8 +71,7 @@ void TargetDarkBremFilter::stepping(const G4Step* step) { } else { // check secondaries to see if we made a dark brem for (auto& secondary_track : *secondaries) { - if (secondary_track->GetParticleDefinition() == - simcore::darkbrem::G4APrime::APrime()) { + if (secondary_track->GetParticleDefinition() == G4APrime::APrime()) { // we found an A', woo-hoo! if (secondary_track->GetTotalEnergy() < threshold_) { From 368a048e6907162bf4539c4d2986638355de9121 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 6 Dec 2022 11:04:06 -0600 Subject: [PATCH 049/331] update biasing factor and model name in config module --- Biasing/python/eat.py | 8 ++------ Biasing/python/target.py | 7 ++----- 2 files changed, 4 insertions(+), 11 deletions(-) diff --git a/Biasing/python/eat.py b/Biasing/python/eat.py index 3f193f38e..8df7b30c8 100644 --- a/Biasing/python/eat.py +++ b/Biasing/python/eat.py @@ -123,19 +123,15 @@ def dark_brem( ap_mass , lhe, detector ) : #Activiate dark bremming with a certain A' mass and LHE library from LDMX.SimCore import dark_brem - db_model = dark_brem.VertexLibraryModel( lhe ) + db_model = dark_brem.G4DarkBreMModel( lhe ) db_model.threshold = 2. #GeV - minimum energy electron needs to have to dark brem db_model.epsilon = 0.01 #decrease epsilon from one to help with Geant4 biasing calculations sim.dark_brem.activate( ap_mass , db_model ) #Biasing dark brem up inside of the ecal volumes - from math import log10 - #need a higher power for the higher mass A' - mass_power = max(log10(sim.dark_brem.ap_mass),2.) - from LDMX.SimCore import bias_operators sim.biasing_operators = [ - bias_operators.DarkBrem.ecal(sim.dark_brem.ap_mass**mass_power / db_model.epsilon**2) + bias_operators.DarkBrem.ecal(sim.dark_brem.ap_mass**2 / db_model.epsilon**2) ] sim.actions = [ diff --git a/Biasing/python/target.py b/Biasing/python/target.py index 9bff37f22..39140945d 100644 --- a/Biasing/python/target.py +++ b/Biasing/python/target.py @@ -216,17 +216,14 @@ def dark_brem( ap_mass , lhe, detector ) : #Activiate dark bremming with a certain A' mass and LHE library from LDMX.SimCore import dark_brem - db_model = dark_brem.VertexLibraryModel( lhe ) + db_model = dark_brem.G4DarkBreMModel(lhe) db_model.threshold = 2. #GeV - minimum energy electron needs to have to dark brem db_model.epsilon = 0.01 #decrease epsilon from one to help with Geant4 biasing calculations sim.dark_brem.activate( ap_mass , db_model ) #Biasing dark brem up inside of the target - #need to bias up high mass A' by more than 2 so that they can actually happen - from math import log10 - mass_power = max(log10(sim.dark_brem.ap_mass),2.) sim.biasing_operators = [ - bias_operators.DarkBrem.target(sim.dark_brem.ap_mass**mass_power / db_model.epsilon**2) + bias_operators.DarkBrem.target(sim.dark_brem.ap_mass**2 / db_model.epsilon**2) ] sim.actions.extend([ From 25671ede2d1c12f38ba8e0a9298c8b0398f9a0f0 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 13 Dec 2022 10:56:52 -0600 Subject: [PATCH 050/331] dont need SimCore.makePath anymore (and it doesn't exist) --- Biasing/test/ecal_db.py | 1 - Biasing/test/target_db.py | 1 - 2 files changed, 2 deletions(-) diff --git a/Biasing/test/ecal_db.py b/Biasing/test/ecal_db.py index 525bc649c..4005b041c 100644 --- a/Biasing/test/ecal_db.py +++ b/Biasing/test/ecal_db.py @@ -1,7 +1,6 @@ from LDMX.Framework import ldmxcfg p = ldmxcfg.Process('ecal_db') from LDMX.Biasing import eat -from LDMX.SimCore import makePath from LDMX.Ecal import EcalGeometry from LDMX.Hcal import HcalGeometry p.sequence = [ diff --git a/Biasing/test/target_db.py b/Biasing/test/target_db.py index 27223fa44..8845a7bfd 100644 --- a/Biasing/test/target_db.py +++ b/Biasing/test/target_db.py @@ -1,7 +1,6 @@ from LDMX.Framework import ldmxcfg p = ldmxcfg.Process('target_db') from LDMX.Biasing import target -from LDMX.SimCore import makePath import LDMX.Ecal.EcalGeometry import LDMX.Hcal.HcalGeometry p.sequence = [ From c469d3a98e25d9862775fca0cfc653ec3ae5dec2 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 13 Dec 2022 11:46:35 -0600 Subject: [PATCH 051/331] add ntuplizer for deducing DB kinematics from particle map --- DQM/src/DQM/NtuplizeDarkBremInteraction.cxx | 109 ++++++++++++++++++++ 1 file changed, 109 insertions(+) create mode 100644 DQM/src/DQM/NtuplizeDarkBremInteraction.cxx diff --git a/DQM/src/DQM/NtuplizeDarkBremInteraction.cxx b/DQM/src/DQM/NtuplizeDarkBremInteraction.cxx new file mode 100644 index 000000000..bd43bc208 --- /dev/null +++ b/DQM/src/DQM/NtuplizeDarkBremInteraction.cxx @@ -0,0 +1,109 @@ +#include "Framework/EventProcessor.h" +#include "SimCore/Event/SimParticle.h" + +namespace dqm { +class NtuplizeDarkBremInteraction : public framework::Analyzer { + public: + NtuplizeDarkBremInteraction(const std::string& n, framework::Process& p) + : framework::Analyzer(n,p) {} + virtual void onProcessStart() final override; + virtual void analyze(const framework::Event& e) final override; +}; + +void NtuplizeDarkBremInteraction::onProcessStart() { + getHistoDirectory(); + ntuple_.create("dbint"); + ntuple_.addVar("dbint","x"); + ntuple_.addVar("dbint","y"); + ntuple_.addVar("dbint","z"); + ntuple_.addVar("dbint","weight"); + ntuple_.addVar("dbint","incident_pdg"); + ntuple_.addVar("dbint","incident_genstatus"); + ntuple_.addVar("dbint","incident_mass"); + ntuple_.addVar("dbint","incident_energy"); + ntuple_.addVar("dbint","incident_px"); + ntuple_.addVar("dbint","incident_py"); + ntuple_.addVar("dbint","incident_pz"); + ntuple_.addVar("dbint","recoil_pdg"); + ntuple_.addVar("dbint","recoil_genstatus"); + ntuple_.addVar("dbint","recoil_mass"); + ntuple_.addVar("dbint","recoil_energy"); + ntuple_.addVar("dbint","recoil_px"); + ntuple_.addVar("dbint","recoil_py"); + ntuple_.addVar("dbint","recoil_pz"); + ntuple_.addVar("dbint","aprime_pdg"); + ntuple_.addVar("dbint","aprime_genstatus"); + ntuple_.addVar("dbint","aprime_mass"); + ntuple_.addVar("dbint","aprime_energy"); + ntuple_.addVar("dbint","aprime_px"); + ntuple_.addVar("dbint","aprime_py"); + ntuple_.addVar("dbint","aprime_pz"); + ntuple_.addVar("dbint","visible_energy"); + ntuple_.addVar("dbint","beam_energy"); +} + +void NtuplizeDarkBremInteraction::analyze(const framework::Event& e) { + const auto& particle_map{e.getMap("SimParticles")}; + const ldmx::SimParticle *recoil{nullptr}, *aprime{nullptr}, *beam{nullptr}, *incident{nullptr}; + for (const auto& [track_id, particle] : particle_map) { + if (track_id == 1) beam = &particle; + if (particle.getProcessType() == ldmx::SimParticle::ProcessType::eDarkBrem) { + if (particle.getPdgID() == 62) { + if (aprime != nullptr) { + EXCEPTION_RAISE("BadEvent", "Found multiple A' in event."); + } + aprime = &particle; + } else { + recoil = &particle; + auto parent_id = particle.getParents().at(0); + if (particle_map.find(parent_id) != particle_map.end()) { + incident = &(particle_map.at(parent_id)); + } + } + } + } + + if (recoil == nullptr or aprime == nullptr or beam == nullptr or incident == nullptr) { + EXCEPTION_RAISE("BadEvent","Unable to find all necessary particles."); + } + + static auto energy = [](const std::vector& p, const double& m) { + return sqrt(p.at(0)*p.at(0)+ p.at(1)*p.at(1)+ p.at(2)*p.at(2)+ m*m); + }; + + double incident_energy = energy(incident->getEndPointMomentum(), incident->getMass()); + double recoil_energy = energy(recoil->getMomentum(), recoil->getMass()); + double visible_energy = (beam->getEnergy() - incident_energy) + recoil_energy; + + ntuple_.setVar("x", aprime->getVertex().at(0)); + ntuple_.setVar("y", aprime->getVertex().at(1)); + ntuple_.setVar("z", aprime->getVertex().at(2)); + ntuple_.setVar("weight", e.getEventWeight()); + ntuple_.setVar("incident_pdg", recoil->getPdgID()); + ntuple_.setVar("incident_genstatus", -1); + ntuple_.setVar("incident_mass", recoil->getMass()); + ntuple_.setVar("incident_energy", incident_energy); + ntuple_.setVar("incident_px", incident->getEndPointMomentum().at(0)); + ntuple_.setVar("incident_py", incident->getEndPointMomentum().at(1)); + ntuple_.setVar("incident_pz", incident->getEndPointMomentum().at(2)); + ntuple_.setVar("recoil_pdg", recoil->getPdgID()); + ntuple_.setVar("recoil_genstatus", recoil->getGenStatus()); + ntuple_.setVar("recoil_mass", recoil->getMass()); + ntuple_.setVar("recoil_energy", recoil_energy); + ntuple_.setVar("recoil_px", recoil->getMomentum().at(0)); + ntuple_.setVar("recoil_py", recoil->getMomentum().at(1)); + ntuple_.setVar("recoil_pz", recoil->getMomentum().at(2)); + ntuple_.setVar("aprime_pdg", aprime->getPdgID()); + ntuple_.setVar("aprime_genstatus", aprime->getGenStatus()); + ntuple_.setVar("aprime_mass", aprime->getMass()); + ntuple_.setVar("aprime_energy", energy(aprime->getMomentum(),aprime->getMass())); + ntuple_.setVar("aprime_px", aprime->getMomentum().at(0)); + ntuple_.setVar("aprime_py", aprime->getMomentum().at(1)); + ntuple_.setVar("aprime_pz", aprime->getMomentum().at(2)); + ntuple_.setVar("beam_energy", beam->getEnergy()); + ntuple_.setVar("visible_energy", visible_energy); +} + +} + +DECLARE_ANALYZER_NS(dqm,NtuplizeDarkBremInteraction); From 5f1037ad2cf4516f13cbb2159569aa0fe5881d1d Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 9 Jan 2023 12:57:58 -0600 Subject: [PATCH 052/331] patch dark brem interaction ntuplizer it is difficult (especially in the ECal case) to make sure the parent of the dark brem is saved, so we instead reconstruct the parent kinematics using knowledge of how the process is defined --- DQM/src/DQM/NtuplizeDarkBremInteraction.cxx | 86 +++++++++++++++------ 1 file changed, 64 insertions(+), 22 deletions(-) diff --git a/DQM/src/DQM/NtuplizeDarkBremInteraction.cxx b/DQM/src/DQM/NtuplizeDarkBremInteraction.cxx index bd43bc208..15c99bdd7 100644 --- a/DQM/src/DQM/NtuplizeDarkBremInteraction.cxx +++ b/DQM/src/DQM/NtuplizeDarkBremInteraction.cxx @@ -42,9 +42,26 @@ void NtuplizeDarkBremInteraction::onProcessStart() { ntuple_.addVar("dbint","beam_energy"); } +static double energy(const std::vector& p, const double& m) { + return sqrt(p.at(0)*p.at(0)+ p.at(1)*p.at(1)+ p.at(2)*p.at(2)+ m*m); +} + +/** + * extract the kinematics of the dark brem interaction from the SimParticles + * + * Sometimes the electron that undergoes the dark brem is not in a region + * where it should be saved (i.e. it is a shower electron inside of the ECal). + * In this case, we need to reconstruct the incident momentum from the outgoing + * products (the recoil electron and the dark photon) which should be saved by + * the biasing filter used during the simulation. + * + * Since the dark brem model does not include a nucleus, it only is able to + * conserve momentum, so we need to reconstruct the incident particle's 3-momentum + * and then use the electron mass to calculate its total energy. + */ void NtuplizeDarkBremInteraction::analyze(const framework::Event& e) { const auto& particle_map{e.getMap("SimParticles")}; - const ldmx::SimParticle *recoil{nullptr}, *aprime{nullptr}, *beam{nullptr}, *incident{nullptr}; + const ldmx::SimParticle *recoil{nullptr}, *aprime{nullptr}, *beam{nullptr}; for (const auto& [track_id, particle] : particle_map) { if (track_id == 1) beam = &particle; if (particle.getProcessType() == ldmx::SimParticle::ProcessType::eDarkBrem) { @@ -55,24 +72,49 @@ void NtuplizeDarkBremInteraction::analyze(const framework::Event& e) { aprime = &particle; } else { recoil = &particle; - auto parent_id = particle.getParents().at(0); - if (particle_map.find(parent_id) != particle_map.end()) { - incident = &(particle_map.at(parent_id)); - } } } } - if (recoil == nullptr or aprime == nullptr or beam == nullptr or incident == nullptr) { - EXCEPTION_RAISE("BadEvent","Unable to find all necessary particles."); + if (recoil == nullptr and aprime == nullptr) { + /* dark brem did not occur during the simulation + * IF PROPERLY CONFIGURED, this occurs because the simulation + * exhausted the maximum number of tries to get a dark brem + * to occur. We just leave early so that the entries in the + * ntuple are the unphysical numeric minimum. + * + * This can also happen during development, so I leave a debug + * printout here to be uncommented when developing the dark + * brem simulation. + std::cout << "Event " << e.getEventNumber() + << " did not have a dark brem occur within it." << std::endl; + */ + return; } - static auto energy = [](const std::vector& p, const double& m) { - return sqrt(p.at(0)*p.at(0)+ p.at(1)*p.at(1)+ p.at(2)*p.at(2)+ m*m); - }; + if (recoil == nullptr or aprime == nullptr or beam == nullptr) { + // we are going to end processing so let's take our time to + // construct a nice error message + std::stringstream err_msg; + err_msg + << "Unable to final all necessary particles for DarkBrem interaction." + << " Missing: [ " + << (recoil == nullptr ? "recoil " : "") + << (aprime == nullptr ? "aprime " : "") + << (beam == nullptr ? "beam " : "") + << "]" << std::endl; + EXCEPTION_RAISE("BadEvent", err_msg.str()); + return; + } + + const auto& recoil_p = recoil->getMomentum(); + const auto& aprime_p = aprime->getMomentum(); + + std::vector incident_p = recoil_p; + for (std::size_t i{0}; i < recoil_p.size(); ++i) incident_p[i] += aprime_p.at(i); - double incident_energy = energy(incident->getEndPointMomentum(), incident->getMass()); - double recoil_energy = energy(recoil->getMomentum(), recoil->getMass()); + double incident_energy = energy(incident_p, recoil->getMass()); + double recoil_energy = energy(recoil_p, recoil->getMass()); double visible_energy = (beam->getEnergy() - incident_energy) + recoil_energy; ntuple_.setVar("x", aprime->getVertex().at(0)); @@ -83,23 +125,23 @@ void NtuplizeDarkBremInteraction::analyze(const framework::Event& e) { ntuple_.setVar("incident_genstatus", -1); ntuple_.setVar("incident_mass", recoil->getMass()); ntuple_.setVar("incident_energy", incident_energy); - ntuple_.setVar("incident_px", incident->getEndPointMomentum().at(0)); - ntuple_.setVar("incident_py", incident->getEndPointMomentum().at(1)); - ntuple_.setVar("incident_pz", incident->getEndPointMomentum().at(2)); + ntuple_.setVar("incident_px", incident_p.at(0)); + ntuple_.setVar("incident_py", incident_p.at(1)); + ntuple_.setVar("incident_pz", incident_p.at(2)); ntuple_.setVar("recoil_pdg", recoil->getPdgID()); ntuple_.setVar("recoil_genstatus", recoil->getGenStatus()); ntuple_.setVar("recoil_mass", recoil->getMass()); ntuple_.setVar("recoil_energy", recoil_energy); - ntuple_.setVar("recoil_px", recoil->getMomentum().at(0)); - ntuple_.setVar("recoil_py", recoil->getMomentum().at(1)); - ntuple_.setVar("recoil_pz", recoil->getMomentum().at(2)); + ntuple_.setVar("recoil_px", recoil_p.at(0)); + ntuple_.setVar("recoil_py", recoil_p.at(1)); + ntuple_.setVar("recoil_pz", recoil_p.at(2)); ntuple_.setVar("aprime_pdg", aprime->getPdgID()); ntuple_.setVar("aprime_genstatus", aprime->getGenStatus()); ntuple_.setVar("aprime_mass", aprime->getMass()); - ntuple_.setVar("aprime_energy", energy(aprime->getMomentum(),aprime->getMass())); - ntuple_.setVar("aprime_px", aprime->getMomentum().at(0)); - ntuple_.setVar("aprime_py", aprime->getMomentum().at(1)); - ntuple_.setVar("aprime_pz", aprime->getMomentum().at(2)); + ntuple_.setVar("aprime_energy", energy(aprime_p,aprime->getMass())); + ntuple_.setVar("aprime_px", aprime_p.at(0)); + ntuple_.setVar("aprime_py", aprime_p.at(1)); + ntuple_.setVar("aprime_pz", aprime_p.at(2)); ntuple_.setVar("beam_energy", beam->getEnergy()); ntuple_.setVar("visible_energy", visible_energy); } From 7cd62a535be8760a7eb47344a18b94f39535e276 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 12 Jan 2023 10:15:45 -0600 Subject: [PATCH 053/331] patch name of dark brem process in filter module --- Biasing/python/util.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Biasing/python/util.py b/Biasing/python/util.py index f44363b15..25a6276d3 100644 --- a/Biasing/python/util.py +++ b/Biasing/python/util.py @@ -91,7 +91,7 @@ def dark_brem() : Instance of TrackProcessFilter configured to tag dark brem tracks. """ - return TrackProcessFilter('eDarkBrem') + return TrackProcessFilter('DarkBrem') class DecayChildrenKeeper(BiasingUtilityAction): """ Configuration used to store children of specific particle decays From 9c3346628dd454892ccef467930e89a34b4c0927 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 12 Jan 2023 11:36:56 -0600 Subject: [PATCH 054/331] debug printout in TaggerVetoFilter uncomment to see when it is rejecting an event --- Biasing/src/Biasing/TaggerVetoFilter.cxx | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/Biasing/src/Biasing/TaggerVetoFilter.cxx b/Biasing/src/Biasing/TaggerVetoFilter.cxx index ab87dba5f..fd89ee57e 100644 --- a/Biasing/src/Biasing/TaggerVetoFilter.cxx +++ b/Biasing/src/Biasing/TaggerVetoFilter.cxx @@ -42,6 +42,13 @@ void TaggerVetoFilter::stepping(const G4Step* step) { energy < threshold_) { track->SetTrackStatus(fKillTrackAndSecondaries); G4RunManager::GetRunManager()->AbortEvent(); + /* debug printout + std::cout << "[ TaggerVetoFilter ]: (" + << G4EventManager::GetEventManager() + ->GetConstCurrentEvent()->GetEventID() + << ") Primary lost too much energy before the target. Aborting event." + << std::endl; + */ return; } } From 68622c4f2ab20bfdb897fe4b7320a5cc24bc5cfa Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 12 Jan 2023 11:38:12 -0600 Subject: [PATCH 055/331] add "safety net" to target DB filter we just make sure at the end of the entire event that the filter was able to find an A' of the correct energy and in the correct region. This is necessary to avoid "sneaky" events that are able to get past the rudimentary TaggerVetoFilter without entering the target --- .../include/Biasing/TargetDarkBremFilter.h | 22 ++++++++++++++++++- Biasing/src/Biasing/TargetDarkBremFilter.cxx | 12 ++++++++++ 2 files changed, 33 insertions(+), 1 deletion(-) diff --git a/Biasing/include/Biasing/TargetDarkBremFilter.h b/Biasing/include/Biasing/TargetDarkBremFilter.h index 0bcbb26b6..e68631413 100644 --- a/Biasing/include/Biasing/TargetDarkBremFilter.h +++ b/Biasing/include/Biasing/TargetDarkBremFilter.h @@ -62,9 +62,16 @@ class TargetDarkBremFilter : public simcore::UserAction { * @return list of action types this class does */ std::vector getTypes() final override { - return {simcore::TYPE::STEPPING}; + return {simcore::TYPE::STEPPING, simcore::TYPE::EVENT}; } + /** + * Reset flag signaling finding of A' to false + * + * @param[in] e event being started, unused + */ + void BeginOfEventAction(const G4Event* e) final override; + /** * Looking for A' while primary is stepping. * @@ -78,6 +85,14 @@ class TargetDarkBremFilter : public simcore::UserAction { */ void stepping(const G4Step* step); + /** + * Check flag signaling finding of A', if false, + * abort the event so it isn't saved. + * + * @param[in] event being ended, check if it is already aborted + */ + void EndOfEventAction(const G4Event* event) final override; + private: /** * Check if the volume is outside the target region @@ -127,6 +142,11 @@ class TargetDarkBremFilter : public simcore::UserAction { */ double threshold_; + /** + * flag to signal that we saw an A' + */ + bool found_aprime_; + }; // TargetDarkBremFilter } // namespace biasing diff --git a/Biasing/src/Biasing/TargetDarkBremFilter.cxx b/Biasing/src/Biasing/TargetDarkBremFilter.cxx index 07e362dc5..214f6dfc6 100644 --- a/Biasing/src/Biasing/TargetDarkBremFilter.cxx +++ b/Biasing/src/Biasing/TargetDarkBremFilter.cxx @@ -21,6 +21,10 @@ TargetDarkBremFilter::TargetDarkBremFilter(const std::string& name, threshold_ = parameters.getParameter("threshold"); } +void TargetDarkBremFilter::BeginOfEventAction(const G4Event*) { + found_aprime_ = false; +} + void TargetDarkBremFilter::stepping(const G4Step* step) { // don't process if event is already aborted if (G4EventManager::GetEventManager()->GetConstCurrentEvent()->IsAborted()) @@ -48,6 +52,8 @@ void TargetDarkBremFilter::stepping(const G4Step* step) { */ if (isOutsideTargetRegion(track->GetLogicalVolumeAtVertex())) AbortEvent("A' was not created within target."); + // A' was found and originated in correct region + found_aprime_ = true; } // first step of A' return; } @@ -113,6 +119,12 @@ void TargetDarkBremFilter::stepping(const G4Step* step) { return; } +void TargetDarkBremFilter::EndOfEventAction(const G4Event* event) { + if (not event->IsAborted() and not found_aprime_) { + AbortEvent("Did not find an A' after entire event was simulated."); + } +} + void TargetDarkBremFilter::AbortEvent(const std::string& reason) const { if (G4RunManager::GetRunManager()->GetVerboseLevel() > 1) { std::cout << "[ TargetDarkBremFilter ]: " From 24150c8427248a8e6581ce9a5289250687e97962 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 23 Jan 2023 14:26:06 -0600 Subject: [PATCH 056/331] patches to G4DB CLI --- SimCore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SimCore b/SimCore index d034a3938..f14f66d3d 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit d034a3938257e96c770933ec56bbb204aaaca8e4 +Subproject commit f14f66d3dc21268451e3a3456743a5dd0fb718a4 From 2675f79eae0b5cd51ddfae542df1d480e1e0e364 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 24 Jan 2023 08:23:32 -0600 Subject: [PATCH 057/331] put SimCore on v1.4.0 --- SimCore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SimCore b/SimCore index f14f66d3d..84a117b74 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit f14f66d3dc21268451e3a3456743a5dd0fb718a4 +Subproject commit 84a117b747ce3556eba004c41e565cbd3d1fcba6 From 926580cf54e8946c4fa0c3f651afe9f29dff14ab Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 6 Feb 2023 23:09:48 +0000 Subject: [PATCH 058/331] Updated Gold for release v3.2.1 --- .github/actions/validate/gold_label | 2 +- .github/validation_samples/ecal_pn/gold.root | Bin 783692 -> 783692 bytes .github/validation_samples/hcal/gold.root | Bin 192451 -> 192451 bytes .../validation_samples/inclusive/gold.root | Bin 757959 -> 757959 bytes .../validation_samples/it_pileup/gold.root | Bin 293153 -> 293153 bytes 5 files changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/validate/gold_label b/.github/actions/validate/gold_label index 6d260c3af..040943e56 100644 --- a/.github/actions/validate/gold_label +++ b/.github/actions/validate/gold_label @@ -1 +1 @@ -v3.2.0 +v3.2.1 diff --git a/.github/validation_samples/ecal_pn/gold.root b/.github/validation_samples/ecal_pn/gold.root index 9e62b89022df688c49c57b6d3e733b9c8972af61..042f5ec0d715a09bb03f9e3fdc312f004fd16dc8 100644 GIT binary patch delta 6605 zcmZ`;d3;UR7QXlHlY5V|gX9qh zf$F59B%|s~#Ddk?fj0_5JYSNa;$BbHwb{nnG@H%VC2xNB1;u0IW5xfx`2$RwP3sQx zt>Nzt__NvQmV z2fpMoZSM;wegNwRZu%;?cbI^Wan`~;-`ic9i07%cH@A30V3GldG(et}NJsT+0y%zT zEs{?43EcDtn(7-^7b$1jY>u81PF}wZ@N<1WsDX!ypoJ{^2bwN%g&-G%b7l6MfPq5z zT~^q_PXYVkCs9wrX8i%yIa*=Y{VK34mp%!*{*SQt6n4*jfn9y77E5Q=^iUzYf0efJ zrEPxzu+BD{YmS1S?knJHYkMe&j`4wK{zzjVg1-W=RyLdNRPc*m3wUWjP4tHT4qf2M zP|-!+IlAV6s)04%NTIn>e~x-qKsS;kaGx%-GV>dt%d498K_cQ_~M-rg?t%BKNS_t${9$ z6Lez^3%Z`3o72_C`Ib?+IYZ4dIZ-qALeb zjGXG*erl^*Y`y(wcC@9vfp_%n21=t91$QDOhR@p?b_cZu67Hm| zwEiT4AHLy8Q4Pe#^d~7i?UthrjyJ)W!8nzlzU|P|B){;JBTuzBiyJ`V`Sd%En`+F* z{MT_3cXj*KF;mr&AGz;1qs;OR`a3B z$~q)pd0>aKND}W>m+VC6^#Vy5M&HqZtVeTnBeE7Zga(tjXs!z*7tt(=B%e4`q}C!* zR1ABN4Ut}sBGb`FRWw%}@^+GOb!5d_dH*g#}kR{4|3RSn(r#o3 zqV%5RU$``N5NXaMULsS_%ksWt4SKmHmd3wACgRqgUniM0J4Mt1Bqf0S=J&H9G@I0b>ibiW}CA}BNYm2{H(H| zx=AcO+wuVwP7+VodhsOGE09kDlv>U$kaO+j9Mn8U?7Jf70;l(9_}pP+6gJrX5hP5V$2=^Lj7LZQTeWz$I>gzE--V|cy*b||O|TcIZPk)^?{Vb$ z#VYr0TeXh7DnMJlN{y#&(Yh!LD7uveJ=$<|{9v#43!1;})AAPw z$P{}(48OsHp_)CJImi{n%IiAA8K@S)j}P{nfzrK9ohThJjfUFWS4$y&m9+=TZjjD? zUd)jz(yuRfmgesaRC)vTBxM0LHsW4|TwsKjxGhgwEvybR$v1LEzx=>FbE40&+WI1HlGGLwbINyND(7*Q4J{kk- zc=lzDsK6W#Y~ZZq6&gz3vQ16)W`!QZzZm3VGFg)?snA>SS%Y22WU?lIWvI)8O99*U zXdX1&)m45PnzmHvGuOyIY{qsyloyP2sSiw(kIZvTMo8Iq@E$nU^(W&oDYsDe;dI#0?YeyDGZ|zP&6aN0WuKZ1 zGD5$Q3;KmD&;tG~MBjfX%lvN{0TM}O+k*{s0LjSX$z+g$dr+q*qlppC=^ni&)+g&5{ejxba}Vh6pm^sG>OD~MGfj*ZJo|`V zhz=SB!#Mnyz5uswI|hg1DPWGW0%x?$8Vkr~r~+>~ z3GMM)jle)Plf4*Xd6}C}WBBwC!)oxI`LqS^5@uXQeeUJc=6pbekt@#-)doi7X4Wy* z2<2BIjn{m--H2+f=7&ZZ>g$Ke7LTLRJS)~v2ZzZHkArwsaYj2VP)LID0QK!K9zu6Z zG_bGvg(PDnN^K?^1!$g0F)YpR)gcv>1(Il0+r<|B#^Uph+^Ow$ z`N&#HuzBMs_BiB#1p@Zy9C*u;ekDtKS{4Wrz<@wquFjRKs?i|_-$sW#+)&|F;?1h$ z`<2oGB$NqrBv!zTCSs1yoIs#R@`c!Bz*fG1NuKf?HW@HX2CV%p zfekz>u|PGBeOyfOfB?Gk?ayRDG>*{{YXQi{3#`0kGeRX6SYr&}+g|eHhf65MRKHtD z@1h{5{!S-ji;FKzbkPg!{2Ch0r!J!DsK&O%lw-E)0i7wKF zi{;fUb3M2S|Ab!0DD_v;Y=q>kr}2ErD%!>(u!iPipk8aK7k9ZzEm?uKo6Rk?vIXiw zW&1Rtlw+gJ7IH`tZzY4}Tz@fV^G$}eE2Dv`NRUecn^tCdgM9F`fK23#c_YQiv1f9U_7_pO%3k7y0IAvd`9AfQit7iFS<4MS|S5M>{H-|7O+ZT^czbmU?#px*!PIM$SIjWP)rb-gvvQ_ zuV6CZijo3Lp&02XRnIm)@3bN!Vy^Utkaq9?R z|Er==Jop5?hBCU(z_`V!nlon5Y1&z}6!5@9)|UZuRnZ1&0}#OD5kli<9|TQcJF2W) zAaE4BT{DE>@|&*7AS_z+5`2LC?F_AtX>_~3r|mk9?I@rr1HMYWDo?;d2o+Z!7*CkQhZUi_Y>7}OqJyZ z-4$wg(&lC5#okhyiGwAxUWVFZlBSDi{wnT3U|UP Rb3Xn@T8bZl&Hh7U{tr!yX}$me delta 6605 zcmZ`;d0bW17QXlH!@b9|5h2BtL73=`8XQ2=oDwx0bACdmsla`{ zU21BX`BZ%7yW+M)%vWlPv*}OK3Wv0Z6ZK4sEZ*9CuLIYiKlris@U8W&Z>_V>a1T`_ z9jZzyNHUgwJ?7oqqX9QQ)7+nvz{2MrZ)mYhv}hKKrCSbl{aiRPE>`@{p_wNw7VSBh zZw-I1!k@)LFNavH_dB4oCAOWwu$L~=)=r;#xV15Wo`%2E@CPpDd@JA|_Nk9g-|~X5 zyi7ZI!-)^TdRQ#hehTgxCE(n@9`63m>d-_yca=5Xi#N#tL^>ePOQfypWq~YRS&yVM zy#lxRo~C&R)4{oX?86u+xT$2;hwIizrT<70iUWW>Ff1^2k z1;EnXVujN6b60EOY~U5z#G4}N0{HG?S^CjSeZkLy$yxXNQR&URLfbtOTOqMVGdp14 zuI};(towDJ_FnAGs6Im^lIA7>a?x9DypX@!WhL*jMptR)`=W*c1`6SGSz(uc2-wB; ze?JO4_)oC*9EIKZtH3r`^C;}*Kf~52?7n*fOOMrK>D;;=y36ierER=vTWbN<)nakv zDfrob0`51?3qHXMp7{ffy$}8(z*<=>x?RC9ektJokJZ7O_}X-VCnH4{dGd7422}%V zvC)<)t2{7tjI`X>=RB>9JU!h#daj`ci;WcbMsrXe_>>=XZVTa4OO~E$=LVtA(D_Hu zx|JWLyt@}~b9tUA+F@6|%C{wZTD@1KMxOH3eTba*M66BL)Q$xu@t(Qs@2GkA9vFSR z=_Zb9N>V-LTTWWl&W!D;o>N;_;b@AdhnlXPo9_PIgWN;sw+6b@Dd@%=l^0U4ZEe-Y z#imidEkn(euTF8dD?w<)T9}ZuO(ld1L zMPD_vUb8tp6Haun!*vJ8Wm|FGomt1WUb8j!963|gQ10>+TseedWK~uBsI4xswfZmY zc&fFrC#Slx(r9h|?Qn_V3!7Lo!c>qM*KJSmYpK>7${jzSX&tBH^PWAe`Fqu_pc}SU zykQetf220(hOG@>9d6ruK&_9gvZYJQJ!5+dP_CgNl>2K(L0qJjsJ1~ysShXPK5`}i zFyxrPIF?Jb3$8fXifcC1G^;A1DfCT>*x>)XRKq((cTTkf9E59PeaQvsApdqGOoern zQ#U0K$lA%qT}P)3GEY#nim%&LnHZ!T!+dX;TOjR@Y6~RXSy|}=NdiB5!*C08MEfO@OSsf7n>cxk6fzA_E7HhXWwMQ8X-qnqf?F?Sla{=326+|7 zAwx+b-_U`Sq1Q2;$wu_jyerv+UXF=fce;`3i1Hl0XMj%S>MgEIRGl!9Q9{vKE zfnL`1BkR%2EwMEDMKTq){`3mTtm}c+%7W^*Qx?=6tse)HG&KjcMk~9{f+9c3N(T|u z+6)RE$!?m%Wm`xj3mnudb4%o02RR2dj}iN>h&lfuat?|g%fhluSI_{la2?v#i7ob8u>~IA>N|nu zWf6Zx0vaJ!cq^0<@Eph@DM&GqI9X!0=@0J;EA0H}YwaIjuFm?s@T zBjDO~^z%q)Ja}B!`m`1Tb>W07; zbp(nDZ2S&$AJD`u1cJ{>8oa@$+8#{k$Y;mbmm12%uk$%0ovvgm3fYKYN zCn*a^qXl%Mgv)UPZcmpkfp;8h)XxCJ+h|6J+m= zkQu@DG0J2|hB^}X0!S9)1iN@IbIqA>p1p#ov6SZ4{YG9Tj)Fxi!*dP_cUxZ?yS`{GE48<+fd>CrrJw4*!T4bz~{9Ao>kIlJ@_o{zD8e9IKaI5Z=sIf`)C@iN`T zXsQv;9d9~fQTj%^^-MNyVuNu0_on(hls>3b@2)b0ypoj#8Q~cUxrjr~_J&mUl0xBeD z90dl>X!WkMfNX{;@Yd7N9>3KI3{*4Ov%#j9g}F3_&ki=s2H%}aTk>w9##Pj(CYQ$Z zLE%O=o*|+QjEHTlQ>+ofuS6Ixdv&`J*;>tyj5P4|gRPiEqxs-i0}l>%bP~j?a2oBg zK*0${E$Z8GGKB7tXkcIS3rWUUl)87ak&ouN6vI?~z!Bpjs@^`AqUw+kst&23ERaO2 z`YtxGWhU)} z0`4xLi9BL9HD5x0E1(JdZ*%BdD4pLts-x^d^XVu=Z7QTr{z)Dsc%ASCbSMHs7t;RN z2fd5H_qumz4@504qG>#K37wDQPnObNs^5UHNX+)NOyWtI7%<1H8aU$vF|fr4FyM*j zFfdF8to3z)4LC2cK-J0KFQj-t09}0g1ENkwi_8Te8z->xBbyN-vA`N*0N)OhA3s_| zDW>}EGI|FEIrA=^jx8=;nCS9nSmk;e#%C_4ZBdP#D=5co-zlcaeEs|MI~AS;j4YBUQ@nnwWp zqk=~Api}f3%IG==JyHe7Xn{-dqHOIis%4ugTL64xa&ebw zJS41snh+m~z=B^H#51q_%^(hb{CMDp0P)RFecFFoTJW*HEvx*VHc+EV(l*dy$rI5m z;zy5%zP5)dJbXJBwQ${qFX8PV%A$IN_`)rorXUJ@uSN^LKBEO6k~7sRd=plg^T|KZ MO?U&0`kBW3AJ0@Y?f?J) diff --git a/.github/validation_samples/hcal/gold.root b/.github/validation_samples/hcal/gold.root index db9d204ee005cda338396e64883f61e8fe899c33..4f116884280103a1cb5b5992953e00398d034e4a 100644 GIT binary patch delta 3558 zcmZvfd2Cfx9>?$dmKvaRabuZMsO_8Mr4G~L`Ex4m)SOf=!u_Gvz z7O==sc0z2hf?`U%L9LMxQIN8hLi@VVhB1V()6tm8WQ1Y9=bYbtHZ%Tl;rF}0?R(BW z_j6y5w?`dskJ=oJYc78Ot?GGqcCC+xbLYXYy0;XJh<2Q%PA|uCCNHU&Ua@7V|6%?A zl8PA&I6HWa;kAgD2)p8qgTW@CS~(#T4@80F(u1!d{b<@Q|laGsPFz?Y`dxhzQMh8qM8PQ>d8N9cbt@t7a!)lu{ zD+gJ(D+VdGTZ_>>sOxuZyL%!?b$0;ztC4c;8CgOQCo7~97LxdI993_hR^ z#Yi8;1&p$js6Eq`-&ptn%lnn<@*+OC8PQcIO9N_ctXIS}q}w9O&tmS0q0FtCxXz5? zI>xH;abEK2Q%G@_$DyCyGWU&paLH$?-6#8_Ud&MgaZt>*L1-8ASUlESQw=$-+azF* zeI)LH`_U=ptzjsJ?KnFL%cS;vG9I*d)r5MCati|(AXy7iQHFk6tdr^Z90Z%xf?UMA zebbO3)f3Y(RVF8%!3g(A28KzfB@;6x^yV2PyK}OTAfeaB;2~d+#@ViId_5aOB_%co zg<=-x;z2R@j>8l&yYeu}n(EeBjCAKsz(5JD&d0m5q!s6o>K07GT=5T|gWs)x2(u(L zxe%MB%l+pm^4er1$eEp`{nY8`FMfsgOJ^V;yR-W-{7t%4%)}GYW!wd%xq}|Z1qpS} z!fgp1xxm?jXQN0$FP7jHF>lO4lDtDD7ddA9d~6cMTeSbLh1e!tzP*TmTek=st-q}S z>F%1RktgB&24uMZcm~_WU)zA7TlXAxS>K)e0#=IIv>4AyR{AAMD}4!XN$A&7{8K{v zbSQBtk|i{487jnVS&m{cb6)n&rP|(z(Qd*jZ*8ijkqWYL*fIQ=|@z;Z+$m?6IO|N zXtO6kg_@D=PI(7gr0Tv9Rot}|TP3yT-SEcj3sFF^LawBCgb-8|5aphK4~r$gU^}i# zyrhK!X6_6>>i1e$e_|JA%Rcd2<6uvJb*v17)$L|()DLBdap&zpl5`l-icGg|FILFe zn%7Ek&+o?uiSN^X-~;-0=O^io)ivs;mAG5|rxkXpQq}4Mnq+l|lKfwJ(=Gc7<&q!wHGZ^RKRb>!BCWcE(hh!u z5-DoyV3VA0(J1~OI;k)JBxZd&PBEX6$b}|_JP)Y2(_R-cUD}i8DQZnPK%(m}m~W+SkL9M8XbO8f`*}|q zVV|y2FL*A2pKJRO^{MLP2K0&iiEe#2JxO}ErLDAT12|poW(uXOSY%#NA{VSSZ4GP@}h@$H^=gE9qo0)M9F!HlJKVX zNgc&@6D8_1bw6{EBbv=UGCx~wZ1h$@?oY6SNPLk?){9(HKB&qsd&wldKBc}nMnSjf zN8|_l^WF-5FQT`;=S=(^_Q%>Or2be{e#PrZ@@K2FVVCq5HRQgiA@M~GSudMM%8Nz5 zi$$_$XmL-O4cKGE5%FVHeX}=>m@lw02zVJpw5RK`B}RXfDI?=$Bk=T)^X$9w|0s`ah5fax2=VcDH1RE?3GNBMkL;l~m9RF?^h={H!e}G4<((j}<=KE*>>r7MH&scbVCi1Eib_PiZAer2%?BJm>NwvPOf6!#@b!imR2z>OE)%a zCGm#&ls9ym7$Yrra5`fxPL8vbCSDQcE{xkaZbZAYQ#+;E_j#V*d1H3_yP1H->Hwgk&+t8w%=K4gN`#L%W-_uY`atI*{=SW-?pnf;2YXcC#o6I7*_kG z?>_^LTiX$HTdb~xQxP`hYBWaIwk9RsVN-67te3zOF%0}WwK~!Ub_eh4XDdF5!HC-C z(54~Q?TJBZ?e?OX_u0G~i(6&J$&%Nsr7B{PT>Iin?R6%_Ezb3AvJtnZ(3ezi`@}^f z+geneVyw!Jm=S7MH14!sS3+uxOC7Vzj$p5(Z0XO+Ma~C9OP%G`C<1=8J#$9Q!Rd=26+{{x&ZXMfgt2boYHw|-t%(Z1cmXq{VZvo9d~^*aN@>MQ zcw0>WT6`?#^>y4*dqgJdv-iq4wXY3BcU;B*m45}1?(?r8UviI@VUd`_UPZMvRr?j{ zxVaw7#ZPLcj(1-7j+L6-J%# zoUH}z6u0ypY>@bV?FZhaZ+Cu*?pR%;{x8HrqMQpodwiaYIfA=9NjX`ZUqh65zJ{(|{d>Gmi!wM2W6_b^r8 zi@0R&k@4v&y}|28&X2dkN%(YC!$2Px3*}X71HVP4oRA--$2?|Q-ec~O_USfC&YS2o z6OA@e0zcD6>&_sfPjexC+-m*^@lDqi{r_Yt$or9M`dLpRnLkp!9Cpclvq^`K7=wz*sBo`Z@3U5&a^U&=-ri7mJ_|sISj^ z(g^zum3F~%3H)5!kEl;mA2eb>ss{D%Ak>t--XTvV(FKWnrQA6U38nRwCkCYdS zd>4yk&(z|cHXBf7#1Zl1RYQw6jhHX6G6;AXM6_qZGS%Sh5)+7szPRn+FS zBGx59py%0l<^NG0*$(?_SrOtB?P%g#MibnVei_-rZ7N}Hp6TC=wg{t*)RuRGyq0HA zQv21d4o@3tEdg?Rj9%Ot-9X-10$W}=qFOY4-|1;0qeUI*JXY5(HN))-NleRdvRN!r z*{>FM$?zQ~>>=HttK^Up(V~ZN7KRbaqGDDz0$eWtD7)rYhq^I9JLWGT`!n3_?Z$h; JwB5Z({s}+{H}C)e diff --git a/.github/validation_samples/inclusive/gold.root b/.github/validation_samples/inclusive/gold.root index d73f09585e8d0478532f930ffba9add570ee1382..a9ab26a01d01adc92308d75392644dfd0d97b247 100644 GIT binary patch delta 6478 zcmZu$d0drM8ou{@cjbtH8!kvL>|EBwT@;s}Vp`gSip#hlji8RWFEfBR+C{rGTu z{D<4)HzxSid+H0`m>l%|>JIK&t@Wl+!Tu)GJd?#_G7ZhsN9dd8#YBm}dHNXLWU`Ea z_3rSQ4j+?=7BZ9h@dUI`V*5($wH^kx*km%d1jHctT!atc=L7)u0Nv48oUUoavf$-3 zHQI`$0j^mA_7tSaQ1Gqy1iW){Biwz(Y_|x2`<6M@r?A!s5Iq3-r9_f-uM1?Pr4dQ< z8w*l9`%Lf&;M_yH+gIKWs6jz zgzZ~F`$`o>0l0wLV8Eoqg;Xj!GFt<7MnSVCu$bi9*Bby2Jp@7+Bvi-)sdVzLjepxiQDGIjVRHA8hB2mzS#zb_5*FYs~@k-j$ z7jA9<*btM+zDmItrU-Z|hYx(N5B$hV8ub`_9KcdcCWlSI3;GLq>l!b-RWlMS@Y)Pv zKF=ygO9GyRQMumzhw6%V{#KiJc)TB zm~GU&{c7a?ygbp9vT(K&qyw|33h4^U+*iuOJm(9JS!FiQ<`;Y6sBT@7<`Y@`D@2BR zTzZwJ>IPQCdhDBy;w&9zKW@%YGtY>!J7$$H^_8P)BIVCkY* zq8_oNnpG{hUAmt@+?LzBB_gmQMR7|v1|!Ozgdp>~B1r2egHm4+OU)*UrD04gvD@oN zsHe+oeVVCer&gw_5gWdqM0?I~f29Xov7Wd*&clTk6<2&b7=?QCM5tP0t|HRK^WDik zh?rPJ!aPS$lQt5;HWWd=+gEE^DNPc^wfniuU3ao2yIMr-o{xU+sw(sUn$2U7M0_!c z7ho@O_UtDr&flszUzr{m}urn6#;#8R}sa> zqd^Qy7a>M~Q|j~P2^R}3GC_>?=WT)$y4_LuW*yLN@9L!3%Q7~o6E=wTy0lQ zE}`#}L1psVE!Mf5wCC-&k;O!jm+L#$sCB*r))lw69+EIVW*3=@sXpFKwqUA$B30E` zR$EQlvtEygKi^zMj{9!Doh~=|(znTa%(v+gN#NZ*qyXoii23zuvJ5>!8{qmDzeBQc zKA?d_@eW7HA)TwC_%w{WIJ{uBTlxK5kpRre3huQtro@aoFdsc zeOim=%g;hu*(Oh|BRf>8(j&0re}OE+%taT;HVjIrC!3H4e9f82zR0FQ4klhZ1M zZ8vN2{OhmC-?6>RV!rVj$;WI#*U4_ocJvn6h{Mr$$W0uk{y^SDYy;6^SsRxOafw-<`y@?WF|d#FGXvu!v#R@s^}syI%=N&S_I^ORDFpZ@ zhLw9a_INkILS4nNaz)$`ffMBM0A31%lZd=3)@=91n#tExZI{4l_Qzec7JK<2!8;k8 zg}2b9hoq-+;qNUK?6Zt!VqhkJAVu~I0(P4u1+MC)dI3M-2%Lm>8h9vKCGv3(D{CNu z3Ipbe5{K*SB4hJH*^-ZoN-dfS1P>)kMCsES9vgS1NBs_z&bbr)5MF*uvzj;lO2P5Vpt(DDu9Dxg(#I$6e2^w zN`F`bPo*d+e2v7$Yg$WLmCx0*lX!siv1+g4@JpNao*J^wV=UqPBZoE_9UV(S9fj>5 zpe@3vLt`v4{F^{64HHDQ(01XluBA4At7E#;)dnz$5sj`DjRswijRK_vwF_jzVb{FOXBSw7v#K#hDqx1T2TpLfk2N-cR|1>h zodUPvDrw*zYXrYM*76!QusqXZ^b$S6@(r#APO`j=lKf+`#rOv7RA~+8KV?})V^n&! zWu_XkqDrfaUwhuN0=IHzSQaQ<_*a_sDoXOfTUL|=Xe25^Kp;_cd0lj=eJeEpCNZpP zj}-+2HsS1wcl!MvD=Gwpa0FChSbn8}06KVV01;myfXo0p!#MaV-){%%h{f>2p8kPpyU3}VM z>ss8obHs|Wl&-N4VBnV4{O~wi5$ZGikqz|$P7&krmtqH{#QrNPu*vFOjj`Kj zsZ};|yd#3wI_+2SOJs$ZpZ2#urxLL0@s3EI9$@c?S#pEyC7AnR3;QvQnlix=$8Wc? z_s6Y-Hg+9{wZZl!(poz2>#=_$rPEp0Oh>vh6cEOva#yAUADn<{ETiKcC@0X3VEw&Q zpp0e&vN!^onB~@ZBMb106Z+*z^W2bD1)^93C?>Hp6O0-_Gm(A5owB6PfNC0?n&w)G zJquVJetVcrj)|G9F4qylizYhCWQRJ-sdmQk=l<-tCneH(`cy{+Ze6Z+M)064$8fd9 zf@)yCD%HeT7$Hk*oKk+B0rxm|$-4pkF)1*YS7U=z^ha3|TIi#S19^GJ=vxAu zX{_TxOw3~sI%~1NQ9(40ha7SmG6x-X8mjC*=2Q=3I*)zVN#uR5^P~@)OA$Mz1&!pN zopg3Xh5b)CU&gIZTR_^+Pdhi@oVJAdmNQOeWu1R<)~O7y^I7MdhLvyR`hAU7{v?n} zE9f(RR>hvTdLn!EOan^cql(V4*FHDbS7p+mguwVM~+<;E$Ps zxs>s^l<^C>3oT$ZAde%U-Dq!}0d;X~@A?*CFJ0LwVbDVwtZ4}%m0vr#w!}pf`M_56 zJ_?lPVqFFkLp6z?>C)K z4fiJ45Km+Hy$I?;ROe_qA9Iz(&~=y~+(n;JP639>DGa#DuOfMWleZ;*Aeqc24l}d_ zqT=brd_t=AZy5rNjCJsqUpH-PrQs9S0DIaP)|NQc~cgXu8bIx>WA z#oQBy8u|iF)E5XQvJkJ9K+;!QASxdbbp{k&&@8b^k?%+WfGghFz*4Fj;iD?hjb?@E zhL%7XMFz4l?2dN>2xASP+KtT`jtIVNIE}=9^RhtJ&qmU7*yP?Un#}7*(Sg`xr)TL@ zY%*p#cy<4u=w{qX&!7&x0vThyUag-F0)97++OR-SHq1jO(q4#~Fo`a~TFbLRQ0o-0 zprfbK^;ql5G(%9}Dr~B0(hFUc2eS;3fo@-AY#p71ym3Gm z#RH-^0*dm7pqug1Oo~AV@_vKK1^gDFTJJ?Ti}7as|(;uAZIbP zA^F1vG?rH^q1$l&lbFw5Mia4_?SG@s;#O`Us1cS=!*M>cfXWwKI)kKmGDA9CgG4xj z6bWo%p}`c=U|YKiX)LHQLT48WsdyCwBY4v<9w+5{`xsWdoQjv0Fq=fWv9mZUVfD-D zAhBK|UYe_s`>NI({#&t1bZrv+@{`S%;NW jyuxha?Qgr^zt2rmIpNi;YMS3$Nh{@VYMpJ{NF)CbR5x~D delta 6478 zcmZu$d0drM8ou{@cjbt3-Ecv2VdnxD0vB9y8O5~J2^G*>kQpHza9?KFGBX8Dy5b=v z)5^(&H0K7#T*=DPG{Z3~&C$wVE}5fk_!|@EJ?FgN^=kaV&-a}3KJR(n=X<{MefRUD zZLuG1i(Mb*w>~4MY~d-#kNZsSdaXnGxIlk{VZOm+Fc?PWQP*$f^P?ifzj-uSGZ;)` zV7@o}&4NFJffg}?@xcPLNMZ*_?BzZ_SYtat41>S3@CW$3HUjJZ?EdC-)qN}rET)4Z z&G)y~%m91LU@)dB_~zRJz9aEI+P2;MUoc4}8rkj= zIzXz3#I)gnNrelkRJ5gc0Bq|kdt1P|ubKw>wB$vele^mA`3jH$DZ^VpvXp09-qk!! zVrf7zTP>4UvzLB?yIp+g^F{0Lw`eDh_6bp`^qUCOK$uQ#~hW289Sv0UE3YPz=LNgmgp+ETuPD{K7YGg}R(7wKKV>7@; z7!1~x3ce^wz(?J=&x6kMfge~wBOZWH23V58V6!NA;a~xOti2cBz7+`+cx|>YpJ%15 z9RW{5RONTXE+hA~yndd|?F%#1s9WAJ6|A)Nac|D^Q-dnM1owG;a1B#DuKXaZHg5hN z6}i8ta(R*#&9#Gca3~BC(iK*^FII(kP8S|B%W9qt&-TNpVRgLblUa5LGJ`$NwKbaB zH(*P&$69_6N2xISc|)2SdB#-UG^%=oHXT%vyLt0t3h2u3(;9BETG6|uS#WWWo8KFz z?Aydt_$fK{MOCuT?uuvIoCU%Y=7A!wgG1(Rcs3rOT9TNuwvkf}s}nlH)LAh_Jz`2V zt6Fe7*ZK*>4Y|BSA_BG~DQ>BHFsAZRNHV@BlC*&`Y0xGy)oQAk8pXsEyRn)CdwRao zzm;lsM)e>SvC(Ttq~`?pS9-9LHN@$$?=Lc`yt2cADAXHAg4G;zmXe;HACB%s#FSDJ z;yHMnbd(6Tt`zFsxK!6(Y2p&s?$=6p!_ju^QYo=|KK`|r+L`~?Xq<>7V#`Q4&u?v< z_Agn4|GVCpj#;jg#)1Q?^q$qEkBXq12pPF&REMwuYlw1~Xy#Fs0e$pV8D)nfK@3w* zAx0a!)aQ*OP8M9MgPf-)I@d>zTf@W2b+Fshv7t9yWNag$C;V!m%9Ig7a)DoF{>cCI4l(f0|U zGI`}X>rq9z@Ge`)5~9e<`Bzt|dHyQQD{gPzBO!d^b}|o3eX@gW#8LxAshUZwzLs=h z{hEkB-%vvi`!2qnDi`^(x5*l;SKdV8cyA9W#PO$Me5IBwM~~2ExV~lYk}Mn#X(kc8 z>p`*)>-H9#)_+pbUF*W{){`QXpzwXN4Lgw;M?1)j5l2aZDpb))i{Lkpk!&13u0`_V zlTcQ+$pKs1F+(MhAhX*rDw@jOo}^4%8>><<_zRQ9qU1W$M+Y=ah1Zh8MRpc z?Kk8f*xm&(UVoVsU^T}TvIDCfyiV3*IQ}NNhT))}$Qy`lCR#Mh`H8gW5xKgS+%=+IYDe8)WeUzUW7$jDFjX;^0Jt-+!b>MUsH8j3a8m0SJ7JRrF#VLWN;SVLg(+1 zzRHCUTPo0J8qLJOO#VQM>=6X47D)Wxgm)TvC_xqSaSy9(CIJcq=7|u8 z>uaK7>mu2bkBcfyno0x@B}hcY;~E|w;G4*bU79*nz&bb$rio-hMx1A0oEWjeEvaL+ z+`!jCY?V>NLlF$rSFr-?U<9U#6_;UyBy^P`47VUi%vK|vnq5NZ;HVqveO+g)n9o$A+j9L38 znxgo30a^+ch-j;A$FQNDwqUbrF=vu#2!DRJwspH2JJU=fRRlD`*vn}qJguwKOv!2i zm_&(2pBIff&d5fAQk+@^GNG_)T<)_9tU_7MM7oAh2HGfm&&Y`|30ODM@((@gpkuzR&Rl>d@t8jo42*`}ve$V#it zPJa0>rV?DrnQdCAbm8A<=1VBahi{ru5}@Hygn)ocba_Q|seLas047naW~Uhi12&=T zqIdY?PBSV5gfIdsQLLa^M*tl>Hh_q)5I|;#*zIGv+X=B7A6H}k0NXg$WO4CPyUg>k zjYGT5r*Ua;vn72JwT-nKR>^f(U%=Y;+FB1`*7QtU48PIdIvAJYI$GCa zSRZIziq;z7v3`fr^-8y;DnkKbJSw-R+wjE+s75oIVM95AZWtTv9Rg)EBap=iXkwM? z8G04q7bEn`m*%-DtqMeO51<&&PGstP08JPBl-qGjpqc`wrmI~Z!T)I$e595w3+h|nVQ3vCd*|rbxi90sOwiIq~h?yoKcw1Lt<1JUeMt*!+$fhq%ijDUC;d%8|fSypF9`GI>3 zJMUcp{#X>4%d4?YD*Cg$8qh+2wKxSoC{#f{%pw5ADkkJH0Ip=bs<7C!)gs$LufR(r0a<>=(!F>u^ll!Fb~d zyKd#LPTFlNp155cJTp`+ad@kDtx?$|PgQC}f zau^G4s}F&87}%Cf69|h-*|x1-8JJ5M4@()plB>`H?gr#B0@}Xz2I}J2-u^wnUcC6a zgh3A}FsH?dQhuG~+)^iX@uBVMT@)%MkeMgJ?mPYa0VbqDJ9+7kb)~bx6tFb_+lRlxG0u1qN z1#a?DB=2wXw&V{a6WEkdx|TpxyuBEYNVUF{DZm)dP~aNR&d2Dm#MHab0l{)plDB)SkA z%^gK!d1G&yh#JK8rF(Jd(kL3wgOcfIxOA((_kv6xNPFS|zBU!4-aUl&!K~{k^hvc1 z`#lwE=MSf&aOuDZx*2O{j@0!9ny4=jbg>|>mO#>1S|EzAh(OT^%@VT|`KA;AxZ<4+ zETyVpKB@xUNLG}pYYCK5WFQ;GZh9AhFzx|V6WN^6h~Udd({SuJKMQ32d@MbMP43E~ z3H;nRIux7iK7r1_CZlG7SNHsxZos9~G-|^ukT%Kd)pN5zz#k@43vS@ZhH>x|+7D5g zQ|VINt2i43HBa{nI(`OSgL_?^sS65Rg-tb0dZCx{V3sa2&>f(R4MbyE&@5dPAd5By zn!Yv#s*&u3HxKBdct8{*peWxQkqufLri{+^qnYQm>k)il4of>z^i>aFW(`2PVe0-#O+ diff --git a/.github/validation_samples/it_pileup/gold.root b/.github/validation_samples/it_pileup/gold.root index b45023030719c2dd2eb2570f8a52c02de02f062c..3c7940b8f58fe2532c1f849017ebadbb3258eb58 100644 GIT binary patch delta 5517 zcmZ`-dstOf7Qgqb%_HSGYUN|Z93Q|%-XL;86iF|FiURUb6iX{m6P@wPQ9oam3 zpYuEC)O{UX_jU00sG!sFIfLG)2)@Q)S!Q7ti)B*9wnf*fmxVjz z|B7wPGAtHrEv_fxZ$ADk7FJ$svHlc7SswgZtFTfe2ES0w5;MI#;QFB71pKw)4_QM_&;i}%dtEBi3sVlk$vILLh-;}SkSNO3lxZ0C$Hk8J%v zL+=EP`cOr&N#9{qS$4orqq4v=%37$SAXP_|O_EW$21V^wxt3)(m#iA?`UXx}ai7aF zT*tjmJfx-SK<7dwIYU=X(87{clGlS;(=msW0u6fzIl{G0st|d+AvF>VAgy zyws5B+PtP&Yp#^_4I14!uQA#+aLXod?N!?t<2qaY5@{D3V_p1JZ_rqEyY6erIlIZ` z`l$9OX**DBdHp@oPBq23ME&1r7i;&Q(2_H&Axo#QuO5vh8`tGo@V>7~zSJ;I+fvp? zqs_ZT+WPfXwt0=oW@&aUTx?9yLfx)t=hP;>Q>-aLukJ8~Q%$LQC9qiwuAJt71gIrf zNQ>dGB)+HJ2y;#SAVF{0Rr&FkWC*^3hT4n!X!nkGMlLzmobo4t*VWa{ZKl0@U9M#0~;t53TzT1n2F z=E1zQ-JorTv<#CSdO~)n{{Yz`xq~ekfZZpTd#OPeOiv)h#?SeZ=*M`@tfLPcMj!}-N{!nLlxD0$>yZmb)tfjJ& z3L#X~4Tk3k`dO)G421;*(KH;ckm-COgo&0g_$?Kb909MB*cJ(U$ZK5@j1up}!hF)- zErLklNQ5H<*ee;{q^QFw&_HD@DMqgyX|R%_8j7*=sT1HSimIOoH^?+-7TCnm$*`JG z(xyN?p;SpzzZ_UWuGP6P-hC42VB#6jS1-rule9e#;!qQHXbm`Oo_9ns~@LsH>Dr4A&SVkd7iDmcOkL&hq852|CIaqV1Z4ymxD+-})O~3>vK+3_ zQQW@*))0VgC6rRywqB6F<1K(5B=7Z2h;+jM776IIv#zu>>!;na2y#8m{PU7em*hK-YN8IA_ zW6(y)qNiiBO~;|0^utW{4dg!cL5T~RP{L!fAG{imMr#Of@rJ0 zl(Xe6{PGE2UBm|QkJ=%K&pizO;*mDkPI*q}F}t|h4xGT&cR&@HO7pSs?5prNfn`Xr zYn42v&;+Zv2VUaTHTVNXe3{P@#alPvVX8E0CQCfj39$r#4~Q1H70TOsKvfgW_mnUu zmfV8Hl>PE;Sn64N*Cbtf={>Xbnl9Kw&dFax2PNKJfITn13q_upzTGb~Mexfx%u95A z3l54)xd&G%ZgC+NJo|g-O$EO#^}23|C)cw*aFoQ||AF67)TSaf_K!0d-2gJ zb1<7kt`$;05yH&6GGWDgnA&1(OpXPiD27k4-UD@ zQ8m2c67&_vMzL5*Y@drY#l$jtq82~Iu{x^Zq%?h=z~Y%c&gl{&*@u^wvXOeMnaM1j zvc7C*?G(4O6bpJIl?|h@oJwOg)ax_}kzUN(B!p`7?sT?+;tJ-m1W}N|=u+i7=dn1k zZz3xpySIZq-~*yBWP)(M$H9omkqwAskO#tfP^M`>E}&-xWC0tp6swUe<@Cur?Mg=kQKQ=G5maKh0l}~NkP6|7zJwWv|2-UAl5@(&~F+X86isF!I2B1 zwS+7%LNaEzs%49et=SACcxRSbH*!KKdRU*99$s@4I+6oDBqJ>h=bN)lXQT#7fut~; zcexEn3=uqhis^^s5H3qrZ_eUX zasxdAAuEuCd>~t8y{p>dt5A>_CpjU&uAzO0|ZxArrH69&5-SR2DJ^Nyr(o{K9lIG4e*bPK=B( zK}*OLiM(ls>4JO_$8Wn;z^U@hpnjeoPOlYW4mNx@sf{JFhA*w~Qo_?vc@h9(?#O3(aK6 z4vBnjp&5h>K?Nf>kc6x-hDR2eE-6JUQ|}Im!9jyFm|dP7x+@?rsIKYruDgZ=F^2!n z?Sdph@JJ8TnV%8Eqbu=Si}j@HeW2{UMK`RS~7>F>1@aa zaX3acLzd?IiYnie6gZN?U_NTDnH7nF%0Wu7^P_G9(!%3`aH=Z zhzfhkm`yypfW?t%-%~7?#Ga>Fz7~0YnaLvvMR(Ho+-rzIER#@f-YYP86t68eH`7$k zY}i!&`BK)05`KA{q^0tOiY{;szYofq@%!RABNRWPE|oj8s1KjcEC}UkiH{9Si^f delta 5517 zcmZ`-d017~5r6N_VTtTDny9I0>H<7u2a(63i24vzRFFkcG-d%~z%=<{)z2l1sENe) z-X|xCwut!*H7q81X^w4*+NS2SHk##Yur7&0h*5(|wwe@DJLjCa__Fkm2Qz18elut0 z-21!tHhvk__+{9R*w7mpt3n?+8+LWeF2fSma_G8q%D5nlyIIn<<_4K3M*Y=@N-oxCD(`GoCr4<{ifot1Ahp) zcDRJwd&Ik6}xVQeQ;oQfqcQKjUeZ^{vxV0y+ zqxVFNI;WzH&hKQ@af6~V3?0QASFogkY}gBb*@r0>i!n#V!TcvMF7wnfin9S_J7Yw8 zWgGS(dM9JlJ1UCJ_!grcI6CvkQF-7UWi8QBkfEb0XUM2`hEmjSl`G%ru3kIQ^A()5 z;y&}8o})g;Zqt%8#JxgE?ufNhwNSlwiWZLgBm`S5D>ybbW6KLN(CrMF!z06 zi&|}-cN-3qwiC7X7vCc7WNV^FH2sZsv0?u)ExGfW^K=UPx`|k_aY>#9-t2<5MWNU_A32D=Ur=aa0 z!D`79-fjdbiSOw$B0aN@C+jVHYTx^u3}K(3q2c3ww0lPvBbS0piAo$P7c($p6oWpi>m3?bw_p7l>lS2GP!tvw~;DZ?lg-3E=?}( z*JVspPVR!Xk-VbIplyb?kC7c(COb52xa^SJL88V#)n%k;35%yS$0xMrF1U0zhKBdb z(7I05+}a+A7Cv1qT~lbdlSm%aP5C(P=5C%bpyG~nn>p?!UgyGHB=c+JqIQxk4KCg> zAEL!WpBf432)KA?AtZ>7i$*Hx1*mh>lf>#v2GfgT<7J~p9a0xRRtQmIWRG!8>mu~J z(Lr8UdW}tLFfLL3wQ-ij+20z^Q|yT%7$ZXZj7LeoDfO1`jaB42+6whre5Upe36EdAGfk@FF3BRF&(xTx-5<6pH z4|#1Yg$d%d1Xxb`o23vV94T;!00*VP%M^7m9h#|(>N51&nFVVos<{k1pD`8gqo}6o zaG6YZEd-l5JQLOtO4clBB9uC58d3nO$<;X@rVN|}buiT#P*<;uC-%L?lvC0&`gQ5S69D_j}WN1}Z4+t20@QXkQ0oNxwRi#fhOC-~rNY zd2Fm`+5~e5b#WdWCq`|Ce`%}XvA=`yR7%Y(Y{TX~P;7eb1uL1Z&tgep_&z8nJ$^Qe z7cEUtLup6thd)w9ugqq#BCr`oP#IUHUUmRtsf_Kf!FLq3?RDrSas3BLE^-A*hK*yhX%w)k3c6Si<^tdwjPBh(pO6Tp5qWj0M2&?&cl_tELFUJ z65=Us+&nf(WW5J>kZaioFqgyw{{%OA_0Pjbtm%M!(lh5{Bl=FkU#P4jr(ubX;(wN= z!gG*9rn--S_=9H@vNW;xJj7Y`rJOHs;TMi^XDPdjzuN_&e91uw5_fdM4$AX>A+w8% zUBC%!Q#aI+siFuA&%X%M2rNf}eOAlkOH8nu8{i{Oeg?m%h|h~yig@KR45dnA7qFB! zdLV%S@Bz^RS0i|5Kd5TL_?~jcMDMENrf7blfcc2tZ@@uu={Mja#jPyCf){-U0aWm-Qg7^oByv674~I$I z{a<*5qPCW@%sPQb&)%a9itN+Q;r8PcO;uZt~F9W7S7E5KRudlAp-oO91oylEPI=}7PlDn zsS)e}LOl@4=q@D&N3-p;2Z!9{gnC|c9&Q&$Ca?rbY+r&k#V0WRMC}saC$dJW;e<4O zl+2QtKF-+^BF&FiRIu@Sths3{o3cJ@XI&KcLIoD|QU)7CV>y|{>Z#XR5+b{dcS;D= z=H1!saf&Nm%92HK4x>wzzp#`giha{rIoW+3>=qvoeIXM>@jVVkM2>7gB!fH<#Y1yV z19Aa9DtS&xEIQ z*4|fZ$PUDM$P4OC!^M#iV)Y#yxgbtU$O7XeWA>?9o|duo+h82;$usLlPKZDc>;2Nh zXR$&@a!?P+E{?P?mT${9osk+S1(L#8-aBAGVus>{j{-CmuIY>gzNZ{w@nu(D&vUOr)jHy~eu1Mjn^Gp}yi$s2HKt;}=o*-LLPmm|# zdE0z50=a?=$P!6Bw$L;nQ{?<#j+n;+1Faoun_X&4$P&|ZMaU1SvI&nX>jh;+qL`|& zeo7Ie@L7nTFJk^W92r8r6T3Ka!(<)wv$WvL+ZLEX$O>8b zy*nfZ2Mx|(c6oN_u7JFtx~9*&?iv!rB>vk07bFRSM|z;n{Dc_pT!Y_QtS40OLsTDR z^M1k%eu37u5Enh$bA7XN;sSq$<+j;<1!0UNZ)G$1?Bl#v(gd{nt41MR=suCeF&}lhCGF zC8Pu@AIU&{Z*lRuN_;jpma!mB3u5p+ESjjWzmnO+L-(>oGVQyM%_p({epaMKUQ}uF z2tv`F^sRw4#2}VQt}^cx7(9VDRGFJ;tztH8s{VW_>q7~@JkHQk)e1!yxQ5>cWzG0~ o@r)6HA5mAyomtd}Pj?=!`d;P|`46&}>6^`eR Date: Mon, 13 Feb 2023 10:41:45 -0600 Subject: [PATCH 059/331] bump Framework to v1.3.2 --- Framework | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Framework b/Framework index 5ddc20eb5..bc86be4a7 160000 --- a/Framework +++ b/Framework @@ -1 +1 @@ -Subproject commit 5ddc20eb5284da3a062ccfd64de620b6854fc1a1 +Subproject commit bc86be4a75ad68a6d61a5436fbf9a1758a381956 From 8916d451cca5d199a500d7129902337880def95d Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 14 Feb 2023 10:12:05 -0600 Subject: [PATCH 060/331] bump SimCore to v1.4.1 --- SimCore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SimCore b/SimCore index 84a117b74..e3c8bdc6c 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit 84a117b747ce3556eba004c41e565cbd3d1fcba6 +Subproject commit e3c8bdc6ceb824979e0786a9295836e14e999a3b From 44741fbbdca08d9ebdb9fc50c13ce0c4b84cbf00 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 5 Mar 2023 21:50:40 +0100 Subject: [PATCH 061/331] Update SimCore --- SimCore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SimCore b/SimCore index e3c8bdc6c..5f13e25df 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit e3c8bdc6ceb824979e0786a9295836e14e999a3b +Subproject commit 5f13e25dfd556f12c28e0ed8b082aaadcefb7a37 From 5e9513cb1ae7d62c0f20c4d3a7f68651dfffc5a6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 5 Mar 2023 22:13:33 +0100 Subject: [PATCH 062/331] Add default parameter for vetoing missed events --- Biasing/include/Biasing/TaggerVetoFilter.h | 6 +++++- Biasing/python/filters.py | 5 ++++- Biasing/src/Biasing/TaggerVetoFilter.cxx | 2 ++ 3 files changed, 11 insertions(+), 2 deletions(-) diff --git a/Biasing/include/Biasing/TaggerVetoFilter.h b/Biasing/include/Biasing/TaggerVetoFilter.h index e1b2d8f4c..443ea215d 100644 --- a/Biasing/include/Biasing/TaggerVetoFilter.h +++ b/Biasing/include/Biasing/TaggerVetoFilter.h @@ -57,7 +57,11 @@ class TaggerVetoFilter : public simcore::UserAction { /// Energy below which an incident electron should be vetoed. double threshold_{0}; -}; // TaggerVetoFilter + // Should the EndOfEventAction reject events where the primary particle never + // entered the tagger region? + bool reject_primaries_missing_tagger_{true}; + +}; // TaggerVetoFilter } // namespace biasing diff --git a/Biasing/python/filters.py b/Biasing/python/filters.py index 69b126e72..340ea7e90 100644 --- a/Biasing/python/filters.py +++ b/Biasing/python/filters.py @@ -125,15 +125,18 @@ class TaggerVetoFilter(simcfg.UserAction): ---------- thresh : float Minimum energy [MeV] that electron should have + reject_events_missing_tagger : bool + Also veto events where the primary particle misses the tagger region """ - def __init__(self,thresh=3800.) : + def __init__(self,thresh=3800., reject_events_missing_tagger=True) : super().__init__('tagger_veto_filter','biasing::TaggerVetoFilter') from LDMX.Biasing import include include.library() self.threshold = thresh + self.reject_events_missing_tagger = reject_events_missing_tagger class PrimaryToEcalFilter(simcfg.UserAction) : """ Configuration used to reject events where the primary doesn't reach the ecal with a mimimum energy diff --git a/Biasing/src/Biasing/TaggerVetoFilter.cxx b/Biasing/src/Biasing/TaggerVetoFilter.cxx index fd89ee57e..4ccc58b17 100644 --- a/Biasing/src/Biasing/TaggerVetoFilter.cxx +++ b/Biasing/src/Biasing/TaggerVetoFilter.cxx @@ -13,6 +13,8 @@ TaggerVetoFilter::TaggerVetoFilter(const std::string& name, framework::config::Parameters& parameters) : simcore::UserAction(name, parameters) { threshold_ = parameters.getParameter("threshold"); + reject_primaries_missing_tagger_ = + parameters.getParameter("reject_events_missing_tagger"); } TaggerVetoFilter::~TaggerVetoFilter() {} From accc0bcd593665a7e0bc4608cc95cf636a5dd720 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 5 Mar 2023 22:13:57 +0100 Subject: [PATCH 063/331] Make filter an event and stepping filter --- Biasing/include/Biasing/TaggerVetoFilter.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Biasing/include/Biasing/TaggerVetoFilter.h b/Biasing/include/Biasing/TaggerVetoFilter.h index 443ea215d..fb562940e 100644 --- a/Biasing/include/Biasing/TaggerVetoFilter.h +++ b/Biasing/include/Biasing/TaggerVetoFilter.h @@ -51,7 +51,7 @@ class TaggerVetoFilter : public simcore::UserAction { /// Retrieve the type of actions this class defines std::vector getTypes() final override { - return {simcore::TYPE::STEPPING}; + return {simcore::TYPE::STEPPING, simcore::TYPE::EVENT}; } private: /// Energy below which an incident electron should be vetoed. From 4987ffe8b714f1a6f877129c7190bc747dabd6f5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 5 Mar 2023 22:14:18 +0100 Subject: [PATCH 064/331] Add the end of event action --- Biasing/include/Biasing/TaggerVetoFilter.h | 8 ++++++++ Biasing/src/Biasing/TaggerVetoFilter.cxx | 9 ++++++++- 2 files changed, 16 insertions(+), 1 deletion(-) diff --git a/Biasing/include/Biasing/TaggerVetoFilter.h b/Biasing/include/Biasing/TaggerVetoFilter.h index fb562940e..a6ac3a28c 100644 --- a/Biasing/include/Biasing/TaggerVetoFilter.h +++ b/Biasing/include/Biasing/TaggerVetoFilter.h @@ -41,6 +41,14 @@ class TaggerVetoFilter : public simcore::UserAction { /// Destructor ~TaggerVetoFilter(); + /** + * + * Action called at the end of an event to veto events where the primary + * particle never entered the tagger region. + * + */ + + void EndOfEventAction(const G4Event *) final override; /** * Stepping action called when a step is taken during tracking of * a particle. diff --git a/Biasing/src/Biasing/TaggerVetoFilter.cxx b/Biasing/src/Biasing/TaggerVetoFilter.cxx index 4ccc58b17..2a5bc9e86 100644 --- a/Biasing/src/Biasing/TaggerVetoFilter.cxx +++ b/Biasing/src/Biasing/TaggerVetoFilter.cxx @@ -19,7 +19,14 @@ TaggerVetoFilter::TaggerVetoFilter(const std::string& name, TaggerVetoFilter::~TaggerVetoFilter() {} -void TaggerVetoFilter::stepping(const G4Step* step) { +void TaggerVetoFilter::EndOfEventAction(const G4Event *) { + if (reject_primaries_missing_tagger_) { + if (!getEventInfo()->primaryEnteredTaggerRegion()) { + G4RunManager::GetRunManager()->AbortEvent(); + } + } +} +void TaggerVetoFilter::stepping(const G4Step *step) { // Get the track associated with this step auto track{step->GetTrack()}; From b01f6051f15086f729fe2e68324d0ff7e0f80e9c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 5 Mar 2023 22:14:26 +0100 Subject: [PATCH 065/331] Bump SimCore --- SimCore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SimCore b/SimCore index 5f13e25df..76f171235 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit 5f13e25dfd556f12c28e0ed8b082aaadcefb7a37 +Subproject commit 76f171235af90260eb0e66a24a8d1f2fa186d512 From 98f35c51cad4d1ed77e2f1fee4b0279f102dff84 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 5 Mar 2023 22:14:35 +0100 Subject: [PATCH 066/331] Tag events if primary entered tagger --- Biasing/src/Biasing/TaggerVetoFilter.cxx | 1 + 1 file changed, 1 insertion(+) diff --git a/Biasing/src/Biasing/TaggerVetoFilter.cxx b/Biasing/src/Biasing/TaggerVetoFilter.cxx index 2a5bc9e86..e9975a2cc 100644 --- a/Biasing/src/Biasing/TaggerVetoFilter.cxx +++ b/Biasing/src/Biasing/TaggerVetoFilter.cxx @@ -45,6 +45,7 @@ void TaggerVetoFilter::stepping(const G4Step *step) { region.compareTo("tagger") != 0) return; + getEventInfo()->setPrimaryEnteredTaggerRegion(); // If the energy of the particle falls below threshold, stop // processing the event. if (auto energy{step->GetPostStepPoint()->GetTotalEnergy()}; From a839f011f3b7592b386e6d0c29d04474d3fd1194 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 6 Mar 2023 16:02:34 +0100 Subject: [PATCH 067/331] Revert SimCore changes --- SimCore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SimCore b/SimCore index 76f171235..e3c8bdc6c 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit 76f171235af90260eb0e66a24a8d1f2fa186d512 +Subproject commit e3c8bdc6ceb824979e0786a9295836e14e999a3b From 0e8507ffef24657fed76b67836608b30c1d4bb1c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 6 Mar 2023 16:13:05 +0100 Subject: [PATCH 068/331] Move flag to the filter instead of event info --- Biasing/include/Biasing/TaggerVetoFilter.h | 28 ++++++++++++++++------ Biasing/src/Biasing/TaggerVetoFilter.cxx | 20 +++++++++------- 2 files changed, 32 insertions(+), 16 deletions(-) diff --git a/Biasing/include/Biasing/TaggerVetoFilter.h b/Biasing/include/Biasing/TaggerVetoFilter.h index a6ac3a28c..ae36b185b 100644 --- a/Biasing/include/Biasing/TaggerVetoFilter.h +++ b/Biasing/include/Biasing/TaggerVetoFilter.h @@ -27,7 +27,7 @@ namespace biasing { * */ class TaggerVetoFilter : public simcore::UserAction { - public: +public: /** * Constructor. * @@ -35,12 +35,18 @@ class TaggerVetoFilter : public simcore::UserAction { * @param[in] parameters the parameters used to configure this * UserAction. */ - TaggerVetoFilter(const std::string& name, - framework::config::Parameters& parameters); + TaggerVetoFilter(const std::string &name, + framework::config::Parameters ¶meters); /// Destructor ~TaggerVetoFilter(); + /** + * + * Action called at the start of an event to reset + * + */ + void BeginOfEventAction(const G4Event *) final override; /** * * Action called at the end of an event to veto events where the primary @@ -55,13 +61,21 @@ class TaggerVetoFilter : public simcore::UserAction { * * @param[in] step Geant4 step */ - void stepping(const G4Step* step) final override; + void stepping(const G4Step *step) final override; /// Retrieve the type of actions this class defines std::vector getTypes() final override { return {simcore::TYPE::STEPPING, simcore::TYPE::EVENT}; } - private: + +private: + /** + * Did the primary particle enter the tagger region? Reset at the start of + * each event + * + */ + bool primary_entered_tagger_region_{false}; + /// Energy below which an incident electron should be vetoed. double threshold_{0}; @@ -71,6 +85,6 @@ class TaggerVetoFilter : public simcore::UserAction { }; // TaggerVetoFilter -} // namespace biasing +} // namespace biasing -#endif // BIASING_TAGGERVETOFILTER_H +#endif // BIASING_TAGGERVETOFILTER_H diff --git a/Biasing/src/Biasing/TaggerVetoFilter.cxx b/Biasing/src/Biasing/TaggerVetoFilter.cxx index e9975a2cc..b899e56ac 100644 --- a/Biasing/src/Biasing/TaggerVetoFilter.cxx +++ b/Biasing/src/Biasing/TaggerVetoFilter.cxx @@ -9,8 +9,8 @@ namespace biasing { -TaggerVetoFilter::TaggerVetoFilter(const std::string& name, - framework::config::Parameters& parameters) +TaggerVetoFilter::TaggerVetoFilter(const std::string &name, + framework::config::Parameters ¶meters) : simcore::UserAction(name, parameters) { threshold_ = parameters.getParameter("threshold"); reject_primaries_missing_tagger_ = @@ -19,11 +19,12 @@ TaggerVetoFilter::TaggerVetoFilter(const std::string& name, TaggerVetoFilter::~TaggerVetoFilter() {} +void TaggerVetoFilter::BeginOfEventAction(const G4Event *) { + primary_entered_tagger_region_ = false; +} void TaggerVetoFilter::EndOfEventAction(const G4Event *) { - if (reject_primaries_missing_tagger_) { - if (!getEventInfo()->primaryEnteredTaggerRegion()) { - G4RunManager::GetRunManager()->AbortEvent(); - } + if (reject_primaries_missing_tagger_ && !primary_entered_tagger_region_) { + G4RunManager::GetRunManager()->AbortEvent(); } } void TaggerVetoFilter::stepping(const G4Step *step) { @@ -31,7 +32,8 @@ void TaggerVetoFilter::stepping(const G4Step *step) { auto track{step->GetTrack()}; // Only process the primary electron track - if (track->GetParentID() != 0) return; + if (track->GetParentID() != 0) + return; // Get the PDG ID of the track and make sure it's an electron. If // another particle type is found, thrown an exception. @@ -45,7 +47,7 @@ void TaggerVetoFilter::stepping(const G4Step *step) { region.compareTo("tagger") != 0) return; - getEventInfo()->setPrimaryEnteredTaggerRegion(); + primary_entered_tagger_region_ = true; // If the energy of the particle falls below threshold, stop // processing the event. if (auto energy{step->GetPostStepPoint()->GetTotalEnergy()}; @@ -63,6 +65,6 @@ void TaggerVetoFilter::stepping(const G4Step *step) { } } -} // namespace biasing +} // namespace biasing DECLARE_ACTION(biasing, TaggerVetoFilter) From 4f119a30337e743f8de3ca5273e32cac101f3eda Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 7 Jun 2022 13:32:44 -0500 Subject: [PATCH 069/331] require children of PN gamma to be saved for it to be deduced --- Tools/src/Tools/AnalysisUtils.cxx | 1 + 1 file changed, 1 insertion(+) diff --git a/Tools/src/Tools/AnalysisUtils.cxx b/Tools/src/Tools/AnalysisUtils.cxx index ae2035eda..b355a9f56 100644 --- a/Tools/src/Tools/AnalysisUtils.cxx +++ b/Tools/src/Tools/AnalysisUtils.cxx @@ -51,6 +51,7 @@ const ldmx::SimParticle* getPNGamma( // photo-nuclear reaction, and its energy is above threshold, // then tag it as the PN gamma. return ( + particleMap.find(daughter.getDaughters().front()) != particleMap.end() && (particleMap.at(daughter.getDaughters().front()).getProcessType() == ldmx::SimParticle::ProcessType::photonNuclear) && (daughter.getEnergy() >= energyThreshold)); From 71d0552208bcbaf499478932feb382a7141c89cf Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 7 Jun 2022 13:51:38 -0500 Subject: [PATCH 070/331] merge existence checks --- Tools/src/Tools/AnalysisUtils.cxx | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/Tools/src/Tools/AnalysisUtils.cxx b/Tools/src/Tools/AnalysisUtils.cxx index b355a9f56..9db43a0be 100644 --- a/Tools/src/Tools/AnalysisUtils.cxx +++ b/Tools/src/Tools/AnalysisUtils.cxx @@ -45,13 +45,15 @@ const ldmx::SimParticle* getPNGamma( auto daughter{particleMap.at(id)}; // If the particle doesn't have any daughters, return false - if (daughter.getDaughters().size() == 0) return false; + if (daughter.getDaughters().size() == 0 + or + particleMap.find(daughter.getDaughters().front()) != particleMap.end() + ) return false; // If the particle has daughters that were a result of a // photo-nuclear reaction, and its energy is above threshold, // then tag it as the PN gamma. return ( - particleMap.find(daughter.getDaughters().front()) != particleMap.end() && (particleMap.at(daughter.getDaughters().front()).getProcessType() == ldmx::SimParticle::ProcessType::photonNuclear) && (daughter.getEnergy() >= energyThreshold)); From 65da3acbdb971b27d661bb2aa83b9cc7446810e3 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 6 Mar 2023 19:27:15 +0000 Subject: [PATCH 071/331] Updated Gold for release v3.2.2 --- .github/actions/validate/gold_label | 2 +- .github/validation_samples/ecal_pn/gold.root | Bin 783692 -> 783931 bytes .github/validation_samples/hcal/gold.root | Bin 192451 -> 192451 bytes .../validation_samples/inclusive/gold.root | Bin 757959 -> 757959 bytes .../validation_samples/it_pileup/gold.root | Bin 293153 -> 293355 bytes 5 files changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/validate/gold_label b/.github/actions/validate/gold_label index 040943e56..b57c3c66f 100644 --- a/.github/actions/validate/gold_label +++ b/.github/actions/validate/gold_label @@ -1 +1 @@ -v3.2.1 +v3.2.2 diff --git a/.github/validation_samples/ecal_pn/gold.root b/.github/validation_samples/ecal_pn/gold.root index 042f5ec0d715a09bb03f9e3fdc312f004fd16dc8..243418482ce5903de85cdfc2d9eb420932a99bfd 100644 GIT binary patch delta 146187 zcmZ@=2|UyP|3`!rN;z{^D!INXxph$qMJTrviU=__^J!hko#e_v+D7_xru?r)gXTHKC&E>+OAmjctYv{O1xI z-<&r1Sr6VH06*;D=O8C|xy;5lX3fU7v6zkh$vi5!=J@8xq=WIb>$b(65!uAX=F7$y zWOTh*EGW)bQ33pOy;(7pjg9j(g8}%t1b*1q_=fpd>G^fGiL~4D$K(KhyJtt|5Os#HY8Gd>t1^W(;a!`IEdX8YExXe&-K)Jb|5O z9XMV5IQzaoQm@kn$7_IexK%n1q8Wou{=YwTeDF2XN)7X=ubq~Mq3~fgHV(5@@^yBf zLGs0iH-3{#f>S~h9f$d}R>`10mF0*4hZ})pO{-*_Rp;5*pXT$wVJ3^WU#9~~%0jd5 z=Tz%ADuOfx?`>FUzWkHs)9O6j&fOqQp+C=Wnr-m|oIHHs9Bd~U0N}KY|G_DfXg9*Q zb*;GTj)CMS8DFom;i;(y*%a?lXJ)giDSU)a=bxl~tE3x5vq935o_~(~O>qaJ7*uRAPQPyZmsTN-vT_@;0Kr{?i*WrF8$LtCWh-8uO-M~j;2qT^#lPjkLD zFFEttJM*sN5y8@mIllAmiFHDm0DP?oRzRl|`1*`uTSM+fyXl_j`|?nKP3ElmlnoUVCdyk#Eh$It(smLPUIY=bonI`@ZsM zpNVQn`?fq>eIy~>0(&Bpi(PzMxYe~MHY5RPm3#60j3nyw=X%|ygK5qqC6USZPChHT z@oatL3B5F#pp84;ZmHYkv@iD4?Guk5m|O5dW2bD*PYH`W6RA~5yLTPTJbY>lw<-*- zCKdxm5O25{e-p76usO~1eFNK|0_fq2&wyt_msstTOWrftO{nU+8_}<{KfQ{+F;b`g z>@~j`>Z+E-2gxfZLem^F-@nnSQB2r&Zz93}#moEFb?2QE&~h&uMNu!KE$e=)55KZe zElRdX?HGBZT9=@oOVX8%vaobNj5ktsX{vrMCA2jtedh6KO(M`~W#NIDicY@VY)#g< z+@0i|EHNY<Ckg>e*|{%A1Gc#`mf zPR+|D;mh2Li!Qq%>_jzm<}Pavr(bY%bM{Pd{A^dsF#9MV_v=ux?1; zLGBCN-ff-MBfX^a zQ)CtdldPM&rw4Ri#G_ z3O-~Hij~b>34Aje!+q%MfOx(7NR57s^M*2fNNDNu$!S48yyN*MCp=0C!EPD|h%vrj zr*_&I=%(Fy+pF+kNLIL}U&&RKylly_?(q-)I<+WGay&So8}-(CB6>$q7#G<>cz+Vr zb#MDckxz+Y@~yB8<+q%b&Nt-`Av*ABKAv^z{LcKjHP~op$(-wKWrxNFhE)Ts4+L$Y zslM~s7YJB{3!_wTyChLbYv=$%U8z{dp*xz7r}^KP@LL?ZdExOa2~;aLMJF6C`t6W# z4NMW7(e?Vq89X7unWJB|cJt%fE9C3jQ`Mr5CcWK5-mmuJ?N)v#VFfg8dmX7@m)S+> zdxxUA$mHL2C0jK`x?^o;^-p*ih3g!xgXIuFv#wM)wN$dBH|A)ds9&IP?vDplq^Om%WTn#vm=9a1T12kT7L`DO zLy@{?4m(6qlHT!8ygj_pXKVe`cHx@V#EUz-Gv8ZHylGB4On*AJpf?yr2^mANZPf z>us;d-iCrwsrX(5{7{%|^tVIlZ*Ni0?6JDI$;R`&GA>d~=cY^G`kBCXTK#{ILwP;l z9Gs|QgM8&lujSQ=>A=4o7Ol7OtP42pqR;=;8EE=?;qe<|y#D*Yrh>h5o`~Bpef35C zjsPcV{)=H*hoVPIzAXFwW2)5Q^a(p((#IBsQT)Ua-w3KKIgUafyjWIaRv8M%E25$v zQ$Lb+j_Q`JsC2sq5hnJ`1(7FGhk}45wyaj4&!Z}jzBV5c@UG`nezVK&*0on#P(JI{ zzmkMJp$n{|edAd;tAi;1#)-K*I(78%oRrdQ-x{vLS8N_WY6l0+J?p!Y>P&iLw6F6} z2c329X$Eg<{nmfzuJqTPWJgz*jo$C~)~q9zY_`2FmUCTc?wj!T+O$KF+-ec^Q|bUF zI(}Z+p*9Ac#qVM?8f*RK+W9ERMO}QvNxNvtSNyc=iu~WaHckmHioDEH_)tH!Nhg%- z%&tGRQn7XP;?9{E5K~xF1#^AxGFAh34jjnGr`zjVJG&9fc@a`kt<#OQu zmbd+Ch=>y2L??-&cV4)g>|XWuuLO*K0K3y`t$jEMZ)WCYO<{DaTf>2Tbw2Ff-!6LA zW%ouGs70lgNJG8|lIq_EZuFZMPk&$Kvq2wpSm|fcx3;Al$hBIY?}Y8{?XinMzvAM) zuE0NdxapgZPE_&W4orl|4;QjAzl&qaQ3pho^8tJ~B~WFTk7mFZt%5?|`F+ z?ko6gC)E1QO9}rFB2Sq=jz~Bp?Qvb!rbfVa>hQ!HDO_Z~>TTE*o78JHox5&7OqvF{ z12?O{=nnTZ26bvAgljxTK++Esr&X{k!!P^vmDCxvVe=DaR<9#%! zBwEjPJ|d!2Eb*dtQJuQin-Co0=qqUfU{I~;t4E+Pp>EF-k4g|-O~NHm(dw(@`Ov7| zTOU>LdX$P(ePJWLbJhvFpc9=t<^T8{WQrqXLU&AcZfN`ThMG+UQ>HKKVQS$YOV{-{ zOMAUPjEj<$dUJMG#nmi29*Y?Lp}X&k0zT2$N7?FI@Qc@X-P3w#M*~8JLJrRiD`J66 zwUN50MLu!)RL378D!xghUi6}~i;jIn$5&%BDjOq_)2ZnyAy1a9+#4}(ta}xS1AG@e zd#6|0yJFDso_06XmwIR#y2-HWfk~t4XY&FcO(r9Tz`~2$mMd%r;GJ`0#sO#5{1-f^JY!M?|)T*bET-gKyrmHdy!PrAxg z<{dnC9}2T(@;#9XsAzlp@<5Ho(rt2LFJxJ1x&2xyQ$*psWeUsl%g|F7bELd+glu zv>eIpdTDt<$U80VcCGHk-8T$RJ-zVM_6YTXuNk6ZPNMq?smCVbPI^}xa@!Uy3vy3u zF@)F@z&jak{2k_A1o`gPp{FZPMYiU;J)Jp=C0)trrbN!Uo4AdA4tha>s{^Bw;yITJ z-G=s8WB0ei@k!6gS^GV9+{kJ9RNbw^2gH5NmQm$6`#r8ZZkPh6j|EjCbsKaAz)b%hl}_`i4awla`dU z@}g7NW|x+JL6HMnww%SjpwQAkMiHu>xQD;W7`$3t`~-5sz4>^$l;X&a&bEvmaz80@ z%Eq@x!J{XYI$GX(^^Ry*5HAskZtC=RoWr$pp6%&AF$6c!&nUQJ{|4;=n08n0j(l;{ zcOX7^B;=&4Yv@anHU)o;+bP8MlnGSD>zd9>lX_Wu!|?|?iYs<=I40g0X~#V85nB{{ z@2@zZWi8z!Uky7KRomm%a-zr|{^FQAHNUJ{wzcAbMAs3l!dTPN_w?^x1BxNIeMH6T z=p)9^UDb-_#Oi1%>niJ(Z2cOSMb&;9uQMYq4?aGZHS%!rlMSzU9DEM0q`TZod^ zzVOZe#$4Il)AWYt8jW2ZZVtr?Hq6 zpnu%(bf?ycPOwfsoty_514$XWQPP8RxlBI;w>fF__lquo5w z^mw7w4?m+VkBq_Zcl$KxxPlx{%R2?wp%v-Nh2y$;`TW-82D*w$k5x~N+r^Qxj3C!V zz6|;s0lj4*$NAEZ3_Z$Sm5{};R^8=^T>WJsGhnVGW8qs_Yw%YE>?|_3U#^k4rJ;@t3Hnzuu*ePU$o0y@U$7+4cX-XU7y)1P(bOp_FdkjM^23q7{Gm96;xX(K zGTc&=O&%E^*tv|vXL$fsRQKtOkcxedslj_lz~q?={AMcvR0pUqHN^-M0b+gQ^uhgCeN(2=1Pj~8@u96c>?`C^TV;r<0w9L+Hfrt6CpL25k3OO&nvMk~}oit!Xi zKMW^*j3gjW1>~qkaj^Zq-iD;YhGjy-GPYsaXK3Y+FR%rvABD^4LY}LiE-mcI&2Pzt z+;G$f9^%hpRfb*cAKfq+DhkI{oE`0J7Mtls6`Ev;kb0h1tm`BJd991`tmfnEY@Fhp#VDeOS91Y(Pb=+&8uS*;a(*SoI!iylO$4T%w7%+sFMxx{T z`|W|P>*c7W4e))w(h=Y- zO4e877-=w$7C59Qg^V#`+#Va!+l(|jMiN@R6+@aClH%iNmxlDjkW&p&WEGWQr6|Zu z=%@LqE%VLlVp3!Y@{QY9bnyBi7>Uz^Xe|-rA2VZh&mr-iV&XP?#s{`iyzWCaj-ykb z;!VzybDl#iI#E9#M?*D?(5Wa2e{O0PzWFS9O+*$_<%6QD*{?| z9NqsEf9))}@;St|^M8+HpjAfb{w)0DS@PU-2&@yOJ3b&q@mhVX{WSipxHzCfr*Ch3 zK#GJy4AI(I__VX+7So}ptAC$E+&WPO5(S^^&ytItL##VdisJ*@D5U#P$Z<64DIR=m z(5Wp*;Xj66_xCL+8VWH&qq6V=XUU}J5J)FVdwf8W^7Aq5DPH$1IsG|A!mJaeFg_qe zA%#P!$Iw5Yt+}@c7DGS1?%b4fyIvmh zbnA+Z*7=J&A^8%gxm{4)t;dSqog#S-RSz~$MzS2j6DA$PaPJ%J^N9mJQI=zvQY{E! z1^gUKLlsMCKO`CZqiNAbq+>&;_QjAf7H5lvko)5lOLZ``7DH0-&-(`PN+p#oa4!@*nsJT74ZK@$H%r1O*N>a=6fo4xQ zE*Yc)qzF&eFnPikhZ02^`;)F~SY^L;@hANNl?i;>BB@+jGw?RA2r?fyWD1&KdY(Vy zzMX=vn;b*@(AHI5R#gdAIYzoTq}+w%t}flHt7|5HVZaNA8DqUSraYG3YOa)dJEPzUAc1La5o~1a(o5lxXzH{F(`-hFFD?>k>l+eIeyzie&BpUbYvG&o<_vQ zg=;~cfkupe22|tYez{iL_m3Eoni9yFxYU?ce<1~t5pk$;in zfXiZ#x#tsgp*p?_tL}_R|Kr-2^eEgyL$eXXC6?8i>VYtdRrzKRMFBgL1qB z<+upSaS@c`EGUN=Xb+*^a=cq3$GbIhg#S+t!0RRG+M)AlsW`{cU7#43K+l@wRO5$! zq10rJHR9d=0Bljeb9goK{qiIV%=;{g&0PHTCKZdNPhA1*^`m+ypNBD>G0c}y1g6)wj~6ca0U$w6d%2YR1$ zYHdMoMSgCOjKNu)B{QZhdiT zQIe-7<>QRwQloHF4Z7PXrpHK^K;Y3TGC(C+bi9n617|lRffplylntVbGz`Y_oCo$V zB~AQYEK~X{MsvV?)``*5sL=Nv^hf7~H%NxrX#^ZHkqo!HkMkS?Gi=_LCZtfDwiuW{ zLM&R3kIiLEn0LDyY~0Oxvs@gtUm$mPDEkrAL6t9E?s-_x&Jp{(=v(RglT3@if#DnhCMWb(umYmDGn6-SjKJM(P-0Xd zhZtOT1KM&l8bpv*Wp0b4M1f!ZTo=-XCa>YpqkV8Qavj4N0A%9Ckol0SJVeLW>^NAb zO&NhgD0P#A?Dfr+2TKcRPa&iTm>55kd;f(X?YTAX{OL{VoE=mHGhvoq4`ge{=$Cp* z(QhQz6R7LJB}4IYmxca9@yj`shakvraOew^UbT5hamEj3mPA|wyd0Ym`1XLeeJ^0pbw+s zHNRayqYP3eelDx{IDzcDd~nJ2t@rAs^4-e}P-U|Fyrix*YWpT^)>nx7QuIAS`_IV$ ztjkx(gx#d?zNP59gwh|{!Xfn_ysmw;3!%Ix*{xvSBbV}_J!Xl>rM>oJ#`9_UHcMMV zLj3l{PraYR&wL~oFMAQ^U?>YrVLy2R8niq~qnf~dNRs+1o*r~tL3~E*TQmpL60Yubtg3?VqK+&q&K4FA*tBgd2V9)FZ%XzK(=WM$wjB$unattKOoW^@};>&M57c9?`9%F&X_vqu5(DSZz z*lX9BLYlffF0yA4E#c0Z(Uxn1~(Y5>=%3H0vCUp5MwY|&w zb0NOPt3V#>fKeC5avmvC=B;UcIqPLkGXoZQi_;m1F_vQAYs2h3*ekY(BYDJearBj@aEp}KWe#%Yk57@UzojhY1|644^ z&AsDJi-mWuj$~WscYoMPuxQn`UL12UOPiiaFeX74ZCdr3N=jFJQ!QJBqpk z#~ee5NzfNFu!3YFe*iWsePmn;UJ(*p;orYs&T>`5KlW!pBv=VB)9vbsC$1RUhTv>Z z0hk*X7HX({Hbhu4budJsvOUHp|1h&fE9F#|jq_3#n&K^qAHH{We4}<4d*g^P)_BL} zgRlcuFmi%}t&%rOw1`?ElBK1Ja{$ah9$yZKZ} z%BO-vy(*k{{nJo9zvTgj0f67iI3;nqMvr=6V@C187<_>j80ijqxtLEL{s~dblh$cb z*G%p+`I$%E(P{B*Udl>*ymtl_uT6!^FGFXjEj-N7sU-;|iNP=_eU2GqhsD_?U|?Yu z9}FRf45t@XgaDUGSJS=SCJV%3s4R#}+u}Y-a7+C#GhPTr(DXgyjGA_bpe$rspL9P9 zE>QMPi*5y17r94?GlWqQ+U%#>xjVIU6&!DUm1Q??ievaO6&Q0g1r1__H%+!CQ@;1Vx{%Fm zJ~qSw&YX;ia~9s+y3laX8~pbA*!9o5Sc+5xM+f0?@uy%?mtPvG28wYkbnHoW6J?pR z*A+PPJ%U_)M||F zM-^7OSVON>)c7+E0`uz#r%mgqN24y}B@H&drwb0vE4dL39UJV*FQzVDC6|J~(qpPG z=k1-w1!fKm11o;HdSu-$KVr6)TetQqy=&OJ@{+Iznpixaf_y z_*{sldPzcB2XvVjM;6s~#th96s9n0yVyqJN%8io~noJ`EMW5HsKFPm|O@hrJn}JO( zR~)fO$ehZ6#8LX*{A0i4VfALc;+dA942*{VXd4XfjU*2gsaHF!oDwVEytcZ4x}^#w zEn0)YsoxQVvUV(><0lpqvd$Bi75&m#GSXR*B#dGPO%Ho0#sNAGOnxt@${KkttxYpy zn)EQjnIvjKt-(D$R{w_FBFwyu94?JV=1qedo9CMpHVmO}bDAOQ}TK zq}}Xve_p{sra@pC?Ti_5SYD>2Kh&#+D0*~{7g*b3eFqvxDZ)!@Lwz;>cMBzHSz8uv z-;1VPU8WfJ6jn(VGkcAlgUDB&@xgB#C@7m8MHlOD;bk#HCeP{RG@aa)x^IxqkK3Vp zRago(8$wd##2)InW8rA0_1yP@G%B79{)7NHSefODrP}H;vnzR2+j+pUYh`(uaF$G| zRwTm?K#8!{zdFQa5O(Hz1b9fPwPT@xyLBY*VKDH7DEVRDDhe= zk%c*mD<^tbPq)kVGYJDh5xuJt7XKbGH{{U>_wzAD_mnwK22`O$2&6@86hOcmG2xzb zai=OpWLyv3X$;>D&30HkRZMa2IK@&M>{Z&J2S8chB8|xV$Q>OACzBoEsZI%NUCV}e zvN@@GKRD_=6kE^Z8wRzd5b%+vo#MQT#)@fREqUm?R{-fd7w3q4p!}sJ_$@;&};#m&?i5&fhm^> ziiRMjQ^yN~`GXr#eJIMDP4U2Ac{;!_bN1UL^1UYIp#~~$C0IV$u93BTdYWg#b*SUq z7xi?NFhOXCV04d&A`rw<@pwE9Gnc93nv`rb^;3On-cDm?)A4wkWKujq6emMX(dTUX zvQ*%>{>H0BXfbkaU(c{*rSh4@+3p#nHMz6mV1I=7K`do+0dt$h3EZ>ITowSsy~i(+ zrjA2-l9|^z1}tW(T+cW=+0>H%L6vo+SHZnu#m`2Vn&AvPy6CxJAjS05~nPiS^x)*(Z zS`VEe(N3URSST?eQj`lZw+U&D#bEHTM(r0>`1Gt6f0!LpS6QpNp**7*zKFXRgK;oJ z;)!qFFJ%CKL}8@3T2tQgxe-l@tuSr&@V9Qv`gu%GK9F@y^dx+}bAL$X;*EqE8G*q4o6R#VVj%<+-&Z;lwRw@XsF2 zgzsz3%l(MWDAFK@7Kt;HJNa=GDu8yCDk`SqVQ$4nW~EQ5H4wtbLVs*K&W2o-&de_I zr2(-kcm+o4q4Z=e?I|JuX17}Z+qNP;WmF05n;RPrB3H(#jgvK=?l{VfyMxMYP&Mkf z#=g06BHF?mlOEf{r0~t!ZqCNX&=hcogYwOGW|pN*DcOdYmZWq`_-8m2v17ZR0*=OY zP|$@8|Nok(%@Hxz`;A;)*d0@BS2Z037-fkw8(#Dp;uE9_6Az;_WpYbTw%$TBVIJYi zQ=Sg)LtvC9JHSnX)>Ji{tUv5m=XtBrW;&%ysVP|a`cewqcvw6C>HzKCvBJ~ja(hSW z_dS)U8+ve5=*#&2zDCT%BOkBJ(&$7c%cjV-;Zs`yvxu2-=qK0hBFxhv+PAqAFt5O^ zqRs*pXdp|Z2iRm%t^!~r*L{1uXzERvV}>FdVi-)KBjh|tce=4gJqGu2KNI9-O42wA z?P_SL<9Yb|m|*RSuAd#R-=n#MS-B;V@FGcv`TO&ZnX}&~1&T7_Sq#q!rbtR* z@Cq#=qW?c@jQiKktAu~*kLVo(ZHij~>PbCelgmVF`H;U=|^eRhr4{D&*6!x%K zcN?NRSdYHEu!I^%hB*W)KENBtZ@wxGyxrA?*Y*UDV42-jOWJnAZvjUQE?a}>RYWxl zy2CZ8<9T8(Y8#m6Fp!~+&1~hFkYexA#p%{Jo>&u6ue1>5u`r585ecn5r40XUy8EY} z{s30}WG3YzsmtEF=w#?S=5E*N9hZ%F^r4#rOyR-Kv1!YRnIKd6lf&!&+sZ78>NiHk zc7O-J+dQGiWIaLmSOe5y7q$NpB-V$sivwWBu#!4K{AeN;<-@A)FpfHn8aGa?2&u1m zK^}NCqKmO}QhNI_zMFX@1K-xOgpbE{OXI4zi`@kZ}jT_2hoW%5P2VliT8$+iPf7v#+6I2r4>~|bX!j^kkeL3 zWl~6NdOkBy+GJB}Rma~sM zK|j%al1eytoasAJNyN0hKe*ZOXEnzVux%rv`!$&LuhyN9WT`KL4e-UP-OT=A=P=pg z4j*jHnnKSg(gInU%UO#|%8MBSZ7ffi86Lg)2CxFInhZv?Ze63y_kx?`d}@M)TH@<) zc4vI8k%qg)n`wkd08ut!hgGf zaiiMEQK({VX(M`>oo4#0iu}Y<%FZ?@=E9(w`2P&`tIr2Xt|({F@t>;=^jrMNMp1?2 z@C{5%4V+3qC-@cX>Gi7hYBB37Q?k1a>N8bp#7uFs)``o!(Qh0|c`e0h%Mx?OoQ(_Q zA}%_H^W9N~DP#aaj>6(h7F9V@bu*b1WFSgy>FGTg!}LVUx|fd*VIPJR993Z!_g*9x%%(I?{E0{#NWvNI~}`Y}YF|hM~U0)xN?^D3>wF6yqoyO;zJ(uCky`)4_{&;L1;h zrN|j%?%^mz=0sjn9sD6ld;O|^?=N@$gu@G^>j$tMIavGt4n<~Dh%qiZsrUS&!YjHO(8IsZg+4z6(C=o+U>-wXquJ10bDQ^ty&hb98>pL)9*=l{6SrLQ8ws3Yq zpcl%0Vc%ZW1&|@pJ zTu$>`=Dy3+ulkL1u}py!5D&Ir1L`&|>^tM9+++Z4`PgY!8||_^wk(_OoCjsvw34v7 zdR2%_9%gA|O60-PB>6cqiV1<>JQ9K@X26(Z-?f?9!G&O#{Vi zGCS4;@T#~IVFu$vL@aqA&gAo7v$G?*tF7rc3SMecag=nHw}c{CEqbO zHJm)^$1`Cov|tNEm+j2L-ZUVd>;d9s&EhCyWoP% z(PR+Md8*j!A4Z>6UCM#(kG^}BIrMEXYX#bJrO#frEaO1xx;kg|SPy4n3&ij0Kj$ z!n5&+%%+Q3l_!}1&&l&*@0pQydkZg1aYdHmVZixm$>5*|^Jy7aRKz*1I7f-RU~v^^ zfE|$em`<|s)o$^+&8(1<37FE0PY!aixJ(eCt`XbZw|lKsKnIlEH)td_6%=#0u$&Kz z#u|7S^jBP9W@F&w4+due>OA|;N1?$@gZ-R#G_+X#>)k9kF_WQ4z53af+Wq0QUO86F@<6ipKhoNjqJNdw zbTjX$zn1l@ed}X7{$ZB$_IO!cX`pQf`^=b$mUtaAgtNfS$Q#%^z3~hVmXkJN%~H-Zlct#6TxM>+5jniCa_l;y!={+f zTDzO?)e3F5G@NDGV6ydupXD&5D>d*^WH?ijHM9ild;HW+0}ykNnRH>F>50F(4bM`V6onAct1V( zX7UWpY*sp1x^V-in;chK$mN@22|2uAnvw!Czk+?)*LCVT%)C^OaOA~{@n|sE$hvg-zF|JST7ZMuL0~3dh&qVv z=zcutyn_jY1~RfNX`EAhXRKC~c=YR4n4SC02oWc|8x9q}!miD7u$!{e$rOE|{;fNc zdN*%647jnRKy@RT18%zw897wuG&s$O#DVR%S;x#ORh!=!QT3xWo5~#-=O!} z!}vHWX&?Y`Q+7;s;0cIQqqMfKXNIM`@|UVU z!=-gjR3;HKeK__U@H(-cd51k->Z;Hou*yyI{A&#}1B6ID-u{Xs(^YqpmuIhWa#mZERJ_Z#yrw4mq<5KONZ`?cb~UXk9Q zZe6=TZq_|$Xvo-AK6889Zoly>B}YsAnbBk56mDQM-OI8U$k?OWvnha9$+GJOZjW9! zK@Ll$|8F-k-9VF$ZYr>4PBLtW5uRrw8{eN`eq7tY_bg6?Z7t?NSfqf7tyw&#of&3` zv%)`gDQEQ-=hB!WBV{+3*20b6Cox#ZAGj(3IJI#ML;C*Z0D}yCokZfF*~zD#x9&ixl~3^GW5e+isv?cF`4`g7;c^4GVFqods1_FaFqvuDB7BH@2% z<2@!tc+OqnXQ>A=ZCk-k&O~!d-C>5yWK4ukm`KDjHx_J&&B9=8ZPuF)NMmFW?(S`% zL;Sj#+gn}HwK?AR)D z*5o#Jj;uYI*3!*`Ud2C)^p{4CJy^Sctyznf|7rJFb8;L@OKQMy9@LkSsk8ph)CR@B zPjP-nulp?!M6Q@HRzgc;P}&whk=6V6g~DUya&EWcv7&V{&fx2J|VX>jsP)EM+F znDogpCr6p-mN45vCgZ=mt=u`8Dq_qsK5i}4bN)S(2J(``-S5X z!AE2Qsto!D-fA$;Lf3|vQ}|7fcBR)pVpr?XJ=4slh}Z2GGAc_%ZIl2oowUQ#usV9FC+12lxJ z(1{@6F1*IZ;NU28Sr*AIBg%(2Z1|tKJbxQ*dFzSgeK{=06EY>2LBDw?pJ8!ln>8q&qvkf2 z9ah^dZMojzt*OjjGa!K7GhD%P)f*=F3}mwN|I5|mX58 z7IySv?Di8Z#~w#z&$IxHF6=)(L=NA4`p+Xu@EA#or#6#umfollFYCBp#{H$i)#)#h z;LG*anjta?tiCb5>{Tc*x2W>=W^-IgjP5U4jRhX?XAIBM`eG*&+r!vX1yofLA51Nk z(AnqorF(CBCO&at7fQSt&K@R+xF&QWE&o(r{;rR3OTwr&IA6r3%6(@-jM2D9%EMJ% zN{K$-r}?H%bXMU9YZ{Lvehmem*2eOl4iJXy z9u76mP{DlL3~mOxcYY85$`*#W$(uzDK?9(z_Yks|a;Y^AM3uzN z_d&b71&>^!PX~;n#|C;@mv*ksCIJ3Y50ur?>++bc>44h`=$`xhnE+#V(n7fhMRvTL zkSGh9gx5W#_EIimb9z-Af!ZG%o|#&jjM!c<9|!;Eq}7L;Y6Uku+ev%)NbkZ+{OZ|H z>ZW@~W&HE6{^#|!)M)M&!$4s?h+VwTc5SLVzsh%guNC4$OJ#h?)o6ni00v3DeTavX z?P013)zxn{;oQMH=L)6mJ!mI*&NwFpVNF=FEN6g>;DyE;%~=^_nFD)Py}#kdVMK#@ zjz^7F4`YJ+JSBH)AKD(<7QgBp9)#|OV~@;HhN}Ye)RuC|#n@+zuZkkLd#A6}bC*=? zx9OJ8)+E1ss}%eQ3P)Uar$hgZv1<-J;taF%;J3MZKdr~30vz9Rut?WUdi85Q>>feQ(SbU`izD3(hT(z}XEQNbdiGli&@JeK5JVe8 zffVlT=VW}9Uqr>n_@{H5st5)_IoKG(Q#P8)3SKxhSxA|gYd-Nyb56M!%b2SS!thPK zp$7Cv&@?I$erfmWiA*ZD-cAOI`0D%{>P5o#UDgUo-n)YVnq=rzqWhzYAP$sR4A^ zwiRiBs6SnWi9uEz8l+Y`NDQ{)r=s(u&bu$emxG;&Se(?PhZ_+yR(&3plO|d3)*3^r zr<6@er+H8HVGdT3EmCn}_4^@}_@%tM^FnUT>8Xjq^P$;xk1$I1{bb_kARdN|f@NF) zv`FSP+1{-~^HJ#Hp{2&;(#m~mhFH?*Akypw-R{;BSJQ@CfQ=1&<18l|8(Z7zdtr_; z-U|c1a~6F6Y}}8%o52@lf^TPKeq*MF@c;X^MJ1tszhg#SNSZMRr`qZq#~E|n+7;hY zrowplOglT98YkoZoAJ#aLe7G98J^<2PuwGfbpm;IhVkyTDU`l;)wQfN@W;r>J$Ews zHkF@$aNZU@QK~W3>i`?e_@cIZuN3-uE;JtcJnXw=@Z4mXYuwGW9~0gq%SjgkcHN8f zYY=~F7N_B~L2SkSLg2!uW?Eskc7%X*Xxai$(go|}MKyCfzuFQ2YtHV5_Fhr0gncR0 z(IHEbgJxrD2PcbXH_Rp#3d>gBmz`P9weHkyahHa|itfIFsk*~`-zE=To3cWUwnVWd z6G%5M2hd!cNxesqi^SowzL62D3BTMoO>Vp0x=-jl6e^yxhuM_Wd{djc6KJlpQ~3Q! zpmayNuw~abjm*y%rfLEY*X%Y8Pki_BTY2E|n!OG}#S#0zy*R&Z^qs^-lkz)peofXB zibdeR{9C#2a}%bWR&z4`B9Qd?$1SrJM^z5< zc;D~09)Hn=ReZ${J1!bo+j}pghWB=4(Sw24X~y4g&Az?qGc=#){ux^wtMytxQevp{ z)AgRn+rsQC{1x1t*3Z2SR1X)L+jhdPCN3UEN3}V8pM}#_;={;~?TJInSL?Gn7B>5-)UXbG&N# zW(E$zIN0dxK^zQpwi=&1yOsOL;A#2z)Ev+DU4hT<@E$ij>@=J#wk=z=V;?YFbGE+j zMyFxui>_?T)RIS)&@+dXZaq>`p$L>09FOQJI@n&vbLV>v3=@A;6iMPAg||TPaI&6j zU}9cK#JAJoXHWfiR=ewik>TTuA4W)HOTe2mK4Sq-a25^4R*iQPa2K;5DvC_+H%{oX z^YQY(JM?tN`-?8V7fvri?|*pj_{<~L)T{f-Zt=3yQ*NEL$C~?%pY1MvZQ*nx7f0Vfd<_MbOXFWBvwU^D(`qi>Sp5Sv@eIbr!u>A zE_Eut;MWcdEgUH@MAwan-41+rRqDXFXu%-=H=lx_H_v-6q}>oSvuW1MT9kS*a>g&+ zInz`#EI0U4fhnx5_Dq_y=<|7Q?jdY$2#UZj6|@9_-=jaMo*9*V zH>3B`Qbfny>G>nk_2W-(2eunkjz8euw6W{50KdUH$Jb}j3AZ*TI+wXLS7D*B3A`YmuGC5w)hZ654n>frZ(p0@zSGI(R{~8 zjeVgFH%^^e$(r?h8tHjcY~jBdn{oNGmB;rgRmf1@oasIVR~Ya6*y(SeVwN3DTZjD*G6m0NuOK|5W#q>`v?{o9-dD*5h>QJl8|sj-6nl zlVbo_p>-9&dJF)EipR@5*a2L+e1i=HZT|+g)?crd?Hrb@ovJtg5T!mbB5rQ)=Jm`c z;lRj6@lR^^1Wb0OISqp)rES~iSw7k zM0Vu(yi>pTs!q^P_T9Oorw5a+YE`wNC%EQ}MH z)jcq?{z7GS!Ob`sU?|!3)I~=O4Y5s0cL)>M1XT1J_-?;k~PrXc%?tWOEmrt}iOZb}~y@{6+U^(!+h*HatOCCP#2ftKZ=M7P~zOMfmCUOZjM14RoO0V>CvOeRO zObse{+k22WV~L=?uA$0?mKGGY0)m0s)A$4YF4CoXt;d9eft9zlsDp?ga&>uChqI^K z_Zf;XAAS>p+RizGw!cC)3@w#7n&JKO{EwC0KLQlM*S`Anp*}lLjI@pFm!AKze(3O{ z$BQl}GxUYOfbU=80N?w%q8@#vDG0W`Zthvb(Z@elnl6G23r}vm-btI`1m7Dw8Ra7G zhp(5c(@U2V@B!YSni&HW9*BYrV5uW9fV74n;oCRs-+{!K@)&U_!x^i5T`#(B?6&xUQ$j*YLRz}JM_Rf& zhLRd!fC1(ky!Z8f|KELo_q+eKzIE1`^E`X+v(MS5_CE3K+1VpKi>q{W`_kk~+N|1L z_AqYRcMzENL%F0ygOA_208w>Ag|@|C1z{F<%h|O*IJ@FrUN3pJtqBM1a z!+9dpro-Xf!Ff&(xZE;a$l!Lu?)*bwq8c+&2QYrH6WZ`}PA- z={x!2FE zr>3MRIvmlg(+DH*NK@7%>Z=EwOXs!T?I+GD4v9M>oyl(2Iqow+=S5-n+)U4HPkvzl|1|q1xJU5D}HADJbg@OojorG&vDfT)z zkREN#LxO)A|G-UqMB6@f#NHA~c%BL4`X)rk<|Ht=Y*6KfC$Qo@9c5ciS!+fDGn1t0 zF%=8VJHlaKZoKun8r^fqRNOVk9SSW&Ni^Xr>B7DBCEICOM~iWIp9ZY$M6}ceJ*NRw zJP>;RZ-uZ4g)nZXlhxOD?V3sL%F`c3%kc1)AJKG+wS-w7a!`R`$e!UQ(sM*o+#yGYeO$OF4yY-M;4DPObFjhw)3gSCkRhbXQ z;0XpF614=GyWw&zV=NNlnydatscy{9y6#`>-g>FUy!r`$%{tVDl^V$}MEV`7XZ&W< z6b2d~E%l-@ABdzpT_dB9%Qyl)lIjjPC$`$g`zU$-LKQSbw6!I%Wt@1Op>C*Wg5bPM zrd*}Yq!o2eP*H>dBBQt<19k;5x`GWtj$7?O&=^kE8?(p@|N0SH3Hu#>QkVEGO9R;p z#QQBtY4|!vsUV`4P11W4QGRfGhWubxsC81Put3WwiXt$lXEu7W8Xy_$k1x;kiUHf8 z8Id=DH?(Xh{MhP2RYsp#VKU32jCf%lZ;ariOa+Sjm({tMP~O^~ya^d(iIhBVQl)<3FjRpnqPHe3Wawj9 z`rvPhZBau_cZ7Kq0A)|;!&%FMw*@#Mv!aiAn0Podt6xdMMvw9Xh7`X`Fwq?xI5-%L zyX$Jxk}@;q)V3hK$o`-ZOn;R4rQgNz*Tkv&CPS&}3mwdv{$F{}ikcQZsiET1&sOpI zv7cbemsptJd)-U&49A6kY40*rm1;`CtI}hwV!0nGgyxqT^Z+8I&RL7Y3$l<6n5Or~ zfcIk|;&$Xaa^`VMnJ{(ueA*kaY(V)ScbDhFo#f5@}N&dPAS4j8hvkdLzc4zUSg+CV0WX0K`7jdaN9f@2od=Qx~u)qLP_j z;G%hH_dH%WZylRZ=Jmh}tBi;Rcm=1u;?nQYa8{Nzr6nD&&N2KIGojyha5&AN226gskYRv|G4 zBGMbJ9?^}_n*yEGH8fY0xT*B1H+P>}eFyeSqZzYk_$m6w!TVqNy|dD-GOW_xa`t5# zeK+16Y1u;hAA34eL{VL$niKWiXC-t}w%$e|i~p8Yy!`0?j#~6&7{sO6dCD_Of?v;A zENT*%H5ex(Kb5QZI8C403B4>avJA(bA~SB*jwhvz%-&Ed**T~}-1VfU`+DaN(Y@VU z!++8Bmhezkc?y?1?lE^+#oDryaWV zp9PUyagORk66HZ(5$b8_HT=C|&^_JA;$Xjw9G|31(edb4Kt{uQXWQ^k#B-ZdyS58q$J1ytX!*Dpfzu6maVMi|Q_4ny z#>ro;kvSjq& z#(i}tDI>Jk7plsng%~xr=ov3>_Lj&+XtZx;gq2%MP@9sgL$%%6O*;)Rg<4Cm)W zE~!U~<^8E4L{rHLV{Y>RKC&h@=|sr~-Jl|I!ZM%lV%kpzLY(gQ>wt;$EyVvy$evO-KC=g@v z98NQ0!g*v-AwDNU(fsp0148tru64|cknS02Hp1LjaV5~(?is!s-^Q1z_obYPXN z-V-={vcJj!{q75O1gLXqx(L`;*|k78giR5mZm4scbIsGy@*`^uLu$@o7t8c1?$ni@+wruczzO>B%>j1L(1Q2q z2!TaFbf-<^g8_Jya2#OsuNohyNz1jpSez6#2a;d(HSrA8SBqi zR|Bu+^HtMuyf}`HWr!6DO&n(^XNVmq?{DNOwEj8fqdpqD_p&NuwI)g7j6rnzg9AI4 zxuy@qWq8^*XL#qU*W`N#B?)tL>DaYcgT}{bt_P%xOgf(o(8v0O-W11?#)Yl^L2xG{1a1pTKakGd`CUWg9!B zGssZ%a6vnEOV`7~(w=?oMV4(CxmdZ;?F9!Y?mk6NMB2zw)y; zDv~Ltr9<0B+i;B&v!15P@_n3)jS?TBN``BVGpEQQiC=*rJE+mT@!GHAkr(kkbizDfz!Mv;Y}(|NrHrl~IC279EFs+g+)$|vIfH$xm@JpHC>FQwGp_Wc8q?-qaE@BU zfWJoi-PcQVjy-8b{CWT#J<#F=C}vR?10O?I|RhHo6*zH?WnY=!AIKQ=S4pPWzkGS?+>;=WI8s* zlhEn-WI6R*4$F!_>urAK?qn{f%NIsazWV$JJtdH$mEd>lG?Q8D-BFID4}p*0gx-&w zrSke=iWhT8C*>USDdwHdt504b_y`0X0M7*7N#3f>fB^@HMZ3uq8G!IW!n<~EZ2^qf z!dk4Ca8105wT<3o@!CK97+1NJDttD5a#X6MI+P|R;k|l8$Q(_RmfnEy>&2i2jT$>q zQ!gb@Q}f;=?SAqG;zlIMdxe9|n5PW6++AH0=a``wj_F44Jt52xT8X3Na&zan%8{~E zQfi;~m*>)XS@0GC!27^8rxEPZw+{r0W3--6X286+2?>qKt{@m(G$Nj7sZnn?zP=wn z;qJ!r_(I1P zcMiHYr3)^ckT+{Qi)cd!XU4srE?@CDy6_8DUSgEHi*<|xVro2)yFyuWhO!Hbkp0llP6|jp+r3wJq#X@G^{wyGq?LP zEThvsegz_6o8~4(9pXwTAhb)CJkseL@Tv*m5g5#nL!u3yn4wc{I-@``*wmS)c{5;0 z^p!3qfJ~l8Uu%5|2kGql+q5dXU!^ql$Nhef3=;yl$PE_W_ z=7g>T+VoW2PfAR}<~CmvV3heQPPcJD?b?8g%I5L6sbDn0^0(=`a?yM`oj3yn#w29{ zYh>osDRt&0azbI62JJ+(gT}<5J8X3UIP<*5*g^r7Iove(Vw45Y3q@6uA+^uZU4f$~ z`$-4yO#`ll!U%P`WewV0l#X~E)&QJJqb?fcnpme@*x=SQke%O@{(EOcQymyKqLBZZP&f~#IW?CFVd-jA z{bC@&*&2(A2{9=MeTt{Mzb;a6V2QXK1G%N3<%FB)L`>;MP<#00!U$-)fSswsRv#sR zupmcIncQdukFaV6V4~%e@Shltu*YojozS0o4ib36wXk^PuWnN(2JOs%%a27xqnqHH zGeNH_#1i+1{mr<^w53<+sI}L@S6vdteXPgtgQPcZ_6`YEyQL9Z?vT?&<7-b33#mjy z2bS4emG<8A*QO`%0T{NYroQ}CaJn*_yPsa@4AWr9NZfOAIB!_zifw(#sqiIMQel!I z^o?N!T}%ez5E^UAaGZv9>d&$ij9)M9WKgW=!=;$3A>vHHv}1lYEqNQ{Zj0de5^|3H!@`Fn_?j}->J|sQ}Jw)f!IXQPj=BMtLD(AX;&*VtrS%4=p`I&C5P=g|fE=FFiRvL!zgkJFn64@$N@<`V*Z zevOrvZ0k%ga2nKK3I_~Jom5mb%G)%*S1$cYA5|-q@er_esXi z$msLXiIYNlh1{K!O_1a*tu}HmjcRUj+HNwc*YZATxo9{$Z+boet14O(bGL;z3|)Ak zAhcW0ZfdVDyx^eO4C9OX+B554-?k^+7hD_by^N-gn?{dl(tp7PWqm3i*CyYDHpaPI5W#H)S1glS` z;Q}N2bqW;^{KMFXQ${365=JoM6CC^UlCxEO)+0WP!?_1v28KNKFZhZV@=2@4leo%e z<#FLgah6_vz7_HHlDOqN5~;-%m=6T8-w2b~1aXaxKJI(l=lJa|(~~@^tDo;!HOg`~ z-#q=WtYMikS3MSacJcwJUx@rQBD1C-NMdXEZY=->od}D%`xE{SBT+}2V?LIeY1Wfy z|H*-PcoutS~) z9N)yUQY9_?E9|2sh#ia<%W94xDdmN|y#-(8RLMzf@8%wn*~&Tqxy!E$+~Pcf8}ypx zo3)#l_|R#`y>y@igQs7jZ9hyCQBA;^y?QUT_A1sbROeU2^&>-6E7t{7si57|a$RZc z!s#HrV{+B`w*}syTKavS$NLHj`)^(Jye0`@x;DnCPF)K0t8ZSulPnrrbxuET`gYb$ zN_FH*aP;iuv8+}e(4B7KXi&LGTl`6EtH825k=@1MS2!1G5%p=+c^JXbXOThH)70}P zMc@hRqgR2m>ce5Bx;u5VqP;~er4j$g%w)h$^)4OF3v~jhIE~8%Q zn^M`B-V-wDz59SB9(MYg6{n?(XNW8n!2MI%6vIT&U~TB3lHxEkP6KRE>3e$h?bsrxF`!-*rza+Y!Ab!#K>-e<{GBYo^0_4|w!PWJ-lbY(k04D1bF0d#^+T@3^&CvhUdpHUgzqq)zS+zt z{TRxW9)WOQL`*Ax>=>j2d=3B$OUs6_jprLBTsivRt`g!k-&6wcSMX{aSU(Hm4hg2y z8oM1;TiE8$xLthKsuZ895t-7n!8S5Vcx{cv9A9R{#+Z7Bt<|ivV*f|%5nmrGa z-QN$>CQ9a~N+PU*mYx_CgHBf8U3EiS;MTNe&J+KRZ1D}$_Vl)<@`0Fstf`s6o_bI?}mEiRPq zi_G3j!X2xZ;)DJ;(p3cIY|8oBtfx=0(*a>vKm-FooF3I7lZ z;EY)O3pI%^PWcCw&L=Z0`-caB9keC&hqBIU{+Nqcw<6}lQr`>0ZFg~6YyXd~B6SU6 zu3SMHBiiAxrU~?=x@+{b7vP+xHEgqZM6q$JC9Hhbrs`_$wD$$~i^Ud=nd8q07Ox3x z?Io|9(0MlT^ZYUwgfliZ7n`Yfbv6R>T9X0MDqF(%@xFsRP?!-i-gkIU15G;T4EIXPg`we3Nhw#1g&bY%u)4bNCk+Gy^I=O+(Is1{{A%o@paZWVSPKM~ zkNFAAn=|dn#M^?xAHMIG@f7nkfI@G2Xyoo1wxVNAg1mm@#8jd_TcvF!Taj{mx@Lg} zQ@JDhTH5P&f>x99NP;2mbq03IC!&rDwP9j4?u#_rdbY*Y+8)fYM-vvj^B&m?I`&-6 zu}U1ALnc$=71B9ts-h+b%a%(YXnjmBL!|+)(~+N%l!BdP`e&=_yCEF20H^%BA}XBg z9(#jK%`=)=MYxru@|HtGFz!#VbsZ{uL$riKMwaRra{QkNd-zJI8h_;)P274e@&a$9 z^W?3FO!fH8Gh5_TAmW)O{#JD+7#ZZJkzq!DCc2E)RI<+}{+bNVbGEhzo>48!Fp=!_ ziM=L*v!0FZ<;@J20U4&W=CtaRTRQcNU?1f8DMAkFEn(@C+X0&W&)Fawf-?d|j{ayP zZW%5X3AML}B=e^4i1=sY<7q%!1| zA^is-aLcg<1STcct?J!tAM91i+5OI)j480V+clw<-kh4#*J79oRU!3)FL7E9?*-lKR@(L)9Rz^ZE&}z8slr}cTIu}p{EZ;5@18vOMQ+kF zb)^riOg~S=(ImxKeW=ES(c)fSa)Oh-j=Fx@z0VX)L>Nm=8P&;4RZ>wy-}G~>X1Qdr}eQU-O{5ay4o1pPlq&85;6{t&!6rP-cSENsD%Tte z1i;ehOy_Xl(Bcf|khVJ)!d8S=kQUMpvWlnxXDzxCa}f95*vI9Y&NID^`ww;r1_dQC zCZ?;WAD?yG%nf&iZ<`1QtyESGtFM}^aqLRrg+Ja9I%(wC@cHIC2Wy=@1CUpWA3D6w zLCyh>{^t}>6m%yprkX15YY`@}_|HjTVM5W0T9fMDA>g1?FEjGuqlVtw@t>rRPp_?Z zkS9qD-nG_a+D3!(Ots2wItp3J=qv07M1m4pH6af)4C;6K0>eLMRTPh$AS9mhaWUVL-+aAjH!!!}-)rnWzq(?;{S_B1BeFk>QRC2hr4Ne&Gu50RuGjLa z!%4XUdCu&*drKeJ0NVz(3{!g9v()=*0a`PjR$PYifTl5u9~=+xHk3C<;xceq2|^?MBOl*#;>_X0oT#ov}zPR;P0MR@xn!zW}2K?Y{H z%9-I_Ae^HU_|!;h$7vL0j8@P$v;|9!$t#t}YK??^u(k@yl5Li&EHp0(ipf z7(O!#4^MtEby1dt`9WfBKD^z&+Jk>Oz{qU9^0wLUBDxxY@AU`{ zyI-6`W{1)QGckrMhV2L5i=;-sE7sVRq&-YD?Ds*k!u|N{7UU$K9x(TpnOL|bzj33p z2wM)0TiHl8eO_TsfzKtK()rjfgL=6|86Vp(Vtfn!W4`W064GYPq}w#g;w4zc~l#pq?xNzYG% zFSybNmC+!ofV|l2G5`;hcJjo3H;43-Y1GHLPiUYQTMsjuJ%(Uk&F$KG3X|}hAA&QB z!VA=tu016^;JLrP*;7f-)|kMB2CUD62TKToVIKO|#yAKR8cyvf1X+QuUUvZw=!=~WSiU!M#GnBf7(WQRFHOuce|%JK7Ex*Bhv4g zkqoog6ki;`GE*fWmMMC1pF1SP=ZTsQrsrmJ?NejDi&yzT6Ng)M^~=mJu*vWXM#sum zy@`GNRx)=Js=x9i>`<3IJ=UnsvH8Nf*7-sYzkr_A*IsMzHBnlKqZ{SM4yt9dRVyFs zubFqs-mgPYVk9#yJ#pJr|UqfyZ5-t|T1F&Pi zE+~A66Mw^H4aBMbAexas*5DC*6$4p+bm8x%fE&}fe*YqjiqSaEd|l`wDD@F@FYCK6 z1D{5-XrHY9{9t8iZD|d$f*^e*zID#FCovH&Ud^6+a`#ACU3Lr$#$hmhhsm+%g=xIPV(vG#w%-(3yqiFgKND9k!K3NoLw{f zg4$NlpBapH>nV(pzS-(3&4%7;uu41_i?63$r?^$yHIq}gjU?`;Ic-V%+&$Mw;qmgq z!Rem_TZczW8x%(iZjH!Ik@4H+Miu{8YnL}5Tbnx0qz3oax(h?OBaV8zsUJJ6c=tIG zxOLxx-RSib)~&LD7YZ+0aTNm99Y!)!67MS{=sC6Df6s<<_am;MR0GXZM+LqV*~N9O&BP&QjhkbxNxP8VQ_t4VxBk;?4IDjQqd4SfF>VOG0N7 zI!qK9m)xUC1A3s3;nbWxI%0F$2NxB=G9r_Mn$C8wV4d{`z^ zzcheGb>CKYQN}sy=dO_;F11a2{^vU?Od_;yCkQ{{HfKUZ+810otTe;(dOk;kEd%Pc z2|Fw?9<&U^`5?>$(#;-Zk2r7sn_=q_QwaCQe<+WMN zJg=`NM+~;Q*;azc`az>}gF>ps7lT=Q5Br{8;hCI7w^*THOfGYI1t|{dg2@ajjjSXT zeg#@4z)vh)t3dXrh3q4+2*|5fL^6r zrdv+Nog1C^nCX=!?{+sq>~ooVuA1sq5F@3#gEh0NE;J%lM{SpJ(UPBN1R8Ys=4uv7 z`{&+Y5n7}eov4a5sL3~MYuTRc1_Ag`+u2rlSoJB(5qzN>XMK8_s68^Bq5YvPawkKv}{_wW@hk80%ZGVWM7=d}Cka~H-4 zcphr=bikHN*9PlI0aSo+DO}l$_J*W|7Pi81KIg{Pms>;e!{^fH^5JhgD!25f_7(;* z)Q&i21HLyX9^s2wODe5tJ{Z@ymuV-W+Zf2;I&zQ&e7bplxp30B%_E**^XO>PYXu(s zB*N>(776x&II-M5K|^@5D_VKfu3fvpRk--$Eo_nXaSU zk|+emFyvq}S@D4HDjsBF0rbIA4JQ61&g^9;5;~^q?VmW4zIIb#vp3^ulDV_|q4Wrh zIsJnQW{aT0-S)@S8z^rZg*yet1WW(n@!E7f<_}>S7Jb^EmuM|A_osgtniI>>U~l^a z|76mOMW6BDFP4pJrf=x~P_7{<@%}==WddWE|CE@ffcxDaX&m)T8F04f%eVO!dqtHOYiYeo9BY;_g9H zuSzln{;H#l@7%{TeEBmj>B|R3wcFwX~f{fHIMtX@tE}*+JBB4o&JJCyiFu%y6t`n%XA0XT#^Zf`d(Hyjm0#W3PY%i zfJCSVQ>DC%dw=?&rRw@rC@k}zMb*5Uzm)BV)V;1UuXek5^ zgeelswP^gitcF$7oe$tiYj=W$I_`pn+F28XI)yo#kaD_b%Hfqo(Ft&OFk#hj_Xsde z1MNhOR^`FuXFOmOTu=ad6v$tl9Tenj;MQtjy55hRvRodN`w^nUI3m*%ixL;}BTw&=NbjIhUAr^9j6b}3f7sLy0*WAY@+Sp_C6;yd z3w5#y0pOy#HrqvQwuq*NG^0-BXB#TTYsgPp1O=S%hRFD%K|ZYdNl3UD46P^ zsOQ^=qRmL7GrRv^Li{%}eDC;S`!_NG|9=SaTLvRUKkvJDqRl~~+-+$(U_-K12fJmO z2q!K95G_`T2{xWtMA38)zmgNRXq_J`O*bcvbU3&i2xjK)jGG3lC#_jiEt6BN>Qb!; zvmc5@9oZ}L)1{~O(M+Ok;UOg^x%9d58FIU z`-*TuBk=~3NCp*f{@8i}oJyYaw{Co~-*@Dz^I3L;Y}O>6CCwQjoSo;Ci#FR}l$&i< z4!BopcDQ1(NvN*d=Z0puP0idG5km_mgMBhk?NHqd^TC67iw*u?j_Vd13a3t{S`SZE zc-U$wE8mqyEq!;-%QZ^+{H$38iap7WXxub@y2NjB5$mCQjW>u6P$MEOiq~2vQzui$ zy!yXv81Vh91Lawp2Ja2c?L}*Th{Bm!Z$x{BA?z@6?64)?e_0#(r856oCJ^b8%DMe)m(k*N&Ci? zq~&~>1*>Rb*Zc*HB}yb7Om6klPw+c5sVo*X?0aQw3Jm%TihmJ(n&n=*sWr%DvzTdZ z<1pEzPH6MN%0~{`zxd5|C-O_ixPj%ssMNLfX$F5o%?Y(+?Mbu<&>VG|%;jwig;CVr zhz~Lj5)TRwx<}q*RE$quearn>=K{&FX8Pi2eIo_Uqi_WlGOXsmjGao3*E##BItSe} z?pQ}c8I?;ea+$`O+Rp22__=IOJUe4|#Rm&F-6K=xvV{wT^Fh#k55Y-ST%o@6 z2Y$*gXbY)U6cnz?X&^4o86ps5CUz}C?8H_+}J|12z8bD{Cg)BP*z zFS$KwhHHS5Af&`~DsXFP#HH2}p|r4F*{ZR?zt6WL;o1T>nDCxYwK^&O43Vw`@}cy~ zx#bj7%oKuI!|p%KoB_!!GkQw%K{4JubAYmrwxO{ru9AE7Orv;^*bdXXU|pecTAspm zVU%#iy(8K3=3?3*@%* z&SbVh$cigTv61@{C^t0^3mx2Vk*oup1prB|@4M69j-n;PMW87_Kig7cDNga4=Gys7 z^DJV_&f8wx?>lqZDOyc>+a%$%$6b9@lU+=^{{ciqr?&y9u~&1FckbX|-7adCC4Vn! zd2biB-HLw}wFG|_wN}>ejpGcv9|FkLtflwuYBsLqu{O0{>ojSCNMXtQkMlNPgCeIZSlCe?!H^X{}9 zhP#^<6!me*eKxjZY)v99sp2XwtQ>|K?&UrkO_UX!T!dTBYOx)?HP}JrCzqB~Q#4WwBDTSg30%xuuBf*B$$!?nYSruM>v51FMlt8;7aHMbWGtMd1ZPW+#4N3OAmxx(Y*_w ze=PaZC%);W5o75m?H~Q?Z;wI9z=I5G$7&Uy0=>{ALulI=z0eRe2;7wO+H=8kAA_#e z9@vT}Pg`q8r_RDi<>1r9g*sm#NP?zAghmF>cIy>FW7L=a4ITDc;6=w#z#2A$5Li;i zUyMGy34pOR0V~k^8LH<^54kfu?w=CuFpjI{=e;t{T$H*F+@&+1UGc!2QmsqxI3+Hr zy$^x-;P2zD_z>*VuJ}CM=UVZJd%MYHJBPooy5jR$^HO^oaznE3YCSUSfj=2sW)yHr zU(9Ukjk&8lnbg{Iq?^&<@tN=>1NfS8%2Di!xsBH?!0?7@iS!ulTJ`5JEd0=$o_SkR z0ij^;`a@yOYcy+JfzI~nkV|;1%Wa&;{xbbxh1{CgY}UH5B3_w?-NS|;8A|;6ix8M8XW2ggi+y@Ii}2cCs0;G&*x^4Y zpUJHC%0C?SNf`D2yjXI)9J>6AMT?2rvHzdEAnY$C{*;hhKfa4*27CuyI^w5tyiOdU z5|1?SQJ6$W#JGyZeS{uP_SGbWpeG->T;_Y4WbXG33MFC8fc=oT$3kWnz+hyGvWMaa^h{(H7pUu1iy#NrzIo}(LAv$$8seHmay-$l}v#z_va zBLC93S1`^F`QXa_^26-|x^X3o`}f~eDI|NlqGWqrf3tAqc=^FL&K{Yt)mH6z;gTILtb(N%3aX6E4i;zY zc1K(+#6>JXg3|;Q&)heBx(i?=GUy>GF%8+B?!k$0A{4C)p#}2NsvA0vQ8$56CspYhnWKrHAjrSAtZPoFTXcw4C;rMrvOWmoXXi&9 zu=Lj2U4cXHdvzho22$;B?N%s)>Z0uD+wKdNf7B;i6ZmjMWi#JSvv1}PDUT-Q?hY4f zQ%qWUOSMY;)Qwo)4ad1D%Dl-BeX$F`Tuh%JP zp5ft{QR8JsV^6nrk^#$)1wfeSiRFQ|WUC@IAXNJKE?fuGh`H%*=X?-`XI(gEI#|M} zjfiXY4wq?AA}B=r=dvc%3je^7NYv3i5;sC-H*CeGNcE<*s~Fkd=(E3T$8<|?DMaanD_Gm` zLrQc8+r*-~=f2%i^PCrAUU$ikV?dx>@_^=}RdRF&E9`^DFZU(=4+q`NSbLf#rFT7v zr;FN*(9fQfY5V;K@%}q(8J2$+frI*nNd$SO1iH0b$tix@t%A39>!@bjt5F7k=iVI( z^4o(KP1_JnO(LTqX@_iX^RS3lP8AB{GCjQfw1Xm+OGi8{B?r9^EJyuf^by`_3h)k$mqVp=ia#pUFp?UH8`ACx)l(LO~B^q1pz z$I|BE7D%e;7vAKZq@B{&;w8qwtEf;ts|Ppu)f#ar^Nrb!j_@Jo4~{^wCwOfR?n!dy zLc2dBf4GsKYr&SvPZs@+;=I&k+?QapR#$4=P{tyJ!YNIAe^%x+xB>6iEZ~~ydf?YA z?kz5gyEoTp2~^ptj#D%0FzGooz_TcNWNW{DZRXm*vzQrVWL@!9G_O`9Af}{mtHwo!=IUZ|uA5aKJot z_N$K$mZpZv&?Kqk#tG#RC*DU-my+|?`gZ(IvOP)v8+h^nZGKw$n?*ESGck;$=kZ?H ztrC^Iy>_w)`Q!n-gaOuN_d5qbR`UI)ZPA|A8GunS=Ytl$3r5ytyjK80n`{5YZd>Fb z@Bop9+OA?Da;46Z9QTY?4C;5kg%+hsIV>NcTM?IxmZsR-^niBJ^dmxjQ{eob->~1* ztJc&6CI-n&pYB+9EOtu|QL)xL5Z|~q%0ob}Lj4^|I^Ig+V&$t=lov~Y`JH{{ZGVKF z#+OI#P@1bcyxQp9!yhf>MrJ4{KUy`Axn}L=gY4b&$vg6@`lTF z2h#BxNUl31*N1a~FW%)}-%CZw;qu}P_Da2LcnG}txG?3= zF@`7OyGQR96JDMmta%2O&NoIEC?vfh^NfnVt9-}f$3@_$YsRHJ&Cha-W?*;P&c(hR zN@B#xMer{quL&#WEV(axe*Nk@yj5$E`=enWW`_>>is2jnj1(V588}?R&X%KUpNhWX zZ@c?F%%9iGf|rxxb)q-JxwoO}5zMo6PdsSYWC7nGKzk^coc~^#q$}qZol!lWa4UWZ zKzc0QcIW4g_^7@ICUar|k=T8XR&Ro50#SDcKt|Y1<45U%CfGOxJ}E-S&a;lMKBK$<< z=d({f_+WG1%~xQEp?5Vk_|}>l7twuihC}E4h8;rc&+}=i>q0$^KEmG({n#tmGFp%X;&JcCxzboJCTPmqs0@;7dBPk3z@Ioiq&0EdV}9o9v=#oQ(AdTa*Je zve@|bH@@`>V;y9@M>$CtA|+Xn`-NzlcuZ(J7zN6iLj01kFgvW z<}B`^KedI{*M%`xc4UqFJ^Z!3bX&KIRo}n;aZ^F}np^J&G%d34=ChtphTR+3lZ%%e z!^Q$n;BRetH~VyD>+wT$?Ll0G)J3JCkzcy+l$$avV`tk#jw*)$oEA) zt^HDz{_GU3kolFk-wvjR>N3LlE`X9nveAUx71_AeF7~0nwTsBDcA4%;EZ@CL7&kOc z1Z3gd3AMjfF<%@b3^d7m@UH2JF(dqQ$;Jt={hwDpd4koKT#rg}QTyyU16i&fQ58ec zc+Qg^HWa)2e*Qt@_fGG{XfWo`1reE@1f6F--FWhYn7!RPJd8^@2dcfX<* zdgleEUP|zOx%X}LK<2^ngo&)Opl>I@DyP6Iz~Ci)FTN@H-%G9@2lJDD&)=+eg;S*B zWW@wEi=6W`i?RqLv^8Kxmw#M6WlP4cBCL`c=TG3)eBR^Vn?OzGwM>sSt*FHLy`qmx zXaE44%jVE(fRN4jE>{6(fxkfo?5UIX?v-MvP=z1-yX!i%uQ>w~_Pc8@f&BiD3+8zV zgH(rC!6k!g5LdQxp6<=hBF1Rvb8hHI+cT?BQdf=|mex6K%~Ocjq*))oM!lH1KKU@{ z#gJ6F)-b2R6^!**aDRxlqPp-*0nw}lH4kodGZ;no&c4wV zf}f)H>LoWWbCJWueBuvu0WWKrm5gq&|6pe83E~?SGQMH9({zsF@a$AUO#wX2BwTw0 z5C1mT8@0ai^ny}j-o{6c*8+=vd1vuA27?lU^SC9yUupPFP^I@%t-n6EZOK!=GY$h23yaxKF`ZLkk=MaT;<{mRT>10woG31U2{^E zN`J8K-qaS^*)m9_yf4mPUXta3(y~{cS>WFQ#~Z{9E4ZYOBKSVMw!^oTxjP>ES?$iR z8^c$MG^7aQThEtK>;^yS-b1Jp#}KGdI1RQ_pp1n)jG1daj+9M@BFGB-?v`!bZ_kJv zLrC>ZZnANiWuev;jsyDqg&1by)tMrxCxFQ4VKt}J^4;!y>uL>p7Ec~}r}t;G$XtNc zR&ARIx91xS@!sPs_xAcK-P5l=d+d#nnNRN;ZZP=VhecKQ>x*KYqa6p(uRb4f9*P?XIOxKn+zs4Y2zBhEJ~cPhU-5bQ zZvDQy;CgRDF}Z6qRsIcf&bK1~NyM`Av^gF;yGhcykOy&h(<*&2!7RJTa;nOEDB(H& zD1!W~7-KOo_^YnlmDCpUIjL%-OjFFgOi5_q?--M&hs zDTHF8kaMyJ!w9@dRc$#59Z(Z}Y`DdQF#~Jw@4EQrzxC z?OHd}cFgJ^l1zDdK`$a$&KL%l7k^!PVRG$+ke84)yZdV=5gWsdhPbQGIXE|cY_Iiv zHIjVIDz+KMI#!!K#IZwvaTKQ+dQt(s>wJz&Y!X^0u)MDk;K^>m>%HABx41)nCNc2Y zvzl-)-Dp|8yf8vR=z9zPS+&EQ`tzXYmtc3GefYO1EjilksB0-lnRSOY4y%z=+jc2* zM_QLTy_FcH7n~}?|FJA1ogVq(4PLC4$~f+AV*D7sIqHEgN^X*QTX2u-=ud^mIfn1i zn_;DRJyf6#aFKjPBq`_9^q8OE+%}RyQ=jgM(+b@md0>&ib9OV3jcf2AvIm|V+aJ(OfjJJ{e`NhQ+WqQFK>8e))QnV9HNL)2&%RTp98`OW zu=rV)vCmhw8SfUNn7^x=&W%@0phLP1pW$G;qMBmT(4o0g*G7(JhVG!_}%r6pPwdd{$arI%;oGi@t;p4phGZAP45Kz0g>g`K4K|Hfn@rci1? zb`?pIAZgl0u%a%&Wy4wKoG1!&dd*hx)!&J&$0N$m;tLs1Rnwa8%{MC-he2=uv}nMq z40nmVwe6zKI+RtvvCb|-x7@yGdp*8IWn)(t*k+03tbKAUi(xH?3@D}GYF`8dusSfE zm^86r=9nvsO;_sR~#m zaOp?KE_nD9Qcz&>_}SjXh+icB+}=)O!uOBYW-qk(h_Dc6k>d98Q@%Gz*FM4a1@ec> ze8x@-6ya#yFH~djolCc3-Tl;@((ea-d~?UZR?Hb4cZ|vXk!rSNrTe zMUJ)SIfE)2%APY4H>-8yrj%}yRYMN}cMr^KuR|YGt|)ZuHnqxBh)DOyErxjN6o2Yk zK573&s;4gaD|h6Oa&&fhxAg0<@AaOa*RvO*GKMTQ=;<+*T{pdYX_coAHAO?3e@GqL zhP(PJA_dZ#DR`VnDCdV(@wuHUMl-Z$Ujn@Inp}yk9B;?D?zcJHwJ_sLTqE8yz+=^n z+qcYQ&P`+usp&7d`5i$u?K6K`PzPyb4fOqr-^m2c@fwAK+uBHneD2$N%6<;3f_;{J z3}4?wtdVO9wdtO7k0fGmkyLbKxTs!Vma>aRH&ZJi41wfOv?KKIh9Xyw-) znIT(v_rN9ck%<7zQ547L^Z5Pc$r{ni$3Fk0R!A%}>DFQ$gRjmMPznO7MnD@Keu?!z#5p-%#>nSp@P|4*%v* z7SAv@T4)m7s(7>@_`0OQL)YxSq+^8OyJ|w2n1szzCmEPxYHI#H-FwjIw+1=ZrsYpo zy{vntP!=QY{*vlM=beMD1cdTk9%id;R>)=Rz9A6l%QUzYa1-s_8$_IC;| z_}47%Zp z;{97qKDiM7^9Bmy14jtyo(HGl38l%kS0sgT=FijIUtr~9XYuE?Kzy`QAkVdfE*yd4 zYZ1P|RyNiw!M?|S_zqMZczc^yYEehL!PadP(dn zvW>`b8TVJZXC_8zm5RV+XfSl)=h{Zemu|eU_yKzZN<`n;=iVREF+Jx3>=2zU2!SB0 zpH26!NQ#}MiaORF54^t|omasW*z1bYh}Fst>NrdZe>~8~PE(UNzjN|+fr3n7MNOPV zTKwSiuoR&;$ciR|24*5Aj&QcVgsCsCYCiSL^||0sc1?&L(n1hukQ{+cDuTV}wU8+8 zesAVAA#*JLxL3dL(jAXijlKRhv(fl%v49@1>A;r&z2Sh%<-5ulG1^qbmwy*u} z@cywg&p?^8$p*gQU;vEL7Wfw4-wm44x&?jhLV5hT^^^sd=vT>pgR&aDUsnOS)ZQ!d z1S@^pI7o2zhG6jhS#oF97jf_D>MQa}y@ZR7^+R)^WvhB6fJVR-MHYf+=7dp>UIe6P zw|AqIq7pa|@-6p=fyX0!uwcW0%v(p}@7~VP z+7Vl%)19cJPJjpTp-iO2fCMyb7H4TVhmp0k3#@M<1A-*UKc zDBe6cv+m7hYYY31;~FX#?V{V89*;h%50SfGaid_AmAzN7*EM=f?#{|XL5Sko1>-xG zPh69RuL!Ib@LlG(Zs%bC1Aes!F>F=Mi~7=1(*E zaXq}X#@svdFS(@$d0t1?+-hW=zY!5yfBWj_o9=$M%n)BO3500*wG$uTtfvy6rF5>J zpSh)zo+w#8bNl^uNc(3=uflIZO_6jN-^d@8VKZMEOq&2FZEa;8*g3aTgfJV{6_0Sy zjFMaDnUbZ1Wt6p76_j8n!t=|noQj?nQ=+ga!I>${(5klq;H z`U|7OT2Gxv&+%t?`^clnuZgb6mhqBJ&CyWkv|a1i(E9~|?MFug=W0(YNwVnB8@CMwIMOE z)tiuWJ|u(2c$YiR(0m2PzYvYp%^)NBm)jcZY5; zyMWC4x#LztKg@RAR*!`Xn9B4KE*ttcnGZ4Vvgn?y2wQP3(4HzuG{|kavsO2Zc7evg zSpfd}6SwwDoQpC&;|S|js_@1^&)RnZF?}zNt%@%gL3rh268W zf95n%!+w4wlx0>RofbJy-<IT?_5 zo963zB}r{u(+lJ9NQjVdJZo1Axnsb)EfEEXq^TZJI=sd2e1URtQ=~n@;Yf%ciQb<4 zHY*H?Ibk^!P&WA~M{8v~(e7K)`wuG=ks==-M(6euRBfg=^vi+f4MMI!r$s0FXN~cP ze5pyjYsvV8`FgAd#m<`g?i)Q+r6{EIsrb*uZS+MmDW=*4Cj)%7x_>Ow>R&?U_K*m=Mky7!4a$O;If^)Wr|E+rn9DU43Rr=L9^ zxaKi?2i)JkYN5w@OUUH8s%D&}o5}HltCjo*K87crlU=yM%XjXPMX=Oqy@V?~&_inn z{hg$f*|;7ZPT1M4LDgWMU0al$6Wbxw4vrGGsiWA2l#DWNFO6^OMS;MJZM)wLe~OC4 z>z~iL_M7EUxrDfgaCl%_^P9`*tvF5e#=um^<$x1H}2`AspE;s=Oq;}GM^mZcfOVM5)z?iL3DgS*<%A0 z33jR>^F#!3ZtPV&qkVDHY0LL|rq7Og9)mru zeiHCFm!Y-C+No&q`os(5)v(Met)VYpEu_tJFd0RqyIuX4<*?f{-QI+92!#PvQxeYF$L=zh(lYV`hz zq`iT#%{*F8rN6ZE!1=4V#0fQOy~)A|bIiw@%_>W5=+1Lqd=q}TP>R6nR^EbdFF z&K8+deS1La?0oT;tb3e5->u^}($2L_=GF_{tAs>r($^zznJbQnkb+Z64V=$vqDPVs z!ZS##M`JyUqtXl_tPMWB|{{FHXfr3b@}B-*}(2g@D9ZdaH@qwaN`d3TuoGSB;sDO=83u1KZt9YKk8i6l6G zB=JnwN5^DrBzqbw;=WV7VjPJZ!CKGM(24hEj+mlvef&J)_Tl#KFqDq(-~;-dKF(29l?YrBb7c*m4PXGgCQr?ekADa$0*@~#8!{QMtv}#i@u1lI>T{zYdMz0 z0fb+QIV~$Lf?JsJJK^Yy6(GJ)W(-auzc2O7_r?uV(Jlo2}@MGyagWD)OA!=Y+ zwMV;Y6!z?#GO{c_zjc`LHPQP^(HH52`djh8k&Itx-~3{z7Y8eoT4vaAmAs4O?N;sG zHjBX;rqG4koz?@!*e$ty?WXaEV;k4G< zsj!z9VFr0XVUBl1TjZ2f@c9vmuIlbCPU9;>xnb^p`pVy4+j@?fo{k;X&}~=b>_J%$ zK6&@pA2kZWU)zk6<&b{h_CFV;1a8waZYRJ%k(nOSfZ=1tQFFa@*w2{ z?=6WqC}FP7M4u@Wkoi%@$wqzsmE}t0u0%ok_Kw~tAZgKwT!4i}ioBVe#ETLZD|PPe zzR2~Q%-P9zNyR6%e0;!559N;d`0>(mjc~B$fRE=5E9=3>4f2>3^+_$tXJwYpwj3^= z`#p>vYZ|AN%wAm%n)s3Oe)($I)m$0knw9g8(hX8>_+87+i2MUf_fYD0SX0Q5X_y)( zuCcc(4qy!PRsH7s#2?i-dO8Xoc9_zvh3@(gD@wf0g3*69Ui7tm_G9;2x;HrLPKSV- z$mwav_K)c;u|AbEfB1>^0q z59*$$ymCHx>Co@?zYp{JcDmo}+a)on>#-bn+f#W1dHu;(=Fjm~9SjWn`e5o@^}+GF zP~)H{srFDaPk84oMpn~S-*&lubI}h50xx-DX6HX8 z&Tb5h_iQX~1iJ0S4KwR~8_~L*6*#&Doqx{()Lt(yUF>8~3J&zK9NCCp9o;enwdY9G5sp1v&&j#i3z}r07^9P(IZ=T#c2b((pjZMeBnj`ryw#oZ(jOrZanQ;VN z4nYtto@A{EN#|xEvg~-8()5WsrjRMc2m#hBV_S7!jyo2z&Yx{C9Ga5~Pna+zzM+1B z%{8t%g=b5?p?;;!(N`n4_QCH<78uRNte)LE2v2~TK;94n9jDI`fF+95T1LVgZ=qh? z&#wt{SNGD&ggKSHl$wMrf zuXL%f)6(HqV5%j^D`7e6b}>IWA^-O@Jt5y3{6Ed;Jo?GH@FUyvY5~A|*Eq=lPMah0 z(l7bbta`qT0%Iv$U23Z(i^pC}O-{^tUhEw5yeAB5%ZM zX67&S_=_-=-H3YksXk%O;X&|ldQwnN#REwp6|_5NT{LrfNSmH|3VsB^}0=5(BXcAuv~-iRsS1yR)}^r$*sL;Z&grdXw{)m4E%U_I9U*SEv&Gn2&uvZKyz+=VC}Wxoixv3CRk4YCl)yjmVnL zbk24jiSWgvsyDv_Zz?uNW{s3;AU=^*Ygryzkg=_&n^Bu@dhI`a*uAMvGq9}gHM{fW z&Fy~Ae(!*$Ub&o9=@`Vwc-7{BTx}TEqos3fxJXRAYUFNp3-kk>_O=W+^v2P-*Jp9; zx4}COx4GU7ch*;26|?8rxVdRFa=8{WRy<}Dc9(9m%QDy$1=*!)kTeGU3lRJE9sd2~ zZ`$PV3&ro|%&XOzX{!)m2C{E54O}Dg#sQy_?_oG{tp>N~54*+3H8vc!izjYYI^8U= z9dvITkc}71(jF+ZoU*_VHa;-@tB6-nBl-nkLCJ#0lE-rQz*_kgtSMY$t=wYw z_!=Ad$$Hy#9?r9-H_&8A_a1l!ewxhagaN7r)|f6f&~(=EwW4TF_DiCC*^a64jmZ8h zM%kLg>ix4&0|}R@?J8Mi=hFkca(ybsH##|kViPH~3Q?OU_wtZfzHA!T@0U&jQJZ)6 zu8G&~_ZZ)6p~;oK$NKm3NLgk4@1;V(iV}N;ax3U*toJZ*MR-uqH+ z$4I%pS4hE@(egks*Hh(I@H}dsGuR<-shSo(L-0gvF@?eSh9uixnYH_YS;C*W0pIwt zKRq11!7c-yG#%LFGQNT0wGdNqi3Ja^YD3=dpKbXo6ZW)u+v(z+idbIoFzJGVJ)K(@(+31~ZuKk+{vdZZ{iwzWBv`9a#h~~9Y0sg2%v|*&={i=@E9rm8UeC>8dQ3Y4_6T&V6 zpflfSE|bdnZ6@OzJBQ6BTp73oD`N#xDw0$NRa#iy3lHrxIq3h+nQwA|QxOnwPdCaa9?wT!np6LUeqg&FizoDyVG5q0cz zUb-zK#pah)WWb&s{Z-HU>=;#ZinuH9vm}EK!O1k(EDqF zil~p-Qw*oc!<$9ml=4c`PX8h73K8@>$dz`37hM_aUV`H^)J(r#;^zh7f`QwS8)g}>9O<;tjMn5%d&JlbL#BlpV|FiL>t z(~1;<+!i(fUzwzy;?GQ|OJl$5!W5#?!Q?YlNl^mlX}5TgBp3k+s(?EzD&8WU=EmM_ z(;|}MC;85%P1w33jgXBKJnbiBsoN|kse`E6KU@5FD(rsd%WnF76~zBVuYTF7fEK>& z2Y(A<6olye^|=2)0RHp1AIU0b-5Us7>^w-TxF2)NZ-268nyi8wv!`-vScxl_n?s9s znOn5|aI>Qcd0$TG;&wiGb9VoGi2sDpucxT|oqIt%*j4glg&0g3Xm?s{i&VhvA`CBnZ40RAn) zZYQY0`4@dI^0Sp3A1hf67CWGeXhv?_VeWz!7x9*>3RA*q)BB(L@qsSM1#&w@ay!`Y zev(2JNy#>CvMK%|)_wwnx;R2z6#LyN!MkouA$~$sbJ1XeUiS}nS)=YHIZ9QN%&DrM~8=#ra0Xi@* zndIxNO96vp1Ua+?jW_St@aL$ljMAw~hGkDdC2>-x$!zK5_RU)GZoR`A#I2)}?l_#P zC+w=U?xHW~w~y7Ijf;C4U`uo5Mf-`%SHxz5uFgwvYJE5bL(O!uKejFVe?!JxDJ~9ON4(90Q|QQ0B{+^2K`@1 z3HYa&=AmXcZc7YkEw<|hyJ)Q6NN606r`t3$h__3rX{N|%CS4G3^UrPOGjkOws)+8_ zjHwo$6z`j61bx%Y^? zmkkO0{|y27U(|GotTN{BP9@-P%_S;0m*D?HP5)Za!2f41ExYaaD2~yN&&&SDn{}lS ztpdWKc|S%omL=YQzfom^n`RonP3t9v=|fh2qMm+&GP!?iSpq8d&qB1{1`H>LEwQlDtTy?_n9;k3~u=e8~Ghd){L9hjFQc5KV{~^T;$KK`le1*)#a2S4m~XQrlGgyq4kLRkw%J!ed^;E?;+R5p zxThpEV?$oH1Zbv&OtVeIyb4tkBtym9X#V1u>HSX4e9-%u8;75grE*)7ZCZ@{L?Im_ z5uBc6e;|d#p4%qxFNtVnM#f%`5EUYWktC|?Vlgf$nCVlf`zJP}%chKN&{_Um&MiR^ z0vaSRk`Wl7NW+f<+kPj4Lu}*pG7enyh*OfN_+zMa+6IFpElE)8suv7Qa}CF6xF%@0C{3imLpj!`OKqCR{Py{x z&mx)PNoH!H-0|eQ;w>=0L&Og0iFmhA{j}+@+-44&R#rbgNc$;htYs+gi48Wh=~tRD z>5~f3G+t;_zy=ud$g=K!Rz;Hev@|qEJwh;xq?JMrbLbTEV|H%89>Gr7I8`=zq7Fza zpJGA9v7^#*HdyXX=G3M7x-eloB_dcu$lwDNd{|KZA^Ocs+Xs2bGCou2&{#0~cx00N z1{nKhgo&~(vcQdG2?!O`A=~v#2Ms?Ma?_Z&uNNv47s|gr)jJ$tdqaOBi5bboN(vTl z*YRT`o{z!%2@^Yck*r2!Cxs~ht{F$2*33t~XAosLt3CaG=+ z_f1U;Px5QVn@{ONA8>@SzuQn#oC1S{c>1#=+Jq5k_Xq}S(glZ(tO{`ROcWJO*f@R{ z=beos)Ft}j1W}1&8-k}vcg9=5M<2FBFM`K10zxG-={EC_59+td0g)+28|;$PMWN9M zEdczz#e=yLf>Y0Ks~%1qa+NG^Q$$LBB(p5Gh^e&aR0#QYLXpfgvXuhvj^_Q^>BAFI z2BGqzy76tH8fiE^%_OQTFR@Jp2|<%}&2Y>LlT4b4Jgy>;)?;97m5BXCAqR?dH4e`zmUBzjRx@e`TO5!Hsd1cS;UJa(^U+FLsJmu==(i^lfzlkRmja;363P^M38*zKOJ$P*(2A zyjvu3?&%+z(Nx^giR24N9yBRZ98J-T5~_&h!5x7nxJR%Rk)*9iyt$o5{w$C-+X!)) z2u3{VQZBm4k3q>r0MU6Ng2j77L2)ubc$!j|qJ%quN_e-yH%NAOXaj?+ICpSGaPdcg z=Cx$5@m39gF>EUfDph9#d}@IUGSMZ8I1P=w&$=NcIb}55o=#@dZ*ki`WKL4W>w~X# z7|*vlB+;Hp+r@TomGmJOA*b{op-k(zRN*Pp;baXr$VBw-+aRaKo5%bQ5}T!v{9O5M zE=VyWlB9SCtTKT*DLj!r9V#hL0vMl?7;@WLD^qwT4>`3TfJXOk9PPuoX(p$;#hT;9 zp^21@Ly9=rlBxc>1k4RCM2Bnyw_Ai{7Ma!c?lkz4TJlKcqS60CSn^yRo5p^4yV_;GWfPJASGDI+~Tb|UvXOE zoge-86I-q#g_1)dX_Iu#G`v5f(hYV<^QDM`-5UqZCNGrWWHeLLr#PW;)f<|I8~ghv z!N6+IOeK z>K^z`okl(2iVzDSfzKQ8MHt(52#bbq@8cmE=(eX}%? znGj*-mKp4|-G2QmV4$$5&Dt;;w5N&d)5#UFS#p`uE|4yAXFN!ERe(M-^ojbzdg6qA zQ5Ji&GaHmBxl=#r+1Hc%75k-pO-SPKmQAC~UBW!GG-U&>WV z7X(zsE(6zPS4|vSF}IuzJn^!DR@7C=QuQG{y;n68m5N^J7=TB%_iD)Z3x*;m@)$iw=9 zH9LKs#agJbG;K?K$@^}5_Lqi0Enj%4j0Z5&STg}Egs+$6Ry(sUG4t`lEQV3*YUzpB zQbKuN=4I&Z>Urgvzm`XgpoV&K=?YP+GXZl|l=&H$8C)@QWJvdEKmlQ-+)cXP@aJ+h zLdmZl?reB(b9}wgxM@wqb)JyBZV`f76X7o|^d+W8<2d+&l^S)uF&!52%R3)01Fmzo z^S!>%FC224Jr8SIHp&X1 zMKTtvzeikb-(S;c4YL^2^{dY_mmPYj2OGp!!VsmA(zK{p6e^#g8&m_2JW{{T$lfbknQ^nv zTmNB#EZ@31PeMYznq3Gm=agFI?2XGpYEZ#Z@0K=?WD;^0=W`XO4fvKuD3z;)A9(A&Z*9%zzhBIq(;q7i$XIpj z6Vq^`)|A&Qdo9cO!Sl!&@W>Mycg-;Fc)R)u8Q2b?m_9h7mPr6|Gp=NsIE${Ee1I5B z8RM6nj?^0}WHg{knLeri?D(xdJ;5PWmFT!Kh@3t9=IP7p=qf2=PkW;Iie=3*nlFPx z-_!j=jZ$^PY6JnxR4T)M6*E^w+rnynogu-0RP%bG6dxIn#rbU#U(C*~G+O^*`tAR*+#3jIDStLAy5cGm3@gPH1~uak28}cx4KNHZr97vJ+V6h&9M`w`@p=v+_h+eAG2Ho^ z)iP||wvtdAehS|tU+URqazbM{QluIvD#<`OLGeTjxG*5`u#h@eg-KIHRMxE0M+PGo zJ>b~O;LQ) z690aDsPoorxM5Fz?`*Ik>rF3xvABF(pRvKt`&R6$Mys+13Nl|8t`hJRDj^b93Tr?% z5Iv97yrV~aD6e0B2R(A<2Obk1WSBMB&?C@_#jg>K@Nf*GHmF_C@bQc;)QAYBYSc|eI3f>j|+|kTZq)mjQ>);;sjEJ79Np`wtLm?_8ru*hi`xKOy-Z-L#AY{)P`aF;;SSgGkf7XF)u=2(BGU3Fn$X$?LrqaE?7?*l&45VNT|v6!z{B&Hza zL0qXJ7B{5C&W_mG1d*3*2`jKNZF-G z25*45b!+L#`^;lNHLskZf3acrvKa2IX{s7$U!^}-Qd5YDj zDz4|z2fS|@?Bp(ZVm7qOv6ft>*nW!uXU{b_JfBEFDuUnYbNp00g`TNyHC=jNPO;XN zfjch2%4pSVsp8+hxGxgEW2)~U-XTUXG}Pc$KGI@Tn+AoKZGF)KZ&K07O%WL`V31fG ziKSMlLN$6Ey*jDafGnvYC)$cCiijuxf=*Lwya=>si+ZRc&%n)5Lc{WPm|TC?;Aqn* zICK&^RU8aBxYM-)TM`@9Py@zO^ouZF&P({JnpxCcjOnbj{7hqr#tkM7x>?I*MJ+^?}S0KVLcwqyPc z>vk$;iP(aNWMKqeGjX|E9T8+>H3PrH0k8aJ~)}L-zUPCXr<3|JZ zJV$c|cKS{%(e#Md%WgH|*XwPdeH)`u zMV_AB&R?Ls`|)IH_qFYh-6?=AdY4tE#mRr)KFEbVbECB7KW)Pq4)tf5F8;$doEfrj zdC!ud5VRzic8|o7iG3a!>ZzI#p#rvcTS@~KZSy)E{UYxrHlYB~L5;;z~XFtI@%0=D|Q`3QX{x1_vRj@m9bA3sfs zoB{YkoqfkHUcGW`MGf4c=YEl{F?o0*MPz_@=Ba3_y-M;fvv1pOQriZW6ueE$ZrhCt z!Ie+3?TAh!IvW8qoZ!*VhX^Ts5K=wf|Ab6D)KLEJTQHvE=`~bsE?@YOi>{M(6_acVu7E0DUjd z?o{Y+KQm7#xZDRFW!XcNLl+nj4le9WoGPuu;Vrmg4ggx;%EtnF*Q#7Q8&f2?`bpra za`Qo%l+sKVbJMM#2aJXHJaP@jbLNM4$y?jB?lVYH{s8qM4Yd7Lkp~hLEoxRT9^$#D;t|@m2d!0M`N8SnHe>$2@ zsk{U4!4;#w0Y9N0S6vv4ZCd{6_xblaT=`orzp9gWI`p=->9U)k02t+0fb*Z;oI8g< z>=d+E0@-p@mE;592Im2me|o@n^Rb73Iw7mor`uk$Y38$1{-^6|VYjg@BT#KufnULt zit1iB&7@^tc)$!A4*cOuS>;2i{;ALfBd>dq>bDj5LHmS%x`$Tj{IJFzQK>3y%$o#1wh_di)4s-8K1N!dwDjOnwP-n>2uU^DCHUT=C%x z`JIugDlxV_1+BV*plJn2%q{_;*A6}$0xHrtgr`oO_TvJ*LCG!ONIB^&$Syd!44E`Db)G%ca;LLv$Ax}N@_UT^?<6UOcmY}iSZY!?1>0(Av zB?R7cLond2aym0;bOO@u$60LJv=wh8bPqSHgFeS{>S9zrRHVia7IEc=YyYeE0K469 zV0$M2{r0SAHs;^|jsVI*3BUVS5(a)H;!a$#=ifpAMNIft2)_WxQw_bX_z#J2|EHPq zyNE%NfE{SM^xqfBpfQWNe$!&&J|AVTU zv9{u!;%P5hul7s}3;KyC|H+3f?S3g;xPFhOA5k2B2AY{fS5O(;yU#KuR}QVaih^Vv z>lgId9^63>f8hYl=mSP7>25a7{t8onk>tm-%o!MzRBpltK~=!IEQgc5KobP zANKHLtJX}>5q6(pYkdN2A59M}ciC0c;%WmVnrkNBb-o}{b z#`~A;g4L5{P-!v*eNo-D^uH^9m98yhizSBox6$^NdE39KG@vSu#r#207mOroGU>J0 z;jNN7uvDp<>+AOWAEYe*1~%A9(s7BDU&Iq`HOj z2$Gz{(X@&LydNXRja>;OhEm)?l539`QpxQ^S0*67<9Qv*BZQ(JHxWg5NCLktxBk$7XV~Td>4~6kK#T?U3Z45p62BeJJ z2$c}uW(FiL9Ldf~_UOT#)Qqil74&U$0gw^_p{!}RytgEUv?<4I^hbYAVhiI$@^mOf zkSuP73sab6&TWscOi9Q6&I`r$Z)jSP*>hXuRho9;U#AL1da>b7D^*S)C&9RF7u0{&|i{jY1N9=zT4FHFP?-8f(l zxG6a$dm*`LARCDm1NrXr5Z~6bNDC`rd^L<^dw#4Bpu7`D5{LZ;KZF;wV}zB z4RJ-ByF)u(rCrF6-MQU8f*r6Xx%=QieDB9o?WFQVnii7Dh-7vxRM3bFDE5E^YaI0k1F^#&$&(z) zEl<*YN@6sdYP0Dy@;jj9$_#1qiV%MXQg*mZVVtFAvbh@GCTv8^W~#Bw&c?@oWLiy=-bqS93& z@543#sShNXaddiRDgq>qlj1i-Bq#BM!0FHhgn0%PB*0tyhm(g~Ma$cuNJ$!*MZ8(; zD>}#Tpl>JVM6^NZ2@mpV@y;=o_z)c1MB)L=)X|9tVMsAFNm2pVsF_A};l)hu&qwn) zflQ=uH)x%($3(h;Or)CtqFE$@j|qr4;7Rr>nN-z`2Z?(O$nD2-go+4}!#F`=wN(ft zBU=R`M8rU1b?O~RMowy@(s)r(Vj!_PWe<{(Zv5DmI}t)5B)#zts!Au1ACG>!U}P+9 zL*)aRU$@yDdvwIuB ztI8Xieezw%+Ro9iLaJ8c^S(G%qhjW4P0jmF^wgxjl~Fx_{ngZf3DvS#zO zfp3?->+}v*j)!<;Mp}-!QJ+1{Q_-XQ;!W&*i^J^b%t{)?h`ep!=*R=!Z8fQ{^K9$Wmet|vHH8u5se>nFn(;J=VkA{u1^yIqx#HYD@ByUL#yA2X96|kO=p9X7?f>5AK+s3~3q|ztHliw{6E))+XZy|0cU?ycb zWTI(Rmb%J)#nn++_2oOG)xz1UJpAg`S@}MnnCMOsQ(siOzt8BL!e$N*1X|DExm}>= zJ#|y>;(!4D=3u|h|RBdqM=nf@k=y;k-leEyC>Pw@h6#WJqBE2ohWp5-Y`m4x;4i<{9@M zt28rFta<2gn>R?J8#on^Q5tfunDv9ltikN-H?Kw+hnS3F8qH*-kH>EV;aWQpzzaY0cx)NTJFHHR^=DrCjv=f2_R=R8v>> zI9#=@tuLn4ii$w3BDDwz6p&}y+NwMxRYwp4iHHy(1_VS1klb1;R8deO1O$>=MM@z= zfe->DQ4uimhzcY;0uc#B2qZvALJ~s$hjymZPCNZN^ZOQSWnK2&XP~Cvh@C=?tZ@KTu!SnO0TF2)H_LtA{&wB1joo6O66{h>kh5U2*Mr+Z~7*j3j8bP^Re!&t# zS;BH0>Rg3Y$G6#1Y{Zwx1Ml3KD1Q{)Jb!syC?vj;-gO9zNU(9J{JfNVXtbOCxGFrq z{%PS6VNUrQs&c8+U*dN$+>1ARF^50#I*P#2z@oj4fq9p==46aHXs zDJHzeK|cO$x?DPzn;&17@}5%6an6rrx`}Wo?N?ry{}!vCPIoqpXr_4+UF!c_Az}zx$fqUHOCddh&C92h0AJLVWpA z^bXUR(*IS z6d4t4jT5{FbGYn{%55-+%e(60J&s3JSmGVldW}3GFA}hKc=FLbgw6T^KUKD4u?e@x z-73LZdYwlsgm=^)jX1&GXmJj?Ju?e)=|Sy15Otn`KZgE zv&5$ocj5y-x;J3T4IHbl%Loyb?yG?Et_Azg6x!!lq1reDpL5&Yibbq-Z`f&414uyL znvMaytE10NH(T%acJ9WiwT`A{>Sf$_UG6=9k_*(J=vt3QM&$z!-i|LWj`S{y$$P?I zy|L616D`Z|^=xcEL%x+s+2Ik8c<)sQ^vr>%6ysd1T9sc|TzC}6`h3g>LT4)m)XYKS z(szxn^|Ui9#RHCGJ8;ihl|{0Ydm*~y=Qu%t>uLN&qR;q82lo$7c5Le_QornYe7PXr z@!5d1%c4qH-ui{Zty5pT|M7MMetSxCxgt2R#EsMzGI2dV+QMLP3n03D@xi_R>lI0N zQUeCm+a)2q(iYBX=0@iiGU#C4i)62miP3?=GRp)HXRA7PnHO0&(<_Wi2+)3CWiJ}= z;R`(u5sPQfDmr90%G`?Oxn07uj>XHI3%Z)@N%JZ33T{evRfX)jg1g|w?8_Mw zjvOyuSs892KXfN<{&{}Mmf9PyYHa#bwjHyO+!n_fTk_%_efO@HdZWObKhRK?V1*W= z|DG#l_Kf&BJPNMde(%&5@Xo*r!H!q&yI9>T7Y8SvvYaR@fb)Y>56N!_#SJRIFt*fr zTXK`_Nk?;!`%FX>J%@a3O6$p8A%h`4WS1Rh731HGdeLQeiO6vqnWtoY06nnLS$-y7 zR`}}W30nPNQR^u+Q;ajVJkU{p^zW;fJ^Aid_uM*76M0@0Jp<@%iS!fYEp7?GfL#jo zFENRt0YONjWlm+HH!6K}!S+T%;@CZ_!4@xtWw*ExF@R5m7|)jtcqH!iRRvG{{om4#Z!~eLDn|;21oR6C%4__lPTO|0vleaXXrLZ?--@ z@eab7)YZi8mE90?gY5k``|@v#XQGQsUe%M!E?QdW`*e^$j(2oS%=%&X3t588h{0A^ z#Ptbo&!6xrgvu?4ZKXvYOQO8j5V+Yc&Q@XG@)I_6@i^H4<>#ab8>)2CBq-2u8#z-r zn`0GxLFS2`dF(|;-GQEa9C9nQQCs1dPl_wzWVi3hB$QclwmOkVIU^x;i)|9qJKGZ_ z6${}{HZtHhbm21hF|z;v5|;i+uQmUbk#X zcI=F->>@bSxXg_xZP@Nz^Xu4S6!`)1&+{e?dU)*kw(s3ssM<9pT9J5AQ4 zj`$dxWA86p{?@Uyl`f&t_m=_jM%cgDxU}Ju*Or}gS+-===iLVjE_6qP9tk{p^|oQ6b&U}URUKrvln8a3g9PcWoA;Tn z;!oTiq`oaR1tF!LworZ2Bly2=`>ZG!OearV-Wz zYYdx{%o)#}JvEGai5hY{Z7RA5U4ef;5sBa9^cXS`ADG#$*{#`)%V_w5V5|udClW;m z2u2zY@fzkHf~|%nR$mkCBfvCz@mla#@)&*%_Q}F)n)70#?89*%vA2vNq4#Fe-S>KK zJCSi@s?lt#`TEMHkLKRVx|a1;@A3EC$L!(`Jzih-VxPxeP@o8)gaMSbizu;K*PyJG z0B0ik@|g>#?yVp^3=^;Ytmfz&6x9Y?&|)J?&}au}bh~fhF)oXvC?d- z?dReRYuEXLI>XlMe}QKJ_})K&`vCYCzkx$P6LQJA7XOY*^XqRMZrimlbAo7lxys=mY*kK|x6JNdi{?hcLFW&;CdRLU}ZiHO; zwf8M5z7_#J*?WF-=-RMTpllbWHQc~>- zLT8w`V0GL#2QJ^c@OI6?#RA55jb@`g`!bg8JpHXjCMeZge)^I_Vc3_5BVwiO*rPuEjY2UNYv^YyL+iZ=p9f@`8_{SOu0PvoKNr@w#k=+PyGej(9guplP=GH_m_!7uk2p5)GqJ^Y;$dzwfm*F%^IC5ZoOE4cIx#zN$=LzUfC!+ zW|U~x65rFJI61v^&D00$lip5G+UV2p_11<3H|7^|miwvps%}boyJ;y+>BNAC~QI#_WC|Jvy|y@a2KRA?w0nZ29yWn<*Qc zX|swc!c>ddR+#7h=>NkQp#P6SGl+UK1~!B5Kcr{oT#HP;=g`rj@(zXB>TDvH4~A&gm7IQy*ncZ}OXR^-o$>lC&0` zv{I5}f@wIvvLVB#Asv)JG@rlN@)-VCCwzLdYT7-h;lG<|O7i9T+5a#G=>LyFn9t|$ zZ!Wls zub}is&U{g7Yr?69>AqNX@!Yub^gi`0(Okc!c|I5CzImbNyk!3I|? z_~6b_4%pGunpo?

lLYzt3H`Syf7dB%>k>^B(FXbDGorT##5rE2j0|Ss3XWJ!p-` zIy+F;2KoEYx}>AEc6j+*LUbnb=^b{9(DBqIz8!UCke1!&``DFzuPf+veI6qIsN(Ml zXtS=UlV4oV#8yN)20E{dcPzDO&?p zS`Tze`=Y5PiAS>4XNIF~1Fq$^hFN=n?{@U&6C+w-eyM*&&dJr)!p)4qNjbmHj=_;8 zVg)f~+zT}Wp3ytIFVXGeyeO^F@Wea)md`6+@oT~1MxT^Djl;iPj4h>4^0Vl1)P0ir zh5THEwE1&zL!Zw_LZ7)o-Fg+@WU?wKx&k2`bqljDlBn&s=rH@Mu}m{(SzL2cX`N@l zHUEkuC!2!Shqyg^*V?(FS6)zBVf*|!_!8iV59P4Lr?fff`^if+h~ba6Ai6!!YgH=D znT7K%DT*^f>a?!b(N4EA-cjdR!MRhEjze(3DT6ny_qHfo_HKsG=ro!>NjJejh?Ugo zPE`l@ZyeiPS?>o~+qCrYCwOo=HXo6G@5)i#wl?TAS*5`zzzq%K`&6eT6X6V0v4tz| zY0Vbhg8gjFqpZsq3S^U}IRWE5$H{z6`>jMVj+RC(D)M>A^a9gWrp4#{7z$x)1yc_k zTW;)tF;+l|c_qShtu-UStNTZlJcQE8L08MYs8@Dh*08g2^dIT(l#Mj9m!tD`$!K01 zXlBpSYAC2EgyNREi9=2i{2-loG%2zSt)R%`Ha5?@QB1;9ysQNUV$?A_PdHWWLGFA6Y7Y*VnRFP zzD62~PgPkUSrDCdToERVe@rVXjkk7AEO+eYW#{Hb z7&iU@F{?^3^O8x}kA`w3T-!UJ$2UKztLTL$MCbHwccJCr2;&9Q9?mjd;xWUTUH=X> zWXV8j-=6X6z}H?|6|uN#Jh1<#Rig_yG;hggUL^6SOSVJXR=u|Wz~X^<{V|s}C*to9 znLqgMy~;=a^e$pl>DCj^&IffnIZo2^Mx}FaE#E!1JvRG|RphUhnVdeh<<0fGc71hj z*{Yq#Ui>hB{Pt**S9=D2$XosJ&_3#sft6)_#<|Hk^T(03&yUPx;NQ8O5_)8y&3(sP zTOJ^uQXL7S@roEVyN70P4k#ee1`P`+D={9Bs^|pv@UWwdGh=< znZZ9f3mtp8$%^0_g?^5KH_TK;ed!1*d-IL+ zt4ouAjM9~U{UGh{9)WcIi3i8_{7C+xkMRAmyIYQwl-0nES2^7tpZ;;OW#yYDhm=RV zRbh*bpycW(-Lu73%CZ{WB1EhEev%`|dbMx1Q5%Z)raYJP!QXT6*Cp@5Bp=}H;p~Ck zHh&%?h!K<}AE9(vD$i>_#eYV5dUFr#K4-W;sW4_lG!s+%kTZ&!wsvpki1qU;RdW*e zCr$6^XUc*`O>p1D9BXb22B%>5ei-VbB{4U;f43)H*{BMILJdPn*XSnSsMijnk~l;9 zblzG|)Lg@}Dw5UbOFoADv7Dff9fq{41Q_=dnmxJo>_(*-Cb!=Fq5d5i>9pY+-3}pY zh>&r(1{Q9R@lJD^x8}l*Gj(o4`7=g?dAsi{RigXAj6Q#`70>xbUXau_)3OsPKS}so z))8u!^X(+}GY@`Lp4oG$^X5u_D*WTyNgpf%xM}O)X*NgckZ1SRm!(hNDC2*+=hCOI zzCI$gGTZ^DZUPk6>K%h7b;r83?6h_Al_7VdJUXww^j$>JnH*|>Eut)2y~Fcw042F* zOH=P6k%lc_kjIX7d~IRHr@}$!uAL7G-|+D-N5FcnzC545W_0J#%Hsptn`!IJpPbo+ zevl2lC*{Yl-q8{6npbs?8VySg`~tWxDy4eZ)`fqYkd{XKNKON{=+o=fnv3C(8b@uQpXz4*qW zq}^265g~C(}AGG?4M2zKu_59pgZ1K>31~l$t4GV zA;dtQ+#h@M_vo;Jt1ml4ite=>qqywbxjU4*!>Z$G{Gc{JZ5?H7{IbWJx;B^N58n3i z3yf{Pq2L1%%$@ojbw;Miq09BIVObA6<1>$*ewcmOzwq8@gA$D0Q}EN6p#1npU$4zA ztbBRdQ9@nhQB%>;6LyzZxOIKuFC+bI&n4S4zaME++B)Mupq{aM2fOEIiT#>5Dr*09 z@xK#?fE?oh^~B#%$2`0G{i|0tq`cUCkBVKj&7RBKT*Ti_8pGFJKuW$b*~#SYU>uDt zaFE>{wUG!hdhb1#XlKrleA;T;%mOw9hf$V|ZjO6ox3VJs;p$wW_&TDzwtZvb(Rfn4 zj833$X$o+wYqf}gf+Mo5R#n{NEs0;_@-puYfy>aFKGAVcto?y4*%*) zjOoD0yAC#0E$_W4=#hNolD;{%?Q3b_>GKxOE+gx$qT`!Q`NEOH6e?-cq2Te~u^qNP z_>Xu_-UD5tCH_^WZ*6IEc3oupukhS^^<}|d;2HXf>B-Q;<$sxtvMo)Fzsv^E;{HEl z1Nyb>M3MWai!x<#7dMi6hgY1(OvK+W+>^OG;z5F6?St%s!nln07%szWFtWG~7Qc1% z4x7KsGh<6r;!pGa@1leLXubtkU#9#S)4$;vn2i3f@~k?&WBc+m>C1aZw%APXaxfdR zhq5YL!h(ll-wa?jAD&QryxhI9P_kQ$%j{YB-fer>z`{$b?HAaO5|E?c1k^q#+o@UV ztofj%q1hUVZZZ*$9_UEQaBFD4kyzVWU#PHmT|qQ- zTym~$FDRT|pO{qOC_ha~bdmT7hgp1c;Ae)G3=DmG7Wb`>d)wuGwQaX1rZ)s66+Spp zF})6)VZMa7OX9KyN8XBjk!Kt@^{xPyzZN<4CaqGuQYg+SoY}-kDta&Gbb+(Wu(fOo za>5J_*~sHMNVP2~R2Xm(x0cm4o}ZZc8!0JoW7g^XeZ9kW6;r#|vklMxwaSKMT`K49$P&SH^3ad+-p9ZmmEkNLU(>PK|`ojKSe z7k%|>uQk*$KSVJMT>9w$TFC{IR7=T|6@5P&| z(3jrbwDjEHvjfk(wsgma^WS0r=4BD_GSkBep0)RE|MwG>2U@X_C)T&$9H>q|;kBvP zI=_ZIc1@UjvQ$g!d)wG(m+|UvGJ@K^Hx73HFnIRsjHUKpnY^{E;SFQcua-pFElK|L zbr;E?9G9TGR|lcf9QMRL<{hMfVwi~?OnJBDEbps;to9k5p~(_$zO#x&q3F-x^)xj4 z$thI{8v1bog@rll?&qUzAnjpWXr>sY6I#O5rB)Q7p$(NZQbp0VmCIZmboZANm@?fb zriQkOWeI9S$UYcipK`Wkv?{rXgtD$O$QThY2qA?Q#5WLC6!r|Dpud8KrVj_yB-%nl zIku^zBfL~?4$AOQ0)^?SD58Zf3Bz_lSb`i}XtHgXEwF{|nBmW=9`sJY^-$v*3lpgM zEW;Su@ElUTq~K%*JrSnuf#!@1J|==3m|KBDEO;bYTZ8sE%nJ4tGQ**Mm8T!S3GaUGW5f?_9KRE;WF2K1kiaTYVLWH(x zKuIbK!=V{lOIYqs4@u*9!H?%Z8|9%FQb%DV4KIA*vr*d<3yOS0>L_HP;ACr1?enw< zf}J8G-#~9O1dT$Fhk`@a0Hl@qkh>xay#VeUABDCmIM+0yw)vO{c7Y~(ZqqW~zo+eq$R?jhY_&6V{HQaNI$paz#f&)>$5fP%*_f?dR`9dXW~%!w}G0RpTSLAB1W2i zz6@Bzu>QH92cRFLe{{bFbieZ_usSU-hc(&e6KCrJx5;i5N43EL`;@+phHdI>h4=%e zZ$4*rI9 zAwXjOhIJlbfg<`1(nElB;h#w0RWKkK{g#Mu$VxFO_N&~MNKD~QAM2%{30H%+84+8> z2jg^Y<=ii3b}@a;ECRU0c2F3Y$}7}12GNb1Ej%EzP!ko9_|v#+?!Gp}ecU56No@h3 zmw=i-qY)2iwEvdIZ%IH-K#!{a6vGo>D1OF({>jL1iCBR-$@w!HqD6(q{7Phcu{-WJ z0%HIT6%GEGz>GmB5U1zQP+o$$YWg!iAQv!})<4B?1Q=!i2?JV`x@aR94Ej$76AvWT z#yi2zaW4@1k$q&_c$Pjh$K#xFJD8+~LLofU@M4DoHyQxu+YQWk^vo`tEz@@pZf0S= zEr6TO9TwlRGbq7WX#Y+G`V|$VR|oM=NpL;}RyXE5ir`jpC&f(Q7*i{^*=|oHlCo2{ ztz5l02TXz^?rH-uc$<8?5m614TQ5F1^J!d8YM#5F=O%>+xF^HtuP8wOHHmJZ=G_kY zF&4b-45B34jjP~hH{=NqAiZT4ww7vQ0B|nd;!kJ%;;uCmxcd(J*bvn~yO#s~4xQPp zIoT#M1=3dkg9qq;8pfh;6S)yJ{xhfI+;BEbqB~_LHv^buu^2fM7YD;xxWJJI%(lsa zfz|^PWdS3F;jX7%4Yn}fo<+=Ro@W5v<9HA?(Em(gv*@gU1(};_g>zySxs!xmWO%N) zNgO?MD9#q=!lX207h2M`8)YYEXNU*Hp)<(1{054->L}3UBBK?051oSUS z0OOi}_J0w?+}WzQsRwPmZLsUYf8{f$W`bw70|}LsuK}=9A)_H5Y;HWPkwg102cXv7C|=|Pgx$=dR41H`<{EHd&@JFUB-s|4&t{I#3H|FDj9y;JGH96uBG~K|e1lj3aLAE*@1-BuJ_7B1d4#3DgH1BJu zKszUaiYI2baGkTWvPGtfW{`OdpUqWzxUgv7S#mK!+*=56!7GkdsHG2{Sz zxsfFUB)vQfShmoM@G;I)6I{6swIAtAaAy|Ge?D_)rU|&UV)2N0(Z^c>i?rP?;Rb+M zf$}rk7PDQxjguX`jdP=+U_NMOmnLWiIV0tU&zJx^joF@+O|vxL#>ok`;1s3i&HDit zym#i{OnulOh~Uw9XqUo)Yh=O5=56C`hZPF_JPX`O^ZVm0HP6HvaXdFWbqmf;GY#C@ zTCNY*801DI;1w4AJZ&3o8z-;O5_JH1fZzgxPJRP%-aGEvd=!X(7~pg<+!QX&lEjVK zCb#6|yL+?AsaNOy<8tQDfQljhcg85t{#B88M%!CTT}>JR=m_@HhRabygjs7i)tft=W&4(kYRyeOi$um0cy{Q0=6oIXNCJl-E-t9 z?p;-}zU@zA5VRPCe&MbDf6i=v5ne^~f0dX(zsgL0l5FZQ;mq85s<;<8hu}C%oM&LR zG4R$tKolcl!i;wux#0%zhQK2y64QZ(htCjzO1;nY_VhKgG{2%5*^)Xu=qzgy89}xG zDP8B39+-e%{e#37W{j|9sQZM> zKz~VTTwYE=piQa}vcmn@(-`S_o&Z4dGE96-xMZAg|G{)J;3@A+#8ipT!Bc|a*> z4gJzaYtl=9{Nw89I|};Z zz!y>S!Km7Wh62DEXv-#pVJ}`(EDjsocTgK50D?2=(Xk~TKpBf&=jb3SwSgbX2WTS; zq9=L|y$ukd3JnORfst7WMg#8q1IUqop(GRn(JkJOGXU+FWftimH?`rc%rJSr96WgM z&~pGJffn)b*Z+k?TkPx~bcTPSV_2)dqU)8U#Rv@~OHnNi za?r;xVuZXWo$RA9O1s~}N4n(QR0Ca!Utnnt8?_q9qGQku6^F3puH@<4PN&<>bItWa zRE2VcZrnfPn$DdqZi_HzCfrI|oDHSQeR&gepBQ!<*AOP9Fa;%|Y9&YeQa(>{CX6&+ z5a}R-&UhiqkT7RufMifXyQdSS(0&`~({GkczI{&p`F9PL0SO054=ygTe|xIqb#EM6 zQnZ~I>bc<^zt^8|pMLw=Ir*L!VG8;1)vd%W9_!Z6_pG?C$(qa>UA}c{**jCBjhb`2 zQq~gB!PY`@lXEK(@`9}K^Y6}GTQ`MQn{)eL?s@0^PriC>$ zqm~V}#X>?t(R8Idyr*P9dxSOig(FWv(Wb0}U zW%OakoKXJ|+3rMRQ87O&0QAc&-`5>JHm5r&QNl#F7}RBhi{YUvFFZH63;mkX4Tr}k z`R}4B$^{!J=3Ni(@>kGT58Hb}KiEys?h&GelmoNqcN@vLemmKu^4=kgqJ@`R_f$QL zp|eff&U>J1l*)+3;5|E<1%%ORdd;oN{bX$)?H+T?OF70KgUFrD zJj2i#hTW2-u>I%8C|ngAJD6-h4@OFhWe7t(U4|9mICtF&JPbGcZ28lTK~H~WIX|hm zI_Hy=H&2Js7SIbv+Et>27#^QA+|U-KLN1?Veu|Lt{+6b3Pf6}*=Bs9rQKd>H(+PEA zu$jt}`d}doyhp`_A$;FwSp6ovds})=EUJJ}qe*3V3or>RUOI-M51&Y=UD#NnL$K&< z4%NfS%pX3uwNpvX{;btAx>(lROkHh&UA14;LZNp@nGe#gNN=~NSS9Sz2lgjpidD*d z4Y#42+|}PZ7Q}k=G)=nGkN@PT8B&KYAg4eRims5!I;G%gADizjRTiU**2o7c>CaP4 zy7;^UEt9DfwK5VL?9p50B2V!NImx1*E%K*v{IFPjpYG1W0+!80Rz_BlXI!=HTx<-_ z)wCHqsI6A2Cwuv118Zze*wWVrOYhI}0_yprsmb~p|2r41#DWu-5nZeV#ZyREJ9=TV zPa3aYxm?LpX!Za6fHJS!hV6urC*BUpI8tacJs-QU6 z;Gmjag{2vdx;D6~TGCEkt&H8>P$TuDg_KC8HL-H3)V5g<{5Qc?4cI^9|K0k^o z+3luJ(1MrbUeQ&OD*A$?x_bI}gKSDJ!WG#{IS}MCnHa?hFzghdrFz^23X#b@sLJUx)UM+& z7?r{5q&vxVeMwbxo{*=;7xeN9YiMTXeY5BoI^jx9kA%gqqAHzOsxvHsj!iB$ic;x4 zbkEQ5&InZ=SkI7xZa%F)KBz!egiLgm=}IIBDg!C+m3pMGMj~QTlBsgYs+ZQQjz-?% zrKs@MVEojD)B{&uJIAnjx*%)_l%^!B^d;>j^h3^T@W?7jPhRMEJS7(xL7cYKnc!pju~fQ$GVOe*Fz%Wstv9)>y%`NP z)^;b;R^suy1?ui{pGF5rt1ADVO0QufU6_M+krFB$->Gj*@+3=@Dnh4I14Qjc?ZN1h zF>>cZD{kGF>5XW!@r_1;ABGdC-4bPS4H7f_92sTRD6QoS5Y#J(7^<)KE*goU_Y|eY z4pbpAy8dJu{ZlN>yIZpx@3WF0Xj^^wA`dbJNd2!&`%a}sj0_14C8o;?LE z9K{xT&X-g9$@oaQL)U0;XH?Z?W5@mmrE9b<$Yj(}0BdaE2eFiz6GBO6P^pw<>(pG8 znj0jic72*6U)djMmB4NTQkFxMvXKicVvuep)juN4WRS52u}1lYscnl=*+A<)MWq=H zYibkcHnt{RA?QOBHG>{> zR8Ae%Vt(k}P*Lw0V4OC6{1#G8PZkA~NaLl+Au;m9(3Rdd=}=Cej#~Bd%`A1ol{nw({8Oszrj*U9J4$~N1<+y);{T- zn#5OFa;$aMFs|K6hPU%XZy;NCP0unPo<2(sY9CVUgpY>%wY2Bq7v>R z%RpMvW}F}#t(w*3Nm;FRUm{BJAqAA+s$4jM?Nq^<>_64mYhS^jJ5f}19}`AzuyR%f zt)avcvPJPVlco41$_oSY99Q!-usfiZ!%Si1uoOP!jVSodop!Hihh3l zm9m%wCIr>^N6CTTQIf%2vP)J~ zO^-Z0-o{SsIqavZ(aZ*iY?8EU*$I_oK{AHQSHp4@b^f|9F~fB+a~=ULAY8=7oz?R) zo5aB(G)@{{Z6qkoX;)(lwB(k`$w}6lwAi>F0e>`%)voKkS+iNd*NqSI(=@5>oe~HS zZ}qfExMyh7OAs_Q-mxE?H_Yp5mSWmkluj|&A4o)2!tQy87#1ugsvJ>z>n4NLr*-5H zyM9<|gi#RH@)VsiJ=mSip(!!tRcrc^b{*|1ClXjU`Rg%KrJUK}F7c_v`dN8MzthJb z!=FV;T6>@NC8T@uw8sk>O;8QTLlli=#T;zG4lYJ++Cba}l3jn0TYuk_qPm9+8S!#+|<>6PF6LEA6Kvv#>JJ6bp|Sx^-oON#yy z(VQX8^`)^gy82Ve%G?pLVwL>fkM!Q7 zCZ3}C6FjY=rms>(wh-hM^T+YRxWE+aE>u_trUogQywR8-P14Sn2!d+P2GwBJ=teCC zuM~A3S1TPcHz#ALt7w+JcP4|u`PaSLRJ~aOe2ld^N~&|NqS7(5{^QVh^08rZLgY!k zUfVEIeYUT*%VScZxuOsKXcGCJI8xhn;MxU@Dw= zxi?+e)v?k>4bEQSFGZ*1);VGI=t%m|CN3MQ8XPTV-B#j@jh!l~40*dBZJ?$a2kUR? z#PuIu)Hz6|U~_WQ_@l*{$u-Ae0=1u@Z*cGqFbA1A|4D6pkhztm(&?iSvBPDnVGKwO z!tEo6hdj2^#}*dISX>b06w0uG0Vx8kQw_%?;CkZw&{&;rFt?MxfZK)b#Hh8Sy66ra zJ5uFg(c}cuWrUPc)fJ1tP|+r&HfM;|$xoK*D7lmPAgN%?#UJho-p1acgB|YElmS?Dq&!G4eo(Pw)+-5CPQ}?)GyOHx4v&j*oGl{I+F6GHc=gw zjLdYYKywv~j6!uQRiY}IV(5mVoEKHY{sAATYfv4Tv~Z!)>3rkB7))a)L6~g42A@+-A4;wwp3(&YTdIq(lNELQmket(&E&eLDm5RXxip}u zq`JFoq$vaByh`o!xTBP;VOP^pDxcQfVvWE^lCgOL5}RRD6kH|1#KyBiZZSf!gt&IX zWDWXNZ_hX@$MqxzFOR5E`b%9r5TrDE`@~|(O^9&N1%YM7(5a14R|Ayp@aJ5_W#n}(&xiunCOG4Nzg4KfO%AgkI_q=IOLrz{Yxz6KH4KJ8#6HOt5J zW7-(mKjjc6rG#2!MSltm28W?Kv1Dh0$CITX4Fkq8R!b#aq1OyXQH`Y7sq0Sotddhz zpZ{)^yJ8h@&H7=5Oc}2{g0Hyi8-r1D%3$tcqOw3plI5YR(AiwS!ct88rlffWb0&K$ zQX*V9KL%P#(SvyQ227*mB%LpzlZew(69j)rMmb&Sge)fAXzfGT*he#;q#~;>4-ZMA zhQmG4As9;HTpM*zdupq3APuCSQf0WlFx9RXX5Nw&QYAz2q_wvN8({M9N9Rw#%V?0A z)G4Z`G0G8X{7QTUKP`DvDymRp zs->z}Sf|7Tfp?8ow2RQi?^#miwxvoOSpNCIH^o#OfFuR-0Y2eNtQOawlG`vH;Sv7n zzs=v@l6;m<;`XI1G%SeX5#ru~+n(j}?qmewiY^`9kM%6WyYTzzd|rcO*bx9Sf?`-; zP3|AVbL0yG!{Pk_y1RTn0w0)SLgF@DLDOvyQv|_G?6m#)Vi>c4Q_u0+!OM9ub$b&T20>eLrt z^uh=~-YlJPHXd2|bR7H-wYjxtubh>tCj?k&Nq3*N+S8PB_Rb_!<-}@^Olgg53UZqi zM$!olUn9lE;{sF^xtGSxI1lx0fT zeHpW=cf0_sRnb8zJf2##k>ASgJ0k*1v>HCf8Xv9L6F`H)2Wb;%vJNI8W()wTAZkir$mORyQ4w+UlZq&}Ot{iZ=qoVy_bXIGoF(C+q1*>F|PC=LAL{r0fZ!6r&iFKzWQw z=aaoE2iBmZ*Xhx0GFJ3d>eJe(63jdW9;XD2I5qtIO?YI1u0+uuR=mEC6^*Tx21n9@l`6_7ucD?8(o&&In0KcQ-m($7Q08Q?xx_|!gjTu|&SC%wTEyR*m@ z?9ddQeK9G6O>T;UB`=jpvj#n;FaB+rKGfot!r^_?@8%93heNPIc(fNJJDNeiH z3s5J7<716MrbdAoSd@tx>9Yrcvb?Y!3y%TI2SRjwa3z17rF6i0vVfB}a*C^CbkX@G z*t)^-@VYst<^n;ldmmp%CU<(2bl;J}O*q|EcoeTBq>AQYiVq~+o+IP{`u<@Mx?N)dy-iIUDJTO-1t zx^@mbG;NZi2PQSgQlba@c2)GML1IwcjfqhJ=Nzk=!-zV0(WArl@QPklPTlSS4wKO? zdZLY#BvXrGsOXImF$>St98Je`pT15X%p22mf>@JiPp}k_$wiqWt_0_XhBnAG{;-vz zPEQ0%s_~~qniCKDt%G1UmQDuFO(imIn|WZlEB~JHWEZ8YZ^2*6dn-j1Q~-8Wu`v|E z&{OS#uOLOoX0!9L&{%plp0^j5$L^+A#?D1b`uHjby3;^_(hxsi^kA%gboOX9-NS*+E!>HQSqk`kHB=2 zvjjnY>H{sE9$?aX^T)Jj=BqL6B6>R}x7>p_bd44AubwJ?E zQ|k+uOu7DJIjl8hIv-xIilnPwvP3dR=RBaVOI!B4qOp*$PGIQ;+vtG&PF?MK)FG|Txc6*mYKqm7!6n9;Nbbs`W;D< zrIWge$-tOae&1XqkDxPDjNf&!EzmhjI#~t7j4B32Pw1Gf$|hd(H~w(`{nz`dCdL#K zV@cWt_>XY)Y^Q9!w_S$RjzcNVAzV7-d$ zbT10JcF2+yv4DmalCa7DkG6M#XR>_*$1x?PR4Pj7NTnP@j_Zt^Ix0D=B8rfh^Y&DV z%Bhl;(^hXJIjj%Q*Cb3M;X_E4o-Q%B_ z#`od-;B!!HKZFzXHg2>C>L8t{G@rKTzs z^I2B;>n6dIsA&y%cax6`l+UH?(oZK~94f1f0)mm9&@z``zLtwyTxh5!J(y1Cufs-{~?Ge2oMY;N}sp;%i(Bq3)#&V<+b4e7rpS z2+M@XIb`C)qZaaz(iDSdYSX1{L=%KSL{ZxN`L6)gj z*Xn}JsaG2wo}#LOe4Bov(7Bd=qV7~7lbK_}V3)O&|C;srZtc^c*_Z}lcdE9PeJln5 zjnDdt+w;;=`{Pd(&GUGwsEbuZmuERa|4BBT1d0&#%L-BIdfV-VeXAlP{J|;sory?F z4>tR0QTfq?!P`G2?8&jzzQTx6S{Md2bd4xf?T_CxBjvRdxYGt!tGDAE{GxQn^pSYgYLa6~ z;{talw^~y;`ZMh&&yUyb5~heab*z`z zYUVZ>J*JR5JR}d(-oZMQH?h*ZtO4#a@Z@xHrB~{>kwHkrR^MyU*sGr$!GAH?msKhC zeU0H1)$?LC!E6HX)u?r zT5X4ds7R;+Cd5-N=PIL}s9WQ}YpiAOwXxSCNP7n0KHnEw^?g|b8+e2(Y9!|bM;VvZ zuVwn7IA9N8!eAyZAez@TB(5>OL05TjlWcy~W~aep3sGHPrKf@)BG4C_^4DLzeE?0{ zq4~Q1-{y18UndlrokY=nBU%+8hwls=Iznv6WtGuMxU6(miKbbR&DKVPIkW+~A!sU? z4gE~$CV0<|i4#}^*)!=ZhOskJAWp;4Mm|9E+G{7s%8c0&m|$vrixMvrv!1|?2Ifx9 zT+@Ay<&vcY=MIBU*e1!$bqhj>go$@i%00YEMLdoRxGlVZOqB)XClxb4&FFB>=);CQ z8sFqTQci+l;~TI8<{FJC#mTQ@;WP1%;siS~zM`VvnE-v?ss0pgn11%V*(RM`ge>b? z0p6lk;9lM!i1qP;&L<5BvMdb`!YCEv?T{zzj*pUlrc0`l5vUzOMuJz`>?&VUtg!rt4W3iz&C0GU#SWwCmgnUa?(aa5VTaiA!qXVg;}mk ziIWDfCnVk4Y(g!8LxMrg4DD4DFi&Q4xq{)T0|^`@9+QX|q-utb6jSC{wPyS*V)#h4 z9fCU(pT=v8R^d%!fvF&jpfj3g#+juN`P4L;8vA0cDl?3NZI>^{DhtNHAlP38r%eIw zgV2+joM&BbIw7+_$Xn~VC`!_-MH(z5A-0Z31ZHP5&7i$ToGy7NZ*~b07_25DrgSkF zez2b(<6FC|p6L-Sl(l3`tNMKbs&J>LT#I2qp=0 z)lqZ9*tyz3C*tfkx9@XU5)M!-{Ejj<3>5&4m0u1>8KUl9+ewXOybMZbxZlyYuDDdhJsD4FRiD*xQQ0yZStvSeME`kD6Blj&0 z9d*zd(QgPwZpV=YZYEapu7LN)^x3m@!H+d+=At(yeAk>;*9CsOG7qg6Lgxj;K+V7@ zkq8wA|pmOCcHImEJ`QSccx`V2N+IKK~t!$F;*pMO)ViM7ARK$@i85kP!R6P49o@F49?Jqq1Sdc{V zS4~9FLjPX@P(8QfW_qAl;CJ&3z&Y{#lbBpkjN`9dFa@3Mn!j4dXWh4)Vf|_h5gY*V zPbA>{&W!v@k_Jvp{)36#z1CJGiGWWgbxD2GPHJxedMqP40P6fg$`uF$XMgH&O>2Pe zF1me5+E{vifI(Vj7=2T(9g1GrDI5;b+s(wrp!K0o2AOVaWEIpJQi9TG;Rhrs$M9!C zm9ziME_9k`#kF>=jqlO{M|xmMLQ~71)O&#HoBo-fqNKB(Q2KKOKAFb!oxL_Rx=V=# zr}bi}))WVHH0D2>X9{&Y-sJnkdf;!&=Y#Xk`(fYTm?t;~npgSH<^iT|$LHApjMoI0 zNb}0S=r;fzmGYC|Z|uVf@jm}N{Xs(fKaW2RT)nP0F$OJE`fgL;fzJ!I)`w_ITuVMZ zFjS-0vKE+l)U}hkgzgh+nwDwMf@isxSomh}=%WEieU`EKmFnzWtdKzm3-gqhlT-uhO zx`mble;WIL(JjydO|SZu{r?X)R2j59{4bUR|Fh|KpjTto*9UJlMccN@(cMFJcF~gp z)J;=-GHESotZ*YM&Gb?_I{@8h!D&gMZ^9>zW#YhiP&2h)#wk$(k8AuLGZ_E>otxhZ zPFrTJPM<}5W-IGpNfO%HDpa-i2=N7(UL2riifL;3H+Q)Ly36kl_ZN2odM*Fkr0)SI zo%(+|=_oMQ)c=d+z`vW`3T869e_{W3?r?D6GyiTm@Xvul0JA;d_ZNTpU)?1zywtJ_ zv4!eNe@;KlJrioe-)m%}VrQ2w3>m4`1bV_{OUw~sI$)RSNY|xzvAP0`5gMkb^7~`y z)QGXSVP@2c%F|tG7iW)$ZbTUN+F;X3t(q?;SyuE|Rz2N?dn8nsf272Mklc5K@OUf} z`vTXB&8%lBf`OJo-^V>0YQXR4j0Q8&;O4a|Rw_0IEwy06k!rcj4G!Ie*wkwc1xpu< zHDJX(8LEmf>OF$7B)$+jls~2vmZcNM2%#d$Ewf3@(gqrd%7}*gX^;r;7 z$1(h`JpA&ga>_=ge2v3Y(`M4Z!CVd+i?xkhZApDp93}{ zcABD*8`56HXR5WRwKTFK=yj~RcR;#bhDS?gYc4B^b%hHi5i=Cp3T6@1BHubmmv3?4 z{@)B=Sp0nd*Wp_M{||?+M98r${%%oI+hX4Odr4`AMq6Mk3|eKuv=1hJz$_7MiLu4C zc!2pI+yS^wp&E#dy_PU*VkXSOgKkB?&H5T(fPd&>M|jfIs+nQXq6roP>hwmII(-x0 zGgO^_wggk2+-FNbYqa{N2etUVkfM9hds&XISg+iP+t1p<)%EsbY~yr_%4T z?gr@c&xPtBzzhbQpeM2D0qO`<(-bo>l@T*&E%IPGt7e6BZwEXsf8=5Tvkhuhr?Xkn zbQAvZ(9Qg7C8+X;eb$7B8ZDsLwP3-mDVsjZV$gN?heOr)?xFX~ANSc1^rpJ+TNY3K z`|!%T8Q7x-K6_xN^<@Te|cz#fm~WJWU6uvW-R#|aa29I`>5pwkX9 z>#rF;JVPXa|0JbA`6Ftzz9m=+4XRX51dNavfd?$uCv;F3BPji911QePq7Dfj4_1M1 zO&>Uc@bL@O4sWUMayZ+vF`?QVkf%;R&wrPGKs6fX5JQC}Wo%W_ahUynVZGq{&Rz8T zb%ROOdywvr9|wGNo3M)Zo3;8u>;w|0iipGAwBw*UR#rxCZ#&P%P;=)cYc|yQmB%6; z_kJm`LJSa(_G;5G_SELH3T zfkrma`*DIbNjsH=8|>q_q*+?T`YlN7i~1JR+KGFjKtiv*jthO0}T6fN|Fy&#P3t(`#EVhl0u4?!{Kq1fL9#)=`#INdnr=gMJ%K3h1U* zMY>C)W*d6HPwDqLo2~vA0sqWzT%M+K zqDx5-akQ%u(TOlL+kCVO|Ilx&eoS5$oe4YQj|n8C0u$g?n#?QYCC13pPq+5e_F^xV zf%$Z(d<5A^a!kq z1t<{aTvsyxc_<0&x_ra~wsQo3BG~nv`#Uk%{~D?%lmvb_>khW2{z2(d|3gmHW$24* zh8)4QF+lLOM^F!{!Nwp_pdDb#D%t~Nx;FL`0TU`0QpgLHr}6+1-%l*aqB#jF7ZS{~ zBSpgi<*a?dfAT4@N1$FTIDJik{Q^Rs{ro=koH369exO3Of+h=T9Na+dN5%v{7+o4c z?LrBUh1wtTfUWabl5lcCvi9@c@mWrdd_po0(BlX^K}e4v8>9!Dcbm*fKR$tz-&+sP z_K&X`*FYWfq(C;$5c50h#U{}1d134gV5cb-WCXwJr%t)G**X>6m99-9Q6=G7IVlShC;Zv#iZbXPpn1UjjKfsTSwrPY}1Aq@D397JjzHT`=K^C}yDDfRj7A{-xY2X1w*r&RF3B~b-Y-2f&$?TO* zcwi&9dU|f6V%b5n;{+pI&ezZHS=i*le)&5N@qt0t#srmf3u3IzQ24mKO^**RuFA*u`SsoBO{dZX2j zU|^PMXW5V6(TvXIcnoJK%ZBkUMAE*)!(S~4S&hH%+K)27R+hF!Tb3Vb;dGZ%qY)*twO)c{Jk@@f8&}x1t&0& zD_|#RboX&%MU1Qr<+*_hW~of=sFR{yO>P0yN+FJ>P8&W5D1Yw89Fk!SYaUSJbiDI} zK~u8{EK-3VIg+D+#rR^_<8bp-1_oO`+s7XE;_9bjBc4TfU+ndu7TKyGn_3pa6`LBz z8fBTL0D-d>?6)z2p=2E`!?+&9Fjxw+79Zv1p9iGz!@bDdA|+G|*^hjrH{OUsW6;kt zNS+bM9>>VlRL#*~cBp#hGT~i-aJ+XpEFT+^kEbx=l3^G}C9E_hzz-+%WNzRl0MB;>g7fvOv6#u}hvw?HM43Mh0M4J3y(onCh`GOrOweP~>MOdrw* z-V?_QEFdimUYy ziz4>P!^=)_@FgVdOj~S;9i#jK!kB7gU=pv9gozq|xU^kG$SdCH^{)S@O1HL%U;A)(F1fETU0~Q6A4O^!p1syX z2AE+bb4lP~{mRdqWq}{LrQ*P*tK8dM44drFab+8_-;T)-y9nm)osfc4Uh#a+dg2&; zMs@i&JM_^Vh_Wwe^CDwr%S z-<_{3LrRLRXFMdCdimy$hLgGQxOJ%Whs;_(b?ZCp_|$qcu*}-6{=Sz|UOK{H_HpEJ zN;k~EI7(GIvXgYZ0lepd&F z!~r}C{fw2*5^>Zi+995<_w?jDWlUaeW;|);qUr1ZaOm3=bhXI_1lA04rVVczt+D{_<`au{t-JHM)@gDXb<`XhZ&?27c?B~AO862bXnK~xHo?%mQkxnEk0iBt?rG< z&2e<|K{6c<0fE{k`7b9gzI{uoyo%IsYCl2Ej}7T~a5R7mJY*LtxSyJ9Wxi`m{(v&!5)oV|BWaJYD&Jow|vQ$?$&C3yX zBJ%Te{VrL!KT~=Xs_&FPd z11^krV+npLXtgU}gB>s%+xX)%v!9X&LJk^3vw5?zxmHXB?A+RTo^A}7YP+h(oq*@L zDI|nF2i#HAx{IggqKNzKi3OAS6Yy-JMR(6Y0hwFq?!XC|I#dHMUn@h?F?e#NtvJ+Y zI@P;e2~6!QboF@h#WW()^D%rfCnZkF2KfKr6WDTG0xkOYH227!%_qA$h0BF0Hgr zZWj?sGNjb@LVT=$52X~oCy&PMkd2x#G7Nvwaj~PR#;ZMRqQE<~_+fE7Ls^;R&ky%a zTbHL@M#_mDL!evY$!@)oM3^Vddv`gl`5JRw72LjteRVdbz}pMld+Z}&%vkc(VDIGC zCl%Y7Z!B9#DoZEjR8`)NG519=RSUe?P(9UaL{oQ{D3l2!vrj!(f?VdPqk@&rCA zb4o^Ge8#Yq_s_idGwlHfwp``9A%twsj*$swjbVTvTuQsRF3f`k%H-Mok@+H$y0 zu!}a+fz186`C^#KX&@pO9Au9AY*mGs&CN>G2tAm(}j7zjyubhYVRqJbTf}L1~4PY_2 z^mcf*fA%ClnLq0|%4P71@PIkgY&h9G&CB1skwb!hbAsh}Bk@xByqvP9xnL2O8d`N; z;PEakxS4$#)(N%4FtF-L->7W(=kiN zI;4`fvR;gtcG_yh*!Wp?IHK-q+JKW1i=FL74x7rwdype13&4jO6cu=9Ga~&jJ~0a? z=ns3<>Y59>J6Q0oR`y^T>|3uY?pSM;vwDD7hN^mE(eNCShxhs#kosKt2(DLmIKel= zHZRZ7bc}JDH`*lJ#j+VZKPI=^Y%Y+-E8!Iokaz?FL!cBjqL6O`5&TbCICy6si4%C^ zc^<(GXNENP?E$c#dG2|i!7ldlp_j$&lN8NbzW?Jy**04DNn;l!?9Ni=0GG?27+yjm zCZ=AQ^!63R75sH;leAx83q6L3 zMV!C4kAq`vl|S3Tn`||8$cO-NVlM2VbiBhiq3ZB>nA|gtJq;Go%;J?HT5>sqK2;4#va*$T1{!D!Cksb-?!xPYjo^ zXTbKQur?<`O+*u-RL^&)fWJ=Gv#zdPU`F4^pv3x*dKFVh{)Cw+L*;<6(eS1qZm92& zZkZg|UXeH9PAcz$`wn?I!6pN-{6H9q0`S=kYPk=dN~EGMlqo_4j56;K!#N zuR|OxF9kzdqqv}&gg&qxvvTh?pkvrTwO?k+X48rxi8M~^!u?Z~3yRN_Sm1LUfkvDnwj7BVE zBKd44E0~WUProdd!ZW#Csa%9XQz9{P$pWUygepHP?yQZ7??%e!nhamPE{r zR|)8iqB{vn!c<;h8%g_r?O7DopW(~}wn}XtUyb3ETwY+W)l?(5C)9y+sMjOmykZ=q z$lE*56nlwS6U993TMHTr-p%K5njFU~==K8l2FmNDq`Z8F7dLnhtOiv;Eo2uG+X|~D z_JsHLfCmohTyi3+Y+$@GC!{KR_+Z@^To?jM32Q45#-$zum}F4dY>py@2}hK3kXV83 z5aq5H$BTtj!_au61z&li5d0Dht+(8lImMf37D1Rn z&h>f%ls?>dux&#xnQS#WfPOfZSCHQP_aQyQ=4ql(*V~i)00Bi`a?5{Ro0G~b+ zx0h#pA(H6@8!Da&4@a7qL};>$M!oY2P4kUL(v@+3j887IweZV|STN(f!~2?>F7fh5 zl;g0l(TJwpJVz)pp9BMXjrEYF7~V?`poVSF6WHf*>^qd%U5zWiYci{x`_IcMpo@u< zGWZynbNy?g7kOWA_hkEAOhG|gaUr|79ZpROBRmd^!Ws`_M@QAjU{NvU@0%$q#fvDj z+!AK{G><=tz&iEOIf(2g@S=w?KcwCmv5zErzS#bLr4;WQ$4d+!A;uw%_uyy zlc!r_M(8g2a+N<^qEE>SY3m@d{TbBu8Dt&~eKF{+?xNk3i7^x*0 z$qdqD&rFZ>ah~9?Wl$h5a~V#b#4+n4vHcj_WVU}c6?ZMXEesFV(`g01Q>K)W65Qn4 zvY~;M<6&P1N-*W?gimJEWJqKa#jH%bru0b!I|Mu2lwBg+jSH1zv0=UUc(PnCCSg#D zCxcNL;W4vC{b6hS@#;s1&6&h{@RA34${x+j%X2nW#)6M%y#bY18;{t0bcjmoof043}P(o27*Y6?u9fE-V4dFLtPz~*d|vbL|C9ih@BuptS|wU zJuI7%E>PM(-Fd17;>0fq&66PfK4gipdnl+AWDAZsDxoVbn)bcm zfF+nCxTQ=9*IytLXHg(T0hcf?VKoolBP9I(5vA=6*?^P&E@3Gl;unG0CPMHg9Ke!b z{sNvpGf$nwk-*Li(H08f>Y$!ELlkj7GZHY!?`to?$Dt+`K-S^D&q|d10fvY_7J&;s zLxSf;3zq;QsXI^X1NjqpVKWYt5jW3nA|zaV8MW~cC^cOg0-pz)3c<@DsG~5*I@Gue zWGT*SDWu{T+zPe`htpaCiJn&}Vp)|T1gqgjV0rs_NtrNE5_%0JY+jP^1uhUp z2;6Hw6j7>ri&*APaFt8zG_dT0|^c*Nbqt z(_0|de*vpi&Vy%FA;@1Osk_aCF*_hv=E1@^glMo)OV2|#;tVu?>J@=?dT@MgNXooe z5k&7M3WTh~;deuB{sP{!eID#)00HL38Vki5H{!;OAou1WqDhBd5KX#pb{F9?%pg_2 z;0_$0$APoE2$#4Ya${bBi0`l%4qUACUmzCP`Q;lnheXW_5jq^i+EM6P3aFi~ki|H( z6~tp6Cw$2!#EywuZU-6s1#+SX1wz)LFs=}3+=den#JmC#wSANbhkJht68Q_*L1!N9 zeFk!KUeZ3HY^N?1*AZeQa#~^X`4Lc>zlM@9aCQiz&qow})uQMVh1rjwLV-cG5+sla z5E4j@iU@uUFVtFR$kM+?*RDSRKjI2?_b1seVWlb}6UNBTfI^M@Bojr>k9a~UgP#98 z?az2Z9sLt@VY4vGgqaSKEVOmmA(5@W1{Ug_3q)Qd=dW?4@CWoqM4`YnUy3pUgZ>ZH zd{pWD0r(}J<|X_RNjpSjzr>LGAAnz?XT=}TA8~`aeGc*q^hemBO8*4?5j7|hWwfx#t%n)|8tuK~7Nr13{+38P{&%GdRWi6ZDP;kD`y+8=?1>U4$t0{szJ zC@`+1L7T)s32lNjh-}&|jIfKcsLzFx%EI?u#fpnHK)|=;_8uo%N$gWVjJYQ%=`=hv zO5fnQe_!UdL?ypv3y$5`w`!k-yGHuHBWE%*!cLl(2Hu&AT4t3w7vYn}=*X~&`qnsg zKzcI~QJ=yoPxGZAbd4prN&(`#7RQUdzdCXLTeHbrBEnw{chTO{FuyES)7m?E!RwCz z#KzGh>2UAT*lN3zE<2D{&Ky0qszSSLJ+*Nw;wotpp1%61j zLsMF^p82bOdLL|0Wp3`q6l_!WNsU8ZQw@FlQdLK)GF$g8qI{qY z@h0KjG6{w2DdyG91jkER{lvq^zP8wW*!A)J_uUR^7uq&U=p0(MQce0aBFk=I#r`BPEY z=?2ZHouMnN8fw9NOK*>;`*~;Wnk@~Ms=Ie}99*;v;i9dW5iOdTaM9emPz!L9+feJ> zA^hdG(%J2vAsx%e-7pG5SDS&_?g3F*Ar+CZ7!q*+0)cEWyGD#)W-mWDJ zl$&=+ifzN6I|GVt5&6TANVLciFCkGFKZqjA1t%#bbczS!VnafwC^&9v1=+V8QLG?+ zIc8hu8K-Brk1h9tzLkC>f8n|0!*eV1&)s}-;|>S$QLv9WF`ZgHiW>Tez9x=mj0FXFwf|+b5gy$ z>f81!4#t3K)QsvxMBEEsy2PJZhHqq+o3LV4q zC~5#FsR#s%flKEoA=b7+_}1%0?Mo+)t%|gR#oUrf9^SF?S#)*vzV$g@RQ!VK@m~szoQZ{j3 zeqqz#p3FPfUgM$N zEcmGZ;DrkE65~O2(C6pIrBgUWm??T2%A?IaBk>((hgw~e)(v|+6mvM8q)8}saoG}n zte&A%cm}xNSZNWS<&cuyRo0(DkY^nnHs}f6HySxJ{vO)Mv1F*L=9i{MCXKrq#Xp zr%dy4jFkV2S9P1bMl1{V$#g$c?AQo_9cpoS!rFodt~dQwKQ4wIq%1wN5B0<`%A-^B z^Qj^!|EFH@=Z3O>q?O_ZC%w98PaTM8r6jAUs#@peRkH0Bmc&|ALH~%ZJx@ z?sRg(Ol+T>a}M;g4R4w(XHJ?BD9o8O)Nk9aq%A#k><(h(k>7yjJKisx8{fY8&BOS0 z1e?@7!6u)Rjh^i3x|(yD`FW}$`Qh?tCHGS?44aKL-Gt&DU+>}dk}5JUJy4_EK3)!W zjxO4|DlP?H2QcZ-yyU?$+28>;2?_CbC+_33|)xDMBmCBdtcv#C&T`^~}x~y?blU zzzoZ8Xh(j&jg09xYG9mY?8b(LyU&`fuQ1!=Yewbu;D@vU&Z?LRwQzk&-~jQPFJ5Vg zvva7RDf8QH?a^pP10X%-Xv%~+$td#+KDR-miEk6cXx^mxoD%L zl?V4R*X>EU^+r&+T7l#rSee{tDDAKCTx!ZyWlew2`jUY%xWRQ~yZ43NHOozC3ZVm~ zpYQC>sY-S-Afk0@{Q9D$4^MW=`>!M8T`&O~W$c`x$Z8`NbXD5?p)S zij?BM1z{dGX#bJEl5N{=T4QR?`8cEIoFC|)b++i3d^%<0-|9M z{rcS4XixXJb-Ph2D;924+9)ZOA7n=cHC+*ET4?Y`>2fVdSh{Q#S4R0|R1|KlCrvG?jxL`|o;!N)x4{j+ z9gx~be)cV=#Y)m6L*vM^RjV7DHx(X$?-(4~V0-+uhnl(45h=fGD|?I>>C5s4x4!Yd zW4ViknsTOx1!)FxdJ&wJ?^jjY+y~zgp|wO_aHi+}Y=UCcu*(%k8xL1c&t1j&_d8GL z-^~G%yBCylH(EN5?0hp8@nNHH&Vn=4Ri91HgfAA)Tr|EeZ>#cc15`s+(p^vP2HH~3 zkO+Ue^&PxNzqk`6)H-;AyY;onO4(hA#HQ!B-zUD9Owgib4ypz`tA`x$J0opDhsThH z#mdajDxK9`DsgQbdl0%KnQuFFy;cAjx^Xrt7J%pouqVq&+0VZ3qCyh!)8%7^ipZPc z;qnvKP!oC0!4lX-($dNO6$)hwi%Prm>mq7LPgoZoE&W(AOp~_v5zCPL7!NFYFmq=b zi+@xTT^DJ2$NF%}NnnJXv6#8QGl z_qzM;nP}}rM{PJC^oRz@lNLIMal7FV*A!XdWmH?xEhJZfXF-Vu)G=47)u^5#Nfli8 za>-{IBD}c}j{{3>iH3v`u&$2$x@5KdV$gm6;UuKrZ&mF z7e?_f2U5vmDr!ZscW5VZ2yP z|KNevXCV^g%%Nj*6*&fz?%w$)ZAVfrYJG&*sB2k2AB(C1`sH_MuGY-lwJm#5|4J9M z9Bez{D(=XxeC^cS$HVL@*Uf6N3HLs0c^z)QqN9J)tb#q(b4QJ-jL*6;_+^;PKULCO zekvI@*x;hNUal1L%3#UUp@0?B!xC39*&1!zfL-544klURebphe)duEXaEpq4?AKm2hZmBd@4 zMr9T%0zR-ymjnET=bC3fj-@&-M01L$w}vFeGPrN z8^-TluUL6Y^2uHm;GI}b^G7ba+tNGhZNl*kz)b_1vfU#v@x+292VUpcJU$yEb#CHD z(BbokSKZNj>g{-a$*p1yxZCDM9oO_urG5Y4?b)5d|LysXLj@VBCApsp^BrHS7taO^ zJUtrtQY#Mmlv)4nAk7#3J{oM?yG@MB@BI2TF|JtdBGE)!RdMuNkmlaH2K}C-rHeY) zSGd>lfc|b@E8HE#H@0sAMNv7>w^J-!ZKQZ3p)Tc}ZR5cfqi2izXHcgcX%n9rn@5?% z*6xtLEpvyiZi=&2q)(>wr#>6)h@57I8c6fVu zdS<1+TWZXT#Wg8kI@m!z4JWGAKdA11DK8aI+OqV>_rV%2RLN`X?tRr5x|Qc}lJvy2 zwB{bGD;KoAGHsbN9AIcPl=B7%n(OQR03S72|0Vn-m@U$T>$&2OBdR1p1Eo^^^N4!> z=MnXhsqlze`{RiEYGvg<<5v+EwrbW5p1FcLvM>6k$!qURx(B1jpDuoLq4gEtf`7y& zH{<2*)v+yK3-)~5P*fbaa`ellJ$DI{51%|;U>sP)nFtdIiaF(BW2W-xU5%J6=b{Vj z_7_^5Ob)&z{$@W=YQ#;89;K!A1(de7b|41EyJED|wmgPMI;=sKo@wAmE}>5A4=vvH z+LrkARtOV|Rd{gjg)voTWY5?1=Si1d`BqpOBk_`^>IWxd#R1-Vcly`8K`n>|t8} zGW6tD+Qil~H`WgNvGg0>OHBBm$=NA_~`1~+jf0$>XU0h3pTdc>8N(B|Wd?;Wqx zi(7VMsQjx=+;AtnY)R-wL5D;~e9@V)cliygQbuK&dsrG(c@BrEIZ zoiRk1SNeY*R39A!52^~al%~%%J(n`Q!VE2 z`_L8WlKU3n^?8yEgZ(%0vJUO}gID}Fj$3M6qh%f?a?HK%WgShSV2FXfJxPsvQ@aC| z#+ruSM#;Xp?Eg~weAST<#$zQyZ=PTqZ)IK_(*fw*}FV_h_ zt#te9>nno3WW=HZ({6H=`nqd-=5|9JobhFcH4SDb1WT7}%z;l2N7`;q7QAvxl^^a& zQNtjnoHzEihfrxtmcSk(y@MRjKo-Nfnoc7>>83O8J)*V|UE zK4S{R79<0e8TU>f*3`4Qs*#t_rm^ih4Urd58l&HGa!Pp#xvI=M=CSbczNO3%`&enM z2$I#f+PnSGnD@FxGMO8jo?Lbt?F!K%@r#z7h_Ce;deXIEXb;5wsGT!#?FHrp+nyS9 z6efSp@a zvr+a$vv_93+AO_=?z{8PZf|b&=nEPe+E%&Y+bPKKldv`So?=}Vbgm;kKk1Q^=iqz0 z`Cm&jE)`c@-X^PpTT6$IYxG))H^{Yuw~?QyGS@2ulu}vsX9# zRPGs8W6C)v?cT2vyeymRo+9D@5&>c5WA(3=qy6(T>Dosdhx>4q`R*TYI7ppaIdXt< z(utS#8|7lr;?ThBp>q9(_|#b5nu_AmT3Qo)Im<~rtc6%cs_aAUiv>3Ii09Arbw8D5 zwbM44+*onxx?eNHcbrqr8{6nuum6hHUb-auY17u`peKX}4zGx*l=Z=saN52!m(B%E zpJ&m8_`s#@h^ZU`L;6glx|ZaW!NT0va;X%FZy~GVsy25nWqtm>rd`?Ry>v5?yGnZ zMhDGw&$TzUn(t~~yN4OloG+XD=4{HorKY$D!;vn;&|42Y`KkQj3Ww0hzULCR7C&0< z_n_}|v2AAA3BJ(p_QEBwM9H}Y6#>Otz)~ah_jDkgA|^@))ihx`U@I&S5c{$oJe($e z3w73&TB!Db(O8fiO;Sc3+rC(3`4(Nto+F1UjCxDfJh=S+Wg%*LvR z_81Wq?JE@h%h^=2_Pnr)*@SwbxKIx@UL#rPeskINRPbn;G&)OR@4!|4=Btb2T#izC zq5wHwBlf&7Xv0CBe-U^u@iHD2N_2|xuPxL0e*eD&ZV}9V=Zplb5ux?T? zc6((mMU!Zj^u;u13u?GzUOPe$4E9-}l;Ut?OFXTH69_G77*4S-42A#_=F?A-rIJfejyAMHX+^-M(xkIpY+Mrld{Y2y{Np{>VFXad8u>7OM>s6y)Mk z|4L@MPx?}zUK$4PJoiYVe)V;IQ#WkN1|YB_l>zy?0lYbHK5L5W0F_v||Y!{1O0(L(<5 zwjZHb4LTAf7z)LxpmReI1M?n{)dLeY`=!NXrwn2Kw?Co5*rM{7QI3GkS!NtV2lRRLT-xkNBt1O#V=jZ{I)WoS zrdG@37^)V%2KO_WBj3;3qD_a4pYC}!IfRs&05mT_k1v@qgwVWCETk*mmvKQ2GbRrb`9j4Orb?YShbRg=jy z{N{{Xh|XyfSMuSc>V16i0ceg@&!+AV&^`Gsf-2TtrG~zAa1+y$QCYM z2VKJosXR-%?SuJHJ`*KML#RMaMLWTEjOC>qTEIYbEQNZM+DCfRb^&)J>A?;)i-L!< z`U9CEVR?Y#Opuwt^O#7tSQ*1^hG7}^15K@zDiJuHa4M7kwfV+&f%bwAJNE((VB}4%6b(9lIj?XqcqVisjk8< z?h@Fg&miGWc4_u=u-vfNa95)~35XBM!+I_$F?TT{T~1RmkZSlrZ!A{iOMlg6CrDwa zuf)cKTsgYEk|4$Axkvjds+#6=76JuNEWKCl*g5));{EQ_`h!}hSH`*ZgQ@Obx$8U6 z6gjOu`ln*|O9}R$wQ}jtvk7yso@A3-`S7}}=307;9u4ia&-4!(u3lWo^3gh-v0-&j z_!{tABEB1ZBbHeOyTblKMZA16Yy(vN>FKJ@)RGFnL;bCX3?{(Wq#xajF>c3wTKOax zl3NU~ z=^U#}6esKZTwR`8Sxu*GQ%;plaA5O;hDpl~PHPM@AkX_QUWxGhJLLBMywwHbwb=}t z$zF4eQ~7O<0b7rbga3wG+7$HkNln^GoB-vih{mA5yvB8fft@uq1I>H42qx6FS8S%B zb!cByX#(tKcz+2s zI+*PawX|7W;|2#4pUzt^&plPU=qCJFUE zz3Tk7o-M(z^>jA*7kS=e zH@h_CN^UAMTMXn#P}}LPAVVM*Sk=t#2-6tg(oCHaP{)O;mPJ?z3pC?`9e&zulAi0b z<#U4G9MT^TzmR)W=shKvD&-J-FkM3kOF^;9IO^nzaIhvnI=#g>vUw38F2^62v4lLH zH9SWd;eq+x(i)x67%9Kbaq&{J`6E}mJ_LQaCd`%#UITRa{4M{<3V#oIee85S@`Ya3 zsaj6l2sKf+t;*HF&Qb^ZmPx7GHnGOxyM~ROZhr*dl40fUVz5vNH0udeNXeT?}%mIbg87Y(6+>_N4O z`6oMoM3DYqlvJS8e_=7OkyWxAQ4c6%?G5?W+8f!xE)=?FjaViGL6v|@NI-nMxS9oV^Lfs29)p4 zz#hqGZhQOCmp^4ls+#q_UZiLJ>aEfne@$9M#yV8138!_&;USJLByMC-TK|O46|&Dk z?qAxXIdr~`Ng=4u0>;>5w3g8(?<@@Eb6cx*@b7E6_1z@>0m{6{`8iQAUg}kuQ0X%1 zkv{}V?y9f9-n7K&Y}LFAHNV6n@qSkq&WN|}*sOan`6@21Zw*o6(xc-Upr2g4A!}U0 zf6yt_T9o9Ak;wVlN$j)T?A2JXktnG3%KVFUHo^Gd_c*$c&m-kb83sFEPs1E858nFu z>10a!!JVSqlrhF@N?VbKcVGc`BX39-h5H*p#7|_1Ri%xhEhE#I^#R#4vhxTsQP-VZ zM|y%7MjZ$>a*^O=htj84p~%$lsJ zb8Nr)0Erd9b|oiNC!D=+E}kqFt8+f^Sx7B;En8CTwzaVQW5-&NQ<-mlRWx^L1yMIZ z+iFH<{v;MF^d}^d-dLO7*kO_q8?|3OoE%gI@m_sK#WUw_8?zapx=YoRc zh~-l%Ou?HMiZ6-aH*Kmj{02IV=a(3F%z3voD2F}~pB&7c&y(hEjxt+B1_HMAHzK{q zi^S&2_|ua3;{s1DmkG93NIVx^Ho#J#65d0sGusx-1>QkG&E!Z7xFHzX8lZ0G#ty{iMZ!o_<+-CN)cnZR%$-c#*$nqUdG_<}p zj=I}%ERqdBaCDs|SMpi7bg&6VV3}Y(%wJGWO$}G9s4PxenWM+K&2u1Pg>!6Z(VTYkcWch@o!*SPG8D45zR zINb@tcHZu^g?xL`Y2z)$DCKi>|HNe5+qLZ^t2JLOOFZxj;Vu{D2K|=!rkWR;d3Zf0 zHh;t{lA*_#h2;If*NFYDCK{3;pcgN%cE*k`pa>>aUr-TRSt%;RmE?lXiyJTV* zKwx368D2ms%>OUzMk14c$bTNe+%925KqD~`*Opl3ZZn$Ly$IXrsMytg)Hm?b1b~#U zTkI<()>1kxf}-a;p~vc?KD4@cZLhNhjmTXOclQTmLn5z*rrcw{AsYmmuRrLo0^$Cu zG-`9(LK)J#D^qDe1a>%$0S{n~iX)aqNHM!8w2>+FMe&5dr-(syx4z}&SHcP<8XZzt z^WEhnPP=kQ*!*$2PwR2Ii`t@|bPDY|z#_jUN_{l( z-62aykzw=k%#wC12;y+|{`O#O?&@?h+~1*Q(}Oag;HBrH7=uqV>!ILJZWUNOJ->=k#?WFvtRqZF(q2Xxq`-Z%-Cza=y{yyzB~W@W^gIf zUHAIB41Yr*>D1bhup_5Mo}_CJ!8KT%Bl-&FyP78D4o@ti5Xh@uR|36KuaeMLxYd}F zXkny#Ot3-PP6EaaEk#(x80038cE*=) zn+I;|1LGI-%RqKn{VCO`c`J?4VKJPxAM5wo4pdnfzpJe#GMiSskU#oFnfE1<-YNN@ zzCOmxdEH=8r+T`&bwcrKU*9b+!!~xcX18yzxUsKrE!TM?QLMmUfuIj%bGB$AQSi$v z8J-tLt60pd3K?D4y1i~cLlb#~orX2!8q`x8!Yi_uN1Q;=-+q(IVabu|MCQd&p|oKA zGp$QZHD{xG=w9%O=lIE!;nbv&fvPs?-3!L}jSpP(K&RNj-XIbNzJn49{~s1dqVfh~nISXQL9w{p$47+yP!UCH`UO@o zLl%5M-}rT2O-Rvyqi!O|ZFa`0699^y^ujgeM@*w_cQc>iMKh|K z=bwYVy?Nf|W!wur@16ShHl%}^U$?jff>GL!t+ieY*k`~ss9U=ouif!1?HZtND!yM} zb^S51C_owmw3^e94cCBa)%YM?%2S$k%S4j^N;>t>$VD8!BjAIbM(-h5-)+m^lz#;; zQ4!yu(C-h*))-vGDJe<}fv<)?&j}#DxX|Q-7$ayQfu7jl5H7*`b%#*kf0FMDemfu3 zDjAI`kR2Xz?0A8*roHrqZ6iTxk?m> zRVcozQ^CjDnWPM3w#FBm0?(UsH$B7orw8v~Z{fZWr#cfsz4P^hcLvft*8d;$;>Z@X z;3GF=GH`n{0Oi3m*TKQi0HGR?!NfMGXC?}3`y?lWRU8o&@tP_BX*ps?PC~{fgL$C) zm^7(!J|Q3a69u=%pse8hg<=2_BC-?is1)7Iw|hxOW>q)b(N)u-qZCx}oAA{$|i@t5f>>lJ`}4&TbY@ z@)3EH->COZaU@qwnr?eu>NdQ{txtf~f~H{Co7qn%9C?haWCfyH6Z`ozP~gtbn5puva|m<2NBc>X z$DZB5s@>;^`V>mp+(+R{9s{yqwclNoMdu|#Z`bp7d%l$z^#5O(J~ZB{hh3`6Eq>KHp-dQ+g&!%( zTEuBaF<-|Qm0P0Apw9@9TE6MTynq{CA)i>Gm=DF-nnljW^psg4a$J&5J?D#Pilhv@ z-k_8uI*Pv_^>kQl$E$DtVR?kW#{!46#f`oSXaSbbmk-m>oUcAy}&&r zfxr~>b^M}n>S|{TEA2}KM^0Pr)J(qcoY}1IZmvPK|4gw9h4sg2D>CY!Jbv*V;?Ou# z%MhYb=Zqz@-dW+0nCB%%x$k#tpryDDsuMf=*y9DmTs_sM{8rcn)9`*M=JfR(Bx={) zZQt2mwJFtIXnM(RVs?L{uHVgP!~Mj~r3^Yj(_1V`+EhgGvFMisKIE{<*Lol@JqK51lG0kVj0ks?f|37Q5>NK2QSYj zVJ;?AM-;HXOS=gAmt=?S4d<@X-h!Q;8c6}0#;oAlu~uLq{bVnp)-y(W397Gf3;{Fp zy-C_l{*D5lE0uN~1U3uo&%dwVBxYG85J+QO&2BMCitX9CkB}}`t2kH$uK~k)%;{c~ zb>E{AvwL1O86$&;=2m8cnv*OW#85@92q+oCV4RS^=?h)nWAa<}-!ho6(BidGz4`;~SV(?3oyo~8H8WMwFZ4G#=CX**QHH{U_ z>ljAO&qp8q416wD zXLB?7DM0x~dbcOFb;67v%%7nA!nAx1>pq6@b3t+Veex>HyxFFcXRBU~hwv{;Zb5vKC~i%>;(s3QQyZPg-TO6B1FAhNq*m zs=+p7NT)(byjgyQ%%5JCaE};#DhRw{5kTDWgZ(4{^Iho+Z((?`GrAzKG1r2w{c%b%|-`Z1nu)9$QRBtR$rB=L`8KwD;l=B^H(U zNf0pf_Wt~|-wOn00)x__1tA2$f7+NGF*u+FKn8lOb@#*nWmI4Zt28LTlDSCl9FnD# znr+;HYcHr24j_k<`(@bcC=&+nAV@z_M8St#BesW5IOrJiLPjs&4QrPQ791OkPZmVw zs!2$W2%cfa2vuF(JZ?HS9g&90F9duSH_xHO%DLZNGbc*l>iY2Wft*9#ca@-s=`{oi z{clX~RBOa{47@jk7n3`5Aur0jDy}y|OQ`bkLOXpz@U`3U5QFYt^Y^^{%9^{(BHnqd zIN&6~pc6a0^34P?*B`T(Rrzw;sAY=uq|}f)pM)2i@lJJixb<|f%*COt@~HdQ8s$Op zeA9Wdt@{v-Px(E^j=qk4kJ>$`%@UjP^U0S)2H2-53p_1iqL$Jao73M{UZ1*t6cbzN z8CDg1dr|jwQ*Dc{(#Rf4tK3XObCRQ;B9Gj=JC8WfjqS?#Z4+tOx316OYjtd^uLok2 z2;;oP30Cy{UH7~i(^QRx1Gfzz&94C z?Q+W_zc;}wE<>G)le^j&ycF6Cs4#*P+U@2H^zvgIvc^3rn5No*eZ_vOJCt{ohVQj= zJ>#1`q!;J(W0|DnWYM<4DAVo2uRzD*9>!MnB(cWGTAFf139?RhCO$mH1>;j$H?9un zL(~bFsKQvATRScQz2bY}a0Z4YX+>>|Ia!>qJHx1!Y++HCPkkDCO4mlxO%kkfRmxbS zH$0v7*>4!@nEeSAL~L+Kyf=AceGw<+3;ND%53yBH!~W#FIO!U(A1#&qjv3)cDfp=l zp){nL=$8)S^62L!goB#7r&sJgt%x>mzxai%3HUP>j9}aZKvG7bx8d5u+G|)(B>mjv zCHF=ln|2xd{S7*10(F5kPlnI3;YEz&GMG1OQbo-CBKX_5@d3Wb+CvOQYGT*hFfM&^ z2u?BgWyC+&ygt`$BYeh9QCAb{dQiH$o7`|&5km<&I!JUYq0 zYD5WGa4<@_>c`NC_UhrHNL-H*?Ge#9XFMPpGBAcSG7^Xg4u%WqAyw88Q_zEw7{1&% zl@mGAJ@SqPu2#0#Qg-%+rFmvq90b{)N!HQ3vxqgBn(g!E3YW7=WTd5vs`-I3@PteZ$uH4ZC#hJT2pSh~=|uZNvEIDExx zU%DJi_)LS>e>Rh)(SLNX>D1!j_=ay>codC~JY~JKb*F5-JtpDDZIjXavE5yW?4~Lq z=`CY)KD~L(cw|$OMON)vV8BHh8r>IR2N@R$&=}3F+EjOrs)HcN{VPmF+TlF4JvIuT3RvK+yxN?-wic z;{_t0n|_#q7Zq2A!1T7FWqrgy!SXUAy*g$(5tx(6pUww4W-n=F8Q})Qy2b?^sQ2EX zfa1+>_mI2-MU_u*nRAkBE=fE^y5v{cp)a(Kcxjrzge_Xp^Pw4;V1T!3f#$y2IA%aA zM{d5RRfWfv*k^F3IG0XNM}ZxyQ>eds@(K08(^j;|3L^mj6?_iO-1D@(C{Db{Wc@pI z1-TslE|XQZD0U$lHv$8)cS#M|oF}N^-h%avY|dkpHE}c~WrUG-`ahlBOUK#3E;&VI zG#>5%bMsI1P`j;pFd@{uzX6x)$#1}=jYM21M-01x*``-t36oj+8H#O!6 zv3s`A(R zp@l_`NUNiKdO?@}Mx8n9^G8K))XxNRxyV2cCs()NNC~_J(UeXHy2fu#i16?*-p!_; zp^I#LSS0-H--~oFcvvJ8$Ojf?_OW?3;jvFLY-yetMe3$qy1cPd8XhNjSqsPE>$f>Pq;R0z17$lkC?G`e}^g#9yDGVcN;q;62>X0=&bT{0BoBMQ>jWAf&%Zx2o$^St>zU5(gD|m5JRD{3Fy27JI(e2kJ!;Op@8LvG#UTTT2c^a*{+jN`U8u? zrsZ!-L2g-Vm>?g5^;?M|hA3+ZKb!U!l^Ne#B_i6|hThtGIgAN086!v;;;T52XVV4` zqhI^jqr*+nR75DA-Fl@NVv8r&waKZObE=MTCb;3y>WRN-Qrz$(*z)LQOYkkgO~=Qf z B5laP^h38U*{`M}^Jd&P!ZkkG=Xh^><(G<~1s2S;+3W5otNpT`*h@LPYMkEhjd zBl2klpgedz7VxqMGDH`aA0C#W1&M9NF$G`wzlm;u#tOkl3n3d^f_6bia@&CzurO2V zTF%f*Jq`(hKYqNF#6uGAHTB?U!5!{UuPWn(i~}nNe&vOHZwiZ!2p1kj*>MsW$<4%< z608gr#{hWB;evsHloeIU7qH3zG;69>TPL_++eFyl{#zs@!ZUcZp<*<&Ski!%ahODM zM0jjCm@Whp9w-Ip3pK&W>YT^xKJ*D7`@F7e^G0_1&AzEY{{kRbt`i{u%>V8{P<;4H zbI;@2BsWlbz}n3KwEv`@sPXt>Fz7S+$d~7FGP&0= z-_^b?=#b*zBkFe!^DmSU2h|za=nZubYjGVCmp>>G&$v237flr^;HMf&Eu^V2-xn!q0#$X&Th-_ZFO&J|CLYv z3OeVVy%jt>BUuBr!#(JwSeX#dnA%XDA@G;@w70g_>&-?c>$rv2P?-dgp&`BuB!+7l z+H3#R*`+g#n7#)AV*r3%-PgtEmXfCanuf;Fm;-);ja!kNdN@8Q$8L(IiRqGL$A_LFJNtQR0ltH@h_CGB(93Kqu zFK%gLx&A!99`b;y)LUY65>6Pb`4V^DS2a$D#WKSY5Li?wmTb{-Tt_> z6g45*Patis2{&0EvWYlT#sFgI-pJW}gMMr8)GM8id@qr#mbJx?C$0RqdLkgvrbT`s zFD3qTcbp}mQ4WwxPZ!IFt&9q=u2IW7g>kQzcdf-k@UvuPr4Fj}Rf^(=ony#yG?Ro= zAS%jkd0t+72Qv!}j%DSZ$U&Re8E4|nNMMF5yQK>D8wa`9>3qqU4#my0N{6!o1723*dH1tic_JBK4ebYPuv#*K+1ePTw> zGW~_*E$$s$YtZ>bSv%hqM?E@6um+77ayvmeb}>?O{WYQ|%t5fVBfe}FR4pY4^CMtI z>_&X+BhOyHDC~UyDv~IMJ=`FoWQ*Y;0I%IxKUal$O2jzy3_mQR9ai+^9Wje-x57YP zkRNMYw=WYs}7I9t5gq+4~Me~xiF zPw|m=M-!5l!O>HwqA&8fm`&sP%ZjuX|0xyifpJ673#0Qw2TjkSS5r|FX`4KXyb~_1 zYfHy9zF?QV&9o<_AKE!`*(d$ev5Y1PYwF%Z!q_K0gfe4{ZbD1X-$-ok{v^BQJip!6 zQG^um7roEqTLT@PfW|qMpB_AidZ@>`$sYtDplc2qDdrxjD53`{3amf{L<5(S00E!} zmu2=RFKCSApGt&cP%OBWA{8X~1;>c6xcVj1O$q&Tf{yV6MzBp-_lKE7= zUJw8!1_kRQJUTwXvYsJdg!p7`E}lDkK3_q#19m{!GVj=RUE_)GQ?X<2b%v7pRUc-FIa{={bcxL==*U7wLp8pc-Y zrH$KU@QY5`}$1Z<*(8=p;5&9>Gj?M7-YjW?qc0&H}hSc)ns@yVQm~ z$VgneU5=QQs~%$s2Nl-1y;BQltcQD?%l0p# z5a}U+bc4YA-vHDgzJIfVVrrUFcwv|xI#sjM)Hg7rFu>>B`BrfCF0(HqDN(RV5@b;r z))@eDwc2^J7swMhthl$RXIiYdtafkeWLZe{PP{B3lQD@3iriIR2SS!Z(*qw&(@*_t zgQ~XjlhbCocUOB@v^94=g3^iy*cok4bt@AGI6z`VP19UK&j_BPhCJO0XQR0w)g_Ku zhdP~5a`z`C19iEt5JLI{pOW+x7ThKn10vdMo9s1c$xVv2j#Q+e5;j zEY4E7_1R|FwL`vjJ!jJ$AE^Ia24ZtGJh3{cHryyLA-CQCloG7u;Od{IQ-=Rz5VZ|5 zkDaZxxLqDh!hpr#*v^P`o`SNO70NLys!=9xzxkJkb!7>y-N6D@a{yf zYKLmVn1a9<&Ay#K-{Oqx#T{`xghja%A5@Q8lr_`Og;?l8K4f0|D@?M5Bk$pkm zXCkF5=1(E4ZwkegUNc*gy<@B{J0?Tk*OI*4$h!ULTQ`n8N7_8|L z1ud&uT;DdYFVLN~rM3B$?y4976MaAVP}aUbt4>>9vo;CAhu-R+AIB_)LsZJ?Y^Z4= zU_8XTf0@>UW%V9DSk_nf?= z*eZ#(*i2De>0o)ecCxAzCcaV8NJ$rQ%(1-qWd8{iNJ5A(%wHVT!-0d-EVz(|N*#P!?zbV z1r5`MXjI&+j^_f{owzAC9EwlPpADw{I?oL{{+7Az?vF2xABl@* zBuq$deY9(ex6x3uT0P7`=PeN=8C64`7PxE`GiLa0h$o_!^QmAHYJ+PBo~w0$%yhKl;8I6=!CrMAoDOvuynX_^$-i;W zKIEEmb6W^H9NL^H*U*=<_@~!Y#rxBeQ5D-R9mCglLoW|oav(Eb&SyF~1Ll&-fdV`t zVdQYfeG4B)@ml@#Y{{M(E5{&32RYep7r7vRmo#$P@GCyul4$+Ndx3wLCd_KQZ8JDJsti?d@n6fWGmrYjt4aH917*n>=T$-i{!q88};UsA{5{n8*nJ)JHu8 zuDV^seVL}-vPFeRW{rF5t{689fpl5S$ZT@UqBe+s+VDzp7{xa81d=+Twy5)Ev}5xx zqq}50B#76SeL$}dDDrO z3?&J_t|WPVc`*xxwZ?8>DpDk3Y-Jvqb`@WA?JplgP(Cn3+mQZ66~Zb&J5`di)w!WD zP5I%4!0>)U zmPLl#x4I~yLKWG36@m6L=2B8@6SBCR-EbnfW@ZsbptXaAjiA7> zAdkxp(DBA#vp^N&7KNPL^3MePWwyqPT=Qk~Ylh8W(5!7;&|D6>MX<9u11Q%Jv8wX0 zd3WG=%j2urnSi&D_q+ihyOyzCW?j(GDsvVdR8Wb>mf}1)ptCYN(*lOsKigzUPZMqgV;=Vd0V4BJVRV3K)c%WY^;oq61@&AmKMs=i<6KhXy^Mk9$UkiyeqERBm5o2-m}BlGSJvY9|WT%)Ut2`1*=1-M=Rh z`!Hs$v_K~Ya0H5HzI|_96aRhLqbFmC^ZaN=i+gtheT-^{Rb+k8=q+QwDs9$;jA2N5 zF!mn&FK?1FCHS+VcK^=@L^CxEdwy5A0WD1B{-BVtIIKLC%4Y{Kd93R!LTW?tYh9Kx z?49CohxF8tz5L!D$)hFj+eA54%b^WRp*4d7Y|8 znZV#DgLOR?t3->x=_Nevi=0o5oLZRAf{ww5eFu>~U9ESu!kI=$-C($kYz*~eKf+aU z7Uq6A&Hvd7(^|=SyrLR3;w^mMd*5cXj0wcc?}Hj_ddy$!{>}`!A+2@o}(0n2{xq z?Ax~lQbjuTTqwXFvKEG zZU@c4pqXWkBJDpX8t}@-|MZO{l0lXXQJFp1(Z87QbXLNpRf6>=asPe%Q&{W z@|RO?a^YNX7vl423VR34M47#VC9Q6yI3-ghGrqVcw_~@gT5spB$J$DOf=-($2ZOK| z!{!*5DJGiS+`ji1^eUa#;+W5WYklUTX^+tbQ^0QL z%uRK^)II&~DXhlfaXyoUM@TEcP$11=X%S&hP=}uM^~WwzqcdsQgzCCFXbVJbuc!_K zapI|OA3CmKMT^p>yPPk1{)q~4ObPRDm2$7uHsXnn^5QNC5{N&=PT+$g55G9Aby-jh zffCg$&uz4zXXN;JMt@UL#(a^X^ z2Ba9sh=>q~wF9LP5e6I?sS02|!-Vk>EvfW|bXa3X3p~Sgg}S?4UTtgWWfC7R^EXWh zm@I#Aw7+RWD6GPKU?rbDFois@c;HAcg7V zuZFQg%0TKZuX?>(SgsZ7)oyaGoivn_z#d1EKUU^cm$e+(69eb=<_%7dFaji$K3TdrTD*u zw#Ur&QPB5K;fLmN8uULo7&P2}c%qqb|H+JK9nFpG9jslKN{5EoFb5P8*EGpqya_zi%onXrUsph;YXGeB73u}$A{CEU;RoB zU1_GfvrCo~J(8NnG18a@&&urxlSt{!esOUzr~4hO-3=@WDXHG+AaNj3^u&<)S<7sC zgFuxB@Ia&AWyc|3@E-lI+3ChUZKi2dPiF`cc2mn1C{*!~wyx z!>`48URkn5B;z>(DW@-oMC4bj2~sV@-WB25)Z7MlrK*y>$8oDl%}+t!_{;@UznK2^ zQ!}*7qd}dO&PNfte{P3ykIxKkB_380I#;P=0J7EJVR|FR#2Do!=*D zkw-;^2}OJ6}6GawW(z$iT(e9TKz0@V!;#!_Y!oWz zTFnfUicC84uwTl?99QRZI_{i?h%8+mG@PI2saA@O9nd8uaX?=dZg*2LM?dcN`ox0I zYa8@Tvos@$AvZz#sLRu>P`6&(kQrr`qwh6G(ooj9LYP?Qa~-IV(A1>HZh1iQ{jf$% z-@=%XMoQ#oA9*)jb!NnGFU)O(3*|I^Qn4UU7UgBVV8VE3pZxu0?b$QrT>neh+b@}* z?-@c|?xN>r+Z`h}H@K6oSBk!yvTgGk;QS4c?0Hz*M0R(ctT1FN@1)P&lj>sLv1UPmjqC1K1(0Au@R*K7 zv)}Ot4U|Q{A7N9MfGaS-xM%mHv zLV@l`Ds1U{-!fSK)+iHXq$G+O@6>USzqlmlXK(&$C7Xh(;p|i8CB4u!1b%JV6GDg& zUPj5Q_Xr!-B@F$RwvPJY-opLMexfb85;AT8k8;dRX4n;3UM7CdS zv^jBv{!Fg1Bwn{r6Vqex6Ms^du)q^nK2__g+E`nBrlPkrb4DV9TW(SPicilSI@v}&aX4?J(dE@P8Th)+kgDUs`u`>u zHO#=zpk5#J>ffv)RQxQ3C-#9Kr*diEuilq~Tm5j%d*$ zx&{sc3-|DnDeDV!cn}?gHa81dtb&qJ0HBIt-40)}AW$nXenRg(0-=&C6L$5ORF=XlJLV;*-mvKT;rnOu4|+qkZm8a{D@nJdRbZO2>e$vn zz|y_Wr@-alQ~vfSO>axt8_#!=Vmo$?OQcv1yNf5V^7zr+dGvc)`=Br~4$qq=kTEim z;7ad<-q6d3#O;J#T<|sG`gK=s?26Z`aKmVVU{yGc2p7$eQCpKN=!9AGmiN@l9AOHU z#|jRcD~q9ymw?(=0fV^hE3HY{^g2FI;Vq}LuX{38mT{kInG`{zY0$$-{K57BX>|U5 z61bXRB_<#?c!L^<32ISGdX5*4=}=ODrrWvtiT^FqO~l)!fEK&wM@K*nTb=9&xygve{hKG!rciM_p!oKQCLe9>jNVe{O*U1yq6 zNf5PG@B4@Sa*R776x0_BxoVxywpF!D(8H6<1-Odv#KbE zC26+;TjlY*@P{8SKC|m&7Ke|2l<(C2oZ%(PPd?RIz#`T3CRnGZEZ=*ny@@kjM(=w| zu!MN)(9lq8@~|SMbsN7!eEN#%58Yc4kt+G;mj_IYuqX=R8eXU6-9h@X^6u8NdJBz{ zs6#hx#$Vs$eXRizz9Ts}X4uK;UUI*aD&XPWa25l%wt}v5=6y9@rLh078Wk6+;!vu6 z%XoJ(Pmo>KJX3pCs@2ZAjDHC9M4U>8Ysk?#p#Nm%X~Hr7Yk};H$|_E<4rb1!V(E=e zy8Jczko~u##vZQ&c(xBeXNRkX?)g~hR_OLZP3kdwmPz(NANP5qXAw`%m8AsQh_#Ran%r}EjSWm!Q8@d)1{Pc=oKGHos z-caBbmM~`ke2W@H0@XXp_Zv&uDu#>%o(Wua*`jKo_W`VR75X~}8q+j|Al@~t_BSml zzt2))ikvNadTwXIS7YRp>Sf;xC?bZ3zp~DJ7tqzdd_U^Yp=#RH=zf4DnV^-=NBJRCD)C#>3Kp}{ z(;^B}qif3Vt_B`ub*LlqeJVhf5hdDL_6bEsCqWy{B9I|Bjo|zgX{A|CikTB){B|4D zRWS?)5TZ=&%0!{U7{^SGBW&)SH3 zB=rlbcZnb@)o|RKHRdqsZOz@NyYWa%_5l>sZ{wG(1n-go(ogwY+tGc3e+vzHM_kETe-4wt|*An;jY#c=F zgYf;`T(}bG_G;nR{tplRH6f*$++ekcp`>;9@@vq!15W2A_iX_Yt`s&yor(jdLrQ%A zWz{@osi8yCG~>-q8}6C3=j_TyMpu$P2qY0~-E0H8+%h@qQKN2gJt)8bnIw-aQOt}g zLn_b%O2kqP>y!Gmn!jlVT>5ovc75b58hC`zjeB9FMx`jNpp^}O?MO(mzWarGqMr*h zsvHD^o-c{tD(4aMlhg8+R69J|KKPX2&fpDdsu1rCYgTOYDMzZM_NheBoyv&iBL0n9 zg`irpxc#GEXqt{fdH&gpM%=N*PH_)L(Z&CqtAOtUYuiM6LX;1=#t8gB-kQ$oh{ z(o_g{MW;qZy9!59hN3&nI{P<_UCg>AhOR0UyXXV}H9FRH}+oh_D>lq9_mtxS@ zxycVv$0t}tt^6}R-UpRWR%T^em%i#=ljJ)+*;;+`O8ffOA@Gi5 zt4_eTLhG7I1~=Nw*Cx&-Csw=c)ya=(jDZfCMwwy{Qe)1ka+Dp0LrRlLt-wapn~&O% zd>M_*Ft5V{Htk*Do^xB=BCW47vMr?UsgC5Ktd>Z79G+-B$VF zo48GJjDt7?5-8@v>38N#ZhLftHV`NjLD~jk*+p<~*WM|%g)4?nZ;(HlyZqoZ(sOR1 zk}(`q5xvq1H||KefLgqi$33VKx)2!C;;O?5ThrsUXR^(@@zPdhqi;9zlz#?vKC)-F zUw{-<4&309aO)=8znQN`$rk|gm&ZX$`n*%ZeJbMI*qqipR_Y3tynGhFQ-__8%kK^D zHVC^Y@So=r4;rV|+-mds5lK7+lSu+h4nd>@m&ZH)p5nD@DA9~u8SOt(+a(%)sB}Ry zfd9l|KsctO2R}d!`zN{hjtQ72y883d5Chj{_&6&nNmwiqb52KZn8?7>%s?zqn=P&hQBPY-3XV+2TUf$yLhR}esp2eS`e6gZF77O(cDgk7ui4_|vZCkQ*eG;C7}y7vZrXMmQe3~y2!6~jM}o(k2H ze-$@gR-4xszxQqNTxsv>of-D%PoA9oV#BMkk+noep!2?K&VbuTU~we-AS~cUY$3jN z(h#|OGnbY{!gZg$5_H}E?GB!n>Nw1YqBm+LQ6+OB;LS6UqT7lpt;utvWCuI-I!d+t zk2^Dc9B^c^8S+p2^7MK&4;L#+?!JwoAjn9zqoQtIxAl@%O3!_&%H@X~4+P0eo&vl` zJ17`2VXqh4{j=|$pfpi*)FPhc1sd$M$Bu8j{6Q_{Mk{^F?*qzA5LqW_kd^B-G41sq zx{wu5id#qYlGa@pZ%`S+rnUsA(GW2--s7BK@UOu8jV#h6t>c-r4d3?Uw@J^CZrVgz z=wmJk7?5w)WYnbMX2+15N|?Th;bO2EkH^sI&vJU2sNFqPrn**`#K~1t!^kQvZ<}6E zfzDi-X>o;C^Hdg0vFe@nUOC;zpJ8I$)vvTitjtm-@uF_=RA`~>9@Kh|vIW}UY$zy2 zf|~Q)gDL$%LIT+)|Aup7Y*0AY2n&;k`p`G?Qskj;<}Ot?65n^3%5`UX#Jys9J!(;N zyD%&Gopb@FO&CE1d7(yl=~LGPVP*^rj=PYZy#r%L#s&Q@6;XkG6={W3CQU5oX9pgO zOAUi<-x;q4< zyCwe_eBS5r``*|0`xk2sYcbsSxo6JaXJ7j|*V)@{oK^=A^OF8CyoCs^!UjsXeMGup z+T^w3d*_!I@!j8E2|XJ!M@9~?7AB zn(kz<2fW5UvYi*b@(^qw2Ql>w!ly5*>Z7+E@cm34MI_Zr9N_ESo413^-AwJw)*FNp z2`kuSO<)~;xt580+_`V7wUexMQ(}XCO({ml^Fl}yQ#_GQA_E<_>fFtr6OS_t>qzQ+ za$HY`%}y)bT;{gN03^XFuS1;qsXb#L^ZXS$&%g1vs2t!BFCaNYw)GdM1L5o-RgnHt zd_vo$;PvD*64OY_%MaUOBHD$#y49VldL>iLwXH!NU0eoVtKe6uPSK#K*m(ZfL*<6@ ztg$=^!BNzHc2n|Q0q2cr>txA<(fLtN;!S;&;0rF- z%d*z^(9Lm)9*rF`xqYAnz^rgC)XV*I^gbTQx-~Us5RvnqL!a6nQV|Jpw!lPo4Q8lq(!4Fc>T`-bcDNxmYbz&&m=}2Z00}HOQFGi) z4B#+&C0Zd&_K-gOleVK$Y;&O#dRw^8HV%D+F&NC}sxYP-^Tw$s{la%_9>CI2crJL} zFH|rJQe=mcgI#Cq?WogE^Xs5Z!cVX5Lm+eZ{9(@i;d4>BGXC++OfMi1O0+UV<)1uY zIWE*@9ekJvde>e0i`0>``Bhsd5#E2{c9lZf?Qs9a?fUxYGed?8L9SljMKGc45}o_j;Nx_qVI=!hxtx-=Cg0* zC+nTQ4Cnk1UNY0(OfQx-vSDp=fZ5DbYbiyY&s^nLTz(&Ae)ij;>+BRnoUp9g51FT; z4}k=C;UfsupDUTI$1Io>$F>|XQR@URELo>i_cat`PP`=|;=&9wlpj99L1o-jl%kue zwTd)+*%sKZ5eWG3%v?18?)1mLLBd3@;}5i>JWaN z*&yoNKl)do$Mu6PP(e40_Sb;~gpgK?uzz4uDM|i6h&v!u-uWN+4X_9m>VqiuKV;kw z3D7T5?4Q!3|IA>c{sK)|1Dz%`bdJS{D73;Vs9WCXbldA7<#yRFQr{Y z+ZC&)X8~_6=>@77QB#|28XzA-ru%NuS=?ijYAw%_T8*C21DC&2JyXBRTD;Xr>s9QJeK<8x^IWfL*p~-qy5(0GptbAa$Nb`aL>NrSzc|xhAtz6=~A`_B)ZioGcwyxIO0Tyz>f+{SY>7jT*sRc~e z;o$Z#1|ysTi&tNt^&XnZF0#Z|%T`BheR?BIL_x|zpx6@@PVN)sm=`d>ur2oSlEK}> zKL~V?_|9P_A|hiubqnDri-Tcbd*!)f*4J?Kk7Gix??$@gKqAqL)~V>s3G~}CM>U(1_1@4;V$_1vpGNU1 z42W#w!#N0mb1LAXctZ9YHN|PiE$S&<~%oeiQDO& zTw<;_yn0FR2$GzQl|Te^Tkc(+bhhNWyY6yH@LsamY(M9?lvQ*@Cuh`c-!}M3As--M zCRP4umr*3t>06OEiv>W#Yu_vweie_8oMZ0Y={$~!-E;?s9P=jrXydS=J=oySn$8iQ2}M}RfgeD0fR z$MKzOql1#qPU~|D#y>wyXX{g@=1=-@MeP|}=ygYpoDjBj@wo40pS5I@GbIj|x{tqW z3AsYrCcT_O3W7I--D-jO_3DE^(EjoVsMHVWZx3|{R!}A!4DEw2XsX%bKEcX%d=bu6 z?1P2p%1mR3h>wS8bSz-h9u_6#pCUs#o7*lBY5i)mt9il*Urb-x_;kfUx`}w#1OfAm zPWaQZv|I_}S;ocUE(iArYIXr`%dK_GPk(2@Sk!B#lCQ*tO*A5^#5d*!ZpZ#T>-L0- zMfPW)ww(G|v=8n-zMUS$EI-mnOS9ER`Qhu93AA-tc4h!PFF8a#VXH=Z7J}-N zts3cEWLz@(fgjNAlP>yfz41r2TAi+Un2Ju_lQap#X5BJ??fl~muFXa#O0g54dakDD zH^akVJz!T?*Yz$fZ*=U?bdj34_T-M**THRC(4K07+{?y6#TEZDck1*qe973U44s1r z!Mi3dx<^i*?;$S!C?76AvO`zILY-GO4KzSFA_ZFH4zmAXjA%b&W$xz>I9hjkEY z$`s5aLnpb@t!=sM)X;k#8Aygxrs-ELDTBHY%&=zDnch+NF2&d!342Ih6Nmsz+>x^! z)ery#7hg6^6IKlovAe7FaZ@P5ALR z{33y@$tXP1up>;M7Eu0d)xS!4QLa~uexEbD{}JQWfbvvjMJd(U7v0HD8(fn&xOU>L zdi}GlANNhR>RbEX?R4JH`EAWD-#MGFW}Sls?;Rpre?Bh5n>2#NjECB#aFq`>ECn^; zAT@AQ5|9Ooytu)+H9&swW+1S}$__UDTideBJj}z-7Q55}8XD0l{p09MS@I;ljz1m9dEsF`E*rwS1dAjXi9-Y_Zdr-0 zc>x)x=>hLeKa2zI2LlXY0hqqRcLC! zm*h%H>kV65Fqxym2H}yXb7z--29O%m8P~=tnohhg*q!gs-VhSz8V@c6?Q!YnizCM~ zSJcSV=+jIFE1AOTA-l$Vpe9o3S38so9_dWHjJ0krOP>if;SiPQO*8MNLkez-${|cx z6ptc^~bnCr~gh1tV34%V~et6wU4R^%CVWL!e4CfZ^8`&1Pth+=+wMo#+j4x-K526e2u~} z9rtjLIFosC=uFv90iUog-)9815pO5Gz$Z@>TOJB$4b@*r;0FvHGVAjq zGnwN(zZnUDoaqAo^stvm9waCf^!@}?mmqkYPys3xKI-4~lgNhIfv+s3->>{CYVNv( zYmoFJkcOjE6IDn$$>H-vGvIFF(#cQsso|XZ=*-7=&#ANeQr37rsea5-V|?;;BI>%Uk4D?mD))pz%s|-mH4k4C zMpGP|-}eozk$?eOAC}A8*#cx8sB^vl=HqJp}hpk$>%#Cr;o6V ze|^=nW7z#9Lj&oHbZ4~tTP0&$4(eI#D*0%;AjN1?T8?O*Jme7)|AImc)w3~`1yWza z5p@pX?g7IsV%l!xnnBXNpD*%DPQ&MA9X`D;dGp5em_mdxvmw%UbZpHN{f&DJ3D?xw z7vxKrZrxldh%LB@Bb3vO|##ot%CND$r@KJ18)xtL|BX?Ky_3o9DZveL_v%Ot90nQ{D!H7HhLX0jF zDJMVW^6yYpWXsw|f}=<%V-bIplAVU0+@|K@?im|LjTksr1U9&mh52H<6tOIP3zEd_ zy7Bho5TCq8VVX>G-e1&>PGMseVet$~3eLT~@P z+Lp7Q0S6b?iQOAu2BTJV4B?QsK+)JB2Xy0gRyHsz%z3;)`#kp#DFVV3(2Y-OS+>~W z`9TPZhN;l4l&q``bBQvo3T}E8xxrJrFO@GS4H-IfD}6O|NQyfs(CfMd^?3SoD0D4d zBZ9H8;AEtbkwb{7D|dW(KfW(zMhO4wk2l~pLDG{aOb~o7_`kp2NC)WGO9#4u`|F#1 zEpCfvffdQ<&Cr=@{+5PWv(zOv5)YdVE_=StpP7vfu24gmYb2UtEs;*faupi`MZli8 zN+>$ZlA3^qzyX;C@;jX;I=T=G8?Opkg0~T(D&i}vbnhPw;61nrIB;@RpM4F*=2Gcd zO1dPM)OO1J2YWdnCKEB=7CsRjq82e>Pm8zCE}Mrl#IRFr@5hOgm~R-AL+)RI+w&#N z2Z;WBy_Y0`Yxa@f%bhuT5vm3Kca4A?I z&Q{p$Hv;f^pZ+x`_Ij%Y zFjBV$De2O25zWlG>RL8fpnMo_tfLxAaU)?VIc!We<_>8BGX8-nr@QWaO!QUNEmJ0- zqAkQV_M}p$^t_Sa1R$}gK)B;_xE03k$Y|OKXtZ_y@z`c!F+&nYJ-QmK)yE+Kx`r3G z=iWZuk3bW?GGM>pE~nHY?B@OqQ6HqtvkhQf7vlL#elvJ3+M=l1D%m2uQTZ+BxJk}Q zY=0_Z2qTgd3wJKw@AhtTgQYy<)(dMYi24)bWYJo2E%B~}7%K=rKm7lFb)Y!odTqRa!Ys+%@DMn!bGa1Ev^M#n;EAX3bCVnyPAwLAWlX;DU{u} zw`+hpH%@a{BMzY^TtEiz6=?yx$%hP29K;RPZ8~YW&iAP%qPn{p0PKS3){6xbxA5Yu z@Rq~t#ifJh>z2OvXyo9Rv0(6v*cZJpl63T@>(lQdX5-_kYe7FFK_};yR!(`E%|Tc8 zf$B{C(Hkat;~f+@iRfmPANBc|5G+3y(Ol5=iOfD1rP;EsH83J8&m5Xqcb}MdoX+^r zgcgf-<5s)6Vd`jI6lJ5X8VIV>)i(p#3#7ST-61eG6edrYB{%q3=@os8 z;UQ>Ai`w|<&Hz+%-`03fK@?4={`nwe{`yl3=&KWU&HDrn^#qO#GslJdE0TpEF)JrU zQO5e>uNKPgI!Yf-kYi9yt9R*dS_*O46N0zUlQoe@DiNDR?&(xJ5QTt6%S`p;muQ)9 zwWAnH;lyubxsX&sE;&aimldggXd8VCBe7pBzK_3QXrc!#g>Fn^4uij=slrtU+}WP9 z(c3@DS;iNO3CIXUKh_B0QEf+XdA;IQAXu3r4P2BWXFJE%HHTw!7K;tInq6Sxer~0* zDVi1Mcsy7XH6iq=!GEQ>a8FhXaqKcOCJr#TrW*}8DfcNxL5|X4x(7#zj5n*39#hAIJ)^T~v4LxDpeLw8eSZghZPZeCM|FLFk}0qw7~b@O3Syl>P~$-*`v(xm z8$kgvGpsOprvqZ0i!Xpx_;BL`ZNbt9(?4bzk?@v;+Rd-*qe{U@?}1dpEIepQOg6z| zO4|x)kd}xKl}rD6k)=a`DWB9YgN#xG9R*nUFp3P+L=$GfH}ODDSUWIV0&o!o)DYz2 zOW+G*5(->)%F?XQgbnM+aUx#)@_Y%}g0ZjT-}m&)<>2!J@m@r>*&;(;sL)^qp8=72 za3Lq*k=iT|VX)vAkUu0yol3zZEhKFxiOn&O06!*c-mcY?CiPlgM>9o=rh9&KRh#3RtZdshcJU{sdtD1#4s>u|BaYp zNdltb{*N>rdi}2~oe4?@{vrKg2V;B%B0rE|zb7aE6tDbKUO@-t`~HAx*>L}ae;x?N zKZS2<=yU#I?Sj7dr)7s8_YWoo?R5VqLtulv2T%K8iofxEsiolD5(rGQdgkQe=KSj* z{QSS@zSQQ&kXnk}W`-XMsDlHL71T&pgEysKw#%UxZHS2Qeal6%Lcy{NeFej?Io?%} zF@chqUdiR<;rN1^oGdy{H4@9}11@)PSobBQIW=K4^*74ly1l^c>&y*EHN`~|<#VNZ zrQMVoqU4iNP-j%MO6iZ&ua5ieWk<$A5^sXU1SN$th%-L>fC6|VC9jzTsi%$T2pUyn z(1PSF3j!nPEnX6HAdl399jm4oU*I1kb$*$aaVj6uQ;&Zf|KlWe?0vDwdG)C3m9yYT z+p8amy$*Z%8|6-|z7kC}r;mhL;e|eJu6&t~nQph0qX0EXHyEp_x(3BCibU_PC!s5! zb2kxJg^iHSA8y@~63Cr<`CLZs7CSArxR2e$Z+*&M+^57>Ug~qaH*T3R2;|-lz;4L6 zC8Tvz#j!ZK+|Rxc_E}UD^`p$hR@Q41sATecZCPJH*luP{5K<|7h|{vV92?z2J=xY< zMVi-LHVxXzBRGV!H7Qbym@f|_w~ao>3yAj%q&mwKK<=>;Z2vf<79pk)z|K*6_2^O} zq~A`%q#5o7HM zj;s)u(~@dL9}2!RHZDJZmoRrwxCEfMnD=PqH6;z_4HK2TDctp6_8f}7DqqBsutwHg z{xAfZFj)3N@7%B+Y0(KNGaqsA<5&|h>zx|As95nIo;rIY)3-7Q<4FL25XHGNwxO`F zU|?U`tjOwThMGXIr-yuDrVo2&y!lL<6wTKKXPhFrqHPvXL(KOhklOoR#Z6nq<{frC zu5G5&D#D#F90;aH^BA&b!Yx0z1BB*7g)|R^3ci7_hoJtz1dZ!y|6=-5ALsc`XhY z35Wfgy!>gF=)vYQpDq19k>h6f{hwKq7Xz}4^&O+zbYry7)z`vn4x?%x74Dhe%bl(N z$OCQbkBj=*@O)4`eHAr?rcjrEyt(Wn&*Yq{x=w;lyt0szw@3RVA(}fvzw)&w4{yq< zua~<|)YGDGS`)prw<7G4+BrD~jY4S^2|x0a9|bju1vI$T@eqvoXnS#Q7C9e?T^t9N z7X>a~{;W{pji|3LBFXpAJc*}Z1_6%(|r0F z#OYc1liZa{&&q>;qF>-j`H}*6mu%`<)jg(sab3T3u^+p5|N1m|i$k7$*Ha>O9LW{O zZ({??Acuk7%kMHiB2d@)ou7b-dwj!0n&5%~P1jsM-d3X4r#jbQAdW@+0(HNExSio( zjlz=Zb6);<_d3!0z5cSRy3x`7+Oew|;(Pb|Zq7p>jm#@2n^Cj1Uj0!)EGGkrV3W$ z28Qbe2^CTC3riT7^CZ1*kU`8J2KkNC%U}dA7eP3^z;qxgEGc+!5J(8lNe2#T_q1_* z$>r3M>ZC*p-GVfb*7yfj{Kh73wG~If>3xR`-VFn#^rViS)If&$b*|$#N-r}C0=u2T z7GHtH;N=V;Dk$)8ZttJ-TG6q(Bi01cYi}cra4S^f3NX=VnGkTv-DToEXsV+_1omj6 z+di>h_-8wY-yA<;Rf?mxTrO)HYZb zxt*kGf>_Yk0p>)krCi0==9T-&EJ|GxBP5+4QH7+EhPD#-sV__3f6$`1Fw8h_FyVXm zyo-5_8C6(|A?-XetNbOZ@9V@o!cE^XwJ&2u-t9B(ot^zEfr5S>9&G8!T!7i|Pqq%3 zPp%-u-rA{U2W1@W9lL?*;(jaqS$yvcTb1nA3=o9aJ70o#keVXB^QV$j(lS}vjBjzh z{cgD~jH2UxoMyeY?IxLbGFytdfQg9KK2-AdrwFUZv%_mz)(syJ_yY5NOJ_3(J)FL9 zmMtA49`~5uJnd-`W3zkoyvxWDx3nAoY?b)r_`IJ(vN2t!pfcBzWs9c@nV;d{28EnT zylLhTa<4D}{8z{^z2pXm zH_B5LC-{M*)!*0I(d6DBHo-5-W<#60KkPdHPU_{VgQd$LUN0RE6b0|*01Gg=D;0eZ=TiMaA-Z8r$)Wm}>z0d!gKYPGUlcJ~6P*~+n5<+1S{^2~fauSi zhF9GiA2G|9Km&tp2xE!sg!@D97!R^qtLZKcAt*C~7fF(a`zFVtjO#q{M?|!9zF4wu zdC^6+*CR_;H*V3TJuL=sO8v~wT^TPgq}5!$IKEqt^Y3vE2S%LUs+r9-*V|ju+uOh& zrD&-Qx-H6xUwqIG?wUxFqsk+)ZwcgZRAxi7SCbHDK)Y6sMS~a$?k?>;_Z)8sXC%LW z2X6EA?+BJ>EOAc+m9}0ODQnh^H7-q+dxCS+gv`hn)KO68eEvMWlF-AEKFJ zG((~nd^Xap@w{o73WfI~IS4~+zkbWt-IO$BEG&aENb8jUu)#(y2<(hUDUP5Fa_Kmj zFkSwHy5in!yTH>TP`S*X1@zByp4k{%f&kFm@)GWd*X?zP_MAu(2xjd?L-9@i&D#3@ zak_^sbYx{grquHw3-a-LjlN<5oa1GLV*c$GF^7X;H`{Ljnf*KP?i2P`$xLq_rsr@9 zwp>h_n40_`8hyx<4aEvUiE(LiCaYXLBysi(3LN$nIOg{nk;p^%D%#Q1NV zRXXhdVF)!Z1!V9s{j2aW3A)1em^BfOc6;Nb zW1|625D*`W&t@RMqmjNDc*Gjl zm*n>m>t`yw1NFK-tCN-`RT?Ej*$o0qST7Kdno9J=SDJj-rWsgps-)?0cpF&U^kT&l z_nsT2%xea|uNN}RIL&YmTFBYji!WiLrAd>V6bwhcnR;LDXkG>TE)d*S|Y6rd9ILzBZKe%bMpi2?@-a_hju;h7C z7ML%MKIjowh}Cpz29grREGip%pG8N>;wI&0j88iUiUVr6M<%2`wf~ej>M^@0iQPvU#sKn^Qf^{})#!Ni=5kg@B%vQj0dYdy0T2SJ6 zs{Mt0y|GelpZ5x5A=t(Rv%jH_3u#^a+wL`POFN+t2DuMxqB-Ka1p!{+GR=#&@7YML zLaU0FTUq?JJ+VuRC>w&_Se0O%bD%vJthE}#TItl9ifeXyuU(Pglz=OqtYd&c9X_k@ z3801o(h$Yk>G%@^bGDq?d!t!#WzU@#7^LOvd|P8aZ#m5O&tIqnDwlg_KP`7wMadj` zU+5G0Za%&Js`3VMOg!rzk;1GBdP>_HYEr*5S;b{g7|0CE^NY!nECyEEx}oiop!r=` z2JNe$pkWvpa3CX95<}aW>H>c2q-rV5J3pkv5}Z7EiQeh0#VdtF@hsslrs;uhvPDLl zz=DC1^3utHjQr45@ppFX108s`49EuE%r=D*T>RkX_rUicNIW7-AVW-tL&IkZTt4^y z8tXzX^KfdS#UO2S6WF?hbWwNZU-L#@gr-nXH{Z;M7!xMm_k4;jINyhszl zIkB*ysh1EDk&#nPTfoA@7mL8Tweuyx!2_sJI;dciNZyEGf$-1{u!8xXMAlIPX1((* zRD;lhzmQ?T+`chihD5!8qqa&0z?daKDcnC%FqD5&Fuy0J|1&RT#r*@?XMqwwe+22` zr9f1|{|j3KpoG&OP#rV$_J2YHzbLLhMfqPEy1!Pt|Gn7J5&pMDiu7TT`h(e3mI0Y@ z|6moIxV#UB`Ww$xz6<6khsbw!|HW;+{Hu5%Z+eHe{hM1%>k$SA>S>wc!jfhJjpuQb!_I?x@VjQKn zAFu?e9(Xr@O+ljUtu(6i)<{!f?Iqt~&!a~)o&hc_-Y4Hc`W$A_jQi?@-9<?!1Hl)0UO`4zQ(88Z`F#ie-H6fE%XS;lFTPe|E{mw3X4;hKB7jFQuHTe+lSnAP2sk75n?pHp zKX}e>3vV0ODdC&5nAeQJsl_>8?cYjk+wUkD%1aHt+9%tix>d$62}~RM`Fi=onU7j4 z|6FthT0$+K4p>4&0DzrF^Cs(h|9Lre8F6Rt zSkQs!hUoo%Bc}q7;=4H|d%01CwE~YLP?V<%%YvYQS&N6o2Qj^Pn{sw-m6QCgtufq* zl8Kdmxp#Cgi|Ai9D9NINDhh0&Do-ob76$z(hHoFA`efT-3_TjMbggP~aa1k(QJC_x zexw>$e{5XtR}ZOjQ1tj!Ie7g8-+3Pe(({?~kUYi%9@^`k$7mq``b;xu37~!u48GZn z%|I#fMlIvV>T@MPx+2b2eV*dz#kLFez~Hf2(^R(Fb%YAYR3F!_#bN{a6OVGBo7|tI z+Vxs6A(CR?16H$8P77Sc5@nt5kN`5JLV=!N%8!M)2j;6$fIlG{$v&>66|l+|mhUP@ zrXz={7<_D${F!jA9cvR11sVat?SFP56hlfiCnAH}FfP3!I0Lk+9ab`MZ^W3jQ!Z2H z!Y<;1qRhf<%;Vowcd7(uM5hr_0s{M2%TROLMSL*c=;~7;5_Wmkjtx&Lm z|7LL$-MmPiJdiR7epxYqzPWBQWcA5sxR-!>-n|^vfcShiu1$1(2T-)y!cTntOa)Vi z)AHv_R4sJ1uSsLdPo8J3+lN$CDP#Ru_KXslSMo4&KJ3cd_n5F(4?8oWr9XLTQra-k zZja=nW|bjZb5?6j(Yv1e)Tw#KM!OU3u$sM*XjUL>$);kv& zG-g@V&8wf>?cCo%x{QNhAD=!z?}yEke}r)eFu+R9t$X*ugGpGmt zE{yxs0H*#5WB`Y!Lx$D-1gyl&zxySMd)I??6y?wkUK~dzV^t90+Rkg!Ne^j{_r-kC z2Ll5**Ghui@0W1=H@56ECD`OEL=*zSL=k`UWWp+tGyFaGkPc?dVwE@<>WTNQ3C^GFj0eCR^%K(HTHg2(>sSk_BNM^}3+EtEt>5uG+!hj8N!_Y01;BfB5I zj0ZX5W6j@3-X}&mlo>X^61ex7p;c$Yo?FuOXAcf^cpb9N7F@z+lML9d$@7%_7;(-q zwIpBTtpBqy52Yp(RJj@%5T~~+&X2l@7z+pz+N-3 zI@>IllIodJ#yt2a>S+{ND!rT3YvmXORe>h|CJ6~460m;U$z|zSOYE!r#hzT0}n>cHQHgdlUu#QG1hP1pQVRV_lyytI(osx9>$E>|xv4hh~>GF#kPoCejO5tK^?uSu1sA}Qet&{2j(>CaRV9-|M`pGOBrSN;{piS6yV3Itj)Tj{Pox=F ze&Cv7XgaF@u=rGb9~ zw|BifSJiJK5S4*>1Tqm93pQ&sN?#))l2_!=-e8EdPZt{0xM0hPmc$ zoX7im+t#TGD`6pvWj=kEvNyY4nEg^SMaj4)E%+cA;f}MC@5N1aiVOYJlYN!+jhM0z z?4ufF%~hQR56c9-MQKkgY=!aI$v5>+HS>HeEWW81sQY zLRvxZB#jota$crfl=4xc)5oe>YNxzm=Eju7;EW0PZx1N&YzL2MQc-Ai3xbey5GBJL zZ0A2=mRG4!x*IyL`QzG==$S?M0mP9)b%ViDWp!9*KNil!V-tF8jW=kWO3u*4c4{lJ zjlU1(a{F_^x4<8LPMgqsTaj%v#M zYdoQ$GDB=*1<@6&@SEn0~=)hiA@VlYiuq8qekA$ z1i{$6HQsJ?uL(J2gs8)wNo*K}mQ3#PL)y#w1w3;hiU)n3t6m@M@C1#cVTP3?R{+bo z7d;E9;1AByGo0Cv(ccc>`0rVjS7cj7__0&*HaeHrkGpPk9b6HNygu9m5Dufc4$$|s zAe2aWTm%dqxiA&eo1DUHskkc|@@+AU2#OwY|SkYDr^%P1lpbfad2#vJ=RSu?${y(X;2RT?T zk}?pon7@EJ;qTPi7c8)9JCGiv@)w;Jp9+ym2GnbJ>28TYji-16SoT!ouhi(}_Lm+S-g;j|qD#;QPFITCQAAxWr=pg&`#&i~2QB0VuaC#NtzaT3Q}K704@vdQDw!$sRmDgw6f})Q`+?0e%ki$Jp2X7KV9UKZW$|1aHa`#Apb=Z}6?_=-QUZ zs@|6oaFb(rA?9<#8Z#7TvzOk88#$j}MG~ zDwo;uFdk*R@9H1DeXCScxN0Y9GB)V!U1(BnGNfCtesyb<&vy+!n^R{3vE@jp!TnCW zb!OJJcK|VALED(Wgk!xr?+NwHU8eaXgk=S+Rv|h^s%O8KN2Gqu+j0A%0FG$u#gbHj zU>Olo6g(EO(zxvOCY^+^M{WMi1Nrs$3+xqS>s5YBKNT|iFm&|a$+vErf5k8GMK6#J zO2S3_BH>EAfW@F<$p@|3RVWj}!aE+G=p{@vdaypMzN!Gs5gep=giG-7CS3uGY;@@5bS1ntiYi847#DB>BgtUX zl1od;C8lG|b);asqmUwlh~v7LT_VX#YmO6ARv`mqZoy}Ki+DoWY^za^0CTJ30Fih8 zJ6YFr4E=x*9U3KgdILyI2$iD!fm4Et&3+}<{~@=g{5!XXe2xDr@Ay~R!H)Zf#DE$1 z4+x);@c%-SXyCT5z+YWZ9@O}aw+~C-FRJbj5Q6PN6!-A&f31|iYBc^~v7-TJ_5L-) zgOIK>6AZD)2L;-Huov(_FOU-#<-v?`9%w*lgHvE1HkkVxkO9;K2ZQtLgekOrFJ8~% zQH4>e=km!IsKj!%u3yVXGr;Y&!yKjvF!Cs)}5+dmHOHod!C-Kp~M zvb8MtvuXlqma(h$tLZrnn3eR86Rhv+R*-%xeK)2zQdpH}kRE%WFU%(LBC;DiOMTqt zc7t(nL0;3pa%$;$SL2*sF`rpJVePb$x)?oVz}e;B@^o!wEU~^1UaJHAX^J9&gH!Ug znl(b#b)ww2BKdM^vrtSJ(l8bLH=WrA7 z@s7Rjb>8f*8OQlvW}w*~C9AsWmRL!=a~-9cvNekT#&ROBs72c5VRkDorN-gxd-9*} zV5=<`*e+q6VJ)Qv5&|P-m!(qX=s~EGn3K}D_vB4*NbQ6g4CnaPJzX+nw3MZmf<&C* zf+3b5BXc-^fp0&jjT~26&UHH9QR{!QH!_cD5GWOa|47b#_YTeue+fn{U}8d8FWplr zFjv^GO3#vkFd)t&$kc8N`zAECFv^~a>VNzK<=~x3MCEBoD#Ndt(xFP z7!6rQGzP5c=#k}{QI-b4*0iIF{AAC~{x|{#@pO7RQ4A`$?zQb~t_~T>^u%3DY!^{% z7d0oHTxhlOREd9v-`u-cU?>!pF{he*rP&EMLgc#>H|?;>g;^n1>9NeR7uE{AX<~P@ z!_W8;G)ms1%TAI-9uPc{(X^x@Jo)U16vm89DfN=vQSpW7_4WJKb;s|mFQ%skED7HR z*#<3QnFUTO9wIr({d~IQSJxJ;Tr|&chx-|0yae&^*xJ?oOul%4!m(IhrgMDjGxfks3&aMv?Ad=mU^SjZ3V+eJczi0z!?`z;t z2$*3ONDp0g382cGRXEvFaP<(7m6{tBXcRr1*4v4aJ^OZ6xUvNvS+Z#P;ZNuG99i zhO1TptXVEzK?z5L*Z6?E;*sbUe$6!C5OWCxktp3T!foSf!#=~XfK{dLOe~N=Nn`}> zug9*gU!)+;&74mHiHFn<=7hOGJZSO;&q`$iu~2yzi{*=}Wcs5DN?{VPsdM(m$s=`Z z;>rcF@g|J;&-iWn1~+(xIlC^E(O~i_s8}0ZPH+rJK3Wq`}t^FEaszZI@H_?~p_6 z&cdWcBs%FtIa0mn<2DRAk`jewTY@`M4E0>`!)-)28fFaO(LC|C?~A<1xtMJe6k)Z6 z3Y+#HrsDX)6ht1*6OV>~(`SEiH6^ex$I!XxO8KW-ot<{+C^^&R2#S}&M`bj9R0S-Q zuW6Y_8o0_B@w&{NlZhP6awDUZ*joD0RMXS;Me)r(Qf8$MpvHr6&?7rN4* zkn&tL+Jazegv%!$ws}eoPd99;z1o$*{k!(QuDv`{TA;p~_Hit}=OMi$drr2-$EvKV z5K)s(^cud)3$C8`>fcQfSgpG_66;Ro~ltdTE9l zYyLI)H*V1V>~J&x7PkMZBbz5ng7ZI{E$|Ps4u{Zx+GK0?vN_-Rl>Lc^|Ut*ZT z0(r++4Dy#q9#vXiuNIro$|Jnq7}5TJtU#7Uim7M^Ry5$je|eV`vhx zW2{hViYg(o(!9I8-uJJP2YTTz0?k@ZHbgfT-4~BD(VMDjs>hR_Wz8gc9<3@Hv50bk zB=qWq1x(Tmh;lO0Tlhg%y-82mUo|8!MJ!k`7noIERWgyI#4|Rltd*Y~fxcH-4D!Tj z#l8BOdGOloo1V=EEAZ6}@l(RGxze4sxF}A^fGO`<(DCT2=6HYFl9G#OslJFiI zVjSyVudkQV7S0KU+W415Rcc0C^emr7E+73DIP&~PuLzHeL(AR{;A9@P|H_z?RgC?+uU zr!@<~3eit<^2Wi9N660bU0!WMUi^@#r~-|O2A%JuAyF~IJfeZ%Au3imOBr_6Nx_?W z@(;eU#?_#-O>o++ebbAWLz|VOXXu9@xjbmnNtL^}6yGG7@2JbOvaxc>Fy98koPrgu zaPJJVEU`f@fN#hBjP$hxR4(+W)l~l{oNWld$8m;~__KV@XVE+JVwv$PvmsL>Jvp_Z z37kSpinrskw>5-rcR|~F3|=sGu+6tEMxA_$$Y`AnnuJGWEy3Nbi5rJZOu;_gnvYAh z*lj)}=G4Woms#rUGcGVYPP`qNX*beu?!9h)X=OstigDN#!bjd3588`%wE;<(H`Uiy2jsW9N z1NRwaOaDt!zVh=`Mli;INXmCI^;=AU>hFRSb3;F&PswEW`F{JLY>gUFn^5E zlz+$Qe?9ZRM_?x0KSWpt-2buOL!af>a?kkyv43AIej)NdtqNeOIUxE!*G&I_t`%g^ z=N5r}SU9nV4-4&O2%MJy+s^?H(L*BPLf~IQE7kv{^u=XiS`K;A*|y9u-M0J|J{cBf z;Z6Yp58$|5|d^Jcs#m#(wi7wb1N{d1mpsS?vxm5*cx(sE7(f|^DC-y&B|S^aoo zoXkG!!u*P|Jg<~zPb#;c_`2ct(~XZAwEJCKlQed3>)o=%=Ka0NyXKxc=YPikT-nX6 z)=wonqarl|wiHw^sY&j+BR6-_Exx;b`xctVe-5{H(~tSN_v4m`)oY_>>(_?dXWD+| z-r*ZQp~}8HHP6lQQA`zoBl1mStyz7Ec(S!f{mt^vsh6bn{_RfGQ1!b}xBmQbbDvjp`uh@_mGx2ecCXa>zphU<_?wx!Q!DIQMT?7+ee~^(`Sn{3H($o;8acMEu@C5o0k2;e%wsdtz|r}QdlQ}mD>F&*d#bx^Jd1Lulbu)C3*V*pmH4RY~Q z?&(HPxK)_XN>)yfe8TMjX3TlQ?Ezv;e#NK-Jc|9oN>xpdf6DCw zVoZ)@wwnInDK{6G^MKh3c!X0c$Xc+5DhAM{48V(LCx2j3m>%EfV}WBe0$vs?j?|0W5J&K#x`B| OE4L)uH|uiKDGUHM;BC_Y delta 145609 zcmaHT2UrtJ_cy(W3W5qq7dz5adbNQfMMa8I6-ALIAO;e`8ViVY1A=r!=|!XlNWhB} zDS`rm5E7LVsZl}*5JLVNyei3kzfYfp$?lvpr~J;DGqd|l?X+^oq_UQ;xA$!}HWC~7 z?<$)B*%bVUf^9YM!w!DbxxlY$Yy#hJu(53{VPhX0l8wrC+A5r)tw__TSYL&`;GbKO4(Hg|xJ(%gz|U3i!^S2sD#=PO0IZSfGDs6njR~ml=VmlP z^0VOZA|TOm@bd}$fGqCf802=je}@+cT}K{1CZNBboRb?QI|H(@`bA#m#vu3M`Ad$( zv-5F+!yzZx5B@7PI4q|Q*k1#r!>-YBOkQHp-FfwwP5}OQSfm4o`d?Z;hPFr9*f=cK zXgTdhLE7O9aeru~!11CJ%*O?^*F=r}r71@^*xeW;>sTY>s=URVqFMnu2hx{Ig^W)k$yw1xYO-#bZKQ!Br!(4m<;23NmH_(Ar z$RAv?3A8%Ct$)M?*>Ii!$xkzGud(5)+X%9GBH_r)W=&HMf`IP-BpqBM-5|yTk|NW3 z|4WMW7JFU?P+*StZ;&=M4qoeUKoEe?4N)R~4G^7kj0vd^X^cQLLbCC3D z=C1#eBH=tI)(!bD9gp`fy8I;u-HWvU(j}yP|KCIMEdL^HUSW`C5Bwz+K>UGFbi&kk z0nPOiv(rJclWc6f4}Xz=wqlUy{YB9>0iSi`DiZ?xn8nD0`Jd9lIvV%VKK_nc0=6?ESF_~FYt>gwCSO=|_pK7OxC zP5z8d6?e5hHWacab1CzT>;@V5t{oZ1PbT7!uOKtq6kLc~J7_8HuAcn>woI^W91*YD z^K|5{*TfHMf3Ml=sjoRh%2&DHJx7NL$355`B*16lT%08Tz)(NFs!Tpy3)0^9X!lTR z=9hc-!msL%J<_};6cTTtgYtv{Hny{GE+4&GSbi2&HoR5oo^}J}EBA~zx=tWU!|Qf5 z+95snZCf@{`as6RUJ-XUGZz14;54dd-fIz-$I9|+emES+K``l^FY12QB$s4goby8jn}=`fbf#vKi|^% z>&?F5`6uM`S|ZF#_Nr!$m~ONBdN*ip<-~W}pOd$bXCCXybJ*4WfUV;33HyS$vm{=$ z-Gla3kHyzV;C|LgUbamae8eruJWmMPPa0{bbUk+Zn3^1qz$XY9>@4O)5?@5W*gT=@ z#u*PgQ^%&yUdQE|1LjzLhGX}RtmPF$MhtHNkWV)#0^|*BBYQ#b7JUXh;`_uKe!Aqn zkb5w!bw%44tMjos>h^f^kr!_^3p%K!=8Z-jdC_RD+! zAKq8?MOPMiPX&1(W4W(ozqtDF;QrX3rj|Pe=<-QUR;caw%Jul@aQ~WTfs9jqW&tUz&%v|k4b2OnJI^eCS@muoZ4|6fq+<@2sJv{( z`u2Ig{(=)-)ta(%y0K(519a*7;W2Qk|G~ooqYVu|25hdy!(4+R5vALLuNL^Iej0(? z+8?ZOn{(&{CS?USDu^^VmR9NIY;)czo)TElIG{d7Qp=>2)LY0K${_rjBC6 zZ|d^Cw*B&S@!I|C2SEm%PqUityinFT;rK(}F66XFvk=vXYcIN%)1zVI!e!}}x_Wcx zP1&WQewvfRBPw?+b_Z^#RsH93%8%7-NySQ+?V+!}46mcB-}H(dI6M#a-Tc{`Oa?6}< zC#Jx&{6@L!rs0^40O7LmRH?X*$_e^?=XBy;gNO0~TlS(uU0v?>4ct{sd?P*G$lfs$ zDA}lh6BV{as0}=FoBqd9_pX+1c$Vg@-n7cX5BoWj!ltd2S2Skd^6~nJDSvrDX*z$f zk!8MC=~915>^Bvd0E2Eut&La+O5Z9%t4HcKa;aSW?S{KtB_IaTbd?B)?} z(2=OE?WG$O)i3LKy*Vh|ET_xRs?*2ZYqJ(%Y#iz5p8~}eD^06sGcMxwEs{~358r17QL*e)Z}XaP^x;% zaV!GXO%FxDQRyq1Y5(;5aN*yC2k`Gjx1719j*DVfYPe}1v8j5a-K|Zow+=6SQJQW% zu6cK_O0@Tvz#!3(xOt-*U*3_og*S50ld~szwsW8zoM;8A$fHSb+c1i=qW<0e_K2ct=~^F&*|%u1ujeG+ z_5hj@-e0+cWcL1WA-+4Ga(_%yrr?&`r68f?A6q>cpm)1 z8z5c+r8|aHebucKKvwfj`RrF8IWXN2DfVqM_C9Z^O!Ub9ASvS?Qgx3KZheI1b6p>q z5&ObX*xWR5xBV4&zcY`9i{R`(`nnG|12{;F08d&A#Al$N(~dE6!2U}9;7w=L(G%YquF(Q!z&R?Nlc z9rCaV#6C%;PjR_Fds}Ts!0PAisp_Rl`-4lHgFav<1=Cf@Y2n%?^OhygSLoXF>G{J! z?OjRrOKleEs1F#8eE70bdJ3(OtdSJ$e)A__3sHJs6mM`vu}!4ED8lnQsXDu+=KaaJ zozZsga0kEstUygY4J%~eGvBVbuea09t7+xdF=t7+sLO>W-xfAqlN2vIadU@P2}JKvt`0z&+VtIj}ex4eH`WS zR{~{G(mRj`g?Ur!2{;;?buzo*vybAJpkzIKKNT z+~HVCMz;S!UCf zuo$j?+`SagWhCCNzkGda_P`W&czn60V8UTOX!v;lWU$dO*par~<;J-1VCCwvimHfi z*v<4&FUL>~e6*QxK9HWj^l1_gks`h|&_vpbzlqo*v+S!^X=y($?RUuv{( z%c&bqCdVkf-9G1cJ~?&fMs&PNE-lIZMhVWiS$$VRg}U;V)6%D2(CUh-teb1}V`8v< z$DI89&RhB`+x<}O6WKa;h%gzLcQNej&bi6qm!rNEO8KW}wZ+mO-LqlXqav-UL z!10@BIP&a1J+iFlo$I}j8r`~SM95!hbJ4`W*3`@}-C3Hg>KsX_zvff#DaTPCLio=* zg}LW`UbxprzT(Rj7R&VapNe<~j4`!*s3xN~ZoTUo#x1=a?sc@6~k^b(Mn*NCdO`DO@ zjXBcpIU$x#_yFRfl8^rIgz?Xyx`!BVc;N}%9F%_l>}3c4<(G@nmnwQJ(`^gL-_Txn z%u*2;R1lGbWvV@9pK4UKHsb_DovlP&3yUI6>_Ff78p zA1?F5{quRr(9&x?f*-p2+{w>(nY@thb?-`r$D9;D5qZ9`P$V&AW*1MK5ucRow9K1w z_6t?ccDpy6A3B9N$th%>Wzc(w`$Y!eAuWVGvR{(V%v2We7>c`fNzK1e_eJk%=zA>w zh75K$MYYTiLhwTZU$H0>x*qnPuz9ykst)Aih||i_q-UN9zPPv(Sal>XT(C0EuNtMd zx7!uCKUN zFL?C;k+LwE-orKKJsbdqGSEMfsH3#3!0-|np^_{q@Uq}05G+F7B;N?@OLWN1xzpk;)(jL?y$ zmO0TyEuB{9Y}%l~g!e%&yvHZeyJ3S0FY zS9OI-k6cNAOHH^^ZxD%1H=6C*Ng>2i!&}kPsD62h(dg8>g23vY^}O)ztL<> ztAi+NY9~c1mKxQH*7Nm_#tz9-Qe&y_Tha2q#79`2ofL;yYH{mKI2ObBf*8-%%2U9* zhkc0=*xH?x;#LP4)D&z;FlS00fYWIM#Nk*NWE3Zb0=o_au`r8KoCu0?VpfmQTrlWxwT9jIud*{oPb zb2}>f5kKWZ+%n1E1S3{h< zCkuDAH#q{zxQN`eLy|old0>YGFqDOpI!BDkg&6nN%1;h&AKuBK5b_nP8imQ>ZRFXJi?Q@*NIbv}x#HP1a zVNxmr%A19IlM7M#Z*%w@aW)qMLALGK#9Nz%WBf$oc5DaIav>JIwRK;6 zmW4x~BjR!)-o3RN|6UG#j?09PMdD9~KA+8ecm8{5Po^UX(6f`=J((i0Iu|zpyQL14 zKG7K#$Ug3aJ$_x@=E`n}k}vwsC{*BF$=fy`Tt(Ib zC89bhvuDiERPz(FS4T|_RuM5h=Sn0{Ww8pSSPb?3$=RUM?K^F*px_jTN7$xThnwK6 z0vZ8uLe|m^K?bki4dcV5%qcn9INIKwkVC$^pAJFj6S@77*w3x;wqAG|VJAf2SKt@F ze+5A`qHW_h6Wx7*P{AXpMx5-*Ld?0lswXG_Egx|i1cYQwEQ0)qqj$EVs#`?!tFCUzDm9X`6{7bZ8=|2c}U(n zJ)k?>Y61Z_n?-PfpLcsGhGAn1dND~*!IVeXcWd%<=E(oig>#)Qyh^`}isFTp9?+{U zd8ZeU@lH?k^QiPe&~m(%mc%!pZ^Rkn!G8Re1NOsy^u4i{9K%kOFTlfAhY0M;J(RP` z)-OXB)KHwQ@0tk&Q=|TvLohWQyVR<9qWG;ZRk}t96&_pL zJ1RZflt2Fivxo8n0e-F`VbzSgpiM(9e*5-oPwbS@tjC(4zxu`M$N;E^Yf3hX?u4lN zCM01$I2M{1Q`AsdykPs?9!NRJBPu%^_u;oLI#6xj;nvhhd(co)dZH*&tlguvHu|?1 z6QCHapct*77_FcfFBoEgZZZA?vDiOi09C|Th8+KjA^%&9EYP*m!~LVudflVasUE)3 zPeCMQ<>gVnhqb0gFvincCx;&NuWw=V$3~TmX3ryGg`x!?U8qS|7f=-!5FVurPaISu zOY3YwA=lv8Vh$J=|HgXDI;=WtZJ7-&)p5T+KAH+(Hj)lqvHQ5M$Q3;T9r6fiep z_%KaV3gtEW{@?arqw4wm3sf^O@gxoQk7k4L$a}X(!wM9`GA~cV|2H};*P*ocuM{Oq zg8o`-p0%HB%8x5{ugrm)>CY$=Wy~iGEe*_oBjk@)M>iW4i?*Y(V%;}n9}z`~#KQ7L zO((97nx8}qx6{s87|-4weSZQp)OCiQUB;lq^q!zm&|VK2>b8Rjz$$%e-Z&r-!ADyI`73&M3!m=Ip#8LNSrTCnUC79e3t0RRv%z)}=5NTKvgSSnW@vQx*<0BCFXh{$*XyLW41+le4C@?KW zVBKSDx1uzX>~lm5&J$|(^ndOj)utxf6AVZ9BtcW(wMs?UE8o%dk1|p^>80emcPHgS zuZ}o?vScvt57hR}k%#O7k*&wT156)uCrz6at0Rg6A*t`H%!t?$Fy3A}5&Bv|bb#s9 zXttu&;W1Xi%&P`O+PuG+7t{%vjKhy+3!d=JIPuQuk=FJ0O27w%4uyIX`!h)lQfr+Gxkq6R% zX#22h_0N`C!Gt2fh{FU%inLjiZ~VWCR)UI7gNoh(6&=Qpy8coWOmg=bR@8tU@!jw1 z7YoK$4r3_BZrfkE~N zYstv)YY>7=|1Ujt)MZe9u`oGs>Y@086Dh@HjR8!}S9E8U7%Chr@DzO$c2bOxIyi79 zTJ$%YT?D7+AONWoEbA*`h93E?XiM~8;EtLb&0bhz1pF`DM*YuFY5A{haVfwVVw25E zEa7MUr{tD&d(~(lyJLh%$8^ERTUJ*mlvfrlf|~6ysFm@uI}S^^WAy_4@zIx7O@oaY zKkV@5^lvU5_EM_0F=S6&Es>)fPP}T_bU3bQvDL)1xQbP2z~)J&%ldI z&frB#HuyUoKngZjH`)i2C?j9JM&^Ee9#5ALOo%=s9SU}|2U*b_;q&K7fgt-8n#!*) zr&Y&Mch2`m(!;mXb*E)fY%Jsf#v?~3-FB^wqT_?~V$a!4w;=c@+zrB|N<0{S|r zSTcY8v%`_?ri+~q@V~yot{M0(MdCdcJJa0kT^qgCSAKn+IY{k%Z*%Q*86kL|^3vd4 z(dW3O#=v*|JL>-AE0WUqoJ0c3FR~pg5ZP|O*a#^)%?ontnA74(dbF`Ee!r+VX5&+qL+V%Nx@d#{9D{!!s{f%upXp!C#f-`5 z&ri|kWWS}KeJl8r zq9plxz$Sa-eBZ$_+;8XMJ<7AY_S~A57ASA!wIMunn=65!*`fXC5 z`2H%z(60Lm!o^_GrLUBJ`_<&AcOfMB^5+z&cnRT7&Z>M#oKHX?I=)FPSmEY^+3 ze70)dSx6oJ3{Y?NEv@PT>U5*S2{?(YE)Bm4ABFE4gx>xgehHrLo-)Q3@IC8E**S)` zBnH~$N5SV#^ev?a>eD;}Q__g?HtB8A_T_*KYWT=z{4}6E;1R6zX<;`rsl*n|g~}>x zKl->v!TT^>eL6Ha2(%gjAi2n;)h2W$lt|-?gB_x3p+l4XyUY5n#Z*)d@=&)hxf5}j zUlK;4-x%-RJEuuQ>FPUmL~o4_>aH8KYg=42aT!%Wi|*ECreWu>*^)>r=r2G42_zX&M^S-?q^^FN>z@n(bXDe1kLyp`!GB*VWH? zt?SAFUWlv;>B})SiiGlo)UI(YvabQ^deRaJM;krw zhlT-lnB^biX*S^jX1}li{EJhrN@W#DS3>@0I_c`+oM5P7vq_9y`;A z{pxLW0i_0Dg-(i9cJ4fv$=h;@w z&2iE5RuIx6G*jFq2b*=sRl2D zfNdZeYWEovgc_u_mwn=A8PUku3-4k@>(n(eh-)E)cj_+B;oT(4kw2*!C;Q~rdkKNw zr9x^BQll2MzyJ!ez^|pv9=b~3<~QyhS=2xH6jH{_8U+51aQI)oQsI9f_4M)e<4mSqQl>l^j>PO32h z+*ujKszv_f^*K#AX5yOonVh;B5tqqSO`{$KfY~mHVL262rk5J2KPP{#cH){on$l`k z|1n^A5eiAMD`E;x#PEKVWFWnWG^1;j?xbZ-jBcTJ0R^xs+(I9!s7~5-rl`C{pT$Et zT-sFxSljRqa{hbX>COTI;gC7*yKP_=Ds?h?gc&D@VI>t(nUxyprl zREp}-p^XJBY#(tPro+BEM6As_N7th ze0)*$_7~3+yT+r(h{{8CSN!FlZPN)j$_zuky8SAoGvR&nneFvCI2rE*!s>Fe&PA4h z<_g&vvz-J`dYzKIXK9$2mZ^8uLHoKNvlw{OhK`lt3!Qb>zIM9fHMB#$(%|<(xS(vFkR>g>(eJ_0+lR0J?Mu zI^6MWz=^f>k+Y zmBBwHlsC&!i6uXunlW4JZo^$JS7{3?f(FPF2=?Qqjx4N_#uubbp>ZwJrh*q(9HqeB z2I;vzJF_s}O&!6_VV#_wIWFCle-;l5ILRz1pS_v$a(s{l3aC3`?c}|J{yb9ukf*!N=!#Ps>Nh!-jf)@D#I&f1EU^)yq z;)tu2tE4$f+cI>>hET^+B5-}$p16wi>eGsCnQ(Ie!0H$F+FNj86%{HeG zQdS45>2=Hd+&!Jpp5&=MH71j-Dih>~)lks^NWspAW=B)N~ zl8MQmEuOOICl=K(-!-a5_Ev-&pgS^izDk-{G5J!~@XG;?G0Nv`pmeB~2y6R1_g&fD zfr10kdbX=kvsvZl=KT6emV8#ge|z;1-P|ttpwqI;@c+l@>dGp^oqiJnXGVy9BR}S# zEf#??+W|^Q<1>VabGxb74vcm%d5Is`b6YWvY8YM zuOY5U@3ASoK_a2I_Dp|6g8qxS7NPAUi*gwU{w@?4GQv!pm(OByu;Eh>H}U|KJVmB> z;3f#vE}M1$md@r)bv%Ht3JB0q+-5hfJUe|RLNS?-rw>)ND*&2Ymm53fYxwMVI;L{Tp)yVh?_Q*}FgEnG#0f)ju9_Y#6i)niA%iL9z#tESij( zkAvAs)0%8+mA|q~#?vW=gzE{-g#9viqGjLenqP@ny zqI9tj=VaZ+l1OD=@gv@MjcJi*Kh`bpxwDOBQOU(~@GOCt2dOzzpW{^=)X>nz9482~ z4fC`66I!PBtLZqp6=FWY+&zb`io9Lt>b3O;;u;4Uf5Ae5xcmAFdSfe#5CcaM%MweF z!R=tIIW~WHkWj=4|25mx`fnQtFk`p=HI-j6!FANU^3Dw+WPH>1$ z{@(p~OQq&XnjY0k;1v!Pq9I>vyRI!@4dQ*$YTuOntR^CO0y`&4el;IZWBR9!)OW@{-3rqdT6(ZlQRXwjqjuSlBJk~tkSZW>r z#|XdHfA(e>Sj%G4*O#Txcf?Um_}*xLwQvP=z1?8oOZ|Z8KfM`^JE4YqHOllWj#z8# z8I~fLDKO!~nYiKho~O%C=kiOJpMlI#iN&rRr#Bx?ukMaj5*i`zXKtcBkHu0B%cRZkWR<>8JIW zihl%J_Ut%Dr|QVaZPFLm*N90lz}DA)({~Wd;Y-Vugr~&-eunlTm__;_?#X_VCOnvg zR^hD=JPi9i=C2frDByn~`Mr*EbN_!3qO<#K{eV3kXOM=P!#udYo-Mfl1J;!0J34$I zjbeaCxsS^A}rxHf$WfLB#I)-sv;ZUata-^l#(GjxB+nBJiTjD4dvQ^qKF zXh?w$b;T?&VW~lr|AiNZP94(tZpTNxfFon= zWdP?A{@V*P719%eOrr=5pgG+1ov5oXhlhd{*YBKxXn~n!tX`2WkQsDGf0SWTOZF9v zd$ME(SLwdA$X`wTx|r&x_jg)U@#65Gy+!L>SQxA>L=%kKS$2vv!G!IWEN1R$#cUEb zM5jP+iFdFJi*wjH8n>Jh0DbGdDW@`@C5RfvxhK6xOPAk{Q_5Ioc3BlkcE8C+AFFsa zd?Se7Hp4nQ4&K2Nx3s3@d39_z9x;G=1lV@&(S~KI3 zog+{mom>JKRA}tR_IrA#*`U`uy1`L2H{HE?3WiQ!W~mGBgd5T#hd-X5VcI?co$17% zk=EK@PYCoEKpwp*2fR9;5uBHA6iBS-YjLDOuemdgz;M4)#_A^=al{q&yBZY1nwdQ5eBy;inRdGhP_dOu-uE-BIfc;ml-0 z15phsvr=?S>cT(*^R0+lL)yn`f$s*Og=B$h`wWaeU_qPftYr0$yfFCE*>g^vgUqAK z-g;)Zw5f8rAi-0*m8YJlE@X6)Nqy%Iu1RHUt4oq);QO`Av^Po(Y4+g~Ic~p||6N^l zaD5B{HF-7zfeQ842tIFKfIa76rWGqPq+OLRAix^zn1%!Qa_{iT+5Ofi*@&P24heFghj+DLFvtFI%(-{;U&#p+z zXfim}{cD9^2rIV(GZJPMewpfdB)t}Xd>fNUcMZ4X)=Dy8VnbB&#Zlk&2VlLSH*}8DOQPYcYO5*KJKQrY%hw$U@KJ%U zlNPh8;Da78yis?`k1McBrJJswUIOs4dZpaR8B6Gew_wy{PHy@w!moXHgix*%R`=o0 zneonP7Bcmn-L*5=MRy=D^Rz=N$Am0SZ0?q{-}>lxNHZHU~LG~dRvR!HWk^e~eh8(uLV`ZPVgzWM^0hIq)G zg@m57GGiURfMb@9vC?9F1ocLs7j-qz!}Zyu*B-?)>$GAB2=3D8kFFAve?DPZsWfgq zg$fWaumi(E4nV|nxMk*lTxs)kWSW^lk+Vc@%}~EjOR=n|3c*ZS_Q`sP6$0n@diOig zaZ*jOQY;D!*`CQrb8;{6{GAH^RS(>R2hQu?fYbIxO((M6yTnlpIGt%yXEue3He&hR z2dSZ0)~Pn0V=UO0oM7!mVp;MCiKQBv%+mF>;l@m$VC=s3c5ymjI*~qRa)8P#$9~Qi zO+Gf=Oc4q~UK+7{7OZNka`Y~-Or6aR8EIk=b{b2aF|%bKX=1Euknu=qeTW+Ba7|7{ z_6_;$DQC%2M>wvI)lP0_R@E>=ieqe$a;W4_?EdC9D0em|KWVZuOYuKxaM8>^of)07 zVE*!@Q)U@@`(_aMJz_uO*oo!;1>uTnWn_pM-# z(5mklFJpev!!;;>)}lN|@qZX=#oR8?$@Vwnf2{*%^tdU!rB2fGZLId%o-25Hy#X2G z4l;5Byi~F1!)8`dEE$~VBhaS1&f_i1A_XqEe)69ra-y5@CBO!qW3|t|5 zoz39^l?RwtREW+EaZ^=Odo^kkbXn{QZloNtwphCSC$0S}>YyCpoPvuYWw7Xzq5P_! zxWB50asxjxLhj09D!qjUBslh?R^i?$r_oF*BhWiz#wjKi^DNe%4o1Y)zFJv^^m`Fk z{qlL&+isKWt6FX-1xUva!@Hr#4{ox6%0`6trmXy=_1(a68mzh6Dv0E_)(hnPX88ra7Y`T8Po81MN<+24d@*1#Qk+3&)+0lY!>v@$^Mml3uHD-aaT4dH|5rHS zhHjPGspZx8 zQLg-7$)iCNjx}IkW}bRIMQ+hxL+>9gFvVemroapA(%dWL2hW{=0(W+em6i0h2?LFi z73R%dF20CkvXS31qF65%?ms*JVc62kY=;DM=4?2{_3@umo2N3EEqb>>o1=Mhs$syC zc~&u!eFdzf`O0h79cOyp1cqh-S4Un6$ImCsNhQKowllh#eKWI`T;OBDn7O1tvW8Y6 zlcH>hSb<)7Zv+qXRd$YcZhQK#MJ4k1O=;i;Xji;tC`%E*S8mim>9zAaaO45A6!TnI z>M$>Y`C_@T>{xbODC^^y8=-f#$ahkBin z#0@tqZiM%N8x@1SvYssY$VDmUV>!tpJYuqXvu#F1pCYKE z8~|=q#yQo{sU{*Ud&3R;xFdRu^N0h?nEc|)j<>AGzGVq)l>>-4K@Ugxh2ot(uGe>| z^;EInoqpvn!~$QOPmTMRAwT`{zraLJx^3V2zqz<5pAF6e_bVf5Eo{iIVEQhUkJPj^J33CckALC61IlDW3^pe!9(A>b2QL z^eDTOvV=*5X@eA*D4zv!W*+@jHVBHMcUR=W#ia}ofifgQ2Ai>l6z2S5n9K!=$l`*# zU|tNeK3T$Fr?PYC zC_5KoNaInbn8p1haw;!ByJiaQuEQ*W?5iFQw;aLm0gRP~oO1%B?rHz`(Z}D3uKaj| zCR&PcRDrQtRnLHPjQ0*f%*$D#$WGS3rIrq5$*P09VtifN8jm4;pmIRrR zkjss=^y_K-`8|9_7fYKtZcz8Sq|Wwi?${fyLrw-%V40%)Zuep676z zH|yqL*ivvE@?^P$`9V|4?Q%8)Yf%U#-VWJp#AI+;6=C-JK6T+cyt}~)P8vWs$b#jV zXv!`#rcwe?x>dzhroE@QhiTyML+li!`+vO%LmXM)VEb!Zh6h3DwW$${VcuO!-NMW= z#MEs3x9^tUHxTOliI(0ypS!`@Syu7}5{&Mu2@jSn0HNFicq^owkvxzf@M5XG>NCqa zfiJ?m0gX4lPHbh8+R#~%-32UDJy^DmvbLz0%S6^@F;B1vGB}69^~8r*{PtepMNsS9 zt2J;kHt>IIJ0o-oC0>m1Zb5ak)H`Rngn9n|IjlUD&yb^1kzt0 zy%fq4*C4_EihQjd%qw(cFjPeIl3a|h0tiCpsNgF z5f#?Xp6vaYl9@xZc5tO;ng~;&7jYgeCFZ_IvFx(*9TeT?mosjW5N^vd3uSFn$S6BJU!3dMkZc!9R82;|1*O%JIY3)!PBRhY~HPe==HRLm4`4*n|u*vcZqq? zq|f~jrtUYgz+y!`ZJX!Xb}I5ExVeKkClH5sQ}`cSv+N`D|EsP6LCEqT0Q5W*+(3p< z02x}~uWXxms`9=r=a`{~H5`gY_77t1bkfTb)N<@yk`j-0HmQp|Wl{cBcx zN1O+XHpX-hB0xqCd@k5K-s~o^4$7c?#112TXJ9+Z^rw^W;?_3<@ z7b{S{Xv-qBr;thxE~G4DlRFbw3^Tx7K{@@`IcsTpMi`va`j@(QFhNDuxp4L{OBx^C z?Occ}CS|HIaaF-_xYgB`P#6&jI6ENXKEc~1n0kPv;%0$3VlFjpd2^PIB(uuZ_Y7

bruzP;efrv^zJn%H|(6OKjlgZ>x&)Jj_m#QM4VsF7?V)1C|nUe6r5I{Jd+Ru z!yIl94W}u7A@TKoYe*A5h0+-BqxA0Y69*?t89*%N?$SK_(F4pmmWyYXbD_TMscTFE z-v!^}i|FI!%G=273$eR*eU{mT;@6J^D#E!{#ac!-`#h7phR(?xZpqZ4)L$O*_(KD} zQnJHCi{%{}HiRdbPvOaT@33TD&g~#?m0VvI-Vz+m6GIJU3M}&7yIZ;}bT&RA_6oa< z1;Rl&=DgK2OFTK}950i8&Vu}6ImAq4o&powS9?LNDR13+`I${D&oQ#{{5kUc6+g-{YCb+j7A_vY zu_Zu*+C^3JpBy)aG4am+%4Pz&`-vupG`mASkfLa5K!#Ip5A|EcSWw{*t)<-;_|H zg|vnXRTGwh=7AOTn$MFKYa?x5cmlqL^=#7Gs!ieA@Ueuiq3mIs!PjSAc#&X}FCE*W z=Z28C%;XtkLj~73ksT(lOaj4 zK^latvgL60aT;Mf-T-_sE1Mwnm>niKps=QG^y~S4OJcmi8taWJnut|mUIO7r_3H!3 zHy30RzJOi%yN@CAysW@{`ddMg!c$sUb^C+W&Yx-|o$S}P0DW`m;>Gh2DpFuW( zJ7#%yR+c{pB=kNCFgk|uf%WfTub8J?LS`s?62EgUC`IN|o0K)yM-bcjO#KTEoYZ+* zLZ>gx-swLl#K*SJTYWaUGs`V@WchxKeF&@W*J`HPwrXsHJ_NBtnc*l1!IQkl7tNR$Ce$N8CsM| z(7TRDb&0R3w5d|y#MATjgV`Z=6WS%asG+2^HLLL=4r4B3+f8ge;eUzU6K?&v$Y257!7vmCJy(X)&PqhSKZ8+tYR&;`LSUNK4#Rp5sK z*C2f)oo2lH8Jcbv-c!=Q^hvCKW`>wJiHNVP^VV|wysTV>U#KYa$Il=B49!j*9->gl zB>hz!-mY$Y4%ria^S&q?7;pNNW6&p-{)jYxk2Bb|9pdRZGdYGC3-BavaZktiDdGkP zw^Rfj8rRXP_si~DvWl>&C;Q-bJ);LoE(_RBR_$P89QMiu9#`4Db{NZX#$hbraj)Rf zudzQ4YynTI1gl5pBP+E<{`X0T2e$t|4|Y)nZ*fR7hT&3O8|EZq7{pJc?!7}mH#?gu z7vuCxB-&f#s8CaSmuiarg9n29xgT!3_{jFIY|yS4!Du+ox$c)6HoQKlx&Nso!bAQ^ zxBcnR+_N{_&J&a$-8=CtuU4X{hR;K5Y7F#t=?f(O*-G=G!=2%h+&7n6>9E%AAaov)U@u^<8P0@<%9oE z`Mjv6D@F_FRk16q?&%_X3%3@bl5fwPefv)7y++bd738$J;2{b7TQoYih-}~fy-KZ{ zaa9)HD;HN?uPvT_v-?1J>+aEo+TEgnbPw-D0((~LPsY|@Q^y9B4~;HrOzJ&Zx{;0>Fj^89El4wu-G;Cz|D6(sxc-19L0eb;4#B6wm$=bof;Zx_AHo-q8#x~g1Q zv2;h)9_!}8Ngg`8jzDr){GRQX5)%`}y09cUiTkmGXWp;8Z^1s(dDdy4-7K^9x=DoP zlQ473`z!ArSswiSNypB1hf)z1*l)f3_~Ff>^Y-n^{cTGor7BhD3&zg~^r<}wf3h{) zto54egv9Ei zeV&j>$wtE_<<^rjpYuu5M^r9&1BW*DKDl2#3f_OixUU$3sQE7II3HV7GkTQsctwZG z*#xP#?fS2+Y;50k>R)(*gwa%n)rA$iNxQXI;Xh^ta8$~@kX*051EhPekHSYaD8nKE&8>!ZW50GR z?o{*%Vw--FFR9W$bG6|_XIzZUZuwQ}mPyyQFVaieizDwe<=Q?`&^n=&`UEO>E$q;1 zcGpq*v;Olkk6yRDta+J#-eTjms<*@tU#jBRrMHa-ci%C2hqW(wi9K3+aXdI4MSSUK zLO1L%kwQ{~pF;Qe8<~7M)4shK+s7jCIM@9Q=LQh<9)CL|R_9a9W*xM1c)V5J{l^de z8OOQCew6}`b8U9qa`9RO<2cu;A3R}hlB$t%#XfJbny%W%J0d4cUHCqeQb_P2okD}v zfdUJIE>a31g;IW{AP-P;T1|d-ty2_p^U9~hl0=D7#X0!iw9fwZj6SXyMwy^DdAK^(fqTbH`fLp;Tz%?iyC%U zK7*=}A-Tj%OoFzj!$JQ&VIF1yM&i8d@q*SW+(A1RqdBOY`#w!AKYGN$3e{E?|{|z;EFc8RE1!0;32BCqhDrDJL9O0 z<&fIOftkz_8Svy)p5CKRlU7GgI~hoS0Z$|1IGjjX-52H75eSoNUdYZpeh>RhPp{Os$*rh63N9izi=YQx5Hv_YiH4nLgUW*5o} z27`1)2Ms&KcAXg1w2=QBYMI!cQf^MkhI1+Nvu4gBuCHWBnzOV(Nq5yqcw(a}Q9rbl znxAVq5Gfbs{DB(2p?m;wQSzUA5MU#6;2!(tFZ;})z_W%u9nJ>hKG-3dmP@8CGQjw) z4p_tGX~coat#@1=$=l9L7aE33t)0XQY-`+A>3o+{^Dz>4oZsW0jSDW)E$I3v7sc#S zK|jrL##ySjw)ulc#=hMG>T3x~suF(O_D9HAE9O6q1L`1q(q(P(^UZooe1*8O|yQDity1N-* z=%I%i_y*6p{?5JkcfRM`=lh=h$DY}%cD#G7wc}lHLWiPlt2*w`O_*sKK=+-lOS2(7 zc7f5E9~rFGzbK*Acn3_J01gw2)M*^-C?m3Q!pJVex!k|MzAqKIObXKsDpP`L>6p=G zm*Uksi3W-VGrD7kEm-!J-6>6}N~5)~P93)XIJ1mOJY10QujDN=*pEE^KA7?ZiDbmrZSv zGVX9{*g}A4ILpX%OsVRDQUU@q{6PqX@j>bb3a|GvE~FD?_hw6}-7JFr#C+pRHxP2- zuS|vYZM*PykP%!vA2xhMcH_FchCQ7ytd~1uy|I>gj0~o@7kzXCF?XJ0tqyV7`!cKC zk9d!jS8F){nAt^Mt`C$AG&+}Pk?+%n%S72U`N#x{EFB5bgjhh zR7Yp`j5|b~XcpTG7Gwvy#1_K8xJyo$qZPM|Cv@RW1QhoFmYX>l!HT9-h@3k<@6xtzi<{$}5)TdVK8s;+wK-9| zIb(4LnPE^$4F=j=z~w$4{t`P)SG*I+VoUECkGkiLVW2bcA2uv~ngX0uM&tn2w{0P< zp&G40t#_0>T{f2T2O|UU?n^a=TAYy?x568F#lk^m_$S^C7zO+Ih3#tzZNgK5)MeCe zOZIb759z>V@G9EJ=T zT!RZ;x$|tvyb!4*{R>J-CoM3m&3N}(eWZL@_l4FENE?D3R>YcubQ*z_2*9aj?#y^nKWS))*zb2I$CI-8|dY)Zp$vSsj_tKUXSL^8hlMzRY1ZMSA9MZ|k$suR3`Z z!EAQlR^n$*W_yXc}6rc7^p0By3IGZ>N^t~zi+I$+9~nC z(N@K(J``ZW915lksq`PPl6~;uRZ~fQ<3+KP^?V7TN_b3x98r0*S+N*-OUnV4RTH2uM9SFnna~NMh>YUxhT?5; zYr`k7(I-Vmo`C~f=fiZ;oZQjTLlqy4Cr@Zn^d6?ehYX=Ylj72j~>>-qvK@adIc0Z+4cyai$TR&NUaBN68CE87WO@BK% zA6B_)r3quK!rQPi{(Lt}9T~c{&IeZZ>b*4U!-rMd7){WLA30lkd*OEieWFh1Qh#}O zH}uK7l`6i^n}=KN+MpAy*ZGWPmI&Hwv<_|?>fAAshE|+rDgC-D_!}1R zu9K}Yra2vk&S&@D(lJ z6>Gdyy4dTZxBM33Iq8MK99jW^eb($$5uw`VT1VT(-njF+n1*4#lVD8*H z#-t>FImR*fkd86aT`Ok?6y(P&vSNK=D1kghPaNK7WkXyIr7z|7aCzQmq4wCthS>c#ss&=PRz zth#7u=;OUSrbD)Fouk2BC{_OcVzoQqTuHrS5Rx)!6n4`M6QfTXj@MPo77<+fgluU{^IWTxwk1Oby+Z}w==ph0%4 z;C)rG5Q3G-eQGC)Gpntj+-3y?--%lurwr~D&C#N2Q7VC0^HS0EV_TVT-&pSq+zc5Y zGN%kx`oVVwc)bb=qy-BAnxq_tXZ>G7^>D;YR10Nx`2_)@q$s6?ZzrK10L#)*UiR3eaXx~V84Ao*Mp*a)@u1y8s``K@aHXv(|tzK#)1HA=r-|3p-A5_%s9J^AZ zeOz^jI?|f^fmX8XXYEkR!i+``%LK$8bKszT4&@Yp`DhpxX zOX!!1w7{4wiQ|8Pux?OsrG)MLF z9w{g@d7ijvt$NBb?NJpCz8Na36J|W0;w8h`r2d#rnP0Wzq&EnKk*1wJxs#*VjF{If zRMZg*_RV1xaH0Soh`lNe+^+d#*AO`CKHEUyc)g;zMVQB>0LpO zQZuGS?zv+-}!k*F@_GT<>O%F^YY9lMI$f?L;qGB3tMv zK3A8;Ut#l1?ou%9#5C?uYlx&=;J-<3f5^4OG_XX}?)$3nDdfz{TQ@QN7RN z+V6G=INeto#**C$DonUw%gD;Qd-K%Hq_}a}C&(z4Fz#g5h)x z>@He?j&XV#mm+~Ex1Gi(?oa5#dgbC_pym}7xfFQwb<_u8X;JD4ufUZh0@z&6oLT)@ zdgJ2xBc-&3cXYWoCF%1uKKsE7$?;aS1z7Ze#N_toW>#yjw+4Gk{1f7Vr*D#X2R({} zyPG%5GE2P5+B+e&$Xgr7+nQ3%kC7jF@TQD0+KsUgQcS! zc&(pdBT>B4P{T2Nox@M&5;eh{On72@jvlvKPkp+5Avh*cV#yK%WulI$X0jnV*D%jx z&&!+>3aDe*a@Wk5+)2p+HQH<*jS8M5PloJ`UN9?{Xq1TZ3^%G0NvjTy>jMs;fjSKn z!QG_jjc=(XgF4%x@@Yzm8{!ud8#dm+%N6DsQO@DUnGz@|Q@cD|UB%PugE2fpMR5ng zW8dTcoQS`gdyCQ&FJgz?Rat2ZHN)$I*+XwsFu8`)O7({ZG!z?xX+58z1KuXu)v0Du zQ&udpe94?A@8t!;pi~;8b1@nmy4GD`!c$JwpFFXhFOZg)kfHTbWVgZV_u7tFlKhI56OH39ls`?L{(Q* ziZYcgEV!Hw#54`T@Q*j?QgkfF>O@_`tJIlNU(*-1FIvtpZkz4Ae#Wh}497ltk?V!X zD-`$CX7>awdzSTgA1^eO@|*~@iqGdn`JG;jH40`afiI@Ezc@J{dJko;v8uaubdY?Cy!iN7_e*+UBz02Vm{nj$y1G-ZjZ>Jx6G`@TG3Fm7cKUNfGlV^DkH|Fa zm>PnIK4zGwBTX6+<{Psg|1@b{5UWyohm)j1Y3Q|wmPd@|7BCNneVA>y+^08em7Ij` zeFk3JI@1Pd?8=JCAgc1(2{h==+g8u|${1snVA7sDL+RZiUNCCev+uD8jLG2xJn`X& zM+CL_;&6h*-Oq`06{1c8d+rPMlJ#@=o3Mq3#*LqYk%Kah$Ha_5mR&ijq_riLH|gDs zaC+YPqpa?Fpqahi%P=STT0^YjvZCbL1q_uDINkgNG#||^jOLh()fVo2rNsk<;@|uv zP=PTKL%nR*;Y(1byUoEST_r4LD@wVr>}!b=>9NI(;&Z+O$T6(9F!ipO>}JumtNB7& zA_02xO=R^&Ye(`xU(lTa`qNjFnYH7KYJH5%eSMjLurtzhJ+nUHkE%Uy?C`GfPZT#0 zjKWHmP1Q#PgXgY%%m=>k3DOrOMqwlaTvZoXbk2h5>N{X4@kLa;9pV7pV4aw`(BkcN zX|S;Ew6?|QrVaJCY%Tb4Fv(c4xhs1 zJ0ecwQpkGR^16^(@^_LNikfWwm$*t|@%U3sugaUxXK`L5;umxAshR5w#{w>qqJ8l= zH8{Ou{+VJC*faF#H-|(g3bxC_z#N~+W*ZUm8(uW+5(5y1R4{JI64io`3AZ`HDFn4} z8JA~?(sqT}uycF8_Tv%M^#yzd<(1PN%LDXmcT}Byj^d;e7jx0mbTDCZo4D=wM$MZU zfs;3V2Z86FsBUJIL5?Ij{Hpy3Gg8l6HavG2U2g{0gTE0?An(d z$Zz+c>9$iEwg^sjsMdr|_KV&bXfBJbBgZNYB^C=~{ijqV(Er>^KCD4P^JDZ*E#TYWp4Z>90N=N;~#9 z_iF6Sx4#ebmTYe=x!QGeLm&k0_f3Fn$TZy8Q%F)gyO)P5^pqS1%qh*gdY%0=xEZjM zlsHz+p172qMg}Z?HrM1guv@SCBF@&i_)w!8uiGm|R(aJ@&qIqrcD5&Gm9|@p=p6T@ zarBijLt1-}AknVPst2_cwsx8M$!p2e=vcjXK$It(9{fj zZX;1y!nmUbbi}>W>MC+cyiD-F{E@y5n`LZtjGv{co^Vl%oiUn;7hqb*w2?5UwS#TW zZR50uIi*o4B`aB&Ec!)G=?EKpI&}yaLG*VNATzu6RmEN_Lnjox{WY?uA56S7Y-nW~ zW>n{>;a1g+lM7McpIcRFM{|U5rP;ww%Z{pdm#I^1VfIz7Ua(UyNZobgg^7IUV*q&u z`|8$MVG;Z`R*!CtRa#^0MVdH3VnzX`cN_2X6$#(CFN8%vN{WLqoHMv%O$aj8dtoJ> z6#2HO?z~oi`rWJ3q7U6{x;rcEKjdEKbW40VzEARDS`MpTd5D?eV(?OG9rN+PVbbCe zV7UNKNm&LZl5wZ=X+0Js$3cB21zk{U1FHk9QyO8*~SHPYI?$0^IKXQ`YPx09?g9y+ip?_-3A-I-MW;;oW1yn z2NG9;&9b_pUG-}*x9ex0o6V9&`3V+EK=;S;}RE!7Ovu?*37@ST)|hGvyz`njGpV< zDy*3$hU;3JB)fJrDt0tdc7qBBLU}z`RKL!Uo49r$6gv=<-8#A{0IAovM#BCXnfqU) zmhy5s{k}?Mop$OlS}RGj(+M!p<&Pz64u+PLdCI4dnndMGpH!X&W~t|a4jkoob6Gn@ zBZ3`XSr6n|c2?_3XAFcoD2=Cj>U)D<s zqdQ;zj95NuY03V{d;PAcR>qPT86Uke`QCoMqyLT6lL6X?V-e!hadlcmg3%FV)QjDx z!RA;fGREHgx_Cd)D#7%ASP#%x#vpW^N}95$j3{A%$O4}4Wz;9JmO%1F0uevE@92f- z0T04!n^3*erZo1krLYEDB=_$$U}`N%v?TEj#`{M32|1#qN(WX`R;B*W~+y4A%opyeS zinhXDJkQkcBrOwtjVT)+&vrdq+;A&aan!%Y(rkCu|X<~ z{J2*lx>$Di&8(}>z8$Q1*77I*_38O+m1_I~=iB6IAke^2VP`1oeN0JD-p@8?!yyhY z`uV4#!}V73uq?!}OkDt(#z#5&?*zlB7knUp`y9!Q%wzrwF_5o}a$1Ju=7V{Kv~1!0 ztO3lTipgn<(*$WVjj5p9G#xapG^I4FY9~f`=H$f_&yv8kp*qdN=_S@VpSe^4Ww+J5iU2YRh25gFb zn9!t`0<3~lU%D!R90%^FXd!bxVfoQuBP$i!{@fgoQnO$Y2G=Zh7op75^;WIGjl4e~ z$A$YTQBz;C$A-f_zhRN%4hQ@Jm0AUhF#e%JUWVBG1KJON=*eQP^X-L_;FcAgp^!W| z@E0aCB=9EpSGk>)TcN!bgETLx!MCN=etScswfgv^m(!D>@P=VLlWQ2YM08}zVYWkX z(G?bA#lKM8#(BBtmjoqw<J9*kK%*|G%fXqvn(nd|8@43Fx z&7`Jaw5NZv+^f%v3M(#mfeCZlHvT4eNW|R%u;r%0nam;cA@(8rdyI3^a|NbWVy5bc zpkHLGbm-LYefuS+KjAV=y(9K!XP$D8L1&*R4Pl;YA+}Zj8K}n7ikV{S{4DS@>JRr6 z1_N<&7>KnTds9ioktY?vsA!S>oE8m>UJ-9r^m!tqSj_0~P$zn24yeC-jkR+0i~4TU z83Y3z9%W({>Vew|dz*%rD$Vnr)Aw>3>Q3ns+8 zkogf=8+<~;0mZ$iHK6;P^@SXte(1F4&lx9{6+ostmVc8;@2h$&yW}6OHYZ z$*aX96Y}ymkC9q|ndrA#$o;Jr#Ba@K&ePbvD%#kz9BcrBhLZbRHB6|zqtzzC+K(mI zq9e2t()*xk7Wcv???sh$Rgt)0?2k>inPbMZ{syL!el!c!!!b)8H)bC6?SarRRHG1I z)p?^2qpq4p>}sEt4`1TmRTn#-zv)Yn6osv=$*(OB{xHaDVsIgy z<}o^J1BSV)F1{`YbZtYBlhwXBT!?yCROefPb4u;_X@==rBkL;mz9O>*W$PMb@u* zE7wIJ)xf)2G@80F8CADY=*H18MqNj~m! z>IquwaUQ|Qlz>eB9{%SKjvlXTB9mNSPy&G<{acwfZ~t?)Bh7V-K5#;mAiX6Z)9UT( z5$^HK?z_df2mPV4-0=?qvtS1|*QAc*94)?=s2^=iB^k z;5#yY&i>p?@srBCBDlkf9fd-fk?Uil3}Oz!14?}=f?My@rMZ1^0ym!g0oA+<=283u zQj@Es{KLYSPo7u)4~QIZIE=7jBwXT~mPXi8%)>eoBqHz+VL!vMe6*t9*t|u+lM!Hk^A0*~))a^6ll9$uMF1;}*`F>qo5R*;@8zpWdxhpVY%`>9-@Q)sewg;u)MQ z%M;Ff4q4 zU61)45Zry4TcVkk+4Km(7Goa>w4#!Hdl!1XDVS?S0?&TeWVK03a_yK+sW7T4nd?D9 zrBWB##_Jj?yO)rHcVcMJQa>=r+XkN)iFd}+z5$Q7Oo z&I#w1r#%iHI9{qc_Wx2X9E$!J!<^oAxg~iU~@Zl}H&*jaQcuLobr+bBb$ulC`$l zYCP%rxeL*H+Xp1`*AgAs*h=hHbJw-)S5t2!pf}zVi;rCNn34K`_FvQi)^B}KV29KP zjJKcSp8cmfn4eI6XQ)ksxeu^p;}TlsXUP}3=VeV~jKr6S2;U?o{eX$sUGx;xj=uhe zOM#!zoi$#jUcHjg&c}J79Zfs(3HgSjdfrPftQ=}sWS>#}f+2;q$kzpvcRcFz3HpZL z2zT_psJy|we8so;fRyGy^6h-WGA=^Bt)`^hOuJ5dH7f|Z8(qBC_1?zm=$$~hP%N&H z>^tGF`jZQ)T~H`%*|w|4lOGUzNz=(z2cKP;N~e{zrsh5G1>o{jCBdSXC;1AXGnX@1 zd-keV?M_|#nC@Gtq-riyN>XB(dreDa^A=BZLfZ)3%JZ0QbnvN=`w~+1f zNk)iWVxJQ4uuf}~rw3we51_JYb*Ze|ijGQrj^uu+XfPeptf z(g6r_mf7+Zy}9&N|6!Nqy@O*;2z+;Qmn|tAQWCId%rWR^D)yE^;aXliJw6uB9(RvGTb)==(A8WdOThV z*9bAAZMzdd7(rfysSQG2JiT{2$I;nwf7|@Ww>G~dGv%5NJU~VZXg`Tol`^ z%BXoC+&s-hbSEPtAfPif_Z^A&poyEMP(}BGm6;{$6Wyr$?d(s8q#HTR(4lf{qh>moNCEjP+w(!pm6# z2M>Fz6CIWtX$a}$A&~fF#$YfzzOnzAOk*796Gn#8LXU{DF^7*?(V|-lqnR+|%3}ZNaKd?HQQ%GW4&uijGrR95t`O$#;_iNy8T`ZBs8L?_Opo5#Wl#Ydk zrUMt|Y<5pII*XN8c@`%9s&lWTm;L2)le$I9Q+6KMmB;Qdcs&JDIo2_)1s>tY(04yP zBo==b`8jiyLR{U4rTMc-H@1MfdW_a<-#9AOCPw@!xs)I3FLH9V#xxeo>z<3=D_zkk zJIM=uP=Q>el(P$rTGQJUZ@%ST||MXszPVQ{FY}n$jD6MrjCv-kx<$1I{S8V$=D&+Rt zoZxs+e#ITQUvb(-fm)o@P=XBzPgp(feer&ho6=_uU8FRWfnz`7Lu0x?@p1Mkw2$$y!YTPHR!b~ zo4Si|EDzKBSuaoi?3{>{3}clq;kNm}=i-gdmpl$11(Kh~;q_=fg+EE}BY(m3;w8Ib zfKbWDeu8)u@7)V~v7XKMO{>ZjdfKCI<276b#cOzi#aN}FZ^NImdIN20WyL8kYNW9z ztu0@Ss(j=i7;*TP;J}Vs_3|ub(*23pw40!~0d9qC&&x!MXY`|k$)-KTpF`N+eg?$* zlg$PMpb5JbJ{r1;sJ4kIRPWsGIlg?I^SU0iQOv*2+*4P?@^rpi9*PIQSuDM$YoD== zw;3Q6RxfwN)qEzBs@J?I|C;IgVxOYEIE|&hhD;4Cakm8xt17hb+8JFHUHYke7H`^$ z%H5%I?ROf`q2g~tks(T}CZA2MXhMxbD>b z9xm0}X<1=)dm%j50abt!xpe=xuLp_Z4CnDzS+F z{uGEEN%n8{+-_fT_&3`Ox5Chw|HZfX?@JBLTkyZS9)EcrEX4m*SARXlf3y`olI-6+ zr$@FV@AYdhK)tZYB|-yoXQkmip?U0j`el*DN6?vPI*3R zq4l`_c#~rRX!#Z6epu1gtJxl+f}WS7J^4SsDCiU!6mj63+(-?=sZ^qSW>o;UVcs+- zTxzgyr+>kSWKp+Z-Db9ko5)G-5DAKtJv2cyypd|16S2k1G#! zN%wgTBydeyr6Gcd4Y!Yrruh)2dFa%>XmzrXGZrBLj3(vW8^cRsOi@b3%{(pJwNR># zlxaY8lz~%m={>ll4t1vr>4E8cFo~b%V-uR zI`-$M)y)>*@$>jru51X$r;`+!t+>uy4L}lpmZ)4^7X{wi1dC+i-{=m|Zn45p-WFgNl1pn~- zNvl%*hYZw_e*Bj>pNaHi%RewgvfSoiz=sHasy;q&Tm9N|PtG4U;lrkZ;$#a-v?_os z)rfG{JHB=r9GC@u7Cp|NCM3vhTKo~mf}a)pkwX7|#FL zkNvG!3k_Izsqa!DXvE~NM*r33G{Bh+Vfc3x%t(rRf4b=}iU>I?tqd&PuKS$2omAGg z=KkE_Wf9mH^inevp5$6PW`Q7@rTfk_%M`4-OC*+JaG&Y)<9O9$lwJyRi~?P`2(|Fi z0REr+t@u&^4Fnx0c?B1`fb2Y3lm9Kib;$H@xp$@?>!|!&?*EfH zF@Bat+y?4b{*HUE$^xm9D9ivH3tJ0cTA`^<60Za^dMvRH8YQtVY%;M<$^qn^<2avm zd4kgLhp$RQg~z5k?ix^7P!sQbZ{^9JYRA14Yk9aX*2b@1+QL5IxQED>+bsF|-?;z3 zF*iZ>d=(KO-69aE+sZNV+=7_V)-2raS*agpeS$fG;0^>OC;@U8EY^A_N36Ye(&W{q zeF&W?rCgyYsZDNK2;on@E)kZg$9_i7%7Q3Qoj%I-Ir&>8n|{(tUY@&jK@K19FdCOd zFlnJVp0Egi8(G&>7rNxT(lGW@zIGXW$6)bD$8chR%P~|i*~{bu8^ZiQ=N==s8ULU6 zI&IL1B(vwoH@IcK+J)&|EQ(WY6tfAYSa`1dodDh2DKIKNKbSDm$rnT2DbN`vihQ^; z|KnZ* z?hl$pLY@4{9mC0;kS`##^on(IiUI8fVqlvE9a@#U&%GQ+lebR8UYZB#s& zU6>+Hc#MW%GJDhTq^U0MXO7g8?lgF*Ej)Xsp{!*=IehJ-Q(!@{mI|>B=LCoc%`yfJ zL?L;JnQLD_{ovlfKF7epH#kzwH`o4+0O0>O3Bo}mCA&HC`zV+-AKw^u+>bBy#VQL8 zDh=$-E&HTq*nW4iEP$E{teeH~%_PY1)^0xK%Bm3XR?_Spf`=|0I@cdAQw zOe}Y@Aa{IcsVK&Vj}{HV#0~xchH)3WaVw>9r?~NvPjC8h_33{&-2bVBe-+S#)Xyh~ zV!^ zg-A;UP^Natq_(1_c0NpPrx}FY5M!9i>_asR(b`1b-< zt`u&75f$kzx`vwwQTm2>=xSOS!2+k=6*GNdyx;j0DA=bO`H>)Ull^JrPKRQiXxi${ z8ZR5LY+Cm|1wg+9JQm^e20srcZ!U;0>DEdvBZo87&X7V_=)$(yg6Wua-)KL@Yv zFlPx&DDn+V^j}psea$ymtj)$B?Ah9avTGeC_R3Oa+T+Fe?A94Y5-ZE+!^- z*1jRg+PX1+iBO86?>&Qc0+U>e1XLbSB+Hp$!rr7 z{7Y`(B!~I5;qcLO>F6ov?)GRGkCurd>2SBOQ<_7>^Z20ntwR)dgmFmYSK3~<4uY;* zEk-UzlKFJzRG*WG+oNRlZHPDO*doAl{&5u%Q~p}>&?d&@OM~3|%ohbZoz+iQX^VR= zx9bW^t}9k$naL?{{1z)DqOXa&O_Wy=x?em*;ZZ9DOmf}2hh8z!9RrA>RShPz?!~7~ ztYtQqOgT)TZoO_dCV)wt`&=+&-g5H#k@=vd1=Kih3Su1pBW7=KD*7N&eh--5I*K8V z(KTn9jR}=sfN68<#ZO5KD;qGtpw@EcP`jP8n%8dq)`L}CdNIE)8}#4WMpc1@nA3kS zl|hT1?tE)dvTxo!Z8)XDA)4JaPBcgiK5e*U4vRsH$zJ^~e_GgwNFFWLVRmf>;klO7 z2oUdjxWQ*9%V%+b$S-Am(*WX-YUjGkS-%MPwN%^>BF0VC*NZAVWkQvm`T|*-l!|TQka=XN ztJe?8ph85FmL=)T^z>#j&dQD1(UVS->@Py;FN( zSILsqM%D9AiN-P_j4Ec%6Pz9>hVRz(?|l=Fdu=#aoE7tN@-@_Xvn z+SqH%wj3c2*{z*)6~)h*g@m&~w7I)t!lz1bympGC!*{(Tz8*7Uu7N5|pam*%2l?}? zAo%6f-aKN#_{&jk8b~q&A#MeS#)Pcquf|-3e}!#d1ij``md%9AobI(O&`#B(dAXUw z@OS1vHASuzMP3WxF9s(G zzKnf73yTe~t7XBX7cGFf(wIe5?xg~^Y@v0=SX$m?J}~~ic}DBf5n4+u39dGga%pgW z4?o-M)*39ZeyX-RePk>APGj8X`EFj|wZXV&uC;bO-AKMZofN|s#346GK2H|7`IzeY z-7CZEa81^VR=NzL6Lf4DbWF|LaOEiMsJyGa)pS$ZE_?CI;RZNK*SI;DXh)s_?ac=H z93?d;RTZR0y$T{b3fRIOXK0Qzl9P6KZ|bj%n14G%g~8n;Wnt)}nE72HF(;x|!-k}i z?I_OaoIS#q?2Sl7Z_;lJD?^_bw-^>(YZku?%nW^=+!hSg&{*G6c^yIICRqaDfWFkZ+vqQ7;&jH?d zZ^&dLIM43-+>;GayQ03bx#BeJ(pUl?SWqmPtUNAE-Iz9~IwP;~r+-XOU`h+m3=;m3 z3vgJqJVa6-v|YCy_(O1@#EZc01H&jsP}|A9NnUTdC8P zKx`i$dE*S$S8iC!+&z*@;BC7iT#w~z_CIH#-f3<6wR1rs3 zVKF(s3(D9$6p;lLcA6t(<%*Exo3ulWhc-e3mfR|-q{xD+425p;Tg+-Mm7o5|ycwy$ znI8g36kdZkZ@pV)H45EMw=};pm=3#r39X+En=VV4X})h`#Zk=VSMUos;v{1>IruM- z_dv#~cp4W)dKU>E*??VGjNP9GYQjCL4vhzr9k3usCw*Ed(T3e9AgfKoUupN1@&eq%aGoB7Vj%=O<34D`A4{@Scu4M7nbxk*S^y5DK4SN&h$anq?7wxbZoxeeEw$VH^`l~kD zf2uP|#+>sv_$C!>9{qpA-V0gDqyJsWt0skRxOD79&tnY0RP)d;R;HgFW0G6NxFn{J z4dW_Zp_?G~KC);~H!e93S%i5NtC5# z(5>+gw8cs`kBV5DUUm%bu$bz9lnv^~B^UjckcY(kEdfA2XBEG>RdcH>6eEGaha9b# z9p*_#de0jAZFdxqVH+l02TFWd2q#-jDEC~;ebKTA1Bzu4S4S+156v52f2g`PpT)?> z4w@1m->ZR^MnU;Ial~4}5|){1R^AA?V<@?kIyVGbG(=)7v|ulE5IHQ9I7luc2gH)M zHt=$&9ia>_5P)30DIQAGd1TE@KAPgxJls-K{S3lca#~xE=^uOZiDlg<+?* z%cO!yc$ZLk%>&~dgX4#nNNJX}`wplg4>(sNNR zQXge_%+LtTKlV;_kdhd7B3E6(x2vvjfp{Qq9pmpa zymiM8a;L;IZY4DCq$ydZD6#k?>gX$4)?pylIXhsY8+T>?cTM>J)B@nICVZe*?XGQH zrP`AtfLqWKe2-F{YVo635)g61z|gr}b*+pkZ#JaY1m++F8)VL1F)DM0h#gj2NwK%N#q(P8^_I z)cE5`0l}y|7Q{Nw9Z3ypK0UNIr>^E}v)ft1@2Uwil8T`Ezl}10oYe*Yw-x~Zww zMPru^b#s^41v-u_K`>{)7qN&ddUM`5qu?Tj$kbW99ICfFiY(ZeTWmhlQ;;d7b7XD4 zaZ5XoH1m23gU?0ZeE$|y;Nc{%!%L8*LYw+>_naI;KbCXWY*P5LK6u?($N8kxq)4+W zdt9P;>v{hqzre?->C`iO!kD<~8je@hB=K@P zjVkvfGeH05wLuZ^qh~8y->ZZQZl9wsS9KZ%syco9V}kBvYzCC558~7=5H5;rDjtsp zat8_uwl!~#1nM>DD``gP$DAEz1I*x_$plnxC9{^0b?EAt+Z#Z{-lwnj=+lvuTNA>5 zpzD{B#NM1M)amW6Bs?)9spyE`*>ZNh*L#+0aP|q53&(6hX%aTz3_U$Ro93x-`3kim z-4&ph)yXe9IyDqMM5I;lSF83L~KI(`>Z0kC4tj`D`z=?@MMR|MVqHPeY z{f5MNfVrz|+0NaO%?dF|cvpNs- zalY~EM^!bcIT9?^z>mjgt@(NR_8oOU&B5QQl0*wVeoUQCeH%Dsr|qQOHMmqPHmhtge9gCjB8@c zuar89e$ys5aq3Uw z76F#JZ+qd_vM#%|!S7+jYh8XNVcpjx(TLz*d+4d?``6XUTbxC$O}M+=bUpL;=9$Nu zQPf*`ed#gxY2Qr)565Nk5vh09?4RrsZy2LS-YK}hh(Gq^h9u{Ld&nWO`}$tLL2g(R zo)qf42LdKfnuRLp`jQN~Uq@H7GL+Y&dgB1Lw2nB(^iO1)1b3t05~A!Zm-rvNPzxtl zX3c|8{IpAMxCMSi`d;I+c-_CwL}`k3MgP#)Liru%WKm_edqsWy^`2$s>nL5nondc` zWUSNg*Ld-m6ya4HZ_-fq(2IlCy_T3t>BTS+wW%*}c!Xf6?l-m{CAxa)`c+$uzoQ@k zYR&vbyp%b5@ompBua5*MPy2XGX^sam^5~>@%uwLHhM19PSg4qe;n~<1cFf|Go4gi| zKJUra?H+ZlqFyQes+kK8(NVCTV=roQTEcK z`E~0*35h1CqTvoKM#^7Pl;X6w>s90dk8egFv2KxPz67|fn^A&3R@GrrLQXI?245fl zs;{bkGI|$R%PzcZC@`V7Nu3#|Uh{_b7ur-(A@2^xDGCKO=8!CXmgj0e#yCX$!?qX> zEz?8D5sBQ5&>i9KB=V0apM5eAQp2G#{sUV8hT$Z*A#X;eBj=O-cN8Ji4Kr{sAi%%* zaPTGDjMT@e%{zRR#j>ZX+_>KzP(HKmmJ!Pw&ShR$lZ@Bk%yfS|=0G8QAhUEFJ`?p) zAaSrVgU3q>9sQBkdmb8QTb?IB);$da*U`U&-Vg|sjLKO?=2LXw8qwEaamjf0CiiQ; zkPGcYH5~g9wcQ^wakBeKWP(4pw*uH!J2WF7!v5vy>(30E@cU-Qk+@nc7R$4N{;QX& z^O=lUt-yUU6eG8vC1V|Z8~$q?mob-2jTB|aE?yX3CVLU0Z#VeUl0yuF95wR4lwpcH z;IiVP9N#zTE9p+lld4!SyzxEV8L9ftrte_Z>Q#6Bz^Gz7`at#5B(97TSVd74c$UIXH^UgE@>hU&N;c#>AM$(LD^!2&9=kHJ{KZel&kEh?IxY10w#f!Gl`7uQ>e zH5EKg^)+-3*5~4%daz%re}8}HrkD7P*qeWG61o2|e`{OpLVnv8iCfz;l@&WT#R`1G zLkY3FwJYC%@D%MtFhSOr?3g#Wh3s7}B|my!kwM+{S&KNaqxRhxSWu|GWm z4LC1&cu7A0DvRq3l|FWE9&{e4Z3p_`UW1nlwRX7G3&gL$jyAgmzgx-5e=pnSw^M!ry-uvG7+~=Ns&b!|)f6S~| zN1dyTImW<5%R5&beTo@}99)M6d~<00@(8F$KkCc7@YU<5PWFHf$a zZ%--S4bE(MZzAt8zERLi=GQ+lV2SLUkcQa-9?#ExRR%2r&#|)D{RaGiiQkC3^T^h6 z=Gx?8IZ83>{afg6gUrjQ-FoBT53a@D^@Dyqx!e9fwO(NaPA(s%Pnazo9aI4+_|d9K^wB{z zP>Y9q1Ml!~U!WW>If1$(G^2^g(<6|?(JIkai<&Hd)=v!bQrW6;`xa+vM>q4f`=F;- z+vlx%n7#^DV^D6fUx3?`qgoUo_8cVk)cTK}4sIzaIQ;m_C?dA4ctnbsQ?w^4TY_J)wm4c~Su zYXi!$sF_W0=54&d%(-Mz>mD}Vu86A&T({0|Z4j6{p!1eCno_daoOrjYL4?95Ceac> ztjXF)9u6pMvDwrpX(g8kvQoA1M0p?d>Q8DjCmQntZ`t-QWTj~rN6 z!Gqn8AGatIXu*T|fxg9 zQ9IVP?@V2jp21oLwSGJW0u)MSirjdODx-Unl9LUW>=Fa3#o{Cu@mU;uV^8THJnndx zow&}Or}7ykH7{_PNle-lRY`CxX%%#cE ztQx8}7VbLxO_G`gRa%_;8H&2Jihy2Pt+)3BpGg<86+9TXHJO{pwUvT3``t{-%jWdX zGg_!eJ~+mdC(3*~bzS>HDu^Ccdp_pYSvmQip$F|RQ0e4y^b{_%)OF|Fob1hk+G<;? z80&^4zcqZU5gD%%eL70Lai%0plvsqWY_?@&;C`$08m<;bg}=M_scrtQ8Tkfg8{Kw*9= zkE|0lRVnroIRzOyKYD9VbJ{Zs@d~YZ4P`a)Xm4xXXU;HxqL070i~ZT$AZ%bK>G?Co z@A&T-f*Hcp@Kmob_G@Jqk1tG|TV7AX+xeJ@d7XBv-Q!uP-lCPB-aF@ZBu6PHFSQat zcY2Gx|0$nnOdG$1zOsRWATSKI3z@fSq3GZ$vSX2HCd8-KVQ0SPvw>Ce99RM8CrM<7 zj)5t4arf&pZ`q=6PkG*No4<0+J`}dY`4RrGMrKgLzK#16L;OcMzSjZ~E7cEYgKvD( z9++KspIf)um1Y@>0SEb?+dWu+325jZavyUAVCzWNuZ&Su-o%o+DFX5 za;hVr1PhR(8udPE<_4~cQB@$W!W&)A#domZnF?LQKM=?O(r&=>90Dx7RUTda`Y;{2 z;{3V8-PdHBq9X?TMEl6)gKN0OF1h$6f(jYoyiP*u?vq`IrHCma70{jI2sP}Hp_%|_oX$PPK@{&w5vj&qmaHO+AGYaHw6Ip1{ZgZ3x1+C z4?||mx}Qw50w5ag&_}xjNw3pu!CGQ*`OAac_VYzFM7bMzw0ASd;*9uqg38^^Vdyuz z8}E(UGLzrv=;Tlmf{eAVDdS*O1ez`>O>Eni{|cQK>3S~>A`trmOqw-i(^VWP>~_6( zGTBfhXSmu7D%lG3nr=+GUd>KzYCrG$ zg-|-39>5VvLj+Z~FT<(UdM6)BVx836{Eh2BwyR(NPkaJr#!0DF>mV5>8*VfzO>`xf9(3;z?g7hV+w1sg5OV> z1@O>y;VTj3(_B-xyADJD%o~@Y@dfJd{Slhe|1YoAYUYE8G4msD2 zR~*@!@kf^xPx}UJS`3Q$b0*U)r|a#Sq-(B>#UGETT^HK9F(}c|9TPLZw784Hx%wO= z->FSmKoHZC2*{@N%y8u}OnhK{?Wtmhd_MoGij2=`URL-Krn=i?e zrp=Wn$9yF@UqZvhx#jn(St+CX8~+eWSX3QtWC9aGl2f_y(^} z9Q4N*s#Q59i|q0$>8tiw-#v?!W8KQ=`}6rU@#<$U+N1`VHdJv<7o58_emEh@mA0V(RBqI<v3 zv-(Jx_+IOc?+Q4E1!_-%Gv^#_S#2Zqzko*FcxqN&+oPQ^%6~(h{boL$$GC!;xoRWnrbho zP8LN}rlm+9eo`|_=S+jQgkH3ZyCjs!pCXc4f42`F2jhntEDuY;2k+pbf}BP4T*I_WdPM|`7NW6pY?tIm7u^qalv$5q(t zB%SY!R#K>%%z``_Fjk2%P!6a1^L6e(#IC&NO3drh(3vP46@E;kn?Rqh=y~1o47ngv zlRq_vaZP0A>(+P>%`_Z?!8z|LBZU(5 z+LhBuH-7;6dcqfHm$j`$g3Gw$AT=Vc#r!j{P)>Se)u?>1uSO<-=NJP^`@49>i%F@yYmZAzy5)P;di_mG_ZKw^ z#_*qOoY{55n*^z#Ne~fRA zlGgs~x|2oaI_GqC!$HtnG z%C%B>%t+hPJt$4BUPSGsFD!W#yS#WSDUfY_Pd9ii!!3C!l*dTL@M(0GmR{ETH|H0d zmhpLWxLq91al>N^HnW>>|uP$WqSD&-QZVPWo1s!~gxtaAM zMBk6|+U*NQFE+Z;ubGk7+Nq#Vd&Th=G5Jg0Cu=b5alVUEbrk(YqVf^a;tY*Y)Iq(EA$ ze<42S)Q5XdC%!-Jy!B!FfEn#iZ4#vV@qF0k#Mu<3TLw+oM|&P#I{pGBlxAKNMjP8O z3WVTvIl~OQu6*3tVadMKQ+aI*GB5S+vpiUEewlhlf&$CC{yd0B1x>1f7VbM+D=3DS zp_PK{H3UNE-j{6yycjRC!uvru#;W+cF43`zrxi5fbAl(&@3sf7->6RXJ@0th>;*Vv z=ce+yEDcX>*{QdegZ;HN1LoKdsa57WAw@i!V1?S3E{yGb=;N~{!LQSfNtS|qK6+ev z$u&?{?13pu`{`LjX{MqsbogY-lWd=MMox38s5UU_GDe;T0zBD?a#-1Ue#@^wkUQ3D z-S?sqsdLWYc(KmScJbNu-P6XT8wlLUo4B<=^N-6@a3<%@+UsR>{GqAU>s8}3rtv@6 z15s)T?Hp4@i4nffoJhP^{U(h*o-wW3Q3*p%=iR$JK*zIKkZb490A8JB-gAQe#23>w z1P0y-v**c)z}}6jOnm41X8XA&PtPe zBFo;QE7e*y5xAWD=XGP&ITS2&4e$+BOE=NlI>%JAU1!NXoywbQO`;_me&{jaI%URt z{p=NSPwMJDUj*XYAa{q>T5Tf&vG1&EZr8AJw~r1;X#q28Tlj{-;CdO%0c2ftzvh}g z^N50_Y028z6c{x)ExL?68kENl84gJ3>!+z?T{on#AcM8t1^XS#?yks(xSOsYxgEvI z48B#q`opy?)DZJ-py=|^c*B&?^4-ntym8o+z+|Pp+4X~uI$ja+|)f{2m@wACu`_qG9H}U%Lw90AXl-#!7p9O7{JIv?F>%y+Raq?5x=- zi_sU4spiksZZFoLc5!YgeDL+*zCoQQ8F{Ph|*Q#UAWulB{F>RsRDdiK?7 zEnkW2J-oL8j-*hArGMa|_UBfbHw&(6NTxZOGN8ZGt5@3<7E$wdLT3-*Fql0@YGGV4 zr~+au*w&l*A!$L?@9WJkQps!+zP8^boYoZN2a~Gy` z>Y%tW?PdT)y#7_UdlXv@&&z|~zxY}t5fUW@35s(bB|^SZHVpF4SXcG5qq? zX^gd27GpMggRju7+YaoHQA%DMn_vW8+vZ+;=)IfZ_VovSj|ITx;dbwv?|5I6mxH6L zhmWI;;}=;^la-fF+5M_3vG2ce#lJV%4gKchXf3njU65w=;iociFD7~N`{DdjkGs{O z>gIl0;ILQQFdW+J{2l#%^)d95tY>fT_!XL=Y5*xO?M&FsL?kb(rVQf-Ww2Z0HAnu% zB`C)dp^}HFENY;d@so#>5XIsXO`-W9k6!n&7ctYb3+q?M!gOW@zU$xT`1!T#xtl0B z0yVw4d%7k}bh>T#Ld~nZX^*i0d7S%-vPlmzc&GPh>y+Y6TQ^ngC(rK6#qljpADU|T zga%Dd;1<}2t2$*uhZu0EOL>bH_8NSb>l00P=whQ=pwlzJ_?gwB-(46VkIx;u7;f(y zJU$OkN?{%!O=2m_ev#wxh}B)rm@rO#Vu=U~L)&)Y){Ixi`}~EiXn5uVGD*QWqH_w>`7^G$L(bLcWS^LsG1OZp`h-CwW|V; z+}g8dc11?!d`(157{c?rWi%%RrGbDT&nNom$L-x#0VHj6Pw%+(bib1I5f(FlS4DfV zdg}KfrjcQ$Zodx^Rk5g4WKw+pS#8X|i1FF-gc zjO%Et2f40EaCrL02xE8dR5(4ZR4mY$z_fHap$$fwu5a6KPtf>n)^aVVBzVT+2{%XQ zk8>w$ILwgt2l71w9|0GKLwVW>Edql``F^uL_J_~nJsRvG-q#dj_-*92e)5t1W^xBp zzgH_*rna;ku-g34Au6pj^bq5}6$^V_WWJfcO)kwfysyZ1z+yYm;;$}w5PHpFXoyU7 z)N=E)R!oNvo3HD@Rf+Yt9k$XbLw?VoZ8n|g>mMxGDuIuqHi35myUpy5st(jMRK&Q$ zN~JCMBPMLdv9A4d#J543WfnvN#!65qxkj*i>zQ@Bwk@+i~m9zTtqH5sii6dEuY zK19t6t=+w&wKE=zaEW@1@N?vsB>t!uC1hPgIvcx1HSQ`G6p? zEvm=~nO*r`dX+oSFYPp;@xlI*T-tPSijFTK`*B39;(=Nfq)sf<@+J`dTYo zJC=FrR9aI6Bg**3Z!4C1p??FSz!9f8oGES4a!NT;O#3jTS#okcn<_!Pj+Qr)9!rD^ zoHAn0LP{y#0K$C$7*T$`e{@dD_p)jDs$UkPPdWvi3|FiK{ge~XR zAM<`?L_I9(1EagmFSaGJ-{^l)5zQ?v)*#R_qLp?+; zLUyZwnBXdijKZLaE`jKhnbdO1!2o%d62ih(7IM+alHQXTlD`BehSMcVLdShu@lY@^ zK~-p%IZ1>;g9OnNwikYxjf7EC;5fTk5_q55X-N%RK`KzE)}Ll92(l)+r)G-Ru?|2; zl#N@+h%S;JhMG8txdEOlXeJeV*+>&N6!!h07;pC5foFv+&$khsU$w2^uUSbLh%nj` zVKn?ZFp3jlZ2L#@NDuv_?62f!V>Yj%0%5CQc13NYPY08=QF`p8vWVp6sTut zsnhB&3Qt{OgivaLqOFtaE@)daWV*1zfAElqO5F1!?stNfS&~ChhAZ{#JD*};LouX@ z$Xo0U7B@gI&$2i3L|dFk7DUn;)T`&rT+*I}hg>ER1;T;nxOOv7UE6%NqM<<96&0?7 zd@gdam_Sfa<1?2t6rfis?2UBMRxE<~FXIfFuO_vyP`WTWfI{7qkY`U^UR_x9^8<)! zAC{S?$(&{wr6FvdE=*Qqjf`tnY&7e%F?4Y;^Y8XVmMA@}7=6V;s~4=ec4kkZA+(_` z%v90z<|JwbVO9nW5aHP~k6q}#f`WVDs@z0`bY~_F6gFi{`dC(4gm=uTeY=t16(mXf z>}Bd{F;@2a)6td}k@-Qh1}*1vruZI1E@Z-OPY99Llu6uFzWlR1(4M{l=O+?^Ncd8s zB0gtwC#w{XP)uwz-726tfSlR{g(-s~$<*>+q!~1c3r~X*Ag6^u;g6CU?BL|Y^?)nl zdmx12!lzDi8Jhxf=uiZB$3ltPoRb`KF0^~<9HYyn2v7(=J5oa1{H$QXD?Lz@B=eN; zfD839D2Adej9X+{BG;T$A3`-K-as|hblq`AdTmOir7ZON7*d*Zikp-F_{YpUF89CS z5b*zkMJXj-=*7Qc(Jwdz3MA>Yq{5uUD~IcHlklA|%TQs{^Iu@roRybN!N0&PJds(j zzt1cj@h*i}{NH3&V6!Bl>o3&z(qHN?aF6mj;ymiU=k%k*`l6vIeJjSidd@0Fs29i1 z%=W@8)ljI6rP4$Ysh1=g$H?CF1ai)~(V~ij3W2;>MNi?y6g@L;(B$hviEXAct%FpB zSy#~ruKVXqk%GeE`LAfEFM%U_y;yA5FH)}SCN(4TLt;0j~b5iHm+yN4-lQXRukl~E0H@Z#611AEFf=MpeFjsE}1k=YpkWzg?zHb#E;y{ zj|so7=s0~)7Q5N9dk;2Pi0y2kTpqp)6%gqYSIaeAkWIr`?Al z2Ge3>%(*7Qj=bopr#cdmPh0?6XJR@+s!*KA4WcXjy0-9?3Fwul)kSQ*comZd(KQ~& zlYj#!)g2VPq?zI~ZMX&w(%Ti&p0!S@R}-sKgD`S6vVxPg5<7m}0~6+bd% zKSubvtZ@qla@MSltS0R1E?w?)TUm6Tc~IUASxv}?T{)*|wjpB1L4a+tfy0l@6UPyW zGZ|~d=LchF!Tv9vAJWpS^C~pO;La(jYu2nHymu(wnM{LO6e7mGq-=1kEA@B0+Q{L?L@&zwEr>{&zsZ^08*G+|q@d}U; z1}z6Jr?JQj;1_XT!1=GcwA#~+peQ(mjH~_>SF@oXrNb_$bDG`&DG1?AX*lc0%7kN~ z#2FelU|d*IkPLn#Y`Z+UGa6+fqO)=}FE7@-V%uePnprLjb~dMCJy!8V?+;u6|Dr9H!+GouU& zrkTBA+5)inogwwRWQ!BenVtoO>X>t+GDv;;>bEws{6EoBlxOf$PS)s5=;H zKNoo%;{UC7BLG9pEScLWdawQ74^)%)o~*nQFE>EINFqG7@$3#zX$^nci1)6S@#z-oV%S+*Ix9d)i*H%BA_TlH8ko=EMhV&^;K1eS@8ksnC4> zKrvaAP6WOwVDs2l&g|{$V_CC?xGNe9h-W;y_*d%Bp>aRcot4ylCgHI22NSLX3sp## z=Y1TDawjD$=V5ZJHRYfe*&7Q_b>b?!6?Th=L&Q+u}T@bsf$h2xk)oc54MCc+^>|XDQ38 zIIDiAbx$ZBQLRI^;*EP{+mb{DVtX~BXQE?&1dI_W<4vbax8s}Y{(31i)`2-Z%$7XX zA?S)XCWm`av31opnlC0V3I1(Pd(|QLo+UQwM=`Zt`3~ulfm<V#kl=Q^zP8E8SZIVIpFeF{P8Faec|yM^}n>jFs-f@)Q3SsJx4}CB z=na~%*ER6I+Y%A`iX|xO#71qDSe|M&zE6(tvonEOL6WVtG4Zl_4~li+lG!@vjyzcGiI_hT%CpxJtN0~XuV8JgvOd0M@RE;Z`a4B4vv)>OYvM4suiH3W8Yg-k}3b3*88>@aNu1ehTqa_*!1A6Wci+Fvkrm%~Om^ zg8CM|Rd|9o=Hx&Pd5=>pvgq0$RE5=Sjcq=nGEwDy-E}7+`QmCa+F+E%S~;O@9B<|@ zDk;IG9u(AOT7Tnk8gqxenUH?^-GXR>zCU9N{QxoZiPia!@S5|<8mRuoAO zB2?>&j5#E}7F(#g9w=n)D2IcF2Ng}^CcX1++EZb@RBJ_dCIh#=duX64u<0--7r)0P zvA&kNuR109u zCr&B3l22$|GZ&`abRRrZ3>mmFaXe-{8pha}l!@#U7>An$F4v z*>`W1)bCi{EJM68Qns&dn-Hw7i7|oggTceu37*oOsxpG@Dq(U z{xrmcL)Mxls}I~!YijCdP?I&owVYKurLGmP+D%zXe3L%7ak#aY^aL^g+ zxs#r$;ZQnOG?w!e?_MeNvtRD4L&B#j30&8*K<1%f>YreFtg$pn^ z2^={N7Hvu-fiXVG@(&JNznQF6y}5_&H-dA^72o)7i+w6;QtA8jtK_VY_PFGJu=SnN zOjOA&(PWLUQ0;??t)yge{RxYMLeW(rY?|QEJYpGLYiY4FNxv|+3@GB%*Cv^6vLx8mr2oJZ&ST_1f+tz_a$N z`2q7SAWkj+gq@K?A~Y^j z0-c9Bnf1?Wewq8aLrGPNb%T{$ufXi+>_pudL$r-oEib=|D<4?&?&xjns4U+?q~0HA z|0V>u`0hks9_~4O$~^3<$Qz7yVo|>_R-1y56V#c@|y2URh;g3j*TpdJ8ZSbdV8L%QX9?~ z&e)jvKNy$kaf7ajtP=fp3ZUAx26>Kq^JYm4+o9?Ui7d*77Zm z_mzg8o!iEfca?dodpr>e7<3N|FYAsP|A2s&bE{8I4nsc(+GuxXIKY>6;n14Zs8say=?Ej92?=(8NFfBW?(A z8mu%@qifvrfy_=^O{UyzXZc==Dn7b%3#PO#h(4L9uf zl*~BPft@|n(jeun|3vs|N*Nr{FR%FpN0{yGb5Hq@kwWMN%fqCPSjLork%O^v(HT2W zpnJj&yRU+Hhmc)0Ts-RCh_h|CQ|{3~m5+IkTr9;K;*&j8eb>fpSAqFSuL;80GB$&q zQw*oLlzubkuKjTmm*kQkeDM+qA3)$dwe}yjT$rPSwf_{ZSDs~{BFX?xG|2L}1@TDx zG8C9fxB1xpRKRPa2hy)@cg0tfE;bvV-WGco5vraYnz0q1(U-o+L8JBCe|5Vco~Nnj zymf=3p9KkD;-*k>3_6);PUT|ZeMZA8w+{{xo3JG4_`1ZSlyV?OskRg&D_AaicT+7M zI4h&x;3s7~u`BpmPi*?Z8ey$^lLoc?ed|RUhORSP zk7;Y}Du>x@QqLwqUoF%9GYV*gZtd^szlGvPJMByedB{?MqK2CE!oD)Rd z%aOO;QfA$_Vz`u|p*wYWNDy$T=?>>nxyAn@4it2iU6skX;bIkwnr>}?uvAE?IV*u} z;uV1di36sd?<$E05-6OJW=-c0`Kw541AZ>Oy9p%oD{1&gAF}VswAQMFiNE9P8_sW1 z1eJ7-+vaLD5&WoF!iBxO*OTi0f_r(fgll`3h`+oy1lB#1InOr)xxKtN%n#_#GuLdF zZ^Z+nQ(4YJt~7x^DygC?p1kp8zH=N>uUnh?Ly?jvlPdcC<2g>UH??*yea_cTdifF$ z_*ba?)-8e9E&Zh1CYjniLwV?}IcGNZ?a^0bjh8oG*6T7|I;p}kvv13vRJpcHWwEHN zSnf^bKy(z$nEct0t$i4oqBw&u(=gPc{B93{126^NO4@+NX~H_pW|jQ(5GH zHcm={mhi@ZjQmuutMccX@?>f-UAe|Vk;9> zgJp%y&nxD9igBmR59apZ;SvWey#e^jBkUd~Hl9xCYP_~@fIRht*-~(WoJiBl>T8y) z4Cwq9{9E~d%$6hrvIqaF;Sd&>=CAat7Qeo!EVa1*1kT_#&DRAh4pK*pu;d>~VxT2} z=6AUNTT@}Z?))zy3nfA(_RD43r?Qa0oJ;8jXo=>R0Gtg>0~mijMgp`H^UD?_RkV-7 zuK+l-3QRi&{i;tk_2!9TS8P92%^TqKK8d2tHJBewMVTLd zeXN<57$wwcE`=!Qg6B8*GP;^|HLb`PY{Wyoh0QN&7^u>m#A)6y3vqWef1%|#EfO-+ zLhZquLZoH*8E-nhg_$cE;(-^65*rnMGhC*Hp2Q1=88^yFi`5B~xG*U@T9H@20qkA+ zQUrd)0g1Pn)WoA$9ws)kqYGZB2wSiyp2QNyrW!L_(K^QF-^P9PM!Q$5lu&{62{?7;ie_}vnQ|sTsz=?=~;E%X}7J*34<*a)z z6~eE&K`!+s-U>Esx8S5O0Ei~@?#7eg(coMQ4mM_U`X^-(+$9Bp<3DPNBo+My-|{0l zPohU}L8z98>P~$aYA~TJh~ijL1zWrH>HW_b|A8=}XDX`}(0nZ@9xM`V$tsy879rbi z^_xxJ=Olo17g8$6ij>sRlEPEGN!lZyt^BD=--G`PgMWYkQHb;Y2Lyosih(I{NBF-< z^w$e;5qX^UH(1s^%l?Stvd+|H0mwN$P^3uo)DGD266!kitq8bU?^icm>vr0cX|Vd`pB$(f>i3}JC7dkM~+Va>JTkjW4Dz&v$gw0=?+ zSXmazePXoE4-6e@PW!RY=GwPGoFDk#TA-FFOU`6J=s{uX>vfe_{;`w-f9l&m64PH}u$NP>i=zIw5CHx$2J*yvs?!UF zfWX8iZp~@23ed|mP>3Bnl2ZF)gL?bSCA16cCMfW1QZrAd#d%CYB*nrs&tsSKU&|t; zjBjzBoI5CpW*e&0qI9A7P!>fr-w@58wD^K3@}YX=l^NZqTYxpl-ui!Ufw@WIGc5ie zNGb5oiRoWUX$tY_vz%n(47DX)s9130!pyno8RiTKyCf*!f}nVWUSgwN`z$4+3u6Q* zls^e6A@VUa!l0gL9FrJuISVrenx%}9a!%%?GU9b7r!z`i$ce@}<&)DH=HxU55o&J; z<}Q6ol>Zi!{{fEyg;!ft(HlB%Xr`nR>v}<9gO+r8joek7dS0Z|vr!8(TA-IQvsVyA zOZnMeFQMq!=ZW>Bkki1q`P)JsNtRxuGt0SaU)cma1|sZxMu20v;T(e{TsYuv~L;V^5E ztBGXWy&%2*Xsl^atZooOF26F$1jSVA;7*As6wzuEqj{kZTrQped)uNPbvG-O`$vZEp7+4%DKwyX(wr;P5K1cG z7lY=fb!IP{MyOX&hpzi*PE&y*Wj;m7OrM*GO!Fc`t}|-Regj39T97#-&sUK$AR5&b zVhpS3GuK7hr^i82cymtCDN56()20oEezXz0w4Kw|!oV~yC?>{|g{$$bAG@O8X(pU{ z&XitRkbeFvommNRpp+k@{<`cI@zh2$lM9tule^#f@2g4^v^J;H0|-fs6oKLuR{Np1_8fRA>xCsQu05mLjM+nfPY_w{uu@prI~_$ zsX@TMuR{Np1_A$?3KiWVXs+wck$O=HtlyxXDNbx!b~%@ayfpEm(Tlgji#~d)1N6$) zh0?kH#>A^xFE*QXkEA;J`_r;XO`D0$@{kMI2KI@lUN0H|jXT{rr6N4VpVUlV5Jof2 zZrT!y`%E(rnv_&}c&x-hxbKbJ+ozci{V89u#{jrgf!hm}_$JUtU*foShu}(G(4^Uv zhlGBvEFjVU$&p5LRp>r^bD!~u9*tXhxX#6=bbzzmB*ufRk4eK;J@V1NJ`bv$@>BHL z9rQ7SIs$X?hoAjhYqwKKF^;{EPS|IB#sq4?WbnYcI&Z;b;0Zw%oJnv@>IIIY_I>CD zzwcvzl-EB?S+ytMBE}6Wam&Ffjb>z|aN~xfCwk!5Ao{je_-kgXJC)8o0;*RXqe0&uIhN}UKKj^SpzA~Is)M~& z`SEShgVO5H(e5U}M(-XuF2c7GYLXyZ3GbU^`-*nF(N#&?TOtdq61)Wy8F|>Hj#kBc z&gB||9Uk9(KFFsFlp_bqV~5g3j&2nA0elI`5s1|I=r|ww?u4S9szvq5{wL_VoA@w zkA{|I%ymeX=f~2tQZBn1{Rb4=k99k)08*749KJrGj^Wk^e#vy?K3}sk!d+wDKN{@V zbj)3dsF|>El$T5RrldKp+&U{i#o?%h(cgY<;qJ(HMyKNsmz)QVv`3{n`H^yHc zReW#bHB0hPrQ6<;t#A9DQFVu}x)ydq{$8#x+GLij0-awyRE0{Jy@|iQf34>j=DJmg zeY!?;kIdORG!Su5ClZ4GdUrcOK4RKom`%Mbd`~uW> zt-AV(jIE!&%DxH!I~KTv$xt?OEBzFmW@A_KLK(4x+Xig;v>9CU~s1fD9PBW0#LHys|oKjOQC)P za~0-m=N6a8CZ6w4Kuk(Md0x2BgB?%OWQ^N$Rd3s%VI=p53nyC_fe(jcBg0 znb5&U_4F2u?~F(J18&-uhOeIc(D~}t;%(JkO=9rwtjWDpM_=(^2`jXpNgt7k*^5nE z-*H|hWeuyniNdGb0d73}K>HQ% z@0@Mdp1fnKyJ&bo{`Uj=oP3ZDk^%v8Yp2{j3GiJ)f2PVZ*)c)ud3t_=aZDwx;NS zl;I8v9=;t~ord>}eZS>PIJ)00EBV!mh=UFijK9Jm?-K#OCp;Q%bEA4_45QBfg{2=? z^=-Ka=X+1QWJUg}Nt{7Kwqf-Gc(e%C+L2TN7(FTdS;e_Hezkm6y}FdYOC$U1!Goer zI(&`u(ysPmTRBj?UA6V}>ZZ556ZWmVucw&98qZqC;#iB^4bN-#v7_m3m!Bj^q!{Tq ze;|fCP8YD=^wS~td1oM`7;a4@ONV_s%P8FVF`-hW|JlIKC6xmGO-odt`{Mt{+qb|a zeZBv$+G<;++pMg-?UGv4yr$+2w)O4iwQOnLATwo(NNSph_*rY^D$SD8OodsgnIffv zSD>;q^FpP9fc~t``WC;PZ-TDGaKA_`Qw8_dmU2F^b*#N<|%Un zsa6hH*v6!;TL}{Es1b8>C_ZA!&n% z5kpPA(_!R7{gV4r6jJ8%ES6h6oZasFc!C%Jlx)QHNvNCLgRAe(y>w_3WsC2I%J|T{ zgVbA;`pxAha$l-mm@xP7t*}1h-)J{*?Vr5k8P%DiOS`Oaqr>B!zi6kE&w7u}?-+jy z>F&x$?62hqJBO(psr4Ow_AX5m5LXH2NmERqEYJ@7oXQ+$c(#SnZd%#TN;whY{SCm= z^QK{2NHkv$M}3j%)t%bQ7be~PGFr#PMU`cJtT1$2#q+$$d3#i7E>@cCJyCTtvi3P9 zRahgZ2XwyrEFt$Gvp=oL>aJyRt%$2F$#+h<#+&FIKj)4{MC{qGe-s9VkF$JgJMf*2HhkuzgY&Ych3#pAuZ%fF$cSa?R59#&JvT*byz;h$(W9^dVNa69TBmevoApUisMId{Y0l&b24|_|<}! ziNW~r__6c;ss3Xx<(qW?&b2G?x_Q;|J(iw%%;5&n0mr^;G^fgfEWu2mb40+dp`@|_V&Pf#C@(pd*&@D_hxbpFfo{<$Le7*6QXW<$ zhmM~cA=Y-D?AxskEXGnJ#Xn`rrzj4t7JLhXR%ZWpUNvGEm>8xtq723Dn6mb&6Vldm z1T{`L+T#$pC4&*X;1kuJL6Tay2g*_}8v&dKcQ(|3%q6%F@~h$JNx{RCa}U2PE3CGg zCG+}aqZN~y;v?_nQ6!F3TySl@VYS0qkxQ8w4L_l#;AfM)`_q3OnV~6+UX7FCev7^oVj&QhoLoq5J#i z3yc)k356f~x*%0DoqP+UzCr$ZW?!FjC-dTl;@ZM-MnFoHQkVppFecVw7;4G$T8CaI z%lb(T;>#_BJKw@Pc^0F|seZ;#4iwCa6j}qgrggO>brGt+T>cX0L6fVlV@HKlgo+~n zDW${GH9TPp=UVTo*)Zgnu%5dl&%l?-Rt|yG$jsaOL;FV(7Mjwup|WJq{yRzLo&DFO z=eydxw8XpfO>?5^Z!M_~+$@0~z85ZJ-Y6r>%8tmT4Dy_YmeX`&P<B06>AgJj`l>el_pM6?4U53my7{Yl*7oo*VASaaXG0 z5o7HH>~kaY-Vs8wyD`AC52VMGFie=kaSQ!wDHEI2q(M7}Gqu=4b?v|x2p<;&(qB~x zE&np-<)+c8qN(&@Ou%&{+azBi38|dVLS^?K2gY*f-`{ZCe7` z%<6ZDzoa7e?Jzt6rXn`EaDeo=r`JIfYWAgFy*HB1S0w!$+wWMSf%qC9UgmrF`xS>C zEHfT%y>qfvwkhtg-l~On^w!xNUAjDnmA+rt>>&-)flS`Ny{k;O{7Jg=p$TIzhZP`~ zZo;u*_d^E(fM?LS*00__#Zjr0suloESBDGiQUC65#o}JQ>pV&NZBq}LC#`uQ9Oip# z8R>+M50T?quX@>!NBFMxEkRt)d+N7B#|>R#Xd~huSkduNYeOpaYPWPNx`J_6h_7oF z4oWYN1N+8up)+o%SR#Pwz_;rYT=ZoGz?q^CIguv6 zLbHz?zvgnQ$5qpgnw~1v&hQB-TGtbrxp{ytZ8;0qD#bC}j3%yO65BWmK3m@7)PrXf z75QwVn;zeD-ta|O%<#vnX0nd0)~3Pdv?WRlTU$*3t!KsKQ{SX{@8uCdIZsC zVg_7Y_;_~r*2lKa>)02Qd*RB3xb*C-m4V^o>K}Ksng3XE zcP{OD(Fpz<)}a(I$u0HtV!@N5kpqhbP|?2GsLzm=G-BLl1(0#kA%{obu^0Y$qo){Q zibnprHzq-P6WH|i=HNmy)j!q6k>H7&1bM6y`Gc(HFWL6RlS+{nY{L$GIWLyzo> zmREmnG4!mUfys(}P9MGhuEW@&BO>+n9c}tMst*6KF~Rb#jF7b1*(m!xy`HP#XDKHD zcF|F%O)JfA*|vUy6mLk+w*M^9=Ic!7oI_Z~$iCU)w~X+l&5HOv>%8`bUod6yPVQ*? z^lht^I;Pe?zU}PXj<$er-gK7MTQpMsmQil#A$wazNZjmfkPZAQh`eA&Tm9S4z?8II z>2DaljXa)zZ+PU#A8gHD>3iI615+v=KD(CHmkg#*#n^tDzP{*i#s?+0Y{7)amUka) zG!T1&^1L_l(HCnnz?4T0V3y^Rrv8V*hrzt1Bcs0(UA^7{=3>6{@IwF@)1+_cVfF6c z;2#x@T=_E|go9~h6+vI=*nV?=y`I8d%c<^vBhJ&Jqw6p3$k+!a zMLy62=8AqV=TKN?ru<-fcEGZD;HQs2Y`J>)+(s~M^u13kD(-@LBKFPx9X)#c<9#W4`%6k*XRV?&NAK8Xrj9tcX2tc-Uaah3Mi<%yjyr;>N-+{yeb$>xF8hccTM zh}rggYtnDU{kY+RZR=tZ;ZG2Uh76G*hfjHmP1CbI|0??Se`WqoZs0e;#rtN}|5$Kv zvYU9HgRvzaxvme>e-FDp+(ggt@VOm5+aIiIy}FoM`N&!OiencXtnS<|maot;g?@Kw zSxop(Mj3a`|KOf+H|ql(n@68T8vfG&Z#`)T9ut3&G(7LyrU#+_N)b+_d`$GSO9U(rbGf2G2= z8nkx391{DF<2#ZW z&3!Fjtbe&NX?pXn?n&{p*Qeo$yC@mjdg>mLADy6y0@e)_t=lQ zw#^pXTgtBvI~2S~w47e#Myb_UYV9|6cq3OH>ulYS*>vEG9pO~cZL3btjb2q@h z>qr0CPx||ZO$~=4I;KCoF!SYD@@n&Bqm@l34>X-MFU(}eR)!C>K&B4=(764c`(h@rna`t}e*B^-V*~8I?dwcn@4n6icJ6g1 zux9R|A)|uf(25yjt7(Yi{5!exPgN_^v*EvW0Q^7b!4vGk_#X}d_#chIB3Z;`lOldAI2Wht+i=EO%Cgr)tz59(A=ZorhQ!8)nLun-oIhZ z&lk5bq8X{=ju+zjM=907RrZAET=@dy3P0@yQY$|hRJNNxq8-%T20eb~BCw%ec(GP9 z4%BJp^0m>fEPjftMxFKjthe@G0S#?g+Rr`I^pxi&nulEZLSM!*nfXS7BGb=cYcTd${ zIN*L@Or03f+959PEsz#RapMwJ8-yM>@?;9ZZM}7&9%YZlO(hDyuwQr8<-6M`rGdER zGo|QiprB>4;R7KG8>w82>`+Rd^z>Xdsy+z$5_`rK8)NA;8cA{vcXxT}97nSM!4Sw_Kggt%G8{p0|Z zPbj=vC9JST*;~~|ah*?YK|LX$1$_`#>rLnP=h;ba0^4?#bQrR!k{IgpENQ=kStD(- zzi5j$u@H^yMI4u}GYCld#GY_1Xv0&-{z7EJzg)MW@=^WN@e@eOeg$oi#<9f@R^LSh zS0o6K#6eB@OzT)3M9UyHF%_R80mx4$)wXT{|ZyKaX?eT6dlMWl_zPw zql*%d{+zqL4jc&9eOGPnod6LA zFX}mJ-zw$O4>Af7+EsxOTxtSI??7ax+AGA@tMgXhp{ut$uBtP*b`elLxKjkHj@fI_ z0yswCzJn0850iaG3>opBMz0T8s`5Ro{a_M$Qf+=m`|h6$wYz;^FqS-6M!ECOJFDV9 zS-cl|?|FSMbOxWbx8&=tT=+Lj%mABJ@9gnje9#`(H^VRrb8jds^iF;)T-<9jiNqdSK5a#7cW4B`W?Ne*LH<>68-*i5-S#-Pg|8n95z?h0_fD7!g#4&GzXG}Wn{HX*0An-Ee(LqzT5 z=1ByP=5qaMCvc7=J_ z8+yRz5dKMNdkN8MeZ}6(WA?B_`di(m1sh`0@c?I%*x-^?*69lq*HOREe^NVb!|z}W^W)C~%}z69%unbMgZY5TX{p;|#af*9pw+B{+danN7InxA z2(|yn4y7qOZ-d+Q9qH0$Sr`ze9ZJ6BVDKYT4+5WW8j_@o_2}?<`m?*aW&c{T4ah+; zLVE0nl&jcCw`j$UoJM-H)Yu}Y(d2>p09)0yg#IOqK*92XJEOXcb`3Qt0-!^;nx}PSqorLkjT|b29RBR-c z@0|%LIpw_aLSR+&!eQ@ox{)qdt6y9-EpO57y*a<{brk^Cxq(6*e*;XVn>~``>5N%! zk8Ha=(+qY{@P-iThkyCSo2t8T{B`1+8u+cfGvB;nSoqHST-MvJvcRqmy{U3LfPd-r z=8x37W{=JTZ}?`0!LHuQ4&9G`srRNTZXf>0Q`QF8RY`f({Wi-_8^?8g;OP?>$C_`u zwuTrZ%rIKs*x`Km{>QBacSbI+MPw3h@0}^5cJ+nbX)jo|&hRbV&-+|1$0a=dzEy(G zp<@qi%`KgQh)03L{nyqYxPL5PEG|X*r8bc4lh#k#3BG@Cw_(DA>;wJ<4rwK3j}U*N zS%f1%IQ6e^9i-o?zabYy`=wTr?18_qgZdZz4PGC_7yXr;P`)<~r1=XAs9XKNVaWwq z%6<bWUu-$qoAbL!X?on5=3o!0Bv1djH^s zx)xiu^U!k7*!U+~{RhS}Tr>Hky)%P<0t5dZ4Z1JdpV0pnY|XxzTwlx$Ioz@{sqW#6 z4;v?K5yWLWfyb_VQ5n~f=u>w;JHH_Q{MuUQVW04Xx-~c48y?YO5=``gI^qW1W0zL+ z4}E4eV{@uKWGF5P^MgC#Xjk{7WYvloO_A%a9fJ$a0U00S2<1)pKDLg}%-uc~Q7QS* zyy?kmSa_RoU}Uuq1|Qt?=v-}mr)$BC)rn;Cj0!YY#_rm>T-4O?Qn~%`606xyUELm< z8b=<>vvBLO^1aiF@4#Hc0feFN5zZsd>)e`d&Kj;H2)?vF_V9eju;~R%p0Me`2juuu>_f9IP8i_S0p7?u^xc=J zScwjzsojW&TnO_%XEOC{>r_O(s_ve;Bl-LDZjW_zG4H;>RL(Bl-SpT2_VQ|OeV0YS^p{S_nWp3fywmnk@7S4j z7Q8V>@v)Z1fgxIp3AoujGX|fu3)Vto2F0V$jr*&8}}VD3~>?O+LRCosfTG`*7&g zG;BBv>9>%a6&q*G9cX=T3emDGWaR6lo-dc>gg9KqFd$mqp)rkvvkrwH8Z>RCm^z^!i&8w^uPPg`tejrQEcJ{4i+8g$0 zN*JFP>kHHOYesT)Z`_=F!W;zFn|A7JF6a_EoMb7}#8)PBWCMocd!kmf!qQJUinn5@ zmI!o*Vpz7Lw>A!PWs8yOMXGY=r5tUOS36)sH1>&7z^iH&^7gbB0*X17Vy@+Kj<(LL zRfD8Y-P+SSrVBSzbt`1hd|&N0Vi(A2{qv2evt*2t!iC*DokefYomKMg$d zp7tHKtp@(iJCDwRSBG<-gdba(8M^NshsC>t&sVvRe3pC;cs+V2{F8IZOC|?>D+{A(ezup>`GGH zH?Hxi*E5V-{3qKPksof=*$1{e-}v;0m0NWT*P4E~b?V6X@kQ?-ir!oKU7Y@b@8A28 z%9POgg6Yw`_6-+qUIGv|!IP>$<;DPU#RZ@tR&#SiVh-kL13>{bZFzp05BO*wgTR^ zaAZv1UVFL&_)NmMrho&T3*-n5+fI9E%%pt*ta;R-O&J5+C5%f7{^L|@3C(WR6BwD? zqTm}I@z+GQrCtijRMeiidWCV&4!$WMTqF7{aul80q2Jbf)x_k8KLqwmaUobNzWlnF zvF%~Sg5NJKPo#q_gI_~n8;|%~0aso_0Q66R3aqJQXS~ChwXUrNBjgtr^&-nJ&e1;^h02PWn!0Hn(M z0~H>mB6j?NY8<5U{R5TtYET(}=nv}pup%{yfZ01`uHP0Bev+lKF`ggGP|`carS5j+~|mZTB5lG6Ymt5jRlAJ zb^IkaFDv}+wu7_V>wO3r3M8l_vgjzpcgoB&-nyRXw#OH=jzpdAO!}QFZ@G46Op}gn7b_Xnq23TAw@MYYc4CZ)+a0!(0wA z&B6;u+O7tGrfu;%eduPNANhke`0GJ!g#XP@-i{<6)CPL$KWIby2o%FQX;BQ|S2_MH z1{^eNdL3TjR-bR#MjJ_+{j`3Mu~}~0jgc=g1tI3XEej-Yu(hu_{tbmT9$Y24|8XeB zM*#mc?0*Ecghw~q{t z?4O0jUuhz``9Stm;&t)nZM(xYLQq?9Vq2;?#?jfA;5lW+H20i65^oJ)w$u}w3f%U< z_F82J;M3b&L9>mW-HfrW_u%;&o11K6x23n?M{d}{HyrVYIsb2D=mKZm^-p>Ley`2{ zQV;yal_>Wbb8V|`!_0=nJ7FM!+4^{Fn-WICjm^ZM zlWYXdjRqPV6jP9TF~r=&%r`r$#gL!mUrG3@CjYS_wIWatXy#Em-YvfXFlU;czzguE z7~A^Xrpp7qFdyShWNuj52E0xubTmhYj z1LkTIKEzB6x)3?&MARd3vtP#-re1a13)v`*Gy4r%a)Qrpu|H)e}=~G0qC`@balMXqi5V`Ok0GYUWp25mUa zwB9St0pp~gfJ<5k8Z&xRKpWajY|a23KK)wi#f7B!!UZ4DM>K*f6xp`BO`M5A{S;U) z`{&XCe-!6aMf|MC?0Im=S3r-H3;Kh6&?At+wLk_9iIL;xk>-xER%DKRsptePsutWK z13*{D2lpTTUWiwk6R44`ip>g|Eg9Tu+5CJ(-iRvOwM}l$G=p9&Fo#}s%U#$P?*ty^ z6eGK{O%*`u?2*}UaQU_3bF;0%Dod(sDFEmx#G%* zouU`?aO~{eZDez?DdSRzDI>3mxZn>i^61&GXStxubOjxj7+k7kQxj8$(^w|x`C72{ zP<$#p-dv#p*ZqoY$;b-Oo11t{nE}uO@Hn}rY7@~H=9OkypSzGe>o0zmf&_c1mDCtwpJJH(7}tto#YXm+zg3i=2qaDh4D<#;~0-^0Bjd(vF% zeZWVI*eC|UEr2p|V?^F!2vh{tEB-t)fZ`t-%KyEYL4(V#miOz-0RMh!{-4jx;>j71 z{oASe|1vYc;?yiG9$&NGsN}z`kyRLur+QW`IAhHRUY!NMJKm+5RRhkct@N~FfG(Fv z+KCtpkIsTZ<@MGJc`ps*H!9ErSvvGMs0*<0Jlcz2XJV8(oOXQv+cY?sx2vmF`?D+) z3zh=Vrf+{cWh-0MuZ|u2{h6@aX=?Y1#nx%Ke|suiZ1n={vKig==8XHhGac~yi2Iua zqJMkHtzZAZX$m)-wxFIaE<8%8z(o--gqyf1CyAT0%CF7M_X)iw7emOvML{KQAE=&x zJ@#L1=Zn1pzYM(a&3>H!-`$SqGF8v+gK9`G{~sL+fW=e6IH;aei!;JtEbhtwqb(V3 z{8l|H{u`12e>|W3DoN{S3|-w;?P1Gwg*rLeUZ}uf=C5=tI$?=wZW@^G30gA9#Z)s0D&P$U&WCfG_0Q7WN|1 zBJvb`>a872ZFdD2xNX+2*PAv3SO50i#S}tZy@qwXTS2`-|}en z)S0S&L^^svtDnV)gKHy|{1|>6@rsl3i28^lb|Ijj-5jMRlf)9Xz}MYU`x)cDW*!Kw zk!CkdSF<%)j*RJ6#&nrXYYq>^7I`~4dzDy&pKCFlBcbkeg)a*7;AksW*;;=`@{F(K zYZ-Qp(+{+gc3qf)Zv~$pt;&xlinrw!{j_B2gJkS`Pq z+U|XR?pIs*Y}<7F64&(+Cl9;}Y1m$T>tEmBvtK!HKiBcC<0qef_5C|bmcIM`M{nQE zpZ#d_dE!qd-MV{Up!B908!+7OLa+V_1fuUX`n`D2)i@ijdipNUb}3z~xlq3r@;-jQ zyWZLpKYkU+_yTf9_v;s-7W@3goUEx+dia@GJ(Fq2_e1KGjv+m!A1u84!R3Vt5mwCQ z(sW(WGE9@k3F1ekV_y zy>~iYoUJ<%{z-D~`*T{?@~!DGXf0w=oSiQS|GQy*_P*PRvGijf=YIOti`DNb6Xbp; zP$@>2cZ$keDRguR{{FXXOs6Z?CRa8gp$)n|FIvC(88Fv;qmJT$(1cf_V(L)+!u3ee zM*P>&YXEWTNkJDw0=?n8=S6Ga&rl@8#sqjWeuBrXV|s?hsvr1>P))aSp({52QM;c` zhkv#&N8tnO^aHN@!GqAKi9% zSt%s(xHHKY*&WB1BnfmS?!bC>3de!q57-k0R*Zff;k)lQ4K5Wi#ZkbSQi_Jj@q>D) zrc|c~-A?hzn0>0=R;^`a@U}l#2&h0H)a+PM4^Rtd0j*?WBTih26I7}}r?C&IYWfaA6 zTr#ntNW%#!*MURH24@)MPO6FH)dHMmnq1NjOD=d+ygQ}PiA@lt+iqEADtRR48Q$UtvbB>jC z=3>@8Yav-rc%n>k_OKoxXe$f8Lr5(3R$?!QMGUZ`Nfe=U=2!`fD%X|T!5T$qad(hv zgNhf%gFROw@(4yPf#_jYicB4GYm8rNUPa_ZfX4I=c3efZ)T!uCq2i(9HAsf%dujzJSbl-DP9+hCb8RXuxig>qKtl{H-!tc4(zLxtKC)f92A=A zV$_1-DQl#1Q9p~&Xg3(<_5D5FFKyJ4-b#u)5yl{0i3&pwFm+TpiReMMxt&!ks}7_! zKw*m;p#hS5SNqIAxu)dY4{888!-lM-Gj8MD$EM{SR>I`{DofBZG0Yy7{f|LBx2%fh z&bpq{tYGX*%;b^HD1!Bc>Ns>6K51~M{voT5M4@B&5nVkm?=T{@1Bu+H%0!N!ub|w5 zE1}kt&@!@}u~>}U3bu~HsOeN*uz?K2ND4M+NsJ3ZN?9H$2EM_KK5B}hKoo;?Z$Ii5 zaw0JIZWQ=b%%F0Lf3#RoicJwk38j5cm3fYN7uxSA=Zl%aRGvIGi`zu$RON;>I7=RK zj`Hh}sVGGI&8OsE4>bi3@iwNv-}*Nk2 za_ImM%b_RHDdSAoL~2T=NO7DLYs8u3bW34kRZ0%zmh&KV3v@r9r`;tP4{C%l(wI>w zESgwL!?~4{I!gt?q*|D`U+9jdjV7V7pxXm-CfSqNTJkf&qM;Sb{29}CbhZIY-z5b8 ztggr0a8ygEGx0D+P(AvKt)V7HwBdGApgJD+@_v+eegq{C0Qz z<&D_yP~Mo=nQ(k>SAOhJ8U~>wJun zF8h|$no#?xOJ2$A7)J)+#(S!ZYDH1HZf=8a1!T<7J6+2W9(v}K}&fY-v-8> zsggDD#&(d#_67IG3`5{uXB?Y=GN}u|&0r7HI~{TY(b#nqa6-*;Efo>1Z-A7-TGqjknEX zzdS}~aU_kMgut{j{?~#w{02Zm0})T8%^{phN(&XN*Lt z&QI8&E1^;=X`}H2@`s3ul_>t5+6zK*C*7O0j@Z{Nqd>T~$t@{cv)FlKvom=~NhzWR zRGoGQDN~pNu62evY85OAIAD51e#MEs#zYw z@-_ik(y5|Sq;<8U({l1wsw}sS5Fw*-Dr8E#5M*fU`5AfdG`5_@Rp~N0Le6OwrB)y; z=LqFo>yFlH^@7(Ie>%zWdY6hY_og!rJCBX^?aUvSmA7J5sgL`IQ=*1hTu)T7R9RKuVkhxO<7~&q zT*`wgNS#g;h*e?{btsSZxj@(?;>I@j+f79w)hX`6=VLT(3Nj+OGf{X{B4Nit+0`Nx ztuvSk_&@oGT%Oh2N>(GfWStbQg2i=WQLYR*i1YWJFJk9vFq|ez60Hc)q*yo~ zC%(g&>Q7^K(n$&VN;`2N8%v7lzs4TdBSv9;;bN&>KcAI?gziA1_%%{Yuu0{mm|-4Q zLua)%H+e@RhgnpyXSo!Y?~V_Gqk;Y)zN=BLXk4a?2}EoMu&-5G`!IZ5`J6F# z{b4EbR_;tgw|jnE7pt$vZ+CNwK~EB=t~Urx;-3$L=d*dOJFIHQxI!Fk;%Dmpc;|Yb zy`)HFH#U&dBpbr5!^cfHobgYwiYK}73j#CGpTc2M)kA{Y5*CNo3FUfpRkp~>yNB#+ zn1h^SgL`F6fXh-QCzBn?G_hFBj_wBhb%fOt2@bMARKC<73ZQt=X;+w zEgZ{{q}mi=Vv}<~D~f;2N}63^+f!T35Ra*=$h|^x5sDRE)EjKkEF6yM);M#(U(-N5 z+Yl4|EF^Ji@t8x6Yup8%1eHOmRVX)7FX+nH;F89H2{WRG{p2-5DU;g@p6B4DJA@Ph zsSk>X8dg4M2T>h6MRCL|*H($ztI;2g>JzBFzzzEhd!{%Oynr}D4~&smOqpdOilbyc zk8XCT>XZ8lY5rBEWQwI|^fIffM%*bw%8@k##=ZiPU$G2kk@%cBSJA!$DY4UmBLJ4% zM?M$i`n-#RL4&7GET5%JZK!1j=gf_#K)YF33*5fyOfDgZ<}O;O;mN5nL^6Z9jT@BD z9xakeP`s|1Ns7zBWFeuyr(GzgQi6CjNtJScOYnL!j?K8zO2z?uqwIZ)fG$T7d%XX` zoN_G0B9=neW>(RBk!rw&iv>>`W7cXW+?B6MsIN_ZNzot#f3fkvRG-&>?}w&$w|llQNW&I8ZG@qU_-p z5J99l`qhfspfT_a(%Jtgnc6e4ul&@IeNPIqSnjf(r5{epNe3|HQlvC4*katb+?&l! zuG?iahomr{wkBe}YfiOgaqGysfrN#S=95al_GV_c9E}Jj!b&qsNzBrIc`c3xF+#IF zg1rp7a^jx1&=8oPWYu!VP?IhzLMn5d?r1fx4r%96k;T?MhLxc!OGRj6sfJVI7^||X z09UXb&~$+!lHj%mx5)D*iL6ot7IzIr6X#th#d7L!Ji0g$xy6fF8|Pl-+|8s0p=qo! z(??OLAm*$d8;JnjLZOi6HI_JELQ=;_*-w=YCBz$9svv6Y^`mpURGc6_o9Zj~5u!-7 zr8Ic3HAOBh4Q&(&Nep<|>G66|HGl&6+}Ecr$+fAx3%*<^Nh%livpgJYICDYWaa{XQ zVkIg|)kG}Y?L_L?FGTsOoO!pT!lq}&$UmPIvr50hS{(}`@Cb?4!n)BfX`P5NlMH9K zTC1{7p)%IU+768s1~sd1V`&LS3V%hI?-^tl?4p*@`BJgG}8sRlf-(avWClcXKQ zx=0dwY(p-gyp=sJ4#+hYTbD9UFksB2lGs5vy$NZK8MUe*bgl=gRsmB`!tJNim zQFs{)1)Hd2bMqXn?_Xxx5mC{aV( zChC7UU66W3>WButWv^hSIbqfxNn=fr!_*H_Q!DRc=nP|FGrc$FJKO*{AUaV3OSB6? z2UbgWDq{+CiRBp-&B9Hny$Op$r_v3r;`Pd?tbU~9ZPiWkH^0Ia69JXIgd&mI<2F`pq7**30Weugs; zjM!i(iNykCo3F7)X@PvoxPuQj*vEp!i4ypfONYTtfDHA7h&s9_nDO4&KW(~8mh#D8 zm90n@Oi4Fju#sHGva~Qr7uWuQET*9|*rcWUnlR4IO%EPP-$Ux;*4-pWS0d5<(Ws{6 z0dB&jB8UMy+HJQ84uCOnd^pHZwzWm7srF*ZkiB0tV{2j-7gUf8xhimF zx5B0pnELHGtDbcQ*zT zV90S?DTElw=O#4BnhhEKQhp2#ms2W=l9rOxHozID238bt$X99aE|Sngi9%7sRCk(A z;!@zxK8(BNDZyJ8@a<@Tn1p07KTSsnU56WE32|(xEaYf%PH0taY!uTn9meJ;?*La~ zB%^hZiYqVP$Gs7!b|X^I4HNB zD}jjvCw?9*WhqtCIAX5<9`L-K>((kW(5O-cXz6 z%MI|ci0$P745>fIfX0_4@}BTS)nj5HW{F%@hyzkx{=9_`nm#2^E`vFX76wpmJ?n-O zy8TVY5;0(2=&5n0jL^rG)lhOMy2y5yTcWc9aUvZT3toY|RaITcA~q+F6>LFb=jPB@ z)j5t7M*@{vdh=;QO6Ato*oh ztGD{d>WRYU)T@h z6QDDnnc-izC@=&j?r8f{Czh|o7eUtmO(gL8!<&}VdroX1WY#LGWV6YT$tX$xA%n5< z3U&|@rQHYjlJ%sNOJTJc?C+e*bOqptXq|~qY>Z^JQXVG-jq4-xCrFNi{OE4Q@c~v4 zc-$1iOR!u5s}$A1n}}$bU)REA_d_@=6@k$0UfNqCL~l!DRpa1Hr)>?9aO@2lx`xF> z3*-rrs*T->>JYM*ZqG~sxe}5FZuEZ9 zVo6RZ1rZ1pg^;B}nI&$>y9&(HhiaakvzH~fmkJgSKETBp-FVS>|M>h0g&TTwlK2n{ z5el$3m@M}46o}A4^ac3sfgbRpaEr~tpsi3jnc@s-jAeEQi<$2TkEK?E2Q79`uoxQz zi7V+@O_6f$Kyn-rc1D$hEjZ@fHJmT=`HD9BiE=kDVj?NVDD6f93JLzgHh;<@SVGm* zIJ&cCHHsur6hfsDBh;j(R)bLOia^!Z&}MmpM&&Gtgbs7#Isqpvv$jg(qfJGRBJSq? z>2to_hM1xn_C(|w%D&c{FyR{oiR1;){o2XXOWi_ccgzlma*CGvg z-xIp?KOpuZz%O0aS)8o3dP*SIB4}!7tbrWCa4!uIY2^W>6cLUq8Rv;+swW3|)$V+H zi8E+|`lj>vbzrD-DYLqCcpQ9mBCY{}U5G?*Qp8*YF;NpKo~dBp%>uuN(f_b1bSWW% z5n5I0Sv!=zM7pl_&QD7w-(Nbft<{NIuDfUT#dpB}-dAcHj86JIt+f>_vE7=xPq4(; zXxiX?V2~>XLs_$4N3zDej%3{d{u+I$-jiHl%~G2sJ96)=S-KXueq-LoFZI@^78}9H z)rWh{?jO~{bUl|vjt@$w9M9j6nEu8f@zq4%F`tR=D`$)0xeUn|6bhkbN zpJU{)rN7y*;?~;0CyN2B5U))Z6Q{oDynpU_rPA@!AJm`?Sp7*UC zUv_Fvxo0=QhqMRuvQApS9%zEN_oTGH7)JQ}5Y-)$QX*9TU|b>~08?`>1{B>0i0q|+ z;EGF|ex6{h`#hECpYo~*A;7wCg9G7U9IKeYWb?Mc^P%kKo!6ke`8_vJEZEVu__@f+ zKjw_DE=Tw?X$!IwL`>A^K!P=qX`FG1Hh;DPyU^j`Xkr1Bw?4Uc7Z&22zm+~c8!YgR z-z@SRPt+cS_HucOb^zDi$V;6d?bb?6faz%_psCem34(c!CXTmtJ9iVIFA>d=rnH$p zB)?pFP))lH2SZtJBW{-vw}7Fnz1;`9ef3wdZcdcl9xwfHInpn&Dq6W1%6gknaV@P1 zjAR84`hM#T-M`qXwY`;c)M~7Z}m{jef;OFa}Clw9-G5tS+1_T5JMF zNV=76#Ti)^} zq}9~I$AH;$b31-9=ydT9s6YN?_+pIcp{kcPzlD#!#<6a0&wqn^8wZiS zAr#lvFyGdI5t~gH-v|M(*gJFN4TB-;=6Y&ki_R%`U@RsnBdln*rE}z?4@!R@TWXvD zMz1~04)-rO_9SrF(_srNdNI%y+u?ll{>Ppd0^=TRL1exTdwU(uX)Cz+-dh#|d2by3 zuf=IpFmUyCkmp-+;5GZNv8Z4W=^tp)-iD&S#lMC}d!Orl9bMa6uw$L!-I1$n%?sjL z^B&&k0$zv3{t^9K;OZaAUq`3{i&3|K#Gk&lM*nYUev4fFBhA~u)jzTXfc8}UR~4*t z*mCZ-n8HvQ(1+++k{$y|zP@>G|qKM1D$Gip@K8SlHl zMeN>bH&%5xzqnX#S=aJ0J23uKcx=_nb%6Q6*k#v(xY`*m7%(~bHoo`o(Qm=7Ah`RV zf*V0F_uqhlH-fyS24loMe+$`doV?2{Sf*3|s85&yF= zJn;+npTdWJXBs$`_(lAm(!Ucp z2Yi>z`hoaU^etr(Jz%o{r)n@P0Kux)Hfaoey@su9?alZu6%vZp86ayi^!2pV-wq+G z-}1aCg=9nT$V>a(jp-g-r8%)Rs(JLgXoN|lne|S}S*gl5Dgv0Q?YJs2^yWsVVWW~~ zUr+mtD>T%!Sq?bAwW)fWo-w`-8|iDgq(<;`{7N zLEjfktI*iqn$|xUmtsN;$);o9QDkcnP8x{TR2I?Q`aevNhwfy=mib8r%JK9g*~~~} zdJ}YRL@(+7z<5(s@2U1kG9#4S80nEfoRi^s@zU#kq2m&K?&W=l@zoteA<#>xh&HR) z4m+eGp87nb4@FII`lJ0hFh^G756SYU&avv;_roXkrRQG9&02)-(V3?4DZ2cg1XJec z0Sugm>*R0LSvg6L^r=iC8Jq?m#!ze?Zk{bP)H_7IJHxWqngq6no)4()%hW2pAJ0E< zH~GL>JEwH5Nw1)pcQyRlqs^1Fh?&;YMztri$@mnlN&W_4wsjIY=Tj?5X`VHLRhYuN zD9usN^@fk6CD^y&TcFbMu8imC*BeA+(1Z;lOXmMGd8QA+`|3QKeLKRYZ>Hn2aPpth zul)FL8Zd_NR~W65G7=JM5(aDPMDy$OHT8Z$O}*hPdWDLJ4)CH;=(>60Ji;^1t=omf z_PDrdm#9eohQ05XR)((JvfqBg{TF+C5fR>*%E!+fc~tml*FC%Mw%ZTy$@g5*xZ3cZ zoi+k?w(R3Q&wNfvkC?3VPFbAuWf5(21>q|-n;e)|W9?QRgt%PBetrbGbX<6gxz>#h zls>L;XNYpau(Tnt$s-!$F)#(-I8u9ytqtLvmR(i=6QX2zVIrI^k2 zF--Y`;XR3^YVM`@3H}Pqcnp6Kn1i9lp*&f_ToDKZ<LfWU1(NoEngjA z(W7l+!m0VX3G(C0-^XPAsU{svwQ^&}N`nD56Sdr}=GjfZyE%W9*H$ay+*H{$?RGTUvo zHV)7xV_K#$=Vz_8=knu#ZDb%;9^Nty%24BgEo4mNw1>`IcN_^b!PS|oiUTysK-vVX zb(*3xHxn14J@7}JRX26Az;E`7O6m72_a;;wZ}YB$hZ38~`>GYVv3uNyWRKLx2I@|w zg4Cmpp?8bx=i2X_oyl2{9RjJ%3$p5sq$+YKIiFHk21)P>=QF(Aee9Vbh@I4TYviqBJnL*5mRw&`e6eX0+l zsoNYAc<;eed2d3#H2Akw~yF=oy5Yi8X-jxHkq~d+51t z`|~vz&5o$RB;{Nh^TH@YDm97J-xQkVlefA5P)G+Z@a|Y%GjoGuP7Kw^RDpXFbpFkv zI0`k`u01nQzyF9V6;*vyy8U!`N^!^I=NLt8bxhyy)!*DX8|I=;2EwW{lLOWIE!pk+ zs{c0p3UK(|-|KV1Yh+`!v+{a94~4Y%2WmNHbE(><2W_Y>)m91hbFV>9M*aTuY@%D5 zl0Y`_o6`pj&YzjPq)z_b=|REMgZ2FW^t8ZP!vBZM&j-Di{~yNZUj*m9;P>ax4+r_Q z|G;+#`RTvs$EuXRFi4y@1BB~k=25^!CDN`vmTDFLN57?3UIcYoI_rh)`AFS_5aV>7%;0~f(!rQHsBwQ|1THr0bV%a|MtS;eT~&^ z2!Hn)@ISk4ZU)S#Nga7#aAOJ!*X*|<W}NCDkHa z%Q1)DQOC5Xwu0s!pgw*M>;&`a%fEUJ_#d4P1)VDswg;H(9{=8Jz<-aIxfn24 zq5od}f6yKR-PZhDw*mjnZ@Qr0M*eRv90Xs!;P0*XXb;J?r@m}2rM~P4;BU~D4OTV>m zZb&;Jx0xA0?PpF>EjZ`GwRpR$593n?tnv4ibKzFdZ1^D})dpN7i0zM=In3i6)^j50 z{&F>Kv&34R{=+0NXGxiD9cmo`)QEOEz{G*|OMY24T240{O1c0jz*@sKy;dOh;-rv!7~$)HX%es`Ud_r1UIn%;6)P zTIM;4tJBTUPF5IecDro5IyJ9- zABW1k$VmkgJaym@EM2pMkQ35D$P=f=QgKWP>NeiFa2W4IcnZo8c?Y%GF%NDD&4nLH zXh*jnpb{Gf6tvZ`S?{Kga@qpbkv8Fa$PgoI%uzxP12}~3VCPag^4jm!YT;69Vf}|N zhqQ7Cxi6^!)FI|fpcYaEcMrAAF&kr5l8ZUS?ntL*GE1r2Jcn?7US#;4+LVDK_&dez zU?g;Cfu#u=ThgeLVyCss>};q`wy(i#2HWH{r#B1TS}>>awt*DQhsbjJMu7H<)7b?_V#~7k zxEH|B-X_D(W^Y!~wnsL21WszJTeJ%T<%o<^_pJQUM%hEP~Pq4Pu70Tgyv5Pky+ zzgZB52%3X^cI_&qooyEt8Qa_MNu?H{P&?x%5u*i>_S|ix;o2rFuH-vnynyY&1Eybk zR&cuGfZ)m&ZvhZ=;=Fq%0N zA#87!j6DBO@6e*GwrOgd*7-;k@;$#s16ai~PJ=w9LE#J;liR%wHubD2!J=>u)pZ*f zaWBB5CrFljE2BATMiFW|846hPgR3*=4sx=XG2n_sI*K_8Y|YGLSTz8*TFx+N{pP2PPFa%uTI?<$gDw{6G#lJl{M3g6^S#Pb!3-oN(PnX2e*xbWHGF z&zK$89{4v!cOz)?Z9;w=9y;gzo5DQ8?Z!`AtsV5TY-8}0(3$rQG3|cfggG z()8_f!>Ro-`v4SFW9)nlSSZaP%PY|n+i;j+cJ~*HdazPUBZb5sAb$dflbXM}#3H7* zku@QwmpW6HEeoy`C#ut(tk~fCpo&Wy%L{3D3)eS2$jB*RqQXew@z zatnG=9)QhK|0;WaRz1K%z4>3uo}VUW{>8-qWI^`lNkoEgl}&F0=Q=ptOoIx%4OGM3 zAIn99Oa0;MgC)6KYGz>SfTeVM1Qqm!a;`MEmh3P+486^A-S#*NybPtei;E5X&-zNF zwuJoA1pdA!qZG4IV2jztW8L^vz;CR1&O^s37jq;4GX=v;fO~2hw}O8?&W0-6(bvG! za*G5P)mCIb|1dZw1)gJ*;QN@&z@3eYH#Fu*uL3$Us`!KNr38fYFg0(UoC z3}*c)P}?-KSblCuUtJf(M32xjX;Dss6&P0t-0Q ze*vzZ6KH|h)~cq+#lTgRpx2Kz_h}fs^<@|(Vnne{~tiqzo4go;Z+qK ze;k2WR@#P!c_1sWfMlKcDXTOb`V-aKW%vu#`dINN2zKfcn3H`A;8g)mb?#fp4>T%> zV{I15W&Xsc{zSHx_@hAB>%yPX0VWG5*gihcOZ%lTbv*tr04$$aH^}$^J(-FOoZgwl zADKwV|HwCtfn9{W<}8`W+1tF@m?41R`-~q1e27Og-%LsK z^%0SSz^pYtAm7n3qGCmYv1Bg(e)lLo1IeErCWXwd+M+)2#|K#3^^iHDET6#XrM}VP z!(cdmIe!q3zcdts;$4SLza0cNy1p3D#ICv}yiG#PVBOY+h~PvQZ^h-2Axlt^6a7el zk@zrj&DvM#M;>e+aKJR=sf?eI+3H&^JvzBs05M%Vj##^u)K&1(;0hLhnGphTNv?1e z0W8&!xbawWiAQ<4=u+?H(>i5;oICpSIgXzPpCjx)zZqap5g7$)<3-Ew`?5sZ1Xx;` zb)ONNFS$%qaQq{8iq?`vWQR!;SZ1`~VIyeG%_W+OxSOzyg#Dj2He7NsL%o|~gpp=L zaBM$DWjk7Ux5(O!HJM9HLI7iuBfK|c_k%+B(i5Z$9BN9cpXi=>mj4@ z%HHNPRgF}Q=~q)5cVGD_66Mr1ogYn^Xr4%oOuxwI78Iq^XdlOo5VcU7#1EcpwhSnU zSfjD^6y_hxYECcdnPko##eL+t6u?`?9ctsX%6LJ;N0dSZ2v=Y{d0i-{!mwu^wP#~IDA?jj5RgK zi3}1Q7!{#2Vot!mUJv8t)N)9&MLgSdXx3|Dl|=81^32e*Nv+aPqrhJ{x;K zbFLHaG~EZGBuy&7wxKei_0451(Zq4ZhhtD|Ti4+D#eh1Um>v#>?6C>~*plq9t-5ug zJBvNJb(O_lC1eJ)kc+HEc9D54&;&FqL$M?#I;ie>i&9BJLo}hR(2=M?PMhdKsFuv( zZs)}J0$nBS7ZVpVN@8McUQRJPqY=fK5j|(nk|njpfKmqwVFAU0fId3bCcn2i-nt%9 zi?`}w1mtKvMQ}T4tUZWgXnGr~oM(qawtCS$DVe+QhWbj@?A{39csPBsCX0nc_~NIA zr^{wqgVM>UfetJ;YxRcl{?!)%GcM)>;F-tGK~)Yio^@5%^0=PS2z;;>z)m)z?)w>m z3kNj_(X1?jyEW`MKZ5VlAK!kUJY=Mz&^|)**-0$!PzVjRw(|YUB-e6!>YMS|a7TNP z*}E+OQ6op`DV>v;tR@ZjR2(LjH;)o7%98bFBLZo2@AUvuMQ5dB3as`_FLVI>L|X2k zU2HXcB(lGU_#s}Jc=k3$njBo{QjO3>EJlE4-52vR!P_$marB`5rbc?kReHEM| ze8~nlS+!wHL$6L+bzmO{MW2W?wdL#79zXyqh$T^DJ+;YGMp@7pa?m>YO*s{gz~sy^ zaPkXS=&3cf>L#%l(hu+{g0DHV7v2hYxA_JmcOrH_&QB8p8+9{WxPc@d7=_v*w*O!`I6N`{|p zpjDSAhu7eM{vO>P&S2PHC24Nygi&2j1wOMJi4P73x054AUr9P2SMaUxFj78K?44d;5I%Mrzh zSnnV_o>Evla_LhKDx$o+F0Ag`#2h#Y15QXw-~0fCCEO;aE{#l%ov=;!Ezu)6A(2pN znk-QFa1fmskA>v;An4CfFJL$;n3J?L&7RAtB^e=;BsoEx=hVug?iwqYSqpIqvX20i zTM@CmK_f%Y@Ip&OeCepcW-mK#0WUVCr?G5vIQ`2xaOc8$8J#pGgHk(Z4-{JFd4%F6$*2nsS}8TCe_c>-N$=xo zdMEv2e=w~pD+rt1Kv*8_Ay%r``*gCP8s1P;7eL*ogq?Bg=gbw3p{t8%6$%vECEJse z(^ZqI+~x`Sx0f=t&l0j0SSnzei3uC0rTZj7|oL9)E8D4aQUCH1o( zVa-e+qn2c+{mFqy379rO_76u`Qxar}nPwzPE*W)upduH_pi@|`d97G-t$y%RH_WT` z8!xqEs#?{tx_L#kNggH@(Ki*-B~i|+Si#2*Pq9ZH`5a&|K8FxzSS_*tctkQZeW?lW z<1{i@HkpOzLc0)nz$b*(RWA-kZa?+~J&v%XM~4oEug@n^>)az{-(Jo{wF~|{2&v^Z z5Z=>J5lIyq^{#cC)5FOLnA1!TS^Df?DrY;bx6-F>;_WALd2@?LYhi8A^TE)mUWe3C ztY1XAEnU=OgPiDZ(iJ4cWa}N081#k_GB;YK>7%`BRSaldzvz>L#?$O^bLE`%FDO} z(@SLfF#=Hm#Zaz$Z?QgZcsMk?f660A3I8mutw+uLv;C@Xz?@!0k1n?wRdc(yYc8x8 z;HUN`tO%fSJc6-45kX!+LxmqI%X=Dc!G3%ApDVD2XjUg zNuwictv9jgBf<$=VFCZv(QT_X1sALeIbh^JMl2#~KKI)648a&qFHaFOz z$}DfuvAyZk3Yu(CErMs;{|CZ8YX`O|GJKZNmQNFp?G7EA znA4^a%M1K~OBZS2T8xdi?8iTQLiUy&Htec?+R#J>W3e_KTdYK0#kw|o7xd`01$#Rrz*9VG$D}9A zqkJ19y-4tyNWd1aK%fybhEBKZkxGmM9ZQZUu-H#tk|&G|BWt@_%31WzE@gP$ZJM5g zdQn(pzUoo^5I&HK2$NL_Nd-xx{Vh zGg&ojYz|}6m%Td0p8n{ z$=sIMh_Xtjap{-VW2S(#;`A{#D?K2cd_uOOirUqdS*(sYN7gkRkV3>apGR_adYs&* zgJyFWSY-w=(LQhp5KD=$_p5==IS&yP}*pb>6qSY zVwMr{W;T${oYjK^Jz9x2siVGQ6)-P)CkcyfO`2-{qokGH=b(pcV}4T43~4t+@(wj{ zg1BjBX8A+c8f{(VWYl>zW(cYsCezpguWG#iP8}kJA<6Q=U^XDdMG_lQIoX`MAV>8n(BDSLk z)!XA$?H+!6j!md+D*4;?1it2`_w;9K0IQ1oazy9*>Hg#(FBpHIr?vr!^`TdBJFCk* z#!I~?Io>XrRTcOaR6c_IwzBx+#52u+QqBmWE5;Rsse#*=Wm$zQz0(LlI_*>}3DC0d z?a~-I(@UJ1@+xP0m!ME22Dv>UhaPH-#l@HCO2rU9!r;bJ7eS6ak%-X?X)n*EWCYHZ zRiT`W2b8!ys6s%A=hbgAP>)2wD!RXK^Xi%Ca7rhRk^Os?mAKZz3o=h^p_GHO6nr7T zwU6dhD=NP6b%s^{v1_EK*V!rX`cA~3@<}$2|Y6_puLYdo$iJQ+O%iP zk;RtfJZk8R(U1MDtaLKBHTl3irnkGIJ1vF zrcP~toT)RarR@_?+R!@@kYGe))5i2o61OLk5sne8NL`Q+8)Ot6a@-vOKG|Wa6-f;ioz8NURgx zYu3HCt)p$m9ef{*{&%|)3XgPyjWi{O7J0#G)x^p2sdCb2Ilg<+3VbO>IIg1$H!w40 z2u=*JfAiu+MNm9tY`QdvLORvLvHjI73N2?0%kc9JU}X==M?|!NSSPM#10r;8psRca zj7^y!gHbGH6fC$aJl^uAcK~oezP?%SDXl5gr`LB9jGYn!YsRcN&(tZMmqxb9k3e|Q zdJ81+WDdG0P*z5>1>4y|`p{s41~@ zYCQnd-fL8!@m20s#J2~LtQt7Per_tzc!ZYlTcUB^OmMgqv+z@g|3VD7<@eF@kZ zR1Fr-4@AJaj7@#3VWtDa*5SBhUA0Ubt27grVmO|CZF7`cIt!n#@s9eUMrd%r!%X090nieaVSM8*8`T9Su01&#u zc=76bKPL`{iXP+=ZMsVc{Rwy*ByM81rudK2iOwu~S&=D4xo65F0kZ^rpB2*53t(00 zWwqhkD@)SBunIZB<)B*4vMLyC-E?BAGNS=p-#HGx`NnFQ9SQ8(WL+fv5S_xF(oH9u z@##JQX@EG1BDENH(0~Gfg7w0!BBr2n6Q}Sp48L}6ZRc=pzZGeWhVQIFI{m#k7oh%q z6U@0Ge=5RU;pg$So#V){oC*X2m0UDd=3!G8+3%}VUpf)mIx$`5;lR3YgX{|HsiJc_ zh+dBRrg?PiB&Q0O?p2#KfhDKqA+z))IXEW*%Zbp_VTKO_?_I1tTazgoO&KfTv_u}q z4oxSmAbh0x02O9!wX=pn)I?7x+e#X32Z-48Pb;mctOade_pF^G1uod zX%xeFIrM!$oRBsn% z=hTcRZE#RGlSb=hS%tI6yidcG1Z=XTlc!~JWb+I-kJwoiNAQM>?4E%#kvhC}E~d_j$Ig(6J$O9sc2DVK1*^(z ztii6AmX!6J?TRDICjh31xryZwiLWDNr9T&`y~hCPNT!(&-QM^k8aOSYC?g}9OX#vT zh@53)rYcWLqMo{7Kw!_#D@MPkM9omg1vQ_4dfN>B#&)5z!gerW{4`?DP^IxgZ77*UtUHhRJ#<&UePaLBW}*KjRcyXauWMKZ30=4_X3u9+Aq!FtDvR| z$Xdb_u%ws$(i%B|&K(s|lhGD1Rvw#Y>=2k6-;e%0DxxGKDqzG9&NJrEkQoY|p-f^Q za~Wt53Y%w-{TxepO(dGSMp!V|?>_6U0P-aL1$zJbX}^si@8`EW{_*J!s6g*GKq?K8 z_qzu|cc5>LiAc=5Sl}oTdJ^`*n23$=JjGl<8Dpa_O^C>06~;x5EFzD)VL`I%0>wZe zIMIRjI|`9Qn>j(2V&}e#91@u~GS6ck_{m$24P=Qh7V+4wKY2^B@zWwD3pRHOY|fZs z4{}7pAwOe4WcCfVl_&D?7X>2p5Diiku=T=_&;_%CsenMt7RaumeD6j1$ncGypys(mehe>05*xn< zf?OD2US*$zfVTx}vLAw4L_ScxV2N}P60=}Q5QUHv_mB?5i_>oyk1U)^tJT+*!!g1xpr!0qnn` z84eJm#R-N66HKra3Hu1rT;%Qi@~}A7&|s>q{w1L=x1=q%6Zn}v_ucVA#%T{i?b5F z&3UoH;-o}-{EfBFMUby*=zM3$!eY26FSpGb|7S+7`bGVbi|D;BkVVvmR8;>ZwkQb~ ziTy}F^zdKGi?a`{cn-39-oiZfNAjUh{*Ahjd)t4B{m43{aQFpR7jJ=|lji-rcizv7 zGH}Pd&f?rd>$pN>e^D2u-XiKk((U{u_9NZUV7f_yApyBRKb*zxY1?m2RmDqUAT6s$Hdy zr{D5Exzr^!Ol8HXH+GKUS1x$=R_xH--tM3XezmKx#SmMSky zk;xFTTj?Vl_xg3h@U`J7`ns0HKkue$ZEooc-ewx%ocnr{{w@T@6Hwq;T{wz*OnKPw zHhPJhys*RTx}6_Cy^t;Tf9k!CH{rbv12gN?&qgJGh;_Fjq-`FydH}f;`AJ>%NC+Xz z%~x9y3DoFqOR^uDw7&K-?~mR;2e8C6k$2sW(+ZA4#S)#@jSjzDLN`9XIWA2B(Em{V zd5E+`;{o*=LiQ^ie+vy*b}d0^uPf{?nE4du;&`VsJ$pH=ENa+72zhDZ>4mm%2}}7% z@AId&JD$p3Zs=|Cz12;YEJR)%No`%E# z7cjf({MErp%Mnc4s+svoGZRdj+W?l~4%sZcvdthNlTY+8_SR}Qe*DE`2t8gSs=O*t zEGiKKiK-J36Fay~XnFiqG=G(tJX&hC*fOYabqrYV@SIP8cDv?-Vfa@hdPJdb`$N{F zOD;f`14+U{!-7C4zlT3kcWh+?-m>tT=9#^LEywm1Y-pSNR{HVu^6IU-?Y%q2^=|Ax z?)UBU=Uktz{0-Ck2J13K#q|%o&G*qP{=z=jE_Q14OA>)Q;5hK|Ww!O}$Se8ITWy!i znO}pYEvp-`|J3d^sovv92{N?b8c)gSs}9D#zP%2RbiHZ6f|I!;^mCF^oU%mrww3m$ zUm2cr$g_7N-xymv#hf}=TG^Tw9OhBinZ7=J-%D;quy+XVyzjbOt~vep$S-z_D4Bn) zD@e?!jEu7k(vY^UC1qqk?Ub09+0>Y|?@OwkWDVxDu$ym1R+qPVAlyAs)*JhfU7o#f z#IlQI3Gn*HKQp4&ZeT_u^uGe_$FL0pdr3^s_(>rhT*!e(tWvkTx#1R}$IbO0&7Rs- zYPkD?c!|)ND1*tAhEblbcGPmJ*9PRii<|bmIDcbPq*T7&n`Q0mQkmr#qo!5szg`)i zJ(`t~c+$KxU$1g#qL!UeYBxW>&02FxG-=dbOL_0|wR@Kxe7->Uraxhc#zk7 z>vPe!&EYF2zFNFbSN5`Y5}nw9@(pplx^8=DpjsrC+uD*IR_gmMt(|v9HCJx^X7^j0 za$=zxs`~+N`s>8DiCWh-=UPJJ)ReThvE9mZ=g!F;xS>6+{&vHZj%K_oqG_$&`MY-? z{Tb$Sk&$xe!bAM$uV)wm-y3)Phi;{O&3tHaRj+yZ-D0TI1;SV=djjXBZ9f%>4AVHB zf2vcbqpm`twQkf(2f~T~%q;H~qEU{_H%2eM%-JDl8>h!DQ+Cs<2gDL!($T5l6OM*46rW3nf_W$gECi4Cbo(=hmIM z6V*i1l&IbvOFEAEzpY)K`2O;}8%SB?(zGMUwIi2g+V)ufnPs8otO!U1IuY_bs^a4x zo&IR7{&c5Xy~F#`eBvZ&C7=bq<1G;Ps8;y#1H)4UpsH|R>7{i{)20VuTbxBT-)wU5 zZ@lhgUM0?5xn@wCCt00nEKgRpPYKOI6LiBgmhHMJW;XOCT{Y{==^__k;IOFQ>K5@4 zdR0?01 z_0jfd+k-a}@2pf?wP*L24XQg;H$A!;w|SM{t(D8JYN}4nD8f&kIfi!3urZ^|@WSRI zF%(nz{SPm0+4T6%^tSs4R6btQodw1>?RgYQt|fP4*vf6nv`^`#X@(!a)33B$whlYE zX^NcWjMLmSj;w!rb?tMO;}x};j70dJB^Y?g`M#A+{xSaDQ>=&=O1hc4h$4D-yfMN524FKf_b7~3Y?CNEq6M%0l9rCh*7ypj8e6aF&FSZ2jsr^%#182f z-Isn?*ztX8{N|En@fgnAq0SftbMUH~nbR}%Ye`Zt+=GrA$~<$&+zEjDfW_?(xPIjn z4NC8X`|ve^=V!6cykpZlp~sh=e(0Sa`rVOGU=rC(u%RDmZWlc)v(@r*DaO2d%e9Y3 zmr^Awgl3hkhq`UvB)o@UouNQro&5Nya+w9pBsxqk%6NyU;f9cKVX?vGasj#n)-EyV zi@67E)7kppuG22b7=2#d7j1SdhIZUQ;=qGt7cGh+%rl3dXBjCBu9;m@&s!$_y5{2K z?50nNZ0pZr=U<_iSZPA8h0@excP|GB>uFs8@8gtEp$lA`8lcEsGjmsWTeJqV$=UXX3DD zq&|*HCew_4Jw+lu@D(JZfUu$f39(n<2b`5#9uKEqg0^@noA@L|cZ_WxJ1_nly|U!HbMDG{sizv<}rWem1mY$*?J;%R746r7crQSB4C} z>u>7DUt99NWC`cBN!}}YM{(C8D$XeSfr8c5aQe;2w~U93S!IJG6d-3Ec`Pcx>zc*` zv!F1dM5(ibDER?H(E!F(6p5HLK8J8UFsS#Wl~b=}z8QDgh4f0|*%bak^3HE!k+&u< zby+&kiNsyz>0Q+spOvzuh$)Je7nDdTNAc3}(uF%ESVnTO6BQW8g*V-WAlfXEV*{ zQkSdq?L!-e`x!AN+)xN4Wp_rGCwGMyE#LS|_~Vz%nUCLaxKSa(Sbap$Bh!6S z{M?(5Qm&j%o@_svX6`AHvnCIiaDH!0HVK}CW9U0z!!-RW`5^Hv^_TDOe05=mcF!%DdoR|XYCghUnWJ;5zlNigF2h1NlE zhX~?7Jzq}0R|3mv%PLU`0NjatgoXC57wp8R@JDtZUo#h(dsB4X3Kb103+l@9vQwd$ z6ZWejyk4=wDxe3v;Cg=dQ;&r8_ms@AhR{D*_j~_ntXIzp~r( z*nPzEGY3QVJX9~q4m;pqTAMDPs*3k}EcGg=h4#61 z*V2P%_0@AvE_NB0ikZx;-vLO=Dd|ZaoW(zDHyRWvEZcoH4mUkl6+AI6$@76mu z!O)z(`+20lU2b!&EOw9*Y_{`&PO#dJw0s7hpcCIlFrEMg=tkuQ&5ERh zafY?re=;=0zS>iZ!roon1i2^Nc=_Gs zX_!XOxtg-gkWA+Xry0*qhZ%jCeBe^%syEX2;Q3arlBk&K##dVXm53%Gq4W?i6mFJ1 zoDaVF4m@Zr7z${=D$z|?qhQFsbZNm&Nh>f&L|4Ym2Z@XOlC|hRt3;t_^BOQ*p1LoQ zz&c|mXYZ`uSj*d}Zh+${M|rM|e}M#b-n z$@v=<|8AQXq_vX3^sk)%d&E%{westVf9|CT-L<{k0FnP{IXQSIOQP*vuwAQcyN zwxX3>beyD^vLFL*{MFN*5M-d7shQ5+tE)?Mzsb8?T#>e-U5in-p6Rtza^v0I+B6G= z?5J|)1+QEC?YRe(EiH?RZkLyr?Wfd&9c>y{nUWO{NeaO;2J$X*m3@RYBuj*LUz%{K zd>95vR~xnnCKPs+y1PBLO&icX;(SjwEgA4g+utv7yHV?u*|v3g8c()Ld=@b)zB`o+ z8Q*nlMd`X0#dQUpyp70xBMoji_cP2rrEPtFOrheCJXO6A?l=2yT6-y^vEugD;oI$z zGUTz%ZxA1czPDRT_TG`% zyW2dPN_nzp@2wj$%gn_z-W^gs{8iNJmBKl@E2wKGd$wl1*pR6AHU9FhZ|G&^z9~*a znrA=iozF7a@3irRh<|KG*#?{Z12=;>D(6;VBHFgyll?YBx{uV;mQFT$gO8Q2OZV>w z!zNcSUyGVr(dt*|SCV2|MZx)kqt|;tcB18KL>pnHZdHd*gh`3R%Y6b{%8YmH6f2b4 zA7%LN8rb1(fT;iJ?_PhO+@pCRay=p9< z?GOPP&N}Ds!7r1Nu4#{Lca5@Lbx~a;L$xXBQBTF%!OV~G-HK0kg>-kc`VN_tX6ZE7 z_Xb(MX1$OPF-=l#^7dG+Y|MPH>caFhB00 z#G}L=Y-zcT2jtC5qx9O(@FjHOiJPC&i}C3nfpvWaTDGDhzSABSbBVH5#$_^%{jaSx zOOgUN4(Lv2I~ZAQJN-%Q^}fq`*JkoBJZxHeWx11Z;f0I`U%u9@&K-+QQFN}c&R99C zn|9>T)n3s2*@@~tfB;jKa7TOo~*LEsAVXg-L3 zwI8Cj`_Y51Mc1R@c+n+*`_C5G^5CiCYZ?-K)8xdq72P;9A)=ht#(zrY|58<%kbK!bL9`e z%ZZJMA#wSP)JgD79S))Kr;vBPxcR-$*6#U$j?6Bw0y=(t4U_n3_*HV@8xc?k2+Y<_Q_rIEhg%gEX2*`LNMDd}tR5@gkK znu{7rDttWY*}C8*1N#fEXzfEBc;N8?CAa)s<^@@Y>$0k2M&G7@x2>;aB9)c)1w42< z;q^`E>GMOO;)E2~{s8bTccy(;l!wnU#U#IU+_~x`x5kg~*v6a~c`N=Q_5nzJY%(HTT|Ncgadsr^)v41J~kUa@Vo9lJa7MoO2WvswJq zBjf|zdtK$LWB5v~BA^H-7q!e~#jzou{k26SMUV` zU%pak*|2>TTBDEQks^lU%BM&~DmCF6l#Z1cX8eKLl;U;tYSnO`DAfDH6~wD>_Y|qW z|Jz<9H7kZO`?~ob{jj*802Y1qO%RbA7Wcy!l7i$KpaeUm==(>su5PmWa6MJ_#DH%1 z%hp)OKox^`=kBy`ke>GVT4m7eC@FDvPhtHX!%g+8<+b;o`?U0Kot*aW^S9rxQdLzw zvMKnuisLm5;U&B5%5JA{Kc|@t3VUvV!ba8-CY9sU_L9LbiQSFR_L*$Z4OwaYC#UUe!TyUQEMpDfD7=i+_L zf-e54Ypu8OrR~hhpyExj%|J*3uw|8a`*)g6(}9m{+W}>88;L0`2+OYy_dlBDFh0rG z`Xu|jeXv6|P@$1tvb-m3`#=~u_6pqWpk1|^5edoqo{;2gY#Dp;sP7qI)2iFY@eVa( z_$(W@>10Mpb%}HZTd5^B18k~&1q*QSw$oI|hCvEKm4uq>Z&}jK%4Tdug^%l1+p6RptiLoiZEqlcK zqQZ{VAs@3kzg;IgYjsWXKG7iWePy07s-eYimZe1V-b=L|#JN7e0EgaVacGx~PXOhQ zJ4YsLK8eewc$j|BQ5!UhyE<7V!a2d#>xHr59{w`c*+Gm~fx{O%LUL`NOn8$hF zJ?5Deihd%R7RsY5w5TCH4%}0&ip(#@*!^0PmrN! z2@-$7&HVGwuJt#&a1v7wo#e${v!6hTkDW`HDI>-uE4q2Qj{rlSGw%;MVK2ON)^i)~ zLw;FaY&XyDQ7x;m&EyGUV0&nVP}|`4Z+>Et!`llxk3h9nX2wRKWIvW>g@<>GWclHj zWnfrsbrX^v?~{sWXB2rn=0qr%-Yq! z{X_0cD^Gh~4yq0!-t~O*q~ho8eR1W>*Mx*3@1BqV$DaQIbx}7gS|24Sa#RHcmIgYr zL6qWVwAS3}%>#CZM)T==O#!ys!``V@$IiU^Q|^wonB0ot4Kh-al2;`QUp){Jaj%rQ zb4m#O;*j(WM%$O0n@pM%S6l(x;bIlA0X|~83>3@&J>Lv(kP?#+ zj9i75Y834U1Xmtk7Ztzc9rKEHa)}yrcKCD31%zW+HhJjE&7B)O7mvTPIdu@V|AcUy zkDl75xvc?0dtT9r%fw`Z#Kb6T#KiKT=Ce!RO^Kaz&bm}B_UEc=O5%;ru5~^v*kA*# zHjKKRK!8twy}^o!fGKi-bB#OEpc;0qol+P=DRp7*u};DYT(2q z4xue1#SDJeov6tCrVLh>`A;?Ke8={?+UMVQY(Ms)f7`MB6_g7d+i&7#v+RGH-(T(8 z4^L_T(?`ZKP4kuauiqcVR(wRaNQtQcxBqISWvf))Ns%m_OEqupyJH4c;v|?5=W0KOvX}+Vvfcysat|her+e||8NO|!Emip(p{zrPPgOAc5T|N_P zuq~QfdOb~Y&iiYbEOb?cO8=ktmdLBD-fL^I&imk+JBA}x-$lE9E%x8sIdaIn`pJQJ ztJZ55Y*0$mcxMoFt55pi4Wom~4=`J_dhW;t-BGl;BR?K_@uBjI4YZGSU;X^!yPCNfbQkUmuP*_WZ>aruEIU{>ePm)O64d=!(;!ropfwpn<;vP)i~?g6~9Vo#f9 zc*w(dVBR_h?NDg3*rF&WCn|5NlB`q5i^~>S!!I$9)X#@XT9wMlDPFeQkS}y-t?-uo zk!5oF+f32c{ty*KBT*r*uP)KxczyE`@~bx!TZMK|6jKCz;1@gt0|dWprT^&9a3@TU zKrB`wtK^n>o?7Ew^8U@%t+t%IrZTU!@9a8kzQ-(3WtoNb&U1I$54)c`f@M>vhvJUn2NbV8 z?UWhPkvUJ;_0V#Ag-OUdb0Avc8GK6#bN6DU9ZCtu;Hk^6)B zVwUFEi58P;Vd9JyX|K^K_)%8F2-uDyow1ja`*0}TESSgQ}~od(BYQ}qH`q9(qyXd2j2=|c}% zsKf4j%KpsAv#5`=j!h7%RA^0nt~?xK#Y^;h)4-Vd zO&mW3_g|N;2Zgf+txEVadz_1fx8f0;y=_*>CmR%Z?wt~FCn_A{YwFNK_{7cELO}SP zV1FjqdNbl_He*DOrSE`z@o3dHHt(l5_!<`yr?j)sWaYq!Unn=4Q<#|BP$a-3oUHw2ENP0<9}Amp>Dvj{n4jHq~}hv`JFK51)WE>ZE;OC*9-gv8VqUrXYtguw6Y(l%cGvnzQGp_qg9v7ua$rEArRb`Mz5Q*zin=Ou|Dqy zzC01#z~Fk0ud@Ka0IEMLM;TBDIGB-08e-5)++2Mba?P^86{_cI<*)bZtJsgDIz#eL zm1RAnF=mGQMx) z{Gg*moG+qk_h8!N7J8!Dhd@Xj#g4!|k4MAmboFXQV@+nQ8!!p0caVU=GZ1nx#2nV_ zaw$mI7dbp`=i}!+7=pm`vL|nLdq%+5vwi5k$&@Fo3p1+~nz#G}Rs-3HL95Q)@=wqA z&8>#GKwv|!v+JKPMcvW($(%k0%F&deDxY+b5&9ahENiy3zA`bHWKzqL3V`D}MaVS= zWNhS+%M=py0Y$&n{QQb2AVnFmOido_Le1#L8McdBCPC*+s9=Wv!Wo}4!4BXDt3q$J zUzB)Du}glMz!ukxx!!PQcNpN~kJ2}%bpPVy~G{@vu)N}JzL7*AdW}p2N_+j{Np?cPAo@?AM z?@h%6$_pI*<`B*+Bs_k#r^^$E)j0zqmJo`U6%X%(PGv=J5YKZedZg}MjQC5e2o>6l z%OL#IJLDhQZ@kQi1*DYoS~#*>&-y1oyKzPJ?5z~HlpN#bpD7XRWd z>pL}m+hS#Ci&eW-p>cqL8Gd2A@1PwFXYf!@dS%eYcKtn11EQcQRvD6AOP1-bkMrbu zZHvTy5w0Je9i~SKMe~ehnF~?-36(T(C%KiZ0vH652TOayAy!%4s)oANzr2lTKT)ot zuxz`_I5QgV@$m`{tXaB6QHwnJiX<6&bZ!=Vgy_sjcSx+C1Ghe+$|2v&XXql z>8o#LuDo%CEfyms$&Vfip$yiKyQc7`9BfGU=NhcytakkF*}+%bPVxx?>+Ok}rC=}F z4-C?;8w_yxoY{FLW(WCFEg*U8F=)28Fth0e80UdulHRi|P!X%-DU%@J?iMi!YOyGv z6j(H_Y*Xis)Gr}wEmEkiHw#PV`+~|*762;MG_kwbJ^EoE!Kqf`DT*$G(w&1vx>XP- zS=~p|fA54xSWyH)6WoruLfFPDR$T(7lDA0~rdL}-Hy;mMewcqrYLH0IA3X% zBUs~kOeC67!a3GqV}127B3YN9___!cYqM$GK!3*nCNh!89P5q9kuYE>3*q)&o3>>` z0HPUX(55hEN3j;=J7Yhwlwx67EP_C43uyS<-1{VVK^Ob%rSV};Q=l1AQn(I&1Q@mq z0~2UeZhv^ge}Ob4@&!;o1rif55bm!mrEaU!m>Txoc0BV>8JuT;>Q_=ybe-P;%piOZ zcx_uEwE|W+1WH_*)Ew^Dn{7x0GHQ(UmUoEw)rU;fJV_V=#HModHEshl(}OiGvr$*_ zfsmc1gZ+%#kJu`BFAz3pKOv-dkl%YJEorHiOSm7D&wKja64W;V=NsLi$7j!(95gL7 znOYOPb&F}o+#wK3KaQ&-wNn})4|-Xk+(u~oO|ZN3gxSecU?DEi@6=x@9+KtJ z015Lb4fG zn|%|OoqqxFsYw(IMLT)X-^*7`ze~?qLb8r+kfrVaK2h5?GvCXqukzB~4ZVUtD|YZ_ zTEB?!C##B)vF%9rg!EG}zX?PAp^^!hxb-Pt82l%EDmyf~ZM9v9@1KymfHf7qN~NaD zzM>X-VsHLDnHi`;mW5$Ou5exFsOhD{gY5D)v{<SKzUII4rcf6Eg1P|O zhg|I+)-XMY4N9{7oil|F8VEXQOwdeg!5VbczX#_*f60Fj--C)<9p*vSjcgGPa%usP z1ED!(=%y$P7G~g44Xpk_E{QGTJ~OwV`P*x<3RojK(`?w3`t+TZMhDBNFcf)XtwuuR0gq&-S8+8-*xVn zOw0?{iikV#mzV1YoV9%l)e8g?cT1e0+ft!hwyGf(>l%Hg8BuFPgfm1-&d@ z>pmyjJ;)CP!8tzs%Ieww)`bf->U&?2dGacbA<50Ob<|X0$a;#%GfX^bveYbtq6ma+ zym7Q~b=O#3dRIBpc`})v=+|k&aPq2eF>(^+GL4U4amjIAyJn7~$OL89>&dE&p~;*+ zd73N|#YL6#PQ9qt#yonKrAUorrWily=a(JJd#OM;3_llMs71p+xNlV2$BBH&RyY`1RH)9RJh9ylPaV6PDNR8J+kPYz|AV+z6hU<+e(V}US}0MDsfvbm zsNRZ_G_%%=I2;%2-<^)Mr8`3j5pY_4W}au-Jrhixx;sxx z5j<(GXIK9q{NlO1&fC#9%!(*CW(+@GsDdi}>VS$bzkM}1wq5iu@bw*Wx=8xfRj9bB zocP*Ep+4N3N-y~`mN^tac^OoN+f-bpi8RC;u<`swxsFbAQp%I28Re;puLIq0HvHnC zolP9>KiLVgO=#|8)bCrkM=+Y68Ibj7`hCd|2AVE=@As_V-gI|cyshSqd3zwF&UL00 zK4J=N-{%h~3B6UsDR4Y4xEL^}j9Pa7)%u)IcVY?NX)nN3Y8=>cfxKejuVG+!C1ATl zX&5DkX60qaB0XJH#kJYtU&X|~P{qCmS5b`XOzO@Ave+lurr#@X7Yiy826ToGz zGI$(m726!fla`LJwS=8bNsvzC-G3eYd8lzUBN+odrlUZnGsX^A@!i@tCPkL$JM9`1 zv3|}OBD5ckJ-dQC>)-mH5A?q_*79Akuy$8)RX^um70S#zjq=ip^m$f!>P%Vw!gmywjff1qdZ*;4?y6!>8=b~23>)WP8wRePNBgxl1cdHGBx^!%6v~e-fiRO^zo6AG zu%HJ+hu?TK^oM!~Wa}58)MfzPgQ07~!fZS^r9F+N7x3!X;xir$`Rdir8$$ry-*vBh zn#qrbl+VZ8rdB}W2$weF&`Wys zz@tv~@3H78RI_j345`02@GNCSO!Nw91(XaqCXQ85YKv)?7N;MlesOiEG_10lxp7@? zSn_?9+=GDai{))z`qC@mtmJfMcIQklccEom7~EN$QiRNS-E7Z?s)k{iM$wO?t1O-- zvD6UK{*Rf}q$9Pc(nQ*{VS^EX{$`oF z4V}H>jpg}M;_W4_AoEJk6$uStY1<~GjW6&$xb_3EY3kHlV-CLQ#}xZnfR?RZ?e;Z zD$G^)zkasQL6OFmR-!K^laF;$Udb4UBL$-&h2Ww~)69RD>nGgF(=FTWe4-ZlM;cW^_ltWbKS7k8QPH6m87F*Z_~P&%c_ohe~O8|@HD9A znR`Z5uatk*q5y6V@2bt@?8oCXP3!*}c(ote(U z9&~OTumnnE%ou@Nrl#n#VY-lQD@E5Ovfhq?ihy`0 z4Lh}B#U^3(Wi~G0hbrMtz@Ck9-$ti4hpf+Wv%`ucKbfEXNBdCq1|+Lxr9u32vE2yN zbU5HPBS?DZ`P*Yh*set42s7NlcI?>D6)Y*qLr}U<1M1Ht?XtPv~fKocHPhth*6w^HF*G&*K%d;s)iL*S%?v!&FQ?lqQ(Ai7ySP@6*iUrV#s z0&zJY(*U8Hj^DNglC=KtpdMdj_yx$xOm3$!MJ36dkC%y%qVqXuSdKtPZf^f5r7F&i z{8D@ygUCaOA?jJ1jLY$q=-9yV@3 zHhfx!viw3BQJC%km-K5Ykutd7t(J);#ekRbZ0Yv?Q!O{Y3eJ;^>jD~$T8FQ0($0c3 zY1Uj#RzF(YKJQ(=iI_lO3jrYqGu?koBr^*cl6~LBz1TYJWO7|Qxj#@gLgrusW`&T9r5a4Q`7RgLH$D)1Pv%|7sP@v zw;$W4CCXeNs0LvqRhR*I-1Q$*PosSpXG+a7;GdmP%ufj06~2O~PFLc#M)JS&aD>0& z@rpe2ndGXnbqcD3v>BI2`#D^)e1W<0X+cEM#i|n?BhD)%o$n%_WMCjx+ymn37?peR z`$Np$c~A-DAbPc>?;l0qZD&(hITI-Y^_tb;Gp2j+Ju&+83a{h%o+g}O4a3&W3q}e| ziuKIu>4nw|SEAV_40#nl!O}jQ7waaYv&b%-jVW<3{l$q-Ers!!q}ah}8=GuL*UU(D zD2^iNa@Pkl3tTSy}4%w&fe=tCxowI~S_fR=t>b`W$|-!8JN+=>Jll8T!-ou9?M$ON7c$*zH+vl%Jiag#~UJ~d~`DwMH**0>?1l8eNq&kz8fqe%o${DJR zZ#UX6^xC*u3^;ZJeJ9&yRf#^`O!-P-4;>z)<|vN_c&^`Wk|>)#Slrw12zN;CLeCSR zu|4pASG}|G-|+=c%hkq86C~k)jDh6)fIy@{dM?OQ#11gCXy_PxSEjH{p#3lK=qmFb z9BFrTzd$HG2$a~W{Do=7$kXhCBjQ@TZsXa1XT$-ND9{9TUAFonG_Hw1JQs=kF|Ivg z9hdnBtV8v%r?`iO;YNDcQ@j_q#+N3J0Pp_#?!uf&JnV{thC!%K*4{h77?ac$tmB(q zGD1@Vw#)Upw9L*T;@$U6) zzaV(`-N>*yL2Sq>E6G+iQbScp$mrqa)~nJnnX=29~@VDlBQJGkxwD;{jTcpg+=NY zS<(+kfmiDZnxzMQMUe4#u>pQ{x<DAN;j8!kF!?jDt`+lI^_c9pgH46hICX>dGc7mPcC7IMO?Qvc5`(Y zHK170gu$0!p5It!xCJ7<7v`WwRwe!TMcI=U0zm0u=m+eaRC_wGY*^YHW(a^~fi75^AE8WuWGgMF$xB#TR z2M54k0+)y+jSHX^!LX0LHqZ+G0a@-OpjJ<0a!^|f0Odi%5C}pX0XzY{_CPKJf?+-2 zWmg55S+P%pU%nhVX2-B_ex+G8a#}6s`%ux4`X4$Dm^?D#%REy)1O-{>A0#tCgYs3+ z(s)PP(i&W+krcXn9v(7$Xj&9fC{(i$N{1cF%JNJe@q-*Zrj&#dC5V)dgV@kLVACHR zBUDT+DAkd%i#=JNIF6F9p>t#cgYizy{lpZtHDQymhX5TNrZL_!5&Bl$57rMq^Uqs( z%sspnGcW`eX66y&zgJX*gUTfD2VX@Y5O9R(;BqLjvN8KI8SDodFyrK_mqNRLM2YFevPKXQrUX7- zgq`V*R#9H0h(Xk5t+6US6Q=tyb=ue^KJgAP#B7&$HhTdjRM@F@zE+n`E999z>`Q02 zGk#V`o1PNBM+^8T{pXqSYAcqN9~3^j-!o%5xqSf?L91hfM+4y2hR}uT<+i84M6@`; z(F1}Kld9q^ZUx27PPcQPg7Ey_wseyRohYrxcht@ew~*W5ei9&TN-CawK>NCIsVcx} zPua!$(ocp@(&~?7BbzuWUrCY=&3`P;ax`C=tlQ(`Lfs5cd@0YfL&qn7=tgIBQm)>1 zjK@X7H1;Z%J(1;!%w#X49yQymk7e&kXpcVE%jVKQqc^dQ=Bi%)MD^(^X539~g%Jga z%qHa-y&J>fffRjO{OkFE11{5(wCN`h8ihT+ds!fCScuIXbebO9o4{}WGfiGOzl|@| z8yOvz69gQGTHcH|ax>-xj0Z2b>8KseN+e?2DJYl%Dque3K}BX|4sPFq;Z`CwrOi8) zg67mqTl7MqcmDWj04I-kmVDUO`{03geURBe)s9yXcepo3-rBHkaippU%Ze*~(>|9qtA z{uEAVfA{M7ga1Is`>%BfZUHdk{b}Z@oL`$bI@!3rekk(z!z8kR0$TwO+@CtkUn35J zjyN;u8}!phQuKdE9RwZqhqgGdZI4zl@HklyK@rfZ2BK*L&_1|@zouF>*63b9C!g`q|5VBCSxn+B2r0j;<8JGCbQR zvVW`?7&@GMt3Xh=vK5O_{TZ$Td;RNZWeMFd>z6VG+Ls)YJ4{90Uu@Eo;v%$pKj|bk z#t_5$XYEIyUhP?U^J?fWTr@Nd*3MCk%s;R3jdoV1@GosI3rZE0FOx*XZir`DW9<-d zr;^uywfOpWVSFh91Qe`=9m0ro?45!h>Fx7W0eJOehQUE`WoBJ*BV~6UzjLp8$D0T- zmaeTR_tKBf`^iO(Iw2UHH5rG@G9*fbyQep=6M;C7>Lo&*3P5#4kUY6&Eq@_yAn0=Z zx$7ITEq9;HS?a=eF|#gl+mdokMMGcuUY08jrWc*|>tpY5MC#HL8uP*F+moaAYx~g@ z)HEQ-{4P~5mnc;E0`=SE57YE7;t$Y{4Fb0Vn1R!Ov3?WphZG-0?s?tZF;C{@ zJvWmZm$BF%`zS4gixYw&JQGS9NiM@?9YrV|^Iktc7-O7j_zBI#S9-hRV&MxqyurV+aTno;e_w~3{!@JhU|L*TIBptNtL4f(WagXWKAnBAY%Av zi76}bfHGwUvogr_CDR)p>9mhp+i=_X{%QHemneO0n+Y6fMHU&o-(EGSj*CK`LF^p` zlDEjl9F2Jnl-Fa%c%@mAIlZOZ*^GYpba&^r^n(!!t-aX91U;3w77Xj|!2G_R7a?X#>a~ z<+r))1E{H1BlQ}c>Ur3_NXsM}yba;+(vXcHRedL`0taOtDe8WL!=X|^qPL;`~*Nw|?d zwhG+ez-?cl;ryTe)W7eKzKYU*QCUvlFqB7(cKwU{Fb<8&}z0a17tgJhF zi{~8EfkOu+^b6%SB+M7S{aVr_S zr*?+mhzvC$@Ln9>Jc}j2WjjHZ>NMq)EQJM~8Pz!Xq3`c_pr-8=^V3CHTYJva zX2P{B)zu*Trx1{DFUXevm?>uj+Io(mHxE+}EA|ZnXMDCtz_1`no6E;4$!;4w~7?&Jg}V-Ard8ZJCSmhpQ@7g7cyTrEhwI|B+?Gx z>cKREAqq7Jr0w>+p))Xf9W_Tt(2d>O7>3VI-|jGl^$&q-PSRLWyUzB~UlWOZyhxS! zI^T&(Fs=DHh0jQGafg#5jL5@{ac>p_e1&B4Lo#7l$u}Hfcvoqhp0CxXavvZnb@Z&W zS0xnQ;H9X3r1!CuX8-Yx>n>2tADL#2;1{#`s()+5cPfdVdt!-TRkC}lHYl3%d6<&l zEFl2qfhGiWO@XROP#-Jq#QqOAm^1+OO2m;S2YfvJx%fHd7J+JnI0{*|Zk1C%qhv;D z<)84xH$96??>em}o_$(3rX$mI_ok#Z+nQ#&+w&LgY^@EBc&n(DJ2MT4b1-3}g=#~5 z<5q|}V)A_CNe&{#N3;Qv@^DF=?hwQ4&W=}s{+xQuz<2Z~Kc;tY?^532e5j#Lre&7` zJHfVthmWnvId$TaW;#zgkNwjs?Cb1be|gVNL9F~U{6$V}!-o%vU5FuH9kTTL4*2}Q zZE1Bk!|hvnp_1TM=8Cd!9|u*arUJ{AT}9d4KRe!DV+>H{Z_SN~qV!6gCybUx8ZoX_ z8FW!$H~_6k_R|lK?(uX6zKG5T$SBj@xJQjCt#VyfKu#98hU^H%2gG*_@6MXfZS~D2 z<4Zn&Zd3?oFj;cuNW*2sc+hk=Nz*c}Y^&!Uh-NE-$BW!AKJYx*2<(=lB{M zYcDak1k=T1wVFREH!rfxU@B zk{cD4x}42)DdE?FL4uh|1EmRFO))hv&LUzgh3KDQOLOGpCT@=Agj)2dk&|;!Z0q!F zsu`kY&^{`Sb6~k}?t~ja;%kD8OZ1p*Ad4iM2OR z34!)T7oG(k)kY3R))Pa5tyh6`*jng~^Il=U4zVK0+qsSuj-F*6AZ6aLc~(TI8za;A zbUfSeFY>sI(JwWcWiB`QI&WLgX+&==f-fU<$fzTEbe7kuFhs5|VSEXJ7@R=%7p6AW z5I*}gZK!QLe==tfZ~;sWJCtPy(%a(3MR{DQ66%6wd zoCiu5CEWOYurEAn33vh-N)z>x{dzo5GS+ivJkwlbue&+dKBiPn+&vPHSjAK*c*qwnkSOC<41`XcdA`ih75DDGJ<&9Ly;* z0x^Ry+Dkv(A*SHgDwo#i^0vB6<@)M%;(D0w@?bxUAQiDvvpLfW9y}@4>WF{_W4L{s zAt+mRY>z6&tBO%)wJg!#)bHMn`SEJYuI%WP%#PS;sM{}c0v7l-d4av6zomH*>BP$P zn-}HOdJK0z88bE=d*2&vdG_Rj^=p>CvOmJNis`a z@EB==tZeNjs0Fw2N2WU<{i!uGfq116U)}U#z0{i0sw05>MKIeOp&Pb0sOOs*KeJU( zblQF9`)?w3SH{3qwj}p>N+G^z*#eg?gku*w!$B<8aJM96;Fl{aR*U3rd#^=LwwNYe zfJnAgh(@}hJOF3h+2P7x8QZ4p{9`@3>q(2<`hIw2W?b8ZZ9_QXT|*V(Bv!FLt!0x@e!bza)+Vr>b_c2ML{t>^jBGEif#0$1=yIB?reu zn|eet4@@UmVVgUBd38M|yaZ~7hj>&{vnzaCye7w9P8ru470V)z%drIp_FWJp!|;zU zh9M48Sq$(@1z5zXTVM*scx7}lNu2BK?DgpS#y}jEK8u5iRvm-%C)HPlJyFWkgE6(* zzakQcYFC|;HaNwK7Yhe>*VxCYTv6Sz6Gz6`@%K;Y=b>Xb>ul0v$@t?M``yn~MRIjm z2?Z}BMBrV_GagFH1<52qgFWz{$nra|^lLt@c@Xyi01;N^fe?HGvK{~w5XU@_FYs{^ z$y3DDd8NVa(RA%Rr=Y<`&@)$LO5CR@uOfodI^n8R1f%g@rE-6A08tmBQBzVwq3Q&t zIuwG!X*@jYUz8wVVDtg~kOQ4xKah|3aDTCaiIUcu>iChs03HWGhD13Wc*?>?RYf-HtWZH&j1US%+d7L4kv;bO6EG8FR9QN6q23XO*&7?C0IZzFn9)3&8(w(lkZ|wVBbm0fa5xJlQ_xrm3lLnB-%T#Bsa_a0=1@`z z_g2F@Em3vgWpplh*Vn!x61X5u{mPI*OQpG~Rdww(=MC`ewtZ0&b zP%Mm6qrrlqn!og{YzgVgR;PXAS^LWs2k$wx!)fLQN+3(JLeEH!ZULms4-;$2F@Ka? z1Q8D^zzo7FdInx0^bfW=#1+WK6kHZFjNs))C0Szcx^45VciNs8-d)W4&REsrOeG}S z9!bvE)`rqBFySODO=JY52>)pZht!~G` zK?7u74w2cqABJ=FwgZ#8ij(_sbNm%m{HKXK+KK+%zfT+?sq9tdF+zzEbO zPERBzPUnO@Vx=C0HOE9k62yT=>On$6>OqleLBMW;sm8$Gk*Zon%1(!^0tCS1BO>MW z0EAF9j&RlZSjDYng5F=`%5l}f!OURv+S{f`jt;mWAi=;8u3J8k2d$60=zl0cz{uL~ zT{JYYORD7x+Gz)1Lxn$ou?ukuH-A-b-T^D-Y7KPn5`qOz?8?u&k zxC@uHgQz&~tR0CLmqXng_KNC^Vr>);3ZJwC^9SkozHz>4H{?QJjhaEabtD!$Q5bsq zj{p1XC_U7MhLCgovo51qC6yjD>; zNN$?UCLkli)FR3{y|f9p_|e$W$kCls&tmPdqn+M6&|a?e36Ah3++e3Ll)j35Ca%6k zSEmr&Ir#%2LF6nGt?q)@Bf=g>av3I_lrfi1?h3{4Z0ZK<7LHlZ`ZILiTps7`A5IW3 zmiK677=JTE(7EDxpau^yU>`}rQtFjR`G1ju0QQLXErenHk>@{i0aM66`twTGK8^&K74dgu)B5*mUsS ztfg&@``pyclz`z1z=-a*b*ROMX-k`sX&rS-J%5NNN%-U>5idbL`xYpGzM8B;tTpsK z+igfoSPSP}nrzNsFqsg3GtRYGnaVKEjBidm9}8XJq=?;%1Oa*FUQRreM3>G{YQvaW zb=qhv5?-k-*_tH51IqNh#_gYzb4#OpXBFDYY_ByiZLAOTDs5fYr4&UC$%PThDqM>z zgv+xXGu}I!Xy1_de_pb=JO~ly_UtG@+@9P#3|s?zoT(Yjds1EbM+M&2ofvU(*g+W|I0P1=UHeI3Iv_?x!fSh+)&Gmqd!YON#3M00P=WsevO$NPfQQc7|3-WN275Gkf7+lw z_OSh9DF4l%{weyBK%+18_dLGGADk;XsJ{gOcpRh$9URn?{r0;vq^Rh4e_Ahef3KJS z54Ml>NU1)Orw^3s|4tLh|4xwDZ{8RFpK(VedjYy9L!|}&qoVvvu%t|n^uv+zMJ^!? z(s=Dh)<&AS>8Rp3+;~%CG{%r<>~cb&6uSl61%|+P^9>^13;5ZY=}%UKN`%qLvwDN# zR{Q-KDSj`dfngQd9JFOY>~J^MBDK!0kWR;4^4YzL*Mhs{FFby=RfOo7S*FuJ zf|9A55gR~3cNj26&jXpNKI8?gh&@e=X&f_{;qvTDds6SGP3YB@xoU!sEgPjOKZZkP`7}!NE6c-4-<@ea~^sqTWJ3w!;|O%(8T%LydY3(uTBKsPlm-?v~O%KZf%RhgcK12QtOGR$IwE4<4U zC`5?4_EZ%e#MF0rw5%ar?2xFnO*_GID)4;d1S3g-Cyxua%qG0IEZ-;7Fk_yx9D4Gf z^Ct_nqSr6N`>k{Mgb6-&{4i%^xBLl0OVJ2C^3BP zZ%Y69DuPTho@=#KFTHv$xy!&#X!A$wq}1W3!%H|ZNzqp)Z_8IDV|zJm;;@`5T54Xl zdx2|n1NY773s+uGCS0NMtc5zZ73!t$Dq8Ns^hikxAz}vYtr50q0-dSI3nE3aJ`RVP zlFuU?lq_HkhRiKJr*Eu3#8nE|$GgCkSZakI8re->jc^rg6OKppYnP}>OEGDC;tg*c z6ZVQ-WJw7ZuOZxMV>JMNkw#bL6y5N}DQ^SZeh6%~u%3Vs! zxu0NOy?M9gpq5&saXsMPe(Lmo_^8b8p4 z2O9aqB2f98R27Fd0LB+rRzfk-G9(96hj^$t*QQRT?n7gL&WAt=YuRd5n+%b!1cIe` zz_t;d%}p$4XZMi-X&1a9v}wY!>8=61{hrmubT_av{qECgTpiL11VWru+3BkJ%LRDt z1(r`z*PlLpK`W^9kFR7|fD<(W>P|}dajd)O`md(wg^-YZ<3wl06_O1Jbn6v`FEX+& zojeXQir3`B+|lRX`Bd!wv{-6WUyl#1An90Lc=(lW8$R}Rl=u4`5F|QoYhGh}uW;k+ zdV|r5;rReAN67s3&+exve7Q605jC(XJ^hxPLM5iPoOH|0#P_^w-tDVkC&Z?E^-Lpj;FS&!Yt-Xg^NG$wKCAE43X$qe!Foc51ZG$Y#9L66 z$BjzcJ4O2f-5t0sHd6Vq_s3#n*F9jzB|IJ#)9=t&8uBpq|KhYzX=*`7^icN`LyL+9 zJvLYgnuJ#cyA#)BYm?E46iDwpeSxCUAHd7-j5O|J7+=n_?dP?*cqI0g44&qCZ02<5 z1Z+Og&Qlh4&xuC)aGJU|uGcZ?9CG_O7c(xux$QS@WVjtb2F=s!fS+S)vd3Hp%lh;$ zxStTNi6|V%;@E-3S&D%a!E3E&R(`6pX4+X={*ce_4>?5o4uAMKsV7C7UDg?KyUr@6d%s4 zB;%ifFaNvnU>A6R z@^VqlwqXcj;b0Y=VRUgu=e_ZLe@3vJD{``XsQZH@Mw(J8)nM7e=d<+`Nh`;n!yH5W z1Db-`)PG&36D-)6Y2m8b109$hG7DZ@RRP(=KKpFU>))uR9CQzlNbRPi>Y~DVzD4-d z;2w?o=?2Ny9IH=bFqx5K!T`m8iY|#+?@_0RxH$vfI8$&2!{1GRXfj1O_c^z?mO5~V z%us_nBR-5ZAM!QX>B&~V=W984Mf*@`{Kf(PYzA$+y*2C@XA@%Iy{$C6DnE_5JvR-q zWdX*#J2Q=3f-8;~^d|lg=^2fgRwZHu7`0*Bh3(>-@~f9l{bh!opJ8z29>O=?Sc}}{ zJ{cF-^48BA?Hx@IMF7Gz(Sk>H_rmDA%Esxr)Ov)ZRlavSfybils!u;j{dKk3>MRLf zNaqDXgWThRE&sMMdVvQkqXE|ci!@DpiLYQn-vqGGkM!=vE`}o=H`SLG2W&5y$b=$c zg?KwFW~;D8A*it9YOV=jG8ge``DTbFD|~(~CqCR+IDM5W%OBWFz*z>~TKsly136d8^Q)Qr zIudxlx*(+vl~z)zL#34pz3Mk)rNTOVm6&i@H*TIS05^ZtXPjX(cX5G`{j`C76_@(y zxt6(wEk|%+F}|gY5X8#8^|(FHWTT?R<2EA+47{;DTkdc&N^A_--8zaaKKY?RF5Y~T z5$?=33p9yJ#a}b?eCaoIm>R)XG_*bAeYTz4JbQQo6og7EAt)x`;kn+x%iU=g<2Uah zsJ8}eIp;qh2a8mWtzI{09(~`1x+8y7vWK0RdA`a7x~xZ|f{#z4H?~}T;m6357u)Wy zkUq1A>7)4`!jpej*O$b|X#pg4;#Q*&vn2btt<9mB!)S z)<%8`TB|UGZHt8Ysk5qEmz34;B+%0=%j}r46%bG7!f1Efo*<|}cs836cDS*?FoCw6 z0cR838%iA6EuISFLnPxKCRrTRCg7rO;j<*v57HP`zsh(dUo9Y9_d_%c$+~n``zJSZ zfSv@Km7r`G+cdil*fM$~IbS=~sOxM6thZ7F=$r4X_z!BV)aOVhNP+_8iDiTb7G5oo z>|LMWSXE6n_T1VEk11@scwV1pBdq_}I$H@4mW7>MhMjhzfaqwpq7S~Vh2ZMub(2)X zW9X_>zc_Uqw=NVe^BNM_5JxycJZ6$R0iN$fI{6DuYMUbUQw0eh&G1&AdlhE3V_%t4 z)pUv74N`))aCcxZrV-ql$0a*N2JjBPi#0Y_nXpWhWCT}dOj9Er7s=h8eF0L8k5|Hv z%l(uas)CtJ2F72V%_3iSk$lWS?Z>v#> zHC9Ep@2CS&G6&M@WV0Cub0Un_$E&_5?T6`x@mF=v!=zWD1lYcfI{#=&lJ2rQWSqXx zjC66LgIK$I`zhSg|G;;;9@f^OP~U^+S4K&O>*Ti6Jk_sNFxr80*(&?{tGq~3*!3Lv zn4q^CW$GXb8GzX-kc@EaWN72)j!(tO^uf3;Djk=&q^IO+pb^~ff1?O9>thu8Et`}8 zv9O>{5hqc=2qR}m9G0yRzH5a_$vQX_&lf})$w8<+2vo4-Aev?bO7?Y{CC1OlyRw2g z7#;IPvQvIAx@ek;&_HGV@Q8o0qo^ze4}gXol*NjQ4Xn1qbHVRvZBE9m;WPgtLO$F6 z5!1Yf^>X3YQ>KI+LQc-t6-IT)iN6r!M^}6cd3@pvaVYoeg|F$3kRI2i6_u*9w2p%HXo(Kr)+Jk+D?uac7l%AdllzX zHxW~Y4ZsPTU~LB7$tOGPSBX`+w;9GMlwMPCQ4}moG(W#_#_sD$yY$T+3+^fOIern@ zNei4ZaheO9JKwEMY2J2lo7sJU)5f->oHrMoH zJvt7bX*!a!dI}HQ=VhQ41K@aeePd43okn<|5k?6?}EY`97hT zwnQYRw3Xh|7<_#mODe9Pz&#<|QYdE8sB=Qk-=AH%}j zL}7iD@Mlz4khF{G4RdEv$}|IT8Avrk%{Yxf{OERTlr9{0D|PWNn9k$QdF_aQtz{8S zy`bPJlnE@A)_6*gsH>Dv#$~6+3*qBuv@(}cU)}iCpStOt@sqyCEk&!sZd)FsG2D=R zD6P3?;@)IP685t24lbXtHU?@+k2Jx*uskX|#v|myfOd5;akp`Jq}y8`b(K)F6dD11 zqNw*GhY{{sK1ae1&jxWB2;Y~ahtOGFl$23G9LYguJ!r%r;!$Y#1R7j8M?(p8N6kIr zbR#Hzst@fl6I_swha9g1vjS)8vIUbL90;qS3;T?cC`ij29a@~7kC_suNTo!crXNo% z;NtHq<%%g4t4Jl_l1v;GVU~?!x&%{@z>@6yibrE+^BlW0OSdUn8~O88ux{VTIL_x# za5k=8SY6t{GA*DguvmwmmWV5Mw8U$QX z-g;WB1=Got!}#_@6WT-zF@0ap80Ph^Fjv?%2jdKmvXYJC-x!H5rvX(4Us(=DQ=g@1 zN&jTG31OCj72{6AcUakcArfgd%2AY02XVXf)>*G{R0n>vm#I*A;~HX*ctp)|v5uh* zz_BIPHg`i%kCQp9R{4d4s^dzaM_P|6JXObaTK>UUY^wRYuk^m{$mF?|D3xk;pF7pWoorg#9;5auQF#Wds?QzH6y{AAd^HW)Nhin1VaXBftIfu-Aq z%JiYLjT(Qt`MU?SbIa~%K34w{-In^ zxyBymiWw9*4&Vi$^Pn~p)&&`bJ+FjK{n@tUyvda;0qxq>`TBPaJ|{OKcYgbYql_1E zI$^svRE8M|1B0KSTLiuHo5wrfArdOEh;b5RM0$$e(zuNB;2tA9aF`_aCSdH0Xi$ zaEg)oBW?J9pw90zxc;z3ebiq5DZGJVJkc;7@Asfq{5vAGdZHoX|Iy1({q1G`UzQ=X z7V5tz{*fU4!_@tc_!2tSAm~^#gATpWeoHbRXk6%cgP`Lr{6NAoKRg4KGd)k49P<|?_T0x!am+O4A~Jmc}`TyeOqw z=G5}?$o9AyZQr}>;fU1f9qb8e0s3`Ogfu*1&vpnArKvf;Gv~@bm($I1Tcn_P(JN_M z5x9|gEe`ezY=)%2`hObx3aF~OuH8cmheo zRJuW0x|@3r`hBnWAFubn1I8J9u-SXsrp}2QpI6Mw{iUV)Zf4qvhFwBGRs)`hC`Ym*JrW zO=2awNPDx2HI|8wF(7w3r!JJ~SL|4{V%rUPx$`#9D8U`ucRID)3-jH`_BSHN>SoOy zgLL_MuXsRTi!Z&0?Lk%N=ZB@MQTt)Twzr&Wjk=urzO@oR;&7&)7V&yIecV7q7;bze zH5>v*Wv9{!f(fF!TD?Wa40z>J-L@uq^n7U{0HvwC<5HL{tPF${Sa5z4OV?oE^Xc<> zcT@KBux^;~wVo+Ygd3M7&X#q9HgJeHX12mPobEBhhA6QI(a+L#belDBn@qSn(KVCD z7f-BU@5}I()W}wRuf~{p;HH9imB*@P=Bb#V{sO{$WoXl8wZ=Wra)F_7of&o)Kbxgh zpwl}>2zQ&fYX}rjubjQT$w;nZ$jHs5-PAGVyM!RjsX=b>^PJ;GeyO+Yn33k-6n?0y z<~|}$&rQ?f8~Q>gd-N>cq_WHxwbr#)wM}C-$JDh#JoDf-m+kNBpdp?Vd~cS}c`Zq$Ur>FH}9h>mu)X@>~qGTj4sifWKnJ@_jVDxv*?R zA(VuAN*hop{Jq-vxkHKnl?|fQ4*EN1X)_Xw%z}FWL%{dTqCH0v2`#T0KeZ{f)ejXL z{;%;@DyiR}_i(yRlV##}}{;f0x-tZo9ZH z4G9p&AUc5oK%xFeDZJ95O2G(qbRX7A^rne=pNYsk%^Y{``ikX^3Q${z_;Y}l~`<8k9EN;7MOp;9` zSwu}PnW5;az@%8`t)NcEQ;ls-vUpomozvNCMG?Pjk{LcX%Y&Y8dgjK&%Djyt;qU2%6EvjxhYrxaIuOnR4*VtcACvF>Mc6cJG}-_s#FiDeG$9g;9$A zWi9(xo>Zz8&U8iAqHN#gO#V>r^`0@?qWxgQXqmFkptXt#jxdIcRcgjE*R>Ji9;m}w$tio(@Zft=LO7O& z%pP&mAcWf_8^oD($reGuo;<}R7#>lJ?vCS|}5~OvD#atiRFr2C3 zcgSdUK&4WzP0|nIA|LEa&)&g$%4pMCq)oVcI$e>aOIgO_SmPY;K50RA^2?lwTGCe6 zHQnYZeJ$^c{1ODJZMVnIez!hmzpIvBR{}go=_zx4L3%GXFyq&ZxXb<_uNtgn-BMlM zJ=lGd*K^uHWN7uxciGh8VZ9v(*M_2nuwYLeRY|5_T}_^g0?!B*&TLU}B0Lj5OARr11Ik;^Yhz}<72M)g!GQu|=0e?aFry(Jm zq4(c}!!Z?oobeCEijgu5496U@41<3HdbAh4!y1~AgXwC3BO!ocTZI!cR4sHUxT%Ms zpbRHKe_60-0FVyk0t1+Os2YN#20*HYLJcjRNrp#ijGE&~tx|pX7@^5YPoKy{k7IJ= z+#Bq|V6F14SPGNbcDCUjb5!Zk6|ma+d#=JsR@6GC^e2I%x$}%epFur@W90XN>{0%( zPnLhgnSXf{{YgF3gyHAQIgiVC>+2=50z8%aUpJhMUIRd(3Fe>0TFDXR47L!qDx|7l zDgt3yFjx8Jtpwpg^PdE&D>O9a_;qM|sz1{XT$4njn!jIP zApevL;Z?Y}q3a~%%T=(gY2GXL7i#`0V}aiWVruLKp7JY$$O*B0laAfh=8>{)gvwz& z7RomQnu0+1ryfN-S49;8$hU$i6~a?w=aYn_wdzO<5-=SH$7-Vk`?!LHO-_$#Viyx| zRcW4nR>YHOE+`yhtLPKtqh?ti-)izL9HfE2NnnV#sBmRO$ zfrdxXtry!-km2|h`4%g~Ap@rA4f!rm9^8unIQL z0uq7=gMb*IP8h%*bcSO7;4zTwVzFnVKr|QeD$$aCEBQrDNxdq$5L@1!Q>N3%=(P#^ z6;4`r8x=RUTq;|*lnLfx=Jh8pY^&K>At#tcwfizuB%to!MwH}v#a=%TLfXbpBJ8u^1L1>CkJ~=B zB3+4YhTfC)VmOs4x}Qidx}5IanEN0XZ}WYvRgy?Tw2JQ7Kt9f@63hS|S# z{#;|{M5@>N!zGUoM(|2v-s43T&S;h-;HI*$3J13*$|~*;oK{gAvD8D!HZ|`0XPao- zsyJhbl`k@|OypuOYS37UXbq@M6~j%%k7x|ouhOn?3HIKl2!BbBkaj96{P@%Nb&*=I zg1?MItIoS>q34QYzHae_`&4>IU!Sz{^p-3pyIlxDR{o~*TF1na!T^En99W1d+Cpa> zYwlsjp^T@%U{r8GD3BcSf$xtQOi=*jf*}C6z60iB$Y4xyZJxkz9zqnpZQBS;)eK~U zeTfZLZUzz(y$(}Cg(x-K|GZy_C-it~;}mnd!!Q~2OR)WbMs3&=@^YPW-bHO(>DS2X4OI^Fn&)ZBE(Nu! zM6-MPp+A;;544K(h{(j>CMi%Ud{ta>|Tg4H_CLE`%-svZ37N$51BGW_u_ z6kDR-0`BYJMh%4DuS@M%jL_vSI-C(aYNzt%8eWq^30qnSeAdL)F-^wS0W!dcml)n6 zye3^OFBzC;x3?J0VHb4`!CEgf`sTcCXgXX04r#A5tFE1nQuM&jKw>4wutteifvd4px>`U(AJtGxSX7H6kaS^bQm=nsul zE;}sC=AEr_f#z256pnDK7-&cE?crrnYy%4AC6{Ru#P(q}A_&{AI%%oXtL`W*{ld*oLiyYu6I!RJr$C+IV`N3nd!Fst z-A??korkx8F1X~T00H2V%kb7rxkTM7QNK?}Qaf(%e5F@;CuZcX$=(PR-m1-aOog$z z>~1TVDq-ezXCM`4Mol7S>x2n+c*SXC!;M=Fc8)vuuDB!3HiK77P1i`HH2b)q6O#{T zEpUJ&qrTDvQ8RPw|EU+@MGtxgCMp05fUzTidGtb4`aw^i<-J<)(s{CQK}i8(@d3Cd zd>nJbGX0|LxBUvVFtV0!_@K>=DWEK6@sOM=d1e_%rVp$R^!A9qS~x-Ze}R!0V3H^x zEr<}3bnsAuo+JcKHtkU|kPmm1d4YtalC6pq6{H#;m^^oGFh>H*FDoX_j6I?=^GH3i zsa;H&J}}6!m^>(40tpEMs8()%6xY#vlI*0!g<&~0Iiv3;g=w@#?Vr~J1pl=jh+he;>;`$kb`WXenr^w_* zUh(&VW!e)Qeum!(q%|mmdGuG3s1Cgof}Lp^DMM9wQE;aaW{W)0;+BxBmRSVpYT+)n zldK)cKghL&k2y zdI*Y1V13E2dTwNrEs-adGAsECV=8!5$$|np;@x~9D1X$VsDuTNh^H@9d{9XKiT$Fjpt0Xm7+&!12Ot-C zBnDW43+IN0*!)A)Si%%GsH5A~D^$(xk{rBQ1SIE+F!Gn=gUgUs<@w#g|Dlcl!v_^a zNLBN+!XcwHK}P|;e;7p^Dx@*%VE-f_6SVr>5lkKjTmV5l4Epm1|Mvh1gcsy>vu>Yn z*WnPu7Jp`0Nq*9Dg6an8zi|0UbF$4mZ?}9D9olC32=xo5gW80#gHK!Ak|lr%F@W=t z0PH++QKG*O5=9s~z?{67!HoNU_do9FA1V2%M=8YMKIXh`FB zOoAAWZyh)w^NE!d`klBNA`@g9_0{I4OxFSzY54xbWw zr8)Ff{|qjE8@*qNdjDp#P?LbPIDe7GC(v8|MTS`MF&@6wKj5##c8Eo^2OIW6Lf6G4 zAUde`KiF47s}j@{VwB;fOH0wvV6qn_h>Zq(2#O%E+jn+wph$p0lYWG088|MgFtWwm z-9T@*G}alCkWj&n9^Khxh#GB460Y*Z^d`gG-r6+$2#ruZj(ps%2GqpyvJEIs%;)W)Ot&P5XtJozV!?S1sAARagujK)wTG11`6f6&1eH1+m zp%=n-B7w3W3hO&fn{AI@91OOFeJJFg9}Ff-9s%DC6>`{PQXB4X`Up9!IMxp14j6=} z&H5n}sSJNaB;9mtlx~Vv+;?it$r3AEL>tq~Y_=K%aVKM( zWQeW$E%%^jhA#Fl#x{n(3QsEkgL$bcKpNy@X4yms>**9BVcapTbVbseuude_>W6qe z8_CKa3FWq==pHG>_STUs$1e&57h8&AkV#2;q2eCCH;_Dd$EVR0ZW*`2W4~yYZ5#x{ z?BUQ4zFgqpSWKV)m^(-Ig3+m)z9bxku8aZ-=j5B#R|Bq9CONOYUeaWl2>K?T!wWKd zQiu7Nk)s+rM@TN#84(WsLc@ve44DZDG2KTdd<^l;tNvwo8gBA@`MfFm$#cbubOHR! z#*ie}T0PewXWCkg43U=&FN+Zg=AP>sok+xC#0h(Vi6NO1pquL%C%;!~+|DmSp`(Xr z=Ud9>$;N%i_BK75wDyD#zdeqZibI}5cmhruV@ z^V0%n%e44S;}MgS@wz;PuGwb3<)Fu--2IZ^LV;l$*QKw8+!um(BdU#-C-s zWlUMtLa^Cfpx`;!@ zdgg}KBpC{c5ymG^yEg*99~||EgF}x~Q5&kCxLDo@okl|MTvN2~{V9Z7l`-bc*7zU+iRn8wfozJJ$s8bcV)Yk)5F(`B3^JJFx(%PXduS_p>@We$k|Qy zMgX>>iydG&4r@ffCCVm4S^xlqc4@tV4EYMGUa)_lVrep9p>*I=@MR5<8=R32tWXE~ zHxLrAZOV0Yy)s-MUc}|Dls)`{3_SxCc*z+a`k~E%dk!1(B_e-Nqk+harL0 zQXzvhLI?R14@>_DX88zNG(!R-kN-eoiH(Y|Vvj>XZe5tzdENa}HpaQCS|be4%$OyA z;1UmdQI_{gi*^L&j;FYEV>9CDk_Qryw|8oe40TUjWUI5V6BG%h+YhCtI;W?qk7U1N zv{VUx%oYL=i9~1SY|(d%RV6HZ$qrPnH39Q{o8Antp4A=!altFh7F0@mV-iUiScO=z zOU(tzD8je~^9{LS$5Cj>O_I2;2$WC~#x$w1Kf81(GQ*EvrJ{bq4uBWFsq3Aacjo1` z861E#%W;LMKg9wi9lEPD0}bx< zN8lP1r`*LrE$vZWO|Li))aXJ>t+bW2!t9b7JZ<}`KHkcnzw=jt_f&t}JTDGL$|m7U zO+Pow!V1=*^==d>G8|82_`1Kx zux*Z-%LMz-khVwiC_52Bl`>KDCZBvleryf?UP%~+sL9SALRSO(_+ftjfW1v3ouIx4{!bo#U~x7?CMlF{)iFbAJ!g5*s=zcyKhvsC`eIe zo{oUpRBACv_z_8FMo0NyVP(7+uHP?+(6MT9*gOB}BeLhqE~8KRYN?dU)E}CxBHP|4 zXjm4uR;{WPW3by~FDcf%X%Av;nMS$k|LN}93V+1mkb$PbTSd2AzK8#jiTSLrmf|V# z67aJiICQ=+-tKC!JV8#UvE8lwXR+<$iDJ&zxSC0GMs)O2r#i`Nl^*c&H#G|DDJ{3X zEk2(wO)eX}<3;$d7}8Vu&`}>TUi!sqcavknz1%TT3X6i-!qAbgC3c5&{9+&MJ$Dsm zT3>_{xdRyi3F?=p;4Z~j2DQ`2+l1zYVs37^Y#dAeEnB(1J?sUW$!1#sWpfc))ECObi?Lot=^8yHTW(O9%+wPk=58SvchYnV!MwYUll@ z7niieuOqEc0O0zkN(w~R@u3p+=K$}vp##u>CjSeQiO55O)b3wFDg{wEDp#(`ifA+> zNM$+aO-^+%+ZjNuleP{wgMw4IQ0ge!c)5*-~K<7h;~lKYH}%8^1kGy2edulbF1 z#OJi8*%M#G;me`y>*fOKG)-Dl8h%Tgfce0T{XoSq{+i8}u@&k_qtUKtHjD`-r* zrFI{hPs4KIi^wIWr}oH`+!Sd)V%zq{SvKR25KIvqP7=_^kaP1gYv3Kn*1wL^3C_s<)v=W%Sskv9 zy9Q?8&?bskoDh0GZ^i=Xqiu~q+B}l*)p?tw*+!^0`3JkVJh;V}B9 zWs4Q=qmAjz3kem$L4QEbOZcm~`(qIGGX0;@pAYlfkAtUjfCRsi4XL48Hbo2ZuE;@9 zz&X;0GZY;O5m5|LBYbVZL4^7#T-OOBkGc_4OyGZ8Gop}*VL_I8buy6DDAe^{SAtZ{|3eGec8FptR&lIBfg>IAvsp1%z-sW#c19ojm0Sk!B+*>h~tLw z;L?>ujj$ldsq6+-hGDiu)xMbI)33@ zb3dPF5CgB3jIR#?pJ&Lt#rrg{k`gC~&LWU;^1TI-TJ=>y2fhwkf>!)SChd5~9=He2 zup(0H@rU5g6)XAa4A1rr8Ff|tYJ_Jq$UcxV^3Z)fJ(AQ*FBP**y3)v-TTTeukIIAl zffRe^#b>CkrNx<^Y`lFJU|Hu0)@lwJFHyPAw7xC4as6o@Hubt=Q@T`YEo_h&gfZE; z95YB9s=6MmYuDQhax9w>Wd5jm-&;6|cb>hceH-Dn7n?pi-rJ|BIFlo&+12Y>8{fBN zG4Y~%--^FSBgNzfdso-t5x?pw#X!5oQwqH3c28cIp7sgwGD6idd%W7Kjd4u74&4jI zJu3&F2?SVh+C`eC_mu1Nj}G`$7t^g$KkWP!!uA9lSueHu6@T-Bv4Uc%-zX zXrc?6eU40$5$qIw4>OOOJ!+q4?=N&&>+d7r?Sdh=Ap#o}7J>3HU@bW(`2xSb15?+M zPQ_<3)>l_9!f8M=F>E=djWZbi(M-h*IcFr!D)H=x7)xgEMmHi3E*r^eeF#+kW0XoQ zt#)C!yV5OfLp3k#{iU|TF4>k!?*z}+>CI`I8^iIwi5v2r))9x#P{O(gUWGpavci67 z7)TC$W%tU-;(_Xk0}7R`;eQ5vNDqJsTF}?+=*n(eDqoW`Fqa#R2B*XVDV`O#y(L0` zAh$%Y|9nUY!vnaNHTNN-JnW1936K?ugWEp+0?2Hj02voJyBJsmdT=@<+JM}plYm(@ zC-a^wHr|`w*}M~Pza=PPp64GtoB!pxv^1)U3w)r6fqVp0F1_arX}3ay3o?blBnCu% zffL;Ubc)sn7Sm$x0&)XTd9PuD(GtUq5&2=KQ;~^TZ#sgaSUUBx|gz zZq6I$kv?t#uriqI{To15dSimh_)py4SY4>*jCBP|ucf27;Dodk+TX zkuXT{5nyD?F$R4|Yj>^f_FM{)-(pZD#K9_25p; z+xT-5&+FTvb6?Q?0&xtDqRc=z2fZV;lZMX4kBA5y5ib5rP@}6S6`1u(?c6*v>HF5< z&eC8+pO52}9Sh^sj}_iYWQQfBPRbodCK&2L2MR&vS^7Adc6+s>{Hnp&;dS$dyn&*K z*&mlTt1pYQNWIIdu}p#&kqifjBUeNc% z3-`{ew07h?E5C9Xn8}a5`gUU~87r%+B{=c6zOUW4)@IhdRj!jc$|Jp$x1hv`b>^9O zMn$^$^08MN3emKlVDYPV&$ERf;!@NbY?;z?G@1$c1CYuE$pw*KRF$7cst=vmp7_t9 zFSfC)OV~PSL-{(j#HG?L-yM!TSjBFLte0qys-=aAby3f&TVVx5QefbGNGV)*!FvVE zud0G58{jON1d_7EXp7myG)(r8$%{36mC} z*@j^hkPHg!X$Kg>(im7&TIiS#XIUYCL~SK{eYdRq-GHp4Z$n_|8DoS!%A9DW@GN<~ z5S#^`J+7X35E&Mt`-KqTnGH5N64K&Zr(x7}+4_W)tvS|tWB)B=L1$sS4w zOnSbN8Fz%1vs``5-O?&^T$5(<{EOB-z07Sl2`y;lwdK3l_{-djlp|-V=8Nmp-Pe!a zj}|9%w=5v}WxB)XYc?;|_kyKLmZFBVt*5SgmvoVDiDoehk#0e`DOWq^JsCRqtrOMf z#=e6{ke0Y>5b;Lf^A|JY*aec=?(AI+r$qv8aW2Remw4ik5n>>Q z3G-o#?$2DY3VEnrkc0lj(E9#^p}qONpN37%9wfc}O*85ILVuniGbTMdGo) zY`(v|Sae=|POtVEY$87@_JVB`3lzD8!6-f28F1sWb#z&wTAz~Hr1KHC&^hD~C$E~Z z`pc?iflN6aJyCNwno6g@(@0xGOj;~s`S*%i2?{UQ=_7s?O&mP#vOwV|*lur9jvY8K>=dt_jT~; z@iae_s8R72bMK#1Rr;9{zQVJbvRdCDh?&0IZ(})TP=6c1BS5Z2_gcvK9BD<(XFXZl znWxFgI_j!$a!;-ubobhnaHdYcx&qyKpNx`@v_osZm%wvJfN7ZwI^uTr)l0q;z=JyC!_= zdVsg&zQP)Wu|(L$aeWLJwm%Y37K{@C5|C8t1oR7k=IU#vFh48^%$NinDiRxwo{c7H zSxb+C`3Cu&J_(R*$+i#}HKEOd$!4`)I>F$JwHB>Q7Z}zGtHewns+Fg4#BWD0-OH2= ze=C{QGeKVuR}zbW=K)U*xcp?RC#xC|Rw??bI^L|qaU4y3z-A)0u_gQ_jiahicxy`) zq*XAC7xAiyu2-ji$Xy+DyGO>8BK);Wdqy)EZ?e0SPW;!jq0F)}yOlqpB(Y|3t@!zYwEydFKE$Ha~~NCc9G zMLiY&u0dEjY9HGDM$=2!iwWy9Wy;GoWFNij;*i;;r=2L~H9t#=4H>S~%!kO8x|qJo zTo?Ad9gTU?cDlTZ5L!m&+dd()-+Mi8^+8VobMfav$Sj`oyku_NKsdUUojTt+Gr zJR=3OdvNfF{Ax^gM>uPk4OSa_gUT=ZIvY!s# zm70Gx@`I19Y(ok2VkMcFSBp|L&6Xr(@Ps+TTH~AFBa`qDsx;6dt^BAjvQbtyQ={?W zP0`C2pA?;LbF)9HGrmfRTY(!nUgS)DD_kGzcU#AMw>I2mw{mbG<0}1xcZ4pQhOCF6 z;2sz2of#gnB`abuj|+SAyf;!Bi03^AcAQrW%h6HWU@g)_KrC^KH-$)V=8do^*9e5O z_x5u$9N+!95ZBSA@RaTtXVnxzW*8tFbG;-tI7@T07m{ygusf#w&aCqefw?kDs*Y&1 zUyWPXyvD?7?#y$$m3H&kM5AywqB{AfqdDAwO$6HUQ!?BSIowqP}pL@9n9g z)SDl_=;PQ{jr$XWD^b8fGBS)26j9*;R0GNIVkMgb=lZV7l(nPYPK)=g_jel^-b2L8 zgjR;&x`ZihS%L&ItCcuLmI{#M#=*T?4f zkL;#7ZYRH`jibtTDA+c=MSCi}`vkWxy5qp=em-2V{5fy6H+(`0AxJ3j%&|8RzR}vj zI-N9neJL>R&VUVb8lwFOu0-aqA}rrmAaQ&&6xIV_$*j9QpZwx*!WFE34PWTf{1&TCL&H#`HtRGnBJ=KbBIkwM>u{N?QS}YNC zbM2E2*C2Jy7W8Kxr66v^p^9@XJ&Uy^O)-;Za*B#4{umt=?X^qA->;T%k6Z(Nbf+7> zI}9G8=}DG!Tsl>_Dg|+E2q4kLofCE1o1!(zx0r8ypHi)}AJ+6Q9Cb4CFGI`!tqY=+R=#sAF+X@x&8e( zVV1+e>rkUjiqrA3ch}lCMtzq`3(y*PVN1@(%kHLO?GU&tP!?F`Vc^OI%X@u?9Pd*T z$C)8mv&aXw2cUt<&Ki%eozrT^F$ErXU(tze@1LkV`4o$&vx}m4ObU0(gnPzC&c0y5 z7Ny}#bbaQ#RC|jakTKq}sJ%ffQL^IfT*GzZyL!MJ=0`k>w1IkdAE7f**eY^W<$5^V za3wr831e5Gy5k;}c8<8pbT)A75c4qzffI&rf8p!f<`)EXt%fmgEMZ6C@4}F8V9MV@ z3Y>l?lKiQVt=}G$1-#q_oTr2O;QuEIH%=`h{+ostjE;?nLKc7u19+V+TLUrju24Pv z6NYQ&20Qixsi6Lt^EVRrG3hIWUJyd}MW=uaV-*?IfEj^}kB1*fd?>ajzb$NpFlvHU zEh8#t#VGB_zTK_=w60tq!DU%hS()dV%n0b+h1PV4%)E@)ybM;WGe=T=3Ve`9KTqp% z!^S|SGPQ&^jcF&N>`?d)80M}#+M|9n;_|8hr1t%Ex~qS!1Q^9}JU-Laq2|mXZmKA_ z&-9V(F5ZLWA`skTD$4h`nwi>3?MU#vz!aEhJ4SRGvb^1A;#;G|s90<9T|H4OA;7T4 zeP=4j{Sv1m2`Tp8qxz+Rwzhh9KY=qSkgL+nq^wc7+2nj*{yfU8?5AI|WGiqNe-w8O zq~LqT{oQvtrj->{Duei}Iex#zSZA1z*+ggfCI2?LuRw0a{mEV?k7bo$k@0ieCE@7a zaI?#oTJMih6p=(KZTK8DCt1tCwNV<-N|rd@$k0q7oJ%rz@*=4@psg=)?jXE|(G65` zAoloa1WP84qjRzo?%koxP;#L(g0X3F0YW5~AjEgFJ|Hq^Lt%<~X_vDxO6`E@)@Pu9rJ+e*cR>1`m9t2mg&SOkURR`E#X1BZ(ewjm1GDI)> zw%c52C_!^k($>e(L?W)+Schlzj)E$M`zp@Lx^p7#+Z3m1HkqzO3@@hT!o-|li)Pv& z@lUrQ+S|18#N72E2k)72mpI}^zgiAip-}^&G$p1jS2LWugv|z!bxqO z`_^>=>LcPyy?T3y+=f1Y8GmH1b(BB@NOJIKC-4CD8SWPtC$tE{LQ?kGP+FjFRa-;< zMQl83g#K)~t&O6$4W%N3aL)p|KWlM=xYAg}V(h>RNC=P=3XV}+Ns`bM=qLXtp$&TU z4)h2B$i3EefIPuh=o9=2+Cg@be}~Rs@nVP@Q||_1!}$M#?=riAkS?naE{$XwF&EQi zHZt9Mf**-D!}nE7KCRj8{~vruMY(ikg%nic1rzk02GYopShN(-jt=za9K%3I$3)EE zHZk%arBJ~n4y`y8Ghtf-nEA6k1x&N}Ts`ZqL*5eM^OX8tI>`n{Y6*YyHX zasFk&0iNsyGJ~@dfWJDhJ=CE5S`IvcV1oZ^e2;?jZ_#8-ACU8*u=63gy^#uP)M#-2 z78?BOFZYmC_b;~a7cBP|bH@BI%ELqd7D38?u(-d-2w1onvNnOp2L=SwgL_EEL&1K? zFNCsF0{e-a3u z8j|F^f17pvGaY}?35j`EcRT-;Z{?4P9#9yaZP8BKl>BA?rE2{%9&Qfx25#>nPW{yM zdhHe)`pT3SF?kBc`_+#Lvn!mmUeZf;f3Fo=ja|DSn<-AOmA5U{$P(I)^eQM(OYT2$ zEz>1Fe78$^St~~uBUaX+Rc1%CzLo3WDP>C z9AJ*g(RZ7UUtN9b(l9Z!vp;umc26vAu1mbvLOHp3W;oW%eGLw}?HS4>u-A3SIotX1 zmHKwj8z)g4oLPDMl}ErPwa)Wue`xmc&5SSc(Q}Nq2te~?%{m0Za%3tK@+E#z{L&s0 zKWgE(okRyHch*|`7&1JvJItm0o+BVc1rw#^@KgUAqX;dej4z+ME$mWwrpC}BMfqPx z?@9E?6*x~u5iL90tT~b~1yNNfiMC+qI12i}57YTVnkQSnWggobz;prlesLwpT*n}K zCnJAtZYrR>$LKTuV*tjGBe+$R%p1Pc|B>N2QsZSB8{f?2xC;3i3zpno*SIc-LWA~< zW7M;Jn;AzpWVG=%`6u0ZVpqy1v^3c`yt7AB@L22>+ZRSKoQYmiHgNnBWi2^3yAAFa zSiNwkArf~DIbqD4Cc$ybvZACsatW6ggL6WRn!XS>u;jT!SHa(aTJxIG&?u`MxAK^H z3XAo$BN>Xc3n4|zhFNVB^M5U?#~&y7Ew`l(p(71 z%_H8NZ?m&o!gzUw;sw#}hpr&7&Ho7hARPdJ6aobxz?UOHZ19UAAS%ogu;vi(2(}#s zEH?~%LI++)LbaQF9-nX70S{2B(>jOTNEd2$ej^IdCXT?NI56fckQNGH;6sbpe!vFd zf(u4~j8xse@Kk}4uz=e^B`L_2`Oqujele6j=-==*RR5lUOke=xzuJ|yvcee?_<0q6 z)g2xZTt)ZKu(xaU^1zQ+z`-g z4t{?N*96|Ub=)7`zZHf#B`fw%l#~Z_gdb2BDVzAFey$d@&?$KF-sWw|kZS#s)}=xR zBDJaV8<1x=!`N&N+mB?O3?jySK^X=VBXY;1QLlLxN&SxM48PV78YM-{ZyBYFUY2J{ zbz|h9h5KA-M;sm(UYJ?9nXUXdqfq~tC6k#2FR+T7ElEL)d^LF^>$RN(7-i;*5L7Hd zyIt#jQsmx8oOIE+>~cV^4o;F^N20R)zecU6KT;6>F*X~-zr7+`2CAWauDiPF9O?Y^Zk7k+mjO4MYyKh@bL)Edm*!M@-PcW4}$Pe8#oFR3kH9K z6bDwo0FI#3(3RNADgnvgZCy~aYWP477qluxW68uF*fg6W`GsOsEFZaSSBUI1R4G(%(8e9Mvf(=v`pN?oBTVKS zdWOgL_B7VC_&+peV$EVMr0r(tQK)_%MrUY`acXk-a^?hHYnmo@bDYwPZ$T11-brKXv|hZel3J6#_7XH1 zI8@X}cCiRUdCE z_52A3XftpsxE7y?0_&M{%C;Bz+xiW&eu4P)Kqxx*u$lF{ao97cT7C}%AIt)Yz}aKK zX;>o!u-75#%&JD2y{4 z(;6~sp%zyjCx`U!pnet;Fq$~-hzc88@SXL(+w3fIHsrC3DJ`8#80^CgnH~H(w&D1c zZXw&=!fhU7q?N~C+gJr|6Ytta#_1{=94H3f`Pn=gOXK0&q%0POg`of4=+uQRMmb~s7BFe0*U`+31?v;|8sPg5}oD&Kx1 zO3WD{6li+)32?d0P=U@Hq^~e^!^B!qM4S@fGDaX294ivRf8P87OQ>CgY-5>-9_Jdc zDlqb5Wz^T>>270${__r-guNkDW26zfnZQx2yK@wt}yz49e?Yud4kja*TPxC7ib(2L^eL%?qQ3V=7b8D-Uegl}Q#>I9- z-n*(itQ|c(B0{|<;MIuC&*TcUP1NQq>7zzh`vX&D*lpl*Ls5TbPHahxC5TrPkxRY2 z7`n+yE@@G}2|K`cuquuHjR z7E+6iI}MzI`m(lmATi3yWis(O7EO-II@rh(4i9W&35P-p0mYzHeb}PX(U5!HL$wK} z;lZ*>K~-=XqL@e_N!dtDkopzKg66LgD7X&7lZx{%F8U!pCATwlaWXcwhOm79)&0`r z{KdOM`#}GT&3`cYG|+Q@GaSEm*Z*Q6=pKUc2Rk!){mae>&i&Eh1vvW>{BjO>@PbFQ zGY6WlYb5+fSN ztIm(}kbQra!7q{~6rR5i!grkBAxxk3^JWwX6X<{f3AOPtdv3$1b;B9^w6K?^Z}R zGsv$<-a)yzv_Tw|G=JF>KP?%9)q$8fOYZc(dC*g9`>Va)=97yK_5{L&jd`lc4iU;Y zQjvpPj||N7SGHeeDkGm6@Cw&TEk`6oj2?bJtI}HcdjigkcC_3%I~{0at0#S(l7=2g zI^-+y<5J!gf^X4EC>s9i>AC#jCT=ko`*{78PnYIV|6s^UVUe6YerVuO=AA2A zgGd3JQb>qjt#U$l&qPZ4tdcE>^b4)5_N+HHNX4|-Z76S+L|-+Qk9&nt zg~1a#n$)!(gz z{&)(uhwB)jYwYtcN;+Yhk+C}e;;K0=iuiiQ2gN(+ZOQI!%K)lUt-g;)^-b+kNVGR Uo#I1Z3lAA`@>JfP>kZ)l0Hx-T#{d8T diff --git a/.github/validation_samples/hcal/gold.root b/.github/validation_samples/hcal/gold.root index 4f116884280103a1cb5b5992953e00398d034e4a..321bf1101e86cca9a501a89cfd7677d3ff9dc354 100644 GIT binary patch delta 3315 zcmZvfdrVj78OP7>i!@pU>18Mbq3uBK{*t zF%3Dsi9v0VwdM~)NK6W5b*(BGf0F6hj^le$%g$|fd><`*w%02=V#}gGFmpo@)AFV7 z?_;fZus4}ZGPnPe*pV8%~!?^snq{G3o+~|)OCD|v!5ZBU` zRTnAVa2S$Wc9#D12aja#DU@uTKZ#K+Hkfi#Z-^;DyTbCDkwRdnWulm%!Z=PGKAuD zO+mPqdf^89CTPkFY1o7i&ULaJp96oFc_9x`?)~Y= z(#oO?%+-Oh?U>{q%S5~edb98|4Qy#gqFbJg7!ABJ6;Jr?wajs~<*gjVX~MW^C{b%s z9%iexKOb|{8lH~F#WHs}CmK^b9^@-L!cauWqe%tDZut?!?}o;45uVy8w%{LH-q_yO9fVRoufP&p;<0 zyTXali!omdmX+Z(wQiRqQQw2ItL$E|1Us~%-n!pZ!f4|&SCQhjE=8@lyE>5JZukWX zG+5YyO!qG@VvoAj9q_xYFJZ5^?(@IITD7`f!AqKw@dfo%{R&$(@NE_Tp@9Q75W50N z8koBhZ>!b23X9d6w#GYUW_Ks1xD(fU_hNcGsp|YX%+pp;*QjdVdd$$W+SjpLt>g_j zq1LTxZk#;%B72zLoND&>B6`;~j4_4R5$vvc6GfVNd?PB=ig^o%#WH=@IsVROtW-C) zi{lS&@s5glzKi2yw<1rYd%L(P+iJY6Fg@1I-i}6%PUxl^^fpq&bu;R)POau0-dxku zjU4yMckqr@JkrDA5AMXfn%DGhU>6SbaPA_5e9ar|f!}a$hl`K5BaT zAZj#vz`7|P(v>ZqWxE|}GJky)51D`UA=3To5GqvB{3Cc#iZz?0ltJeErC;Te1H;o(MeF&u<{jtUqF@(~7a0{4Lkqjh|tgCWn8HVd?kDDO9VTLxa@w@gGsH1^t7p zpLPb<)cxTQMHQaK)9N;y!&Jd8p(>y@#A&igJMXcUNKGb~N7o6B3D;!vejtN@ zO|=<9_TWm%AZk-g_yw;AajUHf+9b0fuuRz6uZizf+ZwB+kl6Ke4JCFh=nGjRfYVKS zo7apGo+g5c-*nT&<$JvJ5NvwdAYWWV0#C9d=1aSWq#aqDAq`03NoHNU*Ow&DlI7NR zWZrA(Avk<3zxTd5vI)PIHY9PpnRC&rCXM6G8v&0*mMtlkv2Bu1HYb~rKnD3NUrj?Y zr`sE@lhh7LC8PBNO*&_brdyZ1r$j8PN&;C8qF4<=IK_N@*%L$%XPC4ro<|txOCw@9 z&HT0lV}duyDAHIbki#j|5tQ6B)HpbdbWTgZ!2Aw$KJg-IgFptU)qZDxb4K?3N&DoMpSo0S)Sw zHF7z}Z141hlg))9hE!IaO0}o+ZP{VI4pMXV{wMqPa_I$YPyE3TtPg*KbODy)MMBE)%>3a{T`vxxsyikV%B? z3^9mV9ZA3zelJ?%B#%&)2luHc3KB)ctDbU#RUa>rnr!a&dy0rvT_#W`+uK=hi%09* zN3`nuL#V2he-3z3NK@5Bj!v<4FUwGUwMbMQN{p&OfF_$IgF1BADLs8#ZHagKh*Q-; pkSckIP#wO2Eakrm+v;y7o8}?hANZF+{*ZM?hR~#clQ)ha;XjCSjtu|+ delta 3315 zcmZvfdrVj78OP7>i!>^Nblp&fLfe7d{c#ad5JBglRWNpQ?G#!packPuVZ2pqD=V#a zQV}WEw^iyTX6jhkTrfRxj;6*;g9_d#%3YXij45SXwrp8-+xLB*^PA1qKMp+4``o_g zJ@5G(I5QY>W-w%zKfGtzdp|o;{@}=)QE(po;G@y{dDB82XN@z)ah#&nwZ*mdYm$rj zYjy1st~>j9&E&O`m*Zf#(DD6m2Z`MOu~u5mkyf`-;{V$!D3>|eyt;U;bPx*Ls_mAF zX~_0X4XQ2PX?{D5gv4N0?^FeoPBT5raeR+!+4-%GuXp_6zj|fIY}t}fvnUkNEuZ@S zHoC`ea5+Tje$}OzlL(x4ityK&y?rr8&MjS$9VYeGi|N4&kAg zB?eU{TBBhgEY|D`MTj^8Tv5Dg(M$sB;^gn8v z!?cN^X1~m!+!<1Or{YnTPN=b^C6C$ChPKLNQ#H}6pzaK*pyVuOp8Xax8w$3{5Q?8= z^1{8;i|3K(t_w$~?2r4#*U{y(rS8)a=um6=WHhTa5Q&>=osPmbu}t(u+h8gV%D%gk z9>E{fx)+P(kXFm%u};gbBw&H8nYrzl?iMCvvZg$niq{dsxlX3zbKvhb&*mV?9iN6w ztt?2#A{`jhfoblE48&=mFB9L_z_tz~xMf+0*1)SX@g3j&mf5bhyq%3$O_(?vMQSa} z!2-1o=3=2*BXjU=vCO?oNO8;OB2ojJ^RY+oVf|&Ky7T6vT;1cBk>s{7zz;Mpp%C@j z;E^j7cB=@{dIq1eZfY?msatE^$|XqAo!I|fe5MU*mtvVV$i0d*H}Xkb6Zh!oQ_zVg zu5#j(95$KTzGwd%%n zbNu0L-cd2nbaQ;ncI0Sue>XSftr~ADOs{pbcA!zClY8g}?L@M;Zh9Rysnxv8n`?S| zknKMHHs02XhkH5vYrFA|<~6+&*o8yAoV&~*SM!E?;WwNc;$C?dt2BAuUJPlpw2yO_ zHU=K#yM3%Z`#wr_QwVwo2O`YrYD_Wz?%}R{T8%Kb`~VWPJh~s5ZtFp8&@)rsPfafz zMvX=fSvUFTbY+X@+ipji%%5MvL*`%oh;%`-^#0MEnz zUj`mnSu^5wR>&X&$A69W+92UK9&k+6AYa1lmcS`EIY@~oPvCPYbDLbWY3DgNsjlfH zc58!qrvi`lASkMEZSr234x($Po2>@OzYL!N3sf zXP?7$b-y`GQTc6nLfwY*m?_vLR0Y(AI88FC7d+MysY#@<@3`gm*gByx;hJRL4`dLq zDK<L)(IXh(V9O+K_=7~Y>=7>S! z%1*rarQ0KWQ|&|fP)1dY4pLZkkiT-?p0vR+cO*y>Ymf|<%BO7*dnHI3XWDLZK!bW@ zja<$)JGwmKWOKfVA(d4pd8|4~V!x@m?j@4O_VD@2WcH}EBA5LUTw8C~g2vi4r{F6H z9WE2d=2@oZhS!gL&Ni0<9vQ7NNN1HnE~^X@S+|QUR)Z8)gZ#~~ntmv^d_Xjj#IsC$ zk2i%ho-f16VI4pMr`wv*2lqQs6eNm>S3Ttft3F;LHObr?@DvfNx=f%>x3{y|7LV1p zk7(8Rhfq~1{~YwBkfy4M9Gzk7UXY>sYLTcqlo(Zm08KJ0hIHtjGkW^A+Y;~e5vQty pAXV}Zp*nmiS;~JCYU^($ndV`P5B$p@f5^I{!)VgK$s0!z{~t65^c?^I diff --git a/.github/validation_samples/inclusive/gold.root b/.github/validation_samples/inclusive/gold.root index a9ab26a01d01adc92308d75392644dfd0d97b247..2d12fbf4e2a496e8860757d67a584f352a1e9ca2 100644 GIT binary patch delta 6081 zcmZu#dstOf7Qc6&`#S6pE~5BALIo7KJQY;L2d1N#I#h!X)bW8`{}+oK5gmHx#_EvzRLVP#Cok1L1@UFrYyP9x( zc2imRSeDv^b*N4=OeXes!rqDlY~ZQecd_lDUa9*OO9xCT@nmHXI}k8O5M#*>1591` z;d?Qn{T!aAtM(A)UahtCTf1-5m-j}w&ub6JtbK)?K1cK~llgaj%xKPSF3cp+)@}T;*zbMbddX=a9`KCO4&fSqI6|?5@?!ItyBftij zO!j#MpP8cIJ$-2K=X~J1=JL+>z()cs#bk2W2wv1j!F#p3TRr$87NYRl(`w>8^BloU zQ%0rVr@AuSm#6jctO_p9!9}}i{qg@iM>qGXX&miJzhw7m!@f-Wp2UK7lqPHX$7r}u zRwjBbs4?#5L^5R+KYtr^@zwW?8DqiWQhH9ggRsFFH3 zS=qCx9?=TQdtP04YcB<9;Y7%?SCSx$mZDtt0CWM>mf-qUxwuEUs5c_*b}jN#h^x50 z9ua|6sYof)_&;Pt7YH%$Qz2R}4C%d6xgHv;T!VyiiK`1(n5Vy;jUp_8iW$ta7u~D5Tu6oSme&Wh+=I`C3=9Gc?1=ASHYIifCWS+Q>Gm*^3P6 zqWhis)3Qk^Tm25C`~Vwre=hwt7UCOj|S#1m({R3pS_PVaZeV0 z#L6hw(gv0wQ$4JhmdDicQZ0L#EJrM%G!j-OYAV%2ZXZ?u&|Wt&O}@ z$4aQ@qEFd7L?8DLw7~rV2Urm%sc5Bjme&rkCuucIijCJUCGe`k5rP7hV^k5|Qw-{2x`{lmD5qUSBv z4=)Q$1`eoznMf8jw~T>;xkwhS+r}#GHcP>17>yWF>2+`Lx?wsxs?*?{n(n~ScwfVu zM8E;U-cml>E#))$PKT2mNd)=V?qWD2;D6(8eK4n&rpaJjm(MhFcY2C5%{i3)~pyi@R^PZi-vJ98(ma< z#W0QTd6GEP`Z@|W8B_a?hL~^GLXZSZMh`S#Cdhzk zh*x4SLs}WwBg{pNfV+WCADE3;r9w5Tz%T-)hxk$di zv6hw8`G?~y##1P~+8QZ;%e6dCA(@jcQ_vD+)mE3h_@t$jHu9df%*6KP1;3+0{lgkf1vq z%KJ186#A+%pJSOLs*KF4vF<14hZ<~&a?nQW^Td45ChOO<(WlWCDYtL7PA3uKw^%#U zqj;U#DBNZpMu@}Pt$Aow1lnD4;!f)V@?YC!B@HU(+xrTbfEIG+NLx9HF}T4-VgQjS zv9rNO{Q?;p1E7Ipu+nD?fDm;JR3cSFFZgT%DcS@&3TfV^Hrw`B-2ySv1t>M?0<>rr z3Pw3P)!w!*C)yRv{$J{NsnzR?vD>GjPYlg*M9Dhcet}N)Icj;>-=2+FQJdrFBr^l- zVU!@>X()p7{w`>3UDZX#MuLGlpI(ki6f(p z zv$cAZbmlr9B{`j2VL5NIV?RCUhUPg6NsUAKjwcBF@KncI!d~7ANq>FTv5Z0%7C30` z#5k!Z$xhQ9ITTkV^+Zv5To0Ego_9o}rdtDaL()rI^uhNr7b9!+W+*feCkcRZtTmALY&G@^x9X%Xu#FR^y>4Jk*?=pmy%^R071ajT=~xr^;?OS-&@)84 zZIn{RZqxTsKUq#5CqsAWhM3OXx}m`OJ-YF76T45>=xk2fufIgF@j<+k{N{k3LOS{% z(pS>PmqC#4=777i7QS{qXR6XL|Blq0;W+gfozNs8Z17O}bw-zzLJOg}Mg39C98htOic%tkV%x{x086o^@vO?PMsi=vZ z->r2ZD?< z68L56ZhSJoM%H5~d?t05KZwW6KT>%LwVlwNZ>Np(gLsk*P2=^nalNNk`0>4XM><*; zWrC`k`tt4+awUUjV|sBr6OtD6=b5yzYXGmLq@xEKS^_iD5;!G_P_J&l%ST1vMsHid z$_2eKE6RBd`vrb?j;2156GY#Ev6W5hMD8(30$;MY}58BEdgrNO*2 z^;eJ!@_jRue@R_!%;m}QR2F}Px(a`sPo%D5Ccyx1eu7ufMrJnGN#^Vk-T^!{38eaI zB)3y$=VVxhjp1p87(JF3QjLdBLisRbNVGL6^f;RAc+Rlx{B+Q4bd7V z^8k841m^KcM7d!moLX!1c?>mK{|sM8R^e3sGlkT=z$4_MX}k|@953J@Bv9Zi*zljh z>9?|YWG4R`_62p+31)suQDVE15>$*8*Jm2NLRC6>pdN%DdpL!q)uRJ~w?LUsCe z19c-*)*KumIv0TfZN6FrhjiX7ZYRn+i+HT8dXd9#0(fr`zp3Tamv|C&u;yj{1a0IO zL-!H0c@!;&7IFMABOo1}%8-aWkb(>VCx|h{20KVVjjSu?F7>HcoG9k-T>%XE+zhW~ z`0+SKl$UTnT#RL1#Zg+6ic=-LKX^;kw_7ye^K2S?E1#!YG^r2X_~8{)1>?^-N?tJF zyC@m(m2-&lz&Fc&qU~Jn_rMR4t;LkN+<{2=uGkL^_(F*N$s2Qd4SmX4y@YrAAJM20 A8UO$Q delta 6081 zcmZu#dwfk-7QT0%`^*+e2=T5*9+KQVNf7afGDI&N{G?R(_m9TeW09!qv@;{h!Gv;@f4?O4`J?gT64d%IWror17*IbJtDLA6=t^8r9$Rs{=M;j=4S5m7NtO$ z*glV^qIfDhTsEygK+@szk$8?#%>epbVWWqk?jJ3^jb?mtXRxGm=XZe1Gkx+fPNdC$ zbV=(tgz~@|fKGmOkq`8qjo2=o&-*>V_A!8f$<_VWTM1UU+I^uS)bmy0A*;&cS@}u|8MR9iwT7_LKOwB0$EClg zVY$G{XpeoxL0Y84;@6eKap4)V`WG{1>b>S58t(eFLl6_6->os+MAfQMTfJ)3oiRPx zeYAo)I9<`Rp&rp{k~>3PcWW;NX%>W#m9Hc~7A;A+>;dQks?EXmt#WaXa#3$Y+U?T) z6yiE=Z$?C5WinDqH~tS<-33C-AF2?o7l!m+qg;)~D%T*PT;lo?*3Q%M&D2KN--N0@ zXo$f}S)}KfSjc}tng`fo-&CUuvL%aU#02OIcqufNFQ~Pw#&59p;iPbk+rj zM-E%YCX=={}O(;{W@3CO5Alf7%%TbQMM zKluGmv6m@l$+v7hMZ}$9uTgb)6q(rhU7`bn@;{tspJRYnZ`NYvzb>)4)X;ggTz;7q zQlg+M>|IK9;2K*&){{5bHL`l&W}69C&$MWfdz%Hz&cCxo>SayZ$h) zqUd>t^~1{olYs*&U?vj9);q>P!CWK?*Ii?ka+f7xG>k@+sPMYCc-=4^oz!V?K}~ny zXuPjsPD0@TVQ(m(?T+%9d?!Xcdyn})G%(_I@OtNk?t`=USPzW*|3PWd;59}>z=-$* z5w=4WwcC&g3`+`TgfSrl288Yw7>zEN#AhhP>UtK0@h}se)e-oXO4hgtJMfu~a*Kv> zFdJP|eEBeq?s=Gp$ntF(o&+!wi(SOVff?MfrlJ zeM)zKPpei*);XK@30k7Va7&o{%%P2^8I9&z5T3=dPk=U?LiP@~M9J?1wSI){+(dhu ztlFm9%(d86?g&d?`RaCU{U%(xGA)D9fZE~WjZ6zQRF!GziEbz#r8;|6bry6AI|Cx| zxCs=(M8R+a12n?KR__X^&;$bsICV!DK|mx<$=|XqPf_h2fU5D(tNDuRRr>*Zh5Auq>lQ1?0vy7`1@G$TEmqP2XpjK}qQu-P zBN|B1oet%Fng$AeRhiGQ%yCslW^A<{Cgw-$Z1Hl?HtP&xesH_>Yue~jZwr%qc37vA z2(de@o#;`#No^GDwhkl2u|3vYw8{hRE;(_ZbqV=z?6;Bz<%{io1x!FQxo@Pcl*AZZ zXCpCyNVwQnXQO_B42=QMz%f|kGX_A2x&|s?s-YKsHh~mv0v&}k?^c_w`>Sq&80i9( z8gv0#Gz4(IkW$VI$mM*`l9Uispu0!vmD{F#%aGqr}{j#JmzoDM69UJ zazx1V0DC)1kQZcMPD$@Iu^*z4@uM9v@_MknFKxs%w=W~BCd6K#Mn;#Z9{Xjbk}f)p zaty{v0g7~l_@-Emt9q096MjyGxJe6=%N24y>*zzq?!3ziFW9EX*hx*VG8D8M**G|%xgVIQ07 z*htu`yCCVW&pTF9$kKcV&YdpCNoRtLnC{4;xJv1a7ZoR+?d7Q%j!4vWSAf%y^vX`> z;D?xtk=4$|UgAmuT>#~1akAQI8fYsabw!vApc*bF?=toab~%;4x&XE@;;h#Vj42y% zMYWfq+P{L@$T}4~6zmWR_8o2lZ>j{0$pEhR=TsNKR~@IDegMpC7d9dW zn5ThHi&J_0TB7eI7mt_yg85w%CM|@2O;$)NJ{2{Qi(B(-QYSx#yJX9@+)W$X+i?d4 z?`_ZXD5QNXkCYi5IsTH-<%BRVc3CWslDEQn3?Vv1@|l!nbrfGp*f1B*Ks|vJ4uJqV z_)x$blf93Ofmos#GsqAQ$f?%@^GB%7KQIDlsv}MpKrlg^jWI%jr20{!rKr%La~KMA z)eDO*fM}#Bjx|Dota^Ux0%&4-U19j!hylV~Rh~9JGHx3PGR}-kn0OrSVKm zFYcy8()|8Boi_Fl;1!f~^gu&PU`AR3r+CrEs~hn0Q4zSQw=G=&D;M;}tSILV>=*da zy$Q@vz;GV{fn%g7N;h-^o+KwQj1o7zZeU62fnQfKWiUm{IfHp;>MuVVstuL`f+QMH>nd*M7^2nX@Bn&11m^NdM7eGj zoLU?6coa2RJDG1Ht6(bsnL@U{$U~(*jrXCAlleS^1PYuD8~!sn{#Mq-NKKG;QP+LHD6^c{nYH7IO7r zMi-Ed&QC~09!Nn3faAoNB7+?yphh+oahLj3EKU`1_^tp3d~SwUGyHfQB}$9AA1=nS zuHpnO%EXys-XFYW>f0?E?u%Lqd@En5S~RH--uU4aR0ZSDc}iX|;JYXp@Rf6j^1wIC rexmgP?)S(KkuAlP1>Av1_^#Lw4fsNc{mEMk_*V7BMi=Xr^N9Ze#KY8E diff --git a/.github/validation_samples/it_pileup/gold.root b/.github/validation_samples/it_pileup/gold.root index 3c7940b8f58fe2532c1f849017ebadbb3258eb58..a0d29331ac43fc524eec07c24562914598ea072b 100644 GIT binary patch delta 151061 zcma%j2{=^k`#&N?QnIg6sbnkrUP2K<_O(=mtT7nlH0`oXnu@ZPBKs0)FeurwX3sLn zGBGih#$?9uKcn7WGw=6zUH`gfI-T>}_j7;l{dvw@&x@tqxaHltfqs7185ousz(1E5 zn8R@3=N)*h41O5Fj|wyRb(w+r8XE%xX8{A_aruOjD$Ct-4?i<8?9Qvk$DcU3lYt?S zfjZ2{zfF-CA1Gr4{^Q@Kat-8=Mr8qhE`c8g24?T8|K+gxg6AHJm5He@Y4r=K$cJsD!WdvtpfeaY4hsd7Ixy^%sPj+u-nE04lx0xwEoR5_c@i_ zqR4M{$j^+T+rX)jvy4Zj|BA3p6CA4w(hP6XFnwF4(hxcS&}cJl(j>g_W>(rd6&qCv zCm0x*%s0uloxcT=DNsm%$Yi$to@$Wk$iGtw_JU(UJ216w(lDQ{18M96s_AG!#t_OFYguC= zWx>7vNZIIg#yyYHqR`V14+RbzMBjKI@B31H%7>YQcja5f^E)HlOWXG3@(OE~^_?u* z?RX}C7;xKn5i<4l>%fEMzNlu=2kpo317 zr`?o9E?1Y4Ax zec_dG?~pU6sNUEYa}BM?K%QqmoJ608{z7N%kTFxO>#60pbe#n3kT0^DGv`<1M31$G z@JkuB=)5BfvP>|z#{@i7Y=5I65ib?vDp;c!>2X#e?%2CZ*gls#JiK`)EipOM2^S1Hi=BfpBa{d z;r5|T2W4KUYJHcvVYbVibYIEj$eR%>OXH_6S+Z8((&LwcJs23+`>58Hp4f~ZJ!(X= zR3h70WPwOn+&p(_oZV$n7XiiCebX23dvgZx>!0b{HD#%HAw!!Se`h8QW!7zl(C%YX_N3~coT|57`wZe)MWWLYim zo$8W{l)?79royWEzIaUOg`o^>$MC)ooxzdn^)D+0EAz2K$v$kTmoJq|UY~B@aE|v` zONilXJ}oqoaDB<4=u@SA~$|cfM+M_5N5R+scWm|TGMU&!;Tr4QKH^V zneSKhn2&K|dOK}iC(s!4ReUT0h|!8=S@saKN>qgyC`PF-H?tj7@aDR$7$>-#&42~c z9>ixAyUnj8eymzuK6DVIkD}7ce+21Ks^%CRnyon z>~&O#%1ErU4{~J|R)p&()(b8tT*&*N#^ts>tL*~=mQ|+NeIWX3^2eL2xyODEzz-+a zR-trnTljp~A9s<Tc5IKknVfS(AI#3aq!=!A z#6B{=$R$6P7xtc6$}To`-~s!O#(g4nM^ozrt9*3C8+PPS^nuG+l#UdMLVGZyD|ervKF-XS~KeH?pl8@7St@-Wujzp+|N&}jTHH)*!oR9`9sUJ_(wYct~_u%;Kv6> zkp|Ax4_B)^#W?)e?GA?>=)1@{RK!no6KV|D(c%7K&3y~1xH0C`dM%e@$CHuvXWPS` z9hgi`vNxPxWSkTeB;Skf@J~Cdx;!lNHaeMnnd?zdM~t>z+IaP|?$#iDYtm#`#4aqR zk+;Ql$GEH=5C?JFi*MNO6eatfOEW;`V1O#uOG$qbm<7lJ(a_H`- zWBCFfUfadC6z{gZAmdxh?AsVQ9IYQJ(73>SWl>q{p5Fv#Eu-h=<>P$lmEe)~`n z2Q)x>{sSekA;Xh@X(FpBYhkAr0)LTF_t=J0Oms14f*Y@#K4O>Kah;o@1F^9899E&+ zMhgOFV^_7J{Vs}))|rIXYwiB%SR{h4J%owf`F@Y1zi7xeo3r11MLy}PJ!lNr<619L zeTRPmmaM!1Sl&JmDr4w>*k&To=acoo17QXDP_a1i8@E`4q88jfVrR$rklHQrvCBah z_uXAo$*a{Y-i|9~w{;g$b>B5#%Q$?mE|mFr=$?)-oLVe?%wVlELcMl1fj>Us+nik# z$p`vDw^G36InFj2~O2-EjM6Ym9~{;XVMIwB2Hi64-m z+g%&4MzG3%yEhHyDs$QY+g56EA&P+4gSCHb<$AaQ3=NZ_9SJXXRblv_twt^|w(%Fj z^d^SehJJ1nl18R2-s1n-3gC1qaZV(FgcE;H>E3l#12Tt9?TAc|IHEMMvHt2u$P$l# zVPJ1XmJOfE-3(d6=+~kt-Kkx?m(#B9oW^oKT6L`oa`jgo8s{je#)io}_-R!bwi-Jg zEA2nQJ{-!Vnpztxy^w8QyWW3Wwh|K>Ifr}>d#apPN}LFudp(X`1r}Ek*dUJ%b-)Gs z-FrPbt}p>=pY-lAPqz-oY$)kbX^; zIT_0}z3ulpq1%Ssa}_)Lk?(|fepuAe@k?@&?q9G69-Xr3>C}=Px6e{;F2ip8>~=Ws zrBOKErqNhkHF-wR1Q0tk;a1c4mhXeZv%=*)#bL_L1mED@(?5UYoqD7k?&~r=iC+x1 z{XO|^ zL5s=hv~cO!!K+a*pB~?CKX9OHk7cerpGQ;hHM5iCnedS;_m$pzz@xha za><_E-d6ld!KsERo9@VPLv+v0;4nx2)|P5Fv;NPbrF@fSOE+&9#2SCMAIz|L`P7N{ zJ@OgH)`0P}Lz$36Eh zJQkIB%IPFXo03#{518+NYpre6(G7Fxc4{O=R^49d(sA&6*om@aM<=D`;?B2WF_p;T zyOSRrv~4@Q9^VJStym@PzvQ=&92`3zAHJad>`6fJZH!6(-J`QzFH^G!d+aq2Sh$%r zgm4X}toRH+x^3=y9atMoo#XFpD$QRts3wila zEjwCY+v5AF!)N7Lw8T1ZM4KEu^DM-1`)-Zx$1=D+)n0$fH~g4ArF35J)T;h9K~qod zs}Is+hxEu=#I*vVLFHiY>^$ZzK#b%{MiZ0C=$d7%w6~9zzpE36e>MfB<;a;@ldc5Y zudhOTd9!m?Z2X!w5)xEx5}Xtjmp|;%(x&tnrIOmEbys@sAviukYZ$IW#Ki};OBq;=#dZ|{MGHNslE$6&G~$sW_**Vcr) zHQ%rJ0pC4rWQLqCWu2LIDi==0v zuBBI&5K_cZDWcb8H6N_y2)LJTGg?hlurns<~WPB)>|1O4KL z%MIrprBwM)#Z9pW^Rn?!lSzya3cQ&g4|SZx@S$X+AeSKU1_JG=%n;7)61Bj`y@43@R7%Z`>?X|L4~LvWYre#YTKL)a4Dk{|4A9R1 zy_}B;hZv$YGcYL@`1UstkDkiovm=6p-?uAYVw^4T1#cj>$Y*=G8J&?idqn_9&yXk~ z1o4DFQgtq_qEg!U1>)7n2npIX-?KAw`*D<|GpB8&iry<26N4ds^lyiJm>UQ}dyl3^6?Mnu4g+rYCm3qv$M2$iYAl+;FOIo-wpxb~rU9 z*cX%om$~x86l&@0*YToBG|nk%YGqE{;gNcO)bL^xKqXAw!X(uyUXus)HrUrs)#f$Y zJ=hoDu2Bwo**+&*95IZ}E+{9So8$sj5J+ATi*=F?Y}^zdY7S!g0|jbsFn@Nky$?mM zC_XZxYJ;60vd7LRy$K>x=YnMyKt}(OV*~;y1*SBKBB(-*KqLdDrBuZ?G2+ipwx62! zNvW&>U4h~rJind-exfuW0Ci;AY&cQ;!SMJdY>JW8CKM`ninJu;Sm5%ee#!sH!3xTu ztzd%{8?eWUCB6yT^%xwvExUkN`=SZ>tq^Vhf925j|5py^*dIBD`eUuHj@qRRmA`GD z1F?`nYx=q7;N~>v41qG9l8Zb=oTOge}F*WfC|+I75V~H=!+;o zgLn?qsP^O8@Li(+XjFd-6#Xq4y=V5vviGQRXn}HIKsi!DITAoQ>OeUb{>l-tMUIFq za{T&7j#r=@Qtm+Td^{*fe3S<9G*ymAv*8Glf8>zbB8Su#IgI|1!-y(}1}Mh}C`Zbh zAOuw(8K4~B|H=`*MUL<-a{T-)2auBVqajC0-3EIQ(uZn}(onSrqY;^1pc-~4@ZP3x zBezH~8P${$GaNw;y~6c-70H{SA{Xp#ZJf|g?zT%Y*ZhowS`OOxn@FbIY@sE)Lu#E;^Mhbn@x zK(quyiWmsaMt)^02{{s&B?Sg}q2avGq)Tp4J{aZsEjTCdy!Nt?9#mg@Q*1xMfhT^5 z7v<|??lp&SdNAxW38tRKHxRWzBT3tfUkeG>C*us~?Itzip(EnD=4I28VC=~o zf+6hk07T~kCW*^6eKPTyyeLpc9+a&VL?y7W7Zn1!@XAzhfwm2HP;=G^EQ$@d@VTg_ zxd%?F@1)C!MsfzeDuMSTiJ?7Uu95=b{OFI=2sDy{90kK%TNuoI(0zdio>B&b;x%`p z_@yAgu|RnPU!6dCFr}2ZlAkoCJQ$v7N{JfIjn@=L_0JBU2dB(#!43D=r6dhnU^7Du zeX9yom4B;tB{Q26ZxWvrJN%+a+vTSEKREqnXPQJ~hl`tnC5b+haYplZz)Z1{^gMbv zstGNCLdHW6gGmCa9(VwFO38GI8qRJ?i35{3S_t(v9-7~73URl7UR~90is(hnhz9$H zZvyS!)a{-Yxo)ylf~2Z2NsrU5AeQ_TlZwI9IR>~EB!`Tlqy7@oJNI03NQM6zyi zT(G#!pWc)t;(s|VSGxgN`(0v&o14&k!Mcm4mgGoQ*Z;T>S|t19<)lpN2AtA9d}S`gC9Tw;w|uhHNw+NxEkrUseVANb*g`(^7G#(Nt;jbh=6-k zs>W)wxe|ORh1gKNgnQI@0c6P!vIK0!H5`GB>cp19jfg*A@_^h@8Drz@X!KqnEz<+1 zt9p3d#Z>-O!KbCsLXhbOrZlckF5kV(L}txlynjcH&95@hYR_5(HSAyNj z@dQ_L+wIZT;=#)Y*RFi@+x*J>R5IG?Wc^er=v!S_bN}`#0fO0lvq^Q|*z2Y?qxmT? zyi*~H39gl`sc)RGxaK)usq<4=`~79|TRyJaqi}xjgl*#xi8bo=g66r4UpoM&$T^6@ z8dtSlr3h!ut#Ru0-O&%AfJw&^Tw$e}2{rB)>9_aHXaic z_rYIFBmZhBe79n{K`znNUC%gxn9zmc5+d>Zh*Dot{k>6gEqdeHy13RC7!+SzS^Uc= zC#T#tp_dhyz?s@Tet+mye{!EFfGY=9ud!C=5*CQ-%YK#9wi`ycR9p?wd1Fdc*Jj?N z=n&Fhd@ryq0c~eWiOBK-vU3IzQ_7Q_54ygBoA6b4pg8)^|Y3 zHsMa@zOP%2$u>Eo2$*A7UfJN#t9N<5eRJy?xVgyfWoZnIOw4TD5_&gk{n=aB2VD!U z01K))*%7Y&D{sSm)?=$emcsWJqH?e5G|Xg+r2z?wWW%SCv3E$;9#XIcu|LFrxD@d+ zu@;h-SF_VvCVr+hd9Pz0%tw&;m)uib@o~MHVR|4z>UUuF~e z)h3?Lg@Jf@909t}6qzuz3ZkP$4W?5#!LdAZSq@!k19&6)gC>)wPBtv?KhnnPg-}J` z!sMEqze303j%s3Y4&{ZG%7(EEVp5ryOM}{A8FMxRG-Qvk*oCNQ_tur$+@gML{ z4|=KLk3*cFTg&&)FT@gp!rFK%i7?%iMqJA4<*6yRmd0}Q9A;wm*i>1xGoLv2qIa0? zKL+@X!t;48JdJc#IoKf83Q$9I=!(1lG!x6{=$-iK0&V#P3<#jI#^e7*Or`dTtNpQS zJGT9ZI-etjo+ zF@m%-kpy*-yO=~Pn^RTokHQTzWpcB;O}^h`0BJtaDlNA#$Q-qX^A5X6r$c5H=ds#> za_c#K)5K5nMmx%NZ5=%9pmu)e%_l3eY3{B-HTvYU7lX=P6ww@H*74u2`$uyRYkz#| z?fv051+8&SYMen#DUzJ>Qtpr&2|5|oRbQhUGpAOU=B8E&KJo>{sa2e`iWg9Ue;r-F zq8v0bPdYxEwXCLHKiG`u?UQeqb@ZFR|7RxPH&LeuJX<}K!D08+rMmEk zYgHbB^eqp&6%=RzJy`|van~@I89MlKE06_Qa(98c&tcqkTS@l0;&T?@d-$y;RXXD~ z-MDc@nJk)MlW&%4-m%l9`03)$Z_0R=5&=K?@uCx3;svB69aJC}o8-|3Qms_I9$t`3fmw@eArc73(S>uoHf70w<+PO&t{Eaz(MW*AUln7;LJ&!f+bWArE=XKdBd8r%oD|FEvAC}^@ z(XouiM-=97usxy$;zs6Zby2i2-56Q*T7;B72?#RAuH?H;%tU7gDdM%ujaFz-Fu<>{ zmjaR?Y{#@*z+oc59EG~mkt6RnBhk<#tUYZwT3*%hjt;pEN9)=ef6g>V0TgE?f|wdui1-rZ0p>fIh8_^}1sw>U`VU zkBBGJOTVg+{loRgBIUgCVVJT@iq$S3FVOkIPiwd7{=$OH^)nvz#o_9mUK2~bE5wX| zB>PJ7IV-xsK2PmuOoC(Yp~goFhWH7yRl8K<0N&ZX{c5&NK6A+-Ubl0v>Jns;clPx^XE&d*VCclCdnnLF4S)68;6Xt)qg4 znbm{Yx>>2S-k27z-@+S)K=NS~HD+fS=>!ksmBg7{#6iYh+R+|fZGgSf2bwVN)_ z;dl~J^Tl4I1Z?}N4xtP)k`&}BgAJxSAh2cV*hl6ok)Bmva|PJ07RqP~w#&9+dSqbj zqtk0TZ!l!e%);hAi;}5yUtUU?y{wh`vNJ>|$uH~O_Ci*=V0c;ET5YCG80&&I2RGub z?yC+Jsrt2g^5bzj|JO?wXPT2<(w?fOv=ok#VNw$du~k{(*KFy`%9&C7)34RKTNjBx zoSspBI(d2Mn##BBJDUQ0yWDd?NO87V`Ao0QFLjKdms@045DLY8oV?R;XB@md!~uM9FE|? zV=6puX|41Ty5ec7u-jwi&%Yw3WwSN!xip|#`j_nmq|?kBz5n>#pZu%m=FZfu3#oXX zn(TVaM*hiDL>(w$+`GYb3=Z8$m<|s^Y;jaD+}zHyT)}9#yzX8l5joE_bfcC1d;6UM? zExtwdTncyMdg@xrETmO_HKIZ>T=!Bht^OIAgn1Gpv)9jtueQGV6g|h|;DV z35=a&{tU@B-#CdS;4s~Hs=~H?%@=C%>kUxR8>1^2V^vJuteU+&{j;Y9M_2kvJjxd5 zjmZgk$7*Ns59YK&>bc3nXF7s&Y;M~KxfVi39U2!k{_B)IyMRgDsP3bR{+hy+r*!IK zR&jJA;e&Hl3XeMBT&6p%biNx0%_NQR5$K}v4M%BebI`1=@&;)@>+-{6hOSkUrMmPK-d`7j^)~e=f7|h27aBbM}S?Xm`*KV}M8VB(9%JwMuh+Qyk&s z;$nYw^rNPh6rJ%&2NVcADPE-K;byR~w)%I*92pV{FneoLm`+DFw*6_q^=FRqEryLf!Z24@PZ{7FLMd~Upz9Mxp<$kwC5=Qx0trRyfbp-QQ|E zhtH`j?NSS0t)3e4zVLGi-B`BdLdP@XXy;%GwnuupGH5mzhh#+qTs=&!AcJK0( zR9vo(mXv>`GXk^9Aq7IVnX;20R*&k zeMlGcYGyuh(VBGVe7bfT{xC6@BWUI@(fxJ6Ph;}Cs|m_)IQNlJa`v{)*1lQExtt37cHBbu$g4iH}%E(j`EUx$FSji ztv(we4L+Kf^)ZKMyV{3~qcHEwi0`$buY2ii2HjD*;ht)>F&^z*sYt0`4O69|=e9el zK#bT-%Cw$!jeErE(9-7F9=kuIiJ!hqx&^RMXd@`gFY$QpmnOu&uZPUf1 zfv$dN&}@siNlv-njHVBL(WmT5BsFVg>6D+7mDM7|&={1Bd*C8GWL<}l4dC+%0oS=s z;S{6M?_?YAdlWiIdzmwqro zS?C(1fpGZBuE}E3HI9C?yjX^OB*y!zF*&?2jNTdLT-;{sz|i$xwu2QE1ix@!azSlmIw^YnV5&z9^eQ9T<*6u$_GtOHy^)E*AsA_cFS=_ zbhnJhcC%jJBl471*SGbc8ekk}-ocIb3*{#H5p%cnaR7BJn2Kg+bG%@YGs^g@cl3oa z3U6HGr}dogZ}mPCGBMVGA-dyr~#Zf5XhwdwvbRn$9&F zLR$b`Y7W_(Sg{|(h2tOsqg=2BzimU~N3YU4htGMpS<|p&Otx-rwZl&LiQY>;Xv2>Q zpzwO?CKUo31!dksxrNvE(`9MWJ_SM_SX)-@B346m<6dvyiUyR(KN7xT9cHEt*gB#% zpnfy4Uu>a2rfi@;(0*n8b99q2+wgm)H4z^}eaBPr=ztJ>00Dr6(;1Wdd%2z$%~uo=jT%sMxM*9$DSb zcO;Z{@dIvioKIH<60kjp{?V+|uFuw=e+>)3E(=3x=h3TS8LTN?(7uKfL=;MQ<5hBu zXqN$o2I)>j%sM>WY(ya9e0xPCP2Z)5WEt!Z%Zr@r!VR?~!WQ4d7MBka4Tk;*4E*t- zS_QUJAXh9QYxr4-P=W_DUDOFY)Wbc~%3AN>YnXj4*f5JtRi8P z-5c(EAfYm`q1$nGUmFPkkpZ=d_{I^iEBM&JV#H zu?yTl7`|ij>n!!MdQR;Edud@i5db28k;>j1 zO?UBohnms&jw!$4AtF$|MF*Rerj7e_3TTQCgtGeKpQPkhbatp`D_u@O^F@d{Y zXC6%8nr(_Rp>Y6awxj%;whn3`ay7mqSL~$UQH^=7hg$~As2Kpg7BlQ>-b>>QZl%nh zDWm_cllJ_Ep?93wp#xmmELTWedyhq5CZ-{gzx+g_0@Fh{7Btpt;_2@OU$B8&vS2)U6np&81J^aGZ?_HLE`$xAT zrhL=~vC%L8q>6twz~C%!rG!EN@Vx-d=pY5;Lv_7;N+}q+TJv186TJcTGWIT|+m+$= zY&-r>#`-6nJePcES-no-FufW}_gaIIDc@tsPIMcH3VF&(4DgS;fxoJG?-Lho)F~*y zA0viIKWn-0wY0juQF{y?sEg{!hLFsbFRQ8igXZ_BS_Wnn9EoTlOjLbQW9nJQ5P3)R z(N+!VALyi{zQZPjG>7_S-;@2P2>uyT^n@wDgMft&#^B4B^3>^!_x1+#^Ume3y{a^_ z4)`)nMF!@3ymQPgql-(_Y?0I0_8Qk@8O!iUmf3p!OSu)jh@P@vV@|I=tI>8BHBz(>cQ zAA4x?3y7iU4TwJ8swL)jsZP?zFc+t(0~15mZa)tG>qgWV;6MCu8can-awYf6X|og~ z6O89je@&7UUO4L{E#k44ET17|JHr?KSZ?WTi!=WlO#7%;rn|qpY@|N#5}Kp;B?r;% zV6^N5YK=kH8Mg90z)#;DNHBLffdx9kjd)%7cC|ZQ?-9h};HqGzYgYx{f|3}1u*34hz@V*7DcTG%C zq7CKu-0&s!V0S#nZY2FCv-HEj8JpD$TTP7=vE>7vvb{p(7%!WIe5KdY_CsTXM821hJO{o6J^oN%^AN325=A%lynXMaw1ljRm0y;i4KLtE?Lqce zPUXs}z<=I(8nQixenzdMcW0fH+NwA3t&eRjWt1ZMPj2}A5I)WJc=abC!UnA_+qZ`% zpd=KAnGU1YVedPNFf_HImOX^WQ@duwArHNoKi!sDEOk!dKDX({Nzrm=WWw=y&b6mm zr8&CVJfQJxZ~+_v@B1|^UbmZ8Ot4F3e-%cIbWMA_msTg>I=AnAF{$sgCQX|5W#hI> z1LKk~^@^TT8~^EM%BZUASGqZBNh}VBT{o)N-|wfLLZYadDc`i9P>cR{Bs_3~*!Kk2 zVUn=hkx>HNwAuYVGK=))x{WSfxT|n`YQNnnlpRGIc5bJbKNCw|cT08IkIrrEC-0(c)6*psafsBZ}196YC&`JX1x zv7#>A2k?i>dx@T-vlG|m{qD`usJ*C{DI1C3NVTO~O-Xce!j<}CLOfY$H6rm4+kN~b z?lTK}zpuRApY`J2zj(Lr1B)+tSR(F6;_uGkD^q^s^AVkVn*A6$Q1lCfm+B2jp-VzL_kPEaDc83NXP%*frssC*Dhp`sY9rVw z^J-rj-RnuQbVW!dy|$pExWp1+1G{97j-wsDjpcK4xbaS(#Dg?(&H&%ddpgUgbfUtP z>ITQ!r5-MMUoN9{6-K5u?n9&9PoIC;n@^t%OOWqR9s?+1v=rdW&&T-l|6|GX9b+|r z{rKQZURtSd=vkK)yrR$bN@r@dr=DL|DW$C(hRza~Z=8?Zk`|FT8-7Xn0j9%#rXjP= z=*IAt|GX&RX1dCae4)<+7{HGq=2HV@x(3etEsL8M+a(`Pvj*C+(%FXDX18a4$*3<~ zu({!=hM7N5PMD9QZC06Wc>F13uVX7T24H}H01L_o5#xTk-hlxg#A1oL>_TzkhyHcK z%?off0oLGiOZ2M=8$N}s>XK+Qve;Du7-Tv;)sc-*fn(^VGi3jj9G+ozuYuMwjKoNy zCY_>%_CE}C{Oq;01XA<(^L=9&e4E-X2fE#&aHeeHr$1Xz|Hi6bss-+pp3^vp@jjXt&C@ z8itC0yBVt4VtGzy2bgwA(3(e~gsEXh3OXB1yTKrIWGppsr?!dWa|0UNOC26t$4i9` z27?D7Y+)pH^xXVmEVNfR;-*q8%@ad2u+AFIKgKB_PgscqdHNDlG31)UZN|50hOzm? z-v}V_ozSHF)reizjgIU>9%H)wVjsBP=SGFXYL-qeI+gcq+O{g5fpEqs(%64O{aKY+_e=P8@Ir#8^t6Ef+*cy|54sU6F-;2f;VaR z6`hxm9Vw+%7c(2@If*vVPK-;MN}CE$a*}9Mt%5(NTgVummIz)V;IH1+$jhY-`1En6 z=^o+#yaO>bOK;5u9V1?IPU9?%iFWdyMmaak?9^8OukA>p#CWYa4ccD??Bw$|M{Q3N zF_l8@rfwO)*}*1gZG&%%eW{+BzK`i@!M>eeIO*@pj0Md`()AR2LEvl5QV{rb@-A7r zaABt_yb_&<;5}E*2PtjtWt{&vDq>1O=g*4g>kOlvvhyfo&}^HAxWkqm7^*kL^isHJ zV;F4cUQH_*m>|c&m91U|b5}&h^9)5=1-nhMbj`#|Gth^+)I&>a(-5IP1<94tdDvt1;N{uKT_7l)Efaw1u?%|t@&L7NDyCa7f%UOxrc;0xCRMGh z|7wGZOz#%6rLPIH_JR~pYYAqNBcs{XJ)dY-gj8<@mxPw1#ar73aG_wyxIAN`P4{93 zeu4vh5A{>fKZ17hqVwqyHY4;eLzIjpl(P;yfVX+JMu?${L~IoU19H(uLaL}l54BNA z{+#dQPQTxD`v%@i_;!UmwP_RwYD2ie>@3>;NQGu?RC{QLz+1#O`+g4^fjpn<%_`*^ z4APn0&`}~bgh)uGO(sgl=}yb@6-2|7J+U;#gYV`CE6)85rtdnmFEo_QYLmk!%%ZmM zMi$$OiR>RR$aGk>PI;kCji0^- zJ<$8O#ql=vq-0#{(JLIR@jKxDdYGY8Eu<{=m;8-+ngXde0qVjDsdS%K$4I>G9&Ju1 zi77tNe|}xuKOFpE#QhFKFx> zB^S`7;^v^~4+YI${j~G?zrV@-t&KAh%Grv8bgpjbB=LGTYbV`H?oI_p;$!at_Aeq- z;Q`MWJ#cZ^n){zM$)B|ISGAiLwM`ta;`!Bd3a zwCZ7iXR;+)`F(!Y$wgJJ1Q_vN4!26_Ht%DKZa`}g3(ft()IqFvR$$}Xw|{dPdWG7d zOAY#s{M%}6dcG;|>6FZOXDex^tNqUYxFegKNBW)u(Waq*PlF+;N*wkS+?wOqVlwrF z+I(@!U>TR#u2!h`x$r6Sw#5;E*>YBUnXa*A<8-JcmhL2Rs_D@1;I=#BmRH?VN1w4v zZ{W}WuOuwtmR#*NPAdnu=S|Q8Jnc7CHeE*Z?*wobMt1@WM+YrVJsz+wCi(M~!fE5T zhl!n;+VcQKFZGON=HJo1n&K9?p|=`S(UHB20ke;;kQ`yU`h*ff84zo zcuuFhz&+xkTlig*9mDt!k$zsK-3Z})rYBUg{+;Wu0X8oN=9#WmLiEU>&IGn3-db+< zSHt}MHM_pB_wsHgkMBuf{iwD$a*C#VVm3R;nDn9WT)*?UjMiJ#F2 z&(pGC`)OTkhb~NhK!+oG&uM;wuitNH_x-mEBFR1^IiJ&}RgvDVShCPL#a)(|Zq>8c*ninl5x7}_a;x64wxB{b8<=J~Z2d%?a4m9=GHn*VYh0@a zdt;W>PU{WaYy!EvKAh=cp^;4h{D}v+NebrpV>^_bYq32^k#|cG)RfP<{Q$U|V&#JT zaN+pA^k$~)=Gbl(8d?d3i%jzror}^=5O(AXdwKREQD@j17f8xt}m$Du0oyx*?86I^GJi&v6%X0pFBvwrOa3;f~^9!mBC!uVh>xQ%T2 z8GLKrUji=XCk3%(YiOjtPqp z#w2b59eA_ZNY+v!`19%zbia8*0C<<Thhe{X_ww4Y3~jI0QSj`Ma&ti*~~L$vc-MJ`-P<|<-4 z3m&hKcX>wJd_-24%5G1mE*wM5PH24GvQq7V28_-{ZDM8z6Z_^^zD-OwBXw-etkxx3W8T;Coe4(sd63O&m`daofOB6yxm^WRyTml22T_JK-@;;enkMA=Ee^m%L>G^aWW z`wN!YZz1u~aJfy49NlcEQmq7suI_ovwt0hHmnk0W>jxaXPSqYq5xjOumhfDddGF0X zYAffy9}(?cv43+kD`ZEHX1}8ul`|)l<5VhsbcopAFvpI(a3yNjBR!}QI#sU63kS8O zFu$P6_?#p0e0n67SN-bEF3C+~EMq1Tdzd%5ai&Rd+Z*SikCG`#PdBGygQJ)wv7e1p zK#fH06w!BEeHxCFZ)|-3!f_KZYta)b;v)$b4vb0ct@0pwims_3HPIeJF4%ao{tAVY z7MU18EK!^TCK5{`s4{d-zx}t(5eexIj9#o7@TUHhxl5Y{W^<9|UafeWvKdpX)lBi^ z2L6;kz}?wSiA{+4oJ+a`k@S9tFqecf*#^q8Lt z=@~oRod5pXb;ea5vQ?O(x0vr128@lUVz@$7(9N#w)GdlFE zPoO4WwByaSI%B~O;l>tOSV4IUsw~pcwno}_TNkARFLoAGG)|R=RJ#WaZl2z*NO$zzKTI*9qDYihJ+9*jGIg)M%Rr zn`}qO{16Nhc0bzKvi{yLdNIxFVNKprdnN+|BM*3d3j;&v=J751)Z<&A9!LeK5(n+6 ziyA!t`<%WbeE;VOFiN5#RMyOjo2(6}tRup~39XsWpH?*7kBraeLApio0_}_pipxY8^2T*dBk^wpOSID*#1CPLKHiwg_qoi?ne+Y{hmA*8P3i#; zXu@5ONO9O_aghi`2Pu1P^$aP6fTSIDrcY`v#PB>yA2s57cx%%Am;qNjaCM2jIq#xx z`a!A5pd}V{Po%nywoVtYWr|`P8!Mo_)aw-*v!4Xtbmd+k+2JUzVStaye0AA#x5SS z@EY(~&~d8$w{L9P{}k2!kx&2HU&_G!f{&G_9|Y+eDGoelV%XRY`T)Ae{Pf-n0^1k* zM{M}md#X-l?c*?(Ji^8-7!b=70=03z8va>kZNRc^LiO!Pi{H@e0> zr|x!Anec;mT2>KHW)t6pL8G=CAN5Gc;uj`;Ht^G%pCx=NP@ChP+n4k8x^#Id`j-Rb zUF47N&(iSXWrcZK(N{#Seu&NDE)Qs)J%##Qd*)eaP53!L`=ywzd3IK>O_`~7R!P7% zh?n_Qd>p~vzqt2 zZAeACjqF5%xe*RC?uJz#zP-N{I&9n_@P*i8yz8}x{mxJ9tc$k`M;;(ky?V|iUsUEM z=r*alR`M>V0^p6RW-kdokxwk(jV$fnH!nh?d-ak7xI2Cg=Bwed4R_W{=EBvm5~<5& zjsX~}SfK|Tse^?=1n{C<_`D5&j~-?JQ;|=vc?MyGVy_gMj2F_1Z%`$VWa7= zV|=}`&e<463#kJOSs(dENo>|0pA@jUBtV$ZW)k1ZW;4xDeENPNn`z&y!Vqq|rbM?I<3 zr?})nx#gmpDEYHS-as+Z+QzQYEHAGlE+xM6y@F#6K| zp1RZ3$_L(RqsH&R?~Be9sn`>y%u++TyN_tCaNC5PLBE7L`FBzZMUWYr2b9 z?sYj`HI7A%m$;U!Im)j=zc{;kR_4#wWJLxO*D0*Sc2}OZtn999sXmgs=KY~xK)^9u z%JG&=@$Q<~+(jr{e1LDMY?2s1YQD}8HcWy$o5S>NmO~K5qBhI1aFV|b?34SCgSo2+ zrZSma-xUFJVy~8kQsF9MTNwZzP8w|DG`A=)gzQ@jhz<+(PS@G}A@6xi?vPf4uZef{ z$VC^*ne-Jyh1_+eg82o3N~!$Sj-%7PH?&U2TLH&%R*{U;Jt@1-y4g^|1SS$K$XX36 z^-bM&=YR`}cfx{g_ik&=HaAd!+n4Fa1hl>}hsMA(3{x9!Rt#O-u{;YLx8PLB;yMLB zCnQ{maW@>9Pz*7r9&Jjn<+Dn(wVLuQ=9w`ueTeP#&=;t;;q(WO3eBC5b>lhc&-PX= zV_hSrOrSBcb*xn5yJASu1FgGfs3(l}U_XDkD4prgv^-nQZCK2^O{89=J*Ot>A2O~x z#e5S32*G5)h6s%raWxRD+n*V*gJTvRSUM0zJ<*gj^eS*o)$_D08a}Q%38ds z@l7%05_=eL-v!Pg#i(tG4FSm?gY3?^9<2||GmMrUh(afxM8AOr++5?FUVIs@_IEme zZli!bL7`$Ey}FMtFnbrV4=KQ5YPa1Jf%>;zS} zECzPr=go7tFP>x2OTu`jRokjh1wkPA0%sXag@)-9{$#yz2# z==VIjcZ&CT7Yj}d+@h$(2x`T41ED9hXBAhz?^!yMS10h!eGjWb?1b7KY*G3;YHv%i zknB4*>6ME+jQp88+{EN_1lyaB9>i9)9t&)5%abS%l@CP3tdCthJ}lkcrbYbxLlPVL zY}@4U@r+%4SKj+g?_D0&T;>ZC8*ThXexJA6vagC=X2B-rTgt%w++to;H-2BBo&ho; zF{{h@qa|aq(SMI?ok(>oc5z#>HR6ezpj*1C>)apT>b0hOcJ8X)Rkf?Db}Q1ssU+GXgYGQ8(euNeUU?Y1A`Uq9 z4`+PMMP)JNi&N0#ecrE;q_L9iN3hg`9#VPTKt^dJ#?#|q`kDgTOA&NSqK+oe9hJiK zR{XM7PN$9^)>5}*djjR*rvS+?5md6xXstF<8h4>Dt600;RaDEUyrih=_-}WG)PG~! zM8@1i>*&TRyh7~+^u%R!?#)C5y5SJ6P|^2uwa42Z(&cm!9wv#`5%u^9>Z7ua#^BGy zI`YS7*JArx%Ix=ANusLmb;%)qPM_}~ddSE2RsPdd`8AaTipp+@S^@(rJg}97OCQVr zS5y+ymy&NFek3IaYLXF9D>NB>jg(buu6|p?IL;rdpqV!Sp(VSI4ex$88GR?QWHhPY z-O*)}jDGkbles>UzB{`X-L;ovF)FT!+Qc2hX9eZ|A_S|bS)uggiwp>K+}|&{*wSLtca7LpUM*=40n%B92h<8is4%KZd`20xXwTQiS2?s z#=x)vs)NR1vxF%cZ|!zv@{^{XwPWmi3>hJhePw(t1o-e}W}1-8%y6mn;4j0YlqUn1 zywe%HSu`gHn4VC7bA>2GtfP5Iu;0}kQve;D-+99Bc6BFcoAd{g`MookdbB2Z+%CUp zBYE1~jCbD_!zLP15m-H9w$u<%H8pbXX#fW(Ji*)Dzg!kBg|ts=tXX}9gz6S+d3YNhd)CBWiB;!K)pe94(pLa0 z`w+0oen0WRuh@XGnmf9Hi}`jEc(CKwmGlFC9xK-QEUNQ&n*sAV6*PCiJL_gr?-Uhd z1$=hQ_Pd8$PafoS*KV$}v&`r0sHm*5&P&&mRQnn;^~?-ol2mIr;1^lDOLIbU!sbS+ zd_gX|r|;Zl6}_Zn1>zOuSRa;U^P>hzX8U_PE~9LB%Fd;pewgbqdcY_n zGPJj~Kh34ZNu26t-&(ih?YS>qz2CjS$VQz0BFQbV1;k|ohK%^Mc+MldA$)*;>gN9L z#e%u}9h5Q`2Dl_@qsY{}c{Pvk(dgiw{Uf+kuLLDjI|o-uqdu&%DxY|PZr=aXA~J7i zduC~{%Kgg4Mb~Si8Ih(Wjmk~R!*1-634_0DxJG<@A?M+n*ILpF`#eGk_g*r&mTJC^ z4cmq0yDIj1lr)3pn|T;gxg%9RvYHMrbX9pHQXE4@H<;G}qjL8L^R*{WW5X z5krmGSb&$FuD4L5wh*jaWaOxj;}=-NiPrvJ|6yZ%Xc|Xn0oDM?ldMp}Vye&B3|v;< zTD#<{pZ{R0{7xj>Z>dw_w9UHsLyh0oShbbAc!3Nfo8)^+u`TY)`Uu*f$a1ahP(ra? zMsx-bs*kj>DLqV>0}(iflCU5V0wxkr{n%*!hCeE$XXT#vqs3q*H$)p^v$c9T7ZKa4 zaXsLePs0(k-31*nXm9^~`E_-Gmv;oLo@;9A|NPfv6ln}@03R$$&J66dr-KlR%LL!fHckl$=dUkhh3evonl8_~(DvNLKA!8;; z&`i)Hp@a=lWJcpPqRvQZxZg9!;&j>oVFyej?+a^$XJm0E8V$O)rx^m@ZS1c3g!6Iu zg?1AC#rw}EqE0jdhK3k=*Bv6u&LQ7|9`>J?kn8}f{DL+YGa*6Jc9&ZphGpn%z(H(Z z9~Q4`V8qtiRR0p~&@a}gwZ9&+Ar*wpGWE>}<>S^xm(Akvb;q9v#luF^w@7z0c>zBs zYrE^VNPeH;6QYWYtd8G!>v&We^WS)X6k0gq2ZZEPb+b}_ru|*RuST(Tac1*E76k5h zD`vXMe1|NsMB|BtYeVPOpT)yyn2&8MZQhv72m(T3^y#%x*%_G~JeI`v{C&bc?%+$c zNFBpoisB}lFX*)WI5faamov;M9%iqwIcV5_yRp{3UEmKJ_a8P%%2hJ`y0;JZGdghH zXqlZXu^WdCJaYi=u=ZGQRX5zgb?A+e!tSJkg7@T3SqqQp_hd-&-PAvQ7u{gp*b)taOQz?VHw@Z9lA+z2X~!cp0=ADH*hwK=!b zFZ0Di9z8Sc!OH6)Fz<41dzm-tetpS!L7dYmz+*`V=I>HzdJC?zZ|9Fhr3|OHce`Uy z7v)oU9jA6tk%3Y-{6}3Mz7xcDcNKqL2_|AK&BkfoXX!J{Uq){I9mt&Bw31KovjNMp z)5f>Ub(3^-%||Q1<*)kwaY4_Pp_Ae4)(*c7X<+|!t{1-GKk8dW^#gmj^#VCJPTvAw zY+vF;7LI#giB&-xYGj~mQ#E=Fa{;_@8cymvm#Ue`0v3fkK@Z2!{QZ?4Seh|`xFqaiIfghtEL8Qlp3p2tOY&+lNHh1@(}g2n3E(u&_XE>kzr#IFM+feFx#j5^uBqn z$m9rHdaJnoWPmX$d9!UF9GG}G{-t!|yHSfdV1M*+wYZAYR@?Epvx~`m>SjO{(0UwI z>8m~1uC2#(mAmvSe3CmVPbX#5$RtVe10<{Xxeken7ib^szvr#KBjBxvcaJl=#T>lZ zbm{;ED>$$pCK-i32_uQKj_a$alxw zA7;X3w&f>za>VpB$8!`eHensrzPT|fwQ=na84?|c0etiQf9xIYCj(w$P}79K#~}j^ zgAKo=frF^1OjlI~z;63%dI_7IMs9}q`OJWhLV~)Q^y%4GQVj{Cd{1ZRr6f9Mf$K2G zGsgFh-3(+%jU0`RWR;G1|J28udLfIiF5ST7sVx|GWQKmyHg4o+KUJ z_4Z^Tu#`4sR&C~kWZ#`d_KG0eH&!D0I({IbG93ZS-EU*W(=x9H!9hd0u zJm;Y~H@_qyfEXM&o+;8|g``|)ZM$kS6kii~4@A7qFF^V^oILM5f8cuJYXcjYlq7Mx zMqN+Ti6v+CqmMAa_0t7u^Z{OB4Y`agb`@aVsq=jH>$VO(%{tr$mWiWNuPvZ~ogG27z*U$iXu&|PZA`Bhcd*!G>-Nk=kv~7!uY3$859irCNGufRSX3; zFh)ix%SfHFWKIlw!_S|h*;HopK0~2RzuDYzTvtKcuz0A=KJ&=p^aibrLIc_MOk6e& z*IWs#m6`S!Bl+CF@i**7dvXaA-&(e*y?Z3nd(h*pVmS@_QLR3XLT#){#%l37O!Cy~ z4rOgP&AN5xd9TYhlRjUUw^LTfCW_CnSI8-2!_%;nKh_;{r^)tOpqrQrLQ>rHlIK?) zp-R&$p?N;u+c_P;4>hx|ciEca)nL}_0XcoBcD(0Oj{sLRoWI(Vu5n0(INtJJI$y6E z4D7$#L&9T;FERwi80lF2!zPlu=}wL6Y48PKDx9)PP15i2-t<)h3i+@kTZa)f7fq3a zYJaf^MD42{(QrYk!mImdgPfD#+W1EI!62XzgL$`?n6_VF1VU169WCNc3e9v~ufs(g z5T&_MP#%y>ABejw(|L+5UmlrnyX^Kesas=?TD~!Gr*pNMXd92uoe8B^aHrm=jXr&P zl`6DNGt=3+ZXz}xfl1rPpVLJ}>5f@rMdu1hJD($nt)*0Oqa74YP-%*Ou=rK2%^s*; z`xjlXy;m?-XwiOO2-hl${sA7FA36AtLU`EsXB}za4+w`kgjV1E9{2!D_@Mf{m3F@e zod7~LVi_CL^yVLTWxCgi6X<@szb+Qm6jqV3sy6=>)u+Q|-Uj>OsEEek`rUE#qZ2uZ zKX>T_&VAw9zBV!x?j)RkSfp*yJASy?>w$YSQBs?s62Xa?g)9D>6Y%_qoVj3Q)URsD z5H`c?kawrKivD#%$Oerx0_jR6;fqw-fh=j}VTfE|^L}^ne~4I~iJKp{U$ z*J{@aYkJC-C$7D`sAVj9aJ z$$2gQwbBR2&+xQ0e5Hr}79XUfG&WASa+3`tn>aF4Hk)}>lu7o=T1qUm({x#SNPs=Z z_0k5Br)x0UzVd2b#Q-JYw9)l~OIo~jmKI*#SKXneqZ7_j$6Z+#D92r<=Gu#@3|6mZ|8dN zx#J0a;&IUkUQO?qPVk^;LtXV){jrRGx1r-`&hZy0^dtBki!g7|RQc(nI+oO?G~>W= z9Hq<&|ERpG@Q>C^iBCz_t=B(quxPtN-?KXh?oH0s$X<+pYNlwQ+$WB?W3vTpk%th< zfi#4tLwx-2Z7w>g!*@hm+whJNU~|W(7VE~~ZBYr8V(CXE4d&+KEee4F4SBi4_ENmC zstt#Q0Nb7V#Zzh5-0Ab_I`zis7GuX6jB3q5&QA@Qv(ya@C6MW#JLt_m+p|L>7WJN& zBNKCGW+jfFVD-U9AW*Gs?F8GrLLfs`{oaNBDu7n~L{J~~Iku-a(G@n~@2=|cO;?rC zlkA+q4Vg#~D$3?q@C4PAwCxrG7f)d;fP z7aHuE6qrfD_0gl)lJadvY1a1xSb?`yXM*lZJvZAUi)OxDk?8{H+(R^e4m0X}E@ zZVj!o-aXA8R%sFg$GuD-7j&caN zcv{0OLN0N1Y;_wqQwylQc-Nyv&v?B%cT)r2Jy zPbQ*|31fS`VPB@v`ix$Q-mrZCKoW?Ke`Qjd|GK|4KU87)PLl!|9d_ZeaMPVyRLFS1 zW4T_69oQvaOS=<qhB!A8jO5#S**owF9F2K%ka5!*!<0{5JR% z`Ta20p%~}92&ZYG5X|CETt0%3Tau3Z3PF|^(xvqWIDDQ~A%P5z&$OQ|h<%`0D&E7N zK=}va#y@cD|C)Ws!9>kI&?on2;{%^DZq?)7Og&7iIO*C_VJ+9_D6@H69VQXUd0OLW z5ruLra-3$1eKy4{;%+qG%uIVNT<2hSYwYXV5{{Fm(F>=ZRhCbDPHkLxclggkY4*a4 z=IXzO5m7X`KM5K|f=VXu$e9LaHIBmbc0O+nS)}&2C;Oxxv1{umo{Wd{Istpy4`t>g z^a6cfTwD?E#I*QVotsP7kLmb4Q*jRDHrv9zbh+4k za#%;%ifp^~ADy2Ml7@T}mjqS~Se(RlRF6#fPv%$n_kRckQU*s?f2?>ZmtW$zX?%e` zY=I^m9M!HWGH$TRcJVMc&ZW3!LS!@hnEOI_;c4rZ{sqC_d*jXS0`k+lfvKSH^!5F_ zb2E)~@K30t4qoSKzckVw8jOulKh523o$;-M+AR&YM+6fF$^^ci5z*=1oXLpjv~SL|M0EP7v;Y130gq?tPS(3#Z9cK}oy?9v z{}7R~pyf(W5J~@=faQLG+zo-^W3S)m7mvMkZ~hxT_ENn$`#pXHl-NwTqhtY(?g#wF z$vyUZio)5E5UDZw6y5QDRFr3D$9>;8W+s(wax5hvD>E5wY#`F?S2_zQ*cp`ZDm0@tHnZASeigN`T{i2p+=_!>JzCvmp+qm)0OM7njx zVKIIio56dKAQwpG1A{_wNJeZ|&Q3 zrJJs1FBn4FH+X-VfcQGr8M31*-w|Av*EaCBhq0ERo+GX;#4?n;A#t{NdRLO9!IV177mnka~ zlhYGKE%tV~N1zX#(nc%hknnLEg+GBm`e;YY{8KmQ6LEpjoUpTZ)p-gn#FuzeQ+`*z zLk{;m``Ymq1N(WdfbQ3n#=Bti^aPSUtiiZddgJ7K(}S+MdbHRF7A4&GcDkt}Uw`e5d!qX^RznjFk=-18 zP^?K`L>Lg^^Mbvu_p=`7*ji;+>hiNt{`HGU7gbf$<wO)Cg?9ELWM0zp9HaJHG)&IQIqnLbiU;OO*=o!Nq7K9i>X=2$V$WdD zz-ysaOM~s{!3+rL)2m&?EMYAJU@7x0i$;6oye3wKNIkS#}5#gw~#RPPvBMJJ8M!JllweO^94d99Ec9 zSD*K5CL)SRUCEyzmUyjtACM2#)NDFtJsi1VYxN#O|Zl4ZZR zU^_}nK1RQ!ZI*)-Bp*ATv0mbxQ=JoCF`v=54VlX2_s}wYCu7(p159-;(NxL1o~61x z?S@T5&H*No#HB>ucQx;zi57_>?|c&p-!&#W<6LW%vg4RL(q*H*XGEO%Q==AR(YjyC zk(b#-hKZm#)>O{TIWmAlE8Ex8+|A6&P_}VRb5*l3C>~U@X%%+j5#}usj)~t@#7qD@(JtC*^$?M*haGg*QgUrrd959hK?*!_5vBIYS_o>4J;zSGgD( zEq7dud57rDL9Y2HIgUAw+$RaFg@g42maqnWo8|^L;mnNu{M9lHpL8Q|{>mG*x$5ir zR>t2P!t#si^=@ zVWWv9ahGLZK}rf^}7*Zh_~`6ma3tDENjZ{u~8bC$MIKCMsM zZfvLTJw#~NfR85<_cMJ6(6BoRq;mP-?UHkX8IIK4b`^k%R{&3I_$X2DdYb#rOOEft zh&S>D4KibPp%a9em#9qqjTr_r7S>H$ljjM1k~U$}nIXmL1NlomzUOb7M?PmZ-ji z(TPokw2OXnXrC54LTvPR3mI=pmKg4|6?=kUXGj?G^v)%|nv=3LYSH1@jXU3d@VmQy za?@RxfRkfOcz|lOTMup)pMsL5P#+Q}3tv)=4eR`*%ypaFPM(sK!l*+gIfvhUw)<(V zNf;kj*KHSta&$dmB5!6Fu(%HxCkk7jy~g4S|~ zKjYu$!Z9Ewx5Qz*Dtl`szxOuZ#lN|!-K;c-v#DWN`8|;3+o%t-^=;G~pi~jsjOXCm ziP*2xZR{D(g_m2Gf7b2`t^0W2D=OpGm#8dFD!RzsCW)eLYMR4*YNoa9A|G-q4L+(@^1iyESDKN5Nw)*hEW zkbkv{_71UQ#aK1UPS^}v`qnE{{cu5WFTUw= zWF;zhY91*EW=H{SZ~9l+)+Q-7rWS0VkWWmGF>nD)CI!tF~{n}dY}vN_fXly3XT8* zBm5(RKK56O2bJhE?y1yU4>8XiwI4k2rMkKUG5=6GNBrc-oGm~^^0LEI5J#7C>>pIj_p8EaDl4tQyAKUYUp5#~)rp|||5D3u%6tH`=p z1)S`PCcumekx{t+WSuw(YN7exEhtVl4dFqd{>}PKPSSs~3LrVI68pb!|MPXr1C+Rb zGre`Q+Wp@}_V-b1nQc8RJe)mI%jy4JctHD)@Bl^d_u~sT(!X!0I8loK?Gyi~ni#0R zDP+a;--XO|Q^?i%D31BxOYL!Apq5%&Ja>1taI^ir@`2!1y5db_GG`S_`zyHrkbV8J ziNga~i1OTI`LjKtpK|(wWF@n=*(Fb_hOy%L!f?6PNcvV(DLiH{GM+Q4A3esKWuc_% z3@d8*skN=2J;|#NB%18uR?roN)RpHrq#A!O_o&c%-e59SuAge+%!zw~lpKY>`jVK{ znCdc?Fbd1w$h1FQ4?=Y3O_ZNUw>+z$an&TRnye}H{RSMhJaewNv_^D=?hsZ=oo-@m zF|sC;H#pB-34ql4z-7*#HuIl*fnwJ_n#3l78-SWAM7}Nn9z4um{P|E5>_gx~AHozn zrw~ss_Bmv;t1y8<>{9ORVC7(WrMB72O{xv@?Pu~%#M)>1hJs0nMK|^i=(^11zzKu@ z#&#h5a*oiV?bity0LR;|2YbAaIrTU#vQW8tY=-c~o8%Uh8K?b09`H({Hd=!Jt3|(j z5aG1u;_F~w%k0dAY9;P$&X07zk8l~fj9nMc&`k&#Zo-y%!_aG@>FO~57+Qon3ZaF( zW9ggt0io^r?fD_EPzUFgen9f#MReZ^ARRVMH$7BxguuEUCHxY~RHiIjGe8xVQKIA@ki?Lo-+`(t*Y1f_|-1V-S|4FDAg<*gU zN>x3hnavw4Pp;Zy=}paxzi?n$<(jvD_`bbAe*cG!0i|A35u8!bMT^S?%J<~BYW{

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fd.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_',\n", + " 'Sim Energy Deposited [MeV]',\n", + " bins=50,range=(0.,30.))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "432f7503-3cd2-4a57-b761-63d9e434b063", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAH5CAYAAAB05X3IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABRQElEQVR4nO3deZgU1dn38d8NMiDKoqAoaESJGhSNC0RDEkVF1Acn4EIQDJEYHc0Tjb6PRtFEHRMXYowSjYkBE8EF4haNLWo0CmoEFdwXDFEcjRsgyCKLiNzvH1U9ND3VPV09S0/XfD/XVVdNV506dep0dc89Z06dY+4uAAAAoNy1KXUBAAAAgMZAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAIm5W6AOXAzBg6AgAAoAVxd8veRostAAAAEoHANgZ3j72ceuqpRR23//77N+v5ijmuOc9VLnVCvbSc46iX8q0X6qRlHEe9UC8ttV7yiRXYmtk7ZvZ2jPTzzOzxOOcAAAAAihG3j+1Okgrqb2pmFZJ6S9ox5jkAAACA2PIGtmY2TNKwiO1/qSdfk9RPUntJS4ouHQAAAFCg+lps95E0NuN1urV2bHbCPO6KkRYAAAAoSn2B7cys15coCG4vLTD/tyVNi1mmRKmsrCyL8xVzXHOeqyGau5zUS8s4rljlcn1JrhfqpGUcV6xyuT7qpXGPK1Zjn8/qe7psk8RmGyS5u7dt1FK0cOlxbOPUVUP1799fc+fObbbzlQPqJBr1Eo16iUa91EWdRKNeolEv0ZqzXsyC4Ws9YhzbuA+P/bAxCgQAAAA0tliBrbtPaaqCAAAAAA1R1JS6ZvZtSQMkdSokvbv/spjzAAAAAIWKFdiaWTsFD4MdU+ghCh42I7AFAABAk4rbYnu6pGPDn9+X9IykVY1aIkiSqqqqSl2EFoc6iUa9RKNeolEvdVEn0aiXaNRLtJZSL3FHRZgraV9JD0ga6e5rm6pgLUkpRkUAAABAXflGRWgTM69dw/WF5R7UmllPM7vLzBaHy51mxvS/AAAAZSpuYPtFuK5p5HI0KwtC/bsk7SjpOAXdK3aSdI+Zxa0TAAAAtABxg7gXw/WejV2QZrabpIGSTnf3J939KUk/UTDSQ+9SFgwAAADFiRvYXhWuf97YBamPmbU1sw/N7LJ60h1vZs+Y2SozW2pmKTPbNyvZFpIekzQvY9vH4bpDIxYbAAAAzSRWYOvuj0o6U9L/hP1Tv9o0xYp0lKTt8yUws7MVdDE4QEF3iTWSjpb0jJl9K53O3V9w98Hu/rkFtpF0vqT/aNNgFwAAAGUi7ji2fwh/fFlBv9RjzWyhpAWS1uU4zN39sGILaGadJQ2T9Nt60nWT9GtJayUd6u6zw760Z0r6naTrJe0Xcej9CoLfdZL2d4Y+kCT1Hje9oHQ144c2cUkAAAAKU8w4tq5g4oW07cIll6IDRTO7W8HDXYUYJalC0i/cfbYURNSSrjOzoZKGmNle7v5q1nH/K+ny8PgnzexAd59fbJkBAABQGnED2x82SSlymyXpk/Dn3SUNypN2VLi+N2LfvZKGhGleDYf12ibskvBfSf81s2fDNMMk/aYRyp4IuVpkC23RBQAAaC6xAlt3n9JUBclxvmvSP5vZWOUPbHeWtELRfWRnhetdwvURkn5tZj3cfX36FJI6KneXCgAA0AyWLFmiyy67TM8995zefPNNmZl22203ffvb39a4ceO09dZbl7qIm1i4cKGuvPJKpVIpvf/+++ratasGDBigs88+W4MHDy4qz969e+vdd9/VjBkzNGjQoMYtcILFbbFtkcKxZ7eV9F6OPrJLwnWPcP2YgiB2opn9UUFQ+2NJnSX9rYmLCwAAcnjqqad03HHHafHixZtsnz17tmbPnq0///nPSqVSGjhwYOy833nnHV133XV6/vnnNX/+fK1du1Z77LGHBgwYoHHjxmn77fM+ox7pjTfe0CGHHKJFixbVblu0aJGmT5+u6dOna/z48Tr//PNj51sKy5Yt04QJEyRJ1dXVJS1LsZIyGUE3SW0lfZpj/yaBrbu/I+m7CsbjfVzSdEnbSDok7JoAAACa2bp163TKKado8eLF2m233fTggw9q8eLFWrhwoaZNm6aePXtq6dKlGjNmjD777LNYeT/yyCPae++9NWHCBD311FNauHChli9frtmzZ+u6667TbrvtpltuuSV2eY855hgtWrRI2267re644w4tWrRI//rXv3T00UdLksaNG6fHH388Vr6lsmzZMl166aW69NJLS12UosUdFWFBEedwd+9TxHGNqW24bpfeEA5d9micTPr3719w2qqqKlVVVcXJHgCAVm3atGmaP3++2rVrp0ceeUQ77bRT7b4TTjhBO++8sw488EAtWLBADz/8sI4//viC8l2yZIlGjhypzz77TDvvvLOuvfZaffOb35QkzZo1SxdeeKHmzZunU045Rf369dN++0UNolTXbbfdpvnz52uzzTbTfffdV5vnNttsozvvvFMHHXSQ5s6dq0svvVSHHnpozNpoXSZOnKiJEyc2OJ+4XRF6F5gue+SEprZE0peScnW6SW//qCEnmTt3bkMOT4bqLpKkmtppLJaXrCgAgGR57bXXJElDhgzZJKhNO+CAA9S7d2/V1NTolVdeKTiwveWWW7Rs2TJVVFRo5syZ+spXvlK7b/jw4TrkkEO0zz77qKamRueff74efbSwdq+pU6dKkgYPHlwb1KZtvvnmOuecczRq1Cg9+eST+vDDD9WzZ8+C8m2N4jQIBqO5RovbFeGQPMsQSVWSbpK0XkEQeaCkTjHPEZu7b5C0WFI3i77abuG6QYFtq1XdZeOSpfe46bULAABpZ511lsxMffr0Ua4h4tesWaNOnTrJzHT11VfrrbfekiTtvPPOOfPdaqutJElLly4tuCyvvPKKJGnEiBGbBLVpXbp00VlnnSVJeu6557Rhw4Z681y/fr2efPJJSartdpDtiCOOUNu2wT+NG9Id4d1339XJJ5+sXr16afPNN9e+++6rk08+WbNnz8573KOPPqpjjz1W22+/vTp06KBdd91V3//+9/XCCy/USWtmm9S7mcnMNHPmzE3Svfrqq/rhD3+oPffcU507d1bnzp21xx576Ac/+IHmzJlT9DU2lrijIjxRQLKbzOxKSU9K+rukfSStil+02BZIGiipn6TssWrTPczfaYZytCo1HUZnvKL1FgAQGDlypK677jotWLBAr7zyir7+9a/XSfPggw/qs88+U9u2bXXiiSfq3HPPzZvnokWL9O9//1uSIvPLJR0w77bbbjnT9OkT9JpcsWKFli5dqu7du+fNc/Hixfriiy8kSd/4xjci02y11VbabbfdNG/ePH3wwQcFlzfTK6+8ouHDh2v58o2/Y1966SW99NJLuvnmm3X11VfrnHPO2eSYL7/8Umeeeab++Mc/brL9rbfe0ltvvaXbb7898rj6pFIpffe7362zfd68eZo3b55uu+023XXXXTruuEKnIGh8TfLwWPhw1o8UPKx1UVOcI8K0cH1MxL7h4Xpq8xSlPNXb+lq9fOMCAEAeBx54YG3r6N/+Fj3g0J133ilJOvLIIyNHJHB3rVy5UjU1NfrrX/+qI444QqtXr1bfvn114oknFlyWn//857rrrrvyHvP8889Lkjp37qxu3brlTJf28ccf1/6cL31638KFCwst7ibOPfdcrV69urZF+6OPPtIdd9yhXr16SZJ+9rOf1bZIp1111VW1QW1VVZVefPFFLV++XE8//bSOOuqo2nz/+te/1h7j7nrnnXc2ee3utUONff755xozZowk6dvf/raefvppLV++XMuWLdMTTzyhAw44QO6us88+u6jrbDTpgjf2omAWsLWSahopv7EK+u5elmP/1uH51kr6ZrjNJP00PO65Bpzbg6pKtp3Of6DO4u7ul3QOllzq2w8AaJXOPfdcl+T9+vWrs++zzz7zjh07uiS/8847I49/6KGHPP07OL2MGjXKP/7440Yt55tvvuldu3Z1SX7qqacWdMyDDz5YW6ZPP/00Z7phw4a5JB89enSsMu200061+adSqTr7P/74Y+/Zs6dL8qOOOqp2+5IlS3zzzTd3SX7ppZfWOW7Dhg1+wgknuCTfYYcdfN26dbX73nnnHc8V87zwwgsuySsqKnzp0qV19mceu3DhwljXGldGGevEbE05ju0XCh7o6lFfwsbg7kvNbJykayXNMrPXFAS7PRUEu2c29BxRnZorKytVWVnZ0KxblFyzjQEAEMcJJ5ygq6++Wq+99prmz5+/SVeABx54QKtXr9ZWW20V6/fo7Nmz9eijj+r73/9+o5TxwQcf1Mknn6xly5ape/fuuuiiwv7RnNnHd4sttsiZLr0ve1zeQn3nO9+J7MPbo0cPXXjhhTrjjDP00EMPadWqVdpiiy00ffp0rVmzRj179tQFF1xQ5zgz04QJE3THHXfo/fff14svvpizK0WmbbbZRtOmTVOXLl1q+zlnymxxX716dcyrzC2VSimVShWcvikD20MlbS7p3SY8xybcfYKZvS/pZ5L2UjCLWErSL9z9lbwHF6AxhqEoGxEPigEAEMd+++2nPn366O2339a99967yUQF6W4Io0aNUocOHSKPP/LII+XuWrp0qd58801de+21uvvuuzVmzBgtX75cP/nJT4ou2+uvv65x48bpgQcekCR1795djzzyiHbccceCjs/sfrBy5cqcs6Gl+8Z26VLc79WoPq1pw4cP1xlnnCFJevvtt7X33nvX9kE++OCD1a5du8jjevTooV133VXz58/XnDlzCgpsd9hhB51wwgl1tq9fv15z5szRzTffXMjlxBbVgDhp0qSc6WP1sTWzrxSw7GZmYyTdpqCpuFEekXP3ye5u7v6LetLd7e4HuHtHd+/q7t9tjKAWBcgzegIAoPUxs9pgKLOf7cqVK/Xggw9Kkk466aR689l66601cOBA3XnnnRoxYoQk6eKLL9batWtjl2nFihU644wztPfee9cGtSNHjtTrr7+ufffdt+B8tttuu9qfP/001/xQG/dlDvU1aNCg2lEHMpeo2b7yjRDRs2dPdezYUdLGB+Tmz58vKRgTOOoc6SWdLl/Zs7m7nn76aV1wwQU6+uij1bdvX22xxRYaOHBg3mCzOcVtsY0zqoApaDH9ZcxzoCXhQTEAQAOMHDlSl19+uZ577jn997//1Y477qhUKqW1a9eqb9++GjBgQMF5mZlOPfVU3XXXXVq6dKkWLFigPfbYo+Djp0+frtNOO612hIKDDz5YV155ZZ0xaAuRGdh+8skntaMqZEt3WShmul5JtcOFRXH32qHJ0gHu559/Hiv/lStXFpRu1apVGjlypKZPDx4w32yzzbTXXnvppJNOUv/+/dW/f3/tv//+sc7dFOIGtoVOurBK0vOSfubur8U8B8pM77XBYBM144fSWgsA2ES/fv3Ut29fzZs3T/fdd5/OPPNM3XHHHZKksWPHbjLY/g477KBly5bptttu0/DhwyPz69Fj46M769atK7gcd911l0444QRt2LBB3bt310033aTvfve7eQf7z2ebbbZRu3bt9MUXX+iZZ57RAQccUCfNkiVLaltG06MYSKozNmw+CxbknvT1ww8/rG21TvdfTq9PPfXURu1COW7cOE2fPl3bbLONbrjhBn33u99V+/bta/d7jrGKm1usrgju3qbApZO7D3L30o/UCwAASia7O8Ly5cv18MMPq02bNnUeANtuu+20atWq2mAwyrx58yQFLYZ9+/YtqAzPP/+8TjzxRG3YsEEHH3ywXnrpJQ0bNqzooFYKWlIPOuggSaptxcz2yCOP1LaoHnLIIUWdJ91lI0q6e0f79u1rh1ZLB7bZQ4Blcnc9//zzmjt3bsEttuk+0VdccYVGjBixSVArbewKUWpN+fBY4rSWURGK1Xvc9IypdgEACIwcOVKXXHKJnnzySd10001at26djjzyyDpTzH7ta1/T888/rz/96U8666yz6gRP69ev11VXXSVJ6t+/f539uUyYMEFffPGFBgwYoH/+85/abLPGCX9Gjx6txx57TDNmzNDTTz+tb33rW7X71qxZo9/+9reSgi4PO+ywQ1HneOyxx/Twww/ryCOP3GT7Rx99pCuuuEKSdPrpp9de05AhQ9SmTRs9++yzSqVSkTHKvffeq+OOO05bbrmlPvzww8jzuvsmgX+6i0PUg37urvHjx2/yurHEHRWhycaxTdKiVjaOrbvHGpt2k3FvGdMWABBhn332cUm1Y6z+9a9/rZPm8ccfrx2jdODAgT5jxgxfsmSJf/LJJ/7YY4/5wIEDXZK3a9fOX3jhhU2OffbZZ3333Xf33Xff3a+//vra7Z9//rm3b98+73i5+Vx//fW1+T777LOb7Fu3bp1/7Wtfc0neo0cPv/POO33x4sX+r3/9yysrK12Sm5k/+eSTsc+bHse2Q4cOXlFR4ddee62//fbb/tFHH/mdd95ZO4btlltu6YsWLdrk2J/+9KcuyTt27OiXXXaZ//vf//Y1a9b4e++957/97W+9Q4cOLsnPO++8TY7LHIt2zpw57h6Me+vufsghh7gk79Onj8+cOdM/++wzX7x4sT/66KN+5JFHbjLW8O9+9ztfs2ZN7GsuVEZcVjdmi9pY36KgpXekpFslzZK0UNJSSc+G20ZL2qyYvFviQmAbA4EtACDClVdeWRuQdOnSJWfgc9lll3nbtm3rTMyQeeyUKVPqHDdjxozaNJdccknt9vfeey9nXlHLTjvttEm+l1xySe2+GTNm1DnvG2+84dtuu21kXmbmEyZMKKq+0oHttGnTvKKiIjL/Dh06RE7esGbNGh8+fHje6xw1apSvX79+k+PWrl1bG/RK8k6dOtVe85w5c7xdu3Y58xs3bpwPGjSo9vXXv/71oq67EPkC29hT6ppZb0nPKZiedrSkAyVtI6mrpAHhtlslPRumBQAArdzIkSNrfz7hhBNyjl3785//XC+//LJGjx6tr3/96+rUqZO23XZbHXTQQTrnnHM0f/58/eAHPyj4vJlT3zaFvn376pVXXtFZZ52lnXfeWRUVFerevbuOPvpozZgxQ2eddVaD8j/66KP13HPP6Xvf+5623XZbtWvXTjvuuKNOOeUUvfbaa5GTN3To0EH33HOP7rjjDo0aNUp77rmnOnTooD59+qiyslKPPvqobr/99jojLrRv31633Xabdt11V1VUVKhTp061E0z0799fL7zwgr73ve+pd+/eqqioUK9evfT9739fc+bM0ZVXXqmbbrpJBx54oLbeeuui+xQ3lAWBb4GJzTpKelnSLgpGSHhM0qOSaiStD7cfHi4u6T+S9nX3NY1a6mZmZkGzbYy6KktRIxrEHe4rnQfDhAEAgCaQ7vvr7nWe/ovbe/oMSX0krZE01N1nRqS52swGK5jxa1dJP5Z0TczzAAAAALHEDWyPU9ASe36OoFaS5O7/NLMLFAS0g0RgW14ao7U1s/WX1lsAANAM4vax3S1c5x5UbaP02Ax7xTwHAAAAEFuxM48VMrHw0nDdNeY5WizGsa0fs5ABAIDGEncc27iB7auSBkrqr+ChsXz6h+vETKnbmFPTAQAAIL+oBsRJkyblTB83sH1J0rcUPCD2TXdfHZXIzDaXdLWC/rgvxTwHmlnvccFUgMwaBgAAylncPrZ/kPSlpH6S5pjZCWa2dXqnmW1lZiMlzVHQt3aDpD82VmFRpqq7bFwAAACaSKwWW3efZ2anSrpJUl9Jt0uSma0Kk2wRrk1BUHuau7/RSGUFAAAAcorbFUHuPtnM3pT0K0mHKghit8xKNkPSRe4+q+FFRNnKHOaL1loAANDEYge2kuTuz0g63MzaK5ht7KsKAty3JC1w97WNV0QAAACgfkUFtmnu/rmkeeECAAAAlEysh8fMLPK5eTOrMLMfm9mujVMsAAAAIJ6CWmzN7AhJJ0k62sy6u/u6rCTtJN0gyc3sA0k3SromaV0SmKChcOkhxKRwsgYAAICYGnWCBjNrq2A82p8WmJ9J2kHBg2XDzGyou39ScGlaOCZoAAAAaD6NPUHDnyT9UEHAOl/SbZK+yE7k7qvMrKekwyWdIuk7CmYeu13SEYUXH+Uus3U2s9UWAACgqeUMbM2sn4KgVpJ+I+kCd9+QK727fyzpVjO7TdL/U9DSO9jMjnT3hxuxzAAAoBVqSQ0mdLNrmfI9PHa2gpbaR9z9/HxBbSYPXCPpvnDT8Q0qIQAAAGotX75c7du310033ZQzjbvr1ltv1aBBg7Tddtupe/fuOuyww3TrrbfK3ZuxtM0rX1eEvpJc0rVF5v07ScMVjHGLVqz3uOmqiRxPAwCA+ErZWtoSWo1vvfVWrVuX/Rz/pn74wx9qypQp2myzzbTnnntKkp544gk9/vjjuv/++3XnnXfKzJqjuM0qX4ttOiAtdkrc+eGaIcBauJoOo1XTYXSpiwEAAPJYsmSJfv/73+u8887Lm+6pp57SlClTtNNOO+mVV17RSy+9pJdeekmvv/66+vbtq7vvvlt//vOfm6nUzStfi216mtxFRea9NFxvXeTxKHOb/EVdXbJiAABQ9gYMGKC5c+cWlHby5MmSpOrqavXt27d2++67767JkyfrgAMO0C233KJTTjmlKYpaUvlabD8M19sXmfcO4brYwBjNrXp5sAAAgCZ18skny8x04403Ru4/5phjZGaaOnWqJGnIkCE67bTTdNppp2n//ffPm/eCBQskSYMGDaqzb8CAAdpyyy318ssvN+wCWqh8ge1L4frIIvM+KlwX25UBAAAgkUaMGCFJ+vvf/15n38qVK/Xwww9ryy231PDhwyVJl19+uW688UbdeOONOvroo/PmPXDgQP3oRz9Sz5496+xbvXq1Vq9erU6dOjX8IlqgfF0R7pF0nKQLzOx2d/+s0EzNbAtJ5yl4+KzuO1ammHkMAAA0hsMOO0xdu3bVY489phUrVqhz5861+x588EGtXbtWJ510kjp27Bg778svvzznviuuuEIbNmzQQQcdVFS5m1tjzjx2t6RfKBgdIWVmx7r7p/VlGAa1f1PQFeFjSbcWXJoWjpnHAABAY6ioqNDw4cM1efJkPfTQQxo5cmTtvrvvvluSNGbMmEY735dffqlzzz1XEyZMUEVFhcaNG9doeTeluDOP5eyK4O7rJZ0sabWkgyS9a2ZXmNk2UenNrIOZjZH0sqTBkjZI+l93XxX3IgAAAJIuqjvCqlWrNH36dPXq1Suyj2wxnnrqKfXv318TJkxQu3btdOutt2rvvfdulLxbmrxT6rr7c2Z2tKS7JHWXdL6k881soaR3JP1XUjcFQ4PtqGBCB1Mw7e6P3f2+pis6AABA+Ro8eLC6du2q6dOna926daqoqNBDDz2kNWvW6MQTT1Tbtm0blP+KFSt0zjnn1E7k0K9fP02ZMkX77bdfYxS/Rcr38Jgkyd2fkLSHpJskrVUQuG4n6ZuSRkg6TNJOYV4m6VFJA9z9L01UZgAAgLJXUVGhYcOGacWKFZo5c6akxuuG8Nprr2nvvffWTTfdpO7du+sPf/iDXnzxxUQHtVI9LbZp7v6JpCoz+5mkIZIOVNBCu5WkNZIWS5or6VF3f6uJyookqO4SrhlWDACAESNGaMqUKbrvvvv0ne98Rw888ID22Wcf9evXr+g8P/jgAx111FF6//33deCBB+qee+6JHCEhiQoKbNPcfbmCbgl3NU1xAAAAWo/BgwerS5cuuv/++zV48GCtWrWqwa21v/rVr/T+++/r2GOP1dSpU9W+fftGKm3LV29XBKAx9F47Vb3XTi11MQAAaFHat2+vYcOG6YMPPtDFF1+sNm3aaNSoUUXn9/nnn2vatGlq27atbrzxxlYV1EoxW2wBAABKrfe46aUuQqMaMWKEbrnlFr3++us64ogjtP32xU76Kn300UdasWKFOnTokLflt0ePHpoyZUrR52mpCGwBAABK6PDDD1fnzp21YsWKBndDWLRokSRp7dq1+sc//pEz3U477dSg87RU5u6lLkOLZ2YuSYmtq2Z4oCv913VNh9ER5+dBMgAAUBgzkyS5u2Xvo48tAAAAEoGuCGgWNeOHSpJ6j5u68XW6pRgAAKARENjGUFVVVWdb1BzGAAAAaLhUKqVUKlVw+lh9bM3sK5Lk7u/FSP+Fu39U8ElaoCT2sc18orS232sz9HWt7Wub2WJLH1sAAFCgfH1s47bY1kjaEOO41yV9ImnnmOcBAAAAYinm4bE60XFkIrPtJHWUtF0R50AzSfd9BQAAKHd5W17N7CxJZ0VsX1BPviapV/jzwuKKBgAAABSuvi4FXSX1ztpmEdvyuTJGWgAAAKAo9QW2kyXNDH82SY9LckmHFpj/O4U+aAYAAAA0RN7A1t3flfRu+nXGU2hPNG2xAAAAgHjijorA6AYAAABokWIFtmELLgAAANDi1Dcqwpfhj2+6+55m9pcizuHu/qMijkNrkTm1LpM1AACAItXXYmtZ67EKHh4raCzbkEsisG1hNs42VtJiAAAANJr6AtsnFQSm6S4IvwxfAw2X2Tqb2WoLAECUlvS7gv8wtkj1jYowKOt1dVMWBiVQog9m73HTa39m9jMAAAq3fPlybbvttrrhhht0yimnFHTM2rVrNWDAAH366ad6//33m7iEpRN3VAQAAIDSKmVraQtoNb711lu1bt26WMdceOGFeu2119SrV6/6E5cxAls0q8zW2cxWWwAAkN+SJUs0bdo0nXfeebGO++c//6lrr722iUrVsuQMbM3s8UY6h7v7YY2UV0lVVVXV2VZZWanKysoSlAYAALQWAwYM0Ny5c2Mft3TpUp100knq06eP3n777SYoWdNKpVJKpVIFp8/XYjtI+UdASD9EVt8ICYl52GzixImlLgIAAEiAk08+WTfffLP++Mc/6vTTT6+z/5hjjtF9992n22+/XaNHj9aQIUO0//77S5Lmzp2r559/vt5zuLtOP/10ffzxx3r66af1zW9+s9Gvo6lFNSBOmjQpZ/p8ge0tyh+UnhTunxKjfAAAAK3eiBEjdPPNN+vvf/97ncB25cqVevjhh7Xllltq+PDhkqTLL7+8dn91dXVBge1tt92mu+66SxdddJEOPPDARi1/S5UzsHX3sfkONLOTwnQ/bOQyAQAAJNphhx2mrl276rHHHtOKFSvUuXPn2n0PPvig1q5dq5NOOkkdO3YsKv+amhr95Cc/Uf/+/XXRRRc1VrFbvDalLgAAAEBrU1FRoeHDh+uLL77QQw89tMm+u+++W5I0ZsyYovL+8ssvNWbMGK1fv1633Xab2rVr1+DylgsCWwAAgBIYMWKEJOnvf/977bZVq1Zp+vTp6tWrlwYNGlRUvldddZX+9a9/6eqrr9buu+/eGEUtGwz3hZYlc3xAZnUBACTY4MGD1bVrV02fPl3r1q1TRUWFHnroIa1Zs0Ynnnii2rZtGzvPF154QRdffLGOPPJI/fjHP26CUrdsBLYAAAAlUFFRoWHDhmnKlCmaOXOmhgwZ0uBuCPfff7/Wr1+vxYsX66ijjqqzf/HixTryyCMlSTfccIP69OlT/AW0QAS2aBkyW2dbwKwuAAA0hxEjRmjKlCm677779J3vfEcPPPCA9tlnH/Xr169B+eYaNWHdunX6xz/+ISkYfSFp6GMLAABQIoMHD1aXLl10//3366GHHtKqVauKbq2VgqHA3D1ykaRevXrVvt5nn30a6SpaDgJbAACAEmnfvr2GDRumDz74QBdffLHatGmjUaNGlbpYZYuuCCi53uOm1/5cM35oCUsCACgLCeuyNmLECN1yyy16/fXXdcQRR2j77bcvdZHKVs7A1swuLiSDQtK5+y/jFAoAAKC1OPzww9W5c2etWLGiQd0QIFm6z0WdHWYblH9K3YK5e/zxKloQM3NJylVXZSn9124LGVIr3WpbM35oiysbAABoOcxMkuTulr0vX1eE99RIgS0AAADQ1HIGtu7euxnLAQAAADQIoyIAAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEyDdBA7JUVVXV2VZZWanKysoSlAYAACDZUqmUUqlUwelzTqmLjZhSt+kxpS4AAChEsVPqAqWVDnAlglwAAFAv+tgCAAAgEWixRcuT2Tqb2WoLAACQBy22AAAASARabNGipB8ik8IHyQAAAApEiy0AAAASgRbbVmST1tAOJSxIhMzW2cxyAgAAFIoWWwAAACQCgW0rVJZ9V6u7MEICAADIi8AWAAAAiUBgi5atejmzjgEAgIIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAImwWakLAOTSe9z02p9rOpSwIAAAoCzQYgsAAIBEaLUttmbWUVK1pBGStpH0sqRfuPuMUpYLUs34obU/Z7baAgAA5NOaW2x/JekHks6VdLCkZyQ9Ymb7lbRUAAAAKEqrbLE1M5N0qqTz3f2ecPPzZra/pCpJp5escAAAAChK2bTYmllbM/vQzC6rJ93xZvaMma0ys6VmljKzfbOSdZH0oaTnsrYvkrRjIxYbja26y8YFAAAgQzm12B4laft8CczsbEnXhi/fkNRV0tGShpjZoe7+tCS5+zJJX8s69mvhOX7TmIVuSWo6jA5+qC5pMQAAAJpEi2+xNbPOZjZG0l/qSddN0q8lrZU00N33lLSDpLMkVUi6PsdxZmYnSJol6QNJ1zVi8dFYqpdvXAAAACK06BZbM7tb0nEFJh+lIID9hbvPliR3d0nXmdlQBa22e7n7qxn57yLpZkkHSbpH0o/D1txkIzgEAAAJ1KIDWwWtqJ+EP+8uaVCetKPC9b0R++6VNCRM86okmdk3JD0W5j/Y3R9rhPICAACgRFp0YOvu16R/NrOxyh/Y7ixphaR5EftmhetdwrzaSrpTQZBb6e5LGqG4aELp8Wwzx7gFAADI1KID20KZWRtJ20p6L+x+kC0duPYI19+QtJOkiyVtZWZbZaRd4+4fNFlhAQAA0CQSEdhK6iapraRPc+zPDmx3CNdTItI+oRwtw/379y+4QFVVVaqqqio4PaKlW2gjZyDLHPKLfsMAAJStiRMnauLEiQ3OJymBbX3ahut2kuTud0myuJnMnTu3McsEAAAAxWsQDObZipaUwHaJpC8lbZ1jf3r7R81THDSpzNZZJmoAAAChFj+ObSHcfYOkxZK6WXQY3y1cE9gCAAAkVCIC29ACSZ0k9YvYNzBcv9N8xQEAAEBzSlJgOy1cHxOxb3i4nto8RQEAAEBzS0ofWykIWq+WdKGZPerus8NuCWdKOlzSHHd/pSEniOrUXFlZqcrKyoZkCwAAgAipVEqpVKrg9IkJbN19qZmNk3StpFlm9pqCh8Z6SlqrIMBtkMYYhgIAAACFiWpAnDRpUs70SeqKIHefIGmEpOck9ZG0haSUpAPc/dkSFg0AAABNrGxabN19sqTJBaS7W9LdTV0eAAAAtCyJarEFAABA60VgCwAAgEQgsAUAAEAilE0f25aA4b4AAACaT9zhvszdm7A4yWBmLkllX1fVXcL18tKWowi9x02vs61m/NCyviYAABBfME2B5O6WvY+uCAAAAEgEuiKgLNSMH1r7c1TrLQAAAIEtkiHdJUGiWwIAAK0UXREAAACQCLTYorxlts5mttoCAIBWh8A2Bob7AgAAaD4M99UEGO6rZUk/PJb5QJmkxFwfAADIjeG+AAAAkHgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIjBBQwxM0AAAANB8mKChCTBBQ8vCBA0AALRe+SZooMUWZSsd4EpZQW46wJUIcgEAaEXoYwsAAIBEoMUWZSezdTaz1XaT1tnMVlsAANAq0GILAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASARGRYiBmccAAACaDzOPNQFmHmu5mIUMAIDWJd/MY3RFAAAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAicAEDQmXHudVkmo6lLAgAAAATYwWWwAAACQCgW0rUWdmLgAAgIQhsAUAAEAi0Mc2hqqqqjrbKisrVVlZWYLSAAAAJFsqlVIqlSo4PYFtDBMnTix1EQAAAFqNqAbESZMm5UxPVwQAAAAkAoEtAAAAEoHAFgAAAIlAH1skwiYTUWQObVbdJVwvb+YSAQCA5kZgi9YhHeBKBLkAACQUgS3KWmbrbGarbW3wmhnQAgCARCOwRbJlts4S5AIAkGg8PAYAAIBEoMUWiZPzQTIAAJBotNgCAAAgEWixRWLkfJAMAAC0CrTYAgAAIBEIbAEAAJAIBLYAAABIBPrYxlBVVVVnW2VlpSorK0tQGgAAgGRLpVJKpVIFpyewjWHixImlLgIAAECrEdWAOGnSpJzp6YoAAACARCCwBQAAQCIQ2AIAACAR6GObcDUdRgc/VJe0GAAAAE2OFlsAAAAkAi22rUX18lKXoOWo7pLxM/UCAEBS0GILAACARKDFFq1HZutsZqstAABIBFpsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILBFovUeN129x00vdTEAAEAzILAFAABAIhDYIpFqxg9VzfihpS4GAABoRgS2AAAASAQCWwAAACQCgS0AAAASYbNSFwBoLpmjI9R0yNhR3aVu4urlTV8gAADQqAhsY6iqqqqzrbKyUpWVlSUoDQAAQLKlUimlUqmC0xPYxjBx4sRSFwGNoGb8UKk6Ykf18ujWWwAAUBJRDYiTJk3KmZ4+tmgVck7SQCALAEBiENgCAAAgEeiKgETLNUlD77VT8+4HAADlhxZbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgETYrdQGAUuo9bnrtzzXjh5awJAAAoKFosQUAAEAi0GKLVimzdTaz1RYAAJQvWmwBAACQCAS2QJTqLsECAADKBoEtAAAAEoHAFshUvTxYAABA2SGwBQAAQCIQ2AIAACARGO4LyCfzATK6KAAA0KLRYpvBAv82s31KXRYAAADEQ4ttyMw6SDpX0m6lLgtagMzWWYb9AgCgLBDYSjKzn0q6WlK7UpcFAAAAxSnLrghm1tbMPjSzy+pJd7yZPWNmq8xsqZmlzGzfiKRTJe0taXCTFBgAAABNrlxbbI+StH2+BGZ2tqRrw5dvSOoq6WhJQ8zsUHd/Op3W3T+R9ImZrW2S0qJs9B43fZPXNeOHlqgkAAAgrrJqsTWzzmY2RtJf6knXTdKvJa2VNNDd95S0g6SzJFVIur6pywoAAIDmVTaBrZndLWm5pFskbVNP8lEKAtjL3H22JHngOkmPSNrXzPZqyvICAACgeZVTV4RZkj4Jf95d0qA8aUeF63sj9t0raUiY5tXGKhwAAABKq2wCW3e/Jv2zmY1V/sB2Z0krJM2L2DcrXO/SWGUDAABA6ZVNV4RCmVkbSdtKWuLuHpFkSbju0XylAgAAQFMrmxbbGLpJaivp0xz7iw5s+/fvX3DaqqoqVVVVxT0FAABAqzNx4kRNnDixwfkkMbCtT9twXWcyBnevkWS5Dpw7d24TFQkAAKD1itMgaJYzVEteVwQFLbJfSto6x/709o+apzgAAABoDokLbN19g6TFkrpZdEjfLVwT2AIAACRI4gLb0AJJnST1i9g3MFy/03zFAQAAQFNLamA7LVwfE7FveLie2jxFAQAAQHNI6sNjUyVdLelCM3vU3WeH3RLOlHS4pDnu/krcTKM6NVdWVqqysrKh5QUAAECWVCqlVCpVcPpEBrbuvtTMxkm6VtIsM3tNwUNjPSWtVRDgxtYYw1AAAACgMFENiJMmTcqZPqldEeTuEySNkPScpD6StpCUknSAuz9bwqIBAACgCZRli627T5Y0uYB0d0u6u6nLAwAAgNJLbIstAAAAWhcCWwAAACQCgS0AAAASoSz72JYKw30BAAA0H4b7akIM9wUAANB8GO4LAAAArRKBLQAAABKBwBYAAACJQGALAACARODhsSSq7lLqEiRG73HTVdMhfJFZr9XLS1IeAACQG4FtDAz3BQAA0HwY7qsJld1wX9XL1XvcdElSTWlLUnZqxg+t/bn3uKkbt9EaDgBAs2G4LwAAALRKBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwTbD0UF8AAACtAePYxsAEDQAAAM2HCRqaULlN0JA5yQAAAEC5YYIGAAAAtEoEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIjCOLVCs6i5Zr5fX3ZbeDgAAmhyBbQzMPAYAANB8mHmsCZXbzGMooVyttwAAoGDMPAYAAIBWicAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAuEeo+bXnhipssFAKDF2azUBSgnVVVVdbZFzWEMAACAhkulUkqlUgWnJ7CNYeLEiaUuAppAzfihhSeuXh6xjdZbAACaQlQD4qRJk3KmpysCAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCJuVugDlpKqqqs62yspKVVZWlqA0AAAAyZZKpZRKpQpOT2Abw8SJE0tdBAAAgFYjqgFx0qRJOdPTFQEAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBE2K3UBgHLRe9z0yO01HcIfqrvUe1zN+KF101Uvjz4233YAAFAHgW0MVVVVdbZVVlaqsrKyBKUBAABItlQqpVQqVXB6AtsYJk6cWOoioARqxg+N3F7bEltPC2rN+KE5W3vriNt6CwBAgkU1IE6aNClnevrYAgAAIBEIbAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAIBLYAAABIhFYb2FrgEjP7j5ktNLPbzKxzqcsFAACA4rTawFbSLySdLekCSSdI2kPSPaUsEAAAAIq3WakLUApm1k7STyRd4O53h9tOlPSGmfV193klLSAAAABiK5sWWzNra2Yfmtll9aQ73syeMbNVZrbUzFJmtm9Wsn6Sekiant4QBrPvSBrS6IUHAABAkyubwFbSUZK2z5fAzM6WdJekAyTVSFoj6WhJz5jZtzKSbheuP8zK4gMFAS8AAADKTIsPbM2ss5mNkfSXetJ1k/RrSWslDXT3PSXtIOksSRWSrs9IvrWk1e7+ZVY2KyR1b6yyAwAAoPm06MDWzO6WtFzSLZK2qSf5KAUB7GXuPluSPHCdpEck7Wtme4Vpl0rqaGZts/LoLOnTxio/AAAAmk9Lf3hslqRPwp93lzQoT9pR4freiH33Kug7O0rSq5I+Drf3kvReRrodJH1UZFkBAABQQi06sHX3a9I/m9lY5Q9sd1bQlSBqRINZ4XqXcP2apIWShkr6Y5h/X0m9JT3agCIDAACgRFp0YFsoM2sjaVtJ77m7RyRZEq57SJK7f2Fmv5d0hZktVND94LeSHnH315ujzEiO3uOCwTVqxg+NTlDdRTUd0j9HH1+7P+u4ekWk6b12au3PNeOHbixfh9ERxy+v/xyZeY+bXmdbzfihdcsRM9+CRNVHU5wHAFC2EhHYSuomqa1y94/dJLANXa7g+q9S0Lf2YQVj2+bUv3//ggtUVVWlqqqqgtMDAAC0VhMnTtTEiRMbnE9SAtv6pB8Sa5feELbsViuyDS3a3LlzG7VQKG/pFtqoVkxpY8tpdktudgtq0OKZkaCYVsjq5bUtmpmttPWlLVa952hKjVB+AEDLEqdB0Mxy7mvRoyLEsETSlwqG8YqS3s6DYQAAAAmViMDW3TdIWiypm0WH8d3CNYEtAABAQiUisA0tkNRJwXS52QaG63earzgAAABoTkkKbKeF62Mi9g0P11Mj9gEAACABkvTw2FRJV0u60MwedffZYbeEMyUdLmmOu7/SkBNEdWqurKxUZWVlQ7IFAABAhFQqpVQqVXD6xAS27r7UzMZJulbSLDN7TcFDYz0lrVUQ4DZIYwxDAQAAgMJENSBOmjQpZ/okdUWQu0+QNELSc5L6SNpCUkrSAe7+bAmLFhtBdF3UCeLgfolGvdRFnUSjXqJRL9FaSr2UTWDr7pPd3dz9F/Wku9vdD3D3ju7e1d2/29AuCKXQUm6QloQ6QRzcL9Gol7qok2jUSzTqJVpLqZeyCWwBAACAfAhsAQAAkAgEtgAAAEiExIyK0BwY7gsAAKD5xB3uixbbGCZOnFhnqS+ojfNmNIZiz1fMcc15roZo7nI29/WVi3Kpz3K5X5JcL9RJyziuWOVyfdRL4x5XrPrOV1lZWSf2yofAtom1tBukMY9LyoempRyXdOVSn+VyvyS5XqiTlnFcscrl+qiXxj2uWI19PgJbAAAAJAKBLQAAABKBwBYAAACJYO5e6jK0eGZGJQEAALQg7m7Z22ixBQAAQCLQYgsAAIBEoMUWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgETYrdQGwKTM7XtK5kvaS9LmkpyVd7O4vlrRgzcDMjpL0f5K+JqmTpFcl3SPp9+6+PiPdGZKOzpPVb9z9saYsa3Mxs19JGpAnybnu/lpG+lZ7/+QStw7LiZm1lfRfSX9x91/kSBPrnkjCPVRgvRT0fROmLfvvnPrqpJjPSWu5V2LmV9bfNzE/F4dIukhS/3DTXEmX5/osxE1fNHdnaSGLpLMlebi8LumD8OfPJX2r1OVr4muvDq/1S0lvSJojaW24bZak9hlpH8iop6jl+6W+nkasl9fqudZvt6b7p566yFwGFVOH5bYoCLZc0mU59se6J5JyDxVQLwV/34Tpy/47p4A6ifU5aQ33Smv7vonzuZB0nKQN4b63wsXDbSMi8o6VvkHXUeqKZKl907uFXwhrJH0z3GaSfhq++S+UuoxNeO19JK2T9KmkgRnbe0p6MvtLR9KbklYoHK4uqYuCrkJrJL3C/VN7nQ/Xs6wMv5T7xq3DclokdZY0RtKiPL+UY90TSbiHCqyXWN834b6y/c4psE5ifU5a0b3Sar5v4nwuFPy3/2MFQekxGWmPCbctktQuY3us9A2+llJXJkvtG3xGeOP8PGLfP8J9e5W6nE107ReF11cdsa+npPWS3gtftw2/UJ8vdbmboV56hfVyD/dPQfV1eHidlxRTh+WySLpbdVuBon4px7onyv0eilEvBX/fhNvK9jsnRp3E+py0lnulnjwS9X0T8/dwupV7UkTaP4X7KjO2xUrf0IWHx1qOUeH63oh992alSZpdwvXM7B3u/qGC1pIdzWwrSTtIqpD0n2YrXel8NVwXcq2t+f6RmW0tabKkpyRdnrErTh2Wi1kKfhn8SRGfmQxx74lyv4cKrZc43zdSeX/nFFoncT8nreVeiZTQ75s4n4sW/d3Cw2Mtx84K/tU1L2LfrHC9S8S+JHhV0p8l/Tt7h5m1kbS1gr/oVkvaL9z1tpmNlnSogg7ur0j6u7fgTvlFSH9Jvmtmp0kaqKD16GVJd7l7TUba1nz/SNINkrpIOtE3fcAhTh2WBXe/Jv2zmY2VNChH0rj3RFnfQzHqJc73jbTxHiq775wYdRL3c9Ja7pVckvh9E+dzsXO4a3ZEPrm+W+Kkb5hSN3+z1PbLWS9pQY796X9vzCh1WUtQN6eG1z4rfF0Vvl6luv9KWifp/FKXuRGv/Yo817pS0g+4f1ySDlLWvwTj1mG5LpLGKrpPaKx7Imn3UK56KeC4Tb5vwm2J+M7JVydxPiet/V5pjd83Eb+HFyjoW9wmIq1J+kLSOxnbYqVv6EJXhJahm4K/6j7NsX9JuO7RPMUpPQucI2liuOmX4Tr9F/E6Bf+62E7SVySdGW4bb2ZDmrOsTSh9rUsU9FHqpqCD/yWSOkj6s5ntqVZ8/5iZSfqNpIWSfhuRpNA6TJq490SrvYekvN83Uuv4zonzOWm190pr+77J87noIWmZu2/IPsaDaHWJpB5hfRWTvkHoilAe2obrdiUtRTMxs70k/U7SIeGm/3P3h8Ofn5K0VNL97v5GxmG/N7NPJd0m6TJJjzRXeZvQ/ZJekHSru38Qblsq6Zdm9qWC67xE0k/qySfJ98/xkr4h6Sfu/lnE/kLr8HvNUdgWJO49kdh7qJ7vG6l1fOc05ucksfeKWtH3TQGfi3zaKl58GTd9fqVu4mbZ5F877+TYv6OCfwM8WeqyNnE9tFfQEX99eL3vShocsx6XKRh3r22pr6eJ62qrsI7+01rvHwX/wnpR0nJJHRtSh6W+lgbUwVjl74pQ0D2RtHsoV71kpWnQ901GvZXFd04hdZLjuE0+J63xXgnTtYrvm0I+Fwq6FmxQ7q4F2SOLxErf0IWuCC2AB83ziyV1y9EU3y1cf9R8pWpeZtZTwWDQFyr4JfELSV9z938WmkdYj28p+GBu2xTlbCnc/VMF/775ioIvn9Z4/3xD0j6Sprr76nrS1pFZh431L7CWIu53Smv7DmqM7xupdXznZH9OWtu9kiHx3zcxPhcLFQSkXSOy6aKgBfajBqRvEALblmOBgidt+0XsGxiu32m+4jQfM+ss6SEF0zLOl9Tf3S939zVZ6Tqa2VgzG5Ynu+4Kntpc2GQFbgZmtm14rYfl2N9OwRfC2x782dsa758fh+u/RO0sog6TJu490SruoUK/b8K0if/OKfJz0irulSyJ/r6J87lQ8P5L0rci9uX6bomTvkEIbFuOaeH6mIh9w8P11OYpSrP7X0l7Kxj24xvu/maOdGsU9E+6x8x6Ze80sz0UtGC+7BGd1MvMZwqGlLnLzDpG7D9MQZ+kl8LXrer+MbNOkkYqaC2bmyNZ3DpMmrj3RGu5hwr9vpFax3dOMZ+T1nKvSGo13zdxPhct+7ul1P05WGr7mWytoOl/raKnKHyu1GVswmufF17jPgWk/WWY9glJ22Rs30XS8+G+IaW+pkaql1vC67lDUqeM7fsq+Av4C0n9WuP9I2lYeF03NVYdluOi/EM4xbonknQP1VMvBX/fhOkT8Z1TT53E+py0lnslI03iv2/ifC4UBOgfKug3e2zG9vQUuR9K2qzY9A1dGBWhhXD3pWY2TtK1kmaZ2WsKvjx6KvjyOLOU5WsqZtZW0u7hy1+bWc5/0bj7kQo6tQ9RMJZgjZm9ImkLSX0VfHh+6+7l/HRyprMV/Ovme5KGmNnrCvqv7abgC+gcDweHb4X3z1Hh+ql60p2tAuswaeLeE63hHiri+0ZqHd85ZyvG56Q13CtZEv19E/dz4e7rzewMBVMT32NmbynoAbCLguv8X8+YuCJu+gYr9V8JLHX+Ejpe0rMK+mwtUzB8yN6lLlcTXu+2qjuQdeSSccwWki5QMPPPSknvS3pA0pGlvp4mqJ9ukq5S8Nf0agV/9f9Nwb+KWuX9o6BlqCa8L3Zp7Dosp0WFtTbFuieScA/lqpdivm/C48r+O6e+e6WYz0mS75WM/Yn/vmnA5+IQSTPCz8RKSY9LOjjPeWKlL3ax8GQAAABAWePhMQAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsASDAL3GNmHi6HFHDMX8O0X5rZt4o4565m9gcze9LMPjSzVWb2mpmlzOwMM+tQ3NW0PGbWO123pS5LJjOrDss1OcYxvTPuk6hljZm9bWaTC7mPUDpmNiji/ZtQ6nLFZWbLsq6hpr5jCGwBIME8mF7yx5IWh5smmVnHXOnNbLikkeHLq9z96ULPZWZtwl+e88JzfkfS9pI6StpT0tGSrpf0HzOrzJHH2DAo26fQ86LZdJC0i6STJD0e/gG0eYnLJDOrKTToiZHn2eF92Dtr+9iMIGtsY50PjYfAFgASzt0XSTo9fNlH0q+i0pnZ1pL+GL58WVJ1zFP9TNJZktpKuk/SoZK2k9RZUj9JP5X0X0k7SPqbmQ2IyGOspEsk7RPz3Ghch7i7pRcF8UJ3SYMl3RGmGSnpfjNrW6pCNqGzFdyHvUtbjAZ7N+N9PLvUhYnL3buG91/B/yEgsAWAVsDd/ybptvDl2WZ2QESyaxQEouskjXH3zwvN38x6SLoifPkbdz/G3We4+0J3X+nur7v79ZL2k/SupM0k/bzY60Hz8sASd3/M3U+QdHK4a7CkM0tYNEl6W9K/w3VTWx6e69/hz2hhCGwBoPX4qaQPFHz3/8XM2qd3mNlRCv7FLEk/d/dXY+b9jTDfDZIuy5XI3T/RxhbjqBZblAF3v1nS/eHLC82sooRlOczdv+buhzXDue4Nz/U1d7+3qc+H+AhsAaCVcPdPJf0ofLmHwhZTM+ssaWK4/UlJ1xaRfd9wvTJc8nlS0j2SZpvZFmEZJocPYB0cprk56uEnM+tiZj8zs+fM7CMz+9zM3jWzGWZ2UmawnnFMul/kjeHrw83sUTNbYmYrzOx5M/tpruDMzLY3s9+FD059bmaLzOxeMxuY7yLDB/eOMrMHzOyt8OGrxWb2kpmNN7Ov5DjOzeyz8OcBZvaEma01s+qsdIPN7P4wz8/Dc1wddilpDleF620k/U9UgrCu/xa+V2vN7D9mdpuZ7ZeVrl34friZXZTrhGb2/TDNejPbPtw2OdxWHZF+czOrMrN/mdl/w3p638xmmdmZZtYpK/3M8D7cKdw0IzNvq+dhQTP7ipn9xswez7i/Xjazy8ysW45jZoZ5HmhmFWZ2gZm9Ed4v75vZg1bEQ5z52MZ+yd3NrK+Z3Rne12vN7FUz+5GZWZj2f8IyLg+XZ8zs2PT+jDzTD6w9EN77Y8xsjgUPj34abu8Xpu1gQR/m+eE537Ogz/YuDb44d2dhYWFhaUWLpBsluaQvJH094/UKSb2LzHN0mIdLOqGI4ydnHJ+5TM5I01XSWznSpZe/SWqTlffYcN+Nkn6ioFU517GWdewBkj7NkX6Dgn6YrvA5vaxjf1NPWT+R9NWI41zSZ5K+LWl1RvrqjDRX5Mn3XUk3ZddfAe9B74w8BhV4TPr9uDpre1tJf6jn+s/JOmZiuP3FPOdLhWkeiLh3qrPSVkiaVU8ZnpG0ecYxM3Okq86uo4iyHRG+b7nOtUhS/4jj0uccJOmJPMcPi/FeDgqPqcmxvybcX6ngD9Go8/2fpHPylOe4HOd8QNLVOY5ZLmkvSbNz7P9QUue417NJ2mK+wFhYWFhYyneR1EnSgvAXxTsZv1R+2IA8t1IQqKXzmippqKSOMfNJ/5IfG7Hvj9oYgI9V0B+4g6SvatMg8rCs48aG25+XtD78xfvNsB720sZgySUdlHFchYJ+m+lA88eSdpbUS0G3jWWZv5SzznlAxr5JClq0N1fQujlC0sJw360R1+kK+jl/JOk/ko6XtKukduH+wzLynivp8LD+91HdYHJyjLrvnXHcoAKP+WeY/p9Z2y/IyOtPYdk6Sxoo6cGMfSdkHHNoxvZdIs7VNawXl3R8xvbJig5szw+3fyHp/yl4aLGDpK9IOk/Sl+H+H0WcqyaqHpQjsFUwWkQ6QPyvpOMU3J9fCe+VpeG+9yVtleOefza8vvMU3NNdJQ1XEOy5pAUx3stBKiywXSbpOUnfUvB5+JaCUU3S9eaS/iFp//D9O0rBfemSnstxzmXh+ioFD6t2U/DZWR9u/zzM+wJJO0rqIenSjPf+f+NezyZpi/0SY2FhYWEp30XSQdq05fLvymqtLCLPQ7RpcJv+JTZT0sUKhv9qX08e6V/yYyP2vZzrF1/WsedlbR+bUZ6oFt3Nw2DEldGKqKBPsof1NCDifHtl/PL3rH3/LyNYqVOvGWV6I2JfuqzvKusPAwVdCOdm5L15xPFXZuQxOcb71zvjuEEFHnNzmP7FjG1ba2NL88URx5ikadoYBKYD9raSPs5+HyLqbGnmfaTcge3fw+1X5Sh7+rg/ROyriaoH5Q5sJ4Xbl0jqEZHf7toYlF+Q4751ScMjjh2asb9bge/LIBUW2L4TcY8dnHG+ZyS1zdr/w3DfyhzndEnj89wruYLXdGv19XGvJ3Ohjy0AtE7PK2h5Sbvfw98gxXL3GQr67v5MQfC1QUGr58EKWmSelLTUzG624sap/aWkUZL+mmN/+npyjtMraZy7b8gq9xoFv8CloNUq7cRwPdXd52Rn5MEDdlNznOeJsKz/m6NeCynrNe6+Omvb7gpaz6TgIb81Ecf9WkGrdnNYGK4z622ogj8WPlQQZG8irI+zFQQqO0jaN9z+paS7wmTHRpwrPb7yNC9sxI4/KngPrs+xv5D3oFBDw/U17r4we6e7/1vSLeHLo3PkMUtBMJ5tZsbPnSL2N8R1EfdY5r1+Vfi+ZHo2XG+ZJ9+rIral812hoBU/WzrfBl0jgS0AtE6/ltQz4/VvzKxXQzN190XufrW7D1DQcne0gv526VbGjgpa3p4zsx/lzCg673vc/a/uvjRzu5ntZGanKccDTBkWuvv8HPtWRWzbNVw/kCfPyH3u/kJY1uezyrqFmQ2VdGE9ZZWkl/KUaa2kx3Oce5mkfxWQf2PYNlxnPjC4e7h+wt2/iDooDP7+E77MHB0jPUbuN9MPh0lS+ODV4PDl5EIK5u4Ph+/BfzO3m9l2ZjZG0vcLyac+FjwAmS7rP/IkfTRc98mx/6moP4LcPerebCxvRJwvM9B9PeKY7EA428fZn9Gs496ICJYLybcgmzVGJgCA8mFmhyt4iEoKWtSqFPSD+7OZHdXQlts0d18uaXq4yMx6KuhveKGC1p4bzewZd4/65Zmr7L0UtOYNVBAgfFVB/9JCLIhxnq0z8s03PmrOPM2snYKHcwYrCPb6KOhzabmOyfJxxLavps+b3fJcaLka2Y7heknGtt3C9SgzG1VAHpnv3ywF/VB3UNC/ND1hyDEKYpZ5Cv5IKkj4Ph6roOvNVxW8B9vmPSi+zEC1Jk+69L4eZralu3+Wtb+53rNM9bV8FzyWdRPnWTBabAGgFTGzrRT0dZOCJ5MvUjBbmBQ81X1aEXlubmZHh0vOfyO6+4fufqWCoHSNgkDllBjnOU3BU/jXSTpBwcM5MxUMW3aEgv6z+awr9Fwx0ka1PMnMdpX0moJhzX6sYJzfdxUMpTZaGyc4yCcqACg0KIgsVxPYOVy/lLGtzpBr9ai9Z8Jg/c7wZWZ3hO+F68mF/uFlZsMU/FEySdIYBQ94zVHQLaZS0u9jljPnqQpMtz7j53YR++Pcn8iBFlsAaF2uV/BU/+cKngb/0symKuiLOFTSb83sn+7+Vow82ykYWUBhHg/mS+zur5rZDAVdB3bNlzbNgul3bwxf/lZBX8YPs9KcWOfAIrn7Z2a2UMET2320ab/DTHXG3TSzNgoC2t3C486W9ExmC6uZFTxFaJZ06/EuZtYmT6ttw8cDrYcF4/imWyufytiV7u4xyd2risj6DgVDTR0Stri2VTBiwgZtnD2vvrL1UhAgV4THXCrp7cyg2KKndC5GZov+TgoeoIySfk8+8WBMaTQBWmwBoJUws+O18YGoanefJ9U+zHO6gn6SHSVNMbO2MbJeqWBGMykYeqoQ6X8/5+rzmu34cP20u5+bHdSGvhqxrSHSAUuuh30kaUjEtt0VjJggSaPdfVZEAFpsWdNl6qAg2KvDzLZUMGxTUxsXrhdJeihje/o93TvXgeEA/vubWf+IVv45Cp7Wb6ugZfW48Od/5Hjfo3xXQVD7vqST3P2tiJbeRrlfwi4F6QfGou6HtPRno9B7HkUgsAWAVsDMttPGFs8XFDzQVcvd35d0bvhyoIKRDQoSBgzpkQp+amb5frnLzAZp4wNDs3Ily3qd/vf22hx5HirpwBzHFmtyuB4d1bpnZrspGPooW+a/4uuU14KZ3tJ9nOOW9S1trLMrzGzziDTnKHhwr8mY2Q8VBJ2SdLm7Z/4b/REFrasHmFllnYMDxyjoKzsje0d4P6UfIjtWG7shTIlRxPR78HlUq3Y4A1a6bPneg0Lfn/R/Kc4xs20iztdXG++Vh7L3o/EQ2AJAwoVTX96k4AGx9QomYlgfkXSSNgYavzSzr8c4zRUKxiRtI+lhM7vdgilfdwmnz9zezA4ws2sUjCSwmYLAJmp4I0naz8zaZEzb+UK4PtTMzjazbc2so5ntaWaXK+gKkf6ddrCZbRN2CWiIyQoCSVMwterpFkypup2ZjVYQYLZR3X6v8zK2/cnM9gjrYIewu8RsBTO+SVIvM/uGmRXUNTAM+tIjKgyQ9FRYz1uZWT8zu1ZSteqf1jiWsIV1KzM7xMymSfpLuOtRSTdklfFdbey/+lcz+7mZ7RbWwY5m9n+Sbg/3/8Hdo8qa/kPpSAXDxS1X7nslSvp+6WNmV5pZr/D8u5rZeQqGY0u3FB8Q7o/6L8X+4bXXF+BeoeCp/m6S5prZMWbWI7zesQrulc0U/GfjhtzZoMHqG+iWhYWFhaW8FwUPaKUHRq+uJ20fbRxc/xXVM6FC1rE7K/g3shew3KOIweYl/TkjzWeS/hxur1Aw1myu/OZq40xT6WWf8Nix4euZeco+Oap+FDz09WmOc36poBXufdUdsP/MPGVdpeBhphUZ2yZkHJve1jtPeS/Lk/+72jiI/uQY71/vAt+79HKHIiaICPPqIOneeo6fqqzB/zOON0lvZqT9Y5z3Ljz+njznflvBg5KZ24ZnHP9YxvaVki7JrqOIcvyPNp0COXtZKGn/iONmhvvH5rnGeu+JrPSDlGdCA+WYgKKQ8+WqgwLOOVZ5PocK/iCLvGfryztzocUWABLMzHZR8CS+FDylf0W+9O7+tja2CO6l4KGbgrj7Owq6Axwr6VYFrVQfKmi9XKCgNfgPkvZ09+PcfUlENpco+Ff2agWzei0O816noI/iJZJeVRAcLlcw6cOp4Xl/o2DEhBXhuaPyj8Xdn5O0p4KH7hYoeHL9UwX/Th7k7jfnOPT3CvrmzlAQ0HyuoG/lNZJ2c/dbFfyL/V1J72ljC2Oh5fqFgvp4QMF1fhHmc52k/RS0nje2zxUERLcpmLZ4pEdPECF3X6ugb+xIBbOMva6gW8bbClrXD5d0okePZxpETJtOxBGnG0L6+NEKZo97QcE98ZmCP7zOlbSXu/9JwbSuyyS9qOC9SDtLQcv62vC6672X3P1BBROUXKMgWF2qYMi2RxRMLrKHZ41rjMZnYSQMAACABAj7sc+Q9K679y5pYRpBnOuhxRYAAACJQGALAACARCCwBQAAQCIQ2AIAACTTTmbm4TKh1IWJy8yWmZkrYrzjXAhsAQAAkAiMigAAAIBEoMUWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEiE/w/1h1Ya2OZhKgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAH5CAYAAAB05X3IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABIR0lEQVR4nO3df5xd85348ddbfvqVpOI3ragtoqpUUprVikr9WIZomy+hSm1ldVtlt7ZCW2KLWqulurbd0PpZaSUqNYJSBCVEqCqlWsSvIJGQ+JGIyOf7xzl3TCZ3Zu6dzMy9c+b1fDzu49w553POeZ9PTk7e+cznfD6RUkKSJEnq6daqdQCSJElSZzCxlSRJUiGY2EqSJKkQTGwlSZJUCCa2kiRJKoS+tQ6gJ4gIh46QJEmqIymlaLnOFltJkiQVgoltFVJKVX+OPfbYDu236667duv5OrJfd56rp9SJ9VI/+1kvPbderJP62M96sV7qtV7aUlViGxHPRMRTVZR/PCJur+YckiRJUkdU28d2K6Ci/qYR0R8YBnywynNIkiRJVWszsY2Ig4GDy6z/RTvHDWBHYACwsMPRSZIkSRVqr8V2Z+DoZj+XWmuPblmwDVOrKCtJkiR1SHuJ7cwWP59OltyeUeHxnwKmVBlT3ZowYcJq6xoaGmhoaGh1n7a2dYWOnq8j+3XnudZEd8dpvdTHfh3VU66vyPVindTHfh3VU67Peunc/TqqvfM1NjbS2NhY8fGivbfLVikcsRJIKaU+Fe9UAKVxbKupqzU1YsQI5syZ023n6wmsk/Ksl/Ksl/Ksl9VZJ+VZL+VZL+V1Z71EZMPXpjLj2Fb78thXOiMgSZIkqbNVldimlC7vqkAkSZKkNdGhKXUjYg9gJLB+JeVTSv/ZkfNIkiRJlaoqsY2IfmQvgx1S6S5kL5uZ2EqSJKlLVdtiexzw+fz7C8B9wFudGpGA8iMw9HbWSXnWS3nWS3nWy+qsk/Ksl/Ksl/LqpV6qHRVhDrALcANwaEppWVcFVk9qMSqCJEmSVtfWqAjVJraLgfWAnVJKj3VWgPXOxFaSJKk+dOZwX+/my7lrFlLP1JEJGiRJktQxXT1Bw63AZ4FPpZRmVx9ez2SLrSRJUn1oq8V2rSqPdW6+/M4axiRJkiR1qqoS25TSrcDxwD9FxNSI+IeuCUuSJEmqTrVdEf43//pJstERAF4BngaWt7JbSint3eEI64BdEdTVhk2csUb7zz3ngE6KRJKk+taZL48dRzbhQvMDbZp/WmM2qN5j0uAO7TZ3YLYctuzqTgxGkqTepdrE9itdEoUkoPqW1zVt6ZUkqUiqSmxTSpd3VSBSoUxaXGX5jrX0SlIRLVy4kDPPPJPZs2fzxBNPEBFsu+227LHHHkycOJENNtig1iGu4pVXXuEHP/gBjY2NvPDCCwwZMoSRI0dy4oknMmbMmA4dc9iwYTz77LPccccdjB49unMDLrBqW2wlSZK6zN13380XvvAFFixYsMr6WbNmMWvWLH7+85/T2NjIqFGjqj72M888w4UXXsiDDz7Ik08+ybJly9hhhx0YOXIkEydOZLPNNqv6mH/5y1/Ya6+9mD9/ftO6+fPnM2PGDGbMmME555zDySefXPVxa+H111/nggsuAGDSpEk1jaWjqh3uS5IkqUssX76cr371qyxYsIBtt92WG2+8kQULFvDKK68wZcoUNt98cxYtWsSRRx7Jm2++WdWxb7nlFnbaaScuuOAC7r77bl555RUWL17MrFmzuPDCC9l222254oorqo73kEMOYf78+Wy88cb8+te/Zv78+fzhD3/gwAMPBGDixIncfvvtVR23Vl5//XXOOOMMzjjjjFqH0mFVtdhGxNMdOEdKKW3Tgf3qjjOPSZLUdaZMmcKTTz5Jv379uOWWW9hqq62ath122GFsvfXW7L777jz99NPcfPPNfPGLX6zouAsXLuTQQw/lzTffZOutt+b888/nU5/6FAD33nsvp556Ko8//jhf/epX2XHHHfnEJz5R0XGvuuoqnnzySfr27cv06dObjrnRRhtxzTXX8JnPfIY5c+Zwxhln8NnPfrbK2hBUP/NYtV0RhlVYruXICYUwefLkWocgSVJhPfroowDss88+qyS1JbvtthvDhg1j7ty5PPLIIxUntldccQWvv/46/fv3Z+bMmXzoQx9q2jZ27Fj22msvdt55Z+bOncvJJ5/MrbfeWtFxr746G8lmzJgxTUltydprr823vvUtxo8fz1133cW8efPYfPPNKzqu3leuAfHiiy9utXy1XRH2auOzDzABuARYAbwE7A6sX+U5JElSD3fCCScQEWyzzTatjgO/dOlS1l9/fSKC8847j7///e8AbL311q0e9wMf+AAAixYtqjiWRx55BIBx48atktSWDB48mBNOOAGA2bNns3LlynaPuWLFCu666y6Apm4HLe2777706dMHYI26Izz77LMcc8wxbLHFFqy99trssssuHHPMMcyaNavN/W699VY+//nPs9lmmzFw4EA+8pGP8KUvfYmHHnpotbIRsUq9RwQRwcyZM1cp9+c//5mvfOUrfPSjH2XQoEEMGjSIHXbYgS9/+cs88MADHb7GTpNS6vQPsDXwPFlyu0lXnKM7P2Qt0Elq1+mDsk837bfVyTekrU6+ofrzSVIXu+eee1Lp38+HH364bJlp06YlIPXp0yfNmzev3WO+8soraZ111klAmjx5csWx7LHHHglIZ5xxRqtlrr/++qZ4FyxY0O4x582b11R+9uzZrZYbPnx4AtI555xTcbwppbTVVlslIP34xz9OgwcPbjpXy89555232r4rVqxIX/va11rdp9x+rZW74447mso0r6Nyn4hI06ZNq+o6O6JZXrZaztYlL4+llJ4B/hnYBPheV5xDkiTVr913372pdfQ3v/lN2TLXXHMNAPvtt1/ZEQlSSrzxxhvMnTuXX/3qV+y77768/fbbDB8+nCOOOKLiWL7zne8wderUNvd58MEHARg0aBBDhw5t95gvv/xy0/e2ype2vfLKK5WGu4qTTjqJt99+u6lF+6WXXuLXv/41W2yxBQD/8R//0dQiXXLuuefy05/+FMjeD/rjH//I4sWLueeee9h///2bjvurX/2qaZ+UEs8888wqP6eUmoYae+eddzjyyCMB2GOPPbjnnntYvHgxr7/+OnfeeSe77bYbKSVOPPHEDl1npymX7XbGB+gPLAPmdtU5uuuDLbaqlC22ktTkpJNOSkDacccdV9v25ptvNrW+XnPNNWX3v+mmm1ZrFRw/fnx6+eWXOzXOJ554Ig0ZMiQB6dhjj61onxtvvLEpptdee63VcgcffHAC0uGHH15VTKUWWyA1Njautv3ll19Om2++eQLS/vvv37R+4cKFae211261hXrlypXpsMMOS0Dacsst0/Lly5u2PfPMM6m1nOehhx5KQOrfv39atGjRatub7/vKK69Uda3VortbbHPvAu+RtdpKkqRe5rDDDgOyl8KefPLJVbbdcMMNvP3223zgAx+oanShWbNmVfxyVyVuvPFG9txzT15//XU23HBDvve9yn7R3LyP77rrrttqudK2luPyVurTn/502T68m2yyCaeeeioAN910E2+99RYAM2bMYOnSpWy++eaccsopq+0XEVxwwQVEBC+88AJ//OMfK4pjo402YsqUKUyfPr2pn3NzzVvc33777YqO2RW6coKGzwJrA8924TmkYqlyBrK5A0vfqpzpTJK6wSc+8Qm22WYbnnrqKa677rpVJioodUMYP348AwcOLLv/fvvtR0qJRYsW8cQTT3D++eczbdo0jjzySBYvXszXv/71Dsf22GOPMXHiRG644QYANtxwQ2655RY++MEPVrR/8+4Hb7zxRquzoS1enD2fBw/u2AyTBx10UKvbxo4dyze+8Q0AnnrqKXbaaSf++te/ArDnnnvSr1+/svttsskmfOQjH+HJJ5/kgQce4JOf/GS7cWy55ZZN/1FpbsWKFTzwwANceumllVxOl6uqxTYiPlTBZ9uIOBK4iqypuA5ekZMkSd0tIpqSoeb9bN944w1uvPFGAI466qh2j7PBBhswatQorrnmGsaNGwfAaaedxrJly6qOacmSJXzjG99gp512akpqDz30UB577DF22WWXio+z6aabNn1/7bXXWi1X2tZ8qK/Ro0c3jTrQ/FNutq+2RojYfPPNWWeddQCaRpQotYxPmTKl7DlKn1K5tmJvKaXEPffcwymnnMKBBx7I8OHDWXfddRk1alSbQ3B1p2pbbJ9pv0iTAJYD/1nlOaReZ9iybCzEueccUN2OVbbwSlJ3O/TQQznrrLOYPXs2zz//PB/84AdpbGxk2bJlDB8+nJEjR1Z8rIjg2GOPZerUqSxatIinn36aHXbYoeL9Z8yYwb/8y7/w4osvAlmr5g9+8IPVxqCtRPPE9tVXX2WbbcrPRVXqstCR6XqBpuHCykkpNQ1NVkpw33nnnaqO/8Ybb1RU7q233uLQQw9lxowZAPTt25ePfexjHHXUUYwYMYIRI0aw6667VnXurlBtYlvppAtvAQ8C/5FSerTKc0iSpILYcccdGT58OI8//jjTp0/n+OOP59e//jUARx99NBHvpxZbbrklr7/+OldddRVjx44te7xNNnn/1Z3ly5dXHMfUqVM57LDDWLlyJRtuuCGXXHIJBx100Crnr8ZGG21Ev379ePfdd7nvvvvYbbfdViuzcOHCppbR0igGwGpjw7bl6adbn/R13rx5Ta3W22677SrLY489tlMnlpo4cSIzZsxgo4024qKLLuKggw5iwIABTduzd7pqr6quCCmltSr8rJ9SGp1SshuCJEm9WMvuCIsXL+bmm29mrbXW4ktf+tIqZTfddFPeeuut1V40a+7xxx8HshbD4cOHVxTDgw8+yBFHHMHKlSvZc889efjhhzn44IM7nNRC1pL6mc98BqCpFbOlW265palFda+99urQeUpdNsopde8YMGBA09BqpcS25RBgzaWUePDBB5kzZ07FLbalPtFnn30248aNWyWphfe7QtRaV46KIEmSxKGHHgrAXXfdxSWXXMLy5cvZZ599Vptidvvttwfg//7v/8r+Sn3FihWce+65AIwYMWK15Ko1F1xwAe+++y4jR47k97///Sqtp2vi8MMPB+COO+7gnnvuWWXb0qVL+eEPfwhkXR623HLLDp3jtttu4+abb15t/UsvvcTZZ58NwHHHHUffvtkv4ffZZx/WWmst7r//fhobG8se87rrrmPEiBFtJtstW2BLfx7lXvRLKXHOOee0um+3KjcGmB/HsVUHdfd4tB0dN1eSutnOO++cgKYxVn/1q1+tVub2229vGqN01KhR6Y477kgLFy5Mr776arrtttvSqFGjEpD69euXHnrooVX2vf/++9N2222Xtttuu/STn/ykaf0777yTBgwY0OZ4uW35yU9+0nTc+++/f5Vty5cvT9tvv30C0iabbJKuueaatGDBgvSHP/whNTQ0NM3Gddddd1V93tI4tgMHDkz9+/dP559/fnrqqafSSy+9lK655pqmMWzXW2+9NH/+/FX2/eY3v5mAtM4666Qzzzwz/fWvf01Lly5Nzz33XPrhD3+YBg4cmID07W9/e5X9mo9F+8ADD6SUsnFvU0ppr732SkDaZptt0syZM9Obb76ZFixYkG699da03377rTLW8I9//OO0dOnSqq+5UrQxjm2kDmTVEdEX+AJwILBN/ukH/A14ErgJuCaltKIDuXbdiYgEWX+VlhoaGqoaf08Fl7/MVXoZrFodfnlsksN9Sapv55xzTtO4qoMHD+bll18u2/p31llncfrpp/Pee++VPc7gwYO58MIL+fKXv7zK+pkzZza1QJ5++ulNIww8//zzTb+mr8RWW23F3Llzm36eNGkSZ5xxBpC1zJZm4ip5/PHHGT16NPPnz1/tWBHB+eefzwknnFDx+UuGDRvGs88+y5QpUzjqqKPK9iceOHAgU6dOXW2c22XLljF+/HimT5/e6vHHjx/PlVdeucrLae+88w5Dhgxp6re7/vrrc/311zN69GjmzJnDqFGjePfdd8seb+LEidx3331N/Yc//vGP8/DDD1d30WU0Njau1vJcGoEhpbRaX5Kqx7GNiGHAb4CPl1Y12zwSGAEcDnwrIr6QUppb7TnqVWd2wpYkqTc59NBDmxLbww47rNWxa7/zne8wduxYzj77bB577DGefvpp1l57bbbffntGjhzJt7/9bTbeeOOKz9t86tuuMHz4cB555BF+8IMfcP311/Piiy8yaNAgdt99d0466ST23HPPNTr+gQceyOzZszn77LOZOXMmr732Gptuuin77rsvEydOLDsaw8CBA7n22muZNm0a06dP55FHHuGpp55iiy22YIcdduCb3/wme++992p9jAcMGMBVV13FKaecwrPPPsv666/fNMHEiBEjeOihh/j+97/P7NmzmTdvHhtttBF77bUXJ5xwAiNGjOCpp57iS1/6Ek8++WSH+xS3VK4Bsa2hxapqsY2IdYA/AR8mS2hvA24F5gIr8vWfyz+JrAV3l5TS0iquoe6UWmw70rqtXqa7W1BtsZUk9TKlhLwzWmy/QdbtYClwQEppZpky50XEGKAR+AjwNeBHVZ5HkiRJqkq1oyJ8gawl9uRWkloAUkq/B04ha9Ud3dHgJEmSpEpVm9humy9bH1TtfaWevh+r8hySJElS1apNbEt9GSqZWHhRvhxS5TkkSZKkqlWb2P45X46ooGypjFPqSpIkqctVm9g+TNZqe14+QkJZEbE2cB5Zf9yHOxqcJEmSVKlqE9v/Bd4DdgQeiIjDImKD0saI+EBEHAo8QNa3diXw084KVpIkSWpNVcN9pZQej4hjgUuA4cAvASLirbzIuvkyyJLaf0kp/aWTYpUkSZJaVW2LLSmly4A9yCZngCyJXS//RP65A/hMSukXnROmJEmS1Laqp9QFSCndB3wuIgaQzTb2D2QJ7d+Bp1NKyzovREmSJKl9HUpsS1JK7wCP5x9JkiSpZqrqihARA1tZ3z8ivhYRH+mcsCRJkqTqVJTYRsS+EXE1MD8i+pcp0g+4CHgiIp6LiFNbS4IlSZKkrtBmYhsRfSLifLIpdA/l/VEPWt0F2BL4PnBnRGzYKVFKkiRJ7Wivxfb/gG+SJax/A04H3m1ZKKX0FrA5cBRwd15+BPlwYJIkSVJXa/XlsYjYEfhK/uN/A6eklFa2Vj6l9DJwZURcBfwb2cxjYyJiv5TSzZ0YsyRJ6oWGTZxR6xCazD3ngFqHoDLaGhXhRLKW19+llE6u9IAppQT8KCL2AA4GvggUIrGdMGHCausaGhpoaGioQTSSJKk3Wrx4MRtvvDEXXXQRX/3qV8uWSSlx1VVX8fOf/5wnnniCFStW8PGPf5yjjz6aL33pS0REN0fdMY2NjTQ2NlZcvq3EdjiQgPM7GMuPgbFkY9wWwuTJk2sdgiRJvV4tW0vrodX4yiuvZPny5W2W+cpXvsLll19O3759+ehHPwrAnXfeye23387111/PNddc0yOS23INiBdffHGr5dtKbEsJaUenxH0yXzoEmNTFOvqg9VdpktRzLFy4kClTpvDtb3+7zXJ33303l19+OVtttRU33XQTw4cPB+Cvf/0rhxxyCNOmTePnP/95q629PVlbL4+tly/nd/DYi/LlBh3cX5IkScDIkSPZcMMNOf7441m6dGmbZS+77DIAJk2a1JTUAmy33XZN26644oquCrWm2mqxnUc2Xe5mwLMdOPaW+bKjibGkClXb8loPv0qTpN7smGOO4dJLL+WnP/0pxx133GrbDznkEKZPn84vf/lLDj/8cPbZZx923XVXAObMmcODDz7Y6rGffvppAEaPHr3atpEjR7Leeuvxpz/9qXMupM601WL7cL7cr4PH3j9fdrQrgyRJUiGNGzcOgN/+9rerbXvjjTe4+eabWW+99Rg7diwAZ511Fj/72c/42c9+xoEHHtjmsUeNGsU///M/s/nmm6+27e233+btt99m/fXXX/OLqENttdheC3wBOCUifplSerPSg0bEusC3yV4+W/1PTJIkqRfbe++9GTJkCLfddhtLlixh0KBBTdtuvPFGli1bxlFHHcU666xT9bHPOuusVredffbZrFy5ks985jMdirvetdViO42stfWDQGNEfKCSA+ZJ7W/IuiK8Aly5pkFKkiQVSf/+/Rk7dizvvvsuN9100yrbpk2bBsCRRx7Zaed77733+Ld/+zfOPvts+vfvz8SJEzvt2PWk1cQ2pbQCOAZ4G/gM8GxEnB0RG5UrHxEDI+JI4E/AGGAl8K/5rGSSJElqplx3hLfeeosZM2awxRZblO0j2xF33303I0aM4IILLqBfv35ceeWV7LTTTp1y7HrTVlcEUkqzI+JAYCqwIXAycHJEvAI8AzwPDCUbGuyDZBM6BNm0u19LKU3vutAlSZJ6rjFjxjBkyBBmzJjB8uXL6d+/PzfddBNLly7liCOOoE+fPmt0/CVLlvCtb32LSy65BIAdd9yRyy+/nE984hOdEX5daqsrAgAppTuBHYBLgGVkieumwKeAccDewFb5sQK4FRiZUvpFF8UsSZLU4/Xv35+DDz6YJUuWMHPmTKDzuiE8+uij7LTTTlxyySVsuOGG/O///i9//OMfC53UQjsttiUppVeBCRHxH8A+wO5kLbQfAJYCC4A5wK0ppb93UaySJEmFMm7cOC6//HKmT5/Opz/9aW644QZ23nlndtxxxw4f88UXX2T//ffnhRdeYPfdd+faa68tO0JCEVWU2JaklBaTdUuY2jXhSJIk9R5jxoxh8ODBXH/99YwZM4a33nprjVtrv//97/PCCy/w+c9/nquvvpoBAwZ0UrT1r92uCJIkSeoaAwYM4OCDD+bFF1/ktNNOY6211mL8+PEdPt4777zDlClT6NOnDz/72c96VVILVbbYSpIk1VrRZk8cN24cV1xxBY899hj77rsvm222WYeP9dJLL7FkyRIGDhzYZsvvJptswuWXX97h89QrE1tJkqQa+tznPsegQYNYsmTJGndDmD9/PgDLli3jd7/7XavlttpqqzU6T72KlFKtY6h7EZEArCu1a9LgfLm4rs9Xau2Ye84BnR2RJEldKiIASClFy232sZUkSVIhmNhKkiSpEExsJUmSVAhVJbYR8aGI+FCV5Tv+ap8kSZJUoWpHRZgLrKxiv8eAV4GtqzyPJEmSVJWOdEVY7Q20soUiNgXWATbtwDm6XERsHhFTI2JB/rkmIj5Y67gkSZLUMW22vEbECcAJZdY/3c5xA9gi//5Kx0LrOpGNEzEV6AN8AUjAecC1EbF7SmllLeOTJElS9drrUjAEGNZiXZRZ15YfVFG2u2wLjAJ2SSk9DBARXwceILu29hJ3SZIk1Zn2EtvLgJn59wBuJ2vd/GyFx38mpfRchyJrISL6AM8Dv0gpfbeNcl8ETgI+BrwD3AOcllL6Y7Ni6wK3AY83W/dyvhzYGfFKkiSpe7WZ2KaUngWeLf3cbKaHO7s2rLL2B9ocYSEiTgTOz3/8C1mL84HAPhHx2ZTSPQAppYeAMfk+AWwInAz8jVWTXUmSJPUQ1b48tjXw4a4IpDURMSgijgR+0U65ocB/AcuAUSmljwJbkvUR7g/8pJVdrwfmAxOAzyfnzZUkSeqRqhruK2/B7TYRMY3s5a5KjCdLYL+bUpoFkCepF0bEAWStth9LKf25xX7/CpyV739X/vLYk51zBeqxJg2udQSSJKlK7Y2K8F7+9YmU0kcjos1W01aklNI/d2A/gHvJxsEF2A4Y3UbZ8fnyujLbrgP2ycv8OR/Wa6OU0kMppeeB5yPi/rzMwcB/dzBeSZIk1Uh7LbbRYnk02ctjFY1lm0tAhxLblNKPmgKJOJq2E9utgSWU7yN7b74sdaPYF/iviNgkpbSidAqycXeXdyRWFdSkxVUVHzZxBpDNZCJJkrpXe4ntXWSJaakLwn/mP9eViFgL2Bh4rpU+sgvz5Sb58jayJHZyRPyULKn9GjAI+E0XhytJkjqinrqJVdnwoe7R3qgIo1v8PKkrg1kDQ8kmW3itle2rJLYppWci4iDgTLIhzJYB9wN75V0TyhoxYkTFAU2YMIEJEyZUXF6SJKkSixcvZuONN+aiiy7iq1/9akX7LFu2jJEjR/Laa6/xwgsvdHGE1Zs8eTKTJ09e4+NU9fJYD9YnX/YrrUgp3QrcWs1B5syZ05kxSZKkjqhla2kdtBpfeeWVLF9eXc/JU089lUcffZQtttii/cI1UE2DYGn42XKKktguBN4DNmhle2n9S90TjiRJUudauHAhU6ZM4dvf/nZV+/3+97/n/PPPb79gAbSa2EbE7Z10jpRS2ruTjtXaCVZGxAJgaEREmX62Q/Olia2KqcoWhLlN8+vZR0ySeoKRI0d26DfHixYt4qijjmKbbbbhqaee6oLI6ktbLbajaXsEhFLy2N4ICd31stnTwChgR6DlWLWj8uUz3RSLJElSq4455hguvfRSfvrTn3Lcccettv2QQw5h+vTp/PKXv+Twww9nn332YddddwWyrpEPPvhgu+dIKXHcccfx8ssvc8899/CpT32q06+j3rSV2F5B20npUfn2yzs1oo6bQpbAHsLqie3YfHn1mpygXN+PhoYGGhoa1uSwUsd1tJ9ZHfQRk6TebNy4cVx66aX89re/XS2xfeONN7j55ptZb731GDt2LABnnXVW0/ZJkyZVlNheddVVTJ06le9973vsvvvunRp/d2lsbKSxsbHi8q0mtimlo9vaMSKOyst9peKzda2rgfOAUyPi1pTSrMh6Fx8PfA54IKX0yJqcoDPe1pMkSdp7770ZMmQIt912G0uWLGHQoEFN22688UaWLVvGUUcdxTrrrNOh48+dO5evf/3rjBgxgu9973udFXa3K9eAePHFF7dafq2uDqi7pJQWAROBAcC9EfFn4AXgx2TDeR1fw/AkSZKa9O/fn7Fjx/Luu+9y0003rbJt2rRpABx55JEdOvZ7773HkUceyYoVK7jqqqvo169f+zsVRGESW4CU0gXAOGA2sA2wLtAI7JZSur+GoUmSJK1i3LhxAPz2t79tWvfWW28xY8YMtthiC0aPHt2h45577rn84Q9/4LzzzmO77bbrjFB7jB4z3FdK6TLgsgrKTQOmdXU8kiRJa2LMmDEMGTKEGTNmsHz5cvr3789NN93E0qVLOeKII+jTp0/7B2nhoYce4rTTTmO//fbja1/7WhdEXd96TGIrSZJUJP379+fggw/m8ssvZ+bMmeyzzz5r3A3h+uuvZ8WKFSxYsID9999/te0LFixgv/32A+Ciiy5im2226fgF1CET2yo4KoIkSepM48aN4/LLL2f69Ol8+tOf5oYbbmDnnXdmxx13XKPjtjZqwvLly/nd734HZKMv1LtOGxVBq3NUBEmS1JnGjBnD4MGDuf766xkzZgxvvfVWh1trIRsKbNKkSWW3RQRbbLEFL7zwQoeP39167agIkiRJPc2AAQM4+OCDefHFFznttNNYa621GD9+fK3D6rFssZUkST1LwSaZGTduHFdccQWPPfYY++67L5tttlmtQ+qxWk1sI+K0Sg5QSbmU0n9WE5QkSVJv8bnPfY5BgwaxZMmSNeqGIIiUys+aGxEraXtK3YqllKofr6KORESCbM5l9RKl1oAqp6wdNnEGAHPPOaCzI+pcHbw+SZJqLZtYFlJK0XJbW10RnqOTEtuicFQESZKk7lPtqAitttjqfbbY9kK22EqSVJfaarF1VARJkiQVgomtJEmSCsHEVpIkSYVgYitJkqRCMLGVJElSITjzWBUc7kuSJKn7ONxXF3C4r17I4b4kSapLDvclSZKkwjOxlSRJUiGY2EqSJKkQTGwlSZJUCCa2kiRJKgQTW0mSJBWCia0kSZIKwQkaquAEDZIkSd3HCRq6gBM09EJO0CBJUl1yggZJkiQVnomtJEmSCsHEVpIkSYVgYitJkqRCMLGVJElSIZjYSpIkqRBMbCVJklQITtAg9WKlcXerVffj9EqSeiUT2yo485gkSVL3ceaxLuDMY72QM4+V1WOuT5JUWM48JkmSpMIzsZUkSVIhmNhKkiSpEExsJUmSVAgmtpIkSSoEE1tJkiQVgomtJEmSCsHEVpIkSYVgYitJkqRCMLGVJElSIZjYSpIkqRBMbCVJklQIfWsdQE8yYcKE1dY1NDTQ0NBQg2gkSZKKrbGxkcbGxorLm9hWYfLkybUOQZIkqdco14B48cUXt1rergiSJEkqBBNbSZIkFYKJrSRJkgrBPrZSG4ZNnFHrECRJUoVssZUkSVIh2GIrtWHuOQfUOgRJklQhW2wlSZJUCCa2kiRJKgQTW0mSJBWCia0kSZIKwcRWkiRJhWBiK0mSpEIwsZUkSVIhmNhKkiSpEExsJUmSVAgmtpIkSSoEE1tJkiQVQt9aB9CTTJgwYbV1DQ0NNDQ01CAaSZKkYmtsbKSxsbHi8pFS6sJwiiEiEoB11YtMGpwvF9c2jq7SwesbNnEGAHPPOaCzI5IkqSIRAUBKKVpusyuCJEmSCsHEVpIkSYVgYitJkqRCMLGVJElSITgqgtSblV4iq9DcgaVvBX2pTpLUo9liK0mSpEKwxVbqjTo6jFmVLbySJHUnW2wlSZJUCCa2kiRJKgQTW0mSJBWCia0kSZIKwcRWkiRJhWBiK0mSpEIwsZUkSVIhmNhKkiSpEExsJUmSVAgmtpIkSSoEE1tJkiQVgomtJEmSCsHEVpIkSYXQaxPbiFgnIs6NiGci4s2IuCci9qp1XJIkSeqYXpvYAt8HvgycBOwJ3AfcEhGfqGlUkiRJ6pC+tQ6gFiIigGOBk1NK1+arH4yIXYEJwHE1C06SJEkd0mNabCOiT0TMi4gz2yn3xYi4LyLeiohFEdEYEbu0KDYYmAfMbrF+PvDBTgxbkiRJ3aTHJLbA/sBmbRWIiBOBqcBuwFxgKXAgcF9E/GOpXErp9ZTS9imlB5vtu31+jvs7PXJJkiR1ubpPbCNiUEQcCfyinXJDgf8ClgGjUkofBbYETgD6Az9pZb+IiMOAe4EXgQs7MXxJkiR1k7pObCNiGrAYuALYqJ3i48kS2DNTSrMAUuZC4BZgl4j4WIvjfxiYCUwBbgc+nVJ6vTOvQZIkSd2j3l8euxd4Nf++HTC6jbLj8+V1ZbZdB+yTl/kzQER8ErgtP/6YlNJtnRCvJEmSaqSuE9uU0o9K3yPiaNpObLcGlgCPl9l2b778cH6sPsA1ZEluQ0ppYSeEK0mSpBqq68S2UhGxFrAx8FxKKZUpUkpcN8mXnwS2Ak4DPhARH2hWdmlK6cUuC1aSJEldohCJLTAU6AO81sr2lontlvny8jJl76TtlmFJkiTVoaIktu3pky/7AaSUpgJR7UFGjBhRcdkJEyYwYcKEak8hSZLU60yePJnJkyev8XGKktguBN4DNmhle2n9S2tykjlz5qzJ7pIkSSqjmgbBbALZ8up6uK9KpZRWAguAoVH+aofmyzVKbCVJklS/CpHY5p4G1gd2LLNtVL58pvvCkSRJUncqSlcEyCZZGAUcQj5WbTNj8+XVa3KCck3kDQ0NNDQ0rMlhJUmSVEZjYyONjY0Vl4/yo2PVn3wc20uBs1JK3y2zfQNgXv7jXimlWXm3hOOBHwMPpJQ+2cFzJ4CeUlfqBJMG58vFtY2j3lgvkqQaK/U6TSmt1v20MF0RUkqLgInAAODeiPgz8AJZUruMLMGVJElSQRUmsQVIKV0AjANmA9sA6wKNwG4ppftrGJokSZK6WI/pY5tSugy4rIJy04BpXR2PJEmS6kuhWmwlSZLUe/WYFtt64KgIkiRJ3aewoyLUkqMi9EK+/V+e9SJJqrFeMSqCJEmSejcTW0mSJBWCia0kSZIKwZfHJFVt2MQZHdpv7jkHdHIkkiS9z8S2Co6KIEmS1H0cFaELOCpCL+Tb/+V1sF5KLby22EqS1pSjIkiSJKnwTGwlSZJUCCa2kiRJKgQTW0mSJBWCia0kSZIKwcRWkiRJheA4tlVwHFtJkqTu4zi2XcBxbHshx7Etz3FsJUk15ji2kiRJKjwTW0mSJBWCia0kSZIKwcRWkiRJhWBiK0mSpEIwsZUkSVIhOI5tFRzHVpIkqfs4jm0XcBzbXshxbMsr1UuH97c+JUlrxnFsJUmSVHh2RZBUuY62uK5pS68kSRWwxVaSJEmFYGIrSZKkQjCxlSRJUiGY2EqSJKkQTGwlSZJUCCa2kiRJKgQTW0mSJBWC49hWwSl1JUmSuo9T6nYBp9TthZxSt3NZn5KkTuKUupIkSSo8E1tJkiQVgomtJEmSCsHEVpIkSYVgYitJkqRCMLGVJElSIZjYSpIkqRBMbCVJklQIJraSJEkqBBNbSZIkFYKJrSRJkgqhb60D6EkmTJiw2rqGhgYaGhpqEI0kSVKxNTY20tjYWHH5SCl1YTjFEBEJwLrqRSYNzpeLaxtHUVifkqROEhEApJSi5Ta7IkiSJKkQTGwlSZJUCPaxVbGVfgUuSZIKzxZbSZIkFYIttuodqnxpadjEGQDM7YJQJElS17DFVpIkSYVgYitJkqRCMLGVJElSIZjYSpIkqRBMbCVJklQIJraSJEkqBBNbSZIkFYKJrSRJkgrBxFaSJEmFYGIrSZKkQjCxlSRJUiGY2EqSJKkQ+tY6gJ5kwoQJq61raGigoaGhBtFIkiQVW2NjI42NjRWXj5RSF4ZTDBGRAKyrHmjS4Hy5uKrdhk2cAcDccw7o7Ih6pw7+OUiS1FJEAJBSipbb7IogSZKkQjCxlSRJUiGY2EqSJKkQTGwlSZJUCCa2kiRJKgQTW0mSJBWCia0kSZIKwcRWkiRJhWBiK0mSpEIwsZUkSVIhmNhKkiSpEExsJUmSVAgmtpIkSSoEE1tJkiQVgomtJEmSCsHEVpIkSYVgYitJkqRCMLGVJElSIZjYSpIkqRBMbCVJklQIJrbNROavEbFzrWORJElSdfrWOoB6EREDgZOAbWsdi1RUwybO6NB+c885oJMjkSQVkYktEBHfBM4D+tU6FkmSJHVMj0xsI6IP8Dzwi5TSd9so90WyVtiPAe8A9wCnpZT+2KLo1cAtwBbA77skaElVt7x2tIVXktQ79dQ+tvsDm7VVICJOBKYCuwFzgaXAgcB9EfGPzcumlF5NKT0BPNUVwUqSJKnr9ajENiIGRcSRwC/aKTcU+C9gGTAqpfRRYEvgBKA/8JOujlWSJEndq8ckthExDVgMXAFs1E7x8WQJ7JkppVkAKXMhWZeDXSLiY10ZryRJkrpXT+pjey/wav59O2B0G2XH58vrymy7DtgnL/PnzgpOkiRJtdVjEtuU0o9K3yPiaNpObLcGlgCPl9l2b778cGfFJkmSpNrrMV0RKhURawEbAwtTSqlMkYX5cpPui0qSJEldrXCJLTAU6AO81sp2E1tJkqQC6jFdETpRn3y52mQMKaW5QLS244gRIyo+yYQJE5gwYUK1sUmSJPU6kydPZvLkyWt8nCImtguB94ANWtleWv9StQeeM2dOR2OSJElSK6ppEIxotQ2yeF0RUkorgQXA0Ch/5UPzZdWJrSRJkupX4RLb3NPA+sCOZbaNypfPdF84kiRJ6mpFTWyn5MtDymwbmy+v7p5QJEmS1B2K2McWsqT1PODUiLg1pTQr75ZwPPA54IGU0iPVHrRc34+GhgYaGhrWNF5JkiS10NjYSGNjY8XlC5nYppQWRcRE4Hzg3oh4lOylsc2BZWQJbtU64209SZIkVaZcA+LFF1/cavmidkUgpXQBMA6YDWwDrAs0ArullO6vYWiSJEnqAj2yxTaldBlwWQXlpgHTujoeSZIk1V5hW2wlSZLUu/TIFtta8eUxSZKk7uPLY13Il8ckSZK6jy+PSZIkqVcysZUkSVIhmNhKkiSpEExsJUmSVAgmtpIkSSoER0WogsN9SZIkdR+H++pCDvclSZLUfRzuS5IkSb2Sia0kSZIKwcRWkiRJhWBiK0mSpELw5TFJ3WfS4KqKzx1Y+ra400ORJBWPiW0VHO5LkiSp+1Q73FeklLownGKIiARgXfVApRbCSdW1+A2bOAOAuecc0NkRqRod/POTJBVXRACQUoqW2+xjK0mSpEIwsZUkSVIhmNhKkiSpEExsJUmSVAgmtpIkSSoEE1tJkiQVguPYVsFxbCVJkrqP49h2Acex7cEcx7ZncxxbSVILjmMrSZKkwjOxlSRJUiGY2EqSJKkQTGwlSZJUCCa2kiRJKgQTW0mSJBWCia0kSZIKwcRWkiRJhWBiK0mSpEJwSt0qOKWuJElS93FK3S7glLo9mFPq9mxOqStJasEpdSVJklR4JraSJEkqBBNbSZIkFYKJrSRJkgrBxFaSJEmFYGIrSZKkQjCxlSRJUiGY2EqSJKkQTGwlSZJUCCa2kiRJKgQTW0mSJBVC31oH0JNMmDBhtXUNDQ00NDTUIBpJkqRia2xspLGxseLykVLqwnCKISISgHXVA00anC8XV7XbsIkzAJh7zgGdHZGq0cE/P0lScUUEACmlaLnNrgiSJEkqBBNbSZIkFYKJrSRJkgrBxFaSJEmFYGIrSZKkQjCxlSRJUiGY2EqSJKkQTGwlSZJUCCa2kiRJKgQTW0mSJBWCia0kSZIKwcRWkiRJhWBiK0mSpEIwsZUkSVIhmNhKkiSpEExsJUmSVAh9ax2A1B2GTZxR6xC0JiYN7uB+izs3DklSXTOxrcKECRNWW9fQ0EBDQ0MNopEkSSq2xsZGGhsbKy4fKaUuDKcYIiIBWFc9UKmlz5a73sU/d0kqrIgAIKUULbfZx1aSJEmFYGIrSZKkQjCxlSRJUiGY2EqSJKkQTGwlSZJUCCa2kiRJKgQTW0mSJBWCia0kSZIKwcRWkiRJhWBiK0mSpEIwsZUkSVIhmNhKkiSpEExsJUmSVAgmtpIkSSoEE1tJkiQVgomtJEmSCsHEVpIkSYVgYitJkqRCMLGVJElSIZjYSpIkqRBMbCVJklQIvTaxjczpEfG3iHglIq6KiEG1jkuSJEkd02sTW+C7wInAKcBhwA7AtbUMSJIkSR3Xt9YB1EJE9AO+DpySUpqWrzsC+EtEDE8pPV7TACVJklS1HtNiGxF9ImJeRJzZTrkvRsR9EfFWRCyKiMaI2KVFsR2BTYAZpRV5MvsMsE+nBy9JkqQu12MSW2B/YLO2CkTEicBUYDdgLrAUOBC4LyL+sVnRTfPlvBaHeJEs4ZUkSVIPU/eJbUQMiogjgV+0U24o8F/AMmBUSumjwJbACUB/4CfNim8AvJ1Seq/FYZYAG3ZW7JIkSeo+dZ3YRsQ0YDFwBbBRO8XHkyWwZ6aUZgGkzIXALcAuEfGxvOwiYJ2I6NPiGIOA1zorfkmSJHWfen957F7g1fz7dsDoNsqOz5fXldl2HVnf2fHAn4GX8/VbAM81K7cl8FIHY5UkSVIN1XVim1L6Uel7RBxN24nt1mRdCcqNaHBvvvxwvnwUeAU4APhpfvzhwDDg1jUIWZIkSTVS14ltpSJiLWBj4LmUUipTZGG+3AQgpfRuRPwPcHZEvELW/eCHwC0ppce6I2ZJ9WfYxBntF2rD3HMO6KRIJEkdUYjEFhgK9KH1/rGrJLa5s8iu/1yyvrU3k41t26oRI0ZUHNCECROYMGFCxeUlSZJ6q8mTJzN58uQ1Pk5REtv2lF4S61dakbfsTso/FZkzZ06nBiWpPlXb8rqmLb2S1NtV0yAYEa1uq+tREaqwEHiPbBivckrrfTFMkiSpoAqR2KaUVgILgKFRPo0fmi9NbCVJkgqqEIlt7mlgfbLpclsalS+f6b5wJEmS1J2K1Md2ClkCewjZWLXNjc2XV6/JCcr1/WhoaKChoWFNDitJkqQyGhsbaWxsrLh8kRLbq4HzgFMj4taU0qy8W8LxwOeAB1JKj6zJCTrjbT1JkiRVplwD4sUXX9xq+cJ0RUgpLQImAgOAeyPiz8ALwI+BZWQJriRJkgqqMIktQErpAmAcMBvYBlgXaAR2SyndX8PQqmbr8Oqsk/KsF1XD+2V11kl51kt51kt59VIvPSaxTSldllKKlNJ32yk3LaW0W0ppnZTSkJTSQWvaBaEW6uUGqSfWSXnWi6rh/bI666Q866U866W8eqmXHpPYSpIkSW0p0stjXc5RESRJkrpPbx4VocvVSzO7JElSb9BrR0WQJElS72Zi28WqaT6v5fk6sl93nqsWuvv6inyv1GK/nqKn1IvPls47X0/Zr6N6yvVZL527X0d19vlMbLtYT7lBivyPT0f5MOnZ+/UUPaVefLZ03vl6yn4d1VOuz3rp3P06ysRWkiRJKsOXx6rgqAiSJEndx1ERupCjIkiSJHWfakdFiJRSV8fU40WElSRJklRHUkrRcp19bCVJklQItthKkiSpEGyxlSRJUiGY2EqSJKkQTGwlSZJUCCa2kiRJKgQT2zoTEV+MiPsi4q2IWBQRjRGxS63jqpWI+H5E3NzGZ8dax9gdIqJPRMyLiDPbKNPr7p326qW33T8RsX9E3BoRz0fE6xFxd0ScGBGrjVkeEXtFxO0RsST/3B4Re9ci7q5Wab1ExDfauV8KUz8RsXZEnBURcyLizYiYmz8zRrZSvlc8X6qpl972fCmJiLUi4ncRkery2ZJS8lMnH+BEIOWfx4AX8+/vAP9Y6/hqVCePNquTcp89ah1jN9XDgfn1num9U1W99Jr7B5iUX9N7wF+AB4Bl+bp7gQHNyn4BWJlv+3v+Sfm6cbW+lhrWyw3t3C9fqvX1dFKdDAAeya9pCTAL+Guze+CwFuV7xfOlA/XSa54vLa77m82usW+LbTV/ttS8gvw03QxD84fEUuBT+bpodgM9VOsYa1Ana+X18UitY6lhHQwCjgTmt5bA9cZ7p8J66TX3D7ANsBx4DRjVbP3mwF3N64hsxsmX839oDmlW9pB83XygX62vqbvrJV//RJ7QRK1j7+J6+ff82m8FBjdb/4V8/avAevm6XvN8qbJees3zpUUdfZT3/2O4SmJbL88WuyLUj/FAf7KH7CyAlLkQuAXYJSI+VssAa2AzYCDwt1oHUgsRMQ1YDFwBbNRG0V5171RRL73p/jkc6Af8OKV0b2llSmkecBhZa+WX89X7AZsAP08pXdes7HXAxWR1ul83xd3VKq6XiOgDbA38LeX/GhfYF/Plv6WUFpdWppSuJWu1HgqUnhm96flSTb30pucLABExAPgl8BbwepkidfFsMbGtH+Pz5XVltl3Xokxv8Q/5stc8OFq4F/i//DOzjXK97d6ptF560/3z4Xw5s+WGPIl7AvhgRHyA3nW/VFMvW5IlcL3hftmarCX7sTLbnsiXpbrrTfdLNfXSm54vJd8HPg4cR9a40FJd3CurdfpVzWxN9iuwx8tsK7U0fLjMtiIrPTiejYh/AUYBfYA/AVNTSnNrFVh3SCn9qPQ9Io4GRrdStFfdO1XUS2+6f/4M/JysP+AqImItYAOyXxu+TXa/QNZ/sKWi3S/V1Msn8k1PRcThwGeB9cn6XP42pfRot0TcPQ4D3m2lZXqbfPlCvuxNz5dq6qU3PV+IiNHAScCVKaWpEfHfZYrVxbPFxLYO5A/YjYHnWvkLtTBfbtJ9UdWF0oPkPGCdZuuPAE6LiK+nlK7o/rDqh/dOm3rN/dM82S/jn8l+bTorpfRORGxK1t+tXIvLG8AKCnK/VFkvpfvlRFa9X/4fcHpEfC+l9F9dE2n3SindWfoeEUGWwG9G9nfjELLk7A+97flSab3kRXrN8yUihpB1/XoeOL6NonXxbLErQn0YSvY/vdda2V6oh0cVSv8jXkj29vtQsofJ6WR9m34eER+tUWz1wnundb36/onMt4DJ+ar/zJebAK+nlFa23CdPXhYCm+T/sBdOG/VSul+Wk/26dFPgQ2T/kC8HzomIfboz1m6yN1ki8gTwPeBuYN+U0nv07udLW/UCvev5chFZV50vN+97XEZdPFtsse0Z+uTLfjWNovtdDzxE9quPF/N1i4D/jIj3gDPJHiL/r0bx9QS99d6BXnz/5C/z/BjYK1/17ymlmyvcvQ8F/behnXq5m+z+uD6l9Jdmu/1PRLwGXEV2z9zSXfF2k4Vk17QpsD2wB/D9iPh6BfsW+fnSar2klN6llzxfImI82UuY/928RbuDuufZ0tXDLvipaPiMtcia6J9pZfsHyfqB3VXrWOvlA3wgr5O/1TqWbrreoykzrFVvv3daq5cK9ivk/UM2DudZ+T2RgGeBMS3KPE3268K1yuwf+b7P1fpaurte2tl/LbK3wJcBfWp9PV1YT5uTJfgJmNjbny+t1UsF5QvxfMn/fF8j64IxoMW2uaw+3FddPFvsilAHUtZsvwAY2koT/dB8+VL3RVXfUkqvkf2P+kNF/ZVpJbx3OqaI909EbE42+cCpZAnYd4HtU0q/b1H0FbJ/ZIaUOcxgslaVwtwvVdRLq/K/Z38nS5A37oo460HKRooo9aEc6/Ml07JeKihflOfL3mTPib7Ab5vPqsb73U9uzNeNok6eLSa29eNpso7q5abgG5Uvn+m+cGorIjaOiKNbm4YvIvqR/UV5KuX/HezFvHda6G33T0QMAm4iG2PzSWBESumslNLSMsWfzpf/WGZboe6XSuslItbJ75eD2zjchmSjJ7zSZQF3g4jYISL+HhGTWynyXL4svRDVK54v1dRLb3u+ADsA+7b4DMy3fS7/eWPq5NliYls/puTLQ8psG5svr+6eUOrCm2Qd1qdGxDpltu9N9r/Ih7szqDrlvbO63nb//CuwE9mQOp9MKT3RRtnedL9UWi9LyfpDXhsRW7TcGBE7kL1I9qdU5sWYHuZFspecxuSTUrQ0Il8+ki97y/1STb30iudLSumylFKU+5B154FsJrFIKU2nXu6VWvfh8NPU/2QDsl+TLaP8tIWzax1jDerkivzafw2s32z9LmT/M3wX2LHWcXZTXRxN61PH9tp7p5166TX3D9kYownYuYKyfYF5ZH3hPt9sfWnay3m0mP+9p36qrJf/zMveCWzUbP2HgQfzbfvU+po6qV4eyq/nLJpNcUr2ktQT+bYD83W95vlSZb30mudLK3U1l/JT6tb82RL5SVUHIuJE4Pz8x0fJHiibkz1QRqeU7q9RaDURERuQ9Y37MNmLG4+R9enaluwv1LdSSj+uWYDdKJ+I4FLgrJTSd8tsP5FeeO+0VS+95f7JW5feJUs2biG7trJSSvvl+3wemJbv83ey3959ON/38ylrfenRqq2XfLrQO4HdyLocPAKsCwwn+wf7hymlk7o67u4QEbuTvQzVF5hP1k1jCNm19gEuSCn9W7PyJ9ILni/V1Etveb60JiLmAluR/QdgRbP1tX+21Drr97Pa/4K+CNxP9mB9nWxIkZ1qHVcN62MocC5Zy8vbZP8T/g3ZrxVrHl831sPRtPP2f2+8d9qrl95w/5D1bUuVfFrstxdwB9nA6W8AtwN71vp6alkvZInsKWRJ7Rtks0zdAOxX6+vpgvrZluxXx0+SdcV4Or/WvVsp3yueL9XUS294vrRRT3Np0WLbbFtNny222EqSJKkQfHlMkiRJhWBiK0mSpEIwsZUkSVIhmNhKkiSpEExsJUmSVAgmtpIkSSoEE1tJkiQVgomtJEmSCsHEVpIkdYmIWDsilkREyj9n1DqmakTEzDzuy2odSz2KiKNLf7YVlh/W7F4Y3RUxmdhKkqSu0gCs3+zn8RERtQpG9SkiRjdLeCe12HZ0REyKiJ0rOZaJrSRJ6ipH5MvX8uVHgF1rFIt6pqOB04GdKylsYitJkjpdRGwA7J//OBFYmH8/vDYRqY69Dfw1/7y6JgcysZUkSV1hHNAPWAr8CpiWrz80IvrULCrVnZTS7JTS9vnnf9bkWCa2kiSpK5S6IfwmpbQEmJL/vDnwmZaFI2KXZv0sP93aQSPikrzMo83760ZEv4g4PiLmRMSbEbEoIm6KiD3y7a/m+w3rtCtsQ2T2j4gbIuLvEbE0IhZExMMRcU5EfKhF+X9sdv2bt3LMdSLijbzMES22RUT8v/yaF+TnezwifhoRH2nleJflx/piRKwXERfl9TS30yqiQs2ufVjz2IA98yKXVvIin4mtJEnqVBGxFVBKTq/Il38A5uXfy3VHeBj4W/79860ct3+zbZellFK+fn3gNuBCsj686wIfAPYDZkbElzp6LWvgXOBG4ABgG2AgsCHwceBk4KGI+Idm5WcBL+ffD27lmP8ErEf2q/vfllZGxNrAdcCvya55w/x82wPHAY9FxGFtxLo2Wf39KzC04iusQya2kiSps5US13lkCRMppffIEi+AL+RJapM8Sf1V/uPnWxk9YW+yhPU94JfN1n+fLJF+DzgF2BbYhKw7xKvAL4DBa3ZJlYuI3YCT8h8vAXYA1gE2Bv4fMJ8sgTy9tE9KaSVZcgpwSCuHPjRfTk8pvdls/QVkyfB7wNnAR8nqaQwwm6xLyNURMaqV455J9nLWJGAEsFO7F9nFUkpHp5QCuDNf9ZWUUqSUjm5rPxNbSZLUafKEtPRr8ivzhLaklLiWWlNbKiW+HwI+UWZ7KbH7XUrppfx8HwK+lq8/KqV0Tkrpbyml+SmlacCngJVA3w5dUMeUEsjZwISU0uMppaUppQUppalkLbaw+ggR1+bLvSJiSPMNEbEeWesvNEvqI2I4MCH/8ZiU0ndSSn9JKb2eUroN2IOstTyAH7US74eAQ1JKZ6SUHsy7jlSlWVeCVj/AM9Uet1omtpIkqTPtRNZiCO93Qyh5AHg6/75ad4SU0mPAo/mPq3RHiIgBwNj8x8uabfoK0B94nPf78TY/5jPA5ZUG30nuBMYD/1rqLtHCS/lynTL7LSRLwg9ose0gsi4DrwK3Nlv/xXw5G7iy5YlSSu8C/57/uFtEbFImnoeBm8pdSE9jYitJkjpTqbV2TkrpL803tOhucFDeCtlSqdW2ZT/bfci6E7wGNDZbv22+vC3/dX45v68k8M6SUnoopfSrlNKDzddHxLoRcQBwaiv7reD9vrMtuyOUWquvyZPVku3y5W2tJNEAD5GNTgFZV4OWHm5j34rk3QTa/ABbr8k5KmFiK0mSOkVErEXWUgkwopVfR5eSurUp/5JUKbHdPv81e0kpsftVSmlZs/WlN/6fbSO0trZ1iXyUhs9HxP9GxG35SANvADdQZlSIZn6TL/fLXwojIgbzfteNX7YoX0rsT2mjC8AKsvqGrBtISy+XWdcjmdhKkqTO8hlgyyrKl+uO8DeyFkbIW20jYiDvJ8GXtdhlYGnXNs6zooqY1lg+vNajZH1mvwZ8kiy5Pp/smo9pY/ffA0vIRnYYk68bS9bd4hmy0ROaG1BleOuXWfdOlceoWya2kiSps5SG1XqKrP/o2q18/isvt09EbFjmOC27I+xPNszV42T9dJt7Ml9u1UZcwyoLf83lrdbXkrWkPgD8IzA4pbRnSulbKaUpwNzW9k8pvUPWqgvvd0coDdV1dZkuA6Xr/04l3QFSSj/thMusWya2kiRpjeWtqqUXma7JRwFYVu4DXJOX69tsn+ZK2z+RD9hf6oZwWZnE7q/5cnQrQ4RB27/672zbAR/Lvx+eUrq3TN/ff6BtpdERDoqIjXm/5fbqMmVLiW2rQ3Tl3SJG5J/+rZUrAhNbSZLUGf6J98eKvaatgsAfeX/op3LdEeYC9+U/HgE0kA3ZdVWZY03Jt32MbNzaVUTEFsCx7cTTmZp3DVjWcmNEDAK+XvqxlWPcTPay11CyIbr6kr3g9ZcyZWfkyy9ERLkh0gCOJ2s9/jXd3C2jE7VWV6swsZUkSZ2hNBrC34A/tVUwb3Wdlv/46Yj4YJlipdETvkPWreGWlNK8loVSSo/yfr/bX0bESRHxDxExNCIOIkuQ3wOWV3MxLawXEcPa++RlH+f9Pqv/FxE7RMTAiNgynwZ3FtnsYwBbRMQnI2KVMXZTSm/z/vBbpXpt+dJYySzgerLk95aI+HpEbJ2fc5uI+D7w33nZ89oYOaLefSIi1mqjVR4wsZUkSWson0zgwPzHayocOmpas+/lpnudSvZCWOlt/svaONZ/ALeQJXf/TZZcv0o2dNb6ZGPCvp2Xfb2C2Fr6AlkLc3ufUh/Z/8j3+yfgMbLW1+fJWpyHAV8mGyGhD3A/cF6Zc17b7HuizBi9+fkScDRwL1kL7/+QjRW8FPg78F2yfO9c4GdVXXV9eCpffoPspbpL2ipsYitJktbUF8je2ocsIa3EA2TJHpTvjjAPuCv/cTFZq2RZKaVFZEnkv5NN4bsEWECWSO5CNnnBELJW28UVxrcm/ocs0b8DeIWsBfdJsm4F26aUriSbWvdZ4DneHwWiuRt4v5V5ZkrpxdZOllJ6DRhNNgPZtWSJ/VKy/se/Bj6ZUjp5TceqrZHTyf7T8jbwLtmfa6uiZ16jJElSZSJia7JWzOdSSm2NnlA38tEVngO2AL6aUvp5jUPqEWyxlSRJPVbeR/V/IuKMNop9Kl++1EaZerMHWVK7nPcnbVA7+rZfRJIkqW69QT7KQERcmo+o0CR/2ejf8x9v697Q1si/5MsZeVcDVcAWW0mS1JM9AczJv0+LiO1KG/IxYH8D7ErW8vmL7g+vcvnoCjtGxDd4v9/x/9Yypp7GPraSJKlHy4famgVsSjaCwAtkjXdbNCv2Lymlyd0fXeUiYhLZy1IlNwAH9dCXvmrCrgiSJKlHSynNjYhtgZPIpt/9B7IB/WeTtej+X0rp3hqGWKm/A/PIRpiYCnzbpLY6tthKkiSpEOxjK0mSpEIwsZUkSVIhmNhKkiSpEExsJUmSVAgmtpIkSSoEE1tJkiQVwv8HDwkrR8aHv3EAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "shower_feats = [\n", + " ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit')\n", + "]\n", + "for path, name in shower_feats :\n", + " hd.plot1d(path, name)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4bb24c34-4969-442e-bc72-f6a23a4ccd0f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 5c91946b2ed3a5a6683f9ef9ca4fb3a5e20d1310 Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Fri, 11 Nov 2022 11:56:31 -0800 Subject: [PATCH 078/331] Split up listing of plots into subsystem-specific classes --- Validation/comp/__main__.py | 38 ++++++++++++---------- Validation/comp/systems/ecal.py | 24 ++++++++++++++ Validation/comp/systems/trigscint.py | 48 ++++++++++++++++++++++++++++ 3 files changed, 93 insertions(+), 17 deletions(-) create mode 100644 Validation/comp/systems/ecal.py create mode 100644 Validation/comp/systems/trigscint.py diff --git a/Validation/comp/__main__.py b/Validation/comp/__main__.py index 1387e2f96..41b83dbf4 100644 --- a/Validation/comp/__main__.py +++ b/Validation/comp/__main__.py @@ -6,8 +6,11 @@ from _differ import Differ import matplotlib.pyplot as plt -import mplhep -plt.style.use(mplhep.style.ROOT) +#import mplhep +#plt.style.use(mplhep.style.ROOT) + +from systems.ecal import Ecal_plots +from systems.trigscint import TrigScint_plots def extract_parameters(fn) : l = fn.replace('.root','').split('_') @@ -28,13 +31,19 @@ def extract_parameters(fn) : parser.add_argument('dev',help='directory of event and histogram files from new developments') parser.add_argument('--label',help='label for developments, defaults to dev directory name') parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data dev dir') + parser.add_argument('--systems',help='csv list of systems for which to make plots [options are ecal, trigscint]') arg = parser.parse_args() + if arg.systems is None : + print("Must specify which system's plots to make (use --systems 'ecal, ...') \nExiting") + exit() + + print("Making plots for "+arg.systems) dev = arg.dev if dev.endswith('/') : dev = dev[:-1] - print(dev) + print("Using data in "+dev) label = os.path.basename(dev) if arg.label is not None : @@ -52,21 +61,16 @@ def extract_parameters(fn) : histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] hd = Differ(label, *histo_files) - shower_feats = [ - ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), - ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), - ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') - ] + shower_feats = TrigScint_plots.feats() + if "trigscint" in (syst.lower() for syst in arg.systems) : + shower_feats += TrigScint_plots.feats() + if "ecal" in (syst.lower() for syst in arg.systems) : + shower_feats += Ecal_plots.feats() + for path, name in shower_feats : - hd.plot1d(path, name, + print(path) + print(name) + hd.plot1d(path, name, file_name = re.sub(r'^.*/','',path), out_dir = out_dir) diff --git a/Validation/comp/systems/ecal.py b/Validation/comp/systems/ecal.py new file mode 100644 index 000000000..45dbe824c --- /dev/null +++ b/Validation/comp/systems/ecal.py @@ -0,0 +1,24 @@ +features = [] + +class Ecal_plots : + + def feats() : + + features = [ + ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') + ] + return features + + feats() + + diff --git a/Validation/comp/systems/trigscint.py b/Validation/comp/systems/trigscint.py new file mode 100644 index 000000000..b673f6476 --- /dev/null +++ b/Validation/comp/systems/trigscint.py @@ -0,0 +1,48 @@ +features = [] + +class TrigScint_plots : + + def feats() : + + collections=["Sim", "Digi", "Cluster"] + pads = ["Pad1", "Pad2", "Pad3"] + tColl="TrigScintTracks" + features = [(f'{tColl}/{tColl}_centroid', 'Track centroid [in channel nb]'), + (f'{tColl}/{tColl}_n_tracks', 'Track multiplicity'), + (f'{tColl}/{tColl}_n_clusters', 'Track cluster multiplicity'), + (f'{tColl}/{tColl}_beamEfrac', 'Beam electron energy fraction'), + (f'{tColl}/{tColl}_residual', 'Track residual [in channel nb]'), + (f'{tColl}/{tColl}_x', 'Track x [mm]'), + (f'{tColl}/{tColl}_y', 'Track y [mm]') + ] + for pad in pads : + for coll in collections : + features +=[ + (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_x', f'{coll} x [mm]'), + (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_y', f'{coll} y [mm]'), + (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_z', f'{coll} z [mm]'), + (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_n_hits', 'Hit multiplicity'), + ] + features += [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), + (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') + #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') #not implemented, should be though + ] + + return features + + feats() + + From 8c1f5683ae8a0e5ba843567392028ddd07314962 Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Fri, 11 Nov 2022 14:17:52 -0800 Subject: [PATCH 079/331] Make choice of system to plot for from command line --- Validation/comp/__main__.py | 36 +++++++++++++++++----------- Validation/comp/systems/ecal.py | 2 -- Validation/comp/systems/trigscint.py | 3 --- 3 files changed, 22 insertions(+), 19 deletions(-) diff --git a/Validation/comp/__main__.py b/Validation/comp/__main__.py index 41b83dbf4..cba009885 100644 --- a/Validation/comp/__main__.py +++ b/Validation/comp/__main__.py @@ -16,6 +16,17 @@ def extract_parameters(fn) : l = fn.replace('.root','').split('_') return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } +def make_system_dqm_plots(plotter) : + shower_feats=plotter.feats() + print("in make_system_dqm_plots()") + for path, name in shower_feats : + print(path+", "+name) + hd.plot1d(path, name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + + return + # guard incase someone imports this somehow if __name__ == '__main__' : parser = argparse.ArgumentParser( @@ -60,20 +71,17 @@ def extract_parameters(fn) : histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] hd = Differ(label, *histo_files) - - shower_feats = TrigScint_plots.feats() - if "trigscint" in (syst.lower() for syst in arg.systems) : - shower_feats += TrigScint_plots.feats() - if "ecal" in (syst.lower() for syst in arg.systems) : - shower_feats += Ecal_plots.feats() - - for path, name in shower_feats : - print(path) - print(name) - hd.plot1d(path, name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) - + + for syst in arg.systems.split(',') : + print(syst) + if "trigscint" in (syst.lower() for syst in arg.systems.split(',') ) : + print("adding trigscint plots") + plotter=TrigScint_plots + make_system_dqm_plots(plotter) + if "ecal" in (syst.lower() for syst in arg.systems.split(',')) : + print("adding ecal plots") + make_system_dqm_plots(Ecal_plots) + event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] ed = Differ(arg.label, *event_files) ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', diff --git a/Validation/comp/systems/ecal.py b/Validation/comp/systems/ecal.py index 45dbe824c..6cc63e358 100644 --- a/Validation/comp/systems/ecal.py +++ b/Validation/comp/systems/ecal.py @@ -19,6 +19,4 @@ def feats() : ] return features - feats() - diff --git a/Validation/comp/systems/trigscint.py b/Validation/comp/systems/trigscint.py index b673f6476..45673c7f5 100644 --- a/Validation/comp/systems/trigscint.py +++ b/Validation/comp/systems/trigscint.py @@ -43,6 +43,3 @@ def feats() : return features - feats() - - From 7133ea98d785564ad6766364d66f4135e8974952 Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Mon, 14 Nov 2022 13:51:52 -0800 Subject: [PATCH 080/331] Add in a small test set of plots to make for dev work --- Validation/comp/__main__.py | 18 ++++++++++-------- Validation/comp/systems/test.py | 12 ++++++++++++ 2 files changed, 22 insertions(+), 8 deletions(-) create mode 100644 Validation/comp/systems/test.py diff --git a/Validation/comp/__main__.py b/Validation/comp/__main__.py index cba009885..8d4176ea9 100644 --- a/Validation/comp/__main__.py +++ b/Validation/comp/__main__.py @@ -11,6 +11,7 @@ from systems.ecal import Ecal_plots from systems.trigscint import TrigScint_plots +from systems.test import Test_plots def extract_parameters(fn) : l = fn.replace('.root','').split('_') @@ -18,7 +19,7 @@ def extract_parameters(fn) : def make_system_dqm_plots(plotter) : shower_feats=plotter.feats() - print("in make_system_dqm_plots()") + for path, name in shower_feats : print(path+", "+name) hd.plot1d(path, name, @@ -47,10 +48,10 @@ def make_system_dqm_plots(plotter) : arg = parser.parse_args() if arg.systems is None : - print("Must specify which system's plots to make (use --systems 'ecal, ...') \nExiting") + print("Must specify which system's plots to make (use --systems 'ecal,...') \nExiting") exit() - print("Making plots for "+arg.systems) + dev = arg.dev if dev.endswith('/') : dev = dev[:-1] @@ -72,16 +73,17 @@ def make_system_dqm_plots(plotter) : histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] hd = Differ(label, *histo_files) - for syst in arg.systems.split(',') : - print(syst) if "trigscint" in (syst.lower() for syst in arg.systems.split(',') ) : print("adding trigscint plots") - plotter=TrigScint_plots - make_system_dqm_plots(plotter) + make_system_dqm_plots(TrigScint_plots) if "ecal" in (syst.lower() for syst in arg.systems.split(',')) : print("adding ecal plots") make_system_dqm_plots(Ecal_plots) - + if "test" in (syst.lower() for syst in arg.systems.split(',')) : + print("adding multi-system small set of test plots") + make_system_dqm_plots(Test_plots) + + event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] ed = Differ(arg.label, *event_files) ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', diff --git a/Validation/comp/systems/test.py b/Validation/comp/systems/test.py new file mode 100644 index 000000000..f1bf163b6 --- /dev/null +++ b/Validation/comp/systems/test.py @@ -0,0 +1,12 @@ +features = [] + +class Test_plots : + + def feats() : + features = [('TrigScintDigiPad1/TrigScintDigiPad1_n_hits', 'Hit multiplicity'), + ('TrigScintTracks/TrigScintTracks_n_tracks', 'Track multiplicity'), + ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), + ] + + return features + From 3a6fe1d1ded8777227aa2ba2029939e77880530b Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 09:40:17 -0600 Subject: [PATCH 081/331] restructure according to sample project --- Validation/.gitignore | 2 + Validation/README.md | 54 +--- Validation/pyproject.toml | 16 ++ Validation/run.sh | 66 ----- Validation/setup.py | 184 +++++++++++++ Validation/simulation.py | 52 ---- .../{comp => src/Validation}/__init__.py | 0 .../{comp => src/Validation}/__main__.py | 0 .../{comp => src/Validation}/_differ.py | 0 .../{comp => src/Validation}/systems/ecal.py | 0 .../{comp => src/Validation}/systems/test.py | 0 .../Validation}/systems/trigscint.py | 0 Validation/test.ipynb | 246 ------------------ 13 files changed, 204 insertions(+), 416 deletions(-) create mode 100644 Validation/.gitignore create mode 100644 Validation/pyproject.toml delete mode 100755 Validation/run.sh create mode 100644 Validation/setup.py delete mode 100644 Validation/simulation.py rename Validation/{comp => src/Validation}/__init__.py (100%) rename Validation/{comp => src/Validation}/__main__.py (100%) rename Validation/{comp => src/Validation}/_differ.py (100%) rename Validation/{comp => src/Validation}/systems/ecal.py (100%) rename Validation/{comp => src/Validation}/systems/test.py (100%) rename Validation/{comp => src/Validation}/systems/trigscint.py (100%) delete mode 100644 Validation/test.ipynb diff --git a/Validation/.gitignore b/Validation/.gitignore new file mode 100644 index 000000000..6ee179e73 --- /dev/null +++ b/Validation/.gitignore @@ -0,0 +1,2 @@ +build +**egg-info diff --git a/Validation/README.md b/Validation/README.md index e24ff9429..f79bac6d3 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -1,55 +1,5 @@ -# LDMX ECal Simulated Geometry Validation +# Validation -This repository is focused on storing configuration scripts for `fire` and python-based analyses -related to validating the simulated geometry of the ECal. +Python package forcused on comparing two or more "similar" LDMX event data files. -## Running the Simulation -The simulation is run via `ldmx fire` with the [config script](simulation.py) in this repository. -Generally, you want to simulate both the v12 and v14 geometries, which would require two runs. -``` -ldmx fire simulation.py --geometry 12 --n-events --out-dir -ldmx fire simulation.py --geometry 14 --n-events --out-dir -``` -In order to roughly parallelize this, a [bash script](run.sh) was written to be run within the container. -``` -ldmx ./run.sh -o -N -``` -### Full Procedure -This is a reference on the procedure for getting the simulation up and running. -We assume that ldmx-sw has already be `git clone`d onto your computer. - -Enter the ldmx-sw environment -``` -source ldmx-sw/scripts/ldmx-env.sh -``` - -**Only if needed**, recompile ldmx-sw. This is only necessary if you `git pull`d -changes to the ldmx-sw source code. -``` -cd ldmx-sw/build -ldmx make install -``` - -Determine the version of ldmx-sw you are running. -``` -cd ldmx-sw -git describe --tags -``` - -Create a directory for the simulated data pertaining to the version of the -simulation you are running. -``` -cd ecal-validation -mkdir -p data/ -``` - -Run the simulation. -``` -ldmx ./run.sh -o data/ -N -``` - -## Running the Analysis -The analysis code largely consists of filling and drawing histograms. -As a first step, use [the testing notebook](test.ipynb) as an example for -using the `comp` package. diff --git a/Validation/pyproject.toml b/Validation/pyproject.toml new file mode 100644 index 000000000..f05532b1c --- /dev/null +++ b/Validation/pyproject.toml @@ -0,0 +1,16 @@ +[build-system] +requires = ["setuptools>=43.0.0", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "Validation" +version = "0.0.1" +description = "LDMX Data Validation" +readme = "README.md" +requires-python = ">=3.7" +dependencies = [ + "mplhep", + "matplotlib", + "pandas", + "uproot" +] diff --git a/Validation/run.sh b/Validation/run.sh deleted file mode 100755 index 9f25209fe..000000000 --- a/Validation/run.sh +++ /dev/null @@ -1,66 +0,0 @@ -#!/bin/bash -# run.sh -# run four simulations within container - -__usage__() { - cat <') - -N, --n-events : Number of events per geometry to simulate - -HELP -} - -__main__() { - if [ -z ${LDMX_BASE} ]; then - echo "ERROR: Need to be in ldmx environment." - echo " source the ldmx-env.sh script in ldmx-sw." - return 1 - fi - #local _tag=$(git -C ${LDMX_BASE}/ldmx-sw describe --tags) - local _output_dir=$(cd data && pwd -P)/dev - local _n_events=10000 - while [ $# -gt 0 ]; do - case $1 in - -o|--out-dir|-N|--n-events) - if [ -z $2 ]; then - echo "ERROR: '$1' requires an argument." - return 1 - fi - case $1 in - -o|--out-dir) _output_dir=$2;; - -N|--n-events) _n_events=$2;; - esac - shift - ;; - -h|--help|-?) - __usage__ - return 0 - ;; - *) - echo "ERROR: Unrecognized option '$1'." - return 1 - ;; - esac - shift - done - - if ! mkdir -p ${_output_dir}; then - echo "ERROR: Could not create output directory ${_output_dir}" - return $? - fi - - for g in 12 14; do - fire simulation.py \ - --n-events ${_n_events} \ - --out-dir ${_output_dir} \ - --geometry ${g} \ - &> ${_output_dir}/simulation_v${g}.log & - done - wait -} - -__main__ $@ diff --git a/Validation/setup.py b/Validation/setup.py new file mode 100644 index 000000000..9f855282b --- /dev/null +++ b/Validation/setup.py @@ -0,0 +1,184 @@ +"""A setuptools based setup module. + +I copied this template from +https://github.com/pypa/sampleproject + +and followed the Python packaging guide +https://packaging.python.org/guides/distributing-packages-using-setuptools/ +""" + +# Always prefer setuptools over distutils +from setuptools import setup, find_packages +import pathlib + +here = pathlib.Path(__file__).parent.resolve() + +# Get the long description from the README file +long_description = (here / "README.md").read_text(encoding="utf-8") + +# Arguments marked as "Required" below must be included for upload to PyPI. +# Fields marked as "Optional" may be commented out. + +setup( + # This is the name of your project. The first time you publish this + # package, this name will be registered for you. It will determine how + # users can install this project, e.g.: + # + # $ pip install sampleproject + # + # And where it will live on PyPI: https://pypi.org/project/sampleproject/ + # + # There are some restrictions on what makes a valid project name + # specification here: + # https://packaging.python.org/specifications/core-metadata/#name + name="Validation", # Required + # Versions should comply with PEP 440: + # https://www.python.org/dev/peps/pep-0440/ + # + # For a discussion on single-sourcing the version across setup.py and the + # project code, see + # https://packaging.python.org/guides/single-sourcing-package-version/ + version="0.0.1", # Required + # This is a one-line description or tagline of what your project does. This + # corresponds to the "Summary" metadata field: + # https://packaging.python.org/specifications/core-metadata/#summary + description="LDMX Data Validation", # Optional + # This is an optional longer description of your project that represents + # the body of text which users will see when they visit PyPI. + # + # Often, this is the same as your README, so you can just read it in from + # that file directly (as we have already done above) + # + # This field corresponds to the "Description" metadata field: + # https://packaging.python.org/specifications/core-metadata/#description-optional + long_description=long_description, # Optional + # Denotes that our long_description is in Markdown; valid values are + # text/plain, text/x-rst, and text/markdown + # + # Optional if long_description is written in reStructuredText (rst) but + # required for plain-text or Markdown; if unspecified, "applications should + # attempt to render [the long_description] as text/x-rst; charset=UTF-8 and + # fall back to text/plain if it is not valid rst" (see link below) + # + # This field corresponds to the "Description-Content-Type" metadata field: + # https://packaging.python.org/specifications/core-metadata/#description-content-type-optional + long_description_content_type="text/markdown", # Optional (see note above) + # This should be a valid link to your project's main homepage. + # + # This field corresponds to the "Home-Page" metadata field: + # https://packaging.python.org/specifications/core-metadata/#home-page-optional + url="https://github.com/LDMX-Software/ldmx-sw", # Optional + # This should be your name or the name of the organization which owns the + # project. + #author="A. Random Developer", # Optional + # This should be a valid email address corresponding to the author listed + # above. + #author_email="author@example.com", # Optional + # Classifiers help users find your project by categorizing it. + # + # For a list of valid classifiers, see https://pypi.org/classifiers/ + classifiers=[ # Optional + # How mature is this project? Common values are + # 3 - Alpha + # 4 - Beta + # 5 - Production/Stable + "Development Status :: 3 - Alpha", + # Indicate who your project is intended for + "Intended Audience :: Developers", + "Topic :: Software Development :: Build Tools", + # Pick your license as you wish + "License :: OSI Approved :: MIT License", + # Specify the Python versions you support here. In particular, ensure + # that you indicate you support Python 3. These classifiers are *not* + # checked by 'pip install'. See instead 'python_requires' below. + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.6", + "Programming Language :: Python :: 3.7", + "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3 :: Only", + ], + # This field adds keywords for your project which will appear on the + # project page. What does your project relate to? + # + # Note that this is a list of additional keywords, separated + # by commas, to be used to assist searching for the distribution in a + # larger catalog. + #keywords="", # Optional + # When your source code is in a subdirectory under the project root, e.g. + # `src/`, it is necessary to specify the `package_dir` argument. + package_dir={"": "src"}, # Optional + # You can just specify package directories manually here if your project is + # simple. Or you can use find_packages(). + # + # Alternatively, if you just want to distribute a single Python file, use + # the `py_modules` argument instead as follows, which will expect a file + # called `my_module.py` to exist: + # + # py_modules=["my_module"], + # + packages=find_packages(where="src"), # Required + # Specify which Python versions you support. In contrast to the + # 'Programming Language' classifiers above, 'pip install' will check this + # and refuse to install the project if the version does not match. See + # https://packaging.python.org/guides/distributing-packages-using-setuptools/#python-requires + python_requires=">=3.6, <4", + # This field lists other packages that your project depends on to run. + # Any package you put here will be installed by pip when your project is + # installed, so they must be valid existing projects. + # + # For an analysis of "install_requires" vs pip's requirements files see: + # https://packaging.python.org/discussions/install-requires-vs-requirements/ + install_requires=["uproot", "pandas", "matplotlib", "mplhep"], # Optional + # List additional groups of dependencies here (e.g. development + # dependencies). Users will be able to install these using the "extras" + # syntax, for example: + # + # $ pip install sampleproject[dev] + # + # Similar to `install_requires` above, these must be valid existing + # projects. + #extras_require={ # Optional + # "dev": ["check-manifest"], + # "test": ["coverage"], + #}, + # If there are data files included in your packages that need to be + # installed, specify them here. + #package_data={ # Optional + # "sample": ["package_data.dat"], + #}, + # Although 'package_data' is the preferred approach, in some case you may + # need to place data files outside of your packages. See: + # http://docs.python.org/distutils/setupscript.html#installing-additional-files + # + # In this case, 'data_file' will be installed into '/my_data' + #data_files=[("my_data", ["data/data_file"])], # Optional + # To provide executable scripts, use entry points in preference to the + # "scripts" keyword. Entry points provide cross-platform support and allow + # `pip` to create the appropriate form of executable for the target + # platform. + # + # For example, the following would provide a command called `sample` which + # executes the function `main` from this package when invoked: + #entry_points={ # Optional + # "console_scripts": [ + # "sample=sample:main", + # ], + #}, + # List additional URLs that are relevant to your project as a dict. + # + # This field corresponds to the "Project-URL" metadata fields: + # https://packaging.python.org/specifications/core-metadata/#project-url-multiple-use + # + # Examples listed include a pattern for specifying where the package tracks + # issues, where the source is hosted, where to say thanks to the package + # maintainers, and where to support the project financially. The key is + # what's used to render the link text on PyPI. + #project_urls={ # Optional + # "Bug Reports": "https://github.com/pypa/sampleproject/issues", + # "Funding": "https://donate.pypi.org", + # "Say Thanks!": "http://saythanks.io/to/example", + # "Source": "https://github.com/pypa/sampleproject/", + #}, +) diff --git a/Validation/simulation.py b/Validation/simulation.py deleted file mode 100644 index eceb31789..000000000 --- a/Validation/simulation.py +++ /dev/null @@ -1,52 +0,0 @@ -"""Ecal-focused simulation script""" - -import argparse -import os - -parser = argparse.ArgumentParser() - -parser.add_argument('--n-events',default=10,type=int,help='number of events to simulate') -parser.add_argument('--geometry',default=12,type=int,choices=[12,13,14],help='version of geometry to simulate') -parser.add_argument('--run',default=1,help='run number (controls random number seeding)') -parser.add_argument('--out-dir',default=os.getcwd(),help='directory to put output file into') - -arg = parser.parse_args() - -from LDMX.Framework import ldmxcfg - -p = ldmxcfg.Process( "valid" ) -p.run = arg.run -p.maxEvents = arg.n_events -file_stub = f'geometry_v{arg.geometry}_events_{arg.n_events}_run_{arg.run}.root' -p.outputFiles = [ arg.out_dir+'/events_'+file_stub ] -p.histogramFile = arg.out_dir+'/histos_'+file_stub - -# we want to see every event -p.logFrequency = 1000 -p.termLogLevel = 0 - -from LDMX.SimCore import simulator -from LDMX.SimCore import generators -import LDMX.Ecal.EcalGeometry -import LDMX.Ecal.ecal_hardcoded_conditions -import LDMX.Hcal.HcalGeometry -from LDMX.DQM import dqm -import LDMX.Ecal.digi as ecal_digi -import LDMX.Ecal.vetos as ecal_vetos - -electrons = generators.gun('ecal-electrons') -electrons.particle = 'e-' -electrons.energy = 4.0 # GeV -electrons.direction = [0., 0., 1.] -electrons.position = [0.,0.,220.] #mm - in front of ECal, skip tracker/trig scint - -validator = simulator.simulator('ecal-validator') -validator.setDetector(f'ldmx-det-v{arg.geometry}', False) -validator.description = 'Electrons straight into ECal for ECal geometry testing' -validator.generators = [electrons] - -p.sequence = [ validator, - ecal_digi.EcalDigiProducer(), - ecal_digi.EcalRecProducer(), - ecal_vetos.EcalVetoProcessor() - ] + dqm.ecal_dqm diff --git a/Validation/comp/__init__.py b/Validation/src/Validation/__init__.py similarity index 100% rename from Validation/comp/__init__.py rename to Validation/src/Validation/__init__.py diff --git a/Validation/comp/__main__.py b/Validation/src/Validation/__main__.py similarity index 100% rename from Validation/comp/__main__.py rename to Validation/src/Validation/__main__.py diff --git a/Validation/comp/_differ.py b/Validation/src/Validation/_differ.py similarity index 100% rename from Validation/comp/_differ.py rename to Validation/src/Validation/_differ.py diff --git a/Validation/comp/systems/ecal.py b/Validation/src/Validation/systems/ecal.py similarity index 100% rename from Validation/comp/systems/ecal.py rename to Validation/src/Validation/systems/ecal.py diff --git a/Validation/comp/systems/test.py b/Validation/src/Validation/systems/test.py similarity index 100% rename from Validation/comp/systems/test.py rename to Validation/src/Validation/systems/test.py diff --git a/Validation/comp/systems/trigscint.py b/Validation/src/Validation/systems/trigscint.py similarity index 100% rename from Validation/comp/systems/trigscint.py rename to Validation/src/Validation/systems/trigscint.py diff --git a/Validation/test.ipynb b/Validation/test.ipynb deleted file mode 100644 index 5dd31aeee..000000000 --- a/Validation/test.ipynb +++ /dev/null @@ -1,246 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "6aa8f67c-ae04-4f83-99f7-1c310c757343", - "metadata": {}, - "outputs": [], - "source": [ - "from comp import Differ\n", - "# uses matplotlib so define the default theme to be mplhep\n", - "import matplotlib.pyplot as plt\n", - "import mplhep\n", - "plt.style.use(mplhep.style.ROOT)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "cb8bbe20-b003-4989-92aa-cb990fbd4148", - "metadata": {}, - "outputs": [], - "source": [ - "fd = Differ('v3.2.0-beta 10k Events',\n", - " ('data/v3.2.0-beta/events_geometry_v12_events_10000_run_1.root','v12'),\n", - " ('data/v3.2.0-beta/events_geometry_v14_events_10000_run_1.root','v14'))\n", - "hd = Differ('v3.2.0-beta',\n", - " ('data/v3.2.0-beta/histos_geometry_v12_events_10000_run_1.root','v12'),\n", - " ('data/v3.2.0-beta/histos_geometry_v14_events_10000_run_1.root','v14'))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "4b570561-583e-4247-86e0-7a4100d6224f", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fd.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_',\n", - " 'Sim Energy Deposited [MeV]',\n", - " bins=50,range=(0.,30.))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "432f7503-3cd2-4a57-b761-63d9e434b063", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAH5CAYAAAB05X3IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABQzklEQVR4nO3deZgU1dn//8/NLlFAUVDQiBoX1LhEcEGjGBH1ixPAiIrGaIxONInL79EnwSw6JmqIj4lGY6KDiaBGXDCgLeASFfcN990ojsYNEWQRWeX+/VHVQ9NT3dPd0z3dXf1+XVddNVN16tSpMz0995w+i7m7AAAAgGrXodwFAAAAAIqBwBYAAACxQGALAACAWCCwBQAAQCwQ2AIAACAWOpW7ANXAzJg6AgAAoIK4u6Ufo8UWAAAAsUBgmwd3z3s75ZRTCrpujz32aNf7FXJde96rWuqEeqmc66iX6q0X6qQyrqNeqJdKrZds8gpszexdM3snj/Svm9kD+dwDAAAAKES+fWy3lJRTf1Mz6yJpgKQt8rwHAAAAkLesga2ZjZQ0MuL4P1rJ1yTtLKmrpPkFlw4AAADIUWsttrtJOjHl+2Rr7YnpCbO4LY+0Fa2+vr7Fsbq6OtXV1ZWhNAAAAPGWSCSUSCRyTt9aYDsr7fvzFQS3F+SY/zuSJudcmgrX2NiY9zXtHfQWer9CrmvPe7VFe5eTeqmM6wpVLc8X53qhTirjukJVy/NRL8W9rlCt3S+qAXHChAkZ01tro8vWSWy2RpK7e8ecL4qB5Dy2+dRVWw0aNEizZ89ut/tVA+okGvUSjXqJRr20RJ1Eo16iUS/R2rNezILpaz1iHtt8B4/9sBgFAgAAAIotr8DW3SeVqiAAAABAWxS0pK6Z7SdpsKQNcknv7r8t5D4AAABArvIKbM2ss4LBYKNzvUTBYDMCWwAAAJRUvi22p0o6Ivz6A0lPSlpa1BJBUvTUYrWOOolGvUSjXqJRLy1RJ9Gol2jUS7RKqZd8Z0WYLWl3SXdJOtrdl5eqYJWkHLMiAAAAoKVssyLkG9gukrS+pF3c/dViFbDSEdgCAABUhmyBbYc881oV7pvaViQAAACguPINbJ8P9zsVuyAAAABAW+Qb2F4S7n9V7IIAAAAAbZFXYOvu90k6XdL/M7PbzOwbpSkWAAAAkJ98B4/9NfxyTwWzI0jSXElzJK3McJm7+0EFl7ACMHisQA09U75eVL5yAACA2Mg2eKyQeWxdwcILSZuGWyaxiQaj5mirq6tTXV1dGUoDAAAQb4lEQolEIuf0+bbYnlBIodx9UiHXVQpabAtEiy0AACiyorXYVnuACgAAKt/8+fN14YUX6umnn9Ybb7whM9N2222n/fbbT+PGjdNGG21U7iKuY+7cufr973+vRCKhDz74QL169dLgwYN11llnadiwYQXlOWDAAL333nt68MEHNXTo0OIWOMbyarGtVbTYFogWWwBAnh555BF973vf07x58yLPb7TRRkokEhoyZEjeeb/77ru64oor9Oyzz+qtt97S8uXLteOOO2rw4MEaN26cNttss7zzfO2113TggQfq008/jTw/fvx4/eIXv8g733IEtgsXLtTll18uSWpoaGiXexaimAs0AAAAlMTKlSt18skna968edpuu+00Y8YMzZs3T3PnztXkyZPVr18/LViwQMcff7y++OKLvPK+9957tcsuu+jyyy/XI488orlz52rRokV64okndMUVV2i77bbT9ddfn3d5R48erU8//VR9+vTRLbfcok8//VSPPvqoDj/8cEnSuHHj9MADD+SVb7ksXLhQF1xwgS644IJyF6VgeQW2ZjangO2dUhUeVayh59oNAABJkydP1ltvvaXOnTvr3nvv1WGHHaaNN95Yffr00THHHKN//etfkqQ5c+bo7rvvzjnf+fPn6+ijj9YXX3yhrbbaStOmTdPcuXM1d+5cTZ06VQMHDtQXX3yhk08+Wc8991zO+d54441666231KlTJ02bNk1HHXWUNtlkE+2777669dZbNWjQIEmq6kCx2uTbYjsgx23LlK+3aksBAQBAbXjllVckScOHD9eWW27Z4vxee+2lAQMGSJJeeumlnPO9/vrrtXDhQnXp0kWzZs3SyJEj1adPH/Xp00ejRo3SE088oQEDBmjVqlV5dRu46aabJEnDhg3TPvvss8659dZbT2effbYk6eGHH9ZHH32Uc74oXL6B7YFZtuGS6iVdK2m1pI8l7S1pg2IVFlUgU0ssrbMAUFPOPPNMmZm22WabjGNUli1bpg022EBmpksvvVRvv/22JGmrrTK3iW244YaSpAULFuRclmQQPGbMGH39619vcb5nz54688wzJUlPP/201qxZ02qeq1ev1sMPPyxJzd0O0h1yyCHq2LGjJLWpO8J7772nk046Sf3799d6662n3XffXSeddJKeeOKJrNfdd999OuKII7TZZpupW7du2nbbbfX9738/slXazNapdzOTmWnWrFnrpHv55Zf1wx/+UDvttJN69OihHj16aMcdd9QPfvADPfPMMwU/Y7Hku/LYQ1m2f7v7te5eL2kHSWsk3SFp/VIUHBWIwBUAEDr66KMlBd0GMrWuzpgxQ1988YU6duyo4447TlOnTpW768orr4xM/+mnn+rNN9+UJO266645lyUZMG+33XYZ02yzzTaSpMWLF+cUNM+bN0+rVq2SJO25556RaTbccMPme3744Yc5lzfVSy+9pF133VXXXXedPvroIy1fvlwvvPCCrrvuOg0ZMkR//OMfW1zz1Vdf6Sc/+YmGDx+uqVOn6pNPPtGKFSv09ttv65///Kf22GOPyOtak0gktMsuu2jixIl67bXXtGTJEi1ZskSvv/66brjhBu211166/fbbC3rOYinJ4DF3f1fSjyT1lfSbUtwDFSSyhXbRulu2tACA2Nl7772bW0eTfWPT3XrrrZKkQw89NHJGAnfXkiVL1NTUpJtvvlmHHHKIvvzySw0cOFDHHXdczmX51a9+pdtuuy3rNc8++6wkqUePHurdu3ereX7yySfNX2dLnzw3d+7cXIu7jnPOOUdffvllc4v2xx9/rFtuuUX9+/eXJP3v//5vi38cLrnkEv3tb3+TFCwu9fzzz2vRokV67LHHdNhhhzXne/PNNzdf4+5699131/ne3ZtnZFixYoWOP/54SdJ+++2nxx57TIsWLdLChQv10EMPaa+99pK766yzziroOYsmWfBib5K6SFouqalU92ivTcHqaY4Mzu+x7pZLmtbSAwCq3jnnnOOSfOedd25x7osvvvDu3bu7JL/11lsjr585c6Yn/wYnt7Fjx/onn3xS1HK+8cYb3qtXL5fkp5xySk7XzJgxo7lMn3/+ecZ0I0eOdEl+7LHH5lWmLbfcsjn/RCLR4vwnn3zi/fr1c0l+2GGHNR+fP3++r7feei7JL7jgghbXrVmzxo855hiX5JtvvrmvXLmy+dy7777rmWKe5557ziV5ly5dfMGCBS3Op147d+7cvJ41XyllbBGzlXK6r1WSvlLQaotakN46CwCoacccc4ykYFDYW2+9tc65u+66S19++aU23HDDvJamf+KJJ3TfffcVrYwzZszQAQccoIULF2rjjTfWb36T2wfNqd0Vvva1r2VMlzyXaV7e1nz729+O7MPbt29f/fKXv5QkzZw5U0uXLpUkTZ8+XcuWLVO/fv107rnntrjOzHT55ZfLzPTBBx/o+eefz6kcm2yyiSZPnqxp06Y193NOldri/uWXX+aUZymUMrD9jqT1JH3SWkIAABA/3/rWt5r7rk6dOnWdc8luCGPHjlW3bt0irz/00EPl7po/f74ee+wxHXnkkWpqatLxxx+vq666qk1le/XVV1VXV6cRI0Zo7ty52njjjXXvvfdqiy22yOn61O4HS5YsyZhu0aKgwadnz8K64X33u9/NeG7UqFHNX7/zTjC7arIP8gEHHKDOnTtHXte3b19tu+22kpTzgK/NN99cxxxzTHNXhqTVq1friSee0Omnn55TPqWW7zy2X89h287Mjpd0o4Km4vIPkUP5ZWvNpd8tAMSSmTW32qb2s12yZIlmzJghSTrhhBNazWejjTbSkCFDdOutt2rMmDGSpPPOO0/Lly/Pu0yLFy/Wz372M+2yyy666667JAUD3V599VXtvvvuOeez6aabNn/9+eefZ0yXPNevX7/mY0OHDm2edSB1i1rtK9sMEf369VP37t0lrR0gl2wZnzx5cuQ9klsyXbayp3N3PfbYYzr33HN1+OGHa+DAgfra176mIUOGaMKECTnnU0r5tti+m8P2uqSJCrogrJL02yKVFQAAVJnk7AhPP/20/vvf/0oKRtcvX75cAwcO1ODBg3POy8x0yimnSAq6AsyZMyevskyfPl077rijrrrqKq1Zs0YHHHCAHn/8cd18883q06dPXnmlBrafffZZxnTJLguFLNcrqXm6sCju3jw1WTLAXbFiRV75Z2ttTrV06VLV1dVpv/320/jx43XPPfdovfXW0wknnKBrrrmmefBduXXKM32LNXkzWCrpWUn/6+6v5HkP1JKGRbTWAkCM7bzzzho4cKBef/11TZs2TaeffrpuueUWSdKJJ54os7Whxeabb66FCxfqxhtvXOdj9lR9+64durNy5cqcy3HbbbfpmGOO0Zo1a7Txxhvr2muv1Xe/+9117p+PTTbZRJ07d9aqVav05JNPaq+99mqRZv78+c0to8lZDCS1mBs2m2zBe3L6L2ntVGbJ/SmnnKLGxsac79OacePGafr06dpkk0101VVX6bvf/a66du3afN4zzFXc3vKdx7ZDjtsG7j7U3emGEHfFDEoJcAEgdtK7IyxatEh33323OnTooO9///vrpN100021dOnSFgPNUr3++uuSpE6dOmngwIE5leHZZ5/Vcccd19xK+8ILL2jkyJEFB7VS0JK6//77SwpagqPce++9zS2qBx54YEH3SXbZiJLs3tG1a9fmqdWSgW22ldncXc8++6xmz56dc4ttsk/0xRdfrDFjxqwT1Epru0KUWykHjwEtZZrfFgAQW8nuCA8//LCuvfZarVy5UsOHD1+n36kk7bDDDpKka665JvIj9dWrV+uSSy6RJA0aNKhFcJXJ5ZdfrlWrVmnw4MH697//vU7raVsce+yxkqQHH3xQjz322Drnli1b1rwIwgEHHKDNN9+8oHvcf//9uvvuu1sc//jjj3XxxRdLkk499VR16hR8CD98+HB16NBBTz31lBKJRGSeU6dO1aBBg7IG2+ktsMmfR9RAP3fX+PHjM17brqLmAGNjHtucFWsuWua0BYBY22233VxS8xyrN998c4s0DzzwQPMcpUOGDPEHH3zQ58+f75999pnff//9PmTIEJfknTt39ueee26da5966inffvvtffvtt/crr7yy+fiKFSu8a9euWefLzebKK69szvepp55a59zKlSt9hx12cEnet29fv/XWW33evHn+6KOPel1dnUtyM/OHH3447/sm57Ht1q2bd+nSxS+77DJ/5513/OOPP/Zbb721eQ7b9ddf3z/99NN1rj3jjDNcknfv3t0vvPBCf/PNN33ZsmX+/vvv+x//+Efv1q2bS/Kf//zn61yXOhftM8884+7BvLfu7gceeKBL8m222cZnzZrlX3zxhc+bN8/vu+8+P/TQQ9eZa/jPf/6zL1u2LO9nzpWyzGNbaKDXSdLRkm6Q9LikuZIWSHoqPHaspE6F5F2JW7ICTznllBbbnXfe2aYfTtUjsAUA5OD3v/99c0DSs2fPjIHPhRde6B07dmyxMEPqtZMmTWpx3YMPPtic5vzzz28+/v7772fMK2rbcsst18n3/PPPbz734IMPtrjva6+95n369InMy8z88ssvL6i+koHt5MmTvUuXLpH5d+vWLXLxhmXLlvmoUaOyPufYsWN99erV61y3fPny5qBXkm+wwQbNz/zMM894586dM+Y3btw4Hzp0aPP3u+66a0HPne7OO+9sEXsVNbCVNEDScwoWX/hK0pq0LXn8WUkD8s2/EjdabLMgsAUA5GDOnDnNAcmPf/zjrGlfeeUVP/bYY33XXXf1DTbYwPv06eP777+/n3322RlXtcoU2D799NMlDWzdg1XAzjzzTN9qq628S5cuvvHGG/vhhx/us2bNyqeK1pEMbJcsWeIvvPCCH3XUUd6nTx/v3Lmzb7HFFn7yySf722+/nfH6r776ym+55RYfO3as77TTTt6tWzffZpttvK6uzu+7777mlth0U6ZM8W233da7dOni/fr186effrr53Msvv+xHHXWUDxgwwLt06eL9+/f373//+82tu2+//bbvvffevtFGG/lZZ51V8LO3Jltga8H53JhZd0kvStpawQwJ90u6T1KTpNXh8YPDzSX9R9Lu7r4s55tUIDMLots86irWogZ5tbW/bDJP+t0CAIAskoP+3L3F6L98p/v6maRtJC2TNMLdZ0WkudTMhklKSNpW0mmS/pTnfQAAAIC85DsrwvcUtMT+IkNQK0ly939LOldBq+7QQguHGpRchYypvwAAQJ7ybbHdLtxnnlRtrYSCltpv5nkPVIsK6TYwYNy68wc2jR9RppIAAIByyrfFNtmX4fMc0i4I973yvAcAAACQt3wD25fD/aAc0ibTsKQuSia9tRYAANSufLsivCBpXwUDxPZx9y+jEpnZepIuVdAf94W2FBA1IrVbA/1rAQBAAfJtsf2rgjlqd5b0jJkdY2YbJU+a2YZmdrSkZxT0rV0j6W/FKiyQCf1qAQBAXi227v66mZ0i6VpJAyX9U5LMbGmY5Gvh3hQEtT9299eKVFYgJ6ndE5IBb9QxAAAQL/m22MrdJ0raT8HiDFIQxK4fbhZuD0ra393/UZxiAgAAANnl28dWkuTuT0o62My6Klht7BsKAtq3Jc1x9+XFKyIqQgX2e802zReDygAAqD0FBbZJ7r5C0uvhBhRXajBd4Jy5BLgAANSOvLoimFm3DMe7mNlpZrZtcYoF5I4+swAAQMqxxdbMDpF0gqTDzWxjd1+ZlqSzpKskuZl9KOlqSX+iSwKKhdXFAABAa7IGtmbWUcF8tGfkmJ9J2lzS7ySNNLMR7v5Z24qIitIey+jmMKdtW7sYMEsCAADx01pXhGsUBLUm6T+Szpe0Kj2Ruy+V1E9Bq+4jYfpBCqcDAwAAAEotY4utme0s6Yfht/8n6Vx3X5Mpvbt/IukGM7tR0v+noKV3mJkd6u53F7HMaG8VOCOCREsrANSaShoQzN+gypStxfYsBS2v97r7L7IFtak88CdJ08JDR7aphEABmsaPyPimU0lvjAAA5GvRokXq2rWrrr322oxp3F033HCDhg4dqk033VQbb7yxDjroIN1www1y93YsbfvK1sd2oCSXdFmBef9Z0igFc9wiDtqjf20WTeNH5B2UMrctAMRPOVtLK+FvyQ033KCVK9PH8a/rhz/8oSZNmqROnTppp512kiQ99NBDeuCBB3TnnXfq1ltvlZm1R3HbVbbANhmQFrok7lvhninAUBHS3wiTb04MJAMAVIP58+dr8uTJ+vnPf5413SOPPKJJkyZpyy231MyZMzVw4EBJ0ptvvqnRo0drypQp+vvf/66TTz65PYrdrrIFtuuH+08LzHtBuN+owOtRw5LBZlPazMkEngCAWjR48GDNnj07p7QTJ06UJDU0NDQHtZK0/fbba+LEidprr710/fXXxzKwzdbH9qNwv1mBeW8e7gsNjIFmTd2OLXcRAAAompNOOklmpquvvjry/OjRo2VmuummmyRJw4cP149//GP9+Mc/1h577JE17zlz5kiShg4d2uLc4MGDtf766+vFF19s2wNUqGyB7Qvh/tAC8z4s3BfalQEAACCWxowZI0m64447WpxbsmSJ7r77bq2//voaNWqUJOmiiy7S1VdfrauvvlqHH3541ryHDBmiH/3oR+rXr1+Lc19++aW+/PJLbbDBBm1/iAqULbC9XcGsCOea2fpZ0rVgZl+T9HMFg89a/sSAXJV5wBoAAKVw0EEHqVevXrr//vu1ePHidc7NmDFDy5cv1/e+9z11794977wvuugiXXvtterSpUuLcxdffLHWrFmj/fffv+CyV7JsfWynSPq1gtkREmZ2hLt/3lqGYVD7LwVdET6RdEMxCooyqdA5bEsl02hX+vYCAIqpS5cuGjVqlCZOnKiZM2fq6KOPbj43ZcoUSdLxxx9ftPt99dVXOuecc3T55ZerS5cuGjduXNHyriQZA1t3X21mJ0m6X9L+kt4zs79Iuszd56WnN7NuksYoWJ1sK0lrJP0kXJUsFurr61scq6urU11dXRlKg7ZiKjAAQDmNGTNGEydO1B133NEc2C5dulTTp09X//79I/vIFuKRRx7RGWecoRdeeEGdO3fWDTfcoF122aUoeZdaIpFQIpHIOX22Flu5+9Nmdrik2yRtLOkXkn5hZnMlvSvpv5J6K5gabAsFXRdMwbK7p7n7tAKeoWI1NjaWuwjlUwldAhp6lqwcBLkAgPY2bNgw9erVS9OnT9fKlSvVpUsXzZw5U8uWLdNxxx2njh07tin/xYsX6+yzz25eyGHnnXfWpEmT9K1vfasYxW8XUQ2IEyZMyJg+Wx9bSZK7PyRpR0nXSlquIHDdVNI+ClpoD5K0ZZiXSbpP0mB3/0dBTwAAAFADunTpopEjR2rx4sWaNWuWpOJ1Q3jllVe0yy676Nprr9XGG2+sv/71r3r++eerKqgtRKuBrSS5+2fuXi+pn6SjFaxGNkXSA5LuknSdpJ9K2s7dD3H3l0pUXtSiSmgtBgCgBJKzI0ybNk3Lli3TXXfdpd12200777xzwXl++OGHOuyww/Tee+9p77331osvvqjTTjtNnTpl/aA+FvJ6QndfpKBbwm2lKQ5qVSWt/kW3BABAexk2bJh69uypO++8U8OGDdPSpUvb3Fr7u9/9Th988IGOOOII3XTTTeratWuRSlv5cmqxBQAAQPF17dpVI0eO1IcffqjzzjtPHTp00NixYwvOb8WKFZo8ebI6duyoq6++uqaCWinPFlsAAIByi9unaWPGjNH111+vV199VYcccog226zQRV+ljz/+WIsXL1a3bt2ytvz27dtXkyZNKvg+lYrAFgAAoIwOPvhg9ejRQ4sXL25zN4RPP/1UkrR8+XLdc889GdNtueWWbbpPpSKwBQAAVaHcYzBKpWvXrlq0KPeB0g0NDWpoaIg8t+eee8rdi1Sy6kMfW1SXhp41txoaAADIDYEtqhPBLQAASENXBLTUTkFjps7/kceTc9kS0AIAgAzyarE1s6+b2dfzTF/40D4gHYs1AACADPJtsW2StCaP616V9JmkrfK8D2pUpQ4MSLYiV2r5AABAYX1sLadEZptK6i5p0wLuAQAAAOQla8urmZ0p6cyI43Naydck9Q+/nltY0YBWJPvb0j0BAACo9S4FvSQNSDtmEcey+X0eaQEAAICCtBbYTpQ0K/zaJD0gySV9J8f833X39wsqGZAJMyQAAIAIWQNbd39P0nvJ780sefyh0hYLFYGP+COlT0fGgDIAACpDvrMiMLsBiiLTHLaVJhm0Vkt5AQCoZXnNiuDu74WtuEDloEsCAABQ67MifBV++Ya772Rm/yjgHu7uPyrgOtSApvEjqqo1tJrKCgBArWmtK4Kl7U9UMHgsp7lsQy6JwBbF17CI1loAANCstcD2YQWBabL7wW/D74HK0tCzXQe7VVtLMwDEQiU1ZjDAuiK1NivC0LTvG0pZGAAAAGS3aNEi9enTR1dddZVOPvnknK5Zvny5Bg8erM8//1wffPBBiUtYPvnOigAUXZumy2qn7ghM6QUAFaScraUV0Gp8ww03aOXKlXld88tf/lKvvPKK+vfv33riKkZgi3YVx4/vk89E8AsAKKX58+dr8uTJ+vnPf57Xdf/+97912WWXlahUlSVjYGtmDxTpHu7uBxUpLwAAgJozePBgzZ49O+/rFixYoBNOOEHbbLON3nnnnRKUrLJka7EdquwzICQHkbU2QwKDzdBCHFo3WbwBAFCok046Sdddd53+9re/6dRTT21xfvTo0Zo2bZr++c9/6thjj9Xw4cO1xx57SJJmz56tZ599ttV7uLtOPfVUffLJJ3rssce0zz77FP05Kk22wPZ6ZQ9KTwjPTypqiVA+FdBvCACAWjBmzBhdd911uuOOO1oEtkuWLNHdd9+t9ddfX6NGjZIkXXTRRc3nGxoacgpsb7zxRt122236zW9+o7333ruo5a9UGQNbdz8x24VmdkKY7odFLhMAAECsHXTQQerVq5fuv/9+LV68WD169Gg+N2PGDC1fvlwnnHCCunfvXlD+TU1N+ulPf6pBgwbpN7/5TbGKXfHyWlIXNaJhEfPzFWDAuOl0SwAA5KRLly4aNWqUVq1apZkzZ65zbsqUKZKk448/vqC8v/rqKx1//PFavXq1brzxRnXu3LnN5a0WBLZoNwR9AACsNWbMGEnSHXfc0Xxs6dKlmj59uvr376+hQ4cWlO8ll1yiRx99VJdeeqm23377YhS1ahDYAm3UNH5ELAbDAQDa17Bhw9SrVy9Nnz69eV7amTNnatmyZTruuOPUsWPHvPN87rnndN555+nQQw/VaaedVuwiVzzmsUW7IwgEACDojjBy5EhNmjRJs2bN0vDhw9vcDeHOO+/U6tWrNW/ePB122GEtzs+bN0+HHnqoJOmqq67SNttsU/gDVKCaDWzNrLukBkljJG0i6UVJv3b3B8tZLgAAUDvGjBmjSZMmadq0afr2t7+tu+66S7vttpt23nnnNuWbadaElStX6p577pEUzL4QN7XcFeF3kn4g6RxJB0h6UtK9ZvatspYKAADUjGHDhqlnz5668847NXPmTC1durTg1lopmArM3SM3Serfv3/z97vttluRnqJy1GRga2Ym6RRJF7j77e7+rLufLekxSfXlLR0AAKgVXbt21ciRI/Xhhx/qvPPOU4cOHTR27NhyF6tqVU1XBDPrKOm/kv7h7r/Oku5IBa2w35S0QkGwep67P5+SrKekjyQ9nXb5p5K2KGa50Y6iFphg2jIAiJ+YLSg0ZswYXX/99Xr11Vd1yCGHaLPNNit3kapWxsDWzM7LJYNc0rn7b/MpVAaHScr6kzazsyRdFn77mqRekg6XNNzMvuPuj4XlWShph7Rrdwjv8X9FKCtCtTrFV+pzM1gOAJDNwQcfrB49emjx4sVt6oaA7C22Dcq+pG7y3Pk53KfgwNbMekgaKemPraTrLekPkpZL+o67PxF2OThd0p8lXSmpRf/ZMM3Rkv4q6UNJVxRaVpRJslU2Zv/BAwDSxPRTuK5du2rRotyfraGhQQ0NDXnfJ9nPNs6yBbbvK3tgW3JmNkXS93JMPlZSFwUzGzwhSR78BK8wsxEKWm2/6e4vp+S/taTrJO0v6XZJp4WtuQAAAKgyGQNbdx/QjuXI5HFJn4Vfby9paJa0yZ7WUyPOTZU0PEzzsiSZ2Z6S7g/zH+bu9xehvAAAACiTih485u5/Sn5tZicqe2C7laTFkl6POPd4uN86zKujpFsVBLl17j6/CMUFAABAGVV0YJsrM+sgqY+k9z26A0kycO0b7veUtKWk8yRtaGYbpqRd5u4flqywNYSBYwAAoD3FIrCV1FtSR0mfZzifHthuHu4nRaR9SBlahgcNGpRzgerr61Vfz5S4AAAArWlsbFRjY2Ob84lLYNuajuG+syS5+22SLN9MZs+eXcwyVY4SzybQNH5EzbVi1uIzAwBQqHwaBIMJraLFJbCdL+krSRtlOJ88/nH7FAdlkToNDFN/AQBQc2IR2Lr7GjObJ6m3mVlEP9ve4Z7AtkxqYZGCWnhGAAAqWSwC29AcSUMk7axwSq8UQ8L9u+1aomoT04mvAQBAbehQ7gIU0eRwPzri3Khwf1P7FAUAAADtLU6B7U2SVkj6pZntIwXL5ZrZGZIOlvSMu79UzgICAACgdGLTFcHdF5jZOEmXSXrczF5RMGisn6Tlkk5v6z2iRuvV1dWprq6urVkDAAAgTSKRUCKRyDl9bAJbSXL3y83sA0n/K+mbklZKSkj6dTFaa4sxvxoAAAByE9WAOGHChIzpqyawdfeJkibmkG6KpCmlLg8AAAAqS5z62AIViYUaAABoHwS2AAAAiAUCWxTdgHHTaaXUugs2UCcAAJQegS0AAABioWoGj6H6sMTs2jqgtRYAgNIjsM0D89gCAAC0n5qex7bUmMcWAACg/cR2HlsgrlK7KdB9AwCAwjF4DPHW0LPcJQAAAO2EwBZoRwwiAwCgdAhsEU8Ni8pdgoyY0xYAgNIgsAXaAX1nAQAoPQJbFBUtkZk1jR9BgAsAQAkR2Nayhp4Mrioj/gkAAKC4mO4rDyzQkDtaJnNDcAsAQGb5LtBg7l7C4sSDmbkkxa6ukq21RRxolQzUKiKwjWqNrpBBZZkC2oqoNwAAKpiZSZLc3dLP0RUBKDOCWQAAioPAFgAAALFAYAsAAIBYILAFAABALBDYAgAAIBaY7gvxlToDAvP1AgAQe7TYAgAAIBYIbAEAABALdEXIAyuPoViYuxYAgNblu/IYgW0eGhsby10EAACAmhHVgDhhwoSM6emKAAAAgFggsAUAAEAs0BUBtSV12q/U6cAAAEDVo8UWAAAAsUCLLdpswLjp5S4CAAAALbYAAACIBwJbAAAAxAKBLQAAAGKBwBYAAACxQGBbq1KnvQIAAIgBZkXIQ319fYtjUUu9AYVKnWGiafyIMpYEAIDySyQSSiQSOacnsM1DY2NjuYtQfCxSAAAAKlRUA+KECRMypqcrAgAAAGKBwBYAAACxQFcEFA19QgEAQDnRYgsAAIBYILBF7WLKMwAAYoWuCKgNqbM/ENACABBLtNii9jDFGQAAsURgi9pG6y0AALFBYAsAAIBYoI8talPDoopvrWV5XQAA8kOLLQAAAGKBwBYAAACxQFcEoAJk6mqQ2h0BAABkR2Cbh/r6+hbH6urqVFdXV4bSAAAAxFsikVAikcg5PYFtHhobG8tdBAAAgJoR1YA4YcKEjOnpYwsAAIBYILAFAABALNAVodZU+NytAAAAhaLFFgAAALFAYFurGhYFG4JW7ApvyWbaLwAAWkdgCwAAgFggsEXtqoJW60wLNwAAgJYIbAEAABALBLYAAACIBQJbAAAAxALz2KIgjNIHAACVhhZbAAAAxAIttmiTWI3ab+hZ8bMkAACAzGixBQAAQCwQ2AJV0ko7YNx0+jYDAJAFgS0AAABigT62yAktheWT7MfMzwAAgOwIbPNQX1/f4lhdXZ3q6urKUBoAAIB4SyQSSiQSOacnsM1DY2NjuYsAAABQM6IaECdMmJAxPX1sAQAAEAsEtgAAAIgFAlsAAADEAoEtAAAAYoHAFgAAALFAYAsAAIBYYLovFCy5cECsNPQM99WzzG6qWP5MAADIES22AAAAiAUCW0AKWmirpJUWAABEI7AFAABALBDYAgAAIBYIbAEAABALBLZAlRkwbnqL2RAAAACBLQAAAGKCwBYAAACxQGALAACAWCCwBQAAQCywpG6tSC4VCwAAEFO02AIAACAWaLFFXprGjyh3EQAAACLRYgtUKeayBQBgXQS2AAAAiAUCW6DK0T0EAIAAgS0AAABigcAWAAAAscCsCHmor69vcayurk51dXVlKA0AAEC8JRIJJRKJnNMT2OahsbGx3EUAAACoGVENiBMmTMiYnq4IQJSGnqzWBgBAlSGwBQAAQCzQFaHWNCwqdwlQoOS0XizMAABANFpsgRgh6AUA1DICWwAAAMQCgS2QqmFRVXbXYPUxAAAIbAEAABATBLZANkz7BQBA1SCwBQAAQCww3RcQJdnPtgJba+lPCwBANFpsAQAAEAu02CIS86Fmkd6KW4WzKAAAEEe02AIAACAWCGwBAAAQCwS2AAAAiAX62MZdBY7qR2ml9o9mBgUAQC2hxRYAAACxQIttrWDkfuylts4yqwUAoBbRYgsAAIBYILAFAABALBDYArlgEB4AABWPwBYAAACxQGALZMOgOwAAqgaBLQAAAGKBwBYAAACxQGALAACAWCCwBQAAQCwQ2AIAACAWCGwBAAAQCwS2AAAAiIVO5S4AgNIbMG5689dN40eUsSQAAJQOLbYAAACIBQJb5IyWPgAAUMkIbFNY4E0z263cZQEAAEB+6GMbMrNuks6RtF25ywIAAID8EdhKMrMzJF0qqXO5ywIAAIDCVGVXBDPraGYfmdmFraQ70syeNLOlZrbAzBJmtntE0psk7SJpWEkKXGVSR9AjTUPPcpcAAABkUJWBraTDJG2WLYGZnSXpNkl7SWqStEzS4ZKeNLN9U9O6+2fu/oakd0pRWAAAAJReVQW2ZtbDzI6X9I9W0vWW9AdJyyUNcfedJG0u6UxJXSRdWeqyxgGzIGTRsKjcJQAAAGmqJrA1symSFkm6XtImrSQfqyCAvdDdn5AkD1wh6V5Ju5vZN0tZXgAAALSvaho89rikz8Kvt5c0NEvaseF+asS5qZKGh2leLlbhAAAAUF5VE9i6+5+SX5vZicoe2G4labGk1yPOPR7uty5W2QAAAFB+VRPY5srMOkjqI+l9d/eIJPPDfd/2KxVQHtlmuEg/R59qAEC1i11gK6m3pI6SPs9wvuDAdtCgQTmnra+vV319fb63AAAAqDmNjY1qbGxscz5xDGxb0zHct1iMwd2bJFmmC2fPnl2iIgHF1TR+BPMRAwCqRj4NgmYZQ7XqmRUhD/MlfSVpowznk8c/bp/iAAAAoD3ELrB19zWS5knqbdEhfe9wT2ALAAAQI7ELbENzJG0gaeeIc0PC/bvtVxwAAACUWlwD28nhfnTEuVHh/qb2KQoAAADaQ1wD25skrZD0SzPbR5IscIakgyU94+4vlbOA7aKhZ7lLAAAA0G5iOSuCuy8ws3GSLpP0uJm9omDQWD9JyyWdXki+UaP16urqVFdX14bSAgAAIEoikVAikcg5fSwDW0ly98vN7ANJ/yvpm5JWSkpI+nWhrbXFmF+tLBoWFXwpk/YDAIByiWpAnDBhQsb0VRnYuvtESRNzSDdF0pRSlwcAAADlF9c+tgAAAKgxBLYAAACIBQJbAAAAxAKBLQAAAGKhKgePARWloWebZp4ohwHjpmc9xmwYAIBqRGCbB+axBQAAaD/MY1tCVTuPLUqjYVFFr+6W3uoa1UrbNH5E5HEAACpBvvPY0scWAAAAsUBgCwAAgFggsAUAAEAsENgCAAAgFghsAQAAEAsEtgAAAIgFpvtCM6Z9akW2qb2qcJEGAADihsA2DyzQAAAA0H5YoKGEamWBBpZTTZOtJbbCF2kAAKCasUADAAAAahKBLQAAAGKBwBYAAACxQGALAACAWCCwBQAAQCwQ2AIAACAWCGwBAAAQC8xjC1YcK5ao+WwrcDWyXH7eA8ZNZz5jAEDVIbDNAyuPAQAAtB9WHiuhWll5DHlKtspW+ApkyRbYbC22TeNH0IIPAKgYrDwGAACAmkRgCwAAgFggsAUAAEAsENgCAAAgFghsAQAAEAsEtgAAAIgFAlsAAADEAoEtAAAAYoHAFgAAALHAymM1jBWmUEypr6fkKmcAALQnAts81NfXtzgWtdQbAAAA2i6RSCiRSOScnsA2D42NjeUuQkk0jR9B6y0AAKg4UQ2IEyZMyJiePrYAAACIBQJbAAAAxAKBLQAAAGKBwBYAAACxQGALAACAWCCwBQAAQCwQ2AIAACAWCGwBAAAQCwS2AAAAiAUCWwAAAMQCgS0AAABigcAWAAAAsdCp3AVAkTX0LHcJkEn6z6ZhUXnKAQBATBHY5qG+vr7Fsbq6OtXV1ZWhNAAAAPGWSCSUSCRyTk9gm4fGxsZyFyF3tAYiR03jR5S7CAAARIpqQJwwYULG9PSxBQAAQCwQ2AIAACAWCGwBAAAQCwS2AAAAiAUCWwAAAMQCgS0AAABigcAWAAAAsUBgCwAAgFggsAUAAEAsENgCAAAgFghsAQAAEAsEtgAAAIgFAlsAAADEAoEtAAAAYoHAFgAAALFAYAsAAIBY6FTuAgA1oaFn68caFkUfK7MB46a3mqZp/Ig2511oHgAAJBHY5qG+vr7Fsbq6OtXV1ZWhNAAAAPGWSCSUSCRyTk9gm4fGxsZyF6FkaC0rgtTW1agW2mSaTOfaSbF+1k3jR+TUmgsAQKGiGhAnTJiQMT19bAEAABALBLYAAACIBQJbAAAAxAKBLQAAAGKBwBYAAACxQGALAACAWCCwBQAAQCwQ2AIAACAWCGwBAAAQCwS2AAAAiAUCWwAAAMQCgS0AAABigcAWAAAAsUBgCwAAgFggsAUAAEAsENgCAAAgFghsAQAAEAsEtgAAAIgFAlsAAADEAoEtAAAAYoHAFgAAALFAYAsAAIBYILAFAABALHQqdwFQoIaebbp8wLjpRSoIsmrjz6kkUsvUsChjsnxeI+lpU79vGj+i4HwBAMgHgW0e6uvrWxyrq6tTXV1dGUoDAAAQb4lEQolEIuf0BLZ5aGxsLHcRssvS+pZJemsaSiD959KwqDJbckPZXhPpra3JtIW0wrblWgBAbYhqQJwwYULG9PSxBQAAQCwQ2AIAACAWCGwBAAAQCwS2AAAAiAUCWwAAAMQCgS0AAABigcAWAAAAsUBgCwAAgFggsAUAAEAsENgCAAAgFghsAQAAEAsEtgAAAIgFAlsAAADEAoEtAAAAYoHAFgAAALFAYAsAAIBYILAFAABALBDYAgAAIBYIbAEAABALBLYAAACIBQJbAAAAxAKBLQAAAGKBwBYAAACxQGALAACAWCCwBQAAQCwQ2AIAACAWCGwBAAAQCwS2AAAAiAUCWwAAAMQCgS0AAABigcAWAAAAsUBgCwAAgFggsAUAAEAsENgCAAAgFmo2sLXA+Wb2HzOba2Y3mlmPcpcLAAAAhanZwFbSryWdJelcScdI2lHS7eUsEAAAAArXqdwFKAcz6yzpp5LOdfcp4bHjJL1mZgPd/fWyFhAAAAB5q5oWWzPraGYfmdmFraQ70syeNLOlZrbAzBJmtntasp0l9ZU0PXkgDGbflTS86IUHAABAyVVNYCvpMEmbZUtgZmdJuk3SXpKaJC2TdLikJ81s35Skm4b7j9Ky+FBBwAsAAIAqU/GBrZn1MLPjJf2jlXS9Jf1B0nJJQ9x9J0mbSzpTUhdJV6Yk30jSl+7+VVo2iyVtXKyyAwAAoP1UdGBrZlMkLZJ0vaRNWkk+VkEAe6G7PyFJHrhC0r2Sdjezb4ZpF0jqbmYd0/LoIenzYpUfAAAA7afSB489Lumz8OvtJQ3NknZsuJ8acW6qgr6zYyW9LOmT8Hh/Se+npNtc0scFlhUAAABlVNGBrbv/Kfm1mZ2o7IHtVgq6EkTNaPB4uN863L8iaa6kEZL+FuY/UNIASfe1ocgAAAAok4oObHNlZh0k9ZH0vrt7RJL54b6vJLn7KjP7i6SLzWyugu4Hf5R0r7u/2h5lLpUB45onelDT+BHrfJ88hirS0DPcL1r3+9RjxbpHpjxTzjd1kwYsvymv7NNfg4WkL9XrNv33JZ/0qfi9QnvK93UL1JJYBLaSekvqqMz9Y9cJbEMXKXj+SxT0rb1bwdy2GQ0aNCjnAtXX16u+vj7n9AAAALWqsbFRjY2Nbc4nLoFta5KDxDonD4Qtuw3hlpPZs2cXtVCIsba2pka10FawbK1GhX5qEPWJAwAgnvJpEDSzjOcqelaEPMyX9JWCabyiJI8zMAwAACCmYhHYuvsaSfMk9bboML53uCewBQAAiKlYBLahOZI2ULBcbroh4f7d9isOAAAA2lOcAtvJ4X50xLlR4T6/4dwAAACoGnEKbG+StELSL81sH0mywBmSDpb0jLu/VM4CAgAAoHRiMyuCuy8ws3GSLpP0uJm9omDQWD9JyyWd3tZ7RI3Wq6urU11dXVuzBgAAQJpEIqFEIpFz+ji12MrdL5c0RtLTkraR9DVJCUl7uftTbc0/Ocda6laqoLYYc7nFDXUSjXqJRr1Eo15aok6iUS/RqJdopaqXurq6FrFXNlUT2Lr7RHc3d/91K+mmuPte7t7d3Xu5+3ersQsCvzgtUSfRqJdo1Es06qUl6iQa9RKNeolWKfVSNYEtAAAAkA2BLQAAAGKBwBYAAACxQGALAACAWCCwLbF8pqgop0LKWeiztXedtHc5q6VeEK1afu5x/j2iTirjukJVy/NRL8W9rlDFvh+BbR7q6+tbbK39QKolWOGPT/Veh+Kqlp97nH+PqJPKuK5Q1fJ81EtxrytULnFUeuyVTWwWaGgPlTKVBQAAQC2IWghrwoQJGdPTYgsAAIBYILAFAABALJi7l7sMFc/MqCQAAIAK4u6WfowWWwAAAMQCLbYAAACIBVpsAQAAEAsEtgAAAIgFAlsAAADEAoEtAAAAYoHAtsKY2ZFm9qSZLTWzBWaWMLPdy12uYjGz35nZ3Vm2ndPS51Uf1VJ/ZtbRzD4yswuzpCnps1diXbVWL/m+fsJrqrZezOwwM7vPzP5rZgvN7BEzO8vMWqwaaWYHmtkDZrY43B4ws4Oy5F3S9KWUa72Y2c9aeb20KH+11ouZrWdmF5nZbDP7wsyawtfu4Azpa+L9JZ96qbX3l5QydTCze8zMY/He4u5sFbJJOkuSh9urkj4Mv14had9yl69Iz/hKyjNGbfsVWh/VVH+SDg/LdmExXgtxqasc6iXn10+114ukhvDeX0l6TdIzkpaHxx6X1DUl7fckrQnPvR1uHh4bE5F3SdNXUL3c1crr5ftxqBdJXSW9FN57saQnJL2ZUpZj2vP3olJ+jwqol5p5f0kr1xkp5erUnr8TpfgdKkslskW+sHqHL+5lkvYJj1nKC+65cpexCM/YIXy+l4pdH9VSf5J6SDpe0qfKEMCV+tkrsa5yrJecXz/VXi+StpG0UtLnkoakHO8n6eHUOpLUSdIn4R+C0SlpR4fHPpXUOeV4SdNXSr2Ex99QENBYDnlXc738T/js90nqmXL8e+HxzySt3x6/FxX2e5RPvdTM+0tauXbS2n8M1wlsS/07UarfoXavRLaML66fhS+qX0Wcuyc8981yl7ONz9g/fI7bi10f1VB/kqakvHkkt6gArqTPXml1lUe95Pz6qfZ6kfSb8H4NEef6SVot6f3w+2Qr94SItNeE5+pSjpU0fQXVS0cFgcSzOeZdzfXyeHi/nSPOJcJzyWCqZt5f8qyXmnl/SblvV0kvSJqv4J/F9MC2Kt9b6GNbOcaG+6kR56ampalW3wj3/8khbb71UQ3197iCX9ZrJM3Kkq7Uz15pdZVrveTz+pGqu162Dvez0k+4+0cKWiK3MLMNVVuvl3zqZXNJXVQbr5etFLRkvxpx7o1wn6y7Wnq95FMvtfT+kvQ7SbtKOlXSoojzVflaadFJGGWzlYKPzF6POPd4uN864lw1Sb5xvGdmP5Y0REGryouSbnP3ppS0+dZHxdefu/8p+bWZnShpaIakpX72iqqrPOoln9ePVN318rKkvyvoD7gOM+sgaSMFrRlfKii3FPQfTJfpOUuZvpTyqZdvhafeMbNjJX1H0gYK+lze4e6vpGVRzfVyjKRVHjZ1pdkm3H8Q7mvp/SWfeqml9xeZ2VBJ50i6wd1vM7P/i0hWle8tBLYVIHxD7qPgI7SoX8D54b5v+5WqJJJvJJdK6p5y/DhJ55nZT939+nzrI071V+pnr/K6yun1I1V/vaQG+xF+JGkzSU+4+woz21RBf7SoFpclCj6eTy13qdOXTJ71kny9nKV1Xy9HSTrfzH7j7n9IOV7N9fJQ8mszMwUB/GYKfjdGKwjOHq2195dc6yVMUjPvL2bWS9L1kv4r6fQsSavyvYWuCJWht4L/DD/PcL6Sg418JP8jnq+gb01vBW8m50vqJunvZraT8q+PONVfqZ+9musq19ePFMN6scDZkhrDQ78N930lLXT3NenXhH9E50vqG/5hb4/07SpLvSRfLysVfJy5qaSvK/hDvlLSeDMbnpJVXOrlIAWBwhsK+iQ/IukQd/9Ktf3+kq1epNp6f7lKQVedH7h7VFCZVJXvLQS21aFjuO9c1lK03Z2SzlXQWX+6uy9w9znu/lsFU/h0UvAm0pp86yMu9SeV/tkrua6K9fqRqqxezOybku5X0JokSf/j7nfneHlH5ffpXKnTF00r9fKIgtfLvu5+s7vPdff/uvtfJP04TJNxHukI1VIv8yXdq6DLxUpJ+0n6nZnl8tqN8/tLa/VSE+8vZjZW0rGSLk1t0S5QZb635DvajK0kIxM7KGhyfzfD+S0U9Bt7uNxlLWEdbBg+43/yrY9qrD9JJypi9H+pn73S6ypTveTz+olTvSgYtXxRWDaX9J6kYWlp5ij4OK9DxPWmlJkC2iN9pdRLK9d3kLRQwTRHHeNSLxHl6KcgwHdJ42r9/SVTveSQPhbvL+F9PlfQBaNr2rkmtZwVoSrfW2ixrQAeNMPPk9Q7Q5N773D/cfuVqn25++cK/qP+uoJfrpzrI071l++zlDp9tUh9/ZiZxaFezKyfgsUHfqkgAPu1pB3c/d9pSecq+CPQKyKbngpaPT5ux/QllUe9ZBT+vN9WECD3CQ9Xdb1E8WCmiGQfylG8vwTS6yWH9HF5fzlIweu1k6Q7LGVVNa3tBjEjPDZEVfreQmBbOeYo6NjeYsk+BaMzJend9itOcZlZHzM7MdMyeeHHQT0lvePBv2v51kec6q/Uz151dVXA60eq4noxsx6SZkr6pqS3JA1y94vcfVlE8jnhft+Ic5mes5TpSybXejGz7uHrZWSW7DZWMHvC3PD7qqwXM9vRzN42s8YMSd4P98kBUTXx/pJPvdTa+4ukHSUdkrZ1C88dHH7fR1X63kJgWzkmh/vREedGhfub2qcoJfGFgg7rt5lZ94jzByn4L/KF8Pt86yNO9VfqZ6/Gusr39SNVd738RNIuCqa82dPd38iStpZeL7nWyzIF/SFvN7P+6SfNbEcFnw696GsHrlRrvXyoYJDTMDPrGHF+ULh/KdzXyusln3qpifcXd5/o7ha1KejOIwUrfZm7TyugzJVRJ6Xsz8GWV9+XjRR8rLZc0cvtPV3uMhbhGa8Pn+UWSRukHN9dwX9uqxSuEJNvfVRb/SlLX9JSP3sl11Ur9ZLz66fa60XBXJcuabcc0naS9JGCvmpHpBwfHR77SC2XySxZ+gqql9+GaR+StEnK8a0lPRueGx6TenkufJ6LtO6SpTsomAXAJR3eHr8XFfZ7lE+91Mz7S4a6alLLPrZV+d5Stkpki3xhnRW+sFzBROQfhl8vk7RXuctXhOfbSNI74TN9rmD+wNclfaWgk/iZbamPaqo/tTJIqtTPXql1la1e8n39VGu9KOhXtia87z2S7s60pVxzRMo1/0mppzUK+lam36Ok6SuhXhT0n30yTL9UwSTwLykIUFzBqPCqr5ewHHunPNdcBQOjXtbawXWXtefvRSX8HuVbL6qR95csddWktMC2PX4nSvE7VLZKZMv44jpS0lMK+n4tVDAFyS7lLlcRn6+3pEvCN4wvFfwn/C8FHyu2uT6qpf6Uw+j/Uj97JdZVa/WS7+unGutFQd82z2VLu+5ASQ8qmNh8iaQHJB2Q5T4lTV8J9SLpawqmcHopLPMHku6SdGhc6iWlHNsp+Gj3LQWB0pzwWQ8qx+9FuX+PCqkX1cD7S5ZyNSkisC3kNV7u3yELMwUAAACqGoPHAAAAEAsEtgAAAIgFAlsAAADEAoEtAAAAYoHAFgAAALFAYAsAAIBYILAFAABALBDYAgAAIBYIbAGgCplZg5l5gduJ5S5/FDMbkCxjntcNTXm2ASUqXj7laCpXGYol5fU1MY9rBhTyeizhY8ROhjqelnJ+Ysrx/5pZTnFe2u+Qm9nQIpT1/8K8VpnZRjle8/PwmjVm1t/MLo943qxlI7AFAOTNzHYLg58Ty12WOAsDjgYzG1XusqDqbC5pnxzTHlWC+98Y7jtJ+l6O1xwZ7h9y9w8LuSmBLQBUIXdvcHdL3xSsu560VVQad59YhCLsJul8SScWIS9kNlRBPY8qbzHydmCG117UaxYFSKnDUVmSHd1aPmaWT+CZj5ckvRp+fUwO5dhS0uDw28mS5O5npbxO3svlpgS2AAAA8fJOuB9jZh1bSbu/pD4p1xSFu7ukG8Jvh5rZZq1ckgyuV0u6vdD7EtgCAADEy1MKWjg3VRC4ZpPshnBLCcoxOdx3kDSmlbTJbgj3uvv8Qm9IYAsANc7Mvh4O9HjAzOab2WIze9HMLjSz3mlph4YDfq4LDx0QNQjIAoeZ2V1m9raZLTOzeWb2gpmNN7Ovt+PzfcPMGs3sJTP7wszmmtmTZnaGmXXLcE2y/JPCMifLf7eZjc11UE5anvua2a1m9oaZLTWzz83sZTP7q5kNTEt7Ylin54eHTsg0MM3Mtgufb46ZLTezD8JyjsxWTjMbZmZ3hs+1Ivw5XZrrQJ9SSBnEdHf4/WAzmxr+zJaGr8sGM9sgSx6DzezGcPDUCjNrCvMYamYtuj4k69rM/hL+3M80s3ctbTBieO54M3vEzBaZ2RIze9jM6sLzs1MHN5nZceH3i82sa4ayft3WDorat02Vty6XdGv4dcbuCLZuN4RbM6UL05qZHWVmM8PXzDIze93M/mZm20YWwv19SQ+F347Nkndqf+DJmdLlxN3Z2NjY2GKyKeiT6eE2IIf0h0j6IuWa9O1TSYMy5L/Olpbv/2XJ0yV9JukbadcMiMqrLc8s6XAFH21mKsdjkjqnXdNB0jWtlP8uSd0zlKMpoow/bSW/5ZL2SUl/YoZ0TWn5/kDSqiz53iapa0R5Ls5yzXuSrg2/npjHz2FASh5D2/j6vVtBv+IVGcr4lKQuEdf/spV6vlxSh7RrknX9F0lXpKUfEKbprCDwy5TvuZJmpz67pF6SVobHDsvwvOeE59+VZPnUcYbzE8PzN0raI/x6nqROGdIPC9O8qmCQV+TPT9J6kqZlef6Vko7JcI+T0+szIs0Z4fllknpkSNOUy2uLFlsAqFFmtrWkKZK+JukDBR8FbiZpSwV/7D+XtImkaWa2oSS5+ywPBnL8MMzmIU8bBGRmeyn4gy0FAdKOkror6Md3lIJgubfWtkaW6vk2kHSTpI6S7pe0t6T1JfVVEGiukTRE0ilpl54tqT78+vYwTU9J35J0VXh8hILgPZdybK4goJKkO8J81ldQB/9P0luSukq6JHmNu08M6/SC8NCksJ4HpOS7n4KW806SHlEQFPaS9E1Jf1QQBBwp6c9p5TlIQSAmSc9KGi5pI0m7S/qbpK9L+lEuz1ZCW0q6XtLzkr6j4Lm2k/SP8PyeShuQZGZjJV0UfjtV0l4Kfm6DJE0Kj58p6ecZ7lkn6XQFr5lvK/hdSA5Y+qnWfpR+qYI6Tv35XSxpnVZ3d18o6d/ht6Mz3DPZmnqTh9FbET0n6W1JGyuowyjJbghZW2sVvH5HSvpKwbPuJGlDBYHx0woC/5vMbEjEtVMUBL5S5kFkyVbju9x9cStlya6Q/6jY2NjY2CpzUx4ttpImhOnmS+obcX57rW1xOjft3Inh8VkR1/1/Wtuq1qIVKuXa19KOD1CW1qh8n1nSQVrbmrR+xHU3heevTzm2vqSFyeMZyn9BeP4rSVtElKMpLf3o8PgHim5lTF73ZcS5BmVoOZX0ZHju35I6Rpw/NaWcO4XHOmhty+JTktaLuO73KfXZ4r5Zfg4DUq7LdZuYoS5cQcDUJe18h/C4S7oy5XhnSf8Nj/8jw89tfHj+C0mbRLweXdIlEddtoOCfMZf0q4jzG0n6OCWPoSnnfhQe+yT9ZyRpm5Rrdsy3jjOcnxievzH8/sJknUSk7azgkxNXEJRHttiG55LHf5Ahn0fC809mKNeU8PyLEec2VfBPpks6IsuzN6WXLWqjxRYAateIcP8nd5+bftLd31QQ3EnBR/q5ekhBf7qfePgXKc3H4b57HnkWIjX/9SLOnyZpCwUttEnJ1tnVks7LUP4/Kgh+O0g6NIdyvKagPo5195UR55P1EVXGSGa2hYIWSUk63d2/ikjWqOAj5g5a+7PeXsFH1FIQpC2LuO4PktrWalYcv0qvL3dfo7V9NlP72e6tYN7WVZL+J8PP7QJJCxR8QnFgxPnVim6FP0LBJxcLlNb6HZZpgYIuDFHuUPCPRd+wjKmSrbUvuPtrGa5vq+SAsNFm1iXt3IEKWp1fdvfXs+SRHNT1tNbOctDM3VdJ+p/w273MrG9EHv8M97uY2Y5p50ZLMklLJM3MUo6cENgCQA0ys68p+KhVku7JkvS+cL9Nrnm7+3PufrO7P5t+TzMboaAfZHt4WsEfy86SZpvZryyYKzNZzkXu/oG7z0u55hvh/k13b4rK1IOPSp8Mv221Xtz9zbA+Hk49bmZdzew7ClpI87V9uP9Y0hsZ7rtGQR9iae38oMlBPsslPZDhuoWSHi2gTKlyncf2xCx5PJbh+NKIY8n6mB2Wv4UwiJ8dfjs4Ikn6ayFpu3D/uLt/kaFM/4466O6faW0gnt4dobkbQoY8i+EVSa8r6MoxPO1crt0QknV7f4Z/GKSg20Pyn6RBEednKPhnUGrZHSEZOE/N8I9WXghsAaA2pQZkTVnSJc/1NbP1c83czDqb2RHhiP/7w9H8SxQMumpt+qGiCFuhj5E0V0G/0QslNYWj5G8wszFhgJ8qGdg2tZJ98nxOAb+ZdTCzQ8zssnDGgrcVBGj3K3P/y2ySwdZmktZYy2VHkzNVJPsKbxjuk883Jwx8M5lTQJmK6WN3/zKP9Mn62CdTXYT1kQzuNozI45MMeSf/Gci2QEC2c/8K96OTszKY2Q6SdlHw0XrbZgHIIgxEk622zbMjmFlnBS3RUjDAMJtk3Z6bpV5Xa+0nDi3q1t1XaG0AfUxKPWyioPuJJN2c+5NlRmALALUp1xWfVqd83TmnjIOpf15RMPDqNAUDfd6TdJmkYyWdlHsx28bdZyj4w3yypDsV9K/cUtL3FfyhfcvMUluy8q2XVuvEzPpIelzBSP+zJB2goG/j1QoG4Y3IeHFmkdNHZZH82H5Fjumjuja0p6guG9kUWh+pMtVNckq4bIO7Vmc5NzXcby1p5/DrZJD5kLt/kOXaYkgGtqPMLBl8HqQgAH0x7HKUTTHqVlq7xO62CgZQSsHMFx0U9POPbPXOF4EtANSm1FWGtsyYKvhjLEmfufvnrWVqwbyptysIJp+RtK+knu5+gLuf7e6T1XpraFG5+2J3/7u7j1Twx3wPSb+T9KGkfpJuDVuOpGAUuZS9TqS19fKfHIrwdwX9Yd9W0Cd3A3ff291/5sHyxtn6N2byVvL+OX7kn+yPm/y5b23Z5+LdOsu5SpSsj/tyrI9Wl5qNyDvba2JAphPu/pGCf2ykta22yY/j/xl9VfG4+xuSXlQwMPKw8HCu3RCktc//qxzr9m8Z8nlMa1u2k8+fnA3htrCvbpsR2AJADQr7CiYHjKX3vUt1cLh/K0uaVNsrmApJCgZLPR7xkfc31A7M7HAzOyfs1ytJcvfVYR/g8yTtqmCwUU+tHdiTDPx2sAyLSITTiCXTZ60XM+uutQPvTnP3e9w9vXWvkPpI3nebbF1ELFi8YZCZ9QsPJZ+vmzJMARXmV8zFAtpDsj6+mS1gN7Odw/ronSlNhGSL5t4pLZ7pWutek1widrSC348dFLRKF7x0bJ6auyOEg8iS3V/yCWx3yZQg7Ho0KNzSB6lJau7znexPfEz4Mzgo/L4o3RAkAlsAqGUzwv3ZKS2WzSxYDSs5X22m0crpH92nfmy5PCLPHgrmBI26ttj2UzDK/Qoz6xhxPrWFaGG4f0xBX+BOkn6b7AuY5hcKpnhao7WD6zJprT66KGVWhgz3k1rW1TsKAo4OCqYEa3lBEJg/r6DlPNlP9G2tbT28OEOgdraC56smTyj4GW4q6SdRCcxskKSXFAwq7JFH3nconCJMwTy36fluoLWzAmSS7Ge7m4LXjyTNyOVTkCJJBrB1Cj7+7yXpOXd/O9MFKaaH+++Z2bcypDldwevsFmXvlpFsod5cwbzNnRR8cvJIDuXICYEtANSuiyV9qWDKn9lmNtrM+prZFmZ2ooIAKPmH56oMeexgZuunBGSva21fxWvMbEcz62Zmm5vZcQoCkF3D8/3NbE8LlvUshSfC/daSbkgpSw8z21/BQLbOChaimC1J7r5EQb1I0gmSbjGzvcxsAzPb3cz+JulX4fmrM82ckBQGLu+G3/4xbNFaz8w2NbPvKhgxf0jKJaPCgT3pdg5nUbAw3zVau8jC2WY20cy+Ff4sepvZkZIeVjDl2VPh18nBRMlZKQZLesSCpXU3DFszL1MQKC/J9lyVJvwE4rfht5eZ2R/D5+kevqZPUjD7hyn42PvdjJm1zPtTrV084w9m9vvwtdTLgsUuHlcwiG9RljyaFMwcIAX9zKV26IaQcv93FLzG19PaKctyaa2Vgt+jOxW8F9xrZj81s63C36VtzOx3WjtN2qXZBiW6+6sK/tmS1va1v6WVgYz58RwnXmZjY2Njq/xN+S+p+/8UBLeZJtCfK2mPiOu+nZJmlaRlKedOz5LfUknHK5gnNXns8vC6AcljxXhmBUHMLVnK4gpaUfdPy6+jgn6x2a5LKG1xA2VeoOG7WfJZFdbX2ynHpqVce3xaWd9My/sXrZTzFaUsRpBy3YVZrnlPQUu9q/QLNLikhtbqMO0+DVFlU9BYd1Ur93pQLZdCPjE8NyvLPbspmNM5Ks8VClYlez78frcMeaQu97tIUrcCfr+b6zjD+Ynh+Rsjzp2TVu6t085nW1J3QwWfZmSr2z8ot2WB/yftusE5PntTVNnSN1psAaCGeTBrwI6S/iRploJJ6D+RdK+CFrAdPW0+2tCjCgZgzVUwgv7jlHN/UdCv9MHw/AoFH5v/SdJ27n6DgsEr70l6X2tbsorKg7+GxyoYqPKAgj+MKxWsIvWMgvljt/K0+WU9WOzgZAUf296oYODNlwpao28J8xzpOc656e53KugWMUPB6mMrw7Jco2BFsCvDMr6moL5S52+dHKZboKDrwzpTUrn7HxTMOjFBwUfsSyV9pKCF9hRJ3/KIuVnd/dcK+k/fpWBE+ioFP4srFIxY/28uz1ZJPGj1+5mCFvBJkl5QMLfq+wq6jIyRdJDnN41YMu/lClrwf6jg5zhfQUv/NEl7uvttChZhkNb2XU+X2p/29jDP9pTaQjvb3XOe0s2DTx6GKpg+7nYFgyaXKeh/fIuCOvhF+DvXmpsVvJaloEvN7Cxp82a5lQEAAABRwu40KxR8StDFWw4QTA7KW6Cg+8swd7+/gPsMUNi1xd1L3Ue9olgwF/aWChb/mJUpHS22AAAAGZjZN8zsL2b25wyDEKWg1byDpE+jgtrQEQqC2o8VfDqCEihVh30AAIA4+FTSqQr6Xv9La5fITZWc2SKyFTYc9JdcBe7msLsLSoAWWwAAgAzcfbHWrh42MZw2TFIwfV04U0Zyedp1Ficws+3NbBcF/dX3VdC39JrSl7p20WILAACQXb2knSQNlPSMmX2soE/tgJQ0F7n7o2nXnatg0FnSX731JWxzYmbJQVJ3uPuoYuRZaczsckln5nMNgS0AAEAW7v65me2uYPGHIxWsFtdbwRRfbymYCixqEZNXJX2mYNaJv0u6oF0KXMOYFQEAAACxQB9bAAAAxAKBLQAAAGKBwBYAAACxQGALAACAWCCwBQAAQCwQ2AIAACAW/n+J0c8ra7jR8QAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAH5CAYAAAB05X3IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABQB0lEQVR4nO3deZhcRbn48e9LyAJCwhp2CUbAACJoEETUcAnbhZGgRllE0Iv54VUEr16NG0RFRC4qLug1QWWTnQsyBBBkl30REURRICwCIQRIICQESP3+OKcnnZnunu6Z6ZnpM9/P85zndJ+qU6dOpafzTk2dqkgpIUmSJLW6lQa6ApIkSVJfMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqhJUHugKtICKcOkKSJGkQSSlF52P22EqSJKkQDGwbkFJqePv0pz/do/Pe9a539ev1enJef16rVdrEdhk859kurdsutsngOM92sV0Ga7vU0lBgGxGPRsTDDeR/MCKubeQakiRJUk80OsZ2U6Cu8aYRMQIYB2zS4DUkSZKkhtUMbCNiP2C/Csd/3U25AWwDjATm97h2g8y0adO6HGtra6OtrW0AaiNJklRs7e3ttLe3152/ux7b7YDDyt6XemsP65yxhgsayDuozZw5c6CrIEmSNGRU6kCcNWtW1fzdBbbXd3p/LFlw+6066/MwcE6deQupv3tze3q9npzXn9fqjf6up+0yOM7rqVa5vyK3i20yOM7rqVa5P9ulb8/rqb6+XnT3dNkKmSOWASmlNKxPazHIleaxbaStemvixIncdddd/Xa9VmCbVGa7VGa7VGa7dGWbVGa7VGa7VNaf7RKRTV+bKsxj2+jDY5/siwpJkiRJfa2hwDaldHqzKiJJkiT1Ro+W1I2IXYAdgNXryZ9S+nZPriNJkiTVq6HANiKGkz0Mtn+9p5A9bFaIwNbpviRJkvpPX0/31dkRwIfy108CtwGLGiyjZfXndF+VguihzjapzHapzHapzHbpyjapzHapzHaprFnt0uh0X43OinAXsD1wGfCxlNKSnlWztQzErAiSJEnqqtasCI0GtguA1YBtU0oP9FUFBzsDW0mSpMGhVmC7UoNlvZbv5/SuSpIkSVLfajSw/VO+37qvKyJJkiT1RqOB7Yn5/ut9XRFJkiSpNxoKbFNKVwNHAv8eERdExFubUy1JkiSpMY0+PPbz/OW7yWZHAJgLPAIsrXJaSint1uMaDgL9/vDYjDFlrxf0zzUlSZJaQK2Hx3oyj20iW3ihZP18q6YwUwm4QIMkSVL/aXSBhkZ7bA/tSaVSSqf35LzBwh5bSZKkwaHPemxbPUCVJEmD3/z58znuuOO44447+Nvf/kZEsMUWW7DLLrswffp01lprrYGu4grmzp3L9773Pdrb23nyySdZY4012GGHHTj66KOZPHlyj8ocN24cjz32GNdddx2TJk3q2woXWEM9tkOVPbaSJPWPm266iQ9/+MPMmzevYvpaa61Fe3s7O++8c8NlP/roo/zkJz/h7rvv5qGHHmLJkiVstdVW7LDDDkyfPp0NNtig4TL/+te/suuuu/Lss89WTD/hhBP4yle+0nC5AxHYvvjii5x88skAzJgxo1+u2RN9uUCDJElSUyxdupTDDz+cefPmscUWW3D55Zczb9485s6dyznnnMOGG27I888/zyGHHMLLL7/cUNlXXXUV2267LSeffDI33XQTc+fOZcGCBdx666385Cc/YYsttuCMM85ouL77778/zz77LGPHjuW8887j2Wef5Y9//CP77rsvANOnT+faa69tqNyB8uKLL/Ktb32Lb33rWwNdlR5rKLCNiEd6sD3crMpLkqTiOOecc3jooYcYPnw4V111FXvvvTfrrLMOY8eO5YADDuD//u//AHjkkUe48sor6y53/vz5fOxjH+Pll19ms80245JLLmHu3LnMnTuXiy++mAkTJvDyyy9z+OGHc88999Rd7llnncVDDz3EyiuvzCWXXMJHP/pR1l13Xd773vdy/vnnM3HiRICWDhRbTaM9tuPq3DYte71ZbyooSZKGhvvvvx+APfbYg0033bRL+o477si4ceMAuO++++ou94wzzuDFF19kxIgRXH/99ey3336MHTuWsWPHMmXKFG699VbGjRvHa6+91tCwgbPPPhuAyZMn8573vGeFtFVWWYUvfvGLANx444089dRTdZernms0sN21xrYHMA04FXgdeBrYCVi9ryorSZJaw1FHHUVEMH78+KrPqCxevJjVV1+diOCkk07in//8JwCbbVa9T2zNNdcE4Pnnn6+7LqUgeOrUqbz5zW/ukj5mzBiOOuooAO644w6WLVvWbZmvv/46N954I0DHsIPO9txzT4YNGwbQq+EIjz32GJ/61KfYaKONWGWVVdh+++351Kc+xa233lrzvKuvvpoPfehDbLDBBowaNYrNN9+cj3/84xV7pSNihXaPCCKC66+/foV8f/nLX/jkJz/J1ltvzejRoxk9ejRbbbUVn/jEJ7jzzjt7fI99JqXU5xtZL+0TZMHtes24Rn9uZHPxpn5z7OjlmyRJLejmm29Opf8/77333op5LrzwwgSkYcOGpaeeeqrbMufOnZtWXXXVBKSZM2fWXZdddtklAelb3/pW1TyXXnppR33nzZvXbZlPPfVUR/477rijar4JEyYkIJ1wwgl11zellDbddNMEpB//+MdpzJgxHdfqvJ100kldzn399dfTZz7zmarnVDqvWr7rrruuI095G1XaIiJdeOGFDd1nT5TFZV1itqY8PJZSehT4D2A94JvNuIYkSRq8dtppp47e0dLY2M7OP/98APbaa6+KMxKklHjppZeYM2cO5557LnvuuSevvPIKEyZM4OCDD667Ll//+te54IILap5z9913AzB69GjWXnvtbst85plnOl7Xyl9Kmzt3br3VXcGXvvQlXnnllY4e7aeffprzzjuPjTbaCID//u//7jIs48QTT+QXv/gFkC0u9ac//YkFCxZw8803s/fee3eUe+6553ack1Li0UcfXeF9SqljRoZXX32VQw45BIBddtmFm2++mQULFvDiiy9yww03sOOOO5JS4uijj+7RffaZStFuX2zACGAJMKdZ1+ivjfw3g09/+tNdtksvvbTRXzS6Z4+tJKkAvvSlLyUgbbPNNl3SXn755Y7e1/PPP7/i+VdccUWXXsEDDzwwPfPMM31az7/97W9pjTXW6Pi/vh6XX355R51eeOGFqvn222+/BKSDDjqooTqVemyB1N7e3iX9mWeeSRtuuGEC0t57791xfP78+WmVVVap2kO9bNmydMABByQgbbzxxmnp0qUdaY8++mh5b+gK7rnnngSkESNGpOeff75Levm5c+fObehea7n00ku7xF7U6LFtZjAYwCJgcbOu0V9btX/kpjGwlSQVwF133dURhPz9739fIe3cc89NQFpzzTXT4sWLK55fKbAdN25cOvPMM/usjrNnz07rrbdeAtI666yTHn/88brOO+usszrqVB4cdnbQQQclIO2+++4N1asU2L7vfe+rmudnP/tZRx1efvnllFJKZ5xxRgLShhtuWLVezzzzTMrn6E+33357x/Fage0TTzyRzjnnnHT55ZdXLHPJkiUd5z766KMN3GnjagW2zZzH9t+AVYBnussoSZKK553vfCfjx48H4OKLL14hrTQM4cADD2TUqFEVz99rr71IKTF//nxuvvlmPvKRjzBnzhwOOeQQTjnllF7V7YEHHqCtrY199tmHuXPnss4663DVVVexySab1HV++fCDl156qWq+BQuyhZbGjBlTNU8tH/zgB6umTZkypeP1ww9ns6v+/e9/B+ADH/gAw4cPr3jeeuutx+abbw5Q9wNfG2+8MQcccEDHUIaS119/nVtvvZUjjzyyrnKardF5bN9cx7ZFRBwCnEUWUQ+CR+QkSVJ/iwgOOOAAYMVxti+99BKXX345AIceemi35ay11lrsvPPOnH/++UydOhWAY445hiVLljRcp4ULF/K5z32ObbfdlssuuwyAj33sYzzwwANsv/32dZez/vrrd7x+4YUXquYrpW244YYdxyZNmtQx60D5Vmm1r1ozRGy44YasuuqqAB0zSjz00ENANidwpWuUtlK+WnXvLKXEzTffzFe/+lX23XdfJkyYwJve9CZ23nlnZs2aVXc5zdRoj+2jdWwPAqeRPTj2GvDtPqqrJElqMR/72MeAbBqtJ554AoD29naWLFnChAkT2GGHHeouKyL49Kc/DWTTfT3yyCMN1WX27NlstdVWnHLKKSxbtowPfOAD3HLLLZx77rmMHTu2obLKA9vnnnuuar7StGQ9Wa4X6JgurJKUUsfUZKUA99VXX22o/Fq9zeUWLVpEW1sbu+yyCyeccAK///3vWWWVVTj00EP55S9/2fHw3UBbucH8XdbkrWIRcDfw3yml+xu8hiRJKohtttmGCRMm8OCDD3LJJZdw5JFHct555wFw2GGHEbE8tNh444158cUXOeuss1b4M3u59dZbr+P10qVL667HBRdcwAEHHMCyZctYZ511OPXUU/ngBz+4wvUbse666zJ8+HBee+01brvtNnbccccueebPn9/RM1qaxQDoMjdsLbWC96eeeqqj13qLLbZYYf/pT3+amTNn1n2d7kyfPp3Zs2ez7rrrcsopp/DBD36QkSNHdqRnQ18HXkM9timllercVk8pTUopOQxBkqQhrPNwhAULFnDllVey0kor8fGPf3yFvOuvvz6LFi3qCAYrefDBBwFYeeWVmTBhQl11uPvuuzn44IM7emnvvfde9ttvvx4HtZD1pL7//e8Hsp7gSq666qqOHtVdd921R9cpDdmopDS8Y+TIkR1Tq5UC21ors6WUuPvuu7nrrrvq7rEtjYk+/vjjmTp16gpBLSwfCjHQmvnwmCRJUsdwhBtvvJFTTz2VpUuXsscee6ww7hTgbW97GwC//OUvK/5J/fXXX+fEE08EYOLEiV2Cq2pOPvlkXnvtNXbYYQf+8Ic/rNB72hsHHXQQANdddx0333zzCmmLFy/mBz/4AZA9yLXxxhv36BrXXHMNV155ZZfjTz/9NMcffzwARxxxBCuvnP0Rfo899mCllVbi9ttvp729vWKZF198MRMnTqwZbHfugS39e1R60C+lxAknnFD13H5VaaoEN6f7kiSpL2233XYJ6Jhj9dxzz+2S59prr+2YymnnnXdO1113XZo/f3567rnn0jXXXJN23nnnBKThw4ene+65Z4Vzb7/99rTlllumLbfcMv30pz/tOP7qq6+mkSNH1pwvt5af/vSnHeWWT42VUkpLly5Nb3vb2xKQ1ltvvXT++eenefPmpT/+8Y+pra2tYzWuG2+8seHrlqb7GjVqVBoxYkT60Y9+lB5++OH09NNPp/PPP79jDtvVVlstPfvssyuc+/nPfz4BadVVV03HHXdc+vvf/54WL16cHn/88fSDH/wgjRo1KgHpy1/+8grnlU/3deedd6aUsnlvU0pp1113TUAaP358uv7669PLL7+c5s2bl66++uq01157rTAl249//OOqU7j1BWpM99XTQG9l4GPAmcAtwFzgeeD2/NhBwMo9KXswbga2kiT1zve+972OgGTMmDFVA5/jjjsuDRs2rOqyrWPGjEmnn356l/Ouu+66jjzHHntsx/HHH3+85jKwnbdNN910hXKPPfbYjrTy5WVL/vrXv6axY8dWXWL25JNP7lF7lQLbc845J40YMaJi+aNGjaq4eMPixYvTlClTat7ngQcemF5//fUVzluyZElH0Auk1VdfveOe77zzzjR8+PCq5U2fPj1NmjSp4/073vGOHt13PWoFtg0PRYiIccAdwNl5ALsTsC6wBrBDfuxM4PY8ryRJGuJKwxEADjjggKpz137961/nz3/+MwcddBDveMc7WH311Rk7dizvf//7+eIXv8hDDz3EJz7xibqvW770bTNMmDCB++67j6OOOorNNtuMESNGsM4667Dvvvty3XXXcdRRR/Wq/H333Zc77riDj370o4wdO5bhw4ezySabcPjhh3P//fez7777djln1KhRXHTRRZx33nkceOCBbL311owaNYrx48fT1tbG1VdfzW9/+9suMy6MHDmSs846i80335wRI0aw+uqr86Y3vQnIhn7cc889fPSjH2XcuHGMGDGCjTbaiI9//OPceeedfO973+PUU09lp512Yq211urxmOLeiizwrTNzxKrAn4G3kM2QcA1wNTAHeD0/vnu+JeAfwPYppcV9Wut+lq/OQSNt1SszyiZxnrGgf64pSZLUAkoP/aWUujz91+h0X58DxgOLgX1SStdXyHNSREwG2oHNgc8AP2zwOpIkSVJDGh2K8GGyntivVAlqAUgp/QH4Klmv7qSeVk6SJEmqV6M9tlvk++qTqi3XTtZT+/YGrzFoTZs2rcuxtrY22traBqA2kiRJxdbe3l512rJKGh1j+yKwOrBOSqnm4sIRsSYwH1iQUlqz7osMQo6xlSRJGhxqjbFtdCjCX/L9xDrylvK4pK4kSZKartHA9l6ycbMn5TMkVBQRqwAnkY3HvbenlZMkSZLq1Whg+3PgDWAb4M6IOCAi1iolRsSaEfEx4E6ysbXLgF/0VWUlSZKkahp6eCyl9GBEfBo4FZgA/BYgIhblWd6U74MsqP1/KaW/9lFdJUmSpKoaXnkspXQasAvZ4gyQBbGr5Vvk23XA+1NKv+6bakqSJEm1NTrdFwAppduA3SNiJNlqY28lC2j/CTySUlrSd1WUJEmSutejwLYkpfQq8GC+SZIkSQOmoaEIETGqyvEREfGZiNi8b6olSZIkNaauwDYi9oyIs4FnI2JEhSzDgVOAv0XE4xHxtWpBsCRJktQMNQPbiBgWET8iW0L3Yyyf9aDqKcDGwHeAGyJinT6ppSRJktSN7npsfwl8nixg/QdwLPBa50wppUXAhsChwE15/onk04FJkiRJzRYppcoJEdsAf87fngR8NaW0rNsCswV8v8Dylcf2SSld2TfVHRgRkQCqtVWfmzGm7PWC/rmmJEmD3Ljpswe6Ch3mnLDPQFdhyMpCTUgpRee0Wj22R5P1vF6VUvpKPUFtfpGUUvohcEl+6CONVFaSJEnVLViwgJEjR3LqqadWzZNS4swzz2TSpEmsv/76rLPOOuy2226ceeaZ/ddRNwBqTfc1gazH9Uc9LPvHwBSyOW4lSZL6xED2lg6GXuMzzzyTpUuX1szzyU9+ktNPP52VV16ZrbfeGoAbbriBa6+9lksvvZTzzz+/o+ezSGr12JYC0p4uiftQvncKMEmSpF6aP38+P/vZz/jyl79cM99NN93E6aefzqabbsp9993Hvffey7333ssDDzzAhAkTuPDCC/nVr37VT7XuX7UC29Xy/bM9LPv5fL9WD8+XJEkSsMMOO7DOOutw5JFHsnjx4pp5TzvtNABmzJjBhAkTOo5vueWWHWlnnHFGs6o6oGoNRXiKbLncDYDHelD2xvm+p4HxoDNt2rQux9ra2mhraxuA2kiSpFb1qU99it/85jf84he/4IgjjuiSvv/++3PJJZfw29/+loMOOog99tiDd73rXQDcdddd3H333VXLfuSRRwCYNGlSl7QddtiB1VZbjT//+c9d0gaj9vZ22tvb685fK7C9lyyw3Yts2q9G7Z3vezqUYdCZOXPmQFdBkiQVwNSpU/nNb37D7373uy6B7UsvvcSVV17JaqutxpQpUwD47ne/25E+Y8aMmoHtzjvvzPjx49lwww27pL3yyiu88sorbLDBBn1zI01WqQNx1qxZVfPXCmwvAj4MfDUifptSerneSkTEm4Avkz189rt6z5MkSRoKdtttN9ZYYw2uueYaFi5cyOjRozvSLr/8cpYsWcKhhx7Kqquu2nDZ5UFwZ8cffzzLli3j/e9/f4/qPdjVGmN7IVlv6yZAe0SsWU+BeVD7f2RDEeYCZ/a2kpIkSUUyYsQIpkyZwmuvvcYVV1yxQtqFF14IwCGHHNJn13vjjTf4whe+wPHHH8+IESOYPn16n5U9mFQNbFNKrwOfAl4B3g88FhHHR8S6lfJHxKiIOIRsUYfJwDLgP/NVySRJklRm6tSpAPzud8v/uL1o0SJmz57NRhttVHGMbE/cdNNNTJw4kZNPPpnhw4dz5plnsu222/ZJ2YNNraEIpJTuiIh9gQuAdYCvAF+JiLnAo8ATwNpkU4NtQragQ5Atu/uZlNIlzau6JElS65o8eTJrrLEGs2fPZunSpYwYMYIrrriCxYsXc/DBBzNs2LBelb9w4UK++MUvdizksM0223D66afzzne+sy+qPyjVGooAQErpBmAr4FRgCVnguj7wHmAqsBuwaV5WAFcDO6SUft2kOkuSJLW8ESNGsN9++7Fw4UKuv/56oO+GIdx///1su+22nHrqqayzzjr8/Oc/509/+lOhg1ropse2JKX0HDAtIv4b2APYiayHdk1gMTAPuAu4OqX0zybVVZIkqVCmTp3K6aefziWXXML73vc+LrvsMrbbbju22WabHpf5r3/9i7333psnn3ySnXbaiYsuuqjiDAlFVFdgW5JSWkA2LOGC5lRHkiRp6Jg8eTJjxozh0ksvZfLkySxatKjXvbXf+c53ePLJJ/nQhz7E2WefzciRI/uotoNft0MRJEmS1BwjR45kv/3241//+hfHHHMMK620EgceeGCPy3v11Vc555xzGDZsGP/7v/87pIJaaLDHVpIkaaCNmz57oKvQp6ZOncoZZ5zBAw88wJ577tmrxROefvppFi5cyKhRo2r2/K633nqcfvrpPb7OYGVgK0mSNIB23313Ro8ezcKFC3s9DOHZZ58FYMmSJfz+97+vmm/TTTft1XUGq0gpDXQdBr2ISAD91lYzxpS9XtA/15QkSWoBEQFASik6pznGVpIkSYVgYCtJkqRCMLCVJElSITQU2EbEmyPizQ3m7/mjfZIkSVKdGp0VYQ6wrIHzHgCeAzZr8DqSJElSQ3oyFKHLE2gVM0WsD6wKrN+Da0iSJEkNqdnzGhFHAUdVOP5IN+UGsFH+em7PqiZJkiTVr7shBWsA4zodiwrHavleA3klSZKkHukusD0NuD5/HcC1QAL+rc7yH00pPd6jmkmSJEkNqBnYppQeAx4rvS9b6eGG5lar+SJiQ+DHwKT80HXAF1NKTwxYpSRJktRjjT48thnwlmZUpD9FFqFfAGwCfBj4ELApcFFEOLevJElSC2pouq+8B7cItgB2BrZPKd0LEBGfBe4kGz/c3cNxkiRJGmS6mxXhjfzl31JKW0fEr3twjZRS+o8enNe5LsOAJ4Bfp5S+USPfR4AvAW8HXgVuBo5JKf2pLNubgGuAB8uOPZPvR/W2rpIkSep/3fXYRqf9YWQPj9U1l20uAb0ObIG9gZqrmEXE0cCP8rd/JZvVYV9gj4j4t5TSzQAppXuAyfk5AawDfAX4BysGuwNvxhiYsWCgayFJkjTodRfY3kgWmJaGIHw7f99vImI0sB/wg27yrQ18H1gC/FtK6dY8aD2S7CGxnwLvrHDqpWTB71LgXSmlfr0/SZJUpxljBroGy9npNCh1NyvCpE7vZzSzMp1FxIVkD3fV40BgBPCNlNKtkI2BAH4SEfuQ9dq+PaX0l07n/Sfw3fz8GyNip5TSQ31zB5IkSX1rwYIFjB07llNOOYXDDz+8rnOWLFnCDjvswAsvvMCTTz7Z5BoOnIYeHhsAtwDP5a+3ZPnUXJUcmO8vrpB2MbBHnucvEbEJsG5K6Z58eq8nIuL2PM9+wP/0Qd0lSVIzDGRv6SDoNT7zzDNZunRpQ+d87Wtf4/7772ejjTbqPnMLG9SBbUrph6XXEXEYtQPbzYCFVB4je0u+L01Vtifw/YhYL6X0eukSwKpkQxIkSZIGlfnz53POOefw5S9/uaHz/vCHP/CjH/2o+4wFUDWwjYhr++gaKaW0Wx+VVVE+9+xY4PEqY2Tn5/v18v01ZEHszIj4BVlQ+xlgNPB/zayrJElSo3bYYQfuuuuuhs97/vnnOfTQQxk/fjwPP/xwE2o2uNTqsZ1E7RkQSgFkdzMk9MfDWGsDw4AXqqSvENimlB6NiA8Cx5EtE7wEuB3Y1ZXHJElSs33qU5/iN7/5Db/4xS844ogjuqTvv//+XHLJJfz2t7/loIMOYo899uBd73oXAHfddRd33313t9dIKXHEEUfwzDPPcPPNN/Oe97ynz+9jsKkV2J5B7aD00Dz99D6tUXMMy/fDSwdSSlcDVzdSyMSJE+vOO23aNKZNm9ZI8ZIkaYiYOnUqv/nNb/jd737XJbB96aWXuPLKK1lttdWYMmUKAN/97nc70mfMmFFXYHvWWWdxwQUX8M1vfpOddtqpT+vf12bOnMnMmTN7XU7VwDaldFitEyPi0DzfJ3tdi96bD7wBrFUlvXT86d5cpCd/ApAkSepst912Y4011uCaa65h4cKFjB49uiPt8ssvZ8mSJRx66KGsuuqqPSp/zpw5fPazn2XixIl885vf7KtqN00jHYLZbK6VrdRXFRpIKaVlwDxg7ah8t2vn+14FtpIkSX1hxIgRTJkyhddee40rrrhihbQLL7wQgEMOOaRHZb/xxhsccsghvP7665x11lkMHz68+5MKohCBbe4RYHVgmwppO+f7R/uvOpIkSdVNnToVgN/97ncdxxYtWsTs2bPZaKONmDRpUo/KPfHEE/njH//ISSedxJZbbtkXVW0Zg3q6rwadQxbA7g90XoRhSr4/uzcXqNRF3tbWRltbW2+K7V5pzjxXOZEkqTAmT57MGmuswezZs1m6dCkjRozgiiuuYPHixRx88MEMGzas+0I6ueeeezjmmGPYa6+9+MxnPtOEWvev9vZ22tvb685fpMD2bOAk4GsRcXWnJXV3B+5MKd3Xmwv0xaBmSZIkyIYj7Lfffpx++ulcf/317LHHHr0ehnDppZfy+uuvM2/ePPbee+8u6fPmzWOvvfYC4JRTTmH8+PE9v4F+UKkDcdasWVXzFyawTSk9HxHTgR8Bt0TE/WQPjW1INp3XkQNZv54YtyTrYJ4z6qABrokkSWqGqVOncvrpp3PJJZfwvve9j8suu4ztttuObbapNLKyftVmTVi6dCm///3vgWz2haIp0hhbUkonA1OBO4DxwJuAdmDHlNLtA1g1SZKkLiZPnsyYMWO49NJLueKKK1i0aFGPe2shmwospVRxA9hoo4063m+33XZ9dBeDR8sEtiml01JKkVL6Rjf5Lkwp7ZhSWjWltEZK6YO9HYIgSZLUDCNHjmS//fbjX//6F8cccwwrrbQSBx544EBXq2UVZiiCJEkaIkoPVRfE1KlTOeOMM3jggQfYc8892WCDDQa6Si2ramAbEcfUU0A9+VJK326kUoPVgM2KIEmSCmv33Xdn9OjRLFy4sFfDEIqo0VkRojTmoktCxDJqL6lbt5RS4/NVDCIRkQCqtVWf6zy9l9N9SZIkActXHkspdVmUq9ZQhMfpo8BWkiRJaraqgW1KaVw/1kOSJEnqlZaZFUGSJEmqxcBWkiRJheB0Xw1wVgRJkqT+02ezImg5Z0WQJEkaHGrNiuBQhFZSsAmpJUmS+pKBrSRJkgrBwLYFjFty9vLX02czbvrsAayNJEnS4GRg2wLmnLDPQFdBkiRp0DOwlSRJUiE43VcDnO5LkiSp/zjdVxMM+HRfZcdK420dniBJkoYip/uSJElS4TkUocXMGXVQ/srFGiRJksrZYytJkqRCMLBtFTMWrDDm1rlsJUmSVmRgK0mSpEIwsJUkSVIhGNhKkiSpEJwVoQEu0CBJktR/XKChCQbFAg2d0sYtOdtFGiRJ0pDjAg2SJEkqPANbSZIkFYKBrSRJkgrBwLaFuUiDJEnScga2kiRJKgQDW0mSJBWCga0kSZIKwcC2xY2bPtuxtpIkSbjyWENceUySJKn/uPJYEwzGlcdK6aXeWlchkyRJQ4Erj0mSJKnwDGxbTaVeXEmSJBnYSpIkqRgMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBwFaSJEmFYGBbEC6rK0mShjoDW0mSJBWCgW2LcyldSZKkzMoDXYFWMm3atC7H2traaGtrG4DaSJIkFVt7ezvt7e1154+UUhOrUwwRkQD6ra1mjMn3VZbPLaXneUrja+29lSRJRRcRAKSUonOaQxEkSZJUCAa2rahKT+646bOdHUGSJA1ZBraSJEkqBAPbAphzwj6Or5UkSUOega0kSZIKwcC2gBxnK0mShiIDW0mSJBWCgW2BOM5WkiQNZQa2kiRJKgQDW0mSJBWCgW2rmzFmxSV2JUmShigD24JyZgRJkjTUGNi2qhkLqi6tK0mSNBQZ2BaMMyNIkqShysBWkiRJhWBgK0mSpEIwsJUkSVIhrDzQFWgl06ZN63Ksra2Ntra2AahN90ozIzjuVpIktaL29nba29vrzh8ppSZWpxgiIgH0W1uV5qWtZ9aDCnk7T/VlYCtJkooiIgBIKUXnNIciFNCcE/YxmJUkSUOOga0kSZIKwcBWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAgGtpIkSSoEA9shoPOCDZIkSUXkkrpFUVqBDOpbsUySJKlg7LEtMFcfkyRJQ4mBrSRJkgrBwFaSJEmF4BjbVlc+nrZ8nG0npQfIHJ4gSZKKyh5bSZIkFYKBbcHNOWEfe2klSdKQYGArSZKkQjCwlSRJUiEY2EqSJKkQDGwlSZJUCEM2sI2IVSPixIh4NCJejoibI2LXga6XJEmSembIBrbAd4BPAF8CPgDcBlwVEe8c0FpJkiSpR4bkAg0REcCnga+klC7KD98dEe8CpgFHDFjlJEmS1CMt02MbEcMi4qmIOK6bfB+JiNsiYlFEPB8R7RGxfadsY4CngDs6HX8W2KQPqy1JkqR+0jKBLbA3sEGtDBFxNHABsCMwB1gM7AvcFhHvLeVLKb2YUnpbSunusnPfll/j9j6veX+rsbSuJElSUQ36wDYiRkfEIcCvu8m3NvB9YAmwc0ppa2Bj4ChgBPDTKudFRBwA3AL8C/hJH1ZfkiRJ/WRQB7YRcSGwADgDWLeb7AeSBbDHpZRuBUiZnwBXAdtHxNs7lf8W4HrgHOBa4H0ppRf78h761YwFA10DSZKkATPYHx67BXguf70lMKlG3gPz/cUV0i4G9sjz/AUgIt4NXJOXPzmldE0f1HfQGzd9NgBzTthngGsiSZLUtwZ1YJtS+mHpdUQcRu3AdjNgIfBghbRb8v1b8rKGAeeTBbltKaX5fVBdSZIkDaBBHdjWKyJWAsYCj6eUUoUspcB1vXz/bmBT4BhgzYhYsyzv4pTSv5pW2UHCnltJklQ0hQhsgbWBYcALVdI7B7Yb5/vTK+S9gSo9wxMnTqy7QtOmTWPatGl155ckSRqqZs6cycyZM3tdTlEC2+4My/fDAVJKFwDRaCF33XVXX9apX3XumS312EqSJA20RjoEs3W2KhvUsyI0YD7wBrBWlfTS8af7pzqSJEnqb4UIbFNKy4B5wNpROYxfO98b2EqSJBVUIQLb3CPA6sA2FdJ2zveP9l91JEmS1J+KNMb2HLIAdn/yuWrLTMn3Z/fmApXGfrS1tdHW1tabYiVJklRBe3s77e3tdecvUmB7NnAS8LWIuDqldGs+LOFIYHfgzpTSfb25QF88rSdJkqT6VOpAnDVrVtX8hRmKkFJ6HpgOjARuiYi/AE8CPwaWkAW4kiRJKqjCBLYAKaWTganAHcB44E1AO7BjSun2AazaoOW0X5IkqShaZihCSuk04LQ68l0IXNjs+kiSJGlwKVSPrernUrqSJKloWqbHdjBwVgRJkqT+0+isCJFSamJ1iiEiEkC/tdWMMfl+QVPPLY2vtfdWkiS1itJaXCmlLotyORShqEoBriRJ0hBhYCtJkqRCMLAtmp4MX5AkSSoAA1tJkiQVgrMiNMBZESRJkvqPsyI0QUvNitDA+Z1XHXN2BEmSNNg5K4IkSZIKz8B2CJtzwj720kqSpMIwsFWHzkMTJEmSWomBrSRJkgrBwFYOR5AkSYXgdF8NcLovSZKk/uN0X03QstN9dbzvvpzS+Fp7byVJ0mDmdF+SJEkqPAPbIpqxoOe9vZIkSS3KwFaSJEmFYGArSZKkQjCwlSRJUiEY2EqSJKkQDGy1ApfVlSRJrcoFGhrgAg2SJEn9xwUamqDlFmjoYTku0iBJkgY7F2iQJElS4RnYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBeWyHgtK0X9D7KcQkSZIGKXts1cW46bNdgUySJLUce2wb4MpjkiRJ/ceVx5qg5VceW+FY92W6ApkkSRqsXHlMkiRJhedQhCIr752t1HsrSZJUIPbYSpIkqRDssVVN5bMjOOZWkiQNZvbYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBwFaSJEmFYGA71MwYU/diDeVTfUmSJA12zmPbgGnTpnU51tbWRltb2wDURpIkqdja29tpb2+vO3+klJpYnWKIiATQb21V6lEtXxK3r8rseF+77Eq9tS7QIEmSBlpEAJBSis5pDkUYqhoYkiBJktQKDGyHihkL+rYHWJIkaZBxjO1QUwpuu+mtLR924ENkkiSpFdhjK0mSpEIwsJUkSVIhGNhKkiSpEAxsVTfH2kqSpMHMwFaSJEmFYGCrbnWeIcGeW0mSNBgZ2EqSJKkQDGxVlzkn7OOSupIkaVAzsJUkSVIhGNhKkiSpEAxsJUmSVAgrD3QFNMBmjCl7vWDg6iFJktRL9thKkiSpEAxs1SPOZStJkgYbhyI0YNq0aV2OtbW10dbWNgC1kSRJKrb29nba29vrzh8ppSZWpxgiIgH0W1uVxr02c8xr+djajmP1Xa/UW+u8tpIkqb9FBAAppeic5lAESZIkFYKBrSRJkgrBwFaSJEmFYGArSZKkQjCwlSRJUiEY2EqSJKkQDGwlSZJUCC7QoB4rX33MOW0lSdJAs8dWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAgGtpIkSSoEp/tSn3H6L0mSNJDssZUkSVIh2GM7VM1YUPZ6zMDVQ5IkqY/YY6vlehHglg9DkCRJGggGtpIkSSoEA1utOCyhF3xgTJIkDSQD2zKR+XtEbDfQdZEkSVJjfHgsFxGjgC8BWwx0XSRJktQ4A1sgIj4PnAQMH+i6SJIkqWdaMrCNiGHAE8CvU0rfqJHvI2S9sG8HXgVuBo5JKf2pU9azgauAjYA/NKXSBeJYWkmSNBi16hjbvYENamWIiKOBC4AdgTnAYmBf4LaIeG953pTScymlvwEPN6OykiRJar6WCmwjYnREHAL8upt8awPfB5YAO6eUtgY2Bo4CRgA/bXZdJUmS1L9aJrCNiAuBBcAZwLrdZD+QLIA9LqV0K0DK/IRsyMH2EfH2ZtZXkiRJ/auVxtjeAjyXv94SmFQj74H5/uIKaRcDe+R5/tJXlZMkSdLAapnANqX0w9LriDiM2oHtZsBC4MEKabfk+7f0Vd0kSZI08FomsK1XRKwEjAUeTymlClnm5/v1+q9WLWTGmLLXfbMimSRJUn8oXGALrA0MA16okt7jwHbixIl15502bRrTpk1r9BKSJElDzsyZM5k5c2avyyliYNudYfm+y2IMKaU5QFQ78a677mpSlSRJkoauRjoEI6qGaq0zK0ID5gNvAGtVSS8df7p/qiNJkqT+ULjANqW0DJgHrB2VQ/q1872BrSRJUoEULrDNPQKsDmxTIW3nfP9o/1VHkiRJzVbUMbbnkAWw+9N1rtop+f7sRgutNPajra2Ntra2RouSJElSN9rb22lvb687f1ED27OBk4CvRcTVKaVb82EJRwK7A3emlO5rtNC+eFpPkiRJ9anUgThr1qyq+Qs5FCGl9DwwHRgJ3BIRfwGeBH4MLCELcCVJklQghQxsAVJKJwNTgTuA8cCbgHZgx5TS7QNYNUmSJDVBSw5FSCmdBpxWR74LgQubXR9JkiQNvJYMbNVPerG87rjpsztezzlhn4rHO6dJkiT1hoFtA5wVQZIkqf84K0ITFXpWhPIe2fKeWkmSpAHirAiSJEkakgxsJUmSVAgGtpIkSSoEA1vVZ8YYx95KkqRBzYfHGuCsCJIkSf2n0VkRIqXUxOoUQ0QkgH5rq1LPaINzxzZF517aBupUmrPWeWwlSVJfiQgAUkrROc2hCJIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYVgYCtJkqRCcLqvBjjdlyRJUv9pdLovA9sGzJw5c6Cr0P9K03u5OIMkSepnlToQZ82aVTW/QxEkSZJUCAa2kiRJKgQDW0mSJBWCga0kSZIKwcBWkiRJheCsCGpc+QwJpVkTahg3fXavLld+/pwT9ulVWZIkqbgMbBvgPLaSJEn9x3lsm2hIzmPbC3NO2KfXvbWSJGnoch5bSZIkDUkGtpIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYVgYCtJkqRCMLCVJElSIRjYSpIkqRBcoEGDjkvoSpKknjCwbYBL6kqSJPUfl9RtIpfUlSRJ6j8uqStJkqQhycBWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAgGtpIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYXgkrpqzIwx9aXNWFBXceOmz2bOCfswbvrsqumSJEn1MLBtwLRp07ocq7SGsSRJknqvvb2d9vb2uvMb2DZg5syZA12FljPnhH2qpnXXG1t+rj23kiQNPZU6EGfNmlU1v2NsJUmSVAgGtpIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYVgYCtJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBwFaSJEmFYGArSZKkQjCwlSRJUiEY2EqSJKkQVh7oCqjFzRhT3/EZC6oWMW767IYuWS3/nBP2aaicWmX2pqxGr9fsa0mSNFQY2DZg2rRpXY61tbXR1tY2ALWRJEkqtvb2dtrb2+vOb2DbgJkzZw50FQZOjR7Xmr2z1Xp06X1PZen8Rnt8JUlSa6jUgThr1qyq+R1jK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAgGtpIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYVgYCtJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBwFaSJEmFYGArSZKkQjCwlSRJUiEY2EqSJKkQDGwlSZJUCEM2sI3MsRHxj4iYGxFnRcToga6XJEmSembIBrbAN4Cjga8CBwBbARcNZIUkSZLUcysPdAUGQkQMBz4LfDWldGF+7GDgrxExIaX04IBWUJIkSQ1rmR7biBgWEU9FxHHd5PtIRNwWEYsi4vmIaI+I7Ttl2wZYD5hdOpAHs48Ce/R55SVJktR0LRPYAnsDG9TKEBFHAxcAOwJzgMXAvsBtEfHesqzr5/unOhXxL7KAV5IkSS1m0Ae2ETE6Ig4Bft1NvrWB7wNLgJ1TSlsDGwNHASOAn5ZlXwt4JaX0RqdiFgLr9FXdJUmS1H8GdWAbERcCC4AzgHW7yX4gWQB7XErpVoCU+QlwFbB9RLw9z/s8sGpEDOtUxmjghb6qvyRJkvrPYH947Bbgufz1lsCkGnkPzPcXV0i7mGzs7IHAX4Bn8uMbAY+X5dsYeLqHdZUkSdIAGtSBbUrph6XXEXEYtQPbzciGElSa0eCWfP+WfH8/MBfYB/hFXv4EYBxwdS+qLEmSpAEyqAPbekXESsBY4PGUUqqQZX6+Xw8gpfRaRPwMOD4i5pINP/gBcFVK6YH+qPOQM2NMp/cLGsvP2QCMmz67a95crbSSOSfss2LZMxZUPK9aWXNO2KdinvLj/aXR63fXPvXeQ+dyBuLe1ToG+udE0tBSiMAWWBsYRvXxsSsEtrnvkt3/iWRja68km9u2qokTJ9ZdoWnTpjFt2rS680uSJA1VM2fOZObMmb0upyiBbXdKD4kNLx3Ie3Zn5Ftd7rrrrj6tVGHU6n0tpXXpgW1MrZ6eUlo9Pbb1XKO35UiSpMY00iEYEVXTBvWsCA2YD7xBNo1XJaXjPhgmSZJUUIUIbFNKy4B5wNpROYxfO98b2EqSJBVUIQLb3CPA6mTL5Xa2c75/tP+qI0mSpP5UpDG255AFsPuTzVVbbkq+P7s3F6g09qOtrY22trbeFCtJkqQK2tvbaW9vrzt/kQLbs4GTgK9FxNUppVvzYQlHArsDd6aU7uvNBfriaT1JkiTVp1IH4qxZs6rmL8xQhJTS88B0YCRwS0T8BXgS+DGwhCzAlSRJUkEVJrAFSCmdDEwF7gDGA28C2oEdU0q3D2DV1AfsMVcj/LxUZrt0ZZtUZrtUZrtUNljapWUC25TSaSmlSCl9o5t8F6aUdkwprZpSWiOl9MHeDkHQ4DBYfmjUGvy8VGa7dGWbVGa7VGa7VDZY2qVIY2ybzofHJEmS+s9Qfnis6QbLbyOSJElDwZB9eEySJElDm4GtJEmSCsHAtskaGRcykNfryXn9fW+toj//DVpJq7RLf9ez6O3Sn9dqlTZplfN6qlXuz3bp2/N6qq+vZ2DbZK3yATGw7Tut8mXS31qlXVrlP5FWaZf+vFartEmrnNdTrXJ/tkvfntdTBraSJElSBc6K0ACn+5IkSeo/TvfVRE73JUmS1H8ane4rUkrNrlPLiwgbSZIkaRBJKUXnY46xlSRJUiHYYytJkqRCsMdWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsB5mI+EhE3BYRiyLi+Yhoj4jtB7pefSUivhMRV9bYtumUv6H2aJX2i4hhEfFURBxXI09T730wtlV37dLo5yc/p2XbJSL2joirI+KJiHgxIm6KiKMjossc5BGxa0RcGxEL8+3aiNitRtlNzd9M9bZLRHyum89Ll/q3artExCoR8d2IuCsiXo6IOflnd4cq+YfE90sj7TLUvl/K6rRSRPw+IlIhvltSSm6DZAOOBlK+PQD8K3/9KvDega5fH93j/WX3WGnbpaft0UrtB+yb1+24vvgsFKWt6miXuj8/rd4uwIz82m8AfwXuBJbkx24BRpbl/TCwLE/7Z76l/NjUCmU3Nf8gapfLuvm8fLwI7QKMBO7Lr70QuBX4e1ldDujPn4vB8nPUg3YZMt8vner1+bJ6rdyfPxPN+BkakEZ0q/jBWjv/cC8G3pMfi7IP3D0DXcc+uMeV8vu7r6/bo1XaDxgNHAI8S5UArtn3Phjbqs52qfvz0+rtAowHlgIvADuXHd8QuLG8jchWkHwm/49g/7K8++fHngWGlx1vav7B0i758b+RBTRRR9mt3C7/ld/71cCYsuMfzo8/B6zWHz8Xg+znqJF2GTLfL53qtTXLfzFcIbBt9s9Es36G+r0R3ap+uD6Xf6i+XiHt93na2we6nr28x43y+7ior9ujFdoPuLDsy6O0VQrgmnrvg62tGmiXuj8/rd4uwDfz682okLYh8DrweP6+1Ms9q0LeX+ZpbWXHmpp/ELXLMLJA4u46y27ldrklv942FdLa87RSMDVkvl8abJch8/1Sdt2RwL3AfLJfFjsHti353eIY28HjwHx/cYW0izvlaVVvzff/qCNvo+3RCu13C9kP6y+B62vka/a9D7a2qrddGvn8QGu3y1vy/fWdE1JKT5H1RG4SEWsytD4vjbTLxsAIhsbnZTOynuwHKqT9Ld+X2m4ofV4aaZeh9P1S8h3gHcARwIIK6S35WekySFgDZjOyP5k9WCHtlnz/lgppraT0xfFYRPw/YGeyXpU/AxeklOaU5W20PQZ9+6WUflh6HRGHAZOqZG32vQ+qtmqgXRr5/EBrt8tfgF+RjQdcQUSsBKxF1pvxClm9IRs/2Fm1+2xm/mZqpF3emSc9HBEHAf8GrE425vJ3KaX7OxXRyu1yAPBayru6Ohmf75/M90Pp+6WRdhlK3y9ExCTgS8CZKaULIuJ/KmRrye8WA9tBIP9CHkv2J7RKP4Dz8/16/Verpih9kZwErFp2/GDgmIj4bErpjEbbo0jt1+x7b/G2quvzA63fLuXBfgX/AWwA3JpSejUi1icbj1apx+Ulsj/Pl9e72fmbpsF2KX1ejmbFz8tHgWMj4psppe+XHW/ldrmh9DoigiyA34DsZ2N/suDsj0Pt+6XedsmzDJnvl4hYAzgDeAI4skbWlvxucSjC4LA22W+GL1RJH8zBRiNKvxHPJxtbszbZl8mxwCjgVxGxNY23R5Har9n33sptVe/nBwrYLpH5IjAzP/TtfL8e8GJKaVnnc/L/ROcD6+X/sfdH/n5Vo11Kn5elZH/OXB94M9l/5EuBEyJij7KiitIuu5EFCn8jG5N8E7BnSukNhvb3S612gaH1/XIK2VCdT6SUKgWVJS353WJg2xqG5fvhA1qL3rsU+CrZYP3ZKaXnU0qPpJS+TTaFz8pkXyLdabQ9itJ+0Px7H8xt1VefH2ixdomItwPXkPUmAfxXSunKOk8fRmN/nWt2/j7TTbvcRPZ5eW9K6dyU0tyU0hMppZ8B/y/PU3Ue6QpapV3mA1eRDblYCuwCfCci6vnsFvn7pbt2GRLfLxFxIHAQcFJ5j3YPDc7vlkafNnNrypOJK5F1uT9aJX0TsnFjNw50XZvYBmvm9/iPRtujFdsPOIwKT/83+94He1tVa5dGPj9Faheyp5a/m9ctAY8BkzvleYTsz3krVTg/KJspoD/yD5Z26eb8lYAXyaY5GlaUdqlQjw3JAvwETB/q3y/V2qWO/IX4fsmv8wLZEIyRndLm0HVWhJb8brHHdhBIWTf8PGDtKl3ua+f7p/uvVv0rpfQC2W/Ubyb74aq7PYrUfo3eS7Pzt4ryz09ERBHaJSI2JFt84GtkAdg3gLellP7QKetcsv8E1qhQzBiyXo+n+zF/UzXQLlXl/97/JAuQx+aHW7pdKknZTBGlMZRT/H7JdG6XOvIX5ftlN7LP68rA76JsVTWWD4O4PD+2My363WJgO3g8QjawvcuSfWRPZwI82n/V6VsRMTYiDqu2TF7+56AxwMMp+3Wt0fYoUvs1+95brq168PmBFm6XiBgNXAG8HXgImJhS+m5KaXGF7I/k+/dWSKt2n83M3zT1tktErJp/XvarUdw6ZLMnzM3ft2S7RMRWEfHPiJhZJcvj+b70QNSQ+H5ppF2G2vcLsBWwZ6dtVJ62e/5+LC363WJgO3ick+/3r5A2Jd+f3T9VaYqXyQasXxARq1ZI343st8h78/eNtkeR2q/Z996KbdXo5wdau13+E9iWbMqbd6eU/lYj71D6vNTbLovJxkNeFBEbdU6MiK3I/jr057T8wZVWbZd/kT3kNDkihlVIn5jv78v3Q+Xz0ki7DInvl5TSaSmlqLSRDeeBbKWvSCld0oM6D442aeZ4DreGxr6sRfZntSVUXm7vjoGuYx/c4xn5vZwHrF52fHuy39xeI18hptH2aLX2o8ZY0mbf+2Buq27ape7PT6u3C9lclwnYro68KwNPkY1V+1DZ8f3zY0/RdZnMpuUfRO3y7TzvDcC6ZcffAtydp+1RkHa5J7+f77LikqVvI5sFIAH79sfPxSD7OWqkXYbM90uVtppD1zG2LfndMmCN6Fbxg3V0/sFKZBOR/yt/vRjYcaDr1wf3txbwcH5PL5DNH/gg8AbZIPGjetMerdR+dPOQVLPvfbC2Va12afTz06rtQjaubFl+3d8DV1bbys75UNk5/yhrp2VkYys7X6Op+QdDu5CNn70tz7+IbBL4+8gClET2VHjLt0tej53K7msu2YNRf2H5w3U/6s+fi8Hwc9RouzBEvl9qtNUcOgW2/fEz0YyfoQFrRLeqH66PALeTjf16kWwKkm0Hul59eH9rAyfmXxivkP0m/H9kf1bsdXu0SvtRx9P/zb73wdhW3bVLo5+fVmwXsrFtqZ6t03m7AteRTWz+EnAt8IEa12lq/sHQLsCbyKZwui+v85PAZcBeRWmXsnpsQfan3YfIAqVH8nvdbSB+Lgb656gn7cIQ+H6pUa85VAhse/IZH+ifocgLlSRJklqaD49JkiSpEAxsJUmSVAgGtpIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYVgYCtJkqRCMLCVJElSIRjYSpJ6JCJmRETq4XbYQNe/kogYV6pjg+fN6eZ+n4yIayLivyJiZLPq30B9T8vrNaMPy+zJ5+G0vrr+UFCljaeUpZcfP66Bck8rO29OH9Rz5Yh4Ji/vwgbO+2t+zpX5+xc73VO3dTOwlSS1pIjYLv+P/rCBrksdNgL+DfgB8NeI2GiA66Pi+1hERHeZ8l+0pvTlhVNKr5MtZQywT0SMrqMeWwET8rfn1Mpbi4GtJKlHUkozUkrReSNb+71ks0p5Ukqn9UEVtgOOBQ7rg7L6yrcqtMdqwFZkdV0MvAU4q56go0U9VuXfvNJ22EBXtkWdXtaGl1TJ81Zg+zrK2h0Y02c1W+6sfD8K2K+O/B/J968ClwCklNao8J1Sk4GtJElNlFJalFJ6MKX0beAL+eFJwGYDVysV3MP5/mN15P1op3P6yj3A3/LXB9aRvxTYXp5SWtDTixrYSpLUfy4ue73dQFVChXdevq85HCEiyntTz+/LCqSUEvDb/O3uEbFOjXpsAbw9f9vjYQhgYCtJGgQi4s0R8T8RcW1EzI+IhRHx54g4LiLW7pR3Uv5w12/yQx+o9MBXZPaOiMsi4p8RsTgi5kXEvRFxQkS8ub/ur4qXOx+IiFUiYlpE/DEinoiIV/MHz26JiCMjYvVqhUXEWyLifyPi0YhYEhGPRcTvI2KfRoY9RMS/5W2VIuIn/TlkouwhpgMiYqWI+ExE3BMRL0fE3Ii4rtb95A8tTYuIG/LP0aKIuC8iTqw2rjkirs+vOTEi1ouIs/OHlq7vlG/t/DP6j7x9n46IX0fEJhGxTeeHmyLi6vzY/9a432/kef7Rx+18I/AMsCmwY418ewCjgbuAR2oVGBFrRsS385/LlyPi+Yi4LSI+FxFvqnLa2fl+ZeDDNYov9da+DMyuVY9upZTc3Nzc3Nz6bCP7M3vKt3F15N8z/w8tVdmeBSZWKX+FrVO5/1OjzAQ8B7y10znjKpVVxz3Myc+b0U2+I/J8C4HRndJGALd0U+fbgFUqlLsfsKTGebM65T+tUn2B9wGL8rSfA9FAG8zIz5vTi89OqV4HAefWuJ/PVzh37W7abyEwqcJ51+fp/0725/hS/uvL8kwAnqpS7nzggM73DnwmP/Y0sFKV+72/ns9NhTY+rUp6qU6TgZ/mr39Uo7yz8jz/DRxe7d+PbKzuMzXa9q/AxlWu8cc8z3U16nFPnuesKumT6v1s2WMrSRowEfEW4ELgTcCTZD03G5D1NB0GvACsC1wSEWsCpJSuT9kDJZ/Mi7khLX9Qq1TujsCX8renkj28tSowlmxM4bNkgdCxzby/vC6rRsTbIuKbwA/zw/+VUlrYKesXgPcArwP/BWwCrELWFl8BlpH1vh3Uqfz1yP7kOxK4k2z2hTXIHh76QZ7t8IioOc4xInYCLidrp1OBz6U8qhgAR5GNDz0R2Ibs4abJLB+zeWKUTZuW93b+lqz9FpP9228OrAN8EHgIWB24IiKqjW3+Bdln7SjgHcA+edkrkfU8bgDMIxsvugFZ+36JrMfz1ArlXUwWjK0P7NQ5MSK2BrbO3/62c3ofODfffzS/h87XLx+GcEG1QvK/mMwG1gMeJ/v5WZ/sl8DPkP3CMIGsbVeuUETpIbIPRMSGFcp/C8sfcuvVMATAHls3Nzc3t77daKDHFpjF8l6v9SqkbwkszfN8tVPaYXTqWStL+0KedjsVeh3Lzv1rp+PjSnVv8J7nUL03q3xbCny4Shm/y/OcWCX9tDz9552O/zw//mcq9+b+Kk+/qkJZM/L37wJezI/9hio9jN20wYw626B8m1TlHhNwdIVrbF2W/q6y43tVKzNPXw34Z55+bqe06/Pjy4C3Vzj3Y3n6q8D4CukHlF17Tqe0m6r9mwLfztPu6EEbn1YlvbzHdiXgifz9+yvknZKn3Za/r9hjC5yQH38WWLdCOduy/Gf0iArpa5elf6FC+n+z/DtgRJX7mlSpbpU2e2wlSQNpn3z/w5TS3M6JKaW/A2fkb/dtoNwbyHrW/jPl/zN28nS+X7WBMvvCcOAHEdFWIe0XZHX+aZVzu9Q5IoaTBSQA308pLa5w3kyyP7GvV6XnblvgKrJe0QuAw1NKy+q4l2Z6DDil88GU0gNkQ0gg64EtmZrvz08pXV/hvJeBr+Zv96nSs/i7lNJfKhw/It//JqVUaeaA84G/VzgOcFG+3798DG3++oD8bTN6a8n/DUsPhFWaHaE0G0J3D42V2vbYlNK8Cte5j+wXVMh6xzunzweuyN8e0Dmd5eNrL0opLe2mLt0ysJUkDYj8gZMN8re/r5H16nw/vt6yU0r3pJTOTSnd3fmaEbEP8LWGKlu/LvPYpmyIxCpkvaLnkQ0tuCTKVozK63xlXucnOtV5/Yg4BPh4heuNIwuWIQtOu0gp3Z5SemtK6R0VAtYJwB+AtfL3a5L1XPZGI/PYXl+ljNtSSq9VSVtU4diW+f6aGvX6Y75frSx/uXurnLdFvr+6UmLeptWu+3/5/q0sH3YA2YwYm5O19Xk0T6nsj5QH8xGxCsuD0Korg+XDPUpDN+pp2x2qpJeGI7w7Ijp+jvMHON+dv+39MAQMbCVJA6c8UJ1TI18pbb2IWK3ewiNieER8KCJ+HtlytnOAl4DLgPc3WNdeSSktyYPtA8jGK64EnBQRwzrVea2IODwizshnQphL1lN7BrBxhaI3z/eLyf6U26iPko0rLQXFk1nekzeQaj6hX0Ep+PxlVFm+l+zhr5I1K5TxTOcD+S9fpXGhj9W4fsW0lNLjZDMOAOxfllTqQb0mpdTlun3oTrKfn7HAB8qO7002rv3WvI7VjAdKPc1/r9G2pdkP1qwyu8NlZGNxYcXe49JMCc+QzeTQawa2kqSBUu/0Rq+XvR5eNVd5wRGbkz1xfhHZAy7vJgs+fkT28NWn6q9mn/t5vh8PdEw5FhH7kQ0ZmAUcQrZC2Z3At4A24GcVyhqV75dWGXJRj++TjVEt9cj9KOpYArXJGv2T9Mjus6yg0rRpr3ZTbq32fb1GWmk4whToGIZQCu6aMgyhJP9MlHpty4cB1DsModF2Hcbyz2R5PRazvGe4/CHG0jCE81JKbzR4rYoMbCVJA6V8vOKmNfK9Jd8/l1J6obtC83GkF5H14t0JvBcYk1L6QErpiymlc6jdQ9xs5b176wLkc6yeTzabwVlkPbEbpJT2TdnSxZcBz1co6x/5fkxEjOlBXc4heygvAZ8DXiMbHjKjB2UNpIfy/cF1DoG4omZpuZTS8yzvCa/1GR1XI60U2L4zIjYl+yVrHNn0bBfXU49eKs2O8KH8rxirkv2iBDWGIeT+UfZ6ozrbttI4b1g+HGGbiNg6nyFh5/xYnwxDAANbSdIAyR/oKT0wtkeNrLvn+4dq5Cm3JctXMToopXRLhbGlb62zrGYoXxiiFDh8kGwe2yeBQ1NK/6zQA1upzuW/HFQcXpEvIPByvm3QKfmh0nVSSn8DTsqPfz4i3k7rKH02tq2WISJWyxdhmNjgYgilB8N2rVJuUGNoS0rpH0DpobQpLO+tvTR1nfKtGf5M1j5rkQ01+XeyBxD/mFJ6staJ+c9oaQhHrbbdIG/XSmOXS24E/pW/PhD4UP76UeCO7m6iXga2kqSBdHm+/2JErNs5MSImsHy+2mq9bJ2DlPI/ny6pUOZo4LNVzu0P/5nvHy7rgS7V+dVKMxJExDYs72XrqHNK6RWW9/odUz63a5lPkY2nfCql9HSF9HLfJZurdBjw80qzKAxSpdWqjoiISmORAY4n68H/nwaHbZyZ7w+PiHEV0j9INu9tLaVe2w+xfBjA2VXy9qkKwxHqHYZQUmrbb1WaTSKfmeMysratNOtBqR5vsPyeD2D5bAvn9mIYTRet8oGVJBXT8cArZHNd3hUR+0e2rOkmEXEY2UpSK5P19HSZ/in3trw3rhTwPcjy8ZK/jIitImJURGwcEQcDt7I8ENkoIt5dZfqnPpNff/uIOIfl05Z9pSzLPfl+fER8LyI2ys/ZPCK+TDZ9WWlc6I55+rCycl4HJgLXRcQHImJ0nufLwDfzfCd3V8+U0iKyBQoAdgE+0YPbHQgXkLXhGODmiPh4/hlaJf+z9y+AI/O8J1UtpbJfkfV4jgJui4ip+Wd004j4HFnQ+FzNEpbPjvB+YCOyhUfqGg7RR0qB7RSyz19iebDdnePJHrp8N3BDROwW2fLCq0fE+8gePHwn2TzIlRaqKFcajjCe5b3cfTYMAXCBBjc3Nze3vt1ofEndfycLbqtN4j+Xssn4y857X1me14DFZWlH1ihvEdnDWQvLjp2cnzeudKzBe55T43qVth9QtnAEWS/sRTXyPwz8v07HppSd/x/AGzXOP73T9U6jbIGGTvcSZL10pUn516yzDWY02AZdPiO16lWhrSd1Or4p2cpk1a6zDPhshfKuz9MPq3HNbVlxud3y7QGyZaETcG+V84MsOC6d88se/myV2vi0Kuml8idXSLu/LP2GCum1ltSdTBbcVmvbBcBOdd7DfZ3arttlm3GBBklSq0gpXU625O0PyYKM58mm/7mKbHWmrVKn+WhzfwS+Qxb4vsHyBQwgm0FgX+C6PP1VssDih8AWKaUzyf4k+xjZn97vobkS2Xjai8gCsi+m/H9s6Phz8UHA5/O6LAReJvvz7pfIVsT6JdkiAy8Cf6LsIbSU0q/IliX9Jdl4xUVkAeAVwD4ppUPLr1ezolm+z5O12bpkwxMGvZTSY2Q9h18E2sna5xWy4OnXZJ+jar3+3ZV9H1mP+A/J/k0Wk7Xv98h6Mktt22WRkfz8zj2kTZ0NoYpzy17XOwwBgJTSH8jmPD4RuJbsgboXyKYyOw54S0rptjqLO6vs9Tn1fi7rFX1cniRJ0pASEZ8kC57PSCkdWiXPNLJfPJ4g66VueCGMiJgBHAucnlI6rMcVbjERMYnsl9THUkrjauW1x1aSJKmKiDg4In4WEZVWfit5T76v9XBe6cGqc3oS1Ko+BraSJEnVlWbROLbKrABjycZsQ5VlZ/NpsErThQ3EMIQhw8BWkiSpunayh6PeCpwaEWtBNn9tRLyDbFz4KLIH164vPzGfcWMXsmEKADfn43XVJI6xlSRJqiEi2shW6RpBNgPH42RT1K2RZ1kA7J5SurPTeeVB1lJg15TSLb2oxwyyMbbl9k8pXdLTMgeziHiRbAq3EsfYSpIk9UZKqR14G9mctn8nW3b4FbL5hX8MvKNzUJu7Lc93D7Bvb4Ja1cceW0mSJBWCPbaSJEkqBANbSZIkFYKBrSRJkgrBwFaSJEmFYGArSZKkQjCwlSRJUiH8f+wKoZPUFF9wAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAH5CAYAAAB05X3IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABJ1ElEQVR4nO3deZwcZZ348c+XnFwJZ7glyAIGkAVMALOKQTDAT8YENEJABFmJuIqwi6vxguACoouCuqwYWCWAnFGOIZxyyx0QOQRRIChXgAQChIQQ8vz+qJrJZNIz0z3T091T83m/XvWq7qqnnnrq6eqa7zz91FORUkKSJEnq61apdwEkSZKkajCwlSRJUiEY2EqSJKkQDGwlSZJUCAa2kiRJKoSB9S5AXxARDh0hSZLUQFJK0X6ZLbaSJEkqBAPbCqSUKp6OPPLIbm33oQ99qKb76852tdxXX6kT66VxtrNe+m69WCeNsZ31Yr00ar10pqLANiKeiYinKkj/eETcXMk+JEmSpO6otI/t5kBZ/U0jYjAwEtiswn1IkiRJFes0sI2ICcCEEst/1UW+AWwPDAHmdbt0DWbKlCkrLWtqaqKpqakOpZEkSSq25uZmmpuby07fVYvtjsDhbd63tNYe3j5hJy6rIG1Dmz59er2LIEmS1G+UakA8++yzO0zfVWB7a7v3J5AFtyeWWZ6ngIvKTFtItW7N7e7+urNdLffVE7Uup/XSGNt1V185viLXi3XSGNt1V185Puulutt1V7X3F13dXbZC4ohlQEopDahqKRpcyzi2ldRVT40ePZrZs2fXbH99gXVSmvVSmvVSmvWyMuukNOulNOultFrWS0Q2fG0qMY5tpTePfaEaBZIkSZKqraLANqU0o7cK0hd485gkSVLtVPvmsZIi4iPAGGDNctKnlL7fnf00Gm8ekyRJqp1q3zy2gogYRHYz2P7lbkJ2s1khAltJkiQ1rkpbbI8CDshfPwfcAyysaokElO720N9ZJ6VZL6VZL6VZLyuzTkqzXkqzXkprlHqpdFSE2cBOwNXAgSmlxb1VsEZSj1ERJEmStLLORkWoNLBdAKwB7JBSeqxaBWx0BraSJEmNoZrDfb2bz+f0rEh9k6MiSJIk1U6loyJU2mJ7I/Bx4MMppfsqL17fZIutJElSY+isxXaVCvP6UT7/Tg/LJEmSJFVVRYFtSulG4Gjg/0XEZRHxT71TLEmSJKkylXZF+N/85S5koyMAzAWeBpZ0sFlKKe3Z7RI2ALsi9F0jp86qy37nnPrJuuxXkqSiq+bNY0eRPXChbUYb5lNHjAYlSZLU6yoNbL/QK6WQelmtWlDr1UIsSZIqDGxTSjN6qyB9gcN9SZLU++bNm8dJJ53EfffdxxNPPEFEsPXWW/ORj3yEqVOnss4669S7iCuYO3cuP/jBD2hubua5555jrbXWYsyYMRx77LHstdde3cpz5MiRPPvss9xyyy2MGzeuugXuQ3p1uK/+yj62fdi04XXa74L67FeS+rg77riDT3/607zyyisl16+zzjo0NzczduzYivN+5pln+NnPfsYDDzzAk08+yeLFi9l2220ZM2YMU6dOZaONNqo4zz//+c/ssccevPzyyyXXn3rqqXzzm9+sON96BLavv/46Z5xxBgDTpk2ryT67o5rDfUmSJPWKJUuW8MUvfpFXXnmFrbfemmuuuYZXXnmFuXPnctFFF7Hxxhszf/58Dj30UN56662K8r7hhhvYYYcdOOOMM7jjjjuYO3cuCxYs4O677+ZnP/sZW2+9Needd17F5d1///15+eWXGTFiBJdccgkvv/wyf/jDH9hvv/0AmDp1KjfffHNF+dbL66+/zoknnsiJJ55Y76J0W0VdESLi6W7sI6WUtuzGdlL11KoFtV4txJJUABdddBFPPvkkgwYN4oYbbmDzzTdvXXfQQQexxRZbsNtuu/H0009z3XXX8ZnPfKasfOfNm8eBBx7IW2+9xRZbbMHpp5/Ohz/8YQDuuusuvv3tb/P444/zxS9+ke23356dd965rHwvuOACnnzySQYOHMgVV1zRmuf666/PpZdeyu67787s2bM58cQT+fjHP15hbag7Km2xHVnmtHmb11v0pICSJKl/ePTRRwEYP378CkFti1133ZWRI0cC8PDDD5ed73nnncfrr7/O4MGDufXWW5kwYQIjRoxgxIgRTJw4kbvvvpuRI0fy7rvvVtRt4MILLwRgr732ag1qW6y66qocd9xxANx+++288MILZeer7qs0sN2jk2k8MAU4B1gKvAjsBqxZrcJKkqS+4ZhjjiEi2HLLLTu8R2XRokWsueaaRASnnXYaf/vb3wDYYouO28TWXnttAObPn192WVqC4EmTJvG+971vpfXDhw/nmGOOAeC+++5j2bJlXea5dOlSbr/9doDWbgft7b333gwYMACgR90Rnn32WY444gg22WQTVl11VXbaaSeOOOII7r777k63u/HGGznggAPYaKONGDp0KFtttRWf+9znePDBB1dKGxEr1HtEEBHceuutK6R75JFH+MIXvsB2223HsGHDGDZsGNtuuy2f//znuf/++7t9jFWTUqr6RNZK+w+y4HaD3thHLSeysXiT+qAThmVTUfcnSQ3qzjvvTC1/Px966KGSaWbOnJmANGDAgPTCCy90mefcuXPTaqutloA0ffr0ssvykY98JAHpxBNP7DDNVVdd1VreV155pcs8X3jhhdb09913X4fpRo0alYB06qmnll3elFLafPPNE5B++tOfpuHDh7fuq/102mmnrbTt0qVL05e//OUOtym1XUfpbrnlltY0beuo1BQRaebMmRUdZ3e0ictWitl65eaxlNIzwL8CGwDf6419SJKkxrXbbru1to7+7ne/K5nm0ksvBWCfffYpOSJBSok333yTOXPmcPHFF7P33nvz9ttvM2rUKA455JCyy/Kd73yHyy67rNNtHnjgAQCGDRvGuuuu22WeL730UuvrztK3rJs7d265xV3B17/+dd5+++3WFu0XX3yRSy65hE022QSA//zP/1ypW8aPfvQjfvGLXwDZUKV//OMfWbBgAXfeeSf77rtva74XX3xx6zYpJZ555pkV3qeUWkdkeOeddzj00EMB+MhHPsKdd97JggULeP3117ntttvYddddSSlx7LHHdus4q6ZUtFuNCRgMLAbm9NY+ajVhi23fZYutJNXN17/+9QSk7bfffqV1b731Vmvr66WXXlpy+2uvvXalVsHJkyenl156qarlfOKJJ9Jaa62VgHTkkUeWtc0111zTWqbXXnutw3QTJkxIQDr44IMrKlNLiy2QmpubV1r/0ksvpY033jgBad99921dPm/evLTqqqt22EK9bNmydNBBByUgbbrppmnJkiWt65555pnUUczz4IMPJiANHjw4zZ8/f6X1bbedO3duRcdaKTppsa30yWOVeBd4j6zVthB8QIMkSeU76KCDOO2003j00Ud58skn2XrrrVvXXX311bz99tusvfbaFf0dvfvuu7nxxhv53Oc+V5UyXnPNNRxxxBG8/vrrrLfeenzve+X90Ny2j+/qq6/eYbqWdR2Ny9uVj370oyX78G6wwQZ8+9vf5qtf/SrXXnstCxcuZPXVV2fWrFksWrSIjTfemG9961srbRcRnHHGGVxyySU899xz/PGPf2SXXXbpshzrr78+F110EcOHD2/t59xW2xb3t99+u8Kj7FilD2jozcD248CqwLO9uI+amj59er2LIElSn7Hzzjuz5ZZb8tRTT3H55ZevMOJASzeEyZMnM3To0JLb77PPPqSUmD9/Pk888QSnn346M2fO5NBDD2XBggV85Stf6XbZHnvsMaZOncrVV18NwHrrrccNN9zAZpttVtb2bbsfvPnmmx0+DW3Bgmy4yeHDuzcc5Kc+9akO102cOJGvfvWrADz11FPssMMO/OUvfwHgYx/7GIMGDSq53QYbbMBWW23Fk08+yf33319WYLvpppty0EEHrbR86dKl3H///fz6178u53AqVqoB8eyzz+4wfUV9bCPifWVMW0fEocAFZE3FDXCLnCRJqrWIaA2G2vazffPNN7nmmmsAOOyww7rMZ5111mHs2LFceumlTJo0CYDjjz+exYsXV1ymN954g69+9avssMMOrUHtgQceyGOPPcZOO+1Udj4bbrhh6+vXXnutw3Qt6zbeeOPWZePGjWsddaDtVOppX52NELHxxhuz2mqrAbSOKPHkk08C2ZjApfbRMrWk66zs7aWUuPPOO/nWt77Ffvvtx6hRo1h99dUZO3Zsp8FmLVV689gzZUyPA+eSdUF4F/h+lcoqSZL6mAMPPBDIhtH6xz/+AWQ/Ly9evJhRo0YxZsyYsvOKCI488kgg6wrw9NOVPTdq1qxZbLvttpx55pksW7aMj33sY9x1111cfPHFjBgxoqK82ga2r776aofpWrosdOdxvUDrcGGlpJRahyZrCXDfeeedivJ/8803y0q3cOFCmpqa+MhHPsKpp57K9ddfz6qrrsphhx3GL3/5y9ab7+qt0q4IKz2TtwMLgQeA/0wpPVrhPiRJUkFsv/32jBo1iscff5wrrriCo48+mksuuQSAww8/nIjlocWmm27K66+/zgUXXMDEiRNL5rfBBstv3VmyZEnZ5bjssss46KCDWLZsGeuttx7nnHMOn/rUp1bYfyXWX399Bg0axLvvvss999zDrrvuulKaefPmtbaMtoxiAKw0NmxnOgveX3jhhdZW65b+yy3zI488sqpdKKdOncqsWbNYf/31OfPMM/nUpz7FkCFDWtdn93TVX0UttimlVcqc1kwpjUsp2Q1BkqR+rH13hAULFnDdddexyiqrrHQD2IYbbsjChQtbg8FSHn/8cQAGDhzIqFGjyirDAw88wCGHHNLaSvvQQw8xYcKEbge1kLWk7r777kDWElzKDTfc0Nqiuscee3RrPy1dNkpp6d4xZMiQ1qHVWgLbzp7MllLigQceYPbs2WW32Lb0iT7llFOYNGnSCkEtLO8KUW+9Mo6tJElSi5buCLfffjvnnHMOS5YsYfz48Sv0OwX4wAc+AMAvf/nLkj+pL126lB/96EcAjB49eqXgqiNnnHEG7777LmPGjOH3v//9Cq2nPXHwwQcDcMstt3DnnXeusG7RokX8+Mc/BrIbuTbddNNu7eOmm27iuuuuW2n5iy++yCmnnALAUUcdxcCB2Y/w48ePZ5VVVuHee+/tcDSByy+/nNGjR3cabLdvgW35PErd6JdS4tRTT+1w25oqNQaYk+PYFobj2EpSQ9hxxx0T0DrG6sUXX7xSmptvvrl1jNKxY8emW265Jc2bNy+9+uqr6aabbkpjx45NQBo0aFB68MEHV9j23nvvTdtss03aZptt0s9//vPW5e+8804aMmRIp+PldubnP/95a7733nvvCuuWLFmSPvCBDyQgbbDBBunSSy9Nr7zySvrDH/6QmpqaWp/Gdfvtt1e835ZxbIcOHZoGDx6cTj/99PTUU0+lF198MV166aWtY9iuscYa6eWXX15h26997WsJSKuttlo66aST0l/+8pe0aNGi9Pe//z39+Mc/TkOHDk1A+sY3vrHCdm3Hor3//vtTStm4tymltMceeyQgbbnllunWW29Nb731VnrllVfSjTfemPbZZ58Vxhr+6U9/mhYtWlTxMZeLTsax7W6gNxA4EDgfuAuYC8wH7s2XHQwM7E7ejTgZ2PZhBraS1BB+8IMftAYkw4cP7zDwOemkk9KAAQM6fGzr8OHD04wZM1ba7pZbbmlNc8IJJ7Qu//vf/97pY2DbT5tvvvkK+Z5wwgklHy/b4s9//nMaMWJEh4+YPeOMM7pVXy2B7UUXXZQGDx5cMv+hQ4eWfHjDokWL0sSJEzs9zsmTJ6elS5eusN3ixYtbg14grbnmmq3HfP/996dBgwZ1mN/UqVPTuHHjWt//8z//c7eOuxydBbYVd0WIiJHAfcCFeQC7G7A+sBYwJl92PnBvnlaSJPVzLd0RIHtwQ0dj137nO9/hT3/6EwcffDD//M//zJprrsmIESPYfffdOe6443jyySf5/Oc/X/Z+2z76tjeMGjWKhx9+mGOOOYYtttiCwYMHs95667Hffvtxyy23cMwxx/Qo//3224/77ruPz372s4wYMYJBgwax2Wab8cUvfpFHH3205MMbhg4dym9/+1suueQSJk+ezHbbbcfQoUPZcsstaWpq4sYbb+Q3v/nNSiMuDBkyhAsuuICtttqKwYMHs+aaa7Y+YGL06NE8+OCDfPazn2XkyJEMHjyYTTbZhM997nPcf//9/OAHP+Ccc85ht912Y5111ul2n+KeiizwLTNxxGrAn4D3k42QcBNwIzAHWJov/0Q+JeCvwE4ppUVVLXWNRUQCWocYacsnjzW4afmA2NMWFHN/kiQVWKknj7WMmZtSWunuv0oD228ApwKLgE+mlG7tIN1eQDMwmGzIr5+UvZMG1BLYVlJXahAGtpIkFUrLaBalAttKuyJ8mqwl9psdBbX5jn4PfIusVXdchfuQJEmSKlZpYLt1Pu94ULXlWtqNP1jhPiRJkqSKVRrYtjT5lvNg4fn5fK0K9yFJkiRVrNLA9pF8PrqMtC1pfKSuJEmSel2lge1DZK22p+UjJJQUEasCp5H1x32ou4WTJEmSylVpYPu/wHvA9sD9EXFQRKzTsjIi1o6IA4H7yfrWLgN+Ua3CSpIkSR0ZWEnilNLjEXEkcA4wCvgNQEQszJOsns+DLKj9Ukrpz1UqqyRJktShip88llI6F/gI2cMZIAti18inyKdbgN1TSr+qTjElSZKkzlXUYtsipXQP8ImIGEL2tLF/Igto/wY8nVJaXL0iSpIkSV3rVmDbIqX0DvB4PkmSJEl1U1FgGxFDS7XGRsRg4F+B36eU/lqtwqmAWh45K0mSVGVlBbYRsTdwGLBfRKyXUlrSLskg4EwgRcTzwFnAT4rWJWHKlCkrLWtqaqKpqakOpZEkSSq25uZmmpubu06Yi5RSxysjBpCNR/u1NotXbR/YRsTqwJttFiVgNvDJlNKrZZemQUVEAuisrlSmlhbbaQtqsruRU2cBMOfUT9Zkf7U+PkmS+puI7EG4KaVov66rURF+SRbUBvBX4ATg3faJUkoLgY3JWnXvyNOPJh8OTJIkSeptHXZFiIjtgS/kb/8b+FZKaVlH6VNKLwHnR8QFwL+TtfTuFRH7pJSuq2KZJUlSP9TyK1wjqNkvgapIZy22x5K1vN6QUvpmZ0FtWynzE+CKfNFnelRCSZIktVqwYAFDhgzhnHPO6TBNSonzzz+fcePGseGGG7Leeuux5557cv755xe6a2VnN4+NIusre3o38/4pMJFsjFtJkqSqqGdraSO0Gp9//vksWdL+Pv4VfeELX2DGjBkMHDiQ7bbbDoDbbruNm2++mauuuopLL720ta9qkXTWYtsSkHb3kbhP5vOturm9JEmScvPmzeN//ud/+MY3vtFpujvuuIMZM2aw+eab8/DDD/PQQw/x0EMP8dhjjzFq1ChmzpzJ//3f/9Wo1LXVWWC7Rj5/uZt5z8/n63Rze0mSJAFjxoxhvfXW4+ijj2bRokWdpj333HMBmDZtGqNGjWpdvs0227SuO++883qrqHXVWWD7Qj7fqJt5b5rPuxsYS5IkFdIRRxxBRHDWWWeVXL///vsTEVx44YUAjB8/ni996Ut86Utf4kMf+lCneT/99NMAjBs3bqV1Y8aMYY011uBPf/pTzw6gQXUW2D6Uz/fpZt775vPudmWQJEkqpEmTJgFw5ZVXrrTuzTff5LrrrmONNdZg4sSJAJx88smcddZZnHXWWey3336d5j127Fj+9V//lY033nildW+//TZvv/02a665Zs8PogF1dvPYb4FPA9+KiN+klN4qN9P8gQ3fILv5bOVPTJIkqR/bc889WWuttbjpppt44403GDZsWOu6a665hsWLF3PYYYex2mqrVZz3ySef3OG6U045hWXLlrH77rt3q9yNrrMW25lkra2bAc0RsXY5GeZB7e/IuiLMBc7vaSElSZKKZPDgwUycOJF3332Xa6+9doV1M2fOBODQQw+t2v7ee+89/v3f/51TTjmFwYMHM3Xq1Krl3Ug6DGxTSkuBI4C3gd2BZyPilIhYv1T6iBgaEYcCfwL2ApYB/5Y/lUySJEltlOqOsHDhQmbNmsUmm2xSso9sd9xxxx2MHj2aM844g0GDBnH++eezww47VCXvRtNZVwRSSvdFxH7AZcB6wDeBb0bEXOAZ4B/AumRDg21G9kCHIHvs7pdTSlf0XtElSZL6rr322ou11lqLWbNmsWTJEgYPHsy1117LokWLOOSQQxgwYECP8n/jjTc47rjjWh/ksP322zNjxgx23nnnahS/IXUa2AKklG6LiG2BU4BDgFWBDfNpN7JAtq0bgf9MKT1c5bKqQBphgGtJkupp8ODBTJgwgRkzZnDrrbcyfvz4qnVDePTRR9lvv/149tlnWW+99fj+97/PkUceycCBXYZ+fVpZR5dSehWYEhH/CYwnC2g3A9YGFgGvALOBG1NKf+ulskqSJBXKpEmTmDFjBldccQUf/ehHufrqq9lxxx3Zfvvtu53n888/z7777stzzz3Hbrvtxm9/+9uSIyQUUUVhe0ppAVm3hMt6pzjqL+r5OERJkhrFXnvtxfDhw7nqqqvYa6+9WLhwYY9ba//rv/6L5557jgMOOIALL7yQIUOGVKm0ja+zUREkSZLUi4YMGcKECRN4/vnnOf7441lllVWYPHlyt/N75513uOiiixgwYABnnXVWvwpqocIW2/5uypQpKy1ramqiqampDqWRJKl/Ktp9GpMmTeK8887jscceY++992ajjbr70Fd48cUXeeONNxg6dGinLb8bbLABM2bM6PZ+aqW5uZnm5uay0xvYVmD69On1LoIkSSqYT3ziEwwbNow33nijx90QXn75ZQAWL17M9ddf32G6zTffvEf7qZVSDYhnn312h+kjpdTbZerzIiIBWFdVMG14Pl9Q33L0lqIfnyRJdRaRDciVUmo/Mpd9bCVJklQMBraSJEkqBANbSZIkFUJFgW1EvC8i3ldh+u7f2idJkiSVqdJREeYAyyrY7jHgVWCLCvcjSZIkVaQ7XRFWugOtZKKIDYHVgA27sQ9JkiSpIp22vEbEMcAxJZY/3UW+AWySv57bvaJJkiRJ5euqS8FawMh2y6LEss78oIK0kiRJUrd0FdieC9yavw7gZiABHy8z/2dSSn/vVskkSZKkCnQa2KaUngWebXnf5kkPt/VusSRJkqTKVDoqgqMbSJIkqSFVFNjmLbiSJElSw+lqVIT38pdPpJS2i4hfdWMfKaX0r93YTpIkSSpbVy220W5+ONnNY2WNZZtLgIGt+pWRU2fVdH9zTv1kTfcnSVIj6iqwvZ0sMG3pgvD9/L0kSVJtTRte7xIsN21BvUugEroaFWFcu/fTerMwUlHUqgW11i3DkqT6W7BgASNGjODMM8/ki1/8YlnbLF68mDFjxvDaa6/x3HPP9XIJ66fSUREkSZLqq56tpQ3Qanz++eezZMmSirb59re/zaOPPsomm2zSdeI+zMBWkiSpD5g3bx4XXXQR3/jGNyra7ve//z2nn356L5WqsXQY2EbEzVXaR0op7VmlvKomIjYGfgqMyxfdAhyXUvpH3QolSZJUwpgxY5g9e3bF282fP5/DDjuMLbfckqeeeqoXStZYOmuxHUfnIyC03ETW1QgJDXezWWSPULsMGAB8mqyMpwG/jYjdUkrL6lk+SZJUbEcccQS//vWv+cUvfsFRRx210vr999+fK664gt/85jccfPDBjB8/ng996EMAzJ49mwceeKDLfaSUOOqoo3jppZe48847+fCHP1z142g0nQW259F5UHpYvn5GVUtUG1sDY4GdUkoPAUTEV4D7gZHA03UrmSRJKrxJkybx61//miuvvHKlwPbNN9/kuuuuY4011mDixIkAnHzyya3rp02bVlZge8EFF3DZZZfxve99j912262q5W9UHQa2KaXDO9swIg7L032hymXqaH8DgH8Av0opfbeTdJ8Bvg58EHgHuBM4PqX0xzbJVgduAh5vs+ylfD60muWWJElqb88992Sttdbipptu4o033mDYsGGt66655hoWL17MYYcdxmqrrdat/OfMmcNXvvIVRo8ezfe+971qFbvhrVLvAlRgX2CjzhJExLFkXQx2BeYAi4D9gHsi4l9a0qWUHkwp7ZVSeicy6wPfBP7KisGuJElS1Q0ePJiJEyfy7rvvcu21166wbubMmQAceuih3cr7vffe49BDD2Xp0qVccMEFDBo0qMfl7SsaflSEiBgGTAB+3EW6dYEfAouBj6eU7s770h5NdpPYz4GdS2x6FVnwuwT4UEqp4foEqw+q0XAwc1p/X3CgcEnqayZNmsS5557LlVdeyYEHHgjAwoULmTVrFptssgnjxo3rVr4/+tGP+MMf/sCZZ57JNttsU8USN76GbrGNiJlkf7HPA9bvIvlkYDBwUkrpbsiGY0gp/Qy4AdgpIj5YYrt/Az4MnAXcHhFbV6v8kiRJHdlrr71Ya621mDVrVuu4tNdeey2LFi3ikEMOYcCAARXn+eCDD3L88cezzz778OUvf7naRW54jd5iexfwav56G5YPzVXK5Hx+eYl1lwPj8zSPRMRmwPp5l4R/AP+IiHvzNBOA/65C2dUf1XrQ8AYYKFyS1D2DBw9mwoQJzJgxg1tvvZXx48f3uBvCVVddxdKlS3nllVfYd999V1r/yiuvsM8++wBw5plnsuWWW3b/ABpQQwe2KaWftLyOiMPpPLDdAniD0n1k78rn78/newM/jIgNUkpLW3YBrEbWJUGSJKnXTZo0iRkzZnDFFVfw0Y9+lKuvvpodd9yR7bffvkf5djRqwpIlS7j++uuBbPSFomnorgjliohVgBHAvA76yM7L5xvk85vIgtjpETEmInYB/g8YBvyut8srSZIEWXeE4cOHc9VVV3HttdeycOHCbrfWQjYUWEqp5ASwySabtL7fcccdq3QUjaOhW2wrsC7ZwxZe62D9CoFtSumZiPgUcBJwM9kNZ/cCe3T25LHRo0eXXaApU6YwZcqUstNLkqT+Z8iQIUyYMIHzzjuP448/nlVWWYXJkyd3vWHBTJ8+nenTp/c4n6IEtl1p6X3dOt5FSulG4MZKMunOo+wkSVKVFez+gkmTJnHeeefx2GOPsffee7PRRp2OblpIlTQIZoNeldZhYBsRx5eZeZfpUkrfLyevHpgHvAes08H6luUv9nI5JEmSKvKJT3yCYcOG8cYbb/SoG4IgOhq2NSKW0fkjdcuWUqp8vIp28pvHfg2cXOrJYxHxItkTxYa372cbETsCfwQuTSkd2I19JwCHuK2Clv+yaz16QFFZn5KkfqalxTaltFLTbWddEf5OlQLbGnkaGAtsDzzSbt3YfP5MTUskSZKkmukwsE0pjaxhOarhIrIAdn9WDmwn5vMLe7KDUn0/mpqaaGpq6km2kiRJKqG5uZnm5uay03fYFaHRlNEVYR3ghfztHiUeqXt/SmmXbu7brgjV4k/n1WV9SpL6mc66IhRiHFuAlNJ8YCowBLgrIh4BniMLaheTBbiSJEkqqMIEtgAppTOAScB9wJZkN5M1A7umlO6tY9EkSZLUy/rMOLYppXOBc8tINxOY2dvlkSRJUmPpM4FtI/DmMUmSpNop7M1j9eTNY1XkzU7VZX1KkvqZfnHzmCRJkvo3A1tJkiQVgoGtJEmSCsHAVpIkSYXgqAgVcFQESZKk2nFUhF7gqAhV5F381WV9SpL6GUdFkCRJUuEZ2EqSJKkQDGwlSZJUCAa2kiRJKgQDW0mSJBWCw31VwOG+JEmSasfhvnqBw31VkcNTVZf1KUnqZxzuS5IkSYVnYCtJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYIPaKiAD2iQJEmqHR/Q0At8QEMV+UCB6rI+JUn9jA9okCRJUuEZ2EqSJKkQDGwlSZJUCAa2kiRJKgQDW0mSJBWCga0kSZIKwcBWkiRJhWBgK0mSpELwyWMV8MljkiRJteOTx3qBTx6rIp+UVV3WpySpn/HJY5IkSSo8A1tJkiQVgoGtJEmSCsHAVpIkSYVgYCtJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgphYL0L0JdMmTJlpWVNTU00NTXVoTSSJEnF1tzcTHNzc9npI6XUi8UphohIANZVFUwbns8X1LccRWF9SpL6mYgAIKUU7dfZFUGSJEmFYGArSZKkQjCwlSRJUiEY2EqSJKkQDGwlSZJUCAa2kiRJKgQDW0mSJBWCga0kSZIKwcBWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAgGtpIkSSoEA1tJkiQVgoGtJEmSCmFgvQvQl0yZMmWlZU1NTTQ1NdWhNJIkScXW3NxMc3Nz2ekjpdSLxSmGiEgA1lUVTBuezxfUtxxFYX1KkvqZiAAgpRTt19kVQZIkSYVgYCtJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBwFaSJEmFYGArSZKkQjCwlSRJUiEY2EqSJKkQDGwlSZJUCAa2kiRJKgQDW0mSJBWCga0kSZIKwcBWkiRJhWBgK0mSpEIwsJUkSVIh9NvANiJWi4gfRcQzEfFWRNwZEXvUu1ySJEnqnoH1LkAd/RdwCPAVYA5wMHBDROyaUnqwngWTKjVy6qya7m/OqZ+s6f4kSSpHvwxsIyKAI4FvppR+my9+ICI+BEwBjqpb4SRJktQtfSawjYgBwD+AX6WUvttJus8AXwc+CLwD3Akcn1L6Y5tkw4EXgPvabf4ysFk1yy3VwpyhB9d4jwtqvD9JkrrWl/rY7gts1FmCiDgWuAzYlax7wSJgP+CeiPiXlnQppddTSh9IKT3QZtsP5Pu4t+ollyRJUq9r+BbbiBgGTAB+3EW6dYEfAouBj6eU7s67HBwN/BT4ObBzie0COBD4X+B54GdVPQCpN02rccvptOG13Z8kSRVo6BbbiJhJ9pvnecD6XSSfDAwGTkop3Q2QMj8DbgB2iogPtsv//cCtwEXAzcBHU0qvV/MYJEmSVBuN3mJ7F/Bq/nobYFwnaSfn88tLrLscGJ+neQQgInYBbsrz3yuldFMVyitJkqQ6aejANqX0k5bXEXE4nQe2WwBvAI+XWHdXPn9/ntcA4FKyILcppTSvCsWVJElSHTV0YFuuiFgFGAH8PaWUSiRpCVw3yOe7AJsDxwNrR8TabdIuSik932uFlSRJUq8oRGALrAsMAF7rYH37wHbTfD6jRNrb6KBlePTo0WUXaMqUKUyZMqXs9JIkSf3V9OnTmT59eo/zKUpg25UB+XwQQErpMiAqzWT27NnVLJMkSZKorEEwG9CqtIYeFaEC84D3gHU6WN+y/MXaFEeSJEm1VojANqW0DHgFWDdKh/Hr5nMDW0mSpIIqRGCbexpYE9i+xLqx+fyZ2hVHkiRJtVSkPrYXkQWw+5OPVdvGxHx+YU92UKrvR1NTE01NTT3JVpIkSSU0NzfT3NxcdvooPTpW48nHsf01cHJK6bsl1q8DvJC/3aPEI3XvTynt0s19J4C+UlcNreWRrLV+FKyqw89PklRnLb1OU0ordT8tTFeElNJ8YCowBLgrIh4BniMLaheTBbiSJEkqqMIEtgAppTOAScB9wJbA6kAzsGtK6d46Fk2SJEm9rM/0sU0pnQucW0a6mcDM3i6PJEmSGkufCWwbgTePSZIk1U5hbx6rJ28eqyJvPurb/PwkSXXWL24ekyRJUv9mYCtJkqRCMLCVJElSIRjYSpIkqRAcFaECjoogSZJUO46K0AscFaGKvKu+b/PzkyTVmaMiSJIkqfAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrB4b4q4HBfkiRJteNwX73A4b6qyOGi+jY/P0lSnTnclyRJkgrPwFaSJEmFYGArSZKkQjCwlSRJUiEY2EqSJKkQDGwlSZJUCI5jWwHHsZUkSaodx7HtBY5jW0WOg9q3+flJkurMcWwlSZJUeAa2kiRJKgQDW0mSJBWCga0kSZIKwcBWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAg+UrcCPlJXkiSpdnykbi/wkbpV5CNZ+zY/P0lSnflIXUmSJBWega0kSZIKwcBWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAgGtpIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYUwsN4F6EumTJmy0rKmpiaamprqUBpJkqRia25uprm5uez0kVLqxeIUQ0QkAOuqCqYNz+cL6lsOdY+fnySpziICgJRStF9nVwRJkiQVgoGtJEmSCsHAVpIkSYVgYCtJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBwFaSJEmFYGArSZKkQjCwlSRJUiEY2EqSJKkQDGwlSZJUCAa2kiRJKoSB9S5AXzJlypSVljU1NdHU1FSH0kiSJBVbc3Mzzc3NZaePlFIvFqcYIiIBWFdVMG14Pl9Q33Koe/z8JEl1FhEApJSi/Tq7IkiSJKkQDGwlSZJUCAa2kiRJKgQDW0mSJBWCga0kSZIKwcBWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAgGtpIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYVgYCtJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBAPbNiLzl4jYsd5lkSRJUmUG1rsAjSIihgJfB7aud1kkSZJUOQNbICK+BpwGDKp3WSRJktQ9fbIrQkQMiIgXIuKkLtJ9JiLuiYiFETE/IpojYqcSSS8EdgD26pUCS5Ikqdf1ycAW2BfYqLMEEXEscBmwKzAHWATsB9wTEf/SNm1K6dWU0hPAU71RWEmSJPW+PhXYRsSwiDgU+FUX6dYFfggsBsamlLYDNgWOAQYDP+/tskqSJKm2+kxgGxEzgQXAecD6XSSfTBbAnpRSuhsgZX4G3ADsFBEf7M3ySpIkqbb60s1jdwGv5q+3AcZ1knZyPr+8xLrLgfF5mkeqVThJkiTVV58JbFNKP2l5HRGH03lguwXwBvB4iXV35fP3V6tskiRJqr8+0xWhXBGxCjACmJdSSiWSzMvnG9SuVJIkSeptfabFtgLrAgOA1zpY3+3AdvTo0WWnnTJlClOmTKl0F5IkSf3O9OnTmT59eo/zKWJg25UB+XylhzGklOYA0dGGs2fP7qUiSZIk9V+VNAhGdBiqFa8rAlmL7HvAOh2sb1n+Ym2KI0mSpFooXGCbUloGvAKsG6VD+nXzuYGtJElSgRQusM09DawJbF9i3dh8/kztiiNJkqTeVtQ+theRBbD7s/JYtRPz+YWVZlqq70dTUxNNTU2VZiVJkqQuNDc309zcXHb6KD0iVmPLx7H9NXBySum7JdavA7yQv90jpXR33i3haOCnwP0ppV0q2F8C6It11XCmDc/nC+pbDnWPn58kqc5aepqmlFbqclrIrggppfnAVGAIcFdEPAI8RxbULiYLcCVJklQghQxsAVJKZwCTgPuALYHVgWZg15TSvXUsmiRJknpBn+yKUGt2Ragif8ru2/LPb+Tiiruo98icUz9Z0/1JkhpXZ10RinrzWK/w5jFJkqTa6Rc3j9WaLbZVZItt31bjz2/k1FmALbaSpOX63c1jkiRJ6n8MbCVJklQIBraSJEkqBG8ek1S5lr62vWzO0JZX9smWJHXNwLYCjoogSZJUO46K0AscFaGKHBVBlfB8kSS146gIkiRJKjwDW0mSJBWCga0kSZIKwcBWkiRJhWBgK0mSpEJwuK8KONyXJElS7TjcVy9wuK8qcvgmVcLzRZLUjsN9SZIkqfAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBwFaSJEmF4Di2FXAcW0mSpNpxHNte4Di2VeS4pKqE54skqR3HsZUkSVLhGdhKkiSpEAxsJUmSVAgGtpIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYXgAxq0fKxQSZKkPszAtgI+eUySJKl2fPJYLyj8k8dq+HSnkVNnATDn1E/2+r5UAD55TJLUjk8ekyRJUuEZ2EqSJKkQDGwlSZJUCAa2kiRJKgQDW0mSJBWCga0kSZIKwcBWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAgD612AvmTKlCkrLWtqaqKpqakOpZEkSSq25uZmmpuby04fKaVeLE4xREQCKGxdTRuezxf0+q5GTp0FwJxTP9nr+1IB1PDclCT1DREBQEop2q+zK4IkSZIKwcBWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAgGtpIkSSoEA1tJkiQVgoGtJEmSCsHAVpIkSYVgYCtJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFcLAehdAkhrFyKmz6rLfOad+si77laSiMbCtwJQpU1Za1tTURFNTUx1KI0mSVGzNzc00NzeXnd7AtgLTp0+vdxEk1UCtWlDr1UIsSX1FqQbEs88+u8P09rGVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBwFaSJEmFYGArSZKkQjCwlSRJUiEY2EqSJKkQDGwlSZJUCAa2kiRJKgQDW0mSJBWCga0kSZIKwcBWkiRJhWBgK0mSpEIwsJUkSVIhGNhKkiSpEAxsJUmSVAj9NrCNzAkR8deImBsRF0TEsHqXS5IkSd3TbwNb4LvAscC3gIOAbYHf1rNAkiRJ6r6B9S5APUTEIOArwLdSSjPzZYcAf46IUSmlx+taQEmSJFWsz7TYRsSAiHghIk7qIt1nIuKeiFgYEfMjojkidmqXbHtgA2BWy4I8mH0GGF/1wkuSJKnX9ZnAFtgX2KizBBFxLHAZsCswB1gE7AfcExH/0ibphvn8hXZZPE8W8EqSJKmPafjANiKGRcShwK+6SLcu8ENgMTA2pbQdsClwDDAY+Hmb5OsAb6eU3muXzRvAetUquyRJkmqnoQPbiJgJLADOA9bvIvlksgD2pJTS3QAp8zPgBmCniPhgnnY+sFpEDGiXxzDgtWqVX5IkSbXT6DeP3QW8mr/eBhjXSdrJ+fzyEusuJ+s7Oxl4BHgpX74J8Pc26TYFXuxmWSVJklRHDR3YppR+0vI6Ig6n88B2C7KuBKVGNLgrn78/nz8KzAU+Cfwiz38UMBK4sQdFliRJUp00dGBbrohYBRgB/D2llEokmZfPNwBIKb0bEf8DnBIRc8m6H/wYuCGl9FgtyiypAtOG12Q3c4a2vFpQk/1JkqqrEIEtsC4wgI77x64Q2OZOJjv+H5H1rb2ObGzbDo0ePbrsAk2ZMoUpU6aUnV6SJKm/mj59OtOnT+9xPkUJbLvScpPYoJYFecvutHwqy+zZs6taKEldmFbjltMatQxLklZUSYNgRHS4rqFHRajAPOA9smG8SmlZ7o1hkiRJBVWIwDaltAx4BVg3Sofx6+ZzA1tJkqSCKkRgm3saWJPscbntjc3nz9SuOJIkSaqlIvWxvYgsgN2fbKzatibm8wt7soNSfT+amppoamrqSbaSJEkqobm5mebm5rLTFymwvRA4Dfh2RNyYUro775ZwNPAJ4P6U0sM92UE17taTJElSeUo1IJ599tkdpi9MV4SU0nxgKjAEuCsiHgGeA34KLCYLcCVJklRQhQlsAVJKZwCTgPuALYHVgWZg15TSvXUsWsVsHV6ZdVKa9VKa9VKa9bIy66Q066U066W0RqmXPhPYppTOTSlFSum7XaSbmVLaNaW0WkpprZTSp3raBaEeGuUEaSTWSWnWS2nWS2nWy8qsk9Ksl9Ksl9IapV6K1Me213nzmCRJUu3055vHel2j/DciSZLUH/Tbm8ckSZLUvxnYSpIkqRAMbHtZJf1C+tr+an1s3dXdcvaV7bqrrxxf0c+zou+vO9v1lXOlr3wXrJfqbtddfeX4+kq9dMTAtpf19ROkUfbVE33lotBXzpW+sl2t9ZXPr9b7M7Dtu9t1V185Puulutt1V7X3581jFXBUBEmSpNpxVIRe5KgIkiRJteOoCJIkSeqXIqVU7zI0vIiwkiRJkhpISinaL7PFVpIkSYVgi60kSZIKwRZbSZIkFYKBrSRJkgrBwFaSJEmFYGArSZKkQjCwraGI+ExE3BMRCyNifkQ0R8ROtc6jkUTEvhFxY0T8IyJej4g7IuLYiCjr4SER8dWIuK6Tac/ePoZqi4j/6uKYti8zn0KdK9VQrbqtp4gYEBEvRMRJnaSpymffl86hMuulR9ebPI8+c83pqk6q+X0o2rlSpf30ietNJd+LiNgjIm6OiDfy6ebunPPVyqeklJJTDSbgWCDl02PA8/nrd4B/qVUejTQB0/Lyvwf8GbgfWJwvuwsYUkYeV7epk1LT5+p9nN2ol0e7OKaP9KdzpYu6aDuNq0Xd1nsC9svLelJvfvZ97Rwqo156fL3J8+kz15wy6qQq34cinSv97XpTyfcC+DSwLF/3t3xK+bJJFeyzKvl0mH+9K7U/TMC6+Rd8EfDhfFkAX8s/zAdrkUcjTcCWwBLgNWBsm+UbA7d3djFul88TwBvkQ9f19YnsV5RFwMP1PN8aaQKu62J6M78oj+rtuq1zPQwDDgVe7uSPclU++750DpVZL1W53uTbNPw1p8w6qcr3oYDnSr+53lTyvQAGAi+RBZ/7t0m7f77sZWBQGfusSj6d7qPeFdsfJuCr+QnynRLrrs/XfbC382ikCfheXuZpJdZtDCwF/t5FHgPyC+oD9T6eKtbLJnm9/LYHeRTqXOniWD+RH88JtajbOh7nTFZu7Sn1R7kqn31fOYcqqJceX2/ytA1/zamgTqryfSjaudJFHoW63lTyvWB5K/fZJdL+Ml/XVMY+q5JPZ5N9bGtjcj6/vMS6y9ul6c08Gsn78/mt7VeklF4gaxXZLCLW7iSPTYHBwF+rXrr6+ad83pNjKtq5UlJErAOcC9wBnFzGJtWo23q5i+yi/0tKfGfaqNZn31fOoXLrpRrXG+gb15xy66Ra34einSslFfR6U8n3os9cW8ruMK8e2YLsp6vHS6y7K5+/v8S6aufRSB4B/g/4S/sVEbEKsA7Zf25vd5JHy4XjqYg4GPg4sCbwMHBlSunRqpa4NlqO6dmI+BIwlqyV6E/AZSmlOWXkUbRzpSNnAsOBQ1JKS8tIX426rYuU0k9aXkfE4cC4DpJW67PvE+dQBfVSjesN9IFrTgV1Uq3vQ9HOlY4U8XpTyfdii3zV3SXyqfTaUo18OlbvpvCiT2T9bJYCT3ewvuXnilt6M4++NAFH5sdzVxfppuTpFrLyT0xLgG/W+1i6ceyndHJMbwKf7+3zrS9MwO6U+ZNgteq2USbgcEr8jFqtz76vnkMd1UsZ25V1vcnT9qlrTmd1Uo3vQ385V/rj9ab99wJ4mqxv8Sol0gbwLvBMGflWJZ/OJrsi9L51yf5Le62D9fPy+Qa9nEfDi8xxwPR80fe72KTlP+IlZD9dbAi8Dzg6X3ZqRIzvjbL2opZjmkfWF2ldsg7+JwBDgf+LiO062b7w50pEBPDfwFzgxxVs2tO6bXTV+uwLfw5Bt643UKxrTjW+D4U/V/rb9aaT78UGwOsppWXtt0lZVDoP2CCvr85UK58O2RWh/gbk80F1zqOuIuKDwE+BPfJF/5FSuq6Lze4A5gNXpZT+3Gb5/0TEa8AFwEnADdUuby+6CngQOD+l9Hy+bD7w/Yh4j+x4TgA+2838+/y5AnwG2AX4SkrprQq26+26bXTV+uz7/DnUzesNFOuaU4vvQ58/V+hH15sefC8g+6yrEVP2PJ96N3cXfWL5TzUlm9aBzcia+2/vzTwadQKGkHXEX5ofw7PAXlWq99fJxuMbUO/jrFJdrZ3X0V/747mSlz+APwILgNVqWbeNMtF1V4QeffZ99RzqqF7apemV602bemuoa045ddLBdmV9H4p8ruTp+sX1ppzvBVkXgmV03IWg3JFFqpJPZ5NdEXpZyprbXwHW7aBpfd18/mJv5tGIImJjssGgv032x+C7wAdSSr/vad55nf2N7As7oqf5NYKU0mtkP9O8r6OfaYp6rrSxC7AjcGFKqasbfcpWTt02ump99kU9h3rzegPFuuaU+30o6rnSRuGvNxV8L+aSBZ5rlchmOFlLazmfc7Xy6ZCBbW08TXbnbKnH543N58/UII+GERHDgGuBDwJPAqNTSienlBaVuf1qEXF4REzoJNl6ZHdzzu1xgWsgIkbkx1TysYIRMYjsi/9Uyv+97UChzpV2vpzPf1XJRlWs20ZXrc++UOdQT683eR6FueZU+ftQqHOlnUJfbyr8Xjydz/+lxLpKry3VyKdDBra1cVE+37/Euon5/MIa5NFI/g3YgWx4j11SSk9UuP0isv5Jv42ITdqvjIhtyW7q+FMq0Um9Qb1FNqTMZRGxWon1e5L1PXqoi3yKdq4AEBFrAgeStYrNrnDzatVto6vWZ1+0c6in1xso1jWnmt+Hop0rQL+53lTyveg715Z69+3oDxPZWHCL86nUIwfvq0UejTSRjXmYgB17kMf38zxuA9Zvs/z9wAP5uvH1PtYKj+m8vNyXAGu2Wb4T2X+67wLb96dzpc1xTcjLf0696rYRJjofwqkqn31fPIe6qJceX2/yfPrUNaeLOqnK96Fo50qbNIW/3lTyvSALxF8g6x97QJvlLY/CfQEYWKt8Ot1HvU+w/jIBx7J8DLtHgOfz14uAXduk24Dlz6TeoDt5NPpE1odmWV726+nkudxttmlZtkObZUOAe1g+VuDdZAOlv5svO63ex9qNulkHeCov/2vAH/KLz3tkneqP6U/nSrtjOis/hsO6SFeyXiqp20ae6OKPciWffZHOoY7qpTvXm3y7Pn/N6excqfT70B/OlXZpCn296c73AjigzTZ/bXN8y4CJJfax0neoO/lUfGz1PsH600Q2bMi9ZH2wXicbDqT9Bz6yzQViZHfyaPSJ7MaKVM7UZpuWZePa5bU68C2yPy5vAs8BVwP71Ps4e1A/6wI/yi+Cb5P9d/87sp+K+tW50uZYApiTH+v7u0jbYb2UW7eNPFHeH+WyPvsinUMd1Ut3rjf5dn3+mtPVuVLJ96E/nCtt1hf+etOD78UewC35uf8mcDPwsQ72UfI7VGk+lU6R70CSJEnq07x5TJIkSYVgYCtJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFYKBrSRJkgrBwFaSpAYUEatGxH9ExNUR8URELIqIZyPiloj4WURs0Yv7vjUiUkQcXsE2h+fbdDQtiIhHI+K0iNi6t8peTRExrk35R9a7PI0oIubk9TOtzPTn5ulv7Y3yGNhKktRgImIf4G/Aj4FPAtsAQ4H3AeOAo4En8wB3YIntd4yIaZUEpjUwDNgOOA54NCK+GRFR5zKpQbT5Zyq1Wz4yP5ePLScfA1tJkhpI3pp5KbAx8BTwr8BWwGrAFmSB7vXAQLIA979LZLMjcAJweK8XuISUUrSdgEHAJsCBwOz8/anA9+pRPvUpI8nO5WPLSWxgK0lSY/kxsCbwJDAmpfSrlNLfUkqLUkpzUkrXpJT2AX6ep/9aRKxXt9KWIaW0NKX0QkrpUmA34Nf5qhMi4kN1LJoax9+Bv+RTtxnYSpLUIPKf5j+cv/1pSum1TpJ/E1hK9rd8p94uW7WklN4DvgK8TFb279a3RGoEKaXPp5Q+kFL6QE/yMbCVJKlxrA+sm79+obOEKaVFwJnAb4HBsPxmJ5a3iH6sg36LAyNiSkTcld/U9VZEPBARXyvVZ7fa8rL/NH/bFBHrt0/Tpoy3RcS8iFgYEQ9HxI8iYpN2aXdqc5PXRzvab0Sck6d5tBb9eyNig4g4KSIejIiXI2JxRDwVEddGxP4RMaBd+hvz8p3VSZ7fzdP8tf0xRMQmEfGTNjcbzs3r79CIGFQir5Et9ZG/3zsiZkfEu7Xun533o00RcW7bsgG35Ek2L+dGvl4/eSVJUtnmAe8AQ4AvRsTVKaWlHSVOKR1b6Q4iYnXgSmDPdqt2zqd9yfrA9rbzgJOBAcCuwNVtyrgu0Mzy1usWH8ynoyLiUymlW/PlDwF/JeuLfABwR/udRcTgfB3AuSml1D5NNUXE5sADLP9HpcX782kfsuD+2DbrfgfsBUyIiH9LKS0rkfVB+fw3bY8hIsaT/ZOzRpu0Q4ERwO7AkXmdvd5BeT8LXEQfb/Ts04WXJKlI8p/pz8/ffhJ4KCK+HBGblrn9rfnNWl/IF93W5gauFlNZHtSeTxZUrkU22sJtZAHX2J4cR5leAN7NX+/YsjBvhfwNWVC7CPg6WcC6HvApsr7HawLXRj7kWR7gXZxncUAHrbF7AmsD7+X597azyILa54FPk7XGr0YWmM/I0xwTEVu22eZyIAEbkvVFXkFEbEc2sgS0OYaI2IosKF4DeBT4f2T1tQ3wbWAJ8FHgog7qZiOyVv4/kp1372f5eVgXeX/yAPbIFz3b5obEOR1tZ2ArSVJj+QZwU/56O+B/gX9ExF8i4hcRManUT/fliIiNgP/I3/4MOCyldF9KaUFK6TZgPCVaO3tD3hr5fP62bavm3vkE8P9SSj/Ob56bl1JqBj5ENlrEUOAHbba7JJ+/j6zlub0D8/n1KaUXq3EMHWnXV3pKSul3KaVX8xsAHyX7x2NOvr715rmU0kvAnfnbiSWybjmG+1NKf22z/L+A1YHHgV1SStfm9fVkSukHwIQ83T4sr9u21gEeBnbLb058Jv8nqxInROfjGLd0iTmswnwrYmArSVIDyW8Y25sssLkceCNftTVwFNlQYC9HxJ0R8fmIqORv+USyVsM3gRPb/xyfUlpCNrRSrczN52u2WTYpn1/apqtBq5TSW8C38refbOkTnFJ6jKy1EpZ3OQAgIoawPFA8t6eFLsMgss9qMsv/SWmV1/tL+dvV2q3+bT7fv23rav66tRtCm+UDgf3zt8fl/Zfb7+864Jr87ac6KPOpnXV76SsMbCVJajAppfdSSlemlA4ga00bTfaT/NVkQSlk3QVmAFfm/WbLsVU+vyulNL+DNLcCb3er4JUbkc/fbLNsm3y+UkDYxh/y+Rpt0sPyVtsDVkzOeGA48BpZ391elVJaklK6OJ/eaVkemW0i4utkn2kpv8vn/8TybgeQddfYCljG8uOEbJzXwWRdLG7vpFgtdTamg/UPdbJtOU5sP35xqYnl3TB6hYGtJEkNLA9yH8h/km8i66s5keWByH7Ad8rM7p/y+VOd7C8BT3evtOXLW5pb+g7Pa7Oq5XG7v+zk5+y2I0as3eZ1S8D3gYgY1WZ5y0/4F6eUFlfrGLoSEf8U2RPWLouIPwILgCfIHqpR8gb+lNLfyR5iActbYmH5MdyUd1lo0VJfA4C3OqmzU/J0beurrZc6WN6nGNhKktQgIuLDEbFfRGzbUZqU0jsppSvJWt5uzRcfVebwVe90nQTIWv9628YsH33hoTbLh1SYT2s3hrzf6YP52wMAImIoy/uYnltpIbsjb5n9PlkQeyrwGbLW5VlkLe/jgHs7yaKlO8LElvxYHti2v/Gt2/XVVtuW5b7MwFaSpMbxn2Q/lU/rKmHeH/J/87drs/KwUqW0tNRu2VGCPIh6fxl59dTn8/l7wD1tlj+Zzw8p56ftlNK17fJt3x1hX7Kg8nHg/t44kBIOIHtccJCNQrFuSmmrlNLkvOX9Njr/J6MlsN05HzZsF7IuB4vJ+l231VJfi4GBZdTXBlU6xoZkYCtJUuP4cz7/lzL7zbb8rDyfFX/O70hLYDs2Hyu2lF3poFWvWiJiVeCY/O2VKaVX26xuCdR26GT7NSJidD61b6m+NJ/vnA/k39LS2etj17bx2Xx+UUrph+37M+dl/qeVN8vkLc+P5G8nsvwYrkopvdEu+VNkQ4QNZXkf6pVExOZ5fY0s9yD6IgNbSZIaR0tQtjFwZrR7MlVbEbEm2Z33AHd3ELS1D/ouJ7tRa02y4ZnaP7lqINnQUb0mP6YzyW4ce4/sIQ1tzcrnR3Uyfu8pZK2v/11iZIc5LG8BPgRoIrvh6oIeF758Ld0DOurPeyjZZwwrf0YtWlptD2B5oHxh+0R5n+Hf529PKtUlJSKGAXeR1dnHOi154yrrSXEGtpIkNYiU0sPA/+RvDwMejuxxqDtExLCIGB4RH4iIL5EFbzuRPeTg+x1k+YG8dTPy/F8FTsvXHQ3MiIgxed5jgWvJnnz1ZunsuiciBkTEhhExiSzAanmAxLSU0oPtkl9G1k92OHBnRHwuIjaLiFUjYruI+EVedtocS3stD2v4DtlwWjeklDp9RHEZNo3sMa+dTWvlaVuO6ZC8/Gvnn8POEfE/wK/a5PuJ/HNtH7i1jI6wO7AJ2YgO7btdtPgu2T8JnwauioixeZ5rRcQ+ZKMlbAw8y/J/nvqaTSIbh5kSddXKR+pKktRYjiXrf/kfwLZkj57tyF+Br6SU7mu3vKXLwQiygGgpsGq+7DSyp1DtRdZyeGi7ba8H/kT2oIhuye/C78y7wPHAD9uvSCm9GxEH5OXYhtJPwErA0SmlWSXWQRYcn87yYz63jGJ3pZwHV5xI1j/6Z8DhwBaULv/1ZGPuHkc21u1ksm4lr7dJ8yjLHxMMcFk+zvBKUkr3RcThZE8P2y+f2nsB2KvUOLcN7pl8PgB4PiLeBrZn+QMuVmCLrSRJDSQf3uvrZH+8/xu4gazf6WLgZbKfky8j63c5KqV0Y4ls/kDWpWAuWUte65O2Ukpvk91Q9SXgbrLW2cVkgdTXyYKid6m+t8hu4Dod+GBK6dSO+rymlJ4le3rYcWQ30z1LNrbuY2StndumlM7saEd562zLmK4LgKuqdRDlSCm9TtZX+XSyY15M1gf6OrIHUOxL1sp6MVn9/57ssbdt80gs744AXTwGOKV0Adk583Oyz38B2flyN9nnunVK6W89O7Lay8+FfwP+QXZezqeT8zNq149akiRJ5YqIKcAvyYK6kfljiNUJW2wlSZIaU8sjdC8yqC2PLbaSJEkNJiK2IXvAA8A/5zcWqgvePCZJktQgImIXYDDLb6y706C2fLbYSpIkNYh2I0osAfZIKd1Vr/L0NfaxlSRJahz3kI0A8SCwn0FtZWyxlSRJUiHYYitJkqRCMLCVJElSIRjYSpIkqRAMbCVJklQIBraSJEkqBANbSZIkFcL/B+MpPGJqfNHmAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "shower_feats = [\n", - " ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit')\n", - "]\n", - "for path, name in shower_feats :\n", - " hd.plot1d(path, name)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4bb24c34-4969-442e-bc72-f6a23a4ccd0f", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From afa25c2fbeb752542b07cc7abff9d482e7b7e97c Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 10:58:23 -0600 Subject: [PATCH 082/331] introduce some updates developed separated in ecal-validation - individual file wrapper so per-file options can be more fine-tuned - loading of columns into memory pandas dataframe for simple manipulations (and filtering) - Differ access calls to those underlying File functions --- Validation/src/Validation/__init__.py | 3 +- Validation/src/Validation/__main__.py | 2 +- Validation/src/Validation/_differ.py | 69 +++++++-------- Validation/src/Validation/_file.py | 123 ++++++++++++++++++++++++++ 4 files changed, 160 insertions(+), 37 deletions(-) create mode 100644 Validation/src/Validation/_file.py diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index 3f282466f..90056cae3 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -1,2 +1,3 @@ -from ._differ import Differ \ No newline at end of file +from ._file import File +from ._differ import Differ diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 8d4176ea9..e67222be0 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -3,7 +3,7 @@ import argparse import os import re -from _differ import Differ +from Validation import Differ import matplotlib.pyplot as plt #import mplhep diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index 989bc00fa..ca1d8371c 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -1,9 +1,14 @@ -"""Hold the two files we are comparing together in one class""" +"""Hold the two or more files we are comparing together in one class""" -import uproot -import matplotlib.pyplot as plt +# standard modules import os +# external dependencies +import matplotlib.pyplot as plt + +# us +from ._file import File + class Differ : """Differ allowing easy comparison of "similar" files @@ -40,48 +45,28 @@ class Differ : """ def __init__(self, grp_name, *args) : + def open_file(arg) : + if isinstance(arg, (list,tuple)) : + return File(*arg) + elif isinstance(arg, File) : + return arg + else : + raise KeyError(f'Argument provided {arg} is not a differ.File or a tuple of arguments for its constructor') + self.grp_name = grp_name - self.files = [ - (uproot.open(path), name) for path, name in args - ] - - def __plt_hist(ax, uproot_obj, **kwargs) : - """Plot the input uproot object as a histogram on the input axes - - If the uproot_obj is already a histogram we import its values and use - them directly. If the uproot_obj is a TBranch, then we pull its values - into memory and fill the histogram. - """ - - if issubclass(type(uproot_obj), uproot.behaviors.TH1.Histogram) : - edges = uproot_obj.axis('x').edges() - dim = len(edges.shape) - if dim > 1 : - raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') - return ax.hist((edges[1:]+edges[:-1])/2, bins=edges, weights=uproot_obj.values(), **kwargs) - else : - return ax.hist(uproot_obj.array(library='pd').values, **kwargs) - - def fig(self) : - """Get the figure we are drawing on""" - return self.__fig + self.files = list(map(open_file, args)) def plot1d(self, column, xlabel, - ylabel = 'Hit Count', + ylabel = 'Count', yscale = 'log', ylim = (None,None), out_dir = None, file_name = None, **hist_kwargs) : fig = plt.figure('differ',figsize=(11,8)) ax = fig.subplots() - - if 'histtype' not in hist_kwargs : - hist_kwargs['histtype'] = 'step' - if 'linewidth' not in hist_kwargs : - hist_kwargs['linewidth'] = 2 - for f, name in self.files : - Differ.__plt_hist(ax, f[column], label=name, **hist_kwargs) + for f in self.files : + f.plot1d(ax, column, **hist_kwargs) ax.set_xlabel(xlabel) ax.set_ylabel(ylabel) @@ -97,3 +82,17 @@ def plot1d(self, column, xlabel, fn = file_name fig.savefig(os.path.join(out_dir,fn)+'.pdf', bbox_inches='tight') fig.clf() + + def load(self, **kwargs) : + """Load all of the event data frames into memory + + The key-word arguments are used in each FileEntry's events call + to specify which branches (if not all of them) should be loaded + into memory and what manipulation (if any) to do. + """ + for f in self.files : + f.load(**kwargs) + + def manipulate(self, manipulation) : + for f in self.files : + f.manipulate(manipulation) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py new file mode 100644 index 000000000..2b67870d0 --- /dev/null +++ b/Validation/src/Validation/_file.py @@ -0,0 +1,123 @@ +"""Wrap an uproot file for some extra help plotting""" + +import uproot + +class File : + """File entry in Differ object + + Parameters + ---------- + filepath : str or pathlib.Path + path specifying ROOT file to open for reading + name : str + name for labeling histograms plotted from this file + colmod : function with str argument returning str + modify an input column name to align with the columns in this file + can be used for example to change the pass name + hist_kwargs : dict + dictionary providing extra detail for the matplotlib hist call + helpful for specifying style options and other defaults for hists from this file + open_kwargs : dict + all other key-word arguments are passed to uproot.open + """ + + def __init__(self, filepath, name, colmod = None, hist_kwargs = dict(), **open_kwargs) : + self.__file = uproot.open(filepath, **open_kwargs) + self.__name = name + self.__colmod = colmod + self.__df = None + + if 'histtype' not in hist_kwargs : + hist_kwargs['histtype'] = 'step' + if 'linewidth' not in hist_kwargs : + hist_kwargs['linewidth'] = 2 + if 'label' not in hist_kwargs : + hist_kwargs['label'] = self.__name + if 'bins' not in hist_kwargs : + hist_kwargs['bins'] = 'auto' + + self.__hist_kwargs = hist_kwargs + + + def keys(self, *args, **kwargs) : + """Callback into uproot keys + + Helpful for exploring the file when trying to decide + what to plot within a notebook + """ + return self.__file.keys(*args, **kwargs) + + def events(self, **kwargs) : + """Callback for retrieving a full in-memory data frame of the events + + All key-word arguments are passed to the uproot.arrays method. + + We change the default 'library' to be pandas which can be overridden + by a user if desired. + """ + + if 'library' not in kwargs : + kwargs['library'] = 'pd' + return self.__file['LDMX_Events'].arrays(**kwargs) + + def load(self, manipulation = None, **kwargs) : + """Instead of giving the events data frame to the caller, + we store the dataframe here for later batch processing + + manipulation is a function operating on the loaded dataframe + which is there for people to rename columns, calculate new + columns, etc... + + All the kwargs are simply provided to events for selecting + the branches of LDMX_Events to load into memory. + """ + self.__df = self.events(**kwargs) + if manipulation is not None : + manipulation(self.__df) + + def manipulate(self, manipulation) : + """Apply the passed manipulation to the dataframe""" + manipulation(self.__df) + + def plot1d(self, ax, obj_name, **hist_kwargs) : + """Plot the input uproot object as a histogram on the input axes + + If obj_name is not a str, we assume that it is a callable and will + provide the in-memory dataframe. An exception is thrown if the dataframe + has not been loaded. + + If the dataframe of events has been loaded and the obj_name is a + member of that dataframe, we use that dataframe to fill the histogram. + + If the uproot_obj is already a histogram we import its values and use + them directly. If the uproot_obj is a TBranch, then we pull its values + into memory and fill the histogram. + + The input 'obj_name' is transformed by __colmod if that member is set. + """ + + for k, v in self.__hist_kwargs : + if k not in hist_kwargs : + hist_kwargs[k] = v + + if not isinstance(obj_name, str) : + if self.__df is None : + raise KeyError('Cannot use dynamic value calculations without loading the dataframe.') + return ax.hist(obj_name(self.__df), **hist_kwargs) + + if self.__df is not None and obj_name in self.__df : + return ax.hist(self.__df[obj_name], **hist_kwargs) + + if self.__colmod is not None : + obj_name = self.__colmod(obj_name) + + obj = self.__file[obj_name] + + if issubclass(type(obj), uproot.behaviors.TH1.Histogram) : + edges = obj.axis('x').edges() + dim = len(edges.shape) + if dim > 1 : + raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') + return ax.hist((edges[1:]+edges[:-1])/2, bins=edges, weights=obj.values(), **hist_kwargs) + else : + return ax.hist(obj.array(library='pd').values, **hist_kwargs) From 63cab853e62ecc6756769f178fa847cfd8027e5c Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 11:10:19 -0600 Subject: [PATCH 083/331] fixup how hist_kwargs is deduced for uproot.Histograms --- Validation/src/Validation/_file.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index 2b67870d0..bbeb59c50 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -118,6 +118,9 @@ def plot1d(self, ax, obj_name, **hist_kwargs) : dim = len(edges.shape) if dim > 1 : raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') - return ax.hist((edges[1:]+edges[:-1])/2, bins=edges, weights=obj.values(), **hist_kwargs) + # overwrite bins and weights with what the serialized histogram has + hist_kwargs['bins'] = edges + hist_kwargs['weights'] = obj.values() + return ax.hist((edges[1:]+edges[:-1])/2, **hist_kwargs) else : - return ax.hist(obj.array(library='pd').values, **hist_kwargs) + return ax.hist(obj.array(library='pd').values, **hist_kwargs) From 9cab46e4a05184944f384a2a9610d0a481c4250c Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 11:29:19 -0600 Subject: [PATCH 084/331] notes on "installing" and usage --- Validation/README.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/Validation/README.md b/Validation/README.md index f79bac6d3..c89e1d08c 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -2,4 +2,23 @@ Python package forcused on comparing two or more "similar" LDMX event data files. +## Installation +Inside container... +``` +ldmx python3 -m pip install Validation/ --target install/python/LDMX/ --no-deps --no-cache +``` +Outside container +``` +python3 -m pip install Validation/ +``` +Other helpful options +- Outside container: `--user` may need to be required +- Both: `--editable` may be helpful if developing Validation + +## Usage +_Cannot_ run from ldmx-sw directory. `import Validation` prefers +the local directory instead of the installed path so it tries to +load from the `ldmx-sw/Validation` directory. + +Could fix this by renaming the package inside Validation. From 60abe2e04a04f22e40fbbb07bfca61b7bb6c2683 Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Thu, 17 Nov 2022 11:52:34 -0800 Subject: [PATCH 085/331] Add working branch plotting --- Validation/src/Validation/__main__.py | 37 ++++++++++++++----- Validation/src/Validation/systems/ecal.py | 11 +++--- Validation/src/Validation/systems/test.py | 31 +++++++++++++--- .../src/Validation/systems/trigscint.py | 12 +++--- 4 files changed, 65 insertions(+), 26 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index e67222be0..a6f4fc825 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -18,9 +18,9 @@ def extract_parameters(fn) : return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } def make_system_dqm_plots(plotter) : - shower_feats=plotter.feats() + dqmPlotList=plotter.dqm() - for path, name in shower_feats : + for path, name in dqmPlotList : print(path+", "+name) hd.plot1d(path, name, file_name = re.sub(r'^.*/','',path), @@ -28,6 +28,14 @@ def make_system_dqm_plots(plotter) : return +def make_system_branch_plots(plotter) : + + plots=Test_plots.branchPlots() + for plot in plots : #ok this implementation is awful + ed.plot1d(plot[0], plot[1], bins=plot[2], range=(plot[3],plot[4]), file_name=plot[5], out_dir = out_dir) + + return + # guard incase someone imports this somehow if __name__ == '__main__' : parser = argparse.ArgumentParser( @@ -72,23 +80,32 @@ def make_system_dqm_plots(plotter) : histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] hd = Differ(label, *histo_files) - + + event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] + ed = Differ(arg.label, *event_files) + if "trigscint" in (syst.lower() for syst in arg.systems.split(',') ) : print("adding trigscint plots") make_system_dqm_plots(TrigScint_plots) + make_system_branch_plots(TrigScint_plots) if "ecal" in (syst.lower() for syst in arg.systems.split(',')) : print("adding ecal plots") make_system_dqm_plots(Ecal_plots) + make_system_branch_plots(Ecal_plots) if "test" in (syst.lower() for syst in arg.systems.split(',')) : print("adding multi-system small set of test plots") make_system_dqm_plots(Test_plots) + make_system_branch_plots(Test_plots) + + + #plots=Test_plots.branchPlots() + #for plot in plots : #ok this implementation is awful + # ed.plot1d(plot[0], plot[1], bins=plot[2], range=(plot[3],plot[4]), file_name=plot[5], out_dir = out_dir) - event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] - ed = Differ(arg.label, *event_files) - ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', - 'Sim Energy Dep [MeV]', - bins=50, range=(0,30), - file_name = 'edep', - out_dir = out_dir) + # ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', + # 'Sim Energy Dep [MeV]', + # bins=50, range=(0,30), + # file_name = 'edep', + # out_dir = out_dir) diff --git a/Validation/src/Validation/systems/ecal.py b/Validation/src/Validation/systems/ecal.py index 6cc63e358..9cbbd44e1 100644 --- a/Validation/src/Validation/systems/ecal.py +++ b/Validation/src/Validation/systems/ecal.py @@ -1,10 +1,11 @@ -features = [] +plots = [] class Ecal_plots : - def feats() : - - features = [ + def dqm() : + # these are just the veto feature plots. could have separate functions for these and + # other Ecal DQM plots, and call them all from here + plots = [ ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), @@ -17,6 +18,6 @@ def feats() : ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') ] - return features + return plots diff --git a/Validation/src/Validation/systems/test.py b/Validation/src/Validation/systems/test.py index f1bf163b6..a7d7082e3 100644 --- a/Validation/src/Validation/systems/test.py +++ b/Validation/src/Validation/systems/test.py @@ -1,12 +1,33 @@ -features = [] +plots = [] +histograms = [] class Test_plots : - def feats() : - features = [('TrigScintDigiPad1/TrigScintDigiPad1_n_hits', 'Hit multiplicity'), + def dqm() : + plots = [('TrigScintDigiPad1/TrigScintDigiPad1_n_hits', 'Hit multiplicity'), ('TrigScintTracks/TrigScintTracks_n_tracks', 'Track multiplicity'), - ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), +# ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits') ] - return features + return plots + + def branchPlots(passName="valid", treeName="LDMX_Events") : + + + collections=["Sim", "Digi", "Cluster"] + pads = ["Pad1", "Pad2", "Pad3"] + tColl="TrigScintTracks" + + + histograms = [(f'{treeName}/EcalSimHits_{passName}/EcalSimHits_{passName}.edep_', + '"Sim Energy Dep [MeV]"', 50, 0,30, 'edep') + ] + + for pad in pads : +# for coll in collections : + histograms += [(f'{treeName}/Trigger{pad}Clusters_{passName}.centroid_', + '"Cluster centroid [barID]"', 60, 0,60, f'clusterCentroid_{pad}') + ] + + return histograms diff --git a/Validation/src/Validation/systems/trigscint.py b/Validation/src/Validation/systems/trigscint.py index 45673c7f5..1b3c4369d 100644 --- a/Validation/src/Validation/systems/trigscint.py +++ b/Validation/src/Validation/systems/trigscint.py @@ -1,13 +1,13 @@ -features = [] +plots = [] class TrigScint_plots : - def feats() : + def dqm() : collections=["Sim", "Digi", "Cluster"] pads = ["Pad1", "Pad2", "Pad3"] tColl="TrigScintTracks" - features = [(f'{tColl}/{tColl}_centroid', 'Track centroid [in channel nb]'), + plots = [(f'{tColl}/{tColl}_centroid', 'Track centroid [in channel nb]'), (f'{tColl}/{tColl}_n_tracks', 'Track multiplicity'), (f'{tColl}/{tColl}_n_clusters', 'Track cluster multiplicity'), (f'{tColl}/{tColl}_beamEfrac', 'Beam electron energy fraction'), @@ -17,13 +17,13 @@ def feats() : ] for pad in pads : for coll in collections : - features +=[ + plots +=[ (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_x', f'{coll} x [mm]'), (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_y', f'{coll} y [mm]'), (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_z', f'{coll} z [mm]'), (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_n_hits', 'Hit multiplicity'), ] - features += [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), + plots += [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), @@ -41,5 +41,5 @@ def feats() : #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') #not implemented, should be though ] - return features + return plots From 40ae5b9a6eb5b0ab3e2547b5b26e3e7538e0fc9d Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 15:32:23 -0600 Subject: [PATCH 086/331] auto deduce submodules for running depending on imports all folks need to do now is add it to __init__ and it will be availabe in __main__ --- Validation/src/Validation/__init__.py | 2 + Validation/src/Validation/__main__.py | 70 ++++++------------- Validation/src/Validation/_file.py | 6 +- Validation/src/Validation/ecal.py | 34 +++++++++ Validation/src/Validation/systems/ecal.py | 23 ------ .../src/Validation/systems/trigscint.py | 45 ------------ Validation/src/Validation/trigscint.py | 62 ++++++++++++++++ 7 files changed, 126 insertions(+), 116 deletions(-) create mode 100644 Validation/src/Validation/ecal.py delete mode 100644 Validation/src/Validation/systems/ecal.py delete mode 100644 Validation/src/Validation/systems/trigscint.py create mode 100644 Validation/src/Validation/trigscint.py diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index 90056cae3..cd4dc0e8d 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -1,3 +1,5 @@ from ._file import File from ._differ import Differ +from . import ecal +from . import trigscint diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index a6f4fc825..94f9b43a2 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -1,17 +1,17 @@ """CLI for comparison plots within Ecal Validation""" +# standard import argparse import os import re -from Validation import Differ +# external import matplotlib.pyplot as plt #import mplhep #plt.style.use(mplhep.style.ROOT) -from systems.ecal import Ecal_plots -from systems.trigscint import TrigScint_plots -from systems.test import Test_plots +# us +from ._differ import Differ def extract_parameters(fn) : l = fn.replace('.root','').split('_') @@ -28,18 +28,23 @@ def make_system_dqm_plots(plotter) : return -def make_system_branch_plots(plotter) : +def deduce_modules() : + import inspect + import sys - plots=Test_plots.branchPlots() - for plot in plots : #ok this implementation is awful - ed.plot1d(plot[0], plot[1], bins=plot[2], range=(plot[3],plot[4]), file_name=plot[5], out_dir = out_dir) + def filter_members(obj) : + if not inspect.ismodule(obj) : + return False + return not obj.__name__.strip('Validation.').startswith('_') - return + return dict(inspect.getmembers(sys.modules['Validation'], filter_members)) # guard incase someone imports this somehow if __name__ == '__main__' : - parser = argparse.ArgumentParser( - """ + runnable_modules = deduce_modules() + + parser = argparse.ArgumentParser("python3 -m Validation", + description=""" Make comparison plots between different geometries. We assume that the input files are written out in the @@ -51,15 +56,11 @@ def make_system_branch_plots(plotter) : parser.add_argument('dev',help='directory of event and histogram files from new developments') parser.add_argument('--label',help='label for developments, defaults to dev directory name') parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data dev dir') - parser.add_argument('--systems',help='csv list of systems for which to make plots [options are ecal, trigscint]') + parser.add_argument('--systems',required=True, choices=runnable_modules.keys(), nargs='+', + help='list of systems for which to make plots') arg = parser.parse_args() - if arg.systems is None : - print("Must specify which system's plots to make (use --systems 'ecal,...') \nExiting") - exit() - print("Making plots for "+arg.systems) - dev = arg.dev if dev.endswith('/') : dev = dev[:-1] @@ -74,38 +75,13 @@ def make_system_branch_plots(plotter) : out_dir = arg.out_dir root_files = [ - (os.path.join(dev,f), extract_parameters(f)) + File(os.path.join(dev,f), extract_parameters(f)) for f in os.listdir(dev) if f.endswith('.root') ] - histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] - hd = Differ(label, *histo_files) - - event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] - ed = Differ(arg.label, *event_files) - - if "trigscint" in (syst.lower() for syst in arg.systems.split(',') ) : - print("adding trigscint plots") - make_system_dqm_plots(TrigScint_plots) - make_system_branch_plots(TrigScint_plots) - if "ecal" in (syst.lower() for syst in arg.systems.split(',')) : - print("adding ecal plots") - make_system_dqm_plots(Ecal_plots) - make_system_branch_plots(Ecal_plots) - if "test" in (syst.lower() for syst in arg.systems.split(',')) : - print("adding multi-system small set of test plots") - make_system_dqm_plots(Test_plots) - make_system_branch_plots(Test_plots) - + hd = Differ(label, *[f for f in root_files if not f.is_events()]) + ed = Differ(label, *[f for f in root_files if f.is_events()]) - - #plots=Test_plots.branchPlots() - #for plot in plots : #ok this implementation is awful - # ed.plot1d(plot[0], plot[1], bins=plot[2], range=(plot[3],plot[4]), file_name=plot[5], out_dir = out_dir) - - # ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', - # 'Sim Energy Dep [MeV]', - # bins=50, range=(0,30), - # file_name = 'edep', - # out_dir = out_dir) + for syst in arg.systems : + runnable_modules[syst].plot(hd,ed, out_dir = out_dir) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index bbeb59c50..c1f72fd82 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -46,6 +46,10 @@ def keys(self, *args, **kwargs) : what to plot within a notebook """ return self.__file.keys(*args, **kwargs) + + def is_events(self) : + """Check if this file is an Events file""" + return 'LDMX_Events' in self.__file def events(self, **kwargs) : """Callback for retrieving a full in-memory data frame of the events @@ -96,7 +100,7 @@ def plot1d(self, ax, obj_name, **hist_kwargs) : The input 'obj_name' is transformed by __colmod if that member is set. """ - for k, v in self.__hist_kwargs : + for k, v in self.__hist_kwargs.items() : if k not in hist_kwargs : hist_kwargs[k] = v diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py new file mode 100644 index 000000000..7ed014caa --- /dev/null +++ b/Validation/src/Validation/ecal.py @@ -0,0 +1,34 @@ +"""Plotting of ECal-related validation plots""" + +from ._differ import Differ + +def plot(hd : Differ, ed : Differ, out_dir = None) : + """Plot ECal-related validation plots + + Parameters + ---------- + hd : Differ + Differ containing files that are not event files (presumably histogram files) + ed : Differ + Differ containing files that are event files + """ + + features = [ + ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') + ] + for col, name in features : + hd.plot1d(col, name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + + diff --git a/Validation/src/Validation/systems/ecal.py b/Validation/src/Validation/systems/ecal.py deleted file mode 100644 index 9cbbd44e1..000000000 --- a/Validation/src/Validation/systems/ecal.py +++ /dev/null @@ -1,23 +0,0 @@ -plots = [] - -class Ecal_plots : - - def dqm() : - # these are just the veto feature plots. could have separate functions for these and - # other Ecal DQM plots, and call them all from here - plots = [ - ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), - ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), - ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') - ] - return plots - - diff --git a/Validation/src/Validation/systems/trigscint.py b/Validation/src/Validation/systems/trigscint.py deleted file mode 100644 index 1b3c4369d..000000000 --- a/Validation/src/Validation/systems/trigscint.py +++ /dev/null @@ -1,45 +0,0 @@ -plots = [] - -class TrigScint_plots : - - def dqm() : - - collections=["Sim", "Digi", "Cluster"] - pads = ["Pad1", "Pad2", "Pad3"] - tColl="TrigScintTracks" - plots = [(f'{tColl}/{tColl}_centroid', 'Track centroid [in channel nb]'), - (f'{tColl}/{tColl}_n_tracks', 'Track multiplicity'), - (f'{tColl}/{tColl}_n_clusters', 'Track cluster multiplicity'), - (f'{tColl}/{tColl}_beamEfrac', 'Beam electron energy fraction'), - (f'{tColl}/{tColl}_residual', 'Track residual [in channel nb]'), - (f'{tColl}/{tColl}_x', 'Track x [mm]'), - (f'{tColl}/{tColl}_y', 'Track y [mm]') - ] - for pad in pads : - for coll in collections : - plots +=[ - (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_x', f'{coll} x [mm]'), - (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_y', f'{coll} y [mm]'), - (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_z', f'{coll} z [mm]'), - (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_n_hits', 'Hit multiplicity'), - ] - plots += [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), - (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') - #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') #not implemented, should be though - ] - - return plots - diff --git a/Validation/src/Validation/trigscint.py b/Validation/src/Validation/trigscint.py new file mode 100644 index 000000000..f86f63e42 --- /dev/null +++ b/Validation/src/Validation/trigscint.py @@ -0,0 +1,62 @@ +"""Plotting of TrigScint-related validation plots""" + +from ._differ import Differ + +def plot(hd : Differ, ed : Differ, out_dir = None) : + """Plot TrigScint-related validation plots + + Parameters + ---------- + hd : Differ + Differ containing files that are not event files (presumably histogram files) + ed : Differ + Differ containing files that are event files + """ + + collections=["Sim", "Digi", "Cluster"] + pads = ["Pad1", "Pad2", "Pad3"] + tColl="TrigScintTracks" + features = [ + ] + + for member, name in [ + ('centroid', 'Track centroid [in channel nb]'), + ('n_tracks', 'Track multiplicity'), + ('n_clusters', 'Track cluster multiplicity'), + ('beamEfrac', 'Beam electron energy fraction'), + ('residual', 'Track residual [in channel nb]'), + ('x', 'Track x [mm]'), + ('y', 'Track y [mm]') + ] : + hd.plot1d(f'{tColl}/{tColl}_{member}', name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + + for pad in pads : + for coll in collections : + for member, name in [ ('x', 'x [mm]'), ('y', 'y [mm]'), ('z', 'z [mm]'), ('n_hits', 'Hit multiplicity') ] : + hd.plot1d(f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_{member}', f'{coll} {name}', + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + for member, name in [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), + (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') + # not implemented but should be + #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') + ] : + hd.plot1d(member, name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + From d36eec4302472e9c4ec171d8e8bd4cc79b4d5c7b Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 16:21:34 -0600 Subject: [PATCH 087/331] more comments about editable flag --- Validation/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/Validation/README.md b/Validation/README.md index c89e1d08c..b81122852 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -14,7 +14,8 @@ python3 -m pip install Validation/ Other helpful options - Outside container: `--user` may need to be required -- Both: `--editable` may be helpful if developing Validation +- Both: `--editable` may be helpful if developing Validation which should be provided _before_ the path to Validation + e.g. `python3 -m pip install --editable Validation/ --user` ## Usage _Cannot_ run from ldmx-sw directory. `import Validation` prefers From f5d24301309ec9aff22d53fec86279744c682fd8 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 16:50:21 -0600 Subject: [PATCH 088/331] get it working, not can run ecal subsystem producing results as expected --- Validation/src/Validation/__main__.py | 23 +++++++++++------------ Validation/src/Validation/_differ.py | 3 ++- Validation/src/Validation/ecal.py | 25 +++++++++++++++++-------- Validation/src/Validation/trigscint.py | 23 ++++++++--------------- 4 files changed, 38 insertions(+), 36 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 94f9b43a2..625a8c74a 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -6,28 +6,23 @@ import re # external +import matplotlib +# this line allows us to run without an X server connected +# basically telling MPL that it will not open a window +matplotlib.use('Agg') + import matplotlib.pyplot as plt #import mplhep #plt.style.use(mplhep.style.ROOT) # us from ._differ import Differ +from ._file import File def extract_parameters(fn) : l = fn.replace('.root','').split('_') return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } -def make_system_dqm_plots(plotter) : - dqmPlotList=plotter.dqm() - - for path, name in dqmPlotList : - print(path+", "+name) - hd.plot1d(path, name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) - - return - def deduce_modules() : import inspect import sys @@ -83,5 +78,9 @@ def filter_members(obj) : ed = Differ(label, *[f for f in root_files if f.is_events()]) for syst in arg.systems : - runnable_modules[syst].plot(hd,ed, out_dir = out_dir) + m = runnable_modules[syst] + if 'plot_hists' in dir(m) : + m.plot_hists(hd, out_dir = out_dir) + if 'plot_events' in dir(m) : + m.plot_events(ed, out_dir = out_dir) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index ca1d8371c..48c26c756 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -2,6 +2,7 @@ # standard modules import os +import re # external dependencies import matplotlib.pyplot as plt @@ -77,7 +78,7 @@ def plot1d(self, column, xlabel, if out_dir is None : plt.show() else : - fn = column + fn = re.sub(r'^.*/','',column) if file_name is not None : fn = file_name fig.savefig(os.path.join(out_dir,fn)+'.pdf', bbox_inches='tight') diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py index 7ed014caa..8082dfe1d 100644 --- a/Validation/src/Validation/ecal.py +++ b/Validation/src/Validation/ecal.py @@ -2,15 +2,13 @@ from ._differ import Differ -def plot(hd : Differ, ed : Differ, out_dir = None) : +def plot_hists(d : Differ, out_dir = None) : """Plot ECal-related validation plots Parameters ---------- - hd : Differ + d : Differ Differ containing files that are not event files (presumably histogram files) - ed : Differ - Differ containing files that are event files """ features = [ @@ -27,8 +25,19 @@ def plot(hd : Differ, ed : Differ, out_dir = None) : ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') ] for col, name in features : - hd.plot1d(col, name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) + d.plot1d(col, name, out_dir = out_dir) + +def plot_events(d : Differ, out_dir = None) : + """Plot ECal-related validation plots + + Parameters + ---------- + d : Differ + Differ containing files that are event files + """ - + branches = [ + ('EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim Energy Dep [MeV]') + ] + for col, name in branches : + d.plot1d(f'LDMX_Events/{col}', name, out_dir = out_dir) diff --git a/Validation/src/Validation/trigscint.py b/Validation/src/Validation/trigscint.py index f86f63e42..01a3c6161 100644 --- a/Validation/src/Validation/trigscint.py +++ b/Validation/src/Validation/trigscint.py @@ -2,22 +2,18 @@ from ._differ import Differ -def plot(hd : Differ, ed : Differ, out_dir = None) : +def plot_hists(d : Differ, out_dir = None) : """Plot TrigScint-related validation plots Parameters ---------- - hd : Differ + d : Differ Differ containing files that are not event files (presumably histogram files) - ed : Differ - Differ containing files that are event files """ collections=["Sim", "Digi", "Cluster"] pads = ["Pad1", "Pad2", "Pad3"] tColl="TrigScintTracks" - features = [ - ] for member, name in [ ('centroid', 'Track centroid [in channel nb]'), @@ -28,16 +24,14 @@ def plot(hd : Differ, ed : Differ, out_dir = None) : ('x', 'Track x [mm]'), ('y', 'Track y [mm]') ] : - hd.plot1d(f'{tColl}/{tColl}_{member}', name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) + d.plot1d(f'{tColl}/{tColl}_{member}', name, + out_dir = out_dir) for pad in pads : for coll in collections : for member, name in [ ('x', 'x [mm]'), ('y', 'y [mm]'), ('z', 'z [mm]'), ('n_hits', 'Hit multiplicity') ] : - hd.plot1d(f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_{member}', f'{coll} {name}', - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) + d.plot1d(f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_{member}', f'{coll} {name}', + out_dir = out_dir) for member, name in [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), @@ -56,7 +50,6 @@ def plot(hd : Differ, ed : Differ, out_dir = None) : # not implemented but should be #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') ] : - hd.plot1d(member, name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) + d.plot1d(member, name, + out_dir = out_dir) From 1d127de5ec4f39666e5552a540ecb719da2bbf01 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 18 Nov 2022 09:49:01 -0600 Subject: [PATCH 089/331] use decorators to register the plotters within submodules --- Validation/src/Validation/__init__.py | 1 + Validation/src/Validation/__main__.py | 78 +++++++-------- Validation/src/Validation/_file.py | 127 +++++++++++++++++++------ Validation/src/Validation/_plotter.py | 63 ++++++++++++ Validation/src/Validation/ecal.py | 9 +- Validation/src/Validation/trigscint.py | 59 ++++++------ 6 files changed, 232 insertions(+), 105 deletions(-) create mode 100644 Validation/src/Validation/_plotter.py diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index cd4dc0e8d..0802dbbb5 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -1,3 +1,4 @@ +"""LDMX Validation plotting and inspection""" from ._file import File from ._differ import Differ diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 625a8c74a..bc8a63860 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -1,4 +1,4 @@ -"""CLI for comparison plots within Ecal Validation""" +"""CLI for comparison plots within LDMX Validation""" # standard import argparse @@ -12,75 +12,63 @@ matplotlib.use('Agg') import matplotlib.pyplot as plt -#import mplhep -#plt.style.use(mplhep.style.ROOT) +import mplhep +plt.style.use(mplhep.style.ROOT) # us from ._differ import Differ from ._file import File - -def extract_parameters(fn) : - l = fn.replace('.root','').split('_') - return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } - -def deduce_modules() : - import inspect - import sys - - def filter_members(obj) : - if not inspect.ismodule(obj) : - return False - return not obj.__name__.strip('Validation.').startswith('_') - - return dict(inspect.getmembers(sys.modules['Validation'], filter_members)) +from ._plotter import PLOTTERS # guard incase someone imports this somehow if __name__ == '__main__' : - runnable_modules = deduce_modules() - parser = argparse.ArgumentParser("python3 -m Validation", description=""" - Make comparison plots between different geometries. + Make comparison plots between different files within a directory. - We assume that the input files are written out in the - format of the configs in this repository so we can - deduce the parameters from their names. + The labels of different plots within the directory is controlled by + the parameter you choose. The parameters of a file are extracted from + the file name by splitting the filename into key-val pairs separated + by underscores (i.e. key1_val1_key2_val2_..._keyN_valN.root). If no + parameter is provided, then the first key/val is used. """ ) - parser.add_argument('dev',help='directory of event and histogram files from new developments') - parser.add_argument('--label',help='label for developments, defaults to dev directory name') - parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data dev dir') - parser.add_argument('--systems',required=True, choices=runnable_modules.keys(), nargs='+', - help='list of systems for which to make plots') + parser.add_argument('data',help='directory of event and histogram files') + parser.add_argument('--label',help='label for grouping of data, defaults to data directory name') + parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') + parser.add_argument('--systems',required=True, choices=PLOTTERS.keys(), nargs='+', + help='list of plotters to run') + parser.add_argument('--param',help='parameter in filename to use as file labels') arg = parser.parse_args() - dev = arg.dev - if dev.endswith('/') : - dev = dev[:-1] - print("Using data in "+dev) + data = arg.data + if data.endswith('/') : + data = data[:-1] - label = os.path.basename(dev) + label = os.path.basename(data) if arg.label is not None : label = arg.label - out_dir = dev + out_dir = data if arg.out_dir is not None : out_dir = arg.out_dir - - root_files = [ - File(os.path.join(dev,f), extract_parameters(f)) - for f in os.listdir(dev) if f.endswith('.root') - ] + + root_files = [ File.from_path(os.path.join(data,f)) for f in os.listdir(data) if f.endswith('.root') ] hd = Differ(label, *[f for f in root_files if not f.is_events()]) ed = Differ(label, *[f for f in root_files if f.is_events()]) for syst in arg.systems : - m = runnable_modules[syst] - if 'plot_hists' in dir(m) : - m.plot_hists(hd, out_dir = out_dir) - if 'plot_events' in dir(m) : - m.plot_events(ed, out_dir = out_dir) + h, e, plot = PLOTTERS[syst] + if h and e : + plot(hd, ed, out_dir = out_dir) + elif h : + plot(hd, out_dir = out_dir) + elif e : + plot(ed, out_dir = out_dir) + else : + print(f'WARN: Not running {syst} since it was not registered properly.') + print(' I have no idea how this happened.') diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index c1f72fd82..a30f9aad8 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -1,6 +1,7 @@ """Wrap an uproot file for some extra help plotting""" import uproot +import os class File : """File entry in Differ object @@ -9,7 +10,7 @@ class File : ---------- filepath : str or pathlib.Path path specifying ROOT file to open for reading - name : str + legendlabel : str name for labeling histograms plotted from this file colmod : function with str argument returning str modify an input column name to align with the columns in this file @@ -21,9 +22,9 @@ class File : all other key-word arguments are passed to uproot.open """ - def __init__(self, filepath, name, colmod = None, hist_kwargs = dict(), **open_kwargs) : + def __init__(self, filepath, legendlabel, colmod = None, hist_kwargs = dict(), **open_kwargs) : self.__file = uproot.open(filepath, **open_kwargs) - self.__name = name + self.__legendlabel = legendlabel self.__colmod = colmod self.__df = None @@ -32,12 +33,48 @@ def __init__(self, filepath, name, colmod = None, hist_kwargs = dict(), **open_k if 'linewidth' not in hist_kwargs : hist_kwargs['linewidth'] = 2 if 'label' not in hist_kwargs : - hist_kwargs['label'] = self.__name + hist_kwargs['label'] = self.__legendlabel if 'bins' not in hist_kwargs : hist_kwargs['bins'] = 'auto' self.__hist_kwargs = hist_kwargs + def from_path(filepath, legendlabel_parameter = None) : + """Extract the legend-label for histograms from this file using the filepath + + This is separated from the contsructor because + + 1. It makes assumptions on how the file name is formatted + 2. It does not allow for modification of the keyword args in the constructor + + The parameters of a file are extracted from its name. + In general, we assume that the filename is of the form + + ____..._.root + + i.e. a mapping where the key/val pairs are separated by underscores. + + If the 'legendlabel_parameter' is not provided, we simply use the first key-val + pair in the file name as the legend-label. + + Parameters + ---------- + filepath : str + Full path to the file to open + legendlabel_parameter : str, optional + key-name to use in legend-label for this File + """ + l = os.path.basename(filepath).replace('.root','').split('_') + file_params = { l[i] : l[i+1] for i in range(len(l)) if i%2 == 0 } + + legendlabel = next(iter(file_params)) + if legendlabel_parameter is not None : + if legendlabel_parameter in file_params : + file_params[legendlabel_parameter] + else : + raise KeyError(f'{legendlabel_parameter} not in deduced file parameters\n{file_params}') + + return File(filepath, legendlabel) def keys(self, *args, **kwargs) : """Callback into uproot keys @@ -48,7 +85,12 @@ def keys(self, *args, **kwargs) : return self.__file.keys(*args, **kwargs) def is_events(self) : - """Check if this file is an Events file""" + """Check if this file is an Events file + + We simply see if the 'LDMX_Events' object exists within + the file. If it does, we assume that it is an event file. + Otherwise, we assume that it is a histogram file. + """ return 'LDMX_Events' in self.__file def events(self, **kwargs) : @@ -83,48 +125,73 @@ def manipulate(self, manipulation) : """Apply the passed manipulation to the dataframe""" manipulation(self.__df) - def plot1d(self, ax, obj_name, **hist_kwargs) : + def plot1d(self, ax, obj, **hist_kwargs) : """Plot the input uproot object as a histogram on the input axes - If obj_name is not a str, we assume that it is a callable and will - provide the in-memory dataframe. An exception is thrown if the dataframe - has not been loaded. - - If the dataframe of events has been loaded and the obj_name is a - member of that dataframe, we use that dataframe to fill the histogram. - - If the uproot_obj is already a histogram we import its values and use - them directly. If the uproot_obj is a TBranch, then we pull its values - into memory and fill the histogram. + Provided the same interface for different plotting options, all + depending on how the input 'obj' is deduced. + + If 'obj' is not a str, we assume that is is a callable (e.g. a function) + that will take the in-memory dataframe (if it is loaded) or the uproot file + (if the dataframe isn't loaded) in order to calculate the array of values + to histogram. This is helpful for doing simple calculations or cuts that + this class does not implement. - The input 'obj_name' is transformed by __colmod if that member is set. + If 'obj' is a str, then we need to use it to deduce what we are plotting. + + If a in-memory dataframe exists, we check if 'obj' is a column in it first + and use that column of the dataframe as the values to histogram. + + If no dataframe exists (or 'obj' is not in the dataframe), then we get + the object from the uproot file we have with 'obj' as the full in-file + path to the object (using the configured colmod function in order to + augment the name if necessary). + + Now, if the uproot object is a subclass of uproot's Histogram class, + we retrieve the bin edges from it, check that its dimension is one, + and plot the histogram using its values as the entry weights and the + loaded bin edges. + + If the uproot object is not a subclass of uproot's Histogram, + then we assume that it is a branch and we extract a flattened + array of values from it using uproot.array and pandas. + + Parameters + ---------- + ax : matplotlib.Axes + axes on which to plot the histogram + obj : str or function + object to plot """ for k, v in self.__hist_kwargs.items() : if k not in hist_kwargs : hist_kwargs[k] = v - if not isinstance(obj_name, str) : - if self.__df is None : - raise KeyError('Cannot use dynamic value calculations without loading the dataframe.') - return ax.hist(obj_name(self.__df), **hist_kwargs) - - if self.__df is not None and obj_name in self.__df : - return ax.hist(self.__df[obj_name], **hist_kwargs) + if not isinstance(obj, str) : + if self.__df is None : + return ax.hist(obj(self.__file), **hist_kwargs) + else : + return ax.hist(obj(self.__df), **hist_kwargs) + + if self.__df is not None and obj in self.__df : + return ax.hist(self.__df[obj], **hist_kwargs) + uproot_obj_path = obj if self.__colmod is not None : - obj_name = self.__colmod(obj_name) + uproot_obj_path = self.__colmod(obj) - obj = self.__file[obj_name] + uproot_obj = self.__file[uproot_obj_path] - if issubclass(type(obj), uproot.behaviors.TH1.Histogram) : - edges = obj.axis('x').edges() + if issubclass(type(uproot_obj), uproot.behaviors.TH1.Histogram) : + edges = uproot_obj.axis('x').edges() dim = len(edges.shape) if dim > 1 : raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') # overwrite bins and weights with what the serialized histogram has hist_kwargs['bins'] = edges - hist_kwargs['weights'] = obj.values() + hist_kwargs['weights'] = uproot_obj.values() return ax.hist((edges[1:]+edges[:-1])/2, **hist_kwargs) else : - return ax.hist(obj.array(library='pd').values, **hist_kwargs) + return ax.hist(uproot_obj.array(library='pd').values, **hist_kwargs) + diff --git a/Validation/src/Validation/_plotter.py b/Validation/src/Validation/_plotter.py new file mode 100644 index 000000000..2b6d02601 --- /dev/null +++ b/Validation/src/Validation/_plotter.py @@ -0,0 +1,63 @@ +"""Decorator for registering plotters + +This is the wackiest python thing in this package and is +used to allow the CLI to have a list of all plotters in +submodules. In order for this to function, a plotting function +needs... + +1. to be in a module imported in __init__.py. This is required + so that the function is imported when the parent module is + imported +2. to be decorated by the 'plotter' decorator below. + +Attributes +---------- +PLOTTERS : dict + dictionary of plotters within Validation +""" + +PLOTTERS = dict() + +def plotter(hist = False, event = True) : + """decorator for registering plotters + + There are three options for a plotter. + + 1. Plots from histogram files + 2. Plots from event files + 3. Plots from both at the same time + + (1) and (2) have the same function signature but will + be given a histogram-file or event-file Differ file (respectively). + + (3) has a longer signature for accepting both histogram- and event- + file Differ objects at once. + + Examples + -------- + Register a histogram-file plotter + + @plotter(hist=True,event=False) + def my_hist_plotter(d, out_dir = None) : + # d will be a Differ with histogram-files + + Register a event-file plotter + + @plotter(hist=False,event=True) + def my_event_plotter(d, out_dir = None) : + # d will be a Differ with event-files + + Register a plotter that can do both + + @plotter(hist=True,event=True) + def plots_both(hd, ed, out_dir = None) : + # hd will be histogram-files and ed will be event-files + + """ + if not hist and not event : + raise ArgumentError('Need to plot one or both hist or event') + def plotter_decorator(func) : + func_name = func.__module__.replace('Validation.','')+'.'+func.__name__ + PLOTTERS[func_name] = (hist, event, func) + return func + return plotter_decorator diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py index 8082dfe1d..68dd201ef 100644 --- a/Validation/src/Validation/ecal.py +++ b/Validation/src/Validation/ecal.py @@ -1,9 +1,11 @@ """Plotting of ECal-related validation plots""" from ._differ import Differ +from ._plotter import plotter -def plot_hists(d : Differ, out_dir = None) : - """Plot ECal-related validation plots +@plotter(hist=True,event=False) +def shower_feats(d : Differ, out_dir = None) : + """Plot ECal shower features from the already created DQM histograms Parameters ---------- @@ -27,7 +29,8 @@ def plot_hists(d : Differ, out_dir = None) : for col, name in features : d.plot1d(col, name, out_dir = out_dir) -def plot_events(d : Differ, out_dir = None) : +@plotter(hist=False,event=True) +def sim_hits(d : Differ, out_dir = None) : """Plot ECal-related validation plots Parameters diff --git a/Validation/src/Validation/trigscint.py b/Validation/src/Validation/trigscint.py index 01a3c6161..51a8b7c70 100644 --- a/Validation/src/Validation/trigscint.py +++ b/Validation/src/Validation/trigscint.py @@ -1,8 +1,10 @@ """Plotting of TrigScint-related validation plots""" from ._differ import Differ +from ._plotter import plotter -def plot_hists(d : Differ, out_dir = None) : +@plotter(hist=True,event=False) +def dqm(d : Differ, out_dir = None) : """Plot TrigScint-related validation plots Parameters @@ -15,7 +17,7 @@ def plot_hists(d : Differ, out_dir = None) : pads = ["Pad1", "Pad2", "Pad3"] tColl="TrigScintTracks" - for member, name in [ + track_hists = [ ('centroid', 'Track centroid [in channel nb]'), ('n_tracks', 'Track multiplicity'), ('n_clusters', 'Track cluster multiplicity'), @@ -23,33 +25,36 @@ def plot_hists(d : Differ, out_dir = None) : ('residual', 'Track residual [in channel nb]'), ('x', 'Track x [mm]'), ('y', 'Track y [mm]') - ] : - d.plot1d(f'{tColl}/{tColl}_{member}', name, - out_dir = out_dir) - + ] + for member, name in track_hists : + d.plot1d(f'{tColl}/{tColl}_{member}', name, out_dir = out_dir) + for pad in pads : for coll in collections : - for member, name in [ ('x', 'x [mm]'), ('y', 'y [mm]'), ('z', 'z [mm]'), ('n_hits', 'Hit multiplicity') ] : + shared_members = [ ('x', 'x [mm]'), ('y', 'y [mm]'), ('z', 'z [mm]'), + ('n_hits', 'Hit multiplicity') ] + for member, name in shared_members : d.plot1d(f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_{member}', f'{coll} {name}', out_dir = out_dir) - for member, name in [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), - (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') - # not implemented but should be - #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') - ] : - d.plot1d(member, name, - out_dir = out_dir) + special_members = [ + (f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), + (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') + # not implemented but should be + #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') + ] + for member, name in special_members : + d.plot1d(member, name, out_dir = out_dir) From 2d05f28350a49f812dc81f2fd923368ae16d233d Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 21 Nov 2022 09:40:17 -0600 Subject: [PATCH 090/331] cleanup from earlier testing --- Validation/src/Validation/systems/test.py | 33 ----------------------- 1 file changed, 33 deletions(-) delete mode 100644 Validation/src/Validation/systems/test.py diff --git a/Validation/src/Validation/systems/test.py b/Validation/src/Validation/systems/test.py deleted file mode 100644 index a7d7082e3..000000000 --- a/Validation/src/Validation/systems/test.py +++ /dev/null @@ -1,33 +0,0 @@ -plots = [] -histograms = [] - -class Test_plots : - - def dqm() : - plots = [('TrigScintDigiPad1/TrigScintDigiPad1_n_hits', 'Hit multiplicity'), - ('TrigScintTracks/TrigScintTracks_n_tracks', 'Track multiplicity'), -# ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits') - ] - - return plots - - - def branchPlots(passName="valid", treeName="LDMX_Events") : - - - collections=["Sim", "Digi", "Cluster"] - pads = ["Pad1", "Pad2", "Pad3"] - tColl="TrigScintTracks" - - - histograms = [(f'{treeName}/EcalSimHits_{passName}/EcalSimHits_{passName}.edep_', - '"Sim Energy Dep [MeV]"', 50, 0,30, 'edep') - ] - - for pad in pads : -# for coll in collections : - histograms += [(f'{treeName}/Trigger{pad}Clusters_{passName}.centroid_', - '"Cluster centroid [barID]"', 60, 0,60, f'clusterCentroid_{pad}') - ] - - return histograms From a8d0dd1e28c59d0f9c223c15725f44d11115cf59 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 21 Nov 2022 09:54:32 -0600 Subject: [PATCH 091/331] more documentation --- Validation/src/Validation/_differ.py | 56 +++++++++++++++++++++++----- Validation/src/Validation/_file.py | 8 +++- 2 files changed, 53 insertions(+), 11 deletions(-) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index 48c26c756..f72cf0266 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -24,25 +24,23 @@ class Differ : grp_name : str Name to include in legend title to differentiate this group of plots from another - args : list of 2-tuples - Each entry is a 2-tuple (file_path, name) where file_path + args : list of tuples or Files + Each entry is a tuple (file_path, name, *args) where file_path specifies the file to open and name is what should appear - in plot legends - kwargs : dict - These keyword arguments are passed to plt.figure for creationg - of the figure we draw on. + in plot legends. + Alternatively, each entry can just be the already constructed File Example ------- Opening a differ is pretty quick and lightweight. - We do open the files with `uproot` and access the event tree. + We do open the files with `uproot`. d = Differ('v3.2.0-alpha',('path/to/v12.root','v12'),('path/to/v14.root','v14')) Without any other options, the plotting with show the plot as if we are in an interactive notebook. - d.plot1d('EcalSimHits_valid/EcalSimHits_valid.edep_') + d.plot1d('EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim E Dep [MeV]') """ def __init__(self, grp_name, *args) : @@ -52,7 +50,7 @@ def open_file(arg) : elif isinstance(arg, File) : return arg else : - raise KeyError(f'Argument provided {arg} is not a differ.File or a tuple of arguments for its constructor') + raise KeyError(f'Argument provided {arg} is not a Validation.File or a tuple of arguments for its constructor') self.grp_name = grp_name self.files = list(map(open_file, args)) @@ -63,6 +61,37 @@ def plot1d(self, column, xlabel, ylim = (None,None), out_dir = None, file_name = None, **hist_kwargs) : + """Plot a 1D histogram, overlaying the File entries + + We overlay the same 'column' of data of each File onto + the same figure, generating a legend with the title defined by + grp_name from the constructor. + + If out_dir is not provided, we assume we are in a notebook and + simply `plt.show()` the figure. If out_dir is not None (i.e. it + was defined), we assume we are in a non-interactive script and + write the figure to a PDF in the output file and then clear + the figure. + + Parameters + ---------- + column : str or Callable + Determines the array of data from each File to histogram and plot + xlabel : str + Label of X axis + ylabel : str, optional + Label for Y axis (default: Count) + yscale : {'linear', 'log', 'symlog', 'logit', ...}, optional + Scale to use for y-axis (default: 'log') + ylim : 2-tuple + Limits to set for the y-axis (default: deduced by matplotlib) + out_dir : str + Directory in which to write the plotting file + file_name : str + Name of file, no extension (default: column name with directory separators removed) + hist_kwargs : dict + All other key-word arguments are passed into each File.plot1d + """ fig = plt.figure('differ',figsize=(11,8)) ax = fig.subplots() @@ -87,7 +116,7 @@ def plot1d(self, column, xlabel, def load(self, **kwargs) : """Load all of the event data frames into memory - The key-word arguments are used in each FileEntry's events call + The key-word arguments are used in each File's events call to specify which branches (if not all of them) should be loaded into memory and what manipulation (if any) to do. """ @@ -95,5 +124,12 @@ def load(self, **kwargs) : f.load(**kwargs) def manipulate(self, manipulation) : + """Manipulate all of the File data frames + + Parameters + ---------- + manipulation : Callable (e.g. a function) + Function operating on the data frame to manipuate it **in place** + """ for f in self.files : f.manipulate(manipulation) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index a30f9aad8..266a888df 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -117,6 +117,9 @@ def load(self, manipulation = None, **kwargs) : All the kwargs are simply provided to events for selecting the branches of LDMX_Events to load into memory. """ + if not self.is_events() : + raise AttributeError('File is not an Events file and so the data cannot be loaded into an in-memory data frame') + self.__df = self.events(**kwargs) if manipulation is not None : manipulation(self.__df) @@ -150,7 +153,8 @@ def plot1d(self, ax, obj, **hist_kwargs) : Now, if the uproot object is a subclass of uproot's Histogram class, we retrieve the bin edges from it, check that its dimension is one, and plot the histogram using its values as the entry weights and the - loaded bin edges. + loaded bin edges (the key-word arguments 'bins' and 'weights' are + overwritten by the values read in from the file). If the uproot object is not a subclass of uproot's Histogram, then we assume that it is a branch and we extract a flattened @@ -162,6 +166,8 @@ def plot1d(self, ax, obj, **hist_kwargs) : axes on which to plot the histogram obj : str or function object to plot + hist_kwargs : dict + All other key-word arguments are passed to plt.hist """ for k, v in self.__hist_kwargs.items() : From c3395229a0c97f7fc990dd31f9b7ad9a9f26c651 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 11:43:17 -0600 Subject: [PATCH 092/331] add in logging for debugging help add reprs for File and Differ --- Validation/src/Validation/__main__.py | 28 +++++++++++++++++++++--- Validation/src/Validation/_differ.py | 4 ++++ Validation/src/Validation/_file.py | 31 +++++++++++++++++---------- 3 files changed, 49 insertions(+), 14 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index bc8a63860..28c0a9ce0 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -4,6 +4,7 @@ import argparse import os import re +import logging # external import matplotlib @@ -35,6 +36,7 @@ ) parser.add_argument('data',help='directory of event and histogram files') + parser.add_argument('--log',help='logging level',choices=['info','debug','warn','error'], default='warn') parser.add_argument('--label',help='label for grouping of data, defaults to data directory name') parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') parser.add_argument('--systems',required=True, choices=PLOTTERS.keys(), nargs='+', @@ -43,6 +45,15 @@ arg = parser.parse_args() + numeric_level = getattr(logging, arg.log.upper(), None) + if not isinstance(numeric_level, int) : + raise ValueError(f'Invalid log level: {arg.log}') + logging.basicConfig(level=numeric_level) + + logging.getLogger('matplotlib').setLevel(logging.ERROR) + + logging.debug(f'Parsed Arguments: {arg}') + data = arg.data if data.endswith('/') : data = data[:-1] @@ -55,20 +66,31 @@ if arg.out_dir is not None : out_dir = arg.out_dir - root_files = [ File.from_path(os.path.join(data,f)) for f in os.listdir(data) if f.endswith('.root') ] + logging.debug(f'Deduced Args: label = {label} out_dir = {out_dir}') + + root_files = [ File.from_path(os.path.join(data,f), legendlabel_parameter = arg.param) + for f in os.listdir(data) if f.endswith('.root') ] + + logging.debug(f'ROOT Files: {root_files}') hd = Differ(label, *[f for f in root_files if not f.is_events()]) ed = Differ(label, *[f for f in root_files if f.is_events()]) + logging.debug(f'histogram differ = {hd}') + logging.debug(f'event differ = {ed}') + for syst in arg.systems : + logging.info(f'running {syst}') h, e, plot = PLOTTERS[syst] if h and e : + logging.debug('both hist and event plotter') plot(hd, ed, out_dir = out_dir) elif h : + logging.debug('both hist-only plotter') plot(hd, out_dir = out_dir) elif e : + logging.debug('both event-only plotter') plot(ed, out_dir = out_dir) else : - print(f'WARN: Not running {syst} since it was not registered properly.') - print(' I have no idea how this happened.') + logging.warn(f'Not running {syst} since it was not registered properly.') diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index f72cf0266..65ef8c289 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -55,6 +55,10 @@ def open_file(arg) : self.grp_name = grp_name self.files = list(map(open_file, args)) + def __repr__(self) : + """Short form representation of a Differ""" + return f'Differ ({self.grp_name}) {self.files}' + def plot1d(self, column, xlabel, ylabel = 'Count', yscale = 'log', diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index 266a888df..dafd1c91d 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -2,6 +2,7 @@ import uproot import os +import logging class File : """File entry in Differ object @@ -21,10 +22,10 @@ class File : open_kwargs : dict all other key-word arguments are passed to uproot.open """ + log = logging.getLogger('File') - def __init__(self, filepath, legendlabel, colmod = None, hist_kwargs = dict(), **open_kwargs) : + def __init__(self, filepath, colmod = None, hist_kwargs = dict(), **open_kwargs) : self.__file = uproot.open(filepath, **open_kwargs) - self.__legendlabel = legendlabel self.__colmod = colmod self.__df = None @@ -32,13 +33,18 @@ def __init__(self, filepath, legendlabel, colmod = None, hist_kwargs = dict(), * hist_kwargs['histtype'] = 'step' if 'linewidth' not in hist_kwargs : hist_kwargs['linewidth'] = 2 - if 'label' not in hist_kwargs : - hist_kwargs['label'] = self.__legendlabel if 'bins' not in hist_kwargs : hist_kwargs['bins'] = 'auto' self.__hist_kwargs = hist_kwargs + def __repr__(self) : + """Represent this File in a short form""" + event = 'Events' + if not self.is_events() : + event = 'Histos' + return 'File { '+event+' labeled '+self.__hist_kwargs['label']+' }' + def from_path(filepath, legendlabel_parameter = None) : """Extract the legend-label for histograms from this file using the filepath @@ -66,15 +72,18 @@ def from_path(filepath, legendlabel_parameter = None) : """ l = os.path.basename(filepath).replace('.root','').split('_') file_params = { l[i] : l[i+1] for i in range(len(l)) if i%2 == 0 } + File.log.debug(f'Deduced File Parameters: {file_params}') - legendlabel = next(iter(file_params)) - if legendlabel_parameter is not None : - if legendlabel_parameter in file_params : - file_params[legendlabel_parameter] - else : - raise KeyError(f'{legendlabel_parameter} not in deduced file parameters\n{file_params}') + if legendlabel_parameter is None : + legendlabel_parameter = next(iter(file_params)) + + if legendlabel_parameter in file_params : + ll = file_params[legendlabel_parameter] + else : + raise KeyError(f'{legendlabel_parameter} not in deduced file parameters\n{file_params}') - return File(filepath, legendlabel) + File.log.debug(f'Deduced File Label: {ll}') + return File(filepath, hist_kwargs=dict(label=ll)) def keys(self, *args, **kwargs) : """Callback into uproot keys From 10d1150787ddc7855198bbf01b92fca6d6d00093 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 11:44:53 -0600 Subject: [PATCH 093/331] don't install to LDMX module so that usage is same inside and outside container --- Validation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Validation/README.md b/Validation/README.md index b81122852..824a4aae8 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -5,7 +5,7 @@ Python package forcused on comparing two or more "similar" LDMX event data files ## Installation Inside container... ``` -ldmx python3 -m pip install Validation/ --target install/python/LDMX/ --no-deps --no-cache +ldmx python3 -m pip install Validation/ --target install/python/ --no-deps --no-cache ``` Outside container ``` From b05bbe229e4d93d16fda5fa96aa71e778ab4c298 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 11:51:51 -0600 Subject: [PATCH 094/331] some run-time documentation --- Validation/README.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/Validation/README.md b/Validation/README.md index 824a4aae8..dde67ec55 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -23,3 +23,22 @@ the local directory instead of the installed path so it tries to load from the `ldmx-sw/Validation` directory. Could fix this by renaming the package inside Validation. + +### CLI +The Validation module is constructed to do some common tasks quickly on the command line. +Printing out its help message shows how to run it and gives you the details on what +parameters to provide. +``` +python3 -m Validation -h +``` +which should be run with `ldmx` if the module was installed in the container. + +### In Script +Similar to the CLI, you can develop your own python script using Validation. +Simply `import Validation` where you want to be using it. +**Remember**: The plotting functions assume the user is in an interactive notebook +unless the `out_dir` parameter is provided. + +### In Notebook +Again, accessing this module post-installation is the same as other modules `import Validation`. +This can help you develop plots that don't come pre-made within the Validation module. From 6eba28a16b4f4a37cc0a954fb3d890fa284d94f0 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 12:13:29 -0600 Subject: [PATCH 095/331] make plotter registry an attribute of the decorator this is more idiomatic and emphasizes that the registry is useless without the decorator --- Validation/src/Validation/__main__.py | 6 +++--- Validation/src/Validation/_plotter.py | 17 ++++++++--------- 2 files changed, 11 insertions(+), 12 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 28c0a9ce0..9c8464c52 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -19,7 +19,7 @@ # us from ._differ import Differ from ._file import File -from ._plotter import PLOTTERS +from ._plotter import plotter # guard incase someone imports this somehow if __name__ == '__main__' : @@ -39,7 +39,7 @@ parser.add_argument('--log',help='logging level',choices=['info','debug','warn','error'], default='warn') parser.add_argument('--label',help='label for grouping of data, defaults to data directory name') parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') - parser.add_argument('--systems',required=True, choices=PLOTTERS.keys(), nargs='+', + parser.add_argument('--systems',required=True, choices=plotter.__registry__.keys(), nargs='+', help='list of plotters to run') parser.add_argument('--param',help='parameter in filename to use as file labels') @@ -81,7 +81,7 @@ for syst in arg.systems : logging.info(f'running {syst}') - h, e, plot = PLOTTERS[syst] + h, e, plot = plotter.__registry__[syst] if h and e : logging.debug('both hist and event plotter') plot(hd, ed, out_dir = out_dir) diff --git a/Validation/src/Validation/_plotter.py b/Validation/src/Validation/_plotter.py index 2b6d02601..1975bdcd0 100644 --- a/Validation/src/Validation/_plotter.py +++ b/Validation/src/Validation/_plotter.py @@ -9,15 +9,8 @@ so that the function is imported when the parent module is imported 2. to be decorated by the 'plotter' decorator below. - -Attributes ----------- -PLOTTERS : dict - dictionary of plotters within Validation """ -PLOTTERS = dict() - def plotter(hist = False, event = True) : """decorator for registering plotters @@ -28,7 +21,7 @@ def plotter(hist = False, event = True) : 3. Plots from both at the same time (1) and (2) have the same function signature but will - be given a histogram-file or event-file Differ file (respectively). + be given a histogram-file or event-file Differ (respectively). (3) has a longer signature for accepting both histogram- and event- file Differ objects at once. @@ -53,11 +46,17 @@ def my_event_plotter(d, out_dir = None) : def plots_both(hd, ed, out_dir = None) : # hd will be histogram-files and ed will be event-files + Attributes + ---------- + __registry__ : dict + Dictionary of registered plotters """ if not hist and not event : raise ArgumentError('Need to plot one or both hist or event') def plotter_decorator(func) : func_name = func.__module__.replace('Validation.','')+'.'+func.__name__ - PLOTTERS[func_name] = (hist, event, func) + plotter.__registry__[func_name] = (hist, event, func) return func return plotter_decorator + +plotter.__registry__ = dict() From 3610f82206ec0f590c55ce2370c860312090fa12 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 28 Nov 2022 14:24:38 -0600 Subject: [PATCH 096/331] slight update to instructions just have the container install the dependencies into install/python/, without the pip cache, the dependencies within the container may not be detectable --- Validation/README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/Validation/README.md b/Validation/README.md index dde67ec55..1e245882a 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -5,7 +5,7 @@ Python package forcused on comparing two or more "similar" LDMX event data files ## Installation Inside container... ``` -ldmx python3 -m pip install Validation/ --target install/python/ --no-deps --no-cache +ldmx python3 -m pip install Validation/ --target install/python/ --no-cache ``` Outside container ``` @@ -42,3 +42,6 @@ unless the `out_dir` parameter is provided. ### In Notebook Again, accessing this module post-installation is the same as other modules `import Validation`. This can help you develop plots that don't come pre-made within the Validation module. +**If you are developing Validation and testing within a notebook**, you will need to reboot +the python kernel anytime you wish to test changes to the Validation module. This is necessary +because Python keeps modules cached in memory during normal running. From 265879c9e345d6dbda8421f4c8aabe4e7c88386f Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 30 Nov 2022 09:09:34 -0600 Subject: [PATCH 097/331] allow for newlines in label defined on the command line - this is helpful for including extra information in the legend - we simply need to replace the raw-string literal with the special newline character --- Validation/src/Validation/__main__.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 9c8464c52..157418fd6 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -60,7 +60,8 @@ label = os.path.basename(data) if arg.label is not None : - label = arg.label + # update the raw string literal to intrepret new lines + label = arg.label.replace(r'\n','\n') out_dir = data if arg.out_dir is not None : From 1ca221ad2b20247d3f2156b882f92869046d1254 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 30 Nov 2022 09:14:12 -0600 Subject: [PATCH 098/331] update file_name deduction for columns that are not strings sometimes the user passes a function to calculate the array of values to be filled into the histogram. In this case, the default file_name can't be the column itself and needs to be the name of the function. --- Validation/src/Validation/_differ.py | 12 ++++++++---- 1 file changed, 8 insertions(+), 4 deletions(-) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index 65ef8c289..d242d0589 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -111,10 +111,14 @@ def plot1d(self, column, xlabel, if out_dir is None : plt.show() else : - fn = re.sub(r'^.*/','',column) - if file_name is not None : - fn = file_name - fig.savefig(os.path.join(out_dir,fn)+'.pdf', bbox_inches='tight') + if file_name is None : + if isinstance(column, str) : + file_name = re.sub(r'^.*/','',column) + else : + # assume column is a function meaning the '__name__' + # parameter is defined by Python for us + file_name = column.__name__ + fig.savefig(os.path.join(out_dir,file_name)+'.pdf', bbox_inches='tight') fig.clf() def load(self, **kwargs) : From ec6a04e3d8c7ded24b0d946abebdcf287684aa43 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 30 Nov 2022 09:39:16 -0600 Subject: [PATCH 099/331] add logging and basic sim hit histograms to ecal --- Validation/src/Validation/ecal.py | 31 ++++++++++++++++++++++++++++--- 1 file changed, 28 insertions(+), 3 deletions(-) diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py index 68dd201ef..36210437f 100644 --- a/Validation/src/Validation/ecal.py +++ b/Validation/src/Validation/ecal.py @@ -2,6 +2,9 @@ from ._differ import Differ from ._plotter import plotter +import logging + +log = logging.getLogger('ecal') @plotter(hist=True,event=False) def shower_feats(d : Differ, out_dir = None) : @@ -27,6 +30,7 @@ def shower_feats(d : Differ, out_dir = None) : ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') ] for col, name in features : + log.info(f'plotting {col}') d.plot1d(col, name, out_dir = out_dir) @plotter(hist=False,event=True) @@ -39,8 +43,29 @@ def sim_hits(d : Differ, out_dir = None) : Differ containing files that are event files """ + # loading just the IDs into memory so that we can calculate the layer + # the hits are in and count how many sim hits there were per event + def rename_columns_and_calc_layer(data) : + data.rename(inplace=True,columns=lambda cn : cn.replace('EcalSimHits_valid.','').replace('_','')) + data['layer'] = (data['id'].values >> 17) & 0x3f + d.load(manipulation = rename_columns_and_calc_layer, filter_name = 'EcalSimHits_valid/EcalSimHits_valid.id_') + + # plot number of sim hits + log.info('plotting num sim hits') + d.plot1d(lambda data : data.reset_index(level=1).index.value_counts(), 'Num Sim Hits', + ylabel='Events', range=(50,200), file_name = 'ecal_num_sim_hits', out_dir = out_dir) branches = [ - ('EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim Energy Dep [MeV]') + ('layer', 'Sim Layer Hit', + dict(bins=34, density=True)), + ('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim Energy Dep [MeV]', + dict(range=(0,50),bins=50, density=True)), + ('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.time_', 'Sim Hit Time [ns]', + dict(range=(0,100000),bins=100,density=True)), + ('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.x_', 'Sim Hit x [mm]', + dict(range=(-300,300),bins=60, density=True)), + ('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.y_', 'Sim Hit y [mm]', + dict(range=(-300,300),bins=60, density=True)), ] - for col, name in branches : - d.plot1d(f'LDMX_Events/{col}', name, out_dir = out_dir) + for col, name, kw in branches : + log.info(f'plotting {col}') + d.plot1d(col, name, ylabel = 'Fraction Sim Hits', out_dir = out_dir, **kw) From ec5970fa0ca44e8f2f5c284f2382a00b8f4ef866 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 30 Nov 2022 13:00:22 -0600 Subject: [PATCH 100/331] add comments about using python venv --- Validation/README.md | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/Validation/README.md b/Validation/README.md index 1e245882a..a2299d284 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -7,10 +7,22 @@ Inside container... ``` ldmx python3 -m pip install Validation/ --target install/python/ --no-cache ``` -Outside container +Outside container it is helpful to put the Validation module inside a virtual environment. +This makes it easier to keep track of what you are doing. +Below, I make two different virtual environments. `valid` has the Validation module files are copied +over (so it can be used even if ldmx-sw switches to a branch without the Validation files). +`valid-ed` has an "editable" install of Validation so you can develop the Validation module. ``` +python3 -m venv .venv/valid --prompt valid +source .venv/valid/bin/activate python3 -m pip install Validation/ +# in new terminal +python3 -m venv .venv/valid-ed --prompt valid-ed +source .venv/valid-ed/bin/activate +python3 -m pip install -e Validation/ ``` +Then if you are developing Validation you would `source /ldmx-sw/.venv/valid-ed/bin/activate` +and if not `source /ldmx-sw/.venv/valid/bin/activate`. Other helpful options - Outside container: `--user` may need to be required From f482ae3ba514c9647ca8f73eda3027642412bbb8 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 15:48:46 -0600 Subject: [PATCH 101/331] classic off-by-one error in file parameter deduction --- Validation/src/Validation/_file.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index dafd1c91d..259508778 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -71,7 +71,7 @@ def from_path(filepath, legendlabel_parameter = None) : key-name to use in legend-label for this File """ l = os.path.basename(filepath).replace('.root','').split('_') - file_params = { l[i] : l[i+1] for i in range(len(l)) if i%2 == 0 } + file_params = { l[i] : l[i+1] for i in range(len(l)-1) if i%2 == 0 } File.log.debug(f'Deduced File Parameters: {file_params}') if legendlabel_parameter is None : From c3653fbb15ce5ff67a641d52b9da87541871992d Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 1 Dec 2022 09:05:13 -0600 Subject: [PATCH 102/331] add error if filename doesn't match expected format for from_path --- Validation/src/Validation/_file.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index 259508778..685090474 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -70,7 +70,10 @@ def from_path(filepath, legendlabel_parameter = None) : legendlabel_parameter : str, optional key-name to use in legend-label for this File """ - l = os.path.basename(filepath).replace('.root','').split('_') + fn = os.path.basename(filepath).replace('.root','') + l = fn.split('_') + if len(l)%2 != 0 : + raise ValueError(f'The filename provided {fn} cannot be split into key_val pairs.') file_params = { l[i] : l[i+1] for i in range(len(l)-1) if i%2 == 0 } File.log.debug(f'Deduced File Parameters: {file_params}') From c3d023c6affeab4619d29cabfeccdae716a89bf4 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 2 Dec 2022 14:25:21 -0600 Subject: [PATCH 103/331] add legend_kw parameter for tweaking legend --- Validation/src/Validation/_differ.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index d242d0589..df50edd48 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -64,6 +64,7 @@ def plot1d(self, column, xlabel, yscale = 'log', ylim = (None,None), out_dir = None, file_name = None, + legend_kw = dict(), **hist_kwargs) : """Plot a 1D histogram, overlaying the File entries @@ -106,7 +107,11 @@ def plot1d(self, column, xlabel, ax.set_ylabel(ylabel) ax.set_yscale(yscale) ax.set_ylim(*ylim) - ax.legend(title=self.grp_name) + + if 'title' not in legend_kw : + legend_kw['title'] = self.grp_name + + ax.legend(**legend_kw) if out_dir is None : plt.show() From ec2ade919f0c354c143214da8f65d64ca78e3aa4 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 2 Dec 2022 14:25:39 -0600 Subject: [PATCH 104/331] move legend to left side for deepest layer hit histo --- Validation/src/Validation/ecal.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py index 36210437f..e4eae9b79 100644 --- a/Validation/src/Validation/ecal.py +++ b/Validation/src/Validation/ecal.py @@ -16,8 +16,11 @@ def shower_feats(d : Differ, out_dir = None) : Differ containing files that are not event files (presumably histogram files) """ + col, name = 'EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit' + log.info(f'plotting {col}') + d.plot1d(col, name, out_dir = out_dir, legend_kw = dict(loc='upper left')) + features = [ - ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), @@ -53,7 +56,7 @@ def rename_columns_and_calc_layer(data) : # plot number of sim hits log.info('plotting num sim hits') d.plot1d(lambda data : data.reset_index(level=1).index.value_counts(), 'Num Sim Hits', - ylabel='Events', range=(50,200), file_name = 'ecal_num_sim_hits', out_dir = out_dir) + ylabel='Events', range=(0,200), file_name = 'ecal_num_sim_hits', out_dir = out_dir) branches = [ ('layer', 'Sim Layer Hit', dict(bins=34, density=True)), From c160c74b5bbbd9240170333231c6fa3390de7dfe Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 26 Apr 2023 17:03:50 +0200 Subject: [PATCH 105/331] Allow for multiple label parameters --- Validation/src/Validation/__main__.py | 4 +++- Validation/src/Validation/_file.py | 12 ++++++------ 2 files changed, 9 insertions(+), 7 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 157418fd6..4ff51cf4c 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -41,7 +41,9 @@ parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') parser.add_argument('--systems',required=True, choices=plotter.__registry__.keys(), nargs='+', help='list of plotters to run') - parser.add_argument('--param',help='parameter in filename to use as file labels') + parser.add_argument('--param', + nargs='+', + help='parameter(s) in filename to use as file labels') arg = parser.parse_args() diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index 685090474..bd5b055df 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -78,12 +78,12 @@ def from_path(filepath, legendlabel_parameter = None) : File.log.debug(f'Deduced File Parameters: {file_params}') if legendlabel_parameter is None : - legendlabel_parameter = next(iter(file_params)) - - if legendlabel_parameter in file_params : - ll = file_params[legendlabel_parameter] - else : - raise KeyError(f'{legendlabel_parameter} not in deduced file parameters\n{file_params}') + legendlabel_parameter = [next(iter(file_params))] + ll = [file_params[l] for l in legendlabel_parameter if l in file_params] + if len(ll) < len(legendlabel_parameter): + missing_params = set(legendlabel_parameter) - set(file_params.keys()) + raise KeyError(f"{', '.join(missing_params)} not in deduced file parameters:\n{file_params}") + ll='_'.join(ll) File.log.debug(f'Deduced File Label: {ll}') return File(filepath, hist_kwargs=dict(label=ll)) From 2356759a976472c76675e7f1e44dc1ec6f112f8d Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 24 Apr 2023 18:57:09 +0000 Subject: [PATCH 106/331] Updated Gold for release v3.2.3 --- .github/actions/validate/gold_label | 2 +- .github/validation_samples/ecal_pn/gold.root | Bin 783931 -> 873253 bytes .github/validation_samples/hcal/gold.root | Bin 192451 -> 192451 bytes .../validation_samples/inclusive/gold.root | Bin 757959 -> 824168 bytes .../validation_samples/it_pileup/gold.root | Bin 293355 -> 382713 bytes 5 files changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/validate/gold_label b/.github/actions/validate/gold_label index b57c3c66f..510336928 100644 --- a/.github/actions/validate/gold_label +++ b/.github/actions/validate/gold_label @@ -1 +1 @@ -v3.2.2 +v3.2.3 diff --git a/.github/validation_samples/ecal_pn/gold.root b/.github/validation_samples/ecal_pn/gold.root index 243418482ce5903de85cdfc2d9eb420932a99bfd..da826ec8d072a0b9bf8e239613769e716704476f 100644 GIT binary patch delta 98647 zcmZ@=1z1%}*FH#>beEK%lZkTu_jU0|xTP z2!twn3Id^AgP>lT&tNV$W9-IHM7KcWM9JZyf*WrBPoiQ*&7)++St22k&}V^f?)rFMKFdm zp@UqHO+iqaeh^p-lvn?Z3k&!IR`>xHia%a%4Vm%9A23i@5D4Lis)rsyP;&tfFpLL( zzy$sQBlQT=5N!d)`NtHYVIjg&5RisPkSFL+4|3diHGV(93%oB2+p%M$Nv`xRtSQ_{_sx!^*a7WfQ7tQ zh=m|K;X@E8Y;OL4gs#Vt%xxh5&ym1(J>sAYSwnEBNYVemxrO`JjAS2X1Sb`Z4o?|P z0*C+SXviSavJaJiq3lAej*hz5{r^W9e?-aq-za~5cu)~uJ)rde`hQX2^&lv`|6?5R zdXM8kr80Uz7~=W|0qgy5bKL}qK1>LHCpsA({09isJw#aaq2ezPja$I;E!2&DcNq3{Vv1`gy36|Oj7gDHgVO;2x`iBJ(EUr<-oVVadA2Tte$+M=U7yF=8LgiOS+!sXWYiP8xm(MR<+oTF%M;>t~0n60nf$rtv-C z%hRb#) zegS1V{f=$x`| zm8i6ek;dJ|>O>LVBYBz0orV2E8KtyM7Kz_LhJ)VTWdusXgyf2LK<2>GZxf2UzJ|R~ z`soUNaJium71Rr`1C^}@Og*WwvcxPY`4)M(+>>ZLi6aU>DumsQOc5-4$x_<4pKVn- zLTilzzn~2GIg1dfSnmN+!5>kWvWNENKY!|bX&-YOWJ?OBs0?V3J{JoJLjJkXnH{Qu zJhQ&*z1KeMr5$A*=vv&4$y z2{k@927S-B3!M)yz4w*$XeKj3f!uVqIQS0PnzSY(U-S0d*EI`R=-g9C3?*_nP{%Dv zaXoGF3yB<1`O+_RIXr{tGwGc@DVr&txx}^BurUwn+Xbzbn1|Sa+zQMuXo2BcpGc#KmIX@VD?GupFgTcqf3|L?ZVR!3rNJOs(O3biH3y-lgd_IMj zFlV^%dt2>+uKrCPO*DkOQVPq=d$NGq>;=r>qBP&QLTi>wr22^ty8CDrDU1+O+UU9Q z!gD>;JcY7_L^mM)vVSIV4{OkcX!c11St}Drez8r^(pv7OR3p^Qpf@kUtz3=uXk^QA zYVygKn+#f)D20**c%)&S61*1DqW(%Bb$Oo+Bp8?$xo%dZd9loQ-=ce9TtS+GMz%-4 zdfQu0zyFxB5Z_N*J3G^sBcqHqjd8t3O`q%t%f2A4+}HsUQ+^(NIM5)$FbXeyuG+1t zG>*Luvu!rcS`dTCVV8DFVUfh%o@A7&-`K(P(><~Bm~k9N0Jf&Fxn!>PT^=5uq!X4& z%>H7hL(94`BO^#Lcuv!+#LznK<+fvzo?C=#25um0uKMCt2+t1;e~Qe`Z)zRX=A|XI zV%wN+MHB4-thN5USZ$$56yw50J8kYhx<>4i$YLV2u@|9lSis*!$S~%^c(m!F>RET9 zmkLM(TJu*Lre&ABYk8WZ=cxn1V)|hxSj*8tJW@U*l!J$I<+#fy2$E=t{;+us626>> z80eN8dO|M(KB4#{BDp-9?+Yf0#!rK9#AvKpTW^Q~5cFJMRBFd##A3*3>i&KDoo~I3vw>f(8*m(XI_gN`CR^Py+F>rk#K!37;>qqL`t3eA zgkho63QjXi;VI`^ND~irgN#g0TY$9ndu6oC-H(}CkdFjHLC!_x1~a8ZXRXsl1sc^(oDD zM!LoOh!1zduvP?P4xp3hNt-;=ajzLuyY1;4>(FfQ;Y`rv+MV2?Qo@GPb@Fg|7WFuGEX)mC0AdaFbS25EL_zI)o z{rLtq3;Z1gcr&87u9ud$oG8R{I;(yf1uOl3+2i0(+D3H$+ze^NW&II}4^&C*N!-#k|(VB*2 z(hGxq^%*-t-AaWq+ix>CKjW!PH3VYPprB>5Z^~f~18lL}{Z1XV5g06$aeUJIp<$o! zQkz4i;;ZqT!)E--B71g@f1DVW{6QMELW0cgGt^KIPdE!)rAIT3_ud9$Ch89OL$if@v7r*z97!;wPzYRf>yS&}KHE`lgl z-J1Rkv|e|y|MV7@1cX}9T@G2}Z9UjFbksk#jS=~K1@j-KZD3<%t7qW&;Ml)Gfuf*6 z0K~H^NJ~9=ht1ErvdM;SMxa`YZXR9ny$YuZiGulMiD(Sf^Ef!~3}ID_8q0SgQZr{n z>UgJ=nkVq)SXR@@=lu=uzGl=d^SkVE?>7_^KSC)jf*VnD!OV+>!+j zEu&$^(DACysQ)ax%Vd6!Y5C_m&P0bu&-WUy?6>4?Pv!UQJgjN<%ngO{Wyo(Z{V;_w zd9`KySQzlhu(zcW)xB%w%B!!Qq)uZejb6f_mm1~sUQ6Vw)9xNxyGwNPbPm0v83lag zpPxvH8Ht68O45@>eevKRjGpf>&BmY76`;S&Al}iN#|x#ZilmWMJs8ufp35aZC+FsQ zChn1VLe*P;78gK0!=y%5e)TPOKhyX&ZxzMW;_!zBBHwZ_ETAM@3e!>b3~$7 z6Uj##h+Cv-9qnHm<7_TO#HGL!*Q$VCL;YKD#gO-=%oBtPolj?&b=WV*a<2Krb8h?( zfIAdbQ>f5Z#P}{6#58*uh_bIAm7VaYZ2kvFhUNNO*~I_u$Nr`4KZ1EB6et1uA(;PG zInYh@MxC)h6QNQ<-E{CZ$JK?JN%+RA6XosB?}Z@ zhNr5bAf}GO60n8IqqJ(39`!pFE9CNP|=i`W#2!Se_2v&i+BVee*>>Rew7V%lb9I zO^xyfqJAk6I(o9`FXfzs(P^=V>fCibo+3x&+>@ORoETbD0>SBJ84Gh(wX!pNl=hBt z5ogR>KNMXGRS08uJ{mUm)r}Yr-8;vdvc zJiWZtr{2qHIWjK)~YO8lStNBJ;q$WUSBKj4cHhGL0< z5!|B)m$ZtmF2bk*GxXX2ztx|hD5rIp#(SRPF@N0n?p6JV=NUK|$hyQxUbJj^R|iM( z{anmHjQa~z!Zh`Y6?^ddW)1mBnF!#Y)jn0y%7ThDM^hy9`20g0z?q^VT0B6cw`4)W%V^i z93A2mQkW%E1GNTxV17mrOTd7^Q11EWQ~#9dTlZngSb4|T%b-EMbgg`h)se*CR@0Vbh@{b(kVxPVco-oGdLjHJ?rh`d_%U zwlCmWg0yUYq~m?@Fbxe@ahPG_!n@d`w2rO9xVzW#VaSOk#Y*>ug=NAE@<=NpC6POw&L0G0p=5 z&*P#y6SE_)^EKQPkbq!q!s@qA$#PC+N+t;XN#CXckBxFXFC62%1R8%3yo`4dG;`9uR$v465Oa+^ z#yRx9V9DwAE3}}U`vGV(6{d#qD3c}lfyTR->;1xrlhkef$atoA?eCZNmeUO;BlV;3!*w(YaLrX zdq*<^OCudCC(FkeZSn+k`LO(4i)pk_c!%G$@I2=OkLnhM48}{-%4ZZ5gg-r!x2p>! zMh4idKIKR|WRhj(3_=J8S545SVJec=tR^vbe5myuG>`M>&+J9{!`cmj(s$VP9&HZ5 zex$=*Z9I_d5FvRTA)=(u9i0CiY}Ss(@G{C(#W+J%hkm@b7qys0P(xES(FOsolNz(f zKo!QRUWEAq`P);)8g3&hQ>EBVsV%vv`NkK#)K%)*r+XwnN8<>k8bj$4DjQNZyBoB< z=JQ>{*=GkC;6Jo9W>YLEBq%ng7QH@U1__{anyONC;!9?Noh+-U+_ z_YZGB&aEOIvAG5CNu^N^MB{xAHT=}@`sLO~FT*6qp8QqzBOW)u28nqJn`oEs-u6BX zQpQPaRfF{WQe7qaLLMp`M%@ZbsX|Xxu7ecdAP6tQ$(n{T4B%bqn@GcbQ z+mtIp&HMS20W{6~bLj9ly%IplKKydtRlz>lH0M>S4E-7XrfpfU7THPq2dUDYjQ#i= zia_cBS%2KyOC$ziio8pgkS`Na)nc0Tj_1M>vxQc6@uIUUV#D>D*Dy^`oUP)EULDW4 zXoqt@!r04w*(W+8bn~~QVEUN*9hxe*2H`0y{K9-I7d*Ug7DZjSZUZIoY}oRJ-#y~x z!ZaEgOXC^DMr|J~m7w&|Qdu7?m8j>pkHP%QP)+o#tn_q@tc~nV+#c4FY;d4b0*IaN zPTH7iosx7P>WnDvNlq52Q$-7KS!QZVeY}1)QsQ*BLG5ShxMuy~lU3`yq6sik&G*;$g@0`)ZOkAQMH*h4lb81dtM%A z`wQhB`|lg!&q?fuX;yf6n&=vNzIXwt+aH^N=y5T#p2^+JXoI=Hc_Rnwtds?NqppG( zxhaL(^Y=u}2{Htp45=*Ny&U$7G`^TbZpTEC<=$3%uXPGq-Tc}Rvz|I@<&Crvv|IjC zwe~}KtMoJ7=F&oedVAruPrxz%_>q?@{L{q=I~s4gw?y7S?s%szdClTpcuqY)E^2e& zu?vlIWDZyJgoc-_>7G=dheAs8fQA=f8bP!E9($vCzmTzbs_Y6r(~Y^M!!yHB<_nh~ zhT3gLcig3%=^do3Af`|FML$_cfxu3w(H$)t4fNZ-K&ka8?2Skf<@-s4UX-uxgzOt+ zJsP)ff~1d!K)neGf<5|(1`fc>&daY9P9Lm}b4e{GSt8fL9XXff5A|d8am*ZKQg(Nx zkJSm?gjId%8<1*l5?unUV>~r_JxfwqyF1q?p0=vXnult2PIqGAt1-e+hT~wAbvu0F z0s}0SpES_K9W4F&zP;;A<&%-r1^Qu9>u*DjS-F2vC^G|XqL#_czr-R9RNLXI`f^zk zy7f>>BcwIi)1TU+_i}|IGA5U+?Q~-*gS)7YMM92g>_zPob%P7^pf%Qu zS$|7yJo&pb*56W7*c<6T-{F<|Vle8@coq@yN9dsvO|oRk7;26JQoBRiR08^Grk{@c z@O~<=+Bink`O~c*6U>IW5x3|Occbs3`2tNcUU12-7%D&U>X=&uh&wRoSFrn+pFDRZ zjXx~A)W`KGA#>41q$vq;z+X|*Y?E5|3^_hd&U2_i4dn{KN$En6U7^r!sk)S>aW-Ib zCvF3$bP!I9-AbVXzZ@ppaE{kdth@N0E;2_L1hJ}ivrcw|)|lVrAVcr83lX=n$Slz_ z>iTZj5ilj6(x2%H?zLdb=;CZJca_(Ci0@O8PXUauoSs(eVThOdj^HnuX?7q(UXPPL z=h^3Oa^iN0f+aqV1L7*%&KoN@P6JYSTl{Wt2SLFKf#otFs>%L8=VbohbFz5R-&_^U z6F5^6l%?8g7IwhKxC{%?-gbxej%cJXS3tCCyPM@Ax8+g@LAlJ0n)!HW^Q)hAhgPGc z&F^<8tL|$q5^g)-Yx|p)vqpEA1SEb67yuq60>;gUyqYEphaRI0H@ro2-QCK~X{|)I ztk$i3-URTrG*4INxFXQ>g1T+tcFExGPI*p=T;YI7=^Iw zTtN$67!B~fuK2kJT>Z<)H9j_azCg?I1)gRXuxNDrbDKGo(*SKg3!XXtYdWg zpc9$*=ce(7GngX&_xCF_a;`JAY`~EWUBR1vOt)N|`RMQU1tqj@l9*DfB=QMSDWASy z7cb691T5`;$CX<5T%c8=3uah)K?bLjVp~lVAGAbZuQ@bL4 zPxua3=DOf#=J7W7oUp{_6}UX7hKMmQkKjGZPaiOM1>bro631`yM@UpGWQgpGj%~Up zVFaH|uvaukjDUIKBSzd#Z(>9yCY-LR>X;e@s9s38Q}e`&S)|GqpGs9USJhKN^#sp- zB9$1b<(>HyP{A1-C33aZeO(FESajd7VqMV825V-5K(MEe!KdOe_&jb>Q#>5<{dF4i zutyD9;946wIojJm7P`N~PcXU(r>*!Qs-8NzOuo zrjDu`L#r&bwwNCtYWiyB7T42+*g2b?H|aS@r0x*7x6QCB-Z>tB>+Bz8QCg*MTw+i?+B{5O7j*Vm zS^j3RfkwZ-%fEV-8b#e720llq-YQ4j%Ja2wjA4vUD{3)P4VTp?DPn7gD55E*5ES=* ze?!6jtuaDd*sGACwnumiFlKN|B`>P(L?xB98U3Wg(xI$jc`WB19Y=ip^Nn{W`i!t? zXmXZ*VBj!G&ME^T>$0-2C;Nvg{K$|QzLjs7)YqKve>Q zJ~o40WZ=4SA z;j{BfVWYWx2oBppKtL%J>RUa+?#{^9s(#=dAtLe4wBKUenT|HU#WLkbCw(P|Tf#2v zK<$%0a5>E3E6Yp2JB$8X%C$pyi*juhp=+pvye}j@?sFIJ+hvfkNI8O<2_v;dj1JYb zAz67e&vl}g;Tgcr^of=0IVtMmYZL=^4qZAzT0w*>(-6KOGvZdeLsf7<$rFnb41-C3 z{>exV?Y4I*=#lWHD0HQ`S(EP(`ND9uTl5-Up1IM^sk~YV|9l`hTmch-vO_|J4YP$GiUVQt9+N(qTda8P%EF6^iJgyOcEHx2m0s_)q+ zgTOm&q&wn7OiQ#fL0_N6=~0jCWAie<4;*Sk<_c5kj3$*#rzej$z!57!T&Y2m<_i>d zB`9CU`=hH;H24DwW81ekEI!EKu(3&>LQ`GN99#4eF5eY>;NNEiJWi<@NuNMjpFyk? z8p{=*p~0u!Rf%sc^W-b0J-4zROfqxC^>6zLaRX#$eavfH5R*P! zw@9c%!OZs*69x*0qElwI6@~9!sz;HbRW)S!sdjt4)6(mA1;U1VBcITeHD-&Q((LwT zuA)*}7X|?`PJk-?=^{xD`hGXFfbW=UAZiV+h8-PY4PO1bJLbV$g;iEaNYNt%S}|@& zx;t6@Rl{8L5aM-V8QTdx;fU-=x@>u!m%Mjc4JIQOK8G)?P~YH)AEKq85A?S`n-4X* zc&5C(q8ggd970qI?V{V}P!_8E%V=M(HI__sY)KETbIvOnm%&3&n}`vZ$KTl3cY4$6Cu6YwnC88}U~?6))@DNMKSo4al% zP2UPj><7}fZU>wjd2PPcde6D!u$s8b-nmPg)OpR7-qWD^VqIXB!Qn7K0>IK^0H}Ek z04xvegO>4k0KoVw0Q}|nbqvjnjUUKI4lJnVFYgbSjy`z*f%O=Ja2{#>v5YLS*^X6T zjI22C5JbASMVN`~M=@VVaFLPmrgHDw)h}^ zAK3h)+#2-K>1soBia9Umc^tK}O@oW~#e1dR@gl7%M+?WLs&9kBnU_mWN|^_&bhs+q zbT5^H%iE1?<_fwa?o_WXNWzsW@dkEMtATr{YG*NHZq}~Z=-C`unrt~yycaP=F_J1P zng#8-w&Vg9uKwC0+HbXAdq>@1a_2O@W&*N++Q&eEqkbeQtZ5XQ&mW_mMcr%}#86e! zFT8cCZa>ROd5I%Di~d?;79UH4KgOD!+GaQbgOg}EAL8^y-a^7f-Orc?Q3J7A^PpWw zkrmjkK5%$Ox~JHzF9>exP1M!`MpQ#PBo4SEtU%%b3^*Weaw*eMJjPNVknvP7Kw@3) zM<7hVT|m+!wgMA$;Hxh)LIR0s&-3+;IYNa5jD?7d_hzN6AM7A;z!zUwYIY^_B#m~e zBc(21IU;m%X*#lm3OWcieZZETRHP!v1Ix79=pKAAdx;WH4IrKr5oCX z0ZgwQhq>m5pOX9KkU`K6>p z;0Th*a4*vp1Y^6`JE;29pZ(mh z1jVZQAu|UQCUp3jE~ycBA}=GNWy|(a1wO>P4~RP=Sl4z419~zy-~O1=PAe2~7bLFX zZm3pAa}U&|_tlP58ivbKo|mi&GEOfGjKg)+##cu7-4;L_?wR$#=QHeCr0S)3Xb64; zSTE?V_E*YQqoGpX<6JxwJ9t;n?my|%TMEmW^}fCod5sM2%8=<2`{^=gLRb0$-(AGY z@>hNO_IllC_L z^Zu3aS2|e=B*8&9 zawfaf;~S6Kk)!Qx`eb58N9oMt=bVfg2j?dYx;?1LM>Yc|8`s+V6#o77;{u%ekrumv z#m+d*fsXeR;7P$tL`4t?Q3eD9K(?By{&Dtf4ShCEwkJH2;y?|Oc)`&Y*mTm)w)y{#xKvsMf* z8+D3^%}x>O&K9n;K5#wHYq+trgEFjR_~>+_E@bM;cq! z;*StmEj&@<=QY>qk>=EyxjQ?%|8Cx&9XVflAF*(wF>ZHXUzrBW+uy9=J#Z}8$YD3W z7R7#qzEAeT`v`cy9kB7kpu$7H{iML5sahrN^KH&gctELnJNXFZHf_ei%kmcQ{QL0< zuvGP_tRcx{Rdm^MsQo@)N1I}P{Mw$8DCLsdEwN^1)YQSc_MJBQ-C6k6Bvmm>zfRRv zT*JgPT`_oGr`IHJA_XOm?M^#Zu+L=Oh~sEZ+@iAdJPx*{^?h8fIVk6 zUJ})fuOJtgNwrV#BvsD;DX7j+xmr2?fmhbN$EFY{T3=1hj^LYMD42_LuhRVW-6i#f zO5AAlxjSVunI!*ZvCGzbofx=ZgBiIKcW7oAq^P%bpoJ*0U&A$;G#40VUj)JlBP&VG zKFdfypDX_o?9Tq;Q1kS{YxwP4Qe_>JS+w!5i2`K}`7>&>%m@Z`hGTDXhS74--uzN| z^{*EBK-50AS$0$5%cP_X;>><=$1BMns|csgITCm@PA)GinF_o_Q$`ou?iH1KI+sP@ zWwd@$-(zR-bc!Z-?SJ0LM%AiFT+^ns+RTy;oH>iD$c*Mt+WFckD?#LLrea)jBNy-{kBvIxYc%JP+ z`}tu8lFgslb`2}l%dcG+rP~XNgOG1)PwW?XDHt6$<@4t}4<_^tGi&w~tcEtRhuw24>V4s*yxCUG&l znFppAwv1LKt4l}LhQo{M!&B_P5P7*+oH9(3&uuo$e9(Bwzu72W>-2S7cuVM+86aR_XM(W>#9SgOS{|qgCi(cyZv?{ansUnrqGD7KxNvXe%(^+iIZnbQn$N z7Vey27|jIQ-Q(qM43sMo^Uz)_R1MJ}+q$P3+@ei}8W{r%D9~?up7b^wpMX|}gl*<0 zo*_CTJiC@#pb@$Ne7KxS&$E=LiT0ji0gFy=0_(SZP+E6CDnm{e349ka9X}f(L<9nr zsT2E{jXhtnf0VQuB%-vRmMHfQTM`89FF6X^wbv%s)i2FS-_F_Yi@{r8xMaa|3M`7@ zS>LpT3(Q{l5~bEmG0kpv`pLQuhQl`>WTZQ~6=R_B94(TOo~*Wt^KJg{OLrZNhu1mG zU`4xI7P8Uy>Bm_fg5DeA z_uifZXz<=Q188X8o`Yz3-Zz72WZs@bXf)nu+n@%RgC5YeDySKyB{C}X=qCUohCLVn z@xdMpfiz(cMnImh2V79 zaLk+%xWtFDp~r>R?)Fdw{6`r~Kcy|{`(uO@@e42XhkNdbOQpyn-;)gtuE-X*f2x=G zkT%|NMYg$N_h;FX`XAF?%Z%FIeH57jK0iLDh(ELdb49kgq4XQrlKLIvH_Pfn?hfTB zl{TG=d~lDIz~8l8DcwtaPdDtiBHP`F`&Vp91CRel5ljlrA|KQSBA0B7o9}}7!@U+U z_w47ND->@gZ(VaLKm0VfIG{9D98-T#zR0r;&g>{cZrjZoJ@7l zq4&yZo$FAq#rtTe+~5RiBF(MEDb8tGs$&vfQAe^Zg4$fwDaBD+j*IhXgKXdNO$KeT z-SA0BV0@zU889_#cxR_Nj&1SU{ot^BB4y~cR|0_x{mLC+pLj>?cr<9>RWy_OZMWy0 z;2aH^$!wIB_&h+!%A1^EGSZ#4O|xau%{6vuX^?Iu$R8;?e6G07HF7-EMZ7zexIDSv zJ?uhnwc|=TU@~*=cq?;my?SwW+r70?!fQu5rP4ex0Eh`x?~8kg=dIj2qFmeBMornQ zRtmG1t<2oA4E#D3pO4(JsUF+iQN5ZL5DVp>E+3kn*=6Y--6eKj8A)Niju@vuZuCl> zVmwatvPx&2xxK$SA-G^FY_bx8km>M8GTr*PzG8kL)0|qr*H>r|GRPO7DX5`On#IryzG?hDC2Hr84&^3$>eNnBQ=wxK@5B#D=aTuxEGMA#`Bb8yaF z8=^G0DRPeHfmlq;6`LKs=?RSqJ*YzE35|J(L!!Z3p^bR~3FdHHq5iHO>HCHRR7bw? z_1DL4fcM6%NB@>Yyp?!9Z?gh&h5AwQky-YhGVETU2ZNk{Q)g=>k#d!_sa9=fZDp;O zRJ^^-!PmC7jadz(xhq_y&H0N!4F-F<^H%m8`(oc-^-GnnqSn`bDuKuO{zKtIg(SVC z$6YMb97H5PnW`!|2$sTkrGJv7idh_=^`BKK16emc>!-bQfxU`RypuRKK{)vlcV(MP zo#DOtOsR9t#=48TP0k+5H7;-0XnyKkIle_wvJHN{#q!mWx~PlLlXzlTAxCA?{mA{O ze08IT>7(#8-HF&VC-hUrQO0?q*6yj zgd?9NI93d&U0|v9S-{jyX1XvWhYW%NgSZ|L9Mn$?eIYg$VFv26B(Ja(mU-dC1~Cl0 zQ8F3!4&~fsKU(T3&*p<8%ns*3NeP(O07_T}Wz$ACI)o;nWuL?L;2L+{60RiRu2AQJ z!)Ecw$a6cP1yFRMlM*_x*E`Np3px>=54MI~yeG?NhV08i$l`|u5zP&K%6G6=xf>4bTj<+lO$8(DrQ7^jCbu7|)24)8Nw;ZA7@UH%w2 zEG*TtrW!6}*+zSo>2G3-!lbLrr~H9h^*!M>IBX7ITrE$4<27kFn@n)}bqO}Ksvm^C zKR+|T6bJi9Ctx+xia|qmYl*TDlo(fL}g8^a@qJbqCZR|)7 zS})HRwZ!@0AZh$gfrr{r&cYr_lp&~i%3W@0=QbEUy1tbXXjxZ(Y}ZI#Anux1W|3$(Pz!cx~3**bn7q z(&ze9%2uUWgdwH}@8&$oWNy7l7@2Y42WREz-pO9>k7U97o{93G6XngbdlpAKRi6Ck zNp9ZO9s(QJ>)NbVto^&`1Dr1K>*ts2dmA^V$GptV(8s*Cl)MK_df_)E5aNsa=$9XO zFAxfP+~wr^_1iH&>~gaFeY~afH}M@t_?!45+bWI`bTg3~vJi+vY0#bN{mKuPB$&42 z!9JWB|E&5_f0sF;-6t<-`qQxK3}|{;HNaUtw+Y8H;|az1FusCFnp>1h+w&+{pYQ=KV>f#VxwmlzdXPCiN|mVR9R z+XZ+dx)rPX=0)En0-cz6e3$wpt1~Okp5Cx#gDe4#9=g8cT&wp)^V>V|DvA38N+Ys5 zF@n<0Ec-f+JmuCglIz7Nb2q6AUfTdXBtxemr@UT(TxnI|^eh66Lh!P&K}Neczja{R zHdrxQ=QMDCC+Yfi@=YwC%UXIN%XR4v#R6x@dVzdn6z6x3b3^_^y0YY(1x3HL)H5%) zXs4aaPcnSZJyZwgk5hPrr+VwoV)LFdF~)io*xZLXC>n-Lgrh{Ftx?OZ6>&DB;C@Z$PJ1=6$#o0!-16?l36CCs zRJZDhayR=@6mDF@njLk;@yl8UXcA4za~Qel+TAkAhp<=9MCUaLRwo;dqw7pIg?r=p zvbjQ5H*~jVW3B~<5=36+tZQj6tWNT!gExM3 z@5eh|jTeo1X~$QLG&@&LAN?qng!kGRG*3Kc-O5NOQP(c49G1}G4fo6i-q76cDrS9! zS!4DRDCkwuei67;%_>~SwN5jcOG) zWlo-7{cq`cBpoKQM(V8<-GM=+$eil})M39ScT&#RQKXLJS!)fQ4E&GecYES5^4nJ& z{4erL|1a{p82?Cqm8{WqfTEMnz1miI$H`ytyv`oT@7I&hBiaUnIv)j2rgM9%FEdUu zXPRbCOJ83N+N3LQpNwRqk(@)w?-X?+V1yk!Gr5Inmt|2MrSQIHs9Ga`|5xg=*oHOh zEX84lOQiia(uDZ3&^f79wQMsL>B&C$f*u`>*tMcDh8V}nemefj$zxC1wk;y0bPvTcOk1c$meVuaowaB`+NL??W}VJKEF8?b2oW<=FC6Qy-Qu3mu0 z5aDTHWh4KU1DHjwiN~@knW>jq^QlE$2wD%b=ToB0q8L3c67cRtLs-jp5b0jpEz6T? zO7)-R@x2H)5r#+%l(u}|b{lHdfs^OClC)WHk)13^6ItpEp+`p8P2#NYm;D`>yw2O| z}lNn8`|Zw=8Vq?b#K%cXJU=c6)h9BFJ;HBIupf4Sc*fByWCk zPk*=~?tQY=9e=Yq8Yu`nXaPz`DnWxe$Ok=AUpk)%=nEAPKm0){sP5^a3DgNm%fypS zKA&dTArJI)d7yzxZtg*=%M;Dv6O5YU7?nGx`WZkQ3sggn6rG(un2AE_@ovH!sUfX?TCFodq@e=vgX>3=YWp5lKv!Q9|~IK@2ce>lT@<9|5EOdN2y zP_lH$fw2p-DCxhE))e58raqL_qHb`c%-CAD*Z$mxChE818i?6{S-LbE;PCKJ z{r5kA@Y$5^M;3dQny_?39$b3g@i(c3aN2((u-@q%58T$6zMBdne=Zr~#c9MPDEvrm|3zxe zxMbVi2>XE%+q8gVwv^mUuegW1$-&Qf$kP%Z>c&Hh%kF!XfdhfF;`TD-Bu+RJQoul0 zEn0b-6Yi=~ID!dow4JzH2Zgx)ct1VjkVeyC8F4~w{E!o)RyJ=wMubGg@Y6-)fYe4| zA!Ea-m-r!j@Kjb>Av+oq$NO#pR@v~&ZJ?y!#rT)LRV+d6;{?#DzH!?Scp^R3Sn1jE zx0l<-PvdI^&ds{FM!SeuuhW|Po8sHc?2&qmW))He<4en<`@ElD^YGr?Z@D*AhBb1Y z-H2@SBu-+5$8MiTXhPq^+of0B$<`GsT-hub<))A%d!>>H&Q}^VB-6ORzayXuTbFNx7uRQodX=FC)Ay%hs%}cET>gc zoyNLXlP7xII&q-pjB7A$nDBPLe_Eo zhLn0np|m-A2kcaYq{gv2hi9hbFXkxE+bivy6xZ-)sW5~UMOx1{U3|@%+q3lW#2Kh6 z(AZLp&8ILKWvF%@GsyL(_4c$|`H@5v|Fn2(mp{pZ*F~8d2dj3P({V+uxZ!>QFSleQH*nIWf}Q8VAhoe0B_tYZyZ3oLV-<%dR%< zDaO~&XRvm9=bju#+>;!4lSE#1Ifz>w*x`(q4LQ{1Wy|SI4Y;U7vjP)h@@mHHF;njk zLzpX(elD7oo$Q<0?awFL3Xe2Zh-2CC>im*=pOu-qX{#M!dRapoC6n5@mUa&3S#ko- z!Z<$AT~V_T376C1;)yS$5#|Q|5a-$=x&;kY7OZxd(Z!Y1>2hnTE4g!~2V-@}&lE6- ziB?PNMf-{aOh-D7-(7*vBpR;wg;C&*OekcxvHKYzgr>@b>|d8WrA&B5#JUWxUC;$# zoNeIJZqcnYBzsVn=`yo%CmJLz27iSs$P757M7sh9!9f^j^m4aAK|6%qc7-Jz=(7hf z2jE5oH!@0|D}RK>7sU#M^vD3|ENtajPN(cYeLVwaI3$$bXS!vmhifddSStFeRPeX zSC>MAG@n+<-!5^gV4MFX$sO8IB6!e{vqmw>*I~`m<#7?(_ju3L}Uf=Zj8Etl} zqv+ESP6B=s#BJCSD_<_$5U)y*Anc2B(jSrd6_GgDPeFe;6vBK@@!Ook^vKj*3AzvJ zT)RZKSbKYLRQ;eVyJ(%Wg7NI|iy>V6GlEnpCM16epBEf)%N0bK(1my?g%+1dW&sX@ zr2n8jw?k0iiilo*^&hiI{t0d*l`t!<35E|ZUt?4Q8Us>#T)F0V7AU7B*iZQ4XH z^&|btPVYjgS(AnF^HsJx-^+~}>dO=WK3<j!OvnauDa^hoSy3D0Bjt3#$FVFHw#c~CCY;a$$t7FJ2v@Pi2HH^W z0u+}0MK?RIONq(a%snx;?MMP_k*ij;!)p6aB9(tBou}wd?K(Wk#&urpM~nd+93mj6 zzPd&1Q=S&ar+vtKSJ$wR-Fx9#&Wg=L9YnU1>j^F7f$=+GXbfv1eR4eN->68C1mA7JLD)O%6-F;e8$FpBbTZj)!w2iNPcDx10+Aw ztTzG(;-B>MdlNS4cda{$5PYrMiUi5eRAVl1=s)*5;xM^`B15?AYAoL0xVcMvOwYVA zFb`062!y0(I;H<`XiDJ_UV~p3F<0iRU~Kwq=VbsK|59Fagjf7O%H9L4iLF~72T@V! zQl&-UAPCZ=*QkgnMMR{RP^3tY^g0UCoAgc)M5KfC-U&#Ffbr zbMO5>zh|CjW@k@!CNr~Vt-as%zH7YC6#L$JW~XIgQ;izMhpe;Te&G?08N~8hQ0wKJ zNscJ;@zA^yq}&Sz{#D~NBd(nF8j1$yfyxzC)3Pfhzlk|+nJgj! zKWIed+G)tLbd`QHZjwp1_sGYMS-C3QIj1ZYrZYf-rcs~`NX!wm^YGJ73$#+4$c}<>a5hMw+ zJ}Fp0~!!S8pPK+${Yb(*%q zFlXb_vMvcTh7oPl8cS)R_~X8rD%acZi1*B-%Z} z0YpIYHAU6=`=Le*UtW;rk{v_`@cYis#pCO}GsjD2b&OWvAwQkT8@Q1ID`hf%>{_xq)hsysvPC~!{ z@}I{!w85t_x@)QDFJRqD1xgi2jjkf)LcH=NJJ-ymADF>bjV>&-!*713Sj3PL0L6T( zh!#hbNA!sE92u6kyA=%XI@qqtzr6~`pUdzn$S^n6+T+Uv8hKvkF1cz2XBU|@6SC)U z&cGR^M;t_{%;0%Pyusc2O}bQBFkzYYWzqX!T6H;Z>q>qr7{TBf4X-UGA~S|~2Z)@# zYds_ipGAn>O-u26SVtQI7XaesDYe471%j4xQ3V73^F; zKprkRdSs=&ZSJi$nObWo{P|@gQgS3UdIHE2ev4c=za`|fo+Dc>I0l(7oF7p`&A?nR zDw-!Fo>TCVi9+*2C@?%!bb9*M!FK%sO>F0g$m?}DDH2&Sn?$V(+X0s<2ROFK+LS3C zf;J!b+veB(H7Hkg`qSoL49fqq`F~O~o37y1{loBw)+DtBQv@)=ITQlS-W?~*rn@&RDkR^I@CwIzQ0WbF z;S!S8hiRuIOtgBH3ZL7K9{<30;`Z`%bu>iR0t+U!ZKW*lMM#N4`(N5VPJ`9vPU^q< z5)3jhx8iwSv7@L`L``Lb=l0MJVVtuI1lzIEbE(o~vNpkGS@7>1$43m*-s`dh-t+|D8B>bRX=IAURRrDIW+I?m4%`IeDix!%nU33598NF4j@w>{0+$C{3m24b<+@_1h zQt1L=+5-AM^vNF^cJaiynTd_4R)4g~^vrxXjC?N)BsB3lf>d#_Q1Dr$8W&@A2LJvo z79@WV4XN>S+~>=}B1ZIt{M_F3Eu6!jg1i!%uWt(ySnL1uK=D<|Q9sh~AlQeJ8}kW|806bp zWfTC&pUu3r!9U3#Mvy>V!1_8>{o!vv(C(J+{3`|Zi`~J%DlnxTWMW=Z6bJ^1;=L9b zpdVoKT5w2cz98k(WWEQvi+iAPUu*Gp1Qk}`SovNk=o+~B!wV8xn9H^=h0jozjL5G{ zyDePf?VuAezIpJ;4={(5^MO~%;CDdDs^t2FK-f1`FVA;UAG8^18*doheNsZdT6{}+ ztxZNM;1*;1_3c$-q2ilX#mtnWAe}OTl=S!bzeUSmz3S5ZXz*Q7!oW9k&45DXkkiYU zS==W?z&|XZ&Fg|r*`^4_qwcoc%zqG8KKfxjp~HX?XkzJ^t2(s#^Q??H_GiU=W zURkgA8c$CtpNDAT=~zJL+F%?*p3S}$!aU7ug0@Q=$K*Q#m&N9g_qD(DyqtM>Sz}%y zzg2iNbmB)_{b&$2;JwU{yi6EoOTK4@Pb?Ui`QTbZ97X-E)t4-dD??sN@EsgSzU*d=-T*oc4=n_VMRf%WVk5 zq|0i_`PI?{VrD$z$iUtU(GJytsR*_e+K;1N|&b{-4$ zvjJ>um3Sn*+|KPhbfdvsUVYbaNJV=WsC;is2&(ERX=i*AWa(SE9c=(xA}&oHw(O|F zHe5;NV-LtQ2PqTrot1)}r8`B4pGyaq%hN?W&zFFH$szH2oh^9w>7=dKSq(02rf%Hk z+OLN^K$z$-m6Wf6f@q>13f1gZUzB>{z0$=J2*}lf)fMa!lY`-6j4N4T`!C z8`19@@om%T`oZ9pr&l%7d}&vrY}5?>;G9SvY5HyZ41SL*I^cYk?~(3LPf8u<1tOL0S= zA6WkxHDDFblVVw;XHA{NB2y-5AYo;N`Y?vMm*l>k7&XcirTy2Xeu<8OkZ>ak&VK6kLkBFMeHwPnc(-CKf2Uz-5 z_g-S}Y5(rmWUCW9&63m(2=Fdwo6F4}nVGsgyRzzK(y|tNM-+Q?bsCUVU+k9_5oFzI4f*mNf8WLa_{tYkU&hynfWnU_17v8H zfYD7O%6o#J8O_kK?7}KGL}xF!#(=CF=8HrxpD~8(-Q+v)-YR5dVU}N82js)a&ll#L{i=H+SrMb2mc9vl4N_$y0^nd!}z#B6xD+#-On@*s%<(r4(zyLiteK<{xj^ z8w<>YN*{9>wch((e5FOyuR9 zQxgKP>MxgdS0GT&MBUeiw`|1kO)XcPh}6d^iXN|Pls}i$t?7qX&K*4WTc{9t=x!~k ze@}Y31{tRoxtqSptd1U%%py!Z7;WW=G1#59nyi^T`LvsHVo*MjZ2;Dwt>y(`?z8Ed z>sh-Wz5-o2e0y))OHofDdb?xYwF<{GnW)#A8{JPKDZ6imm!x=4w+8Gc(4tuo+hg@J z8;X?xgm-K=C7A-0kz{$rXnef&7Mg*7i|+b&JUx=H(i|h*c%CGqRVvZ=Vhlg$bLteY z&f5H7wkaTPnMxnf+NHkrp|RPlUgtGAX~0jAx(OtX-sf+ScnuMSePpR(d|9Iq{+-;D zbnFpNG>aHh#o)H~E&mZCrj0b;`^1&4xl7vJuj#x49Nxzni7~567NObPI}^#j2ZkY8 zZ@pioQ15PebnE?Qq@L_{b9F@B$;_1enV0>hETPQd!6!n9%#19p46Z3a#`DmJEcH-~ z&vO}Qk5D=64}&yrWg_(4izuKH*m;Qe?gCOCxBNWeMS~v5+}(14szv(IUejr`XJsJ)#IXvo?M;c?U=h1E3$VCe zoAqU>x;7iYa(HbvghlK++#q0CT@9@`u+g)m(=C^Y%#e7zZ2%{~A!k*mwy`9zN1V6R7(e(ZPLc|$N8d-Y+ zi!hBHgOKz|AN4nV>nIqGxO%)eD+EA^6Z-Txpu}Rr=WYj~GP6l4Y4)k6skoc)W6Gom zb^%n&B5Emz_Y*zyPCLg{5^nnj3m{gFn$&MUFB~bi+3O={b~9nJ(Y<9 z9C|1OjXp)ESI&3!s_w!&=Q|mF(dRCAqQzDnJAO25ygk!O!v(9RK?@rN0Yq)`u-jMr zjpOAqr;QB>7s&$1`hfRy7-qv(R3{ZFWPiNa=#rLtaAfkPet)D9*Dc#_VIt;q8KPN!dJwzRstwgnSd2~e>G#-4E&6BRy1PAh6dDqvNJVAc( z%-}lcw6HR@yzR4l`bSM2hu=Gt!;(jA)C|OdjNlMWSCaN=SAVYkaqojCg7uM=)+JeW zdCS2X{WpXMlMx;^rC*cM3}Ou$O^4OCN9UWJOTK3_#G`gqtCP?D z)y&0x9=)0F7{YTz9p(nlV{f3B)l}kWx4~DiD`f|HoV2jgwqfvVtIy!_?*=5TyX-7_ zLTJXmM8+chR9GxOGZPN6m3AE_2Oh54wY5%*9?FShNkL4#B(s!pXk9GJ|sep}*D~N?f zSiHt$-Wp6on#G1Q{iG9GK^;8Zu<;Ga{&u5nUrr5BIKMoTK1z}9D9v9dZ9DT?M+q~}S~FvKFa%jlqc$4EOB#}@n&0t<*^lOjCEO2I3Kia78niHh z(zFr$*(&<4R)i*6A$Qjv(+0GwWNLvT{&Zj8xledmWa?3r2~QYKN^W~=_=EH85U&K< z^_#DO)cSY%s%NbIA}6B-J*9{#Wi!~xCGiNhx!G%RCXC=TH@W}Ok=%~}k4|%e09yDf zsh7b5`7JuuO;i;|9Qzp|1Y)5kbN!qehQh-}H+A`a3HzIO!~)~nz{^&P`N$1txnocA zrG&{w%J)?4!v6M}epV4D7gLvVlI2DKdy#yG%<^q0Hmz`YezUvv6C%lCLX^tV)kZ;{VF>Rdk~T!Mn)z;FNjFs zy%m4hy2bphH6+WuKv^A!y6ODlpg)U=4NI6NVh|)v})Z!ZJj%OeK zebfrjNtnl!HX<&cigEU4#cY!ap^@rc9Bi%(ar0hu$bgco@y61H9cGikG#kyNF&Fer z=>;`c8lZ{s%!hVcg^^l?+T`wZkU&a=det?nZEfqO@`RT4QGbsT$_PU~?-1UzK!QVV z(s`KJowT&~s&x$9Ti*E{$YRoXlbfQ3M8HOq(#&HJbPZ|t@R=y8=XhaxEOIXW9viIY zDKNvcq@%~588k!*sXFZ-)KSp)pcL36s6Sw9b@y}0cL{TO)_-u|Eh=P>jGFe+1Zr_V z?z%MMUeo!?%_eJDRwVHTsGMLtNS$1vpX4+j9YG=AiPCeJBpXIhl)cKPm0J>}fQlAC zCT+`B+F|kCOkeE8svOwi9o)=2y}pUHGLuP2n4#G?=pH}E+D%jcEL)D~HF(m9)O%P& z+v4>_Byv`!6rmchFW_KC7VV{s$T>2woBny{*U;>DK(~sKkaXok7|{WswHeMsd_3V7H%Sv3|IN#B5vL$%7R+*B@ghgHX_vCvNW)XX#k4HF+Km7ds zPPs8HnJ_RXmLJal9}t#`wfjk0*B7uitUijVJZbyiqX8 z2@P)s7wx=dV&SeLDBKJAHR+?R0v}9QTy($l+ZXk`BpN%V9<)%edruOB2a8N^aQ)~v z`=rLt3b7};dL*Xz(qd9X>(OBplk@H+>?1G=r`c5$87;B4eCL;Z{Lz>rz*kt>UU_e~&GDrkBxBcI9(xsZ z7MVQGTFXJnQFBY=S)!6r0D3rq*5+F(yBhjtd|i7-%3-+Q-Q6}9Fi@qrMyy&R_|Uod zc0;y6h#TCB(WWP8Q#av}O3!0~pu#Gi$1671zxiH)*LK`nYA2hsFnK;{WOPG%yOr}! zKedZLXZ`QS8v_aLbqNIz!U{U;tfAt38{vkG3_m&ydS<^KM*0DJ2`#p}_F6cx;PQkv z;u^6(oc%y{1{()|7%8dYL)_;}!WG6eCjxxl^vz-->0$L3{zQ;yRlsj*8O*D~)UKms zd{v+E=D`QfdX6X04e6N}n|!J&|7^wlXDc|u??1<4{m-#B$bbu&IHgHQLhRj@?d}^t zM}xt%U3JSbY^y0Nufwn*k0saU9bcG3vjch>`o!OYmYRSfzfJ5yP5vni>zhut8>M1G z$~W`X)&9N?h`){o-dzLJQOS}Kg1m&lfDA3aaxt>#(ePW70laDLEOngwA2_E3V;Nf$ z6PnDF=1Bp^tv^U--0lSibeCMp&g{4{8qAa+SN&CHQbi`fjgg`;*pR)Wgp{F}#AdC< zKq^eU?p@~GNOXS-eLnJuk`b8B3*s&Yk}c%c!i=eh=cJU3CC%(1HLf%PAld$p$17}V zT>>dV*R4B*HXabF%;BXWeGZjDvXkS_Dm>j1f>L1A_tceiM~u~*p;;l+gh|AZVSLoD z-j&_~1XtS|x-5)HhE3SM6jRogkV!MP8P&0R)3$Tvx4R{@Irq%SIBwq~ot4|R2po{l zjxrIWq#O->Gx?r0tqor);>z~P+x(`LuWpmyM zA69@Tb9Dgsd6h-{NtG2H#$ZF^{(-|mRCPADUA}X5k%vEgWBp92ZysXN5S|wmA!mO> zV=j{pnO#hZF(Ke>7SRh3u|@L6K#6xt46tyiFsLyp&`xy75gv@}w!c3eL8D>sTNdvc)F2*42)1#;Xmrh>F^c`}0jBPD=HAc(t|Nz~+y zW4?+`j{2;u?@1w4=!Ip=@yw_9SVFt)=68(=BDIF@CV5C1`_@K?1-H}bv$g`rGW6c9 z;Sik3sm8CA+N&y~x{$AFgRq^04-o&{`YAB5PfSY<3@A+H-RYd2FY@Y@6U1!-Kj85p z*i_pt$=fPnn39&S@eZjRst6V+I!vx_bET73LDu@bCwCYgwFOm~P zQ3X4!j3upA8Yv+sv)W%~ ztdwS0Wn$s-)`YwSyO%!=B&s6 zH@EN~OjhCgMcNcF|Mxm5rPlzZ^n5J*N*$_!!(3ByFO!z}I~}b9SiKsDeJZHh#=FFb z35?|?(}l)G(ksN`KBW%l)cO!{u^RJ)ePsRi!TPmIX9FL)fluekgidOjLjxu$xk$+9 z$=Ncbo;bx}L;OIx`^3ZhV7?|lM6sZY*Xl{FaIdMh+wdR2p1gi^LH?WS?zqAvj|26* z;e41{ne%+^M2NmGN4D!3`fqBG} z6kFxH2Kt_udO_MHzJ^@Gz7`yqJ;k8Xb}#oNp2w^BHXqQH)N*OBX;Gu%##WHqTJVvi z$6K0|%8VHxDLNL2v6-k?t@%~`DD3co%4a?|QT<#Gj`gI;x2sY62m3fhkry;jI6AV{ zdrxId=|nVHYGl2B#`}op;CySTth$tyVNvxM0z2vmSw?J^j^vQBp{-AG6IHyv6MxzE zsBg33NY*XHsV+;?#YAtvB+YAc{fN^MwP^}n9WU~MRqZLyl-z7N65l{5=DGx*>^Y`(5QbT z-qR4ikVjm^`H^jHb2%l^@^w9{Vs-)%S>FMUPD;VHqPQ*?IM^@BM&Z{v{O&{fudt6ifId~`c zW%l5Uv*K59+o2s>4UQiyLn*NGX9uP)d&QYYx*O*W#QWTsHEVmJ+U&w9R$E8htMu75fA`^tH`lU5)G+rJL2juZA+^q)u4$ zxQ%KT`+yR2a=8u-PARF&yfjWz*01d22n`$h*1#ig-B&{855ym)sVvWPb45}v)Cw!t zltmqAWbL;L7b$Wd*?Ea+n!Zge%kTv>QhSrnc%L{0hlqrsd*VM|2^*~s7t+4kd-9a!w?S8BTdaErLE$yvW#uUYK`$8ZdUYZC~zq&gi8zwv(vq{3~8gtncukdP_G_s--L}lqF&AahZ zNPdl|!Q+WrCenlU(}@8Pmi+?%rD;ljb~Sl-=$@~=*yr{2AVf&yd+ZR)PR&siar5HG zFWj3|#LbwG6u%^H`3xFGhoidq>quAa513+&s+fi?(;A=n&$@_t{kTtzWE<~WRgi03 z_(}0Su-U{fv}rF;L(!-rwCUifdwSLEr1JFC*2bN4+bWk#0#O`L+waQ&vCkwD^`3bG zvGr^Ydp=qB-z4?!MYR7flKQ_C_2Or4bL|mz%Yz|&Zv8p50QQq6L}qbbdZx9=b9rRc z2g?HiB=%=vGP`T7NYCZ*0L0OcN;25aCkM#clKiH(XJ5p|>0v75^kiEa%6Pa9g-RW6 zKZNQXZp%VF54Yu@DTi(_!Ws5=Dpy@2u55MV;pnP4(Zo%vc<01TYIqQmCUrb0Ns}fX zjHF4M93W}YB}b67=#w{+w7|&GBrQhd=Ku*kvt9IU8O9IYx4juZpl&xXei$Tg6n(Ts z-;ynB&(KmNyOsQW;??zL__cG=W`}DKvSz1iP_ky1Yp{Py=>MC7{=WoCE|1MBitfv%CfpV!%LoWmh|54i0{R#LsyM>}T1VAjfdd%Pb zFHQabi=-Y1_%EV^zclsJ$=5GL_J0Wz{w}8fHvmk631IK?5Pc&CRrxz6eE08y`jqTL zueje*`t9Dhe`^mezHpR%uBo!K0pLbVwO4yMe0Subx3q?1!j7ZgpKaLtLqKVPUMA$~ znxu*1$O^}#(DsL99;;o&wnUY$GO-`@yNAkt9Y?(FmnPyES~8eB?ucp`&_3z@4$(F0 z7|VJib`IAbCbm*=$95q$#snUDB_=w4?>|End}+Lun!1?Ut2JNHnI<1!2!y_`u{khz z40|(sM`q258qU+|VPEHegyqYy-$mId;k$PuI>9^J%buyU4 z!FH#Piuuv`wF;(I@nP*sBruj$%2!%Aar_NAZhE}2>{YwYxLW6OXRl|}9ILcM$J7cw z1EnV8i;oW+&&})g!twgtm@1Wr#^R4cOHtaWPytns40DcOBil#@K?C$-s}taSO!_@Q z;I0IKX|(ZwTnx-EbNv-8cQ*Vl12X`8iKX2eYnZd?TSrq@nCpdoS;4yEh8O zN1#fMY@Es!sy~bk^lfFPAG5ti@sKn1<;W98#?SqMLM;8{^fZyX%Xh+K#R7eSCP?ut zpZ#07@}*-(JsUmAiK3g=libOvA9Dv18M0+WC{StCc>yA@$$LCS zMTOLripjB2n!D)&U^WDwC)$>xtplU-T zj=s+1rerZj*|HY3Z=J38d?o6Sq<5Xk+RNbx^qo68H*$7&hE%_3NM5(ztI}!PcF0x# z@JeuR8-)8&i~c9aYxF`z`GcSyWtX&)jl!4MUy8E@}NBKCbtZvk)nD;QG~o8%}3? zGd(0k17>NLPD?uvt{iytX8kq#> z@t=_;MHJsmClO$ZRoE@{d+{NwLec?qyHah4wp0C&g)`WaBpudn15D-besNE)-uUaD zy7K>*d-`8*>F)&TGMDgfTqN=@h*4Hidr0LEN4Z|E<+7JDOT1v%nu*-?Ow6VI8Njjoxf(g(;ZY37~lP0H@-kWZ$oKd3jv zw*g*otIm(V1&j-a46D7lo7cADkTTtsnDH<_U*S!mQ1f_s=75pAk2@ z7B&wXwtH)4?T)HE3fhZxbn2L}`9b!Lsppsn^`c}^B;sSqwXfVviAA;P8fLv*+%aq;EK*5_AX$~nLyJKkD$D}{i zDb*Z%{UW-Ffqtp`B*t(w>c?&CuuaH*Tm)vw#1FpcegqPKbwBsq|D*f4Us#mq_;?Z* zZvk;IG!!v0bT%}sX=$2mYD#Zvx^?ZtgQlLQHWsQGT3Ad{3L=pb7N_$nN{1r;MaN}k zadL97jnM0vw}ys4PUKV-9B3!6bslh^QUFK8xDAwnRZQ-34AvXw! z2ngn(#ZTgSJ1^4#tZ&on@tz9sGg@578+`DHig$PepGNXWA>OA6?*}VHFWj%h*uEQ} zcrlKr;P7C1nDB)=VN4ocmSB1rK}_7cA3Tus-Rqq7cnX>iR`B@4!t4zVJFgHX@w5J* zqtoJk`2Ok*H)DdUjJ~&t)>v%u1xhXvuF+^vR208|kAL@0U`j#wXp4>*{Y4m8@CzpwCb zb-t(2pI7)ooe#dM<6mz;cmuu}^!Ej(yo8r|VY0)b8|?-kP$3)PNnGDAQ3C`@LK#ng zeA~*DWq;sS(TYc4eB)*=RR-51TPvi~-w}1IB|I)hHL2 zCbeH%b%at~^Pcp~DyMzgzJd)vd6uDZlIEJ$)6cQq!@6CW z4+qwEOY2}ld>z|TXh&wX2a6H)PP50!d|}BPaTq(?xW_ns1S~0~=$?II9@Tc|LpFKl zBBr#E80lwu8}tRiMM2;aQWS!mD{*B_3nXhJoXc@l5c#w_Q|H`Zgb$40hO_?+PrSm( zcCnQu`th+X_J!mUO?t}3)>h}8$TPj`<@0e@EJA))=)SACs4y|Y=X!dvln(ZaH+?bKHge)x#i z_0Y*=x)~@2;r_tg<3c|x=;z$wjW{Jnc@cfc7B8~6?2!Vzx@N%7x7814_a%E!yh;k& z|KlnC`TcXR!j;CQ`um>C7M91#qx{v0CO!?9007@}GAkAjkL>)SO9`<4?oz+=ntS{F z*`+S>n*Z6Q{yh-*-K(0(@K^=FUbUX2Yi*#ZfsEMP$DsCIt`9tY8eaV@2XS?)_338= z;OXY*;82|;OWn6%;TK571ch^X5GK`Fp?bek-oR- zv&MJ5Uw38Ule$Tt3mjZF*6N2hOH(NV8*YDyiC)`GDMd+m6rp7>YxTSu+ojQRh+xEF zn6Z}JcC?(zaePHXhKuWnN#pLqq@B#sstS_~?q@XYXpOcJH^!zSqxMJ6Y)0k5NR*zP z1i*aHJ$mFfngVe_6<9l@>l1A6E-5j@7YwCjwa)Epo?M8Prr#ulw-DL z<)da)Xiw$(9Z>Dr!0c+#2y?2~R_C-;c3LT|fmme3VC>4z-D*qCjSS8<8SWnidE+bo z1RjN&>qMyM4YzIFE{>!IiCy@1#0UapsfU6IE6J?Hh<+*9nl_BTuO9F@jb zv=40&xbe?|JV`h`qp+Bz{m+@N&8ohcSHTJk+lt)ZW#lzRHv7;fflL2G zfuFI}p14(j82R^tRD_Wj;6F>}Z_+8w`%2cHxLM#blAIANh$CrpS;YKj=zPFk&YECN zi@-Hxx&l)_&Q~TZ4elmIJ zKMDYpv5TftcZg6P!sunc+uZ-p0+Bo)W4--uOaDI#kv(jf<@cF{;ml(0Gyg1b&iv2I zwa|>Z&10ak4&ojU9O$Dn7f*kbf;FdlZqQw>&1xB|#rhwab(mAWn1c*7Htj%EcRIxT zd#%iK+U{BbnZ>EYY48KH!{QWO0Jd;PCCFU$xf@n3rH2nXMv4I*AoF&;HVvR5$RQr)M0Qsk(|(7b|Rm zQ-|l->-o)dF>20MT|!ce6*j@Igmc^Ly`R6&7(ZJ@j5HPFZH3ssiEc0=%?19nn& zY~nB}RwYsxsfbw2j4N6A0dTQ)nRTVTSP_Q1%z&%P)Op>-3Hv${q^^D4BI?NXh=y_1 zKEJhu6saxN*D`Bt4pl2`F1d=NXSA}%1%L{D&%r$dF7#tGAdiCF?}IwlfB6nLcu6cW zEN@>uJ#RYE=hUok40{{vZD5|lh}nB`wd1 z`o{8a83-W#wDG`M{VcU|NMZO(} zx8~o37PY&&gl>zb1#ElXOB*rS*O7wGyV0XY=G=-f%})PA6Yu*=+$Lw=5>O3B7-IweB}or7a?>s3$i6iJ5_U9@0OeU4R7r&P5dp}s zqu~S~>}WIr5q315&=__!Y3zOeK>$4wAalmYu=>9J*#3tWU+7+|mdd^1_*0tI-a4B@ zm*b2QX6<~HWSZ5Xm=f<>tBLK$&I88vx)q9~j{RC>Jj3$Z`SAgvdxKgkVS7Wy^#v2u z2vM`py-_U$&+saH$ezcL7AkCS3NWrm+i9L2p&0hx89}s0iIQpdTVsq===S~m>fr-8 zxPh+78bzy2NwMZ@qejO2Yqwe(1lE{pXLq!wT9}gr*4SDNz7-?l?ycphw>I2gFH3TO&jt-F~i7qt0llBF+AKuF>W=6Jq2*Yqa%*XKmiC)j(v;oXEp{u%#jG{+dng z>S|w#pS1TtiwsO;&8gM9vKV7(gofN-^QuLjL_iH^A>iwR{BE@Z{J85x=f+(vXf0}@ zz%6;Iv#zohSR(aV$d)-kb=F(gg4TXPfsWV;pgQXhZh`60o<(nEQ=JXPw4jqzRYsLt zAZmx^4mW`Hgcd-O1t&g>zKg3@-)lSIz&)IWaN*kD_??S!1eX5QgYyZVRN56X!5n z#Em<6;|GOu<2+_J^PmlYoRs0iHp0hs4=A8os%@0Ra-I*{7=*}I{aBd=*ybo%4L$|J zdhX8MLQ-vqQL;{d!mspwes_)~FZi%ij)IS3n^I27REGjQ+ie<>8vTPZR%XGXK-9fJ z*RVh|=bSje9emhV6L?_Ji9sZ>G7Dt|lJy3sMq&M&|H4qbYn8rHo@`|nGjBD<_V({V2H&z3nifb-_HH~vFB-nMHxqWM0y^ZaF zdoDVFYWuqz1^C-a6lkjL=R?M4ui9iqski%USPdky0ugVrYV!lpg~6_cft$guMZW~jx#pTZsJCZNgTV~4ayVCmwrDv|?Y3lf7w95* zF@X9nfhu-fb3;yYICljKR2s#$4aMfLRu4MZ^-xvL6Ze_bpy6{Mf{%M{C6Bd%cW#{? zy$C60Wp0$GK%nyiM>aLvHp%YJ9qq6-@XejlM;yTx2&j(U3(GYaszpM-a$~Qn1>;&m zJ4G$#-jStu%5!2V<*AQ?ql0nnQLKm(AivWtKiD&XzT{n?XJBUpCzc)D)m6rdxS!cs z)D!F((%Bg38QO{B#0onE<9h2@5e`a`Xl?Q%W??OmniYim*hzaAE6*M5IgrcRSjLN0 zWNY<-8pXA~&VJ(5!MCy@-TRAH9r(g6Yas?qc)6zqXpo3O)$f5>_ZT zwwx8<##RU8Ha@eWB?|zNRl5aWb2)FVg%G(jt%YdnqeXGK1~-F9K;}!QJYOKLtWz@t zSKevPjh)D*I@+Kv*KTBkH1J~QSz!&SipU@1C2FdS`>(t`Bx7Mz1hC#59PR)QA_zy= znypGmPVGRZRvS0A63?q!pQ~D*XEh-=`Onqg8;EbXGnwefrTlhpy6ldb1$xUD{}l)&OREG*B{3;o-ET8 zW%EKX#|2&zeaW2ODbL?dNG`suNATHp+jiYfHXShf)aQ)$R>|Ex_T+(NN3GVfcYAnI zB%`BO2XY`lwwKJtcc;~tL(UA((kE;sJZGjI>DNCKt(*^6s7+7kO*RxwAfLzGL!8;I z#F)PA($$GK}$>u5ofhoSiJKXS1QXf7LqaA9*&E zx}JxSRgBbg2$!?xIp(($F4pl5VG2AVRtK+(tCI}_=HiPl+ow05QCCkDoDA;O-K8#C z{XFkD$3B$RT41%p-$y&xP^ypi;`P?gk%>KD<;nZF*Qw;Ty0KI8cEx&R(W)Y8{pEr5I({rc($W?x9%q(|*zsBiE zui9|{P#Le|vDqxut3+??)uD4WqY6GgL-I~MbCQc8+|d7=c1kcZKr*%M#3VtsUpoZL zRmsquk2b9=TqLrds;Dn`m8~}rF_K-6P>WyP`C|KwP@C6o$_gIWC#jn4S)jna>F^BN zuxY)z?o{0{r&BUd|5o?-b@eMu7I*yW%dr7=0ETjEclN4`xK~e*~kP zyq`vA5r`^#sVPe1_$ba_M;M4YUCL&}%_f(OFi|DW){ z?>GU^CA>=)pmKQ(%8K$K6%yu5Nm8vPOi0H3s9=C9@>ur-X!VTls{YA(i@)X`nXkKJbVQ%kq)u>)+7|3eNN1{#Wh`^8vwp9=m$7#>>jrzD z?dQ01cCESzE`VRMZr!0rq2AVR4@{!j{AT^Fy-u=HlmrP!zJdA=?clVj~HKHQ0ZK# ztAP|p8Z{~~yIpPW+4culy%d^=Ao=#SHf!&fQmoGdfq7$PDNbhcytxD|8p2}DVM^$SVd;xDsMFUTZcV z!n6G#wt(4^OTuR*<{^If=2`&8FWfy<#>CeNYx1abBj3jo!umYz4~p&yk32=pSZI)K+(fJ7R3mcAiKfRHT{aKB zmquN_p|(d`R%KqEcWm?glC!go#?pqXy1?$*0UycKtO^B+c2mn)2*=OY0etM?SMY`5 z1n)2U+x3>e`rF5~|FggS4r0g>;I&)_`&)0Een_Yh9kM8O%;=t9`5)q=b$(@TfbJS# zHms8`AjwAfa)PU?`Dx%Hu-tWh@c}8L{cS#U6X8tI+Zh7;JA^l*$fN!k@q#uQ$-zDuP>}O*Oc#_=P9~n&;kt!x8@^*YO z&!T!#=Ahfn%V%-&Bx^*XZmHiZ$Pe=+-@Z@cb;Xu>-y01&1|~^Qpw7WtX}n(a&bq;* zH7^`_W!QFjpQnazy?(FCWasCpqKH?WOUdT<*t}00aan1{?lnmC*){jQC#$;SPkp-v zo?N=ZcCR2iv5?~hf6KtE&|vFzs?g%HIJ26#2hGNtjWKXSkU9)Min2^`k2zeOI>mM?6NsP?7wc1`}&1cY%!mPN~F6W(0*^d@jTZkuX zqlLij%jf$h^>hk>Szi6qFKsSg;OduV7r>q+cLnR|6BhiNs_k>K? zT7ClL67S!1NK*iwUHP|)=59fYj7wWq?5UF(&iCeQtW51}uyJRxX*((;X-6KuL1R_P zX9$K}L^^E^AhSO&I?RhfGgUd~{yg0Mmc6>>w>xmQJYq~W54)didj-J-V4*eqeQcP$ z-%|qf3N!w&bjYvx$kq%bH@nobCgvpGyo9}FUP>^z4;62G3qUwM??xc+_)cRuI2Z|8N-0qG5QcGwBy#Bu#0 zAp|~vHGRe|*5*QWV^;V}nXMn5ioK5xB_H!2GrJ_VPs+04WS`X2i1S@XFUJ8K;gLCp zt}~~eD#^wEjPJ9*Q}*o9!Rtx8yK$xG%JYW^$9Z@hmU^zliCFpxXf8NHE)T!wxCoLcqO2b)rY*lYD@#m;%TQOAztXOBvY}?3P=;pV% zo`#iNT>tEsfI4*s8I z9*1hf^_I9juQC;8xO0H3+lU#=4RiEW=Ams&mYFekDrU)yEvo|2@2q%Chpn5z#8T)v z{#s<_K6fAGV%Jr9d*rc(9xY1+XAY`!*pDcbONwz5MPBN9XF#)-kO%9Q{c5b_5T(!_ zsnF1a{$vk5;=ux@n`YqPKm{KccTChY%=F8ull`y?=2g+l97c+kS&_rJJ*n`srqcZi z0GMXLm0oeYrQ8(?u@f>ysz(XAB+2hi1>Rjxv&Eyk5S&94+RMY^rT!WXXR|0YxmGlbl^{mUSwr%l_Qm0+dG%l{=-s@;H#&-*m{g6E@+w zSEf8dZdk#57oqULjRb7uJ~ul&6TzWPu;*08y5eFQj~m%W%$C1GQ833P8qcaIG~X>w z!XL{cE0%iTwM0Bv!+-dQ&VrvsJnEqDSy2n;9d0URP$h&tcOk6tuER>^Qvar+%lk_J z4g1d_czip|ISI8I7w@)coGO2QgkG{MAhnsx&3@>5Ky+Z6-NUFg{xD-TY0LLS|2D8n z^{IrMA-_hnc1Q?VXIL$memFBwfH^zcBjPDuIF`=10=c3Vickx?ZQXFn&Gx0ahlqQ! zI|T~~@sNSvmMBWO)BbBH?!tgGCv_R2@=)jpd#x$2ik=xKnBEZJ_w z?|_r1fOz?f6hG0OiK+gc*!cc}@yo+4&gD*SD|XMG?i5gNKI!t4E6Z<>?@|`SMiMM` zhQ~fpwr;uYGInyfewMPuK_$Wd_oN^zJCouM8sxY1mmQWFL2cQzRcvRk05)xHKb@+V zqC2hi<|^(@0@JW<4h)mTe^}FZ%V@S3_I6lmVKd4P4-J579gC7e{y?#oehdnJKw&mp z5~L%8PHHQO_A2RgZ8vJJgXu0L(WHD*g>wep?cyZYd2GSxn*e>~&+TrviodQ%KG*E? zneJ5w^PnoNG)1G$@0Cmerqk_C&hJkPM4LCqH)TDmJ}VX0q|qg;Nr>~ZH?{A3IR9#D zFfy;rseHmB)+b+Yt%<{Az4iJ>p6}vs4#%9n)|&JoC`@4nij{qbT>g|WQFTKs?r=il z!dFae^(ER76Y9gJ@QeaEgZl-648ofU9`lF#Q-c{zmCp#N3ExJ=z5+Cxn3UM_TfR$q zO(6#huTDt@R%bn17&zLOo}TY?-Mtc2CJD@Z@mzaI--Io2n zKwJP03gr9TU7xOIL5bI{|9M+sNayL#)Z<{_g#ptG^Z^~YMb5cut1a|#U zXLRI8lsC@!FXGMBxzd zh58%TUs(eAswZO#zTJ_E`-Zfd7)VX1JZ%zZ5&sSM3Dk4;<+HV0X$gxtiC3paL+?0= z9rO=-`K&TnUIHPBqHX3kwFvAy?TlKx4FWBPsvl%un(11R~m%I}aUl{}R5BjS|kz=xa{Hf4n6 zM_CKgd}&=WnlkOhqWLwtzJX2!vjGl)w+lNKn1rPBr(s(9>*+3rookE*3i}wFzwhAH zQSdv}k{!n;2ta>%HieziBPstWTu?Z*9TuG6jIL6)JK}P9G)I^|H#2rfBL%Z`TN$x&%1MYMyAhb`)1IXbzQ-xft)q=M@GJb-;xGYx@ehH=F#I{of>F$TvNj$ zhON%V0&)6}g0|;Z#T3WvY0ceKk=qFUxZV1!gBd;~F!CNGs8By%Y1zgX=w+bm9UgOJbD}qN z%4~;&t3a3Q4u>JBjG-M4zPh@;I~;Jr0)d7g!Dm5%`Fr=8cO8kJ!d_d52wmuCeYr@z7cIo&ZIOXL%Lve2S&hiEc-weT+pKLwplbvWwZvWwIT?@_gF2ppQv7Tm z%xAD-agr1oii`f6szUX6rK*&S@Klj*)NL=gt~dOOnd~>aFv;8rR_GM#H$P5+F3#WV zxTP|xJR1>%i$R zr(3tDJpMG0_$#W>V(jW?)#HOhN1gh0oB4#n1W(-9reiB=5kiqCqAu%3DYuHMm|&mo zS<7s^B1LYy20pIosfWasrlhbyswsrrHS#XAPA z7aqFyUs=Tp3<;|KmJvQWAM&zVuxzs%MDUkSRg08v+KWIu#@%AoXFC1U@Sl8Z$F|mM z-w9T1zh5M)e$h)!2^hbLJ`ymVsp(=^4XpN8i9ok=N}OhJq{0R0I7}aS=!~FGLCz}P zKJ`8&ioK;BH8XXMXk1#cemwu$dsmrKd8@l+V!~}z`7VFCrK}B09`+hyQcLX!uHBF| zOhusOMCq{(E3;B;hbvv6I52FoINwDne&~gKnW4Fx_@tV2YOx{8jbGR^U!7tN$e`Y~ zI$1t1ak`_8P;Q$s$!%K;2rAudo{`R7yraV!ozcv7&&Pe)9GpqM{a|&^cws9f@g4Q^ zj}SBIyoRlk^{!I+`85q0l1{YPZ0WFmK{VP|!-?@m{gDscv{VDM}?st!csIMjq zBY@Viy?ry|k&=WyGjtZSF>A`g?s!bowhh+!H10{sU(RKC=n#c|TrH-5A!8q%8}Mxu7!|%i00B*NTgiHxg#jq&5ee+pX1V* z`c)TiC28WknL0eiP!$-;Tj7)JwUR$yp}p3kYrF_W;%|^_AtTfxD1X}%uSZK8tzy$^ z{g>)0kn*z@W|D6rvuxmSmMi2dCw7Ih4Hzg$dcC!@!DuNp9Hb+^4Uk9E`K+?B*+=}#08 z5`1Wyk=AykB!Jm%WdyPuYaXT_Py-aPn`feu7(e>0BhM?>nki%W)Y#tkt9{yzj@OS2 z4N(yk%$b2rC51O$B;E{#H$AA9aX;*-dJ1yfZ3t!cAerk_JHghP(<##%U-S zixfRGJ&X{qDt~}GGAChxk4#6 zJcYv8D~)|2cipp*X(E6xddWLSu4G)RW0+t0C}V-&-B;wq^4qITuoE;_P>Q{D5B@o7 zFmqeyryxN;K8adAu?s{e<~d5$4!ApY+7=D_QXBjux>(0I%!hgsu;Hp6-OM(l2#-V3 zo?_1BPvojYfipIZyw$EavnD%_hkP$vXC`Ch4TC{UF4Bz6geo5e4uyf&?&!t zeTy1v9ev!Md)MFL8`VPE`*o{K*qdipZ+9%lGp=x~+wPP004w^nDD}6r_cx1|KVW%F zUr~D*tM*FSx?b3(=}_Sq*QmIXPc4_4<$k5oBCM(wGO z*7JQf4a(J#+H|Ls=b*}^_ivcQ`HiR6>kjkEnqB*~^@!y!<=GWpNT&5Q57*=f=z zsil}6>66mowB>p|6}pD)dQ1ZQUG3H$%qC4FBCU%4esw|qv~j37tE?JP%hD@97BwE{ zJgEmTSp1Rf{Oxb=S_*2Wr>Be3#b2`IM=Q35A60FX=F=()5f>paX_iFAK7Sxo(@*6Q zH%*Y1Fc))mygn_4`^0xkR_@2yW!yBHfr%j*xEb8kKgD=DVH^Y3AB<5w;dFA@;IhBv za-MEb{W+L?j=p^u+U@J@uxhpgBQI_eDWrJT=<2nD4A}(flNx116-$O)2Htmr_B${R zOf%yv@%sDUpGE~J_SW#~JFWtLdUMx$a~!NC-zrtMkt#n@Qcz{`(_3^GbwRCX44=ET%h&usjm`6`lXqcUZ z3Twt({dv;p=9^n51#ZMJE`BeSMT zsnn^k{@6nQfO~;jG56)1rYs6`sBTFn;Qr2AY6_C|;v33I`PzYjm4)m$8o$%mzig=5cV=a3({KAO$Q2^# ztZH1!w)Qq+KF}$RMx>G+;L=kHsjKX55&-7CG3`7B)`;fP`-La|1t)%e;F|66+a2xX zJ@}71`VA;}xc&fsA&OUh#t~_^kF+d7x_cvTj|=_z>e$5XPo;YUf_HrY5=qysPP4!6 z+5hHdqVN4|zAMw6-dE4M7)2<&QV391*zY#_kte=bvE`L?rKf|Vbi1m;sq&OpSebFU zCKcs$<*(!N{uE?7l7Jf3EW5GbQ#D;Q@3qyVoZ?g5;`R-IRX!T%n0uAk9WG;#E0R!{ zCl@KwXBOWVe;wuM>PSg_)Onw&kkT~@Jp5uVHKLhty^ojVwbcZ3DWpWXW7LYY%@Yc6 zj~x6^>bVu@9QE5#?pI_I`p%J7H^oJ8HPv4RBg}r-xUXR>Sd^LN0o0rL`SHYdDJ{QWu`f_a)`jmby zTQX1ZEncY>b+0Fmi!7Q|^NKT%2kmpm2W~hp_Xi2Bk8||6izNWOw5F=X*$rL^BSQzW zZ#ONAq*EIbB)@I5c?oQRD_c|R-L!1jMc^?I6dDxDI=X#n(++F`U^4-m0@!p`LZ*-_ zo9>wv-J<2iM5N`Se=jvH{k*xzehQC~abhl>hl1ZZHa^s0tfp;OkS?2u@eXLP4lK82 z6?F?zW~BDe^-^~R2z3~%g9D&<&I3Ku`;e>HCk(_6hbWN_0OGqtl3~kwwnGxThc5k# zr$~pf<_^j2^T1b-#OKy|h_W|cSnyFIwh(&vJW%;gvox`&F(Pm^=?O!LcLdw~?1XAx<2n^7cWUlD0@dXL zI1jx0&CsQu>7wK7qF@&yx-}ENhb|&si3s1P+0k!K6zU-U)&h6yJdpF72wl%a|0ZhR zLr?fk1V58l`~7b%DlN{#UH;b3m4`A9JRT+gd1MxTXtZ=i;Z&+^$ZVn~Cu%tFoKQys z*9uq2lv;x@KGEaJkpe^u@0@4x=EHjC500ApV;Ye~&Hp5@Ih_bU{7qaUV|=fb1fpTz zqw+{m)gpZ7O!E^)^M4~aC(@C?y#oAi5dk@GiA|gVPj$Q{?7|V(oB6lK97$&&EAE4= zx9+9Xs-;V$FB<}|@>$1%=@9w@_FL8%Kbp>lolkNFOgEHGb=XxbodD?LU;wX^4yFOtZ333_r5x_I+uBA`VG9h))*cOGYirSI)xy*$I;Gs z_P#vm)P(llzA`zS>m?TW)@tJz-P3VcaQltdtuUviS#cRGOKLLjAhp8lY8WGwH9ibn ztA3$$?=-?)3&0#CM$pA4jU3Dd3Y+faHZd=q>}~M7lGiNRz17!l71u9ZL43)0-=saJ zD=LE>J*#t)Vm|^Vwh#1lzkh8mOww6_4*_+Fb41M@84tVAf`xuh7_s4trP$hmNedJCt(X=C>PtWYGh3c2 zK)>VLTei?;V|+*a^_9|>GFL8`r{`BpZ#w|FqkUUt9W&AI%NP18CP)1ql?76I@65Gd zgZCkD!{YSr3O9UzzsPK|Jk20NDl%Cf+;(<+{47dC6tNvjn{?3n(J%P$*n$joLIb{r zN8kL*^z(Ox$bzO4WC5Xv+6;(xmkZl#)mT4O^R1MmcdzCstk=)hp1TqM0`w`rs^bbB z`SptG7sSag`|VTy331&14RLO9{c&U`{4(EP?=ImaieD;=yqll#=G?;@uijik7Cp1t z^WZtU=-E*9qq}VvLxs05a3zG5h!ZGvWlD zE%jT^DZAUE=^IsL$ZEwluR1Jr&<4zhYt=M;KUTZjkq}5D;d|C_5}PT9D?Wh)R zwkL<`BdfID_A(iOK9*!v^IxOw=A?$WOz16gq&CTqNiy$9a0SV)Huk`?S*KRZKJq{h zFoQNpM)~QyYA|X(%g65o{rAk?2G?F3h!**Yf8USFUy@O zFKq@{>sPFWq!{ZaCdWPTKS5?j??9i@4oDNF3mgW7?4jp8rW>C$W49vOBXSU18|dro z>C{fx5kxoB^V!MkotS&r$GpfhWaiCujrvH2X_T@{60F@W!jMiCh(E8KYbk5nh(1MT zD*4as)}+X5^%gm>6hjnLIuSeFKwR@Kl@2FP0xTuls0bmsZqXQTDXtrJ`QBaExJm~g zz15a4TcJhB<>w2A^)pk8292zK6(FtIMAlYFyxeUEmw6>>L_SWV6T{*2fXLXP_@c-&rJVu7df3OeUC5RGXUWVQyBRIB^YzMeiA4Sk{PA87 zAu9?^DY5ZEgy)`=a=UYSYR^yRA%K^zbbd>T=3OAHnx*h?P~nHO2#7s`){T*jpGN~^ z?Rm|y4yU$TecFuv6@}@SR=&!8{?&aIIvJBVf6C?0THn#QeXS!FK};@ zAFpZ$%&ifuM!Vms=$U~9zBuuxkjuCseG*JYb9$j=S3LG*dw-olc_h%++08*UcF&e< zQRo<#HCsG<%8#RO5rl^3o1TCAX5ecqnldePP&e3L&#pSSfbxF)N1n9j9(jAg!m$^O zY}dnMdyU2p#Cz$ggsa#^F3f;4FA;T z{gREl?Aw7KGbVI$${bvervwtyj5zqER=sbD9zMBUn%6n{{UzM~|6;Wgh8AmFx_8#xqrRy~RNOdjf`fIo+dcVoaeqi|!f z?5!7AWZCE!D1&!W2s=;uDY!L+aS-v>Y+Pa{)$$GBk9q|xPWmPgkH9eLiCqu+ln>QN z(}uH09*>~gLtseaOK2cF^^Hh=+v*ck(Zul6q0|&Vy=8t;(z%N8VX0BMZ2-77sEE_~ ze7QyZ=i}2Dtc}uA`h@&J#+>x%8|ycz(f5tZVWFg7o%Mq%O)8NFu%*EWFmQWG!9WUQ~K&CP-{VD(=DwpEj}a$d7c5 z?C8K2PP^al?H79@J( zE6q@!3Vv*t#ADq}Pyt3A1}l=4MxEDU(y_gj(3q*@)F!**@h3E>)6)UGK*?yg^vbfM zAD=WL9~l$s)SZ5%fWPm9V!U!d;73G?cvL{IH}&SUx@Gnid)a^lD-!I?(iFVxJztIka>krsY_yhzy zp=n@!;3a%m^fBOeHS66~8Lyr%hIyr`V#>)d`mkruhP;jP!-y__{6vyXG(84m0FrA8acYJ*@urZd%NTa7B z9Zvy%g=`R z_Eb8$pp!Z*XjGL!N2wvrgywVu8xuxv_UBHDh>Fo%TW{QlI53B2r8?o7lTp^w)r|{U zK8}nI*K9b9HFJO3MdLz1AY(46`vJaTO4>;;6RA0$I`5T}wnb8#kFNo<8I*3DOAb}g zNC10s7zNO3Xb7u{W(_08HfyR)VsN@%@-&#M`RYs@AetcWKfk+|%lm z>J+pz!)W>LL{+PAEbSES80{EI2N!~tXV@$QHp@24P_PAojRR~F6)c}aw-q^WZ+>Zd z!e;?Ft&YecaA(l35iCBf@5xv{10J8-ox$_#m^))#20VuT847(n5%FQu_UPu@7^V1` z`im>S{^|rz>Ff;T=g#2&HSl04G-GGr{iB;7cLpMW;3>q;h>%@fzeYxJXGHCc&h%Xvijo~oJH;HlWKynfpjVV*}nvUhc5AGE~QN5~1!eG1|1 zYWz4yGxQ+ zH|o@HB7R+r@$ViU-Kdj)_rUk+!ms|_gF76GOKg3~>*#{DHNSg6SLC+}hDQfiTK8>z zv|wj`%Q_aNFuvQ$y7`GS&_5R7bLP*xGtq);CZ3_Zk$-o9=T|>mT=^iWZU+$x=_emn zGAe4mEnEKLNP#)HNO;u5v%p&t_D>NVYW2eAShCooavN=d(DbSQ!pP@PXk@^D8!y@q zXnIDa7Dc_(aq);yukLq0yL_j58eY7VCI5Lfo0TPBy1@${c2y#-Orn!(3v8GTm~A#s zachh8bN8Tkfeno7Y)>eTZ+i$ne+WfysrP03liOo!{Tvo4@uZ+7%w*hh?k0S`r~eB> zRjA@xX>WU(^+vj?Psav6`+0PW!7Okz>;UWDDz>#ca4NB^h4IvE?JsRMD%YjNW%Whe zYGko?oQe0vg;6h((5cf%}FgJubhs2SJQ|3_2YAG{(9=Z^i-^yD9EOO!s3oRIx z2^jyhxI*``Wpx@ItpAaRQ`|<==vyFQD4ETViL+p&QmyiV&N(YfcV?=588&U)*(4zu zhhGmE*dz;fFG%L4Jc^{&JE^2A8_b6(&DjuHPKSL5gKBAi4KT@4G9+4o;@aHSa#r#J z9TX9SLG^t_NlyVz0c$?ARiDC^PbJ9(3{f2!8YX?r8Op}~=%3M=)P6X*md{MxHyPN? zGImMLhkjmGs&N{e-AtZ_5!Hs)1EQ?*#AHZRDsMg$3b!g*R)%28zM6H@x6hRpx?#Y(xg=YfLBUEMt_BP^&4xB!B zGV!`Raey%OuvwB+Xtw=o*@sm4K`hW7QQIivd8I0Pe5-^}-q;tH?t;{58OaK?ACC`G z#>X3UV*Buq%+dMXjE;b^oIbG1oT1ga()etGVN!(!ViZ<}*FJj?L6n;u@BGo_jAS(> ze+Gyvcw%z;bW1-qKZ~wXy|^*loL)#|^PeAh?*jUnfnPx$vHt|=D>1+Q%s+$l9uNKv zfiPTui2d4u*8gh<8h#1ffu?iM_D>FfyW7T}MBE%~g>5X3pX_VdD|KBt^dq2X8?Eo$ z?dcqI%+v1Xb$_|6>jw9w>)+^mv^ys^9J;O)F-SU%@TO;Y*96sixlhy zyy*<{Ec6*E6b$NQ1SM`-^^o4N&iS;31jGJfNB7Jy9@BY7XK2k7L{7zF50TXc{i>;?CM61i zJlW90)Nexr8f0d7*bmrhzXD>WKWGaCKS@tIVSdB|LhKR;SM#!zK$Uh z4sJo~Owj7ZB6_*I5Tcgmr1uMn*+>hZ&N2cU<~poQ)Kz;W z@|f-{)pI$|{)tt;GN2SH*=~V1oJ*9a7CkOLj1U|ucV?+HJjk=}-<{kqX|AvzXd9HjXq7~?s*(U;tlQ1q(L zvrh~5SRiuj0>N&NIW|~4@#pQ~dMnDTzeI~?YW=};2;M&I^8`}~7J4A`X*snjG)Fe1^Q%iV>@pgYJ!co;+}~u- z-!coXfaf3Je!2&#jr$A0{dwn`bIYHWbvR0fcuIiCtKFi}$7Rf67~H*<0>)j2|Fo#y1f%hYLcsdahE$$_iialojFek8|+KhkZm*gQVUnCv+#*I7M90@3A>9$ zXy^L`9glt=N;x|64ZoKVqUyI5q4s* z`@V6$Lhqo#^1+cpWc2%sXEWAHs3-0?Q7Mx|y|X@-Vmh4*b@H`y8rR=BUl7udAoRXi z)ksM2(|DcHNxTM7HjC^{AIbH+LCV@YzWn5B4n&HY&&7!YTpcl>$5 zzFE|ahoee%pf5hz;^BiAQ))g&YC# zkIl{p_0G;0pLiQsWBka0`Y?aJV`eVtR*hmYwlCP)w}7r)GsLmQjj76-(!G zPBI^Q&&(|kq>(l#OG*ae)KB^2-9Og04d9w(U%Z1t2>p)YJ`_F1`yt=j)v8VuEYJm? z4zQND=r+AP+?K61Gd^zW;QTHUgUeiN*Gz{JxanQxz%1 z+unFFPL;!0ImxeykWW*Q%3Lnz?X9#@6=2poRKJMOElkF5A`wN3{H@aIAVNq11RGw$VF;sr-@Z2oJloh{f%y3M>#X%=igkcnJ-;oaBN1z&Q z^T%chWMiJaU1wX$N@>6YZ-c5TCTM_aEg!%(OUp1GRqI#uWws`10?@+{*4Dk1HP*({ zWn)(-+=ESd)vXBEv-~8FNp0i##4dT+!uf7sW4d_yA_)^L;byvW%fM#&={;KJyAgD622Ew|myQzHE{|4s%8%4sxd5JJ2TtWY+~Uri+)}##q4%?i%2$WWg@A{NzaHb_z6fc>PG`4r zlY-L;Un~4^R%|TAJkHxF|2<>r%>!s!62e;N4JK-ST)Ua zwYbn{0r=zILipo9{ZBzEKvjPQ7`K@+2Jh_G<j|oJYhxV4*#|nudb2Mr$`>NH+eA59ZKvk9uUdYRz<&_3|lVt>4lq5tb$q z*Q5kNQ@yYj)zb`fmnBHG>(WUA(EV^Evst8Ov)&xWY=qMRIS6aYpb)*WWsFX$(ucwT2#Iz0`qu`+VCVe2ynbG3I%V zPb*mRFPQY_MtYq)9~w?Ble4m?MQv(kum~S(HD_pHn>}~zAqQAngpf@gUg5PE-c^2C zZe~5512$}H$9~Sc3b*Flhz1V_ZS7$9bhh94DfF->z3QUUcBk`iG-h++zT4Urrt+>v zS&*9_!zv{fPB)9>l?K&F0=Q?UDi4Y(D# zxGtQ7y*6IwK%V7frN!1|2U9tNewvUUkexYMBV0UNRmK@m9yFqk-Leb7fHF2nP(Eue z9F%OFx*N)?1zDtN@7Ll*yVli`Z0!K{zd7^EE?R=qAdViqA1u%PVqqXV6L)w~8pDH@ z*sv!nE}8}xat8&~0e%NJ{sQ$g=1S)da;pPYPA@V*HH~-Ugf|8_fKT-eK{Ku1N#cHD8`sFvyMR-RC3SEOui=4s6oG{6awmSG;Eq>;YI^rHy?_*5B z|D_@wRFVFFs0bWh1W-t_)vnsJ-*%B8;5CclhVn2gzzfIvmxdd)u>V^@dGrIaK6!`} zzL$9syzip8gA^A)?%3E3q+9M>-5F z!Y^3#*KRC-BnfXs)=39L_JcR3^e*BqKw(iSxK?=QZd&dPcHhVRbkVuLYT#$tHff%C zja0to^a0X{iNkHKm%)6~nBVwawh`Y^HkVZ4)?V= zFyhOHaake|`Ac|hISBHi!<4R>=#(WaPh&TpKp(SWEa=5wH6gT2M%sYnXscj)@sZY zMs7N1u#!KLzTdIz)GE!aIe}$kGa{R0y&sK=trbkwwrALIfhKH$iw9M9x#j?9 zER0nw`Y~TVCV*B3mtEg5iZGGqByuxbz-Q=6cz~!Ml&q?3(XVRR)4pS~Zasazedb@M zdBA%Ec=9hMDd0n#A~)keW;_Ne>l;{K{&m_)Om@yn_Sb2eYf;hqonK69OX?eNKmMf% z4pap5ufas{N@B3T6oEb{Dw38qu>x(LB4}o`7VYcYor{XxHNysX8FMCp4>dJdgp)PE z1@LSY|Icx-KG5bZoOsBi#cR!#z9)UhfUrOzpcxeQ6DvQU#iPYveRy#QRCvfZqZBl4 z4&Wo_4_Zc2m#rPi^I*xIbgpxtB_eWyhJEM$r~c1j^5A-f|1A^vmvS_hq9U5s|4=T- z9JK0v|5IocC=@i_{}c+jUsS}Os_P0`ulBm)I{J><=dmB<7B6^+`U(3<`YDjt z!L?ccpTla)z*Pj+|Hn-IKu?w(l>yy{mbf3>7~WuHoEZep87=H5ym1Gdf!xL!C(KLPNmA%W{iT0cD#TZad2@d@zR+qo8&;95C@ zi(klXvl|Dh1*n30!Cr2jSoD0m2f7dRI{!u7J5b!W|BpC%;EH;A6x}~t$#`b z#L8X3r`mogVURS#Cj21HfIlTx%oocxdEAZInvs+C*iByvs6>6Ox>KNN?ILo`9olt& zOBHb9C9Q%b1=fIVoO#g7NG-iEaGvJB6j-~?lnzmaEPX#`B^$K$GyFwktq1zq36vm& zdKb>5u^J)U(E!t#wz)=P{j6mJ1M9%bT^O6q#H=;5XWaSO4^JDOj^p&Y$k)oDev~_s za*>&t_H+SLjEtnb<@af9cWbAPOsYTX8ZD~Pu;FVB)|{#9L1iuHWxs}y5)VyCJm}S3 zRL?HJn;&rwKi2E7=gzM_6GrAO=?a5z5&{DQpgn=eqW6fjQhwozYd$~1F3m-wT-(f_y7Je#08bd-#W8uE` z+e}mRkIo#db2rXVdjTMoO3ljdw;eTv4kGxqf{bs^_avEWt($eAx)86F1oDtZk^Rpu zr>G;k>T_&HUupGOcaQf=Ir1VA-2&FQo6gy9s!%#}OR0v*gX6LcYijDY7+lkps;?5Fd57mKYG=@oj0@%T=Ce2at|lwF6%&J+;0()0(ML zdt>~s$W}&OUO--$W3K-KhueMwL&D>q66#Zm+=i4JnZ}WK7DMmw&uK(a_3pV6LKaqz z41RJlZ2B@5-*6KuJ)icpqJxU=CKy%@>eQT3S#>V#HAPWpvMBWsdwkaR`Uh#uBlb1I zs!J?^X|WcD24e2S68FAR4|YELHfhiS+5}yehz~a+_@1)*Mn&F`srS;@~{+;<_kd-3o>H75xJ%Xs@4ofF~Cnft9#pq>846)T; ztm=*1cdR+~oE?T)nq2uZF}K(fQK9BRK!(+jM)u6w4p_f+HQb1DaG-=b$Q$1F)p>fpr zaIMiCpk9KsNUlpCEjZ(L4P*AmbRk8_*wwd7s140JNA39Gc$dKF*LE|CO0FoMPF2?| z(11}RhTf}BQ1hz-d?>G}mDKjEpm|UDB(@A6tw&V3|M?uP{y@WE;Pak)9qKC|mx2%r zJ&EJM<(k#BafwZ3+0ajy4fzg+^Qb>Xg0OD%_Emc4o>#s{8jo{eo|fzhOO`m@ z+w}U?>k=tZWS-niUZ=YEH}WStqkD480Y8#*G-yfR@1+MEM-4rk0e41*R7jeyo9J{P zlX8*#?}DZ74H^p(~vxptwmQKCvqs3OVL}cTyHgNwmQ#rwN;ee z0q#X=eru$0?jEgW^=%xGgY#*vxVCI{DA|{;-5q?Qp=tF)r&NPSOn1mm&Q-mlBeOFt zHM3x?pEk|#&#C8o#<;BQeDuj+M5|mtodl)%jd0~)uEdP1o#3tof~&_w*p!lVOuMqW zEpKj9MCHQ5tCcmQPQ#^sD^y8=ll!dsHgNl4sE4q$dPqy!Ily{8lOj5_;$KP`zJ%)?@>@YEX-8Hm5`Ii3rMjn(dWlsFcX0E?uCt^P zB1$~HEa1*;AO^c&XZVF+zj8LJ@~%@Z#-L{}E}=Y@-dp)pQhg)uQc9|Sq;{yX+rY;$ z7hO&RIcG0CG;a*8{z9vN0b%0&%II@OFdVM!^5pYx}O z85NaiGE~VQe5V5?Vu>B^($}H10laxfk9se~aqN@WTJV(82Jy8QL>riq_3G(SD=8&q za79UoJkfkTF2ULgZxQcrM|G&v#hsEgwHMab{Gi^|sc!0ja!A?*nKU~60hU0UiJu+x zZ0RkTP^!E)JU+dccT{^3xS8m5VVCs@AMUM-gnPPf_XA!RGH!KR+PbSC`-6`<<=^=+ zhlM@wY2G+Vwsu=7A0`4712^nmm@g=izQopO7~>XN(S)3#7yhTHLzJw|ss**upc(aM z8m%s?&~o7zakVGRRBTzOf?EqU5lZglv9{Dpw_cEPntzbe4(o1J*LyEn^T?ARpl!W( zN+6XpxzGQF^_7`-omvl{F>WirTIcfbH7fZd>i$-|oNHO0)93|YRJr!GQlcq$dg^7P z6|V#LJ7fr+Tu*XR0r+F}%{{skNx`CPO44ftggp2`%4}X*>^h~5!{1W`l}EK5sZYA= z+u23zT11aEBFSe-ki^bDmGxyyVf*7>hojc^3I{$6C3`B=73=Zc_dHf8*8A<~0TDOJ z;Wz>HO_q71nG_u06DctqKTcMA8Zg$EMAE8@+Ps$2jRP|Py|C_un zDy!~_F2VA6z>9Ww(X<&T>_TEEJr5bB{%7=Rh038bpU#!^-VEQLNPjEOv3_vLKM8(N z+TQ$Cp=&htHC5w;6kbvwF!MgA<2Kj8B`ZcpD*d%2KK%wCP{)CeTKp7w4;Lhl)k{}? zw1^>n88(Bt_oykesxO)PzO@+|6U$8yB>(9LkpJ=!@oMap!Z^ROoF0%S`u8&LKCRSF zkUCD&?WDSjRaxsiB^O6(P_x#a==~|@Wn0DM>Y#r_zQwm!*Gq)<-*W1FYct{+2i5>C zs3hhX)Ysexj)q7pUlni${Ynk}EM82hL!Bp5T|jKN0(GKXdi}N1N1eOKUR}b9N8~Bu z>WcO`;!#ZIz-9CGzJLXPAEVV(wa0}-h1x4MBQ;7W4YiAMTXjr6!gg=t>yWW!D@v*u zi9_9;7PJzdOFvLTTGk>in|1H1KNi~2DQN9FDmVdzK8jc0e15*RTtxlc?oC$ThgND4 zj395mwd`bvDegBsN3-~U#JzW1Q(4xOpt0Em$lZl*4lfmz$in{vgJ5vhRv*>J{_Y8b#e2KKPTMO^WyxAfI~2wmNuFqb>M@% zoUUjfQKTqSrs2lWd1pk3m3lfQ&C^0x;2U90*K_DkTw3zB;9#uU7T~e$t_qh^Bwj1< z2m?g6;Kwzm^;QJ9(xO^K6CUtNIl`M|wZD^afG z#141)vQ`|K51$-)HP|_amh$~JBe`8H2oi>Q9~|jUEw`J^vSEoNsnnjMbiO?wakAzM zl66(|_`W;BluhD#`d_1QGh&37h9>9S+A{s~rbhLrpC#uwdv%8qg{@z&%fhL5x+$hy_!}O3?>teqqdjz;O1e*Fw;1-;LcbI7D z?g@3}Ej)U5*Dm;GmkXB?x~*eS+@I;J`d!fctdm}2G6(2LLa zR}KV>TYJ-Dkh6JvCjomYrQxziHh3}xj9>1 z-nE*ocAM;oa;tMx$7<)E$V;-3SfKCbSoOSh1wWS+(=gP}`?d;uGrRPHf0^O_DG?rz znp6sVSf!)I56KIFG|9I2xl60-8FX43_3Z-KPLGppo>#&>>I5a2kM;@f920T1p99T1 zDUV^O&o?x}&xKUco;mH>0Ub*;jCf4_Bn30b$7pD6LrtBKs!b6=Y-VIi?kC=kfN>K! zC+L&oZ?2jrXA(LFCCBEW{ztJh$%-ilvA8zdc>^xWc&@@NlT;XK^HN&txp3UxaX8RE zO5Ihqi0{n-d$kcHBpO%j99emA?!b`#>IvJ)d&5mQ=xXWp1?lc^&@icb@VK9*~k8LPP!ev8( z#;@cb5OrS=UqUWtbOc zyHMXI3q5OuE4MX@BDNK0HVZ4cRmWdelS5mKCcGw${=T5@R@GEo+TfrQ2?vU1ZD81r z(;q(m><|&6Q=g#qOz~ACe)t%Bc8=`k*{_yuF_1wkW zt<8udb#EyTQxNmYGNID#4U}wQPpX;bs*yq9dd;K5uc%9`!NOsLuE)=`_>&Cs>vQP1i}reRHhEo;Z;iGa6sfjv;n`b1)_L!}kY{hC0#9P~lgFc8pTAyFphYv8-Vqhw zIeLOWftjGq53t^K0jR);dkvdq8djbf*4KM4JY~EIzslT+rdH8{h&76!v3;IZo0MGqm--!^cyR(iS~)Gshw!?jK$a?zr6u>R<2Ui#2zi= z>dzt?DEf$G{@s8Zo!!a;U&_;ART9eW;f!T2p03AvjHRgqpVbtznq3C~(;Jjt*01V55Xv5Nz;tR(5vl920axLrgd|Dr?Jk&pzsZxxe3NjD7iGGjCga zi-da0!TW}uzy3k|z_vkTNeAUy4SKmK0vD4EidbX+#a2l}Qf zggoSB9iAcqxuJpzj324GA}l4k`-|IdhrW+)5vSGr#cp3eG&5&UcdiWAL0!1a`6_#B zbj7)BZ?KY;4ecSlFa$Zk59K^YVqlA3nKqQF;Zva}Yk=?47{|dKGVhn~hhb@Dz67wl z*(>2o*`pSoQdbQPK?>am>Aw6i$c#5q1=Z9Safy-%hJu_widyvF##2VYhdSha`(tfH zOgK=B#|)Qr=g5yk4M-RrS;efXz#4^FA5%!|sj>ZGe>a3b&9C?FV!X=?aZ% z&JeW}DjdocU+?M>^bcSP9L_oy5o{Lf@YJK+V`WgsXe^)O>bJbpswY}-6wrco4v%Ha!SQ_sZH7bz1IF@|i^w^YSB4bE9c>%TbQSTF~c3gM=H>%>Y zSE`LJ*F%hZ0MV+#as}3^PL-t%!OsUDNv6ZSwBvGgdc%^#iF-2t zo4cEuKbCd({q?1gq0Ae5BQtnwLGfzGqwR%VYR_`6Q#sMadZeWOlPZCp6FDXH&tN`d zsQC*o`NMWb;c~uSHaS-z(p@2o_+8_e(^Y{tiGe`OT8M#kj5F>_fj7 zFHO;t4J8))Illeph})Hx#_V(`q57NhUc^6Dh)lvxOctxbZ;DC3UzQgcJ6A2gxQytT z|M)Xh4jE-oRGmlR_$?!G2PH{c5tHHuMwp3cg%_ieyY^R<`-mmx-Yk$WLMXFegq1r) z_WwffIch(l^ecd3aEzsNU0?!h2sSegp(O(0;WdzA>U)*7Ix-Cd%=89Bkp`_l8R z2fccKgXKV{78qMOvdZ7K^ZRl?TIZ?tzv*6+3Q*)0&F%6iZtN^3OmcQ|y`L6KG)XS6 z+$%>!Do{&@r5i9~Pbx*E8Kpd^$k6;CEf-&7 z0zo}al*(xJzCDFW52Sd!&uNu)V!tIKI}5V~-qN*#_>Ya}h&4mLvd@Z1)GVE%{@C_g zJG91vM8*-r>nWtfpiNYHI6kytIi)ls%|#4eFo0rFX_X8q!@DR(X4s2}?ewr~eIY@! z!2GMO;L#^r8?hrJv@eEj_ZqHiO;qyYa>)HC=5I>es>!*rRuS*wLTT}tU0vQHjiNhI z@>=z6!qV~zzM>J8@lHk6PseSZ@%jr7Cmhi-Ox>vtmB&Jy3a@tqZ$k&A_ce zo)^;saVy4h_aJrnrfJe+DUrdbT`R>alwu6WVXS}pjwqcLVqiM>D!@hiAOx07qTgFR3eoa5B6vIq|D1RR)7p5s7E`+G8k4leWV1Wa+XN2yl0CwUO}& zZ={ZqFH--UgGY(yOIwHb`*w1c9j17NDHUbH>f~H~IUJ`tP9;=(e-u8xgmIPt%?R&} z%ELC1NopRH&yt(f@2{kANKQV6d-f`U?y2`y>PCl*Cc;~?iWyWjEzz6IuZ2FK^5Z54Gb8-@sYe#58G$#e^||LCY{Iz+HG}!? z5KW&6{~%?;DJ}2G0>R#XOhXJ~g(o&*+`_NAd zk;fzOoK*WVOoF4oSfD}h+N-d9SD7|<&i?imddtJ$PEv^d0}SxVUT;hBSY5I8A@PYO zo%!XUQDU0r6?3saq5q$x_F>T!3yUe)(BZaD1JQrK( z<03LMI}*qmPr<*GE_)2Qj-6b_6Hpg270irBMWH!kg?v7uX{9oJ`9*n9SgiHbF<-G$0$jiHO75L%4@G}O<)^z| z07(n_=CLquseq2LVvS2n(Gd9*3y}}nX_}*cqajanM+IO)FoePg};L4b%@zz(OoF?5n31_z5^Ah%f7!laaf7kt zl}izYlLvhXoR`}8aL1})=%mSbacLIN013TeG*(!00a+|o%r?h4BZ>^fC?Q#FmH7|E zQ^g?9yQg+&|7Ix%L?X0V2joYaWx-+Jz8z6u%Jxw0o5|yFI#8YFFe@JnLX% z#V?Ff(PGE`b6XnG`58`f@OpUN$Kexh6LG%YJ2{8ChcDY6V5o)5zF)p2rw*vMhHQ5i zv}jId+_EU3e3P6q&PVB}J1%&rqjzT+dN^Dq;)l~6=ttv)#hOF(m+iO#+_I_T>TyzI zdgJhm4K(@Ci1@9EYixqIn9U3h#*#yZ>OUP4+WGkRCj5)Kn~Lb$T>8GTGuQ2!P}hH{ zHA1F3AR^TdC8!+|_ZK6D!T>q~A33Tcf7)M!ac@FmDdpfR5{g!_jd9#p3`4ijvT9tg z=cP=K97OZ@k7I;e7zljoQ%K{3Hvwq7^IvZS`y5t4 z9Z3|PzVq|*7uBCPxisoDSH>MkUa!xAqT$SMJ@Gl zEpP$j1=A_^B%{Uf*;<<5Hw+3FRTyRqHGJBXqV7z{Ny;_Uv9u!Mc0LkW>aXjyL9Y$pwjWhP}0JYXU!qD)3pbyNpC}O55Lz! zGlVQ`_)5=Uk6|^PnFR>~hQnZYz`2;kR-b&prv%G*!P+_~2x7l;MAq4!=E!>Ix|0xG z&bi=`5ERNp21;x4;l01V<(32&TBd@E`-7-ctdf@Otnw(diE2&_z5U1ZoCPw9ij3a# zNeFs!wpK?MS><8XQ^-C63{F?3iKK>I&7Y$f+$+=zk9(beMh4Tm_8X@tqa5w+bNpZ|JUM^HfM)~|~jL5rq^mwpYy$&+-;81<8y2P7p zrsMu%{;@;XY`4!__c_zzg?)!7WSVq2P)(r7PEF)he0`-$rDBy%(V&#z&MsdEW%B7r z+51xNUEryR=W+;l4({AXWyrepv><_d8DVg(ZMaMnh0|o=WxU%r;=(SsZMZ7f^pnko z^B-tZor8mKCAGE8l%_$#mWT?|Zt{8$S2K)PMt0%0K+Fv9okii zKbom{0V7y z_fTa|QSbFNFmyQZ#*~N1JCwqQlLtQ|X+tV|cd=f?sW0i-4L@>-0FVsmyxz8@+(&Q` zb)r&ZdSb4VC(*dgyt96JXVrpicOS}_r2(%$rArEE3DJj{0}j`%`u&`{UTMhHe%xdz z1ATF>PDi~s9iqist>205AL;PX_1%K&r`pG6(4zuhcwKd(=6cX^u&+G)i2ch z;boCpZ;liF&#{C7s(>LM%N!dqi)ppt6Hd{b43BrB!#fVF`8`8E-Xy!BDayuK&<4oN@r z<;U1i7;3jfD4fw`by_j=4&-)%;!I47`r`K0h)LdO5fW|~oW_m!8qQL5wv5yV{y;|J zZw-=<0z;{69=1PyWvW>S>g_M`4b@0OB)^U5HM!z;Y(kQ+8s5KrR!qXzPW_9Q)c*3Z z%yUnhg4#qrPH`BL+$Z;cA1iyT7IjkbzFIwgJ4)}Vj_>ayHrvAG<=s`|(V+$Yk%gam zMV}RXBQavfh?qR9U2YI^dunO6fvhU-QGkm*gq8XPJky)vT>3%AbC8HBCCV~}+U z^AP@{$^D*$lZUFIoLg0JzKrs4<5xK=>o zN^&#?p~4Bf8QJ=>;IA5%|<{dM|9TJd|U=UC51}*?&=!|K>o>WV?*pTGrMb{Q!WP#iDyc$?sI zWAM4DhvcE;Haj{?TNmlrCHZp6DcS}1mdN1lyIL+rmlW5%Og{Ymgr{L=tpKS;h&{&F?w6`|}?#z;^oPtrc?Z zWy4g;l}PEI%d_v8q(WTE(wdSCfVVIVhmJ0rj@if^yM5($5CSix7n6YT#N8=yxL_NX=XN2MlooV_or%#l8m zSL{~0A9*U4Gf-mZ5zq}3<}cKxAv2@w}DD>`cy5T&;$ZZK?sWrMZhzYx|5_R z)=AAallvM{L;cg~(#$zT#G=V{#@(|!WeRpYasgqo5``;PTe}52W)2`nc1<5q5%Q0h zlDS{;@HtH?2pm^!OA@%}@;uVQBM=jr&EoA&w<#B3&N}T*pL9+#ULW|)T0coGHw0Wr zp?P(f1AY1w0Z3gIEtYArbKqM~{W{}CUlH@9*d{iDBUEg?VBJ$yHnjbt}{)`^W z3*MD_<0$2?Z3~}OeXLgL=lMYOP3|B=B?SfJxxZmM@(@wHM z!8HQE{(4z=A_?Pb@OVoTJaZ0ZDT`+rc$URxQfoC9;8fXmd7&$EG^xA2r_|#CWWt{A zIQDh#@L4TIG8iy4RcN)+al9F)-6WLg1q+ozT_zqRA)7BhmIa5wy5X3*0otCIPGZnk zbo!STxZli~_ktAqXasnASbZ9c~$32yeZ=VVLLlIp9*>Xyb7DevuWVQyupy)I;NDDqf9 zYCIox*!_5TxvzDB-TDi9n?(3{v%AUDJhgbvvUKbaU0*JQY*J`)+Go1$a__Wdg!)^` zGZ9tr%>&7t09&sZV&UG4!ExY<6y@&wT&i}4GmtG?-fGhJXr01&YJ10$P@G620|$lP z@^}BE07n1J$+pYa9OoI+8bWqmXQZcsGyluhB0|-C8wG4@=}V8#0=}Tk19^9vIzR@w zkuFbqiDELlM+Nj*FoYYt7bjiH?nr+9!1+=`09lE5KoEc>sZpt2Q+^dgeD^w4_~RD~91yT#vN{==vJ`*-9VE^g4Z zy;o0CFWDN9v-ffS!P}^Mdk~L=lFO5;oxI>41pA&*5%W&XH;~Zd9*B zfv=_QbT-LW&W+m7NsU>LiZS%00Ds!55mmx;m-DZB)8gHyP}cJ4ZeDvn^~(7YeikD! zH^ibsjfA4C*KYg)jBha|Xtpb|M%_S&;A!rq@I`lID+#js~aTLIeO(O`;X zvU7VMeJEfX;}NY}3SRa}P-de2MR=m8JRbI~;g%S9>0^(`BotqBB!AJQBBH0_I2B_oR%8qMW&tux zh%SINJB(*ck=ZZwC+7>tQ>Yq(om1#Kd;nXu@NobT&xpIW-jbYb6sit=sDX3|3tK9= zSg6eK_aqIbCl0RKbNyGZtCJoD=Aw$M)=PTd6`9Ai256n2w#oFBkhBXU`cu?i5IW4} z`fb5+1WgDhy)@}DWzk)qMFy8Z^;5t)=R2GY8AF>=ID?;F=iAZQ&ro8~g}IN0QGn^d zVPX>4An|cpX@x(V@#+{3d6;YTsJ^h2gPxr^KdOl<*e6$KC+l6V87bsrNqI!1 zTlXmn0cKRWuIWaya5z@cWH#|D2W4+r=o*|Yq9gDnl01&FnK!N?|m&FZ0NctT`-yHhx+(d*T)KUH{v5RZae zi?aZ`!tzjeMVbY^|>;G6z}YU>mHq8G28fM9!u-<1M5|F7Bak2&XjSlzLo4e z^-Jqb9TBQLFfnM!u_vkN>QgwV+d2&E*Bkwscb`nc(&`kmN!)9y&=Uq&cuiphiR1`- z3*^HMY5mS3kOk9mMy~eya$O2}mllIO;o@13Y*zzQ6nt-eq}IQtK4XxKBG&Uy-rvmeac00&aJNa3K!J!s53ymLU0*ldd0gi8Rz3cC?!eedBYHWlP7%nQXVs?&&?wGmb_JS1$|2?S@fUui5Xb;{E3wllj^pIAaINCUczHi4 zDXC>Se-WPZS7d6yh*A4y*B)ZeZlKBYyV1FXwqReEn>bAAXB76wGQhvC8*sdbqyeo7 z?LNqD`b)m_q)*YGAp1k`!N83$E9wV)fG<_Ku)>Axcx1iZj}mS~51X?YCO8e=M9}*j z3Kgm^wV_5I4TjTZhBeFf>E`*DH5V34t4&F7-16|f$F~3Kfh}=Dw4_jBhNxUdr^BBQ z-2kR!;2#Ccz3BsV_Utc;Ka_;~-yngP@TR2E!L{&u0Sr=Pu$lfpWxq_n+Y{@m=sJ(q`J+{CwQu~72r zPY&3KCo4u6J&wndS!)BXk+|x`rq##Ann-!z24nxG}Is&WWMF zD#a|^_{lRy7^tWm1s9AvluM(2spj~Q-}m+n3&mIkEq)*=eC2sEZq;vvl~^uDP$Dp zZO@*WhB3-KT`SgGEjr<j2inU_TSb$_k5 zVfTU~rKz@mwP86R1Pd#H`Th-eSo!F&NB(jJXtJpYS9=t!zBz(BGU)R003$caDmHe0Ee&E!q7G7GFygfu71>^}Ep8N~>zq<&TM(M3l#uh8- z7uVGS8v$MSrtfey^o6cje`!IcPUOaQAef2`bCq4r|Mba!DS4O$eF30-1=Y^jTmP;& z{Im#{`bM_b%8vAd$gMyo0dyM=m%rynJe!49WXWcZCiuPUB5HZC7efcTr%O#Yi2k1m zyN>K%Nmho3Op>ApstX z1_2`Ztb4%{b_4nz8-~HJf>|;4GI*Rv{?D=ghvEN+7jHnV;Ko0K3qNgmR^LyrMo#vt zl|2ct{-@jiOE3Q)D*G=Jx~sqC!~ZM*E-k`k zUj|QtvLRjlFH8mg%9sDI4gVAApY7lOjQa z|E2%_jpouip%sBs=}68C%_}Kc4ZvF2Y?a`1U5)E&0D||9@Zk zKWoSTFZTZp!r$8ee^W#MUxoMoF}fS`KmTPz`G3p9|7!^UjrM1wv;5z5*6?BJ?`uN$ zUPsDp+O)eC+!|-c_ct3`y6VW+NwVtt}(ROtl~9T?z1%ErCD9(KU$LP>E7?_ zG&=QkTJ!E8)?zg2>CjO1Y+T;cUmbe_S2AEom4diyU6?f{#fQltE;l|Ptqqr(+0U_S zbiBu3N9qLlRd7C~5fs9-t!7uVNI8Z6gP}c{Q{#7X91?>M+7p70RvoS?0eS{93tGM} zKBiIzjh$447tV6g?VOUo$MPlHH^I6;yqdE*)9ZXq ze!4Kzg&6^&F$5a&{9bX1Fd5TEBlfIOGV?lRCh)iD67Z1ymlQ7n z4jJ{#K&HxKhcoP2dCrC?#~-3rK=dmslBFGwIslO=KP?#*8HYGJGyQbqF1gmgN^Tvo zNX0%`qchs?1mOfeGdlmGNGHNo8*ydP+pGMT%msA%YvxGD04Rm^tE3=9-}N}+x#{y& zH*1@Wsdv#!t)XEM~?PCC179zBm{C#L>91qr0=YLs9wCeXlX7Jl zV{|I6L)cXtua0p*~{_H`1NgMO#+M-eI2m&)uCAI`KbX9g}hGu05x-&`Hb zVfM+M7n7MRzeD&_GDePOibi5~&ow$?nMr>3umsixL8?ecz@i)W5I%=%R>hq6v&8zt zqCCye={PW^Xz3F zLredA)8T1j&daI$zH^*4v}h;9R@Gmd*HTkH%4{iJS;?kWEhidQua@4i z8d$7iuw|-NRSegD^5~t@h>5m45c4_cSAcW)Gk7jsTi@No@_P4bzyADffUGr$G`o0j zlhEcZ+kZarZE&yFAW$mjwH5@QJxf8z3D6pCKCiBU$A4%e`hwaxrrmR}kiv^M-UhSG z_+&GFWg!!RRzW({GA3JVL|DTgwgg=>Yjr&(J6`y9-;h7m_+D+$PbbC%leB(A?P37Y zS4HLZ-fdL*P|Xya#N!U;7e}FpN`l~${>HO5$xHpauN#wkP;=JQk4RW)@O$_!q0Je` zhH_Q2#fXr|wE(Ggv#I@`*X%GcyU64^mJ#zvomckE;&S0nn=syn9( z38->Gl>}?fFS%^+>#tf}q;LxaF!zZ>R3uHWBu*DElvi~6JWUi}xk;j!fd?tLiNbw* zN`;;ZdHn=X_J*u&E6%eYyN}ow1i1hyVd!sIA8htuaLS@RRKrbAO^5aMk0>w^9PqV-mg^>ZZ>i>$2eG z#hgq|Z$*-&rN?(}L^*bebhR`<2k1^yf>@Or&k}nDlk`ZI_8YKd=*@sKJJIc)A+ zQ|MD1pEX#>uGN1kW;Ubq{qrE=X(TInOwXysakgr0fM9YrU*lSrNzIJsBtq`{pqSUn zupGd`3JAJOHD3KZn#EB0w=zzwz>j!ppvPbEdi4y!P!o|TVp&CoXP2hQT|%eIU1XcA zmG|JyhvMf}B-czDz@x<*Rb>k*#HI!omK*!-RAzvkgKhj=Xj?~kFSwgx))bK0@_oda zxf;L>0SQ8M`4dHzfR|5n+fN|AfP4aojEI+=O3xN6{`5V@zubH=%bA(6PAJ?exo^Sp zZ?8!L>828wbo)-=E2B${bTu6o7r@^+d8(^t3Chnk)I8%ltu#3cDiO~MfVYX1_~5K) zQ;<-oh-Hj2?U*BA*>BfDLh+V++#d!$u-bW{*O+0nM&2l;0D$xXX0>RbX}R*@N3ooZ zV!NBrP~<11LO6z}a5TjnjM=9C}I{s>|4Ih|>c#4sUI0$*~Q zU-}&yNYv=;@zX&#E*3oX15**%5rEC-Cf9?#7aZ}7l7=*j1ldbt$!&O?X<8oF7%0EK z=#|_7BV5Sn>|~y0)`+DkFeycelynYrp<~S@^)>T0ET*Irm8SML86?nSq~2$9*I}_G z9cmz)QjIi!ShQ(IM(2Z$HR(%+9Ryc3f(fIOlh(MO=>kinq|S2fn5E&Jv&=y3A%YP# zjyRc~ZFaXA2s}XmyYEEMKidC-;p*;`)LmTSY?m>9{z~aP0)2ELsH7W~=u^^%g^oVp zKJ8#b($J|2%m}bg*7Zmq2Yz3yCU(u+*lMv5Jcoy;QRqTmU?29*p^=Ki!b_2+}p5vkf81m)eMz7fS_3JbX6%cNoq#?wni~j)X`L;L-W!)QJI-L-M!QkuS)R;_`DyCB6k1HmHxX8fBIsb zcYF&vjz8Fj|GHqMMp?OK-ST=$uA&8aty^6L&(5~hLEXe$?Xt4{emZBWW9ckGf-#z} z8vnSybh3>xwbYVPFj;VTaCJ})vGk~dg!dCrhl`d+3#O>l_1}K2#qRzl+lGZDM?9##v7;<_7kwe1X#EaQ z+q*r`%-N%VHWs8e?gxjHYW7a?H@HrfviIC-;M*!4M~;HtU*zYr%I4q(R=nCBA_%C= zXY)$1%Jr$`_{GZoiXJT+82>7{@yN>IVf3YyfQHuib+zX=)UKEMti8F0iuf+TZ1rSI zzf6p2_mG6;92~~~-eq1Qw!yMC9ygMh{77oY`Is6>$jl&N=urHs4B`h1)4LJ1b@>Fm z2|4t3Pt2U>ULYiG2bZ(7V+AfqBgjxe>b5DwVXwE`)OewjC#dqejF8}dmrserzoc); zSNcqyjtM3%6;q!eLHFLPJtx$?^mwlOlNYlW18%Ze^Cz z?gM(m=eL(R3~jgUJEV7mygC13OY9yFY+dqo*N_(W#duu@=E@h@n9GPgJGy@PR*~OD zD^ZDQca;QcyS8GPRml!XEnQtf8!kU?UNFm=C9IQ6dSY#HFrGCFU{#?f({IT$sN$3K< z8(xJwo2BLhg5L{F3JcYQvqNKU|FIs!AKK}U^r}oFMzN53sTnM{GVV{3tarnF>#{T= z6FKO!=Ra^xdI`BFf?EbVoBapy7ZO|PoiHbajFC!kLBgItW4nI4Tjj=p?@Cz7zl_wn zp}u8#rdsL~{|p%1RSEB!$u-pE_H`&XTsN~YMyUA{e~T{Gv34o?g}-|@1kBGPwD@Lg~wgLVt(=M>f}NyY-?; z0py;j4epuyFYb9-`#*8dlmD4}YVO&T`-6L)d15Cx(>N#5c*f|L4}0&wp&fV{^`QS) z_*TiA2cjgJx4#Z^i+=TK*R{fJ71n!3Pdqx9On-iKpEpovqCvaYDWzs2^JRBTzWJdO z(e>NMZ=_1|Z|smeQM4O+;z&56?3vi*kAbT-KZoZkh)`!($tzmVYB+M#N&!GxW8pZJ zJ}WET6FGVQyg5d81-8b_%E{ldI9nUL#tR;>_K;k9*=(lEk1;cb^FP#)ma-H?WRqEl zOl*N<4p4FzQzXb%s%jjv@?ci+Yp{_l7GkPOP#0inX-n*}x6=Lgx@(|{0W4N2MOdNR zSl}l!+(=;Rb9AVo*oyOXe1vq+)Ev^*EV!EYt!_mGB7>>qWj&%tI3m6$nsEoqs(NiK z(Ln`ke6!W%($y7~3C6>uxeAW_9FPuDE0Po&l3PKO1%TO6v)w*ILlssE#LKYE%9%ZN2#So za_l(Ssf=tOM|o7SH!Zv(&2TYmN^x41h$%I?v#dSakzwOn%4KGCyk5D=Yd4hy);tNy zv8xUh+{A0WN(90&d8fe3j6e`smohr`FwbJi+>fAHA7v!X(hFS`s}k~`2jgvRGCG-d*n^;j4cB4O zER#NFPAPskENuWuZ$5Wqol_DoP(dL3nd98q z4%Et3fJeru4MyuknWl?$^l)$YUUW24Nw?~V?T9Z;@9S9Vgy9bnOe51!u8A%y^ADa3 z8OL|zqyd_7gYl-R6`fVgks<=|5~H)b^CLHpYr`BGiYWn!DACUm79(qBmci)s#2&Rb z9Xd*oGb;td5#E`_b-~IbVw6+8QsX;I0i&7$GfQA;@CiCqEH#E1;-`T~3;?IF9y4RX z?2#+^2M8wUrbXv+&=dGOC#qBk7tk5F&U$dhG8Sar8IPH^%;FA?AT~JZ*6MbpT2R;A>Q_eJ_<2CaU*SI{YI@$p+9a6>@gDKDZHwd(CJ3W{yt^;hh z8lLAW(;tzl&4f%Oo4JLgOsbHsuPvdtc=#nE~vRu1RSs1DV){izB@DP z1+FOn&O6SLtRX6=d!=<>S}$ewKbm_JXezt^Z-M{U|7X4Lde`$jYu)!+_q{*+ zyT9N4`3`%yuItd~u(M6zOEfE7S9@cswtLTD{X~6)xOeYRR1CFe^ey=9|vKDjUn`|H{h$DE3pHgT1G1}rpBkbb=}8{{U_)T47B^pN7{0S!JRz_pu*`vi}=l7V7UvmEfm&+taLPBKwX zPKr@&9{GeRt63Gs?OR<_xN2qu@*1N&P5pf)pR#6~(1xpdo?c%shhE=9w%mTdCduJ9 zA$336IpYS0i%ol-&X|0SdsA;6j%bLer*CnKlZuFJ*idVHw5Whdf#Y#})`;+apTDa^V^UX^leY-K=pvH}Z z_jQmD{Zr|&4QOj(x3bwIC9rO23*3l+O>teC0Nixw@XdQ9&YpR41AEukl=y>Fk?{{l z5?=W9VuMvQC$#gRqTNc@vZOk%ypv_|Wxw^PiE;YWTcS%@2@x{Q-!wh!IqU-3qebc>(G}W z;O{@)zLt;OucUVmi(gs*#MWXy^sZJ@Cw*iH>|VZsHSB8$?f7vt8#DlzxFzT7T}vVp z9QY)ZRFqe^TFS5HLLgDWp(M!1E^peAA{+Bu zPcDnQupUOwAHt_zKef~?!0?+Hd3w2S_5&jgpK1$Mh}U<&KC3uQgii9j%OmTDN7JsP zPaH1}VV*aXRULx~loa zWXQQeQH^P<7<_{x;5oviR_r;uVnpTJ*yzU5WlYo z)$H`opL^El+&Z=7u-aSMheUwL$$}&r&y9&lPq=-3dQ2D(a9T=5gswh!)2^3gd(3nT z^aAdl5aNhaXg;wpHuG#?z<1jXoI(z)Q~Ay*wY3!iZ}v;jny<6IW2ai&pEt>_qFMEh zg=JAS*y<8>63|vx7hbdKC(LYhCBZeTv$d6zt-ZOMweuP4v*u^j|M~ytSWI`2uPtIp z&>@0HwxNbMrE85Y7yndVd~oABrR$Q%cJqNh>f;lz!@fYwb0=0XHFS17S%>=Z9=lYa z(yML9B#$M_y8Zt9RhXmW#sP_!dRw<{UD=m>w2%;(Y_Y)YtB<6>Rr+Jkoz>lsITn^U zJo{MI_syesJ#Ex@tb^uMZPK)>zF|nP@?414#Fa|ToQcwo3x<{NDvwNt6*N?)Q^GR6 zySsTBN9xoXy?VQw&b9eDWz)aci&M3{Ri-Fj{XdE4Hp-$CnzwYlVpgzsfn$rA04<@C7%0|UF$A+ zhw*+EoR7rZlYU&1h;_=Dq67k~kmnGt*;}s?1h2wWia_^0psN~)s zd0vwHXark5wYSy0X#7SHRhfQeHI=%KZoX}zrOJG}*NQ>GeS-l52eiXREjksSO`h*8 zd#-h7G&wrVU?Qk0qAF}>w)UXRKJAdvpsE|u+K)ZVJ74ToeD-*kgNj$%SUf$n_jzN9 z?|r!-^TIy4^xT%$E$0L2hs4VI{{}Ysw+x>cnK1R93Y^jooT3I!<+@ePwbcPy6LGLQfhWIWU>Eis~Jxy{kAZv8AkD?9vvgWP(n^^bFT0&~R!a}@(~wF7f^1?HLu<~q5p&z*Gs z6qXwnn437X|F-snpCe-qBV&$%Kfh9yizl43lYTDIcGNIUPz>z4Rk~iQ?QhoRH?651 zl}iIO9fB02?J8rJ(i*;;>FqXd@t=HQG!ik@5_2AlcS`d+6qDFeV05VIwXk28h+XGW z*KOH%Pe$uUFRdIMEe*`gi4@z5Rf$9gdfW%DOKh+ovHM3S4=SiqiHXrys-y<>VxEgV zzr3R>)~?w62=aMiynJpNii4b2Y2y#1s`u(f4z{GWC@P{zP>h$S+HOm&x?}5g+F|5| zK@60p0Ompx^6@&u=>tq9v~Kl^!^9FJrCO(qpd#SJ9*cYS39X@cd4p*{c$) zDz&4Sx-=l$9#L!pM*M(AtlcD?d7ROvEA3g$Xw#L>^uC||ym9N1y*$x&ou!e9mv#)* z?P(44SmwG-^I1Z)T1bwV%GWOaphKOv0GoF*A{*^T^*$bRT4L=Otp>cH+ZpVU+~FoK z)N$>WVddEA#AcZv3#hsN4c*<3o2rdEe)(ztb<0yRZ0PpM9FLXkTx!xn>uhLB%^jOq zQ6ENay_hgHf=zjh>~c`g84_hG^Z!^-G{w2 zhCH=BIyA-Cc@HE`w*Kh*V9=%QMHe^oXisdap19{o&EWN6AxThKSjjpp1oYqkC;pTA ze@rt&G4(&EpEt$lJK}4rq7DAm`#$~+F~(lewz@hNO1>kO!!=Jvik*85v#pAI^s8G8 z34{oaB~!)mtAo3{%;K(HY0dTa${LJ~(rKRBY2lsZ6`y{wtg5eF^M$vzfJTyUo(_Rt zkyB%9I$~(qSVaB)Mq!w$!0P*i)M^kqY(E?}|3}CEHk-j>tWior>3-gLtb@ACHCHFw z$$hCc8~6R#^VnYa5c%dZr9&YGd%Hr#mKD1c@mDLFr^%w$rd}ovK`;Qx>7sZTHNbgUq$8d@SixW-B$>$X*;ISRwDkP#8XTrT<{B@~&kj z@xdo6QkF_6J=FPI-gaMbqA6|2A-%TfMz%@z4jl_2)+6GwosaArv8L^sx5m_;)baAJ zBNANA)`n%)P&Gv(%c}ibMQS!**~ld$Aue0wXDZ0w>JV$)^D2~9EhC|HJ@5R>ky7VP z=MsBkm!$f6{7u?pp%I*S-kcsf^8V!YvtDVb8#c60I5-S|DO8YJ=??j(>;|shYl~|{ zs|-k_%Y5Z@kJOq6of0kjgYm)cRbb5EJo}F1{Uf_9sVD2s?vEd~6|toFDw76sDon>b z!h&{*4_ccOTMVi>$Ty{Tm%XUUYS}{H)buuh{e1g@tE(lHayuGToUTla$7YS6HSL=G zA$(qL#|VcsZ*N4|6xBtudn5M)L16nS0a9yM_hAvcqhfi7<^0FgjD}fj-d*(NlG+{S z^i!Z-45PNQ9C|$XTB{_70s~<{{fl~Ua9LdB;XN@q@eVt@V1$*JgyjC%V4o>tHBtQS zdHjQD1u&_FBQ zl|K~kD>L5ix0o^Wo_O8ST@%r%{Y`6IsjingNhCeKhuU2^$qnW$xw{j`aviw$hxz0k zD{?pDdqT}g zeB_h2f-w4M$U(kjTWM;I=DEZT(Wcd2f&?&fN!ZCo*+ko;`{;(blUwAw(99o#pBxg* z(Mahi-EyvX%OD5&(LCREiuFCTQqLP>m4{l?)6TuSA-NHFF3eyRHE36(-9WZb=TFtv z%mutc+bzt3bAP?;4|3ISPvkSA_7-F`v~Oy@O)fES^0Lti$cl=pRogG7T3rnT+NUvh zNmug^v3>NBF<0eLvpBmgxA=I440Wgl`j$uJ#2v*3-o)5yLoZd)J^Bx-t{!eF)vQ&v z+p!(y&DXk{{a8ke+F*QV15 z4j<0WI-=%*by0OUN?hi+(P{$s~}IhaI0T&{V2?tk2BV!p@jSn-fY3-tX% z^TrdMwd!=|zo)*|Ztk`Pc`UR;CoK7x){Ee$W+oBdad!>Wj(eK_1Oc^xEN)82imw$c zE#i-iyrmzSd?;UlU`4L#;wd(7t&I6#`j7l)EMRRmXzYchr-0@b6}=Sb?r5p#yEFvqZA$u zQQmO8^hBqLSz{NyqKQb~sMBjc-(S>?=Op+31NQZiV#x!kjt><`Jy-LF)DMJh@s8WA zJsvdACEmq7kQWr*@LI2+vPfgCIPb(xIqIr35EFrUL+7uD4p{YW6R&&PdB}G@iH*0s zDf<>ZF}1KN(YW@a^5cTNASG=G$*IDgi630UYdy;z$hZs-ZLwdfbTw~0E6g9OPrTMz z@Fm#&S8-#A7O1;q*6hioEGgA6RWRWwan;_7VnbeDS0T3G3H}rhH@P2l|3|2$H;Eaz`_3_tVz|j|+M=MeWjQjw82w?QIQ+tr<3)DV z1R0jp-dako=+IaBOlqrWYQIh30y38r@9;|(Jr{0mh4`eF&a=%Q@_oC{5(dvD^*@w6 zZ(~UNreXH>3SrYD4&RaUX5w`{s-hn&OWj*4Vn%pjaAM#>6f4VZS{g}>ry2jAFZ+{HS6djoiF=Z^%Y~NiBYD-Up84R@g0eu7?%U3 zKi;@2!o8keV)olE2Bi8H39~kf4rP-qxmw0%c1M5bu@U?@-qVW>=w|Wmtp&StOA@zD? zt#2gNbS>tf4Qkj;$?&p+>RzHz>8U+Nnl&HeY;Qt;_nn&`X!p44&|d|+3UjwzCqc2a zAq;wm(66<;v^mFHy)*8b!F&mjhv8bib{fM9nZswIq7pmP^?Bs|FLIOE7DkoPH~`h) z=WS}{Kg$Vzd$gF1V8u}~+}mY-w(NyAH9j!4(cdbUa(wI=-|L2-Eq|VL+l32#f3quN z->0Fe+{UoIwcdll!Tq5l->ct-+!)RVHPkTt`~iBA)Ai5&&$qZHp12NUtwH-{YC?$N zu;c#N$S3{JN8zHbr(r<%8O%X|LI-*=DKV zo_Bu~Ao!8nUA8Q0N$oeQ-dU9z#zrP{Nr#Vpx&9|i^_F+dn${L_^kPWf88Zc*lihS` zecgd!o2NOy+m1I~^2ysxpof%t_8;xlALKt&I_AnF!}dkTLc(`)q^18+%BcE%>l?wG zBoZ56)Zp$))6|w4Rh11<8EOP7iu!@;rbN5a)rlP$yZ2a~P3p7Ic%0WaT=%F|GVFuZ zz2C!+S1E3XQ6E06h|!Ad)Gu4tkII5w%rb(9xz8rCxYSd{*~YHbC5O%#uZQJ$;Oy7) zujN?T^tN2Kp@|*?wCYex1RXVp9km96S~Lu9$9Y$9+agG z$DGk$-5dK|_lgde%xF`QTP>`ehvTwN zuD=L^#CPP$hTc*8{&3f1y`Iz)KX)yG|wBI zm_FQT-qXp}-r{nylunh&ipm;4Xk{h|_TfI0j+aJme&5);nQA-YwsYw8CF^~l7H=ic zYljCFYBa&GA!hOv-*7GQ_;z?br|$w%=eg|eZ+4lAsd|o$1Ac{mFT6Ue2?X~Y;nb|S zLJw`n^k`b*UB;?EKppwgT3JX>*&Y4G!-{m1`NrwcL;U)y2(2>^685O&x0g+ zh4d`a)*9uu7W!TP^Ry}?|3PhVhZNi)Rkf}E_Q|SM|7+dnQE2WX9nGB;?^C5?oQ^2? zH-35n_mxXY1L^N4)~k(bxr`)ydUwd{(9e}@cNT;|7Kfo(|N|p`5a;QPVf(CT*<;h_yxPO?L^%bKz9~$ zBlEUYS&tjsmRh@6JDxE=bMBNiXeJD!-bSdmD(p>p3wu++=P$~7i~iBwTvbWQ!P*T< z)gUQjB()Yw%}<}v!T(Po6{Tq@)($8|ygMtk!2iEVQLUUDPFY%=0XXXz5_^cmG@&xS zvom5#{;7;9HEStTI0y-AL1BKE8DY_X7lsy7853otA>C$3Tp5ZBI?jmm0&!)>Ieb1t z%#0v`HBdlUYDRz$2%K^>KV|8B#@5Q-+T6j_9!`+$6qFHuiDckw#4I9(;0q-536ioN ze2*9iov?Ipur#-Jw01sm4q)>JkxUAbL4K25KO+L&1`Knwc0J?l1Pq)J`i_KNBO&;$ z6Uz#P86oDUPK?gx)MK{Cj{}TjClX=2;*3NTc>asXac4^_0L_DcYn(;+4N{^6m8cz= zk>CNAsQ}AVW{u+Do~vO)Ckyxj3x0s5j6T2u0!*u>RRkiD_*ufX49}>5e9cNYow2cY zhE}yBkyl6rWre}584;Kj@Kx%3KY{%jRg9?rlD8)MX^X@Hh%B`?~)o!ZeDt9Ewm$ zva=I$v-pS1KOe8aTqJlv88*&Yk+Vwwg9r>@*6UD&s6H#=5rY$<&V8!m0o9;jBt;+@ z6pZKB%*ep_oyikhP~o5i&lJ?6EQusgns{HBk$`D3Bf)%lgw)uvkU;*i5oV=s`~Hto zkOQJGRK@XjR_M;}|4|6Cz*Yi<_?I9d6qffLkPsCHKa5KoOXp+OE@$AEhaiemVRt?) z)E$+hklCz<koIu)jW20aba)4HgtIFHX$} zz`&msn9+d}o?jFhg>=NzW<>Bh;CGZz$04Lc8}&yjQZ~=@pH@MIb9OYJ(eV|{WAW_7 zGs0$M@Do2}%T%I;lx#o(s1CoGT{K`Fo|%X3j1oOK5%Rbml%cYqnG~ckwWu)I0)vCE zK&P!*_;25iPJjRLFQ1P7zxZN=I{mrn|A#mI{(pF4$|B4{;DihkZ4iT7Kpkg2)&bI1 zGvF>+fttn2Vnbv(%X;gch5>OSZ^2ah>V-$2{NPJDu>9l7ADO)SU-c~%|7$~{EVwPS zOEWv*j?fO$(&rXWF5F5p{VPRUaL6v#=aQSP{fDnE{VPbJRzqsZo*Ju5;x6XQJF=;k z_a3f>aoZmC?W-22;6_p2zx{qgyBc#YzYtLyjnoSJ6j58NRumcF zEgSxzN^redS~=A??WvU3Pj2C(xz`G5)-q!aJKp@Z)O(n{!!KG^;x4gdW2=(O#q~u? ztc>j@zD6CCY98Tsh+eyhEU;gh1EiDEeZ3b4?lfBE z-_gGDQ2B4<^_Wx7>C}c@Loi!L?iF;^5^WzF597hh6 zOAc#Wwo3@u>nTGY%lt$>)`31gPKQ2D4(41+;YF?bu+@1vYAxp9YsY9sPvILb!`8ch zWJN)ofa?6;14b?&%$JiPiPI7g%qbnvG!5Vs1r+nkF9rjOL+eP&vk}-B1Ts;U= zFh<)9t!sXbTFozhV79`29_vrAzO!Zp_@pdPK5(UnsU0CbiA+Qy+3j8?8)GDGC^Hz0 zM%ow@&urC!t>Y%Bbuvtk$mokknTltQvN+i>f=pr{>p_14u?ZpJvBJq=FZ!4=2w@*V zBZbHEGW&0Y{keouYhEIWX+LV6FONpaOB7D-ei_Tk7~cT)=LLHzFf%7sm4LcrZU%r7 zltE8`&ILKh9(-$pg>4G4hvO;0{Gu#?DU!(bWeEN!VG6ie&TO7g6(S@HrLBRB)XQknjl!(Twy3pOY(f#ezcBpi_e z;j!WXCM<$5X(bvS$7n!aq6~mps~}9&oP}qp4d{M3A9R`j8g|)=p)RW+$9!yHT;1gO zv?%7J;dXK}g{v5^(x#$qXHJ*s2PaXE03jmujY;P+wg! z)cT>dni(9ZuRhEn-Q<|grg@BU;R;09(T`e#{w!yP3^HVoG-@p!;FZAHa9R(x(z+M1 zs*2-=xN`$FtE^#N%A5@1@NpJw#^SpP;VcZd64K8M}iyq)X0@%j7%2>9Z&%{+qxI9~|ca&0i#dXNfJ)v+TjhvpDiGm)`^# z#&9_Dv6$ZkSw<_4eC*e60+VJO`2nQ^LfESAY1L?Kh66C*08toKsJdIrKtH#-%Rs5*n1cF(g2JkYerl`o9riSWtJ_3 z?E%G=fr-)13=(?q*#6>aYzgi5UqS*?72L>@jGrS_J4Okv%%p%^lT2k%bHxOq4Bu?V zfkpz&0H~B*B}f#Yt)5RT!DEg#GZ^M%MI_VY7ZNWptwO@5g=RY_>46Rn zi->;s4laeT0}YHG${ZMm0m&UHrHP6Vy_wDMzJ=roq5;@)R}vUI-;&5iD-a`Q;5&GO zLo^r;ba=qjg5-StXXI!*q=-~Jb`cz=rpHWzV-Cv@-SJ~ysh#OSyDvwyV`4D$NjDGy zG#*7_Exy@*7ZL%@0yM7GL?5O;Byx9f7JH>i^u=TMAI)M1*Uijb1FCwc12I~g2JsS8 z74lz5H4=gTqutXc7U8k54>K5a4;SsWF7Z559}<2FZiSf6rvdj|!(-23F+_nON$c85 z^k5E*!aeE}!nltS#b^OLh{u^2%xhBIQG`7)1_p`mCKlkaBnB@CC18mMI9m}fLAm*i zYXDp!z=F+)OBr&wI)H(M7lQVLLMgT}WDmk|1p(RfpFMD8VaYkDIS6U?oE>AfI7l)y z|7%&mlFW%b418`?z*@|Sf;ebyQNUy^{vkTICSWK2i8D$9EI7-+q={$=n9n%;<7xv2 zYJ&*YXhCEyg8x<@co|k9h*23}=~#koxBQ0`t~y{ImPEYNoZ^6oaAg5&osq&-1q`G= zTo4J7kaBhwL^;B7Ll=G^LlUH>P9D-KIN%;Ek4`tt$u=VmlGu1;W}PArA= z{ed{IHNxi>3~V*18VuzKno}?E5Ux^Spi*$bq2rM1OS41ImW)-5QRfs3W=hO06BsBH z9FVA3L=@u!3U$KO3k=i?4lMN8wC8X&0~QCkBPPB;23 z+RBZQNVzB*KW3OtqR>Ro5IdP2P;Pz(cUNG{KUVDgv{i1zy&;Tg?*t~!b7(`DYhKV^ok3##gfaLR>(G{Lb+4#V|1q}0~l_G-OqLG+;!MWs#E1TOM1A)l; z9Fo6)@d#iJi_D|dT>db?A3J9Fn#4@uxg28NuSv|kHjYBbl`!x&s~b{Sg}gnNOH^f9 z?O_i#HPizsXE2HZM#V6(^l82S#wtI9h`D@XfKPaIdJZ2q-D_gp$^IL$%snk+i%kGJ zEDeU*VwzwE=^@iskR&!Cut5SC2sM7}D;FCN?Pn&*1s4Qt!nvpeFqxm`nN7-OVsOH2 zB2N&;nokm>ndg$+aPh__rZtO=zab4W*G(iR31cyh2INlSRV}NURduI;w4I4Tdf24E z782Nrf=*&S8->PMNGfA?fF!ZWY(gDS&`lPR_Thq#?QI6q2ZF8&7hvo*kC6xnFeMRA z;Lx|wUBnXPt~talXSn0vC=+Ht(7$-HFhCXuCc({y3obliXuTw%^?Si=4B=@*>m@6? zCP!u}Ni7_@Dix^-L7B*INA1}fv(*H&$F52)!Vt~khjW#Bu7+`b_9RJN6 z=Gg7PBT>?NTKRmomrN%?>e%f;MFGusdD((+j%RlafX$fY5;j5Fo`o|aFjm-4*&z%h z9Y0NG5!>`u7GW;Dvsj4$8yBvyvAb`a!7vLeb`p(Mgl#uo=~)mIz!sp?oY@SSVfSEK zF3Og|3}+Z#?B~1Da3H*vVO+%|30kcLn-ng_$U@er11fBrjVO-XCRWuIF>lukT+VRkaB?1~ z1*9x&&tgsi+TCO9kC-lkI}GyMK!j}+<`lrrWs@m1v*YYVOlQGmm;B)_>hL(5EKW1A zWw&Mu!<;4;NFhu+hb%<wVv5Kzj7xA;HTr$&v_SKDjIx&!N6?iZSSb)N`hiBQh zGUeb^Ah`y{Qx@&dId*SmGfXjZEjTTLW^Ye+duDj<0?iyQ`_M>=Wnd&;LGl}BWNrf( zr?5K0zGsm&8O}kI!g*kNjU}LW0yrg6{xziAibPSL#g?ZZ zoO7um!a$r0V9nKJGHu}pvO7~4Qpza_t}(&DAlLTB4cGiC1e;YLQDKaUWyBLPI++g3NT=-5cYU6CkKtSf_x1>8wK#719W(^ z7|bT~Gua=HDJ9Pc)10fw_+aN$S%xscy8sQ$)Sf8^iRWCMiZDRD0CrP^b3V{DF9{s$NYVt+{h@4Q7=uMj8m&Umh8MA0^rxBvzvE(LH7l4E2K zjQ;;{4HhiS$-Ez!>lv(An3Gvy5rlIL1{_0zCI9@KRKR;kOa(o3C+vWI*pyJZ%<+^I z!!j87bA7}-lOSl;JItw|R-9k3MIxL`0hkVWx4;18nUfQ9T_eOW1Lg$YDHw1HJU_AK z!x<1uXJ$Y-dl+~ppRo!EFX0Twg$u<4+z$Z^)y5`K&fmDipm?o87)%UWp9H5fQx4Kg z@h(A_wi`u=c0-cW6qgee-<{LgVj7PW=Wkq2P%a&t#)N3gR&wrVjtQBjTy91fS^z?2 zIXB^Qf^uyu!jPTwKg6SI!_(m1eK06ITmvU9T0@-bVnSZ1R)11#z2+Y_-SZ%{B7V1gKAP69nbf8>a z9>mZ?A93vTJqkbVf;VOQoDZ*ExW0k)pUr^wol2SB)xhl>S3@Wo^vNTj@Q5!Z02g~) zO$QNX`50irew0=w2CtB~zJohyU}$+Ez*bzM7~-)XjkDO}%ar-dNg%ma{#mU08byOC z2X~!ZZQ$+@m?&|BvW1yj$np+w4-8ZR%SC8+Zq1m#35s-qOB8@<#ZZK?&;SY#O~jva zo;fDs8mwcWL%`&`wOGR)3bX3Zr5fYAI~^c%nZ^Lq6zuR_3g`dCHg9^9PoB zkHTDr=DGujdjPTsMo^rMvHioj1>+5%Ft66;dIbYsVaHAeOh@v+d4_p_M)dv>2MTH! zLEaQV8D%;fVRUf9pT-Cng@zCEA+Q**G2UGi$6m&RApaFK6M4v};b7Qtd#YcvBjgZLiChwu0s*vtrR-*C!iJT|E?i}gIAu;N0SoAtmfCiI-5 z$&`Z}auae8wmX3$M)QlLtii=M_dE%N0i#7|KcXl*m~xOsZZ-^JG!Wm@M+O+x++-ct z45C^bJKGLIUp$V&+;_|+7y|@TFtfO6-^?W$yBkO0$A$KPaEw)e4vZxoM==JhMWLNH zH?$dCV}NV;jF`YaH>w$=V}Nw{b_1)!++fAA5B5ALpk?Rw!Fd52i^m5v-U-uNrlU|C z7tlCo-~t-&1}q|h!aQH&ya21r3hZ|Ro=R>Cc)H7O31fLVO*WA-g^OkG`S+$V5!(J& zlzt`#3pV!x@GKX|)qkW&)6S<-ruV^+Vs1Wpgn{ZIOzTdgY+wci3}x;`j4@%o#!eMd z*l7n}Q>O3wU{G@lm_lJ1YX*glsShSPw-C6l1^Pg}7NxDpqUhp+np?Pe8WW*C&895E z2el~3Rfe1h?Ry?&JwB+#{167}wJ=ThEyW5S)Ju5~hUQTAo^k{q)RGSn28%Y$D4+6z ziJ{0|4sKZ3Em3640Zti#2ZI*Jv;wXb$1(Q${U*s1?U4b*ZwZIXJ-7cEm)}YwH@rnUn zIk2*#Y4cI2;<&{Cw>%)nh#XKg=R&k-z)c#r%tb)*Z){gRMS!-knDUe9IE2aGn#Hz% zqHJV32Obi*@|n`e90@*CdTC7_+A$GTCiba{~Zv}#b9RpJr!n9@}xB=!~_Y%z7fp*{+Jw1+<^QcMh4paWi)B0B^~ zke6T`Kc_cXINLC`UliuabdG6E;!rEjD9r!YbVbM6gaMnDVdcN3iJ4>9az1y+HE9P5 za`+_=_eO7QX$wVY6SzKRIRQZy@RAf~8w&(kSZct($NudzAM|wsvnzZV2)u@g?QWr{ zaUo#?)RGlo$GR45Wa00GP7e#So&~&()!0IjWAue@55Sij_**Heu%(>^KJkK2yFyzj z;_zt~KcC;s2-9d9L^W{z!JRqk53ZB>`OqVMWL-N8yw(G^fB}C<64*o*S>Qjxc^d(^ z1{nGuV)OEmSVJ2{l%Wb1U${}`WnUH`$|i{Ev{N|nNDV~bWB zOvey*C7|^*ZgMapV4N%=OYpOBp)1Cfs>oTWR&N=^96BiS)K^?Asw=_E&()?4PD@Pq zwKaz7u4Sioz28=s@?5uF|M&7+-E1+^DK|w6w%aT=8BBA%7g_qd=cZ=i@0+Vvi_}j@ z#BMi|Tl&CXVE2~Ce<^1p7A_QdDb7pzj=y3UDWn8PbJp)RDQD8+xp&$oqje# z4K02Ohdr;il}Bu%j=sTiuR6K34_-g7aVSGYnA9pub-$GHiucG(zb7Y!AFf=T^0)g& z)upc0Rkyl`96}2Q1(aiqZeK31T-mj&?2~}2d1G_I%BmeBqery0?oqufG*#ETb1Ew7 zUsuTsuj~^L8a?;;M=huo%g6$i=?pD$^kjC1Qb3Mk$v4cxH%Q~gi_%klaeR6Mv5AjHI4%n~ekUdcI8xUn^OZ}xUFq4$rBzc@5u?e%xKZtNMg7vuBj zV)r^<@aWIE+Ryv9RA&5ow?*3`q+UAza7w4Cvff9U(4bYp*-z1%Zz$)hG^P2oo^I`l zFZk9(V;w%Rr1m)vReRJ>tVUw=gl1ryc}RNM8B3j4i-r~NUVhQGSw_6XIjmq&4^Mxn z<6G*Jy36D`(!vGLeAMp~>Ft9aB@rf<^xc=g*U=q2pc}TvFZPdzUe8Ep)3(?5L*5C- zMeJJR68$8C|HJbXr$HSRCB2nj`l8;x*mORZTRQdDGW(OwXFe|Ti+a|cuCw^@j|q*R zazk<+U&IFGoHu>rTP4{U87bqGnNyfA;~p+%aFj}w+g1{ouwu-G9$zUG;LKK$`)8h0 zGu19|v#z-yj3li~*-!TR4_{6xU%jI<)r!D|5nXIK=HGU{7wzZp-FR*H_5n`L`Xd`O zwREZ8WA&9nDU>tR-TuM@{ZLy>P;@+qHk+_ zoGtc!w{xwCd@J(QP?y8dg0FJ($-syEpIk`T9r2c4dbrMiqq0DQ&K1>^VwJ9#lF`0n zo3~$hTOqmj{A>N4QT5*8A?g|ge*Tvo>?0jX3JX4wsaopSf>+8u+tDaBAar$IXWyc= z15X0F&+K;7T)l~89J9sP;8V2du)uQettR|?4_?(&e1ALg8vpXOJ@2{%yj|9%en`2P z`LuaEK~3?LaG0$1r7QOxzAiBg>I}3=T(M8!?s4987uYKOwC^ianT;L(>fG?BJmZj& zbJm~czXKmFk9boncy{jaZ@=<*y}D-uXZWMy63fXm`&Ji-1#Vn)T+%>Dl{7!jQgGWl z)lV$PHbsbeHXc6x_Q|LU8%M>`hkOMWK6a!9QC59x%P?HFRINq|VJ|%dq$oaS;&_>R^lI=0NL0u7Uoi z!g+i0C0*m^g-Jz4UypR%_D%P1%EEi*%S!W{7l^9gz1&pz=SO;jV8o5Cp+28?^T~fH z1TjVICVSdDtrp9UL*L8O2lFJnbx&m&fs7g0zm81fx)w|7*z)<$qI%yQt*k*INybOS z6h`lMbh@O<9_q3#K6rq7^WhUwolDoFVhPq9`u@+?*NNyFehYcSnONOyw&{BP#VzY( z7Dc{GzxjM$lANbXlJd0(dT7PfP~$w=O+P7{e%@VkOXKKb6X~JU&0UKUjsC6+{NTCJ z?xksLk4e0D!x_84Rd=Oo{Utx~x-HLllMq$Be6!x4D_zQDtlPzVcj(4O>RX=6BQjR- zd1tw6rQQm@=7G9ogOZ<5T*E3bs^E^F%R2?u24b~+MY|U}5 z(lOPG?*z-@%Apgh$J}!@jglSYn#-fYdtCWN26ubze3vOKy;WWPgC90e{S%KhRpoOw zr{mOzswD~?A9?4+dTcv>iR0!I$L;n`S<7xZ=dMxxy+!2X1G)L%B)E6QN?tEHzQKo- zs&?hsK(vI9@%gpJ7thM*J-uF8edpS~e6geRe8rQl+js2bW*z_Aw@*koVswK-o>NS8 zmhR%mjrXEAJgB+OdeP$e{l5+cf$N;4wS=foxmKXjAEcJ;&k*fJ_ zvdAb^MZxsP&ceR`w}N+f8iP+Ih@8YDLE9^>?J>gj>Iy zdaGvUd~!9ZCa~D-TFkRkpE;sSCIe_?7Y=5MEU6cx7O7tPap$T@2vCr`Mi38*GLyjUyzKO@1NWFd((rnf)2%>kMw)hO2ouEcwbtxVV(-M zBk7x>OOR!vEY;&w-OV_5l4v?l*1EVuas`7g_5E+}TH-aZ$Lsu$zwZie`}et3UL#u6 z+BQ*r9=oY(Vc-{SHXpe_Uz4YQbw{+Ezt0W zOuiRbdnVZA)MdF(t}+)-2#A@g-7nO*W?Z0`ePvKr{cY)uutK40bS zo?8Pq)&2TSEV4{r{f7!x0!f8WYkf?+=L=`n>Qv+l0l* zr{0NQF1s0E(iUyhpxvd=3CA0Ihk}i;biVl2tmod#1ReD?F9Iha(EGW*Z8s@O0r2I!|s?&m} z(&gigd)>p58_(i*-;w$*Q6Du{Ju=|&96iw|U5I5S{X!j*^ml7B5tX9oz`I=9P zK6rF*-L^CHuoS-15H>~Wq(>)cnn8mv&Jvb)hOCVczOgTlj+_+@MJ2$0S>AAq})~Sv;04N8-yVM delta 15887 zcmaJ|30zIh`@hTS-rHT;_q~)#lvF}!vqUPQ5J^fZQX-{Ph>EBPBU!TVYjnucg0h4p zMV9PYOC(w1KQs5-?r~qg|NHse*Za=b*6aM-W@Lw|-g0~YH4B;^bb4Ta7#pj1Bf85kR&z7aWcC4m|!H8v` zP9tM(YA;$F+sgv|8FSOBfWaWfAP?{t3V#fS;FUnuL7oefD?|nicRXA@XmJ%;Tgpj& zFjb+YJN(tdAM~?S75V7gCJiF5RN})E`C$41TQ^aEx(~J-wDm-g*hf(|^zmJ9dAAQe zaSV>w{t;O0CNlZU-U-?{LidIMF>ALQBY|+)J^C z+%?d{sR6A2>46gsJ@m*^Fbj z{0#A>`Dx`+^BIoj!(9Q^4j1*M`(XZow!;x5_R;8!e7H=b`H10hm5``lnSefcs9=Nw z7Z;J`nWFhlU72>EgC?DnIk#ga$Mh8>ROjpO0PL!)}o{FrH#8Zd@;j>!mT zGZL6<);W2yU6rc-T+^06kvU`W5{)ck;PB@~N)sNvR59!fCj`pbT0TQAV8AI-&SEtp0kw_KkTi`<8wB*-$s?r0%nQccVjBT-|xU zU4H#3&(4iX>&o1YjId)}S#al8j*aFck(IgsocQc@g3;E#BN~-Ceo7^N)dN;|C8bW8 zG`FMBG}eE_{>JY^M{5peKmGY>U5C$9=Zw7-@00Ud6`KzpKN+!ayG~|qqDfURjnu|o z^$YU94KPak;Ar>#)Q8a00?SQ9sx6AZ0XsjgY3vg15Cz+e{2tZg!j3c?b9vm0*`OOf zJF3v7a5v}R+*b|d`}N||+FGVu>E%AQ!^b4mI-z}5d9-6&>$3LTX)k^h#%s% z!Pqmi?|fNvb?fu4S0!#6wv8|KD3oLBsILt6kJ{0qm`H{n>-?gB?!kkqA=Ul22ERVO zIzN5X?xPEKbFO;~-DNHY8-D9xm37SmV&l>|2nT=vvY;O3#ROyAk!X1p!HnvX-S zwFuUG$_`_P(j}NSNKs*N$bLLl8`S}CUB~v~4oxa7ZE}o|^`4qL#!i$-FmrOQ0&6RU z;hh(5t7z`JN-Sq_D0oFnnWXX~!=XKGN;LKiLTAEr34`+uzO=TFgq_xU$rzD1CSp$$Y1tf$zG$4Bj9#Dop zTd`?x6lQTA?E8o`Qf2K|5I6Tj%~#No(`nDs*_ZpH_cTDWV%=I7R|U`i!}Q1APd zs2LpgAdJZQ4y@B6n#t=!*kph^>mHS8Z1OG_H|vjNHOYy4_eGvQrQ&9x7t55=6b`4o z2sgWoV<{O)eKXbW;^yh|SPq6#Cro=S)C@k2A~eWzxhw%SF~lv?4etFAGa5}8l3%y6 z9I4r%&4lTF47(eAh;{Ia*c~bXEVT%1l0BNRBn{`W{V0ea1ea8uMMO~@hM*1#Z0s{Pl6X#UR{kosi-aL=noF#r z#=|CRd%7`TPzE_0JC8`CchK~gc2K-Ph)B)?B9Zcrw7}M-28}0DsOJ8t*e<%fxgWm>Im@{SIoqB^l+Zi$gU@d;7T7_bOwZ|#1sgjolVBR43mNxbM$?eXLL)of!~q3tB34l2;UqfGz$P$>CZzHf;vyY$_myB86B=Lh{&7BAMR70~Se12bd@x8L+22Af$fwm?^jeRKEeqIY5L_Bco-`_G!gfTN$M3 zRv95r798#l4R;tXrU`a1Br}f_i>Z+@=AR)ob}1+10qmegjw~X=>Afc7^#jll_|R9X=Mu!!`4akGvioXe5ov}yuiH4&jsCuBRxmK6ZYiX3P6#gn8J z6_6WGpbduo8V4DKgOIH*Mhk*wgkl2spkACm(q7U!(^KqQw!#2dVK``jUC2}+RccBr zHAacl0PMB6m$S5&xaa^_bo4;bMaks;Rd|%e0bod4a;U?>zlsgrfL3OJeJMdfv?>E& zl`%&1_=Jg?i6fLLH@(FX;8t3p0ng!fLW5-L3>}iKFa~1Y+3PVau6R(HN@F4R{I43L zN`s`;g?6xJ%hVOR0j-#TMdbtq*`r!AQxOWX8uV4;=#a(bL?N|@qvr&67^*YXWY{HQ z1J#V<4Nt))ZKXVQ(&!3tgu?8QN#t0Jxu|nA$@WSjhAL?oo6{`CvaS(dsEUfQdGOE- z!+>_$Q2uZFD)Ul&rxIT>@RIlehriXhRHVvqhV8fx^(diBfBfJ&oXMlC`>=g*5dL;0 zw-H88HRpuWbR-ux5}QC;)B%4s*O260;uO*pgmjLPEL> zd(`7O$}OEY0C|&#`4I1cG~v(*6iW+l*YqAz8Y$sm;%NkeUXfgCE5zf<@JG`WojH&f z$yFCCkwzSV#K~$(mOQG2AvtjriXm;as2Hh}lV)?bP^mzyaFk#bVAqmF6gQuiUXF?p zHi2@|Brnh9o}e%^D~@U>#$ZuVCpX7%m(b+I(b(FJfx=QALAuZ9O5XoqW1U;w9mtq? z?gaXvdMN+3NW%u?=L9ZYP8@yl9FUyA&@!HY3`yj!r`0BoQ6e%Xxyf9*ra0$5W1m=4 zr^|ST0BTB|ysE{^q6rIqFM!6VRDqO>JX)=yb7yE56cLKb#sOS5zT@>uBN0Fnap}5` z*R!;A(b)u!r95iulqC~HmGY>U5g3x;k`B>W1dv5o>KM#uG%CljyI^vpbW$52T9>j! z($qy!2q1;B>XN0A_886$g_VHt13R?&x}!so-6w zvWB)}ZiE5upsd3;B(GoL&7_QxY`KvqF_ybfpaG`q@CkBq6>kV-j5|bWcXuGqU*kz0 zH!(KPSc+Y~$(u+yM&~+i>^6+Sh_y)f+dON^CysbQJHkj9@gDj_79PMRXdjx99KX+=VoZAxvjJR8^s z;hhtIRaCy$y=8G}e1oexe9BywZtz=&Pd!-C*anbRV=!2kPwkNyqA?EU>hh@xU`R^1 zm3YQ7R0Bx0BDftdp#0J329R!3V527)ibgqrlskZwZV1KBD-%H486&-B5o1u-8lWs*z#~@}^W!OF#3`>5zRHA-p}4h3(;oa$G+pzq zev)Dv%=oXV6CJjz{w=|D$UT;PU&<#A_7*IGl3?|%_&sU5=GDNLunyZNfLzdr zzmh(i+9lEsqfrNI8-5PGL!C=^2l7Q<{%8tA-1F`oM;MYhnyn%^qaQzz!V&qr1~+UA z$=3jX;spv|bgsaNRJG?@(4;RPdlB^_J#X{r(nlXpVKbIK{LX4Dl|DT?U_+chQL2A> zasW(@098o*XvS{FqD9r`KUo5zg#zlUk8F~F%R&LQe`AQ2Bk@^sG2RrUD}pD@6m`m# z%@Jr^_*cj>DWWPfQan#4Idq7Y7O)~-Ktcb=inf@Yf8|3<457t9B>})BIDn}Mk|l&< z=j*4jSz{_Gvtx%qf zN)|*=LP50hO(x?GsOFQuQUp_J%YtwEP>Q826?~#C3%*606kESS;7|F)VfTu{7+%9l z83H%jvf%f=hcUc{6IKfDQ+9YZ*6{lQoGzXXoUVXenkAs`Zv4LRCW)j2bWDJzyFxBG zYK>qpc5-!30JK+A$0oGb9BEe8H=b&Ms~2_47=E8z~> zW`HgOK$mbu^aW?`2&sbl&lG{yJ3>m)|H=@h7PJ^-b3+we*{m4Y1)&#KgocdV>Dd8S zYlXD^gPt7ls~eKd4d{DUNL#`5)PR|Hg*46cWimsD{*@Ezy!CfBsIPIdc>pjE=nL5% z^tNYR({5ZW(88c4g!+hxOa%$fFcmL>l9@=Gd{rl8QKH0HQlu19x-TrDgy(|nQoJzc zjqJWO3dd2hKrcoFsc^4{K8?&F7WGIth{DkEO|Y~V#ty4Ntmd&WkES%ivey{f-U6kz zsYxh#Vji!BPSkkl8Ag!B z!Pr&<=<{&1us1b7Jcl*#J+EXA%y&XR%FYehWj_%6)3&8D`WHlF9iF)0w$5Prq478-csyD5 z!IoCZ(vc+})U^t!rTj1MX`6x|?=T!7S}bMXPr@HmIx)E$;S;+Ai~AxZ=~B*zRUcwl z%6=U}A1aeLk^*y#VJYAICUm4Q%<7g5j3Ft5i}E5aY5!fAOLf4EZX1a^G|7w1$nQUd zwG@WQEA++~)^qzW;V?S340DB~L`vFIl1iAuoZj zfN4AfH+d0Vz%-fxq*)$h$%`oM|BGr`K@>{teN{HRvan zExO6BgoF7QGy5OU!NS@p( z5dEQR_oShugDF{~AbLyJ?rHcj78*nC_9R=CMIKaIaX7^#7=tO-C1l04zotsbE@95p_bx5RFsu2|W}^QTY+Bpty&WS?UuAjZ*+QHGp-VnU1XZde};a z+}`4u$|t3 z--9P$?uvag`iUsf;nw@GOu|TG9lD1_SEdB;#wCihy1!_kcPqI@4aEj>7EVBi7`ix!E<_Z*SplWmnNK`|cFM#va z0$zVZ;yHs^14Jg`Y0%~j^1EBn303fDD7q+0-WVY2MX`yadkjy(JPtVO0&`|MNW`S) zvuVEs(F z9LM&b`{D3~g}dmltK;2QzBN?;V~6i?+k>28l5tR7MQ7Py&LHsQ@7C`7)|#Nt@W1-Q z8cf}xh8H1+OGc+%i$<&Ozn7f#)!<)*fFxTe;GDRioV=X~1S3R!Qp1D{1q*mz`Ch=o zXuXNre-?f?t(r8uVP)Q_2+xd~tQV$hK5`EBJhfWCDl%MW;@9GNM{j;;Sv}zoGfdi+DS7Zr6Q0T~O?a#7+nL<7MgR7khK{2J z{?8}b%?j(N{=T&}_Tt0)g=dvuKB)dE4{JtM}IgrGCC=^Ww4Ihzr)Ow>D187qaGWXi8d9a#AU9b=rYQ?M;?; zr#j!>s9W(Rt8UGg9`ahsUo~tG`DLf~t+jk_Q+-P#E@<1+Doefmj;%jaQcSxFlTssN zTht7uuTh)1#C6|`K7HHGYGYDH6&j9qZ;skK-(tkwt*c%Q&;B@xsqFRq47V!%2+)>i zq`isU8f#v2J1_l#6RcAsw5AL6N2(f`G)9!Z8Q3tp{_Wc&HA{!H zw@EtaY7mB(FI0iHWEg$il z{BeEiKv$vLu(Sb<+|cJu#{_n7t17CKMHu2XDqC} z8MZL>xk!6@NZDrB1uIHotl_cC{EN!Ci&y8jZ0?wC7Vj6Y->UN_UVHEG`6*pDw(m7` zJT>_C?C*sJHos?`?0hWG+o+P3n>Zw=ymdxjn_uU2`z)4Y*Y}-1O2a_VwKCM(M91RR zwJ=Y=FsG65Bhl?-2?KPf4r<4wfgs@pQ*=^o~N~6;#gLkZn_uZo6=+V zqwQtO*7uwgSsn67e)Es4_eApCE?-B_V6{!JJZ#D%-_C3hUTSaDZD{`e``M97hi{_I zB}UsGC4EiUb+M2AF{wc)8v&2ebrs5XB*O9)g@2K(YPD1q{)2Vso4XQPk+($u*)37Od2fc-+Vsu?X)8S zCt2x5QxEa&^eYzZUay#2eb8%-i{@(4m(OE{)Sr!5>yu~f=baXN=fWl*yG(=qRl4Cm zMRPoKb{DTwo|Av<#`2`RSMDq0)y#LjS^Z*iyLan>y9utB&fL|yU7NaX&bAZA9}lgv zib#z$%GW4re=yj*yG?|)A$66$PzH=|64GayXu6uCFZ$ht~IiDT}2fBSrOL%LVJ!bq_-_N~w zRJm9L=78hDF`GJ9y4p5}Ew9@-A?xtQE#r^A4Dry(J!-l8q*BtfOnom^D~~y+(;K`R zUdLQdU0A$4X?XbtV(zr3{mR|0pBEnRDjK-?q-&o$(Bso`@rC4MZL zc_Z$U`};PxYi$*4+uo*S#C;!bn7?W0e#6AJHy=b+OJc3(b|MX$+h3+aT%5)Oi&<7HxI9Fk{85vdOD1`#Gl$AC`LgMDPtw^R{)a6OP_} zn)JqT=|G#l&CXGq1g!bbRLjrrU9Po`v-$bQ&ItjT$sOyps~Z=F4_C}towH`mnjf+A z#}?1LCT#z_Q`?Ajxo6xFx$S0GHP+^crl@=~nv^&7%b*BOan_rfmG-~9(?Rab9a@1i z);X~ioQ$4MBnCgRPR*~Gk&%4;QaxF*qv*YI^snVgUI*EM@9W1u`%v4@G+1dj7f;)S>nhm>p7T#Rrf*K@o2EYP znDN|YYNUMD;Nccynk}_G_f4PJ5js6YWn{C{F6C|hWxd>9sPAa=*qmCaZ@b1y^=H7& zxK$0kY;-g>zcT|t_o6^7RWTaY(9)*OAxAxKV zaI>5<@k#GK-@MGP_I2|;GDdgDn3qpx-?p~R$*2z*5oFMJP2PawLfZpbPa?}(o0B_z zU+NhB5Y@&^)2N+QyZhS%I|rXtUe7{CZu5_R^K>w{VR~@RufsX_Erjp(PP{XFhk9zv z^bU2sIT!lR8RDC%>o7KY?71Ir{MM&Uj^c?#xYs!-h4?3$OhS zKi%KNYdzz={_x2o_daG%1kALOjt_@Dy=(LGw(LIe;rb4pzyTloDEmgHeNL^M9%}Zz z$#Irhd@v)`>dzl9|BCgZ&!d_K$CSQo3bR^&YQ*omQH2&qLw~A7oJpD%T3{Le_5Q4Z zV+|+eBzA6WtT9vHY-6!p^kVDzAwhBHhh%of9Xe^W!SkW~bZ-Ws_heYX+}&Sm_*Vi} z${k%7rgUX;e9z`!i}^F7qgFbcVy63k?l^wgbN7kO6=xQ`u1o!-R<~t`k=gH|RRPY5 z>jt$6)Q3+j*?D)l!zDdk@6O68-UHpIN1gq+VgG2pd0@n~&h6)uIn|AipWg2nd(=uT z!=7!qe*e^-gFmc|9<7?>E=W1ga>(3#v6s3_UV6x-{<(`QBh~zxd<)+QcTSXRe{f1< z_0)a(z0KL|%y~^ttLpZqmb(p`V_{Rc-+HZ{=9x=Z`;A+2{OqqNIq!VO%hr19T6ac2 zDDk}5sxvI^)$55KmjaDuUo*YYb#kM2_Q9Pa_uagjIIL#e&$6^jC8uMj8YX>y(|P%h z`S!Xh^K9po51m@)3cOj2bKXhLMB<>jPPfg57nI`U%kMH$bwfr6o|O|mX-r-0-eK1C zc7$!cpGN`l=Jt2>B`bdFjP)z6FidJwJ{mPfebDrI-6}rc}k@5lySef!>i9di_gDX&Cvd*w!_2!=&{KRotK1pHjW)o#v=I>DF8y|1Rwmrpi~Zf;+3PSl*w1 zRqn`{LF04ZM{S4T~;S}$%p7DQfXt%=v diff --git a/.github/validation_samples/hcal/gold.root b/.github/validation_samples/hcal/gold.root index 321bf1101e86cca9a501a89cfd7677d3ff9dc354..dac0c98532dc463be74230991e9f69ad4ff27887 100644 GIT binary patch delta 3558 zcmZvfdvI0N6~@o~LL4C6Bx()N5K`rltQADFk^9wXKDwyabCv zO$8+qAPurDufRBFFol**7|)=Mm0^knxjaK4Z<3*wp{B8&j&>@PetYkAu9?<94y<+7 z>)ZS6^E)@Ey5dfC#qA6w=B#*XOV1zf?{)tI=l&xf_Ei^;^*hcgXMp24GggKNe^I?E z@Lm1?%CJAedwY3J2)*MuUE`uCgt&J=C#a$AG%ld z=l$h;-NsleqrJXV@An`*BbIHyw9y_77kX%bt@t1w zqZ?Xswhy;%Z#*&@c9lN;kj=Zjv`uE5Dc@o(Rh59WhM&FE(P&cKvI5_B8*zI}e5t2x zpF}_MtVPx7#;WOzAFcNKG1z+D$r-VvZk%BVu+AN0*o%y?n&tQWzHTkAEgpnQHB@AyuAQv@(z_<;g~6lu|pJBYyV$Mv0J))d<8+baT&H* ze|HnY?#Aa(DB+?eWV@gL0DHvW)P#`R_#^DMzPs?pSSM!7a{N%T!dEG+{3m!_LSL2R z3ke<4q107Km(c9hs1mb%4d#iN|AKce)t+Wda8uTMYg6sbRQSn@m@N&HuTkOS8!$ym zt6svd#0+f2`(obO#4WW)WSTyEuS`@2+c9GIH4IWk*AeT!@Cu3~_e2Gjh&l3A)LBz? zT&IpZo3Tp#)E4S^`!(-asf8`nk-8Q65_H=`SKsEq>VDHKR*cN;>A0^;0DZ(+IQ z7w^FhiI=rgz?^;2NBvei>rd~;eAy>{YaG-jsgo5Lq3*SEqdu)byt}9tY0_b22XfrT zgIFtPYf%TqJ^wbgO8k)agYVF{J3n1_tgBalUxx?Pe>yPS{j3fPMcEUF@to8x?&Mqc z=Xddj_O^q`#RqS_P3(JL=p zy^BA|fWjLTT7LpH(xv!==wtur1~S!#!TAER0PZ}(7N(HT4`e$83rTD+6p_M4zc?SRVs#DhA?9U%98$MiR1 z;10umB0Qk>M^lLLaXQ6(Mq-zm6!JW%63=;E$aHB>nrEnu(Ey3AzhJ&~x;@sITB1F~ zdzhi`#auP_$oMRk74iC!^OLM_5$e_>{l_cDp34^mM~u-}4-{B%`%#cM-p#RmMn?zSHc@h3 zq9nYjeO5=Y$3%(x9No_x)CI3j+MinMyui1}hGgMgPoM0;45{nY4hF=b@Dj3nKqJ&_(# zrR`oTVqF3RdZB$+{vYMB9k9Qa6(K&wjwZfkG{HUfn~^=rrV`fXnf~5ri!s_rZFwii zYkBr0bwJ(i^t6%I5+J9?>&0!*4dk6Au;rB_szuYkyF5)~w5TJUC+OPe&2ald64NrA zY!-`D4yeW5GJN+bdq}tHDmkP?wCEw6g<-_9sF>4(AeYNO%5DbK(H;!aj`>T-{tS2f Ndho6=ZC@YK{tKXKb#edz delta 3558 zcmZvfd2m(L9mntchB#oz;s&HiNM%d%9^qvnWFZiOGzb_+9R`FT+fdtDY$%JMC}9%~3>CmHH6XpD9`9j8L+_nh;)&y4!Vh2QV~w(mLj z+|PYE-Vt@YBWg=9uJ+~1yia~}SNA*L!@29=r#)MXM?^c$Qm2pOIFpxz;x}wv>VHuG zza*6SHt+4^HHOzBUXFvV636$`7AErJKg&$7LeuM7pjWSmu}sS4)yQj+gJ|epr|<18 z=f^h2`g6EfmHMa)scDgHTVspeN?yxC0ho6wZqcIHpE3GEd26hGS>ticEj=`|H zrtD4e*6of#THUtN$L_OvHx{MBBk!R=iBN{id$CT+hikdcZo0ggzXa- zja+L{b*izd+hc~Qozb|{dYuVrF^+Rbsot2U*P8`W{TLg(Ia~)L8+9D|LA(A6(+w)hEjXYHh4n#5H8vBFfKU?untyt)8&X zjN&@-)VMe=`SdBIxy$3w-)@=v%DuScGu7@B0}v8()F2!bvppUiVjfGttJYM5PwO^G z*lQn&JMeyViFs=nX2Euxoq}ajdp;Ep*t=?c2&3GR00v6df^<}%zZUCcJ3a@&Cbggd z3GSU4$dc*_nV2e*lh0s;dn60PB-EOX=@NSF3{u@WIY^Sw3u7?J*Q;@^Ya3tB#ZXC! z%}0rtvkLHlnES?JikRJnm}pIP>nujP^TuP4gjN^fby?Dib4YiKCt|MnhtI+9h9+UA zq^6c&i*&jFJVjocj3ha;Gqs=o5C(`}rTy|p5Rl#3^BBI8E>+X< z&rIBw(2)zAoj4n%5_-A}&x(0t4pQVDD!a%r;|!*G6$qy@mA>->?0^JM`_&Pt+Z2YSniuagX|68{*xsYcN-oJ$wL9O5OZ+zGeS> z7aPRi+0HYw=e_X5oO1{xWMotaLx(@Wa_N%#H;-a!Z3kcD+`8~VIod(BM~|ReUbtEp z|BwNNS1GjiD5|AP@yFrE{@GQetJMcI$?6d$`9JWcTk$C>B|q*nd~LgacpPg)T1_XV z9sE1Wq^P}J+C%f%8L6O>imHveXb&}gp?)whwZ$#hC zhWkXgU+oU35aT0tiusI0E;K3Rc|gUT_PUVi(w;O=Q)|Kj5?z16d@FT(EH|}8dyw}q zS>KDeWbTpi87d>>^&{u=tZ))OL)9|S3&uiu)e_>j$dnWEBlMVuP0M@CJ<>kIM#*^- zonoTVCQ9IE*=YS4WcF$o$0A0fV}x}xukrh>d5uBM*#B$D~V)eB*l+&7z4VrGO) z1wR0O)e}zPN5Fo$74e^;cVM$gZZOIG4#+PBegQ^XY1hwr&yVOAxrDx0#JyMqeL#J4 z-jhbyXR7oIo=e~t*nUKPx_Z9>{UTpBGs%0IMA8SSC?e2n!9;$lD!u5nA@*e)fiD(O zZx0wDKi1A5-V3cou;*KgNH?3axYv5g_H_NoJ~R_6j2=Q>^bqgnSkBPVJ~vF1oR=sG zZ)%^=QS2~LqCQ*qGY2`M+1w-ZbJfO1Zw2K3cq@p+7rA7;$R*{2s`9dzOw#L9>YHN} z^q77`esBQqtol4y+#}npQl32-ZWyq*vcT_Wf0Mxsmqoa{Y|EfjF*w5yR;|LgQ~RE zYelR}fIu&_@5;|n9@z%_YgrNEC89+S;VcXzmPN(%E(Ew-{!w<#uMTygpLWb&LiT64+tY=2 Kg=xEbkn(?nzwRpl diff --git a/.github/validation_samples/inclusive/gold.root b/.github/validation_samples/inclusive/gold.root index 2d12fbf4e2a496e8860757d67a584f352a1e9ca2..d1d724cf51fcfd92b6acc574d4d474f83278043a 100644 GIT binary patch delta 71484 zcmb5W1zc5I_XSF$fOMxwN|$gXMFa!{L>i>KyJHj5B@K!oARyh{os!ZWN_Y3$2k+qG#^8$+ynX_{ zV8ItR0{Djk44OX#1_tdC29~Kfd19#%Yde5Ex(OaH@-@K&7#Ld^=!e8@*ikkkZ5imH z|FvPq15ps1pa|egAAEuHy_^3V;EmDUTz=>r7{S_b?V z2Jvs$dxqdg7{S-wM`2*$c%iV%5C7g54)6!82ox4pAaaZKkFCMtfb&J5_o2(dz}h?o zF-j1)|G)_N14HT#qb{Dp3zhrvA6tP(1gA@ZFm=CRl1ZR2WY7MFiJpf=M!S1F9w-K! zNW7^R>Z5;P@PTuAphI^U@FCxz7?1wI!14HFE5dg$74fNFs7!yt+=Kq0g+Z8#Uoh9o zAWSL4@b9gVLbtI6BMzMp&lzv+jY<(OuZVzi2eS1mVsIhgWO3;D9SEZGOBh&YEuE78 z4N~z7WGfr-e}nwm2~zGN2%@cD@IOHioK2Ry^l1?4qW2IUMu#BaK_mRvqrkraXG=f_?@;cm3xOzlqOSiZ3ZgKG^5lOYAc8+t zFh@`-;XwrbUHktVp#!>)coQE~+&`b^KRZF}xWhri-T-k7KUDpJbB*-Z^TA;Qu6=AK-T%S z85F($y%}VkUz^bf*@4+uGW>5K9Pi(0y9FZ(eK6#$c)%Bx?a%$d-h$Ibp+mo5oV1`Y z(&&G{*!%(W1PXJ{BAWCbI;LBkA37`J}%8|}2T-Y~cH zh>C-Gh_ReWg{K#Vy*rM2&TEPn!Ib4vrMl4*c~L4T*T_p&dja$}_dO03=MnZ5>z#gD zVt4of7fTPe66;rIIGqejs3`3)%~t*%r&Zx z50^ilCU4<_`MB#$b4(}wT7RfsM6$@60@|} z7eFT7y4eA)vW#7Z$d}q8k~&OAH93QJYDSJP)~33tI8n6{MtIwuM2{{E6 zOcYVAq*9VhL{t(=5^ZGI3FLEwB4=v4t}8JC8_!V@WZx`GbV$4>IZ72hWXdU_mrc8R z-4>l#f+OjFDa@GWXU22*8il%5WSyE!QVxi0pf#$BfIDRu{xT|;Wx}E#RW&n(lT_nb zlGM;Kr`yRoK-FJ^3?$WY9$ z>3Inpo-_%`-cC&W28&x_9B;p7X`nPt!sT#j8Sj)aeye=TPnoFq4kj@j1g@Ge9 zL5<;H6z>u=W&oO?om!5i-Hsy(Wzr*D3K}Di)D)t=Go1N`@}y=k9KV*d0VKAE^Aaey z%_Nxou8^0CHLpc*Z|_HF9zVRdr08Mw(*k=8@pu8@gpY52!0phGmJbda;~9arJAyn+ z%tL=6b6#V^og4pU@*3v({Y$cORp$7QJCqL%d@?PlvUG%CiHB2)jdU>5&EP*P;bJzz z#=#^I{pj-<$~~=Pp;7gLJOj1@xZq?d*Up;$F8;e4zr zz)d-9R$+UCN=S~Gxe>@@7GB;|(_~s2rxLF+P^zh&Az2h8m8Y!In};{Xu!*v%IHove zmX}`s71kYPFf3()d@kRKWK(mz6Kk7nHZ<-6mutYl$a}AiM)Zw39d-Q%@Nv>e8OV}JGb*m`K9;sFJ;0wl} z={VDW`YO^bS(?-Lw1BGB;Z==7Di+MLDp{vrj%cSE8bWNs$z=m7A)3lq1dwK-yhs9}l;FkXys25nN6uIw9 z;&UM<{X+I^X#fWurlTOYF&R_#NM3f;GJUc6^6* zM5_|4l;FPJrK-|hs&Yd~6rJdIs^a}KRXNyx=c)-D450KYS*5K;o?-gaIVM%fhzxT} zjC}PnVL-t9-1b9cNkrB1Wxk~7(}xOJ8Q)DqyO6`Ov2!HPkpuOr4@90_-7g?rM8IA` z>DvmA?oxq6H>Ymg^hinkG#jS;Y>9jgE;K?L#fzhDFF+dkTc4HX_gVPL?eS~j@qE5m z$&4QWIgBo?@stR{lP$VuB3GOzOj|n67WckO!Yz$AW5d`je^F(-2x}Nmr|!i>4!nN< zvnPy)B2PVW`;e!x5m4n5^py6nS7MXf-&S_l#Tk!TvZEwK6*Glxg>O+Hi!}IFjITUG=UbW_Blp*2i=iK(NoZ9AU6rNj5wg02XV zwXye3moCZDx4$m3eL;jz)XmNz`tr@A6AQSOr+GH$({e8%;*vk#E7CXplnCbU=7PU%+NYz_FiMLj9=;X#-%OyC-|QJd zW7UtV`#wbl@@kc*zEEI~AYEzUW6mT>fG1HWg!3H_m+b4|Z728L;;TJbyRgHzdfqU( z$5+|A8Z+x#=zC#;NXC9v7*~gAH^(RM=h11T$@|3<5}5hjACG6Af~d!fk+A9u+Xu%OQoi^jb zNDS_YEI0K{Zs(`jZG4|io3`L>w@n{oiq&|Qct3PI^*trGSLzjFq~E<>PJxG|2*yq; zI))QmaIRV3vn#T@AH9Pq!;r{SvP#K2&Tbi=x?EPwoNuHIeT71jcxtsa^r9tXjqWNb zrTdIH7Bdt1#f$cYU>m%EdY}%$b%xD7ZQDF%D)yVHI{7i4{i}4F3{+GY^&Z;*I+set ze2NhhS~*ePZzDRibMX1z>}iBzXtL7|QLOaCjU+N(BBi;_PFVKuw|6So1fE$>^^+&D zYQ5L4t7WMzbe>&Ra8OVrdEtK$M&@58E4rCy}X9qy0D-0vP zXr(08f8^X;I!~|#8(J45#2RSlj6U`9_0D3=!x7J`Oe~n8W-20cofjRL>QuKvEv#Pd z29;nqr|!a;a2HMiDEDB8{*ET;Ke^|xX#Vl*5{Q9?N%$32X(=$O^@qvnBhSA4Xz6Kx zW?`EloQpEg!NyS}`i|@CD-$*b-avex+lM~f727;zEEhP}ep4?#R*cqjS}B;XEu+u4 z{Y*aWcRSpxW{1(_Ye_9kdQPXZf2e{KU~r2Rn~Y}pJc0L97A|@q|CGu@@pU; zR!{t^QDAG6^(g8iGOQYX3Rr_(u$8Z^z!{>9H1i6JemG5F+zsI6730 zIj+SNe%2-Nm2U~W2h$q+qt^&AOA*LTiL%63{36d!=7f>G?YodoNG_cLb|$3154v|@7gY#kE1UZ>hDc@9VEuhNiE zDt+Tq%=Poyf!$hfPW^m3-&{Q|=6_>-583bD+}_pc17sK+peKc=?I}Mp8TD7-)LPMg z+VdKWZt;*T2XD)}P|7j7IpCd^hJmpj7~R>s=qBDpR}dOqT&T+bRi2am@96&V8zv4G zCh@Q6%CsYIfe(06t=JRQP{QP`N=rU^lGwl*DY$cfKOk$2qHg0GE9zwq_2@o_}>3^O|c zW)>W({+M1zi&5+4({vVknPnw6H_nM9Aj45bi%}ilJm5rs6IynVzeAUl9uVz1^NEtX1X@(z_XWP0~AR_tJDeh%5P8e zRt4!Y^>le(>3^Mo*b13w7TGk51uCM*jG9t@wu5mySb9Bpx!Ydd3C8yaCOQgv-NO1V z>IrPe4fHSX=^klW>t)~I?M{wgGHw^*LAv`WUGVPF8*Pj>;< zybCZpG{E@Ke#fr>V}b!@xBM>&rUwh7`75UEQmxN$Z){CW)!vJht)<Lww3 zf%r+XT!Egr8Poi|5>^Rcpq|DxWpHWj$5Km{f{ofung>tPJiXnt=1%JYr+7EY1jPgd zJ6LX5dA2j11k8%kayhMo&2J-_6l1M2g9v=)_v8#Bw37q0R~btmaTeH9y~MrOK@*G+ zdUE-+Xez8?JWARy5#E=QC60o#mgT@Ex{4PFR(D)E6{EiO}7$0j(Eo&WHdlNl# z11$>&^SfV_hp;f`(7JB>d#?`FneLbiPxcf{Fh9kZ*SNdPl7wrb5D*Y@sJqPqOg(4K`zeT5R5 z?(8lDqN4b)&==KE`uG@!3bi@ox8`Spby3$K&9q+oM9s|jbrg+MOzB z1V~taqpHa)Yo(sp3*?S*OhBk+bb#J|&!@lxefyDoD03J+dLdKXULL$%^aIP{@iyE2 zlkwo)WeSFpAMsn(KsOMqk1B^~OG*~T^&#T?^|g=8%0%=+A3>S; zXyr&_e>Zb?fHmU@fAy%OD9g(+PX?02c`Zt2G5v$xt?Tv1+aA_E)XSAvP`M)VLUV?w z_%3HSp*cg0`8#K@f8~skj)jGemH}XCU~A+8Ew646V2X*LIWwVUtZqQqx$mUP(?b8D zno`l#W{{&qj+#K!XKY)P;YBu;B#~kWAK7-?H_MLve)}<(Ob5eK%S0t`v9?d#v`KeEU?(>twYl=b2K3;-`7!=6B^< zjdJb*oaW+r{t&8desfd4VwL|$uDqqO@#k0|Ryos1@??Y2XlwKP4*BNyVn>tx(q`Am z4mmx*f#D!9yPO56?zhzg7G@+?Z=craSnr*=Z&&6Wy7l!9umS5*s*k@%k>E;>OJtB( z3ve%vRAHr*`aG|E&l9Qju!R?v(CCQz8uWRI`=1ha8-`co&4fB<)C^HrJ z;yEGGU+2UnX%0qTeW2Ol9>hCM&~@?}o~>9Jf8x5NDdpb!Ot~*X7m)QD7N}V9AQsq{ zmfCtUh&RvCehn+RTS?QHKZL_v5=&)w`|Q;LEUMHJA5!KJ-h9~SpzsNT&-PkT=6b5` zvU=zO``T#COhLOO31Z59VuLTl`EfrVrBY9JlsKzEM|}y^RIo1}yh>;EBoxLW+kfdb zEFPs#(z_%V_VlO?c>BQg73H<9XbBxTsves9Pzzj~wbE5r6GA3?1dB`vg*aO{t>I9! zgw4Ze>)!NFgNVv((0Z5Xo_uBZd&-nX=Skc_Sdr$3$h4Sumgs%|l^(f968<4pXnK&U zz4aSXwAZd|k}|qT7No5u&UHvnGT8z|kJ<)W30sxQio9r&@PGicSK7pfYfEKkq6o{z zy7**CxUvZJ9*_Pr>&yV$pbmP-T96~&L6U~-82#EPZa$3#;0htqPF@B;B zwNM?L3S9yoTEcYsr}g-k7$4 zsd+Q*i7t9Tap3aWV(1zh5MhUrc%Br{)wjtnId+Ctf-c@rWgKt}sWmau=ojYLvKqJ7SlS42X6x&RFUJH@mDM=y;>IBYNbl(1mqz;^XVZ%O9(gq zBWDEtLGf{V2o!C+?g-0g)ZELoTsFv#%btBmEGJTo<(v>k6^G5dXW0e|E~NXU?$v^kU}v-3?KY`R&qX^>TsRt2rXnxgiKe*&D`DjzstM z#=`Ro%hYrDglXH1JYegY0Wt&M>q+k(bOpx+paK3C#vP69f{tx|0pDX zlPI+P2Np(_1`hVNR$zhjn?-LCV9I{6sFkt0BFLhp1tdDS-^yObG*pGAP10khz8tC{ z`|>rKOyU1Y5| zVx98O)N>bH%R6ds2fwlVnkt$~nRf1M;1i8F_fU-76Pm7esUI&_Qgn@&+oPD+J6qQp zrdfK4k#!OO2ei$Opqo;8fX5DorQ2LCkV!C?F`gI~)})RTHJf z*{%ssX5;jH>rk#{AgWG0opI+$`}hOsGLi?)5xF*|O_Vr=R*nFf3J1x27ZZMC!NnNlHAptb| z3V6gS5pw3O)abhSokPt;Obb5Fyn*EtUf&X$1Ya%FPdOtR?SFv$Og~b2@-#GzuoeB) zBBq-2{j5C({C3V*!WQ1|6Tun~FCr+7;;fk1+h|^Kcs(I(rUgRvcs@WvpC+~O_v=Vp z<)A#s>!h#H!A52eSzcQ}!?zahLoCK8DI&s|2rwZPB`I8B(!?3Kp!cZwK-wV|s)L+q zeUG{BoxC$%$kO;93z4?oPZA?oZMT9`@x?N4fjFiIwI;Mm^evOdwe2%-6_KY;_)Czs zF#+M}zMLvei2KtI$8_Pj_24eq!qSbG@sirjmYz~%3@ApoP6V=VHQ}PC`o&wL6za-d z6<~{~1Q4qiqaw5U>Os6m)|TpwIU_s>63@3B^naF9(3rU+sRl4>y)FCZx}`a#8t?JG z?_z6Nf6Sz}!}R0vRJ@7N?8$&W!EIB6TOIYrOFE=t z=h~kKR=WtSv4JN3n_#;$y0|t}JQcswRBw_ZavojWluqs$e~Fm@UuT3;XOzx;H~T&D zq~`e|FJRHf+2#q-K5SllKrw7eo8e68{h1(-DvFVY-s@q>`V9*F8MnitXW5F^AwU3P zk6B%-FYK;PfpmL@smt-f9gj+9SSG)iIe#}t3G(Q{X7zS~9mu0nb7NJ6WpB(z84}%p zfIJ#!i5Ei0R=HxUI_G_W9^>@64*mxj{ch8(JMs;zg4}!nNTcF+G+K2>qa4s$lp4JI zm%hY$4g3w14V z7{DOnV;>a&Qs}MKEE3`=zyNaS`E9?zX;QR^WOVwdhn{JMl9}fl*!=Ilrhcc(8jOk( z+R}NcKZlM8 z+7YVU=^km!^V}%-*)wGpA8tuX%nS0V)0m6EPXZ&gx})|OT+{X^C>e}jhDWPlH}{Cl zn^vV82g6prtq^pxMr%=amV@j%RSAijc8{?fkK%h}lS^fJDCb%mca`(l@u_ZQ#BiZW zcMy$6cj3n+8F(_lM)~d5zFbXb)Rn)O@{C2W74ceNch$sZx_u#yO9Xh!EZ76&(}t?5 zdGYn@xRpw-nluUS5&bEQ7t|DN>~swl+Hhq1pB{D$;a_^h>_kK|_l4}5g4HH@=;xrP z`vUMdYk}F&QH*nX4|=f*HdgX6uu^pw0?D=w79IeHDG=DhE1cWJ*QwY`{9N|Gc5v0` z^1dVHi}YN#DPbfBN$%rd8`ICChn~jTxHt*I$g3cqs`%QxN)6*&`W!Lr3-W2S@gnt4 zkWarBm9jzgI0OGzpe0o9?8ZU&-@b{$m5yK+CCIR5AWy*%Pp5y$$5KiffqGJmvRl$^vP4ylnY&U$REd&@^ z03-$~Fq7)4?+}Z17(!EsCt@=a*J-?zww-!{a-RYaUV5qf{C6D>T=cLWlEx>PBg z*F>Dx2|3Y52^i|=h4?DB+X+ghsQ=gF0L^u08jt;pP@Zt>(w*oKi(8Xs4Ys=s8IoVh za2!rzL?(`VCgts`>XTKt+YE7U7CYIdI7}jU=M4zT7=EfS&#O=^^a#4lo4!fhTB4{r z;w_L8q-d%wCZ%Y;C+O`k;U!&#SZmGm!I=J~s)PDI)I}wc>9^ecb;Cqy9;#hPFC-P(oF@2UBrJs0nV? z3ZrD5td#l*q3K@vcxC{jVs20z$E(iu*IydTf~VeKmA69B;dMp7$Hj-QN%|4^rx0$qvD1`KVD3n2R0h&dsV?#>V+TpFBa|EH+DuQ%_V+NCell zBDdwtm%>pkme&G;!0_Q3?Jj}PXgyVD!HPdgA)0&9^?b>PfvL`&38!g_Tbj+Yo7M8- zUMKf$mgu~1D0UH36U1SFo5Z9`ZXU#{GurNJcH*#Asxv-jYUpU?71E>cM zX6$MUPsRYZO8$XE)|of*Jn27FT_SBN*4A%{BI60IHtP+5)$qQH%(}j+>F?%tRyCTM zI#=5y4%5_y90O+R+h#&LWHIB3yI~iJbgV3&Soji7rOEn}Hot_QZ$|N4t$0)1JfC|M zUTJTyY?P7gydgAkBXPll(KFq4TtR$Q_JE*AW@-9-J)rhy;~>p0=4!$4h@yUDoJQNF z<$2v`4)*~IV6&SHs(3|5oLe{3qNr$3mfhlT0i%s3&XR!RErIDQs+jsbGcCWIy(r1a z&Wn=)UXkOi_t$xcO`^6=JCW)?U^WH5MrHWN_~zB>i1l)+Z)-`yZ(0qus9r~Ly$|R( zoS7QTqL83EH|FYXR3Pq_ik4YjkC4JSH+eHE4=;%WxR~B}n+(5d_@L;>OR^JfcreDX z${Xwbx$J!-zWk2e7e9XT;l+8|TGB@;0pCp-!?~mwT`ZooeqzX9sZ><9>j@hcOPz`k(wH5|UpER5e1!>{AsU43j ziL=5QAW5<2M8VYDH?BQzi-ftjzjnYdfbu#0nT_sHJ(rU(*_@&t_6ucU=~ELD>c9pc zS;Ewpn4b{KlPcfQ1kODt?wr1%rnDy*=IRsFdcMZ`CH`_>=YDGId$sMK@Bk(iYP&;< zExgq=pgJ7Da#^OqWE?GcG?_Ijuw6MEAafad?JjaLWY#D%|I>Fk!t&B;%p&6`ecm&F zERjx1h<9iF%%e&wxR*Y@sCXm;TWnm1DvRTO`ficZ{0~0r(Ee7#s&)>qIpi4iaeu*R zSbL$*+b4i^AQI3Ed9%_JRTGIq);-)XOTxyLW0+3MUJ1eKAsPucaA}zfm6n^ z7?^VnYEo`n5R`vp&7D`7H6=*oU#Y`6CBT8^)cT>LWVeUy>Vebd7*(q^ByD@Un6JI- z8F0Q4IBD5HLuLImZT*AIOR)vJwtEh-p-t;wA9s!$;A)B=TRUyV%T(U;F;XV%ys+qlzP4hxAdoyn1UbnIt9 zc*B-uxn0ZmAAj^{>L@fnGBX!Gj|&U8xat)f;1)DYHzN@$9jXi~oLrmfn8#id@CF8G z20h>!r9R&xG{k%PBHYA#1t16}c!eN%CU`|4G$eRMBV0OQYet>vM|m&>Y0)lrc8Q)F zVuwea8DS?!of%^nM4g#nH$t+qB?`LynN`o8bM%+J zMclWUd&{`)nR`EQlQLcAU$&YNr^o=U7Q~G*tyab622uXYTsNQmSGfd}{WrNhll^zO z8g`nh;aAa<_^kimE?TNlS6Py3t#=MQ7ogYeM;f$u?|%%8DG0!7yPKJ zs*r&e7ySNG>tw$}rX-`q|8)y_^(kba*#*7d&N_MdnjZR=r#0Jy^Y?uK9PmBlPg-5% z$5?fN479qC_a9m(2OQQdx)-iYIvx5S%2WR_qUm)Amqf5o2eXO@VQq5pJ}td_8)%h{ z`}-zrztF8#eb;4BV=j|f>{E8g@mY|!fwWq>EZR|Vt1>^~YmAX_3N+H%!}b9nhc(4| z`!?D7lL47f(Afq~PBgarPKdYrWTn4&T*7px;BBsKtbuenEgoIU+4%?AwM=wFT2g_< z%d;QONFAJP$=>^Dp+?&L@VBc(XBdn_5GGLbN!?W_&36?F8&vagX#K8GFu>Ls2iQ8} zxa*n$zYZU;5n-DD-8PF~e@~Cc@CDSx0BrnRU;rA@Y31o4XdbL?=+_ z9iASptr_EAj4-g@Vyn?*b)cRKJ*()iP*LuA*>>`Umk(R)c%+!wtUe%D0jTDgcmM=C zkjUKDEfvS+n{5_q3D%fsFPy#IF3&r3?dy}~by^Q00#740aV3={GR$nKxEG?Uh*H?E zpYudlzE7cQeC8QRI_jBPX#>mIW+7!`d8 zcF~@+gR-xfks;GPMn*LXI5oC!ug^UD;2oY29y}{3>7*WYYGU6$E?wODOx&G{VdqrN zwUOprI;_Ar>KjwyC2~s?MuG|^=*kERKXb%PHx8*6lspxKHo}~^42SSA{D<0n&I+JS zwpY;60QVR{TuOBnTnw|mG{y!3F&tFg6zJ%wFQKS9KLB>NBJV+)Yzlh#8tf#`!)(52 zIlkKp?t~-kz~^F*Kx7J{Ae;!4=u7n-Sqc!&Yo#|F?2sr1#psQxEy9TLA|cpDd;XO@ zT$NN<`3mBtV=jzysL~V#raairC*_4O|MXD_kn8QN&ZF$_PtaxZhJg`Fw5Qv^B* zfX?FjJqu#2O-0KdfG!h~f>?~6o*+y@*Ny|qmanwpY+?A}I&xS1?}(QZ+Oh0Kb4gwL zb12PX0O~1S(%gW{P@@NtMB~JCwGgUgG;JFHVp#PeGU*s01P=~b@^&~G9SMF#Z=^9@ zstR3fH}-(mwFLy3GXC&L`Sgn)E=<)%Zy@@g}>EMM8&Q*&cTI zq9RkUQ4jmOCtr(+K!vCZ?W0kx*x1{MT|M%OCG0>lZ+7G=rZ|KIBPO*(of#k!tAvD2 z1WRnSlcJ~l;y}Vmbp`*m4*zEQ5imKrVw%@^uR@3Ta#h{uUGJ;p~s00$7Y#< zUimlI?cTCd%S*bF5MbeIvx@TE9cH&f@~y9qJ1&VeXT^e}c_*}wwk3YoN9!iA#s!+- zZhYkL`e+6!-lu8an??8lk1my9NPZQ3bQOl%{=J`jxaiAHYYPz&@5V*08^6+}_8)|8 zm&GU)ExhieAFWZvY?pKE>lG5Bz_ zWy6nd=5!wCgXAoKP}Sl6dOe)U8^3Y8X^qu{I?kW<`8F)Z8A{m(0LS?-pmoSR+w-$u z-?BU8#}YczPSf9i+;!3hjaI;K82nrJ@#OqwRjgmE`s*M<>;FUdjRkwW95qeLK--1@ zWWh%SX8Upsy4!5wtzIfvCW6J!-T1WYyTvMPdevC;r}n$cd2a#x3> z=NLS5+yL=#jqV3Lnt0A`m$&*)QpzLdigzo78d&dS-^mX?nOgaqmg`HcPyCnsMq&JI z^Ay>h2j01zEODJ{r)~bIQZhBR5&WXJ(jPId8a!4peh?+QIi5b*xv<)aTXnuUS2x`- zEaRtQW$VWmxCW>W9xYqcXKl?ys%k~Y6FPkaK3MEXkN5V5HhQF6eq6!(d44%|R=#_T z-jmyR8u7R6OW{p=IxazWI8I|#wNfZ_mRKi7TDZPe&@Cab|GlyP+V`k%H+np1)8Wb4 zItfe6r?$$&Rwu`AK!encXi}}@!0X6sNk^<*k{^dkxl>&vZS`)!$!Bg3S`hydePM6PKQ=Wi`l$wZRbwPYaJ=zm zsrqQ&?aRj+2Q!D1?Rd+L@q8t9`BUcg)Nlbc=0i_Lf$yc_y}6}wuGwaVk-G}(84dNO zTzH>JGy4M^E=)I8*p5%|BnT)RP9K-E8hfa^f1h{S;d}&W^2t={am6-u+x%*<4S_t2LU>ecJ1yirCM1U@dqk^r^i(;cDu7 zO5xV%Uni;9vwqWf9pH4FfH0)^dc@-b>3&+_!m=1W_6s9n=2d2$`)QT$JN7GtB<{`n zaXly$OU)T!)|C!x7<^PdsIl zOmt`tKMojV_$f_> z@L=wz+fu$Yb$&($m@EL2v~zs-LwB^CjUJ6;w3hDA1ydQaU6^%fM3hp^QhP3TT4OXnPV8R(ANrZm?;}eBxy4F2z zbFo@=|3yoc5tS1QBLBuk%UM@_LUi%6dVvc*c8=E#yt)-1t-9_3Z^Mmi3`wJ~&Pdsx zYk)G4*R*FJkH~LaPGE-Y(g4>|y!^vz!F#zgGGrTu-55zoPdS)H{2F_Nikp3*s8KEN^q-4e`ViZ|uO2v1%W( zA-xSwUxf(bi;vq}F@-lQpQ(|4>fEnHaFt!KyKkS;w2Qq42zl?)EIjnSrCFf##-Lqz z3^WbtXVP@yjA449Hr18WxeY$QzcDwa6D%2+Ffxa_k?9?Z0pREeq=?AfQBa zVfTm+`j=k(w?-@3)qk*xArW^?hYI{H<97a#i@ldYP)+&K;HyWkpB+KJ2E=J`=GVo4 z;7vV9^ znUwPAZz1}J`FI`HnM*I~r1GV6io(k?@1W^>8zq8!XHf$NfX^7AYhpN40BEo?tr~urf8ECqN6*Yn|gSzkO zo$kxO(|vcovuDun(Ejq0LVahT?)$4kv9dQdumxMwz`bh(nEZcAzdX<}5&w-+?qZ3< z$3Fe#`$xi?j_*+vHv->?jp~*TSx)AuZ!Nv5w45{f1YTw;j;OBAj+taS%v}o~q_MK- z8AmpBg`|o4&k%UX8N7TibC8B+wR@O9{dr*yrQXjod0t>O+0OQ*iEWwd9#E&2Gnzx8 z_?pq+E6rSl6SJcC!p2$ViMUg_)6T}$+}ub5->0oDCC!x2Cn=^I&n|N}HbMlo}4Vx*D z%idr*<%)c>DwpH4j^<_{+OB-OWNwq4ljmY4gViYGwUp%>da_8#@nt0QHX~~sL8}Wt zOG+!+#+ROnS13l771?onVmpB_n5hCnnu%Ljqs{o@%33XTT@Nt zgU!qdi_cU$5`iWZ86$BkJX|$Pn)2==&&2zv+sG+0+?cvA!CQc*Jm@;Z!k}*R6_lhX zqi)O?!jmpZ1YKvZ6%HtIq?V?UG6%8d@9V%>6c326H$Wy^O3n&8NNbiB=|8Ao&vUZ* zg(o}!NB09GhQ*ikQSW?Z_U)(X#<~()JmBb=@I4&kkWNqr;?t?C;76GCr853(`N|%2 z)Qi_$060GilrtB_K~-r9K1=nMPH5o=C7UO13n49A2)9fyyr3k;_o(FrVbsndCQnka zFo`}LERFr>hhoKe(oEX-8JDt|NDJupgMdE9`B9*UJC24rG|2zCzoz?5&xhF zsvzv#_#wEg+6o@;b#$}z2WEjsgL39=phxTOc#q}1c=0=V6|4b;bnoMdcNPgPf_=;P zctMK*XvTP;gP;eVkiF8w4;bt)g9P!k=}=?@j05k@ieZ=Ud|If53xt}TCC&vXtx$gf z8>p&8RKE%;Q%9tSa4y9Q=QY!F>oS7pZtyBia!iZ3N^OOpAI#Ofh5MBb#ZMaqvZN-H zBs^5gP;Io2?A|7zbenR1K)3JjJSV<>Xx0U~HEgz;&`#3*l&#SU^;EBFpz8p?7HZXD zTDp^YIBmqCP>D+L;V*NWjwori82o1O{b@EokAzOFzhoZwJFHM0PFgmoxs9Z7k$Mi3 z^^D#_=Rq|-30pW>LbGSt9!mJ415?Pnq7LEaYduuj;=jCY1V%4Dx@=u`^%)h?a25jB zgsRJ>UA*S!OKBEkdQKz#HCwIvV@4^|r84T=O4E7c4U&AD6##AR8FGJPxOx;TlFgH` zg;v7$&SESc9Y)J`mYEP*@^;u545SNPZ}x`1l#xYb<0QB>Kg-9|dD*cuOPn_V2&RjQI} z)WX$*+Wz}4MtyF|%WnrI^WXI9A7tD%{N$@a{E4o$)Agsw1MZ~Woyvnm&vgFg(2_e2 zz5712DER+@_=`iK--l*5v;Mn|>Sd&53|8vP!5Xr%=c8cb z46D4#zD&Jhl-beYcjFBBhu=)|&TlqM;35Y#OQf-;L2bL5F^k(C4Gtu@GwPI;g9C@P zt4VG$=#Qntm2&%YGSu=D6om7?!|}h?5tg z?gAZeujYD3vA4d5q+;$b;sne_ZFfCe!vg%imnevvPVXqn((<}iI64pyIBrdu@c$5+ z_zD!5Et?hspK=a5v`)qIUADfn_EI#~dN_=fONozRU{HK4tdD!588Lb8@{`qrlG#tq zHthL2Z?-*EL93xVG0(ywXgT9P5IYE2iSI6azdXfik9^9*7sUtq6@cNW%7i5)@fpy& zm}yg9cj8-u~r6QwA+( zCc)RBMMB-iCIz&dF?Cy+{bf0ur--YY2fJb6ca}2|LUDD{JvrBhk`+bN4Ovjf*~3tP z7QgNE0n~B^9p+z4KWe6*Y>9Gy3ALR0vVBm&M23!f61G65mO#e95bws1YoofeoDqLd zcy?iMps&nN+{V^1*hY#EQl!2%>Ye2b^g<9eLo$atOl-Qu*Hc|>aY4%&LR_1y>1#bW z&IHixz!j(ynhFFxWztr?>TANkvz!G_Vv4bao0Qq8k)Fu8Rwa|RgO)RIntc_}gsY8o zxE7p(%pS_l1==c@La2}`w4s(WxvNJY8R!vPB;iL~(tFhXp41C&unFzw5MDlme$wc( zJLhh@U7qL8A-`EnpIyF0Nk}QM6a*Tt2tTs>&l;y)QLf=UJ%Hd_BlRwIn{pLlfgLo^ z_n=BDf}B+pXt$J&Ii`c4&K_Q$(1BI9&mps{X!BiseJFMXBtd#dT@>V@mJo=yauIcM zK?||@voH&&@8L6(LP~!$-B7#ge(vw3mN0)>lcGX=4S@a4e=nrV^3H*J(=(#o@VpDPH2|vTc)moFnW@-siEm{b`+6FleUnC>%kfo zF@-CpdxuTuz`o0ML$A9 zDpVt8Mff&LFy5=Cc!c)xT1=`~lxkjLZ~w<3u?KZX5VW}!;ZwA*2?hh-s$li1h-z&x zJ~-bCcnw-4?4BODkakiOdo?bh-2@rzyTjz}3vyXM;9lZ2Zzd=rtJKCmU4kL+U`lRd zzk(&Z0!@BAOiNl2I?XD05oe*XMYYfcoQYr(_VDRqf>WI-r(!L&Y~^blUpK2HLi+MN ztDClGE@71}Yzq&5s%ZggU-6Y$1sCUTlLr+xIwab*W!FB%be*s^B&+Z6ivRdjyuciG zD9l*?oH@EX{^s(7)dqfokbm`Kbod2N9<37m)(S-yJ~DS%h5=Wx7msm2O)+sZBHp+dk9eDQI;mzdqt}vm+l-mdVqG=YvSur{pVw@1oTBZzSg0YeE%4d~KqH~tzt#it z-a~XdZU~2+=1=Xi*}4E<4`jDGt(4u>%X7eer!{QWqs)~)E6%k1-~)+;kk|d{hp%BqW3gDudQDSAon`+K;tI8KCv7TN)*!_sei> z6?yKyOI~X{Xgxb#kzP^mE{vXk2(_LWPJz6t?jB<~8a4gOCWOlJSkCohT-_`#AE^yk zv09mS2f1i;TO~rRXHe(a0U%e?8+BE2XFb~`ytAHdr`uQl$9g94r}fO~$v>=TtPMs` z>)AEbT;>K+c~~SfQy_)$U)D31eUbmRo)ta3vz}eiLw&x2&`}Cx;1BB=;&1EOG-y2| zoy3bkWb=6dekb7&?0@TOKcHpvMVARmL1GVvTF-EFL4)!2FBcg-e%rwFuf=2|2_ni@ z{Gf^K8E7KwB-%%XH)HcAvbUD(L-=db-5JF1Nz0VL_la;5up&;rr;R`Yb-CGyk#ZFw zL0xWHZLGe8?U2mDj{EyxB8KT&R|si`TI84lwftV|@ny0H6d2=C4XEPjhaE(`P!H8R z9_)7>!%VcvXDGN13?LMvrK^P4Y_;H`r-dooz*z-~fOU61Z9p-K-h_|DmIx~AGQDP}k8=f~h>ADy zW-*!Do%M`coLqz;tGy6jB^WEO18M6S&Lw*Y=<1h9!fJdh49{4MM8fV}pU?~*4v=P9 zEA=7$YaL(}6b6-`mzN<_2doh>nCn8*oykD^SUX`0%6FBB?FnBKD2t|okK_c))P7G% z58m-}&^34jbN4*0G{)LAW8k4p5dkM86g_+yw?B9u`CrSdf(Ez7f3Jek4*YAGv~T<; z9{N8^DZuLV8dr50^>=Z)yCMh@YZOSVNxz8|72?v~Dh_Y4@ne>~6oe&1rPVb9)Y&z_lc);-s` z?(4cY;jRv5S7Yl z6V}K%Y=V}R0z7VQk}_?4nDk5tl%6GA7B;|_h2D!$85XcNNv@7Nc3_7OZ219CaO8EB{7TnT!7^vi{CNs3PC0ybi3ldSYna%T*M%PanS((cxXjjL8DRb%;X@edS^&UF$_xEhA z_YDY(f@+RTUCr%h#wU)BmJ*$}Cn{EI-xs7%Hm^8t8<;%DIvx3(A-+?Q(Q_(Lw{m>$ zR@<|dRoHF(Eqz3(NO-uDs3W@|J&WA-WtoJ2w{oeC{GqyS&M=UxDpzL*&7N3Syc&J2 ztFJ;$&7CDnyP@g?OGl zl~kqZ)^P}_<|;bVv9ICpoFP{~9uyvt(qInd*lzENij3cdLiZjol$r5e1m@Mud^D)o zsc;=}j;pPfNnE+aH_JEAeFrFLJnXg;fI_JDuy*bEUjcS~Cl@R~I+~}l^i>@;r1nsE z?M?gI6dXS}URF0%%t75T9fMCVzZp!&bV&AuPj#LvCUkoce+fG!#^wfA>}M|AtEI{E zH#YNnevs{r?RV#4yoQ|CR6o-&&zxN`seN_R4Owa= z<(ZVzm7K6CD?eMZ+LzlM0#?2x`ZZ#23g5hV(pVYCFrG9vckv=t87RV&o|5c;NvgtZ zM=V5MOUpEv*1~w@+%KfAV*8}WRZS&JCTBenmF_Drn6*W`{DEtIC_Q^%;3BzLw(JOj zI~(=RmxQyDIJ=%tcIysrGJx|bs|Y7D`JAu((=?=mB~4y@s=S%zzT3;Ws-MGo?U~m` zl}`r9);>=sq^nc+i%eAoUAWPy57se!rgf98ToW#nX8CEqmQFr}IrV-=0>gDpIScI~ z^Po2gAPa6oRCQXD%YS5Fa?qczL7m8u=L}O z{W6gAl4>WFx9@Aw2~N8s;m-JyQ?u?Y5x5GbcPP%#wXI(3&sJgjGx0W1e|A-iw2~>! zj1AMDnN9!vtv_3V{MMhT!1QNLTP~^>tIheb0tQpR^k)n#Ibk>Yvjnp$J4w4wxox^Hm& zkB33EO)9R6Tam217;zRIdIU8X3}t4>t`D15-IOM_I9NJZ&&at>7(Z$A5DXu^b`&aZ zH`D}(`nH((X{jvObo#4ai_Ypkw^iKk=s=DSTFq16{T$TTky%)0-a$7RWORD|ksTG1 zrot>E@G#8+r?1MF$hh%e^=C9U`ZF0&f0kaB;q#2pvy2UU%Z<>picLy)Y~=0T%ht1l zJ{DaIo;*;0mJ}G~4(ttC7EQT`x6WCq4ai%*X`Qp4L@rTiowI2yUf5@c%g5%O6!3j} z+l;n27C$cx$hz6L4pig;8#INxEp_+_Q2_wrV@smVGbXXo@4VH&E z_`l~NfZvG-=X|{XuX%_Musp<)=7WFcA!w0mcuyjl1ZQUz(a$(blU+KVwV_`wB^w}- zTlbcDCOui5Xc!@}*`77GJRoaZnFm${LuOj~0Fs%&re`Eqflb0BSEFB}Vs3wwiLWIYS^Pu;~-7Y;ZvlnV|x85EbtaEd4wkKr^?TsYwj#4k8e%*9=} zQ0&DoxKIFb7j6_^@e6K4hidtcCl*-D;U|_@g5f7tSkiL*=AUOdy=5|Hxd3m?jM=i$ zQg-nMOVlgr25VGunFd=_h)jb$s-{enBT@H&MWWCCPcb;+G`Nb04_QSo}j^21?JsjKv(kIS=H4-(gl!v zdVs=xv4g^`GMvSYndB;T`0Y;8`CH1Qqpzo7xXXL(Jy%3>y2?dg30vATfa>J|pDcTh z0qOW7*L9oh+j6+k+4XM_(&<^{-LLjhFOZ-lPyE3kiE9K{4Y6(7ypkr2*9ei5_rKhY}BHMJ1ilPiFXQm-<7-@?Wu>&UEYeh=(cr- zsH;|enjuk0>6LWz{h-MrPf<6q<5tp{f6+Fq{G$#J`c?j6cI4@?;uHyEYUEokz0xg> zOOr_ldV+30fssP(k{O2V?28PuJFX-AZf8+?GK}V`Qx4F*Fk5)|HbCFFPA_;y*U9c+ zOj5H`A_Y%9;}tLcr@Xe3Q7@SVCzokd)G3K+P-1q$ev11o%TvgF{!(Aj3Us=Ys_fxO zPOb+`+>V&equwcKmR6i3Og=DHv2v1@+1rRL?|2F`6sf~W*pGdj>0R}AX55v6S7*}= zm;$>dJ{}t#G?xL4pw3LuWdi3Ifv%<}@*+f3rue%;NGB9(*?tbQwG+Y2LM$FMygKIZ z`)g3X1?%m)!i?+imc<1R-L$lbK+zb?)~@xw9|;>~Yo~yXVl2GV7T@Gx4bD4}y(4AQ z+yo~G1s@wNf<)VV zdF#u$?&2L#awf|dm^7T+inCncmw2K~un_$m?K)>s;ocS9%3sMty-YRw9_ExsxpvAE zJaGq|@;Dvyg&+ymNP^dgU5Bho68=sbPErXI>7GgJ?ryVbt06tS$P*CsiT2vX^1+;w(4GwmA|7p6jbQ2W`$3JFo|p5VX;})S>-t zdiS7?Zw_$CCIUT_`Y_YG4w-LXi)DNxA!vF}8-368P6uD#@;+&`2R0}&Lw)7+j`|7U z6C7P{*QrH5?f_Ef^f#t=+sr~-xlzwwrgs7-Fd+joz3XDr6k;=Nw%rcVLZL0BbW;yT z9MG} zE6oA7W1br{*MsW-*9(y}Qii1X4$PNn=eF>0X=CyAHM%j*B1c+aG0azR>xVC-6bza*K~L9+4oB^K({hA?a(w4q*5zGLV}`LhFT)d3 zHwWNcf}f}53qb=CYXF8Wyr4f*Ih@pFhP4A#t z6EwZsE>#%09bRB>L$6Km*JjPjQ$Lfd3z%8c`OP$;_4F_gF=%=p#ENm*y*6v6j5S56 z?g>>Cz@zaM+&lna^Tu4HN;vifjGQ;p-GAKSsW<+KoHyLrugK~6$F7Ni@aqn5^tb07 zmci{>{y^_)*+;pS8T;%ydLqdh`@=H01ATT=!(CwXG@Gg(0CJ2n+onP9a;{unle6$e4}u5@;?!jD&y z)#N)W*|!_y3wCMcP<_{Qzcwhav@`ukF<1)t#}S1%u;IviTz{yh7o-v#VyZUnsE z!(c}DJiJWoZk8VC*o;(PB5n*dGn=ZdDbX{})zjrBJ`<+28vV-vC z9=Y0nXN;x-zcXO1x7C#+HiCgpmXuS&XIxFjVJ+9Ce)d`dwPcaTyC3)Unvt5X?Fm2E zYzLT*5Czi_Ig2ChfcbSkf?+F;q}^0dqRhCRG`)Nbv+RVfMqYASAC}Su&G6hMi_O(} zi)Ak@Gr)8N1GC*Z-IS@gn<|)&;A*i4(-CifnK*x$;$c2{O|{9Lv;#NEy(%L0zK3y! z>|02bpmaAH8_e0dhn%<}FT4wM6$B)XTR`n@Gsa`ExCn-5Z*x4Dg+&4L8?fPP?Jkw7 z(tQkLSosi~XV}&{b+Az|w*V$9VA5UCAMXK5cflyE?sM(fl!ZAqb$&TE=|I}-+OfGm zpFxoerXzY=A6eFmt+}&4@ewZu8Tfg?K=0bJ8IX74c%SOVvMB=cX4jU@Xnc-8vwFqW z8ve}MWxsZ8iYQ*N`~7lkrh+-$UrYJlAJ!s~d$$nb&@Z+YenYnL;5Fy}c%@65Zi%Db zNB=CbDElU*3xGM@FA2N3+UyG|*l+O-n&qDT@i*@ICd=rx>qa*jG6rNw_SG8&>2S~# zU~uqwpiAqJ8MJ_J?%LvLr;B=>)Ahc|=_-a_m+okK2&P)2EJ^ZppYf}D=-oIro!MZH zO}hwwcQAddiBw1eQ2nxOYT>o9`VJ`J)IAdUW!V($oCTA|{*LjuMgO^wHOxyX^~)MM z8j7dUYFQluy4bN8o9G8e{Ssg~g;v@4r{E{r@%UpxMPd!S`8ZTx-f3})77}6uqrQYB z&yZ-@LW|~)|8tpra2d`2T*mi5m-(I4g$U_uoIm>3ivPiObgxBZBDZb2-E~-x{9%#c zIZur3__xAw{hA~BZBV*v07`eSwY$`(LiZK5p9uP3x)5y?z{Oc$+s&Ch-epBkc46(s z|F#&&;{(w_2U-j-umk5?Zbi;}zMCb=ZM7w6QT*lD#DFyJhZyDXJ=k;TlRXuW?QywiWBW?Ge8Ncx4$A8>XYacVRy}7-qJ8iu)$;Y9BFrgB>5`X%DKgIOtFS(voH{X7BG?i%H$b^jQOsZ<!vefx6EtY!hoi!2Rw;LB$bcNa>?znAGWUFjMFO`Fa?=Cfg@O%a%Bvu8-N zTaHSw7kf>3n#nEOSS%!=U5ZWeg$lqR`!5yz@1@wP%UQ}*{nKsL|4)NRfCyyJqji(N0rkGf)t|ZHb z2IY(SSy-?Q0uwJGn2z2Ks^oNh25*`GJYp^6jSS zXO5nym$lZd?ST?K5u}~x7zy2*#4yk1Yi{U4DCDxDTAa*$eKYUyEiG`m>0*8^7NZFj zpQg+&d-HREJD%lmQSoZ`ylS~-koxLjkNOvb%+Boy^~H0$)5)Q1?maHYYtN>-UHBCr zy;8flVmn{1Zcmx*yz*F+(^2Bm0O1df;gbB1Iqt=C5#(CD0Cy*|r2#RWcVS5-v^cJ1Ev2 zUwkdydr?&UdPD(x`;Fn3+OL&ya%PcS>yun{wyJaae887rr?MEkPcQgv&AIo^y^H0p zjy@!w=&dDVkn+~l*M0VMvw3a!}Tq$Zg-?e>h zK)p7W_sPpTSCRe}u^Cs1t$kHZY;x$a0FRWdRmw@PyNvyQB@if^FyENJ8+Vy{(&s(H zc#OK6hEa!JwxzzChFxcLR4m^UKwfhvf{?MIK;`x-P4d<6nihSUNW=OJg;_20^{$hZ2!xu{k zps1O|z>q{H^%*qcCO=6aP^QZ}k037JsH1gV{U$Tfa>2DGoaCx9HQ>hNx?0>b+Qa>Y zyyj?Q&s2~Ox>|ar;F|lv?O-B*h&q!i_5O^dE+Xt$>JLtZQy`( zc)iNS*Q?KQ)Jydt{Hp8I3R}}vY{I9<@Z)Al&hm)8SMM7P-0#*myf2OVk(MeYecqpJ zWl@|ddM0+K~U&(pIQAE9Wzmp6eooJR*uV< zgdS;r(*lD^*wUvO&l}Pn(qWbdymJQZMkMdlQX(D`V!0P-*9Z(9wX;^=i+gw6!8&=* zn5e_;LDNs}$*-Yggg#A}rsgsiqCs~f@PNEXcWYD`KEhfb$ z9WLuYIyARE#*${imp#O9P!ZI)^RBR$9koq&ynA8;v}|U3!7Q7MHH$fCN<2m`2(W*%d!dFcs5ZEV(T-oHsMh&=-u6dndoLDk{9k= zetO!2;=<^jhkc@a+m-fb$sJyqS#$A&#O9TctAhSB)O`TfjAY|8tSiYzVJz~OjUrf( zmyKdrnlBs0KSFsCSRT2sw+KcyvdG=gW(Z=BE;tZm9=SY5P<(Xp7(w%q3nzeJV0giK z&)m?3>z=*g1=l^m(1rV+ui*u^sYA6$|A_?=^T3HEk>J3I6_GRtzxmr)PEQ$wSuRga zgKOHXz1|Y>s=MAAk-Vqg77@}@Z;z;1HaF>GP26qD^S?CgXD8jQk-A9%9(xBt3-AfZ znlWR89X!8Bt{eYptkj!nC+a5u#CR_A59{SGY3?->7qx;7Bj2t`vtPc@Kf>N?Q|BLd zC#(VdM;BDbnV&H zBwRg4*W7P;Um3G-66mh0D0rm|UBb?TuA_`75ASkgY63!s*&t=+LaBN5b*`{wd9SdC zB`B*jH*5Iw{313)bswc^FfIl~Oy)$;jaS2c7d1#xtNQi=EV%M5e|2Y{tj3(vg@M&i?B9M+f|L} zm$g)-=XdSjeKtkL#M~X0%af%-^z;+`EQ}rOCCVbiJKmg5L&Z@qq=i730?RLBq#_WYKhpKaX6nQNJ%Lmsup&frXpd;tYr$$lBudi*; zmP2le%`JJENSq1 zLZH+*zh~4GJkS4-V}oZD z_{S-|rb2~p-$I3zj{O=TBl$*_pjC5+r-}8Bp{Yu7IT}8_I3}j-Fu&dTRhxbu7S1pZ z`-iz#hTntqr`d%w{l>>i^LxLwd=Y%EnS%H14%7IHo+ta6QLI*TVJjEY94j?DPgVqW zFcs*O(1%YO0$9<$dIEsS6SROT`lgbsvy&SC_VJgl>)JKS#)Pf`cy~tDaC@1Rp3ayT zOBA1&K4BZtQOcW;V4bMLEbQ3pn&|Rht0}}F8aD5~*XgV1x@z&j#JeU~lpL~FC|wjH zf2Dm@c&sVWW*>5R@AB-RvijRz_gMVe3gsu82m#{fu|p*@{b9|3lrrzUwqd*jRWN6s zk=jsss-?&R!+e2*a`i(E92UQo7VCNC-5>`QernNqamyE84nib2p#fseP4g7H$qr8^ zX^#Q~bm+D*tD3onoxgi5QvhCDD0E~vpY|G>nb-k`>sry-E$!G7^5wgiM6O+$8)|uo2x1Po% ziW#4X6*@1-MlY#u%M#F*shnJTSC%i4=Uv%1Eu(c`0u9ZK`~9WW53UGZT2}Px(&}Pr zU2E@KiwURkxdCd>OAc3#W$5rK(pX6CRHQ-nsMUt*cZWMbu`OwgW?4fJk$#`Qbr+_EX*``QUi8^+?gWu;*7Brs)JNU@hZ~eZriH(E7T=VYf>XK4F>s_bfjL( zWPNE)(FIAKoGdZrnWdq)yp>~K0Pg$)7XXVY@VtMoLG$f@UV~zq{~A`DU|~fX z?iMes!nC!P7MHG;ot9Q*WBpuxeR6$0ve(o4&iZBwoLPL$h}ig~7;Mc*a7z^x%&7cw z1hOah?}Jkwzn!(x(&`n9rmL@42~!GFX2ib3^@f5oPo+$O;;u=tN1o6p4^gu`npc6S z@M!Sx3y=cQD0D=40)Wygx#rdjHdc~%D7OZl3gIvhZ^Pm7_2%75nQ(i$hW5${A;Ro^ zKjy3PTN2h!SBH^aIUz+P-ul9kTnrx(`M#HlJox~HuI846;?uQTtiiz+T3X)`kYZUW zdkF}X7@oN!qB`opBa(PNK-;7+gJUbajkJlUfLU7L?hf~e#;^1~5Ur%aL$Y1JPGHjj zkF8rT#7d-2hC}IbH@80d_HF%g><$shE{S99i zShIBa^9{pnpxn)L&5Gsm|A%CZANeXC6s1q{5av_$DZ3pHs zB5yf@s>ORI*WsFt^7=$x7aX;QZGv~>o`Dq{{c|FJ{RCg1OXhpGDA~YsxfLsA5;217 zQx~%v)V8qe;FcNjDdtkVIj8uL^0j|Ym81f$|0{X<7av4kE7E@oSHS&Jr1dO!b6!II zj#u`JcFL&-ia_=odifen|D4abg)jD-ywbBQAHZ$ihv&Mh_0nM5kxq6zd(4)jsgdKP z+rG!Tc4ykT`&^}cr1fL`N0!S6kLbl~Bi>eCRpzUGWHKAu{W>)OnS|D~9dEn39Lpp+ zoVCepPSilwLg;D6HtnkxzD*r_Kb#PT6}Crj;jpi}Oe;)ov~77_Y}0{bm;UwlRFr|MjxC)RdgnV;$N zZS&TuD8VGNHL0+N^9C&MtFEHBDm6z-wp7NI-1Ij`(-;gFI-A7GHX-3$l_PO(yKlyM z`kZSLxtxHeVNG%3HnOeYm&7%)801pKHU1fz62!hv`Avpt+?yxXhH3T{O9uU-=7W(* zUxK$=BrpU%aU}-j7i0QvNf7T^g?MGk+ui?ch@pgFkx=tUSVYXy zHOP9T-4R1UubX_Ua@`7{;PIIy@X$s6FAYi(5uN}GoH@EiS+6u?G0YIKWBcYG4kEjlnW)yuw5 zyCvp+s0sTA7s5~C$g^j$IQLyFMA(q*@6)C*U)@_Fa6E{!1n>W|k*11vpkas}LPGKc z;IXn;oc-Pq=1GMlcHIMZyq){r80JldCWaTnNTSU1?QcgJe*g&~54*+N+3)pX?o{w% zh#`0XcGQRc*S|Re@p9}1fOc}XyeWZTr@^9a;jX=oizbFWe;!akxS)JDj!bMcXurot zDv8^q^^~S5y$9Q@jsL6HL}HS~#E5D+={_5&nKN1A)^`XVS3IA|^J#4DrYB9JixcEr z@eC%<6HT?7o;5P@m^E0Ug{WFgdMx0PaL<*av`O)pHCkea#92(fUqB?`o-K!KyT@Zz z-{+nNFNPF?P6FNw@>5Q;xHc?GviY zZ+H^TBN(#J-6Roz{8q_-e+!MFvxsDW5FOLtbgY16fA4Ae3qj_OzJXzyb3!Bzf@*%% zJ-%obiJ>kD7J^na;5|Sh=^Q^;m2ejm_CP^G-UvRd%<>?$J>lsV4H;=v<^j4Jci~9L zo6j%6-}Mk`p2%4xkA=G=2D5%m-TYX1b4p&im?0uOmzWDP*wdkwJ>JLu$2-lZWR7ku ztwVQ#z+DpL4F844`*p-C3HP>mW{lo(^gPeu8iGnY_XI#`6AFUd%Wo?`_QGyH$DhBj4%+elsS+ePH{?+F@h9zk zw85p~e0A5)Hl7)s7cnasYFEd*m8f-rBYgMWI&9sVj)AH3XfQ!rFc*e9&qK|OknOZQ=ZteVJ;PP8gv@$(77NP>;MFx+#~bsiC5&> z*(E$>-P29X7ZAM+av?h9>^X*`x@v{8Zik*i$FDH zOX8l;U4G@NxYj~lzMz$^>0n2<1_!dO;u-q|M^3=>|2IL_b)LA#loF9ghM$@7TL(+V|-&NEKk z&XQXuDlT#hXNb=83(1MkiwZS~&&vvv;&yh93D0ZP15P3OKs?g&N)y>aHETD<0zVr> z(=IlNn@KfzAeAw$HOHO$B(GmLCKtrY^ z`0Ph!SuXa-g7m&quHK-5XpO!`oo(kvMY`+^;bG#GU(XEYzLUjtCPuJRU$t9=qrelr z!6?xhLvH0AjnK%hjRBN24bFANeJ8u_>RMCc!#vYwz|}R*QJ{LDTF{K}@S7|oZe)OT z|E$t*aKer+k#Au6@C0-J%w;-rB=~HqIx))86{0tIUfRAd1JRl$kLWu0Mo9x$&rtR+ zb-Jr(-UY%xKcL#Xe5*E{|1#iGC!3+ky%h87P_1Wqw2UaO&sOjKICrENp`!5; zq&PsWaARW{;m}_^Yt>G%rz77;Ua%7Q%rqjV;H5!%fL)Qu&OD+><2{`!l)I4_vBAbv zA;`gSK$J4`{V*P(qPFPa0olD)XvV`4&sZzhcS5ToLXeLe;xZkFUkFpU4Oxd{#JmAA z>XD3bs~RJbRYjqmj~l8Ji%uhUxUN?pH?-xfTyv=p*i({F1f*7tt!hkVMIbUuPHM_| zJ)BEUQ(nD0UWv2^0u|HtuY}z$e;n37sSxC089|#6g5Wr%_Tn!&EpR!Wm3AC{Pq1>e zlE_mm^>TZ3@G`|5wMLG52D0SzPAm@yja+gvl*>z!Mi!7?%@HymvM3{RwmD5!3w71V z>*;Pk9Cxg6o4|9*>$Ufu&iS@eXC>fJrA9veXe2OW@yt?kwOvRP&#CA~q0AGCku?0J zGaIoy#i*q-Te&;~8Dv-0)hVJ~sA`@sdBnzo*rL;Eyc#4aYGchbB_FLu{Sy;l3DAW&9ez%@Zv~_=U7*WDZ(+Lm{S;etYmc6U5JsIp!nOkRUY{^E0+?<= zKMfY$x{4?34BMgcgcWrh3>N^I{1f1(rx)bm1!VJD@`d6*J?J=lPP2p}3d1KaITsh6}ZdIzF0X=eD8Q z3tNc8>yxHN7QD;CpW#cFd&QIHX6?`w!U}Q$h6}?vMYJoGlQApcynJ#;pC~gimZ?K4S;osO!*Zc z5XFSZJc1+?wW?7cGw*hTwZjo`_uG=z5 zPI7lcJR@BF?~N;K#7h(lV05D%WX%v@_tS{C|K5hZ&-!0)!>*aoHn>~2uXkLE;FHvq zz2DYGoJJ9xkAsKTfKN{;IBe^>ypx7kQgEN*^ZmkdN_xpj`kAMUQ^UhMvn?!hiWXI- zCM^{Jcik!iJZh=*?4^Ep497}*%#$#^Bql23nv(d=v#%`xGa;Il_t&nycFWTOET2z% zJDvmko<>qHeMfQh8tl0LqoMm&6-_9Lp(XsrRlbkt-{w2m*(V zcOyhLP#9Hms3nShY65Bkm`t>zW>M9ABrPzR>m5(fx*L)#@GjqTSP)4!i1Wa;X}jn~ zy}N_n^lTI(umIzz@%ER9(~@6dn{ClpK^9lp9nWRMi2_o*nqE;`c#Plb!?qZjy&O z0}EjQx_^}dr=gzD@WApPS~q3(k_zJDbU0A2_cunPgD@$ZG;k@vq| z2-p0n^X*%WD6sqSPf{{+Ah#l;no~k7t6Xl;_kid@^XxH_mS%Fq?Jvb;&E6D-l@D4) zf@O6Ba;mHi)#d?-U0}5tw&`60aarryWJdo3Q9HBphpx+OF)@4s*7_e3F5VH2`HOe7 zn>4?^?12zUuJ~+}42QRU_1%)rm~tvSJUCS-D>1EA?CxJfs?{7X3soIIzFbyyoY_kY zEIdq9S3df*q-SSo-c8YAH!&sF)2)Uaj<@YAj;5Q?T@LK<7`1i2h6o?~uVHBJ6=iU> z8MwK)sZWkMP8gqm_ewfTnE07=iFwd<4Bb&1I22lrWy874ieJ&3Mu3VKZCu_=412C< z??0kTN1$aUAnih$Kga2EPqQh<0avp{aTnJGL9;b#7geJn>L+z|P}Hu73nt4PwF{hP z{mQN*;DVmiaFvBp5Tj+`F{IOBM?!RAL zo4%vug_=57&29lu+;b*i*KPgTpl>F=EF?AYxvRgEoIhAn_3?Ap04MnvhZvqirge4P z`FJEt!DdIy6|s0)%i3l~xlggN~hxOdmrJ ztjP`jRJ17%9#hqqmQ-UlIn3QMJb`kdu)I{LjVaWxAG zIz{AJp?6bQ^^a223{}*Szxv)KvB^Y}HZYX0OR2v#Fxt87tY6h~Vl2CQHGXFb zQ%>>Nh&7oxlbqeQp#b8U{V3C8;)sW)+%6uoh{G(_<7kDOHZZpJ;;Gxa%`ALh(f*1Q z_+e|RwLZ@Uh1VHnuVb1jnq)#qp0LJ~5tO`!Piu&tE5-#L)tD=?%EcKX>t6zV@#e<^ z_?PdTmcuU9)d8rTQBP;*STOJE7-J18sHS23mzG36_ zOHPZqd0!Bn+J0lwrhqT5n=>T4%k~kk%ba)pnG7i^+g{{5!Nts`L|!bN#e#R;(?cT{ zA!#8ht693Gv1n``tvSgt4~Fak(nA3>0Z#Lr1q#tt^)4|4*F#sago0i3{88dE0S=RjXj34N=Xia$(Wk&7W)(_XWal# zzfTTLwzx1g5t+@3QpBz>-Hlo4xh9m-9bIAQ5n9n|mZoT5Yk(7b^Y?ZDXRIaGNut27 zRwXD!3z1M!?cw?Q8Zsz(BW2XZ9U0`n11k$qA6SS$=>rnp>B2FT=Suq$#Ds*)MT_A_ z6{Ne73OC%vv&3{gjQcyuoCz!}Ah|jhpc0@%JFZlZ%ACVNA*w&Whyx0ssdKXobm^iS zD4D@Gj1M&2IZE-=%bkzqHP*%|QWC;Y9NbA8_2kfRKVh6@RQSouypZkmr1|^O^*X@6ER;md>a#^R8b}ylPuV?3IsKG;C$sK( z0WS7vuq)_vmDVN9*Tywph~=FL!n4!D0*$xfN{x;OKWXx2E6!Be4ur?3Wc=@H#eK?>Xv!2F51f z@1~=_gA-UK%0?TO66%7#C5U|;o+QmxMM!*h0qlU(TaB;0?h6e)MSJY+5jSmZ2v%!S zU7wzKY}zVCf^}z5!sCrn*GE!qWd*T$v_-0*lRIOD0(`68#19qx7Gh{W(~H=&Q(`}= zb98B485N7<1R_m|ziEsy%qS;ymQF;j=M&Wo4=5VHeA&Z|Z=fpKG0?I9btzq*;Vd`9 z;G4>TT$g5XqS4ZV(XeJ$wm}F&PHSY39t+e6I<%0%)vZ|c6(bG>Yeb^xI>u~>5TOc*zNXT{`GO%WcadjYhwVERb zPgQqy0Ub>fgV?PMg-s0woNlA7qIY?}JsiD_P0X-wlIsb){lq3evWk8<*P+xjvU|@3 zd#15$mvk}&eWvBu0%^PXco+WSzWv-Sg`Hx)1MtSf`6u=T&c=q%<30^17J(NS{pYK$ z2X0OfSKz(iQ}WLk{l2Th2ij+>u3myd7=6MAtO74Xd#MiS1SG&6uljXuF8O1hbA%~n zM5C_~w1xVk6BM;!r!SQ51H1M+lzNT_vq%c4uns%K6^|irDEne+HPeE0=!{j9{m4{28FquKe>- z+}Pp`#jr~8s;shUxnp*0CU~udqjg-`+blz zw|3>m@7c##>CV3g_!3y9_FR!?QJor8${@1MDV!S4j3e3@OougvF`g{4 zzW6}mGztjUlUPLyqhnf)3VV|T@Wfn|rGM}^OjI82xjLSXJJz51#wgRdz*Z#JNmUo; zN3icThFR@loRJl{DNf20zecz&g|UKefI%)9r}eaXaHxjpZWh|Q?@M*opFPP&$l0^4 zc5Qb?LiTmY-1;Bi*&>Y_5b4Tuk*PI5S;Id^?5_Z7sfPFA*HY4`6kg*OypCy@oRx!b z3q8ni_Q@T5^#L*WL~>2|+`}>Ur7P>s%$&)2QpJT>Q;~D!aS8NrV(h5B9gWzww+KQY zJE;ULd?dyqDo#ja?f?9#c-DHaoGjy0KfEtS{riptfq4H$i(vY$)2(Qr z+G|8ZKDyq1pNdw!iyZYVTiEVk1KamV4rL3nq$Lmi-pJ^*-UdS>A>IUpl40t(SxLxv zeTopNWKa1+4gdy6yy?c3WMzB_o+MmD8GIO&34=kIav0EIfdL%>Y@NlI0h>Bf0t_IO zVQK}TKoCRsN7qBOJJ_S%=#hm18|#i};n6KvPUYEdxGf6Bh3|3IUegK%y=-oO)R`8D zrX*Jv0wSD1p1|5OsXvo|^|D_GN1jQf5Z9DZ3n6L{{4n8`R$zg-`P;*TXlyv0T9^iX zigkfnx2t*^*cB|*6TY$fD>J6}=Byush3tsYlp3fHb^O8t|4bs+fgzmk)cnfB@2+MX z%CD|oH0zPsN7yY}XS8>2OjDjasDk)G^d+E$WTy?`&4k>kctg{pjjL#(4z=V~ffe9r zWem|qG3ad)QETB_U!vpEX0S_zVF(-r3$iE+sRVR3_L?Y?Hn0*L%d#bjdbK}Vc@XEJ zgg|QnAp(XDqFABdS+bR0qzjsB^;eBxSh)=NsseJbVjO$-%{qqQI>5gzWb`CJY7~a_ z(9w9japT*l)#UQM2`WnebD9yerLAkjuBt)O;>Ce?B=P8`mu$^s#l(L|H3LENjF#p z_&2Zu9a3}#qZ8^sz{<6F|Kq1W!3n0_{~MhCpq1`FXhq8W4JsAM))B|n3#g&B*9lg@Fl#I23TEZoKlV|uk<%hW|?bN>`j=cV(XhSd8tOY z6TknJ+Ar)&U?L4PerJ;7*v2fjz2+M!{4kUAlIq5%m?G058P3YDIrh%FI!@a9hItj$ z>{GEC%J1?zl}ge_Dl2Jn z?S92l8^k#olD|NFLR0H)zQDKoQyp-@u%BmkA&1msSaKif9*Xk`lh3u4<3k!`3Tw4r zU~i=z_nogn58%#jxqc9QL7s}y=eyQ)fO&=tR(FvgPYdmXKez=0G{Oh>1zutdw5=^1 zASYZAOQpuV$d!AEWaF_w`y44~EF5J(ybn&-?y)uzE-9;i8&*0S`1I%v&}buJQy(pm zz?y&u_V+w|X#hKX*UL~1)*Z*106V;g`sE6&dmm-M5jIVz(dHRATocWzjsp(UVx^?5EJG3v4uV;X;#2Zeru%0uhJcPQm=%28J zb(S8l+y`@{u-VRzSsRGW=|kV3Gf8g4LsVFr7w)yAo1DO5*DE5_&#X z!ZH|Se2+hDla?N3gf98`B7OxS3w)KQf2@=+>+Z~)jdNnnN!!ti-O;Am)kYZyshr%( z@J6zM3~Orn))MUg^(K#wkM?fdgxJzB=kfiCYaP)|AcHr}c>3ON}9 zO#_qoIuDs*XKV(W635AP7Mc27nq`srZCRVYfB4O>psTKCiJ5YO2d)?i(yZp}@UA=K zIT=kWhzSJ+m0zQn^AKL6lnghm91t7CTL7E@-D(c{SYN&j$+!$n@zrM#l~BPz3Aq@^ zk?`W_yk)#*P$*#x%3~OV(!P--yl zp^abIz@u-0oQFYLn64!R!VP!X^LWILhWtUMg!qPDDFXh%ubBSgS9}O!g0A@${6G8( z`VGJGYt}#c72+FyMUFx={e~$)$jw^0K_4j~ztV8WF71Y1G5rU<;&Vf{1|=2z%o{K|)z5%q`X<=Gm3v&=8GXzdnmT|<^vG&A+|(~X>mZKUtC z8E6WTig3fB8Ihpm%b@f_yx>>9({k!ipuKd5$88SxhP03Q6TgeH}@} z@bedLPdCRpeT6Oa8?$5{jJC?QN4JI@rhP==CI2~#J=r;w(qqMK_IkT+7TCSg=w;Ji z_fKmY2OV}>Kw40_=xGfiJ+r)7*(dh;*~ z?9@Y=sTEhi0Co2ovOul_)HP&@gkQVe1Cf>>u%30RDmxEDnX^;r4LuvP1OGlvao-P3-)JNNU*Lgxx@C&rf=YL z(td*Ta$>g>M}=akYkj3&zN>)%yLIW8vn!Gyri0hSu! ze3^rLmzVp;O`+t#)o6^On4KcSGVi&)kG}9Xr!6>aV&;95^5AQd#o5Nk>8E_|9M><3 z#RY#x*mq|EsT|&Z-uDD#R;mgxa%9E{&+b541WpLuLJn<(V>6SsGmiV6*IW+-ogg(y zAj6W3(T}tyd_Vy*EYX5OZgt&uIv4SxcoM`%mm>bHdPE{Im_9jhc1hKtQ!%HM;@id4mTh%kwk``g zd9|;Xd6^zCn{G^3O}xF8PDW+TW+%^aX4}540@+FRdfgq0%_r9cEg1gz;-ZZCmn}!E zUM^|*bmm3Io!2h+2jM5*jNbJyeJuCpU$frr9M1vWZ8s*2jVV9TB7PraY;%Q$^pGs)=ZWHcTyt#kEGkWN7RW({=NkgkFm?DcAyT}sCDY8J1 zia)8!unfn4mYle|k-A8C+-FY%D^-4~_IKq=>xpL8IMaFJ`}ZK^Ku7`{2yHDn|ISNb zL38!76^?b<7C(>omWlq9Ea|-*B(_#!W9fl_o0CePA|BrsZ>Ig+IeKM<*7eTaYZwnx zM}k)P>g<&8tPe0)!@q6&rl=gBVa3w+htR?0#O}wLod<4wx2h@!r$5#jq?!W;RW03` zf8SYbHYBj$mP9+IAv;_z?94d*_npwJPGMeBgOu_(Z1dQNWIM6TKnZ3!IHlSDW?9$U5~AE+0=ULt8+c(O1yIk&L z-q4Rh&~dSsORD38b)H=#H&h&Reqp-rB61*PWd7XO>W!k8(yO<_t{!6GBK+ce<>1?E z%SGLJow~!p2@0rvyg+In;6UiTnD1gzQ8H`kbCr8#3wvJ$fD7}{ghiyOAh<#OhQc}Qjir9MVdBXB6QXq}l)X#2-2o57toAY;jS20V)qn<8>rqaRARhnLSRiaYKf=+}0!e!&iCVMiq*$?)EcXZ{KWt#}hN^`%}QR^IVfd zfe3lisLjt;ko=DoIlgt2Dc(!%2?4E^;`UCLe6nPmi`pYV!m{p6s+`T#fJ2FsdFz`` zLs>=Et^;Kw3!OQCrrN+attIZ68gYs&&^(cSsC(Lpd@?feNxIQIzQo9 zw0TICrL4N|rc7(qn^)n`FOO|=cZ}>s&^4}5N*}x4cuba+8O1Qp>8@J$ zJpD;~0#as4C0bjiK04l%NY}tu_)XLmeExQSbw!uY&9T?vuZwL1AjKhHPvSd9-ty1= zwVe(+Rh=G?*DY&sCRD9PjT{kT{r0T+nGwo7SUNS_`nJ7X&ABpTonQL0q1AqFLdcm= zGdL64Jmj3jNmrbOyxRXb6Y>{b1CE0p3;TetcX9>%UHC*I!+^34Jrnu`&V-dJJX<OgOAI5BJ*GFA_ zrSzJhF1;t<08%cARER<9AqE?CQ;~8>?PW(}q@?z><;V&>yT+S!@|D-tCowU4_s;xNQKss0+VMn)eYW%mzK-$etC?|c`!~u*lJ4{m z`jPtwt0*OH&niH=;)$j!&TaSIM!=!a>VP36UCERV>H_HsWsE^b(v^U?(sR4fbmfe- z?@)EA+K>oXCwvjX2E!wS2|;Juz&@GB5Q&!+Z1zQ7gauy1o44c^NLctMkIYtCQonIL z!uBI*l?9|Jwr6L(fyt72M<)5f6D*%>Z^v}(FaH(1=>D2l^z<8{^mxzQV+WHdLAiQ5 zk_L|P36u1?l%48=(zkH0isP9zTm1~T8L%n4!#b4HnS{1ds-@(g` z{I$~a`RjrcZ}z-=ZSzG}ZbkXaiOIEIWod2Dt{oF3sH@1&VU@CH67nR_3bWVxDRzaunWGW^82mHZk693>bftD z-pqo|(tmJ=+!|SQh);~-XJba{?no3gT<%ZShw^7zZBM0{-J z{loxHw@!bZOF zM!w*%@#wt18lOy!@y6gQVdL&DejWa)E>qr3L_*j|X2=aov*0j_lH&wkF(#j--!xvB z2<5t|>~bX$G}A)#n^~vyQZq}N@>F+ePc+gb$N`R;X|_?hOg@0_{mFV_utAOt`6jeZ zb;z}zWxhN{xjT{x?ToucWi*z9v45W$S>Ni+Y>&!HrZ%b_*DNF?GGr178~Q9mYEs(? z#f*%D+RSb?5|xc)387e5*sf&_J-Rst8Jd(?J zS3rSrfOnYSut`tcFdka8{CZovKO;@sw(7_$_KXok&b! z(4~@9i`V&WQ;E>8qtegxkn@ujt@WGgjOe+H?5?_?VfE%@Y3j{ktDYSgE@+jhg>~nN z`>YLWas&J{(`apXitmZ*NYm+HK5pchF1(&9R+Z~zL2t7hCxVmo2ls@Qd-#dF4LW;^ z`wSY6>?9R4ls)P8^aG$Gaa&xgFqe7wA#HCY^8n>eNmQ&8vrwn*7-dH*EUs%-S56h7 zdpgFI+>h0xon`j>Q&d{R+wR|@HVj`F*QLak+>6z+bs~9drq$R)6|ZZJkxK~%f)Syw z2X~RF#FX3x@^N#b$QG~7q_YTnNn5RTT0}Bw%Hd2yB|Td==0w5pQ-V}$w76zSlJ&ST zaXU$>Rnu0lCXe-U1AS9#WWSDZiVVG-es#DY*T7c4CdDl`_Pzlb$RV0~o)RT)5U15d z6{YT=J7v-&47*3=tJ?1L>x)uf(w_`NR|$7j<6`w~wRT%ho&S@GI6Z@8`DE%aqY;YI zk=GHeE2akyYl2S|00M<_&oWOa$PI^6mbuv5}|rWzpjf)rON;v3zJh?>SXGa zhGW_q21BQIS;<&Wsbz(WlZGtl??;82tP_I=rk=oBez5o+O78I6sV+muu}NxLfmo!q zYR7@3FcqrzKTX`=Kw9GIF@enD;;J*??$8U!W?-WNNP=T={>OR zfno`M;}!Jmq|&JTZ09uCp+-)S=ATg-k)N%ZHc-K04DYTB8tS`pX`IzN>R=m5vL7+| zWM)55*%rwR>=ix@DNJ1YB=MegbR?_S`jbR8%Y8)SsoGtV*GR*sJ_ABpVNUitX47fg zXp+lFZ12}*Qm1i_=TWEX45qsV^KAbVbhfI$u7p96O13e}Da>_ae!Oj{W{Ui3RZgle zRxH$+XzU3NBa%?GD^kgAM^Uuj0L=zP+nrQTLeW+OG&>Yc1c>+$`YQzx7$a!KzM5&f zn|kH?EZtTbcFUp!mVf|qLh(WY#cAZ1*Llsf>xsQlx2SS4NhBqgVi(Oc^3A7CO8SL_ zyCY!b83D}tO@%4#xjNF0ar%~ODoOPQA+rcxQ@0IAG5<4m0D?*kfg3QvzL^mqB^PEd zn2YlJEc%|lI<4kZY9seSZ50K~|H@awh~=0b2E+`zV`h2)JUVHn`Cxhca@$b&)+|d5 zPr$-wYzN|o-L32nAoeUBG}A_J%u;ymORE3nKeEYM)2X@SSpBa(ejEDg@(6dcQc09M z`qZk%gMh`IaVpxPz%!<_0~h-T)DH-DfK5)hcZ(XHtJ74cMTs4uA5qfVZ8@;ou$wgW zDUl$RNk0XF7Sz{-`&mh?AAE>rI%An%lUX$-48zi}>m|QCb(q@= zhoGsI8fNeJTB^0*Be}O#m+nz3rM2N}N|^aRCCSiJQkOD~9Alz0M)x>2Q6)b)kot37 zs>|3D1Ba2s1c|*gshmL59|F*qsr5f?U!Q%!oHuVVQh^ot{TNMN(3kQl?lZ{?@>2db z0c8P7-O`f`H5a2j9{JoduwyQ)z z#rJ3J!JFk0j=iy;cRzu~Yu_+K4XVZc{VCf9JKpgP^sD$e<)x*&j`>X~_K)@UKm~oC z60Lrt)uqg_pov=&P)FzafjfRghpodUPE(L+sdd+n2vN_Y4VD$hidC5Y6dC3zA~YUu zIu#!vIdmzqG-|9Tvh+^D@loM!Qo+<${YdHYwC;D5%8*=biM}xKj8b~32|V`1lpd&0 zC#ab)FIaa*`ZUW9`B)_Lt#(WuzIul4tY)IpA~zK3)hx?&%@|HQ(!4pwDMGwEH60Sp ztC%FjcHkWTOORJN99o{y1BYORaAk&;Qs8&17R*w`0VEsP=+1f-7_{Hp9D z6c0OiQEq$dK&nysbq#fiHwh5HVx8LLl2VaeGiuaO6XM{S+LJ6_Pe0HsYrR6hhp?r} z7cUc8m@L0AC6OMR8!nfeK|ey*xk=a>qa{k!ra1vXinYU<<%m(!-v|FoV_r`vaXh3Mv+#z zonJS2{b(sAY|M%hWuv!S+qO`}C8>q_gy5zWDh?)3b(Ag+%Sr|S32kx;h{ujQV)VK| zD&s*^ExvCfqtakt5=YrFq)FMa#z4BRVEAk^$Sp+cWPo5+N7sENSX!h)!bwK-uLLPs zx7+}`4MVSUqiy7w%oCIiYxI1Q{pz?KWmF>MlDp~}hR;!sjR&_-k5E+B=!~Z9px+^E zQ;G4e)1g}s6A6x+TBG_keNw9kyTIa1s-TYzdk`~+tAOIGly`(ADN}zD*2d_Br1T9t z6QzppX2GoUMoRZxb)cT%K*AQ4`*KOCb>YLOn)R~b62*J2S{fh~jRgs!c1W@gy?~%t z9OW7oTk>z_KeaQ=RnI4>ka|Wbx*Fs#9mD>_y~U=)l(=+NPlwJs1P7&9{UlF%ZEj4g zo_vy79ixuCJNYF&Kerzmy;L$hl2|xCQR~36S5qQ*s*S%Y9ndIdW^BtJ`10zzNY2e) z;LBGP)WB$+AjU%nCl!mnsml$GiQn823%3Zl_OhbFQFUVoL!;*o+zU$JlNO;7&IQeo7JjdP94Mo9|R!r_*yoZM2)}Rwsi_pr3Ej2pfv;c>~>pe;*Up zR&_D!#wy1?+fq!=^c*{XA;XHlha9mzPREQ2EI*C$aL;|mR0pb+bhXvH`#rCxa>Y$( z{n;84em*Mc=~V_atB~|@HCffnbmHj1fnw<{Z(Cpafg2JZEGtq6`1TF53YFyh`)CY( z+SKo=-4{eP@(TQiET_hnw|O>~K_um3wS?j>|6p>092XZJn&Jc1E;(!WP7obL(CCnl zMhEnKuEKvNIED+i~vV_EBSQsMvF=S(%dP zQ}5SbjmC%G^o&u`Gte?sO}07zuzBC^ZRDw6nWF=0dlU<&oNm^L-&e{VaBqL2v8ph2 zzpa10Kl@ zRYvzkj74YG9lV)qG=3q6kRO*G>jIBiB0<7CWB4iv5)cw4`cu<|$rY2Qksv|cqEd$h z36}^};9S%i@sK~-^-vDP-D-mDA7 z1gdBZ4{3mhdJGS=g)=B%#2sP4&^x9?8@{(hD2 zz^sR?kUzkzGwd9qpCih)ZX%6U=iYJEDF=H!UE)q_-I}DBVGl|~+g6hOrq;Wz2Gc$| zrGg$btW7K)1}Ot+JgagY{T5+gjBZz*ouje}Y@?f<0)i3bsvS(tbc|8Gr=O}(7nEC6 zJKhjp3D>z26Nh~+(N%z~WLiVTH7)7C2%A;nvQnDrZr0Igk-O?#=;oB&FwuVn5-oB@Qmlfu^^s@_iG6!We#7UgvA<|QJp|)5UC7elq@?& z)q)rm>Rnd>VpPs>$UhJ70M$GqkOKi%Ni47GZ|;|rbJ8; z=l>)!*XW$emWA?LQ^)S@Ym>;-XiOaRJb!LqmHkg+WluT3)W!;D1iqUsv#PES6&gF_ zQyl8_iF+Yy9k&Q1#AKvW!-ox<_1w^aQ}=FX+^CM|_AXC|PK?adc>R^(A@#`C_PxKV zwO)2I8d%)(V`6nYWA^wddS;1EQHjQ+#8Pq6k4(nH^j&JcPAci$Q@Ou$)4MZE@r>B} zE!BfIZDO=!GHgKe@%GqSmp>wdxZK})iLW?8!6r*pLb!#Ml zXw8zu#in>@Qi6xYMe6YYh0ewNXpDF?8zVl4%!v^Sb7Ms1qIr-0B}N!u4%9Y37c6q^ zwxzwoCQUA!Z?NP_MdKss>GKvBUu@m8Gijq@J$Q3Z>LMOW@N(pAA+-MYEyQS+yy@!h z?%1yMo5k5i4JWKkZg$^lD{bqmK6m2hrFLP}!6)TMBz&C*jU?3e{CaCV5Z@iM!+e2| ze}PY<`oM3M26brQbLq&fU5s1An%3I%^mAX{#dtAFgw3LfqtLfZGqLnt)%`K8Q?E3{ zKSJ&vXQrA~$0_geJxlxgraferw_bk?Xtr$+tbOxVbfZK`_UNmshAZim_5o%pZHjI- z^_0G2faXaX0fAv`4G0W`2@n{V#XCCvXphmj01?XZATU&czz`L%t2Ht}m88Htg#?DM zv9Fc3?PuRZFeJqog2+QW)T^NeBj)Zr8C-2;7hi|i2DA~|>! zd-tFVb`M}XK<)uabc`uI6vPXqmaQtE4NN3l;V~#psV^dcY(h-BrVw3S2w;e}$| zInd-t&J8axVNGmh(=RWSQi06p0Cq9c|Wywc~nH z)8kgxeAaK$j?1QwDlwCwFIALZBc4C*v2#=Ze3rr zPM=}{Q53>lb)xB3lrS4vm0FN;uXwjFwi;x*hG1HC?iQ&=bbrcyu<6-x?^a47)szA% zZ9U1-NN@r{CkAYm$QT}s01s(c9#+rr;OKWSsw;~lRn!R}|6NU<4zZ|%6QHR=|~>gmI0DYs+w zlcWWc9X>**1LX|2Mrzdc(Jv_7sZJ>eu}-x(%toh4 z+qUKQ!c@yTCDNuCZ73vZ$k8{E;ZzYRpV~TnhCaYY^#ihUpeQ3-n08Pk1aUDN?CPLr zGA>D$VEF-VB+6RLkn9eExS)l`1;|a2l3KcoG-zv@_>ydv7{Z!3S8rLo z%Fa(%Pgivtbp_4uA$j+jXT`?mA;kQ~#Bi2@xeIXk#k1YV~}PO+oM?u%KJ6U*Q@RG#g_%|=r~{=cf8V{qXJ~xk`)tc00M)L>~vtrnF$Q4UVd`}!!34T z@QIiX3^pIBr9DVoXhGt_o57`31CyA*K%5g8SjSw!wFFBOL15rk&q4#kLFA;o51t7O zYe8x0&kHp#DE;|AdP#xV(s^0x+@RJJQ@Kt8M+JVrZm+mu@AawaOBZir+nG-&oWAX#JRR zuc>sSwy8VxFsM(>Z(#qxm=zrHu6<(a1oe|ztoSgI{Nf<>Q%FF2Vm7ndpm^nVvEosd zpDnX9nD%@8m}TFO#Kdyd-(Sv8MQNn&pbnQouSZA5x>&su68Ly|!Jgt&XN^6}s_5=99S}GrT52m(hQPVr_uxNiubgq zg(R~Mbl0S^thy7^)S|}=>f^Ljw3+n!nv{Tzj63ylnxs99azhDirg3*c{f;!flmVtj zkN<$J(ZF~0_sNy=9lw+J(L6qTs8)>0Hsx5+1}C0OvbL7mRt(Svr^*MXY6hp8ZZ+c~ z_H7-5%m<%-cX&s=o4vtJhZUhFToD)2QByJ4EvNeBTM>o(ZZ8qA=GQO2s3TkFG-!HIK%~=8FtP*n;%bcZpoE31KRr2Ze zuO06}D{C0sWMgpr%ujn?ISnp~3KA3gdNNhrAq0-P9Oiix?Di+5&V`N&%RE(^i>V z2H1lx7r8ET&xjxU`gNF_EQsSF3r0!w22Yv>TIY=n6;Tj@1nGKLZMQXSN|C>!JMsV( zlC5B5?}iG0E$e6-;mBSJyKP})uRYpUvSj-wnTWBwlwBmn(@)K0hc6&|=@Pg5)-RYeSzjr|y^(w;dz|A9s=#g)E!A z@VR~T2}EtHX2rUO>#P2LC(O5%TCXDZ^CDz&sI?<~(p81YJu%^?@rm_~wvfQAabq$Z zys3n-&bY}6C)#*Fxk+tY`v!cZPQp1#RV9Wo@VR|>M3&%iKi$oN$t-0yw0<*EBXzuU zf`;DOHmj+yLTyV~{c%0N?t;V1MHlDsNY3Me_|@m(IKThD_z7-?1zh}pF*18#XzujO zrWOZ|ecNem(R}KRUUz({mFDgCqU+&ov7+{@0V?-K4G5r-Z*otNDt+`SK(%~`dbafG3S zQ84ZIel5=qM{refFDn7sAr*q=6KCr_CF>fNFb%&==eW2FsW2Z~x=UB{z;`QpgI z!voI;6S`9_X*A^SUb1L~o_dI#On0->CwZEq?y>gr9+$9nJpCc+pADYm)85$)TAtN! z>H2zD0s_;EQr|~=)66hqWiaLT!DFUFuQLX$!G!pKj3kUXckE}#81FE6(6?|@OI~Er ziX-Y|;r4-Y9V0#Ga{(WVJ~2KCuUWY5zWP*=e8nf>k^S-!(#bqL`hS)ACstAVNU@Ev zW{NQZ!!MNJ*|b0-~QNA(zkwrOz()S(kAxR@%hJ@N;mV`-A5E>Z0^*IMpI zt_9=7(}b%WGMQN;M`Vo^850x_9Bv)|tM*+w{Up_szH%c+IzEMIRE1wGJBu4iZNAY_ z8W1pah;eiP7A@9MKd~urOn0a`f9g}48-?_6(^TXr!+ag0bGfM#P_bg%zR4dkReo)d zS@DbXO9xI!auv&|H?_H_4Hq<+ndkrTGwj;L)_j7sldN>ObYkDFF(XD=OwR$d@77&0 z1rHlyrEiv8Tluv{`zXKAdIczdEYn}K&9WKyRe2yf^_Wjbz_o*tS48gB^o^=id`cdS z&Yf(UsITAwTKy1UE|tAmy9%0UNH^_12$~jel6Y_1nG=zoouZ()W}mj@o5eUg{>qx( zVrk(k!bZCdEG%{Qas`G;9vzT*Kyn3UvdkoOTy5llgZh1;Kw^pB!1IrMvZF`LrhMFs zN5U?a9mNr?)q{Myelt(sWRw`|tDo2z_)*ves>&oiDe5}NH<8fI!vh@=`C%LPpx`Bx zMbUfsH}kxfq6t6$4e6t!MmuwSWhAy_KUDe9SghtG6ja8K8?vkNi^`aajv0A*Hr-DK zNRjV*zVpK!p3dNwzLKb%A_tp~Q9hit z{;CJ(Q8#$vg6pU3r3Guoz0|aYaia$Dv2G$ZL-hC8%OzgcYFmX4#O>bkIr<_i%S^m} zWv9!~sm}Dpi}q;YC~<3Po3}=fFYBmf-CuQ3O5vJ%vHp91=!IY3B|b&9w8=f^NS%Qf z`F{)$DXmQt71X}*M*)X@pL#6CCGro~Txz&)>hkMW@V-?wZa+)>e{ALo{L0hqS@ptB zdGyoMQOil|WXr`8-U>e!Ziw%aXk_FY`^Ar68??!Gxx9|&&EgO3!RPz(c69|#6)m?@ zO*(nA;aMu8^N&!hTl0oqP`^kp- zUz_Aj)vk$2D%@7@4bCrRMRdJ@b%x?2GFn2?!D@!|;#nnDtR1%TMJWNT2EY18R@@o~ zidphu=tPL$2Y;@-cCQWuQSZcvfLB%KrtHW*(zCHzr*X?2s0Y;;C?0i;8BFye`QAmA zBC`kg-Y(+0W}f_(B*yOWO~75M<8lg0{Y%cZD4HwEr>Av3ZH0cxAvW@j;tbIhn|`*{ z`8W9;z20cIyBmz8C23RY?Bn-nq|72iy!4k5kcafq0cFvWoLwYe1!^C~YSi)yB%=F! zDpp-3z`W@M*Bx4z%q|0qBr!?%wLI^GJ9f*SD!6-2aHw(AWF6wYM+HA`Fn^apDtV0bbsy-;? zUdl5*x}njEVeZv>L`YsP#!SxvXh$brRqgPERo-B{X&nt3TIyAJoB8R(mJw6=nl0apnZ)H~&$)Mu*hvn%LYB-$q0re*P!`5y(vQA&sHi(l-P4*l( zArv^)mtXVF&WpLA&tu??jd?dP&jgnaC9B;ULi{{9r3MkR#=o;Iv|NI`GG9Ste>^ZjPlcL_;IGehk8 zlTx@+HtE!V&`EE{5t^cZmzSfWe6Ry>_^8Fa^i)mrZ5h8Vy|UB7=1~vfW&#od^LOct z8ANJ_yD?v17Y9!+fT@-h?W9E-$P8?TzAJjl%4=u%MqVs)$Nk#(v9-;i%IMPqfvX7L^6zrgu9Ff3{>YVUXlZbRBm-pXXe1q|eVr>F3FYVqNtUD*{=+UPk4PMvau7 z&2Lf?4l3J(V|JO|GuR>wX)o)P^%w}-o#%i=?JvJUv;3kq%g@2FhlZkz8H0&1Kkx?% zv}V7Iealrp=P@6T#*L+)Lwx5Cnom~eLW$-8;bGU`^4(rb1Oo$k^2?u)^oJS;u68K* zU0v0_ZFR8veSR*LfMu%+$ip1 znI?`R7j3X2*0X_SHgS@n1H${F^J{@6$Lz387&+i;a9-XZfAOtFD>NiWURp(AGfJ#53+{OI5l+)CUj;8K#mQQ^)9-KApPP8tE1jOuPaiNDAE1Pxr08M)$_`|5oObhYvd;eD1FrLW&!z)p+qH(lCrQu+4A`oV%qyp`ut(&aq zCYsi=JMt4l58iTt1^0tN6!gus=t%BdlQ)>?16se2BYx^9JjxuBCO3lK{O!d}; zj2CLP$_YVGy6dV9k_r*(q-wk0l?z9Y82oBA|6DmD0K5k*Tkb>)JwnTSQIv=Tdahz& zhr@kWDI@8&wM`jU4xCsYc%k)&$FrJ9`J<{r!bF?Abib2wCt0y4;^oyncPH`EwPC5qR2D5 zC-)5}>8l?S%dLqtcgHtXwjHmf(lvj*r^+rg1`0NFJavSA-#cY4FA1qcLfdybT-TiE++3Pl?|Rq?1);0nCV4v zwcgRvHiu*6eCWZrSKE()z%j}A8vLdK#>9iSn?}J^ld+FHQP08Es%m_>Yb(X4&uA$`!g8C=PVzQj0RAH_#6wd8N()IPTzK`ynl_qGQgxgq$vgU;vSQjp%~ zo1oa}2UYN%GuX%nRc5hm6%`a*?7b19hbWOLO0)|puP$6U51PJ=YT2Ju+ZCqCxGE4b z?mM$&i=NMnHHXU1&Bgts9RYy3no+8ID3uB_*peGFRARGZL103*9I{zfxmr=`NR(O? zpD=5=8vHi=sQ}XUuMQb-q8Xd zsBu5(L2$HlwzqZhazN4|D8+%uK4+md_LL!x<_Kl#2b0UG#~|^}#bloF^{X$n5Wy1GBq>Qm~)GK`Ay@ z{~HPj{V4Cu*U_J&tf3c`ZMU5vLEcH(4mjIB%hbOPu{(VRA7KjMbC{YQVK2&5=B&Kb zmBG!3n2)y2lDL7F_dP&&ylk4MC=I$Q4kMyx-=>JHifvBrvpn${pd%E`j-Z`6gFXH5 z(Hu!ZFiL~@D!jquzoVI+h&)R2aF!|a&>0doQ_~-k2hIQGv-1!#hiUW~{r&r|D*y9G zmBD)ZU%zn(`~mV+CTQM&{)*loAJGHD{FjfO%{ihW0s;KzuXsT~i8Bj@{TVOhgHect z|EKRof$9A3x0@p}_}{O>2JdwK4>u44?0>!!lx@Ti`vrCO`|0c}D*y%O+CbF8{_CxQ z0RMlz$P18gZu-I8O!%L!`T+$0>&+X0f}*OPor>7< z_cQDFl-GI=K9(QbY!bG5c$@xc9^*;Ap1{jLITSi#VB;@rK+fEd54) z2gP5qp?x>kOUOyNt2TCH_vycx-WxS4HchnZKJT@EbB|QH$H+&0quMsU$b*$9JNZ4s zKK)?WCpv~->=GWfvx`@M{D?2zt)uwTuK~-h%mw>Sk%w|McAIp)8cH8<_y+M@?fwW6f^;g~}aOcGdx z;%Ojw%L5R+9M`287VK8!$eru_UZfTN0^zr==KhZcB@-I$Cdj75j2rq;aARo8GypSD zsOwVMRiHyjgkPR*vli;13q~x;+2_6p$L{SA!Uw?_X$_6Lza{62haU%mq=H;NQYijn zuREOCpsg2Qp!iZT>vI|dD7@^R)DZkDk5T;i%d(tSb)@xrABrCvvoVMJ+7!0`khLge zvDd1ctv4TWvwPZ$(A@ovLd0Sva`^5PV<8dWIgpj1uCeoThQdrZ(ESKq)L9f-6T31r zHFjYRbgz($-75;cZ^3~|=bVqa#)0S{bg`>Zh#S}TP?h@&*d*wpW{WIzpSuhq(L6+= z^QTaW{wceiY#NN%LKl0j2Q<9>2+gvkD9xYplVj6hL>C%=c>|!~Rzzs{gi#vxKV+zY z8D~~}p<8bXB6Ph79iE*p{VB)IY&x{@4-qb61O8QdD=>f=!EIwVZbf)XkOUGrn6oHO zPl(-$_pHH_}>AineBxw{WzjgtQioA+7MuYdFaqfkKFf-3?0c{2@wk zuN03Zc=Zw`U?Bw57lRxS61TbDcAx|eZ^}5WC^waPXlwHORm(A*f1{zTHD9Pp*{x^~ zqrk2KH?`Ms%X8i`)^XTJB!=U`qadyuI0^D99G46ShHNZwi@-J!kSX23ttPuK~-8)%m8e;ht_;S1`yIh2GEQ{2biM(PFHhe&#~b- zQs2NH03&bM?FMcKyA>mD7>Ii-+;(GHPKY45L->Kn^Whs4I7#w~o4D;9pMb16?%U@O z7}??$&Ia3j2iz$Fn%{=ZH19#MLyw?6oy2i3g-b$l{A9yBI8BbTLlMF$GYDjW@EZ%e z*Ej=X6Mu`qWpM^Yw$?_=CG&QK^x-ntnWJjKP$Pu`Y;yM#p`*UuvSWZ@Q& zyYg^EPVa~Xa2Ik0Ex-kEnvqHicd0PS%Ty7r5!?KNfp!O)my;*Ta1duGl;m~PEG+)z zpRl)TXm|2&aG}`lD!|j#U}|W0Ki=V-I51@Gao3>J4!^^_Jlvg|k9@HTN5O)r76>T- zuOU0s;(R%bpp?K0*r4U%ZGdt?J&uS4e@vYQlQSDtYKVf5>RWgc$Ipgg|#$%cxB%zMDO|aVpjuYMIEPswm!z_FlEc}h|qlsyM zfr8kJ9|ntmBfNET8uX72KVok7Kf9Uh3dD#=H$g}@3)x>l z$2bHSI0VsE08T^Ti!4!Jimq^sXAnaQIXJXZH-BOlW7a>copszC&wzN86>v0jdV*+| z81DdAFmaq1IM+GAOeT&KYcak7aRTcAqqxTiqkQvGHc&XmNx;BKEI^Q+%te~(E#N{H zPMFO#+Q}SeA<70}+ys2S0Jj-NB;Cmo@Wp_Q- zZ@|EB%t!i19;}_WkiFMOk=PCd1`b3lT#%a+qfrRPhlDF}b2|Q453-m&A_|!C9nzS_ zKfDGOd)8mTz+dpeVqDYXV|)e-e1;Ul`A<|b_NZj$IFGID(a=_m+kjt!V1NP5@fujr zTz?^c>NH}N+-Uh_;eK?`IeudkyXSxM7$O)D##g|=R|p_V%s{5X$Nu`>T&Dp8ry&4u z;hq)+3THbG#NkK)dam~fJ$EI_6;h+-;k^m|-vKAE<}V}P<>pT2gk~h2=ivk11;CD` z^DZM>@pAifV90EE_`x;?z-%)Bj5(kC0SAWEuz3VQN(^96ra+&s__^&kP7Z}F(3pkk z;<*Pn-VB8;ww#5X5au?)j<=*?W<0pXlt+NvzKDB22LW+-JWCIu2rN?`NwV=0ZeI=z zSwuX``cPOcU>4Rh<5`%$l>1OLThjUn{K;t)?q$Zall*r!cYHD%hHN}}%{1AxX}qgp zBNHA@{x(;3@I4bA&a#~=I=Iq=XC=GCxsro{IFA=b;k?#|Q5Y~VQL?TjPZNQc*UD+)sm zY@0RD1&o35o_se8tG4A~VhoJezGoKp(~bvgV7v}svjg}9-= zpYfI5LmIF0Kg&&GyR9Rz(0N>GsCwBaOmhUt*>NLE#flD2PUqz~&bg9T4Lg?0JB6{L`ADUg4O>a}ea5SY9j_3)zYbvNcs&KY8XOoR ziuuKc2rOKTPm+A9koRv62w7G0O9fFf#6gjTi+PPO_QPlK7fKe&hnmkaa-sSB>lpLl zp9fAg!H~6xg9-`6FIx@z;(Ci{2jk~4Qe4lLIAT9@<%e-oSjoXaa;Te%n&V!uB1Dry zo{e)cFoG0AU6l7+j9GE6V{?Ys@O+FQVIW9kc&=v%>FPtM$^9u&jBR0M2?JR!ge}dc zT^?d(v-0E^8Inu!<9-1l7Ug~Ad(2S_l1K3KfXyUN5jg?J*UK>uB&PE7Wg^Y+<2-@o zaIqynKe>>X&xu2a_&k0Auww=Y$MOZ1lXdy{v^m5m44*#>D-z)Q&ao^MCR{cPd$WMg zoYN=D;bK)3_S}MhHCaoTZw;qUluwZ>C=Bqqf_!W73@<2b*-8|)&5~b=yhViX4t9Ra zTW0Cnm-1!cf071wz zM-gfO0@)^q?>Wa*wE#@O5^OnvT;z}QtFTp#k$w1AJ|vCBO(IGbT#G6hqXhWLaef&# z(Ld?{7PR2!l$GYH09Ll(=Qz5#8i3vY1Yr~aLMjpXT%0Dt&wK@xpE-)yz~*PJ3gCs7 z{G32KM+2M*psg6$!hk@YHbgv9yp1W#>c>$YC zpl-V#$a*>Xsuh0}#ux-n97I4cFrww~^*jMQ+1Q5v7sl)b>_CJB2*B(m$b^&po*ZIC zrULeSC=6Kq3bL>rzb?k&1swclVVCUr-(W0Wz{znMwujsG<{sM$0 zD9nj0uz@V?!GD|sLlhw36_3JD`!6F4EQIgZ2uPCaJ^43b7J=YmF%%0~1Tc#%AOVwd zfY(1MEbtd*IS7)u5v))*9x+(*FZ}Y=3xJRN4;q6_^8`3KCSpNz6}D`4bzoG*sVvS_ z5_=1e7VsB0pyq*MU{uBS*8YeAVKHVE#)%_yR0T)p|H0%OO>vk+`JbaBEC{0=7-$EN zcz@)=(|O!OD6@0aB+s7uKPd>aLgs1(Q*;%ifNcry8`ReHo(W9n7zmq!MW8~?`vy)} zf?q)vp$Lp)mV{ubEDA#-LFQt-0C``rz*&yDAOaOEdxavPk>GuafHh`a2);zeWJd|T z=K^0a>q4+xZIlnn4HMOJzz;LIUI=TZ4) z8n%L5{aygZ!m2?M%b6oAF9PNfQ7NFtwR}d_f;FJX$omF84-|)E7UNgI?jm?TvS78q zbOjj^zF_U&Xg^?etS5tofej3J7oa{c23Qk{p)0`=tOQtSF`nbh z(HYNb2Ub~($E*RYa$v$@JZAemS2rBcT&=*Ji}9G?fK>{-YRMlUj80(v8PFV+z(6Iu zh`FLwDSR?2LR9{gdD?)1$QCf9b{91T)7k)3?zZyTm9vsQzgd_w|_#GqsO7fC5_(%>dvdV=d zD^QsGX~0;GEMAEGMI7JAK|m@;LTf>l2ylMV3=q>K@rSUm^&qBA!*ti;7ju>vN+%7D z^QK`}HsDn_bV&9ow5c71eb54Z_HM*)Nvc zA}o~0Zz5N2!B6ip5#bBT?MGqTw&D-|d*O3D;XjF;1Nu|ooRiZzqUMyg<_Z`Nm&J38 zN!{1DcBclyu5g0|z|Vl8*K3jza{yAn3g#4muGkK*@| zixlw!9Ic|<>;c&b=p3khB^;s&TqH2$og4&I#!4Vz1_-DT8}GqSXB()H_kr{Xzz`!Q zFH*vP=Fp*HQWZjBsQoV6ho9auqA)c!*C;GV1<&MgjlvE*n5D~5$18LCMCE&EJ_-Z& zD^6Z|0KWxmzej9P7%~yE!y)`J4jn32jgKe{nC?p0S{pA+{&^Vhz(GLmSIY-Q0QM^p z`f$D|9HW8foI0S^iqQZJG=PWOG^V{73dd*xUaX17TJxVu;MBSQN%EK)l@LbeaE0a{ zc8w7^3`8!3_+%IjZ24 zMbJ56lmJUp&`2iGU@Eie=0chInQ6FIl@(;d~ zh-s6nj^YhCszg~Z-iLOE+QDH%{5}p0wPlk8v^QYOxtwOyjLpCf0E`dJcmtVef^Xu$ zP;)$f9wh;$YK?8SXhTUr^J+5P9M6ySz&49f5-uyeDTf4=m@Tj|Fbe8?FIwY`u*Q3G z2!)|cPul)zymnw213JWb$=)aN_MARZyFERD!VtTK1?}*d8i)`^sPJ*SX;ol^ipYCC z9B(&m$#Vn?1HmqUzs!K=3KteRJ>4lrwuqmQ1U897ABp7dpGmcZW`)d2Ycb+QqTCv| z^7J$-CjGFPnW)Fy5+E?H}J=kPWb7fKPqRpa1)Ff)XodE?iz`NB*P?*6lNc77aO zB&QYf1#yDkg{<#`m%_@O7=koMKwv#bUBFM5^HC=KQ3?Q(AiEIp3LGk=z$rv3Mmx*& z!%y$D(aAz0NHgpW0R^uo;Wuzd(D5&V(g43ps3gDG8n8J4-g_G=K=yOJ7!F~;;c7TD zVA`xvR%W>r_w)jOVIG$)Ld|<>R{S&Ea-@&p69#;)gRP+HF6Z#NUIfimcy!UukQZ}= z0-wW~5PrphMPMjY(enVGf<5yP;JkUrIp*oPZ|xv2?I2Ij&*Pw?mlc7hCO<>?-9jia z^86lnlnj=*h*x8`AnSb|c#!JcMZ65V1$hhrd7vTTB3=<`>79q1S|P`8?t#G9ffK7` zB9~@HnTF=Gp}lFKZf+fj=fhBfQZk@aX15?!J5aF;{mCN<>m27_4)@I5r5%T zFt}h7hv0%u+!}T(;(d`c`|DpoqDQxayrTNA>G9aGMg(>cgAIH*iVghqN|8Ve@5q8f zd7BOqyC>gYxY7-^KafTiuJhs;1{p`+xX9Z5)YPkJt*6rVe0-ShxDRlpjQ9V*%hrF zm*lMcu62D#JOGV9hfDu<^ZdcM=C5o?*}jsea|`4XM0vW%`o^V%b1Uy{-jVye?|OYu z&yM<=J=_8-7BiM_OEB`; zT&LU#wDY9l`n2HaX`CLr=tQnnP(TqsPzM+wB6qq@bP=r~;@Xo84{XLtm$|VgQY@y?50z^bR?PomaTFp8$eTO2YCeK;c-G-js zs2i3-%?q6c&#LH-7a2s=I%$h&Ez)p(QE(5Yar5?+6NP(9PNYLTZbc6xGpdF9vL954 zXb`o1KqmgZx-gTzFU;JRV1b!Ci>J+S@vIX@^sBF&`3Z&=Zs7y4lWu=BvlCxP2OAyM z45AmP3)iC1aDOr`5#@_K=B{bKR&rN$*YU1`ewSfd6zAtZ{bBlbL(B6#m-p-OH8SI}V%9hPL`vCtn$#w4PF;+%Eur0=>|qmJ+0g{PY3 zl`XU6T6#HouTM^$MDKrF%75Jx@26ijND;36x*n7A3nAt11Qw(;!BS%!wS&sA)td?GO%`i;Qy>b8CUw(PBanEgorY?vl_uYEDP~R4s?o88^h9xx! z)FrowPk6CjZWdA(k8Thxpu-y4Pr-;f_1Ku1qyg}vDDp@`1VMkt#AxpIU^#W))}zI= z7U1_u)OIbWuU7s7X$FxgU=L@(=A4%--K$kgR={wUYgJ*ULzs?~@&S@rwW$&4g0W#< zo~_3^H!bpMGNfwLpj>n(#?uUk^-r%q6b^%Yck;8WcpCz9mUBgI_r2A zz0-T@3_j4%?+kzXv$Q9hM{G#@vf@g5KRJ*Li&6S)9us=&2Yr0UobY+q(o{v$y5z$} zKVX~NCdOQ}>RK^I$hR2vW5;;TsYHu0#xmcwj{$M!?ybk%-?stxXB^k14}U-UO&-=D z`e!|s=UvZo+?|+J*?)1QHRXfI5@|^XT<@ z%%fL@M|UK|KtuajL!UH*tMGb8?)mE9Nw}1o!xyZhPc(C>p`#VWrL=GLKr%2!DcJF- z!ly!fzYQj}jU#Mo;B?3%gQ%qFxj-78;{7}0EA}gT*dFyOazfk_EF$WrrYCQ^zRAWX zcc30iVt;=tNz9h6DEo8st7O7sc}+g&_8K0|+g``gnPv&h(kBu1QqQe?G zR;2p{S9Oyj~GA0mq}@O06PpZAcA*E@a698&l z&Io@#I*FPoDx^%_CG;4GIO_2fHuRyB?Q~FfJu^ZCR;oo-OU|hs_ZB1#NLLk7S%^I^ z#Ezzk6(lz9!|N7)b2zodw1m5&;7S5FFK`*3DrJR-lx^7@O_}PJXs;+!7LjHUd4dMh zgFlom)L#2s*>c_R(7Ibya=h^1`1HtOU4DPj4^B*v=!c#;I(yv;pq$IhVg7VeGshm5 zK@?^pOBgi-4y<7pNy9bH0Axa=9(&$gal)Z_og2Mkh2_9mio~ONjEH`Rx?#x|C-IR% zRIbzQYiKutIWI8hKWUf?0(0Rb!Mv=57?K8>;^p{QT8Mr2lo`z0c4$TS9~>VW8ykQ1 zT|U!TkB=ZSy+FJn4uj&g^H-F0%ZwDkEJ=<8$(Upo52dN)!<%2 zira)mI42aQ!?}#5Q?M(0GO#g;qw}57h@DozDnjE6LgSG%jXPo*S0?tgMC%lPS)tQyzGp`H(S{6Nsn{ButOTI3nJLhXBmCc_aeU*+#CBek*`;raLF}S;q%K6 zFhbWYmlw_Bs9PimWRPh+T;pbOL!*y9mpGlM6 zXV26;$;pKe9eG@Rp@Z|BRTQtX@w0x=M*dVcy^3B7t$-b~FQKya+OYIUzH-z+T1Ktv z^Q7S^_GdHucfUPVvu!Kj(5Rs9brl=+P{VW`zlip>9fSZ@eRna=$b+>_r>Ml`9V1APrBeB8tprJb(nXH;1J3sUUz> zd^T2ucqc}piqqAQiBrZNVg-R8u!?NyP7MM4`0-O18Ke3$(KmP8pZ7mxE0mN* z{L^jV>_Ex(S<>+Il*l%d_v^9Gv7sDn! z61=t(z?=XGIJ}59T}bP$6>{3*3tT46Ac~{zOw7Yj=E~k0@&rKwhK&36uw<7=V>P*P z^USH?DX2Nq1u5|{CTsmXNa|!?s3^M9Iglo-8RpnF^FCg&?nM1tbp^+ICB(zU4^uXgZ`vn0a&=N0af)Yd?t>w%C<3;>wwAS2kNpLwxYhxJ1` z!sbzL0yo|``$X+7O>j}>kmlk;={fY-OqXQ7_sW%J#s_6CAJ&+>36d-t4ef>{3C3-O zm)4Jr$?1>vBR-Ny026^RN_$9_LfYi)1Il5!Gw^@u2l*l{&NhHr?G72cQ;1256CAh4 zO-A$EOu8G$`zoT+7CU1}ah%3PvHLo}mu=!8sVHhuCJm^U#FS*BUp6J>t7k25AzB=c z8&M3r)T=mxVXbJNtSz;WttkG{B<9`lIty9<;tXv^cw36BFUDgI?rN}cn^;Jg3M)&b z8T^0$JM0}DPOmU#C1?{}-<@cD2CaRqZh5uzs0`~mvH9MVTR+nCrt(b3sP?zLk#fS;6xi^~5_0s}#7Xg~3@4b1}* zPSrKL<=MsrsaaxD+DUW;m$Vbjn+7i?u$+IlJ(=~VcmgEqn>M2vi&L=Y5DQvycBUZr z+e+26(%g(0RoT7Omf5}Y;LZ+J(X=k>9(^l=ld*3qySLgpyLW!{6T(|r-5{IT2_F3q z?hA}a0000r00aO4019z26*B-U0096DlQRGS0AvMJMrmwi3213^bS`plZ*%|v0RRUK JlW2D}lmK$Bm)8IQ delta 16109 zcmaJ|30zEF8=vXUOf$_*`<^yMp-uKJWKYSGB&n3BP)UkpQY54hj*^7z%HFMn5@iWV zvPC7{?6SPc65l!J-f6Dk{l4FCzW064|9PJCod2_&bMHO9*x##Sx6Ob>p`nX8oKGD1 zzW|PSV+H(ehX39N{IxIm~qji{r_@Y#Rh0>N+Ecwz1;_vavM2 z!-gTP-w*58feZ1Z*>C!Tpk6pF%jF?nLz&427%q=@DEYYM(MGtzuTyWHXKk`mgQ0erZH|nP zv$XZ33fS#*JP4-fVkdyj&{GFmxa!dNKP?DCp@lBs_&8GMH%}Nlf>7Gd7#C!xZ_@ZnjrHdFW|^&`d{UF-dJlk!spgtq6bTGnzcUTKVG4@|EeTALDY4 z%&#j@`z~HJA}Zd|wBQUsD(~?baj8xB0;?fWgO{4D%kq2oWoN|ur7e$p_`NCFXcsSZ zHd)Jw4G^fNSoLTQ%q%{&5MLvXKJesW=d}4LTlcqTGRDH#j2feQSwA|}!I5*k;d_c0pE76r_noYf%$fh3U=1n2x zH;+cG%yU=BvVAdZjGM{Sd-1QlmQL06-s`OU>wM%#7$T#2$#5ziF7`2y?CU+eW)z^UisZ)Q_l@ zyB2-DWxuUo^_5vahqZ=iJV*@>sF;?$FvP9d!L5FW+xJIqTLn{J83wQFpR#d4h*?C< zu)x%|!>iV1H8>{BkA{URDn}9T)`TNI3}uc|3XXVvIJYa+MshcbV0OZN1b0KtsTea} z#I>d_Yjao3pfM+;2X_USDQONbEE>@v(S?@SwV0c%KwBP)Bo==`5fl%wSLy$84N6NVBvD&27MDzPrdkWR%1o*ZM0!QHFh(U4CX~ZDu7pS1#CjK2 zVC)0Zt1sogV`>BIT}($9_4pE3ol&tv=E~3F;a^v{CCn_?yKC?e1f_3Pa`m-Y6EvK` z!(X3r?=bvgBmbh>s-x<@a0f8UK(uqYjc6G3NFj`=kvxSS42Cu_ZYOx?gDMhLg=Ht{ z2~elumR!ceqA~?3S)*9!I<-%enn}Z_@NH=;^E)?Bava%qsWoh~W zq~8Qq4N-;WRdvJjvf=<>9JC>>-5ud6jWWOJfB+Z}U2u265 zcgalC(E;B#5GJ&na>22pM_FM3Ff0Z@k|Ldk6&jG9LO9S0a*^pvk0NFilAoY6ILL2@ zNjf5x=*9G+VF*hZhOw4*qAPWHBhjCYrRHJG?kCX|K&&@4VKc#F1o|W8O@>H-@=YTG znB>O8X&bQ~95$p{wh}FDY}-++(z2bn##pjPmbSy54=r8GAR<|buaGIm!xOWJTkPRo zukZwLSeqKThlpY(Kq;fJXN?SN%=sPLXO6M@U$DyK4iMptO?aT^C>%V8r{W$V)-l6F z(C|?Ytn!W`w1H{^A*2fPh)ZmN<1o)5xkzAZHcy#4ev*h~{J{oJe(k_P-apWQ*BK&# zEpX;Ao){X~$=F4)S16<>9?s<%Q2A#Ge+KJ|u;S;~rb-!HzvBf$+AAqeSU=WD2VM~4}Za>0kBHL zS7Ie&ZaA6>K2ak-;e$7G(37iorW49lI&=KPqp})jMp=ao!hRB#bRUtgYs00mUvnR# z=Ek$e%?(S?)eRat^jO6Wbbk@1v^89)bZrAz#JaFiD(pnI1m8P)tOBdZ4Wr>~e@d`Q z9s5J1BO9G!WHw|4Z${6|D)p^uyq@&nUkiO}2v3Ct|6b-gEJVJ*w?6+(kuGo4AG)Be zCI!1V6uT%_=N7b4`3eWH!Uc$-eVCzNSd~@k0G7JpUvXB=gElUYIcQ;3R>=cc^2k21 z3A;w`zF3G=`yfC;sxM#qAVYztM!Sw7R^^*U`=A{j1@8bduE@d8%Qpc4n}8xvA$Y8P zRDo^;sDYq;l-P=$8;SMhIzkV6a`|3>+BFHzby&qXs~>E8Mv#cMW7sqJ77jjp$u|bn zv5^pQ6i>feCdBFx0Cos0v;_+d$3lN=6|6%ryGa1pBt*!QBiIuKtdBbat6KndK2L*Q zD63hZu3(J(!}NBd-&kRs)inU@8X~ZPFQvCP>>LE)4=1byxgLCds+7;mW;SE=%s}u_ zSE;1J6?vOjyFDR*&rMLJWjbGnvJ!QuI3N`vJR?KQPnoAfwJ7oYmvg<{-vn z&boM5#a^b8tj3$do=WwIbSfiCS%Wv6!BBT2)Dcycpfp#Y1%`O?#ncK--cm*YRWhMb zh6Umjgj$rLHgEC{nl@L29UF+TU7q~jplXJq7Vs4a#8mYOUfe!f3O#+JmyB?Vv?{^? zy^mzhX>zog)AB6BK%)nrdB{T1XY&R6PUkZ)l}it&r!ffCV4} zT9lU$Kbn-^(JZV-goOI`0K0B*;f$$Ut z1z=X0P@RJKD_IG}o9Bfwlu$r5PtXaBxd5e}2Jnij_}->C-WW^Qrd&u^Dg`2-KSXdmR3padsw;K-rll_IACeQ*JOMM~O~DIv^Y*hfbQMFse% z2(jT>q&C&a6V@`>fc8&CegeiyH6Zp_Q5eDKA$k=R;bSkd<#E^nD9iS6xN+0_(j*Vmfs4Q31tX zBIcki9~AJxOT?ssd`tk02|hE0;f{6}2V6clM)q{qQ<9fq1qr0j6fyZJA0q%`#Dhtt zFc#?x>|{yB3YM`w{qBmJhJ?iXu#kMzKwod^LNLS%8h}9)gXP{LrW7zP7dVCkxsch? ze98sOh8~rRkfV%y;Y?2$mWQ|^KpdsSrwV3?wzASjI7<%;;B<@d75!k9h0qV~qfi-@ z1!$p^L{yf)h+P}P*^iL`1#3h4N(j*^oHGgQ!C_r0cdn?MRTjb^M;W#wL^PH01tp3w z_$K-7~}8^Q%@SO7a45-O5z1c*lALip|iI*Ty0QXZupE@C$TVc2q+ z0JJWq8W)KMu?j>O{sIfY0>R4_QsWnkd>H{myf9)37JyZvO;tsTrm+e{)afI}V1Z~; z6V#MSS+#*a*+SRS8u*3)e%&?w@9?lngB=)fhEigchJ0L@9T`(kM+9{%ePCUn#N?TL zRDe%`5_1g25GyG7n5i&Lt_c1J4Y*pM#MC%upA{JZBO^xb`4TchJm@HrKSBfs6e=lqfAyy^)5gTx-LsdRB0EVU$oPS?4oPTqD4xS&C2s=gq#t82rw3D(uL{tDDVE8^1 zOv2Ml?2&JxLij=*ep!d=h6{EE(JV9c*f zNtbFZQSxH+FjmUUSEkg;suR)WE;1EKg_87qi|RyFo=sy#(Ax^q5_|g)-GHweA%?5N`+|~?vaV8^ z!ziN=h;Gfo0=PN~ZY!~?Ln-(n!YHE!;#yW=pnC{#7#4;dBmv&GVN&LgXn;u?qy=3z ze+vfdQJED6*5Q&J0Q`E1CqTKWCfi9wbQk~(kv_^@eCvgcv*H1kX_Bn(DeQ27JWY~0 z=3_@$(Eu3Mgo33(~{1L z>VSy`fYIm!Y_z2iQWa}LTKLbv@d>0J<)=*wn3Tkrj)M%_s7K~9X*Ue%>5DMtJ09u< z8j@p}#6YiD#0K#7A+(u|u-eY#5C%i%K(S#xtrtk@feW^zBIRUEZe|3~g2hI=v4H7d zsQlA}e9BJZ}zYm+|uBDaM*x~HYZh>HDDDB_~}oIo$N+R`#(CZ zin|tKY?BY1O52LGXV!<;V5NaEyoRtIq$@Mu2&C729m1%aJ;_*R7_lsdS7gvso5qpG zV3`fcI-Rpw1{F3W)9B<$29RViP_>l?NSKP3?RYi z-4=HNu8um~Iay32N;`wWc2b8h#A2I%PaG((%;Fpzw3C*OJmuiA9m(u}@{9w>xCj{8 zOXp>=4j}86z_$a!9NPAUC%90Y#Gri~DWLKsYEC%O~=jcRr# zvq%PzWHGolM;bt!$ugpuj}dYd_oSzhCl^3+6~T}3Qd=y70VLQ0404u2@+5jsY(5Q8bJ2ioV5$^ho=0BXn-Qp5xhdoo!aOTp;t zQK3`G!3>7^of1V`2qaCYNABbn2E*LC!>0gf9e3dE9%K`PVFo?MU`%x`^lHCnN3mdR z`e`ZFnbPv=*h(vI*WAoszox$y8}JNx(K^+SdG z4K)NkD%+owo=tG_!V7{3L%kSYCDZ}VkflF3N93A=vtM;XFFK4oRZGq)h*DW}i)%aNYI z4EuxgnI;}U;*CJ&T6jc{+eG(6k-zX7=>R%n z@+$=QqogS!zd!&NC<6M?QgT>}1aOh2C`AsUkP!5#RBpA*X_mE40N05wv~cMSm)2q} z7{Hb3f^QuYVu-b9(0!?NFJ`S7z%}cFSxcpEq6ZFf6x=xA)z{)USmtREW9}hQMwmsR?3N!m9ojOLk$* zV}_Q$#OAYClBSfagtTBV>=wLgi>B_J2u~&1ani-edCWXFV1H!3GIYv&Y3?7n7;OXi z`B$L?*T#Q)%Q~)$Wqz6uo`Ay0GsW6H&|2Xi2f*vc{HddZ=Fbt$3yN55L;q<4hl6f+ zN{~2*zG2_-rvjFLT>N+Z<0?OTFwl#Gm+ranz12iC1-cy2T_d5x;2+oRwf+QU_vqO- z^a*q`z88F{x0+>4{>FP}vHG=Uel%{1`$U&~H7G{aD65}JT(B55rN zBsrZd;VtaDGaiK+dg%RH^5%?2Ovt^pX{Upn*Ho=RR8;IE8+sWG`N zwm!4-t@-y_^L9*oI^AJzU~A>qo$nW&e{?^4lVs?%DJfOGhwgs7!0lc8qj{GLEss|o z*2-+1zpLf*nA3Mm^vlDR?iM#^J@rgJSmh)6c-OY+vEk@*Ht%n4o0U!~L~N~(SzUBe z)jK)iP_W*1D~Ho2AHUA2F;?T@&pB-&M5y|%5qsU7K))lgw&nBKbc z`-&Cj?b$Js;6?8=jeIv~&WRg-pvl_qvqg2-igDS-`wZ(}r_LEqChd8<$k)5V>dl3uU!? zSpmzEj+73cTkp$`biaU?dFfn@=bm7H- zdm*(iU&d%!^(nk{@|{icoAMKWJ!*=pJX?;gdl$WF_|)9A{G=yl%FTcuWxintbs*ES zZptFF&QHU8EYnS&WL*Q=vqy|f=>JeL;A#CavBS%Xi-qYZWDH-tx+u&>Nm-@aC-q6^uSC4dXbrK5a*yi#UjIdu z-u_V$E84H`+Hc(N^x#_|U$c#Df6hJG_E;p`rk=2I*^t!I_p|M6f1EY2Ud|_K?R>{+ z8;RT32DqB(Ti*1%H}PBE`XR5{p2QX$@tpObmvi1ekkSAp_*^Ei zx_GAkuK(l}U2^JnmBer9Iz713zfP3#ZT)Lr?85fR{ha+Yw?7|iTN?aw&ONg1^FxDs z%|CxO=9c&QqMT7=l2sS;Z}i^t*1aF^*l(rm9ISrOd7;{|mcVlld*;|=JvNz964&SR zu9a$$uTI!Ij3XLGO?s9fQsZ^j*efZ#m+-tM)+<%}&WyPFZsDgx2E?BEq%+nbX#zK9 zu()q?aq!Doxid~GB%YdiM9HD^#l<;WR5n%~cG)mYCt3N^#|cAf3xhUIOfz+NO;~jM z-1dnMNk#`N4CYNdHGiyrPX0Qz`RT{5uZl@~?zA>av)kSm$xWW0UEd$N6Ft1F;EwLC zYDw1otP`ehkF4tvBw1vVu6^qBgTdWC*Q$JLTQ{Kb)V=DOm3fiZ*Q{Sr(wA~cE}VDw z%nVGef~8y z@STJA_KiI+w_nd`e3$v+*67=jbis2eR`qX zczcM*zN%_yZB=t+gZ`eZ1eN8VcA3w-cB4_b_V(Nzg*8>T*FBv)Fn^hOy6!2>H__7? zr)O{D<&SA!m#KP>w?4^#%AGXIyFQ>P zZID~4#R(tt6Fnq;y5_gNmj^CS{Mp*7vftht4F9ZFe)9ECk5i<6#;e&S`huweZT#Cc zPFJ_A^0a&Y^Fx@QTM*JkRVNP_7*OoWF zfo=o)-Ww6^Y`kpuuf4y_Eeqyxo|o*uNWH$e|Kg5|`**MEdVH-U$n4Dco`>B^-NFuq z9ZGlpZg2I^o*lZ!6IXan^WN(2xU+KXxO|5htGXrBM~!&gN<6N4Q06|h`<~R6$9~=; zz9dAyG*6i@rEv1cp1UiCS$d~}<9=b=+tv=ZZw_2lvuEo1quVm4%}@>j)-D&5LkIIE#o>4;NklKYez>^l!^?y#cGbF)`JFY#P=$=y*h zYNX`S3BT()-9Bs{J~i)7L(GeQD+k!xH9IcYE>?(W)F>_9ze;zrAmi!Vwy86cVq3T9 zRX$uYZ z{`wbHYkU82O#~aC?bh|4y?GGPX^=^S2XF8b8%cWA>@~61%4(^LyHCAV3;nT5)#WhZ z{knEa_UdW;%4KTzF& z(8d%Ur}Fl0iFKQgw6}UX9=vH{`X#~dd~fe&_p~FbMb;{Vx_rphZjGsKn%(uy#>7wY z!q)Ykqj!BicjXvgrQF`-*=wzCGZ)=(=bidUBv&b4f9~?Bw{$sMHg}!JQ46d6W zp8w-$>U~S{)qaoLA-lCCVZNm79nY{R)M!~l8qWhKc4xQQ`-I6h^Vs+|-LuWin-(J{0qijy+eW||gwpR}ykFz)2 zq5jAqX4NDkus?C{JYtmZ<&`^f8W*~c+!S6;94uZIaWFqiNnzgQX8%!1LnQXy?Pji7 zJt4E#@+2+ZijwXp=k)KxYiX*O=oeV|>Qgc2!oF=EI|UVd-`4Z_*VEI;`^72d3kT(2 z;+w85-8g5v_^5Fe_uN13M;i{-3*Q&GZaI1~_wL&i55P?*YJGFm*|joPn`^uE zz5BnlR+}80@KI9k8({IZzTaGnC_j#*$FE;5(=KjN{y46FaM*=s^?^OMoF4u2&Vp>q zynyfOK?O0h0(Mx<`}h9b0dB_AQ$`Dz zd9bE?{p9Qy z?-ZBqV3Y{Zo6tKx}`X-c+;kPc89A1=d5dtBX8Njnzj)c#^+QcMWuH* z5(EG7-i3Vf$wSF6Ft8#oZIEpIHQ2SRZ@Y`!&iviuno($^!*&yFskJ6eo!?9P_1CF(+1+`h6t_uEJS~vDweR|v^<7<9}4oNQ+ zznYug>>D>@>6+xnR+r2#^Ha_?+3fwgU|O1TO{~_Wp!GXX-gC>!KYmT(#m&~|5)YB{2)N9fY#Zi@K8zZ$( z{=BU9Fr_75)6*xp!m#eHZ&TkBZgyJJwvBaYGoI3a;K0l$ewE{^x)z-ubi0k5@qI@9 z;nADF4$HRmUtPa*Ui*>~Vczp$-V5_CBp~!!@Cw#`K#D zCr)eETftTT*Ja1;QZ1MNun0Pr2yj`8Ye{zR0M3pvp_**|zWzt`B~4QIb77;y+pc%d;bV McG*}F)n^Omf6tZ3ApigX diff --git a/.github/validation_samples/it_pileup/gold.root b/.github/validation_samples/it_pileup/gold.root index a0d29331ac43fc524eec07c24562914598ea072b..55725dc7651671d19314f0971be1bcb4d9e4080f 100644 GIT binary patch delta 96650 zcmaI81zc3$_C7o`(j8J#BF#v*2!gcIg3>A7%@L3;3F$^arMp2|I;C^yX6WV}&~Mz| zz5kaFhcmOzUe7vvuQhA!XP-T69pauB5R2MbTRVV2halLGAqZ*g9Coz9UUS0^IM~61 z2>W9MLh5P|sUZmJ#Oc2Npbk|JE7W^bG(vIon-Psn* zMh}DNzQceWhOh$!Lh8KyZ;1OV|NH^&v4rk0;&RLpd8Cp41&0r7Ck{KtU{~tJ$f8apOcOwKhbEk`@ zB4K7{WZ+qrD@bEo%cG4lg?L>FOkz?HT5yX232rnKd zWPwP-_%8qiK^Oq<-KG2cL=+9V({FtEM_(A89OqtN>|Vd}u2Ecy3c{0rW1!x7K@5g* ze;I^WLI}gC-{AU#!HjT^5f5`b>>dy}?=fayB9h-@#Q*jt=`WZV78$=UgOIXSVHi7{ zpnov#`tcXWm$(fJ#7Fkh&lImPp-6u+O5UJ-}rX*a_yprQ&x|_x@;4cftRFif(h~{|}_-AtWXu z5XgKC=1<|k#Cx;l0VW3lX$2hN}SkhsJ5x-QH2`t?U5awqYgi&hMwD=YDi`g3>p z(vb8r#gH0gqI+=ByLM4Vcfp3J@)9gb8IAh|zYH9ejQp?rN?6n_q@*oI)`L0{Y3isV& zyBn7x)O6|?w63tHf0kTU}gA<|){ksm| z1o4;D8k|=}9tKBxc2e1c*>wr3n;K&5Atckk42?Km$LVZ!aus5`3vaJZu)xA-{k|YM9(V@so z1O`4(#3gCT?}$l!eJ-)KvEZ(F{bU27PM1_Dyn!|AdyqSv!l|_d^Ei6gfqu3gB=7`b zrW$)9IX?sqB;IXRIIF|M%lr#($N1SUt<~4z#h*|fJ`q|44j>DcvtEU>Ctg1WJ!vb3 z*g!QMb0ixgZlJ&j$tThC3n1A20)AKYsV?P2M!;xD zieIpMQea5@sbG_Eoj6uBOHi?4Ae}ZN_$ghn`S`7rPl^^-Ya-th9D?iE8V{H z)~ifLqV_igkAT;UGj#L`E)q|2sI~PdzeMH zZz<%atJa_YYfS4*k_y3M!W#SPu>9uqnE?z~ zpr73ZI)JQtAL;j5zhv|8NGJG@NY~-!;IK4ux(oPPc#!JvfR{DLe@!5gAe0m!J7KoUv_6s5I3CagM4s8*|x2*GP~|*>{`I zab%i-&u;xGoYExlo0#@Zf~S}L&I1j+_J}T4zRDjiInNNE;gO%Ut|GP*H&nzhTM_0- z_M83+sYy`zt~3L$a{lb~Zl*$W2?~J<&>Bf4MUrBPQ1KBoPPmW$VX@Ezai-6sZ01q4 zv<)1em$cpHW*)-r@&4wdxzt{oiL!; zL6Q|}+hHsD8QjI!<&p@+pf&Q5Pd2Il8LuzLX-tw!$`0=5&^F%QZBPE8{bA&qY&wPP zT+*y$hQmgZACWf|frnvBAO6|r(j;^2*swl3#}oxlx&d75(b2`;Z#;aBwBg_^9Q?Q6 z0aAL5*Rtn*@a^qy2=zWktMr#^?nu?rC4jq@$oX3$t!O;)x7q_X%fG!W)(<44RH`1? zlxUFKb(&({2z`;ZuudX%8A$nQsAgvri$AoCt~&}Y$|YMOh1Pqvb^iDjXHMHL?kCEp z=*sB_G`8AwFMXadU@ONMzV>-RjptWOqYd=32|hM*p)9AJs@^beis9(mSK7R0qo?T# zl@7O~)ay6+^fH^xdZaOu8Ul}gYO^tO0tv4j9`MwtWsm3RBKtUZ@HIYxc za(U1y+QlDk7Y@cdV~*enJ@Bj0%oJklet94&)QUrSeN|3FW`!^y}FJ{J2zqC}QNXkRi33;&-<5lm-FI@e@AFLbU@ zE^;C+48=TD2ND4Oq%hfMDZ}Uey{9SG{k?`#&( zriy!BL~6-UP;e47_h^Jl`WiU9*3d>L(LYDt6}tm7uUo9o((YUPrRVj-oL){qHB!gCR(DGbnK3L2+n5;i21 z(cPyZ)i#Vl9P*-&;cCrf3DKtuuA$NHWfr7^#XWEr_;!cdGRcN6j0JjeQJ=ni`zc*W z+wT~P`>kTx(vA12!dnL@8{50NH&fhJ*!F3kc0+=X1n5vG)FztU(;4yn@=|gvXQQcZ zUKiR%naf2#Qkr)&)yf@D+lA)VupkR%@|0-bjo*!rB$3odFtU2Br8(wh@15+-9%GaikA&^b0KIUARB7 z1s28IcfpMi`A=+D)%-tV8_+SZ zwzSbRaJZk$z=0wW?j|!z^6Ut&34}RE%sS~Zzn*RCM``N%u?`1F&=Gzv#(5|&{aSiD zNTE%NZgvu<#L#>RTLa%q0-w2ODlm+7H^p^?Ck)Z~>FJE~K+UNqn(5jgVmUVne4toH zgq-ht2UfN(WtWpa(N0)97H&XUd=+OB)=T4Os_N2TmB>HJ9HFuf<9c=4ddU3V6nP{Nz|1Hw?Rv}eRLYQtIvUVjm zGyd}-ySjnx*EwavgOvAZhS4K5)|2-0%GBGHof}4-eB(nS82< zz>ACi`!HlmBNf z`{VAvDmnlw>6LJx_&;u!g}-zAQYW2++H)PYkD4*en3}3*Oo2bXrW4^tew8yy$K($r z@~PtyL$tJ*&Ji7~{Yr&f{{Bsp=}2X*^J-Wy>Mz2*8vB8owFXyf#By0vcunM5Q0A+3 zsSL4St>(;(S%w7pF{-7W9x0 z9=@B^{n?%>krpt6W>J}`e zT|0LxhQ;@W;_C|3K6v7IDD*rH$;d`i9F2@TvBT}xD{qG&?;2ZWEz!d8{d7RMT0mtY zzeZKKouBZSV|1`%a8_2oE~d<9jwhs_Nm(fwi#;Twb|+2cE~2uGMM}FoG!CfwxAo?z zBIukI^i_$<>)b6*r8_-eDx7wkQAMX7x4ygl>`y<<@J6(3PSt##FVklL?))T#R&1q- z*o2CVtTwLIF&8I=Sm?&H`QhL}_7&hNRvVxWb&(l4s@ypf*l)S6*13nO+|Uzh_%!%1>|3CGaxgsi@bl^$V}1o~}0F4i=_AFy&u|C-HqQiiY`J zq_{pFd=lpKxdbaj@^O_pQ5iqL%!wP)E@wbRH=gm`oGV>v$5+OnNCoLDO_B>KIUL+d zIA`s{RcaUPQj~MNB#dT+CuuzV0EE!d2r% zE~qD#S2ymIW;5fy;t-I00^X3`v6?D^r2vJli-cpgH`5)IgdSKNT7Oc&<;28b19>5U z20iqVYGT(w1`-=%MA=~}0AJCBOWt}qxMG)hm%(SCDik};%wJ#%yH6TKaUAib(eLqn z2q+M22zB=ZtK{(o@b-&(aUHxJan6!3XII^afcAX|fbUX3L;Bw#fCCEwu+{%zuAXop zZ3GZ-m+ir_t*>xy4u;#xpA?u5ys>VmQaYO24VYHKH|pluRY*Ug;H&i2&VtRt7Vn75)O^BaA33(cuZUGwA97=;R7JKkVn&Hw zE@-y%KW|BGIn5F#ppbB-rK5{;@PCRd?YmyGtTGl1c+N{VphyMTdJ=t-z9UI8X4F9d zM5}Pu>c%exiip<4FMp3pdgW-QYJ%FI_Tz9T(Qvcg^_%PSmSn1g4 z**TaQSQzP8I$GS9Y9n~i`Q1EpC8o}t;5A9RqSGvnz8+neMgfjk791|_(68&qf{pUM zmnqv;JVkzezSZ7z8Z*y}@rKycyt$lsh=TjlQ*J*v0h;ek@QYsyaoUebyq4R0*MHSG z-{0WuWU{I)e$5l*ufqNigU?66Ya;3;7nif+Y8=slZ2QXl8kL0pfg+Xfy1B@7c(mKG zy6++o1p(tI zYHB;+Sb+(YQO^kf3hfEEaTn;1325)hR={Lf7=vCPXF+`%0X{eLIFsBsld_(?tzJM| z`2-CmzG850+X#ddn(v|@#BSUsn;Dck!L}-)Q_rG}TNFIrwgth2=D5gi;|R7->#K*c zG39H`vF=5l{&ZhyI1q77tJj%hr}~8b6J^Es0H8kqpES|qSX=Oa))Xgx(Kl;G;QuV(EF$-4T)&xyzbXLTJYAr2{OP$=bGj^R7wz$E z&WOAggC+8QGb*-W3*pWKany zEJ}AKtWDoJQ*=UgMjYPC#5-$6KJl~}w>cR)`z~yDHk7+yQfQ~tjknCT(sAkO#lou|)H3W{->1F=HP5Le80{kSm&HiE zn$|AEQ~i?aINflHEk-$>ixLYkQ4g zgE7mm+l4}BKi{P(zC(kbxcs=4eeZ1<+*e|+VaARc}&aiqzuts&F7B_D3=DJ}}2uD|6MCmDm zQgT{g{!L?N?76Aw&7&V}`7ymP9jefLk>wJj8xAf81i9W$nbk#tHEb!h+n)wK7{IsI zhumva16tQEf%1nzpq}`6(SH302KG$t=ig`?KUy9#P?}FXjaUY^<(wOSFp}$iPb5o{ zq?pZjs}d>DQt3KsfT^{rcu1l@l8jXx8gyR963f98kzogKc_LzcQHZC9&4yV3; zkGUCpE{A-`7fL-=5|p=E28X3j3YdVKjSkn|YU}!Me1S&E?TB%GlPo6&5AsNsqFia(&++*;Y1BAcURWeC z)D10>j1_yc9;%b}E^+v4bUrRjw7)ZUZ>#1nt#gmy!vSFJYlucODshSBO)cy$^)SgM zo@OZ+z8#g_8PcW`(N8svI_xFxQ|7dGh^+NvUj2q))ggqnz!7c`coMRp`0Lw%9)8in zch_2UgzZ)_^5&-si!5xqK5;grMM><2B`BA+g0VL6d3*t2?H}~@@B4H4M4N&H0<=m3 zvoxB`LiYg{Hi(f$61$T=?@4ASHF>Laeum{}(?oh>AnRN3fT0cNsx2tMmRvl!Ss=Cb zv39fSA@4g9T`DXHYOF1qi7gy{{l^}c*?g1#GSwIZxspx#YF|wl!WT@K+<`g(q0#QB zJhx+TGGKQjZviK_J?u9C5ZLw6)qCfS|J#s##{cM3(SP@;F%fc=_dg8PDQtIWAMt%O z;0xkT?nKsZBPxssZ?#n^muX)yz8?z{mED2n0Y63bFC#)CCKWwCY;7}(Jny@KM2~KB zR-$YfoRFoh30#KHXIU-I+w6#l6kk+e%mpPut$LS;Z9vWo9CHy%XHWcH2uucV^cHmT zl$*lW_9-kNY5Qn56zYBBg2m{f;c!;XBK5>5P%=IrY+X|9MFPs!H$q|PXGD+B*tAX56NPGGXFC6dM_1#D{dX(=v@;h%|m!TVLE z$kOhWw*)WyEZ0lSnfaa49k4O8$b`%4cbRpCE*k~a-=ZCs$F-RS)te8W)AaWUa_%^* zjdIULt&{Ay6I6`xZ{h6#N|{?+bO%^$axWdUQLG#^DzKthjXM67pBa z`tV<#?m@e>Q6KSkMCII7$m7<9!==mT($nx`lh9RsrEO_g8tYLHAziUtx5~%#I z8l>t--U*#wjR^^@9s5csQa$k%V8r7k0l(iE&?wdqGsk?xeZZ8YpmoTT`_6K*B3DvzJcU zCUt9>=2W?HIQ-t;Kl)U4nWbToRpVeCnzkzH zd$94<$J`-?EjqREhml5@BA`!E$W zu&N!CQpS2TO6O^tnwG`kE4S!a^25HDUhO#3;-(=7%1gg*M=f z>0-DKcD#mOKT^{tzz0khizjw69Gv<2eQddGQOh7G*dJj9> zBc5ycg15!Uq}o&O)$X*mG90Y`*2+*Co$!$+{}Fm-3u>MCfSkh-wgg%H+gS8pS}twk z8?-CSs2xLX)V;xJu|Q@AksJhMEK!E~#)OUDJVu9Z%8;roTHrFl)9{3wJ&Kd>F(u~0 za|{D+9$n^#Pef5KOoN32&B&W=p&DTSVtDgnT!RTe;fV+y?UvWcI1wl%7|bO^Srgu{ z{6(bwL$99c#P!Ln`g68Urchn{4qK{37p#E&r^fC0FEoN>UjqihmAVX%Ut6i9kv!6A z!w3&bL$aavFL_8-Oo+MNL4c+IP|D`*RXvHghBx;_Ab7ila$AaweesDx;I~Jydh}!Z z1cDsi0Yfe5e4*;?(UdZ2EYxuZgp$P%ma4Jkg#yG~NXsC^_ojYZD#1qCr!lsXyL$Qo z9US@#nD|g&s>_>WgEPYCv!oCFk1jQ#>65DIvr3jA;Jc8p)_-VqQ59OrIQoWX$FHV` zn8Xo&IoM{;_c0F4?Dg(rb~OR_m;t(zKHjAbh+QAKQzFDZfBI*#2`i0#;W5XXCFP%< z8V3;}mDN;vDYm;kz?A&zO}@C{?no52n$}E_W2)`$^hIQH^ZXz{#Y>llwLnpgv)9QX z;`2)*0JEA%%a-|JHF4eR8;-$TcHudnm% z^G6Qey|$S@<7LLau7@~m?p~{_?UrJ9JNp+^Jvq(%teL*ry=Z^qHo(uByf^5x#ec4| z(~VD={r1}H27vRLEcz|pj})X?_0C>4QKoH#CiJImTn{)k2wH!y@tSqc z;WTkmym6B^sr8&Kxw36q9Y1tDb=0{Ls!E%_s?{3l@6jomeKr#AHOsnkGMhgeGGe!7 zH4nJ@j=Y_5O@z*HpI@6*o=tzM8?&ytysYrBU#l}X2l#;-IoI#U%D)azldR?(49+jt zuUZJs)3*8BiK@D*M7(dW@z3x}kqKF01z_>M094->fTwp9q~GB00)YFw0Q^q;I)-M( z#&--P2MJXDJNpBsqj%YVU^T`dOh8`$S9+G@OxrTxgPRrW75so%t`IMQ`yl4qNRGC^ zPR>ZC|_IY}Dxb9T%`&*UgFWWRbr%otM$#K@>Gz0GgUwV@U4puH|`(o-}7)Z{%58Q!?EWx&Q0mIYsT}5WSfyk4<%gBv+ z+{pS?SRHUfU4qpCM6iGC#A1enRE&kbf`_sJ8YiS5^>*Glh0`q&E3t8XIUCCsUUipAPlPm0bQiz_}D1L z@U*ZjG~t8XjqM{cBTL!FmD*_weM#zH{BWxTcWJ_Vb|Qc$T$hNUElVuF?cv)GV2gG- zN(uA<$P;ZGccGZw1ZgY-SSEddKN0l!WCifTXwA~Cx-T^CXL~9yV(fk9oX}vXLw1#1dw5P?(qHI$D zL}U!Pqb9B*y7xLC!Eo2C3nhOEFzW4m9us!lGF&*G-KZrs#wi#R>)8kH3aq3=&utmUIUuZ3r=07Z2`=+HDWgth!y8Ne9*gM{Aebdo+IiK;4)KuYQF24q(1L#;~vB1rNaIGd)m&?JrZfPxh7n zB>Pc`|3|Vnw$n4XOZNB=K$Z8&KHk;l^Doi>(dR!oNTrAh2Wf z)PJ>6v(3fX(}0a`!aTKtC-v^oOn3BygCbT<&Gac9W23wq zszhz|-pSzg!F?t<%Z~3ov8&iWBENuiaXKT16yp{Ap^J+k(0g_938*)FZHVdGL5^;?h+Z`gPk# z_>#?b6Cmvt8LJT0QFVFay=~%&Vyyi|ljkSgnCrew4Fhz4$L`ZHrBas?^$N~b;mP0QgM*jfwtStlqdZg+R{(XUF4@ltYkm>Zgy-LseksFc2MehJ zv*b$hjo($B9y0I7y+2UnyhQ%&jrENh;Le$elL0VYh4OQO=@h$o4@$MXK2c59isg#2 zkAjNtyQ~WeSC^Br!-d9K^Jin-D&KDYbWUMZj~$IZb)#*fk`X>Ha^CRPi9y~ROwS#^ z!8S{$#JsKr%|}XZ4p+ZrIKwsjA`4e@aBb-%}_0Wr&b+qh7PhN?V<~Q@a$UOqH?8XA7#Kd&+jD9JH3z_a^ z)MKX{X<`OPXQm4Fe9srjqw}t}Dym)W5D658cYXA?1X%*@FOoX;GS{*(-<2nRlBp94(;4A+txpk{EsK3%;k*dq>6V8i&jg1q0Ev&umA) zRQ5>K`6q{r=|ZjJ5~bQf>o~QoQ2T6j3TLycxk=Uyqh*<@l983+u)?~qWV-EzgwU~t08>DI+zio+ch@A>gS*3ZsaT^38noS~)euza>#$6d?$}3zd6|q@w z@^AQsXmd8?WfP0IsXDHtemQE9E-IV?R25%R)gO^wUdA3Z%csRQaX#_fAIV)gSVkB| zk-By}ePt=nx8i<{MoBNW5s>F)IZ$#ujIDExd`dcuZGzzD&a@K)=R(FYwEG#Znrx73 z)#DBFf_3^ED%Pi<0N<%O%IjyZgE!rde&x762YH>gq?B$jq4!SxWUJ`^nt(0aFT8sIV*hoS>b=fu8&h*@iUbcF2IpM?=$yFw}01&$!1 z+F6|+T%goN(zg~+h?MrxMtfZS`e=yg`CuM)+Cd5S**-JX1$Sk-M^8Yw=UE)K@Z~<3 zs`g~jMC53vb=+fpCZOqjsE#V_Fw0%kYfb9b%VPi=#p`MS8{5lc5S!QwxEjQ!^70tM zX7D=M0@Wk#cY!W7Kus7wA|gW$`atAJ`vV{$r2Qe#TcrIFkO$KKFHkZPbo^005_Iy> z3=(wu(G?PO_7OQUbUu9%O7sBIDprjF=@dJ|fb@v*VM5($5sRoj1Q4sJuLKaAHcD4s zqK1o~IiseEpShqGik|_lsEy)hZY2G!HkAH{9LWKTLKtg$eAun7|3ie>PisTzeTbSY zb>@k4cg`Jgu8>#|f?vbsi}>OC&*eoSw6)iK5iPC+{aH4Yeuqyk6-I4tK1oahnfGs# zrS4jQ`68MDSB!oG8%p0pk|src*x9}eqr$pR%W6k~^e4%i;T@ZBjoT(j_x23O!hp<^vR4T=Dv& z{SQ5(4Cmz^_A^Ms-u>MIX^oLjvDp=^U)d(r=a8UjKyB8S(a`9yM!BZhl4=_&%)`H?>k+uMQ0hPOlBf2rRIQ#oPtU5CL^7xTMQfKoqWH} zEez5uMTH|2hfh_u_(l$gI>>h>6Ce|Nox{#7faSIe?SRSjsl&Cxsnzn?$#v((Qn8>d z<)nJk_<*EH)t;2Q)YqkJ2aHP_o5)G)XfDwlyxML?lCm zr^<$=rgxrpj_!~QFDck?TN zwE2F5#c{``XQTd}U}3}9^i$Y!>eGL%q^cl+n*Xe%S}3cMbVAF(a^ggcGQC`!HDGkC z(s&snPNSBgUc*FbrUX96NFOqSWUX0bC%&~83`EJV9Nq`uvvZWMxAmmOH^g^gij~DT zd<7m1y$IR}Y53|N{~mcG#LvY&ZO@RD?!YIm?()#pYi-88e?vOXQYufdNg2Id^C0QK zEPGcCX*a-~^_5>^dvgVuTBVigyPAxeiW*PZI6Le8Z!IlrGg@e~7euP-b7uistai+& z&D=S5MLs>6=jz{HSY7(62OQ@44TTLAQ1k$lhaFF+c*rRF*efe|NEgF)6>CkU+r3G>2lO4k?L!+P@AQ)Zitbr*CSo!r%`o#j>-`gATF zo>jqrUET;C4{9yw=73Nqma=NOFpoKPpKm#%e5zHwgj| zNzH6#9PzN8(<@upwy9xfPnR$M3^nU2ir2664xhlq6BLfwEvK^{k0)}DhvXp(=yTCI z!B+H)r02eYSsRUmXORUUTht|;;v1B*2V@UNGNpNz45yrt==Pq1=^M>-5h9yr_#ItxmS$GgM` zO{Z;K>%^IYh+t=*B6SfNw_iV8iYHp4{|XMBA*Q0vZATEn&_zg$ZzEW3JH^azM}0il z9D3$WmB#^FmxYnT(^s`k$>eQMH2M7BKwI%fNjmt#bv3Vk2EbW7!;g+{0g}&3yemkW z5e4FL@xAg}a5@G%9@zd6-|)7x!^tvTBr$IHy)$M@-duhbgpDxq;qhazAHVJ356w_r zc#7V@w2KlnaT0MdhBk3Z87d|Q6mT$6xSrZoJ|ee2IGi?~sDNgfKhG!swO6ERh;6>r z6zRZ28qPv)1%;&;mx%x%o8-qsiyuT>uf1@N7U^6Gl=*`Ap)bJ?HG(Q80&%z75wWs- z*TB9bkk_KIdW2(osDfaBU(+T2##m;gb;7slQnpBUgtf&HT6@td9ik_fQnS~9RtL;Mdt zhkYSq8%?>35{$fJEb)mTFu4TTz#^hHL4^AgPY=c#@;q>$JW0Dq`94PYB2sU#4w2pi zwe$`*32x;1ray1oUq~YfXkhCa- zEju}*q4AgGV8jhJz(UmD^@u*GbkBi8PZdC%0bD@gKt`zEYX-A8e8o@mr zAF%Z>fx>p=nUAd12=X%_*G~YF^=Rn>M)Gzl4!&UVJlPqbcNxegS1;X}v5)qiPp;8$mtepEBVK9@z36 zk!jebpqlYIK701f@7?(l!iv+}Li2}9j`758K+e(g_?Thl{1!h^=ACd*HT1!(L3C&= zuTO2qURq7l&0cC&giuOv!KGPeLqD9WNv}(vtc`k;1Zzwe@zrUf$?R&QI6B)vH*dx0 z?$K^;carFB*LYdqcv;iTuKB@srHAloqN|scyU5z*sy3%3Xa7#x0IxI3>goCF?%I_p za45*pgm5TmLo2w?t`~My3?sgn|CjhKQT?5l?^ZcsdHK&O=U>Ek81*mWi*BRxi?oxS z+VCl<6r2|GiQZ;jkPPXRtpEXZdMs0eNq>hUy!FG^z^SNV(`nEY1kmtz(#&ln^hk%N z85<^1mPmDtbZ&V(X~?_hxi{zep0K<^KzMB%Te_-*C3GaA-zA}I&i%A*&13EIrs?)g zVQZqAk-US3a7KaR_uoD}XJ+4f zOc;~fkDf0?_&%?U#u3P&{OlMj@R;0DBf80o@Y`h^C6!Gn_c#4F?J3TRNm@#30tQxH z=ghGMZ)+?zru@)%nOWItoX#_q2m$ZUMX9$xg&d*Vth<@~CM;|XS1)I&jFvj&FW!3E zmjt`04`gAxG9P~1rQmmZ%sX#qc{&YyikEkm?{bvt>3qFORT>U#&F4ekH5}TTuT;(4 zw&wY9vX`p&hu38~Yb+U$$F3M{jn6e2{iPkv|*xOFLe4cdmS;%=Mt>Ecp$u`YAZ}4iqQbQ!~ zPxn(pVJLHH($&0*?@G#vr)#w1_IZ?o&|`Ovfw{wE0r5$or}pIYS1fk6&z||#x1shb zh9TP~DJX2w?$Oxuj3^p=VyZ0MU&sw-x!W-ntj~;%~wCsv>Gy75)W?apg9eKgCX{FHkBJr#J$W_PAhDjcb zz49hFtw?h^TJs!SW^gIr8poxcy)etbW)*1IZIVX6HYFX!JS!|8jvJ$|{Son!`P%H4 zOFmSZ%=10xN-Cq}QJ#FzT6gDOoYTcv;V)0^xbl%EC!k{Lpu0#0#dCY`eZnE_3f;}_vCkL{5SdSEeiTWep&vI--Wn)@~divqXQHkW%g)W5+5dgA@)4EBfsB{ zGDoxxM0Gxi98Kl+09EJdM;X(N)5j&xF9xmC)V7XBvau;n@5nEGf)PQ`^uz|9ZI*de zq_TJQP?c8R-ew9!a?Of!h6bAM9AUSGHZBDbJEgR&Qf#85JlX@FvEX2nyOcM?kP}+k zO~qX}x{nMxN$fowZ?Vj4gR#3fJg~?z3S;#6 zD8M^s^`Sq2tw74%)a$44RkWIYWpO>ISK)?eth6>l-*@V3G>;zV$~?(Jj%a_1HlC%) z8ggJn&?v>}4e_&Q_dIQ>i@R}OoD0FK-`{(It?lt6gsuL}o7mF@io`AeE!A-u3c*g> z&mg1nS`-&eIO)fy5;$0-5;u94h?rMEBLKJDx9F&GujE%UT2fC-e%pbxL&eTD| zDElR#TC4>VxFd=mz&9mS z623$Xr#*83^`+e?&EyYdp!*Hdd`QeR~LG{g!+K zF?&oUi!=WAcW%5-xmjawMQ~nkXj&l!9^xO=hJQaAULccz23$Du$hJ73VXKed%4s7u7zD z2OaAhw+w;D(^8C8A02*Y+A_w9s}VUh>)aUaAmhADZR~H1Yb~`y>oS^AP7#eODU0s) zdVDD$cyqhqR$md?zooi=!YztzTKNs2SX-ogVLfk@n@o}9nL;5t zS7A_}#NfK8vieIodDEUDVa{ZcUu{9+`iz)fN96{_TVwC1M+Nt^^?o1f_T5*Wet$vx zZXfDD(<5sKQzN^(2LqZ&po0H;3LGi~;4lLxoz%=Zp?vynU$fKnn}g}qF>2nIEAt3j zZgA($I!ujgI!z6ism)qUsi!!Ol@^HxUYCeA29AEZwr%-}i+9?2Q~ezFAeh$wsA2EY zmER%nmyXzF`1x7A$o%PA=V=dSRfO7U%IiDonsQ*8?eYD`xm_XB_rWr*;>wN10(pQ{ zOKXb9k;~E?yQ-Wqw<8M;UB}@&TFMEH>iX!-c6o40ET>agMsnUlj@q1^>h@7lwQ!a? zYiMDF)m-D*x18Bs3wIB~fy#WX4VBM%G$y00RZhPQa=o5-dDt#>Cz8cs6>aPYCz=a7 ztML=!*G$^SHR443GgXU;Z`he_FueuBD$ckH+t)CvGRS^z{bc{7L(?ROWmc6jKGM`2 zJF}hX5E5HIgu^=tF(%HgGVLlN(a&SGa(wNU6ieQf6nm9OU3or8R29(XM4SzKs4K{o z)1KmgR*P*3euyXdHfEQDes37YT*>rvu`O*CU(Rf09%(Dz(^N4Yh~dR4a8AF+$wA+^ z(TX|+(bC4qpm(ZyGE4X@ULfzOaeBR0x5sHg-OG2&1VA z!F!j*ShVra$T%S=+W9~SjB&PrOFCa{q@vk@vP>Zy#_ia$uMJ3+_yWzKwAdHmKx7!> zjD~cI^FpI1(W1&lra@rODu?3qp{8n=5 z4f#dVLZS)V&Ex#~!Uc){!)q>Ek}?R8n|;r2+saLesF!+WN+r)DB$9d!oQ4NHj71Y% z`*7_ZGPL1SvWSb0>Emb(Jv$d0WQba(mRsag2xgES3{cew2qS4`lUo2y@dcA6<0-n9 zki#C)icf@tx5d%fmq@gUFW<%N>L?Wcc!;6PDOo}$Umw`&f>{RHpkZm30Y)c2=xw+0 zbxR&^h#jEj*gn7N^)*`W)WpzdemLPPP2NHfzVzkH^}$6k8jO9>PWU|_e?}$+_Epv& z4uLV>W0Dr9P(3P57t+rCT9=L&8=O5|gc`nZ79CHVvVw?hNs3@xJQG#61P``fzYqt9PU;94hwY_~gMn{l}m0*SUXPCvaF&=fO%w}o5UVe$#K`zIiz zaw6hahv$jW4g*joy7eT%Q}aN-qTQ=NcE)6W>~xvy#^-#kn*KZ)B~G7IB+$!)z}%J< z*%qM^qQJHP=p_A0KYf6{Yt0t5sh!{^aOsR$A$SeF1aa>LRbdO$+c3v7As&ci=mOhz zi+KDG*jBRn^e}ZB0-y!s#$OrY_hP;MvV@$f<-G^qmMuWxZ-ZXBq#at*e-xp%sd}2M zJGo;IpH1Yn-2WiP-aZ`m)K|BVd(y+)__!B+_u>)>w)rPbqSsSw&4Vs$#W#KTU^RTc zh)75Hwynmf83nJia6)Q1I`Xto%EsxArM44ao%fD(Co7sZ_nEmi^4}t_&i}Ywz%*SW zwV$_d0G89$zD*`urg~gkoZ4Ssuv@Kmt~Hc#&5L@5d(0nA0mIHFJ1P9Udq>B1t~rTs zZ{HRIf=)TMoX0CC99p+W*L~T>Zr2`{P1ndbAUwqrC@ev*-zVtO`viUeA2gsXe<$d> z|DXXjxA}Wj5s*VIK?0TjSynXtdxK_gZEPD$hHPm3|Hs&QfHkpgeIG_=a_*=JorhaEI7Q{<6K$7`?5)C@w3 zDMqUAW#+5Tg5oi~1fk~)hS`=f11iFTj8AXTZ3T%Z&BIu-?2X3;X*^1h^?O~K<8>dR z7B0sNJ2f$7ow7PowD13@M13f>Um&y0sGST$1D;Fc=>5^*CB4~DW>+F2N&bDz-MN&^ z#}&H#MsHQ}FQGs`;`sUnbZAxb0oSetL16aF_64KPt=N*;v(y=^#j{#(%Z3>T+<4L2 zD#liUY9(dk3QJVK!5sH=PKkgnMoGm+M(PX$)!)QT5*2=nX4s62zr=%g%vyOI_y`i3 zrh&E~nIoA#4Z0so6Qd?TfCnTrxg5O>bO{nb$*cf0W$d-EAk<0fbwf@N8=eLbvGGT&+-1c!MEL54Yp8zoziO5l(35g~7PP(% zciMv?Odpz&dX}oE+|P@7P}CxA$vU9dxx!hPD|N49vdrzuYYLIjSltk{=V=F5 z7Rk`Fq^dI@AxTal`sT#R#*B4Ysgo~4Fk>B_$kI2Mfd(zqjDov>RZtf2yXy961^>9h zilh8A2;5L5)Laz9gFuO1dvE|n{y7zmnVX@ete+oW{6$yHrmXdCIlP{M1utr8thJ7hLckGz42NF%^S8mg(15;O08?)VtNJ8@I#f9pbOH40#=0kp;XW)N0&o+bExi)Yl5D8x$ z^alYTk?^TcJ8J(tPeMQs_CL<^`!qYYq>QF~)`o9IU)Ixao4_ubo&~UqA>P?C%_~-N zw=LnzrY9!a@i(9ejp$Q_EqpJDmO>Rrv`Y!@niMy>=k#tm+AS-+ItwTr%L^&XbJSEi zkje*|dYu+1IBSErE-_^(=D_3f@xU}Kf*7SfNrH@calrB$x>TPv=N$LrG<;)Gb~dQz$53YO?>GDy9&GXxt2)ZdjXWuuZ|4QnMb% z3dx+GS>tqmmBMnOkF71U_8V?Xr3~zt)Vxg%;HoBPFjS=q?r5@MBAT3xxR z$m{X1o5$fl^bVH0!y+JKPmc!~^f9R~VCffljSk78@+bH3yN{|f zREPypvicRXVWaObZ)FB@iVdJY@{A7Sfw4Z@Bj$&M+~UP;wSgi>5Z*tuTa{QvwN@)aUSo)XkzA`>SbtyM;o&PsyH(-@rM(j>>xbih zp2WQ6Xy>Z9J#ebDhi9F-L5=nfX!Cz7&{?Yfnv@g2{b}=0Cgp$G{6EpmnlmI-EWp3i zVSgI_(2B%{VA=pS1dmFtm|4tHXF`7KETe*Um`m(eP07lo?=mSa-z;=)q5Hr6h+}u| z&$htA8aQ?)uUxviJt@yDad-Nzr-;JzCC#%zP93||5yt)Pa!U{0wimYcy?}`cDU4@H z!Rqs^n%9XR`jSKVflskFpZe_2bKH7r`rPiNMg2#$ptr?I19o~7{at0IW72cmZ=RY? zwb|)>kV(zBFgD({_Pj*q)qs$AtS7x;FaJS8;%YzBn6$a>57pd9c7uCegyw^-ECYRQ z$(6vIQ9V0Z>l+cWlCbV4cK1@@mET56C^O3gT>@v(gI&7uTR{m9&g>$+i`lgeJTo8%R7Rlx_Bb{Pm+vt`@l9^zZ# z;j{N483WcW%c=>E8cCd>s>zWW82m-AWFRvP4G16bG^&*PWP#PToMiU;4U zCNvqd)o`{?m+jd8c~xdS+f!2Qli<*H*!bM!dcTPrcRpEVK7^gENwi7`$<%Z+yN-bw ztF3BEJ?uuRv>xo%qqG#g(M)R?D*CeF+L{7LqFynsOWyIOjWao8o!!U{yu^xaPm^3U zWyC5bEe{gkm8Twxyk8!Uh!&R*S*ec$42ymsR|MM&g*_$T9}WdHuk^;TX4!7rpsZ58 zN0?gl4%qz$5DJ8^G#!mkyiTX@oYtOE&aM|93?1oeKo15H0(|8Al;pz})|J{Pg`vT~ z8T|?(BA)JHV8}r2q5a2Mv9!7YUW3;yfJZ`pHFGXv!8qDoQIX zNUJZ%>u-KfP0C&2jM~$C4WTp$#oV^F??j_*!rI~XIF3oJw$;f4xp2rPg%-SUOAT;O zo|9dW>f9pkBda@?@w(9h*##UnQNX}uTtW6Fo6y}(L-QP8d?UrY@O#8S>-9G68wSN* zTTvt0f`^e7!=a@YF4*17xu9C!%r9a)^I5DmMis7S_1>oae1tgSt$6KEb(qxjJsZQ_ z9)iqTwS(PK6`w%c=SL_5X^Y*S@82_2){I1e)t^y4Ht~YV))j^?84@|=i(~*}X&al) zH$w|I5>a0l&Zg2Auj_0}Dh_y#a`RRuh2qyuADuQFusS7Id%wH^9hi7nAZ6IF9v zoy$Zoh1Aazw>UU`<9MHuLz5bm+XfKaU>qOyGJ5Q zlZGtEJff=_c4Q=$iuH^wQ(^WLiUQ@SVB~E);%J9RxV-G~gAzIZw(S}9^2kOlAj9B@vWXhdvr?Se zwX|@3cxKt#yly3yTas{gd0a+=2dTIH{YdhM$r&qe_3>wreW9QJJm6*s&`8RCyj_?_ zmcd;g^0}3C+tp$3%x4Qfwr8k-+;{su)DxTmgE&*V8@E2OSx&@W7gx8XIC{)K1Y}&W znxlB~kS*Nsk}weotmm?Eawx5=0!raD@%&T^yCA%Y|9W%i7MU^w;#>7-^`}HPt)xXU zZTTyG4LO$cVce%uo+unxuQ;hkUY>S)8V~G`y^3+;5U&)JGZrjvDDLN2GyHnJx;XJi zQ0W79L~fE!rQCkz*b}9y=geKF zy$mk5sLYsAtzYeVfV|8QA&z{(rLN{uX7zw>*ZSu4`$9bO1-Jc=Z)+jL8Sf9olg4s~ zw=7<8MhJe38-m3$5{5n!tYx`!W{dmcaMxa3$K+Uw72cM*pBnLEM|(BOe6~_hsiG*7 zD3QMHUM&2Obr-PrOdEXm%BSdqpTv)ODuBtr`E7_xBhJ?Ok1#9ewDj=NhL1Thm5+?Zov-!; zCWAbMI9M+j zW4t+TGYV9U?tj?)xNlrMl4%T9P1wxbf_qG*>8xgKzWLJfRe0-#M`7m!h~ef?Tcz^e zWP0Z_owc?HkmSu5{qwRyhwDA|BNLJt5W79CBU{>~02DH|jgDFw#zwWcWI8-t&oaR( zvd(kM1S|%NtCsC0hR( z&BcJ9AiMc~@TN$$^fQPg{2gZ*+mj0A@KzeHi$iw>qdB4MCB1k(mbU|@>}#ohHz`Z& zzs>8lJ!3`&IQqnyLOC>K@+Pi&G{2{54GhC_vG^?0YPHqfW%0p98Y5hlM@#(iX@74@JXl?6N+KApG$k2d!WC49pg#_;bEJnv z)H&0`BI;b};s1;|fmr2#hoSxsPGYF1PXJ28o!lsBGVl+u@*iQQ${$*^nZJ5Yb$ z^><9N1s8n+RF00nl`1_6KK+GPf^n&T!;^o;oc`h|!7AW4LJ5YZ{t7lt$^O8lpM;r4 zIXaS){xcF~H7QHBzyj^8aX;H}%OTZggEHCbWd~8^t)ry5BQpHi-*y)|r222%NVb}i zrC88|b`th){N7F(@PdEUxifbB{s0hh1ee2B?!zN2Vuv799df(fHQ$?Z`XkQn%}t5H zC=)sid0>=K@nd&lsQgr-da6T;Masb?#2#H@#C6fmx>2s9WqE96iQA055Ya2gl(77M zcCR&nX^1MtGdF%2JgnOHra5lNes`)7ReR}sQ69ri6r&Msv-j6lt+KXUfctpkV@LF{ zD|a+>*{P|kdhOMbZt6j>Mk*{9a|>0O)bIYqVQp`*$a!r|+Epe8vf6`u1YcOQlhjYa ziaG4fVO&#Fh`Z)5(Axu;gEoc6=jKr7UGGN=?nTwND&38>AEu?5uy7or>x{ry&iqbu=8o+AwPE&Fg|q8yciSITl6mvYTiI~sG(b6rT$ zJSwwt#c0MBV>~HcD>eHnN1hLjbr^Nn6PGrQB~Kln_3`xpvpt>J{5|>l@~7jKl$_?z z$=4r_SCKy*ud3(JXGp&MYyAy8*RlY$kyehairU6)W_`XPp$S|FKaF%%h!mb$ z5(NH7nL^<5J4;ZeAACDmez%89+w^~*p|*Ypu-!9z1B}A%hcP2Kk99c_K_}A4g=E}* zOMQYP&8CvuvxP0MR25!S7T7Jdw9cWx29>Q zwMi{3X~0&~Sn6YNh>jaoMg{-VpweH~T{6d!>99^OC++$w|M<>TgV8?c8i;4?t}!+c zQwb~qy(}zWKDJTDFOimoANJq{^62*E2)iTZ9d!=b0;}<30^uN^=Sk++_%JM`T^E zzO105%F}2|s%&3)9ppHf;DrtS;K!C9B9vYOJu)v_?4P%XFb=gwy`Nx-uj&PtN0yYD zi^2AaqCw$2=zAw%1co~>8ZcOJw^%LkOf=n+MiPAM*lb&89$#CUqmSAjAIB9i=qMu#dLthmxA+!g8}aN^m9!G9D*yg zY~jHWY(AsrV35$okQ9yVrfZg6wRZ{xZZG93zdF_X+#JT(K=x;==)YQ#o9l+~t=wY@ zXjD(v1x5U6fS=#=2a*hGtth&L`>gu~SCHCo!G(5+cLLMurDrMV*V!6JT-_4;gE{Sm zs4+E5`2H!Wh^y06=i^pJ7?Sa^47p$CT(C?3HS`lny);1NCFu5?2Pv_a)2+A2n z@yq|bCOT4ORDwcogMUJectVp)5uOqhcrrHFE9X-(r8QX$zR5{wv|FjCNWju|Pq8g% z-&~M#Y)J-|WgqnKTqCfBA7B+_WFrdSOLxw#aBX;XklyTEY9`NOPaTj_N?CA0axLJg z#U`*?Ej(Asiq>fl??0=ftjVPuHV5fDhWBXDsB4&_cw_0gze6<9}RH(~QH z#+zS~G@)3lQJuU8I$c9*J$*;=&^(W=_au(xdpGBojOy@$VRwriN{!)_uGDJkZFjT-mX0V)r=_*^ju&zSubr;@a-OA>_w)b|$v z&x_7(un&qlcXwfsR*JN*>@w8@ope9cEK1j<3)OW2YB{^Bg-y>}Esdc2HpRe(P%kd) z@H~!SV=14IFv++^Y#Tl%*pD;(ELx2CVSFEhHN2C@ROkI!B63Q;5Ty~YE$V1V9qp}# z`nqduKmL>ZSKrjbrg=8an{r20yEnxFc&|O>K%Mg~$asDB`Of#%>-xP+xoQ&C8W^e0 z9sBLX=c_v#*af@|cNRR)1-*;+RKKoXGVrYU>xy^b!aUD9aB%wQY-uxlIGCY};=dN( zq*Nf`|2Hy1)aKvz|4%0@(0S%xi|;}B^Vk!CJj!wS&ZkG*#b!*@;?vOVaFKsIVd=Tr z?x(hV*33+C8q&y=>;Inqp2Mb3tWfDhAU^|n#$+s;&~Q$;qY>mH7V1J6E(Iifrzl8W z*sTUUpsI8gk?WEjzmuc5287v0Xj7*?nJKOSTpueIJ&C)#0PNUS@rS5BY=_I5TX-Sb ze#MEm^$Xh>S37+rEZlplH^c>Kzn?&TX+0>%?4utdJK-`T+DKMcy{tt_@s>Oo!W;V~ z@tvKrFx)^&a=ZEaXRWM6Mtjxv39%m@?TM_Oobo?{(SzR|5;32YWA_aVshG53-iz_T z!_LuOsO@~ltx8MWP@&}F{?)#t(8$RzX-jl0OJ5N2i@ZkH<&69a^Dm<6cXy)LT{ce< z?t)P`otC`FXz7(j?q4dhEk8JwK{i6g7V(}(h+4zLKd!2WaYPp39N3d*)52$NOkgc3 zYr3m$m_$FK5M$?h4f9o0IJdB|^u{L8;Pk{0@^RBciEtJiEz$*DbQgn?qNe9*G9+c9 zCi)YYY`>>m*POT%U)9)@yc6!vx7pwd#;J5xC^af>-EqmkQk^Lp;*PLkvuzK;86@0Q zZ@(uRlv^fvZ^`!jcfT`;%BCChjnvc6%^!`LnqH8@*Yk3BGq}FxMgMNR2J|E}Rwd-z z4$En-dI^&fUJEy2W9@1(ZlC(H6Y0N|P-nO4pnCufE>38mtbkr~@dx3It2`oM7cZLJ zIrwx+yu^%gUsM=*xfUvs7KTo!*TCPRSQhmkTLcrNus7RbyF`4$i{`oi$mB9R zTa9m7>7T7QYN5ctnjuhso{a0?CtCyml|X26jhHm_^%;EIg`b1LV4kq5#h9zh$xF|| z2qE`mR%VC9j-dxB#57x__j`2cq|T1>FX^`?T0toc;7D|N=QVNzAE)29cbyX!7z zWACe)f{C^u9#9arP+SQ!W9XljRW*~bbbwU2F$RFF{k3~bS2bGz(d3}>FPp^HZj-A| zlcZvOcho@I$?0bqi9rEb;h^84+r!t~*%5TEHdePhH>K(~ zzxp|!uCjnyj;+D8iVMlq$e-Qlp3vaZJ}K{nzj1L&5&t}}M=3MP97;zw82Vz==VEFD zscgg<{Qj%#nx!uQg0#ep+!D+lhG&~c+;ft`qLbR)*Xo~jIHRuFcyW{m2ppF^kKZq| zVO}s^)4oY`Bu15I3fO16l;?TAMXaqJsdmgjo>zxwMMWq&T+p6QXU1mcUtBOJ6RMRk z43MzH3dO)EHw%mj2-z^0*+rm{VuvR@7~AG>b3B4k+Z>?ksPph*VMXwLb|7<^22+Ol z4F+U()uS9}fO^vdio8G`ZZmpF9lsYFIDRAtP>2QzwndnQt;c)g^4}3 zuG^dZ;6os{$Jf5bBuG@6c$jBlhf((W<;8k1UizaTqAfV_AzBQGZ^{Jl++%G*4}Tb=a5j!VNyVPVDNKTm}a z`Nx!Qb^laZI6L#1@r&Q79JjEqEX5O|%c`(0G2oVVa>)La-sef1c~-v<4&jV`FB3o0 zg_8f!9j5-i4Y!o-sycWz*q+cLNwC~dCRTNG92e)>f4_rIC|6%fQE|*q`5J58)Lv~l z`jgB)Q`-wOvSjSKMmY8+KO)Va=8^|}vTuJ63x8xyIRWNK>8Sr47Jxs3bAOHt|5g+z zpZ{0h6i`a94NB>SIYm^PGy?ni$EKeoE{Zfey$s;;#`OD^&^HXXKq<-06i3sVWH>Ve{D<2C^{$mMR{9XZlWhqE2}>nu36+V^KB$V z`?%qW`DZ;ny|%tDH?&aJ7GDcM2Zx6ER`$!1pW;g~ZHe;ORt=(6#QkJDH9lh_uLbli zrg`D&Zzdge2VnLT<5Ih=Z~O6rfOq~CVW1_k?$lPzoOa2D^&t0^;9VKdSB%M}A14!| zV}Tgkk&@+#U*&hhc5bVG5_Xp~`sT^AnmGDuIcl4@eV`)om=T7Uh^$0zsSl~{OD4$< ztfD88yMn~y_4%UmLN3-hjXenbxc#bRsNq%hn`=usI+iILhYExnGo?6QU|-Q_sdUyo z)e}D%Rv-wM=M}~uw7Js9&T7Gg^JuIxQ;#5I1b)1WoY)rOgB1MTKwzc84~gTFIf68v z__BAv#of>SsHn}gH$c#vz`b$kKC$9RQ79aTZr^7@C%a3koZpB)ZMWNjtKL;`4{@%_ z&~Y_4+%8D<#;xx1I&}g#3)u2-o-e#?OPSBYI|G6NOs3kx2s-`lSN6GzzgNzYEPKmX z)t-%Ibx(4JBCr~tm1?gJpUtAo<9&B^ z1-F>|-ufAu%>rei(?%AAU5mN7?WxKhcYzN(=<05~(-`5LkDktZW+}#Se)VPku;o476cpjHNoEP%SQ<)N3EB-%;*@ z__6krV*gXzMy@!RS0PHe1KrUK>iV&}1J1vK;E^7L$9eGsN0MK8AX{Y8q!Y1c2|f8w zAnP+dw~?2{IFe+09;9CWf#{6APw4y7;JB(u{gBSxrsr36ky>IiJbKtxqvd*!Do0YW zKI4IEVvAK_oQ{Hj(Ypc0s}n3ecaa89#fooB-APqnoDtv$BI#x;#nmc`qKMiV+l}IR zDgwLq-cTKjSMQ5H`e~>9NIDX_?;IQ=5jN2t|LH_fziKS}hoJs2_e4-1yE3}fsr-ka zo?snc^jl94@&B!--~5-JK1ea*L{C3ACc^cHo_-t(y^d9I-9iFcf-#C`e}7F2o)0PL+In&sMw97tet!JSpZi?S-bF# z_Lnq^Z?9=|cxQ`9)x~88B73Z98GFBVD(3#%DOad>*G)?7)!~k1Wkt;FPukYNT62F; zf3Ov(tzuddT0?x`kybV}sy05hzQ%oQSLT{dCV5cV?Z*mnNT-lQPTq&udDVtJ8m;;- zNxerN(|<|o|34M=Qb+F7jS)cAVsD7Bd-qo+fbc;FB0o1HH(8(OwKy>7OAv%eZ%@JH zH&^PhUW>y4sNJqoYWT(nN668<5)SFr5wUi-lL9&1$IHRkcJMHm><<18%y0*<0Q1_x zE5ed@+~MSt*I%ojb&EK&-bQl3T+TZ|S))O6Oj)Bz0->tWB7so>H9914sv12SfU3@b z21Qk8M1!HKgVRh<)tS;9Q(fk;kG>+$_NMI$lI>0Bm1?#(y)+ofyX%+hG8G(H>+%%V zlOBycJztABcYLwd@f?J@*7+Qay4Lj^{C`%^|F@_<0{BZdkD=x|QP*$c1*1TP{eP?K zdH)h4{GqC!L(_>T!}vAEVSm>w{9AW$;sXwy;1LD4_@6TSzq@?@ z($tS9oj(!T|0PWLLrniS6+$u()k47a7Ej3+P?-APeZqYIsY3vEyyJdr>G40}{-r%Q z`NVGKv5xx2+QEQ@-f}yS--Z&5MYlgDY%kj9XwBg*1e6vSrbEuI$e61PEb)wr;ol?) z+H9&cyjTAsAN$6rt*_|UUc{?zISQV>dE@E5rl`6ez5TXUh=FO-P{s@BF+#7O(ni^X z(1HTihD7grzkl!4+I@t|`HW#nNtsLep*xe)oT?O`8|qVGOSEzddokR3R9Y}IR=U6P zguLH*AD0mHe9(Ngha-A7v~BIN#k{W4K*FyjvuES18?Vz%BMMcRyeo2q_mLIOd*Vap ztD@VE9WIteu$d>4t5zw_&Lf6GIu%9O#U4Fi0PP|p_v)o*mHfg^Z=-Wl$;{x)N(plzbVsCBHyK;uO`ay|f=hbnNgGVdli4d#D8 z&Hrb#oRls0&zafD#0-3*r2UJRa2JbLP8M!(w-YHtEGY^9X%L$F5rq*ZGiAnN&?RE* zUm$+94hmOo(>b}gV&pUW?^B+AA;!g?`21R*L*S<*jcalGR4ze>b&xCET#T$qK8;sW zE0H7Px0&UDcu!d8*v5wUxDE}oFMKkO>)Pw{D0zM)^M~<9!w*jkCvMo%mxRPxck}B$ zM$u53E21g;WK6!`Laa^u#3YRTuAcY7F`AOzA7;6FPTxlRg^fdtnl+;iF`9h-d(yCK zVjPP={LJM`iX`ja6+S^rg_Y~7uJWlK7-{8!<;?J0Anpxg(2$;y)|;o|;|ErqmE41l z&)(9%ic^i$oV_M>Cp_AGmRCx(shRgh6xp*kFVl)Ih<`9z6t=9t($3Q^oXwLhyrMLS z%7>dC*BzcC@{H!?=R0uJ?Vekhdw*T#rGi4++K268YKC)b(g7F5kG3X9S?52gVWgKk zxh9xK_tAg})%s`*jOl0F!Ht1{%Q>aLswVD)Y-1beS~RKNj~WadsxA0=C%dkyRY1lS zUvr#xe#(EOO~FB}u+>m!PC1m4Sbe+XSHaP(EsAGi2vDbc%JXElefGj%_ml&C`sd%A zF#mZ^f!}%3VW&tgoMiLQiD|RZ)Szj~lvF!+C%-Q&Eu@lnkTHad>tpe*wHNG{nm+v} zvA|KquE8j6wO`BAWE!WJzT1s$QZH(kEkdUHGuA2)0?38gLiF=SA&np@Iz*1@2aaroBh*Y{k;m*FVb(+UyRfCe14t(Cj4dmX7QkN%#wTY zXMny^lEYuGdWORv@hZz72mi8RVC;B^VU>V6;E&0&V@5v5 zn30%)Ag$DBS3bKH+Bv~Fy`B`{_E;EC(U|eV%=NA7J*zJs8+Sc=uu!UqSWbP+ES@)! zE-#EYGH+!KHn<8IacIOC9-Mm7leY-=wBVEeM<)GO|GP5vfAv3)6QlBoltlXE0Wgjx zCKBc*E+!@wbv08pHEA_9=ic0|X|HMEq@QGh$0R1B-qXS3^q)rQ)504`p4QjaG|-=U z+Iad|p{NLHU-jwlWv_3f8SkGxOG5)5O6=L>D-)A0r3BuZ8vRJ!NWB|$rzM_pis$N= zYI9P)Eb`608w>c}x69>z9CCq-f{bhimVaMxxpAQU<*vDyZ8gWQQk0Y-*Fly75j)YHm6MxsI{o*}I7wJa%4PHC%{YcCzs#S{bA0PShlj=O42K>?~^Q5;HO|#;QQcGsa#)6}=i^+|j_%Fy!DRL}Cue&X& zcUULm```Koo$-|nyG&ZzBqIhH21<2yXSXp`O|9OjbGeb8IKa3342@6)ETu~ z2_(wEO8;)7>x4D2L$Gt~(0j8=l(|Y&3jTiKW+~rvq@N4Bd)2MP5HOkBCvn%X{)U0Z zfkw#&$p&-0t}Ly3L*=v)KGiMaI#(siKF|%3s(uDIP1IZ1)+{^Z$3x<_W*)2A zVJ2YyyU{XyTj(+Mo@*_-mx4d7%iT(-8HJ^mMmANJt3*&!-rvMcl$8)XcDj!}wjA7` zGU;%kk!7BuCv4{u?)pO*l-xJzE(q+{G~BIKSNlO6Ub%D^Y4_t{nB{{j(_U#bxi?|Y z-v}pw@zD9}#`_%SgkKr=oC}8@XVX-fbr8ydS>>~+*CrDw)m71HJIp6eEVbf{Qm2*m!^V4k-60mQ8{YjMTcYiv`fKGZ1e46vW2A7iz=-{Jb{^(Bs znlk+EQ4Q22T%ur)T1_-~X{@7-jlgX$bZ)zz?|E4PKXuTW`4eo? zGThHpnXYnz-TS_K`=_vKrP;(LPEZ6>h!6 zJ7$~0W$VrKbmd4}LuCtAIcAy83?ce zm@s(D)$Sm&h!wO8;f&`}#>_6%==~!#RF=yeAQXIerSQ~P#kUkYX#RpnU-iz)Y*s{` z&T1jb+hX9BRhEmj{Ti#i_Nu14C)(Poz$Q;?RR_`;r6r@{y&d~4MJCm=+!_;8I-?~M zlH&EjdSPBj-k`YfXYRz;;jab5>F{sE>igQoMk}}bz-PI@i_s&UTC1ZrtKHuYDXO(r zfze?frEevYrIps6rIp`GvUIYBYqg6fpVxN#rk_!w2xnvygz7sK{r^F3si){pIj;>Px*wz~3rD>qIYLdD+q({#p1r z`K4CFFa4|%RrqB#aj3P!&&j}f%d9`jp*5nXu;5U=5SN!+vFKD@zYouHU$UDTG7+kcaC0PFZ-IG3+DuPnY)6!uCVzzP)cK$`~Fp+ z_@huK+DwF<`(tm7C<&H?jm&`(idE@5DFBpzR@HPEqYuvyzp zt^{HGX94Z7S=UXWB+T~DLW}IHa1N-)%t!Tr5ZVlp0 zxPXJ9&&&n3_^C2VtOZo49>Egc=3wYMbE$LY5?lOa*=g)`sKn&pYjd)2s(%+EjE*x1 z<^%gWZ4pKjQ-rIV2hCeDPm!}8;;qz1sBZ@}a`Kx;nXS$^qH6itAv@o|(!$4xUgaey z6G}jMugt5Ws>aRG1Yi?_Vp=zZ+;U}cRl;!#Q?d(QNpn&Q`ZqeII?d;#pz^P0$WGq8 zq2mE3Z+EJX{>wKdI|CbA!!l%AueTC7?5<>u=5w zt_3}+--78@uX+f_+Na|%=?l~>3y=z9%{ffDJdi>V+;j^$0wxcIVg$w~?w8+%+24E= zzG0buP#w`$OYjWE5}5;V(m>`xI7KQSh75j!ZI9T4t1Eo#f&&LB*6JH6CDoo$^k0?y$A!frx>nNvmfbaM% z;Bpkae|&R-xckwoaZY9qeua2*;8=D5C)5ht+W07Yc|VQ!!p!KwUIfG2Dg>rG)qTH` zA{~|vC_pF<`4!*_fFE|Ua57df0NLcmJYz0uOdf{6)zr%j55cc7&)CaS&+O{T=3!UD z+>lKhVyStJ8^*=B9vIFKkJPOab_AOC&8yT)qTV71eb`Xq59H)b)$^)|ZEacC8Si2@ z0A^d&*|cw4h1)KH<+bi`gyQOVjBiw<>@QD5nitX-!GIIs{!dG~fS zR++TBx{PCSiXpoW^$C!$-JS%P;Cyc<_&BDJPL_=v(c{Y-1)?z4jbc%Nb)&rT;E2z> zx-`P;050B77P2*!R$$D$98i#|n=QOA*q`J+vX0xdFqiwTi;@uR&*C#byxD&%WNYc(&(by3~UGN_yEqd_d?{udaI7R-YLY_V-64>JAXb1`;c@_3{PzI?qfoY&Ta}>Z?Up z*ej5qm*{f}J?cO2_5nme8X zzk+b;JAQSrr#m6N7mg9yJJEHRr#nd-zo=yH?4;Mhw1AzgOopT7#C0owAZy(<^C#0p z-gJRfa+!?5w&_)SA7PtU-8SO08!F6_Uy%zwa_71UbLI?0V4tA^Y z4Wtfq^Wj1|=+mm}(&5k0+IQW~W(sy|2n|#Zbo1vzie?5{v1v9)hKINXoE^O={WUNk zn|Jyuu*_x5HO&+3)>_0>eN$js@Um0o+6zTlOJiD;9u597Ek>ik@sYr^j1AX#IwuOS z4tDE`;gT1-I<3fs{1nLJtw#%&=AKr&{7Pnnfi~hvL#8%8{+lx`<`VvfqL)ns*Lbl` zy(qvpZ5lw2FL0+7ro-Q&Rj0#?D^}TR)fc1!{L=_$MK3#L+PoxMybNt89bQhc3isu{ z*`ZbgSv)gv7d$nR6{xhP)4)T`Hyyjdh2)!l&sEJgo${^m z0K6zW{^@jQ#VRLdT38A#{wXb-0k0j#ZL@+8QDVRkf=3v-u2|)wM~g9{#T(L201SBJ zKJz2320tSIbp1X9ep(@T2VWJ)6SDI?P%>)`*~+IV>!C%98h_f5wH&;&6~mP(cXfJ% zYdohQ0mFb_PY>SNIj>md^^g_@*KX+5x#wlnFd|;v1~XBVMMiMRV{~ZqCh`I&AWs@L z78JeU4g2C88<=KtUIJNGuvabcnG1NVGfVfGe%GHR(!Q&K6mmN<;_)m`I6r}bhkiHY zx}vTilNXyXY=sBtW~%9EsAHwV9{iO>$S1 zUr6A>6kZ|7S?3?UqrSAu87cf^HsX;0;h{kAK~G|{WY9r$vr^DOOf#UvN6?85_UbR< z0{d~Z>yK|Ody4X^v)Fsps*$iH&Dq|0hTUTGV6PG1W=xP*a&u>pS4#5)AHhA7VHeGy zSZ%MS)(<22aKU&9{#?M9W}ZjSjy42Nu}*R)Zxzb0BSEN@o2B~$YN<1{wuEN3RR_V{2W>v!99#MM&-@TJbmR|`pi8~*lfe|m67z;Oi?G+sNBxz z+pyi$^G+jb0o0>OkJ3||I1eX=U0OYpLPm(r`-3e}bG^rcDc@Cv+?QMTjUNidR`JDm zgl|0UMhnB+l3qQ8jqO!+8k7p*dVz_mL#J85Q_;ILR{+)N%7_E-wc8cMPoGPk#fBH} zq$Lkz>{U7A5Z=<9nZIiHZe$vM8{C)s%2itF3{<2_W=uP$I3+)-`c&am<}AqGv}-o( zTC!Z(*_bELmq`H777X7x-t*aydCO}HrL0zX{TOmYm*7+a43gkD2m5c%<%-+8RR+Mo zL-H4G1BaGZXlrs9rCjfnAETMAXA;IuuzLE-Ba0m=wt&v)~3JM%O_`~q%`(d zjLIHy`KTPr;=tZF4!Ef*nAQJI}9}Jgu*@-a<=QVu~#qEi|BGDBxnKV5fq* z5&x^oY3`K~zd^<9a(V7xE^a&0!i6#Z;j3|EqrBGqUKL+#u9tkrb$gjzjwfsBS4EmD1`p=SpQb)q*wxSVv5NEReqhVm{31MzC*`%^muXVoGhD9 zz}0n!(;VS7^|U*17N6tO?q&l{pvTGfxBL0jUmgOnvj59N0Q?bE5I#k6>cjzE9D}x} zyF=56b(PSyJ2&a;Tc>CWAl4;dfQ zK3SbPb4=Rx#I)iZz5JVew@M^8&$A%<{Qfn2OM4d=SIhqVClhA6`1i4<5_V^f2F*fR z`!ZBkw~Ductw)J2!>-!)E0$dJQSSq!-D*CyD(A+E!TZz+Pjk8XOLCnt?3u| z7`G>~oE^c=_%b)uO-V~f&1nt96E-HBX;b_=T?TB!cj#;MVAK_{PYTk{sB;1i?i_tM ze9U^|bq84rwY0Dka#6nPFm3;1?p824J%rcz@j;r~UA+G^RU@R8JO;uGe|(hYb$8dF zK=mBx1IV629;0t>k@e9%g+E5mStBNSC3~DNr`FY`WSVGKETeq!GjrLKWQp^3E zhQ|esn22|UfxN;Cn*jf>W1COv4*dfPulx@IN6VJZcKtI}f*m}NL5#y1`Ot#b%MU!L zFTlcq#MZ~cXCVZg4h{8cjkN+;b9Q-0RZpqC!o{LvnWIw#oh&HmY7RZ=ap&v)>T#0S z|F0eg{~hsoL`G6~9_(J_>49uiy!0Upgu=&%!cLD{IlX31I z%`(gAc}Ns+_b!hGRbc~r==pAi_l=H<+SShvZ;lY87x)D_A9W&K*V5JamTH1xoJa=)ceReAk$#qhPK|NJ5>h1hIGN{79#qC$yE&|xUy4VM=oFKSxaJP-H z(5vQG#WGdI-l+vnxAAP;RkwUBQcJKjUbH-WhVBL|j$x0v!pANx;$y@|o-VpY#3pp_ z9QYF16Y-#wd&{91@lmPk>Y@VpGTjuZ2+vKoS-e~kocqzA(c>JFin{KO8wv6ZvEJK3 z_~6o-54@&x%F01<^bE{j#&m@lAlNzxj8aP0k(QAn0T4dc%0ERh*q8aVhDQJSl<>5o zd?dUm(}(N!rqZVRrp_ijR4G(FRHrh~O1|MBaQD&%&%9=PUV^>ov6)=MUf|ZHWuAV` z>^xojpzR@QGa&GgYdd04-3$mi{A@ZMQ23N~Uvot#%mh-~am2W9WIp)+2z&E*sNe2? zyb>x!2+1;)q_UHJnRii=B*~U#ETOU+vU?>-vL(sdD6(ZIJ2Unr%OuO#$JUH}Fc`Bi z-*TnO^F^YOK0YEr0>*$O~ z2bz2eZ+K$)#B!>u`{ZEDfx~2u$d|4laXcdN2{kS9~Ck?|L8qnvvR+y1ay+aAa;HWOCBVzG6NLz%%WN%m)|3 zHXhRrO}?*}u|OwH5{oKez&HhGM|UNovzvNq?%1sB*yj~28~oBE&@D{n^fxH+Hz@Ua zZLV%!ZTZ`^2`ZL*SMz}Rfazbs7-L0rjH6>;jZ&t17$x-x5xj^cBt9 zw%i2L>9L{|b}Z$X|1KwnR2&);BmT>0k%rNUJU1F)&JGFmFk6g?`8*jRK6C!!vbyA; zeaSbP9&xe&?l}(~Ws~9tvya{TOOlKK_mbS-f$5-f$)6>;{~^$0YmY~Ea8H<{9q>D+ z%yfXC3tWu#m}^ev#$3;*&DyVJbc9~h&5Z4s5wCO0JA1Q< zI^wJ^`?=m~JkWXaN*|Y`@?NhJX&j)otw+Y;C+Zn1(Y1Q?iC=Z_G`M#sqq4_iGLaC9cvp_#lElQ?hZS6LjKkLQJZPw3nNK?PIvzTnIo$OPZK zw8$RvfGW4!UR7mH@<;_hVJ@jYY5f$DlNfOj&%>FQwlORZoKAthk&<)dB0g#$$Au5- z`8%aRqkA%s7!XCch)K_h=nF>l0o$?2TwCfoIdQM-h8ZB==1iP0=sx?60ETrP=rF0=eArmVv}Fs{ZK(P_;tBGq=$WftKp-z1%H!(cEj2gJ9Z z%bz+{;nr?`LJ_6>mqpu|i&dclL=5AmVuaUtO9lBhYlLF3w7feXsT-@Q_{z}9>P@Y^ zP>hBN(8%R99qlVIMXNrzC^ID0D88JCXPI~BUaAUrCRQqm%^YqUZgC!$#hmAFz9KKx zYC-h&H#SHhrj{T2Bk zE1NaDmir;R^iAs79So2>z~jzWG>stpL2fF(2G1%sG;d>av3g_d#^ajoI#&V-bK@7S zdM#S@O1$o+iqC{On<6Uct>1yLlE{9O=KjPf#_^`SVQK7g>mk9LFn*+M2gsv}|#%d*zRVP^Fr#?H~0#BLm30F&NansP*Z0!u^-5 z0MRL$8FMbP+vzUFC^^-rqm~Wgb#DZSE0$tY)|=qD$L>d$s-jbTc*lI2X$F4=)@JB5 zb7Q>CvC6?^)B0ryxD}L1tDVynQ; z&@KJ*=ZoHmhwC2og~VLo&`lSAmMZ$I=3pOEnlQZK$S@>S+m}((o59zW$oH z!kb`D60~u?HGrzT7Oo#|7p_YFV)FKqj*njrka#IsNI;)7ACUGEk-0b$yKBBx&l&XL zCmWHKnlutybB=s1g>S?LTbPSqK(1N-^#7H!WMg1saD6-Gae?nou7{3aIQ(29R8xre zd4#`mh;ob?ZyjHGViEfTKzt=~sB>{1o#4}7x?^!(Qa|>GoQR{d$BK?X`jwj;Tt^rD z(W#r8r01(AsGbEAk(bY_!IC5;}(loYDv`dyox);RfLj_=yu^#lC0bRR8VSr1w4BwZK1~ z?c~3CHgM-xPwRc(7QlEwofGtJt(dNuQ--J7*PGA2TzlOkbo0bH;ZKL&0P+L{cufSU z%op{U>Ga_YnPBN_vojKrrDxs2^B1x>6!N=ij5sEFiO8h*8aI8GjH;B-i!N6Y{)Ea$ ziGLlCE4k>PPBQjdEm-Y+MEUT2b5O>}?z>^qr}JfxB6o+SjcP7lRj$4Jkx=bfLGqyI z?h)&E)ocVfzvM0DY$3iJ1D=pE|MR|89rWZ%aQQjEGjw(?#V+nIh zRguDY3)KW??FfgDL>{W7M8MLDtn22s`FCZt1d8OaR7&M%Qn^ljeFA>$I{epBvmJER z_zSr-K*4ryE3FTq2Ln0(e}(P*ejJy@+`k!?~RplMy8(@nSee?Y7a5+GG{`F zU-_VjEkpM7@c?kM8wdA`y-ml{nnx6w@iWAoL&(=eH}z4K6Jf}glC#$X7-6mU1rZDu zn!gVW1&<5`+ikGj1lwJ(T?3mo*lvJL7i=0}(*c_n*z_#*Rxf6wwDg5#?_~mdfpwq6 z3oG9*{}35t@2hwxKzSs{-V+aADrjmdTpIbT=Mwqa`wUdh z*O-9}N;%nAfJcv74+(sjFS)%M{(7~u;|-&-Sf6eDI3N2&N-P(Pr%8JIm1@cJHIhQ2 z-1EhnF@_$1rYCUINbHAoxM1E~@ay^D$b6Ge%^Ye*ogwUfA-tv~e}xJA<-ZF%pB^St zY7@+=vuPsCrlrZ|@V6kr@YjNW1OcjN*wvE%mgFmT-cRgrNgFrM24FJnw&AI{=^2u0&B>)=Vg*s=Z{T3=n>}fyn5xRjuGasX8!Pwlzq3N$ z)I`g7@XG6#gfMP@ZaygHeo~FqI<&cS^7Uia|H+A`M9uwAN6q|hP;N(xdmeNbST%w@ z8dtH-lYF+$uCOYflrfo#@%`pU=R;E0_>^O7^^U~^Y52EPXH-JJja1AccN^6z+OX@C zC01vF#L?vK_L8MNKZ>y#A8s6;)A4{e!9{(WKvGT56jg(c6x7|y<9IUmX2sE{GXIsP zhri-cYR|a*O0}BQTm>2J+?)!GWkHvraB69XvqoZNzLRaz7*442#3L7&4cT0DEb>>y zbeD5~{Mb#U-lKS@e#BVF4f7?&enE8)|4$uw@B=ajGc{YezNc>nFZioLAMQTd3NiF4 zI0raxMGaz%(o6%Nc=dn%MtQ%^Ge_$F0qKzNY z6n%8wr@{_eD#f4eP<;-5EG7&a*-^5K^s@@tfagqAtWteeCGVGdlL zNxYH#kv6!sd4d$Ha@!>Ejo)wSm{NBx=G$qi2CG(;5rnkqhD4YZ@%U+xqE>lFx@7M2 z;lhMAU)nx$RfdyBJC-u2H+zfljDug1+-(^#ejjTbHn)^9fnIwG(MZfZO%D?^tjt!k z_lX!oRo=_<5+ot%#&nn(?dlUSGztB;&;&em3OI03OZJZi-#>Ng@7Tl*j866q_?>?S zCo99(ocIR?+SkKoALLyMy>a+S==~?GMt1kEI2%I5H~<;eMO*Ol_W9ti+CtPd-lz8q%A_tx+R z7oAQ+&E`M8a1T8(k4IBcB*3+8GHNE=yOMjHiQp1|0mBm*T%iNv>+BX-o$}qAkTj{H zpycHir00d+yDV}-34 zQCUHlQb1L@0?(cXVHp~|9kOwPs;44H7+-8`29p`EiGg#$NxAj#Yrc2Cj##Zx4M>v` z_~TVUN+jsQ6Yl_OIh*{1Z-2|m7}S?qEzll=%CR-A)=*yb3k)Pz27K)nu%4nlkD{Fn zV%A!hsN*9X?GMK421;%P4v-A!Z);}2%Pv}sO&%a(keaq(L|42DiR=ly+)HmUtA}27 zuz}0Bk{Ko!pW54OHGfv(v2qg3Pb6OMMQa&BXQZWpGs#dEDS0qJx%Y+`c0LcXm6#Y4 zio5>2giL%x_IX2$(K4bp+1k7s_*@^T{%9{ey#UH?(;gtxaHS0=Ni=EvP@OnKvq@5J z0t(5ZFvAB{K z;>3|t_%v|?tzo$|qDgy8KF^QYt3QolS$DgIz>q=l)o=@IVG^48ccc-Sha+q#Msk@q zaTg|P8Kgp$Z-D{I&Ed8}GW8JPm)fQ*VQVAUWzF6$-E#4nTTj5bhW)t4)?ALym%r_p zgf)wC_w40f2;_@|?Fk_#TTDR7bHVJA=&r;>@a_2=;>pY@>pml) zRRUd#;c}{x?1)Br%a%g25tQ4Fk20_n7#kn2y2 zOGoT-WRs?>i)iGaW7%YF~;4 z(7L(jV@aqBY31(%3V$9C&v=)vsos?-9p3Bg?(#@?lfxn*?Yg$QhBB&f)%_iRXBVO{ z(u?r!LW$oO;b#{_2V^9+x_nGIv^{m(KYtPJLmGzn4r+6H6^c_?(h(4yhw=&AWm*JL zH7(Lo>h@!L@`d;Lw>Aa60F87ExQlNKP^gLN;+QDvBWJZ_AaeWUR#t9Z*EYMK@EBES zc)?Da!AqBFrUpLI=ghe)T+m3Pk{ zWJ<=CtcuEHFMZY=`WZAKE)@PZR@iTwJz7i7X$Or?cM(R?N49F=C}`hPLzsXwzTWq&b1Vk-n|WT6(DWiGVl{0 z+M*6EeKmb_S%6f7%+A&$Z6Ql{7m`Zf4w}XcQN9;C43_(MEq3Qa^NJi?^#~^ZP?!U? zjEqhxaIjx8-392Rv<8Qj!OOzn_ZLhz{w=2X{e7(NzfvaqUt#>qBmIdgjxzlts))kq zMSe6CXj_N$58e6NCVKMvap|IatSynf zCw&##9#)&F7|pJ)Z|LOaR4ecf2f(z5DLxsCTyQlZOZ5m?!@8=j3U}9Gs#hIt*T`c6bMtF5 zw-8H|R93St6ckN_z`<)ZODX8;Ch)SF;?qcT&lc$(6gh^|Qv@m0O{IXJ3rFEwnvJxV z{hYW(14d$YDniOQO(GGxvI!#YG}3tY5pj&fxVw6Zd1&tLG_QT0hEmX9`vm5VG^Kq4 z{llz>JW`PJ&MO%to^_8`wOoa9x{c7U7nSz<{M(nJa<`K(frSlk>L zxaHYM^VINmlC}=xr7kADASeAnC4eY7&-QDMc`d^@jQb741PyoQ~F}6RoGIZJA?mtz64Kq0`n$Q*t}vBcYC7S3xPu0wiCFBenXkLZl_MXMo7v$Feg(y7LZOrsPMEK=? zLbovZg=l#4TSwU5Y1O05*h4QtHeE;dKDk!lwbrj;zwPistCpmS7Q%>6=v8~2Y_xSC z8!DCLOwU>yf#ks43aQwj!hTB2?j8^#&f`Lz7^Ht3fmW`?b$KIblUvoa6pHc6K&daD zM}b*G!pg^H*K5RwD8!qBHn7way5VYlw&HEp-C+ek zonq>3Rb$%}hqNd{m@eS6OhZYe&r13v54OwG5{?+Obyh|^UjF{qllMl_c3)ajBOT)5 zedR{TqE~7fN=5@+$S>~Q)i&LDWeM+=x}lF-1+t?{+KvoAJB-|0U*o=)$tkG8wksC{ z)lhauF&A3BEJ+{A)|XwVy#?jN3Gv9n_5dY5Vt=(u`|vQ&QZgV((1{d^PL}k3Reyfg zaNAR+jlzLSNLYVhtCth1XuR6#g!MXIH;{tO8e#bb5Oa}z^6EG{o zSXVP|-u89EPtVe?(Yyt(?_BvA`&v_;tMhvG>u-Odv}G?B-{;LuKBPHdcNA`VtA2pd z`@K6;uLz*D;=i_5S4J_QYlH z7P(<2SPS=2tfMM8xTy2pL0;@C)1zsu-8bEvrS9I#b2TeUgw>tMv5UJ@SAhgCGf`&I zu;_r*V2udkFAcUEB*|V$wE(f?3O-Hp%=E@IT0$`Ju{E$ab^n{|-ecc|HJhs&zsSsl z*pOEfpZIA6xAA&X{YIs88VbIRSO@Bf%d7p_X_%7kaZ%BylmmWXm~+ohgjW&jBm{i} zYq(51zuH{XVm(DNfZp0QTr4sGLTaX(8z5ikJp+r?&xypzMb}nbbFS~DDOzRyU`z|{ z`cnxeAQie?AhG3Sw)@yg;znY!)-ijfsQ{%CN=|zPd19Dm`7+n^a$@_TUWiV9P`B+E zEyzhQMoJF2Ck0_sr2E)xv8h$`Bq~=x(qa~%v1Mct8>b}bo8p(b>p`lvx!a_b@ap6o+FFEl>;Zn5KDx9y2B92$Pwwo8>A>?bbl z!__(6_L5Y+URV%KW8|Dt%Fk_@Xbue;<&NPxkK^2!Y@MuF6uR-}Q`LAs|RN>Z4^Lp8D(xePz4NEVX z@;4tcDhXf0Ej%Y?Yvq9P**)hvMkV&$_Yp?#Ee7S}zu+NFGiF ztY0d}aNTh`QHzVvm@j!PXWm+obR0~>Sp1!a@kmw23p?a0DO77tv@PLuc*nz)Qk!@I z^M=#=VNUL~z=LK!TngO@m9{T46r;*an(Xptk7fDrs`xYq2uCz4f}4gtx67a51#=tb z?T)yS=R^nZdofdrICoZ2pF^CgF^)crwYa?EEY;dI+{kAy^xv}h4uVn6H8t?y z+jgb=siSw+R12rMmXq;J?nk^ox9^&?%$hWpRlP|lj>7a{?c79gZpR$l4%(`Qo~U~c zCT#d{-=9UgoyvCS)~Sm0GH*O3Y0K=Ih(gbRr)L0`VphC)K1?Y-?3ndrvV8+t;eU+E z?Dwdcq4OH{NKVW6)tarZbK^s{l&^D-HiVEn9rlG2+hX+_s7**fbNe3Yge~5s{z>2_ z-*-`)b~;&mMBLR5poDnzhtsOtAZ7%0sdcnueeK3(wkz;O#GyF=eQy)+!K<%UjP_KH z)6_@>r+<*pmwo$^A4*oKff*ksZ=hmmb1{PBqj9|^=8lg2g$xeg zXsKvTkywDxJy)f<7(Or{$GKt78U97wH16Alya8Q(p{*|g%wGJq-?8&9 z?RkYGM0UdqHT?yW&~HYIZY#3Euzbfq2d1kgShp3z#3%}^WQJ+vK zuI=e6)@P}c9yozr65jl36Sax+L~VN&B|I)z8sh-eH1Mfkg!=Grv|aNZ%d;0Bs=*w2 zsq*F7_?9|N!sn%d{0j?wjs;6X;f0;r{1< z4c`NxKYEk|bYw5I?)kP;THec;TdHp%r^N&uL%K+JzDUlxNeXmiE-An)&m>Qp(|zE2 z_|1*!esxb>*N=;t6M1%zQI$wbdTKAJ&=M%C_bpezV5!9=^x|;c-5v**LIrU;(3#c% z94HbNV+LIl?02jK{q36eV;$h&!-zk=>EDAL7ucU*M~LYFbU%gik6;J%PGOhj;@(Uj z(+ubEc>mQo(~pJmm~#@|lIartJL9qU_Y=JzyNWZ7raZg#HF)mj>HP3M$8@IG(ypEw zuOq_wOdor^Jkb>%{(ZxOcf1E^dl|p(iy+p2Jo@CkD{&JJ9-WF$OWc%WTZ#TIZ_0j-7%bdVQ;)ivW&tSGQoBV(EYC=$ z>4dcx<)^CnUtBTa2MFUn0YTXx%Pb1N!RdV2E2DHO;G*KQwf>QLkGO~CneXPN-i8)Na}TY@eKpctVFf$|i<$&2Lom|`Ykst2lg|}wnu?||>leqP zu??;>m2S+dn$)|yK%eVuPZb|31lzjT&Cf8QF{yzJ4PYS~Z4}JagKey%GS*cDdlwlJ z!0Ze0g^=%Ve4MN8@Qx+Lk>c3ig6$pKJHkb*uH{(_DmwkP{ioY$A54B6Tw)M*5F4~U ztNg&D?S8$;$$G6$UL7y#lNP_P6;9S0gV$Tgzkp5keL^ZjA2mL;Uz_Ll3Bwrr!uAOvM>Qe(Ab}eHYeA!Z!mB3(AMA@b^*Wlvw4^ao zoO}6e3}bqXaH&lQubJ4eA%sm6qW7qkNw&hII8UAZwR&vFn-lhcQ;C(a8pmrv?LS?- zuhodVr)JFL}8 zfrQGR@O{CXJv?)T+q{_-lh+kI?-7$)9P>uV$?f0oOCC;_-0V0?%~5P(5=nG_BVK6J zD7WlZ?|1&BTAz@}a>mRNzErEW%N12`07gu4^VVYLUz?Bq7pK|3JjeeN@DKXjhRJaM zxtDc>e5G}6ar%lplb?&C9UY48J84adr5p5?a9^#&)ymxmUu&6 z{c^xI%L-?2JEbwkxw76Jpl?a`3NyoY$Dq#$l#Rg~+p}9s+H{uAh993Sq1=1)7^3`YNby@j_2>F~Y=C2Yflhk~GLDO4uq3*wxL;jZfQpH3&fR>(Kas9!uN|Edr-k z5cFiwWCRL`M;D6F>eifMQ}+7~%O!E__zx7yI;D|};0NN%sp z1^J?iwQquM7 zh&m{PK&n;S;9z9^B?AoB&SK2ZtRWlB5_2>L*0Cd`;!?)F4*trr2CT! zOZ1MmkwrC8XurRGePL139x<{ku!vOE`n3eu2n?F+_)Z{}8;Zh+>o@Y8F*_pAr(55~C7evCt{6U^DJK3W&(N zEEvOWst5S}1D(8EG0G|EeD4%LXK}xQZ(dMYWYEa_qzF0OF5G`SK%ZVKa%7U894b=-nCgL25qrQ-lWkFSeU1~gT7|ucNlc$x3Bq~tG8PG<7)oS z)dTxwXl_sbnd?boI&kK9A=6TbuKX)2>bK6Eq~9i9s@jCueW|Ng*#t&t#sL7;}1sUo287l=ze&_l4A4yTjG%T=ZV7xsaD^==~|B^KVwtcdE1=R*%-#ZeKJ>l zPAZH)^3>aF*EY^wS4C3;L`*|(f%|W2LV-!VFTHzshrcWy?gKhUF2%V!D-0_1!Eiu<>#hGJ7wV-o*p)ed@fOy&+&J8d7#L zaPeBD9!1EzSG1;nYk@)w*Fs7Io)z+R&CS7#vi3Ap-l#Ew^o{Y7(Gp33Kadh0IH0@OU=e?2sQt^?J~sT{KxY>TN{v_ zPn&mT-H_OuK}S%LwmV({r%+sB!BEZJ(_7v-D6QSV#W!pWP+j`^z#>>QRyMf^X~D(i zDnZ=#!X_7mN~+%`YXJaD2aWz z=s`T}vVlmIEpo9WIB8`5Mhv{8rj5zV9wA|MR7AS%Vud>f3`rD?+_?-;I1 z3b!uvqlzdQuntZ6VpX^b&egwfmLDv%k|mZO`ryW4>tw^{-GjZM7;R_{w4SQ$89dKw z%a~9SYW6#-V9x0>X+Nys-mZ#?5X2V;^Cc#sB>zY=k8tD9t9ozM0@34eEklA4g3jT@gk=JiUUN8#9Tm@t1c zpuHaevAqB?v;*14d<49E6#S){&hfWj&Y$5ZoKep5;i_E!KsI8hx}O#)ej#VxCg(J5 zH{QgDBR?nNNd|0F2gPQO53QfN=yOnE{mg2jtGBHrYkIqeVpzoRU;g*#+e}+r-D_Fo z>_gkuN88;vzyOE~456H6y~gF};~@Y$D|nKuHCKWg7e=}@uPUmt+y1|0sel2{h@RSW z=Hf_MlXipsqPG@D@S%)F)hoUhWSi!fuwg*YGFdhrcTFa66|?DpHD^`Nr3J(V;2Dl#*HEFgpZ|1ga6R)#Ig74<;?f`?&fiA@mFV#@6;!U^il?sk| zVmKmXK7>R$FRK@d`GTJG)%9>8Xb0+g$dILB0gq%c*Ze=!fmxn<*PU)U(t3IPqe4Lp zpy8`FzMWwCeqzJu*}}nJ6+$r%blMnHz3wWdvq(Uj9^?WjtEq9};2M48Ruym5n4B}S_VC0JN>&fbI7~k2}{o1=^DX@gjztTs|8BJ@n*2jC@1%Pe8$;3y0{S@VWf9KZiNS5^N^6YJ$ zHykU3giR@GLw{1){B=g}v<91%keJo#%aZ=9@x3l>EP~>UB z#nPKYuN)-DC_nTv6STklkh2cd66o#5eDY9WJj3g`+KC?k{|y3{y%n zf>$6}MGaV;Ya+K+uP0Tv_OnC~vvm9A<-G2UWnD#1W_=?UopBzzrGRGY_nHuON%O(V zJ5FL^mPfK!h&;Wi*b?D1!;fl)0%CaMjD80m^y&^pL9ebx3Md?vQ8#c_DP9|dv#{VR zmm&))^c^faMJAB=b^sWzBgC~=5_a)LCdCaaOibhnXrMGK9JF;$l!hp)S&6Np6A9ja4JN8@rJ+-s&r5c! z+Gy9ZnIl`nWN>UsAc1gH_$h3P6or;8h3JD2n(VgNP2&_GWy=%u>C1>56QFHcC=ws1MQmn)`8rxE%@ zmosLMIP%*z2s^p)3Kd#KP+X&br`koAyS7u=$Hs`u{G-BC8$5Ix8WJP%uUIs~C1J7_hajHytjoCiUGF_s6!jn|lcxJ5p7dVl zJG6V-^?`cUI`wjHsV58Hq}$p0?Y9J`KpA{Z*Y#Gb5L6h_o&6LXCgI zgYsy1$tSWfsYCrs=50XQcgQ8Efy5Q)1MUTEysK!@l_vrBwH=?N-XW03Zbub$eN$M` zS)@Mmc^mW~E3nY~-m@zd^TY{KBnAD#%I5aDqgp*SkzmyQK^J`ocz!uPN5k+q+XB+*b z`7~Wk>%9Z-y1ghwd3UEsgXAkJnO=ghjEnQsyZ7_q8ROeUo-wUg3A$utH(U!aBzTCtK(?a!}Z{WXKocP0Ko3$Uay6Tw7N}V^uTQ`F? z;BwHMtE`%81nqjjdi=J*i}Y)EQ;RPDr!FZC{4+LF$cTJNU1z+^0{6@Kv>6IS(RJ%4$@V0wWvWWp`#&p_Xzwz#DysS?H) z@wKG>0=+^n_yThEHhhxHcMGw)=h8Jd>9UF<)0cG}%y)rh$B$HqB4^}}0|#z~fu7_D z?dHGoMlJ{b=}Ba6{w|FJ!z9?_e|eF+HxJyT9Rbru^{`?usv%d^(Z-rkPjc=9VBX!!Y`#;|>i6sfeH4xK!C%~`jd(2LnQQX!I|WKZ2!8~2)PE&#TODYhE0n|W z!@J35{;BYxYHU4EF+OPNV}!!!45{wh&LI>EzMd-1jq+ai-Gd6Ip?sR*sM*fSAgm6S zgoka8bxGFmYyeaq2_KjBR|)}@I+IgmSF^gtPB=*Y0caKfT39bL%_<~xS3!ON2vV8?F9F&# z6AQKY#FoKK>pi-6*FmTUhmZPHOe*V+M@VRW07%$)NRo+0NMP7&jcXttgeeKEY4M3I zYoT9JBu%GUpVON?8e$NK5o|k91nW)$*d>{EVvGJLn1?|k!;%%IZpK767G&E+l^zdp zZlIGdtUZ|`KL@t-r=CpZF#tjNjZNy?7Z%GJFw8WV*xEizV8wk(X07}nouWO}56Xn@ zU0S=kHh7SJ6VyFQL_duYsXm4M*5Clj*ehrc?rOj=(MsYPvV-vqdn;PO*}+AuJKkr+ zmI`1_wo$v-?1DbV*B*>@^@j0`z-eAlCm7UU)HyPGL3NMNT7ac}01}TG_>3b=M#Md%G zRnm^tonC{e^6V(C)q@)8F(J8kst?kqwWnBu^%$V+K7uMXPe`_sEq-SD3}_KO5d9#%g=)1301 zascNH@*g@vpA;7Z8y|Ag4kI~yxOW!zrxp7j935PbM^=|fMvNW`gIxfgar^hGp9xr2 zp^oI(5=M$N1KD>{81}m1!7vVRC>G%K(C$sixb0jkP9r}WK%LroI90?Pihw_}h92M+(j8^&=OMu>#PB7#| z0JoxQ&Tg6Bja|`To?w*H6n))%D&ep?Yk={TKLhks)p1%UIPZJ+ryPS(g8P$?mOQ3< zG{6yj0t6QDsg^Y89p1YRPFoREko;OD6KyU7_`h^?1a+j&<91r=2e>{t`Qq#{y36)E;7P=h;rvQd2A| z#&T{Y9Nyyz773=?O%YgVyTPukG=^Zh;S}UJKeCjC`ZH&jE%XSrIk*|zsRy{QNLL2d zx)>mw3F0NtGh2`-ifH=Yn;ewPVo@ZeKp!QySoDUHm%eAKPcO+qDK8d9Q^+}KF_ajs z-S&(LOx1B!7F9OTMyY^EmAmN`;Ig!v0!+c> z(E1!Z0uIxcqnr`JB*B0_gk}Iuei^8rgWf;s{y|0nS1k$gpStCNLYMwi=mdzI5YaaS zExZh9)l}DP8VI0SA}EEA9@1k-2zCg@gO(dv)Yvo$c>kwRI0(i6t=vC#8v}Lo|4%X` z_$ZKZIpS+q-FSVteFS}^r=Em_epG)$xv=K`iIG+En2K5yWnaAMlqtAk@WDllmWM&F zK?NVnZcMuR(E$F(!Fq@E0ERSh#A%EOM&udLc0HWBF}1`H1cZbJ(lc`O4nde7PQ`%} zwf`&}K)s8Y5X?w!A9m0@LBTfzx^`(X4m8i)I~Tz9`9H)lgLBRBZ{q$-8UTtz4mZ&C z$^U=ihCy*V|0%B2nqVK%3XJU;(Y=fIjDV7z7pRx0L6{Gmf^`?;i5Nu9u1z1=>rqFW45gFw$M{cF{BmlB(!9pRTItw^ueWcs#Ww|~qUZz$kEv*7sVxAJtGaY~ zu3h0Gqmov#9D6`-?$Wwp`>4%pugShKjcC8~KFur7W4$ruDSn13mFjK1)ecy#kF>fN z*kJ8$QX#lG&6ufuNWu?0=YoYD{uAF!+eZY4;P=dqRA-zg-C3Vcfh`MRxd%8tYq{J~ zm4Qm-`LC2z#6RjDW{8Ee+`s{)SsUlDM-p@4^3r|%cW<%X#5m+_HL||B(LM>x<6Dun zJKgPT)1O!7Fdt2z^iwb|_|xUlZ>|P0)XJ3(<%mOx-f=P8!wfN4149)r+$nTD7twOl zWcJSCrPMefdFwv=UK3BZuL<5lXgSQL;`VFP=J8?A!wE$LqnCfJPM!q(RUP88wiR{M zF-i`oFzz|?Kv%6_tkrp|ljW1!Vq=tAu;8E>egLac@yixNC_@PHd)C#Nk9EO^6^`6b z#Lo|&HI7x@$mx+BsCp~pp)Qpt=$Jn86yg6orRjd0>?cJn)|&2XaY_U8aT(mI=|c>) zy|ZL?(-h)omB6ryMN@!N+PNyT_&r+NA8#c=RKk9P#}#hhbA6+`JDRsOFj-xb>$?^< zT=Ik-xX_tBfqDm58~Y*){SbIQ?aR=d>~-6_Q_063XFW?|D~VAJ`;{I?{MgC8N#-9o z;s$=NmX+&;z{A}IAEs8fX+;V8X1Dz{iHm)IAm;4DJR|=OX0>HN+iy+n#8wO9B7A71 zc_cEi+*#dFy(UuReZRghJ99=GT;WFoTMb$kR|QAMEv6~lr~u%tiLj|*v;x!yZv`LrRp0=eXA_ z*Mf4=T}3DRx&I>aZRIF1qC1lXjj1`lZSsML0wwRaMO*TMyOVcfW(yNzmmh}XN11;|Ir?wv2EhelgbY#H{B`dJm|P)ZnHvK1P~SN zrml+a%Ov|aCr4%Pph5{q75WYW`T&WBFU!Jn@bzf_?R73$ujuk>)2gqp0?$&8@5z1{ z*NRb&;FpuTTd-1@(kDt7)IYqUuW9h5QO*A+DvhGV`}Tw5NraH*=DSo&$SX^ z18cku)7K+we$_lnE%6d3M@sMlBp+o}(OYb^v{N|Vr~^FO6OHO`WqD)yk_G1+)eYg? z!zn%d&(3z3<{8QPFYBH2k`6kmn82qdL4v!;KS-R8r*JSysqD^ih3gD+NCBRa_y z)wz3xD$xaLes|ZYD#Z(qAN)JuYF;z%Uj^J)J%|=mI`2a~WIPlrl0fYMO#Mf38|bSZ zz3jPKMHZ=WO*WoGeuweTabAdX39){UWn<1*2N~+l)?Y)E8;CaujUw%I#>AJB6r#L) zB*uHdmeR?$HR*?sM;UhQ^=*As`kOh|*uj`+EHUyr{m z$6E!LluW$c>@gPbP54zn6}Gd+U-g~DY)>rjsSo%Nn)q6Vl%e+GM%tP4KIX^QmSY(n zns?;AlDm4OIW&dY+fFkYNgpg8>_}+7;oM(!M6vgi<&GClfo&}VIWTYL#`RG!?VxXz zdv@!H#A7tWCQBdUaxr@>{KIR+^oH5Z>>4!N345aI(zq?F=A*zu;KYqLUv&z~2htDW zROfXX>NNu_aS1Kq!-lhtW^rDii1HX%JetL}M1@x{-`u~*(tszWG$P@+h$f8&=3T$G&Xr;U))8-sgNqGMBAbDNOP>CmW`da5#U{NIH4l+B z^Cw1clr6_VGCunoQ2Hz7$YT>Qqv=u@l~mPPWZ<>^5R$vqI+4E>@&#FWxBx=Y^EMfn^?Y2!mTA6z? zWuAt2`Dg(1jY#dnhI;B20&}ynYp7aJX_Sq{uvJ(VGONFXN=|Z)(TtSzXRPWCbOa7r zA@wZAu=6Um%?LR1<`8|v$7!(zda*{YoIMubWZ~gBD(mC5vt!CGGB->9a-yJti!E@y zW~4Ds7z-b$k6&h9Q8vNnd#jd>%}99(Z$VC#0)viRsa?35-5u9*y8K^84h>NO`Z4TC=)xzqe zNf72Sud?PH3pOJN{7N4Z{p`}@FPaPpeXW5j=9=Wu#)t)Pa^-GawYw%<3^2Cxquh`~ zci|j`{r>TM#X>XrVeTZKrQW0g~*ik5~9w*T#MAGB8V9RFRui~?ikTSXPmy_&zdf?Sq&s{%C|SNnhKMj zSJnOcXR1eQBxV7hX?&RfuMqa;dV@YcLY{tIK)C4l%D3K4t=m*!pUF{)&Xvo;qbe5l z($XK6zi?rqWSBL|O(S`1XR8-?7~&qQ={nkzac4YVUjpLVB4NK>PpIvIkvLk6aKl{P zgh(>>+U~~h%v-R=%QvkgScG-h8#ySHy=u%*!Fn@$k}ytycr#H5v?w5QDT3v zPxSmFF1Yq#f}dkY{6k?9U%D z-a+}d{V?}fx-I#FG|twhzbZ)MFtgl@9iqK|=U z{R#u35_0;KaXeq%8})qgi6EHYoyb@m=@BSc)*yAff@W-?e7<03vU{N0{9i>VZ}3{+f~q97p~{ zokQj>ZSiM0^B0XTKEtm9)}n{}gN?%v*7rRSDiJN+e)p}UAzTf~*p|Pav6bg;F)B7V z?05)>ICUXk`-x+9=GUEjU_M5B-^)h9P9Q;$61R2X$pGJ=3Rh6`7j#6$m<5cj!h0=bhFF zoELBOM}j1O_W_P}UGa=tdHb6)MTA|j$r8CFCs-4$P12&e1pSW`khPe0(=U z@?=NK=U0P?z)20JGq7}sM9dO5%C#ZV4oly4KC z9AT<6`puqdTK*ycGJ-_Bgs(m18uMCIDX$4% z+Kk?M5=Nw4Uppxv8D{MJV)IvS$(%%sBO3N(_;yH;2m|snky!Ea$=yUVU3R*VAV@AA z7=R|ajh0i`xAZ38M&BSj?{0s#os!Va&>r3|smXsA0cEPV-3ZEvc_QqWa;6A*?-ROW z;^`M5vKP5!~V6W)4a=UQkxQO5|&w| z=~vb%dyVp2?{~;MSqMQ58TU1i(U=_Z)=$o3yzmGZ0&3@!eR$aYJlA_P_euVO%^`oh zMal@G>`Qo+#bTZJL4bOqV7qpM`qd~bg@6OVz(|m?A#X30s_I61ZMjskPqehdPV8}zh z4M;N(r@lsn2Pn$t4qBHE!75srgxC?4Ipe#%ip)80S?Mizw~_BjqdPh@ObYN{cVLIX zXoVb9o%^MY$!UyH4QW`^d3g8@Fz=2cWQ^$di#C2gK5hsWroL!INN<**-tFn>48u0u z+J*fkdDLvpjVV-w$;Dr2X zV6k`KqpP-L5qyUYxDjr_eT30n##0SY zRc+xV8@hy1wDZJNZlQgE9wJ1+lB)3u=^^2Gd*N4X#5^pKU_}lc*;HL~Tu)_gc_oG$ znY$8bKA$|6|9qb*P%F>W{hhOUBZeRuS{!%5sSY2xkqdecp$E6X*K!<&10bC`HxqSD zG`FIR-)a^0iH*9&O6DybKpfZU5*5$*tmi6x^798ZW?rd%%NW5_)g_s8IzkblcRvR| z_T;)}W{9qiu%eZI`wt9OD8SpX4 z=<*vyQxftP0-&qN*STq*`zH}gn|!ykjU3nPJ9K73?u{2r`{%bL@((c`RqfuUiyiiv z+gEJVZ%Kxe=t9=H;i^p$&=URM>19N2+l^BIj}y+h3)^k+BdVj*R)*vT(QJvUc^ z=9jTr2fynyzP_F{+b+9NA~`SEaXRst*I2{;(U?R6lYhB@I5zM}CbRLj%u-Jxzc^58 zp!fb%Wf5F*q8S432)Wm3L|I94L55IvXYQE-m`Q8W&vX;s-d(p(h+BEJs5Eud#yk%W z5Z>EtH^kx9wI4GzW&7~2Vr%N9uq&NZP( zM7pnKAm_MGlKhJrv8tyU1tUn-^Y_6<0B%yRBi`8@ybthVteWkvOyY#mM@RffE`WY0 zd2(5R9&H5=5i4^`g4=mdB`QvTXsKJy#?~s#2_!Xr%_i?UCeoicmN=f_C9dwAI@WB- z-f}4OH}U+ILr+hbEJQJx2l&UyQ4cT|J0ko2j-c%8(d;jpnjfL2geTR7UIQgc=ejT3 z<%GN`6(zoEn@s5*2{Y2Y?kQf6R0Wt*qM${6Yuk;OoXI4kQ!?nA`)hc}IKXc*97+WA zFPfU2(G&4cF%d&%k_ZsZsg%#*3;YiT1$)L5ovX|0Sf)51ss5o>A16IY+pX9bpP5YL zbvfpH4UYVh6}3X!RP0HuxiCM45?F8qaXQi8psqpC+?Z<=)-X`JlMe%$0?#*<=L*#) ztQd_H@-5&TGraCR>>HO4u`H& z(SUwoEUKXeH98}`EC|dnA>h2WcYq~=pzy8>+Rvmhqf#lFbGgaM;nJ;dt`oOInXO~! z(Vg5!ea$IUsk^^2b^xd(=ZNjQK%7%%qmq=6@EFRWYWf(nneb7O&M}SL=F8Sm*eB)m z5kD3}nd`2bHTl)*4p#87G1x&mlMWP9Dt%O$t*_bMC<650&{48f#sTqLw`BZZ$D&=I z+8~m*F;1wy7E+%>7S!K0rr)ny?G6!(PeXHXnYhqC zjmhNSFkWI8a6pve!t*S$t+Q~FeDChonTf{ca|=-*KAPF?=3jsI{(8s;F>d+}SYfaA z-Z6So1$5pGxWGb+Lx$3HY8*0GzNsA2sYb$O1jAB{9V)_zOB$swA3Db=mJ3JpZGjLW zJTQw3GP7=o8DFb(sy5XBB@u%PpTyc%K+yQfNi}=r+KgG9FTTh7Q24!urXU`mzZw3 zLQ3i9gW?~)og&n|+2jaSn4duB%D+#Nf0~K?F5OYcW?`lIdy=zsbwp0q^e}hsSxHJ6 z($sN^!ZwfyAIhN=PBznCT)aG|)G0|?Csk-spvhd^+4QM7sZvWGYyT8kYeiV;OCiJo zg7^_wWMx}@9P@_IO^;ZN5&<9DGKi*l$@v;*%EP3UHh#34 zOyyB=<%s%T5$-b$sd%GC>1(PFUvHg%?16}no|4Ei5|@0yJmGn(+-etpb4&5ADC0kYWLu_x}>ux|u`;#-p zOXvVnTQlP79-w2F}Tx+&dIJ93dC025W|9#?1>>rEyFnb5nkyh~bR zzqnVb?%Mhuk=Rd9C-#w)0KkDcwPfF}e@`U6TD38;|6!8mz!!+CF(X%P(!TQ+d@ieE zZov60tcNMq)m1UcIq6l^dWRzA)c~Rd!!R4A`UB|e)xW!p1hGcyiRFB;_^S{luS|9rEc#Xbf_2AJ_pU(0e^7Mo3? zE{F}-iipjwJeL_T`Y1wy?22oD=NZ*u)3Jy@gZosa&!4La^;Tt}ud{Gev4PniFaElJy;MbfBU z6AjKoYp$C|LCE{{hPRsHIqPw=hK6owedU81hJhz5;JM9YqGFEv*pERtNM z#K-PmfEevsl)aNzeqYn;SOGROXSt;BR3x=eE2SD-DAwix2CMPZ^2L;~1juf(G~@IL zoHd_3-&LmS7RmK#Ohfb53zJvDBxgH)T=Yh5fF9qV$x%-TraAgvt;YzDB$yB|&MzX7 z#;zANdL}z<5I^g@P)zTNTUZEh>3NTKwXtBSQRaQLIR`p&- zn@Gl1#8Y{f;b~JtnZlnMgp@TG>A10=P6M%U$$Cg#bzxNG{zJAgOXQcfhcq*l>K#A1 zSGccKczTeVG$?~d@zP~fG5c=nh1GawJaF}SOG3NrZ@k2l<@FjTdYZ~b;iF|fqf#@O zdyKgQ%feuu6W3-8v`8H+IP6IpecIC^Z9A&zBL^4VTwENXg>7Yk_$%Pq1I&UtLl%4q zhb+H5LVQ@&6{ld5)c0x;7K?8Bv}bNeL-y;hc`t>uCu&PLT=$jbnbtdS;R#xJKueDw&xA0HVM<8CX=CwVy_D6U!nO@fLpB5W(4}^s7|(;$o4Vm~?ya68A&Jw{(r1 zeZ`BLRD^XV8a6Bcw2+mhiK+#%_;PnzN5o>o1yKq;BSGwJSaHZlA)HbB4$7NX+~fFf zS%sA2cjmU`ePz7IeGGP(%~kS|3!v=H%0qQsHp~gZ20=r6O?s{xbdfz}AJw|Ekkm`!V>(XiS zI&8uRSTy%2JYeEUV$nq7X2@Hj5SggzBNavZe6E~5D;#CQ-qq~ItlHLCkr8@?+YFIV z>bk$5a#dL%eQK9-zBJGgA6@qAD8!`t4a86xd9V(4gJ_@MW-{Y%To9`FeLyG_T#^nH zvVg1QV5FBUVc01NF2!u|2(F-eL~GjG0vx(Iy7!5?t5dztQ5_yHE?cTm-^M~l8IqW? z$dT;#LA0LM-%OOjgyyFA`&FVo^)=$>!-wk~l7b&W_9RKM0i!q}S6-CD&Te&`pZC~A zmscGK%)=%<&d+!(8-;DgUMq(+Ioj!rT%9i-D!M5-oep2u((9VY3@IMa(;kDnca1dq zILvpknDH=C*(m?F7RGe1$w!b_l+6QK1&)X{!bh&$@Z}rtm?tlN_C2`{zfz~-vk$j0 zu@hx*caIGaJ?Ut!jM?e)OUt(5221h7Ce38`MLi8Nz6Y7R{Vy}AUd_zT~Y4IaTcL;9H zCmKk?KIsgbXl_Mal?|k8!0e;!LZqCMAKW=Q2(VPuU$b{0Tv8E{tq?*6dAt)w=aE8V zM5)Q!Vi8sLq6<$JaiYnO6IPy+VWSELbxjX$hwYW-zrGVGln`AumlUfI0h{FR#5{rO zzRe+bTsv770bNkKY|^|kbdT}QkG=>IWHWw61+BUZNLtLKN$;s0;2xPCw!w;2HpVDASq*&N1RioOj;(I$Je2R$aT;G;NCE`=mGsBjoU> zm;3heyyBVLUGuCe2X&rhC2>l|TuGG#R3~DP32SKp13pn`5%=z>iK-Lq(;@jc&De_v zJoXfeK#>i*QcV~(b~CkRZHa?L2P&HjpdzyNiJDhv;5A7DlLTA4CrU(rfH#**MO%o5 zCmfw>xzyyC*C+~_r;ILkZ>bj%areeHx9b$v6-HycV#f=itCR-{nBJ3CBC>{HsfjTq z^<=x(s9|SSSBDp+{X*BN`V&WFay5z>XCpY?9iAVc2#K5H0cK~7o4|;rO83kos;e!o zi$Fv@ubH5CWL9>J?;Ze7r>1rdYlJ3gwpKYg=Xol@eW%n+%)+0@Dj?6at8t&oS}p`b z@~-2B~9l`EYr zhEkgD3vlgo>mh(S{gXM-MQXm0FmAFsmn9Q370f7(F;%Z?TB1@ z-F2N7o>dO3ODZb~tbd?;uO8C4?k}v^40Gj}#ZbSYSVJI9sw3{%+|EUqX}B$~0elUH zG>fv+3EO3`4SR}9K07j!oyGUEM`3QfUq^u_qZ%F)mqg4~$>*!z{Pw1_)TfxCvv6TP zJ%F;{MT{Sk^#*s7-SZ!=0EX@f6!ORx6WqchHytR5TqmryB~|8QRjl+0W|F2w!^0+M z$CClMI6Z6Z)jQ>i#9%&r^7+84D4b8Ru(+6EGn$c*i6n`cWc$lv;YmnYMy_^MFpya3 zU-wh-XzfG4VJHwXX9FQ}w>4lGA7MnuXw|zrb`+^YyoNmnMlT+~FG4I{n7Rx-gi+NL zZYzFb1g^Riqb-1cLbKyk2p3lcC_{9oEeu#1f7;*>wSlnlNMQTk|&SyyakT_S+W_%aZ^mGjq8_c4>RFdxHC$ zr*@v|D8Y27UK1T(<`TP=o zXn*t56rH_u;HrO%Y}Ec|k6?iR{X622r7|Bm*aMPLXN_I!K(rN#pow^QwS0Xi;&6q` zuT?H79tky|leGrG8w(X) zC|(`vIeSerOLMh%i}Y%4q4L`%ttSCjPlw-Uo(|X1v=ro)%JU8Dlgiw$;{FVVVS#W% z6+7u$R^o)kY@9|-E5`+s)KuToQ9!nh0M9o{`t9anrpDFhdntSB&m6X_O4HLcW@l=C zmo*`SXdlel1ww*qyL(N+Ku@B-MuARoNJUmqM16CIeS~7SfV3S;MmAXOn)q@__p#;D zQ3AGPKC3?@w66|1SDi#seYw8Fvo&}*ya6Jx{#2#GM0<`Q-EGDpn5tIr6d-)aP^K` zm>(`i{avvIoO)|lQXhUX2^j+p?Ipv4&}|THb)}^q4Tz z&8RW6qz+^Z`Gven>yR+TI@=&FGTmrio+T5>h36@m<%v4Zw_Z+ZXox9At;>E`1jCW= ziaB{92Pnx%_B(LXde9o-O8?_NZq5=VWv2uYQfK}gC8Ul}9Z8o(_4`d_r#Svdo!2Q? zgd8G$!F(1;={fmqsARQ7L&qYux@-8oRdv04-+S2;)Gl&Iu=YOe^+CHyh!Q_Oo@Bj$ z!)@-~!#y0x6!VonY3u{nmczAAk_TcGKKs}KKcCqGFBr(N2fM&>?AJZyH7GVUXWnk84wDFjv3&Xuk)p) zS>ByTT_?omP!^2x9G_x}ZjVA2cw`j>WxVkGwt^eIv}QZNd_!_ILTz- zWV9xP*=*HzZysh@8Sc&Qu=%#JFS=h^r$g7pmHIQ0IGLSb#&^<Zau^UvXH>qTV2%`TF*mq%GQ?!tMFlqNPL+g`A13WF#qu zZ6wDdGC%{TDrqF%)qyC1bA4h(%F9O76(%ytL<;$SyJ!bpRryb07K^< z7>?a$oNL@)`cGPBTo>a)0`{r#^Ak8rNsCfG1fl{L1U?({T5vzRc7ShfVGoy(>ln@MwGe=+X@WeU_ly7n7jV$+6v-FJ z=*?5`Tg6O;HlaI{&F$?juVhTjdHk4kAzoPNVQf-aQ}nb3sVV3#GfB;aGzpZqZ$Jgv z2STBN0K);oS?rnQ>rfUj@bIOa>qCiL2S2uMX_Hj@m-TR9KM<-9l#@mB^M@$7nCzVS zeCBy@TDiYb=M><}Cs!TjzuQi0AYVa(fGMmB^YO;u6O0>h275;Gxg<|0VCmVf;dtAR z#&(__^aau}8!h_383c(imLsXw{H_Fqltl6m<4=v%b_h@fx3N2?k*j(dl`z}En!KUg zKSn=jFPO-LU@1V+h4iEOz-^Hk!OaQ(GZFMuI-^dHL`L-ZQBXY3Nu)zPqFV}NHQ*%T zhbwi*7VsAw9#_@?l*#CgK$p!IBGW~Y191t7-wH|HliroCOjyCmb>TKcPE6N!RK`j4 zFLiA8Z)22CHh6ML4)x3pf(^mWI$lrwC$0SKZ~G<6Sr3vYm+e>V2TQ0wA_znPnVbT9 z=JGM>C-}!Khbf8Vro|3>hJPp1X3PiJpzkFBU4|X4dg7 zLytI?4`b>P%`|>klToWi@AW%K5-SFm`cpK2$T%!E#T5u?RAG*=Nzqup_`%anE2q}; z{(WhkYN1e!zGojPOPeX-hzg=ewS!6>Tz}&P>I1uP`g;NqmH7pAW(1rA@e*_6nMbrx zAZM>9jU+Q^!wBqxBsjx~3mdY5y(~GyN2{6LTGJ&#o*6oSGRYMZR6Wyf0n1jCmMO6U zNP%tV56Qf=rCTePJp%E(mmBgY`VIHgsD_i*(pP8zxL;!3!ma+-Csybqd89WPlMO#o z&uA?ib-kYx?2hYGxBe41fDsrYgdE}`PcB+=vZzx5UwZ45J_beR&T-&v2T2Kdu6IKSZbt?N+hfZD`a zgm9K136&GU1iSU7Gm$bnp9L$w>dMV^pCvkM^iGuS8Iu9mi>u9urqo00296X`67diS zmP+*LU(VhBp^?`;5x*7u+Z+Pb^TMM)e;N^+5~%2Zd`KVdB{OT>sWdEbX8rx5Ay_a~ z+kp-EgX(zEQq4^)3b`il=MwrOsHMAuCou@8Zb&`Kw0|Sb`dpV2;ptwN>prRQgL|l# zLCr(4uW$T*xUNPBL#MA6L=k@E152?E`kvzIEM|N8pK|bJ;+F90pX3A*0KKEUe$~Ej zV-SON!SO*Hv8H0_-iA;)x+nPjkM@I|#IpxBwEWS1Bc=kjiw*FIYIBPadZ!?#nT?6z zZS+a>GvHJuuKqM0_#-Sfa_ELw!<$y``NXaU`ot2f=r{f(1^iIpZ-m$LouSH5;IU@GKjd-Z$AISI2-Y_A!FH^*uX1&(;3K9 z{+d$C`pf6WtNl1GsHUcR$#wMOi)cs7E^ft=a(C;4>3Jx8qwOXxSIYz4Y{a&Kit)@@%+eotPci?1N z%A~Y(4&D}@pW5KRk;Hh|(SRY>Ka-gK;N}%VMMY@e4;}sx!iYQlmnlYTQP9_Pn{HMK zWh1`rL040qYM9VV>yf$9VMAcpRuRUkjdMO*J|LaCq4!^UjMmP|^zf+%1r(Vz34jHn z<$vdczpS{?)1D}_jY_oZhrUX6|r*18dSoM(eoFxf5cerG}2)0`P2f=jAsn|q*(9*f_nOK40*f;Ixs0P$Im_;R#vShZ|BSgFzuLKCe_jRsJ9N z^6%_`{~hz-X|ZvDf2-2u@iSRd4*b)%e|#DKs`DC%nDeUcT1x%DCc?i{^?z&se?MscdwGWMuL4pNg1^G& zFMI#148VVW^e<1kIrmrnq5l|n|MK*|7YgKDwo7chMy_&~(>C}<+=2oE|ED_st0Mm= z@_>DQ;IIEl25bnfgT7t^9*53b_WxgE{{Jui|6lRc|2+QwM-le_I12th%Rm1iWd42r z(f(SyCQfWSk#2 z#y#G<>FxI&;ITLZPWSM)H`mX`s$KZ)SGU97PY)A5o>u(&Cc)u?G5Xvcb%hsufgSM` zXEP4mQ#X;ZY?7OOEfi}0`-$7bNg}`6-Z*vcMEnj(#gJi@C#-ExHNL))v~Pa&%<+1= z=uL0|w%~GQ{`0)S&r4D}=zKI)03OyFL}4AZh`Cq;%o!9HV&acG-lAY`v@a z?!^o)bJ_JAHFT+<{434QvkW~lMg)2*zJ{3L!?KZQEsAe7cI%2Lv+mUt*tSD>PWU`g zT|2yG!M&?i#iOA)lM_O*S0w!woK_bekvq2;O@?aGml{<)hbp`U3{UOqGSo;(qKDgn zkMqbx*rfKoA&linLKvN1Jsp!5_KQ<*z)A)bp;{1gwG+L@qIk2Igys6j0C8=&!op#e zQ={iKmJ*@o=Ud7Bl7?3Z(Y2ml%_8QIP(u%UGbhGw=Qzd($vfbKj*^d%OL_-03!1(! zJ+FzG)mC4<^H~VxpW;Ydp}WS;hInLSoE<)EYnghw#(J>RvuiA4XIom@m8aYD2CvL3 zqol;mQB}`tx{nWbo$XHpO2uA!aMH6&OTT; z%os`YKWWOjmpa`px9jClrQeh1=+%mx4O&h=Xsv+audGOwwm)qbnef$-QI&Cw>0+gytluTq98kr3 zPbgA#NYtW5`5wm~$7M$4pA(_MU3B4>m%KbHj>(+$PfuZeZ65@Quz!)_XBfFC!C#uc z1Xf*bY%>zuzw)kw%1{0ijnuzrRAgv7yb?>*rM2Qa)5$ncEO8;W*(v5=NSD`v$M#mC4!TAGb|?sTEPy_?q9uBdYU0PBmd zS%r$s1^-lRyO4`6P80s3+G^>RX9djRl_Op(wV#G(4f&qL9fbo))t4%260?T@@6Sr@ zO6{w@M$nh+^L8vzRx+;`bX!&$>mBc1k$HiscA9^BolAM!Qr1JMnit`q9IMree0ZvAx-)B%b&DnUpM-$6C#qOjr&(tRu@-z0721G|nbUdk49}OVg^Ag# zBcG%S&K8^%&~~vdRw%irsiuaucZ2@Uh)r*5Z)%5(0ipDNPsx8#aBjLYF!kXduS zRu~jC(!;_ZNXLRcP2+hjonetcr;sEORfoujrY*Enjad0buc{+u&pVkao+sKRsFypmm#EK=fKC>CPMGi4x>tq5rT{A?ly5FgZKofPU8?Vz zyPGT6k)s^(M_vB=A_rIW6=_*nGp=TNrEU@I9RNEH>G?#@lLyiztUhT z#l!-mVd^EYV`9{oPLJj_6r^h6!qW;eqSInbK7H-Ix^yamEX^%1^6*FV zfUl*oCRV8T(yS$jrvZ49{mDL z(5M1`ZL$yBC!RkktKI2*Wby(xdE$Z3EO*UclqP1Uj?$fPs;L-ZHI=TcWK+q@@g~)) zrMImIm&iP!a@TcRW{PB(f z6Ww9}-cP2^_uZ>k{aDT7pTJ?|^NYcMbSU$KN(Smr*(M4G_FlU{>_yJnP(LA{r9mHH zyEbphI5v!BU)dG`UkgaD?+2!Kk~ok~ZpIyWFZvEa8wt}~n_cpV&>w;=Na*|$jGP5` zAL!Ats_GHn271A~zF;;8u0pn;nwzLTgF%zrd z{TkJ@NfI7e!6!?yXMGdPhQ9rx(@6}qgafl*hy+FA(^bVxvk$b`%my; zdGDr@4fxQ1>7IlCjrv*IN&E$?lM(asdta4Bzd8DLd;C#xsh=^&)El4V&!uL6DR}}t z?t<4eHQQhNc#GtA!0sohGKGHoeIL?N6J1C*&2SAya{1|cqsihynZ~k9*IiEkbUEtz zmDKykh8e4Xyy4NO-qHd`dW6y#c5Q*oT&6P1nBO^x9iF;tHJzU;Fw6@mQzrFc=S2sr zu!(dEfR9Mb*=5A}wUQ4mvBMT?>#+1SrpN;9L>u}dil71hrL+Is^}kUlh+3EX7}>7u6CN$OnHpM<-QMz zd#()20c;E(uP>KqA9xq}=E{A28rpcZ6PnA2z zF`)^lefYXCr?Cisq_RzjGK}FUCklFP8 z>mAmrA1fGy2vHT!6;=I`pX;|Bhxe>Qiiq%7*@^UQ@!~Jvqfr$Xm$L4#GS(r5YZb2$ zY+ra)3P?AXJg?t>99I=pVydt0xU>lV&dpO_J%v|!siol&L$lWAE~)`z|m|*UC3qDF7gVfLbpZYg?^+{Lw6D zqgjyqVfS=yn#lpytv;2N*ss1YywVB=Y&Bo_+>UjVr9I&bb@&}W^sn=2&k~+<^XO)K1rda`)!+29_ z3}HMy+u~j$5O5q1PT=vNeRTg4!^O=xp}V-`j(x`1naic`@LeN|fhFD0c<+*a3}oan zFRYy-mgb+TzzPSaWqtSbG2qcsB?+8CC>aH5OjBaDvU_TOdz-H{G+x#m(QXN%ir?U| z)iz7yufE6%I9XA~LOji+9dr<|bQzMAnlm@2l{(^y3pih>xvpH(wNSqIYAG+z!yg{SJa<5{ak@v^1}nj~$JSIi4! z0rVKHc6Zj@3MKpn@eB=CRuR7X1;Lbl94}+8ozYLjf>Yu}3~(4uprom$A!yyEHFPs8 zVC_E$LHcJQc(*W69K_)){db(l?_>p;bN(RSTXE5V$57H$LEpK7-m@%C3-h&uCa}*d z(&|_jFvr|83R0Qv+NNs=oxvmz3(mQE8eqhV;srost6vh#oK$huiP=G`|3LzAt@On9 zJeR>~yOlPZ!(>wB*`;T6+rx0b8&SLrYn2z!XKz1`vmas?^e~xfC4%dSZN+OJ-h7zL zbaq3Zq_2o=po+G}AE=@l63b9W=js9=tbiS(ODcYD9}u=EQm43cKHikFTgMFtSS7wE z2VXIuJl@yme{%~61uV?}02Qwe+*ld7_xVp- ztV55PKqZ`f3+~&ZwFYJ7rcG1Igj{74kfL8*1k290(?i}sU+J{A`+hQKqFrzbFUcIq zSC4&GS32IpoDei+6pR-f8Co5ZgA1Nk5^=tKD!q7YXd$|?!lJ52N$aY0r<_&kOFVr! z@u>Ym(Jsjh%e8Sg@l~E=N+@S_piN(ZM$SI1tXV2y2F(qx0mB~zcVppnqbu)861Gt*bNsPOmr)GT)E}zZ>ik-QdTefzE-k-9|I|7T_wt34#h2aWa9cEwD-h*$|x8x@( zjoej=HguH|8{WirdwoY)(5|jUzoPXAK;QNN zi#zTE)2~2m<0e0xP_u7hVFT!pRlH_b0}9D{PFw|p|3W^ks#}6Svtu=G6F_Ooytk|b zsa~5{j$Nucpy=MTA>eZQ@-XB+{8H-tMABK>5=_Y(7zcZxbx?k%KXlb64hum zTPdKna~p<5PIOFY>g){Mu)os9f@$_NejR3Z#n%=GiPdy*O@X8j2juTTshiSoPSR5C#hMH$Gr@%!OKxJ!a}roEZ3J>1-`LHNre5>#t_N z?he+OFEY2Ws8>Ho4-$(8Sz2!|i*YjiCb6yue@p(#-Cw$<|Fd=U zd$au#O~1^@Hv5cKg|Dlsvb`+gyB^3uetYcJs)(S*4+^ET{+s_00e;_7BYg99g93;` zksBy9_b(LM2i`lqd0^|6v+8GlpwJWlibAy|Hs$_6p@z@x!QE%GlJ$nBKY!f!;BCjj zu*k;)$3nMB-8dL2*|Bgdc0Cw9F&`l}c4-b}0GK5f5-nM}{# z==_U^k4M#QAG@9^y>NYp-0`BlkmJ9H!pmNWU-}fVTC+PeS3!h2#ZFw&c~QfaqgL_3 z!VnwFt@2)3>1O2Qq2_0q*_D_Y3u|YTRdKd1W^F!b(8gU#klbjYzYuM40k-h*JyDRQ zAR?Q{hG$|5q`;kB_s~WBY-Msi-P)Z+UZ}xDu-WhlGXK4wm6aW#*TGtUCZ%(b%mkLm z%Hh`jEo>s3$BO_aTB9DCh_Bq4j189#oR~$}Sp-$j&%9p|5tBhz&1XIB3U`8kkGJ3r zm67{wt^5NE))p*QmrGYy*iPTy_>v*OEj2)N6hzD?f^^sR7j zRYs_#rgEGZ*@=v7AV+0Hu`eyOGR34)3CL%r*ljvkBnz&K+kyu*ibGk!x98@vq9NQ-*0`!`=;?CCVf>Lj;%yL zEyAnBthy-S&sC-=ex_ylCi9d)5diBW8thc1G~j9ml69Fyv`C!>5!tPcW==8|8SRhT znV<&DAFZg}Ec=Qp&{E|*8tY_1VrAs)WtONj%eX?@J%h`-iOJ)s+JYeJ2psQ68*48J z%cyM6;u%*&I;y}sEv$%rQM0$8iGJ~n~Anv1rB3LH*gpU-HQV4cF0^FD!UeUg!~NGG`{lH>AU2I1^%GiWS(j6A5} z=WEa?wpl+bup-V;2~IoDPt{P6BoA{Tm5jb-JX;JcCxw zJ5_O|uQ!2#!wWR>X+H8CU(g5w4p;+_ON*bBcH~lD-eHYJY(6hircyT)I1QJD-Om| zQtQE2i^ZZu$Mdl?|MP3!utCt7a_0Z5xi1f=vitt#+_$NSQmD)oDnh0*H=q(ihL9o2 zOc|2#&^)V@JCq@Xj7glxR6V6oh^UMu^OU(`eD}T2!O6Gh_j`xydf)fDoCUpLe71rX^9gc}rk62>H=}@j%JE+O=!iv2nnuXw>bRYEzNi z#Mkl0H7fqowVk4>r<`kEj5_swovjHuqbK01(@#wHY4-X(p>wW2K02*F{>_YuY2R4V zwtM$L*t>y(v5xE0JrTXp3vQte{C6_0WD&z0x16z8THW!~=j5ZSjiCI*%(^~$>E%g& z@a=rmx;jR;BC&DAAn#tGVK=uP%z-lHmTRZXd2?qSWQ=n9iAD`F>m7mD##J{n7gA`gnn$fw81yV*kXe(fau0 znI~&wP8t=Ad&Ys6$$DOH#e6QLjC^dHsLGq2n(f==GgTHkJ$y%7ZK#smQ8XUYJRL#o zE_{+Po98nba&1(8II}zb>9EqQ&k}`vm$Dbtk1>IQiL#2R@m6*|bH5>5@CUMsR7M)? z$90IKYT+5PBfaPA{P%$CHSF0oPFH8~%2{j~($Eo0QYe1>btSy%Ocg@(^Hi^Y%1o{2 zKFhaoJI`IytQy75huO}3)?}H#i55U2=M2@BlViLvn|e2N6~)J?ox)3oLf3NUP}8Bxa;)5wGzH(G%iDTN+gSoVzc= zg2k1=Lc6ZEzKQv2Ua)6rQpS^3P;nQ(<#za#owV2UaK;_`XO=@_+Mv++u(2gCYkOUz z{+#Rb@x^@sV+Hre-87v`_Tw(D)w7n!uyfAMAe!H7av09Nv)vy&9$ahKV*F85p|JgJ zNssq#0q4H?-4qH!~QjBV|{Z$Zqm=Eb=Wz7l)v$6yU*{e_^q znbrKu7})P$K_NELJ{NNP#s$tT2QYaoc(|wC%v}pQf~!|5)5m;`A{{#hR|6*i3%6PF zT#q*)-IY^NN}RqU-R6CG-wyMx?Dy+5o{@Fbu_(4j;GI~UJw zm|q7NKT1C?p<}7yDH?XukY6R_ zgLsSmOqA~^pVFLH6uv<-=u4PUP4RU;_7<4rc^KSNEGXxC1>ewB$5kBqzeQ{h3sK-+ z#j`48Ez$BsYpeeD!fVHQEfijDx{H8ncJn51h^C5?<8#xmU!I#2j|Y5NQl*5RK_9c8 z%nE(WT_u`fncH|+Qn$3&uSj`uDm+a3kn&OUIzoQ*;M2#cFO5j-N-`)bS58^T-{hok*Flo4I@PbM`DS8D?pNn7 zjmh_G>l<$-|1c?>>aQ;%f1I=m>^MUrs-60Abmsd{D^D9mpMI06l#jl%ObMPd*|Y5h zFA6$551WaE5`Qa2^-rAXa?9}1dTyWBbH-}ArL1T$tnP=P) zEbYQ0zwyxI9Mvo*2eX(%1`={d%{sE%hHp7N7OM8k&zU;4H@oJBV|I31&O02nc0B$ zn2M>JTC3^gEb8ZE4e*)zSnJ2bH=Y9jve_`@La(VgAo8j)&+!g|H# z-@4t`c=zPqCO_gWx;<%r-Tb5d_M)~y@lbd2H2CsQcymVExI1~)mON`uo^{shqYEc0 zi<3==JloM{`l&^BG@1e5JlNE1(-YO#65j1hKJmF$!R?=x ziMNq{dk!09B${>WgN?F$Q8nc3+%4q2w;0PiHU3BMTH6c23Sqc<8Z&*Yqk>8 zOx&MMb^n1Y%*mO`-tgIASHfuNx1r72$&b$O?@4hkvpNi8!|IUvOeqYGiJ@;p7ykg%8tptd>OdZYT@bdpN3) zck9=(aPqA@d1By(qfbr5hw&Mm-W|=L%((B}QR50I5mnRuUji8&IlKP&G1o z%sH<74Lvnt(N6*D2vgwLH zgBlkx^mkyduDj24c=|q3fvF}E67JaT#?7K28R^)MknOe1(mZH?6S>pg-$Mw^16S`Wf56|59Z^#W?+Q{G0U7y)jv8<>M zDG8na9M3-UCb2MgrkZ_vv{}t}w$7{QVSUUNA}UBn&#X>I;0UJsfALS^|1--J!^D4C z{;%2H)`i5#@=$NbF7OFyvXPb3Hx3S-{nkNW3cMX=p5F5}9Qg8dQs3J*EV$T#P|}>| ztCx zQ@2IU-*ORJnagY2Z`JrEmb@Ff=b%uQnk9>Rbo?I7d-ng$Uiej*HCN7}Xzr6aLQA&cDtSd7! zs|bhc$o4jkSyEb{d4KlMkpUw~0M}HnyKq@iG-|w!WT4ktsGB5@q923R?-Q{P9qHbB z7rH!0GUly>)Gdh zV<>*Y_=8e6TvE;m@lf(qqLiGga&qnDvujVz74s1MnjO*t3o6PJLnoeQgbY3EMo~@9 zqz*%;rlAMEaqi#WBdT8F|E%V?+wA2YL3$lDV`LemoaRj&WG!5kFvZMyalEQywkS7x zEcSfq6<}xEQo``(lj+ywq}i?0@03hOB~Q}z*t}9dzapuEL_BfDHB{RxSfawuLf}~Q zx!~dh1V28P`#vA+jSbVqjGAlZ6IAI#s?heb4^}7ma~i`kXYBev)s`OQCJ=V9bOw&J z%bXuDaOO+R8wzUhS%(KwTEA_SK-~C!k8^Lr+0eI~cO`qHt9!%KYKu98Ms{3-E0-Uy z6`D?*sUez?-PaE1?er!P;#taLjyHep&ls{ws+(@kVNBLjZxLtiRL$90*c0WeGn3jm zeMoL4A)dKr*e{$jocqrC@qpr4jf2q}2_ZJ$RopEq zL`%MP?8;^gSD5r1?Ho8qR?S040`{f(x2bsY65C!RUpmli0st%N19c~JxY{4KoApHJ zn?xT>>n>bM4`yx;m2|Di$@S<|j0l5iF*3rQ=!;K(DH%Li-uo^NYm*)}JjnrLA z9=C0D^Ab94j zMXm8q((kYo_Vf#8)3TD?nAQNfgsOIVgnmZQW{>M==tSeYIntC zDw|sN7}?Iao3Aa=w_k)YY2-A~e zVTGI7_vtB+@8E}MF!vu-M_;|+l#C>~r*{4Y9{ApuXY|U9I^Xx*9`L-^`N0_F$j4S3 z+8Sf1qo0wYuU7l+(b}wnj1wTBn9s7Ok;~ftY2|2JVp#n){^M5(+od7WX!q!aHpyYf z&qpMti2Q+gde|2`W2sI~KiFd>s}|{_;2v&Oup2BhBrnueH9qn|K97@xB#1KKn^9_MkFVk~8F&|VQ%~m*J0B{2PraZ&rM6fx z*f){r>XLdb*)ce{*qZSD^&_1%&N1W8AFebIFYHX~JHx(~DaV!tq|~sYQsSX+{f;S? zwvYN!zU;JSrBAzXxi3Fu2Bd;OD}Gr4QG81S+@qwGkA1N3HnD8#8LnzZhIfDw%gq;sN0p|F-6lDjiA&6YEuymo@t&w;T+7Y>tgEyBPtS%Rf(xV z8Qq)3bHKvFi^l>k-yg9Z*emeuLAQCxGL(^{vbo^ea7Om~nhfK*v(nKe1~9v2Wv}+n zc;g*g=U;J0)N_1H!$nByV)4}Jm{80-<5GLcmq?$VWld44`_-+P=?i9_$RVS94e=4J*YD00&X+jcD3%+B0`E&dGq0!3cJOFh|VhBQNR> z4$DSPaR)XhffSO;+!<)l9+vVsFLBuOROOY#f~09?fIcu#x3q}JH}+NHMLS>ikVE)# za4Gd(pu+0?eAJ!$Jc)$-KsPB`ZyTSnuI-~|A%U2f&JMXcCkOM3QzV*xT zy{rD<(^i#C=AZ|`e(c593z;JPx)V}PK|hBc;y38J1LK)x_Vu=HhFX=UdTkRK_XtS^ z2dh@Z)ovRmcV`j@+qEQ2YuztSp=+2hVQxn9UEwGVY8gpL~!$Evv3>Ed?kwK0BN0 zIFgkhEvdEVGafpz!ydi|oMUF|Yv1N+agN%lDNJqwsdB~LW|yWgZhy7pj4w`28UEX( z!A2o0BNdWZ$HUKcapLAR2L%PC?y9FoeDw>Ic#5Mb+)H++=b7u%kueM}778foqMvfS8+aWLYgOUSDex5?s7`dF3Qw z<&bsSIZ*B-ryOf4&B70dFetj(!y2DTe27xzo$0C5#vK#(y%T(KAh__99JRUe8_3!4u0nd&J;#h`1;*XX$aV#<}t8>gGV>ENVVpt_m=B& zCmN^iRYfF!Xff?z6+J%H*DgWM2*@cgd88ESYsDs@h#uJ%GBN2_uh^+2CD*)rxG=w? zD*@J+>eGC`%sNUv+qEtw=x}FSnLHqZhfX2~h$V?4m*tLsty3MQmm_CHCgNl!4SS@W z$!>}ecr>ACeXR_PX>#68JIv&!I*j}ic{kbbDmm!$xDZ~3)CBepnLb|jAn2TLqCkq` zl91)-NUo<}s)e()ug1lKnc*-cR=~8jMc+jW5 zq5YGBuU-@D=er$CYF~qtVM@pgJq&&=n19+%O>1*T0=SIUv4E;2d+bi#!^@x6kdmH; z6q^!8gH(vaj%~S?1-C5)Et^C?iM}E@X724e;e^@ps8i5ZEb6NsXp^n!2=aNt{s;3fsf@p zh7$z#^DFmhgM03|D}Kf6)J~o#(& za7T_g_uMPv8Zwt#rE*Q|!^#klv$L`vPsr)2mskJs!Rz#;T)-LCqr+Td|?PBDZQhqRhvezo~oI_0shm+lYIu z{ikhA$-@sk+h7nD0?uUcews?sRV z^Vx$j$JOSz`z0IOwmWM0e#}2G`YmH@hmh3e;Qso9HMX3?JAKn9Zu%QUj{pb$-eVH~ zKKy@e^#6zc_qVFZujWDLZYerC=40RyC>^sBd<41~JOU*U%J4^^OAhXK1W!A?+&z2= z2Xw)IbaZqZ>F5YQadk#rsJ;cL(`7JHpO{K(vVkY2b|>xJysW%@kJ|wN;WyMag4%Mp zc4qh7iv-e|EB{cpl9Q5hwL6KU>LAJ(qU3SZvmf&|R{aUuDm90q@5NEb%>@)G_ird7 zaLvlr-SxPQtrsvxKLufTAxs4~miuTP#`~u+Dr&(~`dJ8$fM8V|{3321%=dRNk;Y{b zgj+(mG!8F_oriM(xU}0MJ|Ex!MluA*;(#KPc>pH>9Cx!iZsXzQXzOBUKf- zJZ!*hbPU%Z;w3a9g&S$SHIKl5a(pZBZ0mwkENqJ{5L*T20k~HHKv}}PiEs!>nl zu2*~>f%CP1aQAYs^T568gpj8Y0#C)@t9b~1D)6_qsYC((8DPw<&R?)Fo;NXd!O_GM(^mkU6SGAS7wtDS9Rj03qUU@lejHw6oNlS0GN7F0w$+2I7Xg=M<;r zwC9~V4J)ty5yzmL<`+WGd*=_#pC7TD0_+m}aR}p*1qeR~9vaX7 zgx~>8e;J1$iVG0I?^Fm;8ot5wC&mvqqYXWahZy+9Jz?j0GkB!TpA$!r;cx^80Y^v+ zLj-=an#P!3;!M>2+JH?ol_O69u6$0r+8@1K?j-!1XnNK5@

ck-rQ2}`BH5!{uPn;yT61CHWHkg)nE9Cay}W~GcO;G-gg z_$ZdzO5n>1FI8uxh!k;=ge3&DSAJ!q0Vshl(SXS-no1BFT{V6A7rz(*pm(eqPfaI%X@xQql|2N0$% zYddZu{2PRrv=IbIA&T@W)WzXBgb=R@WjERgYe`+2^uBMnARYL}(})9zOTsRgz=bjT z)dXQuBr8Fmiq^z6ygi}8Nge`o>4J}_8aM=iF?APIaP6{xrytX8CGgTLm_mP;O99Us zaI|3JT1`17i}pd30;1W1u=Ywp0776f#}oc()iFe$qj( zq#f1>$A>X6yb?QZgsi}7I|#C*Q(Xj!utrkq@-@b9s*@vDB26I5<*T+ zAAyy64B+Vg+w*{JzX<8nx$p}B)deXE_%}94@TMa0bAaj(!(snX@Wbzv>EW=^Cpc_I zCS0Rhg~O)qaCm(3&tY>`IDC7CaEUsJGCsHEBYYTBGe@{cy9kIERfd=5=n*w2lQKoP zuuv0(jnvJ66wxXi!;?r3hAWUNSdhz9Hz3#nQ~+}_A}ex*R^|+fNQ!J7NrfHpqt1zM zJ?c&|>S~ItCH+`|*ivP9V}g2ofVdW3V9%KgDW;X3%$k>B{iX;b$z%=UOEn6?zNWYW z34rg=4*P@q4fq1*j1oWsY3C%y&dabHhrpb>*CBRP1^jTKXD9?bIfU?$YDJJdTG<62 zXfJjX5>B-TA(sl_oM4!XWFdis(8{iYD;4+xWr!3KM4e6vH+6#rPIprVIY%9a`xh1s zA^85`d&ErIt$@6uRlu$wyVo-(x%p6%lQrV3hqguz0H~MfhoWRBctoFSYGIt+9SrQ}&!)2JN1;Roq z(nbQP)}cZ&xa9#IKtX`yr2D5V4IUK=_z4bPrH`DVTHb+M&cyGP9PIuQ1Xfgl> zG60_R=-pt3cmp#8O)9|8yvSeWi*f=rc`r%?*mEOwCMp4KE=mZP znDHEtCLdtCjS(T5b5BVJn71(^OfyQ!23X>sqm*QTef@Kkk_)hj0j`9k;Y!QSFDNZ!1qsUhi}Jw+%IM-u zfIT-wIA}zR5&^AA$pD!1yoe?NU?2eqVQFS_&i^$D@EqY`76me*Ey7E}Y>+Rsmw3@QE+YZi6z%XU zWC4yv0m*42|Vd(!_+HMp;OV!H5G@ z0dMutrZK1>5RPz@?wm$+sgB|u8rtd%W%u`^Jfx);=Glg_Hd@&wu8) zUqRZaDIK2Co&YGT+K=**1VfQ9Dh{TJJ|$d6dJX<2F?ATa*#7`Rpo=?hAs?yJLD>+v zy8r~pn5mw_;jxSbh;AfePhBzGbg~MByt#*{P={e?OyWp`>0OA?brmeGnf|`79pj7K&ok}5eJ1H2+Nxl zh#7TQ3ujEi6An*SBD<+G?Z$^COW?3xHKIW!2d{n@w({b`kV8R?z6#-^gvH0th&6Rm z$e~OQM61>z$Em}RGdX!UT=)g)rX5xQA7B8l!SFiDYFoY`^0ZuU2gT@|LQxi=L$?u; zptYw&NvOcyIxKh@%1p{>LgJ`M!MUAY^2V!A6HY|3mvTb zj{HL%-ir^b^FjMU!w3&nY=m-?YFd#yR0SAzJHV3+;NYMU2)jpZh%r?L3Ep)E%3{VS zU=GST+17z*QMDl78cY-uzo}YySYW!pLFxOp6N#qP)a?CJlR{ZsH^NA}e|shW)FL(a zB675D?YsAfTgx%)11L(;??>#YS~~d3_p3s!ncpmS#yDg=;m1rkvBBb^0NB4SVs zT?c857e;qb?>3kPPrJZ*aXE!SUJ>*Sl|iU*&JoTF6s}Tz#h)57T!8eGu5Ch%XjAef z7){iae1Z$*$I=;4MiQ?CYC@Xw)y$?SRV!3ZJOMaP^Vz;jq3c zszyu7ebCi|KnKHA*50Y3&a?_KFBTNwCE>gaJwwZ1+(|g`%x+Yfii1~LJot7+!J7qdr{h^ozfEE?E>Dl zqn0?7IdlO^(;Hx40rbCX4cKW~o`t4>)?J!*fcF$|7lohqFrQs$94So!7PAkfZ8vFp z0$y+w=;%XmUkP3ihnF!Zr8B_Tv{7njP16`)puS&^xoM+I{;TEyd#H_48{fb62GkyG zaaVw?-ap6b;-&!8`BOyG6Y%=ti)V*~UxABQ)ETU&P`Ril5TT6HbORWZ4oZD!u(%nZ z5X=K@1VbA%Edl1PgRY~@wzwm}a&_ibMAHyppLNhp6u_c>K#Vd9br(7Ts_vp5K<>Y* z{u!};-MMXoNAN$3e?D`R36s)8nJ9MuR{Jwy?t0+MeDl#kTl!;3dUMNLT>8UZp`XSX zLkAYX3k?7@w4lj_(qD>VXi?EG|KFASOR#|hb4!Iu=&#lO67FcYgO{N{kdlRRUy_D` zMTI^S5845N7Zw&mQ|e=ks}ascQ|e=&)ZZisPI)9;!Br^#mzp1s2JT=uPd(Iw zR8oq53>4vFn1m(Dyn^`>6hi(er9WQdZ@?4}qSQxZP()MyQ-Z+`pBWuo0Mpk0PY$6B z+zrq+%b~fDfzvFm_%X=T1GqqTXbncg z-|BuQEXZQ+XfG=JRVb_c*Xn)=#$oygOO)as1I4{0h&Foo77jDzb*{fx`7oGHLpNI% z+@zHG7^u7Ppr!v0(kS&l1`7L4;F0T`2apKbntu^TwADVKhk7snt`}^9NiZ45z=<_l#J**__qCmiHK7i~3~rU#oj&?(euQ z+7Me@-ebw;bBl+R{YPcr|EGL$O;3rf3b-Vi*rKWI@h)Q3Vh$Hq_ZU2c=m+TTEl3Sb zk&l5Qe+$NOc#aUr8cm^(sab8iHu*e4Ik+A%FzYl=(P!4A?d6IVzx> zQtD%%4SR=o|Dk5kGRM$u)UE@TI936H0x7;qQKK(D3vI?HBb`1%@M#mA^ZT z^*W){eWLLfTk1Sl(=T#&J!dJ-G<^)56Mxm1p=1&xI-@-7;1L#hFANCjz$;Z^7?$9S zs-f^-UCyYws{Mk94#$C)rhw|vzrCW2|KT#~EOdCwMF(DbQFcK$1CqorI(#F+XRtUJ z{~UG`_lbG+yL32Bpr3<6(6{k({-^LE*5!fj;V@wu#c9pMWpF`xq(H!qv2_Jg|Zy1<9Y3UB^m#YnSS!~ zj%d$xwlz@?mD`v#T9=ky+>z^}roQo`R*0Q(TFX`YN#a>jbNqeADzUsWCY9%7t19BO z&drRRkt8l}Zm;aIBaa1io$C^ms{8$dJ4tkD)$46M$>AXp(z~uStLmvdSJfzZ-h>4& z*C#HIH*0f1Rqj8X`AHtuXv7qLpJ0?TEDS0M4Si@e@^ODf%&Vp4Hy^M{b$aD%oDT|@ zwTR*B^#4>z^o{D`y;S9uc*OUnt&*|&?&>5`T#m$a`5ro+-6q|)l|oL20Ns_mD%Yy* zx$nQrUa~~&2U9lz+5J2alt*Oh+mm%$mQKddvO-Gx zl$C`!mwxWUxHA%7ygI=b9TKN+cUYtxvOnf-_^{^Z_A+9gd1V%Nw(G{4{K`Wksh9gt z-Q007EiC73tuR|%2gA7a8U^=?ZTim>f9_WNr`32wYHPe%QpWEc=PsVtS7JK)qd9G< zOxNVA@<0}@ySZ7XzOiB-6>WAGO_WB&SUY^@Ql(Ss(v(peJm>YK%BE4!@4DY{i6v~~ zBCRX*3*XuHM~)JmH~8rI@C|J0^jV#taUy7@S|Gtn;hA!Ur*8(o-i+2(aw7|K!iqCD zCX_=z4#djnO|9({DZIR_r}K$8XXv?^16xIwv#sh#a~2J(d$YznU|^Z@XYmY|hz)h0 z%HI12`n9k3BPLDNsSH|9*qvGV{aZ$l^u{6%gZ};2JN9vk%e^H^t1gRVys{PzJl1Ng zpl!4AZrdKomrh-Fb*!&P8rF_iOtoPOYsVYp9lAqKc{Hb$EFG1I>l%~QaWpkJqkh;! z`}bMyo;$~cMt^lORtYPn#!s)jnq(MyEn@E)I>}4Ip&NE{c%P4d<;jtC-Q%$m!k$+zlLfm!xZ23GrA<5kBL&vxzEC?FVN6tyOVpJ#1& zMTnnx%(QS!{R-L620C{Qr{?G6cE_uGwx8*=`hB{tvN`fieBA3q@#xDd^y*d8ny<6) zShAG2*?r;3*0V|A(?0+8nQ`b>FP$&X6l^$u=f`j3)3E2OctD!eyH9*syk;V12eI~h z*D;Yy>$`hRZl_ki_!)B4bY%4t-~FkYYCJ7U;TaYF(peGC^|#ousbHU5%cR@m zR?&3yRA|BeHPO*G@0=utPZE_AjuY<=cyYS@kl$S?bmO8RL(L=JyIL8aZTSm6J-ZQi z97&A}je2SH+r!o;aCBh3Md^purL|Qhk-0UMRhNGl_<1*C?FKKeYpqgU^<&ai>ai`a zjUke#&A)p028{}hPrp|BZ&=NK>Oj?Na#iB36RX+ z5+JbGfe>|9#31XRhf7v@o$Ka~c5VL@#9F#FKV(^tgUQiaqlnS?_ZM%Y=UO#fejg9L zcYrjluHbzV-L&aQHTzJt&0*nt(g9v8&9oJabef&O~;sIb`nwJ zWDR5OkB9V2f-nf&3Oq?%%y9h&(p5V`}MB1Zbt71U!4idvc2F<)==9f zr<5Sz*WF3(F{W#?uvs>o7_|l+d&2raipY8BRs7DD;x#8P$y&6ss*A{WXK|MsiSiz* z%&ppNY`W}T+n%u*t&5#LNv_(3+pdMOKJd8jc3A5LOF2VG?ytSCEmq#WBEZtVVZ%Q+ zWGh!nmS}z2$@|2aK|Muvi@N#uY$q0I0J8^?LvynrmBa zuz!d*PmhZVk>x(IigQ=RaXS9K&nl_kkEV{GgF+nzq%sGsnwrJl}UCT9i#MlkeS8{u{Y0&Y$m8JrIaUSG7ucnr)eR z@6Dr&tG_WEOuCr2=|K4L5!1-{Y3Z7p#?`66%-F6Ic^*F3F+JQLO1^7f92ruDWmQFG`S(^oUzc#g+sR7%ncJY*xlqnS`6ZcLDcRjYpS$aHNXOo< zICOGa><6oj$&p_4)8LVJ&!^wrF!%7TRPA8;y#1%dl=W?QojTvDpGU8`m6i4H35Y*8 z9X+3-7z-n5BvbWHqLETICT$ zb1eH~-S)W<^VeM^dKSsb^=hnrcW3jm20=DGXW`4`$CS^a*$SZ#M;;3X8wbc6pFJh2 z`QUQ(=Np#{-|`<}2oZR4*`-VO8r{_IK|`L^@e|5hirteR=j*JAZo2(g`DX29p`XNZ zvBCQ55}r-_1EhAZZWr!h@>0+6UA1{zw?c!GZsLZlUWbz}TEE&A6Jyf@m3mf$jkK*7 zaV*u%O3~!5I8}C*r!jU)pmMeT-Wi1t`tKz=i%VyToOh(`UI$bu_%y_fs#$NoeOq&? z+PS4y{r#BZr(Yvy-^qsw^<-6K#;ZR2KKg5&cdT})oYg^Q*XjHD1qZzIRet^UPI)TE zVp-2(txJdUTJDb8@{p~LxMaKQAVd0%V;pbveMH)A#5}#-+4hzS((ig3=x_Q|`(b8e z!*hoAnoic5dtIk*|K9WC`kb}Ao-VTA*Gg{BUQKW=v&-0RWU#HP zM(5b<`+EDAsf}#cUD?|rcb?cI!?E*Hsa?Zs)$M*!-`1LaDcOABOj6gcG$LK3Y)y`x z*!Di>qmIo7VjWl?a5Ic#K4aV5lK;%xH#&@6Yc+bPOw1Djq*`36pL_EL-XFDaM%W8~KLsP53} zMtwDus!<@GX> zRll;y>n;~uyEpUQ`B)d>{ni5lRRU{w4!B1toZZ1uTC>ygi1DW(@FUerJ|2IQOYA@U ztNhijwdc3`idJ?1^L#uuXphzx<$j&-Z=;UJfIle9vZa*wlSP1_$_4tUu3Nl=mbp*M zf5(=$*|LQx?6{>7ALnX*%euk%l;iZfyZ2t2s{QyGNVv;wa1m-{>S8{BJoF6Xv2ve|~{_f5UYWci((FRQgLpAi+g+*l`6=)%dg zS402GR!8*$@r3o9(@!^Uv{G^Qy;Akbq2c0@mPeLvY#5w1I*z(NKIft_7%Cz?ps8T` zZi3t1;l-+4<_A=^^0{Ewjxw1D(hH&Pi|H5!E@-zq?h&;l6WV z3h&-_Vz9dY+a*OxRTF)|%X7jJZ|O_9zo&A^F1AkB!`;$}S2*NC+Q+N7+i$3T`uetJ z=5hK*d5;YK7xYsPWi1ZQ_^jYzHq)BC6yxf^f8*DzZe-(-i|yqaap{eH>+?=)f4kJK zbB3GK^kaQ=`Glb|{fbeYsH&@PHhvkt$dI;8$?(RcuInQwGe@_#SCf02%*uM37>?Ut zz%K^2(84<}-+xiK(`fE|zww3C49oYl^z8Q{C(mfjB6>To9suo+9Bhgx&q!gLR{Ia$ Rrg5==PN$aaBX^tbe*ivkejxw= delta 13642 zcmai52|ShA`{&;GwG*;sDNC|siDZdn9c`2rEh8-wQc2NDH#Kcj5y~l}EH#Ld5^pF( zAr$SRnvzs#(LyEpopavzx^H)y|9?K8J2O4|`JVGU@Atg-_VtWv=SKy*wV|QmA|f9} z;6KYmh)tdFQwaZm9Q=sFk2L}R6(B;ak`NJ*$rTYDYYxs|nyK*SU~Pg0M>%eWs;r2} zS`lRAvF3(FZ`@jAL-gM@H>_8|04XQ}{49eX5fLIJSU7+*5BoYGA7EQUS{sop_o2|q z6@Ko+4-By-5V<$55agHM&2ryTLprkExg>O(3agkyyXPb!_ioKWcTE|TOT-2(RP<58 ze2yNgcCJ12vOx;$&1wCLynAH^y_JVX36hIAqad8=V9a&Wgk6LLTD~(<;V|6UJ7AbG z{oj}{I$WlRaoE2egk2}K+5W@sK|i<|oOCc^zP|Vd~Ekbl2?aiG) zd#_MH-W%Hn7onuYkwvTE2H_oZM^$ih^G6e+90(5FLnkC5OA^*Z8s{$+OO>Rh9!NSQ zE+H?{B7dU%(GYoT>x!gsli-HMy*C~PBf+|V5k6sbq@8edE8)QQv;bEWxjDZ#Ql6>E z4Q1Jyn2>YYEZ>=z$w(cMGS_xFHTs|-BiYOf$Yfd%fPs=V7rIDM8;==O@&uT)bsAYoZY1yBapU@j=t^&b) zhW1Kq0HZCy!Io7rhQN{~pjWRRye<^(i`X?3Kv@9?U|>iHIWv~FXHZCRI%*7)ar=<1 zbUwCa!I6-fEQQqFSe=E{EL;-YbLHu9ScqXUr3F7DqQ(-QYJf0}Ru>VG%STZs0UXr? zp^^({i0C6~sx;?>91WHw5?`K)#Xp8|`ekS_ZsXcTNDLgE2rbIcfa4@a>&7FOM%Y3y z(neFxLs^!~lL9PWV$Z4OvaDP8W3lZ-&P$ROk3m6R?Z64Noe34n-JPRJ&^laG*EQ@C zHks2iLXbdIrVfiY1as^eF^VK=0zri3RP5pCG7Ce1iH@Iy6TEgNMo>cmX9BZ2G#^BN zyMSF5pWqz2rh*|tEyt08T`u~Fm_5njH(ikGLg-Q^!CY^~@i%0l_6$27h~P@p3MxZ0 z4WZRvLuzZt{WtjF=|n=4wN4s)0I^qtTPC&&ZP_q&T#wKu7|>oU_yL4p8+vgcATRMG zffv0G0PcepsCOcySg!P50Js;(m2g3>@-wij(57g!%A~gg!0kX~j+lzPV%`oWWcCHX zebE9b&isU|y#Yne1QSqbYmDeLtW5!MQ#8N?7eea)+8DrdA*5+v*1iC^FD9@=(WR(F zP8lu{Va92TXf65%2jC;f!tq(vfGdPWl3&M@23r%Gf$dI8R``QFi70kpJ=nhdq>VfxgwdgP5^7Op2XNP51^{)aSj#W~NxIGrz;vsepduoV=gdz(lu4na6Ix z2E!>rhjKeeEMs(d|7>Ki4(%TZr3e|SIe{o;8;t)xXh4+$Vh@uUJ5R{w>vXA&NkkM| z=QN+MQ=v4D5xba}=%jPqASHy`3A^AAMvNMp>v0sjL|=q6ciG9oGO%tcjS$qSfX0i2 zB;}n&L^AoXftLl}S%vzTP3&arX5i)k$eB8RhKOd8q6Z;jg0Pl^MvftvdyZh9NUW|0 zu*{*c8gdKLgU3($P#977d~_2CLxLji>36S}N`f|ES!1@@h zcf@+3;h;|^6dns;N&z9yQVC53wn{J$MzI`NlK^!69E&vw02~BjXaz4(h4PDWg~Ag7 z%qt`m=+IatG!WP-!6;xJ>%STTjDt}7kES#Hs_~hv!YWqF1K9F1=vbUZ#f!sRA-s$T z^}Y!!Dy!=O?0Oksev!Yatj-6p^M@ly-e5?U;;2F+fO)q6s`-b~35DApNEQ)n6|3t3 z?0QKswTNE}hRnAJuB#rT-Gon%ZAC;B!y$2?kW`LJs^H(tnubX zg<`QrGclPFV{2XwP5`YnsMtqD7^54DB5hxWb>}`1s+7S$gcnno71Hf`h;`a!7s3jwDwyFreoaH(L@H(RiBF z0sr`u64VnhatC98&q@xwKtU|RB*=*j7Fe98g#Dmc2bBAeB-JiMj%P5$2Kj#s8c^Qy zWIa1+K{P+S-|KJ{pM0Du}=OBX+pUvksBEuMx{s_>8N^TauKsW3`0pQ7Tc?l zd=h|{U8;d2Jw5}M-K9`* zt0oEz@Y)sh$P~6g9R`Pj5vDM8Vythh#(prV4sf!ESi2gNjm&=HwKpJcM(?^la8`r6 zzHJ&QN6j=LM>EBvmpt6YXUL2?U`o0%;n8~s?j8I}ih5>Fx-&-!bDDd94hGc*Gi*pL zFmWjZHl#KC%soa_ zk~W}P>_|&?swebtgsJo>h{Gucf=Or*Pd$+zKKKT7wHN~938WDdVj41gM&a;lE|6+q z%`{RTw+D5^k&I=mCL^oo`>>TG#aL0WJ(3v%4EPK9Y62oD?Luy6#2DcAZtQ0wzy*fc7|d@8k(^lq!@djx{e79#OIUaLC$2dkA8~b>~E!n zvg5PTK80M$r13;+dv_XJ$@;=E3K5vj=rB6ndRPb1v7|)3$aF@BG5IKtbr_R8ABY?t z884=j8H^PM=F>Z5Mg8SX?qbBaw4R+<41rn8h%pjh=$LTHY5>Q?ZS!sH+J!SC zD+*eTU}N%q?4S-updc{g*qQrNu>s6%NcT?U0y3I0z<3PchcpH82xPCj)sZE|{FmE=11p z=R#c_L2*j1!Mfof^j(COQad) zx{uUigJ^jb>%!t7h{s~dt8AdGmzzFyYV)C&tqhN%SaO8b7dQ;6g!wyw{9O`k9@GnSc#xCDM@5*zgMWTju^7DOCbaY+c75qKb)P3qA(g!wy|n$2Gki@t-v zY|@x^5Mu9!v=rM4c)Ric$JnKSV-Cr@ea0;7myBH;Y=c&G228pHgx#E${)(!TU|`S- zpADL+14zmBfWv8iK&)c3^=%hPQneo;M!XXoEEZh{<@wM8e(4MwOafcr^a9d8hAs*d z1p!^Rrll;R4j@rSUm$Vz<5(>?7KVXl?BK66q$O+F0>aK-wt%WLdH+SyqjLFsiB)WR z4i`&+(p*x4PJ{I{J4gH;y({8K3NKWMrjua*IZ{$J1y_&P{7afH4R~kyn6p?qfGph< zrI~}%JjPKlX`<;mfOOp$NagWQ$$wDxvlJ-~yz)qKdL0-F)5)au@^_j zM~LR_h@k6(dKjGrGn>1k!vN&Y@#A7w7Inu*0eBATab6aEM+5`o!<_N|rts1b1JSz} zgJ-zP|D^F!K>IwuUc?yw#o`fT6-VLXQ8!N$;Z9zZ&80?rNw`A_$x1kf)@zZ9~Zf-PHdCd@_! z#NUpd<-ex<0QMjAg)oBYUyL8IEfRdA*o*x)>vy=w#)=T)`^>kw2&aEBeHy0*A)JU` z@qJ;ieo6PG!Ggha$0GRvl6*6??_D^Pwg4v<+Xt_U_{+c$vdBLD#J_=@C5{N31(crw z8I6%&lYJ6RGS&l=_$AjzjmzDH(+EZ$!}kFs_WHo7gufM-;IcVCZro(#OmyQKu?36t zBd`fjUc!H9u!ui^#NP-36o-@V#{NP#01LV&g}A@1pi>DJ>&N^>G#y3bvf!qhyB_Xk)UFo47WiZ!UJ3etvgLCDAbT@L&PAp7W$dqL<0X{5B}oLY3MrSCxU;$$NwoE_*z4b zhClCtKdwX2qi?3+@8ZVM60|gQ>w>>@Gh#{bZ`ZVy(T@yaJVQBre4J1nt0X|nb<&g! zkP(qH1hTcH8ZT&8^~IavNcdP!vC zj*vy&nww|8YMA)#gKGCGxyybDp)aSJPZy6ay7|xLX%pt}8D4c|MuANI{$UHg_vm+A z`Rwqyb@Lcez4RZtzZKNplGr>xp#S05ujy~=G``#JNHY4T_+_TY9rMkB8LD2-$@WR! zVrt>zpD4PPIjQG1NPgl5zq-V`5gv0jsCd@7OEu@TMr)@B-z}M8W71zgNkq+UZpR_} zz3bzwd{dM)CmgsFsCulXKuXH6RlI}4b!$6*dgwxzkUbZBMpnA|%F4wrm8}KI>bh zUoSpUX}aT;d&iXmLo0_P`=`2n)r~C*xqp^-_))~;h)X%C{{$SdzV`J+121{&LzqnIwv}O0aSFxk~6>rT5yHdQq zcEiHc-qpQtugtpfp*C^;TGPwPmmXvWdZqPN*Oom_c$c}zdXhqJf5z~H52JNnJRww0 zUMQdGugQD9zR_ylO2tn{+s~{{tS}r?7w5PA-tD^FVY^-z*}P2|=oGin=zU}z)DgXL z?YsNWcYaH34BwEHVP$g4In}HvAhKfL=P5Y{H*XBz5hSU#I<4Pa%{z0r#@GZa5kEzD z$3ybYjTRP3TPDo&dQ5!|vO7b5iBd0^RrfmQaG6_@^D-%3livJ1@}=_B-WB)amB%E% zSTN_vYxxYlzazIT^I5fm*t~edd;Kf+@d@Woj)BdCX^O3$j>!&}GpBI0+HKMAlvQph`;B<9QXXu$n zfyHCA=l|IUCRg71nC>zpps2xLs(1HSFPmorD_sdK&R&U`P77@5os*Q|@u^=dy$~M$|U*c^)Y%UMQZGYM<#IX7ol%YZ_1Nx0LN#vBr_c zS9@C)&#bns$Pn`a4x9=4?hWp@-z$Yu!yc@jajUZ3e@5KU*5ixIXV?@dZEE@KS*RRd zXcnJ3KhEvWYtHW)KSp?)6>I3N5W5xidEWfq3x7tRbaE1J+;RD0zva_hH;&!3Q(xNJ zH2Ytid3PgyU99sboo^rR_s8Dn-LeXQ`mpHp#<^LOdiSM&+nu0uD^uL{ZHmMA&e@*> zHmd)ax!8wlYJMAa_X}A%ZHj+L%aWRz2@7AHe`+e>x9fGk`(C;BU4JiGXPUgSWVfH@ z_xFn=rBE!{*I}cq}_s&_f&MJU+w>kZChDsDXjBS$Y_Z5H4$Qya;AIG_c zzBUezKB-QLQH}AuIedJ2o%y$>yInf{@4xzgd~imjwy0LKeY(v!iLUW#Zc9cjON#ZM zeW}b%JvS`qukNpXUGD2{NP4J5tp4<;aw0cSKmPJSnC`a;9lP`wC0BWfc^7$AzDs{h zv~Mrx`F^>u#7wIG+H~S$w&K!B>Op^k=g)(6tV`#(KF|i&=jwj5`k5mQUH4U2fA>F3sec!MVTa31=%J+{C zzL+cZdR_2s@vfpIgX{(Io4b6SFao?7I7!%RY9XvlSQAR@$YA4 zr>2Z-t&(lixSL(-q<(xUk7u3F8`3;>TuUKGPFJeKZ?3o7h=_KpO9@N1x6PmBuyIc6 z^Q#`C?lqr%+OufNjc4a$?t0|qf@MBO%88DQt3B2B6}G)oXI1)Lh#r~OS}uG0{ROl1 znw3?qHJ3I^*AyO?;{;s`^mpI0Vd=8PwnL)t%~Zab#pFd^OXCwSj4oLb-o2l4*>g*_c0l2n!r?Yvi~8Y5(Q>E1 z57>B1&a$pojapaTPY&o6x=aqfI+1r-EWUM0VME-m%s{uoqcZbTqGGf@r)4~-jJ+Fe zX7nI(vd+p^@7ms6%YObQy87(zhxM=fHhYPz<7hv9uiG51Gj8GNks;SqFS;Z-D|tLV zdSrK6eZl1d<@=3dYBR65RK_pVJ#eqJ%G5IRx4=~RUAs~DSIv-q-ANtG7iAe1-!@9; zshqZJZwjig@msrMEO9@v&Tnt_$u+l6{Z;=Xfoj-3zeGc`Wq9qlovjC#YyY8mxbEWa zsI?hZ1vVG*V&|rcdDoqqDQXp*rIDD{rj`@;chs!tbc;QH3XPe!txs>;QJy_c!(Kk2 zbc0Nq=Z>B4n-2Op&0OeU=e1^cT!60Vl6Bu&qHg+|&-91-5{Ek7Um&4lcSBX%Y z$F?HtkM(R7`E((tyU1$dH=Pc}BVUF;f7NMx(o^$OX1`Q< zMU-q-HgD0hNtj%L+2d2?_=@(hP$`=yBm3Nr znR%}9Za>)GTKU>erfC{z+tXWnIH1bF$!tW(kxP>CCOmc7H@oyDt5)p<_ha{8AGZIq zp4StDZF|er{vJDWs?MslQ$$|mJ+k}qsWMVQHBiIp&HCN@9~)gAc}+6L{`sgAU$rta z56H!Tv)#Bfy(vnowaz;1;B2J=!vwLrbxWsM-ZK9y{=>ceL`umtw(5YPm|w>nO`klU zaIgD`3u=6n2AmamA6H+v?sC7(*0n|XNusXCp6(+%O4L_A8l|F`QBkWHEH>aTwZ+5Z z_UQfdC7azIY%owyaqjf(Y8&=;=!T6)}mSPrjMy ztl-?BUcf&N%$^&lQFL~AndtYER=%@;Oq5iUDBjsKYhp{IgSO5G-h-~fK#f`G;TW9R zsQlNi_2(n*JiSIF4w!pwbBnsO-0FFWau<1ZyHD~lqniH0nd9DA+4%o9XMO19RqNkz zF6O%;dUNMQXy6*l9?yW@`z?XJX8U#U{liz@gxZ_wq2zRTiE X5&p|jK&gftDhaP9n>sg)J0$WymCqV_ From ad4503ae5d0a4dea8d40bfa44fe46af03f4d41fb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 18:45:44 +0200 Subject: [PATCH 107/331] Change layerIsHorizontal to backLayerIsHorizontal --- DetDescr/include/DetDescr/HcalGeometry.h | 6 +++--- DetDescr/src/DetDescr/HcalGeometry.cxx | 16 ++++++++-------- 2 files changed, 11 insertions(+), 11 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 76cd07278..e35c5612d 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -83,10 +83,10 @@ class HcalGeometry : public framework::ConditionsObject { } /** Check whether a given layer corresponds to a horizontal (scintillator - * length along the x-axis) or vertical layer. See the horizontal_parity_ - * member for details. + * length along the x-axis) or vertical layer in the back HCal. See the + * back_horizontal_parity_ member for details. */ - bool layerIsHorizontal(const int layer) const { + bool backLayerIsHorizontal(const int layer) const { return layer % 2 == back_horizontal_parity_; } /** diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 20271af5c..fa75dced5 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -8,7 +8,7 @@ namespace ldmx { -HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) +HcalGeometry::HcalGeometry(const framework::config::Parameters &ps) : framework::ConditionsObject(HcalGeometry::CONDITIONS_OBJECT_NAME) { scint_thickness_ = ps.getParameter("scint_thickness"); scint_width_ = ps.getParameter("scint_width"); @@ -19,7 +19,7 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) ecal_dx_ = ps.getParameter("ecal_dx"); ecal_dy_ = ps.getParameter("ecal_dy"); verbose_ = ps.getParameter("verbose"); - back_horizontal_parity_ = ps.getParameter("horizontal_parity"); + back_horizontal_parity_ = ps.getParameter("back_horizontal_parity"); side_3d_readout_ = ps.getParameter("side_3d_readout"); auto detectors_valid = @@ -147,7 +147,7 @@ void HcalGeometry::buildStripPositionMap() { half_total_width_. The x(y) position is set to the center of the strip (0). */ - if (layerIsHorizontal(layer)) { + if (backLayerIsHorizontal(layer)) { y = stripcenter - getZeroStrip(section, layer); x = 0; } else { @@ -199,9 +199,9 @@ void HcalGeometry::buildStripPositionMap() { TVector3 pos; pos.SetXYZ(x, y, z); strip_position_map_[ldmx::HcalID(section, layer, strip)] = pos; - } // loop over strips - } // loop over layers - } // loop over sections -} // strip position map + } // loop over strips + } // loop over layers + } // loop over sections +} // strip position map -} // namespace ldmx +} // namespace ldmx From 15b7dd40c23b72738577b8f2604694d7409dd2e2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 18:46:07 +0200 Subject: [PATCH 108/331] Put HcalSection entries in the expected order Note: This does NOT change the values! --- DetDescr/include/DetDescr/HcalID.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DetDescr/include/DetDescr/HcalID.h b/DetDescr/include/DetDescr/HcalID.h index 39ed48fce..88cdb0596 100644 --- a/DetDescr/include/DetDescr/HcalID.h +++ b/DetDescr/include/DetDescr/HcalID.h @@ -21,7 +21,7 @@ class HcalID : public HcalAbstractID { /** * Encodes the section of the HCal based on the 'section' field value. */ - enum HcalSection { BACK = 0, TOP = 1, BOTTOM = 2, LEFT = 4, RIGHT = 3 }; + enum HcalSection { BACK = 0, TOP = 1, BOTTOM = 2, RIGHT = 3, LEFT = 4 }; static const RawValue SECTION_MASK{0x7}; // space for up to 7 sections static const RawValue SECTION_SHIFT{18}; From 328e0aea581bba8a69a9b0a23169e12532e7899b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 18:46:51 +0200 Subject: [PATCH 109/331] Apply the back renaming to the python config --- DetDescr/python/HcalGeometry.py | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index f909a854e..4f6c8bb83 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -38,8 +38,8 @@ class HcalReadoutGeometry: Used in the regular geometry to describe the dimensions of the Ecal. Since there is no Ecal in the prototype geometry, these are both set to 0. - horizontal_parity: - Layers with odd parity (1) are horizontal on the x-axis + back_horizontal_parity: + Layers with odd parity (1) are horizontal on the x-axis in the back HCal """ def __init__(self): @@ -59,7 +59,7 @@ def __init__(self): self.ecal_dy = 0.0 self.num_sections = 0 self.verbose = 0 - self.horizontal_parity = 1 + self.back_horizontal_parity = 1 self.side_3d_readout = 0 def __str__(self): @@ -184,8 +184,8 @@ def make_v13(self): "ldmx-det-v11", ] # Layers with odd parity (1) are horizontal (scintillator bar length - # along the x-axis) - self.v13.horizontal_parity = 1 + # along the x-axis) in the back hcal + self.v13.back_horizontal_parity = 1 self.v13.side_3d_readout = 0 def make_v1_prototype(self): @@ -237,8 +237,8 @@ def make_v1_prototype(self): "ldmx-hcal-prototype-v1.0[.].*", ] # Layers with odd parity (1) are horizontal (scintillator bar length - # along the x-axis) - self.v1_prototype.horizontal_parity = 1 + # along the x-axis) in the back HCal + self.v1_prototype.back_horizontal_parity = 1 self.v1_prototype.side_3d_readout = 0 def make_v2_prototype(self): @@ -300,8 +300,8 @@ def make_v2_prototype(self): "ldmx-hcal-prototype-v2.0[.].*", ] # Layers with even parity (0) are horizontal (scintillator bar length - # along the x-axis) - self.v2_prototype.horizontal_parity = 0 + # along the x-axis) in the back HCal + self.v2_prototype.back_horizontal_parity = 0 self.v2_prototype.side_3d_readout = 0 def make_v14(self): @@ -387,7 +387,7 @@ def make_v14(self): self.v14.side_3d_readout = 1 self.v14.side_num_modules = side_hcal_numModules # In back hcal: odd layers are horizontal, even layers are vertical - self.v14.horizontal_parity = 1 + self.v14.back_horizontal_parity = 1 # In side hcal: odd layers have strips oriented in z zero_strip_odd = [ -ecal_side_dx / 2.0, From 32549e5824ad3c04a2b747a71bf2862c91e4a2bf Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 18:48:34 +0200 Subject: [PATCH 110/331] First attempt at a rotate function --- DetDescr/include/DetDescr/HcalGeometry.h | 44 +++++++-- DetDescr/src/DetDescr/HcalGeometry.cxx | 115 ++++++++++++++--------- 2 files changed, 108 insertions(+), 51 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index e35c5612d..8fa6d3698 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -32,14 +32,14 @@ class HcalGeometryProvider; * */ class HcalGeometry : public framework::ConditionsObject { - public: +public: /** * Conditions object: * The name of the python configuration calling this class * (Hcal/python/HcalGeometry.py) needs to match the CONDITIONS_OBJECT_NAME * exactly. */ - static constexpr const char* CONDITIONS_OBJECT_NAME{"HcalGeometry"}; + static constexpr const char *CONDITIONS_OBJECT_NAME{"HcalGeometry"}; /** * Encodes the orientation of a bar. @@ -60,8 +60,8 @@ class HcalGeometry : public framework::ConditionsObject { */ ~HcalGeometry() = default; - ScintillatorOrientation getScintillatorOrientation( - const ldmx::HcalID id) const; + ScintillatorOrientation + getScintillatorOrientation(const ldmx::HcalID id) const; /** * Get a strip center position from a combined hcal ID. @@ -164,13 +164,39 @@ class HcalGeometry : public framework::ConditionsObject { */ bool isPrototype() const { return is_prototype_; } - private: + /** + * Coordinates that are given by Geant4 are typically global. These can be + * transformed into corresponding local coordinates of a volume with a + * TopTransform. However, a TopTransform translates to the local bar but does + * not do the rotation (this is because we don't do a rotation when placing + * the bars in the GDML). This is used primarily for recording pre and post + * step positions in local coordinates of the volume in HcalSD. + * + * the logic below does the rotation to the local coordiates where + * x : short transverse side of bar + * y : long transverse side of bar + * z : along length of bar + * + * @note This logic only applies to the v14 and prototype detector; however, + * support for v12 is not broken because no studies using these pre/post step + * positions have been (or should be) done with the v12 detector. + / + * @note: The native position type in Geant4 is typically a G4ThreeVector, + * which is a typedef for a CLHEP::Hep3Vector. However, DetDescr currently + * does not have a dependency on Geant4/CLHEP so we are taking the position + * as a vector of floats (which is what is used by SimCalorimeterHit) + **/ + std::vector + rotateGlobalToLocalBarPosition(const std::vector &globalPosition, + const ldmx::HcalID &id) const; + +private: /** * Class constructor, for use only by the provider * * @param ps Parameters to configure the HcalGeometry */ - HcalGeometry(const framework::config::Parameters& ps); + HcalGeometry(const framework::config::Parameters &ps); friend class hcal::HcalGeometryProvider; /** @@ -203,7 +229,7 @@ class HcalGeometry : public framework::ConditionsObject { } } - private: +private: /// Parameters that apply to all types of geometries /// Verbosity, not configurable but helpful if developing int verbose_{0}; @@ -232,7 +258,7 @@ class HcalGeometry : public framework::ConditionsObject { // Defines what parity (0/1, i.e. even/odd parity) of a layer number in the // geometry that corresponds to a horizontal layer (scintillator bar length - // along the x-axis). + // along the x-axis) in the back HCal. int back_horizontal_parity_{}; // 3D readout for side Hcal @@ -256,6 +282,6 @@ class HcalGeometry : public framework::ConditionsObject { std::map strip_position_map_; }; -} // namespace ldmx +} // namespace ldmx #endif diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index fa75dced5..59d905f58 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -45,55 +45,86 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters &ps) } } -HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( - const ldmx::HcalID id) const { +std::vector HcalGeometry::rotateGlobalToLocalBarPosition( + const std::vector &globalPosition, const ldmx::HcalID &id) const { + const auto orientation{getScintillatorOrientation(id)}; + switch (id.section()) { + case ldmx::HcalID::HcalSection::BACK: + switch (orientation) { + case ScintillatorOrientation::horizontal: + return {globalPosition[2], globalPosition[1], globalPosition[0]}; + case ScintillatorOrientation::vertical: + return {globalPosition[2], globalPosition[0], globalPosition[1]}; + } + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + switch (orientation) { + case ScintillatorOrientation::horizontal: + return {globalPosition[1], globalPosition[2], globalPosition[0]}; + case ScintillatorOrientation::depth: + return {globalPosition[1], globalPosition[0], globalPosition[2]}; + } + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + switch (orientation) { + case ScintillatorOrientation::vertical: + return {globalPosition[0], globalPosition[2], globalPosition[1]}; + case ScintillatorOrientation::depth: + return globalPosition; + } + } +} + +HcalGeometry::ScintillatorOrientation +HcalGeometry::getScintillatorOrientation(const ldmx::HcalID id) const { if (hasSide3DReadout()) { // v14 or later detector switch (id.section()) { - case ldmx::HcalID::HcalSection::TOP: - case ldmx::HcalID::HcalSection::BOTTOM: - // Odd layers are in z/depth direction, even are in the x/horizontal - // direction - return id.layer() % 2 == 0 ? ScintillatorOrientation::horizontal - : ScintillatorOrientation::depth; - - case ldmx::HcalID::HcalSection::LEFT: - case ldmx::HcalID::HcalSection::RIGHT: - // Odd layers are in the z/depth direction, even are in the y/vertical - // direction - return id.layer() % 2 == 0 ? ScintillatorOrientation::vertical - : ScintillatorOrientation::depth; - case ldmx::HcalID::HcalSection::BACK: - // Configurable - return id.layer() % 2 == back_horizontal_parity_ - ? ScintillatorOrientation::horizontal - : ScintillatorOrientation::vertical; - } // V14 or later detector - if (isPrototype()) { - // The prototype only has the back section. However, the orientation - // depends on the configuration so we delegate to the - // back_horizontal_parity parameter + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + // Odd layers are in z/depth direction, even are in the x/horizontal + // direction + return id.layer() % 2 == 0 ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::depth; + + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + // Odd layers are in the z/depth direction, even are in the y/vertical + // direction + return id.layer() % 2 == 0 ? ScintillatorOrientation::vertical + : ScintillatorOrientation::depth; + case ldmx::HcalID::HcalSection::BACK: + // Configurable return id.layer() % 2 == back_horizontal_parity_ ? ScintillatorOrientation::horizontal : ScintillatorOrientation::vertical; - } // Prototype detector - // v13/v12 - switch (id.section()) { - // For the v13 side hcal, the bars in each section have the same - // orientation - case ldmx::HcalID::HcalSection::TOP: - case ldmx::HcalID::HcalSection::BOTTOM: - return ScintillatorOrientation::horizontal; - case ldmx::HcalID::HcalSection::LEFT: - case ldmx::HcalID::HcalSection::RIGHT: - return ScintillatorOrientation::vertical; - case ldmx::HcalID::HcalSection::BACK: - // Configurable - return id.layer() % 2 == back_horizontal_parity_ - ? ScintillatorOrientation::horizontal - : ScintillatorOrientation::vertical; - } // v13/v12 detector + } // V14 or later detector } + if (isPrototype()) { + + // The prototype only has the back section. However, the orientation + // depends on the configuration so we delegate to the + // back_horizontal_parity parameter + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // Prototype detector + // v13/v12 + switch (id.section()) { + // For the v13 side hcal, the bars in each section have the same + // orientation + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + return ScintillatorOrientation::horizontal; + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + return ScintillatorOrientation::vertical; + case ldmx::HcalID::HcalSection::BACK: + // Configurable + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // v13/v12 detector } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From 791d6f1620441efbe9356288cfb7ad0dc441d8c4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:08:21 +0200 Subject: [PATCH 111/331] Update submodules --- Hcal | 2 +- SimCore | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/Hcal b/Hcal index c1076e713..7b6a87b3f 160000 --- a/Hcal +++ b/Hcal @@ -1 +1 @@ -Subproject commit c1076e713f3a1289f74a28118b19055c97aed1ce +Subproject commit 7b6a87b3fc19a34efcce4cb4f344f2ceda375759 diff --git a/SimCore b/SimCore index e3c8bdc6c..2b3b2ca64 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit e3c8bdc6ceb824979e0786a9295836e14e999a3b +Subproject commit 2b3b2ca64229419f3c30582b32df0434aa5f9acc From ce7090d8c337d10346a47cca240e18df69e91d46 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:34:44 +0200 Subject: [PATCH 112/331] Update v13 side hcal config to use correct length --- DetDescr/python/HcalGeometry.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 4f6c8bb83..99f62c8f5 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -125,8 +125,15 @@ def make_v13(self): self.v13.scint_width = 50.0 back_scint_length = 3100.0 - side_TB_scint_length = back_scint_length - 600. #TODO/FIXME Dummy value - side_LR_scint_length = back_scint_length - 800. #TODO/FIXME Dummy value + # See https://github.com/LDMX-Software/ldmx-sw/blob/trunk/Detectors/data/ldmx-det-v13/hcal.gdml#L21 + # and https://github.com/LDMX-Software/ldmx-sw/blob/trunk/Detectors/data/ldmx-det-v13/hcal.gdml#L177 + # and the corresponding discussion https://github.com/LDMX-Software/ldmx-sw/pull/1135#discussion_r1178068211 + side_TB_scint_length = 1944 + + # See https://github.com/LDMX-Software/ldmx-sw/blob/trunk/Detectors/data/ldmx-det-v13/hcal.gdml#L22 + # and https://github.com/LDMX-Software/ldmx-sw/blob/trunk/Detectors/data/ldmx-det-v13/hcal.gdml#L181 + # and the corresponding discussion https://github.com/LDMX-Software/ldmx-sw/pull/1135#discussion_r1178070801 + side_LR_scint_length = 1832 self.v13.scint_length = [[back_scint_length for layer in range(self.v13.num_layers[0])], [side_TB_scint_length for layer in range(self.v13.num_layers[1])], [side_TB_scint_length for layer in range(self.v13.num_layers[2])], From 4620c676739a364fcd63f58f464d5dc3cc0f5fa1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:35:03 +0200 Subject: [PATCH 113/331] Comment on why we start layer/section at 1 --- DetDescr/python/HcalGeometry.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 99f62c8f5..8f2921e65 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -411,7 +411,9 @@ def make_v14(self): for s in range(side_hcal_numSections): for m in range(self.v14.side_num_modules): for l in range(side_hcal_numLayers[m] * 2): + # Layer numbering starts at 1 layer = l + 1 + # The back hcal (section 0) has already been handled section_index = s + 1 layer_index = l + side_hcal_numPrevLayers[m] * 2 if layer % 2 == 0: From c63f46aaf03245c443ca9d9d2c3ecc15a15203d2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:35:57 +0200 Subject: [PATCH 114/331] Use orientation rather than layer % --- DetDescr/src/DetDescr/HcalGeometry.cxx | 20 ++++++++++++++------ 1 file changed, 14 insertions(+), 6 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 59d905f58..847e9d171 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -152,6 +152,8 @@ void HcalGeometry::buildStripPositionMap() { ldmx::HcalID::HcalSection hcalsection = (ldmx::HcalID::HcalSection)section; + const ldmx::HcalID id{section, layer, strip}; + const auto orientation{getScintillatorOrientation(id)}; // the center of a layer: (layer-1) * (layer_thickness) + // scint_thickness/2 double layercenter = @@ -178,7 +180,7 @@ void HcalGeometry::buildStripPositionMap() { half_total_width_. The x(y) position is set to the center of the strip (0). */ - if (backLayerIsHorizontal(layer)) { + if (orientation == ScintillatorOrientation::horizontal) { y = stripcenter - getZeroStrip(section, layer); x = 0; } else { @@ -187,17 +189,19 @@ void HcalGeometry::buildStripPositionMap() { } } else { /** - For side Hcal + For side Hcal before 3D readout - layers in y(x) - all layers have strips in x(y) for top-bottom (left-right) sections - all layers have strips occupying width of scintillator in z (e.g. - 50mm) For 3D readout: + 50mm) + For 3D readout: - odd layers have strips in z - even layers have strips in x(y) for top-bottom (left-right) sections - odd layers have strips occupying width of scintillator in x(y) - even layers have strips occupying width of scintillator in z */ - if (side_3d_readout_ && (layer % 2 == 1)) { + if (side_3d_readout_ && + orientation == ScintillatorOrientation::depth) { // z position: zero-strip + half-width (center_strip) of strip z = getZeroStrip(section, layer) + getHalfTotalWidth(section, layer); @@ -210,8 +214,10 @@ void HcalGeometry::buildStripPositionMap() { hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { y = zero_layer_.at(section) + layercenter; x = getHalfTotalWidth(section, layer); - if (side_3d_readout_ && layer % 2 == 1) + if (side_3d_readout_ && + orientation == ScintillatorOrientation::horizontal) { x = getZeroStrip(section, layer) + stripcenter; + } if (hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { y *= -1; x *= -1; @@ -219,8 +225,10 @@ void HcalGeometry::buildStripPositionMap() { } else { x = zero_layer_.at(section) + layercenter; y = getHalfTotalWidth(section, layer); - if (side_3d_readout_ && layer % 2 == 1) + if (side_3d_readout_ && + orientation == ScintillatorOrientation::vertical) { y = getZeroStrip(section, layer) + stripcenter; + } if (hcalsection == ldmx::HcalID::HcalSection::RIGHT) { x *= -1; y *= -1; From 2819868cf0b12afac4773b0c441ab06b366676db Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:36:08 +0200 Subject: [PATCH 115/331] Comment on layer indexing --- DetDescr/include/DetDescr/HcalGeometry.h | 1 + 1 file changed, 1 insertion(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 8fa6d3698..69b0357fc 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -97,6 +97,7 @@ class HcalGeometry : public framework::ConditionsObject { * @return half total width [mm] */ double getHalfTotalWidth(int isection, int layer = 1) const { + // Layer numbering starts at 1, but a vector is zero-indexed auto layer_index = layer - 1; return half_total_width_.at(isection).at(layer_index); } From f8c4973bb0762425508d7a96b018bee713e7b3a3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:49:38 +0100 Subject: [PATCH 116/331] Apply clang format --- DQM/include/DQM/HCalDQM.h | 1 - DQM/src/DQM/HCalDQM.cxx | 16 ++++++++-------- 2 files changed, 8 insertions(+), 9 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 0eb45591d..7ca34c421 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -17,7 +17,6 @@ #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" #include "Framework/EventProcessor.h" - #include "Tools/AnalysisUtils.h" namespace dqm { diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 885cb8089..dc05bfe93 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -1,11 +1,10 @@ #include "DQM/HCalDQM.h" +#include "DetDescr/HcalID.h" #include "Hcal/Event/HcalHit.h" #include "Hcal/Event/HcalVetoResult.h" -#include "DetDescr/HcalID.h" - namespace dqm { HCalDQM::HCalDQM(const std::string& name, framework::Process& process) @@ -21,7 +20,8 @@ void HCalDQM::analyze(const framework::Event& event) { static const float pe_veto_threshold{5.}; // Get the collection of HCalDQM digitized hits if the exists - const auto& hcalHits{event.getCollection(rec_coll_name_,rec_pass_name_)}; + const auto& hcalHits{ + event.getCollection(rec_coll_name_, rec_pass_name_)}; float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; float maxPE{-1}, maxPETime{-1}; @@ -41,15 +41,16 @@ void HCalDQM::analyze(const framework::Event& event) { total_back_pe += hit.getPE(); } - histograms_.fill(section+"_pe:layer", hit.getPE(), id.layer()); - histograms_.fill(section+"_layer:strip", id.layer(), id.strip()); + histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); + histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); /** * Get earliest (min time) non-noise (time > -999.ns) hit * above the PE veto threshold. */ - if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and hit.getTime() < minTime) { - minTime = hit.getTime(); + if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and + hit.getTime() < minTime) { + minTime = hit.getTime(); minTimePE = hit.getPE(); } @@ -72,7 +73,6 @@ void HCalDQM::analyze(const framework::Event& event) { histograms_.fill("max_pe:time", maxPE, maxPETime); histograms_.fill("min_time_hit_above_thresh", minTime); histograms_.fill("min_time_hit_above_thresh:pe", minTimePE, minTime); - } } // namespace dqm From 5c0f5a0b93b2fbd12cd73a8b533955c700ba58dc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:50:01 +0100 Subject: [PATCH 117/331] Don't hard-code threshold --- DQM/include/DQM/HCalDQM.h | 3 +++ DQM/python/dqm.py | 7 ++++--- DQM/src/DQM/HCalDQM.cxx | 4 +--- 3 files changed, 8 insertions(+), 6 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 7ca34c421..3093c9f95 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -55,6 +55,9 @@ class HCalDQM : public framework::Analyzer { /// Hcal Veto pass name std::string veto_pass_; + + // Veto threshold for photo-electrons + float pe_veto_threshold; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 7bfc6597d..9ea5e8acc 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -106,9 +106,10 @@ class HCalDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.HCalDQM() ) """ - def __init__(self,name="hcal_dqm") : + def __init__(self,name="hcal_dqm", pe_threshold=5) : super().__init__(name,'dqm::HCalDQM','DQM') + self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' @@ -140,10 +141,10 @@ def __init__(self,name="hcal_dqm") : "Max Photoelectrons in an HCal Module", 1500, 0, 1500, "HCal max PE hit time (ns)", 1500, 0, 1500) self.build1DHistogram("min_time_hit_above_thresh", - "Earliest time of HCal hit above threshold (ns)", 1600, -100, 1500) + f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) self.build2DHistogram("min_time_hit_above_thresh:pe", "Photoelectrons in an HCal Module", 1500, 0, 1500, - "Earliest time of HCal hit above threshold (ns)", 1600, -100, 1500) + f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) class HCalRawDigi(ldmxcfg.Analyzer) : def __init__(self, input_name) : diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index dc05bfe93..a4b48733c 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -13,12 +13,10 @@ HCalDQM::HCalDQM(const std::string& name, framework::Process& process) void HCalDQM::configure(framework::config::Parameters& ps) { rec_coll_name_ = ps.getParameter("rec_coll_name"); rec_pass_name_ = ps.getParameter("rec_pass_name"); + pe_veto_threshold = ps.getParameter("pe_threshold"); } void HCalDQM::analyze(const framework::Event& event) { - // hard-code PE threshold because I'm lazy - static const float pe_veto_threshold{5.}; - // Get the collection of HCalDQM digitized hits if the exists const auto& hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; From 210c856d0b9064aceccc81c91c2276359150e048 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:17:03 +0100 Subject: [PATCH 118/331] Helper function for making 1 histogram per section --- DQM/python/dqm.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 9ea5e8acc..98ea49aa0 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -106,6 +106,12 @@ class HCalDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.HCalDQM() ) """ + def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): + for section in self.section_names: + self.build1DHistogram(f'{section}_{name}', xlabel.format(section), + nbins, xmin, xmax) + + def __init__(self,name="hcal_dqm", pe_threshold=5) : super().__init__(name,'dqm::HCalDQM','DQM') From a19e58ec1c8910fa92ae4dc666cd0d4838d32441 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:17:30 +0100 Subject: [PATCH 119/331] Section names --- DQM/python/dqm.py | 1 + 1 file changed, 1 insertion(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 98ea49aa0..570b13a5c 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -115,6 +115,7 @@ def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): def __init__(self,name="hcal_dqm", pe_threshold=5) : super().__init__(name,'dqm::HCalDQM','DQM') + self.section_names = ['back', 'top', 'bottom', 'left', 'right'] self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' From ea28c5c22dd28a60bfa3552c5116a57bf85b8884 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:20:20 +0100 Subject: [PATCH 120/331] PE histograms --- DQM/python/dqm.py | 10 +++++++--- DQM/src/DQM/HCalDQM.cxx | 39 +++++++++++++++++++++++++++++---------- 2 files changed, 36 insertions(+), 13 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 570b13a5c..ab2a3bf38 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -121,7 +121,10 @@ def __init__(self,name="hcal_dqm", pe_threshold=5) : self.rec_pass_name = '' # every hit in hcal - self.build1DHistogram("pe", "Photoelectrons in an HCal Module", 1500, 0, 1500) + self.build1DHistogram("pe", "Photoelectrons in a the HCal", 1500, 0, 1500) + self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', + 1500, 0, 1500) + self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) self.build2DHistogram("back_pe:layer", "Photoelectrons in a Back HCal Layer",10,0,10, @@ -139,8 +142,9 @@ def __init__(self,name="hcal_dqm", pe_threshold=5) : # once per event self.build1DHistogram("n_hits", "HCal hit multiplicity", 300, 0, 300) self.build1DHistogram("total_pe", "Total Photoelectrons", 3000, 0, 3000) - self.build1DHistogram("back_total_pe", "Total Photoelectrons in Back", 3000, 0, 3000) - self.build1DHistogram("max_pe", + self.build_submodule_histograms('total_pe', 'Total Photoelectrons in the {} section of the Hcal', + 3000, 0, 3000) + self.build1DHistogram("max_pe", "Max Photoelectrons in an HCal Module", 1500, 0, 1500) self.build1DHistogram("hit_time_max_pe", "Max PE hit time (ns)", 1600, -100, 1500) diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index a4b48733c..ef77b002e 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -23,24 +23,39 @@ void HCalDQM::analyze(const framework::Event& event) { float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; float maxPE{-1}, maxPETime{-1}; - + std::vector total_section_pe(5); // Loop through all HCal hits in the event // Get non-noise generated hits into new vector for sorting for (const ldmx::HcalHit& hit : hcalHits) { ldmx::HcalID id(hit.getID()); - histograms_.fill("pe", hit.getPE()); - histograms_.fill("hit_time", hit.getTime()); - totalPE += hit.getPE(); std::string section{"side"}; - if (id.section() == ldmx::HcalID::HcalSection::BACK) { - section = "back"; - total_back_pe += hit.getPE(); + switch (id.section()) { + case ldmx::HcalID::HcalSection::BACK: + section = "back"; + break; + case ldmx::HcalID::HcalSection::TOP: + section = "top"; + break; + case ldmx::HcalID::HcalSection::BOTTOM: + section = "bottom"; + break; + case ldmx::HcalID::HcalSection::LEFT: + section = "left"; + break; + case ldmx::HcalID::HcalSection::RIGHT: + section = "right"; + break; } + histograms_.fill("pe", hit.getPE()); + histograms_.fill("hit_time", hit.getTime()); + histograms_.fill(section + "_pe", hit.getPE()); - histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); - histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); + totalPE += hit.getPE(); + total_section_pe[id.section()] += hit.getPE(); + // histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); + // histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); /** * Get earliest (min time) non-noise (time > -999.ns) hit @@ -65,7 +80,11 @@ void HCalDQM::analyze(const framework::Event& event) { // let's fill our once-per-event histograms histograms_.fill("n_hits", hcalHits.size()); histograms_.fill("total_pe", totalPE); - histograms_.fill("back_total_pe", total_back_pe); + histograms_.fill("back_total_pe", total_section_pe[0]); + histograms_.fill("top_total_pe", total_section_pe[1]); + histograms_.fill("bottom_total_pe", total_section_pe[2]); + histograms_.fill("left_total_pe", total_section_pe[3]); + histograms_.fill("right_total_pe", total_section_pe[4]); histograms_.fill("max_pe", maxPE); histograms_.fill("hit_time_max_pe", maxPETime); histograms_.fill("max_pe:time", maxPE, maxPETime); From 2cce45c5a5f0aa99c4e709145d303910454935bb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:20:37 +0100 Subject: [PATCH 121/331] Layer number histograms --- DQM/python/dqm.py | 4 ++++ DQM/src/DQM/HCalDQM.cxx | 2 ++ 2 files changed, 6 insertions(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index ab2a3bf38..9a396e65b 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -125,6 +125,10 @@ def __init__(self,name="hcal_dqm", pe_threshold=5) : self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', 1500, 0, 1500) + + self.build1DHistogram('layer', 'Layer number', 100, 0, 100) + self.build_submodule_histograms('layer', 'Layer number in {} section', 100, 0, 100) + self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) self.build2DHistogram("back_pe:layer", "Photoelectrons in a Back HCal Layer",10,0,10, diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index ef77b002e..f0da04349 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -50,7 +50,9 @@ void HCalDQM::analyze(const framework::Event& event) { } histograms_.fill("pe", hit.getPE()); histograms_.fill("hit_time", hit.getTime()); + histograms_.fill("layer", id.layer()); histograms_.fill(section + "_pe", hit.getPE()); + histograms_.fill(section + "_layer", id.layer()); totalPE += hit.getPE(); total_section_pe[id.section()] += hit.getPE(); From 38c52d78f5171f3881577e890909eef0ad2b2253 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 15:54:15 +0200 Subject: [PATCH 122/331] Start over with Hcal DQM --- DQM/include/DQM/HCalDQM.h | 16 ++-- DQM/python/dqm.py | 159 ++++++++++++++++++++++---------------- DQM/src/DQM/HCalDQM.cxx | 152 +++++++++++++++++++----------------- 3 files changed, 182 insertions(+), 145 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 3093c9f95..6b1079330 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -22,9 +22,9 @@ namespace dqm { class HCalDQM : public framework::Analyzer { - public: +public: /** Constructor */ - HCalDQM(const std::string& name, framework::Process& process); + HCalDQM(const std::string &name, framework::Process &process); /** Destructor */ ~HCalDQM() {} @@ -34,16 +34,16 @@ class HCalDQM : public framework::Analyzer { * * @param parameters Set of parameters used to configure this processor. */ - void configure(framework::config::Parameters& parameters) final override; + void configure(framework::config::Parameters ¶meters) final override; /** * Process the event and make histograms ro summaries. * * @param event The event to analyze. */ - void analyze(const framework::Event& event); + void analyze(const framework::Event &event); - private: +private: /// Hcal Rec Hits collection name std::string rec_coll_name_; @@ -58,8 +58,10 @@ class HCalDQM : public framework::Analyzer { // Veto threshold for photo-electrons float pe_veto_threshold; + std::vector section_names_; + int section_; }; -} // namespace dqm +} // namespace dqm -#endif // _DQM_HCAL_DQM_H_ +#endif // _DQM_HCAL_DQM_H_ diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 9a396e65b..0b5459b46 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -1,6 +1,97 @@ """Configuration for DQM analyzers""" from LDMX.Framework import ldmxcfg +class HCalDQM(ldmxcfg.Analyzer) : + """Configured HCalDQM python object + + Contains an instance of HCalDQM that + has already been configured. + + Builds the necessary histograms as well. + + Examples + -------- + from LDMX.DQM import dqm + p.sequence.append( dqm.HCalDQM() ) + """ + + def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): + for section in self.section_names: + self.build1DHistogram(f'{section}_{name}', xlabel.format(section), + nbins, xmin, xmax) + + + def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : + super().__init__(name,'dqm::HCalDQM','DQM') + + self.section_names = ['back', 'top', 'bottom', 'left', 'right'] + self.pe_threshold = float(pe_threshold) + self.rec_coll_name = 'HcalRecHits' + self.rec_pass_name = '' + self.section = section + + self.build1DHistogram("pe", "Photoelectrons in the {self.section_names[section]} HCal", 1500,0,1500) + # # every hit in hcal + # self.build1DHistogram("pe", "Photoelectrons in a the HCal", 1500, 0, 1500) + # self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', + # 1500, 0, 1500) + + + # self.build1DHistogram('layer', 'Layer number', 100, 0, 100) + # self.build_submodule_histograms('layer', 'Layer number in {} section', 100, 0, 100) + + # self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) + # self.build2DHistogram("back_pe:layer", + # "Photoelectrons in a Back HCal Layer",10,0,10, + # "Back HCal Layer",100,0,100) + # self.build2DHistogram("back_layer:strip", + # "Back HCal Layer",100,0,100, + # "Back HCal Strip",62,0,62) + # self.build2DHistogram("side_pe:layer", + # "Photoelectrons in a Side HCal Layer",10,0,10, + # "Side HCal Layer",20,0,20) + # self.build2DHistogram("side_layer:strip", + # "Side HCal Layer",20,0,20, + # "Side HCal Strip",30,0,30) + + # # once per event + # self.build1DHistogram("n_hits", "HCal hit multiplicity", 300, 0, 300) + # self.build1DHistogram("total_pe", "Total Photoelectrons", 3000, 0, 3000) + # self.build_submodule_histograms('total_pe', 'Total Photoelectrons in the {} section of the Hcal', + # 3000, 0, 3000) + # self.build1DHistogram("max_pe", + # "Max Photoelectrons in an HCal Module", 1500, 0, 1500) + # self.build1DHistogram("hit_time_max_pe", + # "Max PE hit time (ns)", 1600, -100, 1500) + # self.build2DHistogram("max_pe:time", + # "Max Photoelectrons in an HCal Module", 1500, 0, 1500, + # "HCal max PE hit time (ns)", 1500, 0, 1500) + # self.build1DHistogram("min_time_hit_above_thresh", + # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) + # self.build2DHistogram("min_time_hit_above_thresh:pe", + # "Photoelectrons in an HCal Module", 1500, 0, 1500, + # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) + +class HcalNeutronInefficiencyAnalyzer(ldmxcfg.Analyzer): + def __init__(self,name="HcalNeutronInefficiencyAnalyzer") : + super().__init__(name,'dqm::HcalNeutronInefficiencyAnalyzer','DQM') + + self.hcalSimHitColl = "HcalSimHits" + self.hcalSimHitPass = "" #use whatever pass is available + + self.hcalRecHitColl = "HcalRecHits" + self.hcalRecHitPass = "" #use whatever pass is available + + self.build1DHistogram("Inefficiency", "Inefficiency", 6000, 0., 6000.) + # self.build1DHistogram( "num_sim_hits_per_cell" , + # "Number SimHits per Hcal Cell (excluding empty rec cells)" , 20 , 0 , 20 ) + + # self.build1DHistogram( "total_rec_energy" , + # "Total Reconstructed Energy in Hcal [MeV]" , 800 , 0. , 8000. ) + + # self.build2DHistogram( "sim_edep__rec_amplitude" , + # "Simulated [MeV]" , 1000 , 0. , 50. , + # "Reconstructed [MeV]" , 1000 , 0. , 50. ) class EcalDigiVerify(ldmxcfg.Analyzer) : """Configured EcalDigiVerifier python object @@ -92,74 +183,6 @@ def __init__(self,name='sim_dqm',sim_pass='') : super().__init__(name,'dqm::SimObjects','DQM') self.sim_pass = sim_pass -class HCalDQM(ldmxcfg.Analyzer) : - """Configured HCalDQM python object - - Contains an instance of HCalDQM that - has already been configured. - - Builds the necessary histograms as well. - - Examples - -------- - from LDMX.DQM import dqm - p.sequence.append( dqm.HCalDQM() ) - """ - - def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): - for section in self.section_names: - self.build1DHistogram(f'{section}_{name}', xlabel.format(section), - nbins, xmin, xmax) - - - def __init__(self,name="hcal_dqm", pe_threshold=5) : - super().__init__(name,'dqm::HCalDQM','DQM') - - self.section_names = ['back', 'top', 'bottom', 'left', 'right'] - self.pe_threshold = float(pe_threshold) - self.rec_coll_name = 'HcalRecHits' - self.rec_pass_name = '' - - # every hit in hcal - self.build1DHistogram("pe", "Photoelectrons in a the HCal", 1500, 0, 1500) - self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', - 1500, 0, 1500) - - - self.build1DHistogram('layer', 'Layer number', 100, 0, 100) - self.build_submodule_histograms('layer', 'Layer number in {} section', 100, 0, 100) - - self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) - self.build2DHistogram("back_pe:layer", - "Photoelectrons in a Back HCal Layer",10,0,10, - "Back HCal Layer",100,0,100) - self.build2DHistogram("back_layer:strip", - "Back HCal Layer",100,0,100, - "Back HCal Strip",62,0,62) - self.build2DHistogram("side_pe:layer", - "Photoelectrons in a Side HCal Layer",10,0,10, - "Side HCal Layer",20,0,20) - self.build2DHistogram("side_layer:strip", - "Side HCal Layer",20,0,20, - "Side HCal Strip",30,0,30) - - # once per event - self.build1DHistogram("n_hits", "HCal hit multiplicity", 300, 0, 300) - self.build1DHistogram("total_pe", "Total Photoelectrons", 3000, 0, 3000) - self.build_submodule_histograms('total_pe', 'Total Photoelectrons in the {} section of the Hcal', - 3000, 0, 3000) - self.build1DHistogram("max_pe", - "Max Photoelectrons in an HCal Module", 1500, 0, 1500) - self.build1DHistogram("hit_time_max_pe", - "Max PE hit time (ns)", 1600, -100, 1500) - self.build2DHistogram("max_pe:time", - "Max Photoelectrons in an HCal Module", 1500, 0, 1500, - "HCal max PE hit time (ns)", 1500, 0, 1500) - self.build1DHistogram("min_time_hit_above_thresh", - f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) - self.build2DHistogram("min_time_hit_above_thresh:pe", - "Photoelectrons in an HCal Module", 1500, 0, 1500, - f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) class HCalRawDigi(ldmxcfg.Analyzer) : def __init__(self, input_name) : diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index f0da04349..abd752645 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -7,93 +7,105 @@ namespace dqm { -HCalDQM::HCalDQM(const std::string& name, framework::Process& process) +HCalDQM::HCalDQM(const std::string &name, framework::Process &process) : framework::Analyzer(name, process) {} -void HCalDQM::configure(framework::config::Parameters& ps) { +void HCalDQM::configure(framework::config::Parameters &ps) { rec_coll_name_ = ps.getParameter("rec_coll_name"); rec_pass_name_ = ps.getParameter("rec_pass_name"); pe_veto_threshold = ps.getParameter("pe_threshold"); + section_ = ps.getParameter("section"); + section_names_ = ps.getParameter>("section_names"); } -void HCalDQM::analyze(const framework::Event& event) { +void HCalDQM::analyze(const framework::Event &event) { // Get the collection of HCalDQM digitized hits if the exists - const auto& hcalHits{ + const auto &hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; - - float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; - float maxPE{-1}, maxPETime{-1}; - std::vector total_section_pe(5); - // Loop through all HCal hits in the event - // Get non-noise generated hits into new vector for sorting - for (const ldmx::HcalHit& hit : hcalHits) { + float totalPE{0}; + float maxPE{-1}; + float maxPETime{-1}; + for (const ldmx::HcalHit &hit : hcalHits) { ldmx::HcalID id(hit.getID()); - - - std::string section{"side"}; - switch (id.section()) { - case ldmx::HcalID::HcalSection::BACK: - section = "back"; - break; - case ldmx::HcalID::HcalSection::TOP: - section = "top"; - break; - case ldmx::HcalID::HcalSection::BOTTOM: - section = "bottom"; - break; - case ldmx::HcalID::HcalSection::LEFT: - section = "left"; - break; - case ldmx::HcalID::HcalSection::RIGHT: - section = "right"; - break; + if (id.section() != section_) { + continue; } + histograms_.fill("pe", hit.getPE()); - histograms_.fill("hit_time", hit.getTime()); - histograms_.fill("layer", id.layer()); - histograms_.fill(section + "_pe", hit.getPE()); - histograms_.fill(section + "_layer", id.layer()); + } - totalPE += hit.getPE(); - total_section_pe[id.section()] += hit.getPE(); - // histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); - // histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); + // float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; + // float maxPE{-1}, maxPETime{-1}; + // std::vector total_section_pe(5); + // // Loop through all HCal hits in the event + // // Get non-noise generated hits into new vector for sorting + // for (const ldmx::HcalHit &hit : hcalHits) { + // ldmx::HcalID id(hit.getID()); - /** - * Get earliest (min time) non-noise (time > -999.ns) hit - * above the PE veto threshold. - */ - if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and - hit.getTime() < minTime) { - minTime = hit.getTime(); - minTimePE = hit.getPE(); - } + // std::string section{"side"}; + // switch (id.section()) { + // case ldmx::HcalID::HcalSection::BACK: + // section = "back"; + // break; + // case ldmx::HcalID::HcalSection::TOP: + // section = "top"; + // break; + // case ldmx::HcalID::HcalSection::BOTTOM: + // section = "bottom"; + // break; + // case ldmx::HcalID::HcalSection::LEFT: + // section = "left"; + // break; + // case ldmx::HcalID::HcalSection::RIGHT: + // section = "right"; + // break; + // } + // histograms_.fill("pe", hit.getPE()); + // histograms_.fill("hit_time", hit.getTime()); + // histograms_.fill("layer", id.layer()); + // histograms_.fill(section + "_pe", hit.getPE()); + // histograms_.fill(section + "_layer", id.layer()); - /** - * Get PE value and time of hit - * with maximum PE deposited in event. - */ - if (hit.getPE() > maxPE) { - maxPE = hit.getPE(); - maxPETime = hit.getTime(); - } - } + // totalPE += hit.getPE(); + // total_section_pe[id.section()] += hit.getPE(); + // // histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); + // // histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); + + // /** + // * Get earliest (min time) non-noise (time > -999.ns) hit + // * above the PE veto threshold. + // */ + // if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and + // hit.getTime() < minTime) { + // minTime = hit.getTime(); + // minTimePE = hit.getPE(); + // } + + // /** + // * Get PE value and time of hit + // * with maximum PE deposited in event. + // */ + // if (hit.getPE() > maxPE) { + // maxPE = hit.getPE(); + // maxPETime = hit.getTime(); + // } + // } - // let's fill our once-per-event histograms - histograms_.fill("n_hits", hcalHits.size()); - histograms_.fill("total_pe", totalPE); - histograms_.fill("back_total_pe", total_section_pe[0]); - histograms_.fill("top_total_pe", total_section_pe[1]); - histograms_.fill("bottom_total_pe", total_section_pe[2]); - histograms_.fill("left_total_pe", total_section_pe[3]); - histograms_.fill("right_total_pe", total_section_pe[4]); - histograms_.fill("max_pe", maxPE); - histograms_.fill("hit_time_max_pe", maxPETime); - histograms_.fill("max_pe:time", maxPE, maxPETime); - histograms_.fill("min_time_hit_above_thresh", minTime); - histograms_.fill("min_time_hit_above_thresh:pe", minTimePE, minTime); + // // let's fill our once-per-event histograms + // histograms_.fill("n_hits", hcalHits.size()); + // histograms_.fill("total_pe", totalPE); + // histograms_.fill("back_total_pe", total_section_pe[0]); + // histograms_.fill("top_total_pe", total_section_pe[1]); + // histograms_.fill("bottom_total_pe", total_section_pe[2]); + // histograms_.fill("left_total_pe", total_section_pe[3]); + // histograms_.fill("right_total_pe", total_section_pe[4]); + // histograms_.fill("max_pe", maxPE); + // histograms_.fill("hit_time_max_pe", maxPETime); + // histograms_.fill("max_pe:time", maxPE, maxPETime); + // histograms_.fill("min_time_hit_above_thresh", minTime); + // histograms_.fill("min_time_hit_above_thresh:pe", minTimePE, minTime); } -} // namespace dqm +} // namespace dqm DECLARE_ANALYZER_NS(dqm, HCalDQM) From e49b6dc69446db32ffb54dfe1ae7c008a81b4b9e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 15:54:22 +0200 Subject: [PATCH 123/331] First attempt at a inefficiency analyzer --- DQM/include/DQM/HcalNeutronInefficiencyDQM.h | 59 ++++++++++++++++++++ DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx | 6 ++ 2 files changed, 65 insertions(+) create mode 100644 DQM/include/DQM/HcalNeutronInefficiencyDQM.h create mode 100644 DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx diff --git a/DQM/include/DQM/HcalNeutronInefficiencyDQM.h b/DQM/include/DQM/HcalNeutronInefficiencyDQM.h new file mode 100644 index 000000000..94e4e6a1f --- /dev/null +++ b/DQM/include/DQM/HcalNeutronInefficiencyDQM.h @@ -0,0 +1,59 @@ +#ifndef HCALNEUTRONINEFFICIENCYDQM_H +#define HCALNEUTRONINEFFICIENCYDQM_H +#include "Framework/Configure/Parameters.h" +#include "Framework/Event.h" +#include "Framework/EventProcessor.h" +#include "SimCore/Event/SimCalorimeterHit.h" +#include +#include +#include +namespace dqm { +class HcalNeutronInefficiencyAnalyzer : public framework::Analyzer { +public: + HcalNeutronInefficiencyAnalyzer(const std::string &name, + framework::Process &process) + : framework::Analyzer{name, process} {} + + void configure(framework::config::Parameters ¶meters) {} + bool hitPassesVeto(const ldmx::HcalHit &hit) { + return hit.getPE() > 0 && hit.getMinPE() > 0; + } + void analyze(const framework::Event &event) override { + const auto hcalSimHits = event.getCollection( + hcalSimHitsCollection_, hcalSimHitsPassName_); + const auto hcalRecHits = event.getCollection( + hcalRecHitsCollection_, hcalRecHitsPassName_); + + /* const auto hcalSimHits = + * event.getCollection(hcalSimHitsCollection_, + * hcalSimHitsPassName_); */ + + /* int firstLayerHit {9999}; */ + double firstHitZ{5500}; + + for (const auto hit : hcalRecHits) { + const ldmx::HcalID id{hit.getID()}; + if (id.section() != ldmx::HcalID::HcalSection::BACK) { + continue; + } + const auto z{hit.getZPos()}; + + if (hitPassesVeto(hit)) { + /* const auto& [x,y,z] {hit.getPosition()}; */ + if (z < firstHitZ) { + firstHitZ = z; + } + } + } + histograms_.fill("Inefficiency", firstHitZ); + } + + std::string hcalSimHitsCollection_{"HcalSimHits"}; + std::string hcalRecHitsCollection_{"HcalRecHits"}; + std::string hcalSimHitsPassName_{""}; + std::string hcalRecHitsPassName_{""}; +}; + +} // namespace dqm + +#endif /* HCALNEUTRONINEFFICIENCYDQM_H */ diff --git a/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx b/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx new file mode 100644 index 000000000..077775e18 --- /dev/null +++ b/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx @@ -0,0 +1,6 @@ + +#include "DQM/HcalNeutronInefficiencyDQM.h" + +namespace dqm {} + +DECLARE_ANALYZER_NS(dqm, HcalNeutronInefficiencyAnalyzer); From 8aea2ea400f8ab4ef5628d9db5dd1ef69d29d9f5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 16:46:24 +0200 Subject: [PATCH 124/331] Rename analyzer to not mention neutrons --- ...NeutronInefficiencyDQM.h => HcalInefficiencyDQM.h} | 11 +++++------ DQM/python/dqm.py | 6 +++--- DQM/src/DQM/HcalInefficiencyDQM.cxx | 6 ++++++ DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx | 6 ------ 4 files changed, 14 insertions(+), 15 deletions(-) rename DQM/include/DQM/{HcalNeutronInefficiencyDQM.h => HcalInefficiencyDQM.h} (84%) create mode 100644 DQM/src/DQM/HcalInefficiencyDQM.cxx delete mode 100644 DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx diff --git a/DQM/include/DQM/HcalNeutronInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h similarity index 84% rename from DQM/include/DQM/HcalNeutronInefficiencyDQM.h rename to DQM/include/DQM/HcalInefficiencyDQM.h index 94e4e6a1f..1757a59f5 100644 --- a/DQM/include/DQM/HcalNeutronInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -1,5 +1,5 @@ -#ifndef HCALNEUTRONINEFFICIENCYDQM_H -#define HCALNEUTRONINEFFICIENCYDQM_H +#ifndef HCALINEFFICIENCYDQM_H +#define HCALINEFFICIENCYDQM_H #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" #include "Framework/EventProcessor.h" @@ -8,10 +8,9 @@ #include #include namespace dqm { -class HcalNeutronInefficiencyAnalyzer : public framework::Analyzer { +class HcalInefficiencyAnalyzer : public framework::Analyzer { public: - HcalNeutronInefficiencyAnalyzer(const std::string &name, - framework::Process &process) + HcalInefficiencyAnalyzer(const std::string &name, framework::Process &process) : framework::Analyzer{name, process} {} void configure(framework::config::Parameters ¶meters) {} @@ -56,4 +55,4 @@ class HcalNeutronInefficiencyAnalyzer : public framework::Analyzer { } // namespace dqm -#endif /* HCALNEUTRONINEFFICIENCYDQM_H */ +#endif /* HCALINEFFICIENCYDQM_H */ diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 0b5459b46..f0db857b3 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -72,9 +72,9 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : # "Photoelectrons in an HCal Module", 1500, 0, 1500, # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) -class HcalNeutronInefficiencyAnalyzer(ldmxcfg.Analyzer): - def __init__(self,name="HcalNeutronInefficiencyAnalyzer") : - super().__init__(name,'dqm::HcalNeutronInefficiencyAnalyzer','DQM') +class HcalInefficiencyAnalyzer(ldmxcfg.Analyzer): + def __init__(self,name="HcalInefficiencyAnalyzer") : + super().__init__(name,'dqm::HcalInefficiencyAnalyzer','DQM') self.hcalSimHitColl = "HcalSimHits" self.hcalSimHitPass = "" #use whatever pass is available diff --git a/DQM/src/DQM/HcalInefficiencyDQM.cxx b/DQM/src/DQM/HcalInefficiencyDQM.cxx new file mode 100644 index 000000000..40b18120a --- /dev/null +++ b/DQM/src/DQM/HcalInefficiencyDQM.cxx @@ -0,0 +1,6 @@ + +#include "DQM/HcalInefficiencyDQM.h" + +namespace dqm {} + +DECLARE_ANALYZER_NS(dqm, HcalInefficiencyAnalyzer); diff --git a/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx b/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx deleted file mode 100644 index 077775e18..000000000 --- a/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx +++ /dev/null @@ -1,6 +0,0 @@ - -#include "DQM/HcalNeutronInefficiencyDQM.h" - -namespace dqm {} - -DECLARE_ANALYZER_NS(dqm, HcalNeutronInefficiencyAnalyzer); From f4074f09e4106caeba7fa86e1585a103c3c05d28 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 17:46:40 +0200 Subject: [PATCH 125/331] WIP --- DQM/include/DQM/HcalInefficiencyDQM.h | 21 +++++++++++++---- DQM/python/dqm.py | 34 +++++++++++++++++---------- DQM/src/DQM/HCalDQM.cxx | 9 ++++++- 3 files changed, 46 insertions(+), 18 deletions(-) diff --git a/DQM/include/DQM/HcalInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h index 1757a59f5..9cdd51b4c 100644 --- a/DQM/include/DQM/HcalInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -27,8 +27,10 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { * event.getCollection(hcalSimHitsCollection_, * hcalSimHitsPassName_); */ - /* int firstLayerHit {9999}; */ - double firstHitZ{5500}; + double firstHitZ{9999}; + double secondHitZ{9999}; + double firstHitLayer{200}; + double secondHitLayer{200}; for (const auto hit : hcalRecHits) { const ldmx::HcalID id{hit.getID()}; @@ -36,15 +38,26 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { continue; } const auto z{hit.getZPos()}; - + const auto layer{id.layer()}; if (hitPassesVeto(hit)) { - /* const auto& [x,y,z] {hit.getPosition()}; */ if (z < firstHitZ) { firstHitZ = z; + secondHitZ = firstHitZ; + } else if (z < secondHitZ) { + secondHitZ = z; + } + if (layer < firstHitLayer) { + secondHitLayer = firstHitLayer; + firstHitLayer = layer; + } else if (layer < secondHitLayer && layer != firstHitLayer) { + secondHitLayer = layer; } } } histograms_.fill("Inefficiency", firstHitZ); + histograms_.fill("TwoHitInefficiency", secondHitZ); + histograms_.fill("InefficiencyLayer", firstHitLayer); + histograms_.fill("TwoHitInefficiencyLayer", secondHitLayer); } std::string hcalSimHitsCollection_{"HcalSimHits"}; diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index f0db857b3..4818ebf1b 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -15,10 +15,6 @@ class HCalDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.HCalDQM() ) """ - def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): - for section in self.section_names: - self.build1DHistogram(f'{section}_{name}', xlabel.format(section), - nbins, xmin, xmax) def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : @@ -29,18 +25,25 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' self.section = section + section_name = self.section_names[section] - self.build1DHistogram("pe", "Photoelectrons in the {self.section_names[section]} HCal", 1500,0,1500) - # # every hit in hcal - # self.build1DHistogram("pe", "Photoelectrons in a the HCal", 1500, 0, 1500) - # self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', - # 1500, 0, 1500) + pe_bins = [1500, 0, 1500] + self.build1DHistogram("pe", + "Photoelectrons in the HCal ({section_name})", + *pe_bins) + self.build1DHistogram('hit_time', 'HCal hit time (ns) ({section_name})', + 1600, -100, 1500) + self.build1DHistogram("layer", "Layer number ({section_name})", + 100,0,100 + ) + # Once per event + self.build1DHistogram("total_pe", + "Total photoelectrons in the HCal ({section_name})", + *pe_bins) - # self.build1DHistogram('layer', 'Layer number', 100, 0, 100) - # self.build_submodule_histograms('layer', 'Layer number in {} section', 100, 0, 100) - # self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) + # # every hit in hcal # self.build2DHistogram("back_pe:layer", # "Photoelectrons in a Back HCal Layer",10,0,10, # "Back HCal Layer",100,0,100) @@ -82,7 +85,12 @@ def __init__(self,name="HcalInefficiencyAnalyzer") : self.hcalRecHitColl = "HcalRecHits" self.hcalRecHitPass = "" #use whatever pass is available - self.build1DHistogram("Inefficiency", "Inefficiency", 6000, 0., 6000.) + inefficiency_depth_bins = [6000, 0., 6000.] + inefficiency_layer_bins = [100, 0, 100] + self.build1DHistogram("Inefficiency", "Inefficiency; Entries; Depth [mm]", *inefficiency_depth_bins) + self.build1DHistogram("TwoHitInefficiency", "Inefficiency (2 hits); Entries; Depth [mm]", *inefficiency_depth_bins) + self.build1DHistogram("InefficiencyLayer", "Inefficiency; Entries; Layer", *inefficiency_layer_bins) + self.build1DHistogram("TwoHitInefficiencyLayer", "Inefficiency (2 hits); Entries; Layer", *inefficiency_layer_bins) # self.build1DHistogram( "num_sim_hits_per_cell" , # "Number SimHits per Hcal Cell (excluding empty rec cells)" , 20 , 0 , 20 ) diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index abd752645..32252f9bd 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -31,9 +31,16 @@ void HCalDQM::analyze(const framework::Event &event) { continue; } - histograms_.fill("pe", hit.getPE()); + const auto pe{hit.getPE()}; + const auto t{hit.getTime()}; + totalPE += pe; + + histograms_.fill("pe", pe); + histograms_.fill("hit_time", t); + histograms_.fill("layer", id.layer()); } + histograms_.fill("total_pe", totalPE); // float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; // float maxPE{-1}, maxPETime{-1}; // std::vector total_section_pe(5); From 49d34908ef08642db804f40e6fd6de1f14b169f6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 25 Apr 2023 15:39:41 +0200 Subject: [PATCH 126/331] Missing f-strings --- DQM/python/dqm.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 4818ebf1b..d3d239f14 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -29,18 +29,19 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : pe_bins = [1500, 0, 1500] self.build1DHistogram("pe", - "Photoelectrons in the HCal ({section_name})", + f"Photoelectrons in the HCal ({section_name})", *pe_bins) - self.build1DHistogram('hit_time', 'HCal hit time (ns) ({section_name})', + self.build1DHistogram('hit_time', f'HCal hit time (ns) ({section_name})', 1600, -100, 1500) - self.build1DHistogram("layer", "Layer number ({section_name})", + self.build1DHistogram("layer", f"Layer number ({section_name})", 100,0,100 ) # Once per event self.build1DHistogram("total_pe", - "Total photoelectrons in the HCal ({section_name})", + f"Total photoelectrons in the HCal ({section_name})", *pe_bins) + self.build1DHistogram(f"noise", "Is pure noise hit? ({section_name})", 2, 0, 1) # # every hit in hcal From 181642d70c56b902060892d7f70b261255ef1a47 Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Thu, 10 Nov 2022 11:21:45 -0800 Subject: [PATCH 127/331] Initial commit of Validation module --- Validation/README.md | 55 ++++++++ Validation/comp/__init__.py | 2 + Validation/comp/__main__.py | 80 ++++++++++++ Validation/comp/_differ.py | 99 +++++++++++++++ Validation/run.sh | 66 ++++++++++ Validation/simulation.py | 52 ++++++++ Validation/test.ipynb | 246 ++++++++++++++++++++++++++++++++++++ 7 files changed, 600 insertions(+) create mode 100644 Validation/README.md create mode 100644 Validation/comp/__init__.py create mode 100644 Validation/comp/__main__.py create mode 100644 Validation/comp/_differ.py create mode 100755 Validation/run.sh create mode 100644 Validation/simulation.py create mode 100644 Validation/test.ipynb diff --git a/Validation/README.md b/Validation/README.md new file mode 100644 index 000000000..e24ff9429 --- /dev/null +++ b/Validation/README.md @@ -0,0 +1,55 @@ +# LDMX ECal Simulated Geometry Validation + +This repository is focused on storing configuration scripts for `fire` and python-based analyses +related to validating the simulated geometry of the ECal. + +## Running the Simulation +The simulation is run via `ldmx fire` with the [config script](simulation.py) in this repository. +Generally, you want to simulate both the v12 and v14 geometries, which would require two runs. +``` +ldmx fire simulation.py --geometry 12 --n-events --out-dir +ldmx fire simulation.py --geometry 14 --n-events --out-dir +``` +In order to roughly parallelize this, a [bash script](run.sh) was written to be run within the container. +``` +ldmx ./run.sh -o -N +``` + +### Full Procedure +This is a reference on the procedure for getting the simulation up and running. +We assume that ldmx-sw has already be `git clone`d onto your computer. + +Enter the ldmx-sw environment +``` +source ldmx-sw/scripts/ldmx-env.sh +``` + +**Only if needed**, recompile ldmx-sw. This is only necessary if you `git pull`d +changes to the ldmx-sw source code. +``` +cd ldmx-sw/build +ldmx make install +``` + +Determine the version of ldmx-sw you are running. +``` +cd ldmx-sw +git describe --tags +``` + +Create a directory for the simulated data pertaining to the version of the +simulation you are running. +``` +cd ecal-validation +mkdir -p data/ +``` + +Run the simulation. +``` +ldmx ./run.sh -o data/ -N +``` + +## Running the Analysis +The analysis code largely consists of filling and drawing histograms. +As a first step, use [the testing notebook](test.ipynb) as an example for +using the `comp` package. diff --git a/Validation/comp/__init__.py b/Validation/comp/__init__.py new file mode 100644 index 000000000..3f282466f --- /dev/null +++ b/Validation/comp/__init__.py @@ -0,0 +1,2 @@ + +from ._differ import Differ \ No newline at end of file diff --git a/Validation/comp/__main__.py b/Validation/comp/__main__.py new file mode 100644 index 000000000..1387e2f96 --- /dev/null +++ b/Validation/comp/__main__.py @@ -0,0 +1,80 @@ +"""CLI for comparison plots within Ecal Validation""" + +import argparse +import os +import re +from _differ import Differ + +import matplotlib.pyplot as plt +import mplhep +plt.style.use(mplhep.style.ROOT) + +def extract_parameters(fn) : + l = fn.replace('.root','').split('_') + return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } + +# guard incase someone imports this somehow +if __name__ == '__main__' : + parser = argparse.ArgumentParser( + """ + Make comparison plots between different geometries. + + We assume that the input files are written out in the + format of the configs in this repository so we can + deduce the parameters from their names. + """ + ) + + parser.add_argument('dev',help='directory of event and histogram files from new developments') + parser.add_argument('--label',help='label for developments, defaults to dev directory name') + parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data dev dir') + + arg = parser.parse_args() + + dev = arg.dev + if dev.endswith('/') : + dev = dev[:-1] + print(dev) + + label = os.path.basename(dev) + if arg.label is not None : + label = arg.label + + out_dir = dev + if arg.out_dir is not None : + out_dir = arg.out_dir + + root_files = [ + (os.path.join(dev,f), extract_parameters(f)) + for f in os.listdir(dev) if f.endswith('.root') + ] + + histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] + hd = Differ(label, *histo_files) + + shower_feats = [ + ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') + ] + for path, name in shower_feats : + hd.plot1d(path, name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + + event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] + ed = Differ(arg.label, *event_files) + ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', + 'Sim Energy Dep [MeV]', + bins=50, range=(0,30), + file_name = 'edep', + out_dir = out_dir) + diff --git a/Validation/comp/_differ.py b/Validation/comp/_differ.py new file mode 100644 index 000000000..989bc00fa --- /dev/null +++ b/Validation/comp/_differ.py @@ -0,0 +1,99 @@ +"""Hold the two files we are comparing together in one class""" + +import uproot +import matplotlib.pyplot as plt +import os + +class Differ : + """Differ allowing easy comparison of "similar" files + + The basic requirement of all files passed is that the columns + of data in the 'LDMX_Events' TTree are named exactly the same. + This is an easy requirement if the files are generated using + the same configuration script and/or the same installation of + ldmx-sw. + + Parameters + ---------- + grp_name : str + Name to include in legend title to differentiate + this group of plots from another + args : list of 2-tuples + Each entry is a 2-tuple (file_path, name) where file_path + specifies the file to open and name is what should appear + in plot legends + kwargs : dict + These keyword arguments are passed to plt.figure for creationg + of the figure we draw on. + + Example + ------- + Opening a differ is pretty quick and lightweight. + We do open the files with `uproot` and access the event tree. + + d = Differ('v3.2.0-alpha',('path/to/v12.root','v12'),('path/to/v14.root','v14')) + + Without any other options, the plotting with show the plot as if + we are in an interactive notebook. + + d.plot1d('EcalSimHits_valid/EcalSimHits_valid.edep_') + """ + + def __init__(self, grp_name, *args) : + self.grp_name = grp_name + self.files = [ + (uproot.open(path), name) for path, name in args + ] + + def __plt_hist(ax, uproot_obj, **kwargs) : + """Plot the input uproot object as a histogram on the input axes + + If the uproot_obj is already a histogram we import its values and use + them directly. If the uproot_obj is a TBranch, then we pull its values + into memory and fill the histogram. + """ + + if issubclass(type(uproot_obj), uproot.behaviors.TH1.Histogram) : + edges = uproot_obj.axis('x').edges() + dim = len(edges.shape) + if dim > 1 : + raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') + return ax.hist((edges[1:]+edges[:-1])/2, bins=edges, weights=uproot_obj.values(), **kwargs) + else : + return ax.hist(uproot_obj.array(library='pd').values, **kwargs) + + def fig(self) : + """Get the figure we are drawing on""" + return self.__fig + + def plot1d(self, column, xlabel, + ylabel = 'Hit Count', + yscale = 'log', + ylim = (None,None), + out_dir = None, file_name = None, + **hist_kwargs) : + fig = plt.figure('differ',figsize=(11,8)) + ax = fig.subplots() + + if 'histtype' not in hist_kwargs : + hist_kwargs['histtype'] = 'step' + if 'linewidth' not in hist_kwargs : + hist_kwargs['linewidth'] = 2 + + for f, name in self.files : + Differ.__plt_hist(ax, f[column], label=name, **hist_kwargs) + + ax.set_xlabel(xlabel) + ax.set_ylabel(ylabel) + ax.set_yscale(yscale) + ax.set_ylim(*ylim) + ax.legend(title=self.grp_name) + + if out_dir is None : + plt.show() + else : + fn = column + if file_name is not None : + fn = file_name + fig.savefig(os.path.join(out_dir,fn)+'.pdf', bbox_inches='tight') + fig.clf() diff --git a/Validation/run.sh b/Validation/run.sh new file mode 100755 index 000000000..9f25209fe --- /dev/null +++ b/Validation/run.sh @@ -0,0 +1,66 @@ +#!/bin/bash +# run.sh +# run four simulations within container + +__usage__() { + cat <') + -N, --n-events : Number of events per geometry to simulate + +HELP +} + +__main__() { + if [ -z ${LDMX_BASE} ]; then + echo "ERROR: Need to be in ldmx environment." + echo " source the ldmx-env.sh script in ldmx-sw." + return 1 + fi + #local _tag=$(git -C ${LDMX_BASE}/ldmx-sw describe --tags) + local _output_dir=$(cd data && pwd -P)/dev + local _n_events=10000 + while [ $# -gt 0 ]; do + case $1 in + -o|--out-dir|-N|--n-events) + if [ -z $2 ]; then + echo "ERROR: '$1' requires an argument." + return 1 + fi + case $1 in + -o|--out-dir) _output_dir=$2;; + -N|--n-events) _n_events=$2;; + esac + shift + ;; + -h|--help|-?) + __usage__ + return 0 + ;; + *) + echo "ERROR: Unrecognized option '$1'." + return 1 + ;; + esac + shift + done + + if ! mkdir -p ${_output_dir}; then + echo "ERROR: Could not create output directory ${_output_dir}" + return $? + fi + + for g in 12 14; do + fire simulation.py \ + --n-events ${_n_events} \ + --out-dir ${_output_dir} \ + --geometry ${g} \ + &> ${_output_dir}/simulation_v${g}.log & + done + wait +} + +__main__ $@ diff --git a/Validation/simulation.py b/Validation/simulation.py new file mode 100644 index 000000000..eceb31789 --- /dev/null +++ b/Validation/simulation.py @@ -0,0 +1,52 @@ +"""Ecal-focused simulation script""" + +import argparse +import os + +parser = argparse.ArgumentParser() + +parser.add_argument('--n-events',default=10,type=int,help='number of events to simulate') +parser.add_argument('--geometry',default=12,type=int,choices=[12,13,14],help='version of geometry to simulate') +parser.add_argument('--run',default=1,help='run number (controls random number seeding)') +parser.add_argument('--out-dir',default=os.getcwd(),help='directory to put output file into') + +arg = parser.parse_args() + +from LDMX.Framework import ldmxcfg + +p = ldmxcfg.Process( "valid" ) +p.run = arg.run +p.maxEvents = arg.n_events +file_stub = f'geometry_v{arg.geometry}_events_{arg.n_events}_run_{arg.run}.root' +p.outputFiles = [ arg.out_dir+'/events_'+file_stub ] +p.histogramFile = arg.out_dir+'/histos_'+file_stub + +# we want to see every event +p.logFrequency = 1000 +p.termLogLevel = 0 + +from LDMX.SimCore import simulator +from LDMX.SimCore import generators +import LDMX.Ecal.EcalGeometry +import LDMX.Ecal.ecal_hardcoded_conditions +import LDMX.Hcal.HcalGeometry +from LDMX.DQM import dqm +import LDMX.Ecal.digi as ecal_digi +import LDMX.Ecal.vetos as ecal_vetos + +electrons = generators.gun('ecal-electrons') +electrons.particle = 'e-' +electrons.energy = 4.0 # GeV +electrons.direction = [0., 0., 1.] +electrons.position = [0.,0.,220.] #mm - in front of ECal, skip tracker/trig scint + +validator = simulator.simulator('ecal-validator') +validator.setDetector(f'ldmx-det-v{arg.geometry}', False) +validator.description = 'Electrons straight into ECal for ECal geometry testing' +validator.generators = [electrons] + +p.sequence = [ validator, + ecal_digi.EcalDigiProducer(), + ecal_digi.EcalRecProducer(), + ecal_vetos.EcalVetoProcessor() + ] + dqm.ecal_dqm diff --git a/Validation/test.ipynb b/Validation/test.ipynb new file mode 100644 index 000000000..5dd31aeee --- /dev/null +++ b/Validation/test.ipynb @@ -0,0 +1,246 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6aa8f67c-ae04-4f83-99f7-1c310c757343", + "metadata": {}, + "outputs": [], + "source": [ + "from comp import Differ\n", + "# uses matplotlib so define the default theme to be mplhep\n", + "import matplotlib.pyplot as plt\n", + "import mplhep\n", + "plt.style.use(mplhep.style.ROOT)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cb8bbe20-b003-4989-92aa-cb990fbd4148", + "metadata": {}, + "outputs": [], + "source": [ + "fd = Differ('v3.2.0-beta 10k Events',\n", + " ('data/v3.2.0-beta/events_geometry_v12_events_10000_run_1.root','v12'),\n", + " ('data/v3.2.0-beta/events_geometry_v14_events_10000_run_1.root','v14'))\n", + "hd = Differ('v3.2.0-beta',\n", + " ('data/v3.2.0-beta/histos_geometry_v12_events_10000_run_1.root','v12'),\n", + " ('data/v3.2.0-beta/histos_geometry_v14_events_10000_run_1.root','v14'))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4b570561-583e-4247-86e0-7a4100d6224f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAH7CAYAAAA5LdzDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABgSUlEQVR4nO3deZgU1dn38e/NMuAGKJuCRtRXCYomKrjgRiKiPjiCRlQ0RNwmmsQlj9Ggj1E0bkk0Go0xGYyiIqhgQEbUuOLCouCu0biiIooIAoog2/3+UdVDM9Pd09XT29T8PtdVV81UnTp1d3XNzD2nT51j7o6IiIiISFPXotQBiIiIiIjkgxJbEREREYkFJbYiIiIiEgtKbEVEREQkFpTYioiIiEgsNOvE1syOMrPpZva1mc0xs/6ljklEREREctNsE1szOxIYGy6HAW8BNWa2TUkDExEREZGctCp1ACX0f8Bl7n4LgJm9CHQG+gCfJBc0Mw32KyIiIlJG3N3qbmsyLbZm1tLM5pvZFQ2UO8bMZpnZcjNbbGY1ZrZ7nTI9gL2AexPb3H2lux/m7pMK8gJEREREpKCaTGILHA5slamAmZ0LTAD2BuYCK4AjgFlmtl9S0e8B64BdwyT4SzN7tqE+tu6ecTn99NMbLJPtsueee+alnnzGVI516ZrrmpfrddI1b9p16ZrrmpfrddI1z/wheqTE1sw+NLP3I5R/y8yejHKOFHW0M7PhwG0NlOsI/AFYCfRz912ArYFzgArgpqTiWwEG3ABcB/wPMBt4zMx+0Jh4RURERKQ0ovax3RbIqr+pmVUAPYCcH8Yys4nAT7IsPowggb3Y3WcCeJDW32hmg4CBZraru78OrCJIbE9292fDc80G9gXOAM7MNWYRERERKY2Mia2ZDQYGp9iesfWUIGnsDbQBFuUcHcwAvgy/7gn0z1B2WLhO1Ud2EjAwLPM68Fm4/bVEAXd3M3uDRiTiIiIiIlI6DbXY/hAYkfR9orV2RN2CGUyIUHYD7v7nxNdmNoLMie12wDKCYbvqmhGutw/XbwBfE/TFfTSs34DdgWm5xisiIiIipdNQYjutzveXEiS3l2VZ//vA+IgxRWZmLYAuwMeeuldxotW4K4C7f2Nmfwf+GT5w9hFwGtALOCbXOCorK3M9tGDyGVM51qVrXvy6dM2LX5euefHr0jUvfl265sWvK47X3Bp6umyDwmbrCD61b9mos+YgbLG9HbjS3S+us68z8AXwkrvvmeLYtgQjJLzl7juH21oSJOjHEiS8c4DfuPvLKY53gD33rFd1WlVVVVRVVWVdvq4+ffowZ86cnI+X6HTNi0/XvPh0zYtP17z4dM2Lr7HXvLq6murq6qzKvvjii0DqcWyjPjx2csTy5SKRiLdObHD3tcDF4ZIV/ZCIiIiI5F+UBsGg92hqkRJbd78jSvkiWgSsBbZIsz+x/bM0+0VERESkictpSl0z2x/oC2yWTXl3vzyX82TL3deZ2UKgo5lZin62HcN1oxLbVP9JVFZWlmUfFREREZGmrqamhpqamqzLR0pszaw1wcNgR2V7CMHDZgVNbEMfAP0Ihhl7vc6+fuH6w8acINu+HyIiIiLSeKkaEEePHp22fNQW2zOAo8Ov5wGzgOUR6yiU8QQJ7FHUT2yHhOtxxQyoMRrz4JnkRte8+HTNi0/XvPh0zYtP17z4yuWaRx0VYQ7BWK8PAse5+8pCBZbi3CNIMypCuH8LYH747Y/cfWY4Nu1ZwF+A2e6+V47ndqDB+YlFREREpLASD4/lY1SEHcP1RcVMarPh7ovNbCRwPTAjnEVsC6AbsJIgwW0U9bEVERERKZ6ofWyjtth+CWwOtHP3onZBaKjFNqncMcD5wK7AKuAZ4GJ3fy3dMVmcWy22IiIiImUgU4tt1MT2MeDHwL7u/kK+Aix3SmxFREREykOmxLZFxLr+GK7/r5ExiYiIiIjkVdQJGh4zs7OAv5jZBOBCd3+vMKGVH/WxFRERESmeQvex/Vv45V4EoyMALCAYQ3ZVmsPc3Q/O+iRlqOhdEUa1z+GYpfmPQ0RERKTM5HNUhDMIJlxIrmjLcElHHVNFREREpOCiJrYnFyQKSanHyobnk5jb9oQiRCIiIiJS/qL2sb2jUIE0BcXuYzv3mkENFxpVkFOLiBTcokWLuOKKK3jhhRd4++23MTN22mkn9t9/f0aOHMkWW2xR6hA3sGDBAq6++mpqamqYN28eHTp0oG/fvpx77rkMGDAgpzp79OjBRx99xFNPPUX//v3zG3DMPPnkk1x//fW88MILLFmyhK233pojjjiCCy+8kC23rP/BcSGubf/+/Xn66acjHXP77bczYsSIvJy/OYraxxZ319LAQtCdwovm0nbBku+yIiJl4plnnvHOnTt74vdr3WWLLbbw6dOn51T3Bx984Oeee64fcMAB3rVrV2/fvr3vu+++fvbZZ/v8+fNzqvPNN9/0Ll26pI33mmuuyanebbfd1gF/6qmncjo+F1999ZVfeumlfumllxbtnKksXrzYKyoq/MQTT2yw7J/+9Ke0175z587++uuv1zumENf2oIMOShtHuuX222/P2/mLadKkSX7ppZcW9d7MVlJeVi9nizrcl4iISKOsWrWK0047jYULF7LTTjvx0EMPsXDhQhYsWMD48ePp1q0bixcvZvjw4XzzzTeR6n700UfZbbfduOGGG3j22WdZsGABS5cuZebMmdx4443stNNO3HnnnZHjPeqoo/jiiy/o0qUL9957L1988QXPPfccRxxxBAAjR47kySefjFRvqSxZsoTLLruMyy67rKRx3H333axale658/WmTZvG+eefDwSfkj733HN88cUX3HPPPXTu3JmFCxdy1FFHZVVXvpx00klZN4411dbayZMnc9lllzFt2rRShxJJpMTWzD7IYXm/UMGLiEjTM378eN555x1at27No48+yuGHH06nTp3o0qULxx9/PP/6178A+OCDD3jkkUeyrnfRokUcd9xxfPPNN2y33XZMnjyZBQsWsGDBAiZNmkSvXr345ptvOO2003jppZeyrnfs2LG88847tGrVismTJ3PsscfSuXNn9ttvP+677z769OkDUPJEsalwd5566ilGjhyZVflLLrkEgD59+nDvvfey33770blzZ4477jgmT55Mq1ateO+997j77rsLGbY0EVFbbHtkuWyb9PV2jQlQRETi5Y033gBg4MCBbLvttvX277333vTo0QOA117Lfjb0O++8kyVLllBRUcG0adMYPHgwXbp0oUuXLgwZMoSZM2fSo0cPVq9ezW9/+9us6x03LniQd8CAAey7774b7Ntoo40477zzAHjmmWeYP39+1vU2NxMnTuTUU0/lBz/4AT/+8Y9Zvnx5g8d88sknPPvsswD85je/YaONNtpgf79+/Tj44GBE0XvuuSf/QUuTEzWx/VGGZSBQBdwKrAE+A/YBNstXsCIiUj7OOecczIwddtgh7TjfK1asYLPNNsPMuPbaawF4771gXp/ttkvf7rH55psDsHjx4qzjSSTBQ4cO5Xvf+169/e3bt+ecc84B4IUXXmDdunUN1rlmzRqeeeYZgNpuB3UdeuihtGzZEqBR3RE++ugjTjnlFLp3785GG23E7rvvzimnnMLMmTMzHvfYY49x9NFHs9VWW9G2bVt23HFHfvrTn6ZslTazDa67mWFm9T5ufv311zn55JPZZZddaNeuHe3atWPnnXfmZz/7GbNnz87p9Y0dO5bbbruN119/PetjnnrqKQBatmzJoYcemrJM4n2ZNm0aa9euzareq6++GjOjZcuW3HvvvVnH0xiTJk2qvd4ff/xx2nIDBgzAzFLeb1Hea4BRo0ZhZlxzzTUAtS3e7du3Z/PNN2ffffflrrvu2uBnIXHMHXcE4wVcdtllmFm9B/Dee+89qqqq2G233dh0003p2rUr++yzDzfeeCMrV66MennyJ9s+IlEWglbaTwiS266FOEcxF8JOyqeffnq9ZcqUKRG6O2dJD4+JSBMwffr02oc4XnnllZRlJk6c6IC3bNky6we3FixY4BtvvLEDXl1dnXU8+++/vwN+2WWXpS0zZcqU2pgXLlzYYJ3z58+vLf/CCy+kLderV6+cHiJLPOD0l7/8xdu3b5/2AaRrr7223rFr1qzxM888M+ODS3WPS1cu+QGh5GuUajEznzhxYqTX6R481Pfyyy/XLpWVlQ5kfHjsqquucsB33nnntGWef/752tg+//zz2u3pHh677rrral/H3XffHek1JB4eO+mkkyId5+6+YsUK32yzzRzwG264IWWZzz//3Fu0aOGAT5gwoXZ7Lu+1u/ull17qgF999dV+wQUXpD3217/+db1j6i4HHXRQbZmamhpv2bJl2vr69evnq1atinyNUpkyZUq93CtxHk+Vs6XamI+FoAV3HfDXQp2jWEvSBSwOJbYi0gSsXbvWv/e97zngl1xyScoyxx57rAM+aNCgtPWsW7fOly1b5h9++KGPHz/ef/jDHzrgvXr18uXLl2cdz8MPP+wTJkzw9957L22ZxB/tdu3a+bp16xqs86WXXqr9I/r++++nLZdIqpMThGwkkq/WrVt769at/dprr/X33nvPP/vsM7/33nu9e/futUnYq6++usGxiaQP8KqqKn/55Zd96dKlPn36dD/88MNr940fP36D4z788ENP93dt5cqVtQn2/vvv79OnT/elS5f6kiVL/Omnn/a9997bAd96660jvc5UTjrppAYT27PPPtsBP+CAA9KWee+992pfT/I1SpXY/vWvf629nmPGjIkcc2MSW3f34cOHO+AHHnhgyv1/+9vfHPDNN9/cV65cWbs91/c6cb/vtddeDvjJJ5/sL774oi9btsxnzZrl++67b+2xc+fO3eDYxPtTd/SMZcuW1SboBx98sM+aNcu/+eYbX7Bggd988821ifnNN9+c0zXKRqkS2wpgJTC3UOco1qLEVkQktd/85jcOeO/evevt++abb2pbXu+77760dTz88MP1WnyGDRu2QetbPrz99tveoUOH2k/gsvHQQw/VxvTVV1+lLTd48GAH/IQTTogUUyL5Arympqbe/s8//9y7devmgB9++OG12xctWuQbbbSRk6aFet26dX788cfXJqHJrWeZEttEIl9RUeGLFy+utz/52AULFkR6rXVlk9gm/jEaPHhw2jJfffVVbUyPPvpo7fa6ie3o0aNry9166605xZzLcF/JHnzwwdrEOtX1S9T/i1/8onZbY97r5NbXc845p96xCxYsqK27bit8usT28ccfr/1n7Ouvv65X57Bhwxzw4cOHp7yG+ZApsS3kcF+rgbVA1wKeQ0RESuj4448HggfC3nnnnQ32Pfjgg3z77bdsvvnmkSeymTlzJo899lje4nzooYc46KCDWLJkCZ06deJ3v/tdVscl9/HdZJNN0pZL7Fu4cGFO8R1wwAEp+1R27dqViy66CICHH3649oGrqVOnsmLFCrp168aFF15Y7zgz44YbbsDMmDdvHi+//HJWcXTu3Jnx48czefLk2n7Oybbaaqvar7/99tus6myMxPXP5tpD+ut/11131U6ydNNNN3HqqafmMcrsHXLIIWy++ea4Ow888MAG++bPn1/bnzt5iLB8vNebbLJJ7egSybp06cIuu+wCwNdff53Va0h+31esWFFv/y233MInn3zCddddl1V9+VbIxPbHwEbA5wU8h4iIlNAee+zBDjvsAAQPxyS77777ABg2bBht27ZNW8dhhx2Gu7No0SKmT5/OMcccw9y5cxk+fDg333xzo+J78803qaysZNCgQSxYsIBOnTrx6KOPss0222R1fMeOHWu/zvSHf+nSpUDwgFoujjzyyLT7hgwZUvv1++8HI2j+97//BeCggw6idevWKY/r2rUrO+64I0DWD3xtvfXWHH/88Rx++OEbbF+zZg0zZ87krLPOyqqefElc/2yuPaS+/vfddx8jRoxIfALLkiVLGh1XlHFsk1VUVHD00UcD1A5rl3D//ffj7uy88861Q8hBft7r3r17p53JL9M/DanstddebLbZZqxevZo+ffpw5ZVX8tFHH9Xub9++PVtvvTWdO3eOVG++RB3H9ntZLDuZ2XBgLEFTcW6PT4qISNkzs9pW2+Q/1F9//TUPPfQQECQB2dhiiy3o168f9913H0OHDgWCMUxzecJ62bJl/OpXv2K33XbjwQcfBOC4447jzTffZPfdd8+6nuSpWr/66qu05RL7unXrVrutf//+tU/BJy+jRo2qd3ymESK6devGxhtvDKwfUSLROj5+/PiU50gsiXKZYq/L3Zk+fToXXnghRxxxBL169WKTTTahX79+jB49Out68iFx/bO59rDh9U+45ZZbaNmyJQcddBAAV155JR9++GGeI81e4ufliSee2CDJTozOcNJJJ2Fmtdvz8V5vv/32eYu/a9eu3HPPPXTt2pWPP/6Yiy++mB49etCjRw+GDx/OhAkTshrKrVBaRSwf5U4wYBVwecRzlK3ExxjJKisrI3/EJiISJ8cddxxXXnklL7zwAp988gnbbLMNNTU1rFy5kl69etG3b99I9ZkZp59+OhMmTGDx4sV88MEH7LzzzlkfP3XqVH7+85/z6aefAkFL19VXX11vDNpsJCe2X375ZW3rdF2Jj8yTP6qPIjFcWCruXjscUyLB/e677yLVn+3HzMuXL+e4445j6tSpALRq1Ypdd92Vk046iT59+tCnTx/23HPPSOdujMT1//LLL9OWSe4ukur6t2rViokTJ7L//vvTs2dPvvzyS84++2xqamryH3AW+vfvXztj2tSpUznxxBOZN28e06dPp0WLFvz0pz/doHw+3uuKiopGxVzX//zP//DOO+8wYcIEpkyZwpNPPslHH33ERx99xNixY+nWrRu33347AwcObPS5ampqIr1XURNba7gIAMuBF4Hz3f2NiOcoW9XV1aUOQUSk7PTu3ZtevXrx1ltvMXnyZM4666za1qcRI0Zs0PoEwcfdS5YsYezYsRt8zJ6sa9f1j2dEmSp1woQJHH/88axbt45OnTpx6623cuSRR9aLIVudO3emdevWrF69mlmzZrH33nvXK7No0aLa1rLu3bvXbo8yFekHH3yQdt/8+fNrW6132mmnDdann356Xv82jRw5kqlTp9K5c2duvvlmjjzySNq0aVO7v+5H64WWuJ7vvPMOixYt2qBrSMKsWbMAaN26dcqPvxOvA+CPf/wjp5xyCg8++CBTpkzJ2AWkUFq1asUxxxzDLbfcwr/+9S9OPPFEJkyYAARjItdtdS7Ue91Y7dq149RTT+XUU09lzZo1vPbaa0yePJnbbruNTz/9lGOPPZZ333230V0SUjUgZvrkIFJXBHdvkeWymbv3d3d1QxARibm63RGWLl3KI488krL1CYJWuOXLl9d72CzZW2+9BQRJQK9evbKK48UXX+TEE09k3bp1HHTQQbzyyisMHjw456QWgpbUAw88EKC2FbOuRx99tLZF9Uc/+lFO50l020gl0cWjTZs2tRNPJJKdTDOzuTsvvvgic+bMybrFNtEv+qqrrmLo0KEbJLWwvitEsSQmBVi3bh3//ve/U5ZJXLuDDjooZct34lpB8DF/v379ADj77LOL8gBcKomfl4cffphvv/12g38E6yrUe52rBx98kGuvvXaDn4dWrVqxxx57cPnll/Pqq6/SunVrli5dWvtPRzEV8uExERFpJo477jggmFb21ltvZdWqVQwcODBln8fvf//7APzjH/9I+THrmjVr+OMf/whAnz596iVX6dxwww2sXr2avn378vjjj2/QetoYJ5xwAhDMgjV9+vQN9q1YsaL26e+DDjqIrbfeOqdzPPHEEzzyyCP1tn/22WdcddVVAJxxxhm0ahV80Dpw4EBatGjB888/n/Zj2kmTJtGnT5+MyXbdFtjE+5HqYT93r53BKtWxhbDNNttwwAEHAHDttdfWewp/xowZtbO9nXjiiQ3W16JFC/72t7/RokULPvroo9prW2z7778/3bp1Y8WKFVRXV/P888/ToUOHlC3I+Xqvc1X3fX7uuec4//zzOfvss1PO9Jb8gFuHDh3yHk+Dsn2qrzkvaBxbEZEGJSZWSIyLec8996Qs9+STT24wQ9FTTz3lixYt8i+//NKfeOIJ79evX+04mS+99NIGxz7//PPes2dP79mzp990002127/77jtv06ZNg2PmpnPTTTfV1vv8889vsG/VqlX+/e9/3wHv2rWr33fffb5w4UJ/7rnnamfPMjN/5plnIp83MdZq27ZtvaKiwq+//np///33/bPPPvP77ruvdgzbTTfd1L/44osNjk1MXrDxxhv7FVdc4f/97399xYoV/vHHH/t1113nbdu2dcAvuOCCDY5LHot29uzZ7u61k1X86Ec/csB32GEHnzZtmn/zzTe+cOFCf+yxx/ywww7bYHzWv/zlL75ixYrIrzkhm3Fs3d2ffvppNzMH/Mgjj/SZM2f6F1984ffee6937tzZCSfzWL16dcprW3fmMXf3c845p/Yee/vtt7OOubETNCQ799xzN/h5OeOMM9KWzfW9ToxjmynexGu6/fbbN9ieeH8GDx7sq1evrr1HJk+evMF402+++aavWLHCly5d6k8//bQfcMABtZNMfPvttzlfn0yS8rL6OVuqjQ0tBH1zjwPuAmYAC4DFwPPhthOAVrnUXY6LElsRkYZdffXVtX9w2rdvnzHpueKKKzJOydm+fXu/44476h331FNP1ZZJHjj+448/jjRo/rbbbrtBvckD2adKhP7zn/94ly5dUtZlZmmnSG1IIvkaP368V1RUpKy/bdu2KSdvWLFihQ8ZMiTj6xw2bJivWbNmg+NWrlxZmwgBvtlmm9W+5tmzZ3vr1q3T1jdy5Ejv379/7fc/+MEPcnrd7tkntu7u1157bdqYttxyy5TJaabEdsmSJb7llls64AMGDMhqFjr33CZoqHuvJcycOXODcrNmzUp73lzf68Yktpdffnlt3RtttJEPGDDA3YN/ghITZ6Rb2rRp408//XRW1zQXmRLbyF0RzKwH8AIwjiCB3QfoDHQA+obb7gKeD8uKiEgzkOiOAEEfwkxj1/7f//0fr776KieccAI/+MEP2GyzzejSpQsHHngg5513Hu+88w4/+9nPsj73558Xdsj0Xr168dprr3HOOeew3XbbUVFRQadOnTjiiCN46qmnOOeccxpV/xFHHMELL7zAscceS5cuXWjdujXbbLMNp512Gm+88UbKyRvatm3L/fffz7333suwYcPYZZddaNu2LTvssAOVlZU89thj3H333fX6nbZp04axY8ey4447UlFRwWabbVY7lmmfPn146aWXOPbYY+nRowcVFRV0796dn/70p8yePZurr76aW2+9lX322YctttiiIB99p3Leeefx5JNPMmjQIDp16kRFRQXbbbcdv/71r3nttdfo2bNnpPrat29f24Xk8ccfr314q5j23ntvtt12WwB69uzJXnvtlbZsru91Y5xzzjkcc8wxtGvXjpYtW9Y+0GlmjBs3jnvuuYcf//jHtfdJly5d6Nu3LxdeeCEffvhhbd/0YrMg8c2ysNnGwKvA9gQjJDwBPAbMBdaE2w8JFwfeBXZ39/pTUzQh4UcgRLlWjTKqfbhemrlc1LIiIiIiTVzigVB3r/dkaNThvn4F7ACsAAa5+7QUZa41swFADbAjcCbw54jnERERERGJJGpi+xOCltjfpklqAXD3x83sQoKEtj8xSWw1QYOIiIhI8USdoCFqV4SvgHbAju6efjTpoOwOBF0RPnL39HMFNgHqiiAiIiJSHjJ1RYj68Fiigq+yKJuY465DxHOIiIiIiEQWNbF9PVz3yaJsokxsptQVERERkfIVNbF9haDV9tpwhISUzGwj4FqC/riv5BqciIiIiEi2oia2fwPWAr2B2WZ2vJltkdhpZpub2XHAbGBXYB1wS76CFRERERFJJ9KoCO7+lpmdDtwK9ALuBjCz5WGRTcK1ESS1P3f3/+QpVhERERGRtCLPPObuY4D9CSZngCCJ3TRcLFyeAg5099vyE6aIiIiISGZRx7EFwN1nAYeYWRuC2cb+H0FC+x7wgbuvzF+IIiIiIiINyymxTXD374C3wkVEREREpGQidUUws7ZptleY2ZlmtmN+whIRERERiSarxNbMDjWzccAXZlaRokhr4GbgbTP72MwuSpcEi4iIiIgUQsauCGbWkmA82rOzrM+ArYHfA4PNbJC7f9m4EMtHVVVVvW2VlZVUVlaWIBoRERGReKupqaGmpibr8ubu6Xea3QqcTJCwvgOMBa70FAeZ2ZbAIcBpwAEEkzM87u6HRnkB5cjMHCDTtcqrUe3D9dL8lhURERFp4swMAHe3uvvSttiaWW+CpBbgT8CF7r4uXXl3/xy4y8zGAr8maOkdYGaHufsjuYcvIiLSPPUYObXUIdSae82gUocg0qBMfWzPJWipfdTdf5spqU3mgT8Dk8NNxzQqQhEREWnWli5dSps2bbj11lvTlnF37rrrLvr378+WW25Jp06dOPjgg7nrrruK94mrlFymPra9CLoTXJ9j3X8BhhCMcSsiIiI5KmVraTm0Gt91112sWrUqY5mTTz6ZO+64g1atWrHLLrsA8PTTT/Pkk08yZcoU7rvvvtqPsCW+MrXYJhLSXKfEfSdcawgwERERiWzRokX89a9/5YILLshY7tlnn+WOO+5g22235bXXXuOVV17hlVde4c0336RXr15MnDiRf/7zn0WKWkopU4vtpuH6ixzrXhyut8jxeIkgyn/U6iclIiLlrm/fvsyZMyersmPGjAFg1KhR9OrVq3Z7z549GTNmDHvvvTd33nknp512WiFClTKSqcV2frjeKse6tw7XuSbGIiIiEhOnnHIKZsbf//73lPuPOuoozIxx48YBMHDgQH7+85/z85//nD333DNj3R988AEA/fv3r7evb9++bLrpprz66quNewHSJGRqsX0F2B44DPhHDnUfHq5z7cogEWTTClsO/aRERKR5Gjp0KLfffjsPPPAAZ5xxxgb7vv76ax555BE23XRThgwZAsCVV15Zu3/UqFG8+OKLaevu168fO+ywA926dau379tvv+Xbb79lq61ybaeTpiRTYns/8BPgQjO7292/ybZSM9sEuIDg4bMHGheiiIiINHUHH3wwHTp04IknnmDZsmW0a9eudt9DDz3EypUrOemkk9h4440j152cBNd11VVXsW7dOg488MCc4pamJVNXhIkEra3bADVmtnk2FYZJ7b8IuiIsAO5qbJAiIiLStFVUVDBkyBBWr17Nww8/vMG+iRMnAjB8+PC8nW/t2rX8+te/5qqrrqKiooKRI0fmrW4pX2kTW3dfA5wCfAscCHxkZleZWedU5c2srZkNB14FBgDrgF+4+/L8h914ZnaWma1MsfQsdWwiIiJxNHToUAAeeGD9h7nLly9n6tSpdO/ePWUf2Vw8++yz9OnThxtuuIHWrVtz1113sdtuu+Wlbilvmboi4O4vmNkRwASgE/Bb4LdmtgD4EPgE6EgwNNg2BBM6GLAaONPdJxcu9EbrDfyb4DUlm1v8UEREROJvwIABdOjQgalTp7Jq1SoqKip4+OGHWbFiBSeeeCItW7ZsVP3Lli3jvPPOq53IoXfv3txxxx3sscce+QhfmoBMXREAcPengZ2BW4GVBInrlsC+wFDgYGDbsC4DHgP6uvtt+QzUzFqa2Xwzu6KBcseY2SwzW25mi82sxsx2T1G0F/C8u79dZ/kun3GLiIhIoKKigsGDB7Ns2TKmTZsG5K8bwhtvvMFuu+3GrbfeSqdOnfjb3/7Gyy+/rKS2mWkwsQVw9y/dvQroBhxHMBvZROBJ4EHgduCXwE7ufqi7v1aAWA+ngaHHzOxcgtblvQlaXlcARwCzzGy/OsV7AfuY2Ttm9oWZPWpmffMetYiIiNRKdEeYPHkyK1as4MEHH+SHP/whvXv3zrnOTz/9lMMPP5yPPvqIffbZh1dffZUzzzyTVq0yfjAtMRTpHXf3pQSJ44TChFOfmbUDBgPXNVCuI/AHglblH7v7TAvmzjuLYHrfm4A9wrKdCbpWtAXOBFYRJOZPm9lu7v5egV6OiIhIszZgwADat2/PlClTGDBgAMuXL290a+3vf/975s2bx9FHH824ceNo06ZNnqKVpqas/5Uxs4kEQ45lYxhQAVzs7jMB3N2BG81sEDDQzHZ199eBrwhafxe6+9rwXDOBtwgemLsov6+kCEa1b7DI3LaJr5YWNBQREZF02rRpw+DBg7nzzju55JJLaNGiBcOGDcu5vu+++47x48fTsmVL/v73vyupbebKOrEFZgBfhl/3BPpnKJv4qZiUYt8kYGBY5vVwxIfPkwu4+xozexX4XmMCFhERybe4TbAzdOhQ7rzzTt58800OPfTQRk2e8Nlnn7Fs2TLatm2bseW3a9eu3HHHHTmfR5qGsk5s3f3Pia/NbASZE9vtgGUEra51zQjX24d1VRJ0Wxjg7vPDbS0I+t2Oa2zcRTUqQutrFq26IiIihXbIIYfQrl07li1b1uhuCF988QUAK1eu5N///nfacttuu22jziNNgwWf1pe/MLG9HbjS3S+us68FQT/Zj919+xTHdgfmAdPc/Udhv923gHeBa4GFwBkED5rt7O4L6xzvAEW7VokENErSWsp6RURERIokeIQK3N3q7ivrFtsIOgItCfrOprIoXHcFcPdlZjaQIKkdC6wBpgP71U1qk/Xp0yfrgKqqqqiqqsq6vIiIiEhzVV1dTXV1daPriUti25DEiM+tExvc/U2CIcSyNmfOnHzGJCIiIiJEaxBMtNimktU4tk3AImAtsEWa/YntnxUnHBEREREptkgttmb2PQB3/zhC+dXuXtCE0t3XmdlCoKOZmdfvDNsxXDcqjlT/SVRWVlJZWdmYakVEREQkhZqaGmpqarIuH7UrwlxgXYTj3iQYrmu7iOfJxQdAP6A38Hqdff3C9YeNOUE++n6IiIiISHZSNSCOHj06bflcuiKk79iQXMhsS2BjYMsczpGL8eH6qBT7hoTrpjWUl4iIiIhkLWPLq5mdA5yTYvsHDdRrQPfw6wW5hRbZOIJRDi4ys8fqTKl7CDDb3V8rUiwiIiIiUmQNdSnoAPSos81SbMvk6ghlc+bui81sJHA9MMPM3iB4aKwbsJIgwW0U9bEVERERKZ6ofWwzTtBgZtuyPok14EnAgR9nWf+H2T5o1pBMEzTUKXcMcD6wK8GkDc8AFzemtVYTNIiIiIiUh5wnaHD3j4CPUlT0dF4jzIK7jwHGZFFuIjCx0PGIiIiISHmJOipCMUY3EBERERGJLFJiG7bgNlvqYysiIiJSPPnuY7s2/PJtd9/FzG7LISZ391NzOK5sxK2PbY+V2Y96NveaQfmNQURERKQRcu5jy/oxaxPrEQQPj2U1lm3IgSad2IqIiIhI+WsosX2GIDFNdEG4PPxemrBsWmF7jJxahEhERCSjxCd45UAj6kgT0NCoCP3rfD+qkMGUO/WxFRERKb6lS5fSpUsXbr75Zk477bSsjlm5ciV9+/blq6++Yt68eQWOUAolah/bqKMiNGvV1dWlDkFERJqjUraWlkGr8V133cWqVasiHXPRRRfxxhtv0L1794YLS9lK1YA4evTotOWV2IqIiEhZWrRoEePHj+eCCy6IdNzjjz/O9ddfX6CopJylTWzN7Mk8ncPd/eA81SUiIiLNQN++fZkzZ07k4xYvXsxJJ53EDjvswPvvv1+AyKScZWqx7U/mERASD5E1NEKCHjYTERFp5k455RRuv/12brnlFs4444x6+4866igmT57M3XffzQknnMDAgQPZc889AZgzZw4vvvhig+dwd8444ww+//xzpk+fzr777pv31yHlLVNieyeZk9KTwv135DUiERERiZ2hQ4dy++2388ADD9RLbL/++mseeeQRNt10U4YMGQLAlVdeWbt/1KhRWSW2Y8eOZcKECfzud79jn332yWv80jSkTWzdfUSmA83spLDcyXmOqWxpVAQREZHcHHzwwXTo0IEnnniCZcuW0a5du9p9Dz30ECtXruSkk05i4403zqn+uXPn8stf/pI+ffrwu9/9Ll9hS4lpVIQC0qgIIiIiuamoqGDIkCGMGTOGhx9+mOOOO65238SJEwEYPnx4TnWvXbuW4cOHs2bNGsaOHUvr1q3zErOUXtRREVoUOiARERERCLojADzwwAO125YvX87UqVPp3r07/fv3z6neP/7xjzz33HNce+219OzZMx+hShOlxFZERESKYsCAAXTo0IGpU6fWjkv78MMPs2LFCk488URatmwZuc6XXnqJSy65hMMOO4wzzzwz3yFLE6OuCCIiIlIUFRUVDB48mDvuuINp06YxcODARndDmDJlCmvWrGHhwoUcfvjh9fYvXLiQww47DICbb76ZHXbYIfcXIGVPia2IiIgUzdChQ7njjjuYPHkyBxxwAA8++CA//OEP6d27d6PqTTdqwqpVq/j3v/8NBKMvSLwpsY1AoyKIiIg0zoABA2jfvj1TpkxhwIABLF++POfWWgiGAhs1alTKfWZG9+7dmTdvXs71S2lpVIQC0qgIIiIijdOmTRsGDx7MnXfeySWXXEKLFi0YNmxYqcOSMhV1VAQltiIiIuVuVPtSR5BXQ4cO5c477+TNN9/k0EMPZauttip1SBITaRNbM7skmwqyKeful0cJSkREROLrkEMOoV27dixbtqxR3RBE6jL31LPmmtk6Mk+pmzV3jz5+RxkxM4dgDuqiSPxnPmppYeqNdEyeYxARERFpBDMDwN2t7r5MXRE+Jk+JrTRdPUZOzbrs3GsGFTASERERkczSJrbu3qOIcUgxRGl9jVl/LhEREYk/PTwmGWXTChulVVdERESkUDSlroiIiIjEglpsI9AEDSIiIiLFE3WChrSjIsh6sRkVoUAxJLoi6OExERERKbRMoyKoK4KIiIiIxIISWxERERGJBSW2IiIiIhILSmxFREREJBaU2IqIiIhILCixFREREZFYUGIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYmFVqUOoCmpqqqqt62yspLKysoSRCMiIiISbzU1NdTU1GRd3ty9gOHEg5k5QNGu1aj24Xppcc7XyBh6jJwKwNxrBhUyIhERERHMDAB3t7r71BVBRERERGJBia2IiIiIxIL62EreJLokZEtdF0RERCSf1GIrIiIiIrGgFltptKgtr1FbdkVERESyoRZbEREREYkFJbYiIiIiEgtKbEVEREQkFpTYAmbWzcy+NLMhpY5FRERERHLT7BNbM2sB3Al0LHUsIiIiIpK7Zp/YAr8BupY6CBERERFpnCaT2JpZSzObb2ZXNFDuGDObZWbLzWyxmdWY2e5pyvYBLgaGFSJmERERESmeJpPYAocDW2UqYGbnAhOAvYG5wArgCGCWme1Xp+ymwDjgInd/owDxioiIiEgRlX1ia2btzGw4cFsD5ToCfwBWAv3cfRdga+AcoAK4qc4hNwHvAjfnPWgRERERKbqynnnMzCYCP8my+DCCBPZid58J4O4O3Ghmg4CBZraru79uZscQtADvFpaRdEa1j1B2aeHiEBEREWlAWSe2wAzgy/DrnkD/DGUT/WQnpdg3CRgYlnkd2B/oDHxsZsnlJpjZfHffthExi4iIiEgJlHVi6+5/TnxtZiPInNhuBywD3kqxb0a43j5cXw38vU6Zt4BfA//OIdT4idL6GqVVV0RERKRAyjqxzVY4Fm0X4OM0XQsWheuuAO6+AFhQpw6Aee7+bgFDFREREZECiUViSzC5QkvgqzT7N0hsc9WnT5+sy1ZVVVFVVdWY04mIiIg0C9XV1VRXVze6nrgktg1pGa5bpyvg7pZuX8KcOXPyFpCIiIiIBKI0CNZ5PmoDZT/cV5YWAWuBLdLsT2z/rDjhiIiIiEixxaLF1t3XmdlCoKOZWYp+th3DdaMS21T/SVRWVlJZWdmYakVEREQkhZqaGmpqarIuH4vENvQB0A/oTTCkV7J+4frDxpwgH30/ZL0eI6dmXXbuNYMKGImIiIiUo1QNiKNHj05bPi5dEQDGh+ujUuwbEq7HFScUERERESm2OLXYjgOuBS4ys8fcfaYFvYvPAg4BZrv7ayWNUIBora9RWnVFRESkeYtNYuvui81sJHA9MMPM3iB4aKwbsJIgwW0U9bEVERERKZ7m3McWd7/BzOYB5wO7AquAGuDifLTWqo+tiIiISPFE7WPbZBJbdx8DjMmi3ERgYqHjEREREZHyEqeHx0RERESkGWsyLbblQH1sRURERIonah9bqz+XgdRlZg5QtGs1qn24Xlqc8zVWAeNNjIqgcWxFREQE1k+p6+715tZVVwQRERERiQUltiIiIiISC+pjG4H62IqIiIgUj/rYFoD62DZAfWxFRESkSNTHVkRERERiT4mtiIiIiMSCElsRERERiQUltiIiIiISCxoVIQKNiiAiIiJSPBoVoQA0KkIDNCqCiIiIFIlGRRARERGR2FNiKyIiIiKxoMRWRERERGJBD49Jk5Doa5sN9ccVERFpnpTYRqBREURERESKR6MiFIBGRWhAIt7Ix+X39WkEBRERkfjTqAgiIiIiEnvqiiCNF7XlNdcWXhEREZEM1GIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYkFJbYiIiIiEgsaFSECTdAgIiIiUjyaoKEANEFDnhXo9WmCBhERkfjTBA0iIiIiEntKbEVEREQkFpTYioiIiEgsKLEVERERkVhQYisiIiIisaDEVkRERERiQYmtiIiIiMSCElsRERERiQUltiIiIiISC0psRURERCQWWpU6gKakqqqq3rbKykoqKytLEI2IiIhIvNXU1FBTU5N1eXP3AoYTD2bmAEW7VqPah+ulxTlfsRXo9fUYOTXyMXOvGZTXGERERKSwzAwAd7e6+9QVQURERERiQV0RJDaitL7m0rorIiIi5U0ttiIiIiISC0psRURERCQWlNiKiIiISCwosRURERGRWFBiKyIiIiKxoMRWRERERGKhWSe2ZtbNzCaY2cJwuc/Mtil1XCIiIiISXbNNbC2YtmICsA3wE+BoYFvgfjNrttdFREREpKlqzhM07AT0A3Z391cAzOyXwGygB/BBySJrLhJT62ZVNqbTC4uIiEjeNKmWSTNraWbzzeyKBsodY2azzGy5mS02sxoz271OsU2AJ4C3krZ9Hq7b5jFsERERESmCptZieziwVaYCZnYucH347X+ADsARwEAz+7G7Twdw95eAAeExBnQCfgu8y4bJruRblNbXKK26IiIi0qw1iRZbM2tnZsOB2xoo1xH4A7AS6OfuuwBbA+cAFcBNaQ6dAnwBVAFHu7vnK3YRERERKY6yT2zNbCKwFLgT6NxA8WEECewV7j4TwAM3Ao8Cu5vZrimO+wWwL/B34Bkz2ylf8YuIiIhIcZR9YgvMAP4RLtMaKDssXE9KsW9Schkz28bM9gBw90/cfRZwLrAAGNy4kEVERESk2Mq+j627/znxtZmNAPpnKL4dsIzUfWRnhOvtw/WhwB/MrKu7r0mcAtgYWNWIkEVERESkBJpCi21WwrFnuwCL0vSRXRSuu4brJwiS2Goz62tmewH/BNoB/yp0vCIiIiKSX2XfYhtBR6Al8FWa/Rsktu7+oZkdCVwBPEnwwNnzwI/c/ZNUFfTp0yfrYKqqqqiqqsq6vIiIiEhzVV1dTXV1daPriVNi25CW4bp1YoO7PwY8lm0Fc+bMyXdMIiIiIs1elAbBYJTW1OKU2C4C1gJbpNmf2P5ZccKRpqDHyKlZl517zaACRiIiIiKNFZvE1t3XmdlCoKOZWYp+th3Ddc6Jbar/JCorK6msrMy1ShERERFJo6amhpqamqzLxyaxDX0A9AN6A6/X2dcvXH+Ya+X56Psh5SFK62uUVl0RERHJn1QNiKNHj05bPjajIoTGh+ujUuwbEq7HFScUERERESmmuCW244DvgIvMbF8AC5wNHALMdvfXShmgiIiIiBRGrLoiuPtiMxsJXA/MMLM3CB4a60YwnNdZjalffWxFREREiqe597HF3W8ws3nA+cCuBLOI1QAXN7a1Vn1sRURERIonah/bJpXYuvsYYEwW5SYCEwsdj4iIiIiUj7j1sRURERGRZqpJtdiWmvrYioiIiBRP1D62Vn8eA6nLzBygaNdqVPtwvbQ45ytnZXAtEuPYauYxERGR0ktMqevu9ebWVVcEEREREYkFJbYiIiIiEgvqYxuB+tiKiIiIFI/62BaA+tiWUBlcC/WxFRERKR/qYysiIiIisafEVkRERERiQYmtiIiIiMSCElsRERERiQWNihCBRkUQERERKR6NilAAGhWhhMrgWmhUBBERkfKhURFEREREJPbUFUGahkTLbVZl1dItIiLSHKnFVkRERERiQS22Ut6itL5GadXNQaKvbTbUH1dERKT4lNhGoFERRERERIpHoyIUgEZFaCLK4LppBAUREZHC0qgIIiIiIhJ7SmxFREREJBaU2IqIiIhILCixFREREZFYUGIrIiIiIrGgxFZEREREYkGJrYiIiIjEgiZoiEATNIiIiIgUjyZoKABN0NBElMF10wQNIiIihaUJGkREREQk9pTYioiIiEgsKLEVERERkVhQYisiIiIisaDEVkRERERiQYmtiIiIiMSCElsRERERiQUltiIiIiISC0psRURERCQWlNiKiIiISCy0KnUATUlVVVW9bZWVlVRWVpYgGhEREZF4q6mpoaamJuvy5u4FDCcezMwBinatRrUP10uLc764KIPr1mPkVADmXjOoZDGIiIjEmZkB4O5Wd59abEUKIJHgZkuJsIiISOOpj62IiIiIxIJabEXyKGrLa9SWXREREUlPLbYiIiIiEgtKbEVEREQkFpTYioiIiEgsKLEVERERkVhQYisiIiIisdBsR0Uws42BUcBQoDPwKnCxuz9VyrgkDxITNWRVVpNgiIiIxEVzbrH9PfAz4DfAQcAs4FEz26OkUYmIiIhITppli60Fc7GdDvzW3e8PN79oZnsCVcAZJQtOchel9TVKq66IiIg0CU2mxdbMWprZfDO7ooFyx5jZLDNbbmaLzazGzHavU6w9MB94oc72L4Bt8hi2iIiIiBRJk0lsgcOBrTIVMLNzgQnA3sBcYAVwBDDLzPZLlHP3Je7+fXd/MenY74fneD7vkYuIiIhIwZV9Ymtm7cxsOHBbA+U6An8AVgL93H0XYGvgHKACuCnNcWZmxwMzgE+BG/MYvoiIiIgUSVkntmY2EVgK3EkwckEmwwgS2CvcfSaAB24EHgV2N7Nd69S/PTANGA88CRzg7kvy+RpEREREpDjK/eGxGcCX4dc9gf4Zyg4L15NS7JsEDAzLvA5gZnsBT4T1D3D3J/IQr4iIiIiUSFkntu7+58TXZjaCzIntdsAy4K0U+2aE6+3DuloC9xEkuZXuvigP4YqIiIhICZV1YpstM2sBdAE+dndPUSSRuHYN13sB2wKXAJub2eZJZVe4+6cFC1ZERERECiIWiS3QEWgJfJVmf93EdutwfUeKsk+TpmW4T58+WQdUVVVFVVVV1uVFREREmqvq6mqqq6sbXU9cEtuGtAzXrQHcfQJgUSuZM2dOPmMSEREREaI1CAbzbKVW1qMiRLAIWAtskWZ/YvtnxQlHRERERIotFi227r7OzBYCHc3MUvSz7RiuG5XYpvpPorKyksrKysZUKyIiIiIp1NTUUFNTk3X5WCS2oQ+AfkBvwiG9kvQL1x825gT56PshIiIiItlJ1YA4evTotOXjlNiOJ0hgj6J+YjskXI8rZkAi2eoxcmrWZedeM6iAkYiIiDRdceljC0HS+h1wkZntC7XT5Z4NHALMdvfXShmgiIiIiBRObFps3X2xmY0ErgdmmNkbBA+NdQNWAmc19hzqYyv5FqX1NUqrroiISBw05z62uPsNZjYPOB/YFVgF1AAX56O1Vn1sRURERIontn1s3X0MMCaLchOBiYWOR0RERETKS5z62IqIiIhIM9ZkWmzLgfrYioiIiBRP1D62Vn8uA6nLzBygaNdqVPtwvbQ452uOmuA1Tjw8puG+RESkOUtMqevu9ebWVVcEEREREYkFJbYiIiIiEgvqYxuB+tiKiIiIFI/62BaA+tjGUBO8xupjKyIioj62IiIiItIMqCuCNG+Jltusyjad1l0REZHmSC22IiIiIhILarGV5ilK62uUVl0REREpGSW2EWhUBBEREZHi0agIBaBREZq5Mnk/NCqCiIiIRkUQERERkWZAia2IiIiIxIISWxERERGJBSW2IiIiIhILGhUhAo2KICIiIlI8GhWhADQqQjNXJu+HRkUQERHRqAgiIiIi0gwosRURERGRWFAfW5EmJtElIRvqtiAiIs2JWmxFREREJBbUYivSRERpfY3SqisiIhIXarEVERERkVhQYisiIiIisaCuCBFoggYRERGR4tEEDQWgCRqauSb4fmgyBxERiStN0CAiIiIisafEVkRERERiQYmtiIiIiMSCElsRERERiQUltiIiIiISC0psRURERCQWlNiKiIiISCwosRURERGRWFBiKyIiIiKxoMRWRERERGKhVakDaEqqqqrqbausrKSysrIE0YiIiIjEW01NDTU1NVmXN3cvYDjxYGYOULRrNap9uF5anPNJZk3w/egxcioAc68ZVOJIRERE8svMAHB3q7tPXRFEREREJBbUFUEkW4mW26zKNp3WXRERkbhQi62IiIiIxIJabEUaEqX1NUqrroiIiOSVWmxFREREJBbUYisSY4nREbKhERRERKSpU4utiIiIiMSCWmxFYihK62uUVl0REZFyphbbJBb4r5n9sNSxiIiIiEg0arENmVlb4DfATqWORURERESiU2ILmNnZwLVA61LHIiIiIiK5aZJdEcyspZnNN7MrGih3jJnNMrPlZrbYzGrMbPcURccBuwEDChKwiIiIiBRck0xsgcOBrTIVMLNzgQnA3sBcYAVwBDDLzPZLLuvuX7r728D7hQhWRERERAqvSSW2ZtbOzIYDtzVQriPwB2Al0M/ddwG2Bs4BKoCbCh2riIiIiBRXk0lszWwisBS4E+jcQPFhBAnsFe4+E8ADNwKPArub2a6FjFdEREREiqspPTw2A/gy/Lon0D9D2WHhelKKfZOAgWGZ1/MVnIiIiIiUVpNJbN39z4mvzWwEmRPb7YBlwFsp9s0I19vnKzYRERERKb0m0xUhW2bWAugCLHJ3T1FkUbjuWryoRERERKTQmkyLbQQdgZbAV2n255zY9unTJ+uyVVVVVFVVRT2FiIiISLNTXV1NdXV1o+uJY2LbkJbhut5kDO4+F7B0B86ZM6dAIYmIiIg0X1EaBM3Spmrx64pA0CK7Ftgizf7E9s+KE46IiIiIFEPsWmzdfZ2ZLQQ6mpml6GfbMVxHTmxT/SdRWVlJZWVl9EBFREREJKOamhpqamqyLh+7xDb0AdAP6E39Ib36hesPo1aaj74fIiIiIpKdVA2Io0ePTls+jl0RAMaH66NS7BsSrscVJxQRERERKYa4JrbjgO+Ai8xsXwALnA0cAsx299dKGaCIiIiI5FcsuyK4+2IzGwlcD8wwszcIHhrrBqwEzsqlXvWxFRERESke9bENufsNZjYPOB/YFVgF1AAX59paqz62IiIiIsUTtY9tk0xs3X0MMCaLchOBiYWOR0RERERKr0kmtiKSfz1GTs267NxrBhUwEhERkdwosY1AfWxFREREiidqH1urP3+B1GVmDlC0azWqfbheWpzzSf7E/L1LtOqqxVZEREolMaWuu9ebWzeuw32JiIiISDOjrggipZRo4Y10TDxbg0VERBpLiW0E6mMrIiIiUjwax7aANI6tFEw2rbC5tO6KiIg0YVHHsVUfWxERERGJBSW2IiIiIhILSmxFREREJBbUx1ZECiLKTGbJNEauiIjkSoltBBoVQURERKR4NCpCAWlUBJHosm2BzbWFV0RE4kujIoiIiIhIs6TEVkRERERiQYmtiIiIiMSC+tiKSJOTS39cjbYgIhJ/Smwj0KgIIiIiIsWjUREKSKMiiJSXbFphNdqCiEjTpVERRERERKRZUmIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYkFJbYiIiIiEgtKbEVEREQkFjSObQSaoEFERESkeDRBQwFpggYRERGR4tEEDSIiIiLSLCmxFREREZFYUGIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYkFJbYiIiIiEgtKbEVEREQkFpTYioiIiEgsaOYxkUIY1b7UERTE3LYnBF+MyqZs4qulkc7RY+TUSOUbjiP7mGuNihZzQ3J5TXOvGZTXGMopDhGRQlFiG0FVVVW9bammehMRERGRxqupqaGmpibr8kpsI6iuri51CFLu8tzSV7ayeZ0RW60L3jJYgJijyuY15rvFupzjEBFpSKoGxNGjR6ctrz62IiIiIhILSmxFREREJBaU2IqIiIhILCixFREREZFYUGIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYmFZpvYWuBSM3vXzBaY2Vgza1fquEREREQkN802sQUuBs4FLgSOB3YG7i9lQCIiIiKSu2Y5pa6ZtQZ+CVzo7hPDbScC/zGzXu7+VkkDFBEREZHImkyLrZm1NLP5ZnZFA+WOMbNZZrbczBabWY2Z7V6nWG+gK1A7GXqYzH4IDMx78CIiIiJScE0msQUOB7bKVMDMzgUmAHsDc4EVwBHALDPbL6noluF6fp0qPiVIeEVERESkiSn7xNbM2pnZcOC2Bsp1BP4ArAT6ufsuwNbAOUAFcFNS8S2Ab919bZ1qlgGd8hW7iIiIiBRPWSe2ZjYRWArcCXRuoPgwggT2CnefCeCBG4FHgd3NbNew7GJgYzNrWaeOdsBX+YpfRERERIqn3B8emwF8GX7dE+ifoeywcD0pxb5JBH1nhwGvA5+H27sDHyeV2xr4LMdYRURERKSEyjqxdfc/J742sxFkTmy3I+hKkGpEgxnhevtw/QawABgE3BLW3wvoATzWiJBFREREpETKOrHNlpm1ALoAH7u7pyiyKFx3BXD31Wb2V+AqM1tA0P3gOuBRd3+zGDGL5GxU+wLVu7RA9RYoXiiLmHusHFeYGGKqx8ipDRcqM3PbnhD5mCj3xdxrBkWuP69y+Rkt1M+elI1cflZLfi8Tk8QW6Ai0JH3/2A0S29CVBK//jwR9ax8hGNs2rT59+mQdUFVVFVVVVVmXFxEREWmuqqurqa6ubnQ9cUlsG5J4SKx1YkPYsjsqXLIyZ86cvAYlEkkZtE5Gq7eALTrlEHMYQzm0UDRFTeq6jUqss7g/ItwXZdd6HeH1SfNRrHs5SoOgmaXdV9ajIkSwCFhLMIxXKontejBMREREJKZi0WLr7uvMbCHQ0cwsRT/bjuG6UYltqv8kKisrqaysbEy1IiIiIpJCTU0NNTU1WZePRWIb+gDoRzBd7ut19vUL1x825gT56PshIiIiItlJ1YA4evTotOXj0hUBYHy4PirFviHhWo8vi4iIiMRUnBLbccB3wEVmti+ABc4GDgFmu/trpQxQRERERAonNl0R3H2xmY0ErgdmmNkbBA+NdQNWAmc19hzqYysiIiJSPM25jy3ufoOZzQPOB3YFVgE1wMX5aK1VH9t4q66u1tjDRaZrLs2B7vPi0zWPj9j2sXX3Me5u7n5xA+Umuvve7r6xu3dw9yPVBUGyoX9cik/XXJoD3efFp2vefDWZxFZEREREJJNYdUUoNPWxFRERESmeZt3HttD00YaIiIhI8cS2j62IiIiISCZKbPMoSlN5seQzpnKsS9e8NHWVm3K9TrrPm25duubFr0vXvPh1xfGaK7GNoKqqqt6S/AbE8QYp97p0zUtTV7kp1+uk+7zp1qVrXvy6dM2LX1dTuOY1NTX1cq9M1Mc2AvWxFRERESke9bEVERERkWZJia2IiIiIxIK5e6ljKHtmposkIiIiUkbc3epuU4utiIiIiMSCWmxFREREJBbUYisiIiIisaDEVkRERERiQYmtiIiIiMSCElsRERERiQUltmXGzI4xs1lmttzMFptZjZntXuq44srMfm9mj2RYepc6xqbOzFqa2XwzuyJDGd33edTQNdd9n19mdriZPWZmn5jZEjN71szONbN6s3ua2Y/M7EkzWxYuT5rZwaWIuynL9pqb2a8auNd17bNgZhuZ2ZVmNsfMvjGzueHv6b5pypfud7q7aymTBTgX8HB5E/g0/Po7YL9SxxfHBXgj6ZqnWvYvdYxNfQGOCK/lFWn2674v/jXXfZ+/az0qvGZrgf8As4GV4bYZQJuksj8B1oX73gsXD7cNLfVraSpLxGv+YAP3+k9L/XrKfQHaAK+F12sZMBP4b9K9e3yd8iX9nV7yC6al9kboGL7pK4B9w20GnB3eEC+VOsa4LQSfWKwAXit1LHFcgHbAcOCLdEmW7vuSXHPd9/m73jsAq4CvgH5J27sBzyS/B0Ar4PMwETgqqexR4bYvgNalfk3lvkS55uH2t8NkzEode1NdgP8Nr+tjQPuk7T8Jt38JbBpuK/nvdHVFKB/DgAqCH8iZAB64EXgU2N3Mdi1lgDG0FdAWeLfUgcSNmU0ElgJ3Ap0zFNV9nycRrrnu+/w5AWgN/MXdZyQ2uvt84HiCFsWfhZsPA7oC/3T3SUllJwGjCd6zw4oUd1OW9TU3s5bAdsC7HmZYkpNjwvWv3X1pYqO730/QIt4RSPyeLvnvdCW25WNYuJ6UYt+kOmUkP/5fuNYf+PybAfwjXKZlKKf7Pn+yvea67/Nn+3A9re6OMNF6G9jGzDZH93q+RLnmWxMkWbrXG2c7glbyN1PseztcJ96Xkt/n9Tq2S8lsR/BxyVsp9iX+K90+xT7JXeIP/Edm9nOgH9ASeBWY4O5zSxVYU+fuf058bWYjgP5piuq+z5MI11z3ff68DvyToL/hBsysBbAFwcev3xLc6xD0T6xL93r2olzzPcJd75vZCcCPgc0I+os+4O5vFCXipu94YHWaVu8dwvW8cF3y3+lKbMtA+MPYBfg4zY2zKFx3LV5UzULiB/JaYOOk7ScCl5jZL939zuKH1Tzovi8Z3fd5kvzPRAqnEnT7mOnu35nZlgR9aZemKPs1sAbd6w2KeM0T9/q5bHivHwtcama/c/c/FCbS+HD3pxNfm5kR/HOwFcHvjKMI/il+rlx+p6srQnnoSNBi8lWa/foDXxiJlqtFBE+RdyT4o38pQR/Ef5rZLiWKrTnQfV8auu8LyALnAdXhpsvDdVdgibuvq3tMmAQsArqGiYNEkOGaJ+71VQQff28JfA84K9x2jZkNLGasMXAwwT9nbwO/A54FDnX3tZTJ73S12DYNLcN165JGET9TgJeAu9z903DbYuByM1sLXEHwx/7YEsXX3Om+Lwzd9wUSPhTzF+BH4ab/dfdHsjy8JfqbHFkD1/xZgnt7irv/J+mwv5rZV8BYgvv90WLFGwOLCK7XlsD3gf2B35vZL7M4tii/0/VDVB4WETzJuUWa/YntnxUnnObB3cdm2P03gl94miSgcHTfl4Du+/wzszbAJcBvCf54fwyc6u6PJxVbAPQwsxZ1W23DVtrNgfl6ej872Vxzd68BatJUMR64GdjNzFqGLY7SAHd/GTgUwMy6AfcCpwMfAH+kDH6nqytCGQh/yS0EOqb5GKpjuNYf+CJx968IEq/v6aPBwtB9X35030cX/nGfDVxEMEnAxcD36yS1ECS2BnRIUU17guRM93oWIlzztMLfP+8RTD7QpRBxxl04CsVZ4bdDyuV3uhLb8vEBQYfsVFNZ9gvXHxYvnHgzsy5mNiLddIpm1prgj837akEpKN33RaT7Pr/MrB3wMMEYnu8Afdz9SndfkaL4B+F6vxT7dK9nKdtrbmYbh/f64AzVdSIYPWFBwQJu4sxsZzN7z8yq0xT5OFwnHs4r+e90JbblY3y4PirFviHhelxxQmkWviH4GGqCmW2cYv/BBF11XilmUM2Q7vvi0n2fX78AdiMYxmgvd387Q1nd6/mR7TVfQdBX/H4z6153p5ntTPAg2aupHuiTWp8SPFw6IJzwoq4+4fq1cF3y+1yJbfkYRzAN3UVmti/UPul5NnAIMNvdX8tUgWTP3b8F7ifo13a7mW2W2GdmuxP0NVwDXFWaCJsN3fdFpPs+704K179MnpEpjUcIPoIdYWZHJzaa2VHAaeG+hwoSZbxkdc3DTxzuIujiMc7MamfjM7Ptw30GjCpcqE1feI1fJhif9vLwUx0AzOz7wI3ht/eE65L/Tjd92lQ+zOxc4Prw2zcIOlp3I+hD1N/dny9RaLFkZlsQ9NPaHlhCMKtKR2AnggG+z3P3v5QswJgIJwu4HbjS3S9Osf9cdN/nVaZrrvs+P8LWq9UEydGjBNcuJXc/LDzmaGBieMx7BI1L24fHHu3ukwsbddMW9ZqHD5g9DexN0OXgNWAToBfBJxPXuftvCh13U2dm+xCMMNEK+IKgC0gHguvYErjB3X+dVP5cSvg7XaMilBF3v8HM5gHnE/QfWkXwROfFarXKP3dfbGZ7ETxVW0kwS83nwAPANe7+Qinjay503xeX7vu86UiQYAFkNRaqu/8r7N98Ces/wn0KuCx5EHxJK9I1DydpOBg4m2Ac294EY7D+G/hrhKHYmjV3nxWObX0ZsCfBvfsZwacQ17v7E3XKl/R3ulpsRURERCQW1MdWRERERGJBia2IiIiIxIISWxERERGJBSW2IiIiIhILSmxFREREJBaU2IqIiIhILCixFREREZFYUGIrIiIiIrGgxFZEpMyY2UZm9r9m9qCZvW1mK8zsIzN7ysxuNLPtSh1jNsxsjJl5xGVUqeNuasxsbobrucbM5pnZVDM7ycw042iZMLMeifcpwjGjUrzHQ5L2J2+/IkK9yT+rc6O9kpT1tTKzz8P6JkY47j/hMY+E3y+p85oajE2JrYhIGTGzw4D3gOuAQUBPoC3wPaA/cBbwTpjgtqpzbI+kPwBjihq4lKuWQHfgf4AxwGwz276kEZVIneStR9L2DmHCOKp00RXEcWZmDRUyszbAkHye2N3XAOPDbweZWbss4tgZ6BV+Oz5T2UyU2IqIlAkz2wm4D+gGvA+cCuwIbAxsR5Do/htoRZDg/qk0kUb2tLtblsuoUgfbhF1W93oC7YA9gT8A3wE/BJ42s+4ljLPcdAAuDZem4o6k93lymjL/D9g9i7oOAdrnLbL1xobrtsDgLMofE66/AyYDuHuH8D7+UbYnVWIrIlI+rgM2A94B+rr7be7+nruvcPe57v6Qux8G3BSWP9vMOiUdvxr4b7h8VtTIpSy5+9fu/pK7jwT6AUuArYGbSxpYaXzG+p+P1SWOpdDeD9fHZVH22DrH5MtLwNvh18OyKJ9IbB9y96W5nlSJrYhIGQg/Mtw3/PYv7v5VhuK/BdYQ/A6vbZFx90/d/fvhcmHhopWmyN1fAi4Pvx1sZj8oZTzF5u4XJv18fFrqeArs3nCdsTuCmSW3pt6XzwDc3YG7w28PqfNPeN04dgJ2Db/NuRsCKLEVESkXnYGO4dfzMxV09xUELW73AxXJ+5IeJOpfZ7ub2Tfh1/ua2cNmttjMvjWzF8xscLjPzGx4uO0bM/syfGhtg/qKxcymhbHvY2YVZnZh+IDJivChqIfMbL8Mx29sZr8JX88SM1tmZi+Z2f+Z2RZpjklcw05mtqMFD/Etr9tv2cy+Z2Z/t+DBvu/M7GMz+4uZbWFmR4R1TAvLmpm9G24bmSHeW8Myj+V2xRo0mqDVFuDkNDHsZGbVZvaBma0Mr/MjZjbYzOrlDUnvUR8z6xL2/54bXpPPzOxeM+ubLiAza21mZ5jZ/eE1+s7MPjGzcWa2T4bjNjKzc8xsenie5Wb2hpmNTtWP2MxGJL8n4TYHPkz+Ps3PT+T7KDxuq/CeeD98XV+Y2SQz65fumDx5Bvgc2BbYO0O5gQTdVeYAH2Sq0Mw2N7PLzezV8HfDYjObZWa/MrNN0hw2Lly3An6SofpEa+03wNRMcTTI3bVo0aJFS4kXgod8VgIOPAi0yrGeuWEd/ets9/CPxlEEH8N6iuUnwI1p9q0D9ooYy5jw2GmNuC7TEq8HeDpNbA4MTnFsD4KPndMdMx/YNcM13A9YmFR+TFKZA4Blaer9EKiq+9oJ+rk68Hya11oBLA7LjMjhPR+VZflbw/JzUuz7WYb7w4EJQJs079HxBB/3p7t/zkxxvo7ArAznc+CSFMdtTvAxd7pjVgK71zlmRIr3JN3x/ZPK5Hof7Q18leF6XJr4PsJ7ParuvZji59yBAQRdlhy4PkN9Y8My5wOnhV/PTVFud4JEOd01+A+wdZpzPBeWeSpDHC+FZcam2d8/XWx1F7XYioiUAXdfC9wVfjsIeMXMzjSzrfN4mrbhOR4D9iBoqTmc9f1xxxE8lDYW6E3wUM0wgoTYgN/kMZao/kDQVeO3BA/UbU6QpCdivz65sAUfsU4BdiJIFk8jGFliK+BEgj/SWwGPm1n7NOccB6wlaNncBTgjrHtjgo9tNyPol1gJdArLXE2QCP05RX33h+u9LPXDW4eEr2sl8K80MeXD3HD9g+QWWDPbH7idoHXtWYJkogPBR8TXESQWxwB/SVPv34EtgSuAnYEuBE/bf0Bw/9xkwUfOifMZcCdBAujA78Nzbc76f2QALjOzoXXO9WeCEUMWE7yfXQjej4MIkqw2wD8auhAePJi0XfL34TItjDGn+8jMKgjunw7AcuAXwPYE/ZtHEPxTNKqh+BrpnnB9bJqW9uRuCBPSVWJmHQlaUbsCHxP0yd2S4D4/k+C19AIettTDySUeIjvIzLqlqH971nepalQ3BEAttlq0aNFSLgvBH/THqd8a8l/gFmAo0LmBOuaSvsXWgRlAizr7Tkraf1+KOi8L970e8fWMSfFaGlp61KljWtK+ISnOMShpf8ek7WeE21YAPVMc1431rWnXpLmG3wBdUxz723D/guRzJu0fmRTTtKTtRpAYOPCLFMfdme49yPI9H5Vl+eT3u33S9kTL6eNAyxTHJa7pWmCXNO/Rr1Ict0VSjOOStu+XdNypKY5rDTwR7n87+b4FPgm3V6U4bmC4bzXQNmn7iLrvSbi9RyKODK850n0EnM36ltm+KY7blaSW8Qjv9Siyb7FtkXSdDkxRdki4b1b4fcoWW+CacPsXpPj9A+wGrArLnJFif8ek/b9Osf/8cN8ioCLN6+qfKrZUi1psRUTKhAcPjB1K8AdnEkFLCAStRWcQtBJ+EfYp/FmqVpgs/Mnd19XZNjvp62tSHPN8uN4sh/PlywzggRTbpyV9nRxfooXvRnf/b92D3H0+cFX47ZFpzjna3Rek2H5GuL7e3Rel2P9XgmSn7jmd9S2xRyXvC1vPhoTf3k1hJb+mzcLzb8P6vphnefAJQl3VwJsECdOgFPvnkqKV1N0XA1eG3x5vZhuFXyfq+C/BP0F1j1vN+iG4egI7JO3eOFy3TRHHU8A2BC2xa1LsjyLX++jEcD3O3WdTh7u/zvr+pwUR/pwnHghLNTpCYjSEhh4aS1yDS919YYrzvEbQdxtS/CyFPyMPh98en6L+RP/a+919VQOxNEiJrYhIGXH3te7+gLsfTdDS1YegC8CDwNdhsX7AHcADGR7aSOc/KbZ9m/T1mw3sz0WUcWznpqnj2TAx3IC7L09Tvme4fiJDXM+F615mtmmK/a/U3RAmoNuG36Z8wMvdvwFmpjlnojtCfzPbPGn74QRJ5hLgkQwx50OXpK8T91Tien3G+iGaNhAmStPDb1M9DPZQmIymMiVcG8FH8hCMswrweJpEmvB8K8OvkxPbx8P1nyyYeOHAxMfg7r7a3eeFS2MT21zvox3D9YMZjsu0L18SoyMck9xNIPznIpGEpp0ZzILJGxJdNbK5BukeEkx0R9jLzGrfRzP7HrBX+G3juyGgxFZEpGyFSe6L7n6du1cSjJwwhPUJ1xHA/0Ws9rsGzplxfwllfGI7WZhcJPqw/tvqT0GamMZ0RtJhHVJU9XmKbdsTJGcAH2UII92+GQQf6bYieP8SEi1qE4rwHmwTrtewPrFN9H3dCliX4ZpVheWSk/KEDzOc8wuCvqawPkFNJLZz0x0U/jOT2J+c2P4KeJLggbuTCPrjfmVmj5nZeZaHaadzvY/CURIS1yfT2LBZ39ONMJvg+nUh6H+ccDiwCTDT3T/OcPwOrL/f/5vhGiRanzcP+07X9SDrP4FKbj1OjJTwOcFIDo2mxFZEpAxYMATXERZMK5mSu3/n7g8QtIpMCzefkeYPSdxE+YiydQ71p+pmkSrBTP7ou14LcpKULYVhy+Sk8NshAGGre2W4rdDdEGB9C9yrSd1S2kSsI9X1aug9SlyTxDXM9r5NHFf7voYfiQ8ADiYY+u5DYNNw27XAe2Z2bY7ddRJyvY+yvVfTtVLnTfiPQaLVNrkbQLbdEKLeFy1J0T3EgyEKEy3DyZM1JLoh3Juh1T4SJbYiIuXhfKCGLJ6UDj9e/Vv47easH/9WqO2r/GX47X5ZdoF4K8vq3036etu0pYIHktJJdEc4LPxI+AiCPqOfEIxGUDBmthlwdPht8rneCdfvZnm9Uo2NmqmVtBPrp21NnOu9cJ32Oob/tCW6LiRfezzwpLv/yt23J2iJPpmg5a8FcB7BtNQ5yfU+CruiJPox75C6dkh6XYWWGB3haAvGDN6Y9f9Ipe2GEEq+5t2zvAYr0tSV6I7Q28x2CUdISIznm5duCKDEVkSkXCT6vu6XZb/ZxEediwmeJpYNJZKn3dIVsGAihT5mtmu6MnW5+9esn0Aj5fz1YT/cvVLtC00jeLhsY4In+BMfzY5P8WBfvp3O+nvn9qTtieu1Q5r+xkDt5A19Ug3bBPwow6cH/5P0dSKhTXxMf7CZtUxz3L6sf1DsnTCGHhZMlvCb5H6jYZ/aMe5+EEn/PKR7LVnK9T5KvLYjUh0TGtjI2LL1KsHr2IKgRft/CK7pc+4+L9OBYZKeuN8zXYOtwmvQM10Zgn84EjO+DWP9P1gfAi809CKypcRWRKQ8JD4S7AbcnOEPfaLVLfFk/sxUD1VJ7exFI8PrtYEwAbudoA/i/0asOzHe8Hl1HgBL+DnBmJ8phQ9YJUZ4+Bnrk76CPiVvZrsDvwu/nRQ+zZ7wPkHy04I0nxqED/q8THDNdkxR5Aes/4g7+bgOwCXhtw+EyRLAQ+G6FzA8xXGtWT+awrusTxbbAn8Kl/1Txcr67gtL0uxPKUVinut9NCZcn2ApZl0Lx/NNOfNbvqXojpBtN4SExDW4LNU4teH79CDBNUg16kEijrWsv8ePZ/1oC/fk9XeYRxgrT4sWLVq0FG5h/UxBTjA6wXCCVpJ2BB/jfp8gaXozLLOKOrOB0fA4tj1SnLdHYn+auPqT5RiSdY4bQ4pxQyPWMS2sY0SGMvVeG8HDYIkxY98gGIh+S4KWqj0JBqR3gn60P8zmGtapexHrxxg+nKA1bEeCBG4d62csS/naCT4K9qTlDcByvEaJeEel2LcJQcJ5NcFYrE7Q5aFbirJHJ8UzhmASj00Jurock3SeWcmxsuE4tquBCwgeDOsUvs53WD/+ba+k44xgBIjEvksJJnZoDxxI0MKXqHdo0nGtk67v3PD6tyfoD7ojQTKcOO64pONGpHpPSLr/gT6J2BpzH4Uxvsv68ZDPCM+zJXACQReH1YSzDUZ4r0cl3p8GfhYG1Nm+S7h9KcEoJ+vq3gOkH8e2B+tn2ZtO0K+5I0F/4gMIhldzgk8hujcQ/25seN87KWZta8zvoJx+0WjRokWLlvwvBA9eXBv+0an7y7/u8g5wSIo65lJ+iW2kpU4d08ghsQ23/4D0U7wmkpEh2V7DFNfkizT1Pk0wjqkDk9Mc35ZgRILEMRc24r6ZmyaOVMsrwPYZ6vptA8e/QZ1B+pPeo78StJCmO/aXKc7XmaClL9M5L05x3KAGjnGCh8qSE/ARpE5s27A+6XeCJK5/0v5c76O9SD+lbmJGu3kUIbEN972RfI+m2J9pSt0Bde7XustSYJ8sX8NrSce9SRb/0KEJGkREmh4Phvf6DcF0tn8CHiVIYFcSJFGzCVqIjiNo+Uo5jqoE3P1VgpaqSwlaBj8j+OP8CnAjsIO7T86x7mkELZr/IPhDvZKg9fYCgiQg0U861QQPuPtKNhzHtFDdENYSvO5HCBKpPu6edpgpd/8DQUI2mqDf43KCPpbPEPTP3cNTDNIfmkMwo9at4THfEVyb24G93f3mFOdbSNCd4JcEo0W8H55zNvBPYF93vyLFcVMJfk7uIEiOlobHvUXwEftBBLOgebrXmlTXd8BPCVpYVxHcI8uT9ud0H7n7C+FxNxEM7bWKINF9mCBxvr2h2PLsnqSvs+2GAIC7P07QZeSPBMOsLSJ4LXMIplDe3t1nZVnd2KSvx2fzHkVhea5PRESk2TOzywi6JVzu7pemKXMVcCHBQzwHFDO+fDKzaQSJ5MnuPqa00cSbmY0iSLDvcPcRpY2meMysP0GXh4/cvUemsmqxFRERicDMzjazv5rZ4RmK7RuuP0tTh7H+QZuCPjQm0pwosRUREYmmO8FH5xekGt7KzHYDDgm/fTJNHQMIxn1dQ9C9RETyQImtiIhINPcQJKT9gasS4w6bWQszO4igDyXA4+6eGAcVM9vIzPYwswEE/S4hmHHpS0QkL5TYioiIRODuLwNnEzylPRL40szeIXiAaRrBWMTzCIZmS9YVeBF4DOhJMILAqGLELLFzkpl5uAwpdTCFYmZLzMwJ+tdmRYmtiIhIRO5+C/BDgoHv5xJM57oYeBy4imD0gLqjD3xL8CT9twSjDAxw9/cQkbzRqAgiIiIiEgtqsRURERGRWFBiKyIiIiKxoMRWRERERGJBia2IiIiIxIISWxERERGJBSW2IiIiIhIL/x+4n58hNH1S6wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fd.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_',\n", + " 'Sim Energy Deposited [MeV]',\n", + " bins=50,range=(0.,30.))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "432f7503-3cd2-4a57-b761-63d9e434b063", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAH5CAYAAAB05X3IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABQTklEQVR4nO3dfZxUZf3/8fcH5CZSQEE00ETJG7zLFFLJElNRf7iBKSKaX+nGVetr0rdSMm/WUiOzNMusxUrUwBvMmxXxJhU1JBEVFW8yxNW8QwQF5EZAPr8/zplldvbM7JzZ2Z2ZM6/n43EeZ/ec61znOtecmf3sNde5LnN3AQAAAJWuU6kLAAAAABQDgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAibFbqAlQCM2PoCAAAgDLi7pa5jRZbAAAAJAKBbQzuHns59dRTCzpuv/3269DzFXJcR56rUuqEeimf46iXyq0X6qQ8jqNeqJdyrZdcYgW2Zvaamb0aI/1LZvZQnHMAAAAAhYjbx3YHSXn1NzWzrpIGSto+5jkAAACA2HIGtmY2StKoiO1/aSVfk7SnpG6SlhZcOgAAACBPrbXY7iNpfNrvqdba8ZkJc7g1RloAAACgIK0FtrMyfr9QQXB7UZ75vyppWswyJUpNTU1FnK+Q4zryXG3R0eWkXsrjuEJVyvUluV6ok/I4rlCVcn3US3GPK1Sxz2etPV3WLLHZRknu7p2LWooylxrHNk5dtdWQIUM0b968DjtfJaBOolEv0aiXaNRLS9RJNOolGvUSrSPrxSwYvtYjxrGN+/DYN4tRIAAAAKDYYgW27j6lvQoCAAAAtEVBU+qa2UGShkraIp/07v6zQs4DAAAA5CtWYGtmXRQ8DHZMvocoeNiMwBYAAADtKm6L7emSvh7+/Kakf0laVdQSQZJUW1tb6iKUHeokGvUSjXqJRr20RJ1Eo16iUS/RyqVe4o6KME/SFyTdLWmsu69tr4KVk1KMigAAAICWco2KEDewXS5pc0l7u/sLxSpguSOwBQAAKA+5AttOMfNaH64b21YkAAAAoLjiBrbPhOs9il2QjmZm/c3sVjNbEi63mNn2pS4XAAAAChM3sL0sXP+02AXpSBa0Yd8qaXtJxyp4IG4HSbeZWdw6AQAAQBmI1cdWkszsu5J+K+kOST9x94XtUK52ZWa7SnpZ0hfcfX64bYikJyUNcvdFGenpYwsAAFAGijalrpn9IfzxWQWtnF83s8WSFklal+Uwd/dD45wny7k7S/qvpL+4+3k50h0n6UeS9pL0saTZki5w92fSkn1a0oOSXkrb9m647t7WsibNwIkzWmxrnDSyBCUBAADILu6oCBsVTLjQIkLOwd29c9yCRZz7aEkNki7JFtia2QRJV4S/viipt6T+CoLur7r77IhjTFJfSRdIOkLSrp5RKdXeYhsV2KYQ4AIAgI5UtBZbSd8sRoHiMLOekkZJ+nUr6fpI+qWktQqC2Dlh0Hqmgq4Tv5O0b8Shd0k6WkHwu19mUItNGieNzBnkAgAAlFKswNbdp7RXQaKY2XQFD3flY5ykrpLOc/c5UtBULOkqMxspaYSZ7eXuz2cc911Jl4THP2pmB7j7K8W5gsqVLYBNtdAS4AIA2svSpUt18cUXa+7cuXr55ZdlZtpll1100EEHaeLEidpqq61KXcRmFi9erF/84hdqaGjQm2++qd69e2vo0KGaMGGCDjvssILyHDhwoF5//XU9/PDDGj58eHELnGBxW2w72uOS3g9/3lXS8Bxpx4Xr2yP23S5pRJjm+XBYr63d/Wl3/6+k/5rZE2GaUZJ+VYSyAwCAmB577DEde+yxWrJkSbPtc+bM0Zw5c/TnP/9ZDQ0NGjZsWOy8X3vtNV111VV66qmn9Morr2jt2rXafffdNXToUE2cOFGf+cxnYuf54osv6pBDDtF7773XtO29997TjBkzNGPGDE2aNEnnnHNO7HxL4cMPP9SVV14pSaqrqytpWQrm7hWxSBqvoH/vxVn2vy1pucJ+wxn79g6PvSn8/TuSlkraLC1NJ0mvSzor4ngPqqp67HDO3b7DOXcXvB8AgLg+/vhj32WXXVyS77LLLn7PPff4kiVLfPHixT5t2jTv37+/S/KddtrJV65cGSvv++67zzfffHNP/U3PXDbffHOfMmVKweXt16+f33zzzf7ee+/5P//5Tz/66KOb8n7wwQdj5evuvsMOO7gkf/jhh2MfW6jXXnvNKyHmSStji3gw1pitZraogOXVuMF2XOHYs/0kLQ0vONPScL1NuH5QUg9J9WY21My+KOnPknpK+nt7lxcAALQ0bdo0vfLKK+rSpYvuv/9+HXXUUerbt6/69eunE044QX//e/AnetGiRbr33nvzznfp0qUaO3asPvroI+2444664447tHjxYi1evFi33367Bg8erI8++kjf+c539PTTT+ed74033qhXXnlFm222me644w4df/zx2nrrrfWlL31Jt9xyi4YMGSJJuuiii+JVBAoWdzKCgXkuO6T9vGNbCpinPpI6S/ogy/5mga27vybpawpmUHtI0gxJW0s6xIOuCQAAoIMtWLBAkjRixAjtsMMOLfbvv//+GjhwoCTpueeeyzvf66+/Xh9++KG6du2qWbNmadSoUerXr5/69eun0aNHa86cORo4cKDWr18fq9vA1KlTJUmHHXaYDjzwwGb7PvWpT+mHP/yhJOnRRx/V22+/nXe+KFzcPraH5NjXRUEg+0VJpyjoG3uMpBcKKllxpYYb65La4O4PSHogTiap/7zyUVtbq9ra2jjZAwCQGGeddZauuuoq7bTTTlq4cGHTEE3p1qxZo379+umjjz7Sr371Ky1cGMz5tOOO2dvEttxySzU2NmrZsmV5lyUVBI8ZM0af/exnW+zv1auXzjrrLP3gBz/Q3LlztXHjRnXqlLvtb8OGDXr00UclSUcffXRkmiOOOEKdO3fWJ598ooceekjf+MY38i5zutdff10XXXSR7rvvPi1btky77babvvCFL+jUU09tEVCne+CBB3TNNddozpw5+uCDD7T99ttr//331//93/9p332bDxSV+fqkfs98eO3555/Xb37zG82dO1f//W/QFrjddttpyJAhOvPMMzV06NCCrrG+vl719fUFHdtMVP+Eti4KWmn/K+kdSdsUKc/xytLHVkHL8wZJr2U5dvvw2EcLPHfZ9zcpNvrYAgDaYvbs2U19IefPnx+ZZvr06S7JO3fu7G+//XareS5evNh79Ojhkry+vj7vshx00EEuyS+66KKsae66666m8i5ZsqTVPN9+++2m9HPnzs2abvDgwS7JJ02alHd53Tf1sf3tb3/rvXr1yto3+PLLL29x7IYNG/yMM87IekzUcdnSpffxTa+jqMXMfPr06bGusxBpcVnb+tjmy4Ov+r+t4Kv/89vjHBnn2yhpiaQ+FvUvYdBVQQoCbRTRwIkzmhYAAFIOOOCAptbRVN/YTLfccosk6cgjj4wckcDdtXLlSjU2Nuqmm27SEUccodWrV2vw4ME66aST8i7LT3/6U9166605j3nqqackST179lSfPn2ypkt59913m37OlT61b/HixfkWt5kf/ehHWr16tS6//HItXLhQ77zzjm6++WYNGDBAkvTjH/+4RbeMyy67TNdcc42k4BvkZ555RsuXL9fs2bN11FFHNeV70003NR3j7nrttdea/e7uTa21H3/8sU4++WRJ0kEHHaTZs2dr+fLl+vDDD/XII49o//33l7trwoQJBV1n0URFu8VYFIwpu1ZSY5HyG6/coyLMDvfvFbHvu+G+SQWeu7pbbC/smXVJpaP1FgCQ6Uc/+pFL8j333LPFvo8++qip9fWWW26JPH7mzJktWgXHjRvn7777blHL+fLLL3vv3r1dkp966ql5HXPPPfc0lemDDz7Imm7UqFEuyU888cRYZUq12EryhoaGFvvffffdplEijjrqqKbtS5cu9U996lNZW6g3btzoJ5xwgkvy7bbbztetW9e0L9eoCE8//bRL8q5du/qyZcta7E8/dvHixbGuNa60MnZMi21ovaRPtGkkgvY2LVwfE7FvdLie2jFFqR6N3U9sWgAASHfCCSdICh4Ke+WV5nMf3X333Vq9erW23HJL1dTU5J3nnDlz9MADsR6Ryemee+7RwQcfrA8//FB9+/bV+efn90Vzeh/fT3/601nTpfZljsubry9/+cuRfXi32WYbnXvuuZKkmTNnatWqVZKkGTNmaM2aNerfv79+8pOftDjOzHTllVfKzPTmm2/qmWeeyascW2+9taZNm6Y77rhDW265ZYv96S3uq1evzivP9tCege1XJX1K0rutJSySqZI+lnSumR0oSRb4vqTDJT3p7vk/QomW6pZvWgAAaMW+++6rQYMGSZJuv735/Empbgjjxo1T9+7dI48/8sgj5e5aunSpZs+ereOOO06NjY06+eSTdfXVV7epbC+88IJqamo0cuRILV68WH379tX999+v7bffPq/j07sfrFy5Mmu65cuDv5m9evUqqJxf+9rXsu4bPXp008+vvhqMrvrvf/9bknTwwQerS5cuUYdpm2220c477yxJevLJJ/Mqx3bbbacTTjihqStDyoYNGzRnzhydeeaZeeXT3mKNimBmLR8lbKm7pP0lXaagqTi/Gmsjd19mZhMlXSHpcTNbIGkrSf0VdIloc41HjXJQU1MT6z/NxEgPbusKe7MCAJLNzHTCCSfokksu0d///vemobRWrlype+65R5J0yimntJrPVlttpWHDhunAAw/U2LFjdeutt+qCCy7Qt7/97axBcTYrVqzQueeeq2uuuUYbN26UJI0dO1ZXXXWV+vXrl3c+2267bdPPH3zwQdZpfj/4IBiJtH///k3bhg8frkceeaRF2gsvvLDFjF+5Rojo37+/evToodWrV2vhwoXae++9m1rGp02bpmnTpmU9NrN8+XB3Pf7447r77rv1/PPP69VXX9WiRYu0bt26vPOIq6GhQQ0NDXmnjzvc12utJ2liktZJ+lnMcxTM3a80szcl/VjSXuH5GySdV4zW2qIMQ1HGeAAMAFBsY8eO1SWXXNI0PNT222+vhoYGrV27VoMHD441PJSZ6dRTT9Wtt96qZcuWadGiRdp9993zPn7GjBk67bTT9NZbb0kKWjV/8Ytf5BwyK5v0wPb9999vapnOlOqyUMh0vZLUuXPnrPvcvSk479Gjh6TgIa84crU2p1u1apXGjh2rGTOCWGGzzTbTXnvtpVNOOUVDhgzRkCFDtN9++8U6dz6iGhAnT56cNX3cwDZqxIEoqyQ9JenH7r4g5jkiuft1kq7LI910SdOLcc5q1tRntq6kxQAAVLg999xTgwcP1ksvvaQ77rhDZ555pm6++WZJ0vjx45uNn7rddtvpww8/1I033tjsa/Z022yz6dGdOC2Ft956q0444QRt3LhRffv21bXXXquvfe1rkePr5mPrrbdWly5dtH79ev3rX//S/vvv3yLN0qVLm1pQU6MYSNKsWbPyPs+iRYuy7nv77be1du1aSdIuu+zSbH3qqacWtUFu4sSJmjFjhrbeemtdffXV+trXvqZu3bo17Q+e6Sq9WH1s3b1TnssW7j7c3TukGwKKq3HSyFIXAQCQEKnuCFIw7Nfy5ct17733qlOnTi0mLNh22221atWqFg+apXvppZckBS2GgwcPzqsMTz31lE466SRt3LhRBx98sObPn69Ro0YVHNRKQUvqV77yFUlqasXMdP/99ze1qB5ySK45rrJLddmIkhpGrVu3bk1Dq6UC21wzs7m7nnrqKc2bNy/vFttUn+hLL71UY8aMaRbUSmqaXKPU2vPhMSQBD4wBANpo7NixkoKpZa+99lqtW7dOI0aMaNbvVJJ22203SdKf/vSnyK/UN2zYoMsuu0xSMBtoZnCVzZVXXqn169dr6NCh+sc//tGs9bQtTjwx+Hbz4Ycf1uzZs5vtW7NmjX79619LCro8bLfddgWd48EHH9S9997bYvs777yjSy+9VJJ0+umna7PNgi/hR4wYoU6dOumJJ57I2jf19ttv15AhQ3IG25ktsKnXI6pPs7tr0qRJWY/tUFFjgLFU5zi2kWPX5iNqjFsAANLss88+LqlpjNWbbrqpRZqHHnqoaYzSYcOG+cMPP+xLly71999/3x988EEfNmyYS/IuXbr4008/3ezYJ554wnfddVffdddd/Xe/+13T9o8//ti7deuWc7zcXH73u9815fvEE08027du3TrfbbfdXJJvs802fsstt/iSJUv8n//8p9fU1DTNxvXoo4/GPm9qHNvu3bt7165d/YorrvBXX33V33nnHb/llluaxrDdfPPN/b333mt27Pe//32X5D169PCLL77Y//3vf/uaNWv8jTfe8F//+tfevXt3l+Rnn312s+PSx6J98skn3T0Y99bd/ZBDDnFJPmjQIJ81a5Z/9NFHvmTJEn/ggQf8yCOPbDbW8G9/+1tfs2ZN7GvOV1pc1jJmi9rY2qKgb+5YSTdIelzSYknLJD0RbjtR0maF5F2OS6oCTz311BbLXXfd1aYXp5wQ2AIA2ssvfvGLpoCkV69eWQOfiy++2Dt37px12tZevXr5lClTWhz38MMPN6W58MILm7a/8cYbOaeBzVx22GGHZvleeOGFkdPLprz44over1+/rFPMXnnllQXVVyqwnTZtmnft2jUy/+7du0dO3rBmzRofPXp0zuscN26cb9iwodlxa9eubQp6JfkWW2zRdM1PPvmkd+nSJWt+EydO9OHDhzf9/vnPf76g68501113tYi9ihrYShoo6WkFky98ImljxpLa/pSkgXHzL8eFFtv2OQ4AUD0WLVrUFJCcdtppOdMuWLDATzzxRP/85z/vW2yxhffr18+/8pWv+A9/+MOss1plC2znzp3broGtezAL2FlnneU77rijd+3a1fv27etHH320z5o1K04VNZMKbFeuXOnz58/3448/3vv16+ddunTx7bff3r/zne/4woULsx7/ySef+M033+zjxo3zPfbYw7t37+6DBg3ympoaf+CBB5paYjNNnz7dd955Z+/atav379/f586d27Tv+eef9+OPP94HDhzoXbt29QEDBvg3vvGNptbdhQsX+gEHHOBbbbWVT5gwoeBrb02uwNaC/fkxsx6SnpW0k4IREh6U9ICkRkkbwu2Hh4tL+o+kL7j7mrxPUobMLIhuY9RVJUoN99U4aeSmsWnz6FubPkzYptEU6JMLAACKL/XQn7u3ePov7nBf/ytpkKQ1kka6+6yINJeb2WEKxo/dWdIZkn4T8zwAAABALHED22MVtMSekyWolSS5+z/M7CcKAtrhIrBNtGbDg9WVrBgAAKDKxQ1sdwnX2QdV26RBQUC7V8xzoIMx4xgAAEiCQmcey2di4WXhunfMc6BEmG0MAABUsrgTNDwfrofkkTaVpihT6gIAAAC5xG2xnS/pSwoeEDvQ3VdHJTKzT0m6XEF/3PltKWA5qa2tbbGtpqZGNTU1JShNOyrGiAapURWKlR8AAKg6DQ0NWWdQixJ3uK/Bkp5T0NL7sqSfS7rf3ZeF+7eUNELS+ZJ2VzCe7efd/cW8T1KGkj7cV9MwX8UYqis9oG3aRmALAACKo2jDfbn7S2Z2qqRrJQ2W9LfwBKvCJJ9OnVPBZA2nVXpQi3gGrp3a9HNToAwAANAB4nZFkLtfZ2ap1tqvKghiN89I9rCk89398bYXEZWEob8AAECpxA5sJcnd/yXpcDPrpmC2sc8pCHAXSlrk7muLV0QAAACgdQUFtinu/rGkl8IFAAAAKJlYw32ZWfcs27ua2RlmtnNxigUAAADEk1dga2ZHmNlUSe+ZWdeIJF0kXS3pZTN7w8zOzRYEAwAAAO0hZ2BrZp3N7AoFU+iO1aZRD7IeImk7BQ+WPWJmfYtSSgAAAKAVrfWx/ZOkbyoIWF+RdKOk9ZmJ3H2VmfWXdLik70j6soKZx/4m6YhiFriUqmaCBgAAgDJQtAkazGxPSc+Gv14u6SfuvrHVDINRc3+gTTOPjXT3e/MuURligoYCMVkDAKCIUn+vykGz4S3RoXJN0JCrK8IEBS2197v7OfkEteFJ3N1/I+mOcNNxcQoLAACA7JYvX65u3brp2muvzZrG3XXDDTdo+PDh2nbbbdW3b18deuihuuGGGxLbUCfl7oowWEGL6xUF5v1bSaMVjHGLKpSahaxx0sjo1lsAAApQytbScmg1vuGGG7Ru3bqcab75zW9qypQp2myzzbTHHntIkh555BE99NBDuuuuu3TLLbc0tXwmSa4W21RAWuiUuK+Ea4YAAwAAaKOlS5fq97//vc4+++yc6R577DFNmTJFO+ywg5577jnNnz9f8+fP1wsvvKDBgwdr+vTp+vOf/9xBpe5YuQLb1DS57xWY97JwvVWBxyMhyuG/WwAAKtnQoUPVt29fnXnmmVqzZk3OtNddd50kqa6uToMHD27avuuuuzbtu/7669urqCWVK7B9O1x/psC8twvXhQbG6CCN3U/c9OAYAABod9/61rdkZvrjH/8Yuf+YY46RmWnq1KBb34gRI3TaaafptNNO03777Zcz70WLFkmShg8f3mLf0KFDtfnmm+vZZ59tsS8JcvWxnS9pJ0lHKhj2K66jwnWhXRlQ4Zr1gaorWTEAACg7Y8aM0V//+lfdeeedOv3005vtW7lype69915tvvnmGj16tCTpkksuadpfV1enp556Kmvew4YN06BBg9S/f/8W+1avXq3Vq1frM58ptN2yvOUKbG+TdKykn5jZ39z9o3wzNbNPSzpbwcNnd7atiOgwHTEUV+ohMob9AgBUsUMPPVS9e/fWgw8+qBUrVqhnz55N++655x6tXbtWp5xyinr06BE77/QgONOll16qjRs36itf+UpB5S53uboiTFfQ2rq9pAYz2zKfDMOg9u8KuiIslnRDWwsJAACQJF27dtXo0aO1fv16zZw5s9m+6dOnS5JOPvnkop3vk08+0Q9+8ANdeuml6tq1qyZOnFi0vMtJ1hZbd99gZt+S9KCkr0h63cx+L+kKd1+Smd7MuksaI+lCSTtK2ijpu+6+ql1KXgLMPFa4pqG/6MsLAICkoDvCddddpzvvvFNjx46VJK1atUozZszQgAEDIvvIFuKxxx7T97//fc2fP19dunTRDTfcoL333rsoebe3uDOP5ZxS193nmtnRkm6V1FfSOZLOMbPFkl6T9F9JfRQMDba9ggkdTMG0u2e4+x0FXEPZqq+vL3URAABAQhx22GHq3bu3ZsyYoXXr1qlr166aOXOm1qxZo5NOOkmdO3duU/4rVqzQD3/4w6aJHPbcc09NmTJF++67bzGK3yGiGhAnT56cNX2urgiSJHd/RNLukq6VtFZB4LqtpAMVtNAeKmmHMC+T9ICkoe7+l4KuAAAAoAp07dpVo0aN0ooVKzRr1ixJxeuGsGDBAu2999669tpr1bdvX/3hD3/QM888U1FBbSFyttimuPv7kmrN7MeSRkg6QEEL7ZaS1khaImmepAfcfWE7lRUAACBRxowZoylTpuiOO+7Ql7/8Zd19993aZ599tOeeexac51tvvaWjjjpKb775pg444ADddtttkSMkJFFegW2Kuy9X0C3h1vYpDgAAQPU47LDD1KtXL91111067LDDtGrVqja31v785z/Xm2++qa9//euaOnWqunXrVqTSlr9WuyIAAACgfXTr1k2jRo3SW2+9pQsuuECdOnXSuHHjCs7v448/1rRp09S5c2f98Y9/rKqgVorZYgsAAFBqSZuqfcyYMbr++uv1wgsv6IgjjmjT5AnvvPOOVqxYoe7du+ds+d1mm200ZcqUgs9TrghsAQAASujwww9Xz549tWLFijZ3Q3jvvfckSWvXrtV9992XNd0OO+zQpvOUK3P3Upeh7JmZS1Ji66oDZgNL/XfdNI4tM48BAIACmJkkyd0tcx8ttiiNVDAtEeQCAICi4OExAAAAJAIttuhY6a2z6a22AAAAbRQrsDWzz0qSu78RI/16d3+ngLKVndra2hbboqZ6AwAAQNs1NDSooaEh7/SxHh4zs42SNrp7XgGxma2U9L6775j3ScoQD4+1XebQLI2TRnbIeQEAQLLkeniskD62LTLJctJtJfWQtG0B5wAAAABiydnyamZnSTorYvuiVvI1SQPCnxcXVjQkSeOkkZKSN6g2AAAoH611KegtaWDGNovYlssvYqRFB0kPMBu7l7AgAAAARdJaYHudpFnhzybpIUku6at55v9avg+aoYoxpi0AACiCnIGtu78u6fXU72mddR9p32KhowQPcZW6FAAAAG0Xdxzbih7dAGWGMW0BAEARxQpswxZcAAAAoOy0NirCJ+GPL7v7Hmb2lwLO4e7+7QKOAwAAAPLWWoutZazHK3h4LK+xbEMuicAWAAAA7aq1wPZRBYFpqgvCz8LfAQAAOlY5PY/BKD5lqbVREYZn/F7XnoUBAABAbsuXL1e/fv109dVX6zvf+U5ex6xdu1ZDhw7VBx98oDfffLOdS1g6cUdFAAAAKK1StpaWQavxDTfcoHXr1sU65txzz9WCBQs0YMCA1hNXMAJbAACACrB06VJNmzZNZ599dqzj/vGPf+iKK65op1KVl6yBrZk9VKRzuLsfWqS8UCSN3U8MfqgraTEAAEAehg4dqnnz5sU+btmyZTrllFM0aNAgvfrqq+1QsvKSq8V2uHKPgJB6iKy1ERJ42AwAACDNt771Lf31r3/VNddco9NPP73F/mOOOUZ33HGH/va3v+nEE0/UiBEjtN9++0mS5s2bp6eeeqrVc7i7Tj/9dL377ruaPXu2DjzwwKJfR7nJFdher9xB6Snh/ilFLVEZq62tbbGtpqZGNTU1JShNkfBUJwAAHW7MmDH661//qjvvvLNFYLty5Urde++92nzzzTV69GhJ0iWXXNK0v66uLq/A9sYbb9Stt96q888/XwcccEBRy99RGhoa1NDQkHf6rIGtu4/PdaCZnRKm+2beZ6tw9fX1pS5C8qV3yifoBgAk1KGHHqrevXvrwQcf1IoVK9SzZ8+mfffcc4/Wrl2rU045RT169Cgo/8bGRn3ve9/TkCFDdP755xer2B0uqgFx8uTJWdN3au8CAQAAoLmuXbtq9OjRWr9+vWbOnNls3/Tp0yVJJ598ckF5f/LJJzr55JO1YcMG3XjjjerSpUuby1spCGxREgMnzmhaJAWts6kFAIAqMGbMGEnSnXfe2bRt1apVmjFjhgYMGKDhw4cXlO9ll12mf/7zn7r88su16667FqOoFYPAFgAAoAQOO+ww9e7dWzNmzGgal3bmzJlas2aNTjrpJHXu3Dl2nk8//bQuuOACHXnkkTrjjDOKXeSyxzi26FCNk0Y2/dzUWgsAQBXq2rWrRo0apSlTpmjWrFkaMWJEm7sh3HXXXdqwYYOWLFmio446qsX+JUuW6Mgjj5QkXX311Ro0aFDhF1CGCGwBAABKZMyYMZoyZYruuOMOffnLX9bdd9+tffbZR3vuuWeb8s02asK6det03333SQpGX0gauiIAAACUyGGHHaZevXrprrvu0syZM7Vq1aqCW2ulYCgwd49cJGnAgAFNv++zzz5FuoryQWALAABQIt26ddOoUaP01ltv6YILLlCnTp00bty4UherYtEVAQAAVJb0Mc8TYMyYMbr++uv1wgsv6IgjjtBnPvOZUhepYmUNbM3sgnwyyCedu/8sTqFQXdIfIkt/uAwAgGpw+OGHq2fPnlqxYkWbuiFAslSfixY7zDYq95S6eXP3+ONVlBEzc0nKVlcVKfXfbgnHjY0aFaFx0siyKBsAAChPZiZJcnfL3JerK8IbKlJgC0Rh6C8AAFBMWQNbdx/YgeUAAAAA2oRREQAAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARGBKXZSv9CkTmawBAAC0ghZbAAAAJAIttjHU1ta22FZTU6OampoSlCbB0ltn01ttAQBAVWloaFBDQ0Pe6c2dWXNbY2YuSYmqq1TAWCZf8aem1E2fZldS2ZUTAACUlplJktzdMvfRFQGVoa4XrbcAACAnAlsAAAAkAoEtylvdcrohAACAvBDYAgAAIBEIbAEAAJAIDPeFspIaHUGKGCEBAAAgB1psAQAAkAi02KIspLfOprfaAgAA5IsWWwAAACQCgS0AAAASgcAWAAAAiUAfW1SW9Gl1mbgBAACkIbCtIs2G0upewoIAAAC0AwJbVIb01tn0VlsAAIAQfWyrEBMfAACAJCKwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAicAEDShbzWZKY+xdAADQClpsAQAAkAi02KLspLfOprfaAgAA5EJgW0Uau58Y/FBX0mIAAAC0C7oiAAAAIBGqtsXWzHooaLscI2lrSc9KOs/dHy5luTpE3fJSlwAAAKDoqrnF9ueS/kfSjyQdLOlfku43s31LWioAAAAUpCpbbM3MJJ0q6Rx3vy3c/JSZ7SepVtLpJSscAAAAClIxLbZm1tnM3jazi1tJd5yZ/cvMVpnZMjNrMLMvZCTrJeltSXMztr8nafsiFhsAAAAdpJJabI+S9JlcCcxsgqQrwl9flNRb0tGSRpjZV919tiS5+4eSdss4drfwHL8qZqHRjup6pf1Mv2EAAKpd2bfYmllPMztZ0l9aSddH0i8lrZU0zN33kLSdpLMkdZX0uyzHmZmdIOlxSW9JuqqIxQcAAEAHKesWWzObLunYPJOPUxDAnufucyTJ3V3SVWY2UkGr7V7u/nxa/jtJ+qukr0i6TdIZYWsuyll662x6qy0AAKhqZR3YKmhFfT/8eVdJw3OkHReub4/Yd7ukEWGa5yXJzL4o6cEw/8Pc/cEilBcAAAAlUtaBrbv/JvWzmY1X7sB2R0krJL0Use/xcL1TmFdnSbcoCHJr3H1pEYoLAACAEirrwDZfZtZJUj9Jb4TdDzKlAtdtwvUXJe0g6QJJW5rZlmlp17j7W+1WWAAAALSLRAS2kvpI6izpgyz7MwPb7cL1lIi0jyhLy/CQIUPyLlBtba1qa2vzTg8AAFCt6uvrVV9f3+Z8khLYtqZzuO4iSe5+qySLm8m8efOKWSYAAAAoXoNgMM9WtLIf7itPSyV9ImmrLPtT29/pmOKg2AZOnKGBE2eUuhgAAKCMJSKwdfeNkpZI6mPRYXyfcE1gCwAAkFCJCGxDiyRtIWnPiH3DwvVrHVccFEPjpJFqnDSy1MUAAAAVIEl9bKcpCGCPUThWbZrR4XpqRxYIxZfeHYGAFwAApEtSYDtV0uWSzjWzB9x9Ttgt4UxJh0t60t2fa8sJojo119TUqKampi3ZAgAAIEJDQ4MaGhryTm/Rw76Wn3CChr9KusTdz8uSZoKkK8JfFyh4aKy/pLWShrv7EwWe2yWpUuoqq9T0s+lT0lagVKtt46SRibkmAACQn9TjVO7e4rmqJPWxlbtfKWmMpLmSBkn6tKQGSfsXGtQCAACgMlRMVwR3v07SdXmkmy5penuXBwAAAOUlUS22AAAAqF4V02IL5JTqayvR3xYAgCpFiy0AAAASgRbbGBjuqwylt86mt9oCAICKl9jhvkqJ4b7KS7PhvtIl5PoAAEB2VTPcFwAAAKoXgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiMNxXDAz3BQAA0HEY7qsdMNxXeWG4LwAAqhfDfQEAACDxCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgERggoYYmKABAACg4zBBQztggobywgQNAABULyZoAAAAQOIR2AIAACAR6GOLipXqkiBldEtIdUmQ6JYAAEAVocUWAAAAiUCLLSpOeutseqtts9bZ9FZbAABQFWixBQAAQCIQ2AIAACARCGwBAACQCPSxjYGZxwAAADoOM4+1A2YeK1/MQgYAQHVh5jEAAAAkHoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAITNCQdKnxXBFdF4xzCwBAYtBiCwAAgESgxbZa0DK5Sd1yWrIBAEggWmwBAACQCLTYxlBbW9tiW01NjWpqakpQGgAAgGRraGhQQ0ND3ukJbGOor68vdREAAACqRlQD4uTJk7OmJ7BFstGXFgCAqkEfWwAAACQCLbaoDowKAQBA4tFiCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAsN9IREGTpzR7PfG7iUqCAAAKBlabAEAAJAItNiiojVOGhm5feDEqTn3AwCA5KHFFgAAAIlAYAsAAIBEoCtCDLW1tS221dTUqKampgSlAQAASLaGhgY1NDTknd7cvR2Lkwxm5pJUkXVV1ytcLy9tOTpYapSErH1sq7ReAACodGYmSXJ3y9xHVwQAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAITNAApMa0bbaN8W0BAKg0tNgCAAAgEQhsgRRaaQEAqGgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABJhs1IXoJLU1ta22FZTU6OampoSlAYAACDZGhoa1NDQkHd6AtsY6uvrS10EAACAqhHVgDh58uSs6QlskWgDJ85osa1x0sgSlAQAALQ3+tgCAAAgEQhsURVopQUAIPkIbAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCW1S3ul6lLgEAACgSAlsAAAAkwmalLgBQEnXLS10CAABQZLTYAgAAIBEIbAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARmHkMVWngxBkttjVOGrnpl7pe4ZoZygAAqBS02KaxwL/NbJ9SlwUAAADx0GIbMrPukn4kaZdSlwVt16z1tZV0zVpvUy20qRZbAABQMQhsJZnZ9yVdLqlLqcsCAACAwlRkVwQz62xmb5vZxa2kO87M/mVmq8xsmZk1mNkXIpJOlbS3pMPapcAAAABod5XaYnuUpM/kSmBmEyRdEf76oqTeko6WNMLMvurus1Np3f19Se+b2dp2KS0qQnqXhMbuJSwIAAAoSEW12JpZTzM7WdJfWknXR9IvJa2VNMzd95C0naSzJHWV9Lv2LisAAAA6VsW02JrZdEnH5pl8nIIA9jx3nyNJ7u6SrjKzkQpabfdy9+fbp7SoJOkPmkUNAwYAACpDxQS2kh6X9H74866ShudIOy5c3x6x73ZJI8I0BLYAAAAJUTGBrbv/JvWzmY1X7sB2R0krJL0Use/xcL1TscoGAACA0quoPrb5MLNOkvpJWhp2P8i0NFxv03GlAgAAQHurmBbbGPpI6izpgyz7CWyrXKx+tNkmamCqXQAAyk4SA9vWdA7XLSZjcPdGSZbtwCFDhuR9ktraWtXW1sYtGwAAQNWpr69XfX19m/NJYmC7VNInkrbKsj+1/Z24Gc+bN6/QMqEM5DvNrqTsLbJMtQsAQNHFaRA0y9oGmbw+tu6+UdISSX0s+sr7hOvYgS0AAADKV+IC29AiSVtI2jNi37Bw/VrHFQcAAADtLamB7bRwfUzEvtHhemrHFAUAAAAdIamB7VRJH0s618wOlCQLfF/S4ZKedPfnSllAAAAAFFcSHx6Tuy8zs4mSrpD0uJktUPDQWH9JayWdWUi+UZ2aa2pqVFNT04bSAgAAIEpDQ4MaGhryTp/IwFaS3P1KM3tT0o8l7SVpnaQGSecV2lpbjGEoAAAAkJ+oBsTJkydnTV+Rga27XyfpujzSTZc0vb3LAwAAgNJLah9bAAAAVBkCWwAAACRCRXZFAMpW1Mxk2WYxAwAARUVgGwOjIgAAAHQcRkVoR4yKgLzVLY9uvQUAAHmLOyoCfWwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgERguK8YGMcWAACg4zCObTtiHFsAAICOwzi2AAAAqEoEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEYLivGBjHFgAAoOMwjm07YhxbAACAjsM4tgAAAKhKBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARmKABaMXAiTOafm7sHv5Q12tTgrrlhWWcnkdb8wIAAAS2cTClLgAAQMdhSt12xJS61a1x0kgNnDi16efIFtdC1C0vXl4AACQIU+oCAACgKhHYAgAAIBEIbAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIw81gSMYsVAACoQgS2MdTW1rbYFjXVGwAAANquoaFBDQ0NeacnsI2hvr6+1EWIp265Bk6cIUlqLG1JAAAAYotqQJw8eXLW9PSxBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkwmalLgDaz8CJM0pdhIrVWt0NnDhDjd3zzKyuV/4nTk9btzz/4wAAAIFtHLW1tS221dTUqKampgSlAQAASLaGhgY1NDTknd7cvR2Lkwxm5pJUMXWVavWjxa99RdVzPnWf2YKbmZbXDwCArMxMkuTulrmPPrYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAImwWakLgOIZOHGGJKmxe4kLUm3qekVuTr0emdr8+kSdr255GzMFAKDyEdjGUFtb22JbTU2NampqSlAaAACAZGtoaFBDQ0Pe6QlsY6ivry91EVBOwlbSppbySSMjk7XYXlfE82dpLQYAIAmiGhAnT56cNT19bAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAIBLYAAABIBAJbAAAAJELVBrYWuNDM/mNmi83sRjPrWepyAQAAoDBVG9hKOk/SBEk/kXSCpN0l3VbKAgEAAKBwm5W6AKVgZl0kfU/ST9x9erjtJEkvmtlgd3+ppAUEAABAbBXTYmtmnc3sbTO7uJV0x5nZv8xslZktM7MGM/tCRrI9JW0jaUZqQxjMviZpRNELDwAAgHZXMYGtpKMkfSZXAjObIOlWSftLapS0RtLRkv5lZl9KS7ptuH47I4u3FAS8AAAAqDBlH9iaWU8zO1nSX1pJ10fSLyWtlTTM3feQtJ2ksyR1lfS7tORbSVrt7p9kZLNCUt9ilR0AAAAdp6wDWzObLmm5pOslbd1K8nEKAtiL3X2OJHngKkn3S/qCme0Vpl0mqYeZdc7Io6ekD4pVfgAAAHSccn947HFJ74c/7yppeI6048L17RH7blfQd3acpOclvRtuHyDpjbR020l6p8CyAgAAoITKOrB199+kfjaz8cod2O6ooCtB1IgGj4frncL1AkmLJY2UdE2Y/2BJAyU90IYiAwAAoETKOrDNl5l1ktRP0hvu7hFJlobrbSTJ3deb2e8lXWpmixV0P/i1pPvd/YWOKDPQmoETZ0Rub+wesbGuV9rPy7PvS+3P3CZp4Nqpaux+YvYCZeYbQ/q1RJ6jDXkDAJCSiMBWUh9JnZW9f2yzwDZ0iYLrv0xB39p7FYxtm9WQIUPyLlBtba1qa2vzTg8AAFCt6uvrVV9f3+Z8khLYtib1kFiX1IawZbcuXPIyb968ohYK1Wng2qmSpMZJI3Omy7q/Lv3ntJbOiFbYVqW13jZOGrkp77bmm0WLcxQxbwBA5YrTIGhmWfeV9agIMSyV9ImCYbyipLbzYBgAAEBCJSKwdfeNkpZI6mPRYXyfcE1gCwAAkFCJCGxDiyRtoWC63EzDwvVrHVccAAAAdKQkBbbTwvUxEftGh+upHVMUAAAAdLQkPTw2VdLlks41swfcfU7YLeFMSYdLetLdn2vLCaI6NdfU1KimpqYt2QIAACBCQ0ODGhoa8k6fmMDW3ZeZ2URJV0h63MwWKHhorL+ktQoC3DYpxjAUAAAAyE9UA+LkyZOzpk9SVwS5+5WSxkiaK2mQpE9LapC0v7s/UcKixUYQ3RJ1Eo16iUa9RKNeWqJOolEv0aiXaOVSLxUT2Lr7de5u7n5eK+mmu/v+7t7D3Xu7+9fa2gWhFMrlBikn1Ek06iUa9RKNemmJOolGvUSjXqKVS71UTGALAAAA5EJgCwAAgEQgsAUAAEAiJGZUhI7AcF8AAAAdJ+5wX7TYxlBfX99iaS2ojfNilFIh5Sz02jq6Tjq6nJVSL4WqlNevo89XKccVqiPLSZ2Ux3GFqpTro16Ke1yhWjtfTU1Ni9grFwLbdpbkYCUpb5pKP66jVcrr19Hnq5TjCkVgW7zzVcpxhaqU66NeintcoYp9PgJbAAAAJAKBLQAAABKBwBYAAACJYO5e6jKUPTOjkgAAAMqIu1vmNlpsAQAAkAi02AIAACARaLEFAABAIhDYAgAAIBEIbAEAAJAIBLYAAABIhM1KXQA0Z2bHSfqRpL0kfSxptqQL3P2ZkhasA5jZUZL+T9JukraQ9Lyk2yT93t03pKX7X0lH58jqV+7+YHuWtaOY2c8lDc2R5EfuviAtfdXeP9nErcNKYmadJf1X0l/c/bwsaWLdE0m4h/Ksl7w+b8K0Ff+Z01qdFPI+qZZ7JWZ+Ff15E/N9cYik8yUNCTfNk3RJtvdC3PQFc3eWMlkkTZDk4fKCpLfCnz+W9KVSl6+dr70uvNZPJL0o6UlJa8Ntj0vqlpb27rR6ilq+UerrKWK9LGjlWg+qpvunlbpIX4YXUoeVtigItlzSxVn2x7onknIP5VEveX/ehOkr/jMnjzqJ9T6phnul2j5v4rwvJB0raWO4b2G4eLhtTETesdK36TpKXZEsTS96n/ADYY2kA8NtJun74Yv/dKnL2I7XPkjSOkkfSBqWtr2/pEczP3QkvSxphcLh6pK6KOgqtEbSc9w/Tdd5byvLyvBDeXDcOqykRVJPSSdLei/HH+VY90QS7qE86yXW5024r2I/c/Ksk1jvkyq6V6rm8ybO+0LBt/3vKghKj0lLe0y47T1JXdK2x0rf5mspdWWyNL3A/xveOD+N2HdfuG+vUpezna79/PD66iL29Ze0QdIb4e+dww/Up0pd7g6olwFhvdzG/ZNXfR0eXueFhdRhpSySpqtlK1DUH+VY90Sl30Mx6iXvz5twW8V+5sSok1jvk2q5V1rJI1GfNzH/DqdauSdHpP1TuK8mbVus9G1deHisfIwL17dH7Ls9I03S7BSuZ2XucPe3FbSWbG9mW0raTlJXSf/psNKVzufCdT7XWs33j8xsK0nXSXpM0iVpu+LUYaV4XMEfgz8p4j2TJu49Uen3UL71EufzRqrsz5x86yTu+6Ra7pVICf28ifO+KOvPFh4eKx87Kviq66WIfY+H650i9iXB85L+LOnfmTvMrJOkrRT8R7da0r7hrlfN7ERJX1XQwf05SXd6GXfKL0DqQ/J1MztN0jAFrUfPSrrV3RvT0lbz/SNJV0vqJekkb/6AQ5w6rAju/pvUz2Y2XtLwLEnj3hMVfQ/FqJc4nzfSpnuo4j5zYtRJ3PdJtdwr2STx8ybO+2LHcNeciHyyfbbESd82pW7+Zmnql7NB0qIs+1Nfbzxc6rKWoG5ODa/98fD32vD3VWr5VdI6SeeUusxFvPZLc1zrSkn/w/3jkvQVZXwlGLcOK3WRNF7RfUJj3RNJu4ey1UsexzX7vAm3JeIzJ1edxHmfVPu9Uo2fNxF/hxcp6FvcKSKtSVov6bW0bbHSt3WhK0J56KPgv7oPsuxfGq636ZjilJ4FfiipPtz0s3Cd+o94nYKvLraV9FlJZ4bbJpnZiI4saztKXetSBX2U+ijo4H+hpO6S/mxme6iK7x8zM0m/krRY0q8jkuRbh0kT956o2ntIyvl5I1XHZ06c90nV3ivV9nmT432xjaQP3X1j5jEeRKtLJW0T1lch6duErgiVoXO47lLSUnQQM9tL0m8lHRJu+j93vzf8+TFJyyTd5e4vph32ezP7QNKNki6WdH9Hlbcd3SXpaUk3uPtb4bZlkn5mZp8ouM4LJX2vlXySfP8cJ+mLkr7n7h9F7M+3Do/viMKWkbj3RGLvoVY+b6Tq+Mwp5vsksfeKqujzJo/3RS6dFS++jJs+t1I3cbM0+2rntSz7t1fwNcCjpS5rO9dDNwUd8TeE1/u6pMNi1uOHCsbd61zq62nnutoyrKP/VOv9o+ArrGckLZfUoy11WOpraUMdjFfurgh53RNJu4ey1UtGmjZ93qTVW0V85uRTJ1mOa/Y+qcZ7JUxXFZ83+bwvFHQt2KjsXQsyRxaJlb6tC10RyoAHzfNLJPXJ0hTfJ1y/03Gl6lhm1l/BYNDnKvgjcZ6k3dz9H/nmEdbjQgVvzH7tUc5y4e4fKPj65rMKPnyq8f75oqR9JE1199WtpG0hvQ6L9RVYuYj7mVJtn0HF+LyRquMzJ/N9Um33SprEf97EeF8sVhCQ9o7IppeCFth32pC+TQhsy8ciBU/a7hmxb1i4fq3jitNxzKynpJkKpmV8RdIQd7/E3ddkpOthZuPNbFSO7PoqeGpzcbsVuAOYWb/wWg/Nsr+Lgg+EVz34t7ca758zwvVfonYWUIdJE/eeqIp7KN/PmzBt4j9zCnyfVMW9kiHRnzdx3hcKXn9J+lLEvmyfLXHStwmBbfmYFq6Pidg3OlxP7ZiidLjvStpbwbAfX3T3l7OkW6Ogf9JtZjYgc6eZ7a6gBfNZj+ikXmE+UjCkzK1m1iNi/6EK+iTND3+vqvvHzLaQNFZBa9m8LMni1mHSxL0nquUeyvfzRqqOz5xC3ifVcq9IqprPmzjvi/L+bCl1fw6Wpn4mWylo+l+r6CkK55a6jO147S+F17hPHml/FqZ9RNLWadt3kvRUuG9Eqa+pSPVyfXg9N0vaIm37FxT8B7xe0p7VeP9IGhVe17XFqsNKXJR7CKdY90SS7qFW6iXvz5swfSI+c1qpk1jvk2q5V9LSJP7zJs77QkGA/raCfrNfT9uemiL3bUmbFZq+rQujIpQJd19mZhMlXSHpcTNboODDo7+CD48zS1m+9mJmnSXtGv76SzPL+hWNux+poFP7CAVjCTaa2XOSPi1psII3z6/dvZKfTk43QcFXN8dLGmFmLyjov7aLgg+gH3o4OHwV3j9HhevHWkk3QXnWYdLEvSeq4R4q4PNGqo7PnAmK8T6phnslQ6I/b+K+L9x9g5n9r4KpiW8zs4UKegDspOA6v+tpE1fETd9mpf4vgaXFf0LHSXpCQZ+tDxUMH7J3qcvVjtfbTy0Hso5c0o75tKSfKJj5Z6WkNyXdLenIUl9PO9RPH0mXKfhverWC//r/ruCroqq8fxS0DDWG98VOxa7DSlqUX2tTrHsiCfdQtnop5PMmPK7iP3Nau1cKeZ8k+V5J25/4z5s2vC8OkfRw+J5YKekhSQfnOE+s9IUuFp4MAAAAqGg8PAYAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAAlmZqeYmYfLn/M8ZoCZfRQe87SZxZp+3cz2NbO/mNnjZrbEzFaY2Xwzu93MvhFO4ZkIZjY8rKfGUpclnZldF5arLsYxw9PulahllZn928z+YGb7tWPx0UZmNj7i9ZtQ6nLFYWa9I65hVmvHEdgCQLJdr2DqSkn6lpkdkMcxv1QwjaxLOt3znMfdzLqb2TRJT0n6pqQDJfWVtIWkz0saLekGSS+Y2YFZ8phgZnVmNjCfc6JD9ZC0i6QzJD1pZleWwz8pcYKeGHnWhUvviO2p8w0v1vlQPAS2AJBgHsybfrqkj8NNV+cKRsxsmKSTwl+vcfe5MU53haQTJG2UdJ2kYZL6SNpS0j6SzpP0vqRdJd1nZp+NyGOCpAslDYxxXhTfju5uqUVSZ0nbSPqapAckmaSzJE0uYRnb04Xh0rvE5WirR9JexytLXZg43P3DtPvvm/keR2ALAAnn7v+RdFH4676SaqPSmVknSVeFvy6W9NN8zxF+NX16+OuZ7v5Nd5/j7svCP1DPuvslClpxP1TQivt/sS8GJeHuG939PXdvkHSENt1P3zSz0aUrmSTp3+HyRgec6/20863ugPMhJgJbAKgOl0taEP58qZltHZFmvKRU38kfuPuHMfIfFq6XSLomWyJ3Xyjp9+GvQ2PkjzIRfgtwkaRnw00XmpmVsDy7hcv/dMC5fp92vjjfZqCDENgCQBVw9/WSTlXQb7a3pF+k7zezXmnb/iHpppinGByu3w4Dn1xmSrpN0sK0888yM5e0Q7jp4aiHn8xsGzO7OHyo7T0zW2tmr5rZTDM7JqqbRVq/yInh72PNbLaZLTezD8xsjpmdHLZYt2BmO5vZn83sDTNbZ2bvmNmNZrZ7ros0s83M7AQze9DMGs3sYzN718zmmdm5ZtY34piBYVkXhL8fEaZfb2bj09KZmY0xs3+Y2TIzW2NmL5jZBWb2qVzlKobwNb4s/HUfBX2oM6/FzOz48LVZEpbxJTO7xsx2zki7tZltCK/95GznNbPzwjTLzKxbuG1WuG18RPpeZvZjM5sbvm4fm9nrZvawBQ9WdstI3xjehymvpedtrTwsaGa7m9nvzeyf4f31YXjuc8zs01mOaQzz3NbMeprZJDNbGN7br5nZLWa2Z7Y6KUR4vo/Cnw8MX6NlZrY6LO+ocJ+F7425FjxQ+n5Yd8Mj8kw9sPZ7M+tkZmeZ2YLwdX/fzG4ys+3CtL0t6KPdaJvew/Vm1q/NF+fuLCwsLCxVskj6nYLg1iUdkLb98nDbx5J2LiDfc8PjN0g6qIDjZ6WVK32pS0uzg4KvgqPSpZYrI/KuC/dNVPBgXLZjfxNx7Nckrc2Sfq2ki8OfGzOOM0m3tlLWhZK2zjhuYLhvgaTjJX2Sln58mKazgofwsuX7jKS/Z9ZfHq/B8LQ8BuaRfrO0uvnfjH2fknRHjjKuk3RCxjH3h/tuz3HO58M0v4+4d8ZnpO0d1nGu1+DvkjqlHdOYJd34jDpqjCjbeAX3f67Xe6eI41Ln3FPSCznqa2iM13J8eNysLPtd0keSjpG0Pss5j1XQNSlq30ZJX8xyzj9IuiXLca9L2k3Sf7Lsny9ps7jX0yxt3A8fFhYWFpbKXST1lPRm+EfiKQVB0q5pf9wuLDDfQQqCYg/z+qOkQyR1jZlP6o/88Ih9M8N9b0r6uoIRFz4VBgTXpf1xHJRxXF24/Ylw/RcFfY23kLS/pMfTjt0h7bg+CvoDu6T3FDxU11/SjgoenPo47bjGjHOOTdt3iaSdJHWX9BkFLeerwn0/zzhuYLh9aZhmnqT/F56zc5jm22l53yvpywqCuAPUMpiui1H3w9OOG5jnManA8dqM7X8Kt28Ir3/3sIyHpr0OGyUNSzvmW+H2NZI+HXGu3dPKNyRt+yxFB7bXhNtXKAiMtg1fg89J+lVaXodGnCuyHpQlsA3rPvVPyAJJR4b3z+ckfT+8plTg1jXj2EZtuj9XhPfHZxXc3+PDbS7poRiv5Xi1HthuUBDc3iPpCwreD0dKejvcn7q/b5C0h6ReCh4OXRluvyXLOT9UEIifLWm7sN4vTKvTj8M8TpPUL7zWyWn7/1/c62mWtpAPMBYWFhaWyl0kjUr7I3KGpBnhz69I6t6GfE9Q8EBNemC1SkHwdbaCPrUtWmMy8kj9kR+esd20KciM+sNnkl4L9x+fsa8urTxXRhzbL63cx6Zt/024baXSAt60/Uem5duYse+3UX/8I8p0T8b2gWl5zsmsLwVDbqX+MbldYbCbtr+TpKlpedTFeP2Gpx03MM9jHk6VJW3b4LR8/ifimC6SHgv3/ytt+5ZhQNTsdYiosxckWdr2WYoObJ8Nt383S9lTx50dsS9uYPtAuP0lSZtH5HdIWp7jstzzGyXtF3Hs91L3YYzXcrxaD2xdwT91nTL2nZK2v8X9q6B/tUt6Pss5XcEwgdnulRbvYQWt/6+G+34Y93rSF/rYAkCVcfc7FfRxlYLg7f+FP3/X3de2Id+bFAQ1F2nTg2o9FDxF/0tJcyW9Z2ZXmdnnYmbfRcGoC+MkPRhxbpf0bto5o6yS9LOIY99TECxJQatVSmrYs9+6++sRx90r6dEs55oelvWCLPvfaaWskjTJW44hfLCkAQqCoInu/klGmTaG59yYI99iWhyu0+vtuHA9V0FrXzMe9PdOjYixv5ltE27/QNJ94favpx9jZqagFVySrgtf79b8TMFrkK2/eD6vQavMrLuClmhJutjdP8pM4+4Pa9N9e3SWrKa5+1MR22eF683bUs4sfhXeM+meTPt5UsQxT4TrLSL2SdJySfUR21P5Pu/u96TvCO/z1LVnyzcvBLYAUJ2+r+Arzu7h71Pd/R9tzdTdX3f3OnffS0FL6HEKRkFIBbpbSjpT0tNmNjJGvuvc/aZwSY3Jm3q4ZVcz+5GkIa1ks8Ddl2XZtyr9FzPrGZZfku7OkWfkPnd/LCzryxn5bmlmxylohWvN/IhtqYeu/uPu/85y7oWSXo7a1w5SdbQybduu4frBHAHo0wq+npeav243h+ujMx7s2lNB38yNkm7Mp2Duflv4GjR7zc1sBzM7TZv+oWurnRR8YyBtCsyjPBCuB2XZ/1iW7auybC+GFyO2pQ9j9kIr+6O8FBEspx8XlWc++eYl1jSJAIBkcPe3zWySpEvDTT9sh3MsUdAyfJskmdkgBWPo/kBBq8zfzGyXsMU0L2FL77EKgqHPKQgS8m3hWZR/6ZXeovxqIXmGT8GPVvA19M5hnv1jlOHdiG2pcuUqU6pcOUdtKJLtw/XStG27hOufmNlP8shjy7Sf71LwQFpPSV9V0K9a2tRae5+7v6M8mdkABa2/wxTcK5/LOF8xpF6TVWpeD5kaw3W2wDbO/VksH+famf5PZLHyzGN/mxDYAkD1agoQ3D0qiMqLmfVRMPGCJN0b8fV56hyvSjrHzP6h4An4Xgq+Kv5tHucwBV0czlXwwJsUPLg0Q8EDVvMUdHfYP0c261q9mE3y/eP7SdRGC6YMnq5NgewHCr5qvV5BWXdV8FBVVlmCijaVq5jMbDNtCmznp+3q1jJ1Tk3/mLj7CjO7R0Ew+nVJM8PX/vgwyXUxyneapCu16VuJ/yr4Wj91v5ymjC4PBcp3DN/U+6JLlv1x7k9kQWALAGirAZIawp/3UPTXm03c/QEze1FBi+LOudKm+bqk8xX2LZU0OeIr5mK2BL2W9vMgBRNPRNkpc4OZ9VAw1FU/BQ/OnaOgX6Gnpcl7itAMqZbabK1+WcvVDo7XpiA2/Wv0VyTtLemn7n5pi6Nad7OC13uUmZ0e5rWzgocH78onAzMbqmBkDkn6tYKh3N7OSHNSiwMLkxqP+dOStlL2VtvUa/KfIp0XEehjCwBoq0Xa1Np0eGuJwxa41NfBr+R5jlSL3TR3/2VEUGtq3n2gTdx9tYJhj6TsD/tI0oiIbQcrCGrXK3i6/7mIvqaFljUV2O5sZrtGJTCzz2rThBntIqzvc8Jfn3b3Z9N2p17TvXMc38XMhoRL14zdMxT0t9xa0kHa1A1hWoyHG1MPsM129x9lBrWhYt0v6V0Iou6HlNR7I997HgUgsAUAtEn4FHiqxfZSM8sa0IROVDCeqxQMNxQl8+vdVMtgtsDmZG362r9Y07teF67PMrOBmTvN7GAFIz5kSpX1EwXBbeZxAySlpn+NW9ZHFPTV7CTpl5Yx01oYcNapHb+RDc9xoTYFrhdlJJkRro81s32zZHOmgqfkb9amr+glSe6+SptaZo/Vpn9qpsQoZs77xcy+qmDsWSn3a9Dq6+PuaxQMZSVJ50fNMGZmh2lTYDszcz+Kh8AWAFAMExUM89ND0jwzu9rMDjaz7c2sm5ltZ2ZfMbPJ2hQw3qFNQ/xk2i8c8SAVWDwdrk8ys2+Eowtsbmb7mtnvFUy6kHK4BVOptjXA/ZWCr783lzTXzE40s/5m9lkzO0NBgLIy4rhnwnV3SfVmtlNYBzuGX63PUTBwvSTtbWafywxQs3H3dQqCSikYj3iGmR0UXu9+CkYM+GaWchUsnCK1r5n9PwXdK1Jl+LO7Z3YPmKMgMN1M0v1m9r3w2rub2SAz+7mCupWky7M8QZ8aous7CianeFnB8GH5St0vXzWzCWbWz8x6mNkeZnaJgn/EUjHQwRZM6RsVE+0XXn9r91Kqm8xgSXPMbISZbRW+thO0afSMZxXMyoX2ku9gvywsLCwsyVqUNqB6kfLbV8HXrN7Ksl7BTEOfisjjwbR0KxXOhKZg1qpFOfK8V5umBU4tvcNj68Lfr8tR9lmKHuT/aDWfYSx9WaNgyKioAft/naOsSyR9Q82ny50QHjewtddEwcNz1+fI/xkFo1y4Cp+gobVlo4KH/jpnyWtLSbNbyeOXSptoIeP47gr+UUqlPSfOayepq6R/5Tj3PAVdKdK37ZN2/Ktp21covyl1v53xmmYu/1HuKXWHZ7m+Vu+JHO/tWVn2p8o0MO75stVBHuesU473oTbNHtjinm0t7/SFFlsAQFG4+9MKvp7+HwVfMc9VMBXtWgUB7wMKgs/PufupHnyFm+ksBS1+axUElEvDvD9UMOLBFQpmd1ob7rtX0hhJR0k6T0FL30pJ/1ARnjJ397sl7SXprwpm/FqvIDCdLumLCkZ3iHK2gu4Rc8JyrpH0vIKv7Xdx9xsVTCH7nqR/h9eUb5k+UTA71FhJD2nTFKYLJV0s6UsKgsJiWxOe40+SvujuZ3nGBBFpZfxAQQBUq2C4t/+Ex/9bwb3xRXc/x8OoJeL4tQpmVpNijF2bdvw6BV/9X6ig3lcpqJNHFUxZe4CCVuOrFASuj6v5Q1/flPScgnpdozzq093/LOnzkv4Q5rdC0hsKumacrSBwLsWQXlXFstxTAAAAqEBmNl7BP2OPuPvw0pam7eJcDy22AAAASAQCWwAAACQCgS0AAAASgcAWAAAgmQ42Mw+XCaUuTBxm1jtVdgX9a/NCYAsAAIBEYFQEAAAAJAIttgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIvx/o5PL4ADS3C8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "shower_feats = [\n", + " ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'),\n", + " ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit')\n", + "]\n", + "for path, name in shower_feats :\n", + " hd.plot1d(path, name)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4bb24c34-4969-442e-bc72-f6a23a4ccd0f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 64cfa4ef50d17865557511da66c5c28aa491065b Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Fri, 11 Nov 2022 11:56:31 -0800 Subject: [PATCH 128/331] Split up listing of plots into subsystem-specific classes --- Validation/comp/__main__.py | 38 ++++++++++++---------- Validation/comp/systems/ecal.py | 24 ++++++++++++++ Validation/comp/systems/trigscint.py | 48 ++++++++++++++++++++++++++++ 3 files changed, 93 insertions(+), 17 deletions(-) create mode 100644 Validation/comp/systems/ecal.py create mode 100644 Validation/comp/systems/trigscint.py diff --git a/Validation/comp/__main__.py b/Validation/comp/__main__.py index 1387e2f96..41b83dbf4 100644 --- a/Validation/comp/__main__.py +++ b/Validation/comp/__main__.py @@ -6,8 +6,11 @@ from _differ import Differ import matplotlib.pyplot as plt -import mplhep -plt.style.use(mplhep.style.ROOT) +#import mplhep +#plt.style.use(mplhep.style.ROOT) + +from systems.ecal import Ecal_plots +from systems.trigscint import TrigScint_plots def extract_parameters(fn) : l = fn.replace('.root','').split('_') @@ -28,13 +31,19 @@ def extract_parameters(fn) : parser.add_argument('dev',help='directory of event and histogram files from new developments') parser.add_argument('--label',help='label for developments, defaults to dev directory name') parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data dev dir') + parser.add_argument('--systems',help='csv list of systems for which to make plots [options are ecal, trigscint]') arg = parser.parse_args() + if arg.systems is None : + print("Must specify which system's plots to make (use --systems 'ecal, ...') \nExiting") + exit() + + print("Making plots for "+arg.systems) dev = arg.dev if dev.endswith('/') : dev = dev[:-1] - print(dev) + print("Using data in "+dev) label = os.path.basename(dev) if arg.label is not None : @@ -52,21 +61,16 @@ def extract_parameters(fn) : histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] hd = Differ(label, *histo_files) - shower_feats = [ - ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), - ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), - ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') - ] + shower_feats = TrigScint_plots.feats() + if "trigscint" in (syst.lower() for syst in arg.systems) : + shower_feats += TrigScint_plots.feats() + if "ecal" in (syst.lower() for syst in arg.systems) : + shower_feats += Ecal_plots.feats() + for path, name in shower_feats : - hd.plot1d(path, name, + print(path) + print(name) + hd.plot1d(path, name, file_name = re.sub(r'^.*/','',path), out_dir = out_dir) diff --git a/Validation/comp/systems/ecal.py b/Validation/comp/systems/ecal.py new file mode 100644 index 000000000..45dbe824c --- /dev/null +++ b/Validation/comp/systems/ecal.py @@ -0,0 +1,24 @@ +features = [] + +class Ecal_plots : + + def feats() : + + features = [ + ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') + ] + return features + + feats() + + diff --git a/Validation/comp/systems/trigscint.py b/Validation/comp/systems/trigscint.py new file mode 100644 index 000000000..b673f6476 --- /dev/null +++ b/Validation/comp/systems/trigscint.py @@ -0,0 +1,48 @@ +features = [] + +class TrigScint_plots : + + def feats() : + + collections=["Sim", "Digi", "Cluster"] + pads = ["Pad1", "Pad2", "Pad3"] + tColl="TrigScintTracks" + features = [(f'{tColl}/{tColl}_centroid', 'Track centroid [in channel nb]'), + (f'{tColl}/{tColl}_n_tracks', 'Track multiplicity'), + (f'{tColl}/{tColl}_n_clusters', 'Track cluster multiplicity'), + (f'{tColl}/{tColl}_beamEfrac', 'Beam electron energy fraction'), + (f'{tColl}/{tColl}_residual', 'Track residual [in channel nb]'), + (f'{tColl}/{tColl}_x', 'Track x [mm]'), + (f'{tColl}/{tColl}_y', 'Track y [mm]') + ] + for pad in pads : + for coll in collections : + features +=[ + (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_x', f'{coll} x [mm]'), + (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_y', f'{coll} y [mm]'), + (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_z', f'{coll} z [mm]'), + (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_n_hits', 'Hit multiplicity'), + ] + features += [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), + (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') + #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') #not implemented, should be though + ] + + return features + + feats() + + From 531437d23f5d57db8b5de828906bba2b227fbea9 Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Fri, 11 Nov 2022 14:17:52 -0800 Subject: [PATCH 129/331] Make choice of system to plot for from command line --- Validation/comp/__main__.py | 36 +++++++++++++++++----------- Validation/comp/systems/ecal.py | 2 -- Validation/comp/systems/trigscint.py | 3 --- 3 files changed, 22 insertions(+), 19 deletions(-) diff --git a/Validation/comp/__main__.py b/Validation/comp/__main__.py index 41b83dbf4..cba009885 100644 --- a/Validation/comp/__main__.py +++ b/Validation/comp/__main__.py @@ -16,6 +16,17 @@ def extract_parameters(fn) : l = fn.replace('.root','').split('_') return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } +def make_system_dqm_plots(plotter) : + shower_feats=plotter.feats() + print("in make_system_dqm_plots()") + for path, name in shower_feats : + print(path+", "+name) + hd.plot1d(path, name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + + return + # guard incase someone imports this somehow if __name__ == '__main__' : parser = argparse.ArgumentParser( @@ -60,20 +71,17 @@ def extract_parameters(fn) : histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] hd = Differ(label, *histo_files) - - shower_feats = TrigScint_plots.feats() - if "trigscint" in (syst.lower() for syst in arg.systems) : - shower_feats += TrigScint_plots.feats() - if "ecal" in (syst.lower() for syst in arg.systems) : - shower_feats += Ecal_plots.feats() - - for path, name in shower_feats : - print(path) - print(name) - hd.plot1d(path, name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) - + + for syst in arg.systems.split(',') : + print(syst) + if "trigscint" in (syst.lower() for syst in arg.systems.split(',') ) : + print("adding trigscint plots") + plotter=TrigScint_plots + make_system_dqm_plots(plotter) + if "ecal" in (syst.lower() for syst in arg.systems.split(',')) : + print("adding ecal plots") + make_system_dqm_plots(Ecal_plots) + event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] ed = Differ(arg.label, *event_files) ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', diff --git a/Validation/comp/systems/ecal.py b/Validation/comp/systems/ecal.py index 45dbe824c..6cc63e358 100644 --- a/Validation/comp/systems/ecal.py +++ b/Validation/comp/systems/ecal.py @@ -19,6 +19,4 @@ def feats() : ] return features - feats() - diff --git a/Validation/comp/systems/trigscint.py b/Validation/comp/systems/trigscint.py index b673f6476..45673c7f5 100644 --- a/Validation/comp/systems/trigscint.py +++ b/Validation/comp/systems/trigscint.py @@ -43,6 +43,3 @@ def feats() : return features - feats() - - From 9fc225acd8b23c427e8ad49b952ea1acb01da43b Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Mon, 14 Nov 2022 13:51:52 -0800 Subject: [PATCH 130/331] Add in a small test set of plots to make for dev work --- Validation/comp/__main__.py | 18 ++++++++++-------- Validation/comp/systems/test.py | 12 ++++++++++++ 2 files changed, 22 insertions(+), 8 deletions(-) create mode 100644 Validation/comp/systems/test.py diff --git a/Validation/comp/__main__.py b/Validation/comp/__main__.py index cba009885..8d4176ea9 100644 --- a/Validation/comp/__main__.py +++ b/Validation/comp/__main__.py @@ -11,6 +11,7 @@ from systems.ecal import Ecal_plots from systems.trigscint import TrigScint_plots +from systems.test import Test_plots def extract_parameters(fn) : l = fn.replace('.root','').split('_') @@ -18,7 +19,7 @@ def extract_parameters(fn) : def make_system_dqm_plots(plotter) : shower_feats=plotter.feats() - print("in make_system_dqm_plots()") + for path, name in shower_feats : print(path+", "+name) hd.plot1d(path, name, @@ -47,10 +48,10 @@ def make_system_dqm_plots(plotter) : arg = parser.parse_args() if arg.systems is None : - print("Must specify which system's plots to make (use --systems 'ecal, ...') \nExiting") + print("Must specify which system's plots to make (use --systems 'ecal,...') \nExiting") exit() - print("Making plots for "+arg.systems) + dev = arg.dev if dev.endswith('/') : dev = dev[:-1] @@ -72,16 +73,17 @@ def make_system_dqm_plots(plotter) : histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] hd = Differ(label, *histo_files) - for syst in arg.systems.split(',') : - print(syst) if "trigscint" in (syst.lower() for syst in arg.systems.split(',') ) : print("adding trigscint plots") - plotter=TrigScint_plots - make_system_dqm_plots(plotter) + make_system_dqm_plots(TrigScint_plots) if "ecal" in (syst.lower() for syst in arg.systems.split(',')) : print("adding ecal plots") make_system_dqm_plots(Ecal_plots) - + if "test" in (syst.lower() for syst in arg.systems.split(',')) : + print("adding multi-system small set of test plots") + make_system_dqm_plots(Test_plots) + + event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] ed = Differ(arg.label, *event_files) ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', diff --git a/Validation/comp/systems/test.py b/Validation/comp/systems/test.py new file mode 100644 index 000000000..f1bf163b6 --- /dev/null +++ b/Validation/comp/systems/test.py @@ -0,0 +1,12 @@ +features = [] + +class Test_plots : + + def feats() : + features = [('TrigScintDigiPad1/TrigScintDigiPad1_n_hits', 'Hit multiplicity'), + ('TrigScintTracks/TrigScintTracks_n_tracks', 'Track multiplicity'), + ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), + ] + + return features + From 64c2c12ea30676529d9e5f5fedffc5c16104a511 Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Thu, 17 Nov 2022 11:52:34 -0800 Subject: [PATCH 131/331] Add working branch plotting --- Validation/comp/__main__.py | 37 ++++++++++++++++++++-------- Validation/comp/systems/ecal.py | 11 +++++---- Validation/comp/systems/test.py | 31 +++++++++++++++++++---- Validation/comp/systems/trigscint.py | 12 ++++----- 4 files changed, 65 insertions(+), 26 deletions(-) diff --git a/Validation/comp/__main__.py b/Validation/comp/__main__.py index 8d4176ea9..702b8cbdb 100644 --- a/Validation/comp/__main__.py +++ b/Validation/comp/__main__.py @@ -18,9 +18,9 @@ def extract_parameters(fn) : return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } def make_system_dqm_plots(plotter) : - shower_feats=plotter.feats() + dqmPlotList=plotter.dqm() - for path, name in shower_feats : + for path, name in dqmPlotList : print(path+", "+name) hd.plot1d(path, name, file_name = re.sub(r'^.*/','',path), @@ -28,6 +28,14 @@ def make_system_dqm_plots(plotter) : return +def make_system_branch_plots(plotter) : + + plots=Test_plots.branchPlots() + for plot in plots : #ok this implementation is awful + ed.plot1d(plot[0], plot[1], bins=plot[2], range=(plot[3],plot[4]), file_name=plot[5], out_dir = out_dir) + + return + # guard incase someone imports this somehow if __name__ == '__main__' : parser = argparse.ArgumentParser( @@ -72,23 +80,32 @@ def make_system_dqm_plots(plotter) : histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] hd = Differ(label, *histo_files) - + + event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] + ed = Differ(arg.label, *event_files) + if "trigscint" in (syst.lower() for syst in arg.systems.split(',') ) : print("adding trigscint plots") make_system_dqm_plots(TrigScint_plots) + make_system_branch_plots(TrigScint_plots) if "ecal" in (syst.lower() for syst in arg.systems.split(',')) : print("adding ecal plots") make_system_dqm_plots(Ecal_plots) + make_system_branch_plots(Ecal_plots) if "test" in (syst.lower() for syst in arg.systems.split(',')) : print("adding multi-system small set of test plots") make_system_dqm_plots(Test_plots) + make_system_branch_plots(Test_plots) + + + #plots=Test_plots.branchPlots() + #for plot in plots : #ok this implementation is awful + # ed.plot1d(plot[0], plot[1], bins=plot[2], range=(plot[3],plot[4]), file_name=plot[5], out_dir = out_dir) - event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] - ed = Differ(arg.label, *event_files) - ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', - 'Sim Energy Dep [MeV]', - bins=50, range=(0,30), - file_name = 'edep', - out_dir = out_dir) + # ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', + # 'Sim Energy Dep [MeV]', + # bins=50, range=(0,30), + # file_name = 'edep', + # out_dir = out_dir) diff --git a/Validation/comp/systems/ecal.py b/Validation/comp/systems/ecal.py index 6cc63e358..9cbbd44e1 100644 --- a/Validation/comp/systems/ecal.py +++ b/Validation/comp/systems/ecal.py @@ -1,10 +1,11 @@ -features = [] +plots = [] class Ecal_plots : - def feats() : - - features = [ + def dqm() : + # these are just the veto feature plots. could have separate functions for these and + # other Ecal DQM plots, and call them all from here + plots = [ ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), @@ -17,6 +18,6 @@ def feats() : ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') ] - return features + return plots diff --git a/Validation/comp/systems/test.py b/Validation/comp/systems/test.py index f1bf163b6..a7d7082e3 100644 --- a/Validation/comp/systems/test.py +++ b/Validation/comp/systems/test.py @@ -1,12 +1,33 @@ -features = [] +plots = [] +histograms = [] class Test_plots : - def feats() : - features = [('TrigScintDigiPad1/TrigScintDigiPad1_n_hits', 'Hit multiplicity'), + def dqm() : + plots = [('TrigScintDigiPad1/TrigScintDigiPad1_n_hits', 'Hit multiplicity'), ('TrigScintTracks/TrigScintTracks_n_tracks', 'Track multiplicity'), - ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), +# ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits') ] - return features + return plots + + def branchPlots(passName="valid", treeName="LDMX_Events") : + + + collections=["Sim", "Digi", "Cluster"] + pads = ["Pad1", "Pad2", "Pad3"] + tColl="TrigScintTracks" + + + histograms = [(f'{treeName}/EcalSimHits_{passName}/EcalSimHits_{passName}.edep_', + '"Sim Energy Dep [MeV]"', 50, 0,30, 'edep') + ] + + for pad in pads : +# for coll in collections : + histograms += [(f'{treeName}/Trigger{pad}Clusters_{passName}.centroid_', + '"Cluster centroid [barID]"', 60, 0,60, f'clusterCentroid_{pad}') + ] + + return histograms diff --git a/Validation/comp/systems/trigscint.py b/Validation/comp/systems/trigscint.py index 45673c7f5..1b3c4369d 100644 --- a/Validation/comp/systems/trigscint.py +++ b/Validation/comp/systems/trigscint.py @@ -1,13 +1,13 @@ -features = [] +plots = [] class TrigScint_plots : - def feats() : + def dqm() : collections=["Sim", "Digi", "Cluster"] pads = ["Pad1", "Pad2", "Pad3"] tColl="TrigScintTracks" - features = [(f'{tColl}/{tColl}_centroid', 'Track centroid [in channel nb]'), + plots = [(f'{tColl}/{tColl}_centroid', 'Track centroid [in channel nb]'), (f'{tColl}/{tColl}_n_tracks', 'Track multiplicity'), (f'{tColl}/{tColl}_n_clusters', 'Track cluster multiplicity'), (f'{tColl}/{tColl}_beamEfrac', 'Beam electron energy fraction'), @@ -17,13 +17,13 @@ def feats() : ] for pad in pads : for coll in collections : - features +=[ + plots +=[ (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_x', f'{coll} x [mm]'), (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_y', f'{coll} y [mm]'), (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_z', f'{coll} z [mm]'), (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_n_hits', 'Hit multiplicity'), ] - features += [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), + plots += [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), @@ -41,5 +41,5 @@ def feats() : #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') #not implemented, should be though ] - return features + return plots From 5054fe8dc29445a8cccdce5fc43345220886fb57 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 09:40:17 -0600 Subject: [PATCH 132/331] restructure according to sample project --- Validation/.gitignore | 2 + Validation/README.md | 54 +--- Validation/pyproject.toml | 16 ++ Validation/run.sh | 66 ----- Validation/setup.py | 184 +++++++++++++ Validation/simulation.py | 52 ---- .../{comp => src/Validation}/__init__.py | 0 .../{comp => src/Validation}/__main__.py | 0 .../{comp => src/Validation}/_differ.py | 0 .../{comp => src/Validation}/systems/ecal.py | 0 .../{comp => src/Validation}/systems/test.py | 0 .../Validation}/systems/trigscint.py | 0 Validation/test.ipynb | 246 ------------------ 13 files changed, 204 insertions(+), 416 deletions(-) create mode 100644 Validation/.gitignore create mode 100644 Validation/pyproject.toml delete mode 100755 Validation/run.sh create mode 100644 Validation/setup.py delete mode 100644 Validation/simulation.py rename Validation/{comp => src/Validation}/__init__.py (100%) rename Validation/{comp => src/Validation}/__main__.py (100%) rename Validation/{comp => src/Validation}/_differ.py (100%) rename Validation/{comp => src/Validation}/systems/ecal.py (100%) rename Validation/{comp => src/Validation}/systems/test.py (100%) rename Validation/{comp => src/Validation}/systems/trigscint.py (100%) delete mode 100644 Validation/test.ipynb diff --git a/Validation/.gitignore b/Validation/.gitignore new file mode 100644 index 000000000..6ee179e73 --- /dev/null +++ b/Validation/.gitignore @@ -0,0 +1,2 @@ +build +**egg-info diff --git a/Validation/README.md b/Validation/README.md index e24ff9429..f79bac6d3 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -1,55 +1,5 @@ -# LDMX ECal Simulated Geometry Validation +# Validation -This repository is focused on storing configuration scripts for `fire` and python-based analyses -related to validating the simulated geometry of the ECal. +Python package forcused on comparing two or more "similar" LDMX event data files. -## Running the Simulation -The simulation is run via `ldmx fire` with the [config script](simulation.py) in this repository. -Generally, you want to simulate both the v12 and v14 geometries, which would require two runs. -``` -ldmx fire simulation.py --geometry 12 --n-events --out-dir -ldmx fire simulation.py --geometry 14 --n-events --out-dir -``` -In order to roughly parallelize this, a [bash script](run.sh) was written to be run within the container. -``` -ldmx ./run.sh -o -N -``` -### Full Procedure -This is a reference on the procedure for getting the simulation up and running. -We assume that ldmx-sw has already be `git clone`d onto your computer. - -Enter the ldmx-sw environment -``` -source ldmx-sw/scripts/ldmx-env.sh -``` - -**Only if needed**, recompile ldmx-sw. This is only necessary if you `git pull`d -changes to the ldmx-sw source code. -``` -cd ldmx-sw/build -ldmx make install -``` - -Determine the version of ldmx-sw you are running. -``` -cd ldmx-sw -git describe --tags -``` - -Create a directory for the simulated data pertaining to the version of the -simulation you are running. -``` -cd ecal-validation -mkdir -p data/ -``` - -Run the simulation. -``` -ldmx ./run.sh -o data/ -N -``` - -## Running the Analysis -The analysis code largely consists of filling and drawing histograms. -As a first step, use [the testing notebook](test.ipynb) as an example for -using the `comp` package. diff --git a/Validation/pyproject.toml b/Validation/pyproject.toml new file mode 100644 index 000000000..f05532b1c --- /dev/null +++ b/Validation/pyproject.toml @@ -0,0 +1,16 @@ +[build-system] +requires = ["setuptools>=43.0.0", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "Validation" +version = "0.0.1" +description = "LDMX Data Validation" +readme = "README.md" +requires-python = ">=3.7" +dependencies = [ + "mplhep", + "matplotlib", + "pandas", + "uproot" +] diff --git a/Validation/run.sh b/Validation/run.sh deleted file mode 100755 index 9f25209fe..000000000 --- a/Validation/run.sh +++ /dev/null @@ -1,66 +0,0 @@ -#!/bin/bash -# run.sh -# run four simulations within container - -__usage__() { - cat <') - -N, --n-events : Number of events per geometry to simulate - -HELP -} - -__main__() { - if [ -z ${LDMX_BASE} ]; then - echo "ERROR: Need to be in ldmx environment." - echo " source the ldmx-env.sh script in ldmx-sw." - return 1 - fi - #local _tag=$(git -C ${LDMX_BASE}/ldmx-sw describe --tags) - local _output_dir=$(cd data && pwd -P)/dev - local _n_events=10000 - while [ $# -gt 0 ]; do - case $1 in - -o|--out-dir|-N|--n-events) - if [ -z $2 ]; then - echo "ERROR: '$1' requires an argument." - return 1 - fi - case $1 in - -o|--out-dir) _output_dir=$2;; - -N|--n-events) _n_events=$2;; - esac - shift - ;; - -h|--help|-?) - __usage__ - return 0 - ;; - *) - echo "ERROR: Unrecognized option '$1'." - return 1 - ;; - esac - shift - done - - if ! mkdir -p ${_output_dir}; then - echo "ERROR: Could not create output directory ${_output_dir}" - return $? - fi - - for g in 12 14; do - fire simulation.py \ - --n-events ${_n_events} \ - --out-dir ${_output_dir} \ - --geometry ${g} \ - &> ${_output_dir}/simulation_v${g}.log & - done - wait -} - -__main__ $@ diff --git a/Validation/setup.py b/Validation/setup.py new file mode 100644 index 000000000..9f855282b --- /dev/null +++ b/Validation/setup.py @@ -0,0 +1,184 @@ +"""A setuptools based setup module. + +I copied this template from +https://github.com/pypa/sampleproject + +and followed the Python packaging guide +https://packaging.python.org/guides/distributing-packages-using-setuptools/ +""" + +# Always prefer setuptools over distutils +from setuptools import setup, find_packages +import pathlib + +here = pathlib.Path(__file__).parent.resolve() + +# Get the long description from the README file +long_description = (here / "README.md").read_text(encoding="utf-8") + +# Arguments marked as "Required" below must be included for upload to PyPI. +# Fields marked as "Optional" may be commented out. + +setup( + # This is the name of your project. The first time you publish this + # package, this name will be registered for you. It will determine how + # users can install this project, e.g.: + # + # $ pip install sampleproject + # + # And where it will live on PyPI: https://pypi.org/project/sampleproject/ + # + # There are some restrictions on what makes a valid project name + # specification here: + # https://packaging.python.org/specifications/core-metadata/#name + name="Validation", # Required + # Versions should comply with PEP 440: + # https://www.python.org/dev/peps/pep-0440/ + # + # For a discussion on single-sourcing the version across setup.py and the + # project code, see + # https://packaging.python.org/guides/single-sourcing-package-version/ + version="0.0.1", # Required + # This is a one-line description or tagline of what your project does. This + # corresponds to the "Summary" metadata field: + # https://packaging.python.org/specifications/core-metadata/#summary + description="LDMX Data Validation", # Optional + # This is an optional longer description of your project that represents + # the body of text which users will see when they visit PyPI. + # + # Often, this is the same as your README, so you can just read it in from + # that file directly (as we have already done above) + # + # This field corresponds to the "Description" metadata field: + # https://packaging.python.org/specifications/core-metadata/#description-optional + long_description=long_description, # Optional + # Denotes that our long_description is in Markdown; valid values are + # text/plain, text/x-rst, and text/markdown + # + # Optional if long_description is written in reStructuredText (rst) but + # required for plain-text or Markdown; if unspecified, "applications should + # attempt to render [the long_description] as text/x-rst; charset=UTF-8 and + # fall back to text/plain if it is not valid rst" (see link below) + # + # This field corresponds to the "Description-Content-Type" metadata field: + # https://packaging.python.org/specifications/core-metadata/#description-content-type-optional + long_description_content_type="text/markdown", # Optional (see note above) + # This should be a valid link to your project's main homepage. + # + # This field corresponds to the "Home-Page" metadata field: + # https://packaging.python.org/specifications/core-metadata/#home-page-optional + url="https://github.com/LDMX-Software/ldmx-sw", # Optional + # This should be your name or the name of the organization which owns the + # project. + #author="A. Random Developer", # Optional + # This should be a valid email address corresponding to the author listed + # above. + #author_email="author@example.com", # Optional + # Classifiers help users find your project by categorizing it. + # + # For a list of valid classifiers, see https://pypi.org/classifiers/ + classifiers=[ # Optional + # How mature is this project? Common values are + # 3 - Alpha + # 4 - Beta + # 5 - Production/Stable + "Development Status :: 3 - Alpha", + # Indicate who your project is intended for + "Intended Audience :: Developers", + "Topic :: Software Development :: Build Tools", + # Pick your license as you wish + "License :: OSI Approved :: MIT License", + # Specify the Python versions you support here. In particular, ensure + # that you indicate you support Python 3. These classifiers are *not* + # checked by 'pip install'. See instead 'python_requires' below. + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.6", + "Programming Language :: Python :: 3.7", + "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3 :: Only", + ], + # This field adds keywords for your project which will appear on the + # project page. What does your project relate to? + # + # Note that this is a list of additional keywords, separated + # by commas, to be used to assist searching for the distribution in a + # larger catalog. + #keywords="", # Optional + # When your source code is in a subdirectory under the project root, e.g. + # `src/`, it is necessary to specify the `package_dir` argument. + package_dir={"": "src"}, # Optional + # You can just specify package directories manually here if your project is + # simple. Or you can use find_packages(). + # + # Alternatively, if you just want to distribute a single Python file, use + # the `py_modules` argument instead as follows, which will expect a file + # called `my_module.py` to exist: + # + # py_modules=["my_module"], + # + packages=find_packages(where="src"), # Required + # Specify which Python versions you support. In contrast to the + # 'Programming Language' classifiers above, 'pip install' will check this + # and refuse to install the project if the version does not match. See + # https://packaging.python.org/guides/distributing-packages-using-setuptools/#python-requires + python_requires=">=3.6, <4", + # This field lists other packages that your project depends on to run. + # Any package you put here will be installed by pip when your project is + # installed, so they must be valid existing projects. + # + # For an analysis of "install_requires" vs pip's requirements files see: + # https://packaging.python.org/discussions/install-requires-vs-requirements/ + install_requires=["uproot", "pandas", "matplotlib", "mplhep"], # Optional + # List additional groups of dependencies here (e.g. development + # dependencies). Users will be able to install these using the "extras" + # syntax, for example: + # + # $ pip install sampleproject[dev] + # + # Similar to `install_requires` above, these must be valid existing + # projects. + #extras_require={ # Optional + # "dev": ["check-manifest"], + # "test": ["coverage"], + #}, + # If there are data files included in your packages that need to be + # installed, specify them here. + #package_data={ # Optional + # "sample": ["package_data.dat"], + #}, + # Although 'package_data' is the preferred approach, in some case you may + # need to place data files outside of your packages. See: + # http://docs.python.org/distutils/setupscript.html#installing-additional-files + # + # In this case, 'data_file' will be installed into '/my_data' + #data_files=[("my_data", ["data/data_file"])], # Optional + # To provide executable scripts, use entry points in preference to the + # "scripts" keyword. Entry points provide cross-platform support and allow + # `pip` to create the appropriate form of executable for the target + # platform. + # + # For example, the following would provide a command called `sample` which + # executes the function `main` from this package when invoked: + #entry_points={ # Optional + # "console_scripts": [ + # "sample=sample:main", + # ], + #}, + # List additional URLs that are relevant to your project as a dict. + # + # This field corresponds to the "Project-URL" metadata fields: + # https://packaging.python.org/specifications/core-metadata/#project-url-multiple-use + # + # Examples listed include a pattern for specifying where the package tracks + # issues, where the source is hosted, where to say thanks to the package + # maintainers, and where to support the project financially. The key is + # what's used to render the link text on PyPI. + #project_urls={ # Optional + # "Bug Reports": "https://github.com/pypa/sampleproject/issues", + # "Funding": "https://donate.pypi.org", + # "Say Thanks!": "http://saythanks.io/to/example", + # "Source": "https://github.com/pypa/sampleproject/", + #}, +) diff --git a/Validation/simulation.py b/Validation/simulation.py deleted file mode 100644 index eceb31789..000000000 --- a/Validation/simulation.py +++ /dev/null @@ -1,52 +0,0 @@ -"""Ecal-focused simulation script""" - -import argparse -import os - -parser = argparse.ArgumentParser() - -parser.add_argument('--n-events',default=10,type=int,help='number of events to simulate') -parser.add_argument('--geometry',default=12,type=int,choices=[12,13,14],help='version of geometry to simulate') -parser.add_argument('--run',default=1,help='run number (controls random number seeding)') -parser.add_argument('--out-dir',default=os.getcwd(),help='directory to put output file into') - -arg = parser.parse_args() - -from LDMX.Framework import ldmxcfg - -p = ldmxcfg.Process( "valid" ) -p.run = arg.run -p.maxEvents = arg.n_events -file_stub = f'geometry_v{arg.geometry}_events_{arg.n_events}_run_{arg.run}.root' -p.outputFiles = [ arg.out_dir+'/events_'+file_stub ] -p.histogramFile = arg.out_dir+'/histos_'+file_stub - -# we want to see every event -p.logFrequency = 1000 -p.termLogLevel = 0 - -from LDMX.SimCore import simulator -from LDMX.SimCore import generators -import LDMX.Ecal.EcalGeometry -import LDMX.Ecal.ecal_hardcoded_conditions -import LDMX.Hcal.HcalGeometry -from LDMX.DQM import dqm -import LDMX.Ecal.digi as ecal_digi -import LDMX.Ecal.vetos as ecal_vetos - -electrons = generators.gun('ecal-electrons') -electrons.particle = 'e-' -electrons.energy = 4.0 # GeV -electrons.direction = [0., 0., 1.] -electrons.position = [0.,0.,220.] #mm - in front of ECal, skip tracker/trig scint - -validator = simulator.simulator('ecal-validator') -validator.setDetector(f'ldmx-det-v{arg.geometry}', False) -validator.description = 'Electrons straight into ECal for ECal geometry testing' -validator.generators = [electrons] - -p.sequence = [ validator, - ecal_digi.EcalDigiProducer(), - ecal_digi.EcalRecProducer(), - ecal_vetos.EcalVetoProcessor() - ] + dqm.ecal_dqm diff --git a/Validation/comp/__init__.py b/Validation/src/Validation/__init__.py similarity index 100% rename from Validation/comp/__init__.py rename to Validation/src/Validation/__init__.py diff --git a/Validation/comp/__main__.py b/Validation/src/Validation/__main__.py similarity index 100% rename from Validation/comp/__main__.py rename to Validation/src/Validation/__main__.py diff --git a/Validation/comp/_differ.py b/Validation/src/Validation/_differ.py similarity index 100% rename from Validation/comp/_differ.py rename to Validation/src/Validation/_differ.py diff --git a/Validation/comp/systems/ecal.py b/Validation/src/Validation/systems/ecal.py similarity index 100% rename from Validation/comp/systems/ecal.py rename to Validation/src/Validation/systems/ecal.py diff --git a/Validation/comp/systems/test.py b/Validation/src/Validation/systems/test.py similarity index 100% rename from Validation/comp/systems/test.py rename to Validation/src/Validation/systems/test.py diff --git a/Validation/comp/systems/trigscint.py b/Validation/src/Validation/systems/trigscint.py similarity index 100% rename from Validation/comp/systems/trigscint.py rename to Validation/src/Validation/systems/trigscint.py diff --git a/Validation/test.ipynb b/Validation/test.ipynb deleted file mode 100644 index 5dd31aeee..000000000 --- a/Validation/test.ipynb +++ /dev/null @@ -1,246 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "6aa8f67c-ae04-4f83-99f7-1c310c757343", - "metadata": {}, - "outputs": [], - "source": [ - "from comp import Differ\n", - "# uses matplotlib so define the default theme to be mplhep\n", - "import matplotlib.pyplot as plt\n", - "import mplhep\n", - "plt.style.use(mplhep.style.ROOT)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "cb8bbe20-b003-4989-92aa-cb990fbd4148", - "metadata": {}, - "outputs": [], - "source": [ - "fd = Differ('v3.2.0-beta 10k Events',\n", - " ('data/v3.2.0-beta/events_geometry_v12_events_10000_run_1.root','v12'),\n", - " ('data/v3.2.0-beta/events_geometry_v14_events_10000_run_1.root','v14'))\n", - "hd = Differ('v3.2.0-beta',\n", - " ('data/v3.2.0-beta/histos_geometry_v12_events_10000_run_1.root','v12'),\n", - " ('data/v3.2.0-beta/histos_geometry_v14_events_10000_run_1.root','v14'))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "4b570561-583e-4247-86e0-7a4100d6224f", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fd.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_',\n", - " 'Sim Energy Deposited [MeV]',\n", - " bins=50,range=(0.,30.))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "432f7503-3cd2-4a57-b761-63d9e434b063", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAH5CAYAAAB05X3IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABRQElEQVR4nO3deZgU1dn38d8NMiDKoqAoaESJGhSNC0RDEkVF1Acn4EIQDJEYHc0Tjb6PRtFEHRMXYowSjYkBE8EF4haNLWo0CmoEFdwXDFEcjRsgyCKLiNzvH1U9ND3VPV09S0/XfD/XVVdNV506dep0dc89Z06dY+4uAAAAoNy1KXUBAAAAgMZAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAIm5W6AOXAzBg6AgAAoAVxd8veRostAAAAEoHANgZ3j72ceuqpRR23//77N+v5ijmuOc9VLnVCvbSc46iX8q0X6qRlHEe9UC8ttV7yiRXYmtk7ZvZ2jPTzzOzxOOcAAAAAihG3j+1Okgrqb2pmFZJ6S9ox5jkAAACA2PIGtmY2TNKwiO1/qSdfk9RPUntJS4ouHQAAAFCg+lps95E0NuN1urV2bHbCPO6KkRYAAAAoSn2B7cys15coCG4vLTD/tyVNi1mmRKmsrCyL8xVzXHOeqyGau5zUS8s4rljlcn1JrhfqpGUcV6xyuT7qpXGPK1Zjn8/qe7psk8RmGyS5u7dt1FK0cOlxbOPUVUP1799fc+fObbbzlQPqJBr1Eo16iUa91EWdRKNeolEv0ZqzXsyC4Ws9YhzbuA+P/bAxCgQAAAA0tliBrbtPaaqCAAAAAA1R1JS6ZvZtSQMkdSokvbv/spjzAAAAAIWKFdiaWTsFD4MdU+ghCh42I7AFAABAk4rbYnu6pGPDn9+X9IykVY1aIkiSqqqqSl2EFoc6iUa9RKNeolEvdVEn0aiXaNRLtJZSL3FHRZgraV9JD0ga6e5rm6pgLUkpRkUAAABAXflGRWgTM69dw/WF5R7UmllPM7vLzBaHy51mxvS/AAAAZSpuYPtFuK5p5HI0KwtC/bsk7SjpOAXdK3aSdI+Zxa0TAAAAtABxg7gXw/WejV2QZrabpIGSTnf3J939KUk/UTDSQ+9SFgwAAADFiRvYXhWuf97YBamPmbU1sw/N7LJ60h1vZs+Y2SozW2pmKTPbNyvZFpIekzQvY9vH4bpDIxYbAAAAzSRWYOvuj0o6U9L/hP1Tv9o0xYp0lKTt8yUws7MVdDE4QEF3iTWSjpb0jJl9K53O3V9w98Hu/rkFtpF0vqT/aNNgFwAAAGUi7ji2fwh/fFlBv9RjzWyhpAWS1uU4zN39sGILaGadJQ2T9Nt60nWT9GtJayUd6u6zw760Z0r6naTrJe0Xcej9CoLfdZL2d4Y+kCT1Hje9oHQ144c2cUkAAAAKU8w4tq5g4oW07cIll6IDRTO7W8HDXYUYJalC0i/cfbYURNSSrjOzoZKGmNle7v5q1nH/K+ny8PgnzexAd59fbJkBAABQGnED2x82SSlymyXpk/Dn3SUNypN2VLi+N2LfvZKGhGleDYf12ibskvBfSf81s2fDNMMk/aYRyp4IuVpkC23RBQAAaC6xAlt3n9JUBclxvmvSP5vZWOUPbHeWtELRfWRnhetdwvURkn5tZj3cfX36FJI6KneXCgAA0AyWLFmiyy67TM8995zefPNNmZl22203ffvb39a4ceO09dZbl7qIm1i4cKGuvPJKpVIpvf/+++ratasGDBigs88+W4MHDy4qz969e+vdd9/VjBkzNGjQoMYtcILFbbFtkcKxZ7eV9F6OPrJLwnWPcP2YgiB2opn9UUFQ+2NJnSX9rYmLCwAAcnjqqad03HHHafHixZtsnz17tmbPnq0///nPSqVSGjhwYOy833nnHV133XV6/vnnNX/+fK1du1Z77LGHBgwYoHHjxmn77fM+ox7pjTfe0CGHHKJFixbVblu0aJGmT5+u6dOna/z48Tr//PNj51sKy5Yt04QJEyRJ1dXVJS1LsZIyGUE3SW0lfZpj/yaBrbu/I+m7CsbjfVzSdEnbSDok7JoAAACa2bp163TKKado8eLF2m233fTggw9q8eLFWrhwoaZNm6aePXtq6dKlGjNmjD777LNYeT/yyCPae++9NWHCBD311FNauHChli9frtmzZ+u6667TbrvtpltuuSV2eY855hgtWrRI2267re644w4tWrRI//rXv3T00UdLksaNG6fHH388Vr6lsmzZMl166aW69NJLS12UosUdFWFBEedwd+9TxHGNqW24bpfeEA5d9micTPr3719w2qqqKlVVVcXJHgCAVm3atGmaP3++2rVrp0ceeUQ77bRT7b4TTjhBO++8sw488EAtWLBADz/8sI4//viC8l2yZIlGjhypzz77TDvvvLOuvfZaffOb35QkzZo1SxdeeKHmzZunU045Rf369dN++0UNolTXbbfdpvnz52uzzTbTfffdV5vnNttsozvvvFMHHXSQ5s6dq0svvVSHHnpozNpoXSZOnKiJEyc2OJ+4XRF6F5gue+SEprZE0peScnW6SW//qCEnmTt3bkMOT4bqLpKkmtppLJaXrCgAgGR57bXXJElDhgzZJKhNO+CAA9S7d2/V1NTolVdeKTiwveWWW7Rs2TJVVFRo5syZ+spXvlK7b/jw4TrkkEO0zz77qKamRueff74efbSwdq+pU6dKkgYPHlwb1KZtvvnmOuecczRq1Cg9+eST+vDDD9WzZ8+C8m2N4jQIBqO5RovbFeGQPMsQSVWSbpK0XkEQeaCkTjHPEZu7b5C0WFI3i77abuG6QYFtq1XdZeOSpfe46bULAABpZ511lsxMffr0Ua4h4tesWaNOnTrJzHT11VfrrbfekiTtvPPOOfPdaqutJElLly4tuCyvvPKKJGnEiBGbBLVpXbp00VlnnSVJeu6557Rhw4Z681y/fr2efPJJSartdpDtiCOOUNu2wT+NG9Id4d1339XJJ5+sXr16afPNN9e+++6rk08+WbNnz8573KOPPqpjjz1W22+/vTp06KBdd91V3//+9/XCCy/USWtmm9S7mcnMNHPmzE3Svfrqq/rhD3+oPffcU507d1bnzp21xx576Ac/+IHmzJlT9DU2lrijIjxRQLKbzOxKSU9K+rukfSStil+02BZIGiipn6TssWrTPczfaYZytCo1HUZnvKL1FgAQGDlypK677jotWLBAr7zyir7+9a/XSfPggw/qs88+U9u2bXXiiSfq3HPPzZvnokWL9O9//1uSIvPLJR0w77bbbjnT9OkT9JpcsWKFli5dqu7du+fNc/Hixfriiy8kSd/4xjci02y11VbabbfdNG/ePH3wwQcFlzfTK6+8ouHDh2v58o2/Y1966SW99NJLuvnmm3X11VfrnHPO2eSYL7/8Umeeeab++Mc/brL9rbfe0ltvvaXbb7898rj6pFIpffe7362zfd68eZo3b55uu+023XXXXTruuEKnIGh8TfLwWPhw1o8UPKx1UVOcI8K0cH1MxL7h4Xpq8xSlPNXb+lq9fOMCAEAeBx54YG3r6N/+Fj3g0J133ilJOvLIIyNHJHB3rVy5UjU1NfrrX/+qI444QqtXr1bfvn114oknFlyWn//857rrrrvyHvP8889Lkjp37qxu3brlTJf28ccf1/6cL31638KFCwst7ibOPfdcrV69urZF+6OPPtIdd9yhXr16SZJ+9rOf1bZIp1111VW1QW1VVZVefPFFLV++XE8//bSOOuqo2nz/+te/1h7j7nrnnXc2ee3utUONff755xozZowk6dvf/raefvppLV++XMuWLdMTTzyhAw44QO6us88+u6jrbDTpgjf2omAWsLWSahopv7EK+u5elmP/1uH51kr6ZrjNJP00PO65Bpzbg6pKtp3Of6DO4u7ul3QOllzq2w8AaJXOPfdcl+T9+vWrs++zzz7zjh07uiS/8847I49/6KGHPP07OL2MGjXKP/7440Yt55tvvuldu3Z1SX7qqacWdMyDDz5YW6ZPP/00Z7phw4a5JB89enSsMu200061+adSqTr7P/74Y+/Zs6dL8qOOOqp2+5IlS3zzzTd3SX7ppZfWOW7Dhg1+wgknuCTfYYcdfN26dbX73nnnHc8V87zwwgsuySsqKnzp0qV19mceu3DhwljXGldGGevEbE05ju0XCh7o6lFfwsbg7kvNbJykayXNMrPXFAS7PRUEu2c29BxRnZorKytVWVnZ0KxblFyzjQEAEMcJJ5ygq6++Wq+99prmz5+/SVeABx54QKtXr9ZWW20V6/fo7Nmz9eijj+r73/9+o5TxwQcf1Mknn6xly5ape/fuuuiiwv7RnNnHd4sttsiZLr0ve1zeQn3nO9+J7MPbo0cPXXjhhTrjjDP00EMPadWqVdpiiy00ffp0rVmzRj179tQFF1xQ5zgz04QJE3THHXfo/fff14svvpizK0WmbbbZRtOmTVOXLl1q+zlnymxxX716dcyrzC2VSimVShWcvikD20MlbS7p3SY8xybcfYKZvS/pZ5L2UjCLWErSL9z9lbwHF6AxhqEoGxEPigEAEMd+++2nPn366O2339a99967yUQF6W4Io0aNUocOHSKPP/LII+XuWrp0qd58801de+21uvvuuzVmzBgtX75cP/nJT4ou2+uvv65x48bpgQcekCR1795djzzyiHbccceCjs/sfrBy5cqcs6Gl+8Z26VLc79WoPq1pw4cP1xlnnCFJevvtt7X33nvX9kE++OCD1a5du8jjevTooV133VXz58/XnDlzCgpsd9hhB51wwgl1tq9fv15z5szRzTffXMjlxBbVgDhp0qSc6WP1sTWzrxSw7GZmYyTdpqCpuFEekXP3ye5u7v6LetLd7e4HuHtHd+/q7t9tjKAWBcgzegIAoPUxs9pgKLOf7cqVK/Xggw9Kkk466aR689l66601cOBA3XnnnRoxYoQk6eKLL9batWtjl2nFihU644wztPfee9cGtSNHjtTrr7+ufffdt+B8tttuu9qfP/001/xQG/dlDvU1aNCg2lEHMpeo2b7yjRDRs2dPdezYUdLGB+Tmz58vKRgTOOoc6SWdLl/Zs7m7nn76aV1wwQU6+uij1bdvX22xxRYaOHBg3mCzOcVtsY0zqoApaDH9ZcxzoCXhQTEAQAOMHDlSl19+uZ577jn997//1Y477qhUKqW1a9eqb9++GjBgQMF5mZlOPfVU3XXXXVq6dKkWLFigPfbYo+Djp0+frtNOO612hIKDDz5YV155ZZ0xaAuRGdh+8skntaMqZEt3WShmul5JtcOFRXH32qHJ0gHu559/Hiv/lStXFpRu1apVGjlypKZPDx4w32yzzbTXXnvppJNOUv/+/dW/f3/tv//+sc7dFOIGtoVOurBK0vOSfubur8U8B8pM77XBYBM144fSWgsA2ES/fv3Ut29fzZs3T/fdd5/OPPNM3XHHHZKksWPHbjLY/g477KBly5bptttu0/DhwyPz69Fj46M769atK7gcd911l0444QRt2LBB3bt310033aTvfve7eQf7z2ebbbZRu3bt9MUXX+iZZ57RAQccUCfNkiVLaltG06MYSKozNmw+CxbknvT1ww8/rG21TvdfTq9PPfXURu1COW7cOE2fPl3bbLONbrjhBn33u99V+/bta/d7jrGKm1usrgju3qbApZO7D3L30o/UCwAASia7O8Ly5cv18MMPq02bNnUeANtuu+20atWq2mAwyrx58yQFLYZ9+/YtqAzPP/+8TjzxRG3YsEEHH3ywXnrpJQ0bNqzooFYKWlIPOuggSaptxcz2yCOP1LaoHnLIIUWdJ91lI0q6e0f79u1rh1ZLB7bZQ4Blcnc9//zzmjt3bsEttuk+0VdccYVGjBixSVArbewKUWpN+fBY4rSWURGK1Xvc9IypdgEACIwcOVKXXHKJnnzySd10001at26djjzyyDpTzH7ta1/T888/rz/96U8666yz6gRP69ev11VXXSVJ6t+/f539uUyYMEFffPGFBgwYoH/+85/abLPGCX9Gjx6txx57TDNmzNDTTz+tb33rW7X71qxZo9/+9reSgi4PO+ywQ1HneOyxx/Twww/ryCOP3GT7Rx99pCuuuEKSdPrpp9de05AhQ9SmTRs9++yzSqVSkTHKvffeq+OOO05bbrmlPvzww8jzuvsmgX+6i0PUg37urvHjx2/yurHEHRWhycaxTdKiVjaOrbvHGpt2k3FvGdMWABBhn332cUm1Y6z+9a9/rZPm8ccfrx2jdODAgT5jxgxfsmSJf/LJJ/7YY4/5wIEDXZK3a9fOX3jhhU2OffbZZ3333Xf33Xff3a+//vra7Z9//rm3b98+73i5+Vx//fW1+T777LOb7Fu3bp1/7Wtfc0neo0cPv/POO33x4sX+r3/9yysrK12Sm5k/+eSTsc+bHse2Q4cOXlFR4ddee62//fbb/tFHH/mdd95ZO4btlltu6YsWLdrk2J/+9KcuyTt27OiXXXaZ//vf//Y1a9b4e++957/97W+9Q4cOLsnPO++8TY7LHIt2zpw57h6Me+vufsghh7gk79Onj8+cOdM/++wzX7x4sT/66KN+5JFHbjLW8O9+9ztfs2ZN7GsuVEZcVjdmi9pY36KgpXekpFslzZK0UNJSSc+G20ZL2qyYvFviQmAbA4EtACDClVdeWRuQdOnSJWfgc9lll3nbtm3rTMyQeeyUKVPqHDdjxozaNJdccknt9vfeey9nXlHLTjvttEm+l1xySe2+GTNm1DnvG2+84dtuu21kXmbmEyZMKKq+0oHttGnTvKKiIjL/Dh06RE7esGbNGh8+fHje6xw1apSvX79+k+PWrl1bG/RK8k6dOtVe85w5c7xdu3Y58xs3bpwPGjSo9vXXv/71oq67EPkC29hT6ppZb0nPKZiedrSkAyVtI6mrpAHhtlslPRumBQAArdzIkSNrfz7hhBNyjl3785//XC+//LJGjx6tr3/96+rUqZO23XZbHXTQQTrnnHM0f/58/eAHPyj4vJlT3zaFvn376pVXXtFZZ52lnXfeWRUVFerevbuOPvpozZgxQ2eddVaD8j/66KP13HPP6Xvf+5623XZbtWvXTjvuuKNOOeUUvfbaa5GTN3To0EH33HOP7rjjDo0aNUp77rmnOnTooD59+qiyslKPPvqobr/99jojLrRv31633Xabdt11V1VUVKhTp061E0z0799fL7zwgr73ve+pd+/eqqioUK9evfT9739fc+bM0ZVXXqmbbrpJBx54oLbeeuui+xQ3lAWBb4GJzTpKelnSLgpGSHhM0qOSaiStD7cfHi4u6T+S9nX3NY1a6mZmZkGzbYy6KktRIxrEHe4rnQfDhAEAgCaQ7vvr7nWe/ovbe/oMSX0krZE01N1nRqS52swGK5jxa1dJP5Z0TczzAAAAALHEDWyPU9ASe36OoFaS5O7/NLMLFAS0g0RgW14ao7U1s/WX1lsAANAM4vax3S1c5x5UbaP02Ax7xTwHAAAAEFuxM48VMrHw0nDdNeY5WizGsa0fs5ABAIDGEncc27iB7auSBkrqr+ChsXz6h+vETKnbmFPTAQAAIL+oBsRJkyblTB83sH1J0rcUPCD2TXdfHZXIzDaXdLWC/rgvxTwHmlnvccFUgMwaBgAAylncPrZ/kPSlpH6S5pjZCWa2dXqnmW1lZiMlzVHQt3aDpD82VmFRpqq7bFwAAACaSKwWW3efZ2anSrpJUl9Jt0uSma0Kk2wRrk1BUHuau7/RSGUFAAAAcorbFUHuPtnM3pT0K0mHKghit8xKNkPSRe4+q+FFRNnKHOaL1loAANDEYge2kuTuz0g63MzaK5ht7KsKAty3JC1w97WNV0QAAACgfkUFtmnu/rmkeeECAAAAlEysh8fMLPK5eTOrMLMfm9mujVMsAAAAIJ6CWmzN7AhJJ0k62sy6u/u6rCTtJN0gyc3sA0k3SromaV0SmKChcOkhxKRwsgYAAICYGnWCBjNrq2A82p8WmJ9J2kHBg2XDzGyou39ScGlaOCZoAAAAaD6NPUHDnyT9UEHAOl/SbZK+yE7k7qvMrKekwyWdIuk7CmYeu13SEYUXH+Uus3U2s9UWAACgqeUMbM2sn4KgVpJ+I+kCd9+QK727fyzpVjO7TdL/U9DSO9jMjnT3hxuxzAAAoBVqSQ0mdLNrmfI9PHa2gpbaR9z9/HxBbSYPXCPpvnDT8Q0qIQAAAGotX75c7du310033ZQzjbvr1ltv1aBBg7Tddtupe/fuOuyww3TrrbfK3ZuxtM0rX1eEvpJc0rVF5v07ScMVjHGLVqz3uOmqiRxPAwCA+ErZWtoSWo1vvfVWrVuX/Rz/pn74wx9qypQp2myzzbTnnntKkp544gk9/vjjuv/++3XnnXfKzJqjuM0qX4ttOiAtdkrc+eGaIcBauJoOo1XTYXSpiwEAAPJYsmSJfv/73+u8887Lm+6pp57SlClTtNNOO+mVV17RSy+9pJdeekmvv/66+vbtq7vvvlt//vOfm6nUzStfi216mtxFRea9NFxvXeTxKHOb/EVdXbJiAABQ9gYMGKC5c+cWlHby5MmSpOrqavXt27d2++67767JkyfrgAMO0C233KJTTjmlKYpaUvlabD8M19sXmfcO4brYwBjNrXp5sAAAgCZ18skny8x04403Ru4/5phjZGaaOnWqJGnIkCE67bTTdNppp2n//ffPm/eCBQskSYMGDaqzb8CAAdpyyy318ssvN+wCWqh8ge1L4frIIvM+KlwX25UBAAAgkUaMGCFJ+vvf/15n38qVK/Xwww9ryy231PDhwyVJl19+uW688UbdeOONOvroo/PmPXDgQP3oRz9Sz5496+xbvXq1Vq9erU6dOjX8IlqgfF0R7pF0nKQLzOx2d/+s0EzNbAtJ5yl4+KzuO1ammHkMAAA0hsMOO0xdu3bVY489phUrVqhz5861+x588EGtXbtWJ510kjp27Bg778svvzznviuuuEIbNmzQQQcdVFS5m1tjzjx2t6RfKBgdIWVmx7r7p/VlGAa1f1PQFeFjSbcWXJoWjpnHAABAY6ioqNDw4cM1efJkPfTQQxo5cmTtvrvvvluSNGbMmEY735dffqlzzz1XEyZMUEVFhcaNG9doeTeluDOP5eyK4O7rJZ0sabWkgyS9a2ZXmNk2UenNrIOZjZH0sqTBkjZI+l93XxX3IgAAAJIuqjvCqlWrNH36dPXq1Suyj2wxnnrqKfXv318TJkxQu3btdOutt2rvvfdulLxbmrxT6rr7c2Z2tKS7JHWXdL6k881soaR3JP1XUjcFQ4PtqGBCB1Mw7e6P3f2+pis6AABA+Ro8eLC6du2q6dOna926daqoqNBDDz2kNWvW6MQTT1Tbtm0blP+KFSt0zjnn1E7k0K9fP02ZMkX77bdfYxS/Rcr38Jgkyd2fkLSHpJskrVUQuG4n6ZuSRkg6TNJOYV4m6VFJA9z9L01UZgAAgLJXUVGhYcOGacWKFZo5c6akxuuG8Nprr2nvvffWTTfdpO7du+sPf/iDXnzxxUQHtVI9LbZp7v6JpCoz+5mkIZIOVNBCu5WkNZIWS5or6VF3f6uJyookqO4SrhlWDACAESNGaMqUKbrvvvv0ne98Rw888ID22Wcf9evXr+g8P/jgAx111FF6//33deCBB+qee+6JHCEhiQoKbNPcfbmCbgl3NU1xAAAAWo/BgwerS5cuuv/++zV48GCtWrWqwa21v/rVr/T+++/r2GOP1dSpU9W+fftGKm3LV29XBKAx9F47Vb3XTi11MQAAaFHat2+vYcOG6YMPPtDFF1+sNm3aaNSoUUXn9/nnn2vatGlq27atbrzxxlYV1EoxW2wBAABKrfe46aUuQqMaMWKEbrnlFr3++us64ogjtP32xU76Kn300UdasWKFOnTokLflt0ePHpoyZUrR52mpCGwBAABK6PDDD1fnzp21YsWKBndDWLRokSRp7dq1+sc//pEz3U477dSg87RU5u6lLkOLZ2YuSYmtq2Z4oCv913VNh9ER5+dBMgAAUBgzkyS5u2Xvo48tAAAAEoGuCGgWNeOHSpJ6j5u68XW6pRgAAKARENjGUFVVVWdb1BzGAAAAaLhUKqVUKlVw+lh9bM3sK5Lk7u/FSP+Fu39U8ElaoCT2sc18orS232sz9HWt7Wub2WJLH1sAAFCgfH1s47bY1kjaEOO41yV9ImnnmOcBAAAAYinm4bE60XFkIrPtJHWUtF0R50AzSfd9BQAAKHd5W17N7CxJZ0VsX1BPviapV/jzwuKKBgAAABSuvi4FXSX1ztpmEdvyuTJGWgAAAKAo9QW2kyXNDH82SY9LckmHFpj/O4U+aAYAAAA0RN7A1t3flfRu+nXGU2hPNG2xAAAAgHjijorA6AYAAABokWIFtmELLgAAANDi1Dcqwpfhj2+6+55m9pcizuHu/qMijkNrkTm1LpM1AACAItXXYmtZ67EKHh4raCzbkEsisG1hNs42VtJiAAAANJr6AtsnFQSm6S4IvwxfAw2X2Tqb2WoLAECUlvS7gv8wtkj1jYowKOt1dVMWBiVQog9m73HTa39m9jMAAAq3fPlybbvttrrhhht0yimnFHTM2rVrNWDAAH366ad6//33m7iEpRN3VAQAAIDSKmVraQtoNb711lu1bt26WMdceOGFeu2119SrV6/6E5cxAls0q8zW2cxWWwAAkN+SJUs0bdo0nXfeebGO++c//6lrr722iUrVsuQMbM3s8UY6h7v7YY2UV0lVVVXV2VZZWanKysoSlAYAALQWAwYM0Ny5c2Mft3TpUp100knq06eP3n777SYoWdNKpVJKpVIFp8/XYjtI+UdASD9EVt8ICYl52GzixImlLgIAAEiAk08+WTfffLP++Mc/6vTTT6+z/5hjjtF9992n22+/XaNHj9aQIUO0//77S5Lmzp2r559/vt5zuLtOP/10ffzxx3r66af1zW9+s9Gvo6lFNSBOmjQpZ/p8ge0tyh+UnhTunxKjfAAAAK3eiBEjdPPNN+vvf/97ncB25cqVevjhh7Xllltq+PDhkqTLL7+8dn91dXVBge1tt92mu+66SxdddJEOPPDARi1/S5UzsHX3sfkONLOTwnQ/bOQyAQAAJNphhx2mrl276rHHHtOKFSvUuXPn2n0PPvig1q5dq5NOOkkdO3YsKv+amhr95Cc/Uf/+/XXRRRc1VrFbvDalLgAAAEBrU1FRoeHDh+uLL77QQw89tMm+u+++W5I0ZsyYovL+8ssvNWbMGK1fv1633Xab2rVr1+DylgsCWwAAgBIYMWKEJOnvf/977bZVq1Zp+vTp6tWrlwYNGlRUvldddZX+9a9/6eqrr9buu+/eGEUtGwz3hZYlc3xAZnUBACTY4MGD1bVrV02fPl3r1q1TRUWFHnroIa1Zs0Ynnnii2rZtGzvPF154QRdffLGOPPJI/fjHP26CUrdsBLYAAAAlUFFRoWHDhmnKlCmaOXOmhgwZ0uBuCPfff7/Wr1+vxYsX66ijjqqzf/HixTryyCMlSTfccIP69OlT/AW0QAS2aBkyW2dbwKwuAAA0hxEjRmjKlCm677779J3vfEcPPPCA9tlnH/Xr169B+eYaNWHdunX6xz/+ISkYfSFp6GMLAABQIoMHD1aXLl10//3366GHHtKqVauKbq2VgqHA3D1ykaRevXrVvt5nn30a6SpaDgJbAACAEmnfvr2GDRumDz74QBdffLHatGmjUaNGlbpYZYuuCCi53uOm1/5cM35oCUsCACgLCeuyNmLECN1yyy16/fXXdcQRR2j77bcvdZHKVs7A1swuLiSDQtK5+y/jFAoAAKC1OPzww9W5c2etWLGiQd0QIFm6z0WdHWYblH9K3YK5e/zxKloQM3NJylVXZSn9124LGVIr3WpbM35oiysbAABoOcxMkuTulr0vX1eE99RIgS0AAADQ1HIGtu7euxnLAQAAADQIoyIAAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEyDdBA7JUVVXV2VZZWanKysoSlAYAACDZUqmUUqlUwelzTqmLjZhSt+kxpS4AAChEsVPqAqWVDnAlglwAAFAv+tgCAAAgEWixRcuT2Tqb2WoLAACQBy22AAAASARabNGipB8ik8IHyQAAAApEiy0AAAASgRbbVmST1tAOJSxIhMzW2cxyAgAAFIoWWwAAACQCgW0rVJZ9V6u7MEICAADIi8AWAAAAiUBgi5atejmzjgEAgIIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAImwWakLAOTSe9z02p9rOpSwIAAAoCzQYgsAAIBEaLUttmbWUVK1pBGStpH0sqRfuPuMUpYLUs34obU/Z7baAgAA5NOaW2x/JekHks6VdLCkZyQ9Ymb7lbRUAAAAKEqrbLE1M5N0qqTz3f2ecPPzZra/pCpJp5escAAAAChK2bTYmllbM/vQzC6rJ93xZvaMma0ys6VmljKzfbOSdZH0oaTnsrYvkrRjIxYbja26y8YFAAAgQzm12B4laft8CczsbEnXhi/fkNRV0tGShpjZoe7+tCS5+zJJX8s69mvhOX7TmIVuSWo6jA5+qC5pMQAAAJpEi2+xNbPOZjZG0l/qSddN0q8lrZU00N33lLSDpLMkVUi6PsdxZmYnSJol6QNJ1zVi8dFYqpdvXAAAACK06BZbM7tb0nEFJh+lIID9hbvPliR3d0nXmdlQBa22e7n7qxn57yLpZkkHSbpH0o/D1txkIzgEAAAJ1KIDWwWtqJ+EP+8uaVCetKPC9b0R++6VNCRM86okmdk3JD0W5j/Y3R9rhPICAACgRFp0YOvu16R/NrOxyh/Y7ixphaR5EftmhetdwrzaSrpTQZBb6e5LGqG4aELp8Wwzx7gFAADI1KID20KZWRtJ20p6L+x+kC0duPYI19+QtJOkiyVtZWZbZaRd4+4fNFlhAQAA0CQSEdhK6iapraRPc+zPDmx3CNdTItI+oRwtw/379y+4QFVVVaqqqio4PaKlW2gjZyDLHPKLfsMAAJStiRMnauLEiQ3OJymBbX3ahut2kuTud0myuJnMnTu3McsEAAAAxWsQDObZipaUwHaJpC8lbZ1jf3r7R81THDSpzNZZJmoAAAChFj+ObSHcfYOkxZK6WXQY3y1cE9gCAAAkVCIC29ACSZ0k9YvYNzBcv9N8xQEAAEBzSlJgOy1cHxOxb3i4nto8RQEAAEBzS0ofWykIWq+WdKGZPerus8NuCWdKOlzSHHd/pSEniOrUXFlZqcrKyoZkCwAAgAipVEqpVKrg9IkJbN19qZmNk3StpFlm9pqCh8Z6SlqrIMBtkMYYhgIAAACFiWpAnDRpUs70SeqKIHefIGmEpOck9ZG0haSUpAPc/dkSFg0AAABNrGxabN19sqTJBaS7W9LdTV0eAAAAtCyJarEFAABA60VgCwAAgEQgsAUAAEAilE0f25aA4b4AAACaT9zhvszdm7A4yWBmLkllX1fVXcL18tKWowi9x02vs61m/NCyviYAABBfME2B5O6WvY+uCAAAAEgEuiKgLNSMH1r7c1TrLQAAAIEtkiHdJUGiWwIAAK0UXREAAACQCLTYorxlts5mttoCAIBWh8A2Bob7AgAAaD4M99UEGO6rZUk/PJb5QJmkxFwfAADIjeG+AAAAkHgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIjBBQwxM0AAAANB8mKChCTBBQ8vCBA0AALRe+SZooMUWZSsd4EpZQW46wJUIcgEAaEXoYwsAAIBEoMUWZSezdTaz1XaT1tnMVlsAANAq0GILAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASARGRYiBmccAAACaDzOPNQFmHmu5mIUMAIDWJd/MY3RFAAAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAicAEDQmXHudVkmo6lLAgAAAATYwWWwAAACQCgW0rUWdmLgAAgIQhsAUAAEAi0Mc2hqqqqjrbKisrVVlZWYLSAAAAJFsqlVIqlSo4PYFtDBMnTix1EQAAAFqNqAbESZMm5UxPVwQAAAAkAoEtAAAAEoHAFgAAAIlAH1skwiYTUWQObVbdJVwvb+YSAQCA5kZgi9YhHeBKBLkAACQUgS3KWmbrbGarbW3wmhnQAgCARCOwRbJlts4S5AIAkGg8PAYAAIBEoMUWiZPzQTIAAJBotNgCAAAgEWixRWLkfJAMAAC0CrTYAgAAIBEIbAEAAJAIBLYAAABIBPrYxlBVVVVnW2VlpSorK0tQGgAAgGRLpVJKpVIFpyewjWHixImlLgIAAECrEdWAOGnSpJzp6YoAAACARCCwBQAAQCIQ2AIAACAR6GObcDUdRgc/VJe0GAAAAE2OFlsAAAAkAi22rUX18lKXoOWo7pLxM/UCAEBS0GILAACARKDFFq1HZutsZqstAABIBFpsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILBFovUeN129x00vdTEAAEAzILAFAABAIhDYIpFqxg9VzfihpS4GAABoRgS2AAAASAQCWwAAACQCgS0AAAASYbNSFwBoLpmjI9R0yNhR3aVu4urlTV8gAADQqAhsY6iqqqqzrbKyUpWVlSUoDQAAQLKlUimlUqmC0xPYxjBx4sRSFwGNoGb8UKk6Ykf18ujWWwAAUBJRDYiTJk3KmZ4+tmgVck7SQCALAEBiENgCAAAgEeiKgETLNUlD77VT8+4HAADlhxZbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgETYrdQGAUuo9bnrtzzXjh5awJAAAoKFosQUAAEAi0GKLVimzdTaz1RYAAJQvWmwBAACQCAS2QJTqLsECAADKBoEtAAAAEoHAFshUvTxYAABA2SGwBQAAQCIQ2AIAACARGO4LyCfzATK6KAAA0KLRYpvBAv82s31KXRYAAADEQ4ttyMw6SDpX0m6lLgtagMzWWYb9AgCgLBDYSjKzn0q6WlK7UpcFAAAAxSnLrghm1tbMPjSzy+pJd7yZPWNmq8xsqZmlzGzfiKRTJe0taXCTFBgAAABNrlxbbI+StH2+BGZ2tqRrw5dvSOoq6WhJQ8zsUHd/Op3W3T+R9ImZrW2S0qJs9B43fZPXNeOHlqgkAAAgrrJqsTWzzmY2RtJf6knXTdKvJa2VNNDd95S0g6SzJFVIur6pywoAAIDmVTaBrZndLWm5pFskbVNP8lEKAtjL3H22JHngOkmPSNrXzPZqyvICAACgeZVTV4RZkj4Jf95d0qA8aUeF63sj9t0raUiY5tXGKhwAAABKq2wCW3e/Jv2zmY1V/sB2Z0krJM2L2DcrXO/SWGUDAABA6ZVNV4RCmVkbSdtKWuLuHpFkSbju0XylAgAAQFMrmxbbGLpJaivp0xz7iw5s+/fvX3DaqqoqVVVVxT0FAABAqzNx4kRNnDixwfkkMbCtT9twXWcyBnevkWS5Dpw7d24TFQkAAKD1itMgaJYzVEteVwQFLbJfSto6x/709o+apzgAAABoDokLbN19g6TFkrpZdEjfLVwT2AIAACRI4gLb0AJJnST1i9g3MFy/03zFAQAAQFNLamA7LVwfE7FveLie2jxFAQAAQHNI6sNjUyVdLelCM3vU3WeH3RLOlHS4pDnu/krcTKM6NVdWVqqysrKh5QUAAECWVCqlVCpVcPpEBrbuvtTMxkm6VtIsM3tNwUNjPSWtVRDgxtYYw1AAAACgMFENiJMmTcqZPqldEeTuEySNkPScpD6StpCUknSAuz9bwqIBAACgCZRli627T5Y0uYB0d0u6u6nLAwAAgNJLbIstAAAAWhcCWwAAACQCgS0AAAASoSz72JYKw30BAAA0H4b7akIM9wUAANB8GO4LAAAArRKBLQAAABKBwBYAAACJQGALAACARODhsSSq7lLqEiRG73HTVdMhfJFZr9XLS1IeAACQG4FtDAz3BQAA0HwY7qsJld1wX9XL1XvcdElSTWlLUnZqxg+t/bn3uKkbt9EaDgBAs2G4LwAAALRKBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwTbD0UF8AAACtAePYxsAEDQAAAM2HCRqaULlN0JA5yQAAAEC5YYIGAAAAtEoEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIjCOLVCs6i5Zr5fX3ZbeDgAAmhyBbQzMPAYAANB8mHmsCZXbzGMooVyttwAAoGDMPAYAAIBWicAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAuEeo+bXnhipssFAKDF2azUBSgnVVVVdbZFzWEMAACAhkulUkqlUgWnJ7CNYeLEiaUuAppAzfihhSeuXh6xjdZbAACaQlQD4qRJk3KmpysCAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCJuVugDlpKqqqs62yspKVVZWlqA0AAAAyZZKpZRKpQpOT2Abw8SJE0tdBAAAgFYjqgFx0qRJOdPTFQEAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBE2K3UBgHLRe9z0yO01HcIfqrvUe1zN+KF101Uvjz4233YAAFAHgW0MVVVVdbZVVlaqsrKyBKUBAABItlQqpVQqVXB6AtsYJk6cWOoioARqxg+N3F7bEltPC2rN+KE5W3vriNt6CwBAgkU1IE6aNClnevrYAgAAIBEIbAEAAJAIBLYAAABIBAJbAAAAJAKBLQAAABKBwBYAAACJQGALAACARCCwBQAAQCIQ2AIAACARCGwBAACQCAS2AAAASAQCWwAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsAAAAkAoEtAAAAEoHAFgAAAIlAYAsAAIBEILAFAABAIhDYAgAAIBEIbAEAAJAIBLYAAABIhFYb2FrgEjP7j5ktNLPbzKxzqcsFAACA4rTawFbSLySdLekCSSdI2kPSPaUsEAAAAIq3WakLUApm1k7STyRd4O53h9tOlPSGmfV193klLSAAAABiK5sWWzNra2Yfmtll9aQ73syeMbNVZrbUzFJmtm9Wsn6Sekiant4QBrPvSBrS6IUHAABAkyubwFbSUZK2z5fAzM6WdJekAyTVSFoj6WhJz5jZtzKSbheuP8zK4gMFAS8AAADKTIsPbM2ss5mNkfSXetJ1k/RrSWslDXT3PSXtIOksSRWSrs9IvrWk1e7+ZVY2KyR1b6yyAwAAoPm06MDWzO6WtFzSLZK2qSf5KAUB7GXuPluSPHCdpEck7Wtme4Vpl0rqaGZts/LoLOnTxio/AAAAmk9Lf3hslqRPwp93lzQoT9pR4freiH33Kug7O0rSq5I+Drf3kvReRrodJH1UZFkBAABQQi06sHX3a9I/m9lY5Q9sd1bQlSBqRINZ4XqXcP2apIWShkr6Y5h/X0m9JT3agCIDAACgRFp0YFsoM2sjaVtJ77m7RyRZEq57SJK7f2Fmv5d0hZktVND94LeSHnH315ujzEiO3uOCwTVqxg+NTlDdRTUd0j9HH1+7P+u4ekWk6b12au3PNeOHbixfh9ERxy+v/xyZeY+bXmdbzfihdcsRM9+CRNVHU5wHAFC2EhHYSuomqa1y94/dJLANXa7g+q9S0Lf2YQVj2+bUv3//ggtUVVWlqqqqgtMDAAC0VhMnTtTEiRMbnE9SAtv6pB8Sa5feELbsViuyDS3a3LlzG7VQKG/pFtqoVkxpY8tpdktudgtq0OKZkaCYVsjq5bUtmpmttPWlLVa952hKjVB+AEDLEqdB0Mxy7mvRoyLEsETSlwqG8YqS3s6DYQAAAAmViMDW3TdIWiypm0WH8d3CNYEtAABAQiUisA0tkNRJwXS52QaG63earzgAAABoTkkKbKeF62Mi9g0P11Mj9gEAACABkvTw2FRJV0u60MwedffZYbeEMyUdLmmOu7/SkBNEdWqurKxUZWVlQ7IFAABAhFQqpVQqVXD6xAS27r7UzMZJulbSLDN7TcFDYz0lrVUQ4DZIYwxDAQAAgMJENSBOmjQpZ/okdUWQu0+QNELSc5L6SNpCUkrSAe7+bAmLFhtBdF3UCeLgfolGvdRFnUSjXqJRL9FaSr2UTWDr7pPd3dz9F/Wku9vdD3D3ju7e1d2/29AuCKXQUm6QloQ6QRzcL9Gol7qok2jUSzTqJVpLqZeyCWwBAACAfAhsAQAAkAgEtgAAAEiExIyK0BwY7gsAAKD5xB3uixbbGCZOnFhnqS+ojfNmNIZiz1fMcc15roZo7nI29/WVi3Kpz3K5X5JcL9RJyziuWOVyfdRL4x5XrPrOV1lZWSf2yofAtom1tBukMY9LyoempRyXdOVSn+VyvyS5XqiTlnFcscrl+qiXxj2uWI19PgJbAAAAJAKBLQAAABKBwBYAAACJYO5e6jK0eGZGJQEAALQg7m7Z22ixBQAAQCLQYgsAAIBEoMUWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgETYrdQGwKTM7XtK5kvaS9LmkpyVd7O4vlrRgzcDMjpL0f5K+JqmTpFcl3SPp9+6+PiPdGZKOzpPVb9z9saYsa3Mxs19JGpAnybnu/lpG+lZ7/+QStw7LiZm1lfRfSX9x91/kSBPrnkjCPVRgvRT0fROmLfvvnPrqpJjPSWu5V2LmV9bfNzE/F4dIukhS/3DTXEmX5/osxE1fNHdnaSGLpLMlebi8LumD8OfPJX2r1OVr4muvDq/1S0lvSJojaW24bZak9hlpH8iop6jl+6W+nkasl9fqudZvt6b7p566yFwGFVOH5bYoCLZc0mU59se6J5JyDxVQLwV/34Tpy/47p4A6ifU5aQ33Smv7vonzuZB0nKQN4b63wsXDbSMi8o6VvkHXUeqKZKl907uFXwhrJH0z3GaSfhq++S+UuoxNeO19JK2T9KmkgRnbe0p6MvtLR9KbklYoHK4uqYuCrkJrJL3C/VN7nQ/Xs6wMv5T7xq3DclokdZY0RtKiPL+UY90TSbiHCqyXWN834b6y/c4psE5ifU5a0b3Sar5v4nwuFPy3/2MFQekxGWmPCbctktQuY3us9A2+llJXJkvtG3xGeOP8PGLfP8J9e5W6nE107ReF11cdsa+npPWS3gtftw2/UJ8vdbmboV56hfVyD/dPQfV1eHidlxRTh+WySLpbdVuBon4px7onyv0eilEvBX/fhNvK9jsnRp3E+py0lnulnjwS9X0T8/dwupV7UkTaP4X7KjO2xUrf0IWHx1qOUeH63oh992alSZpdwvXM7B3u/qGC1pIdzWwrSTtIqpD0n2YrXel8NVwXcq2t+f6RmW0tabKkpyRdnrErTh2Wi1kKfhn8SRGfmQxx74lyv4cKrZc43zdSeX/nFFoncT8nreVeiZTQ75s4n4sW/d3Cw2Mtx84K/tU1L2LfrHC9S8S+JHhV0p8l/Tt7h5m1kbS1gr/oVkvaL9z1tpmNlnSogg7ur0j6u7fgTvlFSH9Jvmtmp0kaqKD16GVJd7l7TUba1nz/SNINkrpIOtE3fcAhTh2WBXe/Jv2zmY2VNChH0rj3RFnfQzHqJc73jbTxHiq775wYdRL3c9Ja7pVckvh9E+dzsXO4a3ZEPrm+W+Kkb5hSN3+z1PbLWS9pQY796X9vzCh1WUtQN6eG1z4rfF0Vvl6luv9KWifp/FKXuRGv/Yo817pS0g+4f1ySDlLWvwTj1mG5LpLGKrpPaKx7Imn3UK56KeC4Tb5vwm2J+M7JVydxPiet/V5pjd83Eb+HFyjoW9wmIq1J+kLSOxnbYqVv6EJXhJahm4K/6j7NsX9JuO7RPMUpPQucI2liuOmX4Tr9F/E6Bf+62E7SVySdGW4bb2ZDmrOsTSh9rUsU9FHqpqCD/yWSOkj6s5ntqVZ8/5iZSfqNpIWSfhuRpNA6TJq490SrvYekvN83Uuv4zonzOWm190pr+77J87noIWmZu2/IPsaDaHWJpB5hfRWTvkHoilAe2obrdiUtRTMxs70k/U7SIeGm/3P3h8Ofn5K0VNL97v5GxmG/N7NPJd0m6TJJjzRXeZvQ/ZJekHSru38Qblsq6Zdm9qWC67xE0k/qySfJ98/xkr4h6Sfu/lnE/kLr8HvNUdgWJO49kdh7qJ7vG6l1fOc05ucksfeKWtH3TQGfi3zaKl58GTd9fqVu4mbZ5F877+TYv6OCfwM8WeqyNnE9tFfQEX99eL3vShocsx6XKRh3r22pr6eJ62qrsI7+01rvHwX/wnpR0nJJHRtSh6W+lgbUwVjl74pQ0D2RtHsoV71kpWnQ901GvZXFd04hdZLjuE0+J63xXgnTtYrvm0I+Fwq6FmxQ7q4F2SOLxErf0IWuCC2AB83ziyV1y9EU3y1cf9R8pWpeZtZTwWDQFyr4JfELSV9z938WmkdYj28p+GBu2xTlbCnc/VMF/775ioIvn9Z4/3xD0j6Sprr76nrS1pFZh431L7CWIu53Smv7DmqM7xupdXznZH9OWtu9kiHx3zcxPhcLFQSkXSOy6aKgBfajBqRvEALblmOBgidt+0XsGxiu32m+4jQfM+ss6SEF0zLOl9Tf3S939zVZ6Tqa2VgzG5Ynu+4Kntpc2GQFbgZmtm14rYfl2N9OwRfC2x782dsa758fh+u/RO0sog6TJu490SruoUK/b8K0if/OKfJz0irulSyJ/r6J87lQ8P5L0rci9uX6bomTvkEIbFuOaeH6mIh9w8P11OYpSrP7X0l7Kxj24xvu/maOdGsU9E+6x8x6Ze80sz0UtGC+7BGd1MvMZwqGlLnLzDpG7D9MQZ+kl8LXrer+MbNOkkYqaC2bmyNZ3DpMmrj3RGu5hwr9vpFax3dOMZ+T1nKvSGo13zdxPhct+7ul1P05WGr7mWytoOl/raKnKHyu1GVswmufF17jPgWk/WWY9glJ22Rs30XS8+G+IaW+pkaql1vC67lDUqeM7fsq+Av4C0n9WuP9I2lYeF03NVYdluOi/EM4xbonknQP1VMvBX/fhOkT8Z1TT53E+py0lnslI03iv2/ifC4UBOgfKug3e2zG9vQUuR9K2qzY9A1dGBWhhXD3pWY2TtK1kmaZ2WsKvjx6KvjyOLOU5WsqZtZW0u7hy1+bWc5/0bj7kQo6tQ9RMJZgjZm9ImkLSX0VfHh+6+7l/HRyprMV/Ovme5KGmNnrCvqv7abgC+gcDweHb4X3z1Hh+ql60p2tAuswaeLeE63hHiri+0ZqHd85ZyvG56Q13CtZEv19E/dz4e7rzewMBVMT32NmbynoAbCLguv8X8+YuCJu+gYr9V8JLHX+Ejpe0rMK+mwtUzB8yN6lLlcTXu+2qjuQdeSSccwWki5QMPPPSknvS3pA0pGlvp4mqJ9ukq5S8Nf0agV/9f9Nwb+KWuX9o6BlqCa8L3Zp7Dosp0WFtTbFuieScA/lqpdivm/C48r+O6e+e6WYz0mS75WM/Yn/vmnA5+IQSTPCz8RKSY9LOjjPeWKlL3ax8GQAAABAWePhMQAAACQCgS0AAAASgcAWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEgEAlsASDAL3GNmHi6HFHDMX8O0X5rZt4o4565m9gcze9LMPjSzVWb2mpmlzOwMM+tQ3NW0PGbWO123pS5LJjOrDss1OcYxvTPuk6hljZm9bWaTC7mPUDpmNiji/ZtQ6nLFZWbLsq6hpr5jCGwBIME8mF7yx5IWh5smmVnHXOnNbLikkeHLq9z96ULPZWZtwl+e88JzfkfS9pI6StpT0tGSrpf0HzOrzJHH2DAo26fQ86LZdJC0i6STJD0e/gG0eYnLJDOrKTToiZHn2eF92Dtr+9iMIGtsY50PjYfAFgASzt0XSTo9fNlH0q+i0pnZ1pL+GL58WVJ1zFP9TNJZktpKuk/SoZK2k9RZUj9JP5X0X0k7SPqbmQ2IyGOspEsk7RPz3Ghch7i7pRcF8UJ3SYMl3RGmGSnpfjNrW6pCNqGzFdyHvUtbjAZ7N+N9PLvUhYnL3buG91/B/yEgsAWAVsDd/ybptvDl2WZ2QESyaxQEouskjXH3zwvN38x6SLoifPkbdz/G3We4+0J3X+nur7v79ZL2k/SupM0k/bzY60Hz8sASd3/M3U+QdHK4a7CkM0tYNEl6W9K/w3VTWx6e69/hz2hhCGwBoPX4qaQPFHz3/8XM2qd3mNlRCv7FLEk/d/dXY+b9jTDfDZIuy5XI3T/RxhbjqBZblAF3v1nS/eHLC82sooRlOczdv+buhzXDue4Nz/U1d7+3qc+H+AhsAaCVcPdPJf0ofLmHwhZTM+ssaWK4/UlJ1xaRfd9wvTJc8nlS0j2SZpvZFmEZJocPYB0cprk56uEnM+tiZj8zs+fM7CMz+9zM3jWzGWZ2UmawnnFMul/kjeHrw83sUTNbYmYrzOx5M/tpruDMzLY3s9+FD059bmaLzOxeMxuY7yLDB/eOMrMHzOyt8OGrxWb2kpmNN7Ov5DjOzeyz8OcBZvaEma01s+qsdIPN7P4wz8/Dc1wddilpDleF620k/U9UgrCu/xa+V2vN7D9mdpuZ7ZeVrl34friZXZTrhGb2/TDNejPbPtw2OdxWHZF+czOrMrN/mdl/w3p638xmmdmZZtYpK/3M8D7cKdw0IzNvq+dhQTP7ipn9xswez7i/Xjazy8ysW45jZoZ5HmhmFWZ2gZm9Ed4v75vZg1bEQ5z52MZ+yd3NrK+Z3Rne12vN7FUz+5GZWZj2f8IyLg+XZ8zs2PT+jDzTD6w9EN77Y8xsjgUPj34abu8Xpu1gQR/m+eE537Ogz/YuDb44d2dhYWFhaUWLpBsluaQvJH094/UKSb2LzHN0mIdLOqGI4ydnHJ+5TM5I01XSWznSpZe/SWqTlffYcN+Nkn6ioFU517GWdewBkj7NkX6Dgn6YrvA5vaxjf1NPWT+R9NWI41zSZ5K+LWl1RvrqjDRX5Mn3XUk3ZddfAe9B74w8BhV4TPr9uDpre1tJf6jn+s/JOmZiuP3FPOdLhWkeiLh3qrPSVkiaVU8ZnpG0ecYxM3Okq86uo4iyHRG+b7nOtUhS/4jj0uccJOmJPMcPi/FeDgqPqcmxvybcX6ngD9Go8/2fpHPylOe4HOd8QNLVOY5ZLmkvSbNz7P9QUue417NJ2mK+wFhYWFhYyneR1EnSgvAXxTsZv1R+2IA8t1IQqKXzmippqKSOMfNJ/5IfG7Hvj9oYgI9V0B+4g6SvatMg8rCs48aG25+XtD78xfvNsB720sZgySUdlHFchYJ+m+lA88eSdpbUS0G3jWWZv5SzznlAxr5JClq0N1fQujlC0sJw360R1+kK+jl/JOk/ko6XtKukduH+wzLynivp8LD+91HdYHJyjLrvnXHcoAKP+WeY/p9Z2y/IyOtPYdk6Sxoo6cGMfSdkHHNoxvZdIs7VNawXl3R8xvbJig5szw+3fyHp/yl4aLGDpK9IOk/Sl+H+H0WcqyaqHpQjsFUwWkQ6QPyvpOMU3J9fCe+VpeG+9yVtleOefza8vvMU3NNdJQ1XEOy5pAUx3stBKiywXSbpOUnfUvB5+JaCUU3S9eaS/iFp//D9O0rBfemSnstxzmXh+ioFD6t2U/DZWR9u/zzM+wJJO0rqIenSjPf+f+NezyZpi/0SY2FhYWEp30XSQdq05fLvymqtLCLPQ7RpcJv+JTZT0sUKhv9qX08e6V/yYyP2vZzrF1/WsedlbR+bUZ6oFt3Nw2DEldGKqKBPsof1NCDifHtl/PL3rH3/LyNYqVOvGWV6I2JfuqzvKusPAwVdCOdm5L15xPFXZuQxOcb71zvjuEEFHnNzmP7FjG1ba2NL88URx5ikadoYBKYD9raSPs5+HyLqbGnmfaTcge3fw+1X5Sh7+rg/ROyriaoH5Q5sJ4Xbl0jqEZHf7toYlF+Q4751ScMjjh2asb9bge/LIBUW2L4TcY8dnHG+ZyS1zdr/w3DfyhzndEnj89wruYLXdGv19XGvJ3Ohjy0AtE7PK2h5Sbvfw98gxXL3GQr67v5MQfC1QUGr58EKWmSelLTUzG624sap/aWkUZL+mmN/+npyjtMraZy7b8gq9xoFv8CloNUq7cRwPdXd52Rn5MEDdlNznOeJsKz/m6NeCynrNe6+Omvb7gpaz6TgIb81Ecf9WkGrdnNYGK4z622ogj8WPlQQZG8irI+zFQQqO0jaN9z+paS7wmTHRpwrPb7yNC9sxI4/KngPrs+xv5D3oFBDw/U17r4we6e7/1vSLeHLo3PkMUtBMJ5tZsbPnSL2N8R1EfdY5r1+Vfi+ZHo2XG+ZJ9+rIral812hoBU/WzrfBl0jgS0AtE6/ltQz4/VvzKxXQzN190XufrW7D1DQcne0gv526VbGjgpa3p4zsx/lzCg673vc/a/uvjRzu5ntZGanKccDTBkWuvv8HPtWRWzbNVw/kCfPyH3u/kJY1uezyrqFmQ2VdGE9ZZWkl/KUaa2kx3Oce5mkfxWQf2PYNlxnPjC4e7h+wt2/iDooDP7+E77MHB0jPUbuN9MPh0lS+ODV4PDl5EIK5u4Ph+/BfzO3m9l2ZjZG0vcLyac+FjwAmS7rP/IkfTRc98mx/6moP4LcPerebCxvRJwvM9B9PeKY7EA428fZn9Gs496ICJYLybcgmzVGJgCA8mFmhyt4iEoKWtSqFPSD+7OZHdXQlts0d18uaXq4yMx6KuhveKGC1p4bzewZd4/65Zmr7L0UtOYNVBAgfFVB/9JCLIhxnq0z8s03PmrOPM2snYKHcwYrCPb6KOhzabmOyfJxxLavps+b3fJcaLka2Y7heknGtt3C9SgzG1VAHpnv3ywF/VB3UNC/ND1hyDEKYpZ5Cv5IKkj4Ph6roOvNVxW8B9vmPSi+zEC1Jk+69L4eZralu3+Wtb+53rNM9bV8FzyWdRPnWTBabAGgFTGzrRT0dZOCJ5MvUjBbmBQ81X1aEXlubmZHh0vOfyO6+4fufqWCoHSNgkDllBjnOU3BU/jXSTpBwcM5MxUMW3aEgv6z+awr9Fwx0ka1PMnMdpX0moJhzX6sYJzfdxUMpTZaGyc4yCcqACg0KIgsVxPYOVy/lLGtzpBr9ai9Z8Jg/c7wZWZ3hO+F68mF/uFlZsMU/FEySdIYBQ94zVHQLaZS0u9jljPnqQpMtz7j53YR++Pcn8iBFlsAaF2uV/BU/+cKngb/0symKuiLOFTSb83sn+7+Vow82ykYWUBhHg/mS+zur5rZDAVdB3bNlzbNgul3bwxf/lZBX8YPs9KcWOfAIrn7Z2a2UMET2320ab/DTHXG3TSzNgoC2t3C486W9ExmC6uZFTxFaJZ06/EuZtYmT6ttw8cDrYcF4/imWyufytiV7u4xyd2risj6DgVDTR0Stri2VTBiwgZtnD2vvrL1UhAgV4THXCrp7cyg2KKndC5GZov+TgoeoIySfk8+8WBMaTQBWmwBoJUws+O18YGoanefJ9U+zHO6gn6SHSVNMbO2MbJeqWBGMykYeqoQ6X8/5+rzmu34cP20u5+bHdSGvhqxrSHSAUuuh30kaUjEtt0VjJggSaPdfVZEAFpsWdNl6qAg2KvDzLZUMGxTUxsXrhdJeihje/o93TvXgeEA/vubWf+IVv45Cp7Wb6ugZfW48Od/5Hjfo3xXQVD7vqST3P2tiJbeRrlfwi4F6QfGou6HtPRno9B7HkUgsAWAVsDMttPGFs8XFDzQVcvd35d0bvhyoIKRDQoSBgzpkQp+amb5frnLzAZp4wNDs3Ily3qd/vf22hx5HirpwBzHFmtyuB4d1bpnZrspGPooW+a/4uuU14KZ3tJ9nOOW9S1trLMrzGzziDTnKHhwr8mY2Q8VBJ2SdLm7Z/4b/REFrasHmFllnYMDxyjoKzsje0d4P6UfIjtWG7shTIlRxPR78HlUq3Y4A1a6bPneg0Lfn/R/Kc4xs20iztdXG++Vh7L3o/EQ2AJAwoVTX96k4AGx9QomYlgfkXSSNgYavzSzr8c4zRUKxiRtI+lhM7vdgilfdwmnz9zezA4ws2sUjCSwmYLAJmp4I0naz8zaZEzb+UK4PtTMzjazbc2so5ntaWaXK+gKkf6ddrCZbRN2CWiIyQoCSVMwterpFkypup2ZjVYQYLZR3X6v8zK2/cnM9gjrYIewu8RsBTO+SVIvM/uGmRXUNTAM+tIjKgyQ9FRYz1uZWT8zu1ZSteqf1jiWsIV1KzM7xMymSfpLuOtRSTdklfFdbey/+lcz+7mZ7RbWwY5m9n+Sbg/3/8Hdo8qa/kPpSAXDxS1X7nslSvp+6WNmV5pZr/D8u5rZeQqGY0u3FB8Q7o/6L8X+4bXXF+BeoeCp/m6S5prZMWbWI7zesQrulc0U/GfjhtzZoMHqG+iWhYWFhaW8FwUPaKUHRq+uJ20fbRxc/xXVM6FC1rE7K/g3shew3KOIweYl/TkjzWeS/hxur1Aw1myu/OZq40xT6WWf8Nix4euZeco+Oap+FDz09WmOc36poBXufdUdsP/MPGVdpeBhphUZ2yZkHJve1jtPeS/Lk/+72jiI/uQY71/vAt+79HKHIiaICPPqIOneeo6fqqzB/zOON0lvZqT9Y5z3Ljz+njznflvBg5KZ24ZnHP9YxvaVki7JrqOIcvyPNp0COXtZKGn/iONmhvvH5rnGeu+JrPSDlGdCA+WYgKKQ8+WqgwLOOVZ5PocK/iCLvGfryztzocUWABLMzHZR8CS+FDylf0W+9O7+tja2CO6l4KGbgrj7Owq6Axwr6VYFrVQfKmi9XKCgNfgPkvZ09+PcfUlENpco+Ff2agWzei0O816noI/iJZJeVRAcLlcw6cOp4Xl/o2DEhBXhuaPyj8Xdn5O0p4KH7hYoeHL9UwX/Th7k7jfnOPT3CvrmzlAQ0HyuoG/lNZJ2c/dbFfyL/V1J72ljC2Oh5fqFgvp4QMF1fhHmc52k/RS0nje2zxUERLcpmLZ4pEdPECF3X6ugb+xIBbOMva6gW8bbClrXD5d0okePZxpETJtOxBGnG0L6+NEKZo97QcE98ZmCP7zOlbSXu/9JwbSuyyS9qOC9SDtLQcv62vC6672X3P1BBROUXKMgWF2qYMi2RxRMLrKHZ41rjMZnYSQMAACABAj7sc+Q9K679y5pYRpBnOuhxRYAAACJQGALAACARCCwBQAAQCIQ2AIAACTTTmbm4TKh1IWJy8yWmZkrYrzjXAhsAQAAkAiMigAAAIBEoMUWAAAAiUBgCwAAgEQgsAUAAEAiENgCAAAgEQhsAQAAkAgEtgAAAEiE/w/1h1Ya2OZhKgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "shower_feats = [\n", - " ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'),\n", - " ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit')\n", - "]\n", - "for path, name in shower_feats :\n", - " hd.plot1d(path, name)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4bb24c34-4969-442e-bc72-f6a23a4ccd0f", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 5ad3857e9b712259b26444d9a6a683be4d4f23ad Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 10:58:23 -0600 Subject: [PATCH 133/331] introduce some updates developed separated in ecal-validation - individual file wrapper so per-file options can be more fine-tuned - loading of columns into memory pandas dataframe for simple manipulations (and filtering) - Differ access calls to those underlying File functions --- Validation/src/Validation/__init__.py | 3 +- Validation/src/Validation/__main__.py | 2 +- Validation/src/Validation/_differ.py | 69 +++++++-------- Validation/src/Validation/_file.py | 123 ++++++++++++++++++++++++++ 4 files changed, 160 insertions(+), 37 deletions(-) create mode 100644 Validation/src/Validation/_file.py diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index 3f282466f..90056cae3 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -1,2 +1,3 @@ -from ._differ import Differ \ No newline at end of file +from ._file import File +from ._differ import Differ diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 702b8cbdb..a6f4fc825 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -3,7 +3,7 @@ import argparse import os import re -from _differ import Differ +from Validation import Differ import matplotlib.pyplot as plt #import mplhep diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index 989bc00fa..ca1d8371c 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -1,9 +1,14 @@ -"""Hold the two files we are comparing together in one class""" +"""Hold the two or more files we are comparing together in one class""" -import uproot -import matplotlib.pyplot as plt +# standard modules import os +# external dependencies +import matplotlib.pyplot as plt + +# us +from ._file import File + class Differ : """Differ allowing easy comparison of "similar" files @@ -40,48 +45,28 @@ class Differ : """ def __init__(self, grp_name, *args) : + def open_file(arg) : + if isinstance(arg, (list,tuple)) : + return File(*arg) + elif isinstance(arg, File) : + return arg + else : + raise KeyError(f'Argument provided {arg} is not a differ.File or a tuple of arguments for its constructor') + self.grp_name = grp_name - self.files = [ - (uproot.open(path), name) for path, name in args - ] - - def __plt_hist(ax, uproot_obj, **kwargs) : - """Plot the input uproot object as a histogram on the input axes - - If the uproot_obj is already a histogram we import its values and use - them directly. If the uproot_obj is a TBranch, then we pull its values - into memory and fill the histogram. - """ - - if issubclass(type(uproot_obj), uproot.behaviors.TH1.Histogram) : - edges = uproot_obj.axis('x').edges() - dim = len(edges.shape) - if dim > 1 : - raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') - return ax.hist((edges[1:]+edges[:-1])/2, bins=edges, weights=uproot_obj.values(), **kwargs) - else : - return ax.hist(uproot_obj.array(library='pd').values, **kwargs) - - def fig(self) : - """Get the figure we are drawing on""" - return self.__fig + self.files = list(map(open_file, args)) def plot1d(self, column, xlabel, - ylabel = 'Hit Count', + ylabel = 'Count', yscale = 'log', ylim = (None,None), out_dir = None, file_name = None, **hist_kwargs) : fig = plt.figure('differ',figsize=(11,8)) ax = fig.subplots() - - if 'histtype' not in hist_kwargs : - hist_kwargs['histtype'] = 'step' - if 'linewidth' not in hist_kwargs : - hist_kwargs['linewidth'] = 2 - for f, name in self.files : - Differ.__plt_hist(ax, f[column], label=name, **hist_kwargs) + for f in self.files : + f.plot1d(ax, column, **hist_kwargs) ax.set_xlabel(xlabel) ax.set_ylabel(ylabel) @@ -97,3 +82,17 @@ def plot1d(self, column, xlabel, fn = file_name fig.savefig(os.path.join(out_dir,fn)+'.pdf', bbox_inches='tight') fig.clf() + + def load(self, **kwargs) : + """Load all of the event data frames into memory + + The key-word arguments are used in each FileEntry's events call + to specify which branches (if not all of them) should be loaded + into memory and what manipulation (if any) to do. + """ + for f in self.files : + f.load(**kwargs) + + def manipulate(self, manipulation) : + for f in self.files : + f.manipulate(manipulation) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py new file mode 100644 index 000000000..2b67870d0 --- /dev/null +++ b/Validation/src/Validation/_file.py @@ -0,0 +1,123 @@ +"""Wrap an uproot file for some extra help plotting""" + +import uproot + +class File : + """File entry in Differ object + + Parameters + ---------- + filepath : str or pathlib.Path + path specifying ROOT file to open for reading + name : str + name for labeling histograms plotted from this file + colmod : function with str argument returning str + modify an input column name to align with the columns in this file + can be used for example to change the pass name + hist_kwargs : dict + dictionary providing extra detail for the matplotlib hist call + helpful for specifying style options and other defaults for hists from this file + open_kwargs : dict + all other key-word arguments are passed to uproot.open + """ + + def __init__(self, filepath, name, colmod = None, hist_kwargs = dict(), **open_kwargs) : + self.__file = uproot.open(filepath, **open_kwargs) + self.__name = name + self.__colmod = colmod + self.__df = None + + if 'histtype' not in hist_kwargs : + hist_kwargs['histtype'] = 'step' + if 'linewidth' not in hist_kwargs : + hist_kwargs['linewidth'] = 2 + if 'label' not in hist_kwargs : + hist_kwargs['label'] = self.__name + if 'bins' not in hist_kwargs : + hist_kwargs['bins'] = 'auto' + + self.__hist_kwargs = hist_kwargs + + + def keys(self, *args, **kwargs) : + """Callback into uproot keys + + Helpful for exploring the file when trying to decide + what to plot within a notebook + """ + return self.__file.keys(*args, **kwargs) + + def events(self, **kwargs) : + """Callback for retrieving a full in-memory data frame of the events + + All key-word arguments are passed to the uproot.arrays method. + + We change the default 'library' to be pandas which can be overridden + by a user if desired. + """ + + if 'library' not in kwargs : + kwargs['library'] = 'pd' + return self.__file['LDMX_Events'].arrays(**kwargs) + + def load(self, manipulation = None, **kwargs) : + """Instead of giving the events data frame to the caller, + we store the dataframe here for later batch processing + + manipulation is a function operating on the loaded dataframe + which is there for people to rename columns, calculate new + columns, etc... + + All the kwargs are simply provided to events for selecting + the branches of LDMX_Events to load into memory. + """ + self.__df = self.events(**kwargs) + if manipulation is not None : + manipulation(self.__df) + + def manipulate(self, manipulation) : + """Apply the passed manipulation to the dataframe""" + manipulation(self.__df) + + def plot1d(self, ax, obj_name, **hist_kwargs) : + """Plot the input uproot object as a histogram on the input axes + + If obj_name is not a str, we assume that it is a callable and will + provide the in-memory dataframe. An exception is thrown if the dataframe + has not been loaded. + + If the dataframe of events has been loaded and the obj_name is a + member of that dataframe, we use that dataframe to fill the histogram. + + If the uproot_obj is already a histogram we import its values and use + them directly. If the uproot_obj is a TBranch, then we pull its values + into memory and fill the histogram. + + The input 'obj_name' is transformed by __colmod if that member is set. + """ + + for k, v in self.__hist_kwargs : + if k not in hist_kwargs : + hist_kwargs[k] = v + + if not isinstance(obj_name, str) : + if self.__df is None : + raise KeyError('Cannot use dynamic value calculations without loading the dataframe.') + return ax.hist(obj_name(self.__df), **hist_kwargs) + + if self.__df is not None and obj_name in self.__df : + return ax.hist(self.__df[obj_name], **hist_kwargs) + + if self.__colmod is not None : + obj_name = self.__colmod(obj_name) + + obj = self.__file[obj_name] + + if issubclass(type(obj), uproot.behaviors.TH1.Histogram) : + edges = obj.axis('x').edges() + dim = len(edges.shape) + if dim > 1 : + raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') + return ax.hist((edges[1:]+edges[:-1])/2, bins=edges, weights=obj.values(), **hist_kwargs) + else : + return ax.hist(obj.array(library='pd').values, **hist_kwargs) From f6f771ded97244107a6696b8cdfd7e9db967cf09 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 11:10:19 -0600 Subject: [PATCH 134/331] fixup how hist_kwargs is deduced for uproot.Histograms --- Validation/src/Validation/_file.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index 2b67870d0..bbeb59c50 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -118,6 +118,9 @@ def plot1d(self, ax, obj_name, **hist_kwargs) : dim = len(edges.shape) if dim > 1 : raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') - return ax.hist((edges[1:]+edges[:-1])/2, bins=edges, weights=obj.values(), **hist_kwargs) + # overwrite bins and weights with what the serialized histogram has + hist_kwargs['bins'] = edges + hist_kwargs['weights'] = obj.values() + return ax.hist((edges[1:]+edges[:-1])/2, **hist_kwargs) else : - return ax.hist(obj.array(library='pd').values, **hist_kwargs) + return ax.hist(obj.array(library='pd').values, **hist_kwargs) From b91d36271c907d777ad006689d77e69b83d48196 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 11:29:19 -0600 Subject: [PATCH 135/331] notes on "installing" and usage --- Validation/README.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/Validation/README.md b/Validation/README.md index f79bac6d3..c89e1d08c 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -2,4 +2,23 @@ Python package forcused on comparing two or more "similar" LDMX event data files. +## Installation +Inside container... +``` +ldmx python3 -m pip install Validation/ --target install/python/LDMX/ --no-deps --no-cache +``` +Outside container +``` +python3 -m pip install Validation/ +``` +Other helpful options +- Outside container: `--user` may need to be required +- Both: `--editable` may be helpful if developing Validation + +## Usage +_Cannot_ run from ldmx-sw directory. `import Validation` prefers +the local directory instead of the installed path so it tries to +load from the `ldmx-sw/Validation` directory. + +Could fix this by renaming the package inside Validation. From 116d328241e5c607b48551b919a6eccccfc751d6 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 15:32:23 -0600 Subject: [PATCH 136/331] auto deduce submodules for running depending on imports all folks need to do now is add it to __init__ and it will be availabe in __main__ --- Validation/src/Validation/__init__.py | 2 + Validation/src/Validation/__main__.py | 70 ++++++------------- Validation/src/Validation/_file.py | 6 +- Validation/src/Validation/ecal.py | 34 +++++++++ Validation/src/Validation/systems/ecal.py | 23 ------ .../src/Validation/systems/trigscint.py | 45 ------------ Validation/src/Validation/trigscint.py | 62 ++++++++++++++++ 7 files changed, 126 insertions(+), 116 deletions(-) create mode 100644 Validation/src/Validation/ecal.py delete mode 100644 Validation/src/Validation/systems/ecal.py delete mode 100644 Validation/src/Validation/systems/trigscint.py create mode 100644 Validation/src/Validation/trigscint.py diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index 90056cae3..cd4dc0e8d 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -1,3 +1,5 @@ from ._file import File from ._differ import Differ +from . import ecal +from . import trigscint diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index a6f4fc825..94f9b43a2 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -1,17 +1,17 @@ """CLI for comparison plots within Ecal Validation""" +# standard import argparse import os import re -from Validation import Differ +# external import matplotlib.pyplot as plt #import mplhep #plt.style.use(mplhep.style.ROOT) -from systems.ecal import Ecal_plots -from systems.trigscint import TrigScint_plots -from systems.test import Test_plots +# us +from ._differ import Differ def extract_parameters(fn) : l = fn.replace('.root','').split('_') @@ -28,18 +28,23 @@ def make_system_dqm_plots(plotter) : return -def make_system_branch_plots(plotter) : +def deduce_modules() : + import inspect + import sys - plots=Test_plots.branchPlots() - for plot in plots : #ok this implementation is awful - ed.plot1d(plot[0], plot[1], bins=plot[2], range=(plot[3],plot[4]), file_name=plot[5], out_dir = out_dir) + def filter_members(obj) : + if not inspect.ismodule(obj) : + return False + return not obj.__name__.strip('Validation.').startswith('_') - return + return dict(inspect.getmembers(sys.modules['Validation'], filter_members)) # guard incase someone imports this somehow if __name__ == '__main__' : - parser = argparse.ArgumentParser( - """ + runnable_modules = deduce_modules() + + parser = argparse.ArgumentParser("python3 -m Validation", + description=""" Make comparison plots between different geometries. We assume that the input files are written out in the @@ -51,15 +56,11 @@ def make_system_branch_plots(plotter) : parser.add_argument('dev',help='directory of event and histogram files from new developments') parser.add_argument('--label',help='label for developments, defaults to dev directory name') parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data dev dir') - parser.add_argument('--systems',help='csv list of systems for which to make plots [options are ecal, trigscint]') + parser.add_argument('--systems',required=True, choices=runnable_modules.keys(), nargs='+', + help='list of systems for which to make plots') arg = parser.parse_args() - if arg.systems is None : - print("Must specify which system's plots to make (use --systems 'ecal,...') \nExiting") - exit() - print("Making plots for "+arg.systems) - dev = arg.dev if dev.endswith('/') : dev = dev[:-1] @@ -74,38 +75,13 @@ def make_system_branch_plots(plotter) : out_dir = arg.out_dir root_files = [ - (os.path.join(dev,f), extract_parameters(f)) + File(os.path.join(dev,f), extract_parameters(f)) for f in os.listdir(dev) if f.endswith('.root') ] - histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] - hd = Differ(label, *histo_files) - - event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] - ed = Differ(arg.label, *event_files) - - if "trigscint" in (syst.lower() for syst in arg.systems.split(',') ) : - print("adding trigscint plots") - make_system_dqm_plots(TrigScint_plots) - make_system_branch_plots(TrigScint_plots) - if "ecal" in (syst.lower() for syst in arg.systems.split(',')) : - print("adding ecal plots") - make_system_dqm_plots(Ecal_plots) - make_system_branch_plots(Ecal_plots) - if "test" in (syst.lower() for syst in arg.systems.split(',')) : - print("adding multi-system small set of test plots") - make_system_dqm_plots(Test_plots) - make_system_branch_plots(Test_plots) - + hd = Differ(label, *[f for f in root_files if not f.is_events()]) + ed = Differ(label, *[f for f in root_files if f.is_events()]) - - #plots=Test_plots.branchPlots() - #for plot in plots : #ok this implementation is awful - # ed.plot1d(plot[0], plot[1], bins=plot[2], range=(plot[3],plot[4]), file_name=plot[5], out_dir = out_dir) - - # ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', - # 'Sim Energy Dep [MeV]', - # bins=50, range=(0,30), - # file_name = 'edep', - # out_dir = out_dir) + for syst in arg.systems : + runnable_modules[syst].plot(hd,ed, out_dir = out_dir) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index bbeb59c50..c1f72fd82 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -46,6 +46,10 @@ def keys(self, *args, **kwargs) : what to plot within a notebook """ return self.__file.keys(*args, **kwargs) + + def is_events(self) : + """Check if this file is an Events file""" + return 'LDMX_Events' in self.__file def events(self, **kwargs) : """Callback for retrieving a full in-memory data frame of the events @@ -96,7 +100,7 @@ def plot1d(self, ax, obj_name, **hist_kwargs) : The input 'obj_name' is transformed by __colmod if that member is set. """ - for k, v in self.__hist_kwargs : + for k, v in self.__hist_kwargs.items() : if k not in hist_kwargs : hist_kwargs[k] = v diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py new file mode 100644 index 000000000..7ed014caa --- /dev/null +++ b/Validation/src/Validation/ecal.py @@ -0,0 +1,34 @@ +"""Plotting of ECal-related validation plots""" + +from ._differ import Differ + +def plot(hd : Differ, ed : Differ, out_dir = None) : + """Plot ECal-related validation plots + + Parameters + ---------- + hd : Differ + Differ containing files that are not event files (presumably histogram files) + ed : Differ + Differ containing files that are event files + """ + + features = [ + ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') + ] + for col, name in features : + hd.plot1d(col, name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + + diff --git a/Validation/src/Validation/systems/ecal.py b/Validation/src/Validation/systems/ecal.py deleted file mode 100644 index 9cbbd44e1..000000000 --- a/Validation/src/Validation/systems/ecal.py +++ /dev/null @@ -1,23 +0,0 @@ -plots = [] - -class Ecal_plots : - - def dqm() : - # these are just the veto feature plots. could have separate functions for these and - # other Ecal DQM plots, and call them all from here - plots = [ - ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), - ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), - ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), - ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), - ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') - ] - return plots - - diff --git a/Validation/src/Validation/systems/trigscint.py b/Validation/src/Validation/systems/trigscint.py deleted file mode 100644 index 1b3c4369d..000000000 --- a/Validation/src/Validation/systems/trigscint.py +++ /dev/null @@ -1,45 +0,0 @@ -plots = [] - -class TrigScint_plots : - - def dqm() : - - collections=["Sim", "Digi", "Cluster"] - pads = ["Pad1", "Pad2", "Pad3"] - tColl="TrigScintTracks" - plots = [(f'{tColl}/{tColl}_centroid', 'Track centroid [in channel nb]'), - (f'{tColl}/{tColl}_n_tracks', 'Track multiplicity'), - (f'{tColl}/{tColl}_n_clusters', 'Track cluster multiplicity'), - (f'{tColl}/{tColl}_beamEfrac', 'Beam electron energy fraction'), - (f'{tColl}/{tColl}_residual', 'Track residual [in channel nb]'), - (f'{tColl}/{tColl}_x', 'Track x [mm]'), - (f'{tColl}/{tColl}_y', 'Track y [mm]') - ] - for pad in pads : - for coll in collections : - plots +=[ - (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_x', f'{coll} x [mm]'), - (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_y', f'{coll} y [mm]'), - (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_z', f'{coll} z [mm]'), - (f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_n_hits', 'Hit multiplicity'), - ] - plots += [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), - (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') - #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') #not implemented, should be though - ] - - return plots - diff --git a/Validation/src/Validation/trigscint.py b/Validation/src/Validation/trigscint.py new file mode 100644 index 000000000..f86f63e42 --- /dev/null +++ b/Validation/src/Validation/trigscint.py @@ -0,0 +1,62 @@ +"""Plotting of TrigScint-related validation plots""" + +from ._differ import Differ + +def plot(hd : Differ, ed : Differ, out_dir = None) : + """Plot TrigScint-related validation plots + + Parameters + ---------- + hd : Differ + Differ containing files that are not event files (presumably histogram files) + ed : Differ + Differ containing files that are event files + """ + + collections=["Sim", "Digi", "Cluster"] + pads = ["Pad1", "Pad2", "Pad3"] + tColl="TrigScintTracks" + features = [ + ] + + for member, name in [ + ('centroid', 'Track centroid [in channel nb]'), + ('n_tracks', 'Track multiplicity'), + ('n_clusters', 'Track cluster multiplicity'), + ('beamEfrac', 'Beam electron energy fraction'), + ('residual', 'Track residual [in channel nb]'), + ('x', 'Track x [mm]'), + ('y', 'Track y [mm]') + ] : + hd.plot1d(f'{tColl}/{tColl}_{member}', name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + + for pad in pads : + for coll in collections : + for member, name in [ ('x', 'x [mm]'), ('y', 'y [mm]'), ('z', 'z [mm]'), ('n_hits', 'Hit multiplicity') ] : + hd.plot1d(f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_{member}', f'{coll} {name}', + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + for member, name in [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), + (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') + # not implemented but should be + #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') + ] : + hd.plot1d(member, name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + From fe8d2d9eb59795b208524b704b3b8d7792f2729d Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 16:21:34 -0600 Subject: [PATCH 137/331] more comments about editable flag --- Validation/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/Validation/README.md b/Validation/README.md index c89e1d08c..b81122852 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -14,7 +14,8 @@ python3 -m pip install Validation/ Other helpful options - Outside container: `--user` may need to be required -- Both: `--editable` may be helpful if developing Validation +- Both: `--editable` may be helpful if developing Validation which should be provided _before_ the path to Validation + e.g. `python3 -m pip install --editable Validation/ --user` ## Usage _Cannot_ run from ldmx-sw directory. `import Validation` prefers From be12b903ef5277807928957b807e1b40d567f29b Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 17 Nov 2022 16:50:21 -0600 Subject: [PATCH 138/331] get it working, not can run ecal subsystem producing results as expected --- Validation/src/Validation/__main__.py | 23 +++++++++++------------ Validation/src/Validation/_differ.py | 3 ++- Validation/src/Validation/ecal.py | 25 +++++++++++++++++-------- Validation/src/Validation/trigscint.py | 23 ++++++++--------------- 4 files changed, 38 insertions(+), 36 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 94f9b43a2..625a8c74a 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -6,28 +6,23 @@ import re # external +import matplotlib +# this line allows us to run without an X server connected +# basically telling MPL that it will not open a window +matplotlib.use('Agg') + import matplotlib.pyplot as plt #import mplhep #plt.style.use(mplhep.style.ROOT) # us from ._differ import Differ +from ._file import File def extract_parameters(fn) : l = fn.replace('.root','').split('_') return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } -def make_system_dqm_plots(plotter) : - dqmPlotList=plotter.dqm() - - for path, name in dqmPlotList : - print(path+", "+name) - hd.plot1d(path, name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) - - return - def deduce_modules() : import inspect import sys @@ -83,5 +78,9 @@ def filter_members(obj) : ed = Differ(label, *[f for f in root_files if f.is_events()]) for syst in arg.systems : - runnable_modules[syst].plot(hd,ed, out_dir = out_dir) + m = runnable_modules[syst] + if 'plot_hists' in dir(m) : + m.plot_hists(hd, out_dir = out_dir) + if 'plot_events' in dir(m) : + m.plot_events(ed, out_dir = out_dir) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index ca1d8371c..48c26c756 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -2,6 +2,7 @@ # standard modules import os +import re # external dependencies import matplotlib.pyplot as plt @@ -77,7 +78,7 @@ def plot1d(self, column, xlabel, if out_dir is None : plt.show() else : - fn = column + fn = re.sub(r'^.*/','',column) if file_name is not None : fn = file_name fig.savefig(os.path.join(out_dir,fn)+'.pdf', bbox_inches='tight') diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py index 7ed014caa..8082dfe1d 100644 --- a/Validation/src/Validation/ecal.py +++ b/Validation/src/Validation/ecal.py @@ -2,15 +2,13 @@ from ._differ import Differ -def plot(hd : Differ, ed : Differ, out_dir = None) : +def plot_hists(d : Differ, out_dir = None) : """Plot ECal-related validation plots Parameters ---------- - hd : Differ + d : Differ Differ containing files that are not event files (presumably histogram files) - ed : Differ - Differ containing files that are event files """ features = [ @@ -27,8 +25,19 @@ def plot(hd : Differ, ed : Differ, out_dir = None) : ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') ] for col, name in features : - hd.plot1d(col, name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) + d.plot1d(col, name, out_dir = out_dir) + +def plot_events(d : Differ, out_dir = None) : + """Plot ECal-related validation plots + + Parameters + ---------- + d : Differ + Differ containing files that are event files + """ - + branches = [ + ('EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim Energy Dep [MeV]') + ] + for col, name in branches : + d.plot1d(f'LDMX_Events/{col}', name, out_dir = out_dir) diff --git a/Validation/src/Validation/trigscint.py b/Validation/src/Validation/trigscint.py index f86f63e42..01a3c6161 100644 --- a/Validation/src/Validation/trigscint.py +++ b/Validation/src/Validation/trigscint.py @@ -2,22 +2,18 @@ from ._differ import Differ -def plot(hd : Differ, ed : Differ, out_dir = None) : +def plot_hists(d : Differ, out_dir = None) : """Plot TrigScint-related validation plots Parameters ---------- - hd : Differ + d : Differ Differ containing files that are not event files (presumably histogram files) - ed : Differ - Differ containing files that are event files """ collections=["Sim", "Digi", "Cluster"] pads = ["Pad1", "Pad2", "Pad3"] tColl="TrigScintTracks" - features = [ - ] for member, name in [ ('centroid', 'Track centroid [in channel nb]'), @@ -28,16 +24,14 @@ def plot(hd : Differ, ed : Differ, out_dir = None) : ('x', 'Track x [mm]'), ('y', 'Track y [mm]') ] : - hd.plot1d(f'{tColl}/{tColl}_{member}', name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) + d.plot1d(f'{tColl}/{tColl}_{member}', name, + out_dir = out_dir) for pad in pads : for coll in collections : for member, name in [ ('x', 'x [mm]'), ('y', 'y [mm]'), ('z', 'z [mm]'), ('n_hits', 'Hit multiplicity') ] : - hd.plot1d(f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_{member}', f'{coll} {name}', - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) + d.plot1d(f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_{member}', f'{coll} {name}', + out_dir = out_dir) for member, name in [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), @@ -56,7 +50,6 @@ def plot(hd : Differ, ed : Differ, out_dir = None) : # not implemented but should be #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') ] : - hd.plot1d(member, name, - file_name = re.sub(r'^.*/','',path), - out_dir = out_dir) + d.plot1d(member, name, + out_dir = out_dir) From 03816c8a9f662a7ce2097d1531697783ee29888b Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 18 Nov 2022 09:49:01 -0600 Subject: [PATCH 139/331] use decorators to register the plotters within submodules --- Validation/src/Validation/__init__.py | 1 + Validation/src/Validation/__main__.py | 78 +++++++-------- Validation/src/Validation/_file.py | 127 +++++++++++++++++++------ Validation/src/Validation/_plotter.py | 63 ++++++++++++ Validation/src/Validation/ecal.py | 9 +- Validation/src/Validation/trigscint.py | 59 ++++++------ 6 files changed, 232 insertions(+), 105 deletions(-) create mode 100644 Validation/src/Validation/_plotter.py diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index cd4dc0e8d..0802dbbb5 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -1,3 +1,4 @@ +"""LDMX Validation plotting and inspection""" from ._file import File from ._differ import Differ diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 625a8c74a..bc8a63860 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -1,4 +1,4 @@ -"""CLI for comparison plots within Ecal Validation""" +"""CLI for comparison plots within LDMX Validation""" # standard import argparse @@ -12,75 +12,63 @@ matplotlib.use('Agg') import matplotlib.pyplot as plt -#import mplhep -#plt.style.use(mplhep.style.ROOT) +import mplhep +plt.style.use(mplhep.style.ROOT) # us from ._differ import Differ from ._file import File - -def extract_parameters(fn) : - l = fn.replace('.root','').split('_') - return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } - -def deduce_modules() : - import inspect - import sys - - def filter_members(obj) : - if not inspect.ismodule(obj) : - return False - return not obj.__name__.strip('Validation.').startswith('_') - - return dict(inspect.getmembers(sys.modules['Validation'], filter_members)) +from ._plotter import PLOTTERS # guard incase someone imports this somehow if __name__ == '__main__' : - runnable_modules = deduce_modules() - parser = argparse.ArgumentParser("python3 -m Validation", description=""" - Make comparison plots between different geometries. + Make comparison plots between different files within a directory. - We assume that the input files are written out in the - format of the configs in this repository so we can - deduce the parameters from their names. + The labels of different plots within the directory is controlled by + the parameter you choose. The parameters of a file are extracted from + the file name by splitting the filename into key-val pairs separated + by underscores (i.e. key1_val1_key2_val2_..._keyN_valN.root). If no + parameter is provided, then the first key/val is used. """ ) - parser.add_argument('dev',help='directory of event and histogram files from new developments') - parser.add_argument('--label',help='label for developments, defaults to dev directory name') - parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data dev dir') - parser.add_argument('--systems',required=True, choices=runnable_modules.keys(), nargs='+', - help='list of systems for which to make plots') + parser.add_argument('data',help='directory of event and histogram files') + parser.add_argument('--label',help='label for grouping of data, defaults to data directory name') + parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') + parser.add_argument('--systems',required=True, choices=PLOTTERS.keys(), nargs='+', + help='list of plotters to run') + parser.add_argument('--param',help='parameter in filename to use as file labels') arg = parser.parse_args() - dev = arg.dev - if dev.endswith('/') : - dev = dev[:-1] - print("Using data in "+dev) + data = arg.data + if data.endswith('/') : + data = data[:-1] - label = os.path.basename(dev) + label = os.path.basename(data) if arg.label is not None : label = arg.label - out_dir = dev + out_dir = data if arg.out_dir is not None : out_dir = arg.out_dir - - root_files = [ - File(os.path.join(dev,f), extract_parameters(f)) - for f in os.listdir(dev) if f.endswith('.root') - ] + + root_files = [ File.from_path(os.path.join(data,f)) for f in os.listdir(data) if f.endswith('.root') ] hd = Differ(label, *[f for f in root_files if not f.is_events()]) ed = Differ(label, *[f for f in root_files if f.is_events()]) for syst in arg.systems : - m = runnable_modules[syst] - if 'plot_hists' in dir(m) : - m.plot_hists(hd, out_dir = out_dir) - if 'plot_events' in dir(m) : - m.plot_events(ed, out_dir = out_dir) + h, e, plot = PLOTTERS[syst] + if h and e : + plot(hd, ed, out_dir = out_dir) + elif h : + plot(hd, out_dir = out_dir) + elif e : + plot(ed, out_dir = out_dir) + else : + print(f'WARN: Not running {syst} since it was not registered properly.') + print(' I have no idea how this happened.') diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index c1f72fd82..a30f9aad8 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -1,6 +1,7 @@ """Wrap an uproot file for some extra help plotting""" import uproot +import os class File : """File entry in Differ object @@ -9,7 +10,7 @@ class File : ---------- filepath : str or pathlib.Path path specifying ROOT file to open for reading - name : str + legendlabel : str name for labeling histograms plotted from this file colmod : function with str argument returning str modify an input column name to align with the columns in this file @@ -21,9 +22,9 @@ class File : all other key-word arguments are passed to uproot.open """ - def __init__(self, filepath, name, colmod = None, hist_kwargs = dict(), **open_kwargs) : + def __init__(self, filepath, legendlabel, colmod = None, hist_kwargs = dict(), **open_kwargs) : self.__file = uproot.open(filepath, **open_kwargs) - self.__name = name + self.__legendlabel = legendlabel self.__colmod = colmod self.__df = None @@ -32,12 +33,48 @@ def __init__(self, filepath, name, colmod = None, hist_kwargs = dict(), **open_k if 'linewidth' not in hist_kwargs : hist_kwargs['linewidth'] = 2 if 'label' not in hist_kwargs : - hist_kwargs['label'] = self.__name + hist_kwargs['label'] = self.__legendlabel if 'bins' not in hist_kwargs : hist_kwargs['bins'] = 'auto' self.__hist_kwargs = hist_kwargs + def from_path(filepath, legendlabel_parameter = None) : + """Extract the legend-label for histograms from this file using the filepath + + This is separated from the contsructor because + + 1. It makes assumptions on how the file name is formatted + 2. It does not allow for modification of the keyword args in the constructor + + The parameters of a file are extracted from its name. + In general, we assume that the filename is of the form + + ____..._.root + + i.e. a mapping where the key/val pairs are separated by underscores. + + If the 'legendlabel_parameter' is not provided, we simply use the first key-val + pair in the file name as the legend-label. + + Parameters + ---------- + filepath : str + Full path to the file to open + legendlabel_parameter : str, optional + key-name to use in legend-label for this File + """ + l = os.path.basename(filepath).replace('.root','').split('_') + file_params = { l[i] : l[i+1] for i in range(len(l)) if i%2 == 0 } + + legendlabel = next(iter(file_params)) + if legendlabel_parameter is not None : + if legendlabel_parameter in file_params : + file_params[legendlabel_parameter] + else : + raise KeyError(f'{legendlabel_parameter} not in deduced file parameters\n{file_params}') + + return File(filepath, legendlabel) def keys(self, *args, **kwargs) : """Callback into uproot keys @@ -48,7 +85,12 @@ def keys(self, *args, **kwargs) : return self.__file.keys(*args, **kwargs) def is_events(self) : - """Check if this file is an Events file""" + """Check if this file is an Events file + + We simply see if the 'LDMX_Events' object exists within + the file. If it does, we assume that it is an event file. + Otherwise, we assume that it is a histogram file. + """ return 'LDMX_Events' in self.__file def events(self, **kwargs) : @@ -83,48 +125,73 @@ def manipulate(self, manipulation) : """Apply the passed manipulation to the dataframe""" manipulation(self.__df) - def plot1d(self, ax, obj_name, **hist_kwargs) : + def plot1d(self, ax, obj, **hist_kwargs) : """Plot the input uproot object as a histogram on the input axes - If obj_name is not a str, we assume that it is a callable and will - provide the in-memory dataframe. An exception is thrown if the dataframe - has not been loaded. - - If the dataframe of events has been loaded and the obj_name is a - member of that dataframe, we use that dataframe to fill the histogram. - - If the uproot_obj is already a histogram we import its values and use - them directly. If the uproot_obj is a TBranch, then we pull its values - into memory and fill the histogram. + Provided the same interface for different plotting options, all + depending on how the input 'obj' is deduced. + + If 'obj' is not a str, we assume that is is a callable (e.g. a function) + that will take the in-memory dataframe (if it is loaded) or the uproot file + (if the dataframe isn't loaded) in order to calculate the array of values + to histogram. This is helpful for doing simple calculations or cuts that + this class does not implement. - The input 'obj_name' is transformed by __colmod if that member is set. + If 'obj' is a str, then we need to use it to deduce what we are plotting. + + If a in-memory dataframe exists, we check if 'obj' is a column in it first + and use that column of the dataframe as the values to histogram. + + If no dataframe exists (or 'obj' is not in the dataframe), then we get + the object from the uproot file we have with 'obj' as the full in-file + path to the object (using the configured colmod function in order to + augment the name if necessary). + + Now, if the uproot object is a subclass of uproot's Histogram class, + we retrieve the bin edges from it, check that its dimension is one, + and plot the histogram using its values as the entry weights and the + loaded bin edges. + + If the uproot object is not a subclass of uproot's Histogram, + then we assume that it is a branch and we extract a flattened + array of values from it using uproot.array and pandas. + + Parameters + ---------- + ax : matplotlib.Axes + axes on which to plot the histogram + obj : str or function + object to plot """ for k, v in self.__hist_kwargs.items() : if k not in hist_kwargs : hist_kwargs[k] = v - if not isinstance(obj_name, str) : - if self.__df is None : - raise KeyError('Cannot use dynamic value calculations without loading the dataframe.') - return ax.hist(obj_name(self.__df), **hist_kwargs) - - if self.__df is not None and obj_name in self.__df : - return ax.hist(self.__df[obj_name], **hist_kwargs) + if not isinstance(obj, str) : + if self.__df is None : + return ax.hist(obj(self.__file), **hist_kwargs) + else : + return ax.hist(obj(self.__df), **hist_kwargs) + + if self.__df is not None and obj in self.__df : + return ax.hist(self.__df[obj], **hist_kwargs) + uproot_obj_path = obj if self.__colmod is not None : - obj_name = self.__colmod(obj_name) + uproot_obj_path = self.__colmod(obj) - obj = self.__file[obj_name] + uproot_obj = self.__file[uproot_obj_path] - if issubclass(type(obj), uproot.behaviors.TH1.Histogram) : - edges = obj.axis('x').edges() + if issubclass(type(uproot_obj), uproot.behaviors.TH1.Histogram) : + edges = uproot_obj.axis('x').edges() dim = len(edges.shape) if dim > 1 : raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') # overwrite bins and weights with what the serialized histogram has hist_kwargs['bins'] = edges - hist_kwargs['weights'] = obj.values() + hist_kwargs['weights'] = uproot_obj.values() return ax.hist((edges[1:]+edges[:-1])/2, **hist_kwargs) else : - return ax.hist(obj.array(library='pd').values, **hist_kwargs) + return ax.hist(uproot_obj.array(library='pd').values, **hist_kwargs) + diff --git a/Validation/src/Validation/_plotter.py b/Validation/src/Validation/_plotter.py new file mode 100644 index 000000000..2b6d02601 --- /dev/null +++ b/Validation/src/Validation/_plotter.py @@ -0,0 +1,63 @@ +"""Decorator for registering plotters + +This is the wackiest python thing in this package and is +used to allow the CLI to have a list of all plotters in +submodules. In order for this to function, a plotting function +needs... + +1. to be in a module imported in __init__.py. This is required + so that the function is imported when the parent module is + imported +2. to be decorated by the 'plotter' decorator below. + +Attributes +---------- +PLOTTERS : dict + dictionary of plotters within Validation +""" + +PLOTTERS = dict() + +def plotter(hist = False, event = True) : + """decorator for registering plotters + + There are three options for a plotter. + + 1. Plots from histogram files + 2. Plots from event files + 3. Plots from both at the same time + + (1) and (2) have the same function signature but will + be given a histogram-file or event-file Differ file (respectively). + + (3) has a longer signature for accepting both histogram- and event- + file Differ objects at once. + + Examples + -------- + Register a histogram-file plotter + + @plotter(hist=True,event=False) + def my_hist_plotter(d, out_dir = None) : + # d will be a Differ with histogram-files + + Register a event-file plotter + + @plotter(hist=False,event=True) + def my_event_plotter(d, out_dir = None) : + # d will be a Differ with event-files + + Register a plotter that can do both + + @plotter(hist=True,event=True) + def plots_both(hd, ed, out_dir = None) : + # hd will be histogram-files and ed will be event-files + + """ + if not hist and not event : + raise ArgumentError('Need to plot one or both hist or event') + def plotter_decorator(func) : + func_name = func.__module__.replace('Validation.','')+'.'+func.__name__ + PLOTTERS[func_name] = (hist, event, func) + return func + return plotter_decorator diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py index 8082dfe1d..68dd201ef 100644 --- a/Validation/src/Validation/ecal.py +++ b/Validation/src/Validation/ecal.py @@ -1,9 +1,11 @@ """Plotting of ECal-related validation plots""" from ._differ import Differ +from ._plotter import plotter -def plot_hists(d : Differ, out_dir = None) : - """Plot ECal-related validation plots +@plotter(hist=True,event=False) +def shower_feats(d : Differ, out_dir = None) : + """Plot ECal shower features from the already created DQM histograms Parameters ---------- @@ -27,7 +29,8 @@ def plot_hists(d : Differ, out_dir = None) : for col, name in features : d.plot1d(col, name, out_dir = out_dir) -def plot_events(d : Differ, out_dir = None) : +@plotter(hist=False,event=True) +def sim_hits(d : Differ, out_dir = None) : """Plot ECal-related validation plots Parameters diff --git a/Validation/src/Validation/trigscint.py b/Validation/src/Validation/trigscint.py index 01a3c6161..51a8b7c70 100644 --- a/Validation/src/Validation/trigscint.py +++ b/Validation/src/Validation/trigscint.py @@ -1,8 +1,10 @@ """Plotting of TrigScint-related validation plots""" from ._differ import Differ +from ._plotter import plotter -def plot_hists(d : Differ, out_dir = None) : +@plotter(hist=True,event=False) +def dqm(d : Differ, out_dir = None) : """Plot TrigScint-related validation plots Parameters @@ -15,7 +17,7 @@ def plot_hists(d : Differ, out_dir = None) : pads = ["Pad1", "Pad2", "Pad3"] tColl="TrigScintTracks" - for member, name in [ + track_hists = [ ('centroid', 'Track centroid [in channel nb]'), ('n_tracks', 'Track multiplicity'), ('n_clusters', 'Track cluster multiplicity'), @@ -23,33 +25,36 @@ def plot_hists(d : Differ, out_dir = None) : ('residual', 'Track residual [in channel nb]'), ('x', 'Track x [mm]'), ('y', 'Track y [mm]') - ] : - d.plot1d(f'{tColl}/{tColl}_{member}', name, - out_dir = out_dir) - + ] + for member, name in track_hists : + d.plot1d(f'{tColl}/{tColl}_{member}', name, out_dir = out_dir) + for pad in pads : for coll in collections : - for member, name in [ ('x', 'x [mm]'), ('y', 'y [mm]'), ('z', 'z [mm]'), ('n_hits', 'Hit multiplicity') ] : + shared_members = [ ('x', 'x [mm]'), ('y', 'y [mm]'), ('z', 'z [mm]'), + ('n_hits', 'Hit multiplicity') ] + for member, name in shared_members : d.plot1d(f'TrigScint{coll}{pad}/TrigScint{coll}{pad}_{member}', f'{coll} {name}', out_dir = out_dir) - for member, name in [(f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), - (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), - (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), - (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') - # not implemented but should be - #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') - ] : - d.plot1d(member, name, - out_dir = out_dir) + special_members = [ + (f'TrigScintSim{pad}/TrigScintSim{pad}_hit_time', 'Simhit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_total_pe', 'Total PE in event'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe', 'Total PE in bars'), + (f'TrigScintSim{pad}/TrigScintSim{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id', 'Channel ID'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_hit_time', 'Digi hit time [ns]'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_id_noise', 'ID of noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_pe_noise', 'PE in noise hits'), + (f'TrigScintDigi{pad}/TrigScintDigi{pad}_n_hits_noise', 'Number of noise hits'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_centroid', 'Cluster centroid [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_total_pe', 'Cluster total PE in event'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_n_clusters', 'Cluster multiplicity'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_seed', 'Cluster seed [in channel nb]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_cluster_time', 'Cluster time [ns]'), + (f'TrigScintCluster{pad}/TrigScintCluster{pad}_beamEfrac', 'Beam electron energy fraction') + # not implemented but should be + #(f'TrigScintDigi{pad}/TrigScintDigi{pad}_beamEfrac', 'Beam electron energy fraction') + ] + for member, name in special_members : + d.plot1d(member, name, out_dir = out_dir) From c916d101e8a0b2a8812bddf785964d84c96a544f Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 21 Nov 2022 09:40:17 -0600 Subject: [PATCH 140/331] cleanup from earlier testing --- Validation/src/Validation/systems/test.py | 33 ----------------------- 1 file changed, 33 deletions(-) delete mode 100644 Validation/src/Validation/systems/test.py diff --git a/Validation/src/Validation/systems/test.py b/Validation/src/Validation/systems/test.py deleted file mode 100644 index a7d7082e3..000000000 --- a/Validation/src/Validation/systems/test.py +++ /dev/null @@ -1,33 +0,0 @@ -plots = [] -histograms = [] - -class Test_plots : - - def dqm() : - plots = [('TrigScintDigiPad1/TrigScintDigiPad1_n_hits', 'Hit multiplicity'), - ('TrigScintTracks/TrigScintTracks_n_tracks', 'Track multiplicity'), -# ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits') - ] - - return plots - - - def branchPlots(passName="valid", treeName="LDMX_Events") : - - - collections=["Sim", "Digi", "Cluster"] - pads = ["Pad1", "Pad2", "Pad3"] - tColl="TrigScintTracks" - - - histograms = [(f'{treeName}/EcalSimHits_{passName}/EcalSimHits_{passName}.edep_', - '"Sim Energy Dep [MeV]"', 50, 0,30, 'edep') - ] - - for pad in pads : -# for coll in collections : - histograms += [(f'{treeName}/Trigger{pad}Clusters_{passName}.centroid_', - '"Cluster centroid [barID]"', 60, 0,60, f'clusterCentroid_{pad}') - ] - - return histograms From 66d9186d61ac790d49c4ef76451b33def8ac022a Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 21 Nov 2022 09:54:32 -0600 Subject: [PATCH 141/331] more documentation --- Validation/src/Validation/_differ.py | 56 +++++++++++++++++++++++----- Validation/src/Validation/_file.py | 8 +++- 2 files changed, 53 insertions(+), 11 deletions(-) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index 48c26c756..f72cf0266 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -24,25 +24,23 @@ class Differ : grp_name : str Name to include in legend title to differentiate this group of plots from another - args : list of 2-tuples - Each entry is a 2-tuple (file_path, name) where file_path + args : list of tuples or Files + Each entry is a tuple (file_path, name, *args) where file_path specifies the file to open and name is what should appear - in plot legends - kwargs : dict - These keyword arguments are passed to plt.figure for creationg - of the figure we draw on. + in plot legends. + Alternatively, each entry can just be the already constructed File Example ------- Opening a differ is pretty quick and lightweight. - We do open the files with `uproot` and access the event tree. + We do open the files with `uproot`. d = Differ('v3.2.0-alpha',('path/to/v12.root','v12'),('path/to/v14.root','v14')) Without any other options, the plotting with show the plot as if we are in an interactive notebook. - d.plot1d('EcalSimHits_valid/EcalSimHits_valid.edep_') + d.plot1d('EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim E Dep [MeV]') """ def __init__(self, grp_name, *args) : @@ -52,7 +50,7 @@ def open_file(arg) : elif isinstance(arg, File) : return arg else : - raise KeyError(f'Argument provided {arg} is not a differ.File or a tuple of arguments for its constructor') + raise KeyError(f'Argument provided {arg} is not a Validation.File or a tuple of arguments for its constructor') self.grp_name = grp_name self.files = list(map(open_file, args)) @@ -63,6 +61,37 @@ def plot1d(self, column, xlabel, ylim = (None,None), out_dir = None, file_name = None, **hist_kwargs) : + """Plot a 1D histogram, overlaying the File entries + + We overlay the same 'column' of data of each File onto + the same figure, generating a legend with the title defined by + grp_name from the constructor. + + If out_dir is not provided, we assume we are in a notebook and + simply `plt.show()` the figure. If out_dir is not None (i.e. it + was defined), we assume we are in a non-interactive script and + write the figure to a PDF in the output file and then clear + the figure. + + Parameters + ---------- + column : str or Callable + Determines the array of data from each File to histogram and plot + xlabel : str + Label of X axis + ylabel : str, optional + Label for Y axis (default: Count) + yscale : {'linear', 'log', 'symlog', 'logit', ...}, optional + Scale to use for y-axis (default: 'log') + ylim : 2-tuple + Limits to set for the y-axis (default: deduced by matplotlib) + out_dir : str + Directory in which to write the plotting file + file_name : str + Name of file, no extension (default: column name with directory separators removed) + hist_kwargs : dict + All other key-word arguments are passed into each File.plot1d + """ fig = plt.figure('differ',figsize=(11,8)) ax = fig.subplots() @@ -87,7 +116,7 @@ def plot1d(self, column, xlabel, def load(self, **kwargs) : """Load all of the event data frames into memory - The key-word arguments are used in each FileEntry's events call + The key-word arguments are used in each File's events call to specify which branches (if not all of them) should be loaded into memory and what manipulation (if any) to do. """ @@ -95,5 +124,12 @@ def load(self, **kwargs) : f.load(**kwargs) def manipulate(self, manipulation) : + """Manipulate all of the File data frames + + Parameters + ---------- + manipulation : Callable (e.g. a function) + Function operating on the data frame to manipuate it **in place** + """ for f in self.files : f.manipulate(manipulation) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index a30f9aad8..266a888df 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -117,6 +117,9 @@ def load(self, manipulation = None, **kwargs) : All the kwargs are simply provided to events for selecting the branches of LDMX_Events to load into memory. """ + if not self.is_events() : + raise AttributeError('File is not an Events file and so the data cannot be loaded into an in-memory data frame') + self.__df = self.events(**kwargs) if manipulation is not None : manipulation(self.__df) @@ -150,7 +153,8 @@ def plot1d(self, ax, obj, **hist_kwargs) : Now, if the uproot object is a subclass of uproot's Histogram class, we retrieve the bin edges from it, check that its dimension is one, and plot the histogram using its values as the entry weights and the - loaded bin edges. + loaded bin edges (the key-word arguments 'bins' and 'weights' are + overwritten by the values read in from the file). If the uproot object is not a subclass of uproot's Histogram, then we assume that it is a branch and we extract a flattened @@ -162,6 +166,8 @@ def plot1d(self, ax, obj, **hist_kwargs) : axes on which to plot the histogram obj : str or function object to plot + hist_kwargs : dict + All other key-word arguments are passed to plt.hist """ for k, v in self.__hist_kwargs.items() : From 581bfe217d8cc400ce559756db5b8205d348abf2 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 11:43:17 -0600 Subject: [PATCH 142/331] add in logging for debugging help add reprs for File and Differ --- Validation/src/Validation/__main__.py | 28 +++++++++++++++++++++--- Validation/src/Validation/_differ.py | 4 ++++ Validation/src/Validation/_file.py | 31 +++++++++++++++++---------- 3 files changed, 49 insertions(+), 14 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index bc8a63860..28c0a9ce0 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -4,6 +4,7 @@ import argparse import os import re +import logging # external import matplotlib @@ -35,6 +36,7 @@ ) parser.add_argument('data',help='directory of event and histogram files') + parser.add_argument('--log',help='logging level',choices=['info','debug','warn','error'], default='warn') parser.add_argument('--label',help='label for grouping of data, defaults to data directory name') parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') parser.add_argument('--systems',required=True, choices=PLOTTERS.keys(), nargs='+', @@ -43,6 +45,15 @@ arg = parser.parse_args() + numeric_level = getattr(logging, arg.log.upper(), None) + if not isinstance(numeric_level, int) : + raise ValueError(f'Invalid log level: {arg.log}') + logging.basicConfig(level=numeric_level) + + logging.getLogger('matplotlib').setLevel(logging.ERROR) + + logging.debug(f'Parsed Arguments: {arg}') + data = arg.data if data.endswith('/') : data = data[:-1] @@ -55,20 +66,31 @@ if arg.out_dir is not None : out_dir = arg.out_dir - root_files = [ File.from_path(os.path.join(data,f)) for f in os.listdir(data) if f.endswith('.root') ] + logging.debug(f'Deduced Args: label = {label} out_dir = {out_dir}') + + root_files = [ File.from_path(os.path.join(data,f), legendlabel_parameter = arg.param) + for f in os.listdir(data) if f.endswith('.root') ] + + logging.debug(f'ROOT Files: {root_files}') hd = Differ(label, *[f for f in root_files if not f.is_events()]) ed = Differ(label, *[f for f in root_files if f.is_events()]) + logging.debug(f'histogram differ = {hd}') + logging.debug(f'event differ = {ed}') + for syst in arg.systems : + logging.info(f'running {syst}') h, e, plot = PLOTTERS[syst] if h and e : + logging.debug('both hist and event plotter') plot(hd, ed, out_dir = out_dir) elif h : + logging.debug('both hist-only plotter') plot(hd, out_dir = out_dir) elif e : + logging.debug('both event-only plotter') plot(ed, out_dir = out_dir) else : - print(f'WARN: Not running {syst} since it was not registered properly.') - print(' I have no idea how this happened.') + logging.warn(f'Not running {syst} since it was not registered properly.') diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index f72cf0266..65ef8c289 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -55,6 +55,10 @@ def open_file(arg) : self.grp_name = grp_name self.files = list(map(open_file, args)) + def __repr__(self) : + """Short form representation of a Differ""" + return f'Differ ({self.grp_name}) {self.files}' + def plot1d(self, column, xlabel, ylabel = 'Count', yscale = 'log', diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index 266a888df..dafd1c91d 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -2,6 +2,7 @@ import uproot import os +import logging class File : """File entry in Differ object @@ -21,10 +22,10 @@ class File : open_kwargs : dict all other key-word arguments are passed to uproot.open """ + log = logging.getLogger('File') - def __init__(self, filepath, legendlabel, colmod = None, hist_kwargs = dict(), **open_kwargs) : + def __init__(self, filepath, colmod = None, hist_kwargs = dict(), **open_kwargs) : self.__file = uproot.open(filepath, **open_kwargs) - self.__legendlabel = legendlabel self.__colmod = colmod self.__df = None @@ -32,13 +33,18 @@ def __init__(self, filepath, legendlabel, colmod = None, hist_kwargs = dict(), * hist_kwargs['histtype'] = 'step' if 'linewidth' not in hist_kwargs : hist_kwargs['linewidth'] = 2 - if 'label' not in hist_kwargs : - hist_kwargs['label'] = self.__legendlabel if 'bins' not in hist_kwargs : hist_kwargs['bins'] = 'auto' self.__hist_kwargs = hist_kwargs + def __repr__(self) : + """Represent this File in a short form""" + event = 'Events' + if not self.is_events() : + event = 'Histos' + return 'File { '+event+' labeled '+self.__hist_kwargs['label']+' }' + def from_path(filepath, legendlabel_parameter = None) : """Extract the legend-label for histograms from this file using the filepath @@ -66,15 +72,18 @@ def from_path(filepath, legendlabel_parameter = None) : """ l = os.path.basename(filepath).replace('.root','').split('_') file_params = { l[i] : l[i+1] for i in range(len(l)) if i%2 == 0 } + File.log.debug(f'Deduced File Parameters: {file_params}') - legendlabel = next(iter(file_params)) - if legendlabel_parameter is not None : - if legendlabel_parameter in file_params : - file_params[legendlabel_parameter] - else : - raise KeyError(f'{legendlabel_parameter} not in deduced file parameters\n{file_params}') + if legendlabel_parameter is None : + legendlabel_parameter = next(iter(file_params)) + + if legendlabel_parameter in file_params : + ll = file_params[legendlabel_parameter] + else : + raise KeyError(f'{legendlabel_parameter} not in deduced file parameters\n{file_params}') - return File(filepath, legendlabel) + File.log.debug(f'Deduced File Label: {ll}') + return File(filepath, hist_kwargs=dict(label=ll)) def keys(self, *args, **kwargs) : """Callback into uproot keys From dfe9db3dabb6b4b29d3e37bbd921ec1157b707dd Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 11:44:53 -0600 Subject: [PATCH 143/331] don't install to LDMX module so that usage is same inside and outside container --- Validation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Validation/README.md b/Validation/README.md index b81122852..824a4aae8 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -5,7 +5,7 @@ Python package forcused on comparing two or more "similar" LDMX event data files ## Installation Inside container... ``` -ldmx python3 -m pip install Validation/ --target install/python/LDMX/ --no-deps --no-cache +ldmx python3 -m pip install Validation/ --target install/python/ --no-deps --no-cache ``` Outside container ``` From 876ca67dd031ec76a764ae011e96c9c8e2b718bb Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 11:51:51 -0600 Subject: [PATCH 144/331] some run-time documentation --- Validation/README.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/Validation/README.md b/Validation/README.md index 824a4aae8..dde67ec55 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -23,3 +23,22 @@ the local directory instead of the installed path so it tries to load from the `ldmx-sw/Validation` directory. Could fix this by renaming the package inside Validation. + +### CLI +The Validation module is constructed to do some common tasks quickly on the command line. +Printing out its help message shows how to run it and gives you the details on what +parameters to provide. +``` +python3 -m Validation -h +``` +which should be run with `ldmx` if the module was installed in the container. + +### In Script +Similar to the CLI, you can develop your own python script using Validation. +Simply `import Validation` where you want to be using it. +**Remember**: The plotting functions assume the user is in an interactive notebook +unless the `out_dir` parameter is provided. + +### In Notebook +Again, accessing this module post-installation is the same as other modules `import Validation`. +This can help you develop plots that don't come pre-made within the Validation module. From 93d5466b7aeb79020a28bc3546082abec9feff10 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 12:13:29 -0600 Subject: [PATCH 145/331] make plotter registry an attribute of the decorator this is more idiomatic and emphasizes that the registry is useless without the decorator --- Validation/src/Validation/__main__.py | 6 +++--- Validation/src/Validation/_plotter.py | 17 ++++++++--------- 2 files changed, 11 insertions(+), 12 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 28c0a9ce0..9c8464c52 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -19,7 +19,7 @@ # us from ._differ import Differ from ._file import File -from ._plotter import PLOTTERS +from ._plotter import plotter # guard incase someone imports this somehow if __name__ == '__main__' : @@ -39,7 +39,7 @@ parser.add_argument('--log',help='logging level',choices=['info','debug','warn','error'], default='warn') parser.add_argument('--label',help='label for grouping of data, defaults to data directory name') parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') - parser.add_argument('--systems',required=True, choices=PLOTTERS.keys(), nargs='+', + parser.add_argument('--systems',required=True, choices=plotter.__registry__.keys(), nargs='+', help='list of plotters to run') parser.add_argument('--param',help='parameter in filename to use as file labels') @@ -81,7 +81,7 @@ for syst in arg.systems : logging.info(f'running {syst}') - h, e, plot = PLOTTERS[syst] + h, e, plot = plotter.__registry__[syst] if h and e : logging.debug('both hist and event plotter') plot(hd, ed, out_dir = out_dir) diff --git a/Validation/src/Validation/_plotter.py b/Validation/src/Validation/_plotter.py index 2b6d02601..1975bdcd0 100644 --- a/Validation/src/Validation/_plotter.py +++ b/Validation/src/Validation/_plotter.py @@ -9,15 +9,8 @@ so that the function is imported when the parent module is imported 2. to be decorated by the 'plotter' decorator below. - -Attributes ----------- -PLOTTERS : dict - dictionary of plotters within Validation """ -PLOTTERS = dict() - def plotter(hist = False, event = True) : """decorator for registering plotters @@ -28,7 +21,7 @@ def plotter(hist = False, event = True) : 3. Plots from both at the same time (1) and (2) have the same function signature but will - be given a histogram-file or event-file Differ file (respectively). + be given a histogram-file or event-file Differ (respectively). (3) has a longer signature for accepting both histogram- and event- file Differ objects at once. @@ -53,11 +46,17 @@ def my_event_plotter(d, out_dir = None) : def plots_both(hd, ed, out_dir = None) : # hd will be histogram-files and ed will be event-files + Attributes + ---------- + __registry__ : dict + Dictionary of registered plotters """ if not hist and not event : raise ArgumentError('Need to plot one or both hist or event') def plotter_decorator(func) : func_name = func.__module__.replace('Validation.','')+'.'+func.__name__ - PLOTTERS[func_name] = (hist, event, func) + plotter.__registry__[func_name] = (hist, event, func) return func return plotter_decorator + +plotter.__registry__ = dict() From 434e1b8947bcff631e9058e96eaa35d00babbdf5 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 28 Nov 2022 14:24:38 -0600 Subject: [PATCH 146/331] slight update to instructions just have the container install the dependencies into install/python/, without the pip cache, the dependencies within the container may not be detectable --- Validation/README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/Validation/README.md b/Validation/README.md index dde67ec55..1e245882a 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -5,7 +5,7 @@ Python package forcused on comparing two or more "similar" LDMX event data files ## Installation Inside container... ``` -ldmx python3 -m pip install Validation/ --target install/python/ --no-deps --no-cache +ldmx python3 -m pip install Validation/ --target install/python/ --no-cache ``` Outside container ``` @@ -42,3 +42,6 @@ unless the `out_dir` parameter is provided. ### In Notebook Again, accessing this module post-installation is the same as other modules `import Validation`. This can help you develop plots that don't come pre-made within the Validation module. +**If you are developing Validation and testing within a notebook**, you will need to reboot +the python kernel anytime you wish to test changes to the Validation module. This is necessary +because Python keeps modules cached in memory during normal running. From ece0d25c3c18e89cbfe26cf78358b525e8e82105 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 30 Nov 2022 09:09:34 -0600 Subject: [PATCH 147/331] allow for newlines in label defined on the command line - this is helpful for including extra information in the legend - we simply need to replace the raw-string literal with the special newline character --- Validation/src/Validation/__main__.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 9c8464c52..157418fd6 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -60,7 +60,8 @@ label = os.path.basename(data) if arg.label is not None : - label = arg.label + # update the raw string literal to intrepret new lines + label = arg.label.replace(r'\n','\n') out_dir = data if arg.out_dir is not None : From b0fa87842e73ec2c38f47763310c172dae434270 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 30 Nov 2022 09:14:12 -0600 Subject: [PATCH 148/331] update file_name deduction for columns that are not strings sometimes the user passes a function to calculate the array of values to be filled into the histogram. In this case, the default file_name can't be the column itself and needs to be the name of the function. --- Validation/src/Validation/_differ.py | 12 ++++++++---- 1 file changed, 8 insertions(+), 4 deletions(-) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index 65ef8c289..d242d0589 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -111,10 +111,14 @@ def plot1d(self, column, xlabel, if out_dir is None : plt.show() else : - fn = re.sub(r'^.*/','',column) - if file_name is not None : - fn = file_name - fig.savefig(os.path.join(out_dir,fn)+'.pdf', bbox_inches='tight') + if file_name is None : + if isinstance(column, str) : + file_name = re.sub(r'^.*/','',column) + else : + # assume column is a function meaning the '__name__' + # parameter is defined by Python for us + file_name = column.__name__ + fig.savefig(os.path.join(out_dir,file_name)+'.pdf', bbox_inches='tight') fig.clf() def load(self, **kwargs) : From 210f18dd88d47275187ca686e9c88b498985d78c Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 30 Nov 2022 09:39:16 -0600 Subject: [PATCH 149/331] add logging and basic sim hit histograms to ecal --- Validation/src/Validation/ecal.py | 31 ++++++++++++++++++++++++++++--- 1 file changed, 28 insertions(+), 3 deletions(-) diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py index 68dd201ef..36210437f 100644 --- a/Validation/src/Validation/ecal.py +++ b/Validation/src/Validation/ecal.py @@ -2,6 +2,9 @@ from ._differ import Differ from ._plotter import plotter +import logging + +log = logging.getLogger('ecal') @plotter(hist=True,event=False) def shower_feats(d : Differ, out_dir = None) : @@ -27,6 +30,7 @@ def shower_feats(d : Differ, out_dir = None) : ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') ] for col, name in features : + log.info(f'plotting {col}') d.plot1d(col, name, out_dir = out_dir) @plotter(hist=False,event=True) @@ -39,8 +43,29 @@ def sim_hits(d : Differ, out_dir = None) : Differ containing files that are event files """ + # loading just the IDs into memory so that we can calculate the layer + # the hits are in and count how many sim hits there were per event + def rename_columns_and_calc_layer(data) : + data.rename(inplace=True,columns=lambda cn : cn.replace('EcalSimHits_valid.','').replace('_','')) + data['layer'] = (data['id'].values >> 17) & 0x3f + d.load(manipulation = rename_columns_and_calc_layer, filter_name = 'EcalSimHits_valid/EcalSimHits_valid.id_') + + # plot number of sim hits + log.info('plotting num sim hits') + d.plot1d(lambda data : data.reset_index(level=1).index.value_counts(), 'Num Sim Hits', + ylabel='Events', range=(50,200), file_name = 'ecal_num_sim_hits', out_dir = out_dir) branches = [ - ('EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim Energy Dep [MeV]') + ('layer', 'Sim Layer Hit', + dict(bins=34, density=True)), + ('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim Energy Dep [MeV]', + dict(range=(0,50),bins=50, density=True)), + ('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.time_', 'Sim Hit Time [ns]', + dict(range=(0,100000),bins=100,density=True)), + ('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.x_', 'Sim Hit x [mm]', + dict(range=(-300,300),bins=60, density=True)), + ('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.y_', 'Sim Hit y [mm]', + dict(range=(-300,300),bins=60, density=True)), ] - for col, name in branches : - d.plot1d(f'LDMX_Events/{col}', name, out_dir = out_dir) + for col, name, kw in branches : + log.info(f'plotting {col}') + d.plot1d(col, name, ylabel = 'Fraction Sim Hits', out_dir = out_dir, **kw) From 2f8616e398db7ecd5bd9386b435f19058242a22a Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 30 Nov 2022 13:00:22 -0600 Subject: [PATCH 150/331] add comments about using python venv --- Validation/README.md | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/Validation/README.md b/Validation/README.md index 1e245882a..a2299d284 100644 --- a/Validation/README.md +++ b/Validation/README.md @@ -7,10 +7,22 @@ Inside container... ``` ldmx python3 -m pip install Validation/ --target install/python/ --no-cache ``` -Outside container +Outside container it is helpful to put the Validation module inside a virtual environment. +This makes it easier to keep track of what you are doing. +Below, I make two different virtual environments. `valid` has the Validation module files are copied +over (so it can be used even if ldmx-sw switches to a branch without the Validation files). +`valid-ed` has an "editable" install of Validation so you can develop the Validation module. ``` +python3 -m venv .venv/valid --prompt valid +source .venv/valid/bin/activate python3 -m pip install Validation/ +# in new terminal +python3 -m venv .venv/valid-ed --prompt valid-ed +source .venv/valid-ed/bin/activate +python3 -m pip install -e Validation/ ``` +Then if you are developing Validation you would `source /ldmx-sw/.venv/valid-ed/bin/activate` +and if not `source /ldmx-sw/.venv/valid/bin/activate`. Other helpful options - Outside container: `--user` may need to be required From 8e4d2fa7fc21679a9122fe1fc9b0dc8319e64fa7 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 22 Nov 2022 15:48:46 -0600 Subject: [PATCH 151/331] classic off-by-one error in file parameter deduction --- Validation/src/Validation/_file.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index dafd1c91d..259508778 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -71,7 +71,7 @@ def from_path(filepath, legendlabel_parameter = None) : key-name to use in legend-label for this File """ l = os.path.basename(filepath).replace('.root','').split('_') - file_params = { l[i] : l[i+1] for i in range(len(l)) if i%2 == 0 } + file_params = { l[i] : l[i+1] for i in range(len(l)-1) if i%2 == 0 } File.log.debug(f'Deduced File Parameters: {file_params}') if legendlabel_parameter is None : From a0be10cd09f5d41ca01a0cd0bccd1134866b0305 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 1 Dec 2022 09:05:13 -0600 Subject: [PATCH 152/331] add error if filename doesn't match expected format for from_path --- Validation/src/Validation/_file.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index 259508778..685090474 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -70,7 +70,10 @@ def from_path(filepath, legendlabel_parameter = None) : legendlabel_parameter : str, optional key-name to use in legend-label for this File """ - l = os.path.basename(filepath).replace('.root','').split('_') + fn = os.path.basename(filepath).replace('.root','') + l = fn.split('_') + if len(l)%2 != 0 : + raise ValueError(f'The filename provided {fn} cannot be split into key_val pairs.') file_params = { l[i] : l[i+1] for i in range(len(l)-1) if i%2 == 0 } File.log.debug(f'Deduced File Parameters: {file_params}') From 637d1249d4c92c06a3dccae65d01667099a4eba3 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 2 Dec 2022 14:25:21 -0600 Subject: [PATCH 153/331] add legend_kw parameter for tweaking legend --- Validation/src/Validation/_differ.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index d242d0589..df50edd48 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -64,6 +64,7 @@ def plot1d(self, column, xlabel, yscale = 'log', ylim = (None,None), out_dir = None, file_name = None, + legend_kw = dict(), **hist_kwargs) : """Plot a 1D histogram, overlaying the File entries @@ -106,7 +107,11 @@ def plot1d(self, column, xlabel, ax.set_ylabel(ylabel) ax.set_yscale(yscale) ax.set_ylim(*ylim) - ax.legend(title=self.grp_name) + + if 'title' not in legend_kw : + legend_kw['title'] = self.grp_name + + ax.legend(**legend_kw) if out_dir is None : plt.show() From 50dec7bb83602379c9ea8b8bde461301798ce875 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 2 Dec 2022 14:25:39 -0600 Subject: [PATCH 154/331] move legend to left side for deepest layer hit histo --- Validation/src/Validation/ecal.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/Validation/src/Validation/ecal.py b/Validation/src/Validation/ecal.py index 36210437f..e4eae9b79 100644 --- a/Validation/src/Validation/ecal.py +++ b/Validation/src/Validation/ecal.py @@ -16,8 +16,11 @@ def shower_feats(d : Differ, out_dir = None) : Differ containing files that are not event files (presumably histogram files) """ + col, name = 'EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit' + log.info(f'plotting {col}') + d.plot1d(col, name, out_dir = out_dir, legend_kw = dict(loc='upper left')) + features = [ - ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), @@ -53,7 +56,7 @@ def rename_columns_and_calc_layer(data) : # plot number of sim hits log.info('plotting num sim hits') d.plot1d(lambda data : data.reset_index(level=1).index.value_counts(), 'Num Sim Hits', - ylabel='Events', range=(50,200), file_name = 'ecal_num_sim_hits', out_dir = out_dir) + ylabel='Events', range=(0,200), file_name = 'ecal_num_sim_hits', out_dir = out_dir) branches = [ ('layer', 'Sim Layer Hit', dict(bins=34, density=True)), From a4ea5981a38f4a6783b753fdf2848252e5c33eaf Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 26 Apr 2023 18:08:10 +0200 Subject: [PATCH 155/331] Some initial DQM figures --- DQM/include/DQM/HCalDQM.h | 3 +- DQM/include/DQM/HcalInefficiencyDQM.h | 36 +++++++++++++++++- DQM/python/dqm.py | 48 +++++++++++++++++++----- DQM/src/DQM/HCalDQM.cxx | 53 +++++++++++++++++++++++++-- 4 files changed, 125 insertions(+), 15 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 6b1079330..8fbc5ee31 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -16,6 +16,7 @@ /*~~~~~~~~~~~~~~~*/ #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" +#include "Framework/EventFile.h" #include "Framework/EventProcessor.h" #include "Tools/AnalysisUtils.h" @@ -41,7 +42,7 @@ class HCalDQM : public framework::Analyzer { * * @param event The event to analyze. */ - void analyze(const framework::Event &event); + void analyze(const framework::Event &event) override; private: /// Hcal Rec Hits collection name diff --git a/DQM/include/DQM/HcalInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h index 9cdd51b4c..351979506 100644 --- a/DQM/include/DQM/HcalInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -6,17 +6,49 @@ #include "SimCore/Event/SimCalorimeterHit.h" #include #include +#include #include +#include namespace dqm { class HcalInefficiencyAnalyzer : public framework::Analyzer { public: HcalInefficiencyAnalyzer(const std::string &name, framework::Process &process) : framework::Analyzer{name, process} {} - void configure(framework::config::Parameters ¶meters) {} + void configure(framework::config::Parameters ¶meters) { + histogramNames = + parameters.getParameter>("histogram_names"); + outputPrefix = parameters.getParameter("output_prefix"); + } bool hitPassesVeto(const ldmx::HcalHit &hit) { return hit.getPE() > 0 && hit.getMinPE() > 0; } + + virtual void onFileClose(framework::EventFile &eventFile) override { + for (auto histogramName : histogramNames) { + const auto histogram{histograms_.get(histogramName)}; + if (!histogram) { + std::cout << "Couldn't find histogram with name " << histogramName + << std::endl; + continue; + } + TCanvas c; + histogram->Draw(); + + c.SaveAs(("figures/" + outputPrefix + "_dump/" + histogramName + ".pdf") + .c_str()); + c.SetLogy(); + c.SaveAs( + ("figures/" + outputPrefix + "_logdump/" + histogramName + ".pdf") + .c_str()); + } + } + // void onProcessEnd() override { + // for (auto histogramName : histogramNames) { + // const auto histogram{histograms_.get(histogramName)}; + // histogram->SaveAs(("figures/dump/" + histogramName + ".pdf").c_str()); + // } + // } void analyze(const framework::Event &event) override { const auto hcalSimHits = event.getCollection( hcalSimHitsCollection_, hcalSimHitsPassName_); @@ -60,10 +92,12 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { histograms_.fill("TwoHitInefficiencyLayer", secondHitLayer); } + std::vector histogramNames; std::string hcalSimHitsCollection_{"HcalSimHits"}; std::string hcalRecHitsCollection_{"HcalRecHits"}; std::string hcalSimHitsPassName_{""}; std::string hcalRecHitsPassName_{""}; + std::string outputPrefix; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index d3d239f14..848e9793c 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -18,30 +18,60 @@ class HCalDQM(ldmxcfg.Analyzer) : def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : - super().__init__(name,'dqm::HCalDQM','DQM') + self.section = section + section_names = ['back', 'top', 'bottom', 'right', 'left'] + section_name = section_names[section] + super().__init__(name + f'_{section_name}','dqm::HCalDQM','DQM') - self.section_names = ['back', 'top', 'bottom', 'left', 'right'] self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' - self.section = section - section_name = self.section_names[section] pe_bins = [1500, 0, 1500] + time_bins = [1500, -500, 1000] + layer_bins = [100,0,100] + multiplicity_bins = [200,0,200] + energy_bins = [1000,0,100] + # Per hit self.build1DHistogram("pe", f"Photoelectrons in the HCal ({section_name})", *pe_bins) - self.build1DHistogram('hit_time', f'HCal hit time (ns) ({section_name})', - 1600, -100, 1500) + self.build1DHistogram('hit_time', f'HCal hit time ({section_name}) [ns]', + *time_bins) self.build1DHistogram("layer", f"Layer number ({section_name})", - 100,0,100 - ) + *layer_bins) + self.build1DHistogram("noise", + f"Is pure noise hit? ({section_name})", 2, 0, 1) + self.build1DHistogram("energy", + f"Reconstructed hit energy in the HCal ({section_name})", + *energy_bins) # Once per event + self.build1DHistogram("total_energy", + f"Total reconstructed energy in the HCal ({section_name})", + 1000,0, 1000) self.build1DHistogram("total_pe", f"Total photoelectrons in the HCal ({section_name})", + 10,0,10000) + self.build1DHistogram('max_pe', + f"Maximum photoelectrons in the HCal ({section_name})", *pe_bins) - self.build1DHistogram(f"noise", "Is pure noise hit? ({section_name})", 2, 0, 1) + self.build2DHistogram('layer:strip', + f'HCal Layer ({section_name})', + *layer_bins, + 'Back HCal Strip', 62,0,62 ) + self.build1DHistogram("hit_multiplicity", + f"HCal hit multiplicity ({section_name})", + *multiplicity_bins) + self.build1DHistogram("vetoable_hit_multiplicity", + f"Multiplicity of vetoable hits at {pe_threshold} PE ({section_name})", + *multiplicity_bins) + self.build1DHistogram('max_pe_time', + f"Max PE hit time ({section_name}) [ns]", + *time_bins) + self.build1DHistogram('hit_z', 'Reconstructed Z position in the HCal ({section_name}) [mm]', + 1000, 0, 6000 + ) # # every hit in hcal diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 32252f9bd..33f60a121 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -15,7 +15,6 @@ void HCalDQM::configure(framework::config::Parameters &ps) { rec_pass_name_ = ps.getParameter("rec_pass_name"); pe_veto_threshold = ps.getParameter("pe_threshold"); section_ = ps.getParameter("section"); - section_names_ = ps.getParameter>("section_names"); } void HCalDQM::analyze(const framework::Event &event) { @@ -25,22 +24,68 @@ void HCalDQM::analyze(const framework::Event &event) { float totalPE{0}; float maxPE{-1}; float maxPETime{-1}; + float E{0}; + float totalE{0}; + int vetoableHitMultiplicity{0}; + int hitMultiplicity{0}; + + auto passesVeto = [&](const ldmx::HcalHit &hit, int section) { + constexpr double max_time{50}; + if (hit.getPE() < pe_veto_threshold) { + return true; + } + if (section == ldmx::HcalID::HcalSection::BACK && hit.getMinPE() < 1) { + return true; + } + return false; + }; for (const ldmx::HcalHit &hit : hcalHits) { ldmx::HcalID id(hit.getID()); - if (id.section() != section_) { + const auto section{id.section()}; + const auto layer{id.layer()}; + const auto strip{id.strip()}; + if (section != section_) { continue; } + if (hit.isNoise()) { + std::cout << "Found a noise hit!" << std::endl; + char c; + std::cin >> c; + } + if (passesVeto(hit, section)) { + hitMultiplicity++; + } else { + hitMultiplicity++; + vetoableHitMultiplicity++; + } const auto pe{hit.getPE()}; const auto t{hit.getTime()}; + const auto e{hit.getEnergy()}; + const auto z{hit.getZPos()}; + + totalE += e; totalPE += pe; + if (pe > maxPE) { + maxPE = pe; + maxPETime = t; + } + histograms_.fill("layer:strip", layer, strip); histograms_.fill("pe", pe); histograms_.fill("hit_time", t); - histograms_.fill("layer", id.layer()); + histograms_.fill("layer", layer); + histograms_.fill("noise", hit.isNoise()); + histograms_.fill("energy", e); + histograms_.fill("hit_z", z); } - + histograms_.fill("total_energy", totalE); histograms_.fill("total_pe", totalPE); + histograms_.fill("max_pe", maxPE); + histograms_.fill("max_pe_time", maxPETime); + histograms_.fill("hit_multiplicity", hitMultiplicity); + histograms_.fill("vetoable_hit_multiplicity", vetoableHitMultiplicity); + // float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; // float maxPE{-1}, maxPETime{-1}; // std::vector total_section_pe(5); From fe828b065e0bbbcda43c4454dd95dfdc8a2c31e0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 26 Apr 2023 17:03:50 +0200 Subject: [PATCH 156/331] Allow for multiple label parameters --- Validation/src/Validation/__main__.py | 4 +++- Validation/src/Validation/_file.py | 12 ++++++------ 2 files changed, 9 insertions(+), 7 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 157418fd6..4ff51cf4c 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -41,7 +41,9 @@ parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') parser.add_argument('--systems',required=True, choices=plotter.__registry__.keys(), nargs='+', help='list of plotters to run') - parser.add_argument('--param',help='parameter in filename to use as file labels') + parser.add_argument('--param', + nargs='+', + help='parameter(s) in filename to use as file labels') arg = parser.parse_args() diff --git a/Validation/src/Validation/_file.py b/Validation/src/Validation/_file.py index 685090474..bd5b055df 100644 --- a/Validation/src/Validation/_file.py +++ b/Validation/src/Validation/_file.py @@ -78,12 +78,12 @@ def from_path(filepath, legendlabel_parameter = None) : File.log.debug(f'Deduced File Parameters: {file_params}') if legendlabel_parameter is None : - legendlabel_parameter = next(iter(file_params)) - - if legendlabel_parameter in file_params : - ll = file_params[legendlabel_parameter] - else : - raise KeyError(f'{legendlabel_parameter} not in deduced file parameters\n{file_params}') + legendlabel_parameter = [next(iter(file_params))] + ll = [file_params[l] for l in legendlabel_parameter if l in file_params] + if len(ll) < len(legendlabel_parameter): + missing_params = set(legendlabel_parameter) - set(file_params.keys()) + raise KeyError(f"{', '.join(missing_params)} not in deduced file parameters:\n{file_params}") + ll='_'.join(ll) File.log.debug(f'Deduced File Label: {ll}') return File(filepath, hist_kwargs=dict(label=ll)) From 330f62787d58068d21765e569060a35fe2e421fb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 22:33:13 +0200 Subject: [PATCH 157/331] Import hcal validation --- Validation/src/Validation/__init__.py | 1 + 1 file changed, 1 insertion(+) diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index 0802dbbb5..11fe7ac0c 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -4,3 +4,4 @@ from ._differ import Differ from . import ecal from . import trigscint +from . import hcal From 191aef928519dc47e74e31392ebeb681c8dfe573 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 22:33:22 +0200 Subject: [PATCH 158/331] Remove old testing code --- DQM/include/DQM/HcalInefficiencyDQM.h | 31 +-------------------------- 1 file changed, 1 insertion(+), 30 deletions(-) diff --git a/DQM/include/DQM/HcalInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h index 351979506..da38f02df 100644 --- a/DQM/include/DQM/HcalInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -15,40 +15,11 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { HcalInefficiencyAnalyzer(const std::string &name, framework::Process &process) : framework::Analyzer{name, process} {} - void configure(framework::config::Parameters ¶meters) { - histogramNames = - parameters.getParameter>("histogram_names"); - outputPrefix = parameters.getParameter("output_prefix"); - } + void configure(framework::config::Parameters ¶meters) {} bool hitPassesVeto(const ldmx::HcalHit &hit) { return hit.getPE() > 0 && hit.getMinPE() > 0; } - virtual void onFileClose(framework::EventFile &eventFile) override { - for (auto histogramName : histogramNames) { - const auto histogram{histograms_.get(histogramName)}; - if (!histogram) { - std::cout << "Couldn't find histogram with name " << histogramName - << std::endl; - continue; - } - TCanvas c; - histogram->Draw(); - - c.SaveAs(("figures/" + outputPrefix + "_dump/" + histogramName + ".pdf") - .c_str()); - c.SetLogy(); - c.SaveAs( - ("figures/" + outputPrefix + "_logdump/" + histogramName + ".pdf") - .c_str()); - } - } - // void onProcessEnd() override { - // for (auto histogramName : histogramNames) { - // const auto histogram{histograms_.get(histogramName)}; - // histogram->SaveAs(("figures/dump/" + histogramName + ".pdf").c_str()); - // } - // } void analyze(const framework::Event &event) override { const auto hcalSimHits = event.getCollection( hcalSimHitsCollection_, hcalSimHitsPassName_); From b800a09234275cb4908b8394b670bf500c232313 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 28 Apr 2023 18:03:08 +0200 Subject: [PATCH 159/331] Add geometry --- DQM/python/dqm.py | 42 ++++++++++++++++++--------- DQM/src/DQM/HCalDQM.cxx | 18 ++++++++---- Validation/src/Validation/__init__.py | 1 + 3 files changed, 42 insertions(+), 19 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 848e9793c..896c330e8 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -28,7 +28,7 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : self.rec_pass_name = '' pe_bins = [1500, 0, 1500] - time_bins = [1500, -500, 1000] + time_bins = [200, -100, 300] layer_bins = [100,0,100] multiplicity_bins = [200,0,200] energy_bins = [1000,0,100] @@ -52,7 +52,7 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : 1000,0, 1000) self.build1DHistogram("total_pe", f"Total photoelectrons in the HCal ({section_name})", - 10,0,10000) + 200,0,10000) self.build1DHistogram('max_pe', f"Maximum photoelectrons in the HCal ({section_name})", *pe_bins) @@ -496,7 +496,23 @@ def __init__(self,name='Trigger',coll='Trigger') : ] hcal_dqm = [ - HCalDQM() + HCalDQM(pe_threshold=8, + section=0 + ), + HCalDQM(pe_threshold=8, + section=1 + ), + HCalDQM(pe_threshold=8, + section=2 + ), + HCalDQM(pe_threshold=8, + section=3 + ), + HCalDQM(pe_threshold=8, + section=4 + ), + HcalInefficiencyAnalyzer(), + ] recoil_dqm = [ @@ -504,16 +520,16 @@ def __init__(self,name='Trigger',coll='Trigger') : ] trigScint_dqm = [ - TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), - TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), - TrigScintSimDQM('TrigScintSimPad3','TriggerPad3SimHits','pad3'), - TrigScintDigiDQM('TrigScintDigiPad1','trigScintDigisPad1','pad1'), - TrigScintDigiDQM('TrigScintDigiPad2','trigScintDigisPad2','pad2'), - TrigScintDigiDQM('TrigScintDigiPad3','trigScintDigisPad3','pad3'), - TrigScintClusterDQM('TrigScintClusterPad1','TriggerPad1Clusters','pad1'), - TrigScintClusterDQM('TrigScintClusterPad2','TriggerPad2Clusters','pad2'), - TrigScintClusterDQM('TrigScintClusterPad3','TriggerPad3Clusters','pad3'), - TrigScintTrackDQM('TrigScintTracks','TriggerPadTracks') + # TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), + # TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), + # TrigScintSimDQM('TrigScintSimPad3','TriggerPad3SimHits','pad3'), + # TrigScintDigiDQM('TrigScintDigiPad1','trigScintDigisPad1','pad1'), + # TrigScintDigiDQM('TrigScintDigiPad2','trigScintDigisPad2','pad2'), + # TrigScintDigiDQM('TrigScintDigiPad3','trigScintDigisPad3','pad3'), + # TrigScintClusterDQM('TrigScintClusterPad1','TriggerPad1Clusters','pad1'), + # TrigScintClusterDQM('TrigScintClusterPad2','TriggerPad2Clusters','pad2'), + # TrigScintClusterDQM('TrigScintClusterPad3','TriggerPad3Clusters','pad3'), + # TrigScintTrackDQM('TrigScintTracks','TriggerPadTracks') ] diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 43d287ef4..6b7355c65 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -21,6 +21,9 @@ void HCalDQM::analyze(const framework::Event &event) { // Get the collection of HCalDQM digitized hits if the exists const auto &hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; + + const auto &geometry = getCondition( + ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); float totalPE{0}; float maxPE{-1}; float maxPETime{-1}; @@ -44,14 +47,9 @@ void HCalDQM::analyze(const framework::Event &event) { const auto section{id.section()}; const auto layer{id.layer()}; const auto strip{id.strip()}; - if (section != section_) { + if (section != section_ && section_ != -1) { continue; } - histograms_.fill("pe", hit.getPE()); - histograms_.fill("hit_time", hit.getTime()); - histograms_.fill("layer", id.layer()); - histograms_.fill(section + "_pe", hit.getPE()); - histograms_.fill(section + "_layer", id.layer()); if (hit.isNoise()) { std::cout << "Found a noise hit!" << std::endl; @@ -67,7 +65,15 @@ void HCalDQM::analyze(const framework::Event &event) { const auto pe{hit.getPE()}; const auto t{hit.getTime()}; const auto e{hit.getEnergy()}; + const auto x{hit.getZPos()}; const auto z{hit.getZPos()}; + switch (section) { + case ldmx::HcalID::HcalSection::BACK: + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + } totalE += e; totalPE += pe; diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index 11fe7ac0c..4ada6e544 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -5,3 +5,4 @@ from . import ecal from . import trigscint from . import hcal +from . import photonuclear From 32cdfd8b0c5390bbeea8489045d9abdadd7fbdde Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:34:37 +0200 Subject: [PATCH 160/331] Add sim level histograms --- DQM/include/DQM/HCalDQM.h | 5 +++++ DQM/python/dqm.py | 40 +++++++++++++++++++++++++++++++++++---- 2 files changed, 41 insertions(+), 4 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index df30bf485..2c8840419 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -45,6 +45,11 @@ class HCalDQM : public framework::Analyzer { void analyze(const framework::Event &event) override; private: + /// Hcal Sim Hits collection name + std::string sim_coll_name_; + + /// Hcal Sim Hits pass name + std::string sim_pass_name_; /// Hcal Rec Hits collection name std::string rec_coll_name_; diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 896c330e8..1bd81f4b9 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -26,36 +26,62 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' + self.sim_coll_name = 'HcalSimHits' + self.sim_pass_name = '' - pe_bins = [1500, 0, 1500] - time_bins = [200, -100, 300] + pe_bins = [500, 0, 1500] + time_bins = [100, -100, 500] layer_bins = [100,0,100] - multiplicity_bins = [200,0,200] - energy_bins = [1000,0,100] + multiplicity_bins = [400,0,400] + energy_bins = [200,0,200] + self.build1DHistogram('sim_along_x', 'x', 3000, -3000,3000) + self.build1DHistogram('sim_along_y', 'y', 3000, -3000,3000) + self.build1DHistogram('sim_along_z', 'z', 3000, 0,6000) + self.build1DHistogram('along_x', 'x', 3000, -3000,3000) + self.build1DHistogram('along_y', 'y', 3000, -3000,3000) + self.build1DHistogram('along_z', 'z', 3000, 0,6000) # Per hit self.build1DHistogram("pe", f"Photoelectrons in the HCal ({section_name})", *pe_bins) self.build1DHistogram('hit_time', f'HCal hit time ({section_name}) [ns]', *time_bins) + self.build1DHistogram('sim_hit_time', f'HCal hit time ({section_name}) [ns]', + *time_bins) self.build1DHistogram("layer", f"Layer number ({section_name})", *layer_bins) + self.build1DHistogram("sim_layer", f"Layer number ({section_name})", + *layer_bins) self.build1DHistogram("noise", f"Is pure noise hit? ({section_name})", 2, 0, 1) self.build1DHistogram("energy", f"Reconstructed hit energy in the HCal ({section_name})", *energy_bins) + + self.build1DHistogram("sim_energy", + f"Simulated hit energy in the HCal ({section_name})", + *energy_bins) + self.build1DHistogram("sim_energy_per_bar", + f"Simulated hit energy per bar in the HCal ({section_name})", + *energy_bins) # Once per event self.build1DHistogram("total_energy", f"Total reconstructed energy in the HCal ({section_name})", 1000,0, 1000) + self.build1DHistogram("sim_total_energy", + f"Total simulated energy in the HCal ({section_name})", + 1000,0, 1000) self.build1DHistogram("total_pe", f"Total photoelectrons in the HCal ({section_name})", 200,0,10000) self.build1DHistogram('max_pe', f"Maximum photoelectrons in the HCal ({section_name})", *pe_bins) + self.build2DHistogram('sim_layer:strip', + f'HCal Layer ({section_name})', + *layer_bins, + 'Back HCal Strip', 62,0,62 ) self.build2DHistogram('layer:strip', f'HCal Layer ({section_name})', *layer_bins, @@ -63,6 +89,12 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : self.build1DHistogram("hit_multiplicity", f"HCal hit multiplicity ({section_name})", *multiplicity_bins) + self.build1DHistogram("sim_hit_multiplicity", + f"HCal hit multiplicity ({section_name})", + *multiplicity_bins) + self.build1DHistogram("sim_num_bars_hit", + f"HCal hit multiplicity ({section_name})", + *multiplicity_bins) self.build1DHistogram("vetoable_hit_multiplicity", f"Multiplicity of vetoable hits at {pe_threshold} PE ({section_name})", *multiplicity_bins) From e297946f3f05693b3170ba156cb554effec59921 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:36:38 +0200 Subject: [PATCH 161/331] Factor out skipping hits --- DQM/include/DQM/HCalDQM.h | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 2c8840419..ba176e5cc 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -44,6 +44,10 @@ class HCalDQM : public framework::Analyzer { */ void analyze(const framework::Event &event) override; + bool skipHit(const ldmx::HcalID &id) { + const auto section{id.section()}; + return (section != section_ && section_ != -1); + } private: /// Hcal Sim Hits collection name std::string sim_coll_name_; From 098d704f92eff9cea606505e5745087f8776345a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:37:44 +0200 Subject: [PATCH 162/331] Factor out reading the rechits --- DQM/include/DQM/HCalDQM.h | 8 +++++++- DQM/src/DQM/HCalDQM.cxx | 35 ++++++++++++++++++++++------------- 2 files changed, 29 insertions(+), 14 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index ba176e5cc..67bfcf717 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -14,12 +14,17 @@ /*~~~~~~~~~~~~~~~*/ /* Framework */ /*~~~~~~~~~~~~~~~*/ +#include "DetDescr/HcalGeometry.h" +#include "DetDescr/HcalID.h" #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" #include "Framework/EventFile.h" #include "Framework/EventProcessor.h" +#include "Hcal/Event/HcalHit.h" +#include "Hcal/Event/HcalVetoResult.h" +#include "SimCore/Event/SimCalorimeterHit.h" #include "Tools/AnalysisUtils.h" - +#include namespace dqm { class HCalDQM : public framework::Analyzer { @@ -48,6 +53,7 @@ class HCalDQM : public framework::Analyzer { const auto section{id.section()}; return (section != section_ && section_ != -1); } + void analyzeRecHits(const std::vector &hits); private: /// Hcal Sim Hits collection name std::string sim_coll_name_; diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 6b7355c65..c15c90c5f 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -1,10 +1,5 @@ #include "DQM/HCalDQM.h" - -#include "DetDescr/HcalID.h" -#include "Hcal/Event/HcalHit.h" -#include "Hcal/Event/HcalVetoResult.h" - namespace dqm { HCalDQM::HCalDQM(const std::string &name, framework::Process &process) @@ -13,6 +8,8 @@ HCalDQM::HCalDQM(const std::string &name, framework::Process &process) void HCalDQM::configure(framework::config::Parameters &ps) { rec_coll_name_ = ps.getParameter("rec_coll_name"); rec_pass_name_ = ps.getParameter("rec_pass_name"); + sim_coll_name_ = ps.getParameter("sim_coll_name"); + sim_pass_name_ = ps.getParameter("sim_pass_name"); pe_veto_threshold = ps.getParameter("pe_threshold"); section_ = ps.getParameter("section"); } @@ -22,8 +19,15 @@ void HCalDQM::analyze(const framework::Event &event) { const auto &hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; + analyzeRecHits(hcalHits); const auto &geometry = getCondition( ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); +} +void HCaldDQM::analyzeRecHits(const std::vector &hits) { + + const auto &geometry = getCondition( + ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); + float totalPE{0}; float maxPE{-1}; float maxPETime{-1}; @@ -47,7 +51,7 @@ void HCalDQM::analyze(const framework::Event &event) { const auto section{id.section()}; const auto layer{id.layer()}; const auto strip{id.strip()}; - if (section != section_ && section_ != -1) { + if (skipHit(id)) { continue; } @@ -65,14 +69,19 @@ void HCalDQM::analyze(const framework::Event &event) { const auto pe{hit.getPE()}; const auto t{hit.getTime()}; const auto e{hit.getEnergy()}; - const auto x{hit.getZPos()}; + const auto x{hit.getXPos()}; + const auto y{hit.getYPos()}; const auto z{hit.getZPos()}; - switch (section) { - case ldmx::HcalID::HcalSection::BACK: - case ldmx::HcalID::HcalSection::TOP: - case ldmx::HcalID::HcalSection::BOTTOM: - case ldmx::HcalID::HcalSection::LEFT: - case ldmx::HcalID::HcalSection::RIGHT: + switch (orientation) { + case ldmx::HcalGeometry::ScintillatorOrientation::horizontal: + histograms_.fill("along_x", x); + break; + case ldmx::HcalGeometry::ScintillatorOrientation::vertical: + histograms_.fill("along_y", y); + break; + case ldmx::HcalGeometry::ScintillatorOrientation::depth: + histograms_.fill("along_z", z); + break; } totalE += e; From 6841d24717dc255ffcb7de5815f1bd1ae59179a1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:40:37 +0200 Subject: [PATCH 163/331] Add Sim DQM --- DQM/include/DQM/HCalDQM.h | 2 ++ DQM/src/DQM/HCalDQM.cxx | 65 +++++++++++++++++++++++++++++++++++++-- 2 files changed, 65 insertions(+), 2 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 67bfcf717..dc51a3e17 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -54,6 +54,8 @@ class HCalDQM : public framework::Analyzer { return (section != section_ && section_ != -1); } void analyzeRecHits(const std::vector &hits); + void analyzeSimHits(const std::vector &hits); + private: /// Hcal Sim Hits collection name std::string sim_coll_name_; diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index c15c90c5f..0a0b0db2c 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -19,11 +19,71 @@ void HCalDQM::analyze(const framework::Event &event) { const auto &hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; + const auto &hcalSimHits{event.getCollection( + sim_coll_name_, sim_pass_name_)}; + analyzeSimHits(hcalSimHits); analyzeRecHits(hcalHits); const auto &geometry = getCondition( ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); } -void HCaldDQM::analyzeRecHits(const std::vector &hits) { +void HCalDQM::analyzeSimHits(const std::vector &hits) { + + const auto &geometry = getCondition( + ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); + + std::map simEnergyPerBar; + int hitMultiplicity{0}; + + for (const auto &hit : hits) { + + ldmx::HcalID id(hit.getID()); + if (skipHit(id)) { + continue; + } + const auto energy{hit.getEdep()}; + if (simEnergyPerBar.count(id) == 0) { + simEnergyPerBar[id] = energy; + } else { + simEnergyPerBar[id] += energy; + } + const auto orientation{geometry.getScintillatorOrientation(id)}; + const auto section{id.section()}; + const auto layer{id.layer()}; + const auto strip{id.strip()}; + const auto pos{hit.getPosition()}; + const auto x{pos[0]}; + const auto y{pos[1]}; + const auto z{pos[2]}; + const auto t{hit.getTime()}; + hitMultiplicity++; + histograms_.fill("sim_hit_time", t); + histograms_.fill("sim_layer", layer); + histograms_.fill("sim_layer:strip", layer, strip); + histograms_.fill("sim_energy", energy); + switch (orientation) { + case ldmx::HcalGeometry::ScintillatorOrientation::horizontal: + histograms_.fill("sim_along_x", x); + break; + case ldmx::HcalGeometry::ScintillatorOrientation::vertical: + histograms_.fill("sim_along_y", y); + break; + case ldmx::HcalGeometry::ScintillatorOrientation::depth: + histograms_.fill("sim_along_z", z); + break; + } + } + + histograms_.fill("sim_hit_multiplicity", hitMultiplicity); + histograms_.fill("sim_num_bars_hit", simEnergyPerBar.size()); + + double total_energy{0}; + for (const auto [id, energy] : simEnergyPerBar) { + histograms_.fill("sim_energy_per_bar", energy); + total_energy += energy; + } + histograms_.fill("sim_total_energy", total_energy); +} +void HCalDQM::analyzeRecHits(const std::vector &hits) { const auto &geometry = getCondition( ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); @@ -46,8 +106,9 @@ void HCaldDQM::analyzeRecHits(const std::vector &hits) { } return false; }; - for (const ldmx::HcalHit &hit : hcalHits) { + for (const ldmx::HcalHit &hit : hits) { ldmx::HcalID id(hit.getID()); + const auto orientation{geometry.getScintillatorOrientation(id)}; const auto section{id.section()}; const auto layer{id.layer()}; const auto strip{id.strip()}; From 98849a9c55ad9a798bc8ad7430513d63afc050c8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:56:25 +0200 Subject: [PATCH 164/331] Factor out veto passing --- DQM/include/DQM/HCalDQM.h | 11 +++++++ DQM/python/dqm.py | 67 +++++++++++++++------------------------ DQM/src/DQM/HCalDQM.cxx | 15 ++------- 3 files changed, 39 insertions(+), 54 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index dc51a3e17..94f0260ff 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -56,6 +56,16 @@ class HCalDQM : public framework::Analyzer { void analyzeRecHits(const std::vector &hits); void analyzeSimHits(const std::vector &hits); + bool hitPassesVeto(const ldmx::HcalHit &hit, int section) { + if (hit.getPE() < pe_veto_threshold || hit.getTime() > max_hit_time_) { + return true; + } + if (section == ldmx::HcalID::HcalSection::BACK && hit.getMinPE() < 1) { + return true; + } + return false; + } + private: /// Hcal Sim Hits collection name std::string sim_coll_name_; @@ -77,6 +87,7 @@ class HCalDQM : public framework::Analyzer { // Veto threshold for photo-electrons float pe_veto_threshold; int section_; + double max_hit_time_; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 1bd81f4b9..668462f79 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -17,13 +17,14 @@ class HCalDQM(ldmxcfg.Analyzer) : - def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : + def __init__(self,name="hcal_dqm", pe_threshold=5, section=0, max_hit_time = 50.0) : self.section = section section_names = ['back', 'top', 'bottom', 'right', 'left'] section_name = section_names[section] super().__init__(name + f'_{section_name}','dqm::HCalDQM','DQM') - self.pe_threshold = float(pe_threshold) + self.pe_veto_threshold = float(pe_threshold) + self.max_hit_time = max_hit_time self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' self.sim_coll_name = 'HcalSimHits' @@ -106,54 +107,36 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : ) - # # every hit in hcal - # self.build2DHistogram("back_pe:layer", - # "Photoelectrons in a Back HCal Layer",10,0,10, - # "Back HCal Layer",100,0,100) - # self.build2DHistogram("back_layer:strip", - # "Back HCal Layer",100,0,100, - # "Back HCal Strip",62,0,62) - # self.build2DHistogram("side_pe:layer", - # "Photoelectrons in a Side HCal Layer",10,0,10, - # "Side HCal Layer",20,0,20) - # self.build2DHistogram("side_layer:strip", - # "Side HCal Layer",20,0,20, - # "Side HCal Strip",30,0,30) - - # # once per event - # self.build1DHistogram("n_hits", "HCal hit multiplicity", 300, 0, 300) - # self.build1DHistogram("total_pe", "Total Photoelectrons", 3000, 0, 3000) - # self.build_submodule_histograms('total_pe', 'Total Photoelectrons in the {} section of the Hcal', - # 3000, 0, 3000) - # self.build1DHistogram("max_pe", - # "Max Photoelectrons in an HCal Module", 1500, 0, 1500) - # self.build1DHistogram("hit_time_max_pe", - # "Max PE hit time (ns)", 1600, -100, 1500) - # self.build2DHistogram("max_pe:time", - # "Max Photoelectrons in an HCal Module", 1500, 0, 1500, - # "HCal max PE hit time (ns)", 1500, 0, 1500) - # self.build1DHistogram("min_time_hit_above_thresh", - # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) - # self.build2DHistogram("min_time_hit_above_thresh:pe", - # "Photoelectrons in an HCal Module", 1500, 0, 1500, - # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) class HcalInefficiencyAnalyzer(ldmxcfg.Analyzer): - def __init__(self,name="HcalInefficiencyAnalyzer") : + def __init__(self,name="HcalInefficiencyAnalyzer", num_sections=5, + pe_threshold=5, max_hit_time=50.0): super().__init__(name,'dqm::HcalInefficiencyAnalyzer','DQM') - self.hcalSimHitColl = "HcalSimHits" - self.hcalSimHitPass = "" #use whatever pass is available + self.sim_coll_name = "HcalSimHits" + self.sim_pass_name = "" #use whatever pass is available - self.hcalRecHitColl = "HcalRecHits" - self.hcalRecHitPass = "" #use whatever pass is available + self.rec_coll_name= "HcalRecHits" + self.rec_pass_name= "" #use whatever pass is available + self.pe_veto_threshold = float(pe_threshold) + self.max_hit_time = max_hit_time + + section_names = ['back', 'top', 'bottom', 'right', 'left'] inefficiency_depth_bins = [6000, 0., 6000.] inefficiency_layer_bins = [100, 0, 100] - self.build1DHistogram("Inefficiency", "Inefficiency; Entries; Depth [mm]", *inefficiency_depth_bins) - self.build1DHistogram("TwoHitInefficiency", "Inefficiency (2 hits); Entries; Depth [mm]", *inefficiency_depth_bins) - self.build1DHistogram("InefficiencyLayer", "Inefficiency; Entries; Layer", *inefficiency_layer_bins) - self.build1DHistogram("TwoHitInefficiencyLayer", "Inefficiency (2 hits); Entries; Layer", *inefficiency_layer_bins) + # Overall, Back, Side, Top, Bottom, Left, Right + self.build1DHistogram('efficiency', "", 12, -1, 11) + for section in range(num_sections): + section_name = section_names[section] + self.build1DHistogram(f"inefficiency_{section_name}", + "fInefficiency ({section_name})", + *inefficiency_layer_bins + ) + # self.build1DHistogram("Inefficiency", "Inefficiency; Entries; Depth [mm]", *inefficiency_depth_bins) + # self.build1DHistogram("TwoHitInefficiency", "Inefficiency (2 hits); Entries; Depth [mm]", *inefficiency_depth_bins) + # self.build1DHistogram("InefficiencyLayer", "Inefficiency; Entries; Layer", *inefficiency_layer_bins) + # self.build1DHistogram("TwoHitInefficiencyLayer", "Inefficiency (2 hits); Entries; Layer", *inefficiency_layer_bins) # self.build1DHistogram( "num_sim_hits_per_cell" , # "Number SimHits per Hcal Cell (excluding empty rec cells)" , 20 , 0 , 20 ) diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 0a0b0db2c..df33c107e 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -10,8 +10,9 @@ void HCalDQM::configure(framework::config::Parameters &ps) { rec_pass_name_ = ps.getParameter("rec_pass_name"); sim_coll_name_ = ps.getParameter("sim_coll_name"); sim_pass_name_ = ps.getParameter("sim_pass_name"); - pe_veto_threshold = ps.getParameter("pe_threshold"); + pe_veto_threshold = ps.getParameter("pe_veto_threshold"); section_ = ps.getParameter("section"); + max_hit_time_ = ps.getParameter("max_hit_time"); } void HCalDQM::analyze(const framework::Event &event) { @@ -96,16 +97,6 @@ void HCalDQM::analyzeRecHits(const std::vector &hits) { int vetoableHitMultiplicity{0}; int hitMultiplicity{0}; - auto passesVeto = [&](const ldmx::HcalHit &hit, int section) { - constexpr double max_time{50}; - if (hit.getPE() < pe_veto_threshold) { - return true; - } - if (section == ldmx::HcalID::HcalSection::BACK && hit.getMinPE() < 1) { - return true; - } - return false; - }; for (const ldmx::HcalHit &hit : hits) { ldmx::HcalID id(hit.getID()); const auto orientation{geometry.getScintillatorOrientation(id)}; @@ -121,7 +112,7 @@ void HCalDQM::analyzeRecHits(const std::vector &hits) { char c; std::cin >> c; } - if (passesVeto(hit, section)) { + if (hitPassesVeto(hit, section)) { hitMultiplicity++; } else { hitMultiplicity++; From 13a7a28e205fdd8b81aa09c2d78492a924e01815 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:59:13 +0200 Subject: [PATCH 165/331] Add inefficiency analyzer --- DQM/include/DQM/HcalInefficiencyDQM.h | 75 ++++++++++----------------- DQM/python/dqm.py | 2 +- DQM/src/DQM/HcalInefficiencyDQM.cxx | 72 ++++++++++++++++++++++++- 3 files changed, 100 insertions(+), 49 deletions(-) diff --git a/DQM/include/DQM/HcalInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h index da38f02df..fb67a0d57 100644 --- a/DQM/include/DQM/HcalInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -15,60 +15,41 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { HcalInefficiencyAnalyzer(const std::string &name, framework::Process &process) : framework::Analyzer{name, process} {} - void configure(framework::config::Parameters ¶meters) {} - bool hitPassesVeto(const ldmx::HcalHit &hit) { - return hit.getPE() > 0 && hit.getMinPE() > 0; - } - - void analyze(const framework::Event &event) override { - const auto hcalSimHits = event.getCollection( - hcalSimHitsCollection_, hcalSimHitsPassName_); - const auto hcalRecHits = event.getCollection( - hcalRecHitsCollection_, hcalRecHitsPassName_); - - /* const auto hcalSimHits = - * event.getCollection(hcalSimHitsCollection_, - * hcalSimHitsPassName_); */ - - double firstHitZ{9999}; - double secondHitZ{9999}; - double firstHitLayer{200}; - double secondHitLayer{200}; - - for (const auto hit : hcalRecHits) { - const ldmx::HcalID id{hit.getID()}; - if (id.section() != ldmx::HcalID::HcalSection::BACK) { - continue; - } - const auto z{hit.getZPos()}; - const auto layer{id.layer()}; - if (hitPassesVeto(hit)) { - if (z < firstHitZ) { - firstHitZ = z; - secondHitZ = firstHitZ; - } else if (z < secondHitZ) { - secondHitZ = z; - } - if (layer < firstHitLayer) { - secondHitLayer = firstHitLayer; - firstHitLayer = layer; - } else if (layer < secondHitLayer && layer != firstHitLayer) { - secondHitLayer = layer; - } - } + enum vetoCategories { + back = 0, + top = 1, + bottom = 2, + right = 3, + left = 4, + any = 5, + both = 6, + back_only = 7, + side_only = 8, + neither = 9 + }; + void configure(framework::config::Parameters ¶meters) override; + + bool hitPassesVeto(const ldmx::HcalHit &hit, int section) { + if (hit.getPE() < pe_veto_threshold || hit.getTime() > max_hit_time_) { + return true; + } + if (section == ldmx::HcalID::HcalSection::BACK && hit.getMinPE() < 1) { + return true; } - histograms_.fill("Inefficiency", firstHitZ); - histograms_.fill("TwoHitInefficiency", secondHitZ); - histograms_.fill("InefficiencyLayer", firstHitLayer); - histograms_.fill("TwoHitInefficiencyLayer", secondHitLayer); + return false; } - std::vector histogramNames; + void analyze(const framework::Event &event) override; + +private: std::string hcalSimHitsCollection_{"HcalSimHits"}; std::string hcalRecHitsCollection_{"HcalRecHits"}; std::string hcalSimHitsPassName_{""}; std::string hcalRecHitsPassName_{""}; - std::string outputPrefix; + + // Veto threshold for photo-electrons + float pe_veto_threshold; + double max_hit_time_; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 668462f79..83fbd6857 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -526,7 +526,7 @@ def __init__(self,name='Trigger',coll='Trigger') : HCalDQM(pe_threshold=8, section=4 ), - HcalInefficiencyAnalyzer(), + HcalInefficiencyAnalyzer(pe_threshold=8), ] diff --git a/DQM/src/DQM/HcalInefficiencyDQM.cxx b/DQM/src/DQM/HcalInefficiencyDQM.cxx index 40b18120a..92302404b 100644 --- a/DQM/src/DQM/HcalInefficiencyDQM.cxx +++ b/DQM/src/DQM/HcalInefficiencyDQM.cxx @@ -1,6 +1,76 @@ #include "DQM/HcalInefficiencyDQM.h" -namespace dqm {} +namespace dqm { +void HcalInefficiencyAnalyzer::analyze(const framework::Event &event) { + const auto hcalSimHits = event.getCollection( + hcalSimHitsCollection_, hcalSimHitsPassName_); + const auto hcalRecHits = event.getCollection( + hcalRecHitsCollection_, hcalRecHitsPassName_); + + const int failedVeto{999}; + // Check veto for each section, combined side hcal veto + std::vector firstLayersHit{failedVeto, failedVeto, failedVeto, + failedVeto, failedVeto}; + + const std::vector sectionNames{"back", "top", "bottom", "right", + "left"}; + for (const auto hit : hcalRecHits) { + const ldmx::HcalID id{hit.getID()}; + const auto section{id.section()}; + const auto z{hit.getZPos()}; + const auto layer{id.layer()}; + if (hitPassesVeto(hit, section)) { + if (layer < firstLayersHit[section]) { + firstLayersHit[section] = layer; + } + } + } + + bool vetoedByBack{firstLayersHit[ldmx::HcalID::HcalSection::BACK] != + failedVeto}; + bool vetoedByTop{firstLayersHit[ldmx::HcalID::HcalSection::TOP]}; + bool vetoedByBottom{firstLayersHit[ldmx::HcalID::HcalSection::BOTTOM]}; + bool vetoedByRight{firstLayersHit[ldmx::HcalID::HcalSection::RIGHT]}; + bool vetoedByLeft{firstLayersHit[ldmx::HcalID::HcalSection::LEFT]}; + bool vetoedBySide{vetoedByTop || vetoedByBottom || vetoedByRight || + vetoedByLeft}; + + for (int section{0}; section < firstLayersHit.size(); ++section) { + const auto layer{firstLayersHit[section]}; + const auto sectionName{sectionNames[section]}; + if (layer != failedVeto) { + histograms_.fill("inefficiency_" + sectionName, layer); + histograms_.fill("efficiency", section); + } + } + if (vetoedByBack || vetoedBySide) { + histograms_.fill("efficiency", vetoCategories::any); + if (vetoedByBack && vetoedBySide) { + histograms_.fill("efficiency", vetoCategories::both); + } else if (vetoedByBack && !vetoedBySide) { + histograms_.fill("efficiency", vetoCategories::back_only); + } else if (vetoedBySide && !vetoedByBack) { + histograms_.fill("efficiency", vetoCategories::side_only); + } + } else { + histograms_.fill("efficiency", vetoCategories::neither); + } +} + +void HcalInefficiencyAnalyzer::configure( + + framework::config::Parameters ¶meters) { + + hcalSimHitsCollection_ = + parameters.getParameter("sim_coll_name"); + hcalRecHitsCollection_ = + parameters.getParameter("rec_coll_name"); + hcalSimHitsPassName_ = parameters.getParameter("sim_pass_name"); + hcalRecHitsPassName_ = parameters.getParameter("rec_pass_name"); + pe_veto_threshold = parameters.getParameter("pe_veto_threshold"); + max_hit_time_ = parameters.getParameter("max_hit_time"); +} +} // namespace dqm DECLARE_ANALYZER_NS(dqm, HcalInefficiencyAnalyzer); From 4d65a92d03cb55594eb243e6c90ed50f8e09e40b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:59:40 +0200 Subject: [PATCH 166/331] Add tick labels as an option in differ --- Validation/src/Validation/_differ.py | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index df50edd48..17590c320 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -6,7 +6,7 @@ # external dependencies import matplotlib.pyplot as plt - +import matplotlib # us from ._file import File @@ -59,11 +59,12 @@ def __repr__(self) : """Short form representation of a Differ""" return f'Differ ({self.grp_name}) {self.files}' - def plot1d(self, column, xlabel, + def plot1d(self, column, xlabel, ylabel = 'Count', yscale = 'log', ylim = (None,None), out_dir = None, file_name = None, + tick_labels = None, legend_kw = dict(), **hist_kwargs) : """Plot a 1D histogram, overlaying the File entries @@ -92,6 +93,8 @@ def plot1d(self, column, xlabel, Limits to set for the y-axis (default: deduced by matplotlib) out_dir : str Directory in which to write the plotting file + tick_labels: list, optional + Tick labels for the x-axis file_name : str Name of file, no extension (default: column name with directory separators removed) hist_kwargs : dict @@ -101,7 +104,7 @@ def plot1d(self, column, xlabel, ax = fig.subplots() for f in self.files : - f.plot1d(ax, column, **hist_kwargs) + weights, bins, patches = f.plot1d(ax, column, **hist_kwargs) ax.set_xlabel(xlabel) ax.set_ylabel(ylabel) @@ -111,6 +114,11 @@ def plot1d(self, column, xlabel, if 'title' not in legend_kw : legend_kw['title'] = self.grp_name + if tick_labels is not None: + ax.set_xticks(bins) + ax.set_xticklabels(tick_labels) + ax.tick_params(axis='x', rotation=90) + ax.legend(**legend_kw) if out_dir is None : From 078d77a3d1900fbf6d03082b64068701db1cb052 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 14:01:12 +0200 Subject: [PATCH 167/331] Add PN to the validation module --- Validation/src/Validation/photonuclear.py | 71 +++++++++++++++++++++++ 1 file changed, 71 insertions(+) create mode 100644 Validation/src/Validation/photonuclear.py diff --git a/Validation/src/Validation/photonuclear.py b/Validation/src/Validation/photonuclear.py new file mode 100644 index 000000000..b839d1e8e --- /dev/null +++ b/Validation/src/Validation/photonuclear.py @@ -0,0 +1,71 @@ + + +from ._differ import Differ +from ._plotter import plotter +import logging + +log = logging.getLogger('photonuclear') + +@plotter(hist=True, event=False) +def pndqm(d: Differ, out_dir=None): + event_type_labels = ['', 'Nothing hard', 'n', 'nn', '$\geq$ 3n', '$\pi$', '$\pi\pi$', + '$\pi_0$', '$\pi$A', '$\pi$2A', '$\pi\pi$A', '$\pi_0$A', + '$\pi_0$2A', '$\pi_0\pi$A', 'p', 'pp', 'pn', '$K_L^0$X', '$K$X', + '$K_S^0$X', 'exotics', 'multi-body', '', '', ''] + + compact_event_type_labels = ['', 'n', '$K^{\pm}$X', '$K^0$', 'nn', 'soft', 'other', '',''] + neutron_event_type_labels = ['', '', 'nn', 'pn', '$\pi^+$n', '$\pi^0$n', '', ''] + + d.plot1d("PN/PN_event_type" , "", + tick_labels=event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_500mev", "", + tick_labels=event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_2000mev", "", + tick_labels=event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_compact", "", + tick_labels=compact_event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_compact_500mev", "", + tick_labels=compact_event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_compact_2000mev", "", + tick_labels=compact_event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_1n_event_type", "", + tick_labels=neutron_event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_pn_particle_mult", "Photo-nuclear Multiplicity", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_energy", "#gamma Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_neutron_energy", "Neutron Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_energy_diff", "E(#gamma_{PN}) - E(n) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_energy_frac", "E(n)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_2n_n2_energy", "Energy of second hardest neutron (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_2n_energy_frac", "E(n)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_2n_energy_other", "E_{other} (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy", "Charged Kaon Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy_diff", "E(#gamma_{PN}) - E(K#pm) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy_frac", "E(K#pm)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy", "K0 Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy_diff", "E(#gamma_{PN}) - E(K0) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy_frac", "E(K0)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + + d.plot1d("PN/PN_recoil_vertex_x", "Recoil e^{-} Vertex - x (mm)", out_dir=out_dir) + d.plot1d("PN/PN_recoil_vertex_y", "Recoil e^{-} Vertex - y (mm)", out_dir=out_dir) + d.plot1d("PN/PN_recoil_vertex_z", "Recoil e^{-} Vertex - z (mm)", out_dir=out_dir) + + d.plot1d("PN/PN_pn_gamma_int_z", "#gamma Interaction Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_z", "#gamma Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_x", "#gamma Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_y", "#gamma Vertex (mm)", out_dir=out_dir) + + d.plot1d("PN/PN_hardest_ke", "Kinetic Energy Hardest Photo-nuclear Particle (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_theta", "#theta of Hardest Photo-nuclear Particle (Degrees)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_p_ke", "Kinetic Energy Hardest Photo-nuclear Proton (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_p_theta", "#theta of Hardest Photo-nuclear Proton (Degrees)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_n_ke", "Kinetic Energy Hardest Photo-nuclear Neutron (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_n_theta", "#theta of Hardest Photo-nuclear Neutron (Degrees)" ) + d.plot1d("PN/PN_hardest_pi_ke", "Kinetic Energy Hardest Photo-nuclear #pi (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_pi_theta", "#theta of Hardest Photo-nuclear #pi (Degrees)", out_dir=out_dir) From 36f47712eeb1b4a9b0d596d42550fd3eb7029f1d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 14:10:30 +0200 Subject: [PATCH 168/331] Use unicode symbols since tex isn't available --- Validation/src/Validation/photonuclear.py | 38 +++++++++++------------ 1 file changed, 19 insertions(+), 19 deletions(-) diff --git a/Validation/src/Validation/photonuclear.py b/Validation/src/Validation/photonuclear.py index b839d1e8e..85182ad50 100644 --- a/Validation/src/Validation/photonuclear.py +++ b/Validation/src/Validation/photonuclear.py @@ -8,15 +8,15 @@ @plotter(hist=True, event=False) def pndqm(d: Differ, out_dir=None): - event_type_labels = ['', 'Nothing hard', 'n', 'nn', '$\geq$ 3n', '$\pi$', '$\pi\pi$', - '$\pi_0$', '$\pi$A', '$\pi$2A', '$\pi\pi$A', '$\pi_0$A', - '$\pi_0$2A', '$\pi_0\pi$A', 'p', 'pp', 'pn', '$K_L^0$X', '$K$X', - '$K_S^0$X', 'exotics', 'multi-body', '', '', ''] + event_type_labels = ['', 'Nothing hard', 'n', 'nn', '≥ 3n', 'π', 'ππ', + 'π₀', 'πA', 'π2A', 'ππA', 'π₀A', + 'π₀2A', 'π₀πA', 'p', 'pp', 'pn', 'K_L⁰X', 'KX', + 'K_S⁰X', 'exotics', 'multi-body', '', '', ''] - compact_event_type_labels = ['', 'n', '$K^{\pm}$X', '$K^0$', 'nn', 'soft', 'other', '',''] - neutron_event_type_labels = ['', '', 'nn', 'pn', '$\pi^+$n', '$\pi^0$n', '', ''] + compact_event_type_labels = ['', 'n', 'K^{±}X', 'K⁰', 'nn', 'soft', 'other', '',''] + neutron_event_type_labels = ['', '', 'nn', 'pn', 'π^+n', 'π⁰n', '', ''] - d.plot1d("PN/PN_event_type" , "", + d.plot1d("PN/PN_event_type", "", tick_labels=event_type_labels, out_dir=out_dir) d.plot1d("PN/PN_event_type_500mev", "", @@ -38,28 +38,28 @@ def pndqm(d: Differ, out_dir=None): tick_labels=neutron_event_type_labels, out_dir=out_dir) d.plot1d("PN/PN_pn_particle_mult", "Photo-nuclear Multiplicity", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_energy", "#gamma Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_energy", "γ Energy (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1n_neutron_energy", "Neutron Energy (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1n_energy_diff", "E(#gamma_{PN}) - E(n) (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1n_energy_frac", "E(n)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_energy_diff", "E(γ_{PN}) - E(n) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_energy_frac", "E(n)/E(γ_{PN}) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_2n_n2_energy", "Energy of second hardest neutron (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_2n_energy_frac", "E(n)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_2n_energy_frac", "E(n)/E(γ_{PN}) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_2n_energy_other", "E_{other} (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1kp_energy", "Charged Kaon Energy (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1kp_energy_diff", "E(#gamma_{PN}) - E(K#pm) (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1kp_energy_frac", "E(K#pm)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy_diff", "E(γ_{PN}) - E(K±) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy_frac", "E(K±)/E(γ_{PN}) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1k0_energy", "K0 Energy (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1k0_energy_diff", "E(#gamma_{PN}) - E(K0) (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1k0_energy_frac", "E(K0)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy_diff", "E(γ_{PN}) - E(K0) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy_frac", "E(K0)/E(γ_{PN}) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_recoil_vertex_x", "Recoil e^{-} Vertex - x (mm)", out_dir=out_dir) d.plot1d("PN/PN_recoil_vertex_y", "Recoil e^{-} Vertex - y (mm)", out_dir=out_dir) d.plot1d("PN/PN_recoil_vertex_z", "Recoil e^{-} Vertex - z (mm)", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_int_z", "#gamma Interaction Vertex (mm)", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_vertex_z", "#gamma Vertex (mm)", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_vertex_x", "#gamma Vertex (mm)", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_vertex_y", "#gamma Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_int_z", "γ Interaction Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_z", "γ Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_x", "γ Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_y", "γ Vertex (mm)", out_dir=out_dir) d.plot1d("PN/PN_hardest_ke", "Kinetic Energy Hardest Photo-nuclear Particle (MeV)", out_dir=out_dir) d.plot1d("PN/PN_hardest_theta", "#theta of Hardest Photo-nuclear Particle (Degrees)", out_dir=out_dir) From 213b10e140c8dedd75e2c2fa6d5d7c8286422d6f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 14:12:34 +0200 Subject: [PATCH 169/331] Add an HCal component to the validation module --- Validation/src/Validation/hcal.py | 48 +++++++++++++++++++++++++++++++ 1 file changed, 48 insertions(+) create mode 100644 Validation/src/Validation/hcal.py diff --git a/Validation/src/Validation/hcal.py b/Validation/src/Validation/hcal.py new file mode 100644 index 000000000..c1081d602 --- /dev/null +++ b/Validation/src/Validation/hcal.py @@ -0,0 +1,48 @@ + +from ._differ import Differ +from ._plotter import plotter +import logging + +log = logging.getLogger('hcal') + +@plotter(hist=True, event=False) +def dqm(d: Differ, out_dir=None): + sections = ['back', 'top', 'bottom', 'left', 'right'] + histogram_name_format = 'hcal_dqm_{0}/hcal_dqm_{0}_{1}' + histograms = [ + ('pe', 'HCal PE ({})'), + ('hit_time', 'HCal hit time ({}) [ns]'), + ('sim_hit_time', 'HCal hit time ({}) [ns]'), + ("layer", "Layer number ({})"), + ("sim_layer", "Layer number ({})"), + ("energy", "Total reconstructed energy in the HCal ({})"), + ("sim_energy", "Total reconstructed energy in the HCal ({})"), + ("sim_energy_per_bar", "Total reconstructed energy in the HCal ({})"), + ("sim_total_energy", "Total reconstructed energy in the HCal ({})"), + ("total_pe", "Total photoelectrons in the HCal ({})"), + ('max_pe', "Maximum photoelectrons in the HCal ({})"), + ("hit_multiplicity", "HCal hit multiplicity ({})"), + ("sim_hit_multiplicity", "HCal hit multiplicity ({})"), + ("sim_num_bars_hit", "HCal hit multiplicity ({})"), + ("vetoable_hit_multiplicity", "Multiplicity of vetoable hits ({})"), + ('max_pe_time', "Max PE hit time ({}) [ns]",), + ('along_x', 'x'), + ('along_y', 'y'), + ('along_z', 'z'), + ('sim_along_x', 'x'), + ('sim_along_y', 'y'), + ('sim_along_z', 'z'), + ] + + for section in sections: + for histogram, title in histograms: + name = histogram_name_format.format(section, histogram) + title = title.format(section.capitalize()) + log.info(f"Making the {name} histogram...") + d.plot1d(name, title, out_dir=out_dir) + d.plot1d(f'HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_inefficiency_{section}', + 'Inefficiency', + out_dir=out_dir) + + + From 599e9fa79d59fe577eef2b295a51ac1fabd22c02 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 13:54:02 +0200 Subject: [PATCH 170/331] Update PE/Energy binning --- DQM/python/dqm.py | 21 +++++++++++---------- 1 file changed, 11 insertions(+), 10 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 83fbd6857..1bb80b2e8 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -30,17 +30,18 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0, max_hit_time = 50. self.sim_coll_name = 'HcalSimHits' self.sim_pass_name = '' - pe_bins = [500, 0, 1500] + pe_bins = [1500, 0, 1500] time_bins = [100, -100, 500] layer_bins = [100,0,100] multiplicity_bins = [400,0,400] - energy_bins = [200,0,200] - self.build1DHistogram('sim_along_x', 'x', 3000, -3000,3000) - self.build1DHistogram('sim_along_y', 'y', 3000, -3000,3000) - self.build1DHistogram('sim_along_z', 'z', 3000, 0,6000) - self.build1DHistogram('along_x', 'x', 3000, -3000,3000) - self.build1DHistogram('along_y', 'y', 3000, -3000,3000) - self.build1DHistogram('along_z', 'z', 3000, 0,6000) + energy_bins = [100,0,200] + total_energy_bins = [100, 0, 1000] + self.build1DHistogram('sim_along_x', 'x', 1200, -3000,3000) + self.build1DHistogram('sim_along_y', 'y', 1200, -3000,3000) + self.build1DHistogram('sim_along_z', 'z', 1200, 0,6000) + self.build1DHistogram('along_x', 'x', 1200, -3000,3000) + self.build1DHistogram('along_y', 'y', 1200, -3000,3000) + self.build1DHistogram('along_z', 'z', 1200, 0,6000) # Per hit self.build1DHistogram("pe", f"Photoelectrons in the HCal ({section_name})", @@ -69,10 +70,10 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0, max_hit_time = 50. # Once per event self.build1DHistogram("total_energy", f"Total reconstructed energy in the HCal ({section_name})", - 1000,0, 1000) + *total_energy_bins) self.build1DHistogram("sim_total_energy", f"Total simulated energy in the HCal ({section_name})", - 1000,0, 1000) + *total_energy_bins) self.build1DHistogram("total_pe", f"Total photoelectrons in the HCal ({section_name})", 200,0,10000) From 91cafe7b3928782086b0ffc130bf1caab16e1b87 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:04:16 +0200 Subject: [PATCH 171/331] Add support for other output fromats than pdf e.g. Google slides doesn't play nicely with pdf figures --- Validation/src/Validation/__main__.py | 13 +++++++++++-- Validation/src/Validation/_differ.py | 10 ++++++++-- 2 files changed, 19 insertions(+), 4 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 4ff51cf4c..f2e0a7732 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -41,6 +41,7 @@ parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') parser.add_argument('--systems',required=True, choices=plotter.__registry__.keys(), nargs='+', help='list of plotters to run') + parser.add_argument('--output-type', help='File format to use to produce figures', default='pdf') parser.add_argument('--param', nargs='+', help='parameter(s) in filename to use as file labels') @@ -69,6 +70,13 @@ if arg.out_dir is not None : out_dir = arg.out_dir + if arg.output_type is not None: + output_type = arg.output_type + if output_type[0] != '.': + output_type = '.' + output_type + else: + output_type = '.pdf' + logging.debug(f'Deduced Args: label = {label} out_dir = {out_dir}') root_files = [ File.from_path(os.path.join(data,f), legendlabel_parameter = arg.param) @@ -76,8 +84,9 @@ logging.debug(f'ROOT Files: {root_files}') - hd = Differ(label, *[f for f in root_files if not f.is_events()]) - ed = Differ(label, *[f for f in root_files if f.is_events()]) + args = [f for f in root_files if not f.is_events()] + hd = Differ(label, output_type, *[f for f in root_files if not f.is_events()]) + ed = Differ(label, output_type, *[f for f in root_files if f.is_events()]) logging.debug(f'histogram differ = {hd}') logging.debug(f'event differ = {ed}') diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index 17590c320..9a5fc93b1 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -24,6 +24,9 @@ class Differ : grp_name : str Name to include in legend title to differentiate this group of plots from another + output_type : str + The extension for the filetype that figures should be produced with in + non-interactive mode args : list of tuples or Files Each entry is a tuple (file_path, name, *args) where file_path specifies the file to open and name is what should appear @@ -41,9 +44,10 @@ class Differ : we are in an interactive notebook. d.plot1d('EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim E Dep [MeV]') + """ - def __init__(self, grp_name, *args) : + def __init__(self, grp_name, output_type, *args) : def open_file(arg) : if isinstance(arg, (list,tuple)) : return File(*arg) @@ -54,6 +58,7 @@ def open_file(arg) : self.grp_name = grp_name self.files = list(map(open_file, args)) + self.output_type = output_type def __repr__(self) : """Short form representation of a Differ""" @@ -119,6 +124,7 @@ def plot1d(self, column, xlabel, ax.set_xticklabels(tick_labels) ax.tick_params(axis='x', rotation=90) + ax.legend(**legend_kw) if out_dir is None : @@ -131,7 +137,7 @@ def plot1d(self, column, xlabel, # assume column is a function meaning the '__name__' # parameter is defined by Python for us file_name = column.__name__ - fig.savefig(os.path.join(out_dir,file_name)+'.pdf', bbox_inches='tight') + fig.savefig(os.path.join(out_dir,file_name)+ self.output_type, bbox_inches='tight') fig.clf() def load(self, **kwargs) : From ecb3cc27e751139e4b32882fa4a74c50bb7ae953 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:04:40 +0200 Subject: [PATCH 172/331] make PN event categories density plots --- Validation/src/Validation/photonuclear.py | 19 +++++++++++++------ 1 file changed, 13 insertions(+), 6 deletions(-) diff --git a/Validation/src/Validation/photonuclear.py b/Validation/src/Validation/photonuclear.py index 85182ad50..1e712d1c5 100644 --- a/Validation/src/Validation/photonuclear.py +++ b/Validation/src/Validation/photonuclear.py @@ -16,15 +16,22 @@ def pndqm(d: Differ, out_dir=None): compact_event_type_labels = ['', 'n', 'K^{±}X', 'K⁰', 'nn', 'soft', 'other', '',''] neutron_event_type_labels = ['', '', 'nn', 'pn', 'π^+n', 'π⁰n', '', ''] - d.plot1d("PN/PN_event_type", "", + d.plot1d("PN/PN_event_type", "Event category (200 MeV cut)", tick_labels=event_type_labels, - out_dir=out_dir) - d.plot1d("PN/PN_event_type_500mev", "", + out_dir=out_dir, + density=True + ) + d.plot1d("PN/PN_event_type_500mev", "Event category (500 MeV cut)", tick_labels=event_type_labels, - out_dir=out_dir) - d.plot1d("PN/PN_event_type_2000mev", "", + out_dir=out_dir, + density=True + ) + d.plot1d("PN/PN_event_type_2000mev", "Event category (2000 MeV cut)", tick_labels=event_type_labels, - out_dir=out_dir) + out_dir=out_dir, + density=True + + ) d.plot1d("PN/PN_event_type_compact", "", tick_labels=compact_event_type_labels, out_dir=out_dir) From 986677d07d0a47dd778110161305a68604229452 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:05:09 +0200 Subject: [PATCH 173/331] Better x-axis labels --- Validation/src/Validation/hcal.py | 27 ++++++++++++++------------- 1 file changed, 14 insertions(+), 13 deletions(-) diff --git a/Validation/src/Validation/hcal.py b/Validation/src/Validation/hcal.py index c1081d602..732da50f4 100644 --- a/Validation/src/Validation/hcal.py +++ b/Validation/src/Validation/hcal.py @@ -10,28 +10,29 @@ def dqm(d: Differ, out_dir=None): sections = ['back', 'top', 'bottom', 'left', 'right'] histogram_name_format = 'hcal_dqm_{0}/hcal_dqm_{0}_{1}' histograms = [ - ('pe', 'HCal PE ({})'), + ('pe', 'Reconstructed PE per hit ({})'), ('hit_time', 'HCal hit time ({}) [ns]'), ('sim_hit_time', 'HCal hit time ({}) [ns]'), ("layer", "Layer number ({})"), ("sim_layer", "Layer number ({})"), - ("energy", "Total reconstructed energy in the HCal ({})"), - ("sim_energy", "Total reconstructed energy in the HCal ({})"), - ("sim_energy_per_bar", "Total reconstructed energy in the HCal ({})"), - ("sim_total_energy", "Total reconstructed energy in the HCal ({})"), + ("energy", "Reconstructed hit energy in the HCal ({})"), + ("total_energy", "Total reconstructed energy in the HCal ({}) [MeV]"), + ("sim_energy", "Total energy deposited in the HCal ({}) [MeV]"), + ("sim_energy_per_bar", "Total energy deposited per bar in the HCal ({}) [MeV]"), + ("sim_total_energy", "Total energy deposited in the HCal ({}) [MeV]"), ("total_pe", "Total photoelectrons in the HCal ({})"), - ('max_pe', "Maximum photoelectrons in the HCal ({})"), + ('max_pe', "Maximum photoelectrons in any HCal bar ({})"), ("hit_multiplicity", "HCal hit multiplicity ({})"), ("sim_hit_multiplicity", "HCal hit multiplicity ({})"), ("sim_num_bars_hit", "HCal hit multiplicity ({})"), - ("vetoable_hit_multiplicity", "Multiplicity of vetoable hits ({})"), + ("vetoable_hit_multiplicity", "Multiplicity of vetoable hits (> 8PE) ({})"), ('max_pe_time', "Max PE hit time ({}) [ns]",), - ('along_x', 'x'), - ('along_y', 'y'), - ('along_z', 'z'), - ('sim_along_x', 'x'), - ('sim_along_y', 'y'), - ('sim_along_z', 'z'), + ('along_x', 'Reconstructed hit position along horizontal bars [mm]'), + ('along_y', 'Reconstructed hit position along vertical bars [mm]' ), + ('along_z', 'Reconstructed hit position along z-oriented bars [mm]'), + ('sim_along_x', 'Reconstructed hit position along horizontal bars [mm]'), + ('sim_along_y', 'Reconstructed hit position along vertical bars [mm]' ), + ('sim_along_z', 'Reconstructed hit position along z-oriented bars [mm]'), ] for section in sections: From fa7783df8b2759d46e536bf50dd3410fb44385d6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:05:47 +0200 Subject: [PATCH 174/331] Add efficiency histograms --- Validation/src/Validation/hcal.py | 21 ++++++++++++++++++--- 1 file changed, 18 insertions(+), 3 deletions(-) diff --git a/Validation/src/Validation/hcal.py b/Validation/src/Validation/hcal.py index 732da50f4..5bc115ce4 100644 --- a/Validation/src/Validation/hcal.py +++ b/Validation/src/Validation/hcal.py @@ -35,15 +35,30 @@ def dqm(d: Differ, out_dir=None): ('sim_along_z', 'Reconstructed hit position along z-oriented bars [mm]'), ] + log.info("Making the efficiency histogram...") + d.plot1d('HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_efficiency', + 'Hcal part involved in veto', + 'Efficiency [%]', + tick_labels=['', 'Back', 'Top', 'Bottom', + 'Right', 'Left', 'Any', + 'Both', 'Back only', 'Side only', + 'Neither', '', ''], + out_dir=out_dir, + yscale='linear', +) + for section in sections: for histogram, title in histograms: name = histogram_name_format.format(section, histogram) title = title.format(section.capitalize()) log.info(f"Making the {name} histogram...") - d.plot1d(name, title, out_dir=out_dir) + d.plot1d(name, title, out_dir=out_dir, density=True, ylabel='Event rate') + log.info(f"Making the inefficiency figure for {section}") d.plot1d(f'HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_inefficiency_{section}', - 'Inefficiency', - out_dir=out_dir) + 'Layer', + 'Inefficiency (8PE)', + out_dir=out_dir, + density=True) From 5d417e23b4631061e412e43ce5810a35d7915d76 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:09:06 +0200 Subject: [PATCH 175/331] Update binning, remove commented out code --- DQM/python/dqm.py | 20 ++++---------------- 1 file changed, 4 insertions(+), 16 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 1bb80b2e8..bec850931 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -34,8 +34,8 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0, max_hit_time = 50. time_bins = [100, -100, 500] layer_bins = [100,0,100] multiplicity_bins = [400,0,400] - energy_bins = [100,0,200] - total_energy_bins = [100, 0, 1000] + energy_bins = [200,0,200] + total_energy_bins = [1000, 0, 1000] self.build1DHistogram('sim_along_x', 'x', 1200, -3000,3000) self.build1DHistogram('sim_along_y', 'y', 1200, -3000,3000) self.build1DHistogram('sim_along_z', 'z', 1200, 0,6000) @@ -126,7 +126,8 @@ def __init__(self,name="HcalInefficiencyAnalyzer", num_sections=5, section_names = ['back', 'top', 'bottom', 'right', 'left'] inefficiency_depth_bins = [6000, 0., 6000.] inefficiency_layer_bins = [100, 0, 100] - # Overall, Back, Side, Top, Bottom, Left, Right + # Overall, Back, Side, Top, Bottom, Left, Right, Both, + # Back only, Side Only, Neither self.build1DHistogram('efficiency', "", 12, -1, 11) for section in range(num_sections): section_name = section_names[section] @@ -134,19 +135,6 @@ def __init__(self,name="HcalInefficiencyAnalyzer", num_sections=5, "fInefficiency ({section_name})", *inefficiency_layer_bins ) - # self.build1DHistogram("Inefficiency", "Inefficiency; Entries; Depth [mm]", *inefficiency_depth_bins) - # self.build1DHistogram("TwoHitInefficiency", "Inefficiency (2 hits); Entries; Depth [mm]", *inefficiency_depth_bins) - # self.build1DHistogram("InefficiencyLayer", "Inefficiency; Entries; Layer", *inefficiency_layer_bins) - # self.build1DHistogram("TwoHitInefficiencyLayer", "Inefficiency (2 hits); Entries; Layer", *inefficiency_layer_bins) - # self.build1DHistogram( "num_sim_hits_per_cell" , - # "Number SimHits per Hcal Cell (excluding empty rec cells)" , 20 , 0 , 20 ) - - # self.build1DHistogram( "total_rec_energy" , - # "Total Reconstructed Energy in Hcal [MeV]" , 800 , 0. , 8000. ) - - # self.build2DHistogram( "sim_edep__rec_amplitude" , - # "Simulated [MeV]" , 1000 , 0. , 50. , - # "Reconstructed [MeV]" , 1000 , 0. , 50. ) class EcalDigiVerify(ldmxcfg.Analyzer) : """Configured EcalDigiVerifier python object From d4d6e113c6595ed6147132ba8bea328832cc2f5d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:15:46 +0200 Subject: [PATCH 176/331] Add submodule commits --- Hcal | 2 +- SimCore | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/Hcal b/Hcal index c1076e713..7b6a87b3f 160000 --- a/Hcal +++ b/Hcal @@ -1 +1 @@ -Subproject commit c1076e713f3a1289f74a28118b19055c97aed1ce +Subproject commit 7b6a87b3fc19a34efcce4cb4f344f2ceda375759 diff --git a/SimCore b/SimCore index e3c8bdc6c..2b3b2ca64 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit e3c8bdc6ceb824979e0786a9295836e14e999a3b +Subproject commit 2b3b2ca64229419f3c30582b32df0434aa5f9acc From 4ba16f631854c8b0c69d2fb39b75cd57670cfaf1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:25:25 +0200 Subject: [PATCH 177/331] A --- DQM/python/dqm.py | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index bec850931..66a42fd33 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -524,16 +524,16 @@ def __init__(self,name='Trigger',coll='Trigger') : ] trigScint_dqm = [ - # TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), - # TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), - # TrigScintSimDQM('TrigScintSimPad3','TriggerPad3SimHits','pad3'), - # TrigScintDigiDQM('TrigScintDigiPad1','trigScintDigisPad1','pad1'), - # TrigScintDigiDQM('TrigScintDigiPad2','trigScintDigisPad2','pad2'), - # TrigScintDigiDQM('TrigScintDigiPad3','trigScintDigisPad3','pad3'), - # TrigScintClusterDQM('TrigScintClusterPad1','TriggerPad1Clusters','pad1'), - # TrigScintClusterDQM('TrigScintClusterPad2','TriggerPad2Clusters','pad2'), - # TrigScintClusterDQM('TrigScintClusterPad3','TriggerPad3Clusters','pad3'), - # TrigScintTrackDQM('TrigScintTracks','TriggerPadTracks') + TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), + TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), + TrigScintSimDQM('TrigScintSimPad3','TriggerPad3SimHits','pad3'), + TrigScintDigiDQM('TrigScintDigiPad1','trigScintDigisPad1','pad1'), + TrigScintDigiDQM('TrigScintDigiPad2','trigScintDigisPad2','pad2'), + TrigScintDigiDQM('TrigScintDigiPad3','trigScintDigisPad3','pad3'), + TrigScintClusterDQM('TrigScintClusterPad1','TriggerPad1Clusters','pad1'), + TrigScintClusterDQM('TrigScintClusterPad2','TriggerPad2Clusters','pad2'), + TrigScintClusterDQM('TrigScintClusterPad3','TriggerPad3Clusters','pad3'), + TrigScintTrackDQM('TrigScintTracks','TriggerPadTracks') ] From 770f946dae12c6f3ef542de19fe14fc262dbbae4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:25:33 +0200 Subject: [PATCH 178/331] Accidentally commented out TS DQM --- DQM/python/dqm.py | 1 + 1 file changed, 1 insertion(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 66a42fd33..9edccd841 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -523,6 +523,7 @@ def __init__(self,name='Trigger',coll='Trigger') : RecoilTrackerDQM() ] + trigScint_dqm = [ TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), From 65e454fb9da0be445da32dae2db58b817bc3bbb4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:25:41 +0200 Subject: [PATCH 179/331] Use 5 PE as default threshold --- DQM/python/dqm.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 9edccd841..3440c2986 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -500,22 +500,22 @@ def __init__(self,name='Trigger',coll='Trigger') : ] hcal_dqm = [ - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=0 ), - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=1 ), - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=2 ), - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=3 ), - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=4 ), - HcalInefficiencyAnalyzer(pe_threshold=8), + HcalInefficiencyAnalyzer(pe_threshold=5), ] From 7021c349c8630648a64c29678c2d90f6fc4f2f3b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 15:37:48 +0200 Subject: [PATCH 180/331] Fix copy/paste issue in PN DQM --- DQM/src/DQM/PhotoNuclearDQM.cxx | 197 ++++++++++++++++++-------------- 1 file changed, 109 insertions(+), 88 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 97eaba1fb..634a1b7cb 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -21,38 +21,38 @@ namespace dqm { -PhotoNuclearDQM::PhotoNuclearDQM(const std::string& name, - framework::Process& process) +PhotoNuclearDQM::PhotoNuclearDQM(const std::string &name, + framework::Process &process) : framework::Analyzer(name, process) {} PhotoNuclearDQM::~PhotoNuclearDQM() {} void PhotoNuclearDQM::onProcessStart() { std::vector labels = {"", - "Nothing hard", // 0 - "1 n", // 1 - "2 n", // 2 - "#geq 3 n", // 3 - "1 #pi", // 4 - "2 #pi", // 5 - "1 #pi_{0}", // 6 - "1 #pi A", // 7 - "1 #pi 2 A", // 8 - "2 #pi A", // 9 - "1 #pi_{0} A", // 10 - "1 #pi_{0} 2 A", // 11 - "#pi_{0} #pi A", // 12 - "1 p", // 13 - "2 p", // 14 - "pn", // 15 - "K^{0}_{L} X", // 16 - "K X", // 17 - "K^{0}_{S} X", // 18 - "exotics", // 19 - "multi-body", // 20 + "Nothing hard", // 0 + "1 n", // 1 + "2 n", // 2 + "#geq 3 n", // 3 + "1 #pi", // 4 + "2 #pi", // 5 + "1 #pi_{0}", // 6 + "1 #pi A", // 7 + "1 #pi 2 A", // 8 + "2 #pi A", // 9 + "1 #pi_{0} A", // 10 + "1 #pi_{0} 2 A", // 11 + "#pi_{0} #pi A", // 12 + "1 p", // 13 + "2 p", // 14 + "pn", // 15 + "K^{0}_{L} X", // 16 + "K X", // 17 + "K^{0}_{S} X", // 18 + "exotics", // 19 + "multi-body", // 20 ""}; - std::vector hists = { + std::vector hists = { histograms_.get("event_type"), histograms_.get("event_type_500mev"), histograms_.get("event_type_2000mev"), @@ -60,18 +60,18 @@ void PhotoNuclearDQM::onProcessStart() { }; for (int ilabel{1}; ilabel < labels.size(); ++ilabel) { - for (auto& hist : hists) { + for (auto &hist : hists) { hist->GetXaxis()->SetBinLabel(ilabel, labels[ilabel - 1].c_str()); } } labels = {"", - "1 n", // 0 - "K#pm X", // 1 - "1 K^{0}", // 2 - "2 n", // 3 - "Soft", // 4 - "Other", // 5 + "1 n", // 0 + "K#pm X", // 1 + "1 K^{0}", // 2 + "2 n", // 3 + "Soft", // 4 + "Other", // 5 ""}; hists = { @@ -81,19 +81,19 @@ void PhotoNuclearDQM::onProcessStart() { }; for (int ilabel{1}; ilabel < labels.size(); ++ilabel) { - for (auto& hist : hists) { + for (auto &hist : hists) { hist->GetXaxis()->SetBinLabel(ilabel, labels[ilabel - 1].c_str()); } } std::vector n_labels = {"", "", - "nn", // 1 - "pn", // 2 - "#pi^{+}n", // 3 - "#pi^{0}n", // 4 + "nn", // 1 + "pn", // 2 + "#pi^{+}n", // 3 + "#pi^{0}n", // 4 ""}; - TH1* hist = histograms_.get("1n_event_type"); + TH1 *hist = histograms_.get("1n_event_type"); for (int ilabel{1}; ilabel < n_labels.size(); ++ilabel) { hist->GetXaxis()->SetBinLabel(ilabel, n_labels[ilabel - 1].c_str()); } @@ -103,11 +103,12 @@ void PhotoNuclearDQM::configure(framework::config::Parameters ¶meters) { verbose_ = parameters.getParameter("verbose"); } -void PhotoNuclearDQM::analyze(const framework::Event& event) { +void PhotoNuclearDQM::analyze(const framework::Event &event) { // Get the particle map from the event. If the particle map is empty, // don't process the event. auto particleMap{event.getMap("SimParticles")}; - if (particleMap.size() == 0) return; + if (particleMap.size() == 0) + return; // Get the recoil electron auto [trackID, recoil] = Analysis::getRecoil(particleMap); @@ -141,13 +142,14 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { double lnke{-1}, lnt{-1}; double lpike{-1}, lpit{-1}; - std::vector pnDaughters; + std::vector pnDaughters; // Loop through all of the PN daughters and extract kinematic // information. - for (const auto& daughterTrackID : pnGamma->getDaughters()) { + for (const auto &daughterTrackID : pnGamma->getDaughters()) { // skip daughters that weren't saved - if (particleMap.count(daughterTrackID) == 0) continue; + if (particleMap.count(daughterTrackID) == 0) + continue; auto daughter{&(particleMap.at(daughterTrackID))}; @@ -155,7 +157,8 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { auto pdgID{daughter->getPdgID()}; // Ignore photons and nuclei - if (pdgID == 22 || pdgID > 10000) continue; + if (pdgID == 22 || pdgID > 10000) + continue; // Calculate the kinetic energy double ke{daughter->getEnergy() - daughter->getMass()}; @@ -205,8 +208,8 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { auto eventType2000MeV{classifyEvent(pnDaughters, 2000)}; auto eventTypeComp{classifyCompactEvent(pnGamma, pnDaughters, 200)}; - auto eventTypeComp500MeV{classifyCompactEvent(pnGamma, pnDaughters, 200)}; - auto eventTypeComp2000MeV{classifyCompactEvent(pnGamma, pnDaughters, 200)}; + auto eventTypeComp500MeV{classifyCompactEvent(pnGamma, pnDaughters, 500)}; + auto eventTypeComp2000MeV{classifyCompactEvent(pnGamma, pnDaughters, 2000)}; histograms_.fill("event_type", eventType); histograms_.fill("event_type_500mev", eventType500MeV); @@ -222,7 +225,7 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { if (eventType == 1 || eventType == 17 || eventType == 16 || eventType == 18 || eventType == 2) { std::sort(pnDaughters.begin(), pnDaughters.end(), - [](const auto& lhs, const auto& rhs) { + [](const auto &lhs, const auto &rhs) { double lhs_ke = lhs->getEnergy() - lhs->getMass(); double rhs_ke = rhs->getEnergy() - rhs->getMass(); return lhs_ke > rhs_ke; @@ -274,17 +277,18 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { } int PhotoNuclearDQM::classifyEvent( - const std::vector daughters, double threshold) { + const std::vector daughters, double threshold) { short n{0}, p{0}, pi{0}, pi0{0}, exotic{0}, k0l{0}, kp{0}, k0s{0}, lambda{0}; // Loop through all of the PN daughters and extract kinematic // information. - for (const auto& daughter : daughters) { + for (const auto &daughter : daughters) { // Calculate the kinetic energy auto ke{daughter->getEnergy() - daughter->getMass()}; // If the kinetic energy is below threshold, continue - if (ke <= threshold) continue; + if (ke <= threshold) + continue; // Get the PDG ID auto pdgID{abs(daughter->getPdgID())}; @@ -328,52 +332,55 @@ int PhotoNuclearDQM::classifyEvent( int count_o = pi + exotic + kaons; int count_p = exotic + kaons; - if (count == 0) return 0; // Nothing hard + if (count == 0) + return 0; // Nothing hard if (n == 1) { if (count_a == 0) - return 1; // 1n + return 1; // 1n else if ((p == 1) && (count_b == 0)) - return 15; // pn + return 15; // pn } - if ((n == 2) && (count_a == 0)) return 2; // 2 n + if ((n == 2) && (count_a == 0)) + return 2; // 2 n - if ((n >= 3) && (count_a == 0)) return 3; // >= 3 n + if ((n >= 3) && (count_a == 0)) + return 3; // >= 3 n if (pi == 1) { if (count_c == 0) - return 4; // 1 pi + return 4; // 1 pi else if ((p == 1) && (count_d == 0)) - return 7; // 1 pi 1 p + return 7; // 1 pi 1 p else if ((p == 2) && (count_d == 0)) - return 8; // 1 pi 1 p + return 8; // 1 pi 1 p else if ((n == 1) && (count_e == 0)) - return 7; // 1 pi 1 n + return 7; // 1 pi 1 n else if ((n == 2) && (count_e == 0)) - return 8; // 1 pi 1 n + return 8; // 1 pi 1 n else if ((n == 1) && (p == 1) && (count_n == 0)) return 8; } if (pi == 2) { if (count_c == 0) - return 5; // 2pi + return 5; // 2pi else if ((p == 1) && (count_d == 0)) - return 9; // 2pi p + return 9; // 2pi p else if ((n == 1) && (count_e == 0)) - return 9; // 2pi n + return 9; // 2pi n } if (pi0 == 1) { if (count_f == 0) - return 6; // 1 pi0 + return 6; // 1 pi0 else if ((n == 1) && (count_i == 0)) - return 10; // 1pi0 1 p + return 10; // 1pi0 1 p else if ((n == 2) && (count_i == 0)) - return 11; // 1pi0 1 p + return 11; // 1pi0 1 p else if ((p == 1) && (count_j == 0)) - return 10; // 1pi0 1 n + return 10; // 1pi0 1 n else if ((p == 2) && (count_j == 0)) return 11; else if ((n == 1) && (p == 1) && (count_o == 0)) @@ -382,26 +389,32 @@ int PhotoNuclearDQM::classifyEvent( return 12; } - if ((p == 1) && (count_g == 0)) return 13; // 1 p - if ((p == 2) && (count_g == 0)) return 14; // 2 p + if ((p == 1) && (count_g == 0)) + return 13; // 1 p + if ((p == 2) && (count_g == 0)) + return 14; // 2 p - if (k0l == 1) return 16; - if (kp == 1) return 17; - if (k0s == 1) return 18; + if (k0l == 1) + return 16; + if (kp == 1) + return 17; + if (k0s == 1) + return 18; - if ((exotic > 0) && (count_h == 0)) return 19; + if ((exotic > 0) && (count_h == 0)) + return 19; return 20; } int PhotoNuclearDQM::classifyCompactEvent( - const ldmx::SimParticle* pnGamma, - const std::vector daughters, double threshold) { + const ldmx::SimParticle *pnGamma, + const std::vector daughters, double threshold) { short n{0}, n_t{0}, k0l{0}, kp{0}, k0s{0}, soft{0}; // Loop through all of the PN daughters and extract kinematic // information. - for (const auto& daughter : daughters) { + for (const auto &daughter : daughters) { // Calculate the kinetic energy auto ke{daughter->getEnergy() - daughter->getMass()}; @@ -425,16 +438,22 @@ int PhotoNuclearDQM::classifyCompactEvent( continue; } - if ((pdgID == 2112) && ke > threshold) n_t++; + if ((pdgID == 2112) && ke > threshold) + n_t++; } int neutral_kaons{k0l + k0s}; - if (n != 0) return 0; - if (kp != 0) return 1; - if (neutral_kaons != 0) return 2; - if (n_t == 2) return 3; - if (soft == daughters.size()) return 4; + if (n != 0) + return 0; + if (kp != 0) + return 1; + if (neutral_kaons != 0) + return 2; + if (n_t == 2) + return 3; + if (soft == daughters.size()) + return 4; return 5; } @@ -444,7 +463,7 @@ void PhotoNuclearDQM::printParticleTree( std::vector printedParticles; // Loop through the particle map - for (auto const& [trackID, simParticle] : particleMap) { + for (auto const &[trackID, simParticle] : particleMap) { // Print the particle only if it has daughters if ((simParticle.getDaughters().size() != 0) & (std::find(printedParticles.begin(), printedParticles.end(), trackID) == @@ -461,20 +480,22 @@ void PhotoNuclearDQM::printParticleTree( } } -std::vector PhotoNuclearDQM::printDaughters( - std::map particleMap, - const ldmx::SimParticle particle, int depth) { +std::vector +PhotoNuclearDQM::printDaughters(std::map particleMap, + const ldmx::SimParticle particle, int depth) { std::vector printedParticles; // Don't print anything if a particle doesn't have any daughters - if (particle.getDaughters().size() == 0) return printedParticles; + if (particle.getDaughters().size() == 0) + return printedParticles; // Generate the prefix std::string prefix{""}; - for (auto i{0}; i < depth; ++i) prefix += "\t"; + for (auto i{0}; i < depth; ++i) + prefix += "\t"; // Loop through all of the daughter particles and print them - for (const auto& daughter : particle.getDaughters()) { + for (const auto &daughter : particle.getDaughters()) { // Print the ith daughter particle std::cout << prefix; particleMap[daughter].Print(); From b16f382a34b45a8a4e72432e567ebcfd09c8bcb1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 15:40:36 +0200 Subject: [PATCH 181/331] Default is 5 PE --- Validation/src/Validation/hcal.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/Validation/src/Validation/hcal.py b/Validation/src/Validation/hcal.py index 5bc115ce4..8ab24733e 100644 --- a/Validation/src/Validation/hcal.py +++ b/Validation/src/Validation/hcal.py @@ -38,7 +38,7 @@ def dqm(d: Differ, out_dir=None): log.info("Making the efficiency histogram...") d.plot1d('HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_efficiency', 'Hcal part involved in veto', - 'Efficiency [%]', + 'Efficiency', tick_labels=['', 'Back', 'Top', 'Bottom', 'Right', 'Left', 'Any', 'Both', 'Back only', 'Side only', @@ -56,7 +56,7 @@ def dqm(d: Differ, out_dir=None): log.info(f"Making the inefficiency figure for {section}") d.plot1d(f'HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_inefficiency_{section}', 'Layer', - 'Inefficiency (8PE)', + 'Inefficiency (5PE)', out_dir=out_dir, density=True) From 489c78eb10a9d6701867bc2b7ddd6ea7cc7358d4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 17:32:01 +0200 Subject: [PATCH 182/331] Update submodule refs --- Hcal | 2 +- SimCore | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/Hcal b/Hcal index 7b6a87b3f..08f65077e 160000 --- a/Hcal +++ b/Hcal @@ -1 +1 @@ -Subproject commit 7b6a87b3fc19a34efcce4cb4f344f2ceda375759 +Subproject commit 08f65077eea50fc887066c2cd18c7ee3031a601a diff --git a/SimCore b/SimCore index 2b3b2ca64..9a28a9e8f 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit 2b3b2ca64229419f3c30582b32df0434aa5f9acc +Subproject commit 9a28a9e8fdb4c578a5d3ad81f0835c5879b6f3de From 19dc4d476c6406dcc42563e0b0aa1cea92599376 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 08:56:13 +0100 Subject: [PATCH 183/331] Update comment to align with earlier code --- DetDescr/src/DetDescr/HcalGeometry.cxx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 69476367f..61a066571 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -103,7 +103,7 @@ void HcalGeometry::buildStripPositionMap() { - strips occupy thickness of scintillator in z (e.g. 20mm) - strips orientation is in x(y) depending on horizontal parity */ - // z position: zero-layer(z) + layer_z + scint_thickness + // z position: zero-layer(z) + layer_z + scint_thickness / 2 z = zero_layer_.at(section) + layercenter; /** From ab8e74260f9c0a38083a65c352ce86e575c19857 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 08:59:01 +0100 Subject: [PATCH 184/331] clang-format a bit --- DetDescr/src/DetDescr/HcalGeometry.cxx | 65 +++++++++++++------------- 1 file changed, 32 insertions(+), 33 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 61a066571..48a19c950 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -124,49 +124,48 @@ void HcalGeometry::buildStripPositionMap() { // std::cout << "back (section,layer,strip)" << section << " " << layer << " " << strip; // std::cout << " (x,y,z) " << x << " " << y << " " << z << std::endl; } else { - /** - For side Hcal - - layers in y(x) - - all layers have strips in x(y) for top-bottom (left-right) sections - - all layers have strips occupying width of scintillator in z (e.g. 50mm) - For 3D readout: - - odd layers have strips in z - - even layers have strips in x(y) for top-bottom (left-right) sections - - odd layers have strips occupying width of scintillator in x(y) - - even layers have strips occupying width of scintillator in z - */ - if(side_3d_readout_ && (layer%2==1)){ - // z position: zero-strip + half-width (center_strip) of strip - z = getZeroStrip(section, layer) + getHalfTotalWidth(section, layer); - } - else { - // z position: zero-strip(z) + strip_center(z) - z = getZeroStrip(section, layer) + stripcenter; - } - + /** + For side Hcal + - layers in y(x) + - all layers have strips in x(y) for top-bottom (left-right) sections + - all layers have strips occupying width of scintillator in z (e.g. 50mm) + For 3D readout: + - odd layers have strips in z + - even layers have strips in x(y) for top-bottom (left-right) sections + - odd layers have strips occupying width of scintillator in x(y) + - even layers have strips occupying width of scintillator in z + */ + if (side_3d_readout_ && (layer % 2 == 1)) { + // z position: zero-strip + half-width (center_strip) of strip + z = getZeroStrip(section, layer) + getHalfTotalWidth(section, layer); + } else { + // z position: zero-strip(z) + strip_center(z) + z = getZeroStrip(section, layer) + stripcenter; + } + if (hcalsection == ldmx::HcalID::HcalSection::TOP or hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { - y = zero_layer_.at(section) + layercenter; - x = getHalfTotalWidth(section, layer); - if(side_3d_readout_ && layer%2==1) - x = getZeroStrip(section, layer) + stripcenter; - if (hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { - y *= -1; - x *= -1; - } + y = zero_layer_.at(section) + layercenter; + x = getHalfTotalWidth(section, layer); + if (side_3d_readout_ && layer % 2 == 1) + x = getZeroStrip(section, layer) + stripcenter; + if (hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { + y *= -1; + x *= -1; + } } else { x = zero_layer_.at(section) + layercenter; y = getHalfTotalWidth(section, layer); - if(side_3d_readout_ && layer%2==1) - y = getZeroStrip(section, layer) + stripcenter; + if (side_3d_readout_ && layer % 2 == 1) + y = getZeroStrip(section, layer) + stripcenter; if (hcalsection == ldmx::HcalID::HcalSection::RIGHT) { x *= -1; y *= -1; } } - - // std::cout << "side (section,layer,strip)" << section << " " << layer << " " << strip; - // std::cout << " (x,y,z) " << x << " " << y << " " << z << std::endl; + // std::cout << "side (section,layer,strip)" << section << " " << layer << " " + // << strip; std::cout << " (x,y,z) " << x << " " << y << " " << z << + // std::endl; } TVector3 pos; pos.SetXYZ(x, y, z); From ae64ee99e1934891309c16208b6717827bb8e19a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:23:04 +0100 Subject: [PATCH 185/331] Rename horizontal parity to back for now --- DetDescr/include/DetDescr/HcalGeometry.h | 4 ++-- DetDescr/src/DetDescr/HcalGeometry.cxx | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index d1d2bfa35..ad01d76bf 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -72,7 +72,7 @@ class HcalGeometry : public framework::ConditionsObject { * member for details. */ bool layerIsHorizontal(const int layer) const { - return layer % 2 == horizontal_parity_; + return layer % 2 == back_horizontal_parity_; } /** * Get the half total width of a layer for a given section(strip) for back(side) Hcal. @@ -211,7 +211,7 @@ class HcalGeometry : public framework::ConditionsObject { // Defines what parity (0/1, i.e. even/odd parity) of a layer number in the // geometry that corresponds to a horizontal layer (scintillator bar length // along the x-axis). - int horizontal_parity_{}; + int back_horizontal_parity_{}; // 3D readout for side Hcal int side_3d_readout_{}; diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 48a19c950..b3a546e5a 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -19,7 +19,7 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) ecal_dx_ = ps.getParameter("ecal_dx"); ecal_dy_ = ps.getParameter("ecal_dy"); verbose_ = ps.getParameter("verbose"); - horizontal_parity_ = ps.getParameter("horizontal_parity"); + back_horizontal_parity_ = ps.getParameter("horizontal_parity"); side_3d_readout_ = ps.getParameter("side_3d_readout"); auto detectors_valid = @@ -101,7 +101,7 @@ void HcalGeometry::buildStripPositionMap() { For back Hcal: - layers in z - strips occupy thickness of scintillator in z (e.g. 20mm) - - strips orientation is in x(y) depending on horizontal parity + - strips orientation is in x(y) depending on back_horizontal parity */ // z position: zero-layer(z) + layer_z + scint_thickness / 2 z = zero_layer_.at(section) + layercenter; From fc4b281dc3347d13f94a59648fc57fa8a8b5e783 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:25:40 +0100 Subject: [PATCH 186/331] Update default types in python config --- DetDescr/python/HcalGeometry.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index c0d52ff80..875afc19c 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -49,11 +49,11 @@ def __init__(self): self.scint_thickness = 0.0 self.scint_width = 0.0 self.zero_layer = [] - self.zero_strip = [] + self.zero_strip = [[]] self.layer_thickness = [] self.num_layers = [] - self.num_strips = [] - self.half_total_width = [] + self.num_strips = [[]] + self.half_total_width = [[]] self.ecal_dx = 0.0 self.ecal_dy = 0.0 self.num_sections = 0 From e49eb95fef19d9cfcb58c736b0a6263b0fb507f7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:41:11 +0100 Subject: [PATCH 187/331] Move num layers/sections to earlier in v13 --- DetDescr/python/HcalGeometry.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 875afc19c..b75351812 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -115,6 +115,8 @@ def make_v13(self): Nothing has changed in v13 for the HCal """ self.v13 = HcalReadoutGeometry() + self.v13.num_sections = 5 + self.v13.num_layers = [100, 28, 28, 26, 26] self.v13.scint_thickness = 20.0 self.v13.scint_width = 50.0 @@ -133,8 +135,6 @@ def make_v13(self): 20.0 + self.v13.scint_thickness + 2 * 2.0, 20.0 + self.v13.scint_thickness + 2 * 2.0, ] - self.v13.num_sections = 5 - self.v13.num_layers = [100, 28, 28, 26, 26] self.v13.num_strips = [62, 12, 12, 12, 12] self.v13.ecal_dx = 800.0 self.v13.ecal_dy = 600.0 From 31e27e95c13eb43bfc75f05edd1bc1e6f82b0080 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:45:24 +0100 Subject: [PATCH 188/331] Store the prototype check for now --- DetDescr/include/DetDescr/HcalGeometry.h | 2 ++ DetDescr/src/DetDescr/HcalGeometry.cxx | 2 +- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index ad01d76bf..88e8fdb72 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -225,6 +225,8 @@ class HcalGeometry : public framework::ConditionsObject { std::vector> zero_strip_; /// Half Total Width of Strips [mm] std::vector> half_total_width_; + + bool is_prototype_{}; /** Map of the HcalID position of strip centers relative to world geometry. diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index b3a546e5a..d60a854d1 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -26,7 +26,7 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) ps.getParameter>("detectors_valid"); // If one of the strings in detectors_valid is "ldmx-hcal-prototype", we will // use prototype geometry initialization - auto is_prototype = + is_prototype_ = std::find_if(detectors_valid.cbegin(), detectors_valid.cend(), [](const auto detector) { return detector.find("ldmx-hcal-prototype") != From e3a48cc535ba6e40472b6f8ecb02512e0a26fc37 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:47:36 +0100 Subject: [PATCH 189/331] Update the v13 python config --- DetDescr/python/HcalGeometry.py | 34 ++++++++++++++++++++++----------- 1 file changed, 23 insertions(+), 11 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index b75351812..fa227e300 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -127,7 +127,11 @@ def make_v13(self): 800.0 / 2 + 20.0 + 2 * 2.0, 800.0 / 2 + 20.0 + 2 * 2.0, ] - self.v13.zero_strip = [3100.0 / 2, 220.0, 220.0, 220.0, 220.0] + self.v13.zero_strip = [[3100.0 / 2 for layer in range(self.v13.num_layers[0])], + [220.0 for layer in range(self.v13.num_layers[1])], + [220.0 for layer in range(self.v13.num_layers[2])], + [220.0 for layer in range(self.v13.num_layers[3])], + [220.0 for layer in range(self.v13.num_layers[4])]] self.v13.layer_thickness = [ 25.0 + self.v13.scint_thickness + 2 * 2.0, 20.0 + self.v13.scint_thickness + 2 * 2.0, @@ -135,19 +139,27 @@ def make_v13(self): 20.0 + self.v13.scint_thickness + 2 * 2.0, 20.0 + self.v13.scint_thickness + 2 * 2.0, ] - self.v13.num_strips = [62, 12, 12, 12, 12] + self.v13.num_strips = [[62 for layer in range(self.v13.num_layers[0])], + [12 for layer in range(self.v13.num_layers[1])], + [12 for layer in range(self.v13.num_layers[2])], + [12 for layer in range(self.v13.num_layers[3])], + [12 for layer in range(self.v13.num_layers[4])]] self.v13.ecal_dx = 800.0 self.v13.ecal_dy = 600.0 self.v13.half_total_width = [ - (self.v13.num_strips[0] * self.v13.scint_width) / 2, - (self.v13.num_layers[1] * self.v13.layer_thickness[1] + self.v13.ecal_dx) - / 2, - (self.v13.num_layers[2] * self.v13.layer_thickness[2] + self.v13.ecal_dx) - / 2, - (self.v13.num_layers[3] * self.v13.layer_thickness[3] + self.v13.ecal_dy) - / 2, - (self.v13.num_layers[4] * self.v13.layer_thickness[4] + self.v13.ecal_dy) - / 2, + [(self.v13.num_strips[0][layer] * self.v13.scint_width) / 2 for layer in range(self.v13.num_layers[0])], + [(self.v13.num_layers[1] * self.v13.layer_thickness[1] + self.v13.ecal_dx) + / 2 + for layer in range(self.v13.num_layers[1])], + [(self.v13.num_layers[2] * self.v13.layer_thickness[2] + self.v13.ecal_dx) + / 2 + for layer in range(self.v13.num_layers[2])], + [(self.v13.num_layers[3] * self.v13.layer_thickness[3] + self.v13.ecal_dy) + / 2 + for layer in range(self.v13.num_layers[3])], + [(self.v13.num_layers[4] * self.v13.layer_thickness[4] + self.v13.ecal_dy) + / 2 + for layer in range(self.v13.num_layers[4])], ] self.v13.detectors_valid = [ "ldmx-det-v13", From cce0229595ad04d9a18408005d3e6a6196257573 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:48:47 +0100 Subject: [PATCH 190/331] Replace the non list[list] parameter reads --- DetDescr/src/DetDescr/HcalGeometry.cxx | 30 +++----------------------- 1 file changed, 3 insertions(+), 27 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index d60a854d1..f5f5b659f 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -33,33 +33,9 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) std::string::npos; }) != detectors_valid.cend(); - if (is_prototype) { - auto zero_strip_prototype_ = - ps.getParameter>("zero_strip", {}); - auto num_strips_prototype_ = - ps.getParameter>("num_strips", {}); - auto half_total_width_prototype_ = - ps.getParameter>("half_total_width", {}); - // The prototype only has one section, so we only have one entry into these - // vectors - zero_strip_ = {zero_strip_prototype_}; - num_strips_ = {num_strips_prototype_}; - half_total_width_ = {half_total_width_prototype_}; - } - else if (side_3d_readout_==1) { - num_strips_ = ps.getParameter>>("num_strips", {}); - half_total_width_ = ps.getParameter>>("half_total_width", {}); - zero_strip_ = ps.getParameter>>("zero_strip", {}); - } - else { - auto zero_strip_v12_ = ps.getParameter>("zero_strip", {}); - auto num_strips_v12_ = ps.getParameter>("num_strips", {}); - auto half_total_width_v12_ = ps.getParameter>("half_total_width", {}); - - zero_strip_ = makeCanonicalLayeredParameter(zero_strip_v12_); - num_strips_ = makeCanonicalLayeredParameter(num_strips_v12_); - half_total_width_ = makeCanonicalLayeredParameter(half_total_width_v12_); - } + num_strips_ = ps.getParameter>>("num_strips"); + half_total_width_ = ps.getParameter>>("half_total_width"); + zero_strip_ = ps.getParameter>>("zero_strip"); buildStripPositionMap(); } From 02995054a11513fd09c1e1bbc3e3f9c44cf85a98 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 09:52:16 +0100 Subject: [PATCH 191/331] Yeet out the hacky template <3 --- DetDescr/include/DetDescr/HcalGeometry.h | 15 +-------------- 1 file changed, 1 insertion(+), 14 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 88e8fdb72..652d58fc0 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -166,20 +166,7 @@ class HcalGeometry : public framework::ConditionsObject { } } - // Deserves a better name - // - // Takes a parameter which only has dimensions of section and creates a - // version with both section and layer. All layers in a given section will be - // copies. - template - std::vector> makeCanonicalLayeredParameter(const std::vector& parameter) { - std::vector> result; - for(auto section = 0; section < parameter.size(); ++section) { - result.push_back(std::vector(num_layers_[section], parameter[section])); - } - return result; - } - + private: /// Parameters that apply to all types of geometries From ca072e2b83f05f2372a75bc41e3c08a503bb0665 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 10:54:29 +0100 Subject: [PATCH 192/331] Update v1 prototype --- DetDescr/python/HcalGeometry.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index fa227e300..bc4d27f49 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -208,11 +208,12 @@ def make_v1_prototype(self): self.v1_prototype.num_layers = [num_layers] num_strips_front = [num_bars_front for i in range(num_layers_front)] num_strips_back = [num_bars_back for i in range(num_layers_back)] - self.v1_prototype.num_strips = num_strips_front + num_strips_back + num_strips_total = num_strips_front + num_strips_back + self.v1_prototype.num_strips = [num_strips_total] # zero_strip and half_total_width are identical - self.v1_prototype.zero_strip = [ - N * scint_bar_width / 2 for N in self.v1_prototype.num_strips - ] + self.v1_prototype.zero_strip = [[ + N * scint_bar_width / 2 for N in num_strips_total + ]] self.v1_prototype.half_total_width = self.v1_prototype.zero_strip self.v1_prototype.ecal_dx = 0.0 self.v1_prototype.ecal_dy = 0.0 From cd3bb60031155bf9d57f674a6a8de46a625ca842 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 10:54:35 +0100 Subject: [PATCH 193/331] Update v2 prototype --- DetDescr/python/HcalGeometry.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index bc4d27f49..ab579b4a8 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -270,11 +270,12 @@ def make_v2_prototype(self): self.v2_prototype.num_layers = [num_layers] num_strips_front = [num_bars_front for i in range(num_layers_front)] num_strips_back = [num_bars_back for i in range(num_layers_back)] - self.v2_prototype.num_strips = num_strips_front + num_strips_back + num_strips_total = num_strips_front + num_strips_back + self.v2_prototype.num_strips = [num_strips_total] # zero_strip and half_total_width are identical - self.v2_prototype.zero_strip = [ - N * scint_bar_width / 2 for N in self.v2_prototype.num_strips - ] + self.v2_prototype.zero_strip = [[ + N * scint_bar_width / 2 for N in num_strips_total + ]] self.v2_prototype.half_total_width = self.v2_prototype.zero_strip self.v2_prototype.ecal_dx = 0.0 self.v2_prototype.ecal_dy = 0.0 From 9c0211cc68289e8b4d2e0014c4eeffd3892b6cf3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 10:57:35 +0100 Subject: [PATCH 194/331] Remove unused comment --- DetDescr/include/DetDescr/HcalGeometry.h | 3 --- 1 file changed, 3 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 652d58fc0..03d130c72 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -203,9 +203,6 @@ class HcalGeometry : public framework::ConditionsObject { // 3D readout for side Hcal int side_3d_readout_{}; - /// Canonical layered version of parameters that differ between geometry - /// versions. - /// Number of strips per layer in each section and each layer std::vector> num_strips_; /// The plane of the zero'th strip of each section [mm] From 214bc9e3021f8349526ed6b10dda16058139a5d3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:12:22 +0100 Subject: [PATCH 195/331] Add a scint_length parameter --- DetDescr/include/DetDescr/HcalGeometry.h | 2 ++ DetDescr/python/HcalGeometry.py | 3 +++ DetDescr/src/DetDescr/HcalGeometry.cxx | 1 + 3 files changed, 6 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 03d130c72..7dffdd16d 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -209,6 +209,8 @@ class HcalGeometry : public framework::ConditionsObject { std::vector> zero_strip_; /// Half Total Width of Strips [mm] std::vector> half_total_width_; + /// Length of strips [mm] + std::vector> scint_length_; bool is_prototype_{}; diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index ab579b4a8..ad0f465b9 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -48,6 +48,7 @@ def __init__(self): self.detectors_valid = [] self.scint_thickness = 0.0 self.scint_width = 0.0 + self.scint_length = [[]] self.zero_layer = [] self.zero_strip = [[]] self.layer_thickness = [] @@ -74,6 +75,7 @@ def __str__(self): Half total width of layers: {} [mm] Number of strips per layer: {} Location of zero-th strip per layer: {} [mm] + Scintillator length: {} [mm] }}, Ecal DX, DY: {}, {} [mm], Valid detector regexps: {} @@ -88,6 +90,7 @@ def __str__(self): self.half_total_width, self.num_strips, self.zero_strip, + self.scint_length, self.ecal_dx, self.ecal_dy, self.detectors_valid, diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index f5f5b659f..33db48806 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -36,6 +36,7 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) num_strips_ = ps.getParameter>>("num_strips"); half_total_width_ = ps.getParameter>>("half_total_width"); zero_strip_ = ps.getParameter>>("zero_strip"); + scint_length_ = ps.getParameter>>("scint_length"); buildStripPositionMap(); } From 010f32fffd6814e3442d74da7a561d0bb4b4fe09 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:13:08 +0100 Subject: [PATCH 196/331] Prototype scint lengths --- DetDescr/python/HcalGeometry.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index ad0f465b9..5424712b8 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -203,6 +203,7 @@ def make_v1_prototype(self): self.v1_prototype.scint_thickness = scint_thickness self.v1_prototype.scint_width = scint_bar_width + self.v1_prototype.scint_length = [[scint_bar_length for layer in range(num_layers)] ] # Note that this seems to be location of the first scintillator layer self.v1_prototype.zero_layer = [-dz / 2 + air_thickness + absorber_thickness] @@ -261,6 +262,7 @@ def make_v2_prototype(self): self.v2_prototype.scint_thickness = scint_thickness self.v2_prototype.scint_width = scint_bar_width + self.v2_prototype.scint_length = [[scint_bar_length for layer in range(num_layers)] ] self.v2_prototype.zero_layer = [ -dz / 2 From 8f8baf1497aa94c57c5700a803c1c5d7290312d3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:13:44 +0100 Subject: [PATCH 197/331] Rename side_hcal_length --- DetDescr/python/HcalGeometry.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 5424712b8..e55019099 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -315,10 +315,10 @@ def make_v14(self): side_hcal_dz = 600.0 side_hcal_numModules = 4 side_hcal_numSections = 4 - side_hcal_length = [1800.0, 1600.0, 1400.0, 1200.0] + side_hcal_scint_length = [1800.0, 1600.0, 1400.0, 1200.0] side_hcal_numLayers = [4, 3, 2, 3] side_hcal_numPrevLayers = [0, 4, 7, 9] - side_hcal_numScintZ = [m / hcal_scintWidth for m in side_hcal_length] + side_hcal_numScintZ = [m / hcal_scintWidth for m in side_hcal_scint_length] side_hcal_numScintXY = side_hcal_dz / hcal_scintWidth # Number of layers oriented in x,y. Multiply by 2 to get the total number of layers side_hcal_numTotalLayers = ( @@ -331,7 +331,7 @@ def make_v14(self): side_hcal_absoThick + 2.0 * hcal_airThick + hcal_scintThick ) side_hcal_moduleWidth = side_hcal_numTotalLayers * side_hcal_layerThick - side_hcal_moduleLength = side_hcal_length[0] + side_hcal_moduleLength = side_hcal_scint_length[0] hcal_envelope_dx = 3000.0 hcal_envelope_dy = 3000.0 From 5c2f5759b0da02fb98985212745ef53c5e34d499 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:13:59 +0100 Subject: [PATCH 198/331] Add back_hcal_scint_length to v14 --- DetDescr/python/HcalGeometry.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index e55019099..9bd4baa8f 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -307,8 +307,9 @@ def make_v14(self): back_hcal_layerThick = ( back_hcal_absoThick + hcal_scintThick + 2.0 * hcal_airThick ) - back_hcal_dx = 2000.0 - back_hcal_dy = 2000.0 + back_hcal_scint_length = 2000.0 + back_hcal_dx = back_hcal_scint_length + back_hcal_dy = back_hcal_scint_length back_hcal_dz = back_hcal_numLayers * back_hcal_layerThick side_hcal_absoThick = 20.0 From 509a8506c3146565fb73c5d43df80573860ae465 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:14:12 +0100 Subject: [PATCH 199/331] Set up back scint lengths --- DetDescr/python/HcalGeometry.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 9bd4baa8f..6e6c6b61d 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -385,6 +385,11 @@ def make_v14(self): ecal_side_dy / 2.0, ] + self.v14.scint_length = [[back_hcal_scint_length for layer in range(back_hcal_numLayers)], + [0.] * side_hcal_numTotalLayers, # Filled below + [0.] * side_hcal_numTotalLayers, + [0.] * side_hcal_numTotalLayers, + [0.] * side_hcal_numTotalLayers] # side properties # num strips # for layer 1: side_hcal_numScintZ (odd layers have strips oriented in z) From f37c0f4c07c7cfaf5891a364a607f546d3ab11e2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:14:39 +0100 Subject: [PATCH 200/331] Set up loop over section/module/layer --- DetDescr/python/HcalGeometry.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 6e6c6b61d..f4b64438e 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -390,6 +390,12 @@ def make_v14(self): [0.] * side_hcal_numTotalLayers, [0.] * side_hcal_numTotalLayers, [0.] * side_hcal_numTotalLayers] + for s in range(side_hcal_numSections): + for m in range(self.v14.side_num_modules): + for l in range(side_hcal_numLayers[m] * 2): + layer = l + 1 + section_index = s + 1 + layer_index = l + side_hcal_numPrevLayers[m] * 2 # side properties # num strips # for layer 1: side_hcal_numScintZ (odd layers have strips oriented in z) From 1cbc887c8bf075a1da494e78377aff7f05b472f6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:15:00 +0100 Subject: [PATCH 201/331] Even layers, length along XY --- DetDescr/python/HcalGeometry.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index f4b64438e..bd5abe863 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -396,6 +396,9 @@ def make_v14(self): layer = l + 1 section_index = s + 1 layer_index = l + side_hcal_numPrevLayers[m] * 2 + if layer % 2 == 0: + # Layer number is even, length is along X/Y + self.v14.scint_length[section_index][layer_index] = side_hcal_scint_length[m] # side properties # num strips # for layer 1: side_hcal_numScintZ (odd layers have strips oriented in z) From 85366aca1a9b9a9ca7feccc098f6429e41f97659 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:15:16 +0100 Subject: [PATCH 202/331] Odd layers, length along Z --- DetDescr/python/HcalGeometry.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index bd5abe863..099485c68 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -399,6 +399,9 @@ def make_v14(self): if layer % 2 == 0: # Layer number is even, length is along X/Y self.v14.scint_length[section_index][layer_index] = side_hcal_scint_length[m] + else: + # Layer number is odd, length is along Z + self.v14.scint_length[section_index][layer_index] = side_hcal_dz # side properties # num strips # for layer 1: side_hcal_numScintZ (odd layers have strips oriented in z) From 8683c3d1fb11841d8a2e7d7b6d1e253197ba9743 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:15:29 +0100 Subject: [PATCH 203/331] Comments + missed one _scint_ --- DetDescr/python/HcalGeometry.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 099485c68..4aa3349f6 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -412,10 +412,12 @@ def make_v14(self): for m in range(self.v14.side_num_modules): for l in range(side_hcal_numLayers[m] * 2): if (l + 1) % 2 == 0: + # Layer number is even half_total_width_side.append(side_hcal_dz / 2) num_strips_side.append(int(side_hcal_numScintXY)) else: - half_total_width_side.append(side_hcal_length[m] / 2) + # Layer number is odd + half_total_width_side.append(side_hcal_scint_length[m] / 2) num_strips_side.append(int(side_hcal_numScintZ[m])) zero_strip_side = [] From d1aa069e83b75dec1438276bbdbe2eb8e56a5d9d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:16:50 +0100 Subject: [PATCH 204/331] Add an accessor for scintillator length --- DetDescr/include/DetDescr/HcalGeometry.h | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 7dffdd16d..7328010a9 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -85,6 +85,14 @@ class HcalGeometry : public framework::ConditionsObject { return half_total_width_.at(isection).at(layer_index); } + /** + * Get the length of a scintillator bar + * @param id The HcalID of the bar + * @return The length of the bar with ID `id` [mm] + */ + double getScintillatorLength(ldmx::HcalID id) const { + return scint_length_.at(id.section()).at(id.layer()-1); + } /** * Get the scitillator width */ From 32c6123e6fbeca5a0f0322f74e4b2d1e7165d01b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 8 Nov 2022 12:53:36 +0100 Subject: [PATCH 205/331] Print position map if verbose setting on --- DetDescr/src/DetDescr/HcalGeometry.cxx | 3 +++ 1 file changed, 3 insertions(+) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 33db48806..dc152216d 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -39,6 +39,9 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) scint_length_ = ps.getParameter>>("scint_length"); buildStripPositionMap(); + if (verbose_ > 0) { + printPositionMap(); + } } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From f755187b7760d202b7c42149fdba60f0a87a8ee6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 5 Dec 2022 17:06:22 +0100 Subject: [PATCH 206/331] Add dummy scint_length values for v13 --- DetDescr/python/HcalGeometry.py | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 4aa3349f6..f11506e65 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -118,6 +118,16 @@ def make_v13(self): Nothing has changed in v13 for the HCal """ self.v13 = HcalReadoutGeometry() + + back_scint_length = 3100.0 + side_TB_scint_length = back_scint_length - 600. #TODO/FIXME Dummy value + side_LR_scint_length = back_scint_length - 800. #TODO/FIXME Dummy value + self.v13.scint_length = [[back_scint_length for layer in range(self.v13.num_layers[0])], + [side_TB_scint_length for layer in range(self.v13.num_layers[1])], + [side_TB_scint_length for layer in range(self.v13.num_layers[2])], + [side_LR_scint_length for layer in range(self.v13.num_layers[3])], + [side_LR_scint_length for layer in range(self.v13.num_layers[4])], + ] self.v13.num_sections = 5 self.v13.num_layers = [100, 28, 28, 26, 26] @@ -130,7 +140,7 @@ def make_v13(self): 800.0 / 2 + 20.0 + 2 * 2.0, 800.0 / 2 + 20.0 + 2 * 2.0, ] - self.v13.zero_strip = [[3100.0 / 2 for layer in range(self.v13.num_layers[0])], + self.v13.zero_strip = [[back_scint_length / 2 for layer in range(self.v13.num_layers[0])], [220.0 for layer in range(self.v13.num_layers[1])], [220.0 for layer in range(self.v13.num_layers[2])], [220.0 for layer in range(self.v13.num_layers[3])], From 673c57903391b35544fa25a947d59210e70726a1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 5 Dec 2022 23:51:04 +0100 Subject: [PATCH 207/331] Move constants around --- DetDescr/python/HcalGeometry.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index f11506e65..f909a854e 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -119,6 +119,11 @@ def make_v13(self): """ self.v13 = HcalReadoutGeometry() + self.v13.num_sections = 5 + self.v13.num_layers = [100, 28, 28, 26, 26] + self.v13.scint_thickness = 20.0 + self.v13.scint_width = 50.0 + back_scint_length = 3100.0 side_TB_scint_length = back_scint_length - 600. #TODO/FIXME Dummy value side_LR_scint_length = back_scint_length - 800. #TODO/FIXME Dummy value @@ -128,11 +133,7 @@ def make_v13(self): [side_LR_scint_length for layer in range(self.v13.num_layers[3])], [side_LR_scint_length for layer in range(self.v13.num_layers[4])], ] - self.v13.num_sections = 5 - self.v13.num_layers = [100, 28, 28, 26, 26] - self.v13.scint_thickness = 20.0 - self.v13.scint_width = 50.0 self.v13.zero_layer = [ 220.0 + 600.0 + 25.0 + 2 * 2.0, 600.0 / 2 + 20.0 + 2 * 2.0, From 1ff6c620aae62d492b8f2ad275b13e40e29f6490 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 00:27:05 +0100 Subject: [PATCH 208/331] Remove commented out code --- DetDescr/src/DetDescr/HcalGeometry.cxx | 5 ----- 1 file changed, 5 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index dc152216d..f5a2a01da 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -101,8 +101,6 @@ void HcalGeometry::buildStripPositionMap() { x = stripcenter - getZeroStrip(section, layer); y = 0; } - // std::cout << "back (section,layer,strip)" << section << " " << layer << " " << strip; - // std::cout << " (x,y,z) " << x << " " << y << " " << z << std::endl; } else { /** For side Hcal @@ -143,9 +141,6 @@ void HcalGeometry::buildStripPositionMap() { y *= -1; } } - // std::cout << "side (section,layer,strip)" << section << " " << layer << " " - // << strip; std::cout << " (x,y,z) " << x << " " << y << " " << z << - // std::endl; } TVector3 pos; pos.SetXYZ(x, y, z); From 95c07cd7ac4730b8442ba327500068db76abc114 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 00:57:25 +0100 Subject: [PATCH 209/331] Add funcs for checking if we have 3d readout/proto --- DetDescr/include/DetDescr/HcalGeometry.h | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 7328010a9..e5bc803d4 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -135,6 +135,20 @@ class HcalGeometry : public framework::ConditionsObject { */ double getEcalDy() const { return ecal_dy_; } + /** + * Does the Side Hcal have 3D readout? + * + * In other words, does the side hcal layers alter in scintillator direction + * (z vs x/y). + */ + bool hasSide3DReadout() const { return side_3d_readout_; } + + /* + * Is the hcal geometry one of the geometries used for the CERN testbeam + * activities? + */ + bool isPrototype() const { return is_prototype_; } + private: /** * Class constructor, for use only by the provider From a9f6b7e220632585749f6a59e5b30932758ab545 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:18:36 +0100 Subject: [PATCH 210/331] Clang-format header --- DetDescr/include/DetDescr/HcalGeometry.h | 26 +++++++++++------------- 1 file changed, 12 insertions(+), 14 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index e5bc803d4..9d090d85a 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -46,7 +46,7 @@ class HcalGeometry : public framework::ConditionsObject { * * Does nothing because the stl containers clean up automatically. */ - ~HcalGeometry() = default; + ~HcalGeometry() = default; /** * Get a strip center position from a combined hcal ID. @@ -75,7 +75,8 @@ class HcalGeometry : public framework::ConditionsObject { return layer % 2 == back_horizontal_parity_; } /** - * Get the half total width of a layer for a given section(strip) for back(side) Hcal. + * Get the half total width of a layer for a given section(strip) for + * back(side) Hcal. * @param section * @param layer * @return half total width [mm] @@ -91,7 +92,7 @@ class HcalGeometry : public framework::ConditionsObject { * @return The length of the bar with ID `id` [mm] */ double getScintillatorLength(ldmx::HcalID id) const { - return scint_length_.at(id.section()).at(id.layer()-1); + return scint_length_.at(id.section()).at(id.layer() - 1); } /** * Get the scitillator width @@ -124,7 +125,6 @@ class HcalGeometry : public framework::ConditionsObject { return zero_strip_.at(isection).at(layer_index); } - /** * Get the length of the Ecal in (x) for the side Hcal. */ @@ -175,22 +175,20 @@ class HcalGeometry : public framework::ConditionsObject { * * @param section The section number to print, see HcalID for details. */ - void printPositionMap(int section) const; + void printPositionMap(int section) const; /** * Debugging utility, prints out the HcalID and corresponding value of all * entries in the strip_position_map_. For printing only one of the sections, * see the overloaded version of this function taking a section parameter. * */ - void printPositionMap() const { - for (int section = 0; section < num_sections_ ; ++section) { - printPositionMap(section); - } + void printPositionMap() const { + for (int section = 0; section < num_sections_; ++section) { + printPositionMap(section); } + } - - -private: + private: /// Parameters that apply to all types of geometries /// Verbosity, not configurable but helpful if developing int verbose_{0}; @@ -224,7 +222,7 @@ class HcalGeometry : public framework::ConditionsObject { // 3D readout for side Hcal int side_3d_readout_{}; - + /// Number of strips per layer in each section and each layer std::vector> num_strips_; /// The plane of the zero'th strip of each section [mm] @@ -235,7 +233,7 @@ class HcalGeometry : public framework::ConditionsObject { std::vector> scint_length_; bool is_prototype_{}; - + /** Map of the HcalID position of strip centers relative to world geometry. The map is not configurable and is calculated by buildStripPositionMap(). From 7aacf82b5f9d35749a89ec939f8884ae39b984a7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:19:08 +0100 Subject: [PATCH 211/331] Clang-format source file --- DetDescr/src/DetDescr/HcalGeometry.cxx | 43 ++++++++++++++------------ 1 file changed, 23 insertions(+), 20 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index f5a2a01da..72cc43e38 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -21,22 +21,23 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) verbose_ = ps.getParameter("verbose"); back_horizontal_parity_ = ps.getParameter("horizontal_parity"); side_3d_readout_ = ps.getParameter("side_3d_readout"); - + auto detectors_valid = ps.getParameter>("detectors_valid"); // If one of the strings in detectors_valid is "ldmx-hcal-prototype", we will // use prototype geometry initialization - is_prototype_ = - std::find_if(detectors_valid.cbegin(), detectors_valid.cend(), - [](const auto detector) { - return detector.find("ldmx-hcal-prototype") != - std::string::npos; - }) != detectors_valid.cend(); + is_prototype_ = std::find_if(detectors_valid.cbegin(), detectors_valid.cend(), + [](const auto detector) { + return detector.find("ldmx-hcal-prototype") != + std::string::npos; + }) != detectors_valid.cend(); num_strips_ = ps.getParameter>>("num_strips"); - half_total_width_ = ps.getParameter>>("half_total_width"); + half_total_width_ = + ps.getParameter>>("half_total_width"); zero_strip_ = ps.getParameter>>("zero_strip"); - scint_length_ = ps.getParameter>>("scint_length"); + scint_length_ = + ps.getParameter>>("scint_length"); buildStripPositionMap(); if (verbose_ > 0) { @@ -69,7 +70,8 @@ void HcalGeometry::buildStripPositionMap() { ldmx::HcalID::HcalSection hcalsection = (ldmx::HcalID::HcalSection)section; - // the center of a layer: (layer-1) * (layer_thickness) + scint_thickness/2 + // the center of a layer: (layer-1) * (layer_thickness) + + // scint_thickness/2 double layercenter = (layer - 1) * layer_thickness_.at(section) + 0.5 * scint_thickness_; @@ -77,12 +79,12 @@ void HcalGeometry::buildStripPositionMap() { double stripcenter = (strip + 0.5) * scint_width_; if (hcalsection == ldmx::HcalID::HcalSection::BACK) { - /** - For back Hcal: - - layers in z - - strips occupy thickness of scintillator in z (e.g. 20mm) - - strips orientation is in x(y) depending on back_horizontal parity - */ + /** + For back Hcal: + - layers in z + - strips occupy thickness of scintillator in z (e.g. 20mm) + - strips orientation is in x(y) depending on back_horizontal parity + */ // z position: zero-layer(z) + layer_z + scint_thickness / 2 z = zero_layer_.at(section) + layercenter; @@ -92,7 +94,7 @@ void HcalGeometry::buildStripPositionMap() { stripcenter will be large for +y(+x) and the half width of the strip needs to be subtracted The halfwidth of the scintillator is given by half_total_width_. - The x(y) position is set to the center of the strip (0). + The x(y) position is set to the center of the strip (0). */ if (layerIsHorizontal(layer)) { y = stripcenter - getZeroStrip(section, layer); @@ -106,8 +108,8 @@ void HcalGeometry::buildStripPositionMap() { For side Hcal - layers in y(x) - all layers have strips in x(y) for top-bottom (left-right) sections - - all layers have strips occupying width of scintillator in z (e.g. 50mm) - For 3D readout: + - all layers have strips occupying width of scintillator in z (e.g. + 50mm) For 3D readout: - odd layers have strips in z - even layers have strips in x(y) for top-bottom (left-right) sections - odd layers have strips occupying width of scintillator in x(y) @@ -115,7 +117,8 @@ void HcalGeometry::buildStripPositionMap() { */ if (side_3d_readout_ && (layer % 2 == 1)) { // z position: zero-strip + half-width (center_strip) of strip - z = getZeroStrip(section, layer) + getHalfTotalWidth(section, layer); + z = getZeroStrip(section, layer) + + getHalfTotalWidth(section, layer); } else { // z position: zero-strip(z) + strip_center(z) z = getZeroStrip(section, layer) + stripcenter; From 8edf86d21fdf1002b4e9ccbd5ef2aef92a6061b9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:31:59 +0100 Subject: [PATCH 212/331] Add an orientation enumeratoin --- DetDescr/include/DetDescr/HcalGeometry.h | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 9d090d85a..9ad6caf9e 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -41,6 +41,18 @@ class HcalGeometry : public framework::ConditionsObject { */ static constexpr const char* CONDITIONS_OBJECT_NAME{"HcalGeometry"}; + /** + * Encodes the orientation of a bar. + * horizontal : The length of the bar is along the x-axis + * vertical : The length of the bar is along the y-axis + * depth : The length of the bar is along the z-axis + */ + enum class ScintillatorOrientation { + horizontal = 0, + vertical = 1, + depth = 2 + }; + /** * Class destructor. * From a681268a9b13b241867b1864d32f97a4296ef1ab Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:32:28 +0100 Subject: [PATCH 213/331] Add a helper function that gives orientation for a given id --- DetDescr/include/DetDescr/HcalGeometry.h | 3 +++ DetDescr/src/DetDescr/HcalGeometry.cxx | 4 ++++ 2 files changed, 7 insertions(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 9ad6caf9e..76cd07278 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -60,6 +60,9 @@ class HcalGeometry : public framework::ConditionsObject { */ ~HcalGeometry() = default; + ScintillatorOrientation getScintillatorOrientation( + const ldmx::HcalID id) const; + /** * Get a strip center position from a combined hcal ID. * diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 72cc43e38..7e2df9201 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -44,6 +44,10 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) printPositionMap(); } } + +HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( + const ldmx::HcalID id) const { +} void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 for (int layer = 1; layer <= num_layers_[section]; ++layer) { From 90173cbc2a08b41a3a526fa7d19626490e4ff520 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:33:09 +0100 Subject: [PATCH 214/331] Handle v14 geometry --- DetDescr/src/DetDescr/HcalGeometry.cxx | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 7e2df9201..80707e88e 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -47,6 +47,28 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( const ldmx::HcalID id) const { + if (hasSide3DReadout()) { + // v14 or later detector + switch (id.section()) { + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + // Odd layers are in z/depth direction, even are in the x/horizontal + // direction + return id.layer() % 2 == 0 ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::depth; + + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + // Odd layers are in the z/depth direction, even are in the y/vertical + // direction + return id.layer() % 2 == 0 ? ScintillatorOrientation::vertical + : ScintillatorOrientation::depth; + case ldmx::HcalID::HcalSection::BACK: + // Configurable + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // V14 or later detector } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From 0bf3303fc04ae52ea4ae286df77527b8f1dec030 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:33:44 +0100 Subject: [PATCH 215/331] Handle prototype geometry --- DetDescr/src/DetDescr/HcalGeometry.cxx | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 80707e88e..be908e333 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -69,6 +69,14 @@ HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( ? ScintillatorOrientation::horizontal : ScintillatorOrientation::vertical; } // V14 or later detector + if (isPrototype()) { + // The prototype only has the back section. However, the orientation + // depends on the configuration so we delegate to the + // back_horizontal_parity parameter + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // Prototype detector } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From 145bf63ac098ed2bebef401c4db3efe8b37f4468 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 19:33:54 +0100 Subject: [PATCH 216/331] Handle v13/v12 TODO: Confirm that this is right... --- DetDescr/src/DetDescr/HcalGeometry.cxx | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index be908e333..20271af5c 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -77,6 +77,23 @@ HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( ? ScintillatorOrientation::horizontal : ScintillatorOrientation::vertical; } // Prototype detector + // v13/v12 + switch (id.section()) { + // For the v13 side hcal, the bars in each section have the same + // orientation + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + return ScintillatorOrientation::horizontal; + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + return ScintillatorOrientation::vertical; + case ldmx::HcalID::HcalSection::BACK: + // Configurable + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // v13/v12 detector + } } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From e38c48a25991a0687efe6c28e80561362df01744 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 18:45:44 +0200 Subject: [PATCH 217/331] Change layerIsHorizontal to backLayerIsHorizontal --- DetDescr/include/DetDescr/HcalGeometry.h | 6 +++--- DetDescr/src/DetDescr/HcalGeometry.cxx | 16 ++++++++-------- 2 files changed, 11 insertions(+), 11 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 76cd07278..e35c5612d 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -83,10 +83,10 @@ class HcalGeometry : public framework::ConditionsObject { } /** Check whether a given layer corresponds to a horizontal (scintillator - * length along the x-axis) or vertical layer. See the horizontal_parity_ - * member for details. + * length along the x-axis) or vertical layer in the back HCal. See the + * back_horizontal_parity_ member for details. */ - bool layerIsHorizontal(const int layer) const { + bool backLayerIsHorizontal(const int layer) const { return layer % 2 == back_horizontal_parity_; } /** diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 20271af5c..fa75dced5 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -8,7 +8,7 @@ namespace ldmx { -HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) +HcalGeometry::HcalGeometry(const framework::config::Parameters &ps) : framework::ConditionsObject(HcalGeometry::CONDITIONS_OBJECT_NAME) { scint_thickness_ = ps.getParameter("scint_thickness"); scint_width_ = ps.getParameter("scint_width"); @@ -19,7 +19,7 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters& ps) ecal_dx_ = ps.getParameter("ecal_dx"); ecal_dy_ = ps.getParameter("ecal_dy"); verbose_ = ps.getParameter("verbose"); - back_horizontal_parity_ = ps.getParameter("horizontal_parity"); + back_horizontal_parity_ = ps.getParameter("back_horizontal_parity"); side_3d_readout_ = ps.getParameter("side_3d_readout"); auto detectors_valid = @@ -147,7 +147,7 @@ void HcalGeometry::buildStripPositionMap() { half_total_width_. The x(y) position is set to the center of the strip (0). */ - if (layerIsHorizontal(layer)) { + if (backLayerIsHorizontal(layer)) { y = stripcenter - getZeroStrip(section, layer); x = 0; } else { @@ -199,9 +199,9 @@ void HcalGeometry::buildStripPositionMap() { TVector3 pos; pos.SetXYZ(x, y, z); strip_position_map_[ldmx::HcalID(section, layer, strip)] = pos; - } // loop over strips - } // loop over layers - } // loop over sections -} // strip position map + } // loop over strips + } // loop over layers + } // loop over sections +} // strip position map -} // namespace ldmx +} // namespace ldmx From 1b0685ba938ed5bda0eb4d64e29f3722dc6ed945 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 18:46:07 +0200 Subject: [PATCH 218/331] Put HcalSection entries in the expected order Note: This does NOT change the values! --- DetDescr/include/DetDescr/HcalID.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DetDescr/include/DetDescr/HcalID.h b/DetDescr/include/DetDescr/HcalID.h index 39ed48fce..88cdb0596 100644 --- a/DetDescr/include/DetDescr/HcalID.h +++ b/DetDescr/include/DetDescr/HcalID.h @@ -21,7 +21,7 @@ class HcalID : public HcalAbstractID { /** * Encodes the section of the HCal based on the 'section' field value. */ - enum HcalSection { BACK = 0, TOP = 1, BOTTOM = 2, LEFT = 4, RIGHT = 3 }; + enum HcalSection { BACK = 0, TOP = 1, BOTTOM = 2, RIGHT = 3, LEFT = 4 }; static const RawValue SECTION_MASK{0x7}; // space for up to 7 sections static const RawValue SECTION_SHIFT{18}; From 2e67469062b4a4b9d2217042c1e1b9f99c8723d3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 18:46:51 +0200 Subject: [PATCH 219/331] Apply the back renaming to the python config --- DetDescr/python/HcalGeometry.py | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index f909a854e..4f6c8bb83 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -38,8 +38,8 @@ class HcalReadoutGeometry: Used in the regular geometry to describe the dimensions of the Ecal. Since there is no Ecal in the prototype geometry, these are both set to 0. - horizontal_parity: - Layers with odd parity (1) are horizontal on the x-axis + back_horizontal_parity: + Layers with odd parity (1) are horizontal on the x-axis in the back HCal """ def __init__(self): @@ -59,7 +59,7 @@ def __init__(self): self.ecal_dy = 0.0 self.num_sections = 0 self.verbose = 0 - self.horizontal_parity = 1 + self.back_horizontal_parity = 1 self.side_3d_readout = 0 def __str__(self): @@ -184,8 +184,8 @@ def make_v13(self): "ldmx-det-v11", ] # Layers with odd parity (1) are horizontal (scintillator bar length - # along the x-axis) - self.v13.horizontal_parity = 1 + # along the x-axis) in the back hcal + self.v13.back_horizontal_parity = 1 self.v13.side_3d_readout = 0 def make_v1_prototype(self): @@ -237,8 +237,8 @@ def make_v1_prototype(self): "ldmx-hcal-prototype-v1.0[.].*", ] # Layers with odd parity (1) are horizontal (scintillator bar length - # along the x-axis) - self.v1_prototype.horizontal_parity = 1 + # along the x-axis) in the back HCal + self.v1_prototype.back_horizontal_parity = 1 self.v1_prototype.side_3d_readout = 0 def make_v2_prototype(self): @@ -300,8 +300,8 @@ def make_v2_prototype(self): "ldmx-hcal-prototype-v2.0[.].*", ] # Layers with even parity (0) are horizontal (scintillator bar length - # along the x-axis) - self.v2_prototype.horizontal_parity = 0 + # along the x-axis) in the back HCal + self.v2_prototype.back_horizontal_parity = 0 self.v2_prototype.side_3d_readout = 0 def make_v14(self): @@ -387,7 +387,7 @@ def make_v14(self): self.v14.side_3d_readout = 1 self.v14.side_num_modules = side_hcal_numModules # In back hcal: odd layers are horizontal, even layers are vertical - self.v14.horizontal_parity = 1 + self.v14.back_horizontal_parity = 1 # In side hcal: odd layers have strips oriented in z zero_strip_odd = [ -ecal_side_dx / 2.0, From 1c83d39de2645999c70b44259879fa1e4d56758c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 18:48:34 +0200 Subject: [PATCH 220/331] First attempt at a rotate function --- DetDescr/include/DetDescr/HcalGeometry.h | 44 +++++++-- DetDescr/src/DetDescr/HcalGeometry.cxx | 115 ++++++++++++++--------- 2 files changed, 108 insertions(+), 51 deletions(-) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index e35c5612d..8fa6d3698 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -32,14 +32,14 @@ class HcalGeometryProvider; * */ class HcalGeometry : public framework::ConditionsObject { - public: +public: /** * Conditions object: * The name of the python configuration calling this class * (Hcal/python/HcalGeometry.py) needs to match the CONDITIONS_OBJECT_NAME * exactly. */ - static constexpr const char* CONDITIONS_OBJECT_NAME{"HcalGeometry"}; + static constexpr const char *CONDITIONS_OBJECT_NAME{"HcalGeometry"}; /** * Encodes the orientation of a bar. @@ -60,8 +60,8 @@ class HcalGeometry : public framework::ConditionsObject { */ ~HcalGeometry() = default; - ScintillatorOrientation getScintillatorOrientation( - const ldmx::HcalID id) const; + ScintillatorOrientation + getScintillatorOrientation(const ldmx::HcalID id) const; /** * Get a strip center position from a combined hcal ID. @@ -164,13 +164,39 @@ class HcalGeometry : public framework::ConditionsObject { */ bool isPrototype() const { return is_prototype_; } - private: + /** + * Coordinates that are given by Geant4 are typically global. These can be + * transformed into corresponding local coordinates of a volume with a + * TopTransform. However, a TopTransform translates to the local bar but does + * not do the rotation (this is because we don't do a rotation when placing + * the bars in the GDML). This is used primarily for recording pre and post + * step positions in local coordinates of the volume in HcalSD. + * + * the logic below does the rotation to the local coordiates where + * x : short transverse side of bar + * y : long transverse side of bar + * z : along length of bar + * + * @note This logic only applies to the v14 and prototype detector; however, + * support for v12 is not broken because no studies using these pre/post step + * positions have been (or should be) done with the v12 detector. + / + * @note: The native position type in Geant4 is typically a G4ThreeVector, + * which is a typedef for a CLHEP::Hep3Vector. However, DetDescr currently + * does not have a dependency on Geant4/CLHEP so we are taking the position + * as a vector of floats (which is what is used by SimCalorimeterHit) + **/ + std::vector + rotateGlobalToLocalBarPosition(const std::vector &globalPosition, + const ldmx::HcalID &id) const; + +private: /** * Class constructor, for use only by the provider * * @param ps Parameters to configure the HcalGeometry */ - HcalGeometry(const framework::config::Parameters& ps); + HcalGeometry(const framework::config::Parameters &ps); friend class hcal::HcalGeometryProvider; /** @@ -203,7 +229,7 @@ class HcalGeometry : public framework::ConditionsObject { } } - private: +private: /// Parameters that apply to all types of geometries /// Verbosity, not configurable but helpful if developing int verbose_{0}; @@ -232,7 +258,7 @@ class HcalGeometry : public framework::ConditionsObject { // Defines what parity (0/1, i.e. even/odd parity) of a layer number in the // geometry that corresponds to a horizontal layer (scintillator bar length - // along the x-axis). + // along the x-axis) in the back HCal. int back_horizontal_parity_{}; // 3D readout for side Hcal @@ -256,6 +282,6 @@ class HcalGeometry : public framework::ConditionsObject { std::map strip_position_map_; }; -} // namespace ldmx +} // namespace ldmx #endif diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index fa75dced5..59d905f58 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -45,55 +45,86 @@ HcalGeometry::HcalGeometry(const framework::config::Parameters &ps) } } -HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation( - const ldmx::HcalID id) const { +std::vector HcalGeometry::rotateGlobalToLocalBarPosition( + const std::vector &globalPosition, const ldmx::HcalID &id) const { + const auto orientation{getScintillatorOrientation(id)}; + switch (id.section()) { + case ldmx::HcalID::HcalSection::BACK: + switch (orientation) { + case ScintillatorOrientation::horizontal: + return {globalPosition[2], globalPosition[1], globalPosition[0]}; + case ScintillatorOrientation::vertical: + return {globalPosition[2], globalPosition[0], globalPosition[1]}; + } + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + switch (orientation) { + case ScintillatorOrientation::horizontal: + return {globalPosition[1], globalPosition[2], globalPosition[0]}; + case ScintillatorOrientation::depth: + return {globalPosition[1], globalPosition[0], globalPosition[2]}; + } + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + switch (orientation) { + case ScintillatorOrientation::vertical: + return {globalPosition[0], globalPosition[2], globalPosition[1]}; + case ScintillatorOrientation::depth: + return globalPosition; + } + } +} + +HcalGeometry::ScintillatorOrientation +HcalGeometry::getScintillatorOrientation(const ldmx::HcalID id) const { if (hasSide3DReadout()) { // v14 or later detector switch (id.section()) { - case ldmx::HcalID::HcalSection::TOP: - case ldmx::HcalID::HcalSection::BOTTOM: - // Odd layers are in z/depth direction, even are in the x/horizontal - // direction - return id.layer() % 2 == 0 ? ScintillatorOrientation::horizontal - : ScintillatorOrientation::depth; - - case ldmx::HcalID::HcalSection::LEFT: - case ldmx::HcalID::HcalSection::RIGHT: - // Odd layers are in the z/depth direction, even are in the y/vertical - // direction - return id.layer() % 2 == 0 ? ScintillatorOrientation::vertical - : ScintillatorOrientation::depth; - case ldmx::HcalID::HcalSection::BACK: - // Configurable - return id.layer() % 2 == back_horizontal_parity_ - ? ScintillatorOrientation::horizontal - : ScintillatorOrientation::vertical; - } // V14 or later detector - if (isPrototype()) { - // The prototype only has the back section. However, the orientation - // depends on the configuration so we delegate to the - // back_horizontal_parity parameter + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + // Odd layers are in z/depth direction, even are in the x/horizontal + // direction + return id.layer() % 2 == 0 ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::depth; + + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + // Odd layers are in the z/depth direction, even are in the y/vertical + // direction + return id.layer() % 2 == 0 ? ScintillatorOrientation::vertical + : ScintillatorOrientation::depth; + case ldmx::HcalID::HcalSection::BACK: + // Configurable return id.layer() % 2 == back_horizontal_parity_ ? ScintillatorOrientation::horizontal : ScintillatorOrientation::vertical; - } // Prototype detector - // v13/v12 - switch (id.section()) { - // For the v13 side hcal, the bars in each section have the same - // orientation - case ldmx::HcalID::HcalSection::TOP: - case ldmx::HcalID::HcalSection::BOTTOM: - return ScintillatorOrientation::horizontal; - case ldmx::HcalID::HcalSection::LEFT: - case ldmx::HcalID::HcalSection::RIGHT: - return ScintillatorOrientation::vertical; - case ldmx::HcalID::HcalSection::BACK: - // Configurable - return id.layer() % 2 == back_horizontal_parity_ - ? ScintillatorOrientation::horizontal - : ScintillatorOrientation::vertical; - } // v13/v12 detector + } // V14 or later detector } + if (isPrototype()) { + + // The prototype only has the back section. However, the orientation + // depends on the configuration so we delegate to the + // back_horizontal_parity parameter + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // Prototype detector + // v13/v12 + switch (id.section()) { + // For the v13 side hcal, the bars in each section have the same + // orientation + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + return ScintillatorOrientation::horizontal; + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + return ScintillatorOrientation::vertical; + case ldmx::HcalID::HcalSection::BACK: + // Configurable + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } // v13/v12 detector } void HcalGeometry::printPositionMap(int section) const { // Note that layer numbering starts at 1 rather than 0 From 815c9e0cb5676cfd99246567259b41d952b26dfe Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:08:21 +0200 Subject: [PATCH 221/331] Update submodules --- Hcal | 2 +- SimCore | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/Hcal b/Hcal index c1076e713..7b6a87b3f 160000 --- a/Hcal +++ b/Hcal @@ -1 +1 @@ -Subproject commit c1076e713f3a1289f74a28118b19055c97aed1ce +Subproject commit 7b6a87b3fc19a34efcce4cb4f344f2ceda375759 diff --git a/SimCore b/SimCore index e3c8bdc6c..2b3b2ca64 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit e3c8bdc6ceb824979e0786a9295836e14e999a3b +Subproject commit 2b3b2ca64229419f3c30582b32df0434aa5f9acc From b00c4eec93d747421bb5f677c7bae6d4a53214dd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:34:44 +0200 Subject: [PATCH 222/331] Update v13 side hcal config to use correct length --- DetDescr/python/HcalGeometry.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 4f6c8bb83..99f62c8f5 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -125,8 +125,15 @@ def make_v13(self): self.v13.scint_width = 50.0 back_scint_length = 3100.0 - side_TB_scint_length = back_scint_length - 600. #TODO/FIXME Dummy value - side_LR_scint_length = back_scint_length - 800. #TODO/FIXME Dummy value + # See https://github.com/LDMX-Software/ldmx-sw/blob/trunk/Detectors/data/ldmx-det-v13/hcal.gdml#L21 + # and https://github.com/LDMX-Software/ldmx-sw/blob/trunk/Detectors/data/ldmx-det-v13/hcal.gdml#L177 + # and the corresponding discussion https://github.com/LDMX-Software/ldmx-sw/pull/1135#discussion_r1178068211 + side_TB_scint_length = 1944 + + # See https://github.com/LDMX-Software/ldmx-sw/blob/trunk/Detectors/data/ldmx-det-v13/hcal.gdml#L22 + # and https://github.com/LDMX-Software/ldmx-sw/blob/trunk/Detectors/data/ldmx-det-v13/hcal.gdml#L181 + # and the corresponding discussion https://github.com/LDMX-Software/ldmx-sw/pull/1135#discussion_r1178070801 + side_LR_scint_length = 1832 self.v13.scint_length = [[back_scint_length for layer in range(self.v13.num_layers[0])], [side_TB_scint_length for layer in range(self.v13.num_layers[1])], [side_TB_scint_length for layer in range(self.v13.num_layers[2])], From d4d0d1bb5387b462d71be4e9a352a637288e651d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:35:03 +0200 Subject: [PATCH 223/331] Comment on why we start layer/section at 1 --- DetDescr/python/HcalGeometry.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/DetDescr/python/HcalGeometry.py b/DetDescr/python/HcalGeometry.py index 99f62c8f5..8f2921e65 100644 --- a/DetDescr/python/HcalGeometry.py +++ b/DetDescr/python/HcalGeometry.py @@ -411,7 +411,9 @@ def make_v14(self): for s in range(side_hcal_numSections): for m in range(self.v14.side_num_modules): for l in range(side_hcal_numLayers[m] * 2): + # Layer numbering starts at 1 layer = l + 1 + # The back hcal (section 0) has already been handled section_index = s + 1 layer_index = l + side_hcal_numPrevLayers[m] * 2 if layer % 2 == 0: From 50406254ef97f47bc69261163e719345cd9e2c39 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:35:57 +0200 Subject: [PATCH 224/331] Use orientation rather than layer % --- DetDescr/src/DetDescr/HcalGeometry.cxx | 20 ++++++++++++++------ 1 file changed, 14 insertions(+), 6 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 59d905f58..847e9d171 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -152,6 +152,8 @@ void HcalGeometry::buildStripPositionMap() { ldmx::HcalID::HcalSection hcalsection = (ldmx::HcalID::HcalSection)section; + const ldmx::HcalID id{section, layer, strip}; + const auto orientation{getScintillatorOrientation(id)}; // the center of a layer: (layer-1) * (layer_thickness) + // scint_thickness/2 double layercenter = @@ -178,7 +180,7 @@ void HcalGeometry::buildStripPositionMap() { half_total_width_. The x(y) position is set to the center of the strip (0). */ - if (backLayerIsHorizontal(layer)) { + if (orientation == ScintillatorOrientation::horizontal) { y = stripcenter - getZeroStrip(section, layer); x = 0; } else { @@ -187,17 +189,19 @@ void HcalGeometry::buildStripPositionMap() { } } else { /** - For side Hcal + For side Hcal before 3D readout - layers in y(x) - all layers have strips in x(y) for top-bottom (left-right) sections - all layers have strips occupying width of scintillator in z (e.g. - 50mm) For 3D readout: + 50mm) + For 3D readout: - odd layers have strips in z - even layers have strips in x(y) for top-bottom (left-right) sections - odd layers have strips occupying width of scintillator in x(y) - even layers have strips occupying width of scintillator in z */ - if (side_3d_readout_ && (layer % 2 == 1)) { + if (side_3d_readout_ && + orientation == ScintillatorOrientation::depth) { // z position: zero-strip + half-width (center_strip) of strip z = getZeroStrip(section, layer) + getHalfTotalWidth(section, layer); @@ -210,8 +214,10 @@ void HcalGeometry::buildStripPositionMap() { hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { y = zero_layer_.at(section) + layercenter; x = getHalfTotalWidth(section, layer); - if (side_3d_readout_ && layer % 2 == 1) + if (side_3d_readout_ && + orientation == ScintillatorOrientation::horizontal) { x = getZeroStrip(section, layer) + stripcenter; + } if (hcalsection == ldmx::HcalID::HcalSection::BOTTOM) { y *= -1; x *= -1; @@ -219,8 +225,10 @@ void HcalGeometry::buildStripPositionMap() { } else { x = zero_layer_.at(section) + layercenter; y = getHalfTotalWidth(section, layer); - if (side_3d_readout_ && layer % 2 == 1) + if (side_3d_readout_ && + orientation == ScintillatorOrientation::vertical) { y = getZeroStrip(section, layer) + stripcenter; + } if (hcalsection == ldmx::HcalID::HcalSection::RIGHT) { x *= -1; y *= -1; From 369d3278483ea34c158abfb71f0f1a12c65b81ce Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 19:36:08 +0200 Subject: [PATCH 225/331] Comment on layer indexing --- DetDescr/include/DetDescr/HcalGeometry.h | 1 + 1 file changed, 1 insertion(+) diff --git a/DetDescr/include/DetDescr/HcalGeometry.h b/DetDescr/include/DetDescr/HcalGeometry.h index 8fa6d3698..69b0357fc 100644 --- a/DetDescr/include/DetDescr/HcalGeometry.h +++ b/DetDescr/include/DetDescr/HcalGeometry.h @@ -97,6 +97,7 @@ class HcalGeometry : public framework::ConditionsObject { * @return half total width [mm] */ double getHalfTotalWidth(int isection, int layer = 1) const { + // Layer numbering starts at 1, but a vector is zero-indexed auto layer_index = layer - 1; return half_total_width_.at(isection).at(layer_index); } From 71ec8094f1898f4dd8f511a693104ca2ece820b4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 28 Apr 2023 18:09:11 +0200 Subject: [PATCH 226/331] Factor out the back section since it is straight forward --- DetDescr/src/DetDescr/HcalGeometry.cxx | 25 ++++++------------------- 1 file changed, 6 insertions(+), 19 deletions(-) diff --git a/DetDescr/src/DetDescr/HcalGeometry.cxx b/DetDescr/src/DetDescr/HcalGeometry.cxx index 847e9d171..458509920 100644 --- a/DetDescr/src/DetDescr/HcalGeometry.cxx +++ b/DetDescr/src/DetDescr/HcalGeometry.cxx @@ -77,6 +77,12 @@ std::vector HcalGeometry::rotateGlobalToLocalBarPosition( HcalGeometry::ScintillatorOrientation HcalGeometry::getScintillatorOrientation(const ldmx::HcalID id) const { + if (id.section() == ldmx::HcalID::HcalSection::BACK) { + // Configurable, same for all geometries + return id.layer() % 2 == back_horizontal_parity_ + ? ScintillatorOrientation::horizontal + : ScintillatorOrientation::vertical; + } if (hasSide3DReadout()) { // v14 or later detector switch (id.section()) { @@ -93,22 +99,8 @@ HcalGeometry::getScintillatorOrientation(const ldmx::HcalID id) const { // direction return id.layer() % 2 == 0 ? ScintillatorOrientation::vertical : ScintillatorOrientation::depth; - case ldmx::HcalID::HcalSection::BACK: - // Configurable - return id.layer() % 2 == back_horizontal_parity_ - ? ScintillatorOrientation::horizontal - : ScintillatorOrientation::vertical; } // V14 or later detector } - if (isPrototype()) { - - // The prototype only has the back section. However, the orientation - // depends on the configuration so we delegate to the - // back_horizontal_parity parameter - return id.layer() % 2 == back_horizontal_parity_ - ? ScintillatorOrientation::horizontal - : ScintillatorOrientation::vertical; - } // Prototype detector // v13/v12 switch (id.section()) { // For the v13 side hcal, the bars in each section have the same @@ -119,11 +111,6 @@ HcalGeometry::getScintillatorOrientation(const ldmx::HcalID id) const { case ldmx::HcalID::HcalSection::LEFT: case ldmx::HcalID::HcalSection::RIGHT: return ScintillatorOrientation::vertical; - case ldmx::HcalID::HcalSection::BACK: - // Configurable - return id.layer() % 2 == back_horizontal_parity_ - ? ScintillatorOrientation::horizontal - : ScintillatorOrientation::vertical; } // v13/v12 detector } void HcalGeometry::printPositionMap(int section) const { From 1d6239b49687bc59c1efa60ad2a1fec5c0900027 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 17:33:02 +0200 Subject: [PATCH 227/331] Update submodule refs --- Hcal | 2 +- SimCore | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/Hcal b/Hcal index 7b6a87b3f..08f65077e 160000 --- a/Hcal +++ b/Hcal @@ -1 +1 @@ -Subproject commit 7b6a87b3fc19a34efcce4cb4f344f2ceda375759 +Subproject commit 08f65077eea50fc887066c2cd18c7ee3031a601a diff --git a/SimCore b/SimCore index 2b3b2ca64..9a28a9e8f 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit 2b3b2ca64229419f3c30582b32df0434aa5f9acc +Subproject commit 9a28a9e8fdb4c578a5d3ad81f0835c5879b6f3de From 5c1a03753e7eabe21c94373a97cfed0524f67177 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 23:17:15 +0200 Subject: [PATCH 228/331] Add an enumerator for the different event types --- DQM/include/DQM/PhotoNuclearDQM.h | 44 ++++++++++++++++++++++++------- 1 file changed, 34 insertions(+), 10 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index 2cfe48253..ad90efe79 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -16,9 +16,9 @@ class Event; class SimParticle; class PhotoNuclearDQM : public framework::Analyzer { - public: +public: /// Constructor - PhotoNuclearDQM(const std::string& name, framework::Process& process); + PhotoNuclearDQM(const std::string &name, framework::Process &process); /// Destructor ~PhotoNuclearDQM(); @@ -29,19 +29,19 @@ class PhotoNuclearDQM : public framework::Analyzer { * @param parameters Set of parameters used to configure this * analyzer. */ - void configure(framework::config::Parameters& parameters) final override; + void configure(framework::config::Parameters ¶meters) final override; /** * Process the event and create the histogram summaries. * * @param event The event to analyze. */ - void analyze(const framework::Event& event) final override; + void analyze(const framework::Event &event) final override; /// Method executed before processing of events begins. void onProcessStart(); - private: +private: /** * Print the particle tree. * @@ -63,17 +63,41 @@ class PhotoNuclearDQM : public framework::Analyzer { const ldmx::SimParticle particle, int depth); /** Method used to classify events. */ - int classifyEvent(const std::vector daughters, + int classifyEvent(const std::vector daughters, double threshold); /** Method used to classify events in a compact manner. */ int classifyCompactEvent( - const ldmx::SimParticle* pnGamma, - const std::vector daughters, double threshold); + const ldmx::SimParticle *pnGamma, + const std::vector daughters, double threshold); bool verbose_; + + enum EventType { + nothing_hard = 0, + single_neutron = 1, + two_neutrons = 2, + three_or_more_neutrons = 3, + single_charged_pion = 4, + two_charged_pions = 5, + single_neutral_pion = 6, + single_charged_pion_and_nucleon = 7, + single_charged_pion_and_two_nucleons = 8, + two_charged_pions_and_nucleon = 9, + single_neutral_pion_and_nucleon = 10, + single_neutral_pion_and_two_nucleons = 11, + single_neutral_pion_charged_pion_and_nucleon = 12, + single_proton = 13, + two_protons = 14, + proton_neutron = 15, + klong = 16, + charged_kaon = 17, + kshort = 18, + exotics = 19, + multibody = 20, + }; }; -} // namespace dqm +} // namespace dqm -#endif // _DQM_ECAL_PN_H_ +#endif // _DQM_ECAL_PN_H_ From 539584fc62382d7d5ebd4dfc55c1dcc474cd0072 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 23:18:24 +0200 Subject: [PATCH 229/331] Rewrite classification code --- DQM/src/DQM/PhotoNuclearDQM.cxx | 183 +++++++++++++++----------------- 1 file changed, 88 insertions(+), 95 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 634a1b7cb..03fd13ee9 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -107,8 +107,9 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { // Get the particle map from the event. If the particle map is empty, // don't process the event. auto particleMap{event.getMap("SimParticles")}; - if (particleMap.size() == 0) + if (particleMap.size() == 0) { return; + } // Get the recoil electron auto [trackID, recoil] = Analysis::getRecoil(particleMap); @@ -148,8 +149,9 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { // information. for (const auto &daughterTrackID : pnGamma->getDaughters()) { // skip daughters that weren't saved - if (particleMap.count(daughterTrackID) == 0) + if (particleMap.count(daughterTrackID) == 0) { continue; + } auto daughter{&(particleMap.at(daughterTrackID))}; @@ -233,8 +235,9 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { nEnergy = pnDaughters[0]->getEnergy() - pnDaughters[0]->getMass(); slke = -9999; - if (pnDaughters.size() > 1) + if (pnDaughters.size() > 1) { slke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); + } energyDiff = pnGamma->getEnergy() - nEnergy; energyFrac = nEnergy / pnGamma->getEnergy(); @@ -263,14 +266,17 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { auto nPdgID{abs(pnDaughters[0]->getPdgID())}; auto nEventType{-10}; - if (nPdgID == 2112) + if (nPdgID == 2112) { nEventType = 1; - else if (nPdgID == 2212) + } else if (nPdgID == 2212) { + nEventType = 2; - else if (nPdgID == 211) + } else if (nPdgID == 211) { + nEventType = 3; - else if (nPdgID == 111) + } else if (nPdgID == 111) { nEventType = 4; + } histograms_.fill("1n_event_type", nEventType); } @@ -293,118 +299,105 @@ int PhotoNuclearDQM::classifyEvent( // Get the PDG ID auto pdgID{abs(daughter->getPdgID())}; - if (pdgID == 2112) + if (pdgID == 2112) { n++; - else if (pdgID == 2212) + } else if (pdgID == 2212) { + p++; - else if (pdgID == 211) + } else if (pdgID == 211) { + pi++; - else if (pdgID == 111) + } else if (pdgID == 111) { + pi0++; - else if (pdgID == 130) + } else if (pdgID == 130) { + k0l++; - else if (pdgID == 321) + } else if (pdgID == 321) { + kp++; - else if (pdgID == 310) + } else if (pdgID == 310) { + k0s++; - else + } else { + exotic++; + } } int kaons = k0l + kp + k0s; int nucleons = n + p; int pions = pi + pi0; int count = nucleons + pions + exotic + kaons; - int count_a = p + pions + exotic + kaons; - int count_b = pions + exotic + kaons; - int count_c = nucleons + pi0 + exotic + kaons; - int count_d = n + pi0 + exotic + k0l + kp + k0s; - int count_e = p + pi0 + exotic + k0l + kp + k0s; - int count_f = n + p + pi + exotic + k0l + kp + k0s; - int count_g = n + pi + pi0 + exotic + k0l + kp + k0s; - int count_h = n + p + pi + pi0 + k0l + kp + k0s; - int count_i = p + pi + exotic + k0l + kp + k0s; - int count_j = n + pi + exotic + k0l + kp + k0s; - int count_k = nucleons + pions + exotic + kp + k0s; - int count_l = nucleons + pions + exotic + k0l + k0s; - int count_m = nucleons + pions + exotic + kp + k0l; - int count_n = pi0 + exotic + kaons; - int count_o = pi + exotic + kaons; - int count_p = exotic + kaons; - - if (count == 0) - return 0; // Nothing hard - - if (n == 1) { - if (count_a == 0) - return 1; // 1n - else if ((p == 1) && (count_b == 0)) - return 15; // pn + int non_neutral_pion = count - pi0; + + if (count == 0) { + return nothing_hard; + } + if (count == 1) { + if (n == 1) { + return single_neutron; + } else if (p == 1) { + return single_proton; + } else if (pi0 == 1) { + return single_neutral_pion; + } else if (pi == 1) { + return single_charged_pion; + } + } + if (count == 2) { + if (n == 2) { + return two_neutrons; + } else if (n == 1 && p == 1) { + return proton_neutron; + } else if (p == 2) { + return two_protons; + } else if (pi == 2) { + return two_charged_pions; + } else if (pi == 1 && nucleons == 1) { + return single_charged_pion_and_nucleon; + } else if (pi0 == 1 && nucleons == 1) { + return single_neutral_pion_and_nucleon; + } } - if ((n == 2) && (count_a == 0)) - return 2; // 2 n - - if ((n >= 3) && (count_a == 0)) - return 3; // >= 3 n - - if (pi == 1) { - if (count_c == 0) - return 4; // 1 pi - else if ((p == 1) && (count_d == 0)) - return 7; // 1 pi 1 p - else if ((p == 2) && (count_d == 0)) - return 8; // 1 pi 1 p - else if ((n == 1) && (count_e == 0)) - return 7; // 1 pi 1 n - else if ((n == 2) && (count_e == 0)) - return 8; // 1 pi 1 n - else if ((n == 1) && (p == 1) && (count_n == 0)) - return 8; + if (count == 3) { + if (pi == 1 && nucleons == 2) { + return single_charged_pion_and_two_nucleons; + } else if (pi == 2 && nucleons == 1) { + return two_charged_pions_and_nucleon; + } // else + else if (pi0 == 1 && nucleons == 2) { + return single_neutral_pion_and_two_nucleons; + } else if (pi0 == 1 && nucleons == 1 && pi == 1) { + return single_neutral_pion_charged_pion_and_nucleon; + } + } + if (count >= 3 && count == n) { + return three_or_more_neutrons; } - if (pi == 2) { - if (count_c == 0) - return 5; // 2pi - else if ((p == 1) && (count_d == 0)) - return 9; // 2pi p - else if ((n == 1) && (count_e == 0)) - return 9; // 2pi n + if (kaons >= 1) { + if (k0l == 1) { + return klong; + } else if (kp == 1) { + return charged_kaon; + } else if (k0s == 1) { + return kshort; + } + } + if (exotics == count && count != 0) { + return exotics; } + // TODO Remove, broken if (pi0 == 1) { - if (count_f == 0) - return 6; // 1 pi0 - else if ((n == 1) && (count_i == 0)) - return 10; // 1pi0 1 p - else if ((n == 2) && (count_i == 0)) - return 11; // 1pi0 1 p - else if ((p == 1) && (count_j == 0)) - return 10; // 1pi0 1 n - else if ((p == 2) && (count_j == 0)) - return 11; - else if ((n == 1) && (p == 1) && (count_o == 0)) - return 11; - else if ((pi == 1) && ((p == 1) || (n == 1)) && (count_p == 0)) + if ((pi == 1) && ((p == 1) || (n == 1)) && (kaons == 0 && exotic == 0)) { return 12; + } } - if ((p == 1) && (count_g == 0)) - return 13; // 1 p - if ((p == 2) && (count_g == 0)) - return 14; // 2 p - - if (k0l == 1) - return 16; - if (kp == 1) - return 17; - if (k0s == 1) - return 18; - - if ((exotic > 0) && (count_h == 0)) - return 19; - - return 20; + return multibody; } int PhotoNuclearDQM::classifyCompactEvent( From 545cb88a349672535ecca65bc1faaca7ae13f6ac Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 23:20:59 +0200 Subject: [PATCH 230/331] Remove unused variable --- DQM/src/DQM/PhotoNuclearDQM.cxx | 10 ---------- 1 file changed, 10 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 03fd13ee9..564b660d7 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -269,10 +269,8 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { if (nPdgID == 2112) { nEventType = 1; } else if (nPdgID == 2212) { - nEventType = 2; } else if (nPdgID == 211) { - nEventType = 3; } else if (nPdgID == 111) { nEventType = 4; @@ -302,25 +300,18 @@ int PhotoNuclearDQM::classifyEvent( if (pdgID == 2112) { n++; } else if (pdgID == 2212) { - p++; } else if (pdgID == 211) { - pi++; } else if (pdgID == 111) { - pi0++; } else if (pdgID == 130) { - k0l++; } else if (pdgID == 321) { - kp++; } else if (pdgID == 310) { - k0s++; } else { - exotic++; } } @@ -329,7 +320,6 @@ int PhotoNuclearDQM::classifyEvent( int nucleons = n + p; int pions = pi + pi0; int count = nucleons + pions + exotic + kaons; - int non_neutral_pion = count - pi0; if (count == 0) { return nothing_hard; From d2686cd31a5694d29526a6cdcf1d600f6e427f82 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 23:36:54 +0200 Subject: [PATCH 231/331] Rename ke/t variables --- DQM/src/DQM/PhotoNuclearDQM.cxx | 67 ++++++++++++++++----------------- 1 file changed, 33 insertions(+), 34 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 564b660d7..dcd5d9bb6 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -138,11 +138,10 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("pn_gamma_vertex_y", pnGamma->getVertex()[1]); histograms_.fill("pn_gamma_vertex_z", pnGamma->getVertex()[2]); - double lke{-1}, lt{-1}; - double lpke{-1}, lpt{-1}; - double lnke{-1}, lnt{-1}; - double lpike{-1}, lpit{-1}; - + double leading_ke{-1}, leading_theta{-1}; + double leading_proton_ke{-1}, leading_proton_theta{-1}; + double leading_neutron_ke{-1}, leading_neutron_theta{-1}; + double leading_pion_ke{-1}, leading_pion_theta{-1}; std::vector pnDaughters; // Loop through all of the PN daughters and extract kinematic @@ -171,38 +170,38 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { // Calculate the polar angle auto theta{pvec.Theta() * (180 / 3.14159)}; - if (lke < ke) { - lke = ke; - lt = theta; + if (leading_ke < ke) { + leading_ke = ke; + leading_theta = theta; } - if ((pdgID == 2112) && (lnke < ke)) { - lnke = ke; - lnt = theta; + if ((pdgID == 2112) && (leading_neutron_ke < ke)) { + leading_neutron_ke = ke; + leading_neutron_theta = theta; } - if ((pdgID == 2212) && (lpke < ke)) { - lpke = ke; - lpt = theta; + if ((pdgID == 2212) && (leading_proton_ke < ke)) { + leading_proton_ke = ke; + leading_proton_theta = theta; } - if (((abs(pdgID) == 211) || (pdgID == 111)) && (lpike < ke)) { - lpike = ke; - lpit = theta; + if (((abs(pdgID) == 211) || (pdgID == 111)) && (leading_pion_ke < ke)) { + leading_pion_ke = ke; + leading_pion_theta = theta; } pnDaughters.push_back(daughter); } - histograms_.fill("hardest_ke", lke); - histograms_.fill("hardest_theta", lt); - histograms_.fill("h_ke_h_theta", lke, lt); - histograms_.fill("hardest_p_ke", lpke); - histograms_.fill("hardest_p_theta", lpt); - histograms_.fill("hardest_n_ke", lnke); - histograms_.fill("hardest_n_theta", lnt); - histograms_.fill("hardest_pi_ke", lpike); - histograms_.fill("hardest_pi_theta", lpit); + histograms_.fill("hardest_ke", leading_ke); + histograms_.fill("hardest_theta", leading_theta); + histograms_.fill("h_ke_h_theta", leading_ke, leading_theta); + histograms_.fill("hardest_p_ke", leading_proton_ke); + histograms_.fill("hardest_p_theta", leading_proton_theta); + histograms_.fill("hardest_n_ke", leading_neutron_ke); + histograms_.fill("hardest_n_theta", leading_neutron_theta); + histograms_.fill("hardest_pi_ke", leading_pion_ke); + histograms_.fill("hardest_pi_theta", leading_pion_theta); // Classify the event auto eventType{classifyEvent(pnDaughters, 200)}; @@ -221,7 +220,7 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("event_type_compact_500mev", eventTypeComp500MeV); histograms_.fill("event_type_compact_2000mev", eventTypeComp2000MeV); - double slke{-9999}; + double subleading_ke{-9999}; double nEnergy{-9999}, energyDiff{-9999}, energyFrac{-9999}; if (eventType == 1 || eventType == 17 || eventType == 16 || eventType == 18 || @@ -234,31 +233,31 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { }); nEnergy = pnDaughters[0]->getEnergy() - pnDaughters[0]->getMass(); - slke = -9999; + subleading_ke = -9999; if (pnDaughters.size() > 1) { - slke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); + subleading_ke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); } energyDiff = pnGamma->getEnergy() - nEnergy; energyFrac = nEnergy / pnGamma->getEnergy(); if (eventType == 1) { - histograms_.fill("1n_ke:2nd_h_ke", nEnergy, slke); + histograms_.fill("1n_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1n_neutron_energy", nEnergy); histograms_.fill("1n_energy_diff", energyDiff); histograms_.fill("1n_energy_frac", energyFrac); } else if (eventType == 2) { - histograms_.fill("2n_n2_energy", slke); - auto energyFrac2n = (nEnergy + slke) / pnGamma->getEnergy(); + histograms_.fill("2n_n2_energy", subleading_ke); + auto energyFrac2n = (nEnergy + subleading_ke) / pnGamma->getEnergy(); histograms_.fill("2n_energy_frac", energyFrac2n); histograms_.fill("2n_energy_other", pnGamma->getEnergy() - energyFrac2n); } else if (eventType == 17) { - histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, slke); + histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1kp_energy", nEnergy); histograms_.fill("1kp_energy_diff", energyDiff); histograms_.fill("1kp_energy_frac", energyFrac); } else if (eventType == 16 || eventType == 18) { - histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, slke); + histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1k0_energy", nEnergy); histograms_.fill("1k0_energy_diff", energyDiff); histograms_.fill("1k0_energy_frac", energyFrac); From a2a352531d1cc0186aa078922353f43cf26be095 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 11 May 2023 10:13:11 +0200 Subject: [PATCH 232/331] Factor out finding the PN daughters --- DQM/include/DQM/PhotoNuclearDQM.h | 3 +++ DQM/src/DQM/PhotoNuclearDQM.cxx | 30 ++++++++++++++++++++++++++++++ 2 files changed, 33 insertions(+) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index ad90efe79..c9b4432a1 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -72,6 +72,9 @@ class PhotoNuclearDQM : public framework::Analyzer { const std::vector daughters, double threshold); bool verbose_; + std::vector + findPNDaughters(const std::map particleMap, + const ldmx::SimParticle *pnGamma) const; enum EventType { nothing_hard = 0, diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index dcd5d9bb6..8ebd33103 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -26,6 +26,36 @@ PhotoNuclearDQM::PhotoNuclearDQM(const std::string &name, : framework::Analyzer(name, process) {} PhotoNuclearDQM::~PhotoNuclearDQM() {} +std::vector PhotoNuclearDQM::findPNDaughters( + const std::map particleMap, + const ldmx::SimParticle *pnGamma) const { + std::vector pnDaughters; + for (const auto &daughterTrackID : pnGamma->getDaughters()) { + // skip daughters that weren't saved + if (particleMap.count(daughterTrackID) == 0) { + continue; + } + + auto daughter{&(particleMap.at(daughterTrackID))}; + + // Get the PDG ID + auto pdgID{daughter->getPdgID()}; + + // Ignore photons and nuclei + if (pdgID == 22 || pdgID > 10000) + continue; + pnDaughters.push_back(daughter); + } + + std::sort(pnDaughters.begin(), pnDaughters.end(), + [](const auto &lhs, const auto &rhs) { + double lhs_ke = lhs->getEnergy() - lhs->getMass(); + double rhs_ke = rhs->getEnergy() - rhs->getMass(); + return lhs_ke > rhs_ke; + }); + + return pnDaughters; +} void PhotoNuclearDQM::onProcessStart() { std::vector labels = {"", From 7f5532db435cb1bc3e49378b8aa3a42fcd6005c0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 11 May 2023 10:14:10 +0200 Subject: [PATCH 233/331] Factor out finding kinematics --- DQM/include/DQM/PhotoNuclearDQM.h | 7 +++ DQM/src/DQM/PhotoNuclearDQM.cxx | 96 +++++++++++++++++++++++++++++++ 2 files changed, 103 insertions(+) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index c9b4432a1..ba0e3df69 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -76,6 +76,13 @@ class PhotoNuclearDQM : public framework::Analyzer { findPNDaughters(const std::map particleMap, const ldmx::SimParticle *pnGamma) const; + void findLeadingKinematics( + const std::vector &pnDaughters); + + void findSubleadingKinematics( + const ldmx::SimParticle *pnGamma, + const std::vector &pnDaughters, + const int eventType); enum EventType { nothing_hard = 0, single_neutron = 1, diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 8ebd33103..9a66e3107 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -57,6 +57,102 @@ std::vector PhotoNuclearDQM::findPNDaughters( return pnDaughters; } +void PhotoNuclearDQM::findLeadingKinematics( + const std::vector &pnDaughters) { + double leading_ke{-1}, leading_theta{-1}; + double leading_proton_ke{-1}, leading_proton_theta{-1}; + double leading_neutron_ke{-1}, leading_neutron_theta{-1}; + double leading_pion_ke{-1}, leading_pion_theta{-1}; + // Loop through all of the PN daughters and extract kinematic + // information. + for (const auto *daughter : pnDaughters) { + // skip daughters that weren't saved + + // Get the PDG ID + auto pdgID{daughter->getPdgID()}; + + // Calculate the kinetic energy + double ke{daughter->getEnergy() - daughter->getMass()}; + + std::vector vec{daughter->getMomentum()}; + TVector3 pvec(vec[0], vec[1], vec[2]); + + // Calculate the polar angle + auto theta{pvec.Theta() * (180 / 3.14159)}; + + if (leading_ke < ke) { + leading_ke = ke; + leading_theta = theta; + } + + if ((pdgID == 2112) && (leading_neutron_ke < ke)) { + leading_neutron_ke = ke; + leading_neutron_theta = theta; + } + + if ((pdgID == 2212) && (leading_proton_ke < ke)) { + leading_proton_ke = ke; + leading_proton_theta = theta; + } + + if (((std::abs(pdgID) == 211) || (pdgID == 111)) && + (leading_pion_ke < ke)) { + leading_pion_ke = ke; + leading_pion_theta = theta; + } + } + histograms_.fill("hardest_ke", leading_ke); + histograms_.fill("hardest_theta", leading_theta); + histograms_.fill("h_ke_h_theta", leading_ke, leading_theta); + histograms_.fill("hardest_p_ke", leading_proton_ke); + histograms_.fill("hardest_p_theta", leading_proton_theta); + histograms_.fill("hardest_n_ke", leading_neutron_ke); + histograms_.fill("hardest_n_theta", leading_neutron_theta); + histograms_.fill("hardest_pi_ke", leading_pion_ke); + histograms_.fill("hardest_pi_theta", leading_pion_theta); +} + +void PhotoNuclearDQM::findSubleadingKinematics( + const ldmx::SimParticle *pnGamma, + const std::vector &pnDaughters, + const int eventType) { + + // Note: Assumes sorted by energy + + double subleading_ke{-9999}; + double nEnergy{-9999}, energyDiff{-9999}, energyFrac{-9999}; + + nEnergy = pnDaughters[0]->getEnergy() - pnDaughters[0]->getMass(); + subleading_ke = -9999; + if (pnDaughters.size() > 1) { + subleading_ke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); + } + energyDiff = pnGamma->getEnergy() - nEnergy; + energyFrac = nEnergy / pnGamma->getEnergy(); + + if (eventType == 1) { + histograms_.fill("1n_ke:2nd_h_ke", nEnergy, subleading_ke); + histograms_.fill("1n_neutron_energy", nEnergy); + histograms_.fill("1n_energy_diff", energyDiff); + histograms_.fill("1n_energy_frac", energyFrac); + } else if (eventType == 2) { + histograms_.fill("2n_n2_energy", subleading_ke); + auto energyFrac2n = (nEnergy + subleading_ke) / pnGamma->getEnergy(); + histograms_.fill("2n_energy_frac", energyFrac2n); + histograms_.fill("2n_energy_other", pnGamma->getEnergy() - energyFrac2n); + + } else if (eventType == 17) { + histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, subleading_ke); + histograms_.fill("1kp_energy", nEnergy); + histograms_.fill("1kp_energy_diff", energyDiff); + histograms_.fill("1kp_energy_frac", energyFrac); + } else if (eventType == 16 || eventType == 18) { + histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, subleading_ke); + histograms_.fill("1k0_energy", nEnergy); + histograms_.fill("1k0_energy_diff", energyDiff); + histograms_.fill("1k0_energy_frac", energyFrac); + } +} void PhotoNuclearDQM::onProcessStart() { std::vector labels = {"", "Nothing hard", // 0 From 8656bd1f62218f1901a5d06d70f5dad588f5c631 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 11 May 2023 10:14:35 +0200 Subject: [PATCH 234/331] Factor out finding recoil properties --- DQM/include/DQM/PhotoNuclearDQM.h | 2 ++ DQM/src/DQM/PhotoNuclearDQM.cxx | 7 +++++++ 2 files changed, 9 insertions(+) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index ba0e3df69..fb014b8c7 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -72,6 +72,8 @@ class PhotoNuclearDQM : public framework::Analyzer { const std::vector daughters, double threshold); bool verbose_; + void findRecoilProperties(const ldmx::SimParticle *recoil); + std::vector findPNDaughters(const std::map particleMap, const ldmx::SimParticle *pnGamma) const; diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 9a66e3107..e2a227d3c 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -56,7 +56,14 @@ std::vector PhotoNuclearDQM::findPNDaughters( return pnDaughters; } +void PhotoNuclearDQM::findRecoilProperties(const ldmx::SimParticle *recoil) { + histograms_.fill("recoil_vertex_x", recoil->getVertex()[0]); + histograms_.fill("recoil_vertex_y", recoil->getVertex()[1]); + histograms_.fill("recoil_vertex_z", recoil->getVertex()[2]); + histograms_.fill("recoil_vertex_x:recoil_vertex_y", recoil->getVertex()[0], + recoil->getVertex()[1]); +} void PhotoNuclearDQM::findLeadingKinematics( const std::vector &pnDaughters) { double leading_ke{-1}, leading_theta{-1}; From 7170d651dc492a20b42aaf5fd229ebc40ae81073 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 11 May 2023 10:15:46 +0200 Subject: [PATCH 235/331] Use the new functions instead of one long thing --- DQM/src/DQM/PhotoNuclearDQM.cxx | 141 +++++--------------------------- 1 file changed, 21 insertions(+), 120 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index e2a227d3c..1cb6f0d2d 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -246,12 +246,7 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { // Get the recoil electron auto [trackID, recoil] = Analysis::getRecoil(particleMap); - - histograms_.fill("recoil_vertex_x", recoil->getVertex()[0]); - histograms_.fill("recoil_vertex_y", recoil->getVertex()[1]); - histograms_.fill("recoil_vertex_z", recoil->getVertex()[2]); - histograms_.fill("recoil_vertex_x:recoil_vertex_y", recoil->getVertex()[0], - recoil->getVertex()[1]); + findRecoilProperties(recoil); // Use the recoil electron to retrieve the gamma that underwent a // photo-nuclear reaction. @@ -271,70 +266,8 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("pn_gamma_vertex_y", pnGamma->getVertex()[1]); histograms_.fill("pn_gamma_vertex_z", pnGamma->getVertex()[2]); - double leading_ke{-1}, leading_theta{-1}; - double leading_proton_ke{-1}, leading_proton_theta{-1}; - double leading_neutron_ke{-1}, leading_neutron_theta{-1}; - double leading_pion_ke{-1}, leading_pion_theta{-1}; - std::vector pnDaughters; - - // Loop through all of the PN daughters and extract kinematic - // information. - for (const auto &daughterTrackID : pnGamma->getDaughters()) { - // skip daughters that weren't saved - if (particleMap.count(daughterTrackID) == 0) { - continue; - } - - auto daughter{&(particleMap.at(daughterTrackID))}; - - // Get the PDG ID - auto pdgID{daughter->getPdgID()}; - - // Ignore photons and nuclei - if (pdgID == 22 || pdgID > 10000) - continue; - - // Calculate the kinetic energy - double ke{daughter->getEnergy() - daughter->getMass()}; - - std::vector vec{daughter->getMomentum()}; - TVector3 pvec(vec[0], vec[1], vec[2]); - - // Calculate the polar angle - auto theta{pvec.Theta() * (180 / 3.14159)}; - - if (leading_ke < ke) { - leading_ke = ke; - leading_theta = theta; - } - - if ((pdgID == 2112) && (leading_neutron_ke < ke)) { - leading_neutron_ke = ke; - leading_neutron_theta = theta; - } - - if ((pdgID == 2212) && (leading_proton_ke < ke)) { - leading_proton_ke = ke; - leading_proton_theta = theta; - } - - if (((abs(pdgID) == 211) || (pdgID == 111)) && (leading_pion_ke < ke)) { - leading_pion_ke = ke; - leading_pion_theta = theta; - } - - pnDaughters.push_back(daughter); - } - - histograms_.fill("hardest_ke", leading_ke); - histograms_.fill("hardest_theta", leading_theta); - histograms_.fill("h_ke_h_theta", leading_ke, leading_theta); - histograms_.fill("hardest_p_ke", leading_proton_ke); - histograms_.fill("hardest_p_theta", leading_proton_theta); - histograms_.fill("hardest_n_ke", leading_neutron_ke); - histograms_.fill("hardest_n_theta", leading_neutron_theta); - histograms_.fill("hardest_pi_ke", leading_pion_ke); - histograms_.fill("hardest_pi_theta", leading_pion_theta); + const auto pnDaughters{findPNDaughters(particleMap, pnGamma)}; + findLeadingKinematics(pnDaughters); // Classify the event auto eventType{classifyEvent(pnDaughters, 200)}; @@ -353,48 +286,9 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("event_type_compact_500mev", eventTypeComp500MeV); histograms_.fill("event_type_compact_2000mev", eventTypeComp2000MeV); - double subleading_ke{-9999}; - double nEnergy{-9999}, energyDiff{-9999}, energyFrac{-9999}; - if (eventType == 1 || eventType == 17 || eventType == 16 || eventType == 18 || eventType == 2) { - std::sort(pnDaughters.begin(), pnDaughters.end(), - [](const auto &lhs, const auto &rhs) { - double lhs_ke = lhs->getEnergy() - lhs->getMass(); - double rhs_ke = rhs->getEnergy() - rhs->getMass(); - return lhs_ke > rhs_ke; - }); - - nEnergy = pnDaughters[0]->getEnergy() - pnDaughters[0]->getMass(); - subleading_ke = -9999; - if (pnDaughters.size() > 1) { - subleading_ke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); - } - energyDiff = pnGamma->getEnergy() - nEnergy; - energyFrac = nEnergy / pnGamma->getEnergy(); - - if (eventType == 1) { - histograms_.fill("1n_ke:2nd_h_ke", nEnergy, subleading_ke); - histograms_.fill("1n_neutron_energy", nEnergy); - histograms_.fill("1n_energy_diff", energyDiff); - histograms_.fill("1n_energy_frac", energyFrac); - } else if (eventType == 2) { - histograms_.fill("2n_n2_energy", subleading_ke); - auto energyFrac2n = (nEnergy + subleading_ke) / pnGamma->getEnergy(); - histograms_.fill("2n_energy_frac", energyFrac2n); - histograms_.fill("2n_energy_other", pnGamma->getEnergy() - energyFrac2n); - - } else if (eventType == 17) { - histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, subleading_ke); - histograms_.fill("1kp_energy", nEnergy); - histograms_.fill("1kp_energy_diff", energyDiff); - histograms_.fill("1kp_energy_frac", energyFrac); - } else if (eventType == 16 || eventType == 18) { - histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, subleading_ke); - histograms_.fill("1k0_energy", nEnergy); - histograms_.fill("1k0_energy_diff", energyDiff); - histograms_.fill("1k0_energy_frac", energyFrac); - } + findSubleadingKinematics(pnGamma, pnDaughters, eventType); auto nPdgID{abs(pnDaughters[0]->getPdgID())}; auto nEventType{-10}; @@ -542,33 +436,40 @@ int PhotoNuclearDQM::classifyCompactEvent( } if (ke >= 0.8 * pnGamma->getEnergy()) { - if (pdgID == 2112) + if (pdgID == 2112) { n++; - else if (pdgID == 130) + } else if (pdgID == 130) { k0l++; - else if (pdgID == 321) + } else if (pdgID == 321) { kp++; - else if (pdgID == 310) + } else if (pdgID == 310) { k0s++; + } continue; } - if ((pdgID == 2112) && ke > threshold) + if ((pdgID == 2112) && ke > threshold) { n_t++; + } } int neutral_kaons{k0l + k0s}; - if (n != 0) + if (n != 0) { return 0; - if (kp != 0) + } + if (kp != 0) { return 1; - if (neutral_kaons != 0) + } + if (neutral_kaons != 0) { return 2; - if (n_t == 2) + } + if (n_t == 2) { return 3; - if (soft == daughters.size()) + } + if (soft == daughters.size()) { return 4; + } return 5; } From 5d48bdb304fec3ca8168b96827ebdaca8d5f5a00 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 21:55:35 +0200 Subject: [PATCH 236/331] Remove unused functions --- DQM/include/DQM/PhotoNuclearDQM.h | 19 ------------ DQM/src/DQM/PhotoNuclearDQM.cxx | 48 ++----------------------------- 2 files changed, 2 insertions(+), 65 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index fb014b8c7..df34e2afe 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -42,25 +42,6 @@ class PhotoNuclearDQM : public framework::Analyzer { void onProcessStart(); private: - /** - * Print the particle tree. - * - * @param[in] particleMap The map containing the SimParticles. - */ - void printParticleTree(std::map particleMap); - - /** - * Print the daughters of a particle. - * - * @param[in] particleMap The map containing the SimParticles. - * @param[in] particle The particle whose daughters will be printed. - * @param[in] depth The tree depth. - * - * @return[out] A vector with the track IDs of particles that have - * already been printed. - */ - std::vector printDaughters(std::map particleMap, - const ldmx::SimParticle particle, int depth); /** Method used to classify events. */ int classifyEvent(const std::vector daughters, diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 1cb6f0d2d..4be100515 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -11,7 +11,6 @@ //----------// #include "TH1F.h" #include "TH2F.h" -#include "TVector3.h" //----------// // LDMX // @@ -19,6 +18,8 @@ #include "Framework/Event.h" #include "Tools/AnalysisUtils.h" +#include + namespace dqm { PhotoNuclearDQM::PhotoNuclearDQM(const std::string &name, @@ -474,54 +475,9 @@ int PhotoNuclearDQM::classifyCompactEvent( return 5; } -void PhotoNuclearDQM::printParticleTree( - std::map particleMap) { - std::vector printedParticles; - - // Loop through the particle map - for (auto const &[trackID, simParticle] : particleMap) { - // Print the particle only if it has daughters - if ((simParticle.getDaughters().size() != 0) & - (std::find(printedParticles.begin(), printedParticles.end(), trackID) == - printedParticles.end())) { - simParticle.Print(); - printedParticles.push_back(trackID); - - // Print the daughters - std::vector printedDaughters = - printDaughters(particleMap, simParticle, 1); - printedParticles.insert(printedParticles.end(), printedDaughters.begin(), - printedDaughters.end()); } } -} -std::vector -PhotoNuclearDQM::printDaughters(std::map particleMap, - const ldmx::SimParticle particle, int depth) { - std::vector printedParticles; - - // Don't print anything if a particle doesn't have any daughters - if (particle.getDaughters().size() == 0) - return printedParticles; - - // Generate the prefix - std::string prefix{""}; - for (auto i{0}; i < depth; ++i) - prefix += "\t"; - - // Loop through all of the daughter particles and print them - for (const auto &daughter : particle.getDaughters()) { - // Print the ith daughter particle - std::cout << prefix; - particleMap[daughter].Print(); - printedParticles.push_back(daughter); - - // Print the Daughters - std::vector printedDaughters = - printDaughters(particleMap, particleMap[daughter], depth + 1); - printedParticles.insert(printedParticles.end(), printedDaughters.begin(), - printedDaughters.end()); } } From a19e121b363a5d08e9b604394183c68981a2eb82 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 21:58:26 +0200 Subject: [PATCH 237/331] Switch to using enum classes --- DQM/include/DQM/PhotoNuclearDQM.h | 74 ++++++++++++--------- DQM/src/DQM/PhotoNuclearDQM.cxx | 106 ++++++++++++++---------------- 2 files changed, 93 insertions(+), 87 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index df34e2afe..4ca7280a9 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -16,6 +16,40 @@ class Event; class SimParticle; class PhotoNuclearDQM : public framework::Analyzer { + + // Classification schemes for PN events + enum class CompactEventType { + single_neutron = 0, + single_charged_kaon = 1, + single_neutral_kaon = 2, + two_neutrons = 3, + soft = 4, + other = 5, + }; + enum class EventType { + nothing_hard = 0, + single_neutron = 1, + two_neutrons = 2, + three_or_more_neutrons = 3, + single_charged_pion = 4, + two_charged_pions = 5, + single_neutral_pion = 6, + single_charged_pion_and_nucleon = 7, + single_charged_pion_and_two_nucleons = 8, + two_charged_pions_and_nucleon = 9, + single_neutral_pion_and_nucleon = 10, + single_neutral_pion_and_two_nucleons = 11, + single_neutral_pion_charged_pion_and_nucleon = 12, + single_proton = 13, + two_protons = 14, + proton_neutron = 15, + klong = 16, + charged_kaon = 17, + kshort = 18, + exotics = 19, + multibody = 20, + }; + public: /// Constructor PhotoNuclearDQM(const std::string &name, framework::Process &process); @@ -42,15 +76,16 @@ class PhotoNuclearDQM : public framework::Analyzer { void onProcessStart(); private: - /** Method used to classify events. */ - int classifyEvent(const std::vector daughters, - double threshold); + EventType + classifyEvent(const std::vector daughters, + double threshold); /** Method used to classify events in a compact manner. */ - int classifyCompactEvent( - const ldmx::SimParticle *pnGamma, - const std::vector daughters, double threshold); + CompactEventType + classifyCompactEvent(const ldmx::SimParticle *pnGamma, + const std::vector daughters, + double threshold); bool verbose_; void findRecoilProperties(const ldmx::SimParticle *recoil); @@ -64,31 +99,8 @@ class PhotoNuclearDQM : public framework::Analyzer { void findSubleadingKinematics( const ldmx::SimParticle *pnGamma, - const std::vector &pnDaughters, - const int eventType); - enum EventType { - nothing_hard = 0, - single_neutron = 1, - two_neutrons = 2, - three_or_more_neutrons = 3, - single_charged_pion = 4, - two_charged_pions = 5, - single_neutral_pion = 6, - single_charged_pion_and_nucleon = 7, - single_charged_pion_and_two_nucleons = 8, - two_charged_pions_and_nucleon = 9, - single_neutral_pion_and_nucleon = 10, - single_neutral_pion_and_two_nucleons = 11, - single_neutral_pion_charged_pion_and_nucleon = 12, - single_proton = 13, - two_protons = 14, - proton_neutron = 15, - klong = 16, - charged_kaon = 17, - kshort = 18, - exotics = 19, - multibody = 20, - }; + const std::vector &pnDaughters, // + const EventType eventType); }; } // namespace dqm diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 4be100515..05936b8da 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -123,7 +123,7 @@ void PhotoNuclearDQM::findLeadingKinematics( void PhotoNuclearDQM::findSubleadingKinematics( const ldmx::SimParticle *pnGamma, const std::vector &pnDaughters, - const int eventType) { + const PhotoNuclearDQM::EventType eventType) { // Note: Assumes sorted by energy @@ -138,23 +138,23 @@ void PhotoNuclearDQM::findSubleadingKinematics( energyDiff = pnGamma->getEnergy() - nEnergy; energyFrac = nEnergy / pnGamma->getEnergy(); - if (eventType == 1) { + if (eventType == EventType::single_neutron) { histograms_.fill("1n_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1n_neutron_energy", nEnergy); histograms_.fill("1n_energy_diff", energyDiff); histograms_.fill("1n_energy_frac", energyFrac); - } else if (eventType == 2) { + } else if (eventType == EventType::two_neutrons) { histograms_.fill("2n_n2_energy", subleading_ke); auto energyFrac2n = (nEnergy + subleading_ke) / pnGamma->getEnergy(); histograms_.fill("2n_energy_frac", energyFrac2n); histograms_.fill("2n_energy_other", pnGamma->getEnergy() - energyFrac2n); - } else if (eventType == 17) { + } else if (eventType == EventType::charged_kaon) { histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1kp_energy", nEnergy); histograms_.fill("1kp_energy_diff", energyDiff); histograms_.fill("1kp_energy_frac", energyFrac); - } else if (eventType == 16 || eventType == 18) { + } else if (eventType == EventType::klong || eventType == EventType::kshort) { histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1k0_energy", nEnergy); histograms_.fill("1k0_energy_diff", energyDiff); @@ -279,35 +279,24 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { auto eventTypeComp500MeV{classifyCompactEvent(pnGamma, pnDaughters, 500)}; auto eventTypeComp2000MeV{classifyCompactEvent(pnGamma, pnDaughters, 2000)}; - histograms_.fill("event_type", eventType); - histograms_.fill("event_type_500mev", eventType500MeV); - histograms_.fill("event_type_2000mev", eventType2000MeV); - - histograms_.fill("event_type_compact", eventTypeComp); - histograms_.fill("event_type_compact_500mev", eventTypeComp500MeV); - histograms_.fill("event_type_compact_2000mev", eventTypeComp2000MeV); - - if (eventType == 1 || eventType == 17 || eventType == 16 || eventType == 18 || - eventType == 2) { - findSubleadingKinematics(pnGamma, pnDaughters, eventType); - - auto nPdgID{abs(pnDaughters[0]->getPdgID())}; - auto nEventType{-10}; - if (nPdgID == 2112) { - nEventType = 1; - } else if (nPdgID == 2212) { - nEventType = 2; - } else if (nPdgID == 211) { - nEventType = 3; - } else if (nPdgID == 111) { - nEventType = 4; + + histograms_.fill("event_type", static_cast(eventType)); + histograms_.fill("event_type_500mev", static_cast(eventType500MeV)); + histograms_.fill("event_type_2000mev", static_cast(eventType2000MeV)); + + histograms_.fill("event_type_compact", static_cast(eventTypeComp)); + histograms_.fill("event_type_compact_500mev", + static_cast(eventTypeComp500MeV)); + histograms_.fill("event_type_compact_2000mev", + static_cast(eventTypeComp2000MeV)); + + if (eventType == EventType::single_neutron) { } - histograms_.fill("1n_event_type", nEventType); } } -int PhotoNuclearDQM::classifyEvent( +PhotoNuclearDQM::EventType PhotoNuclearDQM::classifyEvent( const std::vector daughters, double threshold) { short n{0}, p{0}, pi{0}, pi0{0}, exotic{0}, k0l{0}, kp{0}, k0s{0}, lambda{0}; @@ -317,9 +306,14 @@ int PhotoNuclearDQM::classifyEvent( // Calculate the kinetic energy auto ke{daughter->getEnergy() - daughter->getMass()}; - // If the kinetic energy is below threshold, continue - if (ke <= threshold) - continue; + // NOTE: If we assume that the daughter vector is sorted, which it is + // currently, we could break rather than continuing here... + // + // If the kinetic energy is below + // threshold, continue + if (ke <= threshold) { + break; + } // Get the PDG ID auto pdgID{abs(daughter->getPdgID())}; @@ -349,75 +343,75 @@ int PhotoNuclearDQM::classifyEvent( int count = nucleons + pions + exotic + kaons; if (count == 0) { - return nothing_hard; + return EventType::nothing_hard; } if (count == 1) { if (n == 1) { - return single_neutron; + return EventType::single_neutron; } else if (p == 1) { - return single_proton; + return EventType::single_proton; } else if (pi0 == 1) { - return single_neutral_pion; + return EventType::single_neutral_pion; } else if (pi == 1) { - return single_charged_pion; + return EventType::single_charged_pion; } } if (count == 2) { if (n == 2) { - return two_neutrons; + return EventType::two_neutrons; } else if (n == 1 && p == 1) { - return proton_neutron; + return EventType::proton_neutron; } else if (p == 2) { - return two_protons; + return EventType::two_protons; } else if (pi == 2) { - return two_charged_pions; + return EventType::two_charged_pions; } else if (pi == 1 && nucleons == 1) { - return single_charged_pion_and_nucleon; + return EventType::single_charged_pion_and_nucleon; } else if (pi0 == 1 && nucleons == 1) { - return single_neutral_pion_and_nucleon; + return EventType::single_neutral_pion_and_nucleon; } } if (count == 3) { if (pi == 1 && nucleons == 2) { - return single_charged_pion_and_two_nucleons; + return EventType::single_charged_pion_and_two_nucleons; } else if (pi == 2 && nucleons == 1) { - return two_charged_pions_and_nucleon; + return EventType::two_charged_pions_and_nucleon; } // else else if (pi0 == 1 && nucleons == 2) { - return single_neutral_pion_and_two_nucleons; + return EventType::single_neutral_pion_and_two_nucleons; } else if (pi0 == 1 && nucleons == 1 && pi == 1) { - return single_neutral_pion_charged_pion_and_nucleon; + return EventType::single_neutral_pion_charged_pion_and_nucleon; } } if (count >= 3 && count == n) { - return three_or_more_neutrons; + return EventType::three_or_more_neutrons; } if (kaons >= 1) { if (k0l == 1) { - return klong; + return EventType::klong; } else if (kp == 1) { - return charged_kaon; + return EventType::charged_kaon; } else if (k0s == 1) { - return kshort; + return EventType::kshort; } } - if (exotics == count && count != 0) { - return exotics; + if (exotic == count && count != 0) { + return EventType::exotics; } // TODO Remove, broken if (pi0 == 1) { if ((pi == 1) && ((p == 1) || (n == 1)) && (kaons == 0 && exotic == 0)) { - return 12; + return EventType::single_neutral_pion_charged_pion_and_nucleon; } } - return multibody; + return EventType::multibody; } -int PhotoNuclearDQM::classifyCompactEvent( +PhotoNuclearDQM::CompactEventType PhotoNuclearDQM::classifyCompactEvent( const ldmx::SimParticle *pnGamma, const std::vector daughters, double threshold) { short n{0}, n_t{0}, k0l{0}, kp{0}, k0s{0}, soft{0}; From 9c6bd69242dc8c3079d7a9867a63a243b87ea3f5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 21:58:42 +0200 Subject: [PATCH 238/331] Missed some cases --- DQM/src/DQM/PhotoNuclearDQM.cxx | 18 ++++++------------ 1 file changed, 6 insertions(+), 12 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 05936b8da..4eb9b3159 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -451,28 +451,22 @@ PhotoNuclearDQM::CompactEventType PhotoNuclearDQM::classifyCompactEvent( int neutral_kaons{k0l + k0s}; if (n != 0) { - return 0; + return PhotoNuclearDQM::CompactEventType::single_neutron; } if (kp != 0) { - return 1; + return PhotoNuclearDQM::CompactEventType::single_charged_kaon; } if (neutral_kaons != 0) { - return 2; + return PhotoNuclearDQM::CompactEventType::single_neutral_kaon; } if (n_t == 2) { - return 3; + return PhotoNuclearDQM::CompactEventType::two_neutrons; } if (soft == daughters.size()) { - return 4; + return PhotoNuclearDQM::CompactEventType::soft; } - return 5; -} - - } - } - - } + return PhotoNuclearDQM::CompactEventType::other; } } // namespace dqm From 2df7c3b698556735380337081c12b13ba6942859 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 21:59:43 +0200 Subject: [PATCH 239/331] Handle light ions --- DQM/include/DQM/PhotoNuclearDQM.h | 51 ++++++++++++++++++-- DQM/src/DQM/PhotoNuclearDQM.cxx | 78 ++++++++++++++++++------------- 2 files changed, 93 insertions(+), 36 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index 4ca7280a9..678c3ef11 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -87,20 +87,63 @@ class PhotoNuclearDQM : public framework::Analyzer { const std::vector daughters, double threshold); - bool verbose_; + /** + * Fill the recoil electron-histograms + * */ void findRecoilProperties(const ldmx::SimParticle *recoil); + /** + * + * Find all daughter particles of a parent. Particles are included if they> + * + * - Are in the particle map, + * - Are not photons or nuclear fragment, and + * - Are not a light ion (Z < 4) if the \ref count_light_ions_ parameter is + set to false + * + * The products are sorted by kinetic energy, in descending order. + * + **/ std::vector - findPNDaughters(const std::map particleMap, - const ldmx::SimParticle *pnGamma) const; + findDaughters(const std::map particleMap, + const ldmx::SimParticle *parent) const; - void findLeadingKinematics( + /** + * + * Fill histograms related to kinematics of PN products + * + **/ + void findParticleKinematics( const std::vector &pnDaughters); void findSubleadingKinematics( const ldmx::SimParticle *pnGamma, const std::vector &pnDaughters, // const EventType eventType); + +public: + /** + * Check if the PDG code corresponds to a light ion. + * + * Nuclear PDG codes are given by ±10LZZZAAAI So to find the atomic + * number, we first divide by 10 (to lose the I-component) and then + * take the modulo with 1000. + * + * TODO: Repeated code from SimCore, could probably live elsewhere. + * + */ + constexpr bool isLightIon(const int pdgCode) const { + // + // TODO: Is the < check necessary? + if (pdgCode > 1000000000 && pdgCode < 10000000000) { + // Check if the atomic number is less than or equal to 4 + return ((pdgCode / 10) % 1000) <= 4; + } + return false; + } + + bool verbose_; + bool count_light_ions_; }; } // namespace dqm diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 4eb9b3159..6b848e59b 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -27,11 +27,11 @@ PhotoNuclearDQM::PhotoNuclearDQM(const std::string &name, : framework::Analyzer(name, process) {} PhotoNuclearDQM::~PhotoNuclearDQM() {} -std::vector PhotoNuclearDQM::findPNDaughters( +std::vector PhotoNuclearDQM::findDaughters( const std::map particleMap, - const ldmx::SimParticle *pnGamma) const { + const ldmx::SimParticle *parent) const { std::vector pnDaughters; - for (const auto &daughterTrackID : pnGamma->getDaughters()) { + for (const auto &daughterTrackID : parent->getDaughters()) { // skip daughters that weren't saved if (particleMap.count(daughterTrackID) == 0) { continue; @@ -43,8 +43,10 @@ std::vector PhotoNuclearDQM::findPNDaughters( auto pdgID{daughter->getPdgID()}; // Ignore photons and nuclei - if (pdgID == 22 || pdgID > 10000) + if (pdgID == 22 || + (pdgID > 10000 && (!count_light_ions_ || !isLightIon(pdgID)))) { continue; + } pnDaughters.push_back(daughter); } @@ -65,12 +67,15 @@ void PhotoNuclearDQM::findRecoilProperties(const ldmx::SimParticle *recoil) { histograms_.fill("recoil_vertex_x:recoil_vertex_y", recoil->getVertex()[0], recoil->getVertex()[1]); } -void PhotoNuclearDQM::findLeadingKinematics( +void PhotoNuclearDQM::findParticleKinematics( const std::vector &pnDaughters) { - double leading_ke{-1}, leading_theta{-1}; - double leading_proton_ke{-1}, leading_proton_theta{-1}; - double leading_neutron_ke{-1}, leading_neutron_theta{-1}; - double leading_pion_ke{-1}, leading_pion_theta{-1}; + double hardest_ke{-1}, hardest_theta{-1}; + double hardest_proton_ke{-1}, hardest_proton_theta{-1}; + double hardest_neutron_ke{-1}, hardest_neutron_theta{-1}; + double hardest_pion_ke{-1}, hardest_pion_theta{-1}; + double total_ke{0}; + double total_neutron_ke{0}; + int neutron_multiplicity{0}; // Loop through all of the PN daughters and extract kinematic // information. for (const auto *daughter : pnDaughters) { @@ -88,36 +93,44 @@ void PhotoNuclearDQM::findLeadingKinematics( // Calculate the polar angle auto theta{pvec.Theta() * (180 / 3.14159)}; - if (leading_ke < ke) { - leading_ke = ke; - leading_theta = theta; + if (hardest_ke < ke) { + hardest_ke = ke; + hardest_theta = theta; } - if ((pdgID == 2112) && (leading_neutron_ke < ke)) { - leading_neutron_ke = ke; - leading_neutron_theta = theta; + if ((pdgID == 2112)) { + total_neutron_ke += ke; + neutron_multiplicity++; + if (hardest_neutron_ke < ke) { + hardest_neutron_ke = ke; + hardest_neutron_theta = theta; + } } - if ((pdgID == 2212) && (leading_proton_ke < ke)) { - leading_proton_ke = ke; - leading_proton_theta = theta; + if ((pdgID == 2212) && (hardest_proton_ke < ke)) { + hardest_proton_ke = ke; + hardest_proton_theta = theta; } if (((std::abs(pdgID) == 211) || (pdgID == 111)) && - (leading_pion_ke < ke)) { - leading_pion_ke = ke; - leading_pion_theta = theta; + (hardest_pion_ke < ke)) { + hardest_pion_ke = ke; + hardest_pion_theta = theta; } } - histograms_.fill("hardest_ke", leading_ke); - histograms_.fill("hardest_theta", leading_theta); - histograms_.fill("h_ke_h_theta", leading_ke, leading_theta); - histograms_.fill("hardest_p_ke", leading_proton_ke); - histograms_.fill("hardest_p_theta", leading_proton_theta); - histograms_.fill("hardest_n_ke", leading_neutron_ke); - histograms_.fill("hardest_n_theta", leading_neutron_theta); - histograms_.fill("hardest_pi_ke", leading_pion_ke); - histograms_.fill("hardest_pi_theta", leading_pion_theta); + histograms_.fill("hardest_ke", hardest_ke); + histograms_.fill("hardest_theta", hardest_theta); + histograms_.fill("h_ke_h_theta", hardest_ke, hardest_theta); + histograms_.fill("hardest_p_ke", hardest_proton_ke); + histograms_.fill("hardest_p_theta", hardest_proton_theta); + histograms_.fill("hardest_n_ke", hardest_neutron_ke); + histograms_.fill("hardest_n_theta", hardest_neutron_theta); + histograms_.fill("hardest_pi_ke", hardest_pion_ke); + histograms_.fill("hardest_pi_theta", hardest_pion_theta); + + histograms_.fill("pn_neutron_mult", neutron_multiplicity); + histograms_.fill("pn_total_ke", total_ke); + histograms_.fill("pn_total_neutron_ke", total_neutron_ke); } void PhotoNuclearDQM::findSubleadingKinematics( @@ -235,6 +248,7 @@ void PhotoNuclearDQM::onProcessStart() { void PhotoNuclearDQM::configure(framework::config::Parameters ¶meters) { verbose_ = parameters.getParameter("verbose"); + count_light_ions_ = parameters.getParameter("count_light_ions", true); } void PhotoNuclearDQM::analyze(const framework::Event &event) { @@ -259,6 +273,8 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { } return; } + const auto pnDaughters{findDaughters(particleMap, pnGamma)}; + findParticleKinematics(pnDaughters); histograms_.fill("pn_particle_mult", pnGamma->getDaughters().size()); histograms_.fill("pn_gamma_energy", pnGamma->getEnergy()); @@ -267,8 +283,6 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("pn_gamma_vertex_y", pnGamma->getVertex()[1]); histograms_.fill("pn_gamma_vertex_z", pnGamma->getVertex()[2]); - const auto pnDaughters{findPNDaughters(particleMap, pnGamma)}; - findLeadingKinematics(pnDaughters); // Classify the event auto eventType{classifyEvent(pnDaughters, 200)}; From 1dbc24390872deffa1bfcbeeb7c22680fe828a94 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 22:00:07 +0200 Subject: [PATCH 240/331] Update python configs --- DQM/python/dqm.py | 12 +++++++----- Validation/src/Validation/photonuclear.py | 3 +++ 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 3440c2986..6328d28a7 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -284,9 +284,10 @@ class PhotoNuclearDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.PhotoNuclearDQM() ) """ - def __init__(self,name='PN', verbose=False) : + def __init__(self,name='PN', verbose=False, count_light_ions=False) : super().__init__(name,'dqm::PhotoNuclearDQM','DQM') + self.count_light_ions=count_light_ions self.verbose = verbose self.build1DHistogram("event_type" , "", 24, -1, 23) self.build1DHistogram("event_type_500mev" , "", 24, -1, 23) @@ -295,8 +296,11 @@ def __init__(self,name='PN', verbose=False) : self.build1DHistogram("event_type_compact_500mev" , "", 8, -1, 7) self.build1DHistogram("event_type_compact_2000mev" , "", 8, -1, 7) self.build1DHistogram("1n_event_type" , "", 7, -1, 6) - self.build1DHistogram("pn_particle_mult" , "Photo-nuclear Multiplicity", 100, 0, 200) + self.build1DHistogram("pn_particle_mult" , "Photo-nuclear Multiplicity", 200, 0, 200) + self.build1DHistogram("pn_neutron_mult", "Photo-nuclear Neutron Multiplicity", 200,0, 200) self.build1DHistogram("pn_gamma_energy" , "#gamma Energy (MeV)", 500, 0, 5000) + self.build1DHistogram("pn_total_ke" , "Total Kineitc Energy of Photo-Nuclear Products(MeV)", 500, 0, 5000) + self.build1DHistogram("pn_total_neutron_ke" , "Total Kineitc Energy of Photo-Nuclear Neutrons (MeV)", 500, 0, 5000) self.build1DHistogram("1n_neutron_energy" , "Neutron Energy (MeV)", 500, 0, 5000) self.build1DHistogram("1n_energy_diff" , "E(#gamma_{PN}) - E(n) (MeV)", 500, 0, 5000) self.build1DHistogram("1n_energy_frac" , "E(n)/E(#gamma_{PN}) (MeV)", 500, 0, 1) @@ -515,9 +519,7 @@ def __init__(self,name='Trigger',coll='Trigger') : HCalDQM(pe_threshold=5, section=4 ), - HcalInefficiencyAnalyzer(pe_threshold=5), - - ] + ] recoil_dqm = [ RecoilTrackerDQM() diff --git a/Validation/src/Validation/photonuclear.py b/Validation/src/Validation/photonuclear.py index 1e712d1c5..b43e612cf 100644 --- a/Validation/src/Validation/photonuclear.py +++ b/Validation/src/Validation/photonuclear.py @@ -45,7 +45,10 @@ def pndqm(d: Differ, out_dir=None): tick_labels=neutron_event_type_labels, out_dir=out_dir) d.plot1d("PN/PN_pn_particle_mult", "Photo-nuclear Multiplicity", out_dir=out_dir) + d.plot1d("PN/PN_pn_neutron_mult", "Photo-nuclear Neutron Multiplicity", out_dir=out_dir) d.plot1d("PN/PN_pn_gamma_energy", "γ Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_pn_total_ke" , "Total Kineitc Energy of Photo-Nuclear Products(MeV)", out_dir=out_dir) + d.plot1d("PN/PN_pn_total_neutron_ke" , "Total Kineitc Energy of Photo-Nuclear Neutrons (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1n_neutron_energy", "Neutron Energy (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1n_energy_diff", "E(γ_{PN}) - E(n) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1n_energy_frac", "E(n)/E(γ_{PN}) (MeV)", out_dir=out_dir) From 7ecaf17c2770f27a01fbb5bd5af7be79c3c3df67 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 22:00:20 +0200 Subject: [PATCH 241/331] Update 1n handling --- DQM/src/DQM/PhotoNuclearDQM.cxx | 29 +++++++++++++++++++++++------ 1 file changed, 23 insertions(+), 6 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 6b848e59b..071597e89 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -86,6 +86,7 @@ void PhotoNuclearDQM::findParticleKinematics( // Calculate the kinetic energy double ke{daughter->getEnergy() - daughter->getMass()}; + total_ke += ke; std::vector vec{daughter->getMomentum()}; TVector3 pvec(vec[0], vec[1], vec[2]); @@ -233,11 +234,12 @@ void PhotoNuclearDQM::onProcessStart() { } } - std::vector n_labels = {"", "", - "nn", // 1 - "pn", // 2 - "#pi^{+}n", // 3 - "#pi^{0}n", // 4 + std::vector n_labels = {"", + "nn", // 0 + "pn", // 1 + "#pi^{+}n", // 2 + "#pi^{0}n", // 3 + "other", // 4 ""}; TH1 *hist = histograms_.get("1n_event_type"); @@ -305,8 +307,23 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { static_cast(eventTypeComp2000MeV)); if (eventType == EventType::single_neutron) { + findSubleadingKinematics(pnGamma, pnDaughters, eventType); + if (pnDaughters.size() > 1) { + auto secondHardestPdgID{abs(pnDaughters[1]->getPdgID())}; + auto nEventType{-10}; + if (secondHardestPdgID == 2112) { + nEventType = 0; // n + n + } else if (secondHardestPdgID == 2212) { + nEventType = 1; // p + n + } else if (secondHardestPdgID == 211) { + nEventType = 2; // Pi+/- + n + } else if (secondHardestPdgID == 111) { + nEventType = 3; // Pi0 + n + } else { + nEventType = 4; // other + } + histograms_.fill("1n_event_type", nEventType); } - } } From 984bf412c70c13cb50b354f04dcc4faad6f4df98 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:49:38 +0100 Subject: [PATCH 242/331] Apply clang format --- DQM/include/DQM/HCalDQM.h | 1 - DQM/src/DQM/HCalDQM.cxx | 16 ++++++++-------- 2 files changed, 8 insertions(+), 9 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 0eb45591d..7ca34c421 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -17,7 +17,6 @@ #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" #include "Framework/EventProcessor.h" - #include "Tools/AnalysisUtils.h" namespace dqm { diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 885cb8089..dc05bfe93 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -1,11 +1,10 @@ #include "DQM/HCalDQM.h" +#include "DetDescr/HcalID.h" #include "Hcal/Event/HcalHit.h" #include "Hcal/Event/HcalVetoResult.h" -#include "DetDescr/HcalID.h" - namespace dqm { HCalDQM::HCalDQM(const std::string& name, framework::Process& process) @@ -21,7 +20,8 @@ void HCalDQM::analyze(const framework::Event& event) { static const float pe_veto_threshold{5.}; // Get the collection of HCalDQM digitized hits if the exists - const auto& hcalHits{event.getCollection(rec_coll_name_,rec_pass_name_)}; + const auto& hcalHits{ + event.getCollection(rec_coll_name_, rec_pass_name_)}; float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; float maxPE{-1}, maxPETime{-1}; @@ -41,15 +41,16 @@ void HCalDQM::analyze(const framework::Event& event) { total_back_pe += hit.getPE(); } - histograms_.fill(section+"_pe:layer", hit.getPE(), id.layer()); - histograms_.fill(section+"_layer:strip", id.layer(), id.strip()); + histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); + histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); /** * Get earliest (min time) non-noise (time > -999.ns) hit * above the PE veto threshold. */ - if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and hit.getTime() < minTime) { - minTime = hit.getTime(); + if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and + hit.getTime() < minTime) { + minTime = hit.getTime(); minTimePE = hit.getPE(); } @@ -72,7 +73,6 @@ void HCalDQM::analyze(const framework::Event& event) { histograms_.fill("max_pe:time", maxPE, maxPETime); histograms_.fill("min_time_hit_above_thresh", minTime); histograms_.fill("min_time_hit_above_thresh:pe", minTimePE, minTime); - } } // namespace dqm From 41420a48a526982dc7f847566a1852ad81a83815 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 01:50:01 +0100 Subject: [PATCH 243/331] Don't hard-code threshold --- DQM/include/DQM/HCalDQM.h | 3 +++ DQM/python/dqm.py | 7 ++++--- DQM/src/DQM/HCalDQM.cxx | 4 +--- 3 files changed, 8 insertions(+), 6 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 7ca34c421..3093c9f95 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -55,6 +55,9 @@ class HCalDQM : public framework::Analyzer { /// Hcal Veto pass name std::string veto_pass_; + + // Veto threshold for photo-electrons + float pe_veto_threshold; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 7bfc6597d..9ea5e8acc 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -106,9 +106,10 @@ class HCalDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.HCalDQM() ) """ - def __init__(self,name="hcal_dqm") : + def __init__(self,name="hcal_dqm", pe_threshold=5) : super().__init__(name,'dqm::HCalDQM','DQM') + self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' @@ -140,10 +141,10 @@ def __init__(self,name="hcal_dqm") : "Max Photoelectrons in an HCal Module", 1500, 0, 1500, "HCal max PE hit time (ns)", 1500, 0, 1500) self.build1DHistogram("min_time_hit_above_thresh", - "Earliest time of HCal hit above threshold (ns)", 1600, -100, 1500) + f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) self.build2DHistogram("min_time_hit_above_thresh:pe", "Photoelectrons in an HCal Module", 1500, 0, 1500, - "Earliest time of HCal hit above threshold (ns)", 1600, -100, 1500) + f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) class HCalRawDigi(ldmxcfg.Analyzer) : def __init__(self, input_name) : diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index dc05bfe93..a4b48733c 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -13,12 +13,10 @@ HCalDQM::HCalDQM(const std::string& name, framework::Process& process) void HCalDQM::configure(framework::config::Parameters& ps) { rec_coll_name_ = ps.getParameter("rec_coll_name"); rec_pass_name_ = ps.getParameter("rec_pass_name"); + pe_veto_threshold = ps.getParameter("pe_threshold"); } void HCalDQM::analyze(const framework::Event& event) { - // hard-code PE threshold because I'm lazy - static const float pe_veto_threshold{5.}; - // Get the collection of HCalDQM digitized hits if the exists const auto& hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; From bd9bdeed4d6483e0f897698abcea917f17e45ccd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:17:03 +0100 Subject: [PATCH 244/331] Helper function for making 1 histogram per section --- DQM/python/dqm.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 9ea5e8acc..98ea49aa0 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -106,6 +106,12 @@ class HCalDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.HCalDQM() ) """ + def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): + for section in self.section_names: + self.build1DHistogram(f'{section}_{name}', xlabel.format(section), + nbins, xmin, xmax) + + def __init__(self,name="hcal_dqm", pe_threshold=5) : super().__init__(name,'dqm::HCalDQM','DQM') From bc71c12ac613e876a3e9ce48435acbcfe995cab5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:17:30 +0100 Subject: [PATCH 245/331] Section names --- DQM/python/dqm.py | 1 + 1 file changed, 1 insertion(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 98ea49aa0..570b13a5c 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -115,6 +115,7 @@ def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): def __init__(self,name="hcal_dqm", pe_threshold=5) : super().__init__(name,'dqm::HCalDQM','DQM') + self.section_names = ['back', 'top', 'bottom', 'left', 'right'] self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' From 25f8a5108354982f7ba12c6c2edbf777d5becb64 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:20:20 +0100 Subject: [PATCH 246/331] PE histograms --- DQM/python/dqm.py | 10 +++++++--- DQM/src/DQM/HCalDQM.cxx | 39 +++++++++++++++++++++++++++++---------- 2 files changed, 36 insertions(+), 13 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 570b13a5c..ab2a3bf38 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -121,7 +121,10 @@ def __init__(self,name="hcal_dqm", pe_threshold=5) : self.rec_pass_name = '' # every hit in hcal - self.build1DHistogram("pe", "Photoelectrons in an HCal Module", 1500, 0, 1500) + self.build1DHistogram("pe", "Photoelectrons in a the HCal", 1500, 0, 1500) + self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', + 1500, 0, 1500) + self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) self.build2DHistogram("back_pe:layer", "Photoelectrons in a Back HCal Layer",10,0,10, @@ -139,8 +142,9 @@ def __init__(self,name="hcal_dqm", pe_threshold=5) : # once per event self.build1DHistogram("n_hits", "HCal hit multiplicity", 300, 0, 300) self.build1DHistogram("total_pe", "Total Photoelectrons", 3000, 0, 3000) - self.build1DHistogram("back_total_pe", "Total Photoelectrons in Back", 3000, 0, 3000) - self.build1DHistogram("max_pe", + self.build_submodule_histograms('total_pe', 'Total Photoelectrons in the {} section of the Hcal', + 3000, 0, 3000) + self.build1DHistogram("max_pe", "Max Photoelectrons in an HCal Module", 1500, 0, 1500) self.build1DHistogram("hit_time_max_pe", "Max PE hit time (ns)", 1600, -100, 1500) diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index a4b48733c..ef77b002e 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -23,24 +23,39 @@ void HCalDQM::analyze(const framework::Event& event) { float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; float maxPE{-1}, maxPETime{-1}; - + std::vector total_section_pe(5); // Loop through all HCal hits in the event // Get non-noise generated hits into new vector for sorting for (const ldmx::HcalHit& hit : hcalHits) { ldmx::HcalID id(hit.getID()); - histograms_.fill("pe", hit.getPE()); - histograms_.fill("hit_time", hit.getTime()); - totalPE += hit.getPE(); std::string section{"side"}; - if (id.section() == ldmx::HcalID::HcalSection::BACK) { - section = "back"; - total_back_pe += hit.getPE(); + switch (id.section()) { + case ldmx::HcalID::HcalSection::BACK: + section = "back"; + break; + case ldmx::HcalID::HcalSection::TOP: + section = "top"; + break; + case ldmx::HcalID::HcalSection::BOTTOM: + section = "bottom"; + break; + case ldmx::HcalID::HcalSection::LEFT: + section = "left"; + break; + case ldmx::HcalID::HcalSection::RIGHT: + section = "right"; + break; } + histograms_.fill("pe", hit.getPE()); + histograms_.fill("hit_time", hit.getTime()); + histograms_.fill(section + "_pe", hit.getPE()); - histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); - histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); + totalPE += hit.getPE(); + total_section_pe[id.section()] += hit.getPE(); + // histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); + // histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); /** * Get earliest (min time) non-noise (time > -999.ns) hit @@ -65,7 +80,11 @@ void HCalDQM::analyze(const framework::Event& event) { // let's fill our once-per-event histograms histograms_.fill("n_hits", hcalHits.size()); histograms_.fill("total_pe", totalPE); - histograms_.fill("back_total_pe", total_back_pe); + histograms_.fill("back_total_pe", total_section_pe[0]); + histograms_.fill("top_total_pe", total_section_pe[1]); + histograms_.fill("bottom_total_pe", total_section_pe[2]); + histograms_.fill("left_total_pe", total_section_pe[3]); + histograms_.fill("right_total_pe", total_section_pe[4]); histograms_.fill("max_pe", maxPE); histograms_.fill("hit_time_max_pe", maxPETime); histograms_.fill("max_pe:time", maxPE, maxPETime); From 0fc6ede99c653de37617954b2681e34c85f824db Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 6 Dec 2022 02:20:37 +0100 Subject: [PATCH 247/331] Layer number histograms --- DQM/python/dqm.py | 4 ++++ DQM/src/DQM/HCalDQM.cxx | 2 ++ 2 files changed, 6 insertions(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index ab2a3bf38..9a396e65b 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -125,6 +125,10 @@ def __init__(self,name="hcal_dqm", pe_threshold=5) : self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', 1500, 0, 1500) + + self.build1DHistogram('layer', 'Layer number', 100, 0, 100) + self.build_submodule_histograms('layer', 'Layer number in {} section', 100, 0, 100) + self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) self.build2DHistogram("back_pe:layer", "Photoelectrons in a Back HCal Layer",10,0,10, diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index ef77b002e..f0da04349 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -50,7 +50,9 @@ void HCalDQM::analyze(const framework::Event& event) { } histograms_.fill("pe", hit.getPE()); histograms_.fill("hit_time", hit.getTime()); + histograms_.fill("layer", id.layer()); histograms_.fill(section + "_pe", hit.getPE()); + histograms_.fill(section + "_layer", id.layer()); totalPE += hit.getPE(); total_section_pe[id.section()] += hit.getPE(); From 385078a5a060bad0b6e49bf46247d6560e882b53 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 15:54:15 +0200 Subject: [PATCH 248/331] Start over with Hcal DQM --- DQM/include/DQM/HCalDQM.h | 16 ++-- DQM/python/dqm.py | 159 ++++++++++++++++++++++---------------- DQM/src/DQM/HCalDQM.cxx | 152 +++++++++++++++++++----------------- 3 files changed, 182 insertions(+), 145 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 3093c9f95..6b1079330 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -22,9 +22,9 @@ namespace dqm { class HCalDQM : public framework::Analyzer { - public: +public: /** Constructor */ - HCalDQM(const std::string& name, framework::Process& process); + HCalDQM(const std::string &name, framework::Process &process); /** Destructor */ ~HCalDQM() {} @@ -34,16 +34,16 @@ class HCalDQM : public framework::Analyzer { * * @param parameters Set of parameters used to configure this processor. */ - void configure(framework::config::Parameters& parameters) final override; + void configure(framework::config::Parameters ¶meters) final override; /** * Process the event and make histograms ro summaries. * * @param event The event to analyze. */ - void analyze(const framework::Event& event); + void analyze(const framework::Event &event); - private: +private: /// Hcal Rec Hits collection name std::string rec_coll_name_; @@ -58,8 +58,10 @@ class HCalDQM : public framework::Analyzer { // Veto threshold for photo-electrons float pe_veto_threshold; + std::vector section_names_; + int section_; }; -} // namespace dqm +} // namespace dqm -#endif // _DQM_HCAL_DQM_H_ +#endif // _DQM_HCAL_DQM_H_ diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 9a396e65b..0b5459b46 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -1,6 +1,97 @@ """Configuration for DQM analyzers""" from LDMX.Framework import ldmxcfg +class HCalDQM(ldmxcfg.Analyzer) : + """Configured HCalDQM python object + + Contains an instance of HCalDQM that + has already been configured. + + Builds the necessary histograms as well. + + Examples + -------- + from LDMX.DQM import dqm + p.sequence.append( dqm.HCalDQM() ) + """ + + def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): + for section in self.section_names: + self.build1DHistogram(f'{section}_{name}', xlabel.format(section), + nbins, xmin, xmax) + + + def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : + super().__init__(name,'dqm::HCalDQM','DQM') + + self.section_names = ['back', 'top', 'bottom', 'left', 'right'] + self.pe_threshold = float(pe_threshold) + self.rec_coll_name = 'HcalRecHits' + self.rec_pass_name = '' + self.section = section + + self.build1DHistogram("pe", "Photoelectrons in the {self.section_names[section]} HCal", 1500,0,1500) + # # every hit in hcal + # self.build1DHistogram("pe", "Photoelectrons in a the HCal", 1500, 0, 1500) + # self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', + # 1500, 0, 1500) + + + # self.build1DHistogram('layer', 'Layer number', 100, 0, 100) + # self.build_submodule_histograms('layer', 'Layer number in {} section', 100, 0, 100) + + # self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) + # self.build2DHistogram("back_pe:layer", + # "Photoelectrons in a Back HCal Layer",10,0,10, + # "Back HCal Layer",100,0,100) + # self.build2DHistogram("back_layer:strip", + # "Back HCal Layer",100,0,100, + # "Back HCal Strip",62,0,62) + # self.build2DHistogram("side_pe:layer", + # "Photoelectrons in a Side HCal Layer",10,0,10, + # "Side HCal Layer",20,0,20) + # self.build2DHistogram("side_layer:strip", + # "Side HCal Layer",20,0,20, + # "Side HCal Strip",30,0,30) + + # # once per event + # self.build1DHistogram("n_hits", "HCal hit multiplicity", 300, 0, 300) + # self.build1DHistogram("total_pe", "Total Photoelectrons", 3000, 0, 3000) + # self.build_submodule_histograms('total_pe', 'Total Photoelectrons in the {} section of the Hcal', + # 3000, 0, 3000) + # self.build1DHistogram("max_pe", + # "Max Photoelectrons in an HCal Module", 1500, 0, 1500) + # self.build1DHistogram("hit_time_max_pe", + # "Max PE hit time (ns)", 1600, -100, 1500) + # self.build2DHistogram("max_pe:time", + # "Max Photoelectrons in an HCal Module", 1500, 0, 1500, + # "HCal max PE hit time (ns)", 1500, 0, 1500) + # self.build1DHistogram("min_time_hit_above_thresh", + # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) + # self.build2DHistogram("min_time_hit_above_thresh:pe", + # "Photoelectrons in an HCal Module", 1500, 0, 1500, + # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) + +class HcalNeutronInefficiencyAnalyzer(ldmxcfg.Analyzer): + def __init__(self,name="HcalNeutronInefficiencyAnalyzer") : + super().__init__(name,'dqm::HcalNeutronInefficiencyAnalyzer','DQM') + + self.hcalSimHitColl = "HcalSimHits" + self.hcalSimHitPass = "" #use whatever pass is available + + self.hcalRecHitColl = "HcalRecHits" + self.hcalRecHitPass = "" #use whatever pass is available + + self.build1DHistogram("Inefficiency", "Inefficiency", 6000, 0., 6000.) + # self.build1DHistogram( "num_sim_hits_per_cell" , + # "Number SimHits per Hcal Cell (excluding empty rec cells)" , 20 , 0 , 20 ) + + # self.build1DHistogram( "total_rec_energy" , + # "Total Reconstructed Energy in Hcal [MeV]" , 800 , 0. , 8000. ) + + # self.build2DHistogram( "sim_edep__rec_amplitude" , + # "Simulated [MeV]" , 1000 , 0. , 50. , + # "Reconstructed [MeV]" , 1000 , 0. , 50. ) class EcalDigiVerify(ldmxcfg.Analyzer) : """Configured EcalDigiVerifier python object @@ -92,74 +183,6 @@ def __init__(self,name='sim_dqm',sim_pass='') : super().__init__(name,'dqm::SimObjects','DQM') self.sim_pass = sim_pass -class HCalDQM(ldmxcfg.Analyzer) : - """Configured HCalDQM python object - - Contains an instance of HCalDQM that - has already been configured. - - Builds the necessary histograms as well. - - Examples - -------- - from LDMX.DQM import dqm - p.sequence.append( dqm.HCalDQM() ) - """ - - def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): - for section in self.section_names: - self.build1DHistogram(f'{section}_{name}', xlabel.format(section), - nbins, xmin, xmax) - - - def __init__(self,name="hcal_dqm", pe_threshold=5) : - super().__init__(name,'dqm::HCalDQM','DQM') - - self.section_names = ['back', 'top', 'bottom', 'left', 'right'] - self.pe_threshold = float(pe_threshold) - self.rec_coll_name = 'HcalRecHits' - self.rec_pass_name = '' - - # every hit in hcal - self.build1DHistogram("pe", "Photoelectrons in a the HCal", 1500, 0, 1500) - self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', - 1500, 0, 1500) - - - self.build1DHistogram('layer', 'Layer number', 100, 0, 100) - self.build_submodule_histograms('layer', 'Layer number in {} section', 100, 0, 100) - - self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) - self.build2DHistogram("back_pe:layer", - "Photoelectrons in a Back HCal Layer",10,0,10, - "Back HCal Layer",100,0,100) - self.build2DHistogram("back_layer:strip", - "Back HCal Layer",100,0,100, - "Back HCal Strip",62,0,62) - self.build2DHistogram("side_pe:layer", - "Photoelectrons in a Side HCal Layer",10,0,10, - "Side HCal Layer",20,0,20) - self.build2DHistogram("side_layer:strip", - "Side HCal Layer",20,0,20, - "Side HCal Strip",30,0,30) - - # once per event - self.build1DHistogram("n_hits", "HCal hit multiplicity", 300, 0, 300) - self.build1DHistogram("total_pe", "Total Photoelectrons", 3000, 0, 3000) - self.build_submodule_histograms('total_pe', 'Total Photoelectrons in the {} section of the Hcal', - 3000, 0, 3000) - self.build1DHistogram("max_pe", - "Max Photoelectrons in an HCal Module", 1500, 0, 1500) - self.build1DHistogram("hit_time_max_pe", - "Max PE hit time (ns)", 1600, -100, 1500) - self.build2DHistogram("max_pe:time", - "Max Photoelectrons in an HCal Module", 1500, 0, 1500, - "HCal max PE hit time (ns)", 1500, 0, 1500) - self.build1DHistogram("min_time_hit_above_thresh", - f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) - self.build2DHistogram("min_time_hit_above_thresh:pe", - "Photoelectrons in an HCal Module", 1500, 0, 1500, - f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) class HCalRawDigi(ldmxcfg.Analyzer) : def __init__(self, input_name) : diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index f0da04349..abd752645 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -7,93 +7,105 @@ namespace dqm { -HCalDQM::HCalDQM(const std::string& name, framework::Process& process) +HCalDQM::HCalDQM(const std::string &name, framework::Process &process) : framework::Analyzer(name, process) {} -void HCalDQM::configure(framework::config::Parameters& ps) { +void HCalDQM::configure(framework::config::Parameters &ps) { rec_coll_name_ = ps.getParameter("rec_coll_name"); rec_pass_name_ = ps.getParameter("rec_pass_name"); pe_veto_threshold = ps.getParameter("pe_threshold"); + section_ = ps.getParameter("section"); + section_names_ = ps.getParameter>("section_names"); } -void HCalDQM::analyze(const framework::Event& event) { +void HCalDQM::analyze(const framework::Event &event) { // Get the collection of HCalDQM digitized hits if the exists - const auto& hcalHits{ + const auto &hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; - - float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; - float maxPE{-1}, maxPETime{-1}; - std::vector total_section_pe(5); - // Loop through all HCal hits in the event - // Get non-noise generated hits into new vector for sorting - for (const ldmx::HcalHit& hit : hcalHits) { + float totalPE{0}; + float maxPE{-1}; + float maxPETime{-1}; + for (const ldmx::HcalHit &hit : hcalHits) { ldmx::HcalID id(hit.getID()); - - - std::string section{"side"}; - switch (id.section()) { - case ldmx::HcalID::HcalSection::BACK: - section = "back"; - break; - case ldmx::HcalID::HcalSection::TOP: - section = "top"; - break; - case ldmx::HcalID::HcalSection::BOTTOM: - section = "bottom"; - break; - case ldmx::HcalID::HcalSection::LEFT: - section = "left"; - break; - case ldmx::HcalID::HcalSection::RIGHT: - section = "right"; - break; + if (id.section() != section_) { + continue; } + histograms_.fill("pe", hit.getPE()); - histograms_.fill("hit_time", hit.getTime()); - histograms_.fill("layer", id.layer()); - histograms_.fill(section + "_pe", hit.getPE()); - histograms_.fill(section + "_layer", id.layer()); + } - totalPE += hit.getPE(); - total_section_pe[id.section()] += hit.getPE(); - // histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); - // histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); + // float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; + // float maxPE{-1}, maxPETime{-1}; + // std::vector total_section_pe(5); + // // Loop through all HCal hits in the event + // // Get non-noise generated hits into new vector for sorting + // for (const ldmx::HcalHit &hit : hcalHits) { + // ldmx::HcalID id(hit.getID()); - /** - * Get earliest (min time) non-noise (time > -999.ns) hit - * above the PE veto threshold. - */ - if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and - hit.getTime() < minTime) { - minTime = hit.getTime(); - minTimePE = hit.getPE(); - } + // std::string section{"side"}; + // switch (id.section()) { + // case ldmx::HcalID::HcalSection::BACK: + // section = "back"; + // break; + // case ldmx::HcalID::HcalSection::TOP: + // section = "top"; + // break; + // case ldmx::HcalID::HcalSection::BOTTOM: + // section = "bottom"; + // break; + // case ldmx::HcalID::HcalSection::LEFT: + // section = "left"; + // break; + // case ldmx::HcalID::HcalSection::RIGHT: + // section = "right"; + // break; + // } + // histograms_.fill("pe", hit.getPE()); + // histograms_.fill("hit_time", hit.getTime()); + // histograms_.fill("layer", id.layer()); + // histograms_.fill(section + "_pe", hit.getPE()); + // histograms_.fill(section + "_layer", id.layer()); - /** - * Get PE value and time of hit - * with maximum PE deposited in event. - */ - if (hit.getPE() > maxPE) { - maxPE = hit.getPE(); - maxPETime = hit.getTime(); - } - } + // totalPE += hit.getPE(); + // total_section_pe[id.section()] += hit.getPE(); + // // histograms_.fill(section + "_pe:layer", hit.getPE(), id.layer()); + // // histograms_.fill(section + "_layer:strip", id.layer(), id.strip()); + + // /** + // * Get earliest (min time) non-noise (time > -999.ns) hit + // * above the PE veto threshold. + // */ + // if (hit.getTime() > -999. and hit.getPE() > pe_veto_threshold and + // hit.getTime() < minTime) { + // minTime = hit.getTime(); + // minTimePE = hit.getPE(); + // } + + // /** + // * Get PE value and time of hit + // * with maximum PE deposited in event. + // */ + // if (hit.getPE() > maxPE) { + // maxPE = hit.getPE(); + // maxPETime = hit.getTime(); + // } + // } - // let's fill our once-per-event histograms - histograms_.fill("n_hits", hcalHits.size()); - histograms_.fill("total_pe", totalPE); - histograms_.fill("back_total_pe", total_section_pe[0]); - histograms_.fill("top_total_pe", total_section_pe[1]); - histograms_.fill("bottom_total_pe", total_section_pe[2]); - histograms_.fill("left_total_pe", total_section_pe[3]); - histograms_.fill("right_total_pe", total_section_pe[4]); - histograms_.fill("max_pe", maxPE); - histograms_.fill("hit_time_max_pe", maxPETime); - histograms_.fill("max_pe:time", maxPE, maxPETime); - histograms_.fill("min_time_hit_above_thresh", minTime); - histograms_.fill("min_time_hit_above_thresh:pe", minTimePE, minTime); + // // let's fill our once-per-event histograms + // histograms_.fill("n_hits", hcalHits.size()); + // histograms_.fill("total_pe", totalPE); + // histograms_.fill("back_total_pe", total_section_pe[0]); + // histograms_.fill("top_total_pe", total_section_pe[1]); + // histograms_.fill("bottom_total_pe", total_section_pe[2]); + // histograms_.fill("left_total_pe", total_section_pe[3]); + // histograms_.fill("right_total_pe", total_section_pe[4]); + // histograms_.fill("max_pe", maxPE); + // histograms_.fill("hit_time_max_pe", maxPETime); + // histograms_.fill("max_pe:time", maxPE, maxPETime); + // histograms_.fill("min_time_hit_above_thresh", minTime); + // histograms_.fill("min_time_hit_above_thresh:pe", minTimePE, minTime); } -} // namespace dqm +} // namespace dqm DECLARE_ANALYZER_NS(dqm, HCalDQM) From 67227330bd2650dbef61bc640e6896ee4bdb7480 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 15:54:22 +0200 Subject: [PATCH 249/331] First attempt at a inefficiency analyzer --- DQM/include/DQM/HcalNeutronInefficiencyDQM.h | 59 ++++++++++++++++++++ DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx | 6 ++ 2 files changed, 65 insertions(+) create mode 100644 DQM/include/DQM/HcalNeutronInefficiencyDQM.h create mode 100644 DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx diff --git a/DQM/include/DQM/HcalNeutronInefficiencyDQM.h b/DQM/include/DQM/HcalNeutronInefficiencyDQM.h new file mode 100644 index 000000000..94e4e6a1f --- /dev/null +++ b/DQM/include/DQM/HcalNeutronInefficiencyDQM.h @@ -0,0 +1,59 @@ +#ifndef HCALNEUTRONINEFFICIENCYDQM_H +#define HCALNEUTRONINEFFICIENCYDQM_H +#include "Framework/Configure/Parameters.h" +#include "Framework/Event.h" +#include "Framework/EventProcessor.h" +#include "SimCore/Event/SimCalorimeterHit.h" +#include +#include +#include +namespace dqm { +class HcalNeutronInefficiencyAnalyzer : public framework::Analyzer { +public: + HcalNeutronInefficiencyAnalyzer(const std::string &name, + framework::Process &process) + : framework::Analyzer{name, process} {} + + void configure(framework::config::Parameters ¶meters) {} + bool hitPassesVeto(const ldmx::HcalHit &hit) { + return hit.getPE() > 0 && hit.getMinPE() > 0; + } + void analyze(const framework::Event &event) override { + const auto hcalSimHits = event.getCollection( + hcalSimHitsCollection_, hcalSimHitsPassName_); + const auto hcalRecHits = event.getCollection( + hcalRecHitsCollection_, hcalRecHitsPassName_); + + /* const auto hcalSimHits = + * event.getCollection(hcalSimHitsCollection_, + * hcalSimHitsPassName_); */ + + /* int firstLayerHit {9999}; */ + double firstHitZ{5500}; + + for (const auto hit : hcalRecHits) { + const ldmx::HcalID id{hit.getID()}; + if (id.section() != ldmx::HcalID::HcalSection::BACK) { + continue; + } + const auto z{hit.getZPos()}; + + if (hitPassesVeto(hit)) { + /* const auto& [x,y,z] {hit.getPosition()}; */ + if (z < firstHitZ) { + firstHitZ = z; + } + } + } + histograms_.fill("Inefficiency", firstHitZ); + } + + std::string hcalSimHitsCollection_{"HcalSimHits"}; + std::string hcalRecHitsCollection_{"HcalRecHits"}; + std::string hcalSimHitsPassName_{""}; + std::string hcalRecHitsPassName_{""}; +}; + +} // namespace dqm + +#endif /* HCALNEUTRONINEFFICIENCYDQM_H */ diff --git a/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx b/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx new file mode 100644 index 000000000..077775e18 --- /dev/null +++ b/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx @@ -0,0 +1,6 @@ + +#include "DQM/HcalNeutronInefficiencyDQM.h" + +namespace dqm {} + +DECLARE_ANALYZER_NS(dqm, HcalNeutronInefficiencyAnalyzer); From c0f4aa13e88a7982a71f3b0c3d7dd336333efa3a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 16:46:24 +0200 Subject: [PATCH 250/331] Rename analyzer to not mention neutrons --- ...NeutronInefficiencyDQM.h => HcalInefficiencyDQM.h} | 11 +++++------ DQM/python/dqm.py | 6 +++--- DQM/src/DQM/HcalInefficiencyDQM.cxx | 6 ++++++ DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx | 6 ------ 4 files changed, 14 insertions(+), 15 deletions(-) rename DQM/include/DQM/{HcalNeutronInefficiencyDQM.h => HcalInefficiencyDQM.h} (84%) create mode 100644 DQM/src/DQM/HcalInefficiencyDQM.cxx delete mode 100644 DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx diff --git a/DQM/include/DQM/HcalNeutronInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h similarity index 84% rename from DQM/include/DQM/HcalNeutronInefficiencyDQM.h rename to DQM/include/DQM/HcalInefficiencyDQM.h index 94e4e6a1f..1757a59f5 100644 --- a/DQM/include/DQM/HcalNeutronInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -1,5 +1,5 @@ -#ifndef HCALNEUTRONINEFFICIENCYDQM_H -#define HCALNEUTRONINEFFICIENCYDQM_H +#ifndef HCALINEFFICIENCYDQM_H +#define HCALINEFFICIENCYDQM_H #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" #include "Framework/EventProcessor.h" @@ -8,10 +8,9 @@ #include #include namespace dqm { -class HcalNeutronInefficiencyAnalyzer : public framework::Analyzer { +class HcalInefficiencyAnalyzer : public framework::Analyzer { public: - HcalNeutronInefficiencyAnalyzer(const std::string &name, - framework::Process &process) + HcalInefficiencyAnalyzer(const std::string &name, framework::Process &process) : framework::Analyzer{name, process} {} void configure(framework::config::Parameters ¶meters) {} @@ -56,4 +55,4 @@ class HcalNeutronInefficiencyAnalyzer : public framework::Analyzer { } // namespace dqm -#endif /* HCALNEUTRONINEFFICIENCYDQM_H */ +#endif /* HCALINEFFICIENCYDQM_H */ diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 0b5459b46..f0db857b3 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -72,9 +72,9 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : # "Photoelectrons in an HCal Module", 1500, 0, 1500, # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) -class HcalNeutronInefficiencyAnalyzer(ldmxcfg.Analyzer): - def __init__(self,name="HcalNeutronInefficiencyAnalyzer") : - super().__init__(name,'dqm::HcalNeutronInefficiencyAnalyzer','DQM') +class HcalInefficiencyAnalyzer(ldmxcfg.Analyzer): + def __init__(self,name="HcalInefficiencyAnalyzer") : + super().__init__(name,'dqm::HcalInefficiencyAnalyzer','DQM') self.hcalSimHitColl = "HcalSimHits" self.hcalSimHitPass = "" #use whatever pass is available diff --git a/DQM/src/DQM/HcalInefficiencyDQM.cxx b/DQM/src/DQM/HcalInefficiencyDQM.cxx new file mode 100644 index 000000000..40b18120a --- /dev/null +++ b/DQM/src/DQM/HcalInefficiencyDQM.cxx @@ -0,0 +1,6 @@ + +#include "DQM/HcalInefficiencyDQM.h" + +namespace dqm {} + +DECLARE_ANALYZER_NS(dqm, HcalInefficiencyAnalyzer); diff --git a/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx b/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx deleted file mode 100644 index 077775e18..000000000 --- a/DQM/src/DQM/HcalNeutronInefficiencyDQM.cxx +++ /dev/null @@ -1,6 +0,0 @@ - -#include "DQM/HcalNeutronInefficiencyDQM.h" - -namespace dqm {} - -DECLARE_ANALYZER_NS(dqm, HcalNeutronInefficiencyAnalyzer); From 0d2a03c221c61ddf1d0e5166b436e56d789a5459 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 17:46:40 +0200 Subject: [PATCH 251/331] WIP --- DQM/include/DQM/HcalInefficiencyDQM.h | 21 +++++++++++++---- DQM/python/dqm.py | 34 +++++++++++++++++---------- DQM/src/DQM/HCalDQM.cxx | 9 ++++++- 3 files changed, 46 insertions(+), 18 deletions(-) diff --git a/DQM/include/DQM/HcalInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h index 1757a59f5..9cdd51b4c 100644 --- a/DQM/include/DQM/HcalInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -27,8 +27,10 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { * event.getCollection(hcalSimHitsCollection_, * hcalSimHitsPassName_); */ - /* int firstLayerHit {9999}; */ - double firstHitZ{5500}; + double firstHitZ{9999}; + double secondHitZ{9999}; + double firstHitLayer{200}; + double secondHitLayer{200}; for (const auto hit : hcalRecHits) { const ldmx::HcalID id{hit.getID()}; @@ -36,15 +38,26 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { continue; } const auto z{hit.getZPos()}; - + const auto layer{id.layer()}; if (hitPassesVeto(hit)) { - /* const auto& [x,y,z] {hit.getPosition()}; */ if (z < firstHitZ) { firstHitZ = z; + secondHitZ = firstHitZ; + } else if (z < secondHitZ) { + secondHitZ = z; + } + if (layer < firstHitLayer) { + secondHitLayer = firstHitLayer; + firstHitLayer = layer; + } else if (layer < secondHitLayer && layer != firstHitLayer) { + secondHitLayer = layer; } } } histograms_.fill("Inefficiency", firstHitZ); + histograms_.fill("TwoHitInefficiency", secondHitZ); + histograms_.fill("InefficiencyLayer", firstHitLayer); + histograms_.fill("TwoHitInefficiencyLayer", secondHitLayer); } std::string hcalSimHitsCollection_{"HcalSimHits"}; diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index f0db857b3..4818ebf1b 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -15,10 +15,6 @@ class HCalDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.HCalDQM() ) """ - def build_submodule_histograms(self, name, xlabel, nbins, xmin, xmax): - for section in self.section_names: - self.build1DHistogram(f'{section}_{name}', xlabel.format(section), - nbins, xmin, xmax) def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : @@ -29,18 +25,25 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' self.section = section + section_name = self.section_names[section] - self.build1DHistogram("pe", "Photoelectrons in the {self.section_names[section]} HCal", 1500,0,1500) - # # every hit in hcal - # self.build1DHistogram("pe", "Photoelectrons in a the HCal", 1500, 0, 1500) - # self.build_submodule_histograms('pe', 'Photoelectrons in the {} section of the Hcal', - # 1500, 0, 1500) + pe_bins = [1500, 0, 1500] + self.build1DHistogram("pe", + "Photoelectrons in the HCal ({section_name})", + *pe_bins) + self.build1DHistogram('hit_time', 'HCal hit time (ns) ({section_name})', + 1600, -100, 1500) + self.build1DHistogram("layer", "Layer number ({section_name})", + 100,0,100 + ) + # Once per event + self.build1DHistogram("total_pe", + "Total photoelectrons in the HCal ({section_name})", + *pe_bins) - # self.build1DHistogram('layer', 'Layer number', 100, 0, 100) - # self.build_submodule_histograms('layer', 'Layer number in {} section', 100, 0, 100) - # self.build1DHistogram("hit_time", "HCal hit time (ns)", 1600, -100, 1500) + # # every hit in hcal # self.build2DHistogram("back_pe:layer", # "Photoelectrons in a Back HCal Layer",10,0,10, # "Back HCal Layer",100,0,100) @@ -82,7 +85,12 @@ def __init__(self,name="HcalInefficiencyAnalyzer") : self.hcalRecHitColl = "HcalRecHits" self.hcalRecHitPass = "" #use whatever pass is available - self.build1DHistogram("Inefficiency", "Inefficiency", 6000, 0., 6000.) + inefficiency_depth_bins = [6000, 0., 6000.] + inefficiency_layer_bins = [100, 0, 100] + self.build1DHistogram("Inefficiency", "Inefficiency; Entries; Depth [mm]", *inefficiency_depth_bins) + self.build1DHistogram("TwoHitInefficiency", "Inefficiency (2 hits); Entries; Depth [mm]", *inefficiency_depth_bins) + self.build1DHistogram("InefficiencyLayer", "Inefficiency; Entries; Layer", *inefficiency_layer_bins) + self.build1DHistogram("TwoHitInefficiencyLayer", "Inefficiency (2 hits); Entries; Layer", *inefficiency_layer_bins) # self.build1DHistogram( "num_sim_hits_per_cell" , # "Number SimHits per Hcal Cell (excluding empty rec cells)" , 20 , 0 , 20 ) diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index abd752645..32252f9bd 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -31,9 +31,16 @@ void HCalDQM::analyze(const framework::Event &event) { continue; } - histograms_.fill("pe", hit.getPE()); + const auto pe{hit.getPE()}; + const auto t{hit.getTime()}; + totalPE += pe; + + histograms_.fill("pe", pe); + histograms_.fill("hit_time", t); + histograms_.fill("layer", id.layer()); } + histograms_.fill("total_pe", totalPE); // float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; // float maxPE{-1}, maxPETime{-1}; // std::vector total_section_pe(5); From 8a9f6d004a6952faa76d5a5ffaa2d3a695bce64a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Tue, 25 Apr 2023 15:39:41 +0200 Subject: [PATCH 252/331] Missing f-strings --- DQM/python/dqm.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 4818ebf1b..d3d239f14 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -29,18 +29,19 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : pe_bins = [1500, 0, 1500] self.build1DHistogram("pe", - "Photoelectrons in the HCal ({section_name})", + f"Photoelectrons in the HCal ({section_name})", *pe_bins) - self.build1DHistogram('hit_time', 'HCal hit time (ns) ({section_name})', + self.build1DHistogram('hit_time', f'HCal hit time (ns) ({section_name})', 1600, -100, 1500) - self.build1DHistogram("layer", "Layer number ({section_name})", + self.build1DHistogram("layer", f"Layer number ({section_name})", 100,0,100 ) # Once per event self.build1DHistogram("total_pe", - "Total photoelectrons in the HCal ({section_name})", + f"Total photoelectrons in the HCal ({section_name})", *pe_bins) + self.build1DHistogram(f"noise", "Is pure noise hit? ({section_name})", 2, 0, 1) # # every hit in hcal From b764cc4f8de8d93e860dc62e60ae5f7d4c4c8ba3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 26 Apr 2023 18:08:10 +0200 Subject: [PATCH 253/331] Some initial DQM figures --- DQM/include/DQM/HCalDQM.h | 3 +- DQM/include/DQM/HcalInefficiencyDQM.h | 36 +++++++++++++++++- DQM/python/dqm.py | 48 +++++++++++++++++++----- DQM/src/DQM/HCalDQM.cxx | 53 +++++++++++++++++++++++++-- 4 files changed, 125 insertions(+), 15 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 6b1079330..8fbc5ee31 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -16,6 +16,7 @@ /*~~~~~~~~~~~~~~~*/ #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" +#include "Framework/EventFile.h" #include "Framework/EventProcessor.h" #include "Tools/AnalysisUtils.h" @@ -41,7 +42,7 @@ class HCalDQM : public framework::Analyzer { * * @param event The event to analyze. */ - void analyze(const framework::Event &event); + void analyze(const framework::Event &event) override; private: /// Hcal Rec Hits collection name diff --git a/DQM/include/DQM/HcalInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h index 9cdd51b4c..351979506 100644 --- a/DQM/include/DQM/HcalInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -6,17 +6,49 @@ #include "SimCore/Event/SimCalorimeterHit.h" #include #include +#include #include +#include namespace dqm { class HcalInefficiencyAnalyzer : public framework::Analyzer { public: HcalInefficiencyAnalyzer(const std::string &name, framework::Process &process) : framework::Analyzer{name, process} {} - void configure(framework::config::Parameters ¶meters) {} + void configure(framework::config::Parameters ¶meters) { + histogramNames = + parameters.getParameter>("histogram_names"); + outputPrefix = parameters.getParameter("output_prefix"); + } bool hitPassesVeto(const ldmx::HcalHit &hit) { return hit.getPE() > 0 && hit.getMinPE() > 0; } + + virtual void onFileClose(framework::EventFile &eventFile) override { + for (auto histogramName : histogramNames) { + const auto histogram{histograms_.get(histogramName)}; + if (!histogram) { + std::cout << "Couldn't find histogram with name " << histogramName + << std::endl; + continue; + } + TCanvas c; + histogram->Draw(); + + c.SaveAs(("figures/" + outputPrefix + "_dump/" + histogramName + ".pdf") + .c_str()); + c.SetLogy(); + c.SaveAs( + ("figures/" + outputPrefix + "_logdump/" + histogramName + ".pdf") + .c_str()); + } + } + // void onProcessEnd() override { + // for (auto histogramName : histogramNames) { + // const auto histogram{histograms_.get(histogramName)}; + // histogram->SaveAs(("figures/dump/" + histogramName + ".pdf").c_str()); + // } + // } void analyze(const framework::Event &event) override { const auto hcalSimHits = event.getCollection( hcalSimHitsCollection_, hcalSimHitsPassName_); @@ -60,10 +92,12 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { histograms_.fill("TwoHitInefficiencyLayer", secondHitLayer); } + std::vector histogramNames; std::string hcalSimHitsCollection_{"HcalSimHits"}; std::string hcalRecHitsCollection_{"HcalRecHits"}; std::string hcalSimHitsPassName_{""}; std::string hcalRecHitsPassName_{""}; + std::string outputPrefix; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index d3d239f14..848e9793c 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -18,30 +18,60 @@ class HCalDQM(ldmxcfg.Analyzer) : def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : - super().__init__(name,'dqm::HCalDQM','DQM') + self.section = section + section_names = ['back', 'top', 'bottom', 'right', 'left'] + section_name = section_names[section] + super().__init__(name + f'_{section_name}','dqm::HCalDQM','DQM') - self.section_names = ['back', 'top', 'bottom', 'left', 'right'] self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' - self.section = section - section_name = self.section_names[section] pe_bins = [1500, 0, 1500] + time_bins = [1500, -500, 1000] + layer_bins = [100,0,100] + multiplicity_bins = [200,0,200] + energy_bins = [1000,0,100] + # Per hit self.build1DHistogram("pe", f"Photoelectrons in the HCal ({section_name})", *pe_bins) - self.build1DHistogram('hit_time', f'HCal hit time (ns) ({section_name})', - 1600, -100, 1500) + self.build1DHistogram('hit_time', f'HCal hit time ({section_name}) [ns]', + *time_bins) self.build1DHistogram("layer", f"Layer number ({section_name})", - 100,0,100 - ) + *layer_bins) + self.build1DHistogram("noise", + f"Is pure noise hit? ({section_name})", 2, 0, 1) + self.build1DHistogram("energy", + f"Reconstructed hit energy in the HCal ({section_name})", + *energy_bins) # Once per event + self.build1DHistogram("total_energy", + f"Total reconstructed energy in the HCal ({section_name})", + 1000,0, 1000) self.build1DHistogram("total_pe", f"Total photoelectrons in the HCal ({section_name})", + 10,0,10000) + self.build1DHistogram('max_pe', + f"Maximum photoelectrons in the HCal ({section_name})", *pe_bins) - self.build1DHistogram(f"noise", "Is pure noise hit? ({section_name})", 2, 0, 1) + self.build2DHistogram('layer:strip', + f'HCal Layer ({section_name})', + *layer_bins, + 'Back HCal Strip', 62,0,62 ) + self.build1DHistogram("hit_multiplicity", + f"HCal hit multiplicity ({section_name})", + *multiplicity_bins) + self.build1DHistogram("vetoable_hit_multiplicity", + f"Multiplicity of vetoable hits at {pe_threshold} PE ({section_name})", + *multiplicity_bins) + self.build1DHistogram('max_pe_time', + f"Max PE hit time ({section_name}) [ns]", + *time_bins) + self.build1DHistogram('hit_z', 'Reconstructed Z position in the HCal ({section_name}) [mm]', + 1000, 0, 6000 + ) # # every hit in hcal diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 32252f9bd..33f60a121 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -15,7 +15,6 @@ void HCalDQM::configure(framework::config::Parameters &ps) { rec_pass_name_ = ps.getParameter("rec_pass_name"); pe_veto_threshold = ps.getParameter("pe_threshold"); section_ = ps.getParameter("section"); - section_names_ = ps.getParameter>("section_names"); } void HCalDQM::analyze(const framework::Event &event) { @@ -25,22 +24,68 @@ void HCalDQM::analyze(const framework::Event &event) { float totalPE{0}; float maxPE{-1}; float maxPETime{-1}; + float E{0}; + float totalE{0}; + int vetoableHitMultiplicity{0}; + int hitMultiplicity{0}; + + auto passesVeto = [&](const ldmx::HcalHit &hit, int section) { + constexpr double max_time{50}; + if (hit.getPE() < pe_veto_threshold) { + return true; + } + if (section == ldmx::HcalID::HcalSection::BACK && hit.getMinPE() < 1) { + return true; + } + return false; + }; for (const ldmx::HcalHit &hit : hcalHits) { ldmx::HcalID id(hit.getID()); - if (id.section() != section_) { + const auto section{id.section()}; + const auto layer{id.layer()}; + const auto strip{id.strip()}; + if (section != section_) { continue; } + if (hit.isNoise()) { + std::cout << "Found a noise hit!" << std::endl; + char c; + std::cin >> c; + } + if (passesVeto(hit, section)) { + hitMultiplicity++; + } else { + hitMultiplicity++; + vetoableHitMultiplicity++; + } const auto pe{hit.getPE()}; const auto t{hit.getTime()}; + const auto e{hit.getEnergy()}; + const auto z{hit.getZPos()}; + + totalE += e; totalPE += pe; + if (pe > maxPE) { + maxPE = pe; + maxPETime = t; + } + histograms_.fill("layer:strip", layer, strip); histograms_.fill("pe", pe); histograms_.fill("hit_time", t); - histograms_.fill("layer", id.layer()); + histograms_.fill("layer", layer); + histograms_.fill("noise", hit.isNoise()); + histograms_.fill("energy", e); + histograms_.fill("hit_z", z); } - + histograms_.fill("total_energy", totalE); histograms_.fill("total_pe", totalPE); + histograms_.fill("max_pe", maxPE); + histograms_.fill("max_pe_time", maxPETime); + histograms_.fill("hit_multiplicity", hitMultiplicity); + histograms_.fill("vetoable_hit_multiplicity", vetoableHitMultiplicity); + // float totalPE{0}, total_back_pe{0}, minTime{999}, minTimePE{-1}; // float maxPE{-1}, maxPETime{-1}; // std::vector total_section_pe(5); From 36a8207558f0b6b8ada8df0522c6e4db866b59e4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 22:33:13 +0200 Subject: [PATCH 254/331] Import hcal validation --- Validation/src/Validation/__init__.py | 1 + 1 file changed, 1 insertion(+) diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index 0802dbbb5..11fe7ac0c 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -4,3 +4,4 @@ from ._differ import Differ from . import ecal from . import trigscint +from . import hcal From b503cf49b3f04cf1a2722536e8eb04f4649de2a6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 27 Apr 2023 22:33:22 +0200 Subject: [PATCH 255/331] Remove old testing code --- DQM/include/DQM/HcalInefficiencyDQM.h | 31 +-------------------------- 1 file changed, 1 insertion(+), 30 deletions(-) diff --git a/DQM/include/DQM/HcalInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h index 351979506..da38f02df 100644 --- a/DQM/include/DQM/HcalInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -15,40 +15,11 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { HcalInefficiencyAnalyzer(const std::string &name, framework::Process &process) : framework::Analyzer{name, process} {} - void configure(framework::config::Parameters ¶meters) { - histogramNames = - parameters.getParameter>("histogram_names"); - outputPrefix = parameters.getParameter("output_prefix"); - } + void configure(framework::config::Parameters ¶meters) {} bool hitPassesVeto(const ldmx::HcalHit &hit) { return hit.getPE() > 0 && hit.getMinPE() > 0; } - virtual void onFileClose(framework::EventFile &eventFile) override { - for (auto histogramName : histogramNames) { - const auto histogram{histograms_.get(histogramName)}; - if (!histogram) { - std::cout << "Couldn't find histogram with name " << histogramName - << std::endl; - continue; - } - TCanvas c; - histogram->Draw(); - - c.SaveAs(("figures/" + outputPrefix + "_dump/" + histogramName + ".pdf") - .c_str()); - c.SetLogy(); - c.SaveAs( - ("figures/" + outputPrefix + "_logdump/" + histogramName + ".pdf") - .c_str()); - } - } - // void onProcessEnd() override { - // for (auto histogramName : histogramNames) { - // const auto histogram{histograms_.get(histogramName)}; - // histogram->SaveAs(("figures/dump/" + histogramName + ".pdf").c_str()); - // } - // } void analyze(const framework::Event &event) override { const auto hcalSimHits = event.getCollection( hcalSimHitsCollection_, hcalSimHitsPassName_); From fbf7ab82dc878a8fad5efdb16c0558d7b96064d2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 28 Apr 2023 18:03:08 +0200 Subject: [PATCH 256/331] Add geometry --- DQM/python/dqm.py | 42 ++++++++++++++++++--------- DQM/src/DQM/HCalDQM.cxx | 13 ++++++++- Validation/src/Validation/__init__.py | 1 + 3 files changed, 42 insertions(+), 14 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 848e9793c..896c330e8 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -28,7 +28,7 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : self.rec_pass_name = '' pe_bins = [1500, 0, 1500] - time_bins = [1500, -500, 1000] + time_bins = [200, -100, 300] layer_bins = [100,0,100] multiplicity_bins = [200,0,200] energy_bins = [1000,0,100] @@ -52,7 +52,7 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : 1000,0, 1000) self.build1DHistogram("total_pe", f"Total photoelectrons in the HCal ({section_name})", - 10,0,10000) + 200,0,10000) self.build1DHistogram('max_pe', f"Maximum photoelectrons in the HCal ({section_name})", *pe_bins) @@ -496,7 +496,23 @@ def __init__(self,name='Trigger',coll='Trigger') : ] hcal_dqm = [ - HCalDQM() + HCalDQM(pe_threshold=8, + section=0 + ), + HCalDQM(pe_threshold=8, + section=1 + ), + HCalDQM(pe_threshold=8, + section=2 + ), + HCalDQM(pe_threshold=8, + section=3 + ), + HCalDQM(pe_threshold=8, + section=4 + ), + HcalInefficiencyAnalyzer(), + ] recoil_dqm = [ @@ -504,16 +520,16 @@ def __init__(self,name='Trigger',coll='Trigger') : ] trigScint_dqm = [ - TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), - TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), - TrigScintSimDQM('TrigScintSimPad3','TriggerPad3SimHits','pad3'), - TrigScintDigiDQM('TrigScintDigiPad1','trigScintDigisPad1','pad1'), - TrigScintDigiDQM('TrigScintDigiPad2','trigScintDigisPad2','pad2'), - TrigScintDigiDQM('TrigScintDigiPad3','trigScintDigisPad3','pad3'), - TrigScintClusterDQM('TrigScintClusterPad1','TriggerPad1Clusters','pad1'), - TrigScintClusterDQM('TrigScintClusterPad2','TriggerPad2Clusters','pad2'), - TrigScintClusterDQM('TrigScintClusterPad3','TriggerPad3Clusters','pad3'), - TrigScintTrackDQM('TrigScintTracks','TriggerPadTracks') + # TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), + # TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), + # TrigScintSimDQM('TrigScintSimPad3','TriggerPad3SimHits','pad3'), + # TrigScintDigiDQM('TrigScintDigiPad1','trigScintDigisPad1','pad1'), + # TrigScintDigiDQM('TrigScintDigiPad2','trigScintDigisPad2','pad2'), + # TrigScintDigiDQM('TrigScintDigiPad3','trigScintDigisPad3','pad3'), + # TrigScintClusterDQM('TrigScintClusterPad1','TriggerPad1Clusters','pad1'), + # TrigScintClusterDQM('TrigScintClusterPad2','TriggerPad2Clusters','pad2'), + # TrigScintClusterDQM('TrigScintClusterPad3','TriggerPad3Clusters','pad3'), + # TrigScintTrackDQM('TrigScintTracks','TriggerPadTracks') ] diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 33f60a121..6cad7d266 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -21,6 +21,9 @@ void HCalDQM::analyze(const framework::Event &event) { // Get the collection of HCalDQM digitized hits if the exists const auto &hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; + + const auto &geometry = getCondition( + ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); float totalPE{0}; float maxPE{-1}; float maxPETime{-1}; @@ -44,7 +47,7 @@ void HCalDQM::analyze(const framework::Event &event) { const auto section{id.section()}; const auto layer{id.layer()}; const auto strip{id.strip()}; - if (section != section_) { + if (section != section_ && section_ != -1) { continue; } @@ -62,7 +65,15 @@ void HCalDQM::analyze(const framework::Event &event) { const auto pe{hit.getPE()}; const auto t{hit.getTime()}; const auto e{hit.getEnergy()}; + const auto x{hit.getZPos()}; const auto z{hit.getZPos()}; + switch (section) { + case ldmx::HcalID::HcalSection::BACK: + case ldmx::HcalID::HcalSection::TOP: + case ldmx::HcalID::HcalSection::BOTTOM: + case ldmx::HcalID::HcalSection::LEFT: + case ldmx::HcalID::HcalSection::RIGHT: + } totalE += e; totalPE += pe; diff --git a/Validation/src/Validation/__init__.py b/Validation/src/Validation/__init__.py index 11fe7ac0c..4ada6e544 100644 --- a/Validation/src/Validation/__init__.py +++ b/Validation/src/Validation/__init__.py @@ -5,3 +5,4 @@ from . import ecal from . import trigscint from . import hcal +from . import photonuclear From bd8a79473ec92d52d0dcb0f5cec9a05a72fcc20a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:34:37 +0200 Subject: [PATCH 257/331] Add sim level histograms --- DQM/include/DQM/HCalDQM.h | 5 +++++ DQM/python/dqm.py | 40 +++++++++++++++++++++++++++++++++++---- 2 files changed, 41 insertions(+), 4 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 8fbc5ee31..360ec2136 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -45,6 +45,11 @@ class HCalDQM : public framework::Analyzer { void analyze(const framework::Event &event) override; private: + /// Hcal Sim Hits collection name + std::string sim_coll_name_; + + /// Hcal Sim Hits pass name + std::string sim_pass_name_; /// Hcal Rec Hits collection name std::string rec_coll_name_; diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 896c330e8..1bd81f4b9 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -26,36 +26,62 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : self.pe_threshold = float(pe_threshold) self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' + self.sim_coll_name = 'HcalSimHits' + self.sim_pass_name = '' - pe_bins = [1500, 0, 1500] - time_bins = [200, -100, 300] + pe_bins = [500, 0, 1500] + time_bins = [100, -100, 500] layer_bins = [100,0,100] - multiplicity_bins = [200,0,200] - energy_bins = [1000,0,100] + multiplicity_bins = [400,0,400] + energy_bins = [200,0,200] + self.build1DHistogram('sim_along_x', 'x', 3000, -3000,3000) + self.build1DHistogram('sim_along_y', 'y', 3000, -3000,3000) + self.build1DHistogram('sim_along_z', 'z', 3000, 0,6000) + self.build1DHistogram('along_x', 'x', 3000, -3000,3000) + self.build1DHistogram('along_y', 'y', 3000, -3000,3000) + self.build1DHistogram('along_z', 'z', 3000, 0,6000) # Per hit self.build1DHistogram("pe", f"Photoelectrons in the HCal ({section_name})", *pe_bins) self.build1DHistogram('hit_time', f'HCal hit time ({section_name}) [ns]', *time_bins) + self.build1DHistogram('sim_hit_time', f'HCal hit time ({section_name}) [ns]', + *time_bins) self.build1DHistogram("layer", f"Layer number ({section_name})", *layer_bins) + self.build1DHistogram("sim_layer", f"Layer number ({section_name})", + *layer_bins) self.build1DHistogram("noise", f"Is pure noise hit? ({section_name})", 2, 0, 1) self.build1DHistogram("energy", f"Reconstructed hit energy in the HCal ({section_name})", *energy_bins) + + self.build1DHistogram("sim_energy", + f"Simulated hit energy in the HCal ({section_name})", + *energy_bins) + self.build1DHistogram("sim_energy_per_bar", + f"Simulated hit energy per bar in the HCal ({section_name})", + *energy_bins) # Once per event self.build1DHistogram("total_energy", f"Total reconstructed energy in the HCal ({section_name})", 1000,0, 1000) + self.build1DHistogram("sim_total_energy", + f"Total simulated energy in the HCal ({section_name})", + 1000,0, 1000) self.build1DHistogram("total_pe", f"Total photoelectrons in the HCal ({section_name})", 200,0,10000) self.build1DHistogram('max_pe', f"Maximum photoelectrons in the HCal ({section_name})", *pe_bins) + self.build2DHistogram('sim_layer:strip', + f'HCal Layer ({section_name})', + *layer_bins, + 'Back HCal Strip', 62,0,62 ) self.build2DHistogram('layer:strip', f'HCal Layer ({section_name})', *layer_bins, @@ -63,6 +89,12 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : self.build1DHistogram("hit_multiplicity", f"HCal hit multiplicity ({section_name})", *multiplicity_bins) + self.build1DHistogram("sim_hit_multiplicity", + f"HCal hit multiplicity ({section_name})", + *multiplicity_bins) + self.build1DHistogram("sim_num_bars_hit", + f"HCal hit multiplicity ({section_name})", + *multiplicity_bins) self.build1DHistogram("vetoable_hit_multiplicity", f"Multiplicity of vetoable hits at {pe_threshold} PE ({section_name})", *multiplicity_bins) From e54e8f180f4442745db96c7ecb5aa3ce03dc5687 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:36:38 +0200 Subject: [PATCH 258/331] Factor out skipping hits --- DQM/include/DQM/HCalDQM.h | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 360ec2136..049d514cf 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -44,6 +44,10 @@ class HCalDQM : public framework::Analyzer { */ void analyze(const framework::Event &event) override; + bool skipHit(const ldmx::HcalID &id) { + const auto section{id.section()}; + return (section != section_ && section_ != -1); + } private: /// Hcal Sim Hits collection name std::string sim_coll_name_; From de2ca7576ce912eaff54c0784bfe9cb11f704333 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:37:44 +0200 Subject: [PATCH 259/331] Factor out reading the rechits --- DQM/include/DQM/HCalDQM.h | 8 +++++++- DQM/src/DQM/HCalDQM.cxx | 35 ++++++++++++++++++++++------------- 2 files changed, 29 insertions(+), 14 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 049d514cf..55df6b061 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -14,12 +14,17 @@ /*~~~~~~~~~~~~~~~*/ /* Framework */ /*~~~~~~~~~~~~~~~*/ +#include "DetDescr/HcalGeometry.h" +#include "DetDescr/HcalID.h" #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" #include "Framework/EventFile.h" #include "Framework/EventProcessor.h" +#include "Hcal/Event/HcalHit.h" +#include "Hcal/Event/HcalVetoResult.h" +#include "SimCore/Event/SimCalorimeterHit.h" #include "Tools/AnalysisUtils.h" - +#include namespace dqm { class HCalDQM : public framework::Analyzer { @@ -48,6 +53,7 @@ class HCalDQM : public framework::Analyzer { const auto section{id.section()}; return (section != section_ && section_ != -1); } + void analyzeRecHits(const std::vector &hits); private: /// Hcal Sim Hits collection name std::string sim_coll_name_; diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 6cad7d266..da263264a 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -1,10 +1,5 @@ #include "DQM/HCalDQM.h" - -#include "DetDescr/HcalID.h" -#include "Hcal/Event/HcalHit.h" -#include "Hcal/Event/HcalVetoResult.h" - namespace dqm { HCalDQM::HCalDQM(const std::string &name, framework::Process &process) @@ -13,6 +8,8 @@ HCalDQM::HCalDQM(const std::string &name, framework::Process &process) void HCalDQM::configure(framework::config::Parameters &ps) { rec_coll_name_ = ps.getParameter("rec_coll_name"); rec_pass_name_ = ps.getParameter("rec_pass_name"); + sim_coll_name_ = ps.getParameter("sim_coll_name"); + sim_pass_name_ = ps.getParameter("sim_pass_name"); pe_veto_threshold = ps.getParameter("pe_threshold"); section_ = ps.getParameter("section"); } @@ -22,8 +19,15 @@ void HCalDQM::analyze(const framework::Event &event) { const auto &hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; + analyzeRecHits(hcalHits); const auto &geometry = getCondition( ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); +} +void HCaldDQM::analyzeRecHits(const std::vector &hits) { + + const auto &geometry = getCondition( + ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); + float totalPE{0}; float maxPE{-1}; float maxPETime{-1}; @@ -47,7 +51,7 @@ void HCalDQM::analyze(const framework::Event &event) { const auto section{id.section()}; const auto layer{id.layer()}; const auto strip{id.strip()}; - if (section != section_ && section_ != -1) { + if (skipHit(id)) { continue; } @@ -65,14 +69,19 @@ void HCalDQM::analyze(const framework::Event &event) { const auto pe{hit.getPE()}; const auto t{hit.getTime()}; const auto e{hit.getEnergy()}; - const auto x{hit.getZPos()}; + const auto x{hit.getXPos()}; + const auto y{hit.getYPos()}; const auto z{hit.getZPos()}; - switch (section) { - case ldmx::HcalID::HcalSection::BACK: - case ldmx::HcalID::HcalSection::TOP: - case ldmx::HcalID::HcalSection::BOTTOM: - case ldmx::HcalID::HcalSection::LEFT: - case ldmx::HcalID::HcalSection::RIGHT: + switch (orientation) { + case ldmx::HcalGeometry::ScintillatorOrientation::horizontal: + histograms_.fill("along_x", x); + break; + case ldmx::HcalGeometry::ScintillatorOrientation::vertical: + histograms_.fill("along_y", y); + break; + case ldmx::HcalGeometry::ScintillatorOrientation::depth: + histograms_.fill("along_z", z); + break; } totalE += e; From f562385bfd82fea47190d08928eaa367906f0fe6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:40:37 +0200 Subject: [PATCH 260/331] Add Sim DQM --- DQM/include/DQM/HCalDQM.h | 2 ++ DQM/src/DQM/HCalDQM.cxx | 65 +++++++++++++++++++++++++++++++++++++-- 2 files changed, 65 insertions(+), 2 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 55df6b061..080d92fa0 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -54,6 +54,8 @@ class HCalDQM : public framework::Analyzer { return (section != section_ && section_ != -1); } void analyzeRecHits(const std::vector &hits); + void analyzeSimHits(const std::vector &hits); + private: /// Hcal Sim Hits collection name std::string sim_coll_name_; diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index da263264a..311fc50c1 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -19,11 +19,71 @@ void HCalDQM::analyze(const framework::Event &event) { const auto &hcalHits{ event.getCollection(rec_coll_name_, rec_pass_name_)}; + const auto &hcalSimHits{event.getCollection( + sim_coll_name_, sim_pass_name_)}; + analyzeSimHits(hcalSimHits); analyzeRecHits(hcalHits); const auto &geometry = getCondition( ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); } -void HCaldDQM::analyzeRecHits(const std::vector &hits) { +void HCalDQM::analyzeSimHits(const std::vector &hits) { + + const auto &geometry = getCondition( + ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); + + std::map simEnergyPerBar; + int hitMultiplicity{0}; + + for (const auto &hit : hits) { + + ldmx::HcalID id(hit.getID()); + if (skipHit(id)) { + continue; + } + const auto energy{hit.getEdep()}; + if (simEnergyPerBar.count(id) == 0) { + simEnergyPerBar[id] = energy; + } else { + simEnergyPerBar[id] += energy; + } + const auto orientation{geometry.getScintillatorOrientation(id)}; + const auto section{id.section()}; + const auto layer{id.layer()}; + const auto strip{id.strip()}; + const auto pos{hit.getPosition()}; + const auto x{pos[0]}; + const auto y{pos[1]}; + const auto z{pos[2]}; + const auto t{hit.getTime()}; + hitMultiplicity++; + histograms_.fill("sim_hit_time", t); + histograms_.fill("sim_layer", layer); + histograms_.fill("sim_layer:strip", layer, strip); + histograms_.fill("sim_energy", energy); + switch (orientation) { + case ldmx::HcalGeometry::ScintillatorOrientation::horizontal: + histograms_.fill("sim_along_x", x); + break; + case ldmx::HcalGeometry::ScintillatorOrientation::vertical: + histograms_.fill("sim_along_y", y); + break; + case ldmx::HcalGeometry::ScintillatorOrientation::depth: + histograms_.fill("sim_along_z", z); + break; + } + } + + histograms_.fill("sim_hit_multiplicity", hitMultiplicity); + histograms_.fill("sim_num_bars_hit", simEnergyPerBar.size()); + + double total_energy{0}; + for (const auto [id, energy] : simEnergyPerBar) { + histograms_.fill("sim_energy_per_bar", energy); + total_energy += energy; + } + histograms_.fill("sim_total_energy", total_energy); +} +void HCalDQM::analyzeRecHits(const std::vector &hits) { const auto &geometry = getCondition( ldmx::HcalGeometry::CONDITIONS_OBJECT_NAME); @@ -46,8 +106,9 @@ void HCaldDQM::analyzeRecHits(const std::vector &hits) { } return false; }; - for (const ldmx::HcalHit &hit : hcalHits) { + for (const ldmx::HcalHit &hit : hits) { ldmx::HcalID id(hit.getID()); + const auto orientation{geometry.getScintillatorOrientation(id)}; const auto section{id.section()}; const auto layer{id.layer()}; const auto strip{id.strip()}; From 5b8ed77793ef7942d896d2903644ee605b767e33 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:56:25 +0200 Subject: [PATCH 261/331] Factor out veto passing --- DQM/include/DQM/HCalDQM.h | 11 +++++++ DQM/python/dqm.py | 67 +++++++++++++++------------------------ DQM/src/DQM/HCalDQM.cxx | 15 ++------- 3 files changed, 39 insertions(+), 54 deletions(-) diff --git a/DQM/include/DQM/HCalDQM.h b/DQM/include/DQM/HCalDQM.h index 080d92fa0..feae56cc3 100644 --- a/DQM/include/DQM/HCalDQM.h +++ b/DQM/include/DQM/HCalDQM.h @@ -56,6 +56,16 @@ class HCalDQM : public framework::Analyzer { void analyzeRecHits(const std::vector &hits); void analyzeSimHits(const std::vector &hits); + bool hitPassesVeto(const ldmx::HcalHit &hit, int section) { + if (hit.getPE() < pe_veto_threshold || hit.getTime() > max_hit_time_) { + return true; + } + if (section == ldmx::HcalID::HcalSection::BACK && hit.getMinPE() < 1) { + return true; + } + return false; + } + private: /// Hcal Sim Hits collection name std::string sim_coll_name_; @@ -78,6 +88,7 @@ class HCalDQM : public framework::Analyzer { float pe_veto_threshold; std::vector section_names_; int section_; + double max_hit_time_; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 1bd81f4b9..668462f79 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -17,13 +17,14 @@ class HCalDQM(ldmxcfg.Analyzer) : - def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : + def __init__(self,name="hcal_dqm", pe_threshold=5, section=0, max_hit_time = 50.0) : self.section = section section_names = ['back', 'top', 'bottom', 'right', 'left'] section_name = section_names[section] super().__init__(name + f'_{section_name}','dqm::HCalDQM','DQM') - self.pe_threshold = float(pe_threshold) + self.pe_veto_threshold = float(pe_threshold) + self.max_hit_time = max_hit_time self.rec_coll_name = 'HcalRecHits' self.rec_pass_name = '' self.sim_coll_name = 'HcalSimHits' @@ -106,54 +107,36 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0) : ) - # # every hit in hcal - # self.build2DHistogram("back_pe:layer", - # "Photoelectrons in a Back HCal Layer",10,0,10, - # "Back HCal Layer",100,0,100) - # self.build2DHistogram("back_layer:strip", - # "Back HCal Layer",100,0,100, - # "Back HCal Strip",62,0,62) - # self.build2DHistogram("side_pe:layer", - # "Photoelectrons in a Side HCal Layer",10,0,10, - # "Side HCal Layer",20,0,20) - # self.build2DHistogram("side_layer:strip", - # "Side HCal Layer",20,0,20, - # "Side HCal Strip",30,0,30) - - # # once per event - # self.build1DHistogram("n_hits", "HCal hit multiplicity", 300, 0, 300) - # self.build1DHistogram("total_pe", "Total Photoelectrons", 3000, 0, 3000) - # self.build_submodule_histograms('total_pe', 'Total Photoelectrons in the {} section of the Hcal', - # 3000, 0, 3000) - # self.build1DHistogram("max_pe", - # "Max Photoelectrons in an HCal Module", 1500, 0, 1500) - # self.build1DHistogram("hit_time_max_pe", - # "Max PE hit time (ns)", 1600, -100, 1500) - # self.build2DHistogram("max_pe:time", - # "Max Photoelectrons in an HCal Module", 1500, 0, 1500, - # "HCal max PE hit time (ns)", 1500, 0, 1500) - # self.build1DHistogram("min_time_hit_above_thresh", - # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) - # self.build2DHistogram("min_time_hit_above_thresh:pe", - # "Photoelectrons in an HCal Module", 1500, 0, 1500, - # f"Earliest time of HCal hit above {pe_threshold} PE threshold (ns)", 1600, -100, 1500) class HcalInefficiencyAnalyzer(ldmxcfg.Analyzer): - def __init__(self,name="HcalInefficiencyAnalyzer") : + def __init__(self,name="HcalInefficiencyAnalyzer", num_sections=5, + pe_threshold=5, max_hit_time=50.0): super().__init__(name,'dqm::HcalInefficiencyAnalyzer','DQM') - self.hcalSimHitColl = "HcalSimHits" - self.hcalSimHitPass = "" #use whatever pass is available + self.sim_coll_name = "HcalSimHits" + self.sim_pass_name = "" #use whatever pass is available - self.hcalRecHitColl = "HcalRecHits" - self.hcalRecHitPass = "" #use whatever pass is available + self.rec_coll_name= "HcalRecHits" + self.rec_pass_name= "" #use whatever pass is available + self.pe_veto_threshold = float(pe_threshold) + self.max_hit_time = max_hit_time + + section_names = ['back', 'top', 'bottom', 'right', 'left'] inefficiency_depth_bins = [6000, 0., 6000.] inefficiency_layer_bins = [100, 0, 100] - self.build1DHistogram("Inefficiency", "Inefficiency; Entries; Depth [mm]", *inefficiency_depth_bins) - self.build1DHistogram("TwoHitInefficiency", "Inefficiency (2 hits); Entries; Depth [mm]", *inefficiency_depth_bins) - self.build1DHistogram("InefficiencyLayer", "Inefficiency; Entries; Layer", *inefficiency_layer_bins) - self.build1DHistogram("TwoHitInefficiencyLayer", "Inefficiency (2 hits); Entries; Layer", *inefficiency_layer_bins) + # Overall, Back, Side, Top, Bottom, Left, Right + self.build1DHistogram('efficiency', "", 12, -1, 11) + for section in range(num_sections): + section_name = section_names[section] + self.build1DHistogram(f"inefficiency_{section_name}", + "fInefficiency ({section_name})", + *inefficiency_layer_bins + ) + # self.build1DHistogram("Inefficiency", "Inefficiency; Entries; Depth [mm]", *inefficiency_depth_bins) + # self.build1DHistogram("TwoHitInefficiency", "Inefficiency (2 hits); Entries; Depth [mm]", *inefficiency_depth_bins) + # self.build1DHistogram("InefficiencyLayer", "Inefficiency; Entries; Layer", *inefficiency_layer_bins) + # self.build1DHistogram("TwoHitInefficiencyLayer", "Inefficiency (2 hits); Entries; Layer", *inefficiency_layer_bins) # self.build1DHistogram( "num_sim_hits_per_cell" , # "Number SimHits per Hcal Cell (excluding empty rec cells)" , 20 , 0 , 20 ) diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 311fc50c1..18bf914e3 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -10,8 +10,9 @@ void HCalDQM::configure(framework::config::Parameters &ps) { rec_pass_name_ = ps.getParameter("rec_pass_name"); sim_coll_name_ = ps.getParameter("sim_coll_name"); sim_pass_name_ = ps.getParameter("sim_pass_name"); - pe_veto_threshold = ps.getParameter("pe_threshold"); + pe_veto_threshold = ps.getParameter("pe_veto_threshold"); section_ = ps.getParameter("section"); + max_hit_time_ = ps.getParameter("max_hit_time"); } void HCalDQM::analyze(const framework::Event &event) { @@ -96,16 +97,6 @@ void HCalDQM::analyzeRecHits(const std::vector &hits) { int vetoableHitMultiplicity{0}; int hitMultiplicity{0}; - auto passesVeto = [&](const ldmx::HcalHit &hit, int section) { - constexpr double max_time{50}; - if (hit.getPE() < pe_veto_threshold) { - return true; - } - if (section == ldmx::HcalID::HcalSection::BACK && hit.getMinPE() < 1) { - return true; - } - return false; - }; for (const ldmx::HcalHit &hit : hits) { ldmx::HcalID id(hit.getID()); const auto orientation{geometry.getScintillatorOrientation(id)}; @@ -121,7 +112,7 @@ void HCalDQM::analyzeRecHits(const std::vector &hits) { char c; std::cin >> c; } - if (passesVeto(hit, section)) { + if (hitPassesVeto(hit, section)) { hitMultiplicity++; } else { hitMultiplicity++; From 0af4251b75d854591d53be42251a441fb413cf3a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:59:13 +0200 Subject: [PATCH 262/331] Add inefficiency analyzer --- DQM/include/DQM/HcalInefficiencyDQM.h | 75 ++++++++++----------------- DQM/python/dqm.py | 2 +- DQM/src/DQM/HcalInefficiencyDQM.cxx | 72 ++++++++++++++++++++++++- 3 files changed, 100 insertions(+), 49 deletions(-) diff --git a/DQM/include/DQM/HcalInefficiencyDQM.h b/DQM/include/DQM/HcalInefficiencyDQM.h index da38f02df..fb67a0d57 100644 --- a/DQM/include/DQM/HcalInefficiencyDQM.h +++ b/DQM/include/DQM/HcalInefficiencyDQM.h @@ -15,60 +15,41 @@ class HcalInefficiencyAnalyzer : public framework::Analyzer { HcalInefficiencyAnalyzer(const std::string &name, framework::Process &process) : framework::Analyzer{name, process} {} - void configure(framework::config::Parameters ¶meters) {} - bool hitPassesVeto(const ldmx::HcalHit &hit) { - return hit.getPE() > 0 && hit.getMinPE() > 0; - } - - void analyze(const framework::Event &event) override { - const auto hcalSimHits = event.getCollection( - hcalSimHitsCollection_, hcalSimHitsPassName_); - const auto hcalRecHits = event.getCollection( - hcalRecHitsCollection_, hcalRecHitsPassName_); - - /* const auto hcalSimHits = - * event.getCollection(hcalSimHitsCollection_, - * hcalSimHitsPassName_); */ - - double firstHitZ{9999}; - double secondHitZ{9999}; - double firstHitLayer{200}; - double secondHitLayer{200}; - - for (const auto hit : hcalRecHits) { - const ldmx::HcalID id{hit.getID()}; - if (id.section() != ldmx::HcalID::HcalSection::BACK) { - continue; - } - const auto z{hit.getZPos()}; - const auto layer{id.layer()}; - if (hitPassesVeto(hit)) { - if (z < firstHitZ) { - firstHitZ = z; - secondHitZ = firstHitZ; - } else if (z < secondHitZ) { - secondHitZ = z; - } - if (layer < firstHitLayer) { - secondHitLayer = firstHitLayer; - firstHitLayer = layer; - } else if (layer < secondHitLayer && layer != firstHitLayer) { - secondHitLayer = layer; - } - } + enum vetoCategories { + back = 0, + top = 1, + bottom = 2, + right = 3, + left = 4, + any = 5, + both = 6, + back_only = 7, + side_only = 8, + neither = 9 + }; + void configure(framework::config::Parameters ¶meters) override; + + bool hitPassesVeto(const ldmx::HcalHit &hit, int section) { + if (hit.getPE() < pe_veto_threshold || hit.getTime() > max_hit_time_) { + return true; + } + if (section == ldmx::HcalID::HcalSection::BACK && hit.getMinPE() < 1) { + return true; } - histograms_.fill("Inefficiency", firstHitZ); - histograms_.fill("TwoHitInefficiency", secondHitZ); - histograms_.fill("InefficiencyLayer", firstHitLayer); - histograms_.fill("TwoHitInefficiencyLayer", secondHitLayer); + return false; } - std::vector histogramNames; + void analyze(const framework::Event &event) override; + +private: std::string hcalSimHitsCollection_{"HcalSimHits"}; std::string hcalRecHitsCollection_{"HcalRecHits"}; std::string hcalSimHitsPassName_{""}; std::string hcalRecHitsPassName_{""}; - std::string outputPrefix; + + // Veto threshold for photo-electrons + float pe_veto_threshold; + double max_hit_time_; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 668462f79..83fbd6857 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -526,7 +526,7 @@ def __init__(self,name='Trigger',coll='Trigger') : HCalDQM(pe_threshold=8, section=4 ), - HcalInefficiencyAnalyzer(), + HcalInefficiencyAnalyzer(pe_threshold=8), ] diff --git a/DQM/src/DQM/HcalInefficiencyDQM.cxx b/DQM/src/DQM/HcalInefficiencyDQM.cxx index 40b18120a..92302404b 100644 --- a/DQM/src/DQM/HcalInefficiencyDQM.cxx +++ b/DQM/src/DQM/HcalInefficiencyDQM.cxx @@ -1,6 +1,76 @@ #include "DQM/HcalInefficiencyDQM.h" -namespace dqm {} +namespace dqm { +void HcalInefficiencyAnalyzer::analyze(const framework::Event &event) { + const auto hcalSimHits = event.getCollection( + hcalSimHitsCollection_, hcalSimHitsPassName_); + const auto hcalRecHits = event.getCollection( + hcalRecHitsCollection_, hcalRecHitsPassName_); + + const int failedVeto{999}; + // Check veto for each section, combined side hcal veto + std::vector firstLayersHit{failedVeto, failedVeto, failedVeto, + failedVeto, failedVeto}; + + const std::vector sectionNames{"back", "top", "bottom", "right", + "left"}; + for (const auto hit : hcalRecHits) { + const ldmx::HcalID id{hit.getID()}; + const auto section{id.section()}; + const auto z{hit.getZPos()}; + const auto layer{id.layer()}; + if (hitPassesVeto(hit, section)) { + if (layer < firstLayersHit[section]) { + firstLayersHit[section] = layer; + } + } + } + + bool vetoedByBack{firstLayersHit[ldmx::HcalID::HcalSection::BACK] != + failedVeto}; + bool vetoedByTop{firstLayersHit[ldmx::HcalID::HcalSection::TOP]}; + bool vetoedByBottom{firstLayersHit[ldmx::HcalID::HcalSection::BOTTOM]}; + bool vetoedByRight{firstLayersHit[ldmx::HcalID::HcalSection::RIGHT]}; + bool vetoedByLeft{firstLayersHit[ldmx::HcalID::HcalSection::LEFT]}; + bool vetoedBySide{vetoedByTop || vetoedByBottom || vetoedByRight || + vetoedByLeft}; + + for (int section{0}; section < firstLayersHit.size(); ++section) { + const auto layer{firstLayersHit[section]}; + const auto sectionName{sectionNames[section]}; + if (layer != failedVeto) { + histograms_.fill("inefficiency_" + sectionName, layer); + histograms_.fill("efficiency", section); + } + } + if (vetoedByBack || vetoedBySide) { + histograms_.fill("efficiency", vetoCategories::any); + if (vetoedByBack && vetoedBySide) { + histograms_.fill("efficiency", vetoCategories::both); + } else if (vetoedByBack && !vetoedBySide) { + histograms_.fill("efficiency", vetoCategories::back_only); + } else if (vetoedBySide && !vetoedByBack) { + histograms_.fill("efficiency", vetoCategories::side_only); + } + } else { + histograms_.fill("efficiency", vetoCategories::neither); + } +} + +void HcalInefficiencyAnalyzer::configure( + + framework::config::Parameters ¶meters) { + + hcalSimHitsCollection_ = + parameters.getParameter("sim_coll_name"); + hcalRecHitsCollection_ = + parameters.getParameter("rec_coll_name"); + hcalSimHitsPassName_ = parameters.getParameter("sim_pass_name"); + hcalRecHitsPassName_ = parameters.getParameter("rec_pass_name"); + pe_veto_threshold = parameters.getParameter("pe_veto_threshold"); + max_hit_time_ = parameters.getParameter("max_hit_time"); +} +} // namespace dqm DECLARE_ANALYZER_NS(dqm, HcalInefficiencyAnalyzer); From 4f18b958eafb217f0e7fcc99ca9caf106b98809d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 12:59:40 +0200 Subject: [PATCH 263/331] Add tick labels as an option in differ --- Validation/src/Validation/_differ.py | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index df50edd48..17590c320 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -6,7 +6,7 @@ # external dependencies import matplotlib.pyplot as plt - +import matplotlib # us from ._file import File @@ -59,11 +59,12 @@ def __repr__(self) : """Short form representation of a Differ""" return f'Differ ({self.grp_name}) {self.files}' - def plot1d(self, column, xlabel, + def plot1d(self, column, xlabel, ylabel = 'Count', yscale = 'log', ylim = (None,None), out_dir = None, file_name = None, + tick_labels = None, legend_kw = dict(), **hist_kwargs) : """Plot a 1D histogram, overlaying the File entries @@ -92,6 +93,8 @@ def plot1d(self, column, xlabel, Limits to set for the y-axis (default: deduced by matplotlib) out_dir : str Directory in which to write the plotting file + tick_labels: list, optional + Tick labels for the x-axis file_name : str Name of file, no extension (default: column name with directory separators removed) hist_kwargs : dict @@ -101,7 +104,7 @@ def plot1d(self, column, xlabel, ax = fig.subplots() for f in self.files : - f.plot1d(ax, column, **hist_kwargs) + weights, bins, patches = f.plot1d(ax, column, **hist_kwargs) ax.set_xlabel(xlabel) ax.set_ylabel(ylabel) @@ -111,6 +114,11 @@ def plot1d(self, column, xlabel, if 'title' not in legend_kw : legend_kw['title'] = self.grp_name + if tick_labels is not None: + ax.set_xticks(bins) + ax.set_xticklabels(tick_labels) + ax.tick_params(axis='x', rotation=90) + ax.legend(**legend_kw) if out_dir is None : From 71357fa94d0dd06707de7d8e71f471a43ac38808 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 14:01:12 +0200 Subject: [PATCH 264/331] Add PN to the validation module --- Validation/src/Validation/photonuclear.py | 71 +++++++++++++++++++++++ 1 file changed, 71 insertions(+) create mode 100644 Validation/src/Validation/photonuclear.py diff --git a/Validation/src/Validation/photonuclear.py b/Validation/src/Validation/photonuclear.py new file mode 100644 index 000000000..b839d1e8e --- /dev/null +++ b/Validation/src/Validation/photonuclear.py @@ -0,0 +1,71 @@ + + +from ._differ import Differ +from ._plotter import plotter +import logging + +log = logging.getLogger('photonuclear') + +@plotter(hist=True, event=False) +def pndqm(d: Differ, out_dir=None): + event_type_labels = ['', 'Nothing hard', 'n', 'nn', '$\geq$ 3n', '$\pi$', '$\pi\pi$', + '$\pi_0$', '$\pi$A', '$\pi$2A', '$\pi\pi$A', '$\pi_0$A', + '$\pi_0$2A', '$\pi_0\pi$A', 'p', 'pp', 'pn', '$K_L^0$X', '$K$X', + '$K_S^0$X', 'exotics', 'multi-body', '', '', ''] + + compact_event_type_labels = ['', 'n', '$K^{\pm}$X', '$K^0$', 'nn', 'soft', 'other', '',''] + neutron_event_type_labels = ['', '', 'nn', 'pn', '$\pi^+$n', '$\pi^0$n', '', ''] + + d.plot1d("PN/PN_event_type" , "", + tick_labels=event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_500mev", "", + tick_labels=event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_2000mev", "", + tick_labels=event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_compact", "", + tick_labels=compact_event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_compact_500mev", "", + tick_labels=compact_event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_event_type_compact_2000mev", "", + tick_labels=compact_event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_1n_event_type", "", + tick_labels=neutron_event_type_labels, + out_dir=out_dir) + d.plot1d("PN/PN_pn_particle_mult", "Photo-nuclear Multiplicity", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_energy", "#gamma Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_neutron_energy", "Neutron Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_energy_diff", "E(#gamma_{PN}) - E(n) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_energy_frac", "E(n)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_2n_n2_energy", "Energy of second hardest neutron (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_2n_energy_frac", "E(n)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_2n_energy_other", "E_{other} (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy", "Charged Kaon Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy_diff", "E(#gamma_{PN}) - E(K#pm) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy_frac", "E(K#pm)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy", "K0 Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy_diff", "E(#gamma_{PN}) - E(K0) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy_frac", "E(K0)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + + d.plot1d("PN/PN_recoil_vertex_x", "Recoil e^{-} Vertex - x (mm)", out_dir=out_dir) + d.plot1d("PN/PN_recoil_vertex_y", "Recoil e^{-} Vertex - y (mm)", out_dir=out_dir) + d.plot1d("PN/PN_recoil_vertex_z", "Recoil e^{-} Vertex - z (mm)", out_dir=out_dir) + + d.plot1d("PN/PN_pn_gamma_int_z", "#gamma Interaction Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_z", "#gamma Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_x", "#gamma Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_y", "#gamma Vertex (mm)", out_dir=out_dir) + + d.plot1d("PN/PN_hardest_ke", "Kinetic Energy Hardest Photo-nuclear Particle (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_theta", "#theta of Hardest Photo-nuclear Particle (Degrees)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_p_ke", "Kinetic Energy Hardest Photo-nuclear Proton (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_p_theta", "#theta of Hardest Photo-nuclear Proton (Degrees)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_n_ke", "Kinetic Energy Hardest Photo-nuclear Neutron (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_n_theta", "#theta of Hardest Photo-nuclear Neutron (Degrees)" ) + d.plot1d("PN/PN_hardest_pi_ke", "Kinetic Energy Hardest Photo-nuclear #pi (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_hardest_pi_theta", "#theta of Hardest Photo-nuclear #pi (Degrees)", out_dir=out_dir) From de0a9660e94bbde11d1797175a891fffbdbab8d4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 14:10:30 +0200 Subject: [PATCH 265/331] Use unicode symbols since tex isn't available --- Validation/src/Validation/photonuclear.py | 38 +++++++++++------------ 1 file changed, 19 insertions(+), 19 deletions(-) diff --git a/Validation/src/Validation/photonuclear.py b/Validation/src/Validation/photonuclear.py index b839d1e8e..85182ad50 100644 --- a/Validation/src/Validation/photonuclear.py +++ b/Validation/src/Validation/photonuclear.py @@ -8,15 +8,15 @@ @plotter(hist=True, event=False) def pndqm(d: Differ, out_dir=None): - event_type_labels = ['', 'Nothing hard', 'n', 'nn', '$\geq$ 3n', '$\pi$', '$\pi\pi$', - '$\pi_0$', '$\pi$A', '$\pi$2A', '$\pi\pi$A', '$\pi_0$A', - '$\pi_0$2A', '$\pi_0\pi$A', 'p', 'pp', 'pn', '$K_L^0$X', '$K$X', - '$K_S^0$X', 'exotics', 'multi-body', '', '', ''] + event_type_labels = ['', 'Nothing hard', 'n', 'nn', '≥ 3n', 'π', 'ππ', + 'π₀', 'πA', 'π2A', 'ππA', 'π₀A', + 'π₀2A', 'π₀πA', 'p', 'pp', 'pn', 'K_L⁰X', 'KX', + 'K_S⁰X', 'exotics', 'multi-body', '', '', ''] - compact_event_type_labels = ['', 'n', '$K^{\pm}$X', '$K^0$', 'nn', 'soft', 'other', '',''] - neutron_event_type_labels = ['', '', 'nn', 'pn', '$\pi^+$n', '$\pi^0$n', '', ''] + compact_event_type_labels = ['', 'n', 'K^{±}X', 'K⁰', 'nn', 'soft', 'other', '',''] + neutron_event_type_labels = ['', '', 'nn', 'pn', 'π^+n', 'π⁰n', '', ''] - d.plot1d("PN/PN_event_type" , "", + d.plot1d("PN/PN_event_type", "", tick_labels=event_type_labels, out_dir=out_dir) d.plot1d("PN/PN_event_type_500mev", "", @@ -38,28 +38,28 @@ def pndqm(d: Differ, out_dir=None): tick_labels=neutron_event_type_labels, out_dir=out_dir) d.plot1d("PN/PN_pn_particle_mult", "Photo-nuclear Multiplicity", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_energy", "#gamma Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_energy", "γ Energy (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1n_neutron_energy", "Neutron Energy (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1n_energy_diff", "E(#gamma_{PN}) - E(n) (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1n_energy_frac", "E(n)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_energy_diff", "E(γ_{PN}) - E(n) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1n_energy_frac", "E(n)/E(γ_{PN}) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_2n_n2_energy", "Energy of second hardest neutron (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_2n_energy_frac", "E(n)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_2n_energy_frac", "E(n)/E(γ_{PN}) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_2n_energy_other", "E_{other} (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1kp_energy", "Charged Kaon Energy (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1kp_energy_diff", "E(#gamma_{PN}) - E(K#pm) (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1kp_energy_frac", "E(K#pm)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy_diff", "E(γ_{PN}) - E(K±) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1kp_energy_frac", "E(K±)/E(γ_{PN}) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1k0_energy", "K0 Energy (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1k0_energy_diff", "E(#gamma_{PN}) - E(K0) (MeV)", out_dir=out_dir) - d.plot1d("PN/PN_1k0_energy_frac", "E(K0)/E(#gamma_{PN}) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy_diff", "E(γ_{PN}) - E(K0) (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_1k0_energy_frac", "E(K0)/E(γ_{PN}) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_recoil_vertex_x", "Recoil e^{-} Vertex - x (mm)", out_dir=out_dir) d.plot1d("PN/PN_recoil_vertex_y", "Recoil e^{-} Vertex - y (mm)", out_dir=out_dir) d.plot1d("PN/PN_recoil_vertex_z", "Recoil e^{-} Vertex - z (mm)", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_int_z", "#gamma Interaction Vertex (mm)", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_vertex_z", "#gamma Vertex (mm)", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_vertex_x", "#gamma Vertex (mm)", out_dir=out_dir) - d.plot1d("PN/PN_pn_gamma_vertex_y", "#gamma Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_int_z", "γ Interaction Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_z", "γ Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_x", "γ Vertex (mm)", out_dir=out_dir) + d.plot1d("PN/PN_pn_gamma_vertex_y", "γ Vertex (mm)", out_dir=out_dir) d.plot1d("PN/PN_hardest_ke", "Kinetic Energy Hardest Photo-nuclear Particle (MeV)", out_dir=out_dir) d.plot1d("PN/PN_hardest_theta", "#theta of Hardest Photo-nuclear Particle (Degrees)", out_dir=out_dir) From 4ba7220e1a106d4f2a55c0e3982bc0be8659d43d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Sun, 30 Apr 2023 14:12:34 +0200 Subject: [PATCH 266/331] Add an HCal component to the validation module --- Validation/src/Validation/hcal.py | 48 +++++++++++++++++++++++++++++++ 1 file changed, 48 insertions(+) create mode 100644 Validation/src/Validation/hcal.py diff --git a/Validation/src/Validation/hcal.py b/Validation/src/Validation/hcal.py new file mode 100644 index 000000000..c1081d602 --- /dev/null +++ b/Validation/src/Validation/hcal.py @@ -0,0 +1,48 @@ + +from ._differ import Differ +from ._plotter import plotter +import logging + +log = logging.getLogger('hcal') + +@plotter(hist=True, event=False) +def dqm(d: Differ, out_dir=None): + sections = ['back', 'top', 'bottom', 'left', 'right'] + histogram_name_format = 'hcal_dqm_{0}/hcal_dqm_{0}_{1}' + histograms = [ + ('pe', 'HCal PE ({})'), + ('hit_time', 'HCal hit time ({}) [ns]'), + ('sim_hit_time', 'HCal hit time ({}) [ns]'), + ("layer", "Layer number ({})"), + ("sim_layer", "Layer number ({})"), + ("energy", "Total reconstructed energy in the HCal ({})"), + ("sim_energy", "Total reconstructed energy in the HCal ({})"), + ("sim_energy_per_bar", "Total reconstructed energy in the HCal ({})"), + ("sim_total_energy", "Total reconstructed energy in the HCal ({})"), + ("total_pe", "Total photoelectrons in the HCal ({})"), + ('max_pe', "Maximum photoelectrons in the HCal ({})"), + ("hit_multiplicity", "HCal hit multiplicity ({})"), + ("sim_hit_multiplicity", "HCal hit multiplicity ({})"), + ("sim_num_bars_hit", "HCal hit multiplicity ({})"), + ("vetoable_hit_multiplicity", "Multiplicity of vetoable hits ({})"), + ('max_pe_time', "Max PE hit time ({}) [ns]",), + ('along_x', 'x'), + ('along_y', 'y'), + ('along_z', 'z'), + ('sim_along_x', 'x'), + ('sim_along_y', 'y'), + ('sim_along_z', 'z'), + ] + + for section in sections: + for histogram, title in histograms: + name = histogram_name_format.format(section, histogram) + title = title.format(section.capitalize()) + log.info(f"Making the {name} histogram...") + d.plot1d(name, title, out_dir=out_dir) + d.plot1d(f'HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_inefficiency_{section}', + 'Inefficiency', + out_dir=out_dir) + + + From 9c61cc74aaeb404a7d331980ccb48a4091d5b90b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 13:54:02 +0200 Subject: [PATCH 267/331] Update PE/Energy binning --- DQM/python/dqm.py | 21 +++++++++++---------- 1 file changed, 11 insertions(+), 10 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 83fbd6857..1bb80b2e8 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -30,17 +30,18 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0, max_hit_time = 50. self.sim_coll_name = 'HcalSimHits' self.sim_pass_name = '' - pe_bins = [500, 0, 1500] + pe_bins = [1500, 0, 1500] time_bins = [100, -100, 500] layer_bins = [100,0,100] multiplicity_bins = [400,0,400] - energy_bins = [200,0,200] - self.build1DHistogram('sim_along_x', 'x', 3000, -3000,3000) - self.build1DHistogram('sim_along_y', 'y', 3000, -3000,3000) - self.build1DHistogram('sim_along_z', 'z', 3000, 0,6000) - self.build1DHistogram('along_x', 'x', 3000, -3000,3000) - self.build1DHistogram('along_y', 'y', 3000, -3000,3000) - self.build1DHistogram('along_z', 'z', 3000, 0,6000) + energy_bins = [100,0,200] + total_energy_bins = [100, 0, 1000] + self.build1DHistogram('sim_along_x', 'x', 1200, -3000,3000) + self.build1DHistogram('sim_along_y', 'y', 1200, -3000,3000) + self.build1DHistogram('sim_along_z', 'z', 1200, 0,6000) + self.build1DHistogram('along_x', 'x', 1200, -3000,3000) + self.build1DHistogram('along_y', 'y', 1200, -3000,3000) + self.build1DHistogram('along_z', 'z', 1200, 0,6000) # Per hit self.build1DHistogram("pe", f"Photoelectrons in the HCal ({section_name})", @@ -69,10 +70,10 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0, max_hit_time = 50. # Once per event self.build1DHistogram("total_energy", f"Total reconstructed energy in the HCal ({section_name})", - 1000,0, 1000) + *total_energy_bins) self.build1DHistogram("sim_total_energy", f"Total simulated energy in the HCal ({section_name})", - 1000,0, 1000) + *total_energy_bins) self.build1DHistogram("total_pe", f"Total photoelectrons in the HCal ({section_name})", 200,0,10000) From fc63998282ce52bd3a8c1238071fd1eee9a58073 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:04:16 +0200 Subject: [PATCH 268/331] Add support for other output fromats than pdf e.g. Google slides doesn't play nicely with pdf figures --- Validation/src/Validation/__main__.py | 13 +++++++++++-- Validation/src/Validation/_differ.py | 10 ++++++++-- 2 files changed, 19 insertions(+), 4 deletions(-) diff --git a/Validation/src/Validation/__main__.py b/Validation/src/Validation/__main__.py index 4ff51cf4c..f2e0a7732 100644 --- a/Validation/src/Validation/__main__.py +++ b/Validation/src/Validation/__main__.py @@ -41,6 +41,7 @@ parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data directory') parser.add_argument('--systems',required=True, choices=plotter.__registry__.keys(), nargs='+', help='list of plotters to run') + parser.add_argument('--output-type', help='File format to use to produce figures', default='pdf') parser.add_argument('--param', nargs='+', help='parameter(s) in filename to use as file labels') @@ -69,6 +70,13 @@ if arg.out_dir is not None : out_dir = arg.out_dir + if arg.output_type is not None: + output_type = arg.output_type + if output_type[0] != '.': + output_type = '.' + output_type + else: + output_type = '.pdf' + logging.debug(f'Deduced Args: label = {label} out_dir = {out_dir}') root_files = [ File.from_path(os.path.join(data,f), legendlabel_parameter = arg.param) @@ -76,8 +84,9 @@ logging.debug(f'ROOT Files: {root_files}') - hd = Differ(label, *[f for f in root_files if not f.is_events()]) - ed = Differ(label, *[f for f in root_files if f.is_events()]) + args = [f for f in root_files if not f.is_events()] + hd = Differ(label, output_type, *[f for f in root_files if not f.is_events()]) + ed = Differ(label, output_type, *[f for f in root_files if f.is_events()]) logging.debug(f'histogram differ = {hd}') logging.debug(f'event differ = {ed}') diff --git a/Validation/src/Validation/_differ.py b/Validation/src/Validation/_differ.py index 17590c320..9a5fc93b1 100644 --- a/Validation/src/Validation/_differ.py +++ b/Validation/src/Validation/_differ.py @@ -24,6 +24,9 @@ class Differ : grp_name : str Name to include in legend title to differentiate this group of plots from another + output_type : str + The extension for the filetype that figures should be produced with in + non-interactive mode args : list of tuples or Files Each entry is a tuple (file_path, name, *args) where file_path specifies the file to open and name is what should appear @@ -41,9 +44,10 @@ class Differ : we are in an interactive notebook. d.plot1d('EcalSimHits_valid/EcalSimHits_valid.edep_', 'Sim E Dep [MeV]') + """ - def __init__(self, grp_name, *args) : + def __init__(self, grp_name, output_type, *args) : def open_file(arg) : if isinstance(arg, (list,tuple)) : return File(*arg) @@ -54,6 +58,7 @@ def open_file(arg) : self.grp_name = grp_name self.files = list(map(open_file, args)) + self.output_type = output_type def __repr__(self) : """Short form representation of a Differ""" @@ -119,6 +124,7 @@ def plot1d(self, column, xlabel, ax.set_xticklabels(tick_labels) ax.tick_params(axis='x', rotation=90) + ax.legend(**legend_kw) if out_dir is None : @@ -131,7 +137,7 @@ def plot1d(self, column, xlabel, # assume column is a function meaning the '__name__' # parameter is defined by Python for us file_name = column.__name__ - fig.savefig(os.path.join(out_dir,file_name)+'.pdf', bbox_inches='tight') + fig.savefig(os.path.join(out_dir,file_name)+ self.output_type, bbox_inches='tight') fig.clf() def load(self, **kwargs) : From 6f4667426109ddabde44383bf10d397a8513a4a7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:04:40 +0200 Subject: [PATCH 269/331] make PN event categories density plots --- Validation/src/Validation/photonuclear.py | 19 +++++++++++++------ 1 file changed, 13 insertions(+), 6 deletions(-) diff --git a/Validation/src/Validation/photonuclear.py b/Validation/src/Validation/photonuclear.py index 85182ad50..1e712d1c5 100644 --- a/Validation/src/Validation/photonuclear.py +++ b/Validation/src/Validation/photonuclear.py @@ -16,15 +16,22 @@ def pndqm(d: Differ, out_dir=None): compact_event_type_labels = ['', 'n', 'K^{±}X', 'K⁰', 'nn', 'soft', 'other', '',''] neutron_event_type_labels = ['', '', 'nn', 'pn', 'π^+n', 'π⁰n', '', ''] - d.plot1d("PN/PN_event_type", "", + d.plot1d("PN/PN_event_type", "Event category (200 MeV cut)", tick_labels=event_type_labels, - out_dir=out_dir) - d.plot1d("PN/PN_event_type_500mev", "", + out_dir=out_dir, + density=True + ) + d.plot1d("PN/PN_event_type_500mev", "Event category (500 MeV cut)", tick_labels=event_type_labels, - out_dir=out_dir) - d.plot1d("PN/PN_event_type_2000mev", "", + out_dir=out_dir, + density=True + ) + d.plot1d("PN/PN_event_type_2000mev", "Event category (2000 MeV cut)", tick_labels=event_type_labels, - out_dir=out_dir) + out_dir=out_dir, + density=True + + ) d.plot1d("PN/PN_event_type_compact", "", tick_labels=compact_event_type_labels, out_dir=out_dir) From e00f2ca75b32392a952fa859a8d9953f7ec36c06 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:05:09 +0200 Subject: [PATCH 270/331] Better x-axis labels --- Validation/src/Validation/hcal.py | 27 ++++++++++++++------------- 1 file changed, 14 insertions(+), 13 deletions(-) diff --git a/Validation/src/Validation/hcal.py b/Validation/src/Validation/hcal.py index c1081d602..732da50f4 100644 --- a/Validation/src/Validation/hcal.py +++ b/Validation/src/Validation/hcal.py @@ -10,28 +10,29 @@ def dqm(d: Differ, out_dir=None): sections = ['back', 'top', 'bottom', 'left', 'right'] histogram_name_format = 'hcal_dqm_{0}/hcal_dqm_{0}_{1}' histograms = [ - ('pe', 'HCal PE ({})'), + ('pe', 'Reconstructed PE per hit ({})'), ('hit_time', 'HCal hit time ({}) [ns]'), ('sim_hit_time', 'HCal hit time ({}) [ns]'), ("layer", "Layer number ({})"), ("sim_layer", "Layer number ({})"), - ("energy", "Total reconstructed energy in the HCal ({})"), - ("sim_energy", "Total reconstructed energy in the HCal ({})"), - ("sim_energy_per_bar", "Total reconstructed energy in the HCal ({})"), - ("sim_total_energy", "Total reconstructed energy in the HCal ({})"), + ("energy", "Reconstructed hit energy in the HCal ({})"), + ("total_energy", "Total reconstructed energy in the HCal ({}) [MeV]"), + ("sim_energy", "Total energy deposited in the HCal ({}) [MeV]"), + ("sim_energy_per_bar", "Total energy deposited per bar in the HCal ({}) [MeV]"), + ("sim_total_energy", "Total energy deposited in the HCal ({}) [MeV]"), ("total_pe", "Total photoelectrons in the HCal ({})"), - ('max_pe', "Maximum photoelectrons in the HCal ({})"), + ('max_pe', "Maximum photoelectrons in any HCal bar ({})"), ("hit_multiplicity", "HCal hit multiplicity ({})"), ("sim_hit_multiplicity", "HCal hit multiplicity ({})"), ("sim_num_bars_hit", "HCal hit multiplicity ({})"), - ("vetoable_hit_multiplicity", "Multiplicity of vetoable hits ({})"), + ("vetoable_hit_multiplicity", "Multiplicity of vetoable hits (> 8PE) ({})"), ('max_pe_time', "Max PE hit time ({}) [ns]",), - ('along_x', 'x'), - ('along_y', 'y'), - ('along_z', 'z'), - ('sim_along_x', 'x'), - ('sim_along_y', 'y'), - ('sim_along_z', 'z'), + ('along_x', 'Reconstructed hit position along horizontal bars [mm]'), + ('along_y', 'Reconstructed hit position along vertical bars [mm]' ), + ('along_z', 'Reconstructed hit position along z-oriented bars [mm]'), + ('sim_along_x', 'Reconstructed hit position along horizontal bars [mm]'), + ('sim_along_y', 'Reconstructed hit position along vertical bars [mm]' ), + ('sim_along_z', 'Reconstructed hit position along z-oriented bars [mm]'), ] for section in sections: From b1b66634de99eb6056ede8cc99f14cd0b0e6be54 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:05:47 +0200 Subject: [PATCH 271/331] Add efficiency histograms --- Validation/src/Validation/hcal.py | 21 ++++++++++++++++++--- 1 file changed, 18 insertions(+), 3 deletions(-) diff --git a/Validation/src/Validation/hcal.py b/Validation/src/Validation/hcal.py index 732da50f4..5bc115ce4 100644 --- a/Validation/src/Validation/hcal.py +++ b/Validation/src/Validation/hcal.py @@ -35,15 +35,30 @@ def dqm(d: Differ, out_dir=None): ('sim_along_z', 'Reconstructed hit position along z-oriented bars [mm]'), ] + log.info("Making the efficiency histogram...") + d.plot1d('HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_efficiency', + 'Hcal part involved in veto', + 'Efficiency [%]', + tick_labels=['', 'Back', 'Top', 'Bottom', + 'Right', 'Left', 'Any', + 'Both', 'Back only', 'Side only', + 'Neither', '', ''], + out_dir=out_dir, + yscale='linear', +) + for section in sections: for histogram, title in histograms: name = histogram_name_format.format(section, histogram) title = title.format(section.capitalize()) log.info(f"Making the {name} histogram...") - d.plot1d(name, title, out_dir=out_dir) + d.plot1d(name, title, out_dir=out_dir, density=True, ylabel='Event rate') + log.info(f"Making the inefficiency figure for {section}") d.plot1d(f'HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_inefficiency_{section}', - 'Inefficiency', - out_dir=out_dir) + 'Layer', + 'Inefficiency (8PE)', + out_dir=out_dir, + density=True) From 4828e17b38caf4eea8c9677d2484061f204f429d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:09:06 +0200 Subject: [PATCH 272/331] Update binning, remove commented out code --- DQM/python/dqm.py | 20 ++++---------------- 1 file changed, 4 insertions(+), 16 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 1bb80b2e8..bec850931 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -34,8 +34,8 @@ def __init__(self,name="hcal_dqm", pe_threshold=5, section=0, max_hit_time = 50. time_bins = [100, -100, 500] layer_bins = [100,0,100] multiplicity_bins = [400,0,400] - energy_bins = [100,0,200] - total_energy_bins = [100, 0, 1000] + energy_bins = [200,0,200] + total_energy_bins = [1000, 0, 1000] self.build1DHistogram('sim_along_x', 'x', 1200, -3000,3000) self.build1DHistogram('sim_along_y', 'y', 1200, -3000,3000) self.build1DHistogram('sim_along_z', 'z', 1200, 0,6000) @@ -126,7 +126,8 @@ def __init__(self,name="HcalInefficiencyAnalyzer", num_sections=5, section_names = ['back', 'top', 'bottom', 'right', 'left'] inefficiency_depth_bins = [6000, 0., 6000.] inefficiency_layer_bins = [100, 0, 100] - # Overall, Back, Side, Top, Bottom, Left, Right + # Overall, Back, Side, Top, Bottom, Left, Right, Both, + # Back only, Side Only, Neither self.build1DHistogram('efficiency', "", 12, -1, 11) for section in range(num_sections): section_name = section_names[section] @@ -134,19 +135,6 @@ def __init__(self,name="HcalInefficiencyAnalyzer", num_sections=5, "fInefficiency ({section_name})", *inefficiency_layer_bins ) - # self.build1DHistogram("Inefficiency", "Inefficiency; Entries; Depth [mm]", *inefficiency_depth_bins) - # self.build1DHistogram("TwoHitInefficiency", "Inefficiency (2 hits); Entries; Depth [mm]", *inefficiency_depth_bins) - # self.build1DHistogram("InefficiencyLayer", "Inefficiency; Entries; Layer", *inefficiency_layer_bins) - # self.build1DHistogram("TwoHitInefficiencyLayer", "Inefficiency (2 hits); Entries; Layer", *inefficiency_layer_bins) - # self.build1DHistogram( "num_sim_hits_per_cell" , - # "Number SimHits per Hcal Cell (excluding empty rec cells)" , 20 , 0 , 20 ) - - # self.build1DHistogram( "total_rec_energy" , - # "Total Reconstructed Energy in Hcal [MeV]" , 800 , 0. , 8000. ) - - # self.build2DHistogram( "sim_edep__rec_amplitude" , - # "Simulated [MeV]" , 1000 , 0. , 50. , - # "Reconstructed [MeV]" , 1000 , 0. , 50. ) class EcalDigiVerify(ldmxcfg.Analyzer) : """Configured EcalDigiVerifier python object From 16ba8cf13f7aee9cb41aca97a30cc7797c632c01 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:25:25 +0200 Subject: [PATCH 273/331] A --- DQM/python/dqm.py | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index bec850931..66a42fd33 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -524,16 +524,16 @@ def __init__(self,name='Trigger',coll='Trigger') : ] trigScint_dqm = [ - # TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), - # TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), - # TrigScintSimDQM('TrigScintSimPad3','TriggerPad3SimHits','pad3'), - # TrigScintDigiDQM('TrigScintDigiPad1','trigScintDigisPad1','pad1'), - # TrigScintDigiDQM('TrigScintDigiPad2','trigScintDigisPad2','pad2'), - # TrigScintDigiDQM('TrigScintDigiPad3','trigScintDigisPad3','pad3'), - # TrigScintClusterDQM('TrigScintClusterPad1','TriggerPad1Clusters','pad1'), - # TrigScintClusterDQM('TrigScintClusterPad2','TriggerPad2Clusters','pad2'), - # TrigScintClusterDQM('TrigScintClusterPad3','TriggerPad3Clusters','pad3'), - # TrigScintTrackDQM('TrigScintTracks','TriggerPadTracks') + TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), + TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), + TrigScintSimDQM('TrigScintSimPad3','TriggerPad3SimHits','pad3'), + TrigScintDigiDQM('TrigScintDigiPad1','trigScintDigisPad1','pad1'), + TrigScintDigiDQM('TrigScintDigiPad2','trigScintDigisPad2','pad2'), + TrigScintDigiDQM('TrigScintDigiPad3','trigScintDigisPad3','pad3'), + TrigScintClusterDQM('TrigScintClusterPad1','TriggerPad1Clusters','pad1'), + TrigScintClusterDQM('TrigScintClusterPad2','TriggerPad2Clusters','pad2'), + TrigScintClusterDQM('TrigScintClusterPad3','TriggerPad3Clusters','pad3'), + TrigScintTrackDQM('TrigScintTracks','TriggerPadTracks') ] From a7f56139dd875d2489f5ba1f0cf3edd21341095e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:25:33 +0200 Subject: [PATCH 274/331] Accidentally commented out TS DQM --- DQM/python/dqm.py | 1 + 1 file changed, 1 insertion(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 66a42fd33..9edccd841 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -523,6 +523,7 @@ def __init__(self,name='Trigger',coll='Trigger') : RecoilTrackerDQM() ] + trigScint_dqm = [ TrigScintSimDQM('TrigScintSimPad1','TriggerPad1SimHits','pad1'), TrigScintSimDQM('TrigScintSimPad2','TriggerPad2SimHits','pad2'), From 438a41b9592a7bc85ccf2480a512b9c44bd0c160 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 14:25:41 +0200 Subject: [PATCH 275/331] Use 5 PE as default threshold --- DQM/python/dqm.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 9edccd841..3440c2986 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -500,22 +500,22 @@ def __init__(self,name='Trigger',coll='Trigger') : ] hcal_dqm = [ - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=0 ), - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=1 ), - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=2 ), - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=3 ), - HCalDQM(pe_threshold=8, + HCalDQM(pe_threshold=5, section=4 ), - HcalInefficiencyAnalyzer(pe_threshold=8), + HcalInefficiencyAnalyzer(pe_threshold=5), ] From ef14b65ed6f6877986959b9def4e61d400401c50 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 15:37:48 +0200 Subject: [PATCH 276/331] Fix copy/paste issue in PN DQM --- DQM/src/DQM/PhotoNuclearDQM.cxx | 197 ++++++++++++++++++-------------- 1 file changed, 109 insertions(+), 88 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 97eaba1fb..634a1b7cb 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -21,38 +21,38 @@ namespace dqm { -PhotoNuclearDQM::PhotoNuclearDQM(const std::string& name, - framework::Process& process) +PhotoNuclearDQM::PhotoNuclearDQM(const std::string &name, + framework::Process &process) : framework::Analyzer(name, process) {} PhotoNuclearDQM::~PhotoNuclearDQM() {} void PhotoNuclearDQM::onProcessStart() { std::vector labels = {"", - "Nothing hard", // 0 - "1 n", // 1 - "2 n", // 2 - "#geq 3 n", // 3 - "1 #pi", // 4 - "2 #pi", // 5 - "1 #pi_{0}", // 6 - "1 #pi A", // 7 - "1 #pi 2 A", // 8 - "2 #pi A", // 9 - "1 #pi_{0} A", // 10 - "1 #pi_{0} 2 A", // 11 - "#pi_{0} #pi A", // 12 - "1 p", // 13 - "2 p", // 14 - "pn", // 15 - "K^{0}_{L} X", // 16 - "K X", // 17 - "K^{0}_{S} X", // 18 - "exotics", // 19 - "multi-body", // 20 + "Nothing hard", // 0 + "1 n", // 1 + "2 n", // 2 + "#geq 3 n", // 3 + "1 #pi", // 4 + "2 #pi", // 5 + "1 #pi_{0}", // 6 + "1 #pi A", // 7 + "1 #pi 2 A", // 8 + "2 #pi A", // 9 + "1 #pi_{0} A", // 10 + "1 #pi_{0} 2 A", // 11 + "#pi_{0} #pi A", // 12 + "1 p", // 13 + "2 p", // 14 + "pn", // 15 + "K^{0}_{L} X", // 16 + "K X", // 17 + "K^{0}_{S} X", // 18 + "exotics", // 19 + "multi-body", // 20 ""}; - std::vector hists = { + std::vector hists = { histograms_.get("event_type"), histograms_.get("event_type_500mev"), histograms_.get("event_type_2000mev"), @@ -60,18 +60,18 @@ void PhotoNuclearDQM::onProcessStart() { }; for (int ilabel{1}; ilabel < labels.size(); ++ilabel) { - for (auto& hist : hists) { + for (auto &hist : hists) { hist->GetXaxis()->SetBinLabel(ilabel, labels[ilabel - 1].c_str()); } } labels = {"", - "1 n", // 0 - "K#pm X", // 1 - "1 K^{0}", // 2 - "2 n", // 3 - "Soft", // 4 - "Other", // 5 + "1 n", // 0 + "K#pm X", // 1 + "1 K^{0}", // 2 + "2 n", // 3 + "Soft", // 4 + "Other", // 5 ""}; hists = { @@ -81,19 +81,19 @@ void PhotoNuclearDQM::onProcessStart() { }; for (int ilabel{1}; ilabel < labels.size(); ++ilabel) { - for (auto& hist : hists) { + for (auto &hist : hists) { hist->GetXaxis()->SetBinLabel(ilabel, labels[ilabel - 1].c_str()); } } std::vector n_labels = {"", "", - "nn", // 1 - "pn", // 2 - "#pi^{+}n", // 3 - "#pi^{0}n", // 4 + "nn", // 1 + "pn", // 2 + "#pi^{+}n", // 3 + "#pi^{0}n", // 4 ""}; - TH1* hist = histograms_.get("1n_event_type"); + TH1 *hist = histograms_.get("1n_event_type"); for (int ilabel{1}; ilabel < n_labels.size(); ++ilabel) { hist->GetXaxis()->SetBinLabel(ilabel, n_labels[ilabel - 1].c_str()); } @@ -103,11 +103,12 @@ void PhotoNuclearDQM::configure(framework::config::Parameters ¶meters) { verbose_ = parameters.getParameter("verbose"); } -void PhotoNuclearDQM::analyze(const framework::Event& event) { +void PhotoNuclearDQM::analyze(const framework::Event &event) { // Get the particle map from the event. If the particle map is empty, // don't process the event. auto particleMap{event.getMap("SimParticles")}; - if (particleMap.size() == 0) return; + if (particleMap.size() == 0) + return; // Get the recoil electron auto [trackID, recoil] = Analysis::getRecoil(particleMap); @@ -141,13 +142,14 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { double lnke{-1}, lnt{-1}; double lpike{-1}, lpit{-1}; - std::vector pnDaughters; + std::vector pnDaughters; // Loop through all of the PN daughters and extract kinematic // information. - for (const auto& daughterTrackID : pnGamma->getDaughters()) { + for (const auto &daughterTrackID : pnGamma->getDaughters()) { // skip daughters that weren't saved - if (particleMap.count(daughterTrackID) == 0) continue; + if (particleMap.count(daughterTrackID) == 0) + continue; auto daughter{&(particleMap.at(daughterTrackID))}; @@ -155,7 +157,8 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { auto pdgID{daughter->getPdgID()}; // Ignore photons and nuclei - if (pdgID == 22 || pdgID > 10000) continue; + if (pdgID == 22 || pdgID > 10000) + continue; // Calculate the kinetic energy double ke{daughter->getEnergy() - daughter->getMass()}; @@ -205,8 +208,8 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { auto eventType2000MeV{classifyEvent(pnDaughters, 2000)}; auto eventTypeComp{classifyCompactEvent(pnGamma, pnDaughters, 200)}; - auto eventTypeComp500MeV{classifyCompactEvent(pnGamma, pnDaughters, 200)}; - auto eventTypeComp2000MeV{classifyCompactEvent(pnGamma, pnDaughters, 200)}; + auto eventTypeComp500MeV{classifyCompactEvent(pnGamma, pnDaughters, 500)}; + auto eventTypeComp2000MeV{classifyCompactEvent(pnGamma, pnDaughters, 2000)}; histograms_.fill("event_type", eventType); histograms_.fill("event_type_500mev", eventType500MeV); @@ -222,7 +225,7 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { if (eventType == 1 || eventType == 17 || eventType == 16 || eventType == 18 || eventType == 2) { std::sort(pnDaughters.begin(), pnDaughters.end(), - [](const auto& lhs, const auto& rhs) { + [](const auto &lhs, const auto &rhs) { double lhs_ke = lhs->getEnergy() - lhs->getMass(); double rhs_ke = rhs->getEnergy() - rhs->getMass(); return lhs_ke > rhs_ke; @@ -274,17 +277,18 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { } int PhotoNuclearDQM::classifyEvent( - const std::vector daughters, double threshold) { + const std::vector daughters, double threshold) { short n{0}, p{0}, pi{0}, pi0{0}, exotic{0}, k0l{0}, kp{0}, k0s{0}, lambda{0}; // Loop through all of the PN daughters and extract kinematic // information. - for (const auto& daughter : daughters) { + for (const auto &daughter : daughters) { // Calculate the kinetic energy auto ke{daughter->getEnergy() - daughter->getMass()}; // If the kinetic energy is below threshold, continue - if (ke <= threshold) continue; + if (ke <= threshold) + continue; // Get the PDG ID auto pdgID{abs(daughter->getPdgID())}; @@ -328,52 +332,55 @@ int PhotoNuclearDQM::classifyEvent( int count_o = pi + exotic + kaons; int count_p = exotic + kaons; - if (count == 0) return 0; // Nothing hard + if (count == 0) + return 0; // Nothing hard if (n == 1) { if (count_a == 0) - return 1; // 1n + return 1; // 1n else if ((p == 1) && (count_b == 0)) - return 15; // pn + return 15; // pn } - if ((n == 2) && (count_a == 0)) return 2; // 2 n + if ((n == 2) && (count_a == 0)) + return 2; // 2 n - if ((n >= 3) && (count_a == 0)) return 3; // >= 3 n + if ((n >= 3) && (count_a == 0)) + return 3; // >= 3 n if (pi == 1) { if (count_c == 0) - return 4; // 1 pi + return 4; // 1 pi else if ((p == 1) && (count_d == 0)) - return 7; // 1 pi 1 p + return 7; // 1 pi 1 p else if ((p == 2) && (count_d == 0)) - return 8; // 1 pi 1 p + return 8; // 1 pi 1 p else if ((n == 1) && (count_e == 0)) - return 7; // 1 pi 1 n + return 7; // 1 pi 1 n else if ((n == 2) && (count_e == 0)) - return 8; // 1 pi 1 n + return 8; // 1 pi 1 n else if ((n == 1) && (p == 1) && (count_n == 0)) return 8; } if (pi == 2) { if (count_c == 0) - return 5; // 2pi + return 5; // 2pi else if ((p == 1) && (count_d == 0)) - return 9; // 2pi p + return 9; // 2pi p else if ((n == 1) && (count_e == 0)) - return 9; // 2pi n + return 9; // 2pi n } if (pi0 == 1) { if (count_f == 0) - return 6; // 1 pi0 + return 6; // 1 pi0 else if ((n == 1) && (count_i == 0)) - return 10; // 1pi0 1 p + return 10; // 1pi0 1 p else if ((n == 2) && (count_i == 0)) - return 11; // 1pi0 1 p + return 11; // 1pi0 1 p else if ((p == 1) && (count_j == 0)) - return 10; // 1pi0 1 n + return 10; // 1pi0 1 n else if ((p == 2) && (count_j == 0)) return 11; else if ((n == 1) && (p == 1) && (count_o == 0)) @@ -382,26 +389,32 @@ int PhotoNuclearDQM::classifyEvent( return 12; } - if ((p == 1) && (count_g == 0)) return 13; // 1 p - if ((p == 2) && (count_g == 0)) return 14; // 2 p + if ((p == 1) && (count_g == 0)) + return 13; // 1 p + if ((p == 2) && (count_g == 0)) + return 14; // 2 p - if (k0l == 1) return 16; - if (kp == 1) return 17; - if (k0s == 1) return 18; + if (k0l == 1) + return 16; + if (kp == 1) + return 17; + if (k0s == 1) + return 18; - if ((exotic > 0) && (count_h == 0)) return 19; + if ((exotic > 0) && (count_h == 0)) + return 19; return 20; } int PhotoNuclearDQM::classifyCompactEvent( - const ldmx::SimParticle* pnGamma, - const std::vector daughters, double threshold) { + const ldmx::SimParticle *pnGamma, + const std::vector daughters, double threshold) { short n{0}, n_t{0}, k0l{0}, kp{0}, k0s{0}, soft{0}; // Loop through all of the PN daughters and extract kinematic // information. - for (const auto& daughter : daughters) { + for (const auto &daughter : daughters) { // Calculate the kinetic energy auto ke{daughter->getEnergy() - daughter->getMass()}; @@ -425,16 +438,22 @@ int PhotoNuclearDQM::classifyCompactEvent( continue; } - if ((pdgID == 2112) && ke > threshold) n_t++; + if ((pdgID == 2112) && ke > threshold) + n_t++; } int neutral_kaons{k0l + k0s}; - if (n != 0) return 0; - if (kp != 0) return 1; - if (neutral_kaons != 0) return 2; - if (n_t == 2) return 3; - if (soft == daughters.size()) return 4; + if (n != 0) + return 0; + if (kp != 0) + return 1; + if (neutral_kaons != 0) + return 2; + if (n_t == 2) + return 3; + if (soft == daughters.size()) + return 4; return 5; } @@ -444,7 +463,7 @@ void PhotoNuclearDQM::printParticleTree( std::vector printedParticles; // Loop through the particle map - for (auto const& [trackID, simParticle] : particleMap) { + for (auto const &[trackID, simParticle] : particleMap) { // Print the particle only if it has daughters if ((simParticle.getDaughters().size() != 0) & (std::find(printedParticles.begin(), printedParticles.end(), trackID) == @@ -461,20 +480,22 @@ void PhotoNuclearDQM::printParticleTree( } } -std::vector PhotoNuclearDQM::printDaughters( - std::map particleMap, - const ldmx::SimParticle particle, int depth) { +std::vector +PhotoNuclearDQM::printDaughters(std::map particleMap, + const ldmx::SimParticle particle, int depth) { std::vector printedParticles; // Don't print anything if a particle doesn't have any daughters - if (particle.getDaughters().size() == 0) return printedParticles; + if (particle.getDaughters().size() == 0) + return printedParticles; // Generate the prefix std::string prefix{""}; - for (auto i{0}; i < depth; ++i) prefix += "\t"; + for (auto i{0}; i < depth; ++i) + prefix += "\t"; // Loop through all of the daughter particles and print them - for (const auto& daughter : particle.getDaughters()) { + for (const auto &daughter : particle.getDaughters()) { // Print the ith daughter particle std::cout << prefix; particleMap[daughter].Print(); From 1ad19f24632926fad6e2a9fc4256225a776aaa41 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 15:40:36 +0200 Subject: [PATCH 277/331] Default is 5 PE --- Validation/src/Validation/hcal.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/Validation/src/Validation/hcal.py b/Validation/src/Validation/hcal.py index 5bc115ce4..8ab24733e 100644 --- a/Validation/src/Validation/hcal.py +++ b/Validation/src/Validation/hcal.py @@ -38,7 +38,7 @@ def dqm(d: Differ, out_dir=None): log.info("Making the efficiency histogram...") d.plot1d('HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_efficiency', 'Hcal part involved in veto', - 'Efficiency [%]', + 'Efficiency', tick_labels=['', 'Back', 'Top', 'Bottom', 'Right', 'Left', 'Any', 'Both', 'Back only', 'Side only', @@ -56,7 +56,7 @@ def dqm(d: Differ, out_dir=None): log.info(f"Making the inefficiency figure for {section}") d.plot1d(f'HcalInefficiencyAnalyzer/HcalInefficiencyAnalyzer_inefficiency_{section}', 'Layer', - 'Inefficiency (8PE)', + 'Inefficiency (5PE)', out_dir=out_dir, density=True) From caaac153648bc84ba9f81283b71eb181d08eff85 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 23:17:15 +0200 Subject: [PATCH 278/331] Add an enumerator for the different event types --- DQM/include/DQM/PhotoNuclearDQM.h | 44 ++++++++++++++++++++++++------- 1 file changed, 34 insertions(+), 10 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index 2cfe48253..ad90efe79 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -16,9 +16,9 @@ class Event; class SimParticle; class PhotoNuclearDQM : public framework::Analyzer { - public: +public: /// Constructor - PhotoNuclearDQM(const std::string& name, framework::Process& process); + PhotoNuclearDQM(const std::string &name, framework::Process &process); /// Destructor ~PhotoNuclearDQM(); @@ -29,19 +29,19 @@ class PhotoNuclearDQM : public framework::Analyzer { * @param parameters Set of parameters used to configure this * analyzer. */ - void configure(framework::config::Parameters& parameters) final override; + void configure(framework::config::Parameters ¶meters) final override; /** * Process the event and create the histogram summaries. * * @param event The event to analyze. */ - void analyze(const framework::Event& event) final override; + void analyze(const framework::Event &event) final override; /// Method executed before processing of events begins. void onProcessStart(); - private: +private: /** * Print the particle tree. * @@ -63,17 +63,41 @@ class PhotoNuclearDQM : public framework::Analyzer { const ldmx::SimParticle particle, int depth); /** Method used to classify events. */ - int classifyEvent(const std::vector daughters, + int classifyEvent(const std::vector daughters, double threshold); /** Method used to classify events in a compact manner. */ int classifyCompactEvent( - const ldmx::SimParticle* pnGamma, - const std::vector daughters, double threshold); + const ldmx::SimParticle *pnGamma, + const std::vector daughters, double threshold); bool verbose_; + + enum EventType { + nothing_hard = 0, + single_neutron = 1, + two_neutrons = 2, + three_or_more_neutrons = 3, + single_charged_pion = 4, + two_charged_pions = 5, + single_neutral_pion = 6, + single_charged_pion_and_nucleon = 7, + single_charged_pion_and_two_nucleons = 8, + two_charged_pions_and_nucleon = 9, + single_neutral_pion_and_nucleon = 10, + single_neutral_pion_and_two_nucleons = 11, + single_neutral_pion_charged_pion_and_nucleon = 12, + single_proton = 13, + two_protons = 14, + proton_neutron = 15, + klong = 16, + charged_kaon = 17, + kshort = 18, + exotics = 19, + multibody = 20, + }; }; -} // namespace dqm +} // namespace dqm -#endif // _DQM_ECAL_PN_H_ +#endif // _DQM_ECAL_PN_H_ From 616c78c8a4fc3a40ade443a8ae572d5cd0be5c14 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 23:18:24 +0200 Subject: [PATCH 279/331] Rewrite classification code --- DQM/src/DQM/PhotoNuclearDQM.cxx | 183 +++++++++++++++----------------- 1 file changed, 88 insertions(+), 95 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 634a1b7cb..03fd13ee9 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -107,8 +107,9 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { // Get the particle map from the event. If the particle map is empty, // don't process the event. auto particleMap{event.getMap("SimParticles")}; - if (particleMap.size() == 0) + if (particleMap.size() == 0) { return; + } // Get the recoil electron auto [trackID, recoil] = Analysis::getRecoil(particleMap); @@ -148,8 +149,9 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { // information. for (const auto &daughterTrackID : pnGamma->getDaughters()) { // skip daughters that weren't saved - if (particleMap.count(daughterTrackID) == 0) + if (particleMap.count(daughterTrackID) == 0) { continue; + } auto daughter{&(particleMap.at(daughterTrackID))}; @@ -233,8 +235,9 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { nEnergy = pnDaughters[0]->getEnergy() - pnDaughters[0]->getMass(); slke = -9999; - if (pnDaughters.size() > 1) + if (pnDaughters.size() > 1) { slke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); + } energyDiff = pnGamma->getEnergy() - nEnergy; energyFrac = nEnergy / pnGamma->getEnergy(); @@ -263,14 +266,17 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { auto nPdgID{abs(pnDaughters[0]->getPdgID())}; auto nEventType{-10}; - if (nPdgID == 2112) + if (nPdgID == 2112) { nEventType = 1; - else if (nPdgID == 2212) + } else if (nPdgID == 2212) { + nEventType = 2; - else if (nPdgID == 211) + } else if (nPdgID == 211) { + nEventType = 3; - else if (nPdgID == 111) + } else if (nPdgID == 111) { nEventType = 4; + } histograms_.fill("1n_event_type", nEventType); } @@ -293,118 +299,105 @@ int PhotoNuclearDQM::classifyEvent( // Get the PDG ID auto pdgID{abs(daughter->getPdgID())}; - if (pdgID == 2112) + if (pdgID == 2112) { n++; - else if (pdgID == 2212) + } else if (pdgID == 2212) { + p++; - else if (pdgID == 211) + } else if (pdgID == 211) { + pi++; - else if (pdgID == 111) + } else if (pdgID == 111) { + pi0++; - else if (pdgID == 130) + } else if (pdgID == 130) { + k0l++; - else if (pdgID == 321) + } else if (pdgID == 321) { + kp++; - else if (pdgID == 310) + } else if (pdgID == 310) { + k0s++; - else + } else { + exotic++; + } } int kaons = k0l + kp + k0s; int nucleons = n + p; int pions = pi + pi0; int count = nucleons + pions + exotic + kaons; - int count_a = p + pions + exotic + kaons; - int count_b = pions + exotic + kaons; - int count_c = nucleons + pi0 + exotic + kaons; - int count_d = n + pi0 + exotic + k0l + kp + k0s; - int count_e = p + pi0 + exotic + k0l + kp + k0s; - int count_f = n + p + pi + exotic + k0l + kp + k0s; - int count_g = n + pi + pi0 + exotic + k0l + kp + k0s; - int count_h = n + p + pi + pi0 + k0l + kp + k0s; - int count_i = p + pi + exotic + k0l + kp + k0s; - int count_j = n + pi + exotic + k0l + kp + k0s; - int count_k = nucleons + pions + exotic + kp + k0s; - int count_l = nucleons + pions + exotic + k0l + k0s; - int count_m = nucleons + pions + exotic + kp + k0l; - int count_n = pi0 + exotic + kaons; - int count_o = pi + exotic + kaons; - int count_p = exotic + kaons; - - if (count == 0) - return 0; // Nothing hard - - if (n == 1) { - if (count_a == 0) - return 1; // 1n - else if ((p == 1) && (count_b == 0)) - return 15; // pn + int non_neutral_pion = count - pi0; + + if (count == 0) { + return nothing_hard; + } + if (count == 1) { + if (n == 1) { + return single_neutron; + } else if (p == 1) { + return single_proton; + } else if (pi0 == 1) { + return single_neutral_pion; + } else if (pi == 1) { + return single_charged_pion; + } + } + if (count == 2) { + if (n == 2) { + return two_neutrons; + } else if (n == 1 && p == 1) { + return proton_neutron; + } else if (p == 2) { + return two_protons; + } else if (pi == 2) { + return two_charged_pions; + } else if (pi == 1 && nucleons == 1) { + return single_charged_pion_and_nucleon; + } else if (pi0 == 1 && nucleons == 1) { + return single_neutral_pion_and_nucleon; + } } - if ((n == 2) && (count_a == 0)) - return 2; // 2 n - - if ((n >= 3) && (count_a == 0)) - return 3; // >= 3 n - - if (pi == 1) { - if (count_c == 0) - return 4; // 1 pi - else if ((p == 1) && (count_d == 0)) - return 7; // 1 pi 1 p - else if ((p == 2) && (count_d == 0)) - return 8; // 1 pi 1 p - else if ((n == 1) && (count_e == 0)) - return 7; // 1 pi 1 n - else if ((n == 2) && (count_e == 0)) - return 8; // 1 pi 1 n - else if ((n == 1) && (p == 1) && (count_n == 0)) - return 8; + if (count == 3) { + if (pi == 1 && nucleons == 2) { + return single_charged_pion_and_two_nucleons; + } else if (pi == 2 && nucleons == 1) { + return two_charged_pions_and_nucleon; + } // else + else if (pi0 == 1 && nucleons == 2) { + return single_neutral_pion_and_two_nucleons; + } else if (pi0 == 1 && nucleons == 1 && pi == 1) { + return single_neutral_pion_charged_pion_and_nucleon; + } + } + if (count >= 3 && count == n) { + return three_or_more_neutrons; } - if (pi == 2) { - if (count_c == 0) - return 5; // 2pi - else if ((p == 1) && (count_d == 0)) - return 9; // 2pi p - else if ((n == 1) && (count_e == 0)) - return 9; // 2pi n + if (kaons >= 1) { + if (k0l == 1) { + return klong; + } else if (kp == 1) { + return charged_kaon; + } else if (k0s == 1) { + return kshort; + } + } + if (exotics == count && count != 0) { + return exotics; } + // TODO Remove, broken if (pi0 == 1) { - if (count_f == 0) - return 6; // 1 pi0 - else if ((n == 1) && (count_i == 0)) - return 10; // 1pi0 1 p - else if ((n == 2) && (count_i == 0)) - return 11; // 1pi0 1 p - else if ((p == 1) && (count_j == 0)) - return 10; // 1pi0 1 n - else if ((p == 2) && (count_j == 0)) - return 11; - else if ((n == 1) && (p == 1) && (count_o == 0)) - return 11; - else if ((pi == 1) && ((p == 1) || (n == 1)) && (count_p == 0)) + if ((pi == 1) && ((p == 1) || (n == 1)) && (kaons == 0 && exotic == 0)) { return 12; + } } - if ((p == 1) && (count_g == 0)) - return 13; // 1 p - if ((p == 2) && (count_g == 0)) - return 14; // 2 p - - if (k0l == 1) - return 16; - if (kp == 1) - return 17; - if (k0s == 1) - return 18; - - if ((exotic > 0) && (count_h == 0)) - return 19; - - return 20; + return multibody; } int PhotoNuclearDQM::classifyCompactEvent( From dd731c746c03f9f33f7f93e45a558cd80df22c48 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 23:20:59 +0200 Subject: [PATCH 280/331] Remove unused variable --- DQM/src/DQM/PhotoNuclearDQM.cxx | 10 ---------- 1 file changed, 10 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 03fd13ee9..564b660d7 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -269,10 +269,8 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { if (nPdgID == 2112) { nEventType = 1; } else if (nPdgID == 2212) { - nEventType = 2; } else if (nPdgID == 211) { - nEventType = 3; } else if (nPdgID == 111) { nEventType = 4; @@ -302,25 +300,18 @@ int PhotoNuclearDQM::classifyEvent( if (pdgID == 2112) { n++; } else if (pdgID == 2212) { - p++; } else if (pdgID == 211) { - pi++; } else if (pdgID == 111) { - pi0++; } else if (pdgID == 130) { - k0l++; } else if (pdgID == 321) { - kp++; } else if (pdgID == 310) { - k0s++; } else { - exotic++; } } @@ -329,7 +320,6 @@ int PhotoNuclearDQM::classifyEvent( int nucleons = n + p; int pions = pi + pi0; int count = nucleons + pions + exotic + kaons; - int non_neutral_pion = count - pi0; if (count == 0) { return nothing_hard; From 928e041b4a229fa3ea8aaeb127efecd584f67ab9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 10 May 2023 23:36:54 +0200 Subject: [PATCH 281/331] Rename ke/t variables --- DQM/src/DQM/PhotoNuclearDQM.cxx | 67 ++++++++++++++++----------------- 1 file changed, 33 insertions(+), 34 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 564b660d7..dcd5d9bb6 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -138,11 +138,10 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("pn_gamma_vertex_y", pnGamma->getVertex()[1]); histograms_.fill("pn_gamma_vertex_z", pnGamma->getVertex()[2]); - double lke{-1}, lt{-1}; - double lpke{-1}, lpt{-1}; - double lnke{-1}, lnt{-1}; - double lpike{-1}, lpit{-1}; - + double leading_ke{-1}, leading_theta{-1}; + double leading_proton_ke{-1}, leading_proton_theta{-1}; + double leading_neutron_ke{-1}, leading_neutron_theta{-1}; + double leading_pion_ke{-1}, leading_pion_theta{-1}; std::vector pnDaughters; // Loop through all of the PN daughters and extract kinematic @@ -171,38 +170,38 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { // Calculate the polar angle auto theta{pvec.Theta() * (180 / 3.14159)}; - if (lke < ke) { - lke = ke; - lt = theta; + if (leading_ke < ke) { + leading_ke = ke; + leading_theta = theta; } - if ((pdgID == 2112) && (lnke < ke)) { - lnke = ke; - lnt = theta; + if ((pdgID == 2112) && (leading_neutron_ke < ke)) { + leading_neutron_ke = ke; + leading_neutron_theta = theta; } - if ((pdgID == 2212) && (lpke < ke)) { - lpke = ke; - lpt = theta; + if ((pdgID == 2212) && (leading_proton_ke < ke)) { + leading_proton_ke = ke; + leading_proton_theta = theta; } - if (((abs(pdgID) == 211) || (pdgID == 111)) && (lpike < ke)) { - lpike = ke; - lpit = theta; + if (((abs(pdgID) == 211) || (pdgID == 111)) && (leading_pion_ke < ke)) { + leading_pion_ke = ke; + leading_pion_theta = theta; } pnDaughters.push_back(daughter); } - histograms_.fill("hardest_ke", lke); - histograms_.fill("hardest_theta", lt); - histograms_.fill("h_ke_h_theta", lke, lt); - histograms_.fill("hardest_p_ke", lpke); - histograms_.fill("hardest_p_theta", lpt); - histograms_.fill("hardest_n_ke", lnke); - histograms_.fill("hardest_n_theta", lnt); - histograms_.fill("hardest_pi_ke", lpike); - histograms_.fill("hardest_pi_theta", lpit); + histograms_.fill("hardest_ke", leading_ke); + histograms_.fill("hardest_theta", leading_theta); + histograms_.fill("h_ke_h_theta", leading_ke, leading_theta); + histograms_.fill("hardest_p_ke", leading_proton_ke); + histograms_.fill("hardest_p_theta", leading_proton_theta); + histograms_.fill("hardest_n_ke", leading_neutron_ke); + histograms_.fill("hardest_n_theta", leading_neutron_theta); + histograms_.fill("hardest_pi_ke", leading_pion_ke); + histograms_.fill("hardest_pi_theta", leading_pion_theta); // Classify the event auto eventType{classifyEvent(pnDaughters, 200)}; @@ -221,7 +220,7 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("event_type_compact_500mev", eventTypeComp500MeV); histograms_.fill("event_type_compact_2000mev", eventTypeComp2000MeV); - double slke{-9999}; + double subleading_ke{-9999}; double nEnergy{-9999}, energyDiff{-9999}, energyFrac{-9999}; if (eventType == 1 || eventType == 17 || eventType == 16 || eventType == 18 || @@ -234,31 +233,31 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { }); nEnergy = pnDaughters[0]->getEnergy() - pnDaughters[0]->getMass(); - slke = -9999; + subleading_ke = -9999; if (pnDaughters.size() > 1) { - slke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); + subleading_ke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); } energyDiff = pnGamma->getEnergy() - nEnergy; energyFrac = nEnergy / pnGamma->getEnergy(); if (eventType == 1) { - histograms_.fill("1n_ke:2nd_h_ke", nEnergy, slke); + histograms_.fill("1n_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1n_neutron_energy", nEnergy); histograms_.fill("1n_energy_diff", energyDiff); histograms_.fill("1n_energy_frac", energyFrac); } else if (eventType == 2) { - histograms_.fill("2n_n2_energy", slke); - auto energyFrac2n = (nEnergy + slke) / pnGamma->getEnergy(); + histograms_.fill("2n_n2_energy", subleading_ke); + auto energyFrac2n = (nEnergy + subleading_ke) / pnGamma->getEnergy(); histograms_.fill("2n_energy_frac", energyFrac2n); histograms_.fill("2n_energy_other", pnGamma->getEnergy() - energyFrac2n); } else if (eventType == 17) { - histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, slke); + histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1kp_energy", nEnergy); histograms_.fill("1kp_energy_diff", energyDiff); histograms_.fill("1kp_energy_frac", energyFrac); } else if (eventType == 16 || eventType == 18) { - histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, slke); + histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1k0_energy", nEnergy); histograms_.fill("1k0_energy_diff", energyDiff); histograms_.fill("1k0_energy_frac", energyFrac); From 01aff89bd9c18d5c79b590da18e7c090d16ad105 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 11 May 2023 10:13:11 +0200 Subject: [PATCH 282/331] Factor out finding the PN daughters --- DQM/include/DQM/PhotoNuclearDQM.h | 3 +++ DQM/src/DQM/PhotoNuclearDQM.cxx | 30 ++++++++++++++++++++++++++++++ 2 files changed, 33 insertions(+) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index ad90efe79..c9b4432a1 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -72,6 +72,9 @@ class PhotoNuclearDQM : public framework::Analyzer { const std::vector daughters, double threshold); bool verbose_; + std::vector + findPNDaughters(const std::map particleMap, + const ldmx::SimParticle *pnGamma) const; enum EventType { nothing_hard = 0, diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index dcd5d9bb6..8ebd33103 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -26,6 +26,36 @@ PhotoNuclearDQM::PhotoNuclearDQM(const std::string &name, : framework::Analyzer(name, process) {} PhotoNuclearDQM::~PhotoNuclearDQM() {} +std::vector PhotoNuclearDQM::findPNDaughters( + const std::map particleMap, + const ldmx::SimParticle *pnGamma) const { + std::vector pnDaughters; + for (const auto &daughterTrackID : pnGamma->getDaughters()) { + // skip daughters that weren't saved + if (particleMap.count(daughterTrackID) == 0) { + continue; + } + + auto daughter{&(particleMap.at(daughterTrackID))}; + + // Get the PDG ID + auto pdgID{daughter->getPdgID()}; + + // Ignore photons and nuclei + if (pdgID == 22 || pdgID > 10000) + continue; + pnDaughters.push_back(daughter); + } + + std::sort(pnDaughters.begin(), pnDaughters.end(), + [](const auto &lhs, const auto &rhs) { + double lhs_ke = lhs->getEnergy() - lhs->getMass(); + double rhs_ke = rhs->getEnergy() - rhs->getMass(); + return lhs_ke > rhs_ke; + }); + + return pnDaughters; +} void PhotoNuclearDQM::onProcessStart() { std::vector labels = {"", From fc2712d6409e2674b36bf32171d6fd8e3cdb63b8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 11 May 2023 10:14:10 +0200 Subject: [PATCH 283/331] Factor out finding kinematics --- DQM/include/DQM/PhotoNuclearDQM.h | 7 +++ DQM/src/DQM/PhotoNuclearDQM.cxx | 96 +++++++++++++++++++++++++++++++ 2 files changed, 103 insertions(+) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index c9b4432a1..ba0e3df69 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -76,6 +76,13 @@ class PhotoNuclearDQM : public framework::Analyzer { findPNDaughters(const std::map particleMap, const ldmx::SimParticle *pnGamma) const; + void findLeadingKinematics( + const std::vector &pnDaughters); + + void findSubleadingKinematics( + const ldmx::SimParticle *pnGamma, + const std::vector &pnDaughters, + const int eventType); enum EventType { nothing_hard = 0, single_neutron = 1, diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 8ebd33103..9a66e3107 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -57,6 +57,102 @@ std::vector PhotoNuclearDQM::findPNDaughters( return pnDaughters; } +void PhotoNuclearDQM::findLeadingKinematics( + const std::vector &pnDaughters) { + double leading_ke{-1}, leading_theta{-1}; + double leading_proton_ke{-1}, leading_proton_theta{-1}; + double leading_neutron_ke{-1}, leading_neutron_theta{-1}; + double leading_pion_ke{-1}, leading_pion_theta{-1}; + // Loop through all of the PN daughters and extract kinematic + // information. + for (const auto *daughter : pnDaughters) { + // skip daughters that weren't saved + + // Get the PDG ID + auto pdgID{daughter->getPdgID()}; + + // Calculate the kinetic energy + double ke{daughter->getEnergy() - daughter->getMass()}; + + std::vector vec{daughter->getMomentum()}; + TVector3 pvec(vec[0], vec[1], vec[2]); + + // Calculate the polar angle + auto theta{pvec.Theta() * (180 / 3.14159)}; + + if (leading_ke < ke) { + leading_ke = ke; + leading_theta = theta; + } + + if ((pdgID == 2112) && (leading_neutron_ke < ke)) { + leading_neutron_ke = ke; + leading_neutron_theta = theta; + } + + if ((pdgID == 2212) && (leading_proton_ke < ke)) { + leading_proton_ke = ke; + leading_proton_theta = theta; + } + + if (((std::abs(pdgID) == 211) || (pdgID == 111)) && + (leading_pion_ke < ke)) { + leading_pion_ke = ke; + leading_pion_theta = theta; + } + } + histograms_.fill("hardest_ke", leading_ke); + histograms_.fill("hardest_theta", leading_theta); + histograms_.fill("h_ke_h_theta", leading_ke, leading_theta); + histograms_.fill("hardest_p_ke", leading_proton_ke); + histograms_.fill("hardest_p_theta", leading_proton_theta); + histograms_.fill("hardest_n_ke", leading_neutron_ke); + histograms_.fill("hardest_n_theta", leading_neutron_theta); + histograms_.fill("hardest_pi_ke", leading_pion_ke); + histograms_.fill("hardest_pi_theta", leading_pion_theta); +} + +void PhotoNuclearDQM::findSubleadingKinematics( + const ldmx::SimParticle *pnGamma, + const std::vector &pnDaughters, + const int eventType) { + + // Note: Assumes sorted by energy + + double subleading_ke{-9999}; + double nEnergy{-9999}, energyDiff{-9999}, energyFrac{-9999}; + + nEnergy = pnDaughters[0]->getEnergy() - pnDaughters[0]->getMass(); + subleading_ke = -9999; + if (pnDaughters.size() > 1) { + subleading_ke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); + } + energyDiff = pnGamma->getEnergy() - nEnergy; + energyFrac = nEnergy / pnGamma->getEnergy(); + + if (eventType == 1) { + histograms_.fill("1n_ke:2nd_h_ke", nEnergy, subleading_ke); + histograms_.fill("1n_neutron_energy", nEnergy); + histograms_.fill("1n_energy_diff", energyDiff); + histograms_.fill("1n_energy_frac", energyFrac); + } else if (eventType == 2) { + histograms_.fill("2n_n2_energy", subleading_ke); + auto energyFrac2n = (nEnergy + subleading_ke) / pnGamma->getEnergy(); + histograms_.fill("2n_energy_frac", energyFrac2n); + histograms_.fill("2n_energy_other", pnGamma->getEnergy() - energyFrac2n); + + } else if (eventType == 17) { + histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, subleading_ke); + histograms_.fill("1kp_energy", nEnergy); + histograms_.fill("1kp_energy_diff", energyDiff); + histograms_.fill("1kp_energy_frac", energyFrac); + } else if (eventType == 16 || eventType == 18) { + histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, subleading_ke); + histograms_.fill("1k0_energy", nEnergy); + histograms_.fill("1k0_energy_diff", energyDiff); + histograms_.fill("1k0_energy_frac", energyFrac); + } +} void PhotoNuclearDQM::onProcessStart() { std::vector labels = {"", "Nothing hard", // 0 From 80951fb2b31cd6a0403fb9088f2237f67f3318e1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 11 May 2023 10:14:35 +0200 Subject: [PATCH 284/331] Factor out finding recoil properties --- DQM/include/DQM/PhotoNuclearDQM.h | 2 ++ DQM/src/DQM/PhotoNuclearDQM.cxx | 7 +++++++ 2 files changed, 9 insertions(+) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index ba0e3df69..fb014b8c7 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -72,6 +72,8 @@ class PhotoNuclearDQM : public framework::Analyzer { const std::vector daughters, double threshold); bool verbose_; + void findRecoilProperties(const ldmx::SimParticle *recoil); + std::vector findPNDaughters(const std::map particleMap, const ldmx::SimParticle *pnGamma) const; diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 9a66e3107..e2a227d3c 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -56,7 +56,14 @@ std::vector PhotoNuclearDQM::findPNDaughters( return pnDaughters; } +void PhotoNuclearDQM::findRecoilProperties(const ldmx::SimParticle *recoil) { + histograms_.fill("recoil_vertex_x", recoil->getVertex()[0]); + histograms_.fill("recoil_vertex_y", recoil->getVertex()[1]); + histograms_.fill("recoil_vertex_z", recoil->getVertex()[2]); + histograms_.fill("recoil_vertex_x:recoil_vertex_y", recoil->getVertex()[0], + recoil->getVertex()[1]); +} void PhotoNuclearDQM::findLeadingKinematics( const std::vector &pnDaughters) { double leading_ke{-1}, leading_theta{-1}; From 0b7449c7cc29a84daa59ca2b9a591fa7d5d0e1e9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Thu, 11 May 2023 10:15:46 +0200 Subject: [PATCH 285/331] Use the new functions instead of one long thing --- DQM/src/DQM/PhotoNuclearDQM.cxx | 141 +++++--------------------------- 1 file changed, 21 insertions(+), 120 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index e2a227d3c..1cb6f0d2d 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -246,12 +246,7 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { // Get the recoil electron auto [trackID, recoil] = Analysis::getRecoil(particleMap); - - histograms_.fill("recoil_vertex_x", recoil->getVertex()[0]); - histograms_.fill("recoil_vertex_y", recoil->getVertex()[1]); - histograms_.fill("recoil_vertex_z", recoil->getVertex()[2]); - histograms_.fill("recoil_vertex_x:recoil_vertex_y", recoil->getVertex()[0], - recoil->getVertex()[1]); + findRecoilProperties(recoil); // Use the recoil electron to retrieve the gamma that underwent a // photo-nuclear reaction. @@ -271,70 +266,8 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("pn_gamma_vertex_y", pnGamma->getVertex()[1]); histograms_.fill("pn_gamma_vertex_z", pnGamma->getVertex()[2]); - double leading_ke{-1}, leading_theta{-1}; - double leading_proton_ke{-1}, leading_proton_theta{-1}; - double leading_neutron_ke{-1}, leading_neutron_theta{-1}; - double leading_pion_ke{-1}, leading_pion_theta{-1}; - std::vector pnDaughters; - - // Loop through all of the PN daughters and extract kinematic - // information. - for (const auto &daughterTrackID : pnGamma->getDaughters()) { - // skip daughters that weren't saved - if (particleMap.count(daughterTrackID) == 0) { - continue; - } - - auto daughter{&(particleMap.at(daughterTrackID))}; - - // Get the PDG ID - auto pdgID{daughter->getPdgID()}; - - // Ignore photons and nuclei - if (pdgID == 22 || pdgID > 10000) - continue; - - // Calculate the kinetic energy - double ke{daughter->getEnergy() - daughter->getMass()}; - - std::vector vec{daughter->getMomentum()}; - TVector3 pvec(vec[0], vec[1], vec[2]); - - // Calculate the polar angle - auto theta{pvec.Theta() * (180 / 3.14159)}; - - if (leading_ke < ke) { - leading_ke = ke; - leading_theta = theta; - } - - if ((pdgID == 2112) && (leading_neutron_ke < ke)) { - leading_neutron_ke = ke; - leading_neutron_theta = theta; - } - - if ((pdgID == 2212) && (leading_proton_ke < ke)) { - leading_proton_ke = ke; - leading_proton_theta = theta; - } - - if (((abs(pdgID) == 211) || (pdgID == 111)) && (leading_pion_ke < ke)) { - leading_pion_ke = ke; - leading_pion_theta = theta; - } - - pnDaughters.push_back(daughter); - } - - histograms_.fill("hardest_ke", leading_ke); - histograms_.fill("hardest_theta", leading_theta); - histograms_.fill("h_ke_h_theta", leading_ke, leading_theta); - histograms_.fill("hardest_p_ke", leading_proton_ke); - histograms_.fill("hardest_p_theta", leading_proton_theta); - histograms_.fill("hardest_n_ke", leading_neutron_ke); - histograms_.fill("hardest_n_theta", leading_neutron_theta); - histograms_.fill("hardest_pi_ke", leading_pion_ke); - histograms_.fill("hardest_pi_theta", leading_pion_theta); + const auto pnDaughters{findPNDaughters(particleMap, pnGamma)}; + findLeadingKinematics(pnDaughters); // Classify the event auto eventType{classifyEvent(pnDaughters, 200)}; @@ -353,48 +286,9 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("event_type_compact_500mev", eventTypeComp500MeV); histograms_.fill("event_type_compact_2000mev", eventTypeComp2000MeV); - double subleading_ke{-9999}; - double nEnergy{-9999}, energyDiff{-9999}, energyFrac{-9999}; - if (eventType == 1 || eventType == 17 || eventType == 16 || eventType == 18 || eventType == 2) { - std::sort(pnDaughters.begin(), pnDaughters.end(), - [](const auto &lhs, const auto &rhs) { - double lhs_ke = lhs->getEnergy() - lhs->getMass(); - double rhs_ke = rhs->getEnergy() - rhs->getMass(); - return lhs_ke > rhs_ke; - }); - - nEnergy = pnDaughters[0]->getEnergy() - pnDaughters[0]->getMass(); - subleading_ke = -9999; - if (pnDaughters.size() > 1) { - subleading_ke = pnDaughters[1]->getEnergy() - pnDaughters[1]->getMass(); - } - energyDiff = pnGamma->getEnergy() - nEnergy; - energyFrac = nEnergy / pnGamma->getEnergy(); - - if (eventType == 1) { - histograms_.fill("1n_ke:2nd_h_ke", nEnergy, subleading_ke); - histograms_.fill("1n_neutron_energy", nEnergy); - histograms_.fill("1n_energy_diff", energyDiff); - histograms_.fill("1n_energy_frac", energyFrac); - } else if (eventType == 2) { - histograms_.fill("2n_n2_energy", subleading_ke); - auto energyFrac2n = (nEnergy + subleading_ke) / pnGamma->getEnergy(); - histograms_.fill("2n_energy_frac", energyFrac2n); - histograms_.fill("2n_energy_other", pnGamma->getEnergy() - energyFrac2n); - - } else if (eventType == 17) { - histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, subleading_ke); - histograms_.fill("1kp_energy", nEnergy); - histograms_.fill("1kp_energy_diff", energyDiff); - histograms_.fill("1kp_energy_frac", energyFrac); - } else if (eventType == 16 || eventType == 18) { - histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, subleading_ke); - histograms_.fill("1k0_energy", nEnergy); - histograms_.fill("1k0_energy_diff", energyDiff); - histograms_.fill("1k0_energy_frac", energyFrac); - } + findSubleadingKinematics(pnGamma, pnDaughters, eventType); auto nPdgID{abs(pnDaughters[0]->getPdgID())}; auto nEventType{-10}; @@ -542,33 +436,40 @@ int PhotoNuclearDQM::classifyCompactEvent( } if (ke >= 0.8 * pnGamma->getEnergy()) { - if (pdgID == 2112) + if (pdgID == 2112) { n++; - else if (pdgID == 130) + } else if (pdgID == 130) { k0l++; - else if (pdgID == 321) + } else if (pdgID == 321) { kp++; - else if (pdgID == 310) + } else if (pdgID == 310) { k0s++; + } continue; } - if ((pdgID == 2112) && ke > threshold) + if ((pdgID == 2112) && ke > threshold) { n_t++; + } } int neutral_kaons{k0l + k0s}; - if (n != 0) + if (n != 0) { return 0; - if (kp != 0) + } + if (kp != 0) { return 1; - if (neutral_kaons != 0) + } + if (neutral_kaons != 0) { return 2; - if (n_t == 2) + } + if (n_t == 2) { return 3; - if (soft == daughters.size()) + } + if (soft == daughters.size()) { return 4; + } return 5; } From 73f786e0e4d111ccab07c2d0bd0edac9ca04597b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 21:55:35 +0200 Subject: [PATCH 286/331] Remove unused functions --- DQM/include/DQM/PhotoNuclearDQM.h | 19 ------------ DQM/src/DQM/PhotoNuclearDQM.cxx | 48 ++----------------------------- 2 files changed, 2 insertions(+), 65 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index fb014b8c7..df34e2afe 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -42,25 +42,6 @@ class PhotoNuclearDQM : public framework::Analyzer { void onProcessStart(); private: - /** - * Print the particle tree. - * - * @param[in] particleMap The map containing the SimParticles. - */ - void printParticleTree(std::map particleMap); - - /** - * Print the daughters of a particle. - * - * @param[in] particleMap The map containing the SimParticles. - * @param[in] particle The particle whose daughters will be printed. - * @param[in] depth The tree depth. - * - * @return[out] A vector with the track IDs of particles that have - * already been printed. - */ - std::vector printDaughters(std::map particleMap, - const ldmx::SimParticle particle, int depth); /** Method used to classify events. */ int classifyEvent(const std::vector daughters, diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 1cb6f0d2d..4be100515 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -11,7 +11,6 @@ //----------// #include "TH1F.h" #include "TH2F.h" -#include "TVector3.h" //----------// // LDMX // @@ -19,6 +18,8 @@ #include "Framework/Event.h" #include "Tools/AnalysisUtils.h" +#include + namespace dqm { PhotoNuclearDQM::PhotoNuclearDQM(const std::string &name, @@ -474,54 +475,9 @@ int PhotoNuclearDQM::classifyCompactEvent( return 5; } -void PhotoNuclearDQM::printParticleTree( - std::map particleMap) { - std::vector printedParticles; - - // Loop through the particle map - for (auto const &[trackID, simParticle] : particleMap) { - // Print the particle only if it has daughters - if ((simParticle.getDaughters().size() != 0) & - (std::find(printedParticles.begin(), printedParticles.end(), trackID) == - printedParticles.end())) { - simParticle.Print(); - printedParticles.push_back(trackID); - - // Print the daughters - std::vector printedDaughters = - printDaughters(particleMap, simParticle, 1); - printedParticles.insert(printedParticles.end(), printedDaughters.begin(), - printedDaughters.end()); } } -} -std::vector -PhotoNuclearDQM::printDaughters(std::map particleMap, - const ldmx::SimParticle particle, int depth) { - std::vector printedParticles; - - // Don't print anything if a particle doesn't have any daughters - if (particle.getDaughters().size() == 0) - return printedParticles; - - // Generate the prefix - std::string prefix{""}; - for (auto i{0}; i < depth; ++i) - prefix += "\t"; - - // Loop through all of the daughter particles and print them - for (const auto &daughter : particle.getDaughters()) { - // Print the ith daughter particle - std::cout << prefix; - particleMap[daughter].Print(); - printedParticles.push_back(daughter); - - // Print the Daughters - std::vector printedDaughters = - printDaughters(particleMap, particleMap[daughter], depth + 1); - printedParticles.insert(printedParticles.end(), printedDaughters.begin(), - printedDaughters.end()); } } From 75c9cdae3a8e9e63277b91a28ad703168e9a986d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 21:58:26 +0200 Subject: [PATCH 287/331] Switch to using enum classes --- DQM/include/DQM/PhotoNuclearDQM.h | 74 ++++++++++++--------- DQM/src/DQM/PhotoNuclearDQM.cxx | 106 ++++++++++++++---------------- 2 files changed, 93 insertions(+), 87 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index df34e2afe..4ca7280a9 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -16,6 +16,40 @@ class Event; class SimParticle; class PhotoNuclearDQM : public framework::Analyzer { + + // Classification schemes for PN events + enum class CompactEventType { + single_neutron = 0, + single_charged_kaon = 1, + single_neutral_kaon = 2, + two_neutrons = 3, + soft = 4, + other = 5, + }; + enum class EventType { + nothing_hard = 0, + single_neutron = 1, + two_neutrons = 2, + three_or_more_neutrons = 3, + single_charged_pion = 4, + two_charged_pions = 5, + single_neutral_pion = 6, + single_charged_pion_and_nucleon = 7, + single_charged_pion_and_two_nucleons = 8, + two_charged_pions_and_nucleon = 9, + single_neutral_pion_and_nucleon = 10, + single_neutral_pion_and_two_nucleons = 11, + single_neutral_pion_charged_pion_and_nucleon = 12, + single_proton = 13, + two_protons = 14, + proton_neutron = 15, + klong = 16, + charged_kaon = 17, + kshort = 18, + exotics = 19, + multibody = 20, + }; + public: /// Constructor PhotoNuclearDQM(const std::string &name, framework::Process &process); @@ -42,15 +76,16 @@ class PhotoNuclearDQM : public framework::Analyzer { void onProcessStart(); private: - /** Method used to classify events. */ - int classifyEvent(const std::vector daughters, - double threshold); + EventType + classifyEvent(const std::vector daughters, + double threshold); /** Method used to classify events in a compact manner. */ - int classifyCompactEvent( - const ldmx::SimParticle *pnGamma, - const std::vector daughters, double threshold); + CompactEventType + classifyCompactEvent(const ldmx::SimParticle *pnGamma, + const std::vector daughters, + double threshold); bool verbose_; void findRecoilProperties(const ldmx::SimParticle *recoil); @@ -64,31 +99,8 @@ class PhotoNuclearDQM : public framework::Analyzer { void findSubleadingKinematics( const ldmx::SimParticle *pnGamma, - const std::vector &pnDaughters, - const int eventType); - enum EventType { - nothing_hard = 0, - single_neutron = 1, - two_neutrons = 2, - three_or_more_neutrons = 3, - single_charged_pion = 4, - two_charged_pions = 5, - single_neutral_pion = 6, - single_charged_pion_and_nucleon = 7, - single_charged_pion_and_two_nucleons = 8, - two_charged_pions_and_nucleon = 9, - single_neutral_pion_and_nucleon = 10, - single_neutral_pion_and_two_nucleons = 11, - single_neutral_pion_charged_pion_and_nucleon = 12, - single_proton = 13, - two_protons = 14, - proton_neutron = 15, - klong = 16, - charged_kaon = 17, - kshort = 18, - exotics = 19, - multibody = 20, - }; + const std::vector &pnDaughters, // + const EventType eventType); }; } // namespace dqm diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 4be100515..05936b8da 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -123,7 +123,7 @@ void PhotoNuclearDQM::findLeadingKinematics( void PhotoNuclearDQM::findSubleadingKinematics( const ldmx::SimParticle *pnGamma, const std::vector &pnDaughters, - const int eventType) { + const PhotoNuclearDQM::EventType eventType) { // Note: Assumes sorted by energy @@ -138,23 +138,23 @@ void PhotoNuclearDQM::findSubleadingKinematics( energyDiff = pnGamma->getEnergy() - nEnergy; energyFrac = nEnergy / pnGamma->getEnergy(); - if (eventType == 1) { + if (eventType == EventType::single_neutron) { histograms_.fill("1n_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1n_neutron_energy", nEnergy); histograms_.fill("1n_energy_diff", energyDiff); histograms_.fill("1n_energy_frac", energyFrac); - } else if (eventType == 2) { + } else if (eventType == EventType::two_neutrons) { histograms_.fill("2n_n2_energy", subleading_ke); auto energyFrac2n = (nEnergy + subleading_ke) / pnGamma->getEnergy(); histograms_.fill("2n_energy_frac", energyFrac2n); histograms_.fill("2n_energy_other", pnGamma->getEnergy() - energyFrac2n); - } else if (eventType == 17) { + } else if (eventType == EventType::charged_kaon) { histograms_.fill("1kp_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1kp_energy", nEnergy); histograms_.fill("1kp_energy_diff", energyDiff); histograms_.fill("1kp_energy_frac", energyFrac); - } else if (eventType == 16 || eventType == 18) { + } else if (eventType == EventType::klong || eventType == EventType::kshort) { histograms_.fill("1k0_ke:2nd_h_ke", nEnergy, subleading_ke); histograms_.fill("1k0_energy", nEnergy); histograms_.fill("1k0_energy_diff", energyDiff); @@ -279,35 +279,24 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { auto eventTypeComp500MeV{classifyCompactEvent(pnGamma, pnDaughters, 500)}; auto eventTypeComp2000MeV{classifyCompactEvent(pnGamma, pnDaughters, 2000)}; - histograms_.fill("event_type", eventType); - histograms_.fill("event_type_500mev", eventType500MeV); - histograms_.fill("event_type_2000mev", eventType2000MeV); - - histograms_.fill("event_type_compact", eventTypeComp); - histograms_.fill("event_type_compact_500mev", eventTypeComp500MeV); - histograms_.fill("event_type_compact_2000mev", eventTypeComp2000MeV); - - if (eventType == 1 || eventType == 17 || eventType == 16 || eventType == 18 || - eventType == 2) { - findSubleadingKinematics(pnGamma, pnDaughters, eventType); - - auto nPdgID{abs(pnDaughters[0]->getPdgID())}; - auto nEventType{-10}; - if (nPdgID == 2112) { - nEventType = 1; - } else if (nPdgID == 2212) { - nEventType = 2; - } else if (nPdgID == 211) { - nEventType = 3; - } else if (nPdgID == 111) { - nEventType = 4; + + histograms_.fill("event_type", static_cast(eventType)); + histograms_.fill("event_type_500mev", static_cast(eventType500MeV)); + histograms_.fill("event_type_2000mev", static_cast(eventType2000MeV)); + + histograms_.fill("event_type_compact", static_cast(eventTypeComp)); + histograms_.fill("event_type_compact_500mev", + static_cast(eventTypeComp500MeV)); + histograms_.fill("event_type_compact_2000mev", + static_cast(eventTypeComp2000MeV)); + + if (eventType == EventType::single_neutron) { } - histograms_.fill("1n_event_type", nEventType); } } -int PhotoNuclearDQM::classifyEvent( +PhotoNuclearDQM::EventType PhotoNuclearDQM::classifyEvent( const std::vector daughters, double threshold) { short n{0}, p{0}, pi{0}, pi0{0}, exotic{0}, k0l{0}, kp{0}, k0s{0}, lambda{0}; @@ -317,9 +306,14 @@ int PhotoNuclearDQM::classifyEvent( // Calculate the kinetic energy auto ke{daughter->getEnergy() - daughter->getMass()}; - // If the kinetic energy is below threshold, continue - if (ke <= threshold) - continue; + // NOTE: If we assume that the daughter vector is sorted, which it is + // currently, we could break rather than continuing here... + // + // If the kinetic energy is below + // threshold, continue + if (ke <= threshold) { + break; + } // Get the PDG ID auto pdgID{abs(daughter->getPdgID())}; @@ -349,75 +343,75 @@ int PhotoNuclearDQM::classifyEvent( int count = nucleons + pions + exotic + kaons; if (count == 0) { - return nothing_hard; + return EventType::nothing_hard; } if (count == 1) { if (n == 1) { - return single_neutron; + return EventType::single_neutron; } else if (p == 1) { - return single_proton; + return EventType::single_proton; } else if (pi0 == 1) { - return single_neutral_pion; + return EventType::single_neutral_pion; } else if (pi == 1) { - return single_charged_pion; + return EventType::single_charged_pion; } } if (count == 2) { if (n == 2) { - return two_neutrons; + return EventType::two_neutrons; } else if (n == 1 && p == 1) { - return proton_neutron; + return EventType::proton_neutron; } else if (p == 2) { - return two_protons; + return EventType::two_protons; } else if (pi == 2) { - return two_charged_pions; + return EventType::two_charged_pions; } else if (pi == 1 && nucleons == 1) { - return single_charged_pion_and_nucleon; + return EventType::single_charged_pion_and_nucleon; } else if (pi0 == 1 && nucleons == 1) { - return single_neutral_pion_and_nucleon; + return EventType::single_neutral_pion_and_nucleon; } } if (count == 3) { if (pi == 1 && nucleons == 2) { - return single_charged_pion_and_two_nucleons; + return EventType::single_charged_pion_and_two_nucleons; } else if (pi == 2 && nucleons == 1) { - return two_charged_pions_and_nucleon; + return EventType::two_charged_pions_and_nucleon; } // else else if (pi0 == 1 && nucleons == 2) { - return single_neutral_pion_and_two_nucleons; + return EventType::single_neutral_pion_and_two_nucleons; } else if (pi0 == 1 && nucleons == 1 && pi == 1) { - return single_neutral_pion_charged_pion_and_nucleon; + return EventType::single_neutral_pion_charged_pion_and_nucleon; } } if (count >= 3 && count == n) { - return three_or_more_neutrons; + return EventType::three_or_more_neutrons; } if (kaons >= 1) { if (k0l == 1) { - return klong; + return EventType::klong; } else if (kp == 1) { - return charged_kaon; + return EventType::charged_kaon; } else if (k0s == 1) { - return kshort; + return EventType::kshort; } } - if (exotics == count && count != 0) { - return exotics; + if (exotic == count && count != 0) { + return EventType::exotics; } // TODO Remove, broken if (pi0 == 1) { if ((pi == 1) && ((p == 1) || (n == 1)) && (kaons == 0 && exotic == 0)) { - return 12; + return EventType::single_neutral_pion_charged_pion_and_nucleon; } } - return multibody; + return EventType::multibody; } -int PhotoNuclearDQM::classifyCompactEvent( +PhotoNuclearDQM::CompactEventType PhotoNuclearDQM::classifyCompactEvent( const ldmx::SimParticle *pnGamma, const std::vector daughters, double threshold) { short n{0}, n_t{0}, k0l{0}, kp{0}, k0s{0}, soft{0}; From 6b8e08d14cba2cdfa41106d6d0979db8a66a6668 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 21:58:42 +0200 Subject: [PATCH 288/331] Missed some cases --- DQM/src/DQM/PhotoNuclearDQM.cxx | 18 ++++++------------ 1 file changed, 6 insertions(+), 12 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 05936b8da..4eb9b3159 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -451,28 +451,22 @@ PhotoNuclearDQM::CompactEventType PhotoNuclearDQM::classifyCompactEvent( int neutral_kaons{k0l + k0s}; if (n != 0) { - return 0; + return PhotoNuclearDQM::CompactEventType::single_neutron; } if (kp != 0) { - return 1; + return PhotoNuclearDQM::CompactEventType::single_charged_kaon; } if (neutral_kaons != 0) { - return 2; + return PhotoNuclearDQM::CompactEventType::single_neutral_kaon; } if (n_t == 2) { - return 3; + return PhotoNuclearDQM::CompactEventType::two_neutrons; } if (soft == daughters.size()) { - return 4; + return PhotoNuclearDQM::CompactEventType::soft; } - return 5; -} - - } - } - - } + return PhotoNuclearDQM::CompactEventType::other; } } // namespace dqm From 772566d25c56b1ae7fa4b518c75ee155c920c737 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 21:59:43 +0200 Subject: [PATCH 289/331] Handle light ions --- DQM/include/DQM/PhotoNuclearDQM.h | 51 ++++++++++++++++++-- DQM/src/DQM/PhotoNuclearDQM.cxx | 78 ++++++++++++++++++------------- 2 files changed, 93 insertions(+), 36 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index 4ca7280a9..678c3ef11 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -87,20 +87,63 @@ class PhotoNuclearDQM : public framework::Analyzer { const std::vector daughters, double threshold); - bool verbose_; + /** + * Fill the recoil electron-histograms + * */ void findRecoilProperties(const ldmx::SimParticle *recoil); + /** + * + * Find all daughter particles of a parent. Particles are included if they> + * + * - Are in the particle map, + * - Are not photons or nuclear fragment, and + * - Are not a light ion (Z < 4) if the \ref count_light_ions_ parameter is + set to false + * + * The products are sorted by kinetic energy, in descending order. + * + **/ std::vector - findPNDaughters(const std::map particleMap, - const ldmx::SimParticle *pnGamma) const; + findDaughters(const std::map particleMap, + const ldmx::SimParticle *parent) const; - void findLeadingKinematics( + /** + * + * Fill histograms related to kinematics of PN products + * + **/ + void findParticleKinematics( const std::vector &pnDaughters); void findSubleadingKinematics( const ldmx::SimParticle *pnGamma, const std::vector &pnDaughters, // const EventType eventType); + +public: + /** + * Check if the PDG code corresponds to a light ion. + * + * Nuclear PDG codes are given by ±10LZZZAAAI So to find the atomic + * number, we first divide by 10 (to lose the I-component) and then + * take the modulo with 1000. + * + * TODO: Repeated code from SimCore, could probably live elsewhere. + * + */ + constexpr bool isLightIon(const int pdgCode) const { + // + // TODO: Is the < check necessary? + if (pdgCode > 1000000000 && pdgCode < 10000000000) { + // Check if the atomic number is less than or equal to 4 + return ((pdgCode / 10) % 1000) <= 4; + } + return false; + } + + bool verbose_; + bool count_light_ions_; }; } // namespace dqm diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 4eb9b3159..6b848e59b 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -27,11 +27,11 @@ PhotoNuclearDQM::PhotoNuclearDQM(const std::string &name, : framework::Analyzer(name, process) {} PhotoNuclearDQM::~PhotoNuclearDQM() {} -std::vector PhotoNuclearDQM::findPNDaughters( +std::vector PhotoNuclearDQM::findDaughters( const std::map particleMap, - const ldmx::SimParticle *pnGamma) const { + const ldmx::SimParticle *parent) const { std::vector pnDaughters; - for (const auto &daughterTrackID : pnGamma->getDaughters()) { + for (const auto &daughterTrackID : parent->getDaughters()) { // skip daughters that weren't saved if (particleMap.count(daughterTrackID) == 0) { continue; @@ -43,8 +43,10 @@ std::vector PhotoNuclearDQM::findPNDaughters( auto pdgID{daughter->getPdgID()}; // Ignore photons and nuclei - if (pdgID == 22 || pdgID > 10000) + if (pdgID == 22 || + (pdgID > 10000 && (!count_light_ions_ || !isLightIon(pdgID)))) { continue; + } pnDaughters.push_back(daughter); } @@ -65,12 +67,15 @@ void PhotoNuclearDQM::findRecoilProperties(const ldmx::SimParticle *recoil) { histograms_.fill("recoil_vertex_x:recoil_vertex_y", recoil->getVertex()[0], recoil->getVertex()[1]); } -void PhotoNuclearDQM::findLeadingKinematics( +void PhotoNuclearDQM::findParticleKinematics( const std::vector &pnDaughters) { - double leading_ke{-1}, leading_theta{-1}; - double leading_proton_ke{-1}, leading_proton_theta{-1}; - double leading_neutron_ke{-1}, leading_neutron_theta{-1}; - double leading_pion_ke{-1}, leading_pion_theta{-1}; + double hardest_ke{-1}, hardest_theta{-1}; + double hardest_proton_ke{-1}, hardest_proton_theta{-1}; + double hardest_neutron_ke{-1}, hardest_neutron_theta{-1}; + double hardest_pion_ke{-1}, hardest_pion_theta{-1}; + double total_ke{0}; + double total_neutron_ke{0}; + int neutron_multiplicity{0}; // Loop through all of the PN daughters and extract kinematic // information. for (const auto *daughter : pnDaughters) { @@ -88,36 +93,44 @@ void PhotoNuclearDQM::findLeadingKinematics( // Calculate the polar angle auto theta{pvec.Theta() * (180 / 3.14159)}; - if (leading_ke < ke) { - leading_ke = ke; - leading_theta = theta; + if (hardest_ke < ke) { + hardest_ke = ke; + hardest_theta = theta; } - if ((pdgID == 2112) && (leading_neutron_ke < ke)) { - leading_neutron_ke = ke; - leading_neutron_theta = theta; + if ((pdgID == 2112)) { + total_neutron_ke += ke; + neutron_multiplicity++; + if (hardest_neutron_ke < ke) { + hardest_neutron_ke = ke; + hardest_neutron_theta = theta; + } } - if ((pdgID == 2212) && (leading_proton_ke < ke)) { - leading_proton_ke = ke; - leading_proton_theta = theta; + if ((pdgID == 2212) && (hardest_proton_ke < ke)) { + hardest_proton_ke = ke; + hardest_proton_theta = theta; } if (((std::abs(pdgID) == 211) || (pdgID == 111)) && - (leading_pion_ke < ke)) { - leading_pion_ke = ke; - leading_pion_theta = theta; + (hardest_pion_ke < ke)) { + hardest_pion_ke = ke; + hardest_pion_theta = theta; } } - histograms_.fill("hardest_ke", leading_ke); - histograms_.fill("hardest_theta", leading_theta); - histograms_.fill("h_ke_h_theta", leading_ke, leading_theta); - histograms_.fill("hardest_p_ke", leading_proton_ke); - histograms_.fill("hardest_p_theta", leading_proton_theta); - histograms_.fill("hardest_n_ke", leading_neutron_ke); - histograms_.fill("hardest_n_theta", leading_neutron_theta); - histograms_.fill("hardest_pi_ke", leading_pion_ke); - histograms_.fill("hardest_pi_theta", leading_pion_theta); + histograms_.fill("hardest_ke", hardest_ke); + histograms_.fill("hardest_theta", hardest_theta); + histograms_.fill("h_ke_h_theta", hardest_ke, hardest_theta); + histograms_.fill("hardest_p_ke", hardest_proton_ke); + histograms_.fill("hardest_p_theta", hardest_proton_theta); + histograms_.fill("hardest_n_ke", hardest_neutron_ke); + histograms_.fill("hardest_n_theta", hardest_neutron_theta); + histograms_.fill("hardest_pi_ke", hardest_pion_ke); + histograms_.fill("hardest_pi_theta", hardest_pion_theta); + + histograms_.fill("pn_neutron_mult", neutron_multiplicity); + histograms_.fill("pn_total_ke", total_ke); + histograms_.fill("pn_total_neutron_ke", total_neutron_ke); } void PhotoNuclearDQM::findSubleadingKinematics( @@ -235,6 +248,7 @@ void PhotoNuclearDQM::onProcessStart() { void PhotoNuclearDQM::configure(framework::config::Parameters ¶meters) { verbose_ = parameters.getParameter("verbose"); + count_light_ions_ = parameters.getParameter("count_light_ions", true); } void PhotoNuclearDQM::analyze(const framework::Event &event) { @@ -259,6 +273,8 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { } return; } + const auto pnDaughters{findDaughters(particleMap, pnGamma)}; + findParticleKinematics(pnDaughters); histograms_.fill("pn_particle_mult", pnGamma->getDaughters().size()); histograms_.fill("pn_gamma_energy", pnGamma->getEnergy()); @@ -267,8 +283,6 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("pn_gamma_vertex_y", pnGamma->getVertex()[1]); histograms_.fill("pn_gamma_vertex_z", pnGamma->getVertex()[2]); - const auto pnDaughters{findPNDaughters(particleMap, pnGamma)}; - findLeadingKinematics(pnDaughters); // Classify the event auto eventType{classifyEvent(pnDaughters, 200)}; From 8c5e1873259e616b92247c17e30768dd5ba6ea04 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 22:00:07 +0200 Subject: [PATCH 290/331] Update python configs --- DQM/python/dqm.py | 12 +++++++----- Validation/src/Validation/photonuclear.py | 3 +++ 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 3440c2986..6328d28a7 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -284,9 +284,10 @@ class PhotoNuclearDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.PhotoNuclearDQM() ) """ - def __init__(self,name='PN', verbose=False) : + def __init__(self,name='PN', verbose=False, count_light_ions=False) : super().__init__(name,'dqm::PhotoNuclearDQM','DQM') + self.count_light_ions=count_light_ions self.verbose = verbose self.build1DHistogram("event_type" , "", 24, -1, 23) self.build1DHistogram("event_type_500mev" , "", 24, -1, 23) @@ -295,8 +296,11 @@ def __init__(self,name='PN', verbose=False) : self.build1DHistogram("event_type_compact_500mev" , "", 8, -1, 7) self.build1DHistogram("event_type_compact_2000mev" , "", 8, -1, 7) self.build1DHistogram("1n_event_type" , "", 7, -1, 6) - self.build1DHistogram("pn_particle_mult" , "Photo-nuclear Multiplicity", 100, 0, 200) + self.build1DHistogram("pn_particle_mult" , "Photo-nuclear Multiplicity", 200, 0, 200) + self.build1DHistogram("pn_neutron_mult", "Photo-nuclear Neutron Multiplicity", 200,0, 200) self.build1DHistogram("pn_gamma_energy" , "#gamma Energy (MeV)", 500, 0, 5000) + self.build1DHistogram("pn_total_ke" , "Total Kineitc Energy of Photo-Nuclear Products(MeV)", 500, 0, 5000) + self.build1DHistogram("pn_total_neutron_ke" , "Total Kineitc Energy of Photo-Nuclear Neutrons (MeV)", 500, 0, 5000) self.build1DHistogram("1n_neutron_energy" , "Neutron Energy (MeV)", 500, 0, 5000) self.build1DHistogram("1n_energy_diff" , "E(#gamma_{PN}) - E(n) (MeV)", 500, 0, 5000) self.build1DHistogram("1n_energy_frac" , "E(n)/E(#gamma_{PN}) (MeV)", 500, 0, 1) @@ -515,9 +519,7 @@ def __init__(self,name='Trigger',coll='Trigger') : HCalDQM(pe_threshold=5, section=4 ), - HcalInefficiencyAnalyzer(pe_threshold=5), - - ] + ] recoil_dqm = [ RecoilTrackerDQM() diff --git a/Validation/src/Validation/photonuclear.py b/Validation/src/Validation/photonuclear.py index 1e712d1c5..b43e612cf 100644 --- a/Validation/src/Validation/photonuclear.py +++ b/Validation/src/Validation/photonuclear.py @@ -45,7 +45,10 @@ def pndqm(d: Differ, out_dir=None): tick_labels=neutron_event_type_labels, out_dir=out_dir) d.plot1d("PN/PN_pn_particle_mult", "Photo-nuclear Multiplicity", out_dir=out_dir) + d.plot1d("PN/PN_pn_neutron_mult", "Photo-nuclear Neutron Multiplicity", out_dir=out_dir) d.plot1d("PN/PN_pn_gamma_energy", "γ Energy (MeV)", out_dir=out_dir) + d.plot1d("PN/PN_pn_total_ke" , "Total Kineitc Energy of Photo-Nuclear Products(MeV)", out_dir=out_dir) + d.plot1d("PN/PN_pn_total_neutron_ke" , "Total Kineitc Energy of Photo-Nuclear Neutrons (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1n_neutron_energy", "Neutron Energy (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1n_energy_diff", "E(γ_{PN}) - E(n) (MeV)", out_dir=out_dir) d.plot1d("PN/PN_1n_energy_frac", "E(n)/E(γ_{PN}) (MeV)", out_dir=out_dir) From 1e4454404e3f94daa17d5da3ccc0398803f84f71 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 22:00:20 +0200 Subject: [PATCH 291/331] Update 1n handling --- DQM/src/DQM/PhotoNuclearDQM.cxx | 29 +++++++++++++++++++++++------ 1 file changed, 23 insertions(+), 6 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 6b848e59b..071597e89 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -86,6 +86,7 @@ void PhotoNuclearDQM::findParticleKinematics( // Calculate the kinetic energy double ke{daughter->getEnergy() - daughter->getMass()}; + total_ke += ke; std::vector vec{daughter->getMomentum()}; TVector3 pvec(vec[0], vec[1], vec[2]); @@ -233,11 +234,12 @@ void PhotoNuclearDQM::onProcessStart() { } } - std::vector n_labels = {"", "", - "nn", // 1 - "pn", // 2 - "#pi^{+}n", // 3 - "#pi^{0}n", // 4 + std::vector n_labels = {"", + "nn", // 0 + "pn", // 1 + "#pi^{+}n", // 2 + "#pi^{0}n", // 3 + "other", // 4 ""}; TH1 *hist = histograms_.get("1n_event_type"); @@ -305,8 +307,23 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { static_cast(eventTypeComp2000MeV)); if (eventType == EventType::single_neutron) { + findSubleadingKinematics(pnGamma, pnDaughters, eventType); + if (pnDaughters.size() > 1) { + auto secondHardestPdgID{abs(pnDaughters[1]->getPdgID())}; + auto nEventType{-10}; + if (secondHardestPdgID == 2112) { + nEventType = 0; // n + n + } else if (secondHardestPdgID == 2212) { + nEventType = 1; // p + n + } else if (secondHardestPdgID == 211) { + nEventType = 2; // Pi+/- + n + } else if (secondHardestPdgID == 111) { + nEventType = 3; // Pi0 + n + } else { + nEventType = 4; // other + } + histograms_.fill("1n_event_type", nEventType); } - } } From d050d3376759ffd8e40ad78f7bf92ecb73905e9d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 22:28:34 +0200 Subject: [PATCH 292/331] Missed the noise histogram --- DQM/src/DQM/HCalDQM.cxx | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index df33c107e..3f4307627 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -108,9 +108,9 @@ void HCalDQM::analyzeRecHits(const std::vector &hits) { } if (hit.isNoise()) { - std::cout << "Found a noise hit!" << std::endl; - char c; - std::cin >> c; + histograms_.fill("noise", 1) + } else { + histograms_.fill("noise", 0) } if (hitPassesVeto(hit, section)) { hitMultiplicity++; From ff363a49b96d1f1401ecad43a95bf77328e832fe Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 22:31:50 +0200 Subject: [PATCH 293/331] Some missing semicolons after a long day --- DQM/src/DQM/HCalDQM.cxx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/DQM/src/DQM/HCalDQM.cxx b/DQM/src/DQM/HCalDQM.cxx index 3f4307627..1cad2dc0c 100644 --- a/DQM/src/DQM/HCalDQM.cxx +++ b/DQM/src/DQM/HCalDQM.cxx @@ -108,9 +108,9 @@ void HCalDQM::analyzeRecHits(const std::vector &hits) { } if (hit.isNoise()) { - histograms_.fill("noise", 1) + histograms_.fill("noise", 1); } else { - histograms_.fill("noise", 0) + histograms_.fill("noise", 0); } if (hitPassesVeto(hit, section)) { hitMultiplicity++; From 5f83e35c77b0c75a78725380f46b0db4e3082cf4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 22:44:06 +0200 Subject: [PATCH 294/331] Documentation --- DQM/include/DQM/PhotoNuclearDQM.h | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index 678c3ef11..56c570651 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -110,12 +110,18 @@ class PhotoNuclearDQM : public framework::Analyzer { /** * - * Fill histograms related to kinematics of PN products + * Fill histograms related to kinematics of PN products. * **/ void findParticleKinematics( const std::vector &pnDaughters); + /** + * + * Fill histograms related to the kinematics and subleading particles for 1n, + * kaon, and 2n type events. Note: This assumes that the daughter particles + * are sorted by energy. + **/ void findSubleadingKinematics( const ldmx::SimParticle *pnGamma, const std::vector &pnDaughters, // From 8ca6f40ce4a5748538de24e75b38d192b4d91fab Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 22:44:21 +0200 Subject: [PATCH 295/331] Refactor 1n/subleading code --- DQM/src/DQM/PhotoNuclearDQM.cxx | 42 ++++++++++++++++++++------------- 1 file changed, 25 insertions(+), 17 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 071597e89..4a98f18ca 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -285,7 +285,6 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("pn_gamma_vertex_y", pnGamma->getVertex()[1]); histograms_.fill("pn_gamma_vertex_z", pnGamma->getVertex()[2]); - // Classify the event auto eventType{classifyEvent(pnDaughters, 200)}; auto eventType500MeV{classifyEvent(pnDaughters, 500)}; @@ -306,24 +305,33 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { histograms_.fill("event_type_compact_2000mev", static_cast(eventTypeComp2000MeV)); - if (eventType == EventType::single_neutron) { - findSubleadingKinematics(pnGamma, pnDaughters, eventType); - if (pnDaughters.size() > 1) { - auto secondHardestPdgID{abs(pnDaughters[1]->getPdgID())}; - auto nEventType{-10}; - if (secondHardestPdgID == 2112) { - nEventType = 0; // n + n - } else if (secondHardestPdgID == 2212) { - nEventType = 1; // p + n - } else if (secondHardestPdgID == 211) { - nEventType = 2; // Pi+/- + n - } else if (secondHardestPdgID == 111) { - nEventType = 3; // Pi0 + n - } else { - nEventType = 4; // other + switch (eventType) { + case EventType::single_neutron: + if (eventType == EventType::single_neutron) { + if (pnDaughters.size() > 1) { + auto secondHardestPdgID{abs(pnDaughters[1]->getPdgID())}; + auto nEventType{-10}; + if (secondHardestPdgID == 2112) { + nEventType = 0; // n + n + } else if (secondHardestPdgID == 2212) { + nEventType = 1; // p + n + } else if (secondHardestPdgID == 211) { + nEventType = 2; // Pi+/- + n + } else if (secondHardestPdgID == 111) { + nEventType = 3; // Pi0 + n + } else { + nEventType = 4; // other + } + histograms_.fill("1n_event_type", nEventType); } - histograms_.fill("1n_event_type", nEventType); } + [[fallthrough]]; // Remaining code is important for 1n as well + case EventType::two_neutrons: + case EventType::charged_kaon: + case EventType::klong: + case EventType::kshort: + findSubleadingKinematics(pnGamma, pnDaughters, eventType); + break; } } From ef9319e936ad338f43784f335f0e0c42e2efdd03 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 23:04:24 +0200 Subject: [PATCH 296/331] Minor optimization --- DQM/include/DQM/PhotoNuclearDQM.h | 3 ++- DQM/src/DQM/PhotoNuclearDQM.cxx | 8 +++----- 2 files changed, 5 insertions(+), 6 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index 56c570651..72fe7085b 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -76,7 +76,8 @@ class PhotoNuclearDQM : public framework::Analyzer { void onProcessStart(); private: - /** Method used to classify events. */ + /** Method used to classify events. Note: Assumes that daughters is sorted by + * kinetic energy. */ EventType classifyEvent(const std::vector daughters, double threshold); diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 4a98f18ca..0c9668a4a 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -345,11 +345,9 @@ PhotoNuclearDQM::EventType PhotoNuclearDQM::classifyEvent( // Calculate the kinetic energy auto ke{daughter->getEnergy() - daughter->getMass()}; - // NOTE: If we assume that the daughter vector is sorted, which it is - // currently, we could break rather than continuing here... - // - // If the kinetic energy is below - // threshold, continue + // Assuming the daughters are sorted by kinetic energy, if the kinetic + // energy is below threshold, we don't need to look at any further + // particles. if (ke <= threshold) { break; } From 38ed1c8bbe2f121418d017c752fb04ec02e1b74c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 23:04:33 +0200 Subject: [PATCH 297/331] Requrie 1 kaon --- DQM/src/DQM/PhotoNuclearDQM.cxx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 0c9668a4a..136beb4ba 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -425,7 +425,7 @@ PhotoNuclearDQM::EventType PhotoNuclearDQM::classifyEvent( return EventType::three_or_more_neutrons; } - if (kaons >= 1) { + if (kaons == 1) { if (k0l == 1) { return EventType::klong; } else if (kp == 1) { From d1add02d81bbf602c3365519461e3d3bc8d5c0d2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 23:04:37 +0200 Subject: [PATCH 298/331] Remove broken category --- DQM/src/DQM/PhotoNuclearDQM.cxx | 7 ------- 1 file changed, 7 deletions(-) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 136beb4ba..09d44b070 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -438,13 +438,6 @@ PhotoNuclearDQM::EventType PhotoNuclearDQM::classifyEvent( return EventType::exotics; } - // TODO Remove, broken - if (pi0 == 1) { - if ((pi == 1) && ((p == 1) || (n == 1)) && (kaons == 0 && exotic == 0)) { - return EventType::single_neutral_pion_charged_pion_and_nucleon; - } - } - return EventType::multibody; } From 1bde267b2dc0fbef73b056adb03820fc5b64235e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 23:04:52 +0200 Subject: [PATCH 299/331] Default to count light ions --- DQM/python/dqm.py | 2 +- DQM/src/DQM/PhotoNuclearDQM.cxx | 1 - 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index 6328d28a7..ec9917be6 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -284,7 +284,7 @@ class PhotoNuclearDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.PhotoNuclearDQM() ) """ - def __init__(self,name='PN', verbose=False, count_light_ions=False) : + def __init__(self,name='PN', verbose=False, count_light_ions=True) : super().__init__(name,'dqm::PhotoNuclearDQM','DQM') self.count_light_ions=count_light_ions diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 09d44b070..f0a9e11fc 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -294,7 +294,6 @@ void PhotoNuclearDQM::analyze(const framework::Event &event) { auto eventTypeComp500MeV{classifyCompactEvent(pnGamma, pnDaughters, 500)}; auto eventTypeComp2000MeV{classifyCompactEvent(pnGamma, pnDaughters, 2000)}; - histograms_.fill("event_type", static_cast(eventType)); histograms_.fill("event_type_500mev", static_cast(eventType500MeV)); histograms_.fill("event_type_2000mev", static_cast(eventType2000MeV)); From 859b86c4810be67db327ffee2e429660144dd146 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Fri, 12 May 2023 23:07:42 +0200 Subject: [PATCH 300/331] Add the inefficiency analyzer to the default --- DQM/python/dqm.py | 1 + 1 file changed, 1 insertion(+) diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index ec9917be6..96ade9216 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -519,6 +519,7 @@ def __init__(self,name='Trigger',coll='Trigger') : HCalDQM(pe_threshold=5, section=4 ), + HcalInefficiencyAnalyzer(), ] recoil_dqm = [ From 521c4cb4b009ebef7e1d251907571c0ee5e33e53 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 17 May 2023 21:54:42 +0000 Subject: [PATCH 301/331] Updated Gold for release v3.2.4 --- .github/actions/validate/gold_label | 2 +- .github/validation_samples/ecal_pn/gold.root | Bin 873253 -> 991535 bytes .github/validation_samples/hcal/gold.root | Bin 192451 -> 106153 bytes .../validation_samples/inclusive/gold.root | Bin 824168 -> 933075 bytes .../validation_samples/it_pileup/gold.root | Bin 382713 -> 300544 bytes 5 files changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/validate/gold_label b/.github/actions/validate/gold_label index 510336928..293fbd1e2 100644 --- a/.github/actions/validate/gold_label +++ b/.github/actions/validate/gold_label @@ -1 +1 @@ -v3.2.3 +v3.2.4 diff --git a/.github/validation_samples/ecal_pn/gold.root b/.github/validation_samples/ecal_pn/gold.root index da826ec8d072a0b9bf8e239613769e716704476f..5236b96347563a3cff0583c0c86968985a93aab8 100644 GIT binary patch delta 328435 zcmZ^J1zZ$g_dX#dvC_?opmd3Ji3ms|BHb(9(zPRqbVx`@iAYIHcPw2?cO%{1@L%}m z`@X+F^BL~mIrBW{);V|1nMu#!DQFTFcyDX#h=g>2g!p@h1fu0Y0zEuO{N_QN$cU5o z9^#)d5{U2y2?^%{3E3WhgyL`;e=B(;iVKA}LYWj73F$r3?M>455b^Pd_bd#E!XBc< zf`o)NcT0dc-yu#UBoH3>zwy|ncTnM5Xl%7OE)5gf?N0=p83_p!p%Mu}gEWFT-ytE} zEh69qL{0ywk9v-biHf*CN)DO-PqhdfG9luA2}CLK2W}s@#ffnK3s?Uqt`qtBKR8r0 z#QkyzT+JO0h5q~&r$6@(&dlqd<|2vTjt>e#57N8)sxQso8$%pz-@DM;XKW*KTq|yJ`4_Z`eY>4;-lJsr+(b}Vw z?tx>7&b4(2!<_i1@u`Gxs{HJd8-aFm*gVqt)T_n*zu?UY8Reuljt_L!=J-~P!HHG#t z){gu>(cfJ_(4f9Vz-4a5cQn{bx5l?mUh@B?8M&iTbi)3>Y5s6fxZ;%vnnT&=|34Z` zZ3GSPKfU>@8JOC4&A>|rA@Ik3o&UlsqW{qwrQ6N zih<*>YH1N_J6tGC_79{(CzBvxg8B` zl-v7apFhW?`VSfn#AU?p^@kVmt)&~ixpPq|$s>(Gp=S zbgS+m>N*{_w^TMrtgz)#FH5sCFcw-FVXh8CHp~hO;C@2(CWJ2J$s*$-{~}lGVn{R= ziGAeWvqgG{A6FNDi>u!r>!LvGv7RcDHZt^zBPKoPla~2Rz5rQ2)F*7^1DfrNm>)=- z>6_=BwUVYV_JV$MsU?90Z)R$#Fy6)!H2XO6(72gTL2sIvOtK4$WDitwfuQ0}C1#+N z)rAfAA&Vk2-BX|e`!=g{kg2ONIZWc2O`{^1&-NAOb1jj^9Gcz`u1 zl5v7$&q!|^nF)6Ajk>?}3y^T4Vnh#<%XY4guAnatqFN9(N|XjiXuX}uaG|?umRz=3 z960MaV>>Y6J3(F(&3siL@qN%Rg1QDn@YQ$aB0c*}p?#QGlK`H5m<)mMD0s$Y^9{?F zVf3(7$OosL4R0X1wXOg|VcS*Ycew=D$)|77@<&x1r>?VTBJg2=0|?+dSMcXikdldS;bM<;aWjt>8$dL}gXkY)q*dvO(R@%~Em`gb~W)U!b#%)vAZu zJ!AdCrW&ibT4Pb@b3)@7b+Qmr95Wr-6o9+LoC2k^J(;PaM`?!e6 z$94A!&4$eGa(@Ct@HM`O>+Vks@y|XCN44YSG8(As(cLc2btxw%&KVc?Ty1@{Kb&J- zqCCW9zl1HLw}7jQRENrseri6`cBQFtje%=WRdQS-mptb2Kf4=rfLki<`FT)*D zK@pC9_z=mjS|IHkube`fxXhCV)VXt}o{p{pJQQ`hoXi5MI)Jyj{KThqRo>`(bG7Xl zgpfPND5Yd&GhQ=c9&5fF{ZS_cM4>RO$RgK#1ZyNJH&er$VXRqmr4k((8c z4;osqTYgEYqyIW;lkvB2jD-ogM9F(|%cKPYdCBt@8J>9UY#jAzRYlZzIu0bHnT-5lGXuVL z7?Nq&b3Xr=;s>T--@0jC43Q}~BIhJu+`A`qQTXkd1e0IWy-(E-IF_5kUg5w$&IIU9 zbuQOLV;Z_L9YJFWzL@krm39N;&$K;^m(`ugIFR&f$7Y{uOb-?cuAY#s--JEA@G%zT zZg%Hp1su>Rm%;VLrW=`9Ir{2httt$^%)R3I@6P=t&W zkBV^fU*5>cp}Z!#Hfe36f2D;W}&Luj)Pm*?KDnZCw=wCm?d}9Bg$#@uHu6)#y7h3X~ zC&*+XH#XF{vIi!Uq! zEp;*wvz;uGixr~Y#r`=HZ86HqgXc|0-U`c;f_+>Y<|y;c_8OD`jgp>^i_w5vBnJ%_ zT#0p=i8q{i9z7a62stn-#BA?X#M&Z(&}I^S!G~+Mu>zvHJNBzDE&Dd^J=oNV>?Lp~ zV_p(9O{9MfrQQExkd2ia!YagBhvbp!$afdA-A*dxZc@2!Czay%>EMqY{Q+V}=d$^) zP2C3>334~vDheE^uZcvGfVH8Lz>>Nb^e>yFtQ|uSolI#l)l{S&hpHJp+j^<>Xl($m zYvP=i;-(>}7FUQ;JMm;$L3{X~%hQt?7r5I>9S8EDHj|vwASSK^>D~jxBU|>}{5`v!Kgzl& zA#z&41r;e98)1}NBT808#$;`KncC&!s)Uve0e&#E0CA#^ry#T`Qx_65?=tP{H}{3) zm>i=}a9L&c4&6ETe(XJIhS6IXEwrRzfNT%H>j)bO_q--Fs&Vx_?Y@AL-lvTy-m`{Y zxB=Wdy;jcEUOD@x>Q8f3s#$r6-Sqr6+ggD_RSV0BH%Uv_NlV-5P+O>Zs>5}sioVrr z1?DfB+G<5-0jgGeU|!17c#+EOA5?s*QqYLk#N(bjkq{N#wfsYNu~EI6vHFU$CgN&~ z6P2gtqg!koN6Q{pImf=Z`*H1kNxLNqll2t>RR_@QFxz<{?R~}IX;DN|@M}JZGXAj*~*YLa!HJ%^F4N#x2?tNIbza<#|u$p^Y5B#u- zbz86eu$p*V@A$APb6bCd-2diQLDB~^=`}pS>lt={36?IGguj40>-XsoW_+nECaav% z;gW}r&kr46sCV}nhS3DCdOmj){aYgc{80XH$&2TXw0}#io*!EMEkUTR^v#b;g;9x+ z^tXIiHTp|p#;%AQ5655Jcq6gtbI9POK1|EOTm2Oi2lE2ONu+2M11 zl;hkfU6*RTRKF1p{xrJxE!5(uc>g8jN#&NpjrrwI5G#C|PxUub_Jp=E)BASM#4fxuPwrdu1i$~=y%HeYtDTL$jj@yCds`cQ zYbPtm+o(wr6{+yfa)(8%-l!8b>=9-L=5jvwPL=RyAfgS@dU<9hhjmnxa`vS0`RRS+ z`Uf~gM2VPGSjzrFYClznvcC^Tb&dhD#N4pA)g|)NV?Q$$OWvg4&wkUgR|`lmMi?0U zmh_*!x)2c)3fq0Fc~pz@Gul>0Q<8wZ5G;hAuBtZ~XU6XQHEBfUWa34po0EARi?f2J zY&ui*&vzS!Oyi}%ghjL3@l;UM%-(b3)6|fx_FhvL9Xbg<6PuC(TeEI9M^aH>m9?k0 z+$8@o;ofye#dLiw|7^0gi|quV^b%Wy_f69v-_G^+e0%cn;7+K>^_ufiZ<4KtrBLy> z-a2W5omq8#r2a)t=WOC4GTWe~ok-os9U~t~J0iY?C!4jXLWf>cKH7T{Q+|{77~9R^ zyO7I!F7ufclx=n(s2}lA9Xl&fBCEbep_}$bFnz-@X+~}*{iOe5_399Mj^y=0^cDCA zsNa7Tc4&Bx>E%n4*|vt|?jtG-PN#H~fW4r+Lf99sp5V@c5wnUiQ zj{$^vzI%RnSE@cgjJ~ZSjH=|eM3_(rq67{R7L$wk;mG_@Fuep}-=q&jG7)7GUVtLY zR-ZH+<0bsI&AeX*;EYQfx6KWf7j8yI=7A5ZW>m6gT~z85QwAub8_de!_XPHWxIMoaHvpXl3P`E>_@TllW&CZEQHBa@83BgF5bFsp8yJfYx%v6Gq zU6$RYvVE?r>tSCSOsbVIBYg?`X`1B3NgPT1iHrGGbPQEFoNs^PID@Ancbw@eWem_^ zGk1>0iw#RUeO0gBb8%R-2x|+Ht_cT&X#m$IN}=^7sn#F}SkP|2eRX%)bpVEwaswrkO20+(84y9yXKRSxdI^eY#gB^+ynTrrXHVcQ(vkFA1 zvfGS8yqYbpvI@ea*7wLDZMh?#GMw`27jhP9q}Bs#v_iPb$jrP3jC8%a)$7*{f5hys zzYHlN^d8A%9T_e-TmRu7aeh?eF4#IY=shx9sG;s(Tfbtf)Ch_%cmg6Z08Iv+XddNF%5Q9TE*6!}rE57L+veRvyUr*H)& z@ZbzL#<2(9CIxaiXG975KgO}cqFe_}^etej+2L=jb7RTRBc1by^GqoNtA-@l8ZDTk zLl%F+-im-Bn`esaR56?lkFByu|3(%6gEAHAHbTxJoBw*AMt^KT(?z!M^IRvS2=1h^ zQs|4!ZYXhOPpJh^HQr}8(#6$^SoC4H2tJoILLI?+vSwOq5cbvSqw%_6eh!?WkowJ- zKPrEa=sJgw7c}{td1M#eCX3W1)qgs!MVxhxNX;IZPN$KlCcW-+Gu~$7Rb1Pn7<&?l z8owOZH%Y-<&Nd(?hGQc<|3cqEvN>X%rj0RWj#48^=hPMeO4TTn`z<-Ew&Yc9h?9=G zzPy1@Mj;5pj>s#q(XA$kr^cIdUCH@>RrN9yp?cVfEf)nCC$>B&m}j0*)equ2P8S(U z8VeSnY9dgCd{DQ;Du75_nX{A`l4@r5PEfg~i zxK4(o?qi{vRLv-ghQy?tO~g7d?R9w6n72p;_&}riX|GYhs2#EG&sa!EZH<2wp$C`0 zghrD&&hCBoc_*u^db1YZ%@@H}{60|{jRHE&#<`1C6u*>QIe0EUfxnr|?m{hsQ(pAa z4c%0XeLlcyBVVZjnz)A&^meQ_J*0u7lP+tdDh21nPJJqBgbzyn(l`Ud$ zeF7PPX&R6{F{Sso4)?GU#jpImz1)(|iEDxiAhza!Xg5KYryPixatA%xyBY($!L2mib5P*`H_v;)t`uEG zE*FNOXYVgr=S33W1R>*G^U06N$UPH4=)Vp0E+~3Nrb}IBcZY!4K0cEJndZq^<>b`d z@!54DyUew~>H2+kUBM`sB!#J)h8?TJXz0_g*KLp6$9H&z91ph23*5S%o%z~$3=Z=S z=$-VnY6Su@drDrPi_;~(#{6Ph61ohpM|HW@oz>*yfFIdXTbAX?+gW$H7T2$B*_&55 zQ;ph4oi8j(Quggkh+e5pL~xmpGRSn*GTMxmiiw)Y32k*$OmPglm5>F!Pmzbq{Vr#- zQO_ckl*v%A3V45`SYVN4PFzj@%SLM3BR=;BJ^2@)-HV;>lctl*hW z>>{X~ZFA5~NpKNgkejL$p|fw(jc)gN0C)1LkEpm72+WywtGt@7tme_tt}|V5h&f?f zTsVFYto+V*kX4DUINPSke7rp|oxFV-`A&7=*bZWoFVvbh$PgiKHWKDD4Vwj7)M};Vhz2&>dHg%L6Un-z{vs?4>GE)=z+n-$tToMx|+3XkdlRlU9 zJ3HuD(bt&Tsw zUZj4NvahLy$RxeW&!BbUeLv2~qCCl>W6~I8TD&m*vLb;WdqH^8z?pDm+%E%sYWFnI z90zRkC_a>S89FDy)2xH5ZSf)l?vQ-Lgd15A4jrQf)vvhCu6V&cI5LsLT)SS^PDzq??p@xOZ#B7N*{~3 zbH%#QUyVBCJn3^>p)fkD+|i_ApcZ%fSh_m)Yq| zsBOKQ=U_)v=Cjy%+yQ%C__tUf%_LC!h&S*+H|9*Q2E@0xV$T9)k|z{6uEX<519I*h&XWqWYsPRdjaG`*3WMZV_SY}@oUjr{|&p8`GBg?NG@;JpV$Eb#}om6T`GcGi zVHszGR3vto5{WJ7?D3hXR1Nog4Sa%^;rnC$#<_+e*vk$~y<($(!{E2g9I?ksFc}KV z4R+5Gnb4;fHA*oHvOf;)RW7!546F(q?OAac3q+d=k>K~EodEd&P$1?Ug?E>kJ)R>M zhU8(7ssYyfhnYJQ#ABsd{{H7>9&H`ctdEGMwpjAGMDO9gwNG{>sffUei_ z_<(eSvq6ul!7z938PGc?Aiw*ReF4{jH(YnjU%N2mZSK5z$lfFNIi76?>WjgD%f>YN0|55xfOPMMG-%9F<yTaH-bG@o z_27hM+K6I~Wi z_w@aG(2|)YU}~kG8!ljb`Q#u`2pU`!2*5TSYAlZ|1ui+A7ut$Gq%`(a0L1>ghE%XN z&gRVBdlOm}lqup5zJ zOPHwbpgjA8Ki)H(1N|KrFq)wjGpz?)P|}>w^5G;^pFLTqomHOs&U!vO&S#f%_0e|v zC}D3g>FQ?U!dt}j#!G3xM1(y4<_Q1yp-UBy^TBXeikoDDaB9v>|G9Uyk;{!l?=%PC zCwX?j(OInGDf1%v%7~s;3|rDIIcT4iSU;kVD`~LKG}}pDV&hE~;FferZZH2rQ8zL2 z^Ge03uWy(on^<|vYb*}?m*44A4+KRS@n5wUM~_s6M}0Q6c2jc08|0ys47~Qs@+g&a zl>JRF_^#&hG8+d;^AUky=7ro$J$>q|cYegRYHj#7otI$BQKr|^(bJADwfcaU?5=`JF@GmQ8?p?lGw-NRj8I_dlhs|uAcOG zt)M+FcLVhJ5E}TBHMQ0WYrGy%{7#!HQcN(B3BgZ23-RsE7RE#*_dSlLC%~c} z)l15GV9fQo&;D(j)6Hj{Q2Jk9HNV}%fB7E&bPN0-OypGaauv`Ke{rFT%P}ADTo2ts zH|Dd>isz#dHl>pho~J7b-(1BV02R#pPB@k^y6CL+J9)XSuF$@Sa^KJR@| zA6Yc!)MYWL{IRwq%l){+-SO4Im)OkqaOLP zlPlY~n5b9($2gspmFz%p;bYW#I(kCyYL z#AYK+;!C69fQ#oA0YhGMA0HFM#{I&0l;lvi6BRpo%}6A&7cxD1a&Q5FT&#q&rY*B8 zwb+1j8MG3W;9;tjuFB<~HP6L=m>j{_akKnjykxVR0M`_mDE9;x1lo@2DAQT`B_EF9d=Vb3un6QX z(O43CQ{X`uBkFt_ixxhsS^s09GrqRV!{Y>~E*&f$BIla7nb$j4eQ}>><^HFE7L~Q9 zI(}bHiALs%{nS^r_L=t`ev`IyM5ax!98ye-PDD})N81cVj*>69YfsIk9!jyDJ(jR4 zYas!p^O<*W&6fOD$0_3REvpbx&&E%HQT5|do zpmp}`Bhe2JniPqiv5|#JK(wBQhz`7I`eyqfDU13mFGOO~LZQ56LGf7A$B(g=NR1-o~g`pMKDha(uc zqLDoz{VZ3ALO1roe)9#P(jul_Lx?Lq7`upwXT*rm*??f_+j;u~H=;p)S{hsfe7_=s zjY4wV%~oWpRwBJ-nZ1KgWKB3PPpQ=?S18c&}_uoW)WgU`J@oUCL9cL z)f8S%JuE_bkELdCkCHP?*KEO@su4R5z^`v_d%-FhS~})S9oGz{YI-fd=zD666wDd& zMZ>?x%zzJXjx%HTkz&wCY%X78jZa5pFvZPA@sd5NutlD|oQEV30W}EGB&WBR*}Ntd ztZTs@lpg-SJvwy~B{5>M$ZdJD*+751_#n)Pg5hPb7mzE|zG=$#q`2S+Q*&{!U4Zqh zO;S6t%_2R;K~tzB5k8@`oES5uVQsIsfpe8Oc^;qGDz{o6z7eT(Zkj9qmAyyT-cbu3!a4yb2AHu%vP(tG+0FE|A1`X3!AdT`Ih&{w61L#%^+xl0tUcmB9XhQV=AAaITX=3i&KU zwkyEp_2h+mq8YBPmd8-ZNe2ULG$H!x`xmVrz;eg3!wnR!NtdX!nwX<`rq8y76|RyG zO{#8m+^SssRV>!VSG}XQ9={A9TG`&yKY^FESzW-L!HBp<$fl|YTD@cC(R-YHdG^&P z!)dy13R>S|nO-q1Gm>n9I%m{a=flbAjLnIj2`~HnP3Q9C`r2M{y(vxm zuh*Lbl}9*omuX!|8~WoL7uJ;~;Vu{N9kx%$_Z<&1E#bPh8TQ;qOZjOIlo=i6zm}iL zP1)2T0;&_CUD9vlq*Ms+K6B^YEAG7e)7zLzWHT0DADI+*XKrG0`;H(D4XNS}HxHN% z-MV@Ba>3)>lOSMqvC~L)}jR9l6q~p?25psJ05v!muPVd&e^&{9e@KK0?;?3_2f(H}Z{yvF0B zH-@-X^SO^)GQX~=_6|t;z1Qj`&hx?N8C=u1^MZZ*nw+JWJAT?1xto@gGg?rPKS7{d zR?2wjY9>=r#7G29bvBMD{;s?vAf$6J(gS#$kHNW9D$9Rm9qy0U1`7(}Rg`i+g~xNP zC;#U4dcyRnvr<0QF;%sSjMRu+)W2(262@|Pe_wWA?zeh-K_p~?#gXSK$Et&eMt0Pq z!^y8=f@IW{u~tn^&oltHY-~04&{FID6d&E0lf=}67ur)~gb9eP;pyZ0R4zK3r_BH# z!s7?Vjcukn7BjgOw}w=-JkWk&7OV|f;02|Z$4AZ%#Np%qig+|wFY?H(+S`0@>p^Qj z$t;!;4qMT%#M%hscysP)ek+klGd2D*PJ}aW;-4^j8o*W3oJ1qL6B4P=9aQ}+gOjcf zERH(3uzd?g_--6F`*8mOkMHjQ!r}$JP^RvHY|kN$@NT)I2=0YCB&k9ag#UUL76|q$ zq*@#c;|&V{qZQqQ#J$A!Z$`9hvgtSDlfGu;?jZ0=TC2OfA=sq(3OU38jbbd+oQhBk z%TS=Th}xP8fAXV-510J+PZCD{{sYv8?}-S_7LZI@P|vc8Xb>4d@;$%+iB7{C-5EmB z*4+Cb20}I2--^FC_%Ox*C(3O8vunG=n#A8Q*k7>zZi$ijgAR%%(m>wvHmlT>t8VtE z7hhL8$f=0K?-e2_{fNgtpm&0NLiVnvMwk|e`uYZ#po`!SC{RjW#f5$+Q^zOQ4!sIJJx3wy%dZD(2bXd@8p z3}yD8;U^Jr2)c9&97W>;J}d0L)pOLzLdpxSP#FIcs3^9??LHD{Z`I8S>wi^|y2XVbyk5MY+eRX9NP0Z));*VnaQN7q zKE@i}xMl{F&JeK-d$P9XWKFUr#4aKm0%0kGfF}3@=v?1kG6#Ip@R8&4Q;2I;EZL>P zo0r`C;XlBz@)@QP^g6fk-nJAWA}ZuCP`eZa9oPe+7CPQXV?IoqO`^i#h~Z=FE!w7a zNIt@hcgSPtph%J4HtYa&N?N>faYGz9EHUCQG%?zz1|vag+Eb%~UHm6y&_|}bpu^cV zo{mfuS1`#Ogsd^M5GU3UEx!qU$`^gRi8mS`TYWSAdvGj#){p{dG_3K3EUf7yesbXQ z1r7=kh9$t>CYuZ6w`o1qv!#t0hVa6oc-fg zJ2u{VUU_%LV}yU+5#g@5Ip;=A&)}Q`+KFU6Wv=U??R!#5l9;FO){Ma!BAuQTnz zclv-*`Q+^2F!;pD&(@4^befa%(_FzY;d0ecv%@qkkgPqsww$uHK6+>W(RFg&8;$pq8JCmXS7&wQTaWn0R~3_;qAaJVt1hrEGnM8z zen#K_hJ=JAcjwp3{_*P)owt6S3P8B@2UtjDcP>57&F;%Exxd(pc206>KzCU`T#wGRgU60hUZ^CaA zC7bO!4h^&kEo->I$=PpS-v?>j*Ms5SwjS`~y80Ct_7vDxEt60eji@AGw4%dU0G2V0F*yYl_`fCmYCMS-1G<8T)# z@y}E2Je}cd$l&_IctZ6)u##9*vAa+A1=Qh(OLuOrq%j8$4R%U5ZVN+Pa3b4&aD z_DcEn^eZLcoft$ytit@pcHP-iDLH-Gp*lab;NqO!E%}&ZN>2w6%sba~i-7WO%-@VN zaP-f{TpX}d#qANh#Y4+~_M6PQr`5c;ndDuCq}6ot1CtB&*BWx+HLb1%u?k{dueVjl zdn;^L*Sf33Wy$NGxekJ^52sT)6S@}_M5-+bRa!ke5p6d-B?V&2<3_cA9u$x2KN5fMfK2|@N-e!4`5kTCv%POgqK;*lvB_{+b9a2sboq;ZO0G1s-^hin(w** zHUDm-pf$ZxE=zc1sglFSe&zS8h30>X**hw%IT=mt@HMIrb(fIY#YpAfwx$!x+z8g3o%wMl|FV<+=Ib(%a-= zzp#m?sKH?aQ>7bgy4;Lgt3P!Iy^h_@rS-Rz$WmVk30jW6pP72Rwc3+zUvqG>@WO>% z0oH9Bhz(p-9=;E!CLk4b%pSIxxY6eNrL5z^$QMu`q$Jp9>|YjqRyyDG)i*-+IORT!S`gwfs$v)A`y!V3-gObY~~J`{{mq*Vr1t+KW+L zDMhz|Pj%HL=gZcy?2a?WRoe8^tF_vdPJtVcH7Vd^dcr2fO|z;WC~q|Nc7%zSm&N*| zeOFMtPzh(ZJr`K>4yNI*Wl6^nbysy-nu$JakO|M9AXbv)s5zv#xTrg9QYeV2=ccdS z9n4wUANn|eE$!ugqFj_AwB+G+pXRan+Q%GGYxthi0EWI7`pMb=hUt~N2lLuzsOtt_ z?KHq}Wj9)2-hGjA2-63mM8Bqk@i0niMUE}Go+{S~8k8jzbRg;AnN?*_M*4&DXExuRi1R4#_LZ=lugB<5GLt*r~|Sn zW$pYTeoE7QF9@SoWM~?7hh}}p+XE!H+W^#KAU@AV2376OVbC1THaqW*Fz1jWFz#+OIsjhd~99&m(8bq4pwnxh0elX81>bL^4^<0Jf z@0|9ff^PQ6MbKOPL1*&krhy=_{Zu7z-EWCZ(aVl-y{psc6t9MG{j>gpBD5uKDB!r+ zR)4uV9v*(yUkVmGNV65ITb5pdUb20dK|R$$n#S0zMmh)0c_8y+&H>1-m~$VID=_E$ zkxwz_f|2>L3iUDO9|tI*kGJ`p8b5%B=tSG1&oc%9=<`eg;pp?s0V(M7ECB`R^Q^x0 zesgTTaKAZr-&wyo4&NQWIZodjzz-+9Tox0I*Jz9>hSz9{sgKua9yd#A=!&~IXjp-} zIBIy>6V0a7WJlFn58I_`ZG+iSx58n&)UBg*b~N4xn2FMJ!YC{F{NW95_j>=2OKEmA zpAHxkrRRk^cRt>gQFSbj@2|Y(4{vfK((C<4j=sXhAKvJO(+jbq`FKE<*f!>3Rwt~w`tcL&Uks&~RK&hlcxTe0U4|Cf+qP8d1L>?K`Pp(767 zrKoI^8$qvvi^Z&blUvjo4<(S8IVWt)KTF4SJRLoMi6hhKcE9(HU9!&sQDWx2Fz$*u zzY@%iqIb|PdHF>1u59E}AFxaIJ9zfT4JnuUA~28Rdb}`V zX5+S+3t0+h<+VQ^pL%z*SeV-};@ds9D5mM4=6lY`y=^vfMfyJejLLDLFU<@3tAfzu z@-oHqYmt8|UhR#r315t8+dymbhN-#biT$qwjSCt}A(3$S!122c{^5i9R;ums?DL}8 z@Qf`pqs?o;FS%{P`G+%IEu~*3YrJAaAVcBoiM?X+UsxYwHHMZ1mAK=J&{xOH*ckUgG|tFMFe(Qo8iEjS4WA;ui+ieX zY-9Z1)a^FleS?P7_*cODL6BjmXDljG<($7{AOZ}P^ATC z&(=fcs<0ZrnwU%BGqm>_9>lfD8_3pF z_1>{H;{>JCA~Uf%lE)@N?-9{}wz%-jcOrlE-Mg)yZ_@e+)(m<`UIJ$qb}(5JI}b->dXy@sQ1{!{Q60%g`>CcN3eAV+FHsRNlg(y zCmdW5LYL~t2MD1!X>8kwR=5OM87fYtaRrj^O(T7cBdNv>`A%22(#AQlpohqI`n8iR zH+vzno%m6Yv$%W?Zt~gm2Es}=<_a6`aB3|+?+CFBjpRn;G>;9L z(1AjVjUsY|Xz)EReo309XNq&tu0P0dbDJrw8W^1oIq<%Hgv7O&?`46zI0H(_TFDRz zNNcKA`x?e$560>G0G+V6WKB{b5I!webm?7`6651~ZAp7(TG%3gMDB z08j9TEV{lH-cCK-ll=WYx9I_|5mj}66F0vPDJKI|)AzB4H^m00Ptt9ov-wWVm;Xb} zb1n*vK%TJ=uQ!|YsGeiAaRv`Aj6zvq4@Zp1AV6G$XbB=Z-uv#_B(X*q+`gpoiPox_ z-#P7*sogye1I5b>Ohh)9XTaxql z@75!b^8VhcP2G1RreOMFMQvWS$=p#hpd&23`QNdTQi=Zwr;$0I=7wE zh9TRt)eZ(TmhbU`(5DiZSRA-Z6LJ7s(fMO-B{OEHBl?A72FGxPUsbXs4j*AT@T7{% zF6wX*?Xpw&+*xTa^z2=?D~zrpM?Y)1^S8q_blI}1GNsR_YxMU`$g>kFz&YjSMkG1O&>6$T#emis9T69JKGuT3i^31)NI**D`!)naZV`rDWvrNeH%4#wDp>HX5~~aC$-$(p|oGEDs5S5yp~g= zc}7k*`-`Yy#jUFBc{K;gG7fTGT^T)WwPt4n#4IuFm9~wS7@e}R1=?kW@-6yS#6MTW zc$IW{9g3@6j|GA|O{jrvkC(hwV_EQFgf|X2ITAkq?D8vReI^28`o1e~)Ty@mO8-|R zypv&j+GVuhhRL$xddp(=t&k{?av633cv^2B${FSSeq9IDcwWIqLGVb1Ko9rnXrJQz zaXR>ediz0decqkRGT}A{_)Z;d(edTw zDPBa@bXQCcS#jG|Yw8(ZZc!cPeRR9|IT&vr zrOE}oU5(kfzSb7|Jle77lr)Vill>%R-K88LtGod1qr26nqKny16OGG2g~Z%#N2f?9 ze=F=yz2$#x3>?21m#niThU;a!)7eIxY}>mps2lU0)#stJ@Na0jB{*%K{ZbTW_t1dP zU~dUZjCWNXfBA{W!5rn4YkO1D!Td||xVRTpz5Ob?Z95t@_v9OM4225bukEjqex~K< zP^6%KgasvhVY!d!O^fIqTEo4()wbyb1I8{oqLWhnlwg4?T)(%QW(B z9rGV`p;ZZsHea5sPdzKJ*Irf{9(Y-sAYXm|M|>3@<=K_;*KD9zPU$kTq|cuuNpE!a z$0ulst0O8<$B=iJ?o`CSyEq^VXz|eGcnwIUOvqPe%28ffyjh4pKtw!>vlFFN9FDJq zt}NAa^0LleIEy% zEdCLkR5$r$Vuh#fk@LANVCJ*_8>J`>wR(Fw6d(oC1Y15yEb^V9*?+_K*W4ancn-!B znJRN>_Ex0&IZoJ_f{)?8reacfdOyK2HG$ol4=k0AedV}z%nV?C|u&XfYgfs|g=rRVt*v^I|0 zyfC(Cy~CNDsj7jaqQmbOde-IeI@a3N`q4RnTi<>DoBE{O+Ux!&nO@mS<$MP`ahC_cfVtEK<6X@u%2gQuwu<7sovoNjKOoY)nEU#PpPa{Js3oN zwhIEg@6XeTIxfMKJXgE?3r_puLBL)rpP1;PvWdhPwsy%g6U?v|r>2<6FHX%c^Ix2rW7fSmwZQCcI<+L5X*#tc+ip6wCcADz zyz9n;o!XA=x+eJU&2#Gb?Je?hdiw1xaVAQg*5Z4QVv16GPhvu;y=Sc^gXmG(@Gpf> z;P{@xD5Ln7!YH%&o+5vSl~FwsV2OXi$xG3I+pw~DsanP8&(QMESn~GrU$Nx8@ShQ6 zq8Eb=KcKp>DHi4BNC7Zl@hde{YWhu-6WAqxIJlR18(6N~UPJ_xQFh6`2lR;y^TJpw zGW<%nG3NhV`X{WM6K>f_Lxh)eQ#hH&|Bte_j*F`6+Q$V1L`pk0aqe|eT>f4ZLDTUB9z@uWOUCpz>`r}JzVNvDuag69@RoXM0V z5rzq#Xmt8l-JP5h{3VL6aXIa9(t__Vs0;ylO__A_LA7P5Nk+ASXyt<-Px$H=OaQ^o z9n=N`5o+xSleXGGn+@IhY{9#Xi}gL?eq;SSsaSpZ#>ui>>o|}twk&X*mu0xwK$$23 z$aNS5yqL;EuPAYxjPP1i3Uf*9FDML1UVl&(&E#O;uw#-YM%Rq|)mruy_4_N-DgV2I zNu|5K!waY_cN?a64I{MnwKEYtR95yIig1f(!Q<^cl8OQ=?{6NxSr(5UQVNQ|?iITe z;Yn?|HSsNL%a6jLs}*D6b_RAicC!lhmJ;0^y_HT}TT8b(x6688U<=kId2D{ck603T zPD_*g>0oA^McU8ut~9d|luxb#uZYiO{mGAcs(r?fd5JQ5T9H9R4=tr2yMKfK+BKum zoIAO>w&YAIVNTK|6-J{S!{t_1@ex_zzuM~BQCS5Y{o2FghtiC=sXI^9aZ}JQVS+Q~ zNlF-P$?m&fO$IZVJz_<(WYDb~2L~Q-%;BLOmH$ESQnr$LD4^1YRD@=|c|cbRSu1)< zcVI=GWr?)5uv;D&*p-j(7!|*swc47s@w2YZWbD_Yk}5U2@}la}EKaL7wu+`#YsxnA zJV2So%x+GpV6rY9Y5*l-t$Sd)#cy3a?&;61F_>ka(W)FOu~e>Fu~bV7<8?7L>urt6 zV4%ucT$Tv404khR%IFYf!*)?nhA8jbrO%}o-iqyDyCrnFfs3 zp8k_Ujurc+Fqlev9^wl^?D_ds)ujeZXVT~Xmj{!e56~BBz^8xb;U{t@YU1RO(NWZ^+e2X%*%p- zY>X&);rjL9S-OpIpPsZx1WzuB^w3Aam4~!wkb~2di8G^#)CV|0FY1D$9wDjC1=;S} zXB$G0Q+G3uX0)qD=f(7$R9nKdhT8u{4f$6TlLLE(q(I}5omP~4lTV2O)5NET?&mCQ`9x+&-qo|2P7$og z?AJd?d=`qHxdRU}tNcuhV|nRkLY{XX+i)(s4t$^-a92d8p9IdlTxt3g-7qWatD6)w z2~0Dd_%a=_r8U|GbcZ+@h)o3a<1P%$ic`$euhd8}?!_$!s4Nj<+7c3&`S>y&ezY=TxjJHbGB92W?{3#I z2y;7nbb_t)gq_39?PP(bclOMO%s(@|XElQK#QzHI0jEWR1TAd-5!uTmK9~QeMSgL{ zScLelbt;bci1D(Ii4Al`S6F7|-91(=R1B>UpHElQVY_*Iny!Wai6d`*MyO5zMbJum zw3;CbW+6FM`_(Q;n0<^iQ_XG_Iz=EnXhq3p(dp2+j||bG!6bH&S^?}NIarJv9KXg! zA*#_K^*z;WXZ_nn(-d|ku}&X5d8IN>((7`n(6VdA`Pq5dW|jf(tw`Tktu1$c&;s$c z_wjmwc>jyE_o;k>;dZ~ZdTy7#>aaiHqzxeM-^TsIm3P?brt9_>7H5lWxBdzW`p!`0 zCEb`akQI#$6nO2@c?9rGWD=uU_bulOsQcS>?Kf5uI1l$AHWrvpLX(E*iV(NOUb0(n zI%O`V1pMepDP?Ti;MDSOqsZw}o}-%^Y_|R~c|*2HbwPPsbu`REDm=S4Y>;tALsJX$ zecP4K<FQ-|ky+k4umbe)$QJlD^w1r!kR4 z&_A+tR2oOBQBQ;OKmB%a~TjP_O zx8jR$UVpq*8s{!Fb%P`pU)?L;KoW~SB=wBzD9k+c=@u(PHH98=Q!cF~E1krDq-Nk? z*pLBn%5@~Y!@+*@LC{V#&;WfApi6uwu;2787zfi@x%eNkYASuEQ;H;204Zo!)LsO? zWtC^G3B<{RlSJLv)zi4Q^~J@QOg;JNdNydWEYXTkPpekgam_gBN4d`^+Yi zd#~V^w!gE#ho#z_M>W>(GuFM%tYHq+V{z0M7!m!P41mPJ%MI6g>z@be3vuO=^GW*D zJ3n06eO2xzQpU)jciuuUc-3@Ordu zQggu6f?b1)vf%mZ_-{Qk)DL+<#$>}y5d*@Ct~xu>K!yfd_UDPw^88IQjI|np1`;vO zB&6$-#tjgVKyps*l>yy=0S{Lm%c0GsUQsTM6$7cK#xM)^uO3-x&CI$_I`vv${3A1x zDztlIQAMBH_cMtMJHdc;24AN|{BJ0x7|xltA+W8BqHEzM!d;-BnPqHB%VUkw7tU@X z8T$xwSg6i|dF-3FR#1t8Ue&V~PJ(7P`Hv$D!y;>OH&{&vX06qhh z8Svac?!9jvT&0Q>a<6(etXue+I%6?^zc3?5%;NJFTa4W;p2^;nL$zn@eDcoR0?oSh z@v&8@vBFX%yQuwgslAxEqTP|fofMu~rkN7SD}!gELNQf7~{RICs7gukVNgn*|a62{XMSb;C@7``tT%ohJ*aiod)%|%_U(M9mj-U zyKYEThVq~p$N2*T?c{>0LN}}gjeuzT zQ?sr!(D!g#!MS*RaLXkDyA_9-7|&bnUP1=O0O|eXCdyBFjMB;0eB9*U$b2`;^P((J zXdq}%lo?%A}CuOVwc}X}6HPaRcy7Ot~t^3!}e41KoFK;U~u3c9> z1_Md#u=U<>?zLY6iFS)~*)HSbZk5FnciXZUcdh2N57eGBo7ZtNKaYAQr#hpR*_38` zjsNbkcQ&U0SM>w9-_c#M>|<}8NBGyW?~_A%+6w1>rA9>E97tIv~5K zS~&Ok?aR%K)Y8revRV)ZP4{rCyc^Z2g4|ZXoyI{*`vya;v4!OACvuxyL1MNAw~Cn; zd^KlgR3IrO8ex-N(X{gUU%7g#`EI+!f?vz>MBt~kwU=OU@z8v-y=LG$Jso#V17^FK z-J3Ds_psm{&*12b2CSC0J|R64`iA6NGcSY8+WoLkx*IZwtlko`ZB&8Zw)7J2;cLDC zi1q}4Tt-3eRPcePeI3>L#SSDiKFOn!U#aH}_QkTOeIi?VMC#K(U8m+{`{H}hC;haL zo_Lz~r&Pjo^NrM}VyS|k#5R)umV*2xm3>D=k5$QZ_S?{Evc1!1*7_S7q90sr70Arr z)!j3`!wtYM*WDcW?&lHRNRx-EVSe$JL0t3(oVn?Cput5;)+>A9nY{lfSno0)YfU9i z{Xb$Fjm?r7A2SuDbIA|8YlTEVt2Ph;dLUn2>x1pP+AF)?g3@d*3HVn*pYOfombIa3 z%B4XJ1=F*m2qb-6Hr@(Gz9l|oa=&Z5*ZO3qmSX?jyp7tCYRxdurAsOA4# zRhvF4nu)lj{1;<8r}pHO&)Oj6thtaA$wQP zzamSDp1Pz%Q%z;Sq%uty2vRD+qykB=Parh3lDs{=ICr75mQh6i@@RM6tmp^K9Ravf zASVD~Ll${tnu0-9(Y3wN^?Kd&(A{{$H51s=dE{=gVG#Q2VeW4TgJl84jcsFxce7t-`@bvE3DdiR%JTDG|*GD~vLmfJDu zNbg(7c4){9*%4I%PACC2Y5Q1Gr#}w>9zY!UB-OCY2D6dU?>k|LogA_-;&gN%1rF1h4}4@#{HNu(i<>R3!HyAOVkd zLFF*Sjc;~d*yg5#nx?F&Am-+2bEGgIFYd94PrrYN9Ive9nTpqJ8IDjJ+D$dZwz*C9 zJTwTOkhFfceWYjvm+xZeBiT1TVJI@lV%jF2FjbhqsR9^o=nMgOb z$Eyv;Vm*il7h<}PC-z2;D;{tSr(HIa&=@elz(B8EVQ!Yk{5~%tBNf+7Q3=?07M~oIneg!-XVg{` z4Y%g`%Ci%+ez{hrMfF5g#`7tU3RZC4A9uIhlaRo38imt^jCo82>*AF}Z1AHF$o&eW zO~_I3E)03MXfA9>!{rNxI>%+kbGa$|i|pbaF177_XQ^wV6!kl>TYX6AONftZ?@JQr2Tf8A5M+J`^f6NMXv7s)|R}xEVp@mYwcA=N7?TuE`Iw? zRs)0dE?*r^@}+E!57|C#UR5w^o4ecuDSH+k~CvJ4^v<*T-hpy7{@U_%7L+ZoPt?3G7U@O5QqBXrM7o>RNL>AuBkMRaIl-cUl2e&6W z$#HC0-CJx8<(io=oZI6tyM7{XRkgm=^MW0S+1V|}b9Kxm4=2;Edzf7l;A?aE0EwjE z>`mHG!yr^P`^@XKuV>9=DEnbrQELd1&4JW@55=g$&}tEfk`D zu4?G;3HLnIkqC58dq%py`l{e3Wvk+*`x~E}%GbeR*iPQXo@Wyh5hDyDl{ez&s<%#n z#oLI06k0a>rFS}bC&6DzTJ~l~{LU)nT{2N(YlMrBAlk0wY}RrN;)}0a5|H!H79R;_kSXd<0k%Jtp_L|4Lq;7wo zg$7MlD2GWsL2k21X!9R0lutI_QaI>#s#cji((VcAJnXQSGdfpAeX}GRumNrmEx;d) zt||$%o;!ft!SRL>h%$EVzP8sYY%$Yi?py4TnSi80@15nJNvht{faOqov5xn&m0EA~o&%G2^|XjbQQIBXU{g1@IR<^hZ|)8a zl~zbz4jZwg#oLnCIo8GWKWp6Pun{-!u?-HaTTV|{Tl;kPVo9<_hn-5x&7)vrBEDoB z$<)o``zbF#z;%6w zNXLG}btgh5Hk?m;!sL?3QV++}+XfAJgU9F+dSAi)vu2P6?r<6J!HddXE+>KVI-_K*hb z#|4-#mU#NAFP?b%nlClU^mShd$ux(r0Lk=?=0oxG0@vK{Hn{!&Mu?vN1rY`O2O|2v zAw(ma|8EG9`F|rs(-qJEKOsbWFUM?7zBRbu8~#F#SUYL|2@k;&Z=AwJ^NdSX5g)b? z?ZVfA|AvZ`{-hh8!9Z|G%IRNY@tuhm|KuW0{fmqECq`r`Iw@c_QDIiUuO9Xf*yvB_ z=Rep`J+|NsBMPw2Hk<-Zp`t&)A=pW^YorsVn!oL~Fod!by3t*epPJbZq1=x0QP|ge zKshhIp;u$IkM42UBp&qG{K&$)+z{ofQ2p&d?Xm;kPmu~-PEY@+2w*=emTjFqsh)e4 zJLllLQEH-g3=0Ov-xgym-@*^wpB0jDO}7?81WT;Jasct`Uyff#SlSG*X+yVuRR!~} zR;Lv-<2H8HD#nqp_{}$mxF0U@=+$y<@x7_{6E9v3&aUJ+F0Q!#62Yjs1r}5nWG9a9 z@ylwLj7A0ck1IrVmXBlY<=m(+rHGF4B~U?|Bhx}SnE{RX%qe< znwjTlk(qb>xZgDSdIi1Rn-@7$S0YwY4H-Bj=!g5C=Ex8~aeVWFH-9!!n0;d>lFxnJqjAQ}xW<|K9 zO|z6W#nX6Zhf*1G^ijs(WHnzY67F^!+|kjhzWZ}*j3Mr$mWib9Z*ik)@nqu8=HcSj zSDg`d$~-`*##FmNtogj^em7+|p9F&x9fjmtG5HmkcC}-flJbwuIPJl)5jyHboLMbL zfO%AuZke;GvI!=1dq`b<8h8_!R*@#)0p%i!u=Dclk+};7F)#D1lW7H6P&j?dXt8KP zBXn=%aQGBSbg@KFn#yI{DVFQVO&I#dTG|E#^k^2%S$YqFP?B~yTwN~MnTxYp-&car zG(e(W9}&1%+;vv4VoHDL1y|`?Qkm*PV7MR72W#{k>^H$85TX;kboYy7cJK2 zFZ@Y{eGy+LS;8v^Yd+&t&T)YF&>@Hq4J{?vTll`yf9@`8z>1hbUS*EHG)ejPyrtkg z>W;6>^y_cF(jr%13r8%U75)6`X`m)9$^*s1^iLNb_& zm)gMbmz2`qQrZNW4Hq201trgz0RIu&NDt_d4QRO*nB+$keHkY3Ac&F?1%2Uf%$|?t zy=D=vdt>BB$Z(zHal6%BkB*1$FQZQ3rG~32Zz)BR&fuk;FNcDj9AJ{Pt}g*^%Gx|y(f(hK2xKJwPd!Ww zDd4&KFFmn;#7h6Ah909`~ET@ja@F~+RvoM);y|Y_=LNpGG(4w8#Lrw(N#k<6ujx<2_2P& z`W)k=xYkWrYbR|VNk#>bZ}3x0UF2y_PCatu?9}%uC9xrV$eRhN?o3XuUvhV^?6qt!; zoUMGz`d*dm0g=<>(F5t9Ke=h_U|lZIyT1|(#w*Hds|Tcd3yl{OLlRo?R+&ehxgKgr zA<1$1uZdvI2W2EH6bl>-#wkv_`^;-~G~@SQv7hT$9ay<^}=FW*q6W4J!7rTVsRe7{o&RhB_<{T$S0RcDTlGX$Tlh@Y#qhEJj9fp^Me#iEw z4GQTB?d+Fq4P#6&E69Q@bfHMEyCb%2ZrHV>SR`tq#N4Wi2#<1_vZlLxxeqk!XC=;= z{^9YuOC#3bF(QtQF94Oqe|o$_e^yj3N%=x~t^9V3xofnk0sUj`u%>(d>*mj2)3yBi z{KoRFoW{*pHeUYZZ&-_FKKf>;Skl;jNRr{90v@?e-MQBAre2RaNW?o@%qIPFbkMCI zq>tjhVkC_6Z#`Ytr|7kZp|Ku`P7_Y|Ex#rAkE8l;09jTnuLZNhzqeKjU}Ju?8kD5b z^T$_-mlYaWww2SdM2X~RA+=nj1eJA8!UmPs`jy_44IcWa%J1B^UX@gGQ5}}ankndi zV|_Hu;}n?DGMu{7x}&^ByO(9EQIKl3INw)y-X{p{y*^l}!t4p546eKdU0e^ymF0*tQ@&A%4%!*p(n?* zA*OHkCjRgA6x~$~*tKmfF3a=!Vws{J z%Cx7w4u zKB--SWjzkcibfIGH=_R`W%VDaidnS)v-a;n_4*1QdZftSUo0@4zDnPy4dU{2TcRJb zaWWJLVCVzat{wrZVVq>ZfTW_kmS&?(bU>fk&U7}nl>5Qr-(oqp6%BaiZO>_U|9UW> zUeL_^8*Y zdVqf`>NbWP(%(HC-U}NZgn!Q5Fq>m7KAKLl>@>(RNU$5$1Z!TH^PqDeQPWt!P>fw^XR40MbIEmmXUFT<#;>5Gg z)GD*mY5@u}gj#`ST3)NA#CD#vRi-He=cy^zN;kV6{A^)4_91DFt?VQvn$XX7Y0QmL zliKi(J#mp%`pKhkJsW%{>9zR6Ysp?JEzufLmoB9VyCsOaD@>XKW+AD9;_L&{<>`9W)x0Ap%cfh} zwDY;&@A=Fk4OC;dP{$c>n5s5iv-WNHSAvbJsj9hSs8Lo83())dCzIKJYY-%AAsWE< zu#OAGky9QD%csnC7va6cU6J@Y7psJ6Jf7@`@&*+PXzR(|o_)gqQDozcBKA=NwDnhk z8)Sdh*7#>+Q@Li~_V~=}*o8Y!C0_VkKbFc!=c7{;51f5DW{clJiTAA6X3X|<@|+j_Q&QSg_>cwmEnr~NxH2Nj zDZ@M>ErC2!vR@=M;bK2xiN}K1AxLaKm+M8*MdkhQS&o;vO%Z&zDh`n?1pyc>#k&rU z8;xy|yt+uk4Wg}i=$qGX-0ORYIe*o2svw!CXnR-lzs6Qv1We)!a_3r;`++Z%EFw!L z%64DPH#`%b>Tc@nX14~9D7+tCy<`NO8+TcqACqzwR?jn!m-t=2 zp5%-vYXCZL4wJwv>)4%b`~qT-(YmdkIEv!Maad(%sb>E>A#ADg#M>iFmhB?N3Bv@K zC0RQ@H%oRx9|^-ozu*0ML~batbs{5R(!}?=^XT{Y(QMc4QCN71I%?F_;XbDk>GJT# zNpZ+^*l|^5effmqr^J%A_dnly&_N)>VuumN`vA}K*jE6lFCK->OiN->PJj_aps2{uO^DC7rhHV zUfHU#ce%4OH~#*^G5ed^*V3&IceT~u9M(nFg!~9QRyCi_beF&FC*7ZtcNdLm^iaIHrvioQz#p653O5~($vlEp{gtt&^uN5kn z<;ypJc$VI0+#lzqY^bhH=7uXXw@4@JBrF5gJx`&`hxUX>Zuz+svrwvarJl#|n0u$B z_ZJB<@}+6dg!au_r0g@_IyMo8IPXdl>)A&9yh?iAsCkqAk^1q0eq3wi*CG zsyOl3Ej<5eDz;$&QqnEcfc|VT6h#*wUEN{SfL*FN64dBX0Wf=XRKZwhG&)V+*ZWi%{$M((b53b&e~x$wDQOTl4(3 z$@fE=HWDU%NylC8QT8IQv2SC#fzjjjT<5Ouva60@T83Y!*G#!|*+c!+!5>80j;0mS zN&;*P1=1OAJ?I}q@s5m#`$_gmgD=^T@}w!Wok<3#Cf4PKIfQ zC5kt-n_e7O=YOHJHM3 z?8M?e|NK6yy@lH?DA&kbp}@|bUKNOzkQi*XfkO zp-HC{1}oR1qjXN3tuQ|Fdt}^-ZOpZeTWDaXueuWwKTmpDe%cgBE4VI?k7bZ_N_?Q-3ut`kxrJ| zk0I}Gf4*zDu69$}M(Rg@{#B3^?sjwZRi(`uCsxOKFANYEbL;kGIH>{_Y6Ga9yS*4- z>q*oC$SE0aolbHA*NtgfsQqlcfcpY>?8I`TPp~`AhgxcXod#0AIn52-{#~!?zR>Pd zjq8eqByJ>2z~Hm80NfoFLUoJ_nOqRO0e5eN`o?4P2Te zuX}h2PhKZ|2|`gPa|uRKCwobkqVCz3tv{ohV)S(a((49uN$x`DWv?9xomaT#e(${M zwWE9Ib+5S#pEuDv5~i@$a~Gj-(mN8N0QB7NQ~2l|-G3+MTq#|Lvti_~$JsJM>v8WH zUveBx_|{mQPYkZHJYOALV=ZDyeAyEuwXk_&ExWcTX`#CjQ`1yC;ms`_1}@r`hA^ec5A7W z7|heNRO~qwk&)<9U($VSm%(Me*DCCG`nAyo1`n`>mF#vDrilUW>8Y z$1M*4C(%Y~qF+LT8`MOOEq+d@7H%!6gEJz0l&@0aE05cL;`6F8%15ZO3~{cU5I_g7#D#PF(Yd7@SInBWehBiz1BD%Atc*Nfhb(6o+lSllM_ndIZ!32*>n4)(|`UwhFR9)VQ)lVPy%33yhr={#bMDY){DVf*M!gkFIC6 z&O)sVp1Vu`(c`SNC88=)pMb5P2tG)CwkX+IV{#?f2q`EIe)x}`soZBhA)$&y0%y~t zWBofq`!oHoX`ZrBP4(Uz8rj+ZxvaxiL}EA{;PsHK=c(Zay-um}?V!&Lk$2`?4ZqN& zGXF@w`?g!K=;wHhp^aAbm6A#l>G8`W&+Zsqe&J%N9ZlaG+{eos-l)WKO&~v7=0;_+ z{+IkaHv`mvgfY;}#JRz9n7p3bHx_idW5(RpJgiTK;S(O&Q&i4-i`8XuPHS6h(EZTa z56eK?xGo&mz5g|3xU9D=1S*Cx6vrGKAo(ag!hqJDXQMDqi5p*eCDClB-n+Az;LxRASSXl5KK-hwA z>qX7JkYB%o+e$RduOs4u($-i1{dYC{CbSvAQl3FmUtX05)cB|@sRPDfFe=HSN2j!9 z;*$BcO^Z^rS|jykuEoii0h`3UfIp+bs5`XocIvzaJI~Nv-3y}lM__-8uePoUuQDD(&g8}jdTlU2aYbB@lEivAiD@{WUB5Sb> z*W+q#i`;3H+8T5L7f#65BX{c9`LMMt-3L~L{wOgd3@AMa*-}GUu0-d|<@zcy8qkiG zTAzs2k!9)=DUAuS{3R7YfDxcljLP#STYEcL`Q{HPU?sY`O^+t+P7_zL?c|uR4PnMm z&6U0ONsR4zo>FhVF=1UwQT);+2PTW?DJsVf*p;qX$pKpy3FDrSOu1l1w?fzrs9vI> zm+h{c$j{;XWlzRyN9QfXB>iPrQMa@j7*_+PbS+-%){0Ctcx>$u1llli+c0O8`csb8 zUCEhc2POn3n`f^EPu)CLV%C7Jz}ZS~P{>}cO$?x&It*!=oUdRx{s8yW*G6qn8)x)g{Qr|-O+x~F1G$5QHb zO9v%YX&|yC>dPVON2k>!JXS-m)2Lku7$NCwPO>=qz!)>Qr~`9C{ds{|s)?HHeMcDm zI-{$k=T_-Qhp`6BN^iDG%M&pl**xD_QLg~TS#gn#i^UsUYq6UDi=q=wuzvLEk_<*# z^_1_XmB$)2=OqX*lVXpgJ}0X+sb_*2-|KhRrYM1x80@YALCAM%_}HiRqpM>)Y)H49 zxv^Ry*PJ=SP1*@uvwrZbBOh2+@*o5@-HSi`oM-2RErjlq{bsjC12q!6wOjcCWAW2N zj~uq@fqPNUeG*-;x+W0uxP-(3vnVG22~zBs$@oKweb0~tI|bRqi4RLb=?d@q$km5@ z?EuH*80FMKF0smns;%MZUxy^Wuf@r-w(UJu34lh}?!OD70_W)<^9c23 zHER85^wWhAUk$gV%PxNYpF73AE`M1r?E|j;(!Ze?`o$Kzh!8wRE{){A#E47TsV5d7 zyJ$nxk~&c;K2ps)uJu@gEVi;6-&HOAR-B|4+U75Rm9y0Geg`}QGyj;rNbg;+5RU4q zw^;bZ`n5`GSS@;xU49N{Dq!ul6f@DqE|p)EFS*=3BDX!TH!q$eE0VnwIvhJWO3Taq zyB4vX-7??zE*{Hv1e?PXT;Y9jnp07J`p%_=p1sV@R%y(2MkvIx10RUbL21F&h&l%4 z-qD?wMS;n@P`aw)$te6eaE9pB_GY9Bevhh|g&%wWh39p~2oiI`rbhMX=0^tO>IUsM ztkk|X#q+k4z0+dsjR5{2xn1*%Nm80Uok zye*XTti-<^acdV{4E*frA75AzcR*r$hELi)rIDcbsCWGw?B!Gk6_*$DH$L?k#XG(0 zGvJUY81%DL(oz0;lCeE>BJYH;XfEXOQ03Rs5r=g~XiG*}K0}zqZ!wSx@WW?2gmQNF zv|GhJqDTaW?r7%b;UnaZkE0ky9xJpEiEKb@%VjKJhe(rSKpMr6eYiSLT2)^U@yTOT zH)O-qQ+}35m!+>()I4y_xVOYsKZ%IBRAlj4zQUG7#D>1JR(4&{ofR`9*}hKZei<{X zgu4g*ga+efzPr!sQ_<5~rHr~Y40-CyGY_J^fLj>2g@PL*3ZeQ1+`_;uR5euhdi7%+ zKwd{)M;hGZz)cq16m%3O9!xw~<4i**r-w16_oPADyXaAx&m9*KtG=e1EmR(NLwx5? zf3k2Su|%wNao?ADeE-()cLgLXjfXn8|GnK~`+_jGgSklG1$s`2?UpQ>?yOUR(d$X0 z;h;c??Bfz1P+-m1S77Z`zI5Uk6V3QfLmy}v&-HS-(-E8=+n0bN7;;}9X=(N+7U%6Y zh!~@#8Al+7;^Dxi+T(4tCn~&MdVcH~a~r-38-bZ>-|8<*skG42bkj1a=RNS@bj=Lo z=1Afe%GdX#lG|3}RFHYBU}V@x$QHSf_ne-lJLzF(uAl!RwHH0H%Q-eGJwJ{G+bcY* za=S8*51HpEV$+9e2}!%AFGY%eWS7mW%bQ#DU05U$tLM56IOf(6*o%JV4E}~v%(UTk z;kxdcdNvvxugyP)N(k~zu>2zQE=ix1ob>^?(9X;SSJuXhsIX(2?vt~j{^v;i`W7>P z@91uUr#CO#{)8Q_z1B4x>Cf$BkiZEr0BeqSHLFB(wjMidk|TG}4EEQZ60e*b6R*-> ziYLnHvC`I676n7CESl64`!h`;Sn3k0_Jhr(^`KTD`lN553DJaq73yQ8QI6}Y*4Ziz z&R##dGLWTbIr8iAh={?VR7R{y@^zPzi1;s~Nm3=G-edImeGMMXZJ!+zD_#0BfbYUq zWCS0tou>O-@rU+RIo{n-eV!6xUG_q+_mU`j(=xshJGWe4J1K*adRgR2prL%!s2e|U)@BQdkC%KIq3zeHtH&BJ^rqTeB-XNk5c5iuzut>El|RT~ESaIUKk zg{yKERo$&?S=wq|d$sJ3N66E`7laniAw@}jsh)8CL;)mo#lzgga(E&mvZOo+@>N>p zJ0>QgW3=3g&Q)ARPZuHnjTurC%4xz>y2@eX1#MnvC;t*J3qR2>3+}hm2t2;#!`H584J_*cqB>~hM4>!^!eH!ARI$W_uB8XOdB@q^ zdI(Z{peB{=#>v<>(LrI0 z@YTqZEcV7MTH;cKdj08~^;!KPx3we7E5IcPElFU*XKfs4R@yKlLDz(;$De zo^`7`Ea=Gk_>XQazEN5RU^k~ip+8#BEG>FAD#U<*rJ$?4;E&d`RaOToqiPHY*b6di zDM@G%;0!JtJvp<^XG4!2AlgwNP4>yTCr1~+wc@I*GadFF=pAQ7O|QJ(h6bIesQV^Kx*%a(P^W^qGV=O~}z&?HiIe8p}pTeJPS|9LX z@i8U%QT!IRa#ktvprW~It3rFDJ@K2@u|dF!9Q<~eSCvEa3Sj9u$%^(lNQUriL*rlDHMGa8KBkBa|9Uo@i6;75Vhz=Ew149Hat*tu=r`$;de}--m z0EM-6@OJNmTO0c6_^sa`AW~$Kkad&-se4LoosJmG63oDpf#`&xjR3#$Y-;~QP68D! zkA(biXc%~f7bCA^Tt^F#9{C|^wg~WbiyweIaP*nsS9nfvmkra-d)(&mU0n5%^8)_2 z(bO{0Nd%%M%@ad((l6_o=9xo@+W^PHA=1%=lZ@-tg*7Ip%2Y#$qC9h`af2@j6G;-N zaejaH9c1BM$$|MD@U90D;JpE2=&5>ZD3ulo5;~=ja2`qtPTgASq9moeWlie@+th?@8`~R~st@*+JB(5}^rU47jEb z_}+gFxzgb&=(Jm;s5!MB(9o%m9#%LHIqZb8Ijl$>rlboH0vfxGLx>lh+% z$~>pnj2gVVBWrRf3v2dBkgPabPc)$qX%T=MP6uwSUtb>tNRM-i51}sQQ44r$CQ=`1P34>iZ%-K9Zc3A|TBM74*QyxTfzLlyU(_5p z$=nt^QeRvKWDo5ITSAW42Vh)PhbfT#1v!CZ96#{J^=pX128sqht910xFwYs)*yVv* zZ=uKHW?qe+BWHmw)+LYwCp?4@;*)`z+6}K`H%01B-jx!W<9<*4!>MOe03&Xc2#^JD z0KjAlxPq%7^vPMNLvoqprLWbU%+^fvgV{wMckjyn_qyFRRM`SI|$M}9hoAbEUziFcLI0k$wb3N$^)jM};hBSirsH0hBv zc!_;@myAHehPBGgb<*r>0}WXz_X ze+*I#nlO<7S0-oZ6vQky7pDJ5^Dfxz_(!uFc%7vF7zAsYn~Tjon+V+Glb1)DOce!a zwL(PHh9E^}%}{U*Zf@}DG@CkoASBoIYp~{^khtFnp#o?aO~CsDG?IBd;P?jr?gyIy zXLxkOoLrJp3$!N*q&gJ12@-NQEMgCRjc>B|t=^>Fkcd~5&Yk^sH#E@r*tfZX~eULyFne%^r-E0ndi zTFk_Qsd}4yR{+{=ddL7+`hCWAQp1k7tB(QLR=1PKZ(Up({vgMFTr~mTw>}S+qi`>1 zoSD>iAGX0o1&4gOVm&ik32faz&Hy&i_{8d+pHA>S>thqhVIQp88G}BF#Xzb~0FQHc z^P49kLP578h~7V-Y9;rD!Ur9c!9_iscdcs$cP%5ChCu z0XF$1d;*oTG=B18a9^rymA9Z)ZXv&Tz}`KWWF&L;9rdzUI^X9p#Zb3Y=j{%G-B4?C zbH6T*`#0FXLZbVtcGX6o-!)$GY%cSV`i zSlITKK6oDH4RGr~m*eL0%gjW;Kc`$w*wJ#NKoMb>S_6NUZxD_-2r zA2Z?aBH)^7%k|NrvxO!$*Hp-aS6sBets)c?W8uo`){v=Z^-la_o2vP0_*>!fL+V zqDaoJxa_Ho**Nme?AY&$M@nn%Wco#mjJ;NC#r&wUyAuW0j2J0JvZJalsEo7aU_ zyTjMnBSHnJl`Fo}QeSkGd1xwr=qAqERt|wY?WrLzMMG&7SAGA&=g$>=|HA6?u3DzC-<96 zs%m!6Yvpfy1_RaSb~WA;QJ$B6#;)3hBLp8TNH?P?ZUx0HIKtWOKXQajT<`oq7W613 zYX0#1JuXtCppl+uuI?zC2wY7%{Dj6mrxXo2ppZffIQ zgUIWqLf}m{TrR;sa;vq~J>OfFgN_AD$9qO5 zj69yAv=B(X3PW~9=pyb3v8~IMI@tt)=oP?Oks))w>Dl&a}rx#NXU@yGlTFZS56e&^N$ zAJoN3@xH3#%Xej)TX@A$gqlnOcyX)n1$Y*mfRm=@wwyXOEN6oF=g9%%8yyvY3LZ$O zExbZAQXX>eS;pjJ8HTPYMsy~@pt%RVFDA@4tI6NCky2$CFZ31;ETVdxS}L&R-YeB2 zly8IZrj;jE0Aa!ko-yrTI*(nenDm-QJX8E6-WeRgb_i})lOpN3$3y7FQpJs$`*aAn zX$tC@(T-2pX3YsXe157LS8+4_w$G<@=N4+(9>YiA6T)T)owd^{+F>pvV)A#l)_sKE zRqbTEFE=D3m>p*uVB;fSuVD&G+^$4ZLhocTN5geOw2DO-q}9Mkfi6K$gekdHu9IqD zY>Ss=!4K2-A06UCMM+SGkj;fH{lq;_(r@Z#X*k+6812ArSyQ;q&oE0pADyh2%@o~Y z49AU}^^*!9G~jR@A(9wW3=|$VqJhY68e}WeqoVO$no_FuYOUHHKerG2sazNga5A9v zRwaa9z`w*8DiQyDFSTm*hw$Zv@E7m-xA!+Ey=<1Tl%3Tf6A8ol`dX$prP~^aI`e^6?>jthzsflR?%l^5d z)H|os0vn|e_5ClK)~brb;W1#j8dSuw$>#VL>}UbZ8?gXagmRxUGJ3RV(05VN60nB| z6QMpmw&fzMG|BAM@wz-*)(raqy+3!)u$=eM$IR)3`PP)iYL0xs7Q{q-d`a^&=V*yn zsLxQE$?>;Bf%I{+y6~rlkmC(uoPXG;srv;>9;s!BS+*hcfHwbb%sjZjK(Azy3|)jO z6177^K#pTek|hiM9A~4Jvli!)mO7L_y|a>$Gt}A=B5Ib<)EdRvG$<-Q{`PmiiqT&kW&3<)Dx+CzB`lY;Bid?p*(kJ*jd#`TWJ3M+*IC7 zndU6uq@wPP_Nu+Z`R?|vFBm#t;C_shgi!7r>D~2JLN8n(=iD9F+9Nn5YA$I6tqM~T z1}3<#6tf#iy6zJohNpp}>wLf_@Fsz*<5vDzpGwpyqVU8q*wQGJo?Pd7wSpUPZZtJ# zp~lh`@9DlHlzENIVmSZU`tCf)3qKT&QbvO2LXvb7CFO7_69o#4{OZEag!D!mF%)^E zQeI~C$NMcu?oMZ1C<=BSvvZAv!ato*Kl|tahX59jDhF&q=6KSQo0F7j9f0<0o5mDI z5vQuhCsrNkup(M+t+LdQc_^nRr=mL8%}Pot=l=f0p-+?{^xoOyj$thX>k)$k-08s> zb^wx?juYJ?a_!k34hQr$$5BuZ^V={F!5y@dW_3F_@?zDdCniH{Rl66!KuwP^50_Pq zDa4-YFJns5va`)H_@R^B8~Ld|&H94FQkF9OkM6%g_c69IqR*LmQj!)&DJgcNBX9}2 zFnmv0!``WZ<^uH}d5sJT!+V13Ogqt{*!;o(hrsRk@h}qPK}p%ORJ6P%r-TSSArSae zik97!a$HD`;@Q?QbzSWMS*YF?50U0YCSyl#8+LSoYO7O_o`j|cnDIv}RuOp#8CQBL z#BcsJ175u?8Iz6@NuoIsPR@~ga<`H4kV0g!J zGajYgLzIF!GBEn9S4=@fnB=zz`lsVoy#oJfdwf33re(!M_rb^M>V7|!A>Bb=CW;oR;A zG4zM*!%n_IE+8)0AY{u-FL#i;61800>>|rCNqKOacqh7#fcR6-k+XTJV5Wo?HchGd zoHPGiQAiNrMp05aS1R0vE#E?yQJdB@H6A%29xgSPL48Y!V!2lavU7@b0j|)AAT=}> z{nUKHK4ZXZI^ET@8aGIZ*FT^=VJE53`fN19p0vb)IZgqrMsJF_9kZ3@_wDB2HH}Zw z*bZe?5oW*1T-qko_Y8cT912Z_dv62?=nYgCdk$7G5fr7 zX3xr$zAsJ+?NY6*i#*Fbsebn`mla1z-gh1_zA8cn=d&0W%-6nt6`%8MWmu+F<^PpTb<7oPT%m}*4z^J-vBSR zm5|})74jN7(GI7T*k#}wuAlLK7jzi|k8R;HGRKR3iGGpe(~ZUCr(qxw#8wDZq)ojW zdwCV)*ezi$9Y7qP;cjtUF`Dik4X^nDiE5@gSevtBL%eXw-{>EofVM{0;74#T-jdQ+ zFmZ>fOoz7%OP#_z=TG`i9db|~xB5wQiTwONk@c5*XHjk@o zZ0SnSbp%1Vl`#fsXY8ty8@G8-b>>oA=qbq71)Q{;4)<9k%JGHG0WJ=*Md@KlK^wGH zrCFwXQDJIK422g!3`Fe~pI~XNMUHAkW#*0UBwq>{C~0^D{s|$E*>dtBN#PK3N>0c+ zEdxKTBEHs;Tz%}i?h}U9JjB--ch%|~?x>lz88c$&CbthtX_LDoJfKuBc325ZIr(nF z;}xYxrw}AMTJa$2^VQUETHkNf&8E=)CKr&t zqBtriNXQ&&Q!gq9-bHK!c`f#jInyX|jvT}lnK;%gTP0aXUniZ zPEgnf&kWJ>s*g zj+Rup{&De==47n!Z;7eERTMrZ0Gn;N%{_R<9*A|x*xfHSe#ba1)OaDu8I~;Vx z!;)hpbVq3!C>t>zol}OwJslaW7NZG5b-|N`R0mby3n&#kXvKeWd3o|s0P0#b zLE_YA6`D2mq7o!aw&*-`fb=Xp`B0fh)LGm*L279t~-1y%Q-+QjaoP4`Jy|$#(N)xWL9O(#C6E0)m5S&ll-is(u zZ>as~eM1wbK#G@1qtz!=~$Ww^YofG&RfK?@H!+HwAQ?4fqK^1i9eM{FYy` zlH}AVGzU@mc8|7g9v!ZhWYtr{Ig;g`yk}7hWlR@+xjW_P3ju#lqKrQ78Mlt#$N8P! z7TV2J>~9@26!hsBGn5IQydS1~OV77oBQo@_*7+j5{ZGcpZn9*?MQI6JpS7#db)cr- zBZ$!NsgHqa2hqauvm}gjG_JaNSNeStp`{7sw>9n0xsU#%*R1JaYEY#5R0LqIK)7nQ zJx8ijzg4?el{>Qi^;2d=H;Nd&=B0gbq$EuW_R#$Z-7sKtpkc-xS6f}aO1#dL&ExW> zF(t;;p2@hBzx53=TWT`z@(guLoT>Ci+~4!kn;dkXvVJT&L`N+t9qD7Ym{$t|l+VnzENLBeREHOfv zTrAoIeN?v}!2SNC3wsC+dNG7Jarnq`xe+&&ZYgngyLa4Z9{_MQjS9VUg;)61v@|ohsS79-#@99hY<-2zmbCy)E-jP z75T#<5qGX^hF7A(P4Aua`4lG(c*(3Nb~OJ;#4tDS`knjqP5NQ8bJ|?{6d^GZn+~pQ z1C0utgi>wuUcN?V(rMGs0pUVhG!kg$LI?MxhUpec*)?t z2+N_hpNa>`5>2m5$5j^y`oIRr6zS+ z&QMF5{Ua}~>i+<~A2OPr3E3hATA43gx(bhmc6^sUjpb@ga$m=rz{z|2FWrg{CiI`@A3!`19FazZsriSiAD|GlSLO$dlx1vZtO-nGW zJpJO}-{3woBFUFkGI!yRi8Husral8n41Xmq7?@5alxV+^4DOIHmrboJLV&g*N1r`d?xf#Y?JG2x2whz<(bQ2` z0JB~xLtE2nXb$5;jG{sRkhCQALYi;%!go-%_WYOoUKrCB?1H1a9B#_~>!%D_1ePF0 zuZbGBg-xE2)TM&_)56xe^#xz41k*=VP2H%8@Q`fWoEyQ%Fg6a!ig4!S9&$^4vIj^U zhJ%`$>7SM9Dre18&$D+>TnLY{CT2mS1<;X^5zy#X;jzgH@MMi7qOj3#+r%XV@LF9` zUefU4Q$n4~7ymu5b7X{3V7A~#zPzCnHMd4|y1Vzz4zFjS%sspUQMyRUgI*AoF#ZX8 zd>*%Qp4bb?5_!B*@Qb`>YSNIe4pHwj0{~LJTEU=_n#8)zE+xI_@VA}5b3a8!W%g#q zw-cFk*k}m;`*Kja=tcF@;h(hmz^O;@MD@zOg!65z>!9d6#8E{<59!fRPCMYlr!ul4 zp*!wOhb?Sbx#2a@tzcxD`UOeL<{YcT6>_eq&gZnf_*x>%VzlUw1q`b|{hpFuu%nf2 zv6+q6AAxfS>R%Ea?zPW+JRn@7?&6<$fwgK{8S(PVnK1~z6SspRdrEI=H2Ni5@sZ)y z7t$!ui%lWCmyCRFapY!1pt!GwdfIMPS78fJDB|FmW$w4ZQ8wi zphJk;)a?&zX>n(p4jSMwPZ^8N zKVLS>F>!o6s@>4{3aunfr*2lG(lI0E03IGiTU5f{%5LmC>vFVWy7tr#VC(6FO9}I! zlb4aHC6kCtYaf&n7i$mt`p5<_{f=>SA?K<^DMHE4cCjW?4~?Y6_i5KVy0S%?fn8IF{C6xUOrT;d{9$1e+h-Rv0?q>G zkXcH-Ty8S+z1bFi}}qFFLa@SvBwU1t=NSjO4Jtk13C zr;}#~JfzPUc@Df>1kONNHIfT(BQ7T;=#>2(k*M{=N+UNJ9hFin|nea7G@LV;X~87*=1M{>y<@9%wT90k9D zpDZ|$o49MHpcS=84z_vm<>J!kcb}9PAKmspl{V~XnVB*)Q*ORZ(uw1yHI|I^o{C4d zw#DZvc;L{9q;%b(5i}dnq# zG9V`9GzO(}~Gf!O# zH(DPCngbT${c|)$^|7j^edm-Zy2l$*g?kQ85|xu%AzX_BJ4p|{TV+#-tvaQZ0axKy zzTb`If)}21HkY+VY!^Pp22d{S|1=~=RbCuM$b$dwUzwFLod2g_!hhUqW~$h#)j)SF zWsd3`Gf?UR1C}nC|63UUX9*m_yjG37blLK=VS_U#HpON9+u7*+ElZZJrg(4};L(Z} z((JIShL4EXVq?L<{#$l(&iT1j%H9FxbeKgScWfEHdhVVjXV&LO8Q*_T6>$&x9RGyi z&e*I5#{1jLTireAuIIq3WKoW~)M))3rFy#C>H_PHxYRyIy#?8QE1LwL)d<0zV}CM| z!!{J|;y5zzZ$rPV+3%S81v|Rs+Ve(x)$3pF4?LW|DpTETKi8KJVMwH(zh_CtK+DEY zG~1k#4_C8-#ez?W%g2^l=YsCi(}U(kwtRhh9y~umvS+%!Tp;#dq0kM2V;0VOKu#8M z@3W6j#X%W2_2y70&sLcyW~sQL8@J3{g8hh3jYx0%S*EmP6!}EM0lH#yQZn3smsd7u^uI#0l8oK{uSXIZ8%#%hm5OCOx2S`xa+PR!$uRmMHiJ$ zh%qHeE&W(7cPc;Gm9el;F-`9$AjnO{>Te_iZdXgr!*iHa8JkD?h=ODI;9~pdW64g;GhNcePtN4FOU!yl2z)5hwe?%S(Y_0t9InAVVHO3(@_G|b8TJ!# zl4otp3Z5|}WGZ&!?BmBDW%nRypY}USkJT#$5AQI>Af-GHAbJ@skcy(WDYS2tb~|qP zGUo9LaP6$WKphBCwJnV+!#fzj*32DkS8X+)qB47uy@|6V-CcZcYb{ zXk-P{4kYBa@zG2h5|Si5r3RRS4`@{UB@0Xqo!R~3G4AO}!5Qz$^9<$jRu$b?tz#)F#%&V4@k$k@*jEA=hIh5VeQewn~Y3g}oeb6=2#FQNdwgUmf zVFn*~a1!j@lRpb0pxM?*>Tu#!bC4ZWI(qzm*A1nR%_xAr68Hht`Zy^Yp@Ve;)Er_j zt<(S%N&i4&B&)${o37Pun6@0J+@2Jty_6IRn>p27nAeSTqKMJK4l~{`)X++Jktk&!8G22uXie8PgpU-X$cz zY;9?F*!JqsVfrZRWAnU5`WJoQ!fvWFCs7i0#|$KVSk)@7WSOzM<|_4j^2Mo>(>vFf z+H~M;8l8evPDT8q@x_r=lEqn?n5|Yc0MZRw^jXxbAtH?uu2Tji0}VYBaopP9w?)h6 z5K6W%(?FHxc2A*Zn^T3kRUT-4zn4TJEFByxDcdDcBR^ZM!tIMwCc!b-)<-}|Jz_Mb z*R@Ruv5Iz&`z=XICye|xgPz(9B+BL$dJmJheQFK|O(q^WJhC*%;>>PGeD9xClIDL< z;vU2U`r6*4N+fO>SO0o!1pLUv^eS~YM=#f;Ifh)Ify zhFz?T7Z!8?8SvNi%3L$0Qw!pw3(pgtve{p|lSg_X-6`Lp0}WU=H0GZ#63`EW5tFN^ zlIfUIkx?$aDfuZ9N-7SU9<+c3?+`i%)DsX)Lls%A$*VZE0Nm|G$7%bdF=FTzwzvQi zV0%IIrCZTZZ}SOmlIJ^Gn?5)fIB%Z!qoEQ@*gv-T@YyoQ7_TK|`y(co6~4m9LTT~` zCX;pvLpia+ugL(2ecGgJyP}n0O=UsmT zc&S+qXN}}c5?TAo$F-zJ!@+vdk^^jAif^h}^U4)WsFj-&t)lIR#a-Zrl7VLXo$0|B z&U~&A5e>b-!9ew98&#SJ@mU}wt*@xkvZRnCo_^Pc_&OF2=*$-R8<465o%OD*oW0`o z{o@v>r>fhIGUZ-m*yVU`?umVF_6U~?bGY8%g+yyf(3!TYGQqS>n!2i7i_g(>onf?l z-eXs7wI<)Ttlv5tuCEn5^F~m^H~~ab#_RxkTmFc}tOJ5k9LO!cc8>GhBg><%~^} zBHH46n^GY2Z#;RRzQ@_~T+G7hQkg~es&d8jOTeEStYf2WqU#VP z7yBLHwU-{jrr(Vj5jmj|rR^5HlXS3q=w7qgXNuOMr|!qqqrYEl-sQPp2XoFtW9RJh zphPlk6u7y8{jrq>vcawSoIzOK>_#yOUmV8PFWE&*289dWhiXA@(@M5LF|CNyvZM-D zVsknj0!x~29zNb;B;KL&sahH9S5pI4^E3;HIVec_$|a8(o}fpxgwjf`PyqP{44>AI z9lEoyqVqNd_mtHDzbkVO6n5)s3b%R8-uyiCa21CC<}@9rGW0$l#;88m-GgP_x6n@v z9wl@tH?eo~A&@fj8epJ`p$OBpR>Xce&;jm~e!mxK(HDt!C|9*R-S3${;nIFTOB&1T zwFVA+xBnBmi6{^K&ajv+VMns0ln~#`?dShBhH$~Y1HvlA^K73yqIFYpoQ-)Y0U_?g&U3F@nredp;bIfdd_Z41t2)~b+?XyqWLzez!DS%dcb^Y$5 ziPWrtDtF4|Pa%!KrM{(?-B0I^<7UpT@191(w|>7`*fZrHnXG($VA6){;psGwm^7VE z!Vm*Dv~om>QyasX2%(+EPG^wigA{x)n}h9>3U&JD?Y}lNjphyGb^JVnIS86Pu)IrT z4_c9#Nkzah<5K&zTEjWPZ`f6$s#U#x=kdaRVr0MfQzxWLYA*KJCeatG z?)zSaquZMa)<8o7^<@g0;XP2CAC3OyIU}HgR4gH>-{3PH>e{7&9#|Zp4I9QSIy{oH zT~MyTJ&?lG8{QIMmtxyZMIe0(xdkk^8_oFv;0yrWe~xgi<9;C7uC^vf(>#V!605LgrzJv>0?S2~m-GiPJnBXyJ3@;)Ga1Y0aBx)eDHtK!(%Qs+RrNFID zVdVs2ABT8mMXQp|cXA8r;Lox;zpgtHj$VE6jt~~ zbaa6u(5Lb1cVr#ABbI4jQ0!YM#@m)frvSc6K!T23C@pv3AM1F)ABD+g2k!ZvYxI+q zuS5T;7=Rmyh5X}<{``oY^v>Ba0e4xfXfa_qbvJ&SujTl5Zm)5-9n3L{YHv4{234>O+a3V z;j4o8xiIU{Fmk@f={BqRdf@(wu*7l3DDyHDsXv`~XuH{TqnDX?-_;WaLzbk{JPbPxd<=#Y`IED>pe`X!(4O7(5nw)+mKPy$QZ+ z9~ylTm;LjZ&Mls)U;v%Ad1HoK{P4DrT8iMxIL8AHt}dTEiYYp2z=dYUtqa6(w^SBe zNELgnHc&IkL$g>gYM*k2H)%aT04&uHgAz3^x>VOTTdyvQ)Q8Yk?y&totZI+i zNdyPpj0%fxHrPA?uH*;*WEcd~5WU1L7O50&mAPvZ8^<$|+vsmF zZW3n8sR`Sie=eJS%4MwD{X}&>k=vF!@P2?X0zHe{7zK+Q&J)z<)8H;#esX?G^{=1{ zKso<#f&X_ct8#j))>3*Zq7mFi=3drb*K^2L5O{VaDR``g>smB4qBk%(uQyTj5amk? z?xP4;TJVdGP9a^jJgq?fHdb+Fb79o3ho~9ETgyDaDJ{7 z3n&Enjm5{$kfa8?##GbjwY+6Zsy7`t8?vm9DGTmOngH4zgGWf{R}uqFgcR?zU^0YKOA1EUhpD! zNC6fWAC@A!)G8w08G!b5)D_Z^N+c&Zpie)XQt$j=`81V15d0^9RlmsU@P+^?fqk=f ztG}y<&+{glb5YZDUaGLB6X>uWtx5qh?q2blw3cF>PvMf)>VT^eN+g%{@iy+ztFQ}g z`~2Vb;k?5fkz%qCF^@nF82vIK00E@c)&-;r^9|+2JFHYE7}XeJoY z7^-?@|23<>Hsp)|InEE(0FP*%K?FhsU)Z<4*8!HJFChQm7fQ_qrqj^&5%*W?vNr)$ zN&>~Q>$evXanF{fMu|>t!5sm08&MLVP5^izdWy(vqHW=^Z7K;7`D^J#@#{|vmGuq| z42_T{C;j5#EL9Mt>Ws{%2s$s|lR|B_X3ZcJyrO#wV5_!^h$-2AuF66XxCJ zGbs*wzTqdEBO3HS(5pjmT^9VY8Y3Mvg(S?g0k%EsVJEmjg4!Zz?73uhWP^tXQqe0* z-+PyQ`;AjKj4xIa3oOGm7+e1sx+>b@%`c`{)>7pw%Dv2NO$3r5y#YJ|hJB#NxiDk1 zc;k8Uq9Nwxax5Lu?9}wLp#Rst^el8{WwpyVr$Q#K})?Tc`&8HyERWPKr#&a7wjg{2p z1GsnA)bOVzaS*dQATp%FcLUxWP%9l|L5<4(IrY2FpCz0fQ1Sk|_@IAH&tIvM94tbn zA{;A9oqj#q5c!+bNs9a}A-`t#+bT6@Fup^}BMOXLM~WhYH1W#xnj&x82En>xCM!zU zCR5N_sT*q;P{>e3?$8nIw>_PEDem;GJg~}>P1kS3p+iB%l z>6u>>Z%A*WZPakR<(h&Ti6nHQ)_t8K!!K=U@<`? zxlP^}2G*^7`i9H@mz*U*z0*R;W>S2}THVRT4d)TDG#$?7ikBwytu|z=_gHe#$$zVS zndy3Gzcrr{=hZs7A@ruiSX zLiB)p!GeLJlNgIA-${g$5aL;}!HAZD-;`KXEFQWqn4kJJIuJ)zl>7K`yMO)ZhX9R> zaf~)pQT&FM{7eLQu>1ejxf7t^68=})%k&Mi?xjmmxniNE_5Y<4i047K`6M0A#A#9% z`TtS|Nb@#Pa%olJ-Vg<4b?EJ{Pp2lr*)7%jhc{d{z%zdQ4~g9;^s4pe;DDxq+& z(phSb-c0WCP5pNj{fA@zN6AHDgVX8+uMZ!-RYKK(r6lFEICP0Mw-C%dmZ|>hMN`BP zsk!QVUllfj?S|+6*MPvC5m1~cF#|dZd4ON1RqIGZ)NuGJcG>jj(MiZgj5=+QHuQVS z$~EBG(|Xq|z(8Uj_%h<~C$>qLE7qF^o2*r<%dQxhkT%S(J=mmf|6=V^fOTn!kK1m7 z#@E)qeU-kCpV=yLXj?NNnv8q8Z(8tYwo81Fsayj-#(!H`Q=HuOb^TwLw^z_5Rs?~p z+M;K~i}*9!B=n^HltANk`>R2CWF-C$&})0dB+_JU?T?~$aa3H}E-@~FH<6YI*sm8U zxn}$)_05Ohe%o0NyoBHO^TWnV`1N955^AsT_8^JZ z&D!}=XZFKChn(YoSO1ot46`5vTy#6B_S$1>Qq{%meO|}Sl&tm7QODcUcl~iiNss$y z)SjfPyOc%s4c)g-jwmmhe7}2f3P|7lXpc&2t=uc%ui55i9&`1qreH7pEncR>xH#GZ zYhYm6{_F~lxl1blGjg8Xly^*jjeUKdVKdL4_((HOHOAY%K(jk=LT|wkdcbL4(ONxI zrowx|>qe?6I`8}oqb{iXHTaTd_d8lTZqm!CuWy2YHZ94^J1-`a^D8t9$x~Bxt7Y3T z`Ntxevfi~^>i(e` zHCDa!^-W-RXbrL~ZHDaeGfr)tn$w+yz-NO<1=%Y>H81NJ8iUM>1DWFOZ+rwQt4lt8~%KeE&pN-u?-C<=ZQ7!YZyrb~QFJbHx{` z4l7xRv!>_lc(UlOw>*=oV@j4W34C5wo>+rkX{>bl7VjHCR+M?C{@@!>c2ws~=l=Qk zSYCf=QuKRQ-m}jAx}7?_+f};W*-e+lqO4L+3a1J zRvMQk1FiK5%9oqWah>rZT&8E2oBr$QO!doRo&OyJ*PlYRkm_{exuZ)1ak@5C+<%Q> zeCsunmldc7dlQW>-;)h3LOL}f9m3)mg{@sx#!C>FNt4E;3gp3&nYj=i9n+Z!aI5c> z;&UnG!NQpwoYCtUX`bEUWq|W9`MAytRjN+$WOJ#mR33ZocK;QZ%Q2bi=D3a&Epyu} z-AqZIDA2Y_TglSJA||USL3unYPu4MYW;W2KpX75fs&nwcF{}}cP)oS-#;8os>9sSS z$0&K6R$S#6!ruxxz=GZP}gQWMGLE{Q`6?Q z*`8gR4y)nO+*D9fOW%KKEBTKh)X+$v!;OV=rZY~g!Z zs&kr04s_8^u1!?7bkW3?18Nmbyu@eccdiDS>c8P%xy2LmzRisRRzmsAdp%cG$`8uI zA(>`^3380lPvgl9rEI2IPfZw>VUN>c77Uf&8G#M#Tft3MAop0^x}tehBSybG!OV5g z%FY{g0~{oqHGRD$vpIT($OEu9%9onDMluu3KHs_Lk}Oz?lZVj6tIhfMy?}Xe z#3OZEC*c=PhN&o-yIit*9)ku?_>5Tgo=we~MEb zlx^m{q)BczRFU{>YP^se8K52CpnzT|UbLR(ukxtHi<2&^b4^23ZsU-T=kkiM&Z}&{ zQxDANV^K;0IWPEz?VA@at3$UE1A6~@_hle=&2RSD+SCFsRX5Ci=FwVJ*wD;A0fm!a zvA=GFV~u-qdMqRbUwlI16fOd~YkXBu$MHJ7OYVS4_-_)MHgDbW?=M>0Bf3^}W4fkE zFRF=jin_p8g?s{4xGm?B}-0C?C!VJfb{S;(w%el9=>c1Z8(3UC{A`VucLAVX`o!>9V9~QViBwaA!gk z>gZ|2t+~oyIZKIIC_OFye8}$z)=j$+PTfo5eP7%rJhgc%AwOI|LHrrIvXBjd4X*ak zj|+i2FSr0^Nh*91)zuU)B$0hZKfBsojUy0pm3xh&EtpUvS}G5g_+V(1+9vAv zYO*l)#Vv-+vii`cxvi&3Jpki=xqlD@g09>iQWdO6(B#+#vlX_^3zK5%&u(k&q1T7D z8Fb$Vq%e<`rmnaV1#RH!cDn!Jo|Kj)l2OmxjF(vG7M8Y-z+}NgGkW0q@O1HtF>B;(N+mn=0#mWy7^ zJXUwy%4lE-GT@0o221epZNJv;h_&BlDn9}B zd3N@1AcOJ^WUyY8N8+?8UO`3T0FJoxxAF~SFktnPa34Sh`0K5gkCQK7+@<$2>%{LE zJ4;!cYtDBqJxogW-pxDxvHPY&&iy0j_vGk%bicFNQ&{Ow$2aa62_(8?K5pBT!Ve1OmKTVCExRz*6QE&MbwOPkiMscl@H_!y_DX27?{bVWN2 zh^BsC7%8bPpRQe5ZFIs7d9iA|TbN2fDc4Z9rG&u>-+}(h2Q5z3ik?Pw)8;)vH;bzr z>}~MN71i%1jTT0SwAUCIT^Gzs-J0l!ObkpkP|}i$Ax|3KEfsbSk`}d*30kOw(l*p8 zjqb@#tL%N9^h}qFz7K-rCvHJjuQ$5Te&#FSG)K~_s;~NfnZ~*J;%AsZOupsRIOLVU zW@`<000`k4ekQf8Gj+Pt2|x%=074*5-cT4C)EFGxKnQO)f@bO0pKSfqqborrbF~-x zwUiW&QtMLkYU^woWf{C1yhm-F>%d_#HN8_1WZgaF{dPt?5tvt+U`FT1*WY1^zs%jkQXx%cnX+c#-!f@2v(gJqq>54tE+*3 zrT&G@0erLj@sXSQPK#aoN|xD|ai?QXcYW!Ud=;qYjbE(+!Z{Fh0AAMa{%Yly8l7dG znUN0!cOu6>qv<5^DE7TJPU)g9fGiACE$DAnKgRi3M0FLHrV@{?*x;&+lrD?2ck#Y- zJ_0EEq@y64rS{+$Eba<^6>Z~?JvK7U7owj;JhEb`Hkb&?c70#~ zv(aag$N)ntymRP}bHzS+i^cyvM9{Axa2sP(*9IOKd~>>MCh#Q88lCfBWMKb`j0S*= zZ~r~Uo&P1H-yw;EDlAjzc|eI}6c%Kc=~lq8g=z|LYN0%Yc-abX#Kt?vgWm7!wB*rB zlM>eCCYqWcVJf&(3ztjuH%9*F`!51z$Gh5iegF(GkJ$(>Hx?au@hiNEKr9*oM88X7 z024i%3qha6md#z%wZV>lecAKAC;JhP8F&yDyB?i)0ns^-XML>820%?$d@U=oFT1a?pz?R1k2L_z@N(C8@@#fj`u0h5UcV_ z3d&Sf@As3PuXvn5y+M3*rde0e;&t>iVCq5avP}H@CHj@uM$4Q_*Wo*vy_LB8Vy3rv>cMuO zzQLq3(}o7Q$6*t_$;y^NLwCw}*ZlR46Uxmk0RT{RxRY>LHYh5~EX!;R>mPEw?fwtH zVm~xz=j8>wA5}hZFV|% ze=ynC!QRP6kgs)2J4}nWru(fXs!*>2I?pKUA`L9Xbm_7&%gMpUs3s|2R&e)dt<-*2 zfCy76RQ8R-&+L)dzPLds;B3tLn;Ar;U0b)|QfB8VdB2b#rm#=1W z8?{x>%8517y!L$&gWRZ=a_cu zZ`)zFRf1dea%|vUQS*@S@yQiCc$VmH+Z&} z;{6IPhfm)vap*5UmCbub1dAGt-c>u8)DNI0vV8PM?7{!wro>D2Lr>t>{rBP1_eku; z`PJ56Up2aO#CK_-ss7|TveK}W=t<8+vAlHt8)vNpuG`Q*G{)$83A5$eP2$&BRg>`g z&~17{bbP`5PJnQeqCYCjMH6uqL;nNMs2aDG+gr?rYIoU%ZlYa!AxP|1UFRpSexc{R z5Rd6rZV21;zdZj-qlT;m38@(~;;xM^-Yv2BQpA|bhs4@ydy9dOhS6jyKnUdzJr}JW zHP5h6`YF*%>%+-k zuK)XwpRBMuRI1{CF-Sdho7R1+X@I@+zz4(M2`zZ8f0-@7N1|mt1$SCWysnvgi%n!D zNbVfRn=MU6v8Hv_MYsp7@iLtLO}?=&|38>?T~@;d;m|~}#CnUv4hXp))naQ1Q(u zA;2S}uYyxGE+Q@B>)84-CSG-8g0z5wSL{Xe$tjbph7iz&!x3G$g1=ojE$$@!YoH7F znc-Byzq@dKZxgJ|6ObJ8Iy$ht*^;+!9~5rdJh{)e#1Zjntl7})adzV82PRCO19=aH z#Y{bWO({fb?}RE__mPFYBKUDUw^u^iPy-(Xl$|aK+`WKWgs2wKJgloevD-FaXvFK- zPx(&wNFOxfS3YbB13h;Q^Ou*#4)SEuPS*3zEag3UVD$8O`LL$URAysrmTq!?Na>|Z z18hNQy3!k6Sf?nL*9|+9_b^|j*LNVVd)4SczGB>waTN?jJM)eQ4s)uO_^)>#)u~SUOi!g9xHRR$7Xas&6fc+QQvdbU7&>a1 zA;4_`JvHHrseR)4&;l2?)<3;jWOcNd=iTHto+5X2^p$sFqnS)q38=%%xh_I%>haGe zRkvWCE*5aW<-u01d;ZiPje?V@jjBiY_FviUXastocsq8n?0^*3Op51Io!ruD&56OP z)D-C5tQT|uyOnl}tE+vJ;A&{UB-NN@Qk!d0TLpSzG0I*mI! z-UfpQX10fWifKYeH_Lym5ga#8p@v+LJ@+BXs-Qo)Ph3WO-5F#Tk9!l8osxHaCqKH$ zG*>#iD>}t?f5~p`WbEGFL9tB#VqdXbUvC9qu^-d<1mN^7p$BdD*(F6S@Z(DL-E@JQp%GcYcbted-V z2N=6u^&xBV)|hV38(r!gPH-)^R!jhW#CM>hX&s1aTQnZKqn86t$1G(Cj1oYUUvKOHcnHqsjbl8I^{) zzLv}T(aRO)x0ehn`)lQP?EMR2?Dlnqxzg!c8Nz{X7aGL4@5tqv^(#9_i>gv?J&$Ks zeWjb5+wYN0XORZTg5Ff(Q!_9Ubz86x>!1`Upd8*W=^Xrpqq;MewJb6wUTGmYzEM1)Ao{fu{EF$5pI6KH7+g z&d{~*11+Tdhh-9Nc1nNYVtPd~kFH?9VBg}er+z@uFFB*!n5SyBmnRcrb0`Qd;+SrR zR?i3VH@dVr1b^!8;_X^hWdx5_ZeMPn!QyD&GzbWq8U(Oggb3H^ zdNld(lK`U}mjV^j2$p#CPfIAL>gMQu0I&bzFY`rQe!m9j(!F-k*6b$(J#L6|ZqEn% zKGr*cDuUn_$z}5`9{;lT<4?PjaYrxPUYmCn3^D$f83a0c*2*@h6xKBioG5B%Io4@s zd7D>Ut6ezk`*~N~g2OY>GDdWKXLZDP_!zYTYzL-!_NU{c&UIwP7S8oP-QhMg1KlUJ zEQdNmbms8!)h>rkH}A*3k9;3Yv1*3(o1clRlC(7h9{XPb&Y{xK?53Asue2fU$z9({R) zBG>{n#iu#Y83g^{bg+E$&vNz!KU`U&=AeCDN7k@~F&Nr;E1qrzhIRlmg6q}_hIRxO zK-bO6lFRbFQTiv>8rZ^7B|b%r~HGZ)ys%_VzB(2MW2&_%nAIrpn#%y5VBI#6K45-z#YIGs@k`!Dl67 zSN=t6zC`(J$$r#wa$Oy9U;IXJ^EqZWOY=;|^%8=UW&M@h+&?LLii!}B-~rw(kO!bA zI1TL5{b1=Um;WUL^vsw`=6?<*m;dd;5XZAVKE03IAwTlb!K>mcZwEKuKPR&7`=r#$ zRmizP_OI@QFP#?F3I&`=Z7Q7>Ypv3LfhXcz5oVyvQ+K^Mwb;*A_2B3T1ME_o#|CE% zcj#{-_Rjyz-Z2$lT@L7saXxP>L>g3S^i4-e_n)qU2rr3a@0>L2_KW5_^lnooLei`9 zpjIXIr_JLMcMeCC2+WAOV8`)^F39s!Aqf{}4y&c+NA<}7??7OPHkEOT2zwpzwh>n5()56>E)43^|MVtVC<;x3Hc~A+ zF8{v&2tywy1^4_o(f%?`@L+=-LwEk34+&|Ms5N)l2*xrFY-|uOnJDJ&2s}B?@V>6f zJAMLSF*Se5X%H>>Bg3P|)&FAE^!Vm>`fn)+agq$VdF?*0za2*6D=z*!=~;6?7ta{gfxkcmE=5CND%8r8dx2v1j|Qo zBe~CA2hQ%M*EP-e_Y&X*$62w+DW*ZtTO_+)MD!Nb2mwEH z+NAnNB%)O~O_Btrn?}$bO2-Bk7Ad3E$rZfoM(QN2qvNK;9uDuOX3FmcUDYF9~Wv!j`0FLBdGv zKx}0aAhZe-8cgL9A) z=1u2~_bf zr3gizBpuzXY+Y>K?R~-K)5}Ee`o9I)bH_*NbAyVUH6fDzQ3%?ZGD*Rj5oHZLk`TtTp`Y+wBiCzC^!BOs{C2JBYqMAfyqEZr}Bv=0a`_IZ*x=<3DzZ>J` zz;arIiIVCPgpy|w=R-8pE7$lt0R%hI5r1Nmmx!c)6w*ri`7cp_7t*>)6ixj5cMUBz zf`QKbhZ9Z`|8yLG(pQ^5FCj+|r*7;Ll5-9L0NOQCSY0BYmiL^gOCxN0Rlai=(=BTj_SOiK2V(9B=8xJFX{yApyb zq4`{VRmm1f+3yy@tVrqaRXHD$Xp{Zjl_`hNm8WXu(d{UnhY|6HG`-Sd~tlIU$GD(ySq|E=zFiGkR zr1XEc{U*S zb&LHm3|tl-!JVyapfE=(4+m!}sFSOUy_L@?QyofM+EZSNV2z>GF}NGoU|=(jSK~}O zuDMt+-d$U)Hs3@`++9|fRuIXDk}~m@Ta4KArxjFmr>1bEr%?_M|-axbcj&o$N;foo^PW6}$8@ zcEFg*+PJr?r}vmgnNLIN;*aIb2a2zXJJ|QL;-qa2=k`{sik6H=y>`YD@{K0<+Y)vr zO1RThKHs>c(*lCx6+K4vSJ_F0%ShO1oNR;t-$OwQVRn6WA^ zP%fP>8+l;_<6aWmqHkbAGmuiN=-LjT8vBQtldiM)<|rX zwe(alZE>@@54|B);bW9KZ|{t2=?mT&cmM@@<1Qpv92TxrO2LbwE^3oC57DZp<=k*D zXs0SYw_wd4k$!^QT+jn%iru)TQEfiw@w=C{v5biJn2`u?n{%$H>}v9597911mBdT? zWPiO`S2u=fG;EheV^@(DYq`?qJQA}5;~2IU7DEfvb1b`EMByN*QRSTrIUBIl=ADvY zO*f_;?D@48%ZW%5mu6b?7}08KW%KB>=D~P4kKx-{qF%uNt(Y;C){Tcu-5sUe>_fq} za0<(5ZB7<#9}K6KuUx1m<8lqgt_YbNq+{h@Qb-_qI;}YcN=Y0`&vo4XwQ{y2gB#t3 zKnHc&2s|dMSGo0y4EC`a7us4W?H8kbd2)6 z!d;VsrQw=zatg^Xi;>u_pKkPqu+W67_e&@h2?LAUZA0a9N|{qiXtDCc6AGbVg?oLjR!iygmjm=oIWX*FejY3qvUES#&2jLnA5u7oCjB>1y&s4c(W=8HMKSS+*? zrfOHpXi&|xTzUpJ&zS4R5C?tHHWD_8Kp8rK#~b%=x5NrrB*N&5>(wyNmB z7*Sp5oRVNQHft(@lD-L3Bz-4TNwGkdS9JETZe`d+dl1wy4Z%7mq$23Ip&Tg^V062c zlolE+ifF!re|0I=ns&Sw`WYCtXqBXve6Cf{F2&%?Q59goQ;ul$i%zD~vw0DSKnX;r z(A|ZSgh@2B=vZg7Gr`F{Mq+96yC|Y=H&LX`acZ;KFn|~O`qU=HeKzU3OFFQLLpTYU z4q}H@GOWA4_{Bwm(&$^s^>fKgs7_vW1gg3wGnho6(?1HKX780K0U-GkU;Rw4pWFE$ zVOJC<5d+7sk)AdrU*&*wMy+v2ewa4DS zyq(rZGGHgMScTYiwm4WoEKU)%F3*eJtC`c^`(8AvF@vB(AIi^nNCL5YPdkfYjokQk z9~JX&qd~rnTs;|P+*SL7uY4W9ISKQ{Zq2xO820$V9Z5S};{e#BvZ)E~xd&X!y_1Ut zXzdCT+?6m|&639|h7o6- zT26(P1RL1taivJa1hUP3*z@_jI!FiI%g?ay39|PS#+zc zSEpu8S%LwbqaQ2y*Bzxz6Bmv~T-UDn((Aody4tH!T*H0VozAR;jBKU-B3C=9E->?E z4{06^1UgW!x-(x)g9=WBh!pn#o`!!ej*v;X%P6(6y_4E=J70qO#Tu;}Xx6 z*)SwrZCGO|ZzF3Nv72FCBe52Uwi{e6S;oltdFcdsUdEqLDlhBc26?b#X7kxpse=U@ zuH}-mW|A?JBVlc9vy!PugZXmFf)+pXNTC&^$Tp0J4lAE7vGaz$3doJDXW^8Ha7MK7 zP~%R;&ca2KCwkl_rrpS*K6;Ntua1N&a3SfzGNllQm&`u2hFJA4aJ9N=>`l#vNjmq7 zSjyGsp;YX8)#*Xe!W9R1#U2G@PR4=l)H}TyxR+sH*u5X`)R`N9IOaS21<^G-Hox56 zwpV?Mv6@ZU{H16$z@g+ucBY!yznA5uze{+4YAl9cWX4}Ugctj!#+#+P9WN0}RZ3fo z5-^V~tUlB4qw0l~U1@8Ok1mG2aGjM5;1$HlftTx8BzpF=@$)2WWwDlQAL*P8-4$dE zqFu0r*9r;YLALG6#$t;%$b)QX6Y1sT!|Kn8BTehMI5z-A9n3kWHcv!LSSf|KO}IFg zB!CgU!3~M!wLS|tHr@+au$HlW5w&sdsSlYfR&*qGxs*x{M(dq*_oF|QcaM^%HEUOl z1;+=8$n9bkhVyizPa~S!f6hudwG57ga7r{6jzsypQSM-`@U)ONhB59+>L!bKwbuB6 zm-^z+EHF6oqN9{~*t&LQ;mG}xW5@L2{*wLlAwzQD^e?%lTbxZZtW8g0Ji~8PL<1Yw z@N_;WCxOk^f0Vnv4aAWx$xR6qTl_-LWgq(ot#2p|H(JP){Kyjr^UJ%Myn1OUQHTJ%`gC$7wG6)P^HhchkNlV>+ojJAr1xC-@Q2%WnLBora?+v-cf5TjRdk zw7twyS2{}b8V}6}czmt8+H}~p?I%UWkeIe5$0r|fnTbFi&ja97(0g1?qTb`fszjhD zvv@crgB)XV1(UXlOks@h*5HrHy_O-DMuAy8P+O0?glqf+k6?7oL}i@D9EJM%@&i+s zw#+VBs$EELtlBJ!L)K{wa+;?%3gQ~`WgX4)abz(m*AgR^kY@A|Rrfobm&UHw(=0WB z|NLZDJ4G{nl%g7$HZW#}N<59qVJ0LVQl% zFsx5s3o6`e($lMSop8t6CG_L2qa6hI;H}d3iuBSS#XQ0+Mb9dpfiun1HXNZ?W z?dpfBS0aE+l#xu6#O34m{wD|Rrb*wcuQ35oOTLT88BfNu)p6q5CMiXXC&2hvt`>H` zT7$pQis__I3+FmiIsax?_4}&f52V#6XQ7yF#O`v1bK$nb@c!0W+;bJ2^ktmf8O*fN z`IDA=hfdkMDS7R{gATJujH@AUZ{w&bj<+Y`72Q$y+UUoV*>s3*;Y7 zvGuy^A2#*x2kIV@neLc2452?;-CsVq_7bW3dRTGNrNR`iHECGo|FFtmG+$r%_&AzJ zyif9RlhMubVLcng$`89e%iH^OY(U&LkYm}Sc0h;RI;^lffv@c_1IQkS1K8NkCjlAZ z%X(@w5;)J{5Q?&jk$-jB!gZXc!$FgwVI z9W!hlsN;%7e|mh{ih}KP<@MLFe!PrZmMPYY1blT5g;QS+9r>Cb7OU6FRupMu$$p|A zhA;s)Zg%u)R5=q_J3x*LDj&?K(-C=VfXa&J!G1+-y?BO+_J<#5h7M)s{FjePFuvd~bPEyZLaI z{Uf}Qatz@+W#K!FF*m?lMaFg*FXnj<*%5|OemJnK!r)pCFs@5>d6WCC=9}HBce*op z2#>j|tA-!1nD{iO`}r<*{&qb}m+J$gylEC(;>TeM!=_svxtUG%u1_YtFLezH%ZPbk zEb&Z}QfwkszaES+Db%_TXvCCRBd_xnorm{^7c)rqQBrA`OT0FU z{$mk5Z-!lPOa36X4Xz;GKUx}{RGwM|`@|}WT~SaFUxoilU%_v!fN#roAEnvysPy3d z0bu>$cxw81YGrLj(WJz(+sobIN`mf>`wH48i&&>*eP8%Np|Fx+#iS=X@}aQn(NrXj z-X`8dtD8^lm*qII=HX!)o8p<+&Qo5RUd_zMABQp|ig)%)P z?M9gxYrMBtE!iJ6*ky^G?b*1}_`(+wd{j;4??%ahD$F1E z@2bRNQ+&9r+9|D&YSp|RKs9$A&Qb^a#HrnOB$}#}X930~-g-3^sv`aWQ?m_f-I+RL zyI;%4AiA9USwah<%L#*4M)_x9k^s_@2$<;|;j)RZu6Tc2nqcE;hit>>yll=TS(6P} zcLr=;i^amDH_p$OaQ2Txb{WUP3#7dDFj^ur^jxhfzi}*icgr1o#90x{6@z!cMsEAyoQuYU=MW63#7Kpb22 zA2ga!h!89VV+oW85`O}73gNC5auzsK82o(sNa$)c7xxfU#t@+t`33InR?p349|lu8 za27Xd2qahQv}SMw@n2kw$&oRSzeFev2xCE;apjb40!t$~RwHC^~uP76HeW5^!u? z6hfVVV+kvkr4_vha5m!`lNKCI@#ze6yro zukiJH^W_)Qb*{_zTb|)JWibh~uog(GsffNce8v!n+6T{kN`C$G$x^7(iQ*7;&iHwG z7u|{XK&%HAP zroxS1M!2F6mD1^w+`Y`x#nJc$!}h|!hmWS-N{xRDhbdQ&r+zNCoLFjJ8ppCF7syrR zm`B2tYd?2amRoW!4|^gD)3#PYl^cqp<<}^@bIZNfSd(&e$B%wgH%(Z0HPzISE(1MB zKZnqTmKmro6Xyv)wOb0K7(Z|^v9pfbuJo~sj&<;9e7by&q?ELz4s>ebfyP7*zi0Sm zyk(e)$lIOE63x#>nbFrY=8uSEbB&34BAJ9hz9FMnG0eyMU7Rha;jxPGzi?&zyc*mI zb!}dv7489OQ*%m$DkIR6<#o~3Yo<&5b`nT>kz_g|u*68PbQLBbnpvpbD5>NfR2a~9 zIxt#3E;)ajkzk>f7D#MzTq6C>V^L26`lU?lbRPU!!d)&Ot&TtVyW2LZl)WF(Mv3l1 z|J7~0BYfOaI}Hg?zm$J=*+WxC(FrX=3+wGPyl`N%8St(^08P4 zJdSP1noO*P$;*ZgM164>wsfi0vi7a6oT7FO9UD%&5`a|=63ypBsy)xhY#ihH(@mig z#%c#Y9|mV4j8%kGKwSTgm)kBvo}Gq7#Lve+WJCKop$v6ka`PMKHGII*_7%xdP#W18 z1|6v2wzcX!?n>;ekcS>S+~3Y%*oIG_lty|a>LL${9ujid!}YWwj9bw>7DSdNTu1=Q z)qY7Aq4yBOrSmRKbR>jid-gntl+uw}cuJN)2( z4-~&H%{A>>9ilkKEr#}5X%(TxNW|LE3wD-}_Ov}ojY^fPSob#vem<^Re{TLo{^o)8 z>`fG7Q7$j`-0FbQ$W_JCSY_HxWCl*pwO(3X$Ak^TQA_q$aipow@e(0a z-`lcBp5>R2$=L*tm(V#wtLzhy|%ip*ZjSVP3hmJ&dlrS5? zIM&-;CSnyP;()LX_2`X| zY94nP5~O;i}DTyHc?;jy|N* zD2C&qfTG_@d-|MKG>`7Uu{fc(MncUbqX7S2fdSul`~gYnq$~zK-e89|3Z9*9`f>Z0GS@fU*3TyHRPcWJqoTeguUs6vK@)c zm$cZ%9(!E!ego`z&T2M+IJU-NDaqgrRa|av7vEP{Oa1Z-#URD19w?5F+8(!i3 zAW#p>9b@%GXZ2+I(p~!jt4~cVxT}|N$G6h3$b+XBrgAG9A1s#-^yEp#B!~D6ngaS* zY15NW`+L`SdJk`Qo!mTnJ#;oV)AEySo>dI8&Jb@%@7nu@BZz;h47gs;sb2puFNkEt z*|5$4GnwsM#i%#k=Ii|=C}WuM{wGW8J-OVdR z&#!xD`q)Qej&e~zF&1<8i4Ie{YVL(&6G>eDYYh4lPBr=b$@_}k1;-=yEt@S;!DI7D zS)-%(;ozyAhs8)_Q^A#>wC$P)M{l4Ol_WACR2c`tUWl8{ze<0p4uh4ap1vbLHx4rxqq(z=I0ip)ACvPpCKt`KgE>LLi7 zPc}Yil+Ux{>iXU~js=k@+$1Lwf8q2dFby+`KbeHhircL&Rr4eBwe+rxeU|1nRO zhhLH4uMt4$+?Xbw8|HWD#jR#|h^{#CDy-UhoB_v`zg5lKe$r6*0oD_B^2eBR!Kp7&=$2~dE3=ql=1CAo$$PXwghd%m;O9i_b;ONks!-=MgNY$zjzUGI?e$jf5{nbA%>y6tfSfm&@ z-goLczRI+|dVRPAB`$L^e0#WZzUliRuR8v{&&m5OGkBL8F4o}~{Oc7;4}&?n#jmWC7=t9-G+>KphN-TKPg9x>{sf`g8O?Yi~**XvCS7aT0I z;1Q^7-TICJ-&d6mMfl~xPy5~li{2rCkG*5Sos;f_TlH7FRN1xqg$hp`pO}3B4hE9n z1IwvC3%Z{j5B)FPZPEv_#*te6W~L`Mu``TY!{d7c1Vgk2wolEU?h? zDPKdaf>Wo?G5=2_t8VarBUwMfc5L6-zqVtaKJfXg^yR$4HwnX)OZPcmL0A6B zW|}pnH@FoYe$D2^saIz>9s}=g8$|9#G8shvVir1cYyXZ=&h5qLm%0>J(xahZeaj zyDPE&KpEXSU6WM*nsciw#yyNJBivnkwo$%zJ77SrDrkn2LM&Fy_3h-flh}^Lg(13_ zb6G#jqV@{gTmydP27+fJyxoa8+RCIrxlYy3^~qP+`mEhv)JE4;Aob*4-grd*5{2pw4dk=~pb@oZH(*j9O<+Al?*OnFBnV7;>d&+IQI3 z;Pw2Bo80XMwu;r)^q9m8UmL8@1_{}{9-S$37Z{7ey0;^j9Yd{Z_&~2luu-aezLO|n zryTDDldaAPpDVC?R=8rVx8ayw@QBY00W~VAK`{GTn~G5M-dDbZFmGaO~oVk#@$)eX$-L-gw#b&6~l4V>(~ zH$oUt1@^ChtQb84rln5}e`R9D-|k7R3v7n3X3 zl_a=GzA;*$2nIwRjCRMb(5gK60s^>Bhk}K30yWQ_A>TxLPRlXFB{~#B2A!;*agKg_ zzA_`UP2Mybm(A6FXQ<>={%GrD=LTDy&&84ZotXtQkA~cZQfd+$c`U+iD2FU%UYtPlb+c_ zUy8&(t9zw=QZ8G*%l+EId#O5g&Y@8yF6yG{eIyB2CsbsCO?QUL(1VtGxwFSsEs29S>QnQhW-?1eluac8~)@P^N%B}G2D-=yQT`L_h8`7IifrYO0Fwo9Y#@cmi zrJ|Ax78r_VI0R}!Gr#YaD!X&i;jY9znA!p;irFw4!MWum+bt$~>_@vj*PGk+XT#jcHKphIb+I}_9%qf*XyPYY zxvASxdX>P}FrPQ*!&HH)_5oA1MuNZKz-Ju~Tqs*dd zalOM&_vGG?_ddF8s$Vs}{P6T-*e`M09lj&Z(ZEq)T<}MOdH^TI1~*sdjvL!_k9$x! zOg^2_M>=;yx?rAFKCG%NB&sIbTe`)+CXvpKuZ=en(=h%+bM%{Fb(|jl0?^ENNUyZZ zm_F0v8(F*|0<`lS%T^Z$yFyhhzupL7)%Fz)!;^8fbIQl^+Fn-u`l&utCbi4AJ|^an zAqfu%n|B>lr%zi`HG#)Z(RzD`(`|?+&rWYB94p7+c=s-ygjyVWH-0<$5jta#ggbXk zAGL?Be+#r`2JmWb_87O&;RS+HyzMb(-JWA3>V!6^_zzcGz_Oj8F-6UXTXW+%R~IKc9+ryKgL9~&lT$nV#DE_R zQ(u|u!yJ87;{(FYb|t(w;A^u6PS_paaMd6B#|ZSEwA~(6`nZrxZrOiO5J zn>ypi`P2DbRmlJ6mt$4g4b|}XnQo^}(Yzr#itfa`Jwn<#sovwi97X1T&)fS)&fY_s zQ|`ZW_5i1eEg%q$qeFej?R+mce=)9RFrv0IM#L)*@*~?}6Bl8Tqxqz@%DRsa@q<##{8>a3zb+<|+M++&GA-A&L>4KQct* z-sXK--*z^iZYtV&CAutIFunV|cI$}FHPG5(>`O)Xr@UG{0YfeSh)=H5JA7Tr zhwy1{X*o9fjfx~3kLk&A$jD_6=kiVjshRF`>U@@zGpEr^3dDYC5<8k_^>3`iH1({Q zdCoN77)}IU*_LGoxIyM*9YpR-$9)TI!QGuTcB`itwh=5s+P%5^je#p}w$S*wyJ8tR zngz$uJ?n4W>>(d22q&eRrChr~=WVU(((GdXoV%I}>q9Yw6=lw-WxYGlX<-4-!?Q)WFXfVePcE)@5lnaV~ zDk{H}#%x2^sd-!?QhT7y2+YGn@8BSfp(KqVf*TU^ZsN4Fx;nE0D=nW#B7{rX!L!?3 zfp(69`&Jf6ZTYZuC`r#OQ#$f2#0&Uyb9V=35LDy<*A5$62?dXZ2f(<7 z+0fD`c(looeG_cOHTsC_>f&xDl{^rW`yCC{fr$&aod!1tULs}^qD-5lqULc9{QEfK7A?Mz zIFj^cE?Ve0aAzV#@}D1Pk;22E{vy)xSc zz|9WN4=-5VIP@~(+7Kv9otbms?hUnM3l;0uMN*; zO$%oBNN$a)i_DPwjl{sCKl(??gQ-4hQJzcEms2$W-hM>02DRi3JHut2Kf9?S(5E~Q zt-8^l>R7?dp`TDWl;nFA3#3-34X&=Tx_>LxjiMWt9teA%Uxc@jBS=!gV05C-w|pfB8i7k5$Mr}mSh>%o$q@wq{{ z;fAYQps_gP0aI5>iJYRHfk*U(wX|D3=NNyHkDVB$`(->lkwTIK^p69JbA!h7_8pta z9mxt$CJY!2Ef{T{x%!%(2yIOc>^puVFB}kNKY=-+l)$vp!A(7FXZEVjssh*1blZc( zBa>}c1)dI^N$jxuVIsaXHN%4QMO~$ZA9><3v_>TnShlSRN?dlRX-r&pt~pK|ZWAbU zNgD3h+#jWpT%A7uku&~@Yk27d-L{h9L5)Yl#QFE|rSiM^9=1 zXF%tmrfC(_+Dt8a?#PV#ZF^Bul@a**P*#f2MeZ z5yed)n)~*>1LONmj*?O8o|;_BA|K;W5}_e)V{I7lOR$S5mBe@3r61NR5bf{x8|3|r z?@_=It=9t~ky@SkbvL6Y69{A#DA;>2UoC3?;EP`;USLr?Z#vGJtFE{0tjNs!{YTVF zlA#LJZkB;pBSjHN>Up>!_c=+gkFOL%0Eb_24(+9W&&Q>7 z+uwQJRo1W~j~{XIdRZGzwS=c1Xc}I@!h z4djuWY<|5D zZjH7HRE&fIf%4%dTxhM-mP=wE#WhNJup=RpBXK;jGaxP@S#Z-2{B#C35}gL_CUUiM zr8l4I!9pzcJ@lQLS8Q-S^ zH#=lA+r?JeZggVgburW|@Ed^&&$igmzx4tBQs^-as)QX(7dMc9p#TXXNk{wEzi(t{ zKLh5GA&?}UGgszuBHbAEt$X36VNX7B!cPm7u=dMGtE9I&)CXTq=#du5a2+WX*cbJJ z^3vL{py3SmCE-+Hz*!E)Jr%n$Jlx}7;JP^6^Sq!3zPle5x~0GaaN+@ZF)LNqG8Oc~ z@`C=*g8b2Nau06b{-c76mFjv~(5vIPk^ml~&p|TJs;rf#Lg41H+|_65;AGoa+Fx#T zvG1nXwg=BH#mk2-lmxHOa#^;jZ@DoK%@ne=f!q1QrHsQibS|w-YsiZeQ3{Y~!3`Sf z4N*wkIu;TXZ8X5AEdfMULCK~fL`PocgJ}R5JFaF6M9YzUBw8ZQ6=M>>X^+eGp%>4` zUPQ%;XBV}L!}x-@jbyV1_-XIMMzkFEZSHaCf-88}kfxN2O6{po1A42aMkP4QZGpXpgn5MG`SvMWU$R@P{F2Vn&l%q7(=TbAMr zdn41AyOxb+_L-}LP8V5)Soxj)mH(yb=^gpqsQHK6<2}=z_I3}74w6aEnf31ZdQ1*% za^-q*Ge>0y7D~$f*cTr54jih@$Pi1w&Q)#&wE(rh>OOaPSd5Dr-e2=@uHrSSyN!>> zZE`K{KZ;E;OXsar9`ZQqqs5NRb9laL+(Z=PO|!k4lnSHkD#tbQnaReAia&Zf>Yy;U z_9y)cO|&#@dKoR6#ImvYk)K|K~|ol&ROK7UzHB~&YN7xTxh^!T=*1JfMmv7c&iESM zQ*rWn7lzZsq}W)d{_zD@b@Kd2h5Zg4hsE7&3B z2XFT3ru0|#uN1GFUR5^&Nry=3RY0&&xOVl#cnlDajR1swwcKwlWxWpU3wp>E{{;^O z9dx`_?wb-_dtHqO43|VPv|rm^SN!0KsIyGBA8Qi&Ml*42|629+VFc1*Cjn`(&apqS zy!r5}t5%Rz*)7W|ZOna~+SmGue5CMeldq|_inMq4S&`oSu39<#Yf~GSb1$R$-H*n9 z$T%p8uqRO8nNUu6{bjGhmfwBFS^4z~-~*$@c$dR#f%=`vK<-z!<{Iw3 z{!;pxC0o`;S4t>3iHYAgV%g(c>d=QrZ^u3xy#B~9P>S3Vtmt8BuSRw;7K+#U>fe=j zspyF@(L0HwOgO$bY{bK8l;AjQ&qnp#^9w_fz3{Q#o5}+~$b2~FfFT#T^$@jXvID3k zZXUXiJ6QbC{8%xGnNLXi=KQc|9o2z%QXk){%XU{@-E+#Y)g9gBviF^Iue(2d++_M~ z!Jx7}q6kGJM&sVWH9 zi0^nR{sXR=gRjQ|f4*n+AMu(mA*g@xA9#&xE)9(fv;JxMqr>@=xT!u>;m3}eSD}Up zp#ch3K8M&p;!JCtyEP|M)n!}A)zV7HN00`pA-+fLL>m$NU2O)s;JUhOu+cl7{Wev8GmL46-0*3EW+-WA>7Tl(Zezq&kcA_W zDUv{lH&kZoCH+=me)WrtcX7P4)RxU>3GYww&u>USzB7}^^7IuvhpkFhCv3nSGR!^a zmt}7Mq2NGs9?pU8ZNJfJEhkV)558li7QKVAEu2QQ35j4N>`LhjMq+7o)g1} z`1#P{<%1noT4f8+@`icE;#kr|ViFYXwvAw=4QamQ`*gtkCa=94DOw`zXyiHf<5F6f zac24zEJPP8Un?KZzJem8j2S}1ahpk>yFqx$LddrY6LLbIDQNk)KgMj1H2Jl`H4i`4 zKl1-*d+WHWmhOLCN~Beg4gqQDmJ(5r7LbzeZt2)c=RrV1;vk@)(%o^W1JWwp-5k2( zx8Xi|@AF)r&vU~cg}ST|K1&v3;Ryux)cM5bN2MFq}zMa(%f>z=h*yu8{c zb#vBav80=jGYrI+eL6m+@koI4lo@D?)P&RBfA5!)&=7o_9EqRML|Hj4)}i4XZrKO_ect zzJ361kJ^LNz2r!v+~o{X6L}^{6a$t*PH9yRGh-!ESk6d$T<;M&{tBLVXPWBC*CoT- zU;{B$T4hiHr@ZbUXzlnh28G-w3o0k`ez^CCiB(IWmcQA}Q~AY#2eCRZ^(pemykANO zn^RX&W>rc!JiD4=&wwg-WZf`$i&Dm-wxg+{>bsJP=nH4`mHa!ctJ@_PsT9uDs`XTc zH3;_?VpE?kj8)G#^=oXP1C!1_KB$%l5+j5l1AwA8Rq1&GmoEMu;XW8iVRl@@Pj%(1 zx~vT_Y)4`zIN>PTal|@UtUbv^)p2@%r?hj@Q7rDHc(i8oTbYEJz9wGBvBp40kx$%S zNlv~=E$gbCyRh}w6?gZV`;n>RcLvXOpvTW-)^R!G7X7@3EX8_=sz>{dqXaydd-zYx zHAp*l`b15g#d_2`b_VxbOH&ui$78;EfD=2QhH`CI?Zmxyh{ySbo?_f!y!RtLyL}8P z_>M=($;=CcY(|zSNecmCf89-^ljt98as5;;I@9tu6yN*N?MXSvWn`JACp4ye+-)90 zk+vl2SP>5s-0i1g=!Hd(P{DaTR#cSa43tC&4A;``m4=z@S%Ar^41t7ui&4(Ri*i6O zB3mp(A6cjm26j$OZ+eJLLaVSx#V1j+mg{l`gkb_%xc{;?ltnjDU0`r?$$Kw-7m*(*v`s*$SX!3cTu~RZT zf2%-uQc~K!gETm)IX+4B78D;3O&JQq#Wg@;DD=mw$f;8fama!5tu^xC>QnZl1r=8W ztN&2X(D1_UuJaC)Mq2u{<|L#qhMI77x0VB#+U2l6Zj%8r$G%y0vW7i$faYjASN zG-~(zNZFOuTRE+$Wrhs<>3-neH|hJ+$ZXk7zsbg%Hk5bh)p|msXeS65biiEPEP8O; zaP8?GXI4JL+tr+YeoNrgZ&o-?^&Dz&bP`CBn=xsKehHMb#|9YeuX}4Nk7JI#;;g~1 z%*zH4g?S(KE+~z47N%F&2?tC>H$+=G+0`#5K+59EWJXSh@VF~+kJmWXkIvEldRNWC ztP6bY%E;^&^(3&-0#ZaHs%@*?cBmavTjT@QTtWH7$2nW0|Zos9SMjqjSz4_?$Z@pTF6oz4Q0 zr&$L@d1Illp~;aPPCef8r53w7m!9mvHd+mbI;N^GX1SGR$W|-`WynDKo!-dZ^ANWE zi#e`~c&no0vFy?8_*R))bFDTerx8FNrCF{Ti;)@vYef7)#&)c{s!SPm7TM1!P{#A4 zUCVo5uguX_*32!(>CDIXydQr3B)=af@Hsb9@`GaH;E1?hLGD^H<)VG>S5bAEv%wjw zY9?E`7@g9|*pa7mB8nV*hnnOiNw=dv+*43CRJ*+fW&;$6eWH-or9rGdasp=jn`7i; zzqay_Dea^4!9R#FNIs3-51PIGE$$$r%RxHmgW5MXjAQQT_w2G-6Rv#d4);(>f?D+D zrkL8_J_ZRLo?Q!gbX2mYbW~5-(rfaqq49^&`gyXgC2iHQaeL9s?do)TQEew3gzpqP z)}!s7ZoFyp?2JRm%+(rqlmi7SHCi+~=0}h@q>#>Hlj=F~kTI#Hof*n@@pdeTMbtqL zt0NVwpv7W~(pJtKZ+nt*{XIc8LE2K5BhB780y*kGNH*)sJtK36cp7V34i7$$MqU4;@n-HG7s4t( zyQXCR#k3V8EB!sS=xF1RTYgXLV^NKAXt$R6*JA26-9Fp&5-~>D*O-fh$a=l4%d9BL zZH^+ISviQcn#?*?oisCkbBYDWG7utXNZCfbVC}Lm-aoGNbzlLaHYQ2Qez0h9EVOpX zNV!pPnxpUF@R9k{p3iqcaP~)5B^q~fm@m}5XY2amc@qcKBlT9eEVJqey>ZK8(sF*t)}%NwCbKj2*li zt1K7w4gE=?^N2_`8z9x#aK3ebqoff6tiKU`3 zMcZZkI|Q{EJ`>4-!_Hwu-B2O337g_Yp0T>6xZ#eBG216f;;_y!2wJ7XAOWT=(^5wvU!|?Xlv4N5SfsPAjy>l~8>jS0=KlBT}$mryIfO&!Wumo1}EDCD+G0o9tBmp1itjpv3zrb3nZxbRPv zIj!E|=5^w?uw>5>RQu^c-Wl^HFdB4vjIj67oB16O6ejn}6~t1kVdOEJ(2)%{Vpsd> zF`1%S4R`Vg`DKHMj}@-UP8QLyBwR<$x1f%ovQ1(j;!t zHz`!We?Ga*l8*xxVLdPIvPt0SJGs=O3;|5(tcKe9t*32G-NJQhZdx-faH!d1{uShu z1lHk#I0$ko{5OzO+@m=AdqxUoBI+FN6xOp!rXVh?iw4&~kfA6MN6wyB%l!?7a0_&5 z;Qao)xmrZmI1tC=$eb-0kE0E=q7FLJHj&Z#d{CYE zD`LkJ>BNac_T5QnqSnlMh9ERHxs|lr>?dsJKTtd7dW1X7xU-CEo01CC*aMD8@s4y! zm9MobV=P3Qn!KPXULj^~q7}4?1c)UDyqW&{v(Df*hnyL?0l?u_Qbp)$MF`WzjE`uC zOI<^Z*Sm2q)t}}zHm$N8pZ~jK7eb=BxTP7FOL4M z(R5@z=a{$PQD!gXx^s=&3j#l+sXk<8M@?PoFw|`Ux0hf}v@s>aUa(Cm=NWVJ+q1ZG zb(y&(^c2UiZ(;WU=m&ElGa_em;x&mTHIP|>5Y^=N|Aq-my+3y?&Yn@q5!*;%;bpg> zNW4ATAV)jv80?w#sd185u#|hUCUiki7dx|y;Y@9~=9~K0g?OKGYv{6-$&Nhmj1RGk z|1@@czmt*BXF}?xx?Mbc4{xY zpq;b(i$MZ$_ySS<4$NX*mOfA?cPz4sgbp`;{F->Hqig(Jr)iA9M76xn+gvZ-lS3Z7 z?GxcfsvMJ#QNT=%;y+ETi)a?Vn%3Uon%Ku$&HE**Tvv3d|qR@3B_--<;|%Nb>=&u z)WdSU{DqDvGLLjbo9Y(~&M8tC#foAsI^z%Rgqtqr+|OO@0T2}jRE|a3E#5un%wO=- zY!#b#K6L`oL;@jHW_QGz-X(WEnE3jn#!vqAw)$4KHXI$O44E_zjdUPNHD+X-xQO2_ zJ|!#LK^!3ijWMT0b)A42KhQFGI6CEub)<$n6?=cWTJY_l<2|u9&YIVpVy*3`_p)}1 zlUv+#79X)qr)a}GD*_L=+k+|s@SM=87AZwr_LLJ?BL&=PPl05FnV?v6VRA!AO^C{oh1$+ea);JXLyLB6^}DHB?GE&csHDn> z$f8(9d#cn0ai3JFLkX8nxG*eri$HH$^E_JQRDN?Axh~+$9Swa)=l(n|ISkL9Cx6k+ z=WXmMYSxzNfIaTw4jDSsJuC$ZA zz9h2xBaHZqNd~#cePoJ>XVVOwB3lD{3-Q}0R@``j^m+#e`@tDYp-bEL+oBgji<85w z2i=U=i0(FxkW%V{am<>C)>KUtNR z4|mU~l)mU2>@rnnT_P7La_(86#hY+KL}lQO#ZYp4JnmW>aW1DUmW7KMxGYCqqyrgR z&L7MsqDZ{QxA6=o_A4q?7vuGY**VHzM!rMRz@b~W5CB&N5z z3kym;j9ILQu*NeNS>KJfj_povtc_0Y`PEnNjf+(~jK02bJ3125^;q_F$zds9jm;Zc z9gg?n-$QZgnB?Yg?L2#$@P<^Rp%&19dlSzjIbcls;`|UQU>}aOYq>EAsefG`(s79E z#c)o@w^hF7x~b!KZ8D-h%=NuBIIiXNsxP50qc3OgsveViNB9JTKZY}fW6vc-TKN*| zvF9@4V}0bg=<&%iB8w`MDie5hj&zK^O!WZ>KBxAOi)_KUHvwh$z9?t{+JXY02Fqu` zO>I*CmlvPFi%W`*E3qb#N8rZ;wxFo$tCWPMHu%*=1$c4EVj~n@awY8F)W&d`Qafre zXPaiG;UTunu`PXh!A~y9cO~<-sV(d3q6ECS6sm0Uqb%#zaNqOT}ZXE{3EPp0Z zNK#_|Ogf+riVFIboA;2x-1M&uRDz;--Ukt<>4#$+u;>0Xi^55|EwVT2WiZpvLt&_xe~hz|I4P# z1Oo_whFjQ-p(b$PGhr~db7j)MTU5Tv@eOB*T9T32$d}19!RWQbeFxt=-L;AW;lj6m zlR@fBVt1~;WbjKr%wP`d@A`qt1F-dkyrMMp_vNHdFbw>&j-CWXv0wj9k=X^qy_kNN z!?3|z$KP|PY(9({7ipsK#k0M6K2T1lg;G%>A4b+f=W=;kB&^z7s5G=%ZTw2A!C8Pn)=IfF} zk70zZL#?Pn35G=6YX%VS`}VIS$PGe_lBWn*lBdauCh`Tsy*^6f6+o!@I2!3O%Q#y3 z=!akg)d>c8PHRT5QOIX*$db>ZW@$`gFIH?qUlI#yW}s`pZ;}xk0QhKH#71QJYxnC9Q!~gZMXUrj_rQ%P4XacsNqHu<4_~%INM~Ur z8m@gX?R|%E{A9xb?&R6V6R>Y^^Lo5;#x8t)i%+Q_fU}GfhMPImg6;Xcim(E3Y4x)E zP;!idal#8id|AT_BQRVzTG&j7n#fNyrmh7EG~R{_z?jqongrQu&Wj{H{<-p1P~pZ=hGb95&yi-<%6Q^2L5qtS)`DJ z{;C$>f7iLAX-aH+_5lZ~zzTnyvB+C&M)-K|r%1~-Ia(_qHe(H_{Dpp62{R6B zGZ>wl_x8arxNf8;Zr8Dd!%&2SB!nYrL8z2&GpBANhHfj9E(|k&20MS6JbxD1&aHl) zV>|ahO9K42qEN!wpbglHhIonwkgUQ;vx0_V0T7nlyd%(vr7`n_e3mYG$|QN_PR=HC z_aCgNi%C|5%L~8qwHj({ zBA$Iv<^ZlVG~?PDgu)BM7&w|@hMH6oW-ZocN$zjn$K52y-4cduBFDMig1ccb0B$5% zZfGnuq1-irPBjp$n&~r0Q=6;HcdH6?l(8`9u^?(T1C#?J|Bj(%6vm1`R^f2YJR>rG z4w(Gf6k( z--s^^L4RhCqvb|yqz&h@)%Q&r0${9iDPk*nhMj&JNe5yVU-=Pxp4*B;b`xYer=0Z~ z`3yTF=eN&XfZXj2_QSagZ&+u7dR_a)tlqPWR+!xRI{V_jr0%NBTI$?ay-A?!Jm)LX zDgO8Xbf;d|uyeJO^?Zi^VpF7k<&DmMKDYIOM7?ciik*lR?%DJhxd$^p5VR56mF7yn z&@2C1vzpm-J(8<<-+QmJIcNF8U#D8J+UK2zJbQ8GK{25vAYn1!VrIG*xFE)>4j#B- zwwL-tOuZ+Y-Ku-#P_s)g!smT1R5^8EDZWF^*^cNeeR@SH!pFdiw{I!GN%c$?Iol4r z>g#tkpU6Bi>0&qck<0)P=6giEVxRl;F0#uleMS=e_<06-fV3mm2+=7&bsi!f{4Tn# zNz3zxJCUS9{NILVt4sFo`?X%?98?{9boE&Hs2cUSrz~Xgc!;>3$-pHu#FT&&pYb#KABFY&2cqY4 z@OWO}%MnZ0L!-%6!3dEJPtucf>kIs@XGVkTU~svk$?vCy3z}UdT?nf<^8T3YiVs>|3l=iNN!Q$vI3-G6#5EB6}m%2_NV!yG7FL zPfSFL44SX_)NrXgdw+cHd~xSQbT2uUX+&ggf>fxS>)X=U*ST2t>eO23=pZG3Z)aO? z&**AJrSD#y59By^)i1kq`BZ^Uxb$6F8)2|bNOWijD(rT#Xn)|+&Cp4vp zcR%@cYxe>1sQajFgb3S!wO*6upd_hh#Pi}>^^Zo?P^+~{7rkn;%)*`h3je~Ca`>=! zS!AJ=i}gVXiTN7mzE^gHNb3u8L-|kAyd+;-XE1C=zIOc^}NUSy^YC@ z5W^d{jM7E`qqSuDbPVFrGwZ>#HRlgMw)Wje2g_EecS!20Ml0XCE3LmsZ|B+fs9Kot zOTk}2?srMjz_(oUCW|oNCHKs$rHc0z^n`k|Pg@=DQ|>3r3_dT3WJc2HfQ4c+)d?#M!l`imHA!moc3>HnZk zUG(7}Qstv|V1bj;jLWI&^^>cq>Sc5WWIxn+Z3kpxz}x~1En#7EH9a*#zIJjQoSydo zsJDs{Cr01Q3SpuSyCZIYbAsBJl>#-)Pi^~0pxTo@OUrfkolFZO!lI1HJ zPi`zR&ZOE`xVm&@&ZPTQg!GK>*pOMa_{OL^rY?FS<~MAnAfI>8pS&~7ATUe6=iHWB z!uSN32?{;Z78KITH8yiRIsi;Sn@upyNcRetROBPE@R-$c_PspncES$f`2lZVCn z$1l##URZjcRc6miN3L;L!9T{gMh>%#k1Zqs6x=?Yx`R@DeqK24s7ILFbZ$tvO+4hU z&NlA}?n%NtvDEJ$@yNY)eX%uNEALB+z ztYUSOI0yFE1PR#j_K-S5`h9~c^m!+_ETj6PgDQ-9C;3){vrX_EhAs1monQAq!P`pj z2fTs|RB}Cnv#EyX?dK6>r0Hcz`aJ;ISNXk=dYi++k>zXkZo?0b-(DZ!(@hnK_ApG9 zKjNRGNR2Luy){Eghl!@|l4VYBMe@9Lms)0*>vY86 zn?K+y>37N2gjQ{(Q1NdJzG-9`?lNFW?RxRjv!bz_k^gI3l}5RCaoJW=`gP2;pAevL0xt46;!DS9KCfzjV2%z2 zJ$bTDBxvEfk*7NP+^9a<1wo%wF={;8Y;BWR=JF7=@6oCR6*D2gwhI$|O133Vbszg< z58cPZy>u)zdFr=}hj)GV#{{#wL>URq-W{b})H<2P(K$(IY%_fG-%nY(dpC^l++LQp ze@nypld#$sxgWBA^J#tGjB|Cr43K`5%oW9kj=p|wNz|j@P>agsvv6HKMSF{MoKTvK z`a@4f%q!I}7PDSaRRH=$Ui8J71|^nT`&~`0Hu~xu?BfIZjfEo?d%WKLc;JiG`Y__b zAUlOd<;H<5LzQCcxxnWm1tP>V2O;-4NqAdF)8@LBZS~&Z7+>Z5F;9J-d-j5ESN@lz zAHIp|o@w590QaR$)6yEhk!I=ar?xwk``KT3`Vw zLa^PLWrNnC9=&8znv#K+kU{u;$kSr{NzCWjd@a(-MupQzyfj@3!Z$yu*@W7~kcOd) zy!VSTWl%u-qM9@VP%9fbjG!b!c!aj>-@hnjqNL^}jP!UYMcbv|#qcb5gn+0gv?mt@ z$r&)D(iSd!c#<~PObDtS2KepVC z^?+8cUASzxeL0@1eAnYdM(K9Y5yoJPTM>CZ+M*&C4^#^rWTXJhw#!0#X(rd}iPPX2 z^D7tk!+4)_XBK_#W9f?M}d_Cqdo8c6M#LG4e*f@hzXIM~Bk*(_7;H5hVWe zO#WKOH}g^@hFbQDFdKu!B;2S5KQnhu7IV~h!L$*tj`)1v;po?iV(i?}XVXY<8WS5w z!Z$PMuDRg^tlUb7K{RxcjcYLa=r;2zT#LhU#;9v46*Ex=@f?6zHrKOeoV# zc-hIjSVq1L2)JB7A|pJ~Bj3ha>mokVdwr@XKL;!T=O_oONTEAB6=>x&G!EcM(S9{j zY+sEOmjO|bL%^>3FTgSWzxPRN19ub0%XQ6gz~`Md6sl-mUB%*%rU82btjgGbk9dEM=Eowg9gNkY%I}LQ z6M*S^*T-p5mP`g_D>9ulc{E;G$&E3VU36CMuS%mC@}&)lsS*87+_RG184X)Yx6_f` zO>^6|?ak-5E;Cj7%FiFAVI>egs@HjxaEhjbO;MN3F*Eo<#!cFgS-G&zIOMUZBX_** zThp_TGl06Sd?a%0`HE_SCfn%a(DR|A{!+yW_=+p8YX6y+yI5hxVH?6Bi_|KTwrtm{ zE+)h)USnDW*Zi&SqYe6l=#w@9_c!+$SlVR10Vr=N=_B7rwUcfWyC(~aL+>d@Wwmq9 zX>OBi$__;B8KbE1H@ABYMjAC>4W2ks){Y6Rmlj=#}u5Xb5h|48-?tD;Ul zhe-E1U_7$X|81|9`S!cLgD+DHYW$fZf~NsHNxcYumhscqP8UA!Z!rmAl$}0IR!ZH2 zC*8R);p3{jIQSw4B|m+h{{BF}ZIJf`Q_ZI~wveg(M*)MnY5I~k&WtCxgM6ej-E_z7 z+E%k?L=T#Et}UuHQ@}KuxE(sAnj=`libHF{!hoIU&F-IO#vUh%I9R^nG7gH`Rgc=$ zn&WgN^1-XYnRzcAPwjb={KMzSHY{VLcT$-*$!R_tp8mjV<0|s6p+US#$kyN|kwQJ= zGW30D!<2VUT^~h!&c4Du&m;1`*h?_T;n_q~~T{qyauGaaV~+=yBW)d-(M8IzKab*7*4Q41@m^cc_-b*ZSre8ekM$`!%)Ya5Dp#k%$O7y{| zH}Ul;>6a8Uu%m`bP{va#*CvdPtkum9rq@FJj;!-`I_qY8LpUGPRKK)*yz2OP7Y|YT zrB{Y1m<+X#ma#en6KR1cJ|%oVqC2W50&es8E zO`eQ@fS{4piB^$Q5ffuu)~W#6R*3!*Y9XvU`**$^5+fWQ8t%5wJ$HN{7?wkm-CjB8 zRTPK~eJDW~71mBSr|d{lnXE0IcTYVkyPbFLg(F2JbnM|k6j{3f6B?=3Q;}LI^gY9p zv_~{FJ!=VfJgxd={6?RMMA{W zz!-DZXGx3ou2z8UQ!(Q(v=2{~0(T|KUOaqpMMy&XAb&;BdN^`PnB&80<4Ys^hF3X` zT%>cEvQhAA?PeAA*_#&KLS2trckMh&i-xiv?#lIM_a-bslJT zQJ01!qu>hw6VG}+x$dnJLQwH`&=2&ybnk>ua%`E&T*w6JhLtFL+|tKPKmNk=)ko}6 zdwB4G2%6$z5q%0J@A3%3r>aQ4hN?W`zyo!n*3@kf(Nz6%%#FbnX624-*CpuYlm}x0 zFb|rfDk9BbwY=EncGw$75%zes0o8^#Hagku>u>V9%jxIW8Xu(8gFE7 zB;@1ZxOyh6*WzfXo%Rf`KHf!T zeDq2Q-Y^A=pS+eXe(l;?x}4WF;2KKMWi4V=U)ADea5LmLf1a{M@b6>ezoNo{gCppv zR%2a$^c(1~d#*~}u%(w(^6tlDBu(Osc8uE}^_vgEqyQ6BbNBddTP&xn?`hmo0|b`H zc?yQwpRi1(k=6Mf3}(cpT7i}j+qccU4)f0FeQ0bNBoXzV-L3=}A@_Cc6S-4&YMmA* zlBAPVVuR|U#bZ}alvSf5xb(&Nu76Y>@3krK<|k5%OWeub*XrtaTx^^%DJ=e?{JC?; z{f-u%Y)f~YMfNSN;VgK~+u6jg_SCe@McKkHC`sRza=rZQ{MprE^<@@tw!hudkA)~v z7sARL)pA~5$tzz|tES-Bv`TSJ>KKKL+~I2{je0FM>s)4iaeCa=Ewv!&I(EJ=TbQjb z#xl6yO;`T!v--mD+M?1rk*gL+`ZYn7`tz>HXA(K+&+C>77I5 zx?uL{jzi44(ERDu!|QcG$fyJQMzfAU;K(360P=ly*VcnyC&TJxO5S&zDse>GK`*!u zTSQv%o9A-vuBZo9ZR&&~)qA{N^ku(Y>f@W<38Hd}eJZ3x5BkL@m8n94DV0Wyo+?N^ z&Whb9j+UZLm%989r%8vuz5Gv`4!^u-ph;)Ayl0>V(ituZSv2WcmxL_Z^eaK`TYV%S zMFQunAHP(yh@=)Ix|N~=>V<{`LofA1BZ8r-;D0{aba{}?nDAB?d2T`)oE(L)UF~tn zym+CgxAcYz8(~LO(Oz@2ItoziaJT^;tW)_K0Ql-7&U}!giXyxs#_W)v64#r1# z5zbAn7bk(bbC8tnIy>{~eVnuPAgy`7vGv2_J+1tUni+VO-33r(vyX?P{w>vGa+~{t zl(|SD@X%}uAyqN^HZ(UsR%B}~l*b3-TN{@JHu`5E``afUnuwq$D`JA50Ry<`u5!6v zUX_iTv)L-Iu4Vn`Y2U&iO(}a93!hl&p65ceMUrY4pZ^G7QklVkq>ZSNQ%V=yM$}{n zrFuaB&9T&cj4(iqSNHm2k$;ou7@I>A9NW$R(i^V=y~T|D8rzBgy*FOY9{=o-^uKzf zthu%-coeK2eP*~)VGCQ8y+faJ67$SSR9Uy!yLUXx+&0H@-@8-peecv)26`pUpUhdm zWT1JeqE0l1<;ys;a2J!$_9eBg_SnabDu-!FVW)0a>we#HOp)n1r#h!pY=8Xk-l!JZZ%Ga;woO5tO;Ywk8x1K#fFH*ihS%-X#;h$8FG3)-X>kk9>y}<) zyaT!GEag~OzCMo4`!KAeKZg9g@6J`?{7dxXAF`I1z}^=L&CFUR@d%tyL}Y=TaLI31 z9PEU_qH!4cNxI^XXzL~g`H5(X z&@PiJgV&P5@d+0FK0_tGPLI94f(0J0M{9S#_35C^#G zZXH*H-&IJ!_(#9G+ui@x-Sq5D9Kk4nSF^+>lxyHxi345DA~@ms+|C2!p# zB4YhU`1!@8jTO{g_Iswyw@h}6M3;?w@96!c`*qF*|~T$?$lEoj}^nsT<%R*%iQAn;S-JL2l%=5 zu1s3O{Z2l@RVViQ{br=aJ^k$EaVuT2UGqmQdy7dOF4mgXPn0kNn6y+1>hv(nw#`Y-_g3*_CM}IhosZH&2EK)bMZ_*>7xli7o}sv1En(>T^hJDh zY=9}3vc-LRpZQCXF1%dZZw(r`)FXIbrijKX;n^Ne6f+J$E=O$p_g?ccPaY!r*QJji7BoK}0 znGzj~MBmgTf7Ioi)_1$|F9A@RCyy)yX(n?86db}9CXuN2tHrhD}@Ye+Xl(rd< zZh${V@JD<^>>e&GNy!jtW&ToFY{N*D@}@|hageA7&0UX2?YQ1AY3@EqyS(SR>!I8Z z;Ck;qf4KWLn&NnA`PGsIozQL{H&P$BjLT9+3{s!;<$W<)!= zqdqpf{YMH=h@XNJ+)Z!XLO@a0XTkPO;3CT^HUnw4(cRe_%Su&Rj zA}EFWj$SQ!JyMhFGawUjNykF!3-HfLNN?ivSbMDXT3+nAG1HopYaYUh##_C}Tfy2f zn@nBNXU{9<>yG4lV$%5LM{uTqzdXWJ4tPn7PTIwld0*)6-@Vx0KhZm~ULR=xwxk%7 zni(c`Tt1^N!mqUxnMULKG_{tQtQHV^G{}Uuns4U*VS>HMb^L9j_p;TV!{-QZhEgAf ze)cC{taQKNtlFUDOc>SHE`POCVAj*{zOU>)>eb~n{FN^$)F${&X%SATa>+{RBppz% zab~;6T59TJzW2JnS}k8I_eHIx2^eFhtj?OuU9fP(Hh(5jHK{0G#pC-5ezv%WQ2yJI z$kz~67wF!{HQ{PW>GcF6630&I&gn7h?k{f>x@81g33CmZx`e}3)(#x6 z=4!n^S_}+I6TW^!AAr7l<1g?qni^wjQ@Ey!+poE?fb=sNyO~P6GQZTzS+p?CQgxk( zs?VeS*39mzd%|@JY&V`0uBU%XnM3qkxOTtec4AN>BnhiBj2~fI@kD%qF!rk~4(sg? zeRg?S$Niw-V#^ynRiFwneTGgs>bi2sM21Hp^m1m?!er3p2Lzxv815IczPMA`1l@5R z)iD>UhO_0a74A@_*PW<4r%}W^2}!N^Zk=yM#fVL;x`Zo|Kd?U?YFA-^3fr&r!UWc+ zs00a9Nhw0nJ=c7p)u$#dk+S_qGARe__21{!&o+99bazV8*{Y9IsZxjcrh}*|C%Uz5 z^Q&GCx&$TP$_J|XNlUYF#yun-%-vvbWz+TL^r2#Jq0+}&r>Kzd@fU-k<~O9y^lZwU z3Z5eaA>OBV&Pnqdv$sf3aW)=lW_#0Cw^z55&EafQg1^!^tM?D z!gnX1)YAJK2ywb#>4%GJH|!a5?{&Yjb0FORaL1+wOzd(kd?jQM+2OSP{*8Zh^D zb$dHTZ5%=GmL=7ma!K$Mk=e)8%)pqKS8|Mh!<#rYPD$sAbxD|2a*Vtr^kx_{UP|Ok zwbx!s9Js$7W4I*LOSPX}67byK3f~0@hwr7@{jLb^Z-wuH1fZfP!#EYxp}(LM-C_*G z=8ZEiz}Pro9HxpvLTkZNz@)Z~zepd+>RMHiOAZT`texyvX>{FBeEEo1JP z9AW1(qmb)KQ?!(Hk$>{-GYXRb9ySK)J;zc>8D4;U}r~j9*zrf;JNVN~(}* zpZ%32B_ac9{bj`tqu?(-x3P>lx1Uz%Zzx4e%@N}h$ZxbMS%_)TO9r{bP zaF$l{jJpPviIWGwP3%G7&U4R1x3rZ4YB=_tRBKHG? z{r#cF?Q6!|^T!ZQ@k=C}k`V|SG%skqJ~|acNvA0JcP*mxO56Xz4qWkn2l;>6`IlTF zA~LO)M*fG5St2qDzu^|0Roa&OjWNZPbUnW_W>INd`!Vo$<99&*->9#fQUYDFzq5x? z(y{+Wy=CO>acZfd7Glo?eJV8cgqfS%hWYS|RC_jsqrXmgVGzc?lKm?t zT+XIj3j&f6`1kEY>ADLV1xdB_Ba()uZfj|y>FqGO=Sn~d!Z`OiV4|3~94*wQ0*&PG zPY%9l3Wd!iY64PzSUC>(WZH&d*;A{Obos7rw_G?|Dd~r#U`UyOKr^;f!YnbbLO}yl zoIn%iqPhKRURy&yS!;(oUQHQu5x9blY^_60s3(j94Fo|6(>I*RGg>hS1zK*KX-t#j zuobk*Tib`Q=J`$+$!&97$}daxt9)~R$6cR{u| zvCZNPvp9&;8*XPmnwfxh7Wzoncc-d~UikK$E@D}J?Dkff>d@=;&VG08kg# z5AR|(h}-f23xS7MzuBeOc`~iKIMOpw<4L2ZPUIhk5I*6y12oH;yqz28SNG#AdnQXp zc051sd+B?(#GN5GK*?-$Y*$Ci>OTHx)w5=`_BLEK((;h?HugM8og~{w>kT|pEWkNg ztTwo?=4UH({+Jt;TWjpONcN8Pq{!aL+Dd=bM2l+3aj~ihpgQ#^)V1kYKT*|+A8|Zs zDO;Ol)r;4N1z0`1#^panK%5QWV`E2UdYt@5V-cz@-FZ%n#}n(WoWsy+Ps5H}*Qy;W zEi_Uq3oF}>F0-<+WU|4sv7sMvLozm%ocxG=7MuAW9^JWmsf(@5TDG}lPJ)@PRW*5y z`_haKRxLhE9|~2|F^sBJiG`~5y4_c|hD_CM^V{MmfP-2JC(om`)HKFBHi`m*m<=wTF{_2 z$<@iq2GLVGY{jr7r;$S>D*R51(t!VBQ@u58Lqpk?|iM zP?OZEg#ohy=!IQHUC^HHqhe>T@qB05vi;oXbhIm%} z1PKUtCqzsyOU`i2MJqVIGfGVteDd+}Bd0YLuB=ayG0DfbEfkc#WY-z7Lt+KU9Y>1J zPd@9_R*jbp?(c_IIb@Bnt$3z>ieq&4t7<+ku&EvyIPTV;oM`ggrxGh#d{=vdyDsRy z*#=dCD-5ThNZ}>BZIl$PYFUn!!Pg-+WdKk)VtR1awVzia;@Pc`Ydw1Isx*0)UG)uu z5ODQ)&qlUEK`HD$zOm5U3q5O`uFb+-!#f+EhGk5DhP^H*H((Izn$Isj$ybeMc5W9N zXBwQ`uCCX1U*%7&v4xAByO}N$>79OA9(}jEeut>bIf>q^d3cP7qO^Fwwm-b24GGYV zu&KE&aVn}CCf1BQB4nO8_DZbrhFvq&tl}p9DbqPN0MV%-0bZ9+;nv&%LWGpmEC-`_ zw@KYoY7{2!+P!g&as}PENy)ktFQFscZHhU{N~yXSFNPzwZJoL5cGnmL^`t~yycheC z=(hLVN&7*Jk>mY5+AYhm!_!w1?Enhsjn&{icq(p4{gk3~WE3R$#W<8UXaAECaVsdA_LoUg6f%%sSy4KH{@+ibqz7+5 zAPIu|8I0t5?cP3*0e2`o^rKVL@B}M}9Ix$P+XpN!HzMG~X&3?K8M%g+9N4<0uc_AE4oC}wu zzqx%NU3Xz4+Car_-Tbp{wJ>shGKn>Pe;tA~gK%%TOV>_y150{Cl08fV%&Y-IuzLJD5pI|EVE9Q_r@=|85BIUn(#N zmyYTm7t&|$*|yT(b^jODa8UKHG6MhWx%EwfhK)uf$3jB75u_-leLgLPYegTTen9Yk)*;Wj_}vRTAYXZ?z{`*|0?;vBQ{yZXcZVzEW} zjxrFj*f%$7tMDU_rDTK=u(=~+b2?&K|E9=5Z^35FqN8qZ@~|v7+gc~@N7Y%WF1wAl z#VTIe8gx%=^f))S$7Wd3cXgktadn@)X)oLw;WBLbSF8L&+HrM_sH0~Ay3TL4 zhV^03%4R(iC@m$iYjsiDKlt{-U75xOgBu*VM)|TQg?Jav^c7;;VdpQS7MYLbIBo>?r9l zrZrP%Zeeb(T5*}u=!;wn$7VN6`L^t%R?~>0Nn+(;u1+i?zOa3(M8U#Yw(NXJ%J^jG zs9-tYfz`*pp^>+-fK8X+gw2aKa!tNde4UdI}Yk%+z-v_ac-7xR%lXH*SQMB7~YmhXMWja>=9z-CKq zh2n}emgTp74?>x$%weAc{y)~<1FET~T^CmnkS-$9g9-{t7Xj%?RZ$QNAiZ}43B7F) z=_LYEloE#lq68WuzL`@GNWAuE%a zXV1K^z=e#?rD2)87;Qni3+ecq=WqV7_;xAKIx;pg@7i~^*FSbFwq(%9rW#W*Q{Jc- znMawZ^da1r06$+Ft0U^`67v9Ha;VOC3A>|h_L#R>f@6}lK8~mTTB8oF>SCtFzNq?G@76v*^dhfS0 z7phK%RVP2QwOF{8ACQ|ERU_lbE9+il>>jEpcj?y^Y+j?|@KgnQ?X%=4AYJ?oTT@}| z(byOuH5$)h>|)gFxa3s*E>Pz|Pa~J#8>xB|i-{NfbgNpdFGZS!K^Apf!wB|ol4omb z%jGCd1)5S4T?#7yN&Qmdz==&tzL2EwVqo$sXpyH#cK2 zwstwsi_6250rrBCz-{ox1^6{LX}=#AOzzA4<$dt&j36|nJ!8h}5c=Uz0@*E1(dKM6 z?qKxuArXThw8o0q6g=qKirQ@>O~Tx1MsX^G7m(HvLHjt9;PBNI0r~a*mj-V%Mh4{N z>)zz8@EtbwUrrUxFS1MD8=#h@SE3uVnNUFtT=(vIdAd=lgJW51br9&rcn6i{zwrHF z@|w5XF6Lz}?+(9r&W9O|`ehx1AbyuD9sC9EJY+NEVt>6|0>fZ5X5oQ>CQm+bN7K7Y zrKfQ6Ma`gsd-~C7?Xr)M0WR)by;=U6e&4!~xIxp|0u`Q*(>r{^E!r+QYs*!)w1FU~ zFzGSx33 zW94+*Mkf39;P-CqS-V6p>*!&;NW8@2`GE`14Fk=abl997U3# zesBE+sn|9Syx+MI1=bP4H?$mejIDJwt#vLfb>Xcc9Db7S@HZZeVYwWlgC89T9%#P` zUA{#Jqy7nqq9`!hc>YGEHqLyRGqxeDl$j%|E= zzxHE={GN?`r(%I$ybUvW0~COx}5+1!buKUMf2 zht^GtN%3quwpcp~b>ly2JvS9fcpls2Al>N@KJsbO%`Ou>-$cehXJ$rCC9f4{t`e7c z-;FHItc8|Mzv(SCoBoZW51-Wyp2PG{eqQcI;Vnb~{|eU9I@Xtxtgta%*w};8FRZ#h zZD(+PPBoX3CLh@5qWou&1Q(l`s=bQzuc>{AUKNX(1J9vzmNPapImat&m#fNNmE(E} zHxdm+Gi45T3T-pxe3qUaTLn%m7l)14ps#1tXivh;_g2<{p%LDR!Jm*9xn<$U&wF?p zUV;XIqpt)%^`*I^!lNotCH%)g1#H**+vvt}Y|F~V5MsSyrv)q8fl%Z@?`U;obZ9$w zl;Cq9tN2zMxVX!KD7;&4hB$hB*y$Gt#twWvK5XNJ5Z7%1of?ltZr`@FU5~Yt!&{8> zSPZ;h3?i(ex%`$=rX^(Ty9(RFBu4B=1gL(D&I?#^6N(h5xXkMWN=Jaa(3?e_zH6%IL6bPJ!l42K>D zZc}ygTms%6-rashDv68yKX|SH5r^j6;Xkg+upr;M*C0a=nIQ3yv*S6mfy0)-Vy<%a z@@pO}+d=AE;ksFBNIdiJ3ploeZzmV{<<%80TSbfP--pC&(~z7z71Zla5YTP5gLfy0 zryyQ!>JzpJ%f+D+OB#qb?KfhJ?I7j^VXL67C`jV)9<*HiNV;IQB>r2!7fxOV%4ssU z*<@Hq()kztoYourUphL6PNehbtFpzf5#BNK%zsSZeu-E9#d(t&b00_%(r(Gu#G3q|?%}B=xv^wj0DN`d8N$zDPP|%}vsBtzA1T zt@y8Wq-LF*a<{Aa%U|Xl({TPD_(|>hi~j@Ol=R*``K^xwq=x|m7Qt8J2IlAljVK8q zUSb57$z=Ynq0Z9?7H9RV5{QW4uACYe}S7~*?ffmiGPpn!0jLK2;Z3W*#FjD z;6M7SC$A3srw)uNsGC6ko5O$N71UuI|K8!dYvLB1i)Yi=ENPjYa{nCY7C&s~9Z8@% zi3-3q$Hu?x8YPi#8A@wJlFud2K;p|JQ+$%ixS9IrE|AW#)3AQ~{v5Lg;x%Gc z{=G><5HHf<-q4oljr`mN!J&=At@^GO0b{W-FfZ#01&mWy&Jn@MCK zD)-xM?4;Fb%0V(2KhwYVSOF4`{*Mly`_~RPbaWp4J0H?=k?@;O@jv+}L|(BR26uEa z{_l4;tfQ0jHwW-99CRrXPuBURF{jkM&!u^vwUmz$mVZqRYLhC>o)ur8ef4nbjOQz6 ziK!OQOUt-9(YjB|iLIvo_sxHxT!T;*O|-X3K|$xQa?M$DEwH4|K6m$~&-doG^(IGo zGYd9^(l*3uHiQT^aQY8fF7^@^DM3wV87%;2M)R2Pick%)=G?J%$qVvf-12ePGn+(S zT7(&nwL15_q9S--6wYiVWw9U=ojoUN5t-upCgoL(p6hG9fjP+{!azJ)3P zQ|(+{D>rpu%#rlNCaMHkr0X3v!6kd8yQt=(?ryxoze zKPPN7>ufa7Z8SGM3sF!H1R9`IP2_BIcb(=h$83pJW6oalzA*VM>~%+ZNQZbE^H|%X z9#>kwZ?Q6)W;}?THt_8xto|$o*Swn0*7-Qh&A2TZEzAwshOnm%aS{!|;D$(+nHGwf z_Nz0^EHm^+-z^vU|CfCL{%<>>t$=@z`QLpb8sV$aY~Xf)?6?LEkeMp+9|I0VYX962 z_!8Bchj`gE;{bZ;xa4q^7PbeN_H%%b6A$4>6uYJ%p+z35BgI8D50R%7z6K4{@hYyL z0}hi`XXyCrilB$Htl~>GJ*{)|jMIKgR5t5H$1hr$;mi#F0p>jm@cdm}OQ|E{HK|?c zRiu5!5MHxHSre|usk;U==xPcM4C2DkWmT{me?u4Z+*}s>mFbtmGCv1#i}+^>AFaQv zN)o=hsF^mJPM1ALjyW4Ri%ZKBGoAo(blzZcWR0z#n_mmqq}eM^OfKT3uN@nqQ3d z6fWAo5YD#v`FJ;VkMPw)j+Xc&`}tQSWUXOWe=zVQc zvmewallHQqMb1h!Cd?ALtMXn-qd0@I`kI=}HC*AS-6XQ6udKrhwZD~0T>ZNHZ55Gg z;_~&)QC-O|Tp^$gMM{r&X2iy|t^XQR`C{6wq{-e+%#__kw}yEHHuhl&9S)zsUg%o7 zwL@InYAUT|AW!a#4q{!MGdp-9`7N~^oNCU&#xz%QDIP1K_p|Es|-0C>dQ&NDTnWE-F) zTTN)(LVK9MJdY>tYC4Z%)03rEkNPT+;uP|} zg2F3+Y16eptxo|4fyGwN8ISZ)KiARs*}NF-R3;IEUrP>}!CT1aY0`ngqtU7XpYu!j z0}qkbRCwHwQRqYf;&2eWa)7seLc|&x^Hga~1_rQiw$-dD4%{>l`LgCW6QG4Oora>3 zxu0yfF$B3Kj$Yl#T7yvWCJ? zSn|z;iTcMr>)k~N!aei)zOL3lr}B%BfQq@=umP&XC_rAjOj%{LM`NxdOVW&i(Jt zu6`c}k_EfF*}I-Bh0HFTf;gXSSxN&^pFgkdFg5FE5>{_hrI@~Q`NrxyZ*CUrjH*$^ ztei(js;%;TH?GOYDvA28RI92DM*vJZ8a&%F^P)GauJ>v>)Jp7JNoh!|NpMun-fjwDD9z8>}^DVdM{g^ngu>n`lC5BTCF4jxu)K2w+gRL0+R*_k@{Hf)CSgam2S; zojPU;u`*lee9x){^=OXiwl&3suCSVTHYcU@!OTW>97XHqzX_Jr%@0b=0o&^Aw=wd8 zW|t1MZocIqD2$)GX=0PZY{6q|)!%ya&DKDgX~TU=#Ct{5pr98tT??A@a6s=-`zq8e z0$zI8s)_1oRRsdf{=Cdjm*Ls@1}+b`n^(Y170K8#{Q6{jif3uc;2P`C%1DJRBQCMn zikDIHLfe>5-Yfj^8fqYJAK>9)Mf|SxrJiq{8mcej4huV>asJO1x8fmjhuZOw$f@%O zW1Sspii+EBI{8%<#kaqA=C$|n=bc+qE{?7cX_t-l;Be%0lKQUBl+$4FZ$4nYl!c7i3;FltVhvSq=Q@o1Rnx`zXelSNm^zBZ2W5ycHSU^MzK2Rr>ySF`2ie8Guw8mHU!*sW*XA# zN=VrdF2mJr(&ZNapyOSPU<%BAG$#57Q~5pmxm)7dI*U z#_7W#`(AJ^=Q35^`F3{=>jKFge>4W=%lLK;Vee#t>JId{SD*3m_*{itt4q$ogMRvc zdE#a7v&E+X=UL5Jhakq4wppy*p?u7h>l3V#r)MstWY^%^O+H4z+b*u&@VD%*9DCS! z+BLxZ^t~V^9$8(iK#Y^(NU8Wwv5TIaX$V|?&n7flVLFoA;X8;*Lc&0oxP!vX)P7{) zU%9eM)g=7`O<}h}2%owBIc1?qXdBmrXtD}Qf$5b3uTf;X^zdP3q$w6d7SO0svM5sU zIkRAfqD#3YxL~DBA>Z7Httghz9OzjN#=HiVQ=u%Bv=z^ST)s=S(8G%;M? zc$OPHnZE`5Gwz>#8ywPqpqmx&dUFOMg9)&U*@L-AwX6<=nB87r2@0nak!o393%K72 zrcnkQH<&C1&hA?K`b78v3_X>jAak#Gg^OoWiRgL(K8iB&%P<>2lw% z%so;f0U)QQ5W_j2S>^4UsXU}Tth*Lj*wI8YmQ)&p{(P!-31h=3%{dw;vo`gnuZpG& z(z#{KJfUu8Kc@*p-+jtU3U)O%P|-g~+YnxLY}7@Kd39Uxltu+eGS#0t`Vi6hJ;K@; zC^vPp;756rqvJL4a`O8k-e-7Hs|H1be9X86LWuo%mj2Tt!R)i-Sy;}11;5A{tfRIZ z-ZKk45{)f%Pwx)e0TiRM?aUS1>=-~NT++xD=lv%&P+hMnvVe+2Z#0GY zH7SK0%=V`fgUgq)yrktj@8QoJTqz&C@2e<(dKMgYr%n3Q#KnOZepeOFwG-R{fhn?O zP56;?u7}+6$4t8VtWx~V_$j}E@83-F>8dY&eYKGf1HEvBSXr05BwF##WgA=QrS;1( zCT*Q1mX%eqcD9+^JG!3=uW@#@z_};DqWTbOu++l~VrSNA(i7*`>`J_Emd~VIG$oI| zE62v*t$-ddx`oJPG)}{rhrW3QIP7YIc`rL0wGHA@m)eKb@glag=~kmrR%+iq8COHFtV8Yc%t4BTd$01aXf)?=07SQ|OtJ&pWd+@j_vdw?bT=X_Mb;RhNrG(GxZgQS= zYD!N8(FlFOW@_VJqfTw4NV&4i9_4jy z7-9t(;>AgX6CD$+sya1+eK$4`y<>_Ks&ecG9T(wRlYh-L4IbwU5_0voZs$z z43AwWKitPrBs9{!Y>p1)PIzR!entc7eqZWytW3#`7v$K9?pl3!;A_oQ3+@BE$7fpA z)&+KsCA?ei<2Cjj#p?2VXZgzc@ueXH2DpLiQTPCTijf%~u7_vqSlJ}fM*{`;nogT^ zr#2}s%S9W}njGqZ-i@^x^kqYDcCinUCK=j16l?#NiM;d#H|EXk)r z85@$rHh;)_-PEN&*xRpC7=5ERDIWJJ*XDu!%%M#Yn4|JBIxYkF8^%SjXt#T83?~!R2vS;EH1)hV%s~3&g$K%eeYUyC=!X zIMHg_@oIg&PGy|d4_Lp*_(82zxKvem9_TIB>C^`FdNeUEqLH#k(xPL@f|2wgA;t6H z8HB#3(O>swpa;4ZHFCBHcW~VZ3iPc0;cZ7#^y zHyO%(FhM;8mG=9Ti>j^E{dgi9nDH(y^)9mE>Nw9b#P&S`_DkOdV|`8jeFc&E$DS$y zo?HuOst{z}a_o7uXz7+o#RhL5Gj_WVZ4Q^2<7#qpWISSqE0?T5msOy+k@`OO1ijbM=#*+aAABt_cIQyRe% z&8O{3ESZ5>mRVs}-c-_)2oHV%@&*aYmlV$CGlRPtDhS7AyyfQ)@zPYK2ie4&TJvus zq8|fpJgA|IAGFqfu%bGWYL)cPGe=_tcdy#N(u(ojRf5Hp7lQlGnAhlVw~p@+ph;~< zXJHada)#eclA|+}6-Msiy--T6TTogdaDuGAt5y`iIomn_@HX%tg8T*iMN`A8jq(vU zi4xXJTp3;sq8VZ{7p{K4_(5-8e^L4T>O?y0XPA$WFqgn5T4chYxb1_Lrm_cno6mj( zB95FWW~M@Uu(}oPUmn=VU6reh-2HT;nv)U6Z-MRzsqfV0<55xUyN}mP^>V;-)hTHP zQ2I*)bue0Oirl6}-S)a> zJ+}poyz_n#rb!}wgn8_%1jV>L?O;P=j5T1oO@5cRU>aw5c*pVh&{}vZXeL8!bia|^ z=kjUeW}XbVJLFfRJp+nu;>vIb>FsB4{rDYRF$i1uINaaYNHoH8O9ow$!wC&kbPsc5D!{IKZ-N zU*DhmOR&A&`W=RIKb3%it!oaUnS$Wg{gNtv9d8|n@oL0DvGzoC)r<$*24}~4(en$H%7pYg0`uA`MxEl*>6z2)DCs%dJAC*=eui4 zUdXfh6#ZD#Q3qS1i=zQO&GhG*CMf{MXUPJAtmu{gO*Y?i;~gl!Qb$-6lDU7%RYMCLOdF zh?FPG4COHna-`YMdmKw^WGK*mQAf=19jwFsJMOu4H#i{sMu1bU)$wFAw&Hz4faMKG zg(IVZYvbeIgE2go%`?XG@I{#(@IK~25~8c=tH{oec#Jpiil5dXH2Z*K9~rdw!+bcg z$(^L>_~v{AHIQ}1%q7CTRshwt^aiFFst7&##EM_p8Z^Db$s8`jt8A;KNeV7;Qw^hGy zrhp-6J|eZO(y3$GhBGiq#j`z>P?gcqJJR}8x@7JnXebM3Q;A(#2tc3pAQlLvF$()B z!Hv#J)?Y~MGc|BrmLE-1`RN52hv=2#9L&)_nKH4^$?p<@hip1Fn>Xb(+7oLA0-uNa zUG%PJq-0~2KYW2oNy%FFKG>`gYnK~W)draBeyFLp>{481kDtiLgpzk0(Taa zS?m-z;=pNl_0gIwY+{u%G;tLsQ!E|3)1o5K(t3I#fqPf~p zwc+~PFvrLdApCv!;BFks^i=O4wkgC+1n8F$Qkk@!Bi>b3q_Ttfv$%(JoJQ?}#gt~E z_IeCqwj*IM0Ss7OdATt6iSe3fJT~( zc3Ws2V^ltsssfa^-bHgV;;fzt5)d3-~4-Iq@ zfIVY@Xeb~4X{=9w<%Rp|MYft5WeTtrkTs=WAm=?7&o(jNjvX2}%QQx_@`;gdda(&UeX_vyR zQ*xM>e9b7YID7P^V6{|@^V$Tr&lE#zczo^0M2|E*~#j<4J7v& zHs;o_hB2!%5^o=(bU6ohUh>;Z+ff0OrU@8yi%pACmPj*pjnm9Oe`5vmE+k~?dJex}}N>#?T#U>mnS7T-Is zXBalg?9e!~hA>>)8BzC{!B@L?n=yI&<o*DgH&y+pUGk<MAMgNv6KLo@WJ!fxc zB)*MORabjTw;aLJob`g`!kNXMsk>2RrB6;%hh4uwA^d|z@;c>w5@z5W8Aa^%GrN>Y z!;rUOY)>NwIOlni1nkd7(qFbw<|{n9`{4T<0S*A+HzVQq{-xng+2#(2*o%ds(%C(s zwtbCNld*GkfLu!@8v|TM2(^_^ekBZZV0*Z%tA{EI*10K&g1LpUPv zJnrqH@?P;U;|&zon_D%?XzUpEzfy{UE%<&}doXHgTwmHzU+SjNysN4gKoR3zxfX6@ zYoxS}XBvgnWzPG4Uh6PY+VuUfwo(dpRcPIPNXq@GwBlRs*kfS8HzaFboV6 zI7lSW1Z}@#d$iI5(Y8SeNx(M3n+UWG@O}bq z<8d(#x*Iq`7`IbP@5OqoD%qZ&N9Eu?IcDr&uU!sQ^fj#;xi5N?dMjr+V8wvn*z)}R zhu?n@U*C@~jhIO(^%#tPq}*`Z*AzHGic@bT{I)j^^L^LMJt1;GD%MAmW~M(VMXQ|~0uxQ#{@Jf6P# zXd*mhB-kXpVaZH_?yiEVvnUx@M|J`H0i7p1(!kyQ1yuBLB{3dBwRDD2*^#z6nHYEY zq4$xG2;OQl%@4TfH_bVZ)g7Z`d8_6^YZBLgzK-@>>Kfk{(d4G|Lm+mk_NKM6qY7a= zb;rFDLHIb3M%>sEjyCa?!+7!E6CB%=4e4txUOTrT%Ps#o+x@w)#fL}95#5Fs?@b(bvCkwc|b9li4CV@2P(ymZRIXQquHXQZDx^>3iq!_aE{!T_= zgN-tXcB4BmJRpX=1ifJYRD60;1$4M>*@bu~D@|k`Fcy1Va_;WIyYj0)WqCY>*K#gF zh0|u)-`V|={Lpcm^_pA8XrPSgC zh10x?-)09|xH2LAv+gU7h@5Q+9lQ|+^gNK`$w5jsz4F5DJ|4dAqu@6L9L)NxlVX>q z2P@is0_4)?U2X7(A{ss~)YApKEhRoXNzGY?ZkLSJvSq*jAge4>wrwNNI`|l>kf=33 z+3x2C2ozXv(;d0I;c24$#&}zf$h$>k8M_~F>of3h+r#;u0u__ZsVbrTxY1w!E(gOq zyohUc4vhLX=IEGI4oEuE+oCJ_h}=64N35S^b(L0qtazxUgVGq+*Agu7Ql_pCidmnK z%vqA@vh}yQQ8r+bB8#7y#qP*3mi(%Cd+bwMA?yM*5XRKqWo`g-lX zH36vw#LLV`>#ER$7foMYUHfJYJ>7LHzsice0CI`mUJL8f`_6~{XQE|x?GJ^aK~}*Z zp~!KZ>6r#JI*4jcFRQAG;T_^sXXmD*WF7sxNQYlnHkA3ZV}=FEy9J(%iah`aUxo@t zN6FwjLw4@)DxvQXE@FL~;XD^88t7-vc5ea4(vMr!_d!!MUau9YdS7V>d84rTYun$*`%Yy*YsgUf$3lnfpkU}}0$$~@B6q{6q;_4ej#TmZ zuCQ+`>{?w=Ww@y#PQFTleL3tjGdJYtrWF2-$5SL$5bpMi7ry@^0b*3mte>awPC3KsE}+MeFN zBTR1phUP&TISt1+HgD-5^ci?aiV_`{?S1;#SZ}eHC4FY%0$1;$a?ruB{h^?;Bwuu$F~1X+GJto?#OFU$i0lwF$>Zj=rew_!3VYsD)pd27I{@()J3Kg}^VhX5#$Q7L$`>s@ycK4TwFrH-NMudQVk z2~Tq6C=Rl=D(8OiSh33{_15-OXTx@dqXEV!H4)x*RZ!C}HvO)yv)xFdHYsQ8;!H>d z55`L+gxwp=9R(zww#_NHGg|3#8j#j)U_=~K1Hs5ljHo*HBj6eUPlSNn4 z=D}4D*5kEX`TlRhZtB=@41iEPmGDF?R&Ecf4MtjgrmC`L^M8wVd&V7=(mDGh0dZ>i z+K%iyc!!`?6Hf20EhQp$a^P(D?7ari={3(slTnpYusHgslwEwbW|D}C%tlg@tj8P? zy}yhuu1ZRmSh~vE{sJ1Us^r7wU97gi-WOh;U6I{mdWU^1)OO4|$23OAWW&5yU&TFa zWra%?UOs1IRBuNGcVxT!u+f@nuwivd!rJfQZd2!4VcJngGqqLamnEz|dla&TaW?ZD z&5>foZK@fH@VNu%+>3n{`BUI5LO0EAcBl;RoGF>*5t^;m`4RJfx+aEr?qXo+(E=yYE zzSk(N!Y3Cd&Qmv_GIjh}-$nLOo3Of2O+S72<7qiPjLQ2Zyna2WO9iEZvZ|`0V5t&Y z@K%7q-(hQ2xq5vb=f!Y*mWe$p6a9l|0Ik-Me{)>ZtOv~9yiE-^4TCp>X6eQhesvVM z)lyPsIi}nkKP{L2X5zUI-Q6g2S;4&G$=U&~da+4nv?{ zI-};VRes}$dKanax2usw=oFo!7BJ_XBCB#05(;^~-^ik01Lc)7aV(84+dcHRg6Ld@ z=RO0U_O=7?MYU5!eY}W5rN`4o2!!cFhf!f-TqW(cq3tgpZ;qD~(@!@;&N|Lsczc|l zsEAzNM+$2?{AyOj*5}zkty>l4_zjBgG&S7`x=++AqnOR5a!UrmZ~JbwMtkMF(_ z?te9mZ5)4LZp=Q`_{klv(|sfBv)Y?-oPKfUCNbj>Es-3)xy5*w^c1mHfOZ;%2>)4r zKJGhUXS5%as?X?f!2qzX7 zR9!hv3fUezTQ|B~_dJ{2oqs)OBg^q3w()XLbFm=h`_bHwo?2u1GCmHDm+7t9uZNaM zzH^iRGSXw&AoeSi$UP|R4O}xK@3Q80m3sFGaCuXzT+=Mrbg(>^RN24VsYvUkLmFI? zSMM3;c|5>^?#n#8pBCuoBEh-g9H(-VRlWvUbdOg6!oK`*rcWbw)bK9Kx@vU27Z+!e zQumtU!H7?3Mp7zXpybXfI8o-|UaPH|THmB#`FkAs|2OXa%p5LOF#f-5O294m~pj`K# zCC7})0fMpZj|#=N zeU|A57+m};&u;x#ZKR8gP~n_SM^~Df&IaX>16%v9@9ckXtN1a}Gq$r^_+HoVv*f^s z+N+*NS#)$PzZYN z>?`O9oqj*bxr$QwMb7=vabHNJ_17|n!YER7{>B%V$If*ZOnabSO>=r3k6TT~)8(w`+ilI zE6%lGR;U&?qoQ56_zp@QLzrkrm=p~#tQCx@LY(Qwn#tEMm&kUI9<;EWV!@xEqKE9b-~l1_e1x zaDc7B58NqwSxZFK$F{x3bO<(s*t=XBpV*Hu|U;s*h^0mqf=XiVp58+{?WM zmj=oYTK1G`DyleZoY$c}VZv4%)ng80EyWdMORwVNd7NQiBc*u8{o9`rc*e$v8Xu$t zori7ScVb+mOee>%pCw0JN3TuzI}KGAjss(y?0ePv#eIcoo<=G!D;`Drn|xKea69k$ zfIhdM>*odRsrDLm=Lqkvy0KHMYAflek!fq9x^5&3Y9y>zWbKDJx zg*7^IV&;v#+a1fFK4Piu=2g4!#Q1t_(rS_j|K-q6x3ulE8a@p*UVHLc0F{0)vwL2R zhLKwln-=(p!}#r`NVu+||`}ee$ctLfMa~4PtmK!&qmZY;s$m*P-q&POl%Q z(~gfeIMpkUyV{d_HL0{g$gu~W?h}6Qvhy`FwuTJd8J^$amJ38i;ue-1;=i^Nz<7)m zh0E-%0Qmr>qGZa2TLRt%_hQvWJ+M8rXxoW+3%#nO85noSReM>QgWNgn;0YER zyo`O&r~g^>Opd64jAbE=Edo}s81o7L~#DczRO1oXK%H0cJ9&Y73q)vPZyx!V?eOOZemy58q35rKHyrlsV2< z1gldkT3-iv@SdB#XVrF5!c)JzER$Ll!B=S!%`PW2riY-+v1NWy(H6sfalHsdHUN$+ z9D60_ zwqtW#v?Apl*1Hy$0N+=tTDR5PC=Jss+SxsCcf6)ufAxYWc8=)!57!$nM3`{IGso#v zG+)e5eHF&tS20WGXQb;zHju$2Gsnil>GUd!{lEC#F8TWW0}WB&9MSGSt^@zQ-P`Ag z-v8jxcs{~}{h!)}t6d3PF}+dA&7+2d5q0<~k3Rz!B83CnNLgijT=qNJw}GN#LW?Q! zn6|2OL$stUFgt*5W)M-@2403jCa&)Rp>GnYlEdY-kKEVLUTMD)@$je+*xn~-)YMhN z+Ao49(nq^H3b6N8+>(x8;En%kYAC6zQOq#%!AKhY#nI*ch+GW+9@4QFM`z8W=!i22 znC>F1$NYGN)PD$!c@SqAB+4B6-IT1k>!;{9Z!=(1^=0j z#-EZ!wMn=s(q=y7g5=k2iS;RgwP@Sz#u*pK`f8KBS?(_gj~%Q(k!aQpkTT^%Oxw~4XO zHTJ+|hP9SEU*|-i(0JxGVVSh9seY8Lx8$;d;+`$HZ+Ji;x~B^u5ETJd^zPPh7tUQ5 zwuyxSFn&UM*?~_r|ItWfZQ%-0rLTvO4rx69%hvn)FPs+%w9xZS+^}6yTh|mv{PCdJ zU3;$r5nG&~kZa3R^DY(U6*a;`~}VZ2hpCEzK|R%mUc5C~psa)M)7T8P7e#YD+Nc@Gk_{dqrA9 zpN{xV+Ja36p7uCdw;S)#RVWsCDBzvBygb)e#%&v4B_pDDKgz;!#4yx&;}FL}j|Kkr z3wqR8`lB|9jD2I#IXYlzaO2ePNjh5k@AudLn53TsrGDw*d=efP ze3IMfWR9*(@n?=M7efjb-?60>oyx*O+4lYQZ0u#qw@neE7hI1eS_v`@$aUl74w3bi zrp*=$AuaQ}pF%3m6{Xn;^wQo2@5ppGI?~ysG3@*S^Q!%x>H{FY+Dris{<^6_Mr?*Xt8<0wTu2f)z1k zvkv|&rmdq}^#07FvxfUprEP%6HxRN}akx~3?u&9+f6>m3M)k4*>3&ifB$WYD8Im5V z=_i#zQW+qXp_(DDeo`4El>t&2@)}y(sS67psmChrDV!cqc;L01>qnmBm$cchfukTz z;HR@8n~V{gdUYy13g^x#WVw?<<%(VMeZ0aD0PH-zv-5V46e@QvXxaP|DHJa6=>gso z1`Tpjpm`Dlgn~4MCozB+BS60yn9eC=pD>&R+a)o4QMxoyMtc2$Qg!G}DJfztDNg)A zaM1D{Wj#_X+b|GzxiDzC@UNvgXxZ$qWhDq$UioX1AO-2AHYNqsW%upLC1vfhWv(NI z+LhQz)j&|FBCfiV;_2Efi$fSFRKw5zv4oT7wEp!$k>{ZP`iP!U73KTm6L&^c zs94@$TM?rD)tsa{|Fr0Z6|WMKiOIv2?N5rwQAMRyW2gd=@0ADdK1ugIf7xMjF!`lX zt?Y~N`?kq+RY5qQRmC<5z9FnRv@J;t8!zWe9?tpr@*;M6S9vnGPsor@{pXU~l4c%M zs`|hJO4=(FO;B;V*<<}mL0)6tz_g-cDMX6lqGPfJS6xyLYl=bMlI_ms;jlt=EgP$z z*CUmBIc<7(+(m1=H$Ib4LL8lWk5eo__>c4)Wf6Evl<)xM5gOS9=Xv=|ilm&Z{2rA> ze=jQToh&MLn*R>U{QrGX;c4yeVs7DN{X5y*|6Ez5o;fA@KNOTNmvuS{1}MZeuF~A= z*}tRHbTnb_qa*^LrNMch`h$}h+=J#<`P#o{guDugT)I~0DnotT6#3GqukTyE+$(8L zRuR5TQXUWQf=D5wJ*j*sK>^G&Bxl^C<8ws+qI7#$^k(rDPOBID)RS)P9DxBgpT!N8 z{Cr9k$5ZR{;ZoC?E)V;(Mr}WA;HQ3$dsazKraM%-+`Ih>&<_jKdh;~A8`>}-!Pdi0;^Z@{HVey&+VVgIx!x@-s%O^o+SJSDTN5@RKd$wB z*e)riPtg~Kglf*jvKrK^OhWZu`rwBrdf~^IgU%8|(cDK#;^Vt&~! zyw4Pu#o+!*Lt{n9HwHw?=n)Ib?^vPsef{4xm4A{{a07(pn7&(^c2cRhLYxLkO(8}8 zXH-=M7zIxLP$$VLC$$<$PC2PHNOB6PhNzO{l#^PWB&VFzYNWCFq}CwGDWqCkl_aN} z)aoQT<)l_4sVOJ525E&ssu8NHh!gu7(?H!IL%^WAYDqSWux!tOWxSKBDrcDP7hqXT z1ES`3^NOs!omw;lct@X)lsM!m$@1H{Kq9dE<%gbU?8WJOX1=VFw+3|FUnta zr{OOuGNO;|56VXM%U@nmRaMcyhG?dN=o5F~ck@zLWF7xBkGhicU&K#TcM|>*Ln8YA zHcv`P@;sYfS4UhWdPUV)rY=OrbHI|3cAZ~TLseAIF68+$Qp^QfZcnie5#M$5VB%s@ z#Bvgib9q!0yMa@7E5p*58bm>;910jkM2I~5cf6I{m5I`R%A$hQ?6!-t>t=DrJ7cY6 zgdasr14S$oW-KfcU&fTfxqB+2L4NvXN~G`tz9q_>#W@yX7Y&!o|K3fRhHBYA-HnB+ zd&O@!@Za(15;Y6O9Zj{R`70~qglN8a7U?dvgg2}tO@&#@hEvFmlIXRIblKkmko}Rr zH5K~Sc}(2V{tJJeW6Y?M|3S-g5fG@i>XKI$Mc!Q-F2&-buKO`f6poWta_xLvyDj8r z@l>N-Nr#=$6xJ?H1?Yuty-Atij{pBi`|f}y+GTHg?=?UGX#z@%6oWJo0Si(@0Re#! zrMG}IDJwOUkf?w}MG&wdNRcYNghT}?N|Pcb3P?u`y?l%3J#Rbb-22^o|AEauJDHt* zb~iKg{APYb-m(?NG1&~QlQ{wc<`o$&A^O+meISMqy||SNkO>c@V?4L+cIh%strCWz zOemteg4CeLw;~{;DlIE{p%5hns)&;Jw|i~r)G@DH<*eU5{bv6rT?e1ci`yvBc6GPA zNps%J={vK6PSpN7^A7#1Ya+AYyA4PZ?0;KJy;mN!^XZYziOKQv8tmOFeFP^-C{en5Z z(i;mj<&hHixB;;R3ttB{F$^l`3*#^(CARF-waC@^PSUe?TG4AuXIL(#&Tx&xheo<8 zq_wzN3*a zoOx(d_z_K}htEjdCB>KNR#@!m3a1-zxqC15>)ib$b)U%scw77XsG~KdoNn6_1C*?> z$g$9grWvf(wdMU4uJ3|izSgq>h2^cDd9+D~8Y_OO%yt;f+pm6H7 zg`nZpA1Ch>P9=5M)XYaIpgXK0xXcYiX2H+4l#?$d$}WpD^mfN@opHN*m2%R`z@?y{ z#>36vDzB~efX;2o?awbosMX7JbOmg!kL%q20Dd;30l)*i`$6W+M^x7x%g_(iS)cSz zK1g8&s^Y#c-3cN8oUYyvOVtyv-dmz&@Al`N-#Qs=9g!B?wIjH@*tA!CzrnYuiI9^) zo)A+vPYq6Qz{fQ!@5^dY8MFc#&aMC)FUa5gP{s=?sFoQus zbaPo4Fu1(WvqRT$qUj0PF*g6;W`v#nbu<3rl-xP?`|t1H$j1&6dN&UuAundCv;Uw6 z0Nh3>V4GN+dzw`2;2&q~DNs2;Kg5Dw>t&Yck!Nvr|4iGH2v!wl~JEXP6%Wq`#00+_THSeAy$N!MES=yX|TY-`EcN z#Sxvon6BqPla8j=-VNjQ9vP~iKDm@bXbxMKuBk0wu-$3OsZXqDyjf9SZ!6jVD$X{T z;?}^(5x69;S5p=|u(!zQ`*Crkai8>*dCu@Dm$m(kXIJ+hP4C%Kz}~)JdVju)BOTY< z{RzDDuf24|ap+V|-JKsYjwuC3?s;mlg_jk-x3WW;E(}I{Lt2)|3y}Ut@gwINVs;FE zX!ytONd0*9)$|9)4^w}>;Iq#U1#2eOWm4b@bkQof`kfOKT^XK6~bepR^{b*8yqX=}ULqn_E;U3 z7JeTl8e4Z9+_CQdBJb5s{%M2zH@J=o$=JQ$RtJw*JFAw)31`|ondT+`Ylp5}kGWV7 z*AG8%2kC(zo8fdx@`SlM7qE$Zld@ZCxLP1`GhxQbuD=TU3(l)&4y$P?0B50S&p*U^!%$S z;FUA$`>QEqA?B@A@v!(4F5LtuFjW0Q4L|Tg!gKIeA(HN0q3eyiR|d}94uqawLtt)y z#=-Pm9Eob5iJ{lByR2UB6bjCDqf_KcMWqJgQ1c`{j-04GI5rhex}q>1{i8hQ_Va>w z6*jm?uNJN#C%!P1L|Q!9AYu|?3y)KUqYdpZ>P|Nc_m)u8LI^5B&TPEE3-TcsKe`K< zO;FRkl-24N(EQWN{W+W>7S38mC9LE@oILattuYEJ3&WM!G|_)s1*hBbLQ&hzpGe;L z6571Mn6uC(H4dZzsk=o!vsqJN^6n3M&i=>o;Nx>BzLXbnHYLqsJO(2xOhJBpKi*I!=M~MlhyU@RO3{bou@o?^~@Rx)U^qZ)TUHrqhBN?G0_qSE6 z?z}MzIDUUyJ?z~`)o0`W6*+&7XIrhe)HFFQca8NQWG08k?`7gbvpO{I3%jt;dxa+wJ%8W+?F!zO4)%Uz`)?JI>dTqPij0If1qzn4!*wHqhu)3wZj8 zdW1-6j5Dx}A7-2Mh7i366Ki4d_4p>;-W553V-nRdE)Q*1b(;*$Y+}W?R{05!8H(sN zh3-HES8{*!ohv-0?2sH7Lc6u>;zdZ2L$OwptuW&p^DPmO;GNgL7ZY|n?e+%3_wF@v zS$}biYkEV8@I8ON|Vv(v}sBIBOCCqq-1Mw2I>Ni zkxJ!sx}h3Zw=$zBu{T{Del+^zly4U&AMKm;+>7XPoUyXlgSH9&@CcyLHGE|D+Pt^* z?e&PX-OEqy>6xVAy+sG*V2^F&NCY-Ras8%C+)9Mu`ijN6PNny;tE7x%Z;Hi$uJ`3i zu*YP{sa@p<+Z!47?UHcmQLVI>&9PxX_V~KOfM#@6p}Aw#sfbsLCxE%@J1(BPWpjMF zeKt9|FKUC_B04G*Y;i>@d&7(5_C700jq7LZt1+9(uY9(Bjr;9E9u~z%?-gg;9qj0x z6CE&BT-3Xm`;-(|?dEQqlgX+l5l&{n_*=)=W{WR~}F+_UruU zC+=9J;rVT;-SIM~BNr-QH!3UnT&ZhPthDVSZy19)T1(D>J8q zKjZt~!Pc?D_r8$91zGz8-;F`!m+y8!`$kJYeBisWTsrOUe;s+l*FTi~FX6;LJ^|NI z2Z?Q@ClwWy2-te^#lg3n2>K%&k^Kk%>;e7k-@=iDv^c`c*T>Z{1Qg~d{JW&a^WS~P z|0o#>fTAq?e-}0UgRb>Iih`_GRP1TLB>jJ#uEs&a$jt3`rTl*}_fMzF?(~NgK=n(^ ze&@dy3q3eZ_CLh_A?0EJUrQaFBFDo6sWXp$og(bu6mPiyF2&_`7>W23vo+Yr6CBGs zkYL#UCGo2Xa17l+6JQ8%;B((__dYm?Hs#kr`@atQMd%gx$L0PTq1VAg{YmtH&K&<6 zKQ}1%-I>3|v4;`Z=zz6H!^pXAV+Q|OjIxqdX z&WQzFSNl_;lQeif|07`B-|-^h%c}ZSg+nvJ zAd3s_kPyQ;*#ziAcc>WZFr}={k3>TIc&|wml)bb>A3ItGF0*BX@)_on)(>NX6^}X{=nM)r>K&|>Z=lukAmp5-N?4^ix|03TRzXo{!lLVK z-ej)2<93I_y}g%Rq?89*AI+X+e-5>?-SRYvgH??x_+DLk`yIHtlcHRq*S#^#TNx-rscAOd7L_0H~G*9?27(dt322#O(t7gk^KCKhLJH0F%zae2dc^%ru z3dfLO$=jujwJM2bPDgd)1;mLb>NpEf%T|$a=O&$^>vMsjxj3hCKLkAGN z8sjlGG3!ozOP9<>n;a(;A~Du0&mrTuW$mmMs2IUvBu0KDdZC)y&QHCc%yMJdr;uPc z`z~~c&vjW!VVob@nhcMY^`qi^jIJ%=J&qJ9G8VK(uw{^s*(Y)LH6{jxup8`f$*vs3 z0+aMmA{pPdI~a2nPmnF)7dJ@eM2dbv_f^v!?Ug7($~|%UV$czs5Xu2-l$cT{gvaAa zx4(sSY7sW$;a!QjK6IEqY{;zuc2P!%*Ou(nWAa5{**&fYq6JtS{Vb5$UfQ*NBAe5h#h}xBi zi56bMb&%Nv{Md~BsC4ED8aH6^?JBtq>Szg5U{VeYQo(@um0KxCLFp+`xk)wCahac` zoSz1xP+kPv!j@x)Lso10eNF$aXZhdg;r#HgdR+dEHM>^(+N19{%H2infbN6g%YdwhOEY`mBUrltKwr7-zaU7!Sj|U_1qFQ#jn?T(M=# zE!#~}BbExZ;}5Am4Lpn!GI63c>J#sDzNKk`U_CLr_lHz*JUr=&Np71*MO6at3{seE zlYHG|8F-)8U;Gso!|c`cqQ+N%wgbUp*KOel_He~MMtehA6K3On6Qexk`n)7lK=~rM z1tEdg1XfH*X2!hKp?(G)F9)_a3p7i(Qa-!*kKr@Z6{fN(FLlM8SVRM@sdX^j68s*lxwEccix+aamIg4%$y+>-R_AvXc(vt~&^sLQswxB4Tp8Q{i2B5=W7upz z*Q+fI?z+is6Sv(Px3D#BmH=1oWvy`VL3++(>&ww?k^Qsxbb{4r?3QaB^APRAe%5oJ z^4Z{a{CF|VEAjQ-#`2d9?06@G#}vm9kCB&i;J|QJ|5&cW`B%PxA9p?S-lpx8?;Ejp%4c@{&ECq(u1;4t+qZ1` z+h0fCqm&mGU$0l3^9|MYYMHIpcDy&;JNX0;t!Kgbt&&e81NK*nfJ z@$uT$PrIQyLrTVTMSKjiopOg&ii0v>m0G3?NQ;P0X90siYc?H)7hPKTmXjBZVNs!h z!9vJjQhtQO%P<8O*d@n=95j6esTmYbwlHyW7_}n~)}uTC@#NX_0%eew4(hhO>r!*2 z*~iZTFB+iDkjfmiluc7;V0Mfmz6HtvFKFOtV=!@IScN}by9cYRx_1KW{u4!$JX_G` z21~pGZ8IMg|6PiL=BRXH34n|jK1g(?J**NFnt9RjD01Gjq8DY7hvT)m#Ca*NP1*$o z@EK4jOvDm)9cVL6XF>1^OE9I3p7~_Fk+^Khi#6+CVtfYbc2Urb zzQ$m${*T4JbQ3Bf z_qC?aIO$Y6X+0|u33H~avBdFXn4DxVgcsu&XTl<=UHu$% zY!f;9k*t+SmM|E48rD<*Pd?sj&*xb}J%FI8g~i0+NvO;gU~abb7*VVs7yO05AQ_*P zaz@m}^1@RLDIxS$NKsp_Ht97d0W^wF7DmvdEHEjxLTdhMPV>1NC1PMQ!*VcLQyWL^ z&~~LRr-8Rk*sCcJ-{jLVerO5>eZE|CGZ#}T`|^cnDK~jA%6;BITzP`d6lno`+h%KD z7YTZSjr^-gTm02@1uME=>lz}*kP+t_BgL;pOij#*3-r6{Mhb4jlpPy=U+b=}Qnuyh zRL%BjwpAVXkEyS&QMQ%l&_5kp?FLYmbE(|+N$q}`L_hwTYO!HI)u2hGpUYGnkH0|H zzA{k^p{+*&nvFOhc=JLy`^RGjZ(XS75GT?3fIpncLfV*^5P{VVT`alFj|GStSWykE#+0@u z=NBwH6t<-gCV0ZIBBiudNa1yaxR}29SljsxULdn6o2(WYZMc(i^BGNsllm8Q;D(BA zIGf!Hvx&3d+IVEgB&wIb!d1x}H+emizzHLG!qLb3%Kp7&pexaw43D=ixg|cq7MZj< z`^L~FF*q;gXo;9LlGUdvXe2uSwc}5mx{KXrh9j`C2`D#W-XMd&XE+*Z>|ynG?#6^_ z+t&4MIWGui`*rO{oa(}N0q$$H+2)Ze8nuUiIBW`RXGeBZnsKrXdo9Wj7q@1Ww>|e3 z-2Bd1FW%dq5wmpGwNn>wr(xy2+bzu!uO!xS z7rr}tZaV`TjB&raKCEtaF|Fg=HO%2n%qQt=sdIsr>C%VqbkSdU4ZJa1Q(j*X6p@kF zDN^&XOgW8J#97GRy!&zQ$KuD{_LZkA=OX5$p919b)1IjWnWqgAcRvoc@`M_@-|aee zVf5}3X~jETk{2?h{S_}PeG=n3zx%X-`|Nl8#|r43v^5dpT=&aR{Z{pLN zxbkl`56eF4D!rdBo3gwsetwtp?niiN{=VtO+a_m36ZRF}s~>md-8VcYwc!2^Q?8e` zgO*O)LavOZpnN$^R_m$9_EbOC|6&!a?e;Blf1XKi~Y*{ zF8CFy@w?D*#8=JKaO1n>7tc?E7gUB)^|bzD>a@eG@e>E-&1dE3DIV{{&(!y(ZX4UX z12WDgb$Tj`N4lyx&(}Km7ZdJmNgzk~qk8Xpyt96?_gc<x|g`JAc&*6Vi;oqtF1 zmw79x?_X~pVH!OjnlqoC362EWAxGCf1`QKyUX^0i`zwe+w#d=`a-rctC7$;V%&*Vf z&WYubek<9`D)aV`{@OXY3-ZF(^{%q?JQGOXvg3IO4x^b z=SX!A8s`q%05eK)&4}kLP0rU(cH5Od7e_0e0%jiVd!n_KUJGD3*=I$@3l*+Sy?x$A zYp)85#(ZaAhV2y8ROZ%LiB4FwU&`1jaE{zexnkk%yAwI`_>FSCdOdPqhp}Mc!?Q2= zFrRI^f!(!9J?ouCSDnVijr9s%0GFj1uvSZ%y%*Sb=f~o=-e3daW{+XL#qu{9RolZO z?K;)WdDYazB`2;0qLk4nbqy!VjhD$``O#H=)V@yK#bjxRHfR#SK;0q%2%55+Km6O736XyyY z6#Cjkw*}fa_&dq2@Dy<}UF0o}ETV*VwEIX(eYFsB10FQqIvCCAELC(;oDA}At+pBN z@JugTX13r|a2bAdW(WpOq~0QdPB-!D2BeZ~Fo@xF;##s+Rv-`9v?%)t=;;gU5m0rv zu4rRpLYOS8!8#sZBLECgCr+@DJ-nJuQ0iI0mi%>5hIQD~5dMG=G4u+=HiT;1PlSk) z3Yxr$8MpOnxePIXG+Z5fyr;Db#ZZi(E*^(u8H(U0sTNzMb>l`i=vZ{4UsW?0RP)UB zS#%po7aK7G?-1s`qx=t0~!i};jS*Sn(5;h13b|IgJ7(5 zlG=i-kK|4T1i<4$q0MY-NSfLb(TA`XSOp}rYfl@hWAf0m62`p2c!Zbv*sF0G0TfRF z93!xXfNH^_FF?$@lycCjHchZ{6jkbAO7ts8%T0=j&@@U|w!2xv1gT6cp|vaFj=(&; z+MD^P6_D>BGr5$A^A5%>3}W;tkFG0BDAd5QSD*yGH7CAd6%70AcNQflZdn+*)eRv| zEajCNjHRY5$o%wUV1>tPa5(YQT9oh`*c5YQpv0b|XhfkcYHQAHS|#)%J)~-1MUO~N zj^`>kDSUIJiIZR@Qk9|4vfZZT$_*5>44weU&o|3eA|N8Ysr>d$lBUia=$;l`3{uvp zgqikbeXLlg6E&%uNNwVLoTbv4X|9h~?ARhRQL7m)8@n(cTvxccp>_gKgj7Dpp~f;l z?YM}k;+ullUK+^UfF;XgoNXfVq76H8;!qf;lR8rfYHyQVr!x`tm`^iK!pOmBU4ZzZ z!@cuY07iPeWy^fE!`D86ZPQY2Lla*?qep2G1A7Oyyi9I>8K zYrIQhJ6s|fGkb@p2H(bK1S@Q?ZlO>KPfeS%4Dh|_@1*PN7GF@?Ms*iV?xiDJ!1O^>(glI7V77!QUcIt@e& z7nFaEF7DM$?J~2y+_pDC*o@kpW|i`I4~~wKB|@w6LaT77U>UXbHxR3RpL{JHzCd)0 zF7d))HN81!n^B+qt`IqoVsKByiJZ`f$%w#$r-!xq0$FE)E*A1y_0Zn&^P>v0juDt` zLF?7jdt0s+6wjvWhxQ+U*S+``BH(`G^Q+=-aj6u~_tlNEzE0b|CG6rYE?$?Gb_8FS zT%A##SH{Rm+vQYSE6?+{w zw526ZC}jf~%bV{iODcT>`kwQ86yvyy7(iH$(l=Y}M zfo`fVQe0{m_B!S|MN?lyhjNlmQQ>758WvadfWw&vSe?}umtsU-V{D(5I2ev&vbDLy z*n&T09RW*V?kE8J-9WK-L=_5@nTKZbt(fR3+h-KEuFwzZP`*(asbB@BN)q@fXCQg_ z7KIv{i;m3BTED_AOU4KcTjgye-iYyeX<>u#sb=XRo0Dcb!c9!Xo))M;X>Nl6QSKR_ zlB{&E*Mw^rb`Wf3Zq?xK4A{MendHTMva!O&nX4pf2y|PHF*(tZ-4GnfHWug>NE@F^ zPutxsmwyV~93j135%6dGG&8Ptua8%P&m=d6{^zAyvCm!oV_MFv3tNVVG{}QnVQ0OF zWuzHW^%~pfRvF4QD$4o;AQN+23x`w+wkcY!mCwo%?V&(ge8+_CKc}aUHQOJ zDl}Zm$~%Y?f;MZLPC%7jx`tyi-KDFX7{PVsPw-d{({Z&<b=9jh7_Zx zsl(k_P5CM?-vn867DjhBGiMS*6$-SwxUziTx*c7J9>o)=%Ta8s@E9?rd{dnw0#}hf zc5Y@>3>6y`AtueS>h}{J2k#(#HrAW^HnVydh0o6G$|E4MI{CL$9jArwhk|Wp&O>o) z4@0K4eLN$TZxxg<4>;2eAY}nCIqB1?t9?sAtQFDAYVf7~PVuC)14;5r6MbDAKjoCD z#<&L?`GgmUduqEd7&8ouL;G>zkOIo%@W=$E$mp^S`g_Zs_EySYaQfj?4_73-NTd?h zYy#aPAyOOjYe}AYb%Wb<;yE1cI4K#Khuwq-+3EWb7)$BJi5x&U6j?14hC2Rig^6Rr z{l+qFW)lu2tk)X4!_vO-YAf=Wwar%HboALxKH)5>)trpWazh~k6_0=H@%vL3gJBj{ z>|$Fi`}C9WLSId>lvegLEM|{$i5 zHl~EUrJ`aD_`6RjedxdSDSyHKV649{4EUwBi4s>XF!>P^7@y#spD?CyNwo1w86}iV zil!ulI1>`MIT8Ral_qL#1I$Jex0Dea=G??o%ms5M2x4x3JY#ka)|QsV2Qy5v7IuHa zR}6t&B>4C=^10r4wl{n~?0!ar|rYMK&8*uZszLl1951jb*t# z&%e*sc-5%PWxQtCkF@AF0WKy=0v^vU5QwJ0r2ypR+T?`G*5S`=S6)7~ zg19pU61>wV-+z*HpvXGd3@DutydeMJ&7o&Dl;;U>3Fl5jBSwy~Ws9AZj46lo&2L5g zQr5)|pL(pMX#37tk#35jM;1S^b63U1-%hNNvGh}UMrMc8_#TsF|1OC;Ja(!fT^l=p z=T3ZG%-#z1BcM!*DKw)uG&-kV>v6qo^ljd!o$JCwBe#Ms(n-jke^fus{$0DR+cePW zq}GRm56OqFW#zB#@)!(#j}MBcr5y?{4sxNBaD8y1>n`M@u9F)p6w=+f<}rPm%O9J+ zYM&_a3OB!+`aOHPH#93se<7T4w#%lIbEd8d>rh@E#~lkO{JedE%~L#WhIBh9hnJnr zL)`x{C+(1=*3F)eN=b*lN^*WClvI*Mia4&!lWwmeWQ8HU_u$=V>IJEwpSe%3LiOLa ziM>ulEadU*LOu$gm4k`jckN9z7$SMi5TI%$3^9X6S0|ekej;QTN-l3#i>h`fUw1>4 zRjNhbewu#`;1tM7Oo8<4-ihT|?ZHtXAC)R{cmukdgxQ>H*UmD!jw&VZEz9`pEPbba|qkS=z9&^(^6rLut}u$>eEG% z*nT<-*$x(771MwFE&tkY>Wa>sO5B_w-DCsYcTsNx_tajW-iCCD2@RMziy4ew7)ocJX}ZzTV*e8%Z{@7WuuN4sd1WCW$fTJK zn(UxJI97OyH5jRy)jdlRcrAG+GwJ?Jv$jHuzgj7W$cjpQMHdOd^DKwp)j{Ij5wIAXzt%AQh$T{oYJw|5qWLVlSAe_G-kfF7bv}bcpEmY+S$Uq=Z*PSioV!OddcxdSJc=^086sZ#Of*#FWO_%tHnG~A`E`Y zVog$mNza!HgA4@Ak-jF)&G@K1KLyj1%AGBz0DH{!YMuf=Dcfq=V6v_kF)xJ1%oDt# zS47QB3A*?s0~KE5JVse(vCd{m`{-}gEEh&%1FLyOPJk13!HN3uWkE<cmzFVDX zK7@2lNY7Jp)4Kb>f=cq;SthK5^ zlXyr@8m2AbnK+qhzTIku0+eb$S;?y<2GT+vjGrzq9xh=#j0A2>s@#}>cQohQ++yu% zx^5HYS;|o5OuN{8NUTLbJ8@xX$i}3}VWuexkCjqkB_Wkejl~6!@=7G&oIS3hnw_>< zkaL{dtIZO;@r?d;mj3M|9XICk575@+-gY{|(QE=u5z9;ng)=7mG2bH}QA6?ePndcU zc0(XI1f@!?@o6NplA&G^(CpD0m+sr28jRo-BXEh4G_;>r zgow>a9_zYJkzNh&=f9TqN%-Vc=qt~++EwbA3Oy;k%{7lqbQE^QVIOmq`qhZ}IQ54n zj|$Omd)sefOhyZzzw7O~nPnpSD)8E@`*-n6A9IWP?J$;(bE3xrE5Art`p(fF3#`&T zj9#|<8UU2&%C3gmIHqpeSKjy-n#``;EEXbk80k2Vi|I}rm{5TxD%H`GCLZBq)+a7y zM$yAL1t(kG#(AsRtexm*0lB+&{dbQ$u{T87p|mu{YpWT@NQWX5(967D&0WjVkx>g9 zDM6kJL2Y#N*!pGv8{_G4u43YiI%?zb5BRvM2_U3SBml)?N@DCrb2`Ixlb&wyDUqg2 zcpO_O8%O#l1xDfyzRuRC_|W@v##A{lw?XN3{zgjxyAax4DtBoqTtMo{e9I zLyFtj>bQ+3lu-&_qIj1beopSfS*M*Plv>(0;P)m}t9cxoj)V&x2f0qbjy$wLOzp}# zP|dj?`(Z;+I|(51ZYXP~?DzK@a=k86)f7{1JG~>n)|`zzvPXj+r{EKhPq@|b>x2lJ z65ip_swfVnCdqKRjPX<(Y}e$GaPAA?^v5S2zF?J}i!}U_*w|*YL%T@Afi%7RxCuQK zjN_!xj@5P$)FF1XME39m{~#x$lduC2V}OF6yFrH3iI%O1WyXF|5qBkrhclgDhS?{X z<%wsL)T=oPR@6r@z6hO$nA&9>uNKbbLy;JX9X=d+dNAIRthrEW>ehO`gwY}X-Jsw$ z`OuBYKscLmE~{@dDnxc_JOa+|>O|ey8n>Y$yg{eb%5M`@fKv2n5)P-WngoKpnu1ZB z4LJQBF3t(r!RYLXvpY1yD#Fvp)d6mMy_67 z6yquKWmh*29V#G-w)DO1v^)Y_XBjx|Vd`c60mT$7Tk%Zs@g>iz*93iPa|UW`zKNZB z^_&=&f5{ucJRo#^8Vj`wTPfJh5A`UT8+%!tY@CAb)mAqS>HB^u?Cwjw$7}L&bDn`q z#j$=7IYXlBR;#0>9@?E3fw_Fm(q}_xVZEnYu{r&hcSQ$+tXxTDftZLn{-OYhKEaP+ zrJ8*WaSx^~SLfrfEUwqnMYDDS>6Z6|)cC>eP8C z*47xGd^K??jNc6OT&3ZtciEx6U2I0P9NoZb+VkMhXwe3>n|I(HaH`n zhU$RCVOd*|k9{ztejzpg zSxwrZFrN1pPYFq%k;_q#`57(v-u%?(R4_%H{*>+wDyz6sr<~Hb?P~niHS!>{tJT%{ znnTt0)o9LQ|E!?z(QGS^^qThFX{F$TBaYsa?_OQCI}yAz__6Hho9lq*K+z*J-?Q>n z8D^I+dk1Y_elxfJ@<`Qs<7mb8#Rs+PQt|#7v#hqeJDwFC-o?8?CXF?+73!3ZtlEn{ zVf8PqW{W((^s6`Ou6A8-+&sIjY_}J%G9&fel-<^b%2 z$p^$c~N1dtYFqcLl^0D&I_NX%wYt|OglgmR;0Yj+tiwE!PB+SX1MU&dB!c2+@YA$PmdYe07`S|q z>IjYv#i}%NPpP+r8{tU_E&x`mWyJ{I>36o0vulD6n-{l>Z!yIz$ULI=*Wa^8MRAM6VgdmI)FGHzOcr9ktrir;@l1g|m4#tLL zn(LP3P|A(@geO_3m4aaVcwrIPt-i^8p3Z;KqE&WCQ#Cmi-wNh=If%C+*JL z5QM<&h3X*stQUz%1Ht7h$LQB% z`1Bnkj!zJh%g^Lp!*W>6S&Wl;cs+)`BR2}hmSd(p?<97?kuR-H;5akmko57ll~yhO|h?scbhm-k6v71?*76%%NR}-n*P>-7Rw9%*JJY6`Y(A z4D&W|HV<#O#Sl-}<#_O-EkdSTB}weP={M=;;AnOkEKwijOU=%f*mc4!S0L=18-hAn?OwC@N2lnc3M7c4y^{iI!z|aUhCl8dHy9~wYXr|wx$^6U z_zhRZ_g%MMA0N8A@0MVp=(B9Tw#5Ff5s)gDZSP8ZEiO}x+-@C=<#f{NPddKm@!F;K zS)&W^A>_e|I_VSCQC0lIj@oKphhu>5gVj$W-b>vz7hE3aqo3(MxamIoJpcK#h6gu2 zXNxzrZ`ik2hdVszG7F}ATHh*=jY)nab}m3?=6QK}K>dt&{MY9(Zprq(TSCf5K2Tl& zRi2+aDKFnd23ngBy=kCetG|MWuSRs&mY1(a^qlp-*kJZxDdUUc*zx+|+k4^Sfx+hf z!93n5u&e~n8>XGMn0QxFA+gItt%rL(zPl-U!=5YEEm>ZV2$Nl0HNWYY=7l&rQrvUe zI9xZDL4fe((BU2d$7LimV3L~iDd%b6oxnYUp!$QE1S2Z-_e*y)W?a9z2NN>FAuSML zd>hTZwitbk6OXDJ(jxpb?gNCRHsxnEziM7n90hIT1IxE$R??|FOdcnO-XIw0vLV>m zJDjQ8Cky^5WU^f<1irzG2m=wntJ*tcq>?C9UMklx zL2|($g#+M6#a7I>&ipRb^PAM^GU3l%Y1^XS9z);ICm&*v?|1KN2z5c9ijyCFy2dEj zhSW{lR*z6P&4FaA?QWv(n4}Z%6KkJb0kaCcMkS)DgJ>bBfrx8K0&sqkS+5_dTImc8 zQ%NxZGpCtt^cJRe-=l2(X)B%hv|w?&ZWACJ2YQciya0A9sMQ zxMI&`7AhC<@*Xg9OA*p$YJ$+Sg<~z@Xc<(AFzsN1@UTi$z1yVR6iQgso^NaoAsP?X z49=gTWmHM#1yNB7$p-2W0+?3TI$X-B3NAx+I&o(Zf_H3i9|n_9^UZ1;2o714fFJ?E z`4sK>j(srNVjf)3%8Mhz;{t4WLbGy08*+?=-3Nfdc;dxD7 zELbmt1#YQ3MV!`7qD4fmqBa$uCP)xi-(*P3Nv3)qmoxU^uJSmYLko=qF|;n}`pOOd z{&Cb{~~fpTN5V; zCV~wZi^nA$c)Paz==&!;*d}b*$PC~*Wzd9!+Oi7AxQfdP4T#rN7zck*3TyuwGD(nh; zBbs*gB2OCR`;MvAuF}@{*6~x?^n-oZUzP8#^yt+KmyE6%H)^969q(-uKf>}y*hepn zIhJ44yS)Ckd8r|^bL=}gGP=*7Km2*=Yuo&jPifLwE*&xdW25QS5w3gtjbk34)`wc= zDC<8KPHjwR%>%OQoK+%IE@3u{4}GSFU&VfFm<@X9TZ!Ix8nfTeNmt?Q0A6%ayeD4l zBCpmhOpMKH&AX0WX>=U@91^T%^VITBiuR{jb_6f7V&*`%Rpak&>k0LL>$U>_^jm)+ z5;mCs@LT_X0SO|=t6}c7-XIFWh9o>^i`05m>f`A})Tm63eQh1Bz;jJ5hYrLgET3XN zcII|H&wEMDE7ECp)0=C23YowcKwK*-d}_V(0Fp4z)_zRNg{%}%g?Fq+f`Eh*0oDhA z1n*gzly|aK>%MctwVuOGS-q7DyJ10k^$U;l*I4j1HLv<21N$gp7p_*UH@@^NcV)$8UT+5i(Y95arF?=hl8bvXfXFT;B+!#UqFe>{&P71 zgeTiHwZpNlJ;Xc!p0IrYCqJ$mAI*t4TGYx_M4WBAcy(mOw-nt9V{N_%&4277^0^!dE_T-G0s=b5kwfEKvcW?4%2D~xA6*}%fZ88YBEk9 zjKeu;>E8MfBF?blK-po5Op)24nO^3-v0{+fw2BAX$naRSN}N{7Z?^d~{j$q)tYG|t zJz>rUguBIAtDvX-=x{l4j3we>pfg;`d;DPWh_|Tu*6c{j^|~mrNGu5LW(^S{ttbqI z@G+vq53exK6G`UF5?*bAkd{81Vk}AwDRw^;2OEP;X%csc_yNeO5K;_4w(LQJG2|3f zX2A8)NFNY6$s-CSs;wdZxq`o>nK^ovyex@um7YSDOtLCi$lP=oIHk@E~W<(|p`e zff4I;rY7|e^?!#6+&QK+&Ssh$(~2kR{tm17AoIbuldLv{;!}m+VxDga@*)C{Z+g(5 zhohB1Zy1~g9Y~u78#3nR>*!<~f_%pW6X^P)<_VzJe6k{=rxmQ`h7Z9L&dwV(Td^VP zZ?+f^b(%wDA=9xXk9M&c>f+h@jGrK_0^m&{vie}`Es}wE5UU?p9joL5i?d)WD7O9` zRzT8Lc${*U4`9nLPDe3_njqQix=GddLqFU@U_nNun54=0z_Ce zHHDv()eXr*Z!l{v8z6;ocVz&T?+Mo1@9J#o!@G_De5}aJHX?9PTH?R!c@8-ToyJ_({@`BL% z`qv9y`|Onyw1b$G*@gX60+p=0al2smnw2;*Gf8kts>2LltO87g$F8O-76ESG`-PY& zT(eTW=U-%-o8AbbfU9eYv-THCo z2IOk`+=Z-_Jnkan&+;{o<}O!9KGiE+upfJUGzUaqa4#}`mKy5Zm6Z2CwVvRv(Ph{%E-5V=t8D)A9!t>w>~6{3vWHmCy!?I$gp`Z@ zg!!u&1(g(v@qokGxW{pZfhrhKSTGvjRCjZb^mYRBx%u^0?&Fj!k2rJlMjRnG`|{&a zOGlR95dyeaSdx54Zn6yJ+o4J%jVhiL8u*s<)|^!{-u;FjL;LK}-w*=5dDIxd398tE z;66HAfWSDjl+8Gw{XkbL%8PH-?kp(YgoM6|gSM)jfP>%(8z%ZxHzc(Vh4MS>ArOwS zFhK}hRmk`KU5EtYC441FDk&VDPFHlee}g?#%-z}b+O3zW>@ISob5_N^YRn+GXoqD+ z0vOM(yE^t(W(?*)@w<0SZ+OAp1_D^HT|h|!h;}ejcY+M7Bz; z_ler8g(=7xy4};l-7&!@0H8qIhuI-S4U9AAGe4#>c$88ng4w#)i|b*jXst>VExy^J zgRIs`zI&5MdVAlin_`fl zQyZH`U_-l9Y! zzDQxai@IV62r=wl2^V@3zCA;#gGPJ-(Fp-RL(||LpWc`NQ*-t*s=mhA!HMLaNLt@) zk|OY7iQbQ0V*&)X8G-dz5R$_@iPmib2Gy@u`C1R%WHFskSC|a6Cp@&V=mP7AetEST zBe51E(K^+%mLW{&Ww^_Vw&^%}W>OYJ7&tLE68R}D^$@~#iI8|xP&i%fGRkD!6wD>z zn=Rok`cHeZI#6JoSg592I zH`_*a;Dh2oAM{bR5P2|pH-t)2J6vUq#|Xpa_C%gt&HRbHVVz-;yx{}Mwv%_h zTuhRG`t#Hs7ttVVqDnzwvZ!-B+tQIBc_jYwwNitTZ@SqFvGn zFG~?-{xrVOlq^9CCa*v|@dsH>7;^RQ?t3MjJh9C<^{S4SkFL}^ed#a^?){K?ISe4} z*tset{y*B@0;;O5>l;TA5Ge@(siPnzEl7t-DJh_Ir*wC0rTZYDfRuoMN`unf9n#$# zy5Z1#`*5$^_dfc(f5-T~|5#&iSh0U=?zz|8Yp%8DTr=NwUR=OMs%w3aif{eaUi12? zszVXwtUr(4R2oO8Z91q^jddO-G>AGmW)06f5UR;6^ZEF(d}P^Vu~^CPQ9jgCTZf@gh}!ZsMSZz@+3RS zmBi^AZQ8Pt#-KAZ>v)>ilm)6Z+2vNgekp~r(TUsO7}fU70hNV+dYD@CN3+ys0v^o} zp}J~2Z<<#k3j)Ld1W~yF!9ak}1QHkc?n{1aj+v@BWYj^yHv`w)f$(8H+t9QE447YYpxr+v?)QJ_c;;YAW;VH7#7#8L+9Hi>L&kL27 zDxeyAUM;Vf_lCX@ZKDgf0gm&wO{MFe+VE}lm-W#P&Ga$YYtXh;YH!dCwR1Y4C=nF| z+necrAg^H|%8dkGnrR2F)jS00?6_GHwk;j%m&G~Dxr$z)B7oNV)3%6IVp;_1d z;5S@jTa!azbyJcj;H7#!s)cSK+EAxLjn$}JdG>RPS~h^u=;2DqhiB_L4A4CG11pLk z?qIg`d|%1o<}9=6yM|6Q#e#{*%C%dW+D!QBO@`}wq_VjT2mQb4ChaP=ETsPp~eyW#|vbdi2mm~AQ@F4>0Ru0ySQtC$w;dboaU3oiz&=t+T+cTD{Cm|fQ( zEik0_R{RXgZPy0#VvdIz@mFtHEZ6CV>fdHiX}V=LgPrCaP0mkrqIv}_FET>8LDX!D zCe7*f8vm`aII2J{qE=yU-}y{K0VVbp0ke5F2UJMMKi&N7B_cawl>s!f|F~M(B4^Vc zzyUz@59%moKFHc6tu4G$r;pXLNij=kiO)ZzfwwKh^HUl*gLjD)bKwBK8C zG}%62;Ew&S-hNHVn!L^nS7?B7V?mHYpA@=%O}2ocI2G+US12gv6#rpay_%Q}V;i^6 zySO@D=II;RI`~CaXz&LeM9$Go!!?7>%m;uI3*qJs>=~=~+b%LQ9E#S=MAo-Si{Hl< zhtLalA-e^vx%s3!aTbH}Xt~Bjv@L->eLZyg+Iw5x44%Y2_0E3vu6sqcI9l2aS_^EI ztumFkZj?}WmHIbijdH;}ZxwjF9;!E|s<(()=+kj{=%$a=p7PgIwQt_*+H|v06Fdg2 zktKO`I|W@=Ft-jl{QxdhWt)d+LOpy@)&0c6m76q zioF?%eWk~0$;a9_wB~dujL@`TCEB)sbSnq?p>!VkMe5BAJl<5?fG@ss=Thc^+kh>P zlC40*Sf_y7n=H4Ori1%@hhkQ)6vz4g$UMO*#I}^_HmIh>VUi``A!E&1V=aX1u)7pG zzO>H1FfZBp0tlKFt0eb_S)Q0%aUH76hMpP4p|Qj5<6});X0vh$Q^pP`j=S2BeIqtM zn|n?9!3xSPJejk2K=u>~r!|J76-%$%TR-PGa<_Pxrz~6-v}?bEZA6~~yCW)>su+5RyL@-gS_SfD6T)UK!SY4TY*5xD zAv3*CBfnA}-s&PLaA$>OFE_KPFC|}4VVdY=+z-=bmC?P}qqIy|Uy*@(dL_e(z#cMB z9i$f)b`-D*>^wbH-!EBRzP+98R_S$mz>GcR$`id|gf3Ly1D;=A{x;$eU2&5=u0u_w z4Mn}(HG0Zjy#cKxbQ%&kqY*pbG~AwE65C}BscP^#!5%#jpqR&T_RQJh09u*PD2vO` zCL0CIgHI2^vxDzr&!cf8W*tlI+d_@>5Ews7(y@n&T2*Egk%-My3;9 zM=K)uc24xd*4|O!V zs;2Hu)El30WE`k;&XcRxmz4x-=_6OQe?Pg;wZ&#Jt01*S>Xra>AfND6)&u%{=P@~( zT7Yxlc}>Ad&Qt>UzK6+|a80&6Im6AFOSHOv9!YfoBdc5CegiS!5o%eAYcZKmc zJK>MokyP*SD^7s2w$K*Gcd-%>Y#d4+qMTu=9m3sWCSh!67+UjHc@aXhq$dWOq|R=9 z$J;i9TLNUw89c#|IXca@XvnmPN1VbTK;JpVlsV1MJg1@F>RJ+xllvCOmI^YjDA*G3 z_MYj42EH@OU%#<^9jL|x+9OWTyEb9`kg?H-LpQYJEe*12xDD%M7oLZI3Qy>)GZpO) ze&&=BcWhDqdyL{}IBU&uaUhNjIhPeX#E3m{!9uXf{e%!_o6l?(?i49Bhh7OZ_MXs} z9Ry9;3LJ3mPaCXuITl1KSgWLe5E0=uC&rJhT7V{T>SZyVo+jdpuOYXNcW5~jCGEX!x zEsKX%J%R$pSZ9j34=DXYWk0dx?{jHAOxpM{c`~(5RYtmK@v-d9I%?^E`)9Hj^^CNH zF(Uv83G*U8&C}S6&*`k-=X3yB=F_D%iF0{05aN3}c1tbRj}! zS^(FB}t zqT>ern9Wjt!eMz8T(+WjBhrny-+#G0n*why!SS;%-JajF`9fj|g?tkUbiXrxoUh=x zUBPIdrQT>}r&a3JXT7EbR)x@*{f#erhBH;M15{}Sgb97E>Nw}IpM~5t1$2)lj~mzc z_W-MNv-1|%Nv@;LdF^4v4s1WMVsqE_EJF79xMIfx3>_{|Ww7s@u2Pu%KGJ0r7;V^a zIiEajqk=fu!QxlW4`Y>N&bFhfzK$BsX&9!A?m6sH=QL#}QJg7}EbGs!KJnvdrbwu! zVNQVp-V6t{Lr-?d`=T;u%Gj#mQ;E~AfHl^n9}o(>F+Y(!VQ>@5o<-Zt*}B*Ic7$_| z;E=%CtNgK`w4n6FJtTFzI1xfp9&sn!hg5UWu%c$QIcT_$ z#2N9S-W)VSNCvwlX~@@G{IsMkF_-SpJM7^?r>ttEn|w2gEi9c;LXcWNq{Ma!gw$FDAc%8g@?0>Y=jP;l+by2BCQ@uoKb!}W=Q3ppgP-dK z^1KH+SyUq3T4*uEKC?BDNy2!7!fgdrSf7N@FDUamGD$eN=WBbDD75FR+pc8&uFE`kR zvjsgZS|=3cy)sW?9-VU|)iLo$ZGYUx&uldW?Cp8gcnq)tLh3FTeF!oECR;7>LmD7j z*O!M-S$EzIWG~O(NW>|P*A&`Wo32V`#vKz-9xz2i{&#)(&{LLrO?Jx!Ej;N=K~g&1NFS+JI@xm|NdE3>48Vx&A}W zB{en4b11)|hD9~9eDOE%u^{~Jukg-2$#co#`)rSDZc+uy>3Px{M(e$yR_wF{pLyE_ z^}xTmQv{N~_8WXY5P$1e{4Y!rc3!JG`0i#pugwWowf!}MbN$##&z(d}w~_G4bOWi{ zt%7-Ea;xdzbJyK~b#8#qzv%IPZh&ARYc=N$2iAIkS!}3|`1rH+YjkY323$k#MlxFE zDFVqj9Uog592_8ncU*@=AZoGLJ+|}3oqGztNlj()xGg<{wcjnfX z>`(`VN0I2`#4hS#Ae*IVqY1C-dJ6>SK}pb}r*0~c>G6j#Wg&n`}*o6S5p zD)wYjZ$KK%4OyWp4j><^y;+nO#78{Myl;i0XIHiO{*$aj)j_yO1di2fzvwAyvKa%Z zts9}6_YIw}nw-dO%irLa2cS&U(oZzvZA@Wq=mI`)t5A46_+l(C6|tDI-rc;$X?@#W zy@oJb_qFLzqdmb`J+_68|L9Nyd9W3cYq1~Ox*mijxe=Lc>Mo5Fx}Vc+g>p}-^1$1g zb!?hVWR_FcEOp-$Sp^p5)$?)Jl_^gP#Lc?Hx)>!q3V(+W{6Ffzl#n`y=`E=fnE?MA zX>~D(Qmzkp1`$c2H8~1bo|hW&45x!N8r4_>#kx-L@laFH=Pe{OCx3KJp!Tk2BSFs8 z^&DN_L95_FwkA^Unpov2rnnh%#x3m5O=d+W9GKJOlHmJrNy#}>3UM4+ZTzSna78|S zAGO%mTwT0IdUcA>w>U&&tme97o}Vl6tl<6@r3rua6$)L?C@cRcwgv|7+KlMwhh($% z?OUian>2(@80k)=lI33PKzY!ui8`JM$Fs5IIoSUX9bDqqCeIQ5iVyr>-@(rgDlOPH zyjlM25tyBtYl(bGUk!o-Rp*UC@CAWGqGh6ucehW-wKBPaN=`=Iy>JmyGG!IJA1-FNHBzV<$$52bp`fnNa5y`r>smK?73E>}J6Wu>%bwjJ9^ z)~;4x=T1)EwDuicShOXeH~B)pm0!(aY_&vgLoUkMgR`BzG*9=dfl2=h_e9>oQ+rL$ zevX%2aN|MSl`|Kh3e{jF{Xs9Msq8#A`&!ADFR^-~_z~i}(2#duMoK5$5*;!>LU zebVIbvtdgGd~tC*NOKU#SszTh`ZWPRW?PzGfo;u21N7%-*9-r#aa;P?Qs#zUQ@wsc z&K&cgyZD-dp!=S(MrurkvesnAx@5dP5D(=aDbmz~8K*=864Eh+6;K=ZbhjfE1+Mf2 zqrth|s9lDXC3fhP*YWW2z--!i%?B6tXa&>8Rgw|ZSo6f&8L)x1qx?i+<&1dy^BywS z$L+M5|lZ+0i97s8$8MgUpcNCv{a(a<$m*Dil)wIubrVe*ken8iw)!PU93c0hV5mQ2V}5pmj_Nlzd!EEZAvg8RJhBua$Y}hpDJJOAI z-q}%Wwbw{X-lYH_w)nHz7Gh)4=gVISl}ZL(F_Sr|o|=6WeXTbdR7hD8snW{wO=Go- z;A)ZnO{Uvq_M~>Gv$hx!7A|NXUJv1%%MT70X{mOSM=!2U9Bt+sxt~hED5KS|@G^F7 z+RJXS-6~~Pf)u1QLWk9knnPJ}*m2mjj4CBqdNFqS*HXuUT@Ha~e6KR@-?*nOC?ng$ z{^FGo`KPGGTP`8kJ*1694{F^aoFfl8cZhemckb;F*fx`?YCUcI>?qpdaz`b@dE_&X zoDqK*cm6rAa0rOM>gJ;xincwUZIj>ghlTg^vwZvdULee-*{t6W4EB)5 zd_C*yEu2qy4*<12xkp%8U!XpU{h~PfZ2E=E@`!xflZ@p+w0yh=YJ1NRd0DXjC64|> zu)g3miK;?TS7292Jd!A&jbjc`zEeU*KD5}kv8R26aZj}vrq*{}(y~sPec~>R%rSP& zb)sA2MeO#W&*=H%aP6iC19-NV=O>SHD#vK2WZks+1)jvb@{l1-vRx!Y$cR(@GOePoP?{ zC2cwzJfcOu-v~y1MYchFxIsO=7@vqUKan-IF30E3^Lqir(WQSKFZn+QDGM^vDPoYu z_i4O(Ax?m{SrscL{PBZg4Nj)I=m^aXUrN!;5BThGi~H|Cn1p<&uV8~1nhuz?tAY;t zVT9g7>Lk|E3Y^=7^ z==-uBqnlj+9{-tYN}zoPV)3xKkBMS=g}ieQN@$b%R@Z`2s~KxvvP8a;6)8d0Ps$KS zw$n<0^!8b^d-ih447Dob56-8bOJ2KNRqS9Kdp)u>v2`+(yk9sm{W=Qs2elX6Iim67 z%9JvWtX2TmYZcj3zYl`EK#B)2TfW|ig>%l|`+&!pGwV0^)hmc7e!Z8&2pU(KBam?H!dY0v%Lec#yb2z~7YX8>&ZZQ*4 zM(0PV$_4m1XkTCAZ%N8C%;4fIJ_Q@hzA@<+iM#Wi^1Z-E8!#`93|`M#@V=(`DJXWXsC4797jjkD^`M4sG7Ya%Y%y$a{0XuVpLOSMeBO9zu7nw2_-{iLcN zmuZ~Vunv<;2TONjzb`47!~-R#D72NDT-z?9r>JsC>HPe8RgTV8QxI*szl(XDB;M?=L})A`2UmbBMNuTPUDAY<&@ zdmWQqJ*Klk!^%}sX`++e#0nrSIC>uX?93xAT!lf%+h1H|zg>6oh}GymYkILDd9~Yo zv5fXXVrSfxM_(=36rg!cDrW6&G_!-}u}n4}QiMILTFC;&nEvqI7}fgPSP^%0$k=Ex zmrC@*vB~L)Yti$o4?I=c_dGfHqN{7$siS@3dYw;P)9jC9UB|1?*Kf;!BIbD^c$*i3 z$Bqy@9lcAz!~54Bml>erY+!@f=MuY$w26?owMc1Gd^rN&Nf{}0Yn?3SQY+kh5^5rS z16`a8_hP;of8ac|c=sf@P&8>v?P)^;%D7S#E>SA;Sb&huCQEU5sw4{0I6=LS(?Tbo zbeQMil?1B=p04(elDg^=&rXQ{^<>fdYfnE410=ZIdF!J^z}J;`@6f)t&bq=GR{BHw z{kk8rad+Bl%)c5(7a#N(yr2EBF6EZ0jpB9DELURdWV5_?MXvv+x`f`z-Fe ze0NS{22Voh-Wp}zfVdpi5zHjROBPUCV!@T)>Zmo%Os^dX0*FCWf zN@%#i9NUA(6tqCZ+_U_s-N{G7GH=sc*ymKX$#@=Nhr?Ph=0vygoMXzLV85-?4=k5R zdxmaocK5c6Z$hfk5|2yh`VS44goJcxxAYr`Jy2IHRDB#g-m73itEn{Qd~aqe0^kB2YI-SYXsG=&%Re((Fh0r@O z{f%3yirlI>J_&%zqe_dgjo~L}Q&`2L6k}X!Rtl&VDl7hv*P{%DZ50&ISknDu_cIoV zI*2}ue(2)ZyV<<_IO6cj;p1NKvJ;~+ttlL*>sg3l7;`ZUcQ1w^;=pobz4^;wNci_K z{2%ZCzs?2+hoZ_=q}_|5*e5BAFGt+C<@W`lp!5?HGLm?qUT5e0U^$7pjD%vK;+QtcAI(r0- z(Y1bRk!w9q@Xj}jGq{?-2El@6)7(TNor?UNPXBegW?7Kku1Y#l!iG-wk?^+^bK zWaxa}o9xdN>*(8vU_N1E@h=w*K@xZDR1I2`&@s^AN!XKpSL~eQq|)=5x%(3#r#8;> zJxLbJb*G*0X{P5d6kuJ@uJDx=meUg6ADJ=&851te4OYG-fYp1(E#j&$;m!fB{}0v(T7)gsj;sM`@DXdW*1h5HGJv` zKX-pjMCXe4!tL>%|A<7t(17bEOX_?q07QIAt*slB*l37M99^b6zd41JyqqIXmG6#W zz<~KM5odJxV3ju~ZF;QuM*13lTt$_RWpJIx;C0tE^wkpa+|eTKCN&-Rmg=MDXe%|C znM-(?oO=^+vIVGg^aeg_;{8EGZB4j#;~TrX<*fk2DcTtl@|FA{@C14V#OS;VX#Vq- zH1xO}p8tMJT38y}UVIE7x`L#66?{qBYHJ7TYCC9a+h|W&X=^{%*1q=Sj<%up%+1!P zGVKAf^z9)mEiC?BZC#8q21sA0wY9G<>*#A=%^xO?er=+4RYm;~;qx4KWaR4)bGcbr z+YP3!hL2pwMxM*-{HucV``qpf{{Ht;Fx z93P8F8sqiAlh>zc#2AZ)(L>1Bk)L7Hprn%%6Wi2a6Nqt#y?OH;Z|+eTOMv}#?r)FM zW(qLxZM+_@y0aw&5!f1qR5%BAi!(NYsB`LnClPZZ{prT zM~bbJ0DTaVpCed>QF6g4MEoygqn=An;s0ws`TN*?P>Au7kxDQS^GUyeS%f%o^%kv+ za29LijZY8kxNknWoBVPK?fIP!{88^s@~hKS*G@>90+=2HbTy*gOZVPeyezBPl~^@f zO;`L%XNq=Hax!nNFBMNRL$LC=Eb01}_FF_69&q^ak!G8O-F;I?^GAup!pN8U5tu{J zkjM1z28&`t+V*@*m6pdd5(m}Vvfibt>2keGeet1SRH9Imin{DjNeyeXb%K9Am5bs_ z=Anx3OMNr@Ho*RYU4eCht-D=Xe|f1}McKA!!KkX$n#^G8xQ5ZN{U{UHOLKJxs{KCm z!Wu$nVg0F`;*P}$SEygp#D~ek4d_NCMU^eg!qQwxZ0#+Md1F%inS{q`P9p##VR;p! z=|^fsRT+fMHA^@aNHuhPjnj^=5(=5ZKDjAW3*EvW0|LsdxI6+~tytFU*iJB;Ln(vNfe`e-SWX(RWE!`X3rZl?TL196EclZg=cL{!N{ zi2R=aD-E!DjHn2^I0G1&xaqZMJ}#~~wKiu5g(x(a>Vi0+7$^ zET=5pI7x9psZ#nMQpJssDpN#shQAHli2fy3|Ad!7sA_~iMQec1j6fXxNMF^(#>*q> z?-@xzkl}yFE17OCz`0)NxKq2mO*^5{%5}(Z<6i7F)-IFePZ;u%csG>k$py?gBv7&! z@#s-TMQ&((;Gj=#?{H%Q?qJaO`R6qz9!^YjBq-)L<_~VDRb?K9yfoNP*z-wbJ<5`I zFB2G4H*42YHemz~U(U)Ked*zyEG@PguO-b;{L=1Sq*&_`^0F2!!Mk5u*#}E3&b}$o ztizI%u3$QSH2eD-(+<;kNz!ya$ta@OwyeXwo=KwDum0*Qyj0emPM7!INRli?Xf$?^!(v1)Ztu5OeuB>Tba^Qe#Uat5fnaeHWtv_x z`O(~#|57ocno^hdE?Auq94&*WX2y)}6)v3HGVA$15YJ$aN!ZdC#OSp{r~<q62^NO zhI@Ba))ER-xlbA?yq)>ltu{llFxbh8Q>uKIYBBvv0$Fcyq6_OdoD(f|f>FNkonjKI ztBj_}z)-2kITzB^axrH;LP(bd7>?*~;ez}Z;nD)E3~a!#M;8ksLu90uiwSI?%~bs* zS@o6{O&X>gYvrTd1}_5RK&DD9^A47nXAy!CobGAH3o_xx55oGQ)51!5J^4^@xfCBW zFVZiTaOC=qx9MFs$ zt;RDf+`r5=lCBvPH6`eFGv}+V<1ZZw0GcKnZ@Pd*q1~zWshUwOfYokifp&gmfA#yQ zhbcSunj*ttwkpC%sxhx z$wn8yRLMq&SqO}m3`68$RLQ@crFwCDj1jXRIGa!-ex*e0#Eb!O*5jdcQ9;ahq`2`f zLHt6>WG1j)pAfg>a%yrA`L_0RYU&gffn8P{`Y)FMoSI5*;%ZoZ)AgmW#ZhuahS zv%;C0(xss%@U}}koAz7vV1H)bpEIK*fZIcTIcJiVz*ugn1mu*6ua_@~99cx>@Z`mh zx?AtP0M8qfe|i40Y@x#9U|(pmJIKsg!Q$9=-{t(JB@W@d*GY#~t*kG8Hnc8JXA1Q7D8;jOQ~KMWu`=#S~g>I68M$@mRVl zou7X`|3SNnHlQu=2nh+e9)u8Ew#OG@d$DI|LwhNuetN9PiJ6Q+b=UgFt>TwHY5Z8yEkbabtX|menjpKe4QaZ0xUo$y@6yWd zT4g$4RR2@pX>*$nY#w*q$wy50jn2bWOfy5Txmz;_aT|rk0Uu500%Sa3vFRHn@}FKY zF8jvzS;#3>rK=|Q;q={FhmJaAXk=Mpg_653G;bNnk`D_;l;o|Mtn3a9;}b>leNS~* za~X;+Z|kT^b10EK1D!6%+sAdQqp0mj(tW& zq47NK7RRfHdZTJ!=(s9DXH`p_LOaXe_-_=oi;Z-sjROv=vdc^H$O!tqLKj3L2b(=XtH; zXL1516o5b5#A~5i$gJ#U`T_e1kHZ$xfn+%@d|LW|VGNp|vW3qB>YiMSSS}G0pKyMl zEeY@5Ju(Cn;Sph}IDD~gSLa9(Oq^hH024NtWWdCH#LSz7zlHzIVSlvS(KT|6>Dyz{ z@}`tIiX^O&sR{~e_zm-J0Ci)Bu0-~g7pGH|c+2S%(r-0r{1Oy5M?PW+F3N3x>_#=u z-H`i1gvigyZHIyRO&w^spAY9NFQ`)_KP8Ci)|WCThrraMpoXHGccVh!bk6Ds$oiBy zfA9*{J-TNPnWB?xt}+eOq)+ayF`$nOQlT%VzET68ZiE#3|aI^u8F>>~^35&a1py zlGv#N3hFMgZ;iw#_)=`bUZ9;#a>ET%GfyJ{iO$~?!}tM-PSIbRk5W*N;%2dl)qqAh z-P)Jn&d~6k-xS+|ef|cd%Qcc8(nF$0fUv#6LKx)`GGykVV+%<5{sRJBf}=pgG5#sP zEEa`^2mPiPgMykxc1^sAN`!?#pWQF>xaJ2)^Np;_-qJJxh!cryZd1jT-=sbd+bWlB%O>?a(=A ziHZ-2g^&m51$hcc`g?BCAkd5^^dWO@jlm`sG@J_*e)GPe8saj#p}K3w z(KATwWXUzS3&5{ra|uXHnEii{eM$A?Hl1_EA5%S=GPm|`s)7GbHY>kk%jZ9a2Hz|3 z|AzkW$eS9_a7VQZh5)~CW{{hud z{`GjLpwQe95Qfe`b%b`gicIE zE0gxU{Wi{4jVkB9X=GT+WFB=V!j`9WQaH~)_N5);oTRz7lsc!%ldd~fvf0lTSrBuL zwZ&t>`$GD#0C=+V>_^gdcu`(gNWUPQkAEtAOK*X3EV@{S&9*dgy?O}Caok9_q{LxX zo(evXIxDv3Yu}`(QGC~e*wpx3^IGK&mT`yBoc*RTU^P2_glU&JNv%z`HVFcKHv(;i)0 zEy>WD#;#J=_}WK(zD-+Vvmu_iIt=ee%PC$+gd|R$Py1C_!YsPpt$Swd=daPg8i3JC zCK?j}-!N9-M-tTujl-7O=dEKWo--uZ#fisdEl@BB-Rw(*TA~?JRjoCXlMAhCoSf1u zM}<#YS_`#`&C=$JTK1qVBJXlmNJBvVWDt>hz|=d~i|q1f5|N&QNd!z%V0r>32{4IG ziqYCp0v?nthU31K;QQ18p+b;TP&-}+RfvsUx)KG13K1pVqJhv#$^<0V2|+Dn0-T1S z2rWbt8t#hFLO`KRLgWRZ;m6)!9u8_cEC{WnI%Vz(0@90u8VA&LP$A%}@+k;;kSpF& zhkz8Op!Ne0mwXX__SLwC0E-Ze2uHC`$CLRpBRC_s?VpCCz@hxHf%o9EcuUF$La83@ zH-sxwxX^H_%ZwZ}{GS?x7G$i-D(Z!zn(5WVFA;i~p@N3L{fXu@mNHkIh64PJT`b-* zdkKe6K`s00Cju?Mgv>t~0SOtCpEc=V%_TOd)5w_qtcekSM)>zEZ1qv!w-dAjW>Qqv z!*~0U0&YhBrMDQqLYVsk-;{Miq&E@j5v8hLuqSBln^Z%F!Pukg^N_QKor2ovH^rcm zV?_09YlK=A`YMF&1`TM`iwau%iUi#n7`leguV|7VHqs$%gGmrJ$$!x@kOFR=0RNMi z3tFsJXa@XO(URl4n#hlj&+~O?8u3VSfcJT|%4I)9<1EXA84|8z;j%;7?7ScbaI+lXk z@_(Zm_!rrhAldzYLNl)a7xJnM&xF-fo(Vn#uV9YXf@K>EI9`rr}X()-f-K(C+jF~?V@p`f>ZKT?30!d=s4Y&70v;6an;;JY&n(EvF=OWC0u|xHkm(Aka%8hZ6 z5jpR?{_G<2$dL`-SYJKnfwhC2)AzH$m`j=Y{&!nrzvG@zhYIpF8cZR_JQYh<_Q_%u zQ&;wp??FYfRcAZ5Xwk*?%7w|Gm;R*+1DXs1e@7ihm}LE>zx?F{rHhPI^w(Y} z@KnQq7;V#N5E32np(FZQ2=efdKA^teWF-Z2RqzdYj3;dNR5IO)d~{tpXI54Iz9Q#< z1Cv^>N=(6m$Ezaa`ZSYY(5OqL_;Kr3N$= zD4@A;$liitpNkgQb?mPBbj*CCr}`o!S&BRS&8quWI9@j9;6TpsG-&&Egq-xKW8%Yj zQfc*>ONK+$t?fZ&YSB`_G^?{jW-^Ydg|cm7TzJkxa7);w2LIN|_Bk=1{7`@Y+FU8E zQhIEkRqSm`*-w)+csp0&6;c^yTx{Pnkx}jAu}F1udqkxoe2$oq)yi}Gea%xh*NEM? zu20(H+Om2cg`rGBYpGDhPIBucXE%{aJ^VNHc_rn5NNK&zMWhpe`#N;KhM9;>BjR%z z)ut2AYThE_$-NswSan^PtNlSAJ9dwjI8MeS`Hac-Up^;IXii$Q!`_ejfqNjzX`ak> zV8BNHnwI@lSZDPc{t;x^5`UhT9WHnYnzB^8g8T|H;?pWYg*__V#qna(&k3=5V>cOu zk99a=EIxURNT)CH11BSr8Lw#LKUzC=9-=Sq@hCmUQHY)Js^j?nehBg+v!wmtFZJ8+-k72$VvFL;%}x_v zx_64NsVS?Kgv%?oQO98Vibvq7_)?BlUouM%r%OU-ZH8>`+AbhXl3FzVow4+tFZcly zUlWKUQ58R4f_KZLb#;gAiY})!eT&8JHFojqtRv0%95r*r%;H6!hnK^T$Gnd%d$`Hk zK9zj)SL{Z0iB9;$dHQz3Yqrf8o9Uwg$D>gV$iVHl?(5ryHagDu&y4NfbM?eaY7~#n z55#=j8&U`Y(<|o!It9(i?`&G|m-7Wg(`hL zj-;OTD5Nqi)rc!|w5J?KDp>B3Ma(pb1Wp*gPwrT@B`G~U6bw-eal@*xba$~laCt~c zl4FwDy}2y>yy=7C+PB-ZaWZO8&V;Osm^#O?prztQQ-BpJa0Z@r?+)&OV#Xl^^=bM) zpWOXWE(P`9pWMxLoc?xI)WSqc|F^56E2jz5dwJaVKm2$Idgx5TA_xM|<5zDACB*ok z8YaEI^1-0mzyY&@RdaB?^U21H4?x7)o$H&0!ou+uCv{4gA^$o0?Jqcj|LNCiaFCvp{K?j{vMFzEC65aI9l7ko?7TU^= zH{_^cQ%~M#zAHvY3_3lUAY3`IK*zt<406z4kxUz3*i6S8;jb91A(iV#eG65P$p*+ED#XHDVov2cjMk{;EzO!UGZ0FM9Sm23blC zx{S3ib!T3!51bF|)i?~bXtQW9;03 zyM?T^2-nF*W}2Zo0)*!zNcex!4JSi*PW~y~#~|I72)cnkA{^N-9K!K$!v8zndqpoF zy!um~0LQ{0_J1(tzhj@i6>fo&%pt`R>tawLTt4+yb-}Ib3zyI7o3>;+Z}h-L8$Dt* zs93yNx$t~j_1CA5@cUyY(+#C!vvBl04np@3A5;sL)q&!2$pzZ{KQW1g5Q%&PLRC|4t4zUj& zt&O9wngTRlG32f%6IY%B*QQp1h&Asm=5kOJ%P0QyVGd5pJVSW;;bQ(Zfqj6xb>6I-*HWB`EGFyb5o1E{R&|pqP4CQ_ph#fjVjLoI4(SLx`+i6S37va@V&-&)y=Ne#y8=61v4pa^Z8SQ0~KC9zs1) z!!yxvV`KX2hARLLhl2mO1K|Ju7XG<|!73)|sQ1lS{GL}R8fcjH{27L7^@yjf&1Uc4 zu+T>1Vryhto#CV@_7WItAb{sWVREwo3fYus`z9Xt)`JBn6mjrKQScCq@=#QSSLY0Y znNay4@km{nYmMV3j z*Ey?GkOOVdZuFivF-}!ezy&Yen9{2G%aUeh*NT%2UzeSu(2?#xyeSVtdORE*sSL*)Cb#_f6Yx0N5 zskGYu-C_GJrO=kWr?;=TrIvI$8#t{2YJ3x7s`LNpxy1CwGROn zdv^zIDb@BpEX>WaOaY-0T{Eo;CD7Y2=yR#8K=?{t>D42XH8T3Fq^!Qeke6-(Lq!w? z^9%i^%Uj+hZ_OD-JF^Nkx~z9r4_d<5gsb*y$U34Az8|kFyDuM?X0FB^c@(NwHM)d$ z7uu@30_|a@E0slx7RSrsMXRO-qvAkbqw-4rq5h&kQr7mNx{inxz$0Zc5c4Libwqwy9D{eqf9Vbq< z7d|)ln?LFzkDFMu=nS+wX-p{ zLRdA@qa%d?<_L@7Se&qzFUgyLavuY|=UjPW7<)HfRBIPRlU!*mfyWix$({F9PWG6dUTTkbf&eCeKZvDw9oW3v#lKU-5gmWsr}VrGGRU6czE;_R3>db zs*bCdHu$TZBVepmJ3N!e6BVwLaJUET%$Z2Ejq3-XEh@Z`dUw$>4ONsQ0d*RpO8$;S zj9F!0+fdJGs=21K3gfJ8Tt?hq(3p7dP2 zBKx`0@e=`-74?IjdoNbVv`&|S9EC&QWW{?*2eI4c4cf2aNTV1`17GwYXR<4i1t&+E zxJ)>cWw^9ejv~VATa$dXLFZ?$r~GAj?s(6>pS0Ub-JS);mqXL3xO~1GBz~qjY0Zgn zu+L`jIy545Qqj2ycD)E>aa?l^Ra6@GQJ9ds??7v=vh&c7=*M1J=&|vGHIm9A$SzvT z>!JQkWX|zt9aIBhJn}SU?#M9~;)UOX+UG;t6K#J0SE^#e1g|l-(!0hq2g`lhTI)e0 zUz(nRlNoS#b;mw(yRxgBoJqQ+-{Gf(c#0G{n0 z*(2HJIzNIXOTHiCxU&Jf6!p*RkvGrMr?NhFDYOjU^M`*TSLQ5S5c23){}?|hvM(Od ztQi?rk@B`(>1|X^b3jg%QL8@5+o+6NOKY3Qxm2gvH(`RM6mQh^p?CN1rcoB&VO25m z!!71~?)(=i$9I73yd3E2E&umd9*n+?aU-SWSJbcxi`(nzl;-6?{ENOvRM4UbC0!lHhjH#fxz~5 z*6nu5L&_3-JLzLY4|?mJMN9GBOq;8{(N!AV?k9)UDYnyL6-ZXoIOcfKmiKxxp zlr5#DPJmCk*`iUFgAkei-rfhnjjQp&Ki z)Ntj2?%uYBIf01E;b5V;_*9rHc=5X~{S(vGo{$_x8cUo~!V}oyGZhO!4>wdZ*+a_cu(= zG{R9|VlEVD$7$VS48nvGqo;=WGYly@)>l~e+!DKQEh0#duQC}>iyubQ`kO*3qK^BYuzD^14{q#-qkIMy<`stT-C0fT7B?+I?a6GZ)v4s;#i+gX@eC95&R($f( z(yVu#IF-`8>S#gUhtw9Z-%4r#e&~%b0m+TeqRG!zsY+bWS|XOToBjI1aEuu8Ze4LY zJH+>Kdb(azzb+3N;n|se_H2HWn(k~5e{Gi3=$8?5v^Vhvj z+_*Eto!qHZectTO#2xPc5I-%nnBifKmL{Jw9gpK7Y2k<{2w^El2wJh0`$ z-B%lk6C&i?(;n%Z5ISZP1GrKPzbcrtd9zf^V zt|}1_@72jcZMOfZ`z2ZBWR}K%Fdl1`>+M?W!tp#1x!)sxwU7jCGF9+yNiY#;?NnUs z`P6G{dXkJn?-!Gt%zL(7+6k)ahaS(a`0w>8qKn-XX;+FwV!u+Km94!1Qrq}Np9&-- z7Lt&{Pf{`gy~I-S8vK>g1yAQI!iLearL-j6w+IC`Awzf>w^dCa@l~)=Zx`F%aCX^6 zJmT;w7WGocbe65}NxL6&PS?5V`m7Vi_H3IJdvDq2h0Bs|BgbR>HgOQuqsmgk=ky%A zt@jTHUam;E-4(h`9fmK1k%{`3OW z5<&UruJ`+Lpua?5{}O#kW84V0zX2elFCBw04GrR%8E3ngW-NbI%&#kVvvhQHPbLdo zqs6nLeJ(0*TcVS^v9x|l`^6C7azJ_?RZaI6zck^Uy}V3%e6b)ELXsiGhr0zVbU~@v zjvI9&)t;LV`bAx1bIaW}90A+3vaRoDn__3lyo+*1Zi5}uJGE;vHE{RWt~kK-gL7%O zs;8q(#s(wgcvqf*kME>l|Co>jeRhgkpF7B#t%b z^@1IV>Yp5Y%ufbu1!=W==4KvnY*W)vZQPyDGbVM)!H^eL@M23qoBG}~z;!1T+w!KT zuhW;Lpqy7ajiN{~x}Rdj81lY7iMP4^UC zZ6>ezMFXDrfw7L5d9HYruV%}^$j%!-MW~>bdcuQ( zRMha=4I7iHaKcWqu)p-Ku9T~^fMyHsABBlwoQ%Au$7U>>hqn#2#lIwIMx7dM1B@ir z#9!pR;6??5i=(VDbw^*!1@xq=Fd91H`QtY@unze*y?;mY$Voia@9o!P#k;AJwcO%T zXB4N}(lca-L8JIav)fo|f?kcI>SQ^qp(Fy*oIEWi)wyfSbnOO9n_8*xZP`#~MQwOq<4Fb$3Up&z7-1A~|r;b}Z%5 zA=;jNwYw)g2Ww2#1ohA6nwSKe7* z(qRdr(|*cW@|UFk9<#D?(Bt=#6^-HKR=xfU7B9!x{gy!f*Xw9!_fa-VM_bu}7wb<# zf>>%jSkXKp$;w|`2E34(6>(ONShPCc<#JK=JHZt@e^qcdzx~G}FJe5bW+LE;Sz639 z+ieW^-l>TSXlFJv9i>BS8{yA5bHwbGLxsdwHhRZkB>$PaCPS32_-@yugTT^=Zi;W? z^(a^$sXD5Mm>e0%8spFAZ+?LSfYic;uis6YDa?yp>>&AoG=)Hd^*AH4hj(qhDvJmW z#gMiUKbi@o<)&L^*a|-M`UtUYXKEkZmOKpr^7xKlew{VKe7JwJntO(w*baIN z<}#GsIxvP2T;RBR77=q7EnBIC4b*5fnr+L2hIT9lVYqyv>fa;^!Y~5hBAT~qP?zds zwm+qBHx_VylGwzVfjYNh+(I21jXWlaYq_z-Lba%8Od-^{LBZTi9AvI601l9Kx_eh# z#btXhLVhRs2p@mf9@R#2btw{4?e@ajyi7gI(%cyj{-rPk&iiUX@d2>_TKlA5-2;L} zdF>n$v}5mJ2AC*0hIkgT8ZUG1+6SttqQI$8)!tF4Y7Ln>9X5Rf0b1b0`p~IMVm)^3UK&-IFM^k3|6ohaWq#Q=LQF zU!Q%W_9_CHMI-_)zBwDPM7ShKMq)4au{;-0+iGwDTFC;mx+Q@{x>@mOR~@VK*0y>Y zcRQQOS3?cqE=K0fQ}GXo-Td3PZ>4>4&{nz`VAc29Ed5|jos;;{D)v`pW@*vhk_41< zu{R8Ct~f&%qI(Z!9p4`iWF0y@b+_i1`_7Y9zt!peWObMs_krVZajkJm1#2TPx^QKJj;KBeO=sP0$9HUGI4asNe@4q$UCa3Ed!e9StD zL^XvZuV-)4t&Lb!{C!_)!Hi$>&Sch$6K7vHuG4!bz`#9@uRCmCJrpVDZ`Be(%J7xX0Dwizi#egY{>D zfcpw2rasLmbnaDxFB`qw>MilE9#+Gd16~sNeNr&mD$yka*L<^r!Tvx6(cPg@2^%a{F^pZ$<;@&rpD;!xNwO}L3$@=LYkFY- z8DpPm51Yxg4#azAm)S-^T`^#Wf$9M^Ev||oH29m_Uc3xGWtn(lTDzKH?#6@jB;7Zkp0bVG2O_;^U27F?&XIAUC>b(diJgTQJFV0ez0H_p#=Mq zcJlqf)dr*Oy{r0kBJbL7K8H9T%jdXHTc-VJueNizzg>huIx^0wgU`O_EHwJ{#{%4J zyKf3O$c!#mfPe)e>5E{?hRP}1_C;y-SkEja2hBu%y8An36i3NQ1uD^DkgM0Q%IDd% zj}TFAlt0cW&P4IjLY`zLhTL4zEOqAeEWY9cOUeGNcd3ovh>ows zUN+pgcjKl#5}(WMr+WhZbWecP^_(G({kMOj`^%i+`WX5(O4q--sC(!)K-VrRYD@)^ zqJb>J7J6@3A6toaQ~oO;y??ovnDvTVHT`XKtu#(|BW~RXb!!7^A~Q@% zZdkDUfgF~JH_*}vB4cR-Noh}2z5ZU)T2)O+qy<|RT=uneNV+4?<0`&!%s;>r&S<9b{v_13bY z4r15z$XcU0I-8rFg})f@6}P{lzKHKR9P6fWXN`!m4FK|Y%Tw1&FAIgq_RWt@hWFO2 z8eGl2-5JKRTF$dtZr1EG3zr%dm9w04r`4SFieI?)8O#be4>n!tpY~)#l3mTY>Q#?> zKrWbReKM@;JXhEI3%cKiaJ})ZB6Do?2W{6>(KbLa`U6mCeQ;(X{LkqwF#$;B{KhfS z`MpbA0EqUSOYyqB)m*c4+ved?IDR`S5`-wcR>_c=7Wp?TT_5VlePX!lzj)RzkNi7| z-C_}!2zYUR_e646dNH(}AeNR{Tq+>wob?2GJWgatWWZ!2=M8OFnApd~u)Je0xqW9Q zd8Ia%`Ai4`JMyf_$qlsX92 zcM>5hypN+3BH+B4@VIM%o-nceYXN!&AE|4BYRHP~wLqVhOqv$5P5q9rqH7y`;K*TD98%spBwts4nJ?E<6-;Fvs{5zba{|7gj1Pko>(}U1oq=-tZFf^W>dCalwnxnxgPy|H+Xgnxy`>WZl9P|?T=82Im%XmSr024Od&txc z$JO*|W?Y>%C(yT=uQ^Mqb2_vN5V4s}=8`gN>2Y67LFp>bOmjh#oejt8Z2 zTfTj4Iwun~nhgwB19k=LIXXU*tE1Leyj*yN(K_R_N{S7ig)A&)MYga$79SPT?>*cL z8&=ELOE?otJEJ};JUh!D_=yi|x)j1ycQYG3Py5i&5bgHw*BNrw z!S-DZ17K;(==r5_Y2ljg(7v;MdxO}X9zVyv{XOY?vAVAfmgNCv57~Ubm^p|>@eye9 z^)WFmi;naicBY&d8ddHB^~+O(E|&G;+q?sxEE+ZrmY1oz9de3IU1yD=x;aO!js+XK zt_bCZJ6%$f4%QD1>f!9AmAt{JiGAJUF(mZG0PoCn`M>^&HQZ_fxgld}i~bg^sKidF{b{_UaWtkxr4Pf&KKm%B{NH zX@lX+ho?}noMo;q>yr6X@-F)x1$Bp^eHTA!w(=knm0d!cSa!`3I!w0xjDDnF(0 zEZ=pqGN-d3Kpr}iZ{=qQKc_BV9;q9iNa~wW&u90YIok2Q`0R7CoKAQmj&jhpi;R!g z{uv(wH+}}l#c97EKz|L8uOC1T?)KLZ4X)QuqU&|T?BDURf}@@WapTV5Td8MQJZz8R zKyJZoLpL?Jc&XbJl6zx?`wkQb=^PLv_HXzsUUE?ejm^=MzD4u76UKRYYXw`obQd3Z z=ZIyBK%35p*xS6QLA^Ub5TliHzIip?$L*bT`bk9VbsL+CKX(h;XF1YwabeP~{_RNh zSfatGGA+HRarO$Oqn7AJn&X@TnM2bx`KBa{L+v9l8nyV9t+jKbX?Fo=Bp3fTJV{ALFr6XAIgvmp!(~t zu!=s04w$(`6%8Qv1?m!Kl>Sq+{Fh+aEv3j--`d|vEPIBGa60D;JZ6fPaJm>tMQ#&{ zre9MKp=jASD$2cui>tMT@Q}A)#o-H6pHL2agadogn%(_o(KjO(gTq$PezoSpMlbXmn23)d^T{v9uBps^ z<}Wke_vn2(et|qBM~5j3|LR#`n041LMlBU#-TE&i3B&L(BpTVTu1yjScm#WB%eDzw zCU6Z^ZwKV!(aBrX0do8(BQYjZ1H=G_#>k&G#~*a8gB1uTK=T+lC64jLSfFRzfm7E`m& zMNjeUxsQ`BkDbp&FTbZ~$euK>oWfSWIkEd|P-&<7uBg7YGFSL|vfvBsp*oVY@xQl# zUYVE~VZukf$&EffJ?m23Ph`d3b2Krvv-sQ4Tlv-v&OfpP z!jAf~pcnJp_>!88#)Nm(R3WOwOgA&o?l@E*E7~mw2v*OQAq13b!>Jt?o-C+7Q9z?) zlX`duFt+`KwT)V#*b#;;1C-%WOLh0wDpE<%Kit)Z_tjeY_fn-b@8;H4sA=Zc9&5{K zn3okiHhNz0?)AVy*`T^>6no_ofwD{L<7u?S)_>2|R~6&PAO%mBJwX1G7P5`>hM1|;5NaeG@dpMUM`&}UoSt7!O*eO@*7SME?3AZm_j>Y+(U zY^WEs3-ZU{fLD6Xlz;=AS|CJd=zI8Pw&%B+6@x$J47NUc4*IT$B9WlDkw{STTRBIA z*XK+nkr-@YNDQ`*1cUM`3~sVo?^$&5`a-|S^JdD&d4M9|_cP&dujzH%jHJlWo8|hN zg*TJs`a0)+X3q8Xb%YrQAYWMBM*`VgQ(h#H4U#V3M*`VgQ(h#H4U&@GN5ZXLQ(h$8 z8j{A}&y2smj)GWAKM&2Y=FJ@Gk07P?!39MkgZX>X?7D6%U}Fx$-Y`SHFPXBTG^nrz zH#xV7UqV{M{Si%(WFR5Y3ipFpCt}sL1Ukp1rx8F8;Al8Gwn!28{ znw1 z?_aw!$QbubXV}cA0ra(8?Tj{3q4jh)7y7zMYru|&+`dN?pSFA(HfKe@35MvkcVak< zj3ggu`$s!=87=re*Un6CooteP;P0dX&-V zLfuBcn4SLc6y_0Oy<)?sPWH9QZSVU0k)!^!c-DIy3c=+|4NUc8yuXtbAI>WYL!ud` zUSdY)L`@bs4(@mhtV_SXf)KhB{Txjnc436+TialO0-acvuV;&?|A zd1Nf-E=jdELRNGm1I#(l8n~1GP=xiElu|Fxej}2D^foazrfvkFxom9;@hQl8BI3Qv zuCy=h_1!d+r7i(P02}wdjEicLSZJc_cDyVrDzGp!LXBrJ0Df| zC7yF?bu3X1+vRKaX}WIM)y3Gy<)hta$Rft(Of01vr1=n2jVOEGrqtCPqq-PRuYSzg zmat;&I0KIO;=17i?De}9ZFFa+JgxqI94ka*8K+?7T~}@60Ln3tVG!T2-%&3XZ<h zNK8IG-1Ii}J&T*=(^{|$udR2mQ9lOjJ<%BZF^JQ7_`|z8dpU-;y{w%Vxjb=4gg~7K zD`yVN3pct2{2I*^;{;O#Uqvd!YF^Nb&@e=6j-&RIUEp#IP)x^tmz$oOj+>#FepbTc zwShflviiak(ov39TU{5!a5U0L(uK@-ev08tq+O&7pWpfEg?nljXos=ux@d&2ag1=Z zKIE+K?I)rnT?mORXsf}0R>ICl?qk{|HRbZU+^g>;wny6;uBda1RP8*yZRv&tTFnBp zw92}6m@wC8Qh-)KwW;VhCWFO6C#+K6oKwst{gpv!rIsDOrqZ)=JrBUK>y9kn1?Sq< znF;?#QQ7lwBBP7bt>826G4k4UdhFy|(%jb3pH$8-!~HYGpU54WGj}&|3Z|XVTpceZ z22`8EH>{;gOf&t7!QyfE=4YX|K_<#_&4-x#htEHc<^a6?aRF>OxJmWAYMDc5dl#Aa z>dw$U;Imy#pSw0yi#ny6!10n-#0iekBy}3MkXsIsk5VLF)T5u@&!14&H7&otpMM2$ zy-r;HEDhX>dE?O^KvB-tZ;zcTa|tLy;ttO z`d890Y+&@w%4W(2XJMb)m)0Y=Zl*7S(;)K!jERk{B3@48?F2z&#J91Ax4My!3%^ad ze`PhmaZuPPZ-|in(3e)_DPO6bFqSyx>(nz+F?}XX03)E9pmww!uCOh=z&L^(ZEg)6 zdf4n(Cy`E-lo{;N2#!_wZVtZdO`*1zryWjRT>*|Ie}t50J`D@q6sR;fDIC4}vNCDp z5b$MwYt&HJ^Kcyrypd;R@f_!*I;z`XcO${(E#G75M^GCD?jkwyqPBx7!oXvLsaJH< z&)W+ZSvqDJ92r78W?95#9hkT7R>m+?sS8oN#0SRIaKw48b!z6>x!(TV^VAz!be{1{ zjyec{=(24M$DL*GKF6R-t9a%x8b|$f{KsAMoDaJJ2IPa=4iy>!a+w(-b9WbCVvawh z8B&$kBagRcB@o2)W|gXV8~Si)K=blZW`>dgW@1@?+^rg4l0+=VSpj1u7y4tF#{eSR)1-WqW1D+fuAG@WfrST0s;E>ZvZbf!(+NVAf}wV7fmT(EO;Mn?aix zAMwUriQ!1WqJxh#j=N?c@=gn=g^@x4BG}EYg6!sm^r6XZhJ;39%l>984pv}O3hx5c z%(|K&M^t8QrZ&DT$Nd=B3^&$#j%SId*so2pT}#BA79IQwOUVSCGr95AE(GV{z8NNv zm1{=vq&qW8_B;2~ifp(E#N-Yh6^v>r&PE66JUVT4^0fX{LDcN`^Si({q zhMDM3jxeXpdF@}XnYU}}P$0=YlGQ4QYsL;k){P$vMaN&@i8jS&0YiB^aqy)KbLo9c zNd3oNNZK`HR+ypq0zAPN2~BigoN!s3uyF+P{icJ5b4{pE!7u3SV5~4TxS11narVJsaBxYk#3hUCS7|tMhaA<4-ocuc_zEr)M?4dE|Y01sN zu^>V__^m@@>@#qnwDmkld5)OWNz;4a&lZ4xGjZwKyo5(ozV7 zwFpEACbx?8vhw0fS$=A#DUhY*Grpa~^J*iZkw(cx{1cjmWtiPBBPWz(npq+4EASg3 zCFEHkd1_y96sq+Crlm8LeKPWsd-}@;@b^Y$-EQypuzkj`9SFq(wK7ADg_%n*)W@LY zR8lx_CzPC$7iFE2|FwzAxD^=1zNzSAyH=hGQ`{PGxW6^B!Y+b!$?49XKvwPg-No;0 zpMn3<#B6m5#lr$=ade)b9#EUW>R9A+DhVQao=Ai>;sI%#CE8~rS8$?#Qdc`gkwmXa z5wk0eD`%o>Vp2zP-;~@^@)Fnm<%hx@$&>5!YhEaMfq9o^67Ppvo?WTNFuQ}f!KtS} zf>y^+N3GmP!zK6o?!1mM_O;jse*uJ1PE$8Fq01X}l;1y!?WfAf(Ou6QHX zIcCl_De1O)vc_cwia`}9-P65~nr=)V?6Eg-9Rc>mJiY&to7<>dq6- zG@}GWly&BltTeZ2M|G*TkZ1#;`2$c}@QWmH&}0d@rwOqzINBf=fwkT?m;l=ocoE;< znlJEblqYi3naVLeir<;S(Ts45b+)Kgb_Mo9JFsgYGQWgoG`;o7SePCdB3wdpWYWD8 z(2#wbx|iXqc*b{;yS3SBndT(&={1&w(fjW5BBx4s;QIyH`e`4|Dj+rGt3DUWEpVjy z@*J`E!CldjI*{C9JiVfhe=y#y}-z5RC}n;9;DVY&OGQGVs3Av4~+C@1*h4#i|{tgs2`XAcU1M)sQ)@6Yhvf;xDMQ@}cj_Xg0 zz@JPq-u-VieXdPr{?v5-+1H2HS1tw{Xmk^Z@#eE+H>^zd2<_?dqBJFV+ZVhjGO zmW=IxY3jOv|5kDMzbZI<{r>-7%6cJ@J^m-fmj0&J64KtEs>J{|{+n_!KdZ$cb^a%% zJ^pF!kIEjuYcBlfk_&*Hk-769dVkbhKo0DGU3>tk^Ec4yzdxw|h^&s(1O88_(Z4{W zkq~kJNBG)b;BvtK4P6e|^Zy3ehDvCjP%pdHuH=lmW9pb@b0Wl>c|z zsQz_}!oTct_|KahfIrtF`^zqezphjLZ&)Ns|kvb#fnNj9gOiN<{%LqtLJaev&`yd)oB{-wa8 zF*?^=e_+BQ7I;yLN+2wWswgn+1uCig010@N$>H#=+N!0Y$Ex;{MXnF2cU+RrK;9mG zzLfQB%~sNfLHfe0J`CE1fZ5qS-_+%!^G(6=9AVpc9`BP1Pg;nWO`}dA)e4s#2uoh> z-MqyXN}-WT@e20~*hWgqWMvUBTkXAeibp+JDf(5+-rT9RJLxDLH;rXOuSaD3$MU!L z+?;~#E`9A;3&{^X{j8T1fnoX3==XZxD8D6n&b)nhsjF_%{baODj||vc6z{n@cdYRL z_(PnV#xP)A+bEAykF@LcZqtuvKVo2+`~F9AMovEJ-g-`7@kUK}xmwWQ0@9rf0@N+C z+TkvOyO_#73m5|7Tc$U;5v-{#bRyApUbjW3f~l(r^_)3{s)!L@EF*JLklbPeIJqCK zv>yh1hdz2vhpJVqd*SAKGj&31XbGBDRvVKxw9@P$mqfMBA|dYOoycR}+6eI`updz$ zf_#66X}!rm0cJlIO<;-wY_%}gQm$wrat}J5`w_5g+t&sao6)G4h|{#; ziiM|Cp&9ty7@b1~^ED-;jxDS+pHizr8XE7N-!p8gWAP}fy}Bf*_~5QS2+S+#2#~zZr_hy5Tt5Gj74G$v>1%Nq%0)?Ml%By!O@<`7`ruW z)#!gTtVV427i%EQyu_m$d(_6MsNIe)yzzL_ZZ3h1$J6%ko$7D)y4L1SLXFzMB2ckI zV~R=e%O~2Q8rra1#Y(mpowp2|MGno-g$LRmBH?DrK^kYp^TdWtH$uUo(+SOdb})2^ z$%oTIo#a-O=!M&dnW5BU5%{oDbOxJQ+z^3i27xf0^=8J3^fsRY81{iSVetYeRi4(D zCki(lKAUFjicQ(1{Hr)9Z1~}3np_TNDHgs4!zMS*W1-KC_pz?iv}(_MN3tTHdj6uA(Nng0@_reG27y5?m*c>sZu1yB15kMv&$w z`M)tUPLAsgP{}*pE*lG0u#=2D(2gQmoxd%(X%g+3fS{_dvuco*EhLD_fIe3;rhW%* z!XeUah=JpN9Sc({x57s4Ho;B;e-smsM5B@-&;v&k9vFu)B(yQ=7HFoiFMv)HV7Eq0 z$cfCEzw|DG1G)H2pZR4xg@TW~oo?!4nDT)tBOP$Vg;M1gZ_RNxPT_FUk;;XLbEs*+EvwCHa z^>B~aJFw)p;nRT|W~0be9~fX}S)^-6c z2fRD@Qc!GB$GPU{EmmNAP$gpYZn@6^^85-W;XkG^*#+vlFa~H#C;Bc-`Mq_;DOx1H z2b3jseJGuRdPELyOclR78}(@Yl6E%f;9fqX3DY(t@TeIMFy!WwP5Cw&`~ARzc5pPw zzk6_}mS!V5VMO>TC|5XZ#nfLWD`-hedb41jNDS*BwkRhf88(Ut@B}$N^g_q>g6v#y? zbT43rtnLv)%-DSdg3yvRe199m`DN@tmE4SASdE1zN-Ww$O;kUMG&Z4)5O>%PnU&C- z-5M+SU<443alkuP&zO?FdyPxNoTt_W+{1WRUt_MGJ@jQ%-Y{kdJkmq!1cI`(8x@i@ zpqi$*lqKYoJi*fmEhf0z*viP`cWtaArVK@rWWwOUiv+l$z{|l;h83lC8bj`5L0ES1 z2Z!m5TVvES!8DE@Ie>m8=Pk10QOWxKs0)piF|J zL{|{rR4w`1&(7FNDAoo{ahOYS$^^m~1fuDBb7v!r@n8c@n(Gn-zRsBPr7vOy@(;EC zW;AjCG8*9J;OfqO7)^0zQ46z@vGB)I41W=*nHNbUTbh-&*lY>v!M@&KhBREoI?i=mPD(DlrD1%tlU&`7nZLBRD zj1c?)XdU(8?uABCb5aFO$Xo-UIM7r+7C~8x>X{LWQA&0ID=EfTOKVZ9g`oM7vFxBG zYp8U$Jk}2a>qGFWaFd*=E9RM%=4sYp(g`g@0uVBu#>#E%OX8euGOs71-t2Nae8@GJ z5<;y73cnl3ym-nnqvba1A>v*)V$BO{7KY_Vkh3H0UIHl%+{??~9t5;QJm&gm9b!h|D zvk9G5!rCyzF@DIgSnr(s!LwUrrg$^q&iWDfMQxf>VboPPq9S2+UR0smRM86-9CI}S z;k0uFK0Y*>3-l0R-qfzqVhplYg2!+2X&ru10<+@;_SRx){r9>O^gQD0Pb|z4#V2jt zNtw}A&~8*^9!XrC{vMa(#RcaZW{$P5 z&vwOc$-8}b(4JTZL<+zS77hckv*)v;=j_sp$vR zTYKOI)3J$CXW#h#()rz^GnxTH+Fb|((C`EF{3?9W^^MSv*sbrvo{_trd1cBIM|y}U z_8Cg+S)05qe%R{<&EzNFj&ifrKWnYBFrJC#6*{NJiI9M-%7)IQ5MFOCikvHS5bHbu zOz<`+M}DF&QfF3x+__;0gGsPY!2it!7(o^PRb@fZFcuf%+p+@ZNyVbYs6eq|J%jhd z+oFhMDEac)f@iCm*2EiLn1JJ>3xC_>2HYrD$q8{60 zdZ7l0^CztE``@?^ChMIqX9h0+ODvDriI_okTz42&9q`p2)Z4_|su=;QzFSjY%ClL9e z4tdmrJr5hQclN;xR^39e3{|A4=Kf&7v@!eI@dC^7|KaxjT=s-a)4$g@+3BJ1>>Ir^)4`jnY=v(U2CMloZx3I4$4@>j#$@u&Tl?ZD ztG0UY`H_P86t>_|1Yt)3BZI#SK+O(glzvmd$P{jC|6O||-a`rZ0sEb&^5p6h?_%E` z9x-wu6ydCG6lMCS_Ro_DKfJq|AhQATxa_&3*r_W;3{RJ6{`u3PZ9us~n^#>BMy9Uh zex|PeG?N=E{hOH_@NZMOpGS~xV*j4XSyNe1z;{ML7WXnLM{z86UU4vuMl!Y2OS;tQ z`zya%_s&?4OGa`$D9xr1zj;i;z8027KO8BCdFYx=k0e0s?Z~h!if`#KwyR2E-7$YX z7ktM&=5F8MwDt9EZ4x9dKGrCD0FUUzX{(hJbu zi|YJcEuBrihcAto(&X?_LIIxo8Fd_bm~8-cpg5~W1qHV zTRVFHzEkbCnd8qRb^QSGnleRf}$S@ro>8jgR?xc_vf?(M0=BL?l~XYdWaqi^^?l5ZYP zr7v_rbHU|j8(heR4 zYC0HuVatgg1vJZ9LUUni>oyPjP$_?tt_QPwDL`%rR1X~m|AAvP4hT5 z$11g(i=Al1Tb`eTShi8!wsG+n)RYi3>rKc-B6tZNZ8LK%?V2;mDd?z~|2;Rye7rzt z+5&MvkaulZix&m2*R3-rGUjcp^+x$p653X|T7p2YVjmy?tpO%`j$*Y#Z|( zBNBKK3Jw-7`N!BC8h?&UZI&JJM89!OyVX`8T#F}^K_Cb|&>T1xISqpMj73v|U#*qi z95t43cbLCFBS9bzC$Eh_tA&_(;oFOZTvXA<9y59@AXtxi_z*(4^EL$<@`6w`Xg5$R zpSZ=kM`aO^)ouIs1acp$W&%VDckaju_C8XmgmxnyD5nPoCctPQCX{?8qR7!rGxcos z&J!;=gLub6k;BonYfTrbeHAGX$rWuziop|X0BR$}HA^{FCMPQii%n>u`%*%N7>g#f zYkcA3KrWixgc6+*g?y8hiS1y(?U7GbiUQCu;9UsgzA< zLcxLl361!6ZF0Du9E<1Zdov>u32ir(OvvO)(OR@~Qtu&9NS*Jv3IvfJno=Q`LGVDT zv$}EwRwXaYtj)xkONr2sYa8XOs#wd;6fFHsl1gR-uoAqa5*mNV+0q+eiGSG%drtsD zzTR>RIRWG|RTZuK_p$hVg5YSkDs<1^)*XvbU|=T^dT(~j`S!6V%$7brsUtIx?JBI_5NY%V1@o`LL0FhxS;+SjDD%VSwM~_ zU6+QmAI69sGDIc{WY0!so;<>$h9Hd@wc7^Jy_77UZ6gjDUXHXjkr7?bh{~j4%LoMT zgB^s51ydT+Pm?3>;pSspbNxr8DP=dP}yyef9Q9apK@^$(t z5lzHbyaTIX=Nf(ctE3MOBnQP}u#3q26D-AxvfR^$##5X{OX4~d!eTv8D*}?@I(?zGxq&9ZI%?Ec?A}d_$ z+VK_lcum|iiulKW$TR3eKP$QkkLEjFJa*Kctgg54l-i@AWtbxPto0@3O!n#G+ZmPS z3#POEfLQ-`hsyzPFHCyQ)K@-Xyh>;UYA2S>vbp6vO0vb+t+R4yAnC!f2h}_u`!xn7 zm5dEV7tIz`A?wBpq8v!B7_B5uqzwQqq9mdW`51Ns^Wp(BPR7t0%~kkqyTOjzwT~8`CTg-K1qeeX8ku<`#W%rcDGkHX)(lGJf z<yU-v&e+w+{Rwjhm*P+MNR1XP{OIO zjVf})SQIh|$|({pol6!{8_!_Wq);0oTN{nzMbx!=LQ&9C4uav0y-MPV&?~|5G{z=C z+(>QYNQFC}-!?eEWwnE&-&*V}Tj#`$z9VMWih+Fewc-1r5LMxvZDU$)KLGF%vfT)I zf#9?Ss(^6C<0zpeGjltVYML!LvmfTJwL}?-eKpM zuUtL*W3)*-Cd7VJ!aE8|3jynJGi!w4(5ud~_ztw%2;O5sA1~DSop(Oq7q%rgN6l{W zn+iL?1U$^RX=HGq2;g?KF@EtJqhSlZAsnqX+~VLV-pITzE&|=I=?SQfb1Ybx=eutX zVA}0))l+QbceNA`KB79^?BP})KPECd|Fqt{`{>8vL`s}6?e_MSSh_{`k>mS|eN@dE zFTL8mX8}{Isoy%M59LK$6Vj4=_vbvXj*@}?!dj9s-*;=g=x z1tmEq*bws}MK0Zj{%dHtaP&8!<-bLiKlkEEA*%}fu}EOz7CTH0z;_hyfoz*zl#{YD znFhb2meVXX4Q4-ViU=cQ*DSc5F4cr`lkJ@@*t9Kz1cj7Cdxwxsv*7pziIAp_Ij-=! zws{!!{cdfGIB<8#=hYZwVAkbkmC9?h9<{tUpPhDAb0l_D-6xJE82kuatLpa7bPnAl zRton{$`Gx)8>w0aAa*kNkyxoWiQjj3s5&^<)k?*X$MtaW9-8ZNcY;30ka<#A#QWTj z@_8OwgddbomC8+@DRSQb#y&(?_auV7FAOwHd$jS*W8j1Ju`8mjI`Dq|RGsPKMERP~gpGNLZpW&2F(O7- zp3FE&TfUKxb!3{AqmlRMaFU);xbkY~9XAQ8)ms&5%CCbL*YQJQh(7cld6!oQY-ICD zDZdk{>7yL-j?fYwei^XwppuUp665``m*5euO^$ClFV)KEQcXE;3#Q=UkoUXR^h3$w zibkZMU8RRI2%uX|5bBEq4f(Xw&?a7bE2k`bgVR&CBrd4BP6ATM#s;F^Rq#M!g1J72 z(``uK@dpiYxn+`}PJ~jgNH$coM>~A^64{Jd-7d=q&ff3}&X*=V@#DXa_O#nLau*M|s>WPdj3!S~C=)+>PAqWqf0@Tt$!v zM^rmJz;5{6IGB1`JA{M_y-f>YZOaHLs43d|$h)9wwNKT3b zi6Tmn%#tK8AekMIoD~%i5d;G$Ip++!k_40}d5My9TEcJe9KH8B=iKMHpZD|rL$g!e z)zdv))73TKs`@IRt`K>+*y2lSpI($f?cN)G9n$FORE1Ll{Mld0@BZd2LX6XHdRkDX z3`el7M&UkBj+e_ty&0sBOPOWw2rIa`#K2C8Tgd6Tc@YN;!Q7%+1? zuilA`7yX$hIY^+ZQI)yt!(P6eG0|Er$(EF7XXTP7(B#5ZKZ6f9NPcj*cZc z%rH3`%Gairt0WI?)sxA|D}`PAFk|2WV@tH4eNaj8YV)0^6NGID`BYa3$0Rvi$smq% z(1INbG(GV&5#=<$s@8?{=exlQS`fu7E{>K84hvDfPL7l`2sF)YWOQu2P;OpRe)S(Z z3h0Y#PmY82#fBP$-M5>DIwGHa-vy_TRYj|b)WZTwXCawl5FYD|tN1-BQy5EE$5Lz_ zMsx(45Q~U{hd%(BTHXK%Y`-WMl3*|qcg`P{`m%yp! zXZ-n^-UEv*kFrUwnvLAdM~x4MgbPJ*6_WKl6dx(%;zVEYK)ZIe!jpq_i!RV-(kEHq z<)awKzz=KmINlJW4VrQXv)E>X7!?9?q$qQcp#;<&F6CPYQHM+Fq49IuRu@qL-WTJ+ zb%!kZo|12enn;dO6k<`CHb@P0P7MvMgmk(Bw0hH=rLJ6SO((-KsEsRWef4z8pNA|z z!;?dJBxpojMXOye&rdV+HFFrmIrO%68-#<_O^PW>nK-uN2Q`w6H8AWw)IH`fDwMgH zRKqYw&oMdpu*|Av>(n>uXwoqCy`p*Lb{yHLuw?cF?eL=y(WGd!#aVX=| zI4B?Tu5sLpN-PJs^bwpD+WK}lDr+-$FZQ2D^tS;y6S2=GLfn`+Er`k6NSR{=QX_mM z2%=qy5@#4i0l3KEw18tPjyG;RjId#_o*{Nz7z+ctO0F0Q6Jp}Bko$t7GLDin4j;%S z;hoIoT1Rrqgxrt`a`M)4fXfetTCH_fhjg772DFc5U4PPb@?hvmmCG`I@hzN>!H)=D z`WhU`TfS2=$$c23%jzKZQp%9x*~g?^iI>%eJx@NSmjNjnEO|+v`@elP+N1Ibc3qccoNJFN3UHOv^U z8oe&$H4X8srSXHwYank(-~v%UyxHTLja>OAfJo{MIgc3}36cd%Hi7201Kh;vl1k!q z)Kz~5@#$r|>CsARAjofHsFD>3?>-=q2?LPN4#Z`G&w2+#DU0(-B=H525-Xv%z41Ow zX}fZphBJ6m$00|1L%n8hrN;P3P%lhj^EIo$iR41(DyfF1NbJzOl?;=&OfDJji);x1 z#~fm4myHXE5S5L1Z|1YdY{yg$NWgwF4oOlZZTgsKm>x5upwZ^w3YiE5k%)vT_;XQSuHyCKng>|W=6Kx9;GI0EmtZ za)8S^w=(+UR7{gQHhRGY>*KMGFH+2K4L?qw<~hb5-DFygWpB|3Y<@YbUs%`BDTuK5?Mm%fdhqs$sw*7#3#YqWqyYC2-R50`{cyzeS$H#*4pumx_cyqiUDE_0V_)~ z;X;<<_QrFwPlN>S2h^o58NZl$_ciNC#ya@(Vq)_*qt~cl_bnBjYUWb}$$L?-_3|CoYyA*S}^z_|eWpf6mU?WHN(`MWW z%5NaWKF#+me8Hnj-GgYxt)@OauKLQSP4C^snR`wHz{e%^YXgjk7r~#*vg@*oq6bpf zI`TgWBD3~Z>5!qGK$$pCjPs}Q?gIOjyS||o?%AhLq)`23m8xZecUJSKy;|Zotrd>=Qy2rLlBOpz62V6pa0a(J$^!XB+el`Ylz?4`M;oWe`@Do{;xlv zoFINjm-vFmpZFa+rUfvlOGQ4@Euoi*FEwa%Z@G%_Ctr@@F`a+!BCS*U1()CZWui|k zx;idJG7?>xpHThd`Xk-zkDjS7y;ocMKGdptOZW!KhX~6Ke(xJJ-y$ugs5K;`ciHb3{PH>}Z#IAa06F&y`;*X>XEt@p7M`)3V&2&p#8NsqZ2ueXGFq(7HcJeFrK zBOfPURbs0$bSf(?wZFT&I$8p=?WwP;@w{^X{aclRe#ZijypOe}@9nQL`5XF_Rd0Q| z*4PsEiLWfFtoqEMtop0z*=nKbBW*X^tsgjE9K5TspY%S~I9EG}1EbLB=}#)j zmkZq_UbNNUK{8ba4iyIK!-)l9_$qKnd`8g8aPVvJ1P5u>gtU@@2H!sRdOzx<4JoMu zo-b3hUDF)Qs1iE>t;5`C8Z$#Z92fr<8D2;<^p;}Ce9r14-`;_^L9-xe@NJSg$6!Mr zcr%7?5OTr=J*PcmreMQS6qXm(TYQaU1v=!;%4WBtK{N6+N+OokoKA3xFs+#eij*6R z6&?$7I^Zs!!WoX(&!pFnTu1~@u4r3{Xx5C_^%>kWphXmlx*-!nw1WI|XqA*dho$VF z6(jD7RbYWtfTl4;lE$Hhpo%z{A_8gQC?lZ|P#a|ekF%L7rOs$7QxyXFHip{AlC>c- z-gKHWQ8=KH(jR;~!TS#`icS0OOf%-vq9o#k!@Fux$?K49W*7q2}AeYEVwe3NId3QX@QhmkcegKGaDj7 zOKdE4G7>aW5rh>noEUJ`-$&x{P0@hX5wevg?l7SUvPH@sfsA00T71xu%uT83Tbf+;srXi1l6>9rbR)tfbMX(uwx6IR02WV6d)J<-(5G^El3u(S2_D1D+n@UO|Sdv+Vnm{OSHM@u?z<`%L z$rZXS5eZsbsA_~B=Rq2MJ#_Y%q7x>QTONYgf)9lhu;DQNVbK47v;QA@vHE*2qDj3? z3|-R_DH4HjN0nI3#g+$~A;B?zk2kf1z7Tc$mP?x^_{+r8aSA`i0{dEaPcZATB!&$? zHic(Lh#{2G?HIE$Gp{i(C}=yV}1 zbURT6G<`@>PN5jYrX2%G@(rA~kX!Kw#le!I!f}iNXmg@%I}0jyhyuNJgDBVGd%h1s zVf>4<@xL3jU855U##a`OfcCixg>xcx-fH_d-8iay!@(+$5lRW(;kIFW4+`kzB_B>! zXgDy&A|s6oXBO3oCQ!Gtz%_aPx=T$9*~=^E0K-191kR~F5_Xw%7`30&fJ?lG3Z!+G z1+hds(HIgt^E(>n)O|_S35VMg%b6>(!tJtRM{V*9XlH`5gVIoejyTkn_2NE3PbRc3 zxqVURO?qp2hG)Ro!?$K*4_d6O(5GlmFSH(R} z&t_yml@9dTWwP%P^ff*{$YrIri@tqMhI;56nTI%9+?ILQcT2@zAOfGR6-%D8mo9zZ zlC%VELI0jY6q^zY*dK2vIBhWhYDa`|Tq$8pa0Qg%PElGd$Xx6}P5z>53bidnZF5PbM-vkQJC zoG+>9>3Un{$Bo1K58C+cY%!J;ptl`EYBM%ykCnL}j&MW@d75Jr2**;}&G6B|4gFi9 zV}~DurdK(QY0$5ValuvRd5fNJWg2s%UW_?CC!CP~++PcJ``8`y1|zy&4r3pzYEXj>GG-hzWOGGOf(|t2_Y^8H- zf$UijgKkgXB*LT74D|1N`k&zpM^S<(MDmPK(D4i$qb=yFrI}sCG9wYl83!W=ZIv9G z{1l*zm?ESND(VUmkqE^zZY-9#`#(nl{2a>Y--g2cNXNJIZ$p_ygw3CZK^-zpVA4qV z1x;oY^OrZl>Y4YW9eTr;pPoE$Yfv#t@vLHf$3Jh;PEX<_%$k#g=;}5}w3eP}6U(tlrHHJ;g47Gf3PsYSHB;6G8XjNB+JvP7Ej@6`20E0r(sDuY zl{PGyD9$t`o@~TEm1MZSE55uELBR~w1dX7#E5FzjJ}H`$beazI)Y>zbXY?iwhtr67 zGh}UCrP}})1*XXOqUjw9$%isn#VtjgkwVUGfTDgP!Bgu2qUsv@f3rUnuCANsrQ%IK%&pJWd-EX39`6%v zw%!y_h0S(Y^CK?&;?dgxlw5^Wh$jQ@@=#qf0<-cWc7G+R`s1B-;{8#l0=veG;?-;Y zl2-uz$&asy%f^eMN7-n^^#+T+=lo*#FTQ8h*k{=E_)k1RMO7A5RDlap|E8%PQvGL5 z^$$h$CpzJn=wFKJ|3D|yDS_yOJ-2^GCz$v>tZ@P%2?i*}t$=ooz}-oFfW}5G~dG- z`}-a9Ks_~g(!u_!^l?sc`KMw%fMJTV^Iqb2UQ6f!GWS#I5Fqc^JN9fM4dHoaLI5hN z9|n_aoDYq}kN2A8^-tDpO&Xjr`vcVRsi2-(v)hqK_TuT*+WUSlMaCwzQF-TzswB^Y z(J?U1Dc;*kBBR19R;v!Mf@Z<7S(sZz_smI03yGHdP?ZabqUo<%K%}3LO(6yKa8TZG#EnPZc=T{O z6J``2xjAu-P!vA|DYZL(O~9OzOE_H7&H@lb7O}7o2V(86T=SI(#$#4w!U#vc<{pk= z%e~+8-1YChjBs?1NTxQ+ki+mXLO~!jJr;6r(y&P>Rf!%Y9F3FQ40?o;gcWJYntdW6j7I_@qF5Q0tS@_!j z!&uHW)xUr&>;>P3gPXZqF?RSRhhi{L{!xmfZK!eN>K2(=Jj z5N&vgBIPWk4PKi14HwY)4HtlJ7Y2%P>Il87H*J3CArvd@c$0O;W?s~GE4c}`-11I< z(=Rwfd}2|AWT{XbC24kn@1JM}0yT+0x&nLBpBHUN__L>{N*=<|JV1=4K|ocEQddSO zJO;#6{DLzG`lvP}-P)d}l7c9*&eSIl9a~}t+c%s;4+LrYnj?HagWv*LgPQ~}kgbQQ zyHwDPT_1W~h#ti`^(Zx5Eb6=dAJh|{ZVWZ#-hNebb76Hw1f6pKbC6n%QrvP@*#?|h zXV%p0)*cDxo{r!3^5tGCAwPnMzwAAZiMDtY{$6f1BU=`{vi~t;-kH8-$x~g^n|n#D zKb;o2>Q;8*l30DezX2o*=FfBS?e=6Y4F$q0DpSs^J__rIV<7wSiSzPLSlO3{p2Gp{ ziPpVIa}v3TSc8IzQ$Z_>nqD(t*bJf#F_TDh^|z2~J`On~-lqSeA|XG5J_=9NdL49! zB17(GUC0s9F3l2ezfpF>hL7q^4`VsO>FsB0h2>r~OS(j5C=}sPunhnAFT0ne`MP^T z`tDav%o@rwPWwK8ojF=%8oI3S+X7PgYp7DZFpz1)6WPqwF~Nk(SvvrNYE5t?XaCho zS*iT~+Z7UriKLtQ;XT)1(G1R0K{{u10nCa( zeTnUy8cO&8L?*W+-_#Efjv(sF2@i;2j(f_&_fe4O`{GAELcCp!D&LVI-gnvExeLld zadh*A5!Sn^5a4ZcGhcOOc0E@Tn~ACyR;}U%~v## zGUjclB%h^W0Dp{*h6SC8@ja0nj%~O$LhjWI&OEy*aJ)E182nE0n6yR)3?Zkz)%l1DOX%=15tKge%C%1?M% z@wTU?bQ`hq7eSgk^U;`E*X8l~*D%o)9ZdmeN zW!-ST%c1Na`0lFdstLd6!POA93=HH^ez&9cRQVl*=c@vbDdod=5%lkprIzj@?QA}( zv%F`p-ut3M&+zu;d%j1{*W4!KOGamAmRK=@Ts_ZvFtY21hjsftfHNXhf>D=#H}Y*x z#VsE=jR~#E^TQ6lfXvj|P6y|gCek^+eaD9Gbb~{Jsqzk7Umh@8i*-f2x!G8W zb+^X|M!H>-u1#Rr?T)!d07;LyroNUYQN85YFJ6L}VhZn$7jRAy) zQ(7n~X(<49xB}#lfwhkP_>+Mk0;J1W<&S0w5fK^pcm1I=CI;xN<>pHr<4zaba9X&b z9Z#9tmL=lEuM`JY-b>@2yaL=yyPSj?xp7RioK+qw!>>*QTqXDMz3lC7wDHX_(_5K& z%a*FCqkO81Pe+EAylUyuH?|%v+y$CqesA^rg;MG?`do^q#z2>ctMg@V2e#42*Y7ut z7T?-*YJalOra|DMjq5-%LYHbrYy5;GivEhCDMW-N_t|oa)iOP8crABR+!Xp|*pP(j z7~K}jVXoy>gLICl<<7Y)HNoleBds2;w}q)!2qz3bOO@j>Z5g)R+sNnB@z<|Pwes3% zmX;}LRezOCK4AiM;YvU5BsN5qPtl*(a`j2%HZ>LC8euuM?Be_o9Epw0%~++%bCdGc zhDIAU;TjD$rA)wSAfT&Zkpbt}0-Q^UTrKYa>FKUfb+n|>1;fxjZ}e3(WgmyBxSv*F=2=)@f=3B`;w zQLhjI`OB!Aah43chNu^g^IGMbgf-p*2Lt}()wvU;%B$C_stnnOPPWhI*%1e7c zmTfB7g|Vp=#k|O!Q4@3L8ubn_k)e0|vT!F6aJ`me(4*{Z6Gbr6uGRvS(wRo={saS6u-TiO0fOMPZ%8txk?}79V^#4|Zk9ZG_bgn;vjhrty#Ukf)hz zySmHMxzThQv`gh%iFg&qstmWeH@VEZbE`|dyq{~!E-um*yfXW7DiNGK>o>-&MSQlv zb*9R&+iTX+@g>p+u7B?)*(1#g7&%N(v|7-NON41-xd&CuTIFZ8cG_w zQuAe2U}Tq*;&Z;V&poZ}D`pMx+ida)C@khK3%+?sq8l-@WiVdOoYu(ReTDF^3eV7}Yn30xo7Cc#nkKGMAIW%0a54n>V zRfc1HB3NXQ)H2;^Q{wK!@xcb4r&l$$A=@@n+)Z4xl=M27%*{+Mwe?|YJEOq-wR}rzaX6D=(dM(fEiCA~&Ig|aTW`5!H~EiV9c#RgUap+pU4Jod zyJSCd@t28G!xuU{pzs9vwfr)pg-uogek7ql~34BJNlS9-}B><>dDPL-**UpKNHV= zA|Eg4WE)m(YVe^P`3!+UmxE;3jA6$s5K3u&>- z6ukDSHK^Qd+32~6Eo^xXZf+ZQ2)c2s&pbf9=sw1;*m^bAK0bzOuwpt3>)BlQ4moS2 zKkQjSH*DTNCFsFRuZ~FCph)hKpQSy9k?9IB-)#kK8a@xW3M=(_D%Wr z=V~OM0Ij@-Tzu&CEyhzx)E2(htcu|mZ8*MdQA!0IYuy~Dp^^6Z+R(-g=c%EWv#_xy zE(YSLeS``k5$FayPoD^GaLIfD(4EKnp47;clz!ZsHpQPx0U1dX&xqF#m zn?1EP-knjt`(?iyx=YF;8?n5I|E+bmOki z*~>NVj(z6$f6nj!*zZ7ef7?%{m9;QfeqQ)AhUdpl`m+U2qK!UoF4r!I>Cm&6>7jTOl`pF%< z7#X=%j{$c3UNJQs5+$8Za%tS^W71AJIpyk-*&L)j+mL=)CjuOvnN7H&%A^G}G`J-Y z#~wDld**gqk3@9O+#}yEeqBVnZpobm^fZ)c&cA-jH1WEjq}XeCRKW$ur67o@rH9$Y zC97ii2#KO{5ytFgsimvdpS+&1jE|gin6NDO`UF%2P2l@7EjqpVr+>~G@J~r@7Z-ui z=}8C9bxYNZpP$vwW9HzJCH~ee{}p%g&(G?vKO>^PB)yQKdL9sCR6B_JHgF#=(mEm2p*8Z}8i=4Nd0b{)no^&LjN9!dzF3U z?6p5OqWgovdO@^5Ls5I!Fx(N7)XyfpFYmZaIa=(XZD(ypaaNNpzmlWkc=ooyO!yAP zzV?2)&-6ZeqH5gT*7J)@9p<>o){HRSM{I2MHIcMKmRED)kc!>R=}ctnceHpr_)DOSk5XZib6~#)7tS z3RpxmM0XxwhHqlXmy(!Ul*mTRUeVx4_zV^n%C3!7G z>M>#q)6RMc2xNW+gOf$B?=q#!FW%X@!R8=3K_U6vU-dI%?0yS52P<8%^31pg_XrJG zo=UZYa69Tf`JNO$G-xp~fmnw%pYxOmRQ zjeCR&ECaq~%-%k4t1b21|L%E}=Zft-=NDQtt`N09CbIA9GyfsGddE%b3JGVnuuAaz zeV*`yteeH=j~U%X4Sdr*xqW_B?7MRu2NItVEb3@+dLO*GeSl3_vkSq7GK0eu;>ZGp^|A&-SQlQWT|?tHydH0rsvf|Ac` zY5u|;IA+4F+ziT=($hegdJ7+^N1 zR&=xoaiUoQ!zax-(`S$lL-oNsB@$%XJEag*}CvpdW@+ zVsW}$BP8Pr8-*EDr)X>q(9FEX-uujIdyM}l?_aFPGiI0n6Kmjayc?$PY{lYBHgbjy zHxrI>4>v(-lFcb}SKcDAY$RHlRSc#eWLmCKB7E>TT7lY05AH*o;J;1cp3ck#5oXIc zc0Sh_d@hMLhC~SzF}-O+Uc!z4Ss6H=@_(*9;Q~JAoEzkYk!JJfWejN7qJ*Nv^50BJdAj1j###XZXN$+9!!0ZteLye2Vfu>vL4wA! zeb+!t@-!YZTB&Q3DsJN%oi`rJo0iP9g~$}eGttN}(Mshq&FlgT^>PjJsw)8H`v2(W zcQ0^yj5qZ9+Vq8e;T95!)@UGkhJ$(9ns0+RZu2T*Z5VZJoNjH9NNps?M6=`sl6ZXz zd)>ET;m%fF%Pc;$=|a3Eb&^o4wd1sK%!Wic91m}(D3}Q{!|4epp&mm**UY18hEdzu za0-ITcm~r(Hq%yS!D&K4SdhMJjDFwL_0*|Hsc5p)X-&ROx-XkzdVn_pz4s6%AUt86 zl~a6!5Z{~TRb>d90E{HwA_P?w%gbFE$1>Ik5ig21N}dwib0yFnYm-Y;iS?6c4Cvax zCf~d~?@grQ%|KH77*-pFUoeeZFhk=qMe1T1S>YO2QPeD5*;r$G=EPIw`cF>+_}8QO zk8||jOc5}3XDj&s!xRDk#T@-HMT+4GtkD18rwI5xM-!})DyYOKwJo^xq_zStc;Z%YwAB#HoNt)WNid9>3uTdhe* zyC!=J5In2hLNe9w04~`td{1tln)xeY#0lIFhxAwMF|#K~h+BvVIuE6TT#Gm%R#hS}yIkOS@-|O4Z*V1C$6+sMz6|A5_bo9%!n1oq-=X1$Ls{wRr#x}q zGT)X#`O%}7c?}i2^yR>5`(R_@$sNC4>+hJshBE8*=z-S66N-ZSeiV7%m-Evq?(dKK z*$zOFpXzM&hMWe53inq()#;lw$TAE~lnid`J6?BsXvAW)`~B$q?y+yKGq2IE6vlmK zK4dVFzv%wH;K(OTF4uxp%|d&m6YFLgU!JZJ%qTQ3G;b{NwQf9+hpz{7P<^=kSx>eh zO@E)lap2^Ub@|d}wP1$H{($>3!a8TIAZMbdS1T_g@4IiVsjivPNYqN6_2=@{dE7zY zi8^DW{Q=t1!?|VH?t^wGat8gu*2LY@THo>DfL-R%g~3FMuDpUgCvw)_gXR8{-QA_S zRI!?UU|nk0TlND`>wG3P8uyG1HjCMQzB*LiK_FVrPjOGybm4)~TENiiSYoktgTyvL zartWXih>E3V~xP5|BRgU{6xX)slonj$H^0iWP<#sB3aOilT7Z>O8JJh9QVlYr(Gj^ zP0LfbeRwmZT<1%-dI=oy5~9e~WuFm$8bqiBWisnN~)@8%f?l+q+#FVs=w3v@R{m&_aCi9YzFLw zk&jr+v(4X_&*@6~q2wF4_f2#)Gi#CPyPDBGol98T!oCS)K3@l=}@StOo7to%$tpwxOyM z_Vuv-noK&GCyxh=MVD%`IVj#)U7w_WphGY7B=pJ1r+plIyZa_I4|F=As*+aaOTmGR z5AG+0==EDuSe^e?Qy|Oxlyj4JDTM$irn_deYjJ*I8N3iiP)rH_);a$@>eaU3&7sgY zITAeTMW>pl>?Kxx;8&M?$`C2Gc1Sl+LqBrZSO&1#1rDnhF5rwC?HbC-y624N=-5`T zVlZawq+iun%_^waT~?zb?HKKkE*9WQ1U|>)7~eiUAu3{6dx%@00_0ZYk6>^Y$(E$N zB7bBlOtP83VQXycdz5;zL42ZEJmVToQIf9ylDUri#zE#C(y6dnv}sx#zs}Av7UO z;Bq24KTT0I-BO2A9sio~4`eJqPN-$0lGx?U?1gdnuU$8FYFnxrFb(T7

Whx&9GX zGHfmYWw@dicxROyPqR(rrIOpszN=%&$keze$4)zdI3Y%zfbzw7p#*QiH|9*w_#Y1~*qiq^+xvU-i2YAh%%@<~U!U$0DQ{GC{KjuMqZ(7esA)1w+S`>d3^e*F~v@dK}y z1eOU(jkdE=Frw=NwPxE`-8d-}_Hm*rUnsa?ZHiaOeHDVWww}<2-)7znR8F03(PQQi z29~j`U(d4Z$*5U=!Re4}_u+-I7foT&rq0g1OKi&|xECWTy?N`+gR;wUPan{!L+|i> zU1{yX9{5DN>3+8pT}dDcedvk)SwSn|0bQ2Nn~$m`)Y|x;?(?EWKU%|)I4O}JhkNH7 z1lDQObEL7i5Iy;Z6D11WR<*V>KGR*&FE43nbY=IXv0+hH~LbAf!iBhBwL1$ zO4tt;yAK2()w;zE6}b6Yw!9em@n&WXXamk9WEX5OGo1!s!JcRZM=MlK> zoy~mr%ulDQv66FEtO;g1gpvs7ABP^+VQ=$d+;O*YnvOrGJrbJ4v5^ZrOxzw?;Tw9` znCc-Ug6keNN9K4SB<$aqd>aaE(~C%wh%{Ek2c(;mV}D3mojw-Oe+8?$33Z7Uxn0-d z?&6Aw&S4O8s6vmm=10%@4rE{+xy4_YYhne1U1P`m+$Q#Z%AMG`++7O$EqAnkmAgNp zLW7qtI0?My*wZH2r)toG&QM5Fo zVKgecxxAEbTzTgm6Yts>(V7W)zHt;GTFdx{)~y>CTSdH1A3mnZ_0yKve!V^+?G;9} zK>VQo^3{kJl=M?VmyfeFe=5-^`}W^Y`(4ZS?t z&TbX8GpV2$mw@^_GYb%HUGa%pxupHf_H)Usb?I^ntZyj368zxsjRaGYWm0?#|G~aP>HE@@ z&PY{~c^{j#EHH+6{E2C!Fv;iSUa}u}%oTw#BFF5W*?aoJEcr=>l$23mdI(Xt7sg;^}a%!R)A1ZVyD zBnaP5ipcX=LH4~|JI2qq!gDSC_@&V%%Kar*Qh+bTg1=**+O|@lY{ZYOuMy65H@^|9 zECX%5(Js)8%1uV46P##_{?w^zbHFCnT9^%)>o@3FM0m4NaICA*8Y}^KoW0ciV^es%55r!e-yQG`^|(stc;IX*#Ks zXsQd|EtBnU`$dB|urhvm({b%YwfNdxm8G4fXGbn-`FKRSzzsELc#QZJwSvnO z&s5r}tx{!_^qyt4UGoWby!@)2uJ}c*8s}}I zY>g*0vPv#*EBZ!%tnP@)YE~@Ljei*R2w&@!US!!Jl~r8-Gp(MpuXtVfgksOvl0Wn5 zadE1exlRJRb(0sq3VJA2%Mp-X!nvvcZrQ!}!Zq&m3-0(&QhRBC95G)DBqcI=n%`rA z^SSWn1>wLL!t)C{IG?l6FO2=5otdM@iuzzgvFgEl(Qvz(*4MQl_F?^{iRK&BzCINR ztwWd_Be*O!;W~%o<`Yf3ZAu<126BdKl%6`<+9T>B?sB|c%|GSh|PTKR>M`3 z=~edU-Go16SSq(q%H2$B?|rGWn6s*Hl&m7c4CxOS3|S<}HJcve*K7)`%)o~Y!gtHD z^d6E7zSb^GF*ewpDcoyNJPN*fG(!E3HI7}jz&$p4uct}itZGPngFt7Y3XJ@ZWeA)v zS8S_)y+1i>{`33uj|lnT`;!stf)zIS{&Y7tS2H*FG&gsHO}Uzz-?1^ry?M#p#vFaI zTUDzoQk$nMR=Y!xr@be(r?ZDo%lg9A8FO>XDD10N*u^7| zg%UzSeCAWw3BH7icn||#D&A|+?`5NDiPfU-(l#nzwX#Ya=CxCB?89BUV_|M#ZhlNK zn3Z%!O-2t$2Z|{Mo)ADt7TuDEaR_m4lXK!_u|ObhP0lpRl~03$%BW_QpQuDWB9!P- z_<$}Uy|NxS-h8#0PE1JX(qXC{Nf3OydD@!(j(D$|DC3ndQgV$LEO!ghV&>%4#>PvZ z8;MD;UNR4p#^S?cQ=r6-k;2FKO1~IE_yqStRe@GNm_-5S-uX+k`c#Z63z@8JX#9(TvIg)=yN*g2B5w1At{4vmz5i@iJ)##v(>b1Y^137H^xRI5vJeAn`lqL+ys>aI>s9uL`kUgl6OV#RO}I_6^BkFS zo&!lqdP@sml9pdc>gEk-j*a&xYScXtZVCNr_>Gpewr#zS$Klok)3Dd&dt=8H0h32R z`2Eh#7UCzChg?JlPhaPqe)KvaRdncnG3Jo(o4yGZv`d=^WI4F*tQ=VJz-Np?8c4-T-NM%86&IvLopj;ri{JMjn-=*8K&AgfC8 zRdMHHUHXJJ#kZCntfLD7Pvlg=U8*nqN6QZ75n;e{IW^X|@qO$&5n-WmqGn!2Dma;M z)r>s)iUJptztWj_$Xt@jFIA$Kg`1A`^yMKCe268&q!2rX`>J|!-k%x7SApzj%0 z-}yg%x>$X>=jF%1#phuA9S?<_(sMpim!$H}+f!eZeS6-XDB{a``)I7bOpq)}6u}v$ zr_pN}MP6dZbLqjgQp?A5x*o|&wm6w3zX_6;9*F%SEMRB4|0Zw%mmUcJrr>05|Dr73 zRPbo(jUsxW(Pu%Ihkq;Q7r~ByqY1cL4AH96bkUN0S{@y%t9AS;N4D}oN{u+hN1KL% z$!$f7+MP{;2Tv=sI_}H&rmt!5G~}E*1I2agGiwADUCuu+Thro9`pD|BbYL@Uq7>dE z4Q6pydv*5d*e>9Na-#am!q7gGtjDS#gK<)OV^l}uoAl9C8mJ-9@#+G{)0++H%SuP- z7@yIe$&=a@+wk<$M(*0eSSPvop2S(^_aEMD-ND) zIR+JPWV_$!;jI#uG+>+vU_h6;|M!FpS8ed|8OANQXI=}QYfP3tV{>{dUS=^otQF7pf+ z6isoW_7dyf{xF{Xs?W`7VyBI1A2U>t00`cyKBcJ19XT8Y>T2p!msq{`7Rs7H>6&#o z>tX~@4acO4uU@}69ycVDo0f$3UarGULc1A9;x{ziuVlms0R)J}ib}enY2Tljxt)>x zm9!Ppo?}7M@C%@{G2dFXYq_cJ5edxQ;-q$FT6?UvX_H*HQi`Dm2$TkBPE6;_*Kw;-x z*mk@Xc7Fc8rLYrn{@Y4n=iPaEPhsa=m^?0DlKLrpq!C(ILE+IRxTVbtmRZ<9=1-v$ z!Riw^=U;-=S8`t3E0lf$g-sJXGctpgx->bnh3^4L#2{&2@|!jq7Ms2wfs3WT2vXD+ z!92A8BzCfw9*F-U^x)mvwMSHYp??wj6_lx#pOV(|a}QHImo)y)-;#FuuY1^e_KiOT%?$XJkOtHZ zyl^h`{M^t6yIt+ugY?v;SpG z`sIbJt39#_H(sEDYMT328u%-yxEnk)UKMmqyu0uBrFTOIoW06)8wS?;Ux}wUbb2j` zzjD|OMWzhJpWwmsTZb8ujdrYEpS~gw{j_p?JM8|u>dg>JhU)Rk@%l2L zeEiV-eV>y6N1ms6q_*k`QKT%}!%5ZZJezB}4|A{hp$SGDfPJ2J@~1(QE#rGEM`+CS z=EA~0^mO-?Hs|2b`hr7EaZlQDo~A_UxLLc`$v~^1@k|Ka4@!R`Go+4&t9arD?O5<3 zSD~U=+mI{i{tT8s%VcBl0cU-v%Z&7a0JOP9B5r*e*WQetPU^PySLdTrD-}`L`5S3Nz=~emhc1QRK5|ApVmHtM%m+Qx~9iAhafD}2+p~aN2(7~gHfR&#j zBE9p6h=Aot;9~Aq@_-#?E9*ZVEfaVCf-n zNh+&Uk+qKMVqIpbBEb5ZBH|10YOhKG{;h(m=Ox~)0v@nj#_FpE>x+^_d?3mL1rX{B z=6VdYW6z+~^%z!+H}qh;RQ;qkibrZC1I1SjxoDzc2a4uiFO1HFI6{D<6xzW7G}TyIVS>IdsRNJO2Av_g=5x_q)&kd**pq%$_yxtl4{?*=uIcyY|^GjhVAr z{SeM>g8O42EaQFDYODO`5`R}DtJp=*VaTD!agY7DxC@61x+oLdV=h$eq?5wcy||ce*TuC!k($95z0jlerzqBB?T z(%}YR1~j}OmRBvfbb(!66s+ok7y+Zz)5!J?Bh?;JOEczBuZV_Jvb({71T<;ZPU2+5 zchds{2~uu*hrcAa8$$Nr?ujRG7T|q`wOInk&ArhL!DF=Zko2{Q| zr8SefA(s;++8d^td_2zc8I7$8Le@upN-i!R2#Y^_<2@`_nM`{b*78!usDV5a{ z46=*yRp{_@ZTYB##bS<4FMa6-xLXKz_DpmBz!I?Ec&N!Lz%Jmv_@z=sW$>dzXab*; zA#9IB>d-!P#mdd?EEP(=z6uTDPr`@REo|P4%GiC!2b;Q3S9!i0E39R^QA$;DRwpcc zzC2Brc;?LMAeCcvsF}4{GX~7lZ0A5J@$K@^3-@tN`f#;gnO6~Ty5q1k!t_xm`Blw# z5YKM5I1*l<0YSp`iL*UhFV|;#wuv3FsOn6&qa3fl$lk^uO)gzFcaDW7IV_9q-8|s~ zlQWo5PEabO4wuPS$X8;Q!L$;)qOlC76^)hgWiYLbuK=&*n-p%V!Ag^0TlD2(#$H^G zAEnykMahfmD+Q!C@y0%2K{pg_N_$bvx2QtHTwZe-dmTDQOfVFQkXQAj%nK!9jp3P$CmTWpltp5TC zb&3%9RU)*hxKoyntaM-XLo*-G7Cq@N=vG1L5Ww_jLkf-&0!csNgjN)HQh!!DijZno zdQT+Vr{hVqHjN${hW{(`C^RhmSLSYL*e^AmMa3|Qq81Wld|5DhBfHp=s*XPqLsmYz z(1zlUt+;8BB5OSX$NgwP-;-87E3f5_<5$ac`o8|2PAG!)9@gs3Q5xa^R=wHS>x)PyT>j zAl2US2XqE1+T1^&x1=-`Eu)Qp$_IDhDCYU1AFwqe7?QYe`?2kzK`8V+@focHh>TQc zC`_O0cy&x?QW??ami(&%kGL02r*#mrd|uOC^*CK`NS3uH7PD8bQ$*EJGPotE1>B+{ zQBQSeq?G`^B?v2owUv#CrylR4v9%9jcYX^pR~cpvc-uJ#hU5j4!FL-WN8P-46`w4* znN*plm5g{~n*GQ}s-2vPuYv0&eESkXR3F_{eBkf4#Zu8){%6xHLDRneXVbu2(Ecye zT%vWTl_+$4#O_Bi+`Eb{^*19)EHVuS|1&Ij^U41O`|lp-NVQk~Z#{OQqJNoWl4|$;-;9)^I+U%FkQ$K;rVPptoIU@{ve|}y8Fx9J zD7d7u`l>K<>Ff*TnGeq9WZ)?H)t2FNiG@tdqqE_uUi$q}I^>#TES1E2Z>B=ePLINX z@)L#H*o54YoT{yI#C>Y%Q)|b;@`FH2_u^Z`nHUXShnI(!uHAsisWNqf>b_kf_F&S} zjCi1YTO-AOf*RK$$97KdFeU&f+cx5!*fu}3GCEbUAmN@kG(Ytqk1CsSUolshumaAY zLh~)h7Fi*s5o7OpCwuB5?HbR6%-&frPFS6mPVj1Ms%vVOx8dX2aPjEZ7%cNO@ z^gMHHSKonT^;}MLLuLWNnwr63O(QpGOV>3sWu3ySv4kU8b%w}X40&pvzYZN;s(D^s znP8#V2fdGpzj+@b@QDPU6nu^B`*-|q{Anify9*Nb%LS3inivFK5V0qpabqj)y)*P2 z8@Toi@oC#0FO%mP1YgII9F0|A?!i_3w#GLYvW`^H#&NUHNl$1?Cp(idV0;}Z_8d>R zp?1J$i>kPSo%FA^Ue2!F4((sfQwv~rwu=rzF0Siq3@_%u*U?@tb3eh{KJz6HeqFtF z*kkVUH6esb(0y)wabLxzgREmAM`vC;4&?zLz}-sFS=d z6K88LL-}{9E$sbc%ikT4FO*a#2A)`CGh3emxx%&XsmxT=l!-hpUuWzkHiq0c=li4qeY&7VN_nn#Q4|_{Fv8h1oRyNigzKm(_>H-bZ)ydzX?Y0) z4b*cATOW@&&Ug>DiH~Hehz@7$90fO}M*ENaDL&xzlJBAXTpr`@1yetm`ndZLogYle zf=Lui(qNJVlRTJ2!1QS95uNQV_gn2l?&K%Tp<$J9$HKuSVuA_oNVKNRQ^6ex-O#W` zQF5TD-bGM)lMwEUEGgO~!W{?q(6Cc)unPF7N`mJRLc>tu5ICT_Ko3H=wx!J9ghMof zz6b`~7ulwF5{LUDpQPGT;JyeA6|EG!Muya*zg&vH`xiosiaXJ89{_-R4o78D?Q_2# z^=zSG`oA*Pp<#cO;8W2m{PHjqKx;C7`V=7o(vrXG{KJb-0_&Lk@aJocIbK2eq|2mdH>SersqxhSz<^4ae8V76;_qV;@GAdGq9frLXNNIlLGao-LD|2)nuD9uIl zZ4d<4qa+^EI|(Iow$MlG1dx(-=GTE=%Tv|IcdbvE_x2kiNzr+A*U%W;CH>t* zt93>8kl#T7&=#kNxIchvgAOL!AHdsF=F|QSzV#wBEb0%Is|ZMI`TySN2$J?by%Q%K z9Qe)ju9W%Wf1~$0Mnq#%>JoDvu(k+Y!)C3&naeVG7n$d{mtV_adh>BP*9R zk*SPK^Bq-4wXad~H88(i*9~$bpwM|GCTsngG^B4D2@C$Pb1!vv9%{5bAAgUR~dHAg5r*{Z%AGsnG1b~Cs(t*wnGIUa4?fZVv(+%r>hV8W4gAS$pN@Mm{~a21kB0vQ z{U_uanBtE6-%kkeuQT%Z6XGe=j{2WZh%Xf_wf%p+jMPpMu7jY}z<;`q?(2#>)_*tq zf3@1bwHhDRi)*i_kE6ey;>fZ$6B4%rJF2z2psamDoM<|=&ET-bP*dhWS7;7Yr%tWL zfAMBHn!T*~ptyRbea&?rqXc+%14uYJJz^2Q>?plFI5u$9nWDbjI#9a2s64-4wK`$5 z)K#i5AG#t*ogk^)=I4f5HCCHJNy>oy9;^+Y(|F70t1Syf8ZM3J7u?KBt9AXsUxM#K*33pq z?JE*b9&AdkNG|&5mT{itzYdAt@SEseT6$7eei~9LC^a#`qckYrylrnW`KdIxp(~jD z3)W#i=hW0Dq&h9uN8h5qdt9yrhxnq>Lc6kft!OgDeq4ySqIj|i@CgMrrlv|xJM2mh z%(I7~bKT~q!$ayD+Z($Wc9oV(C3eB_r{mCaXgBQn@{#w!hJaNu+FLM>9g{9rt%s{s$=i9Pr^|!T_Z+jKRXnr|6zxFBuKVMLM_jJB9 zw9F8%RDWMA)ifr6Z~U5D^m^kr)qCTqB%0nU98+BMPhDLWjQ2#vaQ*QxTadW)COC6m zq==~alccSVrH`d5Dh0nkD*rn8p2RNbh6!34PIA%1N`ia1;^Ma$-Ov(ZE`?umKB0Eo zVm1QYmpUin`4e4+A1X(slC+P|l1du*1oefM5NsP5pblkesVL_sRb&Z}V54SsG}Pzi zpgjvX=)4|klyAxp!4x!_LsP~E^T^`-tMyOE_b z{dG)KhT&&9=)*|EmPMb3G-e*86}RQa8tRPz&(GaMQUiiW?GMAaVMo=S$a6A~CE>M6 z?cTw`_4x`~1*!D`tJw0dtYH`IVbRSKC9fjKE%ZLCqGGL*ky}XDsS~r=5v`h|SR6J` za%Hjj@Z(#lpl#aY7Se$))G;=L8_!W%u5Nim-I*EYIzw49APZCkV&(9+bod1bUQI0k zjdzIITjLmjp+4>IPzeJicc#dYV6-J=Ez3iy8>+WOTK^IDxHB9y3~tuf>uH} zAn$l9cBl_YKuvsnCL{m8IIQl#b?hqt^CsJ;d7EAzjrvF^Ul~ao;|Q4cIrE|QFr`^L zx?c7bhWX_r(z0`ljJRQ-N@tiU3^pjj-gAA`Nula|` zJ>2y;$-outu}9Q(i3KZo>QX%eNL2#n+ZB1^X4o5*wX+!Uye(2U z^1+`x%E6D~U*SU}5U`H4v^3m9;JySdJrv)n7=Ce}dTex1|8{iG4&$Q&g!*ekh|{B` z_#&KX`Jkf~ljS~zi2Kz~$DU|WG%!pGya!kD8jm71y!G zk3B&Oi7rzVZ$&j#j7`tdalfLOsGf*Lf2im#dO1QSDRw`(qPL~?-etR##*+OJkauK- z3{7F!qBtG&1?MQ3#qeM4!|cCa*h}{P`qlpHg}u41qxScotR3c+?B7Y1t65p8qKy5h z)c5-6P1@)Q{KIVQ3n`FMDUjM95*dc?c3|};0r}2}IUK3c9%c>~=&?zO$ z^B9LQ$Z`hm*HevszfTV5Z(sU9VOV84NSvfn^i{Vc7jUy*>O6of^$6JMIvh3}b1d~> z_W-F&5%I%Me6a;hjHn9crXKsQp812nrLf(z#dE=XfqX%0zn#04yFFRv1FJurMUN0HCU1MR z^JwQTm`uRL=M;a&b8NkH+6Hnd6VKdjLMLbdk28cF)OPCIfZy3oUkR1_eaE+* z`VR2=4A(|Bq#5frbPeQJ{!W@aoCEol#BgflPk!ZVv39y|{K}QbJKs5yAUjGL&aZ?$ z?uToh7m2lh{Kl`erFZ&9o`lmCaevV(0Z;`_S%j+ygM=DhIIj{^F@mGw`-a{AL34a} z2x|Q#EGk1kf=t9~Ke&twZevOFD?hl5%20FPu#I1tzY`msgkg_&j(-)g@I<)YybXM3 zY`$}te$0;c3$P_={wFO{8Oj3EKG}YmAp_F(eziPlO+WgRdbuD7du${0OHa)=>=zHy z32f{6FLXId>HZ%)#AO^H;%PWXXZ`~(T4hz2L_>o?Z0sx zmLIeKMvIJ8)!lGwPnu8r0}4og)WZHJ%@MAC{#mSD1+)hEy;I=Xe*Ope^Y>!y!&m=( z4r(_a@9h7fSxeA(ntvOw!XL3r#9PPZGg6OMNk7s^0-Q!qUs2iBQ4kYNpy*k;nN6w3Y`G4L2&-l8a;=E5tm&5okplS*MG|7 z8)jMDhET%Rge?hQMQs^rMM909z0MiJ+Q_!ZQ-AfNvDG&sCh}0(p8I&x{5Zg5<6(}O z?*)3RdEo4atsWtrM?9FO(<+EpKCkXB*>`53Cns}t6ooYNf5&c3n&Tk(^4oXFs=PU>f@z`kywK)ru$ikc{a_p`f1K)E{)j5~=!u4J9L_m5OlxHRvH+07 z$()lk&3EvP!zl!(aPrhq%32fqI^uF_HQ<8r>T{<_a`i%ntzHf1*OBuy#~K4$MBQ6l zk&dWKj>HUAz8F=ZoI-W9LVFi&N%K;^?M&ZjcU)AB*H!YoGC|ti`YahpyTkcLyPJd4 z?hq&H2^_5bh!wvvHaovDHWwYS=o~3Asyvmd{821tFfH}{9jrne@*7;r>P}VX5TDPA z!9ppe-Cd(6fd6|J{)Zl%u*kH(Yn&(gMh}HQ#~DWIpMmsHduuF^9_kCHhaOmC03bgU z0nQHvS*M@Av04qkv05SDNT5gFP_Mm>#3 z?F@hpz`*~r3;%~67-0javPZf$7@;~IQu)EHtWAXL)AuADDJsi+UagHZVg*^_pO$%} zTg+W?V70sWOsu$C<$`kQFy)FeB}8}mWEZohfFI~WUE8QPbHV9@EnH@wtzy)i0osol z_7}s?YA=vCrl=U_VN#ny1}D^)jp3GV`|1Nc$6qWrI(?LYGm3Gh3 zdPx4cq(l57g&dJa{>B1@zM1?oH{|{C*yl4xSk2_V4N$3YCgdQ`|B<%`%K84(VVA5p zTk-`%Ddd)O$##oCb?#KBVnqDfP~)b}X;W$6UGO-ob)_oW;`;n*!YlgW}vG zO7a8F^DmL>9b+McU-x1sMxKVe)V92Iw5%;TjlIw^Ns}M3Su%FsG2}cq3{PK|2|xU@ zZw9TDasaSjKn6@dlain6ahI}`s*MZ>5f%@d7F8R%%(D_77R;j*7cPMIZ<{2)@ecSPwl*eKSHOK+ zEa+Fl&EXr7-ve)ypOLmw+aqxM=$Vt=GuftvTCh`+UcrY$54rx)+kqbb&9ziLy{QQvu8{qQTK{Yl?eH2UJYF- z%1bf{c??}5cm_*BP!(G3Tm(!rrqUzjGRM~pmm`bIN8K~a+0KBL*>IXqEQ*P>zCEFp z2c}Y}vXn)(>k-2^8*wE@J?AySoO5~Ggno|)r3#3$JJkoA4dNLeb0(X5dwGj_?>EHd ziSUT>Nb^W8A6}8ryh*`gMxaGorOqS5qv#mC<<)?LPKPec7{^$p%mYa9Jade`)CLaN0R_%Y^dH;Ny^E0*(k4C;L=i^<2^8-17jIfPZ2 z9C}}w`!t`A-lW_~ju~?V`2y(!^n~Y~C4Ec4{IyG^nr!2}Eh-(Cq$cat5#P%J>o02V zkZivpZ9y~uiVM`)^6Zq`LP8bZF>5gE1 z;nZuUaz%zkyXD2MueCMr-5TwpWv3$;?ci%Kqloc+8<=!AMq=yC!Eg9F!}U=9{uB`) zXJ@Gpp$*|qy8+8iALcB_vAN&ry`wq?*Wva0tD^%PZF(Lf<8Q;sZpDgeQHf~jq1K8d~^*e=t5A=Bj^u4 zXm-NFHgE(BB4vqpY>;?O#Ea^8iTz}YZ@FQNk>f^>@1r1v$c0K#Vc*meod`X;e|0JE zEdQF&*0rhPI}@MBgr}tJD`_e-AKLTmZ~&iUJ5$;^Ajs^<^Dk0p+^#xhAi~6{5+sk# z7^U{4o_h;0im!*O2F2ZP*&PAGPts-V-w5tgjQX+~mL%Nfr`qUv6P0)qM~Y$zdFeLC z^^NVjE8w|>(GWXsCYSO_YoV;Y4W0D!_v^WtAfeOQwEe{0@cru4jngl>1)7;{P=6p! zHmBLn#< zQP}8xg1OY!ylI)S>qc+zJIU?uFGgw4w^7`CJNo4I?&z(RDH;|PzJ8atzQpwko|Scn z9N|iBh&i=*^Bqz(XhT}dn~}ho+&Kg=&=!?H(CajNphZSGTA>`*N)Yq$x{O~ZS>7F5 z4$T=VYA2qMEl8l(Vd#wuzay+!1vFtp%w&x6`V-YJkh+@QhX?3EQ9U>kT5nPUHQKe* zZ$qv)9pU;-VaQg_IRT7El=E{=O}E7{&H#d@vWFK9n{?4Ze;xR z&V&b$TQ7((I_sGqUp^bbH7G;b&7SwoI(LQ1JVE<#rfZnh0jb;U@eUbEjCc$NAA!ic zjT> z((VkMJKG9#lKrjJ0sG_jbpk7*)Q~{Emoq%+oA$cp7mim}W;#=ItxC6;b+I^lRt$01 zN;f?2+7J(f`S_3~UoD=OfdO_|rPm6b7Mk;-!-^Xy8`dji^F!>Mu%q`)mW`R0E__ti z=9n3KsTUSbuxD6jTw+Eok1hl;wAnxFy~)2ffWYCy|6Zse@VW7_Th>0EH%(0YBVGH8 zu%3NrsqK#QWu+?P0{;hv%3ih0;L@bSK&XP)hs4>9m3Ix;hW#{ru~P1LI||ok{j>D7 zMtmWfYf{fgQlU*6Lo(49@sG6eNO9Vq^s!ss7E?3Y706UgWI(m;^Ojp#a}2ER@y5t1 zT+(`EPpv(>kS|n=y{rsC-C+V@U2CImkFatTD3sDVRTH&Q&-k@#jvUn79$iBibb*q! z@v$85!pd80E+~604J+U$gM-Vs{2Ei zrl@BwVKoMG4Yi?5GF2BZsG%8rE;a8o9Tozs=t!qB&MSH^EwzBf^YugRV<+z&Z;Z(p z$Fn}qVT+?CBmN(=bsBcl)T{LI^nP0Pc!CzW^7O0r=(@ zc1iNzH^2PmhJ~VD3H|1VshRr`JtL^u^vxkEPk#JFSWDdCt6y+A_Sf3)7@K5uekgkhdbUyL-(h>mnw{Pv8uvEHa?WG#W+c+E7s3Db;632ekF-S&3fa%E&WiKX)!xgQy0D@-^0 zwOOkAZB_?OEao}|Y-@tzbnDobOir!rZL;8D<0|F3VzS%;$M}{tPOaQ+ zlwfY-D#f{AvQpCt`6Q7Iw!}wOcRf<%QmsEnqg!B48*`Y%-7|cpag}FGlu<*5s{ z6!USeOzb+|C0Hk-y0SbqoKchXiSX;Sp21SWV1^xxUTxOQfv1i~i9;Em1kN6I+xZ?^ zoJ_kcJwI1EgYw3mEur7EvuJyL-H>^cujc6laN&|!EjyL)@OT34tkBhOcfrYsO1D#M zviXfZnh#Z5xk(OHEroLI6IGvGlH_~s-BnF3Nyi0XBuBN9J_czqtQYjRYGB$c(Vvb%5M-t zf#V6_>LzgI)#W_W83WIddApV)<(XmMjpc^-_XDZ2&|f5@nu=OHCLX%G>QyvKPrBus z)S5Qv6y!%`I{BF8ISs8N&i!e7{4E}VAsN&$9_rQGN}9%K$z75&#=f^OkGMay9&Y(t zWl4mGZ^5Pmr*l0|-F47MFnXpx5mMFeCc1lu%yYt|?Q>Yqu%+dQ8aG{Lq}r7#wpZ^&-uhg3ms-TPCkaE#Sqt&DFk&CL z%F(VdT}|z0Ike++M96c*oah~u+68gxO}{D^xB809v;h*L#)jf5e7_ut>7b6%14q#fr*q+R~fo z<4kU&#*AFAhuzC7>04S7uTUI~k3tZD7VAJ$KTbBy2ht*@@d><_2t|%4P=w9g2EenB zxs47<8*S4`e#Y6vS1g6K=e}qlLc4YL>-Ud5CzKrwy-Bu&MR0}|On7?E2R<}fT3u`c z#6pNQ4~x+DZO}HfzNTpww|NlGZ(*q7FH`bx^q=`H&{ejY{Dl+D*H*9P!;0sONw@Nu^M>>~){snDxe{cq z9^BPqMz?;%x_S%OHhF}d0t3;#d?G$no8@JY9SJ#%1~seS>#${n9_vl0#&#@ia@;qJ z!iA9eS9-BJq-*RYHbiyr_>uJ8<|`iZUHaS(#%gKtNTfa7rJ^MVGJ(8pDw{fNiEJD# z>cZe?7_IpUJ&r!|g|hCPV3Y@~2vpcG&<<}cMV+|(rIn`a`#ft#b|uVkhxr0{fbZU=H2wUE+TOr23+-8n+v%8a5p^=k47Vz6?gYN7YQw5Irh>*%X8nbrhMkvljw)Lg!P}i#O*0qPG+=Xr+Xz^W9)B+#Uv8&*KYQx2nsD`_7jD0AUahW z*QSyjhmufhP_|ah9I-zb)65Fr-k5Y|`10UPzKDZoXTPXw?sH+j zyrmJ&8_uUt{qgkqVphddEmx4ymT)ctNIo^FW|RR;$Rm?*IXDD4`JFDtCg#hJl}+6( zY|{JQ$5rxnZcqR4g&eMvv#N$Cb^4bgQ=EWuXTwrqV z)WJatHg)+~SRpY>X3F@`a%gH#o{h4SJ39E_i!AR48e1&wIxzG*nJbpc+*%pR0RA4g z8~(69CHJ((5m${DY}VyS$lZf_R;mn_d&cmLL`o60LZA=inLwN?FOhAOQZ4ndBZww-d8wr{T*eYJ6Nos%UB~5r{2_64aa#v>cH{$i%lt!b;Th z0!}mSOBM@7(6{EJ;WPiKv`g9tlDmtRd-dy7tKQ&N>-;PTB<&0QRS4uX=Vr zXnCK^JTD}GP~9xKk;{2qr;b^2ozT)i+;Y&^%kF7buO2>SNuNF{qCJ~l?#LIvl9xsG zeD{=%^Zl{^LXW|%R{M$mH}LGBFMETl`Kb?O?UQO!^Bq33lvZq% zb-gC7?HTpkOZxnTF&!Pr??NLbZgs%+q9nqETpPR<_+rfS+DP}Nz5=x~beC>obUVgr z`}5qg9rfD#r#-unv&O{Qhbn}mf!pu2JbN|fUH^*sBq01U}U1|INW(T_(>)BQqLCpD7kw%sGJR7F11%og<0AK*pSwYh$@Nb z|C$ytn;a-c_%??*?L$Z5)8$!NKG(PVfTU;I8)yVwVV{Vx^u3nv&UtCd>UtM8m4RO&gDz`S& zKP?!^kx*0RF*zkNJEK+0111y4mpy{li_+-rH;&7{a1MV#h^@6dBo!P5Og8#kyvakd zv&>QW`8ug7v4@wS2C>-fLj3bnFV?yoE>^=49o+T@<)kjQmlBz(Pd8nJO5Vk8gyai% zvQ$4WE-$U@>(2^_K-Ww?+~O1P8`iHQ-@fjSkCWndwRVr_jObun8K}al4KAH?*s44d ztU{~}6|UpoMuU1g%;CK>Vnn3uMcsRG!tUl>BPuK{EM4pCj&rVcQoVP&eApKXCfLU* z1;FFt%DKpi*WMhMe3xc|b-e;j_*WIMyRaRat55TMR5Qrx# z!mFrV7tDayFcaBRgV#_(24h>m6$r%>l|Tiznj0ro{WR&TFGXyhfe6KS{kS}HMs%8p z@E2FrMQoXR3CV*-^ctQEYF-zl1eOD^B+b}#a}w_QC7|0jqtKK@v#RtEiT9vX=y~C4 z$VP)-wiDMz`&pvR=vPDXvrf&^>uz^{!fCSj<)HqoLk`9`dZ1#)suze3*mJL5JaFOIUzb>zMc75{NuXdRHYRG=JlfdAYfbp|L3b{`) zlqxSYK+G)9Vo)(PG`|`BPMltg+Ps(se^W)_<{Dp@U8r2aC5MJYFIm>tWJK~a`ZBFW;uC2fy0~q2M0!O6Vno7oer?kn13lHy{>g#N zx%$qk5VRB0n$4y4!VxtugM60`wZN?Lb1#t2-8Fi=AdpyU6nRu5D^x9=2z0QQ6!EZ6 zmF_LqEKc@py9iKgxSmta3bH3eyDR8#7rM!jhRTM*up)29+sO?9rvA&PZe1{kQ-h#} zD*l2a*B$_GJ=Y~?+vsRyX+1a9*z^(C=0M?!3nLlR%egv1Ar`Lg^eM}g?t5eEqfx8p z?iSqI-7nXi9VFEbT?S`OElO_B&K+;=_9aIue<|J-JbL~aGI>};V9u<;=Qg2kYaz59 z<0hn@n!diDFXwo6Z;mKs1(JjHrF_UudvqL(U&aay$BY_j3PLplVf&^_h2rFyJ?jZG z)u*ofJ%x6$Ir*NU=c_}Nr*85wD&$9y3Kv&su8n08=YC10*7)XyMOROB?O;GFi*QHo zCTa0Tx5N3%rNa!S$e!2kmZdpb>-{@+4hhc9;ErCg(#w~XkO_-y{*Gr~&eUWz>(8K< zoC&~G@8rOW=>@DAxT4)N1}=#qqy6qgTY)jD{wF6I{$#SS1H-)N+CbosDEK?en!kK# zGceXf-FE1$bd%(uSFe%Tq{J|(rWbkQ+GGt^iC6eV&onw%3}!s%7w_f&u*5 z%Kgc??-br|Y2MCvu&=1H_Vy1Pjm~3jvFtv^A>hRI?|?4OIb1j_LdWIbN2Kg@UQ^53 znLq5$y|wn@t=nk6>dDDu)6vNMa(SjwiqS{%;FXNNn6bg-cWNE^rW`5w#Xcj1=l#PD z4LK`?`*T3Qk;;W$CW6LjJWBOQ{<7FRy2y5q_$jN)3tBaHZZ4HrC;Qf|k<`M<@{G}T z$!sAt@?1`f3eJ@n(~ab>JJFN#p^hsRa*5|Wc`sHnierJ(1F!n=QsI@HjdykjA%=&# zlVX;4HYT#6FZ05czo2h?lqsW7nZ0LwB#_fWY=s4kIrIwdNjwjIG2y{7({XgICLnia ztqganj@ud^4ESZl4z@fp#(6 zJ~8-#M%=zexTL`a!@+SB#bCJ1*6Ja#BPzc4Dus|^FIvCumJ{18 z=f0n4aejXCJnC#>p}Z)JVa0yNT|Wz|2ymC5U!>L{ z?Wwr!mtS@8aI0s3){&PI|M<%?XYnGfWXedz`~cE)jN;9eJBuR?9_EaB;Zrx7G zv9%JRnCW}Q8_?VuqyLjWO>!Yz|2OsdeZS>>yp6n|fM=a~Ayl!^`WT2M`E~L;lHz-k z{`RVp&G!sdr9$O8^Su$qRdwiiiE-oqVGi)a9@vJ2p3qikfNZmQU%~14t+%w?mE*Va ziK%Vo^ob#RT)fp6nI}Csu1izY%MzQgBB~3|63VKSscP!l&{`*lXT_(YFSdMNXf|f= zX*VZKLU1VV?L;s>!qIkx86_M>)@*7Oj?-upvllS6wLwbU$2!_>u{73>odJyO6lOJf z$1NvHv7zSY2_}HC??&j0xPVbgBMzOy2E&ZDUKp3~C;^xD=m@N?SBeWZHsa>9$`#XP z6Z?*f+}x~DwcK>9`ksSXO%XcR%iZ!|H$KA3oF@fc`nt;DFJX!<3WKr7RhtRK6_uOC zOI6iemn3@`&i1AkeAVxB;sL<@qT(YP5s~BDvVt_+SGNOWO8yuT@BZ$q+rO~2)YUV4@kfVU8|ezi_vM9h%jXhcTsc77 z>=mO-oy{Wx0vf-^6iIm$Hy_}g?Y=v8EXQ9O$)}`)Hid9+-^ovk2@Ao}eDdL~G5w(e ziHJxgC1F2<$o=u&$2Sa(YGO&yZqa%ta-PP(#wWSgjM~Q(o%Sh7pE_O8kv@4FUvT%L zN&hj5k0jBeA(5$y1=Cl1_RSrWuaNYC=$^>cA1uqWK8j*|#QmJU`&aS_A)<*n~gz zOzRQ)X2WC|s&KR7U=6dJZ4gz;kL3osl}FA23CVv5i3*S5!Ri(*Bnrmp>6cmo^!L~* zK48e%9US98se}%WaiAPP2gf*2a-f4_94HIX!H`y< zgrN69;BpteZx=3CUN6H}7!E{5;qiLJ4)jFf@p{A#o`}NZ^@ttVh{EIbh?PWM2eR*O zuo{?)4w8MJ^mnYwirTjH1`ts?W2zb&;s2WSv-3w?kLM^#mhh!Qj2vY^?_>Be(P!sR zydKZ}vmg__4-6;wZ3Tech3Teq*H0*7ykv}@1sV!|Ls;3yeMzkzz>5QC(Y=cA3kZ3g z(1(6d)}L6-ua}d57BJI_M`3=i^5VcybT9o^0iAf%53Cm@Z?Bs_HTHV;l(AROJ%x*6 zQZ&>YbEF=xa#RDoPlIqwhma7XXykz})80sn2PI>EY;`ZuQGA<>S73%u<4-6tQ*Fn_Zj}-FzmKC>}R`(lqJ3TPt269xy{~Z&yHK`Cx;mrBpgI@p+pi&UY>u%O=j9W zGeEFU%i3^4}jh^sGxu^LV~j8JM^*<4BAiS z*G}b!JL~DS{ec8}?W^(aS0CsvE6ndcNh3&=7U|<9)4#7JyES{q9bpe&c2CT4L(x*J z3eRZC?M-@Lo2S=+f%|S}cTJ%QI}HzjbQ?K?G!=PSGWN7QQvB8=uXZQPykQhWxoEL+ zrn1dDSHaS!U%q~Mhc_{MAI~4XRA8nB^{o|)n?s5{w~fRJ)+`s@LwC{2E7g^0{BJ%l ztu4I67dv)ljl){(D89i=7S|tK;nm*!&g4*@82gI(_(fO3E_F?bHjlv9$-~{fA-&`+I0iw-cXoMp%@@%ZA1#_Jk}kgCEpor%ltLuV zTiv8{W+09K|IGCKuqwi_GH$MOa|Pv?rr#7hwu>fcpM}&&s=Dy$>}H z9z=>6W(uKwO2V>}Fiss3c%$BC_SF}GvnWXjk1QjTs_iA1cYc6n{>fC7#%>Z(4JRi1 zgy(|~*B~93Z$unL1M~Oc`N_gr2!!rIbK+P^D)PYwlThe59bBlu%@%aQwK|F3jYYFSo7d;PR#SVs3Jg0b= zO!j4V8%qn&&)3Wu+OIm4$I187%dzK6mBj3@TN zPYi~dM5G`&Kw>DE%V5vn6e5+syCD_zwP!V(|M?xMsCOE{8^v;~#fz<@3C=?!ZX0?I znQDTjwnkk*MJ{KBM)0Hq^Uw{Enur^|NW9OjVvvq+iCExG+>Aj&f8j87SU7+ci+-+e zHc#F*xBF#j_uN%z%Ap4R_EfI&)Jctc%2)1$$3oeI++SaO4PDKb{CZsTexkb2NNRYp zn%{o^b`D;PO*YxzsVLu%nc2V59W%Lw zC!IBrNL~lMV-}xES{V0+FKYmLrw%s8@-(Az6P=r}4vBuWIR37&KCb3-JYb>q#>*i6 zYlX%$NRfGrUkap`5a+K;vU!qr>LO6aH3u945ja?w`k3LydQ|3&$$>Jn=)x$9`V>mh z5*T!OuU~AN;G`vD|I;kL-)iKZf9uK5j)YT5Cu07yhNbI2&0<&bidAyjJr-3jY^-y=Sh8rcxE%rhB#OYR73VDKvLS~TUb*8ndsaZ%O3fAO8*HqD;luWdZN2Gs zdSBDc&N=!q9)F2A5n^JiM`z}OC;8}JBLQUNY$2M_4G5jHtm-^I_&naUaX=$Ga{w|< z8V1(<6)t_Wan=CJ=sK#-=^KkyNH0V*N$B`_f(v;<37-=IOO2BE^N<@!>PhVN@CJ-$ zuP<5?n8!8U>i!UjQFc2aM@pDW_qv9nK7UI-h7ym58igcAtJT$yd9NX=EfU*c8`{P< zQ1eK|Mtl_4>yQp~P*B-?X#mwaYg;QaBWo&#GRBbOJX|cZdR9qRpZMse`|o*PJ5flG z)8+edEYDtL_GcMNp^jzs%l?#4IXB{cm!gglJH=a{$5TnQftPVE*|9}zh2sz1z~BkN zmY-wn)<=$No;v-l1>m1e*i#m0pGvczmgL?fcNDatJaA?o*0;P3(LBgD$mxMfFY;|@ z8srRb(m*B;L<;<+-tdj=gd&(L;b>eu?&Y$}SKvrE88K=fY!{MB*E)zbST(E_v)^`0 z4LOjS$JiHOImX#9BRY5Fh~n%cJZaag5^H0c3C*oqXTMp}@jf*^t*qI7`}=`|n_>JpG1hzddw z6cH5^q$)*vOO%e%q?1sT9(w1$aG!nldG>yu_nhCk-Y;B>%xh%KnYq@Qqulox!L4Jb zppBXM1`#y1KJsYC7@|6cxjO#aCRaPD0)Z2-rcoo`3t zmE6<+pbvS{z0qjsKCc2w$*m6IMwA?iJX^_4wq{87{LB!|349h3WR)-gFO16Vtp6hUEQ)Tl=)k-!#3a{*vzf0ZW5dx_*hewzf zvil<0cBJFzx*7!$4~TG_2%1AbGtM5()`4Ul1sZt*>Fxvya4!j3)US}l{<1y)V|SWY zR#Y8d`&Vi0TWzgAs=1jwY85b%|L&R9QeDv6-S|{7ZnO0K{aqTC{b`!(uT_H#$6}>S z0&*@MOggO1&6v|1O!>+HPH%(U<>i9r-<0O4akQfVPkYM(pY|H4*;}cc7F&wkLFH5j z5HMXB| z(rK*Y#n$^S2>RwJ3wuTy^7(WLo~{v)8aNo8DHHPeDK@&C=BJ&YVfjJw=kCClRFrzM zGI53)$l)}3U+Y9;BvxP+(sLr$$ok{4UmqP9)9fGRH7m0NlZ8o#HWIDDFB|Dst}xvG z&_+6OOT*FA7In|v(~spZQHa0(4@PkLjvQgiKm4K#n16Z$R4u@#Gub;2rtmD~EW>Bk>(V5g6NR4D&_rH8XUq4gI*YAXGIr|@v1|If{!LH`W+ z?>ef1)A?_ETiJp${j)(20H&Y+!wx;5*#Bc2l|Q|ATb}xVu^%-fsV>vJ1-ox7D`)D7O9oR^=DG|Ncjfz5l&RA2_Z5 z1H^PV_rH9>e^&VBAGba54{5N9#(!CS<3C}!{cDWjaK?Y4tAWGh(*J?Y{tuwp{}txz zUqKXL{lkA^G5&if#($qR1OAaV`~P2*8GOwCUC`%WVm{#g_pd=8a5Mi4ha7xmYW#X- z`u=)H|LO)2y9eI1l_0ntuK9a6h{Gq&)6w4H-mmBFk8=e8o%tgtj`&_U#M}*_9r&g} z6iaEIxrTH~Qp#^JXSJ5jOW;q(oHd(zy$Jrb59O-VYthYo<@WOKwRZ@&cdy+1uMgk4 zK0NXG)7!_N)`igQ2D+W0XJ6tyso6E)S2(^!TQ?i%c7@Wv#9ZNEe>1YuX69fG(tdt0 z?hh?iZHxc`i(UMeha5jr?te1Qv3h2#`u^69VZ(zQsf~BSqg2sZr6Q$ki=!2;)*E?^ zV zzbh>bRx7d^P9Awa5;XSwURBi{IWcb#9y1#;YPmc84jA3bUF^GaQ0=qaRczl8RBAa| zl%aZaq&#ig?dt2ok#(GsYy0H05&3CP0k^v2ZuNS(ET&dzEwp(}T)F9bL1@XIB`!%4 zllZuIT3rsl0S#>;JCH8vl9;jMc5|Q&R=?IC;oK=w4e%vXgg%?uuavLo<=Z`-)28I52Wy%L&=w~WiYKwH_W!MrR= zq2NIunl|5tnTY1VWk%D%qm`s1QVaPMY>xM#`0_5LJB$)+E2AZYX^FJT}8H zMtU4!-{e>)v1e0Q=W4wnwLSgfdLA%#$rL|*=~4PA#kyT#d>{2niZzV=>7F96Kut^? zLy&KOSFOH(B~6o0OFC{3(j>`fBjztUT_yBo@d=u11rY(dm56m~$Y7UL{CjJf>8`r7 zpcD6|fJLxBnzkfrvDbrD2N9+Sy~3UVX>bFb(d|aBmLDW2mj{~!w4QqXC4rgIx)@Uu z!(h_r_yJA*tsiGFcj$Bik)B05kBe>7nv~;_php(30wMUU#xCamU5UL@S(H#(9W?%B zv^Ey00J@_=q`|){L6|ksh?8Uo5TTB9L{T5mCG1jHbeGT$&cPPriEz-hBoxv$^v4HN zR!oTtP_7D9U8Hz$)tlyPu23VD;HBZUdl4^%0)xfvXg z$K+@m$3dZg$oRb$-+H2KCmoMmjnxwSVa;U-xuhOg9wF445e;X|(3ia<{vw>d8*=GZ99ZW@;N7ZqVmu57uaKI9nF0e%w92hQN0#WFJ;6T0Fo0l3pml21(MZ2sx> zYR~;m+3i?h?MAy5^o#yeQu;?xE2`%2q^tW0XEi^TeOFfmWQ7hwb`hr4ZxUAmmW4|W zXq65hFC$7jaJ|>1Z?$hOpGRM&dJ6ND>^zm3l5SW1bj!J2%PZJFmdtOq(ab2j*4eFP zD0O{LcCEYH*wFntuqT%u8Sl)K+@Z6w^^-s1!=guH7TKmI@~Z{QHjl)-g_M8RS-<3v z_|I!^d;<&|^R%k8T72@1+tzXtB0hKp%~qigS3MQn+2Q0k9o%)+^V)()+urMqmc2I{ zsbAA~3|JtK>2CgrqT7WKD-l03R;?3VP`3m1GQ;yQ(hr1zq{e9`-3-Aud*CqUv-(eU zgQB?GlmbnLJCyK~Pfge&8Nt!&A4J4dlOPx(i+=2y8zbfTp_8-ih*RRCpzGHT@y>-9 zsU7JDa9MbyP;Rsq6W01fF&NJaY{DV2DB2Yhu1J+c81v&yye40)38xj)3j(#7$wg!3 zsfLpTptBL0R3Kap_DBO`UUXtMgg=C=Hg0UM{iYb>2nOG7Q!q#5ggfhxeIoIxG9nqT zw<77CNl_uJx=1em+$i^LI2PS%4QnCMv%J=){$ik;8FwW&MuaLG9>T@d$@$*yu9{Bp zqJz#iNh|6B8>kL=H^x$OwYTAUfSi^O=sQoUZ&kg~5C1$2X*lx~5u=z^$0liWU3oZ^ z*2ji=M>@O#-*on#2N(2d?2t9*6aZ8_W@9<6p#m zGijvBjd52%9Z|Z0k`nefE|J!FtUV*Pg~TIJf;?UUkI6V5_&v|?tIiO);Lz6}OAo!wAX0eW>j$aGL4oYVICf#8tVDUS ztK`j{=X8##e*Mc0mj_#kuonU=MU#FBB`N6=9ho26l;_1(?W@=2&aaeA`X!g#8E_{( zTPc&+ssvd2toibYC*2y|hOqFV5N+isVHnXMkwHDZ<550|(UQnEQhTK`T#j;?y=2Tx z)`QB2B#a&7nrnE52Rp!EMWkc7Jx-`;(5cn=?H&``l*^0aUer=ky+6NsGJ*o1s}q68 z2Y8&sS<~v1A(r*Z!4HZz&n8iHEb84GwOL+^0LG8ZDVG>Y4gKLb6i2Cz+CqaYtcg`Q zOg{Mjw@o+~MF#BKTM#oEv-taJ=W4ZXklDc#8+nY*<2WuOeEPQVO**O;VXkE`^)l89v<$(6PMGrBQw&rK4fVos+Am#5TB4OCN#sT+rxwrveJ?}! z3fL8p)TPz}3yq1>!~2e}*Ztjt_eeVmHHn`VJAK`Q-)4NUJE*S^Ic!fdM~cDc{ppCY&4yCYaw23CgaI=`6qqm;6dQ_QlL&aVKQ|c>(d%X%1CX_L#5uz+1q@mIa^)`ki(#2`=|3cI5h()k8GWtS^WSQzOm(rZg{J!di~~M(Qzz`YSbd`!ntS@GyG7iSIsws2pWJv| z>Mgx~7+-w%89Mwbo9^xr;lgtYpEM1o;S4G<;&)Hso@WztMc?T?yIuad+3homtNCS6 z`t*)ogYc`hbnTr6?x5xEAfRSCxMOi^OYwV_l5_8ZTuW~Go-KP3q5CP{M7nZPN>L{u zafd~%yXv*qM!Q6SkIUlB_aa|ny9A53T8Z;c(w=5KQ%X@$o9Dfh5ANq}m(xbIoy$Mm zjbDp@q_qX2E_bPlEw;t-JD~CkZv?I__6IZs|ICL^5{5kFAa{Z`atVu7E(r~ zpymLnQM*P$Fvs>yrLXX$zN7fH(T;pz&CkAs1~rnxJoEr<5xFL6*xaDRUYA;UY|?XL z{F!BA3nG@g@V+|<@w|amIh+bZ%|8@5T*f(w79@B`Xreid$k!O(=HF?e31o@gl++ui zfi{2vbP;%LWFhy4HMeS%D@MSql6`hbKDVAzR3TQma-5~`K~0m+CbJ%i4+Fq}7)cm0 zSowkDQ24Vl9`>@Md=%!~Ci6nJWYm3%<=(|v<7tWlBFvpkT^;YI92d3;wOjgaeJm5- zNLRp_T6nb2nrS2yS*aZ~d7>KUwdtHjDD7;p8WXJ!RaA}%!W=Oy1LLyn1T=py*$F$= zW)fmM(-Mo}v8SBoTDlGeh+c@$ERQ3&7hyXEe5E!@ZjF$Ea7^O!5ofWeh*)VoI@lvZb zi*O+)Ujc2y3}~P?IIendc=bn~ovTIkqNv5Xxw+9?U?^P>ai7@-jPXmy^gwRvOIovL zc`$-6)vEq*SFnjoPJxArLA?$ldb+DASQjNCT)^sF$VP=tPVKv(@K-JRd1FvOFEbJh zRIBPD=?H}|L6Z!aRiml+7$Sb`$c6s6c}Rn(5$b9X@@OmqjPzqo=b9v4)MLF(!Y5}g z(o6k)IV&q>YHEMg<7Mo@oYmD}(25jzQ$R&F!LjDvNWb&D8sJ~`wEb_(G18b)Ap{cf z(|FsoX?_XEpnGh0bWz8g;kB5KR);-Zm<+y=mN93~>j#qA5JHUFCSMUBJAR=*-hlC~ zRtzG-bnbHO?U`>vX&T($@U>=)(w26bvwukG18o_Rin>Us;LP}+Vru6|5W7MK38S|` ze~OJH$e5|65E+FFk2cI?D6UFJp2eax_Qp?hc~JAa5Je+yWksRzO_Co>UW3MPd_cWZ zP{9L9Vd+{7Zu(=eay0T|Ujv6`w*W_HUAF&=DANx!`)r@^KlL%C1c*`1BJzab zO!ct~klQuJjpAk>vwjy3STS3?Zeub`J{(>+95%et`tr7b*y%M%BGET`|qD`d)%C7lup{IQ?>b+zSHF9 z^;|QmE6xl{LD<@pVn<@aNl@!(kR$NPzU=a8SJsSL{2(aIUqDN8X5b zp3Iu;edz}VE?RV8LNInF<2V5xuDI%<7jz!Wgl}Y=LTk=5NSEX%T?lc!hi226!M*FW z;kH9F#?FkN)GXxZhl2G7CEw{^k&Zvxni1*cB>ab1(1qImEa$iEcuj7R!dI}jmt*hX zo8aQ_)R>VRgI#s3;$trd1nR(Ka3rk#ZO4PcqY3yr<@RhXDy)i`&a+zCPl#xtH4{#= zxq9(`tQHTH~vagqL0~oSoXBY z`@DGkiHi>&@(fQ1zDH5kBMFJWl}bc$_GUE6&(&Lk{&M^{2N(L13as7%{RW$%x6oYUg&AfK_Uf9zib%_(4(C_!?s+i*pq8M6wa7-nKmuq4=%EMvWlV;cBRflAijEW7Wc4D_ zeOz{*cX}zP@@2I@djy3mw+`H}w*D9vYc_!$xS*nQN7t&J<>sMkai1TYq$gbX;VC04_6Dt!ZVGR*$5Fp$B4xc5ei|hZVY51YW&-(po9wX7QT-nfuRXA&@h1HwpS#z(TIs~z z)RHoE`axca9`j*{>71I2@RBoMcSEjQ4wp4;f#eWX4iVv^@u zr*$Fusg6>?2daPlvjkL8Nm$7V`(()#Rw%QZ&*J-ezZheqd$fnex1LVGwAk7As*Rj& zX3tb_=nS7}9(_{i9u-I0v#Ai-`=Dal6r95MJbKuEb$5R)_*tO&YTp>{eTnDw=X0suvuEIrqsY6KU8Av5 zIssMvr-Q%96b@=@Y^zGS0utWwKy;8nk=a+#wd5xA+_{(7o4N|rHy3{8W;4Ee z!1?olg<>UC^LRb-@u>FT;tsdtL6u43?#*TW$2DHMEd>)yUmn~wTV^4A045q`NDnba zp4SGn&WOAYvVfjsiIuv#uETtlS?SH>l`p3p)r5RvQiZIZC5`C^?4+H?rLQEW-Ks_X)X$%$>=Zvvo5-H{ z(D-CCi2F?DW9%7W?FK8re|U91e>A=H`^l6+D|;`EL@%1zM-<@$MbE$jX48O# zC#YQ%@yvNQ{`PbZmFV)3X`I}Z*FIMcw(AF&;~!O94{Lt>y0sJRnCts${e}}DS(qz~_?)IevG~GVKtNh$eFmLPq*RX!(tN+0J z`UTO0GyK#0vba47LiDsW1hq7qu{2AFsE%Q z^Tz(J{!<0i`YYf|ihg^F>RID#RD;IV&(z-cqGo)#PtBz1-^!1id8-(adf7Fj;?)np za`guJkyRV?)Tc?^_7r%&P986gHRJNVa*lqbrS`VPjk4L952*>&{WYE#N5_Jsr{Z^fsP$+O5E|8j>G(8X)KdMtiO6q1 zd-Oq|$&B(yw<@VemG|Oj`kT{4UDv0^O7Qy+6JE9FwQS#e?&6e%=*)RG^Ysng$@9Zs zx9Fo)=Vc9*hC?h}BXpDm??03ge`bGe)zLm>K$p({WAU8<#iI|>P(OEHX{7gF_X+rn z?TG91%Zt7~AWjF&beP!rc|Ye4k^J!S`_TujK940_`c#Fw!c^yXF|vi)J0GZqfAmag zykKyh4?S{O(&KP^JKf{s7cfBhp`$Sq{2FDtPhB}d^2hEtICImU^vpSVA0;V%kmE5s?I-_#u9JI7M@5gFx+|hhoI{vYT=g*44nk7`LE!t;{K3xMRHtg zy~xu0Qoll+kqqa&o?9x|nn3GMmOWarWlJ0Qmj35!P1-oeMwn8eHXq8Ofc&Db)S zLbcwd$Tw_G*jdB;3)n#0Ca6E-4tGQs1V{VEM);`- z_O?mn_5PS=1IhJWA@q2x;}1fhc%9R#jZDe-6<2L)g7xY6OWby-qe+=@YyF}2A6_4Q zARc#yXv1~^&hJ%lTq3uQRylrtpy&p+9+8L-<-te7avRNDGz5GcfWAniEFm-GEk0V9 z3$)dc>?Jl?CCX5K{QWQZ2)9-uTdt;*Jc`eUaT$H22lJu{(uD z{T)H3I-iHqZ);AezMsFl&^MqzRsBBmuE29b%WT=Jl{eCJ;a!L$WV9$Rg3Azn!j2Ru zTX-_oKn>z)$mz%3JATxq9@QUXUubB~8am!j$DbX1<#uZB)mkJTOO|HJ%HZ>Y3m99| z8(GUOXiC8v?UX}YG0aj<3cf_(_*^U;ahx4Z9bZTJQJ;d3V<-f(V2W;+_%>`*U<5AZ zX#1tglJoZ;K2iDn2t!36S?kst{Ai@d$9qZBaiduC)EP>VObZRP%ArIGM+uo`UM!=Z zJ+nZ7Fn%%-!E5Mo+RmD5YMgD=nr9}o*|;RZ8LcKyGFTmVoU7FtkN}YV44LR71o918 z5Aio7j@HI42b)t|WZK;NJ0_8I1@t(i*z+d6`QDR^MAaX)A^7_Z(mX^Yub#TXl#Oa$ zEn9A_(@>nHa#S1U*x(Y>vfId;_#Z84z30f~>VYr-8m(Y0&P+H14cAM%{}VyyuXjwcDgY%J%@zvNi#>jXzap=vcsv0rCE|+(6tn>m7*jTh?>eV zs>*Tv80{T1$a=j4^gac_!32$ci=dG~t3EY}YAQRLivQO}A%K(Y9uQ$NLbn0D zt1ViIoF<{1CUF&Av2=wz`qq5U!6&J&0!6*v1c5$?MjRuKVeXCVwi3ck?&lOjOJBqV z6v9}*XRA>LV_Bhc|KVW3LqQ5ywxbUJAhR=?U7CN|npu)?+9Hz6t$}wak_khNBcF94 zG7RwlW0Qct?UK<;$=o3Woe^9dh9d~WtF-jE*G^^q$=zPt4dG(d9sl#QAKXtDTkgo8 zpDkHDqXUiZt_!}etKzaJ0RQ?%a{bo2p+JCq%7yRx32&3DqI8GnZ12w4=L;EX1qi12 z4{Xyt`S3Ppk9Oy6{vKD#g+XBP;oH(Z$&^on0uO^W;meBs>5sRR=cK*_N-9;%RLU^s z*IQyFG|6#@BkpyWO8!WahwPFiG?oQS^_rZ-bzHYy{ z6V3(l`;NnM8%ilhVD-X*EV%K={+RSJ(_N?%MPT60DGW^nS+1WhUmc)ZCx&3eem|7z z?p6vA#|7~b325H-%L=OD<(tqc@=c2n=K^Xg!ik}no-%e{vQ%em4Iyk($%UXcM!(Bm zGHykI?lVa_js6H7rUXDjMv2v%>e#we^vQi{c8Vl4M6Ch7`CB}Z*cq-rrW?psj6N#a zI9+%ond}ru543_%fL>3#YkW~9zxUn4!RIT1{liP(TwRCLXa0jpxwTxCNRL~q>>t}JVM^rLJjy)4a zpNS{XNz({4MI$(6Jml@hzu_ZeJ?JIXS@N3B4@EuMJm*GKDBv2c-`ixCCsklL)Gi7H zW3woRbG1^G$3DKsj14&j+?KIj7(wP*b7`16F#`c*s^lh;)bTMmGDli`3W9r@EaN}| z7)+wX3L!dZDz|^LX)1qi+W)<0zP0Y#Iw#;tOH;;+`6Ih*F9(kuq*`5`-%XMVew*+; zqSR_3sCYS53cph$<#2-1lM2|4?uX9Am6lXgjAZADH3H>!UouQPKE|+839oPE`rmox z`y_9|c5ix@C>&mMV;{`~*x!xP zhs?iw=6jqhcoxedfrOq9&!{G2S)la}M&*{1ZSQIZg|NIm%~kc;H~oM}Cox@Q;#Fkg zyOI$xY}~ngU;51YQ`jdrAyV`oM>z;)I*^vC`WvI1A%$0*T;h1m-xN)rB;4##ej|ON z(n+sJ>h}B3S@E~uH;Q3xdMr6+pl7k(Nf(UPV)ugbRp02A4`ofSc2x8VVVRhbF1O!X zd`!M=`IB8UwP_PAgf4dZEOER z?rqfMId{%?Tet2=eAJ6Hi@eo$d+(-UkIBdLJ-gGcH{X*gHZ^D$6-|H;Yno8b<3_)k z{I3`L0-T%NeO^~cAjIavFI(K}7sN*4kcFDh^G{p+&(27{Lu~$l*MR7nZTcf#f1qnP z?0G?SjiVVC{m66fyJs`R9|J3%Y~aO2Wm-_)gQ7l$B9U@%XvWF#PF1$E?!1$s(#N;M z1GltN2YNJRdTu4N-PONrdQCKpnqDaJ^#jX?HzL@s>4l0587Hw#l&l0+ah%6Kx%Sj`L0-?c^OKS0a%A}8;iiw!8pmZD+qHmvSr z)RqlU%i2@Q@m#P**ibweaG5VVDpMo9tfV` ztSv8P>-aAC$=E4S@1Be0v2D?vGjW8K&UxdMV_P%X{76k zZP}EQ1d%mi=`UghND#|L5LpA_*v}4y{9|bz{1J!Circp2aVIN}G@c%*rLT-oth}!d zV4xDpQ7UEp$3Xy*N31w#4U8t`B%Ub=&IN};||6W?)s1;V;MT_y;1e?Ybn{khKIg$M`9 z62HAE#rkw|2$#Y+yhnJS+%b%k0vm$@s3JrR+XPHGtTmj~Ig4Y>_H3x zN7v?sRy}wb5Ha%WC^jVnkT_wI!~6uyWOzXNp^dU&f_t!lezuEP<}TqB?93$s$2H*V zRCTTCN^Asad%pcIOUY_R;I5?ALYXtdRUkwktTh$wEg*niC5><_{$<=AzEO|Eg>bU> zorucap#-e&W3=9h!S9P2+AGm#?@7nOT`midt3l#m8why`c@Mco$KBZkf@@-sYjNkf z;E`Mec<9l!vPhZ_@aWJ}Yin$J8DWlCB>Of*K_*8r0Zd#JaE8q|GyJdtaWYK>{<+vI ztr_6}8f$$qsHfrB0A8c+;e{LZf2um4^9x;bs0t_fBGyzF$ULEP+K)Q@xu+ z9(C1yX?->5i~4renWwnK&N|38WTUBaiklsBYv+zG(j+J&ic7P*0X85ylfiZYqAoyw zv-0#CJ>$EM3VeNme?b%%pxHgG`~jqI|2_=+?5z5*_Qk-g&54GY{nKU;1H(gMRhBOS z{A~e2*b0%1a$-}#wy)0cd`5N!bQSJ)KEp377U>=NT6H!fdzcxVLCS-vdC7<#*QBRQ zH@e?vtBGL;C!Kai#l2&*fi?Jol|`Gr=}h{Sp8TU^H^4{k;LAYxxU1UY4RlgNPA7X`g?h%Mot>1mHbz+6PT??W1eQrB4 zN$*+64VDbm%T*7y>DM@B#JbJ1YnJ@3UcP6cDmA{6FpqQ{U3k}VrrS+G(1K+-*FmW- zcCJ8nkrBwu@vQnHsm43*pE&$-u-r0y*4V#(pnXjufbHqVHe@{bVbII@A*siwvsQ!I z7NoxCZ=}wZeo))UT#b<1c++{Cg&H2>_pyU`)e1XjtsSJ-sj065xx^4Vvx3yk$axcn zudVd|O#GYy`Cj+f-vk^DIu**r)w3@R%33kn0LNBlSOo;NZ0^$O%;<#5`@iG7d}&XW zEjHLF#793!@jfdyGh9*J##DuuAPQ2?Bqg)+sS7#T53>#Ls8ls+pMHkxW`-G>+_YlK zux4`=e~|@au%;$EAem!LjI0H146MfV3HPWk^$#H&5P3s7TAr)Z zaP;^;rRW+UO&oSzO*Ct5zm?b=lfe^B*B;;=v0tBnya9oC;%`ONMe!PZ3_srbNED^N zukmf<8d!_H=t3x5+j!iMwa0zMq30coB6Vio9+_E`Q{+5Vih>4o)}Lw}r{+S#T4sJ; zU_>!!{$fc1rciZmdyk{ZJ*A=jQST4=T@8%PD3}PEi~F{UtDySYgs@8k2!!LM>#9Si zfkdab?tM1LQw<8(6Z&!T@is@n%%;$q?h!ue(0K?E_QB)07b4_J8nI|wk3XW2Ci8cq zRD4FPOxgVwC;6zj{zHbBYU`Nv6q?N*4H&4*q9$Ba%IOECBZl#WOZPmWSsu(fGv#KC zNSPBL(`%=TU?4sw>tFV&ny;1?YYo!7=s-*%RL`1qx-gfy4+$}sj`^Kc2Kj^tV<^jg z&SE22VnZifz#@ad`lU6RTHKP_gp}XVcdM5NfrD?*C;6eovuO>Fn^zct@vR7~>^Dh} z8aJoKr&W0W+mG?bGu@q6g`*1@jnJ0#49(fW#MwAM<%QHyY!KT(^y358*;q&e$e*SU7 zQ$-bfee-z9I6I_4qCYMG9;byq*#Tlt#}L6-!%d#{abuHuz`bX~87&my!6Z-46x}@I zL;8kqw45WN9LS2@q0KwSUuY^p;+CR6h9P+=-e2*4PQlSW8)^k>CAWHzWd){ExM0Ln zmG>3Fen}XrSPc6#MLwxVOwJ@S2acUBpi!{lP(X1n)Fv)g?MK4{b`@%ZDTiqcWse^f z3N^a609ikfl2atpf_h!yykWEuRNHW{b3X|_TI0C>jm5-|>^eSTxP{IMxF+V?C$M%B z73>D<3>!Td_1eEw+ALy{V_e6=o0HRX;+EKr_ZL4N`~P{dt7bH&#4qB68zgv^Q zpXOw_;lD8_e}QV$PyA_4{uQi!8k54Ud$Nf`V&!Y;d;0$g)_(a{u=a&@IS{N3fM{)F z4frINu5=TJ!4Qb;4&eCqwvORXxV9#8+gJVkrdQ3zNWka@?Ab|@UXFJ_&oi^Vi8Qdn z)5R19dv8ht2(c7oyf&zw?e(*b|e&-hJ)JoSBg~_V2x2vS{S} zWZ&vmNz(0-b3`@kY@j)3KgLLH|C&V32ZdmzcgDj{hMo?UAH;_}S+~2L-_2h-ROK8T zJTBD|ObJ^^FF9D5iKc5$Q`~9uvF&);eARU4CMosQ6T-DY0r%4H$t4v#b2`Ii^y+1> zLC~I@w6$6$UvsH#{&~xCz3Kc&qhDpbUu8rBhDHVfQu`R0l!5!`p$OKYDE=~LsxsbG z4;uf*Qn&HbBNyq^2t1WBij`OthU>a=3}{fo0~srpSi3Q5C8Tq!;2{%%rYa!^^@ncQ2uiAR+gfd2TMnn$Wn|bqsyAMN zZ;A!&N$GGPvXI3W$sy3B7kE6Zj4PD_TO|#XwuE-sVmImANjnZ?B}Du*JdTJy!h$?j zic)Z^Kbc3Aw+IWih-NYosWv5~B5-|hT%QM9zBR4ZAtWt?4rEhGhw>Hv4k%~OyNGib zuD?I|oZ^iu8Zqcq zY~I#1?Gv5lvE|QvN>1@j+|o?3e|2U@Ys!OHq_h5#t_@2>A-{P6>z%|Pw@b_A$Mld~ zk?`;!NRu9;jf{WOxR5wWd;k&e2(6|5g=EGtk@#%Wh{}34w2_^)2+aa2Dxm)Xj52rn z!XbEDoqY!$aVNWwGsr~h`Pp%(9+}z<5v4s>CtZSKkbfCl^o`;1H<~}-(lO5Z$`_)sUzCIQZP< zxc5IA{L$GDyZ}TTyTkZzVD1@&WJ~l%Nj3+2Us}%jtCp;!f~aB#GU5&T2z!6rDHnA$ z`6!VV1P*+=Gcsp{fJPi0Z2`T?%kn7Zc57y0XJarH$?fEFMW8oU1bTOf9qSv4)^k|* z8lpU&Ab)c}vNiOFf~sEs25db!v>`98#)Mt@0FR?*%&-b9$NIIt2w`P>p`|=!&3ql3 zp_#sUlRm4f{tS4a-AR0Q?y88fb$SDwi4ZeXHc_DR2{2RHUhxqI6 zAMAA35OG|>aID0Smvhq$kJCGBPGmwf@-eUe5bAgW2XH*H(xFFJqawl-W#JLLL8M~l zuZyM0hn|3&&U%juNQ1o3d6MtS>50yofeaHo45u0DkRVBhT|OmXx!6 z>_50!Cc0|xZ@vl>b}Gz&z!lMTd(B57HK(YWu9tyKq5%mKTYV9bUXmua?LqUyU7cmxqQL8C zcP=gauOBcDg3c8x6SGqz?7Z&0?Hu2S&Ef&9WYX<|+x%r`zvUVi2e)lGwClSU4ZrnH z&b?^Jay>|P?Q6Hbq5kzCxwYPItCip%*-2=>8rjA4k*VZ$*OE=ltvR&8)7eXE8Lyws zUU64Av$&Kg;aT44*BS8f!-`)Qz2{|B zK>uk+@`y;fLRH7Z{Xm#^zLlr@F;{dAcP5^5$0BioAwfbsTHi^wieA2(yl|g(swr4axRWcLV#85PLUO-miTuKq)MzjF^hZ<# zi(K=@Bl#cp6Ar$O)5?(A6hH#l8UTPLwHh6?Gg$)9}TT#QqS%3|;vNkR>Lhg}dq<#iK<6 zv*8iKQ=P1B{u2m85Uy?b3$A?^Y6!x$6DX~45U#DL?&D#g{PWTwTATJWKco)9i+I43 z)~MW$GF9%mAN&jXe2h*yj_g1d=R#`-_QbY98uhR?0&hGZ#fWeki<6Tdp1_>Wlv*DG ztP>DG6qg=YMgXZD_#PGnRtTt&j@WY`K|tIzKUm!$pn#sLKLj+vL)7tg+O1^p7whBe z#JNK1-E_x}yg@@<)0$38MmvHTnv+WKm>_&TvX#Wa<#9=w{Bku#)03eD1p=3%!@%+n zdSqx)WAWOL2BYr&aQK`SJ5f4P=EoTDax;Q1Rr>z_Tng0fqS`N{cnB4qfc}8yiUkV{ ztk}rV7P4o8kVGg!Tn~AayOEXqwHEIeiT-%xT-_Pwm*MOnI>>~rJUyelCPT~IvF~3M zy>#dyd#;Y3yKAYluyKfl-w6BAbU_^0LS{(xqSn6RyiGl8w9Run9`6_o*gWgC-7dDA zJ(uEb?pdQ_&OEQMwC*?bc=rvRu{C=h;Yc3HO^;$7ia;yhr-e0~0^!;MV|@uWM!0TAa~XhmH3!_*?p^Ml;ky>grEYc3OrMhN^Z5% zZUop+n6`3g7=~9OkWXX@^yFF4%xXloV2SG6xR$QSoC3~8tvDPAgN=aCH3cij2tU7a zHamFsykev=npRDd&K(##J;EmC??EF!eh6lts|8u}t`H)X!x+fU0&QE6spX6(&LVIM zh2oa)8fYz|ga3i;rmsLN30u@GrW-kx?o9OIs)Lqw-c~RNuS_Jro6B9U%Wtl$gozH1 zYzMDx=wp7==sSq6%_rFP=$rVF-e(`IKCF0pu-XCeZ4c{g)Xh3q#Xh0TC)_L_{6rVD zk!~~-IU|{}+YY3!`1;=(sq-&CQT@$iF!%NgqYyJ1C(i8KV?g;a7U1r!kGqivmbVqw zma=ZgZ+Ji1tIqWtk$MMRbO--+e6qK1Hd!ffTgeix7Uz#OU_ZUwuzc|WsAFC zGs0hE-^8ESIAM$xzj@8@8vHfKv75&szgfqy0%wD6zG6MAdiLu@*7PXZn~iigTcMv4 z;mzWxx36V0TdPfHPNQUt6JN)FRT)_%ug+oGwTsx^yMi+c-uL5oV$&mQn; z336!;lYR_DW`-hSXf={;4{S@_3@k5=&J5ah>!yEn*k1+fu-@vso^DX=QJ3~pCv$H0 z#7m&E^6YoxDO=)jX64+hRa?COU9ImMI6aN;5`aGRj+g4pqv6r%HdBVomRbAmjw*7| z>+gG1FLy;h&Dkvcc)r z%cp@(myQ7m1Ch)A@uaxuq2DAEh|Q&+(;osNpE=QPCxLhKe$ZYAbZ_Yn-c12V;b&>C=$)vhunl#YUjy;S1t!Hzdqy^>gNS4 zELuHq!1Qina4nyG?JAkcrjdxbI{Xsp8xO zhf-*=>iBmF%cpmRF}`QnU6>@r>?F)Xtt9Vqeyf`VXW$o}W}~$v22W_EX1{_py`HZl z+mbS-LL+V~#O`7vrW7U?W7=*e4-|#Z*X470B69j`Wd}pWyfi4yY~`VAx)f=p&%8FhF*8EwO?{>61SJ&`(D3pt$r%9IEG2LSOQ}eFIt_ik!P)9sN5Pq zHglSgYxlUVm3mRi`m9)rHM{wD9t*=(&)%X(5-u#kRSz3Xn`qyB=dwr@i~;(RK6B>U z$3%W-4SW#=&q=u}BU5)*wMt6SB%Y`GIO&z&lV ze#~DUt!C~Q^Q_KW#k4g;eEL?erx0Ixf`l@`$MSe^=0hq(8rihzg1m>!H|5Xr&*>v< zwJ6)Fp7dHpp~WU0a=K_KmKETPQYg!0aa0(O7h6s_R@)6FgOdi;Fwx8rZzdH!meci6 zNi9o%uiVr=rVvnsS2t~cn>%?;-c!UJgPpHD=^{RHgn1fcR2a`R)GEtT6lWjG2mXeH zzo-GVq%NB_)?pQ+dn^cNN()o8@Z;rUr6+*DucqyPS&gd2=cCYeO0Eq*Us;MH>@Hsi zbt!m9Nd!%>#owi|FMRHdCt1R#w0)=rzSy(U$xNLw^5RJtBG|!@5!0b(r?uA}Ka=XQ z@)_xtR-8h7iodnlbXu?cdAAKfykqS2WN!Or>fOGS0ilYK?xWwmv*KHLo=@@3mO+*? zY3AC3p`UNYTl0t%JeDzS5YqLK>yrtTCTXQks0?+eyG+tQCz<-tmQEFl>=fa@TNxCa zS9*(T6{fK(J}EYBd2R9KqsxTR!h~wc5)F*3<1+1Bc``6piNTNa@OcEh7>Qoza}YRh zi+0*PvYng#(~jlea7A%aD~ugzGpjh68Zhz{b}oBBpEu?2hGgIHP-7{4B7%vr|IV}P0}CjUidBqKSB#lV z`}{Vo%}jFgTAr<7si(+BVYt*1#L7m=iX3ij=*zWyj(O}P^E4!W`mPZgHd~g)WI=2j zYL`u)yaco5vzp?0&Z7EAFed%Ssg3a-kg5#*QkXl&(M~$n3wY7=c~BV+)l~&PkK8(~ zzs%{gv^EwWxNgI`<0TylHm%nq$r^dV!Tuu&LyfLOO?I#`R+xQ6mR~$~*yven_jU5c zBv0xVM97o0FT9e-(46w;=KYQTx--7N?@SmXG1H_yI<5J8?&Qt92{U<5F<(yszGA_4~8%$`~rdg9gP2vSP~ZG~xwGd#XOPOsPzpz28Hv?}TK(i0QBjPYp^Q z%u~R!jm?ty2-BoI_SMLPsOWG0+M`ot!CzNwRbDS9u05&N>NVdEHU)l0-c@-c@MtZC z+3FVBEdOT~f1mrdqG`v^#g=WogB!g8+gY9wH7|A^?!TT3egz0tNL5sXR{|CH7m@DO zxV_Cw%oCBO%{Vl*Rx!5JC)xFp)bQj#2OohgCwaX0SxxwbMmHF$;#*^ z??D)MsJ<0pVV8<)nZ=Lu08h1fig`R8jZkZc?=r+sXDOzn+jG`@_OtkWVWeqt_Z;7* zcOF@xJO$^eRMQ|^(_+8Xr~J8wY_K2Yx+_xM3XJpYD|M`>g#~zN0F;rINm!uN&JqqI zckn=H*U*xvHhp#EbKx$v*ruu8_`PX*j7g7VAK)3S3Jnb8Q=i0&1T_cBOT;;PGP)Nfgk5us8W45D{DUz*nX&p!_L|hl+wH zg8+&>eFCQ1u(u0iq0qTZ;`~C@$Y-mYi+4Gdwg$&!`~rc0yHjmjK58VT12B>a62`YBIN94;aRS4c;m)slG$49+XNSEE&)5iyq-m3&lCV*Dv z&p6I!YM<_n5z?gs*S@N_`bo=fMU*R4t!Y880LB{0kqN##i*hxSoZn5C8?sg;ln&Gw ziE{z=#(svI3mBrXM8zpee4Dr9%T%1*NY~aU;aR5_IU#wppLl=#Ul;pQyqi+I*!@d#lF%9pf48g4%Kn(OPi&3KSVvzlHqpRad zEs1;S9S0khx2qQV1a)N2#m?+K^VjGO*uU{n3{WmT7%H#w(x0zc8Y-5Gm`-Qfpqs8AA$+eYARGB7S9#p#zdhr6FfR#g z?CkIN;i?Wcd`G;OYxcL+3~P2L^Pi5iR}M;gXPFi#PH?|<|Nlt)3b3lSt!<h!Kk+CBb^=LBgHJ52b| z#hr42?f4LfqQTzynYcq*TK$PJdqpda3#~pi+gYh9ZQB2Pq+?ZzX*2ti2!lw z+YuhU;V{uHlSQQQUe ze;x!o-6VSzC~m2cz{u zP)Hu+H;nV!G7zKw(gOTx&Aj5S%x^w56N@(YPx)Ws?p?`?roZ`ALNXcV-(BmH;;#B{ zv;!lcCs6#|N*JbJgvD?4nE2hEqDC8Sxy4VUM~LD=WI%~aru+7SlA2cFg&glY@@FgZ|7N!zs&wk9m8QOSCWmeE#ZwCMR;oFS}@Ah@ar5HpM{eQCS% z8&HPJ_T4*@7d4oy- z28X%6{O+dw%RM=L@jgg>5n+NzAB|=s zMHky(!@v{iv6VjwID;XwiP!Z|=HO|(y{tBeXsYR43r4^>0dF0b?`S=GCBtYV5iEKZ zL76P21?MGC3mLuIEFNZeUK6iMSsh8#G$l_YaQ0CWD=(PJp0$Db#vyBq5FJk)p5JFH zZ{iTP*6Rd3l3wf&tU~aa^IFo5{IF<+Uxy>THt;78$_w-q49X9^j>XzcWkROsYtU)s zi6Y-Ods8;v0Nmx-YPEV%(fZ5(t{V75Hw4se@=tZ2=Zm+8YW&lCqT|5eRQ*3$0{r_` zj<96h<(Dy^W4rld^w4a^N~}X4$peXHmbfluK5XU&ln$)*T4b{n=_^1V(^%LButOU| zr_+R^-Efm-fhbouMAgc3B(H9rr+WIa`e#@biGYSo8K{%1qeoXrB zIw0*#0>0OBbV)-E{4+=Eaf#+g?04?oFxST}Wo4 zn!Qo7!{b}_mR!ICCr6J^A!U~C&=SL7vPEc1*RztRPVli6rJv(9PVN8dTfUe~UR?gq zR{;F~T>=Z)Va#^wA^}Asf@)rHD_hgEjoIr#mY9`}w^6wB{WORcxDKt*a3`CuZRxF@ zndwM;c{Q1O1Z;2jxxnJj7`sw|qi^yTA=twcfxK80DZ*_Q&)i|2xfe4SCTSEx?U$7- zMwcD+Vi(Pq{zob!UVtTK->K=U@bKaLSnjhBisNCznT@uIp;Y%B$h2!ut<`w=(j_~G z(}26O;01m0c>LRO*Y@F9CDNm!@#Eqrq_qVvC{IW8u+uF@dt4i*?H8^C8c@ZxePF!8 zY(439m)Ut{c1Otu_PvbU@q*ecAv0lxsLf?Jz5@L5f*G3(RkN|4i+wf?CXGW_(U*g? zp`3j4nN(6?84JPe*PPFlV>t5-7>5J0W3t1u^RxR^ZGuTnmzEAE>r6(BP7fMBkUJQ( z9Id}EUX63%IO>V9=uQ{~OtuClQ)4Vl3>iz_kKX>KO;a+d`Su%M@rzu1Gr8Aeyd&H; z$(xKiU5@WYXf(P`%8$5Phw+!kog6}TmdjnxZ4OVDF1il%mq)}iN52v&yH~~Vr~E*vwm}HA{)v-6ylDN_x!Lwx<0GfaenrJ2|;{OVeJD zvB;U{SYR1{bGLdnrW^Wl>*Hkc{4(~it;(T<3)y7u>Qq^YLAtbxhI!U%aSz&2q4=eX zb}UYJl;3*gx{V97!3V$G;2L6nhKbV};ygb^iyAEc-u|Nf8vU3OrdVXLO1p@K{MMZ+gEsOMLc8TeYL$m1=)CNn?RH2t~G z9(=WYTVu1U8I39;!Z|89qnR44R(K~$hPKU;P3tYnh6UWEqw9GS@R1IyMU?9NSyQPI zo}{SuhO$S$Oov8h*h!FAXg>Kg%N7ihaN=5tc+?5g?Nu!9rfe6MYZayyMRJL!SB26-+t; z8D(=(>_Y@I;q!tT_FQ2*tc|#h&C81|No$+EXM^@MZd?AuF0Dg3ZOS_pCMA8ZAi>bW zQoFVg))_;Jmo?q4@3qqjS9oJn&iC;IMO}=d?%%iz=n6?G^bb5;xg)5+(#N<@LY~eY zWYLDc$F!uh#I|Gw?&EN8sj`#G#>h?lp;R^fS`peqGtM3&JC(sKw20!^<)BzxPN>IX z_7Y4gfv|Yi121bSMTt;CYhQ#Qdx z<`f~Rz?~EA+Ldz(z@2kS`!4iWaz$9&Ea#GX+24Mx5DV>Fg?G77n{1-%>f#e_pYnre#eTVHu?VP zQzV1rlgH)HH+P`!G^+HY%f8wWcYQAyw z<`E^Sx~%Xo9XL?qHE9P0b(M)hob5_VyOv(bDzs6!*J?xoqmc6TS#+ zdHqH0`1{4`8U`V=l%P&byKGUJoWL$13Tf{UUk|l0_c~afbS_^UHqlNk7qzKgdcS6E z_r+w8#4ednHTy}%m+#cqKZ@9-@j()DBh)kL2KnrKDrC$QRW)XM)w|X?EPAVy_Fi@c z$CjE*r}L)qes>j@Q<;?4FGL&MxLc~0|GtR}`*WA{v|h9Q?EwnKap`H}X05ySfTIYx zymialgu7dZZ|wQoT^@A>Xi+Gt$`s-rp?-a~r_cR`mu>yp3+32^G8V<`Si+-svAEcd zB4|%y6Gm}At8@jTNp}TQQz%-1J+M*WJt)8M?&P7_@}!LgKoEz%I$0U!9&7U43fs}J zpKSYpGLM$ZM7jwBrlKz-Z_5Fi=WHaGuDwvgjdPeM0fQs%*`DXwSCXuIlma+zX|WM3 z=e46w?jQGtcn5EG5mh}*HhITiNLvv^d8){BiMCo}xiL}i)-{|G9&bB>xhiYGTiL_XRane@ z+O@0RwS+adT>CcoJ9{TNnvEcuP4K!kf(;wCO@OYvwb1(rzV7m#`fXp1Gt*9c`xqZ% zOV-Tt+=bYl7@g>sY$LC8?&qvxrF&)@(&KjGZPBYo^YDLQlxNNVOxDTp@enu3%jaIf zXYwV1rkdr`x`PjUtgr|-pixMle1v@qny&!vKq;340i&@ZQ#;W6>Heg+?&^@nA^&Ot zMGpAn2dqF=#<_it~puGZIuzsM3rMA(Nv_BSItOmUU){D6e$+l6fU zB7`@R@yy=(55EG;Oy#xR(v44Zp7{5baD}0(G!GA9ek8WraGtoi3)k(dyaiCA9_^oN0&a0beYB&0ca%Fu>#_Wv_0X1i%z?UPT^G&+H|>L)r-#x zLO1Bq+Dr|7fyl5H{D`zytGv!3i5bhQD9#?*p9ojI_C-%`x%mq{rc4j*g{-9RE1eR# z1!<>5tt{+YImc+HEA-N@;5$odQoY|U$8_z#_VAvq`1l)Ttgw5@r2VMz_HQ0zOoegH z1|blN%CeJcL3~mLLS)CJFTU9TnF%rPcBSPS9{)p7FR5iYI8ri7g zrC`BCmWXYmh003DIafMA|5-pI-Tr#D*rE3J&I}>=XqV1|q8x;sQbW0?v@d2$L${m` zn^Lje^|%QW{A~N3ac5amPBS^EYfF0{HVin^?&~Wl3Pg*|6)xFy(N8e!tK;n>d;>;Y zGfz72=m4teoS`ObS?<8nv=JAFg-Hv?L0B8@n~jnsMnP{0wDVBl6sZ=$;7P_7=z|GY zK6rfPgS>DbTwwp@gGB%4gTK~!hWnugBEswPXGUl)N^MG^Ud$drzaxWnaoZZMLZtkxG{%EV6&_KC3aZd=nG{PWl_Mm=Bs z=rq781nG7LecQ_dpVzb#ZMcT~W1{vE7uPxNN+(h)ynEF~vHM_5HjxJCc}LhLv`g(2 zutBf9h~O0S_}%S(&H%#|;?p~BVTqt)5`eS-+qkV>a?n9jvHSd18u#^1(cQd-WGK@@ z`&!`+d5Y}jDI}frX?fL&EnuvAQd?xNRzC)h8A1#}g{*JD~9RhR`AQ9<~c3KD+km zg=9ygOU2^4Q1GBOGLLVx(EZ?*3mg*_2@V#YM8+v*oP48!$Q?O%1K`{dR_W!mDls!UA+!^eGbwwhh@_)`k2hzWr3InaStcg zg|Pudm*mC#eQ=%mD+q$9|L0TkJGjf#AL~&6`%@CW$~dxP4e+0&iMf_@j zSTIHu{pPC<;&V+A0>x4{Bqa1a9#+=QSF?x_73l0JL~4w;86O6w2?XNbkO_Q(Unh0n z(D1`3qY?HSraoj7MLk_TUEMRZ;q<6WTuefM@eP6an{zZGj1}|fQ6zLEX)HRF400kO z>w0-SDV}f-kK)^l5@EstcIZ4!BI)ymH}68k+8gyEsI*D$vv5jJ&m zg+uLD01qo0YNuD?%bGiN>Q0|Yl^T9AjMM9{?fDboAT^5g(h~Dg!4ye%K zi@JJyFQVdn!kL-jwBR2ikQ{=1dFb#M@+#u%=Wty+m8KgV>QfT)lz9c=xLo7!M@Io| zmEyv1wE*^I0dX(yVxF#5r~o^->c`|K-urt=vV}5-iH6S%vpLEsxnpVHX{p@9Z^cL* z$t9r6G`zgkY)I=ajPLnqvu^v>#enOEyhuZ-zoNS4o$}$sYE}n#EUW94vE`;G4S8E9`Ho2XYqNyqy z9JNpltt8pGTx|I|T)2wUJY4>CwoY2n=%$iEd9r-mT$-CskQJ0xxH?r+`u!Ea z%@^jt3+q=`WDCrn@ibg+`cxF$E>?$2>Vq0ls93%Jtv&|oY1P5Af;gipgL&dq*sx(2 z^WC>3JD<~UJ-{1$Vn%UHsHTqY<@34t4nYIsgCZQ#dYO3cJuMdG?B?q%Nhe$UW3>EA zF*}dcpS>MP`%EqSsrmA_@4nCc*(qRTm-5iwyuiAKO*`qUrqN>+lUF9ot-1cfMGQU- zdBSD0%L8e%3Qo{ho9;_2eP*Zh zwExC80Evz2S0u! zvhNSCjYRf8!)rB>{b;bZ<+;O`RU}C$NO4Or2dv4j`-i~QDj-WJT-B%&3irWd#%q0V z0Z^Xfx<8$-3K$!2u?mei@2GPY>3b3=+eS+&phzeXtFws)-s9^`NxjymB+f`@#3t$Y z-1fm8zL!SLU<9qO1`Z>paQ@zod=E3b4V&@1&P*@M2Gp5v zda9FhQT5#@=e7sNdlv60vu7yg{KRj#Ur<9Y zOpoMd(nI@Qq(3>7JUU5!UvQbiSiK*2DI$9zpJsdkgbTsCfcm4!!?@FCZv6I3SX=4k z!X^JUOD&SlwLudKK`?-dufnS9YJ?Jlht+1~udt%}ZCJshO6TV`E#PQnf`rg@HChex zzSfik_o?q$=TVQLp1TF4e02PX9`UAb5_0=2dn6!XBE*JI{xEy9*nyTGx%JWYp{E>o zuHhrc(kt~1B>Uq$3-M)65zQ4vyicOu#La%`N61RebQ@RBeJ{zuY`8%C=~gAJ*ZqUg zv>fW5Z*R`?*%*pX4W@h!WlVRnhlbTH$}6WU`Zdh#nC*r?oI~<>ssH2D-&K9jA^&qxAf$9m=}td_}@GuuqbiqS$6O{GK-riJ{qwQBC2*j zAIK}AsobpRHfu?)HUVf$zYeXikQs=t@7uegQ`SS+8e6TNPhHq?)O^}|Lb7Zx?%u=SRO%11!K*Xr^Qe}SpnR1{k{FlJ9_FA`be+_H`*Y>- zWCd-1e{Ds09ptb56s$|AQREBTL^B_s$Rf?`)vfjE85K`NbndL9%VhV<0q?Z2cXC8B;wb>Q@U|0TsuJ>KX16_B8@t8NAhU4B~adQMcuJ4fE=hAAsi90J6fZCcA!)2Vt!cXaB=P-{|PGR)Pr3_ zcourPr|fim2iU75O)_)Yt4?b{(z)r*d2n8I$#DKv)z|cbid#kyMK<7rqfUmvqI+7``>QWjUUHY&yq@!4`VB&v8M z!+J2+FR(HW94`6DGFx84;x>KuE{$s|MlLTLYCLAHrDzKBfmE^A6#pOX+Su3 z>_t~rd7DsXtQk~T((MwuR`Bw2xLFpm*1t2iv%@|@_B!{of(0eOYq#6ky}BH-@tSgI z?)3Cnx|)4_*bAxax*%|w85^kir6zrl_VO^Q;@8QA~2E({wecU$hc%t_#e zUToTd!u3h> zJ=@F27-zJHJF393X%$v(E9o|O8TJd+b@~EHi$2)u`Tn(21UDM6;DUu6EEsMWf*;ZL zv%z8pmQApbgCzkhT40&lpRyIBpQn%5*m6jQ?l6=?i~^Y*b0O{3Vj8yfFaen@-0>6) zihTxN25>;Enn_)BPiCr^MWO&`vC+-?P$>5qoD{(>Jo^m9H{i#+3{H>0P)Fo1Y8PqATsALWAVI&|El#YU_4u&bdz=o2w z+JGl2)6z=b4WT)uUGHBl^Gend@D>2xL~+2t`_)*~ivWBApp**AlyEW`_3DRUWzN2% zpj9wY@BIiq4piz5C}>+bezvrw8h-lO1+;-|r0An)ATM8*r-Df@UR}r3PanEjTM@}WsOgcr z4yP`T`41DN>UyFo7r|3r_`sAGKF9IYMOz8eASG5&uY2m9Kcxj0l&tAeI9nK^Ki1XPd!^>hH=!1Z7%qve~5SkulSa*c!<&Y}NFA?7-Pb z`(Nw^ej0w90%;HYjW}&+L=?5UL6GNllE;1eV4l$mm}j&;+d)AK&NcpKxT=7RcEH~a z&vlNh`gs@sYWN-l;KcNI%hf|~Pb7mGAT3}H4W#}W9gl<;&11H+IULi~>o0kl$zG|= zl94m#HPNb+HIR(dj|j?WLwms_8Urw6By|=6mn@|oC!I$s5VzCvEpK;T9WS4zZh&l- zr4MJ0mxW_wRo|b=fj_ic1rg9k&*9m`>v`DNmet*kQk%PBs);rO#zmnxWK=R3o&o|U zqgeW*LZau1nB-X-?=A5(A}+63deAcGH{cJKVby$B+Ewuj$qOWbCkvsVMbF;C3}J0% zQ;*m6RqnL%Md|LFLzLCj_hHPkB6pogUEIVX2lNOz;khU`uvqJx9CtmDDpTQND4|>TTd+(%5BuM!v{x;8l19 z+iknqQWbI|iaV6YAD+N2`-6nJQcpNwa_l)q?%GP6Tr=w`dkHRaP*>C8&Nx4J7*uzr zYAlL_#!PBBsEoJ)5HKm~3MGhL_s1~M8PMpuu-94tV6x=It{z7SXlK4Cg2naK9VjTWxR^3Y!F2=m) z9$hzH|K-%h4C6K>wm%NIs|b4HAFu>~?*u3UpHrM1{=y}cznN3~J2ZLrH)vvfALE&R z=HaY3V>*8JO_NLznuIMK^$1_vn-)Pp@_2oR3TrW6`r-|)cH@LV;lAOw7oW6Ufk|0f zo%_M#fuSy$jL+7z@0Sa1rbQ?`8)2UjmN1s!J)8}u1F^|K41jk}J+Q(_d=u{=LG~-H z%(_zV=wnBd6&V{2&#nVN)^ zzk`&7kPppGpEem+bMmCS#C6q&02jesnC6N)N^7wIY+};31A5`QxwVcp<+xsZ;b`1L zpLAx=X%R9xC}5rMylwJMc3#VkmCi(g{N)7XlO*I=?)5^c;)25t>KPzppLc?sDd!F@ z_D5vVLb;%@opH>5#(RNSc`SQ|KkZpMZ+^zPB|0{I9PqlAbYI(~a zo@jzHSU1di|3D&M%*SDnc5yLM+j>7i843ch%b}pmDg5{c68ZQC5&>0QArVl6pMVV3 zb-0Ej1}9A;P=hz59T(oCk%HC_oF{pLL-|+ZdOS>Z5M_jdhV&Kbz6HmBIA(B;6!`M9 zDG9_rG6SCXNQ!P>09@7SNZ_~}=t?@HFcEJ!?L;QjSEJ&uv_aI>#0h=E8GT%iHh zX3Jzl-|jyBAE+V`gj1w{G~C2oGWr81^nkGD2dIeF_eHfSx&jqIme;bNO!tqW{4txj z7q9vs7=$S_BKrrvx%bkD6%zOZ-yFw7+HHQo1m(_N-4KF5P=!-y#4^nlOh}JTt|w#q z114aAFyRNj`4`>EkapIqVP6+`OH9)F({Sx=hVol~H=M;eQZwiZRQ$#8EHChM717_N zb-=Ih-Vfz})m^ipv}=6@%sboLy29xQWuN=E)O4$dEvt`Mm&(x_%nm} z;c*3|eVvJ~fy-n=Hwd2O>*@B`>J2e`WV3;fY+#D2-_I1)7u%Sj5!~vw-e!ZN^+fRW zS7cc9JOVo$`Yger510{*^)n;5V>XV0)}mwued2Sz7aKg;`1&DR^R<^Ct^#N};m`+6 zmL>m{EL&eHATw>!hf|_tfMx*C!^Pb&c#G6|1$`Dk=mVxE^ZiOq_Oft^teQ%pd7avV z)dJ7(r5kOJ(Wu0yi4?M^=MRl-j>q{hy3>pH2eK9-Q zo25%__b%UFk|x#8tD21X3^BS7kpX8BEL(AbV z9+?*SZAnrWHfK@5Nn^%Hg45+zFx2f7R!d0~0OP4zn>_r6U8^3Ro2fN7$1eQ+ipJa(4F9d}vxnu{fzt2TRZx|VB!yQ?j>Z)1l4wUkW_C7@&a+Pwt) z5x^_>D{!1 zx>zho5240~*}lR$oHC;`+hZ4-HYzzKL%gb66I(+&n|msIL-sHHs#Pzwm?zv$>{KUe z-OglKDw_%AOLJij?}pJv7=b)(kAoXos=C#P>-cK9b@({5F>xVm48nL`~g*d(3{kd5GsGX__TQR>=l>{s52t0$?+jugqWin zBQQc6&~(NTi|IL#8oXssOhpi3C^Moo#a|tw@vf_(ty!gXGpGOc^YRy$7OSt{7pHne zKg#`--#1D-YI)1RA88C@3>ps|3A)Ie#&TuuIXQC&7v}FdIf`EV(tJEQYoUQj$qb-9+L( zRHQNwH15%A8FoibNY{TY6n=@{m8n*83iW7g&dxTI&tgL1n+;Pbjdo!gm^)vsd#yV` zrw+WR^!W0Ef~#%)^=O!9rB)M%dYdqtWiIwsp`OjHErog{oZ~Nn(Oy=INzb?U?h3rt z6+jL>Ub%bL;Hxtq`ev=mMLm*ZHpZJXIu3?8;!;zrJx3=%+ZAqcHn)?|4&v9Hpl#4TtYWk-4U8DZK|-FYn48}1wiOY+Mx^A)%GZ^P|f z4vW#TJ#5jN|MZ(g0;QrgBRv89>`k4~&juj8+{;we`P1vS7;4Fp9_Oz3%98 zohbv&nDQL=@cF*r_+yt+H~Y?av(<0S!4c+gZgBK`Pr1x8fmA|Ddo<@eV*TAdwelY28r zTmb@wPihX|ROE%q<)-(n_pI7yycN#RA8}gVq;b4GP-98#e7Hv|Zt?y@QAWmgr#S@> z?3duGrSb(?D)#P2sC+>8!W-404-rG^!TvMD{^<(Sc?qldL7?}>$1tc^8 zbdO$^7COuVu4or1y$S9PAoK7&JU$;~{`wIe1(oSneE$27=s$MhhUdzt+yoFZ|CN2X z8LZAI`-MS%@U1I@50#0E%9FeDE8b%pGlvg2STRt3u@4vQHn%qVD~S%Tp^~t^W+F18 zrj!Xt+pqWIQk@xr#tixlEfB6nSRBs5qbt{#s6eaK~om>=g!+4qMpF4ylX4LE&QI{2>SauvdjIf&cH z-e{96bPz9?1Z=uSV=-@N@>IGV`Xs0_SM38Pj$3J#uPnJX68H+q?I*uNi@DX5{34x4 zfbt1}1CLr*6n)agX4g^9MXPZ2d1tQs0k_;lh`@`es)+}aWV;=M+=IB6GU9^Dun)ad zAn6E_7Yt!*5^lmjquKcA=D8GRaNJ5X2isQI>DlJF;JrYpp{#_n5s$BFHfQYQ0z1T! zTE(Vq*LSb)N`vJdSV)|L&mNpS-$iSuybJiBQCWvh(g4wCdb^M|N-7}oOlg>!r6(xh_a`k8PRRVlQA`B>g})df z-u@@)5l*lB#dA!@qBZ`5Q@2kj^R@kdqyE9(inlZVhO?K;2fhjX3kMJQgDP0Lpjd$W zm-By|hQ*4v|Bm{X3la{0N9E%Luk<&(MJ#d|-`^Nx0g}S1aDMZt>Ei8izmW&&RVU8B zVHU#qcE1sy0ZFP-zY*sKDRjhtd@Ar4x+Ls_c)P}L^o%DUuZm~t5kDWU@x5P?$* z|Aj^OUoi`T|B_nh06NydKc)YfSi;dwYn|NF<3NRWoBY5w0a3xR)1Ed)T$?z?|{PfE#UrvH&8 z0GvR1&~dLFD_p~o2uT1W@V%wV(M1c@^KQ)#%w#C@71V4c;?4_=i=HLGvLsdBuU+}@ z`q5$Sam3?yEOY2A2EMA6L8@%6rablQYO|Q}^Ku-H7_S^jWvjewssiz+8&RfPNhoJ; zQ##LBF*q&XD);eYtD_lhNhO-UVZTiTNI8;Kmc8{f9c{D=vO1WKwN1giEi`=CvW%#8&)x-uW6$rd~ZOMgP81zNJX z7oFQTLU!&iIbzZ~l4DePC|3obTFl+FFbHt41VSA08(hljU}_6Un)Bkhm-&&Jyb|Vf zdN;SxOLiE1%RI>id~qmRnR8NRNe(T^4JPY^%=JArcuV$XMlvQ5DK5R7Wecf5j8@Yhw}!x<*mYMbQl0 zQqA*fWo=j(ZGMKQ*+`LN5JWoKD)-nD1FbCh-q!3bmXsD*o`#O-IefB(XPrAF^4oj_ zjz}4fxR}!o#M3Rep|fOAeV-#skE8q+w6Z3@X&s)(v-yAjn*Yad8TdbZ&9Z)O^k@I@ z6YMT3-Z9usS9@MohHBTBLfdQmsyuTyW-X5OtE;08jsV)zsk7SmI<>QLmq(uC?h3k4 zxr-TBQP_}|&)Hs^pdTLegffw*%$9N}VB~UE*py#?dWXLvGw$qII`WkKz+2~RcDmHJ6Y*!pu}ddxZ+qlv58l(xK~EQHf9qeK>+8T#Msx~rKO6OAub{5wZ_Y#2b`Pf z9QViNN;a3m((f1PK`G>F!3ORZ3R}Ec=2_w6ZZ*|AYki~BcD^-I-$A@8TaFcr*g$UO|pTOTWAzF1x*r|Z9cLSSNY zdMCt44EDgJ!3wAqH@%_G(}SqMV6o>LOPO(R)O{|Xu(bbEculxR@G?t*+q$XjNmg;l z_N$i*UWG=~eclUm3xqnwuqfr6#9={~izFRKqxul?P-{{b=9cmiDls5~VjLya#+X8)7ZfEkA5eHDFQcTzeZsQzbEauj(mqEHw9`p}gS;gN4vtgh#>A zXIp0OS;I*~rq2jEA-Y@&Hs-s4Zi(d-n?98y{7nh|KA#n_eX%|aNgc*h^}av}mfLO# zE9(+01l4N$xBFxzSn#W#?mz77kYFLK*4)3*$0(7DSKaUJ`#h#3N-6ioox*SahYb&{ z?GR#yq>2bX0O6*HZCPw7)p5qcw13N3wObqjdER~blF2`nEz5&mz`UL!Y~+peLt7M z81SK!Qq8<=%?`6LMow!&XKRghLjXnJOkYRp>{_C*|FIAvd)QQP)fw`|CF+hw6GIAa zKC#nIbZ%$aB{XybbZPjyq4;Rxdki#Te8!F$8Y`F6Q&Lu@Lv_)r&|0h~#lZb?mVGJ#N5BLnmHe3nZovevI!;S|kS zcyVmGcnMD*H)>weS?}lvPfkZ@3L_r9(Yxu=_|6TbMi_ZmWHNQEeH*~5x9L#DQJ|_} zc0)0EZcns_acKHwNyMs$?Y^@w@Hu)^b}Lt6tI}UEagvF)+({QBWi0F*$2x!P9XYD7 zH<>F&ykE2@R}cMUA}WbDM7zW^Dfu!Pk7k8s%I?1Up)y-q)MROR=+ta$SSUDHNG!f| zE&%+X3SQXMc`DtqM%|4_{yj7l;&+6{*lvw9u0QM!{$PUT&AF={^opxh+);c-##Mo)^k z{K%beaQ-V69wjtQA9t6X7&tM`d=-$_{G`N7xyvIbr4awI1nj<;20v<||%J1tGt#okx$xu=#t=LkpsXw!=t5(8*SX0i;S9}w3x%*}VYwlcZAD8*CI^1=p z!DqzKab)h#}%;4G6 zF*JP4!Yiaggq~)fxZNeJd3Cd?TJO$uHu5m_9@d;`1B9mVNl_=j9+QPla9pOfZi2OK zL%@7S@o-zY!A9Z5MfGRWb>_)J%l5|zFH#!}!egUW#D~U($U}>!#EAVizAJGrg||vj z-r5RUbkNl-AQ}1CDV%=uN#b>d)Ti^*{!f<`AR9BBy8OLc?$>)wS>^@x5=ha0hO5fpa|^?-!2wLlgr|?PGkJCS=dHL7-Yuuf z?>%z%i*RV(G)}ab6#mBd;5$pO&T5&7Y8qt6#hICFO0@>$t6zL`9W>Tnc3{*bnea;) zKJDZSYsu71^!u*RvbTJMzAU-x!pv-ZCUZ{poqlWR^f7N(ATV>1yFh$WDy6yWjPQLk z+&KOlpJc|4DKMy>^c=0<;@OE7L6mEbWlHaL4QlpwKjPqV2_rXO^4S?l>$#)n9uqVJ zHj$dU;jLYfLutuG%4oX>JNsu7EX*fiiqjdNPK3VGbTRHItB1Zva(hhjEpz~qh#up_< zUL6p@mQ)bh?-g&76#Gj5#gCeL%Rt&2T}(n^W*nxm95RBMz|Vdsza(dG(;~s`khlh# zRozp5JER&vT_*a%Iofxjrk9qg6I*#3JDc6sb_zJItLv))yjUpL`K=ax8ok^gX!7KI z`TL8r0W_^hE%rVk;BF8VNay@wXgMdC)x;}$A@5&^#3{?HobhyuT+A(XPU(&J*7b(J zJIZ224H@QI%_=_GA;4g@)Q%=;hy>=heL93r^;+IOhY>!gwV#`M|Eec(K&bmc(poEx-oJU4FdMyM&2@r#8`iD}p~^ z8N`Y5shZqmGfMnqV3$*Tz0 zi>=kUXW6|ie)%Xs6A64n$*@KwX|c(uxZgln#fbm8>P(~Q79#W(@AQ#%RppB*f9_Q; z1U4a5^Dn3CrY8H>qP3q}d1k-YnBG~sfyY9tW1VGtlHosqUIklH#!)*c*bBOSOeJ7+ zS4SU67*y6$bMx<|53*BeC{t%c&>^7N^28>*RS{Ah+^cSUM@ZB)q_?6^T?vnRi)Q`4m;O0@H&VHI0Z?Lt&g9vla!aqP-F19av=Kj&bov7uSJ5eEGU(}1U(XWKikMT~v7MpiyK}^xPkcu%-}TbO%vCdOhZlb1vHq<;EF>+5-`ElwoS@z>4j$Kd+ddr3G^I2kx-$>+3p z4x_RjpC6kAxEP*y)^ks2AUm0b2f}cg0ixw(N4y#VWb7Id*MQLgA~D_C&>7ax;cASW zABSa;7|@Szj}$%B%OYId5k{?>;K6IVlp$PB!g+;~mqon(Jb5C&|#3@F)psBlj>B_q0NHGBDlHvVxkBdYHxRJ-~7v z?wj>NafHq6l!B|^dVt!iMQLd0bC0j`OKGx&e0^(a+&kZ}r6<=KSzpYlb~ttLhsa%< znkZhaw3OIe;BoSNSsfO4@$iPlL0}`9xspd#IOeMy>f$;I^~h zAzrV8uGw?Id&xyrdOD#u@lr+SfdvpP1+%KUu>yTCeqYBVyakH4`3xo_gU0q?%=p?- zhGZDm7xy010SgH;-=T^j|J8KL02Qc#*cNO4ji)vHpPVvJiRhL$zgB(n9zwYX;jHiG zW}hYvM10N^oKv&zlz&TZM#bC-E3<~iEIv8Gfh-R3P*BIM_5ZQ<9$-x^TmP^~lis8^ z>Cy=ZMCwtR3WA9AnnWp5BSreANDo9s1*L<63J54oIs_7w8WD(ei1gk&e8F?{o_p?j z?|r}f{&^mlJ+s!DviD~8nl)>FtG{Qnygucq$w>#mKbw|`f{SI=6FKK^CCYx8+f}R; zdgb0KwJS5FwOw?m8NW*sv zAJ1tbf-9M~T<^r>h0KbjqPJ4|%w4UVM|Qu9+08$n9gR&4xSvsLOk`Q#PCkB0qpiYb zI`AIA?ASY6Ioum4x1{!*F)>c|W6%Bq)60;46bZ$}OFfmmOoA^B@RXIO--U>e{Xa+= zT(cYMX$oiGpE^Zy0&oPJVrKjCB|Y)MBoz?(wQ2fSAIuYkBUf)1FDDNdCzzAhk28}7 zB&XPzPs|YgAKk6APR>knQJVQI&)Q>f z%yoGoZceew@{Gp~KERb*8n0){bFz{dtDe#eMSpv~EIjq_O5Ascj^HWf>SfjakKYXa z;I#$Dep8`{*R7oIg%4lC3aR63WEJI9)#U?VkU9JLwV{cxR?hId<68&N{1@&Wr7TH8 zX)^p88V+AXHJpxKQomvXu72=#dM0&YPLSKV?uOrJW>jL-n>Aqs_ z^!2Jzb3dmKqNDdbl^k+Z9=%)DQS)r;D*~)44!?cs7z_?r*_}Dux80ncO_Q8uT0E-V zi;`mP8K`Y^DK)kK9G1{6PdI+OB6NWewYa(8gDH136PTIb5$;VJRxzP4l#nq7oS*wGNkoZof(yR^9?s<4AW^-voO!=nc{XiB%Ad71W#syD)^>Nm zZ0&}cKW}ZuhyiaVT{k%aHG^-De)wg|3y}e?f~YT1a@kQ&eb{1kWV3aioTPHuIwyII zY&Pa3kCDs9oa9AhPY!tzQn_rAlYAZ^o1J%3kSCX&cT(UWo9%FtcaY0=ILRlnV+p6g zA}2l~PEL76PV6FP{7%wa+FsY3qOu(2virJYS-AbF+2VTGu}&J|7G5(TI|-ZCXd9W* zY^^9BLKt^FZ7=jsrVs2`^IuHu(Kf(^pIomHGeW;8ozXT5KM7XaUY$S13lWZOKd((? zvrVZB9kE%MkP=^c0sr2ggmreT-_M$)ZfmmsVv-c_@A%2oFPGg>Eak}W`+ZC35IH|*mT%ye3W zEeg6JoT@%DcB}$hu@$n}6?aP;mBbXV&>W{Tr^l-Y{o7y??9*|Ey<19sfZDUKzVqyEvEj_8rX zf9(uhRG{is4o#n7Neqj)7fu_=O^s`buAM;DUg@l_dEI(>gt>Ob(Ns{jW@wc8s{cAj zQEm2iLZh%lH(+`U97bjwZPTQ+=A`xEM`aetfWBq*wt9^E!MKh2v3K~aK~wFTG2AZL zb22VgMFcfD<;;83A+84cI(m020Hc_9dqP>9$>{@jM>XC(?ZOw<=h_2Y7t$Hok40%x z(87;E8QOcJ@lG7JxrVO{bp@)(aJtb} zT4&L#_~usnz*6bf%URv$3<1r7?ZMQgs~749O|wCthCo=od4$j77~zR*pDKEnmWZl{ zRBj|%{-XRh&sW~VMvoD*vYO7lRdj1HGCqE>L9IRPi~3YlXH=BJ7dQ0Us?uEHb?RYR z``gyudoK>(JA}8l+f@15L7a}p#wT|L4mIM$*LC*W*5eMJ?oPsV#SekTo5#NalMisY z=FgvhgALld1V*;wrbb;#KWY2m6r{IOx1N1ApZ+8~UtwT_eH@QrP1r`-)OflY)koAqEuI`7Y4me@h7Sh}n{RV4YGKgL>B{Y#{5Zx(G$eU1LKR;p?-!OwU2m{p* z>8(9(w@|9~u@!$(drBYlixhB<&%fa(Uw{msfA`PKzSrdqCmoZ5Zdg1~%7PpP)`82s znEFwI^V$kU+tvO2lf4^4IuPk-|F(l#h-i&H!pjA`q@x* zD!sMOFQE+jppl=H{mYj(NPo$k<5O~c#9eM!62&|fue9==uMgZ50(0?rteQ%%I>fK+ zk^`j^=gP$Vqx>X(yp;ID)i^r{1YBVc_s`dw)&?ci%1ijsT=9!&r>9%JK7y^R#o zM3((cxvgGw9qw=H2@>VoyGe-08y~A$;1R+T1(@N_5GRy0UfuG&yy5#N!q0M_O-sQR z`T94l_x8k;j=!5eYDF`x=3jAHQxD$3*{82PGFtQBT$T>p9hKhT7pX5j+KeMu~6?sYfo!#8p@zjb~9pIz!g)5k38?d>H<-78GgXsPkIMm5q?pU!@>3s zKho8-e^U>cTEIIl-OTUNs;W;Zf4`sKd*39(GRS!|zPHPy-Ym$~c_DI%)kGm_>+m+d za#}9mpg^tc{a{s*Wo^d}Y&}Ta{SIJTrJ8SAuprW1Rv$h5`EK6RTBB{f{PJEF@qp2< zaTgO{F}+VsSj{g2`=IMHWiDJUHQx^Swv`3iEIsRca0EvwSL+LfB{tIqr#XM_ED`#AHLllICL)MgW28=Lb6tQzL`u1mc1bH5%i0am+fywzfrzGHLe zaIXxMr20AXF%UC51eOYDOP2-2+WhZax>&Ih2UkkaP3QUGO>@WEMIYHO@q!W_uRpno z+H^SR8Q2Usmcksawr@_q>$Yl;st)wS@WuyR+ zJvKXqpz6+^*o^+H=}I2_{viRbfVBUr>YjW_+`L_Fp^$r?C!ds)9kql+p*Nkq^qF|Ip=hs6nDLTw{Hqj0bHOIFdQHUg0 zF43A!N%dAb>J4!K+o|r5K*2SDyj>_SV_#LZqGIUV#_O8*`X+B{R<39pe|I&9950xO z3gpb^bKZU$gw9y~EIC*gRAY~cn^tr`#$!!kbiBdV>4VCaE?N~erhYTEFFS^L)8lEr zJeSSN@gnUXCtwmN1rq-N1lgkbtTEbjzc_YzB49@?ID~gXX9wigVz6Q~6gdbd4~~Sr z)(BF;a#-hJX5m%({j>f7r;?<(K!d)ic8zZvJ$&Q6sv`ueP!KGlv_&ghS9FYF7v_ z2ESu*Rb5iNknRWr^WNl*iRLjJfL-B<7EO^=RFzj2ZxqSJ4k zq_NTIH&4=p=ya2lG$uOzL_Qsek4`_SAU!TR{iK3)WOVvT1;4`<5Yiv81+Xg$0@>GJ zsYc#rVd&s0OwPh^5wmJ(e?l}=4fhhIJO(JWp3Nf<#yk9hs8%Uw&; z{a4S@q8;;q%gP1WP+~bf*1MP<>-Lf;qJ6WmbAHPF{?&g_7BVqXQ#e#ekc7v>)cEL5 z6UQjyTP}8y+#9$St^l@TBq{A5N2l1WC*#c z4+z6Uwg3wa|2`Z&GyHe;gZQh={-%DlZ*k2BgK@E?_;)jtdDZ-ndbdAYKf-s`H~BV#9YBN!{JglMxmjD9$vONhuzvHn5v{1Oz}Z`03{mHq zFVA{2nER%#5AFYGHN)k=O#rupjV$D@s6X5(rP&9m*Y%=>If49z{K3&0`}w=0*z$6F zXJ=JTX3i09ROCw&BjOwx*X$`h2KM!>_up?QOHY56M{R%pc<+hM#R{({o_ArDK8_db z10~c$Cq;@6NSzw&fjX#x+JGSzc2GIy4=zsfVa>oYqESUF${ac-$KGia$Ylq_}-~i2NzG?wxAEN zz%f!zX-Nz{9Ldtrr%hi6|dFhwVM~{k1y{App z3kMJ9UP)F5A8)l`b&x#UnAx<#lXd^l;q_(Ko)YqKtYZ=439-^;(-oRPrqRpcoE`#h zO&!Tgnf0^EJ5nZpEcoHdOAW{s*a3-pOIjt>eY^uWR;hb3Gyw|(HhBE$RP~WPOoWyH zRf8{ozt9g#CctB65#TXrb2dPGY}Pr>FUT!8x#(UY9W;^Ri!x^oZWEx5PEvaUw9!d= zN7F#`Bz4dflhj^Q`h-FHj;8bp zgS3OD^a;J_wr0@@eV!d#^@UagYp+?D#Vo0`!6w6!C!1{)X;M1V4Qnu~dBIS7*HJ5u zR+S9VGK-iYU?Kg^M6fH!{bWk*i0Fr8v!h zEZECsvkU*Gc;r*`$eV7m{MTk0alrLIt=NYVglXW%I}RJ>A&rF@D@SuzzU$_@!co=Xj#NJ*UJyvcvnEqap_f^&(#UfPtw+mpa6P z`{?ax(4%EMZ}7U$#Us4#Y@KFP_*&6K!@<-CX|c5z1(Jz$>bq$fyUjN&2$8Y2ze|s{ zHTRnc_vIthS=dJf-%m%C=BY=PY}6ulOHF%hu2K=y*{jbAXaGofjj@rz`H3y+X@9z&~@2*5VUWiWo~=p^4Gp*X{USY|V?(>rAeUg(EZPqG4&L zmtu_?f!SiPSGHJfE1)%oypC=V-ukZ2-j(>O!TCVXoP;3B3!~h^HJZ zp75{YCj;M2u-rAikFph29J>2%_8seRq^;y*bI!agx3L8Y$*bqI+LdkF&qK8BkuS50 zpC)H7i#BTJRV&jO6+Cy|+hmgam@B6|`Q$K?$qkr840xhbU-j<2_q+2Tfu3gJ8!JY- zX7@=Y_z8E)&erOkdjb32Ubk zQ##(EKGRbARB#BqE5C3&veQLgejJp^Klg@&T&??Tepk)@P%zg0XeW4WQ91jom-sQ? zdQ)%Fd!OMtg$*A)uP4x{B3a43c_x38M(U=OHV$JMOZ@yR^o1F$?8D@YJI}c|Aebe!QM1P|&1GT)$q=zk-~e zSf73b$o+EW)V1GXlOQfk)7+TVJif((^H3XBJ}RwY8m(3>hP4}C%`fB_z+-^|DGipk zhdOdH4{t<8j)k=iJ$x^&`&>uvuGux34&2k+_8j)=k|)~65A@H!tr5Fy^3=zPwJc8z zD)m{3>dw;${tMIT(h=_rO`VE_clmeM57Gmc(x-RZg2z)|?Q|-YT#0qxrb;>seO{Tf zVXDLuLuq>5Yrn5k(iOQp@IDWZ1snr)O9kp)Sw7MJsHxSG`=v7W=Dw7nA;%&7jj{3F zr|*J)V|@j~8jIF#8Wi}N&ms&9pAD=7~v$@(WW*qWE| z{?xPj8gA!~A07y-Y2QmefUOC9H(9e^W4T9Cac%m+(A2r_3c8bvRqwBh4RSwlskk+g zCC>Zw^Xu@3hPsoq)*p?;cs=RY0FdsazV%04v1+ad3-51@6pF(*2uK~Dk-8V21aLhV zV&b#>T+1=%D2`{OnPj59tj0hn2s$YM#IQGnxgO|gwmw_CO5$STg!gCrI$KI0Xn5Ke%(3=c9fD5=Ye;S zGu{`lCRcX(F{2K8awaBFwxTDOqG|v(~g?r8DWlg`p>=SWoHF+WFlBtp45Mp zd7$*dQJk*&4>@o8HS<5@7J7cC0h8J>pbIj2Dii0vGyFjd)JFmIbB@`CdLM6SsNb^| zyVeJa9};;gG-!5<$2*5rC=wKT^@0b9XR;{|;a(+2EuhY6%Y=%yXGSEN-8dSE;MfB_ zF#HON7q-Wuv)_-#+dN@Ivk7Ax7}_B=yEWkty8>F(sG%fG$xYN2;26?LIP2XR4867? z=E93)EzY>ltV6(zRty9IVWi<|#HoH!SXOCQ4H z@HCJ6fr|C@Ej#YLVuo;B7{fv{$rhB7TqYdlIDQgu6=3nu-+fQzd;{gb0b`0RX3k;L z;og^t4|kk6Zx281n%bCsub6T8-!)MLKC^pG{#&^B3`(0CN~K-Q#Dt3z5zu_GLzH&R~S8A>!Jg1f?wq2RXLcuzdm`832cCO)iUJNXVy&X`vc;`w>Bx|mG9Ku28xa>f!A z3;$X|*8`3gPJptAbfeiN#JWtfIi0a_H0Mj$Q8+@7_C~?2oKQdm90p59iMHbl){F_y zvQRjnm^KI(eaWTqj1Tm504Rbuxe-$8!6gFcpaSP{-Gk8FHA4owG|`ts&*ERhcyr`5N zC@49-V6`Z1PLUv=~noC3Pc{sNM zo{SoA?}AEWLj~c&$w4tX#k>aDp$;Bry6|Ugnn8h7o;yFE=V#g{sxial$3Z;Hu?g!iX{2g=W>{24Y-X6et1%2TmEl$hyX5>OxuSV(>c( z`V-{fc+--QjEU5>F6No07PD|&L)4@hGQS(?Tui}>rgv*50KOV7G=Y6`5~7OfkPr@o z@pI`~OwwcLZJH!(&=i5Zt~FtDzBF;Z8W*i%jAzh7W^rxZapEOJra8^tI0UB*BBg}p zK9qVJLdOF%3-UAutHh9{H}a_<1$-GWE0XQw)!+zT2#s3cZ~(+RJf+M0mqjl;PbdXgJG!3g)v2=@taU3}sWkv`s7 zVk{4wS92p&$_gQ0c~;&kVe`jlBxMCcJ+2M7w79ahNFiW~bG~QxSJ-k_&(cnqUsyez zFd@`FaVNE58;cePhxZppD?TYQ{Wnj>(`rVGvZT%L`*DXQ@*tve{nM__QMT6_0s2YW zx_$MxaeHUTWD}Fm@iv7wpWEThv3vvYasFvwHz}v{?oki9W&M8HE)yNg>6o||^nHe# zoi%Sfv5V3-quryGd%wr24X(Qih)n@HaLc25C$gg~>B_#cIXQvT%aXo(A37V9Gvw9# z&kO!YeSK}xWWCYK|1U5w09u{-^9fTo74Tk zW<-^GKkLp)8;0cQ=;OHUnb7-n2Yb?1H~>po%#dvty$ z8WNep4-HA#8;_l{P>r0TPf&EqV83AJI4~)zIS=5gpN(FfTRW|44|3cQE zAWNzAL)7y}j}-|cCn;k8CCc*8WByZbDZ~FP2As%!H2M#6Ctaodu^FoLr{++7|3U1e zm;XK{uOk5aCjd|aXa!+W_FqN5BJ}0I4@z{h5r+(({P#bORsA14i~sPY`lk)1|D`Jx@WYqt|Ani=zuV>dpEtRH zf9!JouWiQv$z)9Uzx-cYbqMpn?Vrs$|J9P4FgafOF{%3en2S%4|4FaDB8*3wRfC0w_N4}?oBt8A69R<432DXjO3NSx?bko@U_>q(C1zL zyHVGfb+HNK7wLyb7K?x&mI6t+~3_Q+!AM*$P!E%AmW24t}}|!h*!p z^E3fxmzsHo!VHHVxK9yVY|VZT(gN&=LOTqe{Sm(am>OUJbMf#=Kwi9P&`5iZ=&1tp{KdijVkHo2{okFzY0MG4o{pJlgTY%h2cUaanWi3xp=aiMnRsNEDA3A{V37xl3-@aZc6X?ilF@ACnMk;8M*o37 zk6dzt5A|D=kQXRU6ah60Dh$(V&x(K}?0!?7f)KgtW!qf|DnrNtGj<#>T$mcVqusgl zJ1CsO1(UgVjl#MeN}0oEf;1_PzE~=gz(D<4I>78V&cyR#5XanS?RCF<|A#<-FPLw*I{Dc~W*5K6Q zKL3NdbW}5SNJ0JfP%2lZU`aeXf=U0^DSA>Lb3trg%$Yyfv_NH3(tannl z8v45M1@%d&*|5_a1OM}PiwGq_{8@fcaS-on;FYk-S#Qp{E=v4X<-n1m?y%ULZ4hFg z)pQ;9Y|p`P)48G2(y9Y^|26q_3ZYy_cb&Ht`Eb+ub7j4VJ9OW@m}VJc?{drikoA4B z^^Ej_G(rR+&1C?tli`H~Hw8xQQcVk_X1Kr)HFPUFe|sHugE!0O^5Fx2%1!1u$*;D+ zj*1|kl2k_0%I>Fx;__vWUJ=H-MM#EsOoknCEiGrmT)sAH>z~zYp7{QTC{@na>C`zOl)bh>=<1oGV^$7>`3sA5ZXAv%+Qts zcGf6ai&gioaP(qw1N9W#Ca4$FnlJgCEf?F!E|HJ9d_Gx|lWOKo5vfcVyi_JitKc;X zf`C$fn1NmmQvE5Ux&-^~OLZ~Q$;*SRZ7znMQW%Rq?f=#qx!^Fr%v}=UbI4Dh0(UvA z6;!}~!*9T>0-i051MmH1L-qo$>ua~Bv0>Co3C2Efgq9UyEN_VjRvN>F#<`c2TQ1!z#;5hEh_qW6{$CQL5Ng0!3sNabTMlW7(uH)K`muxu4;tjbJ1#a)0;Rq z08SuH)uK!4y?+|_fM8?;Z)HUg?1Q2b6Z|G$v1HURPVEwMBk%+B)ZbXAiyw&3RbO&J z`z$n(0JL^wIv`{Z7^ypF&MV-+`AHHN3R-BnK${bu2o9$*Gx1C3QyG0&VlqHl4T=eO z#DiHpSX8Y{()_LB`K+S2`mxih6K59pRIYGMjnB|g!IP0a2I^CjGwZ_ehtr@;jX^gZz zlE$C4Y2mj)Y1M=>Z(4CHj9F0Q$y`v^*;*uV;mV+hC=UX%2us&ENpQ4OaG2)~>9ZAQ zE5okQ_)9h9DXYOQn5YseUKGg^nn(q~t`d>sOSHbjppVZ3BW))bgL4x0+1PEh+<@kQ z5>nm<+CUOmC365=I(PL9E#7iwj2s-pi>D5bq}pMAwraU~`1@!Jcg|6&#SZU)306+> z)$;?sWM!FaM?&|AipC^@6L@SecWU0)oEhVAY1(9KjK{^KfD)98>F6>eFdigbP}+YQ z67C}_Q#(4bjidB`dY{_>kLX<=(NF9%BY`Q|$l5>u2TunZLrz1$YT~I`5}j zTPpJoV{5&aJFP8wX9JKSmn(A|Z#Jz47^JH(e}8}H zDdNd?S8h08yq44cY?;FGLV`yM0F=`x!cO-?RX;ymTj@ft*cbeEk=t*lNSa`LYuPRi zaUUm1$1teG6Z?`_4@IR_(pbWolq$*am5lkT!id*J)-9w5r{Z>K^~XuMFa+CQo=jX+ z33+ufF)x~BD1>FXiC_RVuH>4ue-x#D5FjzW?@Iv?41=CrD8+76QZc}r(MY|7_8AJh zYK4sV73rHOG>d7IY2GOcez}>yzN4JlSh31~M7_SFL_0x+iy|lJc9^qj(VQg|oF4Lh zW2`cjYWZ@>RX%+g!XoX6DHW(#|cviaWa}47nuSIbuQsCg;2YrDJ6_-&70f6 zamx^*(I$!$b0-HtzH+9jl1>@USw11`ScG-4oVkQR2mvNwAMf&3@F(Z=P?{uX97wHQL>y{b)cLd{dy?-!kyD z@EX1Z&#IS$2DVLCxiskZLE($Z&DsSm*Qh~9ZR-~GD&YVt2pNux8cuGC$A!qV8Iu={ zap~s})HK3$4&xLq=7E`I9r-dil!P#W!-!{~BIViP@B(zS|6L-2#)$_b%oiGIT`t9W zn?+2{ePXovmv(~PZ03ikZJJeRp}amYN<}DfpWUrPEORQ#X#;-N6Trnexu8h;VASGY zlUU#cT{2Vv93tfd6<1=z+(o=rw`$@;j{TuWl?OcgE`j(FY00_XaG z3uVdwI>M-*9mTE(m5gLN?nd-Qt>L0XT^e5RwR7zyqb>-`NF_dogj2y=gp=Z1n=KHeqV$uiWqU92p7+mLSoq6?vs2 zQ!u@tW@96*(m9i_NM^MAdfDONyQ-GAz$hi?NTaTgu4<0hq&JBO@4i)bl$$SHSS8xL zvt4a5s#BY8VVjGnPwlm$yf)_p#-zaROkWC*zh&nM`XlG{a#2q)$3is7eU{O?DX zsPHZ@nGE{X;VyVvWEeb~P8!bXQmn@G9;xuUn(EEJyRbJmaz0n4$R~#>(O`!N02;I%h{>kLx2yxWN?WOAJJj&d=7g?F&=!l-m`~{8d}toM z6LLm*a!dA{NtRZS>U*ifA^1St+_nH4#>5LwLRI-%jR{4P3yMg7)30s}gT?-gZOD?crQ;b9DT_THC_NggUinAwB1?=N0TI_hpcBb0zdJ zWbe<`RBa+ylx5=ZX16{}wg#IY*1$eI^9kZBHb;M&n-)sBQ?np*$fl^QW!+2)Y-*Bh zuD?)a$nz;?R>rmvaWzs9^hK$+(zooW=Ru*a$!MGQ@$-A&cu!xgAW*D4E`$>lF^r1} zPsYT7!`I)YmzNMf{aS{LzUqRZ-pYxBfn$=2Umg{6{TmIDeLocfo; z3ot4whjtLvDZDop>F2i>l(?CkkvFPij`Z`Np6Lp#rTW@F*t1++VEXcqxW)(IF)a%g z3R8s0ziS4+yF{)C5qCrB4@F7wG!lK~MAgY&4&o76k(3w<0LLZ44ONXInSJHZ9?X4s z3%xPImLzvFny{6Kk%@BfI6JDz3&iy7Sf--rR%7?(;@MiH?P%Vi$y}P^ch2Rmz!%Vj zFOBrrxw-_u19qF{3OE@M1+4EpQsROxtjNw?t6_Ft)pu#$Om3FMB~*jLyX@5K9`MwK z!gf4Un{DwzfxNmq0h?v_tP+eXPtUJNl~xj2u0R$Vq!t=c$t^~&sqWe;>!>EMdQgrw z@&|`d`5FhQ{{6^Q;stzv9~SV(xGeu=T(pNT>kB~DO}4>7OL*I0c2CsNSdy)_!qFr3 zgU4xpLzYzpEVZpfI^QusJ=3`zQ-5I}Pj|lFH|4`I=mmA|y82;DIxDc*WqrKm)AQbX zpR&Wde$`;+v$Y&UKmog z)^&$o*2(f~VA}Ua{6M)k92TZ9uN&RZ)7PU1*c`y!glGnuj&728gUhAyBxT|Z=Qqnh z{aSY{5w6Ex7YML#tH)aicfWy zu95`3XI!hQ)3-@MmA_0*RCC(9%#%fm{Y%bnsbgHpj7+15~b*HMz*3pK>Z2Bn4FuukHP#PF<{d+uKwW} zu4fiUAM$oZ9=8oBw!OG;9RFQJuv0fRaqo3=^mm8mdd6duiDjW<^3@E%k))lc&F+F> zp8LvhlY{#)_k}VNeNETwGPFLusyCYAobH*JE`+PyDSh{(Tq(xj>H)hU{u(bVRsGRU zc4^_m9ivag;jVy`-&6TcQ$brm5?=lN{X2cv8*!U;8;>e=)-sp-3*dDUBjcRYa*x~g zltHU3Z|eE|YBh75Q{@@gYS6LySYsnu3^m&Z8%l9A6`f!_=!Aa5oC4y7n4`kO$m zP~Q&P@3#px=Tw%Mw8!obuW;apmanCJZ>*_^MzTLok=IZ8Ixlpb@SW}o&jM@du*jo_ z9te2dlJh7H0p)4V&c<2rZV>*0xw*3GU65JSxq1!iy&?B_&%6giA37BS@dpuX1*3OA zxqrA9BuMuTOBo}5m4|itArP(0v$|<9D%NNAv5qk#ai{cahP;2gJ3|g*|EHjJY5Uod z($l))#ee>DEF!*=(FH2XBJAI~{B?x}asAILv>#4-qEsgOJdza&-_4dt+!JPq}Ljhg89V_kOHlk$TqZ4j! zC}<_0&90cq1dd+k2h)+75%{dvvTnt=V<~t-!Fn?jtd7qY#Un{~OuHWwkXV3r_`P{bIl&^O>PpE!r=|`dm z?bn4;aBqW5vdLW+5x!nI2K%YR)-%0RTA56ei|wZ_cj}$cH-V;JzI9bc=M1Ed;$A5! ztyh-m{$&y+?3Yf;bKeVYy^kpzU={N3?yJhV0R>prl#I8(xtg5dR&bfO+}S}{ zhSb_D(#8c_#}yhg)68F5Y-q{$TWgcqJ+Y~*m`y?#geZmVv&fyXeVr62Up*Z~lPtQy zvLdCQax7YQ{7NNfBwfCC(wzG~^h+*{HG=U&cX*kj^K=wMB{zpNALx!+9DtJNW>OJc zWF!Yj8Iq&*B`#BOmQfL(`6%-&HP+7&s#<=RRV%AmV#7{yz{24Cy>yWT2}6M43SIx| zS((mFm8ZAg%{!eN#N}FZMPk{IWVtYfsuB`{{u6{lEDi{b&oq$eHBx&)_?|)J{a4SF zkC85ZIfH1_yEHZW4`R1sc2xubF7&SA4KW3wnVg4NDd3#=qVWF$juZ5DmUEZ#;XOw#vKwd}t(lz;lnN3ov` z{i7YzDCk*qR`Z4SrqdgCfKVTlcmS6x{}K7^Y5QS&`t2p>EfHO=*aFnodb2A8<>_Mk z2Pse5=bO(bZ}&O534E~elKr>V&r;v7)G)wGc!kI5^;!&*V~jv_4lvNO?3k1ivTdj;4_a6yrqI`>TJ3B# z^z2qMcmc^61?5Np&=T#9r&GguBy_BAd<^FN$g&L~=F#FbfN6KIaQF--?L=BCpZ#af}>0HIFmbZzPfB3D!ThSaUdy{;gPj<6-18BYyS7nBO zo~PD#R@VD{x`2`NypXK-2Vg4kO-30)kGrt<_MFqKw3w5j>Ad&Uo1#sY=Sr5#kKa^m zsy(l=l*ND?=<_XtCzDO9nBg%I;#A)*4RG7>}VLC@i?5?r1e%W#KVvF#R&>Y#_bP7%Vvy20yJ9FBQnLzN#hB z{IQZg3CjMixvY{QA5Om1G@8i@M3Ju|eM!`t@H?h1jnXR;N5s;Ow#y-DtCWa_3<%x9 zMf8{?junWB@ui~$(6)G)KsKETrkUnE4_USFk6Osl z?)cyXRh}kwh`*UhHpD!EO@9y3$x>d{}5u(ko5}CS95hFuD-?pfS3nOS3+?d zCbH^|i?zl39pr7r->BiLo{(pYP_#2xh===k#Z}3UU+dZ9V>)F3S(SJo9`jM)I4k! zwLC@?NEft2#Dg*@W>?3^?J$?)?+*;~`LajidvV-FI^-jWpcNmzhH8&k~Tlno88>J!A%z~Do)}M6ux^|Hol<=~d zm+m90qX9>ax?e>EZUIVw%+4|HdYz<=piZ^c8Z%GtgDXp!3o}gU3fe~!Dos00ENBNe z0226}Sv&D;q`|CQ#A=Ks+rA5=X0{s^klN&Hc_znVvheMqjPdBG3#1^i>4y3`TKGPjbMc1?e(#6t zjlzlRjmx)RD)>J_@BDDR`RTJsI8eVwaq1qy>jwB2x0|-7T455kR??+iSUyINeOAIXIX-V+V0=Cj-hY2X~tZemAzs z%5Q<*Nqr;M9ly2J#h^j|?WK{v?dHxS*TMbtk@fH8rEh$wlB=o;dlS5SH>98V2{CKy@0i=yTT@V2;MVVHC{1&{BiES z`s}VZroJfEccuOLhf(02X@$${geUi#AId4UF%HwR*Dw~DxseKP}G+fSSLK`vW@6sgCc4M?U zrp=dImEc9QO3AXqn1DAgT|G}brlvOm!^I;r$B1#U^D+fi^7J8DY498oK0a^ZAa6DEjp6fSfdMl})_Ur8B+2sm=?m`)-%(hz*jIn)VOs|E&@ z2zC|3VI>vQ&Uv444P3%DL~bPfQjMi*MVKvwLLGDQfX({gl*kH~{VJGtf=_Q;|L4#+ zWq^}$&40Zw?n}(N%E7WKrcVf0Fn*pE4=N>ib&t~`@b(MM@obHoxChQMnM#Uq_M)7q zjByE@#?v-UaFsYh2mzv@sH=h0)vF9=15a7Pxg!bNGWoDnOtOys2(0}+!Y=_-51Nuk z2cnZP$;IjzZoDsy%b~PjP>0onOa#C-^69~((S*%~Vg`bLL+9hE`%`d^b#NH_0*1r~ zqO1VB!EN5i*qIf_l-zPj4??G1LW9C()>$`dNlcub@?eu(K!JUrBq=hP>DJnGgpCrs zBmR_d2`8x~=)vaPb6Ke|YW?hR4T2pL0U8QGJJVQ9Al)P;+w220q( z=PU`{Fuyy)5DbEUIK%Y(;S3Xn{pAcZm(n&f{{NBo9#By%%^#@b3?dnpph!@%q~QX>T1FXBbsrWj^Gg#OHfLNuubIU*w* zCBE5)*sA6FP&Si@@dQzri;uk`=J+VgRda8L!ih7S%j!OeR1(WSIS?`7e6>mbEKqjE zh*X8VrQlQxEi_&dXP&&_rF&-+@>u-ChS#SS6sElmJgo(2USWyvhLhR>C_2$d#QlS} zztA%@xdw!eW`+=Y@+bO-1uyv+l{r7)$J(P)%R_OsLC62H+xTrT#|NP3vroeU`9j9@f99UMb-{_qpB+`iHx^Wu1(8bshyim? zO9B@}BbG$PS|^ixCzg#g&Z|Cdfjj#$As~k5UfRiHvZggfIj=@ZWe@6ouB~~jE@2(q z>~S{U*|e%++n=!Cdd z!li_Fe2%_K>$#{K(Kz61?FzndWw@``z4qUH02l&>B8Hx`u8lkXCzyLgODvuG0<^Pd z#-Z!9T9q%*ABg&$VjkRBWBQ?zmH)&x?V@q{CRU&QNwr^(lCvLB>J^wRmh!~IE6h&x z8&UeE4oA^I|Cuql?%Q>Rl-&%%Jeg63%H(y`a_^5EIh#7uMZ#%rk&%R37;ai6$#AKs z3o%nljpqy=2j0;&v4_jvF}`0Q)PTmCZMx3om&-g7{um-b)mHejcxATe)cIN>r_WFH5cwbI zA))?XxE>6yU$`DGrl78o2;KO4@6H)a@EN;o|Css!;JP>V$ff~53|yeK$D~ebrqHP` z`o4!ddlC><+Ry%%hSq+}Tj0(LEtE%y!3br{hL`WpaT3S?8bM8-NnZOd=q}k6F#ElL@KVB7&`(cI}pVgjFq`I zfxuKKR$U{>!Pz8vvqu31tjXCEvuayeeujOcttq}iMZkxQGm>_W$J=M`7>#{)c&$A0 z&5r7VbTygww)aMTAXk8PAwYIyKp8o6Jw+O0y6y29rs=kdPCZ9q*mM?b@T#{~Ef`O> z2{&5XID_GK*CNxyO_g!(!gOzuZDV)OnXb&f&}mIv^S_qYz^D^RI1!XwPBCAO0^h!- z<%$~!uCKdNWNzOj-JxWk!^_DcTQ5KwHX`RYpt5OXwrQZ52)+YMkDn7ko#D3L=Nnc0 zbzv3jGiA2k@77vrPv+ELn8spslnvSBPh7kVyf{K)gVuTsY_!o9oVIGO9;%!eW_vtk zap|DlzYg`b*y{J4KACpB&?{SG(#ThDIHI)7F2(+F_er)yF7p5R2SDVViL1?s@6fnd zfYxN@e_N9-H~zOZc?GvI!@ja6uZ+p018~Q+J~Sr7Z)@oJ;%hpYxEEzN7GBe7#to)2 zmM7vYs-;)GXwZY^n7ZT+1AIf4;Rl7S?n5JDpua6kd7AMN8W5_DDtOzGfFXwNK0cPa z(|wxT-!vaoJZ22^D_Y<4GF{uSx*QjG@vlzlft`rfEgyNp+{(p7BGuNNv$RW2TVC&) zef0hmt9qd-R+dHCqXdn#3bx%Et?+U@>&vZ4ENf03*%?`?`O@E&0a#e@sR|7}i?vnZ zeY>UqEH+j>_HN=dH0yijVYQn0r7T;1$uPj3r9PQ35#{N5R8;f!P+B$nM^X0HSZSTu zdHe44S=M@7?q#LjLJAR+qMmkMj;1!n9m`Y&9jd41IVI;WK6i;#4eFYvZZ?LKHy(_H zy}ijo3(uidH>6g>&jfZ0dt!F5yJs0X=cSVB_rT4TkY-7<85(d$oU|Rv*Lfk_IZCVg zw=0CxwIMjJ6x3(rnLEf!+mML4$2>c9hqLSm`!JZ`eQQ-AmU;$(y1}CHXU~nk{6fFf zc~);fm1D7pd0{ie-aOEf0GBQkIm3>iEK~kS)hO%sf|UR>d|y3Esb}6)qn^P2#&i=a zVk2O{or%bra=eV=>&`P?BR(!h^ivUf)e0h|LHb67;w=H2Z;bfeF%XY*{>A@I<1TKcSw5^Js*LbJG70M~S%8@Nw2qU1)H@RViOTvvJ zGV#-xdz6M^^qtU$#iDR(Lx6t6wEXruh=0d!>uW@kHzEiqBtg-LWdH8%sJEMlmehQO zqvi^s9`OlZAqgZc4B|GMC;wDPO9YJg-?Wkz9}2dOvB%#Nctrtuhyq$n&bUS>?#FQxiLbEHMDCp4%D8Ws>zeLY4B~FgW?Az=36CIeEwI-U7zTSRqU8&Ukg-KGm1e!rm5(4L2jSC|a|< z9n8(Nl7Fv15iNt_I~R?gkkvAELyKIR>^ZDkc8Xdmzr3Rr6*z54cH`k>W`yu4hbjp? znlgMmHJiS%soZW)bv~z$YoF+=FK31y1uRUz zfiZRT#1z38fPB;Qd~ogpQDJ0p7Zyb(HJ|ECJi1&Hc6i|f8~WU|U1vOdgPr=0A_?;Y zRMsxTl`1ChKL>siOK>+|%lw@AsW!pgaxMQv%;{N2xu<>tOvwfQv1Xi~IEHugX)Smxt*GX2Hxn|GF7eU|!Fu}2zH0|#3Y!{#GV+GAVk=9s+ zo|8|~>-EQuUaQFtHLJ-1`^)Y>s?MTZ7>I)s16R7utW0 znQP~M)gq{3_7af5hu&aI zYK(Gi4y1&d8R1j+T|?@;$ap_N-^wXJ-KXS4xrCktcITY(lY zYMjf*p2zMwx4ZiEq5wId_}X zPA{fO&AlK6Qm=*!C1A9_#s+D-lhhJ*ti^U(fW_-(92uaX7gB?; zcN7dRU!wRnLDtax;WXMrEuKkpvMCc-W{z`@3!L?+RwDs zjs*In1$_))^fm$@jzyC-n8~s)P$8?32s#o7It&0Idth(y2>1-H|FtUu&jP)zTCZOj zs^L(xd0bL^WzT`oa1azj-l8Wzd)>tT295v+eigH*juJljZd`~FE%1^Q#N~7wJzj7N zSUL%yF;CZpGPM>EfL;SYq$A*qldc-d(i@ol=3HyHT1Gp;*^TA{+mc~>xc}Gq$kI^n z&W@;Mg)t-VSdqwn(!G-IzSI*fvTvQ^QOmkx4rX;>a&7jiyV^85!Fc89zUBDi_9)T? zRP*H+cp`qj%uE5^ERtf8M6QH;u2{?4*s(1tyc&Usz4V0?!%$3qBY@1N1$C>*TO`a} z#2k2YZJyen=3?qbG#(3NPyU)S`V%2w*! zra!q0@POG~dQX><99_)YQV-YC!?T{*Ja);jz3h`c*OCRc9u)?))ovgY;9y;{jsrkCjThe~sf1u`-nVY+vd@PRe`3Kn6 zl^BjQ$;pXZB~B2W+hu+qJA8f`;Fb5nEE@iq>d;!>WV)cI6yN&!{L<<9-qPvh4}(F) zLF{KNPjV$nkq5EQQdzcbRaGOtfwt>aWE!DAeF=S4@xN_X_iF(7DfH~;r%;6P>ZE#L zh_TJ`F!7!&{nG?Zr#n&~V)}k4lfG#rc_S@rE_>$_kN-?dh49>JVUnU` zZeh9=9&{`b@-AcREmwl((o-38>33d^KcrgCOzy~0fApxHZd)DQNjf07)aYqnO!D*w zy<5R2;qY1)z?I2v-t5O&mMKKH;?CW$j1|c~vWOre30N|b zO-+TJk&3I(qANGB`!a8lN$=3%FJtO;aaHrZp>3XD#M;H%&0J`AkV>L$PAvsw85cgg zr62Fve;c^bK*im_u@F4BYX41N9yR-31BF|k` zPd`{)`t-jhyFEgxqtUoc(}u%+b6UCC;*)Ra?!%pQY{8c9nK&rpJ3Myw=RVdA!g3lt z@&#!@gYp=#??f#ws^9K7qxS%fj@s3?+pV^@o-zU;A+1Jt6CeFMM!W+J&p~cA{gaGL zx3jsTJJE?+!ZhWU8MGFxwo@L&7DZw46^H9KEHbc~iYCSz%4}Oou|j#N-kEsVNu@CB zaXrj4KvA)JZn`~X)SB}=imek}owO+Ct$e{d>kVx08o$LHQzGsSOg_@Wut6*1gv|!{ zF7R;2OL765kF!P18C{)(+k`FJ%8<_$xGAUEj+!{ynm4m{Bepn2p|gPgIQ&*@VM4fk zv1mDX`|>GnsTaJu^R_@NBeRs$aEwS8}g2n`+2R$)FAn18gvjxCz zM9K*?vvt1{7~MgujqgCd0rhH+&U#mc=~Q2V-ly;y|$ z%=sopLCm~nyAWe}MAt+cAC0NHor-O&9cqVWi+i2{kqc*2)5gr`jLRR*{Hc{Cu$7A6 ztpLB8*`7rvbtH!>K4*)&*Pd%Nd(*^CDBdCY8SUu7QMwe%&`V=J2CEf>G)s7P3UH|M-H>u9wYD$=Sx(mo9MMv@c|gbKcH z5{Tkra=2?+5Q|e0!}4xHI^e;4oAYd)hNtO#zKeqtSY1nD`&=O$WDx^JSn>(<&MoVjaZvn?Kh~Wf3l}&dCf~Njm}q));D2- zZ&U<*OLe||)M>xX@4(_xKx!wiYd6DcDSD#Iv^-LL=Ke*H^%+(qu)8eMt?m|5 zXG8{2O-%a2jBNEfFV3#XxuON`W34cV?D`=Y2$JN(^( zg1MI`p?uf%btjydJcpL*xH*uz-IWExd_NnbA(B zio_l}TA<$djBxyzh-R_JEh&GO7-(U?;5(Kls12=ge5#ltGdNcNEY!gQV6^k^{lAIPg+-i&G6|9 zAGr${4rBTX7{1c`5@#vJbv;PC=%ngoT2H%F_)>kSd?k(Ey5fYJAb@e2^D@2cA}C{J zZl%#~C*`tusVwOY+?d!;X<6IZnV^d5Skl&DBEkin-27pAE>`_JanGj;E4r1O&WT1{ zoNBk)E2&m&-dDZaLcjV0{Qmdz&++A0J%G|eoOd1cf^y|P^3N zw}YXpm37c@4`@m1<6cXCgm7gst`r6_cWc`r%jdVqWt5dFj1mh=mtA;|uKD#+BoR$^t7@e1YUL@#EyG0Slmf8 zWm$@1gfwJnld_0Udf#|v`O+UWgzOH%y~o$-KG=OX|L(rDcQGY?;9MuVo2E+tW$&xI z{13Rd67R#$)9SFI%Z-D0p?*yFo|H-9V))#i>0!5M82~VfW^RN92stcJ2rma&Uj_&n znOFFwxQI5@5gJ&jiXLG%^aOopSa?OcproWxzyZRw8G+1bD*is2l(uCt5V zXE?LoFr5*>7tS13gH$zbdBS-ScMtL|owKLm7j^JqCb4a8VVLG+KH#~xFm8KkJ^7U$ zRw_LC892)3IFVYTTH66K(iGKd8Jr&ZLT0$E=I#a@2f9M0!`Vvm-`6gnUT{eti=C;Q zaqBdRx7F3xHS=ANT=3S?4)35G^Sj=7{@EFCl+N}we|zGB3V5*XlAb)?jb0##5`W|! zazJ5G|pfPQM z=)sU#b*dBd$%ogxl(0;QtQdoFc&o=)+Cs_I1!`F_Ht+(RA~324Q!``7dnj$87*R(z zFe(pGVgR2(2?xv&n}4z!hPbc{(qICsRLwsrqDNG91FPZyh`J4F3pj|nrV!a~1TjW@ zhR2Uc<)1(!(B)v7flP7~=I*o)LkDnJ z3wLW*p6nV);B!4_ASaSnh6V^m^clQjP@9T_$m(H#yD7~~4)wWX(aG7yMaf#w{2g8- z+1~L7B~GbuiX{PQU$j^aw}tp4p87pbI2V zGYG@_l*QEqX)`ORzrg~_#%IV!U${}vf3 z^TX7#dIbN#JTG`7(SB10ev_|RdE&tJ58QxsYH40ehCShIMOFC`Zx{jP(J%;pdqjoL zFpc>S^c4c5Z2y7#L41bF`}hUHH@|W=@?kr3wz4yhG!dTzfJi#8+e-?3t~SC5dmr>n zjTv0IB&a_QtPCPsJ4lBy(tKT;+>i=Qm>fz*v|$+H^+TW@H!yx4vrXW>uL`SO07G|S zqyN!3$c@cw6f2`3wy=V5AL_8eP^?4F7BLHmL4ahZy&p8`eZw76fucA)% z&o?AKu4aH#dPKSbzjdSq)g#`BmKUG1>E@C^BbQ?D3^7iUVX$M4-K?k`v!L0(rVT0} zjPHu}zaV`Mq)4_OQ7&9dBsapLx5_ZUfNmK1h{_j6Qewo{UMk=g`V)RtF7V}Y=4zn%G$Ip@(rFhY7-1Ji#3RsxY^pH_VbO6t|0;|A z|5h0IT^g8qvg?a3SkD+R(ug_EJkmg36>mVGvXRk>WFpWEkr8OcqD(S+#m#CTLBd`w z4n7DBeIW)!l2(R(*2EhIVY>1Kfp-p-=dW=?j3VeE^Qd@=h4mD%0&Uo2Q~VIwseitM zz&{L+M|;}B(|=8yRxsu)>+g~U&$9m~sfwhQ^`7{XR0026tUzJrr~0>}bGjL03*cEenx)B)vvlj`{2P1`+D^e#3TQ!}dP> zy)z0)b8M{JeBImlv94sxt^_RAkvN_+=bt6pl_G!k0Qmpkg}?Ve@A7Mmj+m^?3^uwe zZen@JO%Q#aQja-Y5Wdb_?oU0@O0EPYbKz{z1^u7Ud@7Ihst%$guzMND+0-G>%o0DZ z3Yq1F%)dyQ!Q*iy%5=rSsSf9^_GOrA5u9qmhRq|>x&q)sw>V<~JA|b=VG%vpojUL<`N9VF-MrEi`NAp9dNEzeaf(pFv#wUv=UCV-IEv zdi-b^0De0(6p;W0otEq1t^*|lKg*HU7sL~d_%_h6%)(IN_!;&?I|7yE{L`DVqOg?e z%Vd|7>aw2pIyG^({EeCX6N4Jv&Qi}H?{|Ra$skoN_(3)6t^4xh3w=NmPKM!ll4-g1 z;;e{@Wx2`SV16+3qD7-i`{H5T5cG2W#z${$Ky-^A*qHV3HvazRw1;A?`an7>#na{E z*9*Pu+)V59Pfs&##!m@y6{$5gC2cb|mR-M#LA=)@t*q~sYK|t1S3=hVa)E+_p0D?` z59Pinzy)m%tw(!a?4`58;f3a~!qKlJqZXqfo8y|jU-O~dC8e^1ZY>e&YVfLZ!<++3 zV7yM*ogZbK-Ky$7V3RxCX*IaMW}n^ReBRnT^s=^MaLN>FoNW`z=E1@5VwF40`1Psw z+8gKO^_||>kuQ$MEMEau!<<*SeqzGx71k`4tCN`4+VG1&uVC8z;bE^1UYq2RoRxgu ziA3@NNDA!-i$j&N`c!GE!05?gX{8u6S8n|Kox&m2qroM;=lRdaovYyG zXOG|?Od<-07#6e?^5E-VigQn+Dsji0y;3XJIwmF0MvA6e1089stIpqP=X(f`7n~abBo1zclt(E^fZ#tNWNJjIH;%yeK7p zm=U8XdykaG43TPIzw_k!KDx_1qoRUNcw%eI!rWZy%$PDi*}O^hQ3}UX+*|g$2~*3p zM`AGDfd$3hLu#!14#anmga{pJhi?RBM#St^$U2(sy8(o)ux?J>z)ANW-p0+ zC!1o$sUqZ>k@%VRq^Z8Qg}94dQ8sKmFmtu5i>z-%bk$k7b7VZvMS&)C_=SJ2ps>kV zQqAW`U;}dxZ^>}UvQvG9LFgfdS-@f6KuMf)KfWsQqxuO+r9SRwX5yks9Q_^pcd0)O zhtqz;++*G&-(y>{U&30tvn1Sk)6wi)!a+Kjlo$4DA$N%)gY+SrJDpVaNuIJ?daUT{ zqCpYMA0FvyBCkURb$Hj3vi4}cRS$aVn@Q?!O8}$~OtQr=v(gk^D4R*=H>*K+2|VjB*$=4J5-^HL?`am+8}8 z5U=9O3z~18Vt1(Zg-*J~68B$dpZ1Pn*QNzp=4)p0t+fF*74Q6;|y`@Kw%aKa)GV*0#Q|h^Ly(;L2)aXhoFR!Fh z81WvRNb^f70qOrZ2>$II@~3G2luR0wYnKSgO#Y!@rlU%Xu?;XqI|ZR-8owFxua)w@ zO=@o_X`U@OKfzykz!Ge3Iq-qoT#TuEA%mhTuvO3LW>&APx;<|eolOayM#BU4LMK(7 z`2I>rqC({(X8$}^U}$ekke8kr-B#eprSl`2VJ@jCEfNN|0`uz07QeKL%UPjj~$|k=A z+b2r(Q(bSPvywMcyOdzwT$B2kt_X=W3vo8bSBy|P+S&5}u48;Xp9KaTwnGySdPK*@ zJy)i7E55e0^rWZ2O1ANRw@`aTR#@HKDBWGVsLL)Agc-|p%9e(CT`abG&qCZETC0aA zJSF&?yT-jn!+R&{8a5A1HC2@$>%*tPFn0|vO)rJbXH_}2S=xKbU2VK|X%#YikGs4Q zl+3%$y9KA80Cglv(E>9_cmnOdYLHv@BPf*4Q8GCKvPM%V--X+uYM#-}J{ZsJqC(X` z7x0ZJ33gFTkJ&<1XnLP178CWLeo}KXD5DY^@&{)#ksc^sbenrWuX(<@ZVmY0N ziW;6vBY#N|Olng_)O9JglFFZS3BzN1a=Pecg|h)U1$=alz`S)PeD&`PiDWL2JukCCzV*3J_e$Fc+T z&>p%0N*P898P_9qzv1#)IMS^D9;SGCke!Ich^n-!-Hq93zXGn{f}4Sy4J{stFMKqg z16T&J_YJzY@KDOd%Om{55BaNa6+StCcuKlVl*B*;cWR7)OCf z(X-W&+2IB$%d$vI<`_hFb<>R^Ep7lmTws~0+}7B|p4V=32J&vkhqCNZKFTWZAyNk{ zxwhvV-6L6dIb?i~FCU}9@l`<;ESlq8R~qIS8m@gQ0X&H%kcRZ%5I0w4e0SBkcK zrD!||MN4`4OVOl>{`$en%Fyk(!!?Be)%(cTb`cu386#(@a-X>EQb8W;egP$!5Bryx zezl!*8%sq8+f(`Recg}O(-odPYG(Q{XH@&DoN!&%ZvFv(ODV3+8G7XlP2HeGAC{eo zic3pm(oPJ!#)`VVD#v@=Is)`7XA$Le$`VgsHm&rgMhFvYcRXR>=f&x&TBOODf~81wPzp;mO`u8dhy+I$;imSp&TPh6ml zEb4>H8+bd)!p)*Ykq3vbYm8|rfFy}P2z_KUQ@hH7`7W+otcXks6US?^cDaS;4zD4% z0^3=P17d<&8KOR#t_r$GZ1ss&Djlu5xu=Ld03(9+%dA4dh+qO?Fi zIWQaxY7jS^J?Gi}iUh0J zefN|DRVi^|AoT9hW2nk}jkM%^VL!- zVuqGz@8e`(`fr(;Kibps+b0m`4K@En^a0{pNQVhLlz;ij*L*%GCsqv%MZGumtbLK` ztw)H7tv_k5RWsImlb#=C&b5~`>tehE{iS;csuo`7;c@Gavb#ky@&I!rAJ!eeU%SWP6zJroNG0*ff9rK#kFOq=o)^)3Blpsa_v){{ zB@AcxHq7&V5)`ct_GR4PZF+#OzrEUrBP22S*lq*uAnf!_-uOMyGlFqSZ?{DG>FM*R zXFz4XsmNsJo3+GiFM?LG`!Qj*X{ie#$jepfj(a}p|9VK;*qS?D*~er^*9?%sXQZQnL5QJ& zvw?ww(Ttse!4qQx)CY71CI)lYyB{fb1}oj^4DWfYz!Kck(Zj0v{My|)0|TQF7;u=NRNTD;Du1D3~aZ@fp!FsmaM5 z8rX@Y%U{2GReEFL!E65D7nlOo5})RZac{$3PBz|cB<17eq&rD6!+FKE*EoAh`Fav} zg-7FhumC3)dZ%ySqo>zDp`iHEp|Egfy?jZrg&G8jN0q|lTq7r+IAnau%n3UDFp;Oc z23$i?K-@)~s;j$r6_@M7*6*A6pSWCC7Tt53D{uPX@(2OSwJIFMOf#eadisWdC~>|| z?5hnSB<|asF?7}>J0FMQc)G+#c@(Ax_C*z{iYKj#aLk)cT80Kt<}^_`4tU-NVGz)u z0-|C;?+@qteCZs2Xmd=-?z~$*$&3AJ(DRWfTXv|Xf0!qsT(EIB~oAo3Z%c~wB8 zl0blJw(aIuZOg7jmwcXKA(nF!(;CMY2bGPgF9t0_XDhYhZJ)B~oU6x&2WTE|KF(Y# zHy?Xu@#BNn;ON?qg0E%^TI*W2^Zx#d@MPd1{9^EE?7Z7yX!D@h=_scx<)A9rDz8tg z!}(dq7Oo5V08xK$vTLgDeCj2i(9Vzk?i%27duJh>DphrFyDP7tzGv|6pka;i@!50E z#Ok*utytLu+IFDpr)AEjO@V-(dHkFdI>_OzT0f3?mgBp%0aZIMz&+42iN~b1;qyQ_ z8Iv8YVmh9ay^+d3v8aO50AA&N#KQp8dr`TbevB0q#M1x_+}j_xBDrsP%IW0?&Q~8J z``cEa`}U^-qDnp5Nh4=7)k`&J6S8P*dk5j@ zVi;d%pW!Q-4rAe4mZl|!5%@U!8jNxDMZYruW2Rf{#=mmZZxy}$Rb|2A;n#$|06`(v zUg*0GY2(RX8O9vD^#sv*&7xcHE)NCF7u-wR?s%RQP!0FaZ22l!^d3=eoxDdAKfXju zb{bYZ>BR}qg)6~V*N-7bC+nNR!Z3ioO7vn=y~pNkMI3kxtf9cXj@QCPatSXej*kep zDsxDe__I?cbu5-7&6ghMx55;|l|HuGn4d;+*5b~Ga zus$mZGT;ho#<*2GoxoA?u*Zd`RVHjIrJcd$H7bwtk5==CsP{_-EE?2uP#Y`?p0eOH zJP2)(6=q{aC0sVS$h?U;hHVoM@4B?Hb=DMMyz7|qs95%*azXWjE|74RDxSa)XPb@x zwoSHaxlIoG_RZ&hW9#Z?@3M5rYi?b1Rxdc9TudaT_QWP#w#tZG9&pz^2z-0G^Yr$;(2CbqbaILqjcQ;T`Bw(lx$4OMa#-jx@9R*3&>(L#)~$W>hJJxX#hF84h4 z(ZEqb>-SB9sgkWE;c_FOEzYz|cx$psKNYT|cDgQlL=Vxj>|Bt74($Z@xJvHri|7Pd zmy_eMH+&q4=qU8Yxad_aryQQq(g|F*N3m&ED5of!QM(F>z16Hc@@lL%AlSJ-*@?fs>5S7HIH?ay4U#GrTV&p@r;uJ3xh?3qEpeEmI6oOxD#z3dV^(#XL zIi3Dj#)_GQ(~sT|EG_vyL(*LIhuOa}%-DeKaWWDL0{FO(K0NVJ$J^5j#*3!9$?^os zY<|Aa(mg-&PpWYA&iBxAzm+8K=5wqZ9S|h%O$UnFd^$Z`Z=SSNPhDFMjHAK(I_2at zr&KfBnV2vB=A?g)_N{mVFx6Nx;NX2xG}WS=ZKc%r=m?K#GV~#KelGD@>%c)*WSci| ztnj(Rwj{ad+;vfAt&OtoL`a+m{{m|#J6Jw7kpH6Y3_!j-COSqMQ=y&%H7n;zvpTLO ztNRGe%8vN0S#*EVtUoE1zTI;NL~stoy1o(0wT`QaYp}yoM->9p@8~mrqP}JJK@)Ty z`{+%{qgpE3W;LTC5}w(x4B>YB}DW(&ucQ5?;)|Tt@#LFqN-!?56vlt z_#{@@rIiylNb%3XQub=B6VNyGYn|lHBQ|hjkG?0`k67g zWyr#Db+UBH!lPmss2*f& zgGt2W)^DlnzP%3#o2@Q} zjhf{$(zmpYKwU=JB7^tOskcg9_B&`X2*d>Imh1JWJ$0(w_JB|$Ynj6_N83?9g{no_ zS{C(Eae-F++@K{4!Pl2*)h5Lcgzk%Ip;;Cau(`f|$9ye8lbpsUMX3 z2lh(>{1xNiUK=V%eJZlT`#%*1Oy9j+3G2uA`l&ErY9#^c3z#DG0g-x2>{lbw2NL@} zh}1}8KOIb+_~?YPOC)KNae}(O2r+!_l^ zulB?DsV|d`RTxvpM;JnH6l}lCc)zci1_r0=x>P-t%;AiCMsENR97ae)ERLb@4X41tgB5`uI%j|m|!g48FH@u65j0i zBlw3^qy4yf-HvMo``D+65XX*OjX0GpmWgWHb@z3*M31T$_UD)5z%n=)W|WG)10x?@ zMK$A+yi(b#PlowIzg3nJ_^ZzT3|#b|>5v!mn&i*$uW~t5>eMfH2K?w)s6O@j`@a@= zk6l6X{*F?d*w!VZ!g_6{^;qR9J(GgXT#1`}RN~O;-u`B7APIZ+n-Nz*IgUt)2YSzp zoHcaAH7L~RZ{DWA*?gP?>j$!k2@g|N7Wk*%#W~s#OHqba8cJ@G9wZZ}%Ehc@Whdx& zebwHy@N%@<|Mt15tvgxF(_;PjaCWnJT)`%JR0x=hvgo${tXqZ8YYMYCto!23JA76# zIzGO^do)t;Wz_jn>POk-heN)--IHYcQd3uB*WE?}{JgEK9$RWrk0qe-@FY~GtSn;H z4)EFyo1(E=ow``^>t5R#<~=G`^OE|UeX$C2I#;MWnV-_GJ#2o#f4NykYwNk&p05t? zdb6IG$*$I;XT4kKs-7B7U8)>dlT6>APG5~ae$4jcSht$AE|A(vtid80Hc!CSO0_L> z3_ZiT0E1!u)Vb4d6x^eyWMCOb1Mt=Hm2uGYL^^c_5ByX7 zN|~b-;Z@<)sul29ty=Y10gqLWRrm^ctio6Q6q{j>inw79#AlRuU-pvfZr_iL!tnpP z;zQsTBXS#@G(}dF9iEtlvL6@7v^PD_c509jk);6$$I@}c)|7X%z$yhW<$f~6`I7Q( zJc7h)nf9A$Y?U+fGz^hA)_rKH+stkc5F|dxv_~UIWQxe9+yHCP95M^Cf^G27Fh~#h zptCKl6kyZrFbk%e-}fa2ZBw+=LuNOv-#G`&f?s~-02*kKZZVL7lK1yR1%+~av}qW$ z6G(Z?xMTuVx65VP?G12LOPJoFX5TuuSLjYo`?3{cWajz+{2pWcG&$l7Zd zOfu9EO2a@#uLTYB!J?G!GYSwST`6eBUY~IUJ0tb?(#xWi;FvqhBK}3jhK_J#)-^?`?+{^8t z(tS*B2sDC-)h-18CoIGuyko`^q+a^B@{sfvLKA^j2$RMPG4)TxNj+s;!!X#UZ663X zfr8+abOQpS4IrZd>65_2Q2I{0FhRwF`a42DkutA%*?nzYW2*boK`2Wr2&$24pkW-5 z@kNoh4`HY^j4jz0d4cEG07{9gYC(fVh`}NOX+&x$A5ZoK0Ly z0u9KSD?b4~XhY?=wTsHTYM~JY;gkRZ420$pZ$OKO&)ITQ3t|`m?X>qnQ|z1l2_DL^ zr|=xlSlA?`Hl*T3V2!X3IUB?%AqF9mB?67OZSnJ{I7#VEKhY@~^Y@M;WZH$o0EnqUa9u0Y4*$1YZ=*y;5okI2S^q#FdzeR>P~m2FFYn;@&Ha;r1ky0j{#~Gc z2?+3C5)vsQD`xQ*3HcuaLhF&>GWQ>@VR7d}5W&sqU0{B%>`ZpEqQt!;Kfzc1c&@f0 z-g=qgToF({*~O^cuA?=3dwQ0LtbS1s43=RpxX@n;UNniH&8r;@%UXM%4`hqO&%;wI z^aIqBg}ry0^3@hBN|{7FkLoTvxyxX`~-dbwr7BVOf|%9nA{ zvr+5YRsM@hcK*T_5lu8&>h{LmMA{kQ|TU1m!Ufds?E z*@TKESlf~!%SXQWqvf0>>SeyR1l%@99R;58wSMceRQD)BVJ1ZWCMBC=E9TD zM8%e=f}S!zQYCwvmk~XEvH|tTgQb?`)kq;l0*3@I4onCF-&D!gRxaFaL|^R<(H5D4NYu zUhy<@+2(m@mhGjo?#!V+aI!i`|Kj5K+wsU}ufQ=D3zyBzNZQd+u`f-f2Zhn@rX{%; z7?TZp9&oR%Gr1q?F+#A^i@R}pJK59vc7wxP(=Lnp0KDNMQv53Q2amqtJ`{HeeIMS>u)tn84AAmJSu1^4GO z^CfVN5uq!&PvzO0v2Z^PZ*0aeGO7tt<44Br!4iWIbes|mj7ZlQNZ+p$+FfS1M*}{0 zC;?V55QpbT#)6>&&L^`1iO?6@Su*X)zfSDNGmNzn<*te~XDkr@%Gp+qjFRDHi%)Mr zW*cgFBh!9G4pB^GN!daEcb(3R1+L$9>?5Pve%Aqwsy1HW7X>031}2_gC(+=^?{Z9_ zjn(^$aqh?{)~gBJAY}GoJ8m-c6@ykzK`Y~xMfP(}R_W|Dh(L=qD{Q1poB^#KrJq)V zJeQ=eAgM-r3$~?|4`{b3UR?%={&HQIhC%ors0@HqWUi+0zm)C)?>kW+C6rj6vjrD# z3B=Npvg8zEiGlNk)s;2TK+Mepnma#P6gXt2_!|)b*PLmJVc|LQ-7TTC_a->FkZ-WW)u-$-wzX&sSi zKw=bVCYFgeJPwozOJjLj{VrDn9^AY@sJCzB= z$*~LO%`0elv8@^zr7rB`r~6~1i5$)>P>&iIkC^r{8nBlBfXlM67c?>ql{cafHw=r& z>aF(@Ix9m7pc@%8*N7lSAqYzc{WsUZpV>ZQcB}b!Y=c}kWh{jMYpxX{qxk=kYv7;Q zw$o;a{@0}0BBRQL{_PDZ6P2CX`tuC|{&q+HbVH_hnB6k}^$i)$SeX3RT#H6V9U-^| z{?#}hfo#M6%=Z7{T70|QWe$Aivs-K!hItXgOwSi1lE58Zbvvt6-XFWgCu?Wbw`Srz z?O}>0<3RO?>HUiDrqkPs0CL5|4X!Y%gYMnZ(^!JIySo`Sr_J zVA=ZP1Wno9;mh8~hryn@$+R}LN74BwInO=D^b^hC35$<(H}(D>(!K&LtEFojq`M@f z8>B($lvI!s=`I0@2Lz2yF>nNURoQ+bDi6zy9)BYkuVOd|#^k4NuB*UZiZ+x>+5etc!Sm zWhgp>f1c8`i8tzTqgK)2N8$F>Is7F;Hz75+w*vR-dONiGdT#~Fn~uhE9g08R79>O@G}{oUdL&14vUA3TV39#J4t&{i$d;tb-NV@EPJ8+=@r zOuy5iEKM?QPLpLcuhB`z`SkN>o5$xWnR@96_ zrQoRzuu!0c1h&AL7JW&-*ft;~4{B;ftXPp6crt#YjF5Z>7$hR|lIh982zRld@qnF> zvmg{omRmE&z2x$L-V#PioE~mqCSvW!pwpK4&M4W7A$x$)13~fippEl*Iz|~q^6fM` z=jZ6510v3S1J8*Rvxm&RDhBifko(Wf=|TtH9ANZp$zkh72tQchm9NM-56Te^O1maC zcMjp53{!nK6^9n#qi zfta3Fv(L~9O2wM>`wm-s>wsqYt44$RE|S-~8HAr}rc&N#ZE3}-So7vkxMP0a)V=gA`u+|^6Bv+87Z$V9jJ|6WF<0hDk?Wfy(bcVQ|2ix#i~J|h{mAG zoCNc38dlgRB!>4sSY+M)0(_4s@)!%JfU}AblKh(r{JkU>YkQuBdSBK&hvHk`X+2(| z_?(eGwa4(DO1553*a)z4drbB;?=YFa-s$O)UupJXpHMBZy1sImvma7YO1wIdmc3CY zQE}zA8j*C7QgKwZF_s%{VLD-aMYYPVrxHG~6I!`>>s{w*_E~@Zew)gn^WkEtAuujj z32c6xiZeUZ7dkqZo3-!vKdZlExU{fRU!=-@>Ra!ro6mUA1=QBoom~J|kZ@oI>v{6% zaUtM3KU(N{uvP=SD4{xEME#}I=ef&8M?qYXTi}5$JV3;v1+=1HFxp)Y+DT`ci43#_2-MTZhW3#z(M{+F zUJtxXA}&}UPb&K=f+aS!gB0V<6nLd9feu47z zONWG0sF6Z{Qj?&#D86D zPHFe`uXcq3(eB(o8#;lYMUy|o@+7*)el=VolTF6@HH;;tXKX*EcpVuZ{DAMJHYz=m z?*n%_L5LIxCww8%jrM1Jpauw41L1@q*3#uSKpq;1?E>L}a+m-e`yU8C=+-C*n=@Mc z>clwq8{qFp_kTqz{^-6Dgs_x*ksA5F;G~aD?||;4&fJvCtJ8O4JaPRqo{#_ppn+h> z28jovKj4ADHCpk34eV!0QBkDGrF+;8Ls$aI8fLi{-5EB2q0=L@U^;N^z#1%x9tPYl9s#Q5o;_^ z51+672VxD1o`n1p<_`b?g$QATGw|6z0fp8e=#lqdKz}!&3lo(ec*2V?iEgKV!TcF| z8{g$?zWoF92gR@s{0XrJZhZp30U^<#>lg*QA3(@j5D01gPXqrS;}!cJofVj>ZuP#uf&hJiLDBV;u|5Q8b*6fWf zw`tHS0rq~AO|3*TOgwfN5;~m(~Kue-I zfr@QpY3G|0Ro*WWMw?kf>_~vxDj$?hBdjBic8~RWm(R|yNX|HS>U<^YLiqKXarD}6 z6wVSAW;B!VH7D@3YxA{EXv~o%&gj1Dxurr_9FI?_4Q zk2|Pg+W-^6HHZ>pstE-OqHMV})q%S;L%L<;cVz2*RDWrGyShx=X2uZR7C)itB~^hj zTDXC)OmQd)V^tv8WD8N{AIQ4NPLX7p(En}@0AN#TcMty=9G0Bgq4V?^n*S^Pya*C!A~>CP`U1m%wb2$DqFH6Dc|=qjBP5`bqr>_SEbCEm_>%HG z0_lv@$8B899j%tHrGw_hPn~+&_h;g8kZJ1MWi(6IG*_6J(`kmQ- zpXFbZ?AS1LFIr$Nx#=pSGPwx^9|Db!M7;~wyQg=WUEMgXPp~hzt{{s^gzg7ddP>X( z!%^prXD<#DK=k2~w;S1`^RWq`%Pze~Sfs$LK7gmyo8T!EGrTl4ESV$vIQ*oY!ecv` zBL3OCORd(ZM(doY!_u;9qtD&bPaSt1wG|m1cf+mg)pPLhw6BbMMr)q*TmrBHJK+`U zTfMI@CKHPq&+y2!4@;k=8}>|XIa`zmlNIJ2mM)*#ClFSw*M})ujq!KdYscl|T)glU zQ^=Dzlk#;fsGzH$CKdWzxa1cy(owO>Sv*2)x%_%Eyn4^*?4Takt$-Yh->h?Wy#P(A ze$mHmy!h0Wx3cW1wo&K0^9A6l+jlX_X{}nZs&i!7eiS}p`PtaP3%e>qjxdeB2kf_8n_h%V@((t6Jau%P(rGN9bjRofQv8OYY9|ALZbm2DvyE z^rWg41PY5d3wtg%+nu9_34C-5PlhZEzHsxb7VVi=cIR{)~^Zh6ekI=dra^P zZuYUNF1T{Z=k-{UHz?NIe0?**eumYrd-zonv!~cU|Evf1+ZVP@g-a11B+~V!X3YQe zpYz78rYjiI9fR@o=c-Gx43lz?L`p{jOiGlc0&;E~b zNZR9X8(^q<`4>K#^?5)x^%|Cv;slR`CDzE(2qan?ALN^>D5Ir;`-qWOnoK zUJre{I4DojRTMtBd$jYxA<-2>D7ISgz}$M(F)3nX!OJ45N_Uislp&Ea519ci8(EYl zk!gY1EACcHT#Lf&mljLk5mYl2GqfdSQGmHl!MT1LaaLzmXg0JZ!B&rG1yVrQSJ2NPP6Q=;!acVxCbuDx#zZ3%GQa^A>gt{JEye;)9TUgSmRF9 z?-&IV%DLCJRm$nSu6ioo`FLoDt3&Qa7Yiq@o8c`N8JIZ1kTyLHX*LYX($DwT0YB4) z5*V(Y?`2q&rIYv9!J;Hslg+!=0_revwbzx;ks?-ju8ZEQiMzWRzq2rY_qkhw$?=Z* z>bp9pgBYeXotS4QBn3-X`3j48L0XYIvyczj_(^y>sJ0CTTG=A2+kjR!XOD!oL>Zg= zW=G=bBu+VCGuux#+kSOsw4kblMj#O@JoQ*1+{3C z6gW`?wbZNWw3CS$JzJ~*)c(qra2g8X8EpfMwbu;gi1>`;+mH80x;$ViQuUrwQ@AlL z6iAT|1H{jwW@4x)6rD>TO}sQ%+A~!Y6;((dl?k8U3^?QOQ?0<7#N3k9dy1hKjhSJj z`=I>;-eU*!S8f#i&NwH|(Otc4-MzQF$&XB?{TeZ^Zbe?Oos%DD&yo$KtSzwHe$+j| z>q1*XI*6kBHm+>>(7UBlnNulau0;1Sx=ekY4h?W*E+py)+|F{XbS8|8m* zQhqeNxi->={Ft&1p#ftG3&7y#_j0{WQcF)J^>}?fE4@~>om=>E$UV%krV(li5{zmj z*^(`#u22v36KB$D+wHTN*xGfLg_)7;1!v_4Qnq@gUXm>MSU#cQgMnD@ zLM&{FtSsu7aV+n^XKa|y*%t0X`&JT}Jc$N$wKH#fF0}d>2Tn@8w8G#ALj-$-Bn4eQ zJGN2e{{}`WSYU5HYN}S-o?0g&J$O4Dd!wC4q8)KzaSjz9FL&XP3agNk;i!coKa#|_ zOP;Zt8aO2EYG2$&n$=+t0+M{MZuYs1VNJuQcqdxPzWu-f{l+qONSD=o>|=4&oetu-ibYp6oMqN(%qk(Uj55?dN=(QG3(PDKCxXyE`9* zCQ4FR$~`BV8l_udWK_CohhsYs)$7p;$S4Gt0R(e;UcDl;l4Qj@ok7cA(Ojk$D4AQrxUR^ zHa~EoJKXVDcza)vsHLcJDOs0#hc5D*G>-MEhND-%oG7~{FtUO|752;ae=&Ty@rN)@C-U1tJAxIZEx}9+;PvUxmX#?A(qK2h#g&rh42H%$jo`49YcXp1Ltg4rj5B;k@LeAY|S@&QMrfZg+ zj+MhpzwRDsSyc=1b_0b`e7%--sPm#LT~77 zdM_z34d{RC-sRb#$6L~e?olcI-is*}_1%sCAOZf@HiIm-BS%cjxIZj#E7%Oz^eiq#+lAuZmq?XJ{b)&?^8H7?kqIMleEWLfy4{ zUwZ=hi!yb8gy+CEdxi4^Ryrz-b5-G?j#n-rcZVNZOH0vuQ3R`92Ac5`Q)$AN2=r{| zJCDD<_Y8mOJ&O_b@FD(ZVaNAwHckqTUnedY(E;2iDzRtxmOGqj_mz9WJHFb`6kovMK41z;lMLc(WBFOd9`SLMD0Z)e?`_v$ z80|+&%cndaB|J4P=Md7)CTFUL%m{6Iko;fi3R#vU78Z&3C6Kk`O*}jNaG-xB1erfK zX68Bf*eIQni)mOOl2J2S#k1vfZB4iRls=W<`VjAPhP(G1bvw`=)XzvCB!?e!TO_wi zCvpo$x}UirwMuqJsy*hWzM4+{anM|Dkmb!0riQF41-tq=#P-mjLgquJSB6xunIBXZ z<8~jq6bPv|JUF3WOn41ZYmho2Sk!(EQEiYv;aQw`4N-59IKf;Le7*I!LGFZYvG(?1wKH#k_R z@B;TgptW<&QF)8`-*-vVkQQRWUgo&XezPY)2L1*a)uNx#t(|vbsTptUlvrpgT&0}P z#L_sKl4|zD6omVe1Vl-ME)}RZT)iezs!|w6vQK@})yveXfGm-GWSb7bCU>K$Y^l$) zz<74?2dA)`Ek#03;g!j?*frDhOKdYUZCF}3;u9|^YY7ysvG6;ODhljsF6&8a(5~tp z?RxL8csB3u89($%i#YTa*C48~TPiA8B^d8BAKe(p=a%owW_~oL`YF4nbKXTRC_tp| zF+xeBcvo?yDUj`D? z6}zNe^>&K3g1^KQ^2QQdqsP{LqZeWqB(%nU&{X}nO=F(|%}9r4Hi&c0m;rS`F_q0Z zrl-N%UYDR5D;<$;o6~^e{QdB}O1o;;tdYg1_i!U`^$3B2NNqFJh2zbx9n9nlm`22D z_|BR)Q(jkajj0MvIDBla!VJFv_b%Djh=$)=S?8fNf^V>Ax3t2kHsRhh z(GFAUV($U&AtM~;;Tn`)ks%@u>0%-wH8Z?X>+1PEGEEr+mx#8U+f1a6v&6QI_jM`x zE;|qM#9&ItM_r{~9i*usJUbVOoDaTzhTzFOOgleLyS?~MilWXJkF=gPAo#%*qpW<8 z2J>5Y3}c)u^AqiNXr3z3^#XyMd!GmZ9ff@$z~d2Dr(VDW6L5WS$67GBmDLTe;V6b+C}&_ zFpJ_2z;ie0QLl}{7_G&q4m5@wL>#bCK7kl{Y0BR>?yGjp5(|U4R;;5*Ev{%Rn6|20n)t8L-Dk`5!Ds4?H3ECanUkeDm zy`h?t7Y4-6dBlYtxmDbq#ko*Iee5CeR%dV(7bq1`P=)nme=Mm(NK1XfH0 zK@TKz{a0)pIo~?RU&{sHWx@r~1mS3H>3>)|L)Fw9Tz&gFO#(cs>Gj1_3 z#n3T7IP4Z{*C~_X^`&{gph3mKRlD;2yu;So@X!?R(Xd6ynCuqUrBt~B{s-i;?$mDSNWE!QIbWUWo!yY`P}F5uWn=Bt zmy2adRH6GeS|4syS&DK8!DB`JpA$f`}# zZLdmOB+Hh8{ba%LsW!QAZ>5?!<;$wka!vn7vzFCIGPT-0BuqJF4FhBCXyssGYh__<;c!hfB?b>efDb@76GjBBZpwgI zM=U|fH<`3D0tLWHCL620>5EzOtv7AiV; zbh6yCLB5+cWh(Tl1rJC}ZN5P$v2K5k9Em^c1&*E{)%AXTSGQk>{$7a0~YU1I9DikL0C3YAeW>^^-x_WE0IXq0g&YZRL`d1KkwWaIoBhY$2F zOuBR7?sLN%`j?l5pHWyA1YYg)2`eZL;O*PE@Etxuk~z zUoO)2BSV&PGRa=f4TdZ$L(}4rWlm_i6S8avO#?%gQJ`se$npbdniH~o8=9_!EL%X+ zxRB*r(DbpigRF&rnllfLs~VW{CE+BgjT+~w-OTbCuE=!m4Cx`2p^9xxlwYq$$whbEWpGwV8pM?EK@mXj0E?b)2Og2 z8b|m2AmZA)QL$ir0jrEoOvH7gHoYBb>3!)?9u1jxM6J95z>q}vIfnru&0!GlopfHy zA07E&PAnJuz}6BKtLyXyu#K4eI6k&YZAT@m_}RNNGmUGmG)Z2D5ge=9a#1L`AW=~; zj$8Z0t-%TIaRV}Z67ynlf9w6xW-r~4QRb=cfT^7SIT$;Dj;7{O2F9>*u{Qy;!>DvP z8Tx2@K>b{6`Tf4ex_4bhdN=F0&6R0OE^Pp1+LakRHuq26R=L56UoLA;w|LJN8X?P) zda{RIcR1FpnhZ(=>rM1dt5T%pGgum0-KO2W%#mXB0^j!wX_=#o2x z3xl9`$M?#;Z%fDw*W5ni8E}D7BDok3G0~BVf9B_*sZDJ>&zsE0#eK(Re_?&$WAVIw zRCbmbgW|(}`M%`jxP;BVhZJ$if(#XAIvpK{V+EXR`nQcMj-1w5E0dGTn}f@lr_`!l z{a7k@CJ1fJyGlw`%(4~pr-V4U=hw}7UCV0erfP;O@**>zw@q8j*8oVO#}+58Bjg%q z0~Gr8<+JriQ{f&7nr6(dJMTyLb%s0oM(QzICshy~5+|EpSD~tBw366iOoddY*87a^ ztJPs7RDoMI6hdY$7KXcwAlx-J7}({v@X) zJ)_SVPdImt7kU?Zfdy9Z*V!E&Rrw11MOH?pP>SC3e05HHavMBVfmxlAlab^qv`{BZ zRioQYF7aGO+`<2q@XPffl)>!R>zpPj4+2CoOv0&Z?@-mKKpUuwJH$X6Z2B(S(7B)pP~ z-H2m`c=&=E286gpu&x=#33bpfXYf|(2ak(oQ z|Gg9S_VF_3eJLrmt`hf?S10{KB}ObF79DjK^--a6s`Mf_an8LTJOfjz0!xyt&os-g z%1%G666R9mUzVJ<471!}&YjL{s674h!Sl@qnwqG#hpdO0r_Dj6s)ecB1VpRe82D0t zI`F<|+}xC+$m8>eOU|df`8JtzI(b!_BDr7G)HT~VWymWb%5~ErUx;Jv z{dsdPc7S1~nsCU4tNh($8nr(1H-KD8yu9qkFxA%gn+X=yq~VtHi3i-VJ3>9goe3^1 zp|wIHK$u3wryy?AK34xkoF#UUu}fr2&S^B>L4Ojj6W>^0gCb8qsIAefEokfZx6x1J z;WhUYQuOuv+slh7m{U!L#zz?#Rl!3vBX>)-AEl7UNS_@9wI6+%x3jjg zYuL>8ma7X%COfOJZV2t`#nLj{sTt&_YvYcYkRH)n?Q1s+-P9C10v3C!RW^1tf+sQ$ z^`5%#TwZ;6igpR>6qV2j0|UTM{?&_J)Bp9-_=^_{eQDS@T0=t#*hAkQ&@W=qP%rk{ ziS2OyZm3~c8PsYKlg-5b#kjYA_`A};M!n_qR$wX@mnurjXUXV|%D<+|&@ zrN?=*KP4v3`D=!Ag-~*P|1CS*a5^VdwY=y>!0uv$Aw@6J6fFv^cZ?gay!#fOXm8m! zvv2Vmao-->Z&qlkPuY3YndA!*iq3^Q%)acMKCg3M3(g*aoNP3Y&>U@kW$&M7CYciy zSj_(*0Wq5&Pih{!FPd^2P2i#WHk~`dNNV$lEo(#I8pkF4Vj9T~Yu+5aJJNLf(YD7q z3?SMTzHNLC&pS^r8I&@Iyebx>;1Ero*}2SFBR#Tg=bAVr4auk+nph#*$8>#>oa*#R za7A~Y4fJpmrX;|a9-rJ+JoZIgMe9=vh8*P?v?%iYCy{W|kw6Et1PL!4={1=81kIa)RtTC8^);8U@TaoGOCSF3o@$tYqERo^%9aO=o2cE`s9gJgR)Bq}{HhQE zs9dLh*09q`vJ+_yrb~pw2CujKE=&DzHzVt#vFlCDrGhbq5m`#W7oWw?3Tt}FgkOE} zQ@M`)?5dDfvhY_|55*liepYCs48BRjXBF5dD(cdc56}aCINbzemMDXkKl_?c2&iB# zYi42^9yDrDnh4uW?PNn-H}t+(Kk!{XK(#Ik3UVwPmG&pwA8q#%W+_UkkHoH5PQy@B zE)FA@ST6D*uO%w-M>s4kMHw9Xo90P!0e!0GKB|xNfQ)t?f%RYAyNf$Ch?C@{8qQ{Kj$>SLR&Y3&`UzpuG|0KJl}UY|8Kh2y&u5#_-~re*Wdq;-H>yi**Zu~bnIpz zORX+o6GYo^972-f%-LxWb!WLT_sX-i|MKjm!a}#g+8Bh0*9YsMlYOXv2Mf4JW7H@5 zS~cfsQ5AKS%U7i1wyG5Qx`bugePw?7gdK8=$tm6xGGStJUJ$jDaj#<<`<6cIBe#XO zhboCSiIDj=fXFhXGms=`e9ca6@s=AS*P$Gci1g8EkbTY_f5|qH)sB8Hme1}E->F;T zaV7bIT|@X#FrL2LM*89?A1<%IRI+lW#QL)jj)C)~E+Z_D;)mxeo8#MzZS@*>_&$_3 zpBh*XwlfqR!xN-5&EXwiDb6TbB;Lvb%~|}lkz>F1jPFA|uT9B92;l-WwWo0Agkc+ zlc)9vYSxzu8LAMT)uDsok~TDdQ*(1JJ%O8@iXW8fnhWj9IK$>JWD?t~zY;PjHnNb+ z??k?~U@9>LES}~xR9$qv7mWAQyc65kwnEVRxM!WC-FNI05S_n6kgyo&+#~uav|{7@ zv@^6erM}8>1TqbX?9MdDT-XVfvU+BGO{r;IdB#ItD@qi)zk8oQwbcPZze)ZWm)ISF zcRsfYVIFUv_iGr$0Droza@*P+$!Vtcn7kpJV#dD;z;l|lIY*XJLaMntpzInAwP~R3 zb4?`AW>`i67w<7Y<1s*EF;IF$fZ_krv4;FtX!dcyU@Flf(i9nJH3N4CjBJG#M3S+E z3(8s}gd?$q)1YY_wr~zKeT^-g2~Cr*h4Z0l6t-{%G)=$;gma<)iNO}mhNdal!i8X( z^e{kyX@dhinJdZ82u7lIne$cN92FdIni)_=wr{eqXuPXqeqK|#Fl4d_ep7T%%SpG0|r6aiMBfl!xs07S@ zRvh@6fBj+6o)j`j7Lt6onmy~GzRMUtjANWNtt810gT^J8g8g%Y;LTV9%HU6{$pzF# zVC!;xU*o?Sdm>(@d2PkSf=|S)1!}&ps_70(Dsj^*nV<%dz`Qu{$J$)Oh}}()%C+{| zUU?HF{9J^C&4W<}+pp~sf|gZ!E062CK@;1X(Vhz2^zY{Ck758?KJ@@xoDU%8zSBr; zr~kQA5Lmzd)pz;p-*hu27ciCkH_ac3JLLS$V8Vx~Z(r@EQSVtq?w^04eqhr242Y!N zSukdEpKAxKe5CqPuL>^Dd?~Jud=*SgGY^jOI@)L1Pg@yQ_%CNGQ@+h(0pb00xSLA= zK2laxuIS?h{;>!K{i|gsy@SxS%MYc~c%lHq{Iv6}>6<3&cNmNn1J_TOHtjg?5MQxn zh-^wta&PXOMV86DZG5q@WjQfUqTvQ-2{G8fI2Q$`n^JP-;hMoXjuB8Bg#>eLqpm-$ z?SJ{@i2dc`+IPeR81wvlU}^aqP(g4b@w1{L-aR73ZT~m8pMr_liLo}lB`G^>ImmCe zPAJ_a4oqd#YO=YV|5!WqQRd@8epi)n!1?JM;r2JjbNd}U=MDM#mF5J_zP>X`5}!z{ znY(e*XCM3etl~c+yLwXIzP~uY+@$PKonrZb))k8tAMMMzQT?03Hy=XX^9Mc_zS#|x z&4=eLCk&MAlUJy!K|(qDK&YOnyZDBPJ3vb_!riY7rqhXFQ{ug*x!N$M;?4Nx1!th> zu?75Kdb3zruK`DG9naR(vJCIQ!B8Ww!|7t@K1e<4Lo+=sLiTms73a%lcf^G8;FN8> z<*r6u0kd`Z*sb}_b#4!n?6^V>MNUO7#R0T^(%w(#WN8d592?ml?-?V!PKbo>DJrKK zgV9C7(C2avL10k(2#asIAMbn|iL(bjmVVs($Qvi|ZQxWKRazIjeA)YE{x_+NH!X|wPp8o3U zo3zty)0pDpf#Wq;ii{p^pcFO4gQH6Xt|Vo=3loiNr~7J6_yVpGMi#zV20Sl^098uP z2iHn@9ftYH^p{fpCBi6lJINKgB_D`)L<{J7$VMlP|tI^FXv($PVu{!22r3%5srAg-H=AZG43Wy(|YQ8kib zB}@GR;-@~MdF8`jw92C(oT?idXOU{t7yer6XP2ER`kxBf`9LYwUl}UaBcnZGHjc$t*WIlpNN21Odb|aS;qPe<7 zs@zQF-(EP40SD8-W|E`m@sq7kvMYhBQC3A!k7t>>YnuAn;x49C%>JHqw?oIpEf~on z-eArlqR-P$hEy8C1HMiMpZAGf(M}Y06}z;%Id>Jiog&@3C%Of@>?U*SG3$FIR&>J_ zzGjVPw|in`o{@FCJ=|H+dg#oUWJ|ln-R_}PHzBc73y^igWmV}1`;g0G3B1CJHTu*P zJoef>Tv|?OIc>k0Zwv?PmU%jJ)?KZ+dUDxm5(dFJ55)N8pvD37KntwQA-fWqDM)Hy zfwM*ioybhuJ{(wp36&6eH;5bV%;-U@@Vrf*7%YfKlpd5M(cPgEeH!hiCu$NIJg1D6 z3537wviq3sgTJHxz20s#oH)wdP}zM{V#Qx#f$zy+bCC1LCdPR44Cc%6?{y!+n?Q-2 zkCj4Vo`ax=qzCfU%+Yv$j+I0Up35MY6(y$b0f_FhJ zhG_^tAKSt5ZLk?vt&PFm+<+(}Rt(SH+!$6jFDSzkJ-vg7p3{dw!4RisE(#pOElPim z7j_Sg3HFu^P?+abMDB8gC_hXM@cZI~ z7!#Mq${@*U;G`U;c^ifp-H`v77K-3d%#^(U+o)1@luqM*m+1Vsc{kMUR8#NmEtOb_bQ5aSd-->IxKAIi8iW`xQlqbD6Y#17)8O|;LM0c2U ztX;|^sh>yIb2yxpsO|aZ(NNCyR$5F$M47=Bl*AU05?<(y-2Va4nO)Z1I*6B4hxnU(weFO zRl7Qzi_sVNtYkvJ619pvoWp)%dy_S>>2_i>b)WIAn6@S1XwQZ~D9OAbl5`Q$JfD{Z zX$MP~AvwcfvnI>z4K-U$_h$cIa|4o>#b_C$!6*;Y0%>Af?aJ(k(fIt?*o;)qjcI_> zVg#SjFydOymmaZgR3B#;wfMYMK+5^VPA;}U7p%-Z`30B?BV<927s5oHun*@sp4g$A ziYKMe3i1Wh=`^9T1p~W=cZf${8m_m1?DRKO%;%85*^*i(cHHPo3l7%6@4uT)q0JGn z@vfKzq@;g9+JYXI?uWl(hLaFHuP~}ORNy9Qihcue_9qe#&=Tb-p|8*|b()P#xVJ?85lfnM4 zmq`EWl{eDx;$zK*Wf$U<*Lv%e*b~u1dakn)2t%o;8*`k;cx~7E2sv#jvi`$z^j!`p3l)r&YEk=F6| ztRvRmc153)9}Oc>p0^$i)#i9PQH*tDh`ZHFB@}c^C@jMnm(?AXVVf?oWyBV7x{10W zbnjT?&5p57OTT2C^hyjH1Mlo>q9)5?{1IbhNC)O*2u>ZGn=MI)9Tw)yy@&HSq#ZIG z!HTm)$sOQM&;xe>pUj=iY=@O))~(8m!Vp2U-E;?nvE0gBbgS?l9Hfb7(#vqtSJzok z+K%~fj_u(LW!5%FyfeDYHvG5kn_=^}%63Q<=3Q8368QYL(t{~xs6Ah()=?_(%n9tz ze;Iu-VvG%Gc|I9H3~9BQe8D*x=23+eq+0Rp0?i;6P2(ni#}668nnjg%WI5e(}6tYEnI~$UxkFUO_{ZWj5$ve z+n#NUu4qi&KS$dTgxL^QdQ9+UTUe(lyy!*BT#0i5tcNoK&pfyJ494h75{{6BA~Z-R zqfNWsq#p_?&~}qt8ZUenIk|~6xy4S%hbOt!LMR-;9dBt{*I@@vr%kaah_Fqa*pBRU z=c!fm8fO5np`eXqXr&>qO*4^Ar^uxLgMRk20ojcs@)P}o6B;0strl2}Y<%yiH|KLU z-c4Hhn608g=VB3${PGkOH-PDO&4$^i}R%UtzVA zz;q69DGSLy@AF)2D&Rh4K2sAA5G|P4aD1L`w~D!%7k_YerPP<^2UUPtBnGMlQZae$!KgA4TVi%-fKv7nLmF zmo^=!TZBk*?G{19up+`dg}Ozkk0mXhnHoDlp1ENBwyE%Y4h9B>1O^869@q&0Bk=qW zkN-jDFX!qn9zS&J)zAuJW2Wy6N@Ms#um5LBm2dyMqzfpCX7#%y0E1v?{lAO4f}*JW z*P_p^hsy)qM6nwCC5ivr?fz+~sM&v&a>D(S6ku#J^z^?|1b{d9-$%p;h5qxH-+zis4C?>?HKy_Z7Gd>w#r!R# z87K-gLG|qSm}tKy<8MBH{6+r%D*(x#!y^D%Ofc7^1OE^o;g9eLe*<3nFR)Ahba)ql z7leO&pG*2L=H}0*cfrT;e>v&&@8=SLe>#}(+r}$6g#XKDDp35NHh_W0|IG$4_=oua zxl8j;OX=^=pYyMjM&H-cAjL-%R6TF>U)x+s=!*ui1H79maLzcTY3_q&@PUo#lPBPr zGE*C4mwPsbRxYk!tnWXHpzCpISeX7Fj2{BMP3uifpSzo8o0<%|nvi|<#hN}gwWX~` zCdSUk#l*jP6PFklAEUDp8xyOd`C98{IJObY)9=(DPk&H<#DAy$7~nWVM8uu}X+)|% zG$GLX;iw^V6sggwnGpD(EB_$*c=I_XO%x>gxF>Wb3iE){R>@~T>=hwBB3`k7jyEcw ztr!vJ4J9pjSvfI_Ta5WInXgmJP@|+=a!!;}#ct(uq73>CseRAppI!Uu?eG$4}A792=%Ah!vC zZDN2RO^?mdn&kENMyw~%v4Q)Dgdma5nE;VaOs|3M!9>%{s;5`8e1|tIE#{4aF+2m= z=DRS5`#L?~(=UO}0n*LuIgo?S0kY<=Ibiz7Ik5O+VgMKLlc}*KbT0I6z}$px)h$NL zL#csYPSc0Jv2lvo=sX3vbSHtq&h;yWWd31vuZ;i5)bz*OAlzf zlj#ar*IV(%_o~%@DOw}zDad!KAP#?@KhV4SRqH~;!G<)l%Q}f{@DiK)Gz2nES2kq! zgv|NNP049$swM-cOj@H2t=e*ztXq04uRTk~-ig`>7v(;;&e$o_XE;bBTs|?)dh$}= zLm`A*bB*F;XV&Gpn_K6aBW*^{h9}Nvq!0S7!BuJX2Myh|%eqRXO z!UMPXsO#@jWP}fPuFUV_)=RPv^?)Y@;XPi7JOIh62D4X&_HUh{d%O{mD;!`pBF=$7 z0(7UB&?)V&If3e6P4u9gKsp>=EZ3Ys!H5x3*PKAzFeS85P9QcCu{YP8K=^Q7K~QF) z>ZdT8*Th1#Ztc#;)J-qPDmrT>2m&1ItkKAXmOJj61s}~A;JIFS(w(ta9c&?xQ99s~ zI^Pp6X!sy_#c&=Bq?|W~eK~tF;--1j9`7$qjG_SZlCe9od5>-Q&*oTp;Yt z=U(FD_b$;QfPD9?K_6;>xNGC-l%)gQ;yAIe^E11q)0~rcgO#O^;{D?V+Twv~3oyaRLiH96?U&x({!jE4j2i;E zhP}$(fWf=oU0^D=k65la5A6eJ|*)RGVw=_;8}mIDP%Jb|$t&qPJL7&_;R= z^7M!N8k|+xZ9*Vm=0p2TUnVo~!Z8!srv1)z-4MD)5vaBw?UUo&319N3%xLh=y^zFv z0E;+~DH;m$s##U*X&07}j#z&tQOKR@t9-h)LAGRAj#I7qb=(<-EMAi3xjIs3nMhEq z!j5Wgw3>ivUlW!(HV_;QbCKlt>AuxS1xbS0*JZ7^DH$L^!6UbL@O{No`6W9wq=Omc zfrB2*4HEYYe(uToH)N+Lvlcc^N16I-Q6jqE8nQ5|@ziWvn2wS_0*+VvcU^*nJ=y-gL$N~_op z(p253zt0YQlH14qGi?o5{XV^*9AtfnmEvcT!IKyXu;?T z{u(eC3?n~L!60ajMmz2~Ax=SF!MQOwr%1|^rcZJ6+4c)TKz{%xGHPZ3ZPl)v0U|P1 zf8HEk(D$C~V!r)O%G4e=#aS6{J+kc$6c1J6oeNgUOPrx`jQafza#=<6Abqbnx8A&O zcB$K8IY{#N5^7W7cHQD@P!dk>E#0ZfSN{N%eHuD?8a?niSU&%%v$5WLI`>`~7pS5c z*DCt`1hqU=Lowd{(omNFOhb(z4h|4&sA&bif)MdYg2fA zLQ5y~(|(41$O_3)O4#G#8eTXKD~dD$V$K}eOg7(E7iBZG-oIJPR7=;JwAy$>LHM4` z$In0XNvX0=A0`d9b1JY0r{zSGn(IEol>WManAbLg8o5D2(ktyyPZ)XQrqlZgLgu6i zsk3CO7`fi38G7#sEf=#d1a7~?6B~gDIvVV6jC38ZgkBcwQ>1hr9qLt=Pu&`@Cbt-m zIP>%?(QiL;35UbYI*M58+FL;2lGUR&UcfI2cTh~F@`0)+KOm{c0EuV?BRLVcB-BYv z(aCfvKMNsc*ow4!=Erm8I_sY9&!j0Aye_c@Nl?OHn>wI3Qu~mnxRBAmjVWUm?`Pl@4 z>t0o;MI+m0izi;qfijg0r0VPl17l!^j_>g0Y4s`nR^w0EYf0jQ^Yt!6QO!5D-{ zWuIJdX3)h?-`#zIB(r=hBeoW_1;q87-4_j}{>pm49`?~``de4;1+3nY_}2LByN)js z0%PKpKBu@kgujH5HY-I1^)&TbPw}rkfQL{$#g_Y}r_BGm zo&un6rvJ>s%>4Sql-vy%{O@}DgB>u52xBZ3YD}fx-&K8!rC*-U?@}gz`fys6iL*@- z&KlL4P+qF)%Dd)M4X)0L+LhNmNu8Qc`Ep-P=hcMlmw4ryUN~-{m^JKu?e@TaRxqO> zDE?v_k@^ODs=O#M6<;J8F!sofRh?O#>C2;X9p*1l<#Spdm35l$D$ogda*rsiBp767 z_$nQ1G7gmaYPzuU)3sL8QQ+8_UJPhUA}m|m;7d4XSE+mzP_g)$pRqQpR$Zq1^&S4x z_JiGwDuvZHoYak&q;cWnRZEBCy=(S#NhXo#snTbPxq=T(ZpYgAghrH@sJRc)5D?k^gW4C%2=wcNvVJ-A1O z^g~OZ;gPyZ)E6}Ltg#;gEWoxzBdDfdoe#${&K$n9isYAxz?;ix08F6+mpEDtv*x-e zLVF#Q_I;EW%6pg*VQ@K$@mqIO%vULRGh^g;3!X^qRcD1UxZRZsKajtrBECmA#8~fr zwbS3&1aavt{{$*&!vAaS%A=zww)afZ=~=pah9#M-WFZSnfS|0h8TJQ3Kv7&kBb$)0 zFA^3ZMjwcx5DZu<3ZjDg+~sK*wggvP*g+&BVG{%&37aA!@Voa`&vd1U=l#xm?+?x) z_4U1V>$_jws;=&tv2RoB{bGu=@P=OhuYKxFI)%Yn+S}Zw;t#39HWhwI^+{uY%+7h* zlH{Hh$;0R1HnmSh#+)_PP3P4)qJ*7vf3$E-!vg~jh4*;9apcgS4`#JoP`UZtfd%X8 z3|#;}alfsw-%Ak-#}4@Te8;lcQomm%NsoT5RbItdTefxtG zZR57i+WqUP@n63AVMWKPPxIHlxwc|T{E!``eLfq0aoY5L=Z`Kp8JF8SCvVNz)rp}+Cg!TpRSlb_59FRX0Ppc?Uh^jro9gxx?^L-{L3@48~s{%IA+KBZ~AZb zm0fuuuJij{TAsUdboYU(syCDOEqQCg)ZFDpY5b^3uQa>3Y{b8c(>mX>B4c~;=&y88 zXKGgQm64Oej8fX2K6)(bT+^9P;qG+e)7{}~@7mtfZ&C3p#~R$&yKj#X^(X)AgCCPYAL}yF`CRn6lqs7XN-cYo8TKLCp?lm@%4RsH*L5!Z2OdlSKjy7mCA!B zPd$9?p&w`U$OIq#8?Jh{Z|c<(?t3d2()RuP)-;;7B5!w>-qDkOyYTW2Uq88P^bdnnro zs_30qMWg1UK&3;|n7^u}e+j@@oceEXlkt%8-`yueeE;=*o_U)GuB^Q`ZoT1`Ise1G zH@NyA?2!u1O%izfFIO^aAp>83U2tsm=B65l6Vi>bS#ThMbeD|)k;7;9Q*x!&xCzvH;+9}5{$#Hje}LRPT&_g2A8%FM zeDVOLPZ;?kJaJ$M=YU_5pp#W%yB07cuv#RwW*xJ9O&y_36TUiOH?8In zR9vP6*raC_7q35BnIQ1ah_{O-hsF8IQK_|~M_A=UaL-Oq7K*;epmS*mVu|HI)WFHg z-z7X79&o_8z+r&-H!22Krzx|AYdpVHdzc*-D21XGpAe|M;eiHNoqY^CY&~1qEI~O7 z30k#LN#Mza$}G_rS@nlsXAN4F6)6u(&_H-6DhQ4IyE0dDcso290S=+BM?@=rA+&mz z81j3YAnwJRfT)!VmGu%nd3HGcG4&N%mQp=oshgC#mboY=Sh^Be?k00IwUv~5WJ8EmOd4B_ zwlX4JE)@{gx=ay>R6iKhj}#314AC-*!nReC=F|~2N;QNXDN~{?#8yHi#9llS1;yb@ zu}5E5>d{t3nvmbx>PMu7Se2ux)o803(&bX2U^6!>0>SqU)kUdLC$_Mbk!l?OXtT0P zEWr5Hed=N?AzSzZpDNFYRtj{<(`0bA%pJv(KUdxnP%AVj8A(uflp4)1e4$Jhm5QKc zmn~@FSIPxZBnf&xDhS2$*S0GCrM{Nq8n%T|U$NVjzX^!S*b5gC;*)kLn&^fm!pgeT z`ou0}%yQzTKg8wguz*^f6C(Dmrq$3GLPrck?$k#uU5xM09V8VJU@ z3)2^V+)AIs3IkR=tUOW`Rn*Q5l}RNI9n{@J4(tRaz-HdzoNm9u;wg>dqHIVEu?118 zNUTH<1A>y-H&JFV5=jh5N@YLfyF{20Q4EM`jida8M)@rTiPX4`0O@KDpA=Bnic}ys zu4AyZQFBuG8?r-nO6B*b<07#mil*Jp)06qQd& zSAP(;NQvwGQMBbl8>xAgZrqE9kVl{+ih0MnlDPX*b(N(cPn(+&2L-iY$H%zD8Y}U{ zfTuXtAkSpj##L4*i84zJSn>e(V*Qc?BJ(9AL@TX)g+-eX2+=GN#+v54#5#u3aoPBa zteq)VlJ5#os1i{Oh_Y$NPL?Q3$cCrg*Fe)YEHP31uCcBc1@B0Q=O&oo>Nc*7cRg=q z($ldu8Gve{`DYVc9|#DC>RT3Wp2Mkk&QwLk;r2} z9@H;~b0T)BwhI+Ok42+c!)hZCwN!&T2GoVLR6BjBrA&H_!}}CWa@VbFRjfCjdp5hD z#Y|;7a836vZbwkjPInBaoTD6-mQ0w@qp6`Vi`(W!&KVWOgp@;-FDc0Mt zHpVmll51RcG95OSMb>KL7j#fR9V`{>xIYcDjlnP;Y>h7iexiFU31U zm?FhmbqV1h;TWEl>g{W(S33vO6gnhmS-STG?!5%H+HduOP#j;~#5+hhq%bc+VGD-Y zAk*8(Qm=NYf*=f&`GF5Ut-1FJX&9H6T6kZ?TV#2QCH%_mA)Fs=>CF)k(yd+n3?URV zj?&ME-{`$hz{t1m7)+MHcYs|h(0r_Kv6js1xAr!%1gT;wXUHau7=hYThKC z0r73v&>7}DK`|LUuE4v1LrC-NrQN#1i)U!G4-k{m=mlpifRmz zFX5#AA-i-BA3sOS7rH?88#(ZfE!blL=YP)C?zPl!+)`~pbBnaImimp`A}na>Jnc^5 zkOCf5L=a8VI*)1HE%h6BoFs@Q>5Rv<{lW@)HtswTf^e7`FIuQcOO$ape2Y+UnBY}m zmAiEp@AH(_SvW!BjUfqm5ln$}zHX6ruRxG_W9Zvtj_T)~inTi}%^SZrA!yDXy$#=& zslRMhcHas=LLmH>?BkufsFAfMg;np=g>q>ywwwrQpych@5GB-}hs0L&Dzy@@saj45 z+po(u`8Ee*Io%5>CBK+BNmW$GDF?}JjX z8V^&Ru6&hB0qS2$LUzc~w`vg3e~8sdH)8oud-QOjKg_4^)wvc_=X-s<5Lq@tuMH!p zKU$ry&~Fnez+(vC>#$OT!{kN)jX$7w6cFyUeE;Y|&|8rJ?f6k&YN^Wi<{t#DtO8j* zTdC8{Po@J;RebNj5iU4~|DddF}2K#?&D z;r46)ffIRO4k5hKW2Ey-f9SgfL_~cxoFJ0x zg+KM467=Uk-eR~dLD~Pl$D|Q>A*b;*hx$FzKA*zv`Tc&tSg!Cy<%er|CNuLt4 z44Cz>g&so)yEb;M+UB!(l|(5q%G!AiQIUyjiBLA71|spvRtFI~o$P?u5Ve~0AhF3J zHA51mAQR_)W0tF#Lm_s)hnru|Zz#%mb~?@Qy!N7ING0@#RzWz8@9-I?Bw-$eM~`3$ z!pz{+b&WnEcN9qFHi96n@qBoFLoT6*$sq?}mI?!s=KNT>lB+dNsCU(yibAV+#0WLBip?~wt7+>qy_ z7<77(=^!Omw-vsiaPln;jn_p4R5Q=QIfUmos+lX&45?~5*d(~%uc17>9iBc8e|xFQf@9a5|8Y@3`1;`NrV!OVxv5gwiE}b z)Y26eoA_KH(;@MQt571;XXku0@+OcGiNInM&-kzBk^z@~unhN*Wj(UQ{g3ZLI(RDL zD;gPp2)$A3#TMAg`nNNZ_!mu$n?xFLE9Lur85#JR8RoqX8C=i@IE+V3v;+$sUF72=8dK_lNAo%R2VI;d1&-T{8&$dRIp{ z=%L0ad?6?FwyF5D5IZKQ?L(hS zvLhh?JY1I|csbzPux6|hGO3N|T0uwB_&jWYk_6AgqUt{yqSVCTNe5shzl7Ikq#e>p5LcRU^7aYS31hIn0D0rAakaYb( zxHZnxztcxQMZ!P^?~j&868JkU5)pX6Bv^dWzi=}Fw>XZyf8ZMbh5Lo{^luz8DtNy< zh^xE9-NQ$^#mQp)jnjAfySNbk+vjr+%mXpOQkAlFG&Od%cl5xpFgCO?FoE0t=L_T? zRYDd9Z|DCv41yxla+^YV|34{cu)*p;B<@02L>r=V{9QbZ+b1ajVk_>7hf=KoVr`6g z{(~inRzkx7@#_$oTRbv%v>_T@^c5-z7-RjfM|uxz74Rx}?JfoyQ8xsMm1+^?|BL~a z0gdN>!T(hTbc<9FPorA!f8kLCZ_5xz7m7u6*Rua#F;E2Wihz~y? zx&fimx0n73!B=t{V#x9D5Jd3*yg}NPUV@{hbmM+fPb-)hb|Mj*E zDbY3Xfxxj}Kna}y)*^;+DNTAT;e0KM1QORYZ|M8k$K`ns6TUX1&z~`NeedRML@9i( zuB3N%wLwAAPoD6IN6z;&Sd>lM-#s{2vncx+)@;s|Q4rLoins!%F2UmfNI z;k~AqlBC>|xGmgV^^75$Zl^Y6HK8!--M4G3i{#vtFuzcj+7OiRVFPG)6a3L zvte4BGUpEx)RqZS1zWgX7{a^c&N2iui65!s6t^g2i5e^Mu{pX8A<3H40Ou@yN_#eb z>qvsNRlN0zcuQ=-r6zA5AU%RPJ#g?ssiiejmz}1i-=Hsjc`uqwcAvrT0mk-Ph7=K- zTrrEn7YB{D&}!4buQ+{vu2NJQc02OHA8|Od26kV6`PB2+G3Fr1ffmM49#E%v@;o32 z`}bUXR;Uj4)athHPV1nLeiUFA=w8@LC|m_~{vh?vG1pG#WH}HBbE00MCVGHTAny4_ z$6S5W+SWTW5@~d11o=i}8#xzUapybj{!~W13cba2VemD!9c@*5uI|;zd-u$__8pak zP%5WAZPKD-_oD{CkjOrbue}mygHxDq$9=QLl`~{A76ex6)@C6++YqJYBC8O4h)15) z8S`WHZx}y!ozsi3Uj{8yy**WGn#La9%`l@#!xOVd$g*}?C#BI?2j4)hgnm5-Y5nA` zORL>=>AN=ryCvElj|Y&AUJaC;;!%_w;bs4Fgf45ve(I-C>4mTT<26(|guYy!$kKN_ zkIC{83SwSSWK^X&(=Af_&;Z|aIFlAd0xNa+#BA=NA?`PolDPzrw6or+gdL)OH>&A- zb#%>~kk|7q;x=|KFN<|TJ&e1*#e0-$aqkapI8Th<`+Awq;uZy{6wRSy4H^`YHPIII zmcP}0{dNrt1*Pd_CpXsY^Nd$NqPtMsA-dwG4*P$)Tbqu4{+h6s*-c$JKGuIp#~5u9 z<9>mgHr^JNbxK{nwv~|ld+)=Z4h?~6c=1EcPEEB@;!TuI%TeyU7)(BR>Jfu=B5!M= zX^K&Oo6v91gz^IpU=&3RwW_|cXr}trH!?Cg7b5eR-T8K>rd2Zz4v1>-jIK|SiCygD zP3J^Ij|lg4(m?JU?fLT%pob|wAz@gii@hBZxSjT8s`7l7BnI*pGNwO1gN6AqP$HNBveO`<@?@0N-ZKP~uU*CmerFEVui!J;5~5 zkvI#r)c`cH zO+f1EjXLyf`(uV4{kOT?;8`lW8=qFvryAAgYq*H#;-M$XrX0Zf0J@-f60G98)1J3< zgzaa)oj?e=g+_=gmfnZ=S6@X_g;Dy8Ut8)j9Wh^|r@gR#7xCd*64jPs#0he~e*kU1#RIym_e*t&8<6hKir(H!y10#moNyOO?Di^& zQ}lguR-g)-btBMirefFQU_6)kZY zUt5Yp2W8-kzwHHXe&{&?$2oFEFrRI%m-%eG>PtODs_;p&*X%+4tEaUe9;TC|W51!s z@?qimcD}d&x>tbfmsxL~MwqT)p=uXd&$NjMEhj*Me!m(|O)nGavlUd8((B7F8Ip+y zRP%e7Ed0p>H($FO$Vr0BJ_J86Z zH2$Kxb3-uYYi1N~#*{zC3mjP-`OCu+su;^w_Z&^FpBiqYp=!}?XE^-jk9d@b^^v65 zwalCVe(N2w?y0g2l|qZC3G zqRz}nD8ihw=Gb~zpRLjkk{ML41NYpHapJ9!4l*zUJJ1U)UBDSIQsrH{>fg01?6zIW z?4rpjX#pQ3i2hx>zJ|%SzQn)YA8adQ$+sAgezb1n(yx`(S0fOFCG^?q`%B*U#bpwc zAs=TXs5k#Wiv?nEyW{UNKWoj#eF>8^EHM_s2rr)I-bc$OKM?x*!V zKYZ}L%8z6<>dIxlT#}D1_l!{oxk41VUN^js0n&pWJJF&nQcp4wQj=p|WWC|}g7 zsflf6#0-YOFFLw-3Ju!2=|i^E;H(>sGG9RNtG|x9*v*ePOxZMwjN^RO z`fg!|vtRU?R5MG&+FVP|56orscb{?eD#%u;8gju#i*&j!_YnY{L8nBIa1KqfVPsDX}H52SH(At>@yNoqaTxzAbPO*RB zsa6S^KCn>xye_}-GHSN|kuXz*w*Ju$&F|q@O8NRw*7)+eE>C2Uj*wYqFdUz1K!ka~Vl_&BqSxexGo z1c=C|GWJE2{R}nvRQK%h#z!BMMCY#DW!`-u55GFuSqA%Px1YX_Z|mgE5_u~6*+k{( zzCs6`4yk>D#H8r5p+hq3jEAqzS$x98p3~(-4jmkd_`DaB;Oxgfls$jo6Cx(fIT(6K zSpT)6{}cVyM^o&9l0n>!z~l=26!jVaJVSy#5ORBF`NuFt7S$lMi{wYC9RF9k5-WOb zwHojSC(Xs`8pO=`COOH`9xB7I^Px^Cq2FNe6V)?0;K_ozgcG9r|rG~%V5q&6vvle zcd7O%J^XDLI6vn6M1Bxlg@MP7J~!JefR6q?lc6U3O&#O?L7PW@H<)L0lTf-R^~c~u z-{H0|QWW3zMGOe{ZD*wFio$F?AfB&M{RmI-BvSBu)M;AAAO2b!)|ok)HSNK@@2S} zeq-Os$?kM_M@8m{Xl!C8F!G*G^(kxl3laeXrKC(OWTvQ^5ome7o%QVCK*M)i7bhL3 zi*wsw2_!H5{riLuuu`r?)Yf|%77tg2Ma_>KB?a^6Yt)964}UUv(x$FsbMVqLI+pt2_Y2>4{3%I`(4}7UJ?nQM;Z{80T zVe7}MQq(rQ`xB*hOtGc zJt{0Dc6=qnS>uC^k@|ENESLiBMvkixY9GiIP!W$|M9dD43>@@gFd-^k)DM^K3EKTI z&{S5%`2kke?&e1>EkC`Rad?d}(U#}_)R>UlsDzle;{L%WWMDbWo$IZk%~NER_zpOt z9)I)=j#q!jE5y}(bt7UTi-n@`?F?r(LBaQM9ymtnB6`-hV$^7Xw-kt0NI)?Xu7V+D zXM5x`O+VO{1eHvC>VHt18P4|qL1nxi9)B-O-4u2ThqR8rMa$+2Us_za%>~>gi~cvv zy-jk1ab+2!W1x+`CnPQQO9!dKBE(Fp6hq6LgULF^;K8H`U1_w?MS_pXF)!yQZh?oi zxbx3&jCuLquu`&!W1L%rhy+D`Bi&D_{`>}>h zqejHST<-!0TCfGeG}@zS<pV%5ouN-qb)D%#msI%9)Ol2L^IShb$NwM=Z=R+Kf47rM z?EQ#lAZ`_@4xE*;imdk4HCKO*$}+b=(3~M9&`fYi)7j4LuNmfMh!OV&m7|r?8;uH1 z)8QcOx&ZiYH5-pd&V31=TVlE-kwHL{@%wsP@6U#sp59kqT+$59OCJusMaFj+BMhE$O1@si0q}H`hE{HhbTBeb-1dU6s!&GH#ZgSaAH+yI#ppudec( z@`m>HUOCL2^0Pv(>K2{<>|AN6@037)xdjwfvYY^4K5M71{#tOl_UsenPTuW*zbSZT zu>FgOHcR))_ZrD}h9B@Q+3Gt=vFWw38p=zTP|q)pohOXyA8xaxDQ7qR7MU?lI&)kjn6LD zFI$Mu(zXQKNh^OT8|{h04V+4@4;*+UJZ zB}1{PVq2QRJ}2pjV6!cAz&^EsH^qE{tEy?Vem+_U1})a?$TG z&MsY@Up6dt9OjP9Tv>$x>O+khNcqD)KYpGql|A|)z$IGau+h31TcBBK)cT_$OEFiY zK(#mK?PCt#<^s$82SSEG*Iyc|b zcWT|E1$q_E*3JtRKl&vz&K6wMGWNJxNi_snAFBnIwwl_{@_=B$^}WRGGBV&pWIbn{ws9O%WY-Tn2Y^cD1<`9@t53TD?o zZ0XTLo={q;Cs@*9HzwDRvcF_5`6#yolPEBZ#VN z1xeo%V+kaE6j(s)_(F!WOpJ|@lDCR67WZN=24y_y9F`%qEsUa#TzioN95kf6901KA2-5el5lH$_ zNzF+3)^n;-BR70&t^nCG2i3bVhD$I66C5g>7T^5`^$NlW{2S)?pJYq_PUikoazoP4 z5gct6@mJfFf4ws1&US!sf6;oM$88?X`-_v%wj^>wN&F%~6eRt?E(&TQD05{cPKki|0wc@vXpJow@95`JoHvU?s%H=NH(_rve;h(|G@e~gir4SVL}Pc0#= zT<=}R-?Cf0Av<2YpN$ZS2u=HJh>=@NO9hLd84vfdSi&%aKik4JVj7*l7iP%%5OH7I zom2+#-hEnfV~M-V5Xft1;WNA^JkaJ#-QpBaB+l9Fm>fFOnhU zHDQbzB3Gop(;E-e_n+^*%4_u>f7@M* z%AfhJwitVb4(;58^Nbj8kw3m8ZBOJnVrlWa5nF35*N4&~$~C}9R4g#Oig2k4RoDUQ zxQ4@Uty*sk9ZEpAwnw|Ny2uD!t(3&wVUbvWQwEV?Rq>TgT4mXCUwIjns) zN0U>ubxNaPF)wODNA5M6tV=e~)AKn(uGGDGD*2sNnE^|@-$VV=NS|=0&^Dd^;~5^~ z^~zr6p54{i3SVHC&@0WG+q+)+j8psjhSd*hG1Gm~wcid68Pak4`!@|Sf%5x&(?a64 z^%~uFX`?&ecq)(2lTYI&yRJPoZVI`592-=W3J_K&EB1=fK3AeMc7U=5AaY~3L*2Mi zcyNI=Vvu`4TIF(Gz4KALFW=tvpwIQl+NYEgo^o*MRsC{ke{+*9iJHS%G2`GNKS%oB z$szljF5IMj`@X}q3;kUN|K8eBF@B>+>utb#Ym|A!3Y{A-(|2vzjpU`-Xgc651lCfvvX*7GPi^6BlEV2e z22H3W1jVr(PYJY2qeK@TR!>yc?uM#2SE%Q#C0}?u;36>y4FTt{XnWx`(Y3nW-LsVL zwW93LI!iR8#5ueJhFWAgOT*$WVU;Bhm9*-G9%1TP? zRKrV#T_QebB|aZkE2w#`XPS}~0q>+9T`ttB{&S|GjFN1l$fEbk^CD$vb&ZUyCpit+ z_(hVdp3hR}h4|uyy}w_`uC1LuX<%lWdrg<9uhBCxm?CUHSn|GFCYLrQoQi+L`e+qv zWKmBvLJU~WKhzQxwle5aPem2(ZPfAYI}oqu zgO9F6@$TdA(mnFsf43R1_RF};%c%7* qOBlXKw_HT4Rt#LDHALlA{%E`y(itOa) z!6C3v@u{RP(R^8Y(Pp6aCf7ipVRrPwk%KB39HBiDs-}i5ob0M!>C;~yho6r>D16du zP;nkxH#W&y2%9zNHczhQ@k-o!Gu^nc(bFLDi@cG|VW{$EFP!e@X3vs~Xzk|G>t63) zbF*hdAN{@98mTz;wMoH+|_W69u%z=T$r$+9+nF+EV30JDF+;jYnYx(NsQT*{I zsa=5QyoM?C08l~g7FxU5f4Dh*;US9nwq+`M!2$n6@k?y9T--p-UF+SJxevOT{#R|j zpGcz~dvevxh`nvck4LnxyI#|;;BOZE%=Pfh-IaOWe9l_tpx*d^WI1Dh|Hb!BKewz; z-l~Z!fX3r4`Oivg{*kgIXWw6ss32v9h^PU;4E1Zph97FKl&m{(R{QGQ7igc~;eDqE zc(bSD{RRkg16 zMJaS8z28hX#F;|v(n%e=U)Hj4^~w@f^Z`cO^-RUUspHtPjA%Z!t?%v1vQ(ay8fHb8 za)D);Nv^j1yMb9WS7n>~kNd1-WVScnNmmX|yR2{M@w3sa|BxK=X-3<4YCsc7mGJ^y zXtUpOc95NB{dX3;ZmDwdnHz^sHN zcK*_>WJ`v<`IX4W)yhTrs@nO>kdm=@+Gmc#$*iHuvyaXhQw2Il#jk7n?c>xp!<@3P zY1}L?XD8S+yCBk~diYC?uKUS&369>+1Lj>`1lDf8#cAIDs1B~SQoNtbaQGYQ|yrIlA4cTP8Zc z*!*)cyUV6i&MUV56dMyDr=l)bS*EXwE~ZnVeMtq+Ha zpY`WL)Aoy@r+ch)=e!l^-ra!_KBsX|(ThD8UCr@=x!B=$>zMcYbYLTJHc(5Kc97{M z?z<*)w}1(?hQb6QTK)*-l%&ckYrTE*!?1in6mzjvq6%lR zQ{oh7v0Fj_7vaT-0u<7F3!zlfUkaf#Zj`LNz=)7Mb;C%NJaxw?kUaIkXplVhB=2o? zpba?SN)B8Q!C5mDfVO)4FQ-s?869Zf9bhEOociG3e&!6hl}pWw+*>0Mh-~us`|^Sa z*4it9$QBRc-b{z+bS)Ik3#DO)>yJ_sz!wKv{{xm}ncG`n0+G!gIK9RWw0;NVjmk#g zr&B3TxqbV*2-^R+D3IK_AcD6B7l>^2pzd9Apbb3u*Qw}DElMmIOabMlYRsJD-_d|G z19rfH&nJ^PMao`g+2~+-Dxk6NwL|Lr1D=M7Pwx+ilXK=pP}d#_h+hLoJi7_t-c5}ZM|5AW|e~oU}`9(TQA$;&KBrq<)^>||1rAI|WA0Y>d-v#YH2P z2TxQt1%?g=I;giN5*EjII|tp^Y`5GQ`^=|KoUfEl?3PcDuR1rDiiF{`6B>6bh30{a%%fY z=kPYQ>(Wp%_eI1g+d;ig$^^$jf{$$)_te$R`60zAXMTe%=vP4vznkhb-%WM6ZbdA= zUYv+C66LLcRYip~|7)$%Mn#Rh6Hy9NkR*L1*TchI4a3GOiI*egHftM~Cld7%Ho(Af$JF=cM^JY61zVFsP)A%lJcj2cI zc#!Kq5I&Gk(@lHO@nn*Zism_n)(6ME#}(?CmtCtz-7|sRs!@RO zIEj4_Np8e-$@)Tjcy}&m%1oo#oB1~lu3qX@ZVD^RzYWfv6|mGCf}d?X`R>eA&_U@< zJ+`Qlt+DR8@3~*Pyw=6}QF4;?@cAUa;HM;!7`xF={7H+XGSh!D4*A&6m{e@wZR*gh zsj}stVU}Hm@kX`pBE|^_g+*g_${yGQWAUVJ@r$`=LPk6fT){OnQ`yjJ2m} zo)W1n3Zp&mCouNK$zb0>y!2H5Xk(~8oePVwM9e@E;|VWt!qOQV);jS)X#zmAPEfl@ z&DyUhm*Pp6n7+Znrpf5&bJ~%`aNZy%#VSwPQT&Zw@gKZ3U?}qV+lLQf{(|uSChf2{_h@>8($0&qB*`VInA;?2 z<>($Wqr*Z-BMj9q^H6vLU=fV*r1=cXg1PVWUin5@gu?UeCMo(T8Mq60m6VoZ+{Xj6 z$eSo_nn-zG`QjfgJn$e^5eODUyns<^2A7Wq5p1=i;AQ%)!Tg4R#aH67h9skg7{ags zKZ_;7j=j(X#uGsN3nd{2Lb^T>A?mROv~VXe{QjfV{R5&Ctyv0)Ar@HzUrSRutN1!%I?{ zOM)Z4hlB?gMp_}$SI(_=xU+-)Q zdBt^hzWMD1*I43~f{V}55%cuf4N;<;o@j6t0&~VVIxLp|eND%1T6N>~Zfa(vNJ>vW zaADb5-;3m7-sApT-a(^Lian-_?D8bhd}g&l5}Tv%7k~Ni&f!kZuO#uCuCdbJW2KGL zJJ$PK72cvJi5|XoUSew(tNPrw+`Zdref)0dt0!lxJ8PE~2f|#9$Opm>jKX`IhT)e* zpxVU!|JA0*9|$DQ?q4K4hykg%BjI>#2h|aZPELB0CloSBI;_Wre{zH6C??@T#E7ZU zFPe{ywz(o&-+l|4{4{7W1({sb3~<%XX&~`VzsE2-NUkE4>JjDE@^He0f7fSs*2jvZ ztXxQRZ3`+}Sug02tw=NxTM zrocV1+|xYw!&D!)t3Pxl5u0;)2)+6PC+n5U>6_MEe{Rkajc!Trn->$&PgaRih>{H(rCNxv|+xo^@TST)+< zC~z0pO1yZMbop7tZ6z)L$wl!N!yJFeYToPmDE^;bCnll@){>;lIaR-vlw%){XqTC%S8nKYzpH@`aTq5Kh|rBmcD|jTL7Jt1evwz*;_>Im&k9^;%xMAVi@G}`+4<%6;Y!r|UIFPN{kRWrY%tZ?~= z<#lW5KMLHaF4Ug}d2&dlq zmu@z>%kYna}a95dD7mWk}yx+~A|w;bcyCO5M@d*B@Uh%-yno%T31G?ysH|h)XClbld|}H&5nDT0g>(& z>9~nC2FNT*oY2}T;jz0!ql3W-2F+Q~5b?eOaajYLH5 z{Syogzsc04O;h{^G~AsbQ~ch5!(-I}R>?g+6X1ERa=^UZiy=*i44meK;;xdlo+@VghJEyGN|Z$7bL|Kj(dsdg!UKc#15BR zWxUsa1*V<$$3YDc8QgT&i<0)f-W`!Um#5)$S7!(saiPN{ao^0&kEaOw#z!}7h$R`{ z!;Q|k%k|+%anycmNE%iV6lE_Law|gtZ`QXF$fp_*QS`lHNDbb+Inp6b)7ZUrk++Sg z177%P*k3O0`;tlBNO*H%pi5kGVn8LlxiH8iF1ax1B)nl5%o4|&_;nxly6`VFF&c52 z?_?-Gwf|lpzKH+c0KTsO-VnaG|K13GvOi*stIi)W!8PrVnBuzhN6c_hiv=L&iWU%j zm`kmORX9tXhNn17-G&0;dtQw93JJW0?o|?83f*f=s33WP62W-thLXy7>W)&tc7_H?8efQJPU$&4v8`ni5kWT3Pl7>$>w{%<9L#D7DRB@ECrNX&pK~3`u4<*3tLOn6Zz51X#wLmTG8s8{AlOp zk`bI}!>!bv1~}BU2fJwz2xeWUMa(g+Q3O9hweq*w7%3VJlTW9See!Gh`5bjeJ~9a2 z;EBxCd|oIg-@8sRZsqW^&7!^21R7--3%uGPDI{$VWdyuQk{`#ZbhUvDkT5Ec0t2L0DRWtPI}htFae{s zZ&_(Z%^^%0IMr5VDtw~08@xF)&XZ%>u9JhM>N7Tz8YwQLC57TaSH z2v0h%tDb=yp^O2C^}81yg3h@k1`-z$XQy>yb0=$^C*8P}k%0P1%Bx!ynX+$@<^7}S z%&`FVM}H|#QN_kWz9PGh&Lp1;kF7Pdvg}b#MItW~2K?xN$5j%N8;+J6k9EV#Pk9R3*KjH`sD5t# z>}4W- z#aTaTWnh~tSr)jbDa@1Io)U0c1GR-w5(?|a>~Jyd0)wE4q%z8Z+QOAzOmBWU)K|Gv zj1qi{Cg&$-OuO7%Obr{Y7?X=S`ZyU(uGK6vB=?izN#;h$JIku(BGIzj+`P#pbizDf zA7b5`q&JX}N`kcz=^X;u?QT~VZ{)U)4N+_nqMQN!gwSdhAC{+lFjm@IFgd4mxZziT zL+pi8D7Z4$d7lzgj7lN97e#oC@lUC^7t!_eIzaK)0xRy6-blrAgk)MQa+$S5K@SM| zl0c9pf)RQS3qk|6U-V+9SY9irGdsfK_l$T0xB^Hcg6lctPSigllS>l?f*IMtWMND9 zv)h&bP6ZC@t-u}1y(e^pyoFpF^sczQI(J7EeEW(APF}j0lXWXJsoTmdNa>e)E@Cq-1U*qGgj5A2q_)8F+do(a-#8nOmP9f+k9wH{8#QsTAviTHSF= z7dIH#+U17F-x_YU3H*9~v>~yNkqv)#+2d!r-l>ga#7a5tCrjNz9I^EE)C2Rp2n*Cf zjN|^8)K95oV16n_gQ1`XJtA*$4Kt+EcBkmvt8wp;-r(-;BGL3ivgu%P%?u`klNTBS z>X%l-Ln|YLiNH;ZslaE?`+7f1Z zn*=2t<{v?;OJHclc;rZj&#~z?bE)_yOM;K~zEOF*Z@&Dr`P}HqGSBtfY!U0K%@>aPFg(V=kSW!>iv}W}a8x7mZhF*APPGV+2UV>vu$4a!17A zkB~r%qI`JVfHM;LEfW``LQ4L%ocFi&u%{-rjV(hyEdI$d8sl^JD>ZEOd^mQL8so0X zP%cM(uc=$bmS%TB1!z6YW(Tc@mfaCRkm$Id-;1zuzl%4+7{M2Bnz2CZp%z!3Q}2n- zKA-tD5*@~MM}6V$+U0fXo%8V07_bUZcM1fZhc0QqoEnn(Bv;T^rL5FN$~YRnz8OQgm@NGTsSD9_e__RhD$LZWbmV3|qTH1c}iwyLN=b~76lTSLfOTJ_{Gu>xh{&tL|*LU=} zVi^sZMOD767Em=wI_Az&uP(1|9;8@NH7mJ+duK!O$fV~B>?h@yZYPCi=_uUUOOkLA zNBEOQ438^3S!S%{fY~oF#sngi`Bp!bl$$wxAs5;vs z-)ly^QuyM}Xp|E;n8LISvSyn^PY4}ZMhAIz5gqp;GZKz5JLPz&Wiq}vt|3WBF}5u= zQSHA`i~8VNVeChc*NMIE4Rx@FT?fjA)e7KQSo+g`Cr8o{Jv+BswFqd()gmROUR6BOsj8;zO+D4 zs&~H1{r+2QuCULVp^6sim-p9^>z9!fmO%3#IyUUX-QrfK>sE_c8JxV+;k5{Hn-NG~ zVMf>wi>cTF5kE$Er7gtE8gtre6wqFR8{dS-g8=OlT0J3w*hLufua=&K8B%4x#QOm~ zi4NrQTUv}m(tT@~*QRar3|Y9C44o@HQ-I!AEr_12^>JRSK!q{caYlHnKtQySJ$@+2 z{IC%A_%^%SrMh`RL{Q+M%xaW8=$aXSi@Eib2vABvQjiR=NQ&n^xlE zH{y7P09vPXs862o&n=9%?dsE)-kw0|k zWVb2fhz7{qh;hh?(KgjOAc+MTdZVxwqglh5_!i7~9GG3dTpFfFo_tcChxkTXUQ*oI z36+

1X}ubw8L^q2%tN=Cy)52kgLjL~Ri^)QHYEknj3!>nV1`LYly%)MS5&IEv zj+HqL0M%D^+kD&g-H9%eYYCI$GrB3}G|#kCyp8sB{yrh&@w^y0-?PPMUR;ukgeqvk&b?<1k@}-Oq8qaA$7@Fy-oV_P zV53(>@wUYg(DXJjV8!RNq~!(sHXBTG-i`wti6z4k%9=v(uUz?XNPN5n4I^ zplZ0#ZKshToSKC-GuypmQ6cO&#=-m9i&%H)@nwAC_9)qmkg?`(g#snJ@$>%upO;6u zI@;>|TS58LT6Q8^`T;sdYkq*4uPe@yGCW`}^bLSQeB!+n3euQaWuvcVfMa)2J| z>PENUvD0&}(s;Ty-ff-x5yiLnxj3NNJgT6LNi)1}Ue3Gu5WOb0F65H%jATD|x#}3* zllO=>V);2;)|ge-rUJa4(QfaRXJ%|&7jY5|yfkvK(6TGIDQ|g95gz(3qKcQJ;v8gm zSzk$GKz-UQ#GZ0JsHVvcEM44TNd)bM{9NxM;<1dWZQ+rTgI-1^ z*iN9?9E?FHHP9AT)z^d~v>0dz4jDTquK-Wr7A=wv3)h0_y{An2*l-9DWTnM1B;M?A z6YH7(a2oZFH@=C(88kZ!gn{oQ@uUEQD_DFA`cAH3QamH2%daTBe1??hT&%v7Ei9uM z!9MZLmC>+|vBBpr{#jInH~32J>}b|O9+gCvd)W2Sv95v~~D0U&|?@j$K+ z7YidgGlyqeup%^~aeussV1p0ESWEHGsASq&#pLMz1M}4a%g7au98Z$ZV3MLHamV-V z9(k^RlKcKJIq6#mCAWkALJWCW2fX|L$Rp5&&pD5wPoNB(viKO$3ce481%$`9`P{k$+vLFwpGPf(c~8U3 z$3JYxcj!|$(f2G?o!b7VRz}Rn3xYlK;1G7zZt;d`^o{7lBIMd4IvVN@SRIEiS;v#S z783GKbp=D{q&t$#UWogk%trLVPXgUAm`&S*9ZAq$d0!vgRPzA{V&9-z<+VSw>EtJG|KMJOABq5cc^r_`7YXy4$%<*m48fNUeW#N{B;@K8S?H7qZ>dlq09bTE^swP9 z`Dq4V7h|P$kW^tURT1dG$+Eq3&cA-PLeNo7yKNS~d(Ayn*NOHkC3)2k$qm*ysLPe8 zEqa7nId}Fx`*mfil)}yXouyAOc78cU*NHHHTfo*%fgKR`@wl<~(uoFt3Ehiv*(vYf zCNA?kCbX~WEb(A+8Z??)dz|g;@wqj5*)jDMv|ScgN_o-EGUL(UJlx1XSbbQSHoSU* zQl8HL^JWzo5FQb%*WQEYTus~gT-RKt&eu)aV*HU{2g3PBiADVM<@ghH`}&$a>I+jY zd=Gx^R$FN~qf7Yw@U>T3J3^_q>k_XMsqPq#IgkK~9=@!dX&%=R7!hb(JyKYU-$~p! zRLtp|Qt2ln-*R&7-Np6X$2~{(tL_r~HV6JT?6h(2T_ciRI{5&&Ib?Om_ced>y$1Z2 z@5uo(M?+%>IIHKtgw*`CKjigM-IS&i+FjDh715&o(5yUo;!7)6m>@3w)hxp>13{@F zbs!RqfRmj-o1MkqSV~dQLlRX{RjMrvA1+3)mk1G-w^io@`a4YeNDg(ukC<1_kEaHV@vd0LHrQ^m93amZZoTErCpb+vcY7(vXi}2rSd7szPe&*o95=z=jm>` z`n9H%#>AKR0{7PATHr!0n+rz@(iB+#Yhw5_w+R$*-&KFzR;F z6$O@n9X=b*R`Dr^KF!C>6@jB+hfn}>077OwRi&)qT5^k{?Vq)2iIzG+y~Dm z+AnKc_<>C~gPVrBUqbpLBYJ6{X7bFzy{*~E>(i5c%1zJTIKHz1-6jBZbLya3n8Ya! zYy~ZI>4h^hQ#V=EO&{a`$Ju*8HMMm8!vYE_O+@Js0R zs5V?3c21<4`|_A!{Bu6-b~EGo{Rha#tk)&J@>t*_E=j7{(jPp%ItY9_jhLo?_JAh@ z&^s%(>Ajr8!_TL(xCE$#oQb;1NZbZ}6<0ED4oc8GJn#6uYNYCGtlNvY*;|?l7k)Qn zTg(ItQ71f8+_PGItrp5P;r2WV*d2BH?8YZqE&?+UDQqb0<0I*1T&gOJ?FcNs&+C{I zr&SKyO&fitQn9f3`uu&EV{Y;ECQXJg=Wu!VYcftj(aBBc5O&9)^+=W$P6uGUAB zCXCC1-S@q@&Z8y0UkRwGx|AU9vu<16oQNq{@qQ&_-|?LkH1sWIPcm*aXK3C06+c?! zd*mQIf^Bs$dDTi@AbYCtcO?1Zt4r0{7Pks+L+>S`Uu|hFg_%y3i>Q?S4BeDU*+2n> zVh^~t?LCqP%$$6Fe({y+m|+Cib)Ef!TpG!55#M%UZW_yV1&dzPa1dyjIfW=C3sSuPxn!5za{|AtMdR*`Ldw=#M!Ib_eFjMvy2{ z_l0-nM=a@;WxKS~exa< zS<)!u-UTaNR807Br@L%{BOB$bP1aS^&+1EgS9d1 zk+PB9FKfxW28F|E2A>Vq@Ya(OhVJ7@T1(&7-lex@h^@bJFTmZ0=&cR5l|S4eq~Of7 zNNx8a@oTU8X5>Zpm%HtU@zUQQb~`T)Y+2^~G2RhvtjrJLJdCq*#zRB(oOtdV%N(bE z9n)h>hY9z$9rI)yC{YWilHu+JCNnA?(T>}8^4VrH)Qu)}zg#=d`L4RwqEg4~43mE^ z=&BeqaPvl$tQkbw@DqOt&$F_JA-~ReG7a7p3FnvLE$Ug(=Je|~<|QTi-ef4Q|30JL zX2#*|kMxN&mf=&E%f$=2x5S+J6%gDk!0EHV@}jNoE~gJUR8MiGwiI2l3lK(C4!j)5 zigXHFn_uW43Lx@FVXwwt!E@^^bHbL4nCEOGT5YQ<7*f5Qg3)u&Wr54CPC~rbrkYju zW`ChETU}8Q!<7^X_`!sVJ(Z`>8xr-F>aqP3%L&J183=GHU9|Bjf+CgNp2Vd$kQ1GV zV}_@bdX62OQ_8*Ld9?)!oN35?JKJA$Vp8|cYo3Pcx3kay^ocI#GjRH3@`WlkCE}eu zk#}Q?TY4u){g=zn>@bge@XMSW2l(Aij{EYLoE-P(-#R%S#4mHo(ZGNF(nmEvXmj0` zIfu7RDF>dRUY+BRplm2s&LhAQLIQAGlQb&lr_L+X&{Am}>h zb8vK>>p8>!Y3%u@6XDiyz_fc;O>M&neJ@5Jin;bx0(P zJQ#?FUp$4y{PWSjY(PgQpH_1CMesT@<_9f4vItR*?*1|a)%{OH(7$X$z(0&bwJ0uZ zk3-^-JqWY}b&ykzt|NTd__!mR(0?8x2=X*UP8nPciWV#3kmy5Uh)399Hy`;SrA?9E zA!h%0T;P!So^m}NF)mL})Rw`m?q2_M9oM}K-qoSlu)v=Z=mSGobNQ|z+B{+q!ia@! zch&r8%I-tc?o5y0f-^*8^@QOJGLna=&5sJ>v1*A93FZlVXB~G~W6_tyadjgC2MY?# z6=CL3XiXW5k8^a2PgymKLuJ z;Ma?iwj7~DN-{S5&{Zg0X5n>HXBElm;AP_82lYgFPPGK4JgyIw?m*g^{pn01$-2sA zLzcR|pBNHJcG5Zt&9@wOrmI~O6E?R^UsZ1OSMRkcHd>m>IB$DBA)J@5dyw z)hB>Q$>bd{0>2l`;mCjZlHW1#2;E1FC-1h_MQMe`Dk>AcW5RZs$gJvM0x*VA6;p9wDZe#eI^C>i^PWh#;8sV8| z(`j0FP84(-x=NX1Z+XDWuy%Dut30g#_~p^`OSy#&&N(Ftw?WP6>b*xcE{&>G539dk zO8bav71N!V;V7Gk{5o(p>2;9E_W59xW9FqQE=8@!!i~065A6#s+4o1Y8x}P5fyID@ z2aYOly5($I?Je7b*am-v#o#%kDtf@PkOhOr><4>g@xYJ)wxrj(Z*5HPcSsQLe!|~8J^xg}fIn&_8-XyaZ9_Nxr@lUyglaei6nReUE!L z|AM!sA9$(`@``3(I%}3t`6f&KK%h%%cObjH05hs;VYo{TMGH=hpNur+0nfB?U3a&Y zJN-Rc5aRyqj?d+veGt#8)3K>JS7a=_ksL%L^U-vo>$0YiWS{X_-5b7iU9}XMfT#v= z*vg5(r)!S6NiS@p$x$l9Sde+BP+X(RE7$ejfR( zXd^((J4o~(fM)9&)1;w{P-3EwdIk5jW$&z}<~*h-)3ee>^rV`{1SL?D8dU4?b~v|E z_^H*7)FI4g^@E0|I6-7aNAE^T;BQt)$$k@^&O?0I-EBDJ7kyF&uUu6> zjK46_p~XtMlep)a#*T?kM_d&rslr^u_;77EeP1UAxU+tA^v{n+{5 zpR?!=gL~D@dUtZ!>%3B>LdO*fFzWsr;z$eTa4%I%#zpMZWA$05a4}WOIz8+;s!~fiW(W`(sBfJdk9Y3HgZs839BYM#P_mj2-E?oUB2VnNf!s1Bc<4*j2&>k?f zj5vaGV~|64zCIBuG+}3!oRG;1x$!UU>N$b7dx@>78fgiy2i4PHeLqrS_^f~5Do{DX zb5BCd*bU^P8%~O08$mY)VqMVrv;NUP=<^ea+f{(O%wyKF&}C`tpTHfi{=v2YT9Y~P z*<@jv>r>^Q&muu+=ay~7)u6`@+70DR%{?94<|8HB`o!!Es$OTT5|y574+;R9F?dY+ zuf5Xh-O2~vI77K%O>b^j?aWyQ$<|!BqgQi!>?ga2Vurd<>5Y~jsV_2P+3X*;<8O7i zx5sjO@GEqDs2up=5L^BAVZ^R3pvTCr3HO?fdVm}0k+GfmCQ)ud9xRZa-4*Add-Czr7X4>#|0@dKWaKX|?8thRZI_3e7)~Z|&fJ2)Z&n zvUQ9R7G+j@-9@Ri3gz^t$A$Q1IfD4ch%aJ!~=6mM3m-iPyO&c;aJ{ueWsCl z!qW7~h_Uf$*h>9np|10;e!%6*Keb8S(Tx?+*|&qUTPkeeP%%=75f67~lR^7<`c~-s z_2@dgHHVjbG9L<~8yL!DF1ox2eJKQmZv-6@Jz40D>Zh)|m$vH^f zRZkvpt%&!h7Z1Fa$180r^g2sTC*#GqqVH}F{MJ*ex*ft7pH({hmD)Ge(Ng6`?xvZ| z3J&$v5X)=M`wtqjA+zx7oP9xiru&-n@#VB?z<@3!J+a4-viT0;_q}oyG|e-xp9i`h zj%EtAj8Eozbtp^hkvkouf>smkTIDXNWq##Y3qn4X)TT53m>OhdVfXYZiCwj{PlOk8 zjjoXJEjK$XB*wbwkzcN|1n%4ibZC|Bc5@>H&RMM<<@e&faKw zZR0QCRo(Zt=v>24s|*8;iSkI&ts$wTBALi934IymZ|ScJn1}>_68Q1X#!RiHN(^5m zrgLIgCm|78MU0Khy=8pwU=~uz5RW85H(_nN9^RXiWm!RwvRg&1@0Cje9p>7ozKiQB z`r+AGuS(k@b7DObnuPZV!y;VNh(h{(Uz}#4GQD7|IS{q@VO!1vaAJ!uPA0^LM*yE~hl>`<=1cDeZ{1e=Du$BQ|L!5Y6g%Ry z5Vo`hU;P3#{L~*%uG=AXSTwyVyRvE1)9-@vMIHQXbM5gL@mdw4?4$6DNcsY? z$jbIz_R4sa^rKUhsN;6qSaQ|2A}Ywa;+vMMsoq9@q8E8-`|@iX*&Mzwl>64OWc}e4 zbFXiZYQSi`EqE2s>O)=F6)5~sK7DM#OAb*>8^Mi=bB4s{2zx6s{Wx%ao|lF6zCg}H zD;oCFqkr*lAh)_TEAK+vt3swS8FDXw5?mzD#>ZHhRq~i)%(dER0-H&nZ*F)z=8Zgk zrFp;=Ww4Gc_k>3}Z5ZafFBpGug~)T&LivLn{NVOg8T4tOV4wWp1o2r0nvyL1EsT=! zd=Nx~hatc3l$Cz{K>7YGt>@`M-g8I0-xNDd;ZFYF@rH#DHqD=PK>7OHswWMgSQMXD zc?Vqkl4QJf@F~}-UWY14*|;A22pw#xi(?0=mwxwaBqc|3?pK&Bwi4R{!qS_!`<>?l z4MW{mpXLHl{Rh$+!jN?uSt@)4?P_=4GsyB}_ib;kTYPcy-S-o@IvjBk_f~(WHz1cZ zm>;mBth?u{eyYZ{7={nos<&S1e#{qFsKd7RIJOm05UHj3{^zHDHbFdR_g!z@=eG)P zL+>Q2%}!ps8p=9VE~#4fGi+1y+eV{g?xSnl_FghtfVor5&tzZCgpRla(R>$r!1;lWp}qW;2zL*D#kasCSrJ}AgLo2@bF)}Q;0b=294YXs^QfYr#=`FR3gth`kigX=E$aY|_>H^LWnpsI@o`y~?dH;s&b855 z(9hm^qqI9Xq+HUQ4EeMs<@B|AVD91EoqpK8CmP@Ayf!V@^^3LKJ5lIUT9+$lE450U z9RZ?ncM!>=a8zM4b}jkPz!&#y?!B*pt=M*&Qe6DTH-&_;-k@$eb}tK5&{t-Ko#!so zK3~^rA7HRUg=&xB6>HqPyG3jDs@0Kz_0yg4G{d&(7?rP(5Zbk2#bC+t&t%5SZl8~v zAIqWr32QED0oAM=BZ#(R@r?8R8jev6b--{^;6~Dsnl;sNUd#N<0d3sc@9Vw}GGCXL z0x?0MKC8d^DP`MX47JmrQm>Iq7;1^1SmtFp-}V@Xhu~UoR4^?#Z1P4Jm+b%L&EI5Q+c&J=G)ywiLpw{&L$C~v3%}2&XA8R)6yC;>5kEo7~E|Y`~?SK;3 z6dLKh@-AO)h(ij!v^U`%#Llxe_{m7c5hVN{h;a8@_Wyr~aOeSQq7hv&+Y=;)>dIgT zR=;RL6s9L(g!)|1S)hO5?Wzbwc4OR7VQsO#*>iTtAG6(A%xp;cf`lB*sF1xqv1ro% zRsv*ycLfIL*;;|a<+oPu!1cCP6ycs*E6VWrEtDZ0;nEv5S~v8G<+fvc9Hp1>3^nS< z4jF1RjzJh}UL1on)@U6wWUSFX12ER7S`)tTQ|V;2Gv-~zsTO$>!d&Zo63$%fdeZQJ zM}Yr#Q20Mk-_^_lN8s?a6_K!$@qo&IM}_|l`BwiIDx7b+l2tMuepP)8{-3<}6pnvu zaBEQ?@xtPua<_EQ&;9=kB-|0y{)Usa+5Qa+ABzh&0%72PYib#Z{+C)kq+iLv)&8lx zz4BkZ__w?w|9JDSbVUBgr@wYP?NCdNLfY#$*IsBB_NA!6IbZgD4&Dj(IUqUsK|pVP zy%Y%TqMYfY{yE{1TPyG4M6A~yHN>c;D?|YA^xJ;_oZmq^b;0O`f6o|9>@lG98`d8NhCOfs7Ga+F*q2uLbc1xm4RL)1A zGTTkW>)=;IxP#*S$Awr{*&+Rr;gn=SS=UtDw-UaTrA?PhxTa~HxGU*5G%+T-uclyWWGb1^(tTDS*UOoT5lgftUjLM z;H?K)yTEj4T50q3A)-<*hxy`zWsNk&Fae zgD@X}#{Dq>dZ1Eu9_^}*U;U2>+r_9LKdAAq@XCL-S#CE9e1h%&io*OS!~J`Beh_y7 z+b6TXO8p71=6S2&eW>DJrT&D}^nM#9>Iz2OTn_JN{u8VDPi~0MU%BLzf0q5Uc$5n% z&`VXLVQoL6=seGVRK1^V!>cm5fe6}TJmAe@huIVPGa6bdvK*koNJ`pp%YRSasCLyO+u)UNqyO#6%B-JOIQikgHxg z>{jgVHH#7xcEida9fVtB7FtL36?Qrod+XNPTZa_USQ%|>X<{Oz^)`A6gM{7OP-|tn zFEkv|@Fb@k>+ZVwM()Bsc|_qld80oK#A{R^RF+Ok6qfp@*h4VdZd1>1Sv0Fm53&}r z8p<7P)l(!i=+#kHcPwTQK(Y@RC+~)d?C+8eCm$4A5SiBXPzi_I9DB{vO?#0e@}d#E(5r~Z#s{8s^xiq@7z8n zRa1>F919*iuRbno4XHAjao4kWln_n;5a<@xYhI z2}aGHU8Xd{zzq2V$7B&ow(e@`44Lw>Hgfw}&34qU-cv5^Q81}ITPg5gOW0zpZJrf( zNI&r2z!c8_nQ zwKExh>>ldXYHWqxU=CE15!U{SL$z{A5{05NhTZBtVgCMk0Vy&*6pj=xmc50AUUo-- zJ9j*B`yS+;On|9O;0wJvAv>cFS`O^?vGz0h5Pt`rYcK1~^%~g>>Ub;ca=?+5yAOL) z|FY>-*5s?l%hYz`FBYTi*G;IHQ<_a>f`SHadn6xZtIoF#G;z-uBHc~~$$VgyL5t@Q zWDOc@EBriW@H;o^?(oz<$eK7S(RrR!kNZpH1qu0Nb`8eWHUjV>UP3)C3V|?4-DGYoc~r*ujz%&_@$9rU}0vLiin5*&t5^+ zj(WxHJ;bbyx;}Dk)MMA6wRAsi&7ie)0#UIN+M%biSZX#6%)$4mFnf4r4msD|CkqAe zq!B^V4%)3*!CgU~A1#Rd?QyX3dx-U$2WF=!N;t&(5=?@#PeQS4zg}+hL@|Kp^TcQ4 zORbZe?QT!g-pJ1x`|SQe@<*H9^MYS%eDCG@o#*MWrQq42kgQfj$<)hm=WLaY1}gQ>V~fs&kC%7ug^zF8s!>>q=IG|JmI8vwU6^sqaXG7y1(uvk{hRM9qs+ z!0N-yvpWNW+vi*HpE_agMTwcXG|?}+Ca1ir+^ZCTY-jz=xrze?+{4GfnHS>25~8If zSi{h#^xWa3hV+Ior9{tX*YAJ6Bo7;fKR(wH8j|kux=QUX?%Dcc%b3>w;=9dfJH}(i za0$6*(wE?tNI~7jVaav*QFet#J1?R0ewT9}Z0Y?vV9A!g6qeJeBN)+%)SViPk1D&Y z9`Q1=v+6rY=fa0~8_yG>faQ$n`?F&KItZ?_sK5{Ja-iDQ;ns%pAX#DQ_wVC9X1=BY zbg%6P(yW(q3T?21deMO`8tVO~nf07gJD%$!c{43uS|XK;_KMMMeP?4HT;kz>;Km>s znyTkMlU*(O1?eG`emj9qm}CCxDgo&kX@V?Qza5wjQ zk=st%!^YgW43~efnP{Whv9V2>IpjZN?mv5f4764j9xY+43V)WcKf&tbpi!Z&RNO~E z504Ya6j;G!tg*iheeT7%=9T&jX4L7y94UUE&VGu@ow-7WjyCR^`(Ch5r=qRB{MhJ* zrQXQ0d-+8!fh%%^Azobzg+_d$9=?7ho^A);|&;4^#t&V0B+cWlnH!9ajic8}He= z{-l{RdK@XkiWs-?3l!+eo7fkjbOS2rf*;} z2NS5}4vPwp3J0`4fhi13pZ{%$LL(<0pQhUpX6SCL4Oe03lvy4WBo~M8PGP(Kcw!6~W`p2x7N%d!8nysTO zU89`Z`M3Qqxo3rW2qb&l{9)q5^l0tnC44|YRp`Gel}ZbgNrzAUa0Gq?1h6qW`KdmC z3|#(sxn+OW;mjkRyXg9taFv~>9m{A)5F&xc$@D=VQTTR5fE z^Lu4YkwyDf#Kz$~zChK(j+xCd8#<$R z%_FG=q5ZxPp#w9OY@JunY~678F4}3F7e-_*>nI+K&C6xlXIK5)8JdrM@oN3VWNr&2 z`U~;LZ+}hUth(L8&8{M`r489@9=1z$SL2K6LO0~+A0W#j_L++7ON=EO6$&8Pi%2Uk z(?NyI$l|g*hFt3v*-j6bEaiwjul-~OY-Po;vy)~A1E{1LZhm?Lp}zJRH-^sn4Me@Id5 z7FFs-#aFQ0$4JY16k6-#-n~B}`cJFPMd4>gd4cEmj@{ck3H}8@rD0wnN|UXKllD9P zgRSRRCC$I^O)Am(whA*0{i@00q_Z*OfWNMxy(dG{)5+RA-qvZ9Vp$~HC4OiB=~+6( zc5$Pd7nRDNeU@a`i+?6M^ERj|=~pRXLhoto%SL6b51)~DzWqqVmnXXBR$|GcyQ8~{ zUIz+6fHxkIjeuG2kL|}J$9fE1X*NdeD?L^$boX+i*bS#PUBwa$8Yf)Es%j3KC+XSk z-AQeU6=V;?gR$zZFuVb3`D@KPJIh6_F8y^Ux}!i%MOwjV>4VnEc60q z7rZy{-mU$>AYIie?;*MRfR4O3hdB^#sigSpt+Zp3-tRvOTBP^B8TP)?xn*(52f&}% zO02PG@-!qAi|Cq=(K~X<2iWv#xp{KnPOpv$gyCQp>%XJO$hHy2xXyf?Zm*U?1s^do zK77x(Zm7q!6$;)C85zUP6!$;7iT55(JJp~Qjwdp2)u+)^bsHJy#xt&?UlJPMz{_}+ z#V|)t=I7qP`@kwLQoR7sNG(RYm)S-I>|I>;tf_X9B^cW0Ytnp(G~N^HgjWP>nuAeV`rUH1WCeOp)0)F3Y779rV+*gqq(@t&Kv0W6 zuD~b{Sti3y%QJe~)>Pw-jDf?yTV}q#tPOSpH+I(2M~u#oG?fnsvWOl+Zv<-zSq`y&)cfQPkBl%UtgB+ z0YIAZm6tlH4VgUIw&spV-z8E*=&CqM81|kM7JM*}WeDbY)tRkZ%i%sm9}M?$IGP&6 zEYG;7M6mY3@GhruUtdhav#p2MXwl%P;jCLtZw{wKeAu>}z>!d+1G@*8XWx=pZUhG; zjoOfTZ|@Bp`EMG5BO(u1)Cm-yG#|`KPm$#Unu8v2kkagfb{-HieGopFQ%7Sp_s=HX zHfCy~<#xZPi#Tj4n;`Oui_N}hF9e+3c@ef7kuF9JAZvgPJ%ZM81tw25LXZ#SlpZY; z{Nx5s;rzPTi7LLWKOF-Ox`CSTnqoSzdp_ViL74Z<2x7+*=?<(2L~6jg2IF;ZtFMMg zgXebR+ImP3rUrzT3u_FS_G}2?xFJENL>ls~4^!h=wk|F!`sC6cC=s*?Vzk~u%l*`N zj%7?WbXmm5@VuoDnb{M%+)RTx!NhEJxYwh8_>iDXuxHu=s=>iI?}Mhnvx2jzLLKD; zKfjexV|dyVw%ktxhZ7EWzWE6I*fV?bFVpy_(ZKn(T5AkX$}{i%uECu+=zD{4|G!A2 zfFx4>FA{-ezynFprLMl(NsWhqbB3l}ATgwq3BOW{k8K;_OYp@0!A;9p~%Yo{x z)pR`DR!EJo59Bn+n8MUJYCs(1&T6(JZd&c|u|Ku<{kHW$`QSwHK7I-J5MQ!^_y(!R zL{#l;7Q{R5E)AY*3v>Ly zrv}a;<7v*m5uv^dInA^0|DY4l0zD7bqLGGMx3Iu7%mjlw;y=_M_>$&gy{VRWE(}TS6_UT`Z z#DO1ioXEU6VfzhGR$F)Q^RH}OuIr1s*Z*XbZS(Rrb^bI`U07RJ_4_YEsz5?8e-*}o zGl|I$cbwt??5*?i?BxQ7sMTnqz%Q8S!%lNB2oh8vtgZ{n!JDAykzY2cf%k**jdan9 zUY=2pHt|H_k+3)b8w5ojn;TaNgFL-Fa|OrpFi706T5=I6#>~Ob3k6C+e3y|i-tlbV zi9}jaQ0m}lKp}p_>%>3BB>!Db3>=)G|N2t0OZ{=d-Xtp!T({_xf*ei4XeULJG2 zk}W8W+G+}FC`SVEE;wfI!_!5UZ#i(fvAOZNi4!)#zHY{cvrk_L&zycliw8S`-wfXa zzTJ%h0r(W-VUpApSm-iaj%QK9ImzOmlBczu#{D#nQ+Qha54{3*x*=QSg32 z-awRL$*s1C7)FD;QH6!6lgL}07Q6^BBHA5W{;7};BNB}%_TKquPu-`FfOmYQ{3|Vc zHCd#><{`~6aZ_d`tjM{Tw%A|(o`OcH*ue%RH93A5hdw5|k529~8?VRV7YzF@X+i>0 z@9$p}Zs=;Vzo+5(yCWmtx~EDNM#2{fE?hrtG^VOBWXde>t@dK6H%3E#Q?uQp%QRSm zB@6i^WZ<209MrU{Hp5^H2$t{H>zN!7v|vP<_OR$xJ+n^xT<)Q`xDu}#J2ZKHTaOsO z&!_VVxn9W|Avcv%=F#syTwt?6c28Vm#!-1P4@RQ(t8wn`4xKBjPPSq=WBi5t#)&Cf zzIw{@Eh$pfPbcq&v~1U8xn~7hWTHq^cBdbyV&6>gKxc2#sm?qFQq)3pmIHK{7iG~z z6*F6`KWUA3=sQBS;pcc{-7^K@r3By7cA{qwR<&$MvGR)4x^-@!h6iyzb*2_#(ww@# z`Arz(a`+ItZWE5(d$|$l8Kx7CI~ff1vA&uVGi0vNps>ml8T16}Dx}*W%j)v3u#m%8AI4R2?qU2hJx*@Oky=Lvu zwe%HlQ&MmAB%oZmo-oO?BY8dGyRs_N*&uqTuSdoSkg@G3ZR?bd6Tz;$^#W8F-@+4t zu{@Xi8a@SoDiq{IW{J#abwFQt622QhF%tn+-G9eq$dY5a%@W-OJch02XG})@OZl`m z)fL;3F_}o_FW$45!?Nn8@*P#!Cum|!>6c}r1SCCQOWyrA(Ns4}1Su`Lw$B^oTCC^0 zT1$&{%tGWk>&Z07$Epwdw-`hWndH}On|9kJOo}%2hu+G{>HbzMlBMTT8a5WOg_Z*C zDIE#%DLESh|F~Wh7GY+QyR()s+EVkHQ>;{ess13#)iZ=P}S(gd*e7J}N)SZ@eKv{7thF zuvkEQQw0qbN46uGiYN^0> z0bhvo;7%-d*IDqw%tj{Xma{IvmVsx{h+EWp7oF*LZ)44r>@3|s2G{EOQaX8$sQ^L;y`Hv8q8>>QvGgjg4c^lNRr$(S>EeiGf$5!` zWr?SW?MM0P-JAc?A#e3=`-NoiCM~M(N#QZHiZE+T2?ADlM^(TpF4Z6g5edDoEs9t8(32@(^0JjAS)q!bEcIF<;d=lMKl_%jnQ}Q z=)!d^dydy530Luu=#GA=%~fqS6MrU&I=6ec6=id zEYO_;t$IyCLnih@)ky(@jIaB6e+*u}2EFqv#lH5%Yj;oDDaob;Hbi+6jJZ=x$s@Jq zo)Q+&7I61#v*%2hSAgG&?x18L(a!niXu6!3Q?0Xh;I+~IsMzwi%1r=j>R@g)< zIM+6m_=zZcQLveh#Vf^<#$um#@Q&_wdpzY6UvuJ9rWz_w^z!!*vnp?~e3e8=mt_q8 z=ZGfUzE?)_pyG~(Ym&k6I9FyAE8&bAK)4GyushXv2x6>*wdV$faj3pMecv)zl%N1v zse@?CRj#M#ODG7DC8ln?RXHQ#WK_OK+fGSGCN;NJ)ba!jJV$gS8I0OSfUu05GF--^ z+Dgj{{=$;?S**cjrIK>BnMhFV%VL@Cp>3?|)6a=9q0)7H@|j2mqbfWYb9 z66t=X^EMgb?^(cnv?Nop-|RHtn@%CxeYXupVs>{OG$<&oj&1n}^6zp>am;#qAPPXY zc}+_%+}_`rDvLsh!b?%19xb)vPYdkt{7Ch?Z%Y!ykt@F&Gj{ZPL;`Y75X34*qmakB ztf`U^S&yjUJlUR)ck$>z+*;ee`_wdB2k*m|EC5xUsI6S$v3@=bc_pZWD=4Fnb=l6| zsE||;cG?J)s0l@2xwxkM8tV5YHvN?a*+|q> zY0i*A0%8WMnXo+p{F*M1TK_?M3dITXS=rm;auAE($q85NrjPAk%#n?g2y#hmLnUBg zU@e`#-WN-$TrkRs%E3O0(2k$(JE#TB+S0*M7|_bw$Tw!cG3Nv)c3yaMphdsNIdjTd zprqZSbVGi2JbA2V#g)rxd6DxZvnP`us?Hm2jVsez$^djobg^PJ%GjR#dm%Tf2N0y^ z^w&7dX|TswZYxfNdMq+0d{I$Vw(3YX7$2ZNeb(vu`h5E|k3?3WhTcr5{prOYA;;u% zpLlq(tx3(f7wkI85C>`{0-6=b3S{`yrt*RN4Z5MnG!zD8`%HXh&G=2>0YosydBYkv zEpjhgs~3nSdL9bml;aGUh?6+hEqi0m-dNTVm7ES#%6bLbas-vs@8*4Iy)+@e zmFlXb_Y220YGKXH%RRJ&P3WaUsW)@A7(Kbj+`cm+O&&MFgIzu6cHBeB!H>T9?2M%7 z@%6s%zZvDJE$=^!?$-`SuAS*4)iXkKGH%#U0lYBY-9=+Rb&pakbp3pR5b=fU=(;HG zSz%!n3DJ+*mFwIcS})09{SgUek$@r+N@KZ|SY`*6Lioh0stcr=xSmEqk&fl@W)R7@ zo^4SjxwjMxyN!zGcy&qC6zdVr^-I`OR(jnQNwtl)A;yj%+y$X7*iLKPS9ouvV$|j8 zw6;TUIASTAZD!MDe8zZ*GtdXfC4?rZ7M((*=Z!@ zuk2IV8)nLQ3OW^|5)y>_#U-nhgOZY=Mb2O6s)?tAQ4`ZSxf9JoWY=OS*ZXFt^PWGA zOHb$?Lj1!LMclYSfT~%5`K3*xeO2-tSb-wV(e5Q$Ho0jjI#4(oacnxKO za(NuV6zWlEfv(_Rxqw$Z0IuuKz9F=DKo5#vZgUP*vuh{I9e0UKTUyo4j0!Xr8y|YS zOmNd4e=4|TBPiSNGH6vam(*Cu1MUl!_0GxD2N>y7`W{PD;w4%f`D@1IDLh(?*yZ@t z;&uIKV@PS^d!A6&JfZ&Mjth=381Ba{c~`06tbLf$Oxmh@Q&Fr3@SVwX`X#Fe7b&hz zUhZ4zl>;gGuqw)l8=Gy&-Ww6;j=jQ*5}1k6)u9#b&v3r7^h(^i1eK)5h+Lj6u&bu2 zplzmy(H5q+(ui19MX5_bTs0=6QxYcMZA)5JwiFgO87QFTe=h0Bx_94dXgp&O;-gR> zEfXf3-0VfTN?uw4O0Dd=>gAn|6D4jIr*ha4T3EN`0$>6{TOaG!cCt>i!YzSr@2ts`Zw?GdbT+;#=51-(kGS=NPJ@1YrmXfijF20y^<+7Rf^{78_^FfyYkih zI|fC0>n;H7Xh7YeKbZE4WO3M5+mQRQbaTh5`sX)?KeN2hvTiqL0x==CghI6Gha4!! z?C%S-hw6>dRq3~_>uU!o)H!Tt>pv2ck0p(iPJc?d_p&@!rdM_0)TgMP$?F?4sF~i? zQPPj!NVkwTP1L+i`@t&p^$y#?#5@;w+eD(H@M{skkZE?h1TWv*n0G(mGDTtPB)IQ? z>)D}OFj9hEOVzdtjL(R6&C@DXmAmdY&)~|EwiAJW&E{gh{~Rm99JrmOxCCp$D#GG6 zY+Q_b`b9ULu)&0z7^GFe;)^V=zT1=__g=|P3E_-Z%dy*N<3z#)gOeZXE?+bypLhyT zDFHlt2|Tkb+m98O*x&AEy{ON2Y@0>ZA6o79Z{(9<$1O_e3&GFWv5@b>Nvr&xL#sPe zqMuq=re5kg)VPeZQ88`^qzhYMD{5ZU$G@ps3LN>uJ@ROZtRB$1PTSSSE*a1NR>khV zz<^*ForNf|mm|C;G4+1a*`e>bk_|9BJtv^?U3p*}wk`G=U#258@3&7W-d@{3o}I}^ z4Cxj%UiplMi~j6@)mek#Myrrpk|WG!FE1{x==WJv_$wgqt5YWUOeXg&O4z(bv~+p{ z`U-pyqZ_`IAOuQwXJSqVTS*Z2y-~fzgEAaD#ap-c*3Z4S#3=!km~8A$SXK%Dc%Zfl z>Vu$q3+`A2t}-n;AjFU@!yyl`>EKk9=1d}YoN3oZk@EO%0jH4&9XeGCR3nIJnQDP< z#5W;i`w*3LmF4a*6*bkyF+`!#U0jS(?zctOt|`4H`Qu}E{aw!`JGR~KlbWsIag~*{ zGw8|EmC!qb5`n2b~e9Hm+dpfY2t1; zi8pgumPFKu8d$~{q7Hk>$FRq&9TEeowi`KnLEb&N(Sej#WL&d0!&bENc793xkmV~x z9%q0~d=7Cp=?j-T&gVqtcjcWZc-1`m+6Ye;q@Z;XNKj2Nn9z>k1zc{nhp*_kv(#!+ zhW2RnCX;6jHq?nD<|6In-m_gbcD(^EA=xr&T9qxJ@I=Wb2J(dBZrjyDfAU02rnB_M zmSV-;HNIHS>QZ@%*_3=uCEw~gFwy!{JVGY#in#tHA)f7OAn*)p$P zfVGQ}UL977mwdy^-}Am4*C%f;7n!Lr@{PCBiaa;wYhow=uCJH^kiRW-^QVIzfg;;c~XWY!LJw z`9qxSbuynb@%;AL@rtt!3J>%=WBDUQ{&fuE$vY-gPAlhG=CyVf^2K+ByYqcz?v$Pa)>rXZc2ZRE|0C=>z?xdRwGF7KXi!lpQbbf#nu-Vs381K`G!>EF zM2YkgYC_l|N718FL5GjFwCwR)e_xqmz(MMs{nl-CT zd1q$ty<{U2Fyj-2DhPWaiH|D>1x7Da9b8&L_RM|R36n-eo-e4%Av1keP*@o;(kA4@ zuJd|<<599NN5ppQFE8^FiqE#sJ6M2JV!V7& zN2UL5*P6JW9IIehIyDIS)n4IF)1As|65o`(sH zZbx?pN|VB{&C%JqLG8b=Y=FnhGs#3Ov|mU>Z3sdW5{7{A5x^Yk5{_cKC+-Y zBsHL}3Y>pQ1quZvl+(m@UD4F^hcCmobUwV<7ZNlx_qro^9YR%Ng zE9PUfO8e0O?XV)Na$GJegX*7}`6Uj@dJBeE;2jF8o{d>N zpYP8<5_eQxH+j1%>>vh4=}lsvo)#Rdaq~L>FcP%x<`yH_M-(xol!}9t4IT;-8L|(g z)NO|2jT^<08=ZB2*q12Xw}ei#_l6@V=J_2`Ms)xHeNosRfaT~*--CX@)lZS0hzkrx z?%))1$c2GSo6-KMJA$3TdPsJ|(kdb&qV@4sBqM|NnPy3PYRW%b@AKHI4r>oLtJTkwiKoG{ynXNY2 z@?52TL+O)x8zVj3#mUFU=xMemz3Bzu{wITQAzbDBTvv#i*SK$x65*t}=R}^zKo}g| z^mw1`mdR5Wvmo=vxJTVt=pT1AXM= z@F{hQb!qBDGgO0ci`u^MKEJ~>3ul*(t1Q3o`KK^A7N)}MuE6xn_W=4>67H2m$rGp< zW?}_LKwnCiHPRo!2Sb?@_kn9vCPTnEqoJNU?9QsUhx&G^q&>v7cekwCh)$^T;m}PY z;0qENMoJES`z`2=)N@blDAxg~lrMC81Q9TfJYPL&&US2o?CNe94sMTUbc|--WkTGmjoi#^leA(=!OA|lD2cr`JQ1>@iG3Gpf%J-zGIS+jB>wZ;d=#`#yN zoYITo^_+^Zm6v5f4`a+Hk9!N9WMli4IN5iq+~j=7vIl#$}eDTM;?h;WmS_QhbOg#hR-i%EsKhxMEv5~oe@ z{s&OaV$#z72f(8`b5p7rRWi;+^`YKXqXhJ5^ZpXi;a%rPS2$O~^Cx7y3Cvd-xG>ww zVc3MhSYdHSEi}|lZ#2K?5~@(BkZ~33h%7iSL=MSdD9-_(i6;v|oOe&<(0)E~8)Q7J zK@$W>d{W@fMRaQ<*k^kvR!_srorUE4T(?9Oi|>dyhNH{WmG7Yz3l`e;U)WgZpPS|& zjrfH4@MT!Rc|6wJb35};*YGvV15}kTsgEnSq*Ya$LbkZD8`UP#ZW-s1e~L}&=b|-L zZ5Q2C{ej&Xx^6Z%h`8ZYo6ci+exZgCofRvVAFE_iUNu&HRC^3@xwidaXgGdT{2GJc zDP%E?h0~=`p*qioAlsk(QIC81!Cub)Hmg%~^sJdxJ=$zfjUFo51{tAxC{E?jE?*&1 zD7+Jiix|;7c-mKhdT(50IZ5U<3Ef`4nJVus1O#>(tDDv>TF)m`UX~(OpMwN633YOTOmYV%vq$TIeJJZ?&a>u7mYEIx>%Vv<#QWQ=e9_8@x8l zPQ2MXN0DiV6`tYW@$ttwVqxhKq3kHwc)R7J$G&H}zO|S3Q(zPsyvu0qLs@3#<>#sf z9l%(E%IKrfw4G(y&5P~Z7p)7Dc6|*A`=PzMSP#+{d--rCZLm<)PV z*W0#l+}{d}_c(Yu(Tnp9RYC_s5tCm->K?rH^S8SA!!FqCh%EYOJU^IyCT$QUfEnsThD)(9!>IvHV(y34bZtRqh1HW9+%Y7_ktlwDPRFXAGZz*i1 zrk#B_5RHw@e`pEQeO8~O>PW~+$kx>~F(qQRKNeW-|IlmU&mn9M7wK(+@k6;NA^oJw zSb(fhlgOrhTO%#5rcW_W|NI7+9bgBR7HKffD(ey(5NJA;y20D_;&_}6S#bWwsF-uT z$$64QVc5Cp!uZDbxoiX)CV?-6krt0WZwRrRs*$N8y$i)Y`c(rMVeR!^ z^B?bTyd}bdl_;ZQ|0HS_DyJkmDnAabr(C6k-u`oH))*B@K}89Fg}_eC)M#pKj3o!p`ZkQl)NPm`|9jHT~VcK z$ga^aXW!z9U4fhDvjG@HQt9GMw7`43|5&imCrwnk%+RN7Rgt%w4aaKVQN5um5RV?{HKb$6>^oD1%u-3J3G8>luA!WNZl8A>2NlsU&tcd zk=ZUvp-SEDX++&idx%iqj7>+Anf1mV`n$cuFYR#NjID%EJq7r5=RUWKw+#-y6Vp&P zQk((-TRi%qM!m;Jgo-X+6^&vxX~HNysGBO@!`)EV<<K2RG zRUWVNq~ap|4NB%^(L#%(P;b9(^9GM=S1C5N{cnOZwSX{E>nJ+1OB_A=$haK5lsn~7 zs(x+|TPrK^CdPaCqGb01t}2HlE!CTiGE6?xRc|hgg?rZ?iu5I6$MabR}UgFMQBcElh=~ z&#!*kj_Lp2>ZRqq5!+9(j!El`40!2r3I4&nz?+z2j8N^2|Ds>@QnepZ5~2Q9p6Gjl z&QCEvSXfB5aIT*(XxE>gfcYkRI)hqdEx7*xnzA(W$H!_;N_LN-4!S5JZ;T69#$Gqx zbx=l+Pd%A;NIL1SzQlyW(Yr-L z5!8Cq({kx|pts}XrlT8Gm$s~iPt1Q4AYq5Wqe#5RaE6?tNrVpYCn^GWYq0d#P%>j4 z)1S(jY=FQ#eFc7^>qyANcj3JT*PVgm<6;Y^!unUv35j@Hsdjsa?=KrozwoR+s9E64 zB$Fz}dV2ql(UK=BktgKtt9-(3L2EzL^#0?!#pbYs2VG9#{X_G7Bl5q^7krcTjtCTz z$D?{&1X2B&Rh@}9r(X{g=yI)uPHhN2!=zACE7F=V2=m;mK{y8yjrt%v2L%=$PwaOm zoS?o}();Ex${C*2r^~86x_+9xJL)=_Z&!AhbN2=EYl;ow6?BW@K^O0V#*7OQXLDbd zZjcC^3>ke?TC6yPN-Y+~LJPBstG&AdZz3%VB}&`{ig48)Qxx1_DYi-EdSX-{QknVC zKBDPW(Z^SmMoS0xqln3s)LsC-R2IrS&sxlGAD8m(Y(hU118<6beT?D|8Jd;8%zje*$b~U#kngF!`u- zD6!e9ldhqKvh9#~L#9-_0iEMXXk<9@l|&?epJck0P9fbbUA#Ts!Me2KN##>mo&~F$ zy0)rzIv!=+GW{N!VDoePg14LD`_1DCuw^Al2WZzq&xzgN{)Agj+27)n)?Cv~CSQ+` z*jbi&#~>Mcwmf~{yeV~*FwQzya zA=zmvim%HN2`*6!)@SGfVK0x!dh4`->;F}Z^@N?m_sa$M`V`%+3wiL*I{&c*vt zCu5icMOJQpUHQ37*~>|3VqjPBLm#L%Ix{vg_9V^h(D@gEfROVi#n%hkC}?R2s~+JZ zC{=O{lb`74fL}DB)`Ys`KXkTG^9jQa7`q61jWNS*i1RRp(}!y+4=Q2KJz1)OT<@^^ zLJYK)r*|o4+wEwA5xyc|%s(u=YrdL$o>xvxove|q2lY!r^6!F#BhnMP62!^o2@Mt# zqP5APfNyH21Z@@>zGPrVbv?ITGH>hSyP%%*c>eO$rY`o@=>w?mJEo2*Lwxb#lK0CW zy=WH?0{2y$6WA`<^KL0&;mGmyhFvWVx5<~_j+!kFUo}rq-yAq>u9KjW9Rl73w0pE( z?b9K%LFBSzywWZ;3qH8huL+(2p!@rxVdKC}g$>}v4pFxK6@4szq-jqlC$RJD&cgQF zw{0$VUb(Aq61-`Ry^xFAYS0(cGwuDvH!@u)cAu2_bd zXV{FoTqzhYe+p!^!gj0yt5FX?;yvJ@;^=Ec84{}D+7l^o8>|%;_+g-3_?3eY>~&{n zcO$}Q`s_zS66%>$s6{txwhveBfyY zYQ?4`x&g_B?8`XK&hy!gi%;iW7><*rp>gcz{NqXa<68qg&BMf_mI3}Ysx#%Q0((^D zXBCPNRetKdQEuljc>f5aSPA>OcYeP#Pj<))Lz6!x%|BH0M6=z^Ud2iTe1lq1DOWY+ zspzT==9Hv3aIcYM+UeQ|)A>UR2Hp%^e=BgDdfEF}Gd7Y68$Z9@bO&ts#^~ZPgYhY` zBsGx^sqt>z@VHDBz?MBa`1XQ77`o9KFNyAjss`K?;vC(-cLaNC%Dc+#A!;`ka}MYxm#j z%={ALKe-#P3NG6xL(}JLa+$^n2%~2`CmIu$Pra_IY6R+%#67n-KXfiZ@4H*N3x+!G zmyBOPA90ZnEAuwbv*JEvwn1P4XXKhVHLrqau1LfTb?Qimlp5q4oc5Y(zScWs60Z7= z{9ND^czG_CYlM95bcLnhcsBa}k`ohGz^3&5R&Yu`t*z zUl-udJb33fW~NoH+St5)du_-LGiquwc=EquE&!=ou#m+x6~A)(#$I5TxS?F9Cw3T6{ZU-B0O60q+x$@$~@oyS4-w4qkT{6TVK=mrRys9N9S zK%B~Mt{AI555*B_4cWSz!^{^-!?tW4oSz6C8590tA90;`}Gep{qo(IR5@j%K$p9AP~BE1hAfYHF!9) ziaw&`(E6c5mil5reIeD86rW-J0~A!kfl4f)h|7;WH^7wJA6jnoJwNyP>;C;)vyK$j zYFXa+WniFxt#m$+ZgLs`GXlO%x7r_|eYs@(& zg&r4KLK;M%7ey173IWq8uZE|8$+eeL+)-G=2Mi zUd09&4&u=Z4|tC%!Xt;k-nEt)=Rb~MYCG%OSyirXd#0d zpB-Xcu0leSxx*WGAke#z95mCB&>I#$H}(n;m|(Ic>a|2*dA$b6yHr-O(`5W|dms7j zd*B7;mXn9V)b`0BH*tFNP2}mD4PvVP!lQFiLwo>7cjv`1GCr_BZZ*;nu$Gg6lJ9Qy^n{q^W)ISTI>E z(XpkkbI5Nq^>KTbIHKe$yTm}F8{i-BDZ|5m*4`2V-(f_e#xzyX3s+=$aZ`j!EF;4> z6?3Q}s{orR9Px?DXYbEu?o$yTFTJG3U}LhdE(BCeBR4>~eIeF^m&@;BNwO4bl7+*m zkji-Co-*qK@G-}!nJlZkT&uxEER2$Xo7189QiGboasBhHL^{BbXpae%MdrdU7z~`P zqBkJ?O>#Q}1+bsXWSOwE@OolY+~cG-6`iAxOG)SjwePu02Ib*B@fT z&!XsCsF&x=G|(p z{Fl@k6JYQ%8kOb~L&}ubnuld~9hLB#JtxlqzigEFBcrD?%^fP`-Ic^lj^Yl({$&0| z0v?Sp&Y42LHrnydxv0Yz>@2~?%2T-swp}n&oMAJsH!gVHW2pZ~l0+(&H06^e{MqUY zr!16?%vH!!h39&FJVewJyT7&Rz`qy)**#aJF+-jFhe3tF7Q6*qYnjbB|8r`l8YA6> z)}}q!m>wAA*fXB%U#Xv%Co(EgSc#y6M*ZW~MqMN0bXxO5iQ6*we1JPtXQ0EJGMc1I z)vZLw$vsW>ngW!A@gY0 zjxP6yz+Mx<9~2?%ANU^U=+`4OlcX|!*AHom;l)|Ub2ySg z0o{p|#&V?UdTjFQt^s?Su;{8rGLGs8)3M;OS$hu0F+Mra2Rr&oDc5}q2j{J5yyXcz z=5(l5@gJxLvZQRYaE`gB>KG9?%2>r!-r$p#oT%K7?e`5{Fra!&x?yXxn%sMF*_Dap z8%8_^ONn|$O_KE7;^d$OQ^Dcji*@H$O2lER>4mNluW;lclp|g@Yq_|ie0qKKgZ`pw z<7}lFhumV<*~_Ol0KvBU9P-3$BC9W`8&$;K-bXGCUvwxiGo~p@Z6uB|x z2dlC?*A+r98Of?uWO5e=dBg{FTHaR|aZOi_~3^VERBjkQ+et!%V{MU)6 zj^~hs`nX0P^mgZ~1&Il-g5Ns!hv0$%yN7@&O#!Ejnk(`Oi7UGu&r4f%OfDw7gClAHHEhV>6OOpyb!F^K}# zMQ2mnY<^d=o0LR+VXyS24sG_;+#QXNj1r`Sa%=&AwLE` z^eiu$c%A34HgFwce|g6qDgfZN>nux9{mM0Lh3`$4k7PV=>H%>^8hAX0e4ArrIX?Lt zHjLH`c-xV&!Qn@MN$dH*1<^$r5;d|seAc|sm?wHaAo;DFc_!F|rOz9^eGF{|TQ@@E zvmC5*PzRCd$BQRDn%{p6hi#%F#_7wf%GVU|Vis&K3p$L{qFQU|qD_(C(7cI9>OFs5 zK((|3RcBS4md`74kLEA07y<8#i)m;uO(EC6-ge-fAz(YSK(z#58T#uch0oOFRtx)e zFc+Ua=8Xby1cE^t8Vd{fnTRN7uN2P&Vkk$!{RP;ENMH{WGMeoXbUyCbEaOer`m8j= z8}jubBXCb^#`F}NTH@|h&TUK^ykEK(EHFKi;JDuU@J{H2|2G+{b|~xs07BRqe{IHc z-wh4ken*S?IZ|E&&tD5QK2wN+DYb``k8;%+m!yLd~MCEMutDEYg+nt`Qijf_0}dLvd5{B^&mx9YkB zk?s?FxN7o3&QtEEr$ouup<>%R3vtk)PAYsH)#=VN#G1QqF7%g{mX%MxB3iE-5>CAr z93erm{A;?((r|q_WNga5x}PV~)JvQ3{V!L5HX91CG^XGKo#worJOu`Iaf)pv$BXIT zI)sD`*Ys<-G<6_1QdnaD+i&Vs{L8Ciw}(ncfP(~lizMW*O2`yidyPE0RMC0)Z-aRT z4OhWlY8mwx=cQ{#@H`X%_Nv<1iVjD7h%`iY`!F5$67ctCS2<#CaZ5yDh|>Zr%3G;k zQ!COs#^QiAn&+{(!t4HTfN-Qrjcg5Y`*=Q?hrb+>>6$7wjKe?ZEI6iC=4wdv7A7H*DBl z1HP=j_19b8%j(>(Z9$+qc*#JB1owL)4|Z>O`)e!s!g{~0E8z~LZWe!1|FEdbA+N`W zh@UUWeSe)`t$#l7vg0Y)=exJYmt9KR?|MpC(zsE2_9cIq;n5R!hLZ$DE$q)-J`ulF zMDF3R(j(fY$12}ni&!=N@x;ciRqz%JojnNK<$#))**HvWm%K4989Ji1B_y? zRs(a|g$22qOILl*Qim)viDj9ZHwj&fX-w*h^JPldQeNrzHcO9^z>zUhPucf}283ss z=u1Y0w;Q@N1Qcnm)p-`JFqSPLM^M9(V4UZA)1+`TENg0#AAdu{Z^3qT;g8CWO*&Iy zXNHy<|Fr8V=AZ6wI4upc zJEP~}jCZG}W>y>HXPcW_6=zy=25!tN`icn|`c^!x?ot@&ywsOc41M9wNX;xR{`za# z7jCl@>PQpX?^Nz{_a&>yJ#(q(rr3~8+DMB3X+4H(@=UArju(R+24G^J<0H~tv;ZfS z5y!ygNymku0aKgm^7!x=U^O`knmW@;T1e%m-KB+t+UNqcIXB8~Iaoqp;SSn4^TFIM;uP022Q#W1#O+S8^zgSU`|E#&P?X8aPl!)xXtn z|3^lzMZ$PR=N+*wr^O4`i%%I%k*6s^IUF(6V5huTM4Cse=3unV^M#bGwnAELL42(A zA4{`QPi^(lhmXG`X*h zKpXTqjXQ=+s=8KIotQZYc-6|c%D1li=)hmluUOIqX|Gs?VAL{FXzy9?3k>u0)KdIY zKRK1QEMRX-00^;oTvt2{KLXPV~Hrs$+HKnPD(P6ZrjQ?%PO>Hnq#yfsnD$TYc|(dyi0kPmfLpFu9nHWr6?zdwRVB=PQ#}*wl=oH zE0qRb48}v#mfJ#U^0a^@N16(fcG$_b3~rt1emRjw_c;XMPD<+88p-JiS-m*Z8beF) zv4+RdFR_yaTK$%sF^6zjETc-=oR0~{7ar+ug!Y$M(mE7C9<@84Q&k~lEDw~O6?6x zTSyaVGi{w^HD7Oh^W(&OwPrS_UQdjQ1xB9%r-~5Ap_CW4f6S}MidDyjr{twYr^M=h z`QCGL>0H8)Fr_NiE7&%veJ*{;-9M1^y%?`+;`?Dn7yJ*|^)b!d#AB`UDs^Y>#l8c>zzHb6@N_uavESB z`NkOnn)_Uj9Mry7^JC}Ffl~EBl+opT8z6iex9mLdb8w&fAW$sru@;1wIY&lHv;EIB zd%eCXhw0Zq_60RF4ZCLHA^Df>-UZW*7D|m4D)MPae`S{dMOo z5|{gTo9UB!(6i>0FDQ6%@JGZB2w&RqVJ!W|rU>L(Kx$ndFugsW0qbCKAYwsSeQyYQ79F6Z*_KgJhx*aq1J3CS1_OOodCk5}O-x51JdI4ql0%cN zn1RnWgg9(kNs@H&R-(hA8O#<{ zkBT>?gQQX$jc5xUCeF5vnplPGQ>kj3$|s=9*p(vmS)as`!5@3oJ4j*1NMQCWi6}>! z;>1rCE|!(Ic|D6~V^|4-fddbcu;cln!o_DZH+yW8ChrSb<10K{qXm9!Oq~Z2ig*x# z``H|b3_so|5F*Ki2rIic6!9QJ-!)fjfBU-Gw$lWClhYCNGP`3+qF*0-yCwdZkk}r~ z@ly?ta_5pWzZN}$D>xBU^$f&o9`K25vD_wBBHL%R?_)}GqEr4Y16;k1bZ)BV=qsV% z^z%|nc1{@ZUp*=%wBxF^$+O8+GC+t(%-W&D5G`kiu#t$xnoroFHLAb@;zUc}RbQgY4Y%%} z#RQbw1Y$MRS%+GxMMsnsGSiv80fK>R z?wOk%2G!H<6G-V_gF+shVQD&sP0(7d_UNB)Hy$ecS;CBA`w&kK^!T#htez$4sv+YA zOe#wenZ+s6SNxNuFEb3*%6f2Dhw!r;F<{N07QoNeos!Bc7n&ScT&e53Q;`O)0hajL z(B{^#-jwCCj7cE9@z-}p+NvKd1jGSRWl!al{a!uQYEeLTgRmhY94|GQnkiKH^;fiS z+0~^CM_L*eHaJ(X-hu4zZi)e^h9XzA`V?>#QAK)MYBo!YU^z4A)ap5ap!DL5ihFFE zsTy-pIs8Q)@GhQ=56*}(1aX71P}&I1iuN63{%Ho{hIcG^UpQD{we3=`K2>k6l*c6t zf&{qf(s?x#&gXTmEFM>|+ab49W{U29+U;H?4*t6jf*{YqfL!zMo?6mw(bOh=;MTxV z!r+Te+W7>k0f`*&iq-JS=g>g>nYJDuO{DEo-ZLMtE23KcFuAP6Pv9bjKt3m@p!6a@ zkWyE48xd=mlEcz3Gh6aVY=sjprM0!u&e5ucQe z@-Go2&|{?D=fJEPJf^5s1=OebOo}f&$}lah?Lq6B#1-9Ef|CltfZE1PsoPJx3y&u! z&#|ES^Q;*ii)SmbDxHg@rP@q0q& z$YM}Y7d+mps1E}hdBA$s%7CW$Cj+vyaB%6>a!VZp{#Yu{2UiJlT3!lOk5r}TmfY9c z;$sSrmoh}P8iUB;FcM#7zEt_$2VI7&l#?_PO3`fv1GIDWjgs@MMiv z0&TS*UP=$uCepUZDr5!GfT7qkt!}itW%2}lp)?g*MggJfIZ#N_`;7-H36yu1$v)#R`Dqt6mTd zY?X0UiJ8Hx|3w3#GpUKKIZgvJmYf#zLzVgEmw=@wLl%dSe)dtUG*cz;xwf~p6ZBB* zf+i;YWYMx6YE$9b$JZa{(j8m^PY-dRJmk>Qu#Oz6VEFMxwwM}izgb|0)`^3YFD^;WP0{=*K!a36xkP8 zm|q7DG5hT~{jRmYeZj>SKZE3PGR?Rji>4}M&MouCHH73J{r@mYQh$z#AQ= zmcLGCO|~wdBZyE(a!=u(d@7!3rcN$5rsYlK9T{95ltwN;E+^r9*p#8dv2%k9(dA`E z72Wb@Zkl#Tn-sqw46P&{vsx(FA(CdiHsK<)$`W}K##rrd(OM2f&ps}%UMivn&ke5u z!ylLL;*mo-_?GjKeQsv5A@pjT*?5&QFf$f`FD-RGT=cFVSKTp%antlrt;@pY4uMbZ zJ1|xGHg<;Hn`-YR>aMy>c`!C^VTIRRu@W-9wZBsK))6km(0-}5vELRuf{5D$;R}@= zF4It__D1bK@b(m6Zle6iU3q+qJVaEeW_Sy0d0C#Lx%Oev5S`2`+*^a${ZpzL15XTp zP-C~XBzQ;XqF(`z1l06y2{3YW>z|1Mp^S^na6)NJT?E~3#kR`WvC}2IgNt*hvHTx zk?W94+b(j`iUOh@HS|sxA5{er0aCWIn9Ex^2zClVk^bO*=~{lWTTebO1s1puY-qE2P35gfN|l2g zNc<{Tl9yePp}6~i_VC3mB{oA_O!^LK+m-U=UT%zGD#5vu&749S8JF=|HZ)GR)Nf7y z<&uz&JwMBHJKBqsxjjS-sOi{*p;ac@Bs6w(1o1*3e>HE0K11LF%g*?k!eD51XIGb4 z-Fu<1w)eD($PFPT`${_JCoODk$7q9*133#Pa~D?KwV0Das4Z{jE{YM-W z{AKA<4Kg{xFgD{KHqo6S>hlGL=0Tw`u3mPpsqLH`B=NsFnk09{Ukn(VO7Nb zM#$QBS2wLlAk$HUUc!GXI^h9viC@(O9F6|g{H4gI&NjFMQc_PjI4@54UmomIwj1!~ zJS_UhN_9KcjVset;$Iieg27%D@vNR$Lr-kss$%EFM-S9P&nf&X+8EoKrBpU0N^Cd& z`!UGjZJr#y)!g>^{k?p6FCB>Dkq{e^pX`TN&h~iee>J;qS3XOiV0^J=UgLKi_l=R8oPZO2u$f|7JS)s5C1AnEVzMsw>2CoWh4o1WnGOERBMz z=6` z;Me?A1QwWU7?dB!XiTqxXHV1?N#)VACLYQWlLVS_YI&ROWi7(0Mfuvx;6o#n+bca! z0ptkf4#I>j-M-9R@$hNTc5 z#d>#EG-g`UES!p2w2am_oE!5kh9I(aCn&|N+LW{6Z}ut@2*+_nq|D$V<67JFwv<-o zBE5*hR(Bf1C?+_Al(~96?djS}L;RIKvEs(Ljv2(-*yA~>t$W&&6rlSG3S^XimSzls zyV>B(rC+ye2|g*Th$$Z>>*Jj0#{~qX*i|Qa!sYT5x!Sf2pI0n-PzAvBhzdPfJ_Wd$ zhNfMok&KdOK!kRi#|9>hNo#%3N(C*Tu5(ekXjWx6;KhnLZM4&QiRF>A*J*+dwDV&jYL4E-{ywarP*S_z3H(yyeo3e(PEN?Bh(v%W}* z8Kves$yLVXz6i!yTBNnntS~a5g|%kzD7rx(EvPKcMjqLAg`KQIqZK47;a8gjKxB5s zC|Qs;)|wC6-19FH!0JpjozMwaU5Y;CAZC6CPSmgkZMMxEWoL!$bK3g zjukI#6glH&7+bIzLw0Ido1aD1u1OCvY6VjkR~2I;j{^_QV(9wpA=J z(Y%)oX~nf58qQ^X=b}yGB?_p>e%csorWMV(0nC?TRR*IpBMnmpT6<0!a6Ih^&5~Bw%48?!fLL8_08dV?1GgHB1&KCS@NNEA*1Qk{U@)Z((^}uq9)lZ_ z$f_tCz;H+jR|t0b`TwGUhGm-@jpH=HaIT(rf2KKDt-9319uP-jIh_-7ngK5D<@3%n zJ!|bDp+?ef26Q0Pf5_+8lEH(%H^iL2H(ypw&1M$T)svFIZto7_$F6;?Nk@$4!`vhK zrDF1)I6Z}Zm5{Fg(X&7Wbuo6LRB)L8T1rdHwF zSl*U_m#$oDq^z(`a`TkXu$Lavo*hPS@U?i2Y#@}D*Ouf=-%g_LWd5rKP2}4nAny*&u+9}c=(u-qjvqJ z7k9Bgz3I$H+{neaPczx>ZB#&`j$XNO%W1ur$EaDUP5I_o9zfB?hqA-VzUsL}OJ_rl z;Br)*a;0A^Y=`iv3ID9bsfbbjhru;(H}*e)>UH{U-B}WUk4bL6jo={^mt(`2g4o`L z3tYGYg5}<#eO&CJExaj7TA5D*Kwl45YQU=2JMsBztiE){H#KSFao2>M@I{OBh!rP?l-bi%)8@K zng>`$4c=vz#=x-P!Qg)5;hSVRwW{&jx+&lD(!NmX`S~edE3QxoU-M2+Yo}Ux{NcYL zP>7JQXghT&(T(az0lJe`#JH5xI(90A5w*5=XGXFpU_3<&?lJpcUT}-x;vWz^%0oyF zomYB;x16@DDSh1oOraKdK+3M0Pg8!oW%mLY@1MaT_C)`%(iyh&gI!>?Gx&SVsc{Pr zU7jLb_HPIXsVA}6(UE5jPXK7R{k9S#iPT&-;R7cWAkAsng0Oh|Np`E|!;UbK^R1{XqacoTdy$v~W6hczleAr3jw|3y(Y)^MO z$yjZ&VzZNnC0J@E7}9qZNgAXtn`+eByP^v@0X&qrCHu%QyddFED%Vh}kO*&^wWE1% zxsT%iwgW7`4Ph%9*dWnz__GQSDP%~q!Z2zzF>qc|<1e+=9S&{}1Nl}pvjSZlYr!@} zlkZK{98h(8!j0%&Pvl*CZ#;~PTt)VZ?hV-w*m#YMT!U3T^OUes`*=K#pG%TI4vwRh z>dZH#x#55QC6(JHxR#yx$~QIZZ!z_ba?M7k?jn8`+-q*lRvJd_&MFUx#h+AwAOuC- zAZxYW1zlY&ySRs~KLn)hUTj(wIE8Hgv|+=Z4iN70Yv=Odt`7IGRW}!37zj};zGel9 z*>lbjByZTF!6VCa$yT9UG`#J`c_;5X4n7{p4SDQJAp3?b zgZQIf5ZQmSCJBCw_JB(719>}nyf=BgXSlr3Qv3%mh-h^1t}Xa1FNh$o5|6Sgf=iL- z6(G5+!U1@;7v#9`GFJwFJWqxum#`NdeL(amuwetFm`AeVk$7KH7jgfM<4<1P$;I*R zws-vQxck`p1bW^9DSXL1eHM8Ycpq68JN$PAVX%UyyRE0aw~v#9>m6G+UsoTHxY?6i zN9-N14(|)^`y04*@K7{l|DH|rJZb@ts>;>wAPoNo4LK0v&JKQAcuL5;qf9S@vc4)Y2jEN zXU;#0U0~yhK9B>#6FkCu9)TAjy=V9qAIN^;6&|7DpBmSE@oU@~&OAcdKLk@REE5J8lQp(=I1$@3`ObMg?+R_FvLp@8_kz{?EBl!SvXYp!xqP z!55gmi%a6eaCO+c?H?rrPDF=1lf+;4``wRt(OFOTg~#|ocKqYApwsy0eh@ic0WV6w z(|w6zKy~?Cc!K$Of_c>6X}?4RKq`L-m%8=iKh*W~UkCq7<}Xoh5dTX?l_NX_{*^lb z-{lY4$t&dPp5__-wL%gv6!6=i-}wW;ECb?rt-lI+oCW8ji49z@Z0_Nzw^y8}9&Zf% z&L$8I{kEA)*W}WL5j^_8@(RfOmy`nHV4eT=0Eg6`|8{R9z2`sesqyy%AxC-E{cF}y z=M`K4hYI924c|WpQ7)FlK)$W#X4B>tJ2LSyOvv$Kg&@evHXgSwx7hm--ku3LS$sPT za>V5ysRIx3F>~M)cv9lYhJQ(g^9ueYPxXIG`d5{~c)aalKIP&rCS+_~k@MUZhf9j< z<{@9#v&3~Zud=)?6q2iif5azmSykdG@F<3mjp1eVe%Q&Ar zn1a2#V&jcVCof9lTjn9c_?jbpJBlNB@yYP>RO3ln%i%U4RouIWZ|g>0F$@&P$3KLZ zk>iss-X+F2z0S=m7FgsKOBNrNk6-YhU$)@|<$gEwFW)HrNa;Qwmk&x=LOJT$xI^rd`7GOjF=GMtCzgH|X#pCV1Du-qrTDmzyoPj)12@ zq0kL@{3{gFUa0D5q$qSQ?%fK;4Cn{ zXd`^(@X|h-($W}ng@_`eI-`Ht{HncWkrzMprGn~~dZZRusVFsEYss5xF6uS%m4X+{ z)+|LwXhlk$DKk^)D;mga?DJU>c1*Nk8Nti0>6X!My0E4m0y~*5l(_xAtK(`B+nRO^ z=nUwRpd;j{H@Z*{iQtI|V_jkZJc#x9=Qm+{m&I=v1G=K-QD>l2MFWoIC%ZVNg^Q`| zwbh}4fJT6l%lTRbEH5+`SIyR{4Vam_x9+$0E=JqVJ!=I;znnpz}Y zAG{R2v>W%hO5Zj$@0;m_0Qjf4#p4ZdZxw=hG6=jLGOQ*93vi%I1eOL(0Q}?M!gvit zuAW^QV3pHOB4eEo%#H_rUk*F|H0aXAK0yX@??w8qvM(R89uK0h58U7V%)KdUzL#5I z`yguh53nG(W-2&8zmK5H8E*2T_NT1&`c4S;wcxc(qM7>|B}M{e5VKw=7LF z`_T`PN^vj0NC+xa3Ymxo9{rmU^B`*eZ&H~2Qwb>T{#J{ocQvicp1^~sFrB}JT(=*M z`kRxmO_uQYFA+CI15f`g(P8gJDZ#&mG;EV4ZU5`H@@w|DW&dUz0U3qYk1V3OTqG$T#^ zX%PHBXjH!UVi^SadCMjT{Sz0Sh>fd%=94q~(ZB5aAPU8gd9-U=ZJgbo`&62|9&Ivw z`?-`|x=oe>{HF#`U{^cx9~y`-5ryshrt|dbiQ0|E1#y47h?H|;uIE2lVD%u1@}C-@ zf);4<8UX&MQ{5iyvV0?8R=0D%sJ-weOHqgY!qawtuI`U8(_`2_#5H-{(~+Mif9j_HHuRWZ%Pk?5X@_uri62`8B}O);nf=&K zE%~VlcKSteWDWdbcg>c>qun1x`+zt*0psb{U!)wn>m&r!KkwS7Uc1%s-Dfef*LTjX z2T{tM6Ohi6pEqCZKL24~ZFlWPjksGPiVG(`X^yMc$b`SGIcezm=V7vExFBP8n{1s6 zYr~Z2Eq+MS2MY2u+e0AYg#};l8=|y_xa7cW3_j&iCbUAE!kLzVJTOK*D;S4}VlT71BJ>efpH;W*?n_Fs|EjC~`{{04TrQj_QL&2zs@Qos zTd`Y70zyzUyd>vFB%#Ijs7vHLkcJY|gW}0EK(S_GpoBoXuy#A=)geM76--+f!z6E7 z`$+nObSHh;v`(tpaBZd%eL#|+SU?&}flIPX0laJ5-}{y2e>e0$VeVKd_2bzeb_4!q zxPM`{sJgEH)W0kW?%O#*$9JDet6Y=l(rS}q#nbB2sY9fCC2R->vi|oHXSv3zYc%nf z3uTH>mEZj;bXtpp=~2o*~8VtBTOK%^lv0mRHjtp9&qic{yN4Rd5Mfkb-;wgKjf>elr8PW$hzM zX+qdgIG1p92Jd{w`Aiq~%#z;!q66^nlz7+G@BQzT`2WxW@OHotU3>6Ar8PlCs-w^f zYR|Fa=L6$Q3y_ot@t>=9qG51Jdpq4HXAr=v(j0S{uUCRkD-~LoC?eJUbQ)@w3-{!K zaq_HK^DHY7;-_SwNsLezjnK^5VVv$^M_kk?P}Iv* z)J-x5=a7VvNv@oibWY9zC0GVzSb}1vAdWRsKlZ=xaqV^xg}U&DIw!T%#Y9SVwNCd$ zi8jZIt0qZTyKqlQbq4Ri2(ewyw}jD(^FjHFI%ol77k*>sjB?OJ_kbjKP&}fx1EbhS zqu80M*sE`~;#RQCS^zhiK{oKos z>5W(zo?6%6%Rfnc#vj!UAWo6oHm-}{r+8?4$?2oGnbU2fO+VMu9Bh=osNbmy@^Gr0 z#x=$Am}TK^&M6{?10x?8*M79GaVXcmmgl?cFVh?i^GB?I$T`TJbHE1%&KbU4@4#}e zcX;^GADjBnt3Jsk4c$DnccF*0N>QebE;x-0YGW*ut&dzskXgX}HM#HptM}J#?FTqp zFz*{lUv1)Ucu7k!L2J26WKu1Hf`;?wT z$-0jH_R%+R#QT8sh;w?|YBM->{kL_(Q_%Y=$v(;Lp>1=%yO~~liJyn;)7#E}IR34# z@U>*FMc~g;Y<-)U`S-6m>N&{CjUmBra()n_#kZe!!Nu$HBhe#jc`CA{;Z5rnBa&W= zC7xb>lMpi&uMm%DUChwpYwxY}yy6Kv_u(&^C!YJoa-V9rTx{bXBhwRiREJJI+8F&D+~kfoSlDc6zq=r}E3>5@+J>|H7Byesu~+pBq16CX zU<3`z>bRyvxD*fvn;&sFuBP>C-&%EpF|UQEnt}bh@Pm&he#QA?vKE9gJmPazKt_~+ zrh4;6A{7^AZ^CyUd&!So3Er8MNuS#u4R*Il&kvmvN?U-mj21S8r`ra)hL#OohgXAe zg%Z15?$yb1CBomVWWB0E2wg4(WGUiyC70m~YR>lkPa|W_AN!*2hw7$%+^PlzN+b(A z0Xw6C_G5wA$C}W5oILXTq}IB4TVu<|tZ>r>o6|G2iK*e(& z+AkyL9kAhVR);@E?M^YDnk=byf4>}T_-^!DI1_IRS)K{Op|UUE{su9ddZPq~`Z+w{ z)#Gwr_`>q-yR+kd`2Nq665W$dCDQLqQBD=`yMnVc{`)@jihE3Nw@!sj7aDh;H_Kcj zXtu!VJs-&7oj|Z$b-tHw-XqAA z3ExRzUh6FWt51}#TFg6<+MJqd5_aH2QO6|9bOZ@Lv#0|geR4cUSS?F;?#wkc)cD;s zJsScf5or6{_dcT(GqDG62kU=pL0&*agTzcMKYdNU$o@4X`g1# zR(?|*6gThnLa)V_{A|vh9F5NykS|E+sirL-VeV%jL z9DKZ&?a2G3nD>i61ofr+TL*cgVz1u> z<6sYI{&%A$zCYm8auacS2%N#(bW|De&UCzVSf+2yUG|(!R`_i5@q67Hsn?7-bBe!+ zdYIl{XogguVLa_y6OkieD0$kcSDpb_2!JyZ>hz(KGYbCC5v6`p?V z{3CH7^D)05kaR5YAa(wt#_i}V$ZZFqn%^w@hgRKwfC!f~@I(5C=?~NT-yVU#}b5TFJ;%6fyd3?^{HNt6 z;*@PS)bsOL1mk34twa32V3mk-6!o^@WNv#O+Pb(a;u*_c@r&Yp@v2bjO@?0iOZRw| z*ng0n7>|!(Q&CZZBAXhw@V9(J`)|R)UrJYR33$r_qrs_9f(Z|!e^m8Z5z%g@e&t?z-%*v$K!fI_M*)9>=uz%(a$JZ6oq>e2J5>C( zy2KdXpGnb^rK=6VHbeX`9u)b$HwVoJWS`0=eyAD=F!j_pIgP8qb?nm&z5H>%?!y~_d65&safK{Wi` zUluZ-O=zj=uL=oXC|%v>n(0>lIo&~Y=KV3waX3@D?v(cN2~R`MQ|2x+0(2QtP-!;B zPUdo>P#dAve~tZj zrtRLQKNkM7DoBDVHGf$Zy3{9srQiYOh0Ux>xB)rUhkSfJ%6yvq?6on8(j7WJE6nF4 zTxq7HdV+o66uQmHyz^Zg3;dsiHlHl;w_W^i6s#JrF5yJV;QBCi8t4%^Z`a3G z?VPkd-A9)ez@pOpNZQYpeXOMKf5reuD7q!%>Sf|R)P+ejMBNZ2*cOFFlpELM-{(y(+kM5IIF23sw3@*G3C7CqS9o+y2?4mq~nmniOkvGSR z@&^#9;Cv6gpL5#WbZ=kWH}Bq=UJ8;Mk{BaDcHhT zM8atFA?aoi`0-<%fy{$n6!O0)W8i;Oi=f$C&y)YF3jag{pA$n3?aGD&(=3gTIMI|l z3=q}G^E&2*NL1%juWNJ18lT57w$FeiaF^xcX}nEki}5E2hQ%TiW{|NMT9Wr}0)Opz zW)o`U|MsOPP7;sKX+L}&{?$Ba*Jl(ztz8*fNjX1&#P7Sex%aotVAQayc*~KOx|Obo zH;IW~2DcV9KEM~-k}%k#@{O%P_HW`BA#daY-#fPUne)Dhg1%{ts2YU60RzVjZ>AhY z8|~iJJcFj&%=lJ3E4=v*GHdZx<0Q0k_RTSjwejc1CmZ`uFD#aL-+aTpmB!28z1sd` zVzB+5mr%Y1M%ZgjTMkM5GW)HDrUbsk0_ym6YkKSr#sZ;H`VBdMe`>SI*IxnKG?I_Z z35WCk3_(P;oX&Wz;sdH@(2GFCaCi}}g;b71_u^^%YHuzZ~c zk}uBVd1motY{=d3;Y+q5$llg-JLXO`B$2GsZ#x{w53bZ&#+-qGU%+743KBdW={;d( z!aOzT%*WyU+dQ_ynU5pU{~tciHC?tpeH<5OS8u``oU)H|xZ8uXnK)?*A}-D|N5|Yd z$=v+B!>E?uODWfsG?Re(TNB!S*W~y|l--xm(m-1^a)8$TOUz^4!n-DdUV54b4}~A! zr2dq3tKv7Z$NPdtOaeM58^$L*-TbaMr}g7+{+wL&UW$asU_??b>~ghXzWcxPuW21? zLlijYU3`6;NooJFC5)_=(~BED%}}ii~Mhi&9ge z-um=PZqFsNh`6N< z8i-92HN&!{Nxp#IX@pyNzh% z($r`znFf#U1dA?yFA6QY^t}A)(7?s8>>oaB7Hdj_*vm^bs+LE@YvF^KXY8UH6%do~ z$3I-wga#QdH(d^N+NR)nn_({UhUJ@XqiLaKq2)sLC;R<7-}KET%~}oiAAB1!uQ6!_ zG=mej=)YYxuesZLd;iL}x8^k#t-AYM-@MIh%(uO=b0|k}~t{7SPJ~JCz3+>(9 zd6XQ|f(>#x0@Q@w0CyJ6G(md|8A5~LfO)+;T!}d*eS&)58S%&aa+T=Ugy>2cn;xb? zVB?pOufA9|CBN!0x+iHM8?#jxsO{@X!>MODZ8RT-s#t|*Y?i-6?NApdWh3hm0N$&u zKC7M4G+Mwc8hm^GlMqJeaX4ETMF(#2G}_-&a9!*eK)~7wNB76*XJ2yvDczSdE_Dn| zal<>89@A_r3~$gZsi4kxW=b@J~k77{`5M(Dkg@iji30vVM+zwy8h{NvO@g<2rd7ja~$4mUH*_FW-MmPq`e?p z_>x9Rbnlb!b7JlhDyr>7h=)%*xKV&jz1aieB8KIh#Rijh;+spZM7tuJv3Q@mc^ASl ze8U`pmdsT@<-L2}68RGP3SmFwSEn$V!X zcqb_*#^O*#YW(Io)B$mD#XwP=L#&Mc`pOYMS!N=CB%J_GrsAVoF$F*IJxS+LxeqCP~v>yUH zf?#~*151?8Vj^y%h*iShkGcrjGi6Z)s9{qMAv_#Z;{guNEmZ;-U^)*U^@~Li` z+`@CXlK!iua9HGv7Z1lan(WH@KkZ_D$Pq6nAEsVsXCyX6Ez!Kx<>{QtJeKPqd6yD< z4SfHa1lOIMs7r@Y_Qq&zWX+CR!kE(nz-Sk5Ia1C8(my6BM;4INW-zT%I-+27pn;6b#q96J%% zIDvXxK%m%9R_8AP?x<>PA5$~+b;FJwgh)6Q-N45{%i^7}cO_!-1SV-QDthz4%e|0j z8VQn$TbCXShC185ZZCM6){8u#69~K~hG37C{%xt}$gEH>EjEn&2RPA*c0QaTqGol$ zA!RLiwUxG$qxt03B74Mbhpv6-PXUfN#UHKRe3wMp7(tdCN014Q%V-)EankfE$2+fO zR_h(#Wh5M#A!+zF`7eA_eDao|3HZ?3I4b%P($tKZbiRz-a?zH`!LI#?dm>KhDjJ?V zZmGDsszklKrQ1trxf>Wz&x-OdmXbW)ofPa}Rsv=(hNnqx=<| zoA-%JHL`>9Twy5tK!|;J50C6eX8iX*ywszM0_$L28!lr!I`^YKfjD8~#0ZQqJl6}wm zmpuP8J9ExHh7&a^H0jtM53*c%O3uACcu{*jdJsOkEROB`i3=igs?JMrpD-&JBC zs+ib>35tD+$9IKZ2_&3%*-JPqVU|l5s1t}cpc4MZP^N2;REowz5NZuMn;&#Eg3GZR z{zX_d#BeQ6HFCFb#*bEE5n#*i4OpG(e!y2lb=8FmNvns_==)N8ua|lX2>Jfgdn#(P z&s(G6purImaxz=vfL+U+f4@AWFiifTno2+0Ze(3(qJ~;OY_Pa8qjW`R^fDcHWX6@~(?3Y?iBuA>vovo?#j-dx_gvhe|C+LbyzQ_?z zcRYNcW$b7X`{B*~HG2q3xt2-e+1mj7>d~2PZ*?ZiuqBY%V({zjiGS{3ps{81tT?|7Q%CjZ%P!&i;Fb)pi;r-YSMFkOK0R3e zE%?QhK#kHgt(M7{lqUDoJf!Fo$&hMY!*n@y(qm%X-r1ZiL_Wl7^Bry*j!=#lj@ zRraWB*b%kV)?GSuIJZyYxqhIuiCj|8gL;9SYB-pAmR;Y;=(JrEWB2@8Nn=S=xIu*S z3?k~w#z@S;VYZHBYvExF%`4WOfWjLHr^(=?kV1OCZziAKut|>$G=VHS#~8fx#)@{0 zXZ!?f-VOx6f7T7}yjF>hG^09swn3FO5@Na5l~-7JuCP0>vfkNWU2+o8`)TlE^sa-9 zK<1+ZxAyMnzRpQ3=6z-E?sp*ubzJU`=XVfgz?Dzjy0vr{MT?m~ys|-bSG(DtUu|$> zQH^7M2hqiFAiA`xF*cI}st=0gkaNXtvr)Ln(-NsA{@>y@x~@QkGS!RGVk~ZE-SidL zIWHFr3@;y1(HZ5m9f(~4G+17bkt0pl$_1VQoU<2X9nx#?Lq(Pi3MV-Xh0xQH)eg>$ zK#QME-JJC9Wn;((SvhV!AL~`+Uk=`9QMV9XN-0cb%B!pt%)(sp?+X;5+nf8op|9Ejh;8Pe5M|UUHmDmimpI1V3Bki{~BICxsB2?dJLp4tkANxK)qP!YAwpYXtPbtI3tuwdsK2QYtjrQ2q zbGCi_ z{;bFMijw;%oN}%ycZ%lpX z-5a(UGxc`mYF>lI*uQlmo;TQS$mIp+-HP;8A4OEODGB4&XIdsG1q>QZR~8E zi_p*^-RH1KJeMN(MfItTYjtgu7kc9FMBZ1_6$=aZVJh^N-IKF_U;WRJkwTaZ3B?r?GJ*EggF++y#v z&@P-QyeLI$FlC!glu!i4h66@yL#@LivEduC>k7E$2I4izwFX@KgUt@9%5ZhB)jOXM z($oE%71sT@b-U_@GRxd*Xs6c$YxBfT=|j9Ka7+CPh zGJ!%Sz<@UecuMSET5)}<-k$_euqa4F;N#h0Qvo8h%U2Xxo3pKj1yz^GmGX11)ka1G zw-$Qw$|INgOG*r~o}X2W#2w`7@o@$z;_G}GtP=Bs7R?Fdb{OzQSTrZx{@HRfVLET4_qWbO%S6K@)^=b}PffT9@m>S6WFC8Y z7zt`F=1j?Ie0L4F)YeX9oL$n)-%1(e{~2-ml(1B@l|7`p8+G32p|!ivV0eAxAYWG0 z!BO!(y0I#*T~I`LY^}w<>9*|f*Wn9@3*U<7&5TY&izKzsEXM#*EBQAyH@Pa3sA@28 zn+A>XLv_nV>g^luZgc?_LHEUg99|Fhbsjev(q@m3cOCS8UJD<&Gx+FZ!L2>6y3fOc zQ`S*K6SvTp76Zpb+h_*05o9%~3bDJF2UoGRyt|~TO-uG6rfVgblEC_znb;KTTo8nB z$#L+=?qbHes;HSR-M0eW_=4Wm=y%3*qI@0rIT%fVTtUK;WS66pWB|nuQ1s&h;h6qJ z;*HtY1|eM%q9q~bd|JP`(3aEyhSfl+(C%*^YgL;nyqZ^BgGk2ultcGTJ zNf0p@0&+Q#-@;dw_9@@yZv#h1skgp=dc9;CawB@XN|gb4XnO;j6)DigrAWG}fp|5h zpnMuS^u#8-cI>#ia>jk8c5F0x@`_1~jfwZFL$vO`5g`(3O`R3ya>gYF^{;bs+irIe zuPEHmgdk-y4^)36e61a{CJ_=+{xJPHp@?QN`@4+JtI&RdRX%B}#0bd=O4Q9$7PY1EH-%;16{OVz|rbOcTVj z5B3kSu(G5G@xQ#_KT&_K!iz~@M}_TeIWAfRk4sxCi99AXiK#b{7}Ufb(KyRh#lJ*b zab6L0d#QSTaTZr60o+y(QQunKKdc%bLU8b$v(>_YM{neLf5;pg)(o^M?sG0?4YpWq ze_+DLeFMv7-*hGD;cjeUEosn*OPfNxQf_eX1x!TN#3(gRR>as>{8fpV;OpAPggY6D zlX>B3>}8PJcCAn3$gza&8y~AkM-%Ed)5py>Lc*vO`PCqI*nm%bGm*;@1Sv-D@Kz4J zH}YH*yqtK&^Q-@N-}^6HM?hBVv5136R!_1uY0|=pxuXhn1osBS=OC~3Xz}y*9ZM6f z0p+pA24*w<*Q__A{H`Sqs7ncB`lBqqKcD=JT)}T1Dn3|T1G%wR&(6}TIpP3kuz7t9akK>Cr7c|6xUd9&l)_cF;H6;)ASI(HM!LDm}=(s-febuUNLonn+M=b3I+u%U1*Q593D; z-(jSKCPKdyENI<-f(T*zG$B}FuV3?;Rh!D_<){YMX6WT}9fv8KhKz8GbJ++k{>Y}> zXAe`|a4$s!&LeBtE&9%l;dO{E3D=3wi*OGKhVO+uN5Qh~<3D58MI7ILx23fChYR?} zKmW7m17rt4tUgUjN7%#jyL(5O_q%)d`{1G$-!BFi13mA#{ingj*Q5YZ9wov1Ys_-= zu+ur8XdLpix$L&(9oyb33eq=iVtd-NW}kcv6*jMRDw(CE9+4PviJcSn{qY+czr?KNTsZzc|V8Dz?$1m3-3)9QM)6bhd2htLxKHe{SAlu9~}7Tgnd7kiZ2L0MT!1&Gviy|x{0Mfu}? z1lQv#4{g#^0d`>nfny1Z_A7^Tv5wr}^Wad_P-8=K+2@=3nHt_$$I(xYW1oI36<^&k z=uvIntF`6+3`9u;8e7clQPdRn8aSe`6ifWaQJsVz(oRXFT)qcadcWUN`RJN@@_XKK z_081%G4`SqS^H)HxYg+Ql9~(Oy2d`-=ze0J&p-6|n*M1f@&wtu-TPMAQAPfh-vEw( zB#!B$&g`^Ow&ScO%VTdJkv8-zqzj~TzUoMEHcTCE(=|8sehZ*l=>0^yTa}6vU{$bX z#%3`!+4Q`-)$71k=l>F3N$Vhcy16R_cD%G}cg4@&kSEj+*xqQlyK@C=D6 zJMnWQDPKGEF^o1I;TIz|?}#sq5b52v$SE(e2y1pmyUaay*5qcy0I(#}eh0s${K#PT&3JX{fV$ zToeVs^6{z%8LwuH;dT4S5y@I_nEDOdejsl2#pOMoEiG{1t(fDSO2pHpWXIc4#!tc@ z*w{XISZt)$o(ZE^XU)V#Z=M`2dP*v4-O+w~P2!Zt81RhzjreQyX6q&X3k#%RNRneJ zAmR#V9)8J(ZQWN3r@5a5=C!|J)5Pzq#dORY18`=@T#~%-lf_X7bMuI^2W)pKR1I~~ zlUk7z4jH>@wh~yqJdm&SV?NpDOUnBXKQNr-K0YLlJy)^Hq-7_!3C97jy8wN6`k%kT`_MKhK-Edw<=RFfCwuM~&8l-5^g!F~Q8$;7W;U9m~0vh-6Kn zEhi>s%_nz41mx9{Oc>P9?=ylNE~Zk^J-Lu{if?Rd9D9CuM`(llbh~MCcKaARyYwmT zaW%cC!k2^cpcltBZ**6=I1@Fr^Y6Yfo2udE;p6}!g1S4(mP>+31>3*uP*0R)y4@9 z*uU?q;PYhX#OCm;_z&1F1xak%$b@bpiwRLbTSED_!>%#(u?X7S~nSbyVx_a z(yPT5sBD)vd#`5rT-5z?WLCqoz^nq|u3<}u@*VTV7ZB6%r}auxcK< z|Mj-;(lJhTB&kMf$kp(E-z;9uczs=p5VJQt^}*vG7HckR%xibnuDN06wDj~nwdD^X z#vZ%Ik29dpL;ZeW{QK=*xoQ2B(OSyAJ2}SdD*}vcCZ1Txmgist4emu8J#m~i8mXfU ztetL57NaW3zHR=K<}g#}%gx&F&ceQ^VibQ z!rlN=Mxk+g+9)H2nDaQ1FVgXmWNng&73I!bz@zC_6pm=?(Qfaws|hJr%!B^xZ!b{a zW_W+NVolpb7cKd%H#oUD85PA6jlAC9VxPJcO`Snm{Lmp$A^}BTOj+griPGyj#R=v$ zZIdKZ6Y1hp8jvMtT_WZMD+=Bec(T#R7s1z#C)L)NN<*UBlyYCF=?w-TC+qxBtu{R) zKs+M)5W-MRQKwLk?7RgNjX%EU9s7kO-qO@$KfDwp1O1iK|*ng^Y(!AmJuy8b-&Z5 z>{^Lb*s} zU=I7*)oM?#n?V~)_FtcfGC)Lv9(?DtlN>W$i@jdWD!5QhOND*)nZhI*&s$P+e5y9f zcc%}s6&V)IS+=~4;M(4)Q+a@Y0Tj3|=bsiirz282TOKi;gwcarT5jz&a)c;O__#Y+ zSWaer5*hm;x2%L2l%g24rg3&ByRVm}sGnA~Zn_)1xRCaK*RmkZ2UH z(U(Mj$!>0z-)5wKkCQIyb4`IU(@$5G_3?PWzsP?z`f`g~z&xJD zuP2=;hzW!?+0tu8io&~MSQQu#w}P^%`fqA)V=5p7l3vj>`y z8|T#HGhr_`P@tV|kpP-m6;XyYdtgKU6Mu21J6Z|M=h(rH7MjnHgkNnY4PB7{vr?MO z{cIk;V*i?Q^TsFLsSSaMq(wty8FoB!qjk?ABA2fW`x&=!vKRf6DC!|!iQY!s-i@D( zQAz3s{AJrg_HfPZ?-+so$4MJZuhkM(KPPRNp55z`Hl)w)=%fwMYk=^OoU}oG1{g@% zxOH}~Oxn17cHd0e@I1RePuk!-yL)H{-Sx~A2$#PYVL`Ynu`%(Q&AQ$!N=+*I{hpar zWJ&m+p{EUfcEIt(T3a^oy-NaLAg$FUk&C4)85YCit{KFstB;a4$n~z?-;jnr)KPqJ z?V|FgM=!0~I!EnIBOUE>o_Dz=P##jYfmEi?sejVEPTCOqgXYHr?Y;V(7gFS`eB4Z* z6JD~)?B%+4Tnrbw7}5JVg)?GU+UYTbi>Y-h$E2S0Jn%sHqB8ss4x_r-?!13+@Mik# z{RfA8S1-=K8K=jY)@5*(aW}4Q>I{Q8NvoY=-VS_B+OT^RGM$+cJY4&Tk6jw-M%x@q zUM*as=VN@gg!ka33$Kh%3G|FWYtOI!?mgk%13tUC@5w<+Vxf_M3&SG3Z`5zy!+&Kq zsyqVA4nApj98azKehGO(?wfa*^R? zXau@?uK0*QCn(!?qu#qX2maJC*Kr2yk7#Q+`c_tZG_$TJ*~sq`UB91mUx|P2XZBId zQQ3&?hY$FBayTu(tYO5+cf8E&tNT~)!1fX0{Pc@)#WVBuM-#$L;Y;^B`{t(0xq0em z{2DsdKb+tys$o-Q_KqVyJ9BR)eeJyH%BK51)|ztLG92DJvYNTwG&WZ`rx)&bVuh!e zY>&ZX6;KM3pps%Dq6-(!T8E6~-&=>@m(iOF6A=ObvBmrE>*$00g9w|w|F+S4jh|>a zgU~<}&I3MG-@;+&CIxz~1)H6$Mk^ZYovZii9PX7^Pr9{E2qkjoC{MgLTe*XnY<?^NA;ut#HhVH@En z*ZD}2-2FAaSi%v=Wl-0^G(Pu_F84O@r%7E)EayM%n^0&|Kk4sgZx?*odP9%#c;5Y> zL%e;j8y|jeus@BDjWWOm1~!%g4XcqYQ0PGy>2aYAWlTb2=LCbIZ5TZjksaPQxF)(S~6{GBjGNa~qta1yz! zRS)y0xH4u_OX)sk;pvX^`J?`}B$)4iq*(w`U03?7pk&;+E?mWy(izlk9+T=jonA2Jbs?r> ztBYq%t4)!flX#&f1j$7IkPP@o(MD}ZWb(`D z>mE|1T6LY%wd&>A&UGR+^HIi6Gv{iI{*n#Bnqj|W!$M$l=?^yl$VE51LtAM}HN-V3 z%BlmnA*&dx!vkf`u8ZB}=VQ^Cz*zNi^)<%^+d;{iYGYb*SBT}&(?{imD&?7>oVmc^ z!p|1KNSEQn1g(pAtAf$$DrTBjIj3E;!B9GXT__;4aJMez`Isr9j$3P|n}oi!lSynvF}pU6wV;ylCJmMDCG}aU!$=aU=@3saUyF2)x)|&N7f3$I+~U`O0At<^&Kb) zJ?sK~NvAVUr>WQqM+TfMJAipe@eyl5A7?=?6(WF-y*4G)s#_=x#AzA8O4!$*u-zO( z?YF|_=SmtHz>bybjZ*E<@>yZxgC~EDs_GC6F+tR_V5T1}OvecvxbPpi5>o~+CXU0T zGGL-?AX+GhL|-x4t)T0i5uA3^B|cCwlg6r7r)rtGuQ}~%b4svXckp}%nF5HWsV+vP zIW;nOMV${OAdjZXME4vu0fg7pmok`MMLN@dI$e#!Me@K|gDrrF5=2Eu52wm-VS)zm zh}6bEwd%WE1(O|xiRmgPVwxYC+x2isIHwIY$G)|K%Gp8b3<6l10=T)G<64>%FYm&M z`CM2sQ5?nvV}y3l;GZ)9{{J}ugl2Fl_eDbsdYN> z#Hxdsr$<0mF-=f0MTe&wRM5d}hZ{r4D~Zg`+AVsj**FCE)+AE@25( zDe9k>^sfsV_@C6JU01UEm2t|6g}HzGvaVyt)$-FQK8#b0r$_{m>D48^~9~KV{TLF(U=OX@r0q}p$;aHFG;ZyfltpxlvGyP{P5x&L_X@e;p;*?ZV3&X_M z(aJkr+jZRj9efZbEeLfa`uJOhDUdToZ6m+Fpb?OCh@%M6qY2DGFG!%6~w+M)@xQiSTZw}^S zM{`y!H#EnOIj4=mueCkAdU&yVMc)dV1EO>63eL-}18 zq0vLG@U?YRHAzwOHHq; zL!y0{S_qtOI!?hQNx@liF)b>L<^cZAs$(vI$RBzGLYjy&k`1FzMEmh{Mh2Wm_Fh~} zbPdzUfQJ`!&{%a*1~BvYTvLxX3uC%^NM!_nsTh~JET*2pq#hG^cxe=F*8DK1HpQ3_ z^HV)e4$PK=Qc6RI+x4*rkURF6gQ>RZp+9&r0`qLZ%+4jCSB^| z1yhEi2^}h-ufT%%H9AO-85z)mJ}c0$_+prJbc)E~^RH1eq?lvQEqVw=U>KVU+GZFY zJpE|ORbla=T9{x$7|X%R$aG?plLoMuLJpy$M1}D5s02_Uwc`*09LPQ<2&Ep{L2M;T zF#!u#EP_%)9twepM9??H;9820*z005VY2EeGKU*SZuKpK=8L1#!NzCa=G0N)5%jVd^Oz? z5WW^P#ZD);bWeUQyMLcLgdB&q5QF(DK5T+tSd7sM6X8-#><&}NfT<~_U|pDy-O><# zC|cDBMlQBYs+i0GxN!1!U4|sFg2~F!rUjkQ05*OoRdI(Bm>Ge-Y}cW0)msi?D(>V` zPt`x<={r=FfYUU`O0HaKiw_2KPN7)spq3y~$8Iu5s3DlN31v9nNAMc_;q+~BEr$}j z%Y^P0*PO`@BaTi=JYqc}8rS&oM{+va1e0d=i~m?6kY5KMwV-70{V2M|j-vljR1fGNBW#Uz#k zIRH4OIZYCFt}W^9A@d~K&92)rfY-5?4ot@a=2bw`&37q)xR<&p+R{}H3B4Afb4NO- zAmQrK4=E1?_*V3$dos~f8lA4k=Z#S^2o1t#-I#lY3W{rZ*?OnPTRL;fncX3CA&m3@ zmd>$aIGw8C%D))<`!I++PsbdH5kPhbKv?LCx}721dMG}g-pINn>@vq&V``jZYv96dF}8=oesID^aubMhsnZ?+vtv3OkiLNu#|^FGPu3iT`N@j$ z)u-2vuFC_1jy#fy)~7i=xKH+hYn18-Px(2>fzGw1yZEmfCeg{KF-J||IQ8Lnx&iSY z-0SFSNqi=!?|iW89_z{4)BtwDa`CEdc@A}~Bb7Rm@ATuO`{;1N=cVzQeRhRX*gW@* zfZZoO@8geYi=GzCn0C%IVL%X#jjre>I6wewtHpb3$mZKwTflCE#To*m%M8 zafN=?rL_1_FGma{vgnr3)CtjARTO{S#N+tU&7vY2p%iAJ2WR5MMUPIs(RdjuBC&&c z&wsOrIXwBdaR;4Jm=}((vAoz;oJn{0wh)8RrKZrVo`*$y`wh8CMMVnCKdY{5B7rHy zd7)S3$nVv^spvnU+^M`a_epAjQO3bWw2^V%u`uNo)y)L_CW9Wd=dx1^5mJ*YH*E~F>#myHAA9SE=n$Eo)8b4ersvaaA8QbMs=As}#adTqMo{ky zcw-}BHdvj6o-SA->LIHq54nqE&R`c3bpuFPgn5vFHdkpyo|X3)W2HiKcIc{EdD+Z# ze@^U=1Jau=>sG>isP%Rl?8S0RkM|eSI$*-Zi9!Z%yl}$pg|F&`x@&WHu5C~7(I)k0 z@Voi4$8-aQbCui1HzP;C4Q#uDhmToy`0& zVh(PX@anaS?y#A#xJ}Rr=Un}=46y@yjXu#Zj_^Ip^t_^eit!}hD1a&I>gm@&EuhX( zS^RIkoH)AiF5BmF+ehX&KYXYA2wU8_abvmQBoV=n?j>t(M(+Ab78B>WTEgpC*l}wj zebc_zq0j>>TRfC2S?uLCOqPtE%uHu`PxKkfmRA|X!Qxk|?uYQ-`v?W9@ZbYp=Ev2R zM9HTCUf;D3MoOQ9X)lMtsq?;Wi#O{`idNtH7BU=3xo@FqcqKyjAaw00HNx(NQj;mkorAh6J=pG;6YR;+bF#?w z=DdCvsd~U3dF$wRs5@6~)*U?AbVHP1STmBBJi49hp>jDahngPzg85Z&Pvti#^UxgL z1L1aON%5;2t%CAXDXdgRj!`BS@%A)3Y|b$sVwHsMW0Ey;ykA;t8nSWng-}LzT$P&{ zlVgY7rg%4<|Gt14qeILuni2PO;wHSXbj!S1@da`tM~dc6Lrw5cpvG8asZczkhuQ1> zEW_Kz)Oo|U^_UZ4!svlrT|9K^JN(s7YJ78#$#W)eAV}vtOWvHTOtN?|7k&>zfSQZg z?Ws-ym}_<{Y}rKNqc-&O1#|rp5p%jI?)%!jPSl;5HKxOKw2w`^FT#A1i*gc*v(D2C zn+1-ih?sOtc_Wx#53J@Li7bMS${_y-a{QZ1sk zVNEiM7#ZUXu42JR72@eNIHZ!9Gt2S_%P+6(PY)aAWmMWv7*b+RJt&?!8Q^~Yi zMDSY}Vz3 zC)X17idmxu9Zvj9nDr$1aED2-?P2^}QASg@y`HhynqE>^kiqLAOiE?o`yXbdGZszf zF_jtjSON;g5|$Mk(sExxjS16qOWz9MPq|?9|(E&`}E&EXwzS0 zCH8fJ2^+i9K3GuI73@lXmS@^xAbN{YxeoV!es@IZS6u-icoWYVbNTH6@P#9{z8=b_9~|L*~bQLRZO3>=_Yyxx=0twAfC5pVr@|gYoOCY zvo7y*xvz*Po8}&!%<1ea!@E|^p*?-l3dQfah0lvk`|f#8WQCF5I?|h>d-xMRWXK@c z2I5DnCwr=PO=V#lx*AGv%?XPp`Io)}EKqjEiJUC+GMsvfm9QOSqPe0+9*Uh4?K9gb zuIw=)vXVy4eXpx$Po%~XZXg=wC!U9z+m|<7)+IluW1o5*>}^YMDojt$DPrQ|>WGw9 za8IK-RiNKLK`_lw&{FZ@aEmyZWl;3B(HohRt1g zZ3KdJJ5C_4vL1puIhi;*zd+y2uo>L{!v6un@9c6Da`me?#D~EL_(kVg!sH3lstoT- zf_JPk_Ng%SwwImn$nSvaQ;m0aO!49uUvk4H72X-{hiK984C;BrB(tDsw91cqd~_Fl z*x89y1s|Rj+P|g8VPoeAFOMrc6e~du$6auhc4SDLO`OB}7w2K-a(xMXKJb*jrqM;w z{ZVo1n`rIIzAOZXx}7bgr$KROg<*7c5mwioAriDL&Ksa ze*r#R#-44Q^klw6nR>rVXI`c+<+j0-nA}o0Tt&|%PGb>ad7XTrJ-0FKJl!WxjIH9# ziisT(IC668ZBty{ZA0<*M)oy`be4%{gLxTbP_crrD zbNoo|a#d)h@)zu-HiC4}MlkG&8<^&_dc_&sIjAi6aP`P*`)|H8+Z<@7(=SG-k~dG94{tgQab_Sq3B<)ku*D@7+uYF5bLIE!Nz8Np7Nmu;xsoc2sqDED4W z-n7k_K$7#Q&G;>otP~O|e&zGZM54%fo-1JvJGb?BJ(c-^EUdj6NNUl&r<{hHd6*fg zlnUV{-bBG?$YF2bS<30L>q1Ql{QK0FYG>RmQ^K0b6PMqT?B_!L^V40>LR-@&R;%{H zP9N?!j^l_u2c~c%(54WCfA7%~|Jcpl55Aq>@Kdbe;Me`p^6i{&6Svnm>qSXc`qxTs z*Ur&!KJX+MtpsSN3MM_+{s^mC#Ip$FEw_99H3k2wO zgoT)0GJ6a9eWuzgZ^K@^TyS1xD^6Sj#VEiGa$l~9&L&@+YWLUVexbs`LaS{1GCshN zQ|+8@0L&(A09j0*-2PR^A&jzKrPNzGlTby_)XO>VZsYGg1w-X%#r&Er0e< zM26A~WlQ4T7hkDF=OnDMJ-)zLYqf3ZP`J*>b%fBD8ukt~UmT9!TWsb#)m{rm{yI*6poZjby2;vNaw0{UOkW9}azbdawHA$=}HWwXpP0 zJl*z(jQ?z#`|R2>a4eiJwtXPe;uBe)`hiT#2ed}5Jz8hhOddM5=H)GNT#;hkSxPNX;+JTS@#>d&nty{J} zyS8QBvzVO+_SUF3bQdo^tUd`Psq^)s)`D+0*RJ~Y;Blm{voi3>^nOyT;|~rmHl5!4 z>+$H@ki82Qz-=c07wCi7e-tfeJM7f)1Yy#V>nlOmz;B0l>lNp~_l1mGoDWhi{N>pd zwd^y$o=2|NP&~UPB7<=Bb3-8DE9DFdw)y9p<)CZg*Ynovw)J+(M`U-R-7|8tk2%!NtqZi@W{ICYL74%hrs_Y~b^21kmyPm~JL)(V- z9SB$tPMlI_pNZD?9ey}V1x_p6jM*-H)40w{FLEu<;RR^nYuLd$R>=@@KER^+=>UZpEMlJ&_68la+yS=OvaQF-Z;9=gc44}Wm zAYY z!D^MQtL48K@JD=Q1=#HHzhR@ISl$nnk+AEPNe!SHzHBD&D}CtTHOCzdJ7RvSIng}4 zZEL`es81ENNy+P+@l!!Ucz9;$w`NfWskO$SZmQ#P(+U)?yI-6F#p~#R6`*(xY9FAE zqsMla=I7r5byJJZr5H|7;%=Vv*bb_IQm-2iH4l8{6}Sy`@W-_lda+1{7lB$sAFA)r zhw}TL)-zWM9cqoThhaJcyKaxz1k4euAklN1-0vK!%D>g%Do|1B16t% zJAt>uUY_iZIuE)ac6_TWr5ABHsouSLaP^)Y^{^QCWsUhaf3G%X9gJAk>am{rEC!S` zqqYrg0%hL=0b4-X7gC|U0CivRwetqHM|4+OHrjFM`lF;qJ*|O*TLYm_9SX=T-g{p-W)JS@3{;W}*m&5b2DFN-${pIC zi@c@)T1C3+Kq<&II#9;BH1;BBgMby7ffW>G%J{D|fc{biK2QPsuT=OiG>_pOn7kt)9gY~~%j0j=E8xa+sBo$B-1L+e%@ z{I^1_3FHj+UoiL=^r3$l%MjSNDTn@l2(`~f8Z;Ewfm>&*J$EeN7C-*;dSDD0b;UIm4H zP~`)KmTmlJ*M;2;pyfz~1>X*vjs0KdDd=(e{}5^w)hDU^|40Mq@2Rk~Cvp702n6WY zSiZ5!_Ik$4u&M3VgXbseee~{hxhuQHibGax7`XF(`1rw_hR9X^)jKP;6ox2l7@kb3 zH3|5V^Zj-2z|EW*SpOYlh|Jb0w;hebXE&Jv%c;mUx}e$_?FkCEOVv)j)P~0V+qMJi z%x*0+yIwfIzjI1HwHEXScn3mC#M+e=(NXiT8}rL`2BSd1b8u}{^!o6X_S0a60T~+6 zxSIZAeYmXQv^K4#B>xs?;6PQB$-EMKNVsiSsx(sBLmFO#6>aMU)#!nYkekH8jW|EC zMnuNq*k+83Tf}bIoyrjHC!i0amX)vU|6*CiMr_3zscEm~0quj=pc0R*{-D6AhzgO4 z8A$tON-Ji_HL0;Ya2=<5d4JS!i1OCy9X10Pt-+P4b&>heu>&89oj2O%51yW0lUl8z z_aY-;E3sj_Sp+Hsv<7Ik4x>Q(04Pg0euV&Mq;JGetGQI;^RMO&?5Vo#GY=Z?Slb2_ zO0W74saIWho`((`m{z1Uph3a2)-_xiDf)sxb=Y^%0@S6E3h?R`qRleX`mh>m&YTaw zUHbpOhoFD$qW>cgkw9jIAA$NKy3VY%Me4dmov+v+1Qqs11<=Ity|RDJp$d8Z5a|tr zIZ5@s0o(i=cl2LX3DMXCi+U6yHws!iYQvsg;SU|`k30g4lnqg`0{7=kyK4=rd~AXk z+;0|hDtx*3)UkC_yHo2k@^4TFcDU6Tn?>>Fcjydwy3{fC>f{2THHbRT@HO^Rp1uR1 zBQI}gd({orys`>jSz!dtL_{Rmns209o2l$2hq3<{=!uBmGk^Y_Hbi&gDt2_ z*B=(Gi=9GciOWojF5Rw>%B$W?XmG38+7_ZX2ddGrh67*p-!$vL77?QFHMMoe(w71y zgM0g9j4D=GOhGn3glx5#)@cS^12_0*mT~F>D`cWVHfT)25~r5i4AnX`SOl!q^;oG~ zdp>+e7AQjxBy1Zvc`(Wrxt>^UQ~^32wlb%UTwXMRDm(I~?!cz1n@#hZatFW`AM`LH z>J7rzcTERJPpzlDFbtHX*Jy_;q|9&d8!j)6;0)?iL9u$cD`E3Hi>Fj*jj{Q6h@czd zcI3Rg(jc=FIuJ5Ww2k9~u8x|v?x-%0?Rm9k6-vVCRXbiNylG4c_{zUwUH^}VLo~gn z5A0~@)r&+AtnRP>fo1z#!YUZyuPgowA?I}*O8#Q zj@$wfU&x1VS`oh1d-{C#p#H%~(2YU`4J(n-A@Xw5n026AphgZ<*lV_g%PW9xfuSr= zVIMTEirH9oRRMGh3^{`eJ5rWjeKA}PJ!ML(=j%1d1jxYaw&Jb{=k}6XS@@Ef0|Jp_Wryhd-wTu4BLwfJ&YjA(o=-*Qa`inVNAM!SeTfs>|?2#zP zK$#Ux?4$+PYQ(g!0<;U{$rRFbZ=o?I;|wXYX@B_MsfuCx574YkJK36?zF6edAGy%w zKju8+pVX*NUyQ}8!g&;`8+3qM@m^yt1#QW>oetyBp)f?DjN}4SU&Gvn;y;cTr5K*B z(9dV4bx0aos~+-y?9Uso{F(1rX%)&MA|EYcU|BPr@CP>2v7z^4`qy|9 zH5uq-Ur&7Ni1p)=_U|f3qMIqX?_FPqCBu#%_rex`mz>}bTCk$h%Aw1WJ_}Q{|KLx4K;`X*s&B|Ft^W@#C7s~RMr}9;Nx(@hX2PwbIMt#FZJT+_;<) zb_v(e)mzxxyt3}+u*9e|OMbzE62-IF7p`MBerVX&TCg? zx)Mt<)GOKPCsZ2NHF}13$%C-*ol&xZX{Lp5Z1T4XvR1Z1w*HFcoL^9xbD^e zIm==uee{HktbskA;7eH{b_*YRt>4r!VzQ5((Aj>;e(d6fho(M5XHAc`Z(*M8Y%{SG zr5#gJXX9aC;|~@DG6iKBkComT@zRcJL+bWUw*DtB-~6CWaox_MqzAk3Zr^MFq;A?n z$VuU=V$S%axpWx^J`Nk4j!rS)*Uh;w=|B90N=IKKbkMepI|Sv3CLRE#D?N9Y9Cl`f zE8EF*`m&z z#pR%bGNp>WMh}lZeo_)HXD<@odf!;gF-ssFzOa)CyLhjA&qk@sPk4%!?1hIho-A5; zf0Elz_b1(dxt}9Fs$?(YTgl^V1Xr41e&HSUcinID49j;jt!(yv%$jM2nlAOhZ0`}i zaVD1<$yzDBmEK!`epNZ@2i2p;7nHnrnfQBsr&wO~-hkU*AQq;7VTQ zQ7x0Vy+|t^XJ$dOV~$YCTKBAZyQ$+oZ!a(_F3~VheAAq74v+A7>px_Q;={IeQwP`w zyj^V9O{Q+h3nyB3sT8xv+9wbpUO%x4X0P-NPJ6#r3(MF*Lj_a%p)GrLN#nPJTUuC& zW977M;}3ktNQ&LvEtE9%&T;sh{LlS%9NHsk?xGq#{cL0?>qXtq6R+QqPBIIuZQpc} z#!hzapsNJ_Qu2+n+l<}lY^h(XR56`o6=dpNT=9&t0mCV<&bB_+A0b-TG%o5pnmyBb z+3aw*h!jlXDIU$HL7i8VWn{g_NPK4d2m+>Yq>={3(y}p#tGSx3H{)3sz5e0h_~gk% zcAZ~?D0-YmOL)(ErjPUr*3mEcK9gcM+EMkg&@;LGb?PbF{p^)<*(}y+rp+zSW7L^j z_d6&4Ar-p2=fsdwTDd+uH91bM@}95Q<8nxL^DDbhL|}{y5(>3RU!k9|f@GCQI+->V z?#dFS9o6bJAtZE<=v>w>^9+qg_uK#ECi0j4BJ;GRq(v zCI^yC=orMpl`MG`uN6Y;Oi~r;@c8Wq2@fzbgMqdsE#8|wgV}43UkDoy=|3II!Ml{S zpjGm<(2-%bQ1Jz(>S>T;g1^@HBRPyOP`5z%crX!)vzp``{miSR3{`^B8FhB{PCb4k zoZZ;&o&_}lt_5@ceR^{iHjt_>zFSx}GCHzBmi2(PJ1e1grgUq!+t0pUp8Xd|wW%_( z8S$pPs@dp8WMXnhoZd4|bxS$nt+=&v-yw~hHnW`aD zkhwn}cFU85>f6(oFv$+EJf29ozosRMQQ*0|IO>QaJBHyXS6;YJ1CH<`g>rdEsj1Sr z;j#N3Ns@B(^!;pt>JuOImYro;?ka!GOniHFf?+p4U$G%iqSvqh;{V4 z@f<=C8EhrFa_@4-H{u;h4iwh35!!9+!34w7%n*~873HUi{YSC0m-%#0k>9cRtw&qx zgP+fmNmjdAj92KPi3wf{Qk$YYSXI+7gjiAz@^WU3UIs(>jVh=%rS3j*Youq%OqLU;`SO_>K7Q;dYqQ#xON2);#NDR$==}Gs z&>Q`PSq8>PvuXB-+I6TdsPg+UEAMz-AD`4Om$^wMuDgX)!00m=+l_hCG@Hf_%Xbxq zzQuIe8wX%-C0LE`IdQaqvQ_n68h@zuWpoP4;7uQ^U9FIo-E>6%k?)bO_p3{=>S3YT zJQs9^3BK8N;vULRO(HR|PcS;NE5G+%Zpf2x`#!!p)0LXpNQMGP@`eNK6J-OT$6O~y z`%<$sf=vxI%c`=D5op{VT2Qe4!q0{K=zUh5G*i2T^qI@NR`!D|lXOmEJMFST`U=C8 z_WFHzQ5cFx35zexW#8jb7LSqI6!#*F!VPFyU|+$!90nmr+5j^|{PZ zSJ$AflegwCKnp>g+R64hZyvxLf5NAtE@qNOJkq5LJk>aMPl7~mlQVXfK6qcO(;KFG zMveKH5hSNU4XXQT(=on$mt|*PMOLt;H^cjfL>8%g#74i)r9eI3_lRwqV{X^(_g@=n z=4Ufp(7qZISt+)iF5z~Z$4){0vq$7Kgq9kV(0zD^M99Nx!Yl2ql}=_kq20CL)rw%W z`!a9*+UT(&wjSDTT!(GO9Pjh)lQ-mCLa|fd51q{`?@w#;<&zi~IgR73|c2TML?*yXg5!zQp!{(31@tQ?h4O<(Z&Sl0--&t^D1C z^761M6TFcl$@1$DUcLhNwCgPu*^d%`KjY(W)Mw84xac18>reRS*M9*Kk1ieZ(QBLS zd>+#{jkjLq_~>ZrQ^!)fJ!!@E_oIHEd;O$d8{dlZ*E#d`3aQm+Zb%!s`@L8J%s zKz@0}w_mKdYP4e6y6-zqq+IXtazEwhaOwxeeZKkiLYb-&CfjIPG2x+U;chJL_3>r5vy_}>Q+j!-p#}|lZO8QdU{l`pEq5Sq% zX=++1`;z1bT*LcoH;e)X&Zh-^+v|To>e3K&j@&Zw=Mp6xkFud<(9 za-%RqNUeH4*FJ_zoogkSgn99s^_gxkp~z~wklL6*j5TSreuKTcFI?q1qWgq3=C5}9FSCVX5&tvR+er?0~ zyDG5gcb8JDcL zHox|`wWYI~8Un8TR+siVmtVJ*HK4DgLajSny-qvP!CjFyy$$NQ^=ViGl41S(u+Zr6 z1D}R50b{v@mHN*eJgx^nW9q&A#B4sh@nxZ&woM8cf&t-ICBe` z9dN@yCjuKAhx8u`xBbyY)pTubP4561Pl7d`{W^&lCa6DXt~ z$q4@(em#<*`8fqn#m43RY9XgTnXU_Hu=O(k!xGdd3C*W4rK$od`RX<*av|JHhy*2|}bKY6{LM``4I+zdU z5j)&vk-qLfUfc}se|K$u7HKs1X6Os)9Uiw-zpt11}H0CeH#`zoKg(b@sH~vv*ZVX8}PBDwjeTxma;ypX?s+G%1 z-Oy+k-+v~e91<=1>2DK(-s^E|@i5YIrLTUKcBM|>mhcuNqv!(^`U7-bqx|j-@d_cU zf6bq{?$WUyKQ=zQ!}_N5x+3iAZbF@oAM%Dtcdcu)p6F-i+h#_hA*;1kRaaJ2++68a zv(v3%Q{KSpyrFG*gJ0$$uNwy3HVnK`5)f08-(XVuqP(;&th7d04d#Ly{HWi+&giMV z2cYTI4W&1*p?Id*-%AepGML;D)&XNDc*y#KK~?>JEIN>v0tya1)tKV=!D^Pn;QG{|F7)=WA^xrCxY(bXA-KD)aylv1O{187naJ_TLW?9&ci!K(`+7kn7 ztfy5k2P)`)xc81N4u;nyF-3R|Bpk$ZX2ZC7P^m6mK~c1x?2s3QnZVw{=}P=Zx|HX~ zCD@+~Mh6WA5O2k-vZ59Pv1-wnaR(umG3=y=HwF7vOuq}{r_Ybi23YWC5|qU|8$^j1 z*p9{S2&U*|^a?g&{|<>1^1y5*%B5|T48GJ`P|y}1;f-3eeokC`SeTi|9Hsk^@*%`I z(loi_Z5O&QFFmjK$>K=+=m~A?MMM1@S*O!hdF`yxQavnZKG-kD?e&wYMw)@|?M}TM zX{Uv%ch)bBtMc2Oz7!`pqa1iY1bZvBUpRNilC!B0F+ zSrJb%tuh;&exAHt>^!_@r*ns?x9r@U&!xo(qcGkjTF$hv)Id)tjWQ4#MMHiEuBlGV# z2vwV*0K%LA8*D477`K=UU`}|JAkx*0sjrK73K#dy_}9fo`w$_W8-lZN@>>ksTCrD? z?r)$W(>OtVOa>FZ0qeQQC&+Y=aJJd}5-PME)0uRG8@_Vot)JO0s8d7kWfVoyzBg zxjoPX{i@jH86*Xcxn5N4Ca(~p&qy}>3j7@^iDiRp#Jk6zJAU!SILS+EP$=x~M(jLZ-^u zHxW)92Mi{Ql15qctECQ(LF$3=E7uXOtWXFzvvbwfy?d`*U9nE<%)l=qkH@3+$6BJW zgO>anJByrCebQO)KLnPeLHp7mIx1HCs5NA&B6vJu6skou+a&WZ7em0 za4gEeWUNZqU+%!Ksu%gRVWYGcz4iEI^)wF|na$^?LnkBR*pkzsu8(Ij$ld;im0qHm z`5vZ>sc7aPi)`vVVG@R+_i!7DP@6}G%GkG-c?)!}2t)F$vV<4xA0|#VRFnwFILTF_ zctY8YfY8G5JebglO7FnvdQF`11@E^$wiVpM3;!^HXRTTpu|6~O=>=itkJUGRFm)^v zpRGP~_$lF+cetO=JllCHBdgd}Zry>$Lq%*v&e0%ppGvdVWFpW@*rDRMto+u$%fBlt^c1mOV>V*p z5cWIb>xYNoFUZ5aA*uc&bgqAC4S5tXtqp4+GsGh4xp^k+Rs9w*H_K^M0dvj&Ohc^; zI1shR-D&|(l860tIC8dj&K+`>42HxNDO}^r_9H^bgW^c4tQlgy;!R=Y^y*>R22Cg$ zv5mU7%Dtj?K9aYw)%GA_P;{Lq-|BymzA=Uqy1L7v6kH=Fo0}1Uz0T4;eUa?6Uw?36 zU6&8+tl)5Bc~$MKl22l}a*cQ+8y_IKCfrR!4C10r7Q;OyY-#|xK_wCHK@ytKIB!ZS zlv}K4a+tzhN=2d*O<3|ZPD)5K#BJ1qvd`hZianJRYxp<>cB%U5?4`rE+a5}v&avJ9 zIAqrnfO2EA?F}7=BD0RWLz%BvW_2DqeEZP*A5XC~B~QRyK)hojJCExp7-{ z>PoBA+0O9pyF(Gl8%DJp3OxE29^Tlj{OZzP@9Ow1tWMPW-L0O+Nrh)9w}V;w>vt0< zzdeyLd^{iUB*I8KG25X8_jqT$#XiMmM{xgFS#USFh2l3x)B}%04t!z+y}LW~=o6=W zz^UmsdOX0%`!`O2E#cD>V5s?!Pn>?ER%fFB z(dlq|?+Lwb@79gdHV#3rZtHiZmbjfe8u;*^vEhAphuU1z@*B?(jV!bdx>I&*wmP8t z7m{ymCXS6qo30Wz8+lZ(v9fUtYsyXbObWNft=D#jt8CjR8< z)cnzkS)jXF*GHvLbwA1`rWOoE8!&U0L=@z2!?$%W{j;X^H#W=t zGjV7(YW?o2?ti9^xNvkj{WH{q0Cn^~QTKUs_viQTb?`}n$)>q`OB>9jnvEDYC*^E6 zUw30(Q_vz&c9%E=rs%Vujp{IIK4QzmxAQJt!do>%rOitA+gy;u6{9hz>@Q8num zX^eZ$*`+P=Xa^J?#V*1X?X0&qDQi;ma`B4QT$h_qU546VG?cWm%V=+?bEc; zXp?MGlM&yE+B7paG14tiAw+mu$vr=$i&Z7DGt z-r&OyYOU;STEAQ8vob@U^LNS4di3A+ch}vau)i%c2pRF8WQP7i=(&L1>Qa{?rFuqo z>P+v|R~pt7k@TUNA@iaX{ukZsta}-y=Grp zouwsMZYbE5QPH67=3TEq8$I3{5@k}+@&H}hRG!LHV^6!WWT5SKqJb;ysjtgnb!tjp z4Jt09C+0$;HDRp-d%8kyV+o^Iypwo4B4N~xx&h5mS|PVs70qk%0wU}kxhws+M{F>6 zoGV&y8bqb*9CA5BbevkytF zK9xJY8JvB;45IF38g0N3RNMxVb}jHp!Z_L7jaE&c&1hDO8M z?5P7j{ewE3pjLcoV^|IxWQa#A%4#DfxL@HzlH_9pk}Z0M^>U{UMr64R@1DavSV3@a zMeX3iEGk~;=@tyAt*ZnQaJZeDj?H|v$ z@b*QyM(joXsOW;%@O@wMR|rlz|UFCY=LH5$go||UAHzRQHMm544p3$ zy5VY=_yzQZxvN9y@yW$b|2YO+JbJ2jPkz$*C!v9kXQR%)(Rf<_JmqafQ`A_E$2-Wy zT0(eBsfR>x0dH5%;xWstyx8ZVXY^ck+s5nn-57@?RqTqNFbn*Pztt}7x zo=2WNw!KF?xtK5(M@u}Hxsdm6jhxJ0x%JngoSJ`@bAf&1GV^29@_knnRH#Xh!$E0ol0cq?laRuYNg zOIUH9xA!aGxeRaU=_2AH+yD~3NcPr&7EbCy+;oJHrUB`dcmVQ3m2ptm(pmABIrn2#CA|zAF4=Zbh62Zn&T%2@MOzA- z2!n_sVgj^N04_&Ulh|=}HQM!XdV7yrGMex956jI@l;{^0(k-t|}ioj2P zm1jv8epuwcUQZLsI%{UD(+G)r4>!M}>m*YXn)D>CUlnrEmZLmIP_ykiJx$^_AHnP; zu+;}JV!Ov_T;_+NqOhfrnjcVf0Y&`Bfn<1Hwn!W=fRT3a@R3RP5g%zoo;Mu@_dkN` zcY2M~e|!tsFQI6EBK5$=DL;cPt19fl%@| z?biP%*=Yca^e5S=Km;QFPe?TY>H43L#5=t_Ax+*S!=^wLoe)NuKGQ?=#@%&Ml}Tt~ zoCvxPQ{r_28z6dLg`1EPKobZ9atneR*(#~ZQED0cF!x;4VjD%Xz&%|h`{*`oRjVLF z5}sz;njl3v!re= zrk<_34@;rh5Ukj$R7k^$>k(v#*-gS%q|$6-Bm=v7m{EJ+Zxi5gKki1vlgt8T^8Q5S&qUmgwI=)}1@e9nbYs?|&XhukGRYu;%otvvs;iDpz{iJC znkZt%ec%KG%-xCv7gdhBOadQ-y_j)=dno9BcoNLUY&(w*(vxKL1Bw5TLI;@T9r{qR zzZzA&B!L-kLg7*3E0So(-7MK^x*Gfhdyrf@7>BqvL2(r+FzbFRodiCZ-cn$KyK@f; z&Nb5&fw}qrjST!75SUvg34+sH-yjo=4k-af)S^UzxJ+lbaf5>37&RkXx8q8x91x)8 zAVe!ckis$d!tc7MDXYgO#5RaZmgb)6e@p?2ZP-D-d^(pv3D?9NAf>_Zv||L@L`FTs zk82mCi!mY*E8VMjB%m#t@TKfp<~oXvD_L z#Ah*T8G+n4Nzh&p9o5OrCGp+~y%ZEBjUhOD%*~puuB*n6$0rCWniLH80{3f-2I*-3 zaV2$*8lEDgJc1Yzj6H(AnAGt7qf4umF7ZE7<5w+&ONRKjC_w+ymV>|$k^hw;KyZoP z{9QvppDghQL(E?;44SHLrmDj4(SG01_;OviD!{H5;8tU*nicmtm?Vt}dA4LuAUDs_!>9N+Cwh5CmDkZMqsV@rDWLc*HTCc*ODk<2Y?hQn)roS1`+f z_6hEQ&^82t)s-LBuHjN#yeBIfqRv0{4|Ki z30B}NumrG`3g?o}9;>=rkt7NUG8Ehbp%Vobcq@=cmfUV1Zy%4aZcWHj&r>I-!jAS^ z_aDQlk&faFFouF62IS5y0#Vfk)UE@$tIq{CHiE zOAufJBaXQp!|55>Rz0YAAPNHWP#>cqxX*xg2|7Sjb;U+HyaurI7>-CL9>aY@x*x8NIUpEhT;}$GG-?5oSgbl# zgJ_k=kOpZaRs)?tJnCjyl|-|ux>u1J4x%|+4WlNgXTSs(Kr}Q_pa@0_2r7FJ+x7|Q z1ca56I>M^o3TH~P#;IW7f)X~%H;F=hgn0#(FOH)|Y>lp^|`YsakzSuLG0!dOc2njj)| z)gdOu9xN6J8zohLb&e`I-bI!Cpdv-&#N8`!;<|BJ6i==K2vmRd*!VmRWmWQh7d3KP zc#_Blq+oOI32r&EAFSYh*u6Y`ii}!GJXMvd4o{`on5Dq*qN70?f;S8S14W4s--*!^ zOoOZ@OR=KJfxQtPWCdLfh@X(Bnx{%mO4UFdcRP+V0*g*^MS{pOC{A<%tbaZr>H1K@ zD0v!qioYsHgPaVrtRjTp6`c;cFS-mC0u!(%Do`vaoES{lO-GXW-wYe*_qeHwuZS0U z1QEgwFb0AVu<&?sZMd3X70v>wKTl02Ay18?MkctZljACgA}{VYf>7=ut}|GUdcn%f zQH@RTS5;Ocn~W-hts*4)dxAj!9Kg!l=lF#YAyo!ZC3%SiFFA7~Ldk{s7_8V*GRLO+ zBNit#dnbLwy-YKS0`z3QLHrF%f&VDNpBB4;{Cr27A=^TVUaG8UmPVH&y4~STE4Nn# zauoQ(oJjodyLjs*lsQNS%slrXVAb6CM&v?+`27GNRqOAkfsR)rrO>R{8cdM(cVUuT zzzoP@Oea+Z!i@pT_fx&Sl(e(Q*dWG)Ahmx@I;y0Or#xcp!N8s@NwS0|YP}q!;TT^I z@&PW006VG!!pxKV4arg|)=0U=kc}ONa3b+kdd^uwHuk&;4|YuW)@BqFG?yNaA>6~B zH{`+Og>T(PF`MSn#m)b64f-TnIoR3!y=@8jt;C;qHlM7Q>-V2-Og>mPd>D6WJ|c(F z19F2)kOs!gFn#6}B=?aqMjVvOX#N^_aq(4H!w1poZIX@u?A#J|I>En<*$Q$wTT~<5l zx3P&raM0=mAd)Bqv-VNbEKR}!w83-cB7&TZ{rFzjjw&VtVy1jaC|mM7jxNgVj}Qd4 z>f>kOhSv{L)y64x$CGK#~{+N&Fd$^p|3Cpgxdw>Ak~aKwgC}F=tEe&?E|Z zo(>E$o~#8EYSThw&mf30^bk}8C|3|i^<7C2z71Gum8J1(Yb$m z#4B1-d68GmM;7U?#N_)z zNRux)&6ecQB+gMwVts^kx_1H+A90GB0fQU}Adn;_F$F-?Ux%Ff9Va*y*mdc7kOa)6 z8B&@MGT}=uvn7)e*`O1kRZIquusDF!3y=WmPe6b+w~zS=g1z@UPTmr)U&#zZpXf+r z#dm}~%p3kR30{L|^!VpKKNHoNaG+d_(A)HWdF;)^huPK4pP)dv00b=SteEv_X*lVuxzyGO1!#?-~ z{>}Hx_N|#}{n8TS%}i6rAJSU3ZKKVXuPCo?esPs^cmT=c4Bu73ztLQ_d8?>1)GXHH7&c*LgpxXn{ozA~kE=~>0rk%k7$y-ThiZNS>?Y zw{WWX7%K7T*YN#+rmC_;|0;3sRq05$JN%h4{zbXgKgMUBAQNh5Z+}T4+09L5NjKRO z1K3>wgY#JKA*}Usj_lP%F+cHe98<%)(BCAkkX}v|(obRKHoN}#qHW~@ zif>nv6Q+0%Guf2jL^o{1Pw!r~StW$N7AC0?&OH(ie2LTgasfT0%gAtqY^$QL7rf*N z1PA$+_-RdGs28!tFL+e(ImnC{^CGtVTVYICCY*77a>1^5#)RX!&wsd6w_Orr8D>te z(x4MNx-!lGhY3a7RzGJh7x#P%dA)|R=Ugk#`?Pfm7mZy?+b-aF|)SHYW8rA}&Hea7gekh$@*yU_?o^#1o8E^Ir z36oP*>_|^7v6^wBo@QMH1Whx9Pm0D$IhZ_NUpN&#>||TkkTC8)$`dvD7uOmuTh1x^ zR>(6E>%$cJd_RfXwovWoWa4N|>pV?dSD4M_k= zqNS1|ODusz5=g`-X$T=;Hb_YF-C(s&JDr*T_nq(P;UxE2@Alm1-rV2&-m>gJG;2Ao zG{EJ)XjHL1*#52YVsb^oV9HB|&^#hBH+BXq zgt}Xw@@6L`Pr7+ZW4OK#t>X(S+V7e4XeNilZ4*t2ahf)ul!q(SYc8v~>)7TkkBCNkl zOd4-tvMv`(DP{@%dYdZ3pyH|^im*#yAIoBIe)$#n&M#EdZX*{X!`oA2sp{G(g#9LS z3M0?sT??%aw|_1170qhV)oj*W zK6glr#&HCNXtp(Z64z>5S#Lpbm|Pw$JkTRHMz%(1pq%@-2bNwtHQYs8YKMR2=gg-v zhtfP{^b+-zK7u!HlQm9?N7ot+m2=%4LzF@3uqvMO-Ms?!hG@~1(>K=0lP8MHHH~GehEb%=ek5ELkktPtwV=?!QY!RK~ zLFS`rviJzBA{8xe;EAY=L^_j_?B@aAeZGXr%#aKD!n|%u1?_^wg0E(a#%qtMX}iUi z_(rlmFx{Y%w1@OE+KXqQG!EYEXaM&s;2Tj!@K$zfu##B3%?k}exe6Tyj7+Hjg-CW|(B1P-UMIYMTj z)*{JeFa;x!z(lMb7F=S{Jv=4)6fBce!n&{Ih!`|OAjg=+5nH&FT9-7VHQX|gCCC~v zhGSrf)k7k>G&8<>ss@=8GG(b(B4})+c32%w;5ZIR;X z%#SdfSV?Yhf1!V42&IhECl<#gp+p6yMy99$eW41|v9q~r#=MFNOK8+oin&dkL0C1U z&vW-3P=9P?a%Cr3Lls^I15??+v|?h^xDm-TvWTxHa#{@L8~t;wyb7^XXFQEAN6*Yw z+S(@0zSS7wLlXp@I?G_n1O~M+FFf#)`*_dHDq>73T2sq1Fncz+_d6TzB+-`d(&|bw z5|4{pr~hOKLGfbT*(_4o=k5?$LOzPInj)F;C`4~T;0W)Wb)zd&;73gv8OL0L%{S3R zcw(y7e{g(Qn8qk}4Ul#iLeeeqZsP%BcxQ(wo@1Cx8c_=48`K=%z%E99MZA_a_z^+7 zL>lLf0cEpW&3pTQ<;Qj~#WBv6ms18MeFo@(qR#h(2_JMt4!nwdTyO?8z-5 zSr4OV2Jmp@tBWm`r35KOa>goQR1S0-PcCJkdyd6j4YOWsB zYE}{mMkG%x(?*8Uf0@&1QC}DsUzpdlq`by4CQR?d$YO2)=AMP6Uv z6mc^wWd+4+5Sr1qeS0#S65ltb+YmFJ9LvYS2Bo=3%Rh`E9%;C1$VQO0^t$3k#u@s# zi)v0!`yNCCF|nGOz^I5JaRZw<8tIA7VZUZJGmvU*-$EL%;#_c!Uq;O!os(y>G!4XD zY88#?4?<(TA-0-z`@ z;AvWBQ9FXF-oOo{-+^g|wK%C9y)j6Mo4YO;H0g;%Vmua2i$U0(h4G<61j?6r&#cGe zLi*JoH=2<3+Ykcu*S1yWYkN>;Ts$i_O$*|VfdaacTkp)6dHn5>UM`e#e}A-*HK$KV zT&3(Wb8$B)Vmz8AGQlf!?Xi|UXhl1AHv9k|tR|;UWm^TMcOE4q(s>0UlZ&|FLZ1m! zZKm*VXf&K<1sSLAi$&u{IenJluUV_bBFltKR4|txCIn9;?}7Q?uG@R9N(9|R43L7S zUke7i)aYJ5WC+A!u9C|+xUKX4SPqv*T7tz;m=MP0 z(GBP(#xhCnrh|h`^^N~yJ zJ1kzfJRQTq?&V`-j&+?rdTIrEvotIUs9aoTF!_9vz^r3QZWt+R#TRQu z6U32IafFS7sH6R87E-CH>cpvY&GYr*cvf~i3%$%T?j`J{1Tkn#v_5v??^>0Df=fMawVFE~w`5CN2g5ZwgFwosaiKO| zg^0-#A?%lGmzxFV7KSDPF7J;*gv#R)T1B8Q4Rl4IpyKNgZcB!`b1u(M7pqPoRI~?T ztSPC?u~pq%h#?!V4n1MjkQryVB zL3E)AueMMtG{ktdSQQ)_0|QsY*IVHGC38?i9Hh-|ZjpiIMMdPKG`fg)f?SEIzaOr( z#B+enMrLe0N(7^Gq9^EM@-x6|n5)bB5J9hI_%}{K;Vs5UB(tgiq648S@QfTD%Yh0u|8)U==^T4Tt)G|eg`#22} z(TDgO5ojeIb5Ts@vVCe27-DorCMWSS`!I%ds*j{$rTjR2e}Z!%7h>x4CqY-Up^l@wZMuJ-5mB>g^2#ri8myV%M)rh3=*cd#I zg-oL&8GQt`I9&&uiUWHy83H3Q%Tj4&k?va{x{4A@*oP+6(`vk#_rQe7L(>8|Q&|ZU zcr{4Fz~oT1(#R!DmMo3tqQ*?04U_ltA5jMZ5y8{m1xxQcNS=L>9_#(%DUj0?`d(v#0>SvY@jk3vy$#vLQ;D z_($s3EllINSo5JZQVLg;Nz^nM@I8k3E+I2M9@SW4QEsHc=)O#YPMDEe-eSx%w{h7O z9*w(AkM5h>HBl(7QbLIZ?W#V>p_d@MRYKEflR*&6hJo&;Vv023)WJH7lqK?=gikqw zX=4dOt?U|}jo(LwM0JYnI${MMCe7;X%GHI-PRPn)K#CP^k(A%isL|Hm@-(4AHQS;S z8iZZg$5F#ux7JXzxkGhC#q6eKdc7ftKiV8{cz!^oIb z*yi2JYVD|qv_)M!uj|n48G3!!u3GTr;R2eCXxz|ZM+kU<*->uztp+=U>yK2 zm8bx-^rB-A2b&@wjPWSn2AYz&X>>nX4Bx>s;d<_wD+9q&peUU&w8X=OHwM9dLw%sT zDZZxHs@H1N&S|i0+CR(N-7!;z8ZQQG@ot-@~PD zw&shY=J|9a-|#VW3yBYMIg8swD3g__q_KMOeTQMxN8_!<7E7Cv)XC7Z=pe@+RwN{a z2|6|oiYPVb!E!orXocy7VeTO0W=swX)6vmtM)GQta+5~+BgmfZt7#&-c*0t>(ZWp2 zJ5H2kTK$KHaI{j30Z(&J*NT<6t;J~P;fZRnS51jG5{a~$m7<<*NtPUJ(O4q%Mua-p zogCOe)4Hd~L$QW^mMpoR!8Gti@$b+3vj>6F2Ga}~2yff~ zOx{9MuQ#I4hhP<|4vb1C?849n&xjD!6ly7dh)*9v3n#^DW}y6pMsNTvWU2_5QvRqH z*arsEg(l-9NRG`nYhrHNgrYjCBEk}HjX(=^+Q+jkg6U3MRE#-K-Y7626HO8DLI@m| z{c|fn;Jm$p%R^EdT;y)3V!^vohQ`+0ULw_fW!r$Y=KRnSU#V}WNAo2g45!h^375xB zVPuM+ATR;FS4?)Z@E;p=cgGlxGl)Db2AvARhG}(*7hx9y&EYzWzfn|hn0PA_saDuL zgp+8<8gICNlv;~oQ{%K)H{sn+js6^&ayaliJsu;!r;h9q8pTiUfrwL|f;gcVaEeK- zw$$tTj@B-haMCgD^b$))%bgaaI+#WdQ5gcKXkyA1twDGSpPd;7;)Jm;%{pKH1Vj%G zF<-(x6`yfA&}#R>Y^VtV=QlOk&;!jBT(c?-j(=rJT_y{k`SMq%FZ2%^Jc+r>VV+Qd zp<|gu_sBTX!5lDm7{NL`K-CP5ZKaAQ6%|ajaw|suRZ)g~(-hb)U7BSte_c)ipfVzD*D2?C*!iiF^TCXf=A`b;Ow*(YCW69WBPT#Y&Y^~Fl`E+ zwg2(VW%Y2DpndB~y@66*yPp^>757J}i6acUDR20`TwFigRS!-KKzc*d-!`4qn6Zz; z15KRa%05HiTsdqa)e?v%%5)LpDv^cSm)ducycwK1Ltl6{-I{hco>Pt#B~_bdno6Y| zkKY&kgB(X^iX?bK;MTBeRMNNi199gr`p+rOi?|iT{e;2J{#CoEglY&h%6L}FuZ=KP95XM8)6Vqg8D=TJsjhs z6^hJreekhj=dxF}`?TYV{;ma2(RsMgjK>J02qij4%_Owo8PoRdQjYL=YG ze`%1jxvQv!?8aqsG-_~z!vD@Hb;_t_?hqkeCfU?HYyycv?GPHP1Hn1NIE$7G1?l68 zn=#G9#tZFRM|o}RKKWg9suEAD!O~Jz9>dxOOuV`N8Hu&snjlck3Bg*E<45umQz$j1 z@@{2bXbQAKI~NOIA{W9CDD_+{J=K$(vF+uzA$Zj*nz-5NoHpMs0od?AaM93O4k%@>A)ZX2#tnX~3w(A*kkA3D8X-p`Dd-pu3l z%|WRtgOm-owB3Q)JHOMKJ{}7A)o&GW(kr#Lot<(m_o|>5K|f2E*gQs*O^w^+eCw2sKSg+@?g776c<`UnoWcmNe~n$rHg`*7vuPqX!-hFKR7snSiVa?Q4wZ(>aP47rpc2HPwXx6PP6jy1xt%6Q|Oa z^(}twE!L*RLr%WjMK6DEQuG0cZs`I<_r$^-`EB5i{GyX1&mp?+Kf5DOep$6-738=b z|FQE+C!PXxKPp}w2Y|W!BYT#_?OKz6@wCg@r0t7t>?z!O_{}Jz)^Kghp$b`|Hhqy3 z`Sudb#ZgT5Qs+Z|e`(R86+f$#A7;XKa^Ed3d9{@P{9tV9m})Vk>#yf8F9+E1o}K-G?PAeeI8z zYR#ATV}s39`}E~P$fiSu9i(FO)cN=S1mEIGwEdO3wEBYHe3Wi$nj{+pcS*Mo?f!te zzM52b=-RpqG34Fw#7zgw??Ux=>!=^BXo`5;eM43L+UbCX{2M3C-G9Da^%-n$p!E}n zl&5bssly?~xuHTj3g8E~SU<8}Bt=0VLLXA^dFd?%@K0~i6AT30fgA&PBc}ecd9O9y zn$Bq=8#0Iq@PByzz}Ihf57Bqddvl9+%thPQ+W#DxzZkM#g1{TR_j7BYZ5aKa-vk|ob9jp>}J*x8OX#oGMWl{>bgzMXrk zzy2iYjBX=Tq2VPAdXLRJE74(TmdmVAUgw-gqBPNE%>24IvX%6$;q7MnNzR=&EYxXp zv*0AB>nIC;?4~+2K?{(=u7+LuFo9`%Sh_{QvXI`82hIFN6La78$zJ=rls~yqn<8eC ze*AN?qPyyCuWhay+^F9~%zWl35C*KLEK9t00?MyjcgO$hB^4#ss<*B8UhC;PVBbBr z$H7vF-j}~M>-LSAH392kZ?+#A&i!WH9RTs|=_(UlnLX}c;iv7(-{4@$+UK+E3{7eHx<$XNI63#nt>9lk#R-Ja|{_qoCg$i2Tnf*g#rh>Qi;twRciD1SH{ zwK#M6YDUt~EbyD!>p)05A;lhKzt<^_RL%Ep7Muho~hW{6tVe)y4c-`&^tW2qVwaj zt>X(AUG)5k-G39Xa9ztzhmWtm@!+pV7qGaDE?4xvj{BmOq0YvOncx3;O=<7~=ynwf zxW5mPGP&vg(f;?Als?r0ZAFKn${*(cvV1FgJ^^TF{#rY5boO7df4uu|zAe9IAF6u0 z5mR%$^H5oE;fAdbFD_ton`Vjv0JIkP2>rrI-e=_xBmV_|58xm9b)9?%ue9F#bun*W z`9tr2p`{UMk^B=oDIfME{!q`qhZNEm_q|dRxC=MqV*_gAdDGwlzt2=dJBu zi?==u;g3A{OZA4fJL}nT8HN5+fh5klJ7Pq8-)qMbk_sc8vxkpTgBPzpb>X#t$$WX; zouK%3=)dG<0Pg=*HL@up<9e+$;ZWE1?AGrNk;9FZnYZ3M5O=a<`N(&*OibBIf) zs^7`ksz`?vY%muZ|4VKK8_da@|1EP4&|Lo?n4xEm9Q8l(H)ch8<`*knhsWMLooEE; z@|Oz}l5Yo;w)Srh+B&u_GCkuiCU#`3_-2Wm7BMsWUo$sG%y52-8TyrKdc=(Nx43`F zOitUEkfsWBy_j*<-DmUtv{PA80tk+D`*qruBgo)=(jh|yt$*J7l$0Xc%bbz`qFerP~Pda*i%LH zlXnr|H?P=^PIuYkVpD66rNkEmvpi~g23#6;>ot$0u5AgA4rk~7B{J;p1HYSLw>@HR z2=@2pRV->g34O0ic>LP(j_(7I5C2MT>-S!*`yeQ{E7JG zLPcS{%gRoExnpI*F|yZvMT9Z$Z^437x84E38{;L54{WN0Wjg@l$>;F}!Hdzy)?Yjg+?1m1NnB8zi-|h=* z-MzLi$VLgG^yV0I4e%d$5*}uL>Sdmu=W_6hULBf9vcIfkD<{8$HxKb=q#o+|NtE3< z{YQ7mQcqpYGZaC#&*x70U#6R-i|vO#1y3s%JKH4oJOOW}rO;!l|NT@zSRCf?PGFLOBf`3qR5nQ zMg=yu%=i0k{q&O=D5&2wcXRHXfIMf&Kas+15|A(YR_oUG@!f;? z(+{>9JqZ5Sf)@RoKhuSQi+W<-fsSKSwbseLTQcWof9%qgvsllPKY+c*-Gg99QvTtY zg&oPKjvWaxZDB{U^s}9QpRRpzOX2~69myMaUpn()`2t?IsYZENKDU3zvcGu}QYPj_GZY`2fS zU}bK`|K#3&xuf;s>nnVm^;um@e8O%eg3k#LHWa_SSaB!u_)9)vr}HQ#YdCqw4l>m8 z$4C}<*@^M7iAXU8YlBU?eMjca$o2#uXlve;DA zyG1J?K2-STPqxWzdOpnBAjqG*6GJr5mDN}Vi##o}bjX-PwcjsN!c6l@fmKnX^fDy# z*J%lI`j9J^?qQ#PL^M2x><7ZlXYrr;n!X-R^2?it@@_=g3gwmaJ8MvR#~O_P~XqG`pNF*Haag(ZWQ=- z&Fm;q=EIr%SJtjvk z@E!oA^z#e6JAl}Z$S%mCV)CnqV1yr~w&*%9BxxUsnG_c3dKAKZe`P+tJGa88%U1MW z`4iu#=7zz?6HiNf9Hmbcqkv`T^92>2Zhq@My%(I&yjOlBys!0&RJEa|z9=i$r~s}g zgvF8VHT?s5?K{awA&3a9n71g-rPnjEC_V#^@5eY-o{x$0_fchsL@HJ9CzcY^zrPX| z^rD(MV0iwYWR?M$=oe(HC4j~4MN0zUVdjek@PMR!umI>qy+NQ&u>Yin2Gk&4ltQiW zTkrd#cUJvZ5p((%oe_Wv2>yu$wC~*Hi!3#uVHjs;wv0wWk?j}K>lI6S`Zp*>vnW%w zMOpB~y2VE!0%#ZGr(MD<|Bb5H_L`|HjI5xVdV=cx(HOGo_I*cn1em0--9f^0>9tZ- zbVy{5Ft45LGhofC^eDE@1C#T=E$$dJMQ$r&giv406@)6gy}WOKUT-)8-7`~N{4 zzRGVsl;wz#xgon_u2ieKTdt%G(DWzTYbcR913J|P&R0`)VqqSB&1fXHu1Fu-PL)NI zRWlIrP7AJqCgt}{HQ|(K z;ajR>c)yLR$}I2j>hyZ$K#e{>B+~cFO_d>wBHL*is8+qtxiD4F2J^uye5bb5U7o$q z=U2kee<^Jhf@Z7d`^k2e)eH5Xv{zE1BJt}+cM0mGsdfk4s{Y5okqjui}6es^5hV zw;ln=GBu0&8N%FY7VN8e@!wS63#|YDAFFRa1*ZSwf7AU`=(k3H%8z?_=ex`7hUpSheSx-y9!WaBk2hm8 zNrPne`!U4%OyB&8IROv+oGpi2C%yRCcDh^%cjpSA5E9j%g33+DKlG>CZ$91)x!GLE z+wBz(JF%VivHisKjO@+%19yhw;s@S?%J1xORm@&yv|QP?t_T%ZtUy)Pu66f|n}2d- zwf)J4jjFG@A6DMkN;+0ik@bDjOk`2UeB@8e34r<10&{-S=2Ey{WMoLvjr;M%3YtT6 z`5oWht_*Go@hldNdL$ijonx7{bC;54vP5OP>UBk6o1rY|fufeft7inq=KWXNqq=&v~pf~di5VkQOSWjXE$Hi`bh5jc#Q)4dwAWx zF1aUf6&00Od=y^i7m}Y}Rgo21Q>)85>%+I10mGAS)sHjXKkq2yD<1McBcVg^^RW?Z zVO&UztLoI`EYxS-{02+&Icd>;vSrt=tx-8$sD;AYs_zE@uvriX09PWK$Ii4M^0NGKWwhRYd{u2CO#%knDqHCY(HV zMJbHKzc&i)rq}EApSF`_QNWEXIH$%(7^?aRpEF5yey*ba->Ud+4L>{aZ?pM3zop>c z%7=1mJogW~+fVNq?jznO2E*3u8RneJnCh8w^{3RMc4bnbY~H0Au#{F=Se6T*Ck_Zl z_@ngX4iHbrxl^QYMY6eMiz&}kz0wn`XjU$SUX5A}hLg{@4Fy277cJ0cll{n){mzKJ zsLk%G%=o9m12=r0Qn!z1+I^pk%nUUFa4nF{sD$R83O*(0Z&aUh@L4ur_~G%sDSPdR zJ+jSC24#ue?N2|CR{|96c?-1OWdA3IjZe(anE~_}AK=ggKExjbFyx;(kv%`@DNKde zoeDNV_ES^#$0PP0V1`~yA_G4FJeiULgnlNV9L60St`6guEKu-^R3PH31I8T;PsK?K z)c|@{)>$v!y)a_;ZnGZ%xa&ut;9?38p?5P3{MNKUHRU7XXLpKoEQlyktE3ff)Gr6RbScoVWlChX96L66WB0 zN&uMgpHbyS9l%KZQ(XCijh{#hHlB(@ngt^Z!uFmqy~~ef4Nj>#Ckskwj9O>cJhCdP?f1rZ9E>w^Z5h$w<^y)ET|a-qVbb*uC?8hA3?qQ z%L{b?2+aQDo^fny+nrZmZ+c@k<@nO?zIuLj{P~AlF0Hp3YCKQAgo1sc-ShYSLb~ac z!=ty~@$h+BFzVS15|O#7C6}s5Cb=;5P4eMK&TqeK^*%ZAz+z&|CA}(J@=ARmKW5lQ zF>y_TQTvoh2BR+krPqXYyh6DN?=XoD7)Sr`r=spFgY0-BOV*{9PRwO@gdkDqs0A?a z##@8~5ApljlF{)XmP#MsasD?bacY!GKGL`3Iny2@$O~XRI zDE#p6@FI8s$27?iEEPOd;z)Z>s2Fd#fe|YyAfVB}(6OS5Ft+nZmcAGB_T*AEIH&tIZ=P?KHUC(tsNBcf_Z~0c{ ze(ItV0Nq<8*%#_Yb#azo4)UZfb>?dl++wYUJs~%nWIP$%jtGQVr9%9hcNpI(J@Xm_VBYFVRnbT_i~!O;NN)dy@JGoN#Xa zeN%ld+HiVJNZ-B7$H}nLwecwR}z?Ii#FsXgoo>IfcOSzDmDRE@6o?3k5WCu#f7<!qRMZ3{M!;u6O2o99R zV3Z?SlP9goHS+ENNfoKNkF7Wt-GymIhOdUHn-FdY|Jt+u?c-WAe-;p;BY z8~XZAagEaL%XW*%pTYAP-F|aU;g9`E!KiT?8~b)^Lz#t; zNACpB1za2|Go~E2LYZu9Tz=Z->%Ro8xqNv`r7=@Yo;1r*16;>eYS{dgmkI?kS6s*E zCQiGUJ~vp>9;4=-C59?Og2KvtDyhYS1Zn0OWAEWviaD43<{FpcMmfvQT&p}#<{B3S3EDzn0klkJr!tM790r@bQJR9ICQ-$r+hfYA$E_^* zwv{3_4nr*_^l?(uxF^#qdz$*i8CH8Ct+0^aDURhAqKaNT18k_@Rt`6C^x zAdSfAp6q51@qR^Xze$nJ#SjxM?Pj$(AKhRv=UbeKYVA!t2g+_n=7D<2QqPvx?2G3D8r71Ky$F<0 zDw>sl9=_}D>Myhjf466f2!roP+fIG=rL9WFx?&F&mKBQoC+1I$NFgnu-Btvp<+v=`ErREX}4cvvNGi6vAt9d z6^)i=K-9o=gd4eKd^#L-jX8k-gBl{{9#q3sdKR4k= zDEm#?9M966iQLTmij%V)gtIt|bpu_^cT=?O<72!rR9X`vDV?N^+YV)K4r5%^CEvIq zzI~Du*gv#i!6?ZSozEB58pqQ8l?XK1$ z8Wv+9F2)op@4sM-9E}y94@oD0HZo_VE*_RB(FoN3f*)pkCJg2*l(?&rZ_U@5(Vi_V zz3WhOvzp(Sm?%ZE@XaOC?7@-Ksyw4O8G(UgKPh4H5tFLS8+MugtO?7h8s2P;G?WOA3!4}9PrfcTV zwcb`HWd+hdQpqf8kBJ>u&rG-HHGeKe3YB-0l8Nrl;!8s;PD$p7{3dQ|v(hYbDVz%l z&aV?Ci~76JLk%-b%%!$-Z9{4g4{@e7A6v7kd2@%jsbq>s87Pw`jTQ({X-do%uJYa~ z?W#^(Y?tBWd@&P)25V1j0ZLmUJ(-KC5*DhZf?7R|SjxK4ZW22yhSl_(**r!wEpBv| z6HODMCWMYE9kZyF?aVNZOIvHu(y^*j+E#%<$02fg#*cK3N{_4&0h5I>NE#I|xfBen z9tjIi(hP1&fTKze4vL!S00^z|g{N^*mpMD&P`cV8$<7~SaapwWI20A-&JG|VYEa>@ ziTr9X0R6<{7Gyn=-Q4me6JrfgD{kE2TDe%nN|HOI;?oNGhQF7A6)0swe6_~~jzCEJ zO`@?e@upt!TUI%zllqo0q}iVCX>$)DSk)7em}hbCS=fWN{qdwZi8zk5r<=yKIUtpI zb!w19^3*hJAB`MUGdN=wUG{|kpOeF7%>*JTH0%IfVcc*e*C}kJvLMA-7!uS|l^32) za1)D{3O;sambd%*H=piQ{vMZ}i`-1lBvJ_Bi`~W*k8Ki5K;79PjyRV|Ys}OnSn@I6I20T-M*@6GA!3p7 z|3F>#@aQ+-h|TPl)8Kg>CdE)iAP9#03-%JJ!<;r!b4|OPK%;u&{-MDjh(u3v_E$9h z=@z;cBTNPi9biBypGUormoyEj79K35f#`NZy%HDd|xdP5^xN-)wmDbfNR6FiBc zm5FIo7i1=1gyr)BC(wNV9d?OGk6RlV3&Nnx(5Ro28FVH$db1Wu#J~^u{lF6$beIvb z5z16!0LuK)-Pw*bq|SY9=uBQYTPI`NGv;Q zC7RKad>*zoy15w!BGb=8*3@Rm`g(BVQ8*XaH z%x1&P#1gUK!le^B4Ax%C{N>X2YV2##@V(R$lNO5={E(w2F{X6p4Ts}G8wtd8*!<{} zP!dstdX(VC&cvk0A^4q{hB%Bg(zrc@2bqeGY?X^zIQ`^q4#z|0CeVR!>TNQP#qCHG zBVssH!;v@BrII<;g-Oha5-)8dCAbt~W)loo2Z@G}iJ5Dglwh$bv$V2#%{jB}=65yd zNOu#MAjYdSdhkR-H6mPIMunfMD?(QKwO!bjkUXrOnx5>qsyg6gAN7j@kzdy%} z$Bz4Vyag~Z%`?Zu++iGc9G!sDWz((MD6t%}8q^AII>&@C#VVyZt*Odj+OqCBK;;?Q zvI&4?M{*|obu6|P4H{7jYa}#Sy0&^y8pRoQ%c1Dq{FGZXtM=xf%4b@`T}}u-hy{2w z1)d95^UmD8E)%gg*or{8n3d8??2v>ITaV!|H6G&#DJT!Xs5f^0XyED9EyLL(VlHWj zvlk^48)P8kheFg!5nmHPY|b%+Sm*aDK}M-l(@~x#aT6CL_$CC@$9AK0Nkomce-uly z8npUcD^WUowQVs+Yc?;Y5rg_Ku=9Qh(zTU6$@RvXj>#0X1c4;TX3PJo`}Dk6Kr8di z8ZA^M*xL!7b@V>*$Ip{hC7 z#bBDl>Bj|Kh1vsHK5!J=V2nE;EwwNuXs|ZOuPqffGt_8v?p9P6nWh%XL*l| z!T?Ve8f?jqHRTbV;NAI--Pv`+^mJt|p?{R3bEbFa_l;%FW~W1j;5`jWu%bpU1?y^4 zpDClRu!&cr^5#gk(KJXd zV?O~nn}9~KJsKr%Hbf^JHTb*Z=0|hOF3U`uKvQ}sM=FNsd6te}`g{aDGN|-JOX!gT zEgCi6HkY4I3JW{!YiQMAnpxqDkjX0^>P80_>uVOgX6Y6aR0*!TWKY});KbM5-ihE*EKl&eT#n=j3;S- zbkaJ}9w=|l8x)BRnQFz*9I2U2MQGWfJg)8POlU^QzA_g9Hx9scV>6W4L^>ovmBhF+TR@G~w}B zJC(a?;jw$Z>Q@>CFGYqA8w16>7@{FR+|ce=l3DI9bi(N0EG}lWmiKV6#hL0kY0)-5 zh4!s{!13NQu|q590S6yaV=Tqe+?*KhL4S0>q0`lC`t+JT;|j6FMyX^mmE%MdRjouw zjek#>v?ge0|3=`+ur}H6b~p~0T;F`a@w!Ka$oYDZco0H|lnijPwf^N5Z-24o)mSRc zGs8Tst%(a)uAKj-;OK(--%U@wp6g+sYHk0(aiFz)Nk`CYVL=d97DTOLpKWy7xpL7L zb}IYgUzaS~`PSy8FTM2oqD`3xZ@CQAA6Xo+RDYHHvftt_ooHVSqkl+v5z6HNbagsI zUo2kqvZMquy!6tdPzRW6(W?trCxgJ%$yaxL>$p1kyU#vJJ(YYk3wtW>^=J1dpML;2 zv1Qr{_4ZCC`K$FSvi{rKP`Hz>L8cc>TbE*GsRw$9>NHhv&@C z-s=cNoH86DD_1@D>=mEyf0FR~boq0MBZrTofsK$8hx3w8IV?SPh+)255DRe_3J88K zw(_YMSvK^_+YqSs0`KCgpG|D@c+UH?iOkfb7f$ zxxmjZ{q&;E|LZq&{_A(^?D)x&->3ijwBdTtV83}4_*XZ9-*Y|UsQ4?qg^D{y z%B#Dq;5&;PRp9h4`@XA_|I03*pI-XVL5e~-NbFTBolq~7?gns3Q2N(Z&q}vCcw<5r z)Vx>X^fsB~;q*HD&DBm3uPo?VpzozWr?UZl?gi3kJ{zDE6ic$m;>g?B5y7RW@!FSxTmCW2PrLkLD%LWC&de;>BpZ61Ob8I zP^Y4&W)=i8Ry-$>dBvcOX2PBR@&Y}x`)B&KFP)aM>pyfNJXP&@Ez_$xKNaVEM`Fz(B0Wy2~PN@ZY+qN1(6uE z?1Cu8A=-y@BD_F9f9W}$jXC_R%At-bU;NNPVq21&3ZB|p=&I_W1p&}i@3U_lcjCQ3 zqTYE%TF$OG;q>KGGYeAx03qk64t8{kGkXu#iSz=!_Whsfpi^FFTQZ*cvM{i(_Ak)E z!1rL+gABNE&;e0UL=hz*8sK?g!lH82 zQBf2q1!M>c?gAs*xUo302(ksiVRPPl)nBS;bDV$Bw_eq&`)=K;uKrHcs0_V*z9v+D z_Q(~`>R>rMW<9UQDx(2pIb^PYpMR9TQf3VJ5gjYD=3U31AW>~I9)G7yDr33m5aO}cF0!sy5FcE&4JJsYR$8tahS%D^@W_czTP(5eTEsjK zz`T<0KE&OW&34jZ&jC9RUVSDdU!EDkU7)76+m z4Wa;vDuQPFZRMk3vS7%5Th%tq6xj5`pdY0w5pTOmB$F`_0=8+FZj91@O|K?PVNQ-84EQDq@2tV}%QB(8xy zC6OX|?mzbZx|mkhKN;d;;-8A&pdgy6mA#CiX&oZ<<%GlbL@gXEw`&Z_l68;ThH$J# zq^UK)Q7uo{HydLW?x-0HE_R4SIj$+INg(aHa-XfMkV) z6DCXx#~zC>ElHioanj{~J4PxM_r!)h4%d59C%L>+WT7smeNP1kpm1{KxN9P>DTroc z-#3;a^p13SO_#_tEgXA79S!a47V(leYmS;&rlHhck-r#YO~N{3ayV9fS>8L+M?u7b zJz3>Vnt{FLjw_R{i_F*FV?X>eh00g@L=54iWa3=_c8J1hPqvdT$NU&6*TPBJ(1&pp zP8)Wds*pjObiv43jye<=Yyq-W)Bx>a4@VxX*=-Eo)NT`I3`Du(YgP=x00~1wii>|R zWI47$U2ePKlgXCur8ZVaJ+8qayjt$44ZAi9wU7ex0Lcpp$sn*B=SruZl#RH)lh#9i z4=+P5pX~%1qFp~_(*lCzpPzA#sp8N!n6mj<4wy>;cRc6ZtLjQdmhw?!hKhS4bhg6j zp`sZ2q+CO{FK~hvJ%+xRr=d{`ogu12PHt-|L!8`!MNYBmkdxa!njuUsQ9D|&w5z4RAk5oFFIosMDj@4jqhzq>*wDW&5*CW zBM2so`R)JhOp8qaXVl}53t_NT}d~CGnVVuiTt6tznp~?VO zM!>eiuG(^q>Ht=!1oDmq2+haInHm?DTt=$TmNy@9=V^&Jxt$q8@-w7&)HS5<6x_fN zN6aQAC~72yf!BLzI4|+QHfsLb@jgLVMq})lvumoF_)wk;H1urO+pgS2aXAp`Xg7W?4TJNY*8<~we zr9DIB_i%Bsh)B`b`>T=!Y1p0mIpb{lmHoWiwesC*12mL3z&oXt?>;e7LnSwPx2O&| z%^CX`V$)wa$m^+==sL!4&zU~jjI;u*}si|XVp5~25ur?c@>LohFxx)hWD=~l0c z!ii*e&O?l&-W$uIL%rJ-L4_2NMS#riQk*GvQokVwkr=gWEiFHaz-3j`7BSR-BYTnD@CRKR4 zgNS}x%1~7`LgH0%je_XZ75%P~p&Ry#EXZ3YY&q#4Vz!o3bnmTh!t@UWVvG zCb}OlcrndwZ;Nc%b%p4!q8K{xy@po3DLgd;h7P6^Br(c3T1OAzODy))^(ba|!z$5A z&5M&ig14v$aq=&$5rfq*Jt%{tcnN{fjVCZF|6Nh8ASM>~8iL}}{5<&jJ)zu=DKyxH zrfY@rr!cuNDu#r)g%{Tfb;TB@7LeKq99tV`q&9k$+mS{LVwFb1l)}PwLcM^68CBLk zlCAw)7OFukm7^gz>w_fd<;^4)x~vZtYM5JiV12Mq!_)#&>%+!amrT{kJfwG*l4$jM zaY5CKp=x|bjzJk4#k+*z5t*I^46#nfekG4dUZD1 zb7CQt)yb+k4@M29Vf0Q@t_IPtJch7b4W8kLou*t3ngMB!K+9dGTtieFa@8aoay96M zJ-Y(WX5tNY!QX8lCb@8J3<+}!Q+69NHK~QwyA7F|%mOm&FW3`IhotDa_?6NgK`PCL zIj2PA<*s{#Hd9YL7lVuB_;18dTB%+tev`yVRB97B_j?h%>XTBvv{npZowH@)KGRIS zdfcHzr3O1T>C?-&jRVj^vt;WZ#BnV`FB7jMaTwNTuOCHlhe-^2S^G4!>Y%7^=(8a% zzF1WC5z*PuXYO=@B8cMR+lRBd~jRJ7u_M zm{PUrG1;0;wZD-P4IYbme+x4ReNPL02M`blNMJt9IvtcUOd@PJEz|`&6J>A+mrk2f zGbqIS2)-r_yQXJw31h2+XqKa*lD4GW261umGk9U<@WSL-Xj0V|0)tN4k*>m^#0Uq~ zzm7qh0*WwHZy!opLUTQd?)c_8_ zZZc%v`Iw=QTY9a7fD2-;>W02ud2J4GHk_r4RT7u76|)^1z^UbV-K{C_{Lnqq{}7j66~Uoj%N zB_1TF*C2=E=tB*Dq^THT<cq|S@Ou?(O!ZSZhAzD5vTJ-w zK3#TU9DjS}ybs4Qnp{RGoG9}$(tZzaL9jhq?kpp_fzS=V8&%AW)T85QR@xO94QTDE zm=-C;!G4F>BM>Qsd(->^&X1NOEyYD?ekng7#gJO|rTNX>*iUr4-oME7dj82MKjE6) RbdqY8X?uejPb`@i_dk*IMN0qx diff --git a/.github/validation_samples/hcal/gold.root b/.github/validation_samples/hcal/gold.root index dac0c98532dc463be74230991e9f69ad4ff27887..bde7d66d397e5558bb43fb2e436c886aba5d7923 100644 GIT binary patch delta 54557 zcmafb2Ut_vwl%1Lbm^h1bU})=AnhswA_xLXZ%L#{4M;CrKzaxw3PBK#qM!!^0!j@f zgd`$Oqy_0j2+{-6i+?=#-23i%=e_^sW3Q0Cm}{(=y}z~Rm}^XMQ><^B8TEq#0`Ak% zZPL+Rcj@R0-_j1+XF7G-K~Fn0PSF~7I{GXk9Ua>{I(lyj9>pK4Tq~7MC+N7!Th_9! zNVC(?1=0QbGh;aHN_SR}JV1Mc!>)a!oqGLi2-M4AVOAvfRGr9pnzX9}pD5?gfMRy55ERxk4c@pTB;hW1tyI{fW-#M67y2!of6hN!lU|e+cBO~rD$P-P>ugv0^R$`w{B!04SehN}OQ5&@g-%Bw0ioG$ z7&QK;@3fx(c(MEcn)&6>KkP66F=hv?d-&At>ncWqf0?suu(zKp#5cg-(>0vV!R)j= zJ6-5yx^Vgx;49oKf9E-oTKd-UexA}mWQiA!%`*C(BIkHJ+1&ueMc%WHj2#nAR@KYQhZ zk>dEyPV|(0Q!$KuT-z>FNjZp$?OWT^)z_^B#9@M-V^=7lRGevMWb#dJ;?>+(!yZcpXNSx zwUXK`;OzQsLM;iK;S62jVlq_8#&D2vpi&83W}B>mAUBgz!ywmV$kG*L89Sm+{X<)H zS}vTi55i?J4HD~6&`V0#RThe-1DdE}h-v;O`GzjX-D~Jnaq@+h%=BH2-kJP`8T*1Z zGKzQ-jL3wth_|~O@)OqcNpblqZB*BvW=kWLWaIkywV4ygjPl`JrR!|`>mcN;H41AS zNOzzdw*wQ1J&6l1jhtaT<`>>Qr$}yEAUlH71*#sF28v`tId*2wthNJ^{zS3yG)s)| z7(9F5fmI)`en{uD%h5~bQy@nabYw5gLPW65D8h46=9n^a2P!j}cy6dEb!nG*m@1?= zbEkaPy#O0**TDl$Vp2)ZoH?t9U=(lj$1q9MGmH&-SHK$0doZPWYigSX9T|Cfz6u}KrEjCoI|&uO@{-<5~Y$P3Yy-nbQ#$n;&Wq{;dJfWN;UZ3QC=?r4!Jgg^zz_D1`#|PhueuJ}Lhi>_@j#MRW+7V3d!%q#6GU3Y|kM_Gl%E{a|aK?0SlD){agb5HAsvX1# zK2Dc+Xtl$h@KBC}guIN?%TZ1?LHyq81!3=6fC`a8Ru;qPG{f$f*p&UNJOcdyPNzgU zi5}@{*WY;SpH^EG_8;hnT4vDOy8Z1!IsJGwg37Doa^xKaC_lT=AXQrNWpacWgzcor z&pp0(MU`&!s;IWANX);m^!@&gHF4Pnono&BvMef-I4V?i5cheREXNjj=qc}@pO3A& zJP!jniWe>JEkK=g9f;?JwyyK&nn50rDe?{!Rgev^45M|=2sMIif!nn1koT!#CCY77 z&O7h*o?xpYKNCfahCF{+_Y9#^jA9y*gG@T_I8T9(j}gNXdPYOyjf>VHYKz%ojNn*} z;w>K9shEoWgv&x9BpmI!=oD`OF5<w2=Um5r;_ry7FX}UakM;K) z^k;vc()|4x6nN;|GW>Jlce&zKngc-KhvTTlEbl^V+>(T+EOmhgfs(eOP+QXxP77F zv8v;w9o$_6vg^P-{Ac&%o7%OlA)@MH-~(8_csD1aHn3m`syqA2chIWw z=9B)T@yeuw5yZ6*&kx3y`@CY#wy8wxqDnJrH@BccgIY(Cm!f0xJbx_p=#cLLEn+>` zH^WT93uVdeC~Vqgp=kis&-)?y=9V#Ix}7a2u^<0zpDa87*>)4s?PjRUJ&lr(yT_To zXqjMGUZ$T~oUR_Ckf!xx$P-61k5p(=AzBTJX$(==_|X-OTxxIhGZCixbvL4%kGxNl zQAPq?cDS5Koivkf2y=|@o4#a~I6(zB2HQa@9T7o%V~sKfI0evej}_t>YwS8M3=i>~ zL%@Wb6=3X+i+#nY4w0PC#3YB)uoJ3wZ7daUlum)?6G0&?n+r4NHHNae)KK{IHt34u z^AF)>#p&+l5Yy)=Q0`#6tK!0o=@2tFMpip4-`4F1FmwDbtY1)t$ltIE{OGih52Pd! z+rcRy%&h-&h5l)?EO^@f!DG2gF7TvSgrn2T3UcGV)#i|*PU)d`oAno;eL zZt|%}aB_Nm+Rd$8KM>Ym4V+>xf;->q2Jq!pA(s|M&xArn4pcHE7G@=L;9@@YNf)5yiQf%_z^q zPv{ol44v>LkrnI`qzp#dk_@x!5G#~g`Cz_K^~z9T=(JJUEoZ0CtMD2c?fB_ zjFseoa1hZCYZl0tG}e>$?}3_><4&TmmI~9nwB^xuy)ja+O@*TU21ZJk6CvoB|CStF zpHfD;y%&`-&ufWoUN%(B_QnV0G-BK_(aB*Hm^Tr7T0!gLIpj&(nVcjE?J z6%fQ|Ou`SCOW|>IXLxtt0MKeIm>Ch7`@Ju^xoog|Y@jtvu+scMCVc6#|GguJ(`)VK z7y)uU`vF|01g?afhTNx0n!lU`&40MG#aBQKt4b1|7K%-~xYaK0OKeg}b3`-M!MMX{ zk2ai$7#^;ZD1~`Yv&+A~tEfm$Cbdn?vTto^t01P@6fxpFq~w#p?rD#8IT1X}u1yu3 zD1eS{#WF;5+OA7rkVS7*>5+M(W)pE!9iUj&DC#-0nPM=4NjZ}UKhgIxIbc?#B_n-T zuVR)+>X<4Ect69BnARm_aQ=o(hMy6~DTsBb=)@W7BscyxpV2jV2a{$R&Q5!7R*-LQ zLI33#@K?`fBNWJgaqG+9+;W=EJ@ORs1lBt%TlWsLU6H{=u7ge`bK7Q21dOq8j~VZ;zPavXVsyR_bR~bHRW{4Bq9w&E zv#WoY*YsISm6s3DsS1q^GY%_x~cLe^k9^_JkBU3 z!95mc20cLBSO!s~YFk&bbJ?z!NY+l7r0Py?e}ILVBuUm5t-!|0xDR4Sj|EN49zVK& z-9xH&VmMSG%GcrXQ%R`_?k1z!iC)~cFc#9^J3v4Jkmrv{u$4yFM`kyc(V=474$B8a zO6bjcS+tJ_v2M-SWOAVO@q3e&^P}he*gG$Mjq)-18c>3Lp`0iM)pB514Yj{uC;$BmL;d@H@XEFXc z(ln^4)uibMXG`V&OTWHHZ|okejnwKY!dq_%j{>#ih{tS{%uk_I))n`!?uhBA>Iu(- z+k1j;W5L{7db{@LHrZ=MN7p_9!j*ry`+}LO+h;d%}zlm7HFCqpo z|BH!@!M(;PG$Q6|U6Y~SXgm~IYKFp4l5L24KQXYQMKgL{j6bvN`Q#+Q84kKB(N zV#rZM7rpwhpDmP@x}A@#OgpQ>!1vFaQJGqo)aHH1wh?TT(klng{VvVvzxv?pP~E{( zA(2_@L)a@*dcN{yiaOK|r?kwr%(5D(${45&j z(}T~n8;<43Yu|l+FYtp~?tQi!Q%af#@nuXeeXv88;|VlA7G;_9#5hnrl@p@Hi9ldmkU0$JRk*IZu+4M3yv!;bOt()DH?_t-;H|$fF)~r53QQO4OTY z+iX}9*~usC{Kyxnb#Os}ej?zlFbndi5^qAElqmQOQxOuu7vRR{iGIj~!as=AP3^FP_u(Qn;1s##4%B`PI~$zA2b?Kp4iz*0?8Yfw zb@RFR?Em1556u~yKb-;o0*)!Wv?y(_F$G>@VJK&^&6IQ6V zI5`_dUlnf7P zjHAy%KQKVu2EMjmw)u=#C{YGV3OUe8V)OlOS7Vw}yB1(vsx*dYe#>E~@iv}&zKWB) zXdwi06J(|F-L2cKOLkWTYEbQ{eexNf1&A2C^x#`*#o|oEZZ}OMFxIEcq1EP3t4>Bn zJHiPLh}DthzpWON>9;sL|xR$)|!cykh0*sO7;`KXA5?Y9| ze~@cOVjYU=mVPHh)!Z(PdCvzQ9fG^Dz)ITYEZ?)!aWW_%L{KMJT45XUJl-_rc)^M-wdoy@+; zz9cxTIo=lt;9}VhRF_Ap0NkdEj(!awlj84Zbe}0{Q@J2>2E#`21Y6+tgnGvUkCQ5s zI|ZF{D|2U-Jhx>&0Kjj0xz@zLLuM7xQF5P-TTQ6djl>}EPM^KhQh8TUpN!NMznAW^pXVJccei6X@UQGRi zxJXH)R{8HdT*$nSw+=|RTLV7hZs|U|DzLQ3`Pi=Q9~TKK$#=Hw9>S3BZ(@9ZC$dL^ ze%Cj9kscCqDV2e3&~_Gu`#th}yNb-EK|PHj+h5)OC)gKvB*>R~-}Q_CuAc^Bsab$B zERn1%q~WJo?Fe+ji$3sWoCuIpl~%TR`ys5P@vW-eHSt^;8w1BNZZ1IB4YqExS)&XE zi7-aG4FJPQ%*$62 zBv3??AAvO96@SkE4FyI@l@s|ZOc9M$M8QuRqaRq?5g6Fkr8U-(4oH~5HjQ)zo}lrw zJD9k#`U;nn!0yDq!zk54PDFj4K0OcT)-50kRk)=HFDgNQp#Xn{84WdqDsjxn@&~eX z)jy!0>|mUzoj%96HS6RlXagYa4I05(x3peJz z83h;Yg=3+BX_@-8R$|DZ)$`22?!(YU4%$)WN2g01H2z9?o4#)!EAd95EG->8@@nM`SaD>j}&=fN8_b;H&(8X_1=6TVg^O_K1`=RQk_YkC2%qa-&b^cyn~XbNw}%^QxZd8_l!x-(XJfRu3=UFng_uX0+v zV#WQ&Y_rr}O%)bL`Bk4Y5Y9UVE7>%Oig0F-$1dXiKqd()IyYIEsx zpE1MK=A!35Yx+`xuf+tSq!J#Rr%q%y=RWsb^CXV?40F9-`l>E1CD=J1lkuMX1OH8Z z_))EMsR48Zl=JFUt4UFFm=Uy6s&hWNDF=};DdBvn^!3WZho%dDdBX3C&KQ{7nKk)l z_Hw7fZ|tCJd;ype(C$UbS=TLncvC5N)a6u}axvApR2m*~_&~`|+g0t0=B>{@{RgD1 zP-g;ut5LVrtNfkcn%?}R~^*2f+V ze>`LTNg1$NK5r$I1zCRdns>&5%laB3MGg9pE{jpf>$mIHX}f8>)@eWZg?fQ|kX-r9$I!`3D(li4_^dEoZoMqm)w&$_Ov%%YNp_g;k!ckwHXXCw& z<>4s!+xOJzi+R(OjcZf{_*3mv{;sh0D8m@F8y> zwSrWI3vy3SI(#y#YS94eTk!T-Bx25bXoNeS2S~R*nFT`p0xb(=U7oP)ZKForipNn; z-nlx7ZOoq1jyJs_xC+Ne@@$CW%iS;6t6A_Wy?boE%n>W+@pyE)I!Kztg{gUx(S0gE z&A#jYdWDWSqE2}-X|^_S%$0gyh9mnDXFtV z?m>L{D5!Q*!cLB|hih#k$Yy^1Bj_D2Q!U1B$QQU3FlYZ8BFT zZB0JAjMTw9HY)1mNJBHL&KR9OGF0#c)Omc}nWEyCZrFDk)hgpErbp84u?`xlJ-yTW zI+mCgvkEAWwXbK`dK@>Q-1D(tH)D3d()C&IbUtzvLM;Lf^mBrE&#ls7;`HW#i?W=E8+fTbOb_GT}0=-vLvjdbhwE~l_aHzfG!d{XFR(By+F zcWK29`MSjmkA6y6o|fA_)jFE_S_FS%xGJk`w0)v`9n=(lj%3ySqI~-9aFASn!&7fD z51GDGnzXO5=j7Zaq&wddsUrk1gX@n)Jf6T_OjMXTO(-BlR=7RZCJ~CeH=NcT4Mn9wN6*z^!ABu^4XkAJACSO9b?9D5qYhr>IFn2 zMGA1Q!jrWwSd&v3M+rwLRi{^OTwU*%x9cv`dLm(u%?IZV*mp5FeR}FU&*(pAUb4r= zxfv03xXgB-#r{`vyf@1TV!16a! z9o#0CxOt6Aj+u+YB)MY>VOm*t3b2N`^4LYJF4i zLkaLR6&bjYXLX@zeY_9q8~^IGSS|HT<_5S%rzaQ#I`rpa3RF%;7r?-A)^vMz~GTx076Li`+3a8}?-7SE?F!}@d8B?tST4LpC!6%_!m_%-{`bbUUSVKM&Y9?5R zATWxzjX1a4!KW}kB=RY%eEMcV_xJL-6N+;;G=fjo1<4FVCnfLcXzy|Ntw#r16v|Ex z*ouAhu_G*L=dIzeePZ?GfPQw(A;U!S4<+{(`K8;z8Q~xlBv(M z*gOlgNgQ%%@A4E*_eG>tt}6g|v15(;$_D`ueV5KF(E_Fs7n6a_lOlLwFjCxIO26|h zCQ-ehCjyg^amby!Deu&CP+vIZ#@gDma>x-Dti-vlls7ZAu63-NNfqBa|1;6~Fs$X% z&u@v-*11%cW3Kc)BIX&;{vul3c%#n_%eg5XTadlyZBC)scPRzY2T-gg@lOvg)+5 z70tQUJO_vZyVix@^f%p)g`4(#S_nTmVk;j7xC1VDZlERKAY9aVJwc>LSa1_o&|v`= z(kJE>bVVwDt{!&IPNNkt;1JmtbNHl5h?oLERRvdJynlA*1~zE2xRLF zemYK1VRj7sU~Ss1B^kFHo3m*kLQ`3^JyfOeikEek4N;anvNH^o?_IPFNvv<*5lg|~9)nmMF1rZOVQ z#`c{SK^Fob?4H450WjF4<^i8^e>-g>%C?#M&6d|WcI358>&tP1{yMgDJpCfM$yL0$ zftp_wxc4)r{TgpG_0_0&Z2LG*fO9~sTr1G3vFYZu5ds8cg3~GxikvcQo2|je&nJS` z5bf)$htHoj<0cs+g%|vOtBd>p{&K9Zv96!;@GfnskS4PkcrU^|-s8@FLpHg~N&1C|)RRH?ZS=#(Ay@n# zhvcztA>KBB^|H9R;%$8}Y!vn3ZJ|a@>CGO;o9a)_YG$p_l8yo5+<0x(aQy=7GLl(u;f!L$sZC8!s zrS=!eNKx(8q9}EFOjb~D-YflATt9*Uxw!(>{P@chGwlkzhg0I#0{eG9irJ}LC_`i} znUC^A#04jZiD$q(EDq;Lrk>g+)4vat3577#&ItLoKLz3E>@rN1U$sP?^rT*B+?7L; z8M?{#BJE@p_K1`)rV%4w5R*N#e4YzF3bO*>)S_unYzl>{`<^Ph zJww~wwps270pX0RxYmdc7y)@W7bA!=Xe(6o4BH1kp-)KPrJr9{C z6@xf|5yR=TF2+WlSnOQdl`7?50q%_w9!rArAWAKX_W7TkDPa4v! zB&)d?F&QhT|H`=g5+V_9iIMmJ2bdzyemuOJe8!`SiHDRHA7Ym{cMsr_fwT1$XT+e| z%@GiZVW<@CVr2+sOrhG+Q8;=tm?id9$J`J@vk?oNnSvNNEH(SiuPXS_rSfqMpDe3VVvh z=54c~h=H&*2d-G$eo39{nvET$`d zSvBkrx8U+aKxmWv2zVb}6~W!hOfW&b=@agdVkA!^6ZUlXo5^SBjEISBns+U0`AUieAw-^LnJTsg^QQc4*>!XL13O|USL?F+`_K1Dt0FF;ZpVobL9{37g-)2 zo!K@fDM5gr507}aZAk%;pNSNM*_Y&vXy(46``6T_X5I*s?|DApT4jp3s@8XOK3^fD z2=QBSP;0046|aW}mKy29!L2MimG=#4y%!y4g#y@>+n25sa`kLRW=X=WTrJv{Ol!X{ z-K@3$S~ybdo9TtoO+_|JAmH6^C+LkDVI3O$L!JPG>ca2Z#a@srF^cgf_Xlr-$SCVD z2GA&*%_| zSNn*K3Yuc5n3TlN0i&l3HgowBBt81E-dl6Z8g3%A#3u6x&9>_S7vXHyUStseP|O`! zR2#rH-+yN(Svk$mYetzr&^$&ez6aHza2for1V?%RH-mA=4BDPVU>rd!;LrM@7Y1g4;@M{+P&)C2K-ux=|rqAuMB7|Ql z{NA?#Hg2bu(1K$ssm&-n*ZuWN=Hw7{;lIJ?^1FSrlcKHLP&RFq#27Dfgb2<=;dkQy z0ONSBoFJ3@vYW|A?uLosy`1G_sb^;UQWZTXiOXi!|m9G4UPtT-vdO)|ekCtk_q^ z0CA|0vHh4_lHy*OT_aLhsFkN($}XczB~2d9JmMxC>L##yjg`|)e=+0S8XHd$&Jy#G z0TXW>&Q2N3cDIW&Rf(6c60?P4z53FkImkGW6NFd>R&)M8UdhOEP2 zpf#)zhEsSQ;)^9JBlFS1J8nXm({w-~K_vEp02Nly)(2;7wMssLV7qv}q9Y2;zeY5Q zJ_W1i(1y#G1S)OMSiYy~>ST(~f@0&dcNzGpK3fw(PKZ18Y)k9(ywSXlRJhr6=rZ;Q zg(bfczOYs()k|g&AzJj~%fRWHg9GQB;)m)*itD-a1KDdKOrbO8@7L+J0Wz})AsC#N zTlK&;kfm~_AhLu_K2XjmkYSj7!I$uXgv?hK3~ypm@i1NQsw^7cpUYJVTiF2i+%ccl zc5zCTs&g-(-dVn#ABI$$n@zS zUgo!1Zyk#p(=Dy*+EY!74tCL3_;B%i-TK%b{QG+F>-{gFScTX`+xXxmn<#3psUcWy zOX+*2YHI~A6HKdaSg7Ou7Lgrl(c0{K==9kZ9H!fY!5A#d0L|yO>lTj+mP9%BtePpB z^V?s`Iima?ZYSyGlmg*(Y-3W~%0a3E|k@vh{=Uao5U8rPmQRBJ^z|TVg2UvCnstccvYGKL}mEGocXs-1TAc zAaO*gCI0ngCAOfJ*H-sj(_#`~vCiH)t&>XJI*Yi&(APf>_pMeBzyQb3=-9&;g7ZRC z)k#+Esy~~bncCB>7RSQ(&(Nc3L3-4$ARV~;A5r?HbN@?}{%4T>hhj$O-$6Rut6)yF zjYZp&)6#WZmvbU_>@v3&M}?Fa+Rv&klC1k~c=dLj&(`LZxq%x;wHw1SL z%V-9CkG)4B=kLgs=3Csk;}>+tOR%VCq({WsGH6QOw&Mt-Y_6 zOj~8zj~yRdEI0TSWmnn`-IxfS@NwQOs{!n{m&8L4U(T)NA}4{3Z*q03@5|vvpX@0- ztB-CJXCDMhc|M<-|6oti4wOiOi)y@3eHCm+NvP-c`P?8vsp@@773!VkQfZBmXq}&&-3wGrki{P{!9hovQwO1KL)uO&gXY{N`}fkPd&jwmNO%tTgKBOYGVK` zDt2NC{y_7oHndd8Jhpk&FsRi7?N7b@YSH zd|LJyDbr-R{dBF{$>EpD)sxS%ci(x75JfnkEK$lyek8=!f&i01Rf@IO%xRA*P99Pm z#JBzIa7sW9oS*eqy}& zw}Z|m-PrH$crhaE2^@LvtJd0elUWHKFDSPJ>4Dg%NWjlwb|i=vvuhN)E-SrE6f|=K zCCrw&E4cBqBcP{aW+B3xC<6E%TT11Vz!Nvkpr?dC8`!_~PPNvel_2EzE44UXW2My} zC^O;>{>#WzV_qc#J_tHdH}RC9pSeI>3jV}5d?K!+C=P=y>)H-fD93~`J#|D@jrkp!APv21atvn;A zgHsrKEnQgW$(EzR?9>_k>k8u5pByYO$Zc0B&t$@uoxIKQJ?PD*l2%|ox+nY@RejTY zex%&EMz1GQeQCrgbAJDaQCGf0T^Ebm!HZGxo>=c~i<+WmM?=eX9zWG9labznxg(~V z``>$i`=)&n?qjyRaqHQ^75x&azN43Qg53II*G#{~4p@Z0_%fau*_0EyYTI*E)|Bv= zay+aJ)B31>=Z)BbCbsW=2bOCbH!#|9IrYR$mF`qs zu^T(rQf?}wTKJe1UtDE>5ywEyJ1hN}J3AHuF(0SA_|bA2ohk)yC8&L!tvRPwb#|Lk zB`#;TKpckR;S86JIeXO?Y7*@N6Y}dn{hQIA&KJfbgieHGG&cDh0(co`ui$2{1L{zw zMb-TLc!47lLd6WiQHs~&e0?C4B7wTbBU2^W!uyX5S~M=^M}5R;05UvTW7k%_8*~PT zYGZS-_5!V(O=C`P@tfBhuVCZ9n_g+i!z%xwr znFTfStGR>6=Bh4{s8~dPp=2%GMQ7e%ucah2F~w0OZNiIIegJ1<1*f}H!`T_p%s5gU z^D>SN`CFp3T?Yd-M1L5jS_@%|Qcg^uRW1||v@8`JzXNd&vy8sj)1eUVgZ>UnTF9%A z3j9u>(|Ab;MZjp~Y@khWszz_ROtf9{IbXbNXfdrWfF|^xR>;9?-cwGw2_kTqxruuO zp1N4jeqJ#}@NX#8SIJ*wd{Tw07$iuECdsfA!eVtri(|hmi*0iTf z^@`LnJ*T*kdLe^)eni-mt!L+{7e831RUWVb$muArnPhNc5tOU7je)xSe1X_hCANn3h^8A`=R(ZT zBI=WC#5+#=w=0gPn&_k)g`cV;l%2(^II)=jj6aHaxpGycGGxx;@vol%THuajYqNr8n6vW7EwQiXExn|JIIt1Tq8~ATGPwO8?)>$oO$8a7f9=bJ!n1xo%wmQYv?2EtEzPm9N z;I#SDzgOPwVi@-2H>(hDrkqf>KbvFmuz$pQ98Wp#^}xnOe##V2Eso!)nC&4qMAUhe zzW72+pXjI)c^c~wTv5FFlVIr`#^WCY$AH6vf&5UR=GnuBJ(1Gy!olI_fy!#ex>lY@ zig!A^fYcL#-z#P>t+z=NmM=x|%B+9&HO9%MVXVVAD~smtye^V!*orkCllv-{HhX(m zJ0#4x!bQBxTlKr~q;}uiD4)==aj3RoR!zOMrl-}oMqNF+`MRbj7!QxRHNOQ-*b{9A zf}i|&yPT(4hmY{jchrN{$8~(zfu+sL=2H-fX44p2jX!}kpw`O7g?|F0Gg8zR+{)f1tm-%05 z^M8vgpm$T`47)Fca>-?UR1W=Ul@|E!qt(B(6(wq)|B+R~OXZU*;RU|STd}45cxq*q z^@YjsSqMp&rl+V@3{4TN-XDhKUP`hzMv2zVx=Hxx#`r$O62j{os?r+L!Jc{iYASikWwQm| zdih7&!=C&)Cm~8L;-jcs%=hrzoZasPd>aB#kAzJgtmBP5=HU^>fF2%vUCC9KGpfRvi(J04?$Y&D z8uhX?!NiTk=%{YrDocN}Ps2)zoDp!E9zyCh+YZ>}F~Gcs{6iD*OeQV&pPC2|O%f4k zuf?-`deZ)rkw^T^U&4!U+d|ovvK!`T?eOoSg^sgxCLRf4xvE&?befgMC7weo6`wqg zif$gfeAzeNrUX}H-dzopETlW~t5UzTXTlCIx?sqx>Z#~5bHxRBDdEv}wx)PjIS&TF zXS7>QJE4rW{kwRnA?>Ca`uPMl$`n*nXi}>p>}1^$WTT3;39XXZ9kQ~i&bruLB~Nnt zmmFh_rZ3rf+IhzpnzpjcQE`z5Cp}8=T|YjbQ}c|uwmLx<8}ctX#<~x_-0fn1o`+{( z3{7g{Ds78Sm8-1*w0Hl(3>#MM)bL2?yc+2o^h!iE`b>uj(WIhklKNQtF7c+=(;6Lt z=&BS0yWZ4tkCQy(A8o|$GFhNy>R;%aYCU^e4w0~}No>lSQ3<79U0fj5f zhmRHJylkqIGMsw&S3Q!5Bs?oNfG-$CtBwBP^vT2D{aNy8rz+Mj;$`^Q*#-pJ4u4q# zE^0mA7g~5XY<=eMFsPuyLAudBD+71R&5SIVdCAiCL?wRsr>$2xq}4_%pSvTuU(W+g zy@O(-TO}Nw71|+Ay&Gz-MMV4~ak<%laLfee&{PdU7s|A9*_{ZdMuH@8!Vf}h(0$6kjig} zb8N`=*2CeV3!g`)dWP%OOIYx(Ey!@r4k?gBM2IHkvu49^uKfD6rTSF4)!A6RuF#gY z?C89S=!?5{=a{M<8fZO+fr2lU2JS+djuQ-YK9RdO)cUBr7Z}}eH&5uqojwrA%oY!(;E9n7bj%-FTUu-|k=f>9g7Jm0}-@FOj z(pdY!9@L#_$@$&l)Bg2jprgaP`4wffqUgs}dyDVd?lG^|vbJ(sT!&rv&)H{wPj-(f z!7<$_81~th8{5i1E-a_~;Jh1C3P>*L9$9O36%E8(|9Lf3|4VDmL~e7;)k(*WI{4YC z&U4Y6K=S610wo!o!voIJgkR9_xffd)9KkAFkLn87p4Z$-C(I zgIzVwjRT!_@#+NqdFEq8=`Ks(M(*-VK>PvAF8?-#Poz5x{bVHYlzv-3rjWd6X|uso zK*+bpX%+O1kv=K~X|;9_VKSHYLTc9?$9n^SV9lKkx}Rx+#}|vp`s<*dsY)BJqxhfG zWrs>Gr}aVv4>mIGy2I8l95W|VV?^-!Fb4f@;XQ!@+CRXc1(y!7ajfCmxf_ZV-)u?U zmGG0T*muznwf96z_MG)_t@Ds$(ISd|b@tEh+}!{j+|O?j$6d1pT=XS_X}53{DmI5waRl+Hs)!=W3_e;@AE z``**{d-wmD&*z*yYreDgn%QgZz4q)`Gt5)SgzfTEnyMYd5eCo_drHyJ4Vdu)?Zb!T za5wxT4I+5_y_q`xxM9azqMteI{W(QDx=wH9?vy9Ddwf`Y$TpLr*X&gjeDI(vqy`9r zIN>lX(u=h7_(DStG3mcU-IGO4UyCkUoCho(S{V?~FSXuih{8NlA_B*vk`ZS7qHU$g zO=0z6>PHqDJ3Gl=bVr)n^*ZX_z(47I!Krzb^f3xr7O!m2khUQ1noRv+YGViDqeK=jf+3Ml)LqO$ew6%hlgjur`*ti zl(k#*$mKhYvab~EyPLk}Hp?G2rIXuufX8K!RG zt)abzgzXcn2aw>~h6e}xp;=4eOWXF_B1pl-=~32$US#X){%vA~p}i?;;w^*#E#(nvp_y^< zNLpim-@NvC%!F!z@1sPbZi=^3yaa(UWQr;PiRZXy#I+J`OVF=`a97i1^`OqNW7dx2)9cKRoqzqy!#Tc!3wq*^c*|ubtLR3xH1?`vk@yc+GK=mY(7ZTW1;J_^dtk6DBByQsYq0Trr_F z4lq%02%u8p?4%;+tKOiFTjTks;Pa;Rc^tyA=G(O+4d-++PN^aVYw7|NP=~r_Y-K|G1UKRB`n~Kjr=(Vq4nf-V#va z-Ml1Fe3vxs{;wD&YZAK8P|LXTZJ(jx*4JG& zB74ZqiO%Z=EtKqYxWz^Rnhue}9PO)o%`}NKipjIA-CI1pn?&U96pQYC$F<^JtDVc( zsbb)#uCR!u*{fCdRKj}AJVlvsYFB$YpNS?m+oyiIBds4AmNFQD{duF3e~y)Klz;kftWOgTpD+bzaFsi zBQ2)8_E_UJ;Q>}7%`UqRm~}N_=(fg?YR)#gwK=JQnh4B^R@?)J&;*W-FMKU5iSQ@1 zbKDAB0!o|M&)rFK-SM63qaM@;VokO4PnC~Bv!5aPCYwl>;21m(#QJ(Ity!qW%S^K?kux^QGch%3|a2VTS-- zj@Bf;cHP7|o8%d~dz);%Td8{#*o=*Q|KvJ@msxP6Ga}D{0;eW~cw_DgyK!WK!wXG- zqq%^u!zyvsB^gfGy?I+{i+sVI#>^cDzdpjL-s~(}yo(+BjZny+h|LIGF07r=dgi`o zO@NJ_R5SM)T;RCIUw@(vt-2&+oN|_Ef9rEc=Y3PYI}P5-=igU) zyq?f|H&Lv9i5*=@SXyl`EDrXF=4Y&D*)tABqI?>T`y z&@2!?uJy^R94r+DMkL>hK7o!UiEa;>iImK1?M+jyh&(x`O<^-k6*=paOF4G=h)D1{ zGV{nk{rG;rv)r-IK}X=;!L}f`m)6Q_uR>)_r~HX8um5mNsF~PtOmG}td!jjKsq{(M ztt{DVHF;ZX@VUPC^jKLzp}_QqJFLLCSGo7sypDVMD-cxwZ-^dXI3k-!O(UEC@pk>gb0x(pKSz#z1d~!x<8RK$e`)@f>i7tirgV zsZB5vK2Ho8W%v>vt+0Oq~8wU2t#Ty1M>J3AE z`{x@5`Mv$?BM7DyjnoI}k}X7czVHb2N%T7Nq~UA5D7{4Y5?)N2jT` ze&MQmeEuE_pANda898oJ9){Lj4h_FbVtr|X`XQ+BsyY3h3l z78ZLK*|w)UMfVpvFhf5cSKG!p-sA;Zu32J7POq@GCKTPV(Gxm;-LANHiu)tG z!EoW4NV!voXnDe3e2Q^Hn^2Fp{}HXQg!0!r0Y=XX zBbQ!EJt(c>@Zwkk7^D=B))Xn8>Jg@b<9L?87=dLK6A{ztLs)b*! zgM%|$gZ*qZHcS^lk85=}q>hI~G}vk~)C!{S-FXnx!%bqt?o1wLEV=5_&U)uD#fj@73%)@*k!{;coydQ zMAb=#0T6JOb1@%WEqU1?ZFxQPv%Afs4^l5A?%k7mQSwsuUP-yJL>n?0k#+NW+ndu~ z#3_RRAlVBsPn#2F$lMiYnJafYKjZSLN=#f{^5FQJ^)JqZ^A7~eQ@rj6e)P`a)%;BA zcx2l$A}4pN>ZvovdRSbOFhhU-LwqMLO2_PwJ03|ueqx@j_rjex>RzHnY_lTVav$^@ zf{8fsC|y&7l0u*abFRPwL$#e3&|Lp&#a{4QaZ054{9D!oLJBrLXPe!Dr$KDv(bPfE za^Cz6hGFZZt>Lxj%Vjj&cKs9iAEkDv_wMdFy1cV}JX}DLzgSQ(sNQz(1`*frdy2e- zJZ-vsAZd_guwZa?pm1fcgV#N4LGkT4mmRGB$qr8s-CH;FXztD-UOuZfLG6iUsR;{4 zH!26-2(S83uMhM3(i2~1lPMf}<)&=fytF13r6$Z67o%#@+Pyx79_VzPXz7ze+=(G= zZwuXlbe@$M_m_iG4$ToYSFEaLG5yE#`ij{|cD4ofVM(UqeBi>q}V zjkM^R1jteSPLOg?%;^!X=}mi%7+Yvr0dh2wjmGjVIyoXM=NZ1#fjsFXS{A2N9jlak zQeHIkTN7qEt;>caL3T~}o82nz_#%*wCdT=1n|PEoTzcsCn?aS=2p0n0poM6M^5R>G zF(wk-Ce9XZRd2R_DS3Xm;f@x-dqyjSjcC^2ykxXqfyLYGVo#KONmHD{{;a5&A{i^e z4?UronGY+tnHYZTVE+yuPGo;jS9;j_HA3v2>+mG?hJkm|uGAG0?&|3*M35xLUGN_6 zd|^J@7v{r-G9T@NpXNjI@8%QR$AAT(28wtw(6&)_GZ^;;bpsCpK3TLd(y*YGgNjod zyD@t*IFx+Lhu7wtTfCftAu~@vcz^BNY(bcQ-QAjHHTy-&&9qI3eHM+woQBYYox0mb z&0kZPl220X7A8I>$UndI2Jr~*D_I*xvQ*MJms;rTL~G@-hRvBpR+SE5=%qKFkFXXB z*PFqhYl_p=s1hU?x%&P$m*fvsyG zV7*Eem^O{x;6he)eWU&)EW&4^qMz8-Ha0%$n0dOayC^a^^1d&5^*D$jdCsqGmuQ>R zzy6WI4fa^g&js_`+X5be^|Dhp>|%YMiSmn0UB`cS zi>u+~jZcr*Ve-58KPfQ0gM1BHlGrsq=J0tT@{l1L`n7Y(WY^)C&nG}cyttobSN8ap zPq>IwT8{F!g5CVXhxuJKgd%h3Z-{HJ+rU5IJkwYTuJCuFf61Rg^A#KD^%7eMvVBBT z14q}sfee(US; zdoDG=AR`;N`PK8m);7ILL-BhYIeyGI5zB_J-BulM*TuHPoD9`F!*TCuK&TQ%o|ymy`bJDUFhBZh2HU@^iGfAr`}QgyWXL0+t$V& zrjDTQ0k}FCX!|JTn~YO@^jMX&6WPmkzsBNW203dmhicg8HC>xt?_=(jL!0Z7a}=^l zT35{@Y6@Ic#V=J|yVz}3SiTgRZ#nr$*rDe~skkMGrQ>I~n^ zgm}a9#aZ;PnZloHU-1dVM%UR-P`p;9I;y2@cds@(#%)7$k*v@*gePS*@}}4%yJ+L5 z)xpl-)U0xw$?0iPSsR;A&XrRZ!<7`=KA)pXTGX_%8@B1$A0?+=OZrSQFMD4$^+r+` zc^MGz%+&w#!Myf1?WlMvlVBJAywvtpk2m!X4H%1G=|AHgl`vpZfA<2^K`vp%zWxWG zA0gidbJ`UWR%Y+V-!<@L{{)?qLF68M!&$=I6+gZPYU;l#D5$ox_;-SaZQxn-FI7#{5n`&3CmX@Ka#WhWT~f>CkN?S6V!U!c~AU0j@=;~K|`IsAaB1! zxJR?6E%KyLuscmbX4toOb-5P;rCTr84iWZzPj`tgIPv@mKn?qJbD%ra{1dHbhQ!P1 zN$K-FqU}Nc`SI#kCslzHRokz&GsKk)qxGOt`zhi>=0#}QHh$JuKcDt{7aeKr1T7># zkEK7jBb=d!?{>l)uB4n0V5XM>BP|FF4($YZPqEhyD!+p(yFW(hCx+4A_eFzRlzysT zEZF`ZH%41K3#SXumI58k2m{njCnKY9V94H?b(SSgx|%k6;vzAiFFVp+?pu zefQb3*CQZ(jE#&=afY%J{9a*D05pF45B<(?DDjsp6Gt#{F=dHvW98CO zQaU!XkxJLR^!Km4I{)w`Z#X}oI5SXFzlC; z1WR06SHk!>II+6}VUN_VSM`^Ws|re%(cHU96aIMD){|N&nrNO>Ipb%`Rq#<71-L;e)-kJ|t*PDo)w7#ZGZk z=H6okOu#ht z(HCAIg}W}T-VUL|*WlSVOyMS9UJflQ6)fwRgqyl1Sbvl5_i6Y;CcDr0or3u*gBNr) zqzT3^SV~AVXYY2WHrdn?4bNdugeKWPux&1^A*`Mwnh2}2=iO*#TkE)LS+s?@p5e6w z7}O?gWSuPe)}~F#BeD-*Crf9$zMg*c>5zV$r9jZgulR(DC@|ze`(>80c2$oleIn`K z;S55YInt^#pk9(t7Mp(T5TQ&7Ihu-QW9U-JS8SWj7c#pqz<>L;n*x~?;xx2-q0x6i zn6js&^2NW0r1Bk9-b)ftM%C{W$}~aMe?Sj=fckfUF4ds;e304wfcghll1T>tOV)^4 zQE(HeIV~)llUkwwDfI_;NfzQl%Bp-Bo&F+ zOv0J5KT&UGD#(9S2ZRvB!VEuh$=jhyQa|df(!)G|GMhPC4++=Xwwj1Zvr2w6UT7Uf z;*HIf!-uH;MO`0G-ME4=-fdb2ip#w=Rs1B77yF!{|NE2n+!iF+CBWT z_HA+B_fWkrJS2Huj;~ZQ_FNLG7mYC&`b{g>3UA!)$0r?2o%c?!=}V3x8{+NrGitF~RSFPAyHn}&$> z^crMrl4cS*Y^y6&W)ao#RH%x0ar^^u-=T1C$J{*w<3DtTH@d3Mp3dDLKUk_I;c+c+ zDgbukgU;cxd%eDEMm*eH6EGJat_#%X&4Z1=fNg{F<`l57(PP z>o*BQFIbanshBl4_NSL8&@$B|$$27!kH4$+wCV1+Vq$GHIr&m)o8Oat&lcy&ADoI9 z6|8;~R3&ii(Oz%@&nlcxv-`&4VVQ z_--_;k>2>r^(ekZ&4V@hY2DSL>Nkg-UbT_qlJ!1hyf&l2tizrt_1?a-kPjxZns<{a z$dMu*G?!-==JMs@>2t9w%=74Am>lKBuy$(o&A>!S^aN+ZO4(sFq@nPLxd zuZOD?!l%Zk1UZQV~+S$k9P6(f^9X~cT7^hCAsR%BJB4*piMMzUQg zpdqxAz?T$R?w)aqDxD z`?THc>tN}g?gpFZ>Wz+(be7-1h{1_qKsmjY$w5#gO0dK?fNz&zqhoQ?!yDbOEn(Bt z8_V!d3p;=tOn~dHljg&6!*Z4_P~WcECbJK|oh(y%28)O>q(i>qENgqd7LjDggnSEG zzPU?$%#ovQxUyl9lcF-;*+DSV%@Eca@TdZutNu;$&u#Xe^8 zIaMi9DFURMUCns_($_{`EPpVEUiV@%7GOdZD<}4%iYcz<;G>Ekwp3gL$p#9EY$$FK zc;7Nn=sU)>w@_rIL^c%q(~I}0%H(+JGe2zQ1W$eXhe@z8Dgg37Y{He_SjV-ZL=4J^ z{h^En?_2l}v!lDEfce9^ycmsZe`|Jv3W>o#ImOj1hI9{o6F3-Icj>jBmHyPLE#%&a zKdj}n_xzRRvF#i;!lm`#{3Lj44Tz54Zm^>qK1kd9ez44cKC?JptAEhUbj&8SH=b6& z5DeW(^PHQ67&g9=vANNZ&)0$UeIe*uNVZtLl6u6c#p}D}JO$O&LlbnEcGi3JL~4$r z_75S=P@M_OFGA2a`-8~HfuuMa0eYpZ4bRi0qou$;96LDj2>Tqv)aQ0L=;+}JqfCuc z;=mfpP0u;acyMz2nQ5a=`4Y34_nQ=JtoQ$HDFI z<6~zAC~l=)SwZz+UkU^rHh z=}*?nkPMj(JHRV}e%l0mO{IbMxvaU^MPK*fh4ACG-mM3@ee0<{D~B7scyz_Z%Be$j zS#-iRwZiGuAJ4Max!F_=RaP>AAQpYsc7}6Lcs{$Z`*J+;bPfkc^mNlL$)RqsY`>_W z=M!&)_qFDpa!wVTB)+lnn{)!r#l{qkLDY>Q3Gjo`5MZ6en*0d;99O-b7KjvWPMhu9 zTs*{In`7V7bjLCX)0`>Zy7osZ55fFj4qtH&m@>eW4W=wGsbbjE6Y8<-3Nm-(ZFd4!0k86eh`@=$jdR)-4Xa(gV+b?2u5V0Y;J5TNf; zTr%tjYoYX8%H~mbE|!PN`-B!UgkEu@FYj4<#M9YiU%hFk!zGSO4-?G&^=&J&^btI#yhL+^=Mw^fuR}OLcjrA$Rsw?fs~TU~pWg zNWi^K$1?y+2{uC@pPbc+rBTyHtvLdI8g&%w`T|-To8_8uxDP3GK zfxpmlVqGl%8~qp9Qmm`sAA@zox~%>?82AsVJ;l0K|2z6Wz|vw}H2)aTr`qc2#=4-?E5q)-3+Xb$RX5J3dsog-?L5y#)=zH&D!nCt#-U>PW!|W!r z#+e08tnFM`_h{tT@4(4AjX{@;A@a!U?#I%=rlM z36E&X$gazDjW*qRxmw6L3%zY)wZx9AP1>x=P|^Bm_D+?8+Yvy&OqKi6r`en+j8l#DHo0O~Jt#@> zUnj6OGZMu7N!mm{z(it?NE|kyq2UVsi!&jLdd+oY|LM2W|LV6p1OMSs?Eds93`Ildc8&DTwH3dVZI~k#D&WQP=sUu2wVUWD)O;_fG2>b7s+^J8d3= z2Ggo_u5^}&k-_N3BG<};vn;xG3z>DNeeFTpI^>-dFF@04Y|e{aNLV!?8XBpb{AnA$ z5LWB6U!EJCEa@!LG?slrg3EYkvmLp)|M6t_e5=^2sBUeB z<=}j^j{$MA`)%5;WBpCR7?oy{2XB)1z2=_9r|J9L4i!$)0?q*mCKQcP)PSER98wyx z&NO1}$c^$Tuz&F>SU1{NH-~E=rZP0xWoc7@vLTp255AulmA--r2BvSk-!MJJrXPYy z4ouQuQUa4Wm}J2uH7#Z4eB1ciXs-jq$%bD{-GygxDQ@B>$}`|ipEp2x2F-pkfhb4d z1oSOPP`(9&ien?nxA6Ci!9n>Jt$r~;28sY8aZoHmFyx5vP`<=vW{*cGU&3Cjs};pU z21AaX7-S(rt+JhmssR=lgXhS@W9EEI&SehE=oIk0l|CPugGH$0yi^)3Lawr%_#;D4 z$jqN_As$Fh=lLP46GJZALZ?4nDujM@X$yS*&i!C;47whFXC%eCNPd(ETxO>FSqF3$ zeij@*6YGlof%3ecKL75=Ia4n)^Jo7!XD+6klGTrMzVVBB@T1Bx0D2qhKXPwz;^zNy z20CaMtDXIcbocqlw!3+Kyuput9$MwH>0Dp@jX$X3doWJrm1eM{=Z^%T<9{j%{<1u?M{)P;; zlKWS(4Imb_-jC<1Y64MT%Yvglpv`P1UZ6zI5nCQsJL;pn%T@d`=ga&?T;y8%@ zUsC^+LlB)2@lS;|PuA#qC&4r#6(y`t3Jt*QwhzUY0TSmZS(Qqf?g%6shdJ%mG+j>6 zn!8M+Co>IRu0gUkpIS76qorZ{RjGgf(e+9O8znUGV@U$ z@Q=|%6^J%L=K%eIkyg?Z=H|YWTwy1H`WfUx5bvp+zNha_uwf-rBRt|{|9MqP!mglC z>Glyx!zPjmE{+>C>ie%>w$?PN z!x$$UDQaSO#j0W{`4`$@KFcPR&gZcJ!NNgHd&AJ5A;b7IQwmzlr$ zgS^L;rQGIjWzR~^wcB6SNrPZlNU@2pV}A{F-Z(?rG~ZzG+9WtQZ?NnAxY(U6_+Xkj ztS}yzv6pW4@eMYrbcR|fAheagB{shFwy>AJf#-ASp%v%G;bL{e=p_dw2fo+KuZZYm zA|#;5yevw(<<;1THcM8y%<)^&VG2k5t5?DdU9PbXv3hpmP} zCLf!~Dj!xbsqBnY$31`Rn(p|vKy_IBZATc_6b+xL|G1zYVCARAT0 zl}w@D#pnk?aCEFddiQ?CI{0-G`VKF(>^q;KZQnSAbg-aD@GVKL=Qr~|P;r^yWCf6ac4bX@oOGlU!6JL*(DZrbHe&7%J>$P2FZ#A z@NEA9nY7k?NgZ_d@zC1jo_Z<`<#*y^c*XC&db$s$w^z^^=!!{fdeRd1^SDdE+;nXE9q4=zljdT^VwFGt4W!5KC} z`5lY-OP+qEL!*0&*tZ7013-a?kQ4mkYnL z&UVTlnubbrvTBH!#i>7E@kujYF$opfHG9OVAtms7D#SNmISNoZ=Bffzkl=y?f}3<( zhOTU2Jeds2z#hH-`x~#%%ujFqKfdwW7`y)!Q-((XpuPY1pfWce%ffrA#7;}Cv~tf# z_cB%0ZpFSM2|lz#lyGt2|A;B;{}Mf1Sy$d)m-wBPpueeUD8T>rR>nI%H3sjzK#0%g z%$=}IN9p(F4!JkC|QeF5zi|8U^=+ej|RZPOM@fSTJV!%qkU;HRowFC^Sm_0_bd z^&?{R|KcC1ii%tNlY0R(Zgc+zKFliDumKanW~O}lg40rgqa7TC)G}IL z(}{By9_vKIl8EGxjsnBez!wJmdnv`*arFxqXyD)A-jkX0F2CW<3u?g3uiWd+RUKi! zX{usGjNNZ!pDtncX#Ed3fa)4n5dWK=tdt5Xg3%AbI=o?DYH(XG8H*q ziAD_SKL-M};Fsi+1*R*QJ<6rMv}71)D2+(4bSagkF}AXBB`};s7+)^ASddrf@IAk{7+98 zbTILgjl$FyQ>D5LqV`LoMR+)xZeOnAXycI{X{JPtYvS#5w*MUB!cr<}d%sgh&Ny8N zi{-$hy=rd%f?Ag=HDNSICnq^y^VQs5gl?R7<3DZ8vTeaT z%`D*$Sx`cPlCS_)g3>5rSB?(Ucxix-g2P|qtF$KmB=;OvPW`32AeI%e2pn2bYFguH zlY907j7lk@6=1~LKW>W*IiqO)MO%pfr7at}acjfovBlW5z`t}UV6D16_m8_&`JS9F zcoY3+ZSnq+IbZlY*1+#BS8iQO%rpO@8HZha;?}E%N9s z9&&daCU*+?`VjScg!g#n{5lp;8{7$NmHIGu6}73kUNaiFMv4`4O*HF7(-q#*C|$}K z9#?xDlZkdV1IZ|_kyamt&8z!c_jBB_aNNlr)CWt{M`PQ;aqXT)SKCKcmo^FVHP>m) z3MbF{EGo0g`PPaJZ}NH8gu3WG1os*AXQ71O<#8ay8ZHe2Hwe95<$w>|oai9hFp8`j zX$K>f{=XV<`bMg&k9>)m9<|GRv^;7bb9*dIz4qHh8E}CrdrXOmHXd8!7vm$%bde4e zb*NA@W5@w#v;0Wsm&92zTKJRhO=^H>OMtrG|7Lv{|5OX-R0jqEehKk3?7%+!AZ4RC zd;Tkie(M~#_xz9p9=LlUc9D@ExTg;{sa_|!tx;&wNC#`AJ&j;ZAm_$Y3NVsOcx^`H zwmaU5JC%BU0A_tSl|k!u1DQZx`xm^Now|G-<63aKWVrslEqbM`hMh%FHvz+RD|gzz z9>rfqn#c(3$&zY<16D^`2nifW#%qFzZB208I6Cy#X2DRj5aEf=OYFuB>?Yxw_I{e2 ztyX+(tLB^7(VMpy-0?fzY4GaBD6XgcO9r`Y68%~ z&4q?l?CErC{IA)B|`t_mI2PGjViEzfXIa7tL%S4-ZpSu%=xYH3% zH4#s>(b~;W+L`#fft%l!wt4ZjpY$5)v;JTegb#b)eNikxmT;!;`@$^h#r^+kS$;_$I zAyf^>qj%#4)`o#aO!?>@-@=*YgLkeg&-V5n?+NoiIXmHh5~UnnkWgeWc<}8mCFi21 z#&kh!c~M6u3lR86MOkeyX?%E*P{yRYt8dlNzO@ojJ?T#TQ%VZkGwYN|b&Fz7^(XAL z)MHgv`CH!W-J@2nv?9EX;4+Hh?Hh+Z!V20%MJbB7#iOUEe0-^WUEV4lo2S-7g1k;5 zq6`cbI!__*8+wO(ZZFJzEdO}4mCpZONyOZ@VXly7QLT?vX#a}5o%fJ z*h-kkQhynfjZeR z-Ba$o#}%tv8bqPdLOG=9{oOYXW3c#*pWZY6#3?X1h(Ye~jNPwo9p>-it;s zh`PJ)^*%*rjHM@6R*4stsX~EO2itaFZ;8h4l0GWjBWRd+ncCe7tgTYDWek>6>q_{MH2c3^fe@HC7b zlF#*YFmRsdZFNRgQv%?!adYF5)zs6rr+9NV9U_kJ3DdMwwNrIdbqxS511*EZA!8d|sMULz{JbHBUk_<}#$z6symbbYJ82fl{r_(H!QX!#a@KhW__`+lH3 zRZ>4wIYU$0c=_l|u6G*2${tnFR2P>#{r%6Q_~hyJiz6?PHg|CZe)2{7Ro8PBVTk6< zp9TU`+h1!gpT3OQfp~n8pS!yW9!Xr#Ci2O8#(Ae)=wNdCZc5oA*W+vN<_cKp6xC&) zej3;b8hk&QF%a(2&b@A%%}LjQzWD8tiw-s&+cyD1wzRsv-l!EHH`CPyr=kNV$7z1o zUZ1S^-bzJW0jI9_bBc`Xqgf}B$T@R>@kD@sl|Jd!`PyqkU&Wf^4ug#H53(m6g4JVt z+dW|$<%SvSp+$!-Wi&;|q+K(UX_k05?-{q2`|@|Qd&-_%vl2)sC;zO?KHuF;#T%BE zdB&J%ml9Pjn8TC^aH5ZRVvw5AtI)&O0Amy0DHT} zMuwZ*{B%noOOwNC@o-$3Nw$DnOda?3pk`1@*HSp_6b*CNFrbl6=NJqIH z(JTi%OCyX&le_T10a+}Dz+5;d{NZ>j70vX!S5IY0KO>_c#TXrh$zz{$dIDqTlLF4E zY^XZl84N(9?PdkHv*lW2&(uBv^{f31)9Ikse~=b%f;rYly9mGxR<8GUy&8uqt{<_e%)4(tUJiFTyzX+J z5E@A6$Ne^1vA7?qxqf|48wk%P9JMG=MnkX1HY~A@sL>2^}B4opogLCi*`63A=3G| zmVm)Iy7`h1TBM|KmY-aUarC-yAJ}96Nu8B#PV_LZd4T(db3j5a{p7XT86AsM1a6J9(9lef0Qa z%E14)GMi-zjXev=&}7(*>wew5c(s(}^Xh<{Y}$Y-$!>Kot8XO`(tw$MvmnS|>u&og zX`Z0a5s`WN*)2+J(MwQ_g_LAYr8NDVO)T@CI3)@1n6WS`|9+Yd0gErbi0t^M4VMQr zy)=au^qLXZzY9k;w5|mvx!Yq;UB(uJ@N?hLS*`76yJaBz2#Dlblwo8`T|Ip!o4OZ) zX)cPXgaz5PJ5SaC(zKN_Pe}7VFUL|ZeITyw!?zQ@UzDAghOu{`QFKVqu+{=ygtKzE zWb~bC&Pb4*_6xj!rR-;MT%(YWFR7K82jmg-#bX)J;;^Ky8Uj3kdpqIhhS@zCg(li_r+w82ZO36g zv$8q~Qrruj0=dZ@m~RZHBs*ny{HcizpZR1xBXH2e18#2%*iAA^F09`ulJ`>-v3Zj7K%qbVaQK!;AL zivuv7w6ia8%(~uS&&R=Y?;adG?V~MQDU**xFNW{cHhp6~fiAYXH`j5T`DAyWNw_x) z-xY{ppQ2KRDW5%B64Bxc_wCkT_gss!reI&F?VSbmjXjd@q%}o+G8e&9!e)@P6HhJ& z7g<`oC4kV>W_q+P**Bj^siUsWDKEr;^^ERz-`({CUk&{8wjIeHLE%?tD^znvw1^-R z!uGx|dT}@Iyd-^e`4(0ThOGZPF|}*|GkgCx=+_|_NKB!V>@+YcU+coRi@5OZ1W>+R z>}J9eA;vA#=MXY%w1^AGOR%vT)Z{c`G}QRu3wLSbm~tmic$2srU~nNKpURwle0lv#2U4AeVvwU z{NT>u@Z`AgiI4gNlO&5R^|8;p^GsZ9ogQzEG8X}hz|%+IFx1o4lVNgO{g3Cc+4uwU zA|LzjLoH`C)dy1_y-pTFZmBcn!Q3@(^WFjisJCBD-%5&8c%67x_Ni4D*FLMF9CE+6 zCCTD+s^wFXTNQ1JcFmyB`vM-fB_ctaDd|i?V02CYq~XY8yD8_3-~n=LZc!aV?_KyY zaxDhPE|xEcy9s5{q$&!xQ3|+Yct6;*fInz5^H+rPz+K@^O>|{8MPRp4T!0n{ zLl-X&*r~1 zE(C)~<95RIxC-R_<;IoMFSAclRD2vp7x<~WAPN;h9pAedJH~Qf_Lv_oZz?b6sB;+} zgFC7BjXD!;$8|5r0JTJ9M&yn2_4Trr&0-PrFI@{c7q-?DJd`9|Musi!3P#z=A{HM-dnC+WXwDyWKNmLm67{7TFE@}Uw-1QUE zp2sx4hED9HZvZuS2J@yXWX$vI$aY&;!_{ZvHgRvgW__7G+0<)WPUz~e13&2a&(_UH z3`Gw9arLEFLcW#3;-|FGRAj!G!xL|qS>!#VN;QnqbgSYe{$S6V1Dqm#bg!yV_We}7 z%WSf-rtwyZns=h+aLJfOiLgpRc z60WYnn}grDUE*d!iSMd-$JZN;stc>y4dCyDbvu-8{r-R7@9Vy5%)I9_pU-^G%;&t%y=P{`yq`G!*lbd0@FkKYLoU6cn(^9z zx;VDANOBufzJ6QDzD{wE*qLbU4{dCYKMp6m*66<<82qBDWW+D2xO!OW*cZF0O95L1 zs3kAm+_HnHlbgTYGSKkC>kgVLfeig$J7{|(3|G(2SDses$xl!jDwf$O*;JC2dexox z4s!p|Zn;nV`+O9hoE~hs#az9Y&GMMuh+SVObI;a-vH(Y)jLpYt9gK2c3d+5mbxh6f z`zBsraxbQT#_vm_UbNS_^(~&M3G7~(d_(P@e%?}O?%zqAPszne= z&bB%MxnozZoXj;9dm}RLK0;?&gxpVmILqI6Twzd5xZ2xXX}sZWLAsl9b)(bJ%O@kG(_X1)jqS?!h-7hlp^otiOmP@7>P)`-J%KK#1k&vwi2$ zyjTDZ?pfu4-3Hj$;cWoEVs~xd(vNm4Ua`Y=#&Gd=_HsJq>}2EQ1(#?FtfFFP!yfV9 zy>z<_4jUd5Fd?4gX7ysxQ)HHwETx#-scAvgcBd1I3xYGUVkZGK?-{g70ld~us;o3gTevE}Q`myu){g&zhT z31Y2;>{OH41o4jIZ~Y%+M~I#t?@CmNKi$7qUrL(knXLZerByV4cP{y4#jbCT0lPYc z1?|*A2joklN4ifFcYRm>@{H-!wmWXGRJ@o1!x&~cRZ0!Uq-S}bJ`*1kp5=a8T3pEV zt%tlP>Ty;rjS^V$qCLRkcbPvGTlu0sN$`u}Pr+8cxcl7z8v-Q9zSjP1Gbsr+1h}EB znsnRX^)_rD$j2n%mo%Bp{pz3Ja5cWsQJ}Ao<^l^V73hf-54aj1UMZkos(PR<0Q5#mzwIH2)mBnRI-`Hub$%n~o z;O&1-3HE+z(!`>GX;m0eY)PM_;A6+dW)-*^6&7nfxz19&WXMsi{6EqdWDe%4MfR$> z$UTncSK!QvWI0=LmaFlscbg>*n{a-MTByrpOX)eYs21VQhOo};H?%x=jgu?b<(*S1 z8EJ>D%gx<)2tGE%+9865M7>(HV)^J>D#D7pJ+!GL?>whm@D8OT{`Jt1m9=cY`{ z-ir024_{gFD4mwD-H8+` zs?|qfyy1rNMjfM_x3ZVw&E|i8rTDv;vwk%dHy(2goDKijSUIN7;i@E@MS438P1^IU^9NOS&{&N$Bp>Ix zKbl3@W+n1NqxbV4c~X-WW{Sx|!hMzf*B_ib?aG%_|2+M{oRPy&&pn>!SG>nHd@DvC zy7$}>CmKKMZI$McnVO!k^`x zWyndQJ73AgA<5ZQ?gO>o*Ef&t_UHTXOm0(P=|zH{8kYV= z@H>p9mkEA4Sej4pJC3DM1V1e-%^>(4#nKxDKYfsT)G_lN$x~0NV`x+q6z&@U%k1nt zI+*zysv_j%!6Fo!tBP)6x9}Xu+>p@NCY5I$!$>!2EVPZGu{tUvF{KQwh^?jz83Du8c3}@se4-z^+wzR}jh2g?2M^uw?MksLExP8i8rkovxS9{; zo|nUd#bSAa!hbUmW3C3WCYg>HORgu>Y2EnQuL=Kjy^wY;nEjRy^uG0l#SFnMi`l+Dyu zkuaqtz8+D|OX@M0+tbq%)YVumPMUL_$+or|7UkNRr*rhLGE{uFK0ueYTTi;LF|FiE zyoH9AGJ~`!(NgPZs7)Z<1NsS`LC5b=85}>{JDH@XQr^yF4}4W&dfIsE`;$d)0#ubS^{U zH+bG%G*3wP(d^0jc_KA4@{a;W<~gY6o)e^11gDDKj*=&(G6+e z*ZkBlehK*8eJbJ#Lig9|r2xBv&|zzxUA%$c$8 zS%^9*?A2P$L#&!Pd-q)WXfa&==+esohsx88ZvLOPKHLy`LPuW4E7@ubcMVaLnXO{& z+{^QawTZ4CgsoTBHWP-Ip;BrX`-B?7)9-`_@xA)V^*2jAy zzj1l6l6PCAKgl<5uJ}13_MupaCX#3qnfZv}hxUs*dQYxjJ(hUOjqOclc=K$)gGYYd zSA46rj`6sSIXpf!6f+WNMjlGgH94(3J)NE$%JlSJ-&j?%uU3(tVZrC0&K=(@on)G7 zrR_o)Ut>YEoWXI_1@5)+!tJ2TV}=i<@+IIHr!|FqD&?`GHnXc#DjH6$`9dr=`!2_r zEcW@ehR>U#&sKhk{K?t_N|XFxXC0J3Rr_@L0h z+)6GCLY#Ny)ah^0*hZg;t(G`vH+4d7@;(j_bLz}>!_1dNhSn{y zL8-HX1i!LZ5n$;Ay|Mka4WvtpO4@b89xk_SY@^X2N+t+|KNIR{ayEJ!89w z-ICt56Uis|wR>v_?&*HLcZ3D&la%J_y55=w(4@Orer3ogIX^$fFuVG(!|E^)vo1hR zC=NN{K8zFIUFL+_e&vLx?Y!Kqtex%PHjOJEMkQBKiL+4=v8U167(-34VNk4Uoh@rY z^q+;N4snytmFIIjp{}oVDJ<&>OiS-a-bj?~IzSVYew@okCab*gZaK$5Fw?}@}5$WI}*N*R3A@3iI?2jT6dm&ZP3z{k+r{>5VpEqYgCDQOyjZG-~AHbN=^=Rhc1 z-o=hcv5lRVrqQ)E$D?CHUsp<#Dicm~Mr@NJZM%%6(xh!zK23_0hUL?wNoiQ#L5k#n zUlc);O|d>Q5VX7TSgT#Zf(K|-Y7R>NT-#^mm~&T?}%9_?Oqn`(L0FA5k*lZ+Vf zXqW3ND(Lre5dcruXBJy}C`A$_E@sRd!pvnCn~IJaU|0miY&AF*^%W+vnC)7u^fGEd zZ>f@<2D(_Or9SK-3>)B~(Dbg0wojuC6U~%l_ibNcLBDhuID*;R2XZ3$&vNDvV_DWz zv~xAK?{2f?!=7EWLd_;y%FYEu?b$Bopn)zn6wO#PkQ++6ZQS(>Lgnyd>Kl;AZd@-gX8!xvZ@u4R?e4MhUna6?_gyj|-mOZ{%Q{dp zHAWnnZIXQvBHUnQkU4+sbehT&v)I?>9IaPx?X_t$J05q(%+A|nIS{>-9UYb(mA$U} z;~Ut|EeH!mYp9lg70HxbVozMZh9dkOcFIkQfgp%I#HObwj~v>#X7tTpI|z{p`rYHt zE<6m|6L#UK$BBHBv2y{pp2@`PS&7{J?TL-r|w z&9{6S$a)$TgTo9R4L`xjB8o`A6oY^2_9G(d?m}(40ppk0Q}_8B$t9)R(|tXDnt)o= zHG5qxd|5St>l9O>B@ZfonI@q%V!{8jSqaJUZsO&7~GW{+}Db@=mF|RiexLK~h#~s`q8trx!0S zof2`=>W#Wkyt8;$NrV39i0ci`ZG{d~c_n$$RUGkY@o90}h+W5gxo=(UIYrMOvZhOd z*YFr&D(+jE`sjAs#0win=@r*BlsWm97E(8CvQX0(v{0?z)Udfh&_aDGK46IUhV&qk zerAn(=Ls>+f~phMs-}6@vUv*XPE@Fx=3aB-^p1afKdA7;?srj-%LnsDqZmZ1VJh{7cs3M*AaO1JoMmA91hiZJd}C2-%=s%9L(=SZBR(?}nScTf2xqhKL^( zco>Qk!JAj>uyH84AC5z~>uPrX(l}hPxghox2|T*7ZY|Y*uzv~>Y@kBzc)6diax6`< zhEV#xZByvQFPW?4wpQt>$(i1Xy;jpDC1)xmdwuX;xWevmBc=C$9QoFq`o&)QY{5MR zm%h%nruWW$osXMn*Y#?u$?3$U(7h)lKe@a~cHMizF_1Uw>>nBq`E>F5?Ks)EhKbtw zGavfT%<-Q8q#rS&B1r7pKh`w#d~2|;j^fdoon{jn!9(FyUvB=ba6Dic&Lyx*SwFlguI5_;V>wWISqb}Fkl}R?Lp@F1S>KX!5NcENRxDffannVrtGcBrBWmb8q zilpS2hvOWq40au=RlbSNJ1kxu)HXR|NJ>`h+w>_{qV@1;r@JYc{)b4(M8z+gK8=Br zxx?ywE~!~o%-*{ikCuGW3Lo4pZXs25tasfSg2DGHs{^Fq)xFuf=t(g`Z8fg4I#J;G zB3Hv!t3}}DR)vA)e6W6~*+LkA> z=3U2tW;h|r8e!mlF4C9azl;TaM!K4JW_ObXf;d(AjyPJ=x`^yN z`~DXRw>@j8Lx`cnWmF-OG5Zgs1j~tRZ+LuAU4>Tig8ZFV<@9aFhI94N=9j?%&O)!A z5$deX?_FV&>it!Tr&!agSkqb`eLk#C7Pc zHg0hI$ZRi}{p91OPpg?)L#gR)crPVt(RmsloGT6Ho{UvVZl0^!no?t=-4U zl6E@pC8 zh#jyL=iYNpeb0qsyp@XjJBZ@)YtQ6H43{3Cw4$NS;VNs1aUXuMWy*?sP2=-JbzQ62 zPaU6rNSA)7On%ZvkT!RGia$eBK*o~lx@6SfoRzKztOf44GmG+8@akJqrzOz*Mg@fi6(bVQ$ybqI zx96^dhh0BkMVum?r`dB+FtNhDuIKW2L{Oa3{eQ25=x(+9gmGw~bNQx+maA;;+A!V8 z0f%0{ppQw8zGQ58jjby1rKataix}Z#A-!DaqlmgQb-Qir?OZo|DtiiF^}JS8b>rRe z7EjlS?Z+xF5%&ok_!>*?^qT3&&*V*dGuGzz%0DHu<3C?I6LjEd-F4d;`_9enzC52( z&Y=EJlfD@SX0vjTcsOhr#5BdT%Kc2ES!Jy^xRx@zRvzsLJ*0TS%oo|<%YAlCk=u9O zn$ew%;DqZ70ygX_74EaV6W>?scNysvM8z3##HEkAPky{aG>#O06>4BZlT}IO`og{= z#Hu6cZ(rsfU*4jzjY4B0Q(c+|df0fu+wEQ2dm@r78CA;GfiqTSS<@1TnR_|Jo}Vzi zz%5oLZyFqE8Wdf)E~t>rV z=y#imbSw2*ZY7Fo$cnw-HjOYh4gXrmz16i`sN({mBPO$uDaChH(da6n(OpyBXLgOU zGJ^A7o-?_xQh6Z~7}4`xu5XO)#`EmUBMNJ$=MWDz>Z>){%t>;^ARVY6Rb9!&gFWX<(VxPiX<-F>exw0PZk3w&OYhEoZnSH(g8E!BR&cD(m$j<&_9meA{K}=bJ-0ZzdAE) zmz#CK?6{rK<(l5UeKu1L8E>B+3z#a>{UI!yY>386IbG?$tYGt~5>0Q&n>77w(tO?{ z`*0Ze?CUbclOp^pF$y#Pi<84Cj*}$XXndmj&*w>khpls%b^piXVgB=h9&%t)!Cx)_ zMv&prGC<|OJRQ=yJ zKLxum{U5e;wEksJ$NypnC&~?+fbIWc&xS3;|NC0=|7|(TiWer=P`oiIMEsv#qWRx{ z6UT-u_}vH0CCc}B{trL<{EuJ35|>^G`tQF$`EMS1f!XkEA6CXP7#HED9#6TzJUoJ0 z)ge4&4`zgE6%!VY-~ke4hcSp8w-KqKUM{T=h613JmmJKF+@XM8%q~MmIgwx-f|tH3 z1GY8Dg*4%%a2M{HSST=7iwKa1c@R?^f_BwW+Qo;EXrKiUYQT;YfF|>i_Y#oD6wsU6 zMTm#IWh)|$Kq)2c2G9(aVgad!Iz*5hz75gDb-`6y@4)-Lprh}%BYSWGMNFWz4+`kK zL^hMPgb_|0f&v}lP{2hL@xe=_F@eqkD9|X2aFEwaAkw%7_-({TMhIEdBb;PgNn{%Z z)MdI1ClvxXH*aL>!lbx3fh|LxNG62 zxTD>$+4HXu0$EiJvA`jyal#!oo2`MI#+AX5H8}+Z8X6I9vc48_5{IDcrXnE3asWWx z+Q=q+#6xK24QvZQ(iElhY|8>J2N5w`Ii`l1+Idlp0J-`wQi^vBdoPfh#sq_4$N2G% z^<6+1$)$$K*5&R~uOcti;zOy8k&R@gqsV*QTCC^Pw1BJuul+DWCh=0N)6{F9LA}pj z12^*?NA#C_PQ6|MLbq%|_b!i#^Lv%}i=edT?3U_H6z00Q>Pb)sTu|e!OM?|v?H8X-htV~ z?u(qq8-@Pd?g%9VLm|vSu04Ysz~Q}^^o{|%;kE^7?X!qF4nw~R!x4yfy#tfxu|MKM z0f~Hvk`OWqL}Dl)v4@M0AerMFvXere1nV#QP?Z*BHTm>;WG`Mv3$sZw6xK;zun8r$ zAarPN9I^*BIESo7x5gt`=!YOg5e8=H9;sox)nBPuuq{UWy$LXtN?Fa`>PC?NT!B?#9g9Rta-(020h9mE2cf+56+7ebPqV5FSAyLdl^kTEU=AYSsv zdq_Mk1>?$bHB5?pE*)v5C^f~07AWN4=qd;m=2 zXfBe6LofhZwL+=L56C96>;o|S;hhtD$_6&L;HkKez*FRWWR${F_W0P)D*~SCAR{Q= zEcBG425c5WcOM~FD4-MYvXcR{5Tl_dPCkMHRwW28dipLRP1Y(#=y55Cy9i=98Q>Xs zDRh!+CzOh*0PfiH45`44gOGduGPJ!6F`|IH4#Kv8)Iu15PV&Y*G1vv1Bv*;N!_`11 z`E)@6fojAZFU80Z^%*OuA*lx031{I-y34Cc1uC>+&jBp!XN6ujIjK`^yC{tfavxQ#~a@!Gdw$!sT{r@#S_?V_n2#wqFz#bW$SK&b zfSs+~DQwmVQ(R`OM-)7G+mdS*C@>1hE-yAVo?}9*2B119L_vm8@|y+ML7g}kMgbQV zz$D!gtgvFqvV08Nj2i|hZ)&ZN=&hR=kK}FD8 z{~*IC|J#MD4?Tu+VHB`le$?dcf}bHm!H4nb2bUeJ8eH}^PK!}Mi}}%7APen-TK_?f z`LScEfqiDs5!YZFs#u?wIkFV&^9pt>0}J8(X$3DvE1MBkh(d?{N{cxm0G+ym5TpCv zEp#7xmx2$YVeb~MAVetWFy4Lmo%yN}XgaL1%!=`d3Dy0E594#~Uom0!(K_lmY2P-lKGvAu)&)Um7zO!7BU>qbK*4=6f=h?KToi=eT*-gY zwQZDsT1kKLc;FAm;acb{sD7CR<70aT|CL?#!V2cgzufm_&MOTISFl}*nY5DUqV?^R zJ*K3&j2)D{p&+=Z?k@<=Z&AQ+1<{BOO3$w3xM)Skg0kOJ+|}2BVuH}NRT}g5Ak$MHIu{M6W#xm2z9S7&=GRMVlAh3{v-J*cqu12FfDPsc8 za8W>5`9W9%XB%URE9cl^hf7HHy}bmb@36>1H17G%C2C%IHQ1pZkg)}!{`EC z_79eexokB$@&Q@9JXk20E-Lbo(xVha7j^vw!FetUcLvHGR)%K7X{pxAAQxea5+}+UkaDu%ohdB zcN04Zxv5xlRDRIU!dS$O-;A1eBfN$I5KwftQLUrG+zKcl_-DKH8{mKZ2@u}YsIUfJ zQbB%2edLk_^(Hnd`b@0p?Tk<-oc-~YXi S4>vbZ1`ND)&u8~#s{aST!l}jp literal 192451 zcmdSAXIN8Rw>F9*pj4$dK}Cwv1f)Zv(xi(>M_MS-doNMxhNAS2qKHWEASLu(RJxSV z1JV;9K!BWu&-?hi-}k!rai8n>W0Naci!sN2&oRd=S@)VNE{=|Fcz9?$;LjZI>}Ct_ zjsnhwf%h5UEpiU{u)sSzH;acyT7Y*($X+944t{C93V9aqQhviGQ2JYcE_kOz3eEz= zdwASGn9Wad1drsc?JO=lv37Oib2*LV-%jxePQ9H4$oc@sRNyTFynmp8aOD4ALvj64 zqtuTYMSs*da*8K@Bx~(r0daG5@jm|qVrpk>?ri__-dVD*rxMk zmgv8KqgD3%eOE3ys-e4Y-!Y542@l;*2HP@9g`6dP()-kQJKws+tI96=jXkZGK%lir zlSN&7!4nF03kqHfnqkxI9aEb4&n$<Bx{YMoL@t);dB1lcWe2EWoPv>`1?h_nyKyW}U2gyTey-jRuLRA^$0=shkXS zOaDs!Ag8A~s06dNqB(G&o{myaLm8}cdK@dLZ%V;^zw#J7bXBTf1+ULx!24A=H(V$b zidEM>Ii@Rm#PrBs2o+HF#l0-mzl%wr0DBT2;`6~gf;{(?v|*zJUsg0UNO>P*_qrzV zJA2Q54*d-NK63wzR0#ALG@P}SBj7xan6;JW=+=oaD9Gh?C7B+3QOszk?SeZ>!aK0; zE=Uce7Lasw>ws+``lZ1F?ZMlH=oqm43H`w(6x)I-isL{71(;&NYA5Fos1{x_zp%gW z^*OWlND&sJPOJynIEs_&$_dIB@C^8twJ>;ZBuTQ0N2&6Mp*?Fs=+pqV)j;W8we3yM zEaN&zdnvrsUn!?((8=hEMDi+u_{}40&;qcSjvtt&tOb%EB)m$M!KbWWvKC;c2DrHf ziv5%%+8|Df55NeOa)tYqnglUw_Lewh6myBs#uBg%C7DG9qkCxCjrY2qU$RjV=x9C& zlIx-Z>D{^)d1Fae%#%mS;~!Kxm-xz06wo40|Gxe~HTmoO}*=)k<`yzu)Z$n0bV*Z4n0<#JtvKM4VjG}PZHZya-CL zATPve`^U1b?{$I*x#-P;9Nx61q?x>6SQ2YLtBe$)WgqY|XT_%`6=&Dg1yz(b~aI5t^WGLxpqhPe` z{64>ElqxL7@fUV)U`$2)f*w)Ib&&8YdnMOF<*)1|TnACVuz$;v9qnWp`O-m1I40Xf z8#2~@UXuPTwvA0c);Gz7Rg>8yM5fm{2$E*8Mby%hT4JVs#mUk8hV{LLy@a z3A!9n0%QD@w_jJ*LN?=gi^SnrBVH=kSo6gRdQ&3ET2?y?$5;n7QPS*1SLRuIPTd)5 zPxommSCzwbSkwb1d~ z-We5K;s$KKx(cjJ^d?jU2J~i3Y-=VFkB7!u&S8`0@PwGnqS%<{&yl2=g$p6od6WVk z{=PS_Qh@$%dvnvW7Y+T#h=tGz@7-zwy%%dF4NaOq-yzm?Hb-}^ccoG@ruUVtSTqZt z$z{4P9qe{9f`neAsnyS)GmSN?k~))2R7YOgFd_03kjKbXU4LAPol~Y%o$g@CXgfDx z$~pjfLFe?8PM}3uthFa;o`!i=i+Nr+ZN{Bvi%@NwBf*Qr%4_1_qg+>>>jGo{+fWkS z4!IrY3ry7!XINS|3SZ9YQ$a0kY8E| z^5?G|RtJ$8w&O*cQt3Q!!Z)Z6zv^JhR3*@Sd2NQTy*l)BnMaJoMnWXNSW?eY@bTh-WM}va~>X5l61id_acEtITzhN^W zALMCAaX2?u^)ued){9lekrVW@!6Z^plB3Jrg#K0&mJz>WlB zmc$R}J`!!lGx$vqt>(e%cTMW`dRJ$z9tQeVx$KAVpHwk{-r=m6QgBYU;*C#k7C9_9 z=pb~yS=X< zE+Al)pCR)$=t=kF&L?j!-{WZ2gZI5ik7Lj6DW!trx4BI3Puhm~RV_RhjFa}*HJ1); zm*^1RI)@r=prc<4qrLS8-}lnZ*+L=Reo=Nt?>8;x5vdZ8k10$kf|)Box#5JYK#H$^ z-tEjyVRZ6igLh}MwK?C{n}1{!!qivJplnRrE#FVwT1*y%Xd%AUl`$F=Oe@6a`4)=j zH4LYLEL4_@mQua*1cYyst6bjES^rp+;y6;IWt(UCSXo7D^m1&T?V}ofs+8}8QHBZ4 z%c)8#yDB#{U*!%xs?gptsbeHj(X!FJsi=)|2P@<8MMr%16P`s z5=HbXChL5rg{akj7ph5t3pg^?eYCBM9W_N$toqj4HpJEp3s0{cRZU=uPb7={KQ~OY zj7&{=7B6j_Ag<#aM@~3K!FK()#SBj)>}!7$cYe=GirOl~UIT6u3$}x|90p7btS_HL zsm&~(`|m#jj?bNtgh1HeeP>uUH~IsG7WCsf zUqz0GF(#SHphMJH%)QRn1-rl3r8)4?=DzCsINDA4iTZGZ!g_8f&TDNpuX0G zbf}#4{-;kmafipAbUQ;+^;Gq-{3jmR&TwA1{?|`vs9i+PL-2X{r4lja0-zqrY3 zRhvEDwhBH*ZEVzs1oXca$IBiDE#`)3QgC=)H9= zG>FSTJ%WH$Jm{q`BQlnj9ngt@!9oKS2NEbPyreCG?l%V&q9nrDae3`OkoUoYd;y6bBZt7=G*z)%K*=>EDzefI5{kKiL6= z82gjLxPt58dDI_c8rGsGeErV)%(DgrWr;9rfe< z27kfM4vR^Y`cHO1RZ9PYC6QOj=x;SEV59Q0Nr1Yh`GvcqUYuXgFDeDJv-PjsfecLi z!X1$7i0yxA=zpvAhg$nZ3M%Bn3tvg+zl|m%Ee?NfPg)Xq$pg3mZUICeHfaV=li4hU z?Y3Au^M4`C+Am7do6ETgwnEu^M5zjN3Z0%qJKMmz=DzX+ue9n0#N^U8=+ECXnTdigc&nw$%I_b$!_sM7w9|WJm_SG% znT!r<{+WyXW+91AL5W{xXqe} z$0uz&-ELj7&K&{)T*q-37?At|>{C8dHF1DR2ifKeNB(d@Y*$TLx= z7osJt24XD}{l>ZnzaG8RkTJ=wUTbH$?XH*t55dvuZnn4+ghP|(dBN>^?KI@y%<87qT@dxi7 zEw@>}eqRxd?;!W8iG#dVaUp1fmBLA+4a--h%Y}vh0!o)Z7S_lNB0jX>j9K#^ z39aY(NPd{YR0(f=Wb8FY>yv)ec{H5!2}#ixC*hL$umC|b>?8TGz?kmiZjn~Tiqczs z+`~oBhr@@MN0*PC@}o|Sa-&Y}E-FMw_&^JzrV~HBRc^33)_kX*_;HkJcnq5-Tx9G1 z&PQx+%UB27IVF&bYZ3wP;qvT}4W5r7ud{|DxvtW1Kj4i*|W{xevLzc&Z=c2EvwIV>wZMk%$j_}qAzt4N!b0H0JWVO^Q zj@g-lS)Ul%nBNR|lhs@FAv|2)I^~GU_VvBN$)=NTr_ILTvicnEV=JElorw_c#5_91 z?tt^CPQq}V zwN}i`jgEPx#^d(Id$@2@VH)C`;^AEoLaO zS8zOEFNC3rFxv85(J{Bnc_%725;3AQB0fCjnR~?}6GU0bxwFrtSDQas)#ndLpf@vZ zuh=zlK35o?QQdXjHbW#QKJ_Uxt7A4iQ+Q72SzeRyjK0(5YL-bnhjXIO>}M>UNUCWj z2`dAcmwRW=Nj&3|Nqi&uTJm+3jAQ8ZnR!!T&_X!ZLb~2K zRMv54vgNcSnm#Q0)@jLG!nwDnCFrDQ`}8uBw|1o*u7LVaU2HdBtazDamF;Ep7uM&< zws9Y3#9W6SH#y6GA?g6dd=sk+`mXLkmbt%2rMz8HwClHw;0nMFSzoJn??yf2mAI2&ze*Jm+(pDN>d#*= zDD(}~Uvy)>iZ}ZmE?Q5$FI!NIaUP`IUKP=r-=IDc=a>Gfu1LHG9E%qbeAw$T;`~|h zj*9ItrO22$Rx(%SzWZ{Xz-6E5v2u>JOFl}Sz5RnkXLJkp-TiAkSk~!OY;}V&!28!Y z`yGyjFY0~JwCr=4-_?i=7T#qja@!ocSKn?19x`9u^)BbLy-G`u6mF+HFK)5LeiVDm zmnc1;4ikE2SCro$ryhPZ#WHS~4*@fqm+E#N->B#)I&6gx*ulF-RA^zN7HGZ8qe}q+ z__ztO1vnD7&YzGe3V(J)h+^t=yz=*n$w$W-BK#vF6doR->gjB@5C1WnB~EW>u)g^@ zn;HJk+5BTFOSrnZSUa6gXktRVaQo8+te{$)Q{hYjLNMtzoyf`wzYN3aA&``}pB z?Hk9E5+v$h_S4%WMIG!VujGkD_w(=xTe({&SHxCQ+8^{RZG6M_4a8!r9{V^TSiu1x z|IO*ql%7sLz5SHiBmo^lpEkyK{3G53ayI5XRmaOb2O_XL>xt)iHj@xUG9>wO2KkI1 z&lBJHYy+tu!T!xH;hEJ&(Wj1Q5ob5fY!GbVZxA(*r4g1wtS`{b5bU4X!k-ZWUPMh4 z&sooc&jrvQ-P*sj#WthR6#bkPA50j)d?dDiVT)>}40v%isXxy=3nmC)Ji5Klyw7aV z>^g1C9?<@DpENMB@#d@^{#+TU(b>EpG+`_H#|e@&Y(T*4LOvxQ{YCy;rzaVrS3m2Hx`ft{9~_6A*ygyth8W15Cp&$Dan-6^(8;9EDo*@x{ID>_=l zhztdS-%&k>>NR9hedOmGmr`Im2o7g?>s;d+Ub4q)F2oohd88@f_F@SJUlqf7-<%4R zVk4ix!ED+oo8)KU+2nkODBlk+RVEIf3QOX0~gY^hVS zHdOd;0SFO{Fk~CzE5J!nuJ*0r{xrW!^kJj|qMham_Td|cZndf9?;Cfebyx(X2-c+a`USDj z63Vc3-3O~3Ez&MKCyha!p7DvwBA3og4SRxC&qu^b@3Lz;AS z8r?M)zTIXW+&I*=w=w>hIWW2`c|!tw^R@fjH}Spn>UOoqG6@mq3GO|6aE1E+>tXC2 z@e$dudBttu(y;sV%Y-Q9pG!mbjh|m8|6CfnTAN$^AD4zN@bOZJfNzqDc;hFJ6sSW7 zP87==O5_cMAMnEXv}H84$-AO^SN1+_8T+&0cO3V3+LYg#-L<26CI2z# zCe7XJa+e5R$tlrXqP`)#f90zB4c_IzU{E+BSu!>Mf$J^JT~|YTd>{rJw`W}ZUg_sHA?ap{OTyA zVeQ1!H0<32K{H&l?-_*AJ|3vmlYy@}dS9KQ?WAWPF8J{NJdRd-E}dj|zyJBhmr!VC z_%Ua4(QPwmOBs{MJ;wKQgOk|V^BEtc_gG=?K0myKCCN}rQa@sdXfYK#XK`ffcXH2>_1)(vbaTrI6sLwS)GRB7wx6{8vW>NDrbeSCR=DtMJ+}+LpG#J%?%(qzj#s*^*}2cp3E)Ym)OC+-5Wi zCuOlY|LyA8krf8_<;SI)ufc(P<*)W{Mckv9`Qq+VJ#)CfE~IdVFaDK7kTS$L!R=S=?Rvhc@D{=Y5@V+rssPymy; zFTwbUp&WHPXRV^%pprJz)!>iHk;1uhZ$}s>hI-TW1nvdj!Kb}o{`LY#Oyf7%`>;+q zYLvO=jTqWja+h9&+Sd*Fa_(0`j}E6izr!vFP~VI|dC zZ$wQAINnCQ%^S&q@R511By4xz(=tg^<>q=HJG>Ci`ql3}+&6oq(;S=Qrj-R<w)LU|#DMbB-mQgMj?AZ9^ zVjV%6MmJC3RIXs|!#xSV{Jh7{i<*S4^cP&d$6TS8R$2A%t0BDG2~9rzF=Ik35zYmTQUo zbGmz$>8=S_V{^qMFAUvFT$Hic74g6%a!5|IArf` zGMwQB4T zCMF8kqG^lDa=dWhb7#oRv^M4Ya_w1P(mFiyr(q==BOT(3H$O8zk}104@kp+Ozq!Nb zRuL19+fPb3v9)9J`VGIO8_&H&(c7tRWP8Nr=lU+nWL(+vZr$SR7s5Ji)>a&o8s0Hp z%YFB~f)i#rciQ$^4BimxzFl(ANHLt;GHXbj=A=O!Zi8=o$RDmHsv8{{B7f*QA z_&2M1dsb=@Ul$fGLrn$VI1GyCLA6H|te9OMp;lX5s!r_bgNo1~J(S!dmXv}ts2oxI zXLHD}34t6iJ}FwW*k*B4J^H1tT89GbPttWfcb|Hav`usO`lh55-;Ar7|MsxjlX>;t zj`B!dpU7mg_6b^$?pSDAfI5Sy<5rO%Sc;o^<1X>>7T=+Vq(KBuzxq0|?3=R&Hdbk#Z{D_&Znzg0b{W-y#e(-98Yiac_Gd;oV8##Bk zeS_wF9alxBCuZy7{Si)xR!lcWbmL23=?MY(>x?oyymJhvtNO(UKUVcyr(&P~^m+Wh zp6RCeDfS(Vf#(-oPbK~gKHh_irxJfe6_EJ!joYEQ!WE1RY#cndr<2;RXb3jI@%EC{ zNC=2YHy;p7XA?-=;??|cp<1F^kgt5BwYvH{-EuR9Qx@wTk56^Z1nqL79DEVmHOQlm ztb1!;G-n0*h<51X^{2?f*`9skh8IP%tNVlv z;f}Kt`{WKCm#e7|ZFh$XL2Bh{qbpZ^!W=%6`6RKtS6IH}Lst)*R^5EBu%h8ZQ6D<3 zyqS&pf?XEyiI`U3%%S*9v>do|_miTiuv+=}6zfCQ7hx<9zd`P^M1`?vpB}@*STs(L zkzp)ar$<;Ai{|MuI*dgJIA(-}Wjr`NMucTNIz7G!%Q(eHDadxj@6pHPuw~_(9;q&U zxsWX#vXC6M%y4=f4_nqdJ(|n9J+zL#x^gXx?=8(`pI!lzS7|T8)GW%gWTM3hd18>) zvXFxMU*2>uxcQDK!re^*}< zwru!!fjH}>^nt&tFOrolGXJ~!^spy6N>;iuZ5$FRbT%D>%1QHrgmsYwh1Y?=NVFtc z7;lPvF(s1bGmYw@-x8s%j;UiT5!Q(BFAjO3>Na*a`V%!|?HX_|7z! zj;|TfXmxQJZ2S|f+5x9ok0V3iHko{04aYBhb9|CFDS0>*x-EXPsO~A_{rbc%Tb~i6 ziX*N~z@Aj*c2a#!b(ltvS~Vc!lxl+bd>1TLL%<$_hB^$>@4oKKz1yx&Y^M`xD0d$G zMoUX(P$$e%wq4!%c~fL#Y`?u-M+8)C3g3R2E_B-jQYQU9S|p&%6z)DXzTYc97~N4sv zz)xQoDo+=NsM#M2!;i<8?t~0#eEve*8Ki3@zWa5YBt|)spd#FpX!Qc%EQF> zYjN*~lr<%?Z&W-8lIOa|_u_LH>}Bw^+xIRZWyFC`l=CIVH_W9E$fwZryFq%6rK#EA zgxdM>wBZ=YLbwh^zffGqDHgIuRFa)^PA0-{ zo5u<3uofe!4rT?46f#>(==7~4kighns_{zPu;GVyQK>M5!ZOlOz$d1&R=b=lHM;cM+4lgQr;{$rDSf?_- zvO0rlUc@!Twar(UPB0&?+Aq&9?}!Se-bsZDI*LW9cUN^)b%EJ&aZ)$byTQD;a=%)? z+9M&W2xc?+Fg$fs0bS|m}wzteNs{|%SquSq|z122bkziO}P4;i-vEFl&qC)Rf*I*6j8JC%{Gwr$5Ej0#rIbOg8`%^{FX2f~)u3 zDJ~J9>iIz>2~ZK8nqUkX`(~%^whS5{;ujkkAtK|Jq8Mes{7{cPU%)cf-otgXE38@C zLcF*=Nwspk@7P72y1_63-!@|0JauYv9AHoQ3FHQVO8)@+!kX*<0mesg9sN^?6wJD% z^OMFHa4q_Wry+uC^4|)3fWn{Ad4kx8(f_d80O9EWSd4d9{($B#1wH0 zg50F}rR@?BV87vCfK{NOe{vq(ABVCM0#8RWLNuNt^4hjIcVO7j-^pJ8>uki)q}}Y~WxX2OV(pC=w8i@vk-Erh5WZiM1L0$T zn|vzqQn3GTdmje^NpAYjw(K zW&{>U%jCEDP7%+j@?BDd`%C)e+6~PDd+c0-c?(PXggvVJ`9#O&EjJ(x8eVq4Po4&l zv-~#sNd(s#>u-B!n#<0r6E0GQ>Me0`Gec(1<)v9hy5_sS5=b1I5ll5Sh2`0~MqVx~ z>ml2#PR4r4Q?vX&xhOCaBk$IsqW>_8JoK~VF(Fb zU2_SPc34`fg587MVOj7<5NkEvFiB=(UR2YrhC!IEW?0mmVzktpQ-t!J6I|1*(hqQ- zFEheiPQZS_@;saKl$f$6e8Z)?BHm%#QoXd%PVoxkO9F-4Vv(cZf>#LKCj~)XU{Uv7+uyvWr$St@P5H0)yFd66l>+039MUGe~KK( z!$u4hxkBM0`LFNcOHnSI+>>nrQ9@1>oMK%!bHw@>M#Or=`^)+X_+0oQ8~=m6h~jiL z#BTi|a?AjbbmX7POD3@P$NnjD+%+KS0)HqkqBt=PU6z+bHR9Af zgKNdwoe4K)&vEK4Qs;=bFj|Rsc#qUH%57Nm`Wwy#h~hDlZ~J zS)V64D1cv)p&mLQEqJzF$hV2f(MlULT0Cf*s4d1Ql>Wx4nDE({BV(SAWJaozPWDOH z#Z%Qq#@3~4O*h?`?y{b4W0>w^+??gvTx8yym)f*Sr*L{k;qr>YnV;3NSD`vO+9f>N z8O&-GsJ?}lxgeN1cNf&hkvV%6)I$U6Xz|P7ZD?fkdzI%Gu5chY;TPPoe{*!7F&gde zu}`SJrCNyQ%~+UNLtW08tDT(jmFmNc&l5?tP}FoqdnK?UPgH@vwM><2R2J)0u1QZU zY3&hjJ$^5U4sNIV zg@o?&=i&qi;_6{6T#7JKZ_G%WLZhV!;k{iEZvOj1pvHT_jyF^*+Do?b6D zT>>|^ZzHUtS+_{R3mo7%y@0e-_#T&3nJUW+JM%*JWPgwD+#>TF4f9g`WK*8*(lGO^ zF!N%?WY?Vd9r?+HYU7%)N>|h;Cs4i7_x=MV!Zp@8BT#Qrv=b}qA|>m50H~iZbLI@F%L3FE=$E1jYLW3v;P#6OJ&-c+ zd#12|P3M3z8f8&=KpefTRk$t8f?QqOBFmUbHAEUnbybZoN=mhP)-++fQZ~yvD7->g zU1C|cdBFY06Tqe1x`_AFM5mXDE|UC^@I==z9j7E67osAwWF6O_QKz_37tSI`@Te=D z;|#syf|#S(jKjukLE4Oc+QNE1id=15O%2W0zvVFEMPcR5kMv?idV^Q}o|5>zg!zT} z9^8U}n*IIal>H*G2VzWq&x!W0Cmv8!psYm>NGZ1U3b({rme6+F1T3>K!$oDO?!@sW zZmD*ins#6*E-Gsg^?L5;lJ2;D9buWcxkZgwBt*_VXBYxHRRdbfj>JTvQyOCB z|J!?_7U+qo|Mfl5r{U%CzkFh2F$`UZbBO={*H~$^ANU@%zc3bp!X3tfIauYuI|eJP zvC%PYu%njkE=!$lg*jN=u+s?>XlKfiUf~NTH1}lAG3n^iapab9LMd|Wd*A3zY0>`D zFz%QF$Gh?bXMM6nQl@$g@E+gakvZstZcSQktd1p|1fSf-?XwQOH8|mma!@?+Lh^QD zpvtI$R^G1fyj_J;9kI^083wMueHFnOv+XCCq1MjUHI^E&;A!re7O_w}k?setjYZT< zbzvGL52mIbtF?Oxe$9Ae{;pyn^UV~#imkOein*33_SK~1?ozyYKIhxig>q2_(W=;z zl!!ia9`?78X%!W0tQEW_J|d(pEvb-3e9Bn#>+#C{(XS1==H&}n+KMh|5kuwLs`B^c zebjgvRvLT+Q@Xg=*&eG8wrYj~5szOt*0;MW0P2WcgnCLc3x zbz5ga%E4(zaiM~$;h2yG_<@g2%Dfc9P{a`_K0$>-mkq@9mbt!db!**-*G-Gv6-K8? z>y&Csd0Jv)>or`0&04$aQX?z{&kpJfWSJX9l#j&4njQMa_-A$@`!^7k8GG4i2f?r2 z=F@5__ev7h6-Q%yd}sz<_Q}Kmh#196QA>SwWNzQlN!QNgI5Go%+~q4)1EbVlEznZ!HPf_U5 zj)F_}@rss|&i$n}hTLN|y~6~odCj<|ypx(uTtu^5MuaOy$u(^>W~By*e31F8orn8xB6woH-m+f-IIghJzDI;z|V00bPO^}!M1%QqrldB0}NU9DbY>} z2u0R@Mb)s7$xVNQR~W6W0}UykhVB;8?G{wrb}V@Oq3T1<-sVcC@rRr-*EiEA{y@{< z^v9>XBm9rlF-A{#3!p`#2YW%APMrrE^}7)THDZMy94mBB+x=?f5DPmPnZ5?CIyq@L zZHmF>m#R2b_{8DJ$z}pBcVHEc03*kbF*lalj_+xVnU!Sd_hJnWZI96;yE~)&9szG$ zu^8hIoI9e&Lj41tIP~x#>#W}@GH-YDAio!eZl{2ec=1aCbAZ1v~gU&bD{}f-9*;oa=|@F2{`LG<(motSq-jB#!%D@#t8`RNiAOw2dai$FAi_-Isa)iocMs_1Nk!9P` zN6MhKoP&OFUk0>mVCSG71jWyUKN~()Uc=%5Ja%)_)8!2Y2gT#15yr>E zqk;a|wb}URaXZz=KX+~ZdED;DFERdo>jq4NxA9}^W)k|O;K$aD=fevk)mHW|uiPc4 zyw2T};a=u2^1gp`Vn?JRR~n+3`Yj^ESx{u&ywECb$kNUx^V`sS5%>PF({uIoA;JqT zFR$obK+O3btc&1FQX$6*f~IhYE>)`~%+p2!!!~H%Qcw z?_mDI7s#f(@%b;06*O$avI>_u8KI2pBwvz8xZB}}@!_@Y4ZD4{8z~ zBmE)WQO0y}R|UvovOF$kSp{;8v)SRZ-(keU=@laPH2Fi8`}yS(McScD3OSZpnQ4dJ zL!~RiDLqlG1yR-+qLc$~Yq-u=fU$u%=aqru z+Ap}zIJoi21|1xC%&C4DnQY4>swY`9tVn`;pd$H2{a7@88Ma$aM;fFp-s0g=9II#4 z$7j^yAkxsJNFrSqC4Qn{G=OV0IK4QLm4bQT$z1omHK19$cx^b&4+dHQb9In>=}_qHb?- z)|B*@@LL)04wO~1wz98us62GEr3{{U&Mc&OT*0BSUvX**O_enj>lBC`GIpd4Hl}dt zy}rB0p;0Y;YC=4r3`U#>Oz!U#spWs*`T$(tDQ*)ell);S089m^CIx`%_9>2EG`u-6 z5U8fUOp$tn^pvv@;N(6nyBEtvUFu@;OrS?aSNT{emdlTwn~0XatT(7)s5Vu0b|arz z*Q8gFYUCmO+jU~&zV2rP?L0!Jyzcpm)b0NO^#LI7PoQs#>}c`qZ1>FBCqGc#+735aYwTRpu!U8QniAb}E zdge{5Yu-x+wt`aAWO=##9T$+h#8^b%8P>p`U5OBJa(gj^ED377Ot zUJ3kDK|0VG>AxUi1-gq!@E3q705J6nKu(IR>CIn6x_LXi+4C1f{>6&aEWQ63=`IH7 z8_X{N=?;{^E5E213I}=*{EM1H0irj*0N`FLQlDJ;1)y4ydJdR*tH)t!tfTSnl6dpk4!s3xNdK?M z6##OD-zM(|(yWq~W=d4HW*OyA%50v&#^aPGrzWt(qikrB+>`GVc|lZfk=%CDDqSHL z3WNfkylFMo#8aCLVZ|p(MxG~OwtA%*A>Kntr@JJ`Z3t;r)vjq_#ONV4zOwZk`Vp-N=)o+vc3x_uw{(e@bfvimbZdSfS zfKYUQn;ZcwOPjyl&Xj3B;%wTQc>CVs^vi4J36Iw-DO}eqSg{OZjd#ff227)z;s~Og z)2Mg^kL5hMRJ&IA8}8jmumbih62t}w_)2@(`CNl(3SA;sRjQj*9ZI_GH=GiMH=Hwx z^3g99q|}a$fMu&l&cT97$j*vLGTDNzcD#kzcf2Ejklg8|Os{Ja8?(hT2s82=ENy{0 zhrudmuYyc;Dbyj$moI)H_5`?q3u ziP226>}BY8iDK_}eFo!k4ev2D4F+z)Nl-aB#Tw+hq)JX&MEXu5&#X!doi$%7V{1nLFPp-qz5nnasfjrsd!oTAS}2jg>M<50#p8{%$N1-fUdiSzreV zSzj~ZEL$@Z^-Y5CW5)&>&yc%>d6T;az2$L=m`^i#6`MA98`AHT;L78iL1Jj0tZcYM z%x$>HIGXGfm^x_|KQTGWXFE9$qR>TNjrK}Al#S(*`toOj1}2Vi#h(Z|1*AqztG}RK zDe%|zlSfIabZ<$b|C-ed9+7yfR4A}TK@03ps1x0x zGei0lFr+{Ik)U@3vWmz4$ml=--(-mLKQTHE9|1#p_|F6l%tOQCOEM; zKCv`1QJ|$~yq|lliF>>&FKKajZBBS?sbX!`y?5JZ4@J1QEx(86Ak0|A8*qMEaO7fPRRo1D$eM1t>UO%C{=}p$3x_Ql2b7k>wy^erMAZSI=RSw$ z0j;fHs;^%t)-RFBFWS9fKqjD(Eua$;5O?Sae3f}xEzlY@Ya4Zo7`2n~TS*p~5EYqo z7MUgJl)*-eQ%6ffM+G`o$9tH@I+(@>Qt7=C@TEHLPB&kj?v`?#zvYNLzd6ITY5vU9 zH3H+5hH-h0)LS@CTfk473rt&*i8#1rwSV5~fD5@#uk4qG_Ipm^7X$NqVFBu62enxI z*j6IWMBX%>VKiQlFg9yWtZCAz?$W7g8`WK0om^s?oK2lvG{^@Y@87<>fqu-gB|UNg zqBuAcy?-_OK*L5K*o^U)cbH|jTgQx4a8c1clpjg=lsT zzhoxA;8eeO1HVYEhJO2orppaoj~m(;5lbwHSrB6J3<8qAiGInt6~>B6V$D7QE_weS z_TB|7sjUC|u9>N(sdT23nFprnE^{hP9WzfbGftW3$)>D4P?=hpD1w3qV9F_H@<3%~ z=7DMQ&`GRJQ54Zk$xJCINfA&{2~m&$5fFH{%{|>cGj;!a=DqIsdGF`qq6_z4`@4SY zw|;wl)?RC;YhmO5n`=-uoPCe+UyXqhz(D!mjlsw|H^hH)Bhq=~w7E9ZA8c&+siNV0 zOhcw=SXW|Lvr$;Pe^~2=%1D#S15T9@#+BjOtg1YxTX?5C1Sh+R4fD|1X$>bm8gi4k zZ3nnrpK+UaaN9qSjI59hY>^CqM6Y@-&jADf_fn+_R1tJfe1@;Qu%aSf2CA;wshpwa zyyrJV(O%Ohr{OJDyoqL<`V@Sr_JyBE{R4ec0RQPavZ{mLW>qwl za%9*RZLh>tf4WreFWX7IWL6^Eo0P{8yRV2DEJCIh z(RvP0Xy1Ps!)-;H~!g_76x#p%od$W!%yJ;e! z*6Nccb;0{&d~6L!nWW!WJw2tIM(bE)iLkDG*_Mi?BXj)M$L%}L{G@PqKW*1>rk*-o z`(;vc*PH2gKlqFE-zDkv*PHaSg}INf0$Wz_W?sK;C;aQLX%6x&Ki983()BPt(b`cYw2ZU@cA!%glRcX zo74S=Jl4mTfcNYOqbM!dd)A*=wq`Noyh1|PD@S)xMx#2?cVu1dg5IEQr3i|yukzLs zlOO4B)A&cBd<%-e{}_muJn&Sy(@ITa<~;O2d=;Z9uHHG>qa!^9yGnV-lqKV1C)4lV zp)JvWF^Uh{5zs3w7xQes50D4Q3AiJQ{3Y5=;-VgBM7(AQ;c8p#tPPx+7Eat3-a^Rl zCr&-eugD_>^!fxnI~R!8=G8aX^E6I+`H+TtTcw$&mq~bT@(k$oE)Ls4Qj@{CnRnAz zl{9LmxDR1o^+53Ef5`ZJUTvmdNb{#S;~;71^KUgDDOSy!Ft)p=><94){VR3WI#ck; zm}$iHf>c|}`^o|6;HvYX)zL$nRGU;E1D|!ObxB1H{@6>?U#YZ1${fhox>zr30{?0_0oWI$%GAi{=^8|KM6UfpL#64}}BkS2lo9>r}PC zf|e31b8qk}VC~ELf$#6k{M2}*&+MvjMT&iRd1&X1l#sYibr+DvvM!gbpHY~mpQ8h- zV@koI?_b`Wu@PnA4W7ADFZ}+F^^C$9P|TmP!M!{ro3TN&@XiJn)|9R_TI02Sx$pPk z*>l%R=BJ-qvTE<9Z?c?M-fV!zty6vb`Vzuu4gKVy=8qgl4&QnSb3T9U^+_>uowMn= zIZK{iywdzovo-yk?WsR>*!IgqKCcbBr=JUZZBGW+OMk8FxjfYIS_g%%Q+dA@)_Alh zzCN)|KezL>uH3@g|Fwx?_&Vn$e|S;ga=v7?^Zk$Kg!?{*uDiB23RnYkuFuUlF{b(Q z(8(Xo5B_w*Ztcb2+7==CXFM{$-vlhB`4reJVb018x9`;{*QB4z z`yl@3&pv4bb|+Zr@aXo}X=`?GQHr;mANy$N)748effY6#BVStwsxkZ)>(GRCs-s^U z*?rr*Vu|mL@Kesq58t}~iGW+_d_HyK=jkgh@6ViHcGa%Me8E?H4xU8B@-CNv-r~%% z^m9RPai($f`cICev)63+qkXn~%eJ&78{nsx zb;V^bkdQ3A8#$lPdw&1Z;1vhV=D4m1H(4@v;56pxKNq!MV1A`}{)H{ApG0k;om9FS zt>GOx^Wm|BKX1&um33lf4~F@Zn_9s~|G8tsoa`t4ANdp>Jn2x#zn9W=c_<{!eE$-U zV+VeUSvs?FzwfPd>&YGb-&gJj-lfd7+B3Lxec^z)30LBBK9%&|Zi|f8R60GFz1i;m z@@>zzH3OR&w0@Lw@gT_YpPLzcKsy|FVvYapd!}9R0d28IyK?2wtb!E>7py*ZWk0YP z#K9BpzPIr!f8Pw^!13^}wlps;-!rgKP&=WH$X)o}Vl40Skmj#<=ecLr+indn4p?XN zz3XUf?u~u?-nXW~qg^%ExoPdG=l4EluY2CSqW;;xhSk%GKu@y#E#~(S6TqU4;Vbxa z6X8pi^xd7HzyLH8+}Yi$u>(M}LNB_-S=R=A4;D8@Hyh;!dz`-#6RRTCite zW8pwdA>SgTKU5L`G=)3=!3wA=ONZ_)t~;)=Yl=8F_{pi-(;MA>{ET?O%=ou{m&Az` zZMDZk`|f{4x|PnpIA{c{YI)Qx{X;jrX;{;$u>0n=10UOlAD>y(@=5=zeJZ3g`&8_n z*{8xxfSzZ9W@&b&pCj0uHLC@E7}BVqj&B^z%=EWlQk~GR>a1`uWB! zNU6=T76Z$o{?_)tcZVT}b*i5KWCalE7^~D@`kJ&W`t3Kv=Xiv)F1Kv@m~|^_-i|m6 zSM6tQ2qY4??6Z$9s$#_zMB9DcT26R3NF>QR4Kn%#FRf!2+CZeKIz zVU8(J7}L0b>JIs^)xp7&*Fw0rd#T}hB0G&_bo;>$;;`CLGVqXmFuJFEap}#3IW^yE za`#t8<0qU1`@pisY`_0u5Ac?%OB`~z>JFt2QfX;2E~riER#qd7 z(rfPH>oq;xEI7_-H~sdoI0%{-SJ^kIAYT%-in@u%paOM>zbS!3emHsXMt2YPKlLzaQk{gN9X-h~mY;ThroF9B;iZVxsYRmR z@fd!xW(Pe%CYqhnr?E_^l+f!*i7?tvi0aKCZBT;bszkAlcBKn9#llQ;I{3U%4sk@6&fU&RnBLYZn?%8iSd!-g>=uI+ny`XKBmEcwB^d zyoqZx_HVzYET&@bwyvB8rZ=Z&rZ;}uUrleEXBG>Ht$#heS@C+YfIqf6fc|Tqvwh*L z?Z5AM@M@mZG(a2Ny77>;MQi#mLmt-f2S47ty2{`Fqa1C@c<9^-8%jNwGj}0zj_sop zCM&zY{&4Omn>PJ;eD1=957JK$wyb-3Id^JPpn2)}sZH}h>iyP;TfYSkwS4#T@-kykz0dx9nk-X_cNj_xqxawsz<3rg-T}-3A zSH(y*HePlFo6^~GmMia+_ih&&LwjPK+_xmd0cD9x`D%v2jfITB4a%bf|Xn*=;Tq#3xa6wCSKAHl44LeHiNK`eNujD zwNi3p?k)t>aovhz+n-hKV$+u|+*~r6e|<3RV#BQf&NtqdM&c~x}xXQQu-;IJ=I1l0~da4 za&w2u0Woi8T80E8riVt&OwfP;M7u37jjcn^SNcB?%Y#L z*T25@9ZwD#@<=gYE|zNj&BAdjP}MoI=5tZ;hmA2iqca{Z4(mOEYmO}=6CupuCcng zC8Be$2#9{vThu#&N<4dJnzC>*AMxNs_=Un-gXbNiDhROcQX#SHdH5}Qp~rIbs-d5j zmEUxZ*7|y!rX&Aq{OYRKt2Z1bSByCb&di~0a6Zs#9o@AL!ag%t_0KA$Z`cyqK7YOc zUPQOL?$lC(Xf)G(uI7>Rq2|~11n$UG>R;Q`-eSD<)Kci!Uya*3 zmP`fy)%fy7)~B<@@yAU~diaaeI>r!9h3n1lX#0Qp?ePtBMAjOX^T6Eou=s}?yZc5m zT`QnKScdPowrMd4d2HMZF_Z17w0t+QCY)me~&$`>#)jk5xdsKICmFI@q zhjy$z@kL8uw+7di_Z{qv>8fR_tAT)s-dC&u#P4l6>(o--i}$qLYq`1gs3)qfDKldX z{!4Sjr1So+Wk${in|Ec`wVe|c#-%NDavokD4MVgQb;oWlnTmXGF>q&hzqc4@V~Ou8 zUa-j828qmD@Tm5IW!{RANWzCBAp>VtFAo{M7`>scYrfMSc+O7P?UBt zz6wI0@~EM{$d+y=QKwGBFVhjZCR;|f5~YiM!bV&wv!DU(B;SNKkro68hkUU zfZfnyDv3|GC1I(nT9wKdM#?)Kn2>&Kq+8Qg%R~6|+WRdFE&2BND*6)hiGLu9M?Rs) zJ*YC5nlC68d}$l^C?kZw=0d}xgs_31g6f*1Z=#C|8k((R<1gsBPdM! zjmK%w*b@tJM4qO$N&5)>V}{!UOJn#i>85UN5tdN|t1bOrBW|6`iU-a_IS)E7ccbqL z>%VAH*XFY!DPPoZZ+>Nb8f%Z##VILmCwFLh?Cp^ln9L}up~IrFPu+5ADWva;YhQwMZILzh zJsVB&@Xvxh6K+9C$HT*hR@&YkiXh59v1)j@C@j2H)Hk%qKPe};q4g4}uG6(pYJ-}J z7X_>w;pIPnFV_$7Z8e`+Q=X@q4x_?U_TJvc*hy~Q4o2#5C*%_rIHtdp%y*S=mvAB zPOGU!mdA{Bqk3#7M0snT7}FvUsGW{VFMm;*!sm_)^4KX@1P=Uic=Cg3LfAKtg1!pZ z@wuYxc(8bHDe@nkv{cz@nZt|iC~(b4_{P$70c-S$yUb2cr+EftAm!xhEb^%p2jKRiQFb%u?-LN0KlWXFNSPJB_%wR<7$+dpQh0!;V!b^4&593dP$;8? zpMP$9qWQ%9x%HI#D!Uxt-2oj}e)4MbaM|HE5U)Tt2xSl{DC8htvn8lqki_L4tY1lag(Fjhbb9Y(`qD=L+(lNq1XzKVNQghFQH$51|n;MJa zPIua32Yi@x%mH<;3GjC#1JzDt)Tve$PLxGY%mX_mMcS+K^_A3Sg2qSRp;sYrDhN(N zZ=BNWVsX>I;FJ=bAi1wdg~)05q;fEasJW1y_9veDN^@T@{30TMUAaAXJHaoY928J4 zBzO^g^dh-$uXb+2dV0CukDRYV32_9Sv2cMZMgM(YOXY~ja>>^$Bw}|XX38WOQr+c(Zx3D zx^ZyMOOj8U4CyS-)A&BL&C3)B<6o@DtR2ohCv^)o(&hq!^=tS^WOMZmAT{WBtwf%G zp1RY%xV+=C0LZ5LU0V+bBo|&;s8r;ihpsoJGlw5jSy6$yuvf)3_C^JUZTvlz2c%+u zcOnfa!`SjF}X8Yo@f+Joe=3bYOJ&7ZxlClgWB(!Xv@Jn}dwHZ*Z)4vqtoGvB@c~)HBA^$wI zG~EMN1>F3RZEZ}X!$x7Eiw_DYyTFE_Mdn+U+>pn;$OBx+dv|u;n1gjJ?2wzE6Z0Ib zyb5VmR9-Lqf)kJ@{D$mpoUYpqRH-5>vs@Utk1>wCATE(1okB}ALVNe^LBfH@IG_RO zgzqjL0^D@{vDN$|Eap&Q4~M2IE(8Z&k!Z;>A)c-7UOm43zX^&uB^F^Z7I z;y3Hg2I@|7dL5lV*PYr2M6==D+37Pkk@o<730Ag-;~ypTcL_iN&4ysZOhe{c8fm?O z$~}Cy^HiXj=nuZzdFW*Rd0gGQi+2UQN4-1r0?gV7?3es3Inu?CUQ!_JxmzM&jLTD9 zd~8cxg%ect!_;DFDbk5@)`n3a#3ru~Eh910lGyA$Tv}( zjslSx{kuia^ih+4w`d8_5%FAerQ4ESipruGo$_P*7zklvGPtPJgi$0v=n`OCS})8( zp5^)~nZZJPN|9v=3TSIi?!J;mS}jntW~NIIC}+xj$@#^8KFKy5e|mY9{9AHPn6E(i zZvw6-1E`61n#PutGmj*%<@nOe*0|@v$_325$*VYCwq-JTAi03M-9*@lgivyAm~7!U z$yTAIC}xYC`*p-dR5{x*3t#%`m~M_4BxM!I6w zxDy&Lbun1X1wu2SzdAD6PV4Ow!1K2)m6X&A!;)8PkCL}jFK~US#o}^F8Ho{F(jhMZ z`h;NNH|nrtD{Ug#o0`M*qXI2PQm$l37Eu^cfkd|)={0${aGUyAvWph&;z#hIm(a@# zfWcCay!CF0ZK;5f#~hdE%2U-xU3{Pcwk5GZ&sQL9m9H1NVO%Na8*{{EDZ(uI4dEBs zeaQ~mWHO<#fa^^K#t*STXBb;LPnaSslCy-vxB=r%In#JnToPMm!mKQj z$;ah^YJYNpxYUVJS(YJ>7Iw--LaZ8=yk5JF>`Mh0q2^kaNJ>$R*zy~4SD;q~x<)lN z*;Wgnj(4<9`9Bx>ZXopT|Hnd~41`|ye=PJ6prgdS{5!?V-Nl~DVU4XE+KAH~2mV(w zQTtL$7^Q~uFr_%M_L}e{o#I>p6%mS6_wsbdq*C+_s_ELXX=~^6gowD$LQtXcdoB%l(+fs3_t!AvVp%f3c!@(WBW91 z+6mQHf_%N{$lv)^H??!g;m$7WR>1{ji(9BT1Jho3<6G zpj|R*!-Ir3Pp4ts!@s9LN_|sI&HJaU(w-o|In(v=zh9L^h0Yw{fV&q$98y8sWz=&5 z+#0(6Vc3iz;PlP|z)-H6etnWI=;d_fYfVJHNcP6*Fy&^)tGp4psyD^JI!Ui`0kQ3m zcckl&7VDq6>2CnWly_`?KixV47#dMQJ7v^M0-S;~V+c4%$OjC~2;aO4SQ!111yuca z@yw}aZ=L|>NXJzYCbKjYH~qi<&AvW1tdao#HqK@JD-}?ns%+>uTRJXwrig!CnepgV z@=O)pNd8^T18B~RPSUY}`T(H;oV*~wZKUh>73-_F66t@O_F}sL_kO<`lP`O%cYOdD z{b%-yc<}G}fRuD+;D)?1Lj`~avw+$H`2ll{1v8m{KZOnfH$ma17rjma1jPaz=G9I3 zU5`EUhJN^8dSe7oSn{jvgwfc(05A{7*HOv(ER7girjOUQX-nM3G8D4*Asr-w7g|`M zty08HYqdS~!#Fzh7ETY+FxPOBCzTqiT`+FK0fM{iTGcRp6xXQGhk~xP6lINA2hl=Q`fEJSm@Za-<%ap< z&%ge0*6a^H`uNlTdk&7D{o2&R^&ju5Sh4@FZk%D_+IL;w_CaapT%-B#2*~mB#Z&jE zui2pN-W9b?i`Qj5XL+rXU4sislIyWyvXb4I*uZWLlc%ZSJYIBx$nC z@I}E8{Z*-PJTIMtNQI@k>8dVBe|aKBcOF)23PXB0(>@p$wVBm#Qx%6UP-H!pRz}8HDT6!1!m%9O%r_NDGbj0K6(nH5aO zynKpodn+1{PmWjkaO$5Vkt)d;XJm9Znu?Nxu}?Z#7{<74Oo8qhFJ;&B)m@d<6tkOr zT`KDF$WhU5vi3!-(Vgl91vxQsTE$$caHM0L{L0w2@J-b;yCHzF-2RzPEAu`bm78tn=bu+bC_!xJ`c88e`kFh`j5;8-ua{`bi`Ir%km?ds`)Z4#l_4OKs+(a{ z{2QL^sc{#1-sJ}rV^13+t>4BxWa;sW2xaJG=YVERfzdos0%Hw03W#(|uk;CuSMQi` zLy}#uHzmf<68a`p6JfU+&Bg>|5XJ#~Nz$f;vuYH4`^?@HnaeTOQwIgQfmKJYu47o_ zsjsj{L)hM^@0B$~*D=y&OA<1wx7Ox5A1lE=RY^C8u|`;|yDEM!F_v{#ijFZ|WLX2d zJ9eChNbN-Xxx)m#sY0W+l!92%J`k#rD>@KtO(RqgnBW^0c$(tQW+G|@h$KZ5-46MM zI)w#SR9*eZO|H;I72-Y%`XMoW)w?&=OJv0^Da+m+BsLcU3}}U8HO}sV-;V zHmhE(=T1*5Z>pHjm-b4f@aSG`bjM+MFuM!yuSg%CR;QYgWTH?AuMN+RzjrSOORq>< zVzbHbE!}MsZt-!oE=9DB#1dz6ZZ=Q3cD5luH76~b#~DKQFnL=nU#EP)?E!Uv0~ z^l>8%s<3(-Gw`H3KUzQ@xRq#k7aD~30ow}d<-uN>1POt4Ae)x2E<@7hiy;NF2$Hiwk z?m~V;c0tOW`h9i6fk-K)P1SO$Y9Pf6gDFu3 zH$r)qdkS(yqK7YjQ=~l8kSZ**B|!p~WS5|KGuR0X6ZjbQ)&b4RalFrq@7YO`mAW2Q z?$c-1L{dZ|c0vpm1N3T+v?5oSxK=T)!@D>&^3=VFcygHqsYcYsm%?3nF5ntcvSP{~xPJFAPOlEQ<5 zzW)-V=w=Gr+jTpO7F~|FsDbF=Ry0B=y%Nvv^OBX?pff8%dA&BKcp6OswECK8|D!-Q z&kBezwIEh`gD;h;Rf)vvib}pTq#%}6iNcIerPc=pS0zNHPSP~B+Aau}TFMh2_@H>8 z1zEWIPXjLOzB!{BmW~=!tqXQw!X(^!rM^q^o9NIMqAVd)>vTxXPeL_3Xna)H+kRLw zcRWR=p!ni2MIBuFGnLl}nP2nFQLBRe=IWMA;(=HoPInhRg^?P%lXQ+^0d&wV)W%%c zZ#ryTJtw0v2 zP5=|Mn5$*^;Ey<}T5#r3MhrWa1F$+7~v$`s*T&TcXV3Ze3Jy|6x#E3elA zJjHE16cT_8){c>L$tcKC5rxfNq~XKa@N4sC)WphQA~fAY{%!!7uew!6 z$%vJ3d`!C(5}FAI&Z)2F$m8(Ik7G*NqLcz%s?$}Pw$>FUvf^~}VspDZMWb~vN#!+~ z?0_HYd2FesMJxM88U97p%nBw~P?@5bfvYii1nR&2NkjsS+A3H-WA zXGI8Gq+*OGgaj)U(V`Ge@AOpfz@v$(qS$CQ8iO%~-c9W5uE`F-OIRapa)VP&mFh=zR6*F ze(GUt#Gl$pzlYT=$8j#RS}9KAarMCt9Kzj3R4gx6qVLRiA&rhObQInf{0J0rp&(l0 znBYc`2N#K0C_a{RFs83^CHB0H_EK+R!-{TJ%3Yz%2rW~vYER}{-u197P-OGqW&ZAWUsd?u~Pj2GQdW042^0fxI!$M?Yp%dW~qtebcm zi-2svcB;{-q3%I?$v(*S@dH#geiWtNffc9s@LQ&%G&^)f(w;w!lbg~#e$`6?#~TG) zy_rL4G^&ppOh}-aaipn-Q}B(?vV2J57p~(SH}j1uM0j0HzBr_w=u1|?B)kQQ^MD}0 zh}1Gmx`Q|yc!~l8D5a~yL8D3{5naJ*_lH`?99T4A2i`~fBqo8#DbI=)b&qtssO@4^ z==?>jN!hS2VO;G3;kL;{w3ra`f>9~jtJuP*PuGGYih)Y2Y*V->CS~|y#)T3VnOgel?$pbwLY@Xv%-u30^uc3 zvO$TBMbQ8O^miy7nWc~#|yl>6w2!hKzFKB?sk_(+y&-5m&C?2K^sjm z1m{n>5_wT>VN_yKw5-(cW_3{|lh3b?@NDs{xF!hL#~ca9!^nx7zz}d)@MP1(0Z})- z0uQR)F_-VCK)VrrEFCQ?_dE@6q$7|?T2WqgQzappdJJq238w`r+eC?K0x2#qud zzCw}89!=$ly0d*yeOwg@7*tj(VnW!&7y&S42n3)gFe6zQuRleIAp))05-*_9#($sb z1r$MqA@y{$b_%T}Csry{QpbS!5IxMTYw{{R<*ACM%Crit(&dZzRumpuYb*=nYlt8S zQLj#D`%_zfHBg?8`$#RR@~n?>I4Phv{N3QtmXit&{LA$VZ!lfoj#(mJbWCUmuT=UCmX zh%RT*Vsy3HtZY0!Sd-RO!9!uD)3{1_Ww5@%C5({roYJdK^b@Ha`Kp|3R^<_33b)#U)l8rPoNnzLZC_qAiM+TG}s8xD!k8nw0ZawE|;= z5KiU65s*i8r0t*j&{xAR?3NF-)QwdyxYd%x6jN?4Fw*eVay8f4^$0DPUgyP%$2B%C zNbL{Rd?65BN`~1VO9-XbM4OgbP9-55UH9VIo54gxY0-AJ3eJ|Ig}_WGgq2B)NZpYw zQq_PE>dQO%DG=mnu7L5xlj>?1fr2vC?N6egqUf_VcTzkXUjP$ST>}mUHsu!N z^}0ZnuB8emvXk(rZ%Co!@FVoXeo1&QCSa1_Zz0``(=V%Xv!!n*9Oj z{MQ%>TVF8VA*N_xBoyce-Zhp!`yBu0Z@Xdq(A0nX?BNmB)X?d!h& zu_>V7>vj-Y3#{~8YZDAiQw6&*mWi;2uD8Bc0s5AyTl3MLx&tY{>D=Dd)4bzF=G*SL zA^Tg~s39zdu)L+aejB`oKp6sM=q?Nt7$`7MV4&bXO#x{0@qkB=W4JGHmT#N&{onLU z4Tjeo47JN>VaX6;+v-u(~Lv8J2_Q;nLOg1Qri?&Ck*eHb25hBjtsV+INg z6c{KlP+*|IK!Je*0|f>O3=|kBFi>Eiz(9e40s{pG3Jetdw^J~s@45UTu+a3ZS)c1! z+qTE`Hy!_Qo{{+$!+{|PhL&KUz(9e40s{pG3Jeq&C@@f9puj+ZfdT^s1_}%m7$`7M zV4%Q2fq?=81qKQX6c{KlP+*|IK!Je*0|f>O3=|kBFi>Eiz(9e40s{pG3Jeq&C@@f9 zpuj+ZfdT^s1_}%m7$`7MV4%Q2fq?=81qKQX6c{KlP+*|IK!Je*0|f>O3=|kBFi>Ei zz(9e40s{sAUs3Sb$l~LfwSYc;NwOUJ_Q8*{Kb*U8#ispDh66(o3@yPxfq?=81qKQX z6c{KlP+*|IK!Je*0|f>O3=|kBFi>Eiz(9e40s{pG3Jeq&C@@f9puj+ZfdT^s1_}%m z7$`7MV4%Q2fq?=81qKTK|4%_v?B~6^tC!50weZ}mk7mvCI|jE~)H%yz*6dlcUHpLG z5A6QvhwXOTzBn9y;287}JO&zb1O`POiHU$7K7xcEI2fB40Yx5;k3bxrwa@qCZ3|}| z^P7d9JpHwSJzZJaQ1;0x8` zd7hWjmX(r5dw%>huy(Fruw#IhT&9z=cEu#QEfZqW3_?t_WOmDo~%VyO+{38MH zqGf)ih9IkR>J*HylkaYq(ab;@@<~Fu(^hX!EG0cLx#eMguFRG?E_JZoNPs9`o*a9I zIb@4<6Ir@f6?Q6fpJ^Um!cb~cHwUK<43i!?#eY8TB}~wV#*S7XW(Afk}6csSh>p_xqAyQ-CG!zqK~k>S0;H(izFMJHqlANzeKM z@v@l&?N+9Q6)msze;u zJdey+Bs6hwK>v_#!~=C3vlp<9H5oVet}+kU(iqn;Fx4WOUuoOGeX)m!{z*EYzpTwR zGin8I6ZgP$i{>*fVFG(nY1=>;&@Pgoe$u*v?x{ZO%8S$eB(pAr4y0y;cSCkRbr_gl zD2R4DpjvXlmD-}R4DARt9#DVG@~Oq%Q!FJ`#!*_~A`l6~imDCcdvy@*_9-lg$`^aN z8Odvt8|i|rZV{@T7c{B!2~O~PFPB^(tQ)l&{H|vT>36!^!(@Y5KzGR&Q}X_vDPO&UDtf4J@Gj^VYdf2NA(?h+XoScW3uZJPpirQkImP~DXZ*h0YROEY$pOsAQeqV7U$$ED%xpPir z$f0zfg^4}k1m}6?@h9g5IS;O+g$RB!+fdhTP1*x5a1eimtzX+pdT(+0+E&!Q_q9v{ z#P4f4jOYcgD`ki5Z`+z!dw+kP`(!?%X;sjkxZKr5_@e~>+U9cwh4C57NX~qJzVc{b zYUO*2fksMwU$ODg!0BJ#QygAZzx0Ybxs`GZ0Wzs2m>S2Oo!2w4%0{{=jrM#PK8Zeu zDL&X$WgeIBu^I9r`^jk-c4FC;Z=r)<+9K|+58?01PRbHBbj^>AOLN-$a=BAd!A|bL za><=RcbE(umD*$hK9&lQv_1uykKHN=*6LX!=Ics9!IV9&{3z*bqJ(s^( zf@qu9H_*}s0@~{nOU__eO&xwgA3bwk?Sr(jiBI#;7n{S!UT#ToYX=9|3HBP*K3ZiP zchY3<#Nwc&{MBItD=Xt4MTZCy{LyJ<4ejShwe9S}mqsLX-ZBZiKu3eJI{G&4sqg(1!4aiA)ki( zod!vsY!pWnXlk3ZkI+A6xIHj3hX0ao>egn1ucGCQ$(ACDhkxuafB8WW`s^HAcy6Ba z;4-50OIkx)LYUwur`qO%4M`aV4V~7KxD3=@sU<0i-~jG70&UintZfaLe6d`4rxO#> zkBxL|+G=?yJ-zmR%RxB-_%4-* zduDz8eis^A{kS9NQMIl0H_>=@1Kku9mu_r^+vh-yI*5nCZP|UaIpV0c4?~8&Nksqb zmJ@Il-22!4f(8qwavQ)LS0h%8mgL;FL4}d!> zo3F^sKFaQ@)Ly}X2|8q>n4^;0%8uwjc)XUGdMQ?OTPwTfz?;0<6OdUD?p2THeD>Vp z_`ms@`q1<^P4B4xFlkM_Z8++qM9=-Nzxr{r&OwXYMzW3f z&l!pRwl)9rjKn1_VrEkEv~||WuXE6|$2b9*5v&6|l}Wz+O3T?h(*}Ms3324`c4muDRY-lbn{eccOFjM1df zfh6T9qTmE(@2)TN9uj;lt#bnOs-ZLvf$o=`+dfpj7I#BK5Gz*a7@KPdU08LU2}Ch1 z!HRbhG-CpYf)NE#-Yf6IPL>9^D}$j^S`)B>(PP^oeBT(U zfw-u?Myd7eaqS)wD^$E%)_&;a6fWtGuP%>QFulhKlAM#(K9BB>5?4Vl!HTr^e4yxo zRuiz6VM3iy+4?~=Dj|YEDAqkk*!tsy3+Q@ohApz(9h`K?UKOmb(EkL{;dL^-B3wU3 z#Z5}UD!o>MQ=Fx$3iLlH>sLd-`Kc4Z9JZqJC5zpo>DLz(wR;-HZ&)(Cr_D@wMJScu zMqbj5%cXKji4{Y<6i`qVZEK`P7)h?-tts{gi) zdQoZ{IW5hE6ib<=kRqvV#I%p8o|&mX(nc+m+D0|xN_PuU4|f+pjralb{PO|lGX=u< z7nQ&v)Y_EJ9DWQPcd(}Jvo9|1xJ(C9qrBT>NN0HtX65?~^<4_$;I(o5W&I%`X+ki|BP2=YpG zFkpgIW}1h*(8b(J_6_oYaDd$IZ%R@LUP;(XaIYw#TWCoK(oudAob&SDSNwBbj3n~* zJmJw7QEK0ZQEwW-)dRJdd{fc`)G+Z)BQw>gVrKfd_y~kwgqGd7tiJ=~={VB1rl?eg zJZr;z_LwIGg6Z(4D+d8r;BQ(%09FuhS|LartOqE}%VvHk;#U&X?+t4zN@Jsg<>Uls!jNe^4U6FqtVP+b@?7UkNEZo5H z7YO~y+m%3DAP^a8mvPUd0(Eh#`A5k47m(|VO4&j;j+corjO?pq?n>Sy#{+c({Tt_R z08OLv-KA6eq5>Nm-tBxPfCTl8d-LbWI{}sB9ea1|;6Uv7?~Yv(!7CrsfnM!i?9W^x zj7+xQC=?>syXSNIB_-Fggp{sh1F?z4M>L$Z3@8@@eVBXx z1v!$OTMU5JgLHMz>tf1;{>hG^B`gL-o=okJN~0KilQ(nx>7_DxDmf?2&qP>_w51f=FwKP6WQWjF5+hAM z`54Cn+63qC7EJ&e9K`j4bX&4pQJEE^Q+{Y4gDKpdytb$`ia9P1aS5OU?f)6_Y?zOd zArjhC&Wg*OfVQ^YeS562RtCgOK(ps=$CoqZ-;wi+eSMN$INtP~RyfE#cA)2GH~BmF1;)Xmg@ zt{MMn*SI3UNt^$%;y_>wbpMBn%h!x#%qzw$7p>m6O#;;vOJIHIN>cO+bfuUSVtDaA4^YU7{?lHv$OG?oLYkGE%tldV(x&EIhiBMy z+w|N-`}xTDOOEJ*wcwdxAQQCBY_G+-36JPNv%o;q*YB~P!N;P{Yd&ZongtxJjSi3= z(F1EcXCbxpXUcnwW;}rivA*Vk9(jq+dYKobl%EG29nlcbiOi17>;cNQb7+9tfYVCx z%0RTsU2{VN5l{JPie{>g&CKe|z}g2l1^;78aRGA4+2TO-)bCDqldVk%IBc8&NS+A> zVuF6p+zh}MI$}*7-QlLX4B2jHAjR6xbgUW8h+sW@M6tR) zQFSS!x-f+`*Hq2Q9gU{uZpO^Ls#Q59MI%*1wudoWxCaQ<%CRZBsX)NC0YY~1%yEBZ zrNp`yPTAs_)7|3Pt7~7^{LorePZzWFd!QMQ*Yajc*MN|QzU`xg1yTVldQ<}jR433( z*&gT2ytN@9At}t9LHqb9U>84$0>S3vK`sGpm1j;Fky*_>&E0lrFP{VcK%`emO1YSN zQ5${DN8TR@oT-}d40u-Y+V+|Q+Po^c?pca9EUB|64oE$sKp~K5q63RL(GAT)bmLQ4 z-pu+M5R$R#J_oVZRjGB)M=!!+3%i}O%ezq-R5Nok3v1PCxGDhp^?%a+$Yzep$4Oxv z1Q)THjYcJ-p6|3|V45&0`A9Duiwb6#1H3a&3-+-yguw#Qp>R5+8`3`&SAtW<%`Exv zg1wfvXCA@>XHd^EyD~chVr?5@AHtCLap~EE!z=A?aT#sWt0fu!N7}$Zy$(*zKD;1( zb9c~{6E~YGCL&F1wCVIFS14V_~QsJkOO|bUzb--k|&2I=Nr9%0}Ph>6(HuCgqv(#>X zMxdBV0x)v{rZ2hS+D(TicKYA1q*^8k*c&k5PU<}0E()^>pflfQEOy$;c6z%*#f5W2 zZ}yC*cDAl$OYOF%Dv+(sds_hn_t9SY!p)fQ%%XL&o~tHg$d$h`(gPsv~B3p+1>TK`_Njn-b}4jXBX z%-!j9TiQzgH78gK>_AJhsbop*_-}nV$+yc`yz(Jt`M2fr*3WkL{#16}5>Uzd(tPbc zj1l~&vKss1UA@%q+VlqyV7? z$S?TZ67TjrMW?(6GNY*U=VG>ZPlUXGB!YZRvcS~=u3dqbZ=Yh`tZMmDroAmrytCNW zsV`*$1aC;HN8R&fAc7@e%2wCI@u_pTIoa8|1_&clb&GzY6F~ktx#>Nvz$K6Y&0eSr z^yCD8n`pjvVsaPUf`vt40);klXBTmy!#LVX90&WI_P-v~FFx`8tko0*C%$JgUYg%V zXl53>{oT%$aMnv{j_?5^8T;<5`6BMaFzzvMQNVQ3+W7mAkK3nr!9X7`FoBYrxLVyRCja{I87>_!|POG6M!9b8mgb!k%FQk8R?v07pjNq43{^aoU7F_Re+Z z-HanN>Xurq#Ki$O_;nY&cNTAQy%Xr;*M$gu0LPtF7MiblKyaRW|EY4`CSqW~|7y-# zzm5W@!5zTujsXAhI{i9BcnbXC>;HNf{=Ib@wnX4+WfCS(ZWHIai2FK>YXfc&Pz#XA zgs$+%r%o)aCT`-_i7BtWrkfDOJPHPbtdmi8J`-vY%hH;{mIQ{4N!N4~Fe#FS7?6trCtNmBOW(W>SxGrvP zcZqQ(GWVh~0{7x0ZmTIW*A3^+5O^){qSckfjeEkYt&UnnBsF^5xBq3r?}P zgMsgM%bPI`hn3cm*!B|LB=kfoX6n`4%KKt>ul@ju-Smq`a1E398WM3W;}L1N6obtl3B1r`TWd^8PR%5!8U!LCejtiK z^aLUWL<)!$5Gf#1K%{_3!TH2A!p`F=K@r!cjFPwNciUN88D`|LtssKY4>+e!h6`|cApZ| zMCVAhOx1}n8^rpyyGjaUbCntHVs+={kh!gY(}0eSmSg#6{bYN%^3bx3lf71XA+o9z zyIyt2sApjVley>yl}DDzpIDEq8T6ZJTG%N=HcgaaebDFtC1|ZydC!ybGK&KDfSOp3 zu@g$Oh7+rU0mk~9b27>{HAp^rzliB(Oc?EGlWw)i+~qj=+5Y6Ird9VqMSgH~XWVk* z;O^yVzEcR@>Y<`C>*1<8N5@?!gl)4{SN;HWH1|0{u!|)=daXPwrhY*_bsgiM&s>gtUMT8(C{r{)3$kVJJYSXs-Skz zk1x)N2b{f#D4nQuYE3k`V4PO~HAW7$ItC~fVitzG7Z3$cj1ce{2H4E!&Vr|ouu?JJ z$f1Babb^eE(~tnHd8@|9uO^GnUTokd7y`Yc0CV^EPlTn`eTJZ>Yt~OW4i74WdCJQG zhd^ys%hDhIJMK#^G)YyTm0*dUL)%W(gN~U)gVI}7NdMu0M2`aau>MHdeA)T(Sf@m~ zp>gR=tEt=7_eOC1WkU;aD4b4v#CgcP1Uy|uw%~0sg4*3&s`M)#f}y7|hnu^{HB!!t z-`_xe=7U13kfYVcu+B|Xw1s0`DL)h{Qz+*C3ed)EZR!rJu*SQPX9GG|RjNPZF<3gg zi>^qNS2Wo~O`qCLa`aEONA*k@qD~^8Aj(b^OjIscEe9C;!sfJfd7%Q}xg2bDfw9Vs z<~hh5!oj`|Q4rZYJ+jd6H8Qf%Hp1Z1+=S}d&|5%G915fP4dYwE)P8FQn~MH}j_Wru zibgYrLM_6#dyQCx4tx;pYX!`a+UVj-@^7`ZO9_)l-Y!Jc0BzQR*u!4XBj~+^U2GC}rdQ zyzg^m8F;!Gx?I`}_^)67LV4dr=592?tFB|Dz};UVyR^_5Q!ruQTiLDC3ph(vpA6Cm zx~;$`zCdaZNQ#-bV_cj+Kn>$R9eR3XqFI}01SsnY>aBb-t^$M04<7*kcT zC~L*i9!H}QnYpqBr$i5<QTDa-N>A_{6e3SIL!BV5J0okd!3d^?zb_lM>xqzYB zl?@bGll|&OUi=HD#hEG^L_8G67`)*~_tW$0?_s_FUl z0U!U}(Ud&I^y2#U=JlIk+`Rv1_Y|zWez~T6;Dnr;ivDzUfwE}+kQXeGzjI*ic>ndv|sWZyAh;yXOVEL3fM$`p#_LM&$6p`kL1bjEtIS5gT)u5{S`I zOnQ@})9}X4A@2gm4ll(Nh1-FO`tWMRR?aC#DSZV0x?vzPy>A$PtFrCY`lf*Z@@sFo z|F@h?Zg>RX-yQsx{#cvObIB}TOc>8aV`QSf`MT+51md3eO`U&DSwN=3qTG;kDcSJ* zHjCKJGEcC9iisOMSAS%;=?$N<4QlG+A^6+sb3lT)JzdgQc?I{)#IZ10rM=F(t|Qhd+sV;!#2G5D zUv;M1BoTJCd9DfL?#~B>m(GO)@poY>*#~Bi@-+5Mt=c`)xgAhYkeY2=UFzSoT(mrV zuT#K%WPPq668TYX4pD)qsJ(#MG}|=9HMrFb>`3@`)ZO@7jtdUcOT#HiXZm_5FO+r2 zra%$Pna|1*jW8IUvyzp|TOU>)s`bscoStrcMqRU9(xyz&8R>Ryio6GU|+yRqpGQyIsg<Qx8d_24xE2 zvqP&5g8>0C_9gBk2~L|X#z5p8M9ZJP4eKn`w^J}4+VQ!djUI`4SmuQF;wgvbMMN5c ztL{x~F9#?<%R0*)6_HOOru(2>O>>UZCEGGij;jTZ0kxj;CetW42Q0Vya9=sZFwzj? zG4-U%$yZk7K6w)B z1WSa%PgjqOW5%jCraf4~;QbuV?e1ZWsp$gzP{^u}<>?#KLlvp>ySDJl_Cq%!OSh}Q zQcjS$0{bRt%o!v7Fh|%a?M2b`q_Tq4OMSvpb*Y+S8&FvgxTd;QN~Z?&T7E6;Wj~eHcEX-%yO&#SD8^ zVdV>(k9gOOF2H7dk=5I~-rk0(Iv&~#sWgb`Z|;ST>jooDaEYN|uet)~1>G5Vo+G3* z45gF+wV%x^;8AzpE#@~0jF=t_XniG9*svVHfRz3!mf{Je6+6U%M^SKvzx;pJt&elyYqB08Ye-o;_rpaeFOM#p+ZEQ1AT=V(OI()Di zbq_kR%Y{7DJY}q1URpT16JE`452vag(Hxo0>n*^fm(>j>n4N6jL|q-NFfr=U@rUQ} z2pIW%C<(W@kRb~_FUI%0~ ztA(BATjgsmb&Ckc9TBcx$gI8JqQq)#Ab)9AKokWcBE73Hr8vgAjKEDy6En=!?oy%b3)V%6;&JK3Q|1F?MLVO8NVo@*5i4F z|6bjwj=iH`z+tXxZ-#q!Ip#Sf+89|E0&jx$t3;;KL94*igML|zft$W6;3|k~8W3bs z^?j?{0(n~ig~TT|jCX1S zW_uAm__w(aN+x}$U}i2ODpOY%ORfDzmUq$Ko(g4k8v#wI-u1;z`OWIZ z0A-9q>6F>dMMiXKtw7yZ(S^WJ8imV z2#i2u3L*v8R*m%jHMtQ~sAnu!#rax4A6Z@Z-c%S-c(l=86u6=M>ez(ENB|FF-5pk^ zRnC_J7Ov9gVN91*$##YmI668GIX5r%ruXr?FJ6XtR!#X@?dCvdaw^g5!*;-@^)tYk zx=IYk>5u4~N(}5(?7w+9VHU8HMxpEI4sRoryWV9n%Nh0~Qw@-zD^w$S${f7Thatuc zsi-H@vpZYY;bIdHodU5pC(spQupU1JWndJSy=q_qoykuk5VeUI=jqj&WC*eYx}59< z707~?`e5Jq*PC6FbHhj3zS29!2opzG$wS|g0s(P_+fIHp3rJK|*=_&^TeXO-gSr3i>6iqU?y-DJ zg^J&wURWRS_O~9k>VJ!*$LP=O<_{&CShp=~QT`S%O|$nK^%@rNt5=yV9bD&M>TUQsHw}$s zh#h#jtGUEzDX&l>n-TXRhtQZ~7lgA+>V+ za2c*0nP8-_;IbuXoS?RPx@&pt{;ni36Tbb2Ko{F{m6ALRPYc>m@;{?Oy!Lc{OJ zmUuy;P(=45Qb44DNCA-oA_YVWh!hYhAW}f2fJgz60wM)O3WyXCDIiinq<}~PkpdzG zL<)!$5GnZon1WzjDxZ8B2`K0c=-Hx@!`7n>mvbO8;@{u?fB)}q6Yr4tck+px5-A{3 zK%{_30g(bC1w;yn6c8yOQb44DNCA-oA_YVWh!hYhAW}f2fJgz60wM)O3WyXCDIiin zq<}~PkpdzGL<)!$5Gf#1K%{_30g(bC1w;yn6c8yOQb44DNCA-oA_YVWh!hYhAW}f2 zfJgz60wM)O3WyXCDIiinq<}~PkpdzGL<)!${EsL&Lb)hC9`rxD1RW>QoXFw-Du*R} z^6VhsALpdAQrJjn6bbRq0oDJn3QRKf#?wN7@s~N#Y9^&R|=YsF>Bi@oK;a7);7xyfG zbqKMuwEAm@6n%IzMw(w89;?_h`_&=A>|Z-1=fYbuT_RXY;BQs@$q!3Ob;iA0bpivb zK!6imW%%|_#tH2S8cJvHwg07|o3k4*Tm;qG0tpt2zaB})c+cY3BM~(Giy0jfZ>Ev@ z>&DE7_so9Xn4_83_ipGO;oIwI5ZcS(AH=zOuRZ79gZvy^@Sb5EHDLH?zXieY6yDJ9 z{0~DZb=Ez@@9pJ(I0jt|p*IJDks4q`BCoU8+ksz3c1{FW!m9^1Gk5l|0=wC|T0v}q zwoM0tOFUH#C0s%se+hNuUcZO``z7QF>XOUhZ-k+Na1{bNOiBO)ngsu6huAsdnE_w5 zbG&5c>Skx*U$$rlZjCkBsjb$5>+J(NB;ix2G*GwyY zqR_m<)*5|fM2Gntl)m{`S%7Gj)jArb0XPg4>>p7uofh3;wT^V|UP!g@{R59077{g0r^b)FV)MgWzeIa+Ysb!fl=`_8-(- zsO@yBOS+Y82urXDMnmhF>!5J1NyD?1fC)SZxQf}S_hz+n&*wSc~d9NDL_$q ze|1*aq*#wO-oGyd`EaPsr&YgJue~yek?V-xMHT#_I zqUy^{**L+v=xhzSse;4EJCj^X?r+5p!pSOAh3y>e<9)?u(BY{RXy;((Aoto-_p$K7 zPK%T}xuvUbAsvdT5IJ0=>3&XxM~a3ya<=dsy)(Wf^+qUy<_%gRgQ!(5|RDBY9Ms~^K!Ko9+Bz`^m`z~SPBj~p*ZKpbR1}C0}oD53!CYaXgKl zd~TI7pP!j{Y-ENl>Bk)VILv!k ztcyv$Jd(f0HfM7l`jvq#hn~XA)9R?)Kp;;Q;*i)EtDAuw>yU<87|&Et70Yh5kif+C zSd&LmF+K@qu?f0vDVv9erkq)1Q~BZ@)?U8=v&z06#O8uoKkXBTKKioF|MJ9L=SYne z$p@1GS%tdaa-Z$koVOc$N@>b%%tIuVfrA&=;s&Bo8ZJbLIOQ|?1bZqa1bA=Y)!*KS+p zl5eNpJ60Q(d?V@Bsjw67^1Lr;%;|m~sWd&h>bZE`W%FG@TF3jmAfbw_%fp{)uyPF- z7x)u%Pc_`qv=OtIR)y>Evem1KpLBfsl6yhd_F_)=N|$-?lH9qw`;NYEcCWfwMwQ|x z?>tFLqhvqh9k}zUSGw=vjI7k|d#}cpS%v3!UMxF*SZ|cMO7;zO3+xfxRf*9@`gyt@ zTDw`dFHTF=yhr+@_0>jp_blGL+E<8@uvvQs3a@=q&vt-89RvpT{V8BjKi7@VAnD=3 z&sBCj)s)rGUq|v=9a_I-5u0VgIgH7v9#x}d9EkYLft@UR!79r=I9hUI-?z{({quKl z;h*-uE5G2fo%`f#o5Jzu!5@rVb)K}4RJyFyK|ItPquE|*gwruSOun;Wa{FOq3^1@K zq}1>8aaVR<@OvAV6l9^Tv)mfbba3w6>_c&lBYZ})>NM+DGVeQwICzHvL-z(hpwyAS zNaYm#Zv*OsA5do!P$V@#D#Uc`o3*Kjsp(tGF&9(QOID`jX9Z2IO}{XSceY399czzZ z>};pkI4;t9u~Sp5Pc+9IBr<7gYW|2+#ESIo0OyM!ZWGd*w^Z3bfiRSmf~HC2tnn@N z6o)#PoAyb(xpC-*C3{{-CVOngjiXyr(^*ro&!$8yr;c5lsj_6xJQ8O)HGS+HChPtO z($d!wZ$J@fDjC%_pJn$GM!TFkiO?|gf=y=FB5h_B#tnNSU0jsqqI*@`g#H zR9Wwij&`xu7G0~qJkwEiGJUd>jK!jUMS{Ei%n@ErPI4{-q36;K*zgQe&dui)Q9Ly>As&mar31C-G0sa zZL%X)W;WSxF0mUF6&-@tZgZZm$wqpQ_H28NLY{;O^YGJ%fl|puqTe+wsjjja-Ir5T zwqV%gverADBGL4UIZwvy1+z;oV}eZm2kzD5w!+m$S%D^0Z@UMJ8{&YExcyQI$LDJu*e%+UE_wx4ajR z$R;I8e?Dm^=+v?jId2miG{b&%={nt5vge~aPHSMb&0yZgV^4c<{3|vMp)h(!!G-%c znMvW{wy?ZsS7U1I*^z5j?l6aqvJAC(O7;)#M@!`=FHWe9obeG3_Ve1lMhCZ{u@l{z zw!O$xZHIUs55Omm*NO zvq7zfMCyL91u&R|$p(cvVTkdQ4N{)sy&>lO?GU?I+TfYgAOV?E5STQLu)s6fZAxI$ z;wO_)M}NzthNcbZ^>-*=|A12d2bAOhluV}=>gzAT0VuCCPyK|FmZG9U)T`>~WcIOo zIx3NCW~OGQraM$O3ax6lB));a19&J* z7|t7IcVVDdSk8XfiTS&>W^>VDi{Oh~g$Msu{2A;i@)>EEJRk&s3v!OqA#v2S) z@f~?~>=op=2%A4?xswVO!}sFDTbU;d{Ss}}5%fL-*=aE&*?uFa4U>Dd6sR4rgk4$B z_%6k%UFf^PY{_|YQO~Q@h|S7S`}1*6V1-`gYt`@HpSMUZy_E35df~xLgjeR9m5xM1icdHs- z-ZKfi2Qlw@hRoOVSzom%8@_rke#^j*q_{o~s?95}{3K!cxkBvcI&AA4{an=E1u@TOV+5>%~`J$}SoX^J8hwL{75kwdbeFY_8t*s~M;9 zU;FfqN-jU|F0aomrrvW;k$j?e=DU_Xlg6L=xh|bGHqSYqvbk{;!xo$^S0q%Cy1(a% zP=Qw_|EanM?#spwRY*a3B)RCRC5fXsAGG*IOP4&riXL#Rp?9`okFdRAJN3!jcRL2Y z`7_6bsC`QFz*>x1^9Yh5JD9m)OBxwbbI0G@BYd+LNqcw!tI5_mMZwDEqWi@ugJq zxQp)QHiY|$H@=G7zjc`~2P@nF7kT>Q$7xO!ikz;J}}~7rcchnJ=jHPSOpM^DifOz?BS_9|;8N z@k>5^rM7i5H+A;&WenL-n{HZw<*9#XS%_vYs{Vd0gHX6;?Xe8Djkv?v9H>w%=kYG% zkp78bgK@1BpGK2qH(%Y_>UofRm7#dS98&tl+_R;l!mu*>)^Sb4ZyBY}KgE2~prv_u zQ=@xjduO9==;O!HbtO1zb7wmsb=n(#bN{2-mohY=S(h%JH4wPHHIYjn`enA$HFN!2 zuGUF8xB@Kso3tHun0QiQZus6oiysjX?*L!|$akp4Z%}7STd(Fju{XI#8Q2DYH?jVhs zRZb!^G&$MZgwnZs>Pu&}|I1AA_Hm}^02j8JmK`z!GY3+-yOL3ecyNbb-(gdb7yD$a z@;ziwRk!exa>z+j6_A@2END3!wA)R;#HR?FN|aWHzn@dGdgMkweOZF!b$tS&-pBv; z6VRzoVzp#V3!1gfru#46Q&gsK=G#n_=FXH&S|D32c~Gj4@~&I&J*Nvv4OZNJv?^fw zL@7rc^|pPQL3KEcxAV1LO43twNeYIg{#Fqc9DEx3;k9r%M2Y-%x6$Bfi_eJ>xwT2v z+-f(6M_(M<7~@~G4DhX`8qSpKv;;3+uf6OdkTZQ^!H&G;dgGKdPx=Yt&{!OIl#%jk z{K3)nRuzU%I`%~tsxWRS38Z7O`3a zd-4jR?&~(0YiiPlVC3M&?I+5<`Y6dD>431|r-R;Lbey&1=Irh~nBOxU9x(67L`OFL zjEv8I;-({3aIrODeuCuE;|ds~%>#c<9*S9mHr{2vTxg**_iDUjj4#RMZ!?@Wd>6&DxzC2$N;NN((I)<`Z=Zgru#;zr9l&1oCv zJO%}Aee;F$0hpNP+K&n}z1x~5B=(UjFD&YI(D|Ot=x`&HZzRzS^ZD*RcUVN6?^s^eazeEi`9OTZ>( zQE58G7s8UB^8Aasu6kiKCF_J*QS%pfQ_!A@4MG zEQ9i~Ftp5xP>aC6xCn}apP!lY&U-9ee)Jli+i5;wV_j7?GvLOTN6IJV$QYA2s_B!=L(l%#DYz2+zphX3~^vCY> znKT5%b?|f6Jytq|>3YHww!Iqs87A;eJKDKohRl2SxgC^pLn{mW;)Jmy!veZy0_*CU z;g4~_UY_uC@gC0l+~u;LFZ|h!yV(c6z@SXIV~D=H`jPpj9Ze8CGbIi zd)Qn9lo6=j}jYoawA$-oO&jV>1j&lf^#Y1 z3v=O%d(OrC`@-DS*}@6}!58O}Bp^4^@5Q-@DWN#Gz!&GA%=e1(W4|rVkABqC6+2-K zdOby$HNUp`K5MS}QJ}Np3-mFFsj02y7-`Hbbuk4{QSTR(dVD_V@f8;BmB*~4g7-y2 zuCZs3#sV{B2?>c^GW$<&P5hGEo~x+$OwGLvz{E@21ox|QiKUGzs?t$1a7(az3=%4I zYO|1ogbMu$XgdU`(9Ou+zW;57zVx#~r$g6{kwsOcS6DGVP?nISJonB{f+`+(P9{rJ z3Q9I6iH77LU}}t@^AoJA{zyW3fr659x|5PJj4}{ z@`Z;rZ&KvLN>jQ=>Et^>@3&Dq)l_OmCF-v+d^)y6kO>_>Bs!(QH&BsBNAKdr!GshU zcKE^D*1gAXh*H&Neq(z0RZXKvdV^^rF5jc!o9jILjPu4e%KFCW(mYO$ zBPWe3yB%q%d^qcN@kD=gUzE7KGD2_j>E|}3GT&qAaf4ye+^iF?Z5O+lZ>ukX^GuP9 z7b8V01Vp_0^TzloGt;VH3kv#1+-3E+j8e78F;%E6d|iL)4hq?@RENh8$Ve8vgoOOK4$&g6qxS>5u-1R3_rS5ouskaFC)R9#73^#JC}GDyef+ki^O zDNWZvI%~z%b7i%-D5#!EUV+MQ6;gIMs=IHoiI&QoHKGI?9xhkOm7{N$x%N#~B)co8!Xao|pQS$P%1Kl)zO;Mu+l5%Z_k_Op)Bw!hQg)ICrwphU96Hh(hd zF28wl|3Th?&y9nts!FLadYt&lz7w*L_i!EXn!>Uq2P2pXMnCfD1Ah_&j|g;6CA1US3DBCy5~s0k4F}^b`F++FX3HDg%s3BaHY#g z?WdPH19tk%kEah%AHXa#@2}LdcAGYDUPzLzr4Fg$zR#1`Fn*(gq9YA0LS3XTa0_5G&{4wiQ|CyJ5$X16s;hU%9biSe=JLU#EoG|{TLYC!g%6W%hB1g7itjJ14 zoDE82~Oky5^mjYyKsA|%#`KRQl8I&Pm`xumT-63FKxc3=a^hWdM0R>^<2s3iro3Y;;C?>g4u4P+@zCa;~bR5CJFzPfK zrzel53>{ydXh`ck9Walk7nPBJU@%6t7PfCKp9($7^KJR0o1O5Q9c>k`A|`wG!v0S$ z*}iRHK8Yb;dPZXBKWqToZ#G$Ls6U>g%aPRO{R88-=bV#q*?IdBFpY;z&)3j(_@U`XlIC!@K%MR*GvM$SsQ{ zB}hKkk-x17I-X`iSgya}3RE5zK;{D@;70>?^`mHfLQQQ19jMx4ZgUOvLdX!TK+8Vm`?mC?!;Rj>vguYYj%m| zn1V#UeBTMN_+HaJ0uy#ZE*1Nekx{<@p5Y?CrkkQZ_*2>I@4qYSw+gwss-*>ClUijJ zaWj^BeC4UO)aokhcaaT$icJ5fI?qZSU+4W{CnP^~Opx@Z8II)K7fObHvHSxLW@Kb! zF^mt(m^it_T@n{a3SM& zYDxwDCp8IcF8@eP%l{oU-T&WI6O(%(3((B~@0-+*fBB|#=YLX@Ft_C)0X_b)Q)l~s z?VG?Z-JgAvNkW(O(f^HazW%Lm2B~Aoc+&o`Pr$|!By%^o!H4Q7tpdff4hjV=&hev^ zlzm!J>8i>HyU(UsAAN%ZS(s(>?QIf-Fg`5DyXG4OimPjQ*AxtIx&*{E!It`cMM+$X zHixY0D{PWN8U?JL{Mb;#@2Y`Xg+L$#ToZVyj^ul7NKepJ2G9JdBYV2C{f+sbJ8Jt# z@UQ)Sr{0nF3n=SM((8S$%iW*FVDN>mM?f<7G?&E|X&egwNO1 z(m%szDCwp;FBz>yMldZT^x^pB+840LpN z>GJE-NJ*_LSX32{f|^b?*m2rCmEJ8=Ua6ewQpfG})ux$&Ag6mWPv* zN%_#|S<@w0{UYndF8oIOT?uZrP%^T6f@GqNuGST)(a%UM67NXu4}2!aO`0ww@#BkS zC{cIud4!ek@tH-#o6@VDo*_m|Ec0+GMKBc|I`lbMW13m@^dfxap?CKM6S(H zPIA~hC%h9fJ=H|YmiKePtLqO7UdwrmCCZ>HbaV_@22*Yh5`4l@;~b|Wz%8vBAOyhu zBItP0Z{gnk?{LdB7=DNQ<$h9--j;e4AQ<8OZL;s{5QH~46k_&d+!o8j|>|v6)v2G?TZlb-Io_WFJO`}+DV#`*nXa~}|u z4%-$d9qagK%Twhb><{Rlb&+zXkT#l*eL{h(%(8>tR+?U*zSlu6VoqreoVa$WR_hdmg9C&Jjg% z@_k(}33)d#tw`Xk2+E**Z%RVh_o(qvyLngCtHwzO3cWb<(4CVMHc=F+>A|;uCU1A! zKP2xpR-p6=3;0=0R-fe@-$#I3RMiCUjV(d>KsouF%#Ho8aI4FxafeH5F%~j`K+?14 zt$~%Hc!D?f5OgH0RI51d>A1HtqyhZ0$yGZ?4d8bkPS`nF0KaYF1pM{`urhRo6x4&) zGU75=~EUEy%9^Y?tHxlRvokKC>rzRQ-$@y<}t zz?qAJ%%A42xt`J!pJh!oTBf%Q*4_DO{O*3M2)SVk2q%7zhe&;GYzj30@R9HML z8R~x|PtbxVm8Q*{TjIgK6e>hw^`+;Fnmnz>$$1OI*%;pg9K*>zF`=dXl>IlfzS55_ z&pbM)ptkNv3s?8Iu-H7Vn;Be?ey+9TvSX~{VosB`=)4J-RxpX41g&w-*EB;1IMFqq``5CX2AtrJ@7R zv8DkpIL)2L=zF&Xd)GB@%f7G|&WV^zI}z5B%NP(U_5PCCQ`^ve3t_XbL%a81THky* zyYJGeV>z|nM}=3PFt;SJtR#EUx8zkv@oqy{q%Ko=w-4XbY+2%J`E<4Ao1BK$y+e

?M zX}Qw74;-YusXt0jY z{V!@9z6?o(JZ9qX7u&SeQbp(Z2G>_R52!GAwE-_Okwy|6vzOqQ3iz`8EajeKa{nyL z|LT~8v_tSpZBkJ0cdx|npKu0j6tr?*-k@UaHluoIC%E6Odr)@WKk>|w(;e?!?cbt5 zbyVs|95bY_&cF0hZI0xX@JKrZc2*;OX1WCsz55a?UMI^9#0m z(v=KGpk}D6rrK)5W{R2udd{d$To<#tT`e=MLpH?N-Da(u7}(!bKjh^dF*0WlDx}@u z-Y9qQFx_^XXWotR-yLd?pwit5G-c1(dauJcxynICg3_ka;uKB6MWXZFc)iXAn0{2a7Xmr|D zn`!5-Q!UsBm*GPAx2YZ1&Td}Lv%(dKzpSQw=_Jr=aM#bD{O0l* z%Tucs=`UAhEuWy3rX~Yb`N@UKvjh>jU#kS;-pmdhX)&OY8V?P>Bw*#&9&&Wq>r_TW z!iQlNGYwm=?x!IoF`N0SAvK}>#h{r3`cDl{&DBJyl5}$&i3w}<)y_{B5JYA5*_}mK z-B|CDj=IRc-`?DbGsZCJ+|%A~YG!V|w@zRw$p;$ov&2xs?B?FDtbHza&mH%&_Fvuc z$3*cQ3FzL>DGp&Nqx(-U9dByrw$pUBueTgO)+dUeEB@z~j_FwKzHgse{G2PEPg-5o zdL;E!3s_j|X8S&Id=#t&B%B~aT=1zsfC#Su=kqjUkAa; z(#nO9r~VIhZxvQ`yLAt*MN3F`hk$f_xi5qfRlB=!JPMR-uD=D%rXCP=eORxo#e0HP8%_)FVItyR$|l@@}4Kh zYSaUiIxZhipD!Oz4p)z-JJ*k=tEc^q%rvZWJ`*cbm8Rk?*2UBQ?K|pAwfBGUw7-AB zaVFjLvi|}$LA`9!KlQQ?b-0q#hhVtxq&XfQ|9mbr;bJ6N@Y1^355xcN<8a`81Me@t zQh`WAq8rEyd;rZJcLUR-yN3)zr_gRdo?lbMi`YF24^;7oH!FJv<>J9Z% z&j7*r-g+=CLRL6{WNoHqNoXmMy4&1N8yh5C0rOCBm#`nqLrE6gE@=DLn2S?^|y;?aRbiJoDP#POIq|?@8;06 z{WAMt1=b4)*24*Is9ZgMqjJWuJn5#^xVgTMQJ{a6a5SdAx>H{Pp;qWn5Wjoct|KjP zIh~?|^k~ymj5*~sPBT%1%168&U3}Fb6J3uJeeIu1ETiV50P~cGbM;t*%Y+un1>bAc zXEj8KEf6+YG#Qh4)e!Bcc-xTF2-7)xS;o9oOMN!psT*f?5NS$rpOJa`)B)zzEhHxJ z^S23+28j-;x^{9(=JAUb{4n>Lq(P$d!#Bh4eUjZF_rIh+^<^DqEz;nBqhew?W@(62 z+rpt{Vg>p1-ZI4C`gjwjM+kL~zBORM9C=>PuJHNMX{K0yJ<)I&_fMM9;-8j9^R+yQ zx^{#I7MWz&wRSwPoSSP=u6b6FZdF}&rZZ3cwuTh6?IZ?cXm%UTCtxOwHp+`WPB|tl z@B(`iT_&BlQ*66~SerPal2<>JIBDmzOlFV6?7>?V@$b)d6l`Z@*MRU^%{ zku{JEdM{-wpH9}_EwWxN8CrIrT%M%i))BXXK7lBAdg-?oW2XbPtP^0OxSn5`=LGA# z?mFkZkWo+;>U5{z9iQxE+QweR$4A2{dHD%0^QuKo=pTfBQgDy$bOjAB{{*O1Z8W$q zvpC*yTwi|T^OI0*L$1?lnAXC+dqOK<;3Hyc$i_2l)6ca@E%6I^6FeD$yo@!^Hj%}= zb3qfvP$J+P_EsTzbny3u1WbHE-V~BY7Gp*jt+Mm6U5{CkPVOZ=Hi<1Q!;U9|6G^Bh zJr_q{fO68fugs~)gY_UrLbG~O=ppA|{)s1)%aX>kd+Xy_yjmDE3VR2qvaL#V!*^uU z?Iu1~@-3v@Q8^k5ZGbn)N9%I53K0|#r&V$dDmmJV5=hdi+n$bive7lKYV34Zhnpo* zIZw{{xgYeZ5$&^6>^wZIp@Y|3>YsWamg1fFrbAhQrY0k*N}BF|cqhqN2a=>YnmC@! zF1hU-ouu+v-FteL^s?^R(F(D-HAg|3*X-6C#(g5b!-pKa*jzS@-BJxy1SM|gKZ(2M zU69h^@VYuBbA%(RbwwD6z4kq|)Or^-PyJv1^lCJ9{5l;*C3f=iK<8xrb?0{-x7|6N zu}>~Xqr@-w54?`2@@4Bz&pz63B$rz?RPL+hL``+57r4H_cjP@IfMb z1H2kL?;-7spLvmGL|L)=APnZ}4_$SHb)OLRa^UAeeW%w(&!;F&sXn(p<3_<|@O7~K zA&>ZDRos15U{Rm87k8C@mEIX}p!-8^6>DFuo~SVeVjpgB0;XKQyz4_!uwOnw$|euB zxZtBRKfxlGeitpP3ZFua+-Lk>cpZ_RFgLqIiq#x`HSp$#itt9p8_r5z8TN5{(-u!u ztSVAqJt#X-va6gAspeWnwvxf{Vki^u)8W8enaZZB&pLd7>34-~F8ujVh*N|`sB|g5 z+GL*gNJ@pqDMM!cuo`*y3kK(~H!(#R;m%v_baklr!~}>BBtl)j}Di*$(cX!Fdu&?a(l-@~E{C0nLVj&nEiauosc? zfoA!fUwj-?Sfl6lyQMeeYhC#WJ<`9PVASs0%T5AY;_^?Im94GFS~m<Q1Y}m5e!e+IGuFiQ<6-6<2vqA2C2O7w6){RCwZt|Azem)7P z5<1#@I#9QsD>*RKsOq_vJ*2-~X)5tm=F#bMms4qp9=P>DQ$@qph%cxgmdR3IZm4aUd=U-!*w*DGWV~v()hf zBSx%|%&f%X05)DI28F>$_Koue3|}buC!hLXeMsZL^|OLLLiLAh%+F%u@h23o8P0?Y zT*R;>B!h<_d@DNf76q}(l{JP}IQG3v&2-H{&AG?9+lJR0@?%s~LJfEu!r=(KGc~fl znI{CF*Fjo5r<4WTBZki$`JN_TcOHj{ev@IAH_$|gSV9O#3qN#~Xn6jBP)@2yS~={g zNZt!t4H^EShlv_I2$2KUm<;!1NB41!ImqDq^I%TjiAGJ_yE|lbP|nCt+z}oze!y&! zT(R%ZyZQlg7nOf=1-ECU0da2t*Lzsm3+9{@-wJ27**aEzckTG~d8OXc1`;NU>vSOg z_PU@$Y3=wzM!^ zsi=~+aMxSXRzcA*4Idl^(cO8{o^s(AtSGQNSU$Mt!YdG4H>01=-s>cNMM9~Eo)1ewevv9ist8;68qpGg!LcWKVP!h zR3Zri0@4dGKnG|8j5>f|=m$m}3KyLCrKQAgQO9+&H6LVRamhpUhAHS_@C&#_sBzpy zCoOe}7Jq}n!o~E(|K$(pCvYNGbfTFd)66@8GaVTW$wN^ARi^T~6>zV$qJP4oec^B_ zi&rVLLoa>6Gnw1vV>mBR>(=vgYyHTR8b=USiAjd^tv4&&<{M}|fBk|rrNIrJgwyL3*1})`og4GVRWNi7G+}dajR59B6{6yCm}Us!$_K z3T%=c3`T1@(z)&eeLhSkRcvl69?rPCn5~^uwI#_cRL8I$>%N_otRP@g*$` z48z9LM3(k`oW&J0%rYJ~lq%LkbP4vdeQ#8PCB|LKb{1i*fwd*ZXeJc;B;P(-60NE! z%P-}I`IW%-L+t~5g=n{CN&a?7Ep_d)F`WJQ>mV6XPmkOT(=)Cu_}q&aG+y$w%;^HqK}F)=SH z*A-alQnFFw;^rm~$48c-8v*)?P)j%4FugICozl9@T{%m5oz`-A@oeJa-%})jsdp%$fI}VWFhL$ z10YSIHE2G$J8y4u^NrWCug0No2KybE-!P+7s3_ zx_-|qa|*VY32>XS6G_FLCrCR$e3X`HqU ztZqNK?!Ct_75@yqN6y>|UeiIoi{c8;VCeI7(1e^0B5 zd&x&^a_UcQqb{u0#wJfyNss*B`mzU>LIlQ4wI%o`5N+0UJ~aDS%u=O2rm;z5r`=7Q zyM{T$>A}Q_^jSl{Tzmp4jJ?nhmnA(0nIt#Q+rY3Q$~`Srd^y8;>gXpc?`RpnwN>4` zmGy9#Z4tlDW)h!21IgB_M-o&Ty-C^WKVmu#g1))Gu^~f@lbsg~HaKOeKO*BkkFpY)nCuQ!a+uXAO5yQ8<7iY(^D_>WvZl zG*C+44nJTqwK`Wt^%qJUDde)xo6~OPe92y_MMGalb9jySBj+UeGhcFB84IJq*5kD# zt8ad;yn>(k#Df!Dv8hW%+#$%q<1Uyyw~ImmcZ*I{pSw8%H+1UlBXC8h^8Ckis+06T zkxngI1rD>{MbMC23UjJ=m-NA96$-x)k+|O~vM8UEradJTfZ-Oc9Wo!I#UzqIDiRTq z`bu98A_tdL0LO3x@bUD$RK(4PQ4c}#vFJNM5bX~Gut!(8XrXw3Yw#@+^@+|+=x?4g zw?ltTqVoRdBx>?MlSHLc23EoOt;UOE3kd@w3HpO2S(^eNroh0#u*d`0q){+L<(WE3xuF1i3o6o} zksw;|xxYnnXo6hauHKS2Z0YUbgW1wmh%2^Knb{OW7~`kYLWfNRRfA_U3RA{g)k<7n zT^HR<30vV5=%G~2(6G0|Uwi!7TFvF5J`YQEwmhU0vwU2sX7;>Q1ZC@|AnW&+HIO@v zJuh80eja%_a)e~|V3pCaV`mwJFvvp+3WX)7Axt_V? z!L_i2$Z{U)wKcM0J&wPi!k}}$H|^qOy>YMi6DRC=Yxk)8}4&`(Rs_DtOoP=k&|sM}Q>V%dB&LA8O*FIl8BLHwFE zW-q43Hjq?*sgi4(Xa94JIhW$m(ShhfC;vRfREZrDlF3wW!z`WVlP07FqrS~EF7sd& z=fGYb`I?5o;xTqxnFiDz&_{h zm!XG@REf}U_)O;*Ke{>`b1t#3uP|^p1dXvl0SF!4@;gNc)&F~w0B~{F_C|k_I}}>)6}dNpcn-lc7BzG_Zf7()Ph1Dpy@XPhxJ5?AO0SskS9Ky@a6TFsrc!t z)v^Hs2Cf%uFSshE)FOswLmDz0T5}tx4E95{jP^cmZ)S@s;Ech3Ys!&ZbP%Wrl2qvy zsF^cxVN@J>&r4Cr{hf31!HI29UQ$m5U0Z{8%O^jgSmGo0AERF_<(k~lc@?*pls^|a zZIGPzDRzs_$Fn3CG?4ot%qDD!?vK1alWl+Db4PFCwC%vo2RaddveKg`H@2pH_#JO1 zK{acLgW;ri_lzR`2d9H9*5SP)nvZJ>tGL6Kn~4aYi=JCQG4bPu9Mr(CwyrFUQ7(SI zXRk7G=cwjK>eR=QsgVL{Eg>7%CfTR}idAWtEu5^^uPUyT<>_cjrw-}v`O7feL? zT`3RO;+UnHwRQiE@BZ%RA^GC zIL4RhCuFZiS|xU+tqp%NvXaA^KmK9Kq(tZ-eop};Yv&9PxC+W(64b4k_h~Yk9dc5s*>PM*7r_nwJNU}>; zmXwZGr(9WQTB0Hu->i^ga7(?{#%IiQNdNw*3D@c%*`~$4@5zG6H@$4`9X42j^sRyq z1#DlYzQ@ibcj9X$QV=j&mqdou%?JYO{7h3pxdIm-$XlF`q5n+=fBQ(f=6qbPIiJ`M zkD7!)WBJ;7@xE#{Hi&9aVOdg~3EI9QlEPG0+2Z0567lv~X%KfK$?UVaFvL-8P%v!h z&Y)*9rsmW*v27Gi8A8hB!aSy(HpZ)*HfpNE{15#pNnuc9>QO{asqw@N>p!fHEtjXI zXmwb3J#ieN;d%r8SsRj^97R9ogRdhelvDNB(69P|@d)=G+=)l|kwsf*YZgqZ*@aF2 zK4@td+W6aZjx;)hnMDW@9c@GX?Ya9r<0-i5u63ib$}~Zp^ACORQz{YNV_9Eud;?`! z=z4DLKvMlCCzsq_qt8MU^FdAahnn^}gv2w(MF?rC)e4f05(e3y7STp^Re`l51Lcv< zkD^wH-3-1jj0m@`oJxKq@EboMCE!zh6Y!2nfF)LX2TSp*!J_vAt50*uW6=oPLhBv$ z+>}O*kzMxna0i1Oxa#|59mI_l6tP{XKVYNgj&YcmX*~J^Wlrv8V0GmR6AV>*n5PLC zq-sF0F0i{p#=Nn-@S?K0`1o$~H^zcDsk`BCZa=a9%HQ1o&-t6%uiSqWf1{QI;fM-T zvkDY*?ZqS`_5)%hB4$(swF*AIqm8FU4=5&3Fad?O?;_w= z!|p;CgqcavO~8q-2{R=fLG)0@>Mb-!YKTj%_w*}H43JrA;&;doPH5B z-fYA>qhYagcm7Vw&~o*iwBlX49k)#CYxXHhD`=)Ik8g(JQsUc?s_k=!KPR$mpD-hXVK z5Ye-9I&@E2+9QhJp=cSzWPq$ph?eH$%TGa7p(F=XlQXU@&2BuHp?UpnJ7{4_Oi z?yFUQ)RYA6vPb;Yg&DmA`bWqI!U^R5-U)(2bBXhUjP+r>ws9ymk#JRUu{LrpTz9kn z{z>f4-3M^Yyz~za_oF2{Sqf@xak)&w)up8J2Hc&@($*~OgiK|zMcM|xSA1D#;Y2hg z{=D~iYc%rp8|QtGw^lpN9Uol^(i{tz2g;aOzt}j?f8;jbdzzVR36UmAs`)fx+mCG% zvU$dKy(kITH zfxhLbA}F83CC%pCd^qlOlM07P3wwzjLw`|tV_-#J@WrV>yT(6ea&~+t&92U^c4r-3 zOa~Ryc_kPjTEZXsBAItj%|E!S)6YNJ`xduZU$}m(SA;eAsLceJ71^|NH~XO7WO}Qg zO5HbHtC*ge24ak)ft`JwKT7RQ|E6E&m^gjjiKOZ)9bW1AG8#n1m7O%Q^wkjpuZWe+c2wjsH%G%x~?VsO`a{J3a-c-r!X`)QsNoL z>1dW|Eq&=yEQ-F0MC|l=5Z~8Chwg+&z26PGMFN{82C53vOFZ&n{P*oiAFpyh;hdm1 z4}xAZs9eAA*(U5DH|a|3{3MObHP>$Ttw(-#VL(zy$cjbffN6hKLSiwqJyF1>Loao& zkvDO|8@r2J>ym4^G}Z=7r7h%czRw$}^k4IN#kOz(0Rh)@c$d>+#^5O@lk54MXu7NU z9OMUd4`u29Dqs6?IWcB@Ii{m=<^BN&9>Pt%lCMd@+_2bO3kwMtMwAJlVTepxD6mx@ z2IPeS2%zi?vP$fa7MVotP$NL7yK;DqO%#MUIJOOuC@?8^lHlP)xUk~1J$HT!wLRl>W zP_V$m@IV3HKqz1IZNN_aaK673nol`zVtqp?{x#NMa>W4%@Vz+XYf8+IK+o>8WQ{vo zN<3W2!r};_RS$Jin;#U#shEq$a5m>GMe~@pe#*)Wb3i*KZ_t@~XVCVEdy&S|g|RFE zYgN;Bdcwo$V7%&pfdXP4GZvy1;xVv`v>_wTg$-WKj-^opkZsHK~cYz3%8V8{i&YA#fb%8>m?;9D}Tc>aUl>baJB%nwD2UYq@n z)D|3CFATw|eJrD;hsZ+- zF(bvv*Nx=mPa|P5#CF$!1CW58{C*!E$19^(Q_bL{-)*K(gC|gJ=1%x9lqV2t<7qA^ zKgSne$nC6Iul-M11LOS4o2-Ew0co1y{%jHoZ)-%vAwwe)9vbKClR}k#m4c(TZNX)` zkA_e=_)rATz(L<=0U54=v8W_2ek2&Hd}egKYAgWi@vCv^;WW+?>-p}dQ!io{FicqH z?{|omU^F3PQIRL*t2-V|H8X4|$wb{<8BNqGS}x0^^m#$iGz>ieNT+~=widci!q(0U z6;>8wLmlA3V4Cty?9JCAbKG5)l&}`_?wltB26nyW2MwvO?kIWEdOqFT=Pnaa)=)cf zt?qK-8A6+-fR)I#5Qb3H`ei#RDmMxt_oN!3sJu`@^7(9;ni@9w{9nf=Kdgmai{uqH>) zun2v&3q98+nnCXLVQQ~U%)pvu2oZ&W3U7vn!=Fkb1TLB&@VU&E|X9G?Z;) zKReusbA}0HUm`(k?1Db-Fj9}9cJfz;5Ds`63S%wE_m2ntP4vOrb497Esvo`6NS&fIc88p1SUqDaZ{FY6LLzy4HcAQm5aQG^{ zH?7^-kd%$}y1`*MPaSO7VjeIHkueiKd~F1vl;E6&qocfghBTu~Fs@1HV5g_tOOL_p zZJT`J;nwT1ai@!u&gZ+Bh&O%nAu85m{U)cHZP20$29-hv^9X|>UVD7c@@ZH0B2J)z z%&^rWW8>yaWY-6-sq%|LG3Xf)6lMA9(&}pB)#_HC&RE*Mi_4VAuAJezDX0PTb%aff z56;*tKPo(22#Vqic>3|Z04;9h@E|w*gNRi+dT;Ea!t-Ltt;FIL)cJdeSgNs&@0Y(v zFZr*X-{BRS^S49a7MRT3L$joCxJyd8|LN;W2?cV~s-mZv$+IW$%de1pv(R*rwzgQM zRf6p|V`9RZ6}8?&aP__=l!F?kvcTcpr{3`1kKAre)(905!DaHo2uT_`WNfd%88Izf zXGVfGn}VG**CYZZ1Z?jIak;@p_yQf-|MEW|`8_)NDo~;*a$xFZPyQh zS8~692;73C{SB9rf~G4C`;{TegMX0}%-=i*{!b(YqHuqf6l7Hc98tlFf+C(Aj0=@~Nr7Jupk z0V5aZJ|842Xab#k={$cr&!0Yb9g6%iDzbNB2O=|dcNr->%0(b{FmGZ!^j zyAVCKYC>D<@V!3DdZ_0U=d?2tC{=Z)@J9u#YB~W8126Nw=h=KThYDc;9uyr-$Z!wJ z6MPayeL5KHm?<$;Uih#qE*kx_8W3KPrpA`br6g)7nOAbM_sz2NDYZkSQbk#tq>n_r zX$iEX2YaIm4}@HG40-#3TB4kll!8*-96vEz%BCZ;9+ct4GcytGpRiiZkYChgYSlWY z`>CA9h`t5AD=t%#*eBD46xYUVI>jfAYtX^dGW!EGn*7rrzG0!A;BRd@MXQvI!LLoAc*(aF6HTYmrP$6}^if4I#hGwE>7o04{YNxu5Dov3h$)Y=hcL^ZMqi2Hj znrsI>eyFT`d|I}eZM@UTn?LaJQ76BGPaUpv*=Gx4&6)b*p2~K84^*t@p2dlJ5l=9A zP}txW$(o!P$kZf0X<5*EtxdhdbY7lekjpnNr;8|Q3lgBR)&)xaT#P+k*Ny+KlQXwp ztK$~nd9H3BIaleC76r3snkS7#;IN02`vphnSi3daDe1Xfp%gW|j;$=LG^P6s>0zM0 zH5Vso;kjQ=qt7A*=_J7#bs|jE7*W&v(DI0WiBmFNXfsg4&hSYS8+7oIKA5#vE&5BY zQna4?^n|og8^3UMy_1GUUK>hw1o!x5U#N2&^S7qCd$TrP3RI3bMC5VYt%+l1FO+%n z*9A{ooTjjMwX|D73G=>47+fegVPG+oOZd$Pc0;Bq{rd;@3qXcm14yvFI}6y}y-)83 zK+;|V$orj-Wo7B%r5-aQ-X4O=SpcKRW!*~@d3=Q;3I2j2m*Kws|2hPP0&f%U2ZOf; z!G-}xFyH3A1c@$hRz&h|!%r}6bg_NZc5F}*5^!8}84-en8Ld2QC>+EJpU_k|bM)Du zVBFxi_Lx8liEv-pi>)+v;1A|IIQ~KxAB-E~P5ggxYyTeqYZOTX1bn~vTrN;#=fz{m zunT;7e7?RsNOi6+50LmQJzWDM`h`BuU!Y`v{pH=!czJiQU)>$T{{kgjZ|;u&Gbjm! z`h%AzX#UAxguq`o_vy~3CP$x!hPnQlMAOL{Sjtv!%tq5-1`3dUzi_ksy~gna?Dz`wj!2Npt{_fPf}c1qo1a)4)eQ2pn=S{pJ2k|M!dj`uC87!K5k> z5OjUu!8=C2f?c(KXPNr%2mZp_Br`Y8K)9qdwIIjsHVc0_RZ4=%LI5Ax@Al2GM|3 z0m}aLmb$t^htbXmK6>Ykq!=?e_Q&-(0i0|;47P@v=UvYdmrE{067YI#V%TVRlxS~U zjG*hYj8ntGE=GU{qyQQM0&gB6w(zxQ0BQi#U6N`*un%GdUpx{TBpC*~5Q9H*ywK2s zDF72P+YF$ekt}~{j#4240B~dIUhHG4{nzAp65MhWuB~BhNo?H(=S*} zp=Fg;lJe@D7|*W>=@xI??>5BjFn$e@x#{z^qnK0kM?W5?%vxT4a(Av{<;1X{a!<%| zMHLayD$Ym?VBMfYiJ-i(S-jboIfqU$Aldq!Zdaw>ErDg+Rkf0Px6`e~_OmkKz^5J^ z9vRGbX$_GdPTq_Jd^LtqDm1)7FME+Q8+54!p27?5O2Cto@O|J(9(X(lMPQ2x`#PM8 zV2%{wuGp5?L*iH1*4&;`Yo|T}^1F>Ku=)oE0z-zzmJZfG5jAWsgDG7SEDf5fXuD*LB$K6L_QjY)eit^A+9fO z%*@!w6@Zdq2LHvS<%1AA$dL&VG5oxqrtJ5YOs4**?F1;#rU68%B-d|7#q(Gz37amP) z$x|R{7a-ga2Ax7+AnC3gx-eTf5++#)#8LpIaP@KOJ7&=JJbCY78YsL*7eR-(T*@hN zaXtH9a9Wq60r&pqJ^NRL2Rhj=uMr;jWE+A_E_J)EPxdQ~KcDR9w_#rEsR<9>Jk4D;XuxPrmc;cBGefr}z!e>vVH_dyJ=A5Qp2DMah*yGQ`M z)Qi=qz#Q<&z6J99QEr0#8<5BHTac%D1@bN)Lbp(~Zu3oy75+WO7}pP>r01zgvB|0m zU4Z_U%MiC+RgtR@n_a(#u9gltUWXXLMI=HI?#fT+KFoixbx83-mw!x{LAQ!=!5sbT z$|2G}J%T_hhbZoOYt5nDEhU1R+Vu#7B&jvftF#A1U$~k#2i%&*|1|>s?qUR75}Jeq z@F5uXE-cdk4;!EfBUrc|=r0U~Qr|38I*S-gpay{eR9x{Ek3=JVQOT67R#N}8Rw&PW zW?N>azQ>_X6hEa3ji%2zWN+~1MhA!^$XtVT*13c`D-j5&p_iF_6Yj9 zqZ}%f@V$@A8BZE~$pS|3o)E=8j0+yfo)DIxcA9{3QcmWCKe{c`%G^~4dOZfr=R3c0eXLru z+2(8Y?yq9FpEr(NjE|mhdORxHyL_@l(#VCm5-QtJmi zAb2OCR!HUr(}G-m?52y2aCA1=DuqTT| z7ybg`g;R%L_;QGz>PPm*s&xoA9B3|Y%N)T;MZ!rqQ+;wi!TsiggF3J9cvVnUZ&HqG zEt6Z2vRfwo06(f5atczEG6#>lvN%(Hu0RfPS#eJyM!HYX1)mY|2 zE@2HWXSX0-@Z?SCe{)gag#H@RQT{iO?xvD~EiL{TknWoVJoOH4>IU4$fd+eDLSjJx?(iFgf^q_0E`K{yVTb=w zroh-P_y*f`Uu4dkC;!rxp3!;^Yb3A zHRi0cE7y2_rBkt3sp=e&r+3R2)lD(PIhg|4N^}Sf@a9p_*>~_lHM<6L#rtdCab;9^ ztz|{a8=$=;Q!rel{D{5hD{P_zoN?g1+|k;034Rn~M}ENe^8C<_bnRpvI(`xz&bUt_ zoVUlCOI&OS-ND`Lsk>q!kz>L{EVDuwC+%LQ7N6#qAPYT-7g3-YQ$0u=1?OhT4>-_| zcRB2$@V6HBH;Z?V*%lME(gzFBv8EX08}W&VYq*>1bqH4iPTRvdHW~4wqrwT&S+w*| zr+!HA!3v=1)jbnv6;2DB4=C#iG3LGtMdHzfV<&lksl{45e;6Xa<>I%DS;QyD*qh@v z4kO>thIA+U*m(pB9JC$D`)U`&Sw`w7t*2m{O0CpEc?0)7ZezWO3qJAkY5aHJ9T@9j z|2J6gy2kxuupY&|DM!>;FxVpsmx%Rc`paurXs(_D4E7MnL&8}kMRno)0Ra5Z4@E&? zbpKbd7e#&(+`qd+uE8GY{{G*Cz3aO6j{tiQ?&xB3ANt&f;nM0-P=m&>eengK-|I_> zH<+l>WfNmZTe|eyj-aeSkH!FyCpAEY$U3}hf&fkOlrlML`i$biQrtJ>h-K1#_l*Yz z29OvgvjmFrzhS;;(6qvzG2hLF^8W$myFTInEX*hM5Kwgm`Ut~+xAycyHwnxvFG7=A z|0|#kjLZrsoL&El`C>sp`zpx4!F;U0#eAMum@h&B%=dYWg^;Qp?!i(QMK|J^Rral?HIb`ijPP@4OyyWDNE~8fydYEW z=|iu(MndjQ|8|kIM9*lucGrBpQZ?7!sA_zbXkdKJV2Q93G$ z*PARHy*_-ZJ@`4sco*iN%j~^Sww7x`NNw=2eTJ57SrN}upp=d+f_s!YLe3qVkQwYk zuapM){^S*4y$kRbNJRNzjiltbkIB4^-kK>HI)3$i zm%$i;b#f1wPMk{6O@UKG_7=xx0Vd=_Z!6AE>^nRu7}(X1a3r`P_9ezD2et#>zH-i^ z%5j(Y=8qb@f~S}8Xh>$0Q}O5M(B5%@dhf2o8XHkBodEWm0(OH;(oM)xKQr8$T;4*3 zaeX(r{0%C+$>lFp=yQb%L5aNT(8lv*!S!HjjtE2BC@ej4=#wsr!!R%7fV$}UIlxy` zD7W!ILwN-qQhi!}ml9^NH8Di#;i0lh@3Js<((|)j8oG<&G0*@K7nnyTF35r|Vcg*~ zX8!YQej1 z+!GY_ZbW%D0${H12o&*?D2oEoyYN601JKPwc`kp^gL?L_$np8b=XDwU-`x5)!M{e1 zRR0ZfB)I0l{z1qQgYiOFT7Hn!i=qE{Dg*T!c6(Ow>cyUoKWR%yk(!;-!zg$<2{1?j zfQ2=Acu-{j4LZIExrz60p0GFZ{tI+mQ@pHM5AyvPR6g+-qBIC;5hx#rh8YM`<@f7n zR+D0--2HODk2oWfq(3_&Qbe+CW^QU?K%Ns@b*p-)ABKKd-LA>yfPBHT8lOy;JqCrT zqzG!NeoFK~eJK{-QX&o2Q?vIBxdU%pUumk3C$1-2I@1cYm+K~1&83u@=&`IMsDxtW z&Oyk9bC3fS_@1|xeUmyi(s9Kd1bNoIn(qkABOG-rsFIy0Gk$UO>ZoUAkED!QRa4u` zi>udxN40YvKPX&9rx;q?-*xdPAN15RF3T*g_gr?eu$EzG;N!dZ4mgS_Eto5(zi%Kx z>bf^A;oBZCHm)q2)vlaPTa^sWCc->-;!G)f@0pwBLY|+tNb2oE5!8*Y;}pqsm>uER z9M$a%>E#G1vN_}evwhG^u7_^c`bl(7SV!2O*=V#G+6G1B2uLc@UD0Fmcpz%t;;uoC z3EdXVSrd!^5Rb_?43v|(i!b9gbWCRbk1_>@j_Ehhu}-#82*VSDNgCU$h{v9ZGInZa zKI)l+Eyb4y%>GcKPqUyp0e9bpgr(q7rY0Y%R0 zrftjbtj=}ahZb-!jt+fp?*fTX2|VlIIyeNvaaD-S3y0c0mcNU#1VL7y%syr5J3fR1 z5mTQ_H?R3-IoilDY(Z&FY6u|>mWIELl&{{C*hioUjr3hVUSz%)qkkOD@3DDPX@^ENP?1~y$>u8rvNOs|yd=~S z8WeJE%#k4m&HFy;2N}pOnfppyJB5Ky3%`U7u>A1F8}KbbaOmL|pYs`e{~dRILg3_t z_DkzTTa&a47lBz%LNwZ_hNLLgdl&6^A^ou-&vD?v!>Sb>wf;V~0_n~To}QpCj@5Ik z7Z8KQ43_OD?g{3WJh7i_chsyN+c!0thLJ;15ocjOo>Q58J8L z9Vqj|eLC4CeaNR?6a`>UXm!%P$A!vH`Zg9=8irUbv7+>V$cB}Cv z)=fTs(`vlAjQ$EcLBz`czSVgB9sILkC$;u}q$o{CFpv*|0aSO$BY@(Y2fj!yx0Qj_ zx*6^_QNE?tz0i|hLr&0!4tp~LOCufe3#Vy)h|ASwX-fPS81fi3yerGa5vT}?GJ4UL zF+C5BHiCWFd^4c>+lv>`U^Iij)4v{o6GjMgXJc0J6%;y!4XYC_Lbxw&Lar8aQ0?M0 z-!u0>U#7yYm;Ye4#>JZB@!H3J!_Wf7ln|^eQZHXh@iphv$m3q^@MC0{+}x(UlO@yp zY2ny|Fe`DpOFMdAF>l{U%kN6Ll1(q%kL@AXBh+KbejbzYfwq&d3Op7xU2-_TPjZbf*XV*SlczY7HvNUnHTVuB}(|Ovhqw~@AZK&FH*QW_^qV;JwyN&oo$T=&(4N`TOUD-f(d7}F(+14xV zI0ovT@>(4VTx4L__wR@e-T~PA@(@5b$iiKb&AuuF%y486&SZ(2T6||Xy4N05 zSDFtjql^7p#o+nAzMJ_zxnJ{rV0GpV5~HK(c--?Kf-y@MV1Bud%lv8`m&TRqgZf(a zv3OxqFNJm85dRD%grv0D-7DQqd%s(`y-P7mE_h!WDGb_N{>rk>F)49xW<|67lsTD0 z2YGL_H>bjY{* z9oI@hc->Ui7Zt-yOchcDy3Y`Gb)R7XG(G}?i2=-VXz}p6IL)wnD1dCAcPJG&Y7i8# zEhGZLNZ*iW`~Z)M{ezg$TZ6J~p4Ar&z5>2RqmIz~_>BmJ=b&j#GJco9w-@~4C7$~q z69|5~UMDa@;mQt;6%FDwnQuVL9js&#;jj0$C`kjP<>ctt(ENy|>%*8sqKBO$0!V@r zng?}?5=m6fysaKuHA@sJm?ZL6nl@K6v06Ks%y+K`WJHNlncfkDdjS%^ArfjB<{0w^ zfYz@Rsn8|lE$6J!ecv0=%v8%C<#khe^%d&5ScVzC=38cB|JKajuGd`^2}>dL5fBcp}trX2IJiJPeHku)1!X^fMX#-Z1d~2HyHW=@|pk%tl3eWI&fjcD~AFJ$2 z20o$nP%&ev>ndg#Y^!b5zmLQ-e!MqFkw!ljuQw<06Fw(s=HZLNnRA#uEWTr%K4=Ke z)hE%`yJF8b%*l9?mLicyJ5rv@a@LHg6MX7UEo0nX9*Z(ZwTB8P>ymBhtCNH?+~kzx zOED+so%ZDcR0<_?h72=PxSm6~=ok@r3frFYy+k*8Q1_DGxe8$}pF&kA{Ydk*_pm#X z7rh&V4yzrqJ8;p!azNTzVLYgT6c>R9rZWs zZjToOns$kGhq%}_gficseIm+q3Tl{Mc|2sz2~|e~>NX|@-P%!bxdRikp35Y4F4oz* zK|Iu_VHz}@L@`K86a8H%ZmM1nn9ALGdpRx;27p?ra~BkUb8ua}HFTRLbd!}^BT%>N z;x$78>aBzA1^<(w+ZPvV>A#R8O83Wo9Vzh*&C`QAV`vqfQC)B+ES#qIWaC|rTV#GU!$=8G)JcLjd%Vx(^enp}WrwotzjYyZ5 z{`1q3&QCR+$y~?Y_3xh~rE*t>^&riol`sxfEorPt*%-%KGG`uB$8068y}PGd`7Ma| zn@?Y2azSL@ijb2HJH@!tr>gckSe0|)ML;e3K40`?2`TdAc*I;oo3$IW#-q8zgs0XM z>BQLDh5Ji#BZCg74xP8QwnNt2binQ%~1mV09Y(_iJbZOozh;-*VqVO}7jI|YqiI=mOU!=%N zklZ251x$lLxmyI+u3O{MxyCnN$*pne+g}No*Lr_5cv}T>;Kbnnj-&qdMRa4Uei${) zAvJVD*V``&eIo8C(D&#nY6tZ(V=%Cm*ffImNr%-Af%;`?N3a?itvwP&C|g}Utx%Yy z#nCmNlib!{99i^TSHrWAfu@!&Y9;rJ!52TJbY zC-3twduLn-37Z9ayw7l&+40sag^&SB#_XuUzGaI0wo2Q1PszADaGuyM4A|YCgFT|j zx+jMgY1)|g%~W>lW-;XzRA&EM!Ry4L$;xt>dtX9pkiNuZ3`CdU)`uUa4O9nurKR#6 zUTdS}4^cIWt)au@j1$@=N51=re^N0ykbKV(e&dF`kM9KCs^?uPZTMjJ`+HxL(P_eL z7v^VM1ROa%fHYg!8-E_>qVMr9|6`mXM~n5}$2qplN>zlktJ&Rx7Cs{ilb<(xP?qTi z*^HV4i|QW!-wDttZ_4gO1gX80_PUU)2m`g&UKU%zSL z4@hqGAu$;;-auX{L+p5m&$>vY91@K1GQ_-AR}%M`+uS`aOzCZV$|Mlv=%;g0v#$%u5> zbi3w5ER_t?eFH3q9{)T2+Lf+^x`iuC{z(Ayp!6x8UK6G3`G^;1*$N`76Bp-FGIZD(`72tX)+D>AM9~C%qQL zx7;5@)QsqJ_0m~3Cd@7U&^6;WIpAvlNHfx8>b0D31$hDS_{NddXks9-gYzD@2dd2% z2HBJ;{7}9VOru*OttnkA7!#+tN-*`~B0(wbb%sO(@H+I&fapT8AqlvNE&4dev5~;s z&jee_<%H}Kw|`p^AZHlEpGe5QylH~nYX2`1vLQPrzqeB6Nzqsa^uQ_G=|hl7B#e9fXIal!Bf}Nmz`>>XU3;DxHqP zrwe*HavQIs%{g@xAX^HQfR*o_gfrJeNL;w?Itc8ysEK;mz*sCp_S-?odGi)H+`R0& z{uK!{-24wWKFA{~*f9Zkxd*{_J@6YUlsVb_zHwA14UhQ{?WxNn;Wc9VPGq>Gzmqns@i$}Errs?+o{yYIBR|z=1&Q*I)=|=* zQ^%#{((qaB%kWItP+~cy#%k?+gszi!~To)P}wVr%@{LNtT<0)eXX|J6w`3BZen~q~BMlL>XN|qFH zP#Ka}#42c>9N9h|7~+e-+zWzO2wBgoQ|KhTMAmb8TmGJF`L|-)(98TKvYtO)=4Ak_ zxql(+$u|Tp@v_K|eowPJg!@g6{5PFB- zGHkFtF#X~$U)g^TQ5@>!o!kLMcS9akrIC4w2RpNvb+K9y1$cO{D_ZDo$`|Juj2dq2lf4_m>SzzK*do1==+=c&G(n1CSawejGby7 z&NzLg47+uSkg!e~+25aqou|}*1|9+JNdUGgqsdMb{?JE4f1^bj-9qMx?2)#%F9wVH zgX}rnMj6kS_WSr8zsWwoVjo>Q-|Mx@zZ&qOf}*EJcB7)=u8C~tHXL!BdcEdnEJE8^ zGDaOOy}DWb+9?X1k0nJ4vsw++$bV|&JXRq?> z7F%DKCi|8a8}jw_*Rzj{wWB3#1YuSPlK4E#Ec*2!pNwB&jWrkMdY+AS^}mMOrDr~I zJGVA-+`VSQs%vtq3meZH5Y@ymK&tA>SR|*$+pk5!D(~{UuE4(AS2Xk@3rXnUxJA~) zt*sHOxHcebMc0psQy-opcJ56po_+L4^Ih-O_1U^(uCL=oN{ZaK~;>r5IVVy(F0L;vyOdev-R)jlo)$52e{3 z(Hvt|p(!^tTt>||WMHq6w;Ud>dv~JC^_rcxSlf+0Q_{rU?sp5JS6mekghqE0yBpW1 zH@}wJ@x^)gF5BXN<0ztej!^0^8;Tc$#jz69L8D;UIIzz#<>heq{hBBGqV+Uc3rpUz zLSjuag%Oq~TIBoBq_@*HR`&#%cy@ZL-4Ni61k~1cuIvo1!So-wVR~0@#IN4p;r}AP zD3p7*(3E_Y>)N?IW&D1gd=bsjB+i@DhKK>m`}gxLFt$dF5>eW-Jo^H+xU?=0=RdRmF_s z-XGVq&RdQ0Ex9xx%}K1_ymgUoynE*p`rV2~dS#rY<60Z{9;AuM5d696PxevsS-9s> zz(RBpmvzbKSp7Zz1M0H+A9Liw=Lp2|Kzxo*RDcBj+xTaRnhd&y!AWB9L;}~PkuqfU zOU2^+H6N4~<&2_7}3d`oU# zT6l@c1-d=7_X*89^Kmf)UL*60$KTiYL-uzW;@(g#uoY#}tqhkn9vJQoHM5$m zC`(<9Bn}7pu}o@l`ka#Lk-zO@_7)Q4Vgg3wJm3(jHEU_n=on}f>nmGlRk z8KS;mJdArvdiYY*J5(#pPY{W$&-4djyy$^_DQ)eE?Nbver>X-yeU54t#UcT3PmX8J z=B5Jle6?E{PA7OU%gA5umgS!kdZC`J24CAk=~4AR1FbdOo=x@V?@b7eqf|QZ2#6wE zM{}wjhUI8v^LA*+lq39cw$F;0`wE&K6dkBdLQ>QteR?=OC3HekQ^d9WddXQ z7IK=nG?umI(5>cQ#}aZ!@cn%(l||%Wm9fue`mkAuhl<(}b-yU#%rSaBe|$ar#hOx3 z$fjZIT{*bV!+K%q{`?a?!7ai#(!v>X8WGML!%Uf5jV@MjSwaas9Q{1IeV#YdvBZc5 zmyl5maAD4n$+XQYEGH-1ic@sCc1;Uv%qG#)i};m$K93c84fU#DHIPG2tm>hAVlT{D zCB%WsvGgJUE+iiG6nkYIFPKtuV65n4cc{Ribev7O+H^HWfeB}LQAKT8-*dJ-7(dra zU?6v|q>^=q4>ZiB(IxiXBreCz>E@IdAw}i+_*t`Zj9tu!NJX8A$>-n;_^Oz!}`#`oPig{(yfo}w)sOV?CG4!KtFu>2Dv;K!Mkg)6?a9B)XsfooFB8x zPcJB(FF7Zhr2eg^e|Jv0LY_< zrFCy9rJT(m7}v8;6dFZ#n&2|>%Q9LM8n(GBR_bRC9XoCcZp|HUdY?DZvkKwhUoj3w zW_=10mc^Dd83nvsE5)js%(kBOxOTo{<=jlX|0?=^xHtKEWSyk38 zh0|&oX^$yWhuBTaqb;m$(xhzOc2jiLXdbi@^L{W!dz$Iw8r4jqerC4@(ssTDgt=O3UTLhQR~;HS8Y7M^KN3HYqGAt&)mzR4C?=+HrZR)3r%5Z`18 z>~B<#F#_hm<9m=IcQIqwf-F2q7?YZjl1#}f*Ic$h2_+oPDDhFF4*O^FWkQh*kDdS$ zLSw%2Z({ueAKiW9gsN?Ah*MvQUD&ae>`7m5-jZ&!`DMWUbk%;Kmp@-HMw$MZeLi2* zGJ9JD$Bk!GQ3}!hvp(_tx^<2PDKquS*{VIFt9LXg$Fo&xF)RI>^l#95Nfcx$r$0lv zZ-Ssm=bTE9XiB2;dF~Tk3Y#TYeO}&liV2m)yj_3xI!1h#2}OeN6Jh&rUmqVGJ}Rdl z@P2rnSy^`^>r9Qu`aCRvkd!F9`pk2P@r|!j;Pdr6kB5rc0J^J>Plw0YZ zaTUpqBjw4hn3tbZ&SzU#3PQfr0`~6zXM1n^@^AJIIe&>j?VT+cPZ>Lip2U$+nbpCc zknmoz17a+`i^u!MBF0DB7VoJo%N7!)i)(bK?vZnQ=qziYaKn&%whnkLTHK&eCVLGh z$qN4FPSQR%-I|}qM&pP1!}(rej;+2|l5LMwxN#X}&BYbuLLT3JPI+rcarlD(*6@d$ zu6C|5o*FTG4zGrVg|P!N;9H%uVZ0PzahqCRvZ8Ww7(V0PF;V&8ZKhpC_iXH5fy~2H z?V$yof@wwd=*`nL$;3JFTFS@WCyRSu!&rpW;+|Fw=pB9Aw0E@HNN}Kb#wT$XMSIRr zIDdM`O`R{$ezJ#7{md^_gyq#h5G_$bt$?BDy>i#~%4VKk@m!vnhhk>J-0f1EoXyiG zr!#p2CG(+;-(LB+<)3oRn+wc#)b)LO8%!D#YNvPRyh@CaR#(ASE}VY84c{9~(d(wU zY4L6mPoEA~$^hme+ARb`FZh9-T^bV3#FDZDS|#1Su4JFbZkU79R1?fbjnr}ReZJaW zRg0A`UHP&ybE$GqyKeIh*6lDH+>9jfLYniJx_vrd)>XFlwZR^)*nJ{i`1RM^+=3Cq z^Uh-8DPJ?pYJ1l@?rZ4+bG7kNzlP&XgW6kS-6BF4 zlJqdKfo1dpAGqj!M%KF5*@g8>f&ejNn!=+OTVK%C zy=K0W<8`g}V^l}ItKW(#A3$wfK~tK}*hd(k-*_NTqdcRvBpZo!IN2oQc&F>8jl2Ig*J|ok>h7##e`AS% zw;(kveP9hprea%4e4)cr*2kWqSy?AhtH0$xxl}zRR>olTeTF&pZ6-sR9HiEGi@aCG=?}U43^0`OW}#$ExOKW zq8MX4*W>l&WxNl)*_wQc9Fg7@rD(M$5b3JB`;9Stt7g-PNgosp4&D-PwO~a`00@h)O$-7x`_cC~qEQVvITTzt zf1^rb#ezXX3Pwtq8v?w+^W?r5E+N9V2VtdP{ADEx!U2^$WSIK~7;vCyZsi&fhzJr~ zM-&cuYT*JuwY&)g_dlwdxP^nMv6G#HJJN3tF2DZ-fk39f8p;Qrz?kh2AP*RbEeIVr z!r$L$fY?!`-@-;6nI!-u%p_#q6G33SU>H7_?(8BK40`1K0}ODd0lzWyXB;7zh~*z~ z?qD2*ITbnLdwo|Z{|)B>#$7x?;XrVZ_X*-bC=P0ue`qJ;NU%WzetC$`5jg+?g!Cxczx61%XW&-A^<9Qhp+M{V`+)#=4D3bT`ls); z(Qf?<4AL*I;M!oFATS7PApIRE44R$r$FFm+Gd6W}1lK7A8N@LNSO`4$*W00Bs4VUu zz>qax-@*ipmVuy$AZW;|;7wF08oFit0S!D`nA!pxJP0-jg1ylCfYi*S3dR0?&Bo>y z)+PWPK*MN((U{GUnmNGjW|@SdaUCse^iAw-^dA5b=wQr+ohv{p#DhRM!4NifC zkP93C3x?hIpD+;n)&$pseDRnAsfVNgpD>Uyyy!>_NZTO#@mzFJ3{;#E`Z>SbwKTXU z1U(1}vQlu{K~eaB{UV4>!^lFKcd@)fdXA?W3i@l$L1y}2Abem39!)GCmi^1exCg(NG9AzKz224K!g1!_cD2fP0 zLp^bq(ZA&*1HTjqhF(^$6@LbWLO=B~^kOB0iG@^oNqSZCDijA@0x#nru0LQ?fmkN; zg}Fd1Q>qvWgj(ihAlPEyMIp_+gp%9;XB1=s)BvL{i`Oaf{WA(;H(QWTyCj&V5(!29 z?Wg@deg2EwIxvceka{oKz>h16186u1`jQR&pb|CkX%`RmkG`Axk0=-eI7kNdZ{`l! z27gF?7ue5!K{^)rLWmdivgQ1{iYCy=wm;jzzY7=ws0)wlB^xja0RHu2g@W3^W#zTs zZNMH}-7iYE0W}OlM)6|%ybaz{enx-{ivJbCD*$|92S2T@1R$*;&Aw!OKPV0aKz~W= z2EhH2+6sXCC9Mts7X|smOFsA?RHFc(kaO5C>m~pNKu);-NgDttqzv)_m$)l_j<6mm z!53V@WyXY`U{D9(|A_z`z^6c}zeIob!)(?7_}AH%0r0Pr{Q}_s#AXZN|3cF9^Tez` zDK8P4>RZi;9n zKg=Npfd3Om7J&bY3H?0J6Hv-Uz|18R`e`B~Xd#zO=;s)8fD$05j?1giPw=(?@CT5I zFbO&A+y?KkKf^o%;2{&~vI+e#lLi3(b#ey){Oha%05}rz*_SxAe5`+)nemOK8z+UVxmwe4X7IXZcLuP@hFP6tkF=#&* zPY9IoAEVfS5-t{}Uk;uEO8ARu{$NlK0KK>~T{2%4*W5>zLnn)1^f)2tn-*&? zi>KZB)R>F&NrA^SZ(84{&2YiKPvIOKB-5vqH)%&@rM)VBU#^5S`|{kNqGDAd5A8q` zrKE~n@FRj>%2AYFbnTxZ8?bi$tjkl>QMoyjFe$L_I?yG!pX_KeXfFKWMVJz2Q~HdJ z(!1koWz=0|g9L(`yq_n97C%Rr=ZSFoZ+;QsDQ*lbUsKL)K6_uF-&w7@_O;GSK*P)Q z268Xg*(Slqeo-e5%%GQM2DyEMOVuo@JjE<3Sj7>v2I8X{Eicp=u1YHAWjC|(XbgJ0 zKcdJ}=J+76e|jQ)Br&izdcx4qLdx(4^hlxWp2?bA_To|WZQeM555jW=Oy7o) zPM5(_CyF*ARhq6FOTxBL)@f%I%0f_@Q|UPJfUuuWlcftl;qFj{(Jc{qA;=ZMCiOQL>gT9#H=4p+idw)Pwjg)2jL%`Qho zSF~#av04=BCc729sK~6HGc&hly3})ihpt%wrd7=dTP1CE@KD!jCFEiCSck@tAsN|o)1|V(H0e&- z%+|IB=hN)1I?b%7TeFYzUVeDSSiYw1!Qft^D4!<274hu6j$TN*xiE%W=UA7C?gNkL zn^P1J#H9tv;Czudu)#v*L;wjqJy?2H|Zp!$F z2BPpHT^;6|Uk&)2=f|^hDhL<$8Ae^0@=Dats4Wnq7z`rrx2~jUFwGXIhpM+ccy4vq zAXhB@Y3vu6Xsyb8oVB1b!^6TcqeC5{!%y;q>5c-Zs>)8CJB%KATcZ}}FEY+8_UV`(Vz{sku1)jV=BdYuspa%c}KMtIK))TUuvRSNm1*^WxXvHYlFV+^=J$)CxV0 zlW8B}Q_heopIK!KJQnlHOWJ-|Mdi=!Cl1e$j`^YG){!LB$`DCgmM5-Jdd6vC#y~ITKxZ&bKnx2*`*X+8oP}9EboN~vHaz8E2e>y@H zfu5O}xe9CH7Fs0f$ZGH+Njo(8^AX)ND!(e8%wV{5X6w2NCY`gy zzL9tzrAIp9&5cw^wn%*BHIPRsQMEqe%rj|F=4Xam9BgtAJ&%z%)@E$5y#tyWoX-pF zE9yShua!Q%N@!+(V2=6(F)=Ln@MPI9d)@6KXFvF`TauQ6!haJypL5BYq|XbI$D9$ zN7seP#$P)N2S+GmnuUfwi*`j3MATW=z7_bq-|*EAde51GBr;RzShwXHzDgc%bQ!o| zu0S)u02PM~QGFzCCbvm`ACkqTKQF)|PC5srQHY|sv zvWdl0(+!yxu>zTN)4Z!pYHi)j+x4&W>+$llIc}FSH?L*Ia3FmZVg-nUVoP8D&6D3tF# z*D*w;AQsQLiqZJk1uuRV*70m4sFsqINC>CbN;a6vBAr3+sbWsxgq>niYqHH_^}X%2 zj)Q}Pcor-qQ!T>2+bm28Ft=_qs=U+Q)AF~*sjXrRp+VSEH0s;PCe~!m6r&&B79iI1 zN`7qQWbd$v&il#NS088Ft=7cr8QC`mEV+5q#{;%*4Lc%;KIynoj`n1U_G!?%I+GUl+hPid!A}@r(JQ7E5@9-f11u7 z<~xHWc`)vjq9NZex>nWjDZHaPabk-hA||0!>}qis^#qF%yJ1XOb&QGScJ7)_R9OCM{BEFcw9->Xw?2MPO};7fMC5Q;$CzGr!3D>5k0 zu176Z(du=2->&pYmGRqTY+MR-<)GT`BN(#50=-Gpr$^5FPj|(87^f3wH{D!_SzlOf z^(S`FHtOQWaAxaH-pxYGYcv%Nw^iC4SPOqayMNsI;ytsI!H4ta5ZU-wR84D10-JFs z)7F8}DiIGo&}m;kv(~4^P#g%e<{*Bhcg!g8@ezq0maqy*UAE4yMBw1?e9t5rLDw`~ zgnsp#u;|)~6wnI%?UqG}ignSc2St&E1o{g%ED)7Ro$niw2eE7HtH)`HZ5T*jv%`{e z3E@IQ=v5czGH@nWwA$b9l=B+qv z+sa-w0q-?E?0ThZa}v`Pd-&e-T)~!>N&43?6#aUy;W1)$>zGXzgp#MQ(QM#|NNvKg zU~Y_mwD&&g$-;|~O7l`li@$YtP`13>Fzd7gn&6r`rWzb6?j#yMS$p&%>_IBxp>;Te z^9LN(1It~6$+YB=CmAILk=*u!X}fPhX!~OsH+&MXJnfO+apyXavDVHQ$h$n!Dfxs* zAuJJzAu=f*-;&y#F3cT}D$Hq%3`ZH8AK1`QnEin(W`!Vm@s(pc%3?y`V{UZQFAAAs zJ8WC_r;$%f-FuTdp768^Dc8&4>BRD7*B)qkV4iZ1T;p46bTCcWL5Y0Zb(PM}pEgWV zZ2A>#YfaJi@KF>SA6%JFN6#@lE6$ayipM4l+42e~>7>sE(9(Q@S(cWp;a*H`MwSU2 z#%J@k+Plt}a5netRrocOP~WgA<9Lpbq<9CvzT}bDBpqgSXeQycVP6leJ2G@frm8A+ zE}dTpvvQ(pa9+2_HTt)sj)#8hnNmTU3|$hwZZ!AAx-{}DOaGutKy^;{k@2mSg<^h^ z>X5*I{L)v_iLK}HZF575d#J|h{@g=fXG1#g4^F*1GUJQxh4IS_C-8C2{5lOoW6gwQ zX@q+(+2&6F@Nm)BExb&+K`*I(Zn}L%7pJPBuV0OM{L*6U!rq+I!@!AbmrurfWBEKj)&*C$%)*@hDi4O<9Rof)Pxg(0ZFuQX9vevxLVCLa8p4XDPj~b- ztDn8J$gL&jc=^iHO1|84wKatde3;?Bb!3J}Z#=K&VprtuvUM_%7f@X{PMtJ?LVk)R kPin*hTuZnh_bAlw_o%I>7nhYk-=lyl)>gYKS1joN0N8|0@D75b#o>1m2v;m}T?G$QXCXKpx}=RX-Nl7T)@$K*_o8UE*OPBl966 z3h5!>+F$PZNQwb}5OBjTGBT=Bq5~(qqYGQwf{0eMsC+nbQa0?+nMvNBhIu)&Kmy1 z8ROs1{JgyX@!=n?v;Z~WMNU#DqhO&Yx=Pml?J8x7hV~jzN-`ay8w$1maKrMq8%Hlc zKQE8}{QM7RX@IiMUq;9%>b8i^9@ZUk23$8sqO-FkXQW~uDIoLT&U~)BxcdFa$A7pA z0$c(0r#QS`l%CIsuAch*cJ<%ai}F8n`+bGnot*vt`RO0deqFCa17uXkyok<9Eq^;h zrX0Cm7R1~rtNx>q;Pb%Z(D!t5cD@e3?&Jv%()M(44+?hj`JarVA&`Rsa~6M@C8JVU zC5BL?bQl78%4u>=p8r~)RKS8JyM{*WQHUR1>$Jo>6IgzSY%;26RzzFxY=5P5oI;QR zuH8+hM@)n2eTp%q5IWR?ii2dL`|t)QPXJ8l5!pl!WYh;2022g>f!`*mNG8x@k&Ij^ zwv?>sM-hzwYJr**BN?sf1Yn`xg7LS7-$78f13@SN_xXQ#r*0>Cr+eWF=njP6{-q1R zQ%XH0ElFRWm;{XpIy;i_7+NZlk@IL46z2eaeIlP^hk*jPtvv>@HviL3@1Y%)O8S4d zbBI@rc2t0!p~;#5Wrx<9Xh-4SLZP)Lg~C)l519DcgE?Zti25)kV`56QqbUy5>c2}u zAq40d6X}Qgy}%9TFw^S2^mmAI=%4^bsiUEQ4gfL$CWmY?W+4Zn znbyBnDe)qE(;iktkysH1ax`x=48-po z8IlQKG?E+yE@!0kAtzBuhM8&6#pEEN@)rythg2n^ENe-*Ec2ry1P=2QS!OU=jsiqm zzRCI+L^7a36y-XOHlhHDm49G=aY)r9Qn`1^LpVQzIP!_eK>;Uy^FfIWFd@Z?8-nxz zk-;g*0znThw_d>h!Kv|3K~ehr1cS~c%3(`o|Kj^r)vR28B0ZOm6KHXtqrXU;+5h8e zZ?RDB7EQ@6nR2!7g!w!9hp(ULcJrs-^67Z!JKgd`?X$`cdPC;6GkM8pXyl6*F6NJ` zdA6>f6`QA&Iqwi&rtw9tDM;>e9lHd3F7ly2B^wp<0=*71YJE=%yl`dEjXs6y8`;9y z`;!j_^T)3gR99{9dtVQzQ6}dw70r86qs(_|>(8v~3Mp4EmvJOYc*|1{T@JFDtc$sP zUv_y{zpTdAtyj6$SzIDn?uAyA40XIZ&D2x(x#d7H_rU#opP5?MyL24|%|wM=cTx?I z@ebh*b+X+NSu$_`@R7gqH8KOuk)ET)G~>y>m&Tnpl?x4Fs3=rh}%Q6 zA4VVDeY`fJc27*0F~ye$CJDRSvpl~U&2~4K66txKXXE~xyF~+gH_g&gb}wS@-219F zBYj*19?4K}AT-9qH0iJld{NF3uLnZ`Bk6)D5HAQH61`0Uf*`LL(w2~u6)*r7WuZsk zm{S{kdn{SIjgrN2*&Y?s%bIsCaVJ_;=wq(9+~eD?F0x>i=&bF}cbo1}Ot2Y00w3tL zr1-4Nyh#pT8}G3+T~A_-de8D$6l=QVw|?K~e1X9Bv2}@l#Sbsv>lgS6DbI?ec(iYF znWxc9w)9+h`&tfZYH4HlBGx+ffuVD^bZga5?GIHgBf~|VpN2lD2=|l~_$((VynO$& z*g#1i+dAI5I*Mru_e*un4TR$C%|7W;sZ@i>kCFjr5(HQab|#J8JZ>GlSy>!g zDGvw>3rQIy1X?_*5iVZj&Kc@sk?wO|eXG>EHwxBrP4jHZLk2P$+ehYOsEj9gi!|@> z2Q$l#>eNP}SLkh9+yVu?MlaSzRhBU=jb5#dQR&XW8NYtynZMMv`JLtmMRmmDW3}%_ z)d`EaHQznAkMG?LJExU6@FobW7QNQy7g&i+BFg97I+r5} z{Iv@_XGi?3r;(dS6o)3yq!Y!5gjGub@vP-oBO+T&BR7S}4%d7A7$BoGauMewajtUO z3D+?*Y|^@~9Z}RAuhXfK`Rci*Y{lTbMoQ`Djra9lb9Tl<`3yfh@?~wr8tMHd=Axb} z|F@J?@{Idm#=P5wReAna*^F)fTctHy@ZiP!+>tLCl@$v2qAhx)FAg=n^R&77rm#<` z;L1U9&6JUH2y*X$pYNWB+GMuZOvS1fQmfh1Vjy_A2Rhw8FlGP3jbwDWYj>F49+ zY3Fg%-H!}d?xo~pn8W4%!H5&74Q^OT)_zaPQbNN5QH=zP+!*qv_{Kr0V-MbVblqRn zA>j;p)+`fBPyOb2Pt1$J%XYWjgx0583d>$>C$mPrr?`|dW^wR+R^-v$%PKqiAI)A3 z-Z#5<{^Jln(dWZ8*(u+sHxHUV4&k;ldmc2c;=WW@DO!EFraSx+m1%JSSB%^nb2jsw zYWFz(O1ZA!&&3N5;=32@R%-urH}c>fF`wqK=(F%Dc5jpVbn#uB&)BvJx+VGnX+Qa4!^+RnKNz;DhA&ip@$lo{yC0@spKI5-;HS2i5q2@)v!I{Yuzo=2RllV6 z&S5|0NBL{BVi~e~o@X}$&)rH@a*cQg>9l>uG+>{j_uBY+gc4ziZNXyTF_MWn@Ei@1 z9|7sq2Kb|Q_598QeAqmjp!vXKrli1gdPH^}q|=1RPS^7@B(fLT1Oas>qrh`wM0N_K zQ=e$PQTWOwfQ*B5!g9Ib3h9qq6kwBVkK$chz)Yg9P$r{W=kkTGKy@SNt{6thLpqTU zW6e>W_Tk)JqeXgtN`LE2vpq`qOQ-$Tx#_=k7$BWdf2-u``9c3uvHT(MQ%@&tuh;)N z(v72lFfcgKEU5k+XJ%da?wuHZ!HzlKSuObVLid&2RJJ!&er}b1g&y;-9=5A4y>55!mF{}^ zy=cvIPN7S6Y5!PgCl3-0eR{#}n@;D6vx^DgX3>=2pUQq*-q0MWW};s#{%k!n{d3rN zQAI2!RaCF=R@kN1H&@m&>0O_F>^Z%JuSqMs-!SWnow|mf`qSm*+t9Uk^T{_ff9iio zuuWz!wJo?%8&-d-N1}8!d(c&4>B>f>d1LIA$zkLw&Q<%(iQz2ILFD?SiCtHmyoX@1 zM?o=;L$LVjU`=AXhps~B!`YC>4x7Cjy;Cy613mq(Zn@pCm@F^O>lKSz3t#RfQc&Qh+)AC^^}(IPsMgSRcki8%uF-ws7xiZ~pR&E6W)#y_ z)_0!jd$n=9dHI03`^D>Mu1x<)C?OKcMy8UqW6KDyG59< zd?vo1^@icGy;s85EY$fLM?5aodaiq7f`RNpL2DQID z;g*U#Ip8Qz7=zqFxiH=1?c)=xfeB~R+N(sDF~bQ-q929AHSdWfJA(4P&DE`~7F_>2#dt>*W(kV_Z`4 zb`KnB3opTiMKLtxut;H8l1zK79SueRYZ(J|*W=iMCg)i;oXX;gY5m-A17*)4TE^oG zL!y|CMituQMkve3-7t`e^d?5;+(a~jy)@n>G*z?azw_}jfJU0VC}ZOwL|6$lu?gt$ zxSY!jn(w(bRlX!FU%Dq}HPQ86)&1vqu17CCptHStp5j`si;!@+k+qWfU{PP)IkmY8 zj@=!2aMuUYfc$Ul5dZ6(nD_Sb3B{(jq^R$FFa zLw;um0N05GseL3!RVG5J#MIxA%6$}4|9Z|igjNwMvcCU;n8o)l z9OD`<61l)@mT;jO2^g7Fq7|gd%v)#{bZ1$kmA- z;t4fzI-hE^oy+L8v{pR$c=Rj%yQr}25sm3=U!U{WeO^~D>AksJ_y+m%w)sn&;^nYf zw`UUcMakXDc(qK9tH`*tq^b6bcX5j)?Nh@ZALn>3>FCG?Yb4YLzmZtoKA19dtNnN@ zth}Jst!3m2RpkrCuY1d%Od@WWy%OoKo4ywvWs>MJpf)(bF_@UII#?aB0lun+I$tE& zxqfNy>w=(%^sw%`wraebM7GCZbt8YF4c9IB$g6SGAJ4iW$n`PCHXQ`YwT5i%mYkl^`tcuQU<$4i*+OYmJ)3@SpJnv=i*@^1Cv76yu z^zuDfxh+2YTx3bELYKJ>y9G z_Kxo=BIi_{^J8JrJV#`5@)wP?Z+m=KS8kflD}H7hiH)ZTN!7I14>Qe^%(y0hacaNu z?zafhsg_DcRGx61V6*suBLKmnY_FoIRs<8T`?Z`st^k#-bF&u^gmMAgLj--#&D|`_ z*EJKr6!p2emf!_&SN4wSc5)|gi-#(lslXhAbfxQBAPv#EIPe$QN5VDZD`e3awu^0! zkm+U?Mn<@R{LCn7%Yn5J8h`3F;+r^#Q$B;T_c<^o{OswJzF2sMN=U+t98%`TVtz&9xrR{_S)PHIkA zVXxud;6BK-$LEtLl+-I0gM zX45&Un8O8ip?6LRoI&!Jj-RyUhzU)F*y@!u@S*G_MazVwYf*3*P+oUvnxn`K_XhBW zBcIcgZTBQ~0Q%zXC^3v@EfW$6cSM=(xepzMS%p)ZJAeT^2u*Kf1CZRs+qR9mOrWrg zIWN6|lle)a1%P~U)4-*zOtQJ72yQetbkw>Mh~&k4(=&`)v{=SJcu@v|6B4cq-~^KL z63WN>KvG!NUPod7$8i+tEhcRf0GJAkxY~0?m(fiSVt56#X~ev#r(3+jEt7gIV@wR~ z>0>_Q3Sn`5&1;$$a_s&)ok2&bmJ8j4+tB$I1!g!izO%&&+35_~kvYBA&vN%+Us!4p zg5edjbzPNf<~m{cb-BzA>%;YavG+w?X^A~bb8kvNw^uLZyqDQeN+_L({>A{RrDxY{vRzAlv|Dqgz6%tBoo^Hzz6yYN|$fpOJAy_mv->L7N+G)Hj0_^UmG z(&>ttc0`biRIv5Lna>xB%?hurJ~*hGvaaTm7U&$hFNbcO6tw($=l9#ePv%{UN`d)h z0B9`!x1>>(oB`T_5*Sq>g*d24^QY596jqEae{@p)2tlXpO| zV1@<^z~qRMXYJA3lpwzH{=RshLuLTd>^Q_Z-vjap1j|<@L9>k4UAIlBCAM?;W}!<&)-$K28e+ z`XI`ilB7!-?Pctgv&QdI{4RJ7Ir=s&P;h9H*P$3G#=JB%h8BqN{r&MHviXmRvRvgK z(*lpk7Qu+JT;-0L^M|q|N0@Udtnpmso;f!UMM-n4*Zt*-c?U-YHSFRrtb zVj|U|6@eb418R|5J;_RNk0&M4jh#Pt6OTd7YM+z86JRmZujY!NR(^p}V%OitV2@>Jg%oP~19^(df z=~{`(6!%EVB-ZcgD+fvb$l&!fiSTRYni9e(PBic@Q&;o{V93YuYy3yDd}R7}Oz+oV z@c;e%mOHGpc1r_KXD$tSD zbqE#WzxA%CqJ^nJNAwO+;!uKQ=odhsv#5_6`UMc+Kp=f`Bx&K%{|@mNP=JYBilBJX z%2NH!Jp_zH7e}x{j1<)om_X;yfc^m!04fLpB_V%Hv`E)PvPhCY1PnAC?JxNwfN_}G zFRTD=VSe-t+FykuRsIk!4l7T}_Yf)$qa#WDLJ9O1?a>1KLJ71u9q91>ID!%>o;lP& zoRsv$I5~hFdEjpSg%>G{c@Tibo&>OHcXdfDl9xl|II;o`LF2F}q`(gG;>eXbgo;DL zFO*0rUXVsVrvH^7aWe=cpjuf$4`Mn*(m#k4$mPm*Mo`V+HVtu45+n{r^ZS6Hl`Y&L zo5$%X6^zCer zY~?*4&=iP^Sd?=_FVWP%BB><}O@-0g0U(ab96wOvVZ20)0mas!>2g5gm39Fj&%>Ze z_ssRuTD(C%Sq)nrU?y z90IW@;Gu)}E32^I^GF2vd7uaE-lKjQk`*97M{#6EenXtdy2hA+SV zDbwZLCfzsDD}AutE2M;6&(Ym~d!QwoU3<`7&{g7TT|szwW2`?s^9$|3P{)m>;*@#RO-oQ>JeRm0-@?Ccok21 z6$cGM^7#s6zF7_Wq%KsjZ&?_%9BR{)083sP7s$q)hG6N`V}n8{V^*{|YgukBdm4@j zy4p!?&`C`87~v|07;pZKaqb^La`=n0{1d_p5tZQ4e%o7pf zfkGRj!|6?Gn2V1lHJybWH#AzqT>7V_b~2sp%I96uLfhyktOC;3ovo$~&klCjH0spe z1{pc9=|Lm*2#JDVcvD~Ljot0jwoQEP_H=k?j2eceMy{aU25VM}I-ZTCH*!RR^t@?r zbz=S3#V*=3s>;}N<#*ztZR5wDmvL~+epf_!(@i6oTVZ#C1auoAh7Os*FYj1*v&q`u zHnnUvX|vbzhtuHFF+OG!AOF+M{uW=!xD(@wfVnq211$V3ApufRSgMGinyb2PmZd9% zmrIC9N8*eOUua#y(xSZ~(-;&-I^KbEzLB${po^(CJRuN7k=1k}$&q@ej9*O-7g=iC zv(@8N8>yJp$esje4zL&Uceorn`7eHCmH+97=w|X?vO%6cGo|q%MC{@8)6eZy988JE zQjWKE+U%8a>C4ZY6760((D@Q#^l#qaI$LB9iur7cBs8m9KmENj9vFuYAmXui*b7(U?w>PcEx+TY)rH)W}Ixcd1k9N8Y6~t*+ zkiulsOomKIZ}db##~51q>M#9LTPp-RQZc|Hv$x-g_LjwKIztobdj9rh6Zzwok%Hzx z1DQN+9cX zTg7JsDJa_PQFJUl3P{aV?9*VmX7b=!Q=&Ha38}mn#=7T2j(y(x14XwvtpH)@G_7AK zG(IOjI|0I_%jI-!m9c8v%qb0%JY%9q0mPoClDHW?Q*bLpk>|;a8WSz^bnlbhyUL;K z4kib}xX2M&#jy7l^)fH_dF94RE=`pFyrJ9u2r9Z8U^jt83WwdcJTQFdeLIkU;UN57 zpsc?`%s?=wMRdS>chJ5$dNhruR-zjfdCeL~f$hpDif|eeBz> z6`FjUztTt^J^SS36y|vn9?aXpN<+Am!z~4W3Ngw{zPYXj;g<7wU5fUX(%)kn*i+rZ3+-Ph7I83$I$IL?fDg47hV#GPL^6@P(DZqCoqGS<9Y zk8V(K?!-&9z@sOWx+hL?w!wL) zp_h^A$iICV1;HYzitJ+xXASh{u>xtB=+@adu&`M5U%s*ppV&iMVafNdc%H>QSYJy@ zjjG*0e)sfR>iXLK)Q6?&dRkM`vTS-)&+D@O*sB$l&5xsjCctMV6wDEzxvKDs>ks^Y zV0dDH_8Jz)r5T3Cc7C^E84^*v8b(z+UV*g0&nLt!V`3;=v?I68=OEB|$dE zS(EHRVrAjea?Pz(@qOJF*lRE>0rt%JvPgMLtU(pZqQ?}fYlOVX8UWXF_U250MS*M^ zbZWzy*8TXOV`!*ipvfGTIF&5C2+I57o<6x6G%+H*1^NTQS6FrXrcL8>)vkYW)0aYs z3az5>g(Zn(HS*auIn}<*j)VF*h+do|~ z4J$v1drHci+u9ivyb%ST2} zKzEpb?8wlaSQT=Z(=2h@)g@nQHmarRs^X$Sh&dxg2v9N~{FgG;Cs$ zghuJZP#2NwpDq%T0-nTJV|XgZSQnevhGMAH!&3suCAUPgu{rSA`o`8RJ)4&LQN{J* zL1>&^gG?>YjolDEw0ysUn zWEuo{vIDPi9^^&sp3I86ZL>&-knk>T-*WY~(Z44L9B~;xn%Vlis5`#qGgg|AFz8Ji zFh;wGJu{!L5ewa!unPhok?_A;=w3O{k(n24uA1LzGP0_=)Hqb?UD3# zyNtaFh5@_U;*Uf30+kQC?7Z6RRt9~V7C~Dx1bMv&@7dUTc(eNsi>k$g@Gy-d8x! zp^c}-eeNqBWo4Ni#cHD_$S-Y^oSEfwHSelbh62$E9a1MMJP_^POa3;sH2ewDD`6fY z*{v-l!(Fw5ULi6{vZ?&=vkP;*)rbRqL7pZ2I*WVRLa}5Rw>x6pyryi2`BZ1{t-0*+o6S=T>czK` zIyw@|gLV!QeG_sr&%*=!7vpzg1(#-vVXtrI*j(eXrsu1X_kr6S^zIz%om98>sW|CT zhS;^)nOoz#^)_e%xx=<9!$a8jJgAVa^D^G4QXCQ~A;fI$yAK!lT~W)H#dxr(bgobA zS3r^x+XMMM$cCDN;-1Crs%onoNr=$B0FOJ;Pd1<%H;Ory@BzGna{}+*;@4Xj%5J{B zl`!JgbmdN>$KKTRK(XSeTRTD07CY5UwQ=K7L?M31hwGL;a<{53c`F;czVDe;GY+j& zeAN;xyfk2A>t42Q{?+_ov1hhxb;*Col>obw$nn?P!34*a?8?JGf#b!DLI2sk)Z6_( zcP~N2?nMdcUXX|F3&K?Z|E^&rE-w-r`@>cOWy|J77hI6dHYR>z=IzV1nq%P^^uCJ0 z1sU;y3oqJR9z04Yu6D6NRK(5N*tFE0yb$cq<(48|CN64|Xve0L+R{O3a!w^)Uq{aA zRPKw$$h;TYuW^3hu+zuKeUUGJr?3;lOjH^K9>GqJ<_-hs7#}2u-gDw2xoUYKDVHwFMfl!hnqno=SV_r52@He$!dC zK5s6qCa@Op<#OA13(`J%N@~JH0K1ot$9t0@g>)Nt$~cx9&1)GJu#U;DQ^}V2k#VP8 z5t-4BW%Yg9vmt_F%PLaingA?9V^|zm!XRqP<%DqlPKVq|tAC z0KdRgIwlbo2@SgqJg84EYh*Q=TH^9x(ZKe7@)(&WDtr?z_BEn7kVmPY%Leaf*jAly zwWKhYh-@$hq$Nl*-kuxxf{b71keXHYf#f#XUX zv204PY&j)0CcaHb9wsDRzd0*WGAe>vmNNGi03MS=2~iNGLM zf!7_I8hnEbZquxi)p$C|0YY;L!(m;fuVIC61-de5Go949+!O{$qlTdp6n$yaS@kNC zr!3yovdQE}nNUrcVAm{5$vC}j6K#hh6~65DSwhU!8He)iZ9W+|(=>ux4BEgZ&}`dg z&;Pu;&m4-=$-?qVO@OBmWK?QpT$$Y;RBdrUTYKEdo(37pmIgsTj**Rp$SQiOaV8vh`CU?K9rfu&|@pK9WnyUMP4rpbryW4jw(`Ecc8W z+U~%+CQf*%$uGQ@&6Swk4Q&=sHAMa}G@EbboE?}geWpnq`{|FYXhv2J2gKPA^`A)F{g*L}cccEFhKdh6+m1-YWwtWr!|oq+4E z$aqZbdPi#9t7hx#2SW2rI~YOhZd@TN!@?QlScrqVLx_W>Lzsg`({|)K{Txq;UX^A) zeL1Gs?Z%M9F1@Ftk|6I+a>MLkl)5@)HA-bm&)Td5&s z|CAeORLnHK$@z%u2{>NWkOH`SM${BV1#qCXxtyb)mu$8ki+z7j01yXrKm15E?`%}`{PMQ?}NW$xAOm_I(EkfyyI2A7>{R~h%fm9^&uCSGp)(66s$ z)Mg!DYyrTWObo$2T^8L6G&NsP5Pt_DptZu6g}XqT464E{dMvsKNyCI>%_K*{>sRc~M6sBjdcXSRpnF(`RhOad726ih#el#6%= zixmcso@^gi@Ac;G>lRYTi@8dOIcwQ~C>pgwEwh)5n!UM?^Pk6s{XlRUz@p4*V+{gz zG``FEyo#!#xFr{ZwQQziTv3-9bt)>%&%ki0nRt_}!J?hA8dYqX!4^G2&oNB$goFrK zILK&RsvXXRMqGS!Lze|;h+>eK+Y^?J<=`<9o5sRf{_E~|&v`u|y|PGC%a(+yNQ>?+ zX5sw*PUqt$Z__6K>0y1_f4aiZEj5|f(mYh|Ub=OXb9FoPZe)>gHw!oWt88zrJxhxh zBg*>kx6kZpUO3asTc?NYMe^Goa~^&YHX`C+xG(H(gI7!(0lFVT^rjJv!wDOLVP@K?w8oN@&qoOchFKB4fLk+8uXsX3TlMshAKmh@cICgIFeD5IlWd zl*@`3c&uZEeV@-_c{9)~bjQeW!UZF^g!K$z-C1G#fnZ4*XOlvXNy4I*9Jzp&WQC_H zvc6GrD^7Jn?sWORDk`l6!L6YAMxf709+z9hp3scp*iwz&5>`*v!cy&u*y2VUfm7gh zU6BC}lEjIg7QH5lVhi{R&`KIJk(xNw&GaDPt8g}!p(<9$9wjs;VQV^a@jr4y{z@*8 z&jomhnAowzvLJZ1aEj|~|CL!|P$3W0xpZf;FW+l-wKZLhS)_jVbj3=}?igC*;l!Qb zJb$;zUJl4Uo`V`UwDqiCOY6yA%V2z#QBBY8oBqM)2M5NP8|m}OI{_h+2e!A42U`UI z^T!dJ@T+^sbTz-#!BV@mi^KDR?qBjppMML!8A{U|VE^lFzen(Mj{CuaI6K(a*E%m- z+|StX!hN^YlSa&J()~{%yeaE%yiS*Z7joWk#d&27g0V_9!f`3sM6Rk?yV{crt2_^p z(yncr$+|yp`F;%v`yzHK(Z+|VABp-zr4-b4ykfBgYtDCTv7`?tBSctp7eX_5v_KpU zdTXA{x%kHE>nFK?NXuH_xUz6yem|5uGhpDtS>*~3UpOJe$N2u)`;K<6sCs%*)(35T zv{Le*=$iaH6<3Au<2ptUlpVOY&E#LxK1`d>K zY;YM_=+}b>nKf^yD(dVLJPfA1*F@kV6My!1oRn4CD7u5td!?n1*tsF!A8%0eCa$=8 zkKrcjTb)SDq@!ZNNJv$gPel&$Q;nN(JDZxFtHIMXF*olP*LDpSeVOZ(DwWE26yXLw zb)Q7$ZuWial#QEwUi(O1MeE^6aYx0~(wK@*pOrta3=Q0O`GWHl7;Jpxvh((*`}~w4 z%Dp`)XWhNb&1WxhwiiOEEo~|8tPt6hp6fqRK?stn-hZFLnR$N7cf!hJ207*1LFRic zbRebTY2=OG@_2+E{8L}wjdFd{FWIj}^v2i2nmvmM)EirKVTt<#!E=4OIXGXxIorAZ zbwSIKJHOtxHV5x$QMenxt2|fJc0Ndl=7#46^maTNmMipJX|nQl?s(_XE4aqf zo-ypblWXlFo$OP?twTj6@1w@^4QFwV>MgqVKL7fsM4uRNPOOi?SRJf-BcxloGHjHe zMkYzdD`QyUAgMKNx|b!9J`XwbD&c1_)+^*keyG;&M#g61-ue?7oY&Xd$uF=N^%s6K$fNDy$N(>@A>m|2@k%-RilY&ObR;Ip0dOvy2;CYbkQ9 zzE(Hc?T3B)9ycoeaCCb0+zJZztwSta@!@Ejx{10Z^V^M^<;OdWD5q0TBRR6H`HNaP zT5cBHtq05VXQ64oUioNI=CD)F_xnd*`G^wOYRgj- z+bA>Rty=w-OVmw5EFNSz1|XNesHs;rx2CjFFUh!s3pR2+bH66KHR;%UTF~a9SiFV# zhg1GE_3ZK=+~rJ~($`MsPdscK!*gD+-X@Pm0&Q;_j z-!;$p6)hIOB$-l3XyzR37qqbk+!?+~>>u6Jk#bSwaCf4)6+U;t>Vs~D9JXY%FTtwu zijw@N_R(#1liE7N5=RbGcb9`C@**Ndj2bFY=kNa*F+X~0gR;Iq`I$h=g!4HyYWRs_@^q3D*BqhwrXfOWFzEhpqjZ$i7%eUf7hGb0UyXpv zYg@Hhw$>47^D(klftyn##78tM5SiEQX(WK}a6aU)`>7h@I$z=&V;Uh9rm(0CS zyS+{QH1tt{r98zYd=Lq&&Wbxey!cn~H{HiopI7B9sDD@-#s0S&xk>ec{a0(xqTjb? z@=4>f&h_1+x04!Aozs^t8@~Ch_kD@%8y){g1sbpBE(+ei8ZcXxHF>>GGdbb7*5zi9 zK%0ZqG}vgA)7+PtzY0ZHGN~J_th;+2Sy-D)6BH?^-e{`cnmxKfzAVrBE7 z9zsA;<$+=rURP%NMu`hUrLQuJ9CkVoCHpF&boI<~r=(?Dp-QT-RbwXXVV6}amCeTo z?o-sBlSa>fGP0}%`LBv(kNq4?0@g=fsrubM464spO6*misQC_d<}unN=QjN;+{2=2;OUP~^lj9W&s$|0KKv{z;>q%@UF!IR z#z#5=4UGagpQJHLBL~H4%$?Ts(JP+clq!6LSXOD(0>kqI(=-~FI59#rWvN(|_zBAo z1wenS~gG!dG1HRk$+ZbbfgnLshC|e;d=# z$47>1ypXB2`ELg5*tJId+PRg9(8)Ws(N4A5aFu&zS-_s5BZmb-P#M~Cb*RIoznv%W zzHE7BDOCX1D=h=!;r6Exbh&CzKFeeFzTIp_aXnw1tp6Vn0vU{JgUK z;mn2$9k6YoCqH%4Xu`19m(IeQDP^chkg)}4T=5|$FctrB@_P0}i~T^z7q17OBtsv# zhkXxdoqAYjq%`t_#%axHL>#{hUcbAaT9oX!rDvGcYY<$ru&pnfid;{vGwrq5hFE!h z-*MV|CUk#2JT8!)O8G9;aLf-`r%mBK z{{GPZL9uV|bVB%PmIVdcHod_k9X?^Pa9B1+pnU$ae9;sSET;0+orJfj0QtsSZ_`-3 zg|R~MGgjUt4c;1uN^}+2=B6~ZE<9eb_B(jE=wU>Ap1&HrMJBtv}`|UhwvB# zNyn^F2(<9Sl7yT@v_2HnMk!`}3aU*^++|0vN!oncsmdO)XQ=ngYK(-DgYqiLcE-Ha!Uu(p&97S~jw*iH2pR{Jd^7 zJ#E!0>jUzdzWlZ2!LCH+&zqj3%5NVedyCb#D%9g$wk*`!>L=HBY5Z4nw%89IxNHfj zcO1|!c5t-p$f9>v7X;o1tn$^Nopw!aJG7=P!y-9;(wVQ6XEjYt3n&zvib~9qxcRtn{vz6Vevg zeR3!avMv4VL-F{`CV_ZH!x>R!T^$^_E<~GGcMe)O}(z zC|2v6$$mQir@Zq|hU_WXprrb-meD(!QsaZL+e@SNburkjFl5@=Spn=yRzs#rRE~pU zeS=Ev116g`r`k-qudQ!FZu7r=IJhNl{gZNYPMXlO`e5uM;pM>O;tTPD!@nx;aOrh6?WWjSyj%HZ z!Fe^T@0nPA?hq2EwcJ=blpsA(V<+_P?Mh~j_s@gSrgNO{R-X0?g*6RvcwO}hJ5^t= zv}W(RdK2lD42v&8$*_nmt=0SPKN|K~LNzTf?ml|(4*Qiln19COapj%=>wosOl$Nz( zbDwwv=XVUrD1q}gsy?KXH^f7spq_=lpA@)H+4J&=%N%1E& zH?8Q{zs~_Q0z*bKkET zyX*6MUU@GrIXEwx_I6z@@wD=ukf%qKwXZR)l*f=%SZo*jnC(ozni=YT1tQBh`hT;q04>=T&yjeBuAX>NmL0 z{<@#1VkdMX%6};GQx#~gQ}B!QMigxcj^1x1$$EZGq&BHMkc%OZ3ct+GJi$AU7j_*- zYR)$?yJHgxk#o>^w=zBphx4JE)H0)re#@p=&8_M91XyG~G$N*qX49Tr2x}e!rdq

K2Y`@Mf`}DGW zR#Wn4+$Msu!;w4LQ5Mp0(i8tHH-wNOH4(y<^zxH7JciXTIboozVLKE^o!3%8nYIavXh?}bxJc2{12 zB~S@q9p?2oYA{HqOu6_T@MUA!#}O&%_~UK%ETR}LsyPgOYmcc;RwJE&4#SRI)FUuf zx2Wa959s`SEw2B%0A7IEp05U)Bu%)j2sR%f4!O_p>&Yd&OK;WmRmMJ z1#n>sWekHDx;)FoLygfud{f|b8H;DeM$t={3!#nL ztG29(EZm(&ckEqMmmj0KjiZL-NjV*5+vBP5a>)~)zcz$Tkq zpPOH7qat`Y-_*o%<38gtn^Ov3`SF-)Jnp1!_b` zw;?AW>yLj1z{F=$xVORnCrVa0lytino^Mx0R$1hx({Jo_!&99zpa0difwFDYhbjFk4YI@EuOu7ojdQ(7t|R@M2<4?Bime zcOO#1Txt9A=2;h}gSkrVzQ?<&^;OQJ+-h6#tePyVuaT~5IXwF8V(V)sL+Y+ohJC$O zS@1Ii;$(boLPP&`&pQVc+-P9~`czHV-N7VOS1ux{S~gykyW2%L{ham1C}@((&HCiy zJMd<1?jDM8Ucc_?Tvtc!g*bb5kM*CxkH_*MKcL_2QG}-4?QnZ)!JeWs+IyPpDeCgZ zHFi?f#(g(fJq7krmfvKQz|$6jAI6FO^KERy6vFP+tp8~l`> ziX**IU3J#&ILeVf1BRlKDhOqB$DMTU#Hp;W%OU?#dy#xx&n*s~euhB|^8!+MrjgQF zE;%XVlwN!5%#z>-+J$YMW4yQzGfN^L;HXreawBmS=GgXTAcSm=B+=f;z$Jm7b8mVX+f z;atexC%_NnFf{V8$e^rqG(6pvXDky<+?$l<&v5J@zh~sl_;6?%4R0uNQxJ?(VGnn428{}J9TPViW#l$nbfMi; zzJ^Ki2Yw-E&*JP&y9SG6mU&^WQqnA8gN$f%`@RP$i}Zgdbdq}x^CKq8vIswL7Bcth zN7(;i?JdBn*uMU81t}>Jq&c*Jv~&vyC=wz{cOwlFhd3i49f}A@3Mi;_gLEFcq`MDD zcf)@U_v-iF@AZA(`+J`Mv!CY-v-jF-_H6c=^_iK^TJu&TtGn++#VB8Ch3+V8=o|P3 zlf7z+FNxWP^)ol3=j5~M`7{C!Ql=Y*gCh)44h--i%{V}k z?8IZ}0i6Q`jMs(*sd8wMM*o^muXo@B2 zl(;3Zf5!A8*)9HU;y2P|$5Z(aVkbk!0(kG6QNIM$0Gms2#M<09CvW$`NOkT|Y6{n- z`BGpfDTbl!qHg=qvBpH?;KGk>JhqM6KYvcCS8Fe34~F{q*t6RYhP!E|RL2`w>DFh+ zcgqLten`eA8$-oLnR4{v)hiPWMC|~D3;VGemGN43z3Suu*u;u`h(vY9vW%7w%t3l% zGq@~Z2twq*3WC7qE%^`X_}ek$yC(?uBfV5@pTk8R&U05eu4svuC$mkGIYTa)-{NPx zmzQsC;T>1^*FH=cQWW&sJeVi&OH!!kH?v zJ?%oNW55<dDgxy46dATtn zymL*vM7$XK2=N_6*pr##X5!CO@>^{*X4a>^+!X&hw$u{f?>Vv-J#{8r$QcCi;V9L5G5(jlnDj zkG4_7%}*TfWJ_0b7w(>n^XGPn5BXDYhk|)zCO9TK#Yr09X}nrrE{pdn2~>ALM*_?l zX1!XRq&XlKa6odFGlP&`6mCrxgvl4QYgo zzjC+)qy28wgL8LqrX62!61x@#RM(-vg1#TJfcJEQJ{xJT;Q9FY1|XXeRlx8Xb^Yy1 zl9f$JRBL_-V~2c@TBOD>25O1Y4ju!X}GiEuI+f5j4OKg^8YThxuzL&hv2dami*1lLS?? zFA{uVbAmp^`-V3~xO@~f0tUddb6sSp;dx~o+jLdIP@p*vjUu1;Y_=8!WPFSYhFY#R zT`MsprQiyDHaiC5W-v_!`blrCQm7G+e;&HmY%3HDp>`7VyS;BfsjXrxhMxCCRHfFE z5`YsFfmH2bZvyLj;VfBv(+mVdMut63q2NoF)n?KX1Ny;KeNU^a<_#n!=i^9a+1Lus=llMfd~!H94nN-07QuJG*7`4ChMmVFX?a=61a z_SFUk7lUi@AQ{Um%$nA?R%k3w=W%{$zBuaSN ztB0WmRPM|tpIBNsO}SrjTi>s7Ga$B6Fh*%0CDLazg78=v5J@i);{NPJLiuq5TWk9q z1<)du#5a{les}7Lb7m9~hJ_Q{z0h0xx~yB0u(+)BC9!Oe^hj&gya~?PY$5+`F6Q;t zG;i81G7QCjBiF0!p&tSYT+JCb!c+7?^o-&=+a*d)dXo?@?sHQH6@#m0WQAx{75(k< z@68_$qiAhiABQMwfhXstuuaI1-elu{2$cD1t>%Hp&^C@7v%v}0#^GN4KrE1Un)TQv zo_zt}ZdBAdEet5QFnI*)zd_xb>WRzjk;Z-$;ZNE-i;i!4QTO`PV_VwfDDKHV>ik~+ z1v-U2`=C*=25i7Yu`0c4(M=JEJLj9TY#!>6y@`dR<5*iAbG3b=&CV8h!W*{~*!`-fwsM%T@!II@4h($1HolRvdyY9$?{nxQOGwp=`9bzbybpaX zlyV{bFcn{#R0fqN7M|)x6KJSlKyH(8OMly#zM1QlX2MMmv8eTIdO3hAh&bF>(o^Uq z`J9Cj9@W-|U%d|HZ#2Z#@{S6!rk{eyQNfTnqfuQf3RWC`nKL3BZR_zBzUE$#MKo(A zj$=rK+hG6+G1C9psd^nQ8)|sHP>>O_|M=LR>M~~pCHCx_E6+pIz^py@3vUW_MFCSH zqy16sB;NeX@TjRrqaP)l0$p~klwMOMkVG6mhUG4&(K_VLy&ZA1Az6yUQcwrfgH#1??(=3I-LH(NxdDwX7S7Lk$Je?XQ5udQ~v%#rEUlr+npj@mxMs zv5n$I_Se9>2W+|n9^M0iT?4TNa&7K#F^kz7i}onsyk*PlgkRNp6>8Ob2C=bhTY$YT zi49m%MNoQFk~!~z-4N&6i`-yWDvMvrgwMN1#uVoQeewQd~S zqYX|!$C(kfZpI~Ta#?K@vzVq`l`H4ktsvV*qilK<3vU;xpm3pIDOD81kkfvlhjkIBHI1D)9 zeg)Dn!3Rtdjohc#GB&Xj8giRx@jnGbzsUseksCbnv8d}YZR_z?>lq-m;-cZi)e-cE z1mSZTf?@hbS8E8SG8-32YoBRE9HcY{M!R1Q=x>rLGh2!WorMl&yWZE;LJK*w9 zyW`BsS~u9lZdMM2s67ujm><#=NIHG;BfJWHejBBI39RwWDrz22Rumr(qOPB;U&Z}o zD{8rahJnP@Rp$~0j&)yGjue2Q2|)dax7@n>TJnw+U_|}y9qS1-kTKnLZvF$0>~wzx zQTh4(37%Tpv%Jq>l2A*uXf=ahKhqb+XuB8oai8GZ3%#cliQ@@&{VjT5^rmzk=#A@t z>C7IDZnGdEnSfnxW z4n(!(L;#3&4`*8_G$C@qt8{p*ZS7Ht&V{b&LP?x)TlxH~Vnxch`bg7W=_qF@tA|s( z<54Gvt$NOPqG+e`&g|{kf^CO|eTn`iuXo{9LKi*fFom_4!CCmOEk|N|-*vX^+P>?j zZtBxhi0ZG=AR5N~Z#29LaQ_Vs{{szQvJ$$mexc!?tOO&IKo*&fJ1zt)VJ%!PEl+~& zvs<40WF@5Y_S}1uPPBE4C7o!Q^$AYk?z<-nZ~8D~;+%)YKq5i`hf5$?!SSGB%w51= zQ-)Zi@xN&a|HVphQ9-g2Cdh9!sq9WJ6^tv}E)(7&s!D@RCissyhmdq7iI`8?6e4)X ztCylj+SA5uWmF{VI>y7%${nUY)0CdDmaEi^GaqbY1u>Trt%sypb;+GMu3%I-06nuy z+v!4zrIQXL+vCTEDuzV5F5ETFjkpo#AEyGQ^meKpYJ_)d{W{}Ib;uDVp)FJ_UdwJV z(TB^;T!GgQ$nS4`;0g|KAd=g04@bz|JdzYuNn)5{0CbY>s5c!+p0ccDm`WujF$GHy z28hxVR03lkp-NV-_N^E2qe5?3O0w+4prOo&kF@jk3TW<*?I2k3{5TLxV24U zWahg=Sf?%j9&2z2-L8|csWe?m?*2?p z10U)D5(yYT;T#C+MPeO=UvdfJn1W;e;1ZC6TmpMdA;MM6NzFDu*33r{Nm+1HPhzgl zlvm0Zaa*QJ(w<#-Xy)r0!&4VN9sGp%_MoBJLR#mc#3%1AL%k5l2J&tisVHPXQ=;+qM+H~n$9JXld7KXIbY z;}L0L(!&yN3LRCT(NT@3PR%8c>2TnQTEQFkjy%?3ou5R84Um{|@UHclwNdceDqapd zc(~gm&DNXebkT)zSS1C%Vs*}c5*gGtt(vk7*yG=uncI7TBn|!B>iIz|C50k~_ppoy zd0P3+d|Rd5bsaxa@_628dSZ3Qj`kzfJ5$acZ- zXIaLCL)=Yg)`*8L7}R%6u;lJ8z8G{udplmo4>65K_{0Yb`Yj~1Jm=@C3$tF3blC)m zJbb2>x}SubF#f)zy4RQKs-2yi;^H!ApdVvfoQ2{dj?}A zb1`+URx0Z`6*G`t(MgAAD8y6{hpS*uuMK@oCEAoUJ$TNxV4+svAEwhuyl&Yt%7a& tHAESrYzdf-s8HyRDtLW;7jO?Z3wdRO8>vV1N>Lln93dP{+G+!HXq;H_0hkblD`PcW}9#>DCxE{Sf369gAT}u;6 zdY8~l-evwjy!^J%C*HY(H^;2DDXRnq(>Y#^ab%1y_tq|dYboB);F*-@8D#DzUPiA> zw6Vm5KRduS2RKv0A7;%e3_1|Rmj$ns1+lEp!o=HMs%zhRzMt@9Kh&Vb$n%pHiZmv5 zx|`udyi)GRTIT=I){vPOW*sr!EG^nL*Rjppy=7!?PJrQv8Bmx2(gIX9JIjCn9)EKT zZMD0OZ2>cU(M`>f+zJp(4%6ux(CH?&Mc6_N{JXbE^-W0h7hV}y{i}01bW37}RVIrD zsuzY1IZ!g?2lHtDhh6b^az&05o&i>XBLkdk(L@QscKIG3xO|a6-oOu;Re_jCXF$VA ze5Zc>cmDRzDb0U(;`Ul@xQmn=YBKywq-_*93;YU7u`WNvPA}n0}ID!XseM>Uy`++zp8BE_};=rR(Eu}2%?YGogRbEn)+Kr_SG*hj#p7;SfXKaW7!DvFkHv$fK zBs!nNlANH}6lJmPZUTgrF@V+46@j~_Da?})qQit21^!C)W>&_Yt=!J6!XlhU~9N)b>^;%^j(zZ4)Lm$7?nSC3KGsw{SWN)pQJ0 zMywn;muzZ}ciA}!9Bf~?2qrscPo9(5B)tgY+}0myx|q&9<mA;C==}q;mOdU8zdC-(eaD)R%vI#TuSAWIE&)nTYdN_aCKf(aYu zLK2Pn3AI6$L8?cVYCAg#?b^e&O*+jL@29JD+A+%B#FvLf6ueWmr%qm!geA)zO1o^r zMeCBci1cSP&m+Z76*rers$ZQ!(J*#&*%tUH>+tP)a}jQ^sCOW~-ZC4s$3yJ!^DlZ8 z>N^mz1051a&I=UEFqz&3S6%mQ);60{RO-{Vs^PmSCwsl|6g5X!F&9%z3io>{l;h53 zm^#F^2KN?Ywoj~h@cnP=9~|rlrY!|8ZQE~)Ux*;4M%WL!m~l3`rZh)HR{u{jf;$DU zWCKE5)C<(RPm;?(NE8dN84OoSKU1<9_nEl3d0YHLtFqqmW`6(Bu_b6IX7!4CP(Lxkd`m zy!5`Jhq?LLk@SmDr8J)S{3f1I=-1Eg0hFGB{jLu(h32Q_g$`fKZ`>#@Hiy{>jG~0~ z?_cpERD?|di}7S99x8af4F2n!^$pyW`}k7y{+j_a&)W6d*Jd^!rwO_JXx(G#@?0EY z58h@C$$(Z#s5Kw{L9#egV-u7tTWNFNC!8jx>m)$LKF^HY9tAi+&S@ ztuCDKHPELq$#qw5%2n0vm?s17XUiE~u>B*1-h(74hmeSy@N)HX>)yvI_nyp{Au22k zDYtWt)qI$+vx#sw==ByzCa?-?kZp){a1nt~@SgO{oZL@`FaK8aSj?8^G zhf^Uk7)H_p&_H&GS-r#}!8z8L4$NnOIAU9QWX9@9_*^Jri}Nt%lr?87_ej7~EMf=u zR9n2c%v=q3cJA2WOcpG+&u)83CHL43f~6NM19k(t69abN!7^kww9&KC!?gGCObIL; zV6i>3o%mj*0pJ?hZMdl%c-)clRPHAW89h+*JDmK?LtMO(iMi#aV$Swl`I(>Fogbkx zYbUHyo&Zt?|Eb@hH&TW=3v zVRS#6Uk(wU0{51p3~W1JXNU3k@_+6l4Os8Gbf_XMFhOzTBTp%iswl z{yf$YtCWuN3zN1`A?)blZg8%wQ|VRBIyCdLymIIo5jTI1eFq$1^3P5Iw`lR=g$)DV zh^1$7hBhcD$2zt7@I>qM!_on|#%^BcdOUg$1tF7WEGH#R`{u}yQKaUPbfsZKlL(f8 z4ne~%7VIt!N0k#PnLy6ph!@_XO|tpnM(~-XxR_8d9m+^joDBX8ofH%E8d@N# zc<&wR6I6*4^5;|c!NI|*zYw~Rju-=Nv^+|`hLb|q_&fC~GJ$Eo8B9~~jhf+pERoPv z?uFN6OdUd|b!3k?p4U7jn2m}1<8&$S&iM&tun8Ks%B;n(N}W2YGOcnIz@wzi61Wgi zXy$A{`DZb8g4y!lsDB5l@B58WA(~oofBJ`tr}6ccePVzqJw*mW<4h z(^stKcSoV(X@SLe|MmP5LCxR)rRF_j zX-a_?Z`p5K7dG(8x{MenvtUpgJd(vqkEiOWcVZ7YP z40q0!AiZ*4``gtmq7%{1D09JS;Q-Ngf^P0PXgJiHP;VZclN(`byL~;QvW;EOxNc>9 z5x2|jtw?24WT_B>io-3YqEh{2F8BuEc~8LYwIakQB;frffH@}Gh8N)w1}B61=q8y& zWDFxL(?uJu4hhX`hP#E6bvt!nCv4IQxCIGuI=xjFTzF=?MUJh9;J34Hjvt?4kFM+# z+OV&y7+(p|y=gy^^14SI(D(6`^(?uLAwwFQ!lh7Op2>MUyZm{ZE@%MuB zW5~ao`lN+GMC{i8IOl(za^R0SKeLnxlo0zsA=+{qKfkF#!OhPGVj2K1Yn}@gt>aKG zfUBopqTWoDdU=x-n_J>oWgVHFV?e3KHb0`W0d2!E=HNM?m+#4R z`qFljCSJ6W7@uc`padF41(_p{;Mu-bA=(O2&hP%N0QE=Band+yhlS9JYF9xoPB?3z zHJ-}nAwZ_UM#J_zYPCj9<#5Tt%`?54zQcCv!%r9I-kO-4HLYN35}or1U#RCYZpQIk zW&gz?^?)~AA1FP3L(DnI`psPIq~@jjN|n?l(9q zA~!tXcy!=&pn7z@#wB+{Ajhb@smhBluL;D2l`q)V!_G53GS-28R*81K4X>O5K98M) z^|GOZWbH8ZvB~lQ!5;(pRbI}klBHE1YvryJdK=}!unRZ4$&1E;v-8sRqqdXE0$>0E zcrH|)h@5{7fpu;T>>W(a4Jmj{Lu=L{HS7q;i%yt!^@iP#1Gk>!@4j6pin;*5`49cQM0FR53%#j<3!lUHsA2?_Ab zG@m^vJ4&8lUXxuv%90$v<1uM>w$G%&@S8-&08aGlp#|jow{Bf(@>l9l2TT z-;T&AQI4yRGGx1}&tHqXni!hQwvWY(BqmO{t*(cDqmtiGTG4$=GV81hy@*Q$_|D_1 z(n?o(cWf3}7UMgHmY=x?>3w+n!Y3(xj#nDvnF`I-9a1rw?#C%Y?r-!`hL&)JW$ef# zURy4bEov@SbU1bFbcA#qyq8|=Irb(B{l@UT7nMb;lQAt?CfkkXR_2knN@nVy=lp?@v%hgwF@YoffN@fB>yr7X+iEIkozuHO^8XQm;SlK zX%oR{PqZDHnoWV8`dzsPmG&;2>%i3f5JkyFWy)1|B_C9~C8e)`azPH~?%R#7j45^R z)|7?@CV0fgh&ncGw)*&~GH30LC+n)^(WhJ2#R$jiFr($V2LRG$IjhrToR{M{J82@P zbf#TcP@YFc zgs(Lj2xVaG!^pUPaMtX?ouR`U(Gd%D^vIY zL=-y-<)rq;>eYys69yE+Uro>)u1ujp&?9_s%xd3GlWkJEU8TIjNlv{dziUN zzo~i1eQ32w;A!Gj3r(XmH?8w6GZ-KVbM$%l7Si}u?aVnX!N|1Lx6EWleWsMs z{)Smor%Q;Dtm1 zt+|zPEom!;-C{4zbbSTLPA0hEpI(~5_N5shGZdp>c>OX1!oQjUV5M(u2sL#?1_6_x zT-m<7{6Z=m>*dU{_kGk1j+)^5Z6ObRP~-tdX1Ud?1# zi@K>rae+D(bm5oH$lKT)ZEv>dI-$t$roPX~Y2CG2#L3*&)={>{E!dAn^S=B`V&0`s zZ|+64ty({IX$RtSzb@>xHScWOngT0)FP>aiDf;@IE}Md2d7d!4Piwhd6P0Alr;+3% znnfo2h~K=P>BdOBLNEKk>8y>jZtuFz~@ z=Tyu6#R7a@E%G{stT_b|Ld_VFsRC~VTH@!~3*J{MmP7(JCL+t#_oTnIh?odKV=Cn) znW$gmw?YbHJnxI&PJZoWA|Z57oU!m@BX9LoCFRrjbr;`aqCN$(mSb9woR zOHqG{=z}jA?>Za{dijV;a`uJnK0Idd3Ko}1PFMc^XgBguN`A|U!m}CmF8vGX(OOOX zmaHCJOH_m?K;tAO@DVrR;AIE)#A|;0I@AIhq=XE9ODa+#MwI3eQb1?_B^y#8Z;*9z z#SZ1ESFYLfs_P5~y17yqoMW-)^Y++q#ibu1QXG?;XHx>a_a+|NFXQfo3P-!nsGd(} z;KS}!`_tD$vY-)UlV2;a?WrD~JtGgA0+JsK(Du2D?AJe|xp-2jt%@H%j<48@+W1`R z`|CTiHx<&FE)EgEH0Av(u}DY$;&Nf_UoI>`lMk z(Sp<;VE2saln}Nij&?1&sE@F}E5G=h|8>bpWY@|Rf7H7~zZzz+xsb8D+57H1g?b~& z0Fl+dKg zdwL9?m=bvqpLlc2Y$w>x`R$9l{N*S|mu(NZWmO?I(er z4JI$(!`QS0XeCytDc8Q=3h;8b^un~qd3g4eJm`$R=;^h%A!Gbx(;Lxj^|q33jj5aH z%u9H$fbYUZ%oloabEGkSXkchy zaEdYbDTdY>iv*x}xi9td41*MV>3QrhDkkbfyxV9QRHUSibsR*pWv{)xi*L?Ly%q>^ z#uTi)mp)sF!?5vkqW(@jF+Ud<%~65{wm0`qeG0A#Uyma%IbARfzCtK?YP?eDZH@*8 zH%tuB&~M$~YDm2D?wZO6%&W3gsJg>&=!p4Ep+4{;dK8J~WC{5YlO)pJI@Yiohmx6y$Q<9A=sNQT5F9&rSPGCp}? zl0DJwc`zuF`F4HLB)+;-Mf2p5Rl9Y3SYu6Dm{w+$Y0t{!Ive1gQP{sW@ncv0#8n-l zQTf#-dr+z}=N5c!Fj)P9T#nFz=)$8C$`q*7O=J-IntuPEMBn>9PBjK#gMo{ z4tD}_nW)8%OCWG{mnJM&miZR}+`_FxRi3z0_J~HT;^odVG<|sXl0AhjT)-YUaS4tXvs2{oo{AI~GyKK@R!=^NwM9xN`hB4XcZso7XDkf8A&+o0Oe?TdhkEN##G*;_+Bg^$ z9)%MVFXcDBd{z>}wMWU$)?*xWHFMRmzG(GlhZ8K-sml%k*ke*5)>c?c;{*IAs@ljq zKg*_{s_<^6d#AlZb7$i=ct>@cU$kXaNo!8e>s#~tFtN`=f+3vZ8})pB<5ij;-KwhDfU%2qQ13PG;p^AX=MIxf z7@?m-{meP6nzrV?na{?YzR)4ffCZf}Ik-AR=+CQq%)T%kull6873-3`0GAUzc`>%6 zv-36XD*wY6 z^fJ6eL48fpblLZ%>~HjF$-*M7qf?ZG4gO@QLCd2C>T+PF&YIX2Q@YunY2uqvG5=ucna5qMszgkw95JsjH^m)*qHnNVzN z7SbupFZ?vQ`*^f;f}pypQ=Dt%n6(SY->I!aR0W8~jXP|1rX`=m#Hf$X*_)Y{O})*7 zD`t1KoG*nQ>pO*`e(j@hAhc~}kDXB)_aDp0A5*@;@8w@%F8~You;+w%>(8o};ny_V z*-Jobeciwhp-X&C3qi&0LEWVhdw}07y-RS6DW-t`U2ZvT7gJ0sqAzWi`Z46!dBV_YJ;Bo=7nbGJQ9oVdNUx5%=JrKD36|5E_<5omU zs}ca;qmW|kM&E9OVuN()ap3NIIR&UJw$lr6>EG3ii2Xsv-q8zMRQvpkM&88UdP*wL ziWIu;EAaekux{jy|JlG#moEFWH&o2%Thh;lE*S-w?G>SJn#W-buqD z<;6DqM@#w?M0q*m-HFGA=imzPP+~9Kin{ttR=gx>^K1R!SvP&wx2&7Z%41@l2i3Ue z&-rgOqZ)dvk-2yn@5NR8jR7U!L(ocA4#Oa5Rv}! zKQw>$KgfIYKdeXJ-qcaw$nf$8g%tHl`%hm)BnN(D8IB-LR3J#Dc}3TRNqddihv5dz zOcM~HU)x+s){&X-sp*dq3Gwz_5$UoARXbrp-Wb7W6jqnWdobvc)g+m^qnTl5)It8RAjXd^zl z_i;tWb1)ng|6)~acV>Ry_d@hIWuwkFxxHL>#Bk-@R*rJ?i`lju-^xk6RYH$&)m4F6 z;PxpI6=+puw@M9<(D`?H#)FdQNDdj-o5c=qtv7jZTb7V z!Qj^ME}ig~BKYfs;6No7P=5w}>UX4=?ERt?u)2dT^?lkcp50jETDp5XDWXE zF)+$Aq_qj0$CK>RvAVRC>h%&! ze|)(4FOCZ1iZnO!5$vc)7QH&v%dNM%K3Sg(ZV(aEINT#}RC{?_6!+mUFxll1X?@eY zur+C-LSV~Gzpz3eNTB;|sX+HbUx4zfBvF}UT;Bo#FGohh3;H|Kd}wcUXqyq9w=*9x z+>GN*$}F$hfp&?mv)J+wJ9l0!R_}M6Qe{{9nwDb$i?hic{eHY?u(I@p9^RcO?zp-% z*h(*A?ix2PUg&k+8uIo1*b|R^%I9Vqmd*NV9&t|RlcD>3X^Z3-S${FJN?l4KR_wjJW$T?5hh5 zmC1WO{K9&^kXv*yI(1<>wWlxUx#vuMvFwXV?X^2LP$pDRQ@yfJW_I?#2`8mHe| zICN0%qm0}kuJv50%G|-`ol|kZB@gN|a9g65+AwrzI%13IQ1z7ToD%TXJ!L$3+%wxuM-3PmmU`Yi_I#^P`@(Cp+c zv~>UUUgREvW7iA9cz|Woi?(sVT&`~s!T}tH}t|4tNZ=#+WhBqG+aOnbZxgp7gZb;zWboF zFD~U>w}nPoTWa-uXriQ2tDA!`!ui-OdW^#HGN()AT1&t_mt8#T)8?^$YCHTW*ZMY& znAd_^F5sE{w94I{q7RZGLc&=-Orr8i7C)6`h{`AR{b~`DS9-1m{CONz2xA8C&*NA| zM1KFNZ8KD^mF(wn+y>L;vwn_1K}^0caF8_3zz4k{C{jzfffD=pD@;@6? zi((DK(S+IZ>xJDW)8;+zTZO7{N&2#Ab#TE^sG>Ct0jkPr6-U}szGmjw4|PQBX0gWJ zc#pF3@Yda;R__-zlcEvw#-=vmII;B@2HhI0%Mg=K3bzR3zJA++OD2SDQR73yP1Y>m zZnr2=!d`M?B847sYo{!U?;(wKfMnr-ir8f@s!6H}aHS!lCUdn5{zA}vsVdVVHz)8g9^+NwSaDWpU zRY~;Ek?Zd>Lxui1a;=D)W2yAkY0Y@e!!mV{+rx6cs0!Sta|Bk)1ZINGluR1aL{wdQ zjY4W=wd65%>Z0;`mc0ZeD#jSbtEmR~gsW+FSJMUWhtPM}hYBg>)v^G>35G#VS@zz1 z9KN~kQI(_r(C!dOEEhXN>XcyMt@=W+;U+?32E|GTU4Mrenk^$YEE`4@njhjLrjQqb zjuAV1gFT$9fqPM~4kcsB-k-56zaDL{45xZsW!pU@JTHt~gw&V>%_G);8W)eNiB^je zF!VR>aPUD>>Yc%PlwkY{JIjI0vmtFhjF`%hg3pDkndACCSDiRHr9rTCkzhRzJa+CH zc0y_cS+pShI*G>I-NSUb)_8W|dj99D2BEq{tA;*ayn?kv0TvE^WZ~R!EMh^K03J4n z@LL>t&8C~|5s{@@FZ^u!hwDfyn1>s#0VfvrFIn(-i7^A|em| zHX;AZd`yE^z>U%+%(2h;zT7S!4az0+4zDN~z%xAyQwJ4LpBjXL7?{j z|6-oK=83wVPSt{XXC2UeI9o0B-sUV4Hc|0Txn{=c;>2I=i*hx~=7?R{v6}ZObUt~m zrgC>i0@$fo478rzJBxlI z5E`#55R)4xX6F);nXmfe-uD&7xVq>1UL}sjxuxxhY>BZo_by;`0%!MtGXKt ze&v!A3EBTd63DOcp->n7LK2XFLiS5E0sM*Fk*^dGzu<&W76lxH6Zu4FesR_}NUq&v zczX|vxdC%f=)Fexd4Y9M^-ziR_X3kJj*xa72wy&Xz0h$$S4VL3s%<&GXU)-moR?~)8Ox8H#OFZaXKGlMR%(CZkCMfV z5&lfY><#>Ih`86%@DWcyIHkDzkDjKt=6Jfou3tu+Pgl3FnQ}fao<@%rSprT?>1L;j z#b3(TH##k>c%H8pe*bDVc8aeeaTq^3x;o`>w*F@HuBfOe)ZwIhfXdlvqdfy(Ul^tk z;IZ=7eD718!^9XcLAjchJ~gRRqv$35W$b)m!x27FbJ0HNQSEGS5)Pctd{0aU&YPZ( zQ6Z)d z_J~S|_^00_5tZlojh799Fp~VnCo@JwKKhLZFOX{m7JlRKBjv!Gtv~R=Umd<_L}biw zl=q~Wkp9zw=ekAd1pRZ|>SFRavVVa!z@NAV>8XDsj&#Z7|5T22zU==*2bXU49}tV` z(x3kGG%dvBtwVr+IOWX%a|e~@<>Z~#rp^2QaO2ub>Xrpbz-vHqk+ger| zYx?KQA5M=7IY|KEY^%eISkKw^a3DZGyQOp>n(Js0gc1S?C6;@|LC-dh*7=Lu?-a9I zRzIGOQ+}1&-(^;lCI0n@w??h%c-*>T1Xey0v^pjTGz_d$z%S|@~JuWW3c;k4j*70BLLXI za%y@iU}-9OlbasfVQ5ayLqt}6Uyh$=GzR1R$lrJ)x-*;EIMQ%8qw9FmQ!pE-tgH`q zRxU`&eFm(hC%u!cN4&YmZZdT}&Un=Oj=}n~7Hq{b7M#-Iz&m$eZ#=foz+S&=7(}s- z)lel~)-BtAPP2`QE=uYXa0|zMnt)`@Urx~tr{>|i@;B7VsfKQ;#7Vn#s$cTPWuHP> zw}WX!6R)!3j-qw@O^;j=%`kX330#|a`YxcPZiholwqoX$!t?qNB`tZ0y5|Bmeld|2 z1h@_DI~MF&WKv#5sDtT!@@`GC{qIBCCd_W5DN!HTBv`-x8wxFm?e#>x2gr zFGy@YQctfjdFr-)qDS{#9@DL?9`pZD_96@#Ga3-+O*~`Q zaj7f5{on-rGR4Hx4MN*Bk9wmwpXEn3u$*-_f}eh`u|Betuskl<|E^{LsZ#>(7m1|d z%bWN$E`RD{Up%0{A7;OF`08CZwLaUj`^5K&<5z0dx2UT4M<1x-WI0tOMudi}ha`lQ z$2+p0_p$tUf0IZ4Sb+}MGH{Cbj7~% z<<9`BP)be1moxC$Fs+s+!om1dtpPXlQ}s+3aUCL+xJF71K3qk`CAFx{ThQg)t#>Om ztm=8`je^6Ate2jbe(3N~=&%QaS~eK}Q)2+~&qwcl2?y!|g65^EDJ}8TqLRMa6}%nb z&`g;xP|y^cI?=BIzQ)0fkGSr@drks2M@c6S;VA^tZeDJk+uhr4Hg2CCEDq=2zk_$f z&d2AJ6QJ8p5y>JvFwfnm8adCAQB;SH6UZp4R{_zP7hXc{6OKiqC%tTJ5djzM{t_qd zZWE5@huA~b{sD0FW@U+k7LOSHZZUv^3^!TqVpWw@84!b>V|R=1=xp!uv>wf5Ql!>Q0vISUXZS8Obr*2$&QAd7gf{GAmma(fCd0Oua)C2fk+}sCJB`V$t}ZXv z@WV_MF--i6Oi8yFDiNtc!##fz%=bj=B@E-+Hw+Mgaz`1fn_-@W7YXn~lG8`$w<=Bn zt8?6`jyX^4i|B~E>v7L~4`X2pHP67JSfiNS!?ZiLH?}9T3zj_*XXS(43S`-<*z?%+ z*nQ~rq(&Vq%3#s2(LZpOQ1cz0O62@;eh-X&3PgrA)q$Zyq{!GOX)xl385u+MCHRK& zU*e;HzXnL9fkM1UAu!ZH5*cR|0mdQaU&dL1K`C>{I4cPif?1~2E{*;qFplE|Qbrk! z6lz7vB!9)+Qbo#8gThG{0h1P1E!Ldezqio`U-zFIf19h z@$*nQPyK+h$e%${-C&s6uO@MDxIDjljerUje=1B1z9DxR(Tqgv^ z9ZBdD%pxuWgTN>p?zt!-b2dS9Fz$#1q`ymD1_pIU(VHdQMTDXu*vda&#%uk5q0TrdYI|ii@kdY2ykglQQe}?zf`_^~A zd%yn!&+Id2@3r>c=bTw*?X~uAE#Mrd^yl^m5oCR$Xh_zPs<;`P%ehy_u@{77A;GKk z8)(Y1lUztW(HZ{K84ckA(GvV3e{aqY-n)0_sHSu-5Z7YfOHbIV>vUhT;391N9MmK< zA4Z=I{2Y9v0SKDBlqGQql|DAlVwQ*2UT zsW_ry$g3*$u;$fK2#Amg`~zd)-*PquK`FNXA!ik8R--5XVOt3J+sHZ}1@Irt4+f6H z{y*e=jsW_@{Qlka@*QYrft|l0SD^7|D3WyAJ z5t*_&M@r zH+*PtjJMQh89)Qp1fpZ&e{&YonLDwY+oDkh!!$J0ul~I(`xn`G|0LhwMo;@wd1qWd>-jzKKG8cL8O-7ACOwV z0kw*|(1;`!jgmf1rVS90H2;j7=^W`4MJqmYMcp$ox2`2cyBcnjvMDj*8HnTH6j&*S zw6otLQJI{lS%)K?rEMiACV`*)yL?Kui;^YW2YI|hgX(IvZC-JtCba7p|@seK)k7GfTzm}U~o@eRpE;*rGF=k$p>21J(`nZW=3(*peYaVfkO*B1ooCuVv4 zG88dudR3}LB(?-hgtLW)-gUfO*`~rnL+`}D6DYmrM_mbVEbziSBQ^HG1P)S;}fR00L zNGx;h=BHl9c8z7`iE_QVJr$xE(w0_KkMYq|x@TWRsN1Q2tK{jTy)ep(rUh!#HL_LK z@nSyktbMDTX}z2Oqw&F)`g+M2)Y0&0YPI<~lVttT=$PbOeaD)#+k)H3I)m|z%32Fc zzdeL*t@DcB2;tP=h3p^IxmS_Sxv2;fPziyX=_U@-0j`# zD%}^1er!4+>&K6|>(?CgDxFu)a+l94Mm#q?y}j4>MSWxH*H=@v$5JZy7#btzPNcnE zPlfXRq@-T~B&O&u$z^7Byo12AfHO?^X7Y0oBc+E{=Ivt7 zm3bMo#a)!*cV+&%BJFH_A>4|l&sKe$1Mqnfx$;7t~d-p|u zKaip`wu<6(h4z)#{T4gi>v&_YpD))Tz3w+=`)$jN_&RSb>>TfAY<*X~-tDfo>%@Qb zy@n4dar!EE4|2GLoMa#4TbDdu-b*JQuXc{_vicUQufZBVkX-z|0RE+^q{12p#ksCI zo>8T_soX9PtDI$Nw*;v6u5Dd3*-4q*jyQ?n=WO_}|6;Z)qL8y8XFq8cqkV*$^cu?p zsXPz)P2zS8g@^>@fI6o_sYhwo___JHWpj={Y(YC?xnv8DtF~^<2X=7Nz(R!XxQD~3Rf;mY}`7yel)zn#JtV_-+0Dq`Vo ziKMUoLL5Fc!Oe!EQCg~?8c4iT72~*1*|80ueVBf)E#i>CcWE%9#fc7M4NOa)gu@J+ zX2BTh>aKGjE#|Ae>rThTM^0E}-ASUCWvvpOgK=(Y@in;me5e{nNI<@fOeqgC99s(@ zaS!Jvj-n2b@$^qP-zGeF9y1hGBw5ZQ&Tv%VA_?_lG@SL)&;XtZ%4}x!#?>YyokUV? zP~obO(_&Q~r)S(m__9Uy@Y}iG=^+Iq2&Nzeei`|#hf{97r(rU0o)Q?*NS00TJ=80H zN6=Os;k3_+Z>aQLqI8#&3@H#9y}Q_GRCsD?wduTUXo_0Bcj-ju#lMmIZf{*U>x~EsHr&p}0x0 z_ocnUv3$Pgo59kIym_CgV$+FXh!>5Gl8B#!9p>)qe zL0C_d&%Fs^d?}iB#^?*rd5wkH_5czKC2SjD{d4^q#zYALYqD`mS0v* z@D}?--24vy7rXtSEm5Kpngc8~rqP={1rFrXwHtUA^&W9rv zx;*xEYXy+`EzDe)jPslwAJ$ei&{&uwRMy}LZ7g;=&vl{DZ)Rl2& zHbFbUAw`ph>`p55KR$gbuIdNeirP57yo_Ju5uz*oVm8s)HF>j#8+gXze~O6Qth`&o z-_;afR(CI!)W|!62Fhtx+|!w?-Ndnhm3{4nTn%Ja!6(Q|L|^kMNq)DvtOy3Ma|>`W zh)g6{60^T&Er?+{YEqK6ky3uq_(HeXfEkRbAonHeCR?!@ z)kO@77qx-W_uXeZ+uDHUs@hG6BXsubyA?#0aKpNIpY{4s?_;aAZkK8C)%rfqUh%yY zp~k%i_xCSzc%#b@s8k8Q|JSbI3)3qCVBGN9;rv-O@osn)nH0qwGDs{DWk8#go z;+ur@FqlnXKMyt0(2^!#U;61i(7IS3>UZe8^C`~8o8)YJOq5b1{dC%O`J0XA6i~!Y zb#i(5yG4$gloEu&1>2A4@Tv>r4zCq+4RZ}v4P_1El4Mb)gWOa=1EDYJp^OV;2W!!9 zF|;46KlTkoj`TL^EmFDIo3Xb!-Xz^1rS6#)+E)huxWGT?M#pq)D%-oUpZBYA)|Y!N58FGFD{ z@|HaRH6Ie*%w8PwRLy-RJ^6Yn`JERn$bPn^`AeDc)H0zo_Y1Mf>oYgR%fcie@-9X* z&Q|28Cu9S;1nF{-AGoV2d=B0|sAatF>aF=+Wa)21zVh6occl@wuT96QUuVqozQP^);TG)-yV^WH@O%(&^6E9ewRaeb|n6gvUp>)(3?FR4jSyi{xKX5%M}@j8;} zG~)$cAr?lV8of5(ca~aTqN~TWEwytt%Wo$ci9v^gva+v6PTdG>*zvyO)rUwsKz|*C<^oJ^QrL_xMywQ(IPdlkTlp5N?{+ z-KItrx6>!N?^|=a1OesZ&4z~$^tXnV@E^Ojv5S_sCT7d&94fv!9)B zd_azI!ma+wgCpO{OTAPb^T!cw<2W?ah>IHj5j(5nQM*^vt=Q&D-CpR6+2=!{@ylzv zUMfvfdnX%W3Gyfc6=Qr4sV_5(Tq9$4-5td)vHsg?2eY})-1h*T#>MV=CQ}2WS4Mjs z*$H`H*9yC-C0O6^;=c3nbg!N?6HDf1>yL2F-HnKwzd=o5l6NiW+swmMf%V6#pOfM46){6gADcggW1Pa{KBptM*^Eo}gn0*ty!eSUcKUL#?;LuuXyOK?jU(P0}8dUk921KWOjQvjx4*(Nxqg(=;Evs0&sEZ zq=pBQfoRdF(7VT&zB@Vt{QaVZt{eW94GA9CwPaBabn)_Q>S_xo!)J!xlRKt&=gZ^G zt2-l=;g22%@^H(V^TZc#idw$Uw&38ONJ_2~6ZZ9WdM_<2?(Xi^Fp+4dQHg}y5eE$5 z@ZMM4@XljTdhU@EJqzxxym3pmJM>)*_dQKt19?10Q@&n%A$d9pdR9}q_1(p+r~Su}lz^?r$5ZYS&uh9>F*tJlLH{vW-%$)w-A zG(D8I4`b1mFv&?1kk{a37I>t=0AzB!CP~Q2CK}MZi>Ep~7_w-Mrl*(Ni9*xov3hBt z>3hkfv(fYpVQFZ3BLR7SG(89LfHK%TM^wH(i&`2tDnURS{XB0ZBwr~0dl#r0R8 zV?q)Qi2o#*6p(ii`$_Pg74RDTNx>{vHu#2F4m4b}TayqCHGn710qDxWp{CqaNsnkZ-5) zS}|$jQ(Q4^k+EQUh$J33z+Ej0kKo-wH2WJyAzFicyTyPHlfv@rB37Yl4{b9#NN`uo z+E}ixK;gGgX{=s_wg!IpT0*UgLB@!7_?iJE?W@0M1_` z9BzA%!SktXu`Oibi@AuwYm)M*68c@osJ!wrLoX~92a_MfJoN!*bBz0x$fF&!K7=?I zHViN*p!(&499kbzjQk~S*#5rk{wIkOg?)hmEpaABlpR2HivJ8LB^x2v=QljFO&LM= zu(e*P?&5^WCi_BmQ@NltqzC~MtgG1)3vsNXPS>~qlP%I~U8D(seu1y5z4K?`yRO4y z0)l~#@~`Brb5Dl!Ck%%dT1Rg zy_E||Lixc9X;c*!y%SsrF>`mu0PO57dU5H^Th?w|G=_jj08jB>cg za!At!SOuxZkRf~ z-aw{YEJox?d(fi7uL|`rb;h3+?}8Su{H&-?A*;8wQiuddq;Yvlv?(&RiSn%mGC%;z z?vvX)IT_Tv5<7H7pL#FLTmG!5cui*atCRAeMd4q((#Y!VL0;#qO7RDDe^#Wbg!TTS zhz?pL{#j9XE`LDW zjI?t>+=?|MLbPHYeH+6c7!w{fVWwuZDvlBk&LHYw-ta|ADFKKU&nk zJfH6O@sq(Jrx$8d>G`Leqj{z0ZINBa8{wqR4R5sohf>5yqR04g=Xe8V*4rzUq9v49ds%I+fB^u^YIqnBu8))qjJ?4 zo`;iZL|dk4chDotq^_i~biu?09bXyxHEUUR*C|>{yV{{)ch1J3s6$&8<^H8l{Vv@k|aC+*hYydrzaxvM;8MkMq*!@HU#yOkjMnHR~7uCgdC z2f1{EYYq)pv#tS!*z}suc}uRHsEmDximDfu78W0D@N%#4HFsLl@-7e>YpB21USGZI zVrldR1-*XVNoGRu1)RV0PR+V9L%wp>P6~{}S|63#*=1v{mIOHb_(7~&FIJ66)Ngb^ zeveYt5Go}U+D=_lwagJZ>$lCDtm2v|xn*=GcAtH!%5xbYZOr?2y40>V=6AL^w%HNe zSP1{oz2Kry==G@lN2^(q_rq9tsQFvfMY@S5QAg$iB~YQl^}!Q0JH#1&ufJhvJA1T` z;THy(>Db5ji%6eA?&H|E+f^|)w!wz<;_+$%CvR!=Q-WF)2dG6UtiN|3^j?(SG4kRE zwJ4?aY+!E?ZxIVrqb~V|$;dR6toRWHESCM`D@i{P z^YhrjLf(Pl_dYhY6nEl&R#;xo6#B_3r6;WSS0gvYor<50)*s8S{~Td)GWn{ARUlfu zX?MzUW1f(U^(7K(3TvI6h+3S$1?m8!D0tMS40cNxKU5WsLmh8+-U0EzIk-aI_klI%#zdFwgpE_bDY8Pr+ba*n#IV ziT`|wcL%L>X{>>#e-G-x@n@~e&D_Po)Xdf#Esy@T*t?E>f&aI~UYET-da+l?rEvdp z)5T|GW`b`BMjx;`<5yOEU%partiEpNwJ8=aV*e6uH!fl>tRixewwNpTxd(=9%SEFm zNubR>u4p@i*Gy{LU7wG_*I)JV*#Z#LM~}39ao=-Q`rC)C*~04uY%fb#Pu>>ahr_1~ zQ*8Kz7aaISEs~u@8TV);xO=|63x=EJ4(c@24q2DS>pAE5Vky(cbRiI`H7-0o>G8!b zfm4IFY&~Cyvs2y{&q%(eoqQ4Q;>V#?G%Ukv&@mHS_5Qieqla`(14X@q7*w2OSzy>e602t&VBEwkqk1B=IaHzV}o+ zSYj+R1Fvh6EQ%SnYHzywP!cypCvP&3KmEZ-6l&kGR~!SG4&5jBi+cG}SOGX|O{rCc zjcr^*&-pZ5MC+3$<<>LyzIgxe-H`#~R=nREJo!4Bf^IYG#< zB8U|p?D#>sgI|-$-9wqL*dh1h<$o!ZfPa)qpb$!oT8#QaBDeWKapwiPbW+?YL6>(G zL8vfTK2hAs0n6g&4`0g)+C%as)sN zD}zsAd_U#Irk>(X($7|fmhy$at8Y-4AbX9~Pr;?7SoTZoG13n({uD`diR8a4R=82^ z@1ho8{Nxlbl-c#G(QEShpVUD6>!`(upRLB|2i(pzB?8_!LQoUq^I9=&l2K%$a?9GXQC5F#4WOIX(*Le-ahD+!Lk)Kjt^U4IVw`9}n2XlWbTZmSBvvvzSa4UM zZMQc46nFgofx8X;Kske5QA`9iTFv`4bjZ4b)9I?3LfrP%AFnx*FF#i!4N1PN%#jY8 zd&y@3M2U!Jon{|S5&EId2qm6#NakA_3)qnWgXxXEQ**{3RLF;N>tLhkI9KdC#OF{= z!6;76d@~wMXp}7@C^GIz;(f+A)#WHFG(NW?Vy(F_sPd)j9kI37yywyk-R_|dfVr$; za)O^H8-U^v@WKQzULG9ffI{b77U5k0{$&w=2>T_A=>IH>e%nR)D{SRW%nKLr(59xJ zVJox4xmanrS>ApxF}bBLFBOKD|NZ&b2(zMLD`C4H`)#u?m+hdLYFWeLUX-yYstrPq zEvd!Ojif+4V?MyBPI>d2=c(OO&bYKxbEN3mgr_czMM4Ph;1yTgJ2A@CH>}lf<+&&z zyvRVkg8mQ4xIiCaZPL+dlv%-}kF?4)a4w3^cadRbppIeD(UU(~-V zF!1BFjh)H{Z}qNFBFX6Fig}@dwdc&+$dWi^e35LRKZa2hHq+D5*4`R9 z_fmGUQPs|&kz{Pk;`Ucgg!coL8RW{VoT{VlUdFxd$pLMVKp#R+5>Fa&;=*QbM+T#( zFE^N^usWv0IthwHeF)Nmk*uv;VpxSO%Nw{Ufuhkij<^RRTT)ww-+8t$wlVuD3&f7o~R_jtQ)q zW7kK8;}NfX)BwNp;%&yo+74T?+$hT4-HQOa0;ws7C(@)xr%L6EdmQ^h7=cE{!BqB{ zwvX$kCwnb`QPK7~4)H*fa?v`@eBNO<#Hfn@(C~=QcP07t;A4($Vb8jxvO*feMnglo zyoAMz?ccSP!`FOUZjy>K;EzG4e_$jDWu@;b2IKK`Nxvq`AKz(Y`c8U`xtG}R2@T$# zN52#WmCv8U^U!@-JHMX8zXZBMzY5P2Wqr7KLHRe-KFlfw#oV!(Zv86j@!IOAc+KovKu0__!;R%11{R^6HmTM zI~U{PZ{2&!MDhLE^iyolXO~3r*EkcIC~6GT)@w_N?1GBV*6_chj>gyby!{%d;#Dqr zs^_jx^RkqmKM|mf7wz5;`mQ29xx0? zf4L`diI=$zMF)?rqF-;ncuEFo`tU<|hh{7Gvn;E_m5xucS7h(3u{m(8U+REm?@H|O zk-l>mf8m~NR!QS6^=b`vd0ntQ-9~UG!=>eU-3Zm5^(L6!4&roqFUc&O<_Ju~=ze)! zwEb;>b_w@^X>^=NliUw17*N8_a-&~fTh+R(O-bsN-(_{THaXm+#fZj!t8i=5cZ0AJ zc9|z{!V5ffvaYaf-aEXLvJ!@cZV(GnWU<_ZM89O-j7Oh%A8`N1fTFg~cr3%bbRnej zlfq^~=$DS$-^DBjnoIV%v9hc(qYK0qm7X3tg^T*e639A664jLsdcmNeWv-ur`2Y8OeY^LsA`4_W^M=A z;@V!a+)XEXCP&vS_Fga&%pXhBHCrlkLm=wD>YH%!vSNRb#8ejdK9uNX!Ywdsd)Spt zac~TTf2QDqFwns{ulBbwjq2Q_+(eM@Ao$eC<1~3R~P!>m^C`&8b^X*4A6u&B6J#ho^XCI&J#0#rk0Cv!D!v?tiVzo z8YLfaE?EgTDV?pL7>0RajoVN%VYomzeVHR>qz*+Nm?QG)pF3&X%Lp)yGQ(8s&WOfw zDQ43fA9-?_5%Dw+TK-bEZ;7oGD0t15EEcrV%5bF=V)LTAA&raD~0E25V}gpjYaiS3#(;0Z>ua}q8ci+yXh2J`Ij%)QuG zf{0`W@Y2EEqReQo3ItyzF(pwNfGhJ%6V+7tQ*Rnb9~R>WA|e2Sqa-J3RXdldX)2f3Q;!SpeZ_l&Mz1XVOoieslq zd&D&NG1fOgHFYKO@sfF?(tG>e(8sj0x0bAo*^ECT%|8PlL4Qz(Fe0cDO19pnHSW)_ z-byn56c8MbnW!Rt>2VQngU(_Dn`F+qY~vAA>j(^U3eM$28@Z3sJJX@l(&tFtNM=s| z&bTpP++Wo6feH~pe!wN_fd$J9@C#`MOf7?{|) zdxoB=-PvjmC#5Y?r)kd-S5}@@wi%}`h`Np^W@PTk&K!en%a~x8yBW9r&FDQ-Jo{!k z`wsi@P-UqgEDs_f56sZb8+!ZKVrG`b0vzV38X^^rFCaIdJTsP6Va8z&9-Jp|fcQIZ z9X^%^x5%6X(TpJ?Bw6q&sR@TYm|e8lNXp+@Dk5cSAFTY{Y{DF$Bx~95swW&pvKS$yn0yzk!$yIZ{}l`6AbJ=pCAigxfD29-{;u zvsMoK;T=K6zv%Gj2xF$U4)&JD9w0H1=kJu~{i8R;U^E*4@1&j}DFO9gJMBXJ@04Ib zrVE6s=af$8!xcgIIlTHW`v>)(ru&Dn672t#Y)1T7hyO@*KFq)8VEv~QtPjtF7yfo( z&d2!QCFTOh@%K>we~t8i;lB^l{xeED$p1eMZT&N{HAsVwS`1vk{V&57|6iicf^+*H z!mJ9OKZSq6n^-^||Dn_7AAL3;`9IiK z!5_nK;_%;_SAjolrU6NQH;(+0tC;_pZ3KK;{_E8&D2rJyV1w6R!u7nn^T?_e!r&m9 z&VN93zr>=8gX4LO@t;y0bW%+bUT~E_TVh55s}y(Urp@&lTc#_$&T!bBXQA{qJf=(( zN_oXcZ-dA!IW5D5daEXD@@jj^YAcE-!9}k<`cr1C#4}$P*tYHZs@W-~@=UJ9gU1{j z-zlmj_&z)kJ3K2&Zua7Xh$-YjokO(in^Ud@uBp0)^u9ghc0KY=Yia`TQ8&u0LClWA ztoy2S>WO9Ha!-i-HTN@LcFEAa)o z9WGHDH17$58AdVsOu_9$^itt0EX{)BvEp^KcpH3FbLi^X_Ht1sJ zSi9%!nOc|;q58#?qFI5JCPMc2jP=?{9r35y85+W!J!rZ-2sk!5Ydpx59BD~r-B#Lp z6X0ry2vO*5RN*v1Lo91UG@%Dc?!H9twDJzHaWQ7buY0Cm%-=m@dKD2+X-44Ca@95I zD1jvW+un_%REzY%6^A5WwbFF!T|wR`%L(hR$rh=au6DAng)PR6=BSu(OyHxsA>6#qA0w@qA_mG5T0|;2&}@N<&#ej)PH6?M zt7k^Ci-pxEz_nCAaA*s(;pEK{d5MLHGu><^Q8j((l^H_|W3e3Q0I#WlMG@mzF%DGq zUd>w=7|s-mlU)>+mC)|D(juao(^wVN<$-}E6?lcILyE){;+7fMvqbn?H-GA-uh1ln zP^X=K$C1bx5c7Y^oB&R^FR(H2DrEzZy_I9|Y!6bM#Z+9XTd z6WeCCOq;tcITtf5ECYzd%FqY|uF^rDX44A$)jU<`2A6un;pRj|L7ppeN+$=`z7|FC zk(e=1E)9_7E}D|yXfA2GrYJ!O6Pn$k1aHCa&za#wCV-3399ez%1(k#j8J8jUT%FeI zHDY1bsvl&Diz8ST?g_k$8G*6*@|fU`fe)ev-;?9V=Tv}djs_3Z|4KI$BC({QRUBgO z0wWttxHs{$uQ}E)>#%`+M`qt{lPG+aT&rUpnwLvD{+=#FkdglOGA~YfQU%|#7#R!j z_6JA6gL$qFLvRw5l%#d!Xa|=_<#z534M-d&G}BQseX#Pm6shbApox8jT?F$NGtKxWt%!tIJS2QLoD{<2U*AAP&q0TD+H?gtn10KiGNJZ*dxfr`$MMS8Am{C&JaUl z$+sYh`2JAp2S6*qgtPy6&j7`8zmXC8bRC;vYBgty<`F=gV50P9v(iAAeQB4D(r0jZ zpRvuIV!4oua)->}-AOJYywVh4toRU}ew(L^@FaM%#i!-C#jEA8#V_at|A=~*e>~O^ zv{Qw}$6-taII^@HTtr?;Nq0y)=wjaK~9X(RCGrU+fE% zx|D?Ud_GYCCzYW4Amy-ikBMQ%^Hr$An5R)NQd^O!XWOSMEf4MujoJYGo+-(1*BM{d zNEz9C32v+RJ@k9&Td<2f;XGoF-a`uBBfTsbN$q+A{>dr?(NS|K2kyE?nJ^gUeUx<) zhz-!YV@AWhlqIOh(nEHnqfLtMMVBM1o)szV+TARLy98D4HdByhf_`^AC$4%Enz8i$ z-aP;kt|D7`SLPuAylA>Xk{M~9HHg5@wx~I`LMLVl8aE*al_MI5VP%J*cBU6fCT~$ut{rsEUbN7xuiWHXa!$_LNWE zj2>AOqEeM3GZsbSW(FZKW$7pmvJ_|{tcr>sM!rCV7$RbIncCUZO>z3>*o=S&sETOS z3bIP5sD&dPp;&+nXtgkEt2y+cd|!lxgC`IQU7R7(f?>!R+&8{s!u`IO77vDPn9_E= z*OWNk@zIHbkOU&!S1brzB2%O_U*MmVYxUYJSXZq-9)9{&HW}wsowC zu+mg^GFsP%PH9tsW>Yt%Wu)k7W9#<5l0lp7%$4JNso{dxOP^Qa$cC=&o3Fqn1q1h{ z1=iXzWdbPoF%S1`QrblwS*BVd_bv10riQhXH?FGAJGz~ZF+>-!L^0!_c!+-!u5+u-KWXc;65uICuGpwwyER8onZ$*dgs=x0nx@NyJOPE zeRDkLiTe&iGDZjcH~{I%5so3Wz;AFx*0|qq&Q8~;UUIUh{PdKP!=iDscP}u_*!LYW zzmLa9#zRq~V5V{W>BLEPH*w8A3No>sWWP&o`z6~%&8fb|4|AEL2>r3q2*cbG9IF$_ zHco9A6^v+)v)LYrsg;;*%r%r;9~~GeAYV6E!z*U~x~mK5$JPjsX2EPaM7~Bj2dpBO zrC`9AXpOO;#6tSvr~$h}?q*8#F6Wx^6Y|l^bu|UpdAEAq4i+Q6Iv7MtD|zd93x6el z@jO}vLcip7KYl;WAlIsqbFKKGT>FM4bn+96Y04_qgi4mQOl(tyf~Sqk=h4}MaJkg% zY^&7DD^Dna+~RkSRYv1Dd&wl*L?G+JMX-k}XUtiyS-x${M_)M|<~-_(y(%8thJU>_ zMp3SSD&xH`bA43q2A|$oMTfJ6-30r(PA~<^u1!}z+t#KMWo0xHSHc@0IJRMemLL{zMeQS?AkN<(Hf!-%YOW#$QEwPL#K2GPi(iG>J5C= zpRRajth`PEYuxmq6T4sB#^5#i#WBKP%i(T%(21{Q^kWDONDs4q7qQvJ@saO!cQ>Gy7d5O z4OC&xxXlt~#`i(}ql%riiSl=V#*?m7=GqF|)v?l}Z@hSF<(5rD!*&I``MCvC4of-S z$GJ5XnKfF>Gxxh5#vkUI`5i>--nVl&_8Wgw&0jBE4?UB{%U$hxKbhcdf22QhvO6oQ zeY|EV-MF^DS56t5Chojji&~0v9exgMt<4X)%P}-R8IxTrtB$Wc8XNDDuENi%!Wb)( zcpgg(U3W8KYx-mIIGlC>+$INDthR?nA>zK;wh;ad%;b}oYAr3cDuqc1#&|(r6pD% zHr^3i!xR_H6|vTaEfa3IPggM~hlnCIAzRnx=b0PPY2kOIk-bGL+Xk!i*OiI^^Gaw| zF?%~wD#EZTW+aH_p4c`?pn!UU$rhZt0EN1kmmbv49xS1obb1~ajvN``Fm|_Duc&D~ z+m=Uk_fp5IfXjWwTtcxB5fT%M+WSS+ayo@1@i3Nb7$!4Q%Z*(#BFQ2g#(|D12i_-sHYC{s zvFr)WeyS$46;L7EVa+a`7F`z@Q>j=O*Ge;Ig()55&`W9qpovZ0j0E%z$wWap6pQe& za_WOvKz*yDAC94FCQ49Yc5!)_lI8juK3uX{j3a1u#l0@?VE=|h0-UbmO)P9GW$@U7 zMJS=kjVMR%ii=<*SCpBKZx*bX)g+ z7YxL=?RWzm>fsx9n-OHuX~k+4g^8C5#E=txDD={~$@r3!?g3txSTxCd!4Td>=(zU6 zjm8%pL|2QL1DBpt)FiZ1DGKH_7&Nmj^tXs93cS%{q3MTTCI}gdmwG#;l6l}r&m5Hz z3p4Jv@e>TV<=WIv6*5d4VPz^W{XHW(lZ7WMP;f^Ou$L$lPi=a0SQp7fl#7S1_U)Bp zR9NLduUqMlayXbAITR5?S}bfIt{>Bu z6d5k^ukc54MDa6eh&2d6O#NDXf)5Ch>?!HCPA76ImAyAVgx-T>7~MVz@*+S{FYyi; z?@L`~mEcQ{-#GYOQB>jJJe*AlJSmJNFTnFuEK6NhsL)SJC(g=ss{c$P%P`~hDm8Pg z+9-Hg`>q|vH{t2jvvJu|F_(|+u9S5 zHtdCAKM4DYU`e1kO8ge1H0mZcFHcTis9(b>%xIjQhqWx<`o2y{nh~xZDqIqo zLmYZ5+rmr1z`s?yMBiGkpdMd9?Ioo|J(CoS@wJ)}Sa1X=B0*0o>LFH0F>w|mkc+8} zCnhVhRHwxpm48VDD(Pm5c_bLfp3uRS(yH)CW9*Y7do{R}4*~5JtS*k2*)W!_r7;v; zixw5y%ljr83Oayy9F?V+o35U_TuFJE;7safZu=w0g&bt+7;yU89% zDSI0~e*fGe{1G$k5h#a!o0xs8jFdkOORFg`L?}1e^}KNQvQY=yWD`zZFg5Bnv&i%l zqB#lMR${t#HALW;U~s4-SuB)>e_HI^cUZcQ6SrYwpv6BKd&}oS@+PZoM@JE1dK>my zo1at^y;Lx}2mbaxx%y1DSg7$Vn_pJU0Uf>mE&DdSVjKvZ#D@u5Mehw0eZP5;1emdQ z*}zI^iiI)Awt5~DbnWLK`kl|VS<43-C%wtuhu~!uDc%O>s0U5?o2^r7CyYYSg&D&# z*>0}2>Ys!Or!uOi2y{pEP z`L+El7PIcY9$&8w?=$aS*+s1r>}Axo{aaAGa;*S8oF~*D9=-Xu2WK4s!7*NAv_n zRCIdu;6@ww3)bg`(P2>=7FNKWw;Wg4P%oWI+{qv)N#e@YOn1wRF$iZM*pzI_J` z2GSKQv8Z*HSZ`k+AHON2ckf=xcD1a>8*QtX@z#OCBKDCqY&Y!kMDCnEk8RewcSnBr zxLQ0>w=3@P0>7&zpK;k`XZzkSvd&Dp1GW4EF&1wST1h3hvTc~2M zLYh&xYY+2iu2qHt^#y8-4+JVr2DWYmJ9)pN$+HgZ)i0fM7~M5p?1{H9pge02aMcvC z%emg+WKn1ESzts6Vpgb6TsA#Hbc4J=k&S@Egl94gKVh*Lmn~5$+J_t52S`++se=XM z7_&Tls9xINHgS7imt`K1mYJ`oNlM^-*wB~Ny}^alv0~Hwuu}8Jc)prtUP|)t)wW?L z524!QAJ=3r^%ojU-{&jK(nwr=z*o}W#%4I*j(O6FC*8>eHdHa_G$2&_zI2VBdQrRP zvps*}Y8TTr{%w=w>wPgx;xwKzuj9x1gF~)Q-KIQHFNvw|48`^W1_}*kZjx4TK`OEs zeLFE3Yx?gMl=ZjW<c~G&#OpH_py@b;j7qDkcZRj;Hz5VpCxv$ zK`6ocFO&h8rO!{Kq8~Rpxn7hIV3yX2v_ljcKs%^hpjQry^be|t=lX-+S(${EAZ}B( z4?O0ec@x8n$n^o(FmWuhXc-3zdGK%Hz0bn4DJDL8tuZQyGoceMv!WF@DnMeW6M^f- znGQ}^^B183BiQ3WWb~r84D(YGRVC7|W{kVsT`LJs?epXzZrtg`rc5mcBiA{qkl+&j5MX7qKFrZ^Q?r3;27MDTTYJjheT zN-oCoezjB~e4kuB2JYcvMnhvlzl8ATMTFOP5;xNY2yzM#mlj{F*9nY9MEI>}+5<$* zcU(-azlV}|6=B*Gg7|pv%*AP6)7ckO7!JkzchlVzq-05s`H>t9$!`K(dhyj3xV1a| zS3rnXTM%bTKjx)=xSRvRk@;SOUF)@&)(39pa)}mVjN>sZ<2jQKuOs_r=j~#Yxopg_ z5?{xWjt6Co=S@<^P|ycs4+}Cy4@QfPM-(g}Gr+;*cw z2Wud*@!o~10&K4SJ~SySUp$}Hn4DfnSpi1l6HdJ@3QQurUz%QQo~4hp9146c#9(VC z)!)i&6bLbjrg?8dk9zyiMOJ)P!J*Z1JT$k&v__1u)%ogIt+S}>tQPjXoMspM+enN8 z9C_O;co8a-QSQ|Q{$7ON&`^IhN?Oi|*@p;}O^IYA3cnOZC8F{A8sJ>k`=L_bz93e(73mFYXuKo_*-ga!GVC!lM_sKxgYF5KdLJ!p4 z)ppnJq+l5RZ6tk6^WAICQtxJ&dpl%!TPSxdXg-ETC3!w$LSLvvY3c@Q72j|Ji_Fs{cn*-7igriI_PIrdlP*{#2 z_}*mZG{4?|la9Z`&nWb5H6#xv%~(yIh8FZd60J6ubsN*Bj?<`+A%^HS; zX%{T83Y&!|Bc#@w@F(N>yl|z_SNBko-&dNUB<#*49muQHP?lk5G8;<>tvQiT$wm8n zV!CzHcjN*J0557#{f;;5J|p2V(Or{CLP5Q!40;JQnwHEd$6|$Ct}`9#R)JNQ{RP)A z50fjND#r*eMGIwlA6fFU4Rg(z3!e(>KL3%17EL*0VCvi%8o&82E9^*tgXHLOU9-%o z*z}cQ+c{(5Q}Jo8Vb3}CQdW6|OoBNP;el{8N6Ml#uy6L#GaShQWfnl(sk?|kRV+0z zISXqvTh-CnB8`*d_UB}bA|$Ix^pNaJ&0NlWg{>DKoZq|Z;l%0G`fxIGx0)_(^NCEv zhB*^F0I_Mg+Ms}zl{#Y(-7od&9sjc7z}T0Q9LkoK+Md+PN+QQOwlA~ECer{ zNLpSW$d=FU!>G?LlmJI+9pSNqIm1bjSnvHcf3uG=Yi44#l1ZsDMT!m zFq*ck9WXK;aIUwST8Nx6lFw}vC?{jsQ!wm>1i^~5JE6Ee z7Z1B~Mm;A)kvscjsqGU?+{S{Izs1NX4)5SvVKY|=NmhI80rv8N@Osmjme?K9lk_^) znP%D(Qb;p-3DtQ77g}IE+7u~ylDpMsR!1K`OBmC{10#uRrLTi<&8lD9q)m_WGy@o? zqg|clZ00C?Tf<8T^(=|xVofFkbgJ>}H+3dMoy^!9LJ7cN$M${nHFya81Xpv`b{upn zy}xHR(+4FXo$Hv{(bt)y$Fgypn!2EP&(XT+fu814)A8HRYzs(XqrmuA1X)cL)nq)* zAOq+V{b=bD$i4+tLo5MW)}fUg*rbQY7$0zFb_|rTHr`(+ZHX2n5omqph4&Txm^psT z9OFhnX|y*z(j)iH@cY~G4ldX7HLeM~ex#c31dly9N;6Frw|aZnC!nqYM+m^Xg1yy# z)C(SYv{z*nZvt6^Igd<%;nh!B_uz8{hO1|TwW;T#LbH1r?DJ{YO5B0gYJ-hQkD3jG zkuKu1F}}{cMm45v4Y`Av{gc?Kc^-ECda1?|^f?Ub{{9_@w^fbRNLNA@*4>w->7}DR z*Ar>DR2wQ2<`&>rFap=%;( zWA^LzaV(`MZdczB8Qr82fgY|h8D$F&gThCSsyjVfoi1IEua2qoomvsG?RHx}xi3iz zmn2KH^v)Xn>L5~Os3g8$(Qlvh*rlKA<(O?;fuyTLCgSY^NDP13|H#X(v4R*|LsS>NFacd7_EY#hoqE&^#>A>mvPpM1?(A6XuA z;>pr|Twj}eqBp&+qtozp{JFHRhug+XS&oybAEH0g-#2Ue*}d;taymK{^)iJYPkdf} zydHn1cQ~@VmA5q=pZu{-$8=;_&opo3``%Zl#htukN@=PA=4vi2$0EHEl_}S6D^mxb zqR)*^kFz|_-hH0|#x!JI)+Z08i+W_4dPJ<#d(hI_*JHm|0=!j{NuJ*R{ogev!`LQc z)b%q<>m-v%jl#wBC3_*_LSge(`~B(k5~tz_ zQxr2iO7et|Ytz3R%}a*TQbU@ocC68ND1#r5E%<&H>|tU)*A`J@2?G2`I%sqjk{TYt zP#4nbh5y_O_t;tDHX7!D05K=z7P8ava3c;A{g$HQfUG$ZcnldlV9pCm+l!K5Q?LU@ z=YbLjNM>yuT4L>xQu)o-(NmPuE#7s3-ajW}hoM1=UfAj~5whc<6q8X;s)>TDu~wY< zj&2?Q@7MI}k{-ieY}31U<@>(ajVtZf8kOj-y=^dXZH0bhbpWO;IeiVmzzwLJcQP+H zV?SYT!}YMFH!Q}oA5xUu;JpL4rOg!#ZcT2Ji?NUvx0F3bRy9wS8AcL2F!}Y$3kH&?@K6f^!YM*Q2%b^176n$ z10cPHgv^riSTJgBJZ5)^ZsuVNcK@s3x#Sisa6&Y!n20o=Vj$5OvJH)V#C(&=S1{-a zeVf!yq!WL3^l);!PK?_SU^tcC+-1&UCUDxER6iQh?QN;B#Z(3j zWnk{Ox@S)Pt%PA^NFdYTcO$^>Ry33T-OA{HxD=OX-kL%)+zXO#f7muYSL)&dV6ahsL&VsO9WBLicD1W9r!!< z`g_U}O#96!bH-!fXuDsP1YQcpKN1xRQrL-n7i~~37{-W$islzySK>RoL-B+pC)~xP z^A4OX3SKhP3}r-Zdy5KP10WtlH~Apfvt!M7?rB_Mm!wc?JV+0QiM9n}ise?aLm#g4 z{4DJcjG4#L+KH|w>lnJUzc|$Piry2fyY31G{Up|nDN6cgC-^dpwl$`q9O)_!VqziP zkxCr$Yp>YWh1+wDzF1U&N4$lv*YqeTPCkm#qN}LJ`3_Xxl+1`LKkuWivPTy|x(}n- z4`JFTWwhVzZ%BS)?gE6{i)pJsdy9WJFaMO4qi5`e%fqg;ALo4Hv%&iD6{syheRRjZ z!+vk9H#f!9Ri+Ouwlb8jS!U9AB(|6%DPP}*CM%G(!b|nBTh95A^bVft^LRP$L)E*p z)O|(e3ZS>=_^tQ3TN2xvaomB`gVnuzsVfTdZ{LE`u^Yl1@=so|yVU=%t$QyzmNQ-O zHfu%4^>i7c__d~CH}m~`Jw#>Od+@lteA{~n=3*qLnL3a(Es!NqKl1|Z2XQZAtC5I{ z^JW%P+sO*P!iPN^*ialJ4A_%s#F!Aeef&x+&EtukPnHO@@oZs}R$?eMrX|l+( zBfU#znxIlBVt95v%*UP(Bc#uFIOs_ySoQz2D z`qFf%LnxGtwhiQQ27`z!@NL_%$lnq$cABfbik0MzD#E>INy68g%>&sszr=25!MLpt zP@0MfhQQQb2jdC-K-k1sP>Mi#Ap7@@yl^CAh{}b+mC&~?h;ub16<2y})E-=ytA_^lMhDLg)gV*v7pVXn{ zl7|H|fnX>YOhQ8IeAllves>%ba3iON60~u?XbV$#F|6zJK5;StjFE9vLtg$04U|l8 z%|5UZ!!M@51os?+K{vf9(c0>3nY-pJ_$6SFN-!8j!^kBBLQ^PbJ}Lk>X@VhO5D}Kz zEK~{_jAult4bMl|I3TX=nNx-f1#3g2iBVwG)xbysQ!!racq|d~Eha9(a94fm0X@qL zOdvaFM=>iOb1N?hx`{@8lgn?tTxpK$JJ`miHg|Oa2Hq=YQpWKRHZaDA%Dt8#n=ce9$JzI6L!Q`w{qFs=(jc5qg7&M8tcSpyeiGk6T6y1* zgE!>ulhH?}<}xc4Mb8YX_y#_euYHD7B@N6~&U^Y-)2;x{IQTHC%30kQGrB#bf+!l7 z?6nd7(Uj=nbq$nz?;L45!cd=5;DI@5p(2ii1?a+Fa%|O@428+W;CNALdto8aIBuJk z>CFQr0j9GFUND*?G7W zaS*Ga1z4N#{Rj;=wMgc`S&sVTrW|O5?NG-)3|qbh9EV*GIB3yK==#S-!B|G|u?K>W z{Ya!YiDJwJ_U44jH)T{5c763a4eG*%4;X5_sOZp@UR~k#C1et2mn6)Y9NP&!%*i3Q zs5Ft6;>;L-&dAD4H+k2Ea-dykMv+pY&H%gktPRPm_-dOm{eImy`GPNyjU>~?lf5KU zl_}4qeu2gZHLjuZC)YQ6_wK+BN2W$R<&m>la<4voscIB8JjCj0^x|1+O{_{iuW%pv zFqsiIDgk($^oz}=CwB9#tnEwz4?mc`Kb}YKpY5kNie#UV>GtSsW^{D-sNh|vc@I2z zbwBXuuRngQ>jv_OdgsCmc^~aZ>RBt*+&?s4SxA~m)*0FB*g%k^`U0Q74G*j~u9#KSPkdo=9peL5!e&ek z7C+9M<}Z%1oHzKOW<_lK;Z-J6rLU##PuIUVa=gQ?|Ku34Ccgif3`q0+Ku~2y4Jw;% zcs~F7TfxG1{QOJ}5I3N^$;pp$=S7L7x9}vlxFs&?O+C;!Q2Rj}I2Mf5G?S1E3nDk?DQvw|*sk3x-M;|9NeW zO+T+odnOO5Zq&A--)0XD)e{U~bjFQ;9ZFEl>MInN2Evgst2m1kE!K5`5O`df z7Y(r&0|L$a)r*<{#>$B%TJ1pG+hlWScc*U|(JzXF0T4?_ig&!wjL?E)$4N)>82vVb zCB(AjjM+10E*6&VYCQ#a#Ikj!WMS?Q-828S#J<7*2<{2V6^hSEZpQkx#6CpBJIh=P z4K!eG`Mr)WO=HvsV*SXJ2V3BOuCOmpSnoK~5<}y}$t);=KNs>dx#zI^kyoXlF^^VT z={?Md#k1pKWvZ!V+t65V=5`V?vp*pT4fR1B>56n*g3*e}Esz)srmzwPS>t9UUKI6$ zGcMmM0`!e>(*$2NRK!5~EwB(n9SXnK@t+CvBS|!}L9e<)?oZqUK)>I|(dX1ZC%OQm z7J&v3t+seLbiDF;jHe0>=hrZ!1s{VfeY-e`Ww1|aP_%v4%uceF8alg;*8U{Br(=31%hGvR$5Rgn6^`AIxX?3 z#^V&+t3&v0ghBx=lDs0l-wXc;8Qxd1cd1D}6upGuv#42;7!D$;Q@s09WNZWj*XSRZ z^1Y5WP&21)T^_nfD-=%KAryqQOG8d-ufX59twv_z!wovA-tYY6hMjWry$hYKgM)|FPgt?A<4DRq#Do zZE{QTksk$L%=>Vea;-1H)^37f;Nt$GSS}U)gDh8}Q1jgzn9>0syPWqpf0RyTjn&D6 zP=hQCmcTa}#1g1`gQdPQS2sLFH}-_q3quy*bgj!XeD1m7*>ZCregb$-)TjB0Ue{B9 zSsN1dbrC$2rDnJ8E|l+B^(7=c+fnhR|D5+DoRr=( zI`2?3k&(*13_Nc4=nUsjs}!!zu)jaA?r=_8Ig2wM6T7^2ev`HmgcpMV;}CS{91((U zfxTBVxkwP0^$P*EpYs(0c0WcL2zM_nvwu;2pLI|3b;Hg2&?Dlk@T<2F-?u5{oGPf9nXqgM314ED*4NFV zDId}%zctvBePl$hz4Y?oiP6HK#S^{owSw5&{G?II$rFW6Ao>3}h+(#3fX$ zJUay(PV3n#2MbMcEkxo98k5>=WPH=%G4=xqvPQa^`1gRKt}enFs=4ua+Bh>ZFx&uy zBWQ|&k>!F>vdJxMy(rvTOvt#_42gwEr6nDw^93;2)f-$(H@d%D9vdT?U|0-Bv4=lm zzD>Xd!>23GZ_xR*jt_dPad<$w5_!_dFqT6LA?WLZ?kYv^EHy0*y!LOT^c~_c7Ub`o z3Co~?{Qc%cdS4tarIoON!L?w(x>oO;X#ZS-PY0qi<+ckk#@7{$ZCyfM?MGrKj+Fg| zBxJ|V={FhdI2-tL1*rcFW|w~m4Uz=oGx#l(Se^h)f|cgfzJj5O$?ZgLFf!HZ>;|Sb z(EsIELte0PrUqYs+tqI}w}o5^pG^jVE~uQ^oS+mmQlvV-`sE@+%Qh*4{afQ=rsvQI z@ic_rtWYmFU(bAa zQDat&7v*l$mZq;YFlLTZ*e>YUBt99UH5nvZjic>F7`_R$LCa_$!xgyLCeMd4A~2ORvf63f-`&(J#ax9h;w z9);B=WuY((s@IY+9x0f4n?Szl?g_o^rif8fQE|-7#|w3EiTQH8g&>hw}bOcoJR2!7`PzA+<5e<*9Cx2CXC&S%+(7o zcaxD8Ed@?i<-bo_F2)+OpqDUXa%{Qg*bJEro$Gi~EGh7Ht7o+A(*2 zJil`L4L$eg0P3s=(fe)0_j{S$xh+M@df&#~zn$Xm`bDY3?l!k7i?wgv3}Rx9WEy(%LSthG@X>#KD;UmiH%;>}tUn6dQAwR$bzpm;ZH%h@N?(t=KKD`7Rfwbf&hf zNO!-DPMZ2d?=OYh10eDN9Vcna^6yy{K<~-%e?heH8ngAWOpdPTT(utD=}$rXv|zoo@oqI|YdKZ@E^5Q^=5?fhJFhKE+C)dcnI)F0LHlh^8OAz! zW$GDuwL&wTVFz11XB`U5(c;L0UR+k7)0T)Q#e!IRoW;nv*JZRM<;f}uyddChz6CoK zgtV}WqTN2Mi^jn$b#3*coPJxfn1cn6Nb@@xALC&{Nt*+OOA;x$k3O6(*nhpAR`ug) z`s@T!@sPQVGO;9~LJh`ZSRKzI1NP}FoOj_`qAUJNbx_}AvpB?tYk;89q=^mS{eD%q zBr|rhErh`9MQ)J!gjQYQJxE7MzL^+Pb?T#abLsdpo&#q{G&D#kw=_(3qOHK;JDZJ{ zc(q(suzriMZfPQSp(XKtNif$q%gJqdT36~G$zXS*W}9_0Ci1f9i@|+(%q{mdENE6H zI@Q&@0+hY4SF9Kw{TYNVz0kL?1!pus~Lc7L@juJLtnEGw0?iiQ09T z=j4=W%8{X&OlOahpzCghCeq~F;OL3;$vP~;Jn&fi{?-ccXEVcv&({S$nfMg1*8UiB z>5X(_{jnLXlW*>062Jb&+~)kH#OTrN73_)b&Ek1GBdHiq20p@dOjimNL!5t7MKp+TqNd7B+xVpCdX^iy7gf zF-rpUTeBoNxmddLMAT{bAF&Yr9awX5Ql{Q7e z8oK!#AbwZkPYv3dnVW}VB%f(ZJ{L1;dus%AaXMOE6NOvkPIjNlw6XVYULDxF>1-%R z;Cv~(G{jQBqbq-&dDKNn+o;`rvX^#!K@MU?5Rb;yER#Mc0LR5Z-Ua746g1KGqOCLk zN_7ZNby(kI3(I7WctcaGUrL5d>vnUZ950fFx#bz}chdB>NBJn3QC9}0n#8o~SRx>6 z4y&Ov$1gP3i~qnX?i#$b$f%P?GG@$~m#a8v*q{&30qIh>;Pb8~!}mbu+aYEAwvGpS z7r7_1XG=lgimNQLa7*L6+Nd){k_$&#^)tho=LM4kiZU%Enp?aAxQ!VDSj=s&d1vVp zVZuC;;T1-`)Os)$iL%f?pA7Kx(X221d^BW>*WxTCbDi-QOXF0lgY3t9`6ip|9p;E- zdXpx)L}Xa~K9UoA;e|V2RrSWEzx@J1dok_gjOVKWU z+#On%(CS5saKYw*W{em$;qxy(F0@VkRueu@mLY(Knp)GDk^^!Xh%;W4Ssc=?BfaxO zdKV)<>VBaWm4pkAVhMVuYXlOw=aySg)u~a~ayYR5;Xkg7e0N#fii<$(|zZzBN(gE-bCAQ7GfI?}&+(-0HLe7uH5Z z@Clam0Xt+)(>tgLEebR{o=H`IqMK=k*Tvu*n$T_o*U1*cp;2Ql%<>&B@C0oyDqCmq z#Vzqsw5m}{ku%=LA|pJb?}W2z({Qrcc(O;{lIc7_VAIJf89*c*#;?vdZjzkGE(Q-6 zwaA^Y&~AEq;{jQU2Uv0QtR*j4zmuL&X`pf?W3y~&8aut~K!{az&w-Bkmc3DrlQR|T zoHzhaBWi42JXn-zYD7h!7(%|!Y}1@kX`)TN9EO1?ZpwUeF zJXHXVkm(1Ic_+3W=p?_4bBYrU$V}H+9q51iu@Y=Qjzfk^rj7|MAS9nc2gy?|yksFzUVm*+cikG)=hD&|6Pq zzb&3_$O#|oNq57zc*9EUkRem!E?&~f2A!JHP?~1y=^kCL9D0;t21u%R@HoygF|C%b zsXjmABhUKK{dMo2-4>|;Y0hjWd*+(QDb%zop+ zCfhUG-2iKCG|sgZ~p#glgY)k=wY(3dbYZ?#*fcu(Cfg-SorkzW>*#K;Q(+p z!QOZ@BEK3#=Q~|eJ=B-+ZH*UQfno1HOH=T&GKtS71?hSx2WZI!XMwEE%jYki@J~1Q zQ<9?xCT67%llsC@ud7@*i18;(s7^g#6Y1 zLC@``3ETj;d*F5lxWhVz*bN6a0vWRZAoO+vW#T{?>Gy=NOBl{?5s)326GP`c zN5duu!5k?AkBDQAbb&13w=pL+0xLy>m5xEuX?a$ROeDy4jcF=PHzb);3J|vL_!mVt z{5429{gb{MQt+VketT2!uK$he z`xs*A6` z#`t&&)WmOt>XpgGePo|vR!au3w8#}5G6us6E?EWGV`$+E{{zQ% z;eYCL(UrE1e_i8$>oWKhPXAwB27dK97-T~p{J-_te&t(O_2>ViETB(;B4?`YqNS>w z_y_CxMJ^-jelb9!ray=&9rm09WKs55iwD`@wf;rGZfRpQ8-n2l=f?1Yi(q)c7eQX| z|HhlmlkWUdat!)iirCS)Lp^a4mHw>)B)6BD`43$N{=+k|2kuj#H2+0q4lOVfkY8Tj{_j-Zz@J>^|EbTrYd6zZM@ZK#pC3=4usCHp#mP%rTUWOT+2czP zbF1691TtMOa-s8Jsv%&Ah0D_T9L1v{>>tM?Ge9KZ{1VLCNIB+}qHQuORaA-;bKI1& zt!q}Fw(2sRL_O*E4*ynXc&q{_MHKzt+Avy3woO4Z>v?5TnINwV2rqIJqJ?woTHH;n zo9!o&?)_fDX?0x*Rn_g^(znT~ysP#`z&F@b9@8X(bHA(|N6qW$6Np84_{4XL+Yrlm z#Ka;InO6e9tqJSoh^y`u8W5h7EZmggs%z3QvFcYfnzPpM4qd714jQX&UP(veOL#x$ zaDqiwNiMQDZac0GfVch7WC|%KUX#TKF>48S*uEq!)5{+(xJB(20 z;%QK!^|j6Z4leSBGEE@_6ANq}UdhG~^Le2?uXO)RWB^yn7InB0Dx!yZn^z=r?&5%J z3$f96rG>gSF_VQCde!}Tyk40c;RdPlH8Y?74ey<=n{wpmFgO?^8vQ4sRyW%>Uzw{_#Ms z&n$6-ZK~}ePg(2Ekf$ig!z2$#9eH#{Bgozz{hV(flHEAg=;#N`F*Tet&Il6E?s6Rh z+f4io&c!sQVr7l%Bc(ooGV586h3&n%`vXg|c^UhSZI|HkGWs(of#-+4`z$54i{D73 zPnS@;B|vwJB~VF!-eX~W!Zn-|ozPEcxH$F);ET$Qs_Z1%MF4m7URMifg9-j#m!p?W$X&sHxS!0gP-{>r?FfwE#!bGtoy z^3yk$#lCQe|1&?ltdq77H9m4U_YJ8xj0mw9Sq&)H|&~U8Br^%Oyz!=mSR)$@G=8!?j0)={M&D2?@%zD zDLy26)V0E`XwEIHB!53BQp25#<()pyx9bvdfU$-xPo~p(3h^S32eTc5i{ z*deQYAFZB*J4F&JM(0p{%QDFomzW8E;w{WcJijLU;q9iXhlfP(|AJm@zvu4cSE8t+bmlv;1t@dUL(46PDeD zer?({U}(CUrc|}f;(1CsacUmbm773$`YANi+(m#gPFd3_i<7`#YX66d6NNg^9`U)z z>XYd{!@>DbrYVvidahAsI}RQ2{aD8E&Z15950yup#{G1|+J`E&2?82V-JWFYJKT{%%-1}#5VkVTO#OcM z-IDNp;oWx!zK?CP0mX{Q=P!~6`WJhS`}eJg1JxL+xr2jC?-&Zo7(-sJ7nDc8HyeUdI&1(*!cVE(=E*uKV;A`FtlilR4yCBfaQw*@0h@AxzJS}1;zcO@Y%rB`SEIRhVQ%k{oS> zKk;!J^FJLu5Vo8h?j-~YDE|}?AsOKyN8bkpG_mc>-i+==4eUyAUOyuJR8?snNlEP3 zT5H@m9Q%WuLIO5M?s=O5 zjEEFEe%w~&^h5D9HgfOYO}LIrdtTPPF+j0jsb%lI?=frq2Zn4B9@7t8N?%UZmovUZ zJ6T6<46PG{LOi53lO~=FhuNdb_Xp8)a{MQ&vS zwYu-u)*Ch5pL~}4+!s&PS+U)YTF5dR1hes5Dwe$>X^r0i#Q* zjAACoz_Z0J;(4Vl$_Zr?&f_kgc^#Jk=BweI_Ew26k~`=Uau%1oeKJj6(Jd+Y0MF#q zSl`7DDlg@L)HLxk*bLN4Wk$ChwAdJm0x{MC~6Xr=ImrZ;1vS`T*s@;2q=+vW@7}BWG<^>1dR3q zcrgOSFx@%{dEEEMIe_OmsqV&hX{$Pk2;8Yzsr?|9ydUMZo^T!OG=#61@XC&Tk z)YoTYvsCB78}di8-HW!Fdn4UWJD*Q3A+IGIeH5kiHMC=-cvKJZMHef~zEwEmc?#rx zpi|b+>y;h*qIx&~U1hW#qraz`U0cP9=WO-Zg3&f`@{Q>Lj|tGuE&~? zz$jWR&F|MO?LQO^lTP}#vdLp#*!e@*dhE3^%2qGLW@Y*1I=>NaMGkESRWAR9;< z*3ev`msvY6)VaxX3h!u&=TMkup~Oyq)SG(Ct)Q~9&Zm4{^JVS+8@S=nJK}PCOUCd3 zAklbidgye)FnfQ~&v#&8KtP0vDGgr0&LXuN^p3cOMpvICua^vQa1*t2bwVZcs^&B9 zEzuOtfrKY-8gWP^l{2{np3-$`Y*Bir)ZH}UD0(*5#biY{p}zODeqLQzQRU9u#jej~ zJIu1m1H;=p*!4FAK1YKDQ>^t_)0(WW$e-K4B>@D6R6%Ab!g@7v4pun1q;w7d&>Qq=`()1M}Qhev5+x1 zR=1bJ%CT%&E|+06ZXC+fpT>&)WlBqS6#DUo+m!sr!Ddj=JUtJn!ovrP_K7C|pg9*X z9lW3}(Huzkh3B!MoSdugVX&!Zf&9~5lk=@drhUibInNiuFDPFc$x>l2tqOfdrn&NV zFxuGgnqSGar9kdB+(XS9aE)!~)8p5NM%rnv0-_RPGt0V_yFnB8;e%h~JqmS<%i*l| z@<;FXQJ*2?&#)V@q;GyO1v5`;T>!wL9^2%vmt5V8-@5nDmz<;1BiEmfCJojF6Krsd zcQrGMvM}>7GjlORI-8l@Gc&`zdD+ay40Wmdjz({!CUuF(B3PO^vA&=EQSgS_F5yc6TT8s;nC~!Q1S>zbI3%~TvUm^ zPt$b!x|LPpIFH?hfSf9Ej)u;(*bc0jC7?#7j2G<2ZykcgZ;M za#`ruU4WyxeaHEOD6Z;mKTF@0-dUq0%!kZT_UnIHk zg6mEu$fSewGjjuR&CfgdlS!xk`|mqQ^$+X)GYvO5POM{Js3FGq>Z3hQYFf-qXw%&5 z&mUgq<-J;{972hPS01h4ytUI|-4XNbjp@ItQ}oQteUpGtx1u&O_GO0tc)I>9>ypYO zhcpu)O<~)A80RBu&ZptJ=-S}wG*Dl2*Y#uRe2wTwtBt$5N~0>l$FLkN;R%}WH{nux zbw1pB^?n?BsochCwH)i&`BuU?>!mSi0*Nu74sz1OKBXLg_h7F;>sq6IAL%};Jmg5a zJKT5D*S(txF4k*i2T>?zHMP zs`b3)a_xJfijb&+!`&PGJ@#Nv*89t=4I4bdSs#8Fm{<27J&Sbpdu`yuP}rtZ&B$&P z&g9JQ*z%RC`n4g9$q~U)P31Z3I2r5CK&N$fPzH_ zl#lbig}}(qL55%$`4DBdo0#$+6d9P)Ey!d`f``pkDPq|l3f&GSdZ-rc9d9R>O=BsV z{Hk5ltC`)0?bkp0n-R2Een~0C+X?+H*osK}T|g(BO$VL}_~T^Skf9F|x-mm$LA1kW z6YLM;?Aqx`Iqifjjf+Y6FsP`6SYM=GH(u5*vM$M1_wX5K8H<~jC-I(i)s zNQgSJX3lV*AB8#EpT8n+rQJ;P9If*!XeuD_*S*a5dzEZfd9c)CIf!;b)A}_ zgHsAPP|Z8H;AB7LulII4hu?s8JVucM zeqH?CV4#@ct{KEM{kiBw_YZ@?40nGS&GK)fsn?`dpbtPNDfZ$4#6qcd<|RUR+UOe_ z@w^WyaTRc}@OJh>f`66DRxX zL#A-%MsJUO8;P{13f8SmA9TCqp5{lbzPP?Wce}!>)G+$_;l$*Zf||*e*tD9%&qjsL z_0GNvh1JAm30*NYs(^@NgNg7uvFTL)Xx}6@-|cS8yVj>%A9S8k@$`W2TMKxJ=#1cl z)K4O5rq|Sz+CSf<){Rpc%L%n$TXq~6xczC;m}x3$#X9582zg`Mx^|J=sJK(Qox{=D z`lFs`I)NTnPn)VwQ@;CXMb(!ne(!r9Ho)R=Qs1sPgWmWW{VYJ1kHDV{{m$jAxQ{fM zj3?N<3~6cg!i`4>$;5GOUd?Rbbm$l!4|+Is5Lx-Tz>R6@cGd8j8^M%<=jV(ah9i75cHP?B=1Ko{5GI5ne4GEz%N62 z4jJnDWdX<+%5K+x)%k}x4MT>0{FaJQcH{glwG%=6`^+2zsf`b;`kkE8^eQEurGEOp zrasx#I92`edY+#62bJ@WhOPxn)5qJSv7NxjjIAQ4rOI7_qrC>+Thr`l7z*tFH&vLJ2nLzU5 z3o->vH-W8l(vut~B-hp|1xWINqm20wA@2G)!rZ_ZOq=v?g8^9oi^Z5aTf1PWl`)?s zXV@3I{upjP*;6ZEh8zCdar*D=%-Nt35fn5tMOPP+qKD{Bg~(Zje0=Zn*92dE9P>(7 zTYo%q{QXE!^UtW8b`qV8XdIf|z~ z@hhP|A(%Nf$jdrpayRHgsJ?7>dZVLM+c*VJDK{!IDl(lCevnl!u5IvMBlV$wa~n;J zY4ZV%ntwm<7vST&qFiB1@q=8uZ3zRe=v%3B;f7BffSr#Ou0Qk*5xKdZwGbJv6Km^*6c{Wb$Hvis-fFqvH$Xdz=9i+r#B%>@b~G6Q zXg-xo+3Z-L`GCbg0+t?O_9+42PzCNM0+tLg`*5{!-`xP>77 zRS+4l6!MyesysQnl~;=4Qif=`MG&pFTe4Cf*3ie_1vHm3g#Rc2l9h6CvWLTT)dnr1 z$ja>aEM3gUY_h^2yFBNi-d1?0Gy{UvgLMNcmJ2s6h6~3)m?& zeB(a%QE04h97eFVx}MChab>)%G-OZh-`(()^_rQAJzpjT{0>fHd6Q_*Kc3i~9TCo) z8Z-}>0t-{0zTWv!aOct6^NY_8)JKjKPub9&jkfdKlQX2JQ=#XJ=Z%2?lGG1tH=Dj4 z1b8-vu7kKuclUx7bBmvE6h~R?4AN+@^`Aj1$0q9nBZNOl{?PIBP zo^HDCdoe;C#Vp6WKIeBYC+}atQX`xXnWrS!O1>(A3>hQRR16@I9v->lP?xUGp*qD} z!6aa-w;?rEqeEBrVOeLSX3?)of%=2P)7nj=!?XTH@AMkP=cyQ_sRre>OS`9eA30P` z?@SGzh<+oh7(LoUjt^-o$7KQ1{#M%#U+cuvzCz1jXKfrK%wO-@+lQwHkENo=MjpC$ zo2CsF+I%sxnEGh*4K1N1ajLZTc-piPK6_`48N!lT=lrd?fMVrjpnhrC9lj+vHs1NV z#W#e5TT(+3&=3!9Sq)k60C0N>ZV~VZjip;BHxkzNjhDh@RUouqvx((UT3Zo=w8ooS z@d?VIl}kYcvMOX3pA6x#ZeR0Ovy0|Gs8;TpyJ_gw%q63ec?qnsC#!Pw^M6^DOlt6d z$ksK>FUtv3w;x8__>;%6IkT3a!gHX@X}C_sr<=xai$w4!!G z%HcYj@0Gi>)QK6(lXF_HALJ`{mHjSBR_+q|RpK?7Ghh7hkU7od=Cz5z@>dGc zl2Z9W1KuxWavv!K)4ICp<7s-mNdL10$PdDaPYC=~N9Ko?%l+XXe7=RH;)`+{T3dC$ zO8lC0=J9^F175_7UnMeYS}qTN)yYI(lg#B@*2vSx42~= zqa~;i%>A%e5P{8-sBg~V2Oe(!LmK$I_(6hlmnubp(Cubi(sy=3t<1!3`WB(?&P!Ut zG5_vK64(=^fA^#Z!jZ)O&@v{7h*53GB21EYskrUp3KBdlp!{!XKu<=+B=X-UFYc*EX)^RQQRWmi8%^&x$n5+dc|n^w z`~PF@J;0(!w)bHL5y_G>Ba$VH!@Pu z1;y@+Tl5f?f+T9_Qko$F@ltyI`PV|S;b*FU)oc$|XDE%qCcOo}Wl*l3j(Jca0A0y3 zgbYxKo1$<|GW1h-5o#ow)0#rF*1b5f&gz-{w}K-tb4Kwr^3Dp?qh-!J1T%FOHemFZ zKrGS!Sc*Pk)@bGz>>9uK$f}!n>{unAfQ@Dyr&>)-~M@nx*`j?kv zv_{nYZaghq*xNiny#y7FVVF#@Py;R^Zu$aFQd%SB3n2tHxz_ac-8_X4m7x6*uv#*V z&?8wg^7pwRR7V20a15l3;zeMQ3CY3vI2@x$xe8iLd6cqE`hHi%-_{U(j`^q>0)Kio z|E`MQi|G4Lt623_&8g&{-aKDmQf*!8pQ=9WPXE&Q>)rd0H}8qU2ZjH7^MD_BZ#5y) zlX?8-?OXHh$v5k=Jb8SgGXPmF_DRa$?L-Dddy=&fIhEz8r8R(X;b+Vm=k#I02UhkQ@yoUn`LjwV+GQP&Y^|$~hJ9DEH;bHs=NmbB)!Kfa zv2!#GOVF}OwQ}pMFf`Z;ez~*@X!`-^dC6bJ{(=!CP>8$h#ZSad`zOE+pvI_w1qvNM zfr4ZXO*6PbRDD!>Orp&*5^^>*X2Lt27vvO=>3E}n(t4T`@`5Rzi_wLVU6Yd52b7(& z6Xz~MD5f(+@8v$5O}M3_FMKC~z3e0ZlhUd`hM7M-P}?@E;g-L^W+&}xEe_0j0bZ3w z_F)62hTqNHb*_J5cBovE@qTHg!@`Tt%C2bS?d;$_ftuuD;_$e4%|?F*Ly4`2 zi^o^vxw@}W74LU4dKCm!Xa=Un_xpf{)x1KfUIz&=FU_`TJ7(P9+OxVMY7do{hxZV* zb`x8j!Q&2i$b*Lpct}Y~vAA6Iz4Bppj%zc9 zj!6}T1yVq>bq9q7iWNTeqWXSxIws7(U%*1j8mp%~DgvqlM@6Vn0B#$gE+i>@a7JB_ zp<{xhQh=SG7&nL(#Fo^Yv``WJ6+YmgB9M#U(LaR~U_W~mjBtaFN&c+wrQ2c^etXvU z8i0kl{WApYVqc$yM0-7>893{e0T8dKSZH^@YNnypsE-A;_n!r^h~H7MIt%er_;B+~ zTQUe`GS0LafOV2P3#s|4w*L12gbP6YF(-DX)AB5zzI4XOAHAV2YgWephz7#xn83-c zzxBbv3LoVE(n|s$9H{!D=EU}!PIXpoUHdQ5QQ%=L{ma(hp@z^VE2aG3`}co?21uiy zvY!GC;7>?n6)*a!;MKnuJduvc{x{0Yz%DrK@7TfK>sb};-vQMG_@r3=T1^mtX-5-{ z{4~60T{G|D6ruIP@A`dr@jK(T|Fqv<@qAV_@HgdPzkk*#0)OiFcUV1Z|7q8yzs34~ z_&=%sRkP$O>)xy1X$F1=DSYSE){XvYr&u+s=9K$8)xXmmZ23Gw+a=JpZ?K-Cl6A20 z0&rmA@Q4k+2YHE)1{y`o;Sh#zu7#vw*ENj%IH^F#1S$Eacr04{j)dJmeJ%syck;?m znt^`;^;E^~NLc<;)gUgk`^O+s6#z^9k6V+Vct^6w&*##7@Zf~symJ@tcx7~WQqyW= z=JUl`E0yut79VF`#4PiX8SrrLD^~vD3RdpDvT>5~BP>l2A{fXY3m<>%0Y{)?j$5w) zl7Z#wwO-g)2^^i5iN1SNn(XVgC7en%TavXK92Qz)*YpDX)57pHTJ#0Xp=GYylv zUqN;IJ}#pgvhh;@g{iNRtlVSSz#ztP!$>E=F=NgwT!wHiogulR#D`g9rN!Z9{MSN4 zH%a7}iZ28KezLdxHm~@Ip475g#Llg9@YOnRADGpQQMz?r3$=M{$TY=7lqWlT>#^^` zB{H4e8wzf-FCvm`b@)bAV#h}-oMyt3$+!eY|{ z6LPEjm1|hJoTk14qq0&;?XK5I;g_(mwwrkh$W5o0up;S_SiFobI8n({D7D24OQvhl zCF-eMJX3Cx9Pchauz59}ZWv0t%x7eIZFB{Wsk{0r=#7ki9~{r42{W2)-nDMpP2`+v z+$v*D%r!t&&gWY2{?vlDM+-(5a|1Sx8tKb7?A5EfR5{lzxW!h$0q1I(f9$4mcPf{# zg#z3DOe8N zTI*A+t*5pu#u&e0!S*evOhX+~MXM}cj5)4Wd~qL;wm@_3zB82URP#C`#w@lUvT=Gx>bxRk$97o^A-Ol=?$5Aj)a>7cQH9rpBMYN z^+vl~E>+2N3&Sk1>M*Vjf6=Q`98i;qUSNAYGM(+lOS?>k1y`$2g2j+hg-==uvIFWY zoJBO&nX;wY-)z4+coAc9Viybc1e^?)=eSX8UD*Sy4Nng4Lb=N~R&bU{DSOyXJf+6^ zz2FrKtU8DNEP5i;(X1On%T15_CtF_<#dDZOly86?I(yn5mNFYv+ROiD#rKFUamsHkX4)Lkw~(x<5Z^*(ncVPR-gH*Y7eDG- zm`m~64*C*r9@E>H88e=)n#c6*v+zWr$l=XF;s%}LBG^;+nuCFp^+~Ve)m>5i6NKc^ zZmPlYx~BVFw!-*(k*Uba%<9T!gNU!UJths58)QDh$i@i4h5SA?j*`U3Yy_)agR@^r zN5_zW)UmLrH~Gm^pjqb7`WWxzh2AmkN%G39Q4Rd04o%gAvEG$|l>taMc=SQ~6t>ik%6)ZF6ed6m(Asg8)QB0ZbqCaT6hLmk ztv<@|;b@J(-JUmmWF?U7OKVUyz?{P>8YEG0pom8Za9OwqDv~Nl*a$^MO3Asj7K5TR zVUp70pVFSr7)?IlN^F+XD~K!{ZT8Dt_C!t#@J)C=;ZUY;?PBtibq z+|M9#u#(bebR=4hKp`a;leP$9oEIfsV1<;`a4c5uvH-#|(+mrQgqN502 z2_i=DCqA!fc&DEUn{x=6e=z;VPD)?%sSgYI>#eB;ThTz`-{T8{&sP5Lb?vw&-TpVS zNe-~q#L-I(QcaRj>=+D?9V4K~RsKcgn;_W2&3@&Z0GLX`UqYZ}Ne*qUv!}$Oa*$Z` z(5aru-KrLBgk^tI4l-E+)${n~P>iK|kg?S96o>1*`oTBwNss-8Bf|nxp@dOXC>)Rq zW&1+c;ls;ekm;9f`<=)F!1d&}2j_keS$;p#ZXjZN&InpKC&Vf5|6hXGbH+8<$^D!-*aV(tDGfG)dg1O0%I@ezDk zh<0(Gz`!wKp(tsUCR41-Ro}2Pd~}kj(<45ys=;6LeY17ahDe!b0F%8_y^ij>fV)TL zb_w|Ij-*qMeq`P$Y(4@VY5=x$CUE%RjFCK@QMAI)9522{5}T@1D}R(n0yNpE<^Q6b z1-vmP|ET;(%P7xa$}Xn{XCP@^Y{1h`nA<5JR%qJPZXFv(e}*jIv2$^B7VkyX2Ml}1 z48(O=0i9A2ob-|2-lqs$rPTY zG!y%X)#cc>p*x2$Th)rEkBo?Y|AC#u$8vq%@UEA{)ciw&P{pk!7F^8t;-8|!-C=5;mYTKR>=yc|7F*Ht*49Or(EN+d1 zMGV2#<@}O7ZsV$;M<}2EEOUOr0ZEt)DAfbDs>U#pz&Iv9#PK?>}i)~{nG%}FOc(`mqK1SE@2P&+8zNHD>+LNf- zAM!HUa^6~Pv9if+apBiUS!vAfdh_lfb@*p;jCY@_ir(o)dh=gJFM7TsZ$~Esc+4;R zOl=h=XdpE5?3N{b-9b=hRaH1)<7+=rd2nJ-DoD4}vS%-WNEF{T+d0aMI_Q`i`Ub=B zP2@lE(aAoEURl`r#y99wUCCZhiT02FtyXIJouEI(C zhXcoPe0-LPrIv{TN4GOpsfPXQFF<4D*h2#R0i4`C8!5o^N|67Ryr!V=R2;{thRFE_ zISpfSX#xK$B(=^f!rb=b9~Bd~gPJyzcy=l$s&~fXcYIdbU%saoT=UaWTs|(-6>W>j z3rJdYv|fcQ3KnJF?U- zQa1Y(LmHaPxN#3^vWV+N3X^^XmNg_zTMn$_f?Fx^IUPiAiK|}o3ss;7Y1-7 zu9mCu5REdHKU{UJ=k)i+xHNoiH_$MDGR9vOOM-J3h?p$$@4}Mc-u0gh_aC`XhO>Nm zlx_E^VagRYvl{8bRV|OJVuZ=qszEzAE95nbyIfP1K`Uf6pj&|{^ajkp71A2bU5TlK zKrql?_tmP@6lNggvhUqpsVR6Mgh+zXJH$IExLBOvumDp5e%pgN4pR(S-$O{0j5T{6 zE-nO6F;B%C(yhM1R8aUHI$Phvdm0+;<=~POXzuS>M@&ca@(L=NLsLNd_oQ=9%^So1 zx|YK%Utde7>3@;ci;YP31#ULgq-KCn9_by>3=kL8nP$Bf> za;GoRx~2->AF$cvBE9ANh}+b|Zztpnc2%AC5+Uz)@Q3%Egtd^ztgmJix{cV{T*SQ> zf@k?wXJjS?g)U)w1pos0+kWD24K%%3us0N*ThKBCb>w27*Q(i%@e!7NqLXsLB4XD( zoU=Uix7#LGu5P@3(>})MOQz`SPwp|HQlQW{LS1F%(77rC2`677PVio>XiT-nnR_8; zO?oT8A=ZBC1NrI|OcgX?d)8gF)hSQ1udoSY6Z>ayeRiGHoBIH%cRegw;v9FdKjc_{ z+c56sh>(!M*MK*J_Y}fkwvc7q+~@b+Bk^>i!dzCZDm^HXOR2sV*~|Ztz>3C-)BVlO zeL8O`J4V7N{aq)#n)bj0V%03+o^~8MXb%kI-k~JpF=6s1ITIfRp8X;DhB95U>Lkdb_eos!EML#;1OCTb|X* zs}VETNDZ5DpmFtU@<*jfyglh=$BxYbw~qW(Hg@vtbG2m-j5_FFVMK$vl;+N^c?<+A%|Wlo-?A?A&H*^75fJ@XNrbR^ve#I=jgtNQPn z*V$h!e)K+Q_IBM`Y+pB6t9HaF8`gX;cwftN;$BK42e-xx!F{^?70`P}e|x6cH}*xH zqm%sL6Up|}MZnk4Vp*YIJFClnqbvW>te-^eknifD$ir;5I&6#N zII7o=*bK4b&_GeJPue~A<@1U1H|hk``H##0cL99Ycbf2KHt8;bY=FfjkUuze+AD;f z_6owNUSa9w&t8GzPrbq^pXFaYLdu16p{G4U+(&!T2Q&y^^qy_S6xG9ph!amf(Cb>RTh4_Dk=Dy{7jg23sYv?sE+ehJ7{wo`!YoezZE$C?dVc zSNM)sec?UJQU5UvI`(#R{Ov@AZ;^=D{gk(nWQnsq$HguH9KN zaCaQ30f0TL)y|hIdSkHCkv7exRkf%%bc+U}R#dfj8)?ypv)CjyrJmV=f9mfUYl#M+Hn zWtmc#QuwUta-(#vK4twX?9LRQ1>I&bc~38Piqys{sJ<+KAdv`|mFn^!6i;8Jyg?wc zEa#$&isjM}J|Ea%-Yqu&kUPzs^fZzup?D@L(r_#3N;u2&wj9+yW#v%V2-DY!V&A=h zgsy(xSn!*DG7`T;S1M;Ipg{z6A&{C-}I!@{0=EuLzHC+vhpQVuw3w?6J@W`0?g99DI;y40Cn z+*yYeH@oTEe3#^|+0mT+$&2m@=5-!BDA}{Qx#u_Uk=|Z!@DRUE|x#c+p{7vffxzAS~ADTO6(Hp#_H_)XS z6=iNo&zbRQK6Vm4TE}7(PBw^dM%sm_u2mc8dh#BJmyplB8>jT^J2r^%wuOIuUInbF z^nALmSZMGzzZlmx@xmu=4rT)ZC#EcZ$y#k*`_B`z0zx^mS9~lSvxe66LKM97WyjSN zd&!DlM(8=57w9CsB`K$S@iIA{-i-ab_gFbO*naoFQEsy~F}D~$;A#)&xP3(r9KvvL zEmzw!=-G^Jgmf_mtl=uIE0mWXkU28}vk|ZXAzl?cvTQZyiPpSwZ%4T!&oyr&?{jZH zKGnr0XWigBa4RF6le2ZFL+}&dqPviCL$FsIina_KX zsos#7lL2L|U5A-&h1`q9r{}O9pTi=-YT8lmGlncO-bC{|w-MluhPwLy=InIW={si$&Iae@;;Ud9etJDQ)X&<6`MxV+pl%Id$+)ap4>ZDGC7( z=-JJ`>}R^EXU?MXQI@Jd2(hJ=gSop+>rQ zQ{ayj7u=8C^OZQxMc?B0bi(;QDsHt)TYH+V*?GNxPzEk;pLuXQHoC35+a-bLSqt~a zy9wJ0RJKa#E{VJ>3xlh7P1TvGd-uMn+UtJ+THBWHEOw5lPZ!z7*x4pmmkd3nE9dVR z@73Z{Dmv91JieOL(e>7z0cfC9g8Tq*3xZ1MD73USojWK}it?m^Ml>Gr;6gQh)&f zX+z)-E)*{ao+|W`@TJDE5o>Z+NU|m<^;=O(u|e66T8a(Iwh;Y$pzJh}HGk$t5hlQ3 zg_mp5lZtp$D3nO}lD{}j4o-*Of}Dw%HO z;72U|ju8Ey$x9;U`OlJbnaGl#B_C`HDLwn`AkcEMh2c_!3tmqXJPR1?3@JS; zRCyes-i@>TIwIzke`+t72xDnQBx$o;By9rn0$#DgJ)p zv67MqC4_9~<*_Q&C-#>R8+pw9EvOGhzoy}jf5+As$7lyUtKf&_3r(kHhT_!BNTU$d z));7JfbaW<(EkZip$6K&vo)R<&QW}~H6Nny%Yi%)2wogk=zc_8+?(5$A?KwF95r9; z;WgF>9Ha^>|*(brA*D0(+N(>j|Qf{kgHcSPG|Xpi^F^4% zX_(JJ2`5T}qt4;PX>ioJ0#TX*>Rf?1O#yX|AWB1^&Jo0E2-GCUP`cs!MJ#6SqS3aX`{!d*l(k{bi0bt4bex~53hkZT^$Y+wx zr~Hw-P5fm}oMA&^QXLE43E)jedZm^Tf%rD>3gC1H6b_GHDu#5D7S}Uh zEA2K8#s8ObK6+Tu-;@KGLpoSJI=|6At`aiNWf7o!-zK%0h}NyJfey9=t&?(-pcgUd zzL@xCP&%ARWXU*4d~*=-C}1g|`c_-*q1u!9ViwreRPrs8g_kf@M#nWQL5Vf9s3~Ui z!RWWqz!dq(u{6uNL*~{O?g+1XgDqe#|I^%VqNGp!EaHVtSc+oPM90YknglZPW3?xm zCYHW?NX!Y(deTT(`oo=4c{ZJKr|ZY*t-BQ-Ezdh95YEbCu^|yb9>X3L9>;ZB>2hM} zZCcY6!5(+S79EQvHhIm*=UYn3^ z0n6gSV#(Bg!`xBq+DY|EZPnsKgM%9rTb9e7{SzB|2Pr3LU4Y*q&LLLT6I{^8=!Jm4 zf~Nh{e*>CO#>~#u7R6g#M6^03sh-Ewl=#khx{CQTr$?$SQ1F3-gDQ0h4LFnPd z0Og4$TP;M{s;xKXMDxz7&*3@Ars!4ZXcUN`eEp%PCXEY5F0K;YOT2kO{I=?+%7w8_ zIv7E9?6{&T2%ut&GN=H&id4&2kyDN-2Nu$sZ$9DsY->qx#-XH#^kz9q%1UnrqNIuR z<{v0|UwZQyO1emI7New+^kxJ~+DLEapro$!W)ezzOK(=8q_p&=KS~-)Z>FK-J?YJ- zpe&8QY&Uf2Qdecn`pw3A*M(2DnUl2g*)&nI#-!2Nr>S^{D&{Al=sLcU_ANHj* z1l`3Y^H`!Z#UJ`XOZQVd7mI8xXz6H4sVzWDN1Ia+PUl5YkWw9UxmvyZ;^LdZn{sQ$5AB*nY3#qzE}<3v$KgkKSaEN{d=T9F>XRp*>l1DvKd|WT zHhr*ZlgCl3SYfk-M&OhbGRbR?E*quj~YcGgv!Qy0FZ zL$0k?MSOwh1FMpfPI9&d-88^vvNl^xicb7)=Z9U@tJBnSZbRh=XDXz`V{z`gP|+ut z(;jv_bZ+ekyOWt=#JJ5j{}RE1?Th{6b;H!V6XSI$b1S=jpw)3dwK|-q7)k+!p-vco zS{>#;K`1v<7keXP8`D!91^ji;#&Y2t=MNxdM}r!)apTKtFdAMC7jj@tWer1@MrX8n zcqn`@`$rK==k*yOH?dIKvS~+S=bNryS^{+@?-6nHMBnu%kJI6z`Fg4By(}_tK5Jjq zm`sYU&Nd6!T8Uq_8nC=GldCqAv;LJB0KwGDcUk+{Q61NBytB1~S=BgNTc-ACb5IkQ zX@{!|&Y4p=cW6M3Olv-K%q8}A^e5ckiEQoeHgTQ1%kTRz`0W9ZEwA%dZL5lx<#XYJ z=yS~oo26^3 zi{4D4tpvQ^nXXt5$nS_9EsPW*qH9;8vsK;hPgv}jFGDI`gEK(c{mZ(-jukl>wC5;y_`gk@>=a^OY2Z zv3e>YT)(+&%OtDw8zm^S@|(*LMp;PTsczs;%6;N4`)H-(^{W-4td>nW0{`NYag)9q zKYfMv-!E?u=`+q4s9byZc>9*U*aSl;ZvNKJt$RMZ;7IPPSyVlHS>IpX@UEnGHzRVXWikqk~yI0KS4(r*C0wIq; z_Y`~P=I;IM9Xyf8uY}Z%L!T~(9d<}G?N2E;vltY}8JcX6F&onsxh3YWWKg9j&blF|b^s*(2zhH;QLT5@pAVL(J)9KNvH4a_X7d4u25r*=hWD?V@yHhOkrhuy4F>_@M116HxJ?r#wiQJPXRvr7 z=)}>hRo?r}t6;y~5F^!5m&^9BR{15?H%3?Nc$Y%;FdYYE1dvb+e%vM&TrXs4fX4`U zu8ulC)^`*h=2h#k9g;cXRD3pwU1n3h0w0T8Cc%Ov?NMz5_F^9O%eCZvvQJ_R=P|yi zZN&qUV(#{va7c8G@6HR>#BFl7T2*~sZq2bOalH^XC6~uU+v-DPCr8*%D7Q@*ZK7M} zA3Y5?AMhk~;YbLB=S9)U6>^KVp+?S;5T!!{{38tC^A?G<3?R?#3#vWx-a2iMC>M9= z7ny&y$6vfZ0Y6-gp6(;{=F+)a-&yd0Mc)oBVoepwp>Sz=)}Mx`Vui8wf&VCD>(uol z#*bed;%T^I5CX~qusnl0-jRwOEqxpRHKE4_C$m4>NR zO`4qX88=g_vb6gxjVL0M*p;~jj>O0yTi|3&@G)Y}HKl83W4dD}<%`!n@5jq{5X7=@Z{9&C zHITczJfNMDbApJBElm=2_bt?0dZ;-nZRf}k9$Q8CAQCBWd1*n7bDE~?`q2PSEblKPkCa&N+5j6 zlU1qo8JxebN27(2strs^hZVy)qlV{N{9H2Df^`~Sx~0)XaW5xWWVlT~G#FTq3wVrZ zFi{-JOpPjC7Y+?xF9$E6qTry?R0K=)^~mb%RZ%m&HP@H0e_Yf?j4z$M`lK;V7H6Z) zz=}eaR=N23k=-*2IrO47a+*NzdIfOfdCqor)gNKCPU%goRB;cOX#$mY!7a1Xf;?yP z`Ek>tn1|ccfwP3Pf!;ko5@O!?9yn31W=w+Deoa;MlIQS`FoRD#AtDJD>@i$@-O;15 z5szJ!=rW#ee;QAWY5pQhMA?bOcYhaE7)<>ofRL)k}(y)nbcC{)cTi9-0e2gnl8)p`dy4NB6DuT z!I#!wee6R~$J4?aYFX?+wb3?Fc~?gABCo&5>+UApVXeDV?bi37@aM?&^CqoZs%kwg;4wM-2f7?7NI&!(xNEi^1;SSedHJ;?2`9MAQBt!Q7wd$B5vi3{xUWsa zl~Usi&^OcPUOP}I(;#qFQX`$U?&8O$|B}Vub5O>lpU7eKD!AyQ1w@~>spoMsqB-CV zm5FOnD|R5tbR^p-e^vFR;aXn-+0kI2luh%cmb<8(#CZ~gq9~K3spkq_9m)t-6jD`d z!HE)i15dXupS(gP16N4mwx@5O1#A|g*~&GVpN&tn01ueQy>R4QiDt8 z5zM&8?D9OpBH&iy@SY||aOd!0Avng&jFStLA6AIZBmljH+EpCfKm3Nn1%v}ykx+ne zl4i}!l`lHaO$hp55iIhe_Dbi9fJ!o>_F4}k1NXM-G^Qhe#=w;$jc45xtxVAb?gftP zN>fLIpB_3LSI<`Lh>z0-lzr@p{5;<*@@z1I{&aVAG|ZklLYhXbb|mhsgT808R4e;` z$pUctk541PwAHtR)MVQ>kJ-AMOc?&&uidk~!=%&Hj=@<1aAt{jPVoAWG_XVuu4RqQ znZEr8{_B0jqZ?W9tmC_nnO%9g`I7hJ23q?*R7t(opH;r@%4h$?wkoo(r%JKLpv&vp z$$J|1?#S!{s)1MJ15jE!=}?_QN_WFc?od&>I##-72{At`vB&@qI=ret1`kris(4Zz z0Z%w&3fI?P7&s)ETXW9PmT%3Dj$wCXf~{iZ)Vt0%MruVzQq+AL^snTJI4Hy+FrtZu zN+vfjCO6Ypg;-Ykr|)uU?@Fj3;X;v+X^!!FG2dXEw%TW@IGTo}dGdGz#+-IHCGA?6 zM}wtCLvzc?!TsrZm*i+wk>`@@N%ZTCsv?;68y&0s0LrRRbq^e{KF%KGI3B9P+EJwQ zEf2IJt-He)!Trutn{o#uM0o-$3uy@qNurG*$#oZ!TcpIIFX}fCR)s-#=~N~$!# zE=tye`>Jp3zF(&WTeoMDZYXzBGHAY9~Th*gR4@%{#;AszZJ`du|RkC3Z>bX@eveo2un6SnxYE2{l zJSpxxgve+hQJFE{a^2Ey39qjtb0Yrgy z`FPRzy|(vIZRcT-QS-wWV|&uawSuOOiYMPndL&V(hX5Oeda&=yS~{6RUF@Aaaeti)!2J`+=-jz;)aTCO z(xY^Uxc)@)XlDQN(f(&7kD9+Uvaz=_H}C+{VxMOIYeFZDpOEX{B?LUdlsKn;^L|a~ z{rtbCgrTyGI4!H=X<7MEvmWrep9z1r@%(8yf8DMgI8F6b=|84ImGOVrnG~!T_znF( z??MIqWO#w>F0c^)gM)mKunErp{4ZY3!TbP|)1?306*MZ%X_Eh&Q{PjEtY9Jk>W>vb z`~H>h7f22w^6w5=!HWIrQ1KsmApJ|4|LTMhIP<~?Cj3v%=>DrOy1%&A_^0l-0CQC1 z`jh9b|Lm0m_0IjtDF;~a?|j|=6I~ZpDb<=6;zkXjnZFqqEKlr{3s`&r$Q3p)@?Vy%EYa1qqfpAkokXLF#Nm`njq_yu=oDQWVya1*ZQccX~z%w9i` z^#@E|wkp5la!yUQv{EJC>g!7uD6zM-$`|;ondp|O+@Yhq#Tq{<+ty<`Bj=C9^ep`r zxon#v78CK4bQ7j$liO7*D_+AQLlq|%KW0a#%}bghNRpl z%2rp_LEc7;l((%-BZqX z{WMpJX%GZ!Vl{BCn$V+iNN+h_r2`<|;>a&BC8Gu3fs%4HU7mTle+Q{PuaJ4E;F=4m?@`i74>?*_Nst-+lOkA_fAl!>L zD6s&2z=%Ds>7s5F8CU%s-77VG|E^NNpK2w$bFp*s!RDHJQXP&~U6D`(qNg5xFkF;3 zG#W}R5k>`Rf$4^QF2BUyM4tz3WicC*$#D;H#V@R(@8@rV1#2N5&w9_&8rRUz3adTc zCf0PI=}HejibIV{i2IF5gIQO;SrgTYheG2JQtgHW%no>ffH9|hbG>j{Pw*Fu>A_fQGCme^flw zMN2o%hqDzonTK0Il|~oS1GGogrOBs3wJ!Qd7qoOFAKmM2B6sqhmN;OyI2zxoFf)*= zg%{i{eVu6Kj^X{$1tV-uM+HLLh)^~NZ6DGN5?c12$R0;+yg#sMj7}T5V&fPdtv$MA z9J2ltD>P-jn@Dg786#m;__6u&jQEqs<-IbBqZZ*^ zlrz-*bvLoQ9Iu~eA&cxnvQS|-)0$-@{yuV@+G zbTCR_wjiVk>5HSo8}x9~LED=*EHbVRch>RV5{_C$ew0v@rHdntB2w}58{SZSvTkw$ zS)Sl;7Et_fA@&*@Blg!k;dCnD@vH*IXnb*q+iTA+XBcDw3{g-jJsQMQj{+)w=AL@A zePlLagpufQT;tWwup_ckW9*{&sp4I25^7#Q%J%6$JXmEHWL%pZmD0nfwTK8b(_0ut zv~C)>TzkAhvsaZ)tE{hoskl)n%3J>v{UuiI%pjFFli4y${qA$TWaKpdIgVlpqgv4A+at52nP(&ym$fv;t;$^P1eZ5%NfxR z2nURaTMBV{2cx-?5sp>4cd2e=qeu_pi8-!i4<2h%c zFuA0LhmHkAoHlhDOLZjMMq~=zjfz5%&d3q9oMw650Ia2YTzq3Xgac82D2wzn2{k!g zxH1KR;8KE0R(Q}M*05j5)^v4y*QUb1ez5*iRxa!ggc{TLO!PHtR(kT7xhF6!V_nPF z>!mAm5M#F``)AsAl!r}y^1LA#di@K@8Ip^x+?R{&z}TPiRFAK{$e#{wT9I|&?Vr3J zF@(ZU=nWA+yu>|aE);2iO!D}uAA$7I3MVjT$ZO!=rC@fz*`AbWpH!o1 z>WxDXIN(aQ+&-kqpVCA+gnVkm3C&*h&1r-eU}-{W2B742jW?D7gs(TTo;N|)G+Zbu zWs>v|O>wtm*A9cL!Adu5YnR8$n`C6wQ3G%xq^GY%k*Ca+#ooWvvTPQ%V zsh3bUg1;OWT8^gUz*!1qahtX)Ub})niPb(OOw$~$)$~y)XuwfJtmquOBbIhK4YdPP zDNpj=&dQzQuJv_Tj5WA3R>ZP96MH>!VhwIEYZ9e!XJ+{2XZK`>6(G4= z<7+>6N6kUtEV+H}{tfrTZ^uxZEx%gb2OWTxnERwEP%|NVRaA4^fU7>|_~0vD{NZxq zz+t4_EMd;$%1P=EdtVRn+gIxT_3s3MeLBuv1|qZiPE6z5(64 zxk2|%xD{g#<0zoQc34Rd6L!yEAXiyu)Z(j=O=5-p*C@7`4Ni5{xTnafoGi@dcH(XR zxeK;aVr_4fKXjXQ;vAGe#TkG)rPlAx2rHd9L>MNOvw5oDAu+`bQ)U~W&CrljvKxJN z8&Gej$ZoGJaG;EI z8~PRREy5UVr;b^a#N%pB?(k^5AG^Nw%HWx9Hw%U6d@QeAB2jTO8*ln`rtS!03Hj12 z%()9b0lsYN9O}>5n8`P>S}q+g%9SHt(}@AeMp(l{ufHg%F`Fw+)D?KlQw3DK@a=e! zbx=H1HdC#$x1Kcdb@7v=(T%OuePem`Vx+D*)_{FKRbJPUTtTvfST7kx68RT@nb>f4 zSK>P|TEZ8B!{+pkdb&X-NnWC|2lvC|G%-^wnVindEq%9Cr{*2BQTL)#uD^C z-^UWD@yCA{Oq}uv&SU==Obk0((3nyo)&?j{*;2~}a7@?yIhY2*nOd((IaTZWsQ52= zrY=2C0z=%Wp<~;h+(ud|atovQ`%7Bfw4r1DaS^sQy_cLHl86L09HJ@0v9rHTa-(DVfGn`wt9r4;(_B0!zS6`sv;pf+3AG5x;xRa33 zrgHK&C--g6gNvR`*Pmx>hs7EAKmm;h!;7^L5sT&9_Npsl4g;xoywbDyXY+K9`|)b4 zSGyk69y}aCw>_zWtv@L;@A4_rA9|O1{oZ)>vwgc;3|f{4h;ITrpYVZ1uPmH0LlQwF z9F5={j^zxVyk?P{Bo$Lf?iXv!T$8RGNdBZI_P9nunuckMDXFDqyNGEs8w3zZQNK0# z$eQO>4S*B7b`iEK3?gujNmH6eXNzgxCB#u&6H6g6M4=vDNI771NfSC_oW-#`SfT@X?5e0aV2IeZrq9f@(#ZH4@0yoE0tPnf}N#Yym zSryXgLB;2B;lP2Mc@=93s8c8;g*3@m5d?VT!+bGnTjUPW%-4ur)?{c98*$CVLXY6Q zL81je>SkAWS}(N;_Gx9^x<#!fYoSn09yo(gAfl%sU@&})0{q$-Ma}EKSa^QG@TRNX z)b;V31d<5KsxXYI2&f0XtynNP^oiMJbVE+F?(zr#(;~Q2Ryhw8grn7>+p84fS6DY_ zOnuYat)J~hT#r^W0-{9Q*5rjdZ{047ZlAuP@(S!KTj(N;s0EC~!P<>6b*ywwk<2<$ z@D0NMKgP}jtck7L`ykT0w9o~VA|*r+LKhKGK~PbOw9rvHNG~J36A`2cf`Et$Ql)nY zp*IETEujer1f;ib@SNj$@A2IGy-%JelVs1{dv>xiv-aBmSwGU125no^Yw4PRNO+`3 zj2R=bXs{uqg^|MS)xHKZQ(;(KQZv`5LMH5R46SX$Q!jgFIUu$1OiV^J_$_PD+oEZ{ zey~!5Bfr4?si;g@yhTIohJ&^i&Bj-r&#$m)m~e!`0>L#HD%%zniVqG2)7(9ok=Udb ze038hl_J7s-JCQ5>={O6)(r)JjR(o7K@A-G&rx^#zh z!HI>huTfDQFr!8nQl=Dg_(mPfKcAOea3tG=M=^toVy80)(>rptzmLW1Lln6#>Sosr z&BNhHC)-vM3B=XX#QtVxp=rqIF!JWg^+rnylaF4XmC$nS9(>FTZwg->X~c`CC#evB zfi&~}fUUB+yqsz~ok{=^imr~dhTvQx3!-fdPJ3OfP1txKcaYw?S6SouA@__0XT+tG z&=83Xq?4G-OEJ$b#2J0qySl0{5ldL`U5eb+4qX)6Lr5zL(SVMu(Cg@%^c3$2E~ftK zs?+7AanEU25sF)j+*L^}^eV8ty8CEw*3tx50YqOvx-ptA^M6sgVK{xx}ZXzF(DC zmA?!AEM4`lnI|Bn_;6sTZlXJ(bDf;$aR*pBvCQR(%<@Dco!t4vcd8)TC-%VmYFT>M zoIrW>ZC-H&tf}sV$$L$2{>Mo06W>c2m18Z1RTKBrGHsd5DAgW+e*K`=XN!z1YR&kt>tz~t7KCtoB4^ zDA)1mmV@qCWu1llwM`CAo^k48olmb0l<&>PPii(DT|D^V7w4O>y#V;dADMI?Xf1vq z4oGUK8C@`Y166S=d?PPtot488^*UI2t5WoB--9oT>IfsbS+m(YQ7ed>azbFKJf|Xg zY*D9F%7C zT1m=GOoNGm!x5xF7lLD90H2eG;Px!!ZGYnnl* zU=adcnURr?dBZ;boOEdTcDJ_K{HoNd#GiDXm3;Ai0r9U&fhJL>vj0&)Gw& zS5s?SIIlCsm&IxEgn>9NdO$rhn()W{YQ~Y?uTwIn=EaE`385JpELIRot} zQUrlYAv<z|JqBP|xGbQFNq!xom zd8Rf=8QfF#iHaJCODUu@8xDNLcAc0HoX8Zt*^pK8sN>4&{zUF(dhVbf4HKHC@T$m@ zF0Eius-Tj}&+7F?(T;9;K7)5P_j590L^-V#j*=3ydQ$+DiC>I7@?5B=bmF&OpI5o& z^WPUYMVw?u9j3o;R%Gwh;^j9I86auL!@gHAV~3+_J!phwW0c-8h14YS7&qRm2~nZh$IqQm%D`65-@Q z$rX6z16rtj&d^nmAFPvDu8UJ)mAkO2@ZfX|n_sxvZnX5gnYk@PCC6GTuMf%CIxK2N zd!37rKGv+8T4c08kiesoB&fD;s&DPKDHW3(wa6M7#u8Qe{EjNeMDnKf2wAfV$Q zv7N9cLTp#c%Yz^hm*53^YEy_mWOh~(FqN@K!`;lF9M{Q_Seh6FRl)QHqh@ZSR>GQa zi>-T(3gFt)IL%(M8zTfy#+UJgmZB;o`QhJK_k7@T4U?&ym z`?x{+b?L!+AbRO>>6t;Y`+|2qUj08`oFKv5@xRM^F@nn&LjQCv1)KkyF!fKt*8&;v zmum?aJlFyiUp$!;Y$M%CFdlaobMr3y7&hi_Iu}$`+{7+lexCc>h;r+Lxej+VGc)tI z?zU%b8aGr_+{EwAw@pCAEW0LBnZ=4_RAbmmWO!6##_JY*jPp74k*)jg$W}RddD;54 zO*sXH9RrW^I@Z{TPsi7)YgB*|(%aS7mibQFv+Ehns)xm_v`zdPp9k-iFflO*8zt4- z9ycB81xGSsuS*q&hq^LSRtP%WNZ*3%Lf<<3)5wZeQ+Ig7gab3zQ z8z1}`t6%x^Vg_$qn6XxGv2l{s_@Pe_doxYFF4l+6^U}!0JpYOpTVDb$E$CWf+%h(v z)NjPR-q0Yw-9>Y0YEEaK@P(MLcr5h3Tl$r}4WWAHGJ?PkDSHe5U|zB(FV<)w+C5u> z3sR!*epI~J6c&dW>v;M%0EHVy^~HVuigVY>onwP}8NXeEGD5Vy+9&anx71QEL2+g` zDhK?Rt}vPKz&rU0zRSFv+sw| zvxOTbtkN*1Bi&H0l?VCG2u81>bAiLzKB$;Si|EVZg@$^MGr~Wc7nA$GGZR#aNAkYD zN=;Nq+uSiI@x)YQzlcg{IM=7kUvIJH7KLeIao1nf_9}vTIW&2z`$DD5Os`k+g8hj; zjfQB;n*d6D^O>B>qCvGC&cv1(OoFg5!w$ahNg?(^N(5ssY=p&&B$8LIaV`x<(9Ttz zrC)5slQ7j~4pZJHfAfs+1Ls-p2B$L@^A)6Y8 zVSIdM(p80czPd5e5(q&z#PvOOAzlO-S(hSp0s_ybh;~dgO0I)aLj5|QrKt#GCZ}K_ zRf=fPD{%A@RP0F+dP$*1LM^xQTF-N!L{_x4M`5I2L|G?vgDiBTiOLW%Zi12ztxe5j zrI>*){lSEb&CUZw`1(ZzJRKi&)f?#PlL9$}8u7k@XMYojcYN=NDDA7H@Jih;hgFUoVE_<$?0pN~7B3F4yJIHWS$xt2Jy?2Xxetgcoz;2?pMUdY=?oQbd!O#W{o^ z{6MT!qpLdUf4c(Ahy{_so!!1sFJbpez`rm?&#b7Aq5iHXn7_06ADeNI4!YT){bp<9EXf zSbPlTeM}sSb%OI^A?mH|i%rbBPb2$6a|_udU&nxJ4Lb-yjs_~(5L(%fJ_3xyW@lm= z=-DFA067S%p6k>iE$0lP@$;??-obsAaOROPW94WP(&d&P$dNdFe&(be=QDb%GuvPCz-rs$ka zA&0vu&CZOXY=EK1xr2CDg8rChQBqYi7E6Q#prI-$(!gyHZc)LJ>qO2{!K&}5P=>v` zg4XKL5faCBoOhO`YBgsI{03(>gcFcE((XGlBw&dKoCGDNIc!@9hW%Sb19D#In>mT{ zPLrrN7V$fh%}=ZUn7${}I0$LDl-FW69M(M?5-J+iT14E-Z(KSE(;RfYUUvhg6-3W5|zXvn-{e{!Piy<8b)VQUj#mbaEB+YK~Wk3dwBlUeT_ZykU=)kPQOO zPtHT-k)r~-(tNeE;#t=bbKDFsNN;US7X4?q6L<3QVDEcSSn#mpcjiRV(C{$-2Bt;BiJW_-7Jj67bWkjj1W(;bWYCSj^u}ZoT zNbEx&7D1e6USnbrM>$sGkdO#BR6z}d662^n&YlDr?&`>f1FiCNtVfRL{iwh1`m%*6 zpf1#$QN?NkqLc-#6o<@~*pG1bwQG`-f#i-b#u+k$a3q3RK71LcmxpF@BCm@estd2i zB@PGFHy-VJ+qNRt`Hz{aaSk42CmFVdeb<}uHqOg(VsXT9HXx{d*NiPtq2)d=Jzhk+;;-@hgSl^_5D9q77T}W^e z*18UbG(y+KkG1wJh0-Deao5xv)Ev(m#Rzy@iD_BBGffF6bZBI&p|irU{g}RH5V2!M zDj$`LBc+%Y(+!3qgzEyv)+udK<%P^sjS@c8)H9(FwB|b8FGOzlV%pu+6{LhLb?CHm z5)hV%xlwcOl?P=^Gig$|B<6k%r3=nJHF~pi1g(qY^5LY$who7o+X$@`>kMie=`RzeEcOmPQ~{}(&1YPTtnff&jUtN8yS~T0*L_qb zbXz+$@9d|W-PjR}uE6?28$vVi| z$iyUu4lF7y+I{nil9h^6XD{y&3*L^IV_IfYoHu8j*NqFwp0Dio?fTxm^5EeZiPW|j zw4Anz(J+%e%$oXK$VOEyM{_Gi%(~U?=?gsH>}ZQl zn|EumD7AMQveVPCl34ahbw%p|0Z%^BH&L zU6p5PX9cju3kR$3L#vLwpV9Ao$=6S;avR& z*8aiV!Gpv1b`$#5+pD9al{w|^z4;%|!yAn^V0;jx;h^#jiXqX)o)$rtjpoWbO{{R_kSG$+aXJGvBMNn*L1u;@6tT*{B2o$&hRkS&Oxg3VrSDGO zHb5;eV!-7lFwB|gNZY#tmqs^JZiIZ?%+yOBZ)ki%!@{1`balYuun;9p+3RK55K-a4>&x_hg0gp5VAGJ zB{eCXYAr%QtwkAvgcIdeLw)2?;9*Z%-*m<=Mr;=*y^9|+Bc*;C77k1T#mW9Duqf6- z(xD9h+#;e}RLR8}|4k3dO%DdX^~+#ffEdUBvVya^h%T#wRNqOC$VvF?%%vaU+y6Nv z;C~;}AckZChIy{HL$b_n@`@+VA;>klFpU=U>_^hEF^)B~F=7Vs$1_r?O-|qnWZZBt ztu2};PnmkIruzKegkCC2h{}Y_8x~>*Y4Z9Jsidac!2HCK0$kJt!?dCj8U9x=G8e)1 z4_OTa5ph4tKFU;(sEEoJldSy2i3MEGWZX7k8@p@9Lsa-s))4i3FK?JG?%EgsFLqD2?B9V9<>THzu;?S8< z3(`!p541G@RjclPldNSQil3;T@1@9TaP~1p7__Rbf~j;?N%<2jfTP2cOK>k3vfm<4 zOlKX|yU>q%?a`-9Uh45WOhN@T>h`=@bBZI33l(o4&CY4*ZeAqgkogz`8(1tMZ1u{)RpE+)BjFRkuEx6Uzu0!vTz#gcm;_M_f&_qSCm1 zgl6@-77u8NQBzY zG95yi^E}#=zA4cbM=Rr$qZz9*nXg7~_`SJ}PL>)q!~qvMiC_`DmZHduxI%vubp#8$ zP#E+876el_VYF)Tqs~5HZKDN)q*}W4#-y*&@P|oCIsvJXtJzLi8gi55mQi@o%yne zQ1odA{;I{Xd1qgjKq}zoCnvH<3=Z#cR93Lm6Xjf%k>2NPGNYeAb+Y=GCAB_ZQyVpv zw~2S^vbh~+Xh5&Id#A488=a!Fph^+zZ8j8z1{hB+x{#KqNRT2L#h%pQr;de4!vhHo z&Q1L=lM6WwTt*78H3?~8ghaxeM}b?^U!SuUGV=@v-(P~6&{$>NZJKPa8czpeGR-6W?+Dn^9wwLst19ei2B62 z3_Fd%8mZ6FSUR1va#EE2p7G<`LuUdBv$NHr;RM!LxW)_{V~ZF#J5m_{hGU#ol*mxNQ=EVs9b~ld#1KNhu;q*k}!eDi28#QJY=&V+;8qn5s9!K+8|QV0Qs?kG;26~qJs0bY(yYGQ;2*Dmob{O zCc?8OWYdE{4O4k3uW`_N8Vns!LeSmA{$ntI;v!C@2}|z`m?-iom0uJX8D(4-G&t8g z73o()y^K?&Fd;9S!9to}4M&EG2J<O8Z-`Pnvv7BX|T zkk~hhj7Q&;jUwPs|_3} zS$M%HuZhJVnkc`Scl@czcocgDJ6)Q>4^6?+&V#ujX#LS#;=LWVimguQgVma5PQMrK z^SB#Mp39+w3O)^i?#J586^Qcvx_K0&VVQmA1=;;ecivykK6BE`FzgW;Ib}UQ za&;9s;kJ(cVHfH_Akne#Zj5SDx8ggE!_`Qi{HpKM37jWBTeZIW8h+4YYwOrvpjKhD ze!Sn=#B({vj(PXn@hyk{X!lnK<(Jk$cy_os=&Z{9(^*vv{r@?uKUD;Wq<=fBf2#-p zP%KcZ49W<$o&Q}%VCem*+78qX=(e&fKQxp1SY&VW@^=}*f2$(s7#E(`;o&`xmPM?7 zIDC*$4cxvxo!FjJwqw6MQf;HZlU7$JS6ybeHc@hrY)5=M+pJ+=!1m*lkMHxQY#v{d zIm|6C`%tXSJWbnqKVekRlw%j2_u=X@-bGQ8PWT08v;{L4j2hWurfE2o$f*%fH#0U#GZ}jnNq#F4=!I?_ z=~qNa_BHo95fzx?L$Q!FWmcrA!fNvc`S4e}a5DL*?g}cU3Kl^oH4CTKx|VZ(!JE4P zvj(;m?$7x;Fb8yj5iIUz)b=e9`4BtMS)Do3MdtRkRxs7|`C0;Jd)xnx5aIU0;s&~SUS+jtnQ0g|$Uh~R_EKU5JV z)?jd|)%TyOh>y}8o>5-r^Kuuudo2(W_SzT7~o>626F5`D&Bs-i`ZdLi3bL2Rk zVP`{$ZzCwi3Q3pyTY-v&1o8BgW`QoOsAVBF-KqLGOwrYYkjaS=lqCv*H)K|eMu4|g zN^ebE7D3SR!9ta+O`xFD$TR#De{1Ek7kF)9Q(^^gAAQ9S-a?u8pf}#}w_YknE_RQA zF03q-8PS2LKl^Y*H01u2UZZj#VJ^%&k_fM~z{||e zvVzKx+9(e2+S1yG_ER_IBLnXRwHeGf*Ymp=;^W0`hwgufA-o>{%TUaJi6MYrYKX_s ztWYuC2H2+}&bZ<5fNn_B!>ypuDDMEAhG-9|iOc~z^pU)LG}T*J$Zb#(A-N!4pWI5p zTgVW&H2rH?|L&j5`l7EnHVdCh@ZJ@DQ)krl2=q%~w%0hZmh<9P8%d34%S`Y1+Wk}= z0HEvunNSpV>eSKYMd#ID}5 zUUh}#9Z%eI_u^kFq1uN?CifjiMVh#VX3Kxicqa#bvhzM@-kzy>$xZFH2mg}9Ksp2Z zyL0K0LqgSqfqJkQnm-Tl32pUeE)6|(DzA8XV*Va>SMmU|gG`uLc*e=IJQVK)XilQG zrx4`wVbQt;lgChVlj=U>VPl9U#2B9D=wl+^bQrWpw#n3^3Rf7x?1v_3yz;+8ogsg% zHfW!8i+)LPK>uC+y625+PYmRtGn;X%g=Oy5OIoC*t*s>saP_&D?gx+=zh`op-^ZcPxpRK_om+*DaM|1Rw>90Jg546&Cu?3o3~6Us8b*joq%sY$4+;$7W2l(ss8XcL}8wF_ak<_70|R2pVCeXj(8Ze-EZG%xX|w5M*Q zkg1-paMWGUqct?RF9v#XXF-40WocPn#RzcttCk$&wZ;phx>q%Qd4APmr}#^(AbBcQ z_^DOE%B#dk#+rdXZ%)yhG?EO&IXj`(Iisa*er3m#wEEUV&@)BMtzW0qOvTdVR20yq zR&5+2xqJlg>W5~{gT_I3PnkSaG&D{ZMJSY;11$Z^vOC#t%kEpBqA3P{TXwHAjO4Oa zY1B|RRTzbbfHPm}#KAB4whbg@W^CU5OM3$cqO33zX!ve z|8C^GgekbP1b{g}1Dlgt1yY+YZbczu#kOX7ZJQz62o~c0M$%NYr_g&V8&Ie4KV=I0 z_IRwK0ib_u^vRLL1s<+!&`>OG5NcxE$nR!CMl2eMT?E~0OoW$6SoEp3x&hSWiq3<+ zwc|~89PIKvP5UN^C==?pPBZ{}YQrPY%k9{tnAr=7lK3L>KlBhw1DMAYGt#paG4gA) zs@6jbiWpI9RX{ha*(cTahnZ1~yu-QBJ*j=!TWs^+4Bjeiy5>JmF3;+%M&YdM{mXl? z3G+K=Du`Ger;sthB@hEa?UK*)zvDDUr!l0=SYePRrYl{xOyY94t;)8`B6mlXnqpj|eUs^NfWm><~Grh1lLur84 zUuyYH7l9`%8=?dckg5rY^Pr6MU}swAO&CG@&m?Fs(Mkue~}BhgBa+ z*8Aa(QUGK0xXXIAWWBltR?`QUTP)VelRakRuD$BhpmcKZGyyhM|7iOQwXP@D4%ef# z=alPxPtbjgbBo5z&wjN(aO!Bv<|@9I zv%2un7c;w_SM$Z>%QJ1Y=W(v1O*XS8DN9)FYmc5^Ox{w;9Oti^z2>%DxXgL1myWEh z-XJjZ^F@5Gh-Q^EWV0%x=wuUc#d$C#?zUHnhB>>lUdKHZjRoca%rlab$Cqf$E8NEiBvi^<<=cxOpU!5VTI<> zskN7$)eE0qxmHH#kWZ#<6^>alZ!?Zbrs}zQ)%Fs{%zW@MZJ)x z;?px%TXMfEU@L@)7U39+Ip^nwjRh^XrqW6Lh%S~X(FSOE@lAiwQgi(tg8vxI27n;YSp09a9?=*73`4q3*M0MfF;z==i& z`r;^8TT51%!00_869(2~Own|$Ugqv3cV#N2dhsj6#s`E^dd<9Lm)UEe$d)`rfba^! z-O-h+Q@7Q!tVnFP+b5wgB3d1%>v%hX-$?61Vu}CFvJ%0HvZpY>W*DXYHt=@kkE*vb z&Ry$@G?G#pU+yil7d%Q?skj|FC*Di6){8yQSQ5{WXA!VG(sZ;kebbG2Xv>02wK(cU z9+phPg>TFw=#?zzp|*TzVNjfIictfUpo7=mOpscvyQGoQlMQ8>P#jRI?kJ~Uki|EO?bQ)ph`1$cXTmkbiUB3+b*4t z5OXh%Rvm8NY+RfFts7ymo6g_5S#LC8bcCB}SWqSwhmQ?+G^=mgihh%A_bcAKNZi?z z!gjGW^~O*vMLnpQ9f~tBuU@{DA8%;v9JeAJR}GjCrO2MIUY)%w)ve{@%fWQbj~{s? z6{e)u)h{$>uI(scQ<+4XkMRm&WHY*!+ys*XahFrs{y0w3lZD^M55ZA;BLC=;i z6e$op@kdI%%uekh>#-DO5^H>5&?{^^18}S^aJj9+H8&`#1E)GojH%4ILY*$O7Ds96 zwoBz<&*e|ENVo{PJ9Cch3L)1C-8LSiQI{EX_!zZwu{EBXY`B?^|3m+>Rw)zr=`p7&CJ=!9_Y(DxK1xXK=jXg1aL$-9#oGSRk$I z5~*VxkL~mmnnqA9@S{`P-lsOQh+yvJo6|`;vAP$%AofU7O`aD>n+u-a*&I#}gvYnA zb>GvlB(y3?h)kZol)u1O=19G>Nh9Nt%I6s}(fCSgrPE(%Ry1Z-H^GTaP%6~bpozht z+0uSaW7Ui`eU7%SL8Go?v$0hKu#hj91!Z@n4$~Jj%orAm(>jOST*teB-OQV}pd=Sx8!L$ABm7^O+D%*7{ zs|*{fvUQP1o`l3WU$zcvpg4(h#yZAKz+u+hFNWdpoYf}dS7$D!O%YxXY8@xxA+f^@ z{>fTpza(LwDDT}1JDZ`hD9(~Vg*m6Xwm6?)t6f32&GJS$DIem4jmuQC-nwnMQc;|k z8%C`~hw#qbM;bG?^Jay5X6*8?Iu$|2ShC5^D~F6JdxrLNI~CynuM!EgOB_?C&rNNT zoWw%cjfdNTh1^5UG-`P#Qs^8fEFI_)+{kvO3V~jh0lF*Ce^oTk^CGHl;cArd39qTwcB=Ap; z>901syWpJ!>EM7PAxt{%pD{!FZ3N~!4<+4jLq5?b?1zdXQ|*2=sf0dI;!PH+g;1%8 zA+dQrcx?L2eLsIO4>2%w80kTrxM80^>uZZ47)KFT0?|lkrgVg0`aJ$|Sm+)d$6Rmn zJk%qiepc@|gel;_3x-@X1&kUMeK1KrWsF9lBQiHaZnn=>g z<_89yTjOoQKL7U*#pkk1wLNFS*0xjlOveSH0H9)PV$AlO5^!Hqn^JV!^-`P1bQ8C_ z>ss!LLl0($<{V`A7?f+*YIbLJ;zxG9<#%6r7Fie!EoVte`fbvQcrMfNW-dnab^D#r zS*Cd`M-A^4Rh`VLy&9%d$1w0DR)6BsV=;Hm01t;j#m}-7{J_I%%?- z<6@eAv*Sxkl~!qNuP8gsSY|Rp({wqu`kaq#W-{iAPKr}&ou%~C4y+jy#&}NXn{CiD zFFKD34n_nent8BausP``wa4q@OO+*pR_PCqW-9@!bj>tB2|f0-+g`|Yqno2!*+!+Z zn|FqpngowON}miCoaEL6bF6+x1GzEB%TqPGi%8%wZenjESqEC+>b(r=Q$c z4$JvT_kPEXqE-eg9XTq8amJk10%_cuD&Qx#1+S_9LT`VIpwZ-$zHEU`CF~qUf=u7o zzaZKN_mzP#&5M7PiGl3nn}1QXtpu;hru<@gKcvN|{%Wul#2)MZ0&M>$%Ue??X!prq zB}X3MVQK!=UOLDbr~8HS&gMqF_<0mS2}17xkPBS?M5{w*4o|`#(|McMp8P-6j9n9r&B&9XUD}L8J2<-&*;54mjTX zzwxc#9X(MFOaG0w%~YCx%2@x6ww?L!C~sh(?hY-6{P*3rK@zoJ*>C9Y0l$21)W3~& z6a4WU{s|Tb4+g}UZ~jZ``{#zaIs7>RkJ8 z#}^4g>%lXBSyEv)Rdv)#Q7^t0l@un486=zkPm2S8>aDqJsjFWoSFPfRfnkgyuPjP} zx}=$BWrLpw39@KbHZKs%w!~Y(XUSCa>K9|a6y?|NMto5>o(^J?n!A{fyX;~#BVFK( zwi%yxWvpquJvp0NUePipy&^ zF^mo+v+VYpB1|={?2`pYM#^DRV>ztjy}Zo@# z1bQ9Y7-A|qV7+2kLJf~tEh7vIRBVAEfAf-64Vu!(s*!bk_BPPt8L3~>{oK8xyV_u# z!`-8P`v5#O0O|IQ3MsM;jMSHBxXL_}*f~rRRhd0g<XAVGi>qCBSx5R7SQ*1bKM_?k(FWuj$;NrS2J`l<$ao5aXG~40UXZOx-v)YZ^$QfOChM0oG!^rpeW4E^4TvaaqVC zFr}tl%E2kJTyKM_+%u7U5=*r<^b>IZr_ua>Y{pX8x-~zdHx@3geR1n(#i+SE%0c z^GrV^uilvqor|l-L~nJ**-_hP0)0@)V+^_9wn9CEv8i`;_GA!RahMYLeK&4w@L-qv z`1`lH+z`i=@{<{0G{41tnZb8@wJy;X7BoeI9AE-=a}+jv**E%DImK7Du>}uf>h)vh zx*s4<{78^To6d(@&O-IJUbcHuo-5PND`1(`$}sx#>9e`i=Q-Wux(_hJQRA37mm-6h zOb&(bb9H81L8>LA72@bQlFlNT-mO*H!*N}-CUOjT1x+8DFx}ey96Et@E7z6#N?koP zHsKasO*gh$M4dJ^Q7QxUQ5$e`G%So@jjjp*d3`~EYLy~*2O z?)%?4>i%@!Pm`rRd1PmCO72lSgLm><9(&dRYwmtq+Kda=_z5$gp64`+Ou0%!LRvZF z>eI;U#)bug;UNv{XU=!LDMk_CIf!OXGg$K*+_|c%6dVMXS&%HN2zz5C)GG-xo3+6_ z_LM*tzm}~(M*T^A$SmK*Td}*=Qt7#tJW37Pjn4KZ^3|+yY58_C`;Kss-G@)<7YF^l?)}ZoFlLoQO zW>214FIJ~WdhX91pppYS>Ao0G$!o5ztc2KkUKa4CUkMnvw@WIMeQA4trN+tEO@nhp zZ_V&qzy;-oauuAPQrV96U1muYTe_6%N$fQFSOikq_PAZqp!nq)q_pdCi=si%%QY6) z=)n(x6_2kBMOF1Yo=`L>e<=xZ8wd%knBmdiN+YIR`EWag{fZ+Ev3&7^HSfNL{QajU zsuN%e`~5a;J5TU^RZC%389U03bL0cHoHarR@I@77*~^5L`08ECsX;IP#L- z&G)R#9D|`>yI?B`*m)=RcVWv)d15G9(L0;+Wu)X{DG8K$X5J3jfL0DMdftpy0vwu6FaB&kr z-|>oGT&d{#zG^jpQdA3FCy@MHHwD_^{^>N5nBb=!p2Ft|%mseg;otE2|46_0pSJkv z3?2b7n1Aoppqx6rB0ceX>nl}~XseY0Q}T1c5G4~K`sQi^g+N+*K)J3)uFiZbhF~q8 zTA2@hja5N9V>Bot<}=#d)WX81I@?X6Y$?SPsQ6-iL8NA{8?bcSb~a&rJI@(!*%75h zPUm_j?y&8}+xwjvBkiW|MN999sNa8FdaLqIbVu;WJMDMMbB~@63di4yZrhLlks@%> z-8a@K_lJ3+z0&GSlUsnpT|qkb+_hKPUH6;>K5)oRX$cV)TTGWx#4Ngu2KHAjRgCwm zc!#~LJ2;Tmu=9B=SL>cvyF7M~IALS6oDUUa--r^B5&CFwm{j{&-2pkmg>7ANeN`OT zrV~s2>>w7}7`e{25-c@Ls0q%PiAq3w#NW8OzW)&FaRq#zb^3m*1mj}XeBA=D+!^W> zx@$S|O3!`W-COi17iBkoG*}AM@Ags~?ClUx-fd1n3{l6s4_cKiAJgHgk@ZPxoVviI zq^4BKo~fC+SaCt?;bED)xPZ-`%M;-xXRu;F81- zoqBZqet=FO;dy1vN^+om#Nrr!>pZu9F z^zsCcv3_(5ljb{HdsAYKKi0zR96eA> zbmf}ql@otm-WLeIV?yn~(%|7?-8TaoXZ3MiU2B$1=R~*D=Em22+~<30g;IH}kHX{6 z=bsmDkovT!$rH>!alEc*S6j95#>jATczpbw&XCPmu4cyA=deugD%j^LhFJTP{0Az6 zzOq)+rnjGYMMmL`pfl{k${*_^(@GP8iM#B`^r1wC5l6qo)$b_S>$!3uvwEjHQT+s$ zonL3nX*BQV=4SX&aKdXp;w^P$%6;A2AI7QkaUpNM+06=UhtobP@9YS#0zS{1bK z8M!&NXKc-NBi@2%I_);It{X(2aW%@5yx#5d#pyLl^EYl<`*3-Br5U|uT2%Im1&lHi zK_U@8NF;g&5{WXYzl46{`9TW;iQ+*ZQC8wNi+#9ns=Q+QYt7Gm-x$1^fe`_7{ba8%dasZN0a=#DgxtppKO_Mh1RdPOc`50eS6b! zmT4(|pSRlhsGM!Oy6?jV?CTf&gU9V_YKz%>+zq6teVs>dwiPlSslM5Ih{--6YUzDB ziU{6$DGlF97dKv}DSGMsGGAhy%gZ%6$a)6-!MYJwrD?d&d9n*oAL2{%zaat*F65`d z?f*2m)AYRrkC49%j`^Pkcbf0?m(eMm!Q21C=+tbq6d@r~X-VgbVVMB|k=)8(xF^@_ zx)asb9;K9hQx*ssDATphE2SOHw-hAdu6P9K1jqm_(;b}WE56@)G8D~Cf{}EY{Bl-E zcgJrgb-{POE18)pnf8;PsyYpnhpWL8v^v3%^G^Hy%}ci|Og?HS8-EU8pK!ltUr6 z8xZ_F!^S>Z&aV12!T313C%-)Xxt!{PbX9#VkUTOu>76sHKE;-_%U4h>9+*S>Vw{L_|Ipz zd6%cXF685{DQr8z+vug-NR0Oyo?G(z));$0VXm-v?nicB^`x}~%O|#y{e>O|@kl>F z-<8l@XH1Lbcu2w5f6CS@R|8Cyt$S*UXUzXT_t`T1GR5D{eSaj&2G4!W_;}`Lz>B^M z0&xq0a6=%R&88g@h&z^uv)9feED;!*?i(6i;hF+n(V87lf%e|$-cIdaAq@+>OIQTL zG~&!9^E1UGkff&_#%J^lt}@=K_9Y-7DTIrP3L&P?Joh3|B82D)o)f$rnJpK|Kz1wg z9z%o5C3EwHVL|Jww*6<9?wBA<5QszKuQ`cawxmpe%u@-ar$@vP@PBdL=Vw4aSJ-?S~P44fs*<>=v z{%nF`QCycM94-nY>I&??agXLL0YTt-0zuJtPoFZco(*G5I;%_~x&(n3G;=)V7sbQ7 z)UCk<0?Y}7Prpd=`k!B<N;%;&X* z7rqGEqJoVwzd^(xJXf@yK;emSek)}Kt>ld5c!0hWt9>i`DfP~NJkZ;T(=Cf}RJ5O? zDs(j)@ct%Wg&q0^xTM-zbhZ#NV(# zoV>y~K8yBeU|g6Eu3rVIn~a7};OC|DJ}EQFG1JJsKix9W$Yq~y*=giHo^I)AsN-Jy$(IysuE;o-O_*3ABo=|dAe1@?^iqB z-n#lJ6WsmwnauDE2D(p4nax5EDZ{iWKPJ6yp=Y=3FM7I|^s9h8>?_4z1-Pe+6~79o z!@mBi(Fx%9cZO)I_nAgel`LMr`u}MA3b?A4u5S-`V7ZOv^SaJfna{TH;XOy*ny}gGyy?)<^@898HIC20xNNgemFVhyi^p?M_m?(G z73;2SVST~j$eiV8J!odm;>%%*R;fsHY)iRIl2g7)AXf1-g(MPfYkFWJ-_GpVIN2s& zy`;k!=p|Mp?hQ9rEh;d6^VPJd_}WZr`nB>6o@SI9`ZSiAG~VbYg_CC>nbEg zPb<2MS@^n)N7XXyi35~#yBj;dDlba(7;)r$^4quO2sP&;EwAWTc)L{=lxjM>vD;SF z!ERGSdBS(_Y-zkkd>F!&%RaPLxaudIKGN(816t}wEQ66!I!&zj%_}pRYov>a3dgS6 z#au@>tI1p=Im9oV#5}~bpV-+&TB)Y6;#{f1CasIHMDOmZ^V{xpnzwR{ijJiLgKP^p z3YNu0f1sHMk(#4_bUaok>b&sgjeTa92yl#ygLaC~>u$2Zky><8G9Jyl6|$XAvLb*K zjR@~%<7@1$haH$M*3>%hu$S9uWJRTt;n`i-T}EK`x>T*LSe|eU9|_BQJg~S;RB9Gp zyn)>XfopN-yn|;miAWK^vp@S9$$-+Oge>Z~@N7}3aCo*#?GqgEP2ioo*&%&%0u6-`!)(1F~h17kx+AiKdjNq*XYJsfm&b${&|5|?YA#y>P+HN;pYX3 zzDBptG)%>$S_1KB=CbZVpXK1~O$olupTyjmJ|Jr~9ka9d$+cX!;mjx>StyeRQhF&! zdJex~zz$C^-uI*OP8*CeFD+$GQPj=uLIqFC4jnhEh=-518Uq-B(#@SN*|OONtWg)r zMbqo0Da`w${MD%8Ppc0hg)|4FeGYv}PradN6kZ;5y3-hGrEcH}?3&DqxSC+^kUQ-& zZKuPGFuc#$d;xQT?`P%T{O3-iY5B|=9{m|U<{%>>w0$3Qq%EF2C2d#(lEb7HE(C@Y zX;}&Ry44dta=!QRXzTJfC(>LDXuTk822VK)#JXYsV8hQ4)64}G?tJg$8+foAEX zC}vk*n+`b6M8Wz{9_X2IwJgs%!U|f^bs0N>(wPadu*B%8IZ?tB?8scdkv2au3wCtK|W(acyS`!Ah((NN?li1cdJ7=>A z*#{wN8=W+pAQy$T=7R`E-)+Ji0-U6Pcz*9Cq3XQr1G--{BqA97!0d3Gq$YUw8_#)v zLont%yLRy%c(Ei9kpVC7#YtL(m+MsL(SrFS4|n`h!JtgUz?rFn*A6R8 zZ=ZL`?Ckf*7;vm-Rdgwr?#7e!wvVlNNE^4ylEC&#kp)j+$YuQn@7KKu0(lQD_P6C6 zgAJTF8}?tXW!j~XmYnSD*of}l1-elMj#iI2f%SJmwTfWCs|sk=a+|T$anWdQ?r8s} zdG4noh}0c&(IF)lK2wv;li@jv0iHLGs^wAT;OqE7&Q+{I8In0LYy}0pU$Kav_N&u1 zFngl&vFMjIu)jn_0XtMbfQlggJ)C1nCTTYqgreqoRN9c3OIjNjQ$=0fDryNW>NF?K9C(jWfPjh` z#$)o67xrWC9SDxGcVbOVj_$#StRG`lc_erNKIJ|F_b6gviLgW`TWC4_iYbqAec^hF z1Svj%S3GznQ6%B;U<Q7-;a6aG0=yip$hxdtGo^6@H|bC-1rfw`4%nr9Z-OcoJy?A9fbiLT&|FB&~hgk-S@z^u~kBb zI)#$<=EdF*;O0qlr{R;3F;r=fts^BA+J}@Xx`FPOiP32!jOWp9=-ajZ@Or8? z$f;(36i9XGcyr^=Wz}9;97BeNpkb%8h*e$0NHS!pAw{!Q((!t}8ZX{h=i5V=pyiGt zpBJGWjLbuyUCmQ8EtiAWL9B}_)vo1_&)S@Q&xcAu36%*Fs^)JP#Bzn&kQopSAevE% zt+_^*<^krH;{GbGxlIe)E=r+=-9LtVm@ zgosI?9P@pT+bYe>4HwA5l(fm5>wtu*H@}MSrieGD{>C^vG^F?D_tyHkQ5MOmGR5=i z36XKwBI4`Ln~;-FV#N2ybN=+0Jqfi1bC(7`W_z&M$pKkDm$y5{5aiKM9BNe@J&A%@ z8ZP5=iTbe8TLt4WX4OAim4=3Js@i&*ee0_tETQeIxp-h``QkQa$HXO8Qr%!2dP{#y z1EmR4IyJ4JrZH7=DvSJc>u1JEbDUC4dq04(tLs zT~ytrcr7fPrGzTPBrcHv%4W+zZkepg+dNU)el}^AZtRR6Fo)36u6Rn*gnG>SKG7<2 z>OOG~Bq=LjeDR2JLYpWpH+fsGnrpL4;}=ZSP)4_CA%&viePTgmf!P7>{8Cv^6x4`` zs|>-+H7qk+RTq-yEWN2(vw>>lo+9+}S-EwMfZ(hkVqQXB0%WHMEeZ@w=DHgyq}txP z%~tNnG9BaSl2N)|XlYhN&Z7xaNBCsgB`Jyh~`Fs`u@`R2uk8tp!(U_hSE`)~A)$*rNSB@Lx>-)$%6oUe<3c1AlLj zQ`4?fa_e$`+8&2}2~(4Q+8(=p;*B&6Jk=b=OIm^IxJ!Vxy9*mvC9aR5)$hK0?~)-j zBj?Y!=Gv91-$ry2eInjFxq$l2(}n%; z3!_KgshL-%GAU0;PbRxJH^W;7G4>|LVgyT;*MnBNR#R+%!A!wJV=?n5yfrQMhdUO> zU$se6p)?9Eu}6smCmu5geuHlYBH2>S&2=N6vYTv}$g+-TC`>LtcN#3*>)t3|j@a7X zLQgZ$;zwE}QfjMoMCoD8igx>JRz_PTfPk;MOa{V*>p#JT`v{2O`VYW$ju)=~4u=07 zGxVH8hNessIAjp+e4@Z1)qN8p_bC}K1wFmJJz4eA9+jKc2)O6+#>>|PR@XV--r^kd z>>bA=C2zc*&8!~uEy(_TVz~G+P~X(w-K6|9DOD~}LgOh}%to2CsNYwLvClbzvx}3E zA)CaKx7g2j1oG9tK?M~VL*bvzy{AT!Nd=@;E$2IntU#L8?{zs!RfN^J0d-BiVHK}E_tFAC2&_SFYrnXuQLHr zys*7VP5YJNt#-1VMv}-V6uN`PV$+Q~2OLxc)2My|nWXI&NDkm#~5uXydf;`vjPILV5 zRbcoc@Tlyltl&Mtd+^0ztWK;>{$g=K5%7`%FCp-f0537{k^!&#g7;}`Z@OM@?3rcU z1czYRD{w%tP79HM5AS*6ja~5J9Y7+dLiGdzK$}A-A0;@xJNG0^DZ?>@4LMcYWl-gS zoXQ3M85|JX;Fto-F_aV+1O(+{a_jCtgN^`lDkk_nG{Jj31n=Ph_RB0#pxq&q@NA5C zs7;viJsbY{7UZmfC;v+@5za56aX!e?@Jq-Tp8*3m@y2^+#-i70xf9QDf#w=5MD(nr zd_itK<-7*VfSk3;S&_LzsOdRmU0c^0@-wcirXvoHI zhEjKNaE{+Y2>cx~%**8v{fYrVoTC=_>rk2rA_n|lr8ReGA^d-a7yuBwgormL{)zz{ z`V*$Ce*+n65~hNFmEHw$UF2^blK~o1_?t!<1c&KU!~pyiGT4KV!SC1S{0n3_8`S?9 zF{ndB?Eerk08L{~>sM~~kk2H-!CLGT}j$ls2T8f&zl zJO8`spDeG_?tT2t;0sy?{(?qM2Vd{5J4Aon9;xJ1ihtPDO=At@R1}4O1!n*V{r&-+ z$?{1E82xEe$2f*M|2Y`hpxsOR-X6ezMQ7h}&Iax0o%FwQb|RuXU) zxMMLisc77g*v;?SE#=xoveVLPs>(TE2<(H1A!c>`L=Z#_^{+3C9($%HUzuW}1jtS% z^MR;i<6eTouT!#x>PMl(vqyt@2?U ziQB}9+iU=o-)KY2%}k@SH1u&v%4q4>@k%7_ax?S1n`oig6FCV3Iyzt9jukTplJ70qa38C!!Vx9T} zTsd%mP1nAg(k8}3xn_?C5?GR0H$x!_zJULAzpH2u*}T|0hi!xMKhOtC-RaH2YAI*P z&nd`xock`VR>UzR-dDxF`uffIdyX$xnolZ}pG-MLKby609qM%<5|-azG-=!t#|B%j);w@rPa|?v{n9E7{mj=f%r< zUmRS>lDJ=irocOYolmRUV^=DL8gDC(kl52Fats@b@7+ZcGm-A?*o=)D-TADMSfo`4 zgy_|(*H@xD3GVywOvk&d=DqG|zwbcp@ov?WK0TH~OZbkN*Q}1=ZH(%T03#ezQgMDD zkAj1$!?DklG6iJdVU;rb?9UT8u)MdcmPBDlM#_4Ij8WMn{|Q>|sfcU#!p-vC1NFS% z?T#A`-4An(FqV@%R^M&mwD-=cpbX1O?-OZ26OHoR?b@-jp5sd=@*2^(pjy^hiM?MS7Q-{ie^^?Z+_F4{CN&4U1wN~W9RAda;d8~$W_d8-3$ld6<6`i{y2k~w)p z@2Z95e2b%@#)8#kP=yR{#vqzH%<9ktSNPyopVv;Df`@)mi_HQ{BWZRJLau7I$1a z76vdWQLoDs(p(=EnoelL6anBqjJA9@Nr<*9Zp^@_o? znk(&132%0wMH}2~Ns|(MlaE?efe*x4f9qgf9gTK_wSKf60$;=y!28>S^#8n$^{+bb zZ@;{bHPdzg*T>;Y<928W=|9*}fuzdXmE#Q)(kfpb^Z4U!Rrx&Dqr%7zp|%Q%l`@QF(=}9oMbVHcAS8W1YDpb%*EZnI{SDzBfoO zXQ~`4GiG8!*DR*JH$V#o1A*4Y>`K~_frdH`zT*+70Uw*I9dY;yDp zlmU7YK0U|Y)Ukd@lar-Jev(Xh%!Zb!Yz}lWWe%W2p)q6?tLqekWrutx^BawZ4%%DQ z8+2`gh5Mh-n98F{S9NlDoCW6j_m(6&Gb|1UrtyM3k#3YOjHWD>u3!KMSecMXSd_~$ zNGd#l39jV=F-Ok!r9&IV)BLcN5s1B?AX&G^>aHNMCk_4i=1gYd*1Xspl)2U;q|NgSdqrXqJQPDU%U`_gP)c6l80O?H81 z>$ZzTg>r?mU}8+CMTbQP|8SQ@H+Xe{SFc4cki2Ddl;^5aAq-yf74kdJ1riGx9p6ZBDwUuT_5>=NZsmGLisDzr1}6GXg+O{q&8g61ki`UNP6^0kPq4ys zy8N$pos*$VK~@m;84C#tQinRui{SjCbDES5SV74%T2mXycyc~xJSl;Ur}H8T03?1) zo>QK{8Zw{Jnoc=CXC>P>;D-B~XGN|#H*00js{yiI6t9uJy{p^m{%m>A|7zPgk&6Iq z3zjn_4X_=A&T2vS)RW5?&IAIs-{uJXg(vk`)R*aZJgKLiyPtl;ld=ZIfAFOKgeC=Y zJ8XZZNdbY#v-F=o9)a|(7^B}%lR&~v?yuCO-}9vYk@p1u1MK~#?q2>^fr|ETmw5x1 zSf_o7lAF18tGFc@jhPfY9kPEztNI7t6BF1piN7&F4HAHcezl(Ke>KEIu$`wzK6 zqoB7K{GTkJ8Ga8M?)pc=z)w6kkaZMJCsaE0kHUYI9R>SF$)DDu46H@(Zwv#!<35do zPU+weEvt?)*3KgikKN~h_%e{|S5um9(DL%tGeTL{ah>>D1llYsbEP1`aI(%m$*>hq z&lYF-1Y1`)*Z4CTh?faa`ZcPzsC6-F4TaO;HL``(>q72XGV?V?$&pD8m`xSx(0I)N z1xQHsKq{{CFkQc@%Gc~E-Zvv>=Mbn)ZZLIw+u@x{^!N*dx9g-nYU94Cq#HL`H6}d6 zxu@|m*6!G7O!8#f)RPR2N#mE+Nsr7#*%#H7&_keurQq2QmOfa32>?1>EUY;cteo#7 z9l3U-c>g$y9VF^ia^IxUHpCk#`q@_-((fd!fMy3j9F3V!#iIJuW=POtX)BS1r3a_- zDn2J9(q?2FAC@!4Z@wWw;9N;2kai>|>MO_-OTzbs8Y{c5M#{m{jQp8TL*KNOShNl_ zxqp@jz;p<^-DdTjg~fDtl1j$mt-QuKapv7w_KXc4gVHLD5xpwap((Rgh>vP%Q^-zH z%YoV|qWx}G!Lf;#!}JUD)$5UbwfI=9$_*9AsrNPn#S#MHl~1+uW#b{r&16)%@c+oZE4=RS`CJ zGQu=krCCmM@_E>PwZ?kZVpr#AU9V|Ga?|NZVluOQeD-96ME}O&y7ckrp?A|Le_wD# z#FI8`U`f-kP4mzu|EM-@AFp--bt`a1dD(fB(tEXJd~JUw^B7vOK`G8xa1ekYd$c`n zX-(%zlS$t@Ex9YpA;bj%Og=LL?Y7o?H8Zc9GLymo={QZgGE4Nm&izdRQD4GL)G|Ij z-~0BIX{XNmvwl;)lDTSh#o|f<&J9nR97nZfXw#atD*MQA`Cy5OgI<0*Ph0u)%0h%X zg}Pnau)5BcGO!d~SXf(D)j7PDaA0S@ycJ#2z*oFv2G|ac?Dhi72bt!hB_q)lD~DxA zCj>)I_53F#G4sGeai(+YN%}$Qdig<_AkqPA)*t>@JuyK!CVM&k3Iy}WEpRYz_WBge z--B;@3A6tJ=I@G8z!%#AO+70!&7T-5ryHhuY;3KKEa9-;6B*&P8GM(eGOwwcC~lc@ zLsrhq3EJE4p0#&!+{qB{UUl6YD}hZ<-jbQ9-E+IyPaW*(m+rh&{g55wlHrAG(vOwz zz4G?@~wHEf~fEo%j*fc;9dQ=8Nz zry+mWBup;#gU1uS_*ujEhqWpnA35*82dA1Il#2DJqvdSe5F=+x9b0Eh)7=5DR9+hD z%wP@b`9~jw#u?@xzdY1^@-nzWB178x?jtB=HVv74lbP}Bb+b3)gP)!oI~d#Q$XoF6 zDJ%e8a+2@I1=KrpJbG}_4+aZI%NI8&2DVMPdh-uzkaq8`;*F(N z_P)qOvcF)DXpgjmFp98^z#YFq#OM)Tg|m7Q;6s+J+Hr>=kD``iIScN(t|E=0RytKV zRbjbPTokz;EM zTuR9guWjS9ymn{9LJuU{QCj!8@LlI)okrB97v>11n_P8Q-YB_cPDLxFhrGpLeYsYu z990}!bHXO$5k8wN#kSHrobDj|;ZoD&~e-5E5lpGA%oOb>+9iDJ+;EwCw7rDLi z-DeVc&*Rsm2s>sE2o};^zo_QNtUnL4kaDvXIb2Un(DT`yCaG-<1a`eW1iw->b~#U) z3UF?(;ypONR-s0)Y!RRtHTF_%I3zrxy^OxJkpJ*tz!yv5`Wu%!E@Fq*os>Fn2z;g| zkW72P870CljMU`UVMZYOV`lTa%zKVhRlG&1@; zP5TnvYh+(tioumhzbz~}q9QD#`?1Qx4s(7HkZll_R&Zf0iU}aok3YdNsioH-mP@yb z*>$~J2z|;PMw42>%)4l~oVeKCB#4%n)1+z+9oUmIJkaFkhWOdI$O0nD5M9ULj zH|64iE445U7MTfWE`4-GQABT~i9HS2t@g4J^PX}U6$SiY7BPe_P@Q5^y2m-c|=}KV~JeqJ4@UU>7puX?JE)Re68Omz;APZpLv*!yNgP^ z`@|Fh;o{h-V~3tPc0Racj}kd|?7zh7{+myayodlj_307ProfY@xD8lc!7{`+##(V5 zb)Hu{ujw9EG6^g}GM#a0AJNA6-==)|z!XV{V62*tv%c2L>T;?WC!<=C?cRhKL4A?# zr2CsHGLmbGwKgk9n)(q1jY@CJjgNgw4=PS}R!W`r-rKK427etQxchN^D*18Ywz|>B zFCWu#0eqy#CVV?U)n3n1vlnzmf24v>5P+EL7d)Sw=w9xf$xRR4(P zgFeN6m!oh`Ze$>y&YEf5-PLsT{ym0eRV>LP$Ho0b6B6or)!dec6(%;fT3L)KIh$g? z6r*Y%_K=MZkq_h_FU_?c2)c6HZOkyh2H&LHZJ^nCwzGZ$Xb9vjmdG>4JvqjF;z;7! z?#1|U#6`wN#;L|qKGJmaDo1d^-oLi_Y>uv7F>Ww6^S-7}Iid^BKE5rlEvhYzEy1SQ z9O0AK_;CqD&L}Z8v#XQfRWfd019KZisvvM>IuzJ-S;YabgYlgjiWh|V)EsuMwd?wJ>^W!`=30$b1Ixf|Q^!oAZY9=carV6jxif?GOyxexL3;ApGW6`)f*V83 zf_~o?jLj>srdpKfG+3ii*|&5*X+?*{1M9nO(+ZUR7IskqpXV}Oh5CFLrc+vR-r?E@ z#IB!=SU(;ZcZwLue(~=10DISaI_=H(_l|w0r~JvnVqS*ll!b4B!&nx*+o599!>(Y8 zmjooATpe_?LtKohV*GNmr7y0x(W9b;g1JDLb9C=xg?>}iqCvQNI+&YbI05WQ|u`?gGj@3F@2p*Z=|{A2!RVc13G zJcGo;TR{nZ+mSC$T4ArYS=OO^DdxE`lUF*ApKdvF0k_70MW+vre!*tl7Y||hSQus& zqkb%*o#GdcNdkRNFea;x=&e5%Z;b-mydJP48RG6OJo#itWg`uR{m%=>vnN4sE=&zmWE>UKZFDo`lrmj@S*b!m0m}QJr!$0mIy~Z2PX}%oK|qSTb-o_`%YG3!zuN4%sjZQvsgbUc?I}@+ z{2~G|9vs5C+)JK!ojF))-N>^Ukb_K0 z6Fq@U8xSeHI?74dy`C4?;r3r2SRGZ)97*2I<0w&3g*X{I7nu92 zMy3~XIIXkp;0M?>q18zrOG)mK9Uh0js>y6!;@@n5js^=r*7F3JM*0<<IJxX*>dsU1P8AGAYvlZ#(QwjBqg1kr+9woi$Fxcs7LyR{$g-*WL65RFNa z?J}5S-BjMESC6B6N3GIdL~b1;=^HISp#3FU);C%aOf??(YCHnqzexFNJb|YYz8a6= zsf@3N0z7@_t04zZrF}J?!c$3K4Y&ar8j<8TcJNKx@xAbr^>PPMBANG6kmno*JZBxi*(OxP<{a727!$t>#u5ky(s% z!;ZLy7c3<&uc|YjX{3A3F$n(<8jR?yR=`LtLU5+7DhVeZeYfPqdBd^y z?0!4f;&;vpRAu2LBv1$d?>G3sm*cF!N$`f_=$VG(M+~vt9qdx*w@5JBN8r|S9SM}Lc0zQSwV*`Dv}+G4%5N)8~d>$B=iY7$P64E+9dpT z%vuDL+c|WXJKp@T(8N1R(dWV0i( zt-kcn0VyX(l}slmZZdisAGQv$=z~2f=4D4eR7`3L9ISPohr!Ztjs~7IAwT%W3Rh-0p zk|LB*FbezV{m=6U!0rtNDL6}6`%EJZGNp7uny;Le0i1xGr5 zF=)r&oY|(GBX60<$bHxc`_7U%^-Xg}&N817VOZi$=K)B6CbO@%ho;HjF>W)wVi7TPQY(}L)$>2%A?dS*i3h*dh` zg`tQ6OAbP|L*Ki#k{;775hlVP1;CPs5S(-fcS%ZmG&u3Ey%qB2+I1^$I^Li6 zq7q>uI`TX^+e!dK?3z?AaFzz@HL-w*b4x^q+PHypdqOeN#QcbydsN&&tc zKOC3nwu;c^yEr@so=w86FRiyk41V||(SkQu&7K;1JbjWDSLd8iKstOMs*c`QbK#(W z@p8u^-hdV!o{3?$7bfpqb^xN2l9r$oxflM<7zM+mvk!0@%!3F zBz#9w+EG$JDhUTL*!G>*X7F;y;NQ%{t@DOoeV_UpaT=3Xp#T7pd!?^}pB}A=@0V68 z&lqqkT5Y15W~7-zX$pNGwlIO?dNhi|^J?!+PbW=aQ`WP8>CV4z3PrTia-YP7b~v$bSx|N-Rj> zeod1!FzrEQ976m(L(h0xzel#?7!OyOtjJprLbzZJL6dyWeoO*`v$b*W?&7J<39(-z z>t3S>d?7f-Gcf;R=zR1VivLM2u)<%^wtzr4}Kb(%lXT1*>G&SPw}nD&H5O*-wUZ z1@nBHc3X+t0otAB%Qi3a--jjabihg2h#(33rN9H(&etG!^eV_5l>)h=?c(zZAa|4y zJmo_MJmsSu^lgyX{PDF%`+8!hE^6(G*r|(JvlTmaQC4>-c@pz#9`U`#2C3Iz8i@^3 zufa4N8>C)?X$&@hCYY82FR{yF;lD&+mwkk%q1a^~;As?gSsFYI!7hu3r|+=KQouCL zKx9#Z7hN8oUzQz=*P>UF&LfgR=Nh9EO5i zwl}`&T$TrU31OBG_CZ};;GE9iJ(AcGLHONx$-jFZ!fZ`b1Cd`G5}2*l>dUD3!=D29 zJWFRcUDFWT)cB2cn1KlFO#UZvD=Nz3$G@p#vdOC`VDQreR;B=s48{P^*Pw@qhRBqU zRnti8lQ3F)AIWa*VI3}1P|S%a0E#M1$CY`chw6Z9#OS2v@hW=*)v)?4zB?y(Fk5J1 zhCh8-ysJW9emp;V*o;T%kv|i=BM6~AaNWGS7Wt)C|5cg%O{Y#(L#c}S(&9YHNaJ}@ zBgLN7)CO;Uz7syw-qJ76+agQsOqbEpT-@@RvbK?r0nITcwdMT}pg(d!0N|55)>Et{ z0moVy)93!^_TRCV-7{MYZ5`8Ra9{MxEbq=m1lI3>OB#wRN?5t(BiigOLPkkV&i5pg z@H&b(vK->h_z~H=9s4A^a4)jHXC!tn>g0hs98OdVhlN@uW{S9YO)c|isfCZIuRlAm zZ-3jMuyc7hg=A`Rw_?B7)_!Z-NMd>!s+azCvEoaS|I$nLElroSH`!|~xm~Yq(j#|f zRprs%w^lnZc1Rg$TN|4vu@A1~%}}&HADC8iDjtU1+)A9h%VC#T?vO@aaYuKH!8KJJ zSX`8IY4W?il|94zrgtQKYwHj^!k#$C+{pSMJ!xprfA6suv2Q+0v0xTem>M}TGVvq3^f zZKc>(&)_bMp%<{RlDSp>Azz9y>a-Xwz+uj(2rqJ%#nnA#f@3H+W*iglrI@T}R;q`0 z@nm9y(IK%vF#vvZ42<|3C44sM5(pkflnm{nnZw!qF%2ZJjf2G2849SxwE9LX@My8M z>4~(_k};=w25|P9FN^DjD1y^(FD zp++k>BLwv`^+Yn^`iiXaig0}sq7D&cZzr+0!*N^*cn2T*@oE6O8jkh_o6xHSnwDO)w zfxSQaOp4%cJldHQJ!||k54%2*x(oaRUMeWX0eIWYIutmV%?Css2N(m|IC!UAVMc|% z8ebPFE@lcn5eha#AL%C`soxK=L`fTqa+_tmQmxsSk>i(apmIr1g!gw=^hGFs6|Zy- z#di4?OU5CW4W~3O>3H!6_BD7SZCHtITK%XbNP#}DVq)Oj+O#Q#uIIq)UzH6mU?^Y9cKP)Fv$ZK} zYD}ty))q!uxm!19);>zuXr-nA@gaZ?9^&%~4vSDP{%0{gSLfUd{j!+;eaqwdiIP$m z5H7+`@mu~TXo15*h_YIEIZh7WpAfN881*sBlS?-)ib4{?ZeGP>z`b(xTJ7D3TU5Pl zEgea2?&A2KSLK1XH`kD_Qocr}e*45U!zk4V^WrXkw>xJxk8+18WmZo3ILqsk~ z$$LU7^aJ8S-?hXChlaOfQuWZ-1xwU0+*4wUZuU1?`HRdfZ~B^1eDHOd z4=|%LZDI`R#0|qsnj?{5?l3f%zv0hr9b|p9`y?YSi7DkV!2M`Ee!V!tj+pdhZp^zJ_ z0nSJe6bLcoiiTVG*hQ%t76+8zYHhAtIrq|D%2tC%O6qZ8(u_ZIz|-(xT`ji5h!!pP z4HF^MB>67(j*JggKG(sx+m} ziC%%U7LT&OcY-+JDXLZX0}X?|YbKZz?|e*aF_76!1D<;`uz<%(lILK<=ss$z4(at> zDp zOf}npS~Tg&%Lkt_m!}IYrhvH}tiy|3log!_2$zxJ-%1wA({JVJ;d=QS=ika-4w!-u ziKhXt>MtQkekarehC^Fq4Qo)N(1eTjHg8F<4cRk(QFb4ac$uKT^_t$sr)lb=GVr;( zPh;>yNzX0*!LIl0cA6!9!)&Pr1jEX?D<(n1>H5R=j6K)ymxo^WxyXIXHtyoy&A1^6 zOYz33myhiB%472Hs^IN6^nKy9gtjdTjKXFcB4NlOFr%$uij=1+E(gfdT@o(h>WW97 z$WxyL!6N;ZRhFWT$p6PqFxwhaIkV*_K6>AF1uw*5*awPQpPLK zYrjLndl2*_zQNZSFv-Mr*0E^Yp0+RCv{+t*tYc1Am6!XZAaSIqBxaP%VUz$fD~c!O z`%apR#R=1z$uT9fiQ&QYg{k}|DU!4dOnQ6m7F3CH>a-Y%NS&Sc)dIBDpk}*Bfn(5B z*T8og!WP#B?;T%;P;!eM-`=}#O#oqqpm7JQ=J&=GLTJlcUX>2xmgM(M#@RwCAwIW{ zr2;NvCE^56y-zBV48U@tJ<0+oKlkDu@=h-cJ{Li%HtB>}9d%j=M9rv(x_R7oGhv?XE*+@ z8f*5h=<)T0)GUApzKj;OWV}?WE#o~*?TeEU_4G3xRm$`MOndE>%wjBV)HCh%7mAgz zp}Q=;#JUl+=qg-pqV#@D;9t-B1!?uAdX^yN<^+#iC46ybLoG1uaz*DxO|mKtN4NwJi537Hk9hA){3weJK*8ZdBw8Pa3X|o zz@U~1hLgAOEm73fD*bmGRDexgB$R9-b~`Qf5*9zCh$`(oOLQ8`D*;?SRBE^zSZfJaOr(Cy$_voh7k>6?s$9t>Z?YEki9F?`*P!KCjDCael%P zHF9}Y*U-2;7#X!h`Q!q?0N~d-K-zquHYc?e0xMS_J{W0AMjLxJ%M%EgSR|LI&=AMe zqV&!}rtAX)f7h{L>fnnrLnr6P*jgv}!mJ*WZfNrp_jziYHh{4!FUT8CT%EDRHH)gf z&>9_TO$1F!2y8QMTt5QlIY))2d5$I;2i4K^_rx*v*q%JOEcvE*JEf+O?C3 z8b`LQ%Qbz$a!b`0liF*+$egqTTz+80P6C3gn*;1$9G6KN(+11EOvjeL2rT96ZR=*z zDagK<6iJ7z{P#z6V%0D>itre z-ompA*(CFA<(z=omps4#!I$s_h}^oSi52_)n!ah}AhWN%4r_*R(2fqOc_pEFz4?&W zLuYieurb_nA5lIJn_cX%Rb91OS<$y*^PJ|_d&i{-D^;_x zd$lgXs_{*0E{#Cn7hRq#LUOVKgLw*KPOwJQ5m;S>YLm-OaFqi=nB@UoyNIn5K3q`n zTNyJJvRg>JIUb}0EsS+5)WylDW6o%>E5%AE!Y;8Sq0XX^FTw(!PuPLb#sOD+?c#vL z6`D0R{8g8zs@%B=Zna7@rK*4l2ZjtW!I3}=2NIMu8PodbAJ;UNDlrIaTKa-YnEjyR z2;`OM<`^-h+rfhDG3^)=VPfZb2KNj{wxBlj|DBAH(l>QH7> zT^;da=<~)drQo%~skcJio*Nki3QzRflCo-lj_= zSVgt=1Y>_yEUiJcy>c-7G8j3uSC@ChM{dYhy$A!R4+`8K@}VZLy}=jA&F7!saKVhv z>$L+h+O9zBn6m8}DdQM&+L-8Cx{6wmYbg=QDhK++`@X=%N0ViJZY0d!k=Z2n+MOE` zOe&uQV6RR%83orB7xo*%DfUv0XBC|-HOnFM3#JWU$XG#!~NlN;V47SZS7YByc$vrQ3S`yiBTmA(tOm34AvVlXGS~ zX=59lVtwAdRX|o@9NybuHxqCW?ld^H;n2rcRz4=sL0q=Yo+oIac5t1JGVO_0;srW9 zrB9U-$O?C|9=pA{a+-Cbh_}nR^(+TGT^J<{4vSFa{_}dK9DHem#Czq5h>`U(U0Vxl z2-e>g4*vcb0Re#o0Rf#2ZV2FU_z&#Idw348eu4e)#ZYZi3v&Za2T=ct7+m>h-5V}{ zq6-0a(dd8D1x`2b(AE5jvLpP)5vR(wr&*ww{6{GH@dH@6PoH760`?>;U|>|Kb>HQ0rfwMf}&JV*!Ly zX#YQ-9Si=k{>?$DpxS>uEE4$pSLUbFB0=5XADZ{)XXgEn=Ys*@9^{|5AphmCk6(`q z`CpzE0zSe2KpzHvcl*;Xhf>pC8u-I6I^I$ChhwQFIL6Q_cRx);>`8f4x}- z_{(k?(8B-y+i%dwukV@u=`|BzVW#=ZdnV9=3%n8j?-z!_Zu;LBcmDqU`+0Te-_5~6 zmnm}UYwb^c^y%@eb-~~_vGml{{^xjBYa;_gTj2ER&juFo1slQ@1bZI%deVTEA;~OJ z!&+g6stEJju(#L!Z;P+qWr(=xe_LfH5eEJ=aK|r|X_89#U>>h0k-}x3^1<9udiaU- z@Ki|gr;y@pDk~g0sdo3<@e$S+aYR@|al8DqzRF2;xL=NU5XHqw8rf)30SvW{Y=AlR z;~`kt&WIDNgG^}1D1Yrmv0|#`dqsitCy$2ZPg0q7Qm99f{E`c43b$aRC1zSX8MR{t zNF_VwgVD}*qZwvKPhpGl($cDnWswVuJE=+g0w*b%=_#4r4G!O)Y$ficC{!GZrKc1Y zx(eoK4u_9KkGPCQ+m@B71MGCq+srH$y+<_;XH!Ox(qO&nC*^kQ9k~W=E`=JSIdKAy zM?OdGn?Fd*9@&QSnzc^9AK{p_rZBI%WL_>hm^frzr-g-UgqmWYBiH(dikq&nb$BECwSWJR$(sSr3Z z+2@6&dliiFuI5Gl_497fRDk3zRoI$*R2`HV8g7X$tBV50abKz867b{SCG=jqVcLM& z4&4bLP*^od8zbNXpfRx?6ce}_mGse-+I)exhx}ZMkSU8U^I9Ph7vZaBJ>=7@Q7!W2 z%<}BDLdn#@Y_P(GCitPU_<@r$5dLxMTj&9Ppaa8 z?qi97vx~buf%9<KGoa-4TZ+$$Fw zBFDHUpY{uszYvWQBN1l~Is)g0=sI+cw6kSYjj%UX_#0f_M5MJ`+ggN!9ZbRLTFA2< zRkxcbn3J-wz}XW@fiJAb5?hkXgPT+o=QUxCIl4BWka)^_b{d zxef*XXiBw!QJ&Ssu0AL@>A7AI?_-@K8It=fs*W#M8wHgmn4hrTZZiOu_UlayjEj7! zqN>38s^3F!TIZdG;W9D!>rJ>+>X7Lt*ao=Vjh5hZx2vih!rT@N4_#9Ob0Zp9n#X|a z_1UQ4q|0?}^NNBcxK>b2kEwg*fZ6@Mp;mxHig$ogH4!)wdlyklXs3H=u$@Nb*PA$W ziq`WtI?xc!e$eMVc>hsCKu(0Di?HrG*k~;|Q=A(SRb1X+TRmy7qEBLW_udu5kc<$< z(Ipg$aR7$uE~rG@3qoAmx`W?Q&nCv=Oa8Snl*(ZJyHdHrebn5D>Py5E*~DSYKGgNh zo&sx63D69+FR-K3j{ipol1RVzhEJb4SbH--oNi7FU!L&3u=8hcs^&O97W6n-Hg)<~ zugl*EuWDMqa%D1V6i+eK#pMqLHgq)B1FSX!gfWxauWHi9`Q2E{3cxpBdxU2e2>v}f zA&v7~`*pKqQgJuP>EWf^1PtFMw7!>OPEk?#CTNmcGJAO!Rd`Z+*M`D%l?fUTOdAjQ zLUTD8x#weV91r8}6n(54=5VB?!45BNx-UFrzMzCvG)LLD%;+N zrT5+;1QlsgLk(R;U=#!q6_6Stpi%=0p&scSR1_j0h$yHaRVmU*Na$bzf*>UkPp#**nRbwcoW~1~yck4Bq}TN&R6iU*`|M=X>4-HCGaW zwTr!ukPh=qQtmrxN1D!I(r^1|GDh!eh7B|URf&V}UARqS!Nb+y70IdtdhNrP*Hua{ zaADA6=;zRUsgSu!<1{*x>^`0UIM=l?bIZNg*e@(7kt}*`qmxy2t^YG%Y^iu*Pj&6{ zXDdtZ3wvt0u_^9C8GR&stGh%v-tpVY1&81R zhD+b$7^;pX8F-2Xr(C0bleP^X`Xn&9@va-H~3*-QIULwQf9jpd@qcu3+_<>Cc2qOr=G*ePD-`q*HOc-~>h~lOJyrzkg>D3sJ1H)l z%M`&cS{&!S4NF3GJ3+fhV64-ew!^|SKiRN2L5k)jES#UepYM(9b$yetr5h%n6dY;4 z0L~B-a5*MYiqCDsO4N+~Q8qeL23rjU=F#n6!H`}iJV7(Ng4j6fY2X;ek=`oSY5>~NWzW-P+Qc&>RYFFTUIu)ig+ zcp?F_hSZKJXCTAlgdkX*UT2{UTqX2;uBQY;IZHk<^(N%BNMU&#i#1=L+CPod>3Lu| z{gJF`H%QXcKJ+FvacZbyI<|Qn<2r&l7M2KDexJ~}>SGuJ?)3=bp-JSUu0E`*@I){o zL;xqs`yWOEbMgWk^Q5$H3=tEVAZJ*l%J2GpCso|gAm3u0(E3(WrL***s=z*n;bvAK zaRqy3q?-VJDz;iN6_{4_I9I+e|80-Xg6vPX#&tF2)v75VFr&);i#O@XYK{C>J;#uf zNC|<{3+FYO1RD)MrxPa$C0IOUG05$^UrJ(iAb?`-hV{{Elrub46W3IIX#7c%NfZ3@ z*e94)EIdg{DN(?OS^q49eoNpkwd|%^Nu0ovvA*8jg-y;F3T(bb3YHS=!xXZ=O2DzuGDCsIA^?x#%{KSjl^ zxwI@{JYnf~Z|9qhFOqq{PizD=gAZeBUi8dG=GWs*XA~yXvax+1+Olers@qKT>>@pD zpax+42&IDeVUVO8%|t_tQ4l{gpW8B^mA*``K$0(x&&VpH8+sNlQpTf!psjWiTf{w_ z`MQ7e#d?r;*dA#|qv_%MrTzf#uvgpo+)a{Is9U;mQNZA0N#hO`$H5X!=K0Wrf?;!g zr@iFr&aZ_laVl^a$A@4&JT+$j3b!1CX4|cxcR)1;zd~a7^iwQoSAS5-70NB7Co>GQMm z+ix^HtG9wIUAix19gJU_Z_EU;D9pERk_?3ef3SOC(1zhG?2Bk z>d~wJUj5c;sz2$x2Uda@<^Nmorm<)}Ptga56y05M6*QL=MJ}D9nnFU!kr0q(-R~sz zdAu4iT(*o)07<>nqE#=7oDI%E3HKrI=91w#IIi6zu@uf}l*T%V-;|tBOyS6z*dxZV zl=BNbZLpc2r?%V)&^V)+~xcF`-T=rTX;}_(JkwZo;W- zGHq`jgJJ{9?gp201US(TIZKt`)a@cJ)G!`8hRWGqXLZ1x(@6webdvMYkVLc~gAd31 z8n!wVoBsr}M_U`FIk=47n}C_M$KTXRr3ysYTr#N#l^tXAwtILx|y{q zFTYVI(naoBq9~>r^Ioc%s~agy=RS~e5*`C}g~hW8B6dfk@U`62O3^)nfR$tR88H@2 zi~8-)UsbH}$KMmfnUY>9(t=w>ruj~9zF4)uekvuN^Jr!y>+9!HRwcR-%vrFK#mql? z&A65&8Qw0Z;Ssd_dIa1xxyf66C7119SYHBOTlPDG8(hJr=g4lC1g(NYyPxLk*&7M) z%%&V!m7ZN^4#EI9MzWiUu$!fzRqhHbGUff7Bn8ROQZ(K9FLn8TD#df*$FF@vyEBt# z`NdSezs&0T?tG?)7GrFY%Xkl+R!AveBzv3Q99_uI-|x7hK`T8Q#37!PYj(4~*Vx#8 z?sY1I^sS6oaE-~mpa_eJ-g#G4K+SuHZ;r;@IUqCAkB9patq;Y5J`W@kpg64vb z7;}uHb!wR&qM>y=dXB5a{Ob0H&mT)%DwP66r2pZM=)F+Rje2sKtG9W?A()_%kO90$oJs%oC)Jwbo}A3+P5b! zVkzvMpwv2dI)}4oHRwJo%E-~Yb7R2L#dXg) zbI8u7MFg^b_GG$UUaU9eL?5aqa@e}SWmF{<59k)Z)TUh(d}%J#-&XNu4s2d~3@<2q zzL=y`p>l2>VHkQVdT)omB7`Rt29(b(OoA!ZQc72$` z10C{I><>cC7K(JFaKH-rGI!|P04)lT^>@;E55H>&X;U^MCB1JF7WHUVpU1JTBdAjI zQr&!*6ongwMHe(*R6ooF8P>47eF<%Gm4AT%{$8FKaWP*EAb zh((#`Ct_kC1kVK_fTn0*#aP-ZX9oZLL>gfhF;6fpfS%k0>?eiQ zY*OMKCn3lKKZR+9c26EnU*Ryh1M~sVD zz~CLa$x0~`aC-QgMj@=0snh@UM$0;xT^%9f?@Yf_c9+mkP=QBhe6A*0r}or9EQ#PZ zbR0L3)5=u;6q=&sTN6`5Wvdi#k7*10xlEffsagCoB==ZI(=mhOZ*(KDB&g4{f|y~&i*qKIN{YB8Cu zt9FJgwFcD-WTAu<2(hqekurt=XZ8*9QD_TySXAM%Wp;DvGIdxHyRo29j=5cA0DzpS{^a}YU#=(b#YrXF>WJ&!ho2P>MUIC zq_~LJfu8w#F>r~7#HABY-qfT=LklStK_~v@+20(SK**86c+@9rd?h?y0A-}B^~)>Z z-`(N~Y+!)7B7b(3YM1P;bYX0(Vw-lAt0?rqri=MB`l+&QU8CkhKmYi#>9}-ivoeg5WOLQK`%-yZwZu*24zTj^fjkqkRnLTc zEu$=_qHSMHWcqA>b7x;9aq@-SfWUlphTQ5`H<^mHIc%JZFt8(d1 zkC2zKoj*93gmm4C!>;?xXZN(dL5w%2vucib+hhRp>jx7qCGtJ$VkwBZ$#>_8L&7B* zuSG<(t4?@w+3MJG^Jb+E-kRCo4@#(luB%j;_IvHb1`9v2D$`O|uOh}uiw(x-zk^q$ z7I{wY8|{cz1!v0+>Y$AL#`~6t#C5ir%qJ=kak&prw3fq99foTH`Np67DnmU5({E&# zEv5mL9WPVWJSxAd5fg~Y!AnuWe1mQ#MD<|Z1OJ@znZPRfFc-P3_r5uvEPct$TQ~Oa zX1k}YbK1JjFq7R=ze5hr=SnwLr6prwC3>wh`rXlcr2%I>humvUN?8p6FNKr+#6^WB zzTDaGuQ^EGO_q}l2`dS(^L{ck-D+9dW3LSiroM9=0TgonnuCLd=B6XPiwDaf;1~Kk z;2$aa9{~R^BG|xRfn>YSheWX4IDc407X~ICpsB3vnjvm%v>n|J+`n&cWMt%fa`NVH zQV)*(`UA|h;2t)Ys7socy02`!=-Z9CUk4FVanmqPfmCMQ7dQ4A9}jg@5VK7sYzL$g z_Ci8J!p57HmKvMJm;4xX`g8jw6$a^97FO6Y4R2g~p#Izb{ShbmPUVkk0saz^$oFoxx{@hCL6BjXNk8<UGIHQN=W`dW zG^LUx7dcP%ElV%`lwD%ZkAHk-s!q34r^)xK;Dv82kDj=(zSbGZ&qf+F`IcDPa2oN@ zz3<#$W&dUzt24Uy z4gDVp1S&lR^eg(}>E^<)O|LnPHyr26fAM;li| zDdEl+2-Wh>rw3urRrM!*d8WWi#47R`XgZli-hU_!AtsoqKJ03};ruuf#NAtQrxfWQ z<)C@LpGjGLdoQxnSpEjV?&nhu8e*xP7gp{z66E&)##>t5eeolZb1ci2H|B-OiJ;1)gZPE-%4A$wOJP#Z#6BV#MhwOa8Y=g`oaes(GucBT6h^trNrME%ZFwF5h2!O8iF<`fHj`^RS!_%* zQpOVeXtqktg2&jbRrR(LRXRd#mYB2vpcxH1XP&{JX%!V z^rt+=BpQBi5&nsgr7siNd9+r31Iydps&gADG3YG5UCtBib871u9}kSL@u8Yg zB;t=K^$iugP@F0*g%H*%JJMAqe8&UtuM>4_%H)G!YKOEEgS~aQgGV#}eDl$DnLEAt z9O8a@p{kEpXL;JG3y%-w6*3zi=<9Dt!;)g&5o&sGbH*j1^Gw}KHYYTW7G5HsUksHCr;1f$;8r8!RT^0 zwWl;-_$Z5riAYmoDMUi~pNVvpb6X+gy>LdODPg0DPtbzF%e3s$8f=DuYzpoyB=!|1 zd>Bsiq~?eTO6cmOa516h#)O#%Hk24`Tqa0#exQG(#_rS`M#l zmoiYpe`hqJr-o$&r4Mb*7i_ic%*aOx;>kBm@l4V_C#NUmZX=kkPJjQo)IT zB%Rd8bpu=e|8yzT;6s8qjEjIc>FT83drC^7`I24Cl^Xgvl!|Z-&xnth|0LIZTUw_T z_6BJ{&=&%vw4Q*Z-h|VM!g*NA1iO4Ruad8QMzN@q6+8%gXvS1$Msu0!vt*?t!Us$e z&&7$$-7PlXTe*vy`M$Slc{INvM%0zla5!P-y;4Vtr#0$-OE$yeexe#%C0W(Le!<+4)(t>e7p2x5ptQG9 zivA?Td-)*yw=_(fh8YVrh|^GAnw5xoLs=Nu}-eiX-$z z^*s?YlRou~Jj<6Lkyg({OIzaMLMjx=Y!Kloj79qSK=~)Z2h5SjAVzppBkX>0&)`0> zDyN<)bW=-x5{yp-_;57FQtfhbkfeyoxs#|}>K%%^izRPPWI38Dr8)6KOa?G%UC(T} zd@Val!-;<^;uFQJ8#`}^YVd`+q1lvqrh)dYN(serVG3D?JZ)U&xweEp6KMp2EW zzNq2Nm_%Afo0Ek@pmQjI#tT2x-(2k@wa-1WtWg6-rtCKvKwcc)VOJyv2S{gOZ#)ZR z)THktz;~%qTE!6D`+@|rIgITSig_%Fy`IL+S&x4rL=F#5HV4@^gt~|#WS6M;G)0lj zA3}2_^6Y9~N8Pd&F=dGyw#&#dDMpdrr!&};$Y}*mjwj#&Ka`+D90kpkg71O}mExJu zqRjPNg`_u_$bd_i2-IEl@pS10mosB_OK>c!sK`*yVfRk)vWbm>s>qIP?Q@_P)mo=3v zKumR%4LCcgDVQiQ!B{Woi55y}EBb{Z&@`@-@^H~5oKALfG+OLEHf+T4%qRYs+}-!f zSyD}^p6!=bI}|UNg%KEvUxA3fsFl}?boS1q*{3;-70LAYEfv)=_0FSLHaWxrpc{lT+ZOWZhpq*ymTZjlf=Up zQ4aSm#&DlEi;$DBO6UGowHngEf70%tUf-X3t9$8505BFfGc1(uV$>ZIIvoaU((;ba&uoQdD7ANW+Z5R;cKm$=gB?lf&y2Q7j73^_D)+` z{x~S@{F2al&EplV>&7PP#knL1vMJAP(vkN!!P2) zNB?JxFt9_tc5mBPN~;5eBp==XgVSvrud?J`z_I(mP2hVTlsE z%rna>*{!K4i2f;tzKNsIHr2&8uh9rt2=&M^mq%-CIn?TDDoQalf9vD%u=vVN88ebG zhR_91DuhKEmvICjsdHP|Lm;*&U3HRyAdX=mv1?OJ0pwdm<~~gnBMCa-K)MALNVfn+ z!~f-*k7&%HU&-4JLf&MZG2HR7W~TZW&HB3rXo$Q{oNkRMxrS*3MPuY6uRd{-^<}T9 zU90W)$r*U^Q2AXe6mMT%GNDW?7#44il+ufjNCi36Eu1B|Yj>hn1u5;_!BJZ&N_||@ z8m;w4m_Ei;L9X?g8gU5V9Ywa2{;|&D2ag8%=0^+4MUcdp3)ZQ6c-^L#Tf1^*&d^v` zWGJQ?{5&yYeU0s^xvTP>B`l1|=`Y08bMt3gTv-usf~unaX$0s|xYgTBIx&qBR3XMPfl+7=+|%t|WrYdW_wX1S zNHecLg4b3l>CWt9>8+<{)OJOHG)iApm z!k!ncD@gE9a-yNX9L%Jfji&}P6ZSATGhPoo=iqB8-Rq-iNdXT~X3QhQOJ~om#>?DR zN``ry5hFKh7H#!_M2PS=f|nTt`rAOtMFL_iS(zUe%a4aeP_5O((!GVnM;u#Q<2K6! zB5x)kc(w&KREjjy2&|H2e37&6EZ?0$`b1k~(+0G9d-=4{J7t&6RH znNlwL#kn{%m8$SG(Z&?Pi=FLqk#lC3PeRhtyq-c(d73_R`Yp7>V7uW&X6nQK7Qt=7 zjkfw}0Up82JNBjsz&bQ9j^F4r7WzecHji6N&_Ik_u$uXaiS>0~9j3J`sO+$HM(3@? z=f>Y#q3!N^_nM!6nR8~w&h8(-CTL-K*jJCEBUrR2I5eqFDzBE%R<<2r@^vBaWgX-v z%u6{hurLvEC-w!Ho%8Z5J2-;JQPT?wF$13IK<4tr&u?Dp%O;IX-P#$KyOa15Sc5G( z+Vz;*%;p*nlv0ts{M8ORE+Lal`lkm=Wyt$E_4gN=TKMf!ldVg~_7txp zz;HP6S2!G=;}e3=Yu%07VqO*KHHPaC&u_=3n>`7?$dRXarXgyZX^nSQ_OtEFrez@T zw==ix^b{vo(-sh(!Q7b}+lQg^&}R#yiVuz#{tV+@R2(kd$eOQytG|)|Ge&Krp#KU7Ei63n zT_52$$E10ubD?JaM&`PLr&$tbR}rQ_UQt0Lrnx?-ozR{qINb6e$Qo=8Jr=>wKd`R^ zc6MZSre2-p5)(IezRqAWYZ9Rz^qTL?={-H}#IUR3{^p^Yce#>4-D^2#8(m?%bb(T$ zg2KyE+HyV~Op8wMYZ^Tx`pkBiX?~=o^(9BPJST22W2q3z;zUcnfnZOx2Ch1?AbCNy zg@C|kQ%+l0xKKB_c>8_o{h_QsdZor*REk&U@3$Oh{G-=Z2CQHkuj_|4y0xC8RnF8Z z7=q1ORO)@63*Q6_KsuJ(D=7nM%vlkZ@2~vjD{|j71>pF+mP^S?RH?b!bxS=inV10X zUFm`OM$;&6H2s4as)chAA57YQ$rAA)!zS_SM@ZA9J^~hB~@O zKFrvY&~L|E>t;~KtHD%u(QH5szjzJR$YDl__WHzWFu8_3&p~j-Ati)OYMGv&BH2s! zlq(W&FJret3JxJyyl~Q9c!kk$8J#2=G<7AKi?D2Po5GXbqUb}_gm+o{7%7O0E#n$O z%Ic+vZt_a{Xsl0ibx+)c;JYw{R3C2rHk(~;0gA|-&xH2x%)YvSUebk4#;QpkL99G6 z8QelOMsfCmjKm3eSd!(YQ17Ibb*uNlhC50k#)nOvoG-n3!k_dBgL9ZCAa9U0KSy-# zSas0Vr+nJf3_`PHET;r%-YqJl8gi!9aMJc_g?ka8I&ol*&9VBsn)NX}XqrSc&kRL9 zeLz;tI<^Rw1k9DuX*lz0AO#kiA1*cQ$HRhmHJZXGds&Wn9iQ)Y8cn7yWb+V8QH4qu z@0A^a{OT2Z~t_4 zr<8S(RSSo3QPBYNW!Z~wPQ9c4KPSN7|Fx@sbwZzeFJKaclPQ0Plgs=64>l)}HzBN53@6lFC`oT_l6qi z2Xue*{8$KH`m*#$1I(jcd_Of*vb`4FB)`>Tt_2Klrxp>!^g_40t#%xGPL>wd`^l_b z$vB^HwVpBJ();2~*b~23JQ_~CLry9|_CQdUUq|zlb?n#=be3Ovga(Se6v}DNy1br|pe1RB|EXW(n50poJ`aU7;S}tZujJNPGqM5^K z$iia{Ap{8fv-q!q1ocA*hErkrPU7YFp_QMgHp1+AoeONQg>T= z=3QV%Y0m`hG>TCLB*A$Q_(9By_Wci5EdFKX-;7-Qzn%cUTp2ao)-?kNKW1tQa>yx< zB*d}~3A|V((AM{)Z~1}UPSmza((E97J4BN)o44o^F$O$j!Iryd+#!GWZ1OS6BW1H^ z$sm{%41JjP_WlrwJ>eGMjtpitjgjvRbeSytZ|C9)~8s~UcyeSX8M-ZYP>BhY*x5k^~~b-+MW}bmH>6;S3QM5KjnE!Qv}k{q|t`qAKHBYH_;qQ9J_UX%=M|bZ^Ms;u*;cq z7Qj;frM|V-wPAOvk4@Q)2f3YDQ4o7kEB4b%eri-v%h0T2?|E(0PiXDs+Kdf30(INhvT%z%rUy1zvhy33|Oz8|FQ7#77Bx@xg)je%f60)4y-1U6v$r=Z2GtQ8|w#G1UfQ$WT}wmFRp3DM7kK zvqSd;$jYO3^KsBw$p85x$X5`sg~ixo@KkS6tRSB4B0UB%CC{z-<`e6A(c;$4GPhBu zLsagv3AU&wAvH4Lahedq@m_=>biV_ebTU-91IT^13xhnRyU*Jr2L=l+`hVFsfZ9xTMAdwq|tmU_;d~6cMJRR0Y0qb zgmb%$ZWI+cat3MST@9~64M3f>eC+e4wEqMT1_zzTVsA_eJ)|4(c9axYK4~^d_)cQ8 zYqlk|9Z|s2+r@L)C4*F6at&P_N-Psi%RqrlFaNtwiUWr}{U4Xcm$nNZefe>)GUw)a zuwwEmcpX^lQk=RnHp$UcA2|#_6~@PQyw(CZ&=Uj()koXg8Lk0(Pd5^)AB@eh&3PXD zaJ9BbiMVau`zc>W>>Z2S@M1iqkdUs*#iEW5|4x;!+xu3Gu|g`D$wp$noeal8uWZJs|Y zc<6lIlJU1=PR(~^jGk{k|4sZ-$ff7u$Mv{wK9A#gj?tXGgumhX*hKV2lJd^<%jBdF zNte>KI@i%nsh=vznsZ_~mHO#fek)s{OASi_OG`UrnwsalAj$Q*vs}hQfF3s=&f+q+ zefnOfm+rIrh<&x{-r^^);13Z(i8DQKUgg3n*Vm){+~krgX86tq27an=n|2}S=GV_} zmAV)=ROHXk5l%dtPj8Y+DbW;L>s(ygm@ba~FvX@KGW``b{BeH&fwX>tLLEk1Ycqxb ze4HaMz1i-6=_rQw>Bc8#0Sd{L#`JD(=N&VbKJx3^3ea2Zdqqkw3K*f7VtoZmXKtii z_(o5G2iAvF?w$*LV8=B>PjQ>i9Ti@A2(j3$g@1b$KOz67rEeyVbQ9I?_#17}wa8C? zXDLbWZ?hWRQ93GI*;l#;C*BOS3~N3^`=9)#*w#%ub0Weoaag$c6+6(|#nrZY=~!Rt zW2Uim#zFo{wVJ0|HA=?3il)&a!QG~1W+f(_>xw5?0xcpITH4xJmr(UJYTvY(ZF+8( z=^675S+&df(>Fm>I!t}e3GsMvjM;Q+Rndzawl9}JEJCcJvz^_RKT7G;wV9-K(=I6> z!TY$h6(il3WuuD$SFIWy&{*j`%X!u@9`G(o7C4OBZHH%uy|hd6PC~Meom57K`RpvZ zeFw|q-^??Hy}KuF-D6Y`C|9Fw%v&n=NS4^lJ3MHDJ7}|p zdrKxVozp8*E_k>YFV96oT5hQ;_aIx|fzQwLm0b&c0TJIj5owrYgFRu3VUk?^ai`;$ zZ})QKQL{{`+U~GbiRzB&3(#~G9f6RScWJEgsN(DLJa&Dqi*DNH6|yxY8i|@oQ^n4r zRu%Euz;LJd{6zGG2D42oS9bfY!OHttkEc&V$v>Q|{dr55q%wSYW#L(Dc39qxiexFG zPzXHN5YmdVw8pxa`ij`1F+w>kUeXgs(oqmun=aa+%Evpyy=n8zVU_=G=65Sjmd8xs z5j-|MLF&FLpLE)hI-4KDPPWKg^6i5KpN7`4204nLyuhc0{*K z@uae3ZL+*hH)|iAWl7qsc%8$or}OV$P5O2--4=VboM@QstN*GkrLOez$>F^h>K%(J z?@augUeQ$Sn2A18(P`5dM8Uohn28xQ@HiJp2PzwPzSmhkL#buJu5Y;|PRuUZ^nn@U&?{jtq41pdm${+&L<7?*1H&d2kQv1Mt824thBh+JxMW;1mxTUh5 zGo)UMC6Lbq{!kn(F6Dc&NHcfMuGgr9?CRx~*+)6*_zl+B`bkG@G#&JD?ZFP^R{Dxo z3JHA`ED+;&Or$2ly(U~{al%2bPrVVx6Y}Uui0G1^L_)1BYF%-ctC_6eri@jb#&o+PfBl4jjuQ#{2jS(700_S`7<))q3$v4vdl#Af8ckDVJ*>y>JO_?nsWgRED8oSxS!j4XU=KL!s z(|x3kmyOK6UB2oE=*`t;C)*KvMtfCr$)_9Jks;BAfqI+QQ>4QxGDcIaDjyD^cnOse zpWs<6!_9nlST<7>!^TQr6-6RvqG(kAH|c-3gnZLwecf0 ziSjzlSe;H*a|%R}zR9w=5z>5Gj{I8+`NUOUe)rlarjltO$P1zJf2QW~uc=|5R!VWz zl&VbdvnIT->v-ouy1MvHuWE%3I@vWpVdKE4H;@)xpCAG0>)q7eW3y{f8*Szd@KFSE-9#Ko zOpTppjnELS+)!&=IHYwlNi*CM{zT2L+r_T!ga%5)pq%naeuWA;ZQ+Vem_frZRXIQF zT;|R@%Gf$?(^T9kD1G!sW6xsv{U?ofnEq+q=lb$<;-dRpJcVly8V68&&js3p&X3E? z$%d8|SO27`*#F4U6=bS^a!v&h4ZGNOv!NgtW!Lm$sUyhj;M8EiwsFPSC;dk%yP6Fg zKO8&9Qh$11U+P+f9$QkF2qtDMk&lGki`+z{Q;?7j7=)0e8K3JS(bR5}-E~cY#68wS zyF|XF*S^LINGAk%-xqUJ$t6Mcy7qSUI4H3mGpT{u`s8zsc$Hngx=mnYB1fk&u_2Id zXLV0*S`E^j>T~$1GlugGOGpc3DT1f@p+)94T@r zD=fv+8Svcd%A5ccpxM-E6!v6p^McnjaQB@F!-@H)-~l2qPRohK&u_Zz1T%M5cH>{Q>M^i5BPQ=g(!MAKd8V8yZW-MT}vs7 zO^iezmMEjwA{vsJ_Y}R9+ts&PO2ju!nd~x|FXwKaJctIK?5a7=0Q5~+eF2pmrPsOi zo5SnV4K^*$HKTK9ZjW^eD@-_#b-2`L6m1?!3&CV@|PEs|6`CO6Pv zHEG0tobi^W>!x20Nii^`X|ipi5i0jTOcwCxY>l?dhh+DJBm{5DZLIF-;KVAP=ue~e zlcctU`l}ul?%U1)5x zczbl?+t4F#y)8b&jPW}^I!dL3mjgnUWp|uMFufW^-rl?G0(RR?j!ImBp|{@6^*TqT z9h|Lkh`HgS*M1>#XL`yjV7^M+t*FxNtsZY?2zE4aY+F9%ne4MJY+LZ|M&`J$(R$i_ zF})|=!&?Uk!NRfOEBMC&{*C1eOYA2|p89Vm%K*^d3{V+A zE)ECDrsaoN^0(YyyXVSaX&G9&!?HBLV@a+*>xBHid;X{BckbUrzmu=Yn%v|S(|Yje zVH}@Y`?*Zqi6>4K-T`c?PEY?3{Z{N=RIdZYzAxSl2k2Q}_Xrgoc$o9Ao-N5y&nVisLf!o91=9gbR z-yrh1pQ{V{C~{Q*%EWL6-E(j`qlqGau)f66u$F4xG`R^JOiOVbY!4k&Xgi1ol4mWd z{l#kP+8mQ-PotOh0oGP*R}k+7T#VQ6+Nz~9T>BCucA<22wmO|nuCd;v@s%ZXlK1rZ zsu*!feN+g2w`Qh;EC%FAUy(0v`6@ z@fAFt>%AJ!2ah7~C>$@`c`sIUdVUG$5xCRTbR4%~{G|Nl-YHNUJMK`|yCs2BU+_@Z z`?6tN;h`M&pPJo!KHxPehu7Q(ui*x-@xRDLI(jJmZ48P_-#C>1P6Y*-%YVswAF68~ zig=q_MWMA0uaN@9hR+^eV-AXUcf3>q_}`_1N~h?( zee%yH8!l4XpG}}}wcDTS+u(J2kG{7*6!PPjbJw@$A{FxdARE-Jg2npy9p~e@KzL$({*O|8sy= zT%^A`UFIUa{Fj#Xb}PK|=R-}fjK5ol%fbx!xI%z`7vuh=#a$fQcpNvArG<#SA6fu` zk^j7&1(aC-r&zXoA1Ibx^$)S^!LYpJI7QVvt?c4Erhf^8cYOi1wKv=T63Yf$dWBee zZG3HZUVsY4pZ}qj?M~o3mhvA40}3VY`u=n5d*=<~9RHysp7G8R)JiV;hmLr~x*cE` zHgt>p0v^6EV#@ZXL6KC$q#6rsV z+juHX&EZp8eqKI!-~#_BDSJe&cH)8dyYXU1O4fhTU4HBrsp3^J!9O$V+Ci5w`fBg0 zVchtwzuz3yoy22S+nX(tjY^}dhR>**DAas2Tc`$~mj8d0*akZ9Opi_^Wy#gFX;$0# zwnzlr0@c#djd@ufFhrK9ztAu;m!<&Xi-W0{{cFhoXT+}|mQhyOU_e~x&L5CgyYw;TW0`+|=m?63O*1iioH)c^4)0PwAaL->6MKTp*#BICa9 zx~5a-F=L1dIm)s`Wrp5u^m>bYZ*9*57KK{N9W1COPy7!O+n~bs6HN^`S(3#I)$5sV z=hN}z3;0@cxN$gQ;NO?Ve|Z$C;G?kkYsmlqBevrrrHcHIBTfTH41D|_hrEqCX7-DBQagy&E_zfWL4YYE{A?%Ti>GT?VD9?y`nBqkCj;Rjor8fT;(G5{jNFv z?~>ENq0aZ;9mtu&%wQ-wQuWO;ioQ=WFssTM=x7y(Daq3Ei922t`kDF;&oSqY5xZq} zu$qYISkYb}sPnD=pLM>SQl*AxWZ2P}GJQVnYANV+WDXL)n!QY22x=2J0M5N#qZ53+ z=to)g_=us}Hj(UA$?CvF32(m^ZMzkP0CZ{9e$|T>l$7N^Kw#a5vPHF@u)0O%qYQSeM zc&+lAj7>)b)O@pFTy|Ih6v4&S_Mi3JX@hk-^vqGspG*T|3`$VAO2{fiC1)l|06t|{ zvdZn}Fil_TgD)EWrp902D?c`otx?-!D;Jo>GB)`jpcWhat_gfU%V4-2$uRuwSQQ$> zlv>u4Kff$kr_njdzXLnR6xg?j7_mG4eY;mUNhVLpGJOp>()UVXU;2!hJ&;WhX%(6 zse`GnR!i8~i6vmmd2iNv z`|TGiM8`Mv@4i@x zDS>|p=~Y+{+iBV?SeAsTr_L`HxkKZNbYTup1QG{wfQI6(D}V-UfquVVOPa$MZ+l2I&y>OQcm5XSKUS^s($t>r7Ku% z&3P$hY1{!77BclALu^F1B4B)nu(8qAS9d`4TJj2>nYZa{RBak+>e?y&s=KlAWXFDE z?;vCz7yz@T*4Or{{2V>^2d2YDLJ#^^DI9yvdov5A&HK#r|KpGP8tMaLYvfziQd*x?5TZGAtLy%N$GOJKb`6 z@nYT^W_Hq3`OsU5S1sONOD=d*3sdYFc&>Kg?ajAAR~fhnT6DWdA~vbmy}U@I6Qku{ z?I3oznVcC%p4V^oj^s3NJvj($pzTG>?wv*zoXvb-dOIrUo0J4#R{pKUSI?@0|JK0# zB_&6%>s_bCM;KolK8Qb;(59@cCb{5{&=J9Q^Tl%sktE@S^YJqK>6c7z*H?OqNo3Z# zUes6B%qc=wyb$pG!B!(q-|#qkJ6rC1q3&5-{jU{yD&CFHjn;eF*@1&)-`k!GcRr`z zKc@N2$=gIeI=9^NH3@Ldy&y8=<~@7wiBV&UPIL(0mU2B~9~MjsiJg=|Q?Fz79`QMI zYzgWxnH$8Amm&2>6kB9{m>s}PlTYm$_dc~(-&1KXnxEFeT{5}0lQc%V~eI(pl zO(5yo^>^QnD%kX_8p&4*!{ca*wsI_%DzBk9t%|2#TL@U&-{u4quk~;URt;oE)=Z1r z-sy;>kGb^(Ve1Kx6Va=r{_{La3_JW$l2rDX{kZ>qRgYZfElhcmB3ZesI%B;t%Nk8{`k(77d}3 zO=86DjqsS4a}oe?Eqvwjo7L5G8-~EH8RqsG@3g!3^xy93FSA@_Zdd@9 z;?m()N(QQ5OHt?WD<#kNpG)yqiPhir=YL;|hjjq|eL23SK0; z5)(!?!8dPf>F7*U%a!;OCgmnngsChZ#s+81IDDOYSENJx7IvxP@be@=cUNqjg_Ftq)6D?Q!gqf5K)C(|E8pS#Z* z&)HUAa;+_cTw#B*B=eAZSlP#xeqmo_`2VBry~Cntn)P865RsfSC|MB@$yu^w5hX{- zl5=K6RFJgfoKa8#0RhQLl7Qr#qp*PF1(y7qMd5v3^_=tk@qJfcm$frhUDMNcSKl+t z-DP0>`7R^Is5y;FgK}-|Tz`94N4B~0HN5tlHz8-(|{u(rfH7hE836M0+8qFHu!|l$#(0CHZE78 z$v!lGCz3Iy$CV$apdP25M!AvvKB8n( zZ()_*j@~=&_^u20`yiFvwd%Ib-R!0{8=2ssw?+*5E3mUc&y5)L#7h^0p76K#D8N~6 zZba~9zl;Ps3%*f`$^yn=NFd)NIfUUQJDm?V${bMZ_ zZvnIEC#qraXT?Y)6pk*}%hkumd?Id^zyAbD8CYkjIED!e6k}vR`#g2xJ6Z2K)z^?c zpMbN;U};)gxT*4VV-S znh7QzA_Wreutuqeb7HRAB2W;(C7wL-0H+3Pt*ryctnEwvl_t?XR)`joo2 zFq|U=qDW>)j{Vnb_qp4Kx+>V}YP7bg`{Y3vocEW3?B4rFy5fBS_g6ZGgKRMaM;l+V zCmcjB;BbpRt*B7u%t>s;QKWdf=>D#Dz{$yit7PL5#IMpi_jKe72^{%LYz9aZ|Fv&2 z{A|SWBSsvV+Qo69X$7|6 z`0EoB3x^RpY^ie7LW)nY9iG3Iqa{|=7zs!&EWy8xLeXB|EPmf8JzC?n3-M^6t=Va! z;2nb>-tA*khpXQ@G21(@;)~)EG|Jz<*6qt!&Glp>!kT4>CFgsScFC3&u+!YOy5&)# zrk7{MmM7-PIODEfoS*G{Ii+S(F(*n*K)m^SfQi@-{)d+--$TZp!=+6!D<-wBzLJ}& zQmxE_I;lEY47qS2E7p!Uy7zu)ObZ00q2mFWFW z9+5Em>X%jwV_zkV6ND5#M*>vFOk}zDBtj!vzRt~~Z_&F43Mr=C=!#hUx;>A&MLQy~ z8{s|Aa92W3a_(AdZxM`ASf;CQ+bMOe?;qLvXfkkm{FfSFcn4R#qeSG`yD|QmtuF|c zQ6?VP<4AGv2HE%_IFxS4V~0g_V_8Tj@dNj=5QEKO^wM2cCyCK8PV6u;aFD%9a(?#h z+C&)7d=j#;5~9i?)%9(0-Zxm9Q!JenwwL?IO@$v!<=*q+9M0`-uC`Hd^+7?FNxbvU z6=THvizkrUjfBNipTg8Hv7A%ou`;-YHdR|BCh>WHt>xM7ruZ`|0gEd10vdbZ_z`(w zG6NTEqgXF=d`hVSFqo!6*<$Bfw_NT@R7NVd?(k1Y<yJIY7;k% zd=*(1n-Mjeij>r$UWrheFWlF+1b<#KO!T$$Rldf1S+hl$^y|+izTEmk%yZ|?_5CDs z3}2P)FNRrYUu~{9k>3uGq>Lj)UZ^*xzj?LK*HO6w^xuKLuwuz+;J61c417271t;A9YJrWl}@2qF1+P5>}0Kj z6wyuVZ*`^QMA<5IMi*GNLnx>uN|sATC_2g$2TZMRec(+{DFZzE<3bX4wED+%%kizZ z_9lL?6^aqRF810X8FhfRR_@ZZH}le*9Buh5%{0i2{Foe>wK-^`^0A;xop%?#on;#j@w8)KYdCg8!kN7x6b$a>8}q<1 zgr+!h?M)?=tpZ3~%kqR$|8rr{tB4hmO?`6+6**sDy1LDv;KEXox|WRwy|m+pJ)b|; z?MK}s_7-b&I!wmtzJ(tT-w!-0wb3-Jlx;-fb5QOf5}&7G>1}|C&p{dLCMgreW9~;H zoIw%|%2=U{SnwF|%cSm6LHLQ2aZ*6|S;M13)KhYkWJ1`-3TMP3>`fr%nxLB0Q*tgq zEx5(Wn(O5=&A74{|b z>Rr6=tAGLBZDro7<2?%U@Kl#JpeB86TohWp!F0sC?&U60JFx1eT)I=03=}kqT&-O$ zul0fdc%2)@v-fWN>G27G=Od6ey}+xvm&@6^qw%J%VlG~=e}d6jW;WD{cn|W@eoA8` z*QQgyec@%v2Fl4I(*~AQBhe*rhOqo&-UuM(&2__zc|-P>b?`rP2YNAg6ajf66)=Bf zi)C|DTCf&jF)6JaL&hF23k|pYYRAKNg=)vXMAv(M{dL!7t-hE@vgl&LP&3q4v02+j zOP&&a`{ZK%R5RJL^EBqs1DZOzp{f0@Z^E3IUsX&xFy23I?UL7%a=9OJXrHO(u;1~$ zaMsxHXz-DtKs<97v1!D6@g-Bh!echHOny6}9jiRZ(WXYrVT~nqJa-bDSb5U7=JMK> zaUSN=vepvYgjJN!>fG%cj#ZdQx!oDloau0v;$?K^yeXG9o0Kk9Q|r5)snS+&@5EgE z_xlSZ7B=o%H7D?jnJgoHJrOHi4UODy6Y-|54Gepm5|PUalaI{uQu$keOC5b!Wq7xE_$F?vY3Q5P_Jd z_Fl0rn4%laFBYSq+z7yCw(h>d?kUO60?K?hFc~B$(S$Sn5av15Jvj(@0|E^Lt8FC6 zz!E@dH%upxi>SUC5Q;FD5zfd&m_3&%P6JN|3uo9%vNW6DkqXi*fa0-A7Xwd%uc#Ks zq2_x^=F1fSI%pBfFv80t&8#P6HLbUYK;16t%;T|2om<(uN!m)DA211J5L{IGBvVY; z6UafX(DQ^?K?pd0ORMVRH@0EvNASKe5hoT9b~a z`C0X34{M_NL?yL$w`+5wSM>hu*@j>^wzD^=)$clYLm~t;^e}K{J^Q9cQ#=<&K4SR z#Dt*>Myx+S|K@w+f1EM;b|wypw9ts>76N3Xj-RWJFd`##%VupCp8y&9^R)Y79BEe> z@SbmwUPnLKzwvt8oT)Q&ZhqHF--~4gk5AemEj|?g-Ghf|(QcRKsqSRlqo=}pVB;qV z2#{+T*erO`^TpuzbQ|aHnALce3g$%T7XD}*<6*Y+u~3Y!eu})w6e?!Pr4MB*j@1sL z`B<#h{&r1kMXS7bS!XquP1n}DThqFuRGn3?w^-VUN3TC%n{_ZCb~2=BhA*g;d~=Y( z)mYo7#4tW&O4}d@E3b5@-LlfGEgBL7j9Dg24Y3aC=+!q7>FCr)t50Z^&M~%(wcE&e zgeGtDjIE*<`HJ>+xU3!@EY2J&cdd@^wYa8+jF;IL@j_C61Y(@xLbx97nz>YpQtT&p z@uf3X6Qwp-!-WLA@Ji?8!Ov%vasBn0)$Mp|UgghGz!_^^+RjmXp-naIfeVvf!!cYW zH0|JktA|-w4$@-;;}cd=?j|@-4UGVskuduIAvLrrj8IrnnMILnLX^fKRUu9(aF_H` zHhz|BhVZK&3SYSBVx!wG-36?^aIuUUebrNlV?!7?qW2}4LvDE9G_0UUoK}is3j$B) zy?D<69ulLg&X^neQnO%cn2n*Uj)5P63#*Y9bapZ+Y=;sPLkqt=b9T95sAX4Na1TOs zCATODy)Ps4C8|g69fRamdIc&O3@}BhVV!^{gJH!i!V`dS6^oz6aIP6sjH@_z^;yB{ zK;D$aBGYqsQre8isk*dB^Jqhb_oMI0#9`v2T3+(?@{#8>qF!RQE>lYTUoo1oPIxDD zl)E;crJlfB^RjE$cRKnPYmavNQZ}ScRM#svXFP4^$tVKzZ-v$a)H5~t0Qc;XQa)2n zbcnYJ5BaP;3$@g^#+=S$p(@RFQLNSz?%r~@ti|TSk@C~6Q+2u=w4QTSoRo12^0;jRMdp>g;Yn~^Y zEi0ZPr$??i_Kx$R3!j4qI@A+&NY z9+9p$lCFPAomSp7gF7Cfp5Rx)S&q0TL-wYt;S}S3pYnE)N95Pvg4xxf$1tA*5wQ3i z06t)v^=Cd{S?du#5Ch8%uo!{`4=gHR;Q)*MfxSRF!6vfo=e^2qWw$7y8^uy2UcH&~ zvgxc9)2h@A%IMZTs5l-`l!T)h7$U1GTgBbPx*KGW2(uTTq0hTKqJ&t$8b3UvU@sBJ z?omQa;IYuW3gB?xJctcmCDXbsuI*IcK+WKfuwZwKs=AK2Mo;Fv6yh3qkO(@^Kx|Is z2^Xt*_mfcUoM{zEL}mgpmpO-w|Kkk?NJQ*~h655|bfGDeX|-3xATN%~Y`9gnr1I&# zg_s|)qmu@z{w}jSpxO8Q3hM&2;9ANCGk^NI3XPfp`Mi!Bc%N^wP_eYW^%xR)HD%5d zoonD9WLk4Bt`jBGdh=Z4HkvtKd|pRrPQ^j`;xaqT{5j{BQH1~zTp8TW%yDV;8`83@ z$%dh*0=Eml2)K1-&g)282CLi=^Si0_?M};Osu&GJDxq~12a#X);QAY94W z<=AA3n@Ld#xZ*OJFdc7q8@?tQtY@KSQ2&eT6>0_mL>7OT^9spL2K?#V)+4Hl?9bbr z+G2KR`Lk1Mz)|S(XBQSzGklhk8I}&A3N8!+-?1tbK(3(0J%KmS4ffJ~vkT@|DyX|D zkYxDUG1tzQo6T<>9Ep7ybXH*2#O7hCdTPdD89!tN`v78@xEWH%Bm-YnC%y*!MU9!u zmO59ac9`8u|Ka_o^I2Th&^rwr3w-sLv!Qmc7&;5TpbnN{)-0-Q=>b8Z1tH{uq(&sD zo^b{=SlD-(ZfH>&zB2k|{~T4RX9iO~$>=3Uu02`RvWi2=zjnQ@vgPxyJOiNXqq@v_ zKVm9F3T~G>&1~0p@6?NsQyK(H6!U$-Y>Asg!AQzzAdBH^xkjQfcNd;6)9TME@P+5; z4})M`!XJjuy}9`62>s3NUyy}zw4f97N%?c$whtv@D`+;kGp^S9?tg7G@Q)7hnOE6T z`B$w*^v8mVL*D=D`k$VEsBGE))idyyu0CqaoR9q1{qbI=HT&Q8#|9@PqD#x^g?0aM zJ!vKLa03c(Xm0oHCU(#4RZdEyP=ecbf!Jmmvy?141|jX!&dNoMlNV!eb8`7Dzr!f| zHn7rsxAvhRdw$IRW5*2^wsBrt(=oj_Q)`LQ+EW{CAXJ zU;T6++~dGT?P#K8uvyo1-iIPaptO2_22khRQY_&d_i7;#-Hufn)9`kAGJsaor+SzG z=&W`mt{3my_?Y$nAfXuVD;sUBy;U+XPjXaxJjP^2Q#-Oc$MU_s-tF*6n^J3CtEOWeG17X8iDmDac02F$W?ji6tJKhCup!o~j z{vA7f2eHF1=#V=u4MGPC@$OsV29h`|FQP6zHmA7cuwU8z>L{XkX}5MPYn4YaQ8tq6 zaP-JNBGx4m)>W*SxH=U#7840DuzAAlA#}LrkcCD$$_@LOd5qo^+{t*`(RV1}EWHO7 zQ(%UO?O|JNW#vy&6D2a%L^~6f9~k70A508-agV8$ye%=ZgMDpnXz5H5@Uod}G}zwQ z4^j2!?Xu!I3{4gBS!F2yt+>$xl zr=CT?5J{iR)3J@Oc5_Fa$T?)roO>@LWq2SoeTFvG_FA^sp(~R$3kEIvr=6zH1^d;b zDpvJ<5|Uj{*VxBgz2~}<_l~yrhFpN%5nJ`Sg|D3p5kUhlLF7QNzT8auZo-*VSCkeU zsbe5=5DS@V5ZpK%t_K#dLFj-4yx^F8DcXDi9$YqK;Ve}Y>-D;D%kdBg-4(P?{*w|Q zc<4QZdc&&0;tdub4^eNhOk{e(kip^y774I4fQ1e$nP4%3899kF&7wue@ZlasiH|SP~B-1gO;NNrdI}`Y%+%a-mPpRG`L)nxW+aRMC2+Bf=gPE>{8E4q@BbH|0RE0BY&@c@r2kx)F{l|x z{<4nefH(6O>meaIy`VpraS2F-;l;WPTwt3jsEPx}pUb%37IQh_pNl@bXOvFppT6@w zqpGO?w4T~vcBlK(cg>Otuw{DDmW!r%wP()f{n>}+!g5xBE+QNLGP!U63I;%US^0mh zP{0Km00+9#pWgot2E2wc=O_N{3greuR=NMlGw?gk@aoE(ul~2L;WaX?hyQx<1JUxp z@1BAG31^V9 zlxc1G*Zn~NiBJaq3l02lU?7{CA@wu#>e#zNKMog_0)O<~o@pdi%8VvFQ@&rPt-Xv{R49zBHBkoCr>B7-_4mE9QEfmI^+#-G;2B$Zm6VWREcMrv=*>&VytF-r;^U65}cm;Q-cBkCdJgW43cdq5C8&qFjA=1dN^FSSBDfq`J zIH2nbAm7a2>;!Rw&Dq8WN&y z%mE%^k18Y{5^fuW_cruO+~*Zl$)LTT@kKmB!6M`-ueK5EO#+4>Hti9qqD0NS=+Dv7 z(F1RA8GBU;U-sY=UctX{rPmMEadbNNGSDNx=*Lm#zUjiDi`g)L4*f}t{vv{b0&YsDtk+I!om%#g?O4z270%cH8-59&1R`P85iR00q@f03E$&RM4{ zru!@eEEQ3WRS|p)celri>F7sG+tkY}+VCxT8s;24Cs0?esd)yCQ}B?zq`=J2sf&wE zcU3G@R~*b{l8w6G7$z*+_N}OE&J?FhHf86%H=w1cm>0bweAA;|>G-pR^P`u2Ei;lG zz+%mJuC8K&$6rVD9+1Qr@S(_CNk)^uD`hEbKyO#n2uEd+u**hU`-E3A2JwJg+PgC2 zgL=&7Rws)#BSt{|#r5HU<~tmwUR)vkXEMSY8nFlX1e;EAqK~aH7+me)vxIaAt?TB3P|Quo&mF!W+%vq|e>18`8A8_v9@&vFa0n zOmoHw1!NdQRrI~Z2RM1z%7&Jhif=6~sJt)Rjs;W*hd7G}iwiE9xtZP4l|3#_#;&W3 zwBVUg9D||_n|3!9Kc9S4y)nsG5oVJqc5r2qMq=?HP4#`xX+Oh9J+!0uQpGp}mD2i_ zXqPht%~`9JDwnhcP-sHmDg~kyc*M1M04#Y~iZDEHuuBf_Cx~;JW3y%*LQ$Xgk`&Xp zH1^R8B(i1NXqg=5gy3u1@|N{Xktf}EdOa{LxqdX(Y*MOY>01mL+}%s}sh*AzW!GTb z(#<|vL3K7-$8zmUwbK7!MkJfsGhk>zU6*{-GUOOn&iIYwiu_x;trZ#g8m@mQP?_to z23M2Cf%?aP86%&oy{0W}&bWcq{INft2%;86}oWX=Yfr32A(<7XH@eCCh4kv~(Vz%^E(ymN#Y-WKn}c zKx}7l2^oX*?hS0KX?{(7RmPqjBg49!}N!3&S_w9Nc;8?S@9PYw%t< zTDzm(f2hr0xU5%D? zWw!jsQ?Z$7v6{z#BP+mI(#NFC~$Fc5EDqyb*r)IlU zxn>m#oXkOJPQJ6Bx|mf7ZFg_Q@VeSm6*cJxgG{MueXK7HK^}xu0az3Bmp;3Np#!P@ za2YGdeRLP_(`Mis_Ee|n_ted+r%6D4t#K^SRJ$PP7PUSzSyOpac{F{Hr9J2#G-YjRZy790U|HE)nL8-+(GmS9ng*74qVIk&rKs7LPac5W zr$7YvX$IszQ6l(JbRaW{9zkq+9f+$eiQrI~gEk=un?lfr7-2I9+6WPf*>XO7$hqph*l}!8RIh}kd?G_W&?6OI1x6fAj{>fmW5P+#W`Qe z`x9*=(|=e_AiKiqLiK^RG5dlW^&V^>!#Q6G$OZ{Z0_TJ!pO3VST^Bl#e*)h>r#T7c zUbT-qXH=zvEr~zZ9KHkzLt*EtS`EBel8a`5EFhM1*3_;ONFlq>6oCw_MCe!GCq)ZE zuPQ%xDEQ&3{VxKN$#L_4m{L-!vEVoI5C32Tz56>+N^14*M5(7;k6yTC{US;Mc$`Y{ zj?K>^c==#%G_8 zl_0uN?sxVK5MX4QWY_k1L1!*_<#t&;Kd+`k5Qfc=PY!LPEw@u7E2C9W0~?*^568MF ziBLY%X7p?wlTPl=vd-reNsf^WrDfADtL1^XUH{hhHwM;!(T@IXMK*2YI@iB!g)2Da zY<|DL|KauqOR?1x(FyY=v7l@!&oRcF{3#g;Xz3r5GX0Dxev8mw zXC}amZ$Z;ks0F>tu?<7#yVOEeBe&i{uzFc%&TY34imFb2Tf0bJ%`M_mHw5R1XMJ!` zR4ssH_g{1i@IUm+|Jp4@V7Gk!|E61jKl=q-^|rnL|LK;Kj3@gFaFK~=A0GE-tklL| zBmk@JJAy)A*dTYeNIiu*MU?I8A{E>NB|h3c+V^1Rc+odN2e&=mp@X+C&g+l6qln&C zuBk^`iM9Q_Dk51smd{;tf~9}Z!TT)+VA{xG+Mj}B#R47$M5h)Hy+h%Fwx&bCyV`mg zpLKmTS4P78L6!>3oh(oNCs%6;sNdQ8oC5hi3!bLqrQ5Dpkm?;fH>Z7Fkpr6c<5`C( zGG1{vbD89+ofei?D{_3qB$+?4FjJYk0!0NT^H9WYxj=UxLp?4Q^uV4;MKt7 zValoXWT)qvFt83USzN0=u_dqF6{xj1sa~9ddQL&BJoArDsZRBMVoojAR;a+tX0|ch z0k$zXpZ557)eLM=|J6U!r!&`%cCTZOtdvJgDQ2t*RUm-LSfUAfEaGQFIj-oyCMZbnI>TM zc>Pe$mbxRe{^R4_{k_^f_Z@AsWN(M2klML~ritTMmi4<*L$^9t?I<>Idgia?X|pBM zkWo}@w86U@q4Kd=uNY-o{F|je>Lm>e^K)}}j2ND(sWVqSqq_#3`hJaXjU6`H-QezV z*MB(bwdFy731E0M(>5Zg(;gkpk{P+T6C>Rm=Zv+ zl&b7t<9_lxV0LEO;aHyQXL_gnFf~I&(fd_J(7|nIUS|NOB(Wm)fU?B@mI~)o_zRJA z9l<3GVTYg9e!Y5~Q0ZeLZtMQ&bL!Iw3vg zIGBUAEFCT#Ho3kL4PC5H-I$$!(QVc*1eIl1Qo80X-QkDrW`FlOjEoz{qb(>>RXkN? zJ1x7Kj~`$?JJ%c($$56p3_QnzI3)mWYE479Fn_C7l|LE4qOkvPLQD07ddZ`)zVK~! z67Onk^W*l}l_+KAr!ULDaPJpqa8j%xEp8h+C!k`V_6cBVew+w&oI5G6tlb*tAKFR~ zam9`dA$jqw`~zxzzOKhI{DH+Ou+Rg`_B!@UO~|Z0iCU5DJz5TadQ#6H{mDbM8gFsU znYGMOQgxsB!!C2;LT|qI2gK&USGgZsXC^D@4d%zzqDRVkw@cR*Uq)ixDkuV-`ZoBHYi;#;)8C4 zzB_b3&=6SF&c*cYC7%C&V;*H{!~!pv^G+)EI5&>T?z?1CEwqH90}U&x0U9$OHecA4 ztxdF1w&Ko>A1jCQLjm){Z|syu<8ZJ zNU`j22q4i3qo^BdcV3iuUiQY1Dw62NgJp3g7}YBwdeIE5Ov6?6&hQd_GZbp|;PqP? zG&?B`jP3McKJ6Z29qsuz?a9g7v zIqPg8WiBZGn-v^81L1@@$vd{u_YR00wotW1m%qz%y-&Kiz!?9rU(w|A=j;;GLI;#y zviUb;`))LfmeS(b5y>;;6+Q;cxjQ4{2lY`+w{Y)IN$Y8acB-d1$AZk3ag}tSd%Xk5`V#~arq&0&kV|X8~X_~QKg-(T% ztN7*gE5d?~*+QL(A)M9Rmt{F9vjOE!5?aHUUb~@}3l!Am1l%aI+f=m>isNRY+IUNB zo}#BH%OJ)`l-}1Yp(rF6!VPf7oigH};n3$6Ow{DO9A3K-*aOJu7Eu&pbjV-#an;mY zXmT23WMwbK^6q%~wmF{Tva|s|iZMUhSfM;4F3?rFW84Z=+j({{)im2g@1hX$3@=XN z`UzV+;iAGwoxt^O^JELI8f=^W&4$^rCx;0516NJSlB$fXOw8Zba~wEb8fJ_PP};r%Ur76 ztn@^D+&e+d+0c;JEOUpQLVb>-V_Af3b~n4Y%u@E^<2lXN)`cBAS0Be$Fy%ZR^kJ-4 z(~qeL#Qb{eu&9@=0(oX_6kg ztw+Z#xM&N;%TN4Q91A~js4wlS9poP8IV|`rRrghJ+8^%Bqz@V!HJVvtzL2*n@zpji z`TF7X%ZBw~?MdePbVZIf&e8VVqTk*+uvEBXRaBloh8L)(6h3~x2biXVrHid>9Cz<@ zV|DYUV?j-!#L%(sOYidQ0&9@HNh+ugsA1kvY^V~H4Qd0WhU!7ly1l!PyOF#7!1&?! zKrzAp9w!{L27T%U&2yUPqA0-ClRHO-aJmhdX~-9vmo%?vUWr}-Fi-f7?BN6(Ow%%8 zQT~$pLKGFab^>r6S-@4`Dp`IsF4-%7PzlEr$ca7FV7E!NcoTXl!C3;k0 z_(S5N)j(y<;~{SCA(5vqjs+GD^=W|AS?rSP=Q_X$w|%MB2J^?d1&o)6To6h%s7Q!r zigwP|M`i1i%Tlgh_61S>j6FT;W!>0O4vP|d$n6z39!+&JlHq3^t%}`F_}{>9eIGs%e@t4%R5#^q0f5Xq9izn|3GVx zH@UR}@Rm4#P*>~6KCQ^qkAA9Xm}_|}@OpCW=zC?Qw2=a@BXY+GP0FnY_ZSwM>7yET zXJRAZL@w`De&`20TPFhAOvdK$wjPqbi{`U;$qSWVjZVi*jkvd)eZMbNA7^&^*1L}P zF7zkFuZ9OOwsHA|+64|rc3;!nQ_e%L%-9X`yo zgOTM{9gP1|;X*M4JHU!3aZI`4YM#Yo`Ky)jYt ze8dmrRY$V6GlqGa@!zzn9ggp;^?)01JKmi-B#r4L*jS7^y^oaIGwR}=unVIi4drANZwXkiuBn`KAV^deO)(gArgl; z(bJsg-;R4@yktFO*Vn2Q+2gq^2ucCjl{d191qloV^(N|Sbem{L1k&Ge+*(}JuF?}v z7Dxq~>G96c_6YN<9DNgPaSU~=YJFE#q5Jtm6)TceVMPMPz5Rw`zrv`Ixu4C2K*kqIks3qKI?KL0zjzB1L`(PM1Gkz2~3$YPZ(O zd8lS8)l2XQzPVRzFHj^{ojFjczTRE(B*C+v2FtbmetfrBMc~*bw-*&w%}c=z>+#o1 z1TgFgzx5|rQ(#hN>FfR1+b~gQ5HgxgQL5N644KP*ec%qbV3Fg^+K9p$rK5Js4_&kdo3) z;uiktZVYrDQV7XS=kXXJS?N3!5mK1WLl=~M@p#FPMh%%qgWqu%XGr-|BR9`Jl6GqA z4kV`Xz$6Xgy_>;{nP=XU-tw%FFBvbH=iEp^+6idBu;R?%#rkFC#zN=Oey%7Y>(P{8 z(Q<-v7~JkOkz71?HT*Sz=lr*uAf3n9c?H+I8LsCFzEr$q-t+5;OFPwH7;$E}f|mo% zTII%0=h1bp=?FG2lB38?e?r9?^K#V52}AfZhXER$OHdG5Ptz^yf>(jg#lw>Rtgzwc zXH>z%tZXKdu^)=-$!`tzJRzX^+-*dG>~iNxshcRBN9`{^JUxaNUfRiezW>Jyh~9s> z`DiSu{uej!>vRWce{qAunSqn@=T*xR@O1NfuUNj*kO@+B8Wx9GV-D8`Ow9IG-|wug zdiPa)lE_+nis&_F?v9I8gpvp_*USWdJZtN4aO}D>WefifOm)A`T`x{Ker3T64?2NA zKA}9_SlPV04s^bf`L5qoPZL1q{@;tx2L!H7&Y0UqA`pjJRBx$ zq4j~|ILna&@=2I=J3$HNIp@jKlBjI3jcz64+rhMP>TwykJgf=>pJV})&a#Wo;PFL4qWl?n+CeM?(gkUx6#C$0HTc8{3Q?rjn{~Wc3;^r& zs+kQR$LuH>_F}tq)W96gitSkdTRjqvGu{XoWV~h@A1^cXj47)GY3KZ$Q^+Oa^lamG zH?mXrJNX?utrNL|+bD8O-nPk$wig6ig%NG)3#qkrZwPYssTSoq4lQU6jggoUYi+NV z4=Q-3bGsV3q))_KE0>bk$m?+3mXKhY{glqD!RG4Gg5HM_n0L2SXS>C zg^li?zIne57m!vfQZfS(Q4Qw-4i z6+2@_l*Ehs(y(|`3hxEEr@K&2NI`@#hghsFGLVZ#m2yl>lw zRj1%qPyVVvsuJrQ481c=wJ0jXb3>34R8~g%>bK>V=zd-0Ggc zxJg9sNxZQChj}z^^}t`un_fVl{N<`NKcpU>tOf;sd#l@HiQ_6on`5J1N&6ZgNwu3J zAaU$ZOsa^@f%wd*pPq;_ZP{h-%(Dkq)*l}94J|nyHPHCTZX3~6_F>H^o#a2Ut|)_n zF^D#2t6g0Lo)SCG@yMDxC&lZ=*T#HW0((cU6K$b68ee-NvPzmRxM$9;h>?_#HML~` zMX8&vw^gfJa`WR#H?`&>fhch6P1_u@a1R~rt^r+5NRH)Bp_h#XJC*w0kgm39=C1wr z&d%xV>E<_?>Nyq1cG1(w@glE|xe6aOYv-xn&ACA^!gcu&E4SMojO=M1qnuoRf{fz@ zVyWQYv6L46MOga>mI5ry%$@WRam~ir8o@(zMC==bctt010j63ZkIrJ6UmUu<1rY%b zIm;{3I)>F6q)wby-qyR;X_lrMS%%~Zng(~Mm!Yy0wss#Hfwa@hs`WuFHST$tlLxZ{ z8u`m(ciu^cQiHHYbSH0UN3ScfJ*q7SSTQbX!@x0qBsCfNc!`NB$HW-c5x>+rve1;c zx}dYt_D$TeX23>I-->2|aSn6u>auTzBDWV3^SYN(y(_3sUZ!ELr6DiSQ$b}O2b|tq_H&Y4MIMWhD9NylQgUt zAr+)y!3b$34a-GH9cfrnFE$`yPfI6|Ufl3NC>4Ar1Z7niUUeEMtxP2o3iCog>`G{%|D{7x`v*x~0i8p?9AOLmICo=z zgRbI1Cf1-zp)au@v>=Gule7SWht>ol+b4fJ5Em_F zprM%JND(;U0U&@|?U4m68(81kw<|r$;p0+f160FfjTOuHm;GzEKPd-4((d@+DokSB zA}H3}XKHcCOFQNxOHmZ3r}t(w;;F}DwfyA=dIN5JrCv!x=G@!x{kz-qd*6pVwzAba zbA^1PnF_X0)KcnBm(Y(;^^XqC!Jy=E7L+*7u$C+WYv}C5367sPYkWuF&#RnJ^+1H<3&UCy5KPHY;aGH}8OT5I18CM-km1~+nb_cyAKH>1>;@Ql;=st04sHsxl=;uSSD2O} zVK>1|8xp`xfe`d_a5o@+kba&bqO9)p);(>&P9&=4SL~>Y!>fLWh$T^Y)o&0o39mXA zAtUgrGY}G-*dGuw2EeP%Li|X4SN$F#qw%WWB4jdNbsj=S;#FrN zWFlU54k)dRB`JOnQeOj<&ZoWoT{;1a^8oTb7#ejR8?rew`p$w0U{t4()EdxvQG__ul&ffmuBElGUHM_y=wr`MSD|wjUBrV}orc9Ax|qWa0mrj) z(oS!sDRMKPyd>6!7Wh$Dk{0;m9X1UFL!X`nk!!4j}@vyi*6>PZanQ-thyGUDr$cLUQEAKSYn}`K|oVR7uUK(cq7w=$rE+Mxr z2n{6CvPy5j_W1Fnj#~N$iGGrl!^x_Y6!G@WrR3Ob`fyg|E7|n2wl%Z$OcUR@g@Ad? z!_;NK7T$4c3zgJMDc19Da1uboC^j%gjqIA7j0L~Q{+>PCeYbM$vD9P?tI2i;`^lm+ z4XG?zjhUaw=baanN}{*X%#!>{oS6ISt;)FyYvLyj=FqK#d_$NDHc@y|?)h8>E@=ku zL%hSj^jCv)F_G5?DynAtyr24k5DT8t@eSxns!>T`1=e;n5odL1;JcL(3C+2 z%@@n+rH(jgIDD-Nrx$n>;^vyrX`3=K65nBJ7I($dcFF$a`8Xd6!2i{A*Qk=zY&HT8Az(3x+ogj`UbB-+m+XmPcn4 zC=uPpZ5rKoDRF;tYic)(-81@WI|kE^^n`%Xb|c>B*`nOiop+x{oxiJ7Lr!}_yXt{%wjodlqHvL3u>Qs$6 zYTM)u_kL~UI0SCosBV21vp>eK>^q(IPC6Raj}H`>$j*IYRZDc*C97h{mCM8p_g47= z1QGi_x_8%oJcu()vk?p^1^0av*-Z1*bq4aw#$5gpZO zyJ)R14IJpJM+ez#$B0qMA$K+^&-S@9d3P}=f8Xs1@#ga^^Hl9sB)OjqHhc4=9jcbi zREwxgly2$`m#h6*ZYkAFFv(zdzU(s_W-*s(H{9t#}H>4i=AZP{m#G%jedEy zzHahl~KlO0z@(Q;Ld8?oQq3SUjTF8kQT{M)Fwsf8B&T|}^wXxFC zN>95k-x?Vko;4A>X|n+eo*a+2A1j~}E`59Y@WTTdogqiZv08Q^=dq%$6fJA@F2L#o zTY7Ot*nmWBOq8^9I#(3-eR(u{&R6y5+P?2oMlIxP(;o& z&j|Sle@DaJ#+gr3@>Oax&cC-se4fv=r~VUM{->JnhfIiUaRDX{+HVqG>FWF8Spp$y~?kC>g*fqm=nx1Sx!bF zpk23P+t-KcoC|wV5MC^IN9hwgz$PX1cFo@RQ4m-_k=+oeF7BIw4~Hqz&|@-Cu6r zej*!X5#5RU^+vD(WnWyAkN_V9Fxk|kAt!BSX6$aH9M!l-!ZLeP^ooiRW@MZgMs`5} z!zMq@+foru&uBZ4c1 zMBFZhn4TQ3CF1H;itWHeOIL!*o-ybUceycpXZcdrnPM7JNEcAd@jU|*RNoFYq-N@= z*Gy`Wx;+;Ne~v@ZQ%8(x#3WsaMi3`XAalom&U}uG*bZA4(D@R`rw8$|`ttusJMVxd zwyo`pAiapR00ESav;-7F7Zp%Z5K+27h!mv;q(eq}Nl2^^1*s}3C`AR78c2~2DiQ?+ z5}JTWkzV{p&pqd!bK860_xo>Pva)AoPbSY^`?uEGTUGe8#jU0y*a{YrE^0L_+~qDP zR-V|-z)GKJq#xpU*G?|ylcQ&#p-l()QKB>$;l|{!S{G9`6KxjLnv&t;&XZgrR76kU zI$4k=M{GeqM@#S^QZzJ>W}9HI*$S=%db&g{EV-UY-q$g#?1TUt6D0s@G?u_o2iMexUHi}``_T`gdD-5ChQS|9OaQ7G^fG5|Mi>;vc$dLCL zCW{-!6-98X$8agliR3iv2C)w{%Qj$nR#`IVP%hN&qqoh!*gxH;JG=yGlB^KdMREpG zbY_}3Kc{`F5n@IN@DJ}h$+Uq|m0;NJVMs2?Ft_D+jFeQ2koUY)4s8W3Xws~ONmpeI zP4%Pz{T^}whgbufMF(-n!SuTk9Oh__hg!K)py z(_&uOX?2g)uqq-caG19t$t*@pY>riJgjNIK^3uwpl((i1jU_)Ujj-$+6Fi`cc#$q9wyd!f+!RGn6gjcbDlSs-aEMV?VyC zmTlg8wO-I?zx_CBL9(Hy%(VmUymrRdf9a!;^x8Vtsryf3Y=^V0Yu2Ca+=?JOcZ&HB z1>Ield|^GS|k9`K{*M6Bg`^&4fibrang51qH9DH97nPCYvkwtau; zlI1J?d+~1iz@s9$h(}99msU>9UY%G!K@)S5T8Lgqa=rf%`=)QZuX}#Xx8YL9*B`KY z_}AX{BmI6cpVs=YAD8ZAxz74E4m#BqbiUZ|t$)G&ZvW|$Lr-@8aRB^r^dp;llfwx9 z1T3)59{E!avFrSjLq~qb2?Fl_ltbKSk6sM+L|qOHj^zJqu;3s5+_7T^2(oY={rNWf z;lFGB9jp}mAFAqaQXfG3yZu&M=w}QR=@%H_?G^!=^L+S6+wM32X!|crBY&ET|D)+Z z$-gxP{yuCJXv?kt%QocKCF_EovyPMhu>IFfNPk`}H~t^Z=C=O_v!7QAwmb!XenNj5 z?!V}H3VQgzY;OfFyOMuiAp1WT(g)5SgPZ?j!sSne`>T*XX!t*tJ$JkCmwEWJ?SD}{ z`tS4qTOnU?#Drg$`oFCJ{C_Ih3hqDtUka3hQ~Q4`&j?!nwN4!Xe!0Lxb-yow|BE_x z;A-XnT(S$a{iANjZ)H2c_4og#ZU=aw|EJ7d@SgqG$%nvi_4)oy_TgVi=l?b6{9h1u zfZw0)-#;UE|Gzj4X#d~rYy*FO{Qdmy{3Xx|zR7>NkMys%kwE)@4*C8i;tL@E`~m#? zkncZ7ZvN}Q&3{~8190)6`F@C}Nt9W20vS8*` z4tOfe8TD!T&8t(WPwyRQ64Op7gC{oC2X#=A17?RmsG5p$Y27>>&*mr}QNSiH|Js$y z^IDGDp0+28G11(jT_)cMcMlmaMo-)g{~Q^X?0H-8S;f$x%D6F&jZEC=km_rk3NC)c zv#GU4UT*NO-&ppWjt-t^s@ei-m;DAluYCVpTy_7{3*V-9eg03vo|Zfv@}GKKyIJz8 z>hUW(DaO9`vsvry9+;&J$8-LHo0#GJm#Xzf^}au(zJOI{9_fzbv$x;#H5&csKG(S6 z*j;9@9Xm!oQf!^K7Eu4n^GN8ux@h>)r>o}WAD0Qv{E)ILzll_H`haAd<4+Dc)!{LO~Koxj?u(R2QWbK<0c(Q*=pSS=!33 z!S(lo?2>4iJB#KBBG*)sz}UMCN?2MzjPNcQvYkuHK9`I>?EP0Y%pni)#^zm{yxw!D z9I`+UsX7QkaFYjQ z{~DH-8d1q|tJt!5-5|j-q+l6C*p&*+r3e}(i%K^c55@uLLEPOMLAe^~>>xh&vlEIM z%+T+1AvqLPhbBt|-n)ldgh<^Yl4%u^GG-)>3Xy&!r#-4(pBjmayfAJ=jiC`IAd8YH zS5${LE)vJJ5i$tJ>r&BOnV}mWcIA-3r48gQ9Sfgn67@SO!)&O%xArMAhiZuTVCR6v zou>o%PRLmc`|`w)Nd}u2n$wn^VB^;U(|P#qY>*%pk)#JT<=KGY??On5ybrxIds`gU zhQT#g>hT$Kk{vIyKI#>Y2ay0S1Yr*<#8C7&b$Y5XwNv9_R~PfZI9ga6afNH9In0lm zzrM_!39dJDn$-A_+|jUfe+ZR*=?OQW;UQQIOOf+I%1|qW0Q=YZIHocptYYT!v#+a2^h^ zPvXrw3X;$`_d`bGNEZK-h3>~_9S#AKHXWF!tnq`5H)*_z<3QiRRn zr40@w+3}ucggGqVNm{grD$kw#PR#J$5KrM+khm1CfPl{H_Qe>-nTGaIgp>Ow(tVIe zjYbPH3Z>PG65!wA0s3WncboFpOR*}vB^*D`#!`<+nn@`GzfR9?*Nty+@jl+tcmOM% zRV_>sJU9j#8-LvwSymKTMnJE~A6R(_vHKD5sMbh0G%LZFdP?zt$(V=3r;CrQqm(a| zf&Yn>Er?9PB13EMD;f%iN=|iiGnZ>VZtGfp+CSwMi`x*hUqofDd)qAeHq|)0bOM#{ zh!3*?@PvisqReZ;)g|AynntBSkBz``zHc-yzq5f`VwL6RCpBj@aY{H%s5PPiCWFK@ z$0V)sOvvTr`JuOtSXOr(dYE!rroi>^R$>(QlE{?$JGWIs`F;8td0AlV2z+_fx1c_y zJ(tP|f=@Xj&pf|7Z5HNqCy%?RB)Gm+!$blYiMsizaNwnD(zN}0^T)0w_2@l!R@NaS zn5)HR125g=&8)s`$q%|!T7T31;C&I8wfG|7J8NA~GArP*b8+el;aVKz1F3Qym!FXv zwKrZ=w9mVRc-a0F2RtrvDW7mH0bZHlxpWmgyY9lKuJ$+qd9t9yScc3t-q&Jm&QAkg z^Jn&nvH5>LtC|?U9xE@pRl4(Q?z+bgIfw;Mhyyu2N*;_GAw|!tJ<{A&Atgj48FrN% zF*Z+jdJR8Wl%VZk=f+>)z6Xp$6-)EEvoU>;{8$GYH!hU0EzwNO@{(feS7HNhozX6K5PL4XWY*wJ&wm3{cdG6iyDpK z(M!H~If%V|Ds4BnVlQ=P)Z_Dn8Sm+DQWZ&ITe7>e(SBR?@;b~9%(QsI%wOMy(2So4fiaXMGZ)a6$1E-MWH5Fk%#RdR>Y?bVjidwX=DV{iq-tSttYBcP zgL$BfdHr#*|Al+k2IHk5Ev{f3NFR}=U30~AsWXZfsmdLO+QZRHMXL>~Mb(rxh%_nU z+?A*m0_so_6pRUqRTMUSx`Om;0fQ^tDKMotr)x-?v6&bgnfQyq=1u*y&n4}0fWW;ho z5*XG}QDey3z3XM?MM;9;G+RWXW6mM5iSk6%sajJ%YS>IO8^1fd1)T5}L9m>1l#%n6 zY*nYn!DlE3_=^&5AQE^S>>_jb84g{ou=}{H7J#QE_%IQoL83-3c6Xy(GWNNoK>K?q zj2N6>*A0(B$44dwc+f<`TWgc?vB^b6G%>HJyNHa;?NV6RcAMb79ci#$X9*=NPe)7} z23*2uUhysG>PNBZdME`@5wlIkhF3(TTLj&IOBpR*xV4jno={z~i zfk=~K@?w&CRz))BotL(LISZsbS>4NRoc?JQp;#fqF|YhFg8fDQ!nQ&%OWCj*1~2VO z^Q?R1$~i3I*SrKFWzf^I;dp~`0fGD^S`b^e2mfDu^7!S`pIsV@t_3_gq#YHqxt<@!`JNpsfp@mPv)TZC6IHz5gL>`{Y|BnYhXkci=Vk}Y? zT!xJNRaAoOAHeN@R+Yc-_FSIdRVCnaa|NteSbWimpKEza>*cLdsK&F~iNQBZFK9d) zB9{)n+N<08Dw}8N-Md_kkJ=BGpFfJdWE=hJtabLsx8{pyZH-P`&Au?ETwn+syL$St z-iaX7!;#7bgYvI?J;#(uU!%Jxq+VD#@O;{a=&h};V;UOsz8P7}*4R?pte63wh8M)8 zJs|?(;a`AtbhXX+n(5`Y$@rzO231eKMMQ=4uitg9dNR~AKeO!p{+rHadxDK!l~uUL z+p*{jEu+!ESI>`SeHSL&PR87H15Q&3jR!=(thZ$gMQ21aBpJ?OpIhF*B?4LiZ~J91FbL=o23IRrr!#&2}$_F2C#y$c}x=*YC00 z9w{}YveaTcLA&n|w;uex#n_qbi^#BtrDO%MX}U{TBW0wI3WXy%0?4qZ0LjZGjl~6j zu7=HsQQHrS$-;yzG*r_=w41p%w@H4M763+Sjgy|Nvh9x%_C<@Y2f?SZ%}i!UW#w1$ zn8KKN)apKdX0*=;_zjPR(7w{~)38JWiq$y&;ObsGhU{hdjJDeej2F8}%kfQ!#XM`r zu;UD^h}cw5PjZIG1J)iqI!Gg9T;J-BsCn1=^+yh3b&fjkP72q4po)dVu^?sgJl$hUx~uB+HzK14@kee_EYi>4cdN}c{Tu!L{Ad*BSn>( zm#w~sj-z+_Lz{({-FXLKsiBiJ?s^p16uj|lav0%--hG3fVdH0(^kT9lc)mQLBbvCzuicF_Ghp(I$eSEU7Nx=y z4^Dc}%dAgqN3jD!5K`3l^!mu>@FX~Iq1&ddUt};z60o zi{yI+3G+C!aFqQwqq4DHsxTFnia`T^7_B}|a6IWDEV53{{kze!>W%A-*GX*V<$xnAWK@N+x ze7=1x#+$9)qc{Wp9cvKm<8cV52O1ks?_CSCT==SyT(2$*M5bh5<_QmK`b-r9Dtaj8 zMS`t)6}_4PI+S9mvmUic;Hy+**UTli80@w<#6$9uvWzNkZD;1X36Y_%u>F}*4tQH` z-&5JPOIz@6D)0Yz{RdU}$O#vw2fa~8;fKf?b9BMGtz5FzzIR)@v?ZlNLY1=iL*!-Q z`Cd1;D;&u4z)+&nmqa#fW~?jRDBB|aMK#7R-iKw`J*i}+L@IY#pk31!ZF7nlF(MOB z5CCPdK=#D=*xDIG;8Ky>l*GT>-DO+8>x8WXm+GqWA!KTp}#jOstCH!h72P?!} z2zX0uDXi%xnBtJ!{vFt|hze;rP%v7h8)+m@J=!OLgsMYZ;#VIFh?v9E950i%q>gh~(38=Ny3J>wQLG_z_`Ive4LMi_=+pI$$$HmFM>mrGdM( z^Zo*M$Q{{moRp7;%!8j>j~QkajsHAK#2aj%13?`^(m3gE;uR#Ugf=$>Zxh>FqX+3% z_W98e%Y{iTh-6!b-D}22=C_h19^Q9Fs+w1TPqtJ?s0D|&SqW6ENFZz9w9^6*OQ;lH zT8O<`Nl#IbQM*aOlv=Gkd^jc1=^FnM^C3LEcu^H-; zwJ9Z_LE7(vXK_jEtYL4d5i|%AyA!c{<8%P;lGUBfo%msejuDX@s;`5vbry1$hMCFJ zCViJAQx~j%jX0`?BYJN4gSi6$|Hy_9(*hBf=ONwLq&MGDKS|*zmyn@G`8A8i?2)Sx zsSVOpoKs$AI(C2xGF^r#k4e^Ey^ommct|oEy|udc{jePU3IWC0k2DCNA!b`#!O%)W zO3Ug#{D=}FDG$ZcxMxV6Mwx8!bifh{o52=4dCkgU9=hQ6VD2G3;PldLq?As)IU7D6Rs7>7(k}#9TdL1)+|ek-?akeD;jTg5 zfNReITz2Dujd6fy%B^m!&n-7RJfwEn#5%xe_oqv`xqhyjEj(F20%We;$X*%JF#WcT zVM;r0&Pw*jSn6)^X11RXvK%{%9$^!;avx#acC$W&F^`!ju?>H^ZFR{qWa!oMld*3X z;s(ZlJRRS3>j>F!R9;#-XZdw8Ho$j1iWYeL;CkcOmB0_N0A{G#mEeJ2n||3#yY74T z<68bS-%X8|$T#)_$L@|(i=KbpymNmobZT7p-L7yx=PAqB6N?=tH(NJfHT&}%$G$nh zPV9blvBtELw7VOESUI?9p2Xyq`n&Q#_zQKG$d~ibQ)sshO z1NsU~ybqX#f>|-sx{mtBeFZ~Gx~IgcQ{Q~OU#v{eooHCkaxw~AQk0s$Jh?Jg0z76~ z=+C|#xfcA^J8Gt!e@nXVfc*`O_k{UNyT-VDvV2q*snz1Fz@5dJRb zeu7?dg`c3}653k9x)vv>GvlwXUBkS*E+_X&TwMIiIj-KGr^mt+DzmR$yY?B!n>Lep z;lc$ASx@|6CmcnE>S=j(%tG}pcg*6TdLh6@?qclAC_f|V=^-QOmDSbN&4zBhm6*nf z5Mb_5S&yQ~CDtSzyMDjJZ>g79M`d2}y_5CJ8tu+=hAD-AVd(8z85ikvtO}aXdAVyv z(-BteaHII+^VC$wg;7pD=~A=TDbO25`-0^);gsT5^-5D8`Y z`5M1N6@xNmW|ux*dG@{+-5-Kv4)Bm2+f37*z#KP(i^dCPnKW;pxJ za7Q1H%+qTDd0I;OIsOG{dWSt%^b+=WF99kOAK>{p-|WVnd}QtI*IeUFJ#(#JHsM)3 z8=PPE92VjUy(PxQyZ_sw3eODWv__a}mV=K++S7%toe3udJ}{M@0gsN1-8c5L7yW2s zL@R{lFI4(mE-Fx~>^XW3TZ%ficIA)>`>l4V$(FFOgs|`KhrVQ(>q@kVh~9A+k)4JB zXYP~*y-f1}Un8K`lk&A~k3keHKL#Q3$w%4V$;adVulGp(`5p}p!bC#Ogs&{eEyBm1 zxDS&p`hGOb*nWctMI5T|D@JX!Lb&)Rhh+A!{g&znZ0;NiD-a9yqg-8>|7i#kKKa2f z_@sy##-%M`Gxo+v+U4)=3IKb#g`;Rj>m*g{K)LPOy(GollY47>u=-UV$6hLm?iw$W z0Xt#Fv?cR*n9ICJ8Z4`}eO98~>4-Qw1OPln6 z#!jf1v32F=s67u*{88n?suj|#^f;pk^EJN%RFsxiz9hDsw*(}aX2`DhU-_RpOTH=u z+jX9Zbyc&FlB^J^h24wM*n@%#?(#w!XXeZJR&ar!d;!&R{-4pN z3b(Zw;g4{xw{U>N$RYif1A%3xN!qZe6i1CXN#(ta63j#%1Sy@n^pZiJg0u|yDBDR> zvGGE&b{m?xA4P*#r9>7kDrDm>I*#I6uMo{H=S!d$$B>fIlT8OYs5`$ScfChySD|#5 zRZEI`@W+XGy-CuUQgRfpI|#Rkk70WugjQl)fLb%4Rcg-aTrL!SD_iYAg-UYH6_v?m zm+u~WQ}om)^rU@bme(NIG-VjiVg=il1NIa>*>uKss-s9iK|9a*PDkDP(aNSTuk|l4 zVUv0s39hfv@9&o>J~OUQ@6ccJzwo}~+rDQ3TYL3VY4d}zIp@|qCHZLxXaavu;zeTG z2ZR6*5Tv&r#AlZug-p$we$7Y6MOR1(Aa!$_FrKH_%ttt%7j2513n*0NQbOr>H9ESflA;FVSO!z1A|TOo^0_tv(zss49wypQu}DZeNbwa~P;}&kS_`-sbna<7 zPmkZI5F)s1=AL=)Nq{3-*>n!cq+@YmI=x9Bg^`ICwKi{&y}lcon4eCtpPc2`dh>og`hHY<47KEqkyf zG+g#No)7UO5>eHL2MtrT%^sjV$jFWEvfmX7h>x8Y1w@NN^cTn?tT zR(Hz0!tDvqjYGGp2j+G{@nR^bD;_ns|MKt)1Xr=U#OK7@K!kx8(+D9T=FXx)8C%`G zK8JQmm@ePhXCj>THT!jT1^-YJ`(RqUp3r9#Std}Ng?j0rc4%R`x9?)#-SEyB1{ zMmXz)zeeoBx0JxS%34|xB5&tKbK=51_`4{Ebpl4KJ4Bgs4(Zkmrx;Pyd9zZIeT8&2 zlYdi>ea;@J5dg4KtI>uypjmoTHJ9AT6d!YD4T50=ism;Edw?tR5ej&k3`*)BddyHJ zg<%H4W{vnjv1t)}R^(}$;S7XSAVsZ?$D0|`L8CaN3V3iCr?-0ZDbyiO5-k)!)sJD73{uiz*4BWTnPHo|1xA$U8MHYz z41R0%Rk`a%H`08QaI-!stjq#D#$%@UY#>5BeRSj#Q zz5PR*Z=Rc~b_8NBE)0inGO}V|12=nK_ExJl#5Oa27!_E*ZPD=D>4nkAN*F^ziG?ZNGj zufMR6mXW{p&9Zo(rE%EfO-EF&?zynuR{<~1W_jkynGl}PZk-rI-Bqvbh^(tTap87| z(rYIL%ct6XIo1spIpUQIfOz&|TepI0_C)JJ{q~1Pzc@LLukZJ~-T%FHf0k$0#ita* z@oOT*`wz;8zHZC(?7FMqo1hkwr&k;qaHkY}Z7gx4Gd9feWo3sR%CogwfBKHWz2L81 z!j9wc#T;eFYn3h+LZp^(oy_qZvr2~N?dgO40Z(Z;L+=b}F4>W%76GSVzDF#MPbzsI zTYM}_st)34mf{TGI~e!x4w|N#8h4OSv-N?1hTbnp9sCQ>_|@Av^JnJsZ;JZwM9(ik z<4*}Oz%1IR=-qQPUJZ_LV8Y&CLW{%h<&)XMDV z_bcSCZU2Fd+|P@nRnH%V@ep6VdeVmv?OUonb^gUh<73~F$G&}^WS*Z4eblHnp5>N( zu5X$8jh*jK?VEwO)?XXt&ie=IEKvv1Z--uuR8RbPITdd5Wi6D}Se6qp*KzyV&{O+r zzlV6>X1L~q2B|lkb_3h!lFs^?w?pHuGbD8g1(X_n`%19UaGY-iOG&Zq`9U6$x;ShE zA2vdycus3PNH}F4;uNuCBZz~F)(&HssglFhpKb5mj+kEF9RBRAXk~JGs zSZ4*r^BJ2_!ySu@-uCUB$O3T-nstzb3E9xKNzgD!+z_`_!y~k+95!-5q=!gYlfTwAuZ7pePQ|fx@hsTqLjQ5HCNJ3*JiXKR!5ow>Yw8=ytVU! z!ZACX(Nf7l2j7>Va%e;gug|ECa9kuF-UuH*NR6QqX~c39niMkv1@(SjI$$9d#17*5 z`%a=X0ctrY{{+EZ@UH9Q;p1qDMMV5>(Psl4)M+V4(jE{C7a~$jPa*}(EBIRI`3>hu zW@-%K@gRu$Oba5+gDo4DpL^b1z`NoK2=(t!tdQL03{PB|x~-)#%xhJcaD+&8#UVMW z+~w9Gy0!Q83F_C4qYDKRzh4d45!4MxLR1R|5ZMpo4 zj-n0h9)Bj9UFsx?*BJzZG&_AUDg^P9?gs3Aa(^%&6@M@wFAUZ4GmZ=MKGKXh)+ly# zaYRcWazut{45A}3I}@g^{6sIhMS7c4qh5pPg^`0f2Wk=p3|@8((T_7-aulNo+2ERh=qo{_ZAtcKvzEs1bhL$e8-+ZqML^hr?Fw z{n>@n?~0)y>Y-Jzc3iAw%E~gf`G`%l)OYwSldIFfg|}ot{oqK!!-3O)9i*Dpx7_GB zWoHBYm_iLU*4&YK@y-PM*o~F?iE(NB#(nD1Pcx`N6Q?^r4q=F;Zno4dqe!6v0FBg%`Uk?LF0BMMf8Hs3~Pg>(#6dG6Ua6`z9Y+k@l%Q(FXWj}0`xX!t>XG-av z?ZdLufd$*m6Z^P&(Q9>y-PU1=FJeh zk>FE{4+^jDPM@p6+}AAq>M~SmP!LHV2+nduIz7L;VRmNp=4b2XErsYM%#HfYW@b`ysJ6HP(!@#aZH9_g z6iWXNSxi})`q9|DV1&gfkoX{p2J^n19OljJ%R2Hm$ijjZOloo>wt(D#eKUk2?A1%T zeuvA$KoOPzMCRDLEx{Kq{Q+52{0*|0@?`4yiIqHZlGs?k<3AC}EYHzU9t2ieqokPi4`!m}cV?nm0*3R4P{5%4 zUN7{{^EoYho<0OV?A1XTgdulsz!T(%w2L`3g(V!}ns&yh=u8u2*+U|whjcuLv`ekT zdm5hjM46s(9C}ESR&nLo$jM!V2ygLjm)8*ytzdnwHhbIW@*X7qX;-O?MxX z^(h4w(4;e%XfqgZR3l^?!O1a?@S2BO4RcH~Xo!?N6jx)j$kOH~2syf3{98*{3}@|} z&B|PAfQesR-K8z2|IQnlvkLLl3|8{qok2!f|>IOq8O*(l&y25DGKAZFu&7J1;9X$KA#7 zo*W5vp=M7d?RZL3bRh^1rrxa)XV$Q8%9 zeI;dkg+(3J5dC(BCR4snb^fw!yM`=@KBF4mF7tgi3Ug`pO~TOHP{_7x^^}rBnLTMm z!nfp)w37dLuxSF=4V%nMhhGBKWY#~b$@~}pSxx?eG90-7t|qfXrNJcJ7bhT|Sp!Sv zS7nj?0~8ziW7h_s>H?XvdS$r5$;g-I(T-0J&Q{(D4fT4~MFSkYb3&u5mb`R)H)=wi zuWAJsMVO`=;SX#or0lGUE9nz$5qx6v04Nc`d*7^s0V=P32Z97Z zh@hxOd;rXULL2D}OMFlDE@NuBnsJzr9P1Jz>#i^(xKA0TveHw~F;Ig!n|G^wbw>2R zk6bEsQM*Nv{=sdzs;4nbLnO!y%Qs*}bDQ=VUQwB$1PrDN#;`fhvG5MpI}l2G%szNG z+>G(!G67m5H#v*vV>?Flpd=KLx?qnX!n)JIfDMD1#9lEtKltnT}` zDs44lC)q>rt>E`1hyU{Fe{|_R_|++y99BYLvj7-DEC^~1 z?l7TufSfG>#bKN-AwyPlNilZGc)@^7z{juNUV$u1p>k0jfw;&FcpiKl{@_C%6OXQg zF&~2Pl8M;RGg_|G0x%!Fo`qK){zWvgem%O#)Gi0GvAy zd%5)ao3Sy+7v}%b6&eW9hWIeqyn;a5A`R(hZt_0OqWzydDSV0J@A8nQ^^#d|D2_{h zhh^TUTR<-i%HhHj(RiP#XG0^v_0bk>A0)RN_rJRgH{5Y6`lQ&8fK&tMJH}hlSIP#`H#To(U@B<4^Ddvp zegglqkwzTV0BMY{BRIW>6n|xcNZai5`&)s@HRrHEsLisQUn@bJk@rH`jkWEwhvoK- zedf<=KA3#~4#@wA+vId?cyMzI_ESq@J3)@#1E`N+HY)m7`L6pe_v4Di-9ijI=MOIS zc35k>b#5MWDdweUcH0_KdRK|gjDE^jhs;XE4k*1Fc_;!}(IBkf^N?K_uBgfJH;*54bT zu15psZ;oSnx_vHAV0w=SpP5za+`1p$y7eGj{7v45&B~g>ibAhwcr-j&uVTpT%QokS z=Ig7a=0Z|v>)m{6soiVvv?_4ZpErczDt3Rx{IzH%IacD-W%5LVkGm;!4zgl2wnTrV+^IRazBBnLL6jvDMs0JqB57S^^cDs%!C959N z40!-gS!Cp6-z2aEv)THL@MeazB{0pe#Y8?98O>Gf9T0i9fFZlp98V zw-TsTjzt{8yK}4Okgi9NQzV!^9@0|1rDn_8W04lwcf!_WdlZ?(g}QsEsM@qIw3>0X z4(=!JD6(vHEOwYU>COv zKCm1BYYH4|>(FGTh7EjQAOivucZp=vj$yWsh!isyL2Xw*^6n}W?*=>r#C3lv%K3ZP zH%im3EPf=;FcipYH2+eRX~ma%Q-D(sD_Fs#c||-*+PfF@MqNP1efM8oL7Yj!_))=} za1aMc5b|L{MZtvkfq!xZ|4P}&>7P6qjZGfkN|yF5JdXn7Bs)$)X@*^e3GIdFuqC}I z(^mne(?WxV^PR9rnS1Kv$kv3UDk7oJ!erdDbwkk~Zesb_;vzQENo=w^=85HnasSp0 z4S&7oZWPH0^!Wt?X_o}P8tH@@!GR!cbC7SY;ovh&Y*7|V#wb}fq}oP^^F-_dgBzKY zw+9_ke0vGtPKYiNQths^?7nAZWUn-p7s#b@#R&Ls?w**lRbz0Qci=*S!<- zd%74(lf&m+sM8ERfu|&P7lP?vDhP@c(UZ6a6WFDjkx&XqX{glUcGbm$L8x}dnnY>K zi%A-|Wt9!X{oFx=eTgaooF3hs)ojF|7qi?>d;+lmH_W3pYTjx~SzDKyz^#DNPfoGZ zth2RSEPVF^w%^PY12W|c*y_UV@zy)4Nt;1i=#`?F)tSawgVVRmV$bdmZ~1oju;;Rg zeRwPB+va#qW8aenuJ>){=AKZeF1^^<$9-1y^pit>I;ehpXnOF8Q{&M4{oU3>LvwdC z?KTYfOm;hu>5X$#efA5;7;rXQzvZFA^;P8$ zbwcjU9mlCN>Bm%xdTm6nH7A`BRk^QnpZJE8MNp2N_ZWOHSX}IYEJevo;wnSvntA%_ zq4e8Dv$x=P9LLXCTr|HO8}iPK>f@ziDRn=(Zix2f!+g$?zz=#?>sU?3k96$Q_w}1Bzs=2y2<)>k-&!ALMd|o|j6vrZXvyo^t}}ob zvFg>^uVAU%%aEh!Ay_&`FeGJBA3sh%irG!bQhKfXIxkbHT?CEU4Rmd*+`d{op2pB5 z@3XdK3+!NPBr2sB)Aj)>f~9S2-lJ)Z+vwMQfkeJYJ6S|+;_cziK9XK!VT9HGQD+aY zgb*Q;vn7%1{aKE{b|Fgj{lmFp+JI!8kzlDhQW4RpU$fU*So2s?j75iExz$t4wq;E< zzDQ*J6Ox$%Zyvf%S!m&|S*e$P4FY`G)2p^KoESZ?>mP=%pHZYs)RiQLcCbxj9Xc-u zUCdQ>b=p@<7p#j&nW&0z1Yh&%{>k!#HFZB<(|Cq_=|O_(!qNG3ZaoTsAGSv+-sV$G z7k`%Qn&p%Ej1{FPKDQi1F9bHC$HItMz`=l(K&>10Kc z6e$`D+8x)?mUKD)`iz|xNwKO@dv$3~<}-XoN4XLGG+E2;S=_~{UEe^DSNJkj9lC{` z>4Gk{9mIntD{p@o2DXyaJQaleJX8%5d@UWi^mVjamWOrI9jKRdV4YRNuMBPK0?J)T zQ4i?N_+eHG&ap*48@ybe$=KF{;Ep-7-AbJ|Tml-`t`B%FDiU5h=JFXkyxvwDi?FNA zkXS){Kn9^qvB!g)uAZOWfWIP zW8rvJ#6S?pR%vphp{@j&;k>WMVQS0k{&*7bx)bqn-PRm9zpnk!2#tuF>& z3x@~GaNr~cCbL(1aW%TZ1obrV9S^b&?&F0Ei7Tu;2bb+Dm?=C zicI&8+*ea{HI|;2;Lvsr+TB_@>i0gFOUR{#Z?H{qc8o>ZOO>!F-(9Y~dKdh`!>Eny z=AZD%4B;+8WP$6tb1pRV0H(&QcXIclvYUs28*|OwRzP%~n|~CRiH0hnB}()N*q8Bq zF5T*bqys?S*uI7)oraFLhGH?Y*1{&ewzKW3dc^)Ge0h7|Wp=0GYdJ%zn)SSzCR?NP zYvY-2Q?;>U_=yX4!8*P#6S`2gp221pq(2eFGX3(p@5^f{v!lkwG|`6FLNQ5F zF-E}ZS(fN$L{`L2IY@|XaWK1YO=|ngJI4dY!;(Fi#dpRM44Y9M3&PzChhhFkU&7np z-)eBFYWU9KIepSi-8pbw;=`-A{q1lQGoyPZs?%~(+j5Fl(+aWAnCr*8vzBf)SiZMk zmv#*Nvf;UPU*`G}5p(ptw|D$K_rMEz?YXo2zNw5x(^I~A1DMo=Rh!HOCbSg}?UqE`&hu6XWcYn^Gq*8n@QRBy+5?N{y;u!U+;{ijupWrpVr z4G<_#v`2%*&`0XEWQ=1mOEEB}booX`8v1u%U#1;B4iELZfLfCG7Do_kx6V?ho|H9?A-kkFgjR*VTm zhMUL1z!AgGB#KL$$fktkD&NzI>Y5~g5X{loexQ-&y_RK2ZXDs+jINrOS=0KFRJ``h zkoJRj7JP7TXxxfksGn&!8NIa$<5(m_s{goIgvbHgW=U z*LQ8N?gH|`Dk6MAB{`lE3uu_o8a;S^WNI!H8ZX0zTz|~nMjlMrm2ZGoplg>0 z<|=E%!IT9F{O}TPO~q=|Tkn?JDDUSEiLMFR&y=ycl#)o38!@TbYn;`KT(jeE{l-@! zubPYsZWC#%+FolsxeU$7%*K(V;q6(q|IK89b@!jd;7-L{k6z;ynBy?)kg2$3GJ@XD zQCi#IJ!d~N8ko?1nORH6W>v_TH0^Pv?A!cJ9Vj_=bq8?=UJ&s{YXo|q|6IKxXwkd5 zdBZKMac$II`24Hyj2mt?v%}xkhV5rNtKd?BxX+(gzgpMK047M;^v^MGW>!p)vuV}9 za>RMF?MvImsIo`|FpW2Qb(utIWYrQ#Rvd!;cu>8aS~OWX`6g&#_DB7Ab)9Uuw{T+Z zqPjtC@_D{ZAaJi$-7{5)^Fmjbu0~989qI}*!p7lK6<%2zahyK;Uk1WYm z&8YszH+BF!c;$a;$zyka?V`hf7TbA|@Q0S%{YROdU%Ti*o%F)xss)x>nRj->&cCNmoQ?x0(W&G6$7SooC!K)H>1?dkSxSPc z>bREhqWo$3(Hos6OK8H0>g^@NMWb4bmoNyVjt3$|eGU)~Y2jZxt{lzj8?U_yXHtIsA#lAx{i~P%-DDnWZadd%W>XWnsEgZjI1cvMW)7L`%YD zu5GX`=POAbF@5JzzV2&sB`!6-Ds#oH7gwTcsNv*QaUIavziUzjYntxy2L7t*#8U)G>=r)BwA!3 ztI?1zh>VmFwMa^*zcTBEkY8o3GE&^)j(+XB|e z|I%ib;0UXKE6_r5%OZS_<9^Kz+7Lwp?>j~&>`m8XQVSVjEW>p?M}sv8WsHM$H;zfC z5De_jHv;;1&%>mXF)m>Eh;P2E75c}MV_^gxBplf$X7a)P~uv2w%laM&Af zno{a{8_3#tlgYy-v25cEyfB$<7EiJyS{ya<{VjHKeGnZKbNp}aanvF<@`;Di%36oq zk!P>FLmsCWX3K2tMb8>Pk;izb9lVzlD&oLi&3b*0yye3bT&uAbx@L8kW`lh#g$Z_nwC;GM68#u7P%>A8ksW=T0=I+*L00U zZMyr=Jvd^$$OLy}!2k_u1*(fHwqo!aDa0m#Tqk&q!~iV(Yl zy@{W=xEepYgIXi$>65y{sVS65_`RDEKh0dn_akCSjN1kN-*JcC% z^Hr8gv@HK=+4B2*^eyCLwaE)p9Og4NJ2q5;PS=n|t643flf--06k?+_B5V4uUHPir zLtv*;MRa1rr%lmxA4Tf%v}=*sW=OMjfgn{I?*aC@WxfUqla1RQ8^m)?6!T7KnB~Ek z<^J^JP4ptxmEdS?{KINC5&WI-xFOT%Y z2K0Sv&tuXVM4ZiArb2%|!5=)pSuJ#y#LNye9O~bc6WRo8vR|3Rz_LavD-Hy_H3sV} zux!wdi-YmjrV#cy8j&ccC3>9#Xv<$?Xg6|b*AQk;BWLUR4cG+nc1_B~O|i6X@^ozC z5Id2OIN{2ahs(H4+5yb;(E|&_5DDCHJ&N$;@a4f80@6uT2O9#Eq8$Gb(rKJM8xq>l zI>a@D5H!B};IErEq?|Aa%0mEya_>9Z4H(*WSlKg#R!KFne03TzGZt|(RLmQ!tQ(N` zPSnu{)rT^{5jt5g7NMYD%l1I74+DEO_R93_>y~=BMI7~1D>JN;#r{a6O{BQi0VIku zH^VmYZ#$7SIiV<(2N9I}k!d&G8NcttYvWhM-ZaA3B&as2r8x-*GjEEpZhCF264O_y zCu=wn3JdvJ2!)Ac8K5cXdQuEF$Ptd#LM#me1P7b6LacGoio-b|lQ-C)jbfBj^s*cG z!Zxp`I1w>8VRM#;DV2MnT1{hF>4g>9ggNF^mlapLs!h9VP9x1{v-Am0{r(OB_)GZh z9TZlMkti-XAJ3gqi@0r9x+t9W9kshEYn@Q(WMmWDav0<(nEv*qeag{zyvLK!d~&qDua*0$>FdjjOY60FltRCgKj&`jBUMf=J&$}QO7}!3 zU5JRiT)K*UY3fa+Z67zR@2mRtFY-LLX;}jUcbB(`EXQMBbv#=#?bUiYFu>BsxL~SH zy|uu&uwQZfi9qJJ?Y;sd_ig9C#iEYBfu-b%`T;g8m|XBN+d;PgDV<7fwb~R-MKEXB zs}CpRzeJrU3T{laWwacFhoyPJK|Sj6)j5*LHK|vi{_k@nfeTcBbz~xl?H^o2I7YoV z;$F^7=>Z|?WKVtMn^2+$*1W;Y=8F%Xl;%Xm#Y~d~sc591vh(r;2Hwu(fTh5eGPD?3 zH8hb&k0~TKMH#ccE7ka-PsZ%b$lrNahV zq|_sCZHj$~(xi{gR?drhnERF`iegBzM4je2N$MlR2P%?=Lb7Zw5j{^eukISur90f^xT#KYJ7%$ zwov&~xBXiM1qD=LKYzrmym93H9Nnle1Tbmo8F#d6h|Xs%((?wp5jmqC-rJIJf+TqL zuw$oAA`4xAXD$B1caSE$Ze|17Fvcr&ir)!Q+naMEXcs9#B0(%csxqwHvpk?Y#EpRe zK2999b;q|NHLcAX*?jHJ>BMR*E&;*v+ZO5X)mU5uTIIK?(#KyEOyA7nYgbOs`VN%N z-PE@IxXxjo&W&rsa^GRe9f@V-tG%B^!PHGl0ix>^6@Cw(*B7Rp&BsI~KTI~<&te_%Lc5i^Js4y#<(`F3j ztn91DoS|b_#T`NRd?@xOa(36TSrmcJ$2s%ZKR+MUj;IHfot&JEf{a*xYJK`lJG(8BWzExhnAT+eu=h42Gdf1Q4Kb%fqOHL>s-!Z}FXyOr#+c$25YP zf0|GR5*Ob>*fZ4dv^1twwfpD8JHi@YKQsA04KuWi(9gyAK=rQjgZ`^d)kXEs@3@b! zN@zO?fd?$Iy%iO&nCMmRG5KzJ^&oxFr;$OmY)PsU{=yj($E47D;xH`HoBwltN#JZn zsWnhoDZXMtM|cSs8FX55De0zHXdbrVZ>_-{WJ=YvXbU3~HOdCPEd;q?I3qig9tsIz zD%8AVM{%7}bV4qyQ;8y)Mkt}!t2THug+S?TJPE2~SaonCuTYR1nKRbm-7VxTx-G6P z?%5ms`IS>4irIMrGdB}*Kjulc=YHJ3F`qd{AsPRoVDcuws@BdM>Jr=s^)EKzjt&uM zS}ON<8aLI}B~1&4OgG#Z`c{NwqN~ip8PXf%UyOfCV^5*1{^`*`0!3&V!?$ zXa0Mek+G88?j}MUFm35(ReGuNGdyym=HRzE!sL?Y$yB2jFBdj$E&=kriBYESr18Iq z$UIMbV*0>TsqrVu>@n_iPUKttI}tiVKoF+Ba%*@iceK*0L~34WR8am&@$wj-o!Lh9uLEeeF7%%ZzO~W>9s%@=pg{0H^#8B(XTd3${Tjm7#S|Rb zY6dF4KM>DBZ)iZzsu>`D=L^fNN*#;#7CQG-i=(Wk=&;+2blz+xT4SR3pEwpW)yPF> zjoyhqBUsZ~lpHN4>ICOwf}F0>{nwlmhem6oC2g~s5B42jdp{$4i71~e0|4YVz3ukS zD%A5zH@_-d^iwFLw-2kFa@ai~e_$=;kD~5K+f_4>|HI@9?>zRj33{!TA@YKm!jMm| zk;Qh+J9GYoyZal@m$RUv3GVl$_NLLhc3VTKDP8vYIbYei>mJOHx1Q|n$!ji0J&1P| z>+v0xzuWun?zzu^)5Go^$QHoo>@D)#h zyUwBI^5ZmC5n{9K{13-(ZGWcY%6fCH;(qu7Ud1D}ZkZi?_ec?G>f~@()8fny#u2i6 zgvjH>U%MptDrEoRs;J^&b^z1oh`6Hhc`BOihrFM60ZnU9X7sT){kAZ~?~Hb0>Yemx z%@JMLFNLG2XjU`Y5uRYAV!C{r=6>t0Y2jGA-ilLzYh;?g5kAKGY_jVeyk)xV^$l=_?2CPlKuVM#+D+x@wW=>SPNl01KbD zX{tFs?mEM}E1A z=i{cg^N-|19fg0I1*V^GW?N12=GK170yWP6V#eLO&^SK0#Z+>aq-^VOpPPl;1 zmDWjKL)iOE>n;|4zlre}d~aQ839Vwrr)C=B856_dakJw)oEAOncYSYIc>9WX-ObNJ zJ@*VsFU21%-a#uS)eMZaL{_zwaJ&U-Ui|Sm&!d_X1cjL6IAf!=HtQC$2geF@$SwF! zuf<8mo^j!CJZ%Ej$J2USm-i`tx)ki?l$U&Z{G#j#L4X6Lv+RqKaQn#ABIX3Qj9Ch% zA$ILo41B9M#7V}$5LSdnRAy*X|i6}OPVUq4oEDZCvs#2u3HW9WL5 zH_N{z#DD)c^+Rj9`6`C;X5Qy|F4nh{!cv_*+jfa-JxDJ1*}5?Qi$7$x?%EEtsS0)LK)lCbCpH|gjq?U@{zTC&`AZ3TrlClNiVJ@Ec+r$JGNAH> z7Ox;YCoa8dQBQ={90V#IZI-}&6<^Co6gE{ValE3)CdKNjquI(dB~<-)?Q;5R?TVy| ztuf&?!Hh)ORJZ*7n{q(hzPpZz-8Z7S2svc*FjhJmHwo)uI>{+zqfWmX{q30| zpWUyFVPY`0?Nu$3|e5U3B7wXQ1|%SDpCx$;B6a z_`>qVE8`2JO$`*x3zqO;eIVlBItOG`fN`Hg5zI4G3Y%Dc9h&#v3WR}ko&-}6|AiV{XU zKRF9-aot}V*gj|z0s15A(n8(8v643#&LX{vzSqc+#M@_%_?ucAWX&5mvu#j8tsqDa_r*3xJw(Z2Du2kwu4_Y95nDiV=$mKPIyjlHW zU8!-^y;w5t*zo`{n|e8yr2)Q&loFI8VJ_`3o2=sZl4Jvr!Qhz&iUXZ0F91R0n0OvM zFkTQo4gDHH{O~2Q3v?#&Ye^*i&)>J;&KUk4MTgfAfM3H%*gQ&^vS|~rVkt@UA*CXH zihJE#-}Gqglo1V<9ph+GSFV+kh+`o5@>bkdQSMNymD%k@^ML+ z$-#A;OLI_5zwNl~3eVT#4*cysorfZ9^CcyZZST4sW?}zW(s{0Bq+vmG@|we>;3%a- zA4nh2JhCeoGGoi;&bCvHU2R?MRLOc?oM%}utXW({JV%j1oNyrA=2yoI+DT=QFMr3b z8qR5xgk+b&{IUwO9J0%~d$dl=2h`2jUc|4dzgOufjm|5O7mPK}cNr>NDj2Ej(O99+ z^8%*H1@}DmTQ|;B=Ze;kx96>-tj0>UfcCm5swwyVT0H;K(+^|oos#F1zNM_$*6L0VIKrSurF<|_Vaf2G z89N_K(8Vnh=;D?}_<=%~|AN>Ko$zDo6x<%A9YXilA`hv*gm*VB80^>_@wo%uA`cXL zdV&b#_B)Sz8E8}9L8*>r(*hPFP5edp2{_sV92VZC(x&vlqdx>JhQOmKINF22Xk*%x zJa}|Tz+xO2?JS}%z&89zp+iE}79Q;zu;>j>P0i6B45lWbO$mlae+gKO0HcROVm^Ym zfFXqACmBl{3>+e@hD`dVFY?(zSnR_54im5Ep(LiQomx`Uy%JIm7Nbjn3|`OEOTkcB z%2~9qSjb;0~qX zzZml(A+-Lr9?6005$LToRY~SHw;#Dyj{ZkV{NtmSm0FZFbNXf=toD+#M13I!HZt!?L_j)@aSj$hB{Vf=Z8t1BI%wv`;VFF$cieAF`4Tw~@^Cs7Z!Riz-&2o6n~ zgAS6}r}f=liTl{D`l!95+#pXob|~toB66ni2M`2&QI$YV)T~l)$>PekV+DA|pC1@i zmh^tKS?!3BakO?oGj_C&$FxivdqpeO?p##p7Gm!Z)wdP)XrRt1b9V$dPj#IC(PA&S zcE0O=9!gR5-d6DY_?l}^Az!{y`>YE0a#a(DgGu~a9j*wX#=ZlLtcEQN^M%x6 zL_oBO&6?IDP-kiY9B(u5!DcPERvllAd929f9=CuXd>^;lXXl2n_VD6!!3O%17Ke{AsRh~{M&WNZ(B!_eH%BJopf_oV*em8+0x95{ zK^Yzp#o7cLy=ErFkx0(mKMAeAaJ=2H_T5^>9ifQ67`BF>!{gX&vDK>>x7mx7^yg^Wu9 zKM7vEZN9!A#1>19ZUhfjcqteP6xs*9kWLHi*Sxcr|2%J6(h*4I*5{j^Ug}ctNclA1 zp?!XAW4P67LE?R8WVV}_#>9D#s0R?(xfudzpYNT=&NuCJI2L)7xvoAq;BfC_O7u9` zB5>AmSxNp5J3YXAUy*6FJ@NuKyM$3}eQ4c3(L4{B^pQ85Ot28m`I%DG9)=y+bYwnN z;2vJ&UBdff$Vl<*5$siJsA*Pig8QBDXxhro-h0{x&*qoS;(UD>XlG>y;_JWHvVAlJvA=vp%B)aGfoBK5 zeE22`Gk8+>hBu;eb7s=;7FYhybD8dxHP?~PnXxJDpIbz2hJ^s07SYUil_^&HZyicX z0_vo#H&9-Ni-b*1&x~)_G_+W&-@N(!;lm8$%JbWi(zA^X6#R*Y9cvu|w#_eCmiDj< zlzJVrzrAPdQ{?3aJ{qJB!;a=A2Vp%@VTq!)vpaKvnY0@7g&#+S%ABWWU-W5?JQZ}H zG|d`^g;ZrYaP6M}1!Sw1lI`RaD%?#SRe?txI=yQ~+F6;DXKTQN)C0~Feuqtx1DSH9_4=|6)nc#jnY&0sV(XvwyImLEcSMdX z!2mgexQJFHRz_Dwufc?mM8E+0a6Uo=!viqf1cM$J@Q&~VJ`rppJuaNrT96W!h5$sv zP)w0I#jThwVyz8NsTRafETxkV!XtbhYS`5@fhkDf38oacUc(bS4v%2)EnM(+509vX z-`@$3NPP|7`wL0qU|7IV689LL)lGs~od%O5~}Y5dya)fYDlQDlGMb4R@mv~i$%uck*ey2UsYWD?48 z{k93aL@?Q$T2dW8Q-)8pkTk1Aej_Og0apyP0n3)TOD~Y9zlKCuT07+T)NIa?<%BSD z147v@-5_Glw%q&v^eSoqnm>fT?xHFG*^;5;*;l`}q#S&G^ib|b#+alULKdSK11}tz zj2xWG6~(Q8N$u8Wf;SP@&xTS6o;*CKr3)8>q!(|A4w$yLW z`CwU5U&HRTMekq@Dctx2`PjtT^N!!SQ@y&&YqBtoCJbUe34cyzn=m5QoW>U$*x?bp z>c6E2aA4EuoRkJ(1kBb!IL2zzluVksp{+FWNiY7rDCQ?ZR2#klNsKNvHV%8kO?65=KZ7#EeN}jDF{=-Heyp?K^ViBn2Fw?OCm=mC;y)!jFup(pzXYydEsIH9dZ51iLoS!qzJt_@5n z&le`1Z>3Wmej6r&RBq=1+xF3`YNvMkeaBULz2nc)gr9G}v?Lf9Y_l3P8r_i=t+ce{ zW^>+tIR~gT?GBhv30Yj-9%!ZKmCcJ3Eu2)Y-b=hSeL?bMSK*-3b0s{0mBm!Xf=c+!d67{0-@W zOXpVq6Hh?UFY$!n%19%KCxW$#y#3!x2%0bso8b{k-yoFLQH=e3#;@?RolYJqAe!z?!fN$KL_gocZy3m?;A*3l|andSwtcuLLLI2Rpwr zfZD^EPC*1o`+&rL7qLLK7gzKtmEzJ}`{&!KWUhS)9s5!WRQxsv3ybgk6;^~QTn|=q z-}yTxj#$XA#trjtxAFIBPAIzW33ZR=rt+Va4)=`i7tNUfw!K30p33cm$Bv4k2kFBT zaaC)zJ+uW@Zia3vD@6Xo3`=uEor!$kfil}?{>IA&sXJ>XQn;4pw_R7aRJrzbvMN)0 zUz~3#lxz)8oW3~Uop4zRT0YxMRlsrE8?qXiF`D~f)Sz5uDL6~8SvV1lWS@j16-&0* zh37$1b|Bn)KwC};gb15gJ`kL}dxFvE#C=8x_=z^@OtNi~ugqj`3^=i9`wz@m0UHQE zB$sh#Y24pbdV%3B7y`lY0Svxih^mZ&bRiw_fWZL_IAD+m11lJQ!45c{K#MT%DC^pH zi5!Km@#WymA_9jIrx5ymOb`{|I!99C!(jwC(mmm*0K^w)a2SE>3`7difmtYBBC#$a zTqA{;!F#v*E(pEk z6;Rk@%m&Hjz z=xHxkeW$kM*_f-+))Zf9UeyE6#2HtTDaBV0FC_^(jQnYrg(-l~AJ=_Vk8`9@>ZM32 zJc8@jLTjD;`8{YS_ZJorT2*`{@cRm!06sFoZ>u{R2)p7!f5!r45c;ye7GMDTp9?UE zR_1AcUw|m%V*UC~ z7yyG?2dD`cQ_U{`w|>pA_T|p{ z3x0f}U4b@28V99n0L0sT;y$#pHX+1tdraFnJuh23xIL!Y)O9mWv!-fj0_3j6|1$5xg9&sN;Sj&I|F2I7powlU z9wz5*{nu{Vlb$6>FzNlvL3WRMRxl>Mbmz~AZwM-+do zP8W#cs?{K(pl)w_eC~HHNHV^`RIsjj?5D&1PG_sZ-Imi}JHn$U`mRp-W#*o5!@kFv zW97nk;ni%pe0Q1s@Fl;rr)aUjvd?1>RtOKqMN6k473Q9PWgi}Q8|J)4GRIbt^mzhWi_wVmM~mUW zA1_vwzhcT3^J5ha2i)a)0y=Fh!d&CfQzRcH@jG_k@C^Ox^Ptxs%ZU#;{4VKEH9pCz zUz4m8<@)2OlusgfQgt~Qs0lkYN`X0}lFyu(mV#)6;t`p!hY>qpPYxjnrRoAv9_Rwk zqWlYMwprDs%cgu~O>2YY)n%)ym$-(}*&1LE$^D{9y2zbgAn(Fdb8f#?sZHmBX3gbT z`VQcmym6>mCd(%qXE(uH^(>HiiQXTYia3m8bypo*?5!QoZrAl;N!LjhlJ=A@J7lYV zyZx&7MH7!?U0#38C*a|GDZr8f>@SiG^7*E~g!A8ec+1(?VX%C*=fbiI|AM(dtS&ZD zBS>pvGYn-E^*mLVNrdg^Qxt}L+O!jC{~WuB=i>Wuhh_D(g1-`j9CWc) zCfEXP%(Lid-LqH zL{-`40Or!u6d5>tudmCwIJ@xZ4n0!sw?iqz>do_pbHNR^QLn`GZ!VyH2o^ZxK(bfb z-#;fW|9xcY|M)rCLeEJD{QVa`{OT|f(*Bk4)%FS3mhr7(Z?NQJyxX5K#7>GF)yQLf zuc4Z}M~oiY?8cn2UtMF~VKs8DuI6FSDbP&{bYr{|){92aSK}{oun|cLGQOVC$t?Q# zfD|y=!zXA`OFl$jjw-T;TAG=f>48*Mh23>`&xLO-jRBubp}m5A z@PkwL0t6H_)`V;=*H_jsNjlcz0f+MyU)!;~O=soyZ)pS!30ZUTUmF3a{IfhjH58IA z+1Hnv|E*98U|P!7Q3_XX;vIKUP!Jv#9&lg#(vcKK_hUwOp)rbn-0W< zrgN@;TXQmYm>9ZU6*6{T_$U#pH?2GLHPX{$Va-N?tfcVudgT)tbKPAGqu7io9X-!= zkoL7dDR9P8Npg-8dmsXwxVnj2PNHp4ZxH^_v_O0HQA7@I(WC%|*qz&O+SkrIF!(Rv z!dOZruBcy9i{afGJH)4iVE709i|P@dsHG+V8srmPki0;e&r>)<>rQZl0tU#?Dq@i? zgj2W@3mFgdyU0Vg0ZwB2L_CnQ<?V1f}K ziN^uX3)9JAJoJW_5ll?4LkJd;P{7E~1QNwUn5A!BvZm(2Vr;LdRv-_=ttAzOwl@Y^ zQ+pU9(ZUH_$+Utaw61c2b!}fsj6s6d?j=FXV+cCidL;^zc-(YV9!NC%yQ*xEoYrt9 zQVx#DzG9H=GfVHe{i1>aaU{&rtOu9mvcw`r=kd#2&M@dK^pXq4S;!bDJluqUA{Nr6 z^&j-F97gAwf1y%AC0hQCc@@npt-WPJjYNpWQA^5w+cZYs57m}A$8Jp{a^)Aj?4JxV z9kBO@{-tzo@PYn~s0F8s{Z7;}9)NyczTl1_H$Z2J{$iY^gXA%n|0{WnJ~#qou>CQ4 z?4v}B*}o+RUwZ5BkC4V9Z5O(i6DGpLUVZy|A$vWKB)F3}1_(j9$H2|Rm}vxn6Aq;3 z_!_SE+uInjBXs#Dv5t0MnN;Cj>2MvOd+Ae_f3@K)uZlKbHO6~Bdyh`&tSk3$oxssxH9{=oVC{_&Qa$)KWh1!p*hGjH zGX)3fO&r90HTbC=>mVz$O43zLikgB{7a%~RmLpDh=C@}FG-XEXh2+47DW z^c8>HBe=}c9>9~|y5zs~$jK*(7F@G@fBT(WFGL>29N(LT9JTQ6)lm3`=^Y&QIymwU zGhnv%rk9Tw{myu(`1`Aee~Do1aWo(r!M}*wY(fAO`JDQ+3##5_m;A3iVh|ib{l`iI z=qql$`|n)>{0}XmAf~tK{Zj=TTaBcXvBOq?`nRez5$%8nc@+C0W*HFhKCvdyDE7T+ zX+Yt~UaPe-329vLfU!J|cBndt5br@7tP=xSKYMW24?u)=LHiNAp#7j<(0)STv>(12 zIPE76r2WK#O=5*{3k5=04X9MRnv~5a$x(~L;jMkt#=K8pj&WJc{ z;+qOpLm>Lz(YfIl)Uj$fb&T?YIwo~N9W%I~j$y#5V>5&RNF6g(-0Gn(^<#k5y~vok zepDQUtyzaKkQ+$BSRBYQT6?1?H&l>xiq*jy*I=}XRr_J+KOf+KZ+|DKW`*Jd8+0zk zA@-UNs8w^l%t$8%cx;eRcyj??4bo|zLK`&N(FU9~y^!O<2AQv$2(C^6AahLQf;on8 z!5j;KGsh?|m}6lV%rS-w=9m)59GiF_(fWt4p*UQt{53glj=z7*GaNrPU1Sx~`X_jrV>|{V`tyT1O(tnsf`yntHrrO}1R@Es~{=G{9bM zZ$6EB-BKU3h`rvzdPOzOppN+XW1U#WUE?K1 z$89N(b7ATauk`nfu@zj@f%qZSrNE_m*EyYU6-S5h&$BGwsUGJHGxUjk+gmzVTw+l; z?t?s|PXFql6sr8wob8*Isw+`nw6LS;IHz%w(MQv4=+V=>?L3P)x3!Ef!}Co>?sh_E zA1a>34yx|!XNz{{O~IDuW@b9rKDZaojJU1AX7UW4QpNC(%$2$vECVopE8h41nl5&0 zn>|vU?M=4Ew$wZcRI${e0tr<`ZD>|AC&Pz}=VqPRf@>#vZSnDm;o$aTif1Kz8*xLX~`z_D!Q_fgegMr&qO^%& zTw9~L0=bcVxmXWzjbIOzrq&+E}qedhg}isWU(!sF;y#vhf81|K}YnGt04PdxQj zB#`8jHI@$Ok4&@t_>p}=#C5~Sl#kcR(h&NEiHx${u~l)K>eYKW%PJSBJy2G`YjwQR zltM)zZ#jH+Jh1MdUApr&B=-d;jyrifO4SWXE=tLG&QdvsVnz47CCNU(Re4>tJ-slk zFkR&H@Ta?~o|96~sFlZ{M=?t?-xR)zq#Z>r^?d96Dw2K_x1`c%@ohxe@vBJoaN3Ut zO1zVg+&_z`P^T;OGAv<&!SUNfnn(1J){Z;9_(jx^x=rPGgCBCG z(iUZDPdjD4SO%aeRKz*{9A^62`Ly#qTYeWuBGV+x8j!Eh;E35&^_(fm5s(x1=T=V@ zY31FQ<(gY7D>GUbg!-xetfV!MJC~FRyi1H+^s41kogDp4N%EQi;L06kao%lKXDMQO z81%w*@9gp0?*d9g9EzCSlRxn6f69Cvq$OeXx6(9!f4ER{vq)WhdE(CDsk%~jfA+I$ zo1NkcczlJ5dKT|&L()2ddYp7#X{zQ>UxeneC0C*+1W zw+y>C%YZu(#v|4U-0E`Vvt~s*lq0mrPrTJa zzQoNEli_mX$;P701AgZpyB@!jAP4}&v{RIVCQ#1-wzuKICKE|flOvymO*khzpKwjF z&fJKaVK;VJMvfq8Zbg5!K`@LkOxCF*GD3%|2yt%i3NpDvu7|_Y8`g)WJL<=X#Yuml zq9F44&e;v;L&Q-Xz06fbl1!HW653sYJGCbwI$%pmLuJZ8PSX+l!k~QxuFSav7O6LQDlNauI4KB3i zUySIcU8)Mjoo$GVV()vO8_S5ukCjDdY;P_%O9ZKOm(wUbrG`aT;TvT~EeFX*O|%$> z|5!aE>1TWGnI47N96W1CeuCy^Kv`dae?pu{Aqzw~``hcx-EF!_{oqAeLoEg!)z|2o zv!8KSRc9x!^O3ki&Vn;n2yU4sw5!H&R&Zal!Ek=N&zf<#8QY9Go;Nz&aaJ7XJZE}J zcl3tSx$${#!u?l?qDFE13pEAlHRiuZekfe;(lt3RDCK0?UNkmm zCgz!rL$Gwqq|Yc%Mm(uJ;aPlmiD~W1cYO3^_g#r*-XP?%@zO81b?v|R*3XMjcM4nN zwaV(|E+6XyMQy;^N8yT}2JI>RXY8~&OBjROFM$^+Z&c@A3@MX&DN9r*Sf$_9a>#8J z_l#aFcTlI*MGo=AW4|U@jZTXA|HX|8D`?ToB4b7f&fXgrb2<=wF{ul{C-qawt4W>g zKPUD7F`;K7BLx37p(~gZDHAs0W)XNGM5PD>?*cLHQ?rm&*f=;?wMb`Pbw|kn4yD$x;#w^^I-3`K^W#=?6{;iUDidb+ zD`ku-x5r9sjmOv9J_t&@m{S`1y0s(KZFP)6_T(*zq0ebvKSPvP=DJpzf`ay`uF)%( zrLmHh#iPu$ttuWS9=rQ@qa4kx8>Uk~>!+Sr!jdF-8mw>k7aHAlpJ-0nwX%{I z0_aY8mwB_t289HkCT4{lX7o{c_{QsvO1{Mg{9$E#!0GlRNQiTQII*7}Zo~^Z3K!Cr znJ=Xm`leWsyp<(_ZQKg`B!)KWpQMr0`7qH(<SP(Me^W*u-?a z*1XnyE3dm_9|`PWFT{4acb#@2b@_A^0ZDaFShz5~Zf{_?T~DkHuMV%K_7+73NYB_$ z@D6A4p<=b z?M!m+&3ho;dDjiKJvj^wk4p6b>!Xw~31~i9YuqKYbVvi8Clc|QQ)EL1@G6ov$hg7< z@WkyNPH~z*cJ*(-g0Ck&*#6qCj!|i!`t$>4RB2}BQ!D2$meR|r$e(-Gxv||wERMnyPvEFaSe`FaK*D71ZZsi!~MqHtuSVSjH zI-_@jA7n6=zMesJ3bQ%4LZ_Pu`mEAYsyk}d?0-v?=MyInh5Dx)dH|UFMAI!SNB*AV zSOwd;gv53-cOcxXS%&q~%gB4wIgyYXkBFJs%4P)be$a}DM%{wS?P{=V@bpUuLessf z>Yg4a>=o2c7*zVbCRdzo?scybrK}?*D1_iW63x}*V&)Y~i8ipT<@MB3u#m}k|B#iu z`Q0v2Np4PCbd&iQ?HdokYUTWU`3iTz%Xf((fRSkd!2#R-Z6lHLDw9kb*nH_zV41X$ ziQtiFA?1nwh;Xa_M{OR981+-9ZAxb*WuKo}O~_A=&)W@Qh0jM;)X&DZC?lP7_P}*rdjsY_>%}$_2>zrEQ$LF@(98?>wj}-Qqx9Z26 z%=ZjSI^o3l^U$3Sy>^VrW>aDM$@{7`Bi_kTVEi6Y9rulm-SOCSi**b74w>WVBPX8y zv0Ibe({kH17G}ZwZ-CkFUGg5&Pu^&bd{pw8j@8nnc{@?%cV!h#n{y2?a9h~AU z;WHl*@x{ak!0lF0uJQbu`8Xv1VYdQ@vv4xGg}u4mOKbC&1~2U{h*7tZ5r~Q4cy^#A zJW>KAMp663ycM@7sz>4=62rOyU9Cjuh<5ikn)pEO_k!Fd$qNxx!G6bR23y{0TC{6( zHW#`%&YQiiXyv|X3S?xt_>o16cNmSgj3k0nn9I0Q^h&6z#g~;YCNuX&OqjZLhE;|K z4>UM?l;T@ji;NirRkJ$eI`Zdl8?W2X4UfsYmJ088bsx^~@Hp^jalCKr98oJ>E8IifRF2wK1yO2}_kISv6?02~?RP1QGP=j{o3hSx3Aj!iABzfEb?apPXQ#9;k zoRj)%-I(3!3mS@gRUINVDK zyZpbyNH*`PK2C$u#miEQ?xkp43I^L_O0kFa2z*&~)L5VK0$suxIpKI{YBM=bf(E5y zNmM+FgAc>Cum?W1|@PT*o01v6zD z1G?&1XWtTm%8rQ{YLOweIY1-zKXv!`BiE1AX=;t%diYkIMW~e2;@Hyrxk?OsA~v_I53!l6yngcLoS>dn zSxqW9lkR(gAJKO%rXBK&X-5n`>!5xHxtYHhFt`2_aKSlb|2FlEAtR7qPCbOml+~Nm zNHG|J!}atKzGvth_d^PUm?lq*{9X*kx~H0vzJIykg&73DkUW|qZ2qHfYL_L41MV6|V?Y^t)DGx^@VSB>%HHZ${v_3@|e zq5Z{gUHfD395WA|{yZ%B-q>EXJB!Wzyn?S{@S_edH~(12Xflwul$;lOmKi(x7W?}T z;puQ|>+OCk5AD3u2HV)e)3Y%W16*p4)h5dqc_Xmh?5*hW@X`{rms~snv@ae?Es|G; zWKRjSSqocM57^L_R(VzJV7n14AMjNAtWOiW;a*KdnZ?*eGYouwAG!3BW_I}Cq_KB9 zbQM0p_=EM&j@@MoT0535yuuO+FxLfPZ~|ic7vc-=f}fukPj`8!J0FdU+DjiE7djdj zarl*s#^o9O%1q-T3%?4{xM;$!w`g1*!msyeT%N+OcWGRt;a33~7j^jcHVxn+3IB(O z#zh5wWu?IeBq+(%4JRV(Lx@TnOxKIJb>WNW!k4R?pPmapuWq6|7otLd%XEF73w>82^ZRx@ z$wanXYDo?EhOY+{-n*=4;2Lz`?;9lOz*VKIo+g5qSp-OK#J66ya~wTjy!q+|D`33s z^2XsBG#((2*P|k$h%pfQN+sr)TMbcPF$nZo$n;#uyp*6}J6y%DdM>Q~TfEzSyGlu8 zHK_*FxxoiMTFg2A#K&sWG^ICgX#JnozC4hs=lvho#dR-|eHWop_E7dji=>sZFA3Qr zTX9KQlS-U6iP9>i#ci=BRFW+vWo0m2cT{L0zYNbCqPwwo+=lZZ1t_{HE&RE z>WQZn?>kBdny6H2Hh=g~?w1kOV42v`_oG?yrPWS929-uP92{J*J}dlF?3h#KnJl~Q z7arJdmU1c?8Z5ni&HX;rYrK77#7adf|4}V-Md`#4YLj?X{HVC`*2~%y>RUgZ zE6-j8T)bP;drLRvZZUDZKq%4areB`lJ%^HJzE?sg`QuZ2ene1PPv_-&Z0NZZ=|a;BEt^k|1{ErTLmr+)xNpy(%gAx zLlu-QYIrAV+PmU6)LB>Z7E$`+baZtqX)sG6* zG&`roG?$vsMvx zG)E}KneD4Tp9-zl>&qNb0lC|8kh^7r+^w&8#1Q0eS?yLbr$Fx37dtX*d`8&?%QSM99fp53bEwN;LA6FsH7uys%&CUIl{9jc;BO_(93}YsoJP($ z`1_n@&N=woLnFrn{`Sz!@qoX3G;(_2?;g#Z9{5{CBS!@OuHEOk-YY)aQ#0pTeUh+L z1VuFYx>&5zSM;uvkO*RJ(;5ISZ!#?^u)Is5#ZemwmlErhr1t9A8sqDn61BjU1^d zp#4EYyV{gQ?Y>^iDIi2Mr%l}V>i#628=Hi;J#R1=X{nAT>;t*gqlEU04ICfNw-_fo z1h<%`MpAUk5-Pes?E}#g7ickypRTU5WvR%v8|91VY1g|_MWnvgyU7rE)w-|VI>PUe z_m^hYnFn7mm&iNqN>~um;KFC{RlSo%9_EEPp;OH;v=XKxA3^&|^%}8;w|@?XI^VE8 z`OS}-LgJ<@b={}c=Pbo8Sy_9$34ZuK@7`}|u@nKDB)8(pWJ95gikM`#RLkq9# zM&>SjdBi_NoE&PKx%F=I39pcTi^YNVRaH;Ut*>qz^AfWV8B<7kc5dyR&OK?tdEZvP zJ^Fl0=jzEwED6!3rg#J|=Aqe6lY?)9bc^W}CX5uNrd1OKiwAE6$C|JiOn zat-_~I0!#%Rul9!e=2UJ|u|RDC_ol6eg{_Ejp2H7Lhf-{`G(E8BG9VZsy9 z$x4IU%ttO}3oTeYBB~|~V&e7bN;L^j#HK3QnvWctsssY%FseiaP5EqHdVETv=p=u! z-&B7RVhs{gfRFo9yQ%-%KS)rS?t82G$l0l8MKp7grz-h)EPc7K)mchN`NpQzPYX}q z?JbCB1&@?#iqiRuH=gDJN!gNQUutlRS*ii0r8*&&9Gs?=aF*5goZtcMb@dnJAw8Ui+ULp6P zpHFASA;VqwQmhsqb-VFU>`O;8)oI}Rgkyc8eyf+kx7}VrW7mHTn3beb$G*|rf8BMu z-evObg06;@;jgoDb<~t(lFP->PNYVAD>l?tTHfFJ`CDOldBTp-CH+Ai zJ3m*~kV99UHk$L~@PqY-5_y{ve!iG_Zqs(B+)d}hbIsc>5vgx8Y*cR)-z@Xq_<{9B z_KKv+p^$*bh0Eq{J-6%T<-@)&6s{e+w{B}vX||w%l*IfKXP4fs&(|KU6Kvh~^~A*u zcJu5vNRem{&sV0uyOybLemB89>Q4CUb57KinJMz70V!&m@@D)s20m!CcN zDs(>nh%~hnyiE!z$}YZCGVtAl+Mg0NTv6?JDnXGi@@xBQna4*&Ec{+&s4P`hY&9i) zzu=STU%F(=o?>xQwS1%AnTHX}J(WT~s*BfzB1H;$m5WZ!SRfJn;p540y%s@M-qY zCfRuQ(K#khX1=jrvgl4;RI%A2dqvu@bi0&KH!bgYTQ*%cXxr>I+EUqXeLdn?OXk84 z(%!+eV>{~ZY>H(MpJTF{ebH>s1G0QG-zb(#9eOw``{U5A_U4EUKUlxJ9Z(*jeu*?P zDy_rr8nxkI5F}&FM#d zk2-vR?*H*c0nMKp(GjcHXwX)*RsLoubs~Qxzc{ig-%vjDqk4|fi)Y^KGA}x=yM=#v zR^q!eLb|x}R%qSH?-xaUtiP;u2rR$*@t92UK>vFg>Xi=}g%c;JLxmn$1_k>0{hQZk zF7XPNt5N;AZ6!x@qQ;uVvhq^*Z;Dp&h?eWAB^g!TRo@yxC_Y#c|BG0hxWB3N%;(&@ z)ZPUn){A3a-k_QKkFJThD_>k8c=u+@>+IlE`Qj!)YHsD3_{J5>BCxsr&$@p~uk84| zeDqki^n$P9bJ}{Ae_mL5I7Z}UdX({Lh5q3+5l*{9?*HUC)|=#&k}-BFzL8JSbJ?y3 z#sUt5&&3z0gGLoi^tvlx1x_v7Zh7gIM$|*6qzXDJ5l>iceKpHv-S6K#%{$orpEWO zzpF357S>WGdd%~*@~G$;6YDDpjT58X%%f3x`Z+}6sZ zvBNU4;5^N_k8}3E-gN&^*kjW^H`c{_)~<5q2-;-K=}|D>@RKQ_LbPJ`u_MbQ&ec~Y z>AtC!-L}t-`?_bBE>*Z-w&CmS5zXI4q(`%3T=u!lw0wLzWqq%!*^kq|bux#xak0!P zQ_)IrV0=6g9JE{0ecez?ZJ+w8oW$@Of!q#x2}(aim!<@+auHr2SuK}wzeoRYl!|dY zI9>CxGcUQfbACppi;TEv6;)KR;l6&W?p_t^`$pf?6U1MGGvaM^_nXa6R5CbhDE50N zS&^R3qHaf)3JiO`7QC~Ge?h+Y!bXll+0lYluYQjm4X>WBY*OTv8@_7p`OeL<{&CH* zYzKSeci(muj|@lo+>esvQDXLPOw=YGxamdprPyQ{&pPeh`ZMca)F9L$+{ zq|EVgC(FA4swi1Ej(7Fz`A^)$u>07qmIRJMXVI7HaSliBYaP=~2$wXGPzvDosIMgE zB~ULcGtzdMVF&gAs49?H-;%mnatV1EIFG9!A!yS*vx3g-;OrP)XU({)Jf~X{NgpdI zyw1GwYyHlX-EPD-=_U_vs!|xdV(7D!01mVMBwC@e%9Sc^DS2Oi|EUxK-MyN<-E7wP zo4)i`D^gsQw|y+r1qY3OS5G$e?3%Ox^=#olUW;3EN<&^k?XS z`j;+F4z3wrMUX1nN^y}eFAxxDNfwhVljL<{t*$TkI#C%u|Mj7y0d8v{6w`P7E*81RHYIfc4 z>&_d=GIAe0sY{&f>&T50=c}80t3O;N`QMXmPr7_ddSQE_)Ghwkw}^KGbWo&1lx0wt@!QL&o3aaXcq{X4ZvQm&5~K6$-tQ^0H zAXVtXemYDiqP9b9i?0q8wQ^yt>l7`CvIL>He;pDgzGs zs#F-X|Nprh{A!#o|4+uzR~^Nyx22AzPuz6cMSXkaX*!=O_;XROv`b{PIW4@+x{>75!|hH_&W8y2$FG-f&LM_mYvu zm61*kb9J1)eA9H=zPxSd^Bk4FiQ_Iy+lQSNbtLRMTM|(^oPO7^ga2S%PmhCM!u@Tu zUAN__L$}9+1jOVNekmU z{GR%Z@ro@Pl3IOnQSMK}b6aax=I50?;?Dc~KNEh$U*uIymk)q#^zC6%#36x_BDnt< zQPv+MMN~cR4NJYYySoMZZx84BZQkJbUo0#v65z~M6WGe)km*dHeTVdPYQ>c4!wFFr zAAdg&r!XK)?qZgtI-&mAH!N2-|Bs^KP!w$+%GhbL@jrJO0VKH>p-#7>;cA16X3wC1 zDJBH3mg+Q}3ev~QjWLUz0;^Cb-;^OSW+^z#|IK-}EdTYWSbC<#!jbaVBm|G~$ z%P$8pcZHw()~#SQle?c=IMu|@#V0%h?6OHOgKy53va-}o?x4N6w(MhB+0%z*U1ep? z56Zaq7?(XRyPy5>;E5xzk7CC%GLD`&dJMDgJAxfqzd7AjFm;A2%Qk!`?QN4gX&=LP z(ymwg&cQLG6YR=;>rokT_FjH#E&;Wx*0Zg*2**;^PHvi=@f345rHD{X^uHUitdI>@ z6I*Y5NJNoCpdkK247YB8u_!Ow8e8_27RFv;b1t*wrk}dOeb~H($ZsqMx72Phs46S7 zU2(CxtejUv;;yyG8~4Y9bUqO*yMgz4r~brM~|Da zwi6-t_&x$*xg`6mGvTt7IV6^*qc&N<;sNju!6}GLU;#}q$9~!b^O#LAZ2>O^yEsu@ zUEI8(B_!Ec1knWD;o5EBB!}vWOi`W}q78e=2j$FKWnFJ>yLoxhiqb<-XFE1>&q@*C zDwN+OVwoGzVQl{_y;FXSO~mP*O?{>Wt^4TCiKfRn&N}`26^}pv=&vpII1-TGxsFxL zM0?5V=(Qt#xd%-SC|ldr7TXFIzNBVaEA6vw+y3;`2kE{3;+apK-Doc&hz`e1XB5>p z$Gj8a@0B*vs_{O%GlSCYN!D;WAmV(>=0fyGm*J~H0oOBCo*9kx%lZ_5D%vl;Hpoa{ zy3veqi)G|zh()qnR_R+MmCuxviShB0;O#@|Pj;L=@9y~i(~^@)V)te%|9m6KIh(pn z^}zE7AKvg>%PKPCJwSVCq7g;lxoz66@cCfHo5&&7MN154%N$I72u`8=c34ur`XOmZ zY_ps~c3|S+KKF>dj@ed?N`31`=7QbxkAdCuv+Ei?`Zh+SJDz^t8#Jp=bl$8th1`RJPLQpr^53YY@}o_p#vO(qVq`bgoifPYbx*n2OiD` zaj=4pl;nntNA5`Hb>$L^2g5wokDvcBVHd#b^wc&Q!|HS>%No4tuO*j4}Ch|s!H zE-im0$A+qTmmVnPN-t4wD!;C2Fk& z?2kU!(PU#0pyHgf0H=qD#&xXT7w041U?w7GmZWWVKjKpBvt279Rzz5S2AsQ3qG(-c zQ8|(wR@lf6s3PW0@2k{J`k?h$ct#_Z$E zNou>Le`?JPSodOGaiN3X?UXp1(O1^RY5vWHdf)r0O&3MH^ZGyO$E>z250viPvTV31 zAUN^!vD}4C3PBtuTI`9V%gJi5+UCS=x%=#Eh^lt?&M$n1FL!*{*}nQx>&1m_J)1MN zqSqVOWoItd8t=D=C<;~9`#L;a^Qyf3rR?*Qv)bMj2ulp9J?b>y+|T*FMRsmPoW9l9 zgCY;2hGs4@raCHeKI~){-=1D%?x+<1P~wf{kZ}0%BGdf`LLcsY6S*C6j&sZY!wFT2 zhtBo%5hG$8&xrI1fa61EgX2TY!0{nX=lT>P5*^QCeVX8`)%lSbhRd=}*ERL@kw=K* za*+oevu*Axu1jqFS&z*}hc(D-f5CQbez58IEF0>4S!KX1neEMN@XV0$SV+qJo{;BIJTMA6JsUROTd?!QSql-b$3M9(Th{ZrG-`H~LzWQ|nb zjPZ<4lw`BIs+K3}JneaZylBk1ZiusE7tc#0Y1{EDw5ZeRVG3oNXMeHrqR!sGe}+Vt zXL~}?*uzs{#5p%^j<9~SvDFxl9?sb@dMp_VlEa~m{%OQ80qo1rU3+(UPwQTrxKydn%V+sqKHa2lYJ!LNlUCyo6*mg-|u=tT< zcX>4J}cB6>Ul7{C8=on*EH+_Yok$293>5VsQiX2958eL zq32V~L?Lkdp(4|>D@a~Ga$*s2Cv!de7Deno3CPJ12Ss{`5eFU5z;O6y90Y8gd3^cY zyqz&rRXgJha7>75XA*IXS#R73TfQwiH$=7b7;%dwDzGzthHAtSx0u2LKU-sMRFFa3 zVgU<6J|}(gR5Gq`d|3h**)28Ex`ZUexzMtjYt4o`(vQh<2i&kf=QPRkO0R5TO`NBlYy|H@SMyW?@gc}Hzp*NsPu z`qrP#v?|HYD2eZSetJRPL{DjCOqTw+OXYx#$%u_YC@`*qY*c+Y%|_+_#73&qZ@1&^ zULKxkNs%@ii_jDq;qBN;$=p=Cu=n2HHG2XeVf!|$^`lW7oQXd#m(x`aCm>3vOXkh`zor|5`&?% z2M4gb4qn}l^!0Vbs}^!Q<LbW``G(?x@V6RyW)Dc@3*j2j5)IoCw}}zT?vm6Zt-}z?Zew zhUrV+jVhn94m%Y8q^9vyZk@&(zJ3dZQdv`8`3&NG?9Inu`9Ph3vybLU%n$gW=KkvK z#EUkOF`|>e<)wg+`ou5E?j7JsAP7eWydAKB?)(DEVsF8pe5w;lO@M-PZDSObtR+d$rH&HmD#_V@?&WXIztkFTkvc5YBzxBEuwJ{Hs7hAeaL)rwAD+N~Qqz7$zs ze>+~gy21a3-rfGR2xaw6{&(B8gMB&n53jM&JC?QQ^v)mk^DiCk-^?{*uhR0!CDzg9 z{VR%>f7S}IwG%0R<8u4gIXl0gyI)$ad{40)eG#qlzJheB2its1=GVXiJ!(XRoAa9< z4BJ~=Ok10;8E)|Iptit}?32!_%`RC%k_RZonEtYpN~#AI4b6P9%u(_C!(JY(H{38P z^3tPXkty#%c)tece(gUr`jBm|Iw5U22!B|wLc~$Wv*5t5-q+xe2=>U`;J~jlHoZb1 zL(H{mIM+*U0tYWqz`;uv;NYc(p5Eb+@Q4&gfwbidr1>tZiW&>=kv@?9His1)w!|uC zt0HEcfeNm%ZrKbA@ntPjxGOrm z^~-)6~F^msfypxR@c>~F1GK0WL2ADUiWq>jXsZqph&T?9m?P>fhd9kSjo{9P8bqZAMMw&i zO40_>34;ufaSIX{I6|nwn^A|&EV+hC9~~ov5KuE3u+&@!m0F!7)H9T>6h@7MQeoQC z96}i0I1*TOoep)K`37F%-Yz@)j_H({+S<4A4$6Q38~Kprj^3 z4Bi)#iUKQ@rXaOvgxw5K^aTjffK)o(7M#%~?y*Dy&II;Zw76FUcN{{NiU;eXKwH34 z!Zcu$8U`r2aT+RoLrBDXK|=eZrx6;kL=ppZP?Zij^bz9m_7H^+gJctQ1t=_tWwEn! z)A&CTJa8NyBt<*|UIPJKW)uu1bAa%G0Xl&z13^h6ggCrIB$dSprDy;;!BCow*pIi> z`Hip}ZwtL`%H52*3H(XWMt;HM%F2IpVs&~U-F@*w2A{ww!#3y zz5oRfR0H>1taD0?!ErIs34$DIi@|R(;Gv@8AP8l`mL^}kAe_O2CE-i1KWi{JG8zrx zC~SjwCmIcEgYM7rsAC3CPUmM|fXe>r$LZeeGwA5=UMxxnnEf~XEu$Fjz0mpP!4(qr zqtO|n(J}e4B5IP^gE8R298fp8NH_Q?$*2>~2&TYp z^H8^YQMafGh7f>(5P&KjMwLuZrN0FOAv8edFo1zDK!P^Agfzp3#8D-NfPl>;vJ2A1 z@pu3|Uj~j2>6CXjU6LU(U?4J(uoU8?PSFCr%iw@l;sflm4N;s{PGrx<@2GIAAL11l zI3CafIoS^}+^(;VBY}ZUL=oCt(v*NE6u1VSxj|blJnSO00d96zJU$`l<_gpnfQam9 z?5Om%16^PrKl=uTZtgsv>PDKzBf!1{hfwS)0=rd!Zptrn2w?`BiDX)oAbSLkBX=$S zjPPhSE+LwvF#G!Bpu;AX)nJ4io5AxI5Y5_5)WYg*IfXE14h}M{v4A}$7gbsYD^09~ zmD1`75?G`SaTXdbldcp{A%m8%E*qjMDn!<1P!guSiHLgwvyL#oO++3f!=NIlJuzTN zRz?LRf7c2Z*gCN8hEnl)6wwi-u zChe^)Cj(qzi11_9Nga+^@Itsa?xqRpeAesD;JDAlh@0jB`k@Ri_Q{8 zC1J(CAxt{LWso&+?Eq^?WAlL?P&a?m5R5iBQy6rkf(ju?n6(1$V60^@tPyHKSZiW| znGosXFvt?tVlH>Mg=w=0T*q;R!#h4H4?L{_$V7-DOzUFjdXC#3-Z4p6t{|vf06=Y= zT*0^$Bp|5(JaGc4S?(lZS_p~D0+&M2b+C$k3VKK8dW(k}1kvu%p#eUw&3J=ogtv_m zghuGc&n1sHh(>rf0YPYlg#uiD41+J0phGK!xH1`_lD26G%X1)+X~H60#yAd_RFKNR z0}dEwg9Ax{mL$qG$x#?WNagJan&C*AjkWI}$@7q6l5%BJ77h2B$xs>p%pZYX21sRNVwIRt$+b5 zpyURHH^4f_==ufC2x} zWpdG029sQH9O{}Zm4k5L1j4lX9V8n%|H-$(vPmEc_%BRb#m{|@PJN0K5khI5L`iHB zja%+N8idY#MpIxnY20+?Gg|_`ks@v5Hh|g|#}?e;#u>$I2h8afH%tyEEyQ33l>D(- zGjW~FYz^$;EpFU-k;WN}fdONXVWho}BJGQ5SNOv$*rMCq_&o%*!DJOW;s3A)c6~~a z*&G-!2QTP6w+D27sN)Rk9J&IdVK87AbT7b1NWT|QT)}e$mmLjo?k3$KC|h`7DZCAc zVkZSCB${~<_YmDHC?2W^2VNmV+gi%)g^NO!Q#`8>N{}*w;0S4UHQbZQG1Mw0_`x)UNeh9& zv(|E_GF)5;NJ#OEn?);o!p(3SpoD^1I{+a!a46;GqAjTB-b!}^N_Y~&ksI7<;AU_G z9w9JA4-_fwOMXuG0G>M^VJYwcH7OPrpwvl<{9yoWtpEj1OW^UJS^qfKVf<&%JUszq z)H#~GVdsEEWVj^kP4);0KWPFCm|!8M zB0PyeL7oydV1`cY>MDvD%|)2PiPH~3cKx(TbWjRg+ zI7PuznTw!P5PBvB-qfN&!iDBgNE^mR&*RAqb!4>vGZz^{=uwgtWAxA-^!TPi~%*1 zFlqJ4P8n2<0aeezoTm_^x)-isy{b22EB12*g-koCPU*w#hwxWX(>U#l7UdxWWjp*4 z1SqRWyR1Vo#f^xD(+RQ*&?>OH9BtMj%0e7Ml6kfX1wIy}$Iq<@_gh7oLla+4@x&p-+d(jE4zBCq3d+*yAi~3> zT?WcB=oJHcC1a1=87WKGEu6TYWGh{(aDE$~4dG$XCkFJ%iTzkP*${(HF`!cgOwWRm zhzxqg{46MV;?AsAEcZ8rL95uSDFjiIL8&qtli50&1>=@PUV&)Aq+Z;qm=vo?*WSnx zpwh225J@E&g6L=kEQO4fpnbKXykKDDILHS81Q;oX{dA}BV1Sm3Xa?&k+_<68AbuF4 zO2EcqH2)100~|u!{COIe-%63Cz1&Di$04N036PtErcoq4Vnca@Lr`73tU(Bx;Q=IIiS>^cc0rHhm*%(kZA13ZO zDF`zs-WihM!=@O_KMc%Ytn{RO!p(>v0We)U1=)L3CMPywuEHyr4k6lQABqJ|FC-xJ zc}hTrrszjOljXSY^NL_d;EF$`3m1T|#(2d*&Iy{y3Z&RDl!|{s&45y2nnV!g3qB+y zAkB#cWJ0F;HG|E_xFCV>P|9MYP38;3T0$oo!F*j9xGoYV9yX~FhHJyXwatQzI1i0L zz^4(It`g5RAx$Q)4+GaH3x)7IB`(Bpr5Ly-QLwG;WOoQ*xLRyp_~bp5;bJjxv7(q` z_@oTXK6z(>;7?}5ilTuZr-f5E8EhbT5J7{{;2GpW1O>flX<|VGpN&fa2uSS$w>lvh zn&FHhuR>-GcSE$@_NKhXfWbUsr-1-`IE-`Ron zKfnC|+jz2|j{+wL09nsM&|{M4o0i8{{V@Lq)xn}G@GrVp7Pv(y3!#Xq5#H%W(2CTl zpWrhle1$3t%O9FxXC4Us+Tj|X-+zJb(A3!EAZ*|u*uiY*Z>s!r&DY||uZaFcCIQgG z9|I#=z;-dPBw?OF?DUmCWr45X;Hx()b{Y8UO^D|=5bN4Q5lVAppMhn@Ql!XkCX)gj zPk?|1pv+!|rr=yAoX0%5ha!v3-$Ri`_3_eYcqy3U5f=DE20Tv#8ADVZ-ub}uMVbr8 zV$eKVsD;$?lm#IqZ-B^SS65KP1pWlSLJ-|6OZQT^`QUI7J-B1g#e<-zA`r+hV(6~W sRmI{c^T;p&z`G=`>S@~QILZKJ9xOp#qkj_0|LHZLvVK$O!ow{84=ZLm>;M1& delta 59443 zcmce;2|SeF+dppXSqs^hR6=%=eN>X7NXk<7HCYGQxsxq~B!+CElE^k?$k?~+Bum-X zv5$Q>{`ZWw@AuR9dHOy7=l5$~lW|?w`+eT$I_ElP?lbr3+>)MpEiU8a;NU_)utEU- zGbf;mz6(Ajz}J%C69PWZ5`+I)5Ksk46A)1C5I_X;lY2+YkIV;iMvD<1jk?Z6O+es8 zfD2NAiBZf(ISKHBKVV`PNd z1i)uE_%tVg5X$1vW5<5A9(@i%P6WnBt3jlHwF;pJ#e%H*z z*2o-Y_wxn8Z@nUt1H+|$zzB%KT5wGq|J4KsCDta_%6pgkd0D1?R@okmy_{fCw3x z6#PdTPzLE4P{zOG4`h&LjevM#^PK;LCzip>&=8{eqYPphybN*zOOVFo8Ru^_hU5pm zxq|BrF)A8Hek?kejPaKgqKhE*3eJb;ICMu5QfcTKI4w-XoxPN8)O+=rZwDfxby> zhpYSO7TIU1?AA7}&nvLk?3KOO_>TjcbsuhgmVA9P0Mi8ZzpZZV_xaR)1HB%-8we{x z2aGrNcxMzwj`1t^`HH1sX@abkA=n$WDC#i*xIE>v(vhziwoB*kVS&LXR%=i1KgsUj zyMOJ~*k+4T#pPwnlPZ_L60cmC*;Cmj3F|c~0GB^e+$fN4;YZ;NZWIWahT%I55KiFs zRq_=G!4@ev6!Tx2)af;uE0!WNd9F#B_A=|lB38$&yyH>+FwjXTu#iEOm%rWk zN=26k(HI>P`XEH;VAQ)1w0LzpDbAN z;Ng!i7LSbH{D3f+|Ke5xOE1+N_+|sR)w(ubVTiFqewy^B``S8W7mJMN(06pC#k``Jw*OQYzl*x%(qr>Iqi;lR_&OOkS;T2!(>_{8x5;@2j;@)G8U;By<`+X8KhZF>v={br=zDm zJpBw`Fik6ah8U(bxx^d3hEG!%r0Pr^^^7rmmE{tX(;>M=|4!!W!~2nU4XlH&IJTVl z`1*bI$==0BXP>#o5f=;G$C-gAayO-Lzb9~Zy#7oRJ^Wh5MGLg&O&qb~pBFu}-V=%$ z<2qe10iSaO8bZx!Kl2C_E@e}8DxUjH&*b|uC4+Wvg=A=N@1gp5Z}f08(|eUJWM_G6 zgHS`Tqrkd+ahIyH@a1mb(`@lWM%+S|%$G59d(-9njUtPbJL54Hj06NEvbf2?l8>Jp z61d61dKh7IjF*I70q=N^ci>kDE>(nys5l9}_Qi3LCxhXlj1YFjN6BNqS@~OWRwl%* ztOL02fs2kPE>_$K;i`1*w=k)9KhM*Th-BcxN1}Z1~pf9B@`PM5?de!Lo?AIxHMmkNKG&#NzVOxP(!v6 zM-q04ekD2r0%v7~up-1$91g101_&h{ z^V=RLjyHVY-lC5%@!<&myuq=7u79q&2aE18hCh{Dw9PRNTs8io=%P(Tx!|mf-v#|v zc)WN)c*FOagL^PS4s!Ut=HSm5Aw0jrq~1nXUS@|6{~*JU$~igsIwOP+AN9TN;QUOG zgCyc34(je80&h4dx!)iM)%F|Yd!ezJTU+8TOUR?~i%Aha(Rhl3n){9Opxk~le6KWk z3Nz%OSn#;-mB#D|vO;QctiG0Nr+B=vZ zc*FOyWA*^~iSeqBvg1j$3N_}GKG{4F*?Dq2081K!B`eFEScJ1EO&hdfgF&JV|LrOA&U zOgvx4C|sHC_c`#<5q_Tyaxi!BVh*bEx5OV5N4jkn;aATSyD^h1a|-te6UF6s}F#T&k} zz(JPN@D%^=t$k;LgG^#z$_S6)QbsI>PZ^%V=_+#9A9D0S$wgc%F1B!^Jcuw-H3;H; zV8)d##El!-@dy%oAP{ePPz4{!gYY4rKZTSWYzW{55dkD94{00+`M%ZRRfWyN4f7$V zGwPEd2TL9v9(f!N5^^FJUqId+n89mj0?5-%cz-_R1hVNRr0h3y>^RQMfy{pc(LXSs z$3;KC3y&;-aKLQ}AT&s&YzXRL6TtftZ{vIdNXZ;X*nwFM2T5jwH|0Vu{>q}$RXCUe z5%`t7?@9YD4Knz!?+L)^<%2i<2>UGw68Nz1-G_tS=LeHbB#BEl87)59za>KQ7w7jJ zz`-0);1F{-1mzn%;7VRJ+(ljZ!k0lg^$Quhi1YUaXN$@YuT zn{-^VQMADQyfoPUIs`bl)wdXWKq&g)=%I6w)FjeKR(ii<2^tDZs+?ChD#0*)REK z8n;R!Z>JoDW-0nO1BPBYWjm9Q)5O20N$F0PrODn-xu^1PQjVM5VkC>D}4%weWwC!9kq^791uYeE#RkCT?4z4sMSq8Z% z$9#Kzpf_#2`hv}w)=1rF-WTtN*KKKrJq02u-gQVz38|h9?7o}Gh2YzYYiA8#8Dr$( zV!E9U^Q}r7r^jJ(l&|REAXmbkYTytl1$-W=I0HXuI0PDyf~ti9AVo?c-`0B^g#;r{ z$`OzPYNxr3Ge{Khg?Qfid((ZWu8Y=?4}{R!$W}5)oQX5@d$r;b_7tt~t)75H>9Odg@I$ZT zQY+ah1(QT{pP`03prm}vrU7F2u8P7FF~sD=9ckmr@bksQ^d>pV4LK@1%rA@|9jSXG z_LGe#>?vISpKL}2d|OZd5Z=VdW3+yki->_rtcqFkRGeuLsk307%es*2Hhiau__SJ? zspfL%AAkZNaOt1G1-)l;9`7R|6hX`;k6G!jiYfWaFzU*d-_u;ah1U)A2&$G%{?@Nr zD(XpHM%sX#j4-V0Y)gG|~q%Zl?H^V|n zTJvg(R}vU`hHTq8&vw)^lJ;JzqzUS+CHG=Bk_!T}4%Y*YTl@dVU2TlJjwtK4x`uKV)50@~T(3;Jq*FjE6*D$EWjWAQIi`MfqN>|gNTYbWw?vc)$ z(EHe$Jg{S!Gk#?7I4@Xi9nc&jpl3G?J<;s=n3OkejDa%IB*YmF&fc_#XzxUs$uzP6el2r1Oe^XGOI ztKzKdRSExNNcUy?QTl-C;InBave^WjZlu^4RB#bOmv6 z+$gyOdwS)eN$FZbE8WrlErqbB7|DMOPktmTS={hpEq0S2voq3_>>0YlRBDNGM$3aa|H|7}W8=9*5KesAVT%60Z{bpz&_%jthDJByJg_rIV9{xv59 z^UqGIxe!IB2lM8IG);|B6fT}5Eef^MSE{@}H%uB-6k^a{MUKo5mSaxe3AVqo{eCA{ zPy98y8|9MSk4&rc6lDD!aK6n!2JepMItA9q9_S zxM2(S(W6(FPDd=VTDo)8yAx3l)*KqFVs{v0pv|k0lddk&9aTsi^Fc=nsrsTWN-auz z9_(5<#*`YS53+jeBpLMUY3z+3CG^$`J$7XCD)I-!7EHM|u8%=!7U@p8vjn@7XrV$+ zpn_No>%|7o`AfkbB1P-_q-%);7in4-g=5`m(e6WA;Nmd*muVUkUWd_2E{qX~m^_5T z9_fhIW=U7s#Esl%AEQ3wP7m<9Q#zxfI$rW;NkA@;+t)kWg7 zFcu&EO2*_G0-gMD8@{3lj{b_nQu$$bm`Bd8JCd38*FqOk>wMUUd9E&s(=1WEc0a1( zPA!3oFhlu~I*bxKm_#69p=7$l9El?af=isOOJys(j68~ZX>9K73V^)dHT_FmI(dP- zVimV+$5<(H%*dofYp%_WGF~bQSLm-~cFT|SdIRGkb3a6ndaQ(c$ZuGC#ITwwcZ}KL zMP-6?<(;@OyTnllqdS?EJChnJ*cpY{%~WpCfKQQfs?cf})5AOJkJ^r0p>jOhR}}Pc zwzra+3PxX26nMnmj23VctuvS#7DF78yI7YaFTr3+NH8o|Ud+ySsQweUWj} zoh`%t0m)z`%U~@XW`rFh2Uunf9x}rB;J@ua@3wY%$c?tIOc($Y&VLg{q1 z27Bk10kZLSOLTi_TsH@|gK~EY14nd5aBhEN$d{o39@} zq&?GoUh;LGs(BKu-Dsz-|}zh?Ik8=`T{|%n_X{wPiZi9#oeqPKCBY6cKNNQ zPp*c}29id1<#bl@%NP^M-Fsi^zX%7toz%R4Rg*e%vP;Gk^w>=lZnL_^-7~5{y_xK? zFDVm!*X{jEefnN0r?uou*1&|m`?p$VP2Q$vX|{h@d(JLfZa;C>E9vx1VNWLd8^?Z= z%}aaWo$Po^{h|74&&Y(H?j9NWfDhlceb=<_aA`TL_0vqQJ>L^td-?4pYj9sqSD0-u z=9UP@LM_VBsNX7IduQ0y-42#`ldQ|EqwCAM>AS)**HWQYraKP1g}Q*itl8{Zb&3OQ za&+_K?3TX}ZMI?&&=KZL>vn%8*EVc#EuvNiaFE=Op_jofZjab-80MnaQc8``>xw>w zMrgF`$Bl%PifZ2!&h;WGqdloCY;Jj7a51);eI;S-W+ZgJgI?N`P(@>S>JYnvUplYj zDse<|#lIN$%Qc3}A$nRv;{*g$7jRb$*A($r47hUw$U7eb;KwDyk)M|gcdcEFT&(Tz z7Y<}p1d7-27Y^sM**w4t2Sv4WjNvysFU`nZoOz?#M;3k?{(9c#(14L^wdpaz!GXCP zzlzoZ2=jX_5Qh5cgYP@=0~p zGk@C5RT|A(R+G^ej@*zboLOnyYVMI(?^SG*zVV)Zn#190?qiqn`~w1IU}^7EYVC4Xr&8FpeY^bC=e3_l zGijNuVP0z|q6Qb&R-a#<-T<%I(CW%qP|`Zmiwx zTGt}+r_S^&xVO`QM`?c8yNE-P-sBc`^Ev)QcHY8pUNkVV1YnG`Ebe#`Tk>v z;go`UKylJUIAUrCc`qKQP})_nl>fxTX$b0cHs+Jh*753db1Ovt-*mIYFxV1<<%qC5}*XlbrXu!&eM3Ir*Luf7O z@~SOHUitli9yi~h6-iDc7B-tSG~ylUx8{GB(bQP3oM|awO+y#6!LvJ96Wy(7y%(*# za!y|F1GMYOXl6S}R(CWtzj~0c?g!|=lhJ9M!HV^UJpD)Gu5DYTP%9;-?AyWA{6J7D zrS>~oth$HJ)Wch|C2TiPaxRr`*A%Gv2XV2UZ@FvnY#V1^x;x-Pc35wqL~tR+K@4qy zApaya|MFEbXGTH2e0!fV?%I`jnn^+30@HzQY!Cyc%|+Cz^6AmpZYB`-WZJm(A&)@! zy9~A)iLE#ffOFBFdAWJ+wZ9ByY_=}aH;=oPOoF3XFVDR8a0v8QPa-8V|4HG(v2S;-}l_LD!|W{%)pjn zf3!3f#4wiA+H2-mkvLCprayH^OpbY0!(Cha2X=3e{SR8eQTI;$CwY1AlhH67IqswSxsu#6BWlMC5K8lncJ8QGx*gDWH0uG&%id%8bVU#urI+ZN)>*6o;;=Kz+}rN5OS1q;~$J_P4(+vC= zZ#QtfGyYQaS_!DR?=LlfTM(`_Pg!tOERnC^;WV#P(w{V0cMlMdZybiLdjJoKlE1xd%HBP6%T@ z_?C0mZfs1`Y#^G5^heKI%GX$MT1KiARi#sLTBYzx4_~422$j)ru90A05!CUBAZc?B zXObRK&RL;TGn^#Nb!^P)AD7fdwF(UmKb9(Pxs&aYAcv}!!8pM;fZIU(lTorAm*AbR z6A+d=diKSW!Sc0<88V|R5gxHw^7RkV#dVa4i^qFBLU=@+ z{dJ@#ZrLxh3K*gp9USWt`X`0DQ7s&UBZ+RsOs4W}|CoF*_rR~@w>ib2br06}XR+M7E zIZQ_@KE^G)BI+eyb(GU$QF=$d5~AVsNvql8`HAF_IIH4DXF>O58&t(15vL@$?y|U) zd!Ux#1aK-hfAqfn5~&rc!EVsBrLTX4qtydmg6i1@cRR&z8FKw?!nBSdWbsRf;T~}c zoFf#G;_it)$-@tLWybj@HH>`PSj;pH=tm#1G%-gq{I-Fn5xUpgbPA)!ifdJbt=uy>WiQ1|_vPw}fPwEGhp=$v*AU=LrqOb*l96ZXj{k8Ew%txe z?-@)a_R3nRYY7>48AvEsjOux<^Fa=n0DLBmdgoGidNy`1?5Es*eEOAHN7=+1rY8C( zq5WK}chM$>Yr|KuNJY>RAW20J6dr8*U7q*|Syzc_r*NfuZtA57$RZnog)pXB6 zaJQ#+@7w4SQjl{WUAxymTDEB?U6}8zt{)^`Kb0rt zS9)mfny~|+7kzI+#eZ!Y25O11^s#2E;C)*}2e(hK;x8?5_cua{%fEjZA%2PR=aq%2 ziJ1-fiG-}JiHC&~?sJK4LV$pk1$TWBQ(|-TJVUU?I(O6UlWD{xVLYTA$3`XYaV~sq z+1c~u^D8<4dqb@(eR)gtx{sxWHwVZK zZM7!Gdtv-aOk_3H#9nXegf{K^(Otc%aci0Pglg2q`6~S!Q8@sxUI*;$7Y66bEEIDjgjVz7O!?(!&n~ZL5IsH87u77xV_`3td|PR$rGIjCJ98v3COpQQ zTM?OGSb$2tt*<_DL$CPS+Y%w2%WDa24XvJ`M{e!q?XW#J0#pmN+Y;@zuvlwPubsdU zi&y9EW1ltA%!WSL50%)*yS>A% zY&`F|vnUkKm)kMqD*~NYpOknpolONLOC}R}z*MO=Y_Uk;e$$)St6>&*#^gX`W#91pqN_U@ifHfG7W!3c#Ylz7cDAik2j#>wi8Bgi%YG=dMuf8`g?@X`7 zJmbT*duN;sE5}v>haRc=I?hGDl+jhZK(E8uVc0=zzup=+QLmH57dHRw%YJA3E|+MEY0$)57(AfHPhVsp zX5bldP-c%jqGs~AHS8GurL(W1(iOr6pjsL5uQrz^)6?Tyo&z2|Ybh^VOo75$4dv zUt%Yp9?~T-c17LeW1B)(*DcAR`I%%EJ&OsoubBn2lq?_i(jI35pTY{NvDuF=o7pa> z+q|22HJg$nXkcfs<8EDiA5-^^2#M+cxD}$?DQ0~J`o4}jEahoX(sD%_EG#=L^O*K2 z|He;k;`VD^-LlC~I!fM^NI77V3k?$x67MD^6W#3Itv9MiaqQO>?$BUY(VHU!I)>2I zHix0B1Lgbv^{(bAza3)iC6WeoZHc<*QPk945ujD;V+;> z0^1a;x29~`dr}?F4F!~u_^@r$xG1g~OnJ2vwfna#wO6-qq-tGnVKse0;tf%x1|LL< zL;x|Cd{=WbeX)KxvXU!Ukw%eHkrE)p67OEwj9$zb)~E#9D%&bkf)uF%QY_W3-X>yk zWpRa-D5-7DVi}$GC|PThKqxvn^0=qr2+{ki9}g?LoX5TJYPRm}?Gc4DMig6!MK&*QoX4&h{mCN^^=ORDW7RD-l1`_NB{BTb@jYHveHs z8QtR0)1>lmZ#)o=lDslfzJhRlxB~FOmr$90i~Mz=%nIsIQw8}=%$<9P#dn>aQ!dTw z7MURruracYC`9)cg_5tw{dRZ4QWj)1X-@}wysemWe#0CoGbOP}Q|+Pd1TFAfxi^>m zs+@SY7?XgmJef%*NW?R|^(jH)C9B)>IHcJ$2Lzqa6Bc=4u+(htje<@O`O31?n^n&t zDB3)I-Pb&#of=}-$%k&D)fqe6qGv$w=bGKu)pJI$Br}S@`PPYM;gXpk4=KBk>=7;S z)a%5;@QUlihXEVHeTefXRw{6tX2Y#AWY2$X)0J=juuVH#n_K+LHr+=^@SF@>fIeuo zsom6MfVN6YUZV^byv-nQOCC+Wb3RN}9us~sj4)N(bm|2W#aQH*z)N8}T;{~7=Z_Hs z9mn4&hiQuihH2Z~c^^-HL5ll)`|&hPqSrz*!iD~R5XNU{3)ZHv(du=z1fwOORj4W> zFQS! zQQ>(7m)}jTYW27oxv!SB_nmdw9YspHZEI_DKDzXpE#WAEq%f(nm;X%P`$Q6H2j3D{ z@Dle}bzKxJ1BO7-zD&Lh)o<`e#{=q}bWI9(x1$2tz03oZ@6F$GX9&3PR zQan@J26dSD&@*U+c^mR(fa8W@p6oOk{d_w6sbCAX6E9DTo3IEi!p|55s9rL@nt2#hW-Gw6~6_C#X@*q+b48O|q-UclL7Jdf<(lf2BcM^F}4 zM2b>wQ4q>7r;-ip7a$nYbQ*BprMs_I@kk}JdZy!q2i5Sv<=atSruS)@2?qH|c`@Fl zb37}xZGJ4{GsBQ$4_(i-)Q_{9!sHe?9M45gusqf$I@~}`D5{q$aoK?^eC-?4b3g}D zl|{ngaG~NPqss8d;PE&g>iEhoL`asxOqn(s*8XT#*0Fs_oIP&!Y5WN78>us!`6ge%!Sn;`gLNR4WST1_|oR=3|bJjw?whE?s_#s~^ z;kor3ujJcH=JA(@!mgKiY-j+q3oNn))^kf3czv!>`FXDRmSb3E){EsX8rsEDP%9bA zsRv2H)bH--^m&AvR6CZAJQ^Xb2Ev093DWLRAz33>eeH`{7AdPuyP5g)=B91o3Q4(h z)5qYsr5NjXiWkaZ8r{VkWtc1Fq0uuvL4DM2%nN7wEsFXan;j!fmKMaW7o2typYySR zDJstlIb%@clt!QQU%GHtODP!|o!(pcynh`7rR6W(F@_Ef#Y?=194E-X53G@=`j1>c zd%EDlOdR{?A(qsenk%sP3g3+7x2A?z(x4v|u8d2u4g+VVMUJys_a&XaSlY0VhE1Cb1pP?L1(nAtdNL~aZC8dW^!K2B9q zTM`_91RYV$`TVQ{<#}>52DIbjjw(wJVQZQN%BV26v)tt|i_kos`Tp>FGjAriEn#Bx z^+A$_Sm(2;?>p}+Ej-J+U43(#;Uj6H z#*1{#Y7{Hmp*d&%oyS{WfsWbFLuv3cC!7pJN$)T#dX<}LiVdj&kF9(i7_e=8iSak) zbCb=wvd(gZi20H+P!|q6bE>GhyP9qf9_dd??mq(kfJsSwp8jyBxVv zmQ&t{MmuSI?04@wqJW-K*gqOAke@E$z}a?daKK60oJW%g6_fG<#fD zytcJDf5UU)UH2_8=#!zYB=VciO_vQ+uGe}?I%P}#byN?pN4Z(9Pgs{s%9!aI=Je34 zyrE9*tJZ06wTUGxvUY>+@(#lna4T)ctrUl^<5vpYEvAr96F+aiqy4#3*c;sitX-UO z3j~~q;QC?QyZG*F4mWSH*Don*sogUWy>w0gjf_~$G0hv5Ru$OSwAWu$EKP+?aF}*^^QcM+AW7;f*xcf3H3?_3inU~v71$6IX3o20c3RlFX3N#4 zCJ?CkYMfY08C+VMZx=aNt7s>hJoI79_1bJXI9Se@4b6fvEq&R-bK&k z5PH@Z37el)s`J6V9<$?S15Q_t~0n=%BBe}i!O+KFdX7)*)=c-nk zLeShqz;ppGduzNn`o(*F82z`DDm ziclezIj_-BEiOmqhod;ay7h;nmG|mO1S8{Ae$9hh>z-9E1Hcc@;N>{`pIixtIG#E(;rO4kB&@~RuVkRX8f*ov6UNLmLg@!6XBZCzNCFAe3% zF{x0|9r1LPF}ZF3nI`ypZyll66zr&)e)WUMysEXifs6h0KOhRLML57^=&Z73m^E^v zanimmd;ffCA7Zlw-QQaq#=@3R6plrDu2Yw9W7s?qElJ}mL!t{#Ko8Jnl+m{IOmPzM z*|u}=c0(*0EKqkUYm|MOvzTp@!t9`}d`*?p2QTy}VAVS7kQ=shLSOIpzX-2UT-H7s zxhZEOIo1)urpXm~7%j}HRBUr6bmjC$USwU4N@*GATJgL5HR8hLif;N%#gvMnv^M{|c`s;IV7Y7&c8@LBI%wmobj6~pywI8sxo$%ou?qnm= zt1;!x4n%!2RrzFE`so598@_e}j?!nJxeiy)R5O@)dI` z`$0r~P*M*wQBKzde}5@Mec*8B-EFm+z}|KxM&=Eq3Y$ZVEV24VjC?BkdZ?$d zr!ixqbNN2_cp!faFvOy~OT9~Xo0dhI{Fh(sl59~fQ-hD(PvysH8iNYHsfX-{MCtyM6xHV= z^wf7-z_1p47-*6r1H+b(U=$J`_4y>l34GK%7&VWN0!>I_T$CFa<%W;?c9J3;A2k3* z4dA0d6Ot4c6?QFcu@+~Ve0~w&hQ|^)Kh`sk@2U}z45@;Db~26-3ll^kPPPg0m!%ZS#;DaYzv+f|L`^X3sEn`B0O63+@jf}!)joTZ?G()a9fX3fW& zvQI^TPWRh1&0>~O7TWaX0I167T9cnlonS%py-|*9X^tvCy+HXD24BUWy!6-7M5BHR z$_3T-{8DQLs*V5YECCad^Rvy#gp1rMPdl4MMVr{8!@0SdNEr1@XQ74%9iLNO-ukrS%0@zm#Kvi9$xskmcMJ8MviTr~mW~q=1{a_hZo+*hp;UWUa;wQ+R*{zZr6y>=iCiEDK zDvrbTMp>KsjRX6#o#2w3C$U$e`F5{lC7P0T&RGWeP_diGo@j<8dZ>#{3R3DDM>Pq; z!Y%Ccs_e9jn^DBq8A}r51W*!jY9}J`Y8(|Y9wQeD=CnA6T&v~ zmlLh&0^_x1YH417ZK2v>mi{ED5;rEjl4#oeC+WT=R~X6$e)aZ8XSE*7G!ZiCj*F`S z`eyNL*^UXf77FV8YskQ9>-X2}SUoT?dVigmXtQ+DzJJ#OSS9}w^DkNy!8|HD#AwYK zKObn$i}dqvb_$S*kZ9wtOSJH#6m*K`$;oe~)-Gx}?WQ+&e$*dKqw!yB*-rzfc-k%X ze8At@RiYY7N+aHMWKz0SK7-jgmP9!3lSOP%ow$_l$l0uZi*T|KXK?2C{JZx5D81a4 zF0kD8ucQMw?Mk5b>wm4iyz?Z*ko8}&gXE@8`V168P6B;#rgCz<4QEPvTR1Iyo1p6w zjt~6VO@Y{I_7Og3_AzPRIICr@fmBf*-uR`M%EGXC0YO-djeNCu zPjTfn?V?({g}g>Y{{*K^KN>f^i4vt^v76Yi(9Gf3#x?dor7;BPY7@5jzMYN zuy1M2?Tf62bC^YB6eder&3CLt>1cPO&G$*C&VCtek+ZA=#b1^IF zCK*QQHWJ~2PdviTfjl`*;a0knvQkA26v(0$4sDOvl76%B9rhDSwpjS5)*QU6ymve^S>yXT(+3H+Fd|35}j z%p;Lc@csWRBfvjX@-G>|fb(zTuSW9!cp%fkjNApn`Ww%_K6q0o?1~6xSucp(qhcRE z792Mrsv_OUUN7BxXi}zuUtMC7%1Wl55M5lM%vfAwk&{<*D`$zSNgqurr8mL|-h^AnU=Yo&V2_ z0RIcszUc;zq}xB|_TNlx;J;a=@_SEG)M`0VwwVdES+R*2hcXo;G3EO+A)?`;->)K? zzE%swjl|4N+?pHfnnO!c$+tiZ+s+SGa1VYGbQl$Nm?U=?;d8J6@A`j?bWU`0eCQ_L zRwC2jC0*+!1GMZgulTkuLRy#4w=QurZi=F}$eA|zn6{Y1yc5;DA2xYE74Qz_fwtU& zR!c&gB)lUmpl$cdDyYjoT`Q}hFq&jE8aZn;L1SbVle;1~G%P$c&N*Zn?%rA(eq8DUMCV1d?)r=Vqx zhDnXafm24Nfg;XfxsD0BPQkhPjXfT*4vugKr$~qVI%IL1n|pbgw#+JnEuou$M>#><^V0`;^M z73za}zK06(%aEyi477%jYf_$Tgph0EIG0&eq;rUdW4wk_phkX8MscH6QJs}XP+NX8 zfG%!jDyn2EZh-5KH1&@P^iO8>kJw}{-%p-k>z_#IAG?#iWVf)w!MSL_xm;TFvR_kI zmIt{gU%2dDxJ3Bcox9KDh@88aoX4R~)H4Ir;{jBn0_q`)VS}MzE!42Z*RZ;xlYMxN zeVm$oG`xBF6wQid#3EzFvNre~l6rSJpx%Rw*PV9-l@N^z)kuDM9ADOawgVy?-sHO-G4QX|prSnnTdoXN^A9#z57x(RI0w->#?m@P(B@YJ%e1K!Rj3qy zs@EMK(;ubRpN!TY(Gpy;&RJ#wa+dUxN1O#$JaSe@>=%{omwB`|#gUs7$gR_Eo2*&h zNmg5=Zd<1|HW_Wa6L!3V$-Lpg-XdcB&J4-Y{|n;){1}M;_v1jD@MY)_;QMa{@xM?H z3BK(rkJ54_jZW>03<2@p3_jZl;qV5PwT8&8(amkko({Fq$mQZ7TIk{+km7C3u8b+q z#Ex<40wGxY&0ItaX34CqG{)wt{?0qho@mY;to@Cx6Ku|kPJw*ewyV?QiyC_=R?x!n zn`6{_;k#Q&Wp{^-V$x@^Y77P&^U@!4uoCwNtY+sWG+jK?2RSp5F`i!U2QQR%?bB%V z0QTxV03-O5D@WlCvJUvTjrsN=#`8`VGSD+?-@xz=@Z831FDP8Qy#51=nf2bb?weEZ zibdW=O5J`7b+r{{n3c&vI+aRp@9LXncU&k{uD4xf6Y8ExEzU?z@S55B1pW!9J=qzl z$q3~3@?=+>gMRAZ^BuNS-#||}DXBU(oj1ry{nE}Usho5#Uj8k>_OWD6`>ywXdKBCI zU5)giqKIW!bUfF-{B8QVou#9g$TQu(U)D@kRK`@!F2KGh_C$W%Un)-b;gVcGZ^Jsv zHim8utgFeN-P|R6r&zeE^09tH@>GP=X4EZAWQxRYBx_`u+Srq^J!e|G=0ImM#pC-g zy?koAx#DGgQ^xk{fV450-Y#Z2s4vQ)VgIP&JT~P$#wtm1gF9jfhnAlx&R6?YxkzuaDS>RA{ZA!3ugsaxI?U*m{va=7r_o=2}mJ+U`d0MkwY=_;RAX zpWff{7@AE{^6`zuEW*}(6D1Wf9|1b_-u||J__tkWpF$uMvvwtM>q`Gv^k%$5as3q% z_0x+>ryUKK<#v{4Tnc7h67n9E&aA-M9dGzWQzYIT{tMG?`E|d2YRLF}D)`6U#_-3= z3%_or7#)Hynh|p2ZrMs_AXqp!KZe~!-S-_{$|!G9&8tjUc{qOZ)3NhTbSN1S^n~q< zZ_n$qA2O3ZWL~q|c3wy7CEQ0SS`B;wjT(0Mv=Tld&VJBK_?DUQ?bvzJLrGwP3Sb|cRJy~L=*kSW1kha4gJk!oig9H@x5qXJ?uRfCw&{2h5i9v zm1H@+azR-)r`>&Ny^>w?`SCTQN9oZMyhaoqTO!Kv6x;ocAw?VE?cFc%jI#B2ts`ny zKoe6vCIz*hMQ^m%I8L--w5yG^VOl{Z>(7ky;E$7Q>Zd7l_cJkj8%@BrQ8=~)yT8?l zEMFYJK<``cnYXR+GU=7LWU8rc?l=|F?TrH;=zLP+-;uCg$ZEx3yC(M(g!SYn@M4BP z(|NiRQSQ>BqV}UocQsHU`|*I!t_Uh#vDO!R#$kksSv|ZnW>I-h*(a;)*8XEGi^2=C z)wY?GF64CIYTI;5r@!a*eH7Nir=-ka{~?w{;briu$c)h!w<)<*k!hpP$_7-^s(i`z z8U@%JstjceF3l%bTA%Utv*2F9wbB-w&evZR57tT(Wye``ZlnQ=0yq;!HKfV__X3dQ zp(tksoz5qDz_VnWMF_Mo;=&g|CJx+-9*}7k=TiZhaKS55H_{f_aF(`=izD9cV$scB zH^382+zU{Mst1RzY4d6Nv*P86bb%u1`^F(+Syy{Mp`OqIft0_TPw4`4$A384)k3Ot z4as7e5sd-i&AG2Hj%59e#9RxhD*gEzAOR|j@A2cQ%N92|;VjQXG4|6}9t(0#{NO~1 z@K9|0{B74$l>sPA{s}zJLqY!w7)2N8@KX#bjxI3lrw^kMQnmN!X1gmfrrXwRkCchme413fn-j2JMb?KUjZJ9 zp~h)>N-Eqjtr>V&8h&WjHZNW#o-VKfEn!5R z9k*cZSpbZ@16iJmbR5t-gNxf;7wJnqbsf=PEm+(zH5>RNYk zHR;CJam~pS{F?4B|2moroUgQZ?niJmBN9k(C&$VWc{Q+D+{y93XaNqyw7$G(^7`+| z!Q@BY{_n{TxS`MK0#*K#6yTqE0TYQW`dclQu3!0@3uoBn;;f`7aVP3w>?R>&g7_2l z5yC8e%W#{kMGdlUy~EH1`NrMoXSn0~)_i{tS40JPvReRrIua}0DvmqaJt~~nXwh9% z7m$$c98A4{Xh?6a2bUGy-^2gQXhm>UNcn3miQxL8p9TD;<-aBe!&5%|ZAZPqMJN*a z7tz2$UR=S|df=_|oN@AiAnrU}&?$f?0`dRxb|wH#Tx+~{siLJyTNi2-QtK65L8a`F zwAu=Ykh&luOH>3zmI#C`5T;&gsiH&$WG7XDR8|#{HAF-}*3?8mKnM^Z4FN((LI~O3 zNf5BDw%+^hdo_jOobUV2GBamp&iUszO^W&Si>kT)N&5M_`?T1vPDP5nC${L7JFVWf zvn<}HY3BN(m>X4{n;X6VOffgQSur=dLr?r&@UI71BkHJIpRyHGq-zvYq`Ar|(yL&K z)MOO|<{BMy15!+1xkZM78RHbQflu&yjHi% zOm&4W@|=3V%yH`9V}G2nt-Yk>$MvrU*0RBLbZ|$nCYX5DQVV^`Xc}?-?o{P>#Sg9; zKPrq&YbuQH9yxV^G~$X_tYY+R<67gUPhuWC-5nF~Z#P^2%d{)TiV6BBiV1o<#RPpW zn4ov^c(TIRKROUhMwfe^$BWHQ#zvX-`$0pfjBopNPhh|zfU9B=z)Z0Suy%eC;JRWB zz*?~eaC~TP7Ja*N7JX1LKlM47MGw>h)APm0nFhfnjZ1|kl*I<2&o*g#z`<2R+wt!s zL;qc9nHv}+9{dkF1o}&lxKH}szW3X0uwt=6v0^c#Sh2YGcy7faTCrl`(63mr*fYOk z(Wh9k*p>hmEZV?=MZR9&Qp3_36EN}WY*12%)4W%|Pm^oJD+iYj-#;E8&_5m_?{|O@ z!AN!VkD=cyGW5^K9vR%5p^E-roQzHI{ScTh{`({3zdS$!!2weC&j$$fpPw>AG;k$; zkI?TG8T!N7I7A00Bl`cz$$0F@?eEQrjv?zDLyfyamIPGX7_GRhQ2`~VRs0m{(x~H7 z=j%ez?0LKheMT338isa9pilMYZRqvcFfh8IUt`CF?Mj|b%(!pNgqd~4xe_72hSxs+fQ)=Ix)Irx&1|xTTc?-`RXC}2DMO(wJ47?^!XIDe-zp;0bN)XTv8WYN)d)U1~)z`W&>cH zvM?K}OM<|?9r-P7_`hia^gn3Bf6#=Emv_dSjJuySzHDghsNJ5(fa1NGb|by5BLn(P zyc0oOlOP^;a(wC9kWFEstHdFC;!xGa=)nbO#usSj$DEVbgZ&eO{eBD%h+{hRFNxv0 z#PHy@<6kz0{}3B~?MV2~wD82;u)dFAgF9f14KR<3$n)t){|iXJ>&QYdulm%Zw24{r zgz3OgbsCIzVpxN(^fn%x`p|G{o1y6Q;wck$cw|?2tZ8_3d3ef-%4+k7qH+ZK=Sc{Jhwi2LDC$mXulHKrl@rlBi%6*rwLV!A8R%_}Y} z0h-aCr|_Pph@K~p9gQD%89nPVerkGrAZ^2t^M=0e4TGUKLoPtB6$y+A{Hls)dtkl) zf(@*O^?wC(Z?Z6|wlHq2Gpeg|=v$S_jCJZg;xs_Zomi*Cb&xTDjRGnYj;+*n9zF-=mRV1{W^5_NX~gY$DhFA{=g}$R||OtE~WU8CcIvu zpT#Lws&Aj0_aHRr%~;dKJ@AOPEol5)(8T9Mp*zb%G|EHG!@#3*#dT7}C0s?4wBq80 zV*ekC{jL=U{2YAmnW=G8xzUqy;|AUi?xMO7-MUbicF1)%_+u;hv#s!_p75qb{P~~o z{x|V{G5EqK+C~)Z(#OP-XG8}uGu&V3G!)>}$IIm|$)A9}%ja&+=ecQxUtAv^pAvr6 zF+44>vdX8jUZb+cxw3gFy-$-q2&Xd^(mi5fB;ypX#akq^J2%y2mATquMaz7O_!P^bX!a+lg;%xf^YH zr)tB0)C-R*48IZ(p1KBJ6$-Ck0_UKRcJV!k1?=HokLg!pC50rEp3|DAH7$f~QD+h>~2hko;UHG2(HK*p4la z_`f(Apg)`qb0>rUu!lLA(A|$cB7%6*lm?6EOo&Of8N3slhUmS@K)QGvldL43Q0I7u zdid{hT$Rz~N{BcOll)uTkVaRN`xxM0@`M6e0Y zijJ&Q&Pzf-eosrSgNMm4iltqo-&Orqw>9K*@$@+Rm#=g~=Vx4vUBYv!x zG~0GvLH$pdu6kOg4lX{pIQp{66KB(yKG7PGMd0TJzu_$Y1$1z!$iEPc^ylJ3}a0p(P9iVk%&x}^GlGv z;zKC;H$6PoZldfL0t;p;gLMg6Jh|Lxvap5g&;`eh!ZKxkVPwRCLa`rCR~|c;6?@Tu=rVAH+TNBZ}{c4V%Mp+;F9 zRk0Yhguke|K7I1LyI4+FxoabI&3r+^!8{kJN7zbE|J+mU&VyfD5Wm)aOX8^=1=!hr z06R-Q7j{tNYz0X;!Wuo|NFkU9PGaOo!}r^%eD&hOVx)c4hF^!scUB%%k=g5qRV3SK zYtphiSIVM(C5JeeyX29@&5fbMC*>GKvo$^Vs9{$g z+5tUL_|oP@736U{Cf-+Thh^mC_$~zpPvYuSg{WD3jQ&f{z%rTf(ka_;b=hXk8uAlz zZLsTl`BM2>dL)!HLYz*$jjw^t0?^l5GJENkvj&S%`zskFsSN)LSnv{TLm{n7#v;vTIHNAgtS=i8uuz z))geI0tvpyb^YPr8~6Wi8+V*Ghnb}~#+h*vu5&(E^+DC`fh9AHR#2WU_OBGz;2j5o-olpE zb%?7Ncni_>#&`8^MbQH8?}NV*Wed@VsKObbto@rP+Dh+36K^r+t%<&2|CY+2?r#yj zjaLhBzONf+4^XSaZ>erF0MNcIVDT1F*yK4FUG{xq@a2 zy%*s%>$`fx_3ur11#sVEbA;D_0K7uH+uzmK{I%+nZ>O;S&%w0N8?fF#kZJ#+-v28w zE%Yuj?R$60KM-F32zUi2hts(?3B%CeA%f4ledpz|90UOm?FJ^iEO%W5A$W4`5h13oGn z-+U=cxBng7)z{e7S2fU^+|>fdxQa>uj{O)L@|gm64#2ValRsG8znZh9J~aF?&Is{8$ru&b)k=;`*ve!C5Q`c2~|G2Eq}S6o_EanZP^cI(*b z3&H1q3cmj|%&1P>0&|FyoCRFhjr^JG8Q{7?npF$%r`OvbI={lSBxa-UNp-{BPj-&< z8Pt|U;wpal{GVI!W&;plFyp>wKl!PMLl){oE>Hg+yjl{yc;n5;u!M5Vl#js{;o=Yq}Sx9k_*nSo-QlC7uEF{W91}w z(YcDB{~kWcz)ow*a-3N$cNWnN>wlrjQSIOmnd%dg*{K#){dC8?u zd{3zr@2=GtVJvwO^2tB2Z*~5_zD>%+YKQ-EC%Z<^`$do=)6v@^JlZ^%#Vp31*cU z+HL;)qM%a6;Lvbz>o>u?x}K>d;RgR-Wa=xBk{qJ#G2NPc>7`#|<+oqd536}==g>!? zdU{UnH<`AtvTJp-uOGcL?XI0&p8oP~?K%C=ThH2|JR1`2lFyxK{WS)md2CbuPqo;c z+4}?2u!PmEzv6}2eWsfO1Fjz!oNTXqDJaVc>=GpB|McYCVH77ZKX*vrj*o9J=bf8= zTsDf`8OUs7>i+bC-TG^>O50QCJ1zyB`!6B;VA3Ti1||r0$_g%wdufnS&f2}0`* zMGH>cMNE1Nb_*uAsC$90*4Ew5VJ&tfRR*KX)nkt5>gFcE^ijDx2l$2|Avm-yG^9#5 zVkI1mX!WbBBM)TIsS^d$zU0h;dr%6Bv1&>_E|%B;Sm@w1dN2{iCMn$BRGOaq{GX#nyw>s|2Sqr+2BqCQsfi$Wsfu_u>=(R`aRx zm2k*=Gb}59`)F0RNdzZ$>7k4-1&1>#vB&im{raLIIY1u@0v*VB{9(>i$ zwF%9oohrYk89vp@v5U+Wx#(~C%-gaxz^;q3<|BiQ;g0N44<&Z?VC$qFq~Ok)94f-y z{sWtqnEi;bP2mL~waB%=D;rhRt*b}~yZnfLhwvNn_c{SXftsb~fq$9c-(C7$d;Vnw zpElwkB1=J_btC2CS+3KcNPmtvj>rWd+Ml7CV%`>dEqMTS{u0!JU=SvtW%3`xMbYgHK6oPmnUe!}DF1skyt04DDW6p;&_ZcCch(2v0 zoQGfJZBIqt_ZAP{h8&hLJ&aI{-E3H4k4U3Mc>I2k;NyJ!dD4$;Z6{>k^oQ+^8;YfV z;$YlQZ2k0mvgK@NdLI^FDUhCBdz<4I;i9C^k_fteOdB&d>5(>s-B#{@oJ`_ zK*$0%>ZP~xX9-@GT*yfQmHlO7%@+!$Y%BRl&w2%-77#U=3Pdd(P)KnKM6EU;#(v~{ z?;H-=cUc$(u(J`sM`bTCLF#81tpPsCh8fT1Xs#Clc=e1)V&Td9%Ykea0HoYC%Ya3^ zxYoaK795K$gErQ%{!^xGzCp(E=2@<70^r)t5o%!o?)iK+ob>p<%XqihN+bd1>z-Mx z?I5V0hcX8O^{WH*Gn=d5^K1R9X6t9-ZMl17_=@>baZ`uyXVrW04*pLrA8AW1ig*Bk zvr2?4JYc26`KBAIj-@^r$`u>|1ld*vL3T1J;Mu=jZ>HYskJI#ybnUrR1a0eQVgN!_=0L*c-WYlykVUeY;)EN*DSgWkl= z+POw<%?|Sf**`|NSh01#g7JEiU>vo>$i05~c3X#lwrRi(Ca`DPWPGLy+HGxn+^-?I zu#EzEo#6_!?n{rBjjAzoEd|U^btPK&k1ciDcUg(2{ZsUspH`z@_ZWyi7hD%`R1d!; zcq!Qb34iU!qO+EVFqj0@rjlox37 z<3Xvc-*waz{jQtq>@Il%S7|D3*k}PDrf)HB1;(SZ#?U`m7XfSbto1(_V*!3y1o)^I z)~Rz1w8i(fajtuxq=wzJ+0|yExA|UH#FVb zlH2@##!z|Q=&2*Qfq&`jO>3PPiR>MvRm%+>{GyNe77nfSc;zEKw(m0fy^Vu_aq!{c3|uF{VwRgj0l*R6_;1{LJt z+U_=vLB^EtJB*>fT7yH?R%<#c`HtKK!XA@L~{wU^sVYu2Yu zXcdP>>!Smrf{hr?V-qfHwa*VrPQE6tE>Yrc2NbwlYk<4mWB(dln#B9cKJ=%3>4QHr zk3&l0s_Q&)RePSeY8yIFT;=|SxVlJ5T%Ax5S2t_Aoln~S8g&bZt2t)X8!7%zUlUh% z&l6WyxeU$%SBW#gRY*x(4fzXk^@4)9s;(riev01%Q~{H!?^!7aW!!s z(Yt&e(R*Yb(d(f^^!lKVU5@^9=Yzh7-qQIKJ1kyvZa47eIk$cDoZE(!InM1BCFd3a z25bhvxhiO`>PnjHbp_2;hr1=R(Wwt`h5_pKObhrH!@8BBH#eobR`Hw|OJYK=vn!yd zHxf##wx^D7GYq}DrXV01AhvCMd279ThE{UU*OtE;B()I${kb0A-4_uQ`h%+3vnx?0 z&#Fhb%MwE3s@(Elqi**w!S@S3iZW~bgmS<4KR93@Hgf$CA?f97(Cy!M`#o+u?oynK zFZ{|xSOM;{&6$SbW3s42)bK&{R8_2~*0(_RsWeBLQ(J)OWy*z%*KQ?ES|!jWKk(H0 zMxG+_^(hQ!ii41JMe^iQ+|+dyISb-IGPHdT?BOb0D+)Iu)Sdu$qN7zPIlVxXpgH+i ziky-hmLJ=>f498%`)>H)7L=nenb##2JcoRBd*zMWLw-G5T#0@viA&;4ysQ+Fbf^;? z3zNy{FEvu+Uryh5-D*D3D#AsqfKTv3DNw2Cr9}Nl{2)(OBY~5Dg7rY@bf(8ZHA!UN z%;Dj>=}c)?PMxP0hyC~T*|#uid*$>GWU36hFk``j2baMk$K_95m5&^XH(Ddy>%}gQnmT_|E$sP8u$OcCmtF3j#|vNZ3AZkVZ`lgxSM9}( z-%^9eeF_#W_Q5t}s>K|=yy5OD@X9=k;m9?Ec|vKtGnB4DiD|EH3X$Gz?V<}q>BRtq zxm7$qk`pA#fn-U;F^2_k2V8|rq?=QE*pBXqvyhUfxoNF+Lt`hzBX`shyqBB^nH~Yc zF!b1X`FJcrEMeH;TAc*<@zQg+?z&+qbQG6cISsXk(d{^`6xp}rY!tI!FLSybm0t!tpaXY72-1gRvZrI@?G=xO@@J5YLl@kU^RIKt<#Jg9S@e`H?S_&^+C3`C*>Kqj z>CNUll2Pm=T!wgX1lPZV>HiDVc%kH{ieHa?WP6P=z-?X6WiBl)@(ag&R8lbozo zbC=X#K_qeU9umen`M0%*>)Zpi+tV0}NITSp z@;)4o+A*_v4s33l+4KdQGX||%b`Cpd5kj7CWT8#=M2BtdW@t21ib;&2`gPTT^6rC_`Gl0CgWNY0=%9J@kuy$I zmri69Yl}v)G!OJb-kT;xpn>c+Eu28r^WQAE7(^|euNze70}(;xh;Q1Qj?H%ZLpk9f zO68jtm$d9cZ@-zK3fgn=&6)^6O$d~dSe?wxqgkYfxYG_C4>QXs);A^x@H9Vc+hj1P zNH7!98_Tfvv?}-1bw-L=Uua~hu(p`n*0CJA=wMgSQ|2OI%twilm_*HtJA5MzqK6Op zWyUsC>N~Rups%!#w6pRfL(3zz?5WhXlcXV{j--F%obNfkUK ztfZd8UW=hJFsbQ9-DeNSUlm<3WgR|2_3gB7r$v~&+44rvSA(y!p||932l?^uc2@%( zr}plq5y5eE_ubxjkd0Tge5T>hpSv9a&K5-aJNs3h0a||Moh=_Vyn6uBVTdprM>C>X zhs#oLV!-at0ectp!X(NplTHcI)5r*8?dnFVQL8a=kY;8b%gV$SNh{=6j1mm)HV|6C zh@_K|hS}|WAc1xxKcgF?Kbq;q!j@g1q%~u%jb&D25ayO@v_sf9O`{<}D2EuH0wzV$15kzZ!n2?{zX6^4p z8q&TgOIS&h^1m=YXu&#!O-;{W@V_#*rgS|*JH|JcUSZNMK8)4LvS#_8pvFH;$WKxhEZ|PPHvd)X8l0w6drA zmO;sr)FO;|x22fnZel5iu8YQN%zUa1&VntxDX=dHwg8>9d^}{BoXEJ@rZD5#4dABR{H@*bW z$sT{L@_W@7oJHjHcNaTXD)g2r_kb!B-oy8=uJSB!cDldo{JZ*);F}eR(bdQjv%bNC ziw+n{A#&aIzd&T#q)1H zOo6B7XW=tQ{QH=lq{MvU=-%LU-e+FvgvWn_V0ciQ`5oXS1*dobYZngQjYL_hQPpYH z{7g(-WvXUoK}H=bhh;T=!o(JZMA9HbY9YUwZ-&bm&D63h#aPq^u+muJSo^YTJ!wJI zFlr6I2eXx=>uk$GT2G%Wy8(|2qD9eK`PUyNz;EVfs?!Agddw!=woxJ_BZXB64g@P9 zl}SA{9bQJLyr!9Wim{0z0sZhjv|ANQ}( zOgtD1YcS@xJ>8as17emQ%YEA0#4?yl;+J9);e;`wZiWggnssXWu*m_GEuLx*&casy zzi>M>hy~zWT+ectcE_eywmy;;Wj_dj{(pD4vcJ1Qf0LB`4gLS_@Ii2th0iw{`u}s7 zDO*hj;|Y1D*>kOi-s?D{G|449IHg)=;Ol zn6*nIlkrI5(Wb)MWo~J~@-wlebe1tH1JBpt*yEY+xXlR!nY}UMw!ZCYn5{cK4M#KC z;Py77n*W6cxTqVMd$B=gm4+~{nt-8ZKFsI_R~Vucb8RIp5(6&X41TT;8MCY>=A<~kV=d`A>pU_?SiZFm>%z(s{Ej_IccFy*?N|@un3RA@Px0P< z|MB3V zvma72dyhN;d}@u;MdY~I58pk%Q4y{j?5U0hNP>2g74MNdCdu>CoDxLz1_^pafEkY* zuiTu=Ym&EZp-|p1whwR~g0}O>`Yqfh`7z}taKY-eD_y|B?EFYi-jyUDZITBKL1Eg8 zbdXTJ0R-_-Zh}1Z00=}e<&n)BKonpHHq%7(mRS>q8RCrudQ+e>o^1f=7}F$qT9e#% z2-4<}X?x>mwmn{!jh&GN?~%{swnUfe@W` z3ItjzIuZ$yOnjl?j6Jg_yuA73q{ZEA=oqd7$K!;HH#IqN@3ZQ*qJ3oylt^1(jhbQ* zLO|= zE2}PxkIxK#JD9X??qRn zAP7mCj5vxW3XTo?kb4Z+c}LLQSa!SDaCMno_n}AFSGiC&SNp_3c5DydJd4y;L<=ZvZy7^UD3c95`xuXcv~KeA_U6jT zuu&A-yfMtY-Y@n-)oRH1^5X%SKxMx}0J+@76!B{@1G~Ph>r5VrmLHEaaj+-klE_{w zNN@v(C_?VyoAnV=*G|^`Ec*=wx<2_{Edn}8%gopicd!Minc1TyrumtBYc}(Uk!3U< z%@%1>M{Cj4rB$sM8wqnRMVMArp~d+Lh zDQNG|hK^*}qXj9*woYBlaLj|7Jq1E*Qfpc+OJ8i)os?(ng7qhKq7UoD-;)xZ|aFFPL~u0ZHK`&vmIIC zg*{#2JsUh*4C^||=TBh8nS3E-^KX*TL_g9^^QL6+8nl^%YGQs8(zbaF<;SvF@8W~& zZ*aAbL3c)pmyti=;l~HWt;@rIULq-H?=uU9A29jTm|(LcIZ$|tlny`F{=!;ntlfpt zI89|m;HI3#^pVO=7B4H!Oit3I59_z{Duh^M-STkL4-d)^U#Te$qEo(Uk1u9UavI~N zH+=<;Xp!kyEEfY&{Y=wy1CZ@y#Ju4;4AfbFpT!`>*u*4E-_A)Rz=Nsvq7JWogLIOt zLE6D|2_373Mu;?l`uW#Px+%&>L1mk4>7)Foz>;^2VJ;}$j3{Rt8uVIkHuzZk0# z;m-*x)Fg{quwgv9-Doj;pqa#tm3qep*4Cep#tInKdFt~53|-epvfA2cGZ zoV*%xRVYr+PuOj_aP`?<4KR94FK!eB*^}Df4iM~xV?oal+vmYj)Nq?)069$haL8pU zqT4%Gzp`H6CI@qzGjJ%&G?2)?Kx;|Ob}vXVhj$Q25kb&onJ_>?%1^_Qw$p{@7~2aB zWs{$l^l<8n+tH)N3D0d8u7-LeKXm%6&1+168&%u!g3Sg46gCg{V5sMn3f&VN`D}c% zNto0foVJXim%nPhz_X^$+!bnf@xudb%+t*dkZkavQ?f4angBlNL_wb3u7bm=W@9?8DoDxRH3&%d5P&A;02Ip$Ho zOUHKv{+2UJ(Jb$bZb~O~lRJyrO(wrd56f#0jETKorM}&%;PJ%>(hxkqy)BA^Q=1l4 zwzcM$AM)xm91hH%T!(IVh1JkSL20UlXkfo)ZTt4~x4L9LN%fy|RGgX8Unt}r%7_U# zI@Q;lFaPi>dGm{js`gjfWI~{@EAS>x2jr|>TjH=NmaMBMavY=8#d|Re868rV-~hPl ze72%u({H)u?fbljIf*Y7S5@^->DgbegBW^f{^ydb5hS$aX-w?>D)mn;bRFr%wm&Oi zma$8RCXbHajosL``@`O2swLXeW0W6+iaif|^khlVjz#10;$I4usabxsYytRh*+jAC zz}{!Yr$(0ce_FhYy)=G>M*iZ3YWG#n15KN=Qq$(GTwvO#SYUd>Nw~Ft(W-<)$Cj;w z6fb=EG*3 zP47hiMT4d>gYu>BRbMY$x^&lXs!Nv+?6aBz(zO%U)mGIXIB-er&a)`^@rDiIzej?E zD7X=IL++N*Y|6ro8RxZV$0+vXeCRILxgf_q6(=}V6)y>gQy9w@v> z*(?`D0{p~R(nHc8BlbeyLf^vL>jY7XfBY!Eia;gMK3Jf_SK%|j8`vYH5x9de8lF|h zKZH99dv1aG{WtssYznS96ebc%Om(33kz5pg z#9KdP+5}CRJz=hb7mSN8QuM+r`*<lG$P^tak7e1`OAU$E}i8B(S-t5@^u zoZ4%1S^c%9%#%SpcQ}08jEW3OHAuf}HT&N4RD;UnvHdkOvNYhuN?uKP{jzl8Rl;2> zZqjU)(XUp!pUnu{h*v$l4yV3WxdF30D{jZE*;FZr&^T+?sK52*Yu%kE!&-lB#nNl2B zyE4*Tp)vb;b6u`cUtD3Wz1QK2&bD=?A5A6#VcVvg8w&e>Jks(x3Uu@dM~{(RFI^R) zvDZ-`FEjhtey6{rdr3f#=|22xbltX$snc&UKMc%^{%Rhdyn4G&+WqR2c!jdf)6hl3wtN^_&fUS2wpC4=vs9>;Gh@ZE5qm z;Lpk6uw4Ha`_d=>eyg!VY<~(chW;4+UDkH7{f_S&TK7dp$!}C2on4GCO`T5PYt$4s zfw#kN-%--=N&9jCG*{ny{aV_u`s2D%{fJzsOMh!+_xoC#0%O|y8kYm(u75IyURUJ) zI)j>X*2PMd*!fFUI$=N{`NO{ad%fE%oLuVzV@j(or=*?-3bcUQv|3Ip(0#qPG1$2g z?=*(~6dLv-W9plCTK~y7T7Rp~BTR}y`?xaUvylgNKzC_0@S$qHKX^5P6EksrZb|)e zg}BY*m8ayC&1KkMjiGl~9|G1z?;F|=7#F{%vG-5byF2eVzG^fO`dttwLEHuEq1QAt z`#)9F3%TN~>4DdN$+Q|Wt6rF3e1->B0cG1ZKKQ!+mlhRI^vTIVnVO3 zuV}dpIP58@<71Iv$ z@z2W5S~QXOD6vhUKP}b?cm@F&K|~p=65M- zoms68zOZi92=8A3>3u&mZkX6$ACkTVe1BfuxPNm#caOD8pGkp#lh>=>z+)9vHa!DB z7MIj?rB19Y4o%SOVXWjB8brnSQ#HH$T^^On7Q(0xcg07^FUd~H^SNRb$%NeejceG!x%=6y7yPIkISeTX8`jol=Y z7?a)cEd}B`ax+MFPL@h=P;&_@!K<_cA3|tWY6W+sUFcr-@{J#kfBO3ZqG4S~MUl)R z)Tvyh$aHbJ-o4j9t3Xn}t40+j^|DlUL$irB9&DxWF#E1oGR2j@g?#R8P9D{`_o9XgbBpJRzma)U)%afk5cDQVvsWMlr67khWZHxD#;Wft@V3 ztmr5~enKGQ64dPUGP5HdOjmN{SJ9jt-y~6c4gvaoB2rC0mY^x2-a$o-H{3yC2dY{v z3e2W{V`_>?7Mc|grsFL%QPR>Pi)?PSd$yx5cuUn{^g1*I1vXCg$pb0`iy3)b8txY; zKYO@E9)i3pYX;iI&p71qFAH16?XVLNpW8Dr>}szWHZZY?K%R)NtCWOrp6d!Vr~T2a zeQM5Q(gs&GNHDR95!LO`eZr0|ggOc17LW`kXRAq`kVASc#zZK&hz*;Hf~JaNN4eKw zdD%j;Sp=B&sJwqOPbe?;J_^B%8t;#6(M$56bGKNQ zWkpToo1w-$e^0}P2@FI7k7h^W@d-_Vofzr2DcRw-&*amx*xFr32V*w}q!~DKK(^R= z$i$~CBHP9eZnvl1lO~|~WKXbel-j1`6FiT^Q{oif&R{EkCd~(=-Bd;tKn8Xqfiji+ zJZl^Ikkb8vfnDe?%5u<;?lz!jO!I(cp3+hcBt|L=7yD#WIc_?hh&;;msHcoks_)-zY@T2!am28RK|Lwpm-F6E)%lvHGEvg>!r7Q8yoh z09|KG>$22I+SmoRycVTStrG|pwwSZ0%Rz+l!lW?P-V;DnM99w!G_iz$j%_wS9#pEq zd&s5i+D(k{DA5a4O(6v{0E?&xC}r@TtZjIT`&g!`r&R(iqU>gyQsm|tt4X}W&t(JW z(mg4q2|5{@oo&Ue6DMXgZZ_D|7;0fY3heTNmbW-VGu|Aq<2cQ4$$y<)46@%{HZ~7gflQ5JZ9J>03%uH)WiWH}mBDEvD zj>IEUpn9{EmP`@`tQ4!$ZU8Y8>p&;co(6;QXZjm#)Qkp$7W9&Y-_9wjCUcY{g}}^kG5^QI&Q21T_<5>}(}woh!SU zPYf)(J})5b%m6|Z?2Q;IjlaX3(@Ao&TUzX%ZiTk?ph2&%`aMZ4#NbR-RyWXUAx}`l zXqo&80i4c1r_?v}srQcQMy|iD4`n(5Gp2BMCNY zKrdF!7d^B>S>l0Ijls_Zaw%gCAXOs*shY#|2_Tp12`sd+Ge9?+#rE86$%2ZB0W1wq zU6NiJl5;?vT28Csr$5Y?lga^^+OmBiK@51(hYh!By0QD&=?Z zzrg93A0!}C_!s$GaJ$WIQ3sGfopEUT05-W2=obqznJl(*0T^mq9rY*~#hHbyQI-?d z0;qQ8RC+)wroEFzVjae!%2Im>Kr5CZRcOUXsri}qR003eLtDZ@Ln;xRGHGL(NMbcV z34_2Hm|GI8)o4tb7H%U@#vR1d62R+w2Z2WKMtW8OP+fWf$r835+&*-a>GKX^9Zgbt z(pxfvf$R@xS_1olGGZ0i~=1(_eQYVYc?PM%D@JW@jY9l0Bo%)5z#z zxlChB4ic<{G!HP&l=6Wv#fPd6Mw=SG5pJuw70T9vwVmZTeGYrG@@6`*Ab2z)4+!Iu zL$ydd(`?X4Ce@VcGN+M)h|w%_Pb-d10#!^Mdg)4*X`?2@6DW1}s(9q3P4u)XKQ@3|(*~j^}@c(>J$9SyO23GB%7Kjovb+hV#DA8)#A4v49kU*4J$S(pK zND|vOC3~dj9gTjY&Cvh8(GhoS>?-}dhLZS?Fa{*^G;5A!*t`-G$UrkT&ubE)c>aZl z1ceSXfmZaWU3}*#f{Pzj;pi3tHX31~@|>hfj7SV0m({@~zuD^`rk^qFv9T1PP*c2D zcuUM>O2S6L|J_UptXy&)Eo;QfElXMWJ_z#6f^CgpxK7a_&$0ps&rZTahr6^JkM1T@ zzUr1Fnd}6Yb`gdKH52lcsYv~9$z5e?DVa4SWoVhw$|*O7xuPfTPinyez%QW|ED}A|DC#c1dkzk6^G9h%n=SO9uXq-F zpnvfW4~;oH=#x{8VGIZu%d}uT@Jp_RT6}h_8Tgc+gU5;X*@bz*6Tt(8E_kjeJ)@Jv zE4nzOuE+FRVIwTQdv2mAN(&WvHo|}z2(hz=Jod;j(?>jo#f9f0_VB>dO1e%4;$~00 z?5qhv_C0u_i3DTJrcv3}!}`S@={6ozomR-CaeqJLwJmUapVv0OX9(Sfx^lyx3+~2^ zNx2+zq&wknE1LscAo2 zCaku{dI}Lu4fY3yW^Z}lxZ@3352225_2b8+<6;tK<4%@;C$gPtqE!C*fNwy=r3X5r z8D85ev#2Ck`tNVQ_01``i&+UQj9-MpTEmincsp5Whf6HA!c!|K!?8`^%GxZ>hjWz8 z3Af1%n2Mgis6+34Rfl)fwjTxVVF*dFZ5{Tu3ao0%^)Y*BuxAz#ryz?(TPm~XqH z>Ck)K(FEx-y|zV;$v@c^nOog^cM9{h+r2bn_MQ+E9=P%~o2*E04!;IZaPMA9@$dzM zaW12`rU?v8o^65S{zKp*lpLs8ku2JQ+nJUxW_MR8y3(Lfmf|3XnsepuZIB+DoFt$( zO`}&b5|zK*rG_A%GFYL^F07ZmVHUoX>88xSGeVh0&saLho7??e6oEKi+tM0abLI1& z(bNP1Iaxq9X#!E^laO7>y&}>SZ zm$9xgpsyl)P#a{*CZ`GLEz{`W@7-p$HG}fI9OR?9@|j$zQ%mDC8pKFZbOZQZC{tu7 zD7pbSm^Xmd&c%t?2^s|~Oh^`KIcKE74`ikekUT9{ZrcWFv&niRPRb-jO3ODf z9y12=G_5+|=AcXkGQ-)_L-U)38z`^im5-hR(VM3^?$Y2wS$Sj&+K^375zs-($^f(3 z&6!LGd3Ubd7m5YFps)phG8A!UGVjc9dKjlG1Gr1c&ov|P5jL6AhsFBwkf6EX?iG2! zO2|l*e8A3^UlUuFT`8hNpCOEjSy8_ed5BT5Z6j2_e&nir<8{Lq5J#rvGCiIn81QQz zT0B}!^ofdw;taB<6I#XP>JWWB;>krl-z1sQAS4+l%Yy^#0$CP1<`EM@c^`zD?i+O+ zo4QygMW1mpqH7gbRV@*#s`i?GIeuZXTA{tfDHuZPl%tZt-)ldt+_xyd z9Ev(=zBBfD)!H@l+0z<3dN~88A%2px3YpY0-@U)Yr5M$31%IqQ9Nxa9;n(bj^WiYE ze;4*uJ?^+&f_owP44r?xb(9eP2p#?_srzi0|C1uZ;?$=0@?zvoULz(%l{6{vo!r_p z%_jpffzjDqeS!O{j{H%9 z=y^!k19C?7!}`j485ifjA~1FGRsAGJlQTR?j1~3YXPJ!-ye#U<>}rK04d~DKMOmf? z46-PC-Ozos;AIW7q+@hF(8E!7n+JD#;Zw-Li#T!mp+w0BdU^bKgHjIGle8$IrMA6I zSSRe8a;X(w<>JEgaQ-_hNn>!?eO;R|(wNC~Mr^6nJG?%SZ<00!i($Hl>(XB#Nc)X? zTAjmS=!26sElEKY9h&QjrXCOcntl9b0|vOt`k;EV(GYJuvL&fUTdY;gVrcDDAL0(J zugmJ91!xDXqwBWB+Tv(kXXJc%x8Z1txjR;}KMg+FAAl4(i%VF>=pacak3MXMlX(^h z&Du3nfIX)@>{XFC3tt{2?=q*4uq(Qm-Ax?7!h%pe%HRfNw^o`iN?2Lj{#?7g6G#O4 zlbzzJ%q~i)T3vezn@eKln&Kbf&Ra zs+RAoT)!v*Tly3H^I}bURJTAl$s38q*#(b=U{{Fx%{tP1@`Fh{tT>BF|5Z-Lmp>O7 zngrb;^bs2G2a7pEikpTc73`ihP~wM9!&eLP47-a2(ekm$dcmv7fKd>KlrbvfPG-== zA>j;z&?b!hAuTdC)W7`Epov(EX){S~?c(eA#MGfUrTN92elJ`OgBCz!#(hq`W;MYRrSke{(nSpppTOBEIiR_>x9ijK;Qp@uur8Rlc~8(`J*4FyMYKKF7ty>H zxJhU>1xd(=-=e!>MPYs^GH-R1xD(gjqE0EY0U9Fp?Uh}NV%cr#99lcUg_8d8U~r|C zZn{{DSaClLJGS05ztE2q04ippR;17{sYBt&C0Yb8wA^{DdQ5LDRvvV&94$FwQxJ$6 zsTt*Nl~a7MBmFJ)mC?fJy8L1s*EkEGk{--`iJ{j-YPNbVn?i+g0IbnPxi7`z-k)y(GF`MSMg;U0KBFgFgy!tkS` z{Z0?iH|k~UyL~Z|{dM`cmK1X#mg$V97g6Nh>GVqoT5#86wnD(U+O{`M>%3=BcsHrt zc{}-Nt;XQzSo5(n>96X#V!O_S`R4_v=2vs~`)*F#KyXn@H;Afq(@BT?#E$TBur_6y z&ag@E91FhwgRs8*>~85c#mR~6SqOS@B-V=)3$-^5v_(|ns9+c{_xC5b1QT2csT)#W z5$n1FYIy@eesqklniH?Ci0K?Kb=A+mM>sr53LoXPawN7`XBj7>b-WOWwpM?6zHpH` zq8i>&`FylFKeDnz=0#w;Q_3g(+FQ`=JSTC5yFxjpI_|sbyp6Q`(d`JBLNE5=)UieR zSE212>z0EkYnMN6RxKHe;2mp8;FhVbU3o#6^|;21rCv-=`8>i4IP6vpFvFwwtyKcEI1WK|WzLB+6zdW*RUGXjU(%Y-% zJuWSVUM^j9;?~y13l=OkRVd09f1q6bF$AkWi=&$rt3Mwe{npdp%@u?84_!991~j(; zg0Gwvqgf^>U3UQ2g}1(#1FWgeIw_#cz;>@vxQ0;L?pXi<<2>A)@h5Y}voJQ`ve-o7 zvhMS_nk_6P&#ggEsJJ}6MQ`CL-EnJ8*iA)0er_u4HX=ggut z(Bkz9QRA;ik5HzJ#aMb8fRG_@I<-%37HOVEjFSdT+tv z-xQu7f3Ni1byiWiXM?X@ckiEvS^J_uKLh}Wwc8X9F?~vhJqr7#qB;BdUc;atyj5=t_cd{O+Z;S#-tYP;9yE%+LA>EdhW6j{YT87)D*k$U~5 zGL>&Un`)%6joq&dlby9>Lve)Z601eZFv_g>ve_)nV!rtj&Kp^YZL?V$idTNKq+q6) z-HL$8_mssn?OhVISQ$&Pmlvn&D^m~cU-H`5y@MK8x{x z3cK>~s;Xl2YaeRV1VZLLCmYdH6wo%8a2{lgEw{X1*#wSMcj z)>&sKA70r3+H^HTM>nY=y|P-(mkmeJF)g2n)mBvqOYc(&U3s0FEBI)_pI*WE@mf6a zxk>6b2J|e-6Zs?v{<1|S^|s0CUU7&`U+5L!&#XnfrbgXo;QAop8ts1}yV5_G65YiI z>J7K4WwLr6t?td^y$WXIS!*||xSlve?K1FJ{>pnH{;-_DRq> zhPL2_3meqk#)bzz%Hq1)0yRehFrIG(zi*)qiji02_SNtX9fi@oRF1;Hw7cHeH>}|ml zL7DdpYTqdE(nc~{MP}YeHZ$rRdTdfX!(|Rw&_(3U1~Q6&%SK$)M!~Z;|NjZ2?n@WZ z!H@94i-SFa^6$k5cUt%`^eL6kaJcSa`ctYXK*D7YEgcNQRS%zZfTifEY4n1Ao0ZM` z8ify7_$4qUgLGE>1#H8Jls#bCm%^JJY>d)}Z#FB#CRF(bV$?j`-s0OBB~KMxMp=52 z7*6Cc!;Bln5AU|9F6?2r_93;!M2ym}YOJNHgp#+8lQ*8XHrfDS8>qsgqsIx)pU!x= zA;5E6RChj_kx)M{5Tg?Sb^?bs-pU8duK=-m&=Usno}q3a(hv6mz&>CRMO&DnT=tV6 zGCBfaN3fu5o1cB7D^UGckT;vyo0WmN(H~&-Hr0(?8i7q9rXIlOhr{;o;yv`M+f=i> zS;r8Rz|MhCWV4ml_itBA1)@M=$*&1oSCuH&=d`My3o@LL6pomP>`ipnC!STeN{?d1 zotQ-$Ur=94i(;hU79T0rKi#RWHO}esdqVVAFRH1sN{uVlZ9K0|ZOfcYH5W^NL95W* zC6U(Ud(?H0a*$UO)H+R|NMZzB^>m_AAG|rfVk6@d5mz@}%J`YMaLq=%H@GXuy>ITbj+sf=VB96{oSWL{P# z21PKk0}wC-^%;PV5`q8;Du>NC_)d^Ue3Af3szfIqy&Gfr@$=0bgFzRSP%o&Q%u5uz~c}3vNo@86+{@`Ui$k$7yX(PChFT zsU`j#&N8tJSS?3yN!}HxCBEbGEV6h?GB=hbDgI(Z7HPgUX>^eIu8)I*x=%}9DhCl8 z@!i)lgcXy9nik8}Yo{lFEI6?d-8dS;&5dc?9IK z)BY1?R0KwoO)~c@q_GVmX}eJO+G0H_8KSp)GKL>*2sPI_h5Fc5>pjs5y%Cd%Z49lj z(dx){Yk^o1<4FrYLDA}(nB7A!X|*Pb6+`xp3{<2)ea<>24T+(=mjdXNwr-RS*~5Y{ z46%m|JFQ-_A$!<$HAC#-uXb5;4d>Iv0d&P~Yl8t5{xJ&yZWz-Ad##CrkEIBT@Z$y} zD7f1x1Pm^zSG{CS6PyY!S^PfX`st%>r zx8O%ztgY#Iq7)WJ?Vg;#a0Xyc)Rs9noB%i(wI%6c{>eq2Y8tp_{ywXHBNOs=4d(zh z#B6zEhEu>F3AvZDJcsgz;Y<*53cFmSi5{{y@B|nh_%mCFY_m>DH8cb8^%;l6{fZar==#9@fLGrtc^9$)`cvkjf63QE}ubzZ2i-f6!QNIa#Z1fj%- zLUpa>$Sk%rzG`7-4iv;)!} zQnE=sAoUe+*{wb&RGz69@e@GplUBayR_C!m1*tatUyC5re3w%MkMD9Ved#pE5O!+s zAjY|$*UoU}iz)G$dg(QWSlxe{=}ZaKoqAOcWN6WB=V+kr)UU4!td`AlZjuez%{Sg; zi2M2J24|#fNOYwR;61AErmnfuxyy*)t$kStDtBW9(H}Vv8u)K<7FGK+Mp!4S#B%Cw zyn4e`l=ywJN(`soxu5siz1!^#rLS0(`hOQW{eo6**JEnYsxs}q7pU9m@+qxy1MfH3 zD}?iRxpLhTCLd<)a)T}&=3X>F@-|rqWSzVCy`-yxpo^RQ@(KCyWC86y!eq0J4d z!OR0RW{_|i;OREgVIvEGS+L;CHaFjU1V)Y9PXk~Y&V`|Sd>80(r*JUNO;^A(huq$J?jHBFNQj~0nhaE;A9~r{D$qq_ zRXUuZ55IAX^~~2?e^{ma1gGo?h9XB1YJc4wBVwV+%c-y!`rrgYV}9-WU*i;yQ+a@) z72mnVJNCQB#E5QIoSt~CiVjw_yJb4>fIH5BdgJRwpc38qmYXj{!&YbGkDM~l^KZMO z#EK?Er|&U_mgjlJaHQQ;y6hcyki^CT3>eKg2QdF#w^~duCewk>6QqB4(7i`iiCky! zI9hGWPgTH@L#_-6A#NoVVOGI<&y}2qNd+X;rNrM(`po?SCq7Istjd^&*#%@bf#$h3 zx7IJSx-ofvc)v?GLXmndf%o~D5aWHhar2_VwcG-*X9b3tK{>RvyD|=S#<&!8m}}^M z*eAoF8j$L~=%ifEri$4~rg7L*B>fQSwiv$q%C+_5huuFL;vKOhz(=1zyzPB=kD=i2 z)iX{ChQ%jbS8qS!eqWNxo}G__L;R3N75L)>b378~Sv(aLT&e&4BliI@UV?#4I_p@fT};iMbWmwfDwH}J9IE8)8J6ZfCuCYxUT%dDw>@6!%C9v^3j zbgVD@+#PC2c)}Eh(D@RmKIJC#`Y+wffYGF&i8My4jP2*v4XQ=NyOF9>78j^9;zd1EWv+{j4*t zrGGPGune0{`kg&YGJKFhSh)trkUr&icJ@6)v5e0la)-0mOwW}M<4tlM%T*sZ0R8Rn?jH@2UW)@mqE4eoXGx0q=<7$Z0W~NX>v@)LJnfDUoN2qEnQ?Bjht9a` z1!D4U#HkxMM3J76RgVAWJJ^8r_hiKL2U~_Fe-J=jqn>TF*eL}8G$HQ!jh<<%MG;}N zD9v)+n(+KFo}I5d$q+fO`=&hq284;b4NDTOu;h!u&G+(jtL^#4$I_hkE#WB5^WZAi zlbJY7E+Dx!taUwk%Z3StmtD`0rtk~M?^)n@zD;KwOP3C_3yVE3_^fh-T>b-sM_1%s9N0=Se7?5iWx>jZ@A{3?T72 z+)?Qj>MQfTFGQ0J&Bi;@3^b*ycd_V*h8AZ|6G3`=H}48rWrO-JG6og8Z=u&H5OXVLb&|QiRs>(CxUP9X}tYw46 z72Zg$!*F1Lf${gp45Bf2H}{=zh=3tlP+IA0!w3^FOrFi2;IhsYCMcDe2^{}U}SEAQdc?lyCjSn(3 zupdJEdU_iTXo*-MRG}Z~?G1~h>31gRQp{Ppo2>8`I)+Ush1Q;4H(1sWd(P=TUT@ie zIa$_~p3+0k_WbJ~c4j$#m?!I-O6}4z9Qd)t4`ZrFG1Vb=^G#mx5pI-!w1b+7a z7aj()v?IO&`c{RbU2Gxw5WA9n7(fxOzy_Q%O)|~0q%vpCX7(9R8yal+HlaK$g zI&#qE)MpR(_xeWhPZ-eOyNLfX7yokkowT7mkwZ;0Cl}|^oN52+_o|i}X7mGa`rU!L zf!=xcu+--{^wS>vAyHFZyn=qvlkUnNGkiz}+=1XZP%_9%1s1Uj*a9zc%XpEl%jl}? zj$|dkAg?@F#LER*{IKKVK3p6DqX+wYQro4`c7@f8M%!XoJJ?I|9)cW#=E2_hU;(=` zKH4-S)gAf|@%Nxwq=qqeh&Pg-q`Z?VitNgCj`J{dRP;fC&P;k+Gkk8zZ8ya%+z(M{Q zLBaX=LqVZFLP7s2*~&P(!8(XdjpTsA3s)pSgM#`B_0&kx2BgUs{*{RiQrLh#1w-)T zPXZwKXUGi^?0faU@hHGEROksB%l8|ehXMZSBLp4wp!;I6;nMgAKO3lD+GK*Xs21usB(f^*&d2OhZu{Q?%EE^-(8<$rqp;t|rG34)t{ z#=+pmKjDPV{)01h|BqUzw@=dq^VH4H$REYcz8Zn-z+auwOhE<~dY^49^$ZO_=Kr$> z_0Jd~Q-q)c0lxi502Iuv$&<2=$p2A>^ZzSriDmDBXa0Ar5HT;FX8B1>%Tqs~V6CyA z#OOBtE#?(0845^~A7WHUUtxt~ZF=BeKEwI{G8EAS1O~A+|agtGxd22yk&>(4OWC*7Vt|@1ObrM^VlM2LprhWal?e z1O(nvcl$MOe?$o@vk1!TMbPpEE)9A6niU$m}rvXKeD%B3YlNqZl(56BdRL(2{+T z2LmOK0ObT7{ZU2%M+sLXX(uRV7ABJg&mPV&Dkrs5a+RtvGmh}p2gnk5Ar~&){Xu)j zR12w;WKDjp>%-b$$m2UN(RU6t<4FNF`N_6N@m29$N?_ZqdfTQWw=EF?^>3H>+b}|i z%LGu8tv;d_0;UhctM8hwGBm3G0BY%4a2fZ%%p8?|txTg3_cpE2f1{G^>i`!mcuRFPgpV#CdY?Xrv0Mt^0>ZSm{+dKO|T&H#yku%(j#IUP0s zAuK^-$=6lBux-T%lx>7Yvh1O+iGxAGIKkP33Y?>|B?0BZTSVD}D#2!5WR)v0kfUVU4n?{yzu@#vcx;ta3&T z)<5Iu`1w=yn|7SBeJsGvBFt=?6xg8Az%z)JXB0Myat*hV%EEIF=Jewq6UzYH(yxBU zsRdFqA!x49_|O>ztIK_L90f$AvMq1;OuG5z6zo#^2f+#lKicVK(wKLs0u-c!nUNC7 zJwyG%)v&WA6(0e9EGCQijcyw_UP^nHc(#->md zd(W|AUL!gUWlsg=not<~5a`>7LPmwL+8=LMy=?O}1e%4LLGwEsBGkab7VeInzk?ui z>33T(KdE)5Nv0TQ1&=E_r%;<@P%xb5KsN@<>AaRvqbK-`qb2L~qD53;4FF?YAN)vl z7aOio$7w_nxp!@)eKTc$J_LUv-W;gF#!jNX*TPK7sw|WcQjC4rsQbz^-EGI?#W&9j zxsl{|vG3Y#Mm>f+pyK46zhCH;a9xlteyuejbVXrzrRXlC?LP#C?Z34`03H1>Pkn&0 zA##PemDzXGUUae&WV(Z;h8f_4`0M$Tn;@t@uj%J#UV0KyMhR5IK&k${oXww>b9_&} zb6kbo7}rO#F-k28>fFlZ@AFyZm|A(t1n&bmDpQHf$Z0`R%swx@WNb9my#!+qb%@SH z>1%A(-Vu1cgje6?ca$ebg+BMLT}nE2->NU}$6Ibf&x4wxJ4XHn$9L?P>a`l8quqn& zfNaER0`TPf%LEao)d_6fFw1nA2VVueO8S(o5W5Fgwkw7p*7uOo|8h;mm*J*HLr3R7(d`{64 zA#c(8UZ+vIm7&BnH0wMfYP7u)^e?HIiIDny;{kf`h!w(y$f~cFKtHLu=Nic>949h| zXLO)u2XUI8S@|JjqX5}%IgMnCTHBu|m zW`K(7_xXbg$YZITxz8fy4BYGGBIV}+qX<;w92`?V-;+lz4;zTSx5z{>w$*sLbR_G(T6hlW{&=6f(2#Y-Nm{;tTS*i zX4y!3TuC~It_gM1Be`YX&Slvcr3x_G!Kq3q!m(3oI^%`WuW?ne%O1{FEYYAi zYG7*udxr9=#(<^nM=XaG4AAjz6wu1d{RerrF;c{Mph~W=m$u+PkG!l8!I(7CTlrp{ z-jew6b5{2b+HP@#4YIbUp4Yb8^V;Tliq{pJkwevl<(QQfe;2fTKyyP~*fDEru- z>eM*v!7}1G#xwEGr|z6b1FlrRlEiR^dGufCzd&}UCjOWXHe%4`qyJb?pvsFf<5p?0 z`3K+M_>JmRKu*MwpY$2QAFp*l$)y)TM)6IpLC9iCn!&bTZM$+v5NbOjJq0?Sfb%_W z;^87`yi0TQ2X12ZeVo_QKEZRmqtuj#TBDzI`-3usLQ!9|+ly<==2UQ)0bgpNNA2|8 zA_@k#zI1jf515_f3HV5H^`N|XxiTD6effIQBe$$?!P~!6sB=S!+E^?Xh(MDOHxiej zWt63e`sK(={Qbe_Re7QYNQm_$NA`k)`~xk1RcN1BUJhS=rCl2mHUdx;yqJ|L}{ur=OMP2_8|7QxrJvW%hLX+ zp9BvpPq4r7a>4e{IR$1Gj|kfQfcB6w=HJ? zAU=}gH7)SbKIn>ZLnLSXTtf5PYh@`deUumUj{6+rljyD5eN)JI_(Xn)icJ>mBCfaC zaYsY){q7>V)WyYMK00docQ^Nl&abiTDX&GUH`O9oCGouvsVS*J8eRUumMqzClJSGV zWg#1G8~T-s9L~{4$I9`tAjwUFH~m?efFnBRrcG+aP{Yg8xNJV5JaJ}vw7^#ZIl-nX zrPyPVG~3A`UBAFa1vQb%6DXxcIi#mtY8XF#cHvZYR&rf#s>9M46F!WEhEr*7R|JSw#n8^$0ARKBISSHw1*4g)s zYFE-&p5dNklo_3$Wxh|mCm5le)$ZONZY{d^9ejW9cZ1>(z)E%-H{-7U-up{TQoLib zN%Cc+ryUwLY%bhuSPeL6Q7$BLXDe43rGzgNiosPyjF~^P2xNRCq^YripR;foeJ=xD zr(YT#LSxP8a-16YzBa@8?S|?t_=kOl0OMP|s)Z^sbr}>Z)Jh-BnoKoYQ}oF@i|e(M z*9$xIilHA!eb#Rs&rF#OCC@ooa(0t7~10)%=0= zepi7@*P~fuu3tXPNK3$^{xHWk{iE=+81@!Sj!XWv;Lt6DSrSMHVI3+kTZLe zS1;6*C1^s_47m=(wJ3K+(fej^UJ*aG1U8}xl4vJhZpvv-z&XCYTyz|A-fCil9`j_- z&(cTH$A0C(h2xu~p=YmL6e-$MpS(69?fk=_oxQ4uBTiEP$8|5j+!f3@X8$1w*}Di6 zr$tel4Lbj4K0cH3X9RH$6Ely9+avQc<{}lUbr%;8gYpD(K!U%dWy7Dht=r^3i&XiC_V? zXHR`^OTvwuDc#;1a3EYG=AbsLDf;XP%4(BFP8dFwIBO{B*xymMxwJTJplkoax#`|j zGf6m3jMY;T+W4-iU)=IM=T`nh&i$qQc+ZE{<$0sUKDgohm7OEBy*J%dSGHoh(?Qdw zd6jqmuDF><3OUmagC0R&hIioDhg}d0Y3$fhH%IgnUkTf`Qa=U&0hYVaFmBM6BIdJ@ z&|3OrDU{r2OL09}s#!DAviTKY2Md*p0tv1M6LJE;YEobS2@1~py(w5t8o4X& znCW<3d$HR2&^bU*H2tYQHbSZ%40g`tUE0&DMB(`jq7-}d?c=e0T;1Frq}$S+JsHAC z887}+uRD0~o7S~MA%?vI;En4U`mT8o4lNZkKjY8|+Orm>y@Ii7A+Vu}NonzI@+w}% zcSFx$TfC3Mz<4r#&Cn{{!>H_JT^y63(S)5UzQHRiJL?n4ohOdiDS?& zq=u2B`jdaG6QdBu#T3r4^AmC5d+DM9d3HSe@aD{allVi*wmp^IjI#J0s zw@dvUVAB@7i{et-Nrmx8#-K;WkUnvU`SH6jr=3ENT>s1AgdXAimxBU5;`1-39D1bu zUk*g|7IvMXFS_lShByIiTF}3o#uj&8#;+pGX6A>?fEndP{ze3?!?6KDQEKY~V$k@n zrTm3c4-B`*Rt!7Je6?Obk6$bsz;+nL%tTe$0w`T;;wu26y*ij&-tyQ zT&ZpZy1J0mu$S)Ko}42^(rZt%fqEzqu7Um?3NotG`| zldJ60;my}{3I3o&O-SfG(sT5Xl9GZWd7`R$nU0zl1(wo$k4;p;TXJXX?>_b1;rp*3=q;8wIbSSAsPz?;8I8J)Fa~ z-xY_4SIVl%6~9&c!4*8jWou9z*T_lR8*4C_a@;>@m_`=?qug~8*>=)XI|7Xm%5Y^4h&32HxO@x^L0xlnDCyodzU5n1Ws&yZ{v`yTj`U6ShnvU&%YW3s$+ z)5hAars#91Gt-Ucz|5VQ?bN1BLW*Tm>CWu5pOIz1anQY1nB{)m7proMW)A~erAk{o z0!cM8^Ca!_&5fSi6B-d}faoc!PTQC!I+Ast=#ANtW?HDTVAHgHhwG7! zg8dE`vUe0ppFR0CR5?w;^;0D4f}w5Jlyh#W$i(!5@xB%3pn1rtX6%40$h``{L&82Y zh{2-yeUHWUA^bL7KZ?@tGZhfEb9w2uG}WPO{m5AVr)Tf-{@!Eg=yLwN$Myg;P!E_? zX_wy?(;9@B@y@M>HB=?UbS%`u`k~OF6G#S0N}!7hef}(Dprs|k#;KLz9%~lv3`9=K zoAub-x=|Hdf;A%heGnP+TKsagg3qhEhKrm&Zzg!vd`&e8(8>NS@16UxnD^MeM>oC^A!d@xclGOj_dt; zz_wrPLUZ+gK%^{01O=0oX;GX`AX1$>1(#xI7E)YHgntmm0`2Ea)D2e@ovXXq_qTr# zj#m%j=)#9BRM0HQ54+k`7Y-g*)+Gz$a1a{4spzb`;nqt!W>;=bRv+phbfq1>A;I6v zQ#er1*%3_`y(tLeK2HG1@gWVOJA{09KL?ja^6x^C>{hd=l@uk*q(b;g7$}6f8`PT| zA1Q)3E=o!5zoDJm1mP9rFG)ez_Py;e61$F(aovi-6rlaLBk25sB%jrUYtaUW zG998x+5#hQh_}VjhNsh>uxl%|-$Fhg=FDtJWWwH&UlYhXK0^pHxm0vCWZSgHl;QJ% z)@`L}@I^bnREa_GLK=>5{|5-7@Nqb?y+nfANq^AeF?BV~P7brbn% z+kn^D1`35QKsB-Zg}OBwIPd>ZMF0wRx52QdyD&sYEcI3)T*lLBGoMxjW& z+2!@&O>CfJOGEc|hp?wZ8TQ)&57M_3**53|rM^=(Vo6Irru zSvRND4*D2}-9q@K!JLGvsydw{yBmZcwxiU;4&DBhmoe7Junk@^PG}^%Y+9vg^~0-g zNxP5=mYG?XUr*Y6LYtv$Ncef*cBxbjzB2d{l=5znYW%Tg`o}3!H{n(T&}KWHsOJ>^ z^Az>`d*!PwlBQn1EwYF3x=^5d^VUgaFBba>-J<&vge>ai?gVvv0!`W~Io#cCLwrtw zaFNNs8*785*G~LERJMw+}=1Ha%q5n)D11<3ojHB=|rCIgtT=MOSp1m z1OMn{ex=Zm+w_%y_C$CZ@T7n&j%5!aZ)dj`K~4yLrH(fSA=h8;m{*b#hOmQYI1ZC( z2#MT+Fc8-Db#I9WCX*^17mv??rD0yhN^CB@{_f|(@|M#(;vpgGyFqr;ok`=fg~ zT2xYq zkYUDq$H@VFnBjN>p=4Y?h()dB#x(_9!ok3x#{D7)I4}d>8@_pu6>#( zFB+1bC)Nx|IO=ktDOwtEbmddQuCB@#q)zT2+uC%HnXfUYqqeMAAXO)k%HAysI{T?h zvGW0yy6Lk#Q1+|tdWYCul_TR|Gls^>Au6QeOlCq(o5Y3*`=+tu><$X${;{yMtQT+c-qyIeb z{*_Jv21KZ-zw)V)g{mW2%ZX?vv-;?E(yB5V23-~hnZu^Y$1(a);7CImD4|NuY(7gC~7p5(RQ;u(3zJZL~ z@3Tw6<|9w(5A*35f_-6-RQmY%&}{1h@DEh&Ep&Svsku7dis}psPHm|5h<+_}u&fo7 z{w~P4CYXmakpvR#l0;X#R0uwr=3UKT+nSv{j2z_Y0oz)RKC1UjO4Dxf`p6fl9y!G> ztxopdw1nh3R~vubT3>`sAsWqXjlBpB+bc;Dt%wN!g@P@Oz)_h+49z{upgoz8^G za9^`#c}Jm3LdP|0pBvj^NWw`FpT8c`SOfi*z^ zk?$K`Vk=y1zsVoSb76r&aL{G|?v{d`N~|?Dl}<~{b-Mf+U!Z+rch?;t@*#=bfT4;5-^#)g5n3s)7yEsr!;09M9Low3f0Tv;;fd8#*>(8{0 zdktQnMkjG{7vazvr7nk_l+8o5{rEx+mP`!_-3g(D6F$K)c2&RnTq%z0@ET_5D(<8W z{?-W$&q>~O5NT02j8&HbX*;IEGHG%^koyBx&)uwhBt7TO1M@!lTICyk1oq7c#M+C1cw-=&07P7pn_=-}E{UYDk!z2(wT42A5Hs5P%S*2XwYoJ!_=LfT@07 zaJ!HPY5noowBP&rz`2rO3y@$qAm!S;Lzm~!zJZ9_YX<}smry~54hCh}ekxVr3!=}|a;G+#nQR}d|y zbM9RXmK8qLi*-D7sP3|Ay15x@NPE9Hta@bXek2KU9C9CApaT5fU*EFz)+@VdzFWLE zq{fo@efu%WG50FZy9n4xz7UovG$+4w z6cFKkxOekI{N<}7Wvx9@x>rZD=kb5YvrKpbvG388Oe$pxVt-57^}5LPYwI%m?@`++ zY{@J(GpD9_CWk+KYz!L=7g-p(855b=1J8PB?Ir5I+j6j$Fx~+;%@iKJyoI{YHD3$5 z>n0ULzR8OGvB;$tr89`@3Q5*CoTg!eV_IT^=Q4UXwd~o=l;&THM5BgpX|PMZFD7X| zdptIXi@kH*q^?kyqI`EsgtVYy|LK;yqDX2S>3~6s8ZwN=I`vn*hA&h1@{0EEe&~cy zm+|XD zLUlD|hD;SGu?)w)3a6Wl33D`7Uzk$wzaOuYDAJ4HEzb-u+|$Lc%L*T++H=Xg|3Zl+ z{ULcEf~&EDPP;z2Z}7Z)(pY$1fJrdD2$fCP?DtJC)82_nSzIz+xz6a>pZJK+!gU$f zy?rX5Im;WP?I$A-j24Atrofd|Uxnv}bolo+D=m)Pmmc9B^h7-$p_spP+CV|UA3x{a zis!uh{93?VdZhPnN}voLs^YJ_3N}@>C+$8-vF&}IQN(T7Nk0F1JPM1KkmJkFkVc7N zNCK)R_aDXtdF@l4?1h;!5KH~+sCnV6#f(z+fR@9Z*nTT{qPXFN|LvPE{^Rb;-)XR8 z!U`P#(Q6_r+BG#92vr|X(N@u$NuvK={_=p?HQsXGsDFC~5PRN*g=CF!l*)R|zc z5ofWUrD!NMRvZW_4ggQB$Y zi1b;eGve8)*$5J$D68>^DWX*u?fK=@GYOV!8ZnEiPJE0^Ub7yKrHXZR)KYHmsv3UA zDrfoyW9h{-4i+o!4s|ippp%^G!&JL^2IqvXimRW%D+ljke7&&1IpL^9D`^igkQUc( zi3r)-(2{jBgscu;F+wqIHzt3jiVk^ z9i8bLncnemP#sRjbyQqg5u(Wke0mj}%F;y8L9ew+j*)pO{+rggqwxtG>6256L=;O( znGJNhL!*Moi21%TB;qbX;!jrzq9rMT=nF%B2@X&E(0~PUX~);YnN_@c=AgnPp+(6TETS2i#5*?omg*J`G5I=%)Q!myCyxC%!dvb>UH52X#&mzdZ4 z7lrgMYMP*pG1veDnB`;jApQr2;Y9EL%bT>7?0IT_T_dDkIA(hkKWN{rHq-{#FYu;BzP(kd$(HedOruw|-%j{Xll=6Y!Q8>Jf zGVmk34cc4J<_r3`WZF%we3(d8$-~7zi-S4#%yT4?n*lG&)Bo56gY$nFc zYgpRo?xEf%&fUZ(cFAlvhwViuz#X$Pw;{3zhZ)jL>XQ|98qWtJ9CleniK3nbK>v{< z?K)!j**c+o@QhsT5z_I$)PE6cNW|LCs1tBrgAS@e6STp&SO#8^c7TVwD2_=V0@tqS zba500x?e8(bzWh{tl?;cHjiQeT zQ9qZJ1O}QMU}GK5<`%N{X9s58ZHo3CsxO)w2Z?m&HEn)A?DN;2qsrW+_a*J=&FtM; z)*6R7-hQ<`yqfuAcbaWJ^a-40!+E|@lx|Cs)l*%z$t5#y)#Q%&a4C39@Qa9m6cXJR zpQC%tb98_Gw5wW)jC3BP0Mg;1YW|Aufa&;CbRXJ`63ZCG*5uyK!Q$np)$hp3qyV)c zN6Lt+g*Zf7$|voO8u2DwRK_G3yG)kJ#d=I=mdChHV4+-e6ND45P)G(78`uE*VR)31 zvNIHv?#)Y=r-CMEpI*INmTc(0J->GE4%t!9M|7FsDl~qCydSHT>!%ue+HE%W(MsRJ zPICe$M71)cl0=PHeWD;YUu7`rTknATOnlVdIOoSA&U44?pF1B1N8kH?)f&Vr^uppE z+tIUjZ~yf(IY+)==4v?NI6Xgqs<^ml7W-3GCHoVJ+4QpgHd>Sn&Jk(pw8*! zfa}fl5NAqlHBgpw_GhLsNI(F+rjqmZP&~(O@;Z+@ErU;Qt!%1Y>c=`l0z)DZzrN%5 z?M!FLf29A&tgHVnjsVRv*>T_JTl8>~OHY02vG=W+#h-GbZ&Z`fHStHQn%+)5GuQe$ z&r5Y}FE)?)PJ5mZCjpWXUeh$Ea!^^lhD2>hRF0e82U6|I8Jx?zf@?Z4wcnWrX@gdI zFfyy-BbG+vu+YlFDaV?HDV^&*%}x$5yGHPrkPJ~-N+-m2Ch2E73a*N}aE&|2u(;SE zF}#g$*6_7IM@2^xx%5$Rgj|1MJy#YxRTITq*s;~aCom*rqq5k9`Hi}!ea0zY)eT|j z_Xl#_#x=tFWzNGnSDTDOG_Iz8=h z2XucR#a4Qki>v{KamPJ$us%HTbch)#jwq4=e^)7)B`Mb2cMUHN*)$(9LqES!GJ~(U zIHs#m#+|U&Ii=)~GdZFYeJCmoPXq@LK-}Fih#3PSog3-GIvINzqmLSCy7I&6x7d!@ zzp(ayU?crvlkulL#2W+wJTu)EsVVpUtgml>ZuJn6;)TJLKxF#jO@Bk^#qbgtl{@U_ zLSKt>vcvZ+A?z!~UYia)nEuX#zWPEJFATmEQ^uO1s{{#%oDRTGZhzH4?*K`|+oA=?Zm=+a*trst zTaJ)+K3WeE6tSoD5nyA{>9GHn1knbrIB?-Da|gCgAcsX8wL_ZEmh}s^Ksuo)5stq# z0sp0nz&S4LRA~*lpc`M-0J2YW?qAM<#Ca5UFCz_4G*f*N2asr%4PkdjvL<00BzZ^& zgP5v77_)r-R8FdQjQ&0vUNRiMa&aB<700CLEALM-{6^`veza=@DiyTC9ZKN1+CZ`C ztKA7;oZ5(d(eXT=_F@3`+eC!IAk)V(SbF%%Hu?NTylo*}4{?g*p+OIzQ_<;OfEH}a zW{wzttBLq~ek=k*O?!SyppWme%7fD67~^cIo4Y3)#)$%d8ARBcU4j~G0AJLGFz=0U z*v1nD5N@k1tdC8HEg294tp*L=pw%6nL?2rY@6!^9U-7ec1JVWUd{$j*^WP7ga9xi{ zDozkdJC>~B9y{_^Mq}q>QL6aIPthAOObLEwPxNh>wc|0_E`^5sGeIIo1nO~_XV5cOf9gp`z#kv z;B3~Nci1kx0+O|tb~aNEcBgLS^;Yq>t}nl4%N2m7OD)`-^31aYz;0^{xDUxqDjHws zvhLTZ$lvK5xu@}iJ`K|vwOJcskD|Ag}`n@Fv33IG!c zs_HqM$2nU^PZ0TuzWdEiBne%JSN~yRRy-4R%tior$5lIMS{bXdoev#0jq;0(bh;(% zmmm<)tQpxQd_@{1r5cBX_~!wM3-5$=V+E_jCN>TDSuM*U{>$ri9&gNa&WEuuPq6FI zMN{*ZBWp_gPc7pRM~%p&NpU~GD9I#51sLa8?2YGhUh&H042of8)6#7)JRhA4j9oCy z{SlxhKN!MDFZpRplb?|*ujtQ2^cO~R7W-hq-4a^&xnA`lHsQq;YV&tJWf6jhKLx6P zbw!-C71MucaL*C z+o1G@UOr%MwfR9qCaj^$sW?_n)LrTD3e{N^e5{nw)UG zIgWCdTQ8*V23G_?Om*CpcHU|ElpdvE+)`-R;u8O*kA!oA^C8eLEIF{hRTg>O6e(&F zofp#3-ry)V3fs(BANN?FSDrZLL3vabx}Z0K6V_ujS-$0#ot(OF@W~bBqYnW=ukK_u zxT}`2O!uO6@IJPuu}AXo$9=)&H|dyNW%QE6KV}m{7AKFgy_!HR{$O5gMxxM19b6V0 z_cPCrKf;j9?l9ic6oTx!wiJeNGNTxtc?B@Vxj;l+&6Nxpv&GXfh_hw9!M z{rZ&GqgTmr39l?ij+ok_0aL~O986py^PSisoJv^Hfdq|oT)MM+xl@pCG1Az(>DrfSbH;#G@QE} zF2xjtkZ$5)F6C^A$iw*24~@jpPDM_u9%gA)a#{;p)zUcU=F0gjtoOcLD&59~G5pOD z#=A2G8xxAJSjH;{{C@$eoB>enEnl|WXcM~YHfqCv={DFYZ-jT6#sMz^^;`q{a z3$AL9&#E{gApdD#@9~v{ePEDU$WrZ)3{#yccVDBl)`(>Oq1B#&*?YReylIud-0@zM-?PVS_?P=PUPiK5^0?Z0CI%bH8vglhiv< zAWZ!rC}2MIb#b2NV0$3brs4E*^_?TDTzfw_0Oh{+4EP#GhD{(~mpfrK`>4%Prl{jc z&+A_-s30(G6#B$5>M&nh|cC|{r z{mss3K&T+M$I($#|LZ@QebYPGJMX4GNys~o`ZU#7+-zFLvf3>g)oD{NY&UAx+6U}` zb|fwrW&x`dXU)11pt{w>)2{t(byciadYYX4t#TME_=bPSGl-nCktq{V#O0&?#$wc2 zi&R+AES`ciTf-Ug?QPRpn_O{BGbeT9@mT)GpYiXbD3b0jmx`rXf*Y>x$mBF{cfRL~ zSPq@ok0R>1BV6u`BAVR0xH9hi@NnAWZCs$cw+5z)&H8V%&f4{WNRgkJ6zGT*jlvh^ z9Iq9d1oW#CihH1R&`s;I$fBUHNZH?gVt}>Y<=ME3s9BjPtgm-XsacsUoDg!Yty!5$ zlB%d#aZ;RfUO*p7NR&=RB^JW(d#Qu*rINWf`t22YKU^T=F6yk*6z$z;R16 zqA=ie42@BDyo^YGw$e%U(wF zyN;lyhO0n=BCP7%AUcCg#_kl)eOa4N>*36U^Drys_(?2SnPhUlME1&XG1 zv22mMo-p0}tEd$BmN32Rk>XPL4Q&s*{cfQ7ZhIyy?0Te$78 zQDB4>dVc_6g~2}zVTI8@1!0BBzZhYK*}K_ynZB&c27GR`kwmHbUolaSC@sJTeLfq4z5{~`MmHbSpwgTT*-qZO+((k#{1} zPoLq1~By zaLhV+^HTGT)tuwCY1?Z-s7mGgE1 zXd{f7$L3;Y{`2EnNkPw~cmML5sHUx&_YFJeq3Ps3!Pod}QoGgRba#)k8XVWVyA-#d zrG8!LjgLacyfGr(qg}~+CT8ZBHf5(8x8&x6!eK+B7oYd|CQetnNDpUnZ%UWKvJOlQ z_a6Y?nwy%jnHkzQ zzfB~&eB2A?Jl2Cww03~(YlEL3gj#Jt$dDg*vOjHXj~ilx;9-cLUN2UGhid(2a~rJ+ z+1!@%Z_rW|)07&vilN58UZte6sy)MnJX+NDL}*eKSM5wpI?NS0nDmjG&rHPVnom?1 zg$e9w^^pUZx1iSVs6?frhZO0)QaXmf{JT|b6$#Xx+M&zFajvtl8?Z_JrM<`y{}BHc z|9t6zDPVu(_$5>g1yB|#9KX+Nx&PWns=BR>sa0vE*;f~1wD(i%=PZvsef4(*JbaNY z2L`*n(~qfhC+gKaONF((MO@L^$gJiYdPSS{Qxr`CiFyMe#bJ=Q`|iAXV@B#mOu;Ut zm6;>{1z>ZFFJVM1a@ruvLKcbZF*);?8s6AkO2Dy%X%SN)AkrrZjP7C$0*jwpG6&b8X*d+jBZ_LjCG+6z6~*VLf7zLHC*u; zllMqSdqT*iAt#q4ayF4vRu_scK{0m`3_OB{L4Ko!T3_wDg4fk$O9$RaT3`fmU}S<~ z)`3D|&Q%^2w~05B!G4|SkfTZFo;hygjw#vFu{V-#!pw)qiY|UM*JvR`Bh(2}ucsUl zsE@cfSenfAamh|tM14o_>xH5Yk;7T~1Hk68h7$95Z*ay|1ra1huy8z3(^(E7y>Rrm zFp!^5=LjG=S%CT(hhL8toJQ5O)y+P;3g|)(G<|>LZ+5st4m7bMX>vHc&ScOdI9EL= z5K749WDSV3J1)@*TIny+zH6SqiXw0XBURYw?4KysWhauh@oDjS@t?F~j}x|1qZ>-x z{q}<{ki=1m>tZ+o!J4xNHg4;y?Vp1%+vDDlba%p%OH^h?E9fA$XrXs7U_<})9TW$2nw{iO^s)O_5_Sq`C08CSI!G92F~G{Oc<4KcE;UySj2 zs;m-pn(9N2^I#=PQ6T$CGSYTt`5*?-7z0dmj$jU1eTrGW;58>Dp+g|`?BxCW*Mc@o z9z)Xlkv2{~F9LQt4^3|x4Nu}dcCVzTv&@cXHPQcvnl~K88UftX-<0;-bV=VJcC!bK ztxkC`x4)b;Bm~8^h*Ur}!Y64?ZDKn(LBBUNd|p{}@HwRWm{`NH>C4|`y^sM)V7Mm@ z-~>4W?)m)F<65OgjLC21U!Trk{D`0O@Gm%F_)J!Hx0Yr(3923$tlR(edD4V}x?EnH zM{TZPN<>C*uL^i+a?G3P9Lf}-a05BY?Cd0Lkt`urHxRaJF`oCOJ!~a^I?C+9y~agf z;g?-=PHb7Skrq<*?{vZ-t^shFAg2b)Uo2We2s;m^eOyZk!j_>tg3vv}Kv$f`Cm4zN z3PWO|i+)B|FA+{`3Ocz7yI2U@$>NS1W)jqPjgGFC5A(Ybr3VgvQ&7-XpYUKH%qK7~ z*>YAUU)8ST%hS1;)7!sN>8r15RPx91Nf)!g-wg$Zj{T>(SO*Oh}F*Pr{H z+No;t^>Q|Q*KHp>HqGm5Q-;0zrq&-T@)mX$z|p*V6}P=9u=jI)mQ6)0DW^tR%^7=3 z;0XtJFcA~L0xVfvKRW6=q&z+fCnp&=AR0p|h!3@}0CZs19psB6q~~AH6aCj-^x^~L zg^k!Ico?FmAUyiwpDn4Y^~VXaZnjsSO}ms@CSfeORr3Qr5Y0liq}yQaKsH80OQLRr zHwFG$Qf3vFZ!B$?#RLo2wBZVKzWG;jNr0<4w64_2Y3%tB7Q650y z6OV0qz0(DMP_HpruB$kY#dOZl1SCHDU!Duy{BSHw*q<>PgWG-k6vj{lU4X00LX=l|(G1lP zX0y$hrykGIU6oL`?a)!vtI~_R1>g_NP_vWddsV4++dtTA7L#L-?Nr)?;Jxqf2{7bu zBO3Z^=Ef~J!S$ND26qP}XQfKIM#-XJwE3&ICMgYFZa{9b%SBt8RM~gu$Gow4o5+tG zfa-S4(Zhqb=#QzMHT$FmG^t$LlwHSafUx!!;}3#!V=96ucma1t%0p1p1prUY6U?p4 z{h3$gQ!=_xnR(v?#v9Vjb)f=>Umn`Htg0LFUN;vaF!AkaIVaffUzf=XvASvuEutI< zh|ToXT}0=hvoS`x7l0otdKk;zUz88Rs{g*v?LLfxEx7!}7(=X#UUv91!q=o4!GoH+ zpjiUNWCK4p6}>XHgYgqZBfwTUo<7O^c&jY)Y1fXQPK3dJJX_vg0gc{%Joh1C^M}i> zYH{9}*6ELNm1zL<48EV=t8M?%|=IKO-I%XM7 zA$19BR?)P(^IXL?+M5a!qvDMTvh~Or@pZf;*Y}D)bAfUhg}aD~VZaYRNq1@~!^fk- z$qu%OuJA0=zLfQNZB!c2;wH~`AC*X%m95Q|A-VsevKoI1+49IQ%~sa2*?kbaH&@Ru z%(=<48}3FgjF}OQMZcLz-I&l~N;<0?`|a3ZH@YOx{Zm>IeQc|}&J9oXYn;bic}7rD z(_HlI7Izb+!wncP1-y3GVM^0s>kl_W0D^RZP9L!~-fMW9UnqW>hZC!BDA0xHs~kH# z-EzqvTd_Y zKU!a|xH3G2mrAtSjb5BGnBKRh?6_c*+1_PCq?sqyU~e*ayt;3{cn?TFF|eyZ)pOS^ zA%~^~4ZUVQYK|!`tMsyG`{pQDi0;&Us@S=4A6Mbf-qq|w#%fHq)r#`dGf%(&uI-PT4X)}Zn*9gh#dc=x`chHj-3^C6~X zp$0yUp-*eqs15dJn>l=z+5!#HKb6btG(#bbM_Ul6*Uk(p%;k5pvd>aiU?KYFdkC=o zNfZv7lXpj8+9J;|=m;p|@ir9MYx)R-em4~h1faKB;m3P(iU^mL_B7lj;aAG|!-TkK z^-HI8y3gt#5(q zxp_wYHt;5l=56Rr1kKyXoAoqrV{V?fUNLxpHVg9QehUso`*+zRiz^Wi(3V$HAE2$S z6g)s%U#Wk9esQIz32j3&*@U*G*=R!B(VR7b_%>NHTFPN~%OmOS_RL+qfbF@vJ^|am z?&X3vuD}@m#;zb3{ibZkLT=%@;I5#e&eHWFh~nn$@1-dNQ>MWZzcB&r{W`ytlfEr#Ok-)-Nf#%tfeEM~8_P!z!S z-`a4mqLYF!9BK}a)62C-Zk??%EcfaXXl2t0N7rIMu(2q( z@xCVwHC$Eo8y4f8LXX9|_@DkHV?~v@UVnV9J<(!jn!D#dd+yO zv#E2T^PIAaon&u!f2}+F?#i8>y{i5vo26S)T#jE682VH$6)+pkU-o4Fg=769&I+sk z5Bv1`vjj9g?)CFc%`^N<`G1jO9_e3@VxG2}KdQ+kr-D_I5Q*O6Wo9-XE4*7&$YgS7Ay{rA=H$}wqdaCtJD!cRl} z$j12b*-tLH@wL6zL`P;VK$O#}14VC=#ACnz%quCLp?mcaqW9Vuo>k~r^95{}HJ>0P zF-s=nBmSzKhBy?&HQhf%yT5P&TJ!^kDeviyGg2LbkZXG^CPYpiY zA6e^ZAL8|!C|}C33UxT*4~zHsDYN{Bxg=P7`(4{*36u02!gBAbTdn~k)42^jnpFw4J{bZJcpy+>89sCgj z=mlp35qWKQL9@|m`%7S-{6D(joPX&`*M1u&$n^&)ec!&8o_6#DM_~6uh8ZD8t10Zl zjAAYSuSii<0&HglU?nKz_~#4<`970gKicS*?(`FU2^l!~R6E;VUsR^C~Wm&oLmC zmZn9=wnap!h+0)F%sRQ@&UVao5+lk%V+y%q`WUewkqBdg?ABOlS25ixe;6Z8JL20G zOT--Ic5Gl@c6F8bh#h43Q#&yf24zdf!s`C}dH6z#Zg8oX z;>i^eQ;5Bi5ep%E8bYg<@5wIcF~$1SG@56uXHR*bV=f=^pug(>aioBKYOY@B#RW(jPY8Lg&q)?|;G@1-e3 zp=R$Q!mVrHQlROd23ryrU*2rFRL}(epj^>6L}ui|W}mLLy-94D1F6|Sdic}~%~=pF zhB3RbQ%y+PS-Hn1s!{R4_^9W* zcRy=ojbT=Z`L-+o+Xcb|4kf=$kA~I$)bqe2c9;gX2)>R2lH1)MHkWajR2dDbiRU=k6i6H|D|F zX00Fm5_*0=ADoHjEMfkhGk<2{1a^WylW-pXrINoU;U^c&L}<`PkIF=! zI5*R{_~6gP8oRt=fm8KwDp55O3tzMh7;kgVPXgs*)`)G}*_+el3} zzIP56W*R5V({f&iP2&g;*^@Hb^tkpM)ko@)FQ#=9+A|RpZZ3Kwup5jdVmjT@z^5$h z{jHBztumQZ#d`vsl~k+z2w4<0VO7lKB?ZL=)^?#U?FrTFH&%OI>46~I%M@ckV&F;k z%Pb!LSm)n*eVmogx?PUhC_?cE_RwF^)!oj9UknGnl^2NYb$$&G|3qEqFVk8$n4h>A z#`oN_2g5a)hmT@7vRf#H4E!*30k+pt*-j3jjy8)uxRx!6HId%S{X}=vdStI=hJNnL ztfcAMX44DlA}Rc-K2JG6^xfgz)Ghfk%_a3c&9P`3>DYq)=pmX}9bLV}PkUZGo^O~% zhD|a8`{>K&6CHGR*kx?5e&Vr@2+A%$L5M)CZ^7GJ{u_|OCrMW@Y%AM^u*V=wk!AVSR@Dz8;ESFyyX$eC| zwcW~UWi%GL%LbC!Xhuy~&bf;htd)04KZ0t6*!g)7*X8h3O}x*!i)jS>A@P-CGRqU> zCBd}d{vQ-J!+8PZ$+xkce7AOTxYVo_PHI1pz`FS|DT1V zb^c0QFUVR6GQ9B-WUZJ$vo1J|!gRxL?l4dzNsRH^iYV+DC?)@vnni%VL+Y4wP9x!6 zR;Jtc!uJzfU{68~@$ZHWSQ&x7Fg;-H>fd5WG85W!DkNDbAvl$2J&7=4P-18ZLo4CD z$ZNlKV5}pw`_9vXNIL_=(#yV@n7^luT4OIQ5P$R(q^I0|R*8tB4|>D^5DMnN7v$Pc{U!ouDBILt(ly@(j#kqT_~xW9JrtlC?o ziiX9B%MJGy3PtQ0hu-qcv?ZmAnOohtwwYoYqyLE zbt0E5q5`Qw0DEd94#*tYu94zyxc&=d9S(;mthK=yT0r{H6k*Y|W^kefxj10N+kxp- zc}Kmq?*G;^3%Sn?G9z1ViAi1$_IEl%xgO&VIPd7Jlm^A2ctY8m zA4hq3W<8+SI+v%%CgnG5u^hpcz0J30*iPBOfrq|AH9JSsmR-z{U?N=5Mlk*wB(0EL zxb&EI?yR+^@%tm^uAGI>&F1L+Xcwnx!q*B3EyhhSB`s*A0qk2v#=}!QXuP*MzHL)8 zG{GHjU|YLpmqF5seDRfY(pY3%C2mF~Q<4)syHxgZdYo66x5-_b*YV%o8mICLSdZ4!-Y(%_&KBSxLgu z6$kA{)zXI_lFJT8hxRkM=4fXtq)sR2_X}trR`$|VY!*6ac&c`HZi938T+MhwIxX^%{C&-)^W5^Bd47K!j+wi8oi%I&YQlQUei|xx%bwpH zNOU=$-wg(T-QQF8D4!VG^-SH|ONRqRDZ-}{)K2G&|67O_LFt7 zKWV8Z2VH!=ez|>XTR>Y}R{~cB`{$4l1DD*8@dGpU`9T9mUDfe;N%z#8ahoRd{HDk+ zckHoit6TvCpXa0JJNF?!B7bNVn{|I+BTX_Tu85_F(C)ILdLHH75oJN~=<01e1vph( zH&`@Jb4r=uTm7*d8(;a-oR{YdJSQf+Ys)1Cy7Flb>=*QpwI0*GXkw##oS>knIjfh~ zmhHsMD{vZ6z{bapyoU(J2#A9@kPIGRpUc0@i0te7Hvc=TvWZ;t_;%f6MFYE#?ug1k z`DM*-^AC-l?&M}w_S}=#gHr4I!~*ukw~$%<9QJoxhe%yo%=E^WGWO&Yci6+lol5VN z(=7$*&dzE;Gb?nWr+y|`*dM1H8WhFdto9*DwA5lKMkl~^mW@~KVqiag% zJbQ5a1GpFFzv~x~c-54_&M7dmPtwGUcz5<`xb=_VO}XBdykUDIT*mFXy8uX5l=O++ z2m-O6P>{vQ&yfZG^eLVv^t^Khsf=>PWJ+tz+z~;W^jdF-)*cWBwm_P+{GFbB3V&mg z9od&c{_>necxj;(axRv||3-W}<6kN0KT-vEHH;Zlt>!)suV=Wpzh!8?r6cyr(@7a1 zdSTlnWC5ZT*PCt+ehT(YY$Y#lZ=ic(L@gn93qjY$8D@Ibj^V~3IFh0dB8;!|Ff`Pn zwf~mVY5gvh`#Mhr5oHzXnx}EBjap$VEpYvi+-&S*ctw#vWZ;~(osPM=}-e%IYzQ}8~5GtlP*}818 zEfo=D_(T?utC(Pw-wzCBK3$roWoY6uF{J4#x=L-tpnKOJr0D~97+OMSnW32wrTf#KO} z@`R}AYX;;NKwoEy_nRzY z*Qg=ohcF-XTbo9tZ?h6O(dYcyj|tkI`YFvz+ZW0Jh+?-2>j3!1*jal#$B85&(X+jf zI(cHJ=gJ-jCCn;wLnCH>fuc})@%7b1Mv0l1_vKRB*%)G{TpxZ%U|;*!~e8s22hZ;o=> z*4ufWvVt0g+&ubKv#G72gVfYi`ZX`Ci|Jk#$K__BzmwDgESO#h?4lDsc88LZST^%m%E)ow=?Futs)!?Y%(ecgrrt3U z6LA2q7bu&L9@g=Ew+Jcpob_96D|jcre2C8Kdf8Lyl_sTt<|9-~tM*=aujq_Q(9b*hFxj(4|2cY}OGeap^Kk0yQ*95-V5mkn zI(A~s66`xX2(t&`LML7_N{EfDE;Go<*zQb?IJVqI;pecE34_4UIJBMv z5N^q6W55zVm(hFSDu(h_dl9Uh-qZ%Y(*IO)MeY1enqPjHG4=u7}OEu0N-csdc+#K;E&0Udo z+g@n7Gm3q7(ro^a)tco@$-ZuDx9*=sU?=5ccj)YC@eqVo9HBo zH{6J}cj?bxUwHGyB_qu~#o)L0#L^eZnxZ9x4>e46b*pWk3HA4_s!_yc0>BZtg|~#bH@2?I z*Lmp}dKb+djUz_$^WeFQ-nR~GL%Ltf-BPS?9Qm!v-Q!4_+CO#{j3>q47o+{9U9;mv z`#OOcM2F&-D{1?7Hc7g!VMwg2q_$s?G)BoIrPT}tQ+A{yU&|{zlXCpsdyqVQn+d%` zGj0h|1_Sn2bJ8^fW&pe4ALRxCGxl2jiHEMV0mvB<-?FZ|3=vk|-t*KZW*>cATWam= zxmg{>)0a7=SXj5jP2TEovN}q<=yQq)Yg+x1y0P&_;A%yNPPem0$8Ai61s+d^qg2*< zt##y5Lh{v5VYE{59W;88)@9t?ar|heF1H(e$=)3`)RT4dQ^dfbfy=Z%z~{9!i)Y|6 z(+a6wY7XV|=nYOd^rx;vZxKPOw`ZtfdofCzxZ9stp=UEP$}pdnzycq1FvRz0ixMia zJHrRtTWGh$EcHZAp?lMyQ`;Fb@UuBlFOpy=bSG&GMFmI9%cmiHIwGH*qE#=|5p3mL z+Vs1GpuC3!+Nfe3@P9g8!e0HjcnL;zZwLp&{i+@ht#c`baI4~`7i8A?z6-Qv^Ys!u zXcK?tW)K#ChB*jAFvAiAC759i;v<;3_5DQRG9R;#K#TYPZ+Phb1wM2R4~71}!9$}v z|5tbj_18eQfc>w)_JbG5o_jya0v}X}8W_7id=M;x5>T7o{;o z<8;7(gGH);(GD-*Ap|t@{MABYfAYzHauTQi2Pg3_?8r`RiqCqo#=7}PJNiH1q`xqs zzd@ts&C(0-DAb|AY#KPnkp7@X@H3=Wy!#@Ow~JF4O4T>^||ig5BcuArsrO5NeEI#emvH??#h!RQiCq+8yFJ-T;{|J915nii*9lh z9)B{=O4I*9zX<2;`e32d!3#T@6O{D&;vg6kA-MrB1SDAAoj#AVa~x#UhwXl?i{M>H zW|w|PZy#vYOw_|ucGOPLpFLAh>(%-ahtn@7pFA6yTPt>3Ui11YvZ&=9R*EbwNED5e|$;~4U>28)# zefICfQ>7w%5FEB^pbq+r?;ew(|7=Jw_N&lJD>H$IjeI4Q99E<_>x{MXdd;F_VP$lOH-0aZIlz= zfa@dOs#MiK?YIwMC>CZbRb!F}K5}0~KR9BRtsIkS0NrxK^Q(%_cFSeM(vLn!@a@`T^j4WXDfOm82hQFT%Dt zn0Uibv?c!1=q$alQ)FnL_md6>;Kh>=f{~z@_fzz-wL=YW(HfUnK>+Cl1dxVT(p_wV zY)u~f$eS|6%+}weOT0EkYINC-f1&-Z&MbmD^Dyu`dsYh`-CW|0DdKcLqGFy`7rIyn78n2DC#Ckjeg-vQN35(ox-G;qe(^+JAS#@5c&;P8$Z{aJN3rYrRr#LU@oK4ni(5vqW$zV_FSknxwk{`c^Y+VBV49 zG1=t}ws|oA?b@L6jj^9C0I}Gs1b(*EAI-Sj_rpP-BM*&ym5Ogkq*Ras=-u5iW+o`c zwJ9PewQXlwYrh;Z{nq0JGXV(h6jQMdhcFI@ijd9Rei|Z;ICn)h-4!t=0bP-bVqvDU z*3_BGe9Y9Q;sGF7Hyprj(124Lc4xcmkH<5dbojLs=tTdSkwPMJP}A@{NH+LsWZW``Y%06|5ML}8mdLDiWqT}j@*LY>iv>7j;NC& zU>>x9o#2CHgH?Ps(Dx^$5$~#$6(_-fY~-NqV3otF{LAZr%;st(`%xZbv*AH4^&9jx zjp-M8jp4&VH9s5hh9h8sqWaazGB6CV4f zD;sSZQbCL!4Bp$i=W%*XhM>!{K>^st`0UM1XuUl&riBHlS5h@sQYJY<+VrwdKF4`= z_&#-9{N;?Bxs%k7B8n{)YX<}MEDF@`I0)5w9pkxAVeZM~IMo@6*6c5bE^|u+8J4WR)48zy-bT?*R7b8Plci z_2IQqmsERu`-!ZtwJ-xdWoh-!>chG6aqHytNngB*Lk5_pbl%x!ryx)Yc0Jdygi*$``49F)`dn?b##U9ZhU;+ z78RYT%9akiWA6{VTt`*~f6FHgWDf}%3hp0O?2as2F0R#==A*ue^!vDNR?Uxib(f1I zOjf+GufxN(yH7h%3S0+Iw8BUKZ?hP>l0Zj_a}%h=|H~#GR<^xi4su*8GT)IhS95-N z;gx7*O7&1bx=ko#>&4^elpSB+s@WMS>fC0x-1tN@W5;O zE^~`ovoR!GBp^}T@ypx9@H?LgA0)qDlr%57^JvS2q~8UO+Vo9xpL7?s`(LQhs z$hW6|&YvIqsk4@E^TX#((~4{=-jq6ts&D3YUDcHI2_l7h^?IJt{OSg0(L?GR1FC9O zLnncnO8cA+>r$$onj^CLv!w%S4wxA(_pscKk*u}Oef3?6!+a~9(k$!cg;_w^f zCp^8X?&kMk`9+QkX-}(!&sFMKXNzY`vh%I;)E#^=3GezPZo5#-bun~w<2(l01zk!` z{;UNg&%EN|Ye#R4F*w=1>MOMBc>hfEZ+B-J)fir^eFf<4?4=Y_L$X zHqRJ2&2ifhMgoahdTS@eSADwN9S$#CWMga>I>L}~v6%Q^{B1it!KI+h7XI+^VcL%_ zmLayrDn6Q~O!`hX*Oj<~Hfa;@%l~KvYb$x~E!*8G@t1X~X_Km+Jy8%UzPWMt?wbho zeTIH;(ZP$Ie9xk*bpwF^N|e|9p_$&M@tF^P&#g7mB(a4+s2D;F#uwWfNm~@rGcu6F zgH3s|_ya}ALiKSTyR&`2^CR8=jn)l#{=@M6#C9B)R@8q;+5at7Gp7}5{o_-3vx)Mn zK53$tS4*vCZc?@CgQz{_uGp&rv@A&sF#L-Bz!;~!WrASPl%S@!k$k&LY|wQrih82|4qtpIOv4D7BS7{1Tf?l160&TbYuL1HN9;h zTVSzu@=~UEb_|6Wq3Up$_P8GvQ}cbPH?rIJ@HJ++e^p-5EymluO*lYE@IAY?Rb_jX zM#C7)y@3O+3cPF06j}|X;HU|bf+T-0+ZGZx6VZc=H!@oF}f zO?4j81=DX#$}S|A`xK2X)E+1-h*z8vkF+||)JJwjL)y38@|sTggCk8Cd0Pnd0_-Yr zl*S|UZ)5p?2A+JE-@1GjgpVOb&8CU5Gu>&o_MoN{qX29ic?aiqhl9HK-y{`LxSNP> zG$W)U$j-uK(2^0;h8_x168Li-5REw*tx)AzT)i-BJ^%Ged}lw3I;+gV%Mj9y%AKG0 zaysZw0|`2lYI_LrCQS-FTZ=wuNpA-voq5Wr=5Q&q6o3noaYqoMk?5)F3WYhOawS{X zJ5|gF3#2T@n`uZwJCxP*qSMOcy5|cP1f`2TprU&Np+rF z>|||yD}d>Rd(l=Nrk-LDQ>a6!g68UvO?0b8?A3YOWIz{ZN!u6r3Z2dG@H8QZjalnM zgJO^6kj%_34W9Z^mk!YPX;B-O;GX*;E<2StPijCUEA{F?%nFwcw`;igLJ|9uva9Mx zv2(0Xi`wFN?$n&rca(-M>Zu60x^1_1#d90hn{DImf;ktTtNAqd;j?{hX49yro2KYr zFL|F-a}}^mDJ`1s%oqUPkYo6wkThI(xe`~nfUVHHHO$sa`#M@&$5l@c@O6I zr?CRBy)k%fg?9Uxm#Zk7IpONa_E~u(3;eXMwz+yz*TdUrH!+MEoSq;t1ec z9e)qh>x|Tu#O&AWirHj#hSzpgyDR;qK;Eg*!rBXKO=`p6O{|%s684+sN&-*U>b~b_ z-u50DsyB(7@n~kY9~$c4UwOt zPc>i6dZpn9R9D%Cl=YCf7yKfh zl1S+$s!)`6Do9hU5Z-NPe6C!(s#Lx6*{@QR=4gVOv<2Ci!GTbx>yXJXNL>XS`X0gP zPF!&7Ih5uzt)s}cRQnzxJ_wzY;-92`P^!#U5IlOJF58@#uG(q^Qk@)~rao7eZzC#Gj->R=48fyNq|%e?;>> z-Purkk*0bWAl8B0jZ)x@*=+%W$&w|KcCozYvD$9oQ}YR#jQZb_)(!a9mooGr75mcG z@*L}&BQY9MU`cD{52Id}z{;QDieugKDo&rE2~P`mxTz&xnsZQ1Ja%3j?5c5kG``fC zzYKFosq9TS(Pq8jlp$CVzq`Qelpz|~ww*c^L^$CoMA~1^%(S=I3yhs^6?y#pB){$k zhHV5#`Oj9%RNXgOANq`^?`Bn#sLIE|1<-hghi$V1F@C8~a4?*&5aB$xr>=gS11_CW-b3N|aK9?RLu+61CEO~z zBmtRrxWC8LviN!l7Bq$53tXEbZn}RBOWY)L4NB4^dks#~B!A72q)Fl3?q7~iajGUh znJv@#bRWUX^2`{)%gW3?LYFm}F+!IOnSF#WTN-18NgRxQL`d9?F(M>@v5zQ8pfN_& zR@|djrU~sx!`qB@qJcG|U(!5f#Y_e@*j!GFXt2ACjA(EWvBSUa2NGZy{T8plnEY0+ zAej6%uhhp7tT6xO_xv}q8UbxN=f96^>2v+BIPCM{e`BjJ0w?daa)-b-3wOye^wIF{u7A(zn!08C^ijb_E65+!iXkLRvGivE`+FNWR2u4qp> zV_mfdU+#8HkI$u%aNCS?o_5>=+{IcUcwYsFwjp?K9l`GH9UOYn#}{eXx7xd39x*@m?m7vG?l7Y0TeF|p$>jKnx(xQGJ!*oW4>!IPkg`C*gIec z?34$mcuU7dHmgk2@_rPc^1FP?SDiQA>U=9!1CXmbF>xd7^3`ef$Z`IC8aISXm2{Rb zil-lS5U1;qkg_om)$jD#$$2&4umhCrp*@ael3$h7sY^BcEW$dF(ua$kS_)&7ou0DL za*hRkn!V>+qRX8BLc)9x5()@$=_}e8aB}|~MSHPR;-~mioWO*m{^#(%i(m*Q%$;5SI>jN0;1UBRc#1>a(0yAy zP0Cj@y6yKfzWd)N?R#XlO=a*z@ts@~v7+$2m)Se=EV|EM1dNsvNAs1G1YGqJZ&cJ$ z$&6ngRk+(qlvVqU*HyP7MHZl<>YTk3{*GGv2g`K>Gyc#=!q2HnAF=VVw1^*K_-Oqf zyR?S)_$-clZ}>W_y}yO3;iDXfZNjjSgxwzBkqHjKY|UA^>Vzv&N<>f`F6?VEQ=FZZ z!o8@cjDmdrB)@~IVzNF-FeAJbV<&IIF;`zYIbrBRXm+OS4(X~n-3L03*MbXuEf0qG zn%3reMI)6^a8Cicvbl`TAKU(OhSCQ==A8Ruc2&$@8h9;aWz4!~Lw%n;U2(5_xr1!> zgh*o+;1HivVhRYE@5`eB*2SKbAw3PI=!k$xKQinmNar~1^~DpOT|6`?L!-kSE4ohX z*4gd-j9*jPXUzMNIY2J#79#p6?X!k5esbD@2An)eIcveT;V8{3H!Y;Q>X#Ii<5^`z zb^J*A@$ztTB=y|7iMwhADxf9X4>V$-$a+SP`Inr3S?E?a75%hNHJ>1gtrrv zcTdINZHxEhJgiL@`oxi5a^VQqE4h)t-gpe-Or|In!EbLweE6g6Z>ggMDKZnvgyLYyg;ktIL%!#l zMG-{yrtKIT9O)h-yow?__B!Bu{rufB`IEpFj^r3_0hDKlgzzG}X3m&LSM9rI8LcLA zhIa9=-uf$NO$7UFwlk#Tf>TS)R|p+%a1;e7R)!=c&I*sWjx8j4uC?E1XyybDFDNjk zD4Zsn6dJ=D{erpj)Ta(7d#LyJwn3v?Cj#nXztu{A&EoKi zABQhJt|*GVo)Zh?FPH`h44SAW8>F2}A*>7yD#;CWyfd8kCLu$P)DB6Ti^WhvCz9OC zS6!6>O0};gJ^C>>r!jnP=?td<%+15(M|PvybQoK&2z%j2rK zt+j1sUPCmR>o;L4{pjJt|{eV?h6!|{RM49Lghn=2Ga`wyr@ z=8~nqSi~)tDFh@`x=Sai?vH=0eY+aed{prLMQ^qMUt0c5^uvb+6iL^0ukVO6Jq;o) z=IM1RNT$$aa|7}RtBT55ZFXpRB?ry)S7)S)Z?B|Mx!zwOxJAJB`1(tWDnpalYUR8~ zR%w`DT|4@>BOiq+JaPTq6)l?Rt@*1Sf7V=O=$pKAO2Xz7?Rv-GS#Jw?9@{>$LU|IU z=*okJs;3xH9YBqGtQYU0^x$x5e_q;OI%!@a+j5mwBHI_>y1tWEyYu0#futmo^N9X> zwLEIjc^|QIy_zrn=gEL~-^q~9kZan(>WQa{N%EKAkyQQ;*G=X@0@>3l(nn#BxE1C* zI9gsmlx-5sJ_!tp79S^fjXXG1SknHQ$~dyA4wsy9zq9*k$`~#!`MmHk;^%Qd#YlzC zif6Th)^SrA@bVX_3W9yc`OZmT*<|#i>IXLAY7bCx-b9{*i4dD(%`t)1)YMEcGpgY4iLJu<&q9;I_K?@sn}I3N2C)ETE0l+_HD zz$|?~aj+=M>PP02S-x964L}lpbDNKTYmm=Yf~0?7SPsO0*LkrjV7{n$y&&fMTM}v3 zwE?{cfkQv3Y2QyskLYO)F)5jii+7E^ug;eICNJ-%5fAb!yn{E6C-sJ0&33;={Mf)u zrvALmm-^XTxjf6_#OH7x%Z!CYF)NyYp6815<&6S%vAmrh$B3hL_n+nM8i+F{tY5(; zJ7;J4;$MPMfGb<~P*>y)^&9Qm&0#bG_iX)Wgx|)#s=Z-1>9F8(xP=hj6jj9|d9Cuk zA@QS=6E&Syq8K}G3yo?UDVHGNSLGK@Y-*9otM{wv_8L1syS-4V_hyAr^1W9r{<1wj z8-**s@>fzVj^jJ`%KCBy_CGv%9;GeN2%L=!-eHV+u|83^c*2{qj+7df^r#1ll=DoZ zU0fJSQ_1MzcNhmf+vW5{N(5_ChDByv<2sNE3F}iX4)q_N)b_dmZu*_+JgWzK!$t;$ zJO^Qb)7I>4#UyN34w%Z!n{c<@dQDo2FMV35zp{y}{mK4;OL@2jXkVtvKUrx93P_bx zv?|Xclc27K$TMx4u_)O=C)oJC;l1S0(RyN%&oxgnHdHWzIYcToa>FjypElAxZKg$& zz(P@TPm=v<>tB^Rk@d7vJ2CaN<5yl=j|)&TY)WwA2hR#Lsq1U?<7MV!=3@gdR`BBB z<0!ldUbn!D1-#e`0ro;>@L~fmR`B8|xySS`s;G64s4c5PAy#kZNZBO! zIxHT3%P|Xtjf4c1$FBY4@McMue(bgslf;sqbpF4n{6kT$kx$C@!9n&aB{FH_bmS9X z!TYOtSgMsez-8L|p-W9P0nfWEUUyl!7M6WjTiUUGxMv%lY|KbG zmN<7wf}sgFuy^iCyx51e$e@G&XbJeYDQ9wBihpZDCpQB_YH1UW`!{*^W!dW~;*U)T zp-waQ9Hr`^yPT1ln?R#G6mg&9<)*?+FP~MUSjGOJy5yL~ctruh#;C_m&j=(!=D44f46{> z0W$Z|bWN44PCe(d=|D1-De&Ex*ja51=`{?E&~#Q`4BI5mH}(EnydH6=sht9SDa&x_y#6*Z4w}Ud`873Q;qqH|PDJ;CRD*&FN76P&Gvqrg;J#3hdtfIL84Q z#Tpu7ofc1!hgiI8Z9*9EI~nx9=TGw@pSx(HJ!%OyF+RI zg&_9k8wHpx4qkjd4|5WKe7EJh?&0|L`1~mO`&!VQcVUh16j@$BBJm-J`rg94ZggGT z$%qN_kudvfmy`P5bRftN2LB=)DbqV4F->aAjn76_-47((rzVijn_w2_&2^-WcaOGr zVco%5N=^02o{ymESn5glA@`(7=+x=Xtm5feYO8a(7ACbd0gd&j_1w-{M4ZGpoSY>f zv3zy&6`BT!WcW_Mb8#peoDFk9 zPgvm?O<*g7&v$E%Lm7s48uHo8jHv)t6{n8W>zD09E4Zl)cQ(iB;d`#wHSB3gA$A># z{_1`4vKAN(29gZf52WK>W20Yz@DXA@?c%`ujEu4GN%swP$k4sJ zI6!4%6U;*9G}eRv7ho0Va92e?Lx4yz2y==hF-rDkM&{QVG z^b(v0ER=pav!U|fpEfikLz{B=E#jSp_v2tK-uRz(gH?PyTP6+Wzq)3+EW4($gL9v- z74d$B5VT>+Wf-XxbPI{N;X#KUeU)ZaRHQ5we9XNSj)N`7hY{D(Y#}`vDoK2N8<5V| z(L$h3W!P0IQXjhp+2_5ellRN^ zD9n$W=F#iE*w6c4GyHLL*%i-bgmy@>6b?AW7+^<2JaF3h;M06 zTjKE%U^c-*2DHhvz?Pt2AtA!40XuVR%OC7m8krOX)ATA0aRco$Z9UC_XGn~}yn>Gy z8N-hbzNB5Qr}LmfS2c(dU^pB|zcnP_rQst)z#+tLS2eWz@e%Oi!70#Q)6|5RoR|h` z+%$jyA+aU3MT~c*9EqC-ks`&IP22dTLATOGw1(ln-oL;nA(bM==uOk(ouU3mlcg1x z+r~#U{PIXG%*#NboLHSk?NTX=I)~+8CHjNU}8brHDCz{q?YrbGRpq~Pbs364AR z8aPme_~(Pa-i4otQXu;m<|L76tmq>+K>hTM-?a}s0Tan-+e?2 z`lXR#em8_ROwnv%J$Sdc@SueCqFb#Ek>?*GCHj5CKZ7`p^7Winn3e>;beMb7{SC^O z!4Gv27lj9~Z4vt+#iy}H|F;eT=RGt82N8)5`7*_X?rGrggI@I!-fG7~;R3KNXFntz zy6qKqhsV!>6ti;AX1Hc#7LL|jM?IdZJh04!wx-3^FF?M*-BWzlnsu>>dy@%>r8&O3 zJ=PkG%Cb2uq7^ESiB#SujB1_LrPB z1E`#|SZUD|XA~-M z=>Dz>w&M#HF#82?uD~hxhh$G(RUlKn#NL*_456om{|{mB9oE#=^^1zQ#l4XrHUudG zZrNKYYNP}bKvA(#6cOnnN))7qmIPR00c;deY6^&S2qHB=D58J@2_=M1P#~cuLP$dA zEb;yBx$k}MbIyN|%r!^nn ziqgb_%^yFdG`(}&PLN#80!?ggM{lX)i7-KM;g)76fDjVu^7v^;`Z>x@5T{bWm`_og zx;wJ;5Xh|mwEpt<$4`On;@JA%le9_f7qso?p9GQ0@E1Zcet)bEeyslcW1-f~-j&~z zF#B&gGu<{BSuF!`RQm-+Cdgof=>Fk@A@VnWAV8a&y(_Ehs=GU4GlB-;mpKeR6uP_g z4+7{yG|)dZw*#v@aDKM=e~kmuKn_1$r0)-st=I_%V-W2w&GUxwa%&l@j$vFQ_R0t9k{x?y>_FK-1y3hKznu{iYq0bJJ77g_RRnPrz306Q8 zto(lz!URB~z<&{idwlrNWpb6c%>YtT_x+r6R@PNRP#6PoxOlKS2$g&=Btdw+1rqpq zm97dRzd9Jz_rb8c3nr3c5SwVCPLkC-K$4+hCcg1dvS-Nbu_T|Ur4cYY@!1uOEpsC1S?Z!q_Lxjqr4m)3S zG^O^|hLCCVDDZ*Dk1E6YB4Fi(;acJPPi$xpGl-pH7`#ql8=k0MiZsP}fkji)mjp;e zEjswg`=C9F?4jCmCt$*>c98=JIow6O;Tn(w@LqU@3Tf-WMvq<1^v06MqP6i{dD8tW zIdU=Hbj(vP+?;A+r{UI;RSyUE~?K@YLaVdz^V;;CPK z;@&a2`;4%l`fNgoqW?U=GYGZf z3Xqjl?pF_Fl7!=#gwoQ?QPin+S9v6Oo!n^;rLm~zgU~POUZF+N!FCpxpD2)(=9*XQ z@;RkV{Wo5paFIMqRo|P`lKd?qSmjnGweRy;bA2Vm0S96MLrnjl{qoq2G@|qh=Lb}= zAtItI&MENr+A4UtXh-%r6*a!g*RHU9WJk+ zQu!#esNN^%QeZ9}^*N5iui!oQU8B7!t`aDhE-Cw(YwlTZs<6g0b2!uF{!z6hdp2%O z!8QiPr^vt6A0t&_doTmV52m>o!h$5YYbe}!(hDI=jMGq08N@R^UwunLb~;1 z`*Tyx>Dsjxqi3R;m+JB{`OjSQ&>RuZzb>0nAO4VoO`H@nWm%+~N7??2w3VFEi)NeL z@t{U<7UcVLk*1$ZzQ=#MW}rHYe@t#=2X|3TEBlQp|7!Ey3mKMJ_EaXTUh#HQ=9(}= zl^C#biOPQvM_s)M2%ZJMwvD6hcm)e{Kbo4vd179%jSE@Vn~Hiy0pGohL97`J`s0ddD326!9*r`K za>xMonX{;#UE_g*BL!c?GQzbC4TA)3W)d;7V>dLYQgaU~Ec9QBM4eW5znxO#ydS3Q zGA&Jgmq~5Wew=KdQfwt5@u`39B$0i{Spwn9F!GLUW$W?6!%gtzjU=Xa+tsg#d>y6I zMZH6T2Y_0$8CWUmW^x^2nDnpbCE|?$OHK;Z+#|4K-`C)E4R&j{s{?hZ7vX6ZolLHn z#KH7QdWP(m1MgvD?1CzcKP!e^$!^IEo%L}VFDh?}HKA$W`>4UK-}$LOP`^&f=A;@EA)1mz@h(xsyxioO;NUrE>`PLy!7jHmhUm!wQ>}Ta*K+mC|?I>{w-4?l&WReL1&5955rN3(ux7R%GGCZQTs~(em zLzaOnj@mEFIjv|N)$fAWLix6ii$hC~h~?L#o|Q85u>A^1%JP1db+7=z{dJy%u`HUV9v#Q?sFh$%H+I$gK4jQMVRw4C%K z{g_d?^_3Tm2YXwvtuWp}WRgCDBM<}`_*LUPVY@^WoI|fRAh$$_pO}iD?)PbAl#W3w z?+lJk{>(pw_z7G~M4sAef7oAa#fW<6tmi#UOySb?Hk(^s+Nj>JL&yT#?wKOPr}Qt2 ze~;LEE&vsSG;*JXbGS7J$}EYa=$Y4WnuDo11L5c+>;YEhaur9nEOZL?h0CqWEVSV$ z(fIUdma_Bv$YOBpSma2XxV?=D!JeanoV}mYVhFzE%;dcSCBTO&g|Oc-A%zo7?m>s! zpPx!=gS$OhveJ4b+>U0Lm2Qc?w-T@JQJxPVhffV_)y6;*EyW19b7l*^JMXm~qxx)r zl!F7D9>SLY057i%lMz5w1ymPJmm%xve0-dc^;HDzBaO{x-x{hlcm6EZMi~>{ z;w6KhGB7-q*v898MZg(iSt0jU!Sj{cb&b*Cm&v&e*?74VbDEE&9E=tbAn zTCYBB8JOxg@Le`9Vb92}AYkN-x3q6Vn+nnWmCa1lW*a-87-y*q-cd(r`~`#t?GQ1&@0_); z2g5=8oALR&4-080YR^-KC{V1Pu95mm-718-#%PF%_&#sP!pSm4U|!tNh4?()&Qj() zoHl=>YiqqyWNX_Vdkn2jg*o224tPg zj@BY(0JaTzYGLh+g-d}gGfd%~GR*i#J!MwT{rZ67eHB|;aiw^2z*2#rTFXGyR}c%W zi$zjpWygT<&kd`$C1L6JA50W6r|&}0-5-e^zEUuDKiO{CM*QDty?FE(nbhxyN3y6l z@Jm0wjTdY4KXNQ!G!+FmFE1JiIg`u9|LZxvW$iFYF9rG{fY5@*QxV`pwhX$}Y^E%N z_Xnkq!8@`XZubP{ig3T@?V}1|haRq5i!aEq{&ZKaXvLBR@QLs5 zhP&nhWqp6n$n1~|hJ>R(g+{y6D(z=;Y&l}dnsw)>T}9`kj@R}gIoHLH9k?q>-6CaV z{38}SBZ*HlF+JzjmhJexSNyNtzSsFvt>bdg{AZT-tXQwVW%St(+lgvr;qvOfpH%Hdz9RYy+-c+L=L@XqiR|DF z6`FpwPvyB3CkT6#wrA1HS%#jxXV8SyhEC^KN8cMnr}hMeZn)3>fG=hSp0)o*lO1w( zmy|!)KTE~aMbKB9WSei99hPie9t3o_-)}QPQTGOI!=CjH7cbw<($d(*XXJKEz_;GJ za4E6JCJwc*i@|A-fRS>JdyUB>?k=R2Y9>@e#IF;1FMfcCECuhJ)-uujse0 z^z$on_I!+oNkL)ksMhYmf1cYg+Q;RzG;3;6KYY_w_7EpgM(|hFU z5534PEho6r{AP54kJ-n7ui0VoVFsU8zu9`1Zbz1Nz9TuCjeIN4$19)-;t=QRn4p_g z`j|(@rfnYc7`-lp(qRoS>FBiU@vlCMf8W69|AW7Yje z$!Sq=Z)tV*%Zs0?_1QoSUGJ5=+PKW;JPiXnA%rk`gf`4ZdkwT|tn*6{QN&n;au91D z%(CNlc%*@=kIgrPJX%n1V^2?ay))G7)aZF|IAJwV*^xvko`a|~Aw~{d7@!vOkq2l# zB7n5Er%Ywt)20d?U(|yH=EK49$;8LTiB4z&GA)6f>*;X>D8Y%ydMd!PWPCAUJ~ zImAaQn-riQiPs|!*?LbX(dwbC7g-ai_#F`E*_z7k^<3y3vJ=X!-bo9ipRZPsY%9IQ z*v+%!hGbW0> z2;SinvyDZh$WVv?YR!YmQfJ3$5k1bb z`!(#^wB<`G;zhal#R)GSAw{I}-G`GWT?we|Ag=1-kc83PdKp63LRpPCbVjATB1UB% z0x-ss4|yU;S!|p5a5gnFwzM{)dG)#@t@j4XygRH=&i%G|Lx^P}GV7Gi7bXi?^{=^S z1DQYlsM6Px2Fp+}{|pCjbFUlME7izAsJlw&NG{|!Lli<7vw;tLMuO6sQuk}2Q_r;t zPr9*2J>BF`B`DnS+Vcg{WC5eMg&hk-lsQ~BF;5P!IPj_EL_6}p9+UaA3l);~;}nE} zb(=aS(Ijdl_&kfTw?RSF*_1YnHlZ z48lz8OG}4KTrTN<5eCe@n{88!t7@YKw9-Nn0%&WpHo@8XH1vAw82GC-;3&{kl`fs? z<19Ulh^$N~HXRKSmvD2dS4!pAHnw!d>)1nJ?22gp)YCUBlNauz)bRQ2Q zI9h%`;)@0TyT*^}weu;|Po#X}H#AG>1kpd6($tI2Ms^X}AP<)N#~rC;DSH;mOd^)@ zyp$$;FZ613C9oaCI;mGaDY3gzFW>J)Z0REl3BOzKACyG!e-p^h;<4r7e ztI+b4L3k}Xd2I9>2q+PCI|I|S2jOZYhOyLX^?+q3^~k|LcEcXYxr;-3H3pSa>m9f8 zKer}HSGXnaX)i~_>ia#$K3hfnb%H#62($Dq9D4R=Gazvh#QpiY)^VJy%kJK;ysPsi{+iOk%Ea8FiSyBWEh-fCz1$-U}k zTWn_dO4!a9PY^XN{V#>>NXWl#j)TSzs+l``J{68%dLi3^(f*k~5b7N|r)F;A1b1j5 zOT%4vu>fhJ3b#c+4Ftt@i)dME5-LjJ(~mP$^lerQv{y&PMCqFlYCj7waW zuamhYLEY1#Qw!G8M@=N_YtT{1?6A;Rtw}m$Q9Zh4tbh9$0;gnx>%3~-it&x8GX^+_ zF_Lkx_H0E8WM(Dg&brU^15zwouPSaSzridVebVu=rn0WPV+!-3yFGod#b63omH%`J zZ>tQxI90ZTTC|TnnJW#09nv&!g2t-M%QUO&M#PI2Z`XQc3+-8Y`k^A1ptZbXitKXB zTHi*efT?S)p!IH^(fj=d_7*JR4lv4Y#*76uwmOINl2juMz^*|>T2t~(ere<3(&i5C z{r0>f)A9o50P@+Ozrm|0;`gKa^9JLRO<}8uhHB-(L*@UP(7bu6H9y)x1Az|hI3u$= z+L0K%=SjFdLWQ@AMM443+5;ERkcw5L==#!=jaS#FBWh;D6y8THeL(=TwL06&7gCy< zCGU16vpt%8yG;hXc^?9tOuScL4kk&dkg2wUhdbTc{&eebF(oOV8p#$dbDw+`u~f=% z(vxy7!<_fsH;p#g(TwLSydm1tUEsTxLr{lGr~$qr$76K9B6$Ed32J!yA|xRxfg_m0$k z3m<*Pu3FOMC;{QBGhv{&g4wFs`Yf?l)vo4%GJACA>qtgi|de(-c>7i%4kQk>R|)swQOae2B$&vb0cCq4a)mg)@PHYb>Haa7EdZP0RBviqYL zyDqJU#+pfM{B&0t-L8d{Q1`WOo>Mppc|y>xNh=TpRhI1uA%rQAiUeC>k82ez%Go|+OZ#yRy3x2;;lt6@G6VKQoHJFA zJIeDeL<6t+%`#&)dx})1s|OEEAVbV|nnvXm7dQHTU&6^mT|vg_5JN``Z0xogJVg*7p`dJrY0OGyOJ%_en7klS3c~k zm4MZtynk9FjUeEbwvYniRUT2&WH}>2Va{gTkQL~M#^B<PJVJO#np{O2WQ^;;6Kms_v4`KE(-bCIkI9U@daC08zFo9Q91ft| zY|5y9II#Ij-TW&NX*i?pzh@v>fp#7WV1r3y*(8tUq3-NBD(wPj4Q zw%70r9G3E+K3OlO`Kuir;vp6*J5>j5-Sd;r^9iS24w2+JQhihx$jlVg1SA#;7XM@w z?#%eeyglg{Z7Dwo&G;ulG_Vf{Gi7cp+LOI zDAhN8KZkY!;o}yyra;9fb(+pmikp4HFRbhR1mA5MMazJ07lW+v3sx+UQLv65;-?)N z?`frm=1NLo{iBLm5{~UZx$IbDmoUgE$w%i0er5@;D;V&0HsXyH-Iu+9Om2 z(}$7i@LGm`$U6?0lf@%boXw`y#|XH&i^%a`l_+#KoZ?Yo=ra1L*F&6 zhE`r~{Nyu0I_z-Sqd@lgutxBW^M%ol(K?XXhZKYyje;xId?OmzA#zy~Ut5TR{OLdT z?EY#e&3V1AKz}NDea%Q+OJ+%K@Rb6rHI0g4(LY4X>h}XoaZ$?oRIjL|ACN3f{@1$? zu*NMROZNAqW^BIIr&Gg1aALIThzV=N^spN2&{ln!!Du}mB^kHRV^~B&g$q?JhG;3H zM4^K`HQvAK?2iyRcY)-qreQ;VwT?fB&Wo&Ffz0p_Z;==@3j--K&zG(4I?#S|?-;a6 z{_MRRAiAhD@Q9y{xas=ZXGeyTPETwD>L-^6u5twRN){@StxGUl=#ZN4L@e?pqq#Ud zT+i3&#iJ1A37l~PI~H^}H)ym0GSxXzmF^RTP(B6LIp1B$-fnLDr>YHmnx)7@VT|JS z1los_mmSV=lvttB0~y59*7Di+qzLPzSzvaLs#t(eYUoC{9`_psXZ*ObsT)1@Feq!m z73T?$iS-{0b7bZG?TUZ8Ke3_uA*8vP_C5)I4M?A2vEV3K`qM zJ2pKfH(f1?DrofnbLt`ryhcG(S`_{$5?AZ=)n`BAED2@cm&N^=Ck+>)P?Gmnvpsuc%t=h_CZ zL86=qW3q5J@v&f5I|$-4=|E;UY?t$F=+gGJ>kp>7Wekk*U;U|BtYftWEHh<(cH4_@ z#gc>c7QJ!b5ha*+B=N;?l!A3gM&q@|a@jc5uZgyI+UGtV;%!j&a8ADnF>hKMec+uv zr~lA7b{ARllTM$Q>;ftZ(=!qb8jFVci#?@Vn@2z);A5oWP#@os7!b~SaBQfWG!(_@e=_6q zH&w(MEpU&<+~y#oct)J_id@@mL9tUk z+Gls4CTPW?^20`&ty?QSV92~Ecx(u`t=BB^%!DPza^;kd!#r7C)AW@YBQCb8spGMu zE9;r*7|?uG z{ekvF%_=&B%GoXVhK+~x6R?r=<>tkg%~A|b0=gaUWkxMd)vBFWtFTXxK9qorpf1aY z*kv{LopCx^K3j8Y7r6BF1X4oXXrxtteDO5u;>HL0#O0d9UY?S^4DVy?Y^kK;#(b1j z9KShh>KiIrY3>$L|EAqEskWn%W;s+dI*srgZY)85J`tBLu!y8+qih&_0#YMl^rJQ# zs(9`s%-daF_p=Zh;4LYosLMWe>rzY2xogO)>_A!mKHmCZ%Su1#-ZdhO3TRPpaOLQf zx)lP~K`^Zr^ul#mG|GRrI3l#BSrhKm|g`0|B^^q6m2!$~{5_fNF@ z(zUWxqR|_9f5cR!K%PVZU%ucjs4x3#p4#zqN5i@$M|61>Z#J zSHkx_5e&Q0n*7t$mcJ8N9mc;}le6C__ezV^o`{St4T`E`mw=r==`mtWw}N?d`_PCpaafoM?VUNH7X$7_s6b|>Aj8$4 zpMu3^TN1Db_jmaFuyV~m{68N(Bw0cq1B7o^tVChDj&kgsD~;#RxJBNxnG#-edqz(s z$zk`EPnPkgYsg^7O*b&h&v(Q?-`l|ux`ZSkZBJ;sU&?#i?$tS_K&!i@$<|ni8T}TE ztV=(?s}03F2*RAfU?NHf`LOzRb=zyz+d8Owu|Q9A$b#B7I>VrU=5z{Je~qaBHPzRW z2p;_6vwvD92SesTNA_?roJ#+c3=>1ZNZObp0SH8Tfm#2SpRg4seceH>n zBY>MIG~Xg>#j;Zyi^qFU#re0k#pTF=m(~!|beN+UY}D7GaHKAa-Q@}Mz92S56Q6#b zLe00OvqUQnjAW~bmHgA2mC2xsWDNs}r=#`l^*AO`x1v|bdGmDH-I5Cu7gcp%+@Kcw zJ?D^C0>T@s!mCX^Bj_)<)24gp4Bm*1B$Y%WWX3GvA}3WzMvJ!Z4Lr%>I)rZ{vr zl2I+En<-kgdgV?*M#Q(^cRknKj-ELiC7P}Ne9)LM9dqgyt@_iKEnbdy&Pv)tiqp1^ zLERjuo!vsV^eKuYC}qwdz4ZrUuW38IVd=^4_jOd!46iVhJE`x&&~7 z&3i^Guz&HcP_q_Bz-vQ0b5+I0>Ovt4U=ZFtOO;g}uWUMaR)MT@yaCVKe|VapklYGo zU&+5I>ZWT~I)mDwRZ`(=fi(MZJBBT{^qjS=v^8ue?@5R+`MhF1Q;MRnJc5#x12?7T zCE)ze`BOd<=5sSe=B@fVzWGuib-*r z_pVWMhV}UV(yqG))Abzu!Mq?F6cVU&man6^t}hL~5ti6Q ztG4)e+hq}v^J+n7hwBZbLK+J8u^0jX^haT}QB&wQi z7W(p_bdj`kcT7oGSn0%xW~)=u4^_+&F>)t_W#cQY3jw!jX#sqJHAjz@i_D7`?U}7B z;|e|2$Ta=HXkh7#8}wu$`|j}ZnOGS8hVB9y?cOT!)CAAGZfD{Y=uL<;AinJ%G^Qq_ zNhcZ((PW#Gl98s=X$a4C{3c3A3fpTOn%~QRX}WAmSzSf>qtBD&f+irXOXRPzW2ICD zTMc-`etW{4uX?WvOQ`;2zncImn2(9xBB3cBuXPFV9(qJ$G{s}~9@tIUn?BfR`$$qtOuUE+j#M^f8GMx8wr$;@zR{oZeI@cdTW zs{qm+aV6hST6ZdvZZj1tdd9jm{~29GqI|DS+{ELo9)D`RqP_TdoqXWPE<>!pnEN4A zFTDj?UidbJ`kmZAY#)MxpJjp%n zQE`s0Fwv@{6QhuX^r#orIp-D7T1yR#;shb*qQCv}_P2 zKc-ggEI(a9w4@3w>2uQ?Srp)Fh_`Q^ve(mATl|s*1VNC&mii z`~I-|1ys1!hb$N3vZ*ZKhHYK~OPA}wb7H@WBcwTO0PFySMq#lhn+Bi%F@mMEqMqo{ zDR2}n=~Ja4%~s}JeDcfImS)>OU;TZAHa7UNnXi`iRnM!So8rhy6h%9mKzNTTTZI*a zCc|9|6?#2+Lj3gX?q7H^>vxMvBl|1hQJ>Ym+Ea@&Su0b(e3h&|*ly6E&7ap!( zQ~gX9FuxP^qkmproby4ReK-L$7zb8I6z0LvUShCAJX55Fi^ezT7*7r6)}aC}gTd?F zD^f7ZeltoY^nO`vQbZKu0(jIRzXR-mzou2>n8=@65*}T89v?Y8{H;5Av=`c)@&h)| z5aNo#e*P)~`!EzXy^b!PjV=)w;d@ijiN(V|w|jDiC63Ww zi%Rx~O|Qy)LyiYir4LOf?coKpVtC(@!6G)YUBzUJ#Kpe^M&s~{8X0KGc{tF7i~OFe zB!+tqH_Z4NjCjmrz3Xp~TWOZE^k+>I1`n1^Xo!tHl+%q89T?Ujd*Mx**TBs~bMR15 zdE3t`x6LIX`s(e@vqLW&Icy#(3U;1_h3U>WDmCHaG9mudzQPLA;sT;@_FWt5+xSD! zX4d{&z*Z&Xj7LqyyqN>=OT)I7{Jvvbg<*&5YY+q`UX(AuZrUO^HjT6W@u({vI_(=08 z&-D&ou%@a>zNhJ&Rg)~n@oft~vzqX%U-yH^^x&Hku=8&?eW$fI*eCUzt2fle-suz-0cJtfe6G-f`8a z9~YW|J>b4S_N<%Q?)lXrkz~Z!#OSw>pF5}!s}0Z7DDxZLXa?@9?KsF?bJ%piL+<-v z4cIMe@pc%t6@@QNDj!U2PNP8)N&M!K<1GflT}t&;3L)Or)p9ECCce>!xk=yHq;dEO zT3Aakwb+ad>fd)nTQ7#`ytJnEHU)?T1{;vKCGJ2%?JQE*&Eqzg&oPcvVmWWLX-drZ zc?f#d+3uc@!Mj)V5(CF@oeE9EdpS^O>E&v0qH<=K@kT33Q3`U1{j}fvMQYRq!cDY` zigWjS#v)SOd$G8&tWIO#&<~q^u&o4X*bn-Z+2Y~wK{0vMk1`wnZ)X7fA94>K;#H!a zXL;rtesQ6$o~g~6^wCgsv8)xiAvBU=z2hTeakQH!F6o-c9gMv)7r#v3MNVgoVCDF~ z%Kfpr8nAKgS)?v@+iSS3`UhQhDsvg30JTIR2=-i>@(iD1{5s!hBsQ4+_S1HsdV8fjG*`6b#*CpeQd2^BXzCU|f6%4oK?P|3ZVg zbg5wmmItUK@YrSB$70q?3g!33uyt@d;We@0n=@hlUIpy@L8L3y@jeI!pzXhexzw^h z5Utl+72mV~B_AT@UpWx;DZW_p6|3i!ZeQ6IaYHSH->3-$N z2c53CGvzPJ%F}%TO32&k?zb&i6xcH@HV0 zAd=XmZ(x_`R`kulI|gjJR3CIVG#2%yCmDW1h@!3^8MLas-*W;RI1Y=R3=06^;W$&I z8ai*K+LyO_9U+wW+u;yehU4|I2&dOHDrg)B*MJUyGe6k*?H7`;bn60lb+C4}wR@pxgAsMkLsO=?|%l{Iv z?%+B??^d*nBE>Xh3Ztu~18#vv#{D`*Y~LNWO8tr+wnNk3wk$jNa+G}IwWNXp@Tk{k z%Qz5_LM5~O_W#H+SRBmLqJ5L~9f*N`_Q3oO6P?+*v|($1^8(2w7>|SNfw~nk=#O>w zAKX=$Bk%u!M55-z{~|J|DmIVh<#Nwat)DoJ?ED%&BKLRc5hovTK+*6innEnpQrB8X ztM-{8i(|_ERpbM8ZMxoXiA#B{0t0oS2+FZ^rtN!R2O}guD zU76KuBwHe%fl1N`@&Gkr!F`{DunZ0*<+*9Mne*$|j#OT;={O=Jx}n-seex$oek}5U zi`h*6?!SL!kcw_FPS^YIdd4x13{JMis0hwy3HU%s(x{m-HvidJ^eaoY>0DE&!t5r2 z1-XiE`u90AZ%Ff&{^MB&5q#OF4H}O3#)n`u7fZO-z%sq9-k6h&BAnU`!xXnOPolDC>Z+fEvV`1Z!oF*Z`jgtK4d)Q7mLLIy9=44R?RDnb$n4L{Us9ggoqrX$ZrV?KNeJ;2J=C zirlAm{z_F~nKo0W#LQX6`6I#Yx@2g%2pirb*XFUPhS|O;<_Wn9PT(RPJhhJMC2YTf zC$lRryEF|0lSWdT&+AVZg<7+!fzZ8qXS0S+IgNvdv8wV2>^A(s`vLkW>^HWC_>bgr z>++~bCpITJuchjD(gjO7pNCwZ9~$Omv{sFkG(4(Nu8qXLr1{IvK|3IF^J__gBgFC5!+2XTlTFC++P9je0U3vF^qj4Hx0%4U87`xBVXPogiPweUZbIL4?MIrbw=|3JA^vu%3?E0-C=((E$nC(;JZQ zip-yAuq{zZOe-St|FKLUXfbrvn&MUSe>U}ug4pwis=*(JJ%e(2C=Rdh*HQ-zM=wzS zfiD30=6vH>So`R`SHE;`1gQ`OZ+EZTSx9)cGBZYSa1HG6t+n{&y&!X35QS(df(KJ= zOHZuvL{#|i(2L;IonV&s4h=9zNz>EbaY&~gBptTtWdmbdm{p$#79KQV;$cMpDAr9{ z7G?7rQwaQtu!{~LaX+x39$lW(!hq+SK-nDDp!b1R71VWwGhS_=g&`ApxmMt^=U3VZ zY!IQea2tCrn*X~g!+o)+wUr;eD_;GE_)X`F5e)&ua04-{cMMY*b>+=(nFcMz%GMNm z8CmKmf4cZ);o&>t2|Lb47y>47hJ4a89Q$%LhK6c(Xj;tg|2_9B$ixu(VC_-NkxjeJ z2Br#E(wpRe#L2mHl?bN#n+yrRhE>hiAXq2`lrUu3u>-k@1%p;%KM6!0iI`5#Q;mpJ@3sQ~aXsudOZm_mP3_ue74pg*xo!!2Sn5(WCH z!nN5A*~vdQ8P*v$T9dyzor2N8Z^kfa5N22o^Iyx=BEvaTJa&ebv9@X4m6?abL&BxJ zJlduR6_uhWz`V8FVeMJT>EDDmwFizp(;OBtQfIm$qe3L|94NKlW=P13o2IO|FSbCf znk;-s-OLBSW%%U;zFQz8v?GC&G}XXK8@~LJgcF4#2LaNLhwC=IR)byno1Am>ZUqWE z_+!7t0t0XJNiaih6~k;?$!YSy(nDO!X0JQ_H#^N?E8IGVrQ&VGxS);Nlgpdn5w zaF{Jzna(rc)Uoap(Pamp9nz)7zaIA9kZHgsX!rj@*nxXvMp|FO9PXy0PaH|tBZO|R~yiBQ-= zo~h-3^9knjfLk1*7HdkIm`VC?&On9VB8aZ6%iLj-(dK`@{r&CC)WhMHD!n6{hz-h| zaG_9S?@8U4qRU8B#N1W8|Izn<*f91p0ti8oPW~aTo6!^snFwqQt+{_GA+1nEWoHEu zGQq?T(hBno-X?Suh#b)8#DO#26i(*l(3Cg*8V^3vHoICmk+V5<;1^H_8 zUd(fud2w)IDUf|EL-p;Z5ySo!Td2D8O=dIOZbJ8eJV>rH3^k z1zq^zddRBr;?Zg7W|Gp@Pi6j*vUb(_x8XBE4~e<&MUPEz{vdK$w$3=vXroG1a!uce zxaoiGfkw58%Qca26Hb2=`S|Az$i&9R_iy5N6RsAD{Jo0CX)PEHD zurqAh-)LjwufktCDKGjc(k8Mwo1$*G=!T)ywbwdZw(Kqg?@9P`@x$gl37ePGH5n%0 zOGFd_?Cvce7XJhi4u{#1)+H1=o`*uibVe zRbI$C_~5vSyrte*%0zqGp1;iGb=mtO_9t2FQ4rKMbl*BTs<3SIK z;sBSkVV#q4%*DNm9CH4XaFvE&1JtF#fq_+eRqRH^_h(bons#}Tow3p?fB75 zL*ItcXhR>jD&DtJyh^yf_3U~MF|XLaFTF2&>h9e<$Jo%r4){$w6M zKyQ@hx=Ma2HpMwlF<3EVYK%$@UFQRhl`p-#;)gplh6YWom^KM>4sD(4vz-OtcSHU% zl4b$bFKg*)LyQXp8N!`!Jh_><<>lWNTm1DLm*2WhQeKrf=$*2tOi#%j?l?NSGUZpj zkk{6^a`1lDg1cyj6F9tf_~@t?eKP1ibkr5SGUX~TY`1mhhJvkNyTB{5xZCygqP$(u&Ub0#x$g=(}4 zL-|W~lixwMA})984ZVS6MRd+}D)QflO!k)~MZI^KeAcO`)2TIit5U}!tLc(Zka?^t z%+FdcSwTIdIwdzW7~QxwY0-a4GHXwUx!T2PKTAEF!lkCmKxdo)$Z+p+)q5S4p?XQE z^}pu;`cp_(#5x@&?_o;(039m|@c){_(C#&3GSg2N@g^#vY=0K4(BGla-!?RsUeMZA zX}AJ)nl@@oD)&D;I=2usNyBz#fYRzYqMx&s^_yO-xiq;d?;!65wyuf5G~_d#69BLFiD5!j*x^%acV5cP1}*RjN58 z4ZnfBALw$JtnoV)asrWDW4r99W3{%>Eu(2}ov}640OP^&VSiyz)C& zdBhZBf02AWkc^)ewV zuXEkcSnmzT%x;o5`F&v=^b+!y$=3^&C7ggvz@K5logzgWEE-Oy%V#l6da6T1=r({B zBcEC3Jc<}NxCTs@`|mfmGgCjR7OhtnZ{jj!e$xYeT`oW}bM{(G`j4NFJ5D*pVJnSW zR9e#K$-PV>t7l~WM&nXxIq>eKdi3*#xc{)u!cKg}%WzG>2NyCHZel*t=d*R;{)Z56 z6fQP(jb_A~d~v?xl+0a;m4;G<>&}xp@~UhH!?llSJ!y84@wmsdJvu;3sdq*xq;WM-@I^IXWAwD_Wtwk z>p;$i_x!PqnWag*PUyY4#~YQQ%(;VHGAplKv38VY2|U#v4@!yausH>U!S+n7b8A@- zwD(9IGJ3d0Wb3vayZ-Zs#?G*=HJ#|LS>lT-0*$Q7^-?08Ko=~{BpEa%DG1LC^{jc- z9sbp3BWHG3TsIUVR|b*T;in6Pssx_q2+D7rDH`bQy44^L$@2SGVZ7Mq-Sy05#dJpY54?On*_%e#|$Ypd_Qyh;-@)9g|wYeCE zp`G=SWXV%L>t; zXJPJvkmnkO_aH2V&Tfnwum|c_r3rPD1}Rwsz;{G_2HK>UVpvQGFeqg$*JM(4{NdP4 zWN>;9QV*FXTr(UTJ(E%~oN>&XWGKnTtY;jnJ#KC=umT-$NBIYe`@EVIVy2RL=%FPX zcDeY#p7QVXtzLgAYU~Z$*fLj94_>*qyMMDNDBCOwHt%Wb<0laQ`u!$U!tO0)n{~l} z`Aghgur5fr)_UnU>C%Ngx-Tx!NDQZ`fwv{rBAdY(2N` zcUJogD()4C?zMUUqtSaJtl{%QyJ!R=rdRYCcEn;2#Qj=aXwmwyi0gfIxQf z;k6ptDw-W)$o*Lp0=Sm(t7xmGwl>z*(N+om>w^ybZmaHWjmg!XC31;vhj6`Kb5PKs zAK_Jn8c;PTbD#DY&=ax*iQ(0Y1M{^|Fa&y5O$I?i{ zy!xqm>a0$6P2>91$5?e0eU1&bE6QO&Ftd1mw79Blwq^}jZ**Wj7_9baVaS8m5eK`j z#1EBw4fI#sZ*i!SbvLM;z1$OUqo~r>#wua8yz1Sw!O|F0bAyi6al)?EZU}x#L?Z+P z#VvR&X&QdJgx5JlT-NlD*FYZ@x1v<4bx(JiXC3UMWjI~%x*s4tWd~iq*62iC%##7s zN7E{+EC8>svrb+Ka||#e+c`8cAH)w2YYcUO^}*GIIec3uezwyAtPdQ(`hYlnU4}WN zHZ-(ZAH3a6nI+#AhxPDB*8++cYR>m-$jcn1)TZRt)LJ!4(kHJ^K5py$RW>Z+(>l2U zmfcK`w{yZNzub}}pJKV1%A|o>L%@Qw5emhtt({hpHyg+>oH38+eAXEPlB}tJX*cON z89n893M4RR)PDs`Rh<_ix&kKG*Zuy%{}Yl8BJ;iDqc`*%mb>)iO|vcm+A-Q)Upqx# z`RRHjtXG4{985W&EE~6fkMhPxWm;yW=Ygr6!176NI!QPRguK_3zn}xw6>$6&+MD%{ zv7T2Vx{6BhgrjR#K&65FC1KW{$*-M{L5}LRWF#|H?jJ+MnkB4btZcIex;hqa>RBz{ zbJF`?lzn$tQ_J%{9qCnS02KihqzVKG#CsJ`s*2Kkq)83E9|4gLDgr^;wIC{8dhdx! z0O=h95s*&ko!<$!e%kkWet&Stli8WsnX}2h@1D)hGZ&4td0)lU%*#jGg5xO09E5|C z@&mQNjpq}O<`+DJ{5`S6YcJSR`PT2f_=SAgb#JQOboSQx8^+bCgfS5_gRl6c5 zptrl!$^NLXIMzZdr>8d?Skf%KP2Ix)0vkJEM2qP?ex7drA&64mZ_bN?AVqu}PLAeDskB*Af%f9&fM-CpJP7mNVR|@wKW=)?mjunrg3#~$_)B0#D{a2X z6BhJG7WnHfIKNx$iJPDGgpQ}gXRG&m@89#k5|qE$^*^#u1>V*wQ5o|@^DM^qCcV!$ zua9VC>FU0d$N?iYN-fYBeD75ubJU%B(QG{9V$dN&;=6+`ofj&Hv$yZru>u1_l{PyA z&O1vE^e)5WslP14ls-x-FATln*Y=*YDx1HHgi5BDYifhjf1z+sx-gS>#C!Gk>N7z| zU&#)eH8)Yb={BQoN-@~b_s#PHP5Jj}z3CB|Ln(xRWRIw=r{05@kD0&kU){I)0U9fy z;ZZLD&jgU22l&F|Q}uFF5FTLu8W68Qcra%S!h-@faAz{IfYaj@|AWZ|odlJ&{ml=b z!~<|k;6J;x-D|lETdU!Ux}9ANHYS}6c0aRo7EDIKwYvoZXalj;2cFEWbgMr$aiS)?;q0(~v>4=^!t3Aewm#v};h3v9*X zjg>$;6F4bZyLO|WM-|`QgByv(a$HQzq8GgI3>@ed%ciuSLglUB%ktTQJRRR#I#8VUuXM`Im!MLTMPW!&WoT6*B>_q(m*G> zQu4M~!Cqf4q^&I9UU*(H`4=Rs6SL(1-mX4b&t@1%)_FT-6*Y8$7|f@}y}@@IDFOZb zEx~Mm2mD7D#h6I5ysjqT?IjYYG`Vhv%$zSm)z=tljeds37u13MsG@~hhz|-nHV_dI zl44?^dR>3VB0b+cu<)A$fsf7P=Ho^znX6a5f9`>ud9H~ao26n}`~hf#Owa5ziWIk@rI#1Bm z`Hd~hg8Acsh{Zncn&Lzc=l%&oiHXAHJyt;NkS0zU2^)K`tktM{+}(hHasSl@tKA53 za&gI2{Z{~chS@NdOl8q17Ccn-)MenA%Gr*HPhQ0I{sDE}q$sei;!mpwFDBkK6r#0! zO?g<*_iIdma^iCXaUnVh+|E&u8l1!)~=9<_k@lg1MgqqlV-AY>z)LbklWA=^?{ zO7|a-t&EiN^fSlQ`uO_uv$@@o|3KXoFgK0U})>GtdU)VXYMKUXo~$Z>AqL54}j+{E|1PmlV? z(-s#V6c!dNjGb)LnLzReVx0v>g9drwMFFdwM>X(q-^q!L1D6IM2RY{)m*(v)NVJ61>rmG)$Juo9Atn^N<7g!w4fAVSYA5D`#I{GRww$?}vR|0A_?M%6iH)fFJ}DiOzbb1LbfvmBFG9N#VX z)Tn9f_~`W?nAjZdDP~+g`n6@V1^oQ&MrJ1CUxo$o1>2YR|eNEg@Sc`@UP@^|eA0$iPyNu9~T zB{~?;k}Csr4IdjUU2TVR7}de67(AgEG>i3E%SyW8oKYn?wF(vfNKIU z<>#F*j{|{od>R$+J3OT`bh?uG9p0JrbbDTK&H=4Up;m!;+;%njIWn2IvqXd3&ee(YX~^f8^eQ{ZT!o+6 z3QOdMKiA30>GjA4n9MTdK=hRCX#%c0-4f}+J17MSD<{_9+0SkAG^>`XyUYjTH0oZ# z`TP6#{jVsS_~(H+@zzE!_G*LJPLNNNDLa3Yh@YGkP4?FoJe~c6jC16{R0s4DN|)@9 z)}mswbnJS-3@JY|PhreX>&>6fEKTLt5$P4_nFlsK{R=kb4RYcw;+vm<)+_lZDK zF5~La_`h}nT+_G^q?kd>#KV7PLOEUMy)N*scYc1;be@pgs|G^27cQFWz2qRmhB@bS zy|e4#)BxZpA`X(z7MwrcwDiB2p^>Gbn{B5lunaCJ{*N96IeAsf)v4sy)b*VxYQA-> z(R}M;T6(Q|?y%>lwuBjvSF(BB)zO{hA-_S8vaM|gWq9>wZp6^Gzm3nI>Gs^=(>DR( z(v7zcHN>@;L;EWo4(o0{_I?lj?oV*4NA#LfC6r5d+N}O`;wCnX-~ku2G^?+6`2BoM z&aL|n1Hw!#f8n6lrz<&uV#?1|GCJRNB@vfsz6v^Y?j-8kq;DMm7?v)F0aq9kUeZ|| zeR+u1{XG>QXF%`=;@(WK!uZb;?m2(L=VbMMyPEd5gJy={Le49RObc)!2QVQ*wPtW3 zM`R9!Y8K`Y^EU>WAK@b_6DKcJfcA(T;0FUxLy&ho_Vw-^RU6rHT~t|VtAB{_dQkV? zSkL_M8?fBmAgb)tA5){(6?h~89Ji=vH6SOyT-~Yjna0IY>ogpFRcbg|+?dQf8pV%a z1cB07AVihp=doslUtq`H!~|^RmG&w02@zuZnX`z1^R>UIJ6|jLk4gIX`Li+f%1(#tA|kf3{7PXOkPoh_RE*`HeSHx zY}@Zqv4!hp=Q_E+)QK;!W|j(hyeTazShJO88ULUY2}qO)h<$3V7p52b+rSTwj;4X# zGp6y6vj*GmuA}yte`fC(ODr!2V&j~d4KI@gmm7T3QquV+ZV(e7b?lyz;oN@GsKMek zVRTt$843njR7+`^ki2s^q(p3ts(I`*1L z-6+&GNS3P57#Ykk98GtbK?^VDMO*+Fg^O3eXiZiBSI8$VC1k3L>+=?G}(Q*cG zfn)5q6w3780Ke@eB~sv@$z?vb=1zI2^JC_lAOByD!58~_jf%zax&FH>KYd8&3c@q2 z>gg687k?j)MAyeDkGp=HXnvU_4zb6M;X8l#hmRFH{uQk>aTZLMB*tMRGivGD%3-he6;-e!bunINl&0 zp?=a>ab|@S&CYfLN=VN1ok~PO2^o88$`lzH7pE8r3E31;NTmY`V@^v?krXngFq4z< zvTdCT9-InfK`oME!i&!WDQ4tkbl|z~F(h)t_ey6IyDGR6naj>_kdTlr5mm^apQ@aS zE9yY;IihI)RD?PeDHAoTKBi2PlU-r^U66VzP$3Fx-ljk($VAy{Pc;yy0^%9*By|}n z#uQ|H?BvBn3Ejt23GuLak_Mwh=LY`UpzqLA5%DQ#3<+_;lca?fbUsFL|CW>*D_Cj7 z&BemS#>>;))y2Zu%gK`j4Bd;U!d?8g3OY8Wfr3l`pjJ4Qbeu{gh{ig=zdwvI{%*|E z)ziv}SeA=~gxcY>`QT}Dd1CWE#lMF>2%iH~(jrVK|n z&JQ&6zsi;K5kt2;we+tQZqHJaT{?~LbfNo?`fgmlpeeEdVsk3mzkBpYnKv$?BhqN1 zlw9#|>F?Fvh{pb^^OiD2O(t^s2JsgCS>`Q8@(dZn-|wp15No;#fE^@1O)E_^X!DQ4 zaDUW$QzLq$`u`~R_TQ`Lq~Okw37I{5r|6@A>adiH#rxF6}|BL+o9>^bGYAN8C+Esvrgt36wFGcUuekp=?g^Ujc-s>Bu zpLK3~1o*jph;+8Fwn8{scsMv)SUI`6*jf0JfMtdp8A-eq!7@Y3BY+!Z#;=ipQIq?$ z7!vbVy4hMZZ%NAeN1?*^-d40Vweow_;LAmTU z@hP^1B#wNHCN&|e{*6KC4j(yhMPb1}17Dv$}F^MypLNiyPs zm(YA%IAJGD*-)(L_m*r_V|XRWoK^PTv=J;$z=~zEjU|wdn!vn`SHVunjm7d7Gq|FK zYf1UcLt+TldFYKhx*S0_j~ZH7gCC0!_#kL`!kPNe^D9l_ffO>8q$bF-!UV-UOnWhh zMDvyOFq@11Q;2p86wo+{yL8N&Fm)G;*Bpw`wdSa>q@D=5TuYOJm(FX^ETWo2(A%X^ zcj8=;kVy>NuAJJgB7ZCSP?%CNn?U2Wf))J=e4Y?Rz2v`RV&g2 zJTpI<6gk@Iz=b`*ia$Uqh7Z*|V;CXJB@@tvgJw3K zVX|iOw&np$ida%CA#<;~bf&pDz|DU}yyQ+8+fB(3x}u&jAD$R!XxLDK!dR^H&=W>Z zgseU)K+~5sf^g>PP&l_!+rd&xQ7yg{H2tG141D@&2}y2$sSV$4FY&`#(=JNdx(Hy-1W3lk zamiO`Ta!{tHri@gX7AavP)kKP|11JVmc*tcpQ4&B4p?(XmB$;`%O)6US@EH<>S(EE zel3I`x+6lQ_%S(`rHpV<4}CN=Qo-p)ME~p!)pwIOI@hlX(Mv^vgIUsbFYIz`YMP)H zV(ie0lw1qN#4Z)lS=;dByf7F>YVAxaI~sd%0ThqjZzN%xty9ImmQm6GxU5;*Z+YrY ztOwlVl95+Kp)37-i0bnfX1}NUoP8d6!+!6nG;6-D(FDKMSgnlY>ZLa_u1ug!=gaM` zF_JC?bXb#^pV$Fr(2VA{^)eQ8hipjdl{Yd5Z-ermeGvM*KS?or#V)uZ_U2@aSi@z> zhDEIa-e>kU5BK6iQUTA|Xld3UnW97g^~EpC&KhqVzZTl=S>Rb~DIANw9sVd3^bzyf z^vPQt%0wK*A1Q3FawQ-F;|YrBRVY7(P?dDoZ?NF28V<#TIfTx(O9AnFp4dV}J>SNv zuZronVQ;^BNLQ8#Z^iz|ms%m4@?;jw9?r!}e=ZQYNY?HO#2_BJ*H?|Ue}s0b`$Uw? zq!-3-43=T?JNK3ca>OR@s6ht9YTAu57TdDF_IfKT6iE0~n7OX3H12ySSH~gS<=;z5 zuSQwXZrG}GBl&KxGi%P)F?twYlNXX~4E3{s^m3)9a=n*yov=_FJ31AU6UE@TC!w32 zg#w_uKrE;}n=CzDe(~!Ku~a4ntW`Jtr|#Ev0#%QLo6c>$*>e*TF5)JKG?MAON@y)+ z=^YAViBB^@7)D&iTJx)SbV^SvI(|(=H8DpNKU6V}V;q%?2s6A^@xYoaO{$Sp4EL@| zIX(`B=8tt7!=j5A^*}Bc|0*GgWycV>>c=X>H7%Kp-u;z45h*3nMfX zc@>4$S!xR7nxcVVWM=iG@|qM)<1a5Yifvo-Crn+^L3s~NSLc3lEap!fisoKwW=_CK zX12cA^Q6?rTYC;Y0lz#wh7!V{p{g+Fm5;5IsOwB=#eC#TXi~6NS^U(yJ*;Ugp4F+9 zLkl6Yjr%2bjUpZoaF>WYl{JiLmkQ@YwV7k_Qjj(p4_9tvz<)ZbDkRHAN+~)ugVT=! zu|Q}O7*tmNe>xgg;>1@{@D@|{4n-;ZG7G{&@V@9k@&EJ#a0AGL|8(^Ah#qsqFj#@A zZV`5B=|HsvLt0tHrX6JR8aIk~B-FNfM~?V86&JkWU&3PrOC>nOAHt^8_N5BGugF(D zBZPayzlF!jz-|I)-g?!}${RJ4GtC#a64ny&P{+NEBq$Rn?pH0`y-hbtIRJ0$gwf{0 zF)pboNsVog|A;`INkEWJwn)Lk6K6wGp_~$pQ1NCVUs<_n4W}kA6q>q-&BvOFzcFlA zQEgW)vvCIr0b=a1oVE!1IRt}ws8=O@3SJx4tW-o^VabuzY92_l;me*dC4poI!q|3; zhb`1hPax}8YR@%pye_RBl?)!0OwPZK$3%RgCR~Ly`4mSAOgX?D>+eTxxRHvtQi!WE z8Cc2`w0Vy`Azf*78A~Ad<%(E?a;zysTJ)d}^)R-%X-Y1PY9&BXh*mR=x?0KDYXe_Q zU^B8fo*CqXAI+qE$vemi-V>@`^Eh79G?+zd&nFJpEvf`WFda@R(ce@#${wDZe0@Ca zd^pm!(Vnv;FjTtmT4Ypb^J>kb?Vv6Bu|4n7QQH-^6CAVWro}U(@(qvU9TZTQrV@76 zo8!+`t%ZDm?-Y)EEp?#mD>Br}N-@A+${7Z7C?#5xr9ELu*41VuA z&oKUKQAxMumn~V@p4~g6Ko0){AU`;d@V;E++Of%K!}sqyi%%2C3F54TPOs^XsMa)= z+b!H3bJ{Z@zWaOM4|;Fa7CHuMBc8LZ=7#tJ+2#d6@PquA)?5SLYYpb3gOR?IeWvh4 z-%0(3x8}LW*WX@dUNzy-9x*=~Rbkxf*l#EhS#i6c_sT@w$i#=|1KTf0Ww-4;F|s#n zbFO(mI*vv6^3=#~t4@a_35*{KqkV%e6U^z_lpv8iFVMf_cx|ckz3Zp|uepHrVc@woC?wB+26WfWV z1K}j^!=tOu*-m=y9IAc-kF+?sH=05#s66|=vT?55s2y!vX=g8Afi`mPbn$@AL;fkhS| z;O?RG>)iz5QghK`w(7&n&hSLe6C*PpU9H1$BSJv>ZUBCI(PJute0t|&mt)q)-RF_; zXDo04e(6|OxDC!84cw{N>V2|XIMWI@W(96-ytX1(431d7-34+NYhNEx$4sASEk>m8 zs+VpXXAIy+BtCBO$B_~e=E~kLGCXipDOgbVm#?bR{Ot~Z{bn# zS1%vaRo5R=$2M3Tz)f;6ufgBU_y-yfoR5_c0!x;x~wp}?Ih+)X97?Dps?)ptB7d{EqfD3SqDJ5 ztJK@-_MyUULN1x|;JQEmY-v6L;}D11om*5)S`f>5IrDSPmy zY3)f*-~!L3PizbK4<^%nS5>Do*yFAjp5KbQQ)`tom^!PTvwo{kJFexmZ&-+LVWcm7 z;HQtV=%>qs%($2egJn*_`fFcZ&aG-7p>=e&HNbRZJfvRu!>DSl(>HU$%RmK1nU(*P+wU6b+upZGo-5Hi=I~Qsb{O-7vfv8wdM6F{{1>rn0w7sQ2tSF`N?g(0l>5B zXg~QB==QzwZfb5pW$Q88%DLe~cTVwx4f6*U)Vwa;+i^SwkH+4=Mo2VR{NzgJOPa@Q z(ra}!{&6{Mu)_f)7w5IcKq~v`->Iya+W$>u0V0?6BXU{0zql;Y?d4W#BSD>B&i!M- zE$1aM< zMUyn-8_ci|B>t;kYG=GnZTgJAQu2sBw_Vp)KZk_3I}fu8?OZ!k7sn=zfZ3@HSi|IM z(B$O7sE<#{MnU4<;twa0l<<2iH^mc6HnUVZlO1L_D<yiN7r+Q>aPc{I=*Z9Ahpl!UkVuhnk~>y@0_(YACHi( z3sOB;*s^o(*}ig_O<_^%qYp44pLu}co`f~*t?vT?h&kDV?d2?NnO)|}WllZ~-IaTg zN25$|hZx5ED_g1&uaKAJrpfYD$Fo)5+(6cz5xt|UF3?TKwtGIa)kiV`vv#IFmfV*l zz)gv&l4aCQNN$RC(@jMfMAXCYpQI3nBQMnq7_3S1w~DPa>WsxYn1**$vhyNI2c}`McvZuYUaXzS+6`FLswIfOSOU4J z*GRT;-t=yQ2Wf}WAq@W41P=*$g94_0BKGs64*gdRaj9MwCL9| zq)c7#^c5PwLGoHRim*#~*gkC^wkBb3TdGTC78u0T?xS=CHhy|Ibs-O+<^mXnJEh0u zB5qvNQmrmd7!ECKWqrJu*!gamoV;LL_5^FjfMPm%OIl6@pS~4#NjVPT3lW6H8ZEV6 zlS2p&SVKgyIU;KpX9;H*Et#l>o@)QJBC|tORRIt>Xy}ch1n#9qebc9mjzz5P*dSE^ z7SaNZJnxNADz^kVCXbyJP1NU{yw3RPyI3m;?5`M5C;Qa}tx!;=z!`Q(m|58O)y|t`mlb`*Jx|^Hz#ftNN5hKEOhf59Bc1_M27z+#}+kieMm9rvi?^vdU zfMokki^fLr1x7^VGOG2F*!jDIANtJ{mYUfItgwNe^nzGx9$qOIm$XJ0qvd05RHOUG zb23J7)uG!ed)TPeioTdH(J)Tv;)vp-tpSL)6_Eq0z@D<$N)b7*z^lL1WG>;DZGob* zeEP4LIG!Py6mu)srCKk79SuqEXL=`T>wS~RMge}1ji%9|ez9}8VjX!K>`y@F!uDTe z7KI^_SxW40GV;G`+XrT`1X5eMNj~bV}0p%)+~w z7#&;<@hg#Wy>h;L=R&S4J$6;GSB2`LF^^Hu4NKvSs&`Lr4pQp_Y5R(g4p1+C8ZS_8 zTEvz4QtD5MZ6u!XmA##mnkcSA0P#mk@pI66gbGMk6=oMv4fsIF++4C+_Kg}FIdY6Y zbO2Lq9>3+0mxBo6TU<5-FdI|%I=9<5W_*vwzEzeL#$reHY&B_+rc5i0cFU#`E)OiX zGLW%a1@aZu_oMOto{s5T9(9TZ7K0oW-UY5c2HzISgjxyyZazwmb6e9reGUQ23g#9o z0DnMTRR9@p*J5{mj7gn%-191xr+fOV?hEaMT$jGs2J8e>N&xiS2 z*k`fYLaojk_aZ==tAw>|s)dJ;&UVB@iCi|)iq>N`nHA)+A8&}gVp0Uf^jErH2k}=u zMm8}oQ*OL=*Ro^-*`;5)q(D3Z5PUBc!xEo*N@kauA@Q#=gj&7y^+byKKzjLR@0O6F zQyV>_RnwS$JdIN`3AJPb+w5DUQ|mQbsb;AX(WhRhW^wG)hdo0YWWs|#)vD@P`O2-S zB8n_k%>Poe^?~q8#TmuAVFNGxsa6HNeNxHS-*?*y19E5kmAsn~`KYGzVyINCzr5*JL3$&mw{l+e1W-Al283tt#UAqvAhvl_V4n=Afa~oLk$O8zGl}0iC)|Opb zwOwI;OctIi_(@L3TxSzkFiq|nZC*=wC6{X}dqERJC1s79{Pr{*s%3EP(lLcP!3-8I zkai^0x&@vT8E%1oba-U|?}chjE2bQ@R#J%_ucW>a$U;rTmx&IBGYNe~s+g ze?(UO!|rJA=E{|$^~GjgU{6RosP~6N!%d}=MuFgYG_2rq@Qa}Gl@cbPa_>aN^4$8o zM91+O`GUj*x*)%P;qBM?LkW|D(X_hm$=bC~7IoFGO-gLt;wDwP>0`41Ed2|m^f+Vi zHjuTk%Fu0Bge?f2bWGRC(YJg=`Tq9{?xcilaA9tz*+-S9^TF0enbrHJ#|+=sWEqZ3 z3Z|&yVq}j^Z@`-Xp3v(&^*IxtkP&E={1P5`4_CjhF`k-d-$(OC1NwZ2#e)FCYF|Tl zWU2GbqdWMZI176%my@gu3}BJePYoP|Zx;y1h8fGPN^s`Y4P%S4!G*Im56q}nQ@_H5CivqrbZT?@%wGFaUt_{g zZ`nh{B6rdwcdRc>h#H?<-)OpCE1%(up`AX;A8>tCTd+sCRoh^2a#?7i@EQOYpSav1 z!pG)J*Lq+ET$)G?^*t#dELQrm@!%;5U0-7WeXYajce};64!K9X?;0P{l^%!s7c2Hg z!PO6DKcqzNro3-GG1fY4r<)$M4^H(@iqAEen`^T`aRAQ;bP#th9#>dTTNDy9?i`}O znvOQG*=KT`)F==P&}|JRmyRDTpNKk}=rNyo=MUNg7HQ@AU6GS3tqrn;UgwU3j9oRN z3gw?1{&wkDkc}tqRYlC?^8wS*@<)?zX$Tb$q9>KF95apw*SKuhfAG^k#FXU+7#?QK zjK~QGzdv`}tLUwpv0LLMpyV}LrzoBqq&%|oP-irKHYA=`awodHEczrie!TzEaq#$D z@c4VXUxC9g#o(-M8=3MWopBd~#P~t~iWR$vSzXVM&!289XD_E(5d_*7YhNf1p3ex- zKa41A(A(%N%~(BJxY6%lK>p~1GmCmnYVbIV*m*Bc*5 zT#Y{2DplDrws^q|WTFkM{p;SfB`ofKd$((GU!re2x^{O)=g=eO6{an#U^%OI`}3Vb zxO3Xn=16+2a9hE!#nb6J&Y!Y*1iFqBp&mz*jVy;_rZ;}S)B*$h-n#pIQ&w3 z3*Qe^`obC84!{MOLUIC?ETDR1^-Ha(>8Rc`!-s?Z`cU798-#6#IuX`FC7}uP{F<`h zFHxK~_l*bqHP1~5UYO9&DfH;5u+JQ*)!s0XwRkJuU3q&WPNz2c%LFgSql~^of3N3k zg>uY=#*0!ol3myX_K&w~uGf~xsuZqzsInCPx&e=VH}!Jh zL~59GJ|IicY_qO2%4g+a4Z4Apx(5M3!YqAMOl~b%Ii0}K2CLAQ_0CHBn`bXm-Q3r>{QlN_ z*o6+orOa3>eIrh#R(hkL#Uf4amb?owe4mvkR(tzBmJ~L+j=*D|*7t%|>sBWY4kmm$ zl_aW=*KBY1iNqIZs;VN{%{a}H558UvdK3D_XP_%%Tr$^%&}`&k+g0a0z_-EK`D)w^ zICx`XcQwJihC`K-QpR10^9S1CCS_Gh?F-(mjyU%SuB=FR&8d25^>$#Nd_^#hms&ht z-1XJ?wUhYv2FHLr=O zDQ(r2fBMV)%E5Ed)KBliUJ5Ei%ez6~FMuyh(=_Wh_iXpr*4eABbTUorn!sh*)=Ob` z4~L;Y=A&>|Q*m?aHwm%OA6+7$vZ**M>@G}{v1;3^uV<_Nd zzJ)3O`ZR@7sHO(@3bOVh+d5xco{eJVHC=Xz{1gdS!75tY6R}jQ;&!2YO=q*69t!WySPw|^nWl`mRk zD)ZGz@@_L~tJLC+b|=;9Wow1pR7+7nX^74A!8Z-L&*9wOlnusM+JVoh4&GD-b5Ya% zHtuKBP}WK{VLQo^w#tc42)WAlku!O=q4`Uex@(Tvc@G6mP*w&-Rj9LhHZr|S^b;u} z(W|0~xkIh&qr-frCZId5&vC=JBULdwSvDsd>VVKi4WqAW<&rH0xWO2sCSyQOrlS+L z54&4iuT@~prsrhmvlhaN&a->rjHOBp->m*|M!|OXTx4Q=qN!CKUdZQ5d>ZVEouBxw zB@1;)I-6k!m2ltS2xQ$GO zbVtk5k5o&PH@hq3QVLQm7bF(K1&HW_;m*V*MwRSf2+w`)u# ziFTo*;NUC|ap%T-j`nhzR(xNXwG8{Zf@}E~H>X}CXJ8+XKW}6|{nDAna}|?*bMQGW zU?DdBa`E=n;&HF+fiDFTWvbp8AC*5ZYV*A?^I51&pK+*HNr*WQzt>6%!CHyUap~aL z^*tDQD`RO2X4Ia_s~z6Ttxcfzd%_26(u1{U;pJNKwe_iVq1q`vd3NHnXn$n=Dy+-Ynrr(mBW~p3ebl&gL zGi~^JuM1^P?cw6V@$t40_H3{ycF;pixH^*9l;}Nb3fBk*8SlOMIiEt@Fro9)2iD}AEg)}w+5VU*z z6ornJ>|9YuI|^s)@uCWV*_iqQh8*v2Ph#8{GV}8%sYl zVJ#a?n2nnRe9%lt?NgiDOoRgP{6Tt?qPR7i0g_K%s?BVy%Wk-n)Axl$Nm?PL&)Ls# zP3RLr=qo7^B#+(aOwGzrN7N6F6&!y#fjMCvS_13vsO36zVWD=Dj3`b=KtuElI~1I7 z(!!O=yj5}eW0){lGh-(1a;A;0n-A#$l37zB{Vg;;Dg7HyCqgjALlzh;2_LOWqee}6 zz|fq-Z3celcU#Yj&GtjSJ+W3#320^gB;Sv3yl}B5rTjH zSQ{>z-r-jp7Y7`&rfi6sb{te@PFm76fam)#`glk%tx2R#O|B^%D<=>H_AZ=+n;rVp ze>?dRj?+sa&>pkI>|ttO0nM)i1=QEO44arXgoD!)_Z)QQ=8W1U+(}*M?oG5M9bQS> z^K!w-S0yF5i8QodYrxp;8o;m(GaHB0-s@SrtS3o!yMO?!>x6cti>>WIBIRIx8S=$v zou@v<=1|YP3qEHU{Df_fMxRiU-ei=A4-}u~bDB=6inhQjs(jHt)F}}M_+hiV5G^eq|X|1WlGNpzvCAP|8e&ih1rv_-J{E#mGFyi zm}5XX$;aOI)4UG!5Nere~o7yy*iT1L<$Glak zqq~<(_9%7;4*Wlue4oIrsexv;Lj_&J*~}TBaHwUHDoY$^GL&H8&OF(6&%Ax=kVKt8 z6^~ap`l{=G#npe3)oqP)GP-z-|^im@U%qW(*BqYbqRzxr(o` z5U8snq-DA7odh-CWUnK<8x{y|9%FMga}B=S&>**AX}|6TxF$fO3u48YL{>K%JdS~k zarf2O=Czf>jHJ4j2`YcypU%Hkg#4c`j^T1^@W?l>-AG6nd`^L)`{~|2;!a^QRm#7B z;@N-QyZ4WMdr$@v_doXSA)O#L{ush}u2PNhG4oE8f3$tTivPFNm*I(0~7~)t* z-gV)v>dWRBreNdfq)BV#Otx%h4y+PFJxtuSWYdCCBvu;4xaciDJfET?DDU-Lwc^Vg z(TA_k+I2g#tBU@3JMcAnzjh;V$GWn#&b%M+PyIR9bx^yiB(sWL0nm=iJa*$QbNcu| z=Pxwen7ylW9D5?8`JK_q8g1vsobX%BK{2(DrHD(DoN2^e(=e|} zo*N5kgKne}2o`uFcWorwE=N4h0gJO*YN+e7426#^0L;-o_gIq-0loe^(IFQi5uGJCr~z z8Kne1AF&3MTpEQwnW4ohuN7qo32rbw~$iBP(#07f$A2-Pa?gb|LlEZbkW(23v|L9$bK zxA8Bv%EemqJ?-nIGi>EfZ)Cw*3J4dGGsszA)&H3D4I0r4jpt{yq^*&9x>!u=DA`CT z0SrnzIsVPf{x{ZSH;y1ki`X`TwFcZgCmGtm&>jO#@JnyK3%SV&?y?(|jP~NX2NXS4 zO>d%sG|_Kcktuz*1fRYnDH@^`($UCGHxj*}I4RQv2E#DYcwjwxK!gq&t^jGiwrvfO zN5~8y43&$)Xn=nU$3Ku|PAVZ08XfkNxId9st(ft~BU{oKXc!wblzXX#!uz)-@R7)s zEkhQC6{&ciSUf}~wq&yV^MHCzcMChZh?E?1k{voAF(Vm=bV3&?-uYFa1l8&t`$0k+ z+$z=GrW0#@OZi?a4c3y3Vc?Sl@Dj2o7Aej+#$hvHebs#LM~OVvYBcj-U6 z{Hdj4a&uPMu~fxSjS0bp+wJ;M8Y~RNTa|TTE~@qAZ2YvouY9MKo@eW$v_Dr12}XCO zRHscUPh}p#D!6bAtLA#pU;>KEDq{K3U~hM3N+&omMb(2uZDl`CsZYW&s9)Zy+`YLl zo;grM4gm~I7x@JQ7ko^&2p4#^q?pJdaF)USyWm?o20`y4)t0v<8v%kqyklJpCbD|` z0bcdmf?OY56w=T>cntUGr;gjtA&ox~sUKjfToB-W05Cw0^(_|R?)|8{6%^3p3e)_C z+d%?l$FJNEwflIvPN?Lj#tjo>AI;>vmW$<`<=vKtbh!n#?9tE3gQHia#h+nO-ZWuq zAFB_Cmd$@Z%e4{#OdWHrq)Z)iujEV}^Q=@%9rN-tvB~?J@=LVf?YwW60uhBO5CbqA z5Ice=q-4#-49`D0vZn}2noIK&yTsSB(G7F)OrOi0+H>^3Fw(U#x)kkLr_?A_%a3JK zJMgPRUG%zVq5E_&W%zBOd`KB61)g@n`NqGZ%RJ{Rl4(HNjODVY5|3C1ZGh z2OK1|`wuBV`A12#RF2A794g1Uk3YGeoG8wUe-qPfrm)YL|1h`ZDRw#~Cx2l-cirLH{Z7}gq5f_HyZ)4vi2yN|2${`@VsFu(X0UQcA zrdr^7|GmXQEO#_~clC;ltf{uXD*SGV-ol# z=2uRgz=#oRj{}-Iyia`8OTCOUjEzpKOsV3?AVCC{C(<+tzml3SPd^&o8Q}R$HlRsR!{v zTrJeaygmq8rYVy8SpH*X41q5ly@Ooe25lrQcUM#Exo1&kHs(1*6(d4ElwV~r;lcS2LC-= z<2;;BS;CeVn>vgedf?gkcUN_PDt2zUzB-x~dFfi4giUA=pG$JhKHA*@;Hy1_M+b-U z!P74LKi8^(p_1G-c!5vBoAEi1G-SF2SkmFE>(Q{RMB0S}%l>ff{Xmm}pc20gV!1E* z)y58`wT3$K{iK;J__y`ojqs@%gasGvx0A2CfNX_y`IttHyE&rN=AZ#;tDd~WJ$gQk zCfHmc7yHpZLUdW;(HM{=fOl(BdD{F4u~Xq#N;9%a(`5U@j+rz21D2^2?~OGXa6NDe z+|Ltt)_qAacSU0q?Uk+_zdbscop#|xQC~eeo-)YR=qf%nZJv_6Fu1pYJ4j*S4|PoFo@ryz(4Sxcaml@;2Mx!s^A) z(wN)(3-gIP30E(FrTKa{s*$A@!Kds z@Ho+au1;{d_Q(HY>?^>k*!H&(RHUUFlr9NriLIo7fT(mgNOv=obW15EjY@ZSh?I19 z=O#96ns4x4J@=gdx%WHIJP*VA#hTxmS@q6-XRYY6ohMgvleVeqc8kpEn*F(LTE3dl ztwpJQzms%e*`=%W6@fvh;y9}o>qZv6+iKUe(V+#gN_0NhkA5=4S$r#btYCf`y#-d3vP043(-UIH zIRw}kqwMY!P9zZJSd{By2T=z}hjyq~Xsc*li_5;0%+={+6 zRV)L}l_#4K^eYN+rnF7fF&xAhfeK>N34TY;=Kd}2m1~q(yDQ__^-M=_mjshOwkc)R zPPW?X!bMMB=tSXShUekO>&Dqz=e0W!1o*9*=O7|e{wpGT<^Deq8SsmKM)Vt!*_e~A zxpeOHhDY1@&)XElp(OvX{jmAj|Ni}VADIe_8so~II$-!74!=1ZPN+}}kTMK#d=u}8 zxArj?bBXEkQZD8W!)UvbIqS%)z9B@``@z0uw?*h~i|J&FJh(0P5bv$dZLzewB05BF zyD4n?z{Fn7a>ONf^8V7A$1J?QHePZt^Ql^?WnuNq$3}9Fhh{x<2~*3d=9P)~X^qdf zCkJZljptH!1e~_dnvcorBX&JZ&YyvR%&0xs;<3%UGAI|b!5K8O{FPeC`Q6TMN)F8* z3*F8CjmLV)Ka+nBpsd~b1RG0a(zmQ70745cS0}U!FKQuMS8uy1St+Kh50)7lA5ojF zJa>V*4?;4F89c6)HV*rsm>qS8GgbHk)WZ)0ky6P+xvAuaswlp!Ys za*KC*7EH-HGS=sBZMP?nzf&(F|BYMDHn}yLu!{Yl3tU=lhz;TT&Zq#V^X+pR2;JVZ z?KWAHeJ%60+F}CbG(lB^!wzAvHzzRO*Gy{BUcBAl&zjQo%pLW06``9oX~&+Yd2^vI zk|&CpHSJv@=ys=CYQ0ZmGqF1|+d^VOryZY9Cr22Fi71=-guN1r@e}tc@;ce{h@fx! zHQMKv1U@vVA|8hStX!K~t#>Z& z%bZZiEs3+tZ-M*-c3;UG4jLk5o7}V?0kmDBj?~NsU+Htkbi@D-h{p`;GxF?Wj>1ZS z0)n}WJ3!>o1;6y`}tck`^ADKt@_Scbk0vpT_z94=w31pC{HpOuRl;j`jpyU*L>4W5l z7drH6=51FqZ_$)PH=lpBp^Z;kFPw%GNUv4z9qx>|(5?D&oXqiq_5jzqyWZ zW1yW%n^eyN`;+ky&GB%Byw=E%s!cd@`nNjSeJ>N5gy> zV^StFA+C3<+3fxpL^^eAMrEF?5vHN~oc<%tE->~GsqLn~vmtR7JxqXnyM@7jID?i& z=Ps^Ev64qc=<9VoRQ++UTOBg};7_{xBunF=xQMb5B< zSCh~}!~;I5l$3$94Z&=V@LnRN)Q^%_Ao{}$&4p;SfgdzAvx4Z)L0Y8=o$iNT{+R*F z2LPTqa%N4e8LA6tFM_jhq{I~|hV@p{FYB`HUO2D!% zh{wFCo)9SlDlO=0AQy`j#AD78E9IUn;kph#z0ZT!b>7IvvHL1{l=%(2Y39T45?RS> zY-wRpZ(@-hMd7F&=@KG^#s>msmyrS34wV@o;#AtP;b?NMT~vd@*wc5dhn-RKYsioK zQI{OtCa?R$YkI$2QAZ4gTS#tMDa^^|TfOd> zdS0Khe_n(FZFbF5V6Kdtd~Er_YGTe-uzUZ}T4~Z;2}SoA%T{^boGk#b!22zad|pq< zX?m}?suV=5xT+SUuDGfd6t1|c7c{Qy7ukI6T-h%X^mH^9J9l#3EU22q)nVyJKKJ-~ zDX6_|DY+Fuwf?U?FFLp5W^#>8@1dc zwP85*7JEPA5A9a~Sqp<>nlIRD($C)97GMujg;{F>9#29+w8FJ&BSC(T-SLz66Msf~ z8`SPi`L_dlh@2`-(XKRp3fm&cU?UJe`f$%t2d8v>q3$E5K4%9nS{^fP1L6pc5ZrZaH`UFpB`z4YC`fFf)5if2;zubhw zo0vsMs`t&qb3+)EJh2$IMe5!AFEGXlg0YSpFqX}_;B)4F?+D6$?jBP^4l=L6?_9~` z^sv{g6@;|Hu+3XAw>xMsbqG2KTD!qn^9W&!NK(p@f!afV~Z3jx|B|X8)HW0@49Jdb%P?PCoxTNgX(>x%46`0SX}S+7?F+;0SmR z_Ba}EwDWF2AF`u94l;Yl()xm7QYX0kPw3HjC|ER)gbwVRmx9gAn_UR{@}n<#b&rl{@(_?h%e~G8d6RTkaLK(`iJISK-&%@Y3zy z#{`M5`{?0Ir0Wa7lru4;$>l;wOR;}8NcVzjbV+DDG{1_NvWZXF$HSRu$eB!Xk8E{c zw$2YakA8KxaK3X>#j9AK`Lo%c%($0!D?uHleieqBHCy%`BUu~R(VOvkH?}dl6B_SV zs&vQ?D}S}dA6=Xo4}_<;%Z>+O=^?`PAr#H%DI)csjz@s8&uGrrIr~B^3jtMLW5ae2 zHNqUK?q*bBPT8P2F34@SBdyOXkad9XEB;ij!~a_@Br6B~unF9YgDtc%;MA~(9Qjh) zlbHA-6mk)rJi!ygoUd+X<9nA+0REMEfVb7O`#Le~bi9BX?QGZP5^7_ErKw-u>p}87&qAl62D3n-?U$`rrp6wJ;8aIgP%kzHUsIjFE7Oj>s4cr}up6X^Kk=Z?yu#XV zq%o!~l$vGFwh+09Wf-F~S<4irb`iDJIw*+aG>}6|dXOrr^U3p8oXcv3pity~3m^}KfPGnf5DsnR@#XgCeYJ9Ct2(WJ zvjJpcUn@xPY$?bz9+^SHk53Po?0h|m54XOr7PikZdC06OPc|H9^S_!cQe~QZa1~}A zyEHqEc{hIg&1iAv*3jypzB@2kov9mNcCAusn-nawHv7eD!#T_2P*9!tz7>V~V|&rV z(w=h`J4?QG+hX@SafM9>_$m#E&G>tBqSvHMyfLC6SqkH?h)a9ue;}@3M5#WMo8Q2I zo5d@BGo|zl0vW}7m>jVg!@jXQetQ*co&W9CznM}|*<3%KMrGse<1=RCZ7{z=4}`_O zdJ#2c&6zR~07^X#4*Vr5qJNq7+atLxSI~0GnMenU=TQ zz{SU_&+wd0@}F=BA?!;LFrKw2UE`W=SdW|N&X~3oS9sRkGaY`X+GZ~ILFGAfwL;@G z1N;Cbh@ld1HzdQXPx8`s3%TCr$Kv`yHot7;tj)y1^qH=LE}o_%N25a>x zVS`QM6Ihd9Zz52sL9$j6`i-2?W5YQ`<$e8kFd=d z4C$(hc&Zpc_LKBGceft%A_dDA-$&V4v0Q9GauaP9I-E}{8s#+nC%@?;8#44aW7tR z0A?RB3wm(dnZGXM)%t3Oe=y)lV9@Pxon#xJGxmk!6(^0nD2gTDMk!!2q$QnbL9g}E zW;D8EHqpZ+;QJNia%?`X4wijUoIKO)CPP%3B2~dbs`0wbR*AD&$+3w3WaO0+xO93? z5%ajlFKQJO)3l%=fOS;z~cFRFwD%H9P#`R_&R!=jl93 z{9t5k?Ew@Ng@c`>8A`N9?R^l`^H+Aq!5q#ThcnG8@QAFtYv+TD3S-ONK_ z7`Nt=7|iFllJxB@4|{W%`N}iLJv=v`x%K{6;YPG(1neSb>#&;u2!;b+IU7XDpF6quw52{0# zRN9~L*pR=T?srTvaN1iC0q0+TxlDp>$}qyj=_^sgHQBHzeYxzd=kM4EY`!05#*OdR zyfQNwi=U*b?Hi_;ILgNCDiCnc=sV!jPVH=uq-0!tin(AN2QrjwnZEMJV`y~T9gzc&?bZFNscb`LUk7OtX}$AhlZV=a!bEIE*MO64uS7`4GptP0+$ z3S!({^c3!PY-oD#{$a-b(TU1KH7_=?+oB z?@K)gT>blc*2dV#w)X-`ll1wcUaR(2|2?;8Z|cr=e>2OgJQRxx6vlBmF5!f}bASJEfXd?7bLU9O@n&4X_R?*XT~-|c z(}+>hnya%kdPt@9)O^{tVAZw4TEOWLfzv&_^MtDQgo*8T>Uy`HR=X})JL>E=#-wI7 z*7;Wj2AsUs%ubJcjhz$vOW(8YqxU1jmxC6CE|;IxeKf2KU*Zc=OzQeG*$eoC?Ul;1 zj1XtdAZd%PFSlynrzaF|eP@il>(O-cOY;kZME5{Rmn7AcRemk>>|XjyrHQ&hp)B!*tfE|n=A5ARAH;7jSor|ws3!!+Yxrb6PQ@`}*0&)| z19d4&rwU33xJey}s;&G<{Zr%L*lhV5dq(OawoV-?_SC2Qtn7H<2ME`}#8;0}mmqsY z*FkIt+7s>9^ItF6wC)Kz5T74JsPs7PFz4_3zh-p@t#5(q{ilacRzts^6XPh;nv1g-7E6cHAu<(>z?=%E5X+5WtS@_YXIcC z0oBtHR%;KgI0{$YR68Im4i|PHPlzvw(ik7o`XQl&P!FJX0l4L>>1!1)Ed%@w69IucC!6WcM}@8{S>I+(ACn zWLe=RYsRwXDqM5+jETLtowIK=YK^&e$iuVhQL1f&_oxSQ>aap8?TcoK=@iHMz=A|P@9&nzix!y6X84kkkK^P7durgTHej6FK{kvmN*qo(B4mCdJc$=6XV z2F-|@Vl4PSuDP!jHG!OqB0t~ICA;xRna5J$MJRVEaB$o*%`CY9>vo|| z440m=ya{8TO=&P>t{EMz^Jf8rl*9JEE<66B8yGh#!1G%gEa0b37u1d3=p@Oc0kI*B z)pE^%LCv53!)Y){ZqVPYQgoyC=AUy8(0J&^I9qf>_NUEs8m#lD3MF7L^~a4$2r~;h z0RCgK{PM}c1_?D+f?l}cj!nQ|r$QZ69u3*uhX5XJ<7WzXcm_M!@E)df&_dAtp%W%o~ z`vSuAFM+dLzmt{%F|)_Na@q04%%c3A=Z+|t`XiQBF!kHgV*BNj<8|S?xg2fxws0NH z*HN+)bi?n&sf-9OzC6Q@*wyzU5e;RR@cl!+`SMKRUvl8jiq)5A9Dn1m%NH}d|L;ra zb0z2m6R)c11S#(1kb|qBXPgs#>bOrGI-ujjXq2GuO{-KMArRv^{WtPd8-`2bKjjbn zE7D_dqa2}{h+A*bIa-J?=o0k&`3Y3?6wm!cH|PcbMh>p!PXBlIs^Eh-`kO!*0|s;c zE+2jXbU6GQhc&Qdvwu?pZEJ?hJAW#{zY0JSFqr)eUKAu;!QRC4c3USG zlIRQpmrO61y2m<{U#_T$F^;blb*)_6p5e0n?o2B{cQ)RFFqK>E`_K_wZ>?io(iiE4 zbs%Fndn?B(Uo&Ek$|5>*(wOkd%d^j*`9HMYd3m<+&#VD3^Atx0kDC7*{PDp2-$o8r z;jDj_`Ay(UFV8;w4{PAh<@B6LgT<5DVdSw*<^B9Io(2EBoOTSC<^MErU`!bL^6d1Vnvac6F(#8`^6uStbtX!z@)Bm% zLyKo`q8{%s9Io;w*XX>@TNIK=v_NodO{$*<4CKETuD@!JmqWkg!n7vD74#Jq3}H-Z z#ZKu&XPYNt(+daUt$pH)o0$39zp5;9CoMSS?cMF$H`+nN%+lt2ZZ-c9w#Uw6bIU`c zjeu3xOR^}eJJ$w7pep>Kr4Avue8{8i1)h#7Uk|}|cjcE5oH&{}`Pxbo7Wv5*Tzd8p z!}qCHK`N~?F$+fCtyW^KPE@OTGOJO~nKalK)*vb1eDB}GBw_J88KQY?^QFgc zHCizX^aDx9+hs$o(cG%SICga?<IIEi`;Qg3kn(jVmd}AbMVK$_E`jI9HWIoj>`S`HHyfIDPM;ywE~a(j;n zobTi~8ci>fd7$-?&pjht_F zI%C__`Qg@u-qC7i1V2P5TtF|>f5&Sb&TH1V0=zs^N8Z2?^rN8Ypkw_M5i;IFi@tZS z!iJc;Ko@z8qYYzwkxruOozQd#kyBAb&X0LhvUyfI=eq&U1g`}Hs0Aa4wVF7z+Q`@z zZnNooD_aLE7q^-5wQi{_U?eT|PFe{p3oQJP3jqIlh4Is&tE^bpA0CHSV_H|M_3rXl zDCfOywC^EHgj*{HT5j6ub6b$lR~w|lr+}47jO%IQ1?1fSfEUx~Y))HxC+s4Vc_C=b zgumgy>2j)&DC>Z5lfEYB#U(UeX;XPP|7f-H;zX!XulLsZ81eC0ahAvofN!3wKL;Nv z&Joxgm&gjQ=T_`|lQw##`n8;rq5N3WW-PZnN4nhcRmTDCI(PEda^Aqg*Kc3RI6xxS#%rV(ra$Eja{rY7oy|chHM-cn+CcHj%S!Po5>RX~ zsc=mdYxvRNszC(__$o;o0^poZXn2$^%SO+|usruvpn}>SInh);-?ljg^o|H=4&);G zXyf<%8KBcgL42_n^~-h3AD0VhZBr$8YEZA0%GNGO$IOEpmNC1`Xb-NGt>P~#K!#Ew z{qd|?w07)xxno!_R2s3%0>>=^!d47j7>RDhaSPu8$y&5sR^MiUZA_~vMZ-^9e5mBRm9A+VF~QA48Z9fuP&_srJ?^nH z9i1tIzGdBzP&GsBalNYyi|W`xN-dCASr?(s*L8?#TDm+I-{6d!%hf} zYUQgDo2_ln51Di^W_j-A&KaW)z=j)l777tc#Y(CY!58u9Z8s z+gh1qrY7!oP&SI*#@C-Rw4|lA6>`IJgvN3dk5N7kZ7Y}oH}IoKmD;X$>?`K9Qyo5ce#U3u^HvM*N>Tu^G#b1a4Q`F5RRc&&qDzEE6=T=)2JCs${lrIq{(n&XS-i!z~YTHWCm+azD(#B621 zhRJWMjMlnM3PiX#z337gvp%2XpF-mA9G={&5!y+r2mHe{m&S_w2Zc&spcCcju?*Of z3s8=p?sLMIt2C)6`>`uKXZy9OgyIZ{f{!QUX^+VSDhP0@j}_h>d@!m#PcjL%tu;>*8UMeRo{`imm|Mf2p`eeHQw{tZ6d(L)Lz@()Z!;p zH9$l-zY9Xuk>N)9_s_`g?gfnEv`}@lwe64-`LXleM{eJ!E@Pt#HCFbyTNbH3{8ee?sBgMm!SB4~(TDY%1EAVozY)WKKUyv(v z*M9eCm};sde&&kSi)c@lH|f(Ot(#S5e=IGZMpjKr-DqIn2mL`1*2^Yab(+t2i|Yb4 z^=%_;RpxNz{gQVxA_uQfMzS|Etl@2{J`hwL^pGqqoB4zXisbN0- zu4LDqdzj98`vDrDbSRn@R72#&($S;jfu|s9wi*3HEdTCql(R;KoYgrsVK6;M+gQ&VEXVTjnyap?I;-`)>==VGD+n@ z>85-hl6u+Kfg`6Sug%SE2}sX!u3sMO&-<`e4|K)ya(+ot6+&5 zf)x23zq(r+f+ZuK#dxlsJeS<{LbCJ%I&EV#mh33uG{rc^aRj@6`;G;cgajHuh`z~~ z74Q0-?}P|j=F`M$-#}V1bRR67%tp7qen%gwee^Z=K6sK{e>HlNj0%i?&~JBV{oyA{ z&4c&R5?|J$_H92a<-HgQag$jITC^|MA}izx4twi?S5krec^FeQIr@q!bNK`F;8twP zHivm+42Q^>3=F5pU3U$=##ovY7}*FoG?OWRT7e$@$oFbF##?9YYGbCvlXw@g=E_zc zLl`*7nH>pn!pN&}Joa6{r5Bbud(6o||7P3KH0uY4tu&{rS&t>RWlzIq&Ne|Wo7rq; z^`}!>hvbj1OE&{+q&+0aU&VhWW^;M!y}GhFv?(1sT>dt<;ZuP!@0Y~kUZBIlBxF^Y z%W4E%^#Ze3fEzkmCux_-Us51SyEG#+TY~haLRdM}DW*;z^GCvwOX`03`^rrO#r*z4 zV(4ubGt8I0XBxb-m&-!)2;@b=^3f!2Ib@$cKQBFMpvaZ5aLJJhtH(gj#Wt;&?=Jk?DH$E+z zHr1sMKkZs>BcbsUtP96Xk1tQo?Y7&eMj0$EI1XMpr2&wl(`#gsPfIe^Q^?=rH!GuJ zks{~|xek^mCIDx5SkI{poM05(&u&_Bqd$BS%ZYZVDhn+c1GoiGQ@>(j+-THJ(|_kq zls1;355ufI-8YK?7SV0jg1_~?qjNezv?Zm1r;1wI;Od?W_(52nos1azrFur}T{_$& zrKDz2yl<%yVSPmF=R0-(Sn4{BXhDeE?=$L&{~hhHX2Ql>sQ{*61^FjUeo(#^jwyT%r3e{nxS z&UftFB>tVfQUpkB6p0tI`uvs4p8n%&6Vhq=YWdZ8IUhSq5dHb89|xaO!qK{=pu09#(q&tc-= zXM4QaR|3&9=XZO={d0RX*L5+py?MbIfrxPMbJU3GmU*K~)In)XLYysdSNx7@Lavwr z{NOQEqtBVtp-%qcH|LD!z9mmJlNHPEr<aQ%ShwAc^=g^*9NWzzQ;8BFl& z=bTdB``)YGAx}AU1J>LRlQ{!Ug`aIaY4LeZpl~ZZLkyy(>z8iGD}jnDn&Ctj;EzUK z=}(8ssqd8Ln||+I!B$b^an`+!dF~y($&L6W))!%DEo|7hpKSHNdj!59%(jw?HSB$} zQVEsE1em|{Y>zxCK@{+co^y1Uoe7C3_OJIHIfBdy2D7oSeAFr&UZ2h&QMY}x&Q4&z zZ&lZUi<1SV#)=I1mSMo};*^%fgIYIqToeidbb;4oTKoW71>NlQ6jQ%O$9SuHO^hJ2@m>&mN z)|uiR7TOGPzpgW&Fyh4R)H_^t zr)o61cAH&#mT}J{>*PU`rx;Ap^xd_v$UtD^@shW(oTs=EoRe>>alWp%RaMKI^BS{n z+l=oWS&{^nTsuxuvJWgmF%!a|eQN{A`Ob)Cs>!gSwt{^m00QrOU0d&^ji4G zddK@GdHlHpVO*zDrFp8uf&vYl6SrCU<)mH^3=#+0^;(;68+&?@Om(CQ*Xyq}{)q*m8h zKzw(0cJ_=Kba@MytpBL>?aKLGgR|ms5Zw8h56s>czuI3z-Y8ntfaingYV)bFk*GKi?T9So1z}Qd*EZ6y+*wPsJ9I4<_ z5b5TW#dYc5rDKSACIQ$+4>ro`*Ale={9g( zmzJUc{T_0_Q;l_qjFs$>-JR~f3R`!`vda?f6n8DLzpq0ZeWYkgbLHtr%ZaE4?-Y7W z^#1vB7J1jTk>ul#I+s=!VVX28+ROuHTKX~E0Y53 zg9P_Isqf8=B$Z?DDl5G;GTmGtn0=7zd`FfP-|l0p8s%^jq6pf@!;h0m4=ip5M``vW+qPKyYUAX?zvs+r3+Wo`> zM7I!h5Wy*yosLehu8yOQj;-FjwT{k91D)F<4|I%l7Vq~xm+J|VXY2`+mwwR~-rwEN zB4>!ew5X$_7mUcHk61E6l;9Ptji{>el;CBl2NKe~B0hHZ9{qX5=qLB6?+~dl)8a5c z4xtqa!AF%2d4=C3!DL_%H_mM0wf*Dv7iC=?T^*eZTU?V9sUZR_EhlBVs$ zd;&k^GC1ev+`{sq2dq;3;uoKtV+GFZu1jJ02*qe+p7fl1Dw{EmX9P4X%=DipCnpmV z#PKpkcrsryjleU%P$g#eUzx*XvT7QJ-fEfjXlt1FaI0JKOv>!YpfT$iD`vg=P<+T# zq4fw~;G9<-WAeMO&}t^xn4%Kl<6NrR?-?s;o~q19${&?$;(&sH3%#`QFrt_9hzTXDs82%Ebw^jc(h5l zGC4b;$9s}iC&OPxT0TbU_O%$YD9!&#(e+V5XU?AK3u|1<4r7~p-SkCi{R@XDhz)^k z3*9HE4Z(#Aj?;j5;Sy;TuB0`d(*n_3c|w9GauGwd8#DIOIrd=%0}eHE&@?zWzTO7M z*Fm?9dYG^)WqsAIKZNu!m>&JraapfMYKS!IKezU42TFKnjJ)v$Ky zAH3Fop3R@yE13oeyYf76{ds16;3@~EC+`LF+_iMA? zP7$)M@zkC*4WH9KA)}LO5;d>_M~y=?fZvrR{qWYnsUPrfGZTRalXAcOQ?LS4Bgz6^0o`qm^}-5FGW`iWFo8@gF9`(+INcC2m=W9}46 z`Xs8>@jG%u+RkL-W-qDB=>zzatG12^R!?_zpd$xb2e=um5MG;Je1@|?4hz$$whX+0 zyI{{)EBAT)%yj~nv{L#K{_ry|+Gof?*l+{ySne=oca~D_a0653vG@B)pI(J6_3o zpg<8GFxPZ_Kzf4qMwV?7Y>&qO(H{A4+GEh`-|dm;&+YLBKmO4sX@9rLZnGpsvVeUn zx@>fX;w;TK*88tyEP?~!GLs**A9I=x!lHTVvrX5MX@DVcBclNcllJzBbvZF>U5CT; zYoGO&-e>o@&KEn{YjN%n&I~6ney~d^Rz!1ThWWkkcUi4}d|&PbmS@(p*GHO)vXdF! zd$=8+m`0M5vqsX~hnug31GmDbOC+O2$S`JkxCbht1rtzxA>tFbSmf)Sut z)td0y%KRfxagnS0Ucze5>8pQ1MS)|XAjg=dn^}4JfL7m=nJ|_a{;dLI(qu;-MYDV( zH@66K6lLfr(qI$iKE?SlaMilkEJ+}NIeoV3Tf8*}*~o8=@>p=0dq*7LaL(*8ryVx4 zOhl;?I~y!uO)u(%?i^I$a@bO zg7r;2G&RQggyiIZ;QqTE@~+>#X@ddlqA)xmarvPknC=<-%|usnof@Wa#^4buEJ2wQ zF;oi6Yk${!41s@^7c-y_bzFZ>PhIj}LIBoP9cbQX5+LltL?vKYCYmZp9+k`kOs2`F z1byox+WA4>FJWLD2HLMtmDt_bA7W3qWRRaNyNmHyf%bLxqcqt;b5=0}v>SB@_JsJ2 zIxBEHdH~a-ggA=(#@j_K&bUlB91{(uLZ^D$tWchw z0bRhGqI=m^tRiW^pZ^KV5B(43k_J0JH8+Ztz-?Oz($)2%rxAv>v{dR{Caq-T1nb2w z9H~m=ekn>wtGC$Rk1k$STpnN1VQ6mcSfL_A9hOMe=jt1!j?Pp4-DY>Zt*+rn$@ZOc zF8x^O=V$#(8PpMQtz~UMxNghgdO|)mJi?vpaOw;iafUUN>N+>e4Up1V481)0(n55x zg}=*}g)^F1pE7%KwA5ADIJ{gDFkH1T;=GnkB9OG1sC5L-ay`My(6agBLApx#D*v8; zm{m)_sh0D|;~uIW7V~e> zLTi4vwg>;MwP{-$+JZa&{e+4wNC@5k8VP&NG{uST?$PtoX;2LYJ`>YG&w8$&2`=eb zSO;g8{a7KD=$UQ0TPGox{icgsa?Xctshpf^WUMrHcd&pk%V+yc!HC;WG)!1{*IseU~eR1xiYRTPeomH$;aW*!d?KI&N z;8g%=sjq;Z!nEcZWM5AmUmdTU`|?`4Z@VQ=6!c$8Fr%BUkvH_#HmCA;qP;TM%|U{p zoZ)fXbIypQW~+Y&kjM|vXP!9?uB`*CXM!Hy4bQdH*@l$YzuNQ8h{6Xw>>=ct(PpC5 zw5vFFAF6vabPL#(KYZ=sUL`ra4<5Hxk$PIegBm=LKVUtM01rw%;Wqb#Q}#pbRq7sn z@L1|u!XY8O-{@r#Biq=~WOK6^9k@bx5F`C{2|m7*dA(^ukc{%w2)*wU`_$EIxOyhWs%-%KwSy|Z=ei8ZoQ0*vXOK30u+Vc}| z=ZV~R49LrVIHh#r?$xgLvbJ!^se{wu`DNC?Ig&Ev1^=ROD6m=W*$?qYh)9=&FpC! z;6@}XIa*5YOgaFK$@Se8kQ~PeZlE+j#G-q*Sd!Uo=SpRm_xcNK#igy~+H*}VVRm8L z1Gn?(@cp1xdwX28Lj&|g~>ncI<+m~RWCGihwog&1T<|% zpjWp0+}h522VbxE2aw%_FZL=6EF=qxatdZ9cB8S{wq^lRjPe|md`Gb-%lFutS+#;W zJW1JFp*mPQ0@m^FgpCm>T0xK|%EgGi&J)}V#^ZhC6T3Rp!Va@N!Ybq}#dCl2NZxOW z%d!Vr;8DJ8)-@JYNUbg3km8PXdiTIf@WI^khA4O3Q@VrR<;1SaNUMi)(hafhq^CRw zJIhmDi~v9WTx8h}@58wT1>1l~?vL}y6tqsLsu?J=D+;#pHv-{^Xb+K56CWqHnCV9b zVRX(Bl3hYK0=R3;G&3mRgE0{Q^jK4{O}+8Bq@abPfmsO8D;#*;2z)7Mv2HAcmlX~o zZv?HN;KpJXfHO?6fq5jj#DMP|*hRx=N%DM=1*I|D44Too<4lS$g%=eLp1&aId8r?C zcWeGxM6~a3y8zIx{g)lZF#|u@`#YS&D(THnPI4u?GJe}dxWot&{8I59FcAOY1ne{L zhLfr`&;`;p9nnmHrIp&(U;J&@Kg%>HFO9<}x}EW%7Q^tZ|j8$y(o(CL3&{mNF2`Ix#ufc zMkoJ^=4N6Ic*|($hMAdLGoJ)Yb}^IN`e}w12cR4)SbH&IaaktW^ z&?TmB^r7TgvI-uWV+${!+gLm3SCC?9afun+y%wW`SV*8w1rOJupK!% zDCou|n{Q?FwV_KUED>@4=I5DM{}H#pWEbf_k9$Mm!012X2L5;8R$$;Ge;fGU#I3`p z)Rie3UKGM{%-$@Fipk#o(1@>vtTWff=Z;))8?h3fq%WGrBC45&zOQ<7rI7UOZY1!3 zo)E{|BpvV9EH?i5eFO7|@l`D(W8?Emd*l((PGBEdOQes5yPYwQ@S04|pSs5;l!RVo z9#1Ao_njSARTFJNQ3p3q6~6me#_|j%e+z5Jcm%@J>I41?I@js7bE@S!fe?$WO5z0*@kiBu^#XlZqUFxx( zWcXRmg|;v}M*DM!Ty4(9cTCR?WVj=T@_A%K?;3Ne=e*tZ>C^n-YI#)mW2BiJ)Ma_A ziIL;3D;G=m4N~K9;DWn+e-L_o(vvxE>`6@FP*KC3S|#?G?Mq0@LM_mLm0T%1u_F9r z;lRO3>20CK&ZTeu-1x`w609q@mRYx_wGLF-!bALXZ{yV2x6xD!V)bK4ZQ?PZR^l;b zePUy_kjS~ij6HtFRwdRLFI%}oAc@M%yt(aPI)4`FYLR!@sLu3o*K!awKo+NQxz81 z6E2pR6Y!{+Cr+pE2TJO@2WzVReIpfxWh-x<@j5zAJJwv4PE_>w8?Q}yS6JkD=xI&O z6uTP8_FfvQLjJraUxfMj9d_ug=E~;kXsk zvvU>dGch|Ban4toK&{bvm6=ul4q4;C^@-tm_0-f(@gR@mbTyKIlg=9E_Oy4hK#?7? z<8D(Q`AK69(lz36Xo?j$v&;RDnH>Z~djR6cu-{WVivJ7u{yM$W`D1z)O4bfe?^^D1 zJqsRWAX|MJjVUtl^yM%O4Y5zqb*-6>Gp~+LPq&5n5{G9wWmAIjKE*6KZNS6$vTugr z9!am?NKQ`VtwcVDlh3%#FBjL#L#F@(=tgVjaSFdp2PV0o=iYEy>GuMw z&lXb@r2-WbS1WH5XW+b3wJpcn`~u}A7Uy%~9&2oysDMDj(#3{%jd_)o^9jtMHW63U z?buEdp3Lw30A?Hz5D{Q}7rAxTKY5!gzOiq&QAzX5FzvN{jt0`(4WsCz>@UU2( z`d0bgihk}{gYPso{F_rWlx9x6A;g{c)bc=R+3g!V8cI7S*%09lIrX%C5#H`VqZLM) zN@>mD^7I=?82nj4H1fN=0cT2E2AAicz^M`t?XrAm#x)y2E=@sDBC+JrmbQ$2Baj3I z_@H1%AO?2h0_Tg_#=bG=Nm~Y2ed3z!1Pusp1TAUHC^rIna_JPj8^QOqWyTvpJtnQ& zjVo?IGz|?JT`q^DZ>&?QXjeldOTwoPG7P2J9CAQ91+&Ws2!} z%lo&XFDC8(W9>b_nrga#QHp>{SLsbbMJWOzy{RCmD5yx04xtJP5_;S84iS(dEffKf z5_*TwLk~ztARs054go^o1iw$ebKdX$pZnhD-e(@32{UW`X6-%MleO2ZwT4W-*wBX= zd{4^-@1^f@^AFue`Hr+dbl&nESO4@B%6H8C=`qJkNBMgsnV&E0{v{HCmkIM#zN7yS zA&BY*;^FV1@PPuX)PJ~UUf6N|Mi+Cq^@P|ii1uPzd@AZz&P{WCWC5viUg3U<{VfTm zkMdzJ1l!K34W30hF!L2Pjl1FR%Io`7LJu1mFF$(;!p9F-;I%s|V8b#nYJgCpiz31j=xUPf=HC_=pi(B}GE{lG#t^40F8#`1tkYxW&UO)X} z`{Cb^_obOI{*n>+KZP7lo3s8K@=&T90;GR~KKEk#)!&eJ;mQ9_n4d4UpZ-o!2{xB41j^m-r}#eIdMxvKDjS&NrbgJF>f1yTTZ4kw!U{uuWWtId7tVB(x2#41AfWq9Iq9FKP)-8*ljnU{ z@@P(*3&%gNq5-3g=WA|_HZx-5&$Ny7w!gy`V|zMf{Xb#<7j#$JT>f96f&Ur10+0Rv zA7dlZ=92${{XauH;i2FCf(HKPp8Qqry*Tx|Z~w6%$h5h-e=GUYPP4c|BrJ6{GNAQd)i#aKgNdOvH$Vh;988J!4>U<p z0z1c-0nf}kQa_|;G#$5sdZ zwTIb?X89^ZqXU+D#sM2Q2Q#^1!|>r`TzV?@7lcn5nE*b}fg3(EDOLj=lLk zIBm;&<)WshI^bS-%&oE#Ce1uCSuwO2(35;^SbaY6XnbFDs9Uq#u5)2wq9@ZDY_(c> zud#e#A}ct5NZY9`OX!EgjzUMM>F4dxxxt(yZi7;0fLr_odG zJS@H=#rWunkdRZ!#rmS3di+S6EKOzCmj^FLn%;YE zKIlZjrUA~hrwbqOlzfgJbRsVG-~T>fufbLZAt*os7F?5$^j!62mb0xasb!uZb3k2| zpWbJJc9r(DMCt+^`?>DH*x?C^i?jBAp853^ep4#Z_CYD?D1mH;U0TWea_XwiK@vq# zdm7boD*dRT=(1g-gv`skK1Yq=rQYkQv%BUF6KRoN{F!2X>bv^P**X?-GEcLYsO?o`9M~vd;0Q&twY7k#{qN1Y z_i(Yj-!3a#Qc?~mRtK-AlYLc&r=y2DS_f4%2g>d}aFb?m72;f}+gVEpMJGNUGjprI zASr;E-lo#6d4Lnx--Cv}ac<^5@n{ZfuZ`XYip5&0^aZ1T2(rNW0Aa>(elZK`lk#Gj zmp6W{_w&9S>^)Q#;#AJ0Fra(d0ktujqT$#UF84(2zYRVoe5tXHiTzOv4K=5&s{hu6 z|5kS($Ngz`%Gr~Pv!Bl!T)Wg%!ql|GdPFMJc)$GiO41Qb7|U(tyqwAmX)VfXXwlMr%L$@Y8|0(w3Z(`^uKWyim8qF z=k00wc2v88O=ih{$n)c=Q#t~Q!6ackkWi@+%_4-cHekbkX{R0&pTM~De&-HO)qwi5 zd|5`adGBh; z$Q-i>0Y}v?3fL8!4W`e5HRjdG`s2muqm?Sn-c}d1e;q^bdWwhHMkYfFAmO=x=nMmk zzL)Vd6MJ77E&FW+^0~RKb_I^Rvw@pN;eK#&9O2fKMow3tDEHM7_z8>HFxSSA@RTFk zLEuoGopfR5)XO$M-;VY4++}x;dX7^H)oJJ~ z*``2YFc1v*bF?@d)0~LN1{8lk^8RhDpPfT==*;nNU!LP`=eP;PAJc9twe#DB9>3gH z>fqo4!j3;|BRaV8MKua~9q>86u+7~8y`DYy`uINZT^&wwsK(9(y;R(K_rMYosY*U( zjL##7XgBw>E}}@;W|X*L5^B0xf+wLnBawhaA}^eg)FRr^{&-X}8mN87>G#of*>k z@fKh@=~*GWn>WeLEQ%T~|9c3cJxrZ&6@=2 z8kQ8^;lrejw{-Iy&_N<$XJ-FjfXCku?V6xs!vK1`S^J`+w4&s1E`S8O$LJ#ZXRr}z z#riY*d+Axo_a^>Y(Z;{o)?LF^&+PR75)mzAcjph+4m%g}KO#1Q=KTMNScQ1Z{%?DA z^TQ7QDhNqLVasie%JcP$LU_wG@NYYOzcB|nt5L98o-M6=2ME6s{I-<0%F>HBUCP#) z;XEitwExF89qPen>vuz?sOga{5@aI4iHJ`))nw zAc7vNHGN(=$=E-1S`2^jw7-q(rK1QUC9R)Vcy-U!uyalRoj~}zn)}CC{vUxhMIezQ ze|8f7cYGPedZzyqANVx@(k(0r^4l7(y$bT?;`BU=U zBZ^ussGM1fKX`XdJK=AI8kdq5f{`WO@G^-`yfKULs$qm)>1eYoRbj)m2-~n5Dz+i` z!0ZTeT~hdp(Do$$F_vr_Z8(>BYqaUgk9Z?8@M?N1`~C+n5~>e=AifViYG;OJ-RZjr zGLXoPp?2C~p*B+B=BPp=eb#6jg;YFztzV#OP8 zpKZu=2Rm zp=EECEHDZ~6nZ0s8ZYBdpS&{BM4!@fMb(I9A4}K$nZP-Xr3yV1ZNXAwj@#Y^|Gi*t-db-mxx<7H#NNGh+$9UalF2|b5dA4<>`~!>dL?hL@afI7w>yE`1(f%gq{?;X`UlHDc&U8x7 zln7@w`RZ%{Qi~PbL7+9QyzBMf_i`!LX8_D~{@ao(|yu zn2!(CHO}n(`VH**EwcJeguf!~X<$Fk!)6#^pkOgu{ArIN6}ABtMNLxTh?>d;)&Q~j@XinbtdL^zMSn$Ztl#&Tk8w14JEG)RIcSX&P22e{L}B$ z|GR4deqV&kuJFu1oro#aekdcj7a%&NMxC6i_f$Di$6RpFAOjH8!z;%6xzzoz?Nbd; z>;(fXT-74n1si<~$6nYoVDFwcnCcrk>c9d&gMYS>eFK~TT==$4-09o!+o+4G_L)-q z5pj$=WD7I4+kyKVhu*gXC*-W0jrrXh#mw5IPY~Kio@2UiaipgY>IyP}tZq%3UM zs12bmW=;!qt}PYVfb!HAg`B9IYQOXJ_aqCi=T@J#`K=xm#NoZDCzvasL(CT8U#|!c z^?Xpbs46Rp)qz@6rDW==vfql+%hbML_N_mp)HpvSR%*SNCx%CRU8`XJNJANND5Hzo z)3{Ncb+txf+{x{LM}&nyH~-inKJA;knrM4W8Sw7CM_MNMxL$H|#kh>3 zEDfZIbz4ptD$8Gg@XdQdI4tLnN|v?yPM;+#iw}I? z5XJ~w4B+y9e80qx>q>sU2H5C-$A2Z?;xbO2$$r^mXG4jQ!F;)GH_uU}G&EiocP1iJ zou0nHD((H(#?yX$?0CIKjQ|0`m7+82(mTkn*GSnjx6ksBf4@fFRb>0`eZXHKRFYtO zJ4;*O?1l2}6#~e+GdHh9AW7Xc83Cv8RZ$S)xyd|A`{V&__MpS-kLanLBy#5QFJ>0; z46S~2xoVM^Dibs8 zi7XOqBCdD4})-k?0X0jA5-YC24GaH!M8pO)qd;np* z^PGQ{L08(Q-+xE0{-7yzLC<~6Uz1PQeJ0&S)4=YqLsQq~ut{ZRo8I!RB$UH~6Qz`J zP-GAtetp)|O#B*^qhbI`fQt!Qxzeg*+7jiWOs`*r%CnzJHz}`wd-uudr;d|qGa%9k zc9;v1oS!mRQsIzs+Afuob=e7%+Nf0q_p-JsBgtgDUG|>c$uSo`nynHy)Ha@Ec6l~e z6p47G!l@c0EwoJ=$^B>;e4d=F`t0^_rdAwC4~TGJUb#0ciZ5^SO0+bM^@8`hwUA+Zd0NPjJwg{eMM@~Az(M}a9S)Se;=jK>SOVT^zHBJU^)!PR-G8-S z!?&9JB1Jo25=OL)Ke|J-u}o(`EzM|I{oQHVZ&Gsa?b=|!X|?dynrnGEyx()GMmBuo zh3gI1RwxrH|2l3)YOSFliVI;wd=v1OqXMK{ara_1zsQp5PfN zz@Jd_-Vl)dJ-fViqBZzCMoDH5Mdi7uWZ*Jn;4G-lHPwCbi&)4Ph|iDYFS!j{bLxUr zg``=l)ZgJ`2(JpC4lfxc7cN7UJ9|xR4PHWnI>3D*)hB>2W zPOk&By#5Gl$Iy_t&Ah9D8V&ulRWYHW=L;j(j{Whqg1A5+pWuSvPkF>LyMLq} z;s_AQqHk-Wav3>H`!ps`USuv&lo37}ZDgj{^$mK$DEsx}J*TLtXC49vmk#v^_&rYh zq)hkhE@~;9Ty!SwCURbKn}6zj`vq!KS!N4YMj_BQ;x_nT-RIkK@UmVy-woEF>XUIW zbDMwBQ6&efF+_4Knx9Wh;%@9hksu z9}3opUNOS8%k~&gKJN`hP$|ZvgjfSI>{AqmCZML&eec~rf{psfaK&$UoU82x&2rb2 z!eoWyMh~*~O+nF!M(b2K*+4^G)u_C}YK-FQYr|v=_oUwmBn=BREc5!IorHWbF6v?XqVrxf-@W?g&ThBCQk+}j=H zzEv<2;|8lsRUp2+tMB|rVWFcsxd&?GG9{7>Zi?3&iwO%|%c$K8BX^&0FTom~8!}aD zU7t_k*HiJNJr*q;PU$~fd09xCL_7}kXLHoEO;N!Dz@rTzY+hC#5fM`y+_F!H8ot$F z$e_!z0m3yLE4Y^%xpu|a!^Rh5`BkHFxyBo?U=LB+8lsb=pt`{zQ@uhCu(3IvGx3Ja z=D9U^2pKiOE=FHhS=PVy;#BbPGRaX~1yNfkjBqccert9&#lWq)uR^RA?f^XBPEqI? zlGg*>v-ceMx{^1tb^4JC3+7_d9!Fm)5@<3IGX~CSsAW{(zV^xck2-GNS@vx>&*cf* z*E>GAt8cL}K@h}wo<7AxFb}+uwH7Q zEB&fZ>~a@{-Nqx{S=Z#dqiTbQGAOB=2^%g-z42OpRCu5gCS=m&;RcZR2n+MFVsrC; zxcX>%(vaCfcog;ch)+^(hG;Cy zNOpI9JTT@`Th5R`Pq<&7tDyzNl5y7Z1xGQRN^$O^;=2=5H^#oOcTDN`Nxd@`n{C8A zT4gS*ZF8M%Nzp3=0ulLHOZKsJw)7`Xoj{Jm>m3DxQF`ZlJ8vjo>d^i? zaKde_Pi$cU{~Ux1e7LGD4mK9J%5ec2Kn;+bl2vaJdZ@WSlOqOH$nx()CzJdZYS9D4 zGdJ#I{V^4&ib+ba-e-wE7{AUmk5=QT_$VP;moG;a4Tsd2pX)8QlGBMhW6itmGTlZ{ z>lkZV7ZQVrwhSS?s5Kor>_C#ogXh+9g>j_dEC5 z(9y}f{tnK%r!zV4+{8ReRp7c*!Smt@$qwzK)_O1ek=VPGTAxFcRXvz3cw5-d zN7(LCIMa%M4E+*Ek*DL-GO<8;ir?8d`Lny>{T(+X$MB%CCEM!-Lv>Sf1qWJ4es_nau-P(mwU z9hWL>q5n;&4S87B+Mr8zD3SkZRS!-fDtEAQ_*J(MP~ZvVi|Uk$eOg}jsJMPFYO-Fw zc%8lD&T`Z$ksy;nn;JE*v#8fT>PnFT36wxNeDsO`s66qjqiZYHhMqGH8Tw>j=Zy(5@FULq2|YH&(8YnWtCa% zYn3q`ASP#LDUsm@mJ+w+Tw`M3xJ#MBxA@6g!$&}*gUZ(U^!5CSV$1u-Eij>x`ECOe zBypGl2%lN#$risJQT^ie$#cEjXb&iRa9iE<6I-dreQ!K0$x3|4ZbD{tnw*2RGfbrY zJrXkRJlyc>pM)GS`^xa}-h4X0Tl8v%Qr&Vb7U(Q|5{0`$&8~g*4Z|V#mYL$6u@?P~ zHi;rQECk2I?#_$;tlcQXt?P{`F1`XLBq zdg4IItnY^;85V!SCM(W8zqTo~2q%^$@FbDFSWnI;uTwB!{`utdU2sIN)KnZhqfO@} zW3iqcar&xHe$}#Q|F^d6yu68D?6yK*No)bEIjs9{I`l=OaIXF)D{Lzio_rvcnpF9_ zKW>f{<>v`hjmkoY1!HL0{uQm7SrqyrLa_rS#7@ArmTOO%@Q)M?qnv*p1;J!J1-AH6lkKgX+cBQa25&DmZ-0P|VT7$n{mAkwz=jC2i7_1>;APQIO*m_OAMWwS+`kK2jkw-t89H0aJ^%;qxB?UDlaC*Nga zFZ^{sa9;EjMOy)p8h5%d_pvWS)%Tmabh$yEK!)5Y9K;T&phN~gLdms3L9 zsICya#O*M!*<@-gR`GD3*AosSo@3tgdhSMwlaMp3)1#$ff$m&C^?dKQVFe#mjo}S)}h28z6>); z0@KWJ>INw_F7)^-b;r;n*=kuWOe;oRpMyZ@W2P@p zmwvEEv1gu1g^%hi(vl5`N{)JLX19K0W`@mOCE!HW7kjBF^kUIS{AS(f4$l2#63l_h zcaHR(x=p#p+-cQ@K;PEs=EWn{MPi*sQm@`4T#21<<%M_Tg=~Xgw_u-|)wN^>w%)%D z7Li>#&MXV)1rtlW_Qk||ILWxd9QXAnXCzKt@}*}HkPqq$cbdU~iS!}=xJ`GfCz(E_ zWcX-Fk`|dW{KxFYlp9h{tQKJ_xcoUMAB}vYf*llQMIO=PCA*1?ife@U?x&U+V3&y3 zXp;v@xjU7O;nxN4#u=gnk_Ra)PA%kyN0y5#;0@3(adXQEa{( zT$lEn7f+bq*1)Lc&k zQ4ezbGOy}KR}05gM-)^S#AW-9W1dh~Q6^v|B6eKEN%>bjUaE$Ht_HZUjUZ4Kp1Dw< z#LkgU{}{|U*0Jg4j}trzdx&|rSWh`c0VABenr$Xq48%zk4NRX)K3% z-Fzs+^CZY_Ck6fW)urBCz*nM}-UvA)uph$%)?|=*H4FCGyx%kt6RP*Jk9#xIHjvh> z^0HL2yR%h|0vB5yaKrFMwlkUnJyhjQdI%Ps!uu(hfjYO-qNTM$a929qp6_@o$Rnszbin z0#rJwb-rS4jTaWFsv_axBaqKOZD34cT%IXM%6NB$d*+@MUEm^v06Fc=k&|0!KHIIdPsFEyMMc_D$3AcF6c+<6!{wD93qP2Wl*yA0g`#`!C-Ua%*|tLmr|de z%;CA|I%qF}k}tTwltuqMrjgqR*qRfWZj$g2U4X*6eH>(UNN8Tkr~!qVPf6HqJuWcX zQSP-jNXFf^S}e1<;+F7ZYH?g_r;^Q=dY1gjsa}gpqpulvPCaHsyy$s=o5D7S*B#rE z9q5Ncx1-q{YQ>R_=8PEz!;^F=I9Gtp3HWE+^x;)9kk?WAGvueA@dhKIz~Y1O4<~%d z6{KzV1t_?~*aK`2kok_OOKd9NW&21@2xM>0p#1s0;E(jY z>22^8tbiW*@lN55O>09&;*%2(P&}-bLt=KtmphYL_r-u*C-ZW0+Y0tRjIDFVp`Kb# zm1u;(^{U={6XyCNH6UOI$b$GS#>upraV4$_w_(KN3~cvTYWit=y3|J-GVZfTpr7Kd zKCmIf5S3!w1ofM-#y$*^HcOR9sfNzxwNr`7+@#l!j>0W&^}R?F|`Y*esN0_cU zQ=2N>e&A!_)tfhrS&N=t`=nJF#x8N+Hp#!(6os_X3MF!iNPOgxX1s4>! z*SZE-f}Z+323%_Haq`a;sy)~*3`68Ly{4F{EetvpiuG$%Gert8$!m zfYzD~wCTv5j8&kD=S#%iQCTNn3}pcPdO~vyuF&s%LVt}_+q!Y*Hu3E0-GCd^e)HY1 zq|>GWqp{&|9h>U;Fo)K*=gD1r>QcG8+(|ar*nq-CIiMWtBZ4}e+zwTRA03ySIB^e|UR~sewaS#0>hF6Z1-ZI=Vumf` zdIo68*(1^svFiGcJe+Evh6!HS3R(16(&ol_Jqh9nnu;rM_|E(MVeMU4gX-ZY zBZ+>MvcEpbSzP)_mVwE%O5T;fc@6Nq^{W+j_rlhVNz_tW8QD<_3zT;;K9YE?CZY|1Ln4S-3@tG{!&D^1mSq8WuH?Xs)l!8*xf=Nw2 zRNCQs0DAS(Yhdkd*|l7eoqkd?m zh z5{^c%zA)#3eg25xL|=&zvSUY#-Yrs|^qp&TBb)C}e9-Z=;^HKk{3r>nS(+bPj>b(# z{*~0LQ2xYercW00A_<6F3^(nPM~WlRk=Q&JRR695hHdSTyV+eJN}l7uJr&{RF>fS6 zsrGK9Y7!WvTRk@~Y)h1|^zp&ko7bKjIRX^{pD+t($3&+yAjEzZ5zv)h+EuR7TZ|9FzF{Xb`kbEcs+cvw$@V$NP>%ft? zSRTWaa^PV#;|1-V;?SIf{Qupdts_8<7eL@08& zJ|Y*p=S1vx6H?7&4%kDIlm@>*xDKIc<0<=#7F$1QLUuNBVhwKuKLr<9vfOtu3@Yxo z@_A1QbSj|RN{Za5+!Q~b8x|Ma)&WZ@$39pBzk&|9>kFIe%kLeCf1fx=d9oBrH`ipo zU59>vCf#sD1xyN(i8Z-uk>zeW%MBKiJ37mR7Q=rKZWlfa$Qf~X`{`w}-S?yb_j11F zPto&V{b$3DYiF%>`npKq9JlTeuXD6s;cGoL0Pa&(c(02%c@@~0Simwnvbaxq#R(E0 zRCPBc@s=e+gSN{)`R6PXNL%#UrHxn&Ti#qNI~0dz94#5&+c65+thXFAm;LM z2g>={-j1u8U6H#<-uvi-CR2#WEw~MD@3Y+#uMK2_s+Y%p!qMB;htFnl`XhRSk^-Fp zA~p3-gextpUN83DewilG*Di;7lL#(P+v=Mbh);P1Ob&|^mmG`!0?P7j&e&v zG29J@TaK}5&R6Ow3@Fm3oytkzas0hrk4!fC7E{y+>oKH-%)>u-*zGUM5On%a^(vD& z%+<_$YmMD`>7oDu}V^}nL_D!LKEI0Ffn$g&kp@Vj-D(LGq z%)>>2@U&@tgX6qs6M<6?U|`>hR^?3t409dn3sI?Q<-R9j1*UXN*1pMc6ZeR20LyoG zRbld5+;^SRDO#y#x(1I~qSC1anor@)G%4rieNOl5!6enpD#Xv2CPAMd#Z32Gz$sSf zFX_}N!KJ%-KWp#exG{9MS zdz*KBH~FMVF--)b4LsA@!#W|Tr&uqvj_8ff5p_~Wq$cWGpk&Y3VUABYqnhm7ThuIL zsI9|=tlDgeioTVTBgP{btb^oK;xY;P?A{YWiB4qnuWe8_?refbDdRdti0%N)y z-)IE>6fnKzd6Bx&{9$#3o}V3i2*V8A&V^>(_k2mi=OSdUIJcvjo z4sRQxdQ9c;l1MR5He7nOF6%CE`@v_0hNg7_$qrzzIy-39A#8`qQbiujOuJoQn|1hv z19#ibnUoy?9N*d1w)QIU)g-JMl^6>=Iak>`W;NH<|3-_@HNTc+pBSqMcZ(QIBA4Qo zmoA7#ZBO98iwl-!AHg5rs;=MW_Pm0OYKBZ>O*TmmuFO5_{h}YSA;}F;`^uWvlZiHx zYEd&ZU76x#=qK!rdhp)yy=}ifM1A)g*QX9E?HygPM6|B3X~t)zf|8@y;OL)QcPG`# zGoUxgdLL|QPvcA)_j(Ep;EGO-I4|`6m?;_l7l1=P9_*NEOmD^tTdOS`xqDj%A_yfj z?fjaSFc9>yvJvZU_JmZdLCJ{Dlfw_*L^w)Woh?n!Ij^|rTcC$EgsG*A zJdQy$h)m}!=*{-kK{|9=q=%XM+f$T58QHAiNx?T0_9Bn^qv^Gbpf^wo>@t1mn1e}{ zrpuc&gD;vi4lXT@J5cfY#~jpM)~eXKyH>U!nSv07amiqfV~zn)bq=qR8VInIx#ZZGQl`#1QN-_AG6 z?!dFwUnmnxK0ATf1y7Y^(Sja&zGD6cMh=oQlZ$X**=}qst$}0Z7o#^BZ;|WOJdO7+ zF%)43uN99Nstp1uzLTou{Uu0!pr;Zk!t;&P+co}J6q&;XX6|Q4m$X;0cKrb5FLklm zOrEw!tE^)5Pn%W(AHZsMQ?|%##U_ZI@GEx+n#_oS)eHCHfuBS?X}#1+=58!PuxEv$ zgDc0Bu2zG?+tZ!zwJHJ*Vfe1Y?mU5If8F5rREoRvA%JnwhcfZ@4Q$3gb3J|#+e39_ z4sJT|0L<>N?P{;F$R9VoBP65xdG0XD_uhzg#gPSA8`@$7_Z`IPNmx78Q4ZC4IBZXP zidDtAQm+O`d^IFUG#a*|=rnIB?v!zx&&?OgHbN_2ELSvoiejC0xi@mNYF!U<>eQh9 zqK;6M5HN2(@o1&d^WUhMzPjp#KcPfBL%5G{yWgX^z`WlB7QIm_`b8o!3)OkcoRf`1 zDS-tgY+2`_0w>wfe8}+$;V(!@3w4m)Z&c}X`Mi@L(nTm=&4#H_RCY~q8^sQ2|y?Voz3H|(P%bzV~eANrI zl)Zaf&j0O+9P_eBG3x9$p^+nDrRVU;H-1Q_b8g9tX8jlJKkmD%`dsAfet2O(keCn% zj99+7T>4(3Ux(_(&Na%!?AP?=S+jcnk}qPh@DW|A3Ys{zD9K*;b&&}~NpcV?;qIk6Qa66- zf3x^SqRZ^D-orKRG+Lj5uk&ub{-!KFeB0IZ2@a*n*;BsBfrLz(`H&|GyORdg4=(b0CtN_z0(| zvllfw`d=?p%Ctu(}bk8>-DdPfF?SCvaPp7jttYo@p-*f716j6ay% z)m!b6P0CRgg5kMzLcNPn)~?~^FnjGcgF1{&dHmy_4sW-6HgLJw-%^3Qfi65qIj&Ik zl#BT6nN}u|9%DsXq@)H3DXdVY#A7LXDg^~= z884|du99NZ0siA{PX4N_y#A`zZcb-(mq|{tf!oG9-J82|vZ&fxcV!Rvwz2$4T!kZV z7k5FivPL_|F%%>k(R1?l zYn(>s1-37|2dwo$UHvn>l|%-uF&3vj+kGMj%o4ThXeZh@Qvx31NM5z$_L{2 zE!4K>%U}@l{C*MFc=oIn`(*YsrNx)7pQaRS(!~Z6m-u(-U3r1Jm?=e@jEaFDOKiJT zuH1FeQ;#;%o$xt2NhkX%`xH;zAJ=hnRx4RTu2qR~R%@Qs0-V+O&A@9_a-7u$_}b+v zr|bQ*T9DKA#aVre)AjLLEzaqxbyi>JbX7R3?{T`mKCAgSU7wxR(wwfk;%6T?Ib9!~ z)pt2vU*T&BdRjKManNHk+WzkT5GL1dA;U;kNKk|nKD8!9f|M`nGHw5bxKt$~IzZ)- zLN;rDd>Vq4m>!>Ur(Z1spKuctK^Qu>6trlm#A~)Fgz$Q_{Y+suEQ3yXHy+f$DZxgY z>{x0Xzz(L+x}HeepY^-LMU>NZ`1g3y474(6e2z|;1;)b1y$TBEe?}P#TFm>+0=UR> zx=#J(simQD*g%E;@bk*3qZmu&~J!&O28+{0Q*IndGSfgbq;3C24TJ=yWFWs0}*g6d%x-i=4rN>to zmlPV*3#eNJs=u~24B+1#ZDW;UEDR;tkJ98!*W@W}=HU?)Y^Ha$21T$@jJ6WFb>!0a z=hBTE(b2KQ8GY z4C!ur-Vc;uL?3Y~7sMrU7EyD2m<2I_cf}-do?18zndbqDdY2R9s0}%}|AS(xe?zuB z_nrA}A#j`!hqhYLuT*1xpCw0!jYYGIzc%^I_k`NO9dqiAf>3;t>M2%=(=;{ljf*T3 z704YtrO!G2nRyc3gDgK8KklqG@-zbhbAwi*KzY@-ABy?)-EHfl$B8}EqNpDe%KH>+9hQ`yri08a9`| zkKaumvAgkV{i}MHx^~)q0Hd9gp=Cided_*oxuayq5)y%9E8zV>kknOIc{#@BsXgY+pL))1R)uQMWBTSJIWOiEd};%p?mdl*mh;cNr)rs6 zn>kQ-^VPRo=%mA`J;{(O?2_&aVqmj{smz&g?khivRp(cL7-F8gu~MrX*tO^w;y|QL zo=tvoO=X>u+%JU zrIE=F(xJHZgYZsZWIf7P^mI~3EX?FIW{)>9jw)HQs6J+Ou@tjtKWI~jEN6|BS_=XY zZCH+@W;7YcVcTac`w1EfcpR4?JvTr)RVYa_&zRHQw?hlEY>J3DhcC|-3AfL0G`elk z+>{Pe+LUs>vUcG(8?i~qI*ZxF9uT|J06}t19J8vM*}#FY`+1HwrA@RmtAiloKKI-O zmzdh8vJdd(iR=^4Psg_og|yyYNTo;^s3wg?;hqt%Y=CV6fqoLR2eKLqt~Y69GR_#xt{!Eb zG3aYOp)858jTzhwz356&AkZlfaKAKJTbFB3_p(>-d`Snn!IBa_%3!f&=(XlO8b zUP0{Ao1#`AjE#OZ7fsX;{=-v2++T4S-}S3!<6Qd2^bXfPy|ANJ zAuNSj0m=QlM~t|?M?u3{2oy+yU3T+cbo+xw?!D;$r$^&zb<7_Ls1)$S0Kdl}OW*i| zCU;&z?(y$&REYbRf|6{*LMY3%#Fp|inkE9=bTyoa`jcrTW*F&MtUrV> z{RiLfs;kT2;NWi2;4J>GU7QBz{5S1&mxA<}{yOg2u<%Em_~XL_=*A)-={8eGw=RtV zLvkT4^zgYr$h!qG_c@9~_|U1xjKImM|C_ntxZyZ>pDd}(vVo^*&05!@D&jqOyJ5Q! zse0nPv*DCDKX3#O@vV3Kq55b&3b(iIQL|B-ZQ2UICj&iBY!8lXUlzz`&dtyWeEYoM zv(tE)*z*;(HsCULqioqNpqLsuv`qtx*yE@l{w%G;b5N>t!!y6tatV+)ecCf`mBDuz6~(xhj{3(k?o)`mA#M#Y??%-VU|$4|uzEXhK3es1m;pKGR)-pP zEP>9t0h;Jp37jrcc%{TV#HrrQ)igJ4WPJP8a@QzLKQ!1l9Xhip?TJN0rphe?>DQFNX3kNOwS4R*Gr z+&uv^hvrUfZ2>5BYIauO7KfW@Cq_(zZ46mwHXqSH5>Vsrsi=}yF=x#KmWM)ThEg#H zqfm!Mw*A98Vcrc4_E@iW1fj-@8hCS9jl`ZDrmTYN7tmuV2RhsfSy>or3E>T}?EceF z(3#9nC={LuB0Sq>&4iVH<1vZh<}Cug%Zwpp#fqQqhoyK-yfQwTx~;8hvSFlOBN>6& zIWc@ZiD7aY6K*+59o_>LD?Ut& z6=j=4_uAgb3JgatA5UReQp_m}spw}~`6H6wTDh_{fIq|uu_f1ji?p=#w1l?}h4W6t zkHyn4w4BPIr84g+jCS3SlSMnNOJE!m?ks$j#)Ngh{yd+l`Y5)Y0&70muz(E+G5ex>~|3Mr1T{`d{u&2Wi??d zr*i=O1+@@2>EZgs6-K4U#ssZM6TO!(IuKQ)oN<{eygza#GT5r4>1TMTbr+FKH~R-} zYu(!IE(5G4QnuD&2!#Uf+RnByw2rRxmDBYAKh;|^N76-|>ZF(#TO#kKdF)>5ZAE`z zzj?rUryD)zf3N@Yhe% zTvB%p*Ux~Z;Y%jIWZ+9SEZZg(U%uc=I=*D#OB%jp;!6g;WCJ$YBTEjH#Q9EWk5wt6 zbg574eM(NG3QjzeX^{1cLF=!ofr(4#=SuAU)J*q`QC5TD+R*PZ)8g#DmDJK`BocLvBmr)p~XrHX51aJ~}mfyuvRnd5MM% zc=D&~GL201@2;~X{-SBTS&M@55EuJG0gHLRVdj6jTet zLL8nIc~d3+TgO(hm%b{g|A*l}^pdnR$+!A1^JN&bsadBs|7U z@&8w8Umi%+*8VT{CYho_nJLOFw@7GKNrMz+$kbq{WQa&kLP&rkXWvF+L6wr65SC397u>)hux*zLr;NT_{~z3OV;@D)YprVZWgZQw0UG38w3rwm4U#xc97gMGHDb5{m5SAj!>KF(Paa4ddj?TcacjqV1iuZZxoGK<}M zXBF(U|KRTX@~TGe%cj)4`p(cDkvj_S3%lgrKegjjP*v3_3H9t%8C%oT2F*@be{8(krn7ZP}w=ppi7rgReq{Z-S>OyeDz+u z(7Jx8zO!%#IV(3Ub826E*Ji7&?cSSOon8f2)=9Lgl1>@*^Y`qjRok;>=a2a+wUr(g z>Sev>O{?m10#}aK?A{`_#?5@AUev(1k)<{%kJW8vnmqgH^>NMR3v=@ZoD!{%JdYZ2 zj9q)QK)pf4TdYH5s{3w+u}iaqXZ6P8%gBx0?>AO`7|v-(yio5P73Jv(o~Cy3YfTOQ z_Bz>2X1$$v(ZSJN-@yjHo=??h8{~3EYe!ZV1&n}0sh)6XyY`m221 zGVkgE;f&J}kyYC|zqAH=v^FfP-yB=X5b&rlO}G+t!g1Owb+yu>eQ75zHoe$&MasLU z%c}K@Mf9ht9x2_gVP#M2%?{;(ccb7=Em{g2DfBCVDO-X?(o`-fR^~qVBc(x|`(#Q9gM?~st)oryy%FleyU-87{+#}_4 z+Kew%88;Q`of6X~k;7^YF3rz7g0^Lke0m`C=4XFX)rp0Eg&HrK^rY^p7__8RE%TUl zx8P04vsH_3oSb4{X7$}akpD$;iIt~J;n6QTfgznWYx|Wge`o|sHJ12!>K2A~H1p-- zi|*aX7b2Ti>K`$vxgQo&m(ne1Wb&eIh7mZ)gaJ-2xf9Z`q~lM&y4!7b-FpM{?u0ii z>$uccH`I2hJ1Ah$p~J?D<^B|@o1W-u>oQ-z!$R&DSX99=2eL5{vX<~O5*=u=UN$;H zb~F4tDnix*e#S<~T7l1`h=`;O@bh>?(kA$MEFuZ&C&ff0SyIO2N)WRcAK7>WI;Z!R|xuU<0VnFR!Gn3`JgqY2?>ngtf zjb)fnOeV(kTO!(au)Hjg5KYu&wdxYB^=AS8vlIjFv+QavUoOE?->#;$Az&+>OASG>I7SV~OqaxCQUninKKJkxC6 z!$Ix4P410CPx!m0Sft-|$@gV!x*J*@W4W}|(e||B@lYYp0^z9OrcJixn$3%(Tjo`j zcS>yu;;Hg*7!VpR@_6U5$wq1kSkt25O2@~ARyyjY$r~++eKPf{<%(eJ;mS{3MytbOYO=cx@2t|QM?Js1O4cjVfiymFb5*K_gClt1|R`>YDYM|-Bc-kE=0R6RD2JScft z5d=R&a8e z?t)us^={9%)!nmmKb!RR(__io8FuY^&+gw9{Vi>4U#^MY^{k=vsCld6v}RQ(ED@Hl zjgz;ZS+VxW?bXWRp*L@Lv~Jyh_x8k_43okzL*tBtjG#k{_!}?ZVZ^^b<(swc*cUko z%{lja-XE*GP?x*zX?}X-w=drs-yEzixnuNp=v#x-Te-%CvrQ9ilP~Y|OSM^>dMM%Q zoc%u!rsfttRTXNu995V5?a-XU9+9lV?m-db#5#?1Gar>+xmP!{JsK|tEB(0J_bsZg z$L)6R%Zo}w%|jwWE<=1d2XYwe1@iXyxi|2|bbnPVy5;xBkV9jLo~xg%VSjvGXmqk= zgqr4pCwm7QvKcm`BN_YOKJCniDtguX)Z$9z*NrD4*cBaH2nX$qW2{b^?#^QsFJCa&-wh zLR!0QS`N;fQF&K*sccM~MvJJ>{+tBQ$fKRx_!K&#f#A@L&n{{V<=PF((xGO{D^7I= z!4@H6LM_0G@ni*?N(CTbB#4;)c5TrwaawCrk1WS-Z{XfbCOhjjy)A#ox@6{2Pr!|)bQ3hN~Ho|Ih1 z<6Ze@NZe|<1xM!OWd1Rna8%)G?Q)xe2&q|RHO1#U&G{7MdKf2^PA?S@s1#)?zF;a& z5nh_~oryKNNG_FGo0Bj{!mVv(*`?&|GEXWDQ`KLUC3ouR1(-WYI-g$7b45GczhyO_ z!uo&;V?ifu%IQ);YyDWfrCIZ7O{~K4Efw7YfAmqXJ7EScr-}Raq51vl*p|)SyzW|NZpyOb6m$PIoRU#-M=1EAOlYUGe)huqPk^y>W*m?@d(J4x65{PgbC^@%Dygi;ij^Gq_xPPyO|lO*0<4 zKaHQad+Bo>?(NTYZ&jqZ-+N#XBR`~F_MpA|v~sqVbIk5$v76Pq+%^Z5MGLjv-+A(7 zuw(muNnuB^m9@qE=S!zQWHfPq^xW!SwxmLL|8|l2$s#t|5s8u|L1yo?FYgo7)sGZ^ z{N7O0X@b?s>RXwzz}X^R?NB?(`}&{tkGM*&oN`4c%G;$`Ogy1Ex2=q~+ez27y;!@~ zNibYHGR5T`wysI=>Bd3cU&A_{QcJ33?IDg;Y z_8xco>ga~3y}K7{%}==}Ea5SGx6t*Sg85_iVnCZAMoxQ67tb;lhRDesfC&_C+7i26YZAw3p5PU+7tc9gBCY8lOC+>PhZ~&BY%)~=pMvAtVW5Ujp%C$q{U7FM%H!F(oTQQ&_ z@jT_|+O~48qnQFJk}G9aYDYJ_y#H;dr|=%z(&W0dCB5!@<+DA!mA2lMIx(cJ7hfRf zt#)Q;u7{F0KG)v30(09JRcdv(HYypX-0FCZF?&_Kw@!84g)SYf zxCJU*if6j!Hp+YN{rG0PRO7P8wZn0N1BP0u!>!h~v3vg#m-^1z{r=I*<2D=K3%3_1 zN|qVDjN;Qi+SfE$_U_E2VspbVUgOv)2V}2&-+aF0g-*Cf6L(>h|1cNv!}*f6Nd=?J z>cp4tZr$(pzl=Cn6HYn_dfj`5noEk>B@O2b1@#JdOk1&ue7d4D@ zHH>aPAinmm!%q%~X7}?xZhGU=d@w&$&Ph~jj(z(5p0+agtO*{AwHl5;%ExDYD;BPg zbgU1#bAZb^=0e|!NuD+SRikGa>l-^I-d7G)c??8t1n>0qw4d=X_r|`0o`K40`+fU* z@cjzLBYzf4*k=x>at~DdMR)rCeDgIWtK(!*-;KuoJs)ED9gQvr&DFAz?UEy=zW?&x zG`IiO`fmfec5amyQu@udxu+)<69&ODjg}(kOyk@8KX1A8dsn~^-{+=HH!Ox2X#s~f zeSQ+O%}8GD`I7?ES*<<2OR@v*EZlUb@YywMEr~Z$(bo>WE>gVyoTtjSXVBhi`l!>h zCPi)QLxKK2?;=yRKY+(V{w}7Tb`XP-Iz{ zXQjDdnyXcZe2OH^zW?8v0YFp8kAYOZ zP`vZuEhBJq9-a^k4+x(2OLy%Z$3hjd;?&w0`0rXMOd(D!`zKsG|J50cQTQxWTa}1H z)PW(oz8iBk`PUG^yG#M}Csg1aLJH`;$Oi)8dyyp>kb3*L?tzV{GktkSQ6qGM*+JPc zs~jho!GWTwaz8}&JCQ0P`$1R6R5{2#b+9;a2TvqtaPj{0k>ul^Nd7NJIRE1b&aA%u z{k&oZ8dZ*0z%mbJ16u#xsjA?%<9~WUBm+F9#XgU9?1aew;W)W*&MWzs<4RPZ^Iy&@ z0m1*nOSES))X=p1|9Oq>|Mb!%FeiWcT@oMdhe^te|L94$e|iw^mj_P%tLII?A=v-h zw|@WK&FQgw(~Pl)`aq%mm-l}Do2ztCe@<{3h;bL8YKLROGvO`>qL_TQ6tkEh;%s-E zYcZ7a%z{!Pa|Je)v|Ns@p+Q(YQUH)WCDn%tyc3W@)*nD&?n=y@8`(n8M0iSjF##bW z;3hVS%v_Ci&~SkhV>nrAhLMz2xHj?#xg%c@>o8v)WNj@nA>M$*VFzes2BLn)D%jY*QmHkcP>#t<5pNk&jDiHVcXwqg4z$Ou9Th6obK z!Ia2AC#;wT&C*0}*6hSCQqGZrN&}J(xnRjOscI~ernzHDlm&PQJC7!1d^87>B7Hot z?GywzF&-UwK6^3oM=l6y#0x8-LGv=lAmVT?#!G(k#R4c_NL7C`3zsHi{C|NA23e3e zsS$_;(X1LLvY{FVwwr?B=EJiTb(F}=1F<-UV5Kz3WE#?f5D}Y)@saDpSq_ovs@p7F zhU|&N4pLzvXpIvK5+_EW>iOf?0m?Mo&3M-HB3zcl6v*Xq*bWLp!sQA5HpyIjjqk`uwZ32|G*tm_T zB8T;_3~+8AXoT-8GQwHz#L}DCw12F28bYgc;wDRnR_4U>o0uYJl@p-KB?-A~On{A0 zl}><4mxRG3!r+($iB|K3dp4%TR$`YtCFCr2q9q%XK+QR7U6U=Os+<5-u0*)!FhinM zIsqzO353LR1BN7g6y*!yRLv8h<`Eu)aASmXRKGHE$65D;X)Y$pMmWlzhOi4>h25N1 z>O}i5hG>;efJ*0u!MDQTCOe?uIBTBRl81>Q!wBIhc^bkl_Sx*_9A!>5=O}P>)O@_s zrbY)Lw4x?JQ47LpkO9Ny!%^5A<*mWCNh@pu6t*CtmCqbUT5-d@N*1Q#D@uhEvdK~A zs>tSe1wNIH&`O)&FTiLBt+EMF+5E(s0%ja2u?JQG??%MM$6z-&Tz~~($R-Lg5bS;c z5-rB0$vK7CE7~R;)D0mLKqEA1FuXuuDl90)bSYbCtq22m`+>s2GHjGmK>Y~^dnQmQ zxs1z^S1T|(3PN#3^dShvrB#VJQ??Kk9g1uL$d@Ml9qhEMjx2eCHByTks)+=!f&u4R z&oM8`1AH$h&nZAJfHd<3W=pk2V|n@~l1jbCOera9d(H|O2W_Ru*m}&1f^?yo#4ZG7 zbz%~vN+Y(O3JG4{@Fcq+NGlbWBomui2}IDJbf^V;L&b%l%Wf>K8RW%Q>?5@lqdL6? zt_MNLr@mmBlmaU0G<~FSCKZ<=_kG2TC?^9}cIGPvbn;=elPQ({eDL~Sy z6r=^D3PiCbj*}k+@r6|45MDiH3@6PeuMlfD2X$-aMasZ*N~aFH$ZROXW(u$=WnP=mQKf& z$tYawU3{s#^Jh*ClV{WVmCD7|eXNDDYr zAQmqK>0PFZ*HYt$y8H!jDdr&0B9=&kK|XAT3zHkwadj%}l`t{w`(P_FS_5A}*Cup9#&{gnXf!1!kA<>B0&u# zQaDU9#`O*2q`*=G@Aa8mffVjRIA4Z!7^2~pR!!w#0A5C#*%EwyhSzsY*BxDN~ zM$q#O6aDlHtAs zzeE{9jg+~6X(UFj-i3?Oax>fP7kn~#!WB2A1u+Ml#0Gjv%~0qB&664KtjUiOq;?)P zg7XAL3Kx)Ng!FdMJWd@KBo^<%o6yvQRflPyg_+deix*OB7s`~*J7iI9_=aE1Zo|8WlLzi$NHnXPa zGi26~{A1go=0xh1@kotIMsUcoL5o_YY6`Zuvl zfLbdOhAf1WUK4;`^AiCqn3G}?*RL|u!O5_R#$ON`!IlQBnF|v^eWqSs#lf>@p^>36 zY{EGer><%_2sU-i%t@`Oq)H+Ohf#KD44as64WEe|a1v}{%{BVaQv90Obq!Zz&lEPj zo`ZyF60nK2+W$eRClSWiae=W_X?#k}M;r!?ka@(E*o;~m3CH8oI5Eo7K{J7((gYyQ zN`zq=(;7nPboy{UjuU}t_(WtE!8A5a6ldeO#21)Go{1=p$TOQ%>mW76E!lKh4+&{R zngB#v4U`r4ab)QYvP7fQ#JL-|E>c3hWix78Z`oX$@`*yFv*<(V%%MXFoj-#kpOuJ#bY^nKqtG~UJPYTSxPU@N{T!D=3lNM9rWMF;m=u}-6j}rJdo$|y zTVw?8)l4!?05YvgOv+@=hkqc{86?g}tjlB$5sgn1fauO9if-W(#U@4~+bDe$t%d}8 z7V!|+W+#?TtXECiJMH;h415d1F!N}<#s9CVILv{_R0m=+Dk^h-t3xM8Fc#3-8 zgd+S$nmvh-zsZahZufs<*^pZD5w5H@h*wcen*dB(oycGzh+U4yws9Cs3yfuA%-BdU zDK{j~s)Ru{GXlh?=(HPVOJWby#i%bnQ42cp29-i>C&>SJoEs;E3YhjeDL1^>kb>cT z;7ApXd>f&0L{w-z+RaCN$zfVYxuIA$0a&*>G<*aZeuw&vBBb~?WP5Oi{yi^$W8$}R znH@x3r*Uvdw8c*4(No7s!>M(o1jQi2j)8-Xb0&x);{@QEx*$aE)ttE*kCsn@Elp9& z_s9`S7@M0Lpp_S8=x?l?0F@?!vWzmsNy;Hh!ihnW-qF7ibHjXkmN+Q63^I=L$4SPi z3{`VxXgp5NnWph5xd36!nrk#7P5>gV2}ipf`H^QQh(^hYPX){_pw!VAIkjs)g1Qq= zvvt|ToJuZYkK6gk;5|O@kdVBiyD)b6M%rvA{O6f4gp-XFgi6yWqKa! zVn0xTs0EFj!!%<=@onZ_KqKe`An0>oZcZTA;Ygi>s?SB^$3fB;uNbjZiG2YNda#;V+?yF4J>9|$s=iS43rW;Dn*u+;`)>V+}p7u@DeSZ6uO76qNMO^1T1tV zQg~gCE0AILSsswzusBIdiR` zg+wHRvm8+(I3k)k1?_A8GQcb%7 delta 191254 zcmZ^~1zZ(f*FJn`q`N~(KqQWbP7wuZl@yfj?uHSNF7Y7U2q@j%DS~uKbLi&K&3E8_ z-uu4)@AH2Ce&d{3Gi$Bcv-VtjuDvfl77(2mk_$Q5+B$(ihakj1BM{p7Ib!QT{N_V! zNQjLe74e@j2(70R1j4xmA!XL{7r^=ncQQ+$U}Vzh*W|b$kOS!MA{l!yTU@jQ2P8wiBfefhurv4MM6(L2{Tz93Y7cC@>n|8XZqI7uP4am0oQ;n{!Z z?rio?dhDQoxw{3SivQak1r6aQkGKo9zuXIu?%Wd${&9!SBVnQ-(m^+o9{zLJm?ntp zIS_s`_kPI8y?1`;uz&n;9sfxS5{TOmLM0W&G&9t<(lxTT{`&{$Urj*~LBtXOfspT- zV+2B#2)m2fMD=$}T71NPfF$o8IdawAHE~buP}u(69L&21DfvIAL8zsqh!71Mynlxv zg+4>UM1+Y))D95_1#%z8$_SO_K1}>y50!EZVMY}9uhSs3Y&Arf9SG?E4TJqpm~U}~ z!Ke@a9Rf-7KOw%|WdNadW!;4k_xd{o2?;Xp-4jAFyU+RZ?siZ~%lS}|k+JVO#>v6didd7o$qs*NV{|s8^1umB*NVL2+O5GVf`=Ps@qW8!D2?gcz68>M2`2JUr ze_ijjSdQdP_*d!|cL9B_%V~k}zYOAc2H!boOBi!GqaXCId$~7;rI)va)uEH#-Lb^o zRbPznIuokuE3h;jRI-q&{KuDA^nY$6;c>ZKf&j|B;XXjJ6(TBKd0z7HUq+$3AnB%1 z%OYB+auIrYUV8h#PJGiuoM0+X`d0Io@xCv77cbZOzJqih^WKoh57qfjTke>b^_Nlp zE@lA|l%e3o{YCc=$ZHXbl@^~{b=M!Ht|?#2$fX66X&0wFKoH3?nmzDZnnPox+@s7z{z8&SchA$>qn!+#~8jik1V(14)U6Pf~LroI=?G|ev3+{)rK zCY$fWi$CG~g5pd{JXwU0231IJyg>|h(pC()p<1w-(pw>@v@^lR7bCf789~Qz$n1;F zk!+Zhp%Oc+fI>eYh-CL0_(SpMdLZRQPS|)zMo8q>AK@XXry|W_^-_4yCm|(9!OS}B z;HS(bo@X9((sHufbUqsl`LB`vSwrB=?aceGTdyjVgfu;S+Q zp`%3=4mN^-!f#62+PkU*_L{4v- zj$Dx+&NQ;uu^h4UhA)kKuJXNU@xs`FkCW(v%G~me)4rF!f3T!P?QjXIE%|7L2QU11 z9`{}1*>5ayYp=Nl=DM)sjS5ayV%$a#C`9%v`{O67n*>icd&CFNeZ;yDRSM?#W9d9ui zYe?dp)$BIrvdON|V43nCHlGv7wSM*JPl3o%AaCM2HjA8I_PY)=3OJ&=+4!q`yo8*g zJ|m(zYhOj}ByX&Y;jjTn^QHUE#=>e7RP)}>Agi7~d$XIV)LM!`q6)M})5}n#Sff;a z0!@(aV}D#MGDV&F?NvVW5GrejBk_JSfS+`h|R`YX6cu*WSCj>BZ^rwI5xsxrY)>f$Xo`~eIBaa8O0L{FK7Ps1?h`h z_KOrI-`V#0xok(8q8VVw*ubgX#>@#UvTk_5TeFTk z{@X0W)K*C!-U$jVLv;0I0p-f&LAykcP^3d7nCOfnia-1ypi(O%!1f6ItW!s9e_-Td zev_e@_G!gq)QC&IA)vJz&@I6oR4KY~muwg+hP6Y&yJn~0>(D1p95>ozV5hnTL{6`p zj$DxSN>tc|b=Z&CNN89KPR~(5v>ac%)ZPMh7#Fqt>)!`~y!66{btjTQ8HN^t-VI;V z0M_8(v*{L${PYtt`hrN+-D3gWCzc@qXiIr00MW-M?)$jCiIrID3rok62y#UVPpcl-f zUrPw66lLGYPKPLU$S}|TAt*JnT*B8R_IW|f(K{6!!MU5_KEfY?>iYC_#&w|f)Emoe zZ4kABj{-SZG9yaC-@=KL>s$HdA3vxI-j0<=d3-e_3GbE3GeAv4_WN6!PjUwup$ehj zMRm}V*wbf9WlS5*DJ~>eA8NoJp(0ka|wCYw($ddIbT%^R77cwJ$}6o{iNUXz0WL5-FM~s%h7yrVUGTB17RP(8}}2d^hEehk{L(cBur)*eLpq?O?CHpECMzdC(Qs+_B;tXOZ|WpRqVmaCO!OG(eA zg2U&85upUysg!xE{oMa~_T*8w3V({spUd2Vj|o^j)Raf&UMLUyoIW7FpRVrejq=yW zsMuY-YqO!vwU2=+BvAZ+3M!9$SJ0(y<`?SEb-6xi#c<$ishvFzZuy>0Mi~8F!8jdP zD45Kzo?jBx+G;vSVzBNzJz<5#yCk!bsyf%zh)~Qi(!E;8f!ei3cU#m7c{5}!^g2-H z>vfq7$+31z4)!b~l7bjDaD?g!k8Mu5y2WF%UVxhAvsO@^O|(w-6vo$_x$ju7Uvh;| z2_hr^;xs)HX!PHY9a(uFt=P4I6vLequB0o0X5v}JY9dbGPkekqI??f>=T-A%x&lKR z-rHRVPaD=n3nQs@B?dntDIyFO{>Ef<<0+mdcK+Dm&g+%;L$D7`?ef-G5ySzyAVTe` zL?J-4I?^FPY}^?d>KvMt)vt#u_mzi@@+&1L9eat_i!Zx>%oHxZWSNMU^>}F>FbHky z&(TLQyDAx|kyX@tTA#{xd%sdT{bf!MO+9Y^aQQWmWt#P!MERVW<-A~~-vHA2Nf?vl zN;A1BJvDV*T)T5FK?=F(jdv^6;6e74yJVeOkOtgMZse$H=S+CN?Yee%jk@bH%sLQ# z3cpYm)EE)c(nGC^66>U! zXIq&*p9b@?tuqy;H|G)r9uui*G_3WDt)-r>HWCgNr9UteT1Teve=dQAnq8@=FPUFI z;gV)I`4GWtC0($MuCa@;jgzjE zyPYuzQFL!4kPf2g00N}J^6jq)ZVrY!D%c9mhF-F-8#oWX%O0o`48{`vYVqSWpI>Q( zt2=Fcbn+=gt3Hp~;M$n&=8ZA^ObV@Env7(g?{LPSIH;4)i}_ZMzG zSE2$Fx>?$nKCU_ON3qb(gzTux{P*?VOa=yJqh<@cDNlT(E>jCgm;DsD2EU_LUwzDt zp;r^%&WIT$ce`NRF8I17v*j{Nnt(yUo0g6(#Uu1Ny6pG$l6AF-NYHZu<^g4T*cKb~ zBz;GkV%)fk1PZ9~)#=4A1&d46#xLi6NqX&Uu4anapO`o0xmHf@O=|Kzo;3i3q2yD9 z!jpLWA*g|5h^NMZ@DycFqU8AU8Gi8g?Es3o26w}FwCN(oK;uo!_c?r=Fm%1;n3qM)t@AQ=0k1kpkro<(0L?MpjFWxBZedxbxn(uFPbunGlk-Fyp z5~#{eg(K)E>@)f06)&%=^J*N~fqdtRMJ=G3&_7VDnx~hG&P>F#9jo^t3RMI!8T%RP zUyi4r1ZGal82VV1!k+Y5i?b+pk7hSfyMU{Tv%qc~=1}K<7#sI^9wkgM^rmW8$&G#A6kGMSK0Aj*3Y}I%4I}+zwy_ zMhP!)QxfGi>5$J1NuA_ceWBa%M2E0AbfRMmh6~Seliwx~>6|vuh~Ro$pgqUA7k&EE zbEWY>+&!&9caEF>GyYGE75@W<^Uq$I;!o(KqkhV)WF3Id*XMp)w@v9NE<326O%JQ{luuU0Wl)+&om;Pw%DL(`9)FsMoVOW198|Mpr*s z$ffT|aUb@oP~gn1FfBA1ggp!JA zAATQc9<>PLgW?x_%oz9Htj*NF3Wp6<=`c2#AKiNz*n0b_pjs?RtoUy%yxDkWuMp|C{Pjp0`o+E~sF4>kR;c6QWu zyu7gfl|cGBAYee`5G&m57Q;S-RH6xS_Xp49oB8ymy86{+Ve6JXV@){#`q`V6`YkQcSpap~l2N5AMk?NHaYI(+Q`jiovK{mQ44U|Py7EGf$%C}@~AXPJ`<0#ldr;`>xZ z5fwTu8Z&1iH&+B^0-8*MQy3~bC$eC8_}Q-UU*-qn331D!nN{W~V;e?VD$YzW4b8%A z(ZHdxlPeic8lS8T)Mv86A(Zy66u1guwn03BRq>bxB%Jn9LBpPmM#SYXoe0^!;Jr^n zEfqD~pTHHJuKpA+9puK0FO`H*=9AKb9Fxs*CXz-r%!al3)+8b(n!UX|s%aDt zbvtk(L(LLhAac zNj#C4gB^~7pW?tAJ|8}1*O2gy8)CZ{5MA1VxDC*|UjSi_1=By1O*t7Ii;j8TEvfwU z);x#`tE!>TPqE+aol;!ADUdSS9r=Q~-^q z`;BP^;nt98+jCIWkk`Mt;Tg9XXRkbk)s&%%=&&Vh@@o-rtWjrS@FZnlkhNc^>LztopE*9DFR zBL^Se*v+2_aNu7zz??RBuQk+n%kY1>1{PPdodTI(wbECAEjr$K3S9*U-Q-m|4w_RXskht8+Yx;LWLY13DA+9UnFy2Z24Mk0M?Iaf|*3uePc9JXxc z0UdY$k@qw1iSQY|^K0{}v+2+EVzmz7?QYxRcbLcooJd)~3i*x_lC&770r`Q`dm z8_9XvwooTo^{;Ai-`i{AGvYFIQclDw(BeJB*W5$=)4LI%-!QI)9GM*2vWN-fpn+=s z!g;`K^bY3-R$~k!gcS|O(zB#zI+pzivtoThA8;rX5hd^)#QYe^(GlLs8EG0X8;MP= zv`GA;k-}&BM}xLh;-s5AngR?9e#6APi+@|w1`B4tG<-F`cY1x*pZ|iJhhd*-Zt42s zs%fd~D1U7B+9Fhaq#4jaDjfCB`+2@p!Ja3`BUWd((Y_U1q*-myo>!Hvn6FW!+8^`r zF_%wkg6j6@h-xY1m^}Bf^JCKuQ3S-Ve^GA@e(Zd)_Wlpg_nb$uEb6umu0ChJYQ5t{ zAF7-zoffO|2Bk927oF8I_8}Z(8bTb8)k4bKjcsQOx+8BiFU|nk2(?P`f$fxP;1;Rc zMcPCN(lrB}$x&v_e*Kc1J*Fr|PGjkPL3^$pgSe$zfX)jY1)b+U(N{!5IgQV`vw+%r z#3$7{kdu0E9F{K@qm#wbY!%E|RnsrEajfMqBfxY{Dm6p!TziIsSX(T{hL6Q|IG#{| z8kUbh_ZJEPVq~cM9npWe0^8j0-VhyzF_j+A&L|5>GfE zneJ;|3i)J@Kzu(6DfyYDjH6VxKOM<68irT^#2}A`kDuxAEy{9u4fjVv1mb&w5hz^G zP|z*tk`?g|-uMuK$56Ay@Au`8KWr%lHCvxIV`t_(Lr>G8wp^ z+lhPgybBrgJ;BIwDj-Vpfhg2D2dD?-3!2X6Xa-@P5%yE5` zs&wBElVSexU5A2PC;vyDtEa(VHT|)90t@3i{LL2M(R5ThpwD3Juhy_0^6u8AT{Fot7+1a81F)$I-iL<0_$j z*99m>yXHL@`JB6!Df-Et+7h23XB-!MOJ&PYq-0;xvxn0AZwlH2CO`I;q6uXA)|XiVn{bqBT8S@eph~aF-o!70gA!LucnDN9DMuiQU>)Q*=2+YsWN7 zHq(+843vI@sfJ|T4~HB{uyD3`bLdjo3!!W z@4VF~7s+RFQ$05x8n?v|Z-*uor6Rb+>58o))caa&)&@}407P$Xc4?YdiVrWb#&q)! z$!eT$YIi?N3>4bB91ge~TY8ss+ov2}dDe~`Y$roE-qjYWw`@bZjZC>>-r!A$OVrds3MjXmF{7^>K|AieQ^itG8Xs!guA-VvCPz|5VrSg{ikzspqaGUwYZ$A~6b&02g4W zt;m|#TEpJnc}nkENzPa8CE9U-B$sbU{~fvZ(x`-Ucy-w$rFRYA?bPk{-`KzD`NbDd z9b0e~lAWkfQC4Q78c{at9QidnQF>IZsP63tGg>o97zJsL57}Y#-iu zT&9eyu91`XC8q%!zew}d3)vbx;hCP;2M5KRT3YE-x+cc?H}r`*8hw9;ffNzj;WEEk znS8pK2x@^1%i~q7G1v#ONb%*uqjzE=7P>u(0=m;TCnvW*E&8*g<|=O^=dZNK?QiQV zQ_)2Fo3(ug4ka4-?Z;Q5`3?y7=-GV^e76GEei>GH8nho3I5t&lq-I{{{Kf#(nzxb; zaIRCQ9lfot$xnYC9s!G0z?ZUyMAPM$Fsq^V+k9Oe#<}rJ2QKR5b0PPHn(0w9N1NI= zIt(`_5f_up#ZUWnt1e<2CZ;%w!E?I3rpfiZo{8IfGtCRWOatKV9B+wb*je(uI+-4uvP>9fqm@@Wm+C<{B^xmZYq{N0Tr}f;kCdnlg z%NYj;uYPR#yJmm!QUwxM0FB2z@?VwK0-|I|&wsofQ$flO6;%UfY2GR}<*B()aqPxf z9H>Js(ZBlQ{a^t2a%SS>aNR`3mE)g8lr4H}3yW5lld>a4 zCpZgcV?CZw{vCP5?Lf=IL~}*L9%zXz9)2 zn)j?{gy!GGBdDS(>C7{g6d%o&e+%*8V~4*#KJy+{m`$v#<2HwyY)%xYYrj2VG0%wP z)Z#q!Vc;Asf7zQ~`c~_QWq$M?iFtNY;p4=_befEQ8K(=mU(1-sE;+K~tj?~FE4d52 zUnY;vyWgs+^>hNT7Z^$(ezV+?WC?e^OzPUpT+7D&P?4~r!(_dlr5H4Q5?hf0wxl*Bfm5+5n>3$y9)mzst7-I6i)2()+?8RbqSEEtVlLZFp^bnr9Y|w-Ho3Tm zn)6EPx1%=M;-V=vQj&#ZU)E4vLwU^MTir#ZP76XFXWEYQ;( zEw{>uuK)5+a~q7q(1oW%@NZy}wmM#2VY>}y5#-nIa9VERBbbCvR`*9YI76}QtrZ+5 zqjR*;8P~8r8YXc*n2(=!P>O%H&q05|SC#J73j{@apT*&eUG9VF>rNI;#gBH{C%o2Y zf|}2V>gm%Cvpgky)?{vdyaw4a?qkE&YHd;e!KhsVM6U^vZM1o#7ves^Cr04=Z?5mzE}`N zULzEY0$SYvIlm~1wf06Zs?D9GKg*6T;E?T7Y1HoK^NT+~=KW!^%-t1W!KhYuoPI+) zI{!n8W@Q7!-mx5~(zbI!6#f4>DVW^7D2lgcFBsMCPSd|+M;CPXUnZ)cL)2u}1yQ86 z2ZG8i?tb$!cl+80xhKEl9#J4MVh0|2e=(X@r0Qpth4SoC1I+_(?Na>?d7J)x@jE0* z&Rq~iTVofLxB-rN_Ywfw*vemCV8Oi(a+Kc05@`TDm`2-mrvJ=&RS>S<;&U)mZg_+= zk?P*!9P12|@0i3;)s<_DWUT{NANx6|`RVwRQObSBzbW)7f&h$O|E zj&!GPv2Iv)3yz&z8KzlFh(#$6pQ>&NjvNkk(d_(5fKBdo54%3G-gaXeFr7Yix>h>1 zSw1_t?%r4`5wWNHqtQGuAT3_KC*vveed*c>=hDs&i2h@{Tq(s@wlsbHbYSyXW-e;m zwt8%5Tk~Q{Tsll_s(ff_dgp2P=njp`(nvDoGIIRMVWW4-AFjg$Z|gM3^!4q<5#1lx_c|14^~|19FUW4p6o{$4e~N35DWwb8YCs%vax>|pACw`igYpn+QdGt+6M zqDIjTF9$0~k+IA5@j`0B*mz~}a%2$WwxK?wMA^p)g3i%?)FjE;v*<2@YcE;Jl3zPn z1QB!dRIGROro}hL_uxvF$2Wd|F!VBHBdqazV7vwTMp%HGXWE_-CG&w_T>a&tyU*H; zXa9z5oV858NV5tyP@#2@bYPyntB$rCL>%QnL$rzVY;j6H8GSl^4wfOeIHS-Q&RHpnQ3)hx@bC z6vvVDlz`BeB+(d~@h<{NFfy5$&5R>{&T|$OEBg+0{Osw9<)7i^J;m_`^}dmlghV1@ zF}oGawiEGWu0T92A6?jhm)Qj|<7O;7_XEt?WD+`yE)3gZDD9Topp!qKrW(nVy;-4w88y0^xq)>6ZE661+3al+G?n%24r5Zneo`xFi6Av5W`rdo<8TVnYR4xb^XXUOeD z5y#O(NsR9xS?xH*E$GC2G}sz`=1ZT?gP1r)aJtjibE(_)R6}<6@HVd;au$iJ9pkjm+@hK@S#kfrdWmB|JS+$VyzVRVAT4Z)7Q4tIg zg1-V&X@*oz1`}>~qT*%wuYvtXU~eR10e#YOeM}K>pugFYP;yHc>~qktlzh*MW`v|w z8{0`nfTO{Sl=5(TO3E3^)K9 zPu$EVje?j?r3U*o#<%D@?Teb&X(?Qk;^dd$Nlk`;Xgin`IEDgU_LwquG$Vp6J}d2SarAKc^{^8sqhx71Nt6tf zXt@46&DB(tv1WiXMVnIi;=?I7Jl6e8w>GH_;{R^XRSu?n2{K~Z6QHOEM@k{)QRBPV zhfL@$)t?^zIsKe4;q$Qo{=kT~>S`&|dfc#jWT0+))@a<6p1E8}n_qppU_xA8Vyg;x zlnYl*cBj=~PCHt()(q|C`G~KNThxg@^NF(tMR6wVnhl^>hsqwX({$4F1T@2#Zvuqi zstjaHv}Oxf1s!9WK-g9Zp@1Q(s{!|JJ1SkP{uLSR72&|rUVJNHrzPr*eF5is(tcTj zMc*m>K8j%`FlEvoJh0_GBG@|z=!iClogk`h1QRkJQIoA3eMig$E-8w zx5SBZAH+gx;16aEq2aLtesx`YX|>Had#PDbqA7iam*(A#KtGbZX`kC~c{`2f7o0IY z=1~w?9Rl;oF?MnL?&dxEils0kibR zOI?Z=@4X#ML)|n6vhdwG4u9;@3b{NIn0K%~okpyq<)0O}9i@7^UT@NuMQ+U(z&|t| zI$Ew&&)l}>2SB*XGa5L0vYi0mYa9gx72`03AHIv!WAP^Nm? zoF2oEb^mY<9A06&#%PcUh%#|M1^UUvuIDj~IhL&Jn-}~RDRpDwC|v6ktxv24dV0f~ z4YS1gdpP9%g{VSxkAwEM6EB}9U40dGT}dl^3S5?MGtLWy zt`@v)j28Imd1@pE=O|0MnpgE-NjdR$hdOVce^C;BL`?_07_*!H)R%-O{vzB#Fw1@e(q6m{3NOtrE|E7&n)62x~jw4rH zI~%6?2&yTN;IbkMakk|@xXj>HxiyJPJ$q@MfzK)2xZ5m?eQicLiVK_-RSd_Cv(&Xj zz2dkwA9E{!%Tjw=Kvq)Ot&j2*L)LzE@5Q-Xj2Df0>%>)zG`mzz9sDYm!|>i7v`9FF zY^0~rYUvbK4$JC_M0n-CV!hr`&H915!s9Jo(5s=t9<)&nk*X8is8{*n?X%Pi`*z!p zk&~yyMZzjbf;1iC=cQD(1>HThxE zH*)WjJF5EQD04)|P(t^!_|a5uZ}oZlQO0!B^l|C)i$U8o^{u0kY<$|&JF3c(U`!G+ zJ-I<-pJiDct>RlVRIQ!Ax0wQyUbBJBFv8Paqa3!dCS+ier*ziU%FWDlM|%MH>nt_I8Bq40>TT~~QGQH9 z;si`J(HBgg^{(__7=t3wk9RW+e%t*zMJE-N^LvV^;XjqSv}H`tgpRvAVocB9JpZfYDCj61E&?3e_bywY=nsyRM{wY;Rt^Ex=GloDv7(7=RKZfT_}DJ zj~5EY3AkgFvVzKO?nM1iyVOsI%*|0>5PL^R@|3_|hGf=7(Fb?ew7O&UtK4zQ zzuBZRW&f#MsJDQzpoG*t+x*WNb3x^HcdGsoyVSr#-sIeK@7TM&>HhCH#L=QC?%Lf2 z=iRp&1HiucNpX9bdZGZjDIH*__YSJQC4hcWDHX|$KH5&xt&2lbf4G+x31@xp2zxN` zZX7N^SgZVfF6ITThS8U^r~&!4!a}ZwV{aKaU&x=V)IvUdZhqfxafoun`Bq5*`}nuM zWnu}P!+6lKfl1pCcp@#uMD5{W-s3G3ytrENQ^34?W3-DJa+%uH-xSwg=77~>Jfo5# z5m#Cc?elqbDJ*hxyW!DL8Qv&xa`j?MIAM}F;_KFF-P(f(9Mmv(pS(Ls>L%YAq^M_{FR@_;P2RrY5vp zriRPaXRW3*Qk=)jiY0=tOC_3uM?YWNw|yrhI_^gmmAs5R zKWh-5KV9oS?ZvH*Qa?=r-e4mrW6FV9wpU)uxkC|J-e5UzN!7+;p(3ZY_7uM}ueBw9 zbp?BFR~8nwu2UXX$_b;|`smGeMQBPa#3dplIe#HXea=B``>41^EK7qkyeP_MuIcPY z&g`z0rx)o!Re|<~>eqZm(^1Z9modX!A2uH^`=wur)Ny#l8#`h^qNRwdx)3RG?H|Xu zCIV>S;~Gh+4F~g$$L}L5&v=VE*Kn#csDEz#M7*sOqOUY#*9(%c$5vz_S_7TYjH zAn*rfLY`f1)>BMjkk4u3{Kg|GmZm2u_9~H~>U@x_I;g{iJR7kBD#Dx7nG$$bhi?t0 zA`*EYv&+M>Hylp}xKbPB;#=D*zna;~Jkn9Qr-zdKFr$mpbCx{_4@=WVJLVKjTL&kD z#if>Qmh@p#Jn8&6MR!Hbd=z?4hpQKbq;|MF_*1M~%gYTEq_U8A@boUhoKDwkGd;QO z6Ma-`xEOcfAQ65on>X7telQ2!oihdZ%Lx5%T;i_)r7*;lUH3yO1U*y=-McKoV~T%9 z4S`|k6m%h&UK_Zy`{hO|mIElu48~*9iI0$rP%H@so5Pv#FTla*2%-mtb&D6YBS>Xe zc>KNrUm#B)S!75fm)xoPXB3K;#6gIRoQP!MOAm88mH$bF7|rjTfUa=2zOXThHVQ3- z%*FN1g&UgC$2Yw86y>no?0Z((QDH{Lu+%44CVd|DBB{^NWq82LL?XfcH=zR+YX>pi z6Df&t0|M=#XXlcGtY4NH6cz=QLRsYpgVZ#GA}Ct96c#{Jf}xbjM9S`^G>8RFsmVz2 zwiGt^5`_-=(gtwQFiawxplqVfb{l|YWgEtb+Nf*g^=4*6eB2bCV(klN`w&hP>6sduLXmd;=3Ne zpUp>;2hrM9wC2S?+%j zUd;``%eX>#0$y?b$qh7iT1z3B6nT=QbiTJcZcJy?yLFDBC!yX~koZp9$# zE}E2ChDM(j$=JEvk;6{%tMfi!oR^ws&6+XY;+HA=^M$HwJ!^&fwd zty8_Otxg@UFSu=1yVn}adFLg(BfaL2rhs8r)14F{fxV++2lt%B_qXqh01=lQd&u$1 z36J*e(e>|a6OU`J%jRqJ8xWE52^@jK>-Q*Jc8|jMe`*K^+Wwx%y|0;aa|59%hGvrdQ6$_zTe8*GZ*bkg~AMl&rAkkyqbTt<5tzF%u z-s={x3@rlH9fJ_EMd!3%j!nt@QY#p%FD%qWE4Z36?Y#{TH`Q01FjReRv5Fdx|C9O(O=G*GbP7-)j`LtgQs?4=z zd|9Ic;<%l<$n%j+Z(iDtXUgDT^In#UY>}xaOEh|J%r#!lOl`bd4ySNEwNDaHhOoJ7xYUZRiaPMU-?pX}{L4#xhFFOG;{A_K7dwoh0F8r8a%7F24l?U6bh1^^w zn5juW*cu^Y5y*lerv0iDzsw`#E(qZwqocRB<^ey-2yB`mJd3l57%_QffDpRu5Z=M> zhY0q*;OTZVJuNTpJE4jZVwNmK1fhl`WI$lItA&ETw3kFUdQN8~LDvvKCUGxpj0+mB zzZW*z+f|LOJ?dR0p9Z`Ook#7_-1DFhQgN9RB zmJvYOA=wv7PoB|5kyAnsfw3at7;;ighM6Z5NZ{&|c9mjV(-7DHj~7e_F;^J-8G-b~ z00x+2m*aT^SV3RHq+|2{QPo1v5Npe_YTmSY=3lk`d7^7zj16B?v=|1>jK5c%Z}PZmMoU z2p$|XEVCMom_|bgfF5i=BUWB~nA%z3RsjktA>rd{r>N4$@+_gh&ol9V1R^ZcDAK4`f6Uul5<lOv0#uOyh%BrA3X_ZlZLY(J%m7VT|BS(%lTQUylfXuBp zmz+3VOT8VEc(A?~Dn}{0r9BJ(q6x1Zt4rpUetOjD7v%+zPn7u;r3`Ql?`1~q>lt)LyTa=-FZ-TOjiHyQ{6Ch$#A5)!T_{7QPd@^ZxzDZL;K%0X2y6A?59yV?WQD z2=Cr=rKW88)6y@ZT6N12GoPCSMJ5U>wFQ3{f4GhVX2+~=C}a$?LrHL#h(;hkmJOX+mXSLDzLnS>tlTYu0{Zy2!LhVtlOl`r5(KX6JMs z$JQw=|F`31G5@N`%)kzxEr47-%({=?p-3o+!2J8aS)*+D&zCpi!}~PvZ^$Ql9k+so zL<+Q^fg1h`=)>z0J3108ig8w<}xhIblj7SAN#Hs(hDN1L&Pi#Zh?PTrv(hHcM z7i#vbD%~+VZuyu9WQ-+;J^uFfsjBbgDjh^s-^|9!xII%bB(O4R!sgxl_+X9xtnkXo zCsqB$UK@=Jk<@Ig*}2|bvnmmX2`;{`o+R%_9$&>L?u?Vq3L9$vRwz=knY*7j((6!r#Tx~d0AMd&jVW<4=myd%`tVb7huxLgMEXaAa9%0nQHiTXgos%BqFV~!4 zc<>$bMJ`LzXHQu4Y$@0`GTH3E@yLp8=pjj>wJ(nvE;jE8X(?EqP_z&8jjZA0s=7dc zysVFuq56yo5Nb=c9^6wixtisa#NuAxRZ!DTGL7rhkz#Kj7d2e}q{r60FZ9tL1?Z1v z+OJntA(U`h6yo*ZJ;d@w)#PH9lT5gkzLJ-+AyqkSmn{(?QxxFwjf}@Kq_MV-iW>Gb zFv503DAo}%=wA$Vgx3tTpbEo+^bteH?&%v3ARIt=i>8Ak-hn^(Q6+tDIsyrC(BbHl zYz=mZ_bq%ni}vMr-LyaQINQ zv5jYhc*nOsfJ0C$d3-;tFT_uhc0CR^#ImL#toM%Djr?qg0CNm5E8Szs2*vm=q`puf zEr=)7+0206#P0bvxCEVeG5{|!ME6rE)>8a)YMG99aXI?G-F)65?vW<~C7!g9(I`bt z@*ej)-3weclLt0g9Ca*%lRFVQMND~cC_*s(+bk1-`%K=;j`6K`;&iesUxc#n7=h*6 zZ9YzR6nEdoPk?a5Sir#(Ss33&R{=+kTp%r-klC1XU&iF>qTn|mIz_D8*b{Ig9+J-e zx{YP&gK2O?*&A=KkD{O6(U3P|>9b3hQf-w`DsFd(iw05BbUuJ@8Ss`6S(eZdPa?F2 zQFwUw-}`Nvfoe6#OOv7O2q{1J0;Ue3@)?^qU_dA27X}WDi0|;eQyX^3Bi4P`+lUID zMO03H+KKPdp=n|0gVmf_|J^DB){{k{z6HckcHL>F$1<)b_NWAvgLzj9A=7-QgIHVp|2TUOsHU2&Z(O=c z6H!oF6clWLi1ZSbrXnIDO`1qkkQ!PDa709;i%5r{AOg}wdI>%B0Mc9Np|=1D1d{Kd z&wcK5@B6OrTmS!>wJ3A;%-%ESoIPju-oHKGY|+mEI-Bf9!B^;;J5xtk%s9|02}^^7 z4`s-M>v2oN;gJ%G!OQj0fYHwmpJn0pLQ#ZN+`&*l^YX7~?ku|<+hl8`_XuZ;!9K6w zfRoZ@=84Y6$6mClL|WbH``PspgCQeb4ON4In*qLxeQJuKxOKJm2~p`FVB)Pu`HA2S zpPP;VmG0EZ>{`wOz5z4vrDIq{i^vBZ5NTwI>@3rH((iyN*NygTOw)e)?-&b?CpVog zJw9E^X6VHE%`1KHYn06fgnQI|slfNK_(&z1zBMUv&X3An4BcaNJ^rb}HeCsJ_szG* zB}nB5lsBu>AH{^F?rXRWh4|Y6cJ>d1<-Fkl#Q|X$*?D`n^XNWW-O(MY*6}GAQ@R_E zA07px)otOstLu{PH3<8QnB0c_f)Zr}WL$`amq~CT2R|p6m)tu?pe_0=)l8WKy5;(0 zs-CVpr5}vidy~uekrS1}c1IU)3j?82{io#pOzum?8DTKB@T$Bdk`KOlt<1oM0l4k` z-N)e}Zkx8sz6Dw-U)I$734a^N7kpGPRy$}Y-6xHj+kSwHU5#JZ(nv>-Xm@d*S%x`x zt}%OVGVjs&m9@xZV7FI!i72cuipu`;nQqWWWb^x5zx>~N|KQs{^!`6T^-ZJCQqvtq zI*J@SQvQ1xh(&zRwd6&!w*9ET9#;2M(5fhKD5d^-hz#@jgK_>|ezrn0o&YK_Hc?@= zr^1)~&6PD|;7W8FPm~)%PB^LLwypjk81HPZ9_);-acb1Ix_J8F4tQj$gpZ4B0Pw_F zd7KPpn?UlZ#w=~CL4@USNXhZz_BV2lKPYRya@}tF+s)cf4@?cL<80fHg-bZSlc??0gvv}Q+Zyfm zY|5=xJK8T)UcTD)?P0Q^tmSUcj~{93tH#%XmEMm%wlTtqHswaIPRE~D{3!>R$lBUs z-VWie#e2?fe22Dv(?}?KHEv|{v@%P3;iALr>bKQW?T-l#WyRAgyp)eoqiv8XTul;c zKRtVTcffXEZ*9N5YSVC$vffHO8`A)KkSYO-Mt0DH;~w2NOFtfq zAK&8%Gdd|s@B!9ydCv2xEw2D-VJBj)FynT?c*l**8$;qW_fI>0uO6-b8tRDm zySz@h33?R@r1Y`JYL!dNE~oD*IOUbh5@<4o$lE4KL^$yB94m8qWfB^XJSI^+m5;czF?(V|BCemW(Pg{3TI$<)isbg|J%r&j^BK z>JGd}^d9#v;DGo%XyNSp^NXKk#~d@jY3TYc*sXExjddEY@z0TwD%Ig`wF;J!1L2oy zLMwtpjaQMM+_rkm+MjKl=3BTW#cLzAhW<)(;PS#V)Y|oPYS?H)O3tT>hsNWs0zHAb zvQeve$-6>(i=!_XRb;yj(p%xS;Vvmsc~c&^yaq5n4!B<*k{1NV$hlUm@v?(qa`9vK zGFyxVmS&}^H|#$cQ7$gri7~d}#4mnj^mfZE4+i*+=YO^pCu8nOd9L)Y+sRxTn=d9w zRz<5z?XBn*J(M#n?{+GgB0Th;DHgl!`AW|Cn!+>3)4z^D&jUkCJSTFp^ zWNX}Z6eu4hec4JOnG}trn}AhV+i7uA&&khvD`{JAGg>l5w_kb|V(vnWwuag&?(a>c zVl4Dl+wMXVw_f(o$%`DU_c)ATrP3hwdpcx0wuOLXpQtu=*85N%=J^G);oA2zsu@Wo&D}elS*cDBOxktv+2t_RjeYLX-#UHvEvnY4>Z!#E zmVjO`+%azO#`S7h3y75Ihx4U8kIV0ewVv=|8M-4Jd0v{g_}7NP*>?kGysJpR8%!nj z-{%b4EYA1@z9p0|IqSO?VWhNCTNYkPnix|f zdjpPZN(_ob!WRaJ;)D{X;(kqlq8ITEYZ6gf)N8&mT$9)x3PG)>CL4L?u|Z`wry)LD zGibH_`PT4cVs{M0bR$(9N}f`4pz;!Yy-H2gIC4O@o^(W(X#z@R7;biKLWxRlU;N^0 z2wj);5!2(Je;py8QqH^Wb){M6L_^-2d0?QJZrbp+3r_>;&AiO}aJp{S6HvyKwR6=R z%DCJ6!f(fwh(<@p0@f=|?6FQF&PyMi1kQULo%B0jdUP`2Jn`sc@OkNDP9_197eh4P z$)M|qmS=okm7T#d)oY!hFx6|HfiQ#nIw*6!-WgNodIMS@w8oG&Ikd)@78P1!N(*2^ zYs_dVp@Z_{SJ=FysbkporKywIykw};wR{|uCnbV3)g~o_Ow}f(Vv6|#>zqze!s=kB zAmMecr=a0=?x#%ur&H*kk%)i!iT)XEh+>^O3_3I-=6;k;)cPO6i2n>cr0!&QL{5y} z8%%^=IM$i`&rAREARRi4TGk>jfWJq_-^rAGj2t`Q0S==N|2G#>?LQnvlky#FsfRA2 zQNGT^g#Yv+Sx?B*;Lb{8YT)#p;*LmPJX50et4@OYJD8L?%qPs^AD0Uqk^cB=iPn?y zj5q^n%qHm?BMt!nm^8cu{;Y#@bpECYCz~puD@dl{mQh0x=1zs(?wTJ>IsM`Ed$W@_ zp-i!zMnX^~X$cCP5TZC4uZeU_vP{}P>9oflAAV5`Q#Z;_UQ$F?6njiNh!DJT%r=+e zX7*YGIER>%5VKdV#wWXu;T_6e)j?n4W(@1(e&K%dyp zD!kNiZ1Ps;814biji3#_jC>N7(CA%m!wTD zwRT5oM-`zEOzsuheH9}whQ>OLI~@oMc#0G?h2Hm#CzwBiZtM3qR>t4$5hbq*(kip&gLJ!(OZ-YmM%Wc*#3N0jOi-5n z+8cw@wQdEi>D)0GeEF3pfhCJJU2>F&R4B&FMYq1vKL)d6INIl013^UXnxKLAs0v`= z*V(ffDQ!%jaz8}m)~V?GX-+)$YC2Buc@{3SE3=88;cULg%d~Z6POswQ0PUr*jEi|i z4X(MRinl87gsE4M}ss{5#~7t=%FEuw}~b7#t@qQ4HF{Ol4eyn8wn?v!=0noCLV zfl#9z)qRJ;i(oh;r)gnBKS%~F-E&fV-6Qv^#ouxmL@Vlf70>tMhJ`b{ec2T=1Da|SeO zrULpPSpBn~-_(~QX{b z4J%U;wM@9c)a21J#^*8^x0+f`D^b@!R_r? zkz1i{`Ns^!f@xmrg*gjfCPCmRaP8Kt}%#Zi#q`HAwXlBUbMGnZQCE?tB_;DMo zH?e4)79jx-?&xXnGw6T<`k3bmxlLB1K^&{KET0a8AQfh`Jve|G9`YN`4NacYny1Y# zj|Yk+hU=6bwcRjyRZ|pOw=(z+QNSMl3=s7R79qcw7tY8gy)_bT~7_{V~3O;G%-BA zZ;W6U+oq`^2-JJ}yJx$Hy5H+25PYO=I-)<0d+Pxe`(2maQTrBW{8T0rbZv^`0g(Vr z5)Q%Q>H+Vpv9S{ztAw^;%BI8k>E567;T^{Mtky!w zV2BPo@h?`0cr;!2ZY*%>#`yrPZyN~?vGS{K91(X0YtmXE5Q%$wVTSDTY5RQEk;YU^^4k@ zRJ&wu;*_5l4DkcHaoFUH*8MURsp_5&##C-Z*N5BPAZwmUq9qUNd`AfzZ6^#7~^I4MXcZnZ)-L|MV?|_aoy_UR) zNZI9i!9{iXmX7oH!Egq3JEu4y5mqfv|LDpdjuCk$*Y`bnwk?; zQTk->egTy!CYoE=SaNL(XmELK1WDQQRNJHnSA&jHzsFN+gE)U*2kP2VF~g%S>A3;FtXtpbh1?H9t zD=*j``{76DRMB*8u90=>h55r#Gqd9g8}*k2yHC5nyHxeN@hZ?0+gKT!b1O8bx$+fM zMszjo84q_?lS%tz1~I~aJGRb#%Ta${I;beNfvH^jf}1}WPaz<5J(Pvz+3o$W)Dp$d zIY?rnK3uiZlAlAX4wnpZ#w9WTv3W2<2yf%l2hZt^c}^1EUaAsOefW%vm#5}UY02NM z_-dtrznVEE|ILj5U(8m)sRTk2Yi`O)zoy%0JKj4OWU!2`oc|=Sl(=9Kx*4o2w><6g z$Qqg+&|cjs;|ywJ8n)~P=|i;im(WeW&#YS?HO*N>Co()7Z#)G}sDtk>FE`jPE3q|#>^3wJ)V-Ey6Ye5g$2>(r@%$nH9>Y_#eFGa)x~ zh^I6d9-*=v`uueNl>CF|a#oIzau1FGFf9Fo@`8YN3m}#lc1UUYg&ByY_yFIj`h1?%_fIDi1CgXdi8?Zh2wG+;1-MEuX!j zfK`E~!K{+shqLiYb|XBt!L5Bl(PiTr%cRQ2i}yWh=^xFd+1Up}UXJ>*ARDOU!|66i z&e=5!8GsX2@pA^N0tV6s&zzI8iwwFdp&huPopyrSwG%snqri&SX{h z1_4I+SeAa(A=|Ai5An`vb%p$(a~krZIxOpBxQgR(-Ko?w==6LRoH>n1t)x+aq&-^X z6O?JIz+}@&J{0<#1!!a>3WWus+Z=CixZLD77?9po zpX_)7s5jeZ%zG~+`1};4?ur)=xJD!fFp33U&F7Ue7j((ie442h2DH*Q@1zq z#dnjzVWajnDps=MnWuRcTG6o{1$lAR_26DZ4rCsB?QDPWzWIUfVqyio=Aa=Y1NqAo z4-no$-hHnc1D)|qoTq`F`(s&x&6Cr4-W@99`)gfJF~OTj_APSfG_$^**$Rd|k}zN} z3;7moV`cy7$||QuS-&tZr zhgpB@m|DqqRqi_vw#T+eZCc^)6Dqs;C`GvrKW=ZtmT4{|sl)PefL}S|49HM4nm@+*jfMn>pLZ+3YV!0(Ofe^Y#_VYo$_iRQV==;xcmlAnvE zqrW8eXI8vnyu$xnIP?SmkGHQZG@GkMvDKna=|-L=Az{_H_=LQhW~$_QNEK5eY*mJ! z&_+V|5T?tsgVl3dL~KbK7JzmMEs5>ySH-;&3!mEJ716C)1nY3sM0<_PCdOX4Dsj#^ z(dzHdI_vhqj36c@_S@e{F~Z*Y=R|>)_&VzCnpxfAv=Tq+y!3I0u(Pi&`G^DRgpH{1+14C-K$1$3A6TiH z@Yxk6P}b*umKE}I&uZ;KOeyUGQXxhHnm1M#a`dc{@CQnp*QQI>E|FA>7fNQ}NW{iO zXo0Y);w90I{WkYgK-7#5R5b5|bvlv^q1n8$;ihnNd-IEo>4$;$6^0#>l;YV<*$u+0 zUjuG%KREekoBOW-Ved^r`~e)h3}Y-5jjn1ZaaJY5rPPn%V`%MnJJ+grmEggym1%nJ z=0-aONbj|k-AgW*HB0EyaNZl!((U_~ExpqqDB#&-Tj(aB*AG8O;xGD9F?(dmTh6+c zK8hQj;0j6174lJH`9XGnlAjIpIk%P{u4LNF7~Xn*2S)7Ct-2%AUL7`*#gupHgTV6I zd}5r9MHP=_vZY=dO(1&p(~TX(1K#N4m(hdnaFcCVg%>p1dB-%@zi?9LGLGkpl}eBt zlzi)obog<=pX3#LGB@RJZgD#8*~2;bbQk$ z<_~ln;{O{uzV#P$JWwV45IR0PcAftZbbL~G0fdfgp8Xeed`N(IK1X}nV<0b$eazK{ zYYyHHNvxNv{r_JD%w zL+vyMZ^Dah;}Sj3E_nDcy-QW|ReEKvP5@4*CwLW6G^R+1-%6pF_+cI|`1_gIiSDK= zCnWBqDJG5g2KO*rsRprQfWM|+d$ zrfsuvYF{B?^jjlJp%Rmy)|fAOe4@2Hl1u+n0bSe-8dJ}VTDKiZWL_N5c8X!D14cdv z?tDHprhao;)U!N6rcc=FyXNO8{dHv}FgZBFceC$2zI^v1Q|;`BZ&%k!nQCz#*cN5a zzWHSq8HQ=OUdgiLNZ^e!E9LFCL84UOO}a~acimt@3k-KI-B&@)^s=?SuQm4%so8$7 zt8P{tQbV}w`MGp*RAYQ>eN~WR50tv6(n#%Bbo+5b98(#kd?r*O_FlE24@WEi3q0D&i@J)g?DFi0-Im-Ad0io3KR8tUZ6E~@Xe+$M0RJ=RB>y$9_=+h z9FV-*Rl;hD{{n-M=hW7GygI{I4~R*S1JZ^9l!v$hg~}5*ZbOZT8%j_w;)V(|kq9?s zn7H^_linkoZoTcu{+Y5%Sf(1SBNV0@?IRH88l59h<{G^trpz@4CjjO;!xPEOb;c)9 z%yp(G04#Hz*$E0W7oS7qIYpkgZRdP=-eS&G^Su3a0wr~4ovSWg$&tG*PiZ~j;mDI? zwN6JVEVZzs5Y}4Pqfpjb_oJr&J6Qa`@#EqD#)qR=`44gATN}b3k0t_Ye*wtC0^ZzS)T=-vz@_$-t|BW6W zPdIi6C;x5LeT}D$#2lOkm~jCYTM$w&rJ-)L52ZTF!D=-T6&6!N?HGQn>F(9?ILJZBChSFY2Q=AO?nQZTS zZnh+^4vF3Ij*D|??ItJZd_$d0N}5gT(4Wp}Mykc+hWM7-5v*N8Uk+o)B?Z%CC8XuY z4E?U8wb;NHgXSwee382$ZL5zg=k(PEViy;lTa0t#U#FUd7pil51LZlQB%gBEJ&7Un z6|o&yr<;{Abo#N>igl8!>xhwvUinY-e2>9Em7AP`^D9K9B98d0(Y2{~dT@HVn73Z0 z-=G9NlvXHOm^-rf13hfHw>s}#vBI-d=`Oh4K4`u9VD1cWJ^08Mnh(z^6I>|PRYqY) zI^nz}8ht}CyCH>=7z0d*m=+?%T4-@#1I;aNf>pL90hA#HUx3E*0RU#+r0PEW_M*M= zw@aIfCn_fIEH!V5t0-0GpCd(nf0FT89aeLfD2q|){7J+9yZYSZpK6pimBk&VT5FV!Oq`FWXlg9;i8!bgO{O4Ga-_ck6*}@X$Vru(4%Wzc82MsDtKqD=pc}lp_G3%Ua-N|Uj zgr$hvswJQ^tKXd7YowXS7_Tm75DbybNeH zoGIz}#ilDJ0mPw?7q`byccPwr10Lp^S1%WY*%g}H3NLIn@{TOGL$;W)30-dzw4X-8 zCF{hppVMfMN&r#l^Vt)}iyhHM%+e^?TgFXXf~Eev_yM{t>0sB*QRKj z1{>@~#RvF#>aR#%Z#2fc!+GkC=RRX}Z`Y&g{0BF}zqrM1@smE*_wubkP9{4({GptT z|LAJdsUf0Wvhi;BDGRF^o0=0fPE3__jyMqC%jv|OH;LT!gs4itH0c>e-@ez!3yxYIE2Q#_7RfJ{eS_}W)HtYn&<_jZ@5=(;=;+B{yhrn0I6qP z4Ym+>j~5pAWu82hM9Lm-x?1I*(58~SdwdV;mQ5QAPp+v~ z@_#{W`7j?FE4-bnpkRpULU!idZw5B++n)4XTiy?v$y1-_1MB++v?IH`3*J_nD43ci z_m}6ATue~OxC?^szsIhejWHtdJ-55tiz>Mts1;}#D8CDQ)&Fow-NUmSh`kgqz^g@= z_ey??Oj{g^I566-V)u#eVa2nM;)Wv1&+pz&;2wI8&CSFuRIi)#AZ9a`o@+nXzOxhl zA_v}c`l;>Llb-g$@(K9IoEN{Jyn1q2Z<}f5rEx?T@;m;d;%W9{W87Lx4~+RmwIaGC zglz4cSJZh^fGesePaj)AU=p{s2(MR}NiI2KMbRBH35?=w@GFa+uUw`5j7;;8-2FUd zYv0pi4(yM@hMw|^XTBAohOgM|=_!$rALpFFY!%;5N@ch2)6LOKiiE^Pl{;!Nrj{o7 z3)_xY3_1)05Y}JYT%wK2`axf^STMh``l&yG} zv{vR)OmL=TlJQjs3eS1jzh*6EY`YA3RJs`8L?z>22qX-xG=z!eWj)w45FFkObsw;8 zF1@OtCt_qGFO(Z)EFWWcFW5Q>&q)#$@mg9Dci7r7YL!)p*%KYSo>20IP^4Z}6@weO z1Dic&NW_$mzL7`KtWRshvuWKT!=s6zGPL-8WI{F^tG%dn) zGP3t=#+U$)ER~QsP5LC07Z|c=?IhS)$CO+@B+Y=E!V{^h-{Tz>hvk?9s^5xE-|?a| zZM4b>rZHCjofH*Jiwc(eU{M9jL$KTi%RR8Dm;fp!8emZZi#k};z@llQxhj~BQq#I9 z{wPh;yYjPeZpo+RE};>&?&6QUdlr0b9Z}%FQp(CwmxjJ*+K0TifAT{qdGr+9*jI}H z#WETGa)TBYZ)bI7mtc^7rvLrC?nSw+7CW|XyZdhQks|^rBZnQhD=WKS0>B3z1D3WHOkF4mJo58(M3N6 zeWgs4zg$${D#v`ja=4B&pzH#u>R#(I3*^h1@qIt<8 zJ+nUs@TUaa`0?BqU{T-FzsRbl%xe8FPJDsy`Tpi4&&8$?|1VDPYy6(q{>5q2LwU>N zZ%%>l=L7%d6v@^d`8TI@{*?4XPQMuizkktv&U#R}aVz{z@SD*97JwnY;r5pF+tVyU z2>uiWX6JVrPnMtgde1u^QRh(x7ure3O&8@Y7r#U^_S16u&mgiqH76Omr%&igC(5(4 zDg64~8w+3eDr;K1zs& zveXjj&!OV!>VsN^;wJ3I-V%!)Z|rdV4!U58?763B$UQd-%V>UbHpX6YXN@4Al6F-A zI+Rm+7sxvKawKTQR<|Vkow74R`WUHWRC1+E;rdMRF2=4t5j@gn844r)Xtq;|Ey;dm z9yc;4P{M3sZ~A=K=;}zwZ1H59-LI$-RhiCXxL3cBBYrAIOLV{Z6rB;Dn{l8I!P-#4 zT%y}1sP6(o0s8d7V%ty0Bj-F|yB*p$pqp&q4ZL*y_5J7Grwz^-LVFjiW6?XSPYRaNX}cDi%K?=FH*qCWAZB~ZU|-Ckd#7_*GHN=kfcYEX>%KAW>Tfu4J< zGhb$7xm0Zb)E^n9BhBeN57Yf3Rd^+*;rq+ep0Bc_hVolqEoa|v`nHG28p#b9zb+I# z>j_kU4^e->T8;`l?0tB|+np-%?!U)67OQ|H)&O97l-}h>crqpoHq;l)6 zZP@{DSF%)C^}zhT=77(jENeOWGd`RoOBTp-LzDWOnY&Z^cbWy2^ zmmC;SdHy-v@%P3@qckRi8{E$%KcnLPQ~jGz`ygh7o0_X+(u(TkKd7Gu$1w7M)XsKP zQh%y{>;GqqF^W9krV0b2D*RJ@co+wjb$yHj4>ey&mM0YxJ^SI2rbqWxf3F(9dDtI` zX?;z_3p`XkqPl++JOZK0G~bn^bGr0cZMnb8Zsrrc*1FtZTqB3rEb6=|>`v*kQzq_l_cfo&jDp zH9SSA{7IxnpDAXeOTYotxIinvMQ6!Ea%cqipm zqCP&c>tI+}>rZJZ6y0iPz*ZYw<8bgGTN>_LI~aIUcg6Y;_%-|dPY({^S1U><0FcD8x_>~q=(`} zcp?kY+0Vbq3#6;17Ny@`i=iPmM%Lh|Ol5f2)wr)Mt6|>l0ip&Ijjt*7&NbmkS|lqG ziew?ifY(HmnYSqxzMM27sU|F@iiY$QJwDb0)DI>vyBf;wh4q&cyRU(5t%;WtSu{S` zwRMU+7ZwX^1{n5DudN^U2&_0w+*mK7qU_z9_yzKWk}s{_T<@czsDh%03TY+NRVz+l zf7SrjAP;g5+PAG{fPTLqvL@XZM?+pw^G)~7Vr0aIl)Xx}wvBYGc@T@8kr=&ng^den=H7+8a^!LSesd~}Ks4=&pHV;1H5EXRe()w=AubOa%YA#|N74W^b&Sz0r3wq4!;`+7qU%q*) z#PIP`FMLJm6dCuQ9L_HBzh(R-h`T4+RbVf35^+^v7 z;=||Vd?h)*Z-7<}w&C(M4e3Ub8Vg77j*(0WtML; z^L`E$Wg)djia`-VTm{D)Lj&a_g2SUHJ5N|s1Lif!cKP|q2U8i?lf>d0Az#Q*a01ZO z7-~QaoCOpIaql%{In>wT`2LSuj9!`(>b?+WFAiz>jDtc=m4mCkoW3ZT34pR;G!a9q z$l|3pfuMn&DrMSl0q33kc*52f#dkRQ7}4YM$GmL8JFvzG-qwN|O&9zs=uZ##0q9}0O>lCqqngPwZldPs7U6_w$-;SXrbNUMTQY;KCwBcD;=T!X6`B0Oi_-gzjBUAqQokZY<`7 z?B!^oBo_06_OepQ=311343z9*UfAAlMsoOGxY_|amCUXMPy#bhf{S^9p2RSd!I2d5 z@H}AGYs$GjpmMO2F_JtsCKN1tvakz0d~i@Mg~Af-c^1@da-fDv;@G~i?o|UFdS(Xn zq?piy$}5+i5fP(O#Uu||UjiwXgcmJAHHGbZW`=#HB}#)~*lz+grRtwP7@0YC-lzb- zsS`jwlW^@f_2KJG{`9Al1hA8YKb@@E=jXc{_O^kl43$<}SKauBV-DC!&R>Fzfr1SG zss379hfGwq1C>}?O(Cd4+78ya6@!HK}aPZrT3=|yNT)EF921sh z_QipkyE?D7ZruGpnZm%9xc`!E1e6W&pJdhGt*DL!GKAM}I-d35@Zj?hn|SHxpQISH zcVXS>GaZZQaXE$1y+if};1IJwetC2zwBWKq0&mMfc#7gNFP;~^nxHhv;E0pykaX2t zpz3-$p)#>V;{*8lds9*~G^rsBPbVV5c{;oo)}YvV^hkzk4i7d^Jwdyk0cOzkON)`< z8p1)m0KTCA3p)mIu4(=s?5YQAC|bM!FLr~^%%H^oJ*x zgL;eVGxdP&VV$mV2KS++*C&sXJ7kvHh`Y%}0AV0zVg-9pB;kc-fO_rak?T?9O?UEY zI5{EDX9OTl>}oPODDqqN*Kq`6%ZP6#*D(;t`FrCvXgJz|v|M&DSFys2-H^j>RFJW2 zyFj4({wU=j)O2?mO3|rDaouOXKl_^J1C8@7mS*2nnG=*3xX&cqa$>5?ywceEkC9Ed zJ3P$zr_`&wuoxQWi7?sg+sI7$rOPvDDM30JwRj0Oug=V+4IT9G^Y^af-6Kk2p8Ov5 zE3YHm2Z|Crb>vDEn>x#^v1&>CmEop+6~IAUE*{}LVqoPL(`9Lwvq0ow{%L?7;_HV! zGCW$A%1?N(F`r<%EP&I$=29{%Z|9Zo7)0h(ol zsbk$E!*>R0!m-*qa;|fyFjc4VCR_T`4``PXBLyVQx~)3(T^zs1xC>w;2DYSk-W$}9 z4!Y3BS{*MM-?=ujSAi5dsD~ZF zDizO~53Cg;`FLC^D~(3lV1rUefyc49`Mz^{5we>Z9iqLZ9|W8guV?YurVQC25w8>K z9!H9QmR4gaZ@(QW(>ouT$|0Z9PgBu3y~}2hfd3-r9ZrIK!W2fnibJEl`IEo)12f`x%pXp~ zAAj-9EsnJyTs~knB@&<1!m+i>(|gnrGzEOibVcG|PJB-j%bL_e`QYhIx5nopJ{<`^ z_cTiv(afN*e9v=TfqAWUCJfp>n?E^3N^4 z>em-xNyHmHcR2WFqKRU42Y9WQ@kS$7tBWuPl9AqmX=7wr;fTv_Qq?`%joX=K9T-+* zRlGLMSNgK3V3@Kzw@5FG`D^n>ZSjLvuVPigng{p%3o|nDKRP}O4$QsMQS!@oL$%{% z?&>RrCrX^);m4PCR(_e(!sQe!m1w}8II}Kk+!d~7Y36OpV@Et(0eGSX^V3UggA#hu zqsBgw=GwJKj9pZ2B%|77U_}NoFh#fUgkPyvBKES@oncv>7@29wmn^&RrCgIFnVGWH z-5;5zh*3TG@`}?;cOi3pb{pb4D1zyEiL)>k1)EB2tenIg(NxR98z&v$!_1gsqZR4b zFm^thg591rM(5wH!9BCPog&B(Bq3%YV6k$yiN`ir))vOXd$ZIg zmfaw@(!|y3dne-C&A4=A^LTN5d6_=JEEnD9-FpIWG`BdalmXepp;q%Ya(%Q}EyAp= z>@Ugd<3`^w+_-k~oYiZl)n@rkU2dHXmd$ui7w6R+j<{)nWow;u#Fvmqkx*1>i=kol zPS{Yyhs5T1#}t3=?9|=%~f$Bta8_GBj1OZU*@bbaCI4( zEw(vMnHiaDoJj4MmoI7rUeCQ}yzP^b;&65R7so9C&%K=?MTcpL=hGu)z?&q!kvTH% zAM&;(`3}Y(giq&&z+B;ixRJS%ZG3J;v;*nY$e#NOe*7IS2ifn5wa!N9v*#3^scKEN z9~fH1os@X9c5!v4vS{_Q8jGTBm!LJ$ob`FAp`?xU2n>JH``jDS2g69)Bu~-&2K4}Ad#sc+qjEmq_o#Ogxa?H_cZe=@RO*ht zbw?r(Y`5+~P79Uoy3z9$!XmO5ZQvm7v`nyyd}S-^?vpD5DaAZMLZ4J)V9VmL3|tik zv9obn+%>GI%%Jr9JMVLQOl0w|qiW%@!2pkh#KWAGl8jmbwEqOljC25noU%c`v&jeR z+;1|Ndl+6(rGRAR6-_r}QGTr!YudYhwr289Ncn8JTVjE$@NS66S%QbG{MEax`^l%~ z&W0Z0yf;>>_(A+^1a~~&jIE*$jAJmNgU9V$vq6@w1Y%k9ysMbcG3gj?1rY+wUJ`f` zI~hf4ms+vN>x|5kyO9iAEH*>7>=u`0l5^$4a*{nCZjj{i7i^;u%`gSmsZZ~`R92}l zd@}qVcxt`=2%#8KvjJjwZWD9UxsxqZEzdX+rp(Go?MaJ!J?Dx%9~0sELOh(y%tuFK zy6QHvNL#o@V7S^+eMEREPAb&B0}!2In(OryvW{S{;-TTf2f-43pIyOWIiH33P_e+q*&Ket9$1S9Zx6mB~!seozfeJL|$NMwivsSm-E>oVA1c9lbeRB>E#$!W-Gk> z(x^F$vW0gpvr5o+^_-&K6zVzodG(qqWiOMtn1;YXooQRc8Bj^Fv@{o}DPu1UzcxVK zcI(nr6vxSbMHdKtqH#O|UoaDh`_VG#P42fkM=Bsyvy1XdD<$%n!pgp%w;Yf1 z!|=3v2?Sc1lqA41%;$W&=&DK>qi;3E_4207ayY)NuX^8L5O>WjvQ3VIZzh6U1ZCNo zsVg`3!F61NC7x^4vipd$WCmLXZ(vxzv-oxkOsb$6jiE;3sDy0-#0ERmSckezw{aRR9skI1vpR}$Yw&W4SmLAokUA#*UviAQ^S@^#!T>M znY~dbdiAsV-9HCp-0l3};piZT=IYx~8-Cx9&t84=&DbYP!66hAnCLyjR8p z{Kj?EAfVLwf{WX8ncx|xWKy(j{nJPpj3Zo)_UXUVS{`P}2hYta*2Be>73x@5mpboe zYgA>+J?X^14;UU9DO@^Rv52q^GL*Rm4b1ACYfnkSIh&-zSiwfo60SNGnW`AC+YZIs zm4Vfh9A;q#7%ncO(H89KZ0}ctbPvi$F)}xSqn{~#)ZXvlb@4|<@Fuwmte&MA1eg7! zcRcb4`Z}6qKQm-Lc6zu_L=W*jn&dmj=oo=_$&L_c7u|`I>#IAiI`mrn7H!uDj~PCa zlJ&fncEnTh?|RZZZ{ED+(W#P!$)K5Rr%uJdXA-C@vIUM{vVQR;(^YAdk1tpAbjr8^ z>r7JxmzfH(;}E!j|?zG#k?5Mc`&f1$7@z~#<2FM-5To>oY+Rxj|f#cUR;mJAImq2IYx zz=T|Hne-OW--u;zp(#`(bRbFx34qH!FCAYkA6w#NUCvv0DC6y_A{$ql@FQFwPtLja z&+sU`Eh0H8h1p(d=Z33kq7@ObX1yl4u!r7_*)8xsWB01I!Y6h)d88rNaWczRwVQ(d z;@fP?hYb%p4XktL=(T7)B_mSN!E0;Tp#}84mYqhUB0@uIq35uh7gw)#JOXlV#@czJ zqbq9mx!hH~17UBtVt$@|;V9Mx>Usml-2RDn-KV`0?Z=GZ(M7)mFtFP5A)F^!ZQa#0 z9W51X9mly4?S&lR+MMm}vOEhF@>P4H&}r$&5Fy_kdx2I>!97)jMTUQ%U7R1+N8iKb zI^$dMLdN>R$+@h?Uz$UiymDe#kOgt$1E@ zTo8x2@|IX|+vC-R=0euasT4j5fu$z$4Y!f?>KPRKhVx2NsQVe2RVwtYVK-zBwB93( zkyw%M)Ye5OBHvUMkzii2Pd_7~iRR&{+i%6oGgis#x!Q_ z$9Fy*w)cP-_V%XC0JAR{t4lhruGSePI0VJ|*7(J{ne@i_(HF{GJHDJ2&0~AF`8-D6 z*~m+`zw5knM`5j4thROc5m3{!Nvm}Xu3v!le!(PK7pRH`q`etdUiq}sc`gQ%sorgl zm7iql92K+M7U}39=_ucn*&iDN* z=R9}j&TTXEnUc8+q2sAuJ(Q04OyIC;gSIi9GJYqbvTm1tO9kUdvxHr@tL?_`u_39Izg%|^MV`4gGsw>y$W<^ zUsEjSiHLcO16U+DSmlV;bA zxxvr)h-agSa~I^%pI{XhjXz|o4X&>%~1 zq$vek*z+n zcBt%gMQ zsGe+CjDD);vcHj96Mqt-8hQ4NX(IQq*>#8J-Q%9aNfTc%>ALM#%*QW%u6;=S>eYW! z{VJmJsa{vnYG%nh6-JgnKJP(6nl0Iy z8blNv@P2N8 zj(l*@k~yv56=m!IO+Y$c8aN0>$*YU+O=RxVMo?e04nW4JnU za!cWX$;})ut8vMpQKut7%$ZAtx{saevcK=x4f8kI^FbjFb{ar}DCPC$C9Sg>3E!?^ z3Jx><#$Ko#8?+bNR9~ z&iC*`jYn?Au-@y8!8wU0eL3x~5 zGRXUF4~ldYb?Oe`@iCglp1G z#e5iiuxTMQwuD8u8?6_2k-9tFJ~eS5%0Sh$t5^YDj*5(X3h6d#EZ7`0f2MWyD=#Zt z+;{8ship?$yBg^Y{%eQHJ0JX*tj8N?CFG<9^SN}azn{y1!_zXU0Dq9Nb-`J3*x!0^K-3v&_A4IZGF z`+K`AyDb>Hq+fNcEvYf@f)u@{ijRRIpnl<$ zKL>q)<8hDb#o#X8I1-GrN*hB|evPiRT5j|M|IB*2Xq#@c*VhisL0EQ?UI6GIFra17 zk)P6flt(tF9=0Vn!`6rU+6V(`Td&~7RM-3N0|ws#rLL7!@G%>4`ps}ZD<13lhg1AX zKz+fauXHkWpx9xtLuU|{Kh(2Z&QK}X?bG?fk_7mnhjz#ZcAV?+dE0jCP2UIm^^cq3 z1&dfq)7J&~IET+Dd`$k9mCo_V&<{vW=d!X$9VCQ|4r-Sw6Q|ihS7XssyA1!)Y{^d6 zfP;O?rSXSG@qy#1tuW+~fM%oxh*N<#i0BaI!}&wD6~nOVZ!|o1Om)HZZl5x3!B0U> z^zIhoJ-N`%PEE5S-1qJ1Q7~E|htwAKcFa&=JUfW7gHw+pY1bmI84+3oh2d+AxM@E%ZqoW(_eAy zlEFjhAyN2xp5tf;q)YEsvc8%2=0MYTI;H)R=ikM>OT?DZJ*&n@;%t?!dq*o~a&PF?5ZCYL<&Se3 z=0(XVcHL8lFCPTJAzYB_$Osg+SMkZ}Ky~3@{KYn*z2mO`O&pI`!rv z?@blW1{by`bC1xR)a>77N*?uJ*jHvUV4NNaodd`4Fn(CdclMQ$##$_La65*{oot!t z8*T%kKeJgM4XK1-8DEhGo*sDZuM-W9K`vCTp@A(Eu+MFgPA!OVnoWM{JJEb#JRuoR z<6bEuObmXO&u+ORztWq`Een$!?7KfxQwo=vZiB!(Bky&YkoYO?$Vk$z?Ajh_G zQ-IX1&5ou^D7$IRD^@880(~e%HbFFlC@7Xi^h=jXCER=01U&RGtt$u z^yit&SarLd*@S76Pfob8{LqIoTC2R!@o(VutV+)mxV_&@vhwW5_Qus*bb}IjJwiLc zf^pX=dE~KExzjmL^4gA>6K&Q^(IeTvNdblJN1mKETZ*I64suTt;~tfZg#_VM2P3U#?74})i;q+jQjInv0a`Smfnq{q zF;Yy<$cNrKP|rcW27(yTPy%3h+1%osfp~D5nItm11P{@kN&6DL#QkVgw0kNUaILFs zq?=>>We0}8`8ylP*lk89_|Ih{T@+~_G+BpNY{=ER=8}&aEVpvgNMS|C5NDHvjT)PI zZ7umG&zlDuc5q>>VHaDg^2M5x_$Fh;Tq`)s0;j(S`@yOc zWNm*_CJjC=-Zi0_-*&||4*j@lWGsk|IK}qT&tZJGaYOSywM00|WdkEX8L7r!jrQ#g z(=QMYJv4lrD4TUq>h^8<;5XP%k0&<}saqybtGyA^SU?sxAs>Icf{4>KWy;Xr;aL7}4cz~j$DESOGdjDJWMtws$Y|l`Wwnu@)8D!Q(k(OL$q_U~R=j-Z`dYbaYfQf=gaF}ygE%ic=cc6T^%`fO&e(8oGAb~Vd>P@7W9KY? z^~tM>KM(g{zg?IS(_MUTStS>8UQ+G{?QKO`lZ|suapxiN6SNB&nfqh|YEL$=0<1sL z-)@ai{nqsk%6Y6xx?DeM$`sovsb8g(R`KPK)W;uZ@QrUbIYE^cr$h4(e@Hp}Bpdxx zuCtg)N6T?{1F1Rsdg5C3y|f*>`6+3`+Ir4$=;jjq$0{g^l}mGwlB&w9a88laOBY+_ zY15W>w0>?&snI!%c6fqpu)*{D)9|l(iDR(XnvSNLea7C|*R(^QZXIcdA;yVT(VF{> z6}4jl$y8EKne5$N`(zgK+qFYop0}xI4WGG`Us4qbWRfPrNuiQe4obQ@a*4JUFY?`U zReMqnn;kWL1RjWyvfP?kZzrBzmW2H(zCbo3EiY>}$-PE;s9Z6@m&Kib>@@iYO#L$^bcD}nChQpHDelk#Mw_ZWfM(WKs)VoyUJ!KSERjcXPjv)!eU&`^N`-c-V$$nQeUo;)op^d0I>duTaKto z9aH1#>TWblH#*0zP_ofX@FX^kZAWiDw#;YgW*hJlhlxZQC_L5rLm z&pvs#y$B|u+B2opJkgh05^grqo#R*j4g1xrMs4Tj4~XP}kxW8=i3;FIn^|$77~T`l ztW#@A9(b6dJ@^&kVLF+w&T#0u4PVHqUKn&e59_5#c6V1ZSX#cd-`q&DzRe&?Fb1CA zP-!|C>QeXnyYu%uADnRnvLd3sh*ptX%Z5UwP!RC%QHe-HL-AOihDMW|zf*SB5%Oh| z!Xqo=+3;U)6}3Ag1QKb9t=}v2+n3wS;x0)J+KEff^PkBNntT!`L3X~Ty!VOgywSOg zJBRsPYsg)wD_2SCL_{N>mvrfi2dV*cbu=`V50w~xo5;QI>d2c(C8#Y(NTnouPB*8X zi_VkTcXU_H8}bKCV#!qwCkJzUNDF;I&NMs{rEt{RA%*~b7-sM^n^^u3}JZH ze8poB%WNmwDfl7nbpPkU$3#=MKuhHUcTP9E4zGKNjDv{x`%OP}`956 z4Iu_xqgE#aF_`xF2X%1&5r@Q^;Zd$HVv(jEmob+3T?0&tp6y4tYA=KlB z6~>6Z=&eaj z>`3ajaVJto$yB^@xdM0=@mQ>;`k}6xp8#wkCpROW9Cja_1B${t+Z3XXG9x|4(LvWJR}`jm`6>1~&@ z8`t(%giDB&0c9~d=x>uC{t9{e0JWqssQ@m*A*(Ns5gyidzg99!>3_8h!-lqg-n}ra zsqlS&!AmjS>4tI^+l#+C_stECJW^J5js)(N#AzOj$Y-3qlN_@2ICSfvjsZ832AMR4 zsUY!ZO{F3X($>O@@A`_D<@bsI5Vhj?!}Q5<;u^i+`P(=od;T6or~S4(l6~7FGD%?) zG1bnk9LBr)SA3U^US2M>mz1MKtgt^;|H#zL+gG-{Np-8 z?elV4!@4Wv?|N@b`OsW4euC7|Dck)Tr$0gk7WJ6;kFa?5ad^n|_-6S{^c9_itn-)bG{2UaE0*|D_#H`@zc__IRYZ!V)noY7;K87jk8Pfq~ zZLPq*o2P%DpuaZL_bjl}`^6P&b@DqbWPDNvRT(>$`yrg#`|UTgQ{af^Y4H0sf+6`0 z;@6``n;cUj{)FsKk!6~^7W3f5DedUd(ED}wjrgkCgJA{elt+bGj}+q2ZRqP&uvRB~ zy|HVHWy7VnWM(tr0wsN~i_euL0)T<;1l+58ti|7Pv71gygh?pG1;4X09r0!S3Bd;5 zc%Y!f61PS8D^?l5eCwC+_@)28$1d=zjjI0pFiX=r0*&s1Ei#-ePoZ}B?`_{Q+H5U# z)U1u@wQQhC#PuSx9f|x`HKda1zTAn1K>c^KJd8cSWRr$m>tg$#wJ}10MBN?e+mdB_ zB{5FJ2aqPJ}`b)=Hj z4B_QY?hg!K^Wv50&{7zFGuy#CGQCVAzHDxwk4e`Xk{sjfgyYPew$QG(O$O`S`qUN} z<1aUC;5W_##5=4f@`d*4p0+-4yAWAfPL7Pbf3366PD+|V-U38Jj|3*5#_xZ#IpujI z(5Ug$+3uq&qx3)=a!$PG48*rdUhfmxY3Rd&W;vb3g|=DGiA-dOs#Z7T(7M7+Lqq9G z9ma*p#1htfKSRCE+QL)UZYEWiWc(rJHDogK=;xRF_HcX?Y1=#sY-)z|p5~;m$|pQZ zYVd(wh#?vbXm17sK3QxT^ZvM*nltS4k;8A>(3cN-?=BOEBAa)nn@!%ZpKGw_NFFLZ zSkqPn6<2Ub*1k%uPSqb|;O*=ms}O=Y3;EVYpi{v$_9_M?yjnf#i`Ta=E;G{Dj(wqV_Qzp@*}jf z#h82c-6HJ3gqV+i`vPaoGV%C_#(slM~ zTfCCpQKL!Y=Y+h4DWtN0V}U7VYk3PTbm{TF?XfFwx?QNzIaRR6l*;n3Cg6eoy(UPD zz+q^~IU4_j)$o9^WOEo*w)6GVg&oT<^JqIxGq?9}T;12k>ruXz8;udSfi*;{*ds|WAUpA??bZId>X*KNE}x1122=^3m&ZohVSu| z3W!$I?BZj$97%|LXEdN|O_u*uitY2IyQ^5OyfGQ{eIx%==#7+GEUR;5R?2msU_R{Gl z1OHD~am&@p+{jbaV8|U3j~;6%=UOoBX}kUFsR|?UH?V9kO;~&{^KG;#B0H|0FO078~02j&!|j z0F}&1DLW4)GOtQOx=FiXh9TP4i{I{edsqUsAcPAZh{#(_Nd`Euk=B;odG^*}UB!`j z+X;W-@gl@q9m#tQP~G1Os_n+e&~0;NJqJ2m>vnoQtgEPR^3rz&$8(YZ8|Bb?gS|Zn zA)u~H$T!@Q-myvyc3AF|mUVTTruYHHFL7aSzr2JWIneebO>fTvcws zzV9XlS*i3_ggq!R>8iK?HW+Uch}TBEzg8u?SSx_Jf(Zg ze~Nv{$_=ie*Y=(aH$6XBXr?Hqrq5eWG$}`NgN+ zwdy<$xpp@CKJ9F@p0+hFzv3|0xGAO5>l)_oU>N0XZLVbkDL-*8+Yu0~bxua5A zn|eEoh;}jNZbwsoyLFVNdF|OA((a~nN3Cl!475#|+1fu9%!nY|2S@E9FmT}$tXGcX(dCOd1CdevjmU+%loGX< zf(xGCB36OuW(d#rbFC&V)Mokp!gCCXI?hrkz?e5!UxA|Zl2GBFbNv(%dFt!+dEVGamy*l z1h99{h_%G$1x|Vvb$1#Byi}9o>l+d3X-2?WRdZ;U_q4HoR=tHac`$1@DDqWCr?ffR z^#p)q16^NJy?bkRl4TRcQrb6IA&`fTc)5gf@LP8@H5t&Pt^GH%Jp!IaPe63tl z&nmsHd-Q`%U6WV;2Zht*ZenMI?mo23kUayU!c9ypu{|L4o0s2cFAFk5du3QM@sVxE zVmqW9PEh*dZx8%>P841=nCAf2faN&|9OOGBIkRBde|CT;7ivK3JP^Nqrk#`iZT9W# zY_@}s^8_kzVgVQ)1oup5;uZaS3}~L`KqweBVT7T*DU_3=`*j`nn3h}!w3@8S^DiUm z_bPSECz2t7rc2L0T^g60C_84=#!o4!-yYoM(;wJ2>=;UNMZFmUZPOOKiS;b3>%!6r zLmM(iT>cD}aEcaIUWK?^FTpH9V-p=qYhV?nU`e1k0wOslZ(0g5(bO8Out*Ao6d`#W zop#O=>unLcDR=qOCs$k=5iHsq;i?}y;#%H#Gt`^eTh1R$3>=?K5t)4%{ugbyA7PO$ z**n&2=3`B$RDzez&;l%W*c~@9_f$gUQ-C1cpr{UK|fBpW3d^$=cO~>IbH>% zl#DbU$2|(kl``OZw3ob(9Ml=#;g{^R(M>G$eY3eXL)HwFa8j*4ZSh%up7!GC^UquV z^!6~5PtMCj<_d2sb6X--hij+NaqPX{W%NwmAJ#LwP|#wV0v5>EZ7(q!Z~K+hWzp{Q zBc=*XtrFs2O-Y9d#2Rp-glN@@X-Kg>g+~5#EDcm-R!Zxj`UuF1BVeMftgKa6Bg8%&JWpOZ0Fg zNMk%6+msX(BFjkZWYmq|uGMN%)ilz>NjO}@h=n!nrp-*bf4GAWoUE*AD#mvB1L|=! zM+hO7oQbY!==&6jSD+jZztw(ius;As&OI<3dn{Pj*?R}Htg~Ds z*^rQZ>fFL4)=CPnEbEUaD6v7{Bb?VF2AB}X zD*sU(ec$Hb6NZSPMDVz7vdyajLe@4z9yEB02XPD7>2`=0^5hK`NjSD#d6tMZf?36+ z^cHiSp_l&@)|Z6Fj=X{tDSkfDk)zuV*e-)tv6#8EP$W%d5eX#i{P|!U%1c7!&NcX z92bAu&1xcFLBfFLN{F(1 z$wv9XJK}S^ThqbkVn)(OCL0Y(h=|@GQXt2Nfply_^vHs34LXYlVJf`PMcgIFM>X{% zM!Yc46$-_OBNE8L*Gb7gic5MJel;F6Sdo@MI1$L{*@n)V*U|$kog%>iNT;?g zcREZ4chPSA;~5_4G4!zax>={R(9Yf&V#&kx$*884)4G0>284-17|noSp}Aqq$p-b2 zzMw-TfMgkX)SsrkA>^p!44WsWS&KTxEQv=4B@Uf!<)0CZ`}gJa>cpZ@hCclzIl44y zr@(NMECtl+kYLH#6xMSq*awKIDJ*KVz+)TtQAO7&2$9bUQlu_R$lK5 zkH24EaiQlt!BJQ_S*~|N9y~9u11t#UDJrN8P!np_16lgvm9A*7o6va9EE{Z^pmeNM+QNBj?4<*094chQsy%=g_WUVL; zzcC(IOLmUzF00F-QL6rygDd}f1*h>@ktaRUS=F@W&@b%6;I`n@5Qb1+y>d?|RG$86 zF87neP#59+L7|cxwS^%SvQ2Uj#v!OLEJH@RczJD1R02m>DLKf9Rhzu_%T(A#SO^DE zp;)7v*6#UZ*TVdu{(Mkw;|E)RRaLV@$ zm;4enSZ+3ia2v2(+^~Z%bcEtmu1gNSGBlrqJmIdZqzRUp!d3hfCcM7BZY4k{nTg(; zk-bsAf9MN!;f{##>wwC2XIISMz2x8anBD6`7cj&Pokvk}dS47>^uLf8ekNH$P5xty zh^Vm!o3%RriIS#(pXCNU>V_pj!ts>(9-KETXr%V8p*vEGGaH5jM=K6`JY?A8@6pO( z$V-Heuda^j-_YSNF_e_^Kc*OO2!y^FxzR%}CkZ3j0dy+axt<37LlA_*3POQlo5d&B zZnzdQ4~Jxug?j(1$9TiMd@q-Lh)0rNm!@yVihLCLP1AuOwi0}-hgN1O|&@;!6u|py=FA6K&KTO@j*msM=)80UlU)$)uu|fVmlf{WFVudkT*c&;RZjJRN!Z;DBC^LCW|2ng&t{e| z797(J3;m8I)_sN0))Ym1g2nXhfDEj?yEUc}l z#-MDYul%D-r8hX4^tnb)Ruk-LEdudXPgF7_r$(Aa7K`5CorV24P@GdUI<4UGP*8U? z6}0wYsYR6{@+quHqlo!|h*`-gfP1^f?23@9!dtNw{@kwm>6JFD-)E8HUxGm4*QJ8l z<{kpOD(x8kuJ;CrS@5mvUP%|05Ffq22FOnHu<9R0EF^kZ_t%1cqjIO@ zRJ~%&PUkJ~huE8+Mczq7G(z931COE>tp_T0e-`;o6#MS8h>oJ}_l9*T(&HCzHf`F| z06vAV{pUO3QwYL$=1QZmHccXmz@t5z-u>JTK7}yod=Ga=q-h?je(AUUo=5$j9L0Y+ ztNi_KlH(=Q&;7O{#M4J?a!x9E)$98K?&q zjLJ$24OT7(8q-GXbMe)=2G?*s%UNvNs>cO#)Jjp+cdETlW$4%hp|ARTqy_GIF7mup z+3l7deeqNDd-X+j6bQ!|S0JHpkFzeicg?13JSvYdErz`+6SU;Kw)7{lYl{gZN@rxH zMa^fp+K)Hsqgz)QI98tQ?K$WVxQk3_`llEpyhr^jV7H&X>bo7GQ3x6Jv@!^bmK=F}G0O zwA<3ikgZdFO=9$`we&bZGIN$fSjrTm-=#-;=c3GjF9iW_Ie4hNWs^B;);yVholZVL zcj;Fh>PwbPPs`v2T6b|55rY?%F9J?kjr0(@+6u)DdaXJyPQc1}gB2f?p3j%9pgf_7 zPY3A9tI0bhbkj4nnszF-h17CB;7ipUlXa+Z0l-PzNlbQJ;RSIj++81jWyRO0`h@)X z;LJ4ocghgRg}GOjn`Ppz0)J`wa?Rt0T~;#XJI4i7p79?Z0v752vZ&6|b$lh6u21dY z_|nrr7HKLPOsgo$HPr98-!b?8i$yZN6!=>XkjK!#`JVKLbbKjJ;W*#xzr?_RJnH^i z4DWw=^xGv()^^{K?Qvf|d!<6dib0wohZXQ;5yRaovN2gc2?oRQPA`@+@~CC>gwn(W z#Xnc(bK{?jyl!-@Y&26(hsi)jEhj7v9YMHKd@GA0cx}xg;5CTd`R<*Lt zu+0*qF9jf~b>%IbFG^+kyj&|z&RrY(EL(KG=sb_QlYY5c#VbQCJΜ`a27o*-B}p zK#8hDFNYH)vv|~pbQOBYiW^-MPXEo_xf<%2?0q4b&I~w;QI`kIovoD3r5s-BP+rlK z0vw^QndiCb;*_8j57bdi9>41wv!Jt%5VrpieV6zANYGC7@4AWDvDSh(~6v zbkj}fg{80RVihhrn=4-=*e9u)tC=&r5j;&N{hVLG}lj(UU#Tm^z_O*8*TMyQ8-Zs;d66jtRh3}1<$8(JOEuAf5(!tlM74}AD zEoF&QZ7K7d_A9MvKTf~bZRhfv&1Gq5VEnm8ISe=7cWj4Nh%}ZwaZSx^{THwPd7bU?AMCXN_OWmL z5uknG-mxP__Zxofnj5Op8%9`NxW7q6bn~`dhvtU&=?w!FiazUMu-P*txFR=Lr`_-E zHD%PGK71gooo(4O4~;0f;8GmUv|6gNTBwL*R0yy)fFa6 ziuaEMk}utF2>a#aICrXZ&`iG!fDaJKi~aYS)IQbGxu-Gc!-Zww{oPaC@bbZ?Gj_?m z!9CY65&DqxH^`q6(2DSnu$>~JStmx(%&S{s;OiloO#{HpjuIB6i=E{L?+bOq>mp&= z>+>t#F^0piC276A5y*M)tjU0yQ`?02G1vzV=}Q(v;GT1PU|Sp84T#Pn;qsJ`BnNir z^Gy-1TUJx#J^fXgka!lm!_%sMjWfGkjxVaBdE%GD4cNQ&97QD-HQ!xkTLweqdtQeV zsYJdvo;4(gt|p9`7U~kXhRDLiu_`8QNKU^8Cc*DVPZ-Gbe^^Bj8s-g>L1~xZAAZ!P zRSgrWob==EOxPG_DlNGVKA>4gWt8BM)m)+sb3P!sa`?wyy)HtOH5{1#O28`<82m&= z*>ZIa)$e&C7sW}E2pxKqf}SkdFI|yJ7BTF&;45d7<$qjr)_R=py83I%r^U9WGj^h9QJ+8NKbYzxn+TAHc>3hG#F2n3ePrG zSaESb`^%NMXIInjpBSB70}dM>f8r;{a~g?JnLw{E5oy3GnN~^r$x80@(O<9c`cjRe zT?#a(kso$lcC>juok;?4G0Ay5O<4PDxZueNY`LKkJ+e*{UxJN0jVyT2yM#>VR>C%PKNBV4TrG5~rqPD$EUT$;uAbEmpvnELOy z-|FfCpVf&7qPQX|f4=$QbMz8(xP;YU@?6Sl#^C3-VfgbHX85>~Ype4taeWA9aj#J4 zT9-xrjQ12=@#nCV4}VmViQ?i6dG$Vni=EaZ)pM2XSKI)+`cPjWH*L)rXQm5J6t^K( z!E!4y6fXv+D_&q(tXKD8E{|a6`LgR4UjP6*-=v{XR3kM#w7l9haHlp4oC55z^AFo8 zQT-Xb>YQmHyY=UHH~Lx-JpzOQan;Y1)q+x=8Frk6_kyS)CK{_SotZ0D_Vs6cVD;sd z95;HF05y2ja*Dy?#n)tkOiP)Ih65)twQ=RFZLHg}}RX+B601T(XM}egli=WxkZ_#z91E7w-|BLlHp2iP#r$ zpoxCv11QMYBhGUQOEM!kU5OqIfHSY5SLOup=SocpI7yJQiZW>Cgt}8+=>wFG09$CH zf+d1t4FZSX;MlqwE5z>s$Z9xIS>8%2!;AttXypn@2SeoC*0sSbEIq484+iIbe835K zQaMEi)GQCwP4ghtg5F(f$ud`_G*RiLmrBDY1HPzbNze~w0PET>hvTBt^(i>|T4|z! zIf5!fUFMW=!sx(Af)2%tez#f$cS$Nslb%zGt9yYrA32GWx75uVprXNP?=tEr98bzn z%Ro?j%^P)1fk$wqv!YivNokr0$Uq|Q-rFdJhE;Lb1=y9A7D7Nk;-ojZ8Q=Is(`og$Lb?<7C;YzJNY`_hpLt5WQr8%2qGu zxgfTbt$%#`aUt8)GgNDYFDV2L9W5Kcp$>wb)CkSr01hKE%3mmhTdhhpNM5W@w`A=F z(BL4wJV0yc)g+X|`Tp#`d?%4GtsY(EG>e-0mKcj z4&LMs-uv>mEd=mlE=&b;xE=Fj*;bRpzjdQEZCbIWHO;WD6qcK7Z-BfRdbP{e{-;*n zG=+BtCqo-6)WAM%te9%2P4il_il&N=4X+I=!g)_>2$%pad8BM&cq!hnrrN5uS4HQV zZI_}=#Y^1CYVvW1rP7@;S=Q@Qo>FTZnY1X@+F*wvFBCcdq^5qQoEE+?x( zM@-@mpV{YiT`7WDkGVcsrv}VU#9*tcJbo)L9>mmlF;HFxKH5!rn8FbnQ0B_k7Tw$( zb)V7Mk2hQMWcaW)Z{tKaTy&7Ky>*bNbnBP^VHmy9-8|@w9)rE!A|m=wX|!5jkJcZz z=g>P1(ZXbvvAZhq>X!SZ8b-Hqcsv!p!TN_~OJus>+ujD$o;ihf6f`;dQG?6&%J7}t z%R!|A3eeEMEyT*rYjE}z2xB}Ck0#acn_d!P8ltN2{8~sc(ZHFlWb_Zn`KBfs{)LIv zyn_b?s`L}(hpSzmUd67|9#r;f70UQeNnsWKvC-g*{GcywSV6Prgv|;{ebX1MC&Pbo zL$`Rd8@D!N;J3buGDK(RbRXEz)*B7PTe0LiS7ng+Rid&e zzc%O8o#D=nP$@=b|9@(b%Qc=|R z^xD`>5jOiOyBDYJoSi4=!?8mJOX`J7Yu?+Eo`Yiif41I?y41jOK+XL5S`y^7a=rnc z9%Gr1^KY^JyCU=!OD%6$HEA3g373oqo3!0lnc!^vLs}p?SG17NSo>Aq2-G9L@;uX%AeMnCF_HQx*2DPQe+hiJ(R%k2Bcf&W7)rA7zzm90oA5UnHgdVV zWmOKIjTrWm{*RnfJ|dopYX*Ru)qezkBeSKO3U!6co2!Kvy_Wvlw*qpHn#+(sKeGH^ zCG}jiH?Pjr9r(Ir3_5pB#k!b#oM8*GVb3?6$i@*HD^j`Gn-xnWetM$uhu*A<` zx%z=Gw(+~K9FT6^JEzd*KT#Vk&{TC>Wz0_lkpJOr*v+*u;VmDPDn5`!{t{RCU9^7d ztvAg|AihKj@n!zM__80s>dA}B19q3T=}K?P-+-9L&m6!j1M@OX#^%3%+V|jH=b`7Z zj|NXfZIQisC|0IrTUw+?+}p1^ua#`AxgkAv^2y=k?w7~+`+l&{>AX)pplKoByC=Tz z^3juVjoT(%(&d(1wkw`2-2*xKdlbC#h14IPL)PkdMdd4rlV_O8e7zU-Y(;=v%LNGQ zOfW>*xQ|5ZkXIWw zw((Jmna0u8GHa;L7YuQ0b~Wp7!jF!TZ?E<}1K?xiJ1`r7tJuk7ulfYE{xmYQ!Msx) zBUhL!vJw=gvvPqv)iLG%jHsFnvz44_WrhYmw8H$(s{Sk`%g()mL(ie4@vkm+Sjw(@ z<5XX*In{6yul1k8;Z9)63Ay3r)?b{nsTmZta`TuniZ`8Q^(s7vkh^vz>)HAnOYFq~ z*^1VME?^e6KJjFM=IovIGy~|phyY6}KF_iSq1t?S?#j>GUvL2#oES!cs^bZM{F73g zYQmbk3hqKphVmC`PCzP01r)*dm?kq_B?GvYg`{7h6Rgr_LAZ5WSPIOHltp<&p@9m} zHcF9u=nmCap%teJsC2C&Ah{-X{t8{fm2O(C>y^c(-$E5|)a*crbPSFQqE1kXo@doi zayX{du}-S+E-M>Cf86|SXmSwcDVX=j+1s2E0L7WBrJH8}+6k8FXlf9YpqklpalQH# z^8$iGb=P%Ng~Rd8i&+$D`WaLe=QF6)XL(tx%o2BH;_E`-WjMy(E{jTcKph4({Bj){ z$FvxrhgH9JQh`%1a?>^G^wMNi>{@#Wh_fzQrAyE!C?%lIegE=!xi(u~YMDi?;+(0z z+TWKniNWzS3#tBxbM*TxY1i@OB`8gU6r}ItR{PQk`~&25lrz|hB{wsQ8U)zY?Vk1_ zAy!eVXDxY!*K?&mYL#|KF;m_3(n?hnYNTy6l_K20EI_|Vvgc0V=|ELiFf%6kDiTO z!cy`w0NsRPtR;|MLnYF`m*VgjY1AI-XHEgfjy^IHUk>6;e1J1FUct&Li$?WE9e1=G zIgV4bssP;)Ma|*dMIC|1tET&;W2qJ9^+Q%R0B`tNaJp1_JUt>n2c8%NZbv<(zXF3t zvHbrNf)1K##jP5&1m@03BA|vlADo4zHiFxauRw5}^^|T;FQc%z=>;J2RvyBV(wo4A z!*Xe|(?u*b_~N=BYzXwGqGc8(js65&Uc}bLIa!XVV#>gfU;G~u=-X4h=zRAfmPh@f z_j7~cdhL}y?$7}^n%@mfDI0`%cGfI<%=WE!Mm)4q^s-5iK-d4=0gg=-l%0wcM_NFb328-wmNWU zMo{94>Ys}$Y}tCeYNk&{&qV=CTYb8xd!clZQ;S~D)AgR&KNbi018IuktflN+=E}## zfwbJUcLxbUHbgEm6}$kz_@IFej>_YZCRRGC*H_nPO@dcjWBBY>=7tO3mTC1|!U#VR zm^Q9^SF~Oo%!_!wsKYLvE_~0{Ul0C8xAtCZ4K)X=NL*EH0 zf@=XR8YUF2b7mrY(C6b*wfA{>p8U3sl@uGKy{XV`$m#o4IG24n+CX# z<~S`cv#sPto)1vIIZ|nq7pPZQzG5743{#-(Ua0tTX@`iYuJjxcqbW=N|MYEmw|VfX zq$cpe``l_vBrofV)B5c&3(?-L*kBk3(EisCgMFmXm-X~B*4 z%!1d;g<1Dm*u~BYA0fN|gph=x^sXP%;6W}R&zu8_^38zf@`pu4)09UC;V94P$3j%% zwZ*}_r+Z*{+q3HX$gkN&@5VqR-S9=`E~PB{0@AVQ6{6H>VaXgsGwsJmt4km~Lx21u zx=vcdY}gVJ$Mrtv*>p)D;z28yQ$=??tBL^oxZ%6(s#g#+xWjkQdh{AeS+{QTOA{l| zR54IeadD9m=pbM!BHF&o*U|k8H1W6pV4Mgk>HVFwm1HlP8yVV|XmLH9VzL!_Rj-xUXDD?`-&F@#acmdIrYccnb4 zitpB%{P&{b^zR}B-L1d5>;EksxXSvqH=AIsJ6*fg-NzpMdR-!7z!**#X7X(Hzudfs zEaQg=f#A0MW24a0q`znaMI9ny{GHZ+FY+pUocJF-!0)$3xTh?f;7H~8d0Pc|MEl86 z#9DIbqP+e;Qf=59T<3*~t{LQodb)i9o7|s%pV4qg+v};op?iJdcbWZ(ka%OL%-;Qb zBMt&ieq&>QKo##H=bOz)rMUpPN=y82#5jJO%L}Q0w$pQO10*9iy21 zhm%RuIdBNszdc`d6tO3-CL|#~;yO%Xzn94R7yr_po{rsu4bvauiY_m=tch#DI~zA` z`n3;4vtmYtLNse4czJ$y0qZF*da6uJH1StyH;}q%o4$~$0#ZdqTd_sIitd*=zG;)_ zxPZ9TQb<$=ivBp|1MdCLO_t(jQpky`n1r zeyFGteAthT*()j`y(*|L_F7mUE+}4=5no@Wyl>Mck#!*{QAjcnkZMw~(;z453L(Ks zNDw@%zlrz;`};mo`Cmof3Z+>VQUq`7Z>qPA_o-I^xor&;kYtO6B*9kkrVq>5hJB)n zziwF+Qc8ssp$g63*c&pUN2I?C2^)!O1?SJ3NUqoh8Bv+|hVNTImfJ0b^o`wTA-&U7 zKv$H0E+l*qaumGbziH?Nc0oq;H=zxLCC3!wotET4CR-AOWefh5YvyFU=eoQpNSYFo z-U~@WqtAZ?%`&+8>Us5Zf<$QQp1#g^yzlrULN|e>g_e}9{g)9p7u)}fh`c~j4VG`>PLi<3cU1B zia9LypBloi8yV&{!cX|&@7!|x1vc9Hf25Yf${qy6`2Wh)V|GyVm{34r8U`~>ESMAG zfWR$Z%s+Vd zbMM}DcfY-N|7V_u9;&FbIJwW*PJDjVY8lpcsu7fj;vfDTIf@Z*KT zi1`*NyXG}$JtlC{AF*rg+#;FeqN8sKdsFpIclANWh~NX@naKw6dzLqW74I?~QXYPJ z=kZ?mQI*N)y9X&I&Nqqo(V&6Dpij?UR;RcOCJgLmEWfZnSPD38%N~Ar{IpKxJ(H^r zP02`Ep)cm3t2!0u_bBVr*3dQbV!4AAoFDAm&uOZhr_MwgHM_=(oIkAOJo0LcU3_g4 zn>1bpl#OB@vjF2g+ZnUpZs?5rkom9%a>P!l#m*aztMZfkFsdr-_cM!}KlW8_eew@|ECV+6t+EXj4v8PGAt`bMx$h|MS_`KI_A10-p)s{*=4|~hR z*We4tCO4T}kZ2-@ZoYIW-wGVc+v5?Rv7B#&kZ%lp?mUT|# zF9=9qUTE`$m>dt@v+EZWLl(6%hq~6b(^5Cts7@nD+~X{ z_c?Db?-v^z243gxczSLtGcjLdjwkO~?XS8ivNuzImAH;MuJ>0Jn>+6raQCl#zPxA0 zzbeNuJ&F7S?zB+xhpJ*-7cS|Nk>w9Lj1;$DY^uy^Y(zg8sl?K4g5OAb^Jd}iUEv&| zw+T5{%3}17kR~f{5l)rbm0!|1sR&}V4r8>@5K<0hSdwbF1T$IydQWQ?(!AUATH;=~nSLd~UJa{SB%tYHXyxp=-+|2a4oI z(&u&2Q)vuZ{z49H&D+Dgi}mjT=vdSMK=?NtKFn&qzhltDXmt5^$g;_SGQW`%*qyhR z_B%nskwdWmq62^1=QNB;(!Z0`nYU;7J4u)e4iNth17qaS+dJgtPua(W+GHG@tYi5# z%Hyt|kh40IG{!Jo>@g#Ai^7X{17fN8+@FeOLUJ${gGM;3C5>XSRhak4L(i~s zJ=YOfkw$ZbFsW9`0;%@eLr1bV%@6Vjj5@D4(p#~JO9*$-UYqEmmVI0f{C8#k&?P}O zS>F7&&41VW;(9mz^P11*?d|?mbKqa8zJ^i#&+Bq#o3i;}1^a<;2cwFSYMf?lML5wX z;Z8Efb?XSZ-iibqX6s;1W(2N!<^sv`tgBQqaIW&FRX=;H_`~(zkS?8k{@`B;2Y$J9 z#*Md8_fH$Wc|+%9>aS+}S60M}91_(3on3(68U_=Y%|?G(m$UE5{j@7I)A87wEjKnh zuFzFP)C;xE7{TNUD}psmyXXze!{4XRF@ADq(c1$CODf4`(4A@hBxh1S?f{M`C|C{@ zEuGyapWTI>-O8Tbd1+vtZ~#FsIEO1}9i8U(G|fH2&@JAuQBXQL@JXjwQCS@D7v zi93a34Ke3*ocDAnBhy5OZLB+Qg0Q?8~@HYtOJ@-#KE;WWs3AeBqb!O2oaE!Upsnjs7)ewkFlt=f_BQOWl z(omVUOO)C?RjmL*VPEIm*B9{Zz?UFkN>5NY6cmR83RMKf;AOW{WW$8bTZqg%CMV6X6GG-~f6l%_$;hkC)>Gfc{kcXE4>}pTW!}9waBSI_+3UE=e$scYFsg7GqK$^r ziK#X2bD;--+sEOdKW3e)>rGCY8cZ6+5e-KT3_ z>MJ{TcKkF6w=0JN#)UX#q@%&l>qmo`6syp2w>Ho*b>GmTrW*?Rqk(>f5cDZGQfuUV z?S2)S&hFjz^ZVj~)bF}-)S5Ehcdb1XKfhHJ0m>bga?(ezch4l*mN4>fzr7BpsegYVH|H0{CoXKqq79D@1G);|gj%b5Bq*`IG)*D^kZG~H>N{8; zn5Nd4Q>XbVAaIW3+{FjcjR%cMQ(OdGJC!wiy4|j7?s&hgoT;+SkdM$*9B$ z&-HDE=ds-Il!+?Ed)hkywEM2d(?Au_&2H`jZUsxHfm56Ao;^6-cStSLI64br&H)!ZY=3>H*5D(uEY_po+R;m zdX)EQxxAyZD%aNiBxHZocPd9i6=?1px z$ffO(`Xt<=)o~k{kB~+pX|bq=Q^rRFU7j9Jyw|zRqMz+?`!vegah`7War^X_GIXbQGJK5%OAN? z!;+M&S3EGUs~Cvm@|nE>n~|v>W9>06uysNS_X)qR_ql2ZP(lJZh`3d(4?oy2)pxz) zj$VIKMHJ1_*xq9-!Ix>@Jbe{i>7*u1{1{%uwzWMV=*FQGAQGn=#{%3a_s zCI9Kf@x*c;g!Qv~y^5DYb9AgE8f7b@#f=lI3_-QaujLw<)Bhl%T{l|*?1F*;6c!dK=|w)PsqizOy_jdX#IX1)pQZSf&pv+QW#RS2 z*%s^KY3~pTmV)NbwAM9>`4E%VT0EL`ipzcefczjhSFtwLTk2ah#JPH(`y|`jcXGns zo-1b~&NEtNTiTeL$KJ^zsp=J1GnZP!J%Md0-6ZcTwz>Z0T>e5=Iy;*+AvSnI3P4BPJbN3Lc2Cci;J$Vb%IhfhM{HKHb=4CJ zU-IrlR-vQX;&QoUBeQV7?UDZO4a5G-^~_nhTF6PS`a8z^dIV$*I;1i>{0gth^cB%n z5B+N%zI!0|&OlsluclBHu1_9wAK2Q&m)o~I)IZ#FY#x^Jae$Rc{1}k@%dphbZtczi3<2+x*w4H?PGd^A*AryvGF?Xh~mv% ziD8LPeILayKTP(UtwA-Y+>Q|$U`Wdu=6$TYWQ^FUWW?kD;>4IH`Ljh=4J!7c1y5`b zj~IqU+Qn49RQGGX#$!`}?4reSy3euAVnMg|^BfKZ<=LyQi8)*f_X0yuxW}&+6Ov38 zX^%M<6B5U}*A~Th82wTj)Z|sY9_6}ag-ADBja1|o0UWd{ki z?Q(*&+jhADkn4xm6DFseWj(O@_a`SgZ*!JSz_Z-16{zd4vLlWf5)pfB1vvwB^Sdfq zUxAQws&5jXi4Xx@`HKwfj$-|qF-e*ir9Hn|Hq8eWL_mN3qVxq}8AG7M5S&bsKZX|% zN-d+`2AFw(+_{i%w$U}_DSd~M=J*V;? zP5trDE_X~)+Ak3bHo7|uIeeH*l^P(W?H|D4j{VWH(nfb^`w#ITXI+nPf7I-HV$|CG zqYBla+`aq@*_Thv=a={aqvXtAA_6A!7j6Fw3j-x+lpN6dhd|L!ywQN%hXm})5%hT` zy4IRnLY*W(GyH(g{6(6Cb(^3Nb`|o8#ljbF|C z@)yN_)7&g3$?P{|K}>%KIZx?xEu$!au0l)(Ec$cuU{{@%+hXVM#iKqbcc=YDPpeo) zDh*-9i`f#HdRp$^i66%(dHDBI0^0KzN&ik8Aho{?W0TImsPo^oDOT<_{=4>=<{0fq zf79F%qx|mQ!=mbxyT^Z{e3f!^=`*=v;8g-CNqKY#KS@O#g^!TRVJqju=a6(uHa%v` z2t_feHfEU7941|qX~tZxag3AgGA9!)SQ)$%ZC9q~tq5$^^SfBDO~9xL(&w*`#tXrO zX)ki_epif=l`042@$wQvE!Qr866%mpnP{c2FRX|pIuP!}wv$o{noIJJnQ8 zIE9N1fv-@P+4_R<2$&2~6G@Z}lQ(an7F@s*w2DY`k23r^XTUr!-n%Umzl~1|rs4q; zt2e~yH2?@yg>rWSd6FZTP!1I94GNJLu*9JgZsB%X5V>4xO)M$Yq3ML6RjG+%nQo=` zt%$MLMM$sDvt9$Uo`SLU8lrF-!WhiE*v)T;8oGy#3&GZ;x|odSG&AS;`L-prw&RDh zQj>NGy2U|ZtgKx!thd?d%7bI*=O`uI8So4%fN&=Ig=?SOG4mK*WSf?;^%I?yh1<*r zZsb&;1ZYFhb@L8v^EMJe#Fet#*7s6vj_C+*W&|nU)-|my+Eg%80T^~n6_b?1%r(As z#UD(+2F8V&w%`j`2dQIbM5s+WXx^LF@j>x z9h<2p3R}R6Doxjo#-t{g-Nl-zTByx=eU7ZFCdLdD!#H3?ekjzsI{_n3Ur=VA!0>F9?sd*_%-`~-9QDSWtQtBSkfEeo`&Z@RgH-5>h|tv zkK&Uz7Jbb+tA(W>3gIi=**2^Fo^Sjg7{04Cd*-ld=xIKh_wdv1z)iGqkj%9WZ8)=+X2mSgb1{PeUXoKRhoV}5{^`d>Amkt25q->0iyl5X@_j>HyHh1j2 zRNoPR>pM2@yx%sMy*u)-&+z@ds>aCo8xPP7hex^JT+3uwzpq-j!+!vE0+pU8%^GcA zklwP*F4JX>&8HJ~HcPuR8;2%Mkm<&$?B&|s{bj$+hO@x^df#5qKxSXt7t!V2;wSPh zV-h(_&XoYjf>vhZ6XC9W-E`o)rur#+MP&9e)bqWIY+&lLbLIB#kHBS_H7fkx@d{_L z{?n!YlcnJRl*S9mg$88y(pil~@Y&^cL(Aq%r!*5~ErECkH_QJ4359Pkr+|&0!kvnF z&gp!SCNVI&0~gQoB`@-%YukUxlSEW#f8|NmRyK~9hkr6oR(`e~SeRUiA0La6;UZTu zFpDxUpf>MM(6m`h=TLsYlcmPrajo(m%r2`Exl;Hl9(dK6=sObpOaMSzj&VdTQ<&AS_}C9Y+a z{Y{6{R&~xIqe7$RuOFIf-)Er`AEHMo>gyTIEH-J%oiRx$Gh0e?EY>UYADh`J zMxf6;oyn@_VC_%++gFl99}IKl>G`e8=>=YH~&j zn?ZH~$f8!+FL=l1OUW1Ji8?&kJDbtyRi!FjXZ>Z&r@F{RuTf|J&S;Fj;Qg7>IlQfQL)pJ3r?V)g|d;jT6(Xw}Z)Odx%`%HgxWE5EL zCuyjD!Rw$+$z%p1Q?Zv#IV#VCyq;%tOaP;_4Ro7Mcr8XIm{;7Ry6<G7fc}^xBlYyf@uVW*iuBUZnQctBx;LGjF_2l~&x(Wo$t^PNI zevr<#e}ZmyOtacVdnn@VX>|w0oD`(?5&*YY*P>fCwwkvZcfWKtM4b=ho=dvng2`*` zu~G3ao+x!2AJy-Dr$j$r$hzvJH)c>fpChdy+qTb9;3YsNi0}$h z7|SyzEpi@?X!MBN-TJ&vadja5l8EGvNX!~sxie9Ilg~YHlfgEAIOvFzT(t7B?4Rh0K#2RH0l<{)Gc2mmwWBYcP4-@>4iH( zdbjVApQXgf+gq)k9`R4vm%jtqyH}(xy)HW<4#FdB+#-v#e4qf@M0JqgWkoll`T4{$ z(Zpc-C>`xqT!FcP_Rd>e?(;;X8e!KRd7d8(OWsb;ZstZMA`J*76ZTX&GIM&_{U!mP#9gv^)UzDe zzH;lv&6P8H@qlJUDYOsxK9U%6$922YulB?;F+hv5)31TgT=hgzyO!?!bU8I#WlZq; z_;`r1esp7I#ntvc>#_qOH7gbO?&TM8Iz9dELU+yY$Y(eSg0RkYnnG0i_hZ>dm4?zCP;yAWf%T1=v#-r{!;n46fzxbH zyD4b4++qKEGQA7XD9INyf21A$9b``R)|${h0&&D<^TbHRd$o^kvV6Oa$)$O}ZcQ>^ z(PrFvdMla1z1;f-pYhIZ3BkNTW1}`b^W2BGJJV_kNn-VS=u_os9|!?m zD7tL29^^N-aem+I3B-G!F20aKbt=Z~uv;bNavQLJT zEzVZQ^(#GSEspTZDHIalyV;Zqd|PvrrzmL1@saEFezW$Zlx1Ah)UdXx-@EGlIesko z(;AbRy(xVCgm%2TE*s%rx;AAB->mD}XDMB-%|`kMuZ5Q)y&6A@+wqq~nIY?E4;zqv z7GMi7{19kDo^{Szte@340BMJ5U?BR?vC(4f?9Hsj>REjwP<@EpK9`%dSUR(vwb(rS zKHEHgdgu>?9~y!c*3O(ha`Z19%j_Gz3@?s?zeWx))`ric}w$ z`62WC%DD2+Z{pY3&8Zp%&DLHcMTxedgQozdu_Wo=- z3j_d!R>wU1o^(c_BhoyQJa@%%NNSVUdEWiTEu%V~^Nm_HN5nTdXy*f<&v(4pGA;L{ zXZ#(hamf?;jw@Q1dyX?iQ{&Gs$FZpISQJ1u1zm>%4n>>mU7zoroRNErwaN{>hDtfG ztY|%_%ky5gq#Yq1^+eGtd*L6EEnL|Eo9!Zu-tHT5YnH_X$P4j+uRJs%{KV|BST;GG zyqvGS)KqILJs&G+0dm z0y@hRH_Pmh;A*@#RI=?WxgK)ar=~wQ!*a~P8}_1$GuwVy>1FiDn;g32vBZRDDlg^a z(s!tt{LC~FG5{>nTW4CY1n@F^Z z@(zA+6id(*&{&iyvt=3JJT%^I3jOhHQ+8rEA>!DaD^h;zG?*2+pAz|9Ory$d*+<8) zoHTi$h3N5HMf@sz-DBVdFH``Wa6^H#2-WiyKhK@3>0A&J|H$>^c|ta9)@*SrCHWpw zevdg))W-N(T2@wLb|*8V6|wvSUij0j81|P%MV!gIH(XUb+2b+^m`5|8y z+U^jDw4|BiWz1U{;qhR>3(cwav~H(F_iKa&zw*bQu$R_^nDqmPsoI(fdrtZ94}xrI zm(B)`g~Sk{voGDZEUvdCuAh()zSMQ7p=MFcMHk2ehfsLAY&9Jc zt_MliFpRZ6G>U^kaw9g%N7sy#&t}LHBW*=A8cX$F#jYklUlLoawAC%h_7dQ&Yt--AUsP)Q8&;Y)80Haq~Et40NQxU?iDFMhGTeO-_;C{h$-n3`~rIcLu zhEKzQVD7eODsiJqrIzTEvOd@`^Qa^Y3^z3?_I6h=4xpBz>U5kV0RcqW5j^vTxsKm# zgmB*9DjW219lfOF;UaI3|^L#>qYy!qPIBmx!OV<+R-(T}iR-X?9@ z%$S995rBI6Rlw|n2GHQCToamzmEd5~an(`xyJ*~Dy=k@HS_3cB*!sz}zPY#G@8>BN zD1|TG;zUo|JNHjUbSZjj+xT05SuhqkQek*{*(JY;p+AIbJD_=&bB{|qo$&JIaN9ODWQ1Sv1gK8njK&yZ^`U*9;6vl^Fy#iv7&^eQ+wY0 zD1ZX2=5S6uSREA*-eHGp4gjCXjnkTJrhQfp2FwrIEn&k2PG&93RYu{lKy&ryTm zq}noqUz9LEhcchJyl~iU*2+$>Zyh_%e4HE^VasEH;4J$dc)toxoY%}35dwj3BSf~Z z_)9kSlg`reAeuMD{Yi73KDEhxy%$?*OT*w4?3~s$bcq}ICbFkpthlWz0Ndo`~~Ly zd!nD;k@oqch$0^{!69M?XZw%ZUaaIO(V{s*&2)6vWDbny;Bhqe3&-+c*6a|$HmtFB zhq;GiCK2#U^}%UQ!fNV!sP|2U_df@hJ9Fu#=FaN_C0y5#d&8oZCp&@$14S8G9biaP9c!apI_qEc$;I8>3Zh63L8PG=K@~fn(a8mEb^&Xm}$#h*bL)DfcwqVNj`AL92*SID9I|TUKz`+_4nl z=d>*|REb#{-0iBjj}3l&^1gQZeLv?wk%H-r>A--6#=|Z618P(?ODBVyjCnIIWNzF| z5~G%olFqf|AQU`$CoW#Tny)B@;ItS0vQCkobVcY`;S0C_z)O`_qT_o{3j5{s(BnqM z#}oF+4F%Qk%5~M8;DTGmE8h&-_%bg!Zlyb>HR5Lg`3KDFfgi%Np$8|9UC>fpU2(#Z z_Qh&HEtVI}&T+7&Blx7djM*d{QRFwsp!r)m=P`Hgh14I1ZFn}!U)_CU5t%bsLIrj;|R zp?y!Fl#x*UqSJa0@WlRb;pT>867pbjQD8Nz9A_yv1luXZxJ;Nghoa}k;d)Bhr>@M1 zET-!djN#Xzp0Ue=rWuQMzBuP_Qo5kk{c?apis=A(Gh)Rd08Vylc{5q4WtcH5m@F}2 zlgUReW)qSXP*BC*Hz{`ZKt-DB$C1%vmwXbb@>;INnNqYX()U{vxzOx@+ zyGd3!qfhY8#HBAbvieu7Xw}jq7zmGKz4Q%r3cP!wXFYgdkUyCKz4=fsKAKChAuP9e zV)Qw8+c`mP7ZR1mqQfdfoNFFmAIGXqP zmmfFGI;`FLk9=C@S&qn)6>*C&yK=@avM_>|KeMo((|@w6|8x2ez^wcCeDcWlZ|48f zaIjtyU~;soWFSi4fEqT?^rGSk-}K#^cUFoNi(bb)_(txHgdE24Q!tELaIBMTw(!N* zV|FyF0HD_z93O5ui~_W=Pp?jXRLHj=xudf|c_$d}tRgDpB#rC#-KZQ-c-9QjYEGeO z09+b4%pRyeoIc%T;goFT^y92er3SmCzt9*TXT1dg6jQU{gkSwkQ{8m~-e(15d zPdt)=ft5HiqTT<9c{uFs)9mG(p=fX=pPvd)w>fKZcC=mjrZ2{)_}kv;4@IbIJo9LJ zufw&Q?DlV`qaRuEtky4hHnmej>&H(!XW`$^?jseEX%GbkpRvJxu^~MlN3-*^s?Fgl zfs@0vos{VG$fav0L(%7J-Y+1P&-&Dm-uA+t&6qr^4BXs*x<9M1au!fxtU5j%weAC) zdYz)=qp8h@phKbi18g9gA18C0iK{hPnqQBQ{Jw)IpD!%fo=>KVMOfIn+t0qmKfq-g zsfN$yx%Aho9JWVIU&Ffr^YG;MqPSgy~T2 zSjuX>9s~RlYA%+mtZjCj7GfZ>NnC@!{XEK37s^rpsJrVE*Kqlia#Bl_bGvXAlypG) zLuS?yGiv7fZ=`1BX{# zbWqay>ql6q(`+=B`Pz9`rR|PFZq8TSZwdJG87|;eF0%QAc2|lDyq#tahj>zdTm#GO zg5XK}!GybOHP5F>{23bKPbi!+BP~|8ipP+a@Aq<4b2z^1z2@`1A&_LRCH{V!sc0hc ze7G<|f_;qQ%?gPOp(hFbu*`ATg$1oH1=g9VB!=%a|abj?`_MpsobiCfX?=9Y0hGfaqRilTg_n+X= zrp;M!b2seVYeGb}i;BlsanB8|xGax&l2x4g|2nD?$o!`DCBslhTD)y!3!Ty& z0YCLn_N&_=`OcJLe_a$OJ>wO~uvYJw_Pa@ns~+nYaV@d9!r>+Lktb`)-VeVl)ZZ){ z);}fkt@ab?Yd}M?rZk^n&wV!=* zE|$$e?U25R5fgt@BRW!*Kh*rOD%*QGA&l00xq8{uCNsAFoCLvTd_YrszN2=(mHjbm z=4bDrh+eA_<;$8k)l#*F%w<}SA5Drke_worhQ<1+;+#b)jv1t_-x4@4ygSCefW(Q% zac-e~=5+-`1!Q6?VAYge-+VZPCF@2LE2`}V3>&^FUpHUbcpro2ODmpi+ZOeMO7RCUyz{^mqCe=WqG1g1xSnqC;=DP5B zX{l}`9$Fn`j=R!VRni4LH2C2D)j4ug{&67T-1!lWQOx0RPHB7Rm9k*QF_K?e zH}Tx~;If#7<6Q}wy60I(p&wv846b8a^qu0>x!9 z)d3U|Ihzpwccj`JqfV1tPD&?*h&d$E2q0&VkKft{nVl zDt=WTR(IB)te3T=N8<)BP+F*t>^+*>DqgE&pY9G)tv0q8IvEYX$qZ5xo7 zoe+2uv9tT-f%X)7QfeSDe{#}9v%Bwjr+@hV@NmEeU^zsX(C(X>J#&3+Y7-=H&$3=E z)sA$S`~KydJ*sIasr}37=e}e2E)On~5@}aB_>`7rxhX?C&k_2N$VzwMj)E3B6Y-2k zfd1kWf34+|jm)PYZ~0P2#+Y+qmJQ$)M~=U#W5wv#qOeiJ_K+k{9o-@1nIWfq^@LX} zKeEQ*v4+E-V88M1r+vKon*IfPv%rtgNvQS>_mZrVA2m|YPMdc(Bln+Z2Vj;ZdS#6& zwp;B9o^^frh=qlF=VH*mqVsdmzu2mJNtx!?(pU2TdZc^to6f}ov-;KZV&Esj#nQQQ zG2uR@`PkHex@CJf`k9yjV?_vYXAE_bvO4Pgv15Pl9_JIx>u+b?KG_|5?ff?D^>Ya| z#H!0{ju3ZFO+#`eJj2_!ub7&8vAevE(xDSzttl$~;EuQhLe2uQ{CM?V&(bo_XVHC7 z(dT(whQJ&9yE6K$V8c57MPXwb3m>n$ZyaY9kBl6>tnD1U{JlO%LyVnnr|I8l|Mc2= z`B1%+_T0{X#>Y+&RC=@{)fyTd}L7%jsO+@(aMW=t$eL4ZySL9Cssj z>2yAlImi=OLqtFLal`DDqgPhx@YIiuJu-iS#^KRvDJ);;rQ-hFn<4_FZT$G^{gP|9tBE_KMMcGa< z*nUxRQVeoll&>fTUtN?o6oWPwC4yoQaZ%1kt&|V3D()yL?S)}V4=xUw{Ex6i5Cer= z(M3r^AqTv{d|{4@iodZT%vBlnc`Q3PBB^Yx_dLE1!hqil|VsJSALGM?a zcy!v4nKAd|JFZXoRpPJehJf8^7`^eMP_`I zmh2z+be#EgEPtr%qx5k`QFdLq6W=b~W#m)AvM@}U1dKy$s@AWhWbgktvaxWYg=7j? zacA{3?FhoGuX(fhCTb)4SIvJ_TxpzAxFJI03n4FAKTwic{xXw25qeltQJEo~D(T(> zE$~023s`Hm_!?8Z&V@X~b54V(H#a)?PW2Mq@`Y=)py(?@}E zGs&_^)2iL-KIvUerc)d9YSKqDv)~zt*ZVMK2jJzJ^VqjzZ3&C1MTwk=2K(K-xHF5Q zNtIW2%}x%aOePj)A8Kt8B^z>v8&Ct$3`Ys%#NM}wZyqDrfcEIy@@HbuY)9#DI0r1S znhoCZQr7o5Evr0R=ri1N{CdjQpRus6;$I9U@$)~2lAo*S?-~9YO8&Zv-pkbsvp@X5 z_J;ScVa>;5#*&h0cc(`NK6CSFtmHSm`98Hh{A|sCKxAAz{6U9*4X|zOuyQ$+>R=}; zx)LeHQcw`FoyfQl%-F@wx{ye>AVlV#&bV-e-2F2#;tH{GVHlr&4Bws--y?S7l*G=5 zpJTEU!yAgj)jr4YJ<5|?o`v%_m(pK*cJMZ#*|T5nuxZ)jP$NmfDWu@saEqHNU;~XS zO@)gVKDvI)W^8e}|2q))78O^f4Rzj;g`a=hQyfk*Xkz$$S3t^l^8-oNbJWYZ%-D0+ z?tb-as?C&m9|BJds7#OF%r)$xhkt}0&-I8}I#DCRf;- z^R@jbxk4C{bJELNv*oF9p0f;`!!=RsU(wJr0*m9pgzQmM9|7R=cW-Ezz^*n;8m_{b z!rhQEF*Ccz>CE1&_2o1qb3m8Lb~EO<5yJ*jG!xkZ0Grxg zb|VB>ku7Dp+bR;mbVY*qE%KX`&J0$|?vv}0>!C003+lk{L3#EC@1r^P2{9i*T{Pvs z*@&+$T4Y}k&`Y?Va36hnzf1?N36ll9Z4oSKtyzTjhVMHZ`t1{h^J zgv2{6dUu>Z_}Ke`#9WDM*Q=wNE(Nqxro)9sD6aKG_=9W5f0BkVB(V#UySil;=>=ak zMil=~QBFj?wijPe&gzyx;M7HX9=_lgKPA8`aF=|4;ymRRGW_|)F|{S2@1l`d)hxBzM3|G_Pccd>{Hi@KOegp& zCerxQE`+_Rl~M(>*SpB`3uSsy;x|hoPRuUukz-6(n^=BHW&4P`)cUg$_*t9CEkqvv z7meQbV|tzf@{Yn2GwPtM3w=weYbe~scx|GEI-?(HbZIy1kGcm!Z8y4%+HslEt%r}x zF(Q_W6!~&nIa13*C?5Qk<>95>ncuNUI}`PK0ogJgml*l1iEh$c(byDQg^+4g{6Im~ zEdv#_S*)>1X)D5LV#}Wjj|sKnzn$=s$2@`L^jp0`{J1=dyVx?!AhsfcNJ6Od?JhaS zG@-wRu_5Z!_$^8{w-6lY(Tg;?6{^fbP}(tx}oXm~(AcLBQYj1f$gNAzol0QvV$Ys?-+Hvwy(={Eej!F)b^HYI!V8W-H-x#Zz^9#Er4?cp?`o9ADv19H)hf-2n{3?#1XT+#%05 zca;%fZsmx#A?h(|Wr%fSeP0tMTxw0amOe)-;YOziYPrTLn}dnf?*GQ|FB#Bnlo_joM|d)r6BycT$s=N5ixZYg+VW3q2>I{np!D)?2SYD#%YO zf^ejw6d$|MtGZFgNJSu|g1Iw0M6|5%X3(#u^z93005qaUpL10@6NXp3z#%X%(p3}k zz9vH46einjKp*E{9c zVVB6}u9D@oS~0ik@-5KEBXCpQD0`&BX)?PQGCK*E-B{_$pT^XLUF^3mU0@t@V_B;S zCUOB5XkBb@eBI~{g*u_27DcB83RXn)?h}l;HvcmSzXvG8443c8R+#}G>%ZLT&DYxl z`R1@Ni$oZiyC|4DIpXJ~v@D5uDq{7FTAyUL8ppbkExTjCuZdE>*bO~*qtuFYyds_{ zeeRmeyo7`sfv-Ec-ZTsc)Nze&1{#3*T zj8UfB|LNHNTZDfO0Q?ctCYU?!r%;*5taO;bdKW861>I>m8?jVSs8kq!q&u!^MU;(H zJe5(~Jw62W12;x{H(Jijc0bdW8v+ZI7w;dadFp7??p=()zg81%QWHly-D)=7PJOtI zMP3oD3XbK`I&{XhtNl9w;6I1Z-&~2ig#0)C0Q}*Ie{QC~SSg^NGJW~qMEK_b!2cXu zAs9b2{hgWqgI1cLOh01wCNK|`1|?*H0sf_Jnf11{3MSVU)&>g21|rC|-FiFmL_)PC zwreML11Z6_4|ALB*Ew$HE?IY6WSedSQw*3qe!fvEKF$47nI#dj{ayoG&k>f^e5g@t zq&p*9D?$;twoc;!63zhT_%4PTLLnxR@gnf%(ds*a5590mS8|p!Y`{rSs}W z?P=~T7OgT(PnnJwuN}#_EHKrCyDmsHg_8y_`EFruryqy{jgQ5T|@-0PBM?!ft z8-gM*1a@>id(K|#u!3Oe*mHyhOuDoM@>!@#hpm+pm%&^bupwJ2B-_{4J2NWC1uYe3 zL+~1C2(~1cJEq(Tk+(wA+~|=V6b;0x+b(>@ zJhrYU0l4;Cx|y9YA)pQBPL|W+7eGn3b-j3DxF%{~j#56R=ZLxM2vj;pT=P_Lfw3t} zJb+<*o2D4?z9zWLDx?f?ttr^#=$Z?{WTK_oodDiy7C?8nC8x0soraNbVJUPdq6jmN zgjwf#z_B?CM1f1F3d~Oi`QP{m_%lxW|L7y&&p7G#K5{3p`~KHJ`d`Ko@Sh5#|79Ej z|2>cfF@Xg7jg$UA`Uv<>1=8<*Buuar{!ilw_)i7W|1yq%e>aeLVo+LJ|Fld0R*!(c z9UD6R$LOeV;h&l{&fz)dBF9&cb`JN_x(PlUm!UehJ<`7e_ZrHk#O)Qf26Ip?yo6eS z-dXc`@Q(T(d9MOsq1EG>inb4I1G}%IcBA(MSykz7>?o=QuE_h9W!E~qxO((ru4i-J z!T~z);+f|O(@7O@{th)%u3mNz#Luo!roQ95kc65Rlw)THngt{}$cT>XAw{YjuTz^d z(k_3pFV42P;1?A*F@ z>X+YAJPWW}EqhrgLh9JmxsnXEAU+EDWpJCTdG>caI9D68wUuUuvm=)LqHpDM=|1DV z8%C+Jq!)eHBda?i=XxCjL?RKiWs8$#zmt$@=H6ZUXu#;2NXt;bwa>`%Tf@e?pRKri<)Oe*y zCD@l-$Nzv#fd?vUBgF%Ss-maIAgi_d97%+qZ9K$NqD&`tZ@(>oP@Y$gFHc3iwg+cF z9st(N@4POAe2d|-E`Zu^yx9{Umm37S4&+cxoA)-+*;UzAuMLwLZ{6`U;7p3*rqobY zd@PuhYd`Qg`>ej`tYgEBq+(^W%A2q8|MB)7P)#N6AFyQ=6@|5dNL!_;AP9(nlP55|Zz-?&|Kl?ym3u zd%y2+jwhM<&F?8Q^UPc`cb*?7e|}nxPvRnCrt``QOzl-(oY?IXh;b-IH#4_L8cANN ze6&-mJ#cAb0lPc+0Bv6bM)yegS>W`?p0*E|@JDY{jOuMW3$Vds=U!(hhu?oLo|%k% z+#!@^`}om^gkqHu#^r8($q)pigDCYYecFI(^W4*FOvV^Vq5`iG+DhSiTA)%EY~lb{P?s1l+g;5%b%OZ zm1=k)xyUZ9>6%^P@s3DhwgY9uMbCaC$?FSwOP98$?HEEVWUSzBOGj*x+;!^Ks>qa< z?ng~`8qmOh5K@);8siIN8z>W=_ZNCKOS^1 zdYPVa>oj?0nrfi4!+FKnn+Ie4)4 z_~ix^wN%oz>6X~;g-rz+D^FfNlbK2HK<-4e7LWq@-e(gZbt_MuBXKEra?^no|7oPV zJ#_Pw=!+Rud&N|c+8Hxp!`TO`XL0osXIkG>5ylEdSU@X zMoBJ3Mcmyaq&WEi)Ld7-fTDty8sC&XmHIIa*{}RDo5nJpfO`4Z8|wC3ACca5iKQG- z3_G8*I1|T0$rasCG?G$H24K_kxzRVqHr7i#UcSPWOG4~#nGp3>h{8D4i6;~D!eX9* z7dbsqFs}C!VqFdC3N~VR5xEA_IWL!JN%mFElemRx<(ET@Y0+Yt=M6K2^bVjQO_jIn3w>a{t!8-OuAs7>&m!oc#G><*Q{T% zsC9M{lQQ`7_8&$pS@*XcYYbYE<0f?ANc=aT5~ra0^Y1iXmQC_4ZR#yR zprqd~WV0d~9$CG^w2Zd*l?A$M4ZZUz@bWfdNG*RJwba{?zm8rM-bd`VzP)0d z7JK^P4Q9zzt2ECD;n01%FYc!k9*l+W$<8JDVe3Zo6`*XSnH|n6aLFsLxnOh&uX8X_ zt+e6lOjyc{N}t4}(k_m*<85>5z|{i?l+d~K;%IZck(I7a*>cG%r}q5Ld>CUi7|VDc zW0gi!1ibTRsB|A851=_kx!6CACJCgUgduvKzVbwMoKVujCnJ+~J}0Ay*hS(TZJJ^C zF;T^EnyR!*yTIqPv(NiG18*C?PqW;=6mmTEV==Z=StAKi8z?Q8SdUR`EucuwQSy@Y zNqTq)M8S?~NScS?lv>TZW2egSmuU>;I2JGp%NzA^tL(-01!S zq(lC|QSE+)=exwnoRiU3C?f=_mL}{stz6cD++kIgT=d-K?bZh3Ths)si=#eSmTRH! zDcsUdo1o1x-kVYrnpvZ?`CFv1aI9LX38{uepAXdP`Hq1Y@uup)Y0eT zgm*AowH;x(3amJ4YwT2O_NqK2#a;)7JloULW=U%rNYb*J_OU}~6Ps@m6}V1mJ1#)< zyNjWYNzb7-gjmloWKM!f!G+fuMNm$WNmE=39tufWQ5VW8%J8D4+HsG@r@&rmmL@wJ zDJ<3%jM%F%IJ6 zdZ@+QybOH`84YTYpso;!YCfAjM3Hnpsxt=5TPTX#f#kuLi?auvi$+Jlm3pP^rXL2(}Eg1rL^akclxSjen%e>T#5FA zi(Y(x!`R8>2FCWHjH}|=?Qv~=-^WquFw4=N>t6y5U zhCp@{EdfGW$(}2Qs0nWWiw2^-=X7GbY9ltU6J-q^RF%)jvSLWZI}(V?mW zNwbCz3k;@tFDHR?8A;?OurbX*ixSKUhMQ`=WPljZc2(L~OyTz1 z^>9g-xXsd@Ni;ja92;*BL(Z)B>15Brm3umAoixOvyaTqIp=_Pl-q)$k@M4v9pzL5} zZ;}z9hbcKLTCU!-)IQ?d?!Md|RLs(GcEZcFQG_-Ac^*G$e#Hz=YnovRP1|`w3mEL~ z)M>^_4lGtHx~Ui2W(|W8->>3s-6-!w86&#e%dkNId=Yleo;9t7@0<~AVwQUM(w5KV zLAa4)*(|?Wy?mM{kle}WUB#^usjPVviOPa8T@#t-=EqV4Z}>rPbAp$YOxVH45%Tdc zo?ce>$#|A>S!X&4q7MPRMMEw^zN_GFOs=^JUAInL|JPFlGhYswJFK^ge&V}fAMnSM z1H9tvX4Xy)JnI9TlCJuV&lTjD-MAo;uAq8KAn3`1gXG|Yllqs_6)tpFIeAaEPJPt4 zkUVo-wDJ4b1Km@Di5K4b#I+V2x3h|C_H#I2+V-@}?sCVeo!LL%_rG}Gx@F6mLm*Az z&Y%yndk#SN9N-;&v1Jr^fxyh8(DPxg_S=$001T9Z%Rl!f7dWkM0`V?;ouIdr7~_#} zfD*mHomf<%m`*JX+oBC2N{azBhzF;IP{ych+^u}_sMgGQQH-)LF1A+J;iDgG$2*;;! zkXz0(+X=qf18fwpcKs#0So&xFaLDOjui8_s$DdofSC4a)?i#*!0Usxxj6a8wB1Uip zn6BXv1I{s~Yb5ssQw{tpsK;MG1+n)qX-~L(@G#9}gI_%IX9Af%+rw7E4*In4YdO1p zbT~8fLVTrUv)*d@T2bOLwOgmcOU45M4yNKFKDo|nL5H|c#7lRrj8g^{Wvms=Z`K># zTNI2M7vCqc$P?6e2C|S^aS`^ZXurr};9Ak`*1BE1O2y^?W{%g^rii_w& z9)hbM?p0iTAX!wop?Lf``ls=v&3amKk|w4<0)ko#id(c?-99qE)Y^izQERooRwgQ` z-8ynEJ@byd-?;7fD}^AVO#NPg4`=w1+fONgN+0-ANdPr)kFc~^Z?*7&@I&rRw=0TY zDy;&N%HluMmfm#xSR)C1R*3<+%ldQE+dYGCCcbFI*b%mZ`dqmXQE@Rkg1n7){6(Pl z=I2JBb54J*%)Q}u<**^9`uLGXoAp%z@5m7*EmfOWx+>RcJck@po8)n)OTNBn!^dlS zN-$*{u-S-ovbmG^p<%P0Ram5qV(2zc)AC)#rf2wt$8C8xPTl8x76i zA)hlysuU5(yf1GIeAW%P<@OQ#RXLz)&;Hova}$V?+N9o}%=z6KS8YCh$cy z;EQgFDr&b*{O&mY@#}lFoPI$c-JZF7g#z{}JVEoZ!vc%5(FwESSyF*ZNi!-~GmIP0NU z2Y6feg1e|i;e+-0Splr)fP>pdXl>m{Ou6LiW1&J z==3zcpj!< z{Q9O8QyqRPc)#^ZVc5~W%5~tKY2Zx}ifWUtU}*iV<39IWW{A9TW{}E4X4np=7iel% zB{*cj8_M{R9fNORUpo44@W7V_s}=!CoD;fY->eZlAZhGh1^j_u1LT+g4}RdEOilr3 zQD`_p@$NYToBhgfjs>eX+O7vr*(ep8RvhX0P<0Z###}qymbc(o`3Y|~$bt;m$&&ve z;Gg(s-NS%)OW}k}@e#EBh~I77O6cRc5SmBaB*m#y}O8~+Ff`;^#((moyl4E zl}&5SZoBizuAMw7-!K0nP~Vhb=QOzOg!^8kWtCT7xq!>skJfiIy1;Ah2E}GZei{d- zgI4EP1^f#?@QngU!Xk?dBw2BapvHG?1CQckotR1+gOM%vZhQ8I*$5C619!&|&dCk# z5pdtHuNGjJa7K`ld2imdW>f0WLBGQLUY50+)35C|X(50oEOs~ztsNcMTo~XC{tU=B zGo&qc|DkxpMc)4p1pLm=38=Wp{qPqT0c)M`FFyK47lE4vEz(~E{0l$uUvx4A+;O1) z$1VcaI^lO8JrpNg%+sdtTe215Id(T7ruu-v(6QI<-zlpFZ6h2D9*L;}PlrhgxNQqo z3zbT!P-=b=>}gs7PaWRS;kHxDvht+7?M9Q#$0_3@`_o4@=ezALa1-9xS8-zIIuFB5 zoc|PH@Ai?nQfJ$R{%wO8cno+@6;r#jaq!R)kt(?`TRxd%=t$G@!*avNque$(s0GV6 z+iU_4RPmZtomp_(N-Yf8VOb%a{sQe-7$)3Rd7-b;dAl1=Z(*=#UlmewODQPezcT>% z?=0Zf5555=CD1mITK9Fk)gGM_socY7yI=2EK++qx?Kx^;>IvnVhS%38XFh5(trU_Q zktDms#mMW>#5v3Duo8k+Dw9|*cb4I+XfIDvin4iIEMBdwtpE38tarVA2 z^Qr%#fdAlMz=AtD%9lO{{^y+x1^0Llz6kgie&D|!Mcf*&4<`OcE&|p%;Xi!zQCaQ1 zhVDRM!L{vZTgX6=J9rjg*4toERPB+^?+-P;{Cp#&F|{nW?`VYW+INzce>kFf*VcDe z&hoLak;9Ec4hiMTF@zko$CS)F6!&ck*LErlAGfaDWnC-ezpKG_6KwAA?Ky{pDgc&w zk2tJpU2{Y`kQe-q)7kyzb4@{#mG$FAy5_r0Va#YxpF{=A)Y z&VA)RnGa~g(q(}b%i1m@Jo^R%3j@S$gdw$7?C&&|56=w23enh+^{AaI8Q`i&Rita< zHre`$u;z?IMx52|6xeQ{mH&j>4Mh41@(uNacRGN-pw}E92$b-J*w3yPso}Xev{j@k zGNvZbUBt+S&uHX3Oob+<=A35WCQbBZ-}S-1JCo;jMa?QT4@R2S%Blq$Jr6b-5z!9V z>n}i=J7PSiZdp#rdf4f<6Z#`Rv|7r4D|J~(enhsb+{Aqov`V@xEMjuKM;x_Wk85#^*sonRn-A1dh!3nnciiZuZ##HdQ?GZoyK*nvm z(RBgwT6fI{>YAaueK*hh3djI+A_B9ThC`d=hR-C_>YG+Js0A2Z7s?ov(|#bY9qPHf z-FVh4fskTaLvdS=CG5AZI^(}y%YSF|EI5}N3PUokZG_hB_1_V{d@_Alczh(j@S*F_ z$+A%4Wxo7btG;T68!w6A%wD&V{k_kugwqJ2Fc^D{2U4TO-p-iw)GP-SP5~}pR78g} zhK}y58Uc@=To-YzT8|Um?aRYAoETGG;OEG|d@R0VSZAOFp zFx7I}AtS!qJbm}e%x)i>lQSGvmm7p9RDxS)Fh)mb-j8+)e>|4zN z{>S$Gx8?x44{Sl*Xhmubj5cAVOG+9&PIfAIi{*j?Jn#X8s@%>XtSO;vd6mopmnta?!FWb z2vJ^^jGEilJbZb4xJ@mPcx@9Fyk9Tqsz0CLEIf5c#j;xPLzSTWR%qqPvXF-5Z6{{0 zT2^#sKF%09Qg&Cn?6KprK>A2;;a%D_UQ*2kfBu45WM3`+v2uQQ9!TX0R7lD4R`1!% zeN{v^aR^}}``~eQoakcf=Wqc0M?CodI~)N25fA?RZ~)!6K>7~ye+}2bKga8cxi^BN zY9v+Q3I{L3xd-IxtX4vdw)OA_}Tg`j?+ss#dXISr7Xxr(d# zD-3aJ+loR1msL;oAMdRa*B^Rr1hg>mD}mKqhvg;#tro->grrZG5_R%uUhcqo*M4PB^Lfp;)UvmuKxJ2>z?%u>_x!f=2I?{v%|Ay| z8sL%CIJlTkT=7EJlGzxX&#R@A(rRwvs*oCwxJ|^ttV(9AvFg#NUp(KQ!+boFHqg)5 zJKmL)PO@MqpA9WeP$U)Hf$qx-25n0iA%H|>XZt9CX7VQe-m2`t9VF&G4QEQf7f9Gbu-niXM zjX7GPkv@Rn%P}QeM7TL4XIyAL=LfBlXJH#l&vc7fTsLurx<0l;IDsxttfMS>rStX^ zrLsO+f*r6J+%g)H&w`7J>QR4+0c77I{8&S=Gd`)p9@tfy2?OD+mW+69@2QZ`IXatj z%kFUZN)6lK{FH7!*&Fduim_-MPW=9Uk-BVFa)Iy!)pQ^k4r#p{Zpx6Pfj%Ij#O9ed zbUQ}}W<*a$cezZ|PnH3~DO6gAgKyw;$x!K-*4d^ui|wbH=KC z=2&b43FvE|*6-hnc=5JGi{ZO)=8VF->g;|D!b?7dB_|qByL`J!`Q&lr#WVR@wj{LT zhmC&qW@fKnS9+chxR464#)QNelf@Bn%_Yj0+Rk))cVoywFAiCtyzRPKQpVYf!A>Pk z(DTwAcVp*%?({nB54gNBUNUZ0(noyAAi z>M1^?pWBNH1WpLyj_}NGgm>QW2Lx@reKW{Q$TL{jq$>4o6~h?| z8wfBhnoA^wqKJ8>_x+~1Nzxg~U#g2OZ0cE=AO>ui^ylub63oUiqg2pqnr)tG7 zJTIAqJ0q5G6AkP1SF&Fq5xTj=OMbOvbF=q2u`)db|L6=X*Yi?=@}(S~Gmc8O(PXKC6>H#LXox;7Axh!4SD;G-A+(i|sjechk@2~Jd!~8Ib zkC&W8N*g-JCxrF#7-u2HFMLF+`O$c|E4*eo}}JZjplLzCL(?C8>P6eK)Ju9Ih z&1Xgi;1k`b45bwE8HL`<(j}adTpv>*#nY6e#Uy)#V+2>P0aMiClq(jR#OU$6BHUXv zplKeBxs>m5)Ag`lV6}JeZf|Yy6pJ1_spw|^fWtHE1;)jh&}Myk{abqN7b4468@-#4 zD4#Hn7?&zai`}502ei9%6wIrZ5X%&5&YYl?b`IE4PZTV5I1f0|a0`2NT640V`oR$M z%CRIl&CoTWN9^FZ$n<)H@=T z^hPK3<=KP}TXmLVyVviZJ+*#woZYpCseOJnxb*(TQ?%=Yc8X3LAEs^EcwzYLt3e%c z|M39+qhy_}{x{EPFH~Gw89e=}E--9ZM_lABzwuKFfF#kntncqh4}YBogV1QJ7FKPT zmL5CBMBq635uDI#pcBH>nHN}nm7&*ox7GqdOz1=UQJ8H;SnY1$B*gCasVWh**{6o; zzf6;qd2SB_x2THF6P1Ltmd+%u{Fs9E3A6)OL)=L)R*xmaB9;{{k?Tr!3ZN4vfE{9kngALX&O6Uv4YUa$h&K$NXw&&YFAH|&$#;sc6mpcgqs~yu2D=rOM z%2_4?9RBn)3D?dlmm-ONeN-;QNFjb7;36-0v*jm<(Eb z?BR;+_UGY9arTN;;cM{~KG%i00$e_T^nkkT!bbRu*cnlUvws3J-bJX^8$H4P;2K^~ zM>~KIWLwh_^)v}Qy6=Eb9Zd$0Wv{36)QL+1Py7@76WEf>bM(ME@q<7N+s5O(VU4O} zKQ-eN=MkY!@4i#kHq=L3a?+`M(@l^uMY`evi`08En!1Kty07nL7ZU0S4}djHr7d~) zub2r%`nffX6*@fq$x-79BY24a`8t7=!OLP2MqAe!MI@qs* zI&8@~Yb4mEeQ+K6gSD0(PK^V;9cs@_H&q-g4D3r22I&NaOb zJn)(oLWjeyXJ30Lpr4w_H{%;JRsFfysG`S_FU_=cwZ%U*16%QmNkAXf-xD&I%c?xt zHNS7-voL>9mF^h1nCCUSWK#p63;USY4FnoLTz|Z`qe20+=HFY^zfz8$ zQlyW5g@+wPs53d}5wdmLYcOlP0I!^T$lm76TDwe|Vk^2%QTk8}aQ&gWxm;$oqOn@l z{^*KmEnVxdUn~AxZlbAc{rD^88Ga%DDqm5E2oFgJ{u&;1|It6B0{kv@_ujTNO<#&X-l&`@5 z27MGA?y6F^^HVl=-3q?fT{YVgF}C7I`7+B7ME#m9z7k9pAEqMj_Bdq_jt-yyog2vi zqRZcqJA>q^-%ReKsaw|egWhjh>o;k{To+WHvI#@xs+DgDG#y^cM86HpM6cdaST2=* zF9U#w;5xn;K4dBp@K>)-CDp7KP^;dhr&hbwSgl5=IjeS)y!&2uI-$--n7k!^pDpih zr=)8_(a0#ddN|O%+PzH23enS z+?$JByQ?GTe&06X+JnmpLn4lrgS$*BXowJh{7+$-j}`NeRh-!7eXK^_zN<=vb<_RM zCcdodonh|x_8PiB^h|ZXt8ckU!8gS6=GVA^uab-VhOmG6W^!O$kzV!9Zt?H8B`71Q^J?Y1rh{ihhNa}@l)`4Wh0Pr?oZWBiE1K-P5$3y_;>+uZ3+2TH=;MNA zaf0k{LLK@qmH>Za%ADNNoQSz5dL!=6ChO`0;4e1{BU>^C_hk%!mtpgu(>+Ml?V+lB zSV3lOZ(+GcVRcDiC89zc5yD>n?`#16J0rHcHq_MwkT;7}ZsE7xjlLG**j1SnGpGnA zC*S5`!-KXBlF1D2jTz!wauf8_3`S}O3J^!uDO|fN=>8}=v${d8QdX@tMXkcobjT}V zct^qza3NvjXzJVv`B^^sIr;Qi>sc8w35fbxm%#%ev&T-%ZK*AMcvLfJs~DIiK50fd`Bm{g><{cZ#BzcAu2Ho(M?((G^Q2=M$t zAFG!mQJb*DPvTYt1kx7OnbG}K3|$_8z(e&?%qR^UXV6`b;8)8{IJAvviu@Qdx1awb za69t}6#qJ9v7QALM@0%#fiWzyXSp3xI*q@L^ONXn(dv&=Ev=3rsiGfNi5GD(;&C43 ztHBRt7VdUjnC` zyQ&Gg|6|7JYgE7LVosJr-oklRqC@Gs(G{y#<|{(ons4&bUtvv1$yg1D5yU7yy`L{H z>&oIuRpWQUo|NNt?)!Q*U+9`&xOKEpu@hd5vVEt*n+HFe=G9m9;T>>lXw=qpE~wjwP%1xmJdGecCP@>)yrSsQ8p1;T-dHi{YwR$8 z&;C9*r}0W!w?4(G+FWAgyMCrFtH1l1@muHV`OeWE7r8c+J~XY?+@&m2m&Jy=BrY*k zT&A9*08w4m`(p&GU6o}gMZZ!TmD-wRs?X?a;B22C!>M|6;~YgvvJGO2lqtIwb-VH2 zM>@UW8SovtKw9o`7BSW_y2qP#fi$lxQaginjFGkJqg}iOZPH9`covrY?xv8lV?Rw+ zrx)fE7DXa0b~fhmrz!R*@OLa1J+n`opG7cMy-X<#xx6&m(1p&V5tKrK@$J6E=`n|1 z+SLb(oSxfhc$bEl=K0m)G56^bpg-LiW$SV#-76FbV<~%u;dS9Ro!=tU@vn(R(Tw!c z?Y1)pTrZCf^K_C`k~JDHF#kdOB!QOX$=)y8`zCj3tYpqWw&Q%>>0l(Ap{_~{HG7YQ z3OSChDBn0*$jAYacw!%;rzy$Y!u-W6plAfBwZ4*Z>#8~a_}Jr(=0NJShCMeA;8~&p zF%mV=340=3fYk2ja*(+?K0nW>$W?sJx*RY`|IPR`r5scQ9Yj@ zC-;3$75IBfb?BGJ$|Kv?o&A(p-6$l%2U$KOUU6FD#@ov_z%#Ao*>~CF_biY994%jS z94e!4TD~>1`kcVAer?@Gg==*iHg7(bc|{v{71Zr*F!-W;_6+uosvy`S0Zp_m4yP;mH)Ecgu zZ1{4acp-=h%y$B^ZOFt26?zzT&&h>kEJVe3X6kJYQHwkEmVy;Z+^-!!=IGsuWRwDB zGst-+s|`7Sl;f$*m}K_(^Yia<;1qK!&bo5E{k&c-!0>&ps-?FU8pn$S`84T`hp2do zc$x;nfz&-L1NB|?Z`W~vp3hjO*$1fNrfI<3WC0gwsqYkD%>bAc8zEdKsq8oeN`J^~ zPVytM_syHIow}M|ve2dMoLhOfP{wHj+fTfloOm~#%)43m(&Cl&rOTTFcD(h=zQwA) zSMl&l;+r1ri^sa2ypwsCk3F={>1_MR)n2sVTBEFY(}ZncqxOuRnO_S^&-BvT(UXAQ zqQuHhq@{Q#tp)t+0RLKPt+IY+@R#wIA*tdWv=6io4Sr^jm*TDblRS%xNP|GW)pgv5 zu9S;qp+HlC$77(TU{(QsAE;2Bzc4iys@cfgyV{y!PNw=k0^W!46qRqB%C3r9ASx^S z{uszd4Vd>_~^m#DI_HUu5d_P?6?JyaYoag zX&c2tZ6&GB6^^1UIKD0HAH*`uu{Y1oogTk;mHPPM9+^{uspeRxvvW7r3NG(BjM-+D zc?(&5pr-9PuW?$+j>E<}AOgw(-m})AB+`@N)wLRNkmT-%O(`9bI}RH@lsC;oWge*E z0kMENJ6PBqtB8+Yy6M=E-7%w;fGdFH@vWXz4Zc}sEvDqB|;mI)XZ$<^msoB?W zl{GZ;>{zLJxCc5l8KSkB)u?`>;-LFp3l^IM6y?hAHVqEDB_tYrK$!DNz1ypzjyBF z8wx2&1FzAZ%lk_MkLr8Bq5lkaJv+DftzZ&3hC;sr2EIy75x$f_8 zTfwIQogiM({?QG}^4SEb%_d!xBc6O}(;AGuYOarF%JQ5&(Ep<7e=g)gz)urqFu63y~WVmE4aEXg)YzW4Pt-w!I8_$DARgGY>% zC=PtS4|Oo3k0_?Inw`FPZLP^C6|%^7F09xkf&PSSvALa09>6$N_o!F@$ENl$f1ctgL3UwvpR2nb`T`JepMph#u9R za=sWxT)CoxM`E-oT}jpV!EWnO>5QylFPFK^$+&vwf$L4ZeM6$nzR@MP&XtjedmsbJ z8hu20ez&_kv2))G!eg|=hIXNq3LE!|!LTxg?;{)GaT_s1Phjf6u)2UIQN?;NMzE+^ zUk)BCjH}$5;St$sI(M?bH{kLB`GjlMnDfjm9}L%EHQ?wBF%Al5-40}RkFJ-W{Xto5 z_#l4{LBewQ;^ye0%8{x0?@Ztk>PDXB$|7_*Jx#(rN>MGZ$o#=h_+u#r&j1s(p{p+R z{j$~+0av&8@qOS`$Q`&Q(Se~5pP~jt8U$R^B9X;at5fuKg1%3L_}#+;yGM4)&m9VA zupDwGA?_a|8ccoDsO(zq_@5t49 zWh>6EhG;TIp}4FS8;utVtkx6wrJ$!AwbFN5%d%XCGWY!vM(M(RV#WfkeQIM(2ELy( z1%cEzx@Mz`S?$tfF}~OkX0Qnn9-!>CHN2$w9EF_hY*#u zhma)Q-yTAgboYFI2>JBvaq_lmt=Hg0gTWwXP%e4OAhwC~aSGkeO_`Rl7gwKe z93`U0o*CiU4bbHUL2b{`HWrrUnStW)V&mJbVD{q7I)#tm4F@CK8%yEEEbhA`?7Jkt zMI$0?F~P)IHix^?X%D$d1(xPwEpo6pdaNv#OV5EYVr6?vqVWrpK(sdFJw=-}nc+VX z3>^SpXD)!u*GvaP=3`Crff;=T?xZX>C0bj9HSV-T;NXYuK;|jjPVQbZ0l_1>E%QT=n(MRg1$=LJS z@oa?%O2i_tJJ(n{oShM&QO}iTlBBsMWSK}Vk`A2Zbd#B6ZVcPA9)k6kX9`AeFVmAF zUs3$`J>`vs*0Gt5SRxyy#EoqPzdUFJPRwJQ*b4R>L1nIfEcaETf;~!c9-qL3HnTHs za7>iADY4x4Mrb3urV)^z$2PDt>^PlD0GAreU2ODGCLOK%Wol`~BY_)wz<$*AX(Oe6 zGzRc|WX6n_numL+kCFCYH|7}E`(rG_m~TPI<==|Mz+&%D#q&Ci?}^c$TEf7V8lNDq zK=h?g2%o^1XLt)GtW2~mr}Fz8Ixp}Wi!jJy{Rz_wmj4D11_>3SJ`n;SA?p)58Duf~ zBnJT^2E50lilP%_1nccQRK{QrW1bP6VAc_cdbmfprL>7HCjeAH{7*$FZ;)*YYzKU4 z*Z@*B^u|V$tvxW7lF{|;F<4M5?Se%3xfv-+{TYu~%TT8NnnuolVy{|bcll$HHRuz0 z*FTn^P@p{apY(*R`LhN1bJ?0R=l)bA3ksC|lUC4u*Nw|E|D;t7s6z0cK_Gis?jJ!# zkm}SaSG%&rzH?Dz7Y_w>Ytto4EFdl^SYJg}fv@8J5sOyD&4nHfnQM; zI`H0KqbO3Yz8`cZMBPa2k3#&t9+|JhS`#UPb8v#m8=PWVkyZV*+9PN@k~=} z-URGmX#YQOuw_8EK)U}4k-UcZCk~uab*d%sj~scRJ390K$sI`09gF|u4&X#}Dm&+I z5di41jP0Pu{!tIgnk}S%vQ`j8;Jf|_u{Nz$|6&X9hrV5t!ZsMQsLugIR1w*b?w>8G zAng+w4Nj#7u#=X>HSM&C>|697;4(#L2QG+7)1;#7S@lWe0P+#$F?fRi@iDvzID$uG z8w(;}k-hbv^@(KWjdRupGtvrDjELw+R=sRJoc;#};I9;Gou7dL!zKJgQKDva-#Ls? z6uE}%Lcipp09P-<;vy1cGNkzj$w&A^2G%3$ z?dT}_A?6Q7=d}&QWW+<6@t`wZ|J@4UAIzYxnSuQ#Grn#GrvnV77BD5!dCUbD8KRU= z1SL`mu2>Y0d)lXOZ8#&7Aqi0GQ|bfAiR6QDRd@_8+ESV(gO1>jNFi5|-RUhcBfZV< z+m&NorHIl6krZ&1ny-(*#q?dUK0hO+Aj60>iI^w1lYgQcdW7TRH4O&z`wMnnU7m3)!@lgBgv z7)?X%{qsKHnm|&IWE#_*JT&0)MUk3Vx%yx*I=uqO)^raK2wY0t$ohhqBn=EyC15-( z1tTH^{?z}8rIffdIuc#W?g3qy_qS$zgB5@V=!o9`WB~pfUy?*YM=<{1ID)a}2#r5D z0{HBSZ*+tR$;FsYJB}GkCPY}&!@y}SZsa0^y@1h29W07u-=O=`i*B4NdxDGc2L~Ga z3jGrO6-Ye_&KlXZ81hSrh-JOM|Lj%1u~>W*4v1r$gYiTeF2h_TA7qAt16dWEPn}>V zlFrLVk_-ooP%>agNHBk3_JdKT6dacfaF(k^q9Y*t=D}X^m`;kto&)a{d*&| z=W90@y=1_#Y9vjR!RkkmdBMJ3o4iI+3Q|yT;6e?p4a*|>jLPD0Km;3{%Kk^;D$G1^ z7~9hg=~QsN69z|tD>#%gWN1?OXO`0VL>!iF2u^Ta`cL!{aBw5)1M9(=66q=}E(IJL zTLh=-ik>ngl5OhoWt*1+20$Z8p9ri0#z;F_u3iufA!`8@d*1qd88`*Y5^z9*zf=*{ zUj;731V=H`9E^>Q;CyTXXJlt&Fj*ChE+hjnX{gbFK1#O80HpzkFcZPC9SX)=pU4z4 z1B`hjBQY70f%bXMwMJnu>V%^0QPRvTvN1gtj9vsV48y>gi#1nvGB2)24xsr zG~3uCmhBCOI}I@M3xiXgCT&tr1Lp}It7%vk>;IHp5i^2TkyV9!!zcm1K1@=;bs|HO zQr{V25((88lXR7)N#em>86J!>Ym&RRz!jO- zJye-*$*;(3A-(}z@Ju3D^(J6|gPv=S%#g~E#z%qi-eBMyN~`EBN&>FRYyuabMKDwp zfbpgP411(=Vp62D+GkO!Mdwip%wx<|FoZUdlgRwFIIZf`KF-ZCScJH~ixl=8<^oEy zDAE4}9FS)|23OihFs@P}q?o7Z*Xe6Z-DPm0SzC6aBcmfTBpHzz(ixI?aNUFITVFsO z1w&mdE|Tr%5zf}7yU^pofJFtDAXjiTc9j8-$VFn06(*8OF;;p zKjZ0_o%b4k>Q7tKg-}*Yh3br6AhiE)H>XIDc^1SCb^h)4^os_ef4~3q)V}Z9$Esaj zX3e&z-N2+Gy)@=E&#@*A$KW1I?GbRyQ>2&byrvLq(s~TOYpH#;ac!*r<2t%#&~okS z_-y>2w^zU)_E-P5jJ1L0^Q?I=-R1wf9DgxC@zd4@_`mFJ@(%cq45-c!NP(pOzu#JX zlScrg2p!>jjKgEAUPl|LXiB9p=!4W)g$UBwF~-7Rd@O~rIJnq2k3h_(HLeZsd4&IL zV&go^e^z&lS*pG4GPV{3nOcx#)EE;9@l~E@4~Vm`C9rCdBG&q29B9KTK8gh#WpK@B zxOshC$6(9oKYRroGhon96%8Lfxf!FsH<%8c`qa|-nct`SB5tP#H={Hb`Rj+Zu~vj( z0a^?$SijiErK;vAeENK55=4Mp6b_WQivNPKOaIeX)oc(CtTn#+rv@DRB~T0EDgzwJ zqq;NP&_1qk5m(iN>)O{?_UW_0TMCC%w~7yE0TK*uEwvjoY3+j&sK;+u@*e?5I{$=^ z{|!I(^AZrsiU-L(xvpazQsXLK{nWGHzRT-&{;7uP2dcFODKY?Uwx8iP^>Nn#q&iTk zwGSq1N`dvUEI^sT9s5;?GJ^yT+GvX+ZULx2*#7-0{uv99WpIsWxM^q7iNNpQJ8U{Y zB|ahY8bPn5^>Nplg=K>d{0)Eg3&bk{H1!iL*b@syi7Y^a!S$ZuP6wodYBaCn!4gC` z228&VP&e-SR-wa_n>dxu*G+ zt>6Ff>Gqxd{6n#(*lGH9*kI16E?b)0W(@%Ay?& zw1yPGro6=iVPAQmApi$_L7Mpo2_7?PY9>jO47I z*)`t|YoMIBcf?42wHfjDmA30hhk{f4Ky8B}^=FCy@BwGbmR#C!UPm@WVc#~m1F4DX zY??98=^M;-%4_l~DeFvjY;*5zGbb@}=Q7=GT~nSdDLJgN&rRr^n1V(7T^DCe0j{l- z{`~)ky)Tbz^2+|!ZcfLA&e)2GklK!=E{H$@*^;)lbwQzOixQSd5fDO%7}kX3spAOK zx?n{_3?#JzDME+}Ng!mgr4p4TN+6L05;aN;A;g%CBqVts>@rTbnP1;d`6u%E#GB{2 z_ndRjJ?DGRIZu)+4r$S-IW!{@XTo;-Xlf=@ivBr4A%Zca&^kI~f5fGv)0o3e#v%ci z*-N3T+O(E~R}1vq7^$t5USP#UsE+sy$|r`E2z-Z^==m24dCyA7auxZGs*P7*Gk<*p zdDd=!!#%%CIpJ=~WE5#oiQmly_+dez#ZPJCE*eMQx1@HpT$~TkG;9%^R(Dohxlj*BQ(@(&(;D5<1=782f4;L+T0p$|JGK|DRgh3ApdLMv_>~NqG*_EO1xjMIiW6JyM@V=)i+PlyG;<Ss=`77AqmQO)LaR^$Kmkj7 zde#Bh#sd!J1ztLlDRb(zt;X#kZq8`x!8;aQ4dPZ!FUh$}pd8v~$zi%HM-@U0K$CHq4myI`w!r6NY;a6q(noT@jrm{Yy{UIRY` zhNaHOscT^Xd2eV!NP{s_sF$|U89*dSTtubEW@>FA%1&Hsq@FLX9E>+J)o`^2wZDZN-@Sg7G4FwoO^^-l$ux>e1VIpSiFs9#;0$NJF>Hm33Oxc&9JDXMN5%wy z_Y-f0gK9`uf&SV!UpZ)$NiKx81~(0^#wX0-#72Qu_@%K|Bx`g8CJ5z?nhXVK-1vy< zjxP^Mg3Z}|QKr@`>VQm;p%<0tGfxFKpja|7oKwrpX^auWsr2nQ9#`2K>_yIhk2aVR zT`g}WGEQvj7TNLuq9PcLvd3Lto9Jxv5sm$=TT#zuASp&i5~{t-MpALN``~3QTJoTX zPodI5!9r15y}1k`qEyY9ZVRSWHPbbCgeRKe&~FhG_B(okNL14P+lF*BUFCt7AtN!W z7pTD+JXLIEr>hR0v9n3|3|4wrwv7}_Ztl%gD@`B_S`EV>1fs#8pdZAl=_HPA^EAO|-%KQmk5U-5xI&UowiWKMd=$VH;5sDm^23YFvNju+Dlm z7Ez*($H(IE8KDD`&lyRpz~xqUTF)O-rl9Ol6n81oM~3$Il9f?9~R#smL@JZf2h?Bj7OC@OaA(hQMKTm(9_XK}f-{m3B~U>z9Em)9 zjTB6}KNU7X9eB&uKBqLe`OqC!FsV#$@_?_RGkH(fYE)$8RS>?~f5QecctN*< zd@QV5QlZ#>oDixMaF4lnsyvXZX zNFTzfM$>kwRnN?+np&+t63;OiZG$;TJ1Y+lO+rZEkJqn(12pFoh)huz)rcvf2Z)gK z$Q@mZEX9X?EAtYRYH~|&r9#F4(kF4^QBRwibjO_f8QvF3b?7IRNrSowo1|?|5|2l? z^OnYZA`i7#jFrkwbio&Y`B6v&NjhMXYf97Sq)usVb{~}>wj@1=zN?b2^ldzXOfD?B zP|OaFXgQq@^~8MXJBG_j1-#tEgT`d)fF%MHaz6b-Q>(Sflsblrpy5Bm5-UOLgSAl2 z<^-_>OJ!Ovh(^1?OAYu$V*2o>bQE`|lsQy_>@JLsN9r?ZQHszY+$xXOrBFo#E;AXc z*_UrJ7~xi6hJl=hd2nOfAH-c_2OxR1$z}P(_(YTUZiL zTpSRMkB#?gHa7{*Um=XJf+1!S17I<|LkRV(i(+XIm05(e_mJvDa5BS$G1xiK8ncmP zZ{nt(RvrnSP-~jFl*D+a2lnV$)Pye`E1|0cyShaLF&)7u+QjRhZnKTRssvm8_wqS~58QN#h!sJ%(mHbB2q{ci95Hh=>K z)S)PJJbKzsLV<|px{I-yR8ulXBzg@%CE#G^7L>-0sc%T5P@Q?Hi=oh0jj@SxW^lAt z8+7lk&emFlK;mqLSK)iJt!RHEcc2zqKEeq^6tIrDpiC z!=1K@YuFKSCY5g2$iqRR5xB{bMr0n#(UiBY$7WgI7oV49XR9I~064L-0^9ZIUVEqH z3(=^>jOa~{Xly@^w@jv=uQT$>CA)qc^+KnfvU{ut>TeLfFjb!g&DCPszm!H6FpaXE zd7ue}iX=sy++f5Jy0PG?or>Z%#)M~c1Go`)9nQf|Zb7k|@JY7SoL==FYmyoeAf~ND z%DwWQ0DDx|Q`8G>KIn)mh0_H5NHs>vg?q}*O;n}TEYSC6kqd5xz}kVyP|2u7f-|?k zIrIQFv@aNi1LIKelqc2+HI88n%cg4OJq%Ib0}v17LXb@V4GC6W-oI8$S79N{r4z~5 z(wp2Dh=OdSFd%^}Mf&1EcN}=z)*fs&a5yp=GLA{!yQ31C?YUV!9SbFSr1=Q;(nV4d z!OdE1br91BqDn--sbG)3*Vh->NouS}%5JS}^{EL@L<6uZ`|^EFcJSKw0tv!iUC1_%S_FfORu<-S6n5EPX$=Ou2p4bBmLr|HradAQJ86qbd(x5-#cs`$|jYbeMOPonyK zq4jHMR<1AzhU)FrB+ZE=Fb@3Gld6UJ;;0-@f@)HVQ70Hu#$0zOX+Waf5m?7`Kv79> zv>&~~z?HQOmIj_c4dZ-kCL`50P{-SGjr3SJLIkBvZy#!{FhOr$WTJ44ubvRHP>xZSotfJSFdX^m1afU~p}OgaG}y-#eD zNSaL6fbn=ywV1n^VR;1~mQ61j^Nk`=TXpA6Lwl%4;}L^ULE9pc;C(o?Hy*Lvz2$6$ zf0tTWMi$S*xr0Dj*9tZ|CCyPbL`Nn!_F_Tj5BQ3|G|y z2HK`jt931!E-3{t!CmXAYof&xS^j(IPRW$6%Exr-qRhm=qU#palh0AN;^MVR1J;)s z-$)PcHib}SVd86t_n3SHBA zy-ietmvy0H(8~{IP%E&J-D;$S3+4?-yB*6B@CPY86HIKc-abcTm02e@rJu?wp1yCU zYlIvjHeRjSq!o*7Mfez%dnz@Cq7`P=nFw12u|x);w^hVPp~eQs>Nr5e*^2%9liRqb ztT=O#bP#F(G*}DzjhZ8BIVA!!O={&)IzyI8byK4ro(#s9QLPI_ z-jrY_=1TL}=kcMYv%%eLk>AO%Z2UG`agT{@|Jrn|C?3*0(qN49VkQY7&55Ec5C8!I zeHt`4i=;L;Te_kU4uPgqX#)7YGiN$6&eR$K5^WsX!){W1IGT4BMuC7p0-{UcNy}+_ z(RFJzi;@&f;`GSE&{S~!OUyOmggvq`52jv}F0$q(jIoU(k+)uVgh8XLjGgq9BD)L^ z=Gj@~MtX8m$(@G*z=*tyN`*O#ry@|?qP`0>PIdogDqSX+P{5bqNtc4hGeEDnlgCc8 z4`rgPaaP*8@JlJ?sw+0WP-g)Qx5or8XUu# zJ3LA>^IGrL8tu#JQ1lQVrP`$E1zWZ#;?y#_N{ND;y@$yX?O60}9svByjSm$3?ftQ4 zlb8NZmGwLnb6U*ZNTt%biMDL2pKxbTJh@D;s{~8*yOh*LzcY+Ay-&lHwxlbnG}b#s z-2vhO%LTOm=!IYbTq^9UGkvHzoWtgFdzExQB>8A))8MszTd8zWv)X91(1XXT#MP+@ zb5Ie$c-+8SsOf+p9UF~6D-D>^rn&StiWy53a3XUP3WUr$6W94ppZaYS9?`u}T~0UR zD&b8i>{gGJDO9q5^$vF{mr)m8YWW22%fPBR^Tlb~!4e0}DDVdZSkQ^BGA@O>m5-9e z^B6Sd>b#5T5OM$e$hd$B9@!2^VzpGUgng8PVlm>-`t3Hu8PMp>j5w{{)Lu^=*c7i; zqo_xt_P5B)CM+10)921fF&T66t?F_UyWCoCYAra^OwR#P@ut}@%+6*Nutb70NzC>F z7I^Rpf?0(}z<7d~@Wws5R*q0jIIS~8Nj$8Dz4da+<&Mv%$s(~W`Fy!EGaJChfj&X5Cm{!3U7^TwTH1oJIAWmzulAvfD zPL0HKt5BRRpHehvAU~c6DxZu#R@z%`$IH_=0t&cMRyW&U=f{LQGmt{T!&*GmQ46}i zRyo-!cvxz$A{q2t1X*nlGjD?SZy@!E@G(ZIl<^-607M+|3RH;LBiJZzyEZkBpB1Y|+#~-`g_6 z1#MZ(h93cYaoaPJmQ$wURv1R5*xqHuCIL;s*#bie{S0-!Se&3;l{Y*}XNpK1H(Vw| zEwV`^#lt(h*L#Y_Y8`>5qTXw4DibWF6hJ44qLM33X5Aa5>g}%wN!bYUBbG=U&&bb` z$a3!MkTy2Qi1Df88cwxXhwNuan!gL1(MA<1Se}LFD0A&KB5M%dnZ_{2s*U}BrW-A} z5!Cs_;3Qc#2j%A}W)m~Qoi%L!D7Rq$R_9Wp*ksKplC%@)P;HSUlt?eI4deA#3|QZO z5g@EPV2VK7r*NO;bZ^Ivc9P<1m`TXa;wmE?N!1|8L4r1sjUK6H=&HvvjNI5tZ}JXF z*05BBLu!Tb5K|zWGgxmcg|DhdHPatufQ8&}_pI7AfWu$LK#w>{`1H%B3ytl1p zo2>U)Q~7P!i@?KI-Cs9;<0!@#IzZoE#!yPvbDCqw_l@ZXQ5-rqxQ1pPFrJ7ED#_^< z!g=-gGw}K|D#vzria2Wmr7yTdkmPZK@x0ho_&cae2y?KsTx_gP0^lf?qw@%G zx`iT+=EHiFMImBGGFusLFOIQg;i<~-NFnsG!l0+0(iB-97Vvu@Fk*AvozT3a%cN7^ z$Y0$tSL2ba%`37;8k2{UGLh-b$RN^WH4B7!Gd&9xNTDZp?ujACv>;$qqb`?f_-H?i zaq*2U-79Qxji$Lf6+I+w#!yu*1BT_RKQnlnX2>I6JvNLQl+1c6>(};he4f-Wn?bcuN6{MD7 ze&x-N%m1)}XNwyg!GYu?;d!qYV45uEX$GC&Lg^@xvMiMPa%|j6i zw-iS{*`^UW*Fsy&l`rdOyZaQZd4Eh~YGOvFqp3&9rg0|VMz~d7Nzsre!ckL6&3Hd? zwMmu0R5IJBq@#*AVq+6q#+QSSnB4yi z%bYE^2n>AD_bL;7N`-r#`SFd}Sx>x{Jq=7cht57ddlvZbWvBSPjr(q2KJfIM1xwfc zK@H%KWcD+>fIo1qKf`_w@W-k8=h!a*{;-w)S@uhTKg!U4p8Y!D53=)LV80LegZ=Ht zasYp-pDAfd!Ojfv)=VPiw+|HvDpZ|7#|bU+~$ZtN!e&KfCJBGq(x3@~=NK+xjUlSN`S7zh-g^ zcI98L{A(sX&{cn)*#yY-{Cy_T*Y*7UKgB;c7I+<>{&Au|S)DAe1JO4=p8fQ5^A@k& zeff840KXTZ-$)1eo#ycy*?$cD&ieen$^rbo%lUt0|1|KsTGRiT{d2(YY0Uq3_Va+> z(U*P$`^CWT=gPl@{aWC6Lz3UbezyyMW)=Wk_%pKr;KHBZh8w@vC>Q>?@Mk8sU|0Mz zvjK=J{+ZbX$d!N1Yy#xM9~b`2WCY-<|IBOw##R5B$>?vMtN!zQC33%!jthTW_%o9c zfUExV8y)v|dT!*Z|IB3c_wj63{n=H2{+(R;Hvx&O{^P3u%%lgp@-J8ZHIp9biho@3 z&rEuttNuKb+2>-{=YM80_ym{U_592A{OdO*F256OxITaQKLUWs1<$-8dkQsc*1S(< zJu_?8)~p==HOptMpEY~d(|gBe&3bD6Gaqd9fA5uw#;2bLP#M{X+zeDIVsAz+BKae9 zekvk&@BUQG-dXT1e~O$pD{Jel!r2<>TSpQK@RxP4uiklePs5JE(#Xk&?@%+}T6AVR zGx5_5LjI|>A3tCI&8FwpPI@d|-1(ZvU!R`4xbWix&(52-d-vJUi07jcKMd_zRvP(^ zW{2m8xQEFLPO(at%9fP^)RUb{6EfUl2X#2|i=Q69PS53I9c(QZuP0jsHd$x(-u5dsX7()Uc_3u#nA+V1=(VvT|6d)#V3CXy- zQ}=HM#zcf~K8y)dk#Nw~b!yTT2S-J^((dHm!YMvN>k`Z_0U5eBb8aouzLMj=J7 z3rjU$?Jn|*w22B53)3|H3k6Ai6URP_w13hBI1kaY{9{E&D(ESZoP7Uy!q`xVAL-t% zu#^32M@!LpCR?%7Y3eF)+-wgaPn7|VJ9ysY6+i8S-!XQof7S<(gd^O-Zv=czG|N1I zL^PIss0ZkoyVl-1exBdRfcP!W+BlfyJmo&i}oJ?QgH-22lP++IWhZ^FKW3~0q#ak|074h8>`z&~%h z_lOv8&j$ZKCcMdu;ziNMKE(652!Jf27+2somoC6VoTs$+HgOLEolMLjpqFG1$Od{3OySS{#G`EgCmU|1mins5qxt*D3%t0nY6!_M0$A*K$@Gth z*ss-dX(4RKL&Dd#x!MqHUkD_b@OAMa%Ur$3Xh=`NY3IYDe+YbvlkVu}0_60`;!dSk za^kO$~lA^t?E|ElDw(57{?t^lCOg2+xlEhw(3>s9mt+ z$V0}LMDf)*4i5nuUt(P17UuX|Au8CV_1{4Uryix*Qfr^gby?Eo@4UxnLLj#`T{*CQE2tc4fnQ zu!|t1b{zyHaweqqYM@t7+=V??SjM;4e>%5n!RYE;mp&Q+tQSjOgmmYwP5)%U90aY?R=~+l@n2*3$8t*3x|H4`b^4O+ z#r2JWro~IwDo;P_vpO{OiU+bUo}95!w`FJgxc|D{eg1Q!ckRFaX`rYYU_zzG?+$%O zC}mOgg?lGoN^c59b3oe{iF4t`sL?!c^`aw zbZN`&A7)w!&a~mDGo`&z+t&Y6SrFM9b@zWv90*0*H?RMcmitrcJ3Y4-(|=0+aLJ4B zZYXH~=1BK=&Y`cMbCw1u|Cz#o6@Kx$;W?k-J=c7r+j~C^ug<9qGOtq-)M8LZ>bZ`D zkGfJ#ZC~#uKfRy|^NqhaZr{O$*_ZAu0w}|2SG@Y#y3gRMF+8Js{tB+_X5t!uMF1`# z`GR0}X;0|g)9Tf2Up*fZxBu{t?3TL=(uY%fBm3Ir)}tja${##fQ+Yb4DzbU)E#=4S zN0;XG+#;XcpP(i z8Rpo!(XhGM`@Y_KYWVI+X;WLLM?oB>3^Tzb(3V{>hq1bsrzND7t(s>Fy?s1%!%|Gm zvmxv5ycU(6a~%~seCJ3>sGTTdl7vPdn z6}RyJEHm&}Xz88pTNbDmxV3b@ns9epT0~c>cY2vm+t=munlA|gmp)uw8o{r2552pD zp9S3XD$g5n++FqBA@240Ns51n+pj5iJ$jBg89^yNAT9pvCB)qY=>1*s!}q(JEPpmn zu2iyn@v;p2Hc)!6elPE|$_;Jboa-q((jC#~9Rut;Mpq3h8msle<|2yGXZ{Mp{*48N zrxU&J{Ix7V;lD<|4j1v&OQb#fD)6K`AE$@j3ms)&{fl_rXlk?m&vTRRKS#^?T0MLZ zv%2VDd@*SU_cDrm^;5r`(vVPv@5G~2QSl*MaRo*Oj6$`o4D_li#@`_Pe(k5s&%#D5j|_l_IbqE4*S{j_GdmY5AjpcxP_0QWsWZ74tkNIQC+ubzAs3T9LWh zsr%!>c1z>oJf37lzn!^A>bIQ* z=pY6yuOO%I=oQAUP73a@(ideqm(AzcmP};NDLd$~?(~6Qd6`^KJTO>(1tN(LD}>Dn z+_(1W?_M4{^Ph9f^{;rLY}Tyni^1dsD1YFgvA^Idil@ZR#hDal!gJvk`E zFJ>rV`%!9eT68aQ65}%#p;QWVyw?9rZ%V+8qaP{{3)L#50kzQ{Jfll=`xd$HmmdzWj#sQQ`>nD2(8atK;+1pK2ZKTps zM1wMKousMh*DD^Cw)k8h7d!Tt>_+v5G@t8PrgJU4SSMwTJOn5B#5plV!{4iO19+41 z5a&Za%=C#HZ|Y(hVCYoBOpi)oj~dBSHD!d!`+BnV0Y%_E$SLa^%kW9l771tr3*|eQ zz-|)>Yju9eBwWZI?8fi*C-#!8WYUTjo>AHYY0@M8E(O^fb0O^yFUAN8`hZ9GV+e-2 zGKZv_Y`y0Ljdb4f8HHGYZ>Gk}KtU{m;zw8H1l2iXD_@Y?48ajVCpu^ zN<&N%1yeBReF5wt*&#$QG%RIlT8q{R$G7LK04`QiwN6-zzwPoiQ|cGhR|{9+5!e8H zKn(?m#ILk_sv26k2N@?RLP#`I$g6Q|w4PJhguHSGFk;ZwQG`6QXgvKncD^FnLOy>+|mUr*TH%x$!Sw99?q<;a1ZUtoO9y_OY#!u@aZ^9`w87E zfLFa^3T#`zHrV_cY#w^tgu>EdNq!!F{mEl~$Eqq2tG{g?1)D1$H%q&Eu9t4^I-GkN zo88k?z3SWhW#IiakDIh3U~|ReCd@N%m9uFNdt+&XA9&UM@hGc+-*X)Xe9MBj80_)I z;~o(2z*UfMNlcuM8>&f9=pV`bY>jYP;#T`rP`s-ViW3v{hjXhIs4~ZB)1v)b7rKAT zBc%RF6pOf~KQ*kjv0++zccn*VZb)KnckafWJ78gHvCuF>rKf4C>q$-)|Cap(QqHCV;k&FYrMW@I6mU$+lZ>4E!7<%MUCT$dx~l@b`UeN( zO9NN&Lcinmm{I@fxT1_FsQ?O)jN(Z$WKb34(@)O&9ysfJPs$<#^&-7qNXn)x9{~kY zeRGLED+;G5G z70n_})E&-!ay$iG8VWOjM3H7}Dgf2*mso341w?KvHLOjn+pq%xE|DKPH6n&7JTU>P zF^RR&EKJ27U!Y26Z7!>Km_YIx>Jgku z7cmkY1+dB|>T#-9Mq(;eZ-v#Cs#Zpxv37tuDfngf(>63W-a{bNwAO~JvRRdD`t7+@ z-nHwor*rBS>!dsgSi{sgdbwxFq*;1X}^~q_!;pV zK@*}eesT7&K+t}^6aVL=r-Af&vR_vIL6H2M@5KjxD!(%gv?Jm#tMAI`xVUMAiLB}q z?oj1p!+cdkxjvDV6ZJ|VC)YYBCT?{A_w)oMq(2oK7`YK$w;mfFxkX#sXvoH%lo73^ zpmyD2_OL5RTa+rGAvZj-=9D3eRZfa35b9M)*ky^e?n1laJ=PX9Xi?PMjc7`#swTHW zwzaGux5KFc7nkW1Aln>MuQz2*HGyrd;#X26m(-p6}mP;aSW(ome#wJ01xT-xjB$7N)=idJ=)_)`h zUE6I)!ycDyE;Zz1Ps=v#RE-#3=Y$wrK+#)%D{m(VQ&SxaJYybutJy86Lf@;_k786q^ zRjFEQ(}gvL1QwALWA2};dWG{VO7{UJkBR+2(I&;0l1{%Bedt-ZI z-rr9f_*G+rfvyZK_^mpJfRY32KGVfw!F`z0uQBAp`&(4e*fk?t1r(g>Q0`|*TL81r zQx(7g(SzB)j8o%XU(o*{HY9ShcB{P%TrwExw@%ywx{3Zr#`ZI|2K>CSsqUwxIzKrQ zQ>)#|>^Fl33!1F;1MEtC*hsXTOo}FNin1nPgYCOnlqxAK^1&LL zdjQG1xWfK!7kR5+JvquOY*ZaJ=v4vsx3PitkFduHD>xN|P_KSkEx;7g>PuCtR5b>q zYNZ{E4Y9w6J;^;Ii{gbE!QHAIG#sCPbA7zZ)?cnFS4H4gMpi&;vMJh_7>b~FIetwf zk+61T6FEju=LcfxVU@*Dm+OZQ*`_X9V9%6^XFzTs_a zRqkhmV9sg6nvob#5pi&BXfIM+cCg2S{d+|8!Vpok9N7Q7NGNEe3!dKgc~fR5qp5xoZVSc;N^)3pdVw z#U@Ac3Z0!W$7eAd!^JX!^*&H!vpXz40Nz?>v*H|joq0+r)LMW?b?!S0t5fAzwHZNby&c@07ybvk}-w(wsYUwqXmmHHt~B($cbAN zQ%h{e5lF}*}vgjc{( z&f^F*ILZNz0X58HACZgw+ZN@o4wM>6E7UHASFD<&h|$%W~`Mhh>3%{3RtS zkn&Z&cS-TQk0x!Q+14E)o{pq0AjBT7GEgwVQ+vB$CmfpGaQhvD%23+BLnYrx-t5GN z#gMm9fKPi$%&A~Zvysx{s63bTH)#E(#mkGgEMH(zzH4b$&H0A^!F7XP*R8YMPhMg> zef{3U&x+vvBf$5m#h^d5{*hXLO(FhQ>cI2w;(tKEK#Qi*eu(??tT8Rn`nxGBg@R7X zsLB8VBjwFqKNE(My%i}dq4fdwh^dL`NcU$#MQrjBpsZo?G$`1^s$U3K2l*eoHV3k! zYUv_ND17*8A-K)zG4!?y9k|izF^sly9k|twDzkIYk7so|Wo3CM1odQy^E127zcwA< z$q+|yOy~a+$cy0Z_=WKDKW+Ed7DIOE{3}$-J26afzleye$fi()CrDch`Z20(EOaEw zulBIvBNkbelG)*`8Y!TnV{iUV+Q<|)cp_r zE3VxU{5KK+FLQn@fnh&rJ1{%s?NpdK*@@9reSF<9cm#tm!N@vr2R&nJbzV8**6&x> zj(sadHxZ9u5m`Dk!y<+qIhJ;)8?^n3E|{t4&(WlAN;|6c=Eg|0C>r*C{X`ebj* z_k^ym)1<82x!*~<=RjPu^G?`+`(yVCmYbcMC!7_j;Fu?FL`~D0zP=1({%>Qx>;GXN zIE@p44fyW;<9SpJI~x_PWeo|vcHS8q5M*{{PB;gjKmXnPywLWff4k#%A5=;s$e^?b zoZJt$#vadPdg$~_XrtfXGCrOONL4aD6EQdw0916hop;Ix_?n&Y2`7EniR`{+{I1pR z6fd|0`{BlV6UgM--kP;Gknp#I8P^@)D6lU`&np%9mI(NkKLV}aA8B@CC!EG%r`lF7 zpZ*WL0gm)*0m*_lfPY;AX@eSp-kbWN6C@2J_FadaL!dQ$N9^1<*pc-3tzXv&@Gh)A zz&1JQU*R-4_#cb`HJw^!SwqkDbI`&|r+X)yX4pV^ivjV4R)N--M|_=X@@h%3#m_m2 z#EyP|PW0fXJNQnskHf|S+6-^ou{_0YdsJ1ggE(Z4@pIt$=w!`5%?2iBlml3JPB|p0 zr?2=ygIlo!m^>Imwv5C$1Ux%$(0O~OGdw_ajJb*VnP7JOpUW@o6+CzB+3UJf^UH7U zTsl{tc))Enw}Yk~e7^jv;Ds+u%KrNLVJ+3H78O)%nK|WDV5Y z1a3)sTXCLzQp-ye9c3L6EM7z($`-t0)qj$MAR^L$k&vXuUOJr+3av+p+ZhH00z+;q($YxSmcZ6_ajKOS(GpfQE&Oo?HZQHEv)0OCbY_L_6(A z1fP}aS+lyA#ZW%&E__#$-=&vq7YFZTN?X(lr6E2qVvBlG`&HtACbdg5 z#oz%0bb3y36S#yige#R=VYW`JyLYXK!V#$`!z#bYL?0| z>R0$Z0b*A5s1;L_KRyXRJnosM2mq4KWmjaZ^AgTcWAZu>jXWiz168Kzf6q+YF_uq; z$(lixYMH+FVFm}f^AfF>S?47_rNh$gxT0Rmko=fhoGG;r_dkb>B5O4rB0j34Oe|H} z62h4RqnbU`j6m9lLvSNTg)N9Yg5Z6Ddg>X_Q0;+g(f3x`)UVga7z0l;Rc5(nlvtZEpO)IH=XFQq5OrM=TAV*2o^{Q7dc16L03FiJ9X_rLk_{sDp*d#v?pwJY_K9)oyE$HUHWtc=k|fBC|$(Ov7g? zL`*Rs&t+v!0n9{Yx-cJCzZMz=saMWTAEmc6HA<3E?56Os{ZrMrIDqM%NA)6aYpU0nSf~|s z&5ccmkEo|~`Xguid|T3-ZGQZLEn+{RKMH}6(xuzSB%_k;T{JTfbbkil3@>0}%FJ|2 zuvlcRqa)B9`y|U&2x7oFE|0ktT>0V3Ud;(FDoUOs?UHOCGg;g5JBesy{N_Y)S%!kq z3bY$7jKr~G#O9G*a`~t&6wmc);Tr5}4BocQwt2yrI1xrcGf&M6E>r7=@YRIjQ6xA6a(Ah_I@+KVS_{eX7A1j#M{cM*!4=uP=3gQS7*Cm6KIpp>o;?zX7`4(x; z5oe#-)Wq>39@EzyQwm%Dp|fB{U{HOto-eq$GY=O`RrAu5DD{?iQ4Q+j^j<%8CF>;X zm|*o-S7FcoGoH*qv6<-&lkepZ=D@OJD*>Y&)!|#$jPE!q?dMZdQNv7WF~VjP3mPa# zq8bol+Rd^m6W1iMWAO;&wa*Ler-PYLM5*EuVGD7umgZ}x<7~s$HUXWHijlt&jz`(N z>45##rQltl-e?8(Tlo?zm)?DZh)0mM3K`UiMe)%jA)iAlILc%JfIUxQvKHDUnsk;1 z3A{J0zeo@sq-l_RBOyU9??Pz+sI6E%S@6wyN0o0LN-$(rOPmC%LZ{{Ae}3rScg7bA zvz{SEA^^d}9{h9rXw8S4>{XYKhGk1NamCUQL0IERvpP0Woe!9xjH9I)@=0JE4CNu@ z@YRos&rU$hy_e8&@n(9RR|vG@OD}SjUuJqo74DF4e<&(Tngv4 z(qXT9@H<=4)kywov4}xC#@EsZL|RTFkl>!j-oY$Yoz~@9O_wH!N;V5$+_Sa@m$pqR z+V5-&)MsQHY6dmQ09BLOo#HKLs62u*+4X9`R@?i&Nc|E}6<& zQYKE40Y^^ zUJ^3iTDW8cVz!*{QY(5fQrzAsSQ?05#qw-a6f7IlQD$=xMtUvK>9>R>BLLV{#^4za zidb9#Wi7;DoTF`Cw?@5#_xbr{eA9J_%hO;7+MMhPI?|w#F&e$ZT_7$LO_73?67C5*CvV-F zIs!^dG4`;5{0bmg%nR?*UF!3lK;V87YJGc~ECP4n_P_MoJPS69k!X-Yu3!6gW(q990W1;9*isSf=FK*>*wQfoVxjA{j_ae+we8- z24{jglu89dS<;=C7#fBFT+FNj)%jG=Y}9r?d-^{6 zEgOy^mPe%H0jaDQLgb^5*+Qur!R~l(gB710c9)K@A)(`^H}t|Xz9~dGhH`2EUEKuvwW@yQCi!Y63+^#TfNZD5V4O`r&czh%_%ZqONc2q27+GVRE)yek!T$%_e1k{W%9_m6tF<)?KxtT>g_jrDv( z{*wBq^wB(ATt|iGgk>aSVsZ#aM1Tof>M)_gfn_9%?cmRZ!|F+Kyy9jrq%CZ=O>cy_z< zEn0j)J3(eOdA4^QY_?%BnxJ3=g)AJk;iVC2m|=km&#~LvWMHTTn#`zXV$>)fZ{v_J znd*ZD2&oZ;VyKPu#M^I)<<-)qK)By9?WPS#Yu0^^@qWXc)@-Q>WAFr*On=8WZ>4LD zI!UtI$Z!M!!zSDv<({ZPajA7Ndy>9S9DYbg6oFdI3-==TDpHP>C5D4|AP0B^GVnemugA)DV2R=fa-p>tmam`6 zA3u1CFm=#GZ|CyNZ(-adJ0%B@-By33kS|7K+``lBlOdR4Ymr8RPbACPvQAlN=ctV? z1I8S^=9@Izmlk7+>}ozx=4Oj4d{sP|e@sP__MxO|g;5=u#U(QdL#AJ;O-f_RX#!Ijp)5iEVKcOHncgy%EqKc)D4_t_#c$?ZR4_H`C2HN7e_wJ zRBAf%r~)w`kY~sne1)dT;o=I-S!idHh<;4kqSD>6&g1rs!FfjncPoW~?YbiDNV8B8 z$YSt(HKFgtOY%^A;f*#+X=AhN93l3{%S3Xxm9^9=`dg^l_lnnlc?Q z(IS0z$WIVP2-#Ze0T4U1(xprbm=ytK8kC-Bvks3I!<0u`5$C)*2sK7c$o`sMeTbmw zmeD(ySLBdJ%8EyV2{(q%B^Br=H+b2i$5+Wm-<4mr5sveTMeQMvmY_$m$Lu1qU_({J zbpRtDo!lnISDTF54s(uGR_ymnT{BsL)Sw9CjLvo*`0Cf{CKOj zwM?3dUGPC>8JT8ozmk<8(P^sQi|<~I9LbI%1GfUp0=$E2%6t9QO1d~Ziuay&wAiEU z4A+n%dGMB0jUn>4>@3t2;U|u^-ut{)d@F*feT*h}gm%=Q2<{%e3P>>FRuLZHnv<2h z3JX&qLGy!T*Ub;3N%694hn+9An-o^Pu8n{I-X*NY6MsB`l$X~!2sSnpNt1U^R^zXl zE*+DyzC_lnYEi{$+eV(tTLFeD1rp4}#XQhlMs<$f^f!$UOQ9iz8y7WjJeQ7US{PZ! zfDq+%iNF0;ui9YA&qjC$Gm9pyI=3*2)|uZ?)Z3fGn*i<9QE(o8KTm$WU1KY1RPqwV zg^^OG0?(BpBNo`?8I%I6wX8GpVdM`Lf*%^}yaPsg284XEQZ;0m?BSr9ef8Ee=)b;`VyNvQ**+Hi%($79QMD$wJ$gc>C!&^ct~1gTIlZ9T=8c&Y+caiP@Ic zY)(6dr>st_EZ2p+gpfx)rID{{aU9`rnEhhbP10w~x=4gZuq!^Q2FwUoDIPeAOK71q zfzgD)g(#(M8tJgS40jIC(Ie1KPkc?mSew>pHb>*-a+R7JrwqYON$vJxCc>$45E3ev znP)G2=d$9J8w5Uns-R~8{beM76&;0=5*1&UWF70|g&^4tqMw*H|G5%Vr*B8SKIb z;4a8Lp|A!e;RX(Fun*7C26giVVDCj9GR{->qM`=*+fMV>>?$Q!&2L8YaPP7)<=fI0 z|4sA!$>cDa-IgY*)WsE7rAbT&Nfg-LX2dzITBGN<5w*4okc|66w&$}}z4k(`@LcxQAAD{RFtg_rE&yio zlp^qaKG#7xu7h%B(gpt0K{@~HW29UMb^Wh3{OgB+y70$^KQ8>4xub$z@eg=f_a7W{ zK56f+gGy&m`L2W7pLWGRuJ~srJYS=o!_&~GxI$2n|ZGXr~d@*_SxF(y#ECD0_40u z2lfKwyg#>p6Yk6rr~f$pCy)%l`Tb8Ie|_+7t1qzb9sUzY@+l4)hyOVI=f`izm-c?{ z^q;^s0O$A5o%_An&b1u=6IcS`^dG1H1d;(b@6Yy**tz}K`TiA1_SfwE{wJ`{PtNau z0@?h<)ynBVPXFoL6R+)g>%9L2wgEWbzdG}4S9@R1_pcu(Amg*@W)PR_pzDv`q=TEY zdu8R7Jv24aJ7PiW#rX&3eQgbGY<^(L-Wen~;^KK|>%eZ==k7#j9r*GE);;mr6VgG9 zmoh|Or>%6y6Z3V}M(fzU*LTq>>Bsl^dEAe%)nBLY2H!>MBR_5S3tD{_r;Yto_p6=$ z6W9je^q-%+b{I7DZ3p@SC=|6!yf*t-7SOVhkpH8Q|ZOYBLe+Bje z{{)f&IPX7!eSmS^f7%>JoqiZP??0FFb@jrX&FMc*{|O`maNd8M_n$ykpmYCn z?q7kdK!^W0{3nnV=zRauzlL;vCvf;r=jU8sap(Kjh3|-$vO_!lN8gQ|UkgtE>HM7Q zEAI3kr~d@<1=jig70A~w=l6%s`*R>)zk(y2?_YuJz9SYm??0FFc5z{D;q;$N(|?+i zi2H*@H~iY=B3Ul+&zlokoi;4dHOA$3(VRP6uAoU_*H133DfSiCRn|0xloS?}=NDC1 z`2P_99(t7c-;+`|k3n~+&T>n&;}0!p@aKj~dTxwgWnn?#65%7Wyr8MLMtV9WJyooSTBh`r zI-gzpQqZ88VxGq()@8e8GE2BX#Jb7a(xPJBq~{x{)-}{JnbTjI?BRnXJZIL{)s$8V z|8$}hj-CbK5z_yZUjCVO^@qJQU(B^u$PWyb@|)g+JTf!w2EV+OnYzk4u?WcJfUBVK zX?0qdv1mc1H?hr)L0+FG6_qZf@^)Bp-2S-Vt`$c`L8G!7Q7+|Y=0W~S8F$MYetEAy zZgYk5{fdWo3dIfG3x#5KqHC1Yd^Fe4OwaA<*Hj9b#_~q2hr4pPnb7sa~YeSieNe)A>wfB7g3M(sj@Q zSdlw~PJB-M|9#lEtf7kZ&AtYZLozjBQ-P9btLds5+w)e5S zLP#7R6HKNB!3>~jjZhF!B(X+kY_k-Ogp)nWLz=X8^-?ITi6jk5LGBNF?Uxu0>qcJD zMrZ#Sqo;b3P0A%?=T>5LZETy-c@Y>*=tDLr3uC3-`McyO`%?pn;eYN&>J>CjLJM;M z9jGNStbZ+uja# z(|P0;4Z2e_J&{5{TdyKM;&?+(-g{4(BtF9tL?4`^^DG%=Ba=DkH6&yw@K&h*uW}>Ji9#kjs zE}sCmmp7YQO(Ly2R@E&FzrVEnhSa2~mZnzcjGLNTnX_ZnqIpuNJ`$r=(1!yOg4*FvhuT4l>Z?I%O{C34|H2=*Fhhw4dpOH(Ux_N|F%70yJ3$Fs2wBpf;&R(b!0MRnpN z4Ehb+df*m<9hG}m%Z^p(sn(#a#MOS#ikpezmYbP;BE3Z~gg1Mcvu(>rPuK)vt8xvo z>N~{}w^g&+ zwb6s(zmhi`^xBJ_{d+7Vag(O-?|YNh3-Z*njtNo z_!<_sET+Br;0MV}72QY)y}ty|&=Tt9+aED=3+Qh;w3EE4LIm_-g{jqtKlm8=yXws- z$B)|0GL7{JLM0xoQ-_efkI#L~ybEmEGj1vIXc1aps6j06P2x z`9g!f-UBGDR7~le-;zaYwpijbXRJ4rf|6@JR#ybAm+ST;#FS}58rl#^ic~2JmN7w z&QH8V#;cqFijFa%1U~C1c}eryy@%;_FrW1**{2}MsXaZ;0g5cAL-~Ybq)E*aDd_co z62d$Ov3JX9U$**yV1wVhM$*-$L^izfeyMm!wN%nBe8F)tTT4ct-SF~8IZfoJ{z}TU z*y2>>M=v!qa>tuwv6hj3A4yg2ew+M7%fn@_!k`$9=bT^|FC(8m$)mp0i}L5}GE3#`lBJ-Y7!|>s|N*X;CuRRTISJT?DzhTI{Nk zZhC`)kkU!F0vguc^no&XF^Eo4LdfuxE)cr5h9;v7*xNm57@tk)4oxWcV^b)Frv}q7 zZH1-{H=$&{G=z@U{7=8%=D%wS4dL&H(n2LPQ_gWlHiQP&(hN4PFTH}bhSRe+l8~pF zzXgmu?Tt3`#XiitAy9 ziBxzQe4#CfeEhE_G-nm8`i1z@y=b(SkGY52;!GqZlVyA9_m~tG=Eii$2=~bhIce%m zZ&5ywlX>bK7CA8j5j$v-w9%Cv4X1lpMjXwtQgl-pCL>amsp3FR@}Gnc?42Jjr`=TN zJky^>C?TY%K-|&P=J7Hi6wOAsMMs$wPZw&*Dty3<))2xr`rtB}r=_KM5QMrdqba<2 z5Pe*O7JE!6nNJ=}duYijy~ctzCDZAe*RogqUbzU(Fo^V&?*N4K$f&tU&v>PZ3S6q% zb9Eyf#^d&!^{OVC%9GORUZn-7?x+Rz7)c+|pa#`bh1PKX>sx&!!XA0R#M&a_CE(KQ@8B zq*4ZGO(`4-XrnSHA9+0MkYgT~OXnzA^vU(c&d3wH3x_Jwv*9~w!DvvQEf)^w6BmF+*1-L&#u|9R9-|CrM44i)>=fhE2_qu*}vN$iZ)9|E%`p3 zFZq7RUEup5OB#V@CB-!I0{l4|Rc~X?T8N4>OKvakP;?F4-DcgPH1^D!qDKv#%D>o1;%UD?i-;~E8-q4JH?6|x%1w3FtzCV6+Xcu;_jD|w79bF!?#7MNAC?gNWk5fh21kHw} zw_!;m%1jXD6oI?9BmO&q+bDB7jH2&qWSNP1hp+=p)YCmged9s86lazcIFY?jX-pf4 z#+%iu7fYA)bGU?rMxR+uJ@v%Cg`mSA0sj_@&cH&Rhd&Q1r;%RwYtUBTbIwbl!&tv+ zBT5|V9Wdyy*sVy;7Q}&FXK`pPiwHfgbELgUPm0{3LY>I`+n zrg$?G#8vJ>_uuSOZpWZ`oly{&yq!C<@7loasI%BL>Xhw>HQRI2jx>vH6BRoR>D6|P zV#`dh<#bs{(}ABv`p?UoLs>(&;@7s1#+xOj?`7LLcJ9njT=ZqcwH0Zwap)_t!|d!Cd)|El-UnLQ(?~QM z-eg1$U5i6!S`A3CXC`=ZGTYx|qz|pZ#-KgyoC%}1=ma|JX2TB8ZFc0 zVR0*r{RLQ~(rm#BV|GZ3&ZM!SPQstoQx%tH&#a&s$TO0nsC3Ipst!GjX+&Bz@Ta6H zy@6|dTAg1r;Osb-8;Mi2nmxUej)XJh%+IRTNdrQCK)eT$oqWP7dbwidlEZph7s^pq zu$K1a+kDics5zj6TTEyGKhjJ`DlHtihvemHCl9;TynxE5e$V0Q7%jNXyhXzAbC1Hz z6SvcT?D!fZlUhVfMAVl>tu=OoJ*xh-_2TN{QeU<`);qn&3Qw_bEikryt-+MFxR{75 zUR+DvFUl0U)vpJJ$hePu$KJb##&i>(!-OZFgk58+(~=n*wT_M_@{h)KG*A9<_ebvj zU0tqPOU5;ZeYTGF8tVTAiT@8_Wu+!37e;)^6Qf1)YhFr^YCm`{ep?{#RE@XOl<>4< qb6_XijRE6pz2}9){N(NQtB7#<#*f%ve^$os?c#a;%(7A2T>k;Wm4RIV From 2be8e182f76659a46a7ad2a1c6cb9aee6aa016e5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 17 May 2023 22:27:48 +0200 Subject: [PATCH 302/331] Bump simcore --- SimCore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SimCore b/SimCore index 9a28a9e8f..2e40938e4 160000 --- a/SimCore +++ b/SimCore @@ -1 +1 @@ -Subproject commit 9a28a9e8fdb4c578a5d3ad81f0835c5879b6f3de +Subproject commit 2e40938e4fda7e00074a3661259e84b8a9f183aa From 0079ce00ff851fd427f2191c45c72d7857c37c17 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Wed, 17 May 2023 22:31:09 +0200 Subject: [PATCH 303/331] Add new filters --- .../Biasing/PhotoNuclearTopologyFilters.h | 124 ++++++++++++++++++ Biasing/python/particle_filter.py | 66 ++++++++++ .../Biasing/PhotoNuclearTopologyFilters.cxx | 79 +++++++++++ 3 files changed, 269 insertions(+) create mode 100644 Biasing/include/Biasing/PhotoNuclearTopologyFilters.h create mode 100644 Biasing/src/Biasing/PhotoNuclearTopologyFilters.cxx diff --git a/Biasing/include/Biasing/PhotoNuclearTopologyFilters.h b/Biasing/include/Biasing/PhotoNuclearTopologyFilters.h new file mode 100644 index 000000000..1c5abf248 --- /dev/null +++ b/Biasing/include/Biasing/PhotoNuclearTopologyFilters.h @@ -0,0 +1,124 @@ +#ifndef PHOTONUCLEARTOPOLOGYFILTERS_H +#define PHOTONUCLEARTOPOLOGYFILTERS_H + +/*~~~~~~~~~~~~~*/ +/* SimCore */ +/*~~~~~~~~~~~~~*/ +#include "SimCore/UserAction.h" +#include "SimCore/UserTrackInformation.h" +/*~~~~~~~~~~~~~~~*/ +/* Framework */ +/*~~~~~~~~~~~~~~~*/ +#include +#include + +#include "Framework/Configure/Parameters.h" +// Forward declaration + +namespace biasing { + +/** + * Abstract base class for a user action used to filter out photo-nuclear events + * that don't match the topology the user is interested in studying. Derived + * classes implement the event rejection + * + * Similar to the PhotoNuclearProductsFilter, this user action will only process + * steps whose associated track has been tagged as a "PN Gamma". This tag is + * currently only set in ECalProcessFilter and needs to be placed in the + * UserAction pipeline before this class. + * + */ +class PhotoNuclearTopologyFilter : public simcore::UserAction { + public: + /** + * Constructor + * + * @param[in] name The name of this class instance. + * @param[in] parameters The parameters used to configure this class. + */ + PhotoNuclearTopologyFilter(const std::string& name, + framework::config::Parameters& parameters); + + /// Destructor + ~PhotoNuclearTopologyFilter() = default; + + /** + * Callback that allows a user to take some actions at the end of + * a step. + * + * @param[in] step The Geant4 step containing transient information + * about the step taken by a track. + */ + void stepping(const G4Step* step) override; + + virtual bool rejectEvent(const std::vector& secondaries) const = 0; + + /// Retrieve the type of actions this class defines + std::vector getTypes() final override { + return {simcore::TYPE::STEPPING}; + } + + protected: + /** + * Check if the PDG code corresponds to a light ion nucleus. + * + * Nuclear PDG codes are given by ±10LZZZAAAI So to find the atomic + * number, we first divide by 10 (to lose the I-component) and then + * take the modulo with 1000. + * + * TODO: Repeated code from SimCore, could probably live elsewhere. + * + */ + constexpr bool isLightIon(const int pdgCode) const { + // + // TODO: Is the < check necessary? + if (pdgCode > 1000000000 && pdgCode < 10000000000) { + // Check if the atomic number is less than or equal to 4 + return ((pdgCode / 10) % 1000) <= 4; + } + return false; + } + + /** + * Whether or not to include a particular particle type in any counting. + * Unless \ref count_light_ions_ is set, we don't count anything with a + * nuclear PDG code. This is consistent with the counting behaviour used in + * the PhotoNuclearDQM. + * + * If \ref count_light_ions_ is set, we also match PDG codes for nuclei with + * atomic number < 4.  + * + TODO: Repeated code from SimCore, could probably live elsewhere. + * @see isLightIon + * + */ + constexpr bool skipCountingParticle(const int pdgcode) const { + return !(pdgcode < 10000 || count_light_ions_ && isLightIon(pdgcode)); + } + + constexpr bool isNeutron(const int pdgID) const { return pdgID == 2112; } + + bool count_light_ions_; + double hard_particle_threshold_; +}; // PhotoNuclearTopologyFilter + +class SingleNeutronFilter : public PhotoNuclearTopologyFilter { + public: + SingleNeutronFilter(const std::string& name, + framework::config::Parameters& parameters) + : PhotoNuclearTopologyFilter{name, parameters} {} + + bool rejectEvent(const std::vector& secondaries) const override; +}; + +class NothingHardFilter : public PhotoNuclearTopologyFilter { + public: + NothingHardFilter(const std::string& name, + framework::config::Parameters& parameters) + : PhotoNuclearTopologyFilter{name, parameters} {} + + bool rejectEvent(const std::vector& secondaries) const override; +}; +} // namespace biasing + +#endif /* PHOTONUCLEARTOPOLOGYFILTERS_H */ diff --git a/Biasing/python/particle_filter.py b/Biasing/python/particle_filter.py index 6fea4593b..300dad13e 100644 --- a/Biasing/python/particle_filter.py +++ b/Biasing/python/particle_filter.py @@ -43,3 +43,69 @@ def kaon() : 321 # K^+ ] return particle_filter + +class PhotoNuclearTopologyFilter(simcfg.UserAction): + """Configuration for keeping events with a PN reaction producing a + particular event topology. + + Parameters + ---------- + name : str + Name for this filter + filter_class: + Name of the class that implements this filter. Should correspond to the + invocation of DECLARE_ACTION in PhotoNuclearTopologyFilters.cxx + + Attributes + ---------- + hard_particle_threshold: float + The kinetic energy threshold required to count a particle as "hard" + + count_light_ions: bool + Whether or not light ions (e.g. deutrons) should be considered when + applying the filter. Setting this to False can produce misleading + results such as classifying events with very high kinetic energy light + ions as "Nothing Hard" but it is the current default choice in the + PhotoNuclearDQM. + + """ + def __init__(self, name, filter_class): + super().__init__(name, filter_class) + from LDMX.Biasing import include + include.library() + self.count_light_ions = True + + + def SingleNeutronFilter(): + """Configuration for keeping photonuclear events where a single neutron + carries most of the kinetic energy from the interaction + + + Returns + ------- + Instance of configured PhotoNuclearTopologyFilter + + """ + filter = PhotoNuclearTopologyFilter(name='SingleNeutron', + filter_class='biasing::SingleNeutronFilter' ) + filter.hard_particle_threshold = 200. + return filter + + def NothingHardFilter(): + """Configuration for keeping photonuclear events no particles received + significant kinetic energy. + + Returns + ------- + Instance of configured PhotoNuclearTopologyFilter + + """ + filter = PhotoNuclearTopologyFilter(name='NothingHard', + filter_class='biasing::NothingHardFilter') + filter.hard_particle_threshold = 200. + return filter + + + + + diff --git a/Biasing/src/Biasing/PhotoNuclearTopologyFilters.cxx b/Biasing/src/Biasing/PhotoNuclearTopologyFilters.cxx new file mode 100644 index 000000000..22ef7c4d5 --- /dev/null +++ b/Biasing/src/Biasing/PhotoNuclearTopologyFilters.cxx @@ -0,0 +1,79 @@ +#include "Biasing/PhotoNuclearTopologyFilters.h" + +namespace biasing { + +bool NothingHardFilter::rejectEvent( + const std::vector& secondaries) const { + for (const auto& secondary : secondaries) { + // Get the PDG ID of the track + const auto pdgID{ + std::abs(secondary->GetParticleDefinition()->GetPDGEncoding())}; + if (skipCountingParticle(pdgID)) { + continue; + } + auto energy{secondary->GetKineticEnergy()}; + if (energy > hard_particle_threshold_) { + return true; + } + } + return false; +} +bool SingleNeutronFilter::rejectEvent( + const std::vector& secondaries) const { + int hard_particles{0}; + int hard_neutrons{0}; + for (const auto& secondary : secondaries) { + // Get the PDG ID of the track + const auto pdgID{ + std::abs(secondary->GetParticleDefinition()->GetPDGEncoding())}; + if (skipCountingParticle(pdgID)) { + continue; + } + auto energy{secondary->GetKineticEnergy()}; + if (energy > hard_particle_threshold_) { + hard_particles++; + if (isNeutron(pdgID)) { + hard_neutrons++; + } + } + } + auto reject{hard_particles != hard_neutrons || hard_particles != 1}; + return reject; +} + +PhotoNuclearTopologyFilter::PhotoNuclearTopologyFilter( + const std::string& name, framework::config::Parameters& parameters) + : UserAction{name, parameters}, + hard_particle_threshold_{ + parameters.getParameter("hard_particle_threshold")}, + count_light_ions_{parameters.getParameter("count_light_ions")} {} + +void PhotoNuclearTopologyFilter::stepping(const G4Step* step) { + // Get the track associated with this step. + auto track{step->GetTrack()}; + + // Get the track info and check if this track has been tagged as the + // photon that underwent a photo-nuclear reaction. Only those tracks + // tagged as PN photos will be processed. The track is currently only + // tagged by the UserAction ECalProcessFilter which needs to be run + // before this UserAction. + auto trackInfo{simcore::UserTrackInformation::get(track)}; + if ((trackInfo != nullptr) && !trackInfo->isPNGamma()) return; + + // Get the PN photon daughters. + auto secondaries{step->GetSecondary()}; + + if (rejectEvent(*secondaries)) { + track->SetTrackStatus(fKillTrackAndSecondaries); + G4RunManager::GetRunManager()->AbortEvent(); + } + + // Once the PN gamma has been procesed, untag it so its not reprocessed + // again. + trackInfo->tagPNGamma(false); +} + +} // namespace biasing + +DECLARE_ACTION(biasing, NothingHardFilter) +DECLARE_ACTION(biasing, SingleNeutronFilter) From 07de203a1c8c03b799c0733623f50363894ee391 Mon Sep 17 00:00:00 2001 From: Tyler Horoho Date: Tue, 23 May 2023 13:45:42 -0400 Subject: [PATCH 304/331] Target processor now only keeps target processes --- Biasing/src/Biasing/TargetProcessFilter.cxx | 43 ++++++++++++++++----- 1 file changed, 34 insertions(+), 9 deletions(-) diff --git a/Biasing/src/Biasing/TargetProcessFilter.cxx b/Biasing/src/Biasing/TargetProcessFilter.cxx index 0d1a7f6bb..7b50efff1 100644 --- a/Biasing/src/Biasing/TargetProcessFilter.cxx +++ b/Biasing/src/Biasing/TargetProcessFilter.cxx @@ -50,19 +50,38 @@ void TargetProcessFilter::stepping(const G4Step* step) { // Get the track associated with this step. auto track{step->GetTrack()}; + if (G4EventManager::GetEventManager()->GetConstCurrentEvent()->IsArborted()) + return; + // Get the track info and check if this track is a brem candidate auto trackInfo{simcore::UserTrackInformation::get(track)}; if ((trackInfo != nullptr) && !trackInfo->isBremCandidate()) return; - // Get the region the particle is currently in. Continue processing - // the particle only if it's in the calorimeter region. + // Get the particles daughters. + auto secondaries{step->GetSecondary()}; + + // Get the region the particle is currently in. Continue processing + // the particle only if it's in the target region. if (auto region{ track->GetVolume()->GetLogicalVolume()->GetRegion()->GetName()}; - region.compareTo("target") != 0) + region.compareTo("target") != 0) { + // If secondaries were produced outside of the volume of interest, + // and there aren't additional brems to process, abort the event. + // Otherwise, suspend the track and move on to the next brem. + if (secondaries->size() != 0) { + if (getEventInfo()->bremCandidateCount() == 1) { + track->SetTrackStatus(fKillTrackAndSecondaries); + G4RunManager::GetRunManager()->AbortEvent(); + currentTrack_ = nullptr; + } else { + currentTrack_ = track; + track->SetTrackStatus(fSuspend); + getEventInfo()->decBremCandidateCount(); + trackInfo->tagBremCandidate(false); + } + } return; - - // Get the particles daughters. - auto secondaries{step->GetSecondary()}; + } // If the brem photon doesn't undergo any reaction in the target, stop // processing the rest of the event if the particle is exiting the @@ -83,8 +102,7 @@ void TargetProcessFilter::stepping(const G4Step* step) { if (auto volume{track->GetNextVolume()->GetName()}; volume.compareTo("recoil_PV") == 0 or volume.compareTo("World_PV") == 0) { - if (secondaries->size() != 0) { - if (getEventInfo()->bremCandidateCount() == 1) { + if (getEventInfo()->bremCandidateCount() == 1) { track->SetTrackStatus(fKillTrackAndSecondaries); G4RunManager::GetRunManager()->AbortEvent(); currentTrack_ = nullptr; @@ -97,7 +115,9 @@ void TargetProcessFilter::stepping(const G4Step* step) { } return; } - } else { + else { + // If the brem gamma interacts and produced secondaries, get the + // process used to create them. G4String processName = secondaries->at(0)->GetCreatorProcess()->GetProcessName(); @@ -113,12 +133,17 @@ void TargetProcessFilter::stepping(const G4Step* step) { getEventInfo()->decBremCandidateCount(); trackInfo->tagBremCandidate(false); } + return; } std::cout << "[ TargetProcessFilter ]: " + << G4EventManager::GetEventManager() + ->GetConstCurrentEvent() + ->GetEventID() << "Brem photon produced " << secondaries->size() << " particle via " << processName << " process." << std::endl; trackInfo->tagBremCandidate(false); + trackInfo->setSaveFlag(true) trackInfo->tagPNGamma(); getEventInfo()->decBremCandidateCount(); } From b793fc9a69c8527696be0c12b7f89f0a6325433b Mon Sep 17 00:00:00 2001 From: Tyler Horoho Date: Tue, 23 May 2023 14:27:22 -0400 Subject: [PATCH 305/331] Target processor now only keeps target processes --- Biasing/src/Biasing/TargetProcessFilter.cxx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/Biasing/src/Biasing/TargetProcessFilter.cxx b/Biasing/src/Biasing/TargetProcessFilter.cxx index 7b50efff1..7a14c1c2d 100644 --- a/Biasing/src/Biasing/TargetProcessFilter.cxx +++ b/Biasing/src/Biasing/TargetProcessFilter.cxx @@ -50,7 +50,7 @@ void TargetProcessFilter::stepping(const G4Step* step) { // Get the track associated with this step. auto track{step->GetTrack()}; - if (G4EventManager::GetEventManager()->GetConstCurrentEvent()->IsArborted()) + if (G4EventManager::GetEventManager()->GetConstCurrentEvent()->IsAborted()) return; // Get the track info and check if this track is a brem candidate @@ -143,7 +143,7 @@ void TargetProcessFilter::stepping(const G4Step* step) { << "Brem photon produced " << secondaries->size() << " particle via " << processName << " process." << std::endl; trackInfo->tagBremCandidate(false); - trackInfo->setSaveFlag(true) + trackInfo->setSaveFlag(true); trackInfo->tagPNGamma(); getEventInfo()->decBremCandidateCount(); } From 4ed18cbd2aea7e41df348fcccc7a9ccbc0e54057 Mon Sep 17 00:00:00 2001 From: Tyler Horoho Date: Tue, 23 May 2023 14:46:13 -0400 Subject: [PATCH 306/331] Target processor now only keeps target processes --- Biasing/src/Biasing/TargetProcessFilter.cxx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Biasing/src/Biasing/TargetProcessFilter.cxx b/Biasing/src/Biasing/TargetProcessFilter.cxx index 7a14c1c2d..0b6cc73f3 100644 --- a/Biasing/src/Biasing/TargetProcessFilter.cxx +++ b/Biasing/src/Biasing/TargetProcessFilter.cxx @@ -140,7 +140,7 @@ void TargetProcessFilter::stepping(const G4Step* step) { << G4EventManager::GetEventManager() ->GetConstCurrentEvent() ->GetEventID() - << "Brem photon produced " << secondaries->size() + << " Brem photon produced " << secondaries->size() << " particle via " << processName << " process." << std::endl; trackInfo->tagBremCandidate(false); trackInfo->setSaveFlag(true); From 56780ec6139c8884856f5d5dcbf4138db844d236 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 26 May 2023 13:21:06 -0500 Subject: [PATCH 307/331] code formatting ran the clang-format command on the file being updated clang-format -i --style=Google \ Biasing/src/Biasing/TargetProcessFilter.cxx --- Biasing/src/Biasing/TargetProcessFilter.cxx | 41 ++++++++++----------- 1 file changed, 20 insertions(+), 21 deletions(-) diff --git a/Biasing/src/Biasing/TargetProcessFilter.cxx b/Biasing/src/Biasing/TargetProcessFilter.cxx index 0b6cc73f3..baa5cc689 100644 --- a/Biasing/src/Biasing/TargetProcessFilter.cxx +++ b/Biasing/src/Biasing/TargetProcessFilter.cxx @@ -70,14 +70,14 @@ void TargetProcessFilter::stepping(const G4Step* step) { // Otherwise, suspend the track and move on to the next brem. if (secondaries->size() != 0) { if (getEventInfo()->bremCandidateCount() == 1) { - track->SetTrackStatus(fKillTrackAndSecondaries); - G4RunManager::GetRunManager()->AbortEvent(); - currentTrack_ = nullptr; + track->SetTrackStatus(fKillTrackAndSecondaries); + G4RunManager::GetRunManager()->AbortEvent(); + currentTrack_ = nullptr; } else { - currentTrack_ = track; - track->SetTrackStatus(fSuspend); - getEventInfo()->decBremCandidateCount(); - trackInfo->tagBremCandidate(false); + currentTrack_ = track; + track->SetTrackStatus(fSuspend); + getEventInfo()->decBremCandidateCount(); + trackInfo->tagBremCandidate(false); } } return; @@ -91,7 +91,7 @@ void TargetProcessFilter::stepping(const G4Step* step) { * Check if the electron will be exiting the target * * The 'recoil_PV' volume name is automatically constructed by Geant4's - * GDML parser and was found by inspecting the geometry using a + * GDML parser and was found by inspecting the geometry using a * visualization. This Physical Volume (PV) is associated with the * recoil parent volume and so it will break if the recoil parent volume * changes its name. @@ -100,22 +100,21 @@ void TargetProcessFilter::stepping(const G4Step* step) { * an air gap between the target region and the recoil tracker. */ if (auto volume{track->GetNextVolume()->GetName()}; - volume.compareTo("recoil_PV") == 0 or + volume.compareTo("recoil_PV") == 0 or volume.compareTo("World_PV") == 0) { if (getEventInfo()->bremCandidateCount() == 1) { - track->SetTrackStatus(fKillTrackAndSecondaries); - G4RunManager::GetRunManager()->AbortEvent(); - currentTrack_ = nullptr; - } else { - currentTrack_ = track; - track->SetTrackStatus(fSuspend); - getEventInfo()->decBremCandidateCount(); - trackInfo->tagBremCandidate(false); - } + track->SetTrackStatus(fKillTrackAndSecondaries); + G4RunManager::GetRunManager()->AbortEvent(); + currentTrack_ = nullptr; + } else { + currentTrack_ = track; + track->SetTrackStatus(fSuspend); + getEventInfo()->decBremCandidateCount(); + trackInfo->tagBremCandidate(false); } - return; } - else { + return; + } else { // If the brem gamma interacts and produced secondaries, get the // process used to create them. G4String processName = @@ -137,7 +136,7 @@ void TargetProcessFilter::stepping(const G4Step* step) { } std::cout << "[ TargetProcessFilter ]: " - << G4EventManager::GetEventManager() + << G4EventManager::GetEventManager() ->GetConstCurrentEvent() ->GetEventID() << " Brem photon produced " << secondaries->size() From 0fc29d9242129c631e790bf5cd1e56529c6b288a Mon Sep 17 00:00:00 2001 From: tylerhoroho-UVA <76532377+tylerhoroho-UVA@users.noreply.github.com> Date: Tue, 30 May 2023 10:20:56 -0400 Subject: [PATCH 308/331] Adding verbosity requirement to print statement --- Biasing/src/Biasing/TargetProcessFilter.cxx | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/Biasing/src/Biasing/TargetProcessFilter.cxx b/Biasing/src/Biasing/TargetProcessFilter.cxx index baa5cc689..84efeca16 100644 --- a/Biasing/src/Biasing/TargetProcessFilter.cxx +++ b/Biasing/src/Biasing/TargetProcessFilter.cxx @@ -135,12 +135,14 @@ void TargetProcessFilter::stepping(const G4Step* step) { return; } - std::cout << "[ TargetProcessFilter ]: " + if (G4RunManager::GetRunManager()->GetVerboseLevel() > 1) { + std::cout << "[ TargetProcessFilter ]: " << G4EventManager::GetEventManager() ->GetConstCurrentEvent() ->GetEventID() << " Brem photon produced " << secondaries->size() << " particle via " << processName << " process." << std::endl; + } trackInfo->tagBremCandidate(false); trackInfo->setSaveFlag(true); trackInfo->tagPNGamma(); From 4f4745b0810fa83b30718095efec95a2879fa8fd Mon Sep 17 00:00:00 2001 From: Tyler Horoho Date: Wed, 31 May 2023 15:50:38 -0400 Subject: [PATCH 309/331] Adding TargetProcessFilter to muon conversion config --- Biasing/python/filters.py | 11 +++++++++++ Biasing/python/target.py | 3 ++- 2 files changed, 13 insertions(+), 1 deletion(-) diff --git a/Biasing/python/filters.py b/Biasing/python/filters.py index 340ea7e90..bebd6b087 100644 --- a/Biasing/python/filters.py +++ b/Biasing/python/filters.py @@ -84,6 +84,17 @@ def __init__(self) : self.process = 'photonNuclear' +class TargetGammaMuMuFilter(simcfg.UserAction) : + """ Configuration for filtering muon conversion events in the target.""" + + def __init__(self) : + super().__init__("target_process_filter", "biasing::TargetProcessFilter") + + from LDMX.Biasing import include + include.library() + + self.process = 'GammaToMuPair' + class EcalDarkBremFilter(simcfg.UserAction): """ Configuration for filtering A' events diff --git a/Biasing/python/target.py b/Biasing/python/target.py index 39140945d..d0bee8de5 100644 --- a/Biasing/python/target.py +++ b/Biasing/python/target.py @@ -161,7 +161,7 @@ def gamma_mumu( detector, generator ) : sim.generators.append(generator) # Enable and configure the biasing - sim.biasing_operators = [ bias_operators.GammaToMuPair('target', 1.E9, 2500.) ] + sim.biasing_operators = [ bias_operators.GammaToMuPair('target', 1.E6, 2500.) ] # the following filters are in a library that needs to be included includeBiasing.library() @@ -170,6 +170,7 @@ def gamma_mumu( detector, generator ) : sim.actions.extend([ # Only consider events where a hard brem occurs filters.TargetBremFilter(), + filters.TargetGammaMuMuFilter() ]) return sim From d711ececcf16f56cabfa589b83ec9e7678645eb9 Mon Sep 17 00:00:00 2001 From: Omar Moreno Date: Fri, 9 Jun 2023 14:32:02 -0700 Subject: [PATCH 310/331] Update tracking to latest. --- Tracking | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Tracking b/Tracking index 8fd291a4d..985b43582 160000 --- a/Tracking +++ b/Tracking @@ -1 +1 @@ -Subproject commit 8fd291a4d8911d4684b59ddda630e9a6afe617d4 +Subproject commit 985b4358296ceee1a456c11b68d8e2d9fa188a69 From 40c6379833b5ff188446cb288087ce3b06216ca5 Mon Sep 17 00:00:00 2001 From: Tom Eichlersmith <31970302+tomeichlersmith@users.noreply.github.com> Date: Tue, 13 Jun 2023 08:27:05 -0500 Subject: [PATCH 311/331] patch bug template `ldmx-container-config` has been gone for a long time now, `ldmx config` is what we want people to copy --- .github/ISSUE_TEMPLATE/bug_report.md | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md index 6db29002b..7ef2cafe2 100644 --- a/.github/ISSUE_TEMPLATE/bug_report.md +++ b/.github/ISSUE_TEMPLATE/bug_report.md @@ -24,11 +24,7 @@ A clear and concise description of what you want to happen (i.e. instead of the If applicable, add screenshots to help explain your problem. **Environment:** - - Inside the container: - - Output of `ldmx-container-config` - - Outside the container: - - OS of computer you are running on - - Version of Geant4, ROOT, ONNXRuntime, Xerces, and gcc +Output of `ldmx config`: **Additional context** Add any other context about the problem here. From 2fc84a62adb46426eed3561623adc257591fb3e9 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 8 Dec 2022 16:42:40 -0600 Subject: [PATCH 312/331] update all tests to Catch2 v3 update to Catch2 v3, compiling not running realign simcore with trunk realign Tracking with trunk --- Conditions | 2 +- DetDescr/test/DetectorIDTest.cxx | 2 +- Ecal | 2 +- Framework | 2 +- Hcal | 2 +- Packing/test/BinaryIO.cxx | 3 +-- cmake | 2 +- 7 files changed, 7 insertions(+), 8 deletions(-) diff --git a/Conditions b/Conditions index 823da3bc2..de7c46697 160000 --- a/Conditions +++ b/Conditions @@ -1 +1 @@ -Subproject commit 823da3bc28fa4b911d70544d252bc1b16905bcf7 +Subproject commit de7c46697f2a99c74f9cd775d484ddf27f7ea362 diff --git a/DetDescr/test/DetectorIDTest.cxx b/DetDescr/test/DetectorIDTest.cxx index 0df59fb11..491da6442 100644 --- a/DetDescr/test/DetectorIDTest.cxx +++ b/DetDescr/test/DetectorIDTest.cxx @@ -2,7 +2,7 @@ * @file DetectorIDTest.cxx * @brief Test the operation of DetectorID class */ -#include "Framework/catch.hpp" //for TEST_CASE, REQUIRE, and other Catch2 macros +#include #include #include "DetDescr/DetectorID.h" //headers defining what we will be testing diff --git a/Ecal b/Ecal index bb668db60..61ef03de6 160000 --- a/Ecal +++ b/Ecal @@ -1 +1 @@ -Subproject commit bb668db60852b86d85eab1bce910c64be02b16e2 +Subproject commit 61ef03de64c6240c3d644d3ec522e96261186708 diff --git a/Framework b/Framework index bc86be4a7..791da89fd 160000 --- a/Framework +++ b/Framework @@ -1 +1 @@ -Subproject commit bc86be4a75ad68a6d61a5436fbf9a1758a381956 +Subproject commit 791da89fda66fdda4026eeb462739c4fc353fdeb diff --git a/Hcal b/Hcal index 08f65077e..e3f746c98 160000 --- a/Hcal +++ b/Hcal @@ -1 +1 @@ -Subproject commit 08f65077eea50fc887066c2cd18c7ee3031a601a +Subproject commit e3f746c981f1cc8984ac59ac0518c3c4cf9d8ab6 diff --git a/Packing/test/BinaryIO.cxx b/Packing/test/BinaryIO.cxx index 968492638..104bdbd27 100644 --- a/Packing/test/BinaryIO.cxx +++ b/Packing/test/BinaryIO.cxx @@ -1,8 +1,7 @@ +#include #include "TTree.h" -#include "Framework/catch.hpp" - #include "Framework/Configure/Parameters.h" #include "Framework/Event.h" #include "Framework/EventHeader.h" diff --git a/cmake b/cmake index 6b8a07a16..a852efd6e 160000 --- a/cmake +++ b/cmake @@ -1 +1 @@ -Subproject commit 6b8a07a16e82304d01de7072929d93cf2ecbd51a +Subproject commit a852efd6ed13c05472988d2566947a56c6d26737 From f96a85a4955567fd54d48812e8e2e64b82a841a0 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 9 Jun 2023 13:59:29 -0500 Subject: [PATCH 313/331] have detector ID bindings compiled by default this commit changes the minimum container image version to v3.3 in order to build with the default build configuration --- DetDescr/CMakeLists.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DetDescr/CMakeLists.txt b/DetDescr/CMakeLists.txt index 505dbd9e4..24e78b3da 100644 --- a/DetDescr/CMakeLists.txt +++ b/DetDescr/CMakeLists.txt @@ -14,7 +14,7 @@ setup_python(package_name ${PYTHON_PACKAGE_NAME}/DetDescr) # Setup the test setup_test(dependencies DetDescr::DetDescr) -option(BUILD_DETECTORID_BINDINGS "Build the python bindings for the the DetDescr/DetectorID components" OFF) +option(BUILD_DETECTORID_BINDINGS "Build the python bindings for the the DetDescr/DetectorID components" ON) if(BUILD_DETECTORID_BINDINGS) find_package(Python COMPONENTS Development) From a9311ee493b95868a691ddd96307aae3ecd42992 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Mon, 12 Jun 2023 10:55:27 -0500 Subject: [PATCH 314/331] use patched version of Tracking for GitHub CI testing --- Tracking | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Tracking b/Tracking index 985b43582..2b48ece1e 160000 --- a/Tracking +++ b/Tracking @@ -1 +1 @@ -Subproject commit 985b4358296ceee1a456c11b68d8e2d9fa188a69 +Subproject commit 2b48ece1e3aa547770d7122124a6d42ba717742c From b11d1d333164e99aee67530dab2a335497c7bba2 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 16 Jun 2023 08:33:27 -0500 Subject: [PATCH 315/331] update submodules to new patched versions - Conditions v0.1.0 - Ecal v0.2.5 - Hcal v0.3.4 - Tracking v1.1.1 - cmake v0.1.0 - Framework v1.3.3 --- Conditions | 2 +- Ecal | 2 +- Framework | 2 +- Hcal | 2 +- Tracking | 2 +- cmake | 2 +- 6 files changed, 6 insertions(+), 6 deletions(-) diff --git a/Conditions b/Conditions index de7c46697..4056cf868 160000 --- a/Conditions +++ b/Conditions @@ -1 +1 @@ -Subproject commit de7c46697f2a99c74f9cd775d484ddf27f7ea362 +Subproject commit 4056cf8684bd6eea0e13e4ab3e24958ccf8124e3 diff --git a/Ecal b/Ecal index 61ef03de6..1312dbcd5 160000 --- a/Ecal +++ b/Ecal @@ -1 +1 @@ -Subproject commit 61ef03de64c6240c3d644d3ec522e96261186708 +Subproject commit 1312dbcd5adc890988a02703927ae9a7a125ffb3 diff --git a/Framework b/Framework index 791da89fd..963c62c69 160000 --- a/Framework +++ b/Framework @@ -1 +1 @@ -Subproject commit 791da89fda66fdda4026eeb462739c4fc353fdeb +Subproject commit 963c62c691010c1f3adbea066eea57281285fd77 diff --git a/Hcal b/Hcal index e3f746c98..43b05f8fe 160000 --- a/Hcal +++ b/Hcal @@ -1 +1 @@ -Subproject commit e3f746c981f1cc8984ac59ac0518c3c4cf9d8ab6 +Subproject commit 43b05f8fe377054d5618847d9716667a51318e54 diff --git a/Tracking b/Tracking index 2b48ece1e..f2c9c6566 160000 --- a/Tracking +++ b/Tracking @@ -1 +1 @@ -Subproject commit 2b48ece1e3aa547770d7122124a6d42ba717742c +Subproject commit f2c9c6566ae64fa4178f003b683925752a0b1ccc diff --git a/cmake b/cmake index a852efd6e..21ad221a5 160000 --- a/cmake +++ b/cmake @@ -1 +1 @@ -Subproject commit a852efd6ed13c05472988d2566947a56c6d26737 +Subproject commit 21ad221a5012f4381fac0739481117cbe847f923 From 2eb57347c7ffda36c8cb9acdca400cb35fc65926 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 14 Jun 2023 16:01:57 -0500 Subject: [PATCH 316/331] add API translation into ONNX ldmx-sw interface support both 1.2.0 and 1.15.0 --- Tools/CMakeLists.txt | 5 +++++ Tools/src/Tools/ONNXRuntime.cxx | 28 ++++++++++++++++++++++++++-- 2 files changed, 31 insertions(+), 2 deletions(-) diff --git a/Tools/CMakeLists.txt b/Tools/CMakeLists.txt index 0914eca58..cf5fcc7cc 100644 --- a/Tools/CMakeLists.txt +++ b/Tools/CMakeLists.txt @@ -21,6 +21,11 @@ setup_library(module Tools ONNXRuntime::Interface ROOT::Core ROOT::Physics Packing::Utility ) +target_compile_definitions(Tools PUBLIC + ONNX_VERSION_MAJOR=${ONNXRuntime_VERSION_MAJOR} + ONNX_VERSION_MINOR=${ONNXRuntime_VERSION_MINOR} + ONNX_VERSION_PATCH=${ONNXRuntime_VERSION_PATCH} +) setup_python(package_name ${PYTHON_PACKAGE_NAME}/Tools) # Add the hgcroc running executable diff --git a/Tools/src/Tools/ONNXRuntime.cxx b/Tools/src/Tools/ONNXRuntime.cxx index 46aeb503b..f8b523d14 100644 --- a/Tools/src/Tools/ONNXRuntime.cxx +++ b/Tools/src/Tools/ONNXRuntime.cxx @@ -12,6 +12,30 @@ namespace ldmx::Ort { using namespace ::Ort; +#if ONNX_VERSION_MINOR == 2 +// version used when first integrated onnx into ldmx-sw +// and version downloaded by cmake infrastructure +// only support x86_64 architectures +std::string get_input_name(std::unique_ptr& s, size_t i, AllocatorWithDefaultOptions a) { + return s->GetInputName(i, a); +} +std::string get_output_name(std::unique_ptr& s, size_t i, AllocatorWithDefaultOptions a) { + return s->GetOutputName(i, a); +} +#else +// latest version with prebuilds for both x86_64 and arm64 +// architectures but contains a slight API change +std::string get_input_name(std::unique_ptr& s, size_t i, AllocatorWithDefaultOptions a) { + return s->GetInputNameAllocated(i, a).get(); +} +std::string get_output_name(std::unique_ptr& s, size_t i, AllocatorWithDefaultOptions a) { + return s->GetOutputNameAllocated(i, a).get(); +} +#if ONNX_VERSION_MINOR != 15 +#pragma warning ("Untested ONNX version, not certain of API, using newer API") +#endif +#endif + Env ONNXRuntime::env_(ORT_LOGGING_LEVEL_WARNING, ""); ONNXRuntime::ONNXRuntime(const std::string& model_path, @@ -34,7 +58,7 @@ ONNXRuntime::ONNXRuntime(const std::string& model_path, for (size_t i = 0; i < num_input_nodes; i++) { // get input node names - std::string input_name(session_->GetInputName(i, allocator)); + std::string input_name(get_input_name(session_, i, allocator)); input_node_strings_[i] = input_name; input_node_names_[i] = input_node_strings_[i].c_str(); @@ -56,7 +80,7 @@ ONNXRuntime::ONNXRuntime(const std::string& model_path, for (size_t i = 0; i < num_output_nodes; i++) { // get output node names - std::string output_name(session_->GetOutputName(i, allocator)); + std::string output_name(get_output_name(session_, i, allocator)); output_node_strings_[i] = output_name; output_node_names_[i] = output_node_strings_[i].c_str(); From 666e7c49bc2cd516e535f5921ddf6b5389f56993 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 16 Jun 2023 09:23:12 -0500 Subject: [PATCH 317/331] update cmake to rebased ref no need for ORT version deduction in cmake ORT_API_VERSION in C-preprocessor signals API changes for us --- cmake | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cmake b/cmake index 21ad221a5..612521b96 160000 --- a/cmake +++ b/cmake @@ -1 +1 @@ -Subproject commit 21ad221a5012f4381fac0739481117cbe847f923 +Subproject commit 612521b960d20ada74a686f9e09f7293ec302318 From a708fa50c6702a37499e266c8c75b59c1d9e044d Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 16 Jun 2023 09:31:55 -0500 Subject: [PATCH 318/331] use pre-processor definition provided by ONNX --- Tools/CMakeLists.txt | 5 ----- Tools/src/Tools/ONNXRuntime.cxx | 6 +++--- 2 files changed, 3 insertions(+), 8 deletions(-) diff --git a/Tools/CMakeLists.txt b/Tools/CMakeLists.txt index cf5fcc7cc..0914eca58 100644 --- a/Tools/CMakeLists.txt +++ b/Tools/CMakeLists.txt @@ -21,11 +21,6 @@ setup_library(module Tools ONNXRuntime::Interface ROOT::Core ROOT::Physics Packing::Utility ) -target_compile_definitions(Tools PUBLIC - ONNX_VERSION_MAJOR=${ONNXRuntime_VERSION_MAJOR} - ONNX_VERSION_MINOR=${ONNXRuntime_VERSION_MINOR} - ONNX_VERSION_PATCH=${ONNXRuntime_VERSION_PATCH} -) setup_python(package_name ${PYTHON_PACKAGE_NAME}/Tools) # Add the hgcroc running executable diff --git a/Tools/src/Tools/ONNXRuntime.cxx b/Tools/src/Tools/ONNXRuntime.cxx index f8b523d14..92a73688e 100644 --- a/Tools/src/Tools/ONNXRuntime.cxx +++ b/Tools/src/Tools/ONNXRuntime.cxx @@ -12,7 +12,7 @@ namespace ldmx::Ort { using namespace ::Ort; -#if ONNX_VERSION_MINOR == 2 +#if ORT_API_VERSION == 2 // version used when first integrated onnx into ldmx-sw // and version downloaded by cmake infrastructure // only support x86_64 architectures @@ -31,8 +31,8 @@ std::string get_input_name(std::unique_ptr& s, size_t i, AllocatorWithD std::string get_output_name(std::unique_ptr& s, size_t i, AllocatorWithDefaultOptions a) { return s->GetOutputNameAllocated(i, a).get(); } -#if ONNX_VERSION_MINOR != 15 -#pragma warning ("Untested ONNX version, not certain of API, using newer API") +#if ORT_API_VERSION != 15 +#pragma warning ("Untested ONNX version, not certain of API, assuming API version 15.") #endif #endif From 224b541ca59768ab3f6b15b5619bad5d206d657a Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 16 Jun 2023 10:28:38 -0500 Subject: [PATCH 319/331] cmake to rebased commit --- cmake | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cmake b/cmake index 612521b96..be4ce7793 160000 --- a/cmake +++ b/cmake @@ -1 +1 @@ -Subproject commit 612521b960d20ada74a686f9e09f7293ec302318 +Subproject commit be4ce779302b074d147c89821addcdf4a3f189df From ad86bf811769fa94411712f7ef82ba6e2efdea00 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 16 Jun 2023 12:28:23 -0500 Subject: [PATCH 320/331] cmake v0.2.0 --- cmake | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cmake b/cmake index be4ce7793..9a6c6a487 160000 --- a/cmake +++ b/cmake @@ -1 +1 @@ -Subproject commit be4ce779302b074d147c89821addcdf4a3f189df +Subproject commit 9a6c6a4875505e9c80662db67bd8dfb09e38636d From 7927208d4705c1a1280d6046cf9c370f9898dd2a Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Fri, 16 Jun 2023 23:31:46 +0000 Subject: [PATCH 321/331] Updated Gold for release v3.2.5 --- .github/actions/validate/gold_label | 2 +- .github/validation_samples/ecal_pn/gold.root | Bin 991535 -> 991528 bytes .github/validation_samples/hcal/gold.root | Bin 106153 -> 106153 bytes .../validation_samples/inclusive/gold.root | Bin 933075 -> 933075 bytes .../validation_samples/it_pileup/gold.root | Bin 300544 -> 300547 bytes 5 files changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/validate/gold_label b/.github/actions/validate/gold_label index 293fbd1e2..f08544a53 100644 --- a/.github/actions/validate/gold_label +++ b/.github/actions/validate/gold_label @@ -1 +1 @@ -v3.2.4 +v3.2.5 diff --git a/.github/validation_samples/ecal_pn/gold.root b/.github/validation_samples/ecal_pn/gold.root index 5236b96347563a3cff0583c0c86968985a93aab8..a274ca89f10fbe23c3461c1bce1e1d84854a71a8 100644 GIT binary patch delta 19356 zcmaic2Y6If^ZxGMvf172-2_NTLP8P(B$QC3goI8)iL`(qAWfvHgc5p3Kx#r=U=*Z_ z6j6jAM>Hr3NRy@leo_n|y@m(`MEIXGbHZMtzvurwPri?D&di*d_q;Rr+;i{VEkD%T z@I$@Cp@Rnxw^;Hm{6Bpxp6ED>CrbRETKvz-|7xrJzxrA{#S1JJ|GzEP`ZKnE;-3|G zCp*Af-4?VUt)$yx8EO$q%`;ZNUT4A3O0oQZGFGRjSu9$vaKQii@IQ;iV}um7clAfp zdcqXC8J^M=H1SVv-qvFAd(Mq2@xN32uaCt#yzF6(fpq?L#mnVzLR!`tc~n)K5w9{xI15H*81UvW(0a~XRGb=u6N^J8(S z^cH6Cwt8U}M@J-4sL+Mr_C z_?La~6-|Wtfu1A`xrnJw(>rR_;ii>_hyUBudseUa?kp;%>Z+ zyQ$i}-^*?=g^xvN=EBv@=^(1oygB%q39lsPAxv-1m`l2{<$!_OT zZdW7X1Jjg+c4Hj>Vdoe?cEA2E?4r|Ow!@6uii{l(y^|d=-m1>ff6wiBNIvd87d~Ph zntV|CBzosLMfr%;(+eUD63el z?F9=80{c}c-^_36?y1%HzVY$TwSIp6>!q(xxt=+zZCKB&>fb)LKeZQo8hC&DyeIwM z8sG8m@||aDFDqZ?$k7jXUH$39x;4&KT6I-dwQJ+v^m}hl!0yN$QSSwQ^W_Is8^kX; zmvd&)hG6SEO3m9w>X5Ta*rAEJaZ_Tlj?|p|#v6^U6-!Zfzj>yzb?mORQSbJ7#TxzI z?#R?OJ)RZR8d~eyp*IfQJ$JfKquzbWpE&UJY4LIC7uPho)ja2ek{{;P3=fzdHdF1r z@I;^RzS~3ghs1`ot+t}i$F07Y^-EU&(DflTvby~E&X2>gu7*ykT5ZRpHMZYeem5p< zjqh3Y*H>L_j_jNH&^5fCJ$-cXZR^zc%Jog?6j^2GvNmIux2aM7SfHoF^=d3PEPk`&{0`q|b-dGTdf5*<{u#I;ac_+gW#;5PxY&EZ z8x?-u9P(yUPldm-YV{a#;9T1o<(5B~bZu?Dy8E)-YsOu^_4L%QwG*?pl|8ty$HMp5 z?cJ7|`)KC&`kOZ|EU3Tc=j48?)!?dc-7hnt?93ha)7DfEUe~2WOuNnT7xz8gmfU{& z)y8$#%&C;{eBIvE>Cpc6$O?|senE*pjoF(xZ(^A*H|4Z`-b|mFdGwEc>+-w0&YZeE z=+4xiC-hh_Y2u7N>-Q9^Ti_W!Gv&ftyDla@x;$f2*0As^;jfjQnO<+qpGo~+uQb3t ze(gMK?WZS|=k?|&pW0jB*--lanbjY3ihld-XS43O8q^)qxaZC%ceT7`-(^;<+PBKY z?Y*8C58N^E-S_Jbe%P! z@Bgjtdpqr|5A14wc9(tFtcU|gE*2<5L$V(QKwkB{G1EMq4iBjM)!F;D=az2TfsXt# z^Z5!+`iQFTTK?_i_MBxbX86ntL1=-2?x=lwlvH(VB3e&8=P-5pPFpLr^>?8Yy1 zJxS;8G=6*I;<0h<{Wo@B+9H2XzxY|@0`^W#$m`s8O2WMJ^}75u@7niMJJt7_Qlj3* zyGOol{X15 zw8cjYtWBO4Yj@Q#R}zsI)9UZO!`^R{#1W;?-756Ay=9PFmA#f7FMswqEf`e$(j(T=C~Q zwagVIe)mhw+0^Ch*oIHN-7dwQ{vax<^Te+P zE~%29k{UG@I_xU3h&OJ2ad>f1Z$U(E)IO@MYrSqjl|KtquTXm`Ry1e*} z4FgxL958k6`_GcKf$o#TEKe@Ms%h5X9+&ddOVw<(YTzZ$rR@m?d(O1W{pi_}CxiZW zPxL=Jk(2urlKXWecWpuLz*P7?!y1x3F)-Wa5<5(kmWUM6sO)YfzO|yXzR(T!gGU+G z*z8up2T9sMNJEtDsF2$vs4fJde`kk;Z6!fXAt=SNe=W69K}R)&AaX$V%*c@@L77|N z9A=HkE+5lEN42U#twJ}bKg=4My|98|M`?nPR+|gy!>rNSKUJ$sQY_Mh2ie8yT-H$S z6`@xDvNt!mB-|Zl)v`-BV5X7eJ=wX*jU1?2O{lgupx$t6Sa#Fa{Y`4^mqPk*Yk2lA z?XU1X7Dom{@46mV4Cj$v=-P*Ls|XLhYQTx%9L2YL?ItPe_78^VLN~4d9+PySRY*g! zYY(hVF`$Q$Z)A@edD^5lzMi+;l#uL<@h45fDK)d(P3cHxI7Q~7?5&ym2x}C~>61Nq z&R|+f6wEvC-I`e{J9vH{(n4?+yq!I5K{9C}eBK>UWfTwfp7*o|lSS#;FG+fLty%Yz zC?So^?)FJ1T0%@<3@- ze3pGErydDV>xaLx1NTfZX&juKz2ab+$@{Uh!h2A*aeOC9k!h#Cgq@?UrL*sy3Nm>+ zo1YzUZf3I=+_1(>hlnxOaQ0n{bzZR-Yiq4t5895gMzE2!t=mlE)L>R4)p~^_$$Yu3 z-R$t?7;8Lh*Uh@T1lm^;;vr|@@epfxk)2Rf@c(&Hi4;TsS4ny&2KvFL8CDlgU@FT> zC@@vzD=3h~=#2`AgKk5mnJh>cI@DSowPZoU+M(78D8L1X9N?W98Ns8`hlmCdx)mD) z4pC{wp{}Va%c8(kkd;v&YZ2BCvsOewky;G!36uBm0uASLYFRkv_c*7iAj|o5sTN~V zfKgEyQdFi2jPYqu@sS3a$hw19M_4HeS$EKPgw*@8mfVkUCN>2D+kpgs~&7ZeM;2-iC!Et(2d+9z(|R&ADv= zI<}!>b6tjv=A+7FG3xliH%j$M@XONle!DRQ#*H$Qg36OfVX90xJxaoZ(dK;SJ(Lpx zp3%}&Rwu9FFlbmPM9qVfy(`E= z$6Ak5Q*0!}<1RyVzO^E&Jl^`$iQ3|>+Bzc`dgWWIvpzGdI6_AJWUS}+N|RcvM1?gDE*g(k!{ zWi{jCTxxXSYWJ|_1KEroX3dgt#obP}?@aByQS@v@@I9uF;l2 zTqJC5dqJ9ADa}4=Ya2i<2F2YTkhofRTY^daZbu=GVhi83T_h)>WNpLWVv~m3=F@DV z%iE^>!@{Q8J|I%o6_RPI;Er7>$1YB@bte{xYPQXaXRpq(eM^e`$jD;Ld6RVfVa+?h#L@%Q}P2MkK{JmbDOZgur}< z;%2j#*}kAWaMjnv!R|}85E$Z8R5&IS2CcKDlLDso`2lwMb6YWThe2$+3>BP8B#X|r z{Y^k26TWvs52q5x+J0{vPS<=~o0D7F(UZ2Tq=-{qTFdy9$H}8;6}D>=*|KZ4^`lW{iZ0uq@h@VW~<>D;UvWbeJa57LaC$~aGJ&QnY7tr zrl4S)2`x;73rFvgY5*>!zHhq6Yk@PZtjK&LW}b>JZ~=&OgsFf~@vjDR_bJhAkiRmK z*oETI-$@)2rWB`Z6^hG-3ULhUQdVh7sR#&^s#!2OMTuZPR#nE5Hj0y~kofH+#W0Ce z`Y^6tg(PCDptM=ezHXze_s1Lr1(mLCS$bDxK2?k0yVCszv^}7dWTks3Y1CW9jz#I! z4TkLJ;`zOlH%VJ8n9}<^`@6R?mn5jzZ9h)b|CC<8nPl#1-DLCRPXV^~9@L|A26uc1meKa5{+KpFcf%sRju&AqY8 zBobp);^@B<*JMUHMQ*S{0mpfq4L5_dw za-|d9H{)y{&t;!}tYlKRX(H@5mSv4MD(_IYLY*xih=@wD<6D${q$oB<%J!*j)po^8 z5}adaG;6T45PF2}n;gRU-Z#p5N=DF8*_#9Z+pEx)3@s&>p#DDDO;9SS6e6D3xP}Qr zCXGNs;wUkSF2H6kVZ(CPM)iyr#imF~LFkWi3baY-1J!?&jX@F$IHAJey&q-8Nm2nP zmAI8t@WGz`4>~r}3pl;paIetJOfldT6I)-~haxEbFSM0p15UPRcw@hu%|tlb!kVcD zoN9IvLnqt3mvt)sV~r&a5~%c2K4!*#(?kmH8ytKV!puD2%oEVNw+OSO(P&mraPZLIusTx>gWPGVKWlKfu!rH; zZ<}6>IoZwMl#k!+6^ZQ&&<;67Z`L2F#tI#pecb*5UDwTe;4k{GqiZD(A&4Yf2uM>WGiQ4TE zE74s&NPP{b>~mO5S&0?zs}7(JC2sxHchcd+Y_%%;>K*kp>Tsw%_%Q~^cz~Bk`&FSm z!pcgIP}h?LCmNG27QZ}uI7WTfgyi@(g!{Dd>TSvmXPfpWOqixNz}}ABF>$V>Pikfx z^|~2F$!aDY9tt=Yp~`UNvx$4u0?e#KkIv>r)Ft^yUD6IX?INJz43!uysVA04?2{CH z9B5Z?MiU9C2bk#xmuIMS2P8U=WFK`N$vc5o6m*>_XEJfGGQuKR2b^`~;7FmGWFBzl z#Y4a>X8n}A$|E(#{Wx!Q;W|qNizrG(JYlt03`*1Q?Md5 zm@T7_G=vVb)#{jniG{UMVB#O`(9O()YMCl+%p~!E6R##@@(c3|o~T4Va*set+QFkt zi8tcLZ?~Q&YcZ^LmKscL1;tB}NIZ6lT8p-8C|%Y z+3)HADk4PhTqj6vs+DI;&#C3835YASn)?|$l&cOWMO?N^mEr5AJi+u!syyjN#mfiT zmCI^NYG;Vg)kv7zTnl9#ud4E}0||M9x6>PHQ<_6umDJn36W&%gkpzRudk21R#)H|M zr*@=@#&v&u7aFwCLSe`f-pMLFQAg64NK3QL5ov|O;O3fx{bbY9$(@Kq)60uUqF8TT zdzX+9`yj2@H|)1!S|oKcu^d{d%b>L2%Mlx{xu~6qd9|1*F>giIKSt|K?MR%EXt7_x z#1>i=ro?F~wKLR?e_)ETY8CB!G7)c0Xs__??JL?slHimH;{*dj+13PYB%v(e)RKZ= zdMal?yCh9M01@@aUzdR<$r>GEA%P^_U~{r&qLpMDTzyGOWTU$}GtHn&iZnK{j9LK- zB)?#Pp_++abQWkL7WFg}rKn;gnShfC&)t`cO4kdp(oMAT?I+dC2Z0kxC@W2cvTGMA zo2eDicTnG<{l)%NNi(TPngOSoxS3M0tGJG!xg;EL!ijB=-*jPDy(x~Fs7FEni*&$A z=Y~ejHQ%noOguW7Fj1}&whu`*;AE=+w+oF;grg-fQH^$vCXywhqkqv0{%E05$Cc~? z&aN6fFWXX)mz_?n%{+rXsTy7UOf;*A-UV!0>WanB^)l>Ss#bzJ3`$@7gGD6AX$=-z~YrTw{n9jnqkFP>!MUP}L>$DhZB!Z;chMKJ1 z2CW52#1%yQbO!vW=#|*9Pc`{S6=T~{gYnn~QGdeqXPenUrhQ2g%x!nN$Ss;}+O72? zkGLdzp0QGUwc!MU*qLj`C%|o0k7GX^*9yoU;s4(TsHE{#x&A-x1hpTWD0c(fm#a;n z7K2UWay8cavKC>|x!De6a96RuX6}f9%usz zO9bsv55jr3&T;zg3Qv*>IH^iOHJeT>ElMn^S~I19Q_3x>Xrh=?zmMIa zD7gZ$XiT)C&L;^au)*W9*20DB8+3u|OVpy0lcWMpsu=h}kpY^BMVl8%DM9ygP?=wA zd~Jno7Asi+1{6w7)S?zHNd=r#qM14>iGT*q!+=cm@*R6=L@ZhwNh#>7={0dy$td8A z5{F&tS>euf*rgS6Yq(1ZD2{C?s47k-*#(?kuLyAG3ro8N$4oqf>AFrGswm9}anTiZ z{X2G6*JsjhLp;#X{n~@IxL%E|^wUQXOT}JJcd0Der7t8&Yawy3hU39{0(;=rdy$yG zduP!DQdqA5eKASUW3fLO_b89DItiViN$^pSo`yKcFo1_4o{`wLVK#I>Z4L-{KpG4Q zmWw8X0v=RN__|PP3aklwmmvWUskZQrx7~J=_hNsFbZfzilG3q2P%jD4VmfaLzm?Q$ z5H{kHp@%$X!J&F@lO(J^dq1pDA~>v?_H;uzy&k4@s} zz9y43(fSseKvbO`(~xzG(dB`g*e~ei`Auti{a5OAD5xFn4IUQr)SZc!ZHh{U7f zUlLb6$8SgVa28xmA4*Qd^;)kn5-wzMC!f{ON03MeN@A^@KG9^~A%nylI_PpwD@t7NY-5p~ z^|PdilCIZ*OTt)GH+?d>MRAXLD25f8x}6>Ap^r0-^{P!K1AFO{$dhO_dY|9fqdxj< zk|4@&4F`9)RKCP@~?W7Gq)8EQyM&Ip8&iw**%(<(}xwTz%og zd%o3&|9Zq?TPHMhdZ;A}Q4~@X^q4Junu`&5F^ZE)1)q}{lYEY4S;F4gI$eO!Ojad4 zDU`~h6!jz?H`zYHZ0YJ|E>Ga)X@^0XGKQihN~atsmBk6XIPGw@&_EU_@B%F-;=PAJ z^u>71r3%fnK>{yGhk)Qygn;fr zWNC^*jDZ_-WcDbP*%p*N0l2 zqLwkj1+Z!vzc%bypl>E+aj2$yyF=g-y%byQ)ibCcpm_0LjEgCSb@E?P~{6J4BhzRrqm2~pPb4cK%{Dezr%AL;pOZ)3f(yY=Y`-i@@wg1U)2>-NyWJS0{1okUkcnR|so#_l> z^RC$C>#!mn`?b0dc-LNv4ZCKS`#luj_>IH?H|-DUT7lv_e97{;$^VET-9tTfrIb8plKJfIhsIZ@#*0m4_T6Mg}m`5cZ@Ih?{ zt*nGYpcDZ|_)D<9>54#70!NC10W}jG!7my$#{xJOMOK{S0UVDyaHx<6B5Oy&9+sQn z*x_4oM$HR4Tl&l!z{Fdn~=1atsJ{Va}k8i}3J@D*#+4DE-ij=p*ghN=3p5m=W>tLayC-^3A z%9pIEqYQkJB}0{<00*Tk+$fZa0w7@M$%80x2?-UrxKKOi41xw%T#;#cBz?C~NKz4WK zOL4Cr0adQK$}zUu*?_dgZLxFBr5$UXQ%N8e*7*w6{4L}kfZX9Z5~W#f5Jv$n6npd>!P@ri@u z*Q8&G5pawWA@aJEipX5oL!ei(JDjz<&L5v5T4FlajZ@IBiMt#Nx#_y#V~^|hRmf`M zj$yHPT>L%T!gpI;ce5Z~IN5jC^{S6OuDpLpT>HN3s*gRchb|%J=adg!uaOgsgrkq>g$M#i&;j2hyM0`95sDNVuDiq!;!@mnUHVV>;GGmVZHOd#i_`t%;PVtW zUFH4@!HS5jSZH_3L;gUZD?~MM2ebI5Zn^Cg)4QAH!1IoLu^%*Z-=u4g0L-1re`L!o z=5q^py25ZU<5l;&w0xr8+%5Y-+m%K*TiMdx)yF?~>uW+>n#Htn-}dp(-R>D_C$x8W zB#vNMuknUm7}nO;-15gD7*@xNjE9x)#Ay}*p1a#8aCVgu$8L6Wr;3i2#(!hW#RX+p!vgmivDHcAzZbSz z#P4)@eBOKZaA>;1DD$6qLe>g{Ztu)+!k!fdt>%BB>AM*y#1Rr!8oq8OVI+nj+!8=o z$<=&enD8rAqbELSwmuVVb*;nJB#{&Vi90Im0Wqfh&o?G9h2&L+ukpD}kdo8{X3e57 ziqq8>00IXvkzc44Jc@OO@|g&8V|6PIWiD*ZGeX())rKNYE9B6}qkKbKKQ_J*EKI|f z%#HPL;Lu%RwP?N3o)%Hu_8A*~WqBKn&Vo&87I8&4HYK2P>kCFGM1Et~+2~Ei9I_Az z7@y{|fX#*~*qUY$_o2q;{G{n~V*u%(WXoval1R3Fi{Tdhm5ST8koe{{BZ;)dmd4m# zoK@RyVE;|CU{pKa1|C%;`*?@ZfkG3H(a9&UYYh?eo+n28RP z#y^_CJ$=ewqu*?ZtDTi@s?OqKO56k-(eTkXhUjb(B#9k0%|6&PO*Rrj@XJA>r{Uc# zM-ZZNjCfy|5^5-=eBbLBigC>}u|4B2UOen#+!Vx5t2_(35(oCqm zHAP(Iq4Ft70xZIPi-6-K9!}fr*lq40ZIDv?`9^#{QEFgOdPwZx_fwJ{NHhr@QL0~2 znFAW89$CL43}q!p%IRBAb8Sz^AN|K!5CqUHN>`lw6}OEgGV8p)yOoVC*6Z zVseq+zF#t2rlxe+3Ay);Xx8GgkwS_H#g(x_9LaWEF@j7qy1tXd53aw|nQlg~q?-mF zmdl84Zxj)gXSZ$_@)}{dTa~rCYwR=8h=1sTe-MHiQo}r>9M+}@9cuVRfe{x9*|Z4~ z@u2@@FyPhuaseb3z_BO`nfK)iNIYQmeS@wtm^Z;89{9;NBZ2ro+Kj{l2IiaF%*_bk zaES9BE4~)t3`bUCeGxF?Oi(tPyH$ZhBHp1;99TldP+45ajlW7mPt_9!KPesu>+zRy zh87OT9>wAq>+#5FLJKFZzeWLn6S}}?OA=Ikd`&3Eu(&4%|EZgp7XkU3EB_| zyC@P1hbT=>B(ngXg*e-{CJEqe;^;sBth&>KFL9+=L|Pu#yYR&ADaSUuJmpCdC-UD7=lngCmz){+ z%;IR?R!u~u^?E@E83QQ`R0?Mg>peo8)LUQ2Gh@K(r?qS{fchd>cu8v?)&fgMWglHtaGyPLv)pJS|Y#&Q_CuAnN50BE7;TlSLF3 z4kouuRqDVIkF@;V<7tF0_(zEv;6M21g*u?GE?UhXi)HEy%a=X{Bo27RcZKlVJ}KfK z{7XGa@NFRa6`$X!$Bps14o;hh+iBB>b%I@{LExXuX@*Yj_%-3-X8I=ej&U^Mo=g(l zs>=`7z~JJZXf&M1Ppu9Ym$L`B;+B-~h?j4uA@R>?v7i#3dsG96Y!u(zM0>)txKXth GS^gioOKu1N delta 19334 zcmai62Y6If)85@%HoME-B|spgkU#=yKdKBTYI8NK-&SgwUH{DALP+&ddpW4f_1w^W>9f?#!8)_q;Rb+;i{VueaC9-d?BH zkbwh-SuA%g{C_*i2xf!x)b7K{1=y3_+E3G;=kUz(#!_^z<0n%T@xaD`*5H7B!) zH-*{K$d_gT-j=!m=M?-^*prB+r)bh`8Qi2PH~k4s?YaHA>CLyczG~|2q}So#6tL6D zrK5U%Zg(rQ(5rUvfxpQmr)IuO{UEw@PP@)c^DOmDrd|CoT5mUdJ?WC$DUG;(vc+O= zgLbYj z`wjwjQ4!B;|8N<`O?07>lXcYua5g< zdRrH!TTYowsZ36JXF3yo*jh!~;5FhLk9HoVov{1KSJ45k!7q7x3XT-@L_0+55NwF^ zHgpwr?-2$EW=Th>t^n6%VW77ZJoAosMWkojEG>0Qnsr9|L;Z?2EH>_BPw#+VK3&`5 z*J>T#{=H1+_VbU1<$4l-Z(lfN<>69|rj`ERnoety`*%z(KR2XKTH8%iiVb|OEZqFo z^{~`d*V_!7;J5JTgI;IKr8G-;MezOt4|spZhb#=OzNMh{Wmz;|6;S12rqBZPxTsn_{PKy zZ%23s`&k}7Z#Lxo`QKZe+rQ>gQ5bjg$8hC(MAh+4R(R^K-c{yc+|CgvW~`sx=gl3~ z)UPwAR4o_SZhFM@au=d6)Vxr6_l4=7IEoLRbGzDw$R3j_@2|NlZPM-Z@)v6DzTdUI zCB-`KS^T`^t0s2tbLP8Rfk(zo$h`8QHt@B1%Pf_a|M_^|=El8uRLnlor^%&S=f}r} zHp#59?SVG<(~>hjJu`7yyX`T(R;*t0`rWqQOv~BVDmHz0`H>OIoS$Rw6h0Jk@w3F) zyH9k!J-*iRVtqQ^%PG^$S+_@KhXF$#{8BnOz4zOXD;;Wir~gM+OVz5qrPlh!Mnw7K z)ypPFmX4`hp-5WY?E^ejS4DQ6IpyB0PSNA{W-Lpa-L*)g&ZDA_L}&a`e%hSqQ^jw0 z?|RZ2v*YgK&?CF&W<6-zJ#t6$6(cr&@QH9sFnQJ3H!cuVoC*OfK^AZ((Of z{@E^W?lC>{YL5?x|8--0`oi5mX4_lbN~?R3B~^Yfaq&1-W<&hLw6j{>L&wtNrzAXX zF?MXZp|`)#7Nr+W?X>qni=7K#f3^NgLWb3_EzbVC?b^0iTfcXr)y5t-Lbv|hI&STY zY4#b_CueuL<=EX-`T5L%*WTag$l3VTh1#>Sww(yRxUS8X$v=Eted6D>I*zN5U1#pe z4fpdrpFiK9%6rxWBy$IBn$^VuZ*+oIgRNodo!{_VZ?kj|#Gd;J5_?a#8Yd$Uc)aWS z%>Q_0zs`+rc;+1KoM&I~Wi7u79ac;(v+L7S%RBWMcjB9}Yl=-s%PUvvMsnWeBUw=y z&;9GB<*l?goHZfp@69J!@>|OFPktUb;>Se~dX4z!#CGlu($oa0S)$frVRChWfYM)xmvZX9@`N71VD zx-VLL<ZhwWe%VA zx9vu?8;y_O+W1z{6Rtt4wygeRL&v_Kl$bGTYSn!sTi*^@z5cTdm!(Db-+sFlpOw;N z_(v_PmOte0IeLE3y0!8C8GZ5Nd3}48Oj({SJXy9N=Vp(P&@1oNKdDsN z@Pqf{@5-|{p!hktjbBsM+D}$5u9g%t zX}dacW8wJAJ2RUVI`q+*DP2$RyS(WWztpstzsEt5xxEfnX*w#*|ID87&t8A~%$Ii? zPx{GK@pSsOVYZ;xz=t{afdB^WSfCiQORzik0(r^AF5vQEayr zg>{8iaS!ATwnpVNF20wf^@KFg2^EG|qjMSt?jmVrAq}$S_y?^aK{X)={xRo3@CpS- zt11LxLvqH4jW7wy+|98?ysM)|ywHg0kuxMF%8r5rA*eJL-W_T!owKV_ZIWVrCOn1D zhg!pOVr%Z!P`8TEt@|e&8EOs5DN&D^q)GdPv_wu`Qj7z2D+%2e0XdN^#+%gIF3DNl z)XV8e> zOj=`;V9Ri8U{2q$$4t@*wS_b^r}u=KrXVu1a#m(YkkRLiemSFO45Vp8!OTnEl^MY~ zo>@H!c|>CNz?^ZjlSm5z^KORCBRF6;yvIBU0!o)|64KC|t4qzgUq+F%-ItwcsxXZe zUqhFXJnBO$zNPuXIbWRy-f}mE zkrdUoKk+tP7myRSV}MC@?-Xd6##Ptut!i?1=z?$-oZ~*6LsDef@l84Vk4rTi@$};y z#~)LgyyS&7Vg~y>!n&#mN<=8u8cEP>lr@wMtYQ7$Bu)-x<&&+KNs=TKyBP4@C~F1w zdKc@0VjfW|aYD>*y!cHRq#B-Lp7Ol9{<#|pFaF@ zVWDvIAHp(sK^ba|#!+QmLXDx;NEDdrvOEe*B}wU-sxb;RP#_D@o0p_P*f1G`EJmn4 z%v#o`+IER|b=wf3<#2zC31F-#-+4Eug!0_93nI6Y-{U1&oUm`0H3Ek~-QJjUS+iq0ZywuYE&}Nc9dH5hyM_ENCf97nTjT7WTQK(j~OecSaVk$x!f& zFatfKpLg^O5s-D77*2$lm*PcP%ieLbL%5yig}79?3|=x-HDPWp zXz+}*x-mYK%7P9Qx4imcF-Sm&FI_5ZLaty<`{N+8oOzuF@i6qJVuYggeBo1JQ~su! z_J-{c0P88JU*D%s)lK^7kqWyUI+Hc+-G96k98NQ{oMvJPuWR6SEublKiu-Up zT=&w4tZ?6)Sd&A6*S5gF*fFlGH24mcO;uhK{Wli%J?cEWJ<9rmI%)$U8S^K5GR9ht zO0lVsOyM%k zH90i!p({hiU70@yb$1S1a@Sgnx_ToK!ryDy*1xU$NFv&S_2DEqSJoEIHb1of<-|aQ z*rt3f#F6ZG#kPrBC%>b&*qmN?yPPeC?RVOyl30Xh^KZ?%`P-UP^GEw)UkdwD@VK1K z$^Iy2dqLM~3GKiWU=6i}GPR`bj!7JHhjDR$ia|6KilvLN(xq(heF8}@$j}wa z0KG_d;acYYMDRCp2=doNvN#;XOfOuTobH0^l4a1F69jEcB%{^BL@(Nl6eLz4+Py+4 zsPCr~!b_4-z!_CW)LeTJgzX)S*~~5Y(odlZmehjnehMwUSkm58z?l^RK@Nplj${{b zcEv$TzSP99O6cFrE#Ta8i{=t4f^ehSXB(KDKVe2j>jBSfo z(nuS{iPeQTl%*yrhDqG0ABmxn;!k3+Q&CzjgKoQ(Aan;!(Nj`;z>D47+00a>GwF%hQhHos_j)LqBtgYq0TTiEt?D6Q3wMD|sg-I2u;|BnLBbj~f3gtSiAM#4%9BI$#FID!B)odr>?O`$W7p)i+rS z3Ik_h1Wem2otT*joQeM2Odlr90s_&@#L0wzWh13v;vwzh%?uPJQiu=i;2oOZh&A)! zD!B-M?~`jp9YMwYHs-%ySw_tbB`4MZmqfCQCzKM@g;0F{0f}QTC~r}R!x^|W4oW}b z1^ewSr4MPN_z~YnKT@jrB&yPi6vruQ2#LjPtL}LaJXsB8+uiE7RMa9HHK-r7oUBH$ z1wraqYEc4jH8cRirm8^@enC-TaUWG>O+wX1)NI5Ys^ODhUs*MXWrwT1eN9n~;Ne85 z3rT{CWj8Xe*pgbD;G`N=404-r)4EY=JdG&UK{fV0STaQ|%RY})tCCnOJZgpgaC(Yb zf!Qmn86?I4D`$!Tqu9>M>SStbVu@7~o5H!CeC$DqDkCvwnG_+i3}SC2sZ(hXjHC%~ zwoTNP1c#ut+HMlKr>U`QOFK1*8l9LEwaatnep}s3jSe04{DpBx^Qbe4TM)I+P}nz3 zjc056sO_l7q2eG5MubSR3WLO4W)3K5q67+r{l#Hk3Jijh!iiVREAQQ#*I+7#T}xwfE%nV7(d zX@`t_GZQ&!lV+kN?T1W+q{BEf6@gPxG$7?W5uj@`x-*j!I4K>lb*hX~5>u3jXxol7 zVK%^vW+sYK=auAy7Sq(q2%Y4npq#jA)Mp6mfKq5}VkvFqU*RWI$WW>Endn*nC7)C? zF=0c7O3Mb~YT_kH5w?tHFgrmj34@wwDjZ(QDH}gsElynt73MW8s4#S%TAc`q3QL#y z6c`_&1yKx9$}R~@8fjsyX|`IJ#zgV@b|fCZUhQNO?>H{RrJ24{m76|sqNW}!3MU$A zA*|j(bviWyL2C8XZfMn%N8Y-brm{Py@@o(Q|D!9U-&RY)tY(@Y%lt!)rIsQVb~Se` zoV}!$WT$i06kC8eBgVPDP?a-aliI#nu^O4A}`48>;2g1>#E!(iq%ZLxe;bJ(aN*?H`Q^Zh@svd#CWJeL6qBU|{|QfCaDgv>w#!#Nmt5uBdGz#blvaW~6NEinYrlQ}D1Pt-0`f}&vg zJ3UZ4NuzZfne_@cvAwx_h>A%Zi4}u-uTT_nleGU}sNlFCgf`M%Whph!k8t#%IJ%jv zFtw2!6Q#t}@>qE$meTq8EBu70#u|0TSLhi$tj~aV`Hsq#E*$Ik(6O1Q0F5>O|A(hk z(2}8o-eKTsB2zT6G!Da+`~=R=NEnl^X5uLAxFkD8A(ewi`D!MHQiC&bvjPrZkd^d! zM)DCjA7gmiv)2~c%Kf8>nbf}va+2;E&;3!4WG9lfBGjVeXs>l9hM_cd07@68YW0a% z2txmpPg(=6fcj@_a#nFw2XUT*z{mlYPvR*s#;J_ z`*a4>x9O$X=1;YEsj4uotWxt-JrFW&x|_Al(yCC85W9D6;fJusrk7&hF4Q`Z1Ve7jf<=-FI9^Wb>WYNt!{BReyzLxLKuBjcnoK;(anLF z7QMtmXgG;?>?0-gs)U7D74(u8<|(Q7FiC>m2QCR@bAxoblM_tUgHJ=ZQhGRZh3LtY zB8p4#$7`i@e`-Z2DczqGvr6mPG_0r?J)#Ng5TVQSKCvgz%k5{U%IQbR6eY1MflGqe zud#X>`9N`nrX(Iz;UD7oi_mup?~tBK`VbmKEXsP-4`AVRKFF6<_2DEI_cwY%379#R ziyI{92TbDH4irQDRK76OudR*^nyt~KZ@u0^rM4fHWIoan=P zqZ07*RNjXhH`05OSTq{F>2k16bq3F% z{3xBD)8*f@=wtIpT=D~b68S~#^eiEcU(eCE&GGge%za5YK)S70gw|kGAAeCW}fWi>rco7l0ok z`7C64K}NoXtS(qOS*P_#7MG}*5XhS>8-%&QAbg5+XRa?i>Q!*5Gsd7pyh>$8TX%DT z!MZ6rHD7am0k1DNyqF@r;w4j!(OURQb-}Qyvj5>FDlR&UFqIXpI;Mi69XkqSDTSnU z>)w<9*u`R7E`XDd(alu_lc&k$6s5ALfESfGhEZk(%eoTf zB2GMP`1HzdK?Kbe2E4-TurNbHgO^NIMt1_TzJS+PStvYR>K3dq!X2fux`0=gIL@_Y ziv;Zajdy5emrNVEwVZ365`z~Ykx7cp5Pmra)-$CcA}ywb!vAqY2Zmm1z9Z1 zFY*!QoTazB3Z@S{{V>QoFQXJ0+xg+_XVo30SmXu!X9T0j+kSC99H{PyW_cIw{6)I_ zsjy#uhYh@J|BWOfeEU`YcEeTs9BSGqxqcS7B$zpF*zfx$*M92>iOc?FZ*LkgZ#eJ~ zgV~}ydoqbdiuT(Vp;&?=l9jk)KTKkgsQvB*Xqn)MVkPg{n`B{FB1gZODUgxis0oJ> z?cr?uOuzBIIp#ktf|k`CzB!f|(~i`XEA5uWeDW+sOl6<~f6Mme^zlqZ0-^BEKcq5S z?9qz&_t)u=LC_UX7%KoVDaM0bPNYjzT-)2j4yl)!6G5^UEca7sOp3cXg-q`V)Z+;z3 z_Q96v&PevGi37LmaTYPZj^s?XAlWfMRBxO`r0KY%<3OT%q16m$n3&@L*8P%W`f^kf zbu4}ZCcLHR+Jhl5!&%x43UE+L@yf8`VZQ$(oE$OlW_VzBhBFAO{@>7{TP@5~;sTE8 zPG1d6SbU|<0TJ+p3bzGk-BAD<8eB}e1Vv2xOE`eT5e4BhoUZ?bM6AGZ{D-3)hZ)0R zTb46~EuP`b5@5$!#M0%QnE-39xI$R>na-nPGUM?4*g1#4lQYLTl@tYqoZj7#d)ZZr z-Ss-_ks^xcRS@D3_SQV-IZ@GZ78K8~PU3gwJ3G=K7(^C-FCfd=ob1v6LOqRkZ6)kV%vP2weEN&M9kXH&tbIR3*;9@`guj_qwAKE+)e#$I)KSed0xyn&3f zh}m>5OM@j>UC}IinKN0mhB*H7IjhB0{~nyZ>Z--+G;l2?#)u;}@#{Y^+F^fB6$roV z62~+D#IR(ao?^%HL{zj>yb=3PEMdxJmzcSiPy&ZC0`^^YiH;!wA~;2-kpc-MRJ!64 z?D;2-*d%NnaRsP^4kesoPQxJUiX7SmsW>{2aY-=2@2ZRo)g+dX#HIfUWe|>H0#UTW zf56uW1tJ{RwJ=uknk&aQU#{zaz|16f2=lw)y6$6_>*g)??51lzDGI*0{_;ZU`rHy3Ehq_2`uFUzQn< zUDHfqJ^6&f+VaGO3mf6&de)xA>Cara-VnQ7&v!zDM(!B)^tr1m4I=O;Wa$X$joi`y zn^DNbsX|%&Ic-*<(>^+hUxZrh$Gv&>O7OIyTfCDeW4;z9Viqq@DgFhhln)&Add=;l z62}cVZusUV{$|qu7;?dkAe?&5?c+~AfM6tKc>I# z?nh<E&gI$>=G*&)u6krMv9f%x;v1)pq#tic*di7+s8I{ zhif8`5LT?C8@EA3EBBjMAbc^8FZeCDsh7DsWs~-)PHx=065HG<$lP2RK-)<)`<7J3QLSIHu$0Y3$d?>Cv=q9kyY{u?rQw$PyVXGRPvEi!x*Qim1EKv@DjW2bF_0!n+@u*_{|;?78DVf{gJEZd zR~S|3npnGymGxMQmBt$1f@Q3F%qK7x-rr-CWaYjwu8^|0!!*8gKxQ@%B;h;b4U;%K zopEt_3Jn#%Uq^};zc&&|QS48QwLvUqts$EzhPG~?2(27jw$5llisI>*!EVBgO-6YZ z{e$rVi3LQ)`X#V>z0vGtiRL2%Wj4skF#$t`D9c0N-{=(u>GfN~oz|nC)zhkCSGzcLRRR|mL zz%>q!JPZ>mMX*>4;sI|RH;6wH4&ZRaz{2C^8QG&yH`%%nLIn5KWO0f7ReLy$`cD z870AU&+xFpfAOeZ_E>{|7=mB-7IxNvR=4GHgOzf^B2b8iS+~vXkl4Vk+p@i2H#yT9 zI5e?f+%aP>;en((k_{$w=+;Q$0`u<}w9AmNh?Gmiq(-UJ0DT=dTvgs}~}NB7N)$8VDmN3dId9(;d*?z}zDU>582 zG$(s8O&-@^_MwYQun5E!$5Utze>iJ{KZ<%n;Xxr84qnmP0{70h{%#XY`4I#S9X>#u z^>q`eY29BUEJG28voC`H9z+!Ukw1(K1b852c?;wpdJ;qY4~K{oA@NnGqTz|e4>WZ! zJkj}IYHEOARN7~)$3GkOfiSY*x1aboma1{d7@tIZIjIg>@$VqLMpjCV0#?atHF&+S z$BBCUBSh`-AN;dI_4q&VBSDSCKlmqq5@C=(>YWnb@gZq9d!2bjq>z7UrwOX|@vFm~ zWV{UI6!0(Nyn(~<@7vHn_}6OiAN<=hHMuh09bq2$MHz847H1KSg?}`Q8O1z#w5vs2 T!XFD){jN+gUu?^9n6p5y!Iz9?@d>{xy6hQkLimelmDw7YAqN%*Mg zd9ojuUdB%*exAmUqJTSIf&cdpYarKr=_=N`Aw48e4yC*L5X=tEvNA3kG?Op&{tVnz*u20nv?zrND9VXIweo0; zmUg0*6*Z@FwSWJ5F-^3>z9v7Crc3F`->akLG1`YGuX7b|4=kjhk%L+EEQ+wrRFu%@ zX^rhL+0_0)>Y3V;Xhw6`ZZg+W-<_#u)#PEb#gj%+syq&Qx;^RiY+7kYH@|JtEohS5 z2FnxGi!tHhe_DZiv%LM{Vy%N z>^Xgvmq+Wss-1qTf@f28kgTmZ^GiA|!nGS`roVdl@VtL+HJwRud^b3?A75C^k@_w! z;^hbG!J)-}5JNMq;BpI}hcsEBucWb)>FP30_*Fe5YTefoc;;-t*_98S zEQ^lzj9J z{!q@|bM``t{$&81qiOHkLBI~(d%>dL4u(>8C<%o+c7SFu_l}1FHCq2-CJeB{W?a|L zM}c66Ewf;N9WFP6OJ5xg1w5VG0;&3$+3+Gy*R+6BKN17S*e&+~*a>v-^6*{2++N{~ zhdBM8bKwydJQNEW3$mqP-kYMR0`3b*F4oJUFV&`Bfl`LmFwe>xwM zc*v`=w%4mtY7;OcUIAnzoeKHaDvUFe{?x5EU%UN0^rOBU&_p*G_`4)JT z(`~TAQC1a5mF>2uu|k5LX7^R`yZyM|TMn?WJ}w1nIfF_i5D9ywU$?u%VJ%FA3DhqOXT6X{=Ka=C@ALY+IFY}wkg9mU!5qZ8Y_vgcEc5=00 zjKT$AoYk5($QD>cw)jsWOv)_!coDqG+W)p;A>#|-Fi#h>V^{P=P{PxOc8ru!40$~D zwqrFfEir1@{@|-_eoBU^}0wybjD*{6lDGYlEDA zugo_ck<-&pz*@FqFuT5Lm9HK7ayt4XbdXhFu^K*R-N{3Eve#9>*VB$sWtluiae8|t z>|oV{o#4<@tKc=BuIU7uK5HEw0c!o>POS6rdKhPJ(BY}xDdM^?^gy-o9S|{HSm6Gj z!1Ls!$8Pk!(qD9eU0|sWJ$@5}v(>fP_`>L)ZGkb`zkay}8hKQ?4fb9DOcCMroKhfhb7-~TathuQP%b@Y zj?hgp4ZA|GHwrdgO%!83Z$vL$egdh>w_xN)W^u5=2!5miQYm=P^#obYQrcJ(m4oAT%3(`hWGS|E~K5XKg%oT4(CWsS-`SQeX~FmtY|fyYwSmAaECacM=TLir_B80ZGg0k+JEb zv&+~ea+YgAxYEz<&!^RZn6-%fZbOQwrL);46#+M??Fe0q_^nTY;N_waxe^fge-EWf p9Z6H%V8cIb^tTRsME~5(GnDW?sWH!#8vXBXc$NOrh~{IE^gsOe_N4#- delta 3684 zcmZXXeNa@_6~N!&t1O^E3`*l-2n1Mmfo1vr6ja1P9by|2i&7+#lIr+TsN)BMAVd*V zVEbZjG#M?a8Je_=G%x9cg_SaCrY6DIR2xmkI+`&~GyxK9+LSb==brO6q58+p-t&F# zd3S&J?aOYzm)(Bd_J9r1bCUi!5juXVLR|!5&Q(r z?+YMJPwc@!TG&%|^5T{J05Yjnu4wJUWzj*>tU6usT6|fV7x^|np5aZ4!SY(xBvw2} z3w7&ItTs_;12UVdipfvCG-T7dt4%C~4yS78YLZBJbz_b{x#rhp(?T5^j@MqSU(Wd_ z8;iJnmOELi={RB{-#hAKesZDqyB%8Fu~Z)tCf(`U)bRzrfoM?*6i}3tzG~&Ma4q#@ z8++8A&e8t;+odFE1%1t4*ZIfYsQxrB> z9;?O=aadx770pm4&0bYx-a6! z;ACT*YIU7|sZpf6#r zqL@t5^D(R#3HXWp)0X}TWbwN+!krsELghk0$ffEHpyGpbj7o4`pgrfbP9u)xYwGQVu8yfO-yq7O?bA1Og3O|6(=_aKL8N>lZ>n zaKM&1Fu(zqTfm{O34?qV=eI(NJ~kJgXK`&S*!82~aGb+(9)O)d2QL?&1EAAZbL{nABs|KixG3nPmH7N=NYy`$hBy`- z`yf+a83Wrn+hUn5Ru`jfU>1jMVA7{zVK2K5?86=OT3{u+7E0InPsDqf9@l6qEa7q+ zY;cUd@}*b8SEAMiF?wpEr;9)A$Nk<;0xSDRCPN(;Nos>E{j9@dm`;ISHVn2wntmw_ ze#sG~88{*Nn-e()aFSnVLJo`d2Qc$f*`E1P{hSN3zF9nY05=qz>zQ(Y9<1RYM?2;y zSO~^ht!;-aflXwI{}jNKtfEg8!dvY7-*#+dVlf zZeCnw^r}acz%?@HumU#m>K7~FFs=Sr3e_AneGs3~(MMoApQ+qKSh4uW(81P5DgL0$ zBaTS%%ww>Qt(YuPU%lEhjyx%j{saz@RbRCRK4!mDhw)^uuYhl69HYuId5j|Uj!M|U zUJrIclAclpud=wd6B6_}>+uNC=#O+_pGT@;g1JG5r)H;!?84LoHO6m1gm+>$6(ep@O=z>InttRPFn;?j-j?KmoM*nOJjMM)0%eBzNtIBP#pG&*CF)VC5T;#CH z9ni>zt-B!OZpeyryMS(ewdxJ4Fx3O|Kl@F(UHT=h{ktTsC34e=*^wQ-gkh**ehFrIZgN;V=qm7V4$$M_Z$aa>~#+s=e#BVa$ z(r?Cy@;$}`8g9`pi>0GCyrZ!q+kIFq*7Mq{uM=FrYG%6=0_NFZ%pXG}X{8Z|^ zj*$*YO|LTo8NHY;gL~*KezOnmqaF~>dE`@gHjkvgvvvhuT~colr+2|_yab3rb1JtQ(Okj1<}3e(R*Ab)v*BDm8yCZ!D7&FYyF^E}f>8x*&-I}utj z#t`{=+mIk=z1LRp(Pwz{;a5-lN>fT(t*YPJYn=>U`}@Pk9@bj>yT0qY_t`o3oc+1& z*`M34Ob+P0Kli?SSy1&Wcm1idch$3@hRrt7rrK<_rzUL3&t5gr7X$xI*f6w@&8A(2 z;SBgU9RAsCX52BG^tiu15?!-|>za78X`CinG>vU+}p$&VGpn;l)XOZtQ4hLB%%X{}`wjNV($ za9F7PE70TzTdj##pH-KF|1-ID9T0mb0095wBM3wZ3=lvb-LCWXcT^~W?n-7ozcpb0 zq|K(ZC%;4Y!S6u8JN5jm#MxY*nNgoJ`wVb_+?5J+RSQalt9O2_D`v#1d}iy%++GCp zY@1D`6}8Ah;TG{xt(#Z(*UR!FHLnh>+z5Q12j6|Tq}KX-;oB;@)|W`^r)AXnIE5%+ zJ*_ACl=KrmZL4d2y#8nGf|(rlPJ)?ix&VAU9HyndK7l zC7?T<0JP|>uJtSnTm-b**|i?f2msj2W^-OepvJi_u)^{qbN|3^hU*XfTw}=Z&J5vq zeEj2nm|!oFpzBBf0#^%vazI!um%Rc2;_?%->$%Vt$nn1(kXdVX8qGdgUuULIsMTMN z-=oLZnr7=F;>mTE=@1>{HndOq0)4fNjfUn2)Tr>3V1osPNU`P1g4atppX@zP4Oi$t zsd1yxMrte%|C(H!%kl&1 zku>~8<_f37{D#!)6$*3L2EBGpHe1s=gy|wcQt}Q%@+)%;Ux=?QX_BiC_`Xl-NU4q z@++$@;V_#kde{B06AM$9_SEINv>3N)QeI0zJ}%Q+AV3h`q1avusnal!kK^o>-WZJ`r=uDx8D*x5Bw(Z?c&C z0_Wbwz3vK45ks4CXc!LNXw*VPzbS_FtvIwiJeq}hB^{$oZxY4wtd0;!iWp_fy#!8Z zqcz&~ONn9O4atdtG?H=ji_Dg6t~Kf}=+d0+tTCyuOoT8fCTPNk!9fl<;@5{n0X8jJ zU<=!V*?}g|$bY6l%sKJg4%>&g8&8g6?HgIRcg>Ds1vQ$dZLE zVa^yU=2DwupuEK~tbLf33up$p7IGodr>+qNQ60h~xFbdb%_L#Mp5o?WE}(ACzwraH zxcZhD@;1Q*c5X&1H(GVVp>Cy7?Bj4r|8GJ03wPVu1DHT+Kvb!?&YgYD*`Oz^T<3iv zQV0r$aIX7*ML?h~N^jk_V)c*@U{2}06PMcbTRO{ZOujs~vE-%AGj5TT##c9$R=IGg z9gC!Pd{C@3uRnILEtI-qBX*ILgAK6nP-BTx{N5s|3B`JTx0Jzq{6(_%<-5D36#ny4 zsQ^Rs(W|AKxT*OIZ%Ni^l3ymJZ9cJ9!d=HdUN4=c*7}Xof3U@jJ(7>}EmA&BcuJ-3 zXdf@xBemk`JEbD(9@{15AufQ^hIQXKz^L*!UqcuhJPfF7N0NdeT#`%(IkOm+;B<9G*I?t!fH*Hrm8 z;y+@j9L>udvX3UNxa0{mQ6wg2xaBzF>hMrGhJR|v5yWY=M@}cQ6NkyIc)t)ifw~35 z_V)+O;lV?0DccY1U&&l&Cg}|2~h1loi3c~W$AUQ`Y z!GPg5*Z^)5pjZK3QLN0VSV>@+CV^jZWCq;F$%!}#OyiNsfa6$JFhnMHXAhBaQ!}6$ z4><+|CxWy5oN%^(kIq0fZb=3t$Fn&@EoUH_hJj)_KY&~xix_6j1HmK=ptdc-22!)I z0d&T}D*9frN-mzs42Y#DK&eoodO%E$D?$iBZUQ?r+=>hYQyieSGX?}wQ`x)`);tjV zBn|_mf+y#{MX1#77z)TG*aHF;A1`=WzDp-kJ9xy&6Z2V_qJ*+rfl2^hK2Z)vJ+hO+ z^t0LWLz3rbOXOE+qP<6n;R{yFZkky6o}5Y(B_5?Yzp+W~Pr)-p@IC45$ay)G58Wg8 zC)FPQANirx;_?tG{`4Rvj^`ba`%rgRkP^jDRDhiE+-xlZRsNeby99w69Fkom>!ww5 zEa~%^21**AbzE*h6Dv>1L8PL;HBeIc=cnXrr09L;<$>gp6|6+_PM73Cr05MdWCtpm z?Ffdf&)t&CNuSH^$S+ds<_~fewRZg?&&L+q7^1Y}V;;%vse3a7d_Px|mt=(93ScYt zX!dlF63YA7m7|2IQJ_NggIZ*u;qR)zDgza|+CUNL`~mu7SfWQE4MPb?H{)v>zQ@%x^vs*`%R(!@h8&#G# zfO~OZD@npqKa9Yj3UsUk|FnyNd0GZIr=uU(CIrB99DDs(&BDj5-2p69=D;s`^gpiT zAXFfhMu5_%a0JK{?6@=mBDE)i09s?&iVrC+fA2#jo1}O3lyZ*hI=)a%xaRM)PzR7~drpLS(J|_e zbUsHUt3Es=`O|IGF=X;+q8iJ;%v6`sb}Z^tWr0n#LRTR@+ebyGd#W zU)ootzvp;lfAv)oX6Zn68ktl~RukE}a>dU34O8j4#D1Er#_%sjsAuVzE-z5KVg-O- zaXZj2iV9>-!wLY?I2KlK3^*rg0NZqu0?%S8i!)$+dI5xJqwFuBkbp%4A*`=CcAXVr}>LVQG!RQF| z(sclcjbXD}SP_6+(l*fA3VfXHg->c1^Z|l}+?+4h8w0B8o(v?5{pN<#toFVQbjPsE zEv?umu*DW+XdQV>iq?a= zCo{mKEKSS9?wWM%1uQVcr40rVb8+OGbd4S(5ULY^g7?snlf#R!A!v8Bf^cMBS^~=J z+D5Z3A2Zu(V@T{@w}V#gBUo#n%kI3PHDZT0X-+=3z1E#zt=pu<^Lrh%@90V+4l=Ft zg?grDwzi7`9?8)b((dWBS!>Bhb<_4ycY^5V_RywcNM4nvy+f^my|gt7LdX(v|MVXg zRH}uuIg2$1kL;rr(3V@3uYE^>=5NuG`JVoowZSVzcj!ynJc9a*=mrngW?62-v?6Ln zjMToQWyGaG8~qczx>XD3F=I6PJC$!6r@c>zdX3lC*E5}TolHX}Yhww*%xzj6FP)|x zq;8q$`e$h~$=x$o+ely{w!_5L`Py`XFkrE^nmkr**OGYCrP^VdxLTxbC*Kt-v{Gty zSfy&!B+T0+ISV2LFaJD}Z&UkyQ5ehrLmEQO= z&`Io?ZI&BIMYt)e5HP+PBsWVm?B#8i8)$|u51r_ zlb#Vc396xoIp`&cJ=ktx0L_S-q*97;UO`h(501ToWB3y$10AK~u>cD438J=(Nr#LM zpd}w`vcn1qdZNP_l;mTtTf=b<}c}X~(H`YLE5`>hI0@jwn8RuXc-M zI%dB%t=<`P;5_q`X-{zHL9IJFvZj&)o{JUQOp5ccQk(oP0)10*bY@TQbVTyc``H(i z;Mfa~>~y99m}vI*M|OJZoquGfzeNF0{F|K|GzyULWp0SbH0X1YDS*Q_tqfpALFuGI zF=uZh=1BAwK<1Jh4RA@oM|%g535Ath2ba}XK0x9CV^6fodd?ZmU9y9I$zkK4bEfdi zieoC}xbrz@JfEjI4p5F+4u^I8U357j=oXOI*BQklO~;?eV_skIC=PVwP?z_0CU8%X zVq?A0EHR=f(&7K;s6$={R68};#FH*(fs{(F&9Vki#00=e4u4z?e+VpI$b(DUU6qtZRjKP|I;Sglxz^OZ33HX@vIVN% zn9nS8Sr6VBsvga6mAmLyDSn!}W)U;jR6T}I+3#vfPh|KO!R9)+l%-a>8uJ4OU1Q0r zx27lZ{7Tnq>Mj%AMu%OU3CDmVt`*d}Rppw265@Y;Dd0M>*GtiRpsoRUj5sZR75gLr ze{o@F6rHYrkbzGeo8xhV{R20Vc&k^F3mc{C^uh~Lp&~#M(IQ?h?zaqW4ZxntDu%eJfPg=R{Zi9|9I{~n>4;cBIf)Al9^{VU2kg2K~G7Cx~uwux|Z5{6mON zFFAS7P<x`Cs%Y(S;qVz37?`2DHw0AgI5?p{frWtBz> zYkbrd$-kcAj-ylcyGkRQ_w^d@)4urSfI<7>se=ab23ZjskPkjr@g-&uZUzRKrJ}Oy z=frX=4B8ctQZ$=eVUUg?EeZ(Dyte*beLpX_>{GoHo8 z04E^_gyNmAgy)I88}}|?rS}YglI}l%jgDYICH`oW#^LdE8O;G-9P4<&q7*RFg$mHc zvC^7hKuFIuz?Q@!FIv`suaf}8$6qw)1uS27*{G&8=3FtRkfOvT)VTT;OSxx6u*&ZZ z2M6xbiKqepYwV}&+;@#so_pOmLlcc}7^F|W>?@-Mogw@00)v;nG1`*H?YqER=UayL zGhjirF^zn`{?2%hOqSfSCW@? zpkb!)bN7t<$nEAcKhaAT_D{o1l9gOnyGx#BjW;@ERamn zBd?at6p~^yyGc^yOC075T!NJbnn^r0z@$qjpQD@B574?{k_rJ6sSwblFwiyaN`OTA z12C8y9gr6=4}gWgzu>n4N;QrFKq3&JA%U&x5eOjTSaP5h8-NN6dA6{y)58@Y$Fp@c z766+>4}e><#vXFy@g6gfG;}Az^zo6wW;+r{e59GkPluTC#Lh#nSwa)*BFzMTCe*Z8 zybx)&XLA2xr7vARtH#yBKT5hCqmSkf2r@ij{$ogcpM0*EacLQl5j85SDT{6K5uf zPc7jS&{*+5^TnI+k_Z~`g(h4n;SNQ12 z`0x%&l%M0TcIL2UNw`1`dppU@`-89FLRow=S->}LZCPPW$D_v@HunR;M_jt#gO??n N_wjWqE6p-v{tx^0(hL9q delta 11123 zcmZ`5xD|C;>!D6d435N=Js4P(ts;fid)}Yzxhi zPy-?4F`JSA0n`~40dJ%T3OpHf1W}Yx6p^>~S|=e4zCZY}%UWxH>s#O6XWx_K|E0D6 zm)5IN0>;Y^_TRY`^zDH{Uz!}c`q?nUW}9SFZ8qCe6Nl%1vU-v?7XF(!JkM{lX;)x4 z6aI~We>R&Lf7~WL>aUMN*Bs%xHor$zK`XW4}sX*0|59ZA4MQaV1NL!vdcqXUps{o=%!@X z@mmY_Pugrs8}d7RSNOegxQ?HdIGgJ=GwX6@p8+nAyHbI!YJRbB-8`w*6*FR0UbE#R zZZCj&uFa;>ids~Ga4YRs>lUi}>SXzzn)eW`+yH!^2jBg;q}K8W;k!Sx)|W`^uVp^; zaSBnudRhn~7#NLaioE$wlDu6uABaUF{FLgX{T(&;G#m z>i^?vr&XQ3zXaC{&$}OY^(IAC?Lq%YC|s`zZ-{5ocXoCwZ0*wGG>vXCjA0Z})b z&Cv^y=}Inyzj*wGNBwlL2P+Be&iW=gqu7-sGo)^UwP8s1?!g*_x%98E9}R=tNXcf7 zOURdi?sfvuFFxH<$1>kVKyNua*8v&{0DHm)yMjQCvz=gtD@WG-f!_?*ANaY(lHcta z!tX?#z2JlOFu|T8LDx^d1+Heklz{MBE_((5#4GQ8Q)emK0@c2i0ok=?r_t=gI(pD2 z*6Od?=g|{tO>=b-@#LSZh(mRdTiz$-3-mQIHtL)2P@}?Aj13kPBE^+23*IE*d`jp! zYPiBaqsH|Ho2jup;%jo9-iR7(K&TX5zBHL2$kZ?8+o&6xPNLk4ae1& znwKBUh@#=ovsXYZ09t;hu9lma|GeuM9A>xbL+pZHK{VGSOo}Rhr*D1g^$df#s{>;x zl0NiRa@i-0j*WKH@R@vyTi&p66|Gb{`yz+$DJUG1J zTMdWHxBR{-1n0X2ONpZ4TcAgoaLR5G3bFSQ4-d8_SW3sa3Qru&Ngs+iWi`%0{afH% zN@$9h`yA)q5OY3PSgIJ>ibKP3=z4=@BKi$6q;JQer3h@{+b}!O1RD9yMJ}8fYdN6ZULuD&_(n z&iOXKBNkU*7ek?qaDm-h(aMch?Qy6}Ni_Q)Lel?RP`-jac6JXYkQxwG8m@DDe^WO2 z2`krmABq%$f+3vi?%xp*sEg9u@U2)qF@dVY_T$-DnWvi9X$ zd!$tU%Tg&HL-R3fq#L-YdB4{s>on6TmX6fJ9V#Z#{%lS5` zFHLw#r0-}SFWD=#;2FE6BI+J5mGTf5z-h(0?Xjo>NVzx+VA@~%`5yPo-{DYtK+Qju%{&P6nVy`--f}{+;-b945!`GKcJ?iOVi|B25&Di5YG=p13+POpfIr8FD0Xddnkc5ZOt?{NZvE-xnqa(8;`gxSYm+jFj&=5Zdinc^cV8j(~V;ymArZ<58{T=j~`Rv#reO zT>NMR_>Sx-r%_iQDQEDHyU3fc%P01bm(s-Yk#aWAd{*v46Z4*v=Ti!SFF^`%&&w5r z<*UJRN3jG0hFf6+xJ`s&1%!%XWlzOQ0?RZB{E8zp;4V&1!bxBnk4y#}$FcmOGO;^* zsEnJM0nK>GF(5bzoaN_)v;7Bj2C8vOG9WpD%^7An1JN`L6w~Xrs6(fs`ikTaf}Ek&Tpf3YSPAyB=; zvWsNhxJr&AeLho9N$0ap$n|Jq)%$V~spuc|lvG}QO1?^p-hWOWL>@W8N(^s*Q65Z+ ze*3!YKt;1%!I1UYn{qknbJ=bA1!~>+k6cBq(qHBI*kYSQlq^2>f!v0=H$uR-T2Wq< z5q1lJt=MDO(?LoY?`>C(5vB%#3e^v4k%@+nRe@CoDs;7hBGCB*^vAL!k3t%T5|C~t z)HHzmBn(!Ub#}+2(6s|d7ow0ypv1pNQ5@lNG#e9Sg@h8&ZUFLAAEP~VWd6uWqr~qt z#VbPS2QUPbAc1wLXN7<=(76f)NMr|VhM@>_G6Vf_EIHV+h7yn_f&3JT9miP3AR30iQ>QZfMF4m8-10{ zRHQGCf*dXnRr-+HTa8eDrdHZ0Wi++ck5(3uSVY;BaiJ{#T_u7)IZkOIVYFG}l>}03 z+A$@Ge>y?29tGo$DH&WZRKjVt^q7*u`%Y87MWM5s$CMU)#ysU4>LwirB&(M|88GOn zSCn#sxc)e79KKe09iQ9m^W#9r{B=qx={fuaL>c+El8#;eX0dXLCN_$RjXRWH)V*>- z$>AxbN;|TfP_C??^rXKluvx_^Za<=Q!3Hp%g^i+`22h<0H4VU=NZ zXVDa85@*uuTYn=XkdAc+JAct=$1E69vF8 zc?>wAbVR5?ER6uAPvHoVDcEso0z_I51Oc?hu@&!9T)ysIC6}ak<&<)k>N=r7P2$%t zD*qt8*g_9g+hZKS4<>I$M%IFSFI9m>JLSqVA_lW_+G{kn~qNSxx5+da13b z``u(UlP~R~((gGQH9-9<3A1F7I*m*!3e_aGpFouGOU3eZo=0pep>qls2zAfE&Ww8yfdnqi<`+=;9MyAl^XHBqGt z6V#w3Ydgt`0Ck|iP=R!Ipk^4VkRVboN60%d0@QK+PpBV| zuv6c+gw5CgQ(a6ZO`2&jy!%IL0ttKCNuUhVd8L`=Y*L;anSDf(G`k51vZXf2V?zpq-?jn1+*mQ?$8w3flYvTL_V z&KGrU1+~U`v<1}qK15rBaJSA3)9C1(6Qy-ToIqhByA`DoWk9325$HLh2-bBP2*oRQ z7LL&^dO{P8>J6k)1L&j%5Q%RY76^0uJ**>88qdZxwH5(dsg6Ks47*q}45SKONxg-m zJOmwqUb+qdv9WA+Gb;j+OWFonTY!(Vjqpk9gg!v9kely~m3t?;V!Z9=gR|4wkxChcv^^0*b1t)?2Z1!S|6$eTn zNOUO(itgV~j2QM|jm5wWEt3bvYW+}2Y-5JjmT!&IQb~KCC1{JNH6%&<3%1yTOsyS{ zP1U+n_hcq`l%;EV*j<~U^}_-~T-sm|u`7;zlcCXL1VXh3Q1Biaa&m+sYzW#7tsoqk zmlT8YI=9lS%g4;t+E^0%*ICf2eFST5y0Y7^Y7N-oEt-?hZKHJ~SR1xz3H(l5?K`^C zh=WY)aK4VInX8pjz@r_tg|vIxZ`GRf(OtCt)SW20UAt>jF(j|b)83@kpq|=V1tH{! zxPSUL3o6kf*qp_hgGcq&@@dPh?yG%Af#z@1Quy8hnzg|zMR(YX+B|~#tLO#~(Pmk0 z!?hx6MUK+Gq-DgVKpXQjyRu!2;IU&h`kl&mjMx4~hLd0qR4T4UB}+h`&0E;y+=Y}DqE@6orl&Ez|(*g7LX z0kjFA_Tr3|@`YgJcTq5)f^_k;Dnt=|E5`6?^@tuk)5VX3hQdVOg>E2=hu6191mT$} zY+n|(CcVD{U5Fz^xh%#!1JNH8g0CGJXoDJ{3h`=8c>_IXp%v((Is0X+Mwgh!G{RE1 zY4i{UiHJ9-@*d&ru%k1Gg)VU*6Ka4!sIhvu7Rv^0w>CG(BTi6IES&8RgfreAYlOm1 zY^OKA40IB=c8BE#QW0*-Y6Oh02FcA54SQ*a9Fo0&nO;RbrI4`3qs0YVh#j#u*107}Hu>cD43Ziz3 zNr#M+pd~MBw95(!dZNP_l;mYAtzo`?m-aqw^HHVR25LFWv=h`iwO4x?_4nF*M>Lv?sXpkk$h4B$Ny>I0apP7T(7xxIrk?01#vd%L@+t3>Fsq$IoCjO1x^DD~A8AuX7_I z`_DF4DlhEkoQz%mO@F7KT1N*unb3!yZP@OL=JN(Qe-{GrvooSwJk0qF+5I%!IhsP{ z>~JOW6(gO0rHP19&M9vNf`{!HIKo}>VyN54>}|;r%Bpv`B85^y`B$=Q8Rb89n~U-X zfRsN#qx=C>0()`0i_!*Q(QH*s55Q6G0E-#`D1jyKu&e%vIKvEl~A_d}f&oAH04xL)ByW&2kt1Rm#s#bJr|l z=Bld4@+k*gjl~n$Z-Z|UY_3B~Sz4v5AwPJ?HIA%$X?haxTj^Ru-DRTN;E1aO;TU+- zwSrnVt6VcsLj2D!23#ZddMbK%tPTK=6{p2-VxI(vzqmlf6kS~Z{0uViieqyEZm>_q z3z1brb7S`IRx24GKP6+_)rK)|2M zey!<24!N*^bW|*$oWuo&40gxzgLd7bTkxejpJaz4fbMBd{T}J^^kBD_Z_@Qb;>$I} z9mCridJmdyE4pQY`n#msiK4qPSjXSPe*T{j9ba<#d5g5}sUNPxpGyQ4 z&kl7b@h>Cv9O@Pgb*J&(4fO$3j6IEXs~Cv~^lQbackvf`@uzq3SNiWAsjTN#d}M7hd)2eT}7GBK4c{Et|Qz(ko?<@a=%Iw-ybq!_^*F< z4<-QXVEjSZ%};=VN5J)WZdCc4TL z_sWM=a8F&rawoeRvVoO`i@_eq&_X8{K@wXA8~Z?ABK~HT>rorLtc63jd(u$Bg3Tf zEI(xor-_5-jRfB4jFChhPx}pPM~@PCa1 zl%4xWBaL^xW}KmkhSv?!CtvoJ(TvWJ13vf11^iH>oJ+*pbU}p08{ieUdI^6-%P-)5{%_>sg5zg^Ig$Nd6AN(D zrUt}#L5-=yE?|#mJAbs61^mP=ASXTnv$%Ll8-gNvVndXf$j^kC7K`Vj z%;x++xY?fU?nRhk6fdUOrwdD z(I!1=+1hwW@!422h7it(vp_(QSau=KiVcAf?_fc#HVpAXNWu%j@N1jCVp5)ilMt42 zI1_Isicc-!6VN#EKl3J-9k2mkXu_2eKJn}&w`AWYh_{l^`B+Y8iC*fkEU(!SZQ)}` za)Qqr;oU#jy{C3(d5M-?|3nfg5^b{i9zfIhz%7hki?c~q9QDNiP2}g zV97BVje2cSV!U2rVs2uOrdwi5)M$`5v)14ld3i72M>zho%B-37&-{CHvJ0xbQBbAT zZ5k|mrgIppZ~}o8DiGA%KdNyS9&SC($7kDf8A9}gm zbFWw)Os31dZiQFSX>%*v{=RFK<;{d=mSJes&u;Fj&3%ZB+QH$l)dWX6>?h-;&wkJ3 z=Y1e%A#Y|*%0n%OayyJ}Y+|5t3vi_h%x%xqq~3yw3wb2EzD3JX{cGtWw}rJuS3Yup zbiKYf;#tOLuDJ(T136ReXARPRJIHU|X5|N7&-?;>Y+tpGY^+M;Y|OoEramONf8~iE z{QSO3RUdMHn$-z^H=f-Qe|#1{zrPZUAS6#=lc1z%Dpk$8~y&AT^%Fk78W#j z_RQKw|F~Pw#98n4cQJHsOkoq}FK;h*NBcR;kK%{ig2JZGj8(o2liZXhd)9u2|8Qn) z{Ea?LeE)kIUb`dCxoF!_3nL_L{|rCmRxjv<&VSBsk-MP)rz2<40kOLUt?_qEA^lD- zY=i$UC~S+rZ)!YiV?$XT`$?^h_cp9<;``~$;l4)-l;#F{-Y*nW^CC8?x?OynH^WkeI4o`~ser(I|X8Y^Bw>Y-Tx=Aa}q=b%Go6_b;=JI6& zU+=tjbemHxkFOlwD=sN+{fMkK#hE#~oz+@r7dm!64movi$fkiWH%YD9Wkt=6*IK3A z{V+P(;S;rg_sp!5=bN3nk+FK%jCV3Oeq6Cm(VFjCweQtrv)@;T2JP;#a`+0bHK{B9 z+u7jr1~DHTh}wMd?ccjMP0#Jxa>~lM0kuE6`^U8xMw}lQF*x=!uXa&qSHvdApS;w& zLd3ePX}@e<8}@VBl3x;6t-G@Ne7yzz@;@E)W!L4|D}n}B+1vK@uu65(dtR(j>(^Q@ z4fFO{-|6S>kGuPg-+8R+lHHLf-)pkyXjtVwKjnulZ`!8P`O4`Rr%f5!vhcxtDIcqSk_~}<*l>oyz%M0pKgD5_Rqq3>E92Gd06Y$#H#|2r7ziD|ib#ZR^-n+l#j9NdqupoY7rW_V4}arI#8u zOWPcp(ZWvISkiwFe6gkPt_>L{&OLO*CG9-()H`WO{DPfBev3MB+3~N-$L9XS(>ZI< z=KV|89QpQ@A70*erR$Ir+eggF$s2kqwYXW)%hzgdd30J{1oj`;$^%p@%L7N=0=s_) zpFq2&v)+fNY;T1&SLmK!p+le@?hO5?z(B=eg$BX9fwqV9zBpo`LtEvrufTa|-)#aC z6|jFRTo1G(omcl45gMz|gBzXBgS!c6rhr33oD&XhWf&+<0mpou;m4*Mz=?O^a8*0Z zdFVuMcQlJpW~aHc+Ue*D2((bZ*|yHUXOjuQ!Y*ue?z`}#8(K6~7FYA(a5cM{^YGOJ z2KsY`LPMRKe~$1(+a}8P&LQWQcXAA~2R)t14{Wl)d6o`xrj}}pXz60{AH+j$eM>&d z#PTW<=e?}&48-q4_$9~=6W9E#Sc-+N!QP@qu=R~$So7A$;npn!sQY7nxD_P)>RD}F zldxhs!_Mk5-qaZD16ou}99vbvA)-^PHGsAc;kac4ABwX^lC@eFD?UU-$6M{mP%WL+ zVl?awmSOW-Sm!I@q9ELLtb%Kb)m^O@4D0S+leJq9Yb5O(7S(&0$mneq(VnTzw_c1B zU0$>bs4BJ0*5K=+WUw`pY;cY#6JT42OuZq+3L_W|NAH0PA$G91I@%g%Sf_Uc?@(zy zIo)buB$~1b5<_ME#ZxRN!K&A+nKNNRs9i(+W2O~g#LgDt^K2`-%d<|giaLq`MbU&&A z&V{WoxSCBBn#{~SeANxMSJQcLgxFah!)ju}y=rz{1kmC^&)nn(p^zA4POo%OZfa?m zO8z}2{}7XFn!zPIT(#Uc~-kce5EoqQ$aE{NJV~B-niy1Nl}cG zfj5Uwn`aW``IFw zaTuV?!=NxNJp!7%K{KR)bpKKX2@G{DR_|d@Jwz{-rZ993(T$@S43fdYatiL9mA8MQ zt7_sh)n>4mHV=y>{*nd8C+4~uQ*$=zSp!(v0wi05;b5rICz7%7Rj5sUf|1WX0!di4 z8&&Sgd3io6aLtRTOIZ!lw!|a}imzd7#Evj~b43@@s5?lcwwT+z(fB-aD^262MVIr!XEd%crea>m$E5N z*_m_1(oB05oxQCUGOHF`Txti2UbF1cboMGb+jF-=t)~+HdanHeS+`Vh&NQ(o$9_l% z8orsS3~PuF-n1Lhm7u!9o_AV&H_x6+5nCx_(Li|Xsa;1bUSzi-xPyWh9~56Kwk?he zg)>@uQpgz{pgP(qo7GF9U8x-<{FNlxKVBj>er#{0GZpvfRHEp2%DztPh>6a{sYF2{`JBCZ9=wN0o7CzQugS(;w`?bSrgJ4%hoY9g8&;E3Vs{DGnyQ9i#R-NW6U89&0S&-A`z( zf4pliq4IELo{Wb%PwWI&2ZgOs?h&#hD{fazNtlKmiJ^6OL5;sOy%E*T1%t{^qqkhw zfvvj=DeQ$$dkK>RQg-qs_orlS+3T)PF~+>AzRi-6f;AY04_-nDcufG;H)EJ_1dCZ$5# zY7-D$TkSbC*ay*8!7PI!v{7-xw!rTGGQ^i*Y%0M@^srj(pu-dv3^k@m8qcW34jW^2 zW7SxFky@9{rL5>u|0=qOiji!w0XJAqk;11l4^h;BWm6>8EiAenJetC4ib>H-D_lh_ z7AsH5SayL75s7z#M1sY4@hqESBiwQj!Sh-^2Pc#Wzt(J};h(q>4WZ^#<}SWUWco~3 zjm$d6!kKO|c5+8{lw1(*5=3z4E-Z&qBHZntLRzmike;K+aCuLbMgEFLtdFM%?Ze(8 z1ed!1dLftkM*|u7j@UGiZKhyoGq??I2gpVA5R(S8*Nw4PZqS%qNgok0gw3Kz*hWJ^ zbypC)Je_%oe+^}0XiV{*jc5otX|ljUBiLsKJSGTXI6a+tili}Y4y8huamUEz&Nw#T zfYW4Krm?jYL>(dWT^vMCWUkX#6DJ0#rzr!HG7Tj6t=H6vWFJTF;~38eNgg$3XQ;6X zw{Xm)5p$OFA5>jVaOVD57u zQ3rOFfhKd{+GJJ@Q`>MmbP?cYCK9-LjCT-x-6y}G%25Vdo zGLkQR0@6lnCt;(hCcZaO(+3Lo^ZJRTrh(`bV{1k0ZE+- zFhrgonBAlgES}2fBGBwnT&V@0KWD2M1dq#XHGx19s4ldbrsHZ7DH7CE1?|9=kuSgH zS&Cx=-vLP{9NSrb%p?}voW|(!8{G_E(MFbM6m^!#C0H??(XEH5K_vs#BmzkyPpFis zt3Zde*A&0%$SU|Y-1%cz1+GzMPuMh)*AiKoY&NMRoX_n0;5Ukgi+Xd|Il3tjp8HV2 zwMC;WcEx~m7+E*ZVR0_0#pVrz>`^>ItejV7jni2$0X`YU>xeB2*sBx-XR`3Inn_L3 zXb~GhK@eWDfZ%;g*eeFS+y{n@mh*1EoL!Mx7aQr;5Ua=70p($Xo`e>YhG4+aMOw?P? zded~&z0TfCg~MZb4YBq;_6;RR`2AGK-YPHB)$g+l2D~+0NSKp9@?iUH@$PoEhis5{ z1+7I=0UJUHrY?L>r4A8a6tZGE6cOGH1Rvkc?iuh$JE8G7IngU0vC%Ytlp1^6ioSbU zM?!Euo$Br}o+7NfE=q2cr%Im_!-Uw7V%B3XFX91zDwgF`4e~rk@5}Guivn)bA{sYIhJeWzR*)7UtlW;!AV}c z4#nwZb=AMbJ~ZmOdIraY=QXy)fPdPmU|H@@ERt3c*X&mZ$k@8B_P??-MqM}LoqvN3 zC8VpW^yU;X|7MvE?4*$2ieOnF_ZPQ*V=X8wUZi(JMa*6HF1cdu_dbT~fjmH5y2pkQ zjMe_$9CkmF>Pzm>X9oPB3BltZur|h?Ka!f`5qsGP`j}?~#EL&+N$+ z*f5bd6%l{2#sv3La7lNV6Usv&+~R(aeMri}yb`vQ47w|W(lF7al$|6*Z8LY=1;1K6 zR7jUpg4LRE`wiGtyDZY3ds66pZu8D$pq7a93b1T4Z-h+jvorjnAu1H~&s!4kCBeyKy)&xw*C`X$8+;#Ry)=2a z+>pPZ0#t%xZ@v@aLU}t3h3gPHUdT;Pq&3FEYdER!(kNaTQYLYC@n?;)O~A^-rTDJJ z^NgZvuM={=XB(wPL_ojkWu=ad;9HEbdTwegT6C$$D;s+o*#}+3JCVGH5j*M&Rcj+5 z%Unq?R@iU@RVZiaCuD`~X-xGuZ(J49Gi86j(wHwLx?^Fn-^1Z}9xLiM<-5ol;kaUg z{hM)35`^RBnG?^ClE0!WPnZcyXULiCOW@teAK})2D!4u|t#uoIn8p;9dE5Jt)j^Ko zVcRs3ccfDl$2z15Id+ep6cOnJb34e}Z*wO;o?@uyVcx|J&dlVEMdvQOF)f!mPIx!D zaozZQGQ_gGKM@ss@V-XHNdqBfwybz{5aM98U~+Kr&NHrGnhA_*&;k72w{-0zvw@NPcp`m_Zwq> zB=bcS4vSBb@7+>(2cz!cN8ztIyy3?qxE3<%=9Yil$ zv@9A<;zCcQd>TNzbe-clWi>P1tWRqy5YM3`sie+Vj^4iM{yfXE)we(UKbqh6Z{2MO2iYfk9 zgn7Y+DMrcVHJF!we)+<+3R5aA0HQOrGZtcoU61}G?bJ@K-)3} zCK*dt#@~vs@&!Mqy`s~2MgQ*D8%Eus@-G~ryt!Nxy9bV4!!^OnxxD=Hg!F0L0}IgV z3$mvfeBrg%DS@Q;VqGo2hh;LX)pTbC zS*vdVKaF!(j_!sUqejOHwGP9!vo2${a990WjzP=}J!SNXm*-VHkAs;r^cJHKAw@>V zHUfqgbAzX4wu-CIq*&{jIxeCe(v(1pg4r{F5882w>FD=?4>tRb|U zrRSto7)TY?RPC+ID(_6AHm%3t-?Plxv>a0vyFut|z1dhcNwP%TeJpUGypad;MryOK zVRYAt!wp%cj#|49?u6@z<64`^S1+6xfyJ8AjLy0J%F#IIxT(;BW=e%)_rm1g;I?U@ z2K(l4V|7TUHOHx=M4Q_HZqJi1g@(-K6-nVKCB?Ib!>jWpydsOck<3FlXPJWQh@zab zCp~o+@z?JQ_cwSi@>eer`I|k&t8elotCD)ngo)%=IUQ^V>|V&j;G21RrHv`jdsQ=e z@RX_PvMOu1s>*FRR%OhBWS-6s`SZ0x)9FE`ud6oXtn#)#KyUTk75U9xxSGeSR+g{5 zW%P1i>TR#SJqz;dx!v@aZEMKy49`&^9QeiG+3kZlSD(;HAnVDN^;YOMwqM{Isxp&<{J(_!3`8P}r zb1XHtQgg{tTP({Z*HY6mGEMpBoSEw#spt86LN33v%{g<<%9qCzQ2F7{9m(t$?os03gjt&b3x<6t~ndkA9o943u{eV zK(6y+HpdoTfBg+l(tq`h1N0)lU~_}Q^yPkxg4~oU+gBc;KMHf!-c~PCH~g%`E8mYV zoU`$OMIL%=Izlh?+pAcOzw&x*;-u{`<<^%J&mVy~n0_sb*h9HP0TTR%uK1oK3c)ho>XMTGFR$ z&%kGb5?9@Led+i1+tI-j`Ads8uKTRhrRsa$UKUz4$@We5>b|JU;iQ2#Mh)=Z7XEXO zpARMd{KdTDw$oa*owW1JsyXA|TRq{o|xm#DwQ_|0;joZc*w& zh@;c~8Lh@7jC%a#rM92k-_UQz?|s(~$l)6vtxcKy%-W0J`Gy_+fMet%p1@< z_n{Bx`+6OYvR6-CH};z&!|Zd8_lLZ(a`%JB6D~~6xN`i%H4nEm*tIJORI2~$88&AD>d060}S+lDjANA?Im_7vo?}Wa6;G2XiHTwm>xTHtDmctik zE*jhUo!}|X_*uA{>8YSw-z3()Ag;W8`bCZ?Ba~_URfz`{;WlP1K#b_YwD5yb@KLi2pF_s4c}kX zV(}gCb2qLe*7)&SP|l6?*^`<_ZF_A(yIGwtM}8BzbV|?c z`?WLXk6)eaBI@^Uv0~nqfZKZpR~@xJ>qfR$ZeCIMuU5B( zwg<HY|$xDea??p_#t1nUxQ3u66u&@`9Uf#(F0Iws7>i$Byw8 zGVO<5Z)OerDPwH&$bVQ3`$SXO$A3~EKZkuRPaApoZ@UX+gYC+Nbw4;JTUDZs5#4^Z zuz34%0}y-ii?@ds-WH!*q}39&KKdVQ4Yq3+-uUQel|I7IiX zg2?iAc;Q!jmMXL%qI>(ppz?O5!i9ThGx8gc=s_P?Sl+H!*!tiA13ly{eEZPLo}?Co zYA3A1uoLx55zqvIGYL>L#I9PHex{{DDZ?Mu7w-PyiU+ARK(&kcuqeciC_Hje80fX} zh=vrdyH?kmbYoHX&hEmm@8lV3MM;G(7THRJ7F+yW;n-rWQD2%^{Gxckt?!f#s#rds ziXVNf3kKr91tbzGF8EuGl`k?4^Ac6VtZxm)%D+HP1v^xPSFye};F^~Zt|&rlSxwz* zv0~anRGbwqCdF9qsVY&<-)0_^k@!9&@)=c4IFa9!Sc2O^msy1 zdAkN_7~>g5fSybk6k@AnjLED`8U*N}gzrOae?s+8!k-~_O}AQ6QvQoY5pX`l_V(LM z1)wz+KbJqYxT36$$In=s3LlV24=KzIwX2g0+EbrTaUxOKyFV#^{KSu?rxoP1dZ4#U zq(GcOb$OT<$hi$g+5M8ndV*nC1)TzgQv>WSpKEmCLbHdjUmTk{(HR35vm7U4s4k8@7V!81SXOPDu)_zEQdY>)Nq3wZmhWH z5He`xHc(@(4Cq8r1CAZ*bm-9rIog$AVFb0l_M5vM!uAk-YEk za7Q}(C&*#PEeN?##G2FwnJg?BimbS&#*JpN!}b~nU&!DLV0BO%(O?SlN{@5XTK}2?Ektzf^|Gmb*P$9835&$NdqkIfLC^DNAJY*!Zx z=Ge^?+y-Ii$8hMe9Vs3=?QaxJ%UXCy$Yt$TX|+PdH|N23m+c4`Tx|P^lW*GTN=6B8 zXoLw?72`J8kChWz$;KffW20R~RRWJbd&gY3RczN0$9CA+LGE2T)_h4Mt06Lu*@skp zDdO2!(fO=>nv))GxcyTZQTr$R9d&__&gH#Au4>YT*Ob zjaHukqs1B%pqmSOz9vK!>l8{hSSaZlt%cW^Iymi(LttkyU1Ls%(NlPxIvrGe>ZTa_ zTlW#jKB~K9KEtcsDIb7PD}ijKXqmakJgiD^dCFWj6}Ea^@VB&u(O50radb<8Y^l=H zkM~ye6W7^Y-Ma#0b76I@mr!Q!B^fS~SqC9CmDSi`vv@VTtr2B4MWTEwZXi4#BoZn< z<*ciMadVib1@paF6_Mb{I=c@E<~31BxSX0nQuJM<6p#9{Ey^Cdi202c)BV^~rHH38 z^S>j!%ds;C5_D2r4`Od9_oNdtM$8C#3JLRuOKcTF)s8omL7;wD>%H%sVIa!Zo zDtFkCtbPl4IDu6b>Ghc=$2eas?kL2j%aXAMY?sm|xY1UG!yq@Ed5Rm2*i;pTWKEwV znV8*_t!{zzdnRY-!zj8^dKF>IRhga?Rxst1v& z%zY&5;ZY;5=LV;w9!}a=nzYYo(nzK!2;>9>NCi6`6-wPA1#_05%Xp@4A40t*VzSlH zC9)I;k9J$=p@NTH7J8=O)Oe;yksc|KBNYLaQB(&NMsC`I#!Lb!Z#&O2LZ-FDK%r1)ZuOn zk-Cmbj*q$&%)x;j>C8a&+`!GJP(3yv$Hr3@gRj+SiGB2u^EHK>19hi;c6`3(6zaefD120O2OQ-3ZA z5RpsRB;^+GeYP|oQddZ~$Ck1-N|7qQ?6C-0&Uz?>6jwYiq~aol;2R*e>JL~rl2;UU zSF`RaG!h*4)+mwp7W-4hAY_9?Hn6`8O_b&@38CYh@ytyGzEr?;#I^4o7iHd zP4iRGR6J9_1}TI>Z(f6;!^P>%?4+_Mc-vwHAKAu!H{cHoAT~uV^wNiHgjzq5hn)%H z*`2JdLTHaZo+Z|P%xW7tyFY@jQ+N$gw41%4;0~DM-VRXqWga8u?PcezU>yIp2=5;# zySF9plN8snDy)5(hr^I!dC0Hd&-7y_Bu4DuU&8-WMvoMo4mw;vlkd1bW7|}Mv{8rq zz=F}dCd4Lk4*`c+m?|*Ij;&X+eZf+8^%!feQYG2RK$O)M&z@w*lsgLWl|RS;HKFwb z<|X=m#R`?IBQEFELnu9l$BOo+*%Sp+if6WnBWKt!l{97dZ6(pd z6*teamyKvY$SL{3wS%;*bJuqK$j%u#T>N6`k8(YfLb*$9ts%O)9!28fRaQ@hq71G- z0_js{(C!BN%E;hXd4K=PhA5;H=5#Yv%(>~}bnOwjEuUxJW?hs=x)1MGfGXp7qUPjdWht*RG-B96CN63xf5s>Q3 z{bB1(N!yk^Vhfc*XH+N-gDqvWf{@*}O384ix#Koi=`Q0|Re33qVDUam0n5hiT!;>E zDV(pyy~GKdcTfsgMb0_&O5;&f1-KB%eMCRb*BA;OH&CIzi1n18+0nU4c3x4+u2d*b zfcL!kKO~}<-ph@c)Sp+qx#sTOF{W>GST~VJ2$^y(6$vZBOMjp$u{GFL3GT<&Dg~?r zFSAt0O8lr0%HKa5^N$sW{rNxz(+UEDgv@%fLTI^xOL4go@{{;#G$o@H!|q^;O+@Q(-blfeV#G)xH#<=Upqwgg z)w?@cE{x8W;!50GDNu@49_THW3PNsiim`%fZ|X{;Ozy6(CS_csD)>*9`!=cu->6Io zu4N+}rRKC-Endb*woW&aiA8mI7b8mD6YeM~*|2(CcPJ$rxsvu1QZWbF&NXZp59+6HXydkdM+6c)D^zNb@3)NNu(7#1?#?lHn1+Ti$`3_Ht%rLv&(3 zc<2+{2D01pI;uqPx8a9WiAdCbgpd}Cln;Ev%sbj5ydxi=bnqDBNph2u_)MikX?MOa z5!xS?Eg4XVIPd+{I+5;tFRZ3W)?^4kP3dKj;7k}u>mL|8d8L>58}(WGJUa2Pk< zePrK5&V}zj_+Yf~THvN$7)Cm>vgp7c!?~CEh=JWEJ#x_dJ@HF zP=M*AZZb3IHbMs=R1-6L0&eA@jh#+5bWbh`fE6RSdP8B-Gm!Mmd+A87sHkRWAQ@UM zXyHONOG7$W2d27EgQ=-!zM7*U|H5Y~Ha)RofwTtA)4H%Lz5>aDA0ZXlUk zHQ1Y?YeZ^_y(u+=wjz*wmJn zZ1!y>fHAxYDN{0vvo$1u;{A|>%nIN2b9&S0HH)liap$f{E>;_IUeVxDKe*?j#A!=#u<6L2;9+edSj>>F6u@bQzlh!42cwTQ-vaznzP~g zNI9rs{7>HIiyL=_mVS|z{-5N{2da$MN#Mc#6nDehy%eOlRfzv6(1q$(> z430YJ3Tk=He^SFIG_Glyt_5B8in}$V&LF_W+T?z!L-juin+N!1=qyaWh7>g%%W%0w z8UDrGd{FB;Xzy_;rGIZcsRPtMGszq#M{O*1ytxipG7MZsw{995TFs zr4w}oO4{Ub*vTG&`)O%q-94WlWR*g)Eo|JYGb)RyGzLwOR~9A@X91JS(D6x z-0!mFmNvoUav-^!2Rv|@QWlEO8GGqsa_Vwon!!7f>(#|}?nbNmmJ-#>4tBrF)d$HYu>(o$ zLZDu@UIUT4Z28tVn@1}OitLK#41u9Dd1V1P+(Qvag7fAhTwNT^;|-NI-ZXrg{G8=A z-c2F+1d>nhB!*7sJrqJQW~_yeW@rMbgMti-w8W0V#e2L+i#NkV$C-M}jOdE;>A0|b zrY2}QEXc4m;o(f39)4X$exn%5&Ehri>$&*#;nws*ei1l{zOeg?RY`t3`BhwkLw&{g zuKbQLiN3HKO40ZyBK*c}9au4&`$%!K{N3`8FXbP!*{w0s?Bn9fY<{maAryPbF^pZ_ NTMCytCO2B__& Date: Tue, 20 Jun 2023 13:51:53 -0500 Subject: [PATCH 322/331] bump Framework for python config dev --- Framework | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Framework b/Framework index 963c62c69..70fb6b4be 160000 --- a/Framework +++ b/Framework @@ -1 +1 @@ -Subproject commit 963c62c691010c1f3adbea066eea57281285fd77 +Subproject commit 70fb6b4bee6fb66d574f99f741dfb4848cd66b4b From 5c34f70cb63d19cc391a8f1db47f4c844f9af094 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 20 Jun 2023 14:55:43 -0500 Subject: [PATCH 323/331] actually return the reader --- Packing/src/Packing/RawDataFile/EventPacket.cxx | 2 ++ 1 file changed, 2 insertions(+) diff --git a/Packing/src/Packing/RawDataFile/EventPacket.cxx b/Packing/src/Packing/RawDataFile/EventPacket.cxx index 51a3d2eb6..b9c3b7c25 100644 --- a/Packing/src/Packing/RawDataFile/EventPacket.cxx +++ b/Packing/src/Packing/RawDataFile/EventPacket.cxx @@ -46,6 +46,8 @@ utility::Reader& EventPacket::read(utility::Reader& r) { r.read(subsys_data_, num_subsys); r >> crc_; + + return r; } utility::Writer& EventPacket::write(utility::Writer& w) const { From d2155da1dfd6f89b17f602b8ba88f418e156a063 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Tue, 20 Jun 2023 17:33:50 -0500 Subject: [PATCH 324/331] put Framework on v1.3.4 --- Framework | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Framework b/Framework index 70fb6b4be..fde71921e 160000 --- a/Framework +++ b/Framework @@ -1 +1 @@ -Subproject commit 70fb6b4bee6fb66d574f99f741dfb4848cd66b4b +Subproject commit fde71921e3410cc10781009af0034de9f51192f9 From d6f16cb64bf9fb611edffb668bb25e853578c89a Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 21 Jun 2023 10:14:38 -0500 Subject: [PATCH 325/331] use py repr in Framework config errors --- Framework | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Framework b/Framework index fde71921e..b6bd78690 160000 --- a/Framework +++ b/Framework @@ -1 +1 @@ -Subproject commit fde71921e3410cc10781009af0034de9f51192f9 +Subproject commit b6bd786900ac44afcab2b3ac20dc9fe27c887c4c From 6cae4117a9dccec45b22ac118efaead9bd4d1c02 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 22 Jun 2023 10:24:45 -0500 Subject: [PATCH 326/331] Framework on v1.3.5 --- Framework | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Framework b/Framework index b6bd78690..f5ab60d3f 160000 --- a/Framework +++ b/Framework @@ -1 +1 @@ -Subproject commit b6bd786900ac44afcab2b3ac20dc9fe27c887c4c +Subproject commit f5ab60d3fe92103e8febe87d2f8e654ded2b4904 From 4213070e3049575ab520d23d4083167429c5b4e4 Mon Sep 17 00:00:00 2001 From: Tyler Horoho Date: Wed, 21 Jun 2023 12:53:40 -0400 Subject: [PATCH 327/331] Fixed muon conversion sim issue where brems are created in tagger --- Biasing/python/ecal.py | 53 ++++++++++++++++++++++++++++++++++++++++ Biasing/python/target.py | 6 +++-- Biasing/python/util.py | 9 +++++++ 3 files changed, 66 insertions(+), 2 deletions(-) diff --git a/Biasing/python/ecal.py b/Biasing/python/ecal.py index 4cdb667cb..3b9bb2c17 100644 --- a/Biasing/python/ecal.py +++ b/Biasing/python/ecal.py @@ -74,3 +74,56 @@ def photo_nuclear( detector, generator ) : ]) return sim + +def gamma_mumu(detector, generator) : + """Example configuration for biasing gamma to mu+ mu- conversions in the ecal. + + In this particular example, 4 GeV elecrons are fired upstream of the + tagger tracker. The TargetBremFilter filters out all events that don't + produce a brem in the target with an energy greater than 2.5 GeV. + + Parameters + ---------- + + detector : str + Path to the detector + + Returns + ------- + Instance of the sim configured for target gamma to muon conversions. + + Example + ------- + + ecal_mumu_sim = ecal.gamma_mumu('ldmx-det-v12') + + """ + + # Initiate the sim + sim = simulator.simulator("ecal_gammamumu") + + # Set the path to the detector to use + # Also tell the simulator to include scoring planes + sim.setDetector( detector, True ) + + # Set run parameters + sim.description = "gamma --> mu+ mu-, xsec bias 3e4" + sim.beamSpotSmear = [20., 80., 0.] + + sim.generators.append(generator) + + # Enable and configure the biasing + sim.biasing_operators = [ bias_operators.GammaToMuPair('ecal', 3.E4, 2500.) ] + + # the following filters are in a library that needs to be included + includeBiasing.library() + + # Configure the sequence in which user actions should be called + sim.actions.extend([ + filters.TaggerVetoFilter(), + filters.TargetBremFilter(), + filters.EcalProcessFilter(process='GammaToMuPair'), + util.TrackProcessFilter.gamma_mumu() + ]) + + return sim diff --git a/Biasing/python/target.py b/Biasing/python/target.py index d0bee8de5..a39a36d98 100644 --- a/Biasing/python/target.py +++ b/Biasing/python/target.py @@ -161,7 +161,7 @@ def gamma_mumu( detector, generator ) : sim.generators.append(generator) # Enable and configure the biasing - sim.biasing_operators = [ bias_operators.GammaToMuPair('target', 1.E6, 2500.) ] + sim.biasing_operators = [ bias_operators.GammaToMuPair('target', 1.E4, 2500.) ] # the following filters are in a library that needs to be included includeBiasing.library() @@ -169,8 +169,10 @@ def gamma_mumu( detector, generator ) : # Configure the sequence in which user actions should be called. sim.actions.extend([ # Only consider events where a hard brem occurs + filters.TaggerVetoFilter(), filters.TargetBremFilter(), - filters.TargetGammaMuMuFilter() + filters.TargetGammaMuMuFilter(), + util.TrackProcessFilter.gamma_mumu() ]) return sim diff --git a/Biasing/python/util.py b/Biasing/python/util.py index 25a6276d3..e48d9a35a 100644 --- a/Biasing/python/util.py +++ b/Biasing/python/util.py @@ -93,6 +93,15 @@ def dark_brem() : """ return TrackProcessFilter('DarkBrem') + def gamma_mumu() : + """ Configuration used to tag all gamma --> mu+ mu- tracks to persist them to the event. + + Return + ------ + Instance of TrackProcessFilter configured to tag gamma --> mu+ mu- tracks. + """ + return TrackProcessFilter('GammaToMuPair') + class DecayChildrenKeeper(BiasingUtilityAction): """ Configuration used to store children of specific particle decays From 5e05b82dd0c9db496fa6ed74b6502c21e669d734 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Thu, 22 Jun 2023 21:45:31 +0000 Subject: [PATCH 328/331] Updated Gold for release v3.2.6 --- .github/actions/validate/gold_label | 2 +- .github/validation_samples/ecal_pn/gold.root | Bin 991528 -> 991541 bytes .github/validation_samples/hcal/gold.root | Bin 106153 -> 106153 bytes .../validation_samples/inclusive/gold.root | Bin 933075 -> 933075 bytes .../validation_samples/it_pileup/gold.root | Bin 300547 -> 300545 bytes 5 files changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/validate/gold_label b/.github/actions/validate/gold_label index f08544a53..ddd44db7f 100644 --- a/.github/actions/validate/gold_label +++ b/.github/actions/validate/gold_label @@ -1 +1 @@ -v3.2.5 +v3.2.6 diff --git a/.github/validation_samples/ecal_pn/gold.root b/.github/validation_samples/ecal_pn/gold.root index a274ca89f10fbe23c3461c1bce1e1d84854a71a8..40feadf6b05ec1a5162d4a75bfa12dd1f93f3058 100644 GIT binary patch delta 20729 zcmai62UrwI)85?)%kHwXfFe0(6cG^+6a_)V0A|muD2ki`5i^{aK>-z4Z52g0^~{Qg z*q@5oGbhXuF=99s(KCm?!{Cm1_x#`U@SRUhRae#9Z&mm7%+C5l%}Wk74<3`0G*%{i zEkpl{m+71W&>#MH0Q!@ozd#oK-w>IuE+>;2f0D^xY|EZ(8ff}rN1EPGVV>K`LMxMv zkzu7a$y-`9$sJSQ1N|p?OXo6~jH|!{puc$ZCzI&}x7zla1Y+8pm_Be6P0!0@M&FP@ zee`z){l&}Vqn}{Y3-b)F^Z^gEEx0M|P#ePT_|B`JzZD|88f8-RV0k0u45NU!)r@lPQot6eh#n#Wr=V zzuTB=QVkh`jyhdqX{dZlWQP6}2dMdx6WHADv%y^7f}vT?)9IT2V7dgEw3f-3X2g`8 zH4>Y843(IQ0O?OMO(hXeLi#9LhGxk{G{$y*j^FKQmTlR8$&#hMc-d%d6H@x!#$2P9 zWciDUuAMYgg(Y(Ni%iD;kA%vbXJhkL1>enyOR&{M*F z?`G!uSRR8D0A8BtLWpSqrGO#}nY2Ns$BC)3VvJ1wa!~NwpH20>_~r;|{G_p=@N%~awNalOVRf0npZ&#gkH@o{Mq)BZ*zTKxcJ3(+OAVI_ zA_l!2s{Q+CJD@ewHUFNa)RfkUHhe!aP1xoBv#CDO=wDnK^&u{Wd~;-%n0QTMH%di; zU1g?g^@B?XWYQ6pX9YFgwGNpMuV?%(rZ4`(R5hHMUaG{VR>HrShSvFaud27y^p!C- zwOJ}LrDYPJpRW!vU@ON>1l5Ro8nM$cy|A6bQG=Z(`8#g|Kv^A~rwTU`%!V?3xTcQw z3^s6DC>q3R%ry_N0UwKbrk|#9N#CN7#qzR=@|Z@#=5)}feM$Q!HM?jh550Pze%PIisj{ZV_MhV>$`yBQvOe6qKj`|| z^qV=qnl2Eg{&Cw`H7_+R;`#(zE_vpzW$v9^x%UlQb&?tHJo9_ORn53fQSM$<@`+!g z$5da~)A3;a+{JTF?SI>Up*$ydS>);?84lM5XKK{j9g@ey4n0~nx)pmVEYfOlw(4l- zs2R!Get%7z{>s&*`*f#Rzx=orgF5&RwOnU)u5o_);O6J9O|e*fp#RigzGZE1{>%Es z^)@fhv3lD!`V#O8}} zbL?)}ghV>0Z|}c-%bx1PEsq8WDLKhzY><6u(Uyyw7MJiX%8towUfg89HP2y^bjxog zryftr7;{z|et(qHZr}G04siXhUQYMT^!ON)mez21@@mzphqHz*e+6By{Z`^UPB@uy zHdgiqj+)y;WvA92Yg>6eP1opCto4D<>Xdo_K* za8G=jR^K&R?e9}i&!Qq&*+Smv(g`cRr1P*vPZz~2n#;DXy0D`8w|g^Q4jT6G{j4u= zzW<&*=Z0mUb#x%#8i<=XAHG4TIW}xqZEng3ff8M3Ae_zkbF)KRnn=$v( z)H7%Lc9T6e+fzC@^~9|P-LE7D%^2g59N{A*%-eC`AM}IVvFz9lFL7DvZE_arfu77-E|2&ZjSX?9wXc$^8$9h;ERNLq(x5zaQOW1RPY$aV_~mVE>3lnNcdH9MKAgX;nmX-mOj*Nzg;||O z+rm|q<_g;6<{JGR|&$O1= zr}iCkD4(aO9J6i1%N=*BwwxP@D1L=dya%CpAf~u!Z1Dio!-_i3@dYN=aG|cNet@Z^ zKBlfFeXCrS%V6$z32(1JEq%|kr#l@Jt$I%CS=2s%$M9K$!`Uc)eCEO{k} z9y;Fh_th(>Pl-6cW&O8K8DFRN`@Q|ur+aVrGOx1{{{5-E^krUX?nO(WV7d`D3ukI^5w61m3&~2+Of4F=4&8=gHCzW2_y~c8xQN1oN%F9-7 zUy$=SW5o*noMzVf1LxW`ayTYC=6GxrY7_QB#sh{uJGEVBqwrBGpj47Zt$<1 z&MM!>TfE9&y5v@ix%T>k{kunWU$uSH{MXl~w740wrhdQMCG(mbyl#4Sa^~W$QQJEm zp88St@M~5?`0M=^2_-q|5D@XoaqtX_=AVBHuTxOD_Vc9h(u}~==G))KR5LdZ)^|25 z2Yn8G$}$dDZVBHuSoZa-%aaj>ZJY*e4!J*b-j_zt)9=d|JLN$lJZ!gr%u3Zl#n@ zN-9q^UZYuH86CX9DvV{*8o8Q0Jb&enjh9On7FwT~`^TeGlil*tgD%Y)*6r%kslQr9 zCR_aDe8t`*`BMEJ>K>2Hf~K{KbG+4Q_MCj^a4ToT>Ygt8UZdqktLj7{*jyg;Wa`)!-Ew1##$8h_cids}WrgXS z+(CEEPOJ-l@;91YkKnFlhnpSAXzEZgqu-I#!FL~&C+}!IJ$wRu*dl39$Lg}dX*)8a zf7xA{^yNa`gk!b_oi z)s?DOwjqDNI@0@;?r(NmX7v01qf{@?`Lq3YwD?$uv3%Bl;R~~mb)B!weZ6vh#gwIQ z_l!{&eT+ZU+wtl7Dy`jtaSze-ek9Yoj7)C}JiV3z@EIfb#M4_Wmo58odLO$+_uzZ* zOv#DBr#laMgd0WiJ2MyXdN1wgFlCwZ@*#VMl^xpoWp+Wo&ff~ZPDgXw=b1RSRr$@{ ztw=3@y*JLW-;5(+CubazEeSuMj8Jr5cBlNpo7w#Xo2>4Bxg>3Ew=)m5KK0V)M7EpE zblN)A^Tpk%nI$%nwyB3tW|`kO5>rss*yM%h;cjBjh9ZE)p8ylG!qtE%(p3 zC9nRz@U-&ckkZ@x3aytlvi8zBEcNSoJnHn|*mF;g*lCj*{nc>ks=-qSFBp91)Tn_+ zwTCT^#y0-NcSOBs{PSwN_z{Dn7d2{b99EJZ|76Df?9TO<%#W^&Fn_}K$yiySIu!i- zDt~9cF5P_eY4h}FuSZAj?y9-GaCiH(%-8Z3e><1g>E89zx?F!V<2|RAq@EtX>h8rl zX*W>ib`9R~^+JOLkKkucJz{ORy|cNM%%a)80=MN`{}tm##6RvUTwXmrr+?LhcU;WW zX}%B7b=TYr9eeHdtPb~HSKolp<|mGgzL6|gGXfUlO5V7X&ANX@NKX2*Wa78 z^zHn~&wSlSbnvjV-Y5U_#yDqk&yD->U^2CScxtVUicPJz%Qg6xz6loC94S6yvwu^c#M~ak_dvZpiv$ek|K91{;N?lDka;VrV6kk zMeb1S-Sj9&bkQxbOcq)V%2MRE#TG4~L>h4(OD&44BD_>Yw-MHju_<IrMiFkP-)jcdeNyO zX>8aE`c6PmpWCp7&KH^UqA6h7M7cRwH9^i7|6a6+CPWb4*|a!(=LD)tA}!qwo=rgB zDoP!wl&Bq+>%(`N7dsptDN#K!55!JHsyj~jOPrm1f}PnEYtI)`DPh@_L&c}Ah-zfS z+p=QS?aZj}ypX%-;R+Y|CbRFL$phPh=t*)rm=q}gQzCBb0voiIKcbQdH0ScZb-~t2 zav#{PuY6@)9cFfYEJkNr=$s403A(zv258gr<1MCRz5m{-dy^oswiYc`N_6{}N!#>O7(9wXO$2L@HBewu?Fc>aUX z`2%25>@Tt!Z{oX!yC^zmt&dusia!D*zaB{5Ng$zM-6I@VbVqH})qPyEL z3@uu{???_0b&p(LZy0KPf`0UPOMK~lZA-C`!J2V$6N4*S$P_K&JF5^?s2$Lamja!W zte>2N1Cr0h!!jX;fM`WqPDT_{#NvzWYI0GmZ2gp6TV$vEhA;U!lS`5srk9usqw=gc-$vG#Q^~t&>LMFJ_ub4&0J2d zi9-W4v>(WNE#^;xdc71DzLwXeJw6hL@DGFs{*j-g61>@xzt0AD-4vd1?|b=6H3ngs{Yr$CCvK+|m6n2ocQdCRCw(lVlo3kW{aIENL37wo2DjF@3xHJGrVh5gjCvDYPed698Mm@p{y(KY!ce2ob;T$2E1MSO%{s608~%QLR9v8Q5^U=Rmx z!D454El`mz5x4F|#WPzg9@BjXUYishM}gZs;|M`VMI!ATMBGn-#rDvvpCU*i{&f%) z&-qpHfDVESSur*Vq$?R4s2{5sM_uB@LNP-Pij<5KY%)VJflhxjES|LmB&!%p@J-2R z;mui!ew04A11RQ%fbh=>OK|71f`bF+C<>`vQ+zF(fyUX2cT_^O=W|3Gy3bem(W1qT zPqCmE9JD}@CSj$%0zT2#I3jR^XxJGj6qKhVti0|xEH^kKPfSy4%0B|h#K zVIP*DQq7pcd-oOVXjr(rC?014LBsgKgO3%HB{lpq6q|U#q?d{wbT1Z-wci|r=ieyG zsXbxIhax=hmY_<*7{l8i6ul()eQpX7+W9ms3=4Wl2A*|Fi!4oQZEbatWgr0&gxE+(Mpp|7z35(~HnA*;-A|MP zEsYpsa!F(qK#X$6HP;OXp%_SFmU0XHVZ_i17O4de88LL}B_*w|0Ek&Gz*@!7mLswY zAa>OUeQKl~Ij8T_gx8%K)QhD1k(h0YowfWKnk=wir2|Scr53 zh;E)BT`k5#rswiLfGFn*cGXC0)6SLzB_SML6^R<98f}Ln$-n{)6G}{KbIgKB34))S z;_9>qjf}-mFkp;vD5$bRO(DUUnL=lmh^;Ci5;viX7m>KSQ^iiMOdARO6D2~Lmc_ikr@CV^Ht-smxLiQwB&kZx$@syOJD5RKOkD12i09t| zq5#FoAdv1kK_G=s_Auo}WZ!^E%Am*dGQ|PVN2l`yUyq1IPR0=lXE_nA_3DDzO*5Bx_P?UlSP!*8e5;AqfG!3FK1h(PkD*21zCk$W@Vnpv_Tn5D5Y4t&fy? z08vi`wjGreFQOlsZCCK5Mkt{m-RO$s1BiT1xR-UsF(~?z7;4jy_A-%xm;va<@R;aL zBq2C|jPW7qNjMll1hv>lyR67NJi(q|<8g5?3HNB@|A}=LXhKv;IM$IlBvz4o0CCR) z<)NHKuFWw_*2;PSvCsv~Js~=gG7%sqnj$lPEH*Q@BxVv$1{sP(!bX~cgokt=FJ&Mu z5o0v43Uz37BNlDIRpcW0=cKqsG{;mtWdu!6F>7dZBa&+nAc-q{aE-B`U5JS9eW7CS z`%F*T;m8cUmMEn8mqdzc>4HA~=P8FvxtSuGe*=DsXfK3K#2M=l4 zEwrd{Hmr3rh|OSK;7V&YjkYL^H*04D9Okgr!0|rAf`UYrg;92FByBc$4q3-+aMF#n zhT9z31Vd9~T~IhKY(A9`MYn?xDaO(khdIf5Sc8fvWE$$h`qB~cI>>sD0)?5Z8(iVd z`cpApcvzn@a4VDbfy#z#78R2K{TAT>J>U^PHiNb`yu`90G2m`I8hdmI3#pi78R3Pq zw1yob*g13%5=j(lwo&Xx3J0b&+cg_#=d#{#e^)kwHaa{fY(Exi`>`izqa%*uuR-K! z3GGby7KBZl1WwLnec|>*wkz#%L~%4vA|gmapV90cYSIpyj1xeoEVc=3KaNeIV&ZMm z0n7kvP&J3;;gd=1XbGHYeF*NLDhpkknZ{PqEJ*~jMuPFP*cOD*gi5E3@IdZ}rRpfm z(vXRSrR18(KHxB$m2grdALvsfm2!_Z%TO}XSTd4GK}=EY zeyLfg2K{B0yAh1@@U@SRx%U ze)!mpA)7nReqtddCP2hgf~*=d2|4K|O+rh$ACeHVF-bs5MS!S?8xXS<2dLRg+(}6Z z5GhsQz#K73k(jtdaNAZ*#AYM)#7sg_+IdBCf|$9ipTTqdHB32t)5zywYjb;IEnz9$ z%KyYq;FHDD)+eE7%kO+*rNjigvsk)p5L_j^q*4M~HUn~lI4dwZietg~)rhjb*=#-9 zm59QUHnkN}maqYokVIkiMuP%GBg9aO5tOz$fWk=50k+x3n$R(ccvmkfp0w;w+m@8v!OYd*d|d*ak)3DVk$p^^KYuB!J(J2kEa^ zE3hD%GlKJOv);6&;Dw#7*bVMHWUb(>3bv2J9G@7IxxSAcb~2@Gw`jj8OAr^u)dA;Q zb37b!pA`@DiSffL5E-|py^_FMi4H}gI7isMlC`E@2)Cam!^uxsahHf!GxqsGkQ>D{ zfN!6(Q>Y>d_0@QYLQSPjg3#x~XP|4tc|+fiY$6rod^yE(oUb$dOTmqx_Siqi`(yuB zpr8$>gnfDLR|*l{TybW{VVN1{K-(mqEY7AHd~UQ~+9YrvDF5X+et&#q@RnnkX?v2}|pfa7BIs#7|d{TB9c6DBW?1 z?8JrS4nEYVNf=5SoP?V`Wcb>wqz`LEJ_5u?FVyyw&2YBj{!zkA+P`aalHTQtYy^mn z4bc$n6Fh{tUzG9^T#M#tkCf1ouDK#1al>*0iETxMB&78Iju6*&)8c)+E4l*+YILCw4y~o`7~>6Sx(0P$HSO zpDI3@R^tnwoN!qmfuP`RpnW!%LaQ26k6Wq-Efu^I+`E(;LaU0TmFK#IydN8sH%mp>b9SMc_5OFq|~T98>QM0=(}E|*G(;_3pdXbBIl<|GGm+?qF_Gs8PT z+qIkv9TvAtZhbgxx1Nip61-G#n-+on3|}7}-^7XctR%E;VJI{=IBFZ$mexCA1Kb5F zINlbPLv9%rlk^Tu!s%JU#@}6+ddG0+O zgiOfw61eX=_YZAa#9KuP_GSsMRB%IRcOp&aVJKM1@jfu+Ay-Aux5h-|8fF&WOsPr5Nly1Tk#%(c zw+t6k^h(lwB;<1^^&p`g?Rd2aN2^UjH7{Z&k_;e{{p(pBC(;cBFub9IiEN{lDDn&- zp1FVx3{R^|!nHu+$-pw&K&1Qvh+p`Wj#-FPl$_FWBGbS^mN%Tzag=D(y@X=)IfO_q zfXL;Fdr&6nLG=i1QksGBh}k4G3CrkSRKhRA*__BM!`U2X;FRHLj-za%=;C(B^QS?T zIo}X6O1?MUl;Ec^ywL#g(Tr~dmm2Zn2|nH~@)}c+UXO1AV>Nt#%F!4s)@}tS>hVGF zg_ako+X0JBI>X*3{9>v|hBbQy(Xb1skQzG#$0!U&FFM9J6sShIdiJ{`rK0kXZI@S@E7&j9(^Xpler`EgW??{D}ZJ1~C^5{CuxXC&fgIwA(XbI`)jvKc>x z`Xwfz`{}jNB;E)<4drJ_u7!=p*F0cB7@taq!+n^Kv;(K-pg!C>l8>ii+-UeVn}B>S z0`F2Aevd@lJ{OCv;g0tFR5~`%jt!*ZUa>!jJKdz>ubp^ti%hh;O`+n#ZoIhj#SMw? zsROz!v5#=V4( zN5|Un{9Gy_pbtwUpo6e%)Z{k}pkWTLh6Uqz@!%SFKzJrbGn*)7C!AQ6@4B<#VDSttxc1B`#%RQQ>6Cs({}GK!->M3$eUFR*i*NU0`(vPuC-{ zxNyzbf~pL$K}ZV>IA)6Or1eFPdKt3R38};(xk}57Zr!B?26krhwE0Tw3!wVaf^V6k zS8_>GV{|S2sk*?}Ib#1KmuPX(vj|C9(N#xMP;|#m1Y#-KP8={O9{svdrdW%C6Ca~X zs|sYy6_-;Y6^ja>qQb{8OfEJP==&W+K`bxuy2eaWU39q@>k5|(KJieHr&mfDK~P#@ z09BY009Bark{r=P?IJTg^{*)}fXYjSJ!~Q#6vP9mD6!B$VUD;{kklDH5hDVz z!T_o;6|kKrI>!4Vex4UNTA{Ruo#yd{^tB1Rx8UcaABl3uL0N#x9GWlSr_tqvgqn-q zAIas9Q3*aE=JmgV(RY=0aDkqeykN*Lkz=t9bX&r|p><8Pm)lTr%jJA0$*_6301ayc zOY-Jp$2i6kU z@j*QLNgznAP=*nKBxx^VTsvKW($yib#!1bPzl2MX7ZFpkV0A=lAEt9RqFAgreL*MVJoj*YN zJAkTtVwgB(B|4s67ND|+uJ@J8D2_OB<%9j;On}N0Ry|OnSLrZwajMEkLt)Y*y8T9|y96R87IT5TzqLG~Z~NVUp4B zH$iNG$}q`d#&l0A$(8Px#Vm15&cFw~b^Cq(P^LHmJ23DEshBP4)bh!A{!A~C`6F0} zNz>USkDw&8s}yqwD0e0JS~IL9f5Q}unbQU=$vJ|=hi6h1bRJ$0QtdPpt137bvFR)= z*5Y8*EP4s2sA?8ME>#4o%)z-VwF(YtrrKnfR#m7Ocom_tfq|i_bi>@LT0-EIt+s== zTdGv_eiEmtia_tPMW{we#%~>G7{4GJji23G)ygoxs;Ki|f415ceu+|v8+JUus``UN$#K5v2QoQ$-lgz>+$^;b>O2f~nG7#p>iMBy zd!@z}4w|pNgeS9%oFJK0Uyh?n?du`TSmM12=m zbQyUYU%k8;6%Sml?m-73LFAz~1M<}EsXg(ZFJS*}uz9|EmL#lIhiO=kSE-ju#D&wT zcwM2o4Q5ms`gJ^t?RPZC%Fe*IkG392d#uqx=hbR*3t1+^v#DM)1r$Ekc*1RK)NOHV zC_}$dmdi9PKY}}tHNmiXm}WI)3_fJTKe5K6oj27r29A$3_<-g|46PF5@t)-qu4pxW zC-z4yLFOY3p1JQ(0tBTCIQd9}JBA1lg%fugQ6K^d8dYjAdw#@`GzmoyvII0D4n;We zoH~HKN^xijr1ou zQ71q_zTgJmMQQIT2$S&!R@?R_`VK)KAb+8$2Z{;=BgnVY4yR@qFm3x3@HGaFwzR#r zkAZU9n13J=Yw!w2Yf#%oLlql!(RQcym~z^#84yL&&%icq_m?;jTUfV;mTZG4t+c;9 z2aW|OKAWCeNiWm(DxumpdTGh#m9kCS#~Ie|qn&LanznB-EbXgJrVAf#T-x`(B(;N) zsNeY%3Jx&&z4mv!uPH;Hijd3D7aM?mzR>DB)oPFf8TkSwAf6}@xJLgC8TgVf(Do-q z3^ZCL7$}AS!|-4-$p;;iA^LlX z)*u6%cZ-uF0frW?2nj%tc!LeQ#c8Mw3%*GylZk);1c)ne*dtC3o=7PupvxWs-!+%X zq?nM0noJNO*)7r*$klD=w-4I{CvX~#X0Q?Ap(|&1(&gwM z_bQ@^{S`!$(MJSdN(zF?UxnxejNzd3MnsBZe+go*AkZ9(gTEdVKGT6n(kF(&!EIIRyNTJ7Bp*dA1`JWpCN1YRXp#hV~%8ud4+~M0YL2O3^hKnu0 znX8B;DHjFwGcAk`VaX-*%Hky{OGI=4LPrILUzU`jKoOEqg<^vrxt5Vb4?%*887bD< zcz~W)1j-)~4uIhB0{K^@Gk#(iP8A>OFy6H}B7y_dSH;#vKor5D93f}$yo4j?h5&?- zGf2HEWi-V}LKKRSgece0A^kPMQ_@9l1_LBUzy z{Cr1fM#Th)yTM>!wcrYe-WA0C3W4Fi9IEdN8ag6L=pj1dcqj~^rbO}xtx}JKCK5(G zISP;t;_;Io`o=SFFy*!247)!Q21sb}d?!Q^rBa#_M!al}X!;i9mI_ut_eRjc$yPU*AF3^(N{-(D9YH+>lDS#$yyb!Gc#(c8J)3zg~&$g>;kh9soh(4TNeb_98qW zqFQ8w1RZ>9M3+$Ez8oyC7U(WRgaxPU1U}Y`CPD*DUJLkCP;4_IGL#P4wOa-SNYXN% z@5Gbk4sN{`yV$?MLpRWPLn6GX559g7tYPdM;Q>XMh~G6KV(^vGso=nOLNJ{@yaWpG z^MDlYhfvTj;9L`O^u-FLB||BB4(t>GRYLtk9~3s!N5TQJawtEX@p{ z%v9hkqoZxOc6NrPUCfIv?P5k41Q(FXipG+x=*&v+4S4GKh2S@>&H?V`b-ZC_bVi4;*af~Y(vdd^%4GN;LZ^0u-fCTY zYLBN$rl4_9P&(k$0R_J4Mt*8|fSj(y{+XS>T z(W!|Z`qEoB@(=Xwwif6gDbWkSA4{Xs0m|k}%tRsjoLLl6O*Cqb zoMe3uBmkh#j&&fzp^u2sf1po-k$<2Md^JVN@GVCNDcxLMG;YgfB^+jPC?8G3G-s_N>u-m2;8nVo&dn{PheJY;Ng@_2>f zwF3PwL7{i`R_I;uKLXJoCHfP@q5m7A(ARmVP?&yHC|jiN{>3!I{CT07!Jo0pinGxv z6k`=wsoj`$J(^{WZQzCeGiF^}Iqzv}EZjbM^XW@=%3rWYSilV8e(h zH-8{DjTt2~tpTW1|2;s$6l8*;W$7yU2oG%9-}9R(U1c=)AFJf(bb{hXZ1YpcZ#Gt1 zgKU+jxQ@nEGPY>Go(ctbfP^YorC{4JJHFYH`M_Z_eSmz0CYU)0SRN$=0V~XZh|MN6 z`DSKih!rq6A>fmlK9rb-Pzo^V$fO-IJwr@Yr9%|TmOl2=|7~jMEi^}w*0K}mlhtrC@G&6Fm6$&}(66J+NfDxY$cnnY`OZW1Z8 zb4L2OHcP49!5n1Q)M=$`KFJPzw9vQtwn{vuWU3xPO|RX;rmji`eZ z`-{~FZwKXiHoJIfRdM-+Rbfrj1D=V|qwlcx=Vq3A&vDDR7%;m}pYRHcNbcys+YOadi{mE!l+Z-!I_s!&bZq}G z?*hjL9vS=i+>5(66T*K?@Vt8F)2BMqlJ2i>^R!*jN}E-c0gh%1?9;d(mt9S89J1H; zw5^wIr^ag%Hg?>#@b`>FyG^!DGkTvIerjAsxm}81oXe!f6Xt6UI4m0 zn^<2RJ=7}X!jzJbB{S>o+fo$sHA+ZJzx3D1{MUW8w{JWf^?dGcGx}$x%uG$#biyL+ zoql{;+IL&ne0|o%=684 zU)^4}vZw2?JKGmN*R~8B-Fm>m4=?!2s9)3l{Dw4|xp&alI_CRF{xmNvxra#~?*XA< z$}4|uvD|JMYMEfDx;HXl?TqxQzh35bs60Dp#rYPe{|K9PP!)5gxZRy%)wqRDXD;4< z$BwlvtTqFc{*_ba>wBIb;dkK9E9R>rooc6Cz4E0^; zVOBCXxUyHLIl)WrHShgqNyV|bJzJQ}v20%O;^L8*Te(t}KEW#c;+?bzfESG=#+KkGhO5#K65WWw9)gI-P@|M}^@4b_()R#gwU zV!OJ2$K}(jb<>gt-{|u6^wW@OLoW@T+=kmWJ8k!=-iB>u+k8gkOj!0d;E7$2EnIH1 z%TrUb0#D=&xwt#Fu>auIgNiTQnqf17nWh}|!Y>IXTRuLS-{o$J-Gi{nW1M##T-Cuu z(S2}m@bjHHVfp8*pAC(C?lx-k$-gfY1RXfCe(~-NOY8LCk<-?+bNc+%F^f7hvHI~` z%<{0UJwB|eJN#k8*Uj239=#Dk1DTj;(M;~rS?B(DcgLq=v=NI{m^9MxXmHjF%M17I_}YE%n1!uIr_Yk*JrgiY0uzf()pj9)jHd$?Vzu2xv$lP%e?Mz-dWNztw$g9;S zLwuR{&6O@Ly=ER5ncXO{oqp04Pgu72T!2vYe&poJnu^cKT>ynoZ>?n$eXXU?qBvg$swR)-pDe2+1}uHCvJBx z{rOAwhfyDOGfgkeMC86f$lZgGI|!58JQ`$;QMwe)GvC0}d4xyVEaRx9Gaj`Ce~nR^ zr1a@%vPG%LVsQ<0jp@L2wrtU~tRlc{xLvPrEyhHa}OnM&jqG+d`@|k1Kto?k1VnbX- zyLGJtg_}KoJ2*G~><@iYSHy?*ZPcSlZ>@XNyp%1u?%fKi+IYNg+TF8zK=XTw)cSdM zMxP2leNA7yroiT>q$YwsujqEd_z#DMT&l`Hm3Z&D-~EdZt!|b?o;`D5Mt(=v<6@WR zW2TMrdj3;Fgl(+rCyTij5f)+nW9K&UwRN_9(qUDfnFr$v;Rj~*Ez6v1?>V#GL$-!} zjNaPE`&s3vl&R4tLr-4q>~(Ec7tc2xqJ~7JxBa1^bJoUbLH34wCByP<{~Xw|;rl$t zr-SaA3L9 zCnvK?U;b*7=aHm{QBa)SG5K9&yAJ+0KlU0_ zbhxAc-m5b!Vi}XY1C~`;9J2Je{>#Va?SA<*|7FS-(_X`r>BrRIl$UzV*jTh%|47oh zlBBf-PP(-T_&i4Gg)_QOsaW}aMo+u9@6%{oyve@kKEtkTIiA>>Yb)$eTUwIv1Ka9~ z>j#(7f7VOOiy8S*w>|xXd7}^P{)Is!w@ypEx4Bo`-9gU}j=Maiym(4-RQTaJo_Wv0 zZNg18{VeUfwb*kcyQ!G5XjRiCKSk|`^S$|sZ<-QZX9>t;m-b2BGAgTo{w;PzRB_yc z4U6KJ#f*N(Ef2e7`+TaZwB-foZ2P1pN}Igty%LhD_CLsVz7Tt(#8^$Aw0>b8~0|wdPB0m)U0j@pg~H^5MtcZTzFxrQk(d^B0`mI(>fb zElYbZ%}&MolXTxV395D(M#D7hUX8#Ht_Y%C16H>_Dv z*(c=C+3At5TtogiSrlyE@6VPC*Y3&t>+Z;doo+vO8#_L3aaH3-=ekYW-qU`?)1?W; z7Y_YC^y=oW$3D&)`}J5>X~nOq#E}jTp{Y`G-&Lz~!!LuLIJ=Iw?mxQF=X`L|?>D+^ z{B$|+RO38-ipgKv@}q;by)-c)0Y?-MCy)Pt zlKYM%cNIx)OPpL=7KDyfdgJ8oRw`D}0HOi^fN;a54*a4|K|la+I}|qI%nkin7&VbUKQr!(Jis`=W&;-SHHM-P_KL@ zAY)v?`@4B3?io6@k#%~CRfbR6j)?A)3R>si zVOQMhU;lOIs3r@AKc+M1*lDJdPO_tKHrY3Qe%oLEW|r^gqsm|89yxiec-8zRjy3I`CC}7U8G#NIb&F5`>aQ0 z7UQd;e!Nl`)V)#UMBBAXC$|qeY+HTGZN$gK-Qzr`_ng%C@wojTHa`{5jndEE(e2Td z5BdHJ#prA2H&6Thf}Pj$mo4*NelAUm`}*Qo@7t&5T>5+Ty~~kb)tyq-?oz(Fv%FQO zuIz_Ioj=B67r)C!E>S_+^(YrrP>EXqou4d*_+1uT~5! zP;bj<7}ofRV%oa#!6>msB(Xn|#QNjJ+I=jnYrk8m#dq-mSl|E)Z#fjOM9>rqoJSNc zcAh8`)O!ld#wnc&8@ja@h?*Z(s~=yOQr}BO1i@I)cyZzG#_?1@wmiXaLBTksb763^ zQ#?^?g4J3)0A}NrHigbDi)7M>6Ikk4$V9rUiEd-88zUC_$IOCa?>IRSqHb-mEoqI*b(W5eOT&TSiPaOO!pTTsypzP-ZWEW5e4fCOA1cX zB#~_I8e{l+*{ZN$R}NhWL3MwF!r1+js1^yWXnWz6qUKaUG>*Rk4JIq?3;j{bg}-QyK!eQZH!V&9LRPtZvXEFMqB59TnBy7*&W{Z{HupHB@;-sXQ*rMfC6Io zVqI+kDNCse4YwTX;-T4OXcrkG*>N6WSnTWsK8%%OB|=)0-o&?5j)s)_b|8M7q$QQ4 zVRvI!tyHas z853=>UxK=wOm}*7RHnquK;q_r(G9I&L-HIRJenX!lU6aXpQzLsA&J3|9WIdUfH0$#+R(JX$puyDr#GNbSPZGPOKb>6REht z@JSM2vf>8YCMnI0x!K>q5WC+VMIp4q4(hZtF286ys$U$tkV$+yks(>Zdl(mQto1rX zNG7~|2Xzw%P%v4-PFCvmjS<{=4PH-HQePMtROJ9wxg%&bMTR-5bbu-yhhtHR!co85 z_AOFnv^79AkH;*pqcJvo2N{!9e={;)TkL+yZTMx1@+50W_Je^rWTT4ogx| z6G>I}96_vzn^%)T?ki<;xf_7o_@Ozq{umywGBT&+5Fm#>Xl%q_G}a<5hm1+C0dnn+ z#u#U8$N7^n658u@xZ}0blJ@OL9LU=(@ZwwLIV!}QR4Rn81Re4^&o6o5d%S>u}EF>T>D_lyJ&K=5d=f;~~#Ocdlmfk-cgR+kK? zMr3&sLKu$*$c6G6cEPqFF63ANgq4UC#LZYCbRtm*#i)6`1G@ya9&F*wOcRMuA`Z%< z;s-%YicH+LBNn?uLtEw{-GSh%7Sm}Ea8a>!;rdR@2->}fIQ}gbyTE4sm_V8Mr|wic z`zPif>I7FdGk!40P_Yg$Z#*-BPKmD{%$(2AWiGRl=06Ne=I4Q#YStE*ny@-pF`wy2 zNrXEAv(OjDEo6>RZFH!wVA89gT?SK4B}8ZOJAia-VbdjyKdo5Y`Ix00Ve(RDx{Q&A z-(i)Z#yx=(gu(uRVJMkNFuCn6F+0uxv>01p zreW34bSG0uXCw3Pc>w%0tTXf~WIj@~27DNvhAQ4x$K7J^_?31bW?YuXrmwqsr4cvE&JlN8tVd3L^dGl4C<(fW7&8Uk_Su-cIsBJdm|eAWR#D&=qIf2KGHzlLP|i z;Uf6gVfHOu4CXUiQUv}gVd13!0gO=Mr8L3yFo8VNRg_X=z0g69HnPD;QWKm9r6Ko|a0mHW}%? zvP460_cZHEC?#WI;I~?5W&ESfw>I+}iLS&sTvRUL*%?_&U>AJBWq@y9)ya5WBQwdm zBnAS+Krhh$tUObz)c~=Obl_}kVP#1yBtBxAc_VMacrs>7#$?P4HWrAClQc{j8|mI& z&O?BBXo|x`Efux)_D1**BmNy`@ePM=Cmsu(OvajHZl3!H>z-#f(zZqwKG}H zo{DkKIo%TAoys}E%Q|j5EpWUr&OQOOis0xA;oGBt`Xg(VLEbNI@s8Yi>4m&C6V(P z1a_ox9cjb#fJbSZFSKmLrBgA9$UhaJi0omBKewC~Kie5Ub*&HQgAX-(S4STPW0*^ClZKS$kCo9 z=Mg|W!kZ#?2XS0X97~MC)#3&&E|g;X7prX0k+BV{ zWn*_Ya4~dJ0@+Rr5FW|9!X7(0k-8(|gB`Kh87@A^^_GcGT&80460Qyv<6|N2k}34N z#BHWEj9JUw`W5VAP`r)X@@mN4=0?zJA`sl|2}+}C){=x3^6qjTv^n4_Iaj(JUMc0q zQxlTzvWDPjTiy+hE#s1@m?%Ct3y`86fSzzqCD)yHF~XhqFMwk^-Ul}SzzwHjyi}ga zglMUYsXd;b7d-L&c3^uuUIm8>{7)1ZyglMA4#RsEyfbYjI6J(<1E6ltdq7`DUQ3%B zo{e{N!LtzrIXKXbA5Gg7K5gN>4#3-9d=uK{h_>%rtnCEA6W$EAZN%@U+R<3M3EBiV z<(E+jnKF19CWHq(5zPN&gp&`oB5>lQaj<(RUqM%i3m3ig2--*R^g>KXRhyCYaFGnj zxd_T5c-fGgiU3j31o%Yq|Dt0?sP(XI@yuG^chLMk61CK@XL9`taN!PyslGKCl-S|F~7DPN~C>3uV z#J4iGT|VhIuv012g>^>qX4DA*Zju&@(WY(^KV2rCy@zVQp3O^pJ$yXEr$2*c8T?{e z=$M-P$^~G_QQj6FTgi{2HAYsJYXfwgU<+~?K?euq@=a*p!25oF%@i=Z8ky`}!}p~o zB(ZsDq7tIG!9W!+ZQx}`Z~Vq`;97$0>*e!4)Gg*Jzc~Q*+|0M95`3-Vx2A#% ztk3{n-^xo*he>QZo8s6!;Iy55G%bBX7Pt*whWtJ%A!|E|wpmB{RO*rB=LEW8E#b%0 z_2bPye`N;DyTZHBMn~}fb2ISg1$X%3PyQ-xUBrFqW`Nw=!m?6+2<=g%;XG&zw(x>4 zob`ZzNzd4b_LE*%+YzV*gx|&|{AOx`4?p;q0idBEG=U3W^8Kio%=_jNtbD`Im*H34 zA0nVXn0z~W!|!J+xG;S5=40c4F2JoZPh|(Zh-H{O?kiphlsa;v0WYQSZ=TVcS9&Wt zmQ*(3l|(lHYHVa|qs@T`B%aYb)>Swf*=Zc28$fi!&mWmAJSKen))Q-p2ND>8wz1m0 zqx&p59@pvPM0o`5@744z(lm`qQYAdwJEWChxABn|?^L42FY zZX*`PgF1XVjxaBc{H$$SQ`)K_@ha<&hYlrGzE{fr;lPKR^ozi26s6r zYZ5a7Vx~86;N`ib?4-x0a$bVDyg)Z}GFs9NY;8hPU}aP^p2P8PE&)VB-0amn4%0uH zKt{4q-5-~8U2s8=0>W)o5Pk)pt%OFS&+(u9+l;k%I41Lxk3p#}4QWkDF5y%2< z_5Xwj1RIGuQiK3S7zBFTNa)m#(u_FA1u5775W4`in0q!tQ;HeB3JJFFp`)GfqfBC- z2#~}Ulr9h~K$INSpxn}6&xY!B^;26eKugRJuLMRCR5);+c%tw zXZU_6_Pa~P_Kk({)Ct}v2u&w~#>vP@VN+oO73141A=nHISSZ+ouW6`l_6Zh_%ErPN zG6q|P3F&lRV$xy{7JI=@Erb-AIQ&Pdofj^oQ75?6gh(^+=R(05c8L@cs2H~~p&hz7 zw-av5Bpv1fB(Vqm7YPD9-9ea2eG~22`eY0ajTL6e#Br#B#|bNCPP&aDirMMN$KGy& zbTWdkO+qgQ97{(4wCW`srxrxq_Yo0;k?Dd8`o`BxOUC*yp(Ypl3v=kSL_8=6i(TQ= zLBeF}33n$U0iA>=2#ctMU_LCFV2;5xfqRDuCuCzu1Lzn6*92}%5~O1tVwa2#VUmT7 zbV?!_Q$)29xF%3JR!E_q2=yim!yK~(VVQykZl53|(lOj#g~^|w^AzE}OfvluKoWbf zBU4aAzZt>|It$TGSx&~_)f8cYOgyI*HE~&tOyUS6em*hcC7z;md0ZoJbRFh^N{mMH@enO2q_FzI7maq13Wu z1=YmpK`JGHvW+*#>|!!8ea%BwR6fK)Dksc)7tm;t%6A@&^+X-WD+!=VQh^rf(u}pMiC*O8bp$r1OZ{6`M)a0WDjq4xNw)BYmMRhFpu^%EVT86((LKGE~i{;NRLF|2%I}BbeJfUJj)3xYH`C1_Unt`25 zOkCinP}S^wvLnC;^!TTO=x2jqK%m;e@R_dz4wb6tTL;p50a`D9o}kRfD%PJjy; z8h5B^r(Quf;W%&V=u~vWcM15f6|8`BrbYywZ&WU@GFt6vOr`ptuOK2*Lu%FvCO=ST z7;6^)+!i~)H48k_HLfHdII$8M#>65V0K&l=Y)_X^#3?{n;Gjv7(y}%dX$>mmaW6++ zzcZJOO5lL#42?12YKjfz1(`sG3Z;(>4?og;{tF2^vJjkSY56qI_)@CLL{*WgffQYQ z8PY6i433m*9bxhk%{AjLNVBW~j9sQ#NEIqB@ySK7aejm=nY?7>}2ZPtpH8!2p{Ka{HQ&de~l8)?*XINXy(hpTDzZy^>(dB zA|%mXH-U&jT!mH*i`QvdQWJa&s##wKk}I_Jq2C6Lbf<_ptl2mQ?5NOs!=jCvXv&OE zNUUvzj;g}7cPJn5865r%HTpfZ;ibwEyf@cd1K)>QdXOU_hr`Fu)tQgDBWvi}uyPCm z!cYy?Jk-)k!xun=BS1LfJAQ_Iw7~p2DPcLHKwYk-ERX?8$tOXHfyY-5hP)9dG$t3xRsgGbx zSbB7eBhx-YKi^l~0PDKytYP;@TIp(lgU~*{0d{>vl(TxGeQczh_E|a9Jl9Hl0K9VT ziwxlM3Mrm{q5Z)~Ic+6+iSLz`rCo(6R%xl?4^`Uk^d(LbLp5p0G_^90{lYEYWqd#kh7K17oV_1TrFZ-T+a|W#1vw z`bL_W=AwtQxu!Cj;osY%pb*U(19cmnNXoc2VxV~&9lf8I0|v&m(b4>1Y9YJ;!i!LA z4A~2%XLtjSM@7CIcwH4&iCEMt;?x2o6L@ zfst@OW@2nTz^9sNi1c#|KtOsR8Y{`^75kd-6jKdB3J|3A!G%1L1}1~m$TtKgKwySo z7pH3RO&3`OR(I7o!oaq=wZ`=6qR^W;Q92dvOc*v@G`fwB)@4#141lh~P~f^&tP3}F z(DgRbOczrDT)QBTUa`6t#?GeejLvww=*CccoH$+AsSr)w&&V!a_xk|N>IlRRC$0pmQ(XI+?ilW-2c4t&5@*#>nXUTA?o|^aY(Gb=IIbPt?OfeRcitc$@-b zq>KNBj4#FGpYlYJa1fgJ(-9KJp${)0rFZp!%Q`Ux&U~j^j~iYb`gDX+fxqB@e3ORP zVU1YtTdS_Y(r$PH>ME=ShFaF{5T-a(l1cJli7h9Yl+XnTT{oazD`irKu(7ArU`w87 zDW}(BFM=2&PdeT(JSOXS2y9TiR-`wBm{)SFjV(pB9nL!vhX>%@1M6f{-h#z|Q03`QP8q&U7&+(pO2 zvB{=BaK zAA>6m^*A zaSEcnXD1a`?h!+20C-O#?nU3pK>?&(Mger)EBew!;CoMT|1cb~C)~YXjG_MVLp%{a z1UW@wLl}5KoI%Byl;Xi0P<&8qZ^VbfhRglmfZ@!>DI}->f{L85kQXhOc$C!dK?6?? zi54VvwJ`%8heeD32Qo0|u!wJfB@8HH_@-SFNLYcJheh01zlRElMI!E?apdksj+BGH z)In#GTEf49ks_v;;Rl*=3K?4Xk*9=0(LoS*9kGck7GKKP^y?igc7}D2iu+|mI*$6? zad9NYnPjCT0Ia!*6epI5K{6tpT#nA*M^GYNJ1LS)mPDk}-Qc9t;wKqJ&h`bzZXo8Y zJu9}BiO-$EV&_eo^P-G67he%647emVr^)I2myo; zdEhjuHcu#4GM-SBWIVa~9(1~m@*MVusHWK<&FFSRh{P6DLJH_!G^nf;ePH%IFDP>B+1;gbHZr4a<*x=U*q-ZEA z6n6;^fbbyiyjqiM%5%am2^p~Im56uD5)2PCc+upgF!IW;`5mH6Kzle9IH3g@l_iA8 z{XUa{eGB*=L+U0^oB#r<9@zd`S_LU?2`q5`wZu&sR+Jm~sw}>#3tPVtztEHsNwpWK zWc6-vWHq|HkQngARD6ftoqi{Fq7tI`z5*aqdyvBE)v(bA5&cvS$3(FBh_pY7WmJMs zo5j!5;o8q)Uzy~~eSjqP(D|$QgwBr@^~zUN?8oQ>sWyJK41I11B(r+_LSdXjiX2bx z25z%@yfc)fGlQv5h9{LTz( zR(niZ3Ei{wsWn=&AbMI8ibt8|Bzt&^sOLMtQM}%dt`sj!FU$v>btnPn1wCWTi{4}( z7CXaglNwy`Exul334=BI4%8m6Sg-vlThx2NJzBjdEeA4>=~1*nXAF*7M>}*NiB|X@ zkpL8lGYHekkdmUIfRgZ}I6#3;kB^|^6jB%fh2aGr*BBc^!8e(4=-YcJG!Z?W5%uom zGkb$Yy?4#`_QJ_u(AV?Y-jh-3X~M2hrXv4MGVl_ z(a2xWx6Yb_wHA`WbCWjUx%3bGRkDsm7ky)l`~`h6tQqo0Zn~&H^c^s7EBv8DG(-JB wl6Krq(B}`KgQfnZsn0iT$X5~*_-;|dlZL2=4IekY5&e=PQg-#86u4aRe_Vg<8UO$Q diff --git a/.github/validation_samples/hcal/gold.root b/.github/validation_samples/hcal/gold.root index a6e80324a764c8974dd283c74b24a5ff4d7a8c19..56a46d89fd72498c47c21d2856bb1b0cde1d8b41 100644 GIT binary patch delta 3684 zcmZXXdr;KZ6~}*vS9vKAgVMMdf(4dcU|E*s{n987>JZzISd=2slvKw@p^gs(L5L!# z!1fn&gY9TZ&5)#Jr1`b|!NN+JG*gpkY^seWV;yx8Cz`M%I%!j4OwT>%w+Yohc7FHX z^F5Dyes@22_Z3gjE1sYpTc~&GnU|xoqP)G)>H>&%t(Y@IQRQ$ZV=9C7pV4#H#hI3*kxBs6#tjn?{q@Hsl49w6H#x2I}e2WbMU< zr5t~r8KYf0ahn0lu6C7RJ3wu{X5)OTBkSv9%YY;ij%N{u^>o-TJLJzJhkMK`~#(kvhlmRe;&GgL^kUk#bJjM&N3RFkB>Wymg$WYJpGXpwyWazm=xJjxLcjTVsU z^e88sY)Vos9=7Fp^2v5rm0JsVMrMhgO<4v#>^A8sxwo6D<9L*mx02jO^173YDN^x3 z%4|gm36UmynKUWWnybzliwc!%*|Ond0(L>1Rz4QNucPMm_xQ}@zVQwX#A6L$(K7$m z#>?(gS9p260j%1ox2kwH)d0!biqpTL<09<4aAx|un-9* zem)8WJ8Yf>L+o&=73}(|Xei|A+&0M2PtS&5@pN??*!12QILdB$55W$ggO`u*0_OG$ zTRg<+|C$R6Snxk}7ym6vjfh{>?l%%c^(d;Bg)$#X}d3#AnZfL;qwx zB=OX~7qa!`39yZ$EtJs`bur!!CUM9LA^NRE*u&DHy|{yZGc0FmiIgUPEZ)ubN#|SO zQBJqs3P)H~C{-z6iaIMK=#Erh6@S==`@Nk87S_k5Lp>)+Ylj^DjNNCL%7A`047Wq3 zelZh%!5-yV*dh6y6M6fwlV4>+9#0$gW8`OYef^{SdFN$*lX!SPZYUz(*X6+iSjA5E z4vbM;1jbpd>wp}AMdXP87Q-!>MfaA#o2ak^Tl?*y8gN;1;`Eoc!qd%9!I`*16fbXdHG1$guD*qs6Ed3F5vb9N0 zzgOX#j>+k%CtwX*F<7d;a;2{w1#&w6V>n1weZ?yHh;=6p;mKZG1z%4)M%5Ma7{%$G z)v%pa4|hSDo>2p@@pN?;r0BEO;t`Ba*0 z{S2NXCp~t9@0I?#8&U<9nx@BZgmAXnHyK|T{nO1bLHpM))j>0ls<*;EPVMeNx9Dwf zf!!vzLlYae?1Zd)AuG=A1iJOrn%6BNqyd=!xo^k?SOqyHCkG0Xn5E za4p%8yL8P6L@r$>lD2%SynilPs<%tE-&Rs1a`PzCz=d=X-pDBh5;vDt3ooVPO#zkC zW9As$6w|OP^hTp#)0IRq;qylH(&ZperOg4nvCGRO^`vs`>rR*a+cD@TBsbv zZ#vnWHxfkUZleQ@H))rpQs{q%gvep;K*WT!`Sp_RoV2Mcz3FnPo0iU#9I>23ahq>b zGoK^dKgjmiW}{)qX1@NfPMO8(7NcB5Gp!1wGB*}^Y!@MW3_CKJ?q`8CP8AdF5E9r% zaS_T?qCgy5u^@k|Od4!#wAF};Og4)(twu29GABbKTg5xRWu!7)^a6QYDEA?d#Pr?- zGFV>bu<^UyD${8!rrIEqToA?3ojd zDSxn6No&9)m4KM$W+0$5L|nVkOoa5Kloj!uEq>=)Mno6WGQ!y|QuZ5a1T?o6(VRy$ z-UnsQOq(|{Bb#lqA&u0eV5$Zw&4G~5oFA#2Exa8@A|x~CM<(-IMH;gQa+o)Q1h$Ff z1BM4un6mUt%Yr=4keO@cn%^;*`T26Z3O@BYA)WcXAeT8G5}60cVjduc>1!d7zdS(l z%D3)kkzs@BkO*Y3lNv&&#h|Z<=rRrp!k1tn5WDmvTp)0ZzB>s9YDI9j;ee#&^vKvu z(baA25;@B?AYAF^_Gi;-K+IZ1L60Ft)Y94Pkcxnt)OLifMf~2UK=5)=h+GK>{J)1% qrGcdBE=a*YZ1lGddqn@-%rlhm0jV+1lp6h?E_jvx(umfhkn}&i{~nb9 delta 3684 zcmZXXdr;KZ6~}*vS9vKAgVMMdf&rF&vb>){jN+gUu?^9n6p5y!Iz9?@d>{xy6hQkLimelmDw7YAqN%*Mg zd9ojuUdB%*exAmUqJTSIf&cdpYarKr=_=N`Aw48e4yC*L5X=tEvNA3kG?Op&{tVnz*u20nv?zrND9VXIweo0; zmUg0*6*Z@FwSWJ5F-^3>z9v7Crc3F`->akLG1`YGuX7b|4=kjhk%L+EEQ+wrRFu%@ zX^rhL+0_0)>Y3V;Xhw6`ZZg+W-<_#u)#PEb#gj%+syq&Qx;^RiY+7kYH@|JtEohS5 z2FnxGi!tHhe_DZiv%LM{Vy%N z>^Xgvmq+Wss-1qTf@f28kgTmZ^GiA|!nGS`roVdl@VtL+HJwRud^b3?A75C^k@_w! z;^hbG!J)-}5JNMq;BpI}hcsEBucWb)>FP30_*Fe5YTefoc;;-t*_98S zEQ^lzj9J z{!q@|bM``t{$&81qiOHkLBI~(d%>dL4u(>8C<%o+c7SFu_l}1FHCq2-CJeB{W?a|L zM}c66Ewf;N9WFP6OJ5xg1w5VG0;&3$+3+Gy*R+6BKN17S*e&+~*a>v-^6*{2++N{~ zhdBM8bKwydJQNEW3$mqP-kYMR0`3b*F4oJUFV&`Bfl`LmFwe>xwM zc*v`=w%4mtY7;OcUIAnzoeKHaDvUFe{?x5EU%UN0^rOBU&_p*G_`4)JT z(`~TAQC1a5mF>2uu|k5LX7^R`yZyM|TMn?WJ}w1nIfF_i5D9ywU$?u%VJ%FA3DhqOXT6X{=Ka=C@ALY+IFY}wkg9mU!5qZ8Y_vgcEc5=00 zjKT$AoYk5($QD>cw)jsWOv)_!coDqG+W)p;A>#|-Fi#h>V^{P=P{PxOc8ru!40$~D zwqrFfEir1@{@|-_eoBU^}0wybjD*{6lDGYlEDA zugo_ck<-&pz*@FqFuT5Lm9HK7ayt4XbdXhFu^K*R-N{3Eve#9>*VB$sWtluiae8|t z>|oV{o#4<@tKc=BuIU7uK5HEw0c!o>POS6rdKhPJ(BY}xDdM^?^gy-o9S|{HSm6Gj z!1Ls!$8Pk!(qD9eU0|sWJ$@5}v(>fP_`>L)ZGkb`zkay}8hKQ?4fb9DOcCMroKhfhb7-~TathuQP%b@Y zj?hgp4ZA|GHwrdgO%!83Z$vL$egdh>w_xN)W^u5=2!5miQYm=P^#obYQrcJ(m4oAT%3(`hWGS|E~K5XKg%oT4(CWsS-`SQeX~FmtY|fyYwSmAaECacM=TLir_B80ZGg0k+JEb zv&+~ea+YgAxYEz<&!^RZn6-%fZbOQwrL);46#+M??Fe0q_^nTY;N_waxe^fge-EWf p9Z6H%V8cIb^tTRsME~5(GnDW?sWH!#8vXBXc$NOrh~{IE^gsOe_N4#- diff --git a/.github/validation_samples/inclusive/gold.root b/.github/validation_samples/inclusive/gold.root index 6c16528b0955b6be0c9d742c7567a5a4e094cc29..12ef1f37a050ec7e621bab98fba22bb60a64b078 100644 GIT binary patch delta 11123 zcmZ`B&s&(qOWyJR3lZ3y{Y9$jnM1f%Dx zSq=+TU^SZDs51#S=GLVU_(*MC2gKe90Kh->7y{9PgCvk|x7CIZ4|LQhfm|)Sp5J<~ zf7E8v+LParyVCE$|JL)f66Xv2o~-(u*=K_b9it?DU@yzQMGR2Mxb7n@924TXw^pG`xN*dz$IDhZ>4XHuhy4H9K^Efe4J7g zupaA8KBa@CPs^8TeZm7z*d;Uh{Iw)cHbTuORj9?_@))@O6T=0Iw4-6r{oW6rsb@CSiQodm933Gk3z^m(5arrz zj(kLBXk8%uW_8EN~If+s^LwfJOtrJ~o^4Dgrgnb%Pb2d}ZSA_|10xj-P7+`Q4c< z{Wd=LupcJaM<(d{A+XrhB9IysS<7XgAb|MfwvP2&Xba>AUJS~vH9L)FySvtz8B=QY zmmlyNzFN~RhK#s(s%1LD0J-&gzhbemPQ^w;&s)@}^p;|ShlD8!6)QtGDL9`Rex4ex zh)<|-qtRw+tcv=ATxT_*1|J-*#8#|`X~58RLu`L+@XBx{v7(8;9Ssjk%ckLkhDytd zLzyu&{Au=Ts0BbP=+@J6lk=bU9FN2Nc0-6=m>)uO%_5YTinj(fq+Xv0n7cM4o+23| zULu$M(&+d&Hw~XDptu!{i`LLed**#WnJic^k8(?|)$6K-%hbuO}<)FsytuIrfN101E zAgnE2%3*K!K*;Oi6@`1JQyAAHN?e7x-wJc*Kyd?%xA1*e2rg6d2w>fN`KA|#H-5!% zxMIt%o5FBDH&jWIjlg0f#sjD97O4>X0J&%RmQW=F=PJDkFsHmP=d`sr2la1-bE)B} za_&={dlmP(DG=WBeGX-+aiRX6Y0mR+7D3-TxWZ~X3FP0b7bQUa-#>xwrcQytBsn88X9B9smJ!0j$ z@O_y=NGODJ-Tey!0(DV(8^4mPhrI=JTIb!k)Rtc}d3Iy+6+Ig(;k0=sEmbnax~9rn z7cRAHsnSjiOHdXL#_qKxN_T7|ELFN<1MEB0SmKoUeyP%gVm-B2$r8Q(s95{*^}R}( z_-TbwfT6|sb;?cL)Z*z^6zen@SgvGjeRqR`yH32fNjXccO`DZ}VT+sl6u%JLlz}wi zEmOXxeY||1(n@6RR*I>6VvmxCxByNYp1aqg4j^^GVF1$}8vrAXyUMM3fRYYOX_>Mp zj$mXFKv9Z-NA4W$mYg(5ih#_|AJn)5x-5(exLWbq`>d#dts@R64Of%I_xqF?ZrK%+ zj#@3gNlrBQK)FHO-21zdOSSfnP!mMqHRZz~^yqX;38Gfs56atQvTKBzC_1QWFJxW3 zpsT+U|Is7WI8p9U{WNjKrB0!VVmUF}ttJvzM@Oph;saBSCQfgA)l4Egd6e2p3<^_| zs9P{fO&0qj)F3*Uw~tcO#dp!_JqJR&6R*xByXesnZ=GK)MtmZsjrx=wP3Ck^1)Yl@ zj0WE^UDb5z8e`N<@lg+T6L!Uv-s%dPST#n?7Fm7O9yGDAzq*K02!0MyNO(%EBrKl~ zQ@hF~I56A>8^CQ66e}oP7At!ORuWjIN#Iu=nL&4Paw<*&(|BZZ;5dO7j8KW)c_UQZ z)EsEWLyiN%$>6N^m(KQY(HW@5Ey;moAD=(cat5Ml7$~Om1IYFB=uy@@5KO`VYTF`g zATOfwuX%YNZuofg%O;tlt zkNiVv`q4b~KFRZ=+CWPaAD>dMk)jWrSBH{EPN)_qI$ctSk)q$c zp*m2}d{-!BeeRZ8LHb;IM}3A`H~+0xQ)|!9>LP6M&0$(QG2wyQp1L=~!1rTKdsao* ztpK)WkK>PrXc3~HT{}*g8U<@qKd40(8vdpVyee3us|^%^&L5yZo+o=X(lC^ObThf8 z0o*5Ju==d?@4XsbJAia43UxF}{2LU-QK822@gY`7C;{yTAV2Llw1eyC;`ia;kb(4W9lLM>}30cjG*Pvs>w!%zUq7^ufB zaZ;`q-U!!&BD9vW13GK?V@>uke;@(yuDBI4PCSt@pEq&mLY{XP}@vJ z`o}Sl!<7-*08)FK(b|vHN*}9@qt=FT+ENmWESokloEN;UMTtizYOU}j7jq|RK2mJ@ zaV=T=eX?df3ML-cGKEp3Mbhk^<65d1I8*xyh0bps*IJ3$3$-t)n|uP0tX&ReK!~Sa z&?*Sxh7+)H#Cq)&d~WkkPXHZ@-q7}to+D2}lre8=8Q2xCm1?JGqC`%V?9lS5d-bH2 zBU1Nh9m#HTg|?c~Q~sjCW|gP7{ixQXhVgdTC_buD1E@}cng-!bD!T~l2c-LW^06AV zAJZ~_Lpgu_n6*cM@mPMk#u!*9{X|r2*|-wWoxtZ+Tfu@>_ z^BdKcIDmV3U~4JT(m0C1pbB)X1OK#(fq7a6IH#i@*d_$Pb0UB7M9sn{tla@DQ|7=g zc?>?Obw#K^ER6uAkKqWADcNx`2_n5Wf&f|*`0BSQu6W~ZtqV!->M89U)pc^Ao-A%$ z(*8xt-C3w7ihDOS581izXvNfe?Vi?}T4$KPn~rU%YdxfhpPH&i^3&6FU2F}}hhjnb zp~-rR$O_YsP9`iJwa|xn%Zy z>L2Bp{k|Nt{f2+Ob+Yb7C_q0c2Z)d7O{Q3pfqW7i&>qi=YleY(c_*?C>?&OF)D)dA zOi+W?yu(y00@Q&5Lj^MU!J1*Hf={Mifsl7%1gHnys-P0`X02Dr$w{kl5^5rO(eY=O zb!J0#=&1m8p{qJnBtu%wk)Gk{=n1uH&vzGDc%VMSB@_i8bRucG-jS3#X`%iP(!vwP zdOJ(+%~*oiw_YcK^DVM_bCW(1J@{qWU9wZRE-Y*J>&@uA-(RgSApOp1&XUEbllprk z?6h|+VT%oa)0dG+vlc8)^!h;ek+5fe2$W$}UTDGm;vc7VlXQOjtiFI+h3ECQB&JR+ zS-QA%Mb990d%w`>W-VU0ssBpJ6#uBdL#J>;EK3rL?(5cdqr1u`kZRwIWtrl0JG(=2 zzGSe~)SBpJi>dWZ7+a2Tx6X-Rbo9=TVOBAZfmCV$ozws#@h!t*X>PxVbp%Qi`NZbdB0wwE5eSXrmuiNARH-YapLA4* zqa)Bu*8w0lp3iGxMF4V1+dyk8@Nu@6KIz@i2MCsOb3RvZ45+4iGLS6yn;TBE+WR)p z9nUYfv|{>H+PvHGps_Y?de;!=rE|pq`FEsjY{GrnXH4@n!wUXd!P8&QfduPW`D#MU!27{iug3v zi@G0Xfk$};%fs&aO!hPu7~;|fgNQwGZm`Na1f*w=KWkp~&; ze4(DHrwiLd0grWMOKA6W+R9praXr`p>Q0f}p1s%%3@NJf*lW}p+J~*z5JHZO`{ciP zNEwUb^OrG)i0Q`)Xv?h~$iAjPi?*>;v2QT5Hh7inj(nCaB&a{jZs>3}*K!-him4Sn zmVHLc$V&km|0BP;okfZG35S9628n0lbMEmEHedg_@#F% zJAGmya~z@^a~uxq_`B$GMAI!GZ-6sa#CRM}lE=aU;87Cn=t^BNz?mexA&w=~y)(d> z%5%p$W5o3ajyR$#WuUXO0J`2Jrtb7}5>tSTp1^>KNCGq@1;7!@jR8)gD{_F7xB)2C z01#vd%M%B%Fzp{$jS{ck=86-49_TC~WdGjgN)ts-JEvh+d^yN@mRiS#I5{0x8@Ib+ z#loS^U+IuKBfF&|ollV652KvpC{)f4SCUvg#`!0jh#Kph{(7*i(-UxnyVPY+w~zRn ziX)tVyu%eOl@cyKS6wS9{~6m{ls^EZ`~e!}51@Sf+3hY$8-T^~H8ni|N4WzmY5*V~ zPuXEv11Mqw;G{-9tcKqO=9BUe%1&1mrBPkx`iaizsy(jtb#KC4UQgV2X}F0XoeaDJ)K7$GGb0Qk zKpwOlWIzqTp3W;rxT%1EKaKxf(}NtkzyiuKxq$W|E--wUJ6;^J8y4Mi8N>M~KN1CW z&vY91NSCLFx&303VH6QxuHo)D(ZMu&(`*OXEe|%{Ce==n-I7ql`aS&bFoRxlirx{% zW~wSK)95-a(=gJ2KbL?Mc;6B3Wbs*)kwe|$5$<%+udy+him|teVHG3kpmDtv^)CNH zFaPu||4RRjBaQbN=JsGH$g7UHnvD3tVQwN05~6b)QX%#s32Fd*YLpIl(<(Y3{~+NR{d0um`fl-5Ks6Vw}x#uOZL!Dl?5YKJJPU zU(9wV(y97&mDxoM2si&s`{L(AChd#I4x7XqWJPR1KKNY4mzW{A88~E?j>@i|6Yp7R z(yoA%;`o9}lXMJeQAkLLLP9ESYd1#yB&fcCyxukd^mM!dWcriZ=5uD6C^%yNLWEDM zHqR1cG3U(;G5w_3p7I`k-b~>wu9@w4)H~)csH`{6n@Qr)cg+BCbm_0AlY-oM&m2!) zc^Aw?G4BJ@L*-d@${a-#hc1{t(d3MoOdgM)HLV?$a?xxp?tW|zB)j}`W?x(ka1wGr zDBt-ic%GHY)Q=m-W>@<*F836G!4Xb$)idB+PDrGSwxRDdp#m(>gd zLVB(NwiF(7(Xs}7og^SJ`JzcLV8zPI=50!2{uOgNDN0^K&8wgDwC~MmUiGc%5Wrm~ z5jEuh%!8Dj`#UpT^t^7Kp^3&fOwy-V`MKGG&X9xO0fU#mG~1HLH{Stooo|`ep8*SQ zn={Gxi?7W$$Yl8)i!wl%#)H1CQO;%JZI&d$;tlZ1TfKrmqSa?`KmRv!y5IojB>rnn zEWk~h8W7_JHLf1JfIX4#{LWey@Dsa$ocILH^5UtKNFQShRs_(?m;3a-Dku`ihMJx< zaqfHbE^@o|%#ZYvg@0mtGKBq}*^Ls<`^BWMLqz#~(>g`gcs%K1%LDTQnJiX3q(^aE z^`wy$o7p`iMX}uBnT<>EvS3e&NDuPRrBlo|Jk}qe4bwv^1WcqtK$FHn*R(4E66p`X zU~Y6kUcfv67XJMOzYWlC;}`%W0s$Hl*s30Z05XxM23xTKsI*Y$NeeqYTmiC=Z>+HZ z*d%%Y+?qG`lB4i>J;9`*JJBA$7#r$oM*{K1c#_5GFprPexgYK+rHPF(o+NQ5!eg;` zA;!~E9E|jIBD;H0o(PJU(+nosHTAS2x58)-z2Jux<>{v2HvZ@edt5YA4pKtPaqelfv{4S^8vFi9;NiIstngcpM0*ER#?q&gobAuQ!^Cef25 zKedEUKojKu-0$3EF<)8@V>`AE!^e2DT? O&s}_-%FA**@&5sju?-IZ delta 11123 zcmZ`Z!D7&FYyF^E}f>8x*&-I}utj z#t`{=+mIk=z1LRp(Pwz{;a5-lN>fT(t*YPJYn=>U`}@Pk9@bj>yT0qY_t`o3oc+1& z*`M34Ob+P0Kli?SSy1&Wcm1idch$3@hRrt7rrK<_rzUL3&t5gr7X$xI*f6w@&8A(2 z;SBgU9RAsCX52BG^tiu15?!-|>za78X`CinG>vU+}p$&VGpn;l)XOZtQ4hLB%%X{}`wjNV($ za9F7PE70TzTdj##pH-KF|1-ID9T0mb0095wBM3wZ3=lvb-LCWXcT^~W?n-7ozcpb0 zq|K(ZC%;4Y!S6u8JN5jm#MxY*nNgoJ`wVb_+?5J+RSQalt9O2_D`v#1d}iy%++GCp zY@1D`6}8Ah;TG{xt(#Z(*UR!FHLnh>+z5Q12j6|Tq}KX-;oB;@)|W`^r)AXnIE5%+ zJ*_ACl=KrmZL4d2y#8nGf|(rlPJ)?ix&VAU9HyndK7l zC7?T<0JP|>uJtSnTm-b**|i?f2msj2W^-OepvJi_u)^{qbN|3^hU*XfTw}=Z&J5vq zeEj2nm|!oFpzBBf0#^%vazI!um%Rc2;_?%->$%Vt$nn1(kXdVX8qGdgUuULIsMTMN z-=oLZnr7=F;>mTE=@1>{HndOq0)4fNjfUn2)Tr>3V1osPNU`P1g4atppX@zP4Oi$t zsd1yxMrte%|C(H!%kl&1 zku>~8<_f37{D#!)6$*3L2EBGpHe1s=gy|wcQt}Q%@+)%;Ux=?QX_BiC_`Xl-NU4q z@++$@;V_#kde{B06AM$9_SEINv>3N)QeI0zJ}%Q+AV3h`q1avusnal!kK^o>-WZJ`r=uDx8D*x5Bw(Z?c&C z0_Wbwz3vK45ks4CXc!LNXw*VPzbS_FtvIwiJeq}hB^{$oZxY4wtd0;!iWp_fy#!8Z zqcz&~ONn9O4atdtG?H=ji_Dg6t~Kf}=+d0+tTCyuOoT8fCTPNk!9fl<;@5{n0X8jJ zU<=!V*?}g|$bY6l%sKJg4%>&g8&8g6?HgIRcg>Ds1vQ$dZLE zVa^yU=2DwupuEK~tbLf33up$p7IGodr>+qNQ60h~xFbdb%_L#Mp5o?WE}(ACzwraH zxcZhD@;1Q*c5X&1H(GVVp>Cy7?Bj4r|8GJ03wPVu1DHT+Kvb!?&YgYD*`Oz^T<3iv zQV0r$aIX7*ML?h~N^jk_V)c*@U{2}06PMcbTRO{ZOujs~vE-%AGj5TT##c9$R=IGg z9gC!Pd{C@3uRnILEtI-qBX*ILgAK6nP-BTx{N5s|3B`JTx0Jzq{6(_%<-5D36#ny4 zsQ^Rs(W|AKxT*OIZ%Ni^l3ymJZ9cJ9!d=HdUN4=c*7}Xof3U@jJ(7>}EmA&BcuJ-3 zXdf@xBemk`JEbD(9@{15AufQ^hIQXKz^L*!UqcuhJPfF7N0NdeT#`%(IkOm+;B<9G*I?t!fH*Hrm8 z;y+@j9L>udvX3UNxa0{mQ6wg2xaBzF>hMrGhJR|v5yWY=M@}cQ6NkyIc)t)ifw~35 z_V)+O;lV?0DccY1U&&l&Cg}|2~h1loi3c~W$AUQ`Y z!GPg5*Z^)5pjZK3QLN0VSV>@+CV^jZWCq;F$%!}#OyiNsfa6$JFhnMHXAhBaQ!}6$ z4><+|CxWy5oN%^(kIq0fZb=3t$Fn&@EoUH_hJj)_KY&~xix_6j1HmK=ptdc-22!)I z0d&T}D*9frN-mzs42Y#DK&eoodO%E$D?$iBZUQ?r+=>hYQyieSGX?}wQ`x)`);tjV zBn|_mf+y#{MX1#77z)TG*aHF;A1`=WzDp-kJ9xy&6Z2V_qJ*+rfl2^hK2Z)vJ+hO+ z^t0LWLz3rbOXOE+qP<6n;R{yFZkky6o}5Y(B_5?Yzp+W~Pr)-p@IC45$ay)G58Wg8 zC)FPQANirx;_?tG{`4Rvj^`ba`%rgRkP^jDRDhiE+-xlZRsNeby99w69Fkom>!ww5 zEa~%^21**AbzE*h6Dv>1L8PL;HBeIc=cnXrr09L;<$>gp6|6+_PM73Cr05MdWCtpm z?Ffdf&)t&CNuSH^$S+ds<_~fewRZg?&&L+q7^1Y}V;;%vse3a7d_Px|mt=(93ScYt zX!dlF63YA7m7|2IQJ_NggIZ*u;qR)zDgza|+CUNL`~mu7SfWQE4MPb?H{)v>zQ@%x^vs*`%R(!@h8&#G# zfO~OZD@npqKa9Yj3UsUk|FnyNd0GZIr=uU(CIrB99DDs(&BDj5-2p69=D;s`^gpiT zAXFfhMu5_%a0JK{?6@=mBDE)i09s?&iVrC+fA2#jo1}O3lyZ*hI=)a%xaRM)PzR7~drpLS(J|_e zbUsHUt3Es=`O|IGF=X;+q8iJ;%v6`sb}Z^tWr0n#LRTR@+ebyGd#W zU)ootzvp;lfAv)oX6Zn68ktl~RukE}a>dU34O8j4#D1Er#_%sjsAuVzE-z5KVg-O- zaXZj2iV9>-!wLY?I2KlK3^*rg0NZqu0?%S8i!)$+dI5xJqwFuBkbp%4A*`=CcAXVr}>LVQG!RQF| z(sclcjbXD}SP_6+(l*fA3VfXHg->c1^Z|l}+?+4h8w0B8o(v?5{pN<#toFVQbjPsE zEv?umu*DW+XdQV>iq?a= zCo{mKEKSS9?wWM%1uQVcr40rVb8+OGbd4S(5ULY^g7?snlf#R!A!v8Bf^cMBS^~=J z+D5Z3A2Zu(V@T{@w}V#gBUo#n%kI3PHDZT0X-+=3z1E#zt=pu<^Lrh%@90V+4l=Ft zg?grDwzi7`9?8)b((dWBS!>Bhb<_4ycY^5V_RywcNM4nvy+f^my|gt7LdX(v|MVXg zRH}uuIg2$1kL;rr(3V@3uYE^>=5NuG`JVoowZSVzcj!ynJc9a*=mrngW?62-v?6Ln zjMToQWyGaG8~qczx>XD3F=I6PJC$!6r@c>zdX3lC*E5}TolHX}Yhww*%xzj6FP)|x zq;8q$`e$h~$=x$o+ely{w!_5L`Py`XFkrE^nmkr**OGYCrP^VdxLTxbC*Kt-v{Gty zSfy&!B+T0+ISV2LFaJD}Z&UkyQ5ehrLmEQO= z&`Io?ZI&BIMYt)e5HP+PBsWVm?B#8i8)$|u51r_ zlb#Vc396xoIp`&cJ=ktx0L_S-q*97;UO`h(501ToWB3y$10AK~u>cD438J=(Nr#LM zpd}w`vcn1qdZNP_l;mTtTf=b<}c}X~(H`YLE5`>hI0@jwn8RuXc-M zI%dB%t=<`P;5_q`X-{zHL9IJFvZj&)o{JUQOp5ccQk(oP0)10*bY@TQbVTyc``H(i z;Mfa~>~y99m}vI*M|OJZoquGfzeNF0{F|K|GzyULWp0SbH0X1YDS*Q_tqfpALFuGI zF=uZh=1BAwK<1Jh4RA@oM|%g535Ath2ba}XK0x9CV^6fodd?ZmU9y9I$zkK4bEfdi zieoC}xbrz@JfEjI4p5F+4u^I8U357j=oXOI*BQklO~;?eV_skIC=PVwP?z_0CU8%X zVq?A0EHR=f(&7K;s6$={R68};#FH*(fs{(F&9Vki#00=e4u4z?e+VpI$b(DUU6qtZRjKP|I;Sglxz^OZ33HX@vIVN% zn9nS8Sr6VBsvga6mAmLyDSn!}W)U;jR6T}I+3#vfPh|KO!R9)+l%-a>8uJ4OU1Q0r zx27lZ{7Tnq>Mj%AMu%OU3CDmVt`*d}Rppw265@Y;Dd0M>*GtiRpsoRUj5sZR75gLr ze{o@F6rHYrkbzGeo8xhV{R20Vc&k^F3mc{C^uh~Lp&~#M(IQ?h?zaqW4ZxntDu%eJfPg=R{Zi9|9I{~n>4;cBIf)Al9^{VU2kg2K~G7Cx~uwux|Z5{6mON zFFAS7P<x`Cs%Y(S;qVz37?`2DHw0AgI5?p{frWtBz> zYkbrd$-kcAj-ylcyGkRQ_w^d@)4urSfI<7>se=ab23ZjskPkjr@g-&uZUzRKrJ}Oy z=frX=4B8ctQZ$=eVUUg?EeZ(Dyte*beLpX_>{GoHo8 z04E^_gyNmAgy)I88}}|?rS}YglI}l%jgDYICH`oW#^LdE8O;G-9P4<&q7*RFg$mHc zvC^7hKuFIuz?Q@!FIv`suaf}8$6qw)1uS27*{G&8=3FtRkfOvT)VTT;OSxx6u*&ZZ z2M6xbiKqepYwV}&+;@#so_pOmLlcc}7^F|W>?@-Mogw@00)v;nG1`*H?YqER=UayL zGhjirF^zn`{?2%hOqSfSCW@? zpkb!)bN7t<$nEAcKhaAT_D{o1l9gOnyGx#BjW;@ERamn zBd?at6p~^yyGc^yOC075T!NJbnn^r0z@$qjpQD@B574?{k_rJ6sSwblFwiyaN`OTA z12C8y9gr6=4}gWgzu>n4N;QrFKq3&JA%U&x5eOjTSaP5h8-NN6dA6{y)58@Y$Fp@c z766+>4}e><#vXFy@g6gfG;}Az^zo6wW;+r{e59GkPluTC#Lh#nSwa)*BFzMTCe*Z8 zybx)&XLA2xr7vARtH#yBKT5hCqmSkf2r@ij{$ogcpM0*EacLQl5j85SDT{6K5uf zPc7jS&{*+5^TnI+k_Z~`g(h4n;SNQ12 z`0x%&l%M0TcIL2UNw`1`dppU@`-89FLRow=S->}LZCPPW$D_v@HunR;M_jt#gO??n N_wjWqE6p-v{tx^0(hL9q diff --git a/.github/validation_samples/it_pileup/gold.root b/.github/validation_samples/it_pileup/gold.root index aa096307907e2b13651fbe9a8d6b5379f3ec93e5..ce188f7dbe6b06cd0accf8d7786058a8c4f373a5 100644 GIT binary patch delta 11602 zcmai433!c1_rLEulRc4LB8x;VkpvM-kf5&w4|aqV#+v@i z`UZGdENK?0)NNAnpnJ>Gq9eqwNyWnwg#BgdK>UmrKNbs}^SHXbTMn4Em8PuqTpAbY zAYUqTUt!cq{Cp{Xgo~`NrTLwC_V8|VHS?^ww7qUl9E4d_o2Tr(83`k8U|+#H7suN^EFQ!a3{#e6bO+61{*v-v`| zahA1^Hb=mQr20ymx<1cs{0kF_Tv2&pPZA|!m17}lT@m_XLr6QYqoW5{j7_c^S_}CBHr+OZh9YKG_@=xJKVNr22Yx-&r0zt}!%HDOS;16rgrU&>Ub?Yq@uiM$&I)D48 z26*W6!6|rASgWWP7(dQ#Rk*PTmLpct0kDdq1o$0OjK3!ow}ropirc~Oa)sw?iWb?C zA7yRawnKKQTcZn?>_m6#cD4ugJ|8p}YUWL;=GX_+YVWF>v%|FXakOL@D+l&Y@#*Jx z$i3I!W^rateb4T}o053HO=TsXEmq7pw#>8JJFDKZd{kmNSN|86 z+_EJ@oPQs>b5POp&+27Zh99oiX3FEIV{csf?(X~1FAj?t@bSmJgX%WV@49E{jf(lb zhYy^0u3y5KZvFSoA)odo-mkkiFAY2y*t>L6X^&FhMG>`<8hm{`snojY(ju4Adbiwf zwaF>{ZBamA!uWnhwrlFW!+Wl;Iroa&!V@3ld*64uUE=xmwW5X2mI0?H7F{2?Z{LD# z9^ahJz1Hno-)+ZERXCQ^@aneu!n|68qlP*3ignvxJmvJlJyFM_TD^bG#d>++@7$A;mw)jmNfzmy|ZOqXj$^xw`ZdcK@HG9a#mwk4vcqhrHb-V0P&*tyf>*IO&_X2BQvvA?@l2aC!zwS?Oc%k*e zn~hux8lLx_6#L)uf)!;m&o3BPcKYn}h8>odZ625z`cn7hJ-T$AUc1AFli|yTcG>XW zKMr^>>P~s(%_aLUo|!TDKuk`8CkM3Qn!vwX*o;tB=dVZnfz; zeTlcvqqwkkyBCc8^7Oqa*;|$xaqGF$v*~xMva(L4%yqvXJgfB3n%l4b^4SfyILm>Z zJ93)Li}>@E?93%sONKhVSN2`#iA#6JElmCSN>qp7A9_CQWO3h@vY^uMfM3v(Ta{UV zk|X8gd+n{7wQbMXUsj!Id*bWh-2GXtC&rE1ncr@&)9N9M4t3c%|IZo6{mWy^V|M>G zVfy{m_lth<+&19s&!Un4fJS~rHnKQw#Oc51SLW$&hFK#&JY%{^G)|&>f3jBX{age1 zCxume1FaAEX9j4slUn;fV7vXz2-Qg@L^M{Shc>Y2nr5)| z!l6}&wvg!Ip=@|fv$nP1@H_&3n@jYV8!M=3hFTMk4b{-n#nx@5Z#jZmj8r>oT7%9u zaRQ)~1TH7A`T=GgYx?DOh(d*M@eXY_&4Onc|AnU{`rO`x~81yFplNw*6jZ`sQPw?xm#&;Ux zwVMefkbmc8#Gx-R4RYaif{d>;#jtxUrIxkt`%wtbb{5V;63n>;_|CEb9S2rXwFc z&{&4K$&wpGZtojvWTG-GcGLv6BUmK+?kFP^VbB}%;i{pAKff`?n5ZdFNMtoagz}UL zMk_7g#Q{A{j~+x2<77$+0?;FHDyR_l?gG?j+q;9c2?k&Bh-&nw$Na$>E9?sOh&xFqUhs13M?Bz4=CZ zO4@X@Zy)i$xWF6zhYLz_-U#kpZHv&u-k76hQtg&iP;l!#?Q5%O_ zvNp9o1d$q2wjj`~3oc+!T~Ek~l*%qcK>5IPKZcrCCZ^RvdIL643rK@S%`Fpi8z^Ou zsvD~bW}|DV6d)W9u)Tb?(Pd|AnI864#rnxPm8&uq!1l)5SEXh+FjF*+*;7jC7Lck@ zW@3~>gr%1$Ww9@SOdo2tCP>9nGc6}LOjwXb(!%9ayM>zW!095E<3%a;4*{t*Yl?l=+*UbGwFn4c#}}0?%t?&d}ia3WTE*%-eXP%NaJiII3xNC2K-k*fY@)#sOBD3vhMWKM0`;E1IX5u-cwHsb5TB9`qJFUgy08q^(d%iwvRHag=-e7^C ztF@N>8Z)<#VkK4T8q<0TuTv;KbW;qtP<_NiA4RTQLhx!=t;9qtH5QpWES6RAuL+r} zrjo55$-E3@p*2=J@T<2J6D{Q~{J89veqwvrt6NdRM03gN8m~*4c^G8Um>9=dYAUI> z&m_%pb`vE^8u0dnyrCg<1rtahKTb(cgyrTCN0TjaCgD8Zk@T=162y5b7qB9QmD=Bom{6to0y}@p-LDt_H_HLAY@OnW=edzX9R%?MX7ivV%#-7}kCY zsl&&0w8aIuYfavyD_M(f0qK5_2_%R==uT#7aL+dYW>2ROC%&#H$w1$7lE}+WJnUt% z01>Es|8-D#mNJ#N^Kbf-!#02>W1v6bL zINb*YeU{iulL+2EfI3f=$-W?6N|s`wjqMg{sMrCUg_a4_N5aIRdd72|AwluVPb3?MN!C4vM64o zpeWh^;T51pM@~c?S;7CpW?JmZYKWK^A}4lM96nGaFw+JJ-!-ZcVq%2qvlpi--Rfh6 zWd;-nC>C7mqr=4L$SZ&p$>r3@hvk66usd?L8nBpY%6s)e@&{*Xgk<;EWt(iefNEoe zH@iMS%q4?psG1)p=EsHg6bFSp`HUX?wG6Tz84)ZZyMlS-i1RRV2Dz%;EHnS$0yc0e zK{3xj#Ws1Qxt&pw{E>WGJ|Wup&Yi#xy-Dlx?Q_Yi=n?8Z?-3KB!+6Ym@&?)iyf`1> zgNw;94PNewaEImO2Kt8nTJ934pxEa^EGP zeB*oMHl9$>?;m8ck>hAM|L_B{0?lE3irVmgMPxW45V?4hj2z4_6_ayl5AdFq2%p+R ze%0WQidoYnvCf+xkukV@;0`4Td_W25hzM-afq8t>0TQ9<96Z3TB++`j@*sH?;Vv@8 z!(Ex@TQr6*K1{9|{xYkM5#$94(O@>RN}TaqjuQ3MN%A6c>=E}m zPSg`cI9pGMH(V#k9!wDS>EtVH>3CY7HEmBFI6Fy#u)ZKWvlV4W{DthtGb9011=%@2 zDU09(&XF_d4gy^8W+Fg+miQ-e=7TN}E6TdceLLt-3DO11Wgl zB%3tRk6WdPm;FehFcf5P`xz5HRR*2zkPBJ{_r&#mkBmg5o6Mp6NvJsA)`cau^}HIEXgr>a-DgL@<5gJToyoExK^Qy`6JJDllXAcB}KYqXfqpFg@#McsSLm~L&^<|#CUi<;i_StBq!?5oQ*6Z( zgK0~IA;pk!Tx@oG3;;RR-lKMRnphZ|EmgIt3o1a0;ZM{S3k5E=I7wT<3u{%SrA+Lu zswQMy?*-;HP3+sadUQLQ0Nj8`xDn22uLiV+mTbe`Amhs#(wDR-kzd%OV6s6`RCOpM z8@(R(lcmZWM2~l3A$7&8f_ucBB{rgE&>C_YXk$N?nn9cK5shg99uQE3*fM5Jr?EV$ z8QqP60d9U)!p(VLi@&u&%N?N268nqO@^MSL2tCOur19cOdOS@>Cx9e8WCDr6g|}}@ zkDyE*0kmBO%jqm;Ry0I6JaPf<@D{*Wqn#aSDb@&NoyT%vvJ9QbH_Wsv;lW+$P}Gs< z5bZ8@xjUVMI*@md$6TBOeYKSP3}lDz z4INICHQ9*$T-d37f(nchPvAyT#WkP;uOE>ou^%sg-L@C<+819ZVB<$qd;$VgC!>et zG(cFXWQZgH7@|(Y*ptyzd-pN(56QXYyAL`-S~xGYTPQxp#=og7fE479WP*;>6Bfoo zY2olXSO8l@Vx}!fQ8IWEMe`xRY*5#k8S6Dh1prhLGk5}So!iMq|r8fH=_s}6NC+(%EM>3&bi=0r*2rYK=7|g6@z1e zNh$!?Ac4c>E9%DHNTT@8RWUavnA;2NaFQw!s3ChpHI28$|38e)iRHef+{oS+gpCQp z7Re6VP(|7#r;1`#HWW6{M%?1Zs{{bGQMTM^;s(tgPo3eA0}(Pd-0|vMO@54E?1diL z2o=-_TLQRHRE-I$79%$kJ_I4(g0dWJ@>LjP$+Q(HLo&$OS^xm?z7jcc8zY5|u$a!UC&h!ILYvQR!vb6AZeY$$xe3gJqk>Ua@CVZCf5;a zs5qRYsc~X`=1bL6tj^|~*o3KivO1Y#V!u7XEo_3$<(S}d4(v~xDP)0sPTNZxlM{`O zdkJca!(pE1s^?jq%2iLcI+Jr_Lv5X)@i%!R3wfG5*ICGbQs8%gEvLzvqjYtleo&L@WX^%z$yT8udBx@63O2XEaAnbBlauOGEtmDAtzLvK+LHeQW2JOIK(SI zaOhgw9CAv{&u3`aSEgxdqgratn)3Eu>%iS&@4bFMy4U|+^ImJ8|2g;MmDG5vq(*;M zFH5fFX|qkRDWPuTH%xeY*@PyI<;VC9Q%*_!Gs=Mc8!rEBHa_ohRekqdRBfwNq2+wu zGQvrHwbXs3(hKtMKk`qSnEstoKM?6~?>=8spE{o>>FUf$s`ZjlyiDpP?n?cq-VXKr zi-rr6?((l1q17z6`97wv=UOFsJ+V?U1f}|$EgiWz50X|p+H9r@aJbEUJX-4PaUJ}u z4m4lDY@gf9xGMz_p(SCsikKOu=KW)-rP+}58NvC{5(ugRY&%Qa%6AD-AtywBszcXieJ3F zzaFE$Y-9c-wc9ONt+eyKy<6vBo8gXn4` zKcIiyDrs(SH2YmNogZD=-2U6b<<2NSbNM0sl3!BV!k)FtlcAIAQe@}aFYq7s+@e3} z%ec)~XnF0{So_-_95T>C-z{I@m;Bl#y;1q$j8^&Ym0&nBijIigDrtkC(WUg6S=tu= zT~gW(Kd)POZc!7N9s5Pq#{C1#ZrtW3`AfEvxwTu9P`vM!SSe=yq{N*2qF9}6^>a&2 zTVH2ewo&j>pRqOi`|b1a=)J)uGa_XB)$dw%4T_)pXxRgwI`21HoVlgPp612Nk{6Cx z@eQVUDQEBJ5-2d!THoViuq`xjqy|I2`+2geJ zw(?0g-IDKj^tH`D_*VO-gOhjOJb7fst?@fDelG2r`>{*+F-75`f6&x^*@0 zE?d>P{*%K~GIlIj*fMR+xU{|vuDp>D8n>tZ#ziq**NtCsdPwlFwL{t-%wE1MWpTnO9Px?}z=Klsh*6&G`ew;TmmrRnJ=4 zIWKKr+Nvo(&(B@-ZNi~3i}FKv-TEzW#QK4yCGq1r*JT;IQmg-cJMQWIyGt*6)lQ7& zcc=TGo_?rt?t9x^Pu(5#aN|U&ZO~F~M z%ppZjUfc<%-cR2CUe?jG_ieF#x1E0K-gj~Q{B48&j5vD1_TLu{=lsjnK7GKZJxkXd z{O+}%Uj5)=w?Rj@44au(ka}WFS=_N#FV}tl!AW@`Fz;e3zpPqW9yszUu;UJR`kQs_ zjXyeJx+}D$LU;adf3owxH9#E5f3hWspPf*mg_5{b2nTDKwd@Bk?bXm< zvlJR^-~4L>SCnn8WN+@be|To_fzD35>IRfIXw!l8BNj2LDMs;Kp~PqeKk1 zW8$2f@uP-#e+0h=m?7edw-H0OP&Lq9)D1Mg)dcJQA&gMt4-IMfGe{&r_%t%wIl?fa zyTJC^(&FT3<3lPdx{j%-;2_Z@#(0@F5#iWn1RsbshLg0aj1eCsqT`JYrdvf*7_DGi zpjk&iE93j>SQS-LquU#>JN8YK>SG+EO;ask zyc7%VgH3-i=p_RvHC1e5;8pQ-pfQaEG0q`l;lm(lv1o`9LNE%B+zID{%s_E@q>-*k zXLbUQU@1K@(`co6o47%F3lgU$8g_zJ#~IV6!MI?VTgf!TPqRHsh!eAnSzRmp#W>bU zq#QH;RRa+W>+A#J@x4)|A=kfx)*;e0`@=X+@C(XE`C-TiF`IqN%?*C2-bA9N-&)x2 zX9l}Jdo>BI`M*zPBr012Dd$hg8rRhXvt>BJxa1g3UzE3|GXKD*jg|Z(lwXDN+I+^M ztTvjB5U{2)f872$Qkl(G%I@1yS=B(!XMWh>5cpS3(;ejzq!|rIz#31uQ`2mKfHj`^ z{m+C+i%vI{#o9X^2hh1!Iwk8%91eo>F0Pe5bF^~hRgk1-s@b1dI4H{ia(HdHiLmQwh zKd35P_YXC!XlMwo?Q$5h1{n%!TiKy&nqxALfHlGJw6^K#h|n6~fN7HMnZ1;0z6niR za}08hgZ*tbZ&R(s)WbC#QkrO38EBc)2AWE*k8;3NY2W!PWy3!hZCDcxfk9Tm^nr%g zgG`^wjgj*Va-IWaWt_Vx6TV4~>}j$oPi>}Y7cp^~W|BZBG{=tav?e&h;c%7!IlF=I zS+KS9SdC+y;7qVd4TF}?J^(qsYFBF9l5x2{C~?F^gG^qv5l%oSiE4U7)`)E(<|Z!( z(zFLiq@KuaYR=T)#M=Z%v@w69lUhxw*~JCM|80hfwq4BLw4(^Wn5*DAV#kYSlm@5% zhhUc>=1*iq)xu1_BJQV~?~*q)SZ4N2u`JtMMaOX)g-j2FAC{T{qR(`5Bpt_Urp=r! z;rJadNepMKI>EIRRuI0b=-O zvl{86>kraEx(*OaJ}_Mg!%%fCBbapmYISUY} zXU#oiRc)?$!ACT_U>4KykAgoPQi8$aub<43bZP3Y1h4jk1_o;(3a*-)NFSZuh*n!1 z05U3PG4zI+rq%G)Zt>+U^LyrFsW18hH3P-$OO4)8Oh8vl#}eHyR{9wGIxe&(vnuRh~yF z&+dEBgw}CUXu|3>kiFIfZalT3u=-6ke?y2Yw@|I;;!s)dHh^-IdPr|J__Exji@DWn zAbTxbM&*g*IddUK<>$(eX+uvnVr4zi~i3m0t}8>S(=5F`>% zIG)vjk&ML&7boUK>uUR$GlwDLS*S>GW<4C|2Xo0*a6Pfrh279#_Z1}lg*)3uMpU0M z&o|-Jcornqd9qYGGSn%}yl;asfdz~DK5Ul;`+cS0z)$>HHkn4@T4NCv>uNm%2YL{k z7|627Mq6b%_2Nmd}W z6FWpI2zL!Y7#2@r)kL4J6@GE8`)8zby*rytei809Lcw8TbuX4pmejbhey$>mN zrh@9R0C;T*a}y_1*(h35Cj}eUM6@5qE^ElB0FX!^d^v@=ihiTmO!9)#>4$Mm+)8Kj zG&ti;Qt6N_Ro>5FQ^}kP`b6vC(*~-A!-6$RAUE4no&QVFF%d^?s2n#$ za-3A(heBUD@@S{(NYN>&4-@Rnvd&IK6Q6*brBJx}j0J6;$bvpeASbCBye^LubXj$p z=&GU55qv(0X()|RQ&hGF2;=}Ygm#lHlg|wiOq$H-9vqkS8464rE+6mP%x$Vz)#TH4 z`SivbCN(;ZR3S^SkaHbt`dC546w7wisq)7Vt$9+TP#@OIr!o#yn<=`2>eB?(vYCcz z!$c@nD7zPgE|)>;LzNr5xximU6tKx;QE>)VSP03ZcwKS4kaaZuEB9rUyn$xz_)Fbmx(0#IOjc9G zuVPVT3H8>zs`SD|;To1su)1?$>+ZplQ9ML6UeEeaBl9s7UF46$?z+etDwWF>7xzY;cx5cFKSQF#s$r%Rb+ zE-Dd(cL2dhcd)-S_~UI5l`iA_@nbfU!dLu-?P@3b?_!+@!A;)%j#$5&HP&SI?gc3m z1b?P;S8-=Ad!5$0DEY^9EM4lY$QpuB>Jl#GGcqFt}Wv)*B8oi;pXg z#ST9bUY|4TnIoRSN93K{5w?S}#0@<53M7x=4aL%9tS%J@;S^oa-f0&#@JRV5sM>!l_K&5M*Lb zBK!yTk(S-1)3kQ+gj}nBnH6bkzZ9!AnfWg)oHhbe{M`o9ft6y%-`Qy`#cPrZTw|$( zbW=%Rp9nkZabL0eI%`QrIxF~3`B?N%){_vtpxz1=&2O=HNfj&b*C&vd!u`aBzt~WM zG37fgVZ&G+Atv5oM>Y6fa|JgB%w*g>){1PS%7gW^CO6ATTzJ5uG%t@BdI9Ohm$t3z zBeszQ6ccBUFGA5c-a<6|n>8c2w}PMafSh0+49VlUH*CEwX=LFOwv+^VD1q`25mU~N z6QUY`+irnRScOWvFu9uv27ieJRI#}EmMWHIvuFl)5?`3SI|-<=abB&^nK#9qgbTjh zO{8%Cp0@6E{S#-N;HWcqiB<|?tP5|c`Egxa>Bk3dj^SKfa^)jQppWw7o&;gp6@grA z!e1z4GRq~`m^Ft z0e|kL)uz@FQjx_;ln)H~-ah5lWI0%& zxM00P!J~z2mLzhHC8=Y_k`zXAA3Cv~)ZwnQjui=&96yW~XeFq(PRQn%q2=75f!y3+ zX~LUkJG}vaUt4bERJn{p(X-Jr>4*2LSQhVw^PZZgh*K*2ra~sZl3>ia$$Kj2R*)3L z6Ckj@))1Gla%x(5vzqW`ww#th&G=F}OEBG-D{wHL$B6J2d^?#$IJS&nzc_A<9K!MP zREy__NMD@=JaHNu9!kBL;r`kCZt}9R*MvQ5l`V` z$q1I=m0#5vW|bjw0RMp2FtLHh)!F9<9R_h3<@TeeiAOA-i@1V+HV3e+Nkim^q)lL{0!)FOkBFve;DL{A_W)b3a< z76=_CaVOtvSYj7Ux+)oTQf;$S37GGpfW`>h;4ErfP)qC|S)iNmdaORZ|AV=mEd|K~ zBMLLEgwg-GUW%zjLWc_U89F#UQ%|je2=00YB??Fhqe+eYVM?Q`rgY5}`n<_0C7l3* zB!H?B&6lxCKVT6oDhQGaMyUeflLnVXxMq<;b)qzZ9%HS%)N#iwVyGxv0PLH}UA$cA zjWR3+@x!>v1CCWN!)oKKgi)-56XMpL$DrKMF}kSA3Z3AcaaIT#DWu1<|40Yjpw4(p zL7nB24XU#|R%N*yH;;b1eV!MVPUh8M`*`kx3H&21bn*QeO)RM_qD2gGH029x>O9jH zovzC(eH1*+vI0U9nGP~ssynbcx77=Jk};>&vQam72nwy=8ujrtFpp>C`<(}+?8c*zQzb!V~G){;DWLn=z4=? zs7eE!z&+ba;dvG)%i!hP14GoR5G;T93Fa+T=l8_5%NRah->YyyXBactvTjj8$eXN< z60f&T@v<1zLzk2-eUCLRm^ejGRbzoU&n!6jA2mT4hNm@wMFSPNs+u@a!A@8|jrP$z zU~U%SgR<#T`Fch3;F3l9p!rlQPDJD72^P;|Vfs|72FPrP_q9St2xyGY3Cb&E)kIek zzP8gWyNGtoP{b|*W=^y0B3eQBMXVglI=Bv@(Klu@quJ~O`yYc%gl4E zkC=>%Lo%6A$0qCKPgR533scs)pQ?rvgv_ue0M{-4r+6d2^f3)>pF`VNjFe2p`MXNS?__dWJKz`j zUUPSR|M;p=N4{)5Q`NmkYQXZcqp1WkH#^ avVh<5Km`33e5w4_bd`&RY)bqJ+y4OHyzLAC From 9368cd760ae77dbf3afe7922e96e72efb82166f2 Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 19 Jul 2023 09:48:45 -0500 Subject: [PATCH 329/331] pull and inspect separately in setup this will be helpful for future debugging since inspect will give the future developer all of the information they need to replicate the environment being used on the runner --- .github/actions/setup/setup.sh | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/.github/actions/setup/setup.sh b/.github/actions/setup/setup.sh index 8343b6015..718569d9f 100644 --- a/.github/actions/setup/setup.sh +++ b/.github/actions/setup/setup.sh @@ -15,6 +15,11 @@ set -e source ${GITHUB_ACTION_PATH}/../common.sh __main__() { + start_group Pull the Environment + docker pull ldmx/dev:latest + docker inspect ldmx/dev:latest + end_group + start_group Configure the Build local _build=${LDMX_BASE}/ldmx-sw/build mkdir ${_build} From 21fd482c5eb03218cbfd0feae10dcf2f6e423d09 Mon Sep 17 00:00:00 2001 From: Tom Eichlersmith <31970302+tomeichlersmith@users.noreply.github.com> Date: Wed, 19 Jul 2023 09:54:46 -0500 Subject: [PATCH 330/331] use LDMX_DOCKER_TAG env var This is just to unify how the image is selected so users can set which dev image should be used in the env of the workflow. Right now we just use ldmx/dev:latest everywhere but I could forsee us pinning to a specific dev image version in the future. --- .github/actions/setup/setup.sh | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/actions/setup/setup.sh b/.github/actions/setup/setup.sh index 718569d9f..ccf4c9c90 100644 --- a/.github/actions/setup/setup.sh +++ b/.github/actions/setup/setup.sh @@ -16,8 +16,8 @@ source ${GITHUB_ACTION_PATH}/../common.sh __main__() { start_group Pull the Environment - docker pull ldmx/dev:latest - docker inspect ldmx/dev:latest + docker pull ${LDMX_DOCKER_TAG} + docker inspect ${LDMX_DOCKER_TAG} end_group start_group Configure the Build From 29ccf9a42de17d490dd4aa0577273b9e2371687c Mon Sep 17 00:00:00 2001 From: tomeichlersmith Date: Wed, 19 Jul 2023 18:25:58 +0000 Subject: [PATCH 331/331] Updated Gold for release v3.2.7 --- .github/actions/validate/gold_label | 2 +- .github/validation_samples/ecal_pn/gold.root | Bin 991541 -> 992027 bytes .github/validation_samples/hcal/gold.root | Bin 106153 -> 106475 bytes .../validation_samples/inclusive/gold.root | Bin 933075 -> 931427 bytes .../validation_samples/it_pileup/gold.root | Bin 300545 -> 301039 bytes 5 files changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/validate/gold_label b/.github/actions/validate/gold_label index ddd44db7f..4671105d7 100644 --- a/.github/actions/validate/gold_label +++ b/.github/actions/validate/gold_label @@ -1 +1 @@ -v3.2.6 +v3.2.7 diff --git a/.github/validation_samples/ecal_pn/gold.root b/.github/validation_samples/ecal_pn/gold.root index 40feadf6b05ec1a5162d4a75bfa12dd1f93f3058..3d99de6ab774501bb07c13d5624ac0b59473ba48 100644 GIT binary patch delta 375853 zcmZ^r1zc2H*YN2OB&DRJ1f@fA7z`u@M5LP`q#5ZvBGM(@poE|_(%m85-7&xbLw9@w z_j~TW@Ap0*{0?W%?ET+suf5h@Ywt5>C~F2KwSz=H+S)pxpd6qee~eKGnW#|+8P|}n zpCJ!a02PUS!pFB)0ITZ;QAC?8R7D@j9Pxb_hr z*;$b%DD2?~3JT`JZ3D=|7TP)DWeJg(^D)RWZf4iC}>EL$eyC(VB9h{9)B}rc<%ow z8P$g-@Gn*Z$siB3#=qDOQ6#H`^WYyg3XJ}jmPv$!!vF3nRxA>Eje>$Mc86m4``)5N z@BW4UXMh$6|K|WjY3 zzqD+}c=L~zXp~5K>L@4}m3LjmqKLX>S^pWKJ9%+6M1%tW))42`bC3gzi8KguV6ptq zZ?UI+|A>rI#JU|Ehqy~3LeV?a;V&0J3q~T+NVM|~#a=Q+qE}h(|2GN$d(It_HED8#?@*Rq| zPK1J*gzB~MU(kmn{~z?PIdWeT6^Wvw$Nq0L${Yv$kCy)tiKBfdlHeQC>yj{nKKzTb z!M*Ek)DDj1zc_kieI*nWoQ1!*np7l*b?@H)=Hf0$2w(mWE&nfyYxx&Ce(x5=ANVh* z9O?fDJ^l;b-?>EzQT~PgHAftx!taUx(_7RVWPRiWx#xYy5hC3P$r1nKwu&>`Qd1bcyDj8H=Un)=E`GN)=%zo-8e&z3GmK{aPQsEyk&>xB4e996uCcEV@g> zJv7QiG4`{iVWY`DVERao_^aUa;hhMK3$KB<$F%M*whXQ6aoyT+4i1o2ub%qK-J?9|r(8S*#IhQ>;)DdcY|7wT^PYc08#)<3X4odh=Ua zVv`Ww$CMpZ3hlD(=ItsW*;G$RIhJUaG21oUA3zeJVS9|r084v!NJ?D}N;z8Xxju(8 z1>WdTiE0^d`V|^&KPukb7Y-<@f!ySFuYc}ws_NX2Vf=3UR&-U-kYuaRF!m)%{)fC* z>@`lf+3{J;bL749MNj`c<^Eaw%$mHd_avSi zMvJHxcg`wcGXp73>!cvDzTfxLFIKiZAWmsC?V2PIS$bKtcSfc%3&%K4pq|pmO7WLN zuS~yVJm!vEczrHQWC8mw8O0%2!uBTJPP#R?$^`wLAMAx#dMLZlNtUFHU);M5$0y3N zKgdM>xJn9#zhEp2s#Q3V@(aM@obAXu2wnBG&yTw(a?l6fWll4UZ5RC^*g>adQ2wSd zU6zl%-;%aKBQ4S)jQd$kiEeW2tamnFG;AI6iS`8U4Wyn&6k;pvxQVY+yyAuVe)B41 zbmKnV>crIT9|gDrgw7Q_ycq1E5G*eal8CNk&v{9!I<0I&>eX*G#3(-7ap@^9<6gFS z4N;j1qLe5U4qg)xR$~_Nct0yNs*)llpF>*#8_<4`<#H}UokSmLc+vZC3`4C4)LjVg zg*6w)o)VV6?6g7Vp0hhoR=tay&u()*fm)O`0V7a@hN61w(J|2qA4p$3=+GBTQ+OCv zZl36;H7@Xg^Qr9A)6*A^>9N0;Jw1B#F68HZh0L=eO?jgy94>pA>-nko^gwRMMk5*O zO&RLq5AF>`eXAF`*l&9HmUZje40hvgJJ)9{{b^ZL19PI`lRS!K<7WvgwYNInmhx52 zYTwg=)l$>^uSwx;e|$Ng|G^CUh$n)1LGbqLwV$}qF^}j^^s*w9X;(YEPZ2hX5);&C zQa=@C(+$vzE~D3aeB;t)<2=||x#{YG#F<&o7oHBLJj(0asB^`E_I^vAwc=xRvgK5C zL|hq6mwBjTL~xAUKMxHn8f3{81*+tk0UD4z=oki^15N`6!8ONrYADfNC=AMO znw^$E*6ZnTj6S1LuJ@rGM@@>U`iAnB#mVt#uB2S^SKhFN+p6f&=Z7?5G~-Pr;i7$E zFZ&kWsj?ddX!Y0@DC-0~kx)@f&x4i?^_R->8^%kEe2iw=Hm?3LhIcZm>4U@1+w;W- z2XNO(`4z)fGwCEJHdxLoBHB5~Rf28oU?W!kis~^XE)U=H02M}yAQXE7XCePY9wK{! z@E(R-9+VhX+&yL=3>Q&H%C}#>^SsjgT&o+v$`6rd_JhB$mE^WD=C=(B=b4GtYEamd zN6Lrj_=m$O8C8CE%?dPh^0=n@P76EQ0Paxfx=HSffS!7T_%(d*IsESArrK{A7$SI~ zztpPPB`zU4%ar4k%#FHUMc-o-3)RLGPbKNmqkFTluU!*w+}%2D{YlD|a5hgY({H{I z-hjUo4A|>j9ek0a|ZxqR>#(?wtI6uO-sS zfyv$uLGw3LkIf(cDo`NieA+cexa;!=nQv(W&dt>c?m96mLyG{g{3I-Or0iAR2hh9YXhmqWXC(@j?T>Au7)^wuk=DYi0_{ zb2>q%s2&n5Rd%aKFHW_rmJdhi=~F4(>f%Jm=?{2;Dadq9a>{_Nm(y8yic*LULl(*1{Q$*%Yjm45OZFrmC97Ws9l{} z5mTi{&ebe!mY-=Fj) ziLaGOq@ZGbkvZ>A(p${dlFk;Gj!w+I7DF4s2O^vzw$@QS(31->c6rjP97htDnbm2& z!_@BihUn+BRckjPK3N^(GdeEaDeXxi01@&F%#zE^KBUdSt7DkL?m{RaoBnmyMtJmM zzeS=?T+u%K3CS1BaC*_v-$|kQ1bxWRop^H8NUsC~^a;Mp%)EuVUwu91o$^sPFpftU_o4?*mgaQ9;JriAw+=*KVO6=c8zOfi>$lE}9`TR!K47?YUdp(6C@Rja z2meGxi9o*%)9?D_(Ugf&XB{22zn0?nfH)>tlqSoX&0b(gVYvlFwzdv6(yxX_P$zKsoe3O1c3X-uGoQm=Qdv>u7gs;=zer?J{qKwsmL@e(I3IK zV4r^~^s|$r5+zfKK#IaP^=Nf(Yi6jU#iVw)>M?x;8~M=AoN`7{k+pKT2rny%voK?$ zz_cOQ5WN}8cYC}9J!h|R*EdqLUr3&M^>M={bq=MJGDd$33cjNJHhosFR2ASRQ?bVw z>=N1AA~S&Y({GHGD1nH@^nD3O!$J?|akOg-LmTtYn1qe$H^?nY7{5f0ZOI4z^9 zdY(-MV9t^&#%YCb?7CtL>i2LRUVfu{IU23`RB+%s__>LToy>yY%(T@3%O;0;TTO?^f6YF{_px`)%KhP_E~gHfRk$F=P~q z!N2%k5#8LI8fC>BL!-j>v(0<+krrvylRK-%-&s}sHYAbb#$7>CS#J$mjEWNfKMZ=* z@mNNSt_OtU*cFA9^3;P|(!lteKaTACasdr8T}eE{@L9%nqw#CMzSmcHFFFdG0=aZ^ z6Dn*~-{hD=P3Ju3J#0M?yl)Gh8-9E6!URS6>+UO+=V~qPHLm$ts-d-mKP}JRDHKx3 zNqMmV+LjlpVN0;^T>VDosACi7XOHZ+y>g2qs2n#ClC*p^14Y z%;WLhqyn#ZUop#kAli1Jl`runL2oY#V=@rSm1-O!mF4yZ#9b1=stL-&Q21I+>4_GB ztGpEPbP$I5AuaUfH}dI_3m_hdGAImTF;E32b&xwSX#)2F$sbumQw z%9yU>UZSNC=On!~n_{!P|7M-$IemjLv%|GJ^m0OGpq}OrD^*hM;s$~`5rv6+wVzsL zN&IkfStM;$dduHMe8Y3m7Iw|oG48YytlWWe=_AcYY50W!vQs=ROWObHQjo_6oKQs8 zImP3F9{9|m3u)N9#T0tNongVZhNVP_6a9$Fc5B!YRFs7OZCETdte3ha!EX7xvP9ky z-gJ!2ypux)st&}Q>Eceo1hiXI^8-~m0K>X|k-Wo3VsEWyuF=b9!Tj?{h$Pp3SL94Z zzlWZM^AueJIa38NjU5f0Sqq<)1w{x=J>%5R+bnxI*x8W*4CWL(LtTB^xeq4q4A6Z9 znWSbUWVDLn@$PAPUd>84?6U^8E5Dcj(I=6^8~yqDlCkm8&ggG&g0|j;N41=TXvLR^ zKm(?uMRf6pc$&mlUs8Va<7zXJyeUID2&5$9Wn20d7xO$E+mBAmDR+R)I*uAEWuG=V zUP`6&dll95c%Xa8pOq>@uYe}1FZk(@Y%Br)3(`!y5O7mxD_gOh@5;gFQnL)A4LQ!S z!(F;Ph9+#uVjmZ0j$~2c;M6FC(wZpeaP3*M*Jb+eYXTgMe@S0*_u@Lq71C$$f=S-;p!+{rx?<>aDZLTgwh*pv$*%qfC4r(Yli;G_mu_YebWy9v_xk^IY%MQCTHFID)q3jG&Xx*a(5JP5a3y0?u-c0YN z2rQ<5eUHh*0|6vS^6oK9CE9x?E5ypjtQ=KDyr^&3CO5Aa{q&vc(0{^JVX$xvQ7Jz- z4^VC%mB`BiaZ7#g{4sV(E{J;A^_3_$qlkOS%1&}`va_nBcF^Q=-d~o7@Q1uV1L!W= zUM7T{k7o1xxPI?qVxxq_`~HzusZg~W4EO(iYP-8Kj`vpqX@t4sY3TIwOn`YcTR^$ zwEOtDmDRlMm83#`)oz28yM#Q@#U&{rIT^bwE`6QFu+TvE!&>)#83yJe|LN4TnS-6A zlONpHHiq1u5TBw=)!gPSRq6$bj&G{Jy0szOXY$);eL#$!vxUtM&%G&~ewTNnPh+5| zYKtC$sxJHb$)R@bLgUFX%Ys&2y42p2e*SSfrY+-Q<2CB)6{g%LT(*@Cq3YW@vQnzxB_5 zPkH8Vpa8!%yI1a2y{l&=tx_w9D(o6JIl~p+{ox^R6K&h=yz=<0V1}cjGyh|fhf+Ov zMK|ro?91n4%;(iSFLdh)=HA-oWN-d-Q>pt|FYg(5ZgVud={|CjgHWB%tyl6)JNG)e z+Qc3q%%OiTkpupP{QUv`;U#nR)lI(6m*+(;FavaW2^$FGJFHt%{kD@Co{CSY_;Oa3UYv|4`Ezv?*iFPv6!vY0&|%;A4t(&eOY(3otb@oaGE_= zq2q4cxMf1Uma#;6dBemZn$>)^{d#uur1#x5TGkBn@UtEY(_Yo0$3j`Ap`SJJRD=4R&<9;sGSESnF%IA6vq1_ z+5VmV2!GbrD%+~F2K#uo_wM=9s;ev74eDzrp;F|W^hCiRLQcw}yGhA^J1Oa{qQdAO z0WZ)|itv!D*X>bxtM?`k8ux~OvP4xEfyuc9s>}nF)1_W}p!Oxqq5jD*ae4LRkRWS7 zR!+Vsv~g3LN*x?aNg>2*69Qdr4(+0teZ)@jxTuzzWQK}Vm!v-#0c0tYXjZNWnt9Cw zraN^}veQbdgM}s?fh^ zA$7Ti@cTnWC)XCa%G#4v`Hy^-{r>nR@%>`d-qD4=k>WbxI+>?Na24bg)Rxu?Hk1z3 zL@Q*&%~YJOuG_M%J%FR2luBhfVybF*w(Zn;Tkqg@cyE2tb~ruQMz`j8(!jb9uqx5k zt=M~YaU|#UOFe(yC6u*PHhfX#Q~>Nl6}BwpL6Fwb#9H)9zcp@;%!5q7rT0|Srb%d5 z!2@r;-Pw-are*t-tNg8{4|l0T#Rjh1=e~{PodH@m>^h%0SwyDuV9mO$TjZPq;>XE= z`+D7>o*R8#cxrm~y1858oDw1%sBuvD{62er7JvSU$?f^ZCtlY9V(}b@#(2<50Np!L zgEw?el7#HEJdeYL)1{*cD5Iol2Q%cbL%JYg>%3X$?JH2}!^$C4$o>~5x0gszRS$0n;<(4LMuDHjAHBG`TM6}H;2XDj_S zbH|h3&)$p_xHeGhT_LEkA{@n5(dP%s55>-x{jWu?R}mE@O?cbA4W~Dir{?D>g-20i z5;>jAd`9{)v@HPe#S!sg;=KKvn6DhnJ&7A{g9CG8Vl835{7g{hy8g`DykWw1y8Zga zO8JwOa^f{{>S@UH11R-0&w-h>-|NTMrB#;52|0P$zQ&YPXa%mo6^s%rUo5ws^e{R| z>2;hQVNV(wgXE2tnq%&@#CnbBb`KM}p5DJi%s1*Myk+-C-jKGvO@36x|I9PSjW{BE zRNCA1CqEWSG1cu{o3Q<$>rB@sl7jeP(!47)0O~PQop^nR9 zQB=XC`#WLGk{WK^yE#b?pY5rxp)%8gh)kq zo2sh$XmC<5esO}BtUGC(^SKBUPKbii((1=((hk+PId;x8$XWg_HQo+u>?&InN0hi$ zXr3c#%OPXdzjl6t?beUOv$fa2Nj3@H02EPBV{94@kB&iPA5_d(In!Gk(tI!t)T$`QVcU6fXkjrMSL47+Z19;YX80`zt1QmAe<#*wtUfh-=|o-)b* z&zf=2LDcuv`Q!L_fAj+}kr1HQViFX&bQv+QpFu}@P~$BU(=y?aV?`$qz1H|}b^>~A z`kZd0YXhh>IBP)_?3Mng(KO*95Ns0Cv+)3yEx*E0-ivV0gBa0q8+=kYz!u3fuo^4T zXz%pkXglkWyDjbzALHc(G#XKo*4_}XQzj`H7l%Z+GPa$Ovg{K9(`!+5@c8&6u0!Fl zo?Pw-)-@F>js+a7iN?nT2}&?KB6eYa-tr!LlVZYdjTRjBp2-I=vx60uJfnc_2|-}S zm#(8YOg=uo-?-=#6Qu!qQl;rNv%ilM z2**XIkKxCU_82a{s2u**uYBHDzlgbyq26o8KM{&a(@31$h_a2{Br*L+B3Pj|#B$AE zo5#OSI3Po#$vnB`b;urL`R=bX4}jdgh|s?%Bub;jHDni5us~+d(01mVzv8;pK@w(2 zX2#RXUl|ftWL-ZHs9Q-ZPOvPjXh@s?_NJNS4D*fMs0XjltVSa$O%pD@9XYiNd6Em& zc#pnS6V36`qc9`PY$yQ*Z+q}WbFL{@ zYlojJ?8A`SWK#RZ`XDZ4!gqRbnI~-d!59=ZZWrxwrA2*mlMTlLO4tGhmT>TW&|f+& zk@pyK6D+Z***%2W5kqPNIBPBHBirbA$>Gbk)dMc*MPS(K@!7@R)0PP05hdldm{YFIpnxy~=B08=5kPyVe>r1@yU3!;Mk7e?nCFx>p32#r0R)!g06AvQRJ<73nwufzE z6%wB6b{A#Nn0?lw>45e>w2OvVq9@0%W<8PuV%`k1xK5gzrKW- z--LWg&4(ZI=Z*6{wY~zmrS=V;Et6FHr)In76%K11T`~kBG3|q+-ws}yFHc6?#>O{2 zW`C#YdC?BLYQ=?_EBrdXFTY-24HSOa$%5#Th&E`yytpW^|5{!!{?K7t4OcfRu2a@Q z)ESXj`$kE}Z4%GJa{ltX!5RA+cX>uT0{KZb_g#+Zy~{D&w`;j48d1O#8sG#ArT4G= z0(_WprtR2M8g`&z=}BTIVF5fMzG((75AZaHz*(iEbBbq}qjL=F3S{GKibaOuwIdo0 zNyT%fTQ>ZCmK1Pj-D(s5K14ZRGuv`E2UFN1{|EQq9X5Ve4x)(+ePnWa?J?i4T{AJb z*s!Cm=jkz*Mn8`@sRuj|?%U&u;n!nUaYbqdffi?W-;F>Exe<;#X%!6tAM@63Oabo_^jW4^qd?Kf>xbGFV z#4zG`&C~V9d-3Y5ZVpC>A3o2&7`lDH#{@YmR@w%YIy<=ZR|0WV^wgrILO{_rdrOT? zgm_t^)a1eR-gP-}{8Pf_YQ`VScEjzUOxlS?!mGK=#JHwM!`^H`@Zy~^wdrt@K#28d z>~^DA5q3j>*q)+<&4kyc?udTIHP(^th$gkr7Tq}_tduT@*J;9{u3sGyIC90?K4)20 z->)vsbo4x=7=Wn3b!LB!&F_yw37L)z)OtH8lL$+}#>Kzp5V`ZmJn!%{9U0pv0-wWM z$a6QHJsgKxWUg$~#7Q7q5zpZW&AeaWGX3-)H{Q`>gr^$H^oKnD5$9LTro8X7jY3lX zyv5c~0St=2s2+W|=b4uyaa*kQ#)$mY(RWG+{hzl0vYftLqxsi)#)ESWRP_|_euBJl11tUv--OT|8xeFCx%xEL#SY%Wi?I4YBMm>bmu~!yc_q6Es7*a9msCEOg zTdf@AysczME+NGo(>eUeR2WzEBlQDPoJRBOykAPpJih4b%OEv7-ISvu3VV%q9QDyO z)?(7%8m&a?BT>BVsa6?%2B_#d&57s1rlrE4S#(-|JrrPse|EA6K7VC|eoXpisQ>!2 zh{Z8Ahl)B>!IRIMGrpOQrcwD&xdFgA?sDDytP+5HYQ-4&vlilD7jD1Ex0L%`P`)7X#<;A7orr=gHK7k=>Hg6+;7k?h>7NfT#4>Q;IO~$@w<3fWaaBIX65-+&wA{0cLxS zc?)T~jMt>&qZHIdxDub~Y&r;P(cSlQg##{l{QaT#!VRgE7SZZMi0i#!d;OI`H_hFf z@`q1xFYG8x_w;&}i8QQHRo6wxb018DegV_mt9 zfAe}=`s?q8E~`NwTQ3;D{xgN00R`KtDJ&Ap5O?zoZkx;l@p5>mzU5^5GirFKWr0vV z^cwr<#tBnU59X$OQg^)B4!0N7(ubHR0-nEzD&10R=5@Bub!XPr^k>x@Saom2tk>Gg z;Ni@wfvPpDla%3@?GEl!JFzfTnuOu)C3$id%}rO{uU{g6Wg5MyR?d@M(M*knIg2t_ zCy-X;PdwgZ-nWvk(ejcX+NV*HV55qBBVR%?4mi5YZDvG{v+zfn1kwmyRj!bA0SIO@ z<_JkI=b`@Z$&hME+5j7RTbb0@iLl0(7qg#(OWn(L=RfpKj z<1(3TKul0eQI-Pzt%5+^NWnm{`ef-DR!bw&p}1(L*CkJJp}zHrA?`!uHB4RUt-bcv zBBmbPv2E$h>|HWC4Xk@CnpOTx7EIO~_KqIm^3$IBb4Mw>h@B`tI%hA2qANhx`v#?d zH3Ru@9rlO2EIEFcC53LYB#(boF%L7qhK(}*SC)i+&^4p#*sCxX<<449;bfAF@WJSk zqdf^{djUUR%GBwvXtp%SXw-mH=u25B|E=aYW?I|4_&X>7f zr}x)nmidZDe*fLd=hx{Es^o+|M=u^E!`#O-*r$Q(-zr{LwfzV62oYN@fYqvQ&U4+_ zCd;|vx@EQ2KE=lOGQu*;vU^r-s=AJ^yiQbambco|%0=I?|8(Nm-!CPvyQ;jru=9@~ z)%?9u7hBw$=pWLXA z;(j*Bd2%~WW}`RwTzdwNim4>iAFCnm^m6(bXyl<@GupacR$5m_ z12d!sMmwBIqYq%Y5u+C%!CwDY2h^yKP4lgGl%QUK@eyjc!a>q^SDwb!OSMT*^wQ<` z&P`i)t3(DzjqD#cGEJM(FRkLku{4@mJvhQmLV5!qz*yx*h|7BrE_sk)kWM2J^_nw! zo`I3#T5(A6nM)9G5FVGqWR;+FTYjmB`pPO^8Vyik6amA}!E5j7+>u)$%H_`@DNC0Q6ppx-l#4XwJv{lFa#D^f@+0mu?7oCzyU{d> z_8AR_OhtGON?C*-)05Cc)7Bq(?ogzpuhkEN97zik`(bwChYWHPXvlrVs>k^$%4Fj^%^m2jp~tmb#{18 zjU8#M9qZUGj+6@lY?q|GC#@WUZ6g_uF8mq0I4s+a99A5t-kY|1r`oM%AU}Q=I%*fH zxSnB4o<^Ik4u-r148=wBH@l2nOV18quE16+-OOi`yd~z;MoR7lG(Fz_Oku#3){(-d znPjK+Azc$r|00cEbL?5L(^g~XIuu2E_tDtigT5t@;NCB)gXGhz5fJw^+q3>q3EAyE zx)qw@tCqHoWY)PB5G;sL#lHSj_!%r@+vkWE7OHQSYTwb2ZL>7bb0IQUa&AQ+0R+JJ zAjo~2A-zr8i&{eIJwyCGT#(c!<$b+YiA7{`Elen!{p@ja&g#n)zZ>7fOu+FiAha~DfgUC_W<>esG75Gykf(OIKf`)CjlITL>>MdFGW zI&xI@`n)6?cu7EJ8TpovO@uK*g<>^@lR(Bnaqea*AXDk1M!IEMY&45_q%=!)#iL2K zy~s#r?!mf;wD75;i5(qV`SwZhHeA#(G&8uf+Ck^*(fzeUuy?DhXwTe_o_@`gIrV;q zlOZoR^1ARm10LqV{`|6*%6K#o_`L}d83(!3T0|TSlk|OXL+(db2oWfS26dhqt1JD zl7Cn>fGpE&9Uy@oMK$xH*ssBLq5^Hd6!m8@6zhs(~3ffxS#f@^tU%S^Dt3L|8s*= z)sd!SZ+=aUg4!{kjNQX7LRp2`hR0}RD6RN|Z)g&J!n1t~#q507q~RT_$>JZny@y)4 zg4#|an!jUdZ;0F%e0*d=zE(En5R;rV(dB)uY>gJD91?+DfZZNy6BM&95+mRjXDJB8 zg%~yI(Fex{Aj{PJ8BCgNNUm4KwT~N?n6>|^tvE3zT%gd(W@2Wlq}bKumHn&kYQa?p z-}heEc#8V~uyHvZ5l7cLaO;?`S znr3cQ`K=zLjJ;D`u&P_K*4RCb&^MKUs$X6HkvBWx1a@}73uApLn2H_o?qA$DRGvI} zKgV(}OFnC8wGt6;c_=V^~8~bgYivR*y#4YC_azi~(9Rzj4-6QB=6H)%8YS#8sd+=uQC zVL4}lto>dHpccM;Bh^2~Xa*OFmC%knh!UYKy*%Sjj{~u9ENgbeQu-Y50 z7P*kchi{hX1oi{~f+ftJKz%X;TrSDbvI*n^@s6syNO1)C9gN2U5tKWL_yc?bxB}-iR!;A zMAOz__Y&kt?YD=@(dJ)_me!h8NwZvustu+70m?ofkgMCQgg+1 z4zfnXrQrkmwko@?*q=$0{aO57;MMC*0Am$Ee0+3cmQ}l5wYPWeHJ|Y2-m#);jb+o( zhG}1>S#_O|rRP5Xo4#=|)(OPexf?awiH|#aw~$Wt!DoJ-GBJmbshf`)I-Ea-H|#vT z^sK92@XXJihxa>QqzEEDj+aKO_cK3rj&(Oj9Hh~!HEDWn!=0+j(paf$3ulQcFZF0O zY7(*}B!q``lWKR&<_#M3EgRycfSrck-HN`<4n*B*KBDpFNNiU~$c|J98QbUYVteIX zZ0Eb(GKo*d5jmhzMA3tBfJ{u3%KzM59Jvkd;r4$R-kHhf@twb8QcQ4a3Q+!$X4HI7 zJ1!vaq3a*PY=t_9$)CgZVsCqVFSdyRzD2^JGl1PnV2{p-Mj`=EYj76y_8Y&M_MdCUo7g8 zs>&K@Wjbw;TE+?%nCny+Ef4v{C@B0%A$iNfQdk`&H{(|F6q8^bYSUg zvGAa?+%p+wKQ!7W*=JuF?<|bUK!$t1_BgRfYEZPzNMzC*s4r8&;aj(u*h{}B<-$u3 z3A4s6x_IY9R)iFwDc)g~;HTwoY_k@!Uh)vB8G|6emU=y4FQ;$lzs4H0GBz_0ZPX7bG2Cs=;a>AfCrFdSG2V`)cDDXRR+q?L&ceV-asl|O}~dp5w2a}k5V(FjXY!D1E0KE4md6Len#2C<-o)4Mbi2-#0brr z=7AV8ZsSKVQA*=s^RRkpAu--SPh|Ue29)rD)(1bJk~5YD_uGr`XnTTmU*t8jJsxO( z0ZsECx_G&Q(>~aYicB!wZz24TiwXIcU;rvUgf=n0Ss*N67HiA^zh93{ zDfBI9;rpRCk;rFgsU3>_Qk+RnF;x^Y4GlhhJ*G*94EDj2+K0tcl-X&cuYMFd#wIrz z?irw%8BpdH6KD@ep1l~rR$1|Svy4eYOsMc0oxK%+ z1_x8okT=|0z{iI?8#Ba9oCtif)ghqQNW2IC`N4o?%s{-oh_~fgeXLZI{(i3n3qIC0KK@P5@VoGeS#ue$Q^e}5ymi*R7|h2!A=sS{8?oWEMP~j1}uT{nqF&!D^Rv5OoY`G z;Sm~gUw{()=AyZOpe+2%tDvX_r{7@@Eo+l``h^)e>*}j%r>*wekzmI!I zDizx^bI5gq_ea~g6(3Y*-to(1{m?=>phZDwZs5JemTYUU?K+sfYxDJv(aE`g9D$RB zfVBIeK>^VwrM3p7Jzsgm5W zb6KIf2R_T2e0kxUbhURGFR@kFt9`nm*dQpOPjS3wsVmTd(4S##086atdwGgqxt~4r zJ!&}G?Fgo|&6kj_dA)e$p__bFRbgRR*nF;bae9E)FTWZ-8`gFebP(!B(eR`B$oJ^z zd}gb5&+P$1VlKJ4czQCos6XYrPs|QRdwSD=4xmRth>%}Q#C?Ak)XV<~>aQwqgF4Oa zf}IK%rTjLgkH+JDja8-U(2wor5eq|$4b)|RrY&F;-)@exarTEOSaQSJbd1wIzSpf+UpHTWah3i=BjF89WF8SyX#L$fwmOgs*Dc5@9|J`yJFPL7~6^8ljw$CiaD#F%;{>_Z*ywTGn%Iq#Lm1jiNVXw`Zg zEt#~**TdtvASs_eWByR_{uvIv_h!8ECs|^mtLm8O+CwPv3Db*ol@C)5b{37$zV%2J z7Uwx}sM_G4E)_E}-D;1nAToLKc`@6at0-17-3Eti(s?MGw1nuos)#weHw%W07yeOGJlz^V75=D58q@->lxSP6NXgf*>19~vb4{dnkGRn z&|DMtDr`qAqiUN$4bu;6&+6K_Tw~6>^aWRE&N3eVAy~We;W9hteD~)vYf-!5xSJc$ z)`QR%Zfx4Tk)?t^ad*GC7)0F2>6z&kCN*(u09jkco?;R%X5)D2O->nxfJ#Na;BKPR8);9C;sxy{Z; zr6;U;T-3=d)J=vxf4(Q~XsNyw+lg&yJt&&A9^8}r`M6-zsq!Ez@l?%Huw(Y| zv(_q8#iQ~q+wM$1m+=V)G8s;2VcC9-tVJM@ug>cAVzcvA3cyvks`O48yy+%@svqaJ z|E@s>{W51HD$T785~}~OQ^n{0iGcYd{rgg&aVwYSVP7kle(lI7uHu}D898a|oNJ26 z(S`rgGQEBq7TKTiwDA0%IdfsCTK#fX#HC>3U=P|Vr7QTyB0EWS; zkx_1W(lc8(yU#$^3dsB=wnAcW(hY~2qhGLT8zLQ+Nu?_=y{*UEyPl!xKYbi4kP&4X zwS~)`7HN7oWYl9Ys7h!4LWt8s2+@&=c~$zsE!3>+TSn|mYkFODjhgP1s_hnFKOBXQLNb(3aUcwE(6`voyvr|W!^ zF&BJ8n5?>qWtOR5ZCp0Wk55!L{E}>902RsV#cb`>{gqck_oc<%+~VtmTDPnDa>q?mKt{%``wbI%+-4TXSN>vqT8B?~i#@ccb3 zY{Rc)^6*0nk0+PchKI1@JmtnSTZXXHJk@g8GYJ(htVO|GSG!Y%Ewji6dl$>~M?sLE zhb^`M*T4{A2f78UOzbtG2(IYk=ls-q{AM8$tA~MTyg}|` z5V;X9+A}!NHzQuIOMF52EB` z;c4+l-g+v(44!K$zib}xL%&=euZMnxJoOL#e&bv}^sc}GQ+wCocu{*d;M7xlx8Pg@ z)Wx7VE@BU1v^e5RVYD=24-vF%WiMOF#b-fE(u;yY`qGO+apk-uzRPUaw7xJlFr6=) z&5O<#!B$V_b3mEgu>it?@d}4Gx#IUh?Ec$Z{s+Rz9g83W7}Sft_4Zt~tIG}*4sUU# z>04H?qx-uYS6Hdh6|IldF7?v^Ml$OHsHrNdC|QC7w=eDP5*2n=gQPFYF7?X+b2959 zs0$Hwd!DgrN!FGXR*DLhX8=ZBfzz2SEtket1UtV1Q--{^|f$8VSFeSn{Awg5thQFWi`b=mEha=>7+|1QCU zX$to@yOQ_)woCOr;ArSCxjoa=XE5Ud{}f#>-i+GU!fuX)`|e$|EnKSTokYH~7c zPk`J;qliQIy7T39Kj*f>HGTMUh_e*zG5y(M>VaE4AwQGi%IwWNplY8M+1FQclTzHT zHviozRzlrN_ky6lAGmqbzkhLG^@a^W@NDkpr zH6xBIg{uyZy6V@z7YpojoM!|p96BC)Aj)g9Ew!xI3uY8X@#xerdfTQW7>Et!!2fdmCb0Y8dYffg{t zL}~gTTj2h+=vPvyEX78H6jXvHtqe?RTvre9)Hp;SoxdWot=*=k3aqDkV?FatvN^>q zSCOwqHO)9L&V456@#^DS1FoPz$iv4_U@M%AMEZ?pQ6|E3zP}qC`%D@*?5KyFxHN$0 z`%ezeX8ftA!CJuVLB7_v(V?^$C3eTOr*;i9mflYfIdT6FU2g$Z#oM+2qbMjT-5e1K zX$0iZDgq)UBHbLiyE&tDBhp>c4bt7x-QC^Y|AB8j@B2Q#|6(o9oO`&}Fmuk@b6?l~ z>^*t2zbkEIHa8@?bGx@ED?=w6(os+otg3J;k6*~H*$en!*-f< zvi<;MTb`WFSsY-M+|}C8*0AAGCUT|GS%6)+%1*9=FReI4m)V7%+JmlKILSKdYbExm z7COJrriI%&US)iB@D;+o}Bek^G-trFCiXuk=Z)(XXdDP8^XdSLt(CnU0wXy5yL31Pz{ZYUM?m4XL_e^LOB zR-MSHE^iUgVAT{Q>E5;hV} zKq>AtoB|h@xAbpwT(*UDsti_t3)0r#`gjz*|L9xBM4tn<#2}h>%E(61SS%^rl<#2*egT9H2;=`b8=`O5uO0*48ksr|K>l|aF{kD}WwBc$Mpmr+RGG!|eH>aiiyw8SdD`1>ph zQ;hW+$JjSeo`aA zAQ`{Ixn%MA>x8^~`|CgDvzyJB7>$N499PC*Pi*Jqo z{A1D<`bexgrbcW4l)=Y@t)~8q&oLGW(=3#JN43?ubvd6{zCN754CdhX$Y}}(RDO3m zZrSb>GdV$`j>kpXa|Xi$hTm+KFk2?rObYxQJR@0|X+v+**6(VD5 zJ(QYz26w}_`L=k5Dmf2<(#Na2!>b88_dq+Ptq_A#>xrEP%}zt)stPEABWf1is!Yit zv?T@fPR@x_F=Y-cbNpQ;Od;7Ta=m=>J3vC;*Nqj?=547p@)+@Tj-p8AD^usDW8`pk zxN+09Dgcm;pQKwU@Dp*FIiT)rL}YoqK6eFXtkgJ9ag@yYm_e_Tr??~jd z4JPPGW_n%4f$|mYKl1en!o4Z^B`u`p3k2wY@|Skqj&v{&8z%A+c>jlmNaTSsy)D-1 zha|LZD5KED%*etQ+$3)QMV9AsA526IhTbHWLc^0{Wb7W~W_|=D| zOai2Dhge5CNCYfys;SiJ6^nAT71s}B#Z2i{F9gLnh|HFkr+*PIXKp^Em*NP>%zkf^ zTG>G?Mg|L<$a$(>f--!V+4fMfpf!w)NOxVU>0dM3A^OND-=rX<%3c%9q66pdIQna z+PlkCHl3X=1$3xZi`sT(>{gj?D2&Q)hYe@Lc=+w|ucBA$0Glg+R9NScM#R_S|8fM4+D&rI9B$foobT^0*{mE_qQF}# z#k6S-C(j#rs#bVs82~^tzUrX&E8Au8mR7A9ZjV}~A*C71?ljI(J#(k&%554-xLwET zvcyQ?s+i+~#dwqBNxac0TWC#=k$P~}Ub5DB+r^2LfLMuf=ylFveX6DUMljD3!X{tF z&(!xF??zO)Qcu=%zmxp>c`R=@pELC$Y$<7@Q6Xv*)ULkHU!#C!Kq~8xSc&9nRFD|Q zd8XX3%!AZu-eKoy(l3IwhF@)?=^&xR2XZ`z!eQTSGpT@*w5e55MhD(s>AOBYK4Staan5ur;{e)vn93GxPnLAV{o2_#ql^W()YUscrD@tNx!gdfxYcf#rM?BM)#qh9T+cRVNLtMIoy8r; zLi;?L7*6Rd5;46n%C;FT5^=ofPQc5z@RnIp2g#4Q#0O^@S~6V?!K1mb*f^l;wM?ee zv(@O&Ww+aQbR0$h$Wv)JYMoFhInghFi6cxq5ZE(O63b~P%HwEdK)QRCTHY5YHpsI0 z!Xil^LJin)@@nzGP&F)x!MIZKXTTjL>p;gg>J7)R9#7iVGOe*r?8V645fuo=u%6J| zT16f3QRA_>ctaK{X+7x>!yhh2bFn>S7-yShoxCU+Fw0Z*vdaJc`fJ-tg~~pgh+vuT z)=9fexwZ6m9|^d3U(e%z;&j}VGgV!=_*~iVQdSCp(lyldXx3yeie}opFLyh2Eki$K zuy!b=GsZ#AaW1({d>3W?dl0#-Y6UYRpZP#aw(WVy04j4$>rE|Vjrm~qvKgir^VN}I z1@G~XqsCz6UGl8lr|HhUxpUIkxST2#C44j^z9h9%NT&u1p2hq%d|@^pA=SrG`ln)$ zsbj!^7?tS<|JkNdzex5`gJxZ6S=$a4CE{}SwQkjU(NU95U7Aq`#kyB7oN@?n05hFj zCa~8JS&ff-YWlJTv5Y)-MX|FPu`b>?xdpKeaiWLB)^}#OQH4ee>5jLK|)VkAa#us@%{vR^#AI`%82hE^ggHF=*PUSdd(Zz8Y|!34c=)}3 z+wYF}N5z4{?p)+nzV{&ha#R;kr0*hd8w_$`Ey%IRJ|aN89@h+oAbr&f1Xp!P30Ifn zC$q>Z*ZYWhg*hTT_TCB*jI0EBLrXnxcmk@ga~^B`1V$#{7`b`Np72Proba zw2iIQq+pP?rzwE*%jn`d8zFO9er-<;#Q0FOhlYEGCaP1fWVgMmzYYPi^Cc3LQ9k## z?%aDBbzgJ(P`N0iL-{!%@facZZ%#z~o)dw1Z}${dM;i^8cS={D99AdJ zXnq-?7So@X{vgrJ&0je8Yg_t#%L5?Aq(myGMnLS)!K!%UQ}}BvGSaYgNp0y zi%U#hU~(sJ*|g=W?a5YZZ}YDt6sEz?mEua3*z%xW^2pv-95h;UJRm+eyyrv&Cydrg zj`FQuayrpYCsXBfwx9>zWdS9W4m#7uHoRl_LT8exL@d)@)*1SmAaO5@{21FwvaX^! z=LmRZ5%a3nG?7wRP|M3}fGm7zn^Bth5!H*39>So%K~MOydz5>q^_Ri3K&x)KjE8IpspU z2sRR^IrNu{a@`<{-u00u+v+D z&~sXzoFus!6!!k3d``ftqb`Y|h093V;%{H@h{KaLuqhH-U|$mf%q~5mwooEvDZr;3 z^TJ32TBNT3mRSoFn5mdyA#Q|1s3NSCa5-1vCc-vNaUVIX*F9O!jY8F5PH2&5hrm~g zk=nbA0)l0rROBa`uaF9mNDA;ILLrY_pzp{VUP>*KSeIxc?@MTQ9~ux5DRjRVX1e}boJ#iiBKr?@o0)wJfJgM7VSJv2IEzs4CaCADSnRr^f6r;F zAe&vk<=O2+{$G6~aba|9ON7dvcn+pY{WS>mg!) zmK6ft8Mo5frg-RC;4*6nUsXO4D|pB;0wd&M4RnM0!y+4B_3M&dn!er~2gKTQj0D6- z&e)4Em2WKi-&__>miN|f@oAsvL0%S1DXZm_j_11sUT#g^_{28)MLGp$|CBm6XANIK zB&-)HM3RRg<~7Mpc~b8*sf7xl9c4Z`XAhh^jciso$G)vM*te#@U#!uev&?A*6>P62 zWnSA8(>A8927X>w!83Gj;EXbGF+Z|Z0F+i%1Q+{oh9=}fl!SV26*r10_w902SbVWd z|EHRTIGib~?bx@O=Vaqn50_`EyTPO(%V?H(9!Hhq$>XwF$9FQBMl@Jub%{>=KS$`b z**MSSdnr$L+v;4L*Or7*R;rGB9-R05acH6}uTuZD(z$SWhfhH(Dia~|F)*6oJRY<1MxWjl6%IA1(itsB2qxy>DE@3G_IsHg;#Z!b6wH+4HJ zY^)X!j1Ddjt>D*je{MbarhHaol?7+&XDcMmX2HNadLMX;?gKB=oqwfy*EM$J(btcx z!swqR0d-a*b9Eh49ZNk21TYJj_!yz+uW+m`9(G4|K)iRlq{%ut7?^s9jn*Q0OmYfe zT+9BJj^cT<`X`c{l$LJ&X*-7Sg@V2aB_BQ>@py`sW-#B4;-agcUJu7eIg}tLvci_B zJh62nCuz~OBL2{MR*LuejUs`mDZgYW5Wgm4zX+pM7qQ<$FIv!^&U2{ zWuzTH2KCG4m9dFRMwBmY-Y;|)k#z-)3tAYNKA8>wgvA@Qn-Ob) zQPe{DtFfhYW&0hG_q%-h88C~H#MqjmRqQv=owfuLcndt9W7zMNojK`ttfd{(UpYj8 zmd%fVmr*Cvn(bBS;y$|`ES{xja4;nL<|@1DT){d_>L z2>Y~xwubrr8&=Al(a7fCXPSiIWE0R(Vua&@{?oz(f>g{8e*kc{+uiJt$Dl()1SZ?k zTLeM80*`ns;1x*jVQ5md79g6CVhKFeA`)i(j*sE94IY&s1Y|jIF2OLV^bG{Zz<`8* z$8u!%)tidXm!CO2p=b3Z(_i!+!)ksF5+IDE*qBwcF6EJ=4bbSZAfo+`4-9kKUY=+v z0aq`+Y395~tYY<8)YAKB+L_L?&O4aH{3Gv1@=?E*<)cM?Edkx;d=xNPQ5O;nCP#U7 zv5Ea5UIxiM#Wv%lxZ^IS*PGFZOYDI@Z4VW^HFN6ejNc+IgXG>O^{FO`7YK^Q2T?Gz ze9CDhEY(6jNepm2LIdx~FJG_zkEYwznt*V&$|zOOt%S z5?*GQFmIF>$hi^AYw?w8U@s?LXfrz?3__{lWcBYsrcq84k$5a{dd%w;X{*J4j5C_% zD>*HW)&e}RgwTYv87uZ#m79XQPB~i2nETVM52(xw&jNkZRYLgzjsz9|Wx@s}e;7%$ zJ^AJSYu#qE!vX}c&x@aO+VI7-2u>Cd(k#TUn7(-swxZ-TBC&&nNFk;S)PGS+ir=#U zm%fk~Hs%Ym-fu7#o=AGnA{RdCG$#@+e2O#XgRj<10n!lQrFZ17AnasyEg@`s!@kdZ zvZ&MLEwH5dARI_+4O0kWjBIAwYIz{O7^z+vhF>)K|r>%2I?Ieh) zx}17uXrY4+F(9?49iK{+AFarD=*eSRlaw^HB+&zlLWSxk;*CvsotA0tif& zn3rn-z0uN_Kb&9l<~u#@SzpZ@FFMb;RVy}&Jbc<+vC(NK^lDT@CMeqEuaXdu9DKT@k?ig}qq|;`nxq!+H&-i<0vv2Z&MzWQ8K%_mRr2KR@+{m?X7dG zo1MJ@HezyZiuuj*Cy5pVY6dTQSMqm{xOTSfcFD?>XTAduoL)WC0Ym)qeTc9A&)QlK zJA_N`Igt4nq5AKowf_CmI>D+#NLW=u%cF%tWUAelK7epJL7i1|_@@z?GRFa3jO6rI zT4x^jwnArK=|2cITf`lLU4V=nOjw9aK>X(Y0usLhg@w;6CyhG;Q_ z%uZavS5K?F(5L%1YT+D!Y|1)Bj8{7mJZV|3^*MhA@D4}Y~Dt-{Rp`Z}rfbZ?0$6$6dxKcbn7OZEML?z&h}9U4t@-Oo5vK9;D&lXB}q~5|~U+ zyH$&eDjb%5O@dP=#R5e9sghP#TBF4R`VP@M#ioU*vifS;Ie>MbnkMLq9X3C017?pC zrpwB+H^0eO$*)wfwN`gmCrQ!#`YgjFL#z5CjHyjX!KZibi;C`rM;-+;P2C5$#}yq{ z*7f`RUv(Y9D!VDxZsFAvxTDYoB}nS1LHnjeVLKM*8SQm+IB92e_*LaAQ*af{Db#`w zNmXWOH`5pQi;)2KB@oG2$??k0Xlq)2R?EVargVLC!A1E=MtPISI=BKaV^0$bF{W-m zvh$?cWoM}AA|jC7BICjiSD0734eA6@u@*lPlf*g_lxnn(B6_!h!qvFMU&og4Tg5c=rO;$ z(9T|f0vq$e2=s+KE_|30`Ibba83U5a^A~XUuFD%jkkTqFt|gGxBK454Rf)ZjKnBVL zH`KsuEx;io#p7{P_%1D;7(l5N5j3DmaTlWJpX)Xw-W@DtEXZIVC`Rxs#0UGi;0F3l zBgtu^@$@%H?;k#w)4;_6Zw>Z+BI|DdPGk0!hEY-%LI#s%y>p5?z{n24HnD(Yhw+~l zJN}s(C4P}^A@_Oil`SUlb=?KZ|nNZfhq_5CZGPAWRc0yeGnWR!mL=QHSHme_{v2k+V&Dj1rc) zS4(?CK=w{oppB!Q1`&$7I@d(lN>hLxp~aZjNIm6Gz0-gZdP}$#QnMrj{Wc3j0b2de zkOTeFQ3{^y3L&lnnp{kcbj}Yze!JD2zI0w~tGQ{+Yc|PEV2uqH&GUurS8Sv}=ab^J`MYD@1JL`H` z21VyXn+aTc(U&;f%bz4`WhCt%a?^BH(Hm%Q=5P&$j>e27Fi35!&gf}ftFJg3(ZmQS z3fKw6kz^d^c5W|^RCHQhj&o;o_GZ(pIJ@MpqUX9?nW;sY<=U}Mo(`!|_V$GwRo^tb z6j>El%3RHVo))Mg$lY`(g4@pIM%IYby4)DJ*v4_vl${jy48}m)V(fTYZwq&C3s<-8 z!|hJW4<8jt&6z2-p@1z8pUT_^^~(PQb>q_rsLfx^g9x4?RNe=6Fx?@$Oyq@0p&jX; z^35jKBt;=+jU`IFZT++RsgmEs7c4_B3kF0jAr<0i;Yp++{I=J>W#W8!^o4{zsOW$2 z{}Uas^;FUHWP9f_S+;Lv|vl_)Ht0{UN z_?^bXK;Ijk3?E`0?uh0$YF`KwvJ1;msj;AYMD=ISmBCWW=-PZA? zP}3$XJMXLdxJD+d1lq5 zNcrvBL^^pb{0PM%ww#7jHQZ(*=%jP7*=*YOtPI_$j=6VWx57m%g`}=RDn9)dKrM?1 zUmfPBXMWvd%Xck+3<7$S`)_+%nmp7aB8cqLqfKUVIos*|>x}&POFOc=4ks{n(IF+r zots^!t?^vx%$@vFwrsnz$CfKIw98%UJ9XzB0>CcK0rjT6Oungs_(?%LANaq&JnO9c zqnxwJ$Z<9v!xU1JW44Ipqtdw@D@tL_VG`Vv*-9xQ zEz5?x*F`0(U8*E2p7?WCyG*xTHwDL1wy;im=E1v63bPU`v#&&JKa~#TjXL<04cix` zYpy1D!&8r%yM$J@VE%24)`I~5`ucz>-lWGdFl94falmNoqPc68tqpK?icbk?tc%2J~9 zp3pZNlWD>-sG+c-^T_*rN6O6htAW(G$};*A<}4?niA>RR^ZQ%c=h?>%f5tldV_Jv+%A)WA2BPpD!J{$ZsS?5upNJ$*$7T)y_nOC9G zZf%xC9-Gp+;X325QD##z-&!1u_rR=uNGcS_P)o+5>{h`@_Jza0)YL?SinL=~YX>4DXpg z^0dPq3FgJ&91pqmS_8l<90cE=6C@A0saR+T;$0hbV|M7vLS z2#ES|lOh6uUayRhfL;%xh3NI_2(#dOO@v!?LUOY(1b)(Qod|H!Z@mb$q~8Xg&vLr% z5jUs1nUgfBFXa1{$0 zv^V8L*aHcE(wp#~v3dvGo)mL(k3-s6k$K*Z(~!H@DPuvtvgCh9QC6j)L5=^v0O8-5 zA>?n)@PDSCdQMaB5>-=Z>G3fkZ^d2!XsgIC8>~1rp#p-~|8j&6Rz;ywjSl|-2hZW* zcK~7fUU&FCM)>sp56)L_v(xR%Zfz9g3LOm0SK1?x!Z}Rh;0B4ayy6Ef-!{4|4qDz; zF4y%2cH!hD*f*kw+Z;$VFVTEu7JDCE;BvEJ8H@I7Mk&B5M3;;$s$4u}>{6GwDL8ZR zkx5i*RH9hx#NNf^);K|<+Lp{J%jtymsKgD)336$3QHvo~wrO=CUzUz}c`Z{i z4(!HdNpbhUCEN52Nvf!wa++ouZ23xqYQr+SM_N>LeMQSsdtsO2E5$oJ{lS5v32m)G zqc=heTd?u`wm^=k-jMZtSgRjNzRPQ?bQo9-V9+IQvVL=N_`w2ax-2NH_U47lfJ+@W z;6QYS88TxIKF|n!yxCo|#f`J%(R>66tTN%Z9C0l1+V{Uv?%wiE6>jU>s3%0H4Fj=*bicwJ--dyXCWl0r z=Z-(K>iM4MT1R*QW6X#xZ931dPhtsnNTJ-vXtEnwd!j#G!PKx{g$jn#z{D=*Uq3z{8>!cLq>}-uYsyXZ5+P^^1I1VmP2E{{+(z)P#0#N z2^V6a16`WrG|iYV6oN#%k^@o}yfpna9}eozd*2mpN#St?zGAm{;iL=**TM4@Fl*%PrK|bKsDM0%#YZ)=1^#=V zA#j0e-<%NiTm4wS-xd0Tsy1*ga%?rpdRD~}Zv@aHjbZhe)?au<+GwSK8x*R^C705Q zWZWXzl}P#(Li8LH_MokW`8_D+bDD&W1reQCyxbz&4xtoqE>w_5J05cv-D+ew0SnN; zWR6b-i<}l30qo%G$gdO{RN@2g(b;}(#cu?bq$yd#N?IIp2al{wH)$*%+`hea zQ3-eEb+>~(zAHY)-86soX2H<7iBW%!Y3tp2(_2Vyu+-dhc#y-@dCc92#Yedi)eeS_sVM;WdUNwl57?Ini;uzFm?e_uK0K${i^WrFK}+TP zQ(8kOY5~_<<;XC(K&aVS)%rF`( z&f26yXYH@dcGNthb+P5J)-kh5m=vknNTK$5P|SACLHph@^<(wlUGNNtae>~a!RuXi_dv0@2Gv*XNjIb31W zj#-7KRbT<~aR-qPIb6M9Ti3`A!uPr5{SDC-$Mx1`*`?(0&MES6gE`J|_ZAi@NlyC2 zPF=h~*0E{H2}uQV*+i6C!s-cG`3Tt=34#L#KG;GR@&Bq|XSxt|=jTA%O zHhu>5ZGSSJmjDId5ev2!ag!!yz#Gp>>Z| zr6i|GV#+Y(>JToFtBaQXO|Ij!&`yMtgmlaIs9>sq!x0Y>c~gZ7i{tRt6^?AVS7kJb zzJBUfRld{vUuCyWZsr5iDk$x?AA;<4KS!?X;ShV-%~39yTNe8au6l8%v-H~ju*Bvl zCx@vY!#Mw>{eS|l<160DCpFcU=f-xT9&{FE<@3z3hf{@sdOF{&M$^_t_Ub7k)O;?H z(^hY#oD4Q2J(Jq|QajN%@Ac=(_rjIft1xt?R;n}Kb(KT;+jYt$R` zr0w1OpYn%(%1132il{8694Rq6#JwuzUO?xd zi+vmrh4!3Yo69&e_`4+d!`6XxCH;p$4N^u@kY7+FGBj>@iJ_r%#S7-1z%&*Mn2;a< zVQsW3(4j2k@s=fQc{BliLB1z_@zxtmSt&u?iS{-AnFYF#z&{5oY^zuD*W}~|n@te? zUF(d6c}eR6{r6z9|4jS+>4(jTN|Ern*9YY-Sc#0DKz2k|?TC;iaa%Lx1BNyhFb0+; z`yBWs1|0<>vwB2;DJyQWdyb%<&{l)i_^Py8;D=O4gz8N%p zo%DhQ6#}q~TcNheVBY-+v!*bwnyU_!fP<+C-?;5%N5IA+;*wuvE7$`9Asj{s-b0l8 z!K_cyI}j}-2p{`0Fb(%97s(3Pv1&V^1q-wCg22LHS2A3yTK3#|>vDFARf5KI3wI~F*iSNA5 zZ>(EjMC)B?}dimh>>UdBv*C^aGXJ2TE-}t;qXmTp3CfH%8 zb4F<8X3I@`XD}R7ZgMK$CEj6Y^2Q^!Re<%&&Et|#jzSjgNc?+D^ z3**MW>5M0ELBL*>mkrPD&eoJs@L<*;V``(#Yk4#E{psv`Go{Sq8$mZOQ$F_3S=N51 zeQzs5LY!IVm{yd2vDbaB%Dmv1g z?u?G$JjuIK%j|I4QP~-b8LqB&v}MZX0c;MVjki}^tKTIZt95Q~ICRo9PjQSF>Yap5 z#>VyLu20pMe@@_(%}~n-uUnpWJXkH}GP13^{dqX5eOeiJIssIv?u;B_=K2J9_4Kbs6w8rM z&1Hv)+L-@xLPzMPzm&Y`2N!x4+_?KrBgv(-$+m=>Ao<;#n#4YFM}CJU#f4{9eM6;t zp~V;w`Jzad(&_!dL6Mo+EJ5x=lU&JOu3fwKMUK#+b!gnWO(WOoR55(^_Oz~dvw$h5 zfSNleQ_`piXevU6^ zPoKgWUG(Q&MSM|E%v5SKKBAX5cgW&6Yk8`^(NmVX0j8|*2~-_&E>4Ra4)ImxrI=*+ z_=ix}#b(4JvbG~tLwI(o`_FHBfIoB{MKlmz^I7H_CZmemVd7q!svf70aEZ&^nONS< zfj@>0{;N_s&bEsZl=2-iM^3s;%UpUcb_vGGx8b>7@R85^j1KV@%sVw)r8k{UpyyfV zEM?#TyxTrJKshuX?7TI3tEN-C9kinQ`s>wWhX4n=jNz3jo2u%bD;~~GBfshfZeVPu z>iC0lLUp?%FvYjHB~(Gs!8CFmGSjm)`78Fg6VXoPI>v0~xmjUQ+0l+^V5jLx@#S?K z!~=e$>=5HplS?fCG%bH=xS`{}(dey?h*|ChwydOf9vkYNc9Nf5O5RM#(s3SOT+Z+a zF<*IZ>D=ySwOjUF#8-E6ow!Jw@zPyFdvE+EjxlruR=GcCysj?)h+$sq)-ovDE6nwW z3saQ>lZL!b9>Zd$iB7@r6IWLSJ*r{CxTjV^C{f1HM?F{c zwB?H!Y0%pC?BO?3ig=MB1Jt15k7O3PY=d$1HqB*{dR85AU!-C;S4X!$))Xjj_}JBm z$_KJPJ4K?bQ~ve+jI;cxG5;f_gZ|K@)eRs-+%B^CO|rf$)u)=BvHt=5ee|C@BQ!uH zx?QID=_!K&wR-m_-cjD`jNd=X@N;+kK=AvjBx5i<9FSFNhh@ukP9=P#KQ|seFwFY- z=3qj1iAQ$gk6BE#gb7&7yqd!8oVsio>RgsC8ew}dlQ+a)w_{^KbGyBnmMP8@3fNlr z=B29B-w8i5FP`N0l3G_uJs~j>YBfqF1RHV(T3MFYC0fZ|1bRtUq z&W{H?_^Wq@zM*zsc$Jg%ZW|TA6aTP3!nTKwuRI9I_RB z#Cnk0Hnxtv{%({{Skhs@t=8%HMcyP8-&%E>c-cqCey4oP&DWze1AaSzQ^_>{Y4lO@ zt(sf!!*vfgH4|o!Hldixo3Cx86Tumsa7ynF zLM-~msElF+TH|D5)HW7CXvlwueJ6R7%0v8l81|E<%Q>*UQSC-neR~Vn%dii0Gv}*{ohG|o9VTN0L=1!4-x_M z6im+AIbj;p83NOzg$5elwN^KE`#ve|no&PwGKW1(Ovi&cN^f9dl zY>yst!BLv%+zEIEx|~H|@?Gw+LMp))r2I$QO{30hQ(krF{Z){J!xSe0_^QY)+_@JM z8GhA^i3xY^!z6%T^k@K0JwR!RlW4aM4o@`4MCn~^JYe# zXK&sOcvkJXxBhI(b8qw6RoY-U4FwcqewM->V}6mM9Akc!;tXSc^WN129nJr1X#VdZ z(9o=Rxc4~cPv70W#$(KuVE^rR(%c)KfA9a>-2B_d1pUrxyJXKpaOHPN6Tw*R*P+Tvf>{=bL*sfoS^?)NTf?@9Z?%v0U}P1^q-qjR1Yv^G(j z&f%g5GZMr-y}==Gl?d-Dq~QsvceuTQvlZ3b+Gigf2H)7b?#YHwLvD z#3XGIlHaY?R25xb^pg;%V&{yyg)$gralEPl&YDB?de)L^yTqaK7PkV*5&#?b;YsUc zZ+yF^d{IZ2!|P4O=~f$~pfWKp;?!IIZk=A%_(EItD&A>Akj3Qs>cw^}tJ+$jaXASSR+h@u;kVnPEoLl+Z~T$jwXOq3Ppx}fC*!B3W`l-xcRS#^5w?Jn zE!WJdtw2>*tX@uO*J@?_cw3%cc+~M$;rJrk?zROipxyLR>OvQMPSLGdk4`V&3|H}` z&g|sj`s>3e)w0gP<4)tU%@ab^31GZ;>$11#_vx`>-uZ3yh`zjXg(6+@IpYa6VR`$Uk ziIO}aQqo@vA53W#n&~WM-2+V*6h>Vy@JQVS1-{E5({N5(Kl|{xtLA1hK5?v{G(vsn zXT;JnU)tQ0DDf3?kEoB*Z^^Mj{LODI^FEhymiZ}rxKvf^@c@s#UQ&yD7E()lj`3-K z+zL^^D%3Wq{1mSs{+-8{rC)&t7W%%&Q)Y@xsb4g#1|G@#C7ZkC6P-wlSgJdNkMs}P zy-Wh7;$va$JkErVH8Zilj7r#g@q?&@7EI-SKXKEdR=S-M+J0g8pz9l2kJ~GAq*$c% zdQtO-q{t!-P(nli5Bfy7fqEiZll98qUQPm;5<)4ELY~5(0ucuM;Y8PLCrx7zSe<{P zzXQukQ)Gl$_*wy?qSAmDcOTc+wZthCOhAKj7TW|`4|IWArF3#0Qbc1+lL4!cTY{u4V5sG zd57yMWfuLcsBk#Ik7*~_uT%jS3oCaecmFbF=GVIqVk!ExLV~Fy(O+APQd{C4O%3Ii zo9|+luMI%v)cXRw=j5FAb|z0=;8m@;v-L*t==F5PT2U9gZ?G(w!IX1X)aSb@TxOu% z38W@I?4AUyicg9Cy3ajytNK|da2cQE4bmm56?`k5%?Qh|FyVSLYFMCB7p74P48jtY zC(9;^F_8>s48~&Nycg`%8>(I@nlz+_C7u=9eU9CZ@JkQMwi);CXs_9bXO zT;STzu@~lLjK`*55VcTow|`HH6XYw>+_XTkpJ@MfiUz~SO^bF1@3I+}gzwk8!ykN& z)(;Pm&%I9EPP}>$<1o3It>J6@ebf^7~df5PV*VXz0P2!5fsTQ}mWeMlK`&hZOD3C5NTYfj73*)>smQ z4DgX#@mJU99hunN!KzT6&|#=*@uzF1mRz90tfzJR+#g$PV`&r0*Mzdz5-!w$-|9sPeW{V&EuzP?bdLKzr?swc*-Ub_l_yt1%jE4v*cd;WNq{c`_ zn$QcVF);p<+|VFFS)zgJ3YpGY>h^N;E2q^$Wc}C|b29U*-6Ter8yAbyLL3WEMdi`0 zyPK@alq%20^YU`vI;WmVYBw!O=&D1)p@Y?~)1%`2A6VM_6g2fjU3+am-~FJUsvKWy z4e;uwHGI{Iof4_w7h%nl@K&0YUTw__~^gs4a8%2c}$aOYa9t5w(@?1~5pU zBi_y6x_Q$>L-OE71T{^Y!9#7k0d`R12i5OAV6kAd&i zV1|)Z^hv51Qp()ZJP%pt_)UbDafaUAqV?@f(9Wp4iG77Pao) z8!d;%bQB|#cgF}B-9$s5oV`5vJ6~jpZ%sHQa=&m8%|buGJs(MQ47Wha*c!-vrxT>2 zp?WML$8YKHBVExMJyO|_KkF~=p-YYov}g4bjbh;x|A2T61Y2$-99 zUm4aH_g|U&?!X~M5x2G=!Q^;%)5*m|c)<#Oakityj8)ql+Atl?%d4wj?g~CGqNP1~ z{AY^Yq~givs9DJI3q?HJ=eR=jLkBNjA$~v)LHeG|vL=yTu#+bDjmh{Ot-_d}HLT$6 z_e%YKt}vpPjN0#dIyogbz8r}$PY%U6+UeHLQsr+yJWhLzvNqPlr3duf4aGX?)_Q%t zny{9Z-bYPf&Z6^GXFys2_A_wZhE;=ZP8R)uqcaG<#oioF5U|XqesQ3O!3Qt*{xYm( zzIU2DrNIk%g_LqsVK3*Ww{NhCyPpv&UwBz1#8`UUA(;@Mb=HUD#edqCtKJdUb0xWB zt=rq+hAGsb&g2RBYR#$PCtP>ysb})>mfR-Qj7swA^zvFU#I^Ah7j70W=dpi~_U3-o zXGA}_|NYu2FJc>YHWof#=%;hpMUyaVb0$6>c+JRv`DvU#DlnqM7Q5<1YaHDFQn55- zh$ew~(qOJ-wc~_s9V%BEGUk)sVY{)@$k}Q8bKVLToA0Wn=z82abeo~H&Ukf) zU$ykGAc1buU}&OA=aTb4x>UyO5<)jwQ8lf@gISertaogvGdbQ7QWN$fq$dmu3!hX1 z8g0%#uix13o)X0+85(jB_VUr)NC$l4K*_)7_V`AyH}gG52p| zMQH={SI)Hl8PE-!UZy3bH21G({mG?9Co)I)9rn_SS2nPo^&vn zZyF!eVm`V`G1YxFI3H-`#S?X^UA`DQFS)`)x&xIj4{4GE2;!(@b(&W*Xk zPy_$k2l+PO5F7LSKC!oz+*|4?b29TZ zPM$D0BarT-fH6@?t21dC?Ik`{0Zt;vJsVH&UydLx_AhCkjmP&dajI~hsTXsnRjkA3 zwyBv}r%GGP4k%slpk>EgIVvm6u4Z zEJEw=IuGY_TI;|}c^Tq?6S>)G$njHF9f5BGyH!fBw!nyu0>Ck_omOa@2K5TjzlE)0 zdTISo0D=wIlj5P!n2v$9I0qQCdP(4I-X>K{v9#RTqWN!8Yl<*;cddu@W*W#)t{L^k z@{V0utd~;@0=qGMvrC0>gTY9r81Et{Y{aRDXjDxU!zyTPP$xjE$G-(5OcEe5)T#(F zEj9~yVF6%c>~dsFZFL9(cjD$$z|l%=}7J_AtWJ?czd^Hr@ zLFlUY;>))Q_`TaSYPhLUdJdr*JcMc32v%eOw9tuNO@4&O9Lc?Ofn>~wdA$KWhlwJS zh;DPi@^IO?UnvJG${uIW0a**fPRJy^5zH|6D<)O)? z;vj`#9!QhiFo?Ll_@Z2k7yq$5G^NxDQ(Xy{Ifu{4=pmB6lY?rVi(nl=&P7>R0KX(I zh3G$N$cHa3r}N><%eDCNRpp`l_&V|)T@KPz<4>d_o~*E7DXj+}h$}m65U?D^W+#Q9 ztXG|a7{o=>Izxalc}%HeG_7X@)k~_G!%`+wt-7!A#L#|*03XPqbx&5ZIzpeVlwv7v zlO^-Mkp2-^4DHQXJKca`-8T?kKIi$EE**aBG zOx0Xds6i&4qV$%bdsl0uy@TC5$_S@|QSMj_#>+d{v#*TpbTBY55&EG{v+l`A(%UBI zn%${Mq2jdheDAkS&qhkIJ1gJnpyP@wRt*X0ZB6XXx|TO3psOtDG-Y%mb4tFZ)ag|4 z_!<`KG%z6qc6ZMz<=v^bMWl@ri~I4fMkk&!w{zO)&Z5GB>&iN>jd51o6i}GA0}+Z&d?Lq^XKV9(G!@|!58EA zT0jXDr>N(E+v7EaASXS2oiI`Y0x;V}J_iCHtN~!z9@-M51;I_PmI!>k+)dkvY60`m z>nDJ$j}#)Y1;Imyzok-=kcVO;cVE2Y>6~N9pWg^O&2DpMo)_2bl4Fb8&ZKGE-;O$DpO+{#Qa9tk-!kwJ8eDMRQisrOosb7Y9up#2@TSdxd9A>Z z=huZwEjc#y*imOU?y(ad^`Q*|HGK4hK*c?CUlcZXm(t(mNA7-mSMyB690Ida5r!eP zq+zI%?zt+L&0ROsHgBB})3#t^(zdA(+ms}XjgWwh;+fx=6Js~z-f&>|08BI~m&F%0 z7JUOlg7kz+OM2$e3Y!5t>F+$E0%|UX&=QfYu+F(T^cKc^ z`brBtsH1fwGfPDnWhww9;bct~$kB>{p}CTqg3or33U6Kz1`DH-^m~Znm75{m=^6-m z*-dF-hVZ7GFjxeImg*)d>urYgS7;!-AI%5Nlys-gYWS zP!l?JBd8xbO}mJugPS44MH&c2ag={wVHaITOMf1z4cE^E0~Q}}gNgIxDu+P$YC$I= zA|$;N6%mrriRmH+=FgLxN;EJv*%v7w^0he7S@MlI@CO`c{sOuEaUk5wAQMREA>WS6 zI!nGAhxmX~;8`H|i3P&FA4~5TZe|OEB{shZ0}`nG%=b7`!!Ba6RUqB><~&3v)MVa8 zhi)?Oy#SCWodeB%{wXBmTidx<&-b3t(+6*DaYcLw6P`V&4vU6N1H`yf) zm58e`>?BU+|8`{TgzUcUghhpr4P*pw7M4DIAkh1jx?>=Lxbzm0`jEVYITX^?1`SEh z#jR|WfX(m-(E2(<<4OJ{Kl+y+x}Ynx!h_7To&E6KYhSYR>dP-SG}>dDkwd`D=rSq^ zGnTaw0cY`OIQS{lS(fct#vL?EImjm_75*Ny5fKMx&wrj z2^4z6T21RW@`Rg1R*0Humg|hJYY?WErgnaoCSKPcPPzXqf6J$TudRB@R|Cp8C%K`P zn3*0#QlBzyoTwA`=&4xJ_!wLBrQZKi=9UktLQ?(tlA2&$leWQ>?lb%(3YEVzGR&Xv z4+dN8HkonV6=TkhzguLqbmdm53}BhZcs#&exT>{D3lO1aQK;`jp4lu7A}YNz?I{bC z(m4nNr)!vGU0iUT5m-MZlOZ_emJ*+ z_Ce5mHNm@LvLs7*m-$|J$lyKJgdlWIQ zKN$V{PM-g}gh!;L2~;6Cz|-VZi*&KDQ_`8n4z^W&TbyQ+!Ic z#Dz3RGxdYC1iJzMOkhcK91k7})FjkCX`EOC_jJ6KN?4w1ip|Q$!=6)zi*o|zW$nm4 zW|?=t7-?+c$_1iu0}=uA{2Nq5$m3WXz}?eq_A4-6l>@)ElGRorP>SHjd$h%mAvk(K zZJWgg8=XlIs7m5iNIj#@3@)Vi%<#F*JF#s!`h%;X=ZQ~bjtceuc+DGdEJ&H|C6R`^5DFFrroAru6*Lmk0VFk za2>oW71l!1wWFqc$J{t^;%wJ*_UyB_j-8QzWcusErwiY|e|U8J9p_ovebqK~PTvY(|j6`$U1R7%&I6ScU( z$8tWy@YVZ%3lDP-^L$@(k7U!{`hCQmn$)L<)gitLoYHX0R754`_ZeZM1Al4QI(ihv z8KfZl?s&HprRw&!I<^Za>tX*1Aho|5C^Nu+*KEq#(WT_0AiiZUW5Z)%u}QI6p`bn5 zB55I-qz+Ouy{xx_oTq<-ZLpkBxax)?ODor}MNPAXAeB2KdT06%HK4HDa=p${-X zOT@Ro%$+bQX_%1^7^^>VZR5Hh*QfSLrO?`x6pU@0d|*TKDqBb`@#XRN4bBZ(_p@Fo zh6bFqBZrsbB|V;X!5kM>E2ofE27C6GM^5v8puYZb;Os|sw z&vjr_=LY89J2-F*v^PsV5?yJ9|Hi6PqUQ?cHhNROMxA+E_kMBq-P5+kA-H7e=bk0u z?nO*N#?-Axhke=E*=^5Vc)%|Ft8$p0A)wu;kObB_Nr7=+n3DPhqckAM_blWlCm0 zx%G(lZJ5S!!cp7zd(rj-AGXPxpzEOPs2rz(@O}9i{*z^ZWk6w(ck2LCt_JZnfto;? zZ!&NA4_NuUl=&&>!y^6tXTrKeE!*0g;Ay>eo!x^WLRu{Ttxhuv>(0ApCyr!=soQp+ z0}m+yyN4%E)cjBiIjeO_xjClnh)Y|(sn-ut^QRB2fAg$H?C1c`&|GZ+ZM$s&?Yr$E zZPd1qs;Ir9a5GT3wH>W3C~}(%FFkCt5~E3eL1pZ^dT+0lTe`PNnIO)30au$Ig?2FbTfT9ertp|7HT+t=l(Tywr=g>I z7@KkyG3q`7D)o)zLa$&TX=RM?liIOpRIn=pf#iPWC3Q-#Px(53|iuAD<#$=;Y zF4LQq%r>I>-16ZSSzB4v7(vo9z=d}E3OijLyb8E`GbVL=vwE+FU!`A#Z(}iL-;&^U z2&!~diqz1CMr4-T*WRc7&MP+RiF^9A!2Zc_*RQDGSRN(xy@e=}h}!BgdX`sA1Ch+r zwtP{9Nwo~_f01(u{Q2DdIZN<0<}Yu?Y?@;8)b_bO;Nb0J4CX98Oh zkqHaY_$6}O)veB5y%OCqt&am2c)O}0>tfOLZxwSeu3^)!2NI{u>vxFpp{p zWD6x01A=?QrWb|I(Md>LtW{&c9c0DkC!gQjT#F0ft?Mc3%wA|({N(FYC1$gpbzACn zfuo_(d+f`ghm7Ps@!t-hqoMKStUMFLBk839g#dRN>;F^Yr?t630h-m6S z9DPAVT{K~gLB^xMLMS`rWHN5Enr;~_O(Y*HOio2~+3}`f?S7EkIecGP5o?6-BT6=% z5T?3)U#<683NjdSc^aVVi7g*)!1nCxfh6QP3+(70bJV`MR3>PN|=LX%SHE;o&&ff%2(#>(8J2* zE_AtYq5Se#erEi>CqhWMj-%C{<5Z)tT(fpAeV`mtV()dVr#9@~guLw0bi|0ERSVz6 z+6XJ+Lsm@#h@f(r8(sBvpaAk5|456Qw_?kKqS+I9BXTx9vu6^$j;GZ+z=b^N+o8)G z!&jQ`t)v27*+}Q2xuey6pLs@;PTddw4%`lDQSCZNOiwC$;O+iAraq>oPgy?TEK%jv zoC**nH^%k~$h{6dViCZ}RIow9UaLfMnzid#Hv8&tsQInOl1;cNp2uJiUYyr)Q|5F| zuah1rE(dVv*!!fpD~X;bTmrZ`8>7<#4mDuMo03}(Y^l5*tbO78oo5*{^$GsgtBTa02K_m!fuOV%v zX3h?;OI-}$Ro*!2*GCGL3qQ2zbt>QM0KWDuf57SSfN`qJQJ9^OuBU*LT!(|}G?(kl zy$L1s|Ms40q;_V`2q6La{yB~kJI>Ns?kRcjF%?EL`*Ns22Zw>}X_VcoBri^nCuk~j zvbo9&t=&Ky`-QIcA|K3DWxO{FYOyjtp7Jubvh>;lGS)AzjKh6+mT+rzHyVqgNuL<@tdvcuG^x90WuAOH_I7O{%eJ6pC+k4 z)-ZuKx-hL5%dZR2w;N&={TtS*tAVK=$Ks)kvpxdjnkOEYySW^3UjOQSJw@`7m_x+Y z*}Ifw?T$@V2_I2@4stKI`R`44uK8%YTdue5n-)bk1Al4iXu4SRMhM<9?YOCA^8po5 zZpd-xGk7I|J_|gE*y&7Z4)xNPzr-8&R2t0I{-EnDgzSD+)4Ou^mAz$7@O-xLZ#C1r zVdAi;>}|WQ9D8GV*#UZzSWo=h&oY6Tdm;}gzN@da>8;$G@B){6&zJ+Uy*F=Kh3Mwc zBJ8blN*@riNx$k$#ex7q7azblrxYKrjo#iyTpmCdHvvYJXon))Qr({aFSJF%VtQsS zUaYIkUR(awmZp@R&pnJc)MH!gb^IKM)u30FHfeG1dz;>O8yw3y{A0CYRV#I23_)5> zav)S!T60F>`-N%;coI3i))_ie>1DQD^7-;oSzgmGPOOhLQu@waK0E99+gl;VXy3*g zRxK5^_5heITbDE>rdEmz=%_cueII@b%e)YLlHJ$1_aRX zkL2RBb$7yqmWUBLsL97{-t~F3`jQR~!;I%}2t4LtIEFoQDuCc`I8q3WwdM^gAHGb9 zhkDDGI<3X8&c=?}(8*9A1CmWmyQ>}#UwJjG6T@SatX%93h zm?)}i{^EN!#3_ic0$_a;v_dCmWP?8)Fr^>5WUf=pJS~^Bzrk^8{n_B;_Pc_WJxO4o zxB#E04nDT~Tbk98f3!IFZ!Xb#(Pwp-eZasCH2qDr%mU|MO8@0-sej1mic5>u|q8Z=zl=PL(MMMmY zQE^6yZ_CS>efBlC9QOE@Oaix3w+cF?fE0W1aQ&CU{Nb@l@CZD_Z@Sx)u|EC7)528; z=Hn|^sc1EvC2Uo_>4d*mm1#AKZyWoJek4S{lQ*`T7fczl-yGT*BAO=lMg%(~^*dM$ zVjsJ#|62c|Q;P7ywp^n;AAV*dq~$T`O7D1SD$91t^6?Y?zK`LqbKqIOljzVLVDk4i zEW@m9Ey)73WsL|G*>ZEtE_XB=)LtQ4lj~7H@;#1F51&8Hn?j9TV+- z?sZWs1~n_yyRMoZNr#>MIpzFxPZ%B+weApd1piUS&qpp$F7P;0E;EIf zDXL64!W1#4a0LQffr?By%@k>-2r@;JDTe|N)g`5C!E)~A<#wxWd)?sgRsOK@Q=B54 z1HJ3Fn9%p`sZkdz^f^S^CpTVjZ$9tc;zcp_t*$=yfxdmcg>a6={`#6*+BFiR*@o^> z@7#?lZe~pgu}_xRhilb|2-n}-cK|qP`{eI?D0#Oiv+rS&ePD9mL$Gj8@V*BN_5qVy zCcOi;FNJ#Mr`|12MHeOKwjR_>?1HinKzSd_>4qN(l1iY6|$9@Zkb(V)7ECQ zw{I5^{zUGqa6m$#4EC!~C!if|C1A|i=hEV~AC*u1U1 zb^C9mfp?1oe3UUoHN0I~Hn`hJnnh)v@%$-YA$#m7#9#?$+*7uRCZS2iO&%-ALbYKv(*?>(S z?Jb`_Mi$9)|F?k#C%dMRh?ALaJ2#fuzFxQN#{=e;CKfA>x}}X8?&KYQQ2s`hHM^Bv z%JZydtZl?x*UNW{*Z%7X_-||to^l1Rznc0*n)Rc3JB?*Sg#T}z6sn`ja@0Mo>E=n9 zJmYYpgyACs&{{*MzcrYjQhvjN$cDDp<<^w8<9?14MrHgqJ32lXmTDTMH5GbI7v8Z6 zA@)CH*zOrw@X9WSJcvU&Jg*NVO_G@BigF}FfD^dkx2JbTdERSL)_0)x+f_q?agH@Z zoF+=>?}tJMSrPZt*OlDx1%kt=em`PIS^fI%@37Sd4s^3V?5j3DR|zcNQ#b37Q@^jg zdIpp3lgG9UYnq3}sTJ@g}oBd9-kdkvmMPw3E754!=r>=i%}YXuE~+N@W}=* zh2j|RojUjE$5xdmi2V{pj5djyZwVHT1*so@qCY1t_D*yU7t}};bwBbd>bC9gXw|Z{ zdi0pTBi;BVT*SZsO=y>z;!Qu{8Gy)PKBByJ^J|{!+*+gWTtGS-?aGsTH@O7Sa*m%> z6`{9D=2g1Bh%20X*~SpQL7GjAWkAO_W6GO}I>V2Jn(Ao76%3*N*}eRs`YR@@g&8N+ z_J%?nkiQT47gCH38rMrZ#7ij3M8*s+eThOT&7>Kc)yl{-5eM)Gah(1S7Ya zP%Q}D`X6kuI`ZJ1rKuotW3Vqz@TP12Ia^S*=bJCCdSUFFWz)my8AWAw=6PqjzeUwK z`;SLFR-SV#Oki?UCBEOvGky=bKXdhPHLpp{dwqB!`~}bHiVx>sAGW;0M!L{_j2(NS zTkG%!1I!?Z79L%R@|aprLy;M%I$ZA>U~qdah%|GcroEv7z@M0^qf7{H>Xt~ClzJL2 z#LI&wqQwCM!T+oES9h?H5RfNf3dDeLAgd zD2<&LD+=>_4j3S8Qi!_C4~*>m)HGs?rmv!9SG58+jRkvpUsvRO#o-q)+t-&eo=j8U z$53UchhyjR*V#j^9zTSD?a3{p?gO!V#NXv?hkzIKxs;*7130I~A;XJUqZH=+11eAB zP&kLTk^=5vKWN7U9fUOjfXi|?k=|aB^13sgp%<$5oMCn3g*NKlu$0HJzT5*iSe^-Z zPEHw-nv4|g?JaG`Rvy4*-7BWoBPa9=I4K+CFuJ!`8X(hLO^!L{lAMB(vWu4XmYb&9 zy-{l~Axp#V_4eWPlAnxI{lXM`dvCErTvKEZrvuqHGVIXQSR`-}i}l~vYY5q%Rv-rJ zM3+0j&w0|@PxwY!5yke+vHt`W3FA`>f7b=(ybw!oJ8W7O!;kG@H+XV7Nv<`POcRcM z5`EfrroQg1XQ*>>{VQL6uhR`!wxd5GTxqqDb>!BAiJlysmd#4;$)(yVFBL62PN`#` zv+G`A;tjxaQiIo%K7Ymc2tIk1&#%vvAu+Ra&`ojb4rC&bn%MM_>$fp?>Orp)yD zL{9;6FK*87h-37v6Wd1s*E!<}=7a!2k%>2)DsL1m+Z;5ac&$5Fr>EN2zLFaVKUk#ce=aOdwEn6i=6fvvF0}~Ni0S!DUWV?We zdq0cC#cFsv|&1Z!G;CpAfDF}g1YY-y3s!g;H$@GEZjr;(oD9N=5V`N^Ib$+ z!cJp+t)@k~WY5>&wGXZdXGKYO*5X612{&zG+8f#nW>wZ!LSC`CQBEg_uzIkCQo zYSHXr=$63fO#+*@8c5H_0PQbYaWOrcv>g;=c(+NaS}CTg)c0n*!f^2Rsa1TF8jqg* z9SP^VKJXhp*66@H!UN`LXG3)2{owM?HP(HAXq+~BShOCVAKUa<^p2Q0(k#wKWnP}U zmEx0AGFWPejB8UE_I}2ZfzJFEA*N>fK|9{s=66#oT~V%TF=UbJF}^)=Oa4KyK}T0! zW)T}fj9X+_RnDRKT>n6(Q~HyOd0}27U?*!_y6A<6_|jKfO<|e8m3`$Cx3I6r^ol_4 z{n@PE)_bYZfhqXOLTFQ?c5qYEqo&4NHnoifOT`~&`n+nD%grg)HuIY^+cussO>J=5{p7W>0*#CflKPT-P{StmQ zo(Fi2{^#C525tDx(wG~$0TGY8=$I_e8vE{)e@8(CpclhOL~2bsE7GIB+=`JKE4?RC zEf0zO%#sd{iaLB;<~tX=?*%sB8M||Q>|Qt>Wtm{*$`JkwmH56Fh0WgmG?RMqW9BnS zDB5K3RPa#7#Ycsf)fP$x)a4@mZ@1%ts1;a~QfJ%zaC39r8?q5HJf8=5%RB01YkOdM z%AJ&C6+0u&YPi`&*Bx;6n5$%ipF~uXOwi+nc!ERaD#4}!VyM)l##q+Nres6(4yzx(L;ZGVzs{_0u{QK6jXtfR*-WhLX=VXb7b4sS zG+9nUU>X&-n^{16V+JKP5l4VV#FjRz8}m;nKQuJ-TY`RnD6&Aa)kZDCqAc8ELpeaz z`lact@vgf5ZZP$bbuT+xRmtt7sTaz#_W~5AUeU@`xq~EWCVOsMEudj>U;GCNd4D9EkWKi)lw3kC<|ZOsOQ#eZlXKT8yE{Em z<)?Fh{>RMnM@|O^c)vJF4bfgMhVDO(Uh^?o;?>)py0&G#|D1AgfbxO4j=-i(Fb(Q> zsCnj{(0%43^!ypGoWz_qOh z`zx=XSG&zD%TTB`D=XCEey5eV7H(Vt2G`;Z7=_KH*nup24P#3*HKYJ`#BHTBNr&Oj-ug%(dcKwRhwE z-VIo087%UUt7jN*Qdzr$RP8Il5);^w9Awb{Vi2TpMsq4xd?k1GAASMb4l!3R-jgLy z!V8CN&#SEraPBX?|3K^>%LTlIFnmuogkQ+Z7{Po zHLsm8M+)eh^$sNfW+7`aOlc=+E!?*S^{A|1sv3sT8~@H9 z@T=bSrW8RDRadziWI~l_d;~2>aGcm6?r8Eo4AE&f6IJ*Hu|pIjH1GMqyt9aS4Y&a} zIBBdZ`B|5-FKx_zLlr0u&G=fZDu2?YJoDMC)|9WCYzZpeKW|cYjo|%tsudvcq8-Qa zkE!%$OYbs}==5hKk|0JlYugOg*stEhYFXB}j$RM&R!lq3T*ur4L+S zq>-^PR8%{%F&!~@#i&}MZ{Ou||c_g?RM1Y34D{N>!Z+Fzp_~MY!*ODojSj|V! zL<_m7t0U0GX+!k{r@0ZZ2`!TcyCSs{f*~zx5o8JUhsF2}s2vPy1H&P4_=YT--97fO z_Ka%g9`a|d2bbWVMA9GF($ba0yp!VFpD2C*=s$w{w8-iR%0s}3_s2#}tWj~!H6C_R zkuP?vi6bW0&9eohj?Hh6eT+UfAguH8K$L62J;7(`?V~^P!sL$(x?lL7#u3SRL;Z_8 zzS_AVTp*;=mN}{G5=Zc{77q5*n@pCZ_3r7;@M9Yq1Y(9Gm+&I!hc*n1A~qrb$JO%q z2!9Z{V0?Cx1><#uFwwLoLl!}EE8nlpuV+lJWWQNT$&GnUWC5jk$!AX=JqnjHIx317 zKi%1e(5t>D|F~A!@A>3*kw0j+cKjlZ#of)+$098}H5?YYNest1@r8pTg_5%#2kZu1 zwPn#B8Wo8V$w~(A{G8~`e)AMy^pN zh*lmWV6+1SV=@uvTh#KfY*A*dv32J>L(A`GJV8<8kV=kNPKW4n7cE{}L8D6JHa@@J z{Db{q<1Yq4nG<~k!mmIS-`8hGm&JZ14+;;LL9_%t=}Qv6uQZ9gFt^^`oijn{I@l`H zuL{IR2YOT@>TM8FPH=M&Y6})rD5y-H6s@?q0(uKk!D{anaL6TjRwCGCgfBeQ<$96b-qGo zRA+U7F1&G^A}YREX;Y!!2k&xNKIM@t%k3$i=*2`YtdQ?Ez+uMhiEW*gS;dK~Kob+a z#4yo|uVtH<2JEtR^XW!s_@g#kfo7;#>(T0U0l#&Q5@xZT>NIteb(v$WS;7FqX=wL~ z$MbZl9V#U7Ot>dckj9J3fP>>tm6vU-zrdq;r>@vso;Hx0W1<&bz#2^KKInp zee^PS*Z{B<HoYdl*fM}{Xc;`xV_HldV+?_fS1x5;ew4}_<+d} z$!V&EdVyXoOQA~4J&lOt);|;*BQ=Su*9BUv7GL}C35#G(mEHxxx4+F#4A1R-o3~$w z!go9EN}Bv+1IeI0bg%!^Hh9V51+}=~mTR(@098IG$Rh-~##@Ho$?(JN7Fb)oP}3ggZK! zP36Juh=?OS$oasZ8|4jR_6b)EL#u836dxEA+_oY&wSh$G5*JX{bTTWu@f^x@228c(eUB=@Zsa!OU^d9#ipkv6k{>rieh}g|>&{y~N>! z>@ue-iRo(TxvJUt?d~B<+~N>sP=gJX97N&LI@uROTb+X6LJ}1`K!a*vWo5$lcoq)l zEQ?tC-Gls1-=H@F{R|?5F1V{46(FlL7v-0sR3nT@UxE`h?$&>`9&h2afG; zM8Ze^0q>I;F=(rIR;Iii8#M{H-kNQUa9=jJcgek2HI$%4)BhES@=48eOHB{0aUNT7 zmiLm7Qx!ETu$B(Gz??}Pd7EEb>C(fyao5kZ6@IZ!?x`E>fqvO=Z#)wurbRGkBpm

C1&pxv$+~5zl&yNmAjo@fG;2Oq zrh4b6-Q3=FYz%T=oyc&)s02DXkVCxf7hPdD*AIGa8ic?_gP&F<^lG-7QMf_7+PH;g`yCs2LHVet` z$pkHZyN?@>fWvEMdCHn)XOq^ICL(M)N~cY|c-C$~e+7`y>#U8Oh*->znchc7;oU5(Tb;_g8LI#+7Q$G=8LK6GlIyG z*~6R$<*mNGwJ$Z@O>88S5lWwwRkV?E)hhqDLBbJY!l9toH+=*kQJnfJ?W}0IxuZL^ zk2Q_2fEE8YgO9Js-TxB-_XmZfid3hoyJ8n7VPTS7=t#xk(rHNTV#L{YC%DL9Iyxu z4cMAq(<6&-XN{#Sdc~`a@MAHFv(&LVp4em&&P6(xe<_Nhu5v>)@=EP(xQz=5lu-SKSvKZ zSmyc?917daS700WQ=o4b<33-Flq?tOP|T2jVD1pqS396G3^+w--bv}J;bTjV3N+P^ zAfHp-y6oMXL>WqT>O+otb=TVV6@&VBUJ)xhdT$*iR-vW`u+x@w>cv^sC0FiUT|n_j`KBP(9Hu~NU@S~_Z}!jIaavSm1C%`!I=+#eQ( z@4vJ-s*FjC3jxJP|Ka;jf!B3cfqfFj6nS0m>=VfwRpG~C9)Tw8ehP(LX?gDidC#70 z{<%Q@N!&e`K}E%`c-JRZ`YGH-6H4FHo^)SKmjB}1@aAX9{V*nw(e^IWW|cg99P~Vy z31rSjXddngFPLQj48oYq_Z*gsWHOPNuEX{f`L6=@jg%2hcbGp2zWjWu4%W~x4-*Ks zw2`q1ntr-4(v>o5RFykamkaAxdmQHth1w)3Lgnc%@ChFo?+3JayHdjK#F19GM#|47 z_pDyn>PnJ-Fdn(=ov*dMP&ZduRTrKsE0Cp0?!0l;*_2s2%vr_BJRPw&Lmq{Q=LQ#g z0|V2hj-WdEZ?Ajoed^6{ zn5MpnpaevZiY#RPRYJ!{(pkW>QQ>8pD| z#O#=W`O=7A_uxd-}?yGwOr6A)WOmH>$r@TvnsRmL|+)RDo#TJP?ENauNqnd2_ zgN(cT`?y~pPE+ZM0{@XMv+Ki(!vzXNSJo(%H*(cwuPyd*MS0{seXl`kppb4^bk9h~ zX>YM(JjO+rbo{a$4Xl3i*}zS^r5&;WVT zsejE*GNUygEwOc^ON8sBx13`F7HMXA*PS9eP9rAT$oSVRgh?|+z5Xp$1bKxYQ3Q;x z!MI$f`5Ya8!P1jXJ@`*~msXcBaV5#}vm<7n&-ZOjU()k{Gf^rpjZ|QNs=L1GK#!;g z0Gu_wm^I|Fa4(Mh@<_drHYUdMooG|X_5=$2VAo)l;mpXF*zuRn9-aDAi5Bo8=!|Z8 zn1UHnA$i)t63IWJXtRVo$eN85F>BUw{WMtsIK=GnIR=b}D2B6?zhgop;<>pK)$1qx z)|oYMrK|s6D1aHuQ4)4Y=iEQB)3#EO(@9=j`;5?fB0#?NgRIPYpKbP1qUTY3z)@z=8h*cMEsbXO5eEFp%0z#{Fa_~RL&$xv zCIC6L7q%j7=%ljqbDTt_WdTq>>g(b+vYB)}Elu@eH?+dp21EdEjoB(@bvC%#hFHP{ z-CH4(4b}5e+1BzG3B`t@DO!={n#0^x=ntJ4F?Rrcin+fif4t(IyT#sCxQ>$?*j*y-D`0G^$TivKo$xhtUnvZ~pd9>R)D5(Pe3zF!Q| zWY$Y~t1TUCqcx6nHAws#&pOgwexR%ciN?bT-+K>qvy9w(L?A3y&|JJ@=P zAl;Q0?Mpk*^(kiC`%F;ENLy+#Cfp_WOCA3F|~ZWv1Y#LSB_QEFT6{sRD`HC2a_`D(5lK3d_JvnHL_lJa;G$cz8Rb&r@I;fH?R7qKMR3+sZOtwGa$PI+W$HGnl31QAS9d!li?&}Z6>KWeV zXN_5OjO!@RJgQ!0em8xUzbz`Yp!e2xo{F})GjNrmE;P~@C4FjQEw>^hL+XL*!f_zwQJnX@3I&4XNJ+NT8c}NU zz)ok5-t-=9r44#h9C40qsTUpW?DDJbjqDyyDZ|RTe($~IxB2L-dTj8uh0lieDSh|> zY4wV&ffQX5$h=aRz{R?9+M=6oTSoXX@lufuTtR6bO?hqG?g^Mx1@6#aS5}6bj0;IF z1dJ1rjldwYechhtXa{)3ylG~fp`pG_B{Dy)CjFJM&`>w9k4Nv=MCeiZp$`MUg+on$ zzbde5Wy@$wD1V(lvlMVNGXiLHNE|wUGQTnjTc0MUdM|7d9yLR z1NAz1lGNTtY z|GvCng&fjf-}wqTgMT#=fQY$o=YfU-v(N`mjpM@4c?r1)*tQ&T^(c?bJN%O6L1qAGa@MgdmUCp=s%W;16*`XMnQ`n4}k%W#t%S5j(k zvX1DqA23mAOQwC{;R?J2UXTUveUPo#k^{PVET}PTYku;&6wfIvWXJ|SJ%8_&Y95~M&};tanqA+|3cHEsq(#l_=)O; z40EXC_Q#=o;k4KqwZ0Bak{3glAAmp_QcW4mgfdYtDDkmYbN33unOQ-`77dmwMleb~ zl3+ztt*MI5V0G7R_)wvVEMVT`xNTUNUqpA<&NQY7SyykoHrdgl>>MZIklh#?hwbQ( zB-fgt)D7-IG`1*Y3JGUO6b=@LKr@Dp7Jf82R9Iy)1ss5w7QgzKHHX_v$Hjik!jEb- zG=`5L+Hp$N)-|{+;^)!#ldvN00(%*AO=sWaI_2(AW^drUzCaj&_Aa6XOm(A(bz{$N zlT%?(#1qA`O(?Wvl|PO)(K$kC#8B#^p=_XF!v^b7lx0OxuLWXEg(0w)PSU#^lb40Y z+Rt?dr9EtV;bs^P)d!2)AcKW*VuQhadtvbUtv$_o>ogD4>YJ?61)-`sN7pIjz_&b& z@!BSqj}@7fKnziH#J+!E_~Bzz@K_^|rBPv%))!*flA1!%7&jM6+fmLM$C{+cWO?W4 zc4>iD+hav2Bej~PLul%{hV`myoviz7ZsXH~qcNVqK*8~&uID>Hv9BF6 z?)YXlbVOtRWjN)%1o6jB@cjj|kKvRT#(}pV(BT+sj26C#z6#w@g&L5S);v^$0T(FV z0$+nd*Z3Qv^nVKNwiG(amW?KXRfBEo5J5XH`WykboyJYZ-H?G5GFwPju`+zStA_rY zb7ALqf}zItZV_-yC|Q$120s)<$&z_cnKogJ8hcrZ$Gjo-T4{ZmjCCU=N)%h4^`l*a zWl@7%@XR0#OzS5#QGE#^Bu>L7q8m#ol*CD(b&)_Cd%M9HdK)EEt#*4pI5P-^hEwt} zJ0;>m0HL`UiLtm!2%4SFR@T_Smdd1As|7c^?f{M8QVJYv0T2Pi;y8R>+J@H6Ah95} zI(5N&lAU@um&jRzz*l@b!PwFN!`GX~L%II{<3~DaGm=VbW`t8t2{{tO7|Pa4j$_|K zjL0@)Ft(eNC7L1G$4F)0L-wUCGld!ZmMzN+#u8&+zc;-vg@Z>%MQcZ(n3wRZ-K-X~OW_+BwR+oA>*%)fRh8r^SsHv)%k2rRim&myfMX0VQ!a zWGvU$>qVTRh3Pf{AEbmI_@N-yJTq^ozuQ?^=MHmUn>#A)MZ^Ki4x@MUcLVT2^NP;M zxt~5kFqE!^jTQ{Itd%f!CurAs=!cU0-j%63$gsJE&Aig|bdnS$60*BcS;qsFgS)S3 zK@_(7j!JL#z0ciAV|cXx7+~R7Cko5hO74ZM-GPAxv!LCX+J#SJEoM@7rtF8uq(@1edG@tJ^F6tsSl}ykUXJYQ!Mv$~^=@y& zxud3*?*!Fs`HelGP@qf#U496=1$YPTuGB7QQ@#@fU65|xxpjbh-GT*pV>EPL-uF`- zkA7@lkl^A*^jHT$gOKD_IsBsrXl;WgxmJ#?-PyB49VbB+CWs{|pjaOC1vYGl!b#D9 zIVt$oFZ3>yL6k86l1J2w?bG-ldBC2)JmjP;K}&wfW$VM9Zc`kT1OgF3gC*fAnQQA1 zCAX2a^f3ntQ4X$v>iLm3KzftCK{a3gxm@2m!V^C^2$FuHLW4tO)ZMl7idt;T0C$bNe#I zivUc6Ab_z30v93A*}HQ=oKON&nq1?hXn}xy8y651N!PUmS*ZE+TK*Ud#sf>jcsDLs z5!_+B)P+Jq66@#KX`7V=N%n>iMPGgh<6QyTQV@g0Z23?CErp$sJ!i3gC-BHuH@88D z$JaiLae=OLNFB3>3SzxuK=0Rq9`yaTKpsny_pPoQ z_AMCm9}|NL;=DsaTk*()=I0|&2uUv9w1s0ZlvmwC3V}zVdI+@KWze}w43C}#A{0H_#+J`~KZqOl+-cy)N8g8+69H4N)%o(->CyaOd0w=*8 zsx$}sU&#%*XTRO=oCHai$|*1_DbV2wIrpvnF;H_1=)W{V()>?8NjIdk_lvRj1Sglu z*|nRXFMYp&;UNtW=m_8Bx?SJ@Z+O4Zm4N70|Nqbpd-;zA5G1ihFLM%FcE0Rp)QDBN zO}VG6j=87g?S9+v>iO(7RIu3dp$EATIqx$XvYNxrYLE1WvH^3AZ+Tifq12}<)H^*s zA2uHsYM_R@x<5CUYsnXaos@zxZc5EeF9KCqGm2w2H&+j^V&rykV2s!NSUXKHpIZBy zQZuzy0%MblQv$r&7F8AQKm(75x9?8{> z3A36nEPW4Po7)Ts=oy||mi63zUS!c>HYAQUQ+i`YcL<2WE4qVB)dfbI9ousbIH&9TH}rLS5$BWl z3!UDJxIy`!{ZJkl6C@OXLJ)=dnuC{z{d*W5lXC7z4AKoG!%dK_H+d>=fJ{_27BN-; z5`)r13mYZpkzxc~o(3aAi7+jBZ=Dx$Ra3S0SR_cDa0Fa|?79{Jsvp2*mH-m%zycKv zvJZ8#Ai#wGN7z50FxL^_U(&L_G{Y7C8`~bV9cPeyfBqYq2B^6P}7Hi=%J+2AItt@ z4>YiqzyvsNe0Q1ipn#^z1@$zA%2(J5-OxDvk_oU~%$6H!7Mjhg7EU{PbS3Oi*uI;<_DqxcvI6*J zL4BXht-`Ivyud9d>AKjz5f`||{h;BTm`CO?xhDE-MxhRFDcDnZ9ryEUA&Z0^>Tg;s zlW4+{S9`RWU;TYt9>om5XU!1$V|msOzKXKxK1Y=inHxn3>orvB^1%3+fDwK?(Csl? z+C_q4SfQD?nyXMj@V(tczx7;#p@NNx65M=hRn@eCFIgT~v@zBs4;2zhRE!quJJPO7 zYx85%AF_?e=X_=BVN%TMZuoTe^*GKrN?h|qyb-O$_fi3WF;$w5YONf>3$!`9M68~! zA}pU}BxbXluaJF&8CJkhCR+fV!8Szq$yj%*tFll{@*B7!@A?Nea$=S8kmK8kv!m_{ zUu6~T2N9EF$FY`MPe<0^vQBJ6Q<`{<>aJXPxt zyWcg+bW#jv3J)~~ds)F{tjh3w!RyH|ao?`{hGp765k_dt55RyYUN6Z+eXcT_O2--| zCDDC!QCv!N)Q?L;m_t;gZz`2%LVNgIS&R~&frdk9sL!~b1d4N+*9xNeW!guIY0Wdq zL?A`wmMjha48+_mjl|UtsI-L2iyc8+*kM~a=e(6ztrZD2#g$)5Y9pPEXO`voj$6{C z8%y<^Y$fb~h(h?SIl~tuV)+^V%>)K(##BRL0{^LM{wi7%AALFgGW|k}9oM@as>9RV#pM{kr_n+3>Sj@h0O^22}6GSdz=L^M)#O% zrp;0T@|Z&yHC3NC@%$>=>93fYZIr&)B%iIvo+(FK>LhC@~ zroD>zOZNKRdf1ksHSIkm>*2l4Qqe`K0IBfS&pvxXxrtBBDXNuo3F51->Wpf56F!SD z&?WPm-+~@A{dWcR zAz}w5?Cu$f%>Bl@Sr9bv)J6Lk0kI70nEm*7r=iADGdo>_%o5JJNj`TBDcAirLMKR` zkaG@5Yl=$%zQ~E*5JlInvr5E9KJ2? zRd}j3pX;$%d%XVD$Lm?@HF+m|=BhU4-!ft5{o6{+TkxbP?D*Y^z$gVdU{Rav=D3$> zn{@Uc<6~Dn6pZGq6HjZCE{pio!*6$n$<-y61<6l`9nk0`O<*tGnN^9YBaQ3~a4CIw z(o$4f$tUBgoxno!6_bc(mkrN*)4?+Wk-MCh_)82ZUV>>f$fQ~b($xK?V$XuO3xGk@*_{_)dT2*y3-;t^Ahl@t2OeAa3 zk&Ry*2#80t9SDN@lX)Xz4#iX7t@H9&q856 z-uN@fXBDyfAAy19=;Z=)Bb=n%^ct2(4})U^B)Vo!mk08Khp{)oh#BOr@_3>5pikOq zN#+PsS~=)#byoCz=hZ^fD6fHzQ7PW_Smt2#;ck-9tuyTF-7yTqPGKTWQuFJn2j>K? zrp?7?j@{H*G7ON%_V$c=5Pm*|Ja)oXeO;-n`*zYf0?>e<4sCXROik4du&+wGW>p%c zT(hOi8GOvbcLBLWer7g!ugH-LSHRB}&eBFmhKqb8;81+Xyp7F(^=uK(!``W9)0@n< z5tG{A=Q$0(OjnI~Clig9vO}^O6eK%PM{dIW4H2o>aAadY9oxVb^azm#TyE_2vMaew9w(0KKl_e)pwbq6ccw%2v-AM;m~a)QnO z@xzOz#k~$MY8z1O;O30Wi@uUra=^LI{kJsX0}q`E=z>5LmI3uVZugK0C9R)ceTF_8 z>8H|v!SHT|sDupHOVcM@gsdfbG=|5rkc2^17UJcb+bpE`$1AZc){@+yo6M z;*>+xzK&hRR4VW`_lX)!{jlVIY&N+A)1=k@4o4jD5u*Y;CfLr~cMYoC%S%JCr-?5e zt6MLW#LY{5eH|@x@M5;fjI_q9YbFzc$2e4p`j_n=KTa}mKXuXWApX%n2sug&jJWI} zt>JVv%C{HiEPRDD!sj!W=SUYDpI~f&P^ROuwElR@2ufI$aaZ_TFFFzNGngtZ>h=;m zrJfy%Yc8RAo7T-_%QVkK0J_khZ>L_w<3vwWhdI(OiMi z`0>bI-SdFKIQic7qD z5dK+{p5_B<#~)>zWJic#9A4DDsHN=~UMXxw=q|VZ6^gj zgs_bz%9>&*vrrk!tjaM9Z33{Ft4;phJy$VOf}V@fjW6ZcBWEY$_&X!4UfqzXPk-WK z{Q=;@^5B$B@Lbd1POB#A-|_Nkx%YmnYnLQ->SD9x-0%AA_6uC9zu_&a&1~P~d(Lm% z9(%gG`8pJudB{k;CPDQkN!uOqQTH1vmalDOy}2ymFg(J&1f`Rg#Wx6u&sjjiwB5Oc zSKEYxu*RQ#XIvz&t%@I2q@QaQ&y^}aBl8KHE?dt7tGp|?DJ9t7Gb)>CKimJjVv;S3 zXM~aj*kUW;>~Hk*xPqScl2W+<@0Wqnt?~5V;$n&d5w|FhXof$*>S7JXX;I1`q@?41 zT+>+vV`l1nZo5kTHemBYQorl8YJO@ihV95zdQp6-^r*Re6jWP={UW*|c*`j+S!UpF zK0o*=xd7Ruo3yNlGQA~#{{X)=#07_bnO1xx^pR|IJC5&jL!sSlc{&I2x1Le%mXqL2 zXWacUY2AS0UGM}E5GX(T(NeoW%fvOXP`5uBwU#{8`h+zdv;y4!p`RGFS=J~Z?)a^* z{VCmlP395gFkKgmkF#ndaD&snl z=PT*nxw=uwigK%|yGsx_h_0|J;6$#RO4s*iV4tB4?o8`C;@r%FPs)@uz&pdL(Xg@B zq$U(PxOD=4!w=A?hhxl&4ILRr*7Q`Xe!n>$XUzMs&W9Jv!|HXK7)X%m<%BRB%#vfK zGw(pJAGaDk>)wF;8h>$F)jqRZw1B9f|A08v=&9nB)_lM1_$+^o7nj?@@@Gx&d7(w$ z&dSVMC-ujF+kGGrrE}(4R0|377e@X3_A{SuT}}Lf8_xjh3=h}6Fg|jD>18_WiUbzwdU7UFN#L3PClBc)oYMTc&ck)Oj@kDN>!2J|7pZ2xM>Vo8f0pstnyqfU zzvc0e-=5}Yzbs9!8sV1Zp&4bk2zk=%`q%~h*l7`T3e`I|88n4+L%x9r1fm~SP^BHi zmW%O90J`z$T=r1m3LDiGL-EH|ue2Ji+p0*91bJF#6VnU6U$_yU>07)d2?oS%&h=i0-#|&KAjWDUVAh zKKCO$JyRM?!j)9Xt z{e9JUm*31Qx_cxsQcj6>FPh_ZaYLMnLz3RB?|BGFJN7ZeyOr{yd4Cmfa!`n1m}bX# zVwLL7u$PbLEqE7`abEYzmNZp)+U(0edfi|Tz8Iq?rdtsrglEyz02R0-Mip2(;Xzx} zuR6NK0soxXyjj+1HB8FGrYOG(#_Gj&RD9)3CMxub2(C(@iEQf!fCT2COtaV&5>wYw zcXZV9Csgdw)IKEbc3v}7`xh5#qN;Ws+Y z>c}7juYx5l(F5?O=(d{y9qrL>+;%ztl%~V#cr$(WUPj;6D$~e0ec4^b(|~%A5Zj@ZueD5sEeb*2ig7R+^<7pyI6G z+=6$eE*#g^PfrP^Qx7dGAG9B5$Y55C(e(m$8E9^3Xu2%_YY_~9>KRWHX0~t{P}ac( zpw+se4P_4(HSJf95WVNQR_>E>h8KX-oPQuQnG zyEto44nV!LbHHDst!}*gytAn9E~GS#u}v47-N2?;mUWrxm13lRV!1ve=2D`ocF;OP zA5-mof)LNF4DJB$4k4$%^$Bwk!HFYWo;Ef^7198mDLcM^O-{}IkcOFg{E#9|<@yI)j6S`b zVRai0HCUFhNTRlxM2f!C;>LEj)+1^4{NeFmQlwL`dk0>N3Pn}c{TfYT8Euu zbmjwx)Cu_dShUZ8bY~sX{qc4#tB~x~y>1GiW|aiFvZ0Z?SL@}O*-|}6mojc9A@H06 z2P$8jyNnJuE`2DHJ#@_TqR9ARhdMGEYp{Vfl z_Gh7B)2=~$;}wXH82_^B&#=lQoGMl-qELBSn1WojRD6RK-KZ=j+TK6pZ0o38E#<%& zxlqV`Th;s~SE}z|#`z8Gxy_=>nC6`8aVkNiV*kT8;r}!TJbpr!w+mU={+)naR;~kb zo<|+?X?D(Kypa5-%1&t_Dj^6}f3ft~S$27cyieYHl*Nq5JP?%cJmkGl=5eNgI^CBp z(EPsfZefGfAtV{0PO>KRir_w7z#L@d%KJFYjzC+T#W+mGs2WAl*IYV9J*P`EoSSt%_xv*RL| zSFbM*wxo(|e#lAx5n{LR2h6J37x z`@i3e+^^~QLU=8*k!V_0#PjCI71;~V(73Lt&4)?!6Lc$@cxU~&vZzo+#tV7ibZ5SQ z|6N}E_~ES82ByYWILItkVX`leHewG{74cWTuo-|&>PQy^dD}{`{%P_Lb$c|O)RnG6 zW);wHio3i#b8cF?5x+uBW~kBb-Xa`^@Y-kHUxnoV{gw;Dk2%B+ZjGtgSe3^dbibz2 zQbt{7U$|#b_U??&L3E6#Y1TYonBk(Wa`m58wk09^n3&(O&(hiBAV;y4u`$;&4!-MzVPQnFUQiPM2+L=)N=vN*2J zi_e6p7F@a2wUEvwH8=%Xd<=^2%?tkiJpbM2)9x4OP&@VRcLb>GxDj$A zFhQd`T<}Xe69G1>kbo5J_4zv7vQ>p!+xJ!G_Xcz~&4nv)=e{5F1vl7VbQFzo>B<(6 zy;@DbX~E-u)1oxW5AN-MPMZQp*p_l4zI;=I;O^a%5H8*lsD~+wJuoYfa0Sk|M_8FI zWAl&YblELDZM|^3$0g`uj#APza?x4aJbj1lKXw|=(0eV%58#(hxcKU}nBr}0A>Lwv zj10Bm>@1H}SEwp>g}ePQZAnDZO`yX9Bbn6~7CocRqm!*`iujR7d2BsRzw(01 zz?Jmx#vvFW%TuyBf|>l7mY6OulWa2_J|=&qDpt7HUV;}))7vsp1pmh4eN)QB zo+(F4zE;tNgFzSEblpWMh!qSs%C5!Uc|q|7z1C2;=&+c6SIj|b?fvzv3MBI?Zc>`4 zI6lK0T6BoqRPOpDniO>~zLXR5^LQ$tOb&%#FJnMGRA&k={cUyOu0g4s2KPp=-UC|Z zyYDK5;4>QqhbR|#9@F6Y4d7Zl8NcGsQ0vqjoPU1+k>3Nkzs*MK2Juwnp4q_J91rqv zCMX0iY^xKbYpFu$dZ@xX$hq#6E+uJ9_oRqM=fIh&*WK=ND;W3W=poh`S{q0)4cHxe zR@|{&)=N)E!wROu>6R&vHS5<8gTzDBx z;N^X=GZz5;T#bhVHNig9eyxpNwoqHcaj2oRG#J^hApfaq2#&!ifW^_<_^dIeV9xBNMfFK;BO&RA(2N`@R89_2M2^ zek^W{jP&WANe~^07`tUqB{^JLSBbZaVgF`pIc$uR^i2O6Rg{O|R24iMfJ78FkY9I? zKqOfZF*VWzJ-##v%ZmsyC5e92P`rMe{XF<2{iyhtZ>O2UM6=`5={F^r1)t;wsP8|u znZ0|Pm`N-LkZJ`8o|ekS7*EPef! z0aYp?uN3HVTzU`B$}x%3&_1wT$_1UKswsNS6lz>$Mcdpf`v(h=KWJx`o&z=y#w@`l zPl47r{nU!zVKM&eh^r^4$sEEThpu>)Ymw={88-U>*#}lBgUunGg_m9v<+?-5laciI z1n?U<1R<1NY~FiVLf>PaRo;?Q z#}(NF(6bwCwIOwQ)VaF`oNLaC^N4sQnnlqIdM=r_2aP3hj~b%X z2YA_)9S3-EQfUXFct&;xN4)tAZ=1?^{}r!|Loi8Kuu%}lR*XJ~khJq33BH&ESWM8w z?ApSLPq+O&ILUv9o6MoQSN_g~e16>@JP=85L^6Y;*axsAYXWNV?2MsMp9nv0Qp8en zx-T?%z?uElH~o^J6qyS(AKZVr>;doT2Q1Rs)tsIBE-~whfvQF4Be_+aR=`f`O0%g+ ziUx51Jkx59wYkdc9!?B4BLT10U*{fX14<1jo8G#L*w3aT;j1{_&bVhOU2JWgO?Lb7 z&%UZf;G(pE0>>6>_jo4!)d>dT+6p4zh8H!1gCFdVdl6RnO<2_D z9`EcSvwvGuYv+=C4py9Y(^sh{wfR{6OXp=~3TblJ>kz`sbh^xXSSK$QIA82w72-za zKmgaia(GMf_$Wn+emY|$l>ody>b__@7Vk@$zWBJD5*w^snargyn zOk(C&PVrNu2_!4~n8>}$Ol4u&KaPT%$t%DY|FvxaL0eOJVeAiR>(L-^8R%FbIO$7( z;2LLD}HOo4=-63*xe*FY^Hq+ zHoCVxI1=2UUmzPyH1w{X^b#nGMA|WwIe*+F%j7o{Z!jKrvwhUz!J(dE;L}*pn-2Qo zcGzbMi}0eaH=7j4ExE-Hm{c~G9oR-<4&qFUCn;5iR%*@1uw_XITY-U4&n}bhc*&4T zofdk-&{>SWdb6KMlDjI3VMy`3EnSaw{O&Qtbl6-k)`C2puI)|oS<1e8h%oi?0}ngQ zv$L|Y_+V#5m<;1=1QF^X1{@5J4{i?qa0pjV72$Haeb>3$uDDdY4yDi#w@`%G`<-t%IkyW zZEMo0t?J~!M-`!r2aeG^qMox~WJa*4@6p{-+WPpT=YxGaW&cP^zr3Lvue+@iL>4Ka z)7=O+Ce!Wrl-(^D`Ul)VDZNrs^v1JQO5@e4Iiof}ENAD+lULc+++i_ITC<nO#h zPpHThsz2M!Z&*Vhh#Vllg5@TgH1>k03v5DHUGHekem;Icy0n>nK&CljyHtS@UeI{| zo?z0&m1K0dhQq|DW@oU8u{GH55YcDdQboN z1}<|S6TCY+{jWuOxda+ny$(n6Iy9HK70FFnsXl1V33kpoN{hwa4f4&NUu~ZLV{QcS zwm({xymMl>U%Ih)rKq$3HvN?Yk$;|xwow&~pSv(>s<$(}{<>Rv_^vwac6S74lD+fc zxkvDbU6a5<@h~VBDaj6|j=d;6(P{9lO(kCttMY?)Q|>%(89|^rq2yYC_qVIpwfWf} z-yJFoo8hxc!p|ks6z!g4lp!XXT;1CM*-S%AJOYx;_?@=(4lE|2_7@PsUW_B_$w{28 z+A2$J7vbf4&WD1VUIv@ovFBF3y6`FeD_@q}qzJJxY^5SrCqVwtI<*+HR_HiBSZ0PE z&g>hYFUzAHGOL26WqtHozWO(f_^qofdWBNaL>#!q^^SsyP<$tKMD9iqd*(LXbk0!(iY;73jz8Y7p&rOc=rqxGnvn_n5 z2^r-X^lKj!^00w4eo3y}*PJ@lNpB5Pj8h688FjzoU)2zA#BdW7z@?5?r@AWPEe**< zc|^pi?`=4NoACvozPXkF)PS1~x6fIGShc`Nzca*Mk>y3^9uWkZ0?c$GU6iYr*4=YH z`=WYU4M#!d>Q&-08ZH?z+G_34N#ON#wxMbU{rg8|>?yl+-Xp2x7w86tllYqoe% z+jUgzk6b-x*>L^NoN1k7i3NwxGVicSVKY2GT61+bl2IOW(2jIbfNQ*V+1YQNlTAE7 zto^oEbpE4G?QX)1HgNaUN`Zz?_Gf{RXX{Uw_oIho0_K1_E84rZlJdzXb zopVMsr!zv3WnnIXo?vTN5!Sz8&y zR-JjI83tX1wwiX8eoLCo^le!x`!weFz@%se_LN&$2IMT;5b|I*?Z;Qu3A0N(r0oFiI=6AB3X&%2nF;%n<|mIarVrByC<_ zRS%TbG!)SB-O7{f<`Wu<;THD~V1`@Cy*ySvc4Rdew#dlq>*nN1=V-Z9({s>2N8xw> zim{(=442kZZ3dh8)5-bC>OTssrpXa9#l<;_Su|~P2-Uv>@^h2uVbms7AjlTlKC5&+ z3A{sL$N4^`K>@JT)Rm%CdssLjMVRRT_d76ie}os(5bC`ugtJ+oQqz~T=&xlj5nQzF zxT9IL?Do8A9#rtTy_CJn)xAy@>}WJ=wz!)easD>3S0tt&g@ba;(+;dX;Q?6fP}F)X z&y&D4Z_Vs7S!`LO*IJh{j0y3bUV` z>ujznJ~(reKL9DWQ}UTALX8kqk#-+}V^KtwCv=b&{ldw0h_R+?^C0k)K__}$q7#Zz*I2^0$lz3o8D!^X1p8d8(rmQlE`54u0 zSQn4ZCrGORh~oO}^P`21*+Y$lf^GEFEW0pq0{cV{GLyx*MHV3_ieA@owNkJoRs_#X zoJ0DO{hgLuiQcpz2314RO$d{hk}UBq`A?}2^X0P&^yb0t+%w?bg~n{FK&(AQ&{S-PF+9HD=y|K~zITY}sIM3W)3C3%UN3h>XtVqWcmkF}c zTNJRb%D_W}6+NFFW(=6fCwpa^CnVdGn6CxJ{N`i#mt~{#v76i(a$31BNFulRury~u zuX=FDbfmG!B~V`2D+f0I)?uoT7;GZ6XYgK8uEkBUo&`fJ-Li0e63u-vj##Wceirb0 zYE6)iL${z#KqbZzy-i5FxpUvfvTy$LOuC+6%D@uiF9#cLN!RMVr3}`m+q)FxnLxn0 zJwJofYMy^3c;PrkbqND!$$kI!{ssd)fFu<}z%_P5Y|}#v4J$I?{Sm7rEA@SP=A^w- znW z^0iFt%j&^Qr}}flg6E+O)$A}l@)u!kfk z#>hEmLO@1tS}pJGUS;lO&4kON8O8i3JV_{eqdY@At$S97=P`WsQ)#aTN-Yv?*-{u% z5QLmJ2XvY1;6aWe+LM+LuxM6>%!G30tez!11T(SkwYVdya4t`M)A`q9$DV?>T8I+{ zGap9{@|ZT-K2vg6=|-Jl^1g;Wkf)0h=MtVQ3kQ*U43&%r&bvp5Ho_N$$nsXBv8+xr zLk1f>s*0$*74DuFo>T^-ha%1}H=2Qg5#u2`H-$6kY2Rwp(W zJaCFfe@cJZ;hWISI_B|zb_+vH?(umwr;TRPui>=rl{5|Juy{T!CA~?;n z(3W^PJ{>(2A8OK!kPd8R#+eXXm_w~ICz6=hL?$M2IdlJBo0H1k?hTd8*#$(BOoVjf z2mj8KLKd1~CMLX_R^HvoG!qgy4^GJ2MHpYYTV;1?#cIf)7^82mz8`^)qBygL6iI^Z z+zTY*7dd#q{&=yg4kFinDsAcQ*TS;EMrUK`(x6gC>G*yWU~!L(=QEQPM;yM0j(RsD zzxgt-im9Phu}oMxRuC6z|KxMS+4#_N48wcyz4jH3Z8~eZiueFBJm||W9F=1p#Vf`a zf`)=ryw5tMB4ue5w%n=BaW{W&^5qIT3y4cahF;&h6^Gol6|?>i6aisVc&4#8qg2H5 zUdQMs89sMu(MD;ECb!h8E;xH$;L82T$*SCZn*!gJ?TaI>t2`h%OtndhX#l`i>_8&E z6FgR9-;!H5Ysr*n-V@tT{uE9$o?_wlZR=D^D|-BDK}u7ViPa&KP&5zF`|^Q}kyom- z3i?4@l=@z3I}5M&O4#69V1!jPTpP4sM^ty0{nuz-qqla(uFgTocO9 z%0=xO&?vT8uq3q)!5DX;S}bTW2Yxns0cmNw{A8w~l0WYnbdu|k72}gS3Enn*{EQLachHe)!bXJno_|Op)&zU}oYr;w+O-F0r zhK4ZPDn1c@b~joTxZg2dvLp^+s-YM;=(sNqR+L^u#gLNQCr^wr05VOeb8UOFH_u5O zFVP7@x)ItJHmixsj{dffEDppjt3TBz+DjKB`^R; z>1tFx+=G09D;3e|S)&fYXS2JLcY5y+MX(B+8K&RUS7-5`7UGIj_C{Un@;9yIq`1A4 z?IzL{b@|aNQZ-kStOTpNr1$dKm`ks!=4lCq=xDzD^nG1SDc)3R_2SO!sWvcoow?lB zcjTMqkO?eYjh_m8JcKm|M49c|D+<=zT@m3G{PQZKVkIA^7y5k}JJYel+F4(nvQI`w zfOE%FNN-;wR~mhhJU;UV{r(2(Hs}GcMf?i8*VF)Km$%s8=C!Nug|Iverv^H)ZdJfE z_BKey;MDmNLZT?RO$+GYtjvQRxIZHF^!n~cF#t9y;yDwli9w%|tdmkwR4M}3uIK*! z%ODa|e~0R{vd~~+JxOjwD$TZ$QPTH44c*6JwoB~C!X?PKyJc?LO#N}DLI zf~yVQU8Id)_sm!1x`E$y{Hw4^wENN?N>G1WuGB54frhl2S6h-Hb6?1K?HsIk0-y&t z%sS3KadEZ}9$m+-Z|2xJE=*9Qp5kVtO*hj1{*_5xu+nt*33+Djd)S7jgO$cmRcPY+ z@vi^Y)opobsB37}2jlR14++&@h|6gHC$+)bmU4DD-pOSE-0G?PPlT_~IV!X0ET5`5 zMAlN)#wPOsqi^)*m*Y!y%6@5SV#<}eb3Zn- zNz*}|qWG()yyv4#`M0a%y4&BTvHNWDD<$_R9q}7ipf6Kkw9r1wbuzDgJdxE2_QYw} z+xxT}&N&9Lp7c?iBbNV18#3oc*+;VZ-}?@d$l}x)Ue&=RtmQWiCLoD6`*Oi{ZPSWl zRWK7Kj}5Ll3P>yo{Q7&BzmKQ;d`F>4S6&G!W)JYA9>}C=wS7>rc}#>L$6262LlMH^DeZ&v!ZPNFO01!krW(4W0N1_O1q0;^nPR5M}{c*{H)=NZpH3`ik*8508UQ<;AE4>(*jvo!s;fKhb7P^6!&NDy;M_zwR-s~ z)kt_=*&CU}xw(QO(D~S`)u=Yn=wI%803Meqw9*A4rDa5ZWs3fH|Kuc?%2t<~O45H~ z<-bkr-!%H0FS>1BJZ2&*h52Sr1gXV;t(v&r_lZm%nwaZI3jxVvFD}j$%K5pw`8qK@ zZGp}P@7p}SnT}6`JY(8m92WsOC$6P=IofxZ#9xHb56Na@tzolWZV&$Jo}VWCd_O&H zx-+{k&*TBu5_Z(i*K|4KzrpOOKVFMRydAzwYkHFSANap~yLTlQ);cd+;byQ2@>MAf zG70latl8L@0SE9>{j+9k)po+x}$nuy_mbDRgPot1aDSbup(Erspt8tOihtt3g42NoccNB)fuTnp%P zEp0Yd`&uuV{5Q6J0)4a#0_5A=m1*bul>z&I-LoBQ+|O5|Ow-)KM{gg(3bd6@oW*B6 z_$A;-{*0e*^8&N&XUw+=V)t>yG zI*x4`RA+5t9@nVb%oZ|*}Ee=%Qv>Uf} zg(dwh#sbbEaQQw?dAIUurcV2>jI5Q1Ofs9~9q;TXUTG!dr;k=;Ws<6v#GV8>MCle} zvSy-u%Us3hz`la1kV$lHD(%UByg66FKy_K$%ROno>be9lPm7$)c@>EE$@?&l;;0VYAqV%XcP9J_~V(aln6rt?jzskE;Idx0A`>3lfg3lU+P`keh)pb6DeU3b|mE0l;xS& z&gTtRuT4EWF+Z?so?)#lFK8Wz>iAH@CL_RCde1eN;X6JoZvvX|>@z)G);zlRD) z&*{t!Tii{i7L)bGPMdylyJvVQBS&`d)51$Fr$OhARGNAh;zOEI(WHH1z!}`9VIA>l z=tdr`TP-n%meF%PE7Qo8IbFU{JJF?Q`4>buhu6QIOpJFvyr$-$&%q2hbVV0Cf9*1hvJ8zHp5rpyLi+-Lhid+)_>qC38A zXrR~m0!Vuf4HG;{i?>CZ4THroM(v**W|?! zqIS|FAgRD?yWnan=alUf!7^}rNsc=O*$%hl7 zcPbMycksVP@&6k2aeq|Bxv59}65G1_qlShb=nfAjxrinH>GM`IsAHl1N6M2#$Gg~p zpFhGV_XKC|Y_=Cak%rx&v;&bTJTmPvQ;*6;9nwVa3eG*yPvM-Rxn5V)E3W_zRD~Sd zasAUFMWZ96T_ZXbSAH3$$&)sgQZx5IG9puIo_w%x|Lm&Ouc`HBZt8zTY}m@`Zci?T zZFVFVMZq6{@{QxWr&3+z6!-M|BszN!=t*sH{R4JSD|*i1e`M_B%9=(&J}7jwEg4Kz zgN7OYzhnS4*K;}^OgVeX!6Y5THL+&)YK=G})a_}#+>Ub5O>9-Se;9VK`enM)|PKF}2`y*@TErTYXZ7lPe&Psv$&=y_d{ ztoa62CTAL-dz-Zs=&IwXB~OYD>DGeN)?TS~V|ay2Z!QY8VqU6Q8IQ8i`j`G;b3 zwaJDnXw;8PAX^t57IHenehT;@{lp@IF3gZ%rar`S4jk#s33ck!_Ef zigz`QXSVLZ1m^GXq|PoiEU9kTWlU(hcq}S=%J~Svw9GFTBd^AKXT-^dEEF`W`e~vAf-~v(Dg(-WvBx za#AYI^%}^i{$YvJHT_%svTV)I8XdXWe6=*uRGr=Bq!JT=rIcH}@-5GFC89?{(QOtM zMD7RQf*}&Q``oR6;l`1eHdPKWfUW*^bNEGbLSO7*jsph|pSYmx_uJkN&0HMz4eLK8 zVmUbu9J}*qvF!g)_8wqOEzSS9Ac~4tR1{R2f{IF2L3+6sP-zO%tD>M(DIq`zM=mNN zO+*PD5drBSH9!DGiUNt!A}yel7$S)fAOr~cZ{qdpdw=iyeV+gG91feEGqbZZv%8;6 z&e=m6KtCcJ_dTTJn7Ji2(q+bgdc22*QRXvis^7eQzd|*)OGrbiYI^<3m6a)fbK=@G zvDr<7o=-V{r^%MjfHs(yGh2vF*oQw7DG@*A`LN9T-)hDUT!`mC2;7RWt z^O4j~JR^zgLalZrdNqPggtT0+@?8*v(`WkF98I3jdN0k^?Q* z^&LuMsX3s`^*0h!gPUckjmY_gq3V#Y$!Rv81N{Rp)o^=XCde?{iB|e*Ltc3ae(5W8 zZ2t`a2Hfzc02r97guxc7=;kPxm;)jxHmvVeS(nog)fUEFOtXP|u}+VVt5;KMXNp@z ztD#e;+(+tftYC-si4Ro;;yrAt6^loM+pw+gjXjyYW@&bXFB8oB4zVbduhab6tHchi zxkW<@yA_-^^ZLws{?+MTemMmuey3)G8qSE$x4&F9-AB^vfsv%Tg}a4Q zMxvK70XOhQE_sqzZ1tIc@28>m0 zmR)T*SmU$g#y?u9nYKE3CQw}2kU;Mu96*9P012L|r5$Cume0FISJN0%MMW0&KGwYW#k2rJdWSSf^L{ijnC>z1s6X%yd57x)!hR;zp zBzF@3w4Vl0I_TyOt z5_3HXx>S4IBPX8Zr)II-qg$&bYADt1AM||QB@9fk2S-wjvfD1wL2p+qoHbHoz`A!+ z&1RW434n!uTaP5kfF!@MJJZi;&_Jq(sWhO^a4G{lvLKu zTbnn{YyO*vg1<#TY#AlIzst~(w9AOe5xAwUd3ibIwV$EdV~SyJw^KGR0Bd2=C&i4~ zy3KnBb`~f?M5oID!nVdUAV6^8vv8 zD;>ZAYIYf(7xj8HNoRvpJaTclQr#$hDc+vlz#C_PA&lrbyxn>8N%NLLU=vFa10SVN z*eBViY|FLjF7tC3yqIw@Hb*|EJUdp_5S3fdt%f-|l0Zm{$qnz8B$bm4mQ6_G>q$=m ze2^PSq?}J7L2G^|kZNg0vAMq4;qu19q-j4SfP04Y7XqZu6=_-->E|8fn9Yv05_a*P z=k>ZrNQ8MEwWnI~VgS8qeKa)F_WmDMc=y8!aIhJzTI35jT#Hv*#==F>kTY9ip`skb)la8z}-^=q9QSX=| znUisoml?JqB1XQ#8lT>)RAa)*Ig7fO>x+V(1yYV8J~Mprx<;Is(GZCS0M#UiyFGLM z{Ia`Re8Ux2AoMW*3pBx4E8e?!B_5LM_{4@B_MUea#^d*Dry1q8^`JRSXQh$Hy1@2F zLMO4zFR2N7eW==wEO?r|m|5Sek_>AA30O8uiUrg2xO-~ySp1-mOvzSUx4v<&azeO6 z4;mLjzSmg1+6D_RR%@UTQjDvpqrJ#4(#S6CGywgTh4qYVmZr?zlj&6xPn+{xw7#Q^ z#gX6ck^N(tWHfP_ZVRU>S(JFJ&Lo>^>#2`3e&7KS=&NZcrLmmc<4dmYIbp#(m4yx0 z@!DL|I^Q3xvhO#55On65MgK*Nj|lC!G}BLx_W7zf&!+jQ-qEqqR@u%#-(CPoEDg9RW|6n5 z(xkzd(G3J3TAC7_?`e4pY8_L}Sp3_QiY zdcNw;inSLmHcL|HPSa5?ylcjKZXUt%CbHdn2kLB#`{XbHLORdr8?baHIhfi=zlRIC zYm23Px%^w7r!1NVokBEcqJK7ar|H_R(qhY~a!M+jo!zuLk6gu_M!3UGZ>kRmKuAR&Lkx-K3{@}(m#C&W$Y@IOEflIkwCpZ%O!LSBRfXq#%OALO?)MM z6>0cL#Kh6(MSiIvbg^mFN&ZO%{Q&#=J^a|}rfaL{wrd(h8dLQZ_y#Kt@(4Ah+#!p| zs~C(hr}r6m5Vu%ec_$@GKk)=H)cQNxsy=B+VNw5dp}@T zRPdEu=!RlAb~ujR&!*D?x2aY)Pfi7F-d>Z)U7RFjI*Jeg1f7!2HS&vtQILw*FNJ>~ zQyuCinF^|?Y{mFYT9W_4-{5NM(b7l#f_x-PoMM&XPxt*3gbFO~1`9=2&f@uBq^5xl zh1x%zqar(I?>+cN@E?PM0?JT^YwMN|8QdXa-5Ip$Leytq6m`(KRT*ZVKiKf{>RGll zn)H~~$;R|W-8(ugzSO`G4c|Hxw%#JP02L*|$Cj6xatG0gMhEUj{VBucu%+e$_gcmq zA?x84)a5QN@oF6zt}$M59qrAlybHZ`Xn^KEa?o7iFEn=^hf=)&(A?9V>k5CMIpe5Q zkl2|;nY5o)D86`2K-Iv&>DcGer#(s`_y8s9WBvb8oo{b`{l} z?-OLBIf>niO_{vg1e(Dq<@`1NgT)v4-MX7w9bfTYOU2R(9513~s`Tl&+=EQ)Ng7t2 zx)PX6RmU0WL&%oi^Og0*T62~#DdipUIN&|4NBS`BLYjQ~2+hTME?y)v6 zRqa)a)F@zfSABC!%T9oKI@rsSWma(5B5Cz%H5{hQ3QTq@{r!C_TDEorXqKs0 zQCW4Z`_1tW{Rr*lmZBkL>hN+=E3w*(;7u%Ug*4%co`ibup8gs5sfJH@%Z2Q&YGgg_ z?bE)w{Mrfakz9wBB$qY+Nte;a&*RFgEAovsvrVB=#v>FB9}ky^&saWxs87Bh4SP3^ zzT79>Q4|DQM*Ddz-<$6s$#zkqm;0lxBW!B0hT^hU?n+=jT)^Yu$ z1dx+S205A9|B%u1O9X{#h<~x3lnyc>_Ce18ukM2x)Ep{GgG8zEroeeg?=*flNyZu(?aE zlxAW~PRWb5p7`u=;Lv6Zm-=Iv12e|T*=Iu%%Fs-nEg%If>ypHSy4|`P{5)#4MiNf-AW7$!ebf@t&*xrbK>=nQ9NGN`Nb9JN zWQbiDBDs;yE<2OXd)1z>izlSA^IMvv*M5q~Lz?O7GRR`!UCMNnMYi$_CdiQ;8A+)E zSt=(I83aW}LauZ-8DKc2k;ht(w&jNRWRZSoK+_~CfyB}&02cLANDUydqzbZWFHE6q zz2b{(3}*)rs{uTBrAHDZw`9}KkIFE8|Az)3BO3Dge`pZd0gxx`*2s)Hvp;Dc@`bum z?HVgbx6a5gTFZZ`_vOh2*TSJ1r=BSU{M52C_iFUMS3zOU#NTiax+0S92{0UtbYGE}37!+F z*VcSo)r0SjnC~*_0SNHh=lPq(pnDNLh7^>cXfk|L}-=vFmUJ_=0P=N^W0J)~t7Hj<6B4LQW5rSIbfl|Gs>& zQ#p=Uo?0j#j_vnsVXu|9t(zE&6?b?3%<*jBU%HE@Gc@7N=CcW|G5W!;%<*$NIk&WNs*cQof$ zox$FvqQ9-p98?n;DO-94N_cgJzH$w`%~wvVL}r26_=&1r zV$50eZ6h(fo3`H;`!2@rekkLh!U*hEZQE3j)+fOqIAiP!w0Wui_Ut#ziT~7&jaKHl zL;RI6v3fr-8d%p0?%+NVk2wbd?oOjIcj8d_h<3b%Y6cN|otf}E0&YTYO3X@)Ot^tN zJcjf;wU^F@IUH;x^8)uUw|c=ZS3T&Ym2)jbL_~4wJI^*PI3K>qmeR!7tb$L^$Z+|G z3Ak;Ehd>VOMlgdSsSgGu*&rk14(&UGfng5Fj23_9z}3IOB<)<2?TrSJ%|m~3AlI7h zO})-V5CV=<+}PQZ)vpfz)>m%)@672o_s*Goof#mH>tc!~cZh(^E98Xxt zL|YQ;8eVSrAwAS;bB!nNVORV=jZNt^x%8;&R9^hylwW{tU1*?G=_l|OpQ=xbE(FX~ z_w8)W4W!4^6lG(1fB6N}(B>;N#MsIn*jB!?=Fw=ILp!X?)kPx$#U;bFUr}Z|*Jzpi zqxCmV04GC{x&PTtEb0b#<+<&$jx))^4$WB9G51)uKNh~H%hSS>v}s`L2j|wPHkl~7 zhdd7&*B!hRb7yb-R*4g`hmUkV{`1AA&2N|c?aArB1?q8^sHgv0O>m=nm0*mirfYo` zf(lk^Bygi&_Qcm5PbVIeV2D8tL z!0L=`pnYngt~HC>Ex)%|GjMWX+|6*Vww)z3n;@5nO4YXZ6^gPboBZti1|9YD!Jc^u z`%cKV>EmKKRgtoq)d{Y72YR|M*Ep}algT*eHG?VK^^oJV$RzDFMo*G9^ps(m1j*5G zH$o23_>!PgG;q!JDP!lgq)zR4hCq^b93%H6%Wo>yWi4PTQU-1{c&agVSwF8a zars@Z!}&hrZl^$*g^#@%#!Pf?h9UCcf{Tf`5tG!L)f<}|BC{Z6s-3(nkjJ0BW;q>} z$Nz$W3Nm&@k=#bfVNeNDec_;xiQJ8lqj>qr*#vUJiWS8xP^*Jx6QZ3knlVXtV=!&j zSe9!nt2Nf(W$n;I{Q6o6^)d{rxrzz5cSDaGCvnYlL?;IA)hfekO+yxHNYM6D&mbCW zTP`$Gs!*n*DXoQ}(G<9brgj7oTGT+%6LpIRzh}=ZbnwI5Sh~-*?<=UF% znwHgCh}BxdK+7s!$d|RstXM@>y7)2&Y;mJr9i#AaTU@A>7;527j4!iB{HB$I3^}?B ztwmfOzV>D+n>_jGot({-EQ}O%Xre03kUm;`3|b1yp9^O-=Le%?y%yqa^6_)y$uH%&RA*UnWR6X%+z2Rt{od;#a+U;@vRUC_65oM%2;;~p_C0!6Y|S>?^0oHs z@;^!@pk&3V^8qD}QI{{aUoWxb)VYEZ=ei)->#y7r0`=``8w5`b{3zM;Cw*JKJe3e6 zS(!~SLG{KLmxLQE{%4KXU4z9|=szy= zYw4a(jT)Ai;@fWaR0OJw$+0YUz)%HqHVYK50qwP`215>7!OuFN)tOO_As(KM0*Rw) z^XaR(kBEwdsbs1Bw*`5oXh{5A%8BTrUf%rBkHIlPU$;N_%rm7|N1Q0JStYtikG3R> zn=-z8-Tec4xw$j85bqEuyEia*s7G-6XhRrzj(XbXbQrP`=U1G6?egqF&ES}Z9VvGrQ`GQQB&*7>3j}T6aJW( zGY1s@($NgD#M_cib;f_s<2QmzJYt=;hN>S>aIi%>OKEu$e9lC7AbQ{2{VR2I=*;NC zgetAvy)xKRs@g94(xxa$1si(0{#k}xeU1BcW=VqfO5FVRJ$lbP#alg^{J&mEJ5=uy za7pGtx#ae0ek8(lXoTQ3*`kue2;~@6{41fS>asw#M_N4Z?y6hwH$$7E4wg2`RY&6$ z&4&zkOrAS5J@NOH%{->I-w1lia@N^fUX6=Us~-<&>7W$&e5tt&9KQeucz4>Cnqk zcQg9LpXUN^7a;G6agT3$J8CLO&s;Fq>fNho{?<0~fG7|4Zqw?e#{T!=HlrTQulhT> z)pBqj&Nyxj9avVfs`DV*M^#pl$+dPhcJ$`Wo3=_mYvb?m9rRnVg~G-Cio_QGDBZ!6 z+T<>JW`y5-UxR^c?8UxKn^HG~G8!l)bLrU2u+l5OlV|FW?0b8Yo7UDp1btT5er>Ph zS-|TSGEZ*`*`7$XLLS~XRpe^l*OXi^%zt3N!jq=ev1v_)JEZ=xZA)ax%=;|zR>@7n zs-ZPyDHUG{D~o zJkeUb*4I`Pt9fX@LTc0M`)PF#Pr}4&*Y{b07QR~NbR3U_GRe9&{g~kq+YY$NBuuuB;8~cy9f`61*16FJU3D|eYhCZc9(JdH zWXD<$&iAF-%aO^pEzwzGRmp!IP>5+-H7W_sCEEsIjZGV5D!p@^r8a#7X5qH(SL<+l zRgwTv-^4Z)KPYQ?w2k}B=1wm-bgQSv?#M_*5q)~_TL;^TA6A?!X86Rd`!%)oyU2H~ zO)cmBw(rp&Te`kr)7P+`#ULG%7hMr873S%ue}2+-tdsYB_JZ=Hwfw>%Ztmtyy)=<3 zyj^rhIPWx#hX?yt(`&M6A--uYJ-2#kRt9R|UA%iIo%rmNy;pO1f|%bzNlk_cEq&+q zJr|$Z3q3RJN~sqN@inu@f1P{wMh zezk*>RdTnp$Jffyh2dljFA~o9&}i;KRvO9$!|u>CA~J~z_M0%LDQZ|Ab2#?C0Mg6~ zZ`#8>**w@4e98XFv62VD7JIjVnR?n=xKEw+@KJ)0lKByfD|X-ZYVx#h2e$BP*4S*k z>}bQ^ff{n!d&Y4W7lt2f-Ok9FDq6Lu)f8H|tsgdfgqs)KuWZBg$5a;|Q;;>ihL1&0gNfzPdzjWwrMOk`1FVul+-)g>=cp_g{=5toH*N+KtlFLg1z zL9hxWf{h3Yh^&;1XZ5+WrxZ(cbsQB#8Ligioyr!{jpqo#5>VEvmFkwz%RKXF=Pjl~ zqWy0YX~n@2{GvO(5A%HSmHzg@O)buN#*44NX7wvOes`)cRb!{>3XZ;qPmQ~3fjKhu zj#yj5=&o$%0wEZy#WdYzd@Gp#FU2~gWISILBG5K7eAHuXc|rFL9M_^NwBfp#B+F6Q0*Hl6+-(k{w(-8ixffRqFFQp>ZR2(Vv5i7@e7Cou$7q=Pj!cm+N9|X* ze}|BZk*Igp>{0Qt7&$y&!t|{`o@X}`1P$w^7rgWy*6m~@OBXp^-UKdZEm{+&8%pbQ z{PihPy}k!Ff%X-&d*OvEZQXNM13sd%x6sU;CV_!>JRrWdrYBB21R6WB1`#LbQfari z!8rO#?HJmZ8)SL8^0L?!&TuhyTv^^VV^0|BZ`os`P46#9-WTJB8|gsR{Nu@F8xL~& zs%5%j(NR>8BzuBHuDxQknyuG|74NeUmFWZ15%7>k_`|tG#$DHOEqd8Bm?v|?nk>14 zL~PP&C7S|`yEJ<0-@NLpp91P0EMEYYU zi&s4w7t*FBAiVU6uU6YXkY7wM*U{5g$IZ+7uYpWqbhpNDFBCmF1E~- z&~=X;611W4g;LinhE$oSO z<~bB2eIJ!3f={gn2tzS+hUO@%JQ`GrwQ$Q;iaqVf6BaXP0-%yD63A)STNRf`M&@`7vn_Qk5JtN-~-;8SDCg9Wm8 zKo?3QdO5d#AO3py>D0|!nlX?^L%B7hD}1GFYWHVj+IamAFs12eT}ia2VVircEyNc! z%tF8*OV+^{$+zmXTmj|j^d?#r)TN}S1NyjJe|hFmtOv5H z2&vSVChQ%uc<0Whx3mW9MoL0kCy`E1LmGzitMe|GAGj1N?h5ZPbtgZsx5AU>u8G~( zaood&@vI1TK^M#gtbUME%*|1#OoOu#-vjzBx~43>C^=VS_3L_5n(ft(J%2jNgbvhJ zzlSR8j3K@AS*K1}0LYEK)8t;jkKD6hlwN4=n@LDpB%jrB1Ua|&t-e*uh3V^a_Pq>x z*%X$xo*BTsP%j@SqfxDTj)4s>?pI`kiaY7Cb|HN7>1uy=&MY7Qd`=y#*ZurG#TD-$PlB8Sw$4YWw9IQ#^t|-ZyF+qxi z%wJ$xi_Q&4A{D`%!2 zomNlQ?`;@4I;!OG{gF`D(>8ul?&GO=t;57vE8Y7>wA6c?ltLf2W2d7p}lTk z=!6VA#1Bn(aP(|*a9}#8VCZW!^gg$NUJyqH&&1lyX9^xsrx~ot*CqvFm%w*|OBuAA z=-eymrcdZEV9_zA8^9NZ!`n05oJV}+yhmhNq$|nl?Mi>@I4XqZhv!yD@B3sf?utar zXdyLJc_?>vkXR=>gh#oRU8GYNvGTr<@|``~ByX=`&Uif)&we;}4fpi`D)TBA6*YF1 z>&X5w7GEf9D)Ribh#k$QU!Z*$)Y&2pM;zRlN3$9zo z&EQm-ajsPY*RI=U9`CVDoK5QHkjy!xQ*6=>V^o|sm!!Z~Her3-FT$<^Y{DMYs5cj% z0G&fkyN#CaX9a83N6uo#A>&(yH#;sVJW!fOtr0-MorYy5G; zeQchs|K>5tiN~0Tu=R-Gkcv25oNn2?ihpk-dKQrI9MUTeNscY>s`@(c?p~fN=a1|D z0p7=W-0il*4bK}sE`gwW!zAbG`d@-vcE+o^uuZqwltZfhMRKR3RA9h#V;sWEUoH4w zj7R$K0X!Sm|C=ZHSiD0pN8Ak#>4$|lD*q)5NPFVF{$d-5i~VEzI-X;{T8n%f&-F-n zPXN%8JD5$}xaAiy+KEj>8Txbm!3RQk9Y2s!J2u(7SUv4>6FEyAI4 zY@Qd5x&`MF7C^BH0$LmbC!R|k<5{@fs6sf`W&!9oE{^Lf>G4KYY}aq(*#2)mPT%VN z<3H4MBAVm+-J%?k9IiL-P|^Whq5}4uwzN3}4$nIiz_S~5I{*wtBB!l=zZAih0!7#Z z>wmrH`M{a~UvKvO-w(R5&Hlgcd}a6Of89sHrv0znyMn+*c8AvAK1n72osFRkO-5tEoY zJ7#q7_+!iL3fjk(i>2ke%C-#-Mvm&J3)^@vrfO{YlbFct`bNNRJt>{(@=X8hKJJ|l z-sp)(Y?Iw?^up9=7&~ZVjwMJZ@ovC(4i%%l#3!MyGtw?OvTa-=TXcG=Na?!%(u%cA zBlAZx4+W*qTsZ%x`mbj^3BsysWAZr<{X<+U$0*jSWw+`gciCRL9j9Otqi`hbfn`gD zY5ON$tE=d6y+d*3-KQt9{FiGKtk;dAg!}@Qrw*wMHJntWF#-e&t`t8plxn`Bqnsz@ z^U66h7jkaVT8dJ>euug3@Mr?&8~x-4-#dGqx1EqQFyo34xf*k#Epfc_i0@wmFBe?0 zZauw2R;noYc&W+3PYbGGW^&`MprXSWl(?;gtC?3? zPY>&B&kb4Las_g)v#rdgM4NulmB)s$?kbNY*--Iv`m-Aw+~EGAf`tLi4@D*Fu7+<=UyXr%y4oUa{;l*C*jmo6 zy<6t`DZbYorxR))Wn108wdp{J7LK--ApG3MV6{!2F-&G?WZ-C7BOjrdR3(Si6f4Ir zqL{)Cw@y@-;hbLjhMXgF41{ta`Q_+*dybNaUCJp>WX;M)3QUwAUg;4~Q&e6=jw{j? zJZo_IqqUXE!SQ=J=LOg7bR(}H6ds8`H78?vt;;1tDYEc5++j$|)std{FDI3~KRlvT zRqN55l@<$wYc^!o6)8dfB}3X(c_;m;7THT<>pk2W4s}QylpR;LgQdt|Rv3+P%kOio z8?LOxni`LkLo6;){Tq2AdroRB?zWmt-{9cr=zdRpz|}T%VM)pM-st(dP!9=*Gi!!( zyzj&%jIEVR$%zgbw7`PqPp8PV=v!1tRqEmJvXmlRW7?wsM12~x%}Kmc%lO_Da&4rd zTKc{!)#-v)b@L}m6EW7N6H)yFGa7jnI}|_f3ENYr^qp}kGLTB|ArSUV)oY&*s#cF0 z5nEaf7o-ss1J%x8R|UK?wBuTjQe*byC=i*Kcf}_zEUHG$=s)6BAv4QbwoYNx#}fhF z_*&wd)N1XA7og6d48J`q*Z$X-1CJ94sU-lZqqH>82>5ODs_

NNo?!woi3QhV?fiy*WR6ouxr=tE}irI$dV}ITH(QTmOCgIU>jcVozsBq=d^@g z`$Rcuo^s;N`N%p~ii>_^JhsceNtK$pGwQ0+DM!AXQhr|VUA_T=F5e&08Ar?=|2TDR zXI+_ixI$#E_dfZcaM9LnsK*x9WDl3_M%-53sB%9(V4Dj@ewWi;^URjR?rrv+&l+DM zucoeUotk}2zs=KeJZ9ljlxSirmk9KFbLtyD6(SS1xwUkkaOnoqPvK!I4^=fHPX@H8 z?`+vp_*&QCn)2fKcIR0|qw#ap$ZbvzGKWguS{pb@FOGR`y}eaxRs}jPhC}CytXmiTLkAQCLdUy8gFNS4IDT$k(y$s>p2@TA!fzm7fPAb z8jzbFmadCWUAe*k$QM`0Y8{lJccnkaV#>YZh_jl|*2b6uE$HZ9)sCu!P;c9qg_ek=A2YQOFr*vh!*;eOr?oQzu8&8+o@((f%k?}W3KM6qZ8kF zdE|h*+CQLyXI;26l`$pk-y{-kz4BQf}(oeTB`swqX~Bqef~(SG?u7eZJcH zWwS=K*BGSO5GFKxhML&?sqEZDc7VG17dy*H`c-cHHEI8A{FJ7V8vgYff32PN|8|gZ zupxr@-7dAIgP^@@{F+SjAXFx^zS?E z7sO)6WG!Rhjv^>0&EhxCwy~l$8+vN^c)#zD89ScZ1mSOQ8ExfT(!vI^Ebkr)kZ!$w z)O>u4dsE-1zl4w98!F|ekL?$Gb6F!sHCPn)B{20h|M!RR-~+m|rwW_Y%Qlirci8rpF02ww9Xq%BVdYixCzMbe>dTB}1pKNjA$+rKWYMPx&6@S_ zajmW2H^qF0E~LIyo)u|`EDsn!Jl`Yav{&x+G28os)V9OHn}*8x5Z+SG-`8y$zbw*b z8nAKnjYdN_>U%!jct`z)j@fNd<35FLW}l+SW$UXQ_rX7}6MMTu9=jF1K6h5M{((4n956}~{h)rASKGyUKDSvd zgE4FO7Nc*kMQeoVSMTWE-pXwG_U^*m&u*<;JTBLI!uBt-nyp1NU3n8m%*vgqlX$IX z$ET)>pk=P;xGz$xW9I~E!{gL_IjrZH+0Y@awWf;Wcr6lRg7643QgsUZ?J43|%2CG)90oHs4`Yn65Ft9I84 zwc$yu&5HNJ8&f_6OyvI4!$Nb^j+}D~+$_CgyIO+f-a|OX@PdNo3lhiCaEU8(Q&Ji0oOJA1Abh+te za(bmw564Hp`NX^IF2(d%CVG*aB)e0s1XCMJ$wQF$)}j_~mV6^NxR~%2x#bpv=cE&< zz6erCZFRbhM5bm?3?&zxo=Go!^r68d;>gD%)AUPj`KdF#m9^mnJzTfeNUrT^w|p$r zVK42{vNPi1W=vS2FEw)SUcG}arU>d*dxiIs>r<%>RW(s=2d`_>M=!42aG;CDYvBug zgRrS@A4I|UReLbnll8InZ9XA{v|MI9u=fFC9U?mNR;wE7@grojdMzR39n9nOX@nyF z11xOk-iU+fV!S5IzU|M@+EWKI-A+O~t$P}Fw03*ZPE_smj*6(&&AKgvp=mojj)IBL z9N!sqzq5|%=g~{F#;c|{VcS){qsdQg@ovZlz5e@wFV(~B@fitXe^?Q*-Aapt_7s=0 z-eD`oUm0CjV>|D;jWGXm!+1K7d}+5Xx2bNXea!e6biYo2ztUbC$pi91;?=qkk$dWf z2CMF1YDbUD+tjnkwo^n1_35v&`I^8pCC7ZtdjpYE^6u&vm_kjG>l6c$qo?7$E$rWh5KI@urqgwB0lB&&W!}_1aJ|~m=bjh{M$o_@0 ztL^)3B~2-1d!7e=5-7%7tK`BUW{BXFT7TVrI;J6q(TLdM_PORZ=IOnAfi=dTgr^2` zja9^pHxoUdgjaqj&ArWEL~=UxrgrLTY)rFMVfb|LCl|g}<@|8Wy~^8$FBgL!OKH%8 zie$DC{W9K^P2Iz>o;&kxTQXj8OX**L$HhQs%h zP^#fviqIF=b;%Dj1Gv78@I~3;1I53)S>^0@aq7ttf1Xi*pFVft$$8C}`1B;?BQDF{ z=)a!1izMdFypWqP|3kD%#@cbqi-+5{-!kC}bvpQ(`<#`~Wj;xFlg+XZ&voZdONI(( z=UMTzRQ<7u_wxE`zriE0?(~y%Vd^&@f7J;Jc6fv_0$mRv5*RpD;u_`BT&^$CC}{d# zMxLjE*|PaU)hf};LODBM%^Guv+23rVpzR3;wKES}OeRpZ3p46Tj5La7ycQS)H zETv5&;WX&)jMv&-v=-ipuMYd-LKbP-%OuAEXJ(L zR4YS6dHK_J5Cv|!PzG6HB&m(CN))qisNs8HpF~62;FEMbzLCY(wPL~EM zug~=2bZdT4M}~hnU1OHM)}x*tgqNa(%<)4D)XueUxR5*zT*+`eVmZhYQ}=>O(L|7` z3+Y{J%^9*CC})R=g%Z)D9UliEfg#ADD89U;ZEbWd^VRD2Z!G~#_!`nG1nGasho!X0 zqPMd=>qCwbgtC&Dn098!1mVH3_*shZM}qP-7AtC%^$;)Lw$iW{?WIfMm!vmJ(jf`D zUffDnJ7zChJ7$;_JzOn8FKTCAm{?QvVU=LB)e>+X7;Q6{7AAXTIc^?GSVkVrAisJc zECD|=LD)A_ujIq9_4ifQrL?wVWPQ9Mha1{w*e8spk5}xlVO-r&ALVltbqTs?971n` zumcT0OHr4kr^Tf_9KJG2pp1~9r?+FIe5eti2;c9+TZ_&j=}c@pOVODi2&3t`6igh#i&H#DLB=5* zCI~`k`Z)?S4gpON#L;v;P+ZZO(AtjXKTBE9E_%iccg5AI`Y7vBrrJfLhF|}4;+3So zZbvHkh(`^BVkXp%JmMq%a5!9op4pC6@ez+14ws~V<`g4_^(5$V?Z|^Z;-Dx=|JaUH z^bwC{7t7j_GCtyw!)+3vXsGA8>=^i2|5j~^_TwDmgr<^QQoyKRuCPJR>>7!0#4(vt z>6^y`sf_HL`S$_+UbSy#C&rvjFk3EN|28Z7Nb->Re{@Vfl zU3>B)!JtA}V5aLV;@?HMOU3_nSX99Oj{{x-|KA6Sg@Vplb!&bk{5sOw&mrh%e;)o$ zX0^(Lb^qf~-!&upaB?!AVUqvNCq-s zK*kv$Bl8~_Uw@Nv<~JGPklf!wBu6Zt#u)UWC3(riaY<@;Ls8Y_m>0DeNhwMAF`q*T zZSV<$3sbgIK12zNYk|SwjmebL6A6->@=qCAY#By<=qw=PW0D%Y;;m1kp6LkT<4--* zgAV(owWmeeMoi9%YKo)z;vkzC&IimMw0>NjEm4fpnm_;jN*ZFxF%1!rgVnSJjq&H! zV#1AeDOV;g%EVGXpNu1)rP%%`)8gv3qbE7GX%>=%AN4_zhuK{bOUn0+6)E(M?d(PC zvAN=|RMXqvwWmE~H>c_IQxAy!LCZ%-qFRJw?1^g=a_1;MX^0Bpg6=F+80BLa_)Aiw z-(<5TPcMpT0ta*KuZKHZEP(d?yZp->vG!5J+3j}4zOgVTvmp0;tfqe{R`Zl8QH<@i zHj@#8(@&eyKS4?DFbOyakc2k+Cq}#7gJB;|$I2q(>UN z`}T)xHNB7fpd{dEtmZ(p8R=b~8hzq5_%ldDyaF0S=>{-_aeCBn9><6AE)xI5dOY!0 ztV{ij^;~wWE140~L9C~PST|;m3R7T@yq__Km^PSDi&GckxN|yqLhh`mD#yINKL(u| z-4B>FH+Oot2ZSlqa}q`&v4@#j-;5^mgikIfyp1y={t0#Cj9*4gZ}>Y-ox!;60--(- z2J`gK!FDA8HQe)uQvQjKfnQPTwfIX53s!h-D#x>OAUZCtK-0`y`Pkg`lM9kZMGJ?F zdtiuLhke2&@X?dQW$k@`1PQp7kNi0>D(xdc5ZOoDM%>7l51NqE^*jU|K-Zm+)1!2$;Q?~#9kd`?o5G4= z&#+MCHeJtJ&k`j8^qDwvYs`!Ovi9tDSzXHYiS&p?qjMBL5RNOA>CwYU?P<}#COADX z^z5U6@Wy_V2`~$QP=7Ei4V*n(0EWUhe2}J(kYx2vFq{#RJ}61LbDA3nKv!yk?@XQ= zUh5KZkXKUKt{R^nF`U^BgPinCRxBq>CIltnCwy>c5xEj@HQ+AhAWoNJFoD$tLkz@$ zoR7S2@!MAph@)U0rGr`TEafSPb4nkGnnkxpF?3{{O#~Qqm>uYjI7B(N3m7+f$bvYP zGd(;Us-_HA@Bx!s1ejhf*@w9erx) zpQQb>(P5y+ZgdaZT#z!$eFA%y;tpaKp#>&a`Zcz}yMQBuC+r`B(Tv#%<~Phf;NuWl zi5}(Jgt-Km=Df~Qd?pBmzI=-^)|0zWod!1S<=|zhynlbJlSp zhrB50A^|_bcAQ}BIk|J5$9<$E=>}kG_z^&|TK^?xLn8I#Aa!vxm>s~5+U#Lk!gliL z7jj(P9`sZ85-A*4CxTWc56^<>r;Xl+9tShwQm7hymD6Sn?kwdJ+gzgm&9v~24})prN7x!^{I`xu{kOr{C;;3E{mY-D>H5@G{3^&4 zI*_sBxWc41ZJViC{$L#VQe(k-pM+zz$A-MOZ9uOsmsgbp_s)&pLr!LaR}Xo~i&w6~ z$usN^<5P2P;=YUpVvB7Elm5mwWX4ghag7)Tm_~)C=E#syaz_cvJ`tQC_)}1u!OyPs zV%MrN&i9IfPmSWSFjrI?wvRO&P#A3MBkC;I=zkpLz(OoUbo?#3nJpfi7>Kx%KU8cW zIg?eIqNW22b72dE~V9dEx*1+Hmxz(vRUf@(4q6$VG4)jG?JcI^V7~fO) z8-JX@&;UJdy!YKk#imZ??&#?yS23^n*L`%9`R%O4>66J}AJ)>4rY8BUn%;5RN>y+WR9Wa!I>5F6JbJG7Y*lpzF} zqRSG`%O}`jiYTi^qhhBWzT79=wpMl+W-Uolrz^Ix>V^o+Ic1hFc@gc!L}>?1M*BGY z)li@NuV?dg*7FE9vfA>|^6>mc?UHTF3;VI9sE2O^;3pJ5HIa zht&P~G1e@?!q6FI#r-vD9)H{<$o+h3>c_KWrIOr{qh@A&jY@V;hn6a6m_37xwdtaa zeDR}HY1A8kd|D8uVNG_3Og9sjVWQWF!f$yg4gGXGw-Co%|DF3Gojbqn9I#`H2un)d z+*dozZ9bztmSmd+9nx02oF$Kk1u!1EzZbL_44mQ^FDncC-Bn@_32xO@L$DC+~%L~7xzxz zII84#%y^@WML|i);_{utGZO!)jKEO^R=*K!b;UPrZNWA}p4f&Wqvw6((S+_43#tbc zTSpOtvov|#{$*DIaG%PJ`iTQx4cGP2S@R9)!zvnxQ&`j>>^$O}q7EdM}4qaDG8^VlTx zTepji9oIJkW@l(O_F?g2W)Cl^tAX*W5;{%k^Mu z{;sZ(|Iwet=S^>*rPE4uT3UYZ*Ac`!*>go=yf&_6dn7bs)26Rpwa-jj-GAM_e+^{( zQ3W{MOxAWah)!S!FzmTK?*C)#yW^?+-~S^rL&zvw8A*uj)sn3c*(7_DJ#MEIvMO@y zG_36Gb;urB8ArBc9vu7N7{B}I{jSb=f4+~$@8J)e`@Ub}x}Mkbx?b1o+}CUQjgQ2P zySIIs2MgSHqktb<2&Qn7%YG>366Z;0nG9I9eny7)YfUT4PbEalVPy~gdTsTW7O5Tp zJG+V5gJcy7CT&qOJ`^<~VygVIs_DfRf4|g=nap#VxT7~Swo}0=*?@{aFMJ^xOq}H_ zGaC;gpvjrtp6@%irg6)Wcs#AE&w$soGQ;D6){ z)F@()3Npsq<0CPlwW5Wtg4cN3ZFMcWBjK7_PO)Q4C1Y8Zm?}Ac-oBMLog<)g+_AlO z^l;G_mEtNk0Xvj&GSrAL8ZP+zHVow90tKrzeRg^N$bq>7#P|jR*(62sTmS#OqiaSm zi_H17>!ha3JF~kvzqZD{x)fR0xo^i!)EnsM;+ekGP$|E z8rCRE?_qQ=#V{&sc-MG4Xb;zcwDRQ7j2HPJyQN&(_@W zY;iw)*IcVE?sQB<|Mq_Z5=t9)gx>WW*7TpZ7%}lM z$ut_2%3SS&l^vLh{8j%4W51u}v)t!0He_ZrJB2d0nTzw)(b3@Nz~34ka)eX>Z}I`T zz|!^4)>TF4k`vvl<+WGY=93P;BN%4C+)4jDcMWiGpwmWcb9SgWt*TY zv?MD&;_1#ha?I=75FD85l+{(hjxT^{c0p8$pGL(^_vCStY?Pb;HKL4YfjpXV6E+UZ zh1J3%aey_Hi=QjKx{GXeTeKYw&4;hM;9DPf*7I{){4Ft2@$PONCVap&!) z_;`EfuNc;jXU-Tqet<9kBTnGAI`ggwq7vQJj2D-TbH@xQeLRos4!Vgfma+XMK0%(E zsiO%f_$Uy9GvF(bc6Le$7y?W7SBx)9!)Mj{M`(H>daWQbUJL_#$ZAMD$V(d4abDPHCpt1PRR0ZEnE*@m8 zal`D4%J{?G&BHl^#l}QjfW9Np1R_xzh3i9GFvv$C1 z=UBBhb_0n9;%ofDC@kPwqH$gsOn)4KEs4OoPj#axkR#*@^@E+XO`M8>l8fEA1Is0i z+4EiL9t7Nd+9Td9o7t|Lxm752Tsg}y>sFvb*;(-S0D7z;+sa@N@@!yl-)FHXeP9{x zMjj!nbP5~GG#3Rut3R#l4&?9TRr+|ompw%hi-nAH96eprafx|Eec7E_HQr6`t2F?8 z+JX-YJRr$|G`~F~v6XKmkug3okb2I)2X=_^`cpaX7uy?F$!C?#$(DL28|#nR8o>ro zCg@k*L^x1P#$N^!L6!2k=cY7!5lb0$ARnX6Klc4&RsXI(mV_YNtaFn7S$P8;@6y(T zpJ5H0n2I4x9=$D{0lONT2Y+na<$F5#G}fr&Od%DXKlKlqrJ*T<95KUs2i1d(ST)AL zHlEduR=Fm_3{f$I?&WXv{SA>ufG4r&-=YSqY~)c}zwK~a%y7#c7Yc@Dt0#TIf^uET z+4-(4&qc|xYe?U15h+2eaSUC=&xLLz?IClR?X%#0!$zgJnm9omlIHca(pOj_ANwvy@)_&eSddt&CG%xf1>l+uCMq6rFtEVPzyAMtly$~**8URR zS%Afs*s!uu%~;8nM_C!PJJ=kDgq9~-OZFl#-o2zecCQk;oC_~~JTq8O!8c(;i30#M z2!KK`5cDfQaDNO&^EIezOzgk!0gnG-$d^acfG*G4C<^sS||eOJqc1Y~*a!16X&jTN{< zG&6v*Sl8U~tP$m{#TQ7h?)=GSoTb20fjl}aaYD;6xN5?6Lv7EASnXU#tl2eeZ)kqT zI>YY(ZC;^ck~cR1hbJJ)TCOT4V*%#`goN4};Dyig*&&a{rS`Yn_x6?n-;h_q@S*6YZM%4*6cE$rC|azM7{f~&R*gUl+UfV(a7R zOf2|-i)q%!s@pj5Dt*IVj^of^ z>GjmDE$NIyeg7krgS9#h7Q{d{p(7jyV-z2&l2ET~$!C-kv2{MRTLCEbP)?=iWCdS(iOK_rE;+(TQwOJ{e zH3II7=ZunJgVsa*jt$CfSn8`&z_&>QhoS$8Cd+si6LkJH3V@0sS{{J_bsq(OIU_@w z!mYtvlCkn4wt4HN$|UClCi(}-qC9^+j1gwt4uO8MVK&m_Ag^+Fb1j)n24|_x(W9@I z+t*R5U&HeN8=G}r1nq!3G8aBLxH!!iYK+DIVDQ3mcZFAX1eu#$AyD7r?fVLHPO>5}j=uhi*O{{e6Jp)UN_%e*^_Jy^ME; z2lN-gI&*zu3BnWBfQj&baz`US!+>*pP8Dj3a$z`D498Ui)LHi14+ zAjSSHP+p5b-y833LjC+1egC?5Sy4o(L$|TbU4gBKXD20g4wW$? zVZe`NRCVLD*8cn^N3deCsLp%;f!E!D?9Lm%r}OI%k(;T$N2vTf<}kZKxX;jW?OqlD z(niaJ3eZUAiyEumd&9MjGtGO%#l|eR1@^GSkCFZv>*a26ef(Uh9s3D9{0~$-@Y~_RB=3z!4|N&5jWHttS9kd=GiF z65vd;jptmBsZYoX6ugt)jVK*lIBl|xkKG5G;6uou?w!$hEB`k1&yXRf2{i-K_R}kI zqj&4)^5Dv_xIes*fe@#ymtcnG#(&iRS{^t;7CX2b2Fy8RKN-ii+UP4i!*AyXq@wdC zcW|i3jX=MnlQHbL>hT{)L6qnflR+Q7rKIb;k0oCDR0;gtx%GnyEw^U#zl$7GL1ixE z(E_QwARi@MrJlxxKs)kN1*)nW4|_J&k@9xDfQF3R@BG$3+Ljk45Zy~Iy*lBDYZ(fB zFJnP{nHY~`ob%5O=Kl*GnCM(k8RDuTQQIe~?Bb6D^iD#3lkfZP`PeoHLXd_B6>XQ+ zyCtTokyp#ApoC3}+n?kS6@CZ4R{1Q+(>Ux=rIEU?llVt_P}0lb33dwu~J#b$|DMp zpTrR145zW+r}|mmP7-9rt8Ms^Qpwm)iKwJ*y%|{h>Y?-2R{@(Ah{Nxsf?46~?t7{J z(~N1x$JG{DfjVnKeRTGxYr|Kza38Se=t&s=+2my-l?R!K6wQ;>B*B6$TR|0}^1-N& znJ4ShUM%K50jat0QWDIvt~dM-hIX%HoEH4YtNtzwFVEJUk+J{ae@HEL^hoA^3awa@ z92+U%o*3~*>6e2oiC544*OW_;c>qcR2aUv?XI2vzJ0<9$y>)o(K<61nZ=QgRT#2~` z92Cl%7_Sa+3PYX9Q@@UIpr2D#(mZvR0CadCQfyZgfJdK}>-*s%9V zj)uGZmpzdODQ7f;39xVgX8vg*IxHdjHM~|0;@FaqKg`=};l(vdwKF^$3pQE2AA~3{ z_2}7v9wtcf56|HQH_`AQY#{waX1z_vj*ba12^^>jwm}IsF=F7cHQ?snbv0ZyReLvJ(No;0%z4gPRCQ*XNfa- zf&|V~9jC4eL2B&LP40QV#nsPc$l&9mW^)nDH2zJ2ffF+QMyTHxedT|+HBA;}ecLWC zTy3aU22R){ZfXQ#6Ci|(a_h95{|=Ds-^Pn!TCCGm%0N#{31&ccVFnXTs_WpAB9a_}O~90c#C?kglt*qm21=f=JS=IZnrRmvoB+d4%Yv-^1B zKI;i{%&Ag;DUcyL&=N7xLXdBO^)XukBoHwn7FhWEw1{8C6@Hyob!fC9v7+wBIx6mK^$i^Q}&&}4j}3pi9dEVGJQIUGxn+* zb;#o77k!Uj{ylCsL3aExa90NIQ7|KeYv!g_1Yfg|;n_MkJ#3L$We())cA@_g0LVRc z+hiX{KO(-DP23N|>O+3ghw$5L{R5w6oG%v;F9iio*p86gcfgJSAP5@8U56R7^>&sM z)0dJ51~}X9c=*$_iXC|XYep>$N2@-dC@G6}WYL1kS8*ncz@M>zx#GeDTxIc6evtkj zf#Nr1;bvUV5Ge02CxHS`N;qDs^9;{~7U;ZZlPEcl^$o6RW{GzWN@kPDIC1zXP2F?( ze?_cW1D)AobAAjY*f!&g{4Z@WL1Kd6gB-Vu%W*HM{?+mQf3+P!EtoN$*=Ht*B@V$U z{4sQ`fSUM|2Aq)XG_|72%F%dgpBYYyB~`hD3UeR`I{>+kzrrh~*d&XiLKeIUE!L~7p>fuzaA(8avWO%6niaK6FrR`A<4uwnG`NrN@Sh#tHPVl1Yuovr53vO)Z<-sZ z|DQz&o1i+l2B~m8U5(>PsH~sY?fJH6jU>7lhd;sUnoGBC3mNUZ!YqMtv8)>QmnZd6 z5f0TjHr&kqvbi@)7TcCiKp^-Q>NTTBV>ow%7B3HmO&g}P$8or0k18I#R&1l1;VhOa zRnz4cwcq&GY0Or5_G76Ce86q7Q(8a)JIfNy+f$QaXmvGe>>f_A%0(KZKemNblNN5i zg;5wQFij`;R(3@=_4oG%esx`-QztVs2<8>A{SinPD$`3w6Ii1Fx!wnpz5gGKFf)wW zKl;z-?D*hX;w6n41I~6S8vzJHoP1NN9=`3CWisUlEaQi?fdNa_ist|~T6l6EOWfcC zHWhl)LVq7P1)8v68$K^}5GYGw0+ua@qxs zIXmiK76AWXxbSja9W>Aj=Bzjuq5>th*2)oYu%H7b7+;F|dOkLiwf#FM zFip_>5uJ!Ci1z}ThvLV0XYXME2Nof5_7sj?d|H=s08?H>kmEA=06CpthU`!iPK+!_ zf#<#_-oJ&juP;gm63TxKQ-S|wtisrb!#`s==66UZ7}GeVPhZ1Uj-Wp1)3-!^trY)c z_Aqm_=SbC=AZStfTVPxbS%$*55;MdwoS3BRPir6cuBLo2J$R zC6c)A_3AI#L&-6T8!m0OnQ74s*>~I%W>`io&q=7sdB@@|&VXDAM>QN>yTRA3{4< z5Fo-%2vljZ&D^Ux^w&+1e2V4DATpOy)h9l151L`6uIln=?`9y|`z(8~lu!^%II87H z`PMKPw|V(o7@tPs^?&sUwY~|SpHfFbwv)0)aWX2^d(N4l6)Q(xM@-o7&Dl7J?HIsv z)$+Nr1h27A-=$)BCEtFKIdCT^_dJ#y*aU+D!Tn>%1sroz;CZPq1U1RSMQJCYAsSW@ zrHg~$H(`qah!y^}d`vq*@?eS= zU5gg~+nB-Kk6B`n6x^=huElBbPyzo*BXyo}J^+)D&v28F9GI*Cc%~s{syhD$c|DgQ z{W()OSv{&aYmnq<{P&opu_h;S7jzDF(GL}|j7YE-f8|KFH)G-p4Q8K*MYQe|1|}z( z9kIZ}Cdh?XvKKe$j4dr1anwcv`X!02&?Dj#$6H3C5H*6Y*-lTUFXA-y z5F+y9@bQ2439r2THk9X?Gc42>BcMcL$*1u?{Xphkz^&i-R_kS$h&U3>!`>WtL z^yJT7;llRx1jOO;siPWKB2rn6Fei7jkwC_{UV4lKMnHdg*zmile!Bl7I%T_N&Y*ys z!3_$OaA(EYdqnSnkw3eMHuq@)=D6xJiZ`<>L95e+Gc*=xa6%nP<9zSM$A^O zGZpxTjV8-Y@0c_cdT}dO?l_s9Kr&GS7}Tnl}NQo_ObdNOHs0qQA(5#ufM@@ z&y+*nkeEf;_DYmrsTOjB8)E}6C`wgQQBsTG_x)f-4tB=}4JA-OEQ!B*EV_KGR^Ij2 z`}Hu{kS~5#k&mj)R+iOqA2dts7_p@JNn04j_8+*pONr)Ux_Lq3JciF}gfggkg#l9n zCBz7fj~{e=DEsQ+)1C8cyj0+L!7pWAiu(LdiT}xk8YHtx=dl;xwT*my3hBu<^>CjviHD)HXq~W}GGd^>uWbyYL zcS*c+4$_*>d;cBgYA9*7QmO}PC*3EQ9g|#3AQz02f5e+x2JS+Jn;h$yRDm|+a+>XZpbk1S(YERooh3etL=^xmms$q*&tze?=m`XzO8hFfgwI*MWFxsewknATqq&k_2m z98@PqW2Txwk#~Vg!fK>h@>$1*G~$>G5{MyZ2s!TLD61VSohXO!&tQm6?IEp&2rcF^ zP~cp6WUBxnhZ7PxJ(3er1~x8^M^^qq{%6vHPqp&lI!1P(WRvH>J^DqJT7~A%m=6+( zCUfL}evj_@EfYUt=i880K1+V9W6=_I5#LIYm?8hw1IcP9{;LVYn&IQ=#FP6$k2O&m zz7hRP6J!cBAxV7t&Ap3Sl)oM!US)x_qDH5W0d^HwC4~qdJwCKDS#z0lk;x;8CTZX+AzOzZ3`@6Vua><*3>y0Xw2<=MLv5`MZd<|2 z#=S*6k+4Ji+OjCL3^G#g&7CTgmZw1TTNuzbeRf*7MA~ip)hLjzc68#Ce3lcq@S!X*YQODuQH(mU~SR=tIFgh@Y-KBcd$zC2!Yq|*}>jU5D5J# zJ-R*)&D#J&ls>!@LIjx7qtP99H1}wmYrl$6f9|1sRyoh1NOfMj7={+)j_0{DTER`ILTNGj2n1WGkH3-EFVTY0;6^^;nQj5a3}s!-DyX=cYQ>j zXQ>EK6#}WUPXenvGhb*+=O)zYHN70U)f>1j*ut~UxBN!kDW}lWej!h)^l?TX3ZW1< znrC7Z@4Zzh?wKPYfu3G2T5N7s$&k>RYO|Uj&k?#C$CSA!)@f5m`r=L#%?~A)8<#^f z8b5pKYXdrNVyWNt)~da(SM#WcLK{1NoL&3mrB;1qoGPP<(M2bT#_7fV-czd81qnYA zepG@#iY_0$cKA_TSDj9R?^m&~>QJ}lS1MO}@Ju^D+lZL$Vy10dc>0w>y?py9h~(u$ z%uVh`L{1}B?f_IyPii>Hlcr?Xq>49Q)~V9@tt`+ABWJjo^7aMYiV1ts6S;7wpI>_> zzJ;qbo2kT0zAGw3*w^ogQWdtnx7Z6K==I$rN6Iy<1H&o_WB-i3BbJ=UQs0%uElh& z-PRDz3*)kaPy+@&{xLpnBC?7B{gQ&$MnKN}&jUBE)M^`a#-q?9J1L- z`>Ji?quncY$3ZI|rrYWBDz;|tx5qB(^OnXM@Z}d%z%Pwwjt`uFUDa;E{5UXkp{%Mr z8`T7jB_k3}o&)?IAV-G0Shii$RUDI`u1~Y+n9r7;kF;xXSiPWH*SC6En#k8wpqd!? zUj96~mG>v!&+9+gf2y=XU*)q=a+=&`fxw57C+`uhWe!MN_9Jp4r9xVAXU{9tv@Hfb z^{Tf`5m}_o?xXl&lPzK1Z;;a^9%7X{`BNYNkuzH}o zM&|nEPN{A0(^IDw9iF?F{A9bb+p5Fw3-r{<*EAI5bxDQH`9I3O;sySnE0~iVM)Bh| z>-SG8EFyw;p)%t5r~SxIZaMNjDkn#*7U{cF>2|ZBS9y!OYA95-T?7`V#^~Shc*yzP zQ&L|+H9a0tESH}^t?r<{_zLVyPLQ2@|2)}rf~@^iNgFF`1@~UxVdGlMROsQ>3ZNZj z{nldCeWbF-%k=$C+UR^`g~xMe&gF$Dn%KAIHRY9W%sHEw@pbrUc4#KvY72^yzPTQu zEg!QO^E%0gV@rQAx?lIEjUM|Lm%Hkomg<7K$^u0j_XXBBez*2`v=(dL^-INX+`Yto z(e1Tdnz7O|yCw^xU4SIaLWXO1IXsrN_-JMbKiIQJ0%SN+3}U&vj}eQhvyO-Ahpt@2 z=fRv@*g$%s`&TJl7yAL-vvq4#-(Ecz*=c;0X0;LanVHCA9{)2+K=E(HznJhmU|`@sB*m~5Y)RcCFNY{`1hyN1fxP16k(D3RXb;PQ-0_hcyi8AU4!^kvH{_4HV{L z25$km8HaA4GV$;+TmKaD&fR??fY<2`ZPB;`iBm?yP#0J{SO2SbSw?l#Z6U<6vX>`# z=b0V9jHV=1Ft3v*cq8k@>MEw@6;i)L^Dqgg7t(LIG7i1I&P8Q7*H=lsQ2OcvP=f~= zRm)JA`~LWer|t{b3PngDQy9{n>(NC#Twtparuf3++)T}~XSgYyhk+{i!*g!q+~#rh zBuE(Mh68T`nz%JgC0jXlmdRoiZXQLpE!HR#RA69u2$6o&|ppS+jT za$(z?E~C2pR>3)%p)kgzO-$Y1Y_=$K`cvYOed8uE@0&zbr+H?piNXY*tHsr`C)F_` z1wK58I<9={4WKz6M35{sk*oVqN`%X3UuS8#Lhj6zQ4_4v`|x}^SiW}L|!L2RM_ySYmC~F~wLQ+H_WAxC|1MzUZ z>Od{80kk1ON8!2if{^5)u#<6L+{8nnHBTwbiBwwo3QkQAJuw1ntulRasSfEIpCc=z zT84-HsFCGNeg@rmdqemWw0}sy*nhSFk z5}{qd5~z3?tDii1p3FRmI2~7~zSM;Gby6a!v16Q`sTp?nhB4$CLkrzfy+6Ywapd&v zq-_>~M$MdCVG%>m$Ksl=Gc|3*fm53}YsT1IK#^F$43^}*DgK{71J{g@`| z!gj8xPv04rJNpBa!^H=oVENpdp%9e$c@I;ul`kSJ&DW(NAH3+grxW8EP^+ZI8!4CS zZ$EhMX-W9#tWiG%Q|d3np3|>7B-K-b$awt!IWP2UuzW7vOX%eC1Bj>j>AYs~ zycW7q5T@r*Q`gB?#Um#fnOekFIbdOZz|JewWA-bJnubr_l#}z1hedeFm6{QGOtYv? zn=v)gh`#`f62n3z{3!D$uOUrdIG>4~VrFQVc@S(@KqB@~%CUuZrAb!$$xScnmeu=7 zb!Ds6uqfg2Lj23kAmq{>JmV{1fj<;>tiQ0*$TAvr;6)p}Mr*lttvb+Ynl>O%7pMV} zqs~;H?pV8$)2we_=N?zrITTt|Ku zteV??D+@~I!XEpBI;YXXI$3OwO)9F~q{VM#FW)@8!aev$SQlJ6Ob z?ju2!7ml7@n=P8v0d}jucT41dkOx}cK#xo=A0Sr_t2AaTt(;2V0(JrUc?|{Me%_GH z+?!81{pQ)gEtY|2IYv=Gfg(3evH8A)AlY5321XsklyN3)v8ZR>;N!s@J=d%X&)%A( zptKYV{@qU@IVVG_^~;Sd_Pvkm=ay{dy|~Jm>UcYX$6GZ9kg6BVCRk0 z=d?@yP!xROvBrBH*qutZ>GvyYDnBng-oC)@TQc)`&|gN2|K0@z?~Sg0g-0@+?J_0n z{w1Q9*yZFb5w5UO^&2bMxvzOF`Q09uj@VJ3zi=sYAzZWmeb=D7>W!}4bM)@9U;9y6 z{Lwuu$?vST^2&qub6kOI_w6JNtXe&0ElHRz_6GD^94V zvxxws%kzNTw&5D+IH%hdqCFW}v0|s{it=o(sw}$s&HUpP&qd}H1kD(Hw7j4D!e{EM zCP#;3`fd`4*-thk%je%HDqE|;8A+Cxn+Qr`GOa`?yAk>bALDMqoQ(k=!yD*t)Khx7 zD0F4#i(#7R0)YBVXi(7LI$WvkbcwUTOKAn83B9iGNenA0uuF?}D=8t!61<6%ZnE%- zO1TkEe>0ZFl~~wayEN`NHwD|N%cvT06^$!MU$-I7l2uuMD=|JQ_vF_FZi9Mloh`L@ z5X>vEK;h5%bDQ0r$xweWUBu^<13hZRypp7#%cGJVlE4h2NKWOEn+Ly)qr=BL=>8mC z#NO8xB3NF@>V}K2ep!G<`JwvfK|@q=_g1_9VTEk8-*)xSDSxxtPZ}^cR1TtCc4S%0 z4N=GKqp|a|yJsunhHq}bWG{=qJ;P_>ZlyLEx|<@DzV#cG^n;I&%mL_9g&fUT40o-V zAv#$j07&v}8Qst!ogz01);N^N)f27v@lxoRk{s%--(Z}9bRX~#GBTpQ}g%P@Wz?D&GW?_qmsoJU{6XOefx zrH(G_AAMWD1ZSS>WeSgJVBwg$Nx>QO^p)$-&6j>5RNWi06E5Ttx0)2>fRwodv7$A= z@%`Eg?ET2xSca@KA#!wXRA&8-G1^df3KCo^b`90}eK*5WJ;2@4cCEiH{#gsXda}5X z@WIa7GjHw=vb=1B(D$B;Tik|Fdvvfi(Z|>36fNq;sOleM++iz$;lN?n)a|lb(fd-c z)$boR!nE9aImtHMw8Dh@dK)yllKg%Ej~_4D2}cDOcx+ZUN=%uUP24o`Lpu?{HW%86 zf{%8gP|CM5zUp@I-ikURo639ZNOWp=@;hf(_a(UylV%}5g4)Q5kegFc-{h2!`1i~= zC*I}n+}+`Au1(aJV|ET`HaI#M^5eJ`MU->|DLV`Ug@-XMU-w3Li8@eWebvsl^o39O-6SUWUE^iHMDCJBo&NfDPKCjIWZwdF z+2;)3&{Y#+@uM5Zm*2OX0xW0qmBH(Vp#?9pb`cyp1r{(`=fkwC{!f@UEHIBNQ2Hd@ z9=s+xFTA0Ory>p!$}>Oj`Bj&LspXQWP?N*P00)H`A!4YW-|gDuzO9@;qg~u2m&ezM z&D0h>`^i(5vv!1+rwE$MBOOMCfb&!0I)$OUj)|TBJO%J?*w^hA9c)_Um_11x66)Ui z_c0{tgL;y17v_<2^OPuOrtG0c+Op0GdKY582Q74t@%cnaK+RiN_%&5$8mZayGV?BU z=gT4S@sBytukn1Mwpl|p#JTkzCT+aF=F_E?_sz=f?=0QDJ#$O`57e;*8>Au%7 z1T>#7H;1`XaWXZ!BsE^TVooDq`U38J-YLBbKHNAq)IbfN} zUyj0@F{AJ~U){`)2-DT!6q|y0$h3IqeZyuh<2qU(e@b**6#Q02@J%lQzVZ-v=_vl{Ck9@9egc#G zzQOZgfZQP-an0}xfxr}(aZBWGi{sK4yiG4!D;JXU<_KwO&~`LVjb>KXR*rdLYXOcOS?ePAvKzu50czR{9w+M89*^v7cK=5X@^I zT1o1cebc%VLQ^x~+oJHZNSaznJ7T{xO5}oCXbxp;W6=EQ^G8P1QeumZv5ySiyM3~} z^ZDY&IwO2(Q05!`#i!KYrH1(yqQe22U5X$H0d+yT(2Gi!Urp@HC*7Kxxo)v35xN2| z)Kj|s-foea+4tUibnJyn*d<<-bN$)x{ig2RH#(v#$%9{$OhE!_i*px!(m&a)@22-x z8pCt$MuqxppEH*2I!>$~wfr1C~S0-YHZBJ-MEiNsyKi(w%o_`=iI#tUV)xqCO# zSefOS`C9!rJPep+DJxC7`n#1FpcSvQUn@OQm(%iDUX`#7lgw!M%Df+8C{}(&=b}UC z;Atf#4)|$ANxsUuyG0h?>-3NO-+_;CnZibzT=!i4Vx-pmR?ek~+*aFz$Y=hQF!tW9 zC9>&n!M-`4yTU%-f$wPBj%mf-`er4Xfv#tK_#pAK=nc=7vE8qO?bjyvBVtd-qRvrw)O@Uv#6lT&NzO)YfH&0>?&ZoTB|GZ{@_=K9>>=?^qo zmp~8Kh)M69J#*~gX4|r}k zO+5>(W_Wk`@|3727s*u~?WYBo`p!u@IxK2tFj8m4$J{jz<8>ri{upui6b9l# z;=4T`)MwrDGUjBz_j2yG7)C9jgCA90h<4j;$@%YU{SAlb8XSLkeqt4nVbe~EB zN>!6hTl~7rnMY>3Ng2$64rv!EEx*|JlE-9-sMz$cK+S6 z&LWA+lj7i68vLVzCgIMs*+X@-@J^GTE)0C-fog`r^e4LnC^Vsk&q?wgw(MKT`6PXj z%rhPF;|(TcYGHsDJUc&|&%xAmNmQ`Oz35eoS1 zMZbE9Hk-X9sA1~t=ucAj^G*r*v(A)s;L$YGmz%8ts{L%0esEN9mj=Kumy&Zd_=7m) zep1V+E9NhBU6`HX^XFVn1g{C|I8)HCN{g;t&6_&CaieaRtSXDhg`h+H*){2>B*u;R ztDiG(L>Mo%uy2Y#2lEC9Yk~gS!W;gCBcM+b4)!ewBywT05^BC}Sg$fvk0>`g%==GY zfK$ARHxqccPWaiR214m5wd!y?uLeK9$$f+W(b@7}oq6Huu9B9nrSGDdR=(h~fIhj2 zf!>8gz>F+^`gz4@@R^l{dr5Vdy39{Pg_^RSDjlbkDBFmEvATZVIWqyew7i3D{m<*bW*IO^ zb94kLbTdE}%kG_=@t>>&qVk7)x$DW+A5_mxAfp0)xajU%X&_+HcWPr(l8F)V@8)6N zbF#}G!wsH*eZW^E8ks#VEyT^Y$nulxPrJe6`8+07sC_TUt{5&LsaX|UQOZiN$h5Pe z@C%Q07t})Kl)tKkD_Lv6%9PzhEl75+OaAN*38M}T+IPOEeDU$yu7&T=3*)gn(Tx+C z?rNxoq?9c5dFpPZRx7Iw!`&3VnhR%C!c}4}J~p8n2KtK9FFaO&6I~#suAx4l*3d!> zr`}TM5MY1%^c%6HOPO2K#X^l6+jIzO#Lso1XV;dU6fY0y7hY_43*)0s5WDa*{Ku!D z?Z+muR&J6X4$^~CrY{ylXYRMTi)x|IhF0FX@UF=C2Aag%xW6a<#jW^iSjK<{d;dnJCROS!mccRF9!HJ`m~wfaGS zkAA~F^C6ldUAmdF_;T05-3ia-SAK3OhE`kd!2FvUm_1j&?B!=A_FRdGJO^8Z zUvAAU(W-bm4&6ccs9metKu0ioFud!zw_fYEd-o%m`vL;*yge1|-129AcAbw_9ng%D zMF&h{y)qdk#(GY^EOcdK`=yn>PNlJ1{g>emda#;&yYFv0t&?ZQHuT18VwXF=4i<0g zxg~y=xHz_)1I@DAL(Kzt#_m!P;6aV|Fs_P-^4L|$V_X$gIMn_OK0iQw@&qLj##P0r zDQe%NZHW@re}9YSECIhyOk%kF4W7)+ui;$$Z(>J}4wJU6X51u}ps>c|A;F-Ta*Au>f+lI-31s&DN^Eo#hnLb@Dk-+cbhVJTq&S62VKpe9RvoknXn8F{rW|y`s zAQ(z*lY-pejoVa)ytB|&)Lv~-y&Ld&!LDsBw-X(8;3H>JQ&2Duz~^~e9y-(+N_XqO zisma|yZ5vZ@~x8lx7s z{GMGjac^?b7&X5&+VPr3!s?=lTa$n6Fb%hZOYIpKK!5#2cF~XPx_)DtzCYLvr0s7> zC&fzFFXnjlpPeY^PXTt)`B{WHSX5MCO^Z20154>5c4)6>KV5WdE~gaqlaz47m^DWh z!@a(RczwR^reDJWYgmktQvDdS#mPIF?Zys z>Xx%ZquY@XP%+hXUO;>uNoe%GI(o8}zVY4GQ#sW{=#;01AlbdHsmezSu{WJ&TFP;_PJiHoN_m% zl6K{-BrtxG(FzDmTCpuZl_ur7tATHS$fFaULWr(2p6o86S;D`VN=y5MZE%l5=ZoDW zBx>@_EbTs{D*o5=@h7_RV8)L~ALAPsk+b57OLGPoow{_LuueBTNS>W-AI@4pSS+`H z+JUc?fxhdBM&??z$@vd*pHE7h+_&;aS6{D^oA}f}Mf-K~l8bTaJ#*Q+@!bgV$xla4n4m5(KRrf!z1%!l%@p%=$0T24#HuwWTMl=6JOoLw>x^E-%L^7#Lc?2=iS|CMfTe*Elv?tKP% zuU7ktO-PF9Ee*b^40cJ25OrSgw@)*b%m>Vk#q5%~nBU>-lE?q&uuEoR{!e1p-%m5| zlhC*cZ04~0=zNzs-Rphxu`%X%Kb0DdM;h;z$Op)5?{oHH#i2Lp{e9u567JBG_dW|U zvQd`lv`+PY+)HJo`uh@;yf^LlrDB^9(LYVNJ)f`meQC3r-AC3;H$hWF_?$J1k?1V| z`sdEG)1|fAj|LQmW4B&$eM9RAeIp=3K6ZA0lW$Cs_1TFw-@A$ib}+%c$-x}G9;p#> z?=U+6{m!UG!LDtoNzTJc(--yBz&F7JV3dsn7SqlPz{)uj)9A}c4N!8>p0xtfLAcaj z?Uh}*XSA1C(!5nq>*}ijug z*l4h+pcI&2yuPw(fnd45nzkhPfC*O3eCl-rl`}(7EN^+BDU~ESeXzjY;CBnFl#qrJ zadKBr0rX90sn3KJtPAfBRviuD0$-z6HPXFIbYH!F^`pj6LH3U9bzt=nf#fVFDg{Vj zEyg)SFWDb)KSAV7OK&+SY8b*Df54`U^&RC$xjSy}@VXJw)hNonW_$55q`>^Gr7Fcq zttGyy*1fsll062rs_;^sPEHtY;??9DL;9Am65B$3U~JvXM*1A!G+I{ZDZ71Cet5oO z-2&XtC*Z|+QL;?(V_J~FxKRdjs3|u-GvH<7_W02WFqt`b@TDwLc5ZX^r3;Wuy_i5&|CdRUs&Ht^PTg1~4b#HW%=<$M>%HY~|zZ7(n-9 z4#&txGN8a+B}-bo@-F!OlS;p|!mERsW#c9`IbCIQx&~oSWI8l2shLkuH`i#^OC8o_ zQgSkx4ZWCf%-$S-Eqm5`Vaf%amSN;1rc0FmTHj8H(Z;VQrz`eohv}-d}sUS zE>~@4jYQRMEd!3*GycHQ=J(YSJHP}jWXxFq#fihL&r;~ML6h~42CSKczX;WbC#fjb z8|0X7upnBQya%#Eevd9l5t9B-VM?Cg%I2?BCa%15>hqj82G8otKz=j(^h}hzxZc<- z|FiD*(^ViBfIk-Ck2$M3h86si{FDB}48Sop{L2b&P2cti_JlqhZwlaG^SSYz-@P{) zuQ$5gF)M5k|NS+Kvi{rLC*L3cpF$dvqUoVxwE0+mv-q>Y;(IIn_f|1un)Jz}7+OfX z;v>oinmX9RLg4)I4Z?W6jF=XzPQEX~wAe*>>%a++6iqJbzuirEs~hu>Br8?2F4(Hb z>5z1is&6s+3HR=7Sj({KYhaB3TexJxoo=FA-P}vcTDCR{%$*;|@P4rbe`n?g@5e%H zm2m}pYFTNF?jlj5`0pbyRB(K0^M?H9jru&1v{=jjUTGg8HXk7jF{l8-iy$+QhFrP$ zyUEVFN;&OE5|=Fnqz%8`@{!#Pi=S+2F)FWo@qs=}yBGe#JkPT}>hLH?=c9R=-xAHk zGqo9VCa2+rgYD@~wed}t^lSj{qi?apXHnk!_XP}n*A8jE^T_OE7P!lm2Stu4Gfb?^ zA4&W?;=1J~4G7XgU$U8mY7>5sH0{j{c;QEH?kuWxLzJVN<7q41&)biLpWJSpyl%NF zDEdI2oMrfwr}^rt&<@d~)t6UUIlbZ%B!8H++^}jslf+lu?Ri=B6x_UECxM+H4EAL! z4*n9a@h!spBjuMZ?IXz8s=!Z{=9<+j>wN1{t|xcTR74sAw`H&I`};$7{vTgw0uR;O z{{KQGJK4u5OOkaG#-0?3P|ChfDZ5E_<|r~4OHoYODrH|r_Uw$A%9dSrrjUKI55xcX zKF{-gUccY(dH%0?nKS3yoBJ&HT<`n3?$7LboDF`MO47H`rI24wVF%J5(-Nxvwaj-< z)bu$hdUS<-U9@*t&q%sRR zX-yuF+;++?+e5yn-pIBH2E^>>@xauo?!a#9 zYc=K9Dp{X?#Xrv9kTyt&S$fI3@3{C9u(%@mX$n3>Jd z>1|yvQhI`L?3HPMG;tNp^qiD=YXg zw0hXawrzinzt{HC#Brr@9s7^LzcoRL>GTHe?LOL#GoeWh z*Cw;k^Nv9g4LW;yWg|oY)^8_bSdYDaT$>5sMV_3qWNCw`wLgi52!(QjiYb#pDH>VX`nffm=!snd$gTn z=~)NOg6nqjSLM!w=0IQ%dwuRvM(kPD?4zx?&PL)>1>cC0GbD1`E?%a9&N|iI~Dvss%)0OeUkh&`|L=^@T=MW zzNhq7=SukAn_v7p$x`RB62knAsWFql!`EpFSLgnnlzevN+ux zfAY@;DgIr`M*b@AQ7Pabja@^u0vA5r!~9rx!@Rye)LD&X^z-zaUdS!BlevA@Uaq*N zhY7VYDK~#@#O&M6#xp!*Jqk&}Pk6DYaqV|WFwp)H71}-AuuHo>-M(?F#0FR=N2^QO z2HY7|&78P0>ZlkiT)7FbR1`_x5MuJDO8u1m6MkJ(2WJ5&PUto0qOPELk??K}wEMNn zGZtY&JhsYDr`mf4IHcdO3ZF)|eVt|+nl|X^jR-Jj#e{Vt$UYYG5Lwr`wne-T2_@Z> z4Cf_UObPM$pr1`n6T@2B=!P)CL3s5ifJ3q1!LyfN{J&`YwEl3}Q`GWl6dI}`6S z&sHB2T3nafvm-x>7K|* z^YMlO`Frba_a2M=+{rhW%D!HJ)@_VZpPz596gy=#8%&27#aWbsqsyQw+?5&$4{nD;UU*Xe!6{10zwS_+<_^ZB>CTy`(e!beD$mL zqbSHZy)U;O#X=+`zUW`P>HLN5Uh+#GY7+-~sz=c|`A0Zr8CoE2V-q|n4 zTn_1b+!NcPBgo4fmN)8}NM2Q_IczFA6rQJjryscXL^Z|ykB3@yyH=guLCv2}te|kM zUtN{*-NTEHy!Z;fs5OzxYBP{+E%TGt<}=0letzefDx|5AY8qhn*UMa29a~izGkp>q zz*v=Sg@yw&qLVqL_KI_#UQ0Bv{`SZ$Cj(M|@ub$%~@58m(H-tAB zBKj+8A1_*<&pa*eNnQ3h#kiZC-tF%^5v))bNaISAAJ!XjE{soo<3*myrBIhqX=lGJ z)}r1|_eb``3(}-UcWrtKtv-$!HPc^vX!6oG=GOJ?EAPGl=C?I(zm&WiUj8;rf+q7= zOVK_mK+5@}3G2P3I!_A*O1@!1$!T|D3By{5%0y31YPMH{mfDN`I<1=niz&DJj9y-3 z>s`f0)t=HRzEQspl{*omwtn#9Jp{Ipy1Q(Ph*ac&H3gy?%P$JyzPInXSXTqkgf2zhg{F*lm4@EGt>B* zcHstbQfNZA#Yqno)-BqEB)zy(^Z49y_%WKb+j(F5C#A{*O>{)g&wb+Vqmfr~mCuN( z8j_c-bVy5TaBYI0)1a50=rJ}lO~21vC9nEJS)=>@*JH={XipqnC7REFT_uB~r%_D) zC;}m6jFs&YFVlZtNpQ3};Xg&2r*wh==3v@?i|du*`VTP=N7DvkN3jkJT>r&iBneje z-zMme7DN1hCnHWBW%wtT{M-2WCze3|fhAy$|6-n;8c(DL8ss5g_0Qg&wdT^HT+fyyX$3_e)WiAhm z&B_~BePO^smQYVfS?Bvqe4EmDo=G=W0Lj8(ek}wa#UUciu6QPqA@=z?pBG!+O~pBl zUm`bU{L6e=1NaS=<3B3R$&U>_QmVf_>b133X_wR0U(;CDkutOjtOujI*Y~%oy36#P zhrXuysq}sQ_~H)O+An5mPJ+Vy8^2Plyle+6%YRMOrpVg+E!rBGk0ZBx?|W<))`hy5 zJ%0Gn@b#lC){OVdW%pxN{up@N97u-FESPNELN1rIC?=i-l75J3w21LBsHVMNOk-`R>B6|DXSd8 zH7zozbY67jkR^F7R6SCQ$Pq%zHei8vZHMt8KPqg)c&i$px?*)KW40#NSE4tLYhBSa9uP+7o*MU53YsN}TWvUjs&u zEE7wZJu;i^9drMgCyyVwJU`!lCvvF^=KklNP5Z<(n1RltHm)W zJ46+fvZNrmWUmO%IdDF3V#z?ia^8Stw6Ni#yht4C5#c)*w@9oV(?K@j%fm5MQ=E0I zLR|#aI=%v=fEhMaJ)uG5b>KE^QgikPai0P%CPM7t$Cvl2pd zFbjQm)`t`TVS-1{4u_wubmXF7@dAaH{L@-Qpv~G#L`ZS7naxwyMVx?C$FjJ3q-X%Z zF1kdJu5>sx=Okl9yvVtofg4kcX~h!Lho1>y3D1VZ6yzN>g9V6d=Lyxq!KGXZ!?AG| z2~e}w-LWL3^b|X*16$;9cI%qVN5!<+1VW* zw1N9Jb}^n<8m0pe)8KOwRC<@7U)X#@!T%H{fR3S5*r%G_8p)_y*y>s+ugv>` z_C_!U9;M=b4LvZMBo1jlS%z(~k`_e{<^C#G_j3e;yB#%Qk+3Z%dchurp#;Qn26_BB zL#L0s0UQi4bkRI+WJ!AZq%OAY^q>=ew6I{sz6G>a9t_i#ABuB~t;aU&Zgl8@-Js=j z;yPE_%Z&MFW5BHFwR>ZtU4KS6b+IiMIknQN_PqtTX5a8B%)e&imdAhCb>Q%s?_jvW z=Xk39dRnJ-S2oOXLKs1>;p2N;$MDTIHw@jiblx#SQd*RpU-#>-iy?Ly=KNh@RmLGo zU%?a)QC-gvNi^3@HV5ycmGWPed>ZS;-|Nbvy6Qw*E&`lY*)o&RtOvy>J4a*YJCaYf zUk`B``SXWQ!^iSrHfFx#<3qsg`WVFe@aDU~EQLmE-I-NRDFEe(w9%}vc2e*zL?c2Wi@z+ih(W4@L!}e(oBnlB+2y6`I=lFxZkg>u zAkcl{jgs}ZC{mDjmCE8=5K`(&dsQ%Bs*Tr5{G-#v&H0tbmFbHENa|;$Zc0tV__#~E zRC^Q&<-HAGoI@e`9}!k0h}2&z6?>iIf+Ik{ir&zQrDwN;d+`kifpup+ex#7(qX_YJ zO|**in}Q@hr{=oJR%U{;(i4}CRJNBK+m~Y?j$cE*JF;SCb@Z7_9g4~F;h?LZrVpz; zl+013bS)ltPjf~deNCZI7rnLq%yOkuajLL567rL@b7CHIFp7W&ayfjCw5AxyW^R+oMI8q z<}`xxakg0Et@W=LXEF-KbL24`@eW_dOyXFrVd!v+OUnOl?Z>jCs56ci0a3`j;Xs>R z%Cru5^}HbJX)2@g%o2$8rZbqG{a0(R3odW9|Cm&hotv)`rjsQiA8lu9s(sbGWwqqZVpGD-I_Ya>UcbXR9#bXN~4gd>rPdJH09Wa;J< zvwPDsEP-{YB^^t2gtT$ZZe5(IG?o~eu`zUHaxN7VRgV%4U^bYIKUGLjeOygvjbxd{ z2?Gq|lRV^?yEfv34xFLxElSL#3=G~UnF1ih&h)$Ujv7i%3eGsLV5Aly;52cqd^d#V zfdj29{*s>q?+RX>m2^Hs-v1Rxm78h}&z#dKYkAB#-?TQQ8DVj8SG|?I8@X7JH95`c z-lm9cMM3bQ7I;(VJ5Ty>0&==tfo0EiRi``f_ut&Zd zOO{cOS)JiSMdftzb`j`M{12w?4~MNI&rXE7)N!eK%lJ*3jYS8;5=y4!5194H8tPAk zUsLbnH;u)Oi5MJ@9I+-qCVNfSz4;Zk&38Di+aW@3T04YRZ*4Asd6LL^KnN+N$#GP) zi}i&I3fZ9z)_C08{A|J(VQ4_@J5PW8&c#4>wrP$KLCntajFyDX`d0za!6`$-8OR2b zLuvYvd+Pw-4E<8GEj$doIBbaHlg%V>K|yDzDejcqRkjC?8sHOU6Wdu$qi|nqQA^^H z|8A=N96;%mdr=0(?#!ml6S{ZX{@Kj!WAcIQCx=wC2j`hGOxG7!i>|vB3`&VG z`Q^28Ei)=M0@(FKs(kYxz*+T;j zTcLN07~8hXT`$=~G4=%>)Prg*dwipXo3r$R_?x7WgU^*E-zkyF2gNf$YjorF(V+sF zcRN*>}6KP#qxf=@)a(!a7>%m(8zmW;8*mdkZay(xsu+@HeoQuH29L1 zP)wuV=xFcEs;^bX4(+?0JxsEFG+vmK%$BG12QL>f)A(+4NaP?vbQ#ljm?v?d1s=)S z74DnKd_0p-AaQm7u$Pi!u@CE%z`W5Q1HbTx#+zDK7`qJhP3}H-aJ75tqt4ic5yzUn zoB~3YGkNso$MvUNMorzEWIPVFwVxXN8T5Z~eNFELok9|)jlhjHBBPAZw#3Nx=6kxb z3Jo=hX6})aAwBO`&MApgu0;iDbn6&So1BWvqfDZV4Mi3GNpJPHYb0Mzsp&JCiHTX* zJ%6hx*KBLW@3DxUY^F*wLI=o;!QufScb)x-i@PfTHiZY+oyoei$`oHIv%tBSw^DSK3NQI^U}d0feWo_bVq|=Kd%Xt z#JT>)4*7OuvdteLIP3C9?LA*Q%-AsKi4A8C+;DrQDx9<47ut~0yBol{G=NkSEWaQ= zoblYDDt?mN0C(TeV0*E5BrWB#7W*ls4<1E>uBi7`Ln4yRU{Gbrv_lcJp#FnfL1>Xx zm5ZkjMfG&Wr9~>cbk}v9*x6>5&ob#i?~uW|lZU+=<&BGN)@aCbYCs(CX|adQo4!V_ z;$peoixn>t9n5r}wx`pXXNy-GRvo^R(6$w8Hcz+H`@HO?&)ATdGG#E*@b>L;q8<7g zBT6eLTWsfPJoWu-v|Huv(Yc3vV^8TG5INJh7Zi(kr8y2K6)|>;jq&)y^E`(sz(Qld zh&gU=CbMFd*JwZU!{!7>eO1g%V^N?O&*7$tRPUbAsF$ixR-gq{u(PCqYanwl*nF9( zZSq%iqct9|b8GDLcoW>eVzU1LGo$r-FxYlHzsA%pN#a0N(GUYP_G$XQ8i6hZV<<93 zAFT=yWG}Onn?FtVS6w~({j3UrTcbdBmuU&}X1$?X!>r2t)d#L|X13A?%oSGkm#Hy> z&)zi{yM}6yaxMB65Aur~^jl0CRG<=6`=aG2sJ+U;S_(ASLg?1v4QjBAZPE!Z7plpq zSFTrn$wQ&w4D`b3%*|>tFQXnZhx!3s$-j-u)2FYQBvVPrK)Rv2Uu5M-CJ1+UR|DG8&|RXE;*-K zBc13f@#uA0*5QUMh{wu1fZrwKHrm%?=wORvYt_SeP&brR)?nk+ap%{Zw ze%|Sje%l3^i4+0`N58o;FN5;qG@eF=uo&!!K=E@(I)8+gXAAp~6GJhc$L1+iwu!l` z*%IX1)b2V=4w>%U&IM?*4m_rNT7IR4#uE=fm+*ddCsL+a=GQKy9pUPOw;9qw7;s3r z*bq%z_2JGTXGrA_MD$Yu8wr*Us6*4mpY1#c#s7OamHf=9n9vaqXx=+fw8SUel;CAe^@P zL@-ig)|=C(WG8eDkJNkFbeAkA4*BRXdd-ViAs!ofDP4u4u(Dy-}n^$6nAmZ>t_BA>V9HJ_&8P6~c-}^743#ZaGL)l4Poxy)L88r`6NqeBrbO z9cNdFCRaM^(AZV>b%+y6r^5}1+GU0%oF#5S{G&)L$h7hMi<66tULrA)LoN4O~Iv&L*Rbt@LB#p)n8i{nm3YG#)bLLPA@AQ;(Z zPHrKhgod9&oxOR?QfrM6PxZV{qf5gyhU446PpcQUUhsLqpD@h_K$}kP;RHwJF-)b$ z-AbS0X(fuFe8g4@ymkk;ni!<_QmE-H*8^{w1gF?NvY-!<~xYr)=e|t26>RnhS1ps^?v;{7; z9ODI18}V(-k6z+0C}zO%`V7Z(!iD=R5Sp6N#L^>+b`OSUb=PK7fHM_zwzwFsos6H6 z=fN?IBKcL*(7qP;J#Rjzdfo@De{`GaX^nbFTG!uaJ|b}?hZE7t3D)(X;m3^QFm;}! zBf!H{+zI8o!+=<_H=T}qGqYK0Dkr3krZTHlb-m|eyko>TwvE2<3=%cA5W=y}=OCKh zp?6N6aJ<7&A-gj!$)bgWx%7mBg@@;L@6$}f@vMs-6aOwnZY7y%+2GabhodCd-+{|W zj``DP z$Fn=S_x;XwbV{RN^0=H}0LiklYV`TAzl-v#PD?W)sg0ZwsNF_=yA zAVzGs-`MMaf9=6x_IzisY2g(tyOaAJzu0`ouZO}?VxDnD)b@9QWePy!Q@njlQG?_q zugBT-%-8EKRZ=kTUi;1_p5g>F%PBtnL$^lTU*d;MJ9JiBfLu!6jOWX8m zQ0=lGdQs`u<>hbgu(@z*rW!gn-ZfHVXA`gbU?_=1d9*#eIlBTddZ-U&EgD*nziu72 zNoqNUaW+4Jw6$C~**JOt@N91b9R5=D0w%mmFAqY1)6nv^9WY;T#P#y3Si+fd^0DLy?aB> z$8};`kH;c`mJs-}I6em`2JX3K#y&K9Ilav@)|~LF|;_#(TKD?E;*Xb>WfsecXgp-H9~uPEI`e&zDba1roU-%Uf5bPA%m) zWTx0Wp>jv^6H!chxm@ZVns#wpft?x|@3wF!)a3CfaAM7(g#>r;ENH&eMRay=gKW(l z`wLd-GGJ9XAXXw_^ux~rA$Soe0jcgXGR`w(Z!jLl1jBd?1972z)5jsL2n(e~yJx;| zHX+$ozoljxkO861bjGP_`A8n;@2xybP3(I}IyNW91k#7yt1Q__O(lfXERL7K`-mYW z)?!tjw*-M4#^(THKRYIXk4XMdQ}(nvy`rC`n!OBMtUrwAfHuL@!M>Vv4^FE;u4W!B zWnco}u~`9hN4>I)E0Yh0Ryr_54kw5Pup0zGBs!Y~3`rsG1hWoDIo2suEcv|A6#shO z=|P03Ea6zKd_uSdz7-xX(K*hIUoQUW39@pV(h@;4cI{aFG)y`*By)NP)ymSDH9mdO zod}hl0$H8IaIKvG?lf~@>yIx;(LJDncrD& zU=0y^WZ$Eedq1`k$q zc4hVS&pdL?^mUxPGrrii)KV66gtBHtXf>_qK0UOF*PGeC8L@LNnJl#a`a;?hkW}ZU z@6NB$+eB75sQEduc>;Kvl`GaJ+Z{grSpg>#rV6lAjOuZ#Z@SG$&)`gR4)nZl(FV8^ z=Ab>%#;)wBwL;(sfwIkDELw)v;2ACYK9iRUn=$fnK1fa37H6B7qUuvV+*

t(yNz zv2WZukZZi!W$nL}V*fr}_z&9tGpwqhef7R@;ocN&@nItyz!y_@Xi&xmT&A{-;uTqp zH#5?^4j%=Mc24*|$oyPcIvdTs+hIII^!PQgzNFOn*hfS-X?>@h>R`8gbo#+vA9t3QT~lQQfGb{l^8~COhHeh+O?*Eo3n3i;sf;!rve zpk;*FUcXwG2~LVcZQH-w5k}4&=39iQvmd^HI{RXW_d{FeyG=bE52@(Pu4paOJ=C~M zaj4HgjmSYx#p>;4wNWMG^#TzxpeBCc7A1LR#@^4{aZ1CGWSp5;l|8QyZQV5gOSO)9B&QaGwnr)u<#sdc$*bYoxi;fMI~ zLD>UOA*~OHOaX4d`24};4>g3Th#lhux6Jq=`q;;+G96f(Pa;a#hDD!UYJlQdZldJA5runAIB&jxD9rfKu2qYK{Q`_Ad@;+=^ zB6M=&T|VF&&8zB5-nu1m0QH{!dS?5+Pj;jXW~$uwekj`5o^Dj^-Q*^F^{W;v8z@i$ z9-^{5eN3ef=F)aJyR&}1?veC_ z1W&BKwmY zR?+yqzN>YOaKU$W<^p?H>olGOgu7-ER<4&cnv`gCDied!>1Q@`cdypzUDa9CyFyk? z4@mgfHu^rWiVz+h;3z$DienWTw`o-O%BrMqzsrPJ@VR(`QzE0-<5!?gCR4q!+vt_e zQy#T<)~!0V-UZ$mm@_K@G*7Q4TGS=v_6@9GTDUaiR`UC1Xjd?CM9Plcps&$w^v8~| zhnDioY|@)dlS6$H@r`ib&I^Kp)#1mW>r}N(FU5ueatwh@C-?x=iM)(RA#7iAid)58 zTE5$u2m7##SfGz%P~2!x4%HX^{;;>&l;jk*s3`k=D4J{GnLwYS+@y?YRUS9i>d8Of zcD_rkO@_M|NE|zMiu-><>(!(qXcenUx<)g>$c6qZ`O#nQSEVEOt5I&s83tPDKisd^ zS&lvWr~B1CZ8MZe7H-zg=>VlF<(UEp;y!m6*!nFLerX^3$xB2)*WX+Jgeg~i5r;LK zaK+<4=()C-&SdM!e?5M#{=+%cb;FsSleSsRPe{}vX)8gfyrS~Kz4HoeLz zJPj(WY=@PH3^AH=fe=BL+Fnnq?Jyct=NUo>7Pr7Bp7>TnL>JmqkWg?cwjr)BfQM=4 zLi{vG$BZWUohmep*>;kch~qJL5}k;z2vGReDPk?Z#UxGY1_g7TneNbMG@E}X>cAt6 zodl{7Y@T?!iDxo9-0n@?2o~8^b}q=_^+ggdStG4km?YK^AE^FBbO++>4eAJmWAVW_ zTI*8&ReVq#OIAQq&=Myq%4bJ5gQyH^8d^IIZ3Q6EChf5}$+5`s>f@tGMWyLevC~Bs zap3wqo;BLEHh)~yoHvaz2@Y*@97}+%v}hj5)IdkQxd~*}!q#7Wx2Wy#gjEFNB*8@; zb0UPBxOUPRDa<;>y3__bD_3ZA(W;KWp#K(>_%Qm7Z^EaETZ1a!D7uzI=NAF~ z`$AdCRF&29bArFr_1aZY8=&+N{|548-*7midoz7uGdovZz^z5z2i}|@So1Ft#rzx; z1`&6JY9f3BptS1GKqt* zlePb$9UUe(=2}`45~9nthhrL*kN4%fWsfCt8X=AoYhg<0lAz9Liv=)VV z5_@(j1K03V7K`w+=K>Di4|aD?iOnME6o6q+XRFD%keEvu6HjYh=bMu3m_CyYQg$gL z!lFpCHmuA7&j=wpZs6EzaV#VYG>4+vf9MY`0ImH{0ez0)DQtW zxA1hY`HK_+I~+JuVfiS3R@x57Q=_o#73(IE_$;(7A2EuO&dDQ>sef2%CIqfsq+khj zN)AzsTU`(9l@s_4ofLEjBE{Zho$V-5|4-%Jl;0f+=DxzFve7y}s z3#UQ6Pyl)<4bv8IjwxT7Bacd&9jyt zE@pi0$+u^MHBZu6O_K5ekGoVwho>x027zCBj0MGPux9%Jt3#Dd+kT4MH#)aGbAU?C(F#0rA>Z3*wzK5+_25+UAf_B39L#c67q4HMvj(L zBN?luHfbK*hZT$ir1pC&QhMeoWt^`Pamt5pD(y|QlfpSzcwpMC%u}$fJo*K?>>i?| zbitlmkCU8pX_)xt?~{a5CJhKtL^f9k=1x34E8nED`TD#Pf>QxYX6qSVr$@jwJ;8J{%JnBtyHx=+Lsk!5}T;%VlYac>Xm zoipQ1s~mZ^-l0LJVV zC6M%T`4n87Q1Ls@CLTivwrnJDGE_a>G~jsq0@Ga!Ox(j#(9?OW3?6wRjlkJefEKYp zBi&nNmvq?BNQeY3s;v4gszd-W9I-qcCkeqrGFpyxlOT4teL$T*=cOi4>W^MeJ|PJn z&O6Y0mH_>CJAXIx;zD7YZaL_=g@;)}T4?|y1moPmsveG&G#m+jYe88_a3cqf2S{z9 zy#LT2-v8SlJ)Kw$E1mH$8Eg|MNybhIpwC&ONxrMujSFdT)D!$&^>>;+0P87wn>cPQv*o0bWU;emziL*1!`-INfj`Zr2pAMk3oa7fFb^K&S* zuAL%InIwKARTpj=aM;BA1~3qi+?CToOD!_PXz&&RPT2#k$0qUXJF;EV=m32U6qhbpsgS5v z%5PmtyV@+K8AYvTP}qUQPce3oKv6m^0)Ggb+>G9WMN}!GJ=bk*eK^d%nWv74tC}O& zTP>Tc4{6bvCrJg+Pc})0Fv(4I<6;|4?2B7cOL@GAx;D`~s|2Gu-e4pH>y&243`ai` z;A)S0^*QVTQect*3bU;TSZZ)IgW_%e4iIxk!D6E9*wfHzCXKO#R?z!RzGO6|B0Zx9 z#|Te74SK|AMk?ZK2t6Q1)!SGhczSKtNA5?rx5nH|*Z;=p~LRH^wrfTI5h) zyWHKry&9~j7}A_xu?MbnW2Gi9?fnEKUV7Da{>bE^seO6rQb-$TEOjB{cuVD z#meMrs_kg{r1(-ok2$DMq7Ou>JgUQKU7#dJh)KO5n;1XdyVIdxo0wSsK&;{3joUAO z#<|2rowzljckl_&Uda8ROSz{7C=Xs(O|rHY^GFQRH|!NhhRXiYl!X|?Xe6S(9`gv4 z@uqs~vr^fxoh@Xnlg{5}~M=6o`BICi)3#(^`_h*)`e*_cd^v!M@n0(Uxbn8z};-1*{^#kB`;@b&H zP3gcp7w2F52IG0fj15Ba%4VI$1`~;fH>kxwC3-a_cICbTH*6F4ZAN@JmAA5gYT0-^9usi znu@O&9~lcA3mW@87G(co|MDN8DltWzlvqzF6yzC4w8yL1VfCT%w%87`Aq>>blvDhV#ho_BpWuz87;ViRCFV!oR_|kc5Iwjp$&M z?cU7=ms=A(mEU}sR~h{?tApo#qiemo^zB|il6DelIW7I&jCv(h#C|6OV&b%%{=hd9 zHA0PWgP&-lvz?laF&@v>5m zFH2<`)qLCXcXiPI0#$0Sx(1`HT=HpkfQnhXv1jEoK0Jf6e!VYgQ+Jp%yiDouozkH81;^E@w%r$l z_Io_kDp&W(mCG6l%czH=DA7KV?82qvuPx3kD`p#JAEuNK-Z1c+T;lujP0nK7Jo8OO zul;VDcGhfV$5uycu-6Ycs$%vS*1GsvmS6)AyrngSTJ2Un%qBO=35|yQ`I+}tMpW?U z^}y8-RrrU}^P#IRDRt|$EwI%P3C}jAv53v{=$D;p!mVnhG`}9*Tknz~NmPfK}gRo2dNrbKxU22^|EUf-{%Y6KlWga(`afG9s>q%p-Ta_ zZ3kt|D4_sht2%~7Zy~ek<@3foKk9nAaZ!!Lz!2davPNB$*E>wf)EQ_C^9n&W4}8p;aHX<6;oTj zHpPY4-21e$GiW%b@fzD?8&W+SP*IPe1{~|FW>P~+RZgEPB(m@w^{l;LIho95(`-lnZAZ41CNa-uv#}_oO~OC`gYKPe0oiHdJc$7wp5je2Nw}r{%u+oz zw3?xoti9B<_kBjg0=P;xhUkAE?Vdn;Twm`05}F=PCqi&>u{i_+^U)|vX zwav=rr{Q35THkQAheZMml*y9&zuj?8`A+0dYr56pB4!o(9<#RSKLmA|svGCo^w7$ybgC!`%=Alzc!w~ZhoFu+m znVU$Ovf((Mg8l;$qbv-+p@R%~rCzHPWqu_c%f=ngT6lMDLmuto-ioDcT;%a)7BX~# zh~|?>bYM`Pj9H%X?w7ip!a;xmGw(#B6T5xSZc)ON@9v(uA;OUAa$G33fFY#g{oQTe zo;JEjKDneJ)ufhON(9;^HgE6Lyn_ujIswEmFAiG};>cSdhNZUTekQhFBJ>lPz~q~I z*lPuvv!a`x=8NNJ3Bi{>`X-=Zo5XlZRDxOPa2q?xH>Vu+r4_(_ZodWm%(`1^!wj3~ zdO4`39-B8Rr1&fAZq>U3E5|w`<2_(Lm(606;Vfa#+<0+MXmihOK$w;=y5K^Ui+_V# zNMaETsJE0MjKaVcnF;(WGz$yOxaXzE+P z(%b{Q6HlnGJw!-4*BCD!mjRN`sr7{ecEq+suB~)FgS2yxIUu0Nz~pMr+&7Gt z49h=CQ9`0hyN7N|$cM`sA#Q2he#TP^!*I*MIEI%v4>-O2D!7VRhJe2Y9oF z!z3Y1>Row%v4cT+6Z2{Y2S|@3f+9GCb*glva4qaIXv^ zr}j-fJ~jQ_7E)gWs!a{;geI6)IdKMmZ$1lY)t8>4ku8w8ARoCo9GQ+KpgN}EL2wMF z`hCOcHUal05I8}{oct{E)ZAKreu~GEiMX$fk`qm>e0cc$%(XOt5Gb85mxACPeAmVb zI_5fNKo1@>rTRkyXR~W8LJE`s7lMG2jCdN^sZSKw69gP|6vx#!oS*{HV|#$)Fz>fH z?S?xJ>W7191;+17rnMF4JX)zw}<0%8+Y@DM;rK3bP7-$cVhjz_~6z7)cmC_3y ziHBoo;jw{fEh=^S8LY6a$N#fCN4*KjaNG@PjqmUADy6M0Wh;ZnaKXbhW%E2$CgSf_ zv#OL7fDAU&dxT&qzCbkv^UT*Wp%x7?*Z|02?Gzi3!9ExEg{FcGR)4kgvn|MApEaq% zh~KKkE>vB*)h1V)1msv$QT2(WYT96LVbuUSv`Hr4Rvc`B3DjUO4Kw#XuGM^h(~#e6 zDxI&D#UcTWB(8D-#l9~=n^5X8D(c~+9oe8A>$EmD0LgI}CbjTGk*}>5N54v-cPIGO z37hVm+?vsbG;zUW=j1_8gXF$Y*R);$x7JPSN zEl*_|o*m7I61I_0AmQ4+VQ3k|i+I5X?Hj;mRmY~broBYa7)GOEm>d(Y+|YH81;#oc zLSg4PWd|lZt+;9PpS!kpDSr9{DEDsB1j?>uPJIe$V3t}lik+q}B!Z#X)}>tjj;b3$ zhaiHnfC$EGAF|$#9o=G>+`o7+Al!aGG5v=UuR+nGTM5uYd$`9aglO2w{t=gH(m<|! zNCjTq!9f-Q9&3-jH#0?Qha{Jr-#31QFI#UD>q$X#H|Tv1AC?jJYie#9qZa3e>Re;g zpZ@Vx1w*$wXFJur*ICEvXn_|0%Z=wkNW5#lbCWwS;&xSu2Zz|bUx<;r7&gL<3K_)) zC-r&O>_Sa2I_+Adrk2@v*2-R++I*pn6rj>!>~^81(f5j=$zI4Jov12Lq4@y{b?}z8 z(jng0eA(+T!0vbTN1v1~>-=Br)38<&-QH(yw$O}zv%b>i?c3rW#+UkkIbG#Up#vFApu@}adH;3J#1B^~I=||jeG0_**a*Fxf%ZSt z&;L$@BtnuQuYQUJM%Q_HLX*DiP0zB4r--c@XeOQ(OUdKK2kOgvbzyk|iM@YPI0G{w z7lwKtrTp{~KRok8dN=u}ratECU>|T>!X+uhSVZ_z<-W-$J(1NoYY4GiT@3p2i-7gL zP8n*vi^@61mu#$7Kef88;tlrh>l^*~-0!7tmt1}OFg4&ti244j9Us`2MuT9RwCsat z{f#fSKKxYfO?LC(=be19e|toW7Z7g{tvR#olbET$7b`Xo+!Wa^`BnHc0%0`)u$Rr~ zf5qWnsABi>%k9}Slhq}bMHB0LS&PY*U%3*eC`pN{25-bCUzI1mt=In3ow%8}Cl1K% zR$iT`swzynD*k9P74u>&I-N8uq2Z;Pv`KM5n?G1E>8(shV>y_Ima+?%lX}u12ip zjEWe4@;&h!v8?_-*of{tE~m^7=75Ns$IA0^gTkxD;_k{Zu-lRZ@y)~wH%+xO+O?l5 zez8i8)7);I^Z(wZZ=;_9(;LAgUjFU&E%7bu?1^uR5hVi=4>uGi?|l?Xx@yk9@fEUI z(2VuAr^X`XquaN@?^iBPjYzsPTaO=rns<<+3j zf^BO4)}e1>iR#4Aa^s8j$uDUo!4s+LUK3AJ{ikMyc1#;-o4cnDkIR>5I)jcfmj4N0 z$7oziz$KhIbSdHtwER`ct~5UxndSugkHL<-WIlB%u?)0=DQ_QxQcgfDi+ZzdMe@s>qSO- zr7!uq`FA~}3Ir<5D)RS*kLuoIEU&Eh-N6#8j4EY`k+^~<-z=RGnP6Vv_qz!Hbo3Pv+-SAE&Sb;S2lY?>PG3_iAXZV6>%SL$@&axN-C6KGT=r{RrviTx zszRn%QmbSShm7s2NxxD6cjBX;>5o22Z3S&*0jGy(eb==VO#JU`URQW0_?V3s7me;A zR*^&wWGhWpnot`Y`=QKhwmY67Y_ikAWVW@?VS*NZluWIT6>idMQ8QU}8M`d}QTQV$ z0W)8)aTip40OC-w;7fvPL}BNG25M zUwL}pZAko;M-t4_3+C|{diU784`7+C*j9bnVBUB1LFHwG@zIA&zw=a=qhg+_FDLqs zDtrLB0qFjfG7 zS>W#G--!rtZ~b3;piQN^HLppZ3&WpWj8j$Gpfl}|C(;-cx(fTBr&jB2!!F02)#b}- z{`+_)_+Lc)r{j;$Q$PH#8nZOlH>IDGyVhV^6Pd`~E| z2_lMv@KC<_v_eN|6KBCl4&=uFBkil>qHMaqkrXKr=~5{b1Sx4yNkKqBLON8C?uJW6 zI#xm!q?DBI?p%=WSYRpXjwP05-(8;P_KEv`-rw_k-_P~OTzlp_XU^HFGjq+%k^1!) zbRLnIi>QCg0K*?ant@=NfnW&+(3phbQ#|KwWgy}z&heT0eh3WzRYb@4L;k;@BTJ;$ zc)b2X&~)jw=)b~;NUs(Cm14PQ#nvws0RC08LbL{7|3ZUs>3755ye4Fr^=ORg1zjJu zam!7#(rhq`PtlxVQ81W>u=Lo6iKrAc-HR1&y|z+rgf5yR{Fzqvvxycg=#OH*+pfGV zOdS*QemKwVgYHE?4x{2fV(2>Z7iEsH zuzycT%G*x;*ISAHB#6K}{8&i;_fkG!*SZL;MR5;KI7MKu> z^R|&}F0jj0`AbZ9&}^Uv@}ni|FUX8Uc@H&&n+%@s3Xtv*XS!3#yOZ*ZgUrz0jt$!g z4O_5z7H<|B2WvY7j2E?R2t(-0dC=YN-mUr%fdj1op7nwW`tX~cJ1&lX%Omcz4#CYi z(SWKC2GeafG0Jytq#f1K%dT=be;zj27U!>5&ptp~y#L~&^EPjhTsyL>8p z*J9l%&D}{j>mr=$)DTh9YhcnLdiSdm`c3Ria?I4l{_+o-*sK@%EcIJS3(SJ(C)$<6 z?1{X9s&L+IV`kOV=Kq}vFm!W9`W@mkJ^lNbD{DPZPHayItqP+XFY?wWp>K50@7AyO-Qfp4>{@zevLa7^B@veFPVw7aiL*TY>+yNDUu3ybGHxeuOztB_~^G$F*Rd>i^98qIFN`{MclSErWWFDd9XSEsH4iy zM?4r`bso!&w|Q8&jX!ST6~nwp&#rjH9`>?3IfpwTQC*lu-A6XVc3Q*MYlVvpb|V)} z-w(-1f&b=D`hWb7q|l>F>;Lc{0sqaP^q>BtEfB+g((eC|!yg%Jp34HmiV_PA9;i(1 zMh_lXG%)3R02p>P8|{Z4mBjbYf>)2v`g4Ijyp+>M9*Y>yqlELubG%=w3_XXO$82yp z-`O-b9`XBGn)0DuEAZ~U)6gUO8I8<~V|mUaITt6Ny#!x)PvI-4rVEFFdf!b~)tS>- zea3D+m(A+$qOPhL5f7f(@>*^gIhDhO6!VjgMyEov0bMVxlBC@7+HzezblfA_Mp^Gb zbt}6O%Ps8~U8HIkr(FI;?b6Ph^UA1$sKzMYCk)Rno_Fv(GmPn!E|lch4(Siwm)+Go ztuL)%sn)myJT^Y!?%H`a%Tld;r;$S&(A$68rMD;4Ua3I(%-10Mi{idUm*(1j8~6Sr zYols*;FPFKM_r-s*~QoMXdT6iCyuX7`w#3&P?=|Sxg>*z8#7U`s5%4Fovzuyy1-E= zTczUm=eqFXX^@^d0>KK`(I~llDi|!W{cJN)B1;0C1k^7n-|*@+`f`r{bLxvWt79R& zTI)ikt~y!oi_yfF6on;i_g^(_l1AK-=JsX?z}mG>p+KQefm`uHKkC_LZBhRPI7%w^ zoM!9mhb2`ubGCgc)@eGg2l7(IWT@DS6ALW>)ixUs6QAH}5r z(A}sVGn?J697kV_$m)u^9h|shac|1D-|86JX;^vj&4R^AJ}c^Jhii(2+tJs0M`h?t z{SsgDC}h)TYfJ1aUxgD~9L}`W@LguRd8-(~7i?e!f$QUM9btF4hS#Uam>xqVBPT>^ z%?m-V_3Pd?#1to$T5WxmxuLWv(s9EJ=-IA>!b{zO_r5v0B;kG%~Gaw2E<=0y-x; z`X+s5tx}iV@6Rw*t`u8sI;eq7xzujd_Jd`j>XBY%Vs%!;FIMnIX z1b55B1zD-qHlBGGkS9NTN5Woj9bh9ZaKlce^dJGX2~EoECDuT>h48bL2sFvGj&Lx) za|j_}$d0{sbUviZV#E~_3mlB<^2723f3mvZ+zkDd&d0v!8}bZkPD}DrAz78qF~8*| zpz8NrV9aOZI@=?ngz}>_>S2G+TZP2aoPLY8{*lJMZ+z6&1J|(BU}UI~)oLMTf_`Rw zn)nm=yoaOP@fZ5;B(+y2U9+)DL`vm-x||z$#lop|F~k^_)QW zQOkz@qWl7npz)`#b0x0=-#$dv^cCell4$F_KAA&?V_}>wX*!`LB;H1UyF^n6^V^o! zI`;vY1E);I`XUw`O|~jc#i$M0o@-ex);l=pv8NZ;>W>fWD=U&d&>qg-=~Q3gAu@<1)ZXCfO46mh7~kSJVeWg4zHKT5 zQyc&0O8F|57^XIUx&ZqU;?RJJui}tkzFN!SV4*OzGHJvhC`OZpU>DUV3@y4ELHXMC z;Hhb8#en+l;{2^r(S9+#mj#*mHB)tqzE!2$KQ{8Jx6d3>KNdLqe+>K4Tys73`i*ez zg7m`fdxLLIiG?lD`75_bsBN z-n~mN36;nHX_nEvXZg;`!`LfZD?3*1K1D{bqRZ8iN1-n*qw`dr&4k5xuhhJJpx(t~ zfd7o1JzYwg=!%V#*vjX4E>$f{GI-v75MIff&(^d{(Hgpb7mVc(N_+{IuP6gmb`QMH z((LrKxF)8jP7fwo3?LEp;1Rx3;JFG-8GQyAeLuv#nSmr;sQGl9&!p<4%U7eJIyv+W z{nR5XBdNMCYDZOEs;3IL)tn6X-(&aMtVdf0Dz4ube3_z|qOF~4HB#O|S*CK}+3WLF z$YM6V+US6)x6mR&Kz@w!<)hjBB}V)A_<8+)9bz)GCIl7}XLY^q@|}7P?}7VcD{6}~ zDzm%<7CmSBg0qZEGiz8|Ws*C0%C{Na-gmI{j@6322&eP1N*}AIARUlNpY%M&%~3Pk z$wd>q7{Ap=zTHS7ewo%W>w_j}kPf^=BeHNte-yh(WxMQLAy|EkCXnG{l1v*oR2Q>+ zTescxaT22H+*Gm!tR1&@;HEX^tdmt%kJeE2gHp`GM=%1qZ}V(b8#uo*YQ|>v=B>I^ z*L_ou)?wZ&&cF&;W5SnX-%&R|x$&vAgy?tEgZ>>6@BKSF8x?iW3R4D(o-)a;9$C;J zQ{JfBbim7!AMdHp-rO+yCVV6jk_%DucBT)hPP+=c3foNpgsvwSUzKvFo}WLsnq^K- ziaj67aoyD?Y`0kBDs$`}LAs$my~%;z9PG|+ujt9oJG*YU4FjZ-$2U*9vApl&1D=HE z&q%%XJ7&S>@Gx&%KQi-X`TaQ|ujaz;31_h?KB9tTT#&B)t96okV-Fnl?(11#JtI7frSsuu{-2ykF}d>Fc+A2H^raNwXvsHXf8H-&Wp7_`qY}( zHcFJmDr(x9JdyOpN!K^~+=!NP8h=hIf9CeWXEA4vpOO<&hEw=(Z)2ecfw9YGw|_YX z2w+-WP!RYP)7tXCV7xHU1Q?mq#j|!kOqCtDdB>7mOE-4Po8M{Yq;RqE z%lAcQMLIak51WXDic#*g_Q&+p4?bSiHJmETOM0L;#olJY>2o~o=6L-!b@F_D|M9ff za;+P8BLBw)qpL)B7=y0alggeAlFQxIeZ(J`M4#j>EF}sgCsj#_f(?>Aag%P!-gTDG z@-O3-Q{X_2_*CJMVmUl{Wa4(^0cGaCrg!ML`_t4z^?g>4uj0}j zod>T)UOmwQqAn;_KZh={l?2p1H@saKRsNdMBfL&!ELx~D;Wf^r!lTH_PT_kVbb1OO zlfQASJ@X7nP8D+w+#WLU{F9bv;NDhoLySwFm#Rakkpf-K6+MmC)I7Z zc8%6k&iZ!zxd+cK6OjUFfMgACv;6(xwVBU`O_D?kDZnMA^8FzZhH{0d^F4;ZQ1+hq z5^|fU^YbO4;yv*tVy4`*e)m>Wok8xKS}V#RE`$}O=iWD>;cW)r#q&Fd8_0l7p!Ew1 zHh_gE*8IWlhu27^HOymPs>hJsG*<-Wy|BHIuI9-je^{l&=}&M)1-O-3s3?B|W4YOL z^_@i0v9tA+HM5;L+woRp4e2p@1B_k3yd?Can8CGiL3^IpbIDU5OZoB5r4O#y8~&Qh zyPEhae}`7sMK|SWjsbm<97%eE#Tc==>X+P~v>CQk_hx=XiT(WHs1ZFZKDb(_IA-ab z_Uz2b8Ar)`+W=DkcFeyopoRPDnH;(MYd7*?Ftmp30uz$ zdf2$UXAmELS$~Bw^*7WIOdE#H2CQOZ!T(l&m8_qu(LhjdpYy*>DB;xD_j_|6VpOlgCC)X2I#2*FhlQgovPW^4j+z z`xQZU(<$&k8UcDj-9a9FxG@y8tQoXQFKHP&@LWitdKY@-i8C?bmGy3@7R#eJW(Hxy z;WfK2;*KR%^2KdZCfNo0L2FHADa~gA;gv8}-M8C@HEW0irR>2$E8hZslA2@5@NZoO z>H)|Mt|NaZhR?$FU-Q_2l_;0jQHiSDtQ%cy=_uT(^hkY`f?L{Axt;8eg4F@~N{^y9 zI**p{9a*Y_t#1oO-&0p~_LCv5d19AQIW&AIFq59(9BMmgQ={y*N-81UKLA~|Idt_D ztM{9IvXkyMRJ&?$XzMBDL*zpwq13PVS)oE;+rL2&>visc!4T0TK!G*H;tW1~YDN#8eXP+y#e4e^J<5`Np`pkIw(uegq3G?#0S_`{y6ZbBDxvoZm z=B-Cdq0x3^Lq2D&cSN)h7ub67eE)%47klr|ls@%LIzaBJNk?;krDf)>!eAZl9kdtkfyB zcvN8Z)wdToy<&=8%cVv;erp(IxaHu4nU&M9w+3Q7`fxt?%r@!W!cPx z6m9gkMuaze@{?}7yD>IFt&@hQvx1fDh6`vZLa3fMedWbI*dmFm>8RUj7SHA7ddOp0 zW?|7BPe{GSOs6VfXr({s{$r3V{pgN@6>sK-Kop&B)jMf3ssYhdBWP8LmNd`9#heSc zEzQLW&#zQ7-^CQ^yTF?4N?5vKNx^>ccD^}%q4Ta(nUSjg+yVN2%$Jz%9NXAo}~veme`$+&frycT=qL;-#JNc(cxkZE-Tuh8&W7HB~k5VLlVR^ zBoGvA_Zj;Rpp1i6i*X;YHP&sVugTD~XT;7PruJ~`4)^`(*!wn=**o&gr^-7?>^|(u zXU~WGlAdSs``Lupd>Zjj45t^8{QT5~|Gw=x!Sr1Qm$deJ=!OdQ(-*kZcP_R?V1v5X zT-Q=L5>FF%lEjV;@uMidcu7W^d|9Vg*Njx=doA@S0LV}`fY}K43&k2%59nA|7}}PB zp2q!lwt@Dz3|DOk`nXj4C9(|M6?=_GrtD+2a3YFJ1w2c-A;=q zT{jl?e|=FZtk9ZLdRAE()t1Xq|Lb)IR3&q0`Si7t2Q=T+zt<7mIgm0h3U&29M@|$V zs4BM4fvwz1_5uU1Mt!IlbQ2#I<906)o(ezPG8QbR(*AiRe+a$bkGX{e?c#Gf475PS zmC_U-8KFAo>U|@nC2Nn?n<}MsWe?Ar+^B`Iio$K)Ht{jzYRgkA=kQtSo$nf=8T_JY z8_r3yN;?^UA4QG_5v#~U-!m+q_mT?C;6@(2s{m$9F<+%6AxffUI4%a^%7E@}4aj3I z{8tn^9ISr7nm9!2b7=AS@CPQ;d3+d$3EdwbR$)S!$A_OV;p@kT>6q~4~@Es zK-HOXG~HqEl%SnU>-YsCKxHW)X}`kGq81K1>pqA6@|(7{nIQw}#B`&lrm5*A&uq^$ zP%7t|%sRfyM$)p|VDbyv69l=faE9r|#v4`JO$Fo%EMrzJ8&+>n!b6k|t7SiOv5G=| zRe)Cm3a+C{@S5J2Y^A+I^p&snqNr4c3T=E%52O=zg43DfsCzXNDn6vc<%MP}4ong% zc(W=dGs&jB+mqxSj15QcK@t%I=X+XEQcmLGlEdhK9iWNKn&WdtUT!6pSb{%DD#$`<;XH1Fr_*fWXA%Tg7tNBYG~;gX|r z1Z{eS;^PI@jE2~eO6aD@I^1KdJ`nLaq*Lws^pC5y>m5Y4Gqurvwq>b$Lb3&7Gu1Eb z*^tYLZq~VYwUnMMy-u^$$H`u_3K2i+jXFOo{xZn^(W!E85)^*>o;DySmYW~GJe8Z! z`(ZW$0&t*Wi(;jgW?wO_c!>5-~X=w!{=UWaJROSD%6u zExz1mbQ?pj-3^2{l zc7O!a#K;B+(C$eCk~7TL{0^U-UH1u+e9oK+8jxR2J5=NIj7UyfS@Q^|NMiP8QfCeg zV$zs0Q(yuGF=?YiZW$Ts7&uK-DEXjlhD5+paL_6t`1?DYn*wV=tM4$B_@Gr}#2O*vbHlI)|!3;0|(Qu+0XBLGl{d1TRRzbm?IRZ``GcE?RZzy;!i;ZkPO zegv}x;*4iBSQWP2*x6XO(@R#-K+mZO0eB?pc4GrTLn&uX7ZR1klpc=*wsK2&505#g zou5rEYa=8OtqaL(g;LenCbcflKby(;K%uPL|^pwTWQYv_)p={AiY?FB_ zW=3MPR2w-QalBbno@2?GP?9}Mx*UsksfunoND_U5w9mKDF1v9ruZSkD z2OEMhciQ7%bz=srnXz80L|F!cU86^td1?af*X~o|-;2V{&MzFT*tUZW9kSU>9SSPf z_S=^9a7HXi1;1xgAy+5x0+0+T4$OeDGF+`6^hIkz`$9?3xTA`<)>!b3#MtKi9WRs*|ifE zDRw-)Mz;DEJSNu9ic;_Tw+M{g9Dv=z%c~2Wz2!NP{kpvpdY|4m_6cS7G!#(4*ZRsi zqr{`)LJfOm!CkrXJge4vfe@dACegTNrPndbrX#l(kAD-^an*J54q5Oak`YcfKdrMvnMi_|G~c2f-(ZF>KD6T-2u>>G%cMHB z1UcG~7A8g4`_*Td6smYKs`pCKPHh;kCuw0)U|i*3QUI5(aL|a$Aq| zxD3O>;>LAl;?ki{x?k1hOD*_sO$qcUQdquIWb94Ne{a$KkW=|b#yuB-&^~+_bCN%B ztNM?f`+i4N;H28L<_Ua{%^Vrz^5nkd`H!eRfIw#DcQVYV#`~N7Ow(7M`z18n)g0S1 zPIqv?NC^)2lW)}8Mh#xR&whE7PdMe{!0J&Sw9;2Hz2|To8d2&@Q%o0u7Z6B+chx>} z_qoTyMv85oxX-u`L*sgNF02kE^XMm*0QR)M4EwCo2Vk<>`dn;Ypu}jj?b-c| zQEWWrX7NjtdF$cwTnI>#qKbQMHk)mi)fa=Y-7u zuy4MyGf#bj&#+t=UGR=X?mwBI{`qKxJ%;=q3NKL2S0d+}^1kewA3QH~C_1Jv)8#F|p*~Ho`YgoK?M~)8pP5m(+H*kn9oMhxC`xz|AlH$7h?IM$uBO zFDy>o?Y5Ij$DE`p-Bgmjjyn;@PW8xfy-Lpu&x4D?MHH3;N@oNMix7?(C3&SUoBHLl z;8!SSS&$90B3MF*CC!U5O{bLd=tmhLd(zlnz9lFe8KGrJ?$$^y~xS3+ZvSRAByNJoT3KtEN+5prb$3*?8`c9Gr+& z*I!d+Rn(4OO6fmMT5&IkX=e8FUhAjj*yzFgOr`PMPSrf|7J6tq?F-pN&Gx zz%4MpnEZOwe8c?rMObbB77epl6>2qdkt0H)5!Kd=<1is5>C7t0D@=3j3MFK8JJ)mt zK%ArPiUx<(u(kCKUqlw8kT-HLw*a+bp0asYoP_SQeLztSp9R0p zNi(sL5xzD8Jcj3*jC%G!VnBWQS}&Z@$%28qVf1g zbW)o|tNPPk8$GA$d0`fezcEL_#HQNzx|vuo)}n}X`}po8^B*|(rnIHUXdLi2;1f`k zAMdM&(&21$d48&%G2*m;08e7%yEJ}B;eeu^{N{ce6eayTM%61uobh*}F!?V2-%~&1p;if5D!|Gp3H_ z&(hehs_}(&^0MEJGYt^2L~ozEM$%W@!R|hkw)Fb%TJ@-zeP9E$EbJo$A2ox;6%9lF zj6W%n@9HKO>A=N9@A8rl$BWhZ-YhaUforsP*Msd2-n6CizYren zNhqd{>Ce)?@QPWb5@~tVG0}`$dv~JsCL(Sg%ZV7Z7c{m+P9@xNgF|QjCP|-t1W}$t zFiF8jJNKBn!8`I39W-Kb#?*LTai+}t48{@CBf>4%5S;~F&cxJa+CGO5g51T;n!C!N zC?UP2t56y<0t#R=)tF3U(<}g|$03MLUT2O*Dbd(pLqNDyguAGN?NQaWhF@y?TA>Uk z^k$pJ9}RA9nuPfD*uNJcRa?AD#9$Uok!K%*Z!QeM8>?!=*KV$qP@J`mWU)32V|-qO z_OSQ77(`3@5OUj+!Q_J(m%~R&mBBgUm8vE>@WkBxlL&dBOYDK;C!4ThKSEcvqQHA_ z-qtJ2!ZP73T=rpXDn%{#=o04{sC5=^(Cg#Dj_!I?qAxxV=XHJ9%zX|1uwC-4a1%q| z4~I{95yfqUTEen^{E3U$R{ExXxpQ7jY&+$hHfXo|IQlt&js&`?g<_KYu>8j@Fe$tpm!!Oidh1Y zdKcY&b-%RNqoTJTG?w_SoG#3AFY7j@8?EI3oFwyJn+6ChGy1$W=FZ8SVfQ~vg`N9Y zyDZWJr{f%6s2@VJRm=U2Fo&JMW$?V_%2dA4PI70)dX)VMd^p8pxXfldmx3GS4y3{L zUyp3VEXolv`IR;^nIpCcwhuGlsha262B@N=>im9dWou;LSfNe04T;Spb-&>_l^)t5 zn&)sVfb^f>MyOkWk*C`=En1dVpa)*Z4P&pM)__L?XXP)rC3JnVCds>cG{13nOt2y* zKSG`U%aQ3+cyI2D0y{HXgx*;E1L;w%%8mjUjowy+Z?c44Yj}S5_OEg7)lx5;JgDo8 zoJnq(VEG%1T9M-X9xYp|*WJA?ljSpX;a|#uvR@sE6neH1C2SS?DHW8F1}XGL8)J|P zN4+j~ekk`E#n~5^nTib={$$;m9WB@CW5xLlstMhw%r~-Uy*h8+zaTipdHjQ`wA9Ey4krb<6|A zue|OdMIfgc8av)V*Sg^zHYu=HcBqvL$2t+h}7iXAYssE@QodiIUgS1jirj4c{1RWI8y!KN=#k@_gl z*{Oqg1Z>$mzWAUzkf#)-T@24{SSj>G<@Yb4d}hZEc$SD%=UOPLc5%7IKU}_^z|d~c zaFo86p|3e69Q`K)P71TIm_GP>nS%+l%mKD0!XX8lXJB6k!haid&%zkA(FPrL!Z)qQ zFM=4(u0J7{O{b9k(K2seW!`{=MQyX(fF{ zh5?2Y?7+yXn5qHnPwNx*IYjCycV_o(yk1Y^j=?WkcTt7o5J>5<&Trx_dhX;I&TgPgOb!; zedM<$92#eeTj43%Vw(+((Cs_W$%D@JLaeN=FRqk2fw=)K~&(=zktFb1dm3F#`;Iq^H&9R%V3~pb&5yIy}bbN zJ)hqONuE`2Z1sGBhY-0LxOE0DxE#x-xmJGH>s1J3m~WqGS9;i?w8wYO4j-8PAhvY> zoQmCD(3if^57xdjf4oO90l^q}bkqLh3m^xfpNd=buUHBr$GbL`B+yU&Qa!M=(K#Mj z$YG?~@WC6$<1y1`yMMOw^g1g)+p)nEF9=ULF3miQRTt?jX#2EbCT+>}wv|A$n7HEh z^%6OXy5Y1X6%3&kO}K#}K+~3NF$6C(fgD2^Pg^p?5WdTIz38M<-jxJJ0f_l&W6wCN2?~;R}hU`D20C~nR{AMn` ztmeq|2S452XP_t!vp>Xj0!4}c-M|S5kFs+7z@}wU)PWD3Lk}XVvj1x0SXmd5NN%a^ zJO8s~^>?@fC~6U0os9j2{{&-{{+lgDM{n(SX`cS84U|{h{74vnmliyjf_5C2ynk1O z^3Q;iMENeKzv73sgqi;W{!zY*=r7=ZVL)QCKZ%m>Qo4le{=@Xch|A*@Q^)XU_CF*P zodX$6sLeJ_KKk5bFbwg1QFZyXX^({Lwi`wtJe{R+`0+YneH6`SG4 z^kcsSoka$EedEyXIgADA3g-Hb%|I?RFvmV748fBRIMcja%i+F{CN{gjVje5srT1s%0p0iGo&Q3V3i&SRpV1AA zYWpgG7G(!*pF=N2A^#UWG3FU~{ySRme^IkRz6R2lg~ta+64(pyT5K;d%Z8dAB5sbL;x zR+KuJK09B0JGeZH>lhCsQCQs2g((0b+#zKI?0lwoCiV;4y2elL*EsAro5-KqQJqW#KBFF!w?vC^mzW$;hpyI5>Yw>s|MRr8Q**pPub>Z>@tiJkb}F;AAzeA6j6vrDV-h;kcY=+mr9G zSfE{@t{0g;bS*0tc{!;FB-n6F&wWQdIAkVIEG88q+}7-(^F`pFSEFyThNnY zs@bisX;8{FwBCW+&X@18G5Db+R0WhfFIr{2|L}MN4X>&7@$hU z8<5tL-LRxBFQ_jzRMi+kXf5?&i=zmMtED<;#6=U3hhFsMz5HHM?QnT)?sC6kK_+Iu zA`STZH5@|Bde9yYRyAhzcXSM}7+)g4M(!EP2bPaOJ=!dFNne%L^vKUvd(+1kl`bSGyJ#WJI+Fu3*@soTkaneV0=J zcq+NrD9>n&<_~H;Fe6DlxYoAf_1yfdEQLoh2~`WfR-Uy2W^1b`mD|rs9|)Ru@)*sC zqAm;;vaL5uGw2PLP0b$+$PB0%i?uk=$||0G7cL;YAuWpbM(&)Eyam>el;xkLW3z$- zfKk=Vf4^m9&6j##EYgOCZMnl-TRq}M*lE!n%lTn)!p{C7CK$$fA^Ci#>S$13r;z+pCML7+*_o3g2i5q4@)>FUf`(~q$a$JiWpSd4TZjA+e%M6BokgAkhc(%P~qS0 zPFTY~6IUKIn$wm&^rg!RT)laI28dc(5HY61o(O?w6}5*0Ek133t3SM(^sRA-)_t9w z?%N5DwaRFTZ-nb`>me~RUZu78P1&aa3(6U}+SM!TL(FTk?w-6y!!FJg;X|bTob@!3 z4`wf1TYn*yS?y|PU@`=SE{pq*^u0cm5W$Zc6RP*|QtHp}DDF79{14bB_wwf+LqB`Jagl})6J?1Xiho41wM&5c~41MZ6HKBGg@c}4HOi9 z7_p9|5B7VlI)wYGNV{2$@tt{GU8^TvKUn^y=kj>b(z$#teL3;1PTDcwj}1H_%R>>O zhP-#ftNaYaRt(C|OP`h+I)QuUOu(A~}tHn^&JbiNy^yC7PEf<-QoTEL;#dQ>$}TZ znf}+6S>cE8aR?qh#PtJ3Tg83eSYmZBzVY0h5Fh{H5-u_E7i#$yh0L)7%qZ$o``lMLnkfeju;Tn{+18vh!N~x^1K4Ri=!-8dbm7;2zB0Z{ z&bxzT8NO~dYcrdHT3aM9Ei4}N+8){NN&@#Mdc#MYcoM~(asWOl8)vQ7P3Uo0A2e$V z#*1)<0~Q;+Hf!q~d4rHN6!)?!OaSx_wd^Osa$tdai8@95n$&Gf_Skx!cx)(&7+RYd z?oaXoeq~S_g{J_#l29>5w`B2h`pWfC$$|~Ccw|T2MkA7Y#{*S(aa2rpz8wq^LLD%} zd>6ot=g^vbmYqS)*_=W>sU>O;i#T~ycz}l~t?tu6flhK;^cgABu$>O+6Uf9yZw7tFYp@3P&c3_+9%^DXrCr+WOJ}Nin~_%cAZonp>@i$>{8Esqr79h zW6p1$-rFbWVrB(`&Tl&gPTvON&Q12^JDG0-G3RRgyy$0mDXWW_1qeHL*oSo86QP8C zcAnXJdhrR;$??g05Kn52cmLUKJ?Cask1%h=PAY@lDoCfpCBZAqTNgtB_?cKz$V+6Y z&+{Oi=KknJwM;Aq7)U=ljS2=r3yL(q9c&Na+5q5TGit| z@EtW<%KZz-`BzBi_#MYE!fTmvCJ|IbTn=HR=+lOL6UQ`bzt^B2Q0XktF!mL-yxDaD zMUJ!l8GaG~>7@TF_BCksX#9hJ=kMNUwxs{ZWNFa!w~meTy!+u8k#91ftJT}TLZIor zmr9xGg2*Y%Q>xMVnxUb8lLprY z6j_N$e-EJHHcy{WwVk^XW{;ELe%(y`(*yA^LZ;?NwyAS!n{&L+_k>;daNkz>Nldph zw35|itVXwzHKZ3U9SAoO>CDM8EUdxw3i;B!hr%0WJ&-s34s)cay)Eh+??lL zcBewPlRij>Trq6I=2^JTV}f>@{z=$)602&ft!nXV-YpB$pZ?z}@xRic$85>`A36Z0VgLV1{F@FbUSa3nQq>;_9=4EJ zFFXm`yI!&T5bgR2S{3|JzSs})uzhi&og!|Y6mCxqIEjb)hzC;jFJkc+f1q{<0vEM) z3%76zcjO8;TdnSjs_fzS?XvgnQE9o;Q@ay@-Kn+Rc}|ExzU=>P7EU{MXLmXh_fncr zNP?86@&2wxLjW7LI%jv<>`0+BMA4qmJ?NdC4TZP*9^6z=82?l)&!F z=f)Mv*8Jm{U7q&X+9HE>;$xMnG%I9kU}F$(qd5}^HL!HyeKDie znwLebt(}EnIqAE#(ka_Ws|^pAltEq4hL?vP45Alp&)sNvJfZukPOw8%EMF8{llgtj zYP}&t>${+N;rEJ-obl)7V~eR#Ea?O4*$UXCdbL$DPg__M7r`pzvmWnBmUx?kmNltfSrJ<9@q|LUp#X zO4CtZm}RZ^k4D>Z9~FpMz6>Xc&xH%$VV9rCh2aSDNPMdhDBMa>oiQ&rh)PnN4O!!9 zjgzXasE?Jn&q%Q>qUj{DtyEY{sWG)uXx_?@?UZ45B%(N?0&Jl_VDDS4`(}yw{^+-? zHPjpAnJUQblPlMaxH0_6MB_O4}GVK^=<^w~hH z9S`pzoD>-Wev|Wy6vm{TV)xJ_&6od!szJMwhqTQqcR%@ueQ*F57tYSc^DOofN0gdu)7wQ#`OB&U{kQ?Bs zEDui74R5`|gI%PjJMzrsXtAb35~v?X9*p}udJQmM+rc>-vl?H?8P88Cm8#^{0i7Zl ztH&(A=uXXsXr^httCbY%H%Fdt!{{L*BS-pn1=X*gANfSypP~-jEPPYGRaVH9TlO<> zYQy?zc&HD7(CL`mxH!mNS)I-o9yt@eXn1J?+CrM7ct%K>{4GpcVy&1#_?Isz!`#tcmWRG*rGN;5~~ zj7eFoO>>|gE3NEEz_*)b87FFSyxfd;NH=Fb)Qc6l5&Sz5CFM2;V9DcFMq^=79%E(( zHlWLyfg~0l`a49^A^1TvHYZR-i3PI3%nK4o;xsj@Ax5X4$*)5Sv8ADRX~~z3aBDtJzQV1ZupY~^m@3~yu5j<3 z;)i^zcW65|)`nio z%-*lvWzKIrw3-4grbUSQlaCu@%~SZzx4rr#f#%dw>b}!~>J?>iV9$eS%70#Ys1Ww9 z?mP2d!4Rkt8Da5|oSC1EVk)Rd0p-FMcQGizJj;ax?s-)*cP^nfEJ76h?ku~D26@kJ zZxKIebH9#R!gUBRXJ+s|WHPUNv!AkadJ?ly*!aY(AnaG#$`x2owk+!k)nLrF`vcdw z%s3(WS&sePP8Jr9NU|_-(f#H~h|C!5{o4*%U%jQ+PCJmd&QdE22;?oZ#KOW%>G5>Q zO(vPfLw%_$5)^UX*Qs$Q;UhnDoO+KEFAt=S;Xq*dU5^dWW7A`RemHpx+q^A%vO4Mn zm-Bh0*q0$~=M!imtQT3?*=EgC0dv!%l6@GOdp%oa)Pa{Ie#ipp#VsHyKCg zc<2~stkn4p`#l7XR3>v`P>hgY?Umyf)f9#CD?f>vw~X)VT;Y3x*Q*Z{esC=!$pcxK z^rgcTEHeA@ll-k3q*myBrZyUfvp!!~A;EHWf-t6w=uSWwP-wJ*! zFBP|+Y*Nt9S@7@JD)z1EDt$q}4lcY`fZz>2(F)1)sZa2n0w+iSJQRrHuM>N6TnJtS zzCHe)f_qHlVZS{}e~5tpS!3u$W%I~WPszuPhj;cpb`32W2+#4R@kH04c(!<=JMZeJ zuYPToeD6~{i_kS=!_mb?(B0OS@@7W9!PR2+VID7|ovYs@_4PoN@mxtVrtIprSU>8U z*sSF*-pDmo?QAy$@R+Zp5XUucCNvkwZO&StSey-sd`VTVR9;Dbr#=>a`1B#s?q(cQ zP{i?v{5he=|me9S+vF*NM#eecSH z!||4tRWIVZU+;aCY=c{tp)8d*DP4+FazcQvmWgSDWB_Y24(*TMt?(9to`vUvKFNl0mj~gEu5v*Tnh{=fz zEwvRWpprtN`AVC>Xq#<8C{j*yvx9Y{pE7=8SY}h-K7`y0 zU4QJ^UETI?SEn2GqL&uQ9$_UxB(K``rJrk`gd5{dkN~}V9peLX3*}f_-E~>hr0i+O zkE*i47or6ZPUbe!LWK!)&dyrWTFABpLv)Rw^2!+@T%8Ixu7gugVH*qh-x0?Y#Zqjj z8+%`N^#_uJ>#vu66#6j!YmOeE@tFZcbnrX{-Dw4PVe6<`jHY zm=5~1ou=u)Y)vta&pgAmeRRk6VGWAJTBYrxHmDx|;w3vgvu5I#JsWjGstY<-AnKT< zA^OB>&e9&|6mO2twEhvJ!47^+pl^t`usD9+l^!!sjeg9^Tsfa2J zzxNv@>m0GY*jYuhd-_4VXXZe4*XwUoW8f{|2yRxv$4$8SrnUlkvcN;|dLeVk++gJEJ8;Vr`~7H{O(r?(r`|Vf(o8%l zPOkm<(Epw*`fzJE?!6;p{SJ12)Xp_4#&R6X?{!Qs{Vpya%V!mjv{1tk`~Mx)uk#+ zP@WE;Z-||N#?t%S%a0tC!mIF>=BdtJuiBeAr#tyxBeOQP)b*1kUzH zg7~5?KAzmL$8#sBLbnB(k-Z<(jr|Ff=WwwNl1s(5QlCU6%ddVB&54Ll^T$4q-J1%p=*e5;Cb}@zwi5d z{@+^P`qo*Co3roOd(S$vXYc#$eO?YF^ zWOy@UHr+LcD5L3YzbtIZ>O#wpXcZ2?)QC87bVcObRE*ItHX~t zbU&O-iQ`%zO$Qf@Jqy2Vyk+Ma^GiEnE=M*NzB5x;tjTfUe6knVz}-PUsCU= zC~i_d9kg~n8t6ojmi3T8{9OThDJ`!@hO@ZuIYscf42i`31|=|oaBm4w^u=It=`$#> zw3MQAI5F7?)Ry2Zy}_u52@HpRCWc#Dr6!7=Nfi#9Of(<9sl!*!Z~6GzJWKtk7maV< zs-m_bab(<{++DS%miPPDSA0%c!d+Xh2SoMBk%tdNZG7p7KKt{!9Q6VrUw(En1W|(h z$Bc!2`@!0>F)!C2`6*m_DLxxJ?VIT3uT4%7H;`91y0V=jtU*7kI<4^IES`Yr5te(1 zAv8pyG!`QGWO|OWHFezl)F~DolGkWFaoGIOTa4Frk#9h^AE&2Sq~B~fD@t;#bQZFt z3LF59oJY<1lMoiuk^;a<98+nqOPHjA3uZaV2K{tN!>GC3*5ZG^Rht{jVA$xmO?+Nz z7QNC9+mFvmAMXn-ZoQXMn82?RpE*Z{_go*52$vl>F_rX6atP_PC7G)*Ql-EfOG3%! zbMMTWym_be(q&v^0hq*HKD0LZbEIAnWiBbWEqBdrkiWpBWfst|^m%nsOls8>=iE$$ zMjHJMV)46?x@ZIv==A)!*UlJQcuzF_2uHfjeuc;{claqfJTND};VK5ZB%*%zY&`Q) z<1D<1OVK2XXXT`bfvoDGPo+kF(VHZh)Tpy0^$_;1SdFD^nX6=79liR_fucwehLU-# zBU@5|Qq=GEXa`U?W$j&y{dOt+cq>VE)40-?bD5eK&+KfW^wSTR9N57>aiE-a#@Vc$bfEe z(rU zYuXaKtAGm#=bJ);7uZZ80YpC@`e1J{q9>Q5XteGyzVLl4ite_^;dhagW_D)zb6|&F zQu;#VnGtW+@8|<+L4TX)Qf!jVj9gWRX(dqzT&{TmalK^Kw~a$*5fbqxY@K%IVs)Wk zv;%Pj>`C1pU$SS2=eRGu5`g>QHD>@ZmqeOfhI&wdE~Jq@#jO39$7|KwC}a)5aX0_u zORFiN`&+qmW~ z3F%9=vb%%WL=XkYWm~7?YA4Rm`*d}$XG0s>>-N-1j@`~e-JNr02agl^$`)QAlX;Ii z7s&uz`1wcK&7l;_mzBPEXVYJu>6}n_@Hb+?=-eK(;vLP4dNk4^h& z928-CeC1p58NPfnDU;U5v6MWnq>34QdFE@kVKaO{UCG6Fd`OYDRj?$yvwH64l$&czY-W-5Yd~4LOo=TkTo3W^% z;9fDzE_^KA$NqtKm5zA%-f%<{qd6zP6Ze&E_O~#% zevw$lE{FA)ya*93LFDUB`flO92fA0XoxW@&$Yq6g_qY{Hzvbvj()}G<3E=6n{=&<% zd%9O--h6obla^r#e%UL+009op^#|eWc)xz^Hz7CE(`jVA4m$LJBalFpptubg=3wZ4 zHil`}m6B8T^N{b^94VPD-0RHLB`~pu(4rYMeFBw5${$=hMOScj%)V&UJ<&_l-$ee_ z-1F>oK*5=`&t@Z+8vF(UgGdu=sVj=dVkFxEH~}A@Pb5jhywDV|-2;1u+<5z4eL~o2 zYYE43#zAiksx(FA7vGQ<^Mvp%-@2&F@g?_cdw=-TLO_kHBY6swwO_}|w_>Nphi~H> zryITJ)Zz<@@e`dLhNK0r)0UbOKHUOFt#*)o6y=6Ih*&#lP_GpNpnX9iVh~K@G@jUt zUyIj4F{@(l?n9eagS_t>`|cspobQVj#W@xU9mFeuiG-ytMnGO1&j7=g?7;=Kut_hM zGWph!pr!;8FHedz>YfqzQjc%PnY$GkX|F(BwOHQC=TE7kN63xI1nFV>7n-dXh>Ik- z1$cOsA^US9v1Bd4=R)W;p*wofS9C|cA5HTGVg9~aYOkM@!;q_0Q=6uh3+m*3SauTe zL01b)_YV|#O)dRN+UwKyFYYt~EbAjydZ813B_u}Z{KQ;=)X8Z$#PU~+kq1SvAJauP zwO0+|2M6%iq#(Bdd*?C!!1aB@jHY2aqxYP@Y;v$`aH#wN&s`Tr#Ma!|+3Xl{!Bi-= z(uTkW)a`u>OkM_iC%5V?kRpGERM>p(d>G;-HYX+C>9`&L>Wn*4l5u$?$(S2-L4Ju= z_{9NB0<~g(&q3=*UT+_u*Vbi>?@7Ow@axPt%t%1p3juKyw#v4y-6kCnpd{fjY##q2 zM%Dz)@QMX?#V1YbzCp5@P;21eZb%y>z+p%r$eVx%S$Xip@nJ1_%9Bsq1UVT93Xcbq z35mkH@N+9|XmQn|^LurpHS}i_O`pd@tPA$ze}?bM!Cxk?VIRR&SS4+{$%gx&&FaeQ zYOv@uw*}F{bt74|?H2&&IrsTnmi6Q3N{tNScMJi-c}zl_idI2xiYPgVQR^sJJn{sw zrPYetiUY6+`6upfgdQ8~y=~lszr?ep>VvTDic2hfEXbL!q462xUNagyHS$S6XXL*i zG(2wfE%G2%L|`ra^xzDdK%cXDXTXk$c#wwoOdN+Hs9D*MptGUJ<584@@0Ou*Awx#i zb_ej9Pa7_?Tqp+^=$(T~(ztWt&`1~4_h-zEX!Qv$SiE)(72JlRrrLs28)p`dYqH>0 zj*1j%BT&*@zdBYQT5YUKhO=Aa(7RWu%iJE1YstAK)*Dxk6#yoN=Y`8B_<(rfG%L(7 zv_KMQayZ0Ss2ZtL>^b$(A=riu&v`vG0q72t`AFs9kVi|CV;LbB1h;7JJR`GuG^CR8 z^|`eF|L2197Ijqi*O|Ib6}2xU_9puqd6WGWzTSjB4*&Ni^rs24V;GEp3L#qLO%nKv zLzKRjXSecrawoyZ#0Q*JOpKiC7=$wKGnj%pKk&NXa1;Odg!L&TEQ(f+uPBT2LB_Y& zzXRBJaPIUO2|bd^3X;_fhD9*Hy}WJk^|lUqcERmAOIh7(Eu=7_X0W3%JupLc<_)nP~U!{BvH_x8HutvZCyv3_O4Y(-10Ay{{Fv;}aiD@rE%onkb#kzj=U zq0H%VvG360JpuS!jZBE0EGCfg?mIJpxF*AZxGYDlm|~G_7sD_;F+{Ds%iK2TyUlM< z5DSaI6@BfwJK?`X$ajMewoW5|^g#L){63;u3eCK)7o$ zkBzzHrsw=V(1`F{*#CvP{GphT1=uOA7!V6}*gGFcYnj@gOG6x;bELI&?W2x|YC;y) zPG>}0=J(-ZKm*j__?$kirDLB~w54tT1%xu|mJ`neJg#NrL8rScgl$52J(`7So=U7l zAO1}sDab?ZpwYP~cHZ{x(!lV3Z}Tn8Tr@66%7o%qL^mw5DoG}c3tpC$68pL zK5R@u^628^@8d+q_eXihymwpCHFPOIojQ|+jDf|uGTrgxuL?5e**hX^{H>MVOTxeF zfVPDadj4qG7A?FBk8+->v=xLoBv_GOqRy9Mp_Nq8m=M zrmd&m;~MHP)RP%Ymmb#soyM~Y1;L)p8>uQH5 zON*`;r-|@5Rx#_N=dRI**6%D_7?J5+`+=ocIDUvZYzgqXQ5Zxy^NV3a z)l`>#G1i{(4saL%-Z|edWn>6wYK6Q%Be`?VkVStW zICLK#e&&cVN;^)i+mJZKH;|`7VvL1F0TyHV>GRHdyU&*6oFe+NX7}P1mA~mBOtsal z0X2ab_b-Umm6$Xl)eyxx%=6>KT1+V%PmVAQ15J}2zM8ir!0$6~F>-E7DyUA9tK$oL zbNm_T`5l^(CW>zqf|Jq&D=MWgQEoNKGl7*kcTr{gWX|W|U}1CKC} zD9LWWNK01`jl3t(T_Ly{#l_)1lt8(BdesKB-=Pb>pV6d-E`EG}GvHRDvbF=^($&{d zOrMbI=DcnYlLQChW0tC>Z}p}Ghp#%Uo$8B$bxYpruH|Kc&*YS%pofUn$k z{M+Q@!R(!SL>||{&uzW}*zHOqYwdvBkt)wwJ;jGhFI``!6|nxY=->O9xYcKyM%hhg z>&PJ?$u*CM@TY9gKDk`jdEia@9x}|g73sHdG2_oL1w~Ps-C^$_Rq@i#Ald2O7BKJz z7$vtJ6{q+KhaL9B1s=Y{U4HBHvSK7_Jav0|UB}W$-8a?H8%rGPoU^#|*cq=8>*`9V z>%xH;AaBOn7#QOw(%Zej%9AK?BqQvQq>}2W84 zBL89Cxb`J2UV2~8AgZzEgrB5rK#DP0ZPU!NuO8h1KB6lv* zGwO_(J+}uid~HgizB?(xqy0RQg$hRF-nk|y)a4Ch>B}y%;$(rG@gQL?uZ5_pM-vk% zrT(ALDO1`C%%~Q=6krkMPw%TCffb|J^Tsfc~ z078a`;(qf{OP)H5r(DM5)`Iv%t@hez;|Drf2%e)g2sXFiwxhhF5nEJU4Mq zgz1979e4FphmNlP;rmhuMkw-ZjlpO{}7fuidti@&eSNWPu$9^S95(%ul@>#nU9P7yL*z15;alpK|P+=T$_F`*rh7 z`+qnWi0|%Hb0Jg@*QLhTnveV1yG+T$+tEywQNCX zoZYhv4HU|i?Y#6Ued7egn6Ndq^W4Y%XVp*NONdv~6=t4fdIv)YxQ!Xs(5G2T27|0P zSUy=|q6_-qT_dJO4F2kt3C$1A^-8r-P?W8Zh+SeK*hF5)t#^nIRmrEfaQ48BGWQIS zGU+W0es_RTutBT71HLC1=KD0j943Vm@)(ue3RU{3@`r?yI?>OVSt%UlB)zL!@exPT#8Pei!sE-cma4{%J3t((DIbmP) z1a2cU(25Pl@z#n2VdeHKq$Bkf)3u|r9@m@-aeA0tRS zx72pah7$O6HtKvY8W@=#z{b?>_Gm{3@G{3QD8=6(u-QsuCKzf{8=vGWkb1+H?c3zY4zG#eokA2U zOeGGu_*CQ{`TJ~(MU?bB_mTpTS=eKvvE+icztFbd9*yLbd9+jYdcI_sgpb5eTJzVd zl#6li7`}A53b%5>k~xKZqznpcW)=Bl^!dOx{YIdQgF3Awx`Es-GXv_uXRcaA(HC7X zDX)rM<%(tbkx05wzo8xGldoW{t4Sbxja3$mT{qdx7PH@g~-E85zIomYIoUL_}c3a;=ZER0*g(vB($HW`;vQviz zv7<*n1;_Yu57+pd#%F0)H6x3e2nsxB$;SA~b8Npr#`n())3)oU_6Of{I&9UeXGrJm zBusw+C4fGj*Vx3ZVe$cISrc|hnb!j<3LlnRRZ`?05Yq?)Vz%W@KWu2SNA9>9is<6} z|8wOKo=aSj-i<(=Xj;2om6B7SR;9S3Xg6o0SA7!<@lcr8^UD}yKpGYr1^M;Hq=`NU z^=srs##;&_GW6aLXu{JT5#N*P!D&WAvZ>9N{3alWajXveQ(!+*(NBGdM~dT4Ov%c_ z(>?ZJTR(MizJD+}l2&WO+Vq)|`T2m*0=i7}IeOE|1mtwS&fPxgJ&)Y#RPNiay`-wx z8gHZ7O940bIR7?)GM9xlr$^b~3$=t0kEgG9K97jFiz}#lIK^Ip-@+lxK;jW5rkPuh zUlC(0dIQ2zk6@~I-f}XM9#34u(>ol0>U3he#p?wHM6sW*n0-z+InnKCe7mj2jm=A0 z-@JxB_QeqekVC6gf;>llB~WJ2tGYaHNXK7j_Q|cO*3txK$cyH)K%w(Lrt9=B#vBDo z;z)&GYVA;a6DDMKBsftQx5itwNFs*#PM&D)x_VG)E&A8%`LS!Ei@0`&J@H zs;UxYJo>M4u;>HXdf5q>DkyGV#v$|n9iUeXIAEw(n&9K8oR?s9K`4f8YfPKzK{=2|L+F`z)*`Waq@F{oZkMHILdO2#~t z=|Q2yRWP#1NZi=V-=N6#GbrDn$n~ea3`@I?7sDz8^u(hKUr1FtR+{=VV9K&rkm3&G z%CS+vc#J!rdOc+V{ThzA1;VE)>sMltVWlt9&gk(Y>D&As1bh6~N|*^W{l_ZpRalzS zpIDZpnU;TD)TQ3{{;}e}n@Mov4qVs5$pjkwqe)W^OLPC@KY}~_?oTZuvBar=15@73 zq@?@PmaZV!i$7K~3SsjF+`~XYq^8wfoscO}5=_n3BgGmM5P!At#4x8FJ`*=-{zI4&R+$nlt585gz0k~G@nG_AJL`gA`u`NC zhVs>E4dauivHUNT7Z%9E*_(%F$ikaW!e|*AlCoNUt{-=7v`Fk^T>%-CbuA;H1Dt7# z9oCB@i!-sy-z8@2_vv+z18hxrOGW1zWe)Z0ZH!OKWhek>C|Bb#;JX;%Kd)3Vk!<*e z+5lnxzHVT@n&Hj&3zj#?!L{Oq>4`PVH9J~lz?%xLvZ?|8>Ua4?r8@Te0YAEpY<(+F z+t%2Uxoo#5y=~2m*niRSXic+MQCI3bc)Ay=SbF+vEhqZIE-LOlqH+3QP$W4bda|2m zGH!~*5|k`$mF1aQyj~Reqcp**2PpEQJTQXKw5dk zhXU^}z8TJFZjx-$*GaaGw+UZi7~Fsg|404tvOMD8`qpdKmY&t?bDzDEyKz@as6;}F}eVub$W{M<%$4S$UrSNN7re0)4b{CVW=2NSmd6ZyD|AElUj4@(5gZnqWs53e(9%(z~*<)uW zhZjzob~E4+j*a-k*8jTD`on1dY6LKc1xR(ux}wA==<*$IWjZ`8H;ttBVi!~gAXu4} zcmJsL{9&5RY}JWnJps~(Th9-+{)U@+eqj4Y<0?Wtr}U=<+gO<*f9r9_7CRBDMh~SA*X%``{Qdti*Mar^Y zt;F5@_k|~dP@44~|ujrP%DmM|E=53@Xa^CB) zS6r1kWJk=#sG{7f>3p^EMZ0$JlYxhVfU%C z^M(g~ylf)(2kT9zeVQpC6}t3*^>o@Kyva>@bKkRN;?T1tt76Y(O;c;Q+bQQ5m7(#O z_F0~{wpfLFc!D9wloHP)5ud^1v$}c9Ka?+SNP|()9Kili&J>Pfid1Sfcr2Ksy?yG55)z~-DR8#du&!A>6jZHJ5$lIr` zX40d*vEacXAnHpc>RkASrX6nEdAs+{BlGQXFb5^z(Ox1POeC=5RwJ=h&-P|{= z(zmfoIcYwk`?6j(f5I7U&UM!Q(cFlu(DUeSL8U;h8RL%TWk)GZ~ z)29KBKImD~#U=ahEG7lq?r2c&=nT<(zGY^6vD@&@_0+2~rKrmRVR?Lj!msbHO>~l?s;o9XrL-RtS~b$^Mx6jGU|q0+-f`LQ`$L%2HFzZx~W4(8dUi^6j{WU<$;O$>H2 z?+>?+3b$~x*KcGCY?!i&!drG3JdG)`Vg}G0_LEV_k^6=@u_67EtK-RUQ+o*{Lo`+l zfx2$rO>I``j%3T++%;B9B@P9KHPIRfu z;l5?VVbPo7S%#anYnbuT$!|N?5JpX2iu{ENMU@nYM5^>J?rs7#rJ^mP){vSUJ$dNt z_(`Xo+fND|hnf>!gIb>nR*9I+y4@euz+8*(#U-pOlCh_($hL-8cvp3I$VDf)ftxD& zX#Zu>kO_#up>1Y|@V$qCeVdmf+q6hn=zQd{2|Z&g{mH%U&d?nbZ!E^Ho*k#z;07lm zasRA5OdlGn!1)aDa1U(x!0F5ob;TaAt}73xXG$mnU&JNTGbE&ekW2OpoijlEO#I9j zb-5fsVUUsZ+?MBn|NJ)rK7vZ2M54NuL}DM+bq499>>!x@>tm{NE>;;M&HA1XJ`b7B zB7TX5Y!=`SYsGK#yfu;!YtDHOX7akn1bTk$VJvl!ac%H52*#A{g+JASJKS*{0X3yF z(n3WL`$R03`5pi>A!Vfw2(B%%aEG(5En;zpUtQlbGwBM}qvqT4_}b>VcQe&uic!<* zyO^3&X1K#@nRr>JpN1O?lkhSOH4|s&F^>1)Wjf3Gqd6)Hg6aMBS;ie+ z{?`qF3O5x5EBs?u9Zzg0^rzAVrLg9$KjBj4!v_Cqpro1mf1?El!2Ne6zc91)Q2&P!IZk&KK=-8l75_?T2@>gU=+dh)`>wnBxIwC$DO`*(VsZz}TaqNJ;LNnEP=6V)7C2Jb?jL_(l>)3v|@(~!o` zYi3{@Rj=@?5n@v4cuZGJ6||?yqtg<<^MDQYEEiVZeWKkLS=o!*74!eaP|h zp6|$vCr>bS4)-l=ElZOqJkm%J1qCHj)2ISYoitc?>fEWefqN}nHj8$7UFfPkjAhA} z^YpCYYG&T6&s-AR%Ukl}b$kyHCrLi_fUP~fwCFm$kzmPUT`~5P&1GzNx-)y@@cWv# zowr-Qu$qG=w0M9Y9zAs?)8whv9v=9V+fg`0nD~e>-rv#RsC|B;l#)~M?L%8OaaB*- z=t9Dt(Cvks2L%*1k%z(2$OQf2e&yuLErr^-fbV<*EV0o^u1zK7;`*jVqIWq@EgOeI ziqe4=0E8s9oNz!M!oi{T3zwBOjPp~(;=>zr^)>4QZw1{7S_DQFy?W8%07>nK`-A$ihBw& zgS4;Z17?uSwS2}5Qook$%piqpDas7ezn09*AgOEllo|BqT0UV0y}p*h%pl!s$-)eh zy_Pp9_bAE93{twj7iR_;qNGlAm}Y!60E_jMc_vV48bd)3V*gYXW;KA~kh8Svk6>lNq@tD|>&Jl`EektMSIu9^>so$+PH02Aej8k@ zb)2BG8*?H#$K5-T3tfDEE%Cljj-pvPd{jTOnrqab_Id$O;9)uytVq;Lth$IT3sDf2 zw)3=J=%n%WDiK?JdWZMJH>d3VawhHI$k*CK>I#W`%=cS@PapT!m~01~GAo=Ay?zI`kb?+Ba2@ZFYWrgJDI1^Sp0}{>P^K3#2%v^6@by53gZ5whhLDK~ zrP$XA+EWZ7Kmp@g>4CmFs%S$hiDD$o4S&o-$;KcfS{oWrt^NHTL**w{epRx_BF!wH znYp#DPK%kGaQ)?@d_{zE?v_);p!`dZ zkas>}gLc;@)O1KQk83>3aNG^v&ZFz8Ycwm+w{CWJ(ep z@3Le>(!=zDN9M8?k(HTw@kvV#kGf=X>uHHpGgoW!qqEd}`;rEQ;;l!*`CXM{dZGmP z3!-0Cm?j>P5S*97Wg#t>AL<>AP2Mie%s|&uQxk?K8>#s$$qo%hlDn0stm}Vm^QLMY zB{g#ZB?s(#iYwGB?^YgrkQ;{RB>I!?u+xQhIKF)AKPf4W3u$%v@cTg{R!OVPj&O>< zKpg!J`yR)N=pOxw(2D2EivqKVvWHL-)&4_)u2=eMNG z^w{{1-4w_szle<%>11|ls#mD~MpSWciQTnJxx9OLL3?%DdbB{KE+Zz;mPYi!j zxZl<{YhhsX3Ko+D+>gBify@fIi;dVPJsYNnW_X4rUni#bR-TlU4Doj8M+fb}JkN+a zW_hX$p60Ziq&=b~UNsDk(_m0!*luCsT)rf|To#Z(|K!!;g~CjoyMF9=Ufn!)H!Mz< ztT!x9fYrPAMj$lQ@+AWo?bW}a@13k>S5Zi*Jb4Z zFBGfpm7`q3s}Cw}$6oW%If|UYs*{XOfRqsgdMe%m_4HLPNw7hDJ5kNje%NKlbvuD< ziQmcKQtPtpbzH4|#OC}|S=Ql49}%~$*^8Z+mtMAV2|tLO!#{npJ2iQDdStEoiSZob zZKK#6-{KL=xd+xTdhG;n>HOk-1!+$G#Ze4KMAb0PmS)=>Uk(PAVS=|~s;aDKfJ)e9 z;8xkuMXIh>E=6SJJO7YW`Y+J%K)VLKCJ|xxZ5yvWrL8s}Btx&V_QTh~wc7!_TlHRs z7jFlYn-`odw}3&hn)Q=i(qOmda?X}uTa)|2q28?dG^f$Oh|8s_zTr${5eb-z@tdLn z5yvJf?ljJLr@nibD@7~Br_dD~;3vn*)(ZU!_ja6;y}{IzcsoL=YMm#D z;rNyhy(O)I_lytIO9G4G#dCURJswZ)Sz+ zxVh_+^f;?WL_)VcAE63beyPameYc^Kp;xSoSFTgd1P%7(;ycTFPD=jhFm$GhwK7pU zwIK-1%L=b9?}@&fWo0aTS{e93+3Tl?LT0egD#^cedjj@xR4*`jdxHW$;BpB?y{hES zJueE8937U?15Tr8AIc85M(yd~Fr^=U>PVEqbLlnwx1;;N9Z|ht_@je9!_SOineP3D z$9KRq@$mjzdbJ;-KY7ZdU3#H&Fv)PHC{qjqx^8@n_#V`Up(%M}iq=8Z^B`xq{Z;>C zBgd~H;`pXmt_okn&8(JF$^l3;LmXB6BbK37lYV2()6BpRT$&%6s9L$ZdBWdSI^K2Z zP0-K#N)$*XNv~$LL^Um#d)`DV_J}7)RUyN_BeAXU4F}uX{D93av=E+{R|;9dv59I7 z?*F}(y`cZ*v1g9MWK?|5i^tC-3NX7nV)gsMTHFQa=uoI+R7T9>XHNKbDQcH(|E*!3 zza)RelE3A`=8kewFs0#0=}g%J{|^_Mew(;hzCzh?p7Xckyt+RMZ90DlA2B1jv43p# zP%%|-nFZJ`WHWL#5wg~f7C$f}*5eM~87-q!6ZB(= zS)@|Rh~^c{rF-;3Kr<7^M#Ypgq?9~sG8%VN8WYEfN{%N`EwM{y)rL^2SyQ$cXnk^E z%7I-<-7)F!wAuFH$c!d*sNE^0^IiY%#ywZc&sia3Flh6M7jq-7fpc%Xeo^ktmj^}F_u}L8CQ-Ynj&2rPs(#zOGhQo zda^m~aE3z3a7C(i%_vg=mQo@Dx=s_iE_@{u3d?v0!P}>@)O8pILy=WftrqxZINfD9 zv6J9;bW(UdPIq&8Lic+m|6@OZn~t=^{a-t>7Zv!yviAqMcCcY#7aG4Al?Zo?SYoHI z!ZNY0U`(uFv`~uHo_=AT&{tmb?T>y7Z1*)L^j{?D{hZCMi|oJnlKOUgW|JB2fhB~acG2VaOo&MB zLR#`mN~GtP-4w9r=YF9i=#P|yQ>G*rUWtb@C%2qq);#yR_8T+y7G66M)H`u#E^Wcu z8cMMRGCBt)gY>wAX3EHqP01KL>`{13q7gnG7zEz*IJ=5;-N%k(fJ7_4ZB&Hd@m-^KU(w)q zqJh#UoVq9Cs8=U~;pxAh`GyOf(?H`L;xq6ZTAfkTj7H1?C$Tff`)9j`_)D6$Z3a|r zN>L`18y;9*yHq(lzyrd?ch7d&V-|%_pioX25-(_5TB$|BE*_FX>Jc_W(Kcmw9ps4S zgZXOFAKG`b%my&c#uU|3W}Q&EEt@Eykfl0Etrp>eVGc{&&7oN*=oUL>DeVxRNTc8E zzFFQgl0Ry+V*7Sv3tRO{?@WB9M0D#G_Mpv&4%8BK)Z&Qj0BGI2#7B#~iJb|hjLIf7 zkVWF=NQ!3g@(GF3lBHm@kttzIx995A-S@ulL_^I^n3NWCt(GYT1EEfYT#ptWck#ixtF*&wvTzXX zG_!tp1{9IKIQ&oT*IWU zZrwqE0UK8y-tLybtzz%C_L@5@r*=Qv-8ieZyABKR0JlThZQ$Mqz*!qoV7c}JZ-O24 zlF9d8u~uY>ZY>mn|M;;tcuC|`cYhl9T$#00NAHpga4=aKFb{kIbr40c>2i_LUVY>g z&e`4iy>#e%h*3G4(S5(mh>YgAHlbm3-NAM=avZO#n-M!Q=AFKtH_;{D@5~9LgwEGX z&EdXa33D>W4<%;}Z-;p!6R4zYc2x=J5PQ*=DS6Ro=%&&HVl1_7YOAvS`FPY)E04Ad9&FtN zBC6VK1s%rPpVotj%DsJp6XMU}2lGHv-zo37#^Mb;q;*Yt*gz=^Z@l?`?b94ys_Ss@ z+NbFHolkR-!r4`i3@J2q&9dRyK2vd#!ulH&*?obdT!@BBIhuqc_Cc*CPRbJZcc0is z@s>-BUz$u-^;D78Zm^cVYN?mk|9QT*VgGx2b3$qH>JsY`kIHFw3H6>-|9WS*3&A+w~cKfeo2P@z8vV)n*1I5`)SouG-ds*U1>Ayo7r=m<%_;2>kx1R-fxy%XSmz#{6B$zsy0` zbthk&zf8Re#&aFar7Xgpj;hl>)sA@%#{N(2Vtms709(pL_CH{YP@ng|P>UX+V*b;i zmW0tUj0e~C{nyr_|Gl$_1ZD7_UeD~$K|>>GyM9Q7U2h(eYdTC!LgR!BYD^};<9fXV5TLmVU+;yQcCw8-_UYL* zqGN4P1<$?Vs=8ZJ&zw--A8DVIT-VPev6-8cth*^Y*PqQv*U1z@Ef^)wIm)CQ#zg73 zc#l&ktWCMqFTU<)d|i@;&J=IZ(~|OhwV^Npi+4dzZH8qd9IsC0{QYGS{aG{cZA-| zw|sa)|4TcrIem6xpUal8=9E&{k)wL?Nuiw3H_>xEo<>?W6;3&Z%hOxuXqLNT?29vk z;gn8f%FFi{WGLOu1nk@0^aBZtI|Vs=tQ+y}Z`36Vf+x6J-JNK-eq%Mq-1oR!;eiGq zOK}<;#j1bbx7tN7>@e33mRGf>@I1NCXhs4AYwgmfwAVP&8A%g?m(jL6p4s;(>4)Na zQ_=4F7Itx&KICj8UQWMw39p#gO%M!hY3)1V?O*n!Yd1@5YnqJI;|T|wvhkZ>&WG}O z5XtT;9rhEP6GL}=8UrNc7#BKuL<0dK(Wr}B9JN|%k$-irhn%XTp$wyMREu&4Go|ae z)X!o0fnlerXmp?lvB7NgTrKX56M=B;-Q`-kf?dw2ym`fx9viB~2EphAM+~DL647uS zQ9qx_K!aL_nH`eK6SVQ)PYc_#wTlT|=sVE)_8BaiJNjJ`PYHNSOxAdTe$fyPq|3a? zpg_N;5~VA0y+AN{8TK13r;Le#b-*3w=K$u8cGQ` z#!bjS7qCWnkmowmiP5zJ&)iHgXv-+rcsft&;JQ$You_L~w|OTcU)gqH7q;b{?GdDO zu)&t8)=C-GCjB|I!90a3V6H`W3dg&0PQ(VA-EQx>W5%ddfoEWJrDd!bV+v#`-pr6G zy{1W>uy*JF?hUYBKh8CIETXmAGgyLk^FB6_x2ZrDdfr513lP6jOH0U+91*^s#MQBFG9IPcVYB+Kdjk zztM)q${lH7RrcEFYnU3$goac*lBpZgZmKnkhskqskz0G8H$U~b6MOt-tdV^!^>O2L}5hoatWG6|fZ6vvi&;I9FY=9CnPJ zJvBcc8!ec;bS>;bmSVGw=>dAyeQtdoeV3n?bz&TZ(pS$vpK7mJCY6|9eukInryBt9 z(A;V}Vaz^|_IOXZ;pfAO!d!D74!E5T&R4zjb25mg0K!#P^h&3UY<&=-f)D7AXc z9gYq7M^|d7(hy@FM3y^d3%2x#!clULvV%gwgwQ8NEj`i{lZ7V`@JvxfN=I##WGfld zh^4e=*0S5>PIo4lYmqtW_p0BR!E%&RD$3{UXJP+$2ab0l zH`<<5P6q3wv_2OjYZI)_ipW%HCa zc)nqESz!EV)npj%X6G})jL>DlV6Cz|;4+V{pp=lK+Jy4RghI{{BbTSu^UwpUfG38q z+DxEcFf2}pj;&`?TLAs9d^7>zzyP$E-G11!Ug zMclF?0|g^uwOe)cRYL!vJD?{Ke3O1fiJgZ1i^OZYPX`xW58sEC<+6RZDI+1B41Y)W zoT$g?PKl}N>OOuSl-8{_#y8S#GT0}vizKD>9loRCVXxC;&EHQ~8q<8|&BXp6*4{fT zilKB`-O17tj0t z&iT$c_qpF6_nGIJPSw@ZJykt5-PKi!O@54K(rZh9_$YyKQyBx2seAZmPwxv)=rP7c=~D3)tl+qiw4R_4BHjsMk$_>(K*-#d?Ol)$h;!zt zPsY?XBgMiUOwkwGw6D;pMg>1;`MaAEY8pwGv{LFtGQeow!f-B;{A>G!F-vJ1%Y#V# z##rYwCSd-};C#4RJ&w)3jBPWkZHK%-xNbSssR?%M(!ET$)D0ouGM^(h5I%uqc74=7 z`H5vT>Fh;O$7MMwxD&IaO=UL5YBm()K`-q?1V{3ux4Q3h-rz@`m3x)YLro}n+a!F@ zcw_?XV2pKTIG6iq=Ez5z0n^T9& z$53H&-LwAELExaD&ve)0$5B5YGab;+=hr{ugXH+$wPeh%JxXqo!KXS3OwuA55F z-^#79X_dIQdh2`yi&uIJj31DpBT=f!>ZyHtkyf6s$5DOy$e)3h2OtcSVqMEZ2zS7y6}0-%%eTe&(n{t?|Wtq zjj~xKCU#aUO0eYFEyqiAL&EC^EoqawE@K@5Pw4} ztTph9H8s9*0qSG$uvDj?B0euZ^pRn5SAE*v7$gswcb!(4=O=%V{j-N8PW}B^3A23KOrCEZPRwx=%yCZ)ahDeL$G%=^`?4k*?_+onWETC1 z#dBV`U)sb<|P%kuUBFGYbS?j1Qq*^07N7FSh=DZ&p~%3?aq8;$(x zYw&Pu(nlrH)$Rrd$%FLm{`#{t(jg3BzDZlz%ez*M2a@W!&Q-&U^4_i~>elzut`jea z)zozg44;B4uCo;Fkfs8hGcp#gdc~uLk2`BMH~GTyPNauRNV)WuuQDCdaq_C;UjkMO zd$j8|h{pwV?WKy>JZhQj*(iO#xeb^D%Fu-3B}v{M9YUhKUv%JQH?~!cf(Y%h4_tV_ z%W5yK%S&Q`N>XoboMku3t1<;Is#4Y}9n=VMd+pmyn=da#PQ5N(J}5dsAh4Vse*qii z(_LO^_x}n}X^#?QXGDIe`x&d?1gKjSLkvEpL!+pd3B5Z#-%Bm^ifNvFS}B6mH;d)w zRiA0TUe;r$NsvLp8zH=2PK2iE5UX31az7$91>%SDHZ|Tg`6Tf~yqhkbv;g3&wOmOr zX%`)M(JFHti~Xc2^1aSr?{YlUV)OfniG5`M{2S9GJ7nb=r7JddEWNL#5JHgGV@V99F? zI?LC97bX816CS8x!TaN_wV8wvZI^Y9K9qj_Y#L&k{$8W=b>p9&2K8a6K&M!hy6CHh zXPcZzu9t`J3-*$Jsb2+1vJYyn8;DA29O6};Y3ccQQ2giZ4ETj{i`AJt(TIkIFZ&Gxpz0D%EZbHUbzn@7-sGN8k}3*^;=l6${KzpU1C%5+d>k_tbMP-Uh!2<6Y0m1=&yUKW*)&TGdZ*wVpUI zF4Qay|2YP9p;g7xX!ALB?-H`w&aQca`!trGTd<#|EndOcGH+xgFg9qQjI zNXx@q+*F5+tB>t*Za-8d`(x1U{N*L3BjQGgGAv#JgjOg|M8R%^mKL5rD^aLsetX8W z$BiqVTy!4|x^75Kgg)JolH8oo8X(w^S_okjs(PUo#O;(oL}&v}+h#Y+>(5HUU6>MMOZ)~^1P{ON?fXAH}<6Q86=c&r20!B=rT8)&t4qodB>vTRG=jMA1$f-#o@7vQ7c-t6}Zxv)vJtN*>))T z1!)C$^meC-P#Ip^G(17g1pT5MU2d91!^MdAqKqCGGhwsiQb#5<8paIR`)Jim+B=mZfKrDNeKaF?t5eZS zGIvvgYMWy_0`1i2Ds9{@rZSYKShQNP${y5h(@B&{oi2$ffmm7*enlsE~}Ja`#!iy(G$>CIUb3rR^32AcS_8Cz_|=faVQogx%E@G5*N3~ zyi|RBNpsz`Z9~YaNFSWu_Pa^zRp24@A@#am=l#d)g5z=G`Q@p7p3(Yd19tR}Lifco zn_`_Mnk+jEQUb1r{N;X!oAOh!nKJP{0rPe!j5-jWoA7vYi69sW5vZLrvdIE{aA^1> z-OhKv7w@5ZK$gFp03Fe2ZD~t#Pqas-(wQWoA(5Pc#w420v3wdCU zaHNl3{v9Y-hD&8EUeatm8^*fZJO?Au-Dj^}wz5+uXR^89^?H(O#POc_60Xa#M<0Aj zD=M-aLo?eyt&Gv#glrey=0Vuz@$xbr%iHAfNt+8j5OrVPm{_G5BRw<^hItLcc73|4 znAS}MBS=F&2-z2NTNK}U$#v37z8yzI);&@Im$A2no@TPPAgMx zhj&ksj6nDm=!3<@Q1%5FlM(limT8Mx`X@iumC=xx;KrKbWR5gi|L3~`{_D%qi>!iC z&_PJBQGOc`c-y1n9mWq&UP=--6VgXaiBTRpa(b0x_BzsNEO`~R*-LYY{wSG6*GsGq&+(4mH}hWTr%2^E2S&wyUKCl9i#Y z8*}hJl`UzZ9Su$@6^(N@7G!L{#|S5u$``H$SK_2zKIUU`2G%Idc1P+zqxR+|5^5a| zSu37XspA|HKR)I^2Ah0+t>4EH^%m?*nJSS=@(Cz_p0lU^N>%+-kX0M6#L(|*wrRBq zemDHJWQ{KBt>GchV^@&{rne4<(vMw5Wl{8Qy5h<&%Y5jSV))5ZzuINYGm?U@-N1w9 z+hWorxby|i{6{%QY6-}rn3g(zsy%qO7!d)4m$x}|C^U9iT`wl-`)%$kdu_$}k5y;1 z_8q{^WSGM;qYqW!nG9oVY#D`Y3)vZ#8)9O*7&6H~hBVoZhUPMqwxWA5m@h_)kvnwQ z)-%8n(kY<{j+_I}`DDUa&Tx~L5@3W`9h^Ss6U)6?p}LNAH!@u zaz(C+fO=?LzNCtR6Z{T=nt-o3z9EFgfO~*{s)ryk+;GXVo(#U^yU~Kx~-E(*c9A$DH|L%=s!y88|uIh+9uI=OG#c4^N35frt#iO|FD_JK4%GvRdAsNznpl_w8FJ z)TmyK--gta0kO(wY_qZ8MdK?;#x}s1T6Kx$>gDA(EN>&#ddvhQ{&uLQsf0mnAd)q4 zqgBlVXKk@T3_afneW2Cz>|Qb=7lxVjOtz$57)ETfPca+iU<7ImuG?p@?L6Io;1|Yp zMIF0rG3jr(B)(H!V%b4ZP6Zf*aCoqsz-@;7MHlbUhp5npo9^@WbzDLotF%2!k0jVP zK3ZCakwZ;cN;<1x=r%~<*@&5P(uGdxGhS?@uT&7&n9DDKZJ%Jfy|ij(xlEE3(J@KK zCogFb4BD6IYo>#+&qqvoNXB${^OLYGy-N?D|1NtJOKzfZlwb(;0WQ1wn11m@`5Y*I zZvmgT@Ex0#7%v?bgEemULs)LT<+AQA_ziEv9lpyT$K4`#er?pG>{-=2{_)N?4_gXs z^jq)h^VY=997>YfJGFnBabq&1>@a`abb6IxwV7c&v^TKlaw99Ek0r81yGmB_iE)XR zHF#^S%&}l^i?^VD9^lcNzz*V?BQNpeG+d@A;d*}=5$CA?bxqF_SF^(F(f81?{0rMw z3h@0B`=?8r4}%Zs#sGgg*stlJ!yc_$tk8E&J)aKokJDiv zsn^KLxitK>uuLez-aq(%i`=_Kr{!gXqD1kWzXCVp?_P@V-Cl~oI8;pn!~pH%1Cavs z?-`qs7Eu+6zh}0BD_+Irt$5Ym?|JytNqAgS+ib8msS0{{;?-hrT4cj#S7TK)L%XGA zs&8YPFFbA+-96dq_UX-uLfnf0LYBk_Pbu*X*q>r|cN^e+Ksr^tViz6QoB2L5y_Ize zS9y?idf6cAFn{G1@*#D|dXCsNU!%zjkU#&aUO39In^iYg@WZDnoUO*q?$2z4sp4SC zN^-G&otsPpOWv%S%=`CMQw*A`)q5K6cQ=4v#UJc@=PsG#YITpXiv7-`b=KBwnzBYp zcNOfEr7PEC64OdG#}wuu{agBn&8ba%-uo6iP4?%f9l0bKQl6W2)iafy85|Z_fTEvh z-tflSjhnPZ*38=R)cQ1p?4_f$NVa5N-PC#j?7q!!X$JSo!DJ-oz|sfqMHYHEK}rV` zeRG@TqQQ16an#aF!et49oKo=&pcp{u3WS4~sr^1uW;Xjtg>lS=XTWH3&v2_3eJ4Mj zn(*+-k$lKHe~A!0JYyMH%op*W+U|{{RL*jjP*j9^rBs17`{2KL{$6u5@+HnOE2zrYg$msR7~3)_DYLnlOeG= zov5`XO=C1D>Zn1VC!u6}k$1{5api#VxM<(65bZ(!E$Z>@K}e|hJU^U<^Y!g-ZWRQz z&SWgdb~}5u5eOL139VSjfS%3Kq&L$Oo6vgm#}rRS9dA(KP?d*`ST3`hmysk)#*o^! zJ{S+%ON0;;h{b5rKLOS8hZqwYGhDR4CD>RbUxQ#OZ+Bo;XLr6NG^+Bb2&xoADTx`& zek&u(oeUt-ie&5==u=EjZNckXdho3rXL&NBUn|xRxdXi5MhH!dMbK=wJ*qavOyds| zMua~eFh++9M1m}hs5<$hn2O}G&c-n$#DYEPpOSeC_}hIiCk1Ko5GOiPvOx%Ww&CP% zCgi$h=r%)gQw{@)S8IeSM#MM*(bCj#4cktyqe%Gw(iM1*SSS`f9N;GY;;&EL#vf8f z?3+{jkyyo;QT}(kfszrOwQW0^Mx;E0*?exFd!lEI^~KcQtJer-lO!)?BtXw8&rloIl#YaWk06mkHqfe50XJr{JU1;eU+SGjwln57yIQZO}OEJG41kX zlpoTF)UMCyJ~K7BA*U&NrKJ&}+y)uZzbjEOn9WA&AV4fX`6Ez|$i#*ufE-0Oh_DK< z%NRZZ$szo3lt&Sb_jRaWkbKB@0`BJ{HmI^H1;U>~9MFjf!v`fSb11zPERD&f6C2pr zkeOl^9rkny)a33|znkMyTz)_2*>#HZ$Y(*SkbKw+Q=I)^`sS*T$=>}<Jr$VGx`u7}lyqaK(&W_ie{LQ5)nSz}Rz>z=K>4 zIg{tCI(1*xJWP$p{^-rg9$`43c!gW;qs-wALV8^Qfyyw-t#Xa}8$&Xi3*lwq zOPjTkzEbhbwX@I1mgD)_rRLY44~NpT=FPlA$L%UGl%<7^hej3O$|_3>ACHadz6JW% zvzK+&Ru6}L{C+XBpA+i>K970byx9AXzhn)^uX_#65Qb+F=kPc+{IRHiV^t#Gpsy%9 zQMh(7rvJ3t*>{Tp67G(IzW(BF)$QE0@d%>6%hrFL=iYn$&7JOX=B1iD4$H1e4$m&q zl-}7SHgs58&4fS^QAw-p(%!%%RQ5oIs{PTlNlz@KFZ@y}ah}SMrMm3V?u2Cyvkdqd zh`_|*UV>#L-JlW?ap3rxY>xhLz`9whMKv=0K`?U@TLjD$|Fqz!m zhCZ6|gzRu5tn`vUNI-}`5{ot8? z!{tHW1^ijphDiIZ&1B#D?ODD}fbwD3J&xsQg8uCGS;JjUnMi-==J-@u{wH5Qz zk&q2SsfZ}BCNyHUwr#^a$q8ppfpfSxKJ|fzx>C3Dca{+l(KmC)n4+(jaTAXl-Am&S z*hy)Z>04x<7K?tNN4{|UKN<;@N@V=OV&4ofx2$teFR%N#UW#Oxa;t15G`LzTcC24){6qI4t6jN_ zVy3)Rq^r(4&7fCtWP8y}{JQ?MQKyrKJ*WYk zH@t+`2FYg_G0QC6iyzY43biOzHI0c%+8>m(uVIn9KReUDa36VTmL|0md(6?8nw8c7N$ac_N-Csx2LE7d1 zeEQH{<-sR{`g8`w8j*{dvhB8$GXm{?QvQ^FA5G5$?lkiv4UO@dC>BaPSE-xdPllc5 zcFLC%Wi?~Enes6{BU8;Lf7b+Lip5ev@MYz3N*6H<$ObPQvBsCI36~@YmtRI1qEM*~7=< z{bQoCi#NBvPvi>r7KG}qLBAa8DULgEW*g>ehHrX_0IebGx^tr2v+6TGxUcD-ly|$o z>?dMHi$@2?^qux4p#$eQrn9PLIwb+%M_m01Sez8!-+fW{|0e<{VA*T<@9*uTqgNzi7Ez(&T@O3^7aL8(0Ti%#p($B)#`#{@S8wLuY;1R_gU19rMpB-K0%26u& zp}S-&$#l)8!6rdzLjy!n@*Qmw{yWY$1yAxYlJKvl5``(duo!?sB#MUGaE zXzmy7AzvuPdfJ#an`^!6t>A}r6+zw6TLUt7MrC$Dz9 z5x=eJ_J?wn;;5kZgV)Z_)WbC;T}S!3pMR>{`x;!QbJ*)NpC&>@#p?_W+-9YFdUvmN z+(wxtdl;oTDLz22G9WHvwcq94e6vK?xubZCvkZWl3@CR`3HaWs{16M3lP-?_X?v`f z&(YjlK!zVdU8kYxy!;-ILn6+TO)SCbMaKCdiTOdMYvMJ0HM zYcGfdnN(G=EXXT`JrrFX&12XzQ;E+H1q6W>?SjSP4qKw}cQ_8cq#ZSRa+wT*WcAV% zMLgy_9)mi;`5l4RHF>N33grCQlS-3j%uuRD#7|r%4Sx`F%wJx>USx5!96-CyG^Fsf!I*+#e|3+M3fz1}a8s zw@8STC+)QGQB_2Z*&4Mnw|qcV)DG9{_WI`ek)h@Cu3ogQF)OV8V_uO-M8B=6#r}h@^}emJ=pmGucIH9za4_miS(&Jk@TS zu!P$jYiqJyqZ+44z3Z_?r9WOQrsirG;ysHK%U0?dx*H~#)1;49q#`)g$W(@5LQE@$ z#_wKx^qQ5PZNoXOXz!Yx6uX6o$eAPhWqIOikqOURy*Be*V>;C`LD(;VEmAy@BE40D z*OaWLJSlW?;IO5X(h03sEM`ov8Qb2d)mN(ZZHwcKTK%_Jy;jnq6{T@!mXX;GkW^>P zBJ(*n!l*O7iql%rR>L+2YTq<^+eB-6-Z-$q)yFS}@wd>lfP z28%A1YIn;d5uvzi1^7RjaYc=yKDaiBS*ts>XkFo3Z6uCI6hq7L|I$n@);3%{xiX?k z2||=s8)_%jGO!qu$-VYQ!x4WA7NtDfsljL>If&C_(1p&uET-X%P6zYHJ4NEEVu`MW zA)bjC6r>Wz-iQW>y27R}NKMfUID&S;6sczBT7RAr)< zkOzw5>8tc8k4i>7RF69-^xF12!@v&7?oK49mC^E^0YLr~&1@n(bGz5X9C*>si~N>N z-;J-bNIqb~Kn0=EEDuKwSlv_)m1h`yYCup5?2{u&;E9Ffh}$dnd08xcEWIB~uNAvw z4cp$hb-gy04~c8I#F0s0KS0`%=H2D%!J_CvB=1PbC7voM4n5ZENz&^Ts&S$+Ttsi| zGxbRV7<{D9%w)XF!>+|s+Nhnm*_=3S#Iho5)1&nU-&kI)xYY)Gd&Y&PF1^lN4PH#f zI5C$cHsc7bOkdXSpeb5?_6-(b1N+oJ+bumiD8jgkmuYUXPv^Pa-N?Q6fOz$l21-%G zk#Y+b)(eYJo^7|A?bm4Rl9L*6%Un7)a(1T#4)9SQvt)=6>eNG_cp3pLh)A!WXtp(I z&>3uqAZ=`YD@EnQDNimtCb!$hrQK?SI-H=@-JRZDTePlTvZC{?HmU9mgJk~$<8tBl z;#N!X`F6*{lXW9v)4uZbu7aW^AKo=55hrO;XGvWc6vs1#CUZsG0N1bbW5ZM|NV^AE z;$HXAfMDCy#&MJ^(%PE|{_|??-c0h}H$#kg6Jv(O=7?`m9uo*gUQ%N9B-4N_fgefy6F51#QuWV_&$zLb8Hm3aIq=r$~ztl?43WJ#7;Oi}&{ueM=#L&bbNfb-#+CAP~;i80|gH3<9; zk~6WQJ#(DqqdV?=ps&5qO=8x-CYvmH#nC|AJ!n=cf1o(ERgtUPC5eB=d$Q&|8N0Xs z#4j%I3OCf5yw{T%e)zTsu`U)^Q;~cKi#z4-xP%3eK#1DF5eNplRkq2#{Mv*;2uV}h z^_9%bnH(dqs_GF?iWC9{RBkw7g0Xu>ss^2nK75g$6gWt^zh52EvVg2b%=tc!^a1Vq z4A(0RDx{)bCk`ya@B>-Xfbtb~4Ft#iuynGgX*Kf7n-L*yrue`(7~`B4qb*Z^KLX4Lu`nTb!>-7fVoIn=SQPoP~awD`takS!2B0#EJbu z@qh_uLfHWYzt0Kc(Sn|I>jx_1hmm?cm$mUE&OG1`pH-c>vW(f;=Z~QW1Xpy7iwgkq z!%Z0cY|tm^wv+fKp!9H}#bNa@W4ohQyZy9Wwsg(NFQv_c!PGCx^!&BTiiKEGO<9Pu zSe83PU~kn)rt76l>#kS^2Qtds>mA3ArcRo?V~J>cJ|O=JKon~CDeW0q3BAVP(I7kd(cbn>SREZQATjS`ZfFrAFS>$6Qob( zD*Suwi6%&&$mKsG0{_JRi8SF5U5Pq-6&azS5yI}o##d>7S1|eSRxsaeK$}%S3;;lg zmiFpS5q#!p6umY|5j=E)u1bShO^rT}gsgx(ItN?)HILY99P{NS>B`^DXjp{5xk0>@ zrW?Uit~WM9N34QC3!d^{X4OY%OkEI zfy`A8xq1pu8>{i2;peA+D{7Lx1s1$ZFZ!jR+@9|!$Gml=A8sNSG7-0Gx2K8>5=V*pPF*KWxx`b!xAt{#TMGxNlB5R4Yf&}e zB;Knprs;GEjDT?UL^ERX16;`<+O`D+E;8!D8M{^w*f}gx-PMCf)Hy)A0A@ zs=Xj|t4|=Q06V>od$+g~`?2MLCtQ}i;t@ausZ7jX%PB(O%K3`mN^u)uxOBOH4U17- zG+c%xURqCd;T_-|ygqpH`T*NAu>SS@BiYw}@mJ^vI9=dJK-?_zX&3k*5O!sJ5ZVo9 z0)pya%s&JYuhb6UU0`M){R-lw6w@Jme*p~LjmDzKs@r)}!2{LC#o_~2-y9^y3DfSa zGbqULnMHTjEx)N?MunGHq49jU+PO%-q3o5&XXBRj`Sc1Zc&H3kVwTshD3#ur#$a>p zS%t=rFlqBYjTWaZsyB3EKUe>!XoQ$WHPoyHQ+Um?>|j?SaXaMSiA)H)I9WUv*=R~G z6bBFM-YdV3>=mwm(11eYpZ|3Gg_0^^azYgdv3M|L9of&Jai{{U(gls~@6eJ_ObzHQAr>zdu>Iy>8TxS)lLL!@ zn1xCQYD9#^4vikeOF6CAo{NCyoTBvz;=#MgetV&C*Ikw_kKCn5J$Q6(1|h#4^`^q%mk0FleRc zTgEIk^4Ek!O#EJSOLV5F*L_E_SNhvlC`*h!%9lkKQX^>H z_Ss*05Y_>(n1Hm&Hl8R5-6bp#Zx?}v`WE}rBg98N809_C1?$61>x0A%I`IrzFiH{R zrP(c8Vr_I<2<7x;o}zsb-hJY64=Sj~;N{!U_$)@&8b_>u@#{ocpu9k<>12m1`D{C* zy>ZmcB%DFXkqQSE%CWnAZ!o*_P^^_81z37Pzs%Bye5|sMPl-B1;6X%W0H>L6zVCpb zcQ6jFf%v`53+R+0nxH;Vc)o*W{_w&9cfhR7K;MBx86M8N;W82w)lQ4PJq zyo8ed5O~6feNGi5Ep2^_V7))fe7pF3E55@r#-35MJ0$$H-a&F(aw)W%N3Z2h znL$&aU3hy@Eoz_I4Z?sWS{|xPy)1G9!6BRNK;Jdqyi#roS0DUEwFm4iMV_8WpF`8A z_L4HLcnphbM4jh=@EgAyS724t;jHJjAzNc}DebE1I^;x_o_i%Lv&?-)bPwn!1NO)B z%&*!D-3`)o`_pco@6GgGmntS+=pTPyxcY>%a9GMMK6>R4!s>7%pO@)VoS&)JJ!<}` zu%GIM-AyuXLp^kvm+}bVo);;e&#SKTN-^jRWaBf0{C`{XxKH#7bKk2 zN_+N>H%)$?zM#{+wcM&GHk_^)?09{tlukeOc~Zf4$^sreW6`>rU1ifNLuWrL6FFeM zBhfIoXJ%QbJrU(@Ta3b(RcLNtTRdq!PG3IOSK})qP$jQD_2YUnJXpBQv)x0`aGKM0 zN<3fR+r-|+maA$Eh#Iu*sQ!H1KYM*l<6Al4$H3;K+wWt-^)t^-*jX7oV|`+`OX~DQ zrARqz+In25mg580x6d*^W24Hgb$d>f-&fZ}*NIk450csu4aK~+SDbq6mhSVgyw;?F z!QIBzZOv~du-x1LDO6?>sKH4j~$V$*|~W~ z7&_$2(xrimhTQrl)vKLsFTQvspfUq&#_J*DG4MK6Z8Mi z8}wrW2+X)Zb_SO4#Xm!xD^0nRq_EHbN>X>{IYIhgpdSN4RM2o;5FwzAfp(6K5~s#S z8&pT`OxW-hvnVsP-y?$?Vg!C+CGLF6Bt_8zwY>LK&0xD!Jx9;mxr!2Pz5ct8E*e=g5gb>yWZaC`nWG!Yn#H7#?SiahdCq%q&lT~d@_J@+Jbwq|hZOW|)qZ&@BC&^$_#WZte9N#~RIAU7vunZQGNB zmkn&2wrG!SgsGw=*fxF89yd!!1bu^ZwqoRCecSf+~aP7xu?(yWR6SUxa zd&*i&GJAFEk8SCNcjEiS`+H;0y5DJ)x9~~IjtYHC)v>7|i0K={I&2bB#{@d#5-lW@^6S}t3RzlQ4T&KS@c>R|K@6INJjKols*^K!PN@f7! z0+cP^X_DjYH<2+jvA=vMH1;a%VYPr&60OdDuK3WUfl0Y#5$o9ZLlc=kOV-pBtHY&< z;NkJ$FTonWgJmoU=EB}&{|UU)lk~qoT(s+3B#Fg0`!P?yy#vtnoJ6lxc6@r~#tj`LUW=GA;awo{`-z|0 zr{X8pcFk>e#zg`vT#JEPmcN3dWg{?t;8~^{z_63Zq{(W_f1MCX%c1kpd{xBW+gGFw z*j*~0yE;?v!!(yVG}LKa3zZz(THCeOy4*NT;ISA;SN3kKOgH?!?zZ0-81o65e*>&f z=s}Ms^zvt&W`uwrwQ`4){aN3^g?2yGbjPYTaW)lP3v`&{(eQ;t3;H*$lSYZGzuLbO zEl3+9b}c+6vKy(_cZRMF3hj-~7JJsLNq;u&FFzzY)`IYbH!!{_O_;Ul@Vk#A^#z^H zGm8S}b)V-GaW>B;3X(Xn6?7u;Zcl)VI6(}79xc|5rA`JJ1<^(eOCpWF=u|z5`SdyL z1<7}68#lzdzx7!B8CF5K*e-fB{BwpF>30pD@Px0dh(sJA3KT&0lPc@iQcBhj8Id1j z+COJ_2)!xRxu1U;F}O;G?%8B)lP}8sMm*Ji(q*D)v-2qQ)i1|h!#`IGfd;@$Yr!p$ zjn$(Ppy|g1es`+7#dn-1TTpc}!Nw<6d%Bmk%i~-eyG3B=3Y>>tx@mgR4IXFvJTzkD zJTFD4A@@|-y#oecY@D#yUC{1a%siQCG5?zQUlA+O$}Qm4@wxPIxGS5fUkAi;(WPo2qrRhr}5v?Tlak)MU(0 z9bUbas&dHAJ)M|=|A~&a@GD`?_;s8UV&^2#S4M9B2TX4o+P=ZFf`0J8GfXKiwEK}~ zqAlCCDDayV-nG1fckswFLP|N4X)s=YMf^a@(|?=QyUXD5i<3`Q>d(AHJ`qaG4Gvcx z(M!t@jvTr`cZVAx@eM~FkzU~XCdw#)b7O}TkK!kv zD;PK7`OIQG=5>h`LTBTCK=$nP6`A8O#$ygt27sQ={ow82oN0{5Ja-@#+z$l*W{hJz z=DN#R=YHUPmruNdMUsMf^oy>%mSnt8HY8PfQCH~Zx?Iljnk`Mljk-#ny_+^x|R z4y_mI2N&hFhE8*j9zf&*>jsVMridLyZmECC?dUJL-Ptbyne#!>%|JXrVx21a9hGfY zn8_)%%ST~hF^lH@7^h5TlrEOF+ z!?d=ErO2b|PC<9SW&4NWmpC4*&P|8?($0Hk@y=N9vD&f13F9$@zC7cL7BlH4Qxsj- za5{89sI9Bfbl&PcpX~u=*IH?R@`h_|f7a*}Dt)H31z2hnr#5CC+-uKyaC3hQBb~EE zC$PP9w)5a(DBGyum+t9-D0%d+rwNoIU+#ZD`_PjnnYr`Mogve1^XhyFVr{c!6}P2S z$tzu2gI7!YK`X4{oxiisgV$a}p6ODr$Kzeiq^F)_veI=g5(upj0-niI@|kRWaa7%u z6-lMOd@WKmU{1(`~?#m z5%3@ZMM<(NiRfku8;pNK(?vci5zH}P#|dJ`(PVpn1wXby>&Cy!=r9m4kid--E%qv! z{PDy@(DMC;S#7k{K#bAScf7!>FL8mQ^|yOO(qC2{v3tu&=eUhjIrMcSsXBBch={1tOvAewyKZ^Jy&+e17SfI^_3irL-$M9STJ!dY{Av0Ai6`Ur1ef-qgP z%8_xqjmE+M?JcRws^sJXep!}Hv71Zo@Y;n_G#Z(~rlVbmIizak)Ik2MwjU z`Ztxcvio#a{na8U6CZEys1C#6KPNfMuK$o5UJ1OsZ)s|5YY2@o2H`@>%|SaDUi%b#o;@?q>Jj2dD>{S)`nmziPx&bZ;#0Jv$gUvBsw`FY9u zew29v{z@_&D!w6i#4TM2$*#PH%WbxiqKtKW6L!~zZKMw~${oCVeiU{WT0TGeeiv#z zKT1J`PBITAN};voAUZ%VER2_ZN8pj_i|48wsE~>|C-M%%2$|T9HT_w3)3Mqe#C-+wB72kdR)-iPdC|f4V)5DQ~$jjt+-}3?(gJi-Y6gb8kb*j$o zM25~7qe}&T4Sp_~3VyB|{Y9F{Z%xfi{cwe*or#Dm!20D}mqfdWTH z#<_jcgHdNBUc#V{dsfE!l5xVPhJ)hc-X9Z1oRzNQRDP{P4oSdf&xwn3iNN6>AJe5) zwrItS^OsvbTZrxV1Z*0`>ZyeJ8m&GB?^|&gL#K>Vg0Vu|RO1 zmd6UBXKv4KI)4K@GgbPO?FyB(7e9m*t{#Uaj8sUpO1+H5WPcqG?df0%H_4 zIwfw+7De))RR2--m~j?5PWOGU&}7?-&q(dtc3>dcPNsLNRBS(nguPN2ziqi>FrwU2 z-T9;XmsMr~uc&zx$DIE5-e@>7@B%l)&a3X_LuYM4xD4rxn(3DHr@v5knoT4gO=qhz z#-tEOx@{zok&XmG(d|Hw$r4CMzFLN&3^AKXu%G}`UMRhVzO(~9xyK-&Z1Iy{J``o4 zK0%OlLU+1;}IV&~Mb3ANR*b>ZwbmeI89x9X55dz=~R(0KXW zpwfT;d+X5c9*R75So-!{y|k%vyXpFO1(m1x7IYukTZ zsYBE0ZX7gWoz{lEO^r{`AY~xqfBT2*3!oZ*tgiBQQ=ZVDUx=f1CQ)F z)X5xO8~xQp9}3il^G0PM+M$>bn}E*#=nzc(d!n|{gVO7=F6y6O&8B*!jVzomoT^Nx z|ByP*I4Vq(O|FQj=k`7MpxXo__UKMm_6K*))NWFppsG0iGzx}dJC1R(#CuG6w%?r-Lngw>y#ODbKO?M?X$^~7^ zlAmkwZWb)zs;{>3!ljx1aIpJE44WzQ0L>h+ z%=(uiRAz%qm+WT)OPA?jRCiv~z`JnJnFw*No2zjS#jj_Ye>nAXZCo-+MwpLq?*!!7 z;oKu?>6dqMGD>0r{w*QLjw~MuTu}R_%c!XSCZlDQ7@FHN&BDF&XqFwDNr>_WgbG!# zpR*;oZRF--TQt0+eHMmtM!nS-(rKgL2mI(r?j+IPw@SHiAEH zVBLi-Ph51YLS?)J9spiycM*;UUawK%G;Wy4T|KKOLdupMuiw`ZcoB-4$a9N7T5|mx%1iu#m-xRE65x9o zs{ck@4a(UG0{(^BlC5l4ltP=ZcUG{lH@&O**d&!q@(f0xX?VIj_u|KlO_g`aY4hpr zxxdO+i#(rgoaqBURq!^E%?k5;!|fK8D8Tr`cIv3N=Cq0C6x=C$Tw-I`c=kLq8U6CR z?G|u`FP)!c>sPlilqL)Nq+dG3Fw;F9>MSE*^AXB?$_HtW^;6P~iWRZzf3*BaKzLw_~6860`(?w#MRoq0`MHSIMW<6RN`j(b{xhK3t^ z|Bf#Op8n;_zpFbg5GauWO2o450ukLYrxGsO)BiA5tXf3Z!O)Ck;z;Vq(@hHGdcXN5 zd;GyW9v-{7_@nE2MU1su4D`MQ+gFT`kB<}&Fo=QB+YrpjdBXf8FJ#`ZLc^JuHJ?n$ zMz%f4*vZ<-PpE>-dxk+D!>3k{U=wLdGKX{edl&r)28l&4=IRZ1C|u`&7i0JH{Jxer zHO*FQ?pXP{J8o|r%EvT0Zgvf%_C+&j&g9n&X2QPA7VuPA44Uq)NZa2iSHT-r!1iv@ zX|;;B)T`AEx8%pyO@%hIH_?2&^aX{X@}X>lb1ojPFMQoDCsRk(-3Bsct1Er=LbtXO z@{b3MbWe$4WD>i(qA*23ue33H^!@D#)i31u!p-^T>jf`Fi0|!18yj7g-^G;mZp`e4 z{V%OKuc~e~gnolCt9343H4s$)_%$fA)8K|BS2xD;BGpg!VJ~NF%nqT4FkUO+w zEe#^6COhu@f@#c#ULq%8{uPBtvZ=44e|WqiQ3BQ%l3|=ba=;POg$U|$yKws@f4U)g zcm0w4Q@4S-{?z^P-auV{y#HKoTy6xZw5vXvnsbm_*i&;eTX%vA?@KXyX>y+Ko0Lt$QlDto) zV7@_5z&-T;u=dtrQFdM5u#(asokNI#G)TkHqBJVq4bt75AT6!nfRuoWNQZQHhalY` z4BZ{`&giB0eLv52-QW9t$9J56teL%H?>)zP?AdGY-&)Hggpa?OR8-y|9MUX?!UAdV zM?{*>i~h{+qo zSVePV-cK?KMRQ>*mWd=Dn?Nz#XZB*u;_F~eGI~W$(O1%Rmt8~4l+gEk_R4q2KD-kY zzS!5}KTSLthntA~-zMhwn7tVOw~2=|jGtuXCLTpoN0mgr6jLmYWx?fY-3yY7%7hGh zAQPh;F?*Fkc3~)FZ#|I-PI#gZRYhouK#g6Dp@yg5C>+QDzkJ z1Nfz_q$j+mtBLHD<)7LBVXV*nxhw|T><-+H3E6#vbv%!i1fUC+#z}L)>UJFRUE2Q# zu75xJ=}xo<1%IMv&(qz{M8HDhJr#|f%(h%qH~3uZEZhilkZ_SCf}O@=||LOZ=Ryh0JKz9 zBkK)@x`2!6>Z8Tb%SgN4>tzd@49Xq4!7(R+Lbq1GjLI32$(reC-5JO6X+6Q&lKy*r z0<)Us$+hv-i-lj4Yf6MGoR`3D3nx#grzoqdF)!P=NXPTk&;@30zB|^o+;DEL-Xw`Y z{Vz*=8WbA0Y364&8lAsJP}UymYhD(W7sT`?;_6lG<`ue3u5aoUHF=|su@)Ny9%JTf z8r36h5^Mcwf-MuD;Z@Mz&4aI}-T$_nf)U#szgv)!5AfymQx`mV55Anf{Ii@YuE)8|QT&}w-Oze4`f#C}I9Ga!@w-1$w#j?dJmg3G=SPjqtnO{YE-jI6Cs`{9X@ z2D{$V@)S~t{H`|XDfIYp66&`*7~RDZWw*UT1i@>7^>g}RrS?_jgW37>!3o|5mu%)& z>>E8c-|f`^LqO9_Cf6Yk>x#2+TccJO5`zm8_TTGz!-ShIq)sL3XS+<^xCZUcRuOa8 zI1lp}E!01~WZF8|Dq0)c=Lv7qh&vHzhtBy zIfeHHu#*!D5_UNXk69b*RNmmt&h{=I1Z|z?8SVfX{>c|FpORj&rmnoo1CGNY3+vCC zdyCFHJ3%|=(CiF{v70X9o0ob0<^n0c%+3A1CYdMYPG9|Ggk4`6wsRP~q-YF;EW+r-{qbO>&+0Us$H`gU3DTN=~I1K9^f#DnS zj5$EXP!9g67^=)m%uC=wZ~HO8A42%U3xBZS4=enkgg+vFB5A|P!69bTm-<^GNb)=Q zQ|}|^$W@(lhS2nn3Ikr(2J=I+(2?YE@7N8=?&306>skeIc&kWsi%C(s4*MX>?-0W^ zaFOLh5#KN276_-_1CeteRm9?~e-s#iSe&6*cxXQtXHq}r_bYUnI5p7L+l+WvaGP)j z6%pLT>TSmAPpB>rt%i*W#fVg$ACJ5gq9}(JM}Y6D9)$nlP^mg={pQeMFbic_H&fy0 zxWWss!tH!7H;O@H7q$hm;NL{Q{APi$n7tH#E5#tmKYB;fH~d~UOzB8VqMKU@Yt?Ef ztM&ecr$qPiA5KKTYo>?nN!gN-xGB*6fY<-x$VhZ!{MPa2dB5`E&)A4no#lUa1Hgw( za+^_B%0^L*tCeb*@FSON1PQCFmT8dPQ8(N&p^oXRm%qR(>>AMG4zy|Lv)ha+jO86f zsPHl?5vUj>3JZ=n3Y2Y&y3n=2Hh_A^it#&V+O7(kB8-AO<~23sO9g<`xFl#S%g zcZ|U$)mpwwsb?Iy31z*_SoBljKjZ};1rf42y&|#HTBM@pDDGh7uWBI~AJ&BTxjls8 zu4an&Y%6==7B7`a38=dtz!r~P?%kWnou{ENw}5OLGx)s zuKBiwU>lX3)&d!ha&a4rPO5Q;i)&RA1!Q6YQ&&&U5RcibUYcn_Hd;)vB=#k8pJTXC zOmP!8MXFK6vvR>!%r&TEARk9bGjT;#Oap=H!J{zc;z$agBoh!SdeS1k3zc!8=|jQh zyE#@)p~M5jz#@{3o=Fg^trN8$@B5X0+%zLnz7wu?Fed!(nQm3E1*y}@@g<}3@Des_ zYIZB?SXCRE=ERclg@#18F12to$BQlFSAIlPMxoMuPQj=#!wV=1safsh8iI0RSouy7 zIEBUSZVwGKxB`lvqO^(lOn z)gPT`CAwr5Y{CvpTE2rtmEHVzFUaL>#$6A@8})zlg5V*^gP}iP5a9pu4Jph9p1ezuzb%Or45kpIm?2gfaNdS6=DmkB*67`);iX_+N=TR$_`L zgJ2eeZvkRm$ocu}jBEd^L6;&}S?Ld8&WF@r!(T@{F{2u^Y}qq9mwMchoY5A0R^pEd zh^Jgr@{UdAU46J|#T!sr?z|ZDe_e%piERVey67c<2rUO6ZOSEJ+N_Pg`Wg{CY2PRU z_Q;-J2g3G)w`crPT>n zR%o$ll%uqBa*NQH+I6AA*B_UXB1c_#6)gJ`3(5-I6~--UzrT?bjK5~2oDQZA!aRtRIWIZCd{_t0SQ|e*zZPRqkh|CaSR>Mm9Ef)-l>w%{wY@oZH99R6 zQ|EKoF2F>WrZ6s$`kIwz9?^MNQwSXveI{CSq10c>H_{)O(r*3c5f1>r)G7VZtgQL? zk(uU)LgVYafw_EDS~A?Ro!nXKLcATD;*AsSMTvs11O*E7kGoVs4Dn z+HmVqRS-{cJC?59#A?{?{Y4+Tvxdl|R<%(%wh4kTeY8i&#nTF;3+VjtRLN%ESD#~7 zhwp7gH=ELV*5RL2hp(qd%z{Ed>P@#J2U-Z7Jb94B`2j~&hnM`kWbdEt5pr&4V(mR= z{JOaAJEgp~5SJ0t!s}HYaepz#{2|)l>JWZfXo-~YtuXyI?D69CfHnSM=6W3Qy!RMq z)w0u2Hc><6)6Un+v1MjXxE)`7r{S_^$>%zAj|y7jv~9UsmKKy`A|k>*!oQA zKKloUZ?`XysayznPpCF2rWBZ<`kr2dvrn>JQ|ChG3v-B%xRi!;xr~Q3ttjhdEEhcn zhnz2Pqetc!6ZL8mA3=qLk&8I8L&rwwE*Q#3*2`Q0UcY2CE3EAt2G>_NlBA1Y`9>A? zZ}X3T(FT1GI})vz1hTOleHq!`e=L8^|4rHZ?bMN_FkTVo$Mf>=o%fPcI~SiL2qrgi z9r8ff4)o-gX^Tp(i_5rrJC2*Ks#g%+>r)Gw*~LKEPO{rPtW zr|O3|K>oqtI`{N!6(I}EiNgDcl~I~Av7-DkY;WiVO+QnbcODa+IXV4DY6|ZR1&EC( z<5Qk5nS(wN!$YS{IfJ2`pY}uj&upXbwRX#zs!9{yfSg>?wkt;Ko?o{yX)eHAQFm@r z)cV8A17N>LxDStW{&nFMVFJH1gWL;4rU6W`Z{_>~&#OdHS$lQvlNJfQu*?5I?+b0E zdSyk#*Cmg+6n9^wEp}Vm%7_HhJ-~w8F`2rop37i-XFzIqDTI`3sHth}W#IjTOd?-s z5T2Xk2k_b611))w@8_V8N6j*BdzlgNk3XUFy1SRuDKd{2-}a7ftPfuL0Grp(uD#2{ z)S^Gn6^)u^&0XWd4`=2w=PY1l_j?U*q(>?|=FA1^Mr^0`4kAYdMwc5iGnGdh7+oJnQZ1<2E@OtCtyR4O z0;$VYhV-1VVRspP1sc#{6tThIP!98J#+N7Hi) zk&MTAHqM`2IfcEB#X{iYTQXM&5%~B)!30qRa=vz5wUh;cpnnqfS_Km!(UZCI3@!l? z8A8DT9Og4WAb|Flo4v#JxWpxqXP} z!jejU0HN|95d8muyBorx+){rq@h)(Td&qC_yuC<*ZI~JG7a%{~g;|L77Y4t%=Ta69 z_WuLV2k)vL`2Mlclxc?lNA9I`H`X6${eQy!A#gxC)o(#W6v1Bz|K^^b!1LesSa%Uf z`agXcI5JoNF`puw@Zm2A{E$k*^EVKZTqIhESuPSMBvBrP43dzGL`vPbqv>Yu3fzmY2v zN$?ee1m+?U@>1e5&fn>xd&Ep;`jX{EA6F+5&RZ?x?eDmZHL|$H(RA)yEgYC9Tpi&1 zf=xu%Fi#nq1IX=sBqGSX0?G>Nyc_em{ZGU_>M50c!#KoW2@aOutW@WD@e4P9-5}k4 z3Nge%eSiWFI|xD`=pUd6CtMXHAo$Fv9)p=?MTn0q5T5UF1V21<0DkI(U=fcy;R*1ZP^IHX>xVu2{zkk!Qu2v zI1fDuEj_Um>Y`ohf{5qZQRiAIc9-vhJmH}RUYl^}z8qIm_CyCUwiB_4CpLp*mKK+ZjV1}7icmiayBBK~hrEKA2-a@H7V=VIcN*lO%-cU)Grq0bo#{=%dG$InK#=(M#&fmvt@ z;0bVbC~Ym1+^>p8o@pLEzXZ$V9`2xCRf>Dxo^N1+=^P?8lnTI_NH@353a=s1(?ghs zKPbaXTPJ`8uZn zsC4Tb>l>RH!_g)GYBO7Q99ywfk+apfn44M9rP2A;@7puh3aQI8cl&2KQx#i-6S+;R zxdrbY*k)W$f^+SZZ23;#xtrRvmL*PM+A@|apFu&9ooFxZV#lJG(F474N>L@LF*Q zDC^?bl}v4&XdeA&C?cQMyR;Eaoj&6G2(r!|T)Nb=pMnd5{KZRuEc#Bno}Rjywihj* z*uqxiqrt9cuNpX`-|1VQhFAHUPHHOzOy>Kta&v0z{Gmg$bfUfr1Kx zEu-8}#(qbQhu3!bSA3~^xj770@S27WI~f^jR_4gsx60c_LM$vZ(8rg>jY zHMblUKIv&OZl`JmubZWaoQkcv>T7Cso(*?**-v)qKo@Fa%m@SD2pUVrOIheKJr0tL ze9xa{8_(8YQaUP|DV=>2=q>wDy8qjmDJ{W~&%j}we#E;jx86@eIbH*6zPt6i)w>Pw zt6QLMx7yqohVYj!7k3N{LrxxkX;I_MRF5U`)?U419`o$^^_}m_`(B-w18Un9 z>2`j|)$X$+8M{aIt10{U**&!hzvHLvdwcE!SM7#Z*4N*XH+9}#{aE*b;NWZ@+llgm z#2jRTv&JmgYrr<_DRFBnx7C@1nQVy$NCt>kL)I`-g4eK8LT<2CN0Am$TQn9!T28Sz z?;5b_F<%Aj1+~bw;9+nQaFB2ia1i@zRVjYvsTop59Y!6FfXbAU6v$EzKPo4-ldX&Z z>@av^q!=Sjstg=N!vn(~wjy`5_68j}Xdu595*2}v>pd7>$Us!!a z&Fh5&Mqe;aVLV&?ar*;@W>y-Pc_9Yv*GCcVEeT$-w{lq%te6y&HPPZ~p8jl7zm=Q! zs|h`>MhDR}NiFe37ybcA@bb+^5&Qb|`By&d(Ze||)ym62VczvgM^kXr7@z-99?Unj zhl$8k);Z)fL4}oq&=(ELnINc4eYpn+D+~2Ho#m|N&lFJ)jS8W^!d@V(ZXcRD+H;YGjHn(;(j_Uz|sfIuuWck44-@SRnR42 zqx)IX!K*J@u9#_0lBh8=W*(}xU||Zxx+b(@tyKkRrB&cg@DYx>Tks~EzSD4)Y{UFwA$qKm)>k?@=cT{pA)bS(kMCVDI zUqy&ku*Ky`0B zyohe+kx?Cyd?JvpE;PVT8(;=GM+T7gvT^#i>=SJ_9>5{ z8X4!p29Zk=!?U8t^C&Pm{0WC)zpiGo3FdQ8vT8wkuWleSP2=ZpaVgKbS|VAh%hXkf zYH3tg=a$r`8sA4FyDBELsv~sS{_A-n~2G9@pggXuB>S z@EAB`YHz_Z&@F?eCGvT@)5594Ew(BXSw(U@iQ=y}nJ0H~P5qv9pD+mERB3=U?(;@X zKwfJ{`D!`7rALOf`t=P`uTu`~guqUNNCWW#fL$c+w=EOR$5O@*h4pfgPq@aei8lQk zmoFjXaST!%SDxfZy3cqNh?A48Dw}+w2!P!pQaVS@hF ziDS!DaL@?1mVDozoA=BtCXFCHhUrvEgkO^xUV#;j8jGKV*R?;bMm{;bY;8Vy86j~< z4X;)?vmzx8GYH=_Gd!yA3pS)FtiM{mX<&3@DBHv29ZM84^62ptswERn>g&~?$*^|K zTwLQYJo>8G2wPG(P+ANxZi{juyHvHdQ#g10TtJTZP~~G^7UpP?@M@5hp1|d6QI?hR zr=`za_q;m0ZV``c_cfu{U1Y^fmXk%scj5z|VDb zX9h1#a6c$+J-INUP=D_~%xx|TEepaPZ)r%}JCJ$uHkL=ch^(Y===LEG$f{vMsx{xN zfGOCS`n|c>sn1yh)T_@-W`Y(T?7y>LhL(6t#2N8#MjRD*MaAlB1LU!Ym3F{k3k!CDc6#PK|1|DAIwSfx#jPpdbrGL8 zHW$XRg^TxQu1PVSkcKD*)12n85h&YZjNdGKiOHiuENnDjjC|~%50wPrr&HcrKgA?B z2EGYgpRzZc%{QXNa9`gfaiWsq=V4NFl}$>BaU^&>DO$!o#x{1(_%8F8N4p(R+)`@JRiYE#0dFY<9u|bmQ#e996^AdHE-ne=FW17{|q&k{( zcHwD(w@%JWgZEAZzX#g-4erbzKlIlS;JWr`X)qgaCO;q6%3woxkLxvbtDxOcw@oXY|?iRc_B?-+4%p z9*PnOmW~X&HJI=Yj*dsqL!7zTMf}_W{j6P=VE|!EL%t7Kqu+}7xdYPH4_8+wnwxWa z5!V#qtIAxpPWyo5P4fBlmP?HIGVIKOPVfz;JcE)jo{m^5Iu=1zaPbix?jtR{kZU6X zvDBsMN-|BuV%$$HrCX12T)$sX z%@}cn9#?e_DAmxQ4eFlks65k9oaOa62hG>bc>pI{LNAv4MD@JHd4d5Q-JO7ni;k64 z*E5dA*_R_IIapw3Ez(q$2?jx3#~4~av(H9F3#KozP(Y-5%xA$1^vz7Dq*xpT zdJn1;9jg~Gn{!YuQR+=-D8K~icT_@hT6hH0mrVzU{7rgLfoPYx}f9qffGWlm92HgXSC zM}G)uI@a5$T4ce-X{W<;fqEv2)d}iyo&EhaPKsYmrB_E`nZ{sB|9o zGcWPS*lNmeK7aPxgjTHrTJa;*DSM~8^Y3pytbNT3{;@8GLV!#T>)!kPA_LulABvC=UwmJUU*egsS>SXCl zn=bBqq7e;IO_4~xaef$JFGqBPC#sSBL|w)61K?0}aikI~2F`E0ar#|BLl>3{Chz55 z3slKHz4J=Ef$osxg70&BzQyzCF>Vngad5y1fV7{VgiD`m@QE%gQ`{?!DBF!y`sZ`wY2Ye&0uraPjOdsndoOG9m4y7lb7?l`oKnKtD_K;1P zMPFC_8jRas2tr*LJPIaA*xh4`Q-TC zvffUqxx`lTdh+WNi*?@*g`A!pnPN^)X`M1u1tbi!^ySH7rQcZrRtXSexH=xP8LKll|{a3?}K3 zPh?+qaZEwp_ZOzl}I6{)UpUE zC-rLVgAtlHYUVa~4cs&fYc}ob9+n$cXQlF6sRe#mz#D?8Gna#*_27^~25|AJq~AB1k&^x}O|26=mMm>vaI*?TsmOSse* z9clV4s!Td%5f5Fz-C*aRIRc35i(;PHds-5yrV-cAJW|{JvIY+-&_;dkz*#x$rF2Pr ze3f?1?+zS)K~ld?)a)d0ti`lSlc}q%tgKZh8mie#^gqt|W_QHF^1k7@gGcSnhT!t2 z02U+6B&7d8$Q2HaB`(gbTSO>t5&z7@L_hzTe}buUFc4rWKA_h@U6!h8A0%5&rxr^< zNXVB=W^xOsx!3R-Q*l4d;v#u>-D@V@Uid)~QK`<45Rkd5?A%-Reb$)oJX~iTM=Nc8 zXQTa-`_+^`&Hz^%d*73RKE1qDYo&@+l6&c3W@Kc`B~)am>wN6CUjN9vuTI1cyes!& z)D81Q4ZEg1eGk9&V`=k>bI;dYPwm7>6RN0Ccg{VbkrZ`;+IRTK}hFu5^^KV$h;cZ@}v#)sSROliS&Yh8VQ@w&ODr z`=&FDjm+Hz3)_X-Gnxi?A%w6q0{cmlWN9ZgN})5H)ru(=3T(+pxwZ_wBB9oRa+`79m*M=)*)o%I{q~!Y zb2sZ*s0JJ>B^68O!$RlX{hPtbB*RJhm#wYDU?{OPtB$KyW@lWQa=7wuhAk`I6i<1U zY#6aO_GBK$aNZwN>;Rp2|8HBCce8kZb3{_`)A)X?Y+?*={$}_v(0RB1*60nk(jG#i z{5&BOc`n6HJ==jP0xgNW?K7EzF`R;GR~-0Csaz|om0x2*GFBgZqIXU{eC~l&5YBVk ztoFOq6(udWfcKV3lfj9*)RDU+rR{qYLiV@N;%H*`AyZQ1lTsIq;p&(C6B6zBb=ZcD zDOtDPcXFU@neX0{*(EA(Mti_NY!ZPxt!0cZ=FV-z=_5erUHKk|U$rEHM8S39&tQBo zhJF5KFau07YgoXP5i)U#Rf$ZPU4C&8O)Xh5M1LmogYQzxtG-WS!@UYV^znRH$LWuk z@G_j22{|o}1ca_{YA<&2uC5wEP?@*xIx4WHDpKEkaUdDoDehY?HpjPurR=ZiY?z|YZbT!$ma;Z;)iOU4ijM~^MP-+nxYL7g+J^z$CFz(6QG@KZpcd9)Dd~}CtflTISM$DDDOV9+J53ee-9A#e z(D*TeZVqJhbk4t(B|gv6GoQEJdK1zOz}F@ajA_*~AcIp*fO1-h+;CUu0#@|TRyzWGe(`M}5kvUe%$+s4OZ ztPG)wx*CG54KBb<&X8OX1n`M@PATILT4a5a_ z-+DD@CX<0-){e$dkyOkIfKv$k_^_x{_DKq{rC3BgKKOArdfgkvfPCUWv zo!>h47BT{VbU4jq4F7P_d&ATJ7>MD?%BB%A0uhJ7VT(eavmeu#MiMFtw&Pm1ACeCr zia9rdAK;cW6Fj2&(@x5p#d*>N4|ox5Lz5$OiegvhS|k!lC5CsxdGt5!l{{Ixe`hC> zd^qyo+JQeEKzOn^kN?Jy;Xru93HEwn#J8&syF_lhhJnar-GRAs@D=j5{vNX5 zn*0sb#lWe%P}NByULE(DF-+veC(T}Q;=G0mo6lWL=785(!*<5u%v)4o_{jIjA&sq( zsr1S(Pg=teU;Co=yLiEk$+2#pxK91x%wbW1zr!(Q-n@3bd1AhBo;cU(6))@MS3~dd z4Ty$=&R31b;*09UdEk&W52SV7)#H!MQE&0p!mYih0aM`w^6i^bUP^&MiLi}Z-;1F0 zCx^9WyO%W?;<{n@I>R~2Ve7&LFJsM8Fm~R6@XEr9K_o^-3MGL z<_3PuUn%07k{hef(8y zj==_*q)PK6T1rD@r<*i`rVo<*R_8SH=q~&lbL39^DhvrHSG@`-6vhTlv~Z9%-N9>P z2cM5BPbbpcc1~9}+z0Y9N)C}(zD&J4KCrxFZn%A(UT5KRrI;?4qO0Lj`!pHv<)k)? zwynd&A(if7EpR1nbKu9W(+I8vkL;di8VomJg=)1Z`4@xIsMEz@%j42`p(TTEb5w4$8`jL%Z76FKX)TG5~&jf?6=ZdNcoma5)yJ(bGO~1`1atzf#ZN8-md1M z{|Fy;taVaoXmViS_h|c>$*R_>&rtCpEK-iB>gH%CWAC*JjYk4glocJ%PW^GR-gHeV zD&aO>s%yF(kKX&B@Z;kvHg&HZ5ps=q0keqfi3;F(XsBV@yVNB6)W*3NeFioH7Vio= zzE^83&$LA+cRY8|*xEBDrx3Pg!k)aaCNCZFFZ=GSJ2@TYSz_01`Cw4Pta{t<6xz>P zYU^*(AavLhGu2jJ=HXIMy*_E-QzJB)TEDF^jXFL-p0~o{6DGdwWh3Bse0abKq;qQYt5D(SN-|K0v?^XK7E-@h?`4(w^)TQ!A!e#{CcEbu&1 zyjQyAey(`$WQh=bHqmVx6qYIpd!~Q((gPm$Y_Kx?X6%jOP&z8`eOEjpW7!Zqp~_-N zHtV@)Z(Wtr@Bo+XRIDPm3#*h(-*>%r{@fu9I}z`lc`Qt=>r9Pv*~YG3%KXYYacbA# zg?Pm1&a|)18(`Yk_^<@>?mGU3hwWCcdw+xK_}FxQv9`4-$azaH#W1O;A7tB5UINqW z0GF0D)t8SD`vhw_o+GS%ao=sAA|QUIXQ`oGq}UUkgl@M9_5=3{)sKOy6TYy#`?;{N z|J<|6A@;15cOW)B$lQoMt31jr_FrpCtpgRpUpC}G(T)$04v-0KyCbW17hjlmF)<8? z*scSmoc0bxFAMH7y4OW;Mo9B9Qj^xG7RX3TIsq*x^6xgkWo9DP*jN#`@XkjPO3?Ei zXl)Mqp4xj1OrJga5#3*^@#6=4>qM_>u5=Y)S}^*E9~kIY926*;(Xpx^?OmOnJXt#W zaXz`Kmp7|d#XE1Gcvz6EaoNze`RId2Eq+mc`+4Nk$Z;5r<>oTmoWtl7Dw_rkukNl3 zPyg|r2X5MxqV+R6-ltv9JRU}B_B#p@LUegX?8^Fy2rZsn-Ah@f=I_GVj{!bi+D_hV zFCU8-CId5d%dwya3cs_xlxER}QpSdCUM(-KBY*yMAFkBslS4(JOa@nK!%ld}|HCs} z`=;nBjAbS=Y(KpDPBi}j(2`sgaphv?8HWF>jK#GoYL5kYoOSkRY5jN5zZ~V*Vbdc) zF+{91JlvlX9_}x-X)b%TDQbl!UK zIA1ASef&w=#l)>AVdPl#b3@ z5<$7?e#TFWB;%*S2KHc7i0KsCNaP+oIhmR zWuOvnAn@BQroq^$C8R^-?_(rLlaG+~5ij*4)p(OI{$I%&|hEO+nA z?2cK(J#)4pxJxafWlSn|!eu1x!%62|gfI@khxzZ;e*{CF(-59H62f8sGj^2|dX|jy zkMvm9u}4!qG*8TCubXL}EJY4h??;gGhNh$%!}PCDQ5(;8QPaA5lsC^wqkLNDk2*O= z*3QCWKP~Am$E-s#wj^M*fI5}1;3@omT+>|Nz<1m7P2+iPdf1RyzGjZ6N^tdbh}q5 zzbgWH8iUWvwiWB+tP}H4d00(}Fxiv7((%ST?W)_KjasrWbAQZypc~I}mA<6tT35M? zFFQ5qUM(b=Y$x)}I_J5)(9Nd-HJ6^xWmVtw_&KA7Xos6Xms1my0vXF|xNOleu!}RE zl9K%?PzsajYIt3PwfD#wi>{L9MCyo3&%ipM?e)Pju82W}L4{7GMPUy~vH2cVSk3~5 zAX1nNNjUY2>E1n2WOC)E!#(;s?4lNHPo>G*gS7J!>C)+P1`-A`29Fv-w&-i8a0T<) zrrB26+JxAJirSDOWwD&p6dJPI?natpIcY02I47XNj^{ryXQr|3*3ceXZa zQtilCs?SE6zI{W4YqhHD~vX%ahF;kBjfG^(%96 znqwkxpSE48e+sDt(-pVOL%n=%B$UUA`X_|`vA>@>x3Autd?U(*R_)qyMjS?+sNH$yU3jw2a$X7rg~Xf zCJNTiWpnE#o+otNWRHG%@Kt`ia9DOd$>Z6p-K%HM69>e-)?)0r#Y@CWd|*9Fb|R`cIT#Zw|7RDhWXjg&Q9F>eLR8bfyuII;Yz@xTnzU4#8s|S zML{5+Fi}d>b-H@HbhmN;^o#nul~?(`p{9X>%f(UhqXNDM!-B6KR)^Fj)7Khpgz_xXn$b&D zBn(=A&MpwWH>^tIj(^}7Y|B#naCBG$%n5IB!asNnZvZkgV}OdM<6ObQ@2pr29kXSQ z`+7;Sot3>tCA+f0&M42Uj3v(%aHKzHM^uzfN8dHIGEzRz3X0>r=ps? zX`etQjqK9%At>$%Na!U?dGY(Juc36K!!o*FGk@v5hU=aG(ld|!#XF}I0OX@G1BHHI zpwp?G{bjV5B2-n5(9XOkgyJH8^Ql^CjP(jQmu<2m>ws9mTg`;bG)V?Ij4RCR#}l}g zcNZAj1cflE1zSfj2K9%7{^v}PG?^^*h?NP69oqw+S*UCTyo}vl9I6(o)x;vz*pHnoUWc z7~?Y}H4#}1wK%actJJDWi-&T(68<#Y#x|w(Jl!dqlrfY$^vOfVJ1$9@4Xd;(HZ-Mp zL1fJ+pSXfZVoW6`*Q9W+$y%54tygFTdHf`O)C$yVf7v1@tWcSNBOrva z+>P)03^(1TY9WAE0bF&`@fwiqa`|qCHG2>KZP4!&acT{(HLamh|f;d4liJXG{8Jq3-1B= z=PrPJ8G*4ZQc6`5!q5_8(}|ELTe8UTvP5!RVT4JY*5)0OU5b2@L2l62N7yF3kBX@Y zC!$%lr1>)YuwVb_1h&#bFP1b}DFM7EA*%a?n2}p^mgDoaA`kB^q1K{(2?c|3p zu2h4%(uooEMKM9pL=?QjBD|Cy<|S89kkuk{%btXAkp{LB5lUno z8t{UO_e)6O)eh;XnyHkHXn>qVQtIG3t^eM|c?Fh@YOD8==`HDrmugYjh?0)}51q)$ z1Vj0ijn%9*XgB#tUu#!ZC*?0bH3O|;@?3IjzL|tn2ln0c^_!ho@6eVRmc8j~=$AI5 zj-_+s`Yw+4;fa{yaTxIOVQ!>X;QnZ5o#H3uRbrlFo}$;eDPC!|%QzomR@o2q#2oUj zAoBTA0vs(mdM^$1VsNVNG8T5;p9waec~ww_Zt96&yT^QgALV3;{NbJ`F1(6x%c&EJ zcpH^LE5;Sd;Tena@|rwfbR2{vE^puXXn{d1tam6Z)|jENmDV0;vzU2FFcY#}g-7U# zQoAqsX^-e+QK)Z0ma6S^s0GiFNW8`Aii~OhKFJ<$s@lz0B>gIU8%ORJRYaRks25Ir zXpYFCj=U8MxbQNN9sBqjp4dKn_de~joh+k1+~>iCM*}RWQ?+hdE#suN=xVi1_cZ^< zT!8-%lj-rG3ih?UT}=Ucga>}8wu7ClS$`ttk}FWIm@?KBQ^gpR z-imF|Ch3dEesxQ3AMS|8I^A_Jxh>vG{^JLx>mneP-`xIr@o9c1F|_kLSrZOfOaH`6 z5qRZHvQFvG%iLSdZ<0F7CSpm4+Ij`y!6lKJPS{1+(E^T`4#orytn&qJ4_ue&^V=Dr z?LQ_0Sk;!iZCl{)S;53BAFfr;BEzTQxNC{9%AL9cQj;5(vZ5>5+(XueDo*{rl22UY zHI=}@93joc0frmhjxWpJcc#?qFA_I)>gyZdG*My8Q`F*D?jKzJw+kwZ`Z;F2WyO+R z1`G}j!-$qrOd8(#&H*RB<8iMhcbRv3V5h6X$JqV_UNjIXl=N~M&sd4B_4;k zcx2pR0~}$qroG$Fs6E6GTxnENP?2FEfZP-EH3fbJC63tJpxyepw-HCU^PR$w`8H%O z!e#_R*zI4tZd@b8uA7bw9yNFi^QYRsbE)VMTm}+&_DuKxsd@h|O>czeKNcI`Xh+7u zTB8`f^|J)Is3)TCBM5E}^Pg%$k|FHaeU+KjW38?NNH2xt^ zGBt#y6B+BL#=oVrrGps#ZvD9}wCY0SR3?Q)cOqjD{;>O=^^2N^A52QllYt6J7m5VnHtW+8T$FEdj5RLMGPvlZYB?Edj(kS64q7BHY(&pGN96N+-SruU+xfThe~xqd^ru zL@+lHnaVjpIvqbuFFY_vaD^64{5Cq_gU7tbTjk#J8*$LZ-i03k4DNcR&mY#Vxq@f4%gU$q9Qq-#$#HzE{4Qx%Z#s`Z zu^pWcgn>46W=ouAH~1)PY6bFj>(7VX@<1C?#W(TapD+YTf6CvwO>S_1n^Gxx>xk8w zJ?<^l3deX?_Ei)gaF(e}d!3j;C2VW|7@Xkidg%6Ky@>lqhn`14xm&j;5DQy=DFRep zS9AbEmAi$~VYsBzrREV-ESnjMM0nP0^7DA$okNvEcDqBBisc8k&E{IM&X2v$m>8<= zu&Q#%(cDA`UERvr=UIid2mmtsQP>p9rxj#?j0QQs917X~M_R7I!hlm)d^H z-Q?kfG-!;gvW!pD@o=XFpqU9yJEN^ws<+z5&2Mej3K7VhVLR9h1GgaE+|Ajers@PO zGp9@8;hBJT+U^y0;`-h)^%US=(kv!v3{R}Or9cKd3)2BLzHDrIQWw6quhh4MLDhtu z)IvQG9cxUr+ethTjN>UXw!lu-LHXTObAMbgXm^p(m(ou(lED)j;H@I{aiYBM$o_kB z3S2KEi;;RqHP`l#Q#*Q-I?t+A-2Rfy|M9dw)TkjAVbsLv(t z9EYb!a+Me85=CRbbeWSJ5a{xXA#wdbq`h@m)Zey0E>hAG(kUgW z#6}HMIl2S7_vf|g)GqEMf{HsyZ!vyyr>z9}v28;^rL7pnZRIZ<9+~eGU4Q~8?!fL% zaK=o~*he&09Vib$AsrL3T&_k`FUY&Ba0^4td0UZC_YaX!_rj1zoMT3h5{p8yLBViP z1nr3tKqSl)60I5eMYH`Zg^0JQ2gG8B18Kd^)hmzv_q^ z3Zc{6ZWs8-6ERAzI$TMirhk ziv(G+oJ}}N-q811^dp`S=BO5-qT^L$wSpK6PqtlePNd3nLPN@u9}F)yk2A)$v=sUN`hFo`c=f({?6lsh_d7ds1#Xp&ohr{Ol-R35 z4HTQAb^!ll9=AXihw?DQ;OgFLx}0t(;eg0ImvBm*Z!f9gfvGL68}OlLqz6 zdV_6kjV;;7>qRs6Cqt^19H%)xy_>GP8o#cs8y-&$T-%O!RqGqHYw8oY29Emba|=kM z4~~CYIsPEHxz%U)(M6<8wt)@EKF&kC*j(j-@)o%!@ze;*>=;S-%otOmy2z90^%f~f z@%T5V;+jxbZjKQ_?V?q@G?i<$-kN;1i_MPosAdhoIvQo|AcqzIKz2;nc!ZX8B%dRX zS9$hnRl%O@*avW0j<|9rz7fgvV3$!Z9Q=bXfHS!j_X3n7MhwM>G6AqFL4_xYJT0n#yh(SzU^6P4H2VgCEL3@bsvmBK?Ivgf?wxW`i&a7bS8ko*1^?rEfoK zgCJhkg~*oz1Te_gU7+YyWO_1`8pG-b^(1#mrkl;w?=pKdfj-CI7al!%Li(Ozj?{vp z5;P0NKg5GBJoh-;plt9I_Ow_svScD0c}inI z9=S0|#bfiuV-rT@FW&|J{_I&z`1 z{P|POf!}5Gm|C$O?iX!9yJs(Kx)ZdzvT>>~X5yRSOZP!^bt4^#5p&$H!e_74vR9%1 z^7ir!;i5ZyG5V0J)2i`NP8|u2Zn$k7MuP*+k2JFS_*e_5t-2&LN z7?<6FP{sjk4F1ff?fpcIHLw44IoYW(M(pB)3~9P~sQeji|3Vpn`0jZngA3=>46HRl z6q=TQ4yTb9`E}~Gk5+`>FB1H6&u&n6%Z3LrPM96HxUrRf=jX8bMsStKii>MR+ zTfE`I5CVei(0m6HAPRnlueit!@uMp&`vO}29~}ix;40KmK2Qi5Pi&GS zrFg5*u_=Z6!sDm~qGH&GiGZSVnsMXo<@{^&Xf2J4mGQpJtAk(3R5hf)`3FrE~^HdU|e8VBNcyLUpt}emnmB7W&WwJ@fxS?hm&+{Qk#xT&`W zPy4{H;wR_@DB&aFZV|Pw6E)%8dwc0D^B{mLzNMPxTzI4&_EU2l^sCeB+fClLAwaNy zoO#~CrSYn1t%}6j8eFm@Q|J~k9Z~&Fc2kyV02+Pxu@kiA1K&<~!6qli39P*s(1dTh z=8D^aMVlReXE^F7zF_tci+f=Q_JM*zzg=gu{(uUx(2}(nyzK;0%!Bep;a7u{YsYnt zA-SSUlxv?&`QyaqL0Xn{gadLr0PI7WIk@E!U={7mYYeW{gs0V9yy`gCotE~a7nIR*Rd~L65$#LL~@8e@C$9}5y z8=;Nc_^SDY8}QJT@>TqDojEw`WhwjPar&K>M3S<#pppD2N8g2?E|*ZiLt%<>DJ!gW zQE?o^-SuIoxH#*m$uQ~=%)PZsnXgeHH#J@2IMWJJdVOiBG&cXmmvJD?G_7hjOhnM% z@#ZI`c_sIyTm$TR|0&a{Tr=ke4>bH78m?2%&BXpqpSfORsz?`J{MlP!)74;C6hT`^ z)g@ky%*135<_3VZ#54v$3QqfG|uVPskgJw6?2cSW2$bo z4&r(HZq1?&g*Lc9aa81;OCtCxb__mDS1pTw^U=Cu?a}IyE(DlkBDH$b64-hMqAY#& z4u~yV7|tc>+{O{{Xqh-9B0~MooYbn_NGQ& zKTdnBUWjXlGvS+Q?6*1q;*)6_y)2wiuw0ZN9`7w#A*IS)ujLfV#1UU@tHx)k2 zv45%o&wI$I1tDajv45WRbia(!zz~etgjxFWVV`IE1_zU8sfFIPe?owsRi?$q$LoI~ z!8?vHeQhep$jI14K|wi5oDd%`M#Sd4Y}Zf0w`$iPl~O5e9s{lvW|Zx#Pxl&tjp}b5 zYu|3i>T}Z?#O@u6u8FJ(4eaR~G>*su5ku114I~=lVNcjPm4_6rRb|}>37^vgV^IMc z9+9g`nf2ub7K>LKk!$^#VmXG30Yby_L8;Wtk00lK-yr-xt0q+tDfYg^VpKIU>iB_+ zl)!7=v*IxIYexfaTVl}&bCLnQnG&gE*6`O1KhgA^jI%n2%4aIncKwxn14mTcF92*x95^M* znCWY$w`oRxIQ5_yWiWoP1oFi`opAN9o#bG<;#YJv)^wFdlt0R;IcV=+$%7V6X^mGxHYBjihNh}vZkP32(p`}Gc2+j_j=!Qd4OqqLJA zo>yWiZ(WUfQzrr>c7CFLP6lH2ZQA`#3ZHy5#P=-6zn&;8DK{bg0m1f}DD{~Nv0QI= zsw!7#cp4Q~l+dHdAw#UgQ=pgbM|3z8sX#vH$r!)Y$YvUTf$4u#5mWowckFO1L2G>a z4ZdOMNy?MAQkZ7O_@rMk*&+C8L$NT3S_2ElPI81+a-M0eA z5v8IO8L5$wdQPxcIi3<=IUY>tq(?18F+3FRp&9ka!kDpUfe_bfT-Nx0-q%i>UYP2U zF{gkLJ4U(Wo7R-|B8_i&NC)m&8GTQj=eP$iV2|^ur#PL zBFbBo`e;O$X!2aU4s&|{v#TUIgJ9>sY6N^e$^8#1DeRh@usDl5KTNqyW$YnhrN87k zHsJWy|`CA>Q>dGk$$_WY_NGv2e@nkufPlTmYIwGisnR%3!U^i(2XMY<0=z zqX|~x;?v@G%3|2gdWVnu!&qbCj5g<~XwjjNYhL7{q>SkZ2cheM2qGOQ65*7^Pz8%c z#hJiM2wv;0TYpdy$Sp>I>TZj(h@3TsCc}?r2Je z4_kgW14Q9XyeODP*fCP!#5`2_Mq;GKY^5)`OJ((x&wr9S5${6PMS_sZ(YWh3uwk3< z5{7<7l{H~eY^Mf?qt~H{))BEgqK+A%3c&S`;6@@b`N*kng$6YgnQ|o0GsZAmH0|x0 zT!#{IbiCILey$liJrsJmPfy$BDiXL>3q!1T7AA+{ zl#?f!pqEM$3z{(Qwv&qZ$?l_JAlP?SUvEcafgY$iFuei$O@idFkc&sQv*5C11 zH)N#_qsWn1yN>vD!Pln4#2tIUsy2wwNgg>!!2f2H?4mp8lKldC&}Fkbv67>QdFXH; zBpP4I#!Wak+kciQEdMv1I5S{Bl6#%CuDeAtUC>k3s!CZ78^>HsGo~pe6D{an%Iz4{ z2;^^NqpAubpGP_ZnM(yT_Yr`o~ryC$^Unhki)7J2QTp^`QSa z+=4nX#hp*FU6==RuPX(FiQ_=X)fPG!7z=-+8~vr=HtV$=F#U2a%;gM2U;*C->gK@R z9O`>@j{pvHrxx!TJ`-|X60gD|bSH!w8brZREMRRQ+_J8B)WH<)#Ab^nAd02ll>`#bL z(0w3k!<{h(rZX7sw)74h;{hTgTQKH;hB^v~0sfE9a7(+8ZYd21K09eW`pGl31FkFd znuRjNJ>M|deFFFUw^0&T_gmTltNDn|NQmG`2U_EO%*D~YroGltusO2iOpLZYmd7u1LGB7ycwb%w zD4U(5$tfp;E`3N2(^z`gh(Y5n8UuwShYP})8d071^}*rDjh$?f$oqll8K|^#R5N_b z0oAVag*Pgd1Ev667zqF)DemhRiZBt0$y~C$q83KbP0{>s#w_%@W*+$V@UX+)_xSRn z4;jJ6f!B1-JhI^CjgZ&t`>nm(>-vdgDjv#Y zJ2@zmODY&K6&_-TZmL~N=JG6Ex3621$%wD4SaIm5qXzR_2nQ1uO(p#pt;>bleBV*A z9VJW6xrw4kItwCPQyqU=#y{$vtB@YPnHuy}yMsFl1^>C3#%Tq>mi~Q!8Mi?;I&{j{ zNUDghDx{AkYA#QEI!m#Z#~9qczVhA+vEd@=EV+aBoV6-*kfIEV2^w|z-lFufgp88l zxbV=aWhzN_PaOJgG7END=y7dh<@3c$Xw*k?vgCADuwX2~>Xz%dK|%HBrgxbNlQ2~i z6eHbb zswXmyr?1y975flBiu0k2%%v>EmC9u1AcU&-dDI|mnUcR;@c0sA_F}3O!ZA#m$b_@uG*rf^W4Nr zwp(*k_2z41F|$og4Q_U`V@+P;d^&1B6^;tOfA6!i`qJQ=|J}*$463KISXxgbV)(?Z zu(@DV6qql3WaqU*FncjdQ)pYb<7F>jzjORuyKuVHOK1H0WZOXFYS(m*rH**Ys4pQNR{&kTnEfBTLEq_666{`;YrLU?ieE z(nk@IKh)VV5h|M8$~h4dn+?5$5RMz()5!L!sEZW65KY{-26qfNVv9o^ukLY*grmAY zP^-fccI1;m7}>O4mZR)JwRQbze~MkEcbb#!vxB<^9Eil*sWUnlMEos9!kX$(;b)*4 zU`cW!>eN_tF4(tGO{6kt-k7kZlj4fR_Ua*QAJ=UE$q5|gtua{*oF!@j!=~MZ9J!GM zzF+eC&=_*)j*jC_!Mgw0%#j=u@qn_9paFtvQb*WPM=M!Jy5;cbLTc;(QzhU|C*x{R zyJHlnv)3!=Jceh0a8jUnn-c4!43 z4w1Q;Bat&G$a1?2RAbCHmSf=Ug%t@36o@gxxa1ArA#Y>BHI8<#h&t3n`ev5sDJP@hv6%l(8>;VB9kXkS=n^nQ;!T}26wPg%i>`21Ow^hU8FXx+DFPKX*fhJ zLXn@6I~d-Ya6=)F(jc_gOX2@P7sRuE6BJgS$UqB2K`2iYL$PG01y^?9a57AVA3{Jp z5kg7D>o>Z@i@9-1eod2;X_C6L?N-Hv7-Fm930ARrN${bCmmNWcbdpe~0YlvQBtuYK z7Ty2}#PKsyo=6NRPmmZQEYO3W*Pjw~$(kAb3P+8+3*$)H)l+@xBmOWs%qMxr1iaWX2c%mI`WLn${!UW8C!U=IBxW7RB zwD@^K7=WYjkiSGl;wPMDC!QH%aYiBkbc1fWt5?+5#+lJ_xDf+ngRODytrEo5buB@p zGDDJ+h2YLY&_&mp&0AyT8I6~yl1r8NsRdngMB3!i1RwVL6GoRPIzJB+ z3k|pUY4_*jF&$1Tx4} z*CG4XBFN+$bY^6Ho~n8h*hw{ULuJ$M1);U>O1pgyF>7EksBFm-SGY|@@WTP?)tr<} zv*y%u>lj&QZ_iIVcqP-O7^$8Xn>mF^dA_NhR+~kIwRtzG1Cp@nqhD*e=T{$Pm8XPl z5QTLU8(I8ofxg=E!fTPc&zO8!!fLwD^J=}aeuHB@LlbwvWvPc6ZkW00hdO&v@<_EU zOEH^tgidANY#9!OcZDKvW{+^K!TYOelo-~i1UY(nh!4nlBIOK+hQGi!!boa zi;*+elruFK3`xoI-!D*Uj;)f&h|ixTG&nGNfQ+If#nB`sK<5pR>jl0>OCvsr3z$$N z9VA+idC83%jHM@egY9e_;bmybCifM3a~P3s&A+$|@Ql$uB}-668c)Uck;C{`9n`)1 zBsaz>!*Y^e;pCSy(PDjtqNOIw%6iX+G9Y6swKxp5s2}{3X^G0$1`5jK4Xs>KA;^st zcqj|-29qip$%&A@jK<>Ujg7HTXS_^tYROShXz(Vq_~iSx-rzUObxO|iP??az_CmJ% zOsG>!UTkPs2YH7bzr({ykUu&YR^gtF5jYWqjE-YEF~NWhLMb?w63+7IwjdNbyfICG z+#pQ-O94+pOO6aV9Z`{?c)~~rhs7cYP+X)=?5zFH>la-B!6TjsWr;DS%^zx$MtmdK z;t4`VZVFO@!nDAx_xnw>yc_;qN;1MkRKSEC3L!(fs)fLvTDlLFJf8S`Ppm`HK}Jy_ zy){)1)cFqh@=F_5xQ2{YHXUduS>ZXz0K$(BD&8<4)P=mA2U<>rN8QPxXo#`~;lLj? ze3-_Aj9BdS?Oh7J3?`X$5v7Lly>WWD_CcepPO7U1?KjR!plKu%ScND0m|pTQOp?_tfdM^X*-RM}D=yp9XuC8itfQb#ITN83?HXfokHTStH= z5)k-=HN=-&-kXqh{~75%c0c?%N2K}patsZVhvP=XcC8QW+FiHXnP^*mMItCf0!_{s zrq0;<7m_qP?H%Pr058@H1XnT43qnEHuI^0@uS4}h(B~o0@R31yi?X2b%ta30V4Smb z&}P=rI`)!wBNf%Ym`z(KZ$uh|*v$x=VDVmt6pnZ+GDt6f-x=Id1__#v+|z)+!Cj!V z>AX~d=S+m?@c4^PgoX}v4nIL3-7}!?hcknr+=FdJbz#7Gm-ByC3lyc*7)I<)f#Z(8 zhM-LBIz%2?i+IDf%CQ6u(FBczU5$Pp=HFQ6x_a9CUN40TwtW6!avP0&G$2R~uAJP= zJidN(-pL;o7hUjQ!Q}sZv8Yg~LpSIHFDYQXUEJMi{&HgAdjL$#(+$~O2F^>}oP@)h zAs=<0x~aJh16+n;V+YG_3l;T?oX`p(L8A79OQ*@1eOHr7 zFcsEfUv2Vfm5%^pQ^mWd%7rg;?|;GmZ(sJs+4s5e?!}iNtx?f`wMH)slKeu@=xY_v zQL(X!rT?WG4SgkPKLmOE5ow*G{cW8BAHS>^VeV^$34Hi0^DS9xQ#B%4RYoo8nG|+e za>Z-5=+DM)*wEhc8vFUN$$UF{6E7nbMPm7tq%4eIwG&6Rm)fN^O2w>Do+g(f_oQEi zj3Or`m&4`ru2W|0a3x%5#QDU04*Y50&}V+_`nc&7>}3ZWK!>`26qr-%HL?AS%~}7x zp1rN)xAnY45yW2XG-DzI4_g+mKn)*WpS&(SgbBBF4vYj#e6Ag)kGKq05ee(i{An$e zI?n18SofBeb^ZzPCgX`lXT5~?r{hn*8I<}7yD}psGZG%mf$@FCWJ#2wC2w9m2657W zGZ-VxI~g>Zj98Xa!WW7k=LOcjLoafca&&pN%-z)spqaA<)ROYj6c=L8B{D|X%ZG@t znz6WhJ=WCe{ODl!-a$X+Nk$T`hi~uOa>Y{Xgc1W~qJsdm=>VKaa(%eF(TinaY|XBB zi0{jRlGHV!KUW>SHdCNcCSaY8Sh}568k=8)i z>x#oxicR>2w;%YH_%UjB$>dGY>LS%lBK!5o#xMbMlA^ITj@NpkQ{60p{Xnbz4a-Ek zfGc{7ey7tIB*oGdjS2@8@ZQEWVyErW36MhgbUC3@B`-_3VrY;)Gs8=p`1yAK#yhb* z0js7wTCeTBG>17&T8f$MzW@Cg!$(vp#$FCCF;DdMI5f)ry!oU8VBxacd%Ytbdy%6YN9jcRvox+rk|gnGSED5{vTrg zyOcC1DMa31Qh@&wBYU9PofRdN@?5u_#mH85)|GF(zGD+`3Bz>y=z*dl;QUSkIt7V4U+I?~|2#_-0tL6;Z@m zJzB*pk6G#xtSRQm5jmU(T)QhMHHas%ha^BlK$=&%;ALglWLd!^^PKL_A&xaBMYzqF zBX5%P^R)Vu>H1Jhv4IZna2oGu^T1fW_WSy664X#a>R(vk_NV6ZM_M^?Qu|;bNS)|Ioj@irYo?0kcw|mk8s*_s}XCaNs zlr*HjEP3@%q&I1zZQNa8!U+q<9YDu)B$svIV0FMQ0)-yy{*)N4e4?DvaKKFFcp}j1R zLlyemLE$XI>iojGE>6BKKw+kpbEZvw7tTOy6vFDBx)w0sXKsMMV3_E@1pETUe*t%C za~TJ)*C(b;wCm0MLbZXb(5|t$qSu}p+Mk#chL(TM(dw52Lnn*j#$0Pw0?vH3&IH5W z8KLJy!e^8N7@3Vh=#2q^peROAA~7iVJ-EY@>jUGs17q#8F7x_K?(%f*L#6>Vx8<-U znxF$??%RZ;$Ov-$MQ@36$dEw zKo7W|l53f$)R0)v0Y?&oP%AkQqg^62a}UV(;7WE9FLe90%kGl0eWOYjH*3CWHF=#U z#?r7i;^Ne+q)JdY(0%bb80hR|Yx-sf(GxGMugFk!`+4zZmT`*{aA_%S8R@8?Rg3Mu zcpFUc9h5shGF-DIcO|DjvsL zzEHTJGo`tcfW0|QOK;cJ)1*VO(pABUUVCT0mX4j79?>hRyz^7TytUEu6Ux-kf7zuz3Iu|EI`qg&; z=*FxInO~L>`&n|urFKP|xiar0e(TS@pE=QQu>awPO6fq{BjlE5CY>?D&4A-{$!jte z_{o0GKzcaffp?pb<1PwAs1+})fxhr*_DzFg-OBw97N7a17o9yEN9epgaI}M~;i7jn z+-m#A0I)#diq~Lyz&+}=UE^$Td)fZ{#qGl@ecJgxvBs$2t9zISR`@G05O|z-l~pJs zbJ5f{W7q@78kB_N!J4#BTe@&;2V6K{#x1M0MA*t=~%X{qQp zogRAz#>s71 z4^I!I3tx|%&(0pMDdwAh(HmC9#22yDpecvXt72|X8B7hCxSE!U=6&%Iz1YjXF)pC3 zymk}yhP@PhA;Raq8Y~`-x#l*IIV*H|w0pRg>BHc?I_UtoIS6d0gDQz#uhi{pHA)Kt z-!!eX%pUK#pNiisK~ArB$EL?`4%fECmV-;8Qi{nW-Zdh= zqI~d&nKLwj^A80Qxkvksf)AfL^G=@VjoK_+Q;Qd8- z4VLU#`@4BeeCEKv8$=>DW&ADcx)Dhy`ByhukdQyYe-qM#CZzxU!x^6$*`CHf` zx;^m_`vYx6g&vwf_8%zRXpjKikT+<==mto%A>Kcx8a5@;&;KTv2O8^rqe2CpL|do=z-w^}xp z4@UpJ8T}pQY@OwM)8xjOjN93U1SZ=i0jO_>Zo3$@KglL9k~@Qm4gJ;lK^;VEns?Zp zo-Ighpz1qxCN{J?aHypCQ8YG;(>rh|i+=z)%{o7swEiciQ=Vjx;2owD8+r?JewO@U zL)SoJPuczxWeaF!#{T0D5#vJ(c;H0^4g_gGLO|UelgypWx-nF~anENqYxy`3iGb98kHCZ~ z)-a5HqV0Xu{u5Wg5f5FkJT#3Q&h|I@5Q&>(7@0DhHU{ZwaL0nVQ#dyU5I07k>vyo} z%LWQMga|@9bwIFb%|#mB1-)VfEf=Es6uC6SL9gu=8F2rxA=L%Y=ypAbH6|NZc0l#2 z3+K&f7qc@8m1i1wV}^-QSL1g?Rf#~$_E|)NrnGk8UX*L!Z^UmoP?jC&WTutY&NwQ+{C_||y^Qt(wMQl|GE>7p^dhho_n(rw!Wy7RzX%g$ou>50&JQmXmhm-H(v%5viD3#!#i1rq)G1GEQJJI92)(E2#qQ=m%K@^%FJNQH`fssbRTYAGAV z@*>DM3oZd5aG>I*vP5IYeIU{2>uFFEnIa%!_iK)wb^F?RiNN+cret2->bj*kv{=yQ zdS+~7?7a@LPA=yq!PJ(C&Q#)cz*dgn2d~)T=~G=Yoj$J#pE2Q@?WTI#sS4I|yFETP zAHMM;4O=|h=gwX=+inikmbNG5r)g>SHgmOFw+mCvG=h8fEgct>*JcVfTVG2a<;DOS zHLI>O-WfGC12&wH8quyFy(g*FxtzAY&V-WE>Q{f{rPjA6PNYu#w0(Z4Fux0j5?fmp zX(b^su_)8@EsC@#+_r(p2NE4AaP`}+-ml(Hy-@8SlzDyFAM59b9k3d5MK3dv-xQkgezJKrb zF6+(ch`hC$1Ube+Z8%#ll@8jY8R{$&9VxV~VD*FClH-8dDXX16@R3=L-0)PDLe6O0 z7hy+pJ@hNon;?mOvbu+ETH!yO;BOwT^`1h5EFe0pJOiiwDSXZkdLL*5^jxo_auodR zs_HVW9XqG+x%vS!r;YkA-ky2N9Ha*uT{gUWy{l`BW;G0?X%5aNrFPQ2O^B}dJEczS zOnBKf^kFR$4fkN1TdwpfKR;I#g>vDVI{E873roa}S*I0kTmHRS<&}fu<(HUw(=^9d zCSH{}D?B=UdcAYFd~#A$;Hu;~OY7`9b6na(jQC;KEMNw}qUb7XkK$=Q&>GR2HTQc5 z>u0ZR&?^jyc}CFY>s3iULMP&(%VpiLeEQK3e<>FT3B9zEb@Vtg zSGe~6OKf%EuwpRc$C7_>P_MerLuJXL&F_N|+D9)V7%Jb7-?y@OuSce>A}A6U9XI(s z*N;;Byov(N zNg#)hisovT_AL-Cg~Qq+eci8c(`m5Jdb03Rsv~{WW>-VKy0Pv~<*X?-#EXSy-a2vor5{%vd)Ke>-*0Ge||*yH=I_s4>D^w_F$ z`zts}UKK{#eP5e(=2ufD*>l+2yPAhJ#rk_;y^mFqdwr6X>i6Q^eyk3_Of*^~i*Zr8 z(FW1IXtl`VNtIvYt3P_37sqAlB)O1Z6#x2Y{}8LRC~l$lX5o7Xdq(ciW4n%^pB^I* z%Pk#uwV7BiSf8E0FX_9U^vlOxVhhBp=!Y8KE_&0oKuGQHJ-R(V-K^2`P_Fc`+=GV5 z)(-IZ_xqBKd*{cDlYhJf+?Qnx5|To*^2c?Pj>l*8>sMYp-y53As@HQ)`yp?u5cM~v@4O&HsmQGCv(H5w4hI^<+8n>Z7l}b%_XHqWFCW=kaCW-ZU347e92!8Oc zD6td%jkHUSz~b5O?M`BUtI-6Iw3Q0@#4nGrPf>*8u7yaiuC)VyKk$6zFS1jPI1$>t zNq2b5CiF-a>G^VmzY=M#8#*Kdd!Gl8J`u*!_mB`P^0mjF@{JKMv|L$#5p0gmzfcx?SdJ@qQ&jg}>@ui=^~@s3F1DhmOeGaNGSOZzC)f93 zp+P@`%MO#Ofg7U>&&%(Nw5nTN^vCL~?Jb<`m$MJ_{PuxOk#>2)c8dOdvxlqa+95k1 zbjThacrA`;2koI44aV&6Pz1@JpEC#X)ccixM>~uSKCgUm$bK1TxGTfs2AW^-#^DhZ znx{|BtTU+PaR#r|-DGUh)rrxyg5jQtTlNt=1}LliUY+gKE1n64&`HNc0yMrA!wOQC zJ{Q*Mu9LU-@&fUM1fA{Sir_SwUVK-awe*GlbJYI5N;)Tfd!tPu*m1**hO_>f;T%I% zsgQN%y-FL(m&koS?9V=b@@JpFgFZ)NBuE+xMWeraiy(LZ-pSqWzVlh$n%IaWWL`0q zr~;CWE6*7I^qtorfLX@J0o8|7z`)9w(K-yeo<;rRGOG% zHwyfWwBFjXu0F7GaXuILsChrpw&C$Zp>_j*Hml)dlGsbSuLQp_Hzbc3E_i&B z#a_{6#r~GvK=yxOx=KZl3DrR{vh2)3q1w%eAz1pkO*W#u< z_W)I*KP7nd!*?aiQ7EP|>$Dr8;OBn5*t3k+an2ZVLRntl=$z*6J>&iudn75~+2wvH z?U%YSh8k^$zLX|W`-*P2nzwI*kc0ZUk@6mC#bwCpO>-6|e>$4ioU&4((m~cTCifvG zAX0>O>YSosfBzzu^#1nXYh)|eHep-&zr%JKUkyKy-}=%$TPx{M`_$nV_W~^jcqi6D zKW{-~@W*<`2I+*j=)@jMLuq5#i1?>jtmPJK-y!dUbIr=^!srD1(UCy*eCHcji;w?& zqei&_a>nKSnQ<3?X53xg3pD1WBrZlYR>1K7y^DWLw?6rID&(O+Kfgd-PeCjF>sN1> z+kc9UuF^EQmCnb!u%c`KTKEJcXZ5uN-&PwfxTNCC5SMOMSo!;;mlhi=0qPQIQ&=j$ z)|=LD?D*p1fS2Z=HIGcMexHFw{5`_Yw^F)s-3)B4Sf4kPbf_WAiyLVsmFMBWbnw;L z%+iuBLko{u_dpD%Qom#p3t^<*co%Qd7OVLu`$daF59VP92x4r`Dt939P%!v&aX~|=-4zeKUoGGeDs)%F;GgXiCvd6)F zkN8F@eU`Ltvx?xxS9!0)Eo|s5JyYl2*yq*`O|SoB=4E7=uhY)v)DBN?&>Z1=vNnC1 zlitgA8*bPTJ)%Ws>r6ss>&!9V(1Q4z=B)XyUz5i9W>Nhn5Hdue03QBexQ+`Xjgz=5 zNvZT(4zfc|yf}2z*XtoilK46=LxS%L!q82n?h5p){d6DQv2z5D5%?XY}jJ9x_bC}^B|W8)u^={Rqtl5U(|($##v z`B?zONNcmvpiRUE`98Hph|50FA{=&q>SXUlGY5@B(25A?pWrp-&^De~n+gcVX$^^8 z5~V;bO;4HwE`9KJr=QjhJYAggA{d_xnEnd6!RcQ$2W?Gd7Pomk010|m`GmWk56t@d z&(j*$Bf-y5wC-l%ebfKi_nx4^iQe@OrMCDFZZ z5+y;T4Wf3(h|}_i@h%Aq8r!EN9#%9afEe{&3-SsV%Fd{Q&1Y$9WUh|d&o~tH6%*>l3zcM)qyyd&@b;~qgo3!~IvyrmLZ}Sw$u8=dK#1=QgEqdo$56l)A z6hG%K8A}{*m^~iVwk~n;SV?X7`S9gUKTS+Igk=T;0TH=gsMXY_wfbO11DT$4-XJScP4~mp=7PvP#>Hw&@O9lPP+< z*+}7?iNjIuoXZS@spiwNJ#m^AU*K8>pefycpmfd93o7Q*+<>)NU2%=OxBWa~@y4oM zQ19J;MBSm`NOdAEL0&_QOhD^E)*NoXIDLlS9NB;n^`;YV6|EyXT?_@q2n==wD^7Rz=@k4I1-w1w(u1g*nAvf6|KIAT&8~fY& z2;3Fiho^s97%OcGi*jB6bVxYaIE3%x#PC>$XDUmHHnuy4YG;sDNy?NpsV5Je5vV7R z=cGiI49J+8M?*lTOes@>ju;n`-#okK0&bYafR*1g&W;I;&!sPqz$@eRk_stIuRg)Xq zz135%M0@SquTm*)CY5$Sf2S&L=^I8IQJu~EqMoAU)6gQG}Q|}K>naUpP{ayvGERu8qUt5ASLy+EWJ+Y zy9tlI!j-fx`EoU;eSF;^gm00dA3ncir5lPNxFB;y+faUve>F(wfMeHX`_JUd4UPo6 zT|RYm1cn4BOA_0Xww4{Qa6bC)=3j0+*87IJj^Y_d`;A~IbiL!q$TN&KJ9bcZJqMY9 znH-sbS&=S3bi?QZ4e$vNlgs=jyH1FQLt{zf22nznQev|ml9oly&UvHraR}nKp8T6s z@95*pqpG{-+m}aCcTby_N5#nJM-loLrB%{o=?}sbpCH)=(4_|M*jZ7tKi#n(q6{70 zJq!KTKi{#vdU+IZ_cVTal#P5=B{_UYr<3~lg8qfAMHd=p-a1cYKbn*|Zb|ajE)p8E zp-I2>;;cu+Rms^M9NJi6>VH?rqYTN1sJ|UFj=-;6*M0f1KMBHyMg|NSJXIwSo)MH6 z2ET^wtm3oYEU($=+Lkob3KXihl(nqEXx-OZ=q#k?rr5+U{e8^=b)F7@f4=*2bDp@V zsCimcyPK1vH1o{))1{E_sE&ZaVZU;GS#AgL&bO+?1IJ!3;cyGqN9%cP@~o~-14Fp< zXR8l8DqJyw`~R`_)?rn3-P*WHNrQBklz@Opmy*&V64E8z-Aj7Yg6IY*0V(P3jtx?7 zLArC(&8GP_JdeKbIq&m3*L8m1cdb7rbB%kBG1p$qvF2Rso?{dc?wl#s%6z>}PgA+5 z@H-RVz4RM;EOIpD-g=@mmS6Vt6x=~`>fp0J6{-mc?k^LZ06zDM@6t}uAn0F6t+xYY z@b>8;c{4z`6v1mCWR9Bw;)--<@b&>R(r^D-o%G#awVFKBTcfCs8m<*o=pF9t6MvTB zrUO-Nj9`gVmMkv!2{NG%F3)-s?&Oy{SYK$p(cp&$vqjlWC)Y?^Ah`(EapCdVJuQmd z5nUw<|A;)&HI#Za;Jnk<$p4`t=h39!`{y4Q>Il_MU!!jJ0$pDS!-chb5f6^VX=U3r z`D*Vhwfc$e;m_bCYqnAAou{K#3P-%9aKfyYS|#p8HjU~S$20X+o`U%|;dt-+J{ZCLYz-rjS! zNmsY;#IgQ}eMP^HDNi;b^QFwh?lc#d^|+AHQTr8Z;d02fPp=v2#CGx0`IXfL|A6DO zh{OAK5cAzPiVkSo9VCtmm{7rKOiuZL&q}# zQH4P(Ett)9O^h!+?QP(4uP3y(fy;$R@KV$!(qmFF5D9Z`N*qwC#!ZP1N>#lnu|cWo zh;jf;YW1TVEOYf<#wsE}c_!vvC`uO98SL~O%=4x+e&(Wzh*J)D(b3)pHuvJDy$x)x zjR_jL!CO9is$_99Mqs5Rg=kV6=!J+ef+c#KffyNCK^lrsqY!Fu=<++5lLQ-LSV_h- zS}@Q~y!hS37F8FDgaZ6z0`56qe#M6=nSeIJ#o`wbMVrOXJo~5z~}T;AxoSvq>?51IS)atsJ18 zg5fKWR6jd|%)_?6s6_jw%W;4b_;tRra|(GG%lx)m>=8vEoMzr1OladPywg+M^eJpj z@f*z;0N|gie|zgZCbz5*`~BRk(?|d7MQFc)%}m8@+nur8uWJ$NmfA z_=-3(5JxuRNJku5_E`i%_~Nmq_Tao)6iPDUu< zqSTD=`?fz&L#Y`h!L%+&9Q3<%F>#?m2yCdRJPsy8q!ttRdMJRE91-lEN@PLRNeV1e zheH2gH$k?CTM0AUqU2eGs{M5UllyguUNd;XAe8=a+d$8yzjA+KPS+Btb?+D z9tK2T?{hX^)ts+N*y>q{H(s;?R3$Vankn9XSM!rZr`bYyc1_pf;s=5`Th`4Y&|}^- zQrAlFJ)r&)mtUTLN+I4BZVa3YZwnIv4vW=x7vHhrX_KLk9T}V%9NRAwshw0DVeWPp zP;5AOc4u?|a~c#s@x+dOie*ZR+dU0Im|E7b_AcOc%XG;UZKnF}Tbu4y1$pRFZ?BNX zqkHbGjTz!fo`q9K*C##IK(*C060o?Xo5GW0H0ir#Q4Ec4><8R9lf5CwHn^3mo30zR z2gfIxm0Q!R`E^$-bxA~H1ubSMd~79e{QEI%Gz`n{{W-OJ{RR>Gv`v8OC&J@&|C`5o zelsNyDFbhtB0P?-5Hca)_b-nVN!f|;IBg*oOA105;WF}skMQMDAEYzUnLgmU@*Zv3 zwVOdAokFGPnv)GAAw6K{ikY9DLRBt&7%F(|7@c)fa5#sb3CMlT<&0e+%&J@0X`p{G zPhM*K5jb)^GO2QZ`(~ZU^(cFSZCy6)TQrO7$2y?<(s5G1GAC13g;LaWX{ao{2;Y0H_%Jqt;u)^=xB zT2CY2*X|mdq=+U@p-UFRJaDzybR0gRcYgXowmO<-Xnx|X!?KZAs0b~|u9QTqg=iZC zoDW2Ntb@&732ExX&zm>Os`y!FzQN2pgR%-qpU~J>KI#(P_XbhFp3e zQ9m0WISHdgtS2cBQ5)s#Z;c`E8PkFW6#ps{8MLpxW*}kBLLO@j{X@ap^bp-<}57 zJ6?nx;gx(kGMDggypmB&T>Fg%Sy6dvq8kk>s{08yEkJ;5&ke$GT{X^1n@c(nMY|vn zfr|c9i9zTpvTP;9MkEBm5t~=t56VVSd#d%NQ^=z)b1C6ZWh!&2=6B`ft8CAQ&%}yQ zLx19pIW=lV70chc8DipMf5SZ5GM6a+s5_~U?HT&hh=-bS5ZvgC#6@K;B0pg9yLqCl z95IyKgiw*I(;>q&WB?5EL!v?16^w~n1=HO)Fa?AIL*|HyE4=k*l%5E|KlnZp5qW(O z*jNmimEzXV{ik@W1u3h+86a>tj() zvSoXcZrv*~;<^w1&C!Apj)R}fOBfb9rqgm3kr=#yw4Bt4uJU6 z52m_r^fxwEwnz3aEQFeo<}WOe<}oF_heKsV!h6isB^D0Pzj9*Bxe&hE(f5E94>PV# zxL~J>1n6C0;*&6R4Ld7~=HFWqW0-#IB~ePS1W6hso}1q#NL^=$)cbZD5sSX0Z9R!pZv6QOfz$ z)Q-FL)x>w#d71iVss$jVj!XQPeE->I14w z(WYtb%i0Gva9_{!1ybUw!D-K_V{T#iRxh|5Sg+FRNa~5RSen z=0A-%hwPTtvQ03CNEtJ$GAI5^j%5t7+AFwS?KR#^Chy-7yz%YQUN>LSnE)%KJB@$6 zEVQ*yGe>-{G&z&VEBl4W(9Gig(v-vRexMv=^Q@w$1KY?5H2g}Vfa7aB-cIYv?!b}gknU?6%ytk-&s`B!k3%I%h^v zg*^X>aEjP}QmVp0p?mCUeKfBl8t5YKSw0mgW{iL#Z*C`is;JOdOS?4`k7QB{K9)) zQ-4BAZFl32QcGsJMNo8`6#iC_=wo9qD=pl16HJTbnZVijp}QxA(mF6wk*0X2`7pt! zGR18>SX&`IigoWpEYPUZ7k9mB3bSnw>6O|)45&QY8SIg-ivT7LaYR0a~GaEh!IMDF(Q=H9;U2Z z=~$~Y`sT}0Rrw{{h{<3#^IE^;%~Gkd;4(^Od5n_F5CCYO{eCzo z5C}P|U@<(=DLZ_%)_ro$AW{_}d!V3vxib9)S)XTNmTdu0mrQ#O1iwfWn|ynA@#&X^ z6z@H9eQeR}L(M22@(`o7G$Z)~k;-vPT`ymC=BbHpwb1g}!-S@L*Q0E^co?69st~N{ zoSPx}0=w{E@9*W9ZrsYrMiIUTde6hq739-w*GQ6EbQ6 zCd+@cuoH4UE61v75Dw8NEw*+yPj~0uefOs7Zu>}pKhu7CyjI2yOWFq(h^rEY>s#_t zt~6duK#s}>_5#79jy*F>Z}8g@t_r*1P8UIeX7L^POupAIdu?Y@^@#P0OfSXZ`s>%c zQhDk}#OEe4km2;MNw2}wanZ(uw%Vb=#D$VG3>X_@$TzAW(pe)X=BgKN#j8Uc6S8q$>7RfW1c*Y{?w!Ai~;A*PXl`rn;=97W;sBb^M)w*|#6+T% z&QJXGatZgn__OWz!Z)Pp7YNd{B!V<8t~m41J}!-3T>9$%DZ^4soVa{+Piaj^2ij%V z>OZig|0YRSQ_5G}kfp`fUhd1$Spx{VG=fnre?x{ILU5Id5oG8sp?H^D+VtYfeX<+6 z^bOnjMsQgm*<*eqsiu;zx<#zM+!wq-3?kUB`Zqc%Bzr7xPIRO{{6l9JU3}@p^oJ2m z78+;%hXb7k{5xma9g=R!{0E3IHvWge%qbA>L-$7%fx~Ek^_x|_B^ZDBFNMx5o{#_F z6c9L!-?+;%1Sk0qtNMn&jHu}UP4yOxPsaQW^qomx`WJQj0Ku{T(@HHg?kR03X}Vz~ z`WXS^uO%#J_8*2}L?bgKl=Axb|C4YGZbdMn`ELQh7LwyE!%OkT< z!t)Uq@teHOYSqUDxrcp2vECAnKfEPigMISuaZ=t=kN=axJcEhDNCLK1K$akdCn0#q zSpR7X-0~iUgqnsL`dOp}D>Py8J|<;mEBYsaP7HIc#i?@yXWpI{tQw0#@!%fB!XbcB zxwMUJL;&tLnZ7g$_WzDTi(?q3R^SlAJJ2}m$a1O-ejkUxvO7egGHWdmvLzcuIqx({ z_W0eNC-|@Dt#KHO|55p9`cnOWQ;uL%H_U+XB9Uk@es^vI3|5LlV!&2NHV)<~aNNF3 zmF$6on+cKWupi`T&0|?7dpGaA+`k0BBS5CbDd}L<5NIb~ouLtkzxV>CAVQ|aW_JuH z8Yt$qBH}!tKWge zIgiI_60PYFq*>ZxEzq@Lv5Ts_%k;?uGslC1ts#)7A%b_NU2q28gc!jqMovgEhVNuc z!`Mg{fJaph*bE{ewz{$i2JjqHS52_qR2Q;)Noak-0`>9UJ*%nzm4U0V^d(4W4`P@8 zUFuGzB12IASQ~HTE@_n`6@um+h@g2ByE#%2Otn&P8;5(3K>*BLM;bH_e4d6N$%aTl z{Z@Sa&U?l4q{W%76auYDS_>S>3$_KjI0L(nM?7#>J!a1dLgUgXnfQ0_qk0e~)gVaH z#+ajAZ6;$~t_YGe4uT}DGuCN~c{nqaa90)CNn9Kh;zRX?01&WWpTIu>*#7UmUBjJWDt2LbktHh{J1MnIu|VN+p; z2ISMFUYc&{TX7xc$tv=tqF;W>DtsS>xXXESX8k^?po*oj6m)6WSwr;&Du^Z@*>ZGs zRpFd%PT0*z*jmqbj~I)TF;?MpJ(yIsMLCYZiP$i$GS-RhC)(;vmTo>~6g0WJh$%U{ zIv{6TWnH_$cxXKkD+>&S*$NxaEch%QpijD8lCz!Rj`Y-KmtI!cJBl;M+j9;G7uo9g zG}mh$I5drwc8b=WW6@OM&U|p@h9LOUW8TSZJa+0pNOu)X=F@Yy?3U6ZJb1WBz6zkS!j|J9HJ z5^`>q+Ge2GxVt#&#D2o3c_?a|V!GRxNGz`GiabZ~J&A(5idoNSbkQaZB?zrm3&v9M zq&gB5ZKS`J&Pcshj7+S!e_=Fizf-x5k|9&;|Ey2nbZho>AjNrmUdMdL88{ZyRGsu% z&&q{ceUlN6u_A;j4I^FSiROJ>Y~Xthe@r zlm%}EVO!;XTUWJt6}+6Ei$QUPu28Af7R}@#fwdRzwf$AQfX34e?)thh<85c#G7?kb zr_S0QqvBfC3(?FyaC;t!DiG5QX{K?89~=CdnRFk3d0*85mq8plRUvPEo}daFyo*ey zX61k`W@VvI?d>&OJg?VQ9}K_0Lo~yjO#7Pgtmeyp#z97<1;+%4FQd?c4VVaX%b<|r2c@!j zWx(Vzn8TV34lgrk@GjrM(4@s#yvkrb89AU-darM=yo{W%RHiyrm&|a?Z>1GtCYLXf z^Fre-IQtTCW#4;gg&ns=3W^2{yD&~*@|dY1=P}*x@P&lYwwr zUWHq-5mGLclOw(SVxLAzp%*tT;$#swJX30?doiA5#zenaQXW_#b zv#jQ9#C50lOPWdZ(!7r6uPf4=J`UOwsp^RApeBp%fWD=nuTssoU;8}Ym0H!sTlmGc zS?7YdK>&@Y%968MbnxI+aGfO>cLVHu3I_BHs~mAA$|D!1WbltNttbUE%un$KP9whk zoL{0ir|I5(?q|EP#?`k9c8i&xw*rMKA~sRYt?<8UFTrsNbXvl(p`Fa@Zu9_crpz(d zcVBdUn9lBIrz>LCgAP?oLg_D2V^5hX&@?@Na=zPWshm^N+yyQ$#Gh6dg#hGU zTMX{5{!`f+Wd>|<_4fSZYh>dLyQw1Usm%nD+ad<{Z?U>XsZ-y*%65NFPbrOLK0Z(CIaW1IjT~ge~)Ih4JNmdOkJnvr>=aXBYPZ4KU)0E4LkNy zCi=WrS9(Qn`0X95T^6Tu=0MMYH~!?b{pw$2n}W6H$n(;qjj0K(K4d&Wn=%?+a`B(i z-Oc~dt%~oPlVX$p;#eoQmqUu!nf}0}gc!?pEGRh&%NH#zG%va9La8}mD!cpad;`TTUO*vA7eixxA&RKirnx#E$Mpc zoj0M$A>^AfqFmW)W=pO=gj+|J9I|j~KIHaVs@P@HSAR>L$~ALB;(y=C+txI$ScUJJ z7$HQ7>-rqKDQYSr8Pq{JixqGUz$oU$6iH%9uZ?HPA}3rly7|3qJbwBV8-|>B@Z-AjC_D-tb7%birWvl?dcAtN(*9vFphl%EE3+87jY+i+lU^KsPiO=`480 ze=68UBBK~(#rY$Z+C+G+5#Gw<-EpEH1`gsYUB;eL4CA8GW%WE|5$_e|uMs~)3D#mF z^8xi?es^a#`O>Ot=t~ma9oM_3VpdM5VPc;U_k-N4@!9s6>J;Y=W3>;G)hiV{)96i= z&)lDgx(8HE&A)l*m5zEn0oY>ER3pf`&0hv0A;OB|rrR%h!AR0KN~iR1?+L#jn897( zkVw}=q)fc4)It2XoPOLOlW$REoY=lD`V6m=WwU#AxnBZBz9 z<@U$kf1=~jDE9b_JbU{AAJ0KjVqRh2T{saDze`|N^X9JVWL~)7(+Di*3%qQ>3fiJQ zxle^jf#1(f6yT zq*mQEIl1PCPv`HrAh@xdGVfE{`-H_c!E(5?73bL9`b^U5(nSxo$x#T(0o6R%!`B0qI77tmW6{A+gYTDS zoY#7FDrPjmBir`+Zag;!VzL>95H5)CGoNdsFn5F4BgIRSd2%D+@lrrUk6Gbk7h;O{zAuU2+(&Pg9qEuaeX;K42koC zj-Xw?CsO)P5!cI(*5@s@{Y@kdyvm;K-%Qs4aN?x%qi>z|nHQ*eJ5q5KpVvqZu}*cJ z^DAq0vX8#KyYZ9f;^%?9e$qt5^0SjdQ_%j=Lr(2f`?coMktaL2&Ba)%b+hu#g@)pf z-K>fCsQbz3{B-a$o{Dom=qiR^TL1?ucJ(3j`T;z>kc$FGA>FoyF`U3|dkF zT)!HCp(L`I{?H%3LG=lzLPiWcmEaNopC0OdVi$Bk+T&mISQ{7UZvabN<}E!+t}H)C zT_5m<>>2jPvZ!?14ufRSY?+MP{aNGe<9&gbO@r%8JDk(-^_5;{ku{z1yBsp{D_hH+ zVY-M-@IC%Z&zxul-&4N8d59K=gsAHMxBCCGI@c_?tMZ{a+YqrU=r$aJZOrWy>n4XD zvVjDcTo0KQh(x;+b34D%)&r@l6VA*yI(@!Z%#yy;E-ghFmM~m!VRmk`*Z)OMO!LQzlTZJY z8$rb+O$bl7%eNt1#SyvM$M3=A7D%*>?A#Sa9XV|gEZmx0IvrTLrBOrBN5=2T<@VuL z*pCp}+z1^b&`hee=9Rh3r`B7?3U6W62w2iBEM0rg$HPPkNQaEBNA_AB-T$@TQDL&$ z6vsK{_W91Hc(K}PaE3+)o35H)Axw8pxaHKxB1LFq9?;I&++Qx_&F;P4X2QMPj?4q% z{M=C~uKk`nbYbb>U3{0$!4ZG7ZXmioFm6BTJmH3-@71ihC^wXY6m-fqiB9kJq@lD+ z@ySt*vy@%~5Nza4*tYesdf*^mDURBE+9=d?Kz6!e_Gt$BwK2+*g1~W-fv>YjrDj

xRf1&yJ2oLDP8p6`x|WdiOe$Q>xNUr6V>E)Y?7DiBB`E^v%e85fWvPQN38_=L-j zH#ia|87JHSBH|%1(Lv&1z(b_CHikQ#d3KM^DzX5#35#~GDK3^1k$_G1u}l-j*1Uof zPND)IQf!mHgOb9V=NXb>$Og}RX}+ii-W&JM{W$pEc^-4-?kkV?`VyaFMZ4*p_!%br$ISuSepGpPrr-0=FxX&TeaXLRLgum0E7JNot+F*REtVuU_v0a>DY{(KAsyQL zIlpO|C9z*&@K8LHbUUnoi=Vkl{+lExdxHDireuP5#eRsm5qjPW8_KS3N7`qUJ*Gd8 zC58JLvJZn~`IoRgzp5tPD|FpmATUSF$A+X$J2 zSB3a*l3vsi3r)U=VThF0dO`YRsxcI~0VQi20!7+GQC5dkBxjEKi8>-exq64x&ok>v|7u9~0gCV*lI`3N_GR{lOc%f$A_d{M%1#D%% zJ!872xqEpTOh3&y){?LkkRk3{{`EfTO8J~*F2jt%q&87E@qX+YIAD@&?J||Vh>cOj zBn4SqB1NjA!60Ea!BY4YN}2Ep=&-_YcbWa51HFn{M*LA5lF&TXgns6|!y<|2J8;5u zQfOhdW73ePY5Kjx%Lsb1L$1Trg&_D7)D#8{ z50Mkqs0MXJuR(sGt3#zY`XYF`egO@&*C4Jg*GZc0Mqe@W>84t#Z^W6?up^ zdRdd{CL`^CLLGOoMqk~xD54R&^@Mtr2eLR3U34!UC*w*mO*}Hxll{z47JlYcmCxqT zIjcgsL*m<$h-PqaKeuXB!C(0$?ym#Q8vR{nhfa#jXFf62K8!%Zv>cfg3 zY;=^~e}4Urzx1ieSsL|9o)*6oznkKYJSVkp-jj^*Z!b;0K1-R`R()fmd0dGa6@By3}_+WAt$N`lj+h{gR3>kXm7-E-^ehGveP9T#~_MBW@7tuG#*1H)!?BS}P*7Q{+}4{Y!9#^%eVnVlu>lnW1*`yT&P^;~=Vrf~lP{^Tot(p&X2 zIfxY*=@TBc4?sD=5T-K$ctxl1v^FeJ#@cxM*d`yEY^%tt4S!fj8t3m{ZrT6rvp5Hm z<+8mcU$WVnJcIJj(sj&_t0UhXgqoM>k=2P~Nvo3+TUpLU<9e%y0?R5>ecwI)-^ znKJy7Dg9WU+*+zj$kHdSYvk!qGn38n!`Pqh{AX(9(W-J3_3uNnV+S}k-k$z=%62}z ztj6}?BXh|o=HybL679t=-$jysPBI?^wE`2l0wyp%nSRy|G1W@l# z-;DC8F_qlpUu2Ly2!-0?bRgT}xzy52i7@)N71uUV{XB4)Myp}f%r4T#9i@z!eE8?E zTIg37M+{r^X&3e^3)aJD3Tqh=>4Yxx3tuSsgU8kDyjb4RgUY#*cI_|A>>u&x&qO${>{YpEYzN{sv zro4c7i;EqO=!nBhr)z&{L|z*Ct#y9uZ-hqS^sm22{PETcw-`dP%Y=0zJr!fnhGa3@ z!r6%39O>IYwbN2Or@3c+;(CEP6E@pnKdo{0tv)NFIj5aEEBJ#U+3sv9Gw5ST1Az zs}nRFAhBDr_qQ*tk93X0SuMS<`4BE4xpA0MOA5fsoAE~)D z(;k7uvJfr23TV9)*YKT>)&gKd@-Yedh?bCB04o3z%e+BkAa+UIAjSh=(ja-DG?K7pA{J~L(pGm>6uD+ryZ>X#Y{RL#F= z%&;SfY;ql8Z0(t*4VQ6Sr0vmZ0PNt81QP{Ha__G;K-Di2%nVM{-|CW3p#8rax#rW> z5y8T-WfT)i3!7f!`Lh1*fp0DCnbQ|GK2mO@uBtjcylEVlPE-b_zA+7Vj11vFcGys$ znt$7=`o)6+<@qDYr4?F-A|0zb0wC;>D53B}Zl+|zF4ii6{8SE5>ej6YgdNSbKuVy@ zwMeLwtZu*oYMRJI+ss_Rqo6eE_!piHl)CW`cz4WxduXlv>n~hA4Dw?mj~_z&(%5qg>kg=BP3NX8lhMHc+6W-iPmeUsDaLRm~+3n zM#}772KWnAuAX^QUA&lWe%%z>blu2C8I+{yW6Y(0o^{Q@-K=_@H}-~@(=WGs^{u_{ zN$P2_r%`8Iv$dD_h1>gI;^75XEkCvFD%c|md`wU4m#KPb*pJPt_H}yemqJ&HN%m8t zu5C{9vno&OX0@)2_jr7Y(+-4tRXCbvnp(f_Z~)@vQoWq)4886g$Kbv1jQb2ji|{5D zzC_Gy?GbheI~qq0hb+6;>c&(iv4MA+Q;X9FY4&ptel4HkjdT0*lf+SNpQu%@h~mqq zi|LjdsMk*~3xqkE29D!v-%?CY_+K}T*9PKljGfORMQl-+DwLgkHf*xAh0K1 z?*vBA8;YrP$~s3q(%$$)L3Z?vrxKcq%*kTI#;a?r_M9P~(mUa&W2+2nBaJ;izk zmA2QX7M~}Vl$v3#TXn_o@_^2+3GIxiEi4-Fs+&o9pSc>xMifySC8)`z-4(v00Kgvq1RCH5993o7vde@6;#Jxp1&q$Jpk>foSc( z>F53F&cm-0XswZ-M(C4MtT_iuYn{X|Nj`ce1LixXe#-nLTdBjnDF8oP7SHPW#VeJH zu`gdKCNF^Gl*h%Tlgn2=O2=gNJEgdT7i3~RyavU|_7j6_gJs*!5n%1LfsI3R7eh^c ze(^Mlnflrooyn~O@97D<6hw$At(qeJQP)adF}KV8y9}_ccfCi7zzjBR{run?tnTDr)jq;;8Sg!fIn!D*s>5=dB z=jJ-ihuA<}PuN~wDGxXYqCEJNoM*_SymGBn!THmorWu6E8oQJYHLG|hL2tZf zC_kucOHvpQ*<=Db6-Eo1kA@baRMNB>=i&C^-Zpv5?4F9Htf?%pQWhn^8eN*m%V2(Fs z7zlm$DP9pR|+ZLTzqAR2&FH)mHscsd=s}pM|SR3v_;A~^m!bdzNrymW{fBd&( z16CR)SOstyQebXAES8cgj<*PX`?|n5#Px8jgHngIBnrhXt{fja{$Q&lGF-i{B$_%Y z!2}bjsMIStJE>*J?8!k7coj+s zvu7F;@f2i2m{!Kx-r2I3d`OM~4S@flJMN?O+&kwg(%Fk;7Cnt`W4l|9w#!~@cFO9W zjCI;HN-Gy%7mA(u?}%Oa>o3j7Z$N1*dRq++>v0#(PhtQO{5no7M3$;_L_Bc6N5`Ag z_4aB&thp(zXv6ik`4xoKce>K7TDIBkiIupGtfmKIS6x%w%@wC@E0RfYn@wuR%@2_U z6{YYeuc}zb*(+lv%1&pP#(b>Qs(WlVk7|n5vh{d$mA|E!he|oKE81t~h1xV%Pm31O zPcO<;xDNzIkF(-VdyR@8b_5d;H~9zK8_rXlr1>BLNZ1Q>fe4>D-3>Dx24ySLs;ax|PTAt`|yGQBgyI)f{FLE1uqn%DgNyXUkGI^QzjXf|Xo4 zNyYru5!EE0kGdp$>t-65_kKPnBdsCjqy`SdrVPYKfDF(!T6XY8d||!?e{#Q87Sn zKXK5uJU`v+3qS1+L^C*A*-I(hBPg6%Xq4P}yI6aEIsSrwFrGl@h34*CA0h+Ez~V(S zAA)Mb3)Du***06PPWN3sAKdCi93L9@1+)`7zo2>t{%u5V9^}em1p=xp*|o+)eXmIB zOvsv}S3v3)a49DWG1=LD-yku0L_i2A1h#nSSoZ}}iGbs5RdO4A<%awWz(j{)$_rzS zN1#I^Zb}7osKQOziw^C*DcR7WY&T^-IyC>L)Rw5ou4sQ>iLPpGAsvAuippO80Uav$ z_d+)@MINL~rVY)IjJeyp=_27W@z<(a%gp>i22Y4a1?-1O%M;-wycFKQmdU`U@!B9* zayk)*&>?9_pT5GM1@x!!(;!&GZ@~yb#_z>+Vq+>^qup=g{0}ntvHn`dzjdRdt26v9 zh(L!*|L#>|B3`5AZ-D|jl<~K~7I-K{K{R1VM1)z9z&RX}sRJvGx+|<@%wM03r&n~l z;{DQzDrA!m;X~at44d9841yKjE_hM2ZN9V% zq~hPp`2Tv^TbRzPUV@?^!x-=v?BU7;36ZBN-*P9v*j3u7kMWmk_~uau ze{=6iv2vF5ou%Rl9YVWHIC%Igb=V}g22;gdb>FZ%E!@Tjh8kC zZ^TE^TFwZxfO{J%bHE<*6*75B-+dQE_?g?(glNeB`ex-lbCVGKmWxgT{2FewR#PQK z-L00(q>I2Oc^)t9!qrI^2(na*y4t^?nnqnkT6R@#h2LRp~QD)mkm`;(ldY>-b6 z2*kyji0Lh+BcusIhxci_R{+{GLNh~;4^Sz#_ z=H%Vgk2T+oTP1XV#6`%nmugkvfh(7I88x&Dv_bjW`$&vprln?dMV39O4@Tb<=zun~ zodS(CZL~p2kIRT@1c8^Wsbj`tM824%JM`9jrAS1ZVJf6jw4n?Xw6z8rIDOn_J=bAMZBmo1Z7x(Fd6U=)ZqQ;jazufW#f`I zRcca9Tk^mQm8O509SegeUP_$Or&BU^t4e_7G@9aR`O&B8-U!OS*K114DW~|1e#MP( zin@Q&uzhgq=La;@UZl?!6V6`wCop&NtDu7k7jzb4f2yo~X8x{g5VJioUYB{AS4E|C zzOd(OE1coIAS@(hnV=B=(Ut?7ovo4tRQ7YX8LW+|Q22Ap+C{Z)WjcO=;u;TAA?+Hr z{nd_Jyp*SOwdI=1gorBB0lnx=uS^Ge@%qFbK1 zrzPfTVpN~*eoBH>JfFPeix?|8&LS!CqOQslU#taOM}`oW96J73{ttk}j0DaHKz>HX z?x8*N4lN+-kmDj``XTVW(x>nBE^o_UR|(u7H_mI&(Y(@ql!+rD!|@Rg``-BK^lRXI z741jW>)-kEY~1n6reArc6-8QlFi$=bXN11ocE@u9f^1lEEpjspBNd*;qfrHkkkaXV zmn2_Du-@pPFPSKV6s5X9?OS5IR(zy-fQ`r}MTaX3bbl&Slccg;=0TjnN280mfq-w? zxMEA@W`A7z zH{2ZgOK9Mb*+EL4pqA=@w;vQk*-EIb^|C4VFQwVKx#={uoJ5Qp2{J2kZ+rNNKXTSW zBOV}9+C4-hn-lC~Q$cj|r{u8_9z#M4q1lf%Zgv&}xAYJ{EF(f!#mulb6{WeGj+rEk zA>1Ky03r*XbAo276W)G&=w>^u43|G^-=wf^MkYvT!_pQAL0R6>LtMWk zsWjD)g)y-$`y=cX-bX#;BeWZ&cb{yKMVXH9E|^l)$NG}`njV{A#g2oy<*OVYjIZV| zKSIRLe1u4AFJA!R;xoY#<_;6J01U-(7PwX%C=Ud(M0RMGPBF^R@}Y>ddL5{dhHOkF zm}+AYWR%Y^WgW1XOWqBAAJx?gBOm!fgGAaU6KPE8y4m#B>%Gs@%T)N{2vjOETz=#W0BmO9S@Jc_+JWu+7sFx`xfJ$EYg~0 z2W+-l9U4)gmfmF;3rF809Q~HX{W&YSd`_aBta-w zM5e{!L*kDlz0fFiSf_TpR*aEN7pa@^1MeR#ev}z6h?wtY-zU4tbUS{v8r+4swI;H@34vzRkxqVs1ZQ((Zl>VshQ`16rH(pP9|mymZ) z^Fs5k(rJ~}jrC1Mj<}28=Y8<}sMy$NZMtrz&phdYl$Yrl;ggeEt$w8@_*jbnan~c= zaD83>${GyDB8b;ikkM3he+`L=$9>^F7N$MqL%5zHWbLIkt7tUmL4)_`i4~8AcM&{%X7p<`7P_gETZ914D zjfJ~Pkz7SWrac}EdElJy(tq|q3Eh2UwnrYl;93Ffp(-zMurJsyKl{JF7<=LSr^ol4 zP{hKieX#N!12L?smlDBE?!_3AP(uj+4`ts06~(fxO$Lb)BnJ^m z5{H~o5fDitO3p(R1O^0#*djSg9tA-_KqTj!nHi8QS@M8@;7xj zn(nS$Rl9djO?P$ey}vIFVImVl*AR$(jHW6)mW!SXkqBm4K(qc}`2`Pscp*tg@>;fEDGAPSKznwBJ!W2yb93t&WMfiNN>;*wAl1nsMvDs)!3#SuuEfc zIV2o&u9&xn$ugDfxMZMRGgMc-J457tzJ=??y4l3NJxA2n@Z$DW-Nc89KH#je!*E$U zyMIiF?>MDdn_!LoptoV6NA?P$!rF9iDIdOkan@r>`%G+)8BVjCoI^MFGvMr%M9GV0 z)8swRH^~&%3{X@bH-R_wPO0 zK>67pVqWFWxQ&oCZ`aWwd^jfCk7f8((hlTKV$xodZDHNiHZE0`;qTAob_*N@_&#){_c$M zZ@3`YDgTD~=Qid43EIx^8?+s5=08!i(OKyje*w|vM4R__aKLPoe}me3H<>3Chv>Hf zzvq!$zd-soB>(&3|BiV4%iAL{y1&1h<=;lj2p|0(sUE+__-~}fXoh4h6sVW{e=dZmZ?)HU&6dA-Ox`>g?Jj~im5h5|{&j$G(Aay7(hr?sB9{kiw zQRjfC>{<2hSM8rx%$Xy6W%tC(GPM^KO*+P#nrDxC<6gy%0vsD;EIv>`c6Rw_YR}uR zf4WO<+PpV7V9DM7a$l6P4Dmc=axrGgQM~)1M=ta1L}ixi)eIB<;kt&~mPC!sR`f?> z&CSWig_77()^djlce+NkA08j9T+(MB+t*fDMyp518ctZ*Z=MbCCSQif*pQ}33rP!m zlg_y7o#v~(2USlKM;Cbl+voE9SNZ)FSNa#tMzWQ^dfu1&8AcbxzTce*s*ukv04JNpTo(F;({QQW6f6iO4!^4@d7)5K+MlKVfFB2^b#n3*ctwK>()G*sS z-%{G<=hY6Wjh??Fy2fnX*k0fYJ0K}9G9MKNdZdE+j+PtRQ=MRY#EJXI18%7uJS!IR z)+LmbdNCt<{+I}FH4iRse-l=DJb@`Grep>sN_0aqzWuNYC+XK z!orK9+b zA5&Uy^eo&yG#BS6#a$~QY+pTcnq$<+3ZVgopxLwC9S{bQ7PY6}?(|t;A|X`x1FifH z?GlI*3We2fBE1f7#&+@^3$mP&TYRHtINihk6edWOhPV7^E^cX%|AAiAEn2gN1Ou&NF8x)0pxL4A`T@LpDUC&E*%m|4fu*6&a z^;W8?OgMd{*?X_Ap*`N=CmNuB?rzAYN7?6tE|u4yfExt}jD<$QtOFv?_4d1?=6W0H z3S_P@gmvWCS;G#j=*)muv_Shiugp*|3{GVb`K3SEnZmfo3@abh0`(O(IQm&i7Oxj# zeo!m9FBoFyfcWC&Lrx?SPFiJ7tgu?H$k@)CGhp#(gKz$B9jp~c2mEFy?fu~CdznLX ziZ#Ik=9E9R8UI6D`@2;t2yryFT-T|RIyNKprC!B~(@96Qas8$7~HHbncP zS^GXdcs2Hp_2AbK)fEdY?8xLU`;RIXdKXn8c9CC02v^M1E_BGtZAUi$XwB4P?<*K) ze(>g6d`5&8tJ8oYbbQM~htG@(k8o+7oY1)cWLc}?Ob20i4BTQOFcGTkl`|WF`SaGZx| zsQIT)(w^ZcSU=sWG3mgt2LDXXcdxu9@Hia z28DT6O1F$};#5Yk9~e@X>pdrf5465L-Qda@)D|{ZvoMimG+UqlEe?hAQjctPpv6BZ z;UZqE+P}s0X6u8$#dZ<;yk9kN_*VPb)&%?LvYNm6i3frl6!4Wx-$bmIa*2WIU03E) zPt|DG1c5ML7?Q41yk&gmK&ui}<}^|gZ_xazxT$c(1Gr111)msLI;WJz z6-q9fijZu`Xre;gD`=-yvk*U=zr6&(vT-&U=@xVU^tO(E4dnk3*6Q~fO^t;D+<5Z@ zlFf1K2P}AUO7P3CUpa%&s!VT~vm*qfUyTQmlFo5OgE4I&S{HtjN~P2(rA$NP5t0p| z%o+=fGf!R33)-X{TJO4pSx7CIIi2yAM}#pEX?dTD5MF9#oYo~Q#tm=dp-if)6GD+@ zBnA#}szWns^cp~JNhr}O8Sqdq3=|1waL)+9mIz6f>IPhZmJmyj9?hE0!$1i+9tQd>RUxLU?D2v=VgAaUF+@XiL|JQ87JrJr{_gMaRk zNE<0M!_iT)WY!QIq%&be&8IpmD28&db-GO#%lV`#nyb`T20=8J*$y_VhugG26Lh2)?^8G z{q{{MC>H+HblSs8t<`RcXeTgc@jP!+OvGxfm0mOtDBQk;THHd|vE6+t$WG>MBb34w zN-BUN8*ERX7r7(^mbbARGSZqU+o9q*^9BX&N)D~cf?=9w;>>V4A9DO1lAZ-a34eJc zoe$0Oj)L3Wmhsr1!?&PhItx+-$X-~>#(3D7U;wg&#qx4E&}oy;2z|x$k~P_ z*DN%p{0b1Ga%csr%>m`ihIN)FQQZnQmlspfc3TyjQ+!uQ_Rdvcb}ECj`9i+RRwt+@$^%sbatM9^)6JJ?D{*96Y<}L}>-^7|_nE=*=L>+_?-&k!Xcft|ZU zajab_6uP@bmJfyQ)Q&92tRB8g z;N5e&>zEol8aPn0NbBp87OZG@w&(HW&a>nWA&5possE+V2n9fbXTK6(*V=3ikY3e9 z+H*a2q0l{Z(E0)D`f``G>xuP1c=Wl=Z54%Q6iKvU@^S(@F`k(~kERN$f8j`y0*IVF z>=)+@`v%pusATF%PI6c4Cof>4qJO+>{ebAbI6!-7(nFOZBO~dAUBubgz)I1KbiV|o zC4_{9goM85$7N<1#}bFF+gg79qO17mj?6uJ`X7UjyJDwPg{^yH*}#Z(^!GBleQNDR zO>=era^AB3)u!j>&dJHCU!UYr>g<+x@%9_#@C?^S9^8(40>H!1H$j;xr&(2-cep+~ zEhVVvQwm%6r@~}?4Xpb*B!_G?QWFk33hXHN0;R+s;owH;+TiEa9hCzGn#<4SAIfpLG26Uk*|lRiWLt#h?Xl&EP3L}`Q|=6VW^<&-^pW%Zk1qaw zyWE;eI={f4lGlD}nOPrSzRay1$nAY?pL<5`QkT6)92R{D0kl(oK1_GdF_i9(c~{Q+ zG5y_&t*m8Ca?j-iM5q)#SK2K1&A3lX)X$70I6g5D4I->x z`LnPRS#)y4BB)2f^@k^q6JTK`1&Ye`TsRAYB})1@W+=RR1iK zh1E2YHP?*aKrd$F2RxPwMA@hp5$&!*0Q{+t&&6EGtAxsTJja;+pAGAKV%~NCsnFf? z`b-5zGqVox*oyZMaqO#3IN!V78cx=iy=I;WjU9-+V_F|5B537`RKOk*BvR+Sp71C+ zz%@3$3BER$;Q&i{m0+lr()*4FzJi+6-($=IK$yx|46Y?Ny9W^$ncP?I3zeXOTJ(K2a&-tEre?=#zRhiJU!KCkTLr za>M*<^#Z9!&19?0>Z^EZ*+A6nITjpCSu{MQ)C>cyq#LULK@lIB0u2Hzl#_)|R6>RJ zsi=8_bF1+fI+Kd!A7QvGhuE}42B)9DwN&& zup>d6;CcZ6bNS4#>W-lR(i|2E1~KJk;_sDUB%5H{{p2$Dc365hcVL{B9sddD{ z-Y$T!ZOr-kJMQp4AgZIK(jxD2_w@NKr^$-E^^>mY6TG|l+75k!b@#z?A&jWnazK=7tUaPT863R><>{nf4} zia_&md}E253lLh41wA!n-b$+sZ;O>)I711&M+O<01tl7zN+w{r@`Wsj@ytSmv<-*R zAIO3*)0p=^FnqeZO;;bRnN!rT62D!Q_U zjA5HV3Q8fp{q}I==6aNt1jd3h7rg`?Fyt&`J#Qoe0a1f-b>=k++Ofw&l}m4Ff^(~+ z2--`?>YQ&Q76jE0rLbu2!2nOaH{B&v;%1_o4_TNyIM8TVP`rNo>VppF^$7HRlhPR{ z8Ua~B(7^)sN^hdqY#fysj^_Mi0(+s1n)CV_?(z>E$=H?6KVWDgwTqFR->uWPI z3RTp5OYI1!pNcqu(i(2#R4qtu*td=ov6adrP&X4K2(=+t))rz*3wQP{=yWn23w#Qb z8ve(oQES=5Y|BwAQx$99Ls837yV?8JjfZ@eqpxN)l3;=RtxYj%@(vd)pzk>Xhg8u+ zEZ!XNINtKTa7ED}Lo)NFjd}Ur?jLA-CdwRbR-x zZ<=I@Wje?4WLfX;Y+yMYvz$q0ns%EZf17OX)IgZEZNT_O+?;VHTmd3M4;7DY#TO)D zfpUoW+C^z7klo`DQM=sxzbquOPV*jeS_K=h&gMo|+SVYqXCil?45aP#f^=K((&L*s3wKk)W3uqmJ7j#QiMADu zg7ZtLOc5l9m2=A(#D!*NW4*+f{Z}8@6Ix9 zlsM}4Il#^_$0UITL}l&xF^0r^Vqj^fJH}a>lSz%~H)rLCC)VI~Lu4Hhx`PODXR@ZK zvz;R-!Bt@IF^x<#fYd&gOoIb<_U8opLjjE8$zYsI;wN z+tJ7{nEw!jy06v92ag6tq!-9jf=;L>5}yZjd`R2^EPGQH8;=bOkn(fp=Qj?`mQz2LPHit0IcA13=9zNwHc3+$#CE`%;Q8X3xbzlOM;KrSMkwBY0 z1Y;%;0_7ov&)d#TOW?7zi1<)(E{OEBO-RtBD^aE+;WdmA5I&tbrGmCsHIyD;rltV= zZCQs7vTZKE$iidpG=xA2W%J-BX`8AbadC?rRJ3l}i!oFjEHe|_zRj18K=^KisOaJ6ZHpWaEkc+VLc;Xdg2 zP^Fv&P&nu?oc#D8{p{+7Z~u#oE13@bpPBRzH z_LqHjtMTLo@*ig>POkJg4$2juZ8^uj)~|m|D5UtzBSuh)*W4#tDMFJLP|g;}Q%i9Uw@-zS8$6TecRPnRGQpJ(PulyeQ1xoLqyH@U3j-tabo@=U^JG{QJ z!2UuYcD3f4@!HP4h`QkCm03kwln5c!k7J36?B8A{r)lSX9Xoza#=}^tEtjaO?%P~e zbn!AlZ-=2;i5LMk2AwJ;;RN9ZW zh4^51!nqBWvYi+xEBbKwpdXXoD?z3ob)`OnOg&eb-v3aS_o1$f-A$X_ZQUNlkqJ}l zRwIYMt~Ptil@mJp+GP7%AykowBNTN@OAY4IFK#bRc+d>4dn1434Qw?Y&3L~KxwBbe zP_I0lH$v8bFGlC9*0k1%uKwn8(X_-JWVO4~uOIdHs{PR$J2QNS^+)S7O+Vj!-QWB2 z;X`j?nrPxd{R{Q%EBSl&-S_MhFIYsLTjeztjF2@w?Y_5hU>ddh!h^k%pVBp zE_Eq=PVK#~$~$i(5y4`?JlhWOVc?Sq!iLhu*D%yO3oAKeSIwbAA-qeOlQSa9`T^FH za~Z#I;bTk{Nzv|&Vib-Ef|zvSHnSr35m?;a zf=b+irwD$#2!Uth&ph~dHvNl9I*ju&N{m8ikbx$)9@oH=D8XX#CE+$1C6P1NDS$j$ zybThpTILI--jj%?CN-m|7ktY{+v4?F>u|!e%f`l;qFf@7dmT<&Wlq2_$V19!L7qE^ z0I7lHIZCk6u`zxHl(Sq5jMUCp!V;l)?qDiIP$K8?y1v7H64O7j6MyUiBTQ7zm_@>dXs?k4p*BU~A4gvx>wBHoV)b;TtkC2EGi#De} z1Nk%2BCPkpAE93(UG-XS^vvC+ACJ;nb7J_5nybwC|03q84Mba(TSWBNV@u#2LDbT$xdJYG$+-sBSA>Gdz+=i<`12Eqqs73r5k?j^rmW zW#AvJq(#{z6X8?{!9bH8_?;gx1Wxdv05dljQ`pvwDqw}&)LAfu1EH0rxh`PN%%^67 zgT0cuzHD<>KK&n!oXKCQfw9_GXwrH9Y((-;O*TxQXUh$CGbjvbAJACI$0wev5jR?- zN8Q*5A~b0RT0TJs9#B?7KLt`N4Jb}@6)aj3H=?w~I0ghZ1wQ#d*ipe(AGUD1!58@{ zqU^|ueJdhEcfAzk?+0RZlP-;H9ta+5ZU zia)IBdYol{Tr=DXSDD$!6gdi*$;$qCrpVcOqc&aSD0znGC}qa}F|esTy^uT=f8TIw z8BS{rH=)V)X0s$xMa9#rzwWqr0Em>_mivjs`C;)r0@M?ZZvxJ?6XdjYgl@s|R5SrGeykHC zJ0&dbuojUYdQ|C076f3l2ca+Yg8#`8ekZwFW{@Xun85K}6UPfkxNxtq#mZk0BqKCC& zCBZS}gF*gw6{TEFDELi;V32+)c}y*rFYoEa~<_A*nez6TsEVpN&o)C-1T+g^vy zQLCctD_7b%hR35J=%71gP>A-*+*|0k020~`ok$CDbQC9DY72nXXRhzlNQ!>vH(zhT zIRw)q2M~6=s7% zWD(0ixJQCnK1hU1rar`{=@6G0fAhfMe_N6vwGS2!F2$xCkFjG^V8|^EjX>!O0Adyd zlY+sGur}5n)ZMz8H+;0M{Awt4pdUJ-5gymMN8GzdBK!SO{r^(*D4!Y~ z%%;nVtX%YrsS?@Pm3eH~(;mk{{lh{|hwK8D%-)|;0YB&UWX|SWvNO(<->WQo_r99F zzrNzxc{6IW5LVwSxO8bh}omE%|zAgyazM z65h1@Rw<(}Kcj%&8q)Tf8`91U9NV|izJGL(7-PG~0OANjFW-8{FFFEsQa>1RWX3iV z!s%w)h2rLJgI{k;@z1I6yv5fw!!APHE`sY!g=(#LI8MdjF~c7)B8W{8HyXmxE(=#E zb~g%u(-*WSt{_FnBi95YQ%bO_&D#!AE^V{jYn}Xjukyv46YADl3dNhBTP;wSo_}5M z*){uh_(MFu`Q#0L^TnIsXQqvIRr}aFGf32l_;a8nc z2L3N`zux-t&z<9|qLyY1FUNRg^!!xfU+1UrEp!M|L-M0XxD0^T^(6H8#-EeW*Dnst z@wa&%eGq!WCiFpn^%*rNJ2EHwdni>At^VhPoCJ$-Dy(M&w1T(cp$T%_=yEnidM*@Y ztWx;#{qXk+$wI+&R=jQr)(I2hO2(Fv)=6c2SlWuuFHMZQI4eG#nV-Qz5Gi>dp0m|y4Xbx`r1Xi42r!p40h({3n# zD^=e6M;w={iQ{nL(E`uG zpOr)Q%TsO>aXpu9T%6(j^)R%XC79E1c#jg;`na1x-aLLa@P&jy%!J-1n)q8!LY>HL zHlJS+2XSVqF`m|xcqHl}>HJfZ{@4akEK^7JF6{~RN&GIfR;G^>)juwuA-Nc)pLy&G z>5QjnHB1Re@27yrFT8V7#mN=H&$SLi*+DuJoj#Cydfk!8dehrF$rB)4{%EJiveOiZ zd{5f<1jmM^L{jesU1~gg`0`zaGzMX&1~&2nelu5R6Dw!GB(Ah{;*&nuFS95kZGp+= zPZEo`H>&Vxs0AC4J8etvw!VScwObYSGof0wsg}yys-U&^r2PEWZwp)NiS*i+%w93` zyeFJNcfQ4)9KTLravEq;1yzw9YV`&p-kaGw+hN*|GoHI#*W&M{fOmiUc~|i8 zsEgViXRF_)=iX>}*sr;7M%3kRZ-|v8erzqiRT3%cU?w~n;O5C|j*hRlFa);!d9}{( z#~Sq+a7?sC&wcel6j;cnz)0m_-4;56tx8p8!ZmeotP0GrQzn?ty_i+?x}TPKi9K%ZrS4dqblDWjM1g_)%F@q?RVDY<@m7fboG_fo1aOH!9==h|!6 z`z?~n-j1j_GcnZ06w1K+fVm$gymL>JAcXccZ%L+Ft(mQ)1#p^Ukq?uc8F^|$-KILI z$V#GY-kMKnH53&ab&&HetBtyd#!t0Vre6UH7Gr9M2nU|C0OM{r1n=3M9B)zswC5J@ChrMA%*nPGdByjPy+ zBWhLN)9d^fEv{%SQ@^zUe^qm=N4h5o196sxtLpa`I-tyRJo#a-KUz9X9K>N;j;WKz zgQK(09tWH9qCTIg@V}n&W!L?-DNw8Bp5FDb>`Z+#dD>$ambzruR2v<^DxcOZx8Cp1 zyX2hYBEusQFk;k$qYGhb$7l0v(3mFd)BUIw_+tZbZB#SbmysRj3VURp;~6aRdi z1i{L6rnavMb7P^X*IREH=*s}^b(BGEq$k;*EYzAR4G_A;ztRMLiofX z4B9?v_|U*tGF`$lEK?uY!>bPy&URl???|B||C3yWY+U5*Yg6-U(^MRnnVUMPn|dgH zfJ7!Awqr|DZ{c)o30OO=D=(+Zz5JSYs zAhiUAlqW3cx6&0XS#Z>ZuhqPdn)-)9*Y<2rPLD@i=(Rjx{1(f*fTJUUbw5{!cPOCTdPS*sfps2>&KR96H8m9 zOCys@WDieYMO$ zb#ZJin=^wyu^cYnrv_XlR3+1HrMA9A-!AfNqEjY1r>Bqs4nHAjD1CQ4 zkJn&L~QS7%Hr{$#F?SF52scPd%8Jah~lfl-ng4@k!E>39D$ z>OD|%kv`g1tlG9po6BFHV`#N;8BaN3Y-wdgz`&BR+WPPyqi=}?%Sw(`Tw;DXDl`4< zG6)gPJw^dM?a_FzY6s&y9;-D~-}_a4!X&ru z935FBmS6iO!c%~2<{0Q)L94;O{2YhjM8soHa&zGb`fk>S2LL)3&TnY$h^GDQ zpXf5h_3&7zACJ&2VVUj6GHHKsP7t!|6}_m=yO1m4U+qGe>q@<4M$+8Deom;njaf7= zKHj2S8#KE_x`{HmWKTH}m+5F;*1BXfoo_Drc-1#{lHPFB=TPWyjzusA=*&Mx@-Bu* z1Of;OzqeT@%Z$i=z?s4c%--Bt+YlcCB}?APFIX6>O`2Wgkn4MOPO5#*pT2CmgK?Fl zd`#xBAis0>D$(YcMW+9XaI=d7?#-X}<-_00Vni^|?pa6w%$1ByUw%H*cdu{Z;Y@FKLk!Q!?X?pE z@m-MPPwlBLn~4sZnsk93L7)YE4jMY=*4(p^L7MJbI6HYP?aHpVAC=0>clw_TMx201 zm${O5siT2q8~s)RXFQwo4@5PvBcax_+Hf)mlen{Rx*1#glA|2b_net*_sroZnP;l} zJa-eK{9ID{B!A9z`k4O^b!#1YRQ_hn`KEkZMnf8#CuR3Bx5ivyYTK_=xU^pU!Nz5H zmaWNQS2545*Dg;ufAjM9cvG#VIj563-6eRH78BqUJu`E>AyBh;)ogYre8%hhdUdne zQdsrjG48CxRX0QT);B-JY3T0biR`V0r4WU9r&A#5UF{i9W_LTh{;K~2uu##%$;Rm; z1%Q{g+MV|^Jlqq-rw{x3bWe9Wq^0J21%d?N9|AC_Jh@RrRat(cL79`5($Z6upW9PIA(lelYU+a$cQ%frS` zt5U~bKaLs3oIGW5--j_xWFsre#uX{fOD!7 z?p^#Ymb*acIjc*|6dM3LH{Vt6WMKso&b4+`&>v(c8f!K69J0&VnSL9&s5f;V)#$mf z$I0|Wj@vQ{amF1Ir+Gsk?eh7Nu{iW_)V2XlUX*gZO-EAb>l$cMrlz~-PQ1Tm zEGD1}oKR2W0xer{M3-z!cGKLsB$?uHDTiTMt>4Zf6}p63^#vb9NzxZI^h+hkF#JD4nlCijKM#wN;Z{hT?tiFp z&6#ygIYq^|^mMoKKafqKDVls_ue-P>6hg}0{vT?Lp;@s06W!G`nnNj26^BRU2z`xe z|3gD@#wRoXfne(*N1;pn_c^Kle7als?+r~ho@N>@VocIn;Ipk~nvsFm!Dw3O!K+p_ zgLq}wJgsZ0nZLHkH7&H>JeIwYSM$cx-Hqfo!#LcyTWHR)+~lI`-Fh^2)~n>HVH_@8 z*{!E8O@EYnqf71oD7`>4TpcBwlHlIMnR~h$aNPkHu1RxYoK|vdJ{C7F8JZ|)JlRhj zhZ~12B#tGSTn*jpZ-S-d2Seyx8pbF570LczvAA$AJ2DnI|0tD5|MYghJ4j~zip2+< zZX{UpEK)OfV33(Jkb%*JOs#CR^IGdDdO}AtGEIxflyM}Vnll4_O#t^Pu#)8P`0#3* z{XIuIlH8<)SO7&UV2;kVc&l5|k}mn$c)di2>z5sw=xr=( zC^-^(!?hujvf(YR37p$RAz%y=EMC%)B7rp2n}20A$5gPx&%cv)WP@hWGGwjZzKsVZ zn1s@zIfqD@TM1$;XvUs8V|zm>z*8M^j^=MCC0dx&AT%LRQqi<)3xNOHgv+Un#pVC@ zN^PQU_GcjWB-)5z^NNfM>^(a|8ry`_&|A4s5)u<6-AoIG6N=HvJP4?U_T5c@ zO|D84jEw&OP5AFEXv9x+c-i zpodaVUEnL&7USP09fi^)L;KHoLVP)V{!0yRmrb*e@@S^Aj)2{{L2op-lzng3(YKj% zY&5r2MC~DS=4?0Mr0aJTTzoal@G_fOrt2!i$@Z$d^`W)L`pdJ$i%BCg_u$_1Q-=O? zg)GnR^p&*UsjIq2c^+StFP37au6oES8Er4+72?JH;=klFlMO3r<&m6W>>^BQ-B9w0 zQV`@QZlT6_h@-|hzK5oa`I>K4T7}gZlj)BS6Q|0n>4nWerD&zqRi?{%D&N_j?4>}} z`q3OTWL1CTXb<}KP}=+a(}itfVJ*|-Ru04Dn11zah_z#5iPe!oKN`&4oTuvIu(3eA zvG*e9!{vt)c25hwSE5HLz6D5K<}&@+eKB7m!`?Lp!^4B=x}G2Vkq&l-Z8f0ETWD%1 z#VQK4r~{}Hk+hup;-g}9%TV34T&`5!U78c2JH+{;f7%qhRT$#VUmgD9B<*0}NOU5q zSHai4Z)1dOe{u)ZOAoHB^;EA;Ke+VkO?5UsgY21XB&0OYj_r#axjG=!!}t!~^-h^M zBE+VOIhL#FNwzdIWSqB}3~kQnr)@mzzs=a+I|5|Mj%q6pa}0A?_C+Ro^YD|`3Yoq5 zCKr|*x=o6;Vat~@_7h@9?~ODs&0g&_Z5G>m9X>hp^eBGc&Fxt-J9F8qzkVRPY0NoO zF8;&g3g=MM?7#e)yE?X6XC6{2KQ~3lHac^A1 zPZ?riT;QSe^BRZM?X@3J;mr+oB;2IY!NJw_&}yZ=MRVs%Vw%XP09Bz*)`g%rhn=ga z-7AVoksnf5_ooQl+*%tigIW_+TZ1NfZyD7<=9OeT`WPs~TlqU~e6*SA>UmEAGp9d) z0Lgij6sPt&6mOA@Pos3v--Xq*>y|F?wbr0S&vEhF1GX`Ouk3L_D&cTzOFK10098DR zsbxZ3EETOdRV8lDvEdWY;Gp9K>l2Z^-cNqp796HKpFh(i?vvKDDK$)FpEfwq<`_T1 zmY=Q~6fTy}?%RCNKzDYzd2&2Dns3WH8~Ke~(OcKc?mY72_e3dIG5e|1#zNBxz-}?6 zQ@e94wz#c(8%qX%$eB1T5IHZ%_)MSm@Lfy`<+g|=%zt^F9g1rbpuHUo!A?_Z3QARM z3XlnqiI9o$A)8P>EM#z=`EsPsClN}d<2v|-U5AFTgGgsDQ>(iGj}+DN($8!-q(FzU z<5qs{%VBn%WTuX8ojtbTj5^e9z+@-3&|vSA|EtPA!RHL5sNfif5hNN0p|D7ZctjL` z=L7mU2cN_te~nn7^5<>GlTIC9)C26vRc&V^ z?}7L`A$8USBY9p4m-dgOQip#GM_OzQOnmfk{5Y&``&<{zeGPDEgp!LWDhl45X;V~k z2)lE~@11auZ`Q5KL4(RLDS@T-Nb5+5QdH?`kYmITtIr9TZmdD>gX%=wMjHV#=t=1?SyK&p-g6q$G*lBNchfI95A~@X1u5P*@SCSs3?B%N zeO3p1AIBU=H||vPnfT7T5B-p=7qU+? zk(~s|`N{n{>9O!rOg{sXl;u`LJUv$c@nv^C`Q@r^?rQbDu@BX@o5Kw%)1Qj8qdvSC z`@%Eq?iTxlHx7ePL_jM!KmYkN*Ow+2&!)flWjktB8_W)f_0HPPWO(K-@%K)D@UWlB zlKjpnIr}u`)=}K}8s>pim#@w`C!__N-Z}0_AM&mv6aV?^xFf?I03%F+dEi~VQ5ot1 zMTqPtbIy~Sc`qOx*z{o{(mT$d3`D8BKkLB5@tr&oiKCZ7)v%SMryAGZN3UFQ-EPx`u67E!rn->>{^I=*Fs%|Ci!}--~L)O_~uJ3 z$W!~H)>KK5&xo!_r_U90sE2>90i#oPNG5*y8Fg)P>JVwIuFod-SiEKQ8fZ+mk8DJG z3Mp#@xT?Dtmv-&|@%60-0!O+N_C{m1MYdPDi6=MArimx>JoIh-?eE+A{_lU2 z==E(KRi8XChjRybgoUwxeLLSsP}ii?q6#+6p-yoO9LFV6r+-KlN`HQdv2JHWi2HDaRzoK z`Dq#buJ|OqUb>krj^*mUZ*07{Jr?_5+DE-ztd_<~FQ!Z_0KEPVr!hh;R(6q2Nc}L* zcTut|op|OxkYaROAXZ_~YM0P6u|dg%)9Iafm*L{8T~bN4=yzF*#zG2D9)T&lzL)Pa z$|`&O;-Aj)-j|WpWXVE<0sdOp$7;Nv{z-Fy^H=;n_bFB5V}b9vzlQcH8Xu)+^bd6J zmyJLArq#@HT7YY*vl6_o(5HWYDbVq;{9*&HrO9;xz^`|o`gchtuBFy>3BUgRq~8T) zxR(0Y1x0%Ib*>96%XJE><#4`CTF6fG>fCN(pyGL5GL2^2RxW`&4}9Qf6u&^`bFzg^ zGT=g4;rq$tnf&71Q(gO?m%Z)CU!UZ?4_)tly7CfjAup_u!&y->l25D}AGGAD=y4XA z4V4iveJ3x8vvnp7bs}l_fKY5%+nM(hb(Y84Yzn@7;AoI#$d-{oqqBK`Axi0if&eVl z8{yowpuSeQX+2j^QT(;}EgB}*f@gIY& zQIqNcZ3r;sxpcU4#Nw4j0TsP^ zMJY(^Fu$@fiX-WV{(Z2ykH=y46nk7J%Uu0?-x(Wgck8k)>9?z|I&i~o+{Lwhm?%dN z>4-ZBGTh@i391LO&tF1nodue8cz^0HiBs!l2*-!Qi`J%KOCzDbXyirm2i0^RGvJio z4Q+l9g~8dqmh(<8-Bh4xgcMg*bgId;F3+~guwrFci4o(g-z1rVw5e~=FFBd9@0EKy zDqgOxJe_WzU(lEiSSu7M(otveUc{rv++A74(YS*}NSQw%^FS<4-BOq?^}d2e{HsN} zUET?eG`9YDrbXP{JDy<;Y9_4GUHoM!4Nr1Z!fYMx$nG@`@Z>KFe*DZgs2bBGGYwxBZ98SS|G0F!)=l$xASe6ox< z(5uz+?@)SLFwlBIozp1)HYn>3@owY8! zXUXMTrY}+QABkQk>j3vmu^1mb1QL~ejtFiETYL~uOw+ej&bhcLG?F{#dy2c|Cfg7a zGe6zgYVVC-yh${*L1lC$ImP!1*FR+>CuoDY5qp_u&S!hRLDZS~1|#2XWdWkxzE4~4 z!>UgDeJ}mxlirquV_;zFUJpPli~qUREsy>7c@NLw+#+;zvU9b%_IuMMlP%%=#6d88 za!k&&!REf>h}6D)=RO4n&9tTgy8eUfUWgih_wpNztT$AjnPPSea{?` zwtcR8jljylrb@N{RrfhB-YqS1t>UdQzb*uAdRSOL?R2@L*aU7Atl*Q*&<(N7k2?4` z_J&)pf(_wR)MD-~>kZBkB2}pM9>AB?mhZjbNiWcEFIf`#?JdpsqPS*G&s+LDuP*yz z+`E2W6}%e<9zzy3Yf6wmxy~ z`O*V$e!TbW*kuU*9a8U8FIVYVVo(bLjlddS*gaQPFPstF+02nMr?33_izli0J;{76 z!v)`HmrQI`%)C;{p}g;qr}JPZ0-NR1_bK%JSjBZC#sSzR`*t3kyOtW1UESY9-ww=3qL>l4G*gL{~R zd)HecOf)_#dK-a>#%D!u=ijW9e5W?ve|CRA?*Fm&)?rb7Yy7B6NrR-sARq!FCEZ9W zAc#meNJw|XmXL;#&_Pl_KqQ9lZj|osuAv*|&gd7YLQFmM)b%GRJG>ljVE8KP_lSEr_Xw0vGGR^VVg$=|LaSgM+A)pWJ$4)u!pv zyv$!H9c}0Myirna335~EBZkAD5Ilc|gCNqYZ`neEHc%M>f}620(ru}uN)@!H|0om3 z-cSk+jSPc1o|JG?yYyYR>;6C{?A>6=yLgwKhhI$5WBjZG)N~R*%)Oq{R42P+adNiH zX#F6hOu)7vp+5XUdvD4yxv-RYOUt9Fb5+=NrH|?JkLyX5L zy3ITQ%cSn(^J?wwoU4c#mkTW*XS#Nvw#vSFK|5i@{7E|>--1UF&jNFO>#(^_tGt3o zPCM&(WQx@rQzBP3VN?21q0x)cHnMZXkaQ`l-pn7JbvgT)542jJRN2^66|c7qdb_p` zx=zrWN&*>STgj)F7yT&UysZiNsydC*Obu|RSsMx6isZW#?BO1w$=yn5wAgpmTYMjX zNG=+pv{<~hD=-z(yU0JHL=dFc0@*d0@`ujloKn<9+Ro{D5zRJv^ZQ=x-KvX-`R*&q zI+Uh;NGu|)G&p#OBO=+0m~}imf8ZS~D%IQXh#Vw{IK&eFF*<-h!{gwvWTph>38hT7#WJZ)(j3ieEtS2JLu^g-+ z2=XdX<^huI&{XmSp{(~jjx88LX2Bc`McU*vtYSiv<>J_o(%S*qtN@}-im5VhZs-e= z$I&nm!c;*(eeZ~TCNKDz|41Pxl9Y6gP$9(xKHR&Cu_;=7lLd&8KNkMp>(RF+Z!WB+2Efx8nTM41STcSLyj z7oRTp+vrI8=iu{ZKby6zS-G+~y#{9c5~dLl|6Sb0wrfkvT!$n7sT>~-9X+k-lUN)0 z=|Oq@Wg(+iG<*nSWcAXrW6Pd0ghrLB87|zUYx}O{D6eW&bn8vArwJFV8;c8y1 zt)fZHB{gJn@0dSS4!W!<4BUIdb6cH}ZR!V$e@;S$<6^y?kpl5l1qbKOP8+IDp`oSQ zj=-#Cd*B03`}TLqXTtT4uu3z*caAd4+1gLPzlO_gJl+q)83O|m&$5U0H`q$mwSUp% zm5z9_Oh=5A&S>R0W)#;sq&t@u&uCde!&tNB^LTB;EJkc0@vOC$(*@4Q-<8>yEAoo2 z@b9Zdt*oF6yyjXQf%vTe^vB zOtY+r?w_)VTJ-|gwmy`ir-w~DC@1xBufvsY=&zalt-=VPC{)r@m9hMX%^_$su20Y% zLln$D7q*5NI3dtEwkNZ`xZb$>?Sx)LCkxuAynoYMUD%0%8vIXbBh%E*$JWT*!>1nb zb-Z+l5mp2-($FEwBbrA_9~nDhmR{@=?h^w0%80^=C^vg+$elB0L?L#UGfr0-_IiHi zBz0I4jYuniObNi?iPO0ry!N|29=xWBY$NF5NPcDTngFtmpywjnI#N!Gogm45FR8;C zWZO&1Ne|hUkUI23wk4#To&iXLk}Qa@$y(qbOWKPo`jTRyr8 z=Nrq%bok!NQKfEuBIWLVAvn`a_=1IDU{5>TH%d^v?8mml$!7()VrM6~wa;f?oQ+XV z+y-RfRAs|1Mb<|rU(PC9y^D=|eNHxWW@oMhyuMryv;5+LlRw@M#~GJ3G2Vrh_qob< zpHG@3_r16eFZ{Uo3}El3`B}tHloIdK!Ru34R85hhIZor+tT|3gkrx&|UFegbIt~~* zf1=>z%6VO?&zL2Vq6)Lle^Q8bY$W+>pKiIFs+6F#(jvCSHBpBd9R`+o6%*PYR$3>CD$VY2`3D4qX@s}5Njx!aZ2Cn%<|a_kh)qgg$eC+O)XCCv znh4`9iI5sA+|{9m_waEg?}@1Yq%&6Lv-+L{q}4epmP%z?4w-Z-6>q;0(we295_H>Y zm{)1XPZafdTi|T4xuiCjz{smaBajmxqixY1dDXox6n_R8j$C;OH#e=0*K~}UR^yrM z0YcA@XNU7m;cXw}WjFTc8|VAEMq%2z$|*C#PWvri@&rrm9N-ggf*}txr*`2o|>aRBQ6Y7sodH9mxi*NF zLR^pLT~oQHTUlO7@vh-|;MWELGxD$u+f+o!K$LVu$+FGzbOP7;BT5XSgds`- zq68rd1W~|sV8u15OR4DXE4ITc5W@+!bw3)-E|a^sc^KR2SJ_T~32moFZxF*pK-rof zzI&|jL&WsXYb<@qFqO4xjvmASzKhVf05NzY+dw*kfQ2BOc*bs#O{8Iqt|;%v^^xlC z+JmFpKOjsfxy1_8B25gWFTFsj+y+OZAo_T=sBFZ|YTjoQiI+3?3>@trPs(l1DI27^ z%M6ar`pcmOM@#|iA!&OT(PcPl>H8P=1=PAq=A-l%;c^$=!ed_vQ~fv z+G7$(d-o3q1H^!GqvJM|zVtm44OgqH-;l(sEq&?!4d*mhwzK$eKXJ01oHrb|sr03a z8y(?!We16yZjuj~1R#lrsF+47;ArkNo;IequZ_DhFIbZdBhdt(6gCOE{Y+naBV`$` z%<;^hS*weq{SNhK4MS?-ZDj|+f8>c-P2-Gx@#J$0@RAW=vPkKV^4|ts(eti69U|bMOdxx`7|MN=e+`&PURhtRP0kXn{|m?y)tb z|E-rN8)Ds0Sf*@@VT|07CfZ7Gyq!sYJx^%4Ud~a1Mt2*1R~H=Zstv&@Lt{iUs6cKa z_m!YAL-I<|7ExlorXVgQXiPw_d%W2Kt6&qa#g;+1E-|cCFP^^r%J`avO?X9pW4}13 z{ql!^TL}J60$;JU*tgl8UKXCoDPS2>FR=P>JA2H&%_ib3(t32e%OkLsQ~3Vv=%UE?u2K| zYftDKi{9Dzy#&+CqWj&mHoeZ>=Et_&z)8dlF1W>F&HY8wnaiw`8Ru(a7T-wWAf98Gfe9*BemAxiE(iS}2 zIP6s#0^rt)n2nlMj464FIW{r09ecAcAHtWX+6OXWR)eUOzY?5d|8$8fPSPJxf z|B_DOdcFWk9GLLQty_0X{>`t7Bd0u7;*0lMsaAr^0?QvuzfRUM04c#bnvlPPDbn^~=(3-BUik z>VfX52$%cIW!nIm^ETs#Tsi!6uMJH$b+cr%v6-!#owMxrj`z-KYBzn5b49tR%WGS_ z$h8@eYr$d)P+Q&Tyg@0ayJrg|P}*Eir$B3#Co%G8&!A#}-qg`vd%bS=bQI+jJy{M0 zl(&*;W*Eab&4tIXOq34s!^Sa59QgJ8d zj1f)|)4C5G-z}Dk04cDeykCJ3*u?}#GY0UQ`(ud6;b9>J5RT)`pdT~ElRhJA;U#5< z=QoYt-tr}Org?#QnDaj#F)pp~4(mu`Gl(IGhZWJFN45|SS(Y2wLN>BQ&+i;If z9DwXrp%J4>bmAmIuDMZpAz3`AWL!v}eE+wf;b_IdUC}TIA!W%e#7sV55+M6;vgoSv zz78bH1%(JwkI+WxOMeU5<3T0jNLX{}h6R(|ZBu{BixZMkkid0+0gpKc`P;zsym2CdwJ zwnyf|atdLQ1rZcN$;3U;kVPPyZ1crq+!J!Dfc>mLzaxG_9c5mn9U(tO43^OoOP zUrQqiQdKBuYqE6A%!kDnZb{vvnZ&pd=+IncIK>pV80eBW277c(wW-sMz0Aj_THQs~ z?ols9wKLzNX}bVC%CS_-FGKk6JlMh6*>Ys(1}d+nQsSngSovnrpgiK#7rQ5+Q2o}_ zQDLdROA6F+3-GRo9&F_~ma7?9qLuy6k2&}|v}+U#Gx}$UMeOeo#MsrpXUa%S02*p7 zf?9+6<~gSf8KmkC;w+IN%B|`@Yguh`Vs&zi-QMmG3{e(ZjSrX(2&5%Jq%;rb7#Kr> zNm5gvKbPm|j<9)HWjWPh;U97DUF;9bYQ1Qg1PiM)>jky)nfMV-KPgN)?l;7((%+>B zq6}zH3C_DO;r*?dL+zq&F1?p^wkutUl_{Lj?s~7o-CRRQf#9xB%;$sAbRd`l;B4Y8 z-Q9LXg6o`eE=iIq{`|lo&s-AfCQM_g0&ZJh=qCYL#->KueEq7K=+ON9+`E&5E==Fr zrRv)UmS*RK6{vlgDcY6qtFL8sWr9NlV+EZ*CJjDZmX7>1(&e7rcJ|Frrq8BRX`7B% zViWZdGF~s)2hilNDaO?MMn-m8svfEfQ4MX7I+i-q)rb z1oh0!roMu^v)U z`_}iQ<*f5kq~p)qa;;%eWM-|2xSdg3n4@f`0f4yBr=HBPHH;yp@-;rO zW6qiM8dl^;4tmXFj|VIdZ&UlDXmUeH2OTD!pA6Vo3<^0B>vewxxlvqK9io_f9+UwxZK~0-ny!$4#eKyIo(dJvn1sD~{@gtVmx_Fwa&Dt3!9JRfUC;MwbWNT?8_fTG1dua_tK zHN=0W&gUel zbHC$@3Ns*4+Z(@8+j3F(5lfQPRN44yvFb4INgS4Mc0b?!1kQU`;hr$n`eZ&<8X2B6 z!TML=U=J8gP9W2f?1t`fN-an^hyu1F;_9;6bu3TTQ{#1gHnZ~u+w8(@!0{)W<#)-T z@oU#1+UiS4nP->F@iCFs_+~$x_-NG@f!sbNs`uy@7nu;76odaD3Zs z){?pE3zs_rJC)NAeXsdXyO-GWHZYwr0dE&Zt4iHjV|@eFJf@?3xIO#9=>>dmmd10z zwS1=dcou#+5|RSHgl*3B2-}p`sMzZ0?-vj8ZS=#xDlLk;6^NYiGWm! zHIh!azS4KVf#cA7vDe|l?|>Ke7xd@#jVa;ia8h6vYIw zvpNxQ?){i0#!jWE6guGjQdNWmc9ei+3UY1ZUEf!2z!B7KVqHv4_JKQB2BXM zUpD?7%pDPJ;SeZ5YHk3U^`S(ea2ZMVP% zL|`KXNW96IeBRz_kpjTVH^$)OXnVP}K>Da6LS(9u*tHN$ro0Hk+r4M%c0b4s&9Nqw zz9tY&ubp#7+@H_huiP%Q+&<8?prx9>-BV-UTW1ah2BwnpDUq<5GsM}w%e%)ESP{x9 z97qUi=gm)@6LhgdL7=zUkm&8PW+Zz1!i|t;XZ{wuVITys4_4=B&*5*f)R=RoTEyjc zBVu&J&T^wPbHk9Y33IFoBAIDN6W#rdi~rxZ@c-!!fSX%@!pmZH^l15ZIne+3OPy9y zQ1e}|F(m?kPAyd7%V}doR?g9Ay)}=QSrO)46HIYp_a4I0{ENSZC2mobYM$rGu3+RI zIz>$gQOyUHnh35Me}fthA3*y0@;HvlmjVn`fN@QvTg7KF%hwy0XobA|)E{AKpI zXrqPxln4mD%Wnuh2nnGdYY+QwkB{Mo$yF0BS>q?5*Gj0@d8)1VD1KJBC zESV}Isizvq`3l3d8!E#qx~c z>S?{o8PH8xw+GmM-=4)3M(k;o&-PufH|kuQ%*_N5U-zG6Fw&f{yK*z?d#+>;D&t66a%^uW|1Z~t?y6vYtb)FCn2hJf{N!J+KE-`~j6CUMxVy`xa zShe96o3mEi<5fnRfvgvfjwWIlSzBgvZ}P6b04YT&=_<#?jz4XjETpqzxN^K%oJ9pn zc#NieAT~Zm?U`lad0n5&Ojbc^-ufbJ7eA7ftXhxpi5)C0a`e=p*|^qdWm`2Y2^l5c zEgnLQfrTDPV|v<~dQtKzoA%|rCyq8^)opoD{oYqDR%bp_6nmB%-qZ0OGoOD=#KRJx zfTv`(x1-TT)kdYmtlKn;n2W^Vs?Q8w^~s~s3>rtzZ5pU&dTh12h6;GN)<<@{&||vU zJ2r{$qG)?s#7OmUWLc!lc~QQVxBgh`sD|3B!gbnG|Ch6(P+eEqk=biYNnMzZan=;W z@n-XhS+m3Rew|0ZL;dpRlauV#jbC})K&ASmRr_a4pO-@OBO{hp`n{}B5Bzf8S=ah) z$Vu45sO79!VsYj5{gJczxP55xl&n?$>gUmQF0e+`Q1RjG( z%EFDD23kiUrh%A4x5SW3GvaH=%ss^Z;?~_;QPxO|ik4-#t}2OM(t1PRcWP{jus)rH zLej*hudENOzj*h|WZ?{s9->KGcraR<$V|MNyk?Rcu%_u7`%(I+PogC!gL$BhAg%Bn zfzsW$HuHgx4bNb`o9>_KxyuN9(+ULu%JQhUD{TUQEu`ttNV|XuEEY0s?^} zfNvW`m6K3u>LqF^Wf~iWznBI~X^9d@N2I`JI9>^=UuwTr*VvuIi<_rkYBSeZN@+V; z;=b62-n6$pG_Y@<*zb4FFywcjn9hsGqm$K6WEIUfBgA(Rqf&*%--&D!kl?9#_AR`CyOffm|xN^ zbFSO3{O-)-Q_jXoR5Q#T(nNZZdyM zu6OGt-JrXA^R8I+DsCyeqVop(6eESn|>kOLHiZ_3n6CnTTJ(M$CSzM zt7*iQ_3tYn^wwLo-@0y()bEH@a|{&;eA|e1e0}sxad_{nVdH{@Rv+SUod6eAS|$tC ziPD%CS{@DkX;*`y!ydPi4Hmovue=N2ugsv;qVaKsq?}C?mU;&Qt^xS)gZFbGJro2@ zW33QHvB&xKwWY~F1vf~pw`T2DO!Tq0Pma8^fIzvkw}nF8HwtT+M)na?se&7UQwz~k zlq5yK-ja__^fbO#ON{p&exhLe$?FysAF5L(f~(@`_hTujisC83aDFjP3;4D&VBC6) z2RwGEd(ryM=kbhp^wem`l>BaG9{{|-JK!#_RXl!BQ2WqR%n6>)80P-D7IQ+3VGOgS zP=Nk=(~7-@cLRQOJrPfcd)MpO;7Sl zW^Of#F_C?c5Ujf^)?7V*(O2r(k|AmV2Y!DKGs`zqVLD%4F`gt)RQm5uf44>HVd{Lz z)_F}bA-2`&gA#lcG>zAO-hoGp4vMT};oEJWzY1>W@Digcd~K=dYs9j!-zi9u|#mEC*@wHI+$w8VvmRHq0C9 zkfjN^qF(nyli*h2iXi-^LcS<~(v7ts)NN>FXvg8%*DL|sp{55|h@lGpB zaJvY}DlFkmRv@%bmi)S&1hW4b!`n%CeCf;jrV^Ew=<>>d|3- zC(YnSGkQgG$Dw$YuNt=B*IFl*)q}g^CWZ0s6Ww}BIKrC9Qmw3y2lLlQ z-v-cUQDA8GsQkeiTL4-SG~{SyN3Qqr3dC^A6{;G=9^9$bvh?bM4urP-VBW0H#lKOw zE9MI8&BD3yP$5Zm>(9!y~oJH%LDL!``{qq7}{BUi0KZ+vR(b#zn%HB1WM~Z?*Kk-?4cn+^kF8U$-UM zdi~0-zQk2}NdO?Hgzllp!9Tg)1^0DOrecwOf1my|(Gb2u54x9&F6WZ6n;n&9rh8^O zk7=UwbJAD{7L&~becxQ=A2Awn+x0A1_Rhy?LicN@rOG9xx+nWvaV6NR-fzotLE>SL zNDA7$`3L2Ix3#+#=8rrbTP|NV>SM`KanbAS`=98K-ID<_mp?ond{mZI6Qc0Tl;rurlgazg23S$So~V6;Pa`)x z+9&+v2xm*>FLy9Cz(@-- zTx(wgpHwSIw(&7RVR5Q-76L_B+zSt?vfS)m9T%=H+c(_gZ98Y3o}l4t8;y` zuAjWN*qW8U{HAFbK-`hD*K{e$sZE-?$0k2Prnq^}hepSGiR5`N$>3>pvRTGeepEfm zRUlBV@*q!k;4~`og?miJf>4h5gnpM|3+(0Qy@+2zltBmetliZVi_cj>Q6rF58mJD* zE3`MaRmJ~*sC*AdPRS@fuzkQsoF5YSJwb~2{hkb&nGOx~6oUC2jREdXBYfEJZ(EB;Xh=(|OhDLQeynHNo5ZE-v@`Y8BF`|%7P#1|hJAqvZEkt9 zRW8CRzAWu{H#^S*6|>GUj$zX{m$ZVqvM0^5czC$@R31mC4I%05H20~=L4w|=Euk^# zjFFN2;oC0M)a-^%7!xNIcwQ@>C8nt#1UzabyAGBF*(){I04uK*(5SP;+E9NCz7eG8g?3Ol-V(Bw_CG8$H zjbhI}@bcdUBAWQHW*>UR>~=TtVb9Weh3)1wm1E65@=Dm5%6g{t3yZT7&!cwzp(GUm)j7 zJJ@sPG?*uTCN0;uBF}%5B1h%sA}}1N(}C1CWC~2fgE~Ko4^sWxEmHMd?XL!tMzg0< zzmx1?%`&^PP?Rr_7}OD{Wr=R=(&P=U?YGbixC&3X;z!Q9_BhwJog_7Pu3-DQ<{Lh{ zyGg2)$462Q7ZkMZD@{o5ec6-%9jXxXTnZBiUk<_`zlT2H_F#3#Rky-H%B(6NkPx8u z5I8)@;@Ro_tb>#DocCnl6TeL|*t{LcxzqaI5l!b8AgL#AbP~1L(@}W6I!6DNfuQ%= zig};PhQ+Q82mVT?f)YKG61yabRWX0&jj{~i)cbTFiY=1Pc_@lG1%MQ^L&$R zQb}{e`*=CW8+3Nh*?d_eF_7I2;|a)*Eaici#DZ?{CPO{`gkw^o^vFk0Nc=mXtDx+w z{%Fix43VB}a~cC$sQ)giEyo#O2lOM1c2?TRx^uPJKj-;zo2-}{Zl^`G4m+FaE?SEP zs$U5$R*fv#nCkSg{Yxd>}%Md)Y&v=v{2(+ z69(Z5-^<$}JfZ-06_-BxlE)c9f7Vw3t_;ZS)yf z+>31sjNw~Vm-vCk_<4Rz#_s#caFZ?U%`nQ7XIBpnHB0iv$H1v<`|MF-wD=Fe4+>XS z<9LOug+E@cOEwW5eXtC=>R%=Iyq9cgGsVcws`ct?18k=?eRmEEv4i>yKpZ4Zj?<(T zwYyjJNZ?L@SR)w*m8CfsBNf3`jI<>daaao^Y}XK{l4=}dx-fHz=fQ+wefatyjNM=P zVkrot-Tjz(2*j2hh70z{8X>xRsNGxt+d7YW3*XQjjrCq|L@vpHi>Yv;R8YP><7&U_ z`Bq$4X`=}uqtMIFUPJsXMEI$YqPp*vM}4hwKM27ziI*7l$=;}eO~<$xJ%U=_LrBhrb%)ncs8MtTr=@^I%&@MF@Nm* z%Q1ZsJ`Om@AhzF7 zut5`f4Jpw0joXM^uaU^790~dFryLS;gT`Qqgxvf-w2cZephqJBq)~5?lOW#*j0#xk zNF&dzSo%GYZ@BX;?UqRZU98mm&lk`A>c@J#Yo}a=Ba_Aw#yaH}9^wthI$5nr@Z4kQ zR_lwrBN029k#z52XvSCRuAa-J07*KY{bEz#0H{8gIad{W%$^rT`^gOUt01(7IcGp$ zFz_2^jf;(kg^vTUGSRejbi6gSu%zQ@?=Zh|X;htTt5i+~d#=UtB%&?59O4xTs4Y!hi+1Z=MQ6jX;u03CEn=o6kY_h>3ydsl@@T6bhQ z#3rMB!1$0{L=iklbcjf7YmW+oP;a5$#l=`dagtV#XVhX%!Owu$XQCKD;M|D6IwMzF zjGPdTbOK>%pjydVpK*gm;?H2k`&#{JlHl9MdtNe!HK`=5f`{ZBq*+{PgMWoOgL}wt zgd}7R{ceQVO{Lf={$bej(hFLeONZf!poh0shOZ^w2uKb?+Xw!i(!$sC5>2tiGypf~*$_5_c-oG`#9VJXodwb)+6^Vl+K0Lg5T zK~1EfJn#Hj-{kfgMc@go6^7mRBrnvjNd^dOXTIT?u(Tc@7vR2>^swOW8BD`pA4PP_*ALNAl{RubSrZ@lX)Ye4G_J4JnL|8k0(pfi6*L(Ap78a`KRl;&l)7z|oCHioM$i{2HD02B_j{{uy>V(qg zc$UwJ4(y_(c=}A1!Fs(WexW`EJ_B;n7P8f@KvHyqTH_A3Wz8T)W3&4)$d_1 zg&g+GXMb@S^ybEfR*-c@#KFrxv|Cijp`SM)EmnJ5hWAhtb(i#*Gk$4lQJt5uH{O)f)wPQ;S^Q~|`arXcZmp?RH^lF`EvouL zwhCNmFfh2dAbPO={Dt&*~8 zWZ+|bb|@=o6UxSRGD@lrhUOk&uw40Hm8uv8nVOiI)>9`Go}E244gyNYT@uDks?*2# zVaA`Z*`l_~W~SYwWXqCt1jof(mg_!bd@@iETF+@Ny&l`#>QWrHaJ^h+gx0Sf(3H)3 z_WN$STMm7_1GRIa!25X-Fp4ZPPD2qI^x!Q@1IJF5v z6g@<_TDs`O|48!yMh~MGd+zh`lHiPXzj-OB6a0~eRt%8yiM=F0-{YN3l@bU1^npG{g47avQG8LIxKQ63@L~~)sKR#*#*+r5emTLx~<^4T!co&S}@yV zL>Fq2<|G}VBr>_2hAKJ^Qjj~Eg-yXckE}wW{Ap0sBBKw4mI`CU_=0H|C^wuSs(wk| zTn)n(3L@TCb?ScgzZ|GQ8WioXj!;_AU(T<{HHQZ*Y5;j*TfoagSn%;*4pb-&igBYe zYbP~(_iZZ{{YYE^b3T6>%in%fWu16FlCXqp7&m2}X40RVBCP#3w#O=am?y55%V89O znXu46NbS^dyZZZBGuE$X)KdEdmQ;pKoV@(ZAbTmWQwQ*eg+Xo~%oE8mPfnRg3>Hk2 z6Ajb_OZEdZc~IJGqf06X-0@-A_gtABm7MP##VN(h3A8l*FK`SC>I8i z;Bf#8f4@-Oc5vPF|58{FPTu;f@GtrN`Y^Z4_Mp(*bM5{NN?U2VNyX)Iy29?4b*E#7 zG8fTva54%IOzPy6K>4=4W;n01`k;L4fUFwVixohhZz@HQ&_^%#nq=b`pXO(=KB zB1QG<4)->V#lf*Iuv)HFDxy9ne6n(-nG@MDl`_<_ub7a+*($8-;gFn@7d>3DwJfyi zQ*!>{s0J=-Nq->Ef-s5OS(#;&XDO58wNj$G)9qPVZpKq9R&W`j`gNkttEb1(cqQ3O zCU@xZiBo3RLGsba%6qO#J}3rDf~8TCXgwcnaz@8s)}sa}Plb4^o_BeHXD567^Oh?= z&6=1^R8Q)`^~#dro|2OmagzcUnm>3Q8FJd>vWjBoEqR>}eB$F}6SU79t$IHdt(=ru zma3A1a)@!{g=k%y+W&O5U70oT%^Svl*MRI#2dm*s7`2<{do(ro8iohCpz>`;U@P z5HrA~|8oY&L3;BjfIO5%BY{9R5z~=`zmvdUU}9;ihCQ0LXO#^p)7@x|;Ef)ifc<+XVY&?+g`rHd)=O!@@Kmtv~Eir*_Q1*x$bZDNNe~y<6 zW&#>`v(JXg&3<@hu`6WPR450kCc8gKf4rY*br;^m`9v}u+S98Duye24lqH1au^jyB z&QPm%_s*D3{Gz90(Nq4J;R*St)YM|b&R20_%#w!ly@tG`rt=buicN*{ET6JcAcb~y z=WF{U_cfFBtXXTHs;201%v)sE78OkWB-JX;TNW~PtXckCU>YM#n7=2hQ|WwhMbqXY z>gn?j($EcM!g6yq9ZmCWdxpl%l9 z`U?-T+Asw6Iun7tUSswMjk$h60aQKX<5n!;CsLI_5y2o;WE~a^QbE?> zV30bZP7V%Eeub>VgOlGN>(Joj*T_0DI9Ux@hXf}h^^+rllacz#VZq5r{bX=(GE!eJ zI9LyJNWCQRZjNs|r|@OToT4?wwF^f(o5z-+@70o#6eR!j4hDe2YKoX- z-bh2}(&R}d3`j^Q%{e85sJjZoK%N=~VwF^cy7_(RIp4>`!|n@i8AR$Hjy2!8==>DC zCij6?L%J1RtE15Q3sL(X=C7_PPY9Jo)j5*!|=xYVz>xo1o6;xD#dp3+{w zNOS#^H2?9_!eu?LH`g}j+58-AS{G?_y`9gi&UTv-5o3uYm(_~50Nv7L1)ur1PcO}r zxebLgUc-l9TnR;;Ul}l-YLZ_x-=z%q7<)V1Ty@f(La?{qfYf*A-^2nC}r|!8Pjj1?DAYYXVsa!gVG8c3qsm zXR$AkvsmtP$Zak(UO)l$7U!QO>y5Vxi^B~OlzAx}r$O6ti;zpS0b}m^^YrqS`HXGm zF`7`pFW#*uPm(v*x_!eMRT!>Oi13qH_VK$KTl^t-A(%5O3&R>JN7Uk+QN`mkhh7`n z#nZ!+S*)MR%YJHoQU^X6l8m!iE+`3){OsG!tOV9O&)T}WKeXko3|Fcx9$Q)3J6QOX zagJK?kbYj(?sljXn6{e!q(UdPIqf3WZctm)L;IDTO``E zIp}OrWMkrxQCV`d%jL=)rru>BKm^f#8pB%LO-y8};_r~fb`<)pB?tx$QCK5sG6m=oCi$dmhC^ju8 zc0_HAYc%JgKJT3`5pjvZdqh)#lY1(cIAZPWb{IP?x~B}0U-6vYeN8`PLY@=>_ZuJb zizq7f5g}rY;3Hy<$ivc4`Y+b64sV~|V(|Wmh%b_ch%d6yzHjbe7JF<=?sQrel6Ol0$nm<}Ul%hnegEbQf zZq~t%g}x9ZaUKcW>h{&;+Gv7WqZ@`gK$NEbSA~sM(CmiO9bi6)bRZsxqv=ovDd;~7;he3bfIn^qX)8%7 zxQFu3nmT7oLc*!>M#J`@liP_G?BC;V=5pH@|CqZM{cb)^Ch~;!@b8=fX@| z_2wT#41!ka?Re;0MjvXeSZF8ym$U$FmCk=lZ*2zvYugmo1(Bg>T2J~7DMeg349Hlv zOkfYCU_<8q&TkM$aYFDW*9!e_S8EuuS4R`*X8-qhIquYZxI8P0SP5@O&$v~|-_vw0 zua}QLUBz;?7?AC<$+LxV3jwDBr(Od%L9@H7(XsOnl#) zs`peX{ZVphg(3Fd;hxjpklW7#*_jbhv3kMcb9A-Yh7C#$Zxnbv-!56f{}dC!E^TKB1}M9z2MaYpFOT4p3a&pBB|962N`eh&a`}2 ze==NSrwpCl=9=qfRbMrcqj4s3wyqBG&q}UWN}Pd!$j^^glpQQL-;I4{^e=kRqZgxv zC1#NI<}686$XEwRsZ9fKaqlxMy;#Crvgb$dZ6u8IliWoWM!ztC{=_N_@^MNgH}rlxTZL|hh^#P-hOy^2oXBO7JnZLR zVZg&qQQBeA`AnxM-j?EsG)Eq9fgz{TYRE)QovMXJ?cg!coT+6`pzifHC*QrVK|JrN z)ejyF`)=8?4QqS~^6#$Xyu;2IdsT=qg;f~1I77IBFH7ei*qnB#)owmRK{*07XI8C0 zm^qBf^O*HVN4MC_t(el|R34|EK*^JoC!V~EZ|%14>d7(v@*Z2_<-HMr?eYSb5)tWv zpmZ9wdgc`ykORIvPW4RJzZCuC%?LNO*xD?{pT0`jjwzumPsiRSA==K0^LotOp91aU zmDrJK+B4tWHg|YHM(*n5($WtB>nh1@a5>P1*H{d6SlYMt?LIr}$uw>PE!Jz9fhXak z@5FBDS+_PLuvh5F=N6~j@82LYq#Bwq@2y*qfjLw%WUNfoKk0Qk?%tC7bCBHLJn?se z^>?x9sIHEwRQC=wF&#cXD8Dz=Z*pYD{<+!2!AY~SRMXR%sCI~3WO6Wx#|5mrWfMPK z9JZ6Id7_bCJ)G+~(n|5LBIw=}?K3=FwpfMa7mxTbJ)S>$CNaKzR#&~z@dMaOd6q1$ zSKkZ3PO4WC$>b|9`$fTOvtzkx?~ab1Ef31&sj902KSm#`F6Johj1LzVAJlmZ;XBR7 zD8Lk4vRpy0hc!i2Rf_Wjp_vnPGQ)4o;OP@uy4I><-U*1rnLqGLs`ltht0v&nzfKNw za=5CWPGj&{txpu!pBS7sTzL-YCbjX>m%;%9*D6l{+COdiEk;*{yC|pquBcOiW$$ZP z&y4Ox6{v1}tj=~8KZnoiO{tu&bAR=Am8}RIGCX@N*WS$v7lyZ3_X;~2W$RLFs!vO} zzoVCj_%JX;Y{JaM0oXV)ZT{|hcJ{`Fvk~x;$%7&j&P1Wg|uppwP;K7vS^bm2W$2zl_dRQB|1X7vG zYSqKf@TBg%c*$upm$4;Rr=bGDyL?=YyXCQ~F4~cN^uUQ!CB8 zl9uqGfiI}zgf!fJQtHCr`tQ-~zXHxv5tIuYgbK}wc}S2*tZ3o`p#?C~#!D1q^R$Tk z(_k8&pRRghMp5z$g!mcYfDX*ARDY5^M)bBmDN5bKSull)x#0`1A<1=F$tBd4zD5K% zrhz=(Je}ow=nt<8aSymrL~)WBEDOCj;i)0KRSU*GLva$=fc(NDNKOny$H)c;{QSUnIYv9J_(9;rpTpVMZ7;__#^^>$P>;?8Ka;XS=1w&F+s^)v2r8U*o zz1~wbF+Jk&7eM5b9Mm98*-P~`3^%;@vMW78+R6Tz@O=9Ni*RGCV)J?O&jn9J5&ym7 z+YWcr;~H>Q3f|)>8cS2{1OKUV`H9B=J7*+wSK0?-jiw^E0m=24|5Ujw{m-wJ*6N+- zQRMrwLr{(7%TX@g(@m{+MIk61qPd1oFACfKAJX0fDyk)G*j92za%w=yN@^rEStUsp zQF3mg#3nZJNY0H40umJjR1j#89GldDNDw4TPLgvDf8)%Z_s-0{@Be-4TdW0#s@kV| zSJgRPReRTdI@i9YveiN&)^@86JA03j*F#2P8OOnhjFe{C?%A7$03;X+3F1sg-Ni8E zq!VSIDwCOG*mAfzBM8DZ6v+XUETZIj&hj*e<{Y1{tG54S#J-(5RXCCcIufL!o)d+g zg0}bq1I0kX1bSwIA;vL*j!ieka@xgWq1<^TKKrS1L~R~)n}mKr3)I-L$v1>H)=b;s5l73S3A zLP0VqsKD--8(qOQU{xwXGf2jw&hW7l5lBX2sM32@~w_vq_-QdS? zZPJ@4d(0V@+LEOc13w}_O-dvd#7anJs*wRh*%pSA2}%zkJju=84o2&N>-c>KN>l)ygwH zNV8h8F}qoNB>PzT6uOh^Ynpf#VQ3tOA?}e@(T2c@#pdt^s~E;ziQ8fLUbCj^GuR^$ z%HSBZ>kX~9VS=*+nQcP;q}*Gid^1vzkWC8)xmKUECy9V{qO2cjHCb`XwaMpkRb=vT z-im3i*jbYi#5g#}8%oa7M8eV@=uhH)BtkZGn{S!{)TY;u8ir9$HQW2s*=}POPIF^A z6p0rA=O3Eex0}`&30)P6WkS+yw$eMdkxj&@thI@-JfMo7y~cu;&TO@ijuXplfl0?J z`cvg^0a!IhvOP2Cs^@fV{r}JE_>ao}N-n-NjKPaHF_lmZTM)Rk(N2VF*Ab7yFg!x% zH57IVs%0cT-hwQv{g!kXt~3ymb96`YNK$jw2okqB%NO{Z<_w3f&0Tc4#R17utc>l_ z%w-&JF%kJ0&fV_H>ox7HZYh|zeIpf)2_g(x+~y#gv;VRULd^N_&89)Z==$0YVPtac zxOF@Yk7Ek@;~h$_4_n@FLD@_^XB3ArIinyOO_~!iw|f@??Q;)&;(@b9uj7}EkM-oL z_Bza-;y2ERoUTMvI~N!~<1aQ1M9G`gz5O`2AdcH`7Odt%vpj3OKY%%ge9dVX0RSlO83O2fK z-b~J&{Dlbialu37$p&D;w1~!M+_=c7JW%I^z3eL)P$azbuKV2BR&-+9_Lx1YTTm|0 zK5%|hkHsvN?s)a}lEUOk@OGn#PhCxGSNY?h*F=R+%yY4LY4krfsp9J1Dfw5@Wed?6 zakF{dI>rd)b2SaZ6Z<_4lE0b;DN0}MJQ5{q$m5C=FEI{YyYjojK`>p-&l&y^ytz;w zmzc`oN>I}Kk2(A`oD{SFDZ*mm=;CZ^=7R}IPHg?31#`Rpr(p8W92|n=I|{hOzw7!F zgq!1U@!RxQxBV+N;%_)Ny)P#B?_f9}%(m+P8Y7*A>MsIUU&R&rr|Ouv)g)AZ6OEVk z>gInFKb4E>FXCEWh45tn{UfF&rqSN6QN9y>TlvB-KP4R z03ZBRe{oLyDt0^@rkejeu=;Q3Rf(wn=N!Yo9b>qSk^DOsJ|3$7U#|yJjQC#}Nt4I9 zaRo4Wf3<6V)C@`c@*u;+1Dq}os5kFMS zl3}Ufj)1u0viH-_Y?Dxboi@d%p?uUD5>IYTB^IzHt{$A9H*At^gnFDV0T(IMIpoDl zr)QZ{yMAXQ?PL|AOowSqh1EYrZ#i_Y+q^kruVm`p>HGZAB;I3l&DU+SXG7Wha80_z zcC$yhCTrwyq(@#UJiL2nfxL5i;d?_TU$V}Hydm#_K zDlFNDEcKair{FkddNf|FdG5(BZh9LVVvd09ZOG3Ngix#{Y53s4u72}v zP>V&kg=fo%t1`x;MXg}e^F1h58n(mVg|feLZ>ql zPP>X^;M zu-FfB22E^;w?N1`ecKD)!cb^R3$E63uzS$1c4QCoi5}iZ#K>eGNBV2R99$PT|E?{v0?N zN2HdlR9u_;xny_FzrsIwB4%CpZ7>aT;px~Ug`_PQT)nIqOqxsDPTJ+)HCU`P?sW_J z>dUuURybT5_!T%uPRP~%Bo=TQ_rOg$FIkJXZsa?)9o71JVR$fJdYOc7;riV3b!WX8@ZJ|E`y>yU>EMd6ln zH;rWCl*d@_`_a1VKPFe|M`fR!6Xf;l2wSLI-j|^^UwijEyQB@2G{~xe$sS`uiTJMQ z{LZE{UwipG+df8u@1v%u;ou?rD!7Lsr}6y-I8@tF8DF_1l6Xa!A{NTHyF8PA0yxq$ z2}K$3O@A4qGj}v&_QVoip5;jT!TL0(je60QL~W)224!7lhPu@_fd|}f_l6kMZq^4JjRNG6 zv|(u$ps{0ROqDa5NPrqhl=Z%XsG+(A8M@^C;++?}ZYPI`Zw4p(aZQUU-1&guC}?*f zoB>@|eS3wnr$8|D(WPmbpu$J!2;%4R^fkmZX4ytdH%P}T6iiBwCR2y9F2bl~>O$SC zJ~U9b8#=b?s#}s{mZ8LupaHnzk6Nd-do-TRVis7n;E?lWU=}yMm4UB7?sL<#Lgg5z zlxEZJ88BjoI?2^khM}1;){`vD=Z@10xYWAVqS)8IZuI zWAKnAdxa&XA2=pNzlkutoph$`|K~>Dn#+LmoV4%qppKcFuqwnfe#_C=}~yGQ2ab3`7R`y#k5(%_=y=A zlwZt}mkWuH*&V=5Z?dn;&LjjMsQ*cwe`@2OWpNzXLiS_81xczi5+ea>7fNr&G@di= zWbBVByy~KYsYCtY@5NL2fI+fn)k#E{r$Kye7Oe2=kIl5guP4UmvRyTW0|5!!g~Rm^ zztxzWH+-$(JdtZ%J)BD&Dh_q!9GW(aomGmR5pzUi*zzIE(?Xzo0hS|rN*^%6kQ+i2 z>tf4}CWiAD+2cw>PKn?(L$y)*GEmJeuCu17) z?c*i1o2^QY?Ya{|D*hn9EdrZuMNn&*ev{b@PD9MV(REW)!HVm1WDDM(yew3pbd*3t5Z#tjdh66Q$p!7#BjkziKU7|YVH-|FI~{@ZT;&dCwYz8R z2T99|8&v?Aa5@;#R10NbNyU}2MyI26 z(r18KpU`50S?c*OxyW8U@d70beU!;3A`L-X)kq>1Nd<7(P zD~50?SI-;nH|{wjmPfu>{7SgE$GiUOi@TwVSoYM?W9~sYM3gE&01ci~u~&Y-E;M9U zKPqQyI2+Fo786|m()wC~(xnK4^`?lGMjGTA>ZhB*3 z*PzUQ(LSlyiT^7{LGF6IN#fDcDYSX^X;dsGRqdPNFC)$*O4R;r$+f{ZxVf4mxhe~zowu2O4Q+O>j|M7N$z+^SY{ zs}x11EH62HKRB&W-4NzFVE$;-ru*@{VgLK2rADEOTl|;d813Fxt9VP8Jzz9;A+6Hy z!d)08!?W+z>79G9lqd*-mR2JD-XENv2^~s&7vri>19sjHe$I??dU5a*5fvc6^L$<^ zGjr;7XjM)}hv=j5?X7mBppi_{~Hk4B%P0#xeM_J&uAk5@B$jJN{;{{8b= zF69IHSHO!Cwa2G^3%#3JyU&*^&poGZ?dx$kiy!+r`w5SDm19!UvK(O#`ou6muRxH>uI%ltN+?y_|w`8>VaAN zN&Sv*mfVHewZQYeLPoG9BQ0>LNY%pI85yb*UcN#q2{0u0W0HWMu_SRGPrkf-SR5^O zXN*S0AbFxw6dGsj_N}Aa#>B1D+G(hRb9h3g`?zLbdS80H@l@J90Fkwu>9;iD9w^+5 zZF)O=KC0*OUZp}Pb#~+O`-=}bWdt!*cWifBCkRK&Y}7jf991tuM+a=wQ&LV_yFXG9 zh1G~W2n~zVp^Nwk1nN=bneK$GcPk9aFOHeZJg;T-!<%)Ok!02sSe|!Me;~^lzG<^gt*nEYn-35P zl5&>M%KXQ+?}w(}^z_4NeGpUcBNDhgCgd!3++$-tnCg=?E5L69bhDYx4TbSI7jF)~DYt4os3uTvRTt@x zi5n@(*lZH8y+Y0i4@}HCo zDw?y|WJj4gwt6{z#2)AiW7)HaIauIPSK>~38>cbWc0be@q@{_*`clGzJ;o`-BZU7` zKPC|PECuq(kP70{2H0OXFT&`Adi*z3@9x$xbp$#N2*fq%t1Dm&3(;xt$qNoyu!})! zy$m=c!Gr@~ViWyXmcj?DEbX+?#U?Cau$0)GzNlmUU>dtQS;uDG&yy7|to!HT>L`!y zb}T+cVuuozc#C_rY#=E3I;V{}8SOhJUL-)v)EDnG_L_n|Cd$s7YcV^@dbv%~vDL`KB5ysl#vq8sUIY^(Zc2Uqlk!Y{*#@Xbe_4S z4fJ|ac9^JsJR1C#pBzoEelLn4B}8$#UA3?cZx5Pw@Pi<>O+f@q<=)?Vch8bp%n}f; zaNuR@4^l}9H&|}A+%u;+*#cKg`>Z?sMMY$6^DF;dkqH$-DCIe&Fc?3kFYdK|4Cyjj z>~mW{;fB?Q?LMcwnFH8h_MsJX(go^)VIjI}PI|SJ_Ju*#Q%#$UAu-_YYWcw{gG$fP zHM9;K#!Ba5$`m9cM0;w%Ms^=t8Oo*EY@8m#CD43#kd>r*NUf+{aw0wsPMx+bQsFQh zX2Egr0RI!K_K#b`oHLKqTZB@=bo#==^kZZCLsm((OX#=p^qCmkFp9p(hTUn_*=XUTWaq5ulUL$s@>hgL)I0S)6&>ng^2{W#AmR;Fzp zu{nE8&$EQT93f_gTuX4}$(y0?Zoa+T{D7~$Z5idMA12iwfxiW2LDNcyER|0d(TCLw zk>Ok3B|~dNXfq(pyD*ld>AQtZadvag6A}1GLM?ON%pcB}F_PyzZ?_h*4I$8R#mSq4 zbhp3Jf4&PKsr9nM(vWzE<}xhJP&g$vT(edJR0}0JXu|=;QYu^GA<&@i7B=JO&U|Rq ziSY6&I;JgxlWppX8Qk?Gg0(2*2sssufDytd45M6}1&P2Yl4hRmSz;!TfsU;?BeD5N z6C;|x)d%k5 z_~9(QKLJqY%BG1z_lId&-ja=JtGYoq=e9TPP(@~jzB7T4+OAw~@!q<2K|wx;hJ!AH z`H#G%LoQo)$CxupcrQqDww6YifFKwgo2=E$;_hTn%l0sYXcLV*B9Pn`N=Im!%l5SS z97!ilf2|@hLlGIrFu{n&j<`13r)Ff&uvuE=01K+XXzs1zk?6~&vLit!jT^TdYF^aN zEYQd4S+LfT&21+`F!n0yIx6L9nG^*1EF}H;D1_8@){(Et)>XD4GPjCaZ??d025%zP z<*mSr!ede&@(Y&L?EvXe))}EQ;mp=Xi))ST?nf@`X*2NKUT9u0UNNd+gq3Q`1{7Nf zE&P-qp!oMxMrLn)SJyBb#&-y`IIm!7?CWZ=&jsAGPR}BR%bD9gWrx?q=36r<{9P6 zyq5o#T73#sf7)^r{aP-trTH>IUMF%hQ{?oQ_!F(V@(G4X_9Lxj{3MAif1p~(gk%$N zIJAJO747o>cwM(lUh!6UO5USieDiEd2H3p2-$^i>)w4-@A?Kx|^ZsG|80TZZPqeRj z9=A-el^5K8-10gDtNG|VWqbao0KQPzp8A%cGHa(HU`ag0cZzWBq?4Bk7_C93d~8uP@D zb;jl8nifxZ=u|y3ZnRToF;<3ZXP>COF8)-}dMh?g(^K%r(8r6%@7ka6>iB##n?mQD zu;_d%-g$h&yqj#)yrpVUc(8h`_aP8HHVhf`ePWcimjW1g`@ z)R-+(A4zI-0WuJ$|Rf~4DTOU4yB4cB=zx%fIBOC^;PE&&nMZ~NAtvwbM9vVVis zjEJte{nN~0$F#(N-WD%nQUJe6^0`l~qp)ag3Ra}nsq0po8p<1xr1~=LX=uaP=4m3T zW84PQ;q)AESjl^~$dx>(@p`blI4UjDGMG`FqAig<#XS0Uc1n*`9w=kn9)+V_#}-Yf zvvF+WM4Novd;U)NC}+yO7?||i>?gdXY3Q_}>utARc59(u^<3feo%7cfQcuE`(EVty zb}x^O(R%g+xZWlr1DTJpZ6M8Fhx+?tKi~dQ(3mk;u%W)DE?w>Y?$bNvD>b#=1A@I5p5KZC`!0apJitWK>++*c zzKgWL`skC?+t94|sg%d|d_N{@4a$1Gt54T3m3BGB}3L zm0Bw&DgsIF2ab-nWCCPk88=&eC!Wh1$K=N3ei_Y~GQZx~DshIBzawC~$Y`meF>)2gb7dczmfVXR`d@VVlS;2=36_Lr zUl<$`tTJ0n-f!NX7u80j8D@N zF9IA@Pmj`dY&G1A=1u~~3){^B^m!$$b0diRj`!qrqtG#sc!~5T5wh$cArdGtUJ0H| zc6B7ivx-)^zg0HYk_odJ%BqVwFlRLh?e>oKLD(Pc*5%-KD(Ck#pVcg7~vutzXm)TiTi=MPzU}?S!BP6k4uHiXtGw2kw0Y_0d zDip(c;>Gg7i2Hjng49A0_9Ece>wA&mAqFBs(ToAJyJUAaeE5&euk(|9C%?!V2c;ahk&z?6vPFhN0*%!&Ru#P&US)0N@VnLj;{N$TWH@Is z*II74VDaRKP~%{A!~RAjM(bQ3x#j#XgFcPR5D9@z?r*1Rn=dh&l+X_NWPA-;u$miD zQ8gSx(H&VYpn4eIK}*}3FPgd>d5UERm}~mC$HTs~h0?L7P#o6s)XOPUl-y+Lv&&|e zWx9v$Zkfe8XBX4!BNWWA{Wj)1zPuGN@$4?6hKE8+1mnW)L#9~a(n02JTyi{cEMA^a zgyQxK))0*E;#dlu*`6i45;%$>o#xaeaif?W^BSYow7Boz8NrxiXGzPvU4oAd&?{jN zq_kuomHr`>fLVtVa0!K!&GHJUHa=D+v%um{Zw`jH{vjpELSjx&stzTKnSK6;klFqp zRmIov1bjh&nsE#vVYu5Vos{i!dWl)lv~7AlwLO5&7`k`{<6_CeBO z{IS?aVpKrQ7%L{9K&0E4D!FdLY6+qINE9LH9x)n5v{Z7l!8A&?P#NQM*Cs0hqb`HQ zVd~+Q(GR)qhyu6wHQiUA!vPjuSz>0Ho-U*DNGzq=k*qq9aIqe9mgLq%ItL_$kx+1b zO6#reX%38$1Ky?hOXtVDq+|09FH0=^zGhf@vjkscJ}<_@@B@-GXC#6PVM&|ck5b&$ zARjWnW(1BE5^=pT011*vM`uHxgkAYERzN|gLSaz5Ig&+~ivL$2rhFvwGd;>wefEZp zE2S;$KFCYkw<^^*LW90pQ+@iHAq1fViNJk%%8+`>ezlkoN4~(x6@vLTj&p%|*Nk{C2vGPV>3>U9XHO4Fhk|yH6)2@CI0B7zSCU+E$ zzdAJ;bNgV{mbL`IOm@auj3Y#=D6p#-j9huck=W2Ga#HEw5FWblKq-xeNGdpkI~;du zn~}Cnm_|QrwLdlrX{-P;NESQ!8+ICvp@Vl6Kyx&d){pliU_1@QKe$_ip z<%frl3jo0)Y~RWK1Ri$QKg(FACrO?z)K@|m>hv@F_Ram7t)8GExb`5) zXTNM|a1yySG^&=<{dFfhJ^jrax<#vYI%SDB$&IND`(I=4x@5hGylb?P38|TN926`A z`iv45l>?X-MJBwK6xD=JBNVH(J^GK=`YDE`4+a9W{9P85+v@|TQG`t5&Nbj35W~wi zw><%i24bT#brX7p>RQrl_#^tZ7D#lCk0^R~Ou_3$a#zAU)4W!v&cY5vDpJnj@=L{w zeA}qmUi7Wrhd3^d#DTZesC#4O8*Wn+IuiGEQMQ%My(pLzVctnsaCN>l9xSehTTrF| z^SnE6WSJMTONlZf9;Ge(NHm$m8SSDLE-eSxNW%Tt^o=?yrh`9CH}h%Nff;s~g$7WP z)kP{5fHtfnhH{NSK)~uKcCO9o*3_HcJ9)wT2H8~&#+s#4N4Y5)>iEgj!YIVFNmwD& zsN`1GQ+3?U9?CZF z@MA2+gqYQ-!8WAz0{wULLk<^_DKzROVa#iUMLbpvt0UcFUbu~^y_CAhm$$v}^lYML zUn{yvFr`>Y)rK6>VC2$9x;$K;vcwpmaEwM!nbX5W2JMn!WpO5`cK@W3=s0zxFdRtY zX=r>XV2hpLXzT6jc^x`b67?BS$7k(;3h}0x6HARy8S8Z19YVfwS|bXS$>J=uWY<|E zDf&j)<`6UQCI;^G^1^53Gw)^;L%#lHt|L%iZ2ul4>`&3Ev1o5-(|DX((Yfd($(QfL zb@YfOq9i4^(43#jxR-Xr7GJA`yQ)ZzSR&QB(27~F^o`VLJNw#f^|Uy!BN5A)-h5}M z>}A@U+528QPr!Uq(Zl4gVjzfxLL2O1aA&>a5)4yukM(usyNez}t_*2aai68TMS5|> z=V1gf23GP$(5);zgNlGCK`XV zQwPOwkPZKOvpRB4zvr2lD`~>SS1%S@@2!{rss;F0HQ-;;o!3iuIU~Ay(m?F!boJqv zB#rv5D#HoJYgMbNMXyZE+!EF#6Kbu7)1+_KZp>>-d`s|mXI_#I6p6={2yHRwM)EB@ z(RCGYs17A8TJ#NPVh{YHIN5S8-AcwXN0@1&JBD;b4(*z)@G#aF8vh(#Jx^O zOA0Kg7Fi2dx^W*O<9c@q%q;25=BlTmbi!H5FnVQVD3wH*uzuTd;gXw}8?(5(l#YKA z{xO!+@m;NLM^~dHp2;CCme#KZtpyN7f_~4N!o>$-uDHXl*a;J;dVj>a|4Z~SQSGtP z*0wR3`Sl1l4m5btN^^;C$W@3Z8Ag*<74@#~Xxqe%mwXExfA?F0bjvPk-3Qch3)EwY zu)dvN8tiV6+(3Xs3wXPYWQ7=XP=LN|^UaCqy0NTQCGu7$eVgdYm_Uok_Okm&nfS*o z1@r$Oee|s;KJ7CFIiDMXwiLy)5KT)7+tO6x(Iy(>7E*OL{KFlIid{vPCEm3~CKPiu zs0oXRY~dloqPsJ_#~|5+5QhN}|I3zlwje%ql_N)npy9#!qf`@bS}s7{4-nIK2wR4H zKyLvN@h4SGIgtyaGtpzHyII(VUI5 zZFKL>O*3WM6;1&NuxCF;Cx~-u)}RjZt9nZjmLGIE+aixvleg=Q_)xcAn2GTexgWY35+9 zH6|v{9V4@qkW$aQqQuYQ`>@d(o#76l;(V6JSugir5?xYIZ>lpwkk~1@L@L5R7XpyXln4#S|&e`XH{w+YOwh+tJD4>STL`K(2M>j3?%p5V3%hw1cO)u%wR?bQ5r~=BI-ZZdwE% z!bDl;eZv8sXm6L7tWe^tc^26g;QZ`5`L^=fv=%&8Zi%p=Yv7E=?8v&smoN0T<0TNoZj^FuZh@J?5@|o`;)s2?nU1WBriZJ- z$zj-yZ5*siWU_6K9szZSS_?}@bdF1AyNVZy=wovKu*+`eh92=FR@COg&QDO2nn4q} z8&C24!@zVXoD^!>+j&Nkze}9nmS)g`YusI16?^DL!)i{&y2vHl?BpL@dn96X9KbS7 z?vo<7sC^NO=`rqOwal4fAK9v6^4%jAviVbqP}W)3z{IvQ00-@crRIa3zvEswO(&6D zS(+466?zCpomQoiyUB>V5&zLsf74OI68?0jyOd;$`1&2ZkYLOr%=FuK9m4udB!62; z*Ntpx+iS==ptf#7?Sdw2S+f1IiDoG|%f zlUrS(-$*OpjtxH@~f1lK;O;P3gyT19fi+E0}qKj7_Tp&JK zmxjA8^?dHO^Wn9-m0kyAeoRM~lTEE#%tr|RxtguA4d%3B54&0BwAE&XVL6sStGb+o z1I?lFdoB{#^`v`ZeVD8NylA>a;ayPm!9ST`{L_E?u0PE9y=y6SwQCu-lzbx=mj$pR zxt8(pDsbNT{aBDe0D3#ZTWrOVFZY$cDr?~f%D8M(D^A6`Dv}l*7ieK(Qj$l{gKQXF zeZ1@Tn%8Q)yhqkeNTi$YVTXUl#jfv&cr`1phRl{c>ceNvWaIr6Lh}RlSn?Is4^#x= zPaGxmWZ{eE+xfRor?P;{%^wANGFtp!g+EdJ@KcjvTajrj#=tFEKX{MI9l#Zs?QuhF zd)6{01GbL`{A{y+%4K9e^-@w}me@(maBn?me1{l$b7^0TcC;<_f57V}eZrc3u}8C? z!ffVOW%`zdIg>&5aEG-$#Qk)sXCouP<}%k^unr`9_@GJ-!gK(L^{$0wEGos1uj>AY ze!O|&;=Nxxb?SY2GIAQ|x3s-~d4d+tgs*-!6RVfmb@t02|8|}#ANcY_N#0M zyZQN-j_WKfVl3zzmjsvx2N`m}EE194B!?oH3IW0agu@ZtQSy=ANLyojBkFKg5`$Bs z&AKP?s8&g=g9(^V!2D?JaQVd4DF(he<2XK_KTMFjcX6#+dE=$r!;728^7G^`<gA zuKq4zN(f$+z_5n|ugFZ9UOW=~n1nP)BF8^jM1^&>Al05wD-@3CqFu?3?E0e}kAD)3 zcsGSHRHlDrZAd1r0pWiX{4;T>>$Fh5v+Q3tH1ps&w*1#Un%-IcK|1O>O_%Td1GrRJ z_h(uX?`ATyY6Iw>NTjaXrAMW7fBbV=C*QgIkGlhmg>`>sCw2Mtyqo_6?!@b|^61q+ z2}JjSckffvF{EBb3?_K&H(}|zL@NOc&U8n*S{!!N@mV^`WNYDFrH)8e`hI`v=TXN@{(~Do#sBNVVZda-aszZEUBASINL9tUI`- zt~}L!zteD;BVKKONxnsbdmCr?-F$8G{Q(S12{WopucUc!iyN;1#lLTKi0Q4V-$Kb) znm9(dSMaBb!foHr4wpVgS3B5nWIUc ze#*DSsJSi4SQjK*7sWZ*EHT+mv^kBnX&HCu8g*EYK|a-0KX9JWCfTB|*oI)(MatkhWF3 zExevBt|U0|5}b**E`+!)Ms%`;bMo+__1!!-?>sF_+qHNLrg$g@zl5TqpJDWZG2>R2 zM2yqV-Cmm`d(m-&jxI2F{=jF{FMs-PZ|LKqr!=xT4yee8*#klb96}@8Urs{nr!Rif0nSiEQ@~YzHrQ;a|rwIft!;@WOlZDW{5LAKwv}pRQrwAO|7EYyB7v^3U zM>C1Soor*=oT1$G12D|5-Tylcfd4xc=*UjhkBF+nl!cn0Bkgnavv)A7My0B76Juo* z|JsaLJDljWDui%j_SzxX^Wqbo_KMHp{Q0Jg|IVZ=H)f(RUth`%e8XQ|Zv)|z_p{D> z19uuv!iz7b#0OPn{9j!TH@-WM3kf?DmO3F54_r-^LT;}NTs|82em1!$ml$MMrD0|!2Q0|uV$W+je&nR0a=i%=3@ z5BZVC?Ih#;RW`QqIPx*~=E&U&n~FgDRlv;A1Zmx z%?G0Q?KtN^X{{RZiQa@FuA9DYPya_vEwM6UNvi_JUKdcz5KIHcal+y z82M0XeeF=D-_}K{>8T{#%q!K59RSdbUT47PQS~p%Wj5{)bq;dhxVwssUU)+BhsBms zksUM~arB+p`po`f6S?!#8QJNq*I<&UkXJ3`9!|L7N6gw)n$BlaaWQsLqU=Hy=d)mb~d)8BKws{^CBsZq)CO}O-coxO*d zhrN^amA9uB*0obS%)IZ%pqvYp5Ix>jCE>?xKI&VyMw}z>7;Ajk zzP$Md7cY2K#$VhUxQCj$M*r30v29JMA$W^IpZ;!hJC-9s))Y6#gQ)K`$~(RBn=+@= zoi>c;irRT2lx=T#RM;174KYDv0ICK5qF4NbpGH-YgB?ldN)C;K|PW!2HpB#&m!jDZ<4s-6|4fNz7` zzXOg-F!1C64^vbyr=UuBWNYm62;Er2`8YB8}VI zUcXR3lGo7fX%rKmvtguo`8>cM9;9D(V_4dXU)JkwuoJQee1nO0Haw!RjhpOA3BRm0 zedIXptP{CGj0XOl5n6A0Jj<^SCU#zwA9V*2RkSUUV8ezV)UDof*bc*{ag6y{X6f#N zR(R@X8Skydr|rlsjhsQst)af?J*;wF@f#s`o&Z{gwn%BTdo^5_NxuOa`>*A`jSHUW z9a=5Uq3F20&u1@cKX1d%xuC0(V}0X7{X)@i8oRzMPiZZG1kWB#(Vs#j(dv zS`9_`B@(KIpK7a%GM-8Zev5b`Ily7_C1G%^*5g*>GS{r-+na2ZwKwQyXT`p-v6UMt z)G$TA6^O=#Ei7IBbbqGwh_7L$ZtA%4aB*^m^pI%iBADg=X5c*T2oNoLwzYg;pwY+I zztA)z#o@_ng3h-U|IgYPMWO}Y455_%V)4cs*Rpz$W-*|~UF=#cDTL7SOJ<$mOlxYK z5v1gfs6nm`a{vnbaM9{NgzBIHkJRe*&$f#3yI(Gq^L5M6NGucU-c- zo}}~DJ~A%WXaB>8If@Q=pY+TR743Ys7a!jqGZbsa7{=Utb|2UkDwgGaCWG}6{~KvB z3!Nty)*Hf9+cw7ncZv?zrG=AYIH3(WC{Bsc@HXn z&=BtlSn-M(9f$+9;5o5Zq|$I1sms$_m(nw{fYx$QQO0y0_q^tQ0PK92eN^ktB7VzM z`cL?Rssllr!zN-F-?V|=R4VajJ1KNomav4S-v6nz@5KqBiIyugls~?x;4+8V@cO}| zFW&22)|}G52MZTk+P_Xg3#_;cf)Uz*a*D^F%XqS^fLLHyX_VaKQG@W?iB0Xv5v6J{ z$)N)g`m)u8)Rj)sHLGv8(E4DL)71sLNFy0*VwGisbcpx%guP@-Dyb`fkQ5Qb8H`BF zOCxZV|I)#DqsoNEnY=z?!|Eq)l~js2ew9Wy?hx0a>==0!>7Li3^eLSGgTGd;1556v z{;)xo(B%UKAZMynp!C8#U`D$}L9oAg*}A6rxmi;RNBc!pBAXcA8JQMO^Fh;Gx?cYrJelrMKHky)-av8^Uq_tJHa)u zg3RjOJVO1F4Vjs4_slnG!Y$w>qMAlFw#cL#RMYe|d-)VWbZV0|22M|ap$#$KIK%V% zx!ONJ{0tF@M(q~;x~sM746ivV(}jKB>oo|uxf0xA)QY?8RH=Tm#?+)SK+b^3Fn2@R zaq`g~?$1+CYx0BZCUQSdf@X%ZX5U~Jod06o%(4*|H^V76W$2r9NEMiWR`B5SQ|rcE zMy-djnK#K_Ms%`UMN4ZQym(e`#mXQZ6rRqZ^)h7M-YrsEK9jTe4l@cW#|2Tuvu{ktKg2#ppxZCu>GpBF~+Hf1Ql& zQ?V+0=`H~?uk`0te!dzW5f?gU9(O%uq@HJyZ^U50&3A`|RCh#&@`a zz`w>t)X$X1sK?aN6}kLu&&mV82ytuJe2@R4(fIvN8~r#=%;!f&w>&+)XCJg$D=N6o z6|q&hiXYLPjS;Lr_Ga_sovhx~q$)8Fe2&@OT6*K>wrL&ij=L{MK^a;WNzjLoJRhJ4 zrjc-Scvq5cW^B?aNT;@XT+W#RP>V%-zawTZDRihA{O%*ecOJ1R>CpEk^JdYsqRI{5 zFud!McLtOw1n9cd95fhQJ`G77>N-F3@a6UR)g=bHwi1|jveA%i#%LL_SbGB01E8r1 z|CI&b_eQ<-9|Wn~L^~dllpc{Iwu2OwwRgay>MWc_opV-9qxZdDO_E{4WUK5@`=nlt z55Ergd7skcx_hP^f-jRhWlOVSU+Q&0ZeM?`!f{`#55qdxeul|a~@!>k=Gg+ z*t>snGayn{fi;hOKzW&ck3>eEH8=h{dKtP0JAufk^+v03FiCp{WPzWn6PUa#>Q%w+ zc;83!>m>c|b9KV21bYCx)NQabkH%Nozp}V`g$S9tXVUAb7rkIdw#PfVG(jba=-*XZgWbm9X^|mEp2P;_0?l}IzhV^w+VlFAoE4s z;~=vacXSMR@zyhC@AdS`LHEm}bt-3bvaS{i9yPOR0Ylfqgy}}pUj`$d$=z?xL^#$< zKMv#EcC<#dVZM8&LRfM@nvv_)A5jxmN@YDJ_EY0wIo6|G)Xa0eY_n+`fw%dCw{G2j zgZSCqdH*jBl@k1Cj}hK=tp4C5$X!@hGGtS>0=3l?#fp^CN0dC07-_Li{}DY}pR4Qh zudW2dZ=U_aw7nyWE$v2yOl*ybXt?Ql(xuM99yWrC z@FN(1RL>rv2~m-5Rbn7C;b5f^{&O%0v=*~?kV?9~c48iK$ni6$T3wg6CgLf!8r}WF z&$ew8jXn-K_#pwPGp9DK?<|9q&T_5SZwv>H_8x6_qtjm{tX>+pbJ?|0J6zLYY6lg>eIvDlD1!D= zJG?>A4r&K!1RbY#P)E>uYKIpfz~8$O_PuYTR`t_wBF1{G&xRG`ASywv$|mlPt}5;RF<75B zi9q*hWJ1$Zl^q`?s+)qh!TOvx1w4zm6#jpzJBqgasm>X!&ve73a&&$uCf0Q<2$)VD z3CjN1_*~NB>$qpeofEOR+9~sMM0joRd;%-?{KQLq-aB?T*KFBl!}e4FTojpII~WoQ zko9*Vt+_aS_c5@V;IcpZ@_c)QmR))DSZ{ia`rQ0oSEts;3E?%beU0MR$5gNFbbgq( zt#B<)8gNrqSWE@dbC1J}%+km(#8@0CD?`dGS~M!@)E2IGuJDd+gjg*1K&P~Ze z=jw~P-6&7$HKoi>PhBJJYPjJH-cf@gPgXsNcakboA;_3^8N+y+#ws40u- z8Ju_^c(TShP1W1h#%t{Y{}cJ@q4J?6z@Rnr*hbSRgXd38U0L$O@U!CGR`^6>d;S)uz)NU%q2Sv*I+bn<6 zqe|sSqBxy5ZhXoB1~`ukjO_9QvzMq+EfLu#J}XuF-a_^dbt)cQ$3c%|Mij%SQl${Z z>Wxon5!peJ%m`t7xP8~$G&&Vji0r_~90YeK;FCcQ-Y?=R#=+~!DF~PIrAw$%mBcYD ztyB_P*zK8gDk5$Qm_?;ANSHd{+OCxC^E!=1kv9b;)TuT%HOleXm_8P*GK ztSDF2o-Np!o(B^@(}XUvV`7+1bUH^GeF~dPKLzF~1Y8j;#Ut1(4F z0owmEE;2^yZ^2`xXz>)A%UE9%QQbwQPhon!b|$5^^c}`!&<878F^aO;eDwVTO6co8 zwCpmTsb|QQ>1AcJ&Ee55uI~8#%;Od2Ga6QjW%NF3JLOB~X%xMF8ve8~=UrEm{70H7 z^}fFqr`pmb54_&I{ZJY(92}^S@kRqM%P$<&Jbj;CJ*qLOueFg|TnVdOV;CA!u2|df z?5Y^1{rNhhV?^&s$s`rQ*}Pc^X=(UG#$pP&?VFPEa0>zhfwC))0F5>EH7)0lCAEh$ zhI+}B^9~nSu(;`U^scz+Q`m%f?pkV8?Ay|0r@&Ynn8~h3Ypd3dX62#FLEkZOnYLuR zdA2tuXUJ{lqM5VN!R)ws#5LD*`JP4?Q>oZ7X6}p93c3?vd;?L>j8qv`=^QrW)Gx1^ zfJzIT8o%6`wPO@8r1#9&F*ag2X^wlJ?Ko#8V((idT35(&FQZKSh_>=Kg(J)h=yidP zSg+zf{*Ck1x6ks_*+b~Xzk6RI-TLaw9n*F%ovElmBNF`3o}J3!HAs2Exc_fqmn;wt z=`JzRrLaTdP$H@%A_U#Th1;hHdd)ZaEQ=v%iqA3)NI&pXjVg`mz668ucfkEf96H$E zhpdZ=@&_q(^ymiN_Md+tYE=g#vp}K-a5wl=*+hbQQ5Zwpap4~&7(OktwR{o#OhZ*M ztKWnvxJaD$@{lS?@TQ;uYCq3H@Xr5id=T|4rgiw>b37jZNg3Ht>-46(jA2i7v7^wc zEA-+FTt@AYJsHL+y0}ojxbQ!w#5vjX7u#z#(V7}PG2U!b13cvV;(^m&oh(`|)ZML- z&TqNIw`%KqJ`$)+(K~)Vl`^=PO*wG-x@Z!z$P}$?Y+8Cnzd3piU*zTzE-@gJZs772 zm-^w-{VC6S;G8eJJ!grF*7&DM&&Tdzd^K20b*JD;S%i_^T77D^5!c)D5_RwXh5R!` zO3H;Ll;kQ?JIr`8Ax(}PZY?#+F{g_~=3M#~VG23DtE&sGGn7k|(R$v(Ter}x5rc?L zowoUwR^Glyi1br#`DwFjxr{aT(%PdL*LgF)*5?hBQ}{D*<0AM zaXgmi{d;=B@goinXUB&p8;?u7Of>8k3kf zG6O7M=p7sb(NT`$={2eS)>ntN74}DWLS?`O-s{-)KD zOc^1Bhe*#Q`V5$a_ zGngKp-gAx=lAe;AlB2bva(U3!RfTc!MWPMqg_>0zs-Pq#{%8`0(7eL#*B(NRZ6Ap? z+(f2|=>|#~91IgU1iC|KFRJg)e4H-PmW-%TBk@WLaUUtsru#xo!KyBql19R_WZ5m) zF-(BDNQ_7T4EQaL;P8-W!$Z`d6_kuav_W}9$BSTiN=YN$=Z3#-u{9R6+AcATX!!`CrW+(D7#8)akYli|H#$ zc<#^32V}V|2}*Vu-L%u6{3uXAknQeceO7h4j1-QJ{Ab=YN-C)FM|Ac=Nu14ekqLG9 zOrIikU9rK1SZvL0y7GH)QeAxMp7(x)f4Es3!qfx)79-}5SY>ViSDD?%C~3xUv)RP! zkg-zr*&4_(tW*FUPwVYaiMAAMKlH>gOg-qod!j5LnIl@%Obh|=o<=4$VOlcwX!{Zj z*1-fMHU0jZoy9S%iu}KYYk@x*n*V+&HLD7{hN4CR3aroF=~X*eTkcRqsAy9-btcaj z|L0?})br^JN*enIPZ~chZ*4y=c1f>mh?M zI2SSjY_bSKhTM=m9|+4Y2A8N)CEB84lZY#(;LuVSMhS!-0={drQW$v=gbtEPNu#U= z!z=+W`6+3@b!|j0^0o?1@?X_+B-$$fsxBBDdh}QIGm!D`>NoL}V8tsA0SB12aCS1aOom1S7 zd+k}Bi%SI~Rc|J%Qbx>vEk*^tD&$@=!S5XZNu*r`SFa7>avWdJ-1$8amt zSR{&Ii}GUREx{(II{A-D;XUJgqEv@VJNW?h64E?RjC zth*G#2)z53X$hc~08PtpQ@5<@9v^ZiH2DOyDg_Td0j!a{tM6?M_O_EhS8MgplLO_6 z&BHKdO9TIk#dJQp)iG#B5S?{##Sh?Q$QX6NwToLK7(Ci!eV#)v2t+RFYz?0%>IH4Y zjv1xebZ-is%|ixarW8=I1^TOIpA}vaSSQ#|Ohr|TbZT10CM$7{)z$i+4r=u$e!6Vc zQx5L`I5#(^xP&t`rm4U^+ALMb*fbV@Oj zRJv^95Ivb_yS%otwnDZ{1}u}UkgY^7M=#$NOfX9YQzDpBz?2N8G_$m=1Tg*B`hmxX zTT9(`S%u*YlW5aGDE&%7$xT8~=}&^{HW*=8G=oDO5oY4ZK5U#8v;tLA$@4AN(4;MNl&6k9NkRqyf(? z{@XsxQPKqeDftGL{IMM1fX=zG0#5bG^XM`dq(za*4Ns1LNVI*su{P%O3hcc%&7=uP z$^r&ARsg(<`%@$bn!7*d2E2(Gys4xoAldcDLKRZd=>6#dZ*ZvPO*^ay;7aOW`WllZ ztiSh=0Hp0!u_> zPJw1V6PAz2+)&uHflVT=T9W5uVYNr#)wSMTKLQz9$CcWC{KW`baLvCM!Jo~=H6v{A z8S;JD=@Bv+L?k#AhaX0Y5H3MU1GPppPLC`oDYS`bn+}M#i_)8=;HzggT-Oe8#@`~k z&<~2)kvp!v9Kmx*VXo{Eno;hoV>y|wv1c2*6gj=PtlDkjcG>}t>UeT6f(UwzHD*T8 z3VnR(eC`cgiWl!?3fEK}R2MEea8vNkxR6j}*0QlqP!%1N!Q+b+J~Zy)-Ws9iHDQ2pCsoOayBnu-{=g}O1*Tzbv`8^G4LOWP{Ju^5|%m#1YPNJEC8>jz@5{NG5dmeig` z6mm1*qj|YsI$SN9i|4q>QJc8NJnL=InuoSFqu^uT*Z9~w5#s{FFtOr z0^}x3Rzk6*ncloNK1cP*4F5z3V>7r;7Ag6*-7g8f>E~pW^=9lEA6s#jdXNR!(Sp6E z(@yfn#H4M>?d9-Ylx{mR@!b{<2I^R-wj*7g9dL`j*W99T*E-cFigj&a$iO z96V*~XFe7MZ2oB2XR&+eos-tN&nWZD-+x*4^ftv0;Fr|Mz6@zn%L>!62482|7F^Q- zPtyk1@`Q7-cpojW510uL-`5~bNwy+&sf|(UskZXC#FAjF@GXJ+TivEwuiVH z3s9Gq()YlITO9Y@G1Nz*NC0YI@P{*}WG;)7CS(_R$EE4+W5;?b!{nh&(7bZhhI8ss zvF@I=eK|fP38G#BRcQtT>Wu{23>hFzaa)z}pqH~K2F0LqZH`d0`d*BF}cFvMyxEQOv>>_uetOu+y#w6P4wY1x2}ZYiFu=GSFgHBcQCGx4%BJ&>!JwcRisD1d-rvPPzE;g!F?(ia(Al;oYMLCr^IEbEXKI zi;oP<;5kRiiKcVQRd&R4`1FmkT`=6C4~*SodmP&V@vc|5N(P-JK&C9*CX(H zk)&xFT#JD{YJ@-mIm}xbf5E-w0>};QTXt-#=hBM{!u;6133n4k#T8fzUWP>eKo>c; z6TragcySx)Y5SMJxcC@(diMu+qt+u@d*M^-M7OwUzEYz;UYdazAq<+<3re^}O2Qb-&}K zD5q$K?N8cusG~pzHm8zfcl-!{_1SJYi1yYR7Ixm0zOr&q8hMLlz1(AIGx2cj%9Zbf z@|E{STtTehnTOIL&-qr;<+{v47=;#K)%lEKGk&G^c(t#4wA(T_7Nc+Sh}o@(8SVmq95Oi#o|xvTKCL8O_dwl8|wFaEq7j8`MYxR3Iu-lqh6XXt$@I9SgGv! z=@6iHWV5Jo7-YM8Ht2o+l?Fq?hz1Jwnf&TiKkr z#g8e^EzdCog0`A!8*A&iK)^TYRPfsI?Q=3fz_s8_rMPUUTqt)d*}Ni{Kz6YYcvCBm+Sx*|~gTD&DxTHHto@d%6JbAZUI3FA$EPlyzGWQqmTQi6(UU)`+ z7yY5p(@8nLFsIk8q=83@*fjC?3&iIpZ0JS^L3&Xn(w63#1-BEPliwwIs0i|QgS<*0 zZ|RzRF9CuD#85AJfGqKrboR0cA$y<@B7_hNx)EFihnq+n5rU(3S$!e{R6mW3bxX&<#7_ z?^m4b66Za?GDapelVe3pvhasF@!p6iU6Sv`_`?TJoNxNWm&+68M03M;l!;BFh1G`n zx5Nocx)BVRTnmIi|A+4Lrl2c6&dq) zYu4p=KmSi8wYeXS(xfuEq$YanLvcD{T{n6|#8ebZHox)r*-w$SOqi=b5*`5Jmk*IX z`{3Sf2E(zC{!8GZ{I2Rh2+Rdv7t;f8;>7m>=&9+5Is8+eruz(ALm&*A@_z!zV|0AO zOSj~EasHwG3X!(8Yy3FO%O44wV#=J(p86l8a)T&sTv$HXPbu(U>G}7gMu&&U|&NaWUw|oWGs})E$}Vm{>==&Ko9_qU`9p-LB24# zKqPv|npx(Dp6g7AH<)P*lSkxIdxt_fVG1Fj9HBrYER>6Uk+xtmn0XsGbN@_N-v3tx zTCjq_UlkO+L*u#rRRQAMo;aTk`+|o|4_w+v77%@cYXf=obMw9NW6VRKoa#&{jF zZN9f-*t1>t?|bju}!rD#)g{^`ve@peFB@h zP?iKRg24agzg!CrqJ{t669E6aM_}-Frgich|3yta{e)|W&a2FeNx%!2vV|)rdHS)9 zIfm|dGc#ff!f=D2bZqUKNEqMJlW`sSPQEVR0X5)c zg4=2CswPos6&`(Fdxf=OM%l5zjdVo5D|dBLD{vy(VzSVt%+>YQrnzdv)+$5o{MeiB zKw>qo_T(E*?Vc_J_CW36c86V->SEaIPd9NL|-@ z#&ua2;rtuxj3ZAQ5aL?@X6#Y2-VJ;qE4*kc-%!r-EH;Q8`I-9>`hLy_YODKw!&1#R zy8=4qXN+ZHVE6&RO)PS*&Y{d48sXH*(qSke5c=tmt)|rt*)NW=T(w-|T+A;x`S7wU z+nQvnt>;OJg{9T)b{JJn4t^*eyTG0uaT zW~spi$#P!%eT|9Y;@DE%152hQsF0Ch4$qWo_mFr0$MlMB-l5gz;CXB|#$v$wQtN>i3-32o{FL9u8$_M3_+4DpgN951qp~SM9k|UD_AQiiH}T z3!1$as@G-~1SvJ+i)}_4bb*l}BbdZQMFF(ka-*lgXlUwcN4H#jeY&Bbb2lnjxUV4B z*{Mb-my-YE6&XJdw$1c=)c@N*mw?SQaBF?zvK2hekqPm|%p~~QDHK9{G3zzC#^nC! zfzSerXt#n*5SW=LAmFV8K}&bd$2CGVd;F}Pq8&o64~e3ssv#v(wwtl#&$KbxU(mny zDAmZzVni1nME*JW{GNVP&)ZjOXc5_JxY-#-x>0`3<2^qH#OFpu)yVn;jFS4(O{9-o z23KttW9)mYBZV;cJBBRNmj|v%KGxt z)X2<^J<@!%L*+{(Ri!e^>{}T&rJ#{mJ#FWUnn5F}!@w9hLHVO1yirMo73T0&_2;9K zdbjcp_kMPod;-FbF~OG;IoDa^?){&yv-kyGP9$Du)w}oKrO5|CHpSxExjt?`Nu-+B zX;sOuODiQQULDqxeRnYY@@8$dV?)G&%Rguq2F=@FZ$OtKDJEGEMW|N zdDlyA%B%v}E&uo%YCyxGDnF_5aF18)B;YxFALI9L1idWo-E_UekJ*o?H*YTy{D}71 zH;O1wt`mvqt)7-mT1VM_9pDQ&wAISHI)nf^Cx-L7XOG!|S{b@p9iI+o0`_j251+*r z>A<+0t;YF3G9xCE(b8|gTHM!$WL znx$34??V3op#Qq{;J0$n>!2+g7v9h2We@gPt0-JxREln!Jt|j?p)LfMXjN{f2#&1od`oo`Im1NNa`EDSHN zP)?y>`)jW1JkT zK1Z?iEGMf{2q`CLq$X-GFIuBWX!p(hHnJ`C6{%n5P{hvv_||6*Kj$h+L}?NxT=uUnaZ!y`1mo2tbeI2m74hAB8KLIQD=N=$EaZK7o@eW z^cVWHqIp#u&GtnrdJtK*3uM=w;P-~ZZ@tH0K&yt8&d;iNc08G% zE8MmbOBK^LF@812dGV^OyW#{@LOWwB=*8D_Ph$#w17m)M z&I#&-7Nlx%q|^IbjAa9$dA3RTCa=oF_x7j5cZ*aHKQBlNFF!w>sAu^8PHdP;bb`l{ z6A$s8+T3djNs2qXe|EegU#rC!b1KZmD+SVW7kSRA%so~%Yk4e<7W5Ao-n-;F=~uQl-d#jq%c$LWeoEpiOt+KLv93L%SPxWp zycwOSZb!7shcPuW!ELjcvmzLbmVdcx!QE2qlohVB8}iQgBe^0Ns?o&xZlpX^1(m-~ z3s>k-Bj3pPN==K13st*-chO7vTs9HbY`U5%-VUXw7HgHOa(lS@w-e8qU&=+4xqiQp z9i|Gac$G<>CgI5*XMta;_w&nT1#qCTud|u)(K$2CBF58t3*-J=oIi)H^VWCPx8Wqs zg8yCQFMBeeP;#GPiMFdId0eu3urLbVo zii_M#mJ%&H^T6&NjlD*5zC6+9_sGJcjyC~i*^0NTJ@^M#A7!~;{n{9LGQ$qcaC@Tn zO?2B5E}pQ)r4US!b6Y=2XmE1z!I_RT;cc%k8|bo#>@Ms!Cm+<PQDCt_A zl|%0)X*lIp5B69)>TzN2rl%yczQ36qAgTF59b;%mA$c$PS(z;Q&|2{cAj~VggeM$M zAP?aP(3|1a)eq*2g+dJNzXs#fhG6bpp73TKXDGO)KYR1w$vpy}yP}Y!JO7Wjzpg^> zT-{24?kINa7C!3jYwyVa+B>>Fo^C7(#s)zFKUzzp)u7z+zjlt^$>>wOC9aks#S$~{ zgQx-13O`fdO7))(LH9bPM^mp>fN&kWQAt1aelCBddnmXYFY?@c2#9dPW(%ZniQLgX zJ?!;N#~?C$hx_P(8^ey%Q5^rP$IinwF#M1$jHwt$(7oE@S#mz=s`4QNT9^oJm&kw| zj27w~wHU`nrg~^npS4vkxgZ<6&H231TuX~=HM@nA@qB$oAz7D9jG%M#Ouy+6eCNLG z=Cd>GAy+9EF(Y)<$RuG~pYZasE(TNdQ)M~1@wtkw;22?N(~`G%Pg@XM+v8a9 zT0nMg>jakhl|>!1=EKtCZ#@jg9l|~Hk-HcFNJvaw&ME2`bLZWxW#f`BnGYElvNqb6 z<=&a^eYPX4SFL!vVFEPWtsJ|z!NfGL)>;~BMl&T|6X^66O#CM{yA<;Pf2(ci)}tx0 z8h+5K|=hIE~U zD#*i2cb(Ph{!QdM%NxvMyv}NL|3-bCB>`qVL1gi0FvN8W_^d^4hgTRXrD*m@0vb_4 zF?Pj^?FU~XYV`%D)MIza{8ST_%V=w}^`$-KzMMFz#4bMfzA}hKf$2e;$}O&{EA>tt zm(+*WPOB}6jW5O8W25sQ9&1RY1!+Aond0HgZ7MfFZ_KgGatg@ev_UIFokwAGHAdv;s;Iq8)@Q2EdG2wnoV%nh0`*wlb1 zvxKGx4C}#Rmgrf&?HX4!zRKF_uWr}h5FcrWm|$cHXTDxbfm2QXqNHaw!cMN6E8eX} zt(x=EJ*Rx1@A5VtvTi@Q&+Y5-68Bso82Mr~#OpyP(c7ehR!UEn;gi175Mkg!v8Gqz zMfWe&U-S3n$E<(oR-&GAe-+yn>B%+OLweC6@&TugNMJ72`jO$I4UyGTPIM0mmx~u; z$+y_z`j=62;G}SCDeBWClY^EdYlszA`*u#4%a?OX`c{QUsr{TXNB6Z@M1FDXC*Kw| z+&JcB)KfbNcxv`Q+&^T-nbVO3pmg%Ba_g@~sdAdl>>6^oL)6lD+5{$W9{s0$#Yx9i% zFL$l4kk4qo6)%;k9cLh;6{$20#{APHkK{jph^2e>LA@nLOzrLmyTjju4M-DOR!r?7 zcs&;^4_v+ta!L(x)OI)E)CL_S%Hi1_3O!xM%84!antAO{NFXm~wIx^k!mtyQO4xnz z+ppWxZ&OdV71GhQ_{-vRNzmhf+inuSzMIG+9uGv-w73(kaQ{-6uWYUSy4`yASx`TB z>#{;=MRP75sprt>9b2_aV*A;hJbe+@^-c5qK_79yQ+SV_Zm=C;pFH$wKPr|+_tV)5 zf_!qE1{-6A+Y`!9_qo}E(;-;S@%wa*s?V~C0#j>zpd}*Fcb7Txy@UWFqvb6f%C$yP zwl7mx#U#$Shb;~nRNh#o3b&nWhkEpwgVjr|Sl~XVYm~XT<#s4t;-WTWMH$atrUSnA#4Pp+HpYssyk}?!ENjVV+&xD`SUWA{*7wg$D3YIhUC{b&yJ2{GO;gL?Iz7*delJp8d=wq{Cvg%CEQQtI;nl~K&FeeHVVx$x+0lnvBBhi zRp(fwoXK5%aHnjl;TQV%cO&nl{(m9d^3%`@)tR^8yx$99?+6I5?cFtgW;PmupCN|L zO+)YjA>>c*LU#)sqk;VXj>Hea@@f6esiG)lX4D; zC2NKRGxCjMYI|tV8|swck{{$WA-$$B8_8bL%$Ekq9bM;G^Iu<3oV+sw_TrseP6;w8 z!iO{?o`(~;V`jG6jC{T9<)TAsFk|fMDoR}fB4DX%dl(FT{+;0~DP!5;p9T!OxRf_v z@wup=pme2ip!6Qwle}EI2oiHPG7hCvA2iLjB!znPLJf?I zP^~O&c{C)RT+ROau~lTwOy)74=?izW*-uUwrSDIXFJwyR##CBtcLbfF!oP5KsLzRo z>*RJg#$EX>h+Kk_(~T+wdM5Tw9RetmTUIO_+~N|BdK{Ol_ca}$)xmK;Xjd-wT~2Q~ ze-U~K{ec7bUT)aeK1Bmz&ES3kGAofilxJi{dx`t7z*z_nFcPr*E``Etwme{&7eP+~ zmhBPLGhi8lpl`&jBn`Y1?bxUt6cCi2+Tj&Qd17&6l}5GcMg!70i;~2=DUq6IrNyn9 zd;AC~959LfVH`;?tZaRFV#}9&o@m_IKTPW4R$Vttdn9lek1TH4R zplY?u_MVZ8BT44wTC>wf^N*C`fMw2`f)e&5rkiW#kD@Tlzniraq;{CNk;=`U#C=ns z@=-LC)Fdy+535K;w*NQW1lS+0`=Svr%)qQC3NtFI<9ou@qvMG^ww&*NyOKCxx#~M^ z^}A%OL4|x*LI$g0@n8zf;U=Hz+3bMj>>ELe4O|ZE?|(6iuM;SO2ad9qKK#s|fX_I&1si2ur%`i9Rvg%u4dhahXhKoV>d__>v|)WuM1AOI z%aLUJ51mo(^vN02cej3HoX~Waq6Dssie$s4lY4B(6uQU4@}wY)NGw<29lkH-#2Sm= zqw13YjCd>du~90$?5mv1GpyR6POG>YP?tIdvv{m^I>ka9eI zO)MoG(A=9}sXIDmkek+|Mw+Qh-dk2HH7b}&$1wV|ye3=N^?)|-5_vHG*VQiiIr_n? zD>xWM;srucU=xsDYl`dh&zBy;enL=~5T5ZN8jRyte0!v-9=q=kp!wv-9U8n4?o?(HhfuVto_Fm(0zxt=(u2X2N309hEp;}3+ zs$-+@PIIM=)5+dxiy3c$$r2PG5+c1g-(#sCR@y9}*f4)nw(r!tD3k+gji;d2@X&0K zvEw&w#@zbFWJhZ%c7{CDTe(A-HRo(6Ec69uR^*sf$Zc##!3ooLTGoj?{+B|(BoQi~ zI5e4i8S9kCIi|)ROwl#bmya%9ol=4c+1c$9|APLsZ$E9NyC)t<6qW)aF3G_y<9qu{ zD=a-)3EV3(fk-AwdqM}*xbSL8+vRU(R7q!Hn?1Bg5~4>86Nz#)#JJ81E7;Dv;C=@w z1OtnNsFqTNNW8#3T)_k@aDNdim4iHjL0)wKYcII5XvSw*JB5G0O_?ewmkyLb>FYzO z09J4UIH^v5A~@ha%L)jNHlO7m;Qa?m+)j=P5O|HTuktvJDoK$<1B7HFwg=^kiE6bk z`|@iZfA2^Fw{%b?Gl0PFXTcwLKZx#s z5LfLAm`q1LsHjxlqYB#OH)?)S4@t zr>s=bVJRoZ)yRT#WF_n1SsH_yig5UOum)p3On?kmQ0*W1Pn1M~{Xd-|C zy6@O#i3_*nbnpVTk4_Mi)o}A2{^fjsn!`{jTzJaOL;O4cf^CRO?r9R$-cE}C+;6Fn z){4EEl$XXkd|FQHpK?}d(pKG9S5a%6H;`gme@71pYd1gmF<~@t#Y$=dAmML=c9`!m0n`awbtyWwO{5A zUq7uGC{XyZ6THCEJ{2*=RQs+XLW@yLt$vh7s(aU+X1(0_r0xD9P~>r9#%QBD$Iy-% zvBhNKe^JjlS?Xli#sn~(dM|n`Bs5*p8TB)D74+R-d{G+zY)-u0rkzkqMa^hL6le4Z z-n!m0SbT0UH`d9J>O2L3fPi;C#I-_^#b zJ*5}HI#tlmq+O%C6LG|7B4sB_ycChQ$*65sRvO-{8Z}_AGY3S8^^K|wSf0J5H)h_) zY^Y(y9yHNl657C++s3qZb~M&nucMkEI`qB@_c>xG>i$|pyN+it=}pj+AU;%E5ky8$Oo<%25+aZX`<>#2l+n!1y^ z$y%0xv$N^RpSdM^#pQ-qhMGpTIW~$@G%j zlpDGThmstIj`CNym$*MZWjkW$>8~BAn6yX|wja7bi2Y#uA}Zm8F|5VEa6vjLf7epd z-s(LHbCKul>bh0Sv}C|zZi~74CdR-_ypf8?*s;p~vhSXcn>}~NEo($}a2IfvOy9g*K=e_rR_NTH1#{V3zaNWd4U#Vx~(!c^#aW}G?pESD)YWU7C@!?;(JEmmR zxw(9C79YO0-I}@`AZwqw+r!^xzB&1xb5xFD!2`RGK;3`M92u*|V{PZ-_?H=qFmKal z<$S-~IYK9-sm9W66DQQErlW1=albKhewQ!F=|~#t%fy1>!F_X9fjMxzedKEQ$>)gu z*_F#0py$b5?L8^7m2%X3w(Pv`0yqeR&gL`F+3fXR7O{%WF;dreHlIurBF7cXDgw3t zeO$pL1SQ24{E481xPqw&3aa891jWS_Ohix;T)_+kCBPL-K~M@@!EBJm1o+54+32A~ zs6#rCBGkSlXc7u>;e`kaMQA0&g}7)DLQWB`f|0(MKepw*%A+*uq&}F{(H$xP0~e0r zrBt-cDiJKUt0TIflt{qD*8$fJslvyt{&2$&S}YbaRd`YZxgcTNh|hA?4VSUFX!M`z zlA`;5Hw9IsxYdR?)zxs}5jO?K5~5>&YN!ID`%yO~Rg}2ZrZ-gzee{(Qv6K|@g9!UP zqj)Rad2QgjI2h}+W}>2IZ}i>YzR5~%!lbZaZDDp;*LJ;_@AO&jylax@=Vx6Mnb?56 zI4l+{$e0%&N4`I$ zqsn_>dj=|pOpyOS+07(G&6ID%gShEC_`v^^2i+9Yxm<|$E1FAPE>DpOY5mE+kovOT zJ-B=aoyZcCi`V_K@^p*)eEZ65Sv0~%H5h2fBRN-qI+0Jc2%n$q*}1HTqfWsv0G5jk z9#)~_Wp09Z)S11V%0lPgq4v%4<$a8fErj8|l}e9g9lj3}4+0HT#ai_qQwkevtXe!7 z&iI&D<^A>0p5nZBKfklG_yt@ME*`N?d7V6!rj=%pKK6cELnz@E&bn4_e2-+!`{Z#4 z_&f_%4R0Dej-Ez%vKeIC_jq+C`GxU+V4}^EYNw9FFyswlrX~l^TVBEpk{EKgM7mnb zud|HMxI~T+c73!U_x=P=ai4}|KJ_u>OBh4(z01bGH`Pdfe`Tj|@^bOYW~$?~d?&qX+spWk{V6Sp zQb=sU!^=k9WK68u8i18!Aia~BWsuZzFMD*Oe6Y9QN;juO-fV!-j8paCQ?ihv*+jVA zTplKthEFMW)6O?`eA;8qAg&gL81u$g0$ffxyZsCWyqZw^B55(MY}xEVWgGH$9LevZ zxZM||)lHkEi#uc$rK7ShatoMb^TpzP6fZ*_kJhYZLb7ma&MCTg9JMp`eJ{=(<3ISDoHJ0 zV`Y70uT{)_L9cb`7k^EfBbM1d=;0+5A{0iRXz)XR*u7W|#LSw;0dwTUW4Q{UI~d`* zt(r1_&w~*Ko*v6?HwA-uN!B+_R7c#a{-h6pIuOzL5MI&{VluAnODR$ka?gYqq2CaV z>%6dnBWB2m#?2myn*Aww{lcp4rXU&}{>hU|MXc!#(;`{%$}(33!h6IVZfB+yg)tP> zJ$XW?pYIDgp*o-w%J!bck>jC5;k5z*TnVF>^8#r=ca{k0umF5N;n#W#qH3Jf@JCF^ z{iN)F$ext+nf%#;Qt_@P$?Jb#MM> zXK;?F=&yE@sQeAS?T;tRgtn$uUdV(tazicW@XQv8jX$GY*d9y~ozK@2Sy2Up+N$>b zIQeDL6cAMdYO6(XXYzBwF6P;-1%LoGm3ycry|u7_o~34IW~*uuPvjz2ua*{glhfKb z^!%~rYm#8)=GiHob&L@B)ZB@PfQA5P9GB_v3jvzA9Wf2c7Ik58T6~J90^C`Xn+6aH zMVuCy9SnFAj!-D5xBj(mbT|Rq*#{9dukRr8!B1%Yaz=R15#bem=^qkNyFJicl+RhH5RGgr*F;dR+?1maQ7I3%p!IVrTPTo(D`bAu_-#e za8F2vFrWzf3;p}lSx46ij2Y_mcDkEoM zu{uMgY6llXG1W+h!d*{xo6oI-4fqA6PK9qfln!yxWn388Jf}cNgzO=dJnbdJ(9fqq zo%5=OHj?2CG7G|Q0#DlmGCUWWL#uT?u~4 z(d|g%JTYl!o>rl;G%&DY4C1?jOp|)~s}FKW+c=q+3(IC7XtISWlK?i274Bu556O01 z-AHYkP#S`Ut?qFPexMe5Bj1p7?4vEAZh0@)zE#|qK3!W`U2hn7412c3+qkjiuHi62 zJnOm-8TKp|&WMj3L4O{@;gMf^U68M#X*cEO*1M$Eidwykz}l(6l`h_FdM}Nd}Ti&i1UxoNBF~KrV0b zhu7Z+(Of8q-yPel>)+jVK)9372sGFAk?x3aOR%6L@H=iB+O1cA?X%Z5##^EQW4qt` z>PfX&j9Vbzuc6?fj{h)NEWCx?PW(=RiWg(V!{ASi&+0L;>L3m3FGs>tI#Nii4Sr*G z4u_*G!UHB$B(tCVl%-p(dh$YvARkR^AVccAH`S-atb(6to#jjI%a5b>nBZlRZ2uDMwce^HHSF)>HEh=l;gcjgpH*w zwosMoa+9T+Af)^YRNLlJ)#7Ybt0~us{E0KZq6vUPm9aM!vRYbdG)av*Y9lK=+MDle zHfAaJe@OewuqwOee;g+Frn|cY3);h43~HRoPyX4ZVxtaHXvb#vx4Zy2{wriNg5OQ7oMuMd2e zA6LIUv+~Q`${IH?@Lukl{OR=WWA3Mrvpw0joX0AUaTTe}7+%Xozb4npp&y?I@+Kjl z-L-Gc-ojZj-#P3NV{l*$>lR}Xld)%YV6KX5t9}X*M6YR+=%!8nEaYld__$I4W77Ox zy^_|2_AO>SN!dF|?(3gLG>$(7#i{Dus#^ctpfS0?U>f#jNAxM>*KNPbCw{WIInywP zr30kc+#?%-IO zP8MBlwZ;M?0@wRrG&3FZ+S#d69yKmO7?zYoohcG5jU*;NTs2;_Mib>(8mf2>OLQmv zZae;XHE8PdoKU|d&mIh&E)wS~(_~u{_2U=R4eZ>(>JPI6DEo{IJU>fxKcf4Hk4n+W z&&nN57Go@N{2rTk&xC-vzywRVFE?7oEcVY65a5yHw4gXZ&qaYscHdLl@9XlvK>uMy zZoS&YAgk6zl9nPv9r^iL?UzU*DT)p>s+1O*P_4Xy)qVjGMi@a<6hohj|dRMX=HEH>IfMJD&-bOtS1%Zmw_*C(Pk+E$s%=}qGL z8lwn5MiY07&arD9jutls4|Z@2_|2gW^_hcheQg z(vKM-0rxmIfr6w!9nQB-NE|es>NH&_DmUkz8{M$h4uV&%dticQQeeXOwiI8Pru|M# zb~Lf}cXMO3idKWsficr8|`QZ*#YN3InTZYie)DaPe4epNlo!J^YGWX{FNy> zfjWNV5Y{sC5q^I%pqxyM337fS`BUu(sZ-j3cmKnq$@S0Afc(qvFu3)9 zGTGq(GtRwd@GhnD)eb|pZRG;0_|*Z$L{mDEKRHs!IniMAzu9pA!{T2!TolvHXonaS z$wWY+DOxq7jM-RA!MGb;ICw^QU0ksVpL_8n4T}G77H19Ex7FLI_DoPgWt7YmQnYp4 zA-TarDcgD!H#B#kk z1f1%U9@ZmBCwF4_9)csE;Fq$7k8U+gzDu4}*E+X&w->tv^%Jbi!N z(&>49{to?TC&F4MOwEORdy9%i9begf!FQ*P&POS&E)!wUA)xqE_&8VOxD%Q~ZgiC+1W4Ua z2)haX|NF-{2w@x_NIIj72GaT96gr`wY%3JCxl%MMPXz06N7a?m9-7d^8k1)>vt)J} z2*+C0N1-0w)jfiU;(ZU}e?h;%Kii4o_u|p#LbKJ@4($jf^|l|{L4`xHHl@gX#spP{ zJX_5eZiYDcc`;pO)T%~UgGTfQlEfu|FVl9%po_3R;=ybyW__egeZEgV4S5bV)R6S9 z6lZa}u6{HTpCPk-CxLyN=5&yHSJ?SW$qiT09mrmb+=V3Mj)&U`GerHCUl0D4lIpUq zUbUE4_09q|U8b+Z({S({$dYSH|bBbheyqlD&+U zPxhGhA+J0kD(6RgMVyUmU%gKw*%EK7WzsK{$qU0;YTl8onD&Ug>1GWt5TDYA zJ3=68gd+sc)dfQFfIC81kEN}gq4x>!Z;(?11rR0Ry#(F;F2m4!z z9%|qv|C-XB{-2cYz?auXh`IQ$wA=8MOBC>w+XTda%OMOMLje&YUg=u8SSEn!zvc8q zWF3ZQ@dN=K{+f-G_IEZ;pvzw}5i-Lc|4W{=yTpIV9mP)km$V-@;iLWKyK_dM?cctL zg{KXr2ipGa!w6{h5IQ^1_P1++Y{Y-PKM{luA|XZuP5|8xnvo5*@S;1j0rvt2A6KFh-&0q@cS{0x)O~B7paaoMO%L6Z6P8HG`9!@`4$| zNpm{|0eXH5jcM!eOsuJhOsp@l3{Q;agMK~5C+Dg@5H@st`nhF(&8B&N&C|a{xibKn z1rMcI2g{I3772+-ORo)()nd39f=Lj{rUd7WWdW#UH3FO5k~cB3g{qQ)*x*NQx+uWa zO8_MQNbHA$&vFl~2xRZiP^M2L*248k2fNN_L4% z>h;bb_yW_wOJCTNtlj3<>nel#7q9_Q8#0cGI^xXphNjfMfjBN^{&>lU1nzMJhDfw0 zU&w-zx)awcDqfiIQT2O4M%>muWIWQdv73x7?3cILH~4UYB*=%{TbozT@gcTt*xhIR z*1M!ep7mA-T!{^lmneG`T8fN~I^S&VGwh_vl@5hxO4n7>@L#=uq*s-7xc1tf23626 z?Okfi3}??mLScgxP>P^$Yoq>`4Q>NkK6xO3>nw%I{e3M0P@XPL= zaDzDKP$ZDW8b}@v&q%C(!VYAr9=W}TgP#k(r-D`5kFGwHRpF{Uh?ox^; z2XDPJXf{Lb{y6k>7`xgSNr$jj$qV_LMTf^8V{@%Q<*Q8->~_5iAkIm*ZlE&BaGnVJsF) zs+@pvNH-c;&0sW)?qhXSow6Tzv-_Z9eM_^T5}6NCVYpP^RoIoxgBTldl8M!z_GfmE zOn(&~e$AT;9c=7esS`tSjfT*tJB_`_9^|~(J;0Vhu000?@)bfLi4g*+2p33PQY0j3 z3>oMi6!?xE7t#yQm>vdEjtaG<`VxX2f9pva)9}grsj&>2`htWBuUg@m@rll<- zrB`U?8;hR;UNM>ZD?gd{2v69369IwCBVR@LiZ^&2JJR)&cn=ehyO)66<*JV4|K!=D z^olSb(v!bw31rBw@bAN#i7Ory!0yf%!UZy9S3%&y2T;(ly941A{ZIaP5M6FycfUjs zD*f*udXQpwzkm~j`EQT4;UiNWOk@i3SBe+?pw(OL&7*thUEzTW4jU@O#}@Eu-E2~| z^dC}oT*BP1Jz;Wq_O0TqrJ-`}!dI)l)wj%ABs*za%0D6er>3=)^dXesL{55Lcm9~( zZYj%8a;scoOC+wYz>}_f%UX1N6rZmUs<8ZKIrDAh=_T7dHHl|5(2}P;P7xE5z90`Ev(5c&=&{6eKdlDPiK3 z463rpnmiaIuO_%j^qNDa=tGHUU#jrb>p>tJFoAJ~c(%fe{@iyYTf?s~?AH{3cD~7m zGzcK%y&P2rx(;^Uv5{Yg41XErP1=sin|F0PZT0%dt$knWzBTveh0={e zR?=g2qZjpg{KWfJfTdg2v?{Fid`C1}TzJ~^R?A+Kdf&L=@vfVfsYYN7q3hX$N8VwF zqFr*TANHfpPPXsV)SV8O`~WKI?8*OV;P{Hwye)1@ng&)IRsWUf19Uu#GnDmHLGvmO+gdLzK34tNS+y(KW_yb zA_iE@>v)ifg6M-{+qxD6Jn%BZRu+i2F^^b$h(yt|0#)1c7kIWQkM8)88TgY=kU;b? zIxF@CP!|P4Z>#AIP!kOD=m$(WxA=PmEMSc$M}pcTakR24_3tql7+0fI{P>9c>s}ja z0f!b&xE4jRxLu94c>QNbbn9NX5(<2=lmhdq1KT>gh+K{)I|T!}3hw^RMNXRgInU_H ze2zlDLFUv5L+k^Y9oWae^7&m(W&D63i8aPOd6Nebo!EYtRdPI$AHN+Gq4MalXp*$) zB}NW}UqcIJkabqWT<+2G>$iKExu1$MMO70|SSAw_JDr;3{gQlw5`(H$f5_`<^c*HW z?|J!bl3OadV32Nb|QGLhT8Fh?hDF66uxbDZ$NO zmnz%aP}_%a^Or4?cFTCZypq>~)hc~2wXu-IIGo2V`<3K3nMZ_Md<0O}8|;BXEu4;| zXyf*K%&RJBaPxO*1wxp=9igV08hqA_-skm^8V`Ref9Cpvk7nq(c_C-^^+x zN1ROQ{a|nSHnCqd=+!f`BNAIVvmDbzIU3X%dRonpQ2UcYy^E8l!hO4AWn(+yYwOV9 zq3Vm%)4^6S%$*o7FxK#^y)4+N54G&6#(AZ|V`MhoQ zBMKiJg8;4hCmy7tc=Tba&1~}t+X_b{K3Jl-S)qf?7W2Fw(aJ3qM>R1%WBwk=fS5rD zS8&2t0CA#qn)Ua{1So{$IN{_7!WVy!csK!y6AncXCjC89;e_83NLw~@yEEb0!%s$2 z2d04J4Sy)LQvk(Ir7SyRlEQ%D*^ca%QNHLyNbPqFXd@z7=K|aS#uuj^a>{p-oDk4pwE1ZG(02rWfl-e zb=gw-{9~c}hXo`)QEGx$A-PZCbM-5rt(QBAMakN8P~$Qd;*Hvb9L4_$_@D*_`oBIP z$=N?v@E;$L37SO?LPx}2e>;MkiGVN~!K;@5dvVliYlwUtlN~{sL7`oL&l|g88?RUm z48{R*2HF-ft6QySs7{R9PWjZX%tv5QOM}p*WFiR^A%w z9J*G%*>}>e?R5Vztot*~6JLTqu$}ESI>p*%qJ(o@&CIMYtevkHPk8c^p5A7deVd*A zgeuroLo5ck7~elS-JS06vn*jfD6dIWtQWS`h-K}YFk(k%nHJ}*jxO|mN9-sD^<}O_ zHxFbH(LSyU-2Z}7{?&)q$$2G+N6y7#xj z8V!+j2x{d{7$M}i43UzD@?uLbkxdm=>3)XkKY;JI%;#~pL2;xx-mmGMzao9S^*nY@ zs+dxIEO;y4ue%oc^<6mOz^lXKjIlY?>f1;|CHl*mY`YvzxFFhNlEtKP6~H&*wpUFK ztH@>P^WD^It`%&sRx+VxPS>YTgicn%Vv)~Rtk;nbtXM7x=1E?jyt_|yDi?m(d=TwVsCXEN zp^AbAq=14L2|;Ff3MVsF#n6FZ*T~GCSG@}uK_yp%!0QKtZajjPhJmQ7e3?PdP!WUN zgOk}OpbKFjnkrN_Q1vzPohmq)s%rig$m42kL~qW=S7cv~{~~k$x*}6?fu3ItA`Bm! z_XU*80T`s52jqH17J-umSfI}$KvdAna1d^lE+44*TAK(NqOD3y2o!n67x9Q#C!EYy zbtVFWTq8@mU-ixw2Zdh^0#Ba>l4XHTMu6z6G^9bMS7i9%4M^c*Rf`-Dr9F63R)Zu!mQ%-1^HfaLG%tNK(tkTfq+7umk z3I4C9abDLkD4Tiw{#GU^u->>(g^1tBOVS5KsJ8C%D`* zK<~czJurfLO{K05DX%LNH1Wmnqe}!;V-X7I5(9MTzef0@Pget6*CZ&QNnof*3MkMGC~eg5A^#sGfF3)aP987evjFcRR@?;vF{aAnmmN ztN6`bR}P_#@L3roBah?9_uVamGjT3#6DyLP&;=~31XvkRM={rs&OOEP64*$09I)=m zc!cvaoT8gfg+>iSrPXXCVHPQut=hw(QE}xc!>^mN3nHwH(c&Ue?n!4dNq&CkvWN3M zPx`YxZ181RI4xUeE7rZYgKR1!7kR!&O@%HSfc46TFBai3VzJ;!fI#v4P|P^cZDbuN z@((aK)I1IZgo<$KZ*$JLOjI6^Pp^s;LLsAg6olDF5cI`5g?ujlNiHsaCWRQN`XgL= zD8VN@bh=e~6r{ybLpXy8gfuK87$9UYAqiR>4=9AI5GDbnh63~E{oL%3Zc@VgWY%m) z@eKqmt&-u3ORnF33S?t@JwzeHry-%GD+aC|ieDmBb z<0-FVBk++?YbLz=gGp1NZX=1jBX`OBgY=CW zJ@ktviwN3~2#$tb7kjH>s7@Cm z;kVcl%Tyl$XQcQgn(260YxC09i%bc4vc$X%cI2*1@32FqFmMJ#y0=krrAvKSWINt;7UkF3jct>N18J?r|$E>$nO*Bdm)56 z7H?G-g%8J7Y!fXTnPCST!auwsd=?dpyY{E``4qsW>GEx{iq^fq$mzecxmVB&|Jppa z{P_4*p~agJlkva@Di$efg{+eL z(@?)3`?V9g-;lorKvw;ANEMC^4bf4w-&>y$)Uv*8jPeVF9r-%qcaQIX0(Z>|Y@lCc z-Fvl-vuuc*Y)IA#@$C@~RZj`5D#hq!N==Q^T79%kmz%InC5E}{F>^@7k>`*dOfSiM zDSD@wV)cwEs*S)>IeOn$n1b3H2<8^;;OQZrj)%v$P6V^xGhF2r2|_TFMWRo4RPxi7&d zdXx4OdvqU8FWgU;L0mZb$E+hhLi9w-+xCi!ENG`UlUmXCL{Y_`GZ~{A)$ApK_8@n$RLP3u7EkCB_pfOFUy7FDYYMJi>T_DRw4x zX_gn^;qn+a!V{TE2;-fD;{+28-$+qO2O8=L%8O<7rn44g=e0E~xD3JucUMk@VYpD1 z2bxUj(&kE#`z(Yt+FkUj5ANXtWfboEeA`#fX_|P#KjE3ZGEx$Tk`>x*+Sq!#?Ifss z{*xihn2x+j{W^^!*>&#ScFtxPCFh@*K?Duw*Umn(XwpGPkhS$`&5b62lRoA;d)IAy#xQ#nv{c?ia$ZSli4)Rn$3NH;kfd@Ebi zTL_(e9!)s1+hSEp3`pZgSfmsDJ?{Gj;h1ioA>`s)wwrf>|BAOb?ZHR#(KF`NacrTH z2HyHdP1@svjX{Hk1Q{KZ&+RzIoj>S(d|VV)rW6d@FMoUft&M%+@;p&_!hRKPZMj_g zJ7g1rypfL&5`VUPj%=ULeK-2vh`OLha9}hANIVhq{E}MJZs16CqFhAa5N$L+l&)0e#;crj;42-Uu?x;I zL6cJVua)O*UU;K9jRvJzH@CfY(3~{~ME_Lb82+p?)?FMp@o|s#i0EG|C%UuSl9fjQb~W&nR*Jkh-l#x{%>j=VHMv_D zKKgurYRfijvIWUuy&Z7+bT|0~Lk6Zs=g+M8SH+Ai~#0x46E;DT3yS+7NWg#U^) z&lK<;5LXlk|7=F6pbQfDZo~lPgMsfsgVI2GvgA0UxH!1?PYg-F2NL_?;iwol8c-Ln z)zSi`L^V2*^8Q4yjRkn72jy>xmz`lnsPewmOT?VGQ#Ho=K2^Ya23GGh@t&j%>)KXG#t-hM37S%MUUEy+A&VMrp zJ%KjlV$nc{et|)^MEfO(=*(h5n=LVL#sL=WiccQ_do3=U1+_GS1>#62^8%`}2u36s z`izVuO%2~^wFi|@BuFmwACYmA(lXV0uq)!LgH=gmuq3LaIYSsU;<0bOq$^4Q!@k_y z(1mnsTuKr=Cy14iep)N*Fy2W^)+R%y>pJ^!cQ)Nqtm)Nch?%zOHV?av8f7U8{ZnZ_ z_BF|aheACx)<1M*Z*P*uJlK)>07)*fdSepz4ogOW!6amffyCMK#!YFWkZ?Y6l85)Q zBM73^Z*SwE>`Oi^95`$ZyJU)ID+@i2X7A!U+td08Okwl;dB1VjKlSp zB~Al&8-iK%q<6Qt`E2N1^{3k*lATmh{$^iU3NNex!#w3qf+vHb^jzo)FR)_0Op>tMtrFd^XS<}XpgMFt3Q3L zn;kL|Qo1{^;t`*65G#(r$vN1F-R-gbJz1K^&Q=zWOswpmSBYnVbkY&1O9gPjz`}vh zjzus(v?LaTq3TQ!9PkDoeq%@u-nM8C9{~D{7n3^S9G#dFxMlVn8MM;(6e=dV5?;#SkY?bry95piGY|54%J8cYj+lfS9hpX)+@Q<1B)nBOx9 z<;ViDK}#0FS8so9%7lnJ;VO0wje?hcLErLX(!qla5&r;EZY4=|3K3DBz8k&4mIT<` zqt>WF{#%-^V%Qm(=eEr^2L+Jsi59djfuyWejz9q{4SxLWuJ~Af9iIe(CB-E zaKAqBokp1KrMw@?;*aOQ0GW6PU$AS46uevoo#Mr0hYkv0@k|{a-sL3PA1CLDW!4ItWZJ4h8HkACXZB zz+(&{6n{V|c-0UZzYV5_*gpfV&$+;XP7*TGGW@Wj;bnu8q!CFceF^2F2I1rHwAS6B zxi`Ca*g?^OcV*&olQ|3IXLEB~($ZcecfZYkBbK9XZDVbNZT0@c8(y#3@w4zK+n?Pq z;g#t_kAWI`ltbca6s37mL!7%8miF4S3rC^4v2Px?M7;C4pPC6V;3zUrdW3@AP+DY` ztQ+NR^b4Oe$|q`qK|8dP7kOYlFUz4~Gt5G$=7S<}|MCOxspI~PycYsV8UryOuqqS! zCpt{M?v*Fq$I5unM&wGBV5@STc2KJM1~X1w-u>|3>R35(it-vB&S1o%>WdSS)V2bU&xU z>tpVlcdS6C^9vB6xB=V-2C%@5o zNh+}yc2if{w7SskZts)GK+P}i%MDhcM9x1K4UT7F?l6&+O!q<5F8P`I_9*`Smt0IY z-z~%v60?;-{4RgZTlU6h^NbKZ->|W95KbgDCR*eNM>ua6b}$~?z8k^J_lj87Ha>|? zVP{%HpiFadveI^_!A&(z!R%32ZEeuQp|1)f@F zNv%y<%};Q4pk@qk#fO$dvSeT9J@%7&Q!jt^I(b~^4y2r+=Zie#cHNt=cb;yKUScmx z-{RBvlh_Q^;a7SvbENca^X#G~U-ZV-v4u?<)ylmNpTbZD9i@b|Fv52U9@@eOD+5mm zPm;(Bm&c~?Ch&^3@jNz}W@QQ8=~x3UjkZ)hdQV~;2fvXOdn@<-GI05n8GfepoXC8h zyFSe6h-DE%z1kZAL475WzwqFK5x9fAj6a0AceB1ZHmAH``QbwT5TQrlihh>v1+S0T z>IvzPc0Z+ta|Y&nR5kxo$)|g_1hHbbeJ$y}Ry)nlD8cw5A^BY6(|oHmKFwm_hM-I> zX@?fGY78$Zwj}Q3aZnCwiT>cxRy7kC%YxAsREnXd#3V0||a=0^S&dOC$9a zU|snSU>$#EnPdi}I_N5Y#b3;>C21i2fk3ws8e<7@AOgC)Gi>EvF%y$8?f`BQpV z@HQ;IEUQts)UYtFuD*WJ$HXFDA<u+7`yZzQtikVTJ&J`0 z;%D$Kj3&!S`#n%0-%1JT7b$kC{cqwJQsq&ExooAjc=j0)6}uE;HZ8JyaYa314~g@Q zcS5Grm!KDP1b1?L=dYcwu`rq@j9R$s7iLj?fgE*?jn~4ypWkc9FbXSz|;Pz)nQ9etzfg;fC}i$4;_rU4cM*&+nLryqLp_YXVe*F6I%4h-bsqO% z%h^VRz)Xuuh6Gz*n+vPaC99ew&$LaG{`YbxiW1J?F&)`K_c_9-z?EP1H9*2*z+LU+ zm2+)AM)8q5fV5CC>j&0EH#ej&l;7JZ^yR`oe9+>%l|T54XZ>#L*~U8yx7I0P6PzSJ z?`PQF-+8{{6?-qn zztMcoY(t89dY5f*j3+b5rf6h(18TuV51~Ic02zw)F+yTh_#Nm5^x9Ap4Wnl~Fb9;s za|yRmJ*~nVccOFWe!*S6MYdc<+_~Ks#-$1yG)5a+o4V)YM?5|+FecvrYfh=Ns`xY| z7&casDHJR-fxmk&Nh0iUvt~{)Yj!0~WU`84&=3Wiy;XTsMKR`<5}UtGQl^dlrx+?_>xJ{ zRqM+}T}rrhsKXWoqueTE+q4X}&@KG+VQ{y{=+Ebn8P%ttH>)mrh^g#{yVj9PA`YgiNUO${)ybpP^Tk25-y5E9EiA&I~g6zg8H&0 zMpS6CBQ7%1V2Iu)U>inQzH1N`y!#!>$cKr5u=D?cu#ZKQ+SEuyl*QPeKBkd=zRED_ zM&R`1r=4Im)@Ck=;x8Vl$O*hBXw1*a+1@40XF1-9xj^oCm$1rE9iHwnlJ+22G5vm- zT_3h5%wYDMf2F>jz#PLMu+*Ocnb6~CVIhPdLxo<^`yIzS;9AJ>{`7%{+cU^5GbIf_ zFb!2OgROIEvl|jhe*H&M<4C1;vu%uUw8sRC0%LcD@gM?P$uAy#*fA=m)?5o+!R}y} z8*Bl4G*Sta{YVcRTGM8&-EnfKE72?=Nq0Ba&$6br#Hkgwq-yFzTcYM?{l<@U86POc zIAS8DazXja{p(u2#!6_{4E1M-c)Ae`SLc%aeU{S$ao1zry0KX%tGN-L8!uwn@)uX^ zH<|KmrJhp9xG@=`T$sB!M3%D##tJc5`;60Mqu6N6d}L+TiDw)@SrloCl3P+rtp4Fn zXlWq7E;03_idv(>A+T0P(Bjz-;f<*7P##LsEr{y_;~{;vLf4Ia1F@QA$b``C-U2__ z@0)5i6kI@E8dCdv6VvY-WvB3R^9gay! zsYLL3etAvnKC?-Gx4B%6RgJ|jhkSl1zQ14SLQ(fHR0ny#j@mrRyi}d`2ozf8@(KX9 z9)O5l2ezo-15nlFF4*o5jKzregQoCd@>c;cHs=ij-NF$pCZ91>j~A2wZ%~bq_%D#) zHu2y5c-r57{NLR~2I6a5_J8fzSEv$q^!MhjYFLSTO}Qq3V%X2*4Wl4`5YRLQy9XiKbkXm6}4E+%voR=_N+f zPIN=7uCyUR2*Jx#R5)O@-o}?!(nCLw&ym@~pQY5aR3pt7|Y^@`a!NkTey?qPh#~C+KW^N)KhNMaQe$EaZc*P$1T<=3u*s6oa zaa9ibp3g#aX#F`kKY1>!IocusB z>KjSD*|;?~7);2PSa(U+mN`sc*4s$jC0_R*wUZALRBVtIQ69kPCUBh&e3+2Xey0Mt zTY%{<1M$)w!ty4sN2ZJuB@}UyOT5ONxnkTB1!+!9O0;N)1vk$}DJ4BsiA1RjA6%IE zpcu+|>jI`VA0a4z0;rfmWzc*9%-hL7fb&T-LChZU^`~`HeUmf?9448q^c(Jm#yHx* zWdN5rOfU!}0n!Zr(dQ_}{0^z(@;1SovNdYZ2r>u+1{1^vAipGH*id)=$E0J@`}+Yl z{WaFJGJx?Hgq-}ru$Us+P&FaU8<4o)$hH4vof4`9L1&YGRPcRS61x(v>@u~X0l5be z2LajzXp-G+cUZVrZ$@bATd_TOsV(2!sc{*UU14l-TXX778EMngyZBtziYrH(eC2g~ zJl<6(TUyoVILIYPD2~5!YK%PC_zsp-ggKNn^~p@$^+|qA>{GI#pI(K87}>fMN zrcCQN6nJ9ujwmOY3i99!q-p-k9J*chN-!$fW+ zdqE%Rua{2CKF*eEcFt1Oa$m91rTO0*i!o5Ovu2DJqy#UtKVEt1#+mqNYHIhETBBNw zNrO#Of5rGkq#yF$N7o&|8X-POyXFvJirs`7MPdC8t{VIYwk9jXVQW_`k1`Iisb+5h zCX+l<@RV5}by&8UAwlS44K;@aIf2M`5AXxo8C_e4xqJH*fA&Ugv=!0WPlX8SRo=Ja zPS1Yu1t!L`>@RuuX}!?d>~WU+pvcOs3;8ZhVOm+KNzMl{*S_4r=NSlBBBV1E7Vpg)EW15u?bIUNu|mjEKo8F52h=TeXsH5{tk*XO}l4* zdLm^nm>E%3QCVkIRS}X+TiIE(sLJ@s>vG$6L)`3p@l@8x(+K_IXKAU{!vn{-rWX7+ z^!AcPY0H--kCh{T^fQq^Hn7l!7)g*pWtp0?ldA@H&^a%fvMnk-T9e2h^JO@AKKrI) zoR3#bjjyWfJXg5^b2$cyeJkM7D@D&gTS$4L^IBW@4Ay5xSo`Dno>-g&I1mqw7DJHW zx#3sW>=;_o@U$B%+0_- zc?Vr$iRM(u9#(^yy&$ch!b$o zGV@xneo@Ch@2e30CA;P?t$F^9V8yL`Vwx>A_gk-R=2<=^RljHeryWYT;I#*cvWoZ` z7}ar5T$_(4?(>}d1WWKJ>;LS2Xh@h6ZC8?rh_Lz4t_KnHOP#X#;KE=m@-zH~bYcacVcVeU}g)UKWKQwI*CuEjpF^~=o?k3P- zlENeW*cr!7CLO$YOfxvm&dAxoU*a>c>pggSb}TyQPMy-8oLZp7bO_M}LafIV&0@v1 z-MqFU9`#4R0%BjtDS=rx?6>M)U0m?EQQejr@*ddp}1+cT;;zcSyhS+U|w zdr^1$b{Gi#fHx<7K_h(|G+6lf`@bVfVP$W+a}o@>&suE#ORt2vnmjA2u@-JXI#|(K_Tf!p;m6;zE8j zFS=Gr_Vj13v>QhT1YP7~*lAjx-;Q1~ki&h~K&?xn6k2Tp7DlqMZ$>JWGdtv7WHgRuWKdN?>jzwi*WfTcF~~-!?O?1&KOvjq&!u95}~3XvWe9t(-J8 zLKke*w1_9VPSgDlJ`d))_6~vY8Bo_fE++B?2DVCRr=>W&3h2CNkli~@Kf@AEMi~Yw z-H@hT@%178JdU)ZKkIaZ@2WKk30&S?jTcb~nA&&}NNxD4yy%y0A=&X{nXkMBe5cX-_Z9sL|?fuq0MyI z*$3)shcf*5o~8C^g6}O>QY;#0@w8wo5o2XawGsRf@JX`&?&uG1XFtq=Kv=WE2S<#~ zZ0rpl+<~bsSSn0jq!Z^Pn|^x1k++g?#fUItWwIf;h0=>#T|{V3bj_X5b+|-^{_9Vb zHF+RJKFpR?r-fgjOnYoStz?@k2gYf(7f-nCif4(Odg7A3EZ!er@i_p3)R*7j0QeMu z6aU|U6;oyzZWU+Y3nD0;_ugoOjMnQSi9MWTe<?jaIrqdfVbI7Efgtogf!C=yepbY>+^AFe+*g z1L|$A0)KzXEi@L==4y*0)Wy2;s(a!lbP8UH0#qn@j9k-_NJ!?P2B^R`JOJl>4YXp) zLwlpJZorR@BT;^bT{W9*NYn`~oPjJ!ys~IAw#5YZwY1qM3QU~?Mgu0;11RpNaNG^A zS^T7!BV#K~aKmkJ&JZ#&^_sY@?N*@S9ovr7ne^$SiMpyDdwu+ao-H4qUEkgBo9HYV zY>Aj}dJ7002_K!ss#3n0s?m!L1S=f|MneWPh79x@Ag*R2t3}TP52#XfrQSUc>$%bS zBvE@OTKyFvG-U=Q%R16OzhJjc;Er&#qI(6kZKeqO+$^_aru=$Z6p5yWM zufxQ~9WwPZYksYNkDPqW>}} zNAp9{4!su+N9}Wt*cA3D^^9|ubo+pW0D2`Cqo+-YIe|+diRMt_nD=Yo5L@);`E2R(Dn|9-Jqp z;sy#Mp}0+RYWdk(AtS=`IQdJb0Y@rP32hCk$eZM`0KjQ1?{o>H*rJ?KGz64XdKbNgYrY0{x7IsRT9Jbt@o*Wml zFR4x`8F;+{q)}mCKAiPGe~Mk%sI@^bZ23wfL~mN$o^Sq?Hi0KKmUEAVCf|1Ty^0;p z3crcxe!o}#C-2u^EgDqS2O+3C{d+uh@AeC^I*nkTcQ`Jz_);q^)&;h~lVLe}{{pZv zl`;YC8Gv$Ufk>hB(O7s;);%yo)h`81)<2LNbA=2l6^(_69FtZ#{J@O*6FJ6;IzbEo zj~qj9L}F3?4SF&X{{`g0Ga~#Ahaj-<-`w4+xbgq^Apf`^R|p(_pm6={?6)amApXD1 z1{Tr3t2P%RUJefz|L?R>{u5>YJy$}%FEIBbV)XEv=~%HL(D-O9CI|q(`{6OcuNoo% zvLc~@0oO$udGPjtW-Ds@x&NrNE)hvBWsM$<%a>Qk;y|7S$T3%jjwx(?7_OMJp zb?!dt5NW8H-H?Sk1iv}=G~$+I$5#P-q9^Dy%&ksu>nw0`G;7SLm_ufq8yXu{?%KFF ztvz_yKf|l+RlW*7nGGa$!Pat*zmb2x?#Rm}xvsjJq@T}axF~|?123la}_OqCnqeNJzjIOra%tD z7OQSi(2?+X$Vps?E|q|e)$|f48{EU(*VT=QE+Qe1D>o5FmmlNyJmZdtKn8Vgvd>FF z!QmjVk>}NZ>dl{$Cy4{HiT(*I85;VA!U@;-q3Vz=nD_#-WxPnasb%@2n zfi$BaF<}7<)}etg=9%Aim#QUI(Xg>~eqkvamA)`snw>SUBIHU!OK8(u44kDkk8iie zR?v8dOlXoontq0iC}^`+5*R=7N**3+WGjR)UtG3ZW5>*!lhhvl;(yfuf3J z=8aOM*`;|jL`>yDpRq`{Y1VD;YS=eEfDI8G& zZ+S-}<=qerd{XDt(w(IB3`;9k^(n>W?uC=5>pr^8bJ_W$Xkym_-lT%r;H{?+-**YG zln8&29ci4I-^6csB>G{e-k`HDy4|vkDwR7x{Z@>C{(JhA_E?oVwbJQC&DkoLJcF+S zx;}sKIdKbnz1@dBmpCyJe{idze4)8&aD(DlyyucK2G@t-{d}9IBbX0A17(|XCbC&) zo<>a?LVScK4AyPNDaE*hO1~fg0Y#yxN;yA6&B}ogJ;Anfc9(i@9)F3_hys)JXtrsV zT1}s~X{PY!xqW1$kFq;6i!z8LnlKnxqJi${j@#%>$lkGW7CqM!(fqBMwKNmS-8~bD z(f{dyG<{#T0gHwnQhi#EYqSfxvaHye<;Bx}%C9QU#pN+bNuwz@i+|RHLo6Lc-|gPT z6Cv(!nPRSRyO*$(?GYB}e)~)Of<%_P(>5LE|Hs%{heg?S{of3oLwARSNF&`Ph;(;% zcQbTIiKs(&N-Et$NGK^K-67o_zX9+2xvuAa@9Q~UIpmMwnDd-D_u6}{_1WLG_H@6! z?S8dU%R5~=Oq@W<6mj{;0cP{uMrwY$3OD3loy~ra-_e$uRkFZFw)~+NIaG9Dkqhk~ zeoU-X18r+fiKkL%KMaR%Y>qtr2AZthkfuIxL*|9^&a&_-t87f(kyK}E8QB&Z*>-7L z{<7LOar+4-HYwrqn&LaCNVzw;rmD7S2^9+U?b`Rzz6)J|c2XLPJY%&Pet95lO<(Rb z63;D+Feb`?_&XW8(mr*qfZKes^~Vwo)DMba#rLT6AUyyKG+~2E#h%tBtbj&&x_pk@ z@O1(jBDC6bTGG}U8tXjxl|=pb;cLhnALu4NdYW48c8j`hQ&v@1DOZgS$?SI5M_$3u zBH9P^4y83_r13WM;%wl)L7@$8fVae6mP}?}852bM++v_yVO8>V=4*_+53iAmA>2T0 z7dz-Y*=~d~w1drX>)F;9iJ3?lIan*%k&3e&dThHHg^A~j&;OcuwB@(=S+{Q>rho;aGD`#yUn*EGgICE}$z{=zlyxY)tfYXLIrUBr6{`GSAbv14`Id>P0rk zmq-Z}y}^Nav zdt&(>5?|+<$}795%X3OlYp{~FoVg1$XnYbYVNX0g{>Qo&)Q>yRq8t@?b+A?{D#0Il zJQpm?#FIS!Uj$kExRpF=cCC+arpN^}vV9e8a!2*NqhW=*T3nxd7m zS!t0&5|%AbG2C-55mP^=IqFBXKMZ7$)EIXZTtqAiQ@V-l3*+KgNgk9hz4)x#pR!jC z5Gf0hF8F>M>g}`d*zyyU8Vz2xlfRJJuZhckFFnfANpqS(fPIT!9xLOTXI3VGIc&yU zeesd3#?-Hbyz(G5POsL}!NEh=@mnb~{9Zk|C7kHb{jSwY(T@yXY~u_(3&IZW&20H6 z=E+};-lwTs@w0L549};`E6r;COohkGzEs}xh;-ngo38As*Pqn|HIEv!PgjyU zw&y@I)0Q{x>5J>LzFuY5J=5b!hBZe=H=Ao$A)PP4C8O>9)zr+EgJ@}9`!OSW`)AYQ z7`Vu|mysxZu0_A-3|Iv(5x?Miha1BE$YkcR7!*}%c_8{~#&b7N=7Y@IMVuTSBNnW1 z^WvIMKWN99RM96D)K}^Z&l-HZ-VFH84;agy;bKQjf;6VOu`he9XPg$-*=9rtE1wld z4rK>^cYwK&^*fTEXo20%OFm)8+*XT(%U<~G19V6HRtz3udZ5{gy|v)J2r(Vstg81& z$a^$trE-Be-(>Jfe-(hTMKLKs*fPfB)PZ0dvA^X zT&sbK=6SD<6Q8^OyjOj?8G{M~VTau9-GaXn3**+-yAMX0n*ocPSE9o= z{tEBI;2t9Uaa z)uv=w;BI%;Lqg`9sF(Zpe0B2}CWX-W<{Hu0%DOPxeA#p$WSP&J9m2RRq1pDynyjOe9clqu!GPy zT}g5`icpu0J-CbU$}YTLNw>fv@p4Y0N~es0`v|9dz867OlRtSE1mt`%?aQWmXJRIs z&PgG<gvKD0@rsa_6ATQt z_N#uAfD;SU8DoW7v?|Pvj$6)gYVlS6I>g_*t9M&$8>JSC;SGe^D*-)UGOcW5UFzaA zLL2yAtrD1^4%CaTcy81LfpB$0?=C@g@lIt;=X)tv8>p#YrlQ^FJ4g~H6$1{e?>!EI z(o6i^GfAPXM5PgD6MP`}NoH}t_un%!nHnA5HxKv{+p|Wb1Hu`)D`pAj#>2u@j^yLo z0QWopZ^O~G^y~7eF(g)d6C4sSB>$_!XpCDWfZ!szL^MJ;ANw-UPB6*}O*^`K%1EJ`&4?O#CBeGaP?*+ho< z667W)i$l%`f*iHml~&MOW=X8eGtTyWf~2>CUUn1N_E>3jI(11F2b~SFNya2IR0TW5 zwtgkF`z&sMo`!WXehd`3A;Al74Wqav@3-Hm7WT(rU{8lQ!!FLli@=5?%G5#Ky8nO9 z`E+BjN-8QfSV9$p3tW(jT0lN14C4wE2w;Dhf5~k8hR=n;k7S|6Yw2&u1rLf`{6BNd zOBDtUy5gQ?r>5i~#(^E7nsy3VWB?5B8#Onm3w!f;D@69cGMkLK$IONdUk5$}bq)l`Tg78jCnLX7hPg8kA0)-H!uOxFG24XSu?aw$}v+8q5+?i%9H?hPZ~ zq-R4y@jJwj1Q{C|`1R>R^U^{?zm+%|G+ARW9<0r+;o$6U{A3f_yt^M77G?-pK9NOf zk?%uxMwGlARXyaq(gVeG+z$GQmz#uKW$ULjd)FHxG;bUF!t`Y2*QQQ zkolwc2# z_ROAUCEidEH|s4CZkjV#-O+s{2d+4eCKFJBAhO9#HwT4QNcs7ONeS>lsFi+)Eo z+{2sxQ$O>b=jx5&y9@IO>xx}d4Xj0%;M7%(gLm{O8I>d+cexD>{SUE|#WQwyQ6e)O z-%?s_Iql! zc>&V@D*V9}4g|O=FO-EEDdf>|&o&n9d(ed5y*i24$j_kseUO@b@mC zljB`ON)ce|t+Gs=*V5CpT(8fj!BzD@5>QicqA042q%k)<^cPk{&}=>;Vi7qyx+0I5 zJ_NFa{GyT^lbyXG8jqdtg|Tsvy7Dh_;CnZi*B#@0L44jYZ^(I`t$jD)ikUPu22p0$ zvgB=G7GXiaZE{Bp)NaWANv2cEsykZ{2n-Cek1dp&0R9NTr~mcI5ukBf&el_k2(mFZ za&)qBdoukH0L=7LYX4sTac8~vA)bUrTrMX2V=LqQ2bNsblT;ZUam+kM^u!vMY`mZ0 zwXVw|x-)eOi!?`qQbswR4!Skb_g2T!M2&ms?S4ZkeufuAjM`bo8Y7lV$`I}s{*0Q| z@rifxk_lNPji%!xaT)5M88G+He*FbTbBHz)_g?ZS$)1SyfKS1C{x^~wPAPW;^`*6K z2Q7-Q)(_8#!3(1v7@`i>=(0TLZn z82rpbUnJ^qDr)vUPi#=Yq03u)*Jl_c)o&VVvCZ!~ayV6jAB~Nf!r;Owoo|@@28S~7 z{(ZBUIYo)64Be}1mhU$#D>OI^H_dAal*K-i54r6yts~ZNp=0LwXl-y?e_2~z#h1E5ZLoOE*&N8h|)b_y7B?^oUbv> zkzrt5O|`6`*L|vOg*$n=?&Be+s0C0^u!Y9-XvK11j0dO{TjZe*TGWblv$esd4ndru zyYCTUJ)~JQ$;EF9Y#`>0gRJlLAP6_%lngmllmKfUHA4(_p_{tWP z$RnvF9U_r|udp!*2r;1F<4<+R|A$aLb}#)ui3rLgu=|HJ^05Kyf6H+meG%CoVD}Hv zDK+jtxUk1+lYjI%#896D{WSluurU5h4fOAM``5Gu<8Pt;X+7}7d;Vq_=(ztdzT8iY z?{ANt>*hSNyCe zi_bDcTm&<8!pU5m({qztb{x++j;c5ADAVN9?_=gZ-P^d=r5>J+d$W_$gWFq$6C(zb zmh4EEBCYXr=XY+-yy^>cSKdwi7dKv=jqg|YH9FBeP6rFE5V%{_x_gRXZo#gojo-^6 z7V@H`?+tnuB^7vEu4hL8^p1Sh)JC8Ojn=g-wA+F3foztO@ck~cVv>uXFPim@VLhbUKbf4ITG!xc-Lz(DtyvRX1p4Aa^Hs6MLgSARU}`=aKjoul;6*MiE2PZ@!)21Hp%jwy6lF`UKw;PM`0bqf}>0Ah?}^H=YNV z-;B2huChtu5!E`h8(rNw%fi=F`kR!B2UY3afD^=92WU|;4|LYB?)dl(yPMf z8Thv1*+fj>5f(?OHgU6uX$G0#`c^-Gr2KJI4}Y7&=Bf!}^&?d+$th4aN!C z4jksEOCZe$I$pOJa#v_3*;L*N>SRb1*dNbfB7-=VxY<#6Vc2UgDL}<=TtP@=aEgFp zW#c*BCg-}j zVzLup%rxyXkU$fYav+SA!psc5<9&3W`yQtd+Ee9$+-D4yrerrSUQp4T+-sT&1^= zT5j_zS`U1xEmmutGa49-8IDdK(wJC55gkW{Tn^`BGTBwQgjXV(wOldC;Hedll6 zt-YW@SxUx=yb^}U`oL&AJ+nkVWt zt%~xLqk#aj!S>{{E!ES(4;AlnM6>H#E&{5#P8N8bWFY<_OvZFrIFJ{xx7PHrBd6!V zFC5qNcM8l^9A~c9%hFinpbZ_-J3#E`4U<%qksai0<|dq$QM@^2R6zutu^ggK@EuJC z;Myxg&lvvl?}N>0~fl>X9Y1oDA0e zaUA|e2GNdsz*NW3mFTHu2JgR_;0IwPJQchM%<2lqI%VYAuk^NfFJ*2CoDcT1X-J-h zgv*8$qohbsef{=4dKzT>f`fy48UU){AO5V@1fngS@IBUmG*#UKfWvf=It@RIQ zy~j%x{gQBtiz210EUoW`6xnPGflGrRt3NC+unr+ zDB{cETURcZX9t2!us$5nkReTIw%ig1QFP^H>sl=d#dZiQ56x$1(k}svd-#_YIn!Y$ z1ktai)wZ<683{uH z)zTlL`ON1)yJx~bZFBwI!cGMqEsPq}`)?=+ZH19;K?KQKc;*_GtCdPE*^SH9{gYZY zBIL`}KD2a55`wOR8dwm#LFIty*Hu8_`a$_MimwE=E*WZwIs>mDBGPYdgMnlY&+jzm z&+h{d0^&Ldc7H9iUd^AhKs8zqZHTGgN*43drGIA>n`1+p8U$W`$WsULw;ubP9QT4# zwPw)a*!KjMx=pd}paKynJ zB&0CkLIvV~Sarf|-<@DH@VS}xTPGD<)Rzq$wh$nD_)eqvZ7bXR%6h|$LS$XM+^i=@ zU=HF8*M-qCL|S|xJ$|vwQGDVh)IT33gYhXF;WpgQ;^DA~I zM5KPHRH9yy)K$42^yvbv`v60hCt!D;qCs9*S01*k8kRpcNMvpTBr^oz@h(c>-x9sD zUS05_9$Y7z`QXOhF;D&TcB2(z!!Xk37t9Gi*ku!9ST82%ViO;^WtTlnV_pT{<3~S~ zQ6O|(3lY3lIFP~+hRn<=ceEw!hBgjxXsl^V51WwNF5N-7;8N1ikG|*W;UsG#p)dg@ zX`V~y@*@!_$D%U6R;{ebRs_2qXz6B{{IDBCRFPSbKq0>=z^Y$13)0C8F%^cvq5!h8 zyameiF-6}kmP_F7s3Aj#fH);mpP=!rLNe^#KzOF5N>-@e68d%jcjNdEU2cS&Rj+ou zAK-0vpKqCg0s}rT-3W&cQ@fI+{~&{cKwqWefKzCXj3Yf~LLsf7Ii^St#Sr1tN`%?D zy-uJnu!o?vVAITK-;^v1F5k-T0cJywtdAS1wa{RYW=~RdMOEZl=va%l0+A&fDeGjE z^%Ebd9pz+I(X7~;>w3PB{nn!-V}pQUm&I2ki{U)BLNL4iM$N;V*>F2cLuZ2~W+Rd_ zABAjq>$SL3ony=EZ!p06&-MCB}o%i4i-dXcq=L zFZ&$Ct`;i9k|kHnhkEva|MV!AB2OL#?2rl-bA+6u6%e$-HX~+;BwJaWQw0ZiL`w?K zd%;DXfrT&7Nbs?m-@(61$&U<5<3rL;O1nh=`7&V}?0kVn3Rd1gLZAiYLzBvO0VM^f z^U{C3)!&#P+Ew%4vz|X;G{wKj;KX|lSv{x^0~x(RE>V^@XcB&lhbs_;O8$ARZEcjl zAmgp_82uJ$tT=fts}hzA)3$Ok`Ri^Vv4H#Tr8Cy6`j8Jlb3#2ohsH!*X6*#@ORADY z0$Z1xANViQ-G*B)q^XavI1ucRP)_hA)S}kIp&b)-7njWd=cTQu-JlVqEtXwC*zCDo6doZYOUujCX zXUTP=;quAiZVR!A)!k*|XlQEu*WS_T*6)2^PrIGgU$N%Dwqmz(CO>|eLCYJv7W2|W zf(5Ohxl%Q16k(j*$j0nCr923!-$cZKoVMT+Nj>M@QLe}a{HS7cHpm#&WB$6&{i#km zbkHTS(3U}fX$iRE|2$s%1UV5s&?`OWA-@ta(rMYB1AZJ(zs!!OO}9G_d(%9N|oYbj(ET;o~X5B3Ri|+dOP!w;rmbl zSuwg-Sc_I~icdhaBt+_VA*3k3AIT$6XbeU_*cPfQ2%CBx|m|nj*FZTD*{n z{-NyK_W5Pu!mERC#tlkDxDNFMagqE}Q;sW>t88s~{B#`KyL zq2{tneeVe-p*GNFCfv&_aJZq4F1;5!CA6I?bU4jq5=Dj*faS(bvQ1&i3jx$?Tz3Qq z3IIab@@iLsB-)!j1HSY9FRPkk@q6ZI3}0H@-h2H}EI_t}1C7*3etvn~HIjVtnoTz0 z<$!?sG-`v)JHHw|AM|_OoDFsQa@7ux7%LfihYv~^l~pRPpVgJjkPidA`A0wAY#O_A z6Uw#JI}XUKD*CrYe+@iZjuQk6Tz+leL*={JNZuL(T(VgJ`3JHwT7M+cZ+Mv<-LOow zFHbCD?1&AcAb}kFZa^yK0@XgGqV~3Q_l)gD@e*7LGaC+yo$+TO3krbM!;{Yqr$flX zsQ2?#vtK^Kl(BqOnC$1&p>@Hbw)rZ_X&!BlGrEsEnjf_mrD^KJCeWYcOOWX6Mkga7 z#cg8xUYb)re*-pgj!x$pXIgh|qW1BO+ad1pEyj%f4L8L@S0HRUvJG@M1K{>FNPkg6 zw1-r%^Bo!^fDPP{gUSj1afjAQ@Dj#@i{1FA9rPGWU}SIyD*S(ig_?lB!9tQT?MCS3 z{}U#m12Di#_h>IbasZfgN}JpjIe)7;%yAv|6X+~2=x^YemV#YYsk@1ikA zLAWPE413w`#kkX~LHz8Q4p=a-YFpY+5_)!Ctp!=g6i5$iCCCf8f`Qt55lxFnYhbld z8LB2lNHeqP6M?JV@v>-nZ^M^5ZW37JG5*H9h^dtGH$SKAdzmfwTVsA9U|yIH0XqOs zgj>&L?|O70x#C4dJLb?_;DhRfkec~=5C~)D;j@ettnSS6+z7St`3Fgl0T%?1oeyC* zg)76^qgEjd?P!H!`(b8i$Ady+dnKNyESRd62wThX>TUd$#UCt$`;cHQO@v`9JgsdYS){ zV1rSi+4UpW{HLVv4=VkKfc>fe&ObVLB}ohf!vD)3lX5;{E$9dPPip$_MHbv3iGhy$ zzgDlm7O!WI^!Fbo&C}oh!Qz>~1KGeot#uw5>c58OFNO*o5HNH=_#ZF-XSd}qhKlh@ z8l0hqK?Z&)je!YLQDB3EmMubw*O^LzMnQ5E{QO&dPNi!ePaGU-g?yFuXSyf`R0Oyn zvE8cLFBeGkWw)@TqCpvP4y$w6Z^E`_GN65S0uI{z4*c?r7rQj8da%_XjJlVj_S#>@ zk29xrXV`0-c=Rm4sAuZ(TCg)C{?Ikcl%7Y7nI2Ymd7cS6_m9%Ra}MFV>(&}{U5K>0C!FCi^~z>T+CRwEwa&9 zr?})n`!wbbkjVXf3Ti|Ye%f@}NDn+agb@@Iv7+LF1$K|gNQztvIrK|?p=VXJu~FsQt1Hpj2mEGZtu+5l;i&J$32iubs9{*9hu$f1E3 zWiS{)BmW|%gQ^^l#I#k81V!hKia7i_Cb2D&o--Er`-`LyI|wlM8&9&*o%WcqsA`4? zD%$vEDK8vf z%4aScXzB#0TyLqVarB%Cm|`|d&ezBaHcLYXw+f z#PBU+Kn!?=cXm0P&px+->9b(zKHoH<3W0J z<_CUS$!w~N!;ka{J1m;HEMN6P*OYE);!AYQ2g)Wfi1A!NK@ zd5DcMd|&Q4z#A|Jw+~|mL4X0xf-PYNm;z)D#Fscn&`WOdti?g_P9dTIqhPN-t&ZW~ zNC?~#31ss-1Z9cQ8JVjcz!qE&;Z%kzL`O1SNNXiqBC-^QCqq2;ZjbBp`VtxwKvV!Y z|z_O!qqf1o5Ay;o04l!SnPj%plmj{uru0#47D>_m~VL=~8jlnnFdb}dq zHv{G^1VoJ@r4aMm5$paGV(+a3^uZj7Brn$=pT(U7B~@56+ekCn^Y_65oBj#oW|l_M zLE~0ojiQr@v7X9%2Hql)65_uohBvU3v^~Gry~V|Kp>&-j8~9%3En9!3YDFN{a}i^? z@h&Apmr%jLcE#hzM-9+g%2&#p>x9d$e}hsO3iV*>EZ~z^P2%6s^HcL9^o)c;&uM#VERtFm4A6UO5)f!wnp)W~+DCs;CSj@h!XDT@4d8iA z^Xyw|n$u9@MP_enJCi4@-Ggxoq=ozw+JHcLI3=x_VTIYQIQL7CFGFet`YSaRAJeZ7 zniI(1Q#K8tty325DLRafj=kv!ZF~A&d^!GgER^=TPNz;lC2pfGRtmp;dw6I-`lGdF zYBuYv`Q)+S?*+lb6|=x%j~1)L&1Q!1t1GMH>E8vr;7gJTVsTqiXz!)q>AU=ZSE@-t z=;oB4TlcGmBIt_pK!*X-db5ajy#A*T5ihGJNGsZN#*qnxu5)`9&-X?ors^+TevzL! z+@0?D+`8+V)Y&J=ozSw|)!XO!SgsE#VEg`%S8&@DKuCvG1QZ3S8Fw*ZQLv*q6@9q! zD_b>_q>S~Mt6~n+8*6e+L5jgxV`y9p2MlyFSFcbML+mb1K+tWJfF()M-ALvUxJYA| zp-zhiv`u59*TjAl#YRmq;3Z@{@mfWQ;Yg}!gg8HM5N1yPIo&xoqoQW*t01>eiiMiO zH6Xn42R<^yz0%B;iB*c?`u)6xw_~?>#pmbaQwB9fL>$O@Oik@W*=LH%0X8+H>UpH@ z5iyV=gWvRI7H}B~o67s*zYwg%zWj7ykbPy7zwmh;_3b)o_7Qztn++&t04onoWW3ag;Q&)Bz9|=95+qCo&CAi;@YQ^TnbL z!-93_sF7nVCl8dr+%-89vaV-C48IA#kaGJ_A*hgmi0&b z)Gul=(TrB#k?z)lIc1EBYOKiCiZr5Rm*_z;kV9xyRf!}&0)O|a>ALs`tqdTLsSrSZ zS|$cprpEBCR&qPOVJa`x`fKLKmD?|dHk6ICuS(?r#h> zCKl^pxAHF7Vw1{ixT+!k&6MS%ciMg#R;42m2FfQ$$C%5E^Jy1;RhBT`-PMe^J3B9i zDzd5@A}yRJ>9_2%z6cM=?%ojCow=X;R1F0l{EiWc=^koCwB>=MPJdXW(;TC4o2*}^ z$1CPH2N}HP%kr`NebV}NG5XF=IfRq1{ce&~4B>M&ct(1}t_Cy9kKp_i(yDEx@X1nH zjl6Y0Pf+&4*B_JAnKT`9&)aDckEFeD^IR~-4y}nv^91lK(rWHRSGSxcM5Je9PooIw zwELjzO49@-y)w)6#^2Hj;23l_sVSD_z@1qw01|ZZM-m3JRI&MdTg1B=h~pM6;wfHF z-x$}L@^T{ll=E(Ktn4~Uc)Pji8+9#1nXf*aaM_o3cw3Uv(MTTiCI9Pdp`aPt57}s> z+4q{A{F@!=FL$!DE?9hPSe;_|+~Y1ao1dI4`Mb8{qVn zL2Ti{j_!to%xKz$8-<>M{n5Z$h#3xXX4+-!p&r`*Kc~7n`{Pu2zSl5P%@`l**bMp>ggS^3PN) ztQptAOCto4NUTl#B}pRb@Pxe50#eQ+3P|GlQ4elL3w}1%Uq;FqZuhTRF4FxdvE8$z zWtP%kDF!8Ntt7k;PTC<&J1VSL03C0;^`sp?pXkroi6hbe7`hr;J(M$#5jnAFvu@+! z)e-sq6U>i3H}coRyW*a00tbUlA5#T&?A{Ffx-GcRpKUu%D5N&>mU7K`qDBT)w0oXF zzA;dqfa4X@iSN%mYpdGYa(KAl>`x=L6E$pf1eq-lW`cdkf`fL2$z`2tr$7l44rURxH)`l1llPU+6aLVI|5r z@W1Sw7X%!fzuErw@`&GtzBb>Yr`E>uVbamcvq$jm&P$|$0lD%V)AwzD57eL#9}Vhn zLP!j4{KveB3=GT$qC6H5cLHDv&>ls!8ebG)#jyg&a-%qGxj8rp@Cd}r#7iO&FltrM zBxSKaF5xR9Baon>`qgrD3~3YHy^YB*GVVeu{un(&Vs+qX{LIT+iUjxk>kYJ2uw^=f zS<`rzBoN?$Ee?=c%1el#)OB{;QD$@8|GmDQYB)Z1a&t5X3N{?nI8z05V@Ql~c2D+E zM9A>7nTPk$#7U8J*P#0-V&}e`)XbF1{#5z<n0 zls2?`ScQwXrv=^{qYJQaL9*c<^5K3T3H$_CYL^2_+)}x?OT}CxDc&^+V@SXp16EUN zF5ow?Iwf`ztL=*>ScaN7U#(XS{)#DFLyd&zEjPSN1tS)X@QcvzV^mKv;|?_C!23$Dd8VJ%1!%}zC$n*9s$+R%GlNT<#24qeF78Mg+0gO zz;{Mq(*l(q!^{=9_diE}$d{-etIR`1Ze{u0Qm zJprg_^sPcd)>(DJfj-mrq25E?^QE~Iv*MRXORPW0TvHrL1rlf#B+hzFy>KQPm)93D zn4zmhvm>bQ0;EyPS$#z!>fXTS$F{k=8jd7==brSzK}|62TpAGSd{V;b>lRjreD9bX z7hsMb#mFi5sgE;-o|?vr%RIyWox)d1nSK$Jclb1IEbpnraj4(Zij<5U9{gOW;CjV! z&u-J*_u{9hBAr$2Wz<@CA0UNcRcb@Gtn1`~&M1!f%H}brb9fq~zc?_4-t?a_+SI|g zg`QaQ1b}0}JGvP3%*DYSHpH>KuQA=Bs!-t|ZD0a+1?{%9E1U>=JdTaxXzY$N2YjrSH4v@b- z@Dd~UFKH++Tj24%Pts8NOd!pZsPVC2`QOlu7%Ex(XVmkA{QgTm3_g;>cp{wtkl#_^ z{bM-(r*iurJou9u^uPJz)+``3-v7Cum8amG}RTktTU66Mux9 z|2Zyy%ETWPqyHKVAza2svq2^PA4xATFA$8?1Y~@40?V*4#E*r?dr3-mNzfi#MbRwO zG@4So9i4uC;-!&qQ31^J_IM9VImVb8u!Y>;5KUh=ggvJ)?Dka`szYMhLc&tnl9OPf zp`j3B^nOP}^PEO_oQ7t_$&;5P-&$0xFhF2<~6!$4a%%2#~&f^_0Due3>IQtq{@ z>NIG^-fuXm9Vyymkz_ts@(lkz+V{)3RzNqJWFpbZ9PYQM!7E{;gO=BnGy1Ts?i2%beeGxixi6p3AJY*qN7>Ml*s?X4q_KebYQBWL>N7*Aew*(`qqWZXe*x z5=D9SAA;w$LUq#V_12uSX1RS#ulnAvp<*^uQi@i!29{=X+IZJn-*9Zqb@w4^1e zh!BV~P+fs!K))4;l_1xx4?1-?@X3f#QF1$eGi-?IMH*(8fGGh=oh99F4eu5Ag3Cle z+r_xl-cK9uw^NLo#!2TdR@}65PpAbA^#vlH?wfwjqvYM>mr5=$!d=yZo%&^B48a9` z^2;MXjQS<$ES=sch^KwxczqsG>}S+aptL7HXc;t_{z}W8+6#0+q3guctzM1W0?oy{ z`zCk?ys#3wh;>28TaDNpa9ZtQQ#Y2Oj${i+hCIJdDLzl#KQ|eYZdh2w_VEB^rR9AJ z#68E2qD~(API4G4?92Wo;rHw>wxEUivf>?gHh+u`_x;aai%bC}jlSJ`2JR|-3LR$d zq|r)OhI92o-KkEheonW;)|ltQjN#gd703tl$>(ePM{{m*zlHQBQ^o9H%TaFaVB2A& zNmlitLD7$=sX+T@Dm-qN0t*Wt=K>|zq3KUl6b1`J`)5LkTH~sa^@19?aY9UMO20{> z*^-wDi>>&KLr88404g*XfoMXD<$g{u`;~D+%SZ z9tEykTw2m+;{(T9PSza^H806m;cs}k9 z)frS1>bCJ3l@F3-o^IaG?3$0!e%S2)I+WcJvIs5H6@lO{u@~ZDXp6AXJ!BviLIOWDTcY3bghUVfy6w^JX1w!wy)FYn&L#hVhB@5Ru2TvD50@Po z!t0*$Y9f;fqZ?v>WL{!ToW(p34KT(c1L$=qt{H_EEz$D<3LzHGNFb{HeT1TpGw4AU zBlRO^LC8-pEQh0;MCp*>EE}Ez!4l?tBtrKErr`scG+oj6(z0H)S&LDlKWdpd>H*6JI6zUqdvng!qm3e97b3*2pHJR6YUuSsm@{X}R-C}5A&Z#Z<;Wx%D zyxR4AFVq)29W4V}^<=YRk0x8T-q3+Zt`%UYNT+X ztB6#Z#xQW!oI%cvbbv`(&Bt05i$~js)qlFq;{lGq&pTkl7O3f?ECI#9nkB$5I^|;X z=;%bJ&o1DMk0MDh#ZH5xIjB$-|6AuGStJ=@yoO^!_681kNCP?y>8{#itE4~f@7L2! z9uJBEmMKGB{}R~c7)T7_Fmki7cq&ft1Hk-x+?k&LdpsJeIciBDy+-p{LwWh*m+UA` zcQsvlfsJ=MR{%?vIrzO?s5pTZM;t`8#Wv0w!o!k#fnJCsQz6&|4U*l4r&^)vv#^Tn z!OpxOl!i+cck9eV>yCwl{9XV4fsZlIO0htSg;qGyKVFCCP*~6Kgua})8%aKv_#q$j z4EAM|Ii52L+f<3C3FX{J^KY#2Jf$S6qkS{aXg?}!oM;Ydqi~p^2RsI(C&P;(K7>fC zNoWUNTEV_|GWPqI)3gd?Dte2WUgbfOR-cy7Uj*H#TPDJt&5Sfs+F*NsJo8eSC)ET! zIBLTQDE@MjZ0o3QYB%ONR6{~q*jR%~kX=Ty9rb&^IoS06*2iOq=dFC3TQ9Q}wUk6l z+jb@PsgD@to!M9U@8(JB{d{tX$cc9rt`ePL8tJX@XS!pC1skEMqzYMMsR%eUs!kc| zQRCnSVOObKIvF~r$Ud^4PO0g*X?-A8={JUv2}qZb#|T_CPHO+o5#jcqM(eT62v`Ap z9IdBK1`05s1c(nZwJ>pzwsbWyd#ovG1HkM*4qKdR`@ha1k&22v_m&KmQy$e`ep#wh z%oN5M5WSSZ9{M(-o*OLrPC-H*B#|d8DJhv&sx0}k5ngfhs$vT7`F4`q@KxK*o$o=( zQULVSdfi|nz}Vs8tCP-SCHoIwQ_j@ul;hWd=b#^oOqp+n9rpP8Z?_$pQeaQ+s>&2J zwa2@vv@c%cXPah4p?!&kWyM-*966u}J7D)op2tj?tV{Adx3|$7B0$6Y*20ox&#;;Q zy}&ehJ&6cbh_Xq}d%1~Nn?&IaOB?SH&BXRc>xD4>5$YQ08R`Yj`xqvwN5Zk-jO)GQ_GWM|2-7_{nBn$9Ebtwnhu3%8B~so@(i1L+;vTu{{;862 zW)wNegjz0dMq_l5w&$rAcHzP3fgtnlgqH?6q6!>c&@%`stfQlu0GR8ZZZ$?+O$%|% zCWf-{p8+bf?8OMxr+RDIM?RGJ>=kC6A$+zjW|yvz#X=EY=YEfs$)(I&S>*aCU=_M+ z^T8{-@t;b*G5cR~fu3GTRwIJH%q0%cY;!OCeYKJ*cl6biCi!2gP37A6p-f#;`3Mua zODu(qHYUnc=H8o%qnNtLja5X}ba{wxzNLuKZedS+wJwRl+Qy7xbjA;rm6D1fz-N)5 z$))QI7nhRCay!T%d;Q(vFg|ecZo#b`xc<%PdDK=a3YO-7kj=(gx|OreL(@ zt#kD%evJGa-f{AA`}b((eXs#TFM@%LY6&i*+982l&I9s~&ZvWU1o`3BMmn8LJ@D7M z*C*N!+KpdX^J9DR5|>{$>QYchBqwRmD2S%F1RU&vrvvO_1e@9h=C(4Elhub_3zmqE z$5+Eyc5YdLMB@7RwK}g0aHK$~y|wVdy{No&eA*Wh87!iy>%1+82N-6F1-KRdl6w&; zt*^P~FC7LdOUQKi*cq-?LRk`k2h-ZkI_fFouXt_zi4u8i&eMuO8I9sOyuyp@O4dJv z^Wo%>-UI2#Wd#l?y|SH^=@zL~Wn;A4aL}#3VDrIS>V%d~vwEYD8^MCk%c25zrZq=U zGO>6G{hNjBV=hY%nR>8|TUdwt+J9xla$J2q^lcOIMwv5XbKPm0Tz2&jH3}w`nTJN2 zBPb%qygrVL5Vpu<@k2%tIs-Xdv0<> z;`WfQ7CKk6n}G-LTxFm$Z=?It1Sab@htmMQ0OgGH;Vlxky~I2C;`uA}SHcy;YEkU+ zt@M`q==uRS!GMH2!~J-kE?WNsh_uVbkh1wu>+gBemi@rxPXe{9FVo;s-AD}j8|SX( z1FYNnm(&J54^#DPmuNK)szyRYfqvHaBH1@Gm+1Pv{4&B$RwJM|NHZh`F(Xs*On1?E z%MGPs(_2=5uy>=s;2;N$CvjUMlpWio8%Kk+r6{J*h%BX(BP#X9r()&@MEcS{Fy!#B70V* ze@5q04=Ioo*12c#Cv=LL|K|j$X?U6-;G?g=1wc7?q#8&C0D_OIfy@*Q6tY{;_1N(7 zEr@@bL_HpD1*{``@}8jKC-3=3;z|zHJv@TCg=P)YAnwyQu@qS$OH80w&;*_r~=($xsvv1=_ zs$AbGpJ_lPd8ewkAn3W#-#gbmvbJ@ZHTC1$!~{~I4sqT-;^p!u13eGSGQ*R*i@j4Y z=Tvz+dG2DwJt$f`X2q%boT9?7i}b;fNG=-peE!{L+y26WY5h2{d=YP(UfZd?`x@aF zAJEUj*-@qUgbaHc5wE_A41uU_Wx__ zt>dEHy7%E3hK?CRxeknV0oO6isqq>*N536T;;8UX`o=}u9kyBq25<~M_$^Z0zv z@p<2W=5x=?z2n~ZT6?d3?X|AOKox|vE;cLGp;fP3i`6qnSo_tPVr_>*{RAwk6#qyg z9xs#bF%FNb`3_B8^zV~YFSkYO(_`-JC&K&&tq+)pSIc0W;cx5uUl#tY1dVN z^3{>sS6n7cC`bC%Ub=fubzFbHMyaSN9D+;W4ZeX%@gIw?(i36vF(RUf`Cw@MU>?|7 zIk=b-bFiz?PhxvzQqaB!i24GjB8B%}lFQ|9o~^XXBf0zs;$Oh5fwZ=76j zKE`PQfYq`bN&}eqeP*{l zS?X0YkWlzmbTr^pmL9{~EE4_~(s5aCj&ZrBo16~t%!JLj4jRu*944C@XSD&X;>QB~ zfcw!Qj}*jFiTqT+?^8&4ILf4AsJ5=i!yP%bCts%V_MQfQNo{GT%-}#J2e5G%!^3Dn z)QGMk_1<(90hoYm(qMH}VDUczCM*R1wS7dC_-*(2Gt^fc@oSDF3~rz^!^ro3d87T8 zxxHQu#w7ktL!wKjEm^zu>6Xzsv^v6q5JU%#7N%NaSBX z%hpFGovu>(B!fjuOejmwENC3}v5AD$LZg#y!aCQVm(6l)j~0K+No|o%5^ga>&?*Lq zpQW5{y$N~^ZKQClpMfXDI^FHAc^Tu9%S_B#a*Ne~;aHfiLV+h0fO78IJmDQ2`$;mZN1RXSOXBNjJleJ`TT6v$( z;?)&1cf2&`aY6c6%DN|c9f?ytSv9+t*h~2chJ~fDDa+}FSsy;z_2V5fbG}Ai2MHIL zsn@K{EMHNJ4TTw<_tz#?ygJ&WTi%#vu%uj*^Est@Dyv6cAw*FBMQa0`2^^!ZZrI)C zj^i|BWg9i4_PCqRPHc<{=hv-gJh~Gk&IHrD-__I4CXHb3aMl;n`0_bJyeW#wnVqzCuVl@KP;3Slj@hM4 zEDboEOAXX*Y^^~VYd6j`LiJ-rPD~3db_0MCqB~CT3@sdsz4dt>PJ4xDS9>RlG;;7C=4n-+O6d+v?f@U z;URW%bGNze3NrWAX1enB^G~S=98y(g&|Guu>nGg-`zPU6x7|ruDbJb68!FHv zXV`tT*eb}=e%KOF?1%`?kz1vUuUVVz3}w~(pP{aipNydTf<|5*e1A3 zj33~pMT9C)!>Ag;*wD1UpeT(SmYd5xQwEFT%;a#$s&Q@xQ-G?H9T_rSOa`TNIBlr} zh$m#}?$D~TI>pO?K*!#Ih`^FcbP1u4f&A!#Zg5TpK`XQu^8&|H$@|@n5!k!vGRET$pyVW^30o3xwo2h7!^L4`Fj_^3SC{5zncia3bx0Hd4cB^_L!M+0< zSFuX{L-P2Xz@haaPro*au^G%zJ4z< zd$BqYpE)+mWvwAtTNl)AnuuY*rXcJgx6z!qi_gH%>gS;jK})d|*9a&%t?+ z7SOZOkr%k3UM*i%!N24@uL63pN{^yPRs^M6T#5;wJkR6#>t`oi4 z+wSC6{xc!$E$JxFk%Z{P%0sJI8oA(MMY8XRo` zoqe`Ab(zMUT`X2XxnrW=psO$QtGEohFS*~P*P$I&S{!Tl2v_ms4zSScZVx9uGWts8 z7LqzqK}$QgT{O|nwIVHLTflC28lKKuzn{u2L9d1?jTALVBS0Ta5eq`bPESd4s5;9`)i~ScfYJu{PcM0;0fARo zhv+=$H_+nzQM8hj zd^Dd$r|eY*V?L88ORg!!D=zw&FGklaMstNEM6S1+hVhJ^&_IZE!bY_v&;O$4<^yRhV-1iW&{9-|R|0P@F{@Vp44ZfbM z)#+BNmCG$U{X(ONo_K&wb{KEj)n=I%%Er1OYEm6wT4PlPJZLT9Bc@Jw!ML#few;Y( z3Tn`cqWf^vQKG&nq8i#yc{wPrvZ+c$7q-vRH_;I!FLkK0p5f=~?(vwrq))N~EGqDP zQS59MJ|OwAr0O(a0mfYErLSSiyb2+mahy5~UJNoPeu6!0Jc{L^c_ogN&eD;1uvUez zJiIjNuS#|1bi4R&;tVf3Rbt5mXw_My>6hFo37i71Ez=(j+BL&v4D04){f1e!o5I|_ zg6~0F{syOt72)Y*e5Oe;idFk`3yMPN=*rbT6KCa1=1Fth7m#XXz^DH>#1oLJi~f{w z2XqlkVjIkzX|70!Mc$<7U7{1`7oNDV*;$)7mN=z{a*k3SKq#jQj9ZzLD>gxq(^9Om zrAuXby%kLS%6HeWm3Ctlg=brWK7hkM8g3QQ-!*kIu(2~lr}S560$A4nHaNjigU z7D~3u7FND|c{lpomqB;S|W#ALT3Nq*%}Fc7pP*qZWY3a*ql=cK>m zOC8T(O~Y`6D!m;%1$+$i`3@H3&L^Q`qjde5>+RR(;AIFP2fiIiRZwk(D>WNJT7Ivk za~x62FO+KQZ zebL!5(iPc}@|wCQ#j&yS)KJnirpX%58V+7UVRvo;S2t6ugYGds^Cnn=^gL=evUe22 z4%FY=xE1m!C|+O6gPHV7<(c_2*dy!GM{k5zG@i%TgfGMe=QN*?wB?nCm*xq1^_*%^ za}tlsb{{~~p`si@=jsANBH4yGg&O|m!m=vREAp5Z1;O3RTS<^(2nzDE` zvNPw~ySVI~SCS1UjwlA)k#>>iFi@8GJ;ilvD=#Mm@{mUkdYnKS*OV@vIgae?~W zBQjDybQ`ylInzzV3khn7Tt#l3$0mfHzJDs7HO^Iv%kXf2?Q`7@YCXt-4f>E=mLBFq ze2SAiO~%n$qt3vUk>{L=x*LGiKy8&E1F~`_7PyMU~8U?m6^Iw)fK_Jl;5+jZcg_ zwPPu-pwXt@&d^}T*=n(PoyNmps$-}3e5rOgN|SbG_uIC&2mc|`Qo$uDtp%>3^g1%E z?)|C7s9xkzk<2#zK|N!AcoZd487!&LCUZ1$TSi-RSqm*pgPN#VZZ0|lq%SR1;Wqo2 z+b%P_Th4c+GeZUq?aPox@elyOQ%`{pJ`vxP{~fIAvx9l{fNw)@{{pCnV#N@FIWJU< zlE^^g;Q?SeNRCu^08z@*c7;rS3}9+@=37?$LG=mrVi$C}d74KuP5kl_j$5;{8Mx98 z>MppHLSdP=&Xz%zGyBWr@R=nFvmcqIyX-t+V36Mw z=1~)cIzcOiHSg-za_W$#G9}2K^}LG0YrfslMVRbw)xl3WU6`89gC?j|!Xg|}qpt9Pu^|mu+rqJT^;h9uK&Oz}u zwS$x;clbEgkW#_*ktQ@|@$tGndvRaLmTaEP(FYNz7WH`j+~66G4P7zcq=VGfWp4e| z%EMB1XHcS><~Nb#q?%yfEo^~wEm$ix^JnE)eM0(Tm!LO+J@+DtYoC3@(G9`lcS1AK zXGlj9b-2Rt#=A=qvfzL!JBz##l0OJ-6sg2|T!~6p2~^p&4UlpGuJPQh4XP*-ulKu> zY-kaN?xG#w2-Eojj>Fgk54!-CtQ3A-MZuRwt#59NVm>EY?-AG^F%cU*-|;;)=*8HG z^NQLM7i)2T6PU~a!6_1`iJHKZDMjn{5C3>7$r1Hcm`F*(m55rq0O#Xw19JTPBrOGO z@-^C`(c11PK_l)DA2)w2$=60%SJ)-Ctxa35%S_f=yu=aP{=kiSA*jS!K3A4l<`nsK z*HhSV)ri%|etKl2|GCe|-t~4F)Z}v>{8;{{_4qqbH86;<=on$3e(;(l;RYGD=W$pY zK^P`BSkI?=le2<|0`AeIiS`@cov8rVWREp?IZ_nuLT+$mBB%p2>F3#J~m{ zbvxRLT0iyqQ;NKQqE*Gl4%MxVvrGWEMVsjW#05>Q0_gkz>O2yoGy-OTSg8cG_NJ53 z#puJ#5|gvuFEOXBA0;%SI6L1I%2H{`t;vbeg%l`qh{xZ2)hT&k=|FWMcf7#D}w%qQ*a)*E6 zWH%Vp&vl-G;7?08jCkaC$m-Xub(8P%PjeC?$H$+9>@L9{WPzQ46CotOBUR&fVJZ{w zjfT)De0#qBH&&%0|5}2i&B#qpuUx+C$^Z#s@ENH|N+Ni_YosZ#DS(RkxqDBbgLF{bmXgF+dSS%MZS7_qVlR_7iZm&Nqyo6KAA(vQaB zM;Or3pxP&pm>3z~C9(EYY#u2M*^^hluv4674x4wlFXYh*4<02Y@BShCRVZ^~G^(Ag z8Cvs7ut)U#jo=KY`^99`NR*d_Wjgb6Ho;f7PnA9TuSSQhr0ptY#|<7naMYYH=Y?ig zj9EwoT#l5G73cTa8tim8U?oUjO*@>URH=2}vEnoVw@A}gh$ zsy-|{oM5#fThsE64@wRmuI1w_t&UCBst2TlX)Lp7xDD%Ljl}IE;q@an z<5(UWoRxkdU%~D(c13GGwGTO3ba3vKaLb`GFfQ_>sPuZyd8jVy(-9SlV5CEvVaTxF zUIVE04(qs*QAJ_*)B|E4gSv^@?Hc?S9Yj;Hri(}!riWOYS7*AS$RyD8eOiMA#kzSdc)lij z(is5_We0Rvi>qf_S0^X+Kbk{7InEvz4RwWZiD! zPFfnSV5k@vwYS1b$#>vw#UHLdE(^@Pw>OG5`?6s|xE3p)_~l+qOI=JiY5FDdd!I-y zhwe=w4))CJn8T~c^zO1W8D(+kRDa)6F%hMzZ2l5|c zM*UhNzp1UxeqDR5eKEUZJGb^_7b;ntl3H!ZylnZxiQt25$H0%t!IcMw@=;3no+k#7 zcz$SQI)9~@VHJlNG*tYmgb5?<19?}?yWH5^TZ%72%JiIsH_|BtwG@fM+xN^w1>%zV zV;W-E6Yg%rQ*xg@>o`A4_kMuAK_%dHG?M#eu)kkwNc!xX_LDS&rQ)zhHgulQE-GuI z1$jCHzC(G>LRN4#zitlo!!nBj&)LZ(5GbY%r$RJZrTD2P(S~*BcVPo*iVx?@(<`Ev z^BuD)m7ey}6|Uvv*Cx_O@>=}0CBByIf$THI1?MjOeOP6%vulpWPpSMK$8=)5GslX6 zu`7|(Gthb&_wT;6v}+>dKxgxZnmCY8LiRtun4^1x*3;;eU@ab4&osCc8z&?*eGmCJZeNjR(rgKDxr|6VBuf(g6Ec#NZonxY+|8N_ zV4aZy!qvb60EAsMY2a<#oDu)-lQlO4yTAAIgpL|Un*(n{VHS>OH6a3IVcim~)Xzc6 zmd5-boR7;JpVPkI#zJ8! zWM}7ma!bT-xupxMds-B2>3o5}8SZo?Tjxv9+kgyry3$u8H$pgF8Mr09g*#mpGM0P` zxf<^kp|&=uZ9gmdxP=qtYrg`Z6uNMhnuaz-c!pLJ_>9ce?|$+|zaz;NUhPOpT=C8T z&KuoG<1Ne_UcnD|$e<hWkzun%}BG&Jnt6jz}fq!wQk|K3Dj5)A!2;i$WK-qc!NZu|GF1xFgd& z3j8K}72}O`Ib&ZAH-|88Uej+t*5WmccmWP%HT?}_iO5T;k%)+JNe5u-Mey-I;zpK< z2tJPI!Qu^$wqVEGL*pr8wEmPsM)nj_myDeJ3p&}vQnQJc< zlo>8>Oic}RC^htU1T)CM$Ozk;7mR&uU!gXBI7>;4}W?Jz%;HCS{7X(h|u zO4iDtho23h0N)c8A3z)n(+y)NgZY6)2wzo>Xh}3@!e!+$S%dVaFs#r z9wI>7R42b zL$qo&Ivk9m;NP2>(R@B_GuLb^4nILvB;c7%m$*a1@-&oa>vL*3KAi(0+XN4C(>=Ou znJzjr&HG_N$#D0pnX2tq-x(HpJyo{6XD+wgt|s?+Rp@iVTO(UvDfEZBC=oz~9m8%5 zy?Fnb4~kZ3d1tR_baVA0GUvc*X|Rm63HDlh1GAf?R>$x{Z^4Z%bH7GHyFUvEIN1s3?0;UEk)GTYV#_DEM8;I|P+s-&_ z!$Ga3u8ht1cy&@eD$`INy6K^{DaEb%r>pHnheLgK&#y>gUNbb$@8%0_J0L)<;wUR_ ze=DRu6dChzboq>-@8DNKzvuzArvPaigy_MdV zJ38KSlBIR}0qpY&9WplVt*4**a<5Zm*ffyJmN`#=t@d8LJA`{>Z>e39jwGp|g!-~A z3lM=BINOr9_cM?El%Ym^C1*2nQ>6NWJg7?V*_;5}N@XA_gd&MXuw!WU_CEV*q-wd* zEIxnFQcy7cto`(xxutRM_eCZD!3v%ODu?TmfzmdS6ADqEhC^?-C49jwuk!pTd{TMY zbl-X-YiIHrGq&Z-h0Q(CBHCTA0`LJUB=*$Zz~K;&VC8~;B58=uaxLe4ZwHE>)cvV> zEtuegbBXiYgq-F>yOk@IqNO#9S@Y84w=+i{PD62YCDz7Ak%V6)AP-n2>CN1(%5U>k z(p$1kEx}7D;!Q0CO&Z61g`#)Y)UY;r^_?|&iaL$DWjnVmLy-mw+DQ4AuY@@6WM1p7 zUXoL%+AKUF3$~(Grb%jqa`}_bL{_4Rz!mQw@YZ?(Lh-0kJrSO)j4Y=e5^p+#24B%cePwEYok_dDpdc?%}K4hOx& ze}P_+zru7?j2>V}$V>OhEYdzMipyA0y?tCa`yQ9<4(n(%!Yk`p@Nl>=Mat`sajwzu zXev57bT&miW;<|zAV2>Za6SY4F0^5Px~@wqma*bu`r3QSd8_WWEUKGATPPoc0R3k< z)RQOXtsR^E0t5Vd`Fzm#OW&8-I=hv-A3Y^N>wchu87#0{tMS@%G;qFnjzyCy0`;A| zOFn6gQtWa~%~Uzl*y*_UlX6voCBF9;Nk%H38axci(x_K$Wi9l_VvA8kZAX-+m!EWW zb*r;@6HU$vBx@fGXy=whi%|E>jHj{38uXrehWVnkv1igNiXBcseG

_=22VcB-0 z$KunM5jr_-cQ{$HT<{#pUf$b!EatBH(N_v)|0<`Zpg0b$Zmh9Ca9d(n_&RjI zZ(EVI;3bd>z4Dcf2&2TsifWNMxvgH%VqQt8-~ki?zAzT@m=^HHv7ZGBBTXHXq^Xw> zNLC^#y92jpYs`6|v3t}T6+7xp4H1SfWcYEi97w=Om(A2WRH98Hm8e>*c!DN#hHrDQdreGQte{ep-YmB@RC8B9*BV5P5<<$NB zldC7u@`rV9*sBlEx>lVIQT6(Mtl<}47p|A}`DzV7N4DY%U;|t6n_f?q3(pKsBbO?# z#-&ctj7@7o;j()}y!AUCwjGZ!3#no2n_x^J|4-K~mMw4*lnnbh4r-m8-clncD(Z`8 zsiIrO4|os+Dnm_H9B7FS#>Tj2#=+X%*vDM4n8w*$zM$QyQcMyG6kN{e6}cTb9eBRs zo20|PKBVa3^3C&j72b(SgsA@xk?rEcPeqSzoWp4m3^W=~tYNqZU~+^(9P<-1tJnsA zBt@)eU^$T5YWtl86*1NKi#vOPSKW!nYcS3#Fe4Nf12|$2A<@SnB}qwuleeS+OwrIc zdjWak(H8(ysZVU^II(EEF<<-?RRIscGSLsf)jB~Z95&)>#w3g(QL=n6lCqNnesLVX z9RI$P&fBu!DGC?SZ`ih`t#6cb3>6PF<}FMwLsX{3C!%_uWjRIT0^&sghry19H-H%- z{HcC-`r6w0XCiowF;G0adf7m&&68yp3zl;Cx zCOabV@n6lv4}0Kyu!3PQ`hPsPewr1uh_3ycX+XITW+3>}l=u@n`@__BgPr|JASuo5 z%$+Pf;ND{YCN8k+eK0!#5kihI@o(Jh5ZNHXM>sHv1GpdzA_4GkLaknl*=U&DYEy|T zZ>8bMlt+DmEn~YH-6T=epG+<$o^8O4qG8&n8u@lp)u49Pm@ijj{np@HetA{2J7M#x z(%Es(UGnH+C6w^+pgmsp4`MPd0abJD&fWWI(CsSPwA*O+wsdS;@zcicug|p*RA|$Q z+}En-H-s{45iu^kS1Q?GR^o~euFCy^C2Q7fTI}4~R&>rP+jb|9frzjTX<>Ctw#r(e z{>8Yf#&89Hopzeoe7J=o>^)0-Vn?FpvjDVw*rE}e`N?1)qx5&c7q%r00u|e3CR?dKT?&W__iM0?bO{!nKDWnlUT<}{(3#>p@nQ;W2xtR zm90|%{vg@?cuu*OV}GWRG#Z6k!oQOLjEUYU%?q5cYhDP1d;|AB7Z)77XxR}I#a-si zKvjoYi8VUfLbxSBMm{;~XNoMnd_WsE(BsA`DDnGO#EnVsU)j9j=SyEhwGzwP zN2<5bZJY7?;bkn+FPdd@b!)dD__;G}D1=pFCs9QJo zmVw&9rcPOj8b#Hq?*?mz_s}Fm0oZ1k*(!i6X)C6gh}X}v7Vd|N?enFk4tw6RiA>aO z&nT$e3ua}vbi8s$a$>VItZ=3Y^P8XG$G1Kx)*CMl@gpqZXr$zA}W(sGZ zp|)Ra{piTNp1XZ&S%14Vo$SP~#d`SsSR{N?W}Idf*E_>q zG|Goht*X(A?Vw5ypzHhhgaF|vTL#T@*Y`1|KGgVcp;nWhe1$uBVSL0cg6o78LiCa9 z{v-OQ@Vp0@{y#~)VCNtRDPrzqggG9A_t2ZD#WnoZK<{AfDX8T4@HpfHPuRB5NG4CB zXcYQFFaWE@I_dB_^=|6azo`?ESO$C+0V_TMGXaSacmXkN_XOOj5-8?ZO-j;h9ZkZ? z4^Kbe8Qk~H$+-N#vdLvDy8Oo4zQL=+I5d#wH&f_p5x=TF>Y`0B6Uq!>^bz1B@hR8M--^8d*_*4x&I z!r+R#gvn8)$)IUQq!fVj*e@{$H#H^Z4Gfk9CuqcaRM_0u+}L;m$y0(A?x7Lu@MZ(< zlkkgM>)%opCEma{2~r{<(Poig1A4sB#%l5heQv!1g|^~Q6zOTpj5ed9qB2n9KcnS9 zHRPwb0N%Jht1N0L890SD(RS2+s_m@!#pz1|Q^kVZg3_nZ!cUZ}y&7lLLD?S|I4WKE zIV$v6$dpEE1CSdLo9;^3DL`ZLV-Wtx~&i`3Jz#d}E zzr@}!Q-;hue4J#5i(gFMf1;bCE&s?fhcN-)Ae7srG>h?oev{$*r)zO-bRxPK?c!am zkofr9Ud6`rMCjzZ)4AsO()lUv&OKgR0?ys35a2dtEz&su1=32u3*s)Ut{EbBxYt8= zeAxmDeU)}fB3I-C+cYTIy+f&i_d0oMBT@^j6_0?-<)N=>Sy}xIkSkyL@Y)3xn!V05 zm3JNLdYw38t}*f5+%-$P^EPV>ug2MDbM_UdY&*6@g_`J&&nmdCe#?(t*D1#vu(A0V zJe#9F*u-pZQsyMC{xFMUikNic>bRtS03da3Ug{x0swec2JbhCJ1wXP^?hc*oIJ6{~ zf#_fQ7?V1Pm~??o&Fxy-xwcX3&s3ND-h$?AOCtt5;!Dz^%|Ch)RuTibo4#tv?E6wQ zJ#L}~T5Da{t6v4oLk7(AYwF>ICJJTgdq0jvbh1n_=QuJRugAOj_1SD~0_ig)sW0!1 z(OGs@M9Xr@@+zcAa(p;IxxDWI$i&HxcZv3G_U)5cN`tdJ&=C-3gJXgCj2<-4yJ<`L zrfGxW>c3?rH$gHd0DQJ`>V>Yq7&VGT;J9VxzwP3P## z4JzP({m}$ob5Hi-nw?A@pMlt1?gu@jn2$bCMZ?Lq%w@Idf1gE`P5bJpRX7V71D);N zud;EWdYECMhTGfwqY4UDs6F)CUQpj_Pdk3lI-FCgQQap2qw_2;P%N$V9j6FA*HA|b z!B7sgDkgC^tbI%gOIE&3JtqSBU33kr%!*w0J^UQ0x4YRDMfY?QdKNYV1lE(N(+j(o zyvr^m>v=`=Qga`w;0@cST2P94?=+5iZI>*Aqf#j@_U4y*zkjD}cSmKa9iw)r4WG_UD25lQnMJwG3iNYL`3;jZ2^Y zvcQ;}xdUe@`d!AprN|fs8ocWck9;^gu)U{n0fhMFk_)Wju*aGHNnc4VL+&3~g?GUdznX=I? z+c{6}liT-zq8B1LU8KhA0m%I()%j{MUKb{f8i3x1GNsyr87N?xB?2V|sHBsJ2{iV9e9ID#V zW^m#C?fby-2+tFp`|BA2kwWKsyt8HBwq}x@c5)Lu&wZk3(TbmeCVUn-(ItSmMw}bV zF+3GVx4+`8TShA%u8o$W6<_&oY|ng^(sn|>g>_LAly#jaFQ0~ZA+cB&Kaj+LCKwou zaFx^jzq)_~+Wn~v>`0K&JBSq#BM?OJq%qu>I|Ph|iYkGs8TzBsL5%(`=*vC}-xa;Q zWL784?ih;_k$V7@${!mD&>NJ4LvFxpMBTvZn@L&*p=T&cFnbV$_fNJhf|cao7Jt|- z2*OD4hZX#W=H!1ZzSso+vRJ^1&%q3c=6)LY|Cn+p5IcfD%@aRqQ2sG;zXtARTL2V9 zJUf!`&9fsoTOeqPFgp~;jv^P$yy_V|UWbEP_Fr6jGyKqG@j!ve#*n~>a!@GTu;^-# zb%WQ$fT$0}zHWf~ny^=n-rr^FV+J3SyOu5wp6bhWi3K*74mD_a!pzbK>X> zJch{NkCPL6lD2u+0r%AcDQtQ}^>5*$=rACYV-Q`1-Nhc&4zs=&@Z~K{Qd@JVCVpON zNw4OGh5fb@192@Qe@8`w$97k8Vyf$&Ts%A;ooPMWux!_u)MISx?VkHBX#DqObrF6C zla0N`#X}6d#Q0?#g7vxW=&zB~?gGM`w@efB`B%%GYLD}mH(!hK@bZXOO?>{Lq^0=7 zN>HW$B9Y*oMpou3%#i{h?QCGeqT5r;!wxV}@%%EstRZ(tF?KE8b zrTb+@Jc(n)o*9gODAnbFr%!s!bWwUdyp%*-ySp7wJh&6gN^EvEGnKq{i}$I+K!dBN zhuRk@N@vTgIHh8RLSb zrDUYiT+5N16{LO)gEb6dq| z&;hnW=aOb}>KEPu*2ZDmk^H`juJI{P@ip!Vdsq7>1)KVO>()Z+mpzkEU_N?0KU`vs zZY06j2~qm_3&Q4w;20!;A-5|&V?h{! zH&i$`k_j$>0~Sbe6j&7ST|5fBg+ItHBK_o_q<|EEJ7H+QihI*5w}69PjRK+71;FjFvu>E{aG4Tg9{Ob7jS`H z;6kJk7jZhMf-oPvo4;M+CQ$|9rGx)2?E>q=gUH?#AjAK85oe7q3`@uVRbUHU61Mg0 z3+x;p^5EuPMS`CfaZ#B3@cJD8Q(qh|784-=`yBDhU7nklDvlTl!u1OBTaX=W=4G-$ oz|GjuEy16_4CRrmwXHdZm9?`Ao0Gl03;cBfAoS#JJg))&4@@Nv00000 delta 376324 zcmZ^~1zc2H_xL?DNOv<*BGTO;f^-Q;_t4!91Bi4;NQa1o($bwWBHi86&CvNDxX<<8 z-}^kT=X2PzS^Im|-e<)=>o}x$3s-jt3phJCxB>uB0PLSB0GpZzc0PROft_%$lNS;8 z!wi5;fCK@1wH@YfQNBsd>9j;DXPzm_PA_&=72_?IqZfa3!r*z|`XL{IoRNvG2c7 z1Jnnb@+26di2g?2xtnkf)AUKtjhOMh|o1u)Kr2;;xG zCcAV+eBb^)zUvl; z7B8VuN;r|pHl~-0p#cDX45}MrPdNBx^2p1TRg>uf@NBd-?gy-Z{COI*7@wCC(;gH^ zPQmr5&s6A;E?8fw05EF$KYyA;cPo;5#&`(lc_-t1JkqG#&J_1CytnntARaC{E>$wO zD-<{d3PXQV0d#U!GVdOCe1$mnQj!!Dh1UH>>YY;*#}Ch-BRbl*LDWhdS;iSA3S8zS z1*C(VSzwUx;FLe{$2Nli&HKm-Va>viM8#>*q< zHIgP>hmn7CO%Yf?93<|-HRm?DB4Tn!D4sqtK7Nh6IssOpR~d* zVHVqx$la5X*wI#bGT%)C2t~dOjdpvE(|GXhCA)&Vb7GHo`3JFZ=9w%uYV&J)j1%cO zl1}2g*yuxK;cKPK_l!*wyY_J7slGpi ztPXf0b+YoS-|snY{Bn+ZBc+^rJn3sJ7fRgH+-#YW7s{izGzeYq*Bw?zE=%6qt(xNiI;#(XPtAR@jAM%Q0`-CmQ@kp*xsFGBOsA*dzi_K0?)+rr-$y{&V&gwv zM$P47`9ws#B!D6c$3E6Wid_B1GI2Z66kZrmnmv*se82MUz{GOx;{9!HELUUWpk>qm z-Lr`1%McM>4iMv6?pcONLIr6SP8tu6@dT<(lv~tW3&nD!aw;>CZn=*}_zc=$<;rK; zYQ^*cOC9~syPOF&&L%r-n6`nxDM#=*HZ^<;x#sT`}E8) zzn!q+d*=*vl3>BIh^cBjC3H)qe4o)~GR|xgX25J)`bID6E4!Ng=Q+mak=_#-F1u6| z0p}Fjx17~SZmTh(X1GqzkW)8l!LJmzR;%&MJZ2263hb_Nq@@LPXd4ZsHfj@u5{;wc zP-$<2J?TFW;w|+p@BAJbC0glQP8KjFB>DuU;V__k8PKX9ibPKm!9_s#d@9hBgTei! z$zRT`!Ml+YjM^#j^;9sioO?7$pu;V=E(VVCW16tyMkGf3Ms{nU{06v|*!^V9U^>+F z%&XVcJj~TXYXxHflk(Y58}4uBTS+&E*e=nudZ0vr;pKjawqUi6zRe20ABKwi0@cOf z=*{A+guhVYPz$x?Tv7M}`oi^f5KBPm&UQ9&7yd2tf=FWZP0lqi`vXV%H!+%dpN3Z> z8ka-!XaRv|io>iqkt#Zl6t&qK3$;%}`Q9cu^vu0W{~#3TBJ8|+xoy$*T zz`DT-Q~~{a%G1U`v8djb4&Xuz{DyPc*Mq9X!;(Qen0rq=y0^xod-FcHH?C4Lg%jLU zu#N(1GCV-z|GIcME6DL~%Y5v?Zz z-fHdg%~uYnM9tol=~Snt;!W0z>0as4Fy|h*ZAm?_fH`+hOu&%hAv&r*vOeHnlk> zRJ|-d&fGU!Z96$mOgO-zvekf|_bIhAeT(n$acr$}WMd;6qm%_QzS+X=Dt>z1CxUGJ zffO!PR}w0mh9{CiJUwZ~nWj8i1zH8#v6Wdyd2;39YQ+{>U}!OtMuJqSeBQh9D1SJPCL4gZhAw-cIH1|eS&)%-u-AmwuW#E=_@VzwKth&|lp9-Qc*im&XQy`=ob-XjwqNByb;k7FJ6a6PO} z07H#>f#OZ7ghmeF9dXYgO(&wHkK1$0h#Y1Kjvy1(u1K#63B1nRPkf(=HK&_G@fa|$ z^LRE@@J6^l3Jkb))yLp+RwoH79z;gP6KA$Y$|u8o8yq$J?t5&{F7(%lxy;#vb1z^j z;u4hF^VscV-5ka`N3ZIE(gI}sR&(q!4XjGt%cX$`W6iZFcbL!b7oF5Wms{-gj0elsVT6IMYknb>Ob#Uyxi_1TB7 z7{TPn>@zIe2=#F`iQDR?PxJsC1+S&d%d*EWm-|lUAe~-K;|*U(Qc;Oi_ZNn9D?UVT zhGt|WgbR^n8AVXC10ev&Q;0omFQekaFtpt1t@n1yQ?HG=LgvgLrYnWA1N!6h+|Nd( zO4O&pxuc$MUJJHQ7(cTNQh9yiBt<6`VMQ3P>^!m+E%`-=bfR|#`G|S|<-(NsC@Upt zPBell;Ztja?c3~%qFCs(zv!&u7bgAr>KN|!Y1{$tu#aj|6)K$pSAeys2 z=#mGUmcncrc^6>!S#frIA(ijNGj)#?pZz(P1uusMAB->PA4p^bK9IgdMD%5+!&w`e z$p1E89iKziACbS_>rJ1|H})QEsXni6v-rAJLl5VjX)NMpf&JoKmQh@Kl z-PCT{XyhLQ7b6}c!qyl_N{nGhGP^UaW1OqSW%fUM z;vThYq7IG9$HO4ss!$oth9-yG5dsT{zz+RHCg&3!Li8DwArx#Zr2c!VjA}d6O$w~> z&LGU}!_9Lv#ekOd;|(LUBMQOYqb{9Z>|MmNFqsPjd$fZ=E=2t*(JOoek{yHieY`6I znu!Q#X5o^5%2}iHlkzLm4xOjlLx-4@ZEkBY(_THAHucf8q7SAe!GaYM6Nu_E98#1C z;sk_XLr!*fb~`h70BjSggaf4hUxRPb$!H*JAR|=w@NU<1Fo>f{A=iX`Ku%!9ym^T- zOp|8TXgSgjBQ`LFL+hthA4q9% ztBVrTf&B+-N;W6}^Z~TkYj4zz*-6~3#Hq<MAWXl&4RV}aRBs-++T%%9iET~a6RHf*nHB7koBz0)EMzDHkuBgfG+aj7V zg~)X?&es)n#}Pd^&lfxfy*66d;6?)(jq;7qjqs@bx$#3XwG7=O56`tBJWBVAZG$A+Y*?OK#mG@ zYp2!mZQ8;@IxWM*3Eo{`Bh6WO5LpJ+=-#P45t3(gO@PN_mOVQ0Woc2A42dV0Bm7cJQO&T;!wbosB5H?z$t8!XR?y<0)uKU~;odshar~Dks zJgicjZLJe%fcDfUyWiY)GMw5>mL|IhRrc5)CD3E+VVWO9jWq7TkuDTNWPTWvD}s8l zXe|Nchp*?t)|kq3%9e`ikPJIZE(BWw9aeNNclwlM9q#1Vj!H!$lA$vvV7a{sOJ70Np_M|2xyaom0 zx61_w9wyBbIvGZQ8%B`x*vv&i_>A&#e@Ge|NfMiJJ|~t6D~w8`K>{d(ha>XYHB{7_ z`>D737M9nqK^A>$aT$W7muuA+Y= z3NKF-{zzWEbfx|yv3+@B`$qy(T_0SUlG8~cLNxp%VAJGpi6z_N5DK9Hu%?RVyoNh& zd)!$bA1riPNIp5VwEa%edI&gHdRb21a(}?*N>k+iOS&b;Zmo4E7WjVh=u@=yY2~pb z=vn=q;=R?)H*Ds?c|P^uj9+JT%|I9X@>Uo%}$gIh4D6~gj1ZasUw z(5v@2eNDIbJZUFski}5vs!xn}58K-%*DQl>T_@7+rr){c$8oTkzCvz!?WRy^X)d$t3a^Gb4&@WfmASSTl_Wr`q7v&C)@`$$|7L$Ph zL>yR9mOln1*F#VOJ(De+;V2(Uv)2fKa&*{(?cTVEt(qo5+Yx?2crp9Sz#NHC1_J5` z9mz{ed9>4t?8|5EFE5_Jwc=n@5M-cIps9okX?#;3`}%n_;n$QLAy?FkT zds^m%>iNv80xvhK7AAK^ZMi(g#&4!O#*EX|;2G;KjkCFkgoUG*W*0e8g+B)@JoIQK z_{{CA${Z~FSX_xkH<|kfYRyaO@sI9$>gHRU`4_Y7JRD~5rPo;E0`EIU`3~;(mw#rB zj~+ye+-PaA9#r#o6Uw#FM?7yVkyScPL5wQ&?_fxXiRB6lRx8o36?+J}LG)NIs3V6sV*7^>jrz&vtSiOyH#x3FLY!3~4tV4<=KH@y1L;=>K&KeVtA`Z59w zIn$RXkFEO4lf;KUEKsT*T3A>_J+!bOD2BDJFP;kKRl!1*7)PW4)@EXbDKYI0Ne`k( z4nDMOh>~Eo=dcgyaKrhq@sFWc@}F=?4cJt8^>-wiygV`ayW`6HR4{!gf>f|?7=+tQ zfYY4#cgGG%QWx!Sz87w|_fLljZkXv$2Nsoje_sq-MX7ZJB&;W^sc{>u;f>2lZ!S^X z{as|Qhj80?&iB>--mq~)j?HstjcrphX)m$tCa5M)Y$UrC^U^TLHZD1Qx2B;r<9N*!%_8pxv5eex&%>v+Z;Xl57$pe z%iYd4=-=78uGt62+qEyqS?A`@>qqa`M9vSJ%~$tskDH~rzlkNAua4X=e9bz7g2F;; z>*ok0AeJIc9!8md?o9e7h+z8Mr{$pdJK=gKhxf07vc>a^#a0)vjL*#K{Dz_1PIKd3 zEbD3}`kde;J;Zx5u0E&E#pAMV-_PglV6oEYAg~$boYHxOVO3DDg{fKai(lr>hZbkXg+ko%*8%8W6{~HyLeV*TCM&(ki0cTiPV=Rlk=ya%R#B`7mL`P#5iEV zZLR;>4>7x&?F}ig{q$M8P^^QP)5@2cwO<-r6`z?lmlun5I!mqtLZBiO$9|qDSWA;m z4E{_CqHPo_#=_{DIwZ$CkjE>$e=V7~(wC-zA&4ge#HMRzOA?w)fq zASm>O%CE-}Y{W`x+)sgeF}`+^@oWHlbZ=$C6rsa_-jo!v9uqW>%ZneEUuoQe?Vtrz zHdCCj>l|JAmz59Vapoj;UZA|wUB#m~1wvNSm%RZK3s4%7;zNnGnT>6!l%4K8;{-dv zHJ5b{aveTz3W=+6vN0BDIL5jYi9|67U$dV9fuf6Zz$B=5ovm^zmcG~|N`74-0?H+@ zO{2ly@!B@Mbz3SHq}7RB(^tTm0x`y@h*8wz$;NWT>E(|^V@3a=It3 zW;ql zU6FOxclqcDyPe_`?VL)>%&bO18&0Hb>8H$RMq>MIcuGcu8|>Ycb-~GfnyMLKuo=D^ zR;@9vbVbl8$+DGR7dq_zxS8;seTGm|bjlVl3-caQ)HwdQu|wtqQK2}JKsdTci&sf) zS6=J!{LeL6|M!w?7zbKw!UaQT%foWD+O47vxmj0`VAk8|0^9Gtj+NjKNzm%_vRx9e zU5+5FRJzf&o``IH+23$vH%8SOxJz4eUw4sm+l5j;(6W*{w#z0e+b;_8DHkW4RG3orgd)TC>{89l7k=h5boU92u}y=lNr>jl&?0$a_HKyHmkaa!+J%tl|xq zLD#v{xNj~3xbg5Ah9lG2G9`c5VmEFRO0OqL!6E;^3VL0DgK-eJ4SGSW*9~4WgZA&R zNAiKN7b0%8+9>PLaCoqAd1zP*_TA$882hC58naqWSu9!DSd7%> z4#M(tzs!T&_UQD!VMEz9A$!OT=>NH8qUj8=R3z|zl|jXGwx0V~iK$p-0MDy{a3SGm zV{!R&FF8E<-;}B;aT)PHugln#ePlC|el|YKWLs%!;u`fYc&)$65*{<$0#UKatYjU& zW1w$P0!z>wEOi7+Zj1}KMKw)65zHQNQddn-kadl9!OPr{4bMtX+|*-J6MIowQsj4% zwL^IsHdHS6$anqnGdtc&?Na?z`KL@%aFfSqdc@??Pttn>Q&nJAJHa-|{PfWo_ zog#TtBu2Js@ss4i>+wzRG~DpBNuH|Km{AVFWWAVCuhW}E$;nB#Yq|!uW>GpuS#Ns5 zWGS0W<+4-xs@9rDI=G(j`FJYX;d-Ij_>d~T@HokKbjak9+tc-&xIDf0S?h{EH=s9-NRK2wlLr8wQr zJM2gW_hWA*S)E_)}?x$FYbYAwIDZ9ykaq-~%#(&TS+$=mPI?;4+Zr;e#cyEq3 zk>Xydc=yw$(MonMUC6P}@kYg|*wgc5D7RCp8$Um94V^Rh^~`w+QR=ye)m~x}MeQKp z@yuC1PfzhQ<8Aho9*dQGB35!t=7mhFZvXX3#cC%cLb@py2&4jgc908guSs=BfPjLI z$3Hg@mz~(ae4@Or$1+Ef8x|qh3k*zdDH__BC7#XAK)>ZdA+fX4_G|A&&%GYMjX^_4 zJJM+;u8Dclx@5oVV$8}tOtNlw%U<`@cT=I+T?iN2V)j%1+waD*3+`x6lMA7|_EViF zVgyzq1fbpW@vFizQHrk+lPJF~>)XPz7^&?e5)cGjJn=r?t)z9OXq8H8JG@CJilc_a z(r?5>->*-zb=&w$(($%rR0V$EL;>@}c-iIlm(aMY(@U}7CBiAdU?O}}W|^!;80GE%$* zZd8PjZ;w)$R|LF`a#Xza$Ma#2HN$Xvn;FjGo}VBXN{``)M!t+vsfziT_}g|6mp(eI{^4B+F@6 zxpZenRJ|lC->&qcDhAzDH_C(ISdAraoyc`4+MlqR=ws@{tp>4LM_#=)L6|^$wq?<5 z6qDxm&TLz-v}ll_oKkHn6oEfNbek;*?B}0#^*}jn2BPVn|<%c-)5`l&j9IakE zPg7pYhc2w$_S+N)O_CFlL{mtSr&?wthr2zt8^f6iR%m(fD9I9`UdPUq3R|@axqHqJ ze~Nb5;!jzH%~dkZQEqygh6+YP`Q_Lsjs$)g?Osh0JWYY*+sf{LG=cx98ephE@NpDd zuLv{C_<>Wl{9-}fFoNSOPh>1}DpG)=15XJQpy`NK29mh7VyZDF*4c&NW^_FnSf*hG zQBIC$)Bjo4z>=`R53+?eOgCd<@2O~QiY|C1V?tu~4nn<7-R;4IsX&oBAXMw&(IE^x z=}74CEg2Nm+!We?@52!)q19o9arlIF+0C}F)$#}L?yJaK{-6Y{b^*OEv*OhTvhT{C zY&_TRfuGD55B;qpvtJF+j@{QyeSo4tNH>}~xW+OJJp)zs^y0RVW5HJVeCsi*zF>lErsCXv+kx##qCaQa9fbbp^Z~Ds zD|D~6%&V9CGT7c{bewm@;C!fCCp_s$+3!PTov-lfdhzNPAujsa=^o-M@^kefv`!HH#GgJmgKmDUadmeB;YIUa z^|$l&jXZj~Efy;-N#`u9D`(Cdze`=@R1@ni_sI(A_h;s__Ala1)mP3OLH4CW-6f+8 zaY8!6`|FK&xZ%1sGMtQHr(1;hrmm9J7!N0(I#DJk8&i7w7V@2sb^d&dd&>&4b2Fv; zA3X6qGSX*RoK{OSKU597yXe``Wq!NX`!aa~jf?4exgx(#ANegkyL4ESP-4d3UVCL- zlMYE%ER^48E^+0h5N-d3+x2<>2(_&hoxOX@=vAv9${i+A zTKdCA`S^`T(#gk-lJ8-oWKU1XWTyi&pa3TS+9-`}-&&Bi9VM$Kk<)n>*nX84%Sh>V z{gQT_lP2ZV)C`i%lqt=pcH?!Pe$J#a%cN)C9$`_rGA~(|&X2w#JZt2RzcC$>54>>X z47b7n+S8;)Q?L6kN$_;(Vd`4H${%#ex@W|UuZ#7cqQ-9B@LJsP8}wlV7r@1M0B>`3 z_vSP29R&{bl6C1@f9vecIC~`5*q22)lqsouMA-p>0xI)-94&qaVF@i6Ha0#og0pn3 zoz=4UhV;5jsl|%~g7q5BtNM51wHn#{1 ziFmW8Oc5qZF?_?%p7LG-$5q5pUI&%9Pu_|T-TsKPJO5>%U#frR&o}SXX<>LXIy2~J zd9e`f(CXzo+LKVgot%m};-o+LDH)t=9>RE7yx0Z&VE*q{ zLR9JIGL#cvNx@AoSweGKr$MkfAzv1U>ITLc>g@?*F)eFt8}piyDfHXQQxa|D=p z;#jMD%9r!UB?I_TULZVCVRiQ@0EXwnX|QvEQy`q(>lLtS@M9sZZ7M_rCY}%)T75pE znVoB&ro2%eAVIRi%YMFcnRZKo#oy0SU;_9vhF&gEE%UeNj^6;296Fd+f=dr zm$A885CPk?!Sz4bjcfpdRy(PJBX~HY2Lw#22;pE&VNlBun^x5Ckd1Pr(p~?Gb;2Lv zmeHAiIZ8p~h$@ls1DQ3o0D+?I$$(K%XuWEQnWA5DU~+$lVCro1*JYMu*^x`0cd7w)|Ar&bqw7ZWp|LH>|e8QC?y;XhSym zK@TO~VQ&K)z>3D=CGLSG0fj?O))h<_-dO#qP~GyVx5dj=QAaeaOFYmuf(=6h<@spx zieMopyjYXq4JWEHqh8-UN}+NT5v-NxO2(9fOB4nj&kXp$shvv9OXjeO5#tDP09J1; zz18C!EcqX+GF+=bzXm&^Csjo72uE`mbRjjFx1_Dy6zzO%bfQgiWKddp6Lly&uu5o~ z+G-EM+7*v|#~+~vD>wN=lgnW@G3B}o_+{Py2vS(@aARd1i%qi;wkO6ax-NVqx-OvU z8=MCHQBWvgVQW|%E8uYR44NV2AK4HN?%Z{0vN^R8xM6o+0YfSRvfKOX2tyBzDLNtS zT?L1TGh!GwHkD&#t4KE@yoZCHg!eJ>>pOOJSO?tzJ|nh;P=pIJif(5Lbvba+;4wD)vdF==MNq56Y)zwj7xXG z&(L*IS$xJ1PW6ptLpJ4@%-2YoHvnIgQ(Z0cVPrO5K3i#CR9X1Ue6={u=U8<6&SCyE z{b)7w_I~C%P{iWiPx-h?gf#X36!-UuM+1*Lbi6m)>vg(tPSL{fRbZou$GybBJR3OV z^(B<;SEZ`2?5nI>6FO=!^w(Zl5y#AghH*n2nWHTh;ID295<6;zUYR$fP71G-^fTf= zY}8!@2glg3h}HghgU040`I#;UDk%CKSLSDB;zUDi!UqdGFJ&*RQ6BQw;ddd0KGpKB za=+;WO`GV~S=flWPVoc_uH_e6>2ekWOXKd;n`8HB{RFd53;Z}I7ppF-Cj7k7<~=BF zOxZ*d&cG*w@;?QV&f}X$q1$&2$@n&SBkAkt@x5s#vCq$y#onE5`s>*IZ1CTbZzVq4 zD*KsIyn{`D;vX)_oYU-vHr)zV`b?c8Qi(TH0K(0=j0zt3Dp-0;rZY*m9ekEZhlfTv z39B7(%s4&_IlYCr-G9)Fru**K^xHf3d+^yeuW)dHFo9c> zNgwn!d}$_Fl+P!4I5*NiuY0+k{L*TW^1%zoNl)4#(@!4=-)gRwrZr~$Ji+1YXZFoP zo|b&Fp4nA_Hb=VqRPK6Qk|yzk@T~mE$w-#1tw3_>TJ?mv$nOTt8Yz8J1MiU!M;|pO zR?XPo=rftuf7x2&qVMr`m4SXtF8F!Yx2`dvt<0P3wPPUY-&pZ+b=r6RSF=53@A|^| zt;5p&DftC>J*PkL738QD`z))DQihnUb?PMv^C9AEfwzt-vpBkBJXwetQg@3_z;ANqgr8cPP zHL$suX&tC0P?=2rtA1T?{6(E4i{lKislr^PKe8;`VM;WtA1-@RPY4X)Cs((@p?XQF1PTRgTLLwH z?H)WtWEdMUE0VZiFXt}-(&7Fo6|Zm|Q~sM0Ilqfff(7c4972{BB9+;F4eQSZqVZSS0Yt_mOchw^!!Iwz zhfq*{cBXVh@-tHDgi$khz9@!}xSL>OeU9F6q$mpyeWw+*rWO6hwiEFz=e>m!23sWf zmP+oN_=9{oJnd9~)9x#L&x8rSyAj^nr>mbhUIe53)Kr*8xFHpI zJLRO9yWMaU-2?_*vPaPOBpsZ^9o|vK3};JEXFRbWM``>xT_(&B>nIcQXXV%|!jT|P zZQ=EtlL~leGz}v}a`qT~%M~k%cJvf5ZtG9TE9TeH)l-t@dP)Qm&;Sw4vIqKEE^AYC z_O3W#=f(c_iZ0wliA)%+i+?=ZZKFF|#fdQ?V~~vW0~ZVZ+_hkNR#|q6s=Ye;Q-Jvr z@>(|oVx5=mqAk>uF*u{Vo{==CW#?qDgK?WNdzG5eEx*|syA!XBc*x4!fx;dYYeGL^ zL|OX7d@cfczuP`h4C5pm?pT(h`+)uZ#u3e3V8Tj|uwK}?5o)ptDQo8oz3|gIEKnV$ zkQ4UV5}2Bz%VDS+ct~*;qr~RWUP0g zGpNx)m|4Zzpz*r=r9dX%rBPdIU$yY6rdm>*g}e zB;RemWzN5~-yvJh!w#IGYhmc$IGdm80B&(dNOnJ&ozLH$>7Vg)D&2LjJ!@?qAT^lN zc1pY36{tVOkiW_8&D=4Z-nq7`H;?tWc6Qmnm_Bxe7T65xJLEfYovxMUx{&Ah)P7&* zmY=h4ffY>WLWjhkNQo(6*?r+LyVpHtci3Mn0RSS$2?ruTa4r&{?yu|)wj6uN?t|-z z5?==Jw0SlQarrpvjk*f+fS`^i3G$K}(e4R$N|`$&W_+1v)k&G=-V@&yll{lFE0g@j zana8p#BpTHKS+w@Xv8Ki>v&svL+y;2c78mxtbc}%C4^ke=j^ao^Fm56vV2l=HeVo<=D>p&FlA! z@%^uQg&fx$^#&4R6H?L8-ow|OOear{<&NclYyK>Y2hA|K^4u2L_V7^2O05I+Xze*+SsRv>Q>J#o zIj)tAUX|TZbw6-)Us*=#f>wC3^J-J$7e`WXF~7&rjJArs;*2bxr3;9#lDC}?tFII7N9u7=*s>B z3`^MI>WL%U$}n(g@g{Mk?!TwermBe&aI!5C=Xbqg0|ghVzKZAF1EhGs0#T|sF_ zfjj$7D~Lnk^Lq)C(9jV|V`l<<%N2n64}{CY3M$x}J<=m10IgOavO5S&2I(5WNdi&K z4tL`ojXq5>!bq@O{^0pjVoTx=*7-L!+$S-S3hg0VBM#@ChS=t0-}bR`UZ-vJkWvuF zB9_Ch8A3P}fcy(PNOVMTAHt2bn&Rn76jDyoTYGTsac%gIpFmAx(hL^Ho^C#h%9v zf{>+u48m&#;4*hUv3-d!TTXt>5#7oE%wH5;;$iy;ce4HAzAH|S;)GZhF)z;Cg{K$6 zVcS9H{`vieBPv@2gK(lK$A2_||D}r9DbQL=h4}N%(MbA zEseW~6!`SsD4 z&=H1>51m>OZ;IOy_oeV*#UPuJ#*H90)JfD@FYt6Kh!MQoAu1dTyL~JJ75mgKS*NI} zE+q^-WZBaD#yw!YsvmyEm{BflHYlmr+9*HgM&q$Hbmt}od->06{Anx>u}>BuJUs>Q zo|gIeU%XQ6}TzP zL^|AScffmp=)5$!7Ky(@1kCa|yp~_wuRZSp^L0+@av!~B;?Y%1?ktFI-9Y2YaIhTs zh;|7!{MAYCMQ$&`(b$||R;z5|p`NDeA@& zRoMD^ezVCJbnsneB)H3JQPXms&A*xDy1i_v-J{`~-c-tROR$-vY`8|dDNtTw`N&L$GvC3^sQ*20eTg76%Pb^O)9Cyc|D{lZJ}D`pHfz4Oc?gC^J4I znTIjzBuKF3qZ>J;id)^ukA?7=##&x3*ABrt5=1&lkV4Pg8yV2M{2cN;Smevgq*6hwS9dmHBhgL%7gk-2$rbVj>BwwE^1R8{58)b01JN&@OY3iF3%ua|R(d@C(fWlA zi(8b?cKI{E*(; zCj54RUZOXC2O8Z5uS};m9&cn+)Eyqve#Gtx!6ZMe_I9a=xPZO5!4}96D6){=Wvbs= zFPdGLJ#*0hQUAN5@qFR35!|D*e_!4$|I!$)xE>EyRULq-n>g=X>{536{}Yk_>67NKu@sbO4}>WpLb{Z zewu-8croc3%1V)PMCg_3U;Ay?e9=3%>DB!#?=@&nEcBS=BOFp)#+p{cLQOxhn zzWVe)ox|o)gOh4gCUw6-D<=(U zgi;n`Viy*{0_X3gywbh)`$VMscQ?K#T(%^LS$zB!-PGCSp*Vuj`l2!AzVTaS#;8Bd z!S|SX!*TrB9{Y*P4c~&SoLysmA9VHi#KgZ0CTbnJ>tB2~II9@AP3~##k>3AsTYMfM zm$a>lRla|0H9ly2bg%GB8(dE`@GbdEhOoLG0gIF02{=&wL+q2v8=x$b*VnNv;SHy+ zbYdUBd4H4mN~ipGkt0++uI$Cf%#dT0FA+^|2OGrAKIwn!F|1}hM^aU!!rtCm^iQUs z%SIWuMvqaK#q=uSn9pS7`CTie=`zx<59w>88a4lE=b$D^CjkH zvi_uvO-=;tRya9obKN+m7JDVC9{`j?aI@0-jDJ(et&)u#4IwMzRxOZ9*iRjiX(s#V zS?amsZ}r(;QD=UmRu2EvMzx5A^)`fC4PsuBB+wdfzCB&MHm*X=GFJWLr^ojyl|`cQ z^t4YDp9ex+uOj5va8BLLWr!KvJYG}}mU+F-7+bsqw-LPUdA}lwqNLxyb5AYh77?it zy;wge&(vVa)7vbkGb~-SZ@*(~^_rpN+mu>FR+7faNPeGDj~SMg1fSiEy=asS`IXh^ z+S{!0keC@xgvgkYx$2!QeXi$wo8R0| zxKR}xvI?!pW|L>|-W%JRb$ux~Y`0-|rA3{&S*up$cC|GU9wWr#e{hi4$9bIBJGF(k z^=eXIO37>FeM@82)w*3WtLuVUgD&0tX0vX+8#sIiv?X;uKVzTmrQI+Lu5GsnbnO(c ztw|2b{j8{Tts2Yfa3!!67)iy|%#?>B>aFg!wvc$zCL3EiL#Qmr)^tL4ecf`>p;(sG z%0<_FI9jxJJoat`UE0t4T%{skXwAp(2^GEg*1IB6yTK#35fno|9?Jl1e}hFlH?nJ`iB zQ$1|!YUW=b#V@G(5F=0qM8@V34yd*d0>M7mf`@IbC?cMRaM%rpODI$)%k9L%n_Zp$ z%i?SXz8#VFO&9NpZ%u#seDoZSBfdZU%)lnP@>EOFL7?I#Ke$*u}oG0qi zJGeU3rBJvF)TKx`ezbB!lx6xbW#nl{(1jU}f0SOL1M>3oFfj5mV^}Qm@{6!+b-Mr^GdDiEvP3{?!P-2&ARtKBMPk=)o5 zb9L0X4s&(V_@Y0NMY+R~qPw;8kfIyX=}6f<*m+3VJxS|G6$nMmkX{mo-@xUMZSz7L z_#eN@b)-D8{3!bJaMXs{(~DwY)sZR`%AWzb^uv2-)6EL~n6Ney8eD0ZmW1Ip(D;?x zyx<4$9kT+Uh#3sa!e|?^{K_3(cmoMHqH+(dqKEaOLIR^aHQ0=Qk(TjnK5_X5L$=-P z$$*+;RuGgRqhMJWbHj>XxzmemVAL^d{apL8ZRgV*am)&Va{o0T`^HeD)90)et5?UW zg(So4CNj`WQLChtWOEQJ_lErwnG3}|yOG%CVkPJTZZgBWtvbo=M!stkMcq)2CT8bX zKQmZ~f3Pxszf=Bh^}{&C-fOcMv=+vT3fXL`R{UfeSg+_$tUrtP8;e8tYSZ#i*G z?3{W@;kq)E>*xQy4&UeICfhfyBD5Q;`CizZFG&a4qfi1*q{D-Rk0YGzh`N(dl!-gnE|_hai?u27i{snx0>PKmC6XM89zT;+*J{> zuk&!vxE(MSQ?a<7@h>pMY<4evdb?{HD$)GYU#zNmUI{Yow`Ftv(_Uz#a(Q9et`ail zgeBw|?BYJV-0^*Jc5>QjdT`g~I)n23ekYFW&=4-e(H&OaMm;_cwLd-&u_Hg!w~FM+ z{Vs5158r@RLjtt_UE_Xy3#)M}1=gO?meE(3v`b*5a<0(O+Si{Dz@9AXd*Zce%WAg9 zC){UC-7R{lY^KMP3~a`$%wh$1bb6`4IM<-|cNnAyo)9Ee5KqUb)T@>tQnTBH%%`I3ekhAkbuE2{H`!-^ejY^`HSSrm0ab|oxQm!pa{Np*b5UunP|v_A>H0uaHr&|4^aU2gk0EWp%mIesO6lf?y7UEaTW^ppcwv zkyqJsL|i(=zY`x+D4DybcuYFRk zWNz??3dthoH%MGB9KCZdf~7Ce)>6($YMMx#aClJ&OKR`|Arv>0We0p0E&*1C3e%Y! zfn>-Tw1jx#dc2SfnkEE{eR2`d19eTmAH=I2UZAe|Ac{7Zoa^KsmmY!w+f^Q zmE*gfBaJaE*@GI_4Ai!cjPJL{i&MZlF{ocd80h`k!-&HS6ofTCk<$S29WVLOKZHhhj%LcUo_CLayC?Zq!i-NvmjAMN^$6tAFz z+^U7a*^muC&Br(%=rl*>LVDQ)DoMLYL8;N2vdg}K;n;&=ra3?-OqH}vD#Vyi%N0v{ z4}G=6SW@E?QEn+d&3K?pwC{$o&$3eA{I}Cu0$GlaBO2lTW<~_rc6WyPy_FY9I?W6~ zRS!d|6bDQzsVLi-6@s6O#TwqXuhe*lg4+U-ad5tLR2iv&# zKasH0Lp49sYIu`xvVTgxku*Dg4-@lWh7so=*9hbp|ERRprbj7`4Py@;UL1omw?7^= zA~lY05v>68VPuADo5VU{@Q)P@-zQcb{LY!argpd43=}T2@5llr=scr_w}m(YQTzd! z@vSn0Ce#-SoCgyGU%rk(0}7DO-%(XvE@fDc8dnbv)NSd$8#RSID_79wRhudp6O|R( ztO6dJ?(rqLg)v1co`Z^JXD4ZkbP2h-p@>b3$+REcPAm0|qS^iE>=FKgfZUQ>Qp=qE zYhl%ZPFDi*8sHHVC?3pPSha+bc5aXRdX$oc&!a(u@uA_yr(7mTf+S)^xP;iO|NGO& zSV;SVP9D-O7SeXA_`QaSM753gyQlLz`7rF){o6kv5Qb_bF9Ftc;&UbkuFAxGThWDM zZACLir=w?!$MlZj@?~|ei5+~}^Wn)gm%UWsBHC4_0DS(easYbvuFtidrY2uMceQ8P z;R?EHSy!9-^HcBG@^!`cne`dl7(V@qi=I>r)Ksr^QxQw*!TapyZ<}+rBhFs7WJ~}H zFlTjk?PB1ZdVMXDl5FUVZ33=fU)5p&w}P@S?ZK23?|-MHZ*xFUKGyLT*-Z={y7RAu z)Wc3?gbK#?Q7(AG=ZIR^c*0#D7(eN|bTVvTb` zS>KS#d-rVAUSMuC{9t^O&f%n1Fz_q0tm`c-H3V+&Bdokjg|)EZAVtPO zwzoICpQX|4Y>0>{mbKQl^%A@1_3L8osuHF&%d~orEbhd7@L0REgW-dtVijWMZ$aNcV=A1im#tr)?95{%&7{A z0;!i_7l5br)}gFX{<2aN(BO$`A0vQA(g%9D&qRMJFPfl%-*2`b_SWa!y{r<3IlyhJZWXgQpuD=g|wU1Ka094mvcdxFr#lDPnFF7U8 z;K}6CrEa)X1EjSV1p8QSjpZ_?4D}zVJlIY&M!`uMV=Vbw{IZ>dNI%nREa)?yf@Uck(-q>pbo|P=4n|!_ zBfwVqD|3|j`r@su?uMfPz36kNUpWd+ig*l8zw)jUSHHM#s1|=8);jp|OS#&Qj4$sV zf0p+-PrS4KGrV8OFACRT9?SQSgukh2yMNOo&$G-V+tD%q))ZQoxMUMUw=vCKY_Gkl zI5PA{W1?LBy>DOZ_$ba$ZxZr=a#_X8$cmqUKXJ0&*xWZ?XoagIMiYJEVU|-V>)z7P zYe0*KI^SzZDs@t>Hb<5MWud(I^#DwG6y_!?>)0G$385_2^9ys&zdQbf;TOhEh{fTb zPo%GmXfY)pRu2DgX>c5xQ{YK>{RV#+(O&0Cr1~KqI#vEHIJs#mW)i{E^wjy>7BB-o zZ7idgW@6OutcC(4nS!0Z5=(q%nD%Kn{+c@@i{cP`k?AUz4sQj@?-PVQsSmK-*Wa3y zoZd@xOiyIB=7UIO;h-GXj~U?`FQs)S0wtx*caj7fH~l*Ui;@y{4n_kBy#!J@Up}B0 zbg&Sxbq*$MtmO`KK}qSX4P=?eL-T-|pQ*BJCqC_qFa237C*`rBv{J-Dn>H(0ft4h$ z`0BPsojHnS>IO}#)lNRA%J2zp^Bx~auD>W2sq;+4e@#%gU8@V}&B8_$^KV3I;RC)+xT
z!<(2J*P6%Xx%Ax^($uG9*Odn8a=h{stN9KZ4qGKtWp-b$`-F>*=+=s{c-al*)bk?D z*Zt$5#=u+zv}S#5zuG?w0zI$P85Ltj*)0#&`v>u~Kc72baE-p*iJ?wy4G*kb^kxfh z_4@8QZzXQ47&F6(W{Y7`fepMv+ri=vmDG>AbxL72Chd>gvXE9)O%Ht{h1H{u-S2!r zME1G&g}i$A6SB|n7c{?!IPc_0WK-#XdE!bn)IL+M?>F!KD&K9DlkC%6x>fr7J7NBn z$$Yzy8oToz_LQ_5N8q*}m8kW$y(IJ7U9d`XU6_`gYuww(y4I^X$-rQXlGS*I(Wo9A z^+AIdBO36F%Gb!?PyCErVAt_OF0p(1Ay?Rwq)r1o$ia`X{@(6b-n^vdUNL-x~duY5kR2-E96>YPBGY zkFe(tZ+A=bqPO7(R2H|yey{$Oe1U1z-s>b@Q+ZwLoro&uuP(AHYm9I3`A5U+Y3 z>J8ogf(X8K#12D}V8C`R5joo(ghir9pDmd;PZI+!=~ZlBXH;oUJiFR-=$R=J*knVM z7QWl>z)KYZWc!VS<>pJ_Tgo(7lgyS4Jaj^5Yl@@7PsJPK$($TJj!bg|h<-GE@2UL? zTlp&LQkJf0+TdyABqwT5--{Rqb`V@UUk6g*+x64Y4#p0}4oixT)azoTMuup?r$*B3jbn6Ug`d3L=<4} zU)AS7AQr8`z03EE^~sa>Q^o8hCH6REYLPAy)%EYE`X}maY?5ON!KSXJZd_q`|A_8{ z;DrR~={&oX=IOlXmq?Dq+gR14_ILR_A7?s%#R-Z0g_7_dn)7onDB|M60YB(`c%ukV zwun&cZBh~~R1qhtf$UViB09GrD70>}wRG4V9X*y$?w=BTTDaX)h|FtiGoAkavbs@& zsIIcPrjXXAm#V(&&5o*_JQGl>wRl`y!;z^^1RI6%+UlR19kAL~&3FgVYmF5;=J%*Z z2yN7<*Kf2EiZQ#HnGg3Q1ODf>5HK?mUh{HlIsEq>F_k(4p%$P9&~9 zO+|bHI*_pF%OELf5E1z#cRic7+=!Lksg6M^sqNVxZdlP_Ly%Q3apV4Nk`t~4TzoP! z(DJ1Ds8rEe18Fx4yZ{js$kW7lA_6nHG@2%|KQM-k6wxxxf^E+@LSkKiO04@lDGSs@ ze(Aa`Xq54YN9s#m$9-Vp0l@`(K&Y9)O?uNr)gl;T^w7F5VE43?yq#1U2i6IuU>;0A zK-46VCZ1@HMKbh(-28pPMGsM2BO3B}FmVao#V*0mjQ@jz%V;QkgtQAxx>%1vKTiDx zz9FtWWov=!H*hd^Z;7=4$m!oh9sk)0px|2chZc0PgXxn!GS`1d`tPyC82=h8L-TV8 z7t^1{;aAvJM(SDLEzX04%y-!IoyMZS(+QfYbnktiwD2sD59zv_^e{Zm04=`+Kao9X z229~9>~XpHSyJ|HPzn*hQjDeXaALg<`-Z3Zt^k8bNs^8?4`~}Qh^r*HQcLe~nsi1< zY6QjPmfoTn_q`h(x)CL@tmJ6-_7Vg=NjtQxI(WHDNR;_Q%#&K4BcmST8W4>d5=xa) zMDYjkh8bezbVfsZOUXAmLa0b#(2BjMVM|2FX#b&{*eIqFEQ#??99u64;UI_7Rd8w! zJcu=-1@ntL&W7mNc6X!)TV;@3kef`b^ug567CpHI_H29foQ~H2G7KE05e6o9hFdNC z$C=bjsJN(Y(XWDn3Rk$q)KoI`9DhV2jMFO5pQZ#M`!|YtrsS`o6xc@ zScI3xet2-zc=*VG*YW#pnsTwtJ72xD_Khk#p@lfprgNhw@34W+O9!1e&o2LJW3pMF z7oKRA_AI=MSXS*+X7jhUB+uH#Q)MFHi|o))^M=oarxXf-rZ}aycRSFE+Q1)_)9EAL z1*wolg{>~1_>Lw10DT}MbZ&w4DuC>gDyP#Scre_>SYS4I*K=BA3;HyU`v8#9%Jfs$*GpHafjgOEP_Sf&;=K{DCz`m@@|vAw?1W z)63r`&Xi?Q>IA7*Rj#}6R@r02vwW(gCE2EUqC8I=Q0Htmt1v{eZo+P=fOM0s$+p;fqOOn-Vl}x| zj}@*Owb>lAITw;Fa_#BRKPKjJ`SNPF!CMUNborv!-yJ2VgNN zwhc8_@h-vxdc8x1%dgchlAdi29POpuGs~h@78vk%kXNqt#(pZRE?WDfs;sEA$lN;k zgAKNd&Cce)M;*{-`jBi02#(0*e8^_uh;~@f8Dgw?)9-jrOBjqfa(Mdvw65PlKUaUG zqN<4Zu;+VdXgW!wuS93@Xkq+r2-{n?flH>@0!%pNne}Qp!APIJBXTPRpuISO*jXY5 z&`mqy>%%?PhwnaD8IZh}75r@|tA?}}Nvjjoi(C9tb(v^+?1$}_xo6Uq>T9Zp>Qj-H zBGE;|kz=HbTG~2@^h0+RH=ifG<3^eOLll+E@wQs~bP`tg(phZ6g8D(}D=~6zG@iJc zbW!L@MW-t`x5%5i&gceJz*x(3?7lV#b?i!ZT2sHa<)Upa=3pUzM(GhYQ(e*65lgf~rofhP}NGFY+-e7#c0gf;7eF62{bQ~i{_56@Z$x%O z1>y%|gJDENF3f;Zp0Xw6R33bnuxH1HTHFU;+)VCjW?nuWq}z-yJk*45(Ulhoyix#3 z4Tg`tq+K5hy0Ez4K<^)>Q-2W4w!01MY(FDydt1;#9%4x0Y{WLn|2Y#x|wzdT}5?m&Z zp#Jz4)*G&32@_f4KLj(43bubBRYD9>GIS}ez%3A>K-LR0w>0(j#=GFx3>sWeE^ z%wd<@ZwG@ch^2ru{ju>qY48K<|Icw230^RRkYEP`uQ7W4&o&4C5O8)!>es39@~mBw zq^(*Z#zG0MSlD~QCLNH25;WO2#zdpWOmw9b7k2lD`2jkuEn|^aCSsPxJ25O zQ%V_U#8cFTHT?)5NkZ8sX7}j2vv+YFC@7(ZH;W0JnnKjgj_7rr&Ip-NM?!6vH z?3Rmx-fxGsr|GeJYTbefu#&oUWI3TcmF^pO)w7-w5_y6252~Be55B!qVJmMO)zg2QvBx#6q}4H;?{ zc~^S2ANuXdiH+HbJR;S{u(LXmlZ2$o>OvQtSI>=gQIm6wLZ)L^sQQKE9fxwa9aLgyEk!ZnD&b_#+hd*T z6au`*ivy$k=I`j<@Xvj=DNWoL$3G`G4CFkR6B-%`=;M z2-hw&X6(Q%W%nQnF*{SbJ-7ihg(T#T%$TaaVtSu@cgNpD zUPUt9ywn%3T%DdgwotdqrnAehE2cM&shaLvP>`Nue$e#sJJsb;Jv(jX=~y9`l)P!n zw)cf?;knOkuD3Rs{6@YlM=tjq5%h)kX_UU}PoTw1G{&iprXV0Ypn(s(DtONK6wacp zv!lSM+`01WUfOa3}e zMpk`Mr=Tmx{s}85%CCr)jjmZ78hFVmP=xZ+dwKm<`a@>;P;bTZN_I`#1NC!;#@DiX z)J`g>7%1%LXV(mfOY1;Lv^}G3N}n}n103`=?44tHjveoGrq?nLrDXT% zLIv#0pI4Eu1!ylWszI`l)LyB1b$+<*xv)<0}x7)=lKitl_-3Tq*kGawPeQ_2-lw!Hd8X zNEU(oe-71a#N2xCmqxJsc#!#4CvHj?C4R8JZ^@%fjZmlY5IScgNJV&#)i+|*L%>6Z%n4PfF1%Og&<2W?CS#>C0m(?3+u~w23kpZjUG-7wk`30 zM6k0#0p*Yzqr|fGt~N(#V|?pye7oV`s_1d@yB$-pSF26OneRg3k1tAAASBl15D%)Q zt=?G$6X2Md^P*zKcZBz%Qjv3@X}f%x^2)FEpoa16)twx}=K~!KqJASa_c!gH^Dbd= z+tWK|TpFf@A4Y^P-o3;xKjlh+&DsAUto2zLK`0fMN(;8NOp)hYo<7Rs=;G?glT!(0lo2xV#Jcp zZ8q1$@mgadan}oTY%O6BHG49N(rj?XJn|mHx<@`cUf6}xgPLp;@O8kM@^!e9_h_&T z%drvWnbq^DYf0R`HsNX2Fen*Vqdc5DK4#hj0L&|_k?Kb{pf{rVJG|HZ6W*=yZ^Aq2 z-@G2xU9`I2F&^agRR6R`;zKfT<*QmwsT9aNlG1JSQw1HKXa%RKe4aF<^uJa5lod}N z1omG42KJKcn9L+4|0po}gFJ$VVuG-&p@6M->O?Z%Ks$ffVcJd&gwDao8EG7Co(5Wi*nYx{^OuR8#4> zqR2dA`aLGfA#)=pbHhz7Y=c6%(oTd}&L<+tRYd<9gO4 z^$I&FO><;{nlnQp4KNqLf5qKqlv<&z2?L8ua$Z2uBV)u z&gz@&!Y{*)#hN%Pmm|lu+`b?Pirp5yH@k|yNUxuqX7_#=sBupfmbqrpCP0;$!(Eom zyF|)eWQ>*o_2ZuM5MZZjzo+dyXT@!GB0KKdUs}(gY5QbFSD15CcK_+Y&YS%H+7&6c zz%v({(J^ATuTEEGB6g??Dxdv(n~ilIt6yau;BmSI7YVZiTNK|SkC-I*ymn9KuF@L@ zMD@n%wIicvwoJkIE*5Zk2$~}o?h^9Qo$TIs1Q)>6!9u<2L5gKea~b^m^ue!zooL46 z3zMs9&KL@}D6d_XpE%9T9uwEv7G+6XMG@8fuqK?NuBEc@gRSOV<=r>O4n-J}jP1Qa zD`*HI{!R3ea!vdX0}^q)jd}hyaS}-Nk z>i`(1Ax-o=9hqH}*Vu0*bS#|s;T|d$fr^DaDG6^Z0+nZ~`)Hjy@)aa=vd*D-G&V=& zwr?J+MSzx#?U0DXM&QzeM%2_!Bu&RbfS~nYsi67eB0Q72@+|LD-Zd-YY39(5T6@Fx zu)b6mSsJ7b_j*qR-Qw)K$m-!PmmR_fi zkXYjV;S8h(B1&!lmqnZI)57I^)j&iKY$u9$e>8iA6KUf(T)4gJlk1q7YLl$DqB*mcD^y>yrk7Ap-PpL<^$lD1$gB=N^Gswd zAHhNMX#It$h}OW=c@}nKEl-%sr4%r|Hc)8JaOPJtn5qpqL1ivV`P(>67W)6`km!L9 zNvM8|p5sLRwvl1xVFp~UaA#dCO3!i9atjeW-a;pDTG^B>a=K%o}05mBHhr zaR%zsebQ-Dkec&5+63}4)cqE$$NQ@E{1$99hT~71$o!fYc)con*(t-!JUo_3jNYYr zI(0PIG%?fI31qA@3O}XU6EOO$#Ykf(Xfb3T7Sgtvo3gXx!+EbdQ>))Wt()O8%mjla z(@r>hyTLqsEiUO^dI*_tY&WS+xOpXWe+F7hrSW zTg1?FT<9cdSZfbva~%wfJMkrHJl(qssY5Q1h#p4C@1i5qX&_e%5{jap9sWh0r-1}s zXM02t!Gi@h(Zf}k>E+r$_}uAWDr63sDIs>X#OID12!ZS;?!k%0pv%&!P|xmg1=OiB zS|iq89@?(AG8&Xfyt#`w+7|PtJ=*oXGz6L`vG~}nOXiPF7^hlj$=G| zI(9#;i3RLpE<6sn#$0$3K!COIGysCNKoh`*weal6h2U+rC!U-g9#Mpvg8ae%H+N@p z|Nq0?S*U;g|K#qRC`{X3rFFPncl_=6Q2tHM{dRGnsn2eftE3x^F~51bzr7vwfhc;d zr&KpU-M_H8-?k1El6A8*5j>iei&B&&2mZ2mtoi5I%xCM(+s`y3|IP9F%eMKKuhYI; z{@dRPwk>-1+vWMw*AcsFc8_&IG_&?H@<8wgM3I9nW!VKI5WK@Uf5kIHalBPQq+yHA z8GOiTA9KuW{}ToCW=C9rVsqL#pz+X&C6BlMw0LM_iWhKP5-74Qn$s+KOkaGS{ysZZ zH-Q2n#@d@;BHzs_dbY$Rpz$?)wuUBQ$253_P_#+J59o!7VAzw;tAJVMHw%ZpN{fD=|}-Rh~h z;Gh}BxPiKvT}N3Dd_+xDuRQIiikKI*VJ49R6=siU(DI4ZWN84-^AcSrfEYxlk z6+9%Ly{yhd*Qx6V#s_N-a^ghYXd7PI-O>0*`g|R+Xp_Jqg`s_T@Q{aGx2=U-5Y|LM z)YmzR=!UVD&!=i=G@zMt0h&4E8ySw40aiw@J*AB)qZXSUlgHnm!!x*T&9Mq&*II;< zWS#i`pv&&SAYY1qG>4PneYce5gj%e3cU}vKSG#=i^PDs%Y zZ-uwo9|NOl-XifWcac75YDTw(es(D#B|tEY)YxpHWPB&X(St+avl6#Gn)0GFCTNf> zjr+?WjUia2Sa@5lw-o|XZG=KL} z{->Ajt%8m_&S{~Ui>AQ8x*>CehopnMpM+!tV#GfbV-pX>BZY~|1({Hn!I_^}M(aPD z{1!gZCXDK{;q>Z%@!=ut#tZ6rtY(16oAKKVI{I?K;Y|Zp_38)QV(xrh(0QlI2>UoA z6tq907VnA?86$IjQg(5aPD!rs&;rX~ZPxu!!$(s;J8<|v#&OW5^tGci zzX%02Ko(NzS|zWtaNz(MP;K2ae1cVqZdvjG&k9Dp1-l(K|Jl{z2^MIyloHd72T_d& z^WrZsCZ=}ICc3wkVP#Tow4>4XeC&^M|dqQF?;0GFK<9>8{Ew>s%o+Eof1rh)y z$WXlTPxikh$Y)`}`e!BgeKfpz#sjdxa;7~^64{@$Wf5~BX7QxUp7 zQ_9vk`y49P_ORBMRaYlsr<2)cA~F22RMcY7(=A$~caXYD5r!|z6y^TWUzGLs_J=eFF9 z?&laTbC=>0d3p2?9K?RQiE@5VEuX2cZEYSE8Llu{PYqA$xwa{|^e*wzXyOu{k^hh%A(K6^ur*1tWzHR+gQV`DRu{k=g{k4;fTbup~LP0>~$ znF}#wyv>}g|5e>2bo6>UN)r)Uej%t`bkeuQGd#W-rAEkU`L)iw&!N#B?g+8nTIcyO zFxz12KI7r$kTSe24>vD1AZ{ctc5!B7^DwFINl`R?Ys)(I_1N8MVv}nnaU^GqOP}lL ztomRAVT#ylDlddr@D6)A@769)xc67_#?4k+*fe5X!(8TVi8vqr0;R~)|DCIP%0!8K zJ_Z^v|4LEE|C;K(I_nGGlRCx(3-@?4W8yz_BfGeR_AFk%CF=hES;g8wR*T_{oo^71 z3T5Tur+|Dl>j(B9GbEYtftT*{>`yvW+6@UpdHv!A>~cTHhd%#?{W9q*Lg;$J>~8Q91(pwNcmEk|K=dQSt}Zo;=7&zs zalFMkO*(EO9IAR(kz=YmBg!hZV;BDF@<)ue+rr9j>JyTMi{&FKwwDV`E+P5d6WLom zN2&*eCxvEO<=N)ztH0X#Oh^gH4+!DUOi2SxwTa<-u`2oZc8TMBe7PV~!1d-Yn5}gZ z2coT;0C9ApN0t)w3oxNYKTjV+74Ri{6-XmFbFnO~kx!k!-(#;kX z_hnd+!I5yOm$JM6)@#t{@0GXrr76OF;~o>+F!^YT(%$;xP_bF}*Ej0_k|0xwr!b;z zszC{IkccmSaT5y=G~#8k0lQ?JafPzD{s&4U71?_46`c zN&EUP;kv~O8Sc`@JM8Q}VW%%Bhrw$OM)d60r`j5i0I^^3(&~Nc8C`1M*u=!0JHw6Q zJFvJ*32?y5S1SV%lM)Il$_HYB#w^(!{=E3Xy0>1t(EfPdm*MN9@kp%jkI=$+*e%CS z_`mhC`B$&{C5>S7zVy&`BgKzHB6mOBD>qwsOx&pp8t6m^{2z->C2^yG@sD)JhPPlH zGgza>SoMRg50Jh5qekQoW=kbC^y2IPbSq|5GGTkMpuwU}GO=cgLqA!yaY%dG@`a5yWvf0ub)lala6UIN3igqniGCwV*+6bA2y z&C}Wgl=-CqF^K{B6o-HPU>9iIBRXf%vOIF42>G#<$3rxyy@{#8sqcIwk>Z$Yi_E`j z?r4`{957&yU}OEr8SGR-Zj!1Qg0n*00Sy)@RtBmnoGC{SI6dsI?5iQD}3?#J(#J8FBE#g<~k>W3sF$c}58PE>A z3=J+J5@HW;eIovCOJKH40~<(}A=pyf=~n zw&z^XcEJ%CZbZe}fu-YTU2{u*I!u@0n&YSc#SiJd+gAaYmw52SRDL?@=P+|u5^{b* zz|xL&bm?F`pqIlZv4qgYh;OGIDjbG?6(Vse6gIE#DkCh2x#UWqwj`kuthk7-6JoC8 zyIq6n;7!6durCZU|ir1-Q5 zydD{L2S8izDkyIdz9*>J$l>uw;rF}-k`b}*)Px}2ic)4J44{WqCodn{PY+fMzw$pJ z)NBP>e=#Tx*9HM?T%cL&#>s zjK@jvb(o|PMb2|(imr-tW`KEkHisbf=t5ntVRJL{B+R<&xh~;qNjkUxQj@WI;sFem zuR_+i?_PLj$GR0}(v06spFjY!=~xrxE4!L23fzG-!Peq|>mkY+t|T113m*BbrNPQ; zUqSb#>ozx=l!fc-yO(&+@F~DJf7jr5od0u1h~H?}rx#$HCyldpx`lbebUnNK*US+A zE=j7kj55wFzD-?poZ>Kx=%MNS%y~H|=1x{~l7hN~&cRQFi`whb+Q>Ic z=<0w1Bz`YrSy!&u2D#-*Xezhu&Z7B=Ua9MPP*zs28cS2TV>hTsnl!}3x#U~K(iOwR;`JAo^W`(>?@F1f6p|zykxm2a|HN;N5Q*cs_O970_mOd zN`GJPxTq&=Qt`voHeb!`+%cPGcjMOj#mUUUCeTAZ3)D}#%pAkT9ye!RmR5Hu)^k_A zPD#7UBZ7-Smwv|V<8F@@*9-3!?CwS&%>SgdRXnBjzRk(j+q^D7ZLqq1y($K#Rkid~ zE;7LS;KZZD>$RvcQrq5k%s5;*RAj?IjrNEY*KUpKtih!<#bKq=?7I{(>$`o|C56(n zMonV7@gI&qUE;hGI=GT#Gwot|J8-#@K2_v?I3*TctqGfQcjBXckG(m8ys8R+Du!xo zXs?@9@=2}U`H*MeMFfFN2wVU$CTC2W(_eumt%=66sG}xre#@+$(1zYR7x|xr&ClyK zu5EZUW;MmW%xoFMqDP z<(Us3QPe7}ZzXzO9P4VTT(rfugnx@fsaq@*c*-*dN{nQca>8MdS403ZmvgFF>U)4} zB|hQ|{)z{gr#7LC@tVi}`&n%5H$T^r+%;}h(Wg8eh0a|pjOaFbw9rbr84_6*d*N?! zz?j#E09Wd_^(>-VG)^6r1Gp|lzaGp9Cima1mKCutN>#4rIe<~URczRluiO9TUBgFu zHp7h9(cGFz4^<`amdFJ3QZ{XeUWt-lIHEVv%P(h{N8s-%5B&j6;J)Ft>N6`9G69CEag7RaW~Dd#FD&LqrBwuF6Ujf5`%7+0*MSs z-45pm#xJagGg%`pGtTQT5xOQdm_wnn^)cFUZlV!3fa6@@_Ob6+76rj>RqqRd5y-4bsHICkTHTU^U>G$f?anmdMt4W>Nq|Ajo}=B3rj!crm>uPrH9d?H5nmQahXH8hzsIW~YCc=czw|$l2ZlNZtMdz3AaeySnFEpMUe|&qPQnGE+zl zx+D!iJz?SasMGMdHI8Rc&mXpJViK395fHC)B(0d>(URh=L-Lj!^dyX1my92wp)3q@ zz`e93v@0TU_$^Q7k450T*=SzadzEN{1oO5p4yij3pVmYJ<}e3=`*S#LFYaICv`O5D z;I>KL7sG9nzORqlCiCUsFF8_xxQ$I>&v-e*lk2whlS{7KicdVbZ>vAKB`+>u=*frcZ%BX1XXV-;(ROM_%G!QvPb%7e`hiq|=5jWm#qxG) zSc~=T=CBr9Uh61ZO(| z7y|`Y)e}@NVW{uY;RVfITreYTPVV zN30b`=UB_9CU$F$Qw#cv;DxFx{Wp7uO}~?Fu=A(HcR zCK?XW;KSyA-rW7%X8gyI4Ni~SbGk(VxZX^k5`7De@izEOm;OjN_{h2Yu;!WX+>NI( z0Y2^2kemf>bN%?IsfcwedeRAT6!!^3F82$hspaoL0z-ITs-f@1lt@TA; z6LkIc9qICkv%a0a#IJn2cN5(26aB#yfMYlOP!;m)4G>;crc=rttNEW>ZnGm1L^Qx^|K1s5fYxt%X+H( zF80xfNVzEEWd;E`{0N_Av|0@wnLjbZ2gSqJV8I|9ehXNArDnI722W=&14^ zCzvNtaORkod@FFwBTlg&N9pUYSOuGZ0*wudsrSmx;zDD}BN6}|_A7#f@Dl!qX?Pq| zF|QBHecyb}suFTQJg!zAA^D;DZ23xmRfu%ob_aYEvHQ)phjs6tZ!gsT&u`D|=GzlR zN4t0PFyg{!c}3+HkNgO#E6m9WU+}T&Ok?6aei+Kp#V|<{oXRjuyx4Z1k;7%sVC2y+ zVilXq00;*Mv;C(29`^K_m_fR1b)Cb~=;^>Arp+fQVmXIZ0S83i*RKu(kJK16@JBBO zgV=Ej{l%)1Fgv{l-!&4=)d5pAy1@Nv;w9%sQ5r|FOnRyJuUUefn4L$Kh%eYr<`t?M{FB7iSH7 znEFWpUhe98+8(=(1Go-R49O;NtOyIIC2hf&n&+}P!pw!VdNP*e>HtrX1*JKqxu<;6 zqv9a-j=RV*SD6L|z5DQBM2CIp(-b1u9|5KvO2}`nFNImD3B!Y=J0up<_#gW%-YQkx zGAj4yHlr?+9#8&w`Qj=am4-?`5J&h7;3Pxp2pq-Mntpb@5l%Z5M}Atw?j#Iidt}RS z^+q)9QvB@GKK2S>4;v6|`$t{s#;xxJxq4~m-Wzwnv*pfmR*pMGue()d1CK7MseLt@ zmZ*L0KjirC>gOJ4U#*`5e3xGBS=YAl@$dB}!}yj{TU|V%D~c7NOZua>A55&=;nin> zM=_30T~pRS3CgJY&RO7ZN>_Npzm(p|Wup38T%V?9($B~gE!kuIaE1DP%D!M}57$0^ zrhompP(Zrn-BIylsb?06iI1dqG*$wIZ z6ldeUOg0WkY})f;7BEZ%-JEC`g8!Uo;hQ%n8ddqjFIu+<6@CYi%-?%|PpTK;6a_>; z077)M%$x8L8r5t&EdB`AY@fi`gHD7Y$DQ%&XW3q+1g*GRRXZAn(Y=S?A7wDUw6TOa zO^@aYPPepRy<#@Jb+@#%#K+OX_mohB%uw9O`vG!irxJ-~p}&055bo84I8C{$T>OSs zMJ!#Rg_-ekDYq>jK3zX0AGMRIM|n~QC`G!sv?y=vHDC*OFL{zvE20K8eYlz`vkZ(P z=KIrMw8V6OqE}*am*f@}GF7*lRoI7)YIkS87}`24Z_wvv>p}|8IZ`W&uY@-`Eu1H^ zg(lL+B5W@wJtoP+^%IhcneD#jKSKU^K_g9FOqCKGEh3Y@LtYqE90>je7Y75d#ZuR& zDFFl>*o%3tuX)oC=Np`x3~x<7wx|6S_7#(X=4L5@^Ycqb%p0Lq;avgPH9sj44X^(Odgi}jyg zrvW6>0(EKVuYqKjtxuP3o|!26<3O`(j^ef%#zR|O_vXV)u6?o8dP3AF56W{wrwfb_ z*ytv2mef0yL_9wa;a-uKYV6Y}A2e2BfBrJ3?V*)P^)P@R!t|M`&xL$}%h$OJnu@}O zd*OV}5hymh?U4ki+|gra+Z(i}^&t>1*~HgBe)j6tH5cc#SJ8U&Y9puTnwiD9{5X5< zSL07j=)f({>8uzuG=l4!^M>Q;@AKyORJ&2_am~&k?dg6KzFG;;o^pU^&vt^gm7cm9 zEPVGE0Y7%RJM`*RSglN6D%M{6t8aS1^M_oDxrI+}GrS%4e@+(2o)Rqe)#w|+D+%sb zzwS^^GCY=5{ZM7uPZ4=ELP_ThX&kMJmzD zUs3vJTO`ew6EupV%Fpr^GOAC;B6Vy9shQoQ4lmYoW5b4KMxPIjy6AQ8*b-N&TysrX z^9Fg-C{mqG$7zYJgesuQ_yj8vdkfN$^NJ)WNnp?c-kAd|Y!;7EC-d+9n6=DFDJRk6 zj|d-*S^srdYoWfA!O$Vf^s_L3a@`NZqey)l2d>a`dD{8i>v))L+kMq)L}9z%3w89} zOVGAhZJXJ7JLWrTe@U~WXCO{hH5hRr1Ni0ymi1RDJ*5hTWm0u?uP8K>sfdcFJ};+;$FJ*uOV~!wvcU7D)Y! ze+aOuNZ8@Fa@>a9r<4Hfa0Or_-=FaN&69ot_c^PB``S3}z|tHVwDA6H2&?~YJf`&V zy!QEXFB&C=9c~K;8tkJ(!yCMt#@}1eC{cEY?Sll;V*jPlP5eW91X~(H>1B7=ItVs^ zzgvGcaHQEN8|@C;2LGcG(MN+=^UlN$qvm&?|IY@){D1$u6Oz%edk!==K-}X_bmuZx zP(RDT4JaKqu|vk)T6s~+mByc$4G0ul^hw6te#!}-_G~b;r(RTnq_>_!bY}q>(<{`fIcwi!+9TAeI%}UIvXYGU+&1b{JR^ZTKkvf$XJf*! zKO0f?@gM=Rp(~`S7d0O*2)OBdT6#zsH(zrbhDAwXXVp@A>#qhfVzXHVy6k@a`Yd8o zNCz5_0;z-g_Ymk7OPzUdD#t+5VA!+QDsF=pBFcJ)S7Fg4>xfU`!xroOBw=wRo;sqM zDW<{$T=sUmRWvMViI6MYG%)1hVo!q>*EVz=~ykLj9 z%!4o0$xGTRQ+5q_Fm1br75JI!88PLiT|s*(K1`E;pl!j(R7|<3wG<0RPHAa(>Awk- zcn%-wG0y!l2S~#qoC9KxjoCebgO}h6#TpU|b=`8I%b?!a9Qq*!s%M%+i8zuv^Mb?y zJ}W1r;kz98b52(ZXH+D@%24cCuvnP~F~y*NfXLj(6*isMut(+ZtBze5xRHBZV~Si) z9BDH*uej%3W{VYPT+$zEWM8W{%;oJv8k;N2GE#vwRP%|m>Q!>}*z@aH=c|N^YtFfo zKa`r5_mlV8zIa4z0Zb|@ksMniEzVDMMV!H zB2ACz!&+vrU|dWoWfNR3E`&bsv&|JW!KFn-D$*A8lVznMvT!merit_uv?zU$_$Mq`a4Pe<3wr*WjqEiyr= zrK!f6cHPqLFlaZ3lh}U~3YS|Hhf=?#_Mz->_O>#MYC%{uAs~wE(UK|?)mNKAo(o|jWam$L+_AqZhTtXzV9#ldg}`PbKd=67Rg~<%fghfXwm@KIEFN2 zUtcuNflzXcCXIj*lEZl6C{hqG1n!F=P1@IE-7OBueLOoa>;%9gOc|UzE${4%FYbhd z)O-G-c-mSkuClghB15N2iPe0w7L?qo zpc$1d zx9VDp$M^T$ z!5mEC8@lY&&hO0-AdQ0>wc*50?Wt?VTHa&D#%+YLQ~M*EAy!<}#Em?5>d?DpY`Tf@ zh+(sU>7J9<-@saGGoW^vqB4UOrPP~|T6aY#H)jOIC~Z$eXv*Rgy%~rYr6+(Cn)MIG zWCkHd8R7_`)ksk+XRuks;wd-!Mg1{!NY{NRRo2@+8&*MV``DKM>*#vDr zghRSTXSvbrn=x#HQy-31zBUq_y<8Bv*P+8I&AQ2^qwZkE3Q6PG+PZmU#>#`EY3T9Fp*f&eHBKJn>!c!vl(!%p1_R`Q$ha&P*Zply}dY?xs7wb`gh|2h7)jWx4Y zp9;hNdJ-*S(?~vQxM1I%weSe=4Bm=N=tI4ry)?%I}cVkD*WyC6dD zV@FAMBrK|M>EiXZc$d+FuY${T)q4I0TZc#z!zOLrIc}5-7y?GW6a;u&W+|w%FJ=0`f zz)45*{=A3|>i)bm2f15C2kvDXPf*Y0#EX#c#S3td@5h78=1q-7w+iS}!+#Z|e-XBj zf*|p&azQ|Rt2&YbtbY>3sud~X-RECB>A=DBQ94xcd?E*VK}81@U>gr;=62{xhf}_H zSVU3EJDkL~#`D<8>m22l4MGAasjWFd2r5e-{c{XyYQnqo03M{41Yu`@^yE`0yMGDD zdm`K%@v3T*M1e_s!}>-Vt-8g?#D(^`5lxVxnZ2}C0oDU4OQ`(;0UEInbQmSRpV0># zl$^@0vOMfRmV#eDe2j~W%&|PHjSIH!R=ctVG04PvQfagI&UERE3>xN zI7{-R1aSLB!K%F(*Wj5(&&Smkp4TI!-MZX5|H*LpW%r@i7YjH3y1fsR6v#`!*9vz9 z1+!)V*hKuVe1W`R&GjEX`1?b?JbLfP-Be-IQ{I=>J~1uRhAT{`#%(50CF5wLWC;Y- zefgck^G<7vsolHJ^XCn#y?rzDBG-e-R#Wfv_m_up!BaIp0SM~B;#!^%R(z$_=OGz} zD)XmBu~cB{MHI?~3%m>47#HfKhHynead=?hjEWh{u#?Kd{kAEB9!K?L(ZK+zPL!hr z|7p&9R(R-hOOf-kOfS~}s_Y>)SPK3yUo(k@mn?Wo>M#hvuM?5amt8Om&b`_A@?ePS z#26(oEXcH|OY&PEZnDNm^^P@aefLwag(Al9fK1qt%9w}2i1lQD-O*9UuRA+6fDhTG z+WVLBSe>LRq0FWdyH2XZeziy_daH+)8rSpDdB?c^@Kg371Lha=s(RcBjfA8WQ{|^oR*!-IYC;t3+ z5|BLp*YTrGyz+N_&TKc?(GXuY=4!A4BMbknqF?Os`_>07u*A;lLBYT8pH^XCw)_0$ z&h~f4n=G&V69PHZ1Gd-S18;y=JO8kMrruzN`)$QMlzGIW+SQAzA60U9oC+!{y^pmA zZ-ykI^-`Sk?=&rqf@ObKEs{7}g8uhn&CwU0*Je7axB153CX+KRLbq+T)dhZEUC=0e&fZY{8vpr%*;FtmW2r^Pg*Tzz zcfwXbkl%tjK;QYFy*~33{{HahLC6kE7Ne?wx2=IQYW7$gVWb@K^I0`cu`D{4gro?jpJ*Yt&96r2LA?NL|SH0Kj?` za2&QOlvNXAygx41*>op-VX5=X!i{sh9{)&V8yTk~o=-D)TxGnFa6aJ*CK%LUr{%dc zx{mXsA@B?E1}BHab+E0XXBvltV&5304^g)e`LKMYqhClU>~;pw(;uJ67?-82toVFv zqTosOgywEnK=7-DiG$A=)w;$0;D``hZlOo7>f?$Hr{1UL7kT*9V0B(_gRy$0t82Cs zE>fQ8lf!PqJCZfhYxSfmC~@#mUop7O4@vluRPbRv`E&MuU=12eJsn88jkg}V^Sblb z?c*nfB#QFVibd`LGR?nct`D@FVUI5Tp6pnYe52{KzMn|iR7`PB!O}yzT;4t(C_)!T zx~S3Ryhiv`=u{~G4VL$nIh8pF{fA3`*SwPY*tK+_<_)LSl4jLOx6q77(i5kZ8c7~} zHcXhtArB6lGZu{trHoRq?a+IPQlU}P$CX)pTdF+(#no2>k60Z`Yu)o-Xnz0M3~7ym z2{t@2p0s?i6t{#}Dp_i{7PZcju)-WU=(u8nF5~K ztz_T=&QPnBB_2T(?Jf8^QZS-|ovkYft0@cX$3gJi@ zbK8Igb3@bTkB$rDw)_DBj^=5rl=+1aOrA1CE!ca3(N@#Heu=V@IZav3T!*bMBw@z0 z2=)FhWa~w?=MVl~%I^)cRoDE^>U9FxWp)jtEGSVY$D`=KXhtPj+B(ke0)xv~t)TeJ zireDbvaP^RJr7SH({7sm8t94;6HxIRqf9Ecs1ka*W-%5z!zTdK~L zx(@rd-(;>uS$<03Vx7$lf|qcI-1TlN>xJPag4Tgxcj_p7D!6$1od51}Lv^O#I&oc- z96$F0-!%z=@AZ?@K95!pbj4|^;2x{u_V-be%)tr350c(ENLcMknuHp^n#y|Z^yHz| z`rBxLwC)(-SE^`gt$Y|#BAuCOZR;>C`oLgHwr|T%(U$FC|{wTAPEg(bExM?e)-~>SKy(WgwN)Er!o;la{#0$ zVB8b(f@thtfQasC8&v1^puVfDNgqW5`(emxcDrZU#i?D#a4BpBh^-M>fIR~gE2H4d zK{RM2%SQ|u2d$=pB6^Zen-bF^$u5m#C$<7$1qp2*MAipuI#Q~0dO%#zadjR$4pX92 zK;fe<8)oGOt6ZZ}XX*r$Pi;{;@*;E`rr9i(yJ*EPJ|YJ>txUU>rrK0Y26E7P%Z@cqru}M#Cw3y-<9NYHBl~VQ z7Uy|Fyed?3LIJ|8Oj|kc!|j|pea^QB#Qt+meb|#n&GA=Up?<7M(09-kO*_Qn5YHWb z#r#pF>f4h|XACUXi=Nii)&HS5NF^%q)BnAHJC^`7VU9S#N$#yRV4F7GkeJ# z|CB7YWA2~W=_}?Q+!zlAYkv;E&E#rs4><8OiQb5d+X)%^yMgCxrBY|qXxvHlP=4cS z_2Nf-Yqt(F#s@K_uPb{%iyPNCJ$dsySfMuPtG55gl`+G`85yJL>*k&uJU~^5s4ZHf z4ys604i{36;IL^|m}um*ZF^Yffa36=76}c~4>r(STVKjeO5cg5z_^$hF(a`dkssxZCF=22s62b&gV zml?opqRo0y?HCTLa!cdQM{v7kA-!JihTQrz^J+R_2YM{-0}FiObvNao32{DDP|5s6 zlYC&w{NpXQsl5*S*g0QGdh@OQIMB=h?cfd4%a8C~lYC}@-?I;BRNHAHev6vOni;v} zLu>)Ar`!!g1P~xj0;-wWh~cLx+>uj^1Yp8x@}?U3Wn8wGu`Xij#Y)ThgB&YMV!CCV7%wVmO2ax4w=fj3mFcaFDp1Zm*kz zw-FUlys}d`jFhPq_uAr?QdxX#i$?}~-WgPIU3nGFtRH=cUHEa|ulKDdNH4(2KQ)1X zA^oj~*JAVy?so6YJJXv323ZfH9Azbp! zn=q02W~w2Q>&jG$zs@bp5_w)FM8SGqH8%*)ubLZ-zp!O&`&8>zU)CBVp5k-n;m066 zDo{h=%tJ2yCDMvQz7@W%cmN)(=_Cx~hJQ^hN_%I6;dOA+9>lnU?QQJM1dTN%Ij{V< zkS+TVbeFvcS^UNMJ8YLsB?OF{jHv@e?yWN4e?zj7bE1g#0HEss` z&DGBbeN1c%%}pjPhsS2RA9-xm9D@T2^VI-Yo+OZe*r=L@REEA)B#=-fgB57tsP z@>B0DjfGnUty~C*h0$T{jiukIpe6VniSoPCd>RP;zrtfMS>H_G|j|+0Y)!IGntdR1v#d+y9 zZ(6;^C^!|vZ#cjAMA|)QC4K7WZGMe!_21O-{bTyu!@G;BCAx~mEAgWl*m1T?3r&gJ z#hr_TE?ERV3TU2oj9tRusOnbD(Yqv@=I_-__NeMsDLm1)lplC;@-I!cqxVRRz6-}u zNqLZtf$2ZCFE1**iJoP+x4o6@MB6>r!6QXbGI%L?G3nH^VqQu8l`r<&O6n&%d!*UgdzDXAM@c_ znBN%oRexElZM+d!aD9cZ1)G?DzTEkZVXfyWMGwy2CfyAa7%y&Cy?f&f>;i7ibnm+6 z>pps-cKFWSmfXG>V%0@RBNx&VKYJtPEnO1m5>J=JlthcSbV;B~yhS`jutD1vFtjza z)uM|&U3BSUY->DqW9r7ba9-cXFA3aVe&uQM|Kvnl-}PNeTnm3<-FYrpE-rlW=#ob$ zhbL+Er-+h{wvy=R2V)d3Yp^9<|J+O4yDWike?B>UiBni@yR(S3zvu`sE|@d^jt;2Q z)vgq$1J=XCf%SXev=9^AtdseV!!)bK1#9$=Ecj`ASJEv!77-ll?1((6D$x&3nqXs{ zOpNDX@&@Oi#j2GAYm|h%_V-?MerBQQ^S|2(S_jmEf+M*I~iE} z8MrNxH^PJi3lkWHav0^m*}puezYP{<(a~mccnq{1=SyBf-sO)C=kNX3lllc#jf8(a z1zZ;ly#BAJEwJ`B_>ZT}@TJW^p4eFX+5UJE5y}zyY!nDA%rvrK0 z{zfMpvi4K|+Y<1{l$5>m?0+=L1(L->^ZWF)u7}FP(MH}&hvz0AXb_y+1Wden( z!OwzSN2dysD{Eo|(zMJ!;L?+N#%tU-0#(iJARQn2EJLQczka_^kZZPtM4CIch?ODB z#JDq7Xtp!E+<`4B08#>jD;QILpt26WSX+BAi@Vv89(~YURqUZ2{W=zDtg=1)IU#n) z%PRWta+qYdi93L|1C(w1%nF=?Gd~}7{6vQGP#%9;hcNM-nv}=k`lEoYlFhDxa7A-<3r!}CchxDx{0*%elU2&Gq zL|z^Jul^qajL*(}mZ954~xDzFBbXleIz;?DQ|* zv(N9o3J%g@Kap6|rhKkqH&dFMsrFbdibDmnB->k_i2YH5Uq zfX&8gFKIm3oc~>Ht}O&YbrpD5J#aQtpdwzNEpFxn{J227ahu&Viz(>V;nS7Adq8r{ zN=u`F1Jx^kNd6ekseT9%*Ml}Cf*Z-wboLS6Lmsp_tqcGY)(^XS3aR&9q;99Ci+o+A zzwv)=T@lf6Tugxy#aVM5>z`$xRR-jc`=W7aPMznIQRF51Ul4R)uO1544s%&t+6a zrUg{I5YBAAI6l&5NMvL+vS+qVodrTi#s0ufW`dOdz!olVD~B1{v~^SLj_E6h$W|bu zG8W0FMUbJA2A(Yx6IOI-B=hQY4f$>(+2ZyWaWMJ>rqqe*e_Es0j?F?=KJn&b$hWw$ zkB3^bY`uEPX}G%i;|jQ|7Wwk@7kaBk4RG_B%;o?fx}PezXE8pQf{aq~7@%|-MSHM| zcwTa@dL>yGE^6DtT<3~1Z>6`a*8;Z*yG#eHPIK6xGZyI_lFQdLZW>-VeRg=0{i^>N z%!cYtH-^#k^zH|Ai*i`kh<2?BZC{LJ*1eHTzI|->(HRkszj3nd@+0kCBW*lYPpRG_ zx0Qj&MCBL-nTk?!nonh;&)GKl)ICMfNovpJpiq^7xbkZs z^^h~R%?fp~8bqhp%5M&S&e>(QIJnH7v}r3yoslHsPENcQrWel5L|^QC#3K#ma-Yr( z@T7bC|2qOqj_wNhzi-Q$&OgQsHC`PcU&({frm54yHZAxOc`SeH<%uv&|4Qj^TWuSk zylGh?!ng{=pop+Y6k)4LSCOdtXg48+_Mze6Bx0Yy6`fT}{6t!pzGfWGL#?cXHc)k| zF2~I!IWOn}WGYK6t?2OQhxX$7 zeVqWytwL>hlN3lgU(Y@Q=JvxZqK@W3E=*eR;*b+Fx^wpeSt3P5ShaGz8rU@K*Y|!1 z|J#9lcA1h~gVy`|)3u;Lx#4%{6bd$?BlO5@rYf=sI2u<4fP}}QCSojfi54D>aahMAryi z4bzX#W8+D!2?~0qIfpgoNx*|El7k9sgzX-k?x%3#^6NTLjva{ z-c&vlw-hmwSP~HUI9NU5iKNpKxFjFvmSz$aC}2$#CE5-mFF^&L0lYpEj?rwj7M95+`n(Bs zmjI?y|A#NcV2q=)%=p?j1qOzr&E`1H$6TH_`&w~2@a6H(Kq}V2`Wo%W$-m#-PxX6} zckcFbkM|uh7o%v|7}-Dt*}vVUzAz=1$+gFb)Ob2LigYQ-UaiWAL5j~2)o?*hw{Hnb z2P}GJd-VoQsa4)v_o-bjU3-2osF2}P2DH2V1l9PCcCW^K9EcLvFW^ckDU^)m!k8yx zk`00!T^$!QeS4lzWHb7wfM?$=geKKe3^2^t=LfAImy*RecZ71OhDAy-%Gbd^NTr|} zmak$K=YCr}1tWze?elP<>g&FbMVk-Vy6+&s)Wwyptt19jN5tANk|r89={XN50pmfd z12`7mLkt2gx4Sb=Xa$S=Jwe}9*OY2_7nvRu^RkEJbGKjV%L-gBV*4d>XMJ2vQkDFt9AwAOCm_n3K&3>~KZ1_-%Wt%fkT z^r7wkO}YecA1v(-5b{944d4Yl93D>n=kVsf9bH)IVnP>Lx@c{OEqQJ4yML@6;I1m` z^RnCs7{+B~%UE#zy~t!_oLYcpT0|dR8?$#CD{I&lXG^3ayaStUf~y`;O9$8%SAv@p&L4px}+>Wb;i$mS{ed0ct*|Riu`-Lskv)bx2iJcNC!Vq5lV=A$rtswYFxM4=Q%cgm^lQ(;TW&79~| zk5_!f(01lk&$9hzO_ZTy^-Y&mV@uoq8(@1a6>{+>4{y%gX=`3+^BLc&SZ<|Kbk9oL zD{|Za29VzlRnjbtSg}0Tz&@`XfTE(g3RH%@T<^1_auU-=Wyf&r&gHv;q8Tq zg6Efl-&^lpCVDzfupPd8{vg7s70)A%qzWw*Ucgm9zY{?Y2dHxsck4psA76vIs{@D& zebGdo1tSOZ(UMlHf>z2+;o)Zg+l6iX0|%Hc>!cAbFIki&kubEYI5qc_rAwnBrOXNt zC>Lob@~qTyi;$&8tCJPDb~9`&RCnIg=j_^R+HF@U?fVFe*Z85#?BSnUxi>Q*38}TY z(MeSV4Tl_{6}4pNjlPIZ^X$8`{O-dAoWkAiHswWo-o8lkr&f&_ZEkVol$e(AqWxqN zI4aoF{mI?c2!3bTb5Ko}B*&mtzPX6&?MTgEDU-J6l8(hXv^sN<>ii`K0(t_>PaOHZxt+5r) z+uIe9;JhKKV2RR{CbV&i7&Gjc`uUuV=xJ zwOngH6qhOU)XnB~hlqCf3;wnd%zYK> zs;ua$dHI9-aCZ$IbocOoB|pb3`d!BV4IJ~(>ShkAURMaAUg)g`&HHX zdtAOmU72Xv{c&5X7@|mzn$TNOqbR#YyI2)3!broEIto9SkMog`-|dV{*L=ZGtz)@M zIKhAmbD7uOIF{KeJ;P72;yneICbbMg@~Brym0y@N&r;y~SfiqBW@Qkrh-&1bnV!yg zycfV&AA((a^A>M4l3!1)0QWJ;L)fUEHhMVZUXui4rnHE;z|M$VgFuF{c4~UktAH!h zl=veqQ_(HZy4X)27Iu=DPmjI`o6|a=UD5f_gFTo5Z8@_C#0MRqc)k%f=s`S2zF_te zou=H+R&9zUo5m@)q=CBZq78{S)?^ul0!xWUEwHQ86#0M^-~>IOqCQ;eK$Q!VRqTNt z>4BuSXqSy48S$Ro?IF$ zTG0~-aOxson7K^X1c*&j^6ggC&1IStR#W>}a?paq9vs$-1o_mKr_r7#Gpg*Qbd^Jd z3!#y&L>5clw&Qf3gkNMjhJ#$p?S-CXvuTMX&;AoAVb5%Vbhvuh;nQjKEN+J-!gxeP zwhs&HHaY2G!B5A$-crr4wYot-XDi+f-a13Ycp2y!V+dU^?zH#xY|1r!4o$6Wa zd!F~pLDz#@KZ3P_?$LgTksMs;{)YbJPsH=2v^`tNOei_e_2SHFqZ#0Avd0;`Kc{Kk zE7!WG#g9Et>v}42mPVV|w4btV_MulL9^Vo2ICdR_7|a?8#8p*lG6OM`uz>W1VE% z#7EjQ7I`drn@uKSPD%h!juhm}6c4_V4BYWv#JG`0G&B`$SvW0guyMS2hR%O+2S<0s z0w2_Ko*x__S|hc93`fbMtLKx`CJw)6_o6D6gNT5B+?E-kzSQk^tcK00ta#p zJIi)3j&R@#P;1$wq&1wIcoG)_Y%KVt^znfZ*{S_cF@OSly$E3B?4C z+Qq~>8bEe>jiXJrvwHmZE6xeIkCSRHKl_yZmhe9IwJSbErQTO(pS!a(nzZi|u`Y7B z8LJ)Sn${ONR&sYl-bSRMtF+?k3jETfP}21)KAo55V!seo^WuZsy)M+J6ie!DkAZXQ zbF~iwgDX>h7DOui${N6zmtX=ThHFs5{TklAdSk$a;Nnzobd7n?*W#hW@?@mDNl>6s zxBfPNjZx3tglyz+jb_49dSv(?Is^ViwG2 zxnzaF;4jb&p18naZ`}Q570bNa_7Z`Es!7TbnKgavJBDsUGu1wZ2HsLhp}e*^G?wj| z%vj(vcY-~k4jOEKm;0QwQ@#6$K6-3=<00E}m-2)@_226Qe z595u=w;h|b3f(CqZ3p7KQ9<4Z8Ed@-lhspG=$J#aq05T?3CpGrb(I0{$gG6oMS0esF+N080+N=MjhB zoT9qBZ8g-t`#)P=jp(mlXd8&?%DdgAZ?91%C+{^_jo2WiervK<7z2w+4{C7 z!K|s`%C(ACX*8_vet7!vI z(alRDPP!kx)YdZBp66#B09fU<a?`u11J1P_1MX)zfuj?}EGGHQPqb=a!d~JtcBH=3GGT|~- z3l#>FCfjZui6&j(bU8*B-fF53yO|t=+5Y#|SLeV2*HobSy^J};yS?DAyC-vYMd{a4 zCvup6Uo+yz14E=V3;))piw7l zR}xfJ+Pb&uGV8`J-XdM(F?1Fl)zM{i9*gMi~FmFlomL|EqzV)`r~q zSA)73j!Nx_WOj5xKC*atR-5b36b%0X#!rG?omGj6;yQ%My4;y8S=jcrOFhoctQn(8I z3e5}aFnwDjzoM(=^dqO{0^k5dA343gyN!(NsVsuK4uMCpNvV~93vs8J$0xPg!Vm;F zhb3XlGFF2qbwcLoLRbl~c2Kwj&QB^S0h4P|5CK_9CGM45Dg7w5lyn%3Qlrk+OjwJxaayzRBTe(;#x9vfn%}nM>z&5%`{~P|KIQS8?{xBaP9!iyOQJ1aaR*5KSOR_B?3v37kJ%kX02EQ8b@FUy{ zVN>hBl2?Q3+|w<0OGE=E=(hNGJ1tG2qry5B2jrJ}*Yvae3m>_u%&|JJvS?n}>JZXdxFaR<`Q^4qj1nDVY=uLVGnAYP*=Z^*0 znHhiOa&vgZX$uw<#OVsADHP?^t#V-m%pV_gW{T9N7i?Ii&Z=UVYWTR2d*|vNb!I z2b$aQ-`(tz!e!NBCWRX2$L98*lV`QUx^!dvq%*;qHkRs?)>nxfDj3YJtL1>mTwIl= zCE1vJEiryo{i0g+y2{)ndfn^b6Ug(Ru5R2~&*!BIb{*bx2tmxde zb0$cb3wgvTPLsU!t2utI9|%rrdoqt_V!=v>ovnqdY-4A>Frqg04-WV#trLfgR8p@# zV_&vL9yBfBhWQ|AF_2std@nGMTN&gc1PX<;ic-Wh-(bV(VV4|u>b~_L_5)SQr!(v& z=oT%0aE1JW$TYP=Xj_ElS6}p?db*R?kk#+fbs2gEh~^e@YUTj#AH_IbdKBjF;`2uG z!Vz=v?G|WXj1x5IdDeN9EB4r)WXi9$7zgzdZXTrQb;4AqDFYEhAkv5|bY%p7KxZ>) zuX;di^dv9E=D%|n`?kQ%$<>!U;N^F+9$_feM>$@&zv($(6rDF520d2%`Xh1(7G)YN z{&x=8tN)V&CPU8w6FY*_bHJLD$@Yz8uBhKRVCqLXV2u4xZc7X7r}fl4FL0w}G%~_< zLZMGvIfldKQKZ^p2~jy#xX_NNvZwq7(OGCvr_lbD^@su>AI{$eMjNiCO5;jjl>N>D zbEfBjJuQ4h&jFLA=YXLv0Q5l4_~PgbqLc2IC~(_}%2MZSI(Kp?oV)7Vja~QyE7twj znfMXxH>!Y6X81lx*>kW>G#8T(Zf=9yRo(2-2K({Bo!82B529K{G7}4b{u_n)qUJvU zlcWc+>5+;yVR{hepFK=EFql#rgYm?ugI=)4&Rp-cJ86M@$&)&3Hqm6gh!3DQXU}Z9 zAO&T{AVX3-dE8U!@hQlNvBoRL(r_ZUjUKJgnP_$%QNS*tZ}RHIg_TB&gLUa#ru{03 zV|Ch)$fCmAeB5Y8Ldq`Md8Ac;q#a-7O!fRrh_~fwX3O8j_6&fMOj|+K>&k9N{xDBo zI+f}IxA?fsI83zjEN0LnBNP9xFWMkIiz||!#g5yeG?vSQt>h7-dpgiNbDopV#XQeI zZCb9{HY?hqA9_Lm%hA7n8s_O8+C5L{S4At>pgC=UcGo()-^pf&gF^m)MJdOb9YuRu zCF?>T64&7LPVn1JwZZXegfPq}<4L&Tb2oxsu;Ft#@?{9@u{`ExP;wzf`f$>HZ;*zv zTb)=_Dq;b&0yHKz30rDA>-Eng>#}BAg@6MJ7F~P@-TDa0uiwQG33+)q?=gqaoLwNw zZ#~hiWD?fLi2coGb}7G<7C3)x^93As>k9@mC#kaPKQ(^gwm4UUCB0xs6h#)C1=JL-aV(6o%BHXIkppbWlMz# zKQFM7cxm#ZMixk`dtN;5Z@`k%$0*z9xmM0@_i(aO`y$WcT6&58*ypa717UN5sy9 z$-LcRTx!x1rA8ZJxm%!G668||DvQ)6e0&D*qjj<{Du<)^08=`(djA-BASWa$(;G2{ z$ySx<)c@W9k!u9|BwUUtWI{wdL_#%+eBgrdpAua27tUs}c*TSBh84D8GtrWP-!x(E zR@-W4m--PoO8QS=hZFtx=Cg>)p>MgY%XK2TuF3pNCQptZUw~BKVEW9y z$TyZRnZJ|Em-x&klf&~fruCwo-P8%K8X3>oNP6}7go|^{-A1#`b(h;8K)pGi)yTBs zGKs-zN`^6eipC(E3a$=U@8|ey%5z-Ki3gZ)gH1Y4t}50V0p6~qX`_-KUo+)#_GN)p z8|q{<>q}wJo(A-Pe>&{w82fBIx*anftw^){*mG%lk^HEpIH+gMRA9`p=U_ixW8B+r zvw4}QR=HUAwM?XdVS)0@du4TNGz+`8xGAq6h5K4GH!!qws1H%A{O%18>m70A@c|Zf z$)Cpk8c4N0L7-q4bT&ZUIv~2&Z93BHHu|n9CuL_zfw;e=tMxQ4j?1M(TDo+kQ}Nu( zTb6alg7z%y&Va&{=5U*wbsXY#%ndKBJ$c})4R0XrYgG&+qk#oTlbVOfR0O0A?$p81 z5C!KtblacY4qDp%>DTYqPxy=l^c&*f0*CPZ!)=v)-os=24BL#$EWi8){04S^(&g9g zFM%A8HX<)YK*uXj-opujuA62UW;9~C7}XL@{<(Y%>IrFwAqE)QXQ|O-cphVPTbTSJ zi<-tG3C#pqpp`ygvp<^r@d&^ux5${uFT*L&l?qzieu3QcZwDxzM-UOYMS5h24oQ;* zejP#bqsgYfA@YliS#$`ZHx;x-hbaF@jT5VZ#vJ2`9^piErh-iS`JB&=JZi1jb7`lH zMy`XQji-bv+Hi7ll+o)-!)t-+Isn1j~q6NiuoaOoqCU)(jNF@!+0z42Px84 z4@D?(aPzl3+`WXoM$3hLqF9qZZZWnmb2r@k zK(xy{*e48R(tGVG?3SMM(@X;bS?z92N!NF!HT@Nwum20Uc5ZO7%{^byeU)BFL&m)1 zkIZj|%c4p@ofdpQm+;>IHOAleE<^v6^VT`x$&Uw&1q%oA^b)$?OcZ}O=#&5+CIPzS z8)u?Lwjwovya?v8m+onPw)X&xBt3LIZY4e z)Vmk@kbO9PXO*9@-``BuP73+8!fBB9^HZ?i*|V(?DKTtUThF*Ro-wkY#kVF#HyKW; zYH@45V5n-l@j}UUZ0!2y6nm>YL%S2?NB1;sl3*KQu#0B#D|g8r;yTUmVHZFAL)LoW zqtQ^G9XxEgTiG{?oA6r40!|J)@ZrGWvSD`wZmO10C!g4weGua(Ipq?C-PxM$qEL(5 zyehzygDB}u+UDM`wv6lpNn;d|K^mAgZkVsMu!S!tu}Il$Ow1a(?`x*ibrP}P{S%pJ zNluXUG!_)J8Z0rj-7H?Q=a&tERTHr_R=ZC&9ZKLELoBpCB>;9125f(}(4=UIV7ER> z2XE_Y`fklKg7!b8z$rEC;v0vL!Ppo~o*^PJ~atMuD)rX5E zgw*?VtOBktvAlchjqXg8-bR8|Me7s~X;=HO-UI*!LFY;N<*k|*DJGr~SMHQTE2 ztbm{|xfrNiUB_svdeh_=CE4fpkf)dqMn-{qG!>@0iyM8?jFgDPM&dDA^YRM-Nw+>b zdXFYdS9x%gp6_jq%I!5!{Fi784%2uBYEoij-b)+f!m@`kI*vG%&9WEqKVvaG600Skh<%BTm}9h1;H2h}dw0!qHm6XU z)5h5+G@0pBch~q^of+oZ*f9CX4mi*obb9H2cF#{@!*aUqMc>qgCoiQLL)S;0KB6ve z&?_y&c=u3^4%1G@AuN>H7c`RIbks{@1`xMD|6a&3T88dR=@Z$f;DQ_FjeRV81I(N| z1AV%OS2l(k%Nl{clPK9~;2`-16HJ9}-ibl_6ov5rm^}QyOoGVQHbNQ)8jVk&IQPiM zKtqr05P_O2A}{F&+fTx!j&5w-`ncrA0{xRfFw<`j@R!=~oIW_7^8XR`=J8Or@Bi>E zW$KoZHqjVc<#XRz(j*3hQmG_K5?Lx`WM{I>3@+1xQkGj~8#5&PmSh=>C56Ha8Dk#` zGxotSWA|M2`Tm~Y{dzsW=l35o*LfcM`#8?yJg;*I{SfcY;h<3Ri0lZUCzX2ucJG(E#eGW6pe@_&4=nHq z9^wIe7gIoPfs-@JGaO-%<>Q++69>KfZB2pLry7As6>M=IfxayiQVcA1X99oCD9m&M zkX3t<=<0Y)1Az+-upcx6b)+w|7+>?h@woi|&mtMSf00=uxou#dzx3keL8WcLG0@WX zyH^7SLDwt-&0X|=W)T2+tfnGoR0#Hmod{ep&ijPz_sr zRs%-FhX4PWK|pLV6125!pap{tsY1Y4k6{taJS0~=<(9poV`{rEQ79qY`R+SzAocr$UD@?`1x zwGP6@nZZkgz@f!nVZaD<002D*>|diTkKwfwk8*s_~hwaWOw;RWuiWx@Him3QlFW*h67_F>D?E?&vcrYTV<+y5{+{7Bc|D;D(j2b@vB;%v4ktO-d>ap(2*K zpE6@X=&8!7{mgn`rY1~>tQvwQ4pkn100JA={lf>p+l(d<$f`l;tNQxRZWDX*z$fw! zE}WbRsL}5O5vA+*$M>E*1E@~FCn*6T>~uIz%3p6#_Th&Q`uBc+%m+XA{rxc>v=i$0 zBwVKtAGja37zsi@c@~&)p1K=Et;o~2x@3#DKGp;0P*MV;^WorTKgS4Ob zY%>Lc5e@nW2$F>WIKRWcpVMc79IhU57S$EA0r7+cvD>}K5)s97FEI}KOPB4|1;Z1> zlnOBRDoo#%fH?GE&}tA1BI7{&ox1~=y~R67BB~&4&^NJcA1J!g)qg$4b@}i?kaW%s z#O@{lbTnQ~xKMQ|s4c<2i3Wm01OLq%*8`M6|6ejxRfCoQ{!KJyljy&B({H_VSKssB zj~Rga4;=g#QU9JhcQYd2>Fo-DIT7l@KVLOX4FY8jIOuR7%5`TEX*t3S`X2kL?CusGA|J2!DP zmkhipC`W4ey7d61Sq*EwzW0;P3pH1KGr~_28n{{6N!pkf9M%i08ZOuC*kd2sH;Kd# zP6)KJwpK?|MKmYD1qZ`_$-V3Ds{Odh(s}B&x1UECid1yT98Ww-o*)(t7>au5SCyuE zhxS?cajiY@Z{5~x=`rg+k-=Q~-nqgFft9H^RNKxjAD9|JP9EO=S2JebIV$I(43@!` zbhc@fK+48hL~69TYS2+NCU>*GNnIltE?MF;HNU0@O?BX$xi2;SmsT6f3Pm>*|%qyBhyNpP6-fiEOX!k{z1E9{^wZJ#U+8Nq(9z{!B zg=RC9dLgpX+(FKRckyzt(Vjeu9Mtd=IR6N0kraZvXBvZ?nEdH_q50Oa>#QN36w=fo z_J@f!|8M5e$(Vtg=9Ur|pVKbNk`NkJwXhWYHR*zkfzXNw1RtC4hVWaUlm_PK%oqIn z*4OP;zDi@gFJ4S$d|-1Rbi0-;q3cijzJEn3ki;aNL)B~4Gas0^B2G6e7~OYW`)tKv zV7nc!#kgQfvQy67s<3DCU`KLOjA+t3q0vh=Xjbb?CXd;*(3_6@n-aQk?EOJ|$S@Qb z>U@sM@P!)h>uT@S_-ZoN{@wk1AcmbarCP2KPahZ|QhIWmkg^pGEn{W~NzEh#y1|0O zA$ldA3SF)Au`Hm$=4=E3-HZa%bdD~cuQfN?En>nPLB)YA6htMwM25mOSRTzu(wNnP z%+e|h(XcvXhgosvw=?&=!P=p3Qf-bz~6pp+wFsM)+&Op^p+D zeUCUq6rWEjMutMAZ8Vyn=bpDK&_-BrQ058E=BD>OZkzPmK*aAp9Gmkh+aH28L1_a>!OieyF9>ci zFt}!=b3>Y(GSWl{t!nWnV=pu_tBh}7L!)zWjW^L}o;c~`rl}~!Vn0!0FpLiP3JRsK zrqM+>QJskvJ9jNnf^uFwuC6lf$5~7K8$+s!>)D!qidclML?HW|H{}>4_wJiGv(A2M zG>er*`3sJBDPS&u>z}pk>dUW+(rJmm3cTUyNJ=7F_egUPyAoFej}BxSut(LE93!yP z1VnY?PgE#T1LJfk7FUuVO3OOfnt;ZN)0|>?NWsUPAy?MO@gBQoxerQ$_!tj`(baq6 zjZI^Pp~T8GB5ZjlFB~=pdn-!MYC3glP{IK7<(ZuRjW(e40QaG2^3p3DBk?ikzDZNIxZ4o3!gq&Ik3)>F!LV|Z@7-eqj3ZBuDriQ8HQAL~)ayJ_k|=!JMOh9c1_gegSt;(>byn-y>G8+g!Q~XVPc14^I_r+gph|>k08D)&W49 zzc3yfi9`ntDPuAk`dM&#Xhdwg3Phnsv02S|ardC7{DppRTOC?g`P+aCu`ltuGNc3V zA?v1p@?KsD4u3y=N47EkWuush_?!kg8!0;3;t18*Gn{LYlYru9M3o<^-cD?K1;Arh zkeY}8Zl3ub$WHYAXvz83DHBge`t+Wl4+r%2-2gge8knZ2jKwvXu6d0n)G&pl?RD9( zNWT5kjx9Uy(F}6K{B2(Gy11 z!C|_H6LmrCFD&fjgWMJ8q+-k*OBX4pHhnL00hX(yRWy;0Tt-Th)B^mWHX|#-MN2(w zJH4i}SI)(+w83lNnTkp1s*3pY8--LkF9meFTA4jbWBk2j%F4syq-sgssGM6e%9AaIZ_5?7^IDHJe znVs*>LtSGBg0XNP=)8ZtW}L7@;&`qUBc~$o$J>;83jxvx_^V7(YF~h)<>qEuk?UPHO|LU)3-oHHoJcJga^MVf+*BzSdZOm1g$*yNm z7;fVnJDPfvbYr*<29R}k*5hU)$r*E0oTLiCE+Qe-xm+(w!K$N7rajq4FxNbyq^agD zj?@xy=Br#}GWKM(1P(7zEj4me;&F6uqv@e5>zM4fsaHG8B>TJuq_yp*S z@{hBhlt-U>C5GbTsm<~Q)_jDusshJG$In>bMgD4Zu~@ZE5(H(#z-zBxHH4B- z!aoW0+7qT-T(2ps*c_Ba)0zQqM_D6Qo7pJAmRxC0a=yDG)wM=SZky9ZUGK=X6vTXH z*2O%jj^i-=nKNf2vh9*6M28R!uNO_ab0!2^rbIBO<6$KIG3%JE2jFWD<-m0OMP|D= z{hYPX)v88&akfF?!#kwA5#2=00WBN$_Lbb(B3jTCrSfa$!V760kqZoCAsSapop?<@ z16HxyHdK_KSYsZqG!`R0K9K|xuXM!crRiKC&z1-on2!iEUb0HVJ?{pUb6A&-zuv*2>mp_r7QSoy{ve(|h zkp&vGOH5TMjn@1`(F%c{N_B{|7xsLa-9XtrE%%R-bj;JiOpg1fZ}LXN3D^t6l|2RtDG|D! zk}8~+;5`|YI-Dqm_A43X5veaZs(K7kAZh3royEa=^fs%mFML8pkfTuw{_F!t^R{~- zVS0{UR^L%FSbnXQ4I|a@et(yJz58KS?5dxFT|TvF7OL2Q8a#BdmsYfZK1BBt0whnn zOO@9=Ybew7#%!Wd-^f_p6T>)rED4h64jH;)_C*=7;8{uueE-(#)bM01uajzKH zAw0qQb)~Lbt)K+^)i%zBXCi^v z6n6LEq2{b2r$0cr-$_h$boKuSIo^t<72QgWt-F54?VaysJUXh0!$=z~^dNbLj84@T z=7$AA`3OrMQkpjTZsg@Ps148|WGw1U8lB~c*sSSIbqohr&LBb?sn+JktSEoigrD?} z&!9UaDr1L$@Hga?HGK5Za>K#hyic}4E(<5UCXd=A?t;VAj>DX{likj7dQ@+>oR;}i z_Es3Isz~9F(LxfrF06zxM-oN^sk&W@h$anX*GiGv=S!+Y5tE9gKv|UH9F#enAm@(C z&)`_S4dKwzql>FU8&_}G(YtP9Ogjh#FqeC#b%Ew_=!{dEUkBLeioZnIBokITKy z>Buxi(=WOhjlOIrd&Sw2i{&VgqgqU<=prLlnnRRgPZy<9t=KWG4{2mmT+I69 za9QW8z<281REum(MGM`xnI0JHOJ9?=3dqc*W7nI90q}=(fxjCnQYDkU?n<&yVdb$! zCPRUuV$ROB^2rO;^-b+>HEp0sPFbW*@|j!Z3H7_2sT%W1P4q;c<|RN>LWA=>1Zxv+ zA;$p_A~KJQa$Ati@{M90%Tkjg0wg*Yp~G*zQj1D%F0fH7C^oKlB70Es&+Mb$K-Xd< z@gl&<$7HFaK9dr>zSCmp)A9ndx`c}3*EOFpOcxLycGpbL0e>5*88Hb1H#yx%N{hrL zo}5gLzVur6;83!+)4j8&o$2Y68a-=z;jzg|oF zsru_i^;{zDbAB%QJC-f4PWH*9HgsV#!9(vYP}k+25jz@1!iJ5xDi%$BQB0QxoPx|E z%SCYPBN|dIhey?$_t_B7&`y{(3S;#6x<9!)VJO|N#W73QmhhAN~)`-EUcWg?3AS!nVBlzXz$(%Hb_%(mMmpIs_$wM3_ftPpmG zKSfnF^}H0cqM?5|+w~c`Ru1g${9G_{Ib6C8cX}qbH^?(+R@v0ZUe~sX0!ZpQf|UXyex0RZ@3Es0U7AWW$_Ac`yA95LCCE&JWU;+w-=ut4V1oAv zxLQq1W<7}D+_pX!QE`1D`Jo=#c^1~fm@HiEUA)q;oU2Lovn=3@W@UA)jGOY+hfsyo9rH!x}eIwB`j9Dx9h8@3J*N;x-3&8bw`Z0uT8UB z>j~~}Bk|fQYy>)!5cH}!UXvoM%`lJlX&pup<&B6x%uJgBoOfuA;WTPE-!S0xR9PZ) zawYKoy4Qqjel$nBB4#PK?rI43q@A&vf|iS2;y|#A4Wq9~Z=6_>`)n!6T0y$&m2?}e z@Bn8lTM`Mb2}~Oh(Ta0YjVfB9Z-t9QG#*V!Lz`gp=MJ%*z6)n8J^mOCZjfv2zDFPgLAG-7vHC3%CQaYd5&?x?(J%Qua;N4-= z>&g4zYj5Pa`m!%xLXkqV<_GU~ZrSDB=3tVqaB479xWr}bdFWCx(_UNRZVB#!_kjtl z-p7NZ<}ruaJLoL|9Zcz-<`G?Pw}w6gPIMWYF`PDWdGno+s(r261LNj(GFp6_2{Rf9 zRpm85Zjh5%g)k?Rk4k>VkcK;K`EbYLOA~syrjtmtgLr{;M{-W!8Z-1nlde^~H zb6P$|W76VjNyCT?<67rLbmC`iKqsxKGVR`U0O`^Y#Dt^QbVj`6BZO0vQblJ^rqq9a zpnz@FK#Qq(+ceI?FGLxVki#Yw=g=BPsEx`ythycW+MvW@tsI|_!~A9Yy6LB+(^V;X zeE;&2eSstbJim~?4f&*67F-~C4KE!e)@el&qXof3t0j7zVB%exHWwJ;c@|**S!k3R zw%S*yI8oVmXcQf2y4xfotEi~n`{xo-D&h)?zMoDp@qg3pFo|OFTyZxS;1R-$>mL`( z8hL`-G{cX49`2q2XCqA5~Wu%rCJY(HV{i$-WsuZRqFd^Rgx$Y zap{kI-?xg7sVUOagZ_lOSGS|fu)&7+&$-t|3%p-4OABp`Ka%jw?fZ6c!d|BwGdicn zu}b8TLIP7@Wi8NQt}PGJvQWZdy+5xeh_@V;8hrIk(dRwTD%>Edi*dF}4K;APsJpxK zyl0b8l67x12kBDMGc>kHCwzP>?NLA;6K<6+6UVM$%!X~kIOrMsB;EFv|Kfh6QiMs8MBMlf+gWh5!{gRKx`iwew zusY`+c%p?ra)0n`G7+5lYllBth$97<^cE>?!{iGe$e4AE^0d?EcRN7!9LgVAR`t}4 zK_iR#t5^}Vys~Y;Xh_sxaMEAtQEc!*1 zmvh7#oR$>-!(^6P)aVs*ab0`n7_Bmbo`w*CK-U)XR<5BVkZr$2&)C*GX(R__i%Z~r zB8u2zcC9m9PPCx|0XmfL#drM*7Jr{aHN|;3(?XGrTzf{VMqVn`El3g9jgxBg0G1IS za!#01M8lHb>Xw}jKk^yYZA2n_^cBrt_;dV>nW1}cJi|+dLpk2b*fXJwRamb7?A4op z#Mam?Px=K*HQ?rjf=IhaP3TlG6$PVHiA8F!h5g!ujK!0x3oy`KKEux+uKu9kUGL7* z84p-rGf>fxT7vbxf+L$#XgD?l_z)?r(=#9{Oudlo0ltq3%}`tT_P`Zy*c7;A<0LU@ z^}RNgMhGNA=#`JmAI>5>w^&Nde#vYs3JKBnHVA(ls4z-2 zjO9dw4(E)B)I%rVjZ>OGJjY8gK@wNDA+>y;d|(V@-#P9+*XDR1b&jtBc^%sUd@b)%wv`UrOH ztfP)e&klke)?jF3BmFC!E`QcI={#!>#h&;ieS8i&oQoV98iEe*`Huio0sL( z-3N(c@^d#+f2ya^QN#YRzgB%y_~8{{gNw9*WC98*=r`oYe`w8@-1jeoAX{ zIN~Ks`ibt&a8WEYe4GE+OGXZ-Fl0L>UI*A;FvLpgC-Sc$P>nKgg63cgq#NC@l zNAL`$FUWGOw^LHAJBC%H12lOc=IbG8ceV#I4AzlPwKJHGU@33YSaiA*tp7DmHV|>5 z>V-76bb>b64CNq)yS!lNluWj4u6X{i=4RzYt)xT zayWDt<_;|@@1hu%c|k!Q7jKlLHh&A>^LaHwRQGWs*xLa&A>3OZsL}~Ww#b>XJ5>L7ICrzTgz%IY#3jz>u~nZ2slH0ONB36pX_aeK)a+BpY;s~5 zg7>`O!x+nri!U1`nA5S?R$Y&)w4!8<>N({yo770TSac|DStjsyMt%2L`@c)4s!r_z zm!9rGVvsXEf7K_cXaaL->UN-J_G}^&T_e9)CTKY3!90cuOYdqFgszMJ>9dw30+$vY)>G^B<)B7K8WHhm z+S)42V7jRhhH1p6kY4B-icwyS#-#GEg;7sqte6WVv})+k$I~2y?D>;OPZt@jF9L+G zr?`Zy7U$HR%S~11ucOU4e$opEcs?5 z;WJef8dTM&rt9gRpQRWojm)>Z6=g8_SPvq2K)c@7p21Ih)INFCYtNF@I5z5v7b<9c z_uP`Q_gQemHeIHR!^th3`Ww$r8lmHpO6P+aQQtLK@jE>aj<$L;G%^(tuc&` zD`szF)?`&qr{vG|I*XpsbLoA#3~m$q zO-EzdZHCtz@~o%6Q=N*7l%EO>EdhPPD)^<{GmI!m!yR!S8WxTne|70BO(N?|%bfyC zbduTNMN*u#Lr<^HX$J@=>j5gQNf$%≥lFq1mG!9j9GM-AWwfO0)9?D6E&@Hb72X z9$i=ln?`lIKVe|wi1R$2ZW9!GHU^J0qQ5gGb>Wm24}H7>aB{G5@T55pfQ9V=OwsG=;W z(zX0D9(fPy>3G`eBbLx4w6*$am&-YCT0MRY!|645)Htg1QA6LO(KV?T_OxJlhe4Rr z>x;u^qJt~{sciX23Am?;af#sqTKgYY9;_%=ioHJvd5CEOC zc8Gv^Ia{)MHf$A1qeeX4|Ea^L>(IVT;od5G=>o6LFma*zIfE^Y1bZb$w7Bgb^NU`) z{pwa^OL_J#_Mu6fxP7y^&DetysO`%ymsh^NtCeAVbd&|cM0MMmW+!!x;Ei|48qu8O z`l6ApQ!zfxEiqYA&bT;oisrx&4j=KYKLoAC=Cr#bJugDW>7o-a5^1^C47PCDp}|Z= z$fy5wWu!A1LK!R|?o6bPjrO!r#GS|$O3oZZdawAr*d-;c@SC)vM=vt!wTt4uNq!1R zga{-czQEU_{KmjRr1AR_rj@Z6h4eNd3y#Wg-*lCJgWkSSupqZ60t#sjv)hqY& z(n7xnyz9K~{P)>&5yF`&FZv8g6H%w`&?`TG{lmlV{yA|QXi>_xVT7~Y#9ik=5#o8_ zu;X+rk{`{1d)xSvnk!uM(p7m@1HQ==c~22VI`B`9mXSI7mV@tffNAGY8U9b+6T^izhKV zH9nPjUqfI0buWqoTYACXUffLB&3hW?O}QXjJ0L-YFArkGVV`@}=EQUtzT}R3jhfC* z0)?i{I+`Pi^HjUY-cR-@Fn05&{|K61EJ7ogW)+t%n|#%+vtvgk+K>J`8<8WjV&Y&J z3o8Z@tzaqnR^Yns6Ovg}6wJ>{WH0-ir(>D;U1(;TQN#(Gron6H?whdZ+-HiXy$+U> z4&u&Dt8?#;%qipDe!jfj(TQt+Vf!f&;Ad`1c~_=}?zq0x_ge7DDpIM*r{i`889k@$ ze~wkFClOeew~uYZe6S1mvQpM2>098ih}nyJD~0Rdt>hjrTobEkw3_eEK`?|;&fho5 z$0LhJ)f+8NNd_yLqM~5xf|8My=6TV8R_I{qEFg@~{o<2ib0yba0PL3|!7@vSP zp-n(}jw81)niBXf!=T)*g_kDFCe+ncj1Tq#1?E2rZC;{$lO8Un!L3zwLl4@JX1!Iq z6xjlmrw5(+2>x7Dt+6MK; zy9zGKs0;8#@l8E}9L{7;f&*h|sdS3oL&W4a6e_(I_P$dgynxOG@2|6XqK(Nt9_v>a ztIn|qhl6i@ZG;@-q0A_zmvS$NNBB zi*HW(4k@R5R{_0mb6TcxObfCPnRiMNbOm?lu;5!dj2bYzKm2LfN$wf9vhxi1XtTU# z6g(d7Rx7M|-ov-ueez`WILzPEjd{&vB4paL0PpN3pC7<#Ybw&?pj5P+(?4h$so;x` zfy)8!!62OvV`wt!-LnI^1Z0MJyb_vp%@}$MDH;KcK4`xo8Y4jwRn=fty=#JK5|%QgAupik(vzl`HScj2um# zzMg96DH;8b^%FYGn`yucdR1JNH{V*=0MkG!;9fRMU214n!d>ZxumkqLKjLx`6Qc1U z18^WOn@Bt38<)V+KwRz85I zmU{O#;bn7EqxG&=M~~5m`#v@m?+Ogw=v3HH2yvOCug0em%R{MOJc4v+t zX<};cW~5C$xlF*uyeYYWJ<6`G1v^$b&2Ct z?bsC|nMo`XVJ1V%jBkY@jkYK8vdW!t+MX{-BvcA4N?5#Is8VvSLY~td4JV`Vfz40o zTmdNp-{sK4LzqT5MgI{G(Fn@_o=Q(@1RG@wQeDT$oNh(yBL?G7tbr#cI_d1W-I!lJ zb26gSA7nU3VnKsVBWuWl99^sj1S!WeL0@xF{f-#sDI=ZR6v1UM=Y(2WB2MAaq`VQM zM;ad=8iBf47Q@SJ13TdV(95!nWKJy!{$6_VHjKsk-jOiWh3H89h3u^hbj0Dmd=o-` z=qF69V~eIDKk)&*EP6vim=BU%7&O&?1?9JgXXjl*#4vT`#Z@P+DS88UmTji2;zvjU zA}m2J!rSr!|67N&uGV&SPQ1%IT8lO;3*4Ar@T6hmidZuu?$a!>7N-q-FOnH1%b1yk=@FyBXlL7Q3n`~kKqp=aHI zsutOMH6^25 zcavF*25Fq#o2G^IO49Qltq(#IeXl=(oqzoaxtdNpmvfOzr$31;v)19IQ!m}tC_0<9 zQ3lCjfRYvX3zW5sPGHgRMGo<8ahOl7SH@1#VNL;ujOLz8oAbk*P5?>~zb-cJbCK1+ zpL15;JGa^|lzGA{bb5M+ma~++5 zeGjf^$N3Etf5019`==3zV&h71qS66^;YKq?Rst%=dDi0@o*Z$JbPMaCc(>y{a}h1- zxmZ+RQlr`{_si-4avMn!`HOL7s)!ZR2a&=2DzRD^0e*W!F!!(=uN?Ct!#!L7s{?KI zY<0$%m#VCTc{Se|r5YdY`8F(?NWZ0iS<47^IQq)$+hxWcN-A>@4_nwQ_lIk$z{a(E zp$g=l2dky>7ejhHeHjHum}5{R8!la8a)BmqsgZfyXlnn}u?+v|Zf1u2VYst6{Ts02 zO{==LdCJoOGN+@!nY2H^qY*jOH}v8MDV)*Svzx1@;ozOWuH|)3dW9swulG(^39z+FaQrPZuTcb@x4;5tcoiKD==sK|m$5!X+fpfF@yuhh-A*G-kD zUOh-UlT=_*NA1oIt^XUD%69+tGTQ7Ty;&>w+$Qf)uu-aMjn$76c|D|%9=9-CAN!=N zz~kHa-%L9mxaJM-ZX}w64-%;_6LAc;-ol&++;8M007!09AThp2=PMoQ(5{T@UGAj~ z>P9bHKY>^-!Al=P@HM)(1=k_0TayGIk33FpAKH;-_YedF(Dq*m4%M6wWXttt@LZV- zm5%WWxfOA!$!*Q-(60GP?*ead1TWWn%RoLlADVO?O1g0|!%IYSmn+9UXtu|kEd|0$ zz+V3CoT1)fMl#dGq%gI%IK zk+=NrgJ*0dx)FO3(U{kr3A*Y63~l{bpGEb19K~Q8jG<1YQap>h^(9GyWjL0YR<-bUH7jPY+eJ9dE zmTD3>j?>c61h+uLVm1#G+jJ0CY2UD{+gQe%re$02X?ei=t%gJZEvxs7c?<|hLE;&Y z4*ts0TkOlxpnsS4?u|lxal$23oT3CWu#b|Rb$n2aZy2M_Nl&yw+R z&CjQ0z1<|zrv#b9^Rl_;X_imz2X}u98H61zK4$L)K2XRyMTbWt%(W~vHL9QMv!_kK z{r}CZ+@j_AhP;&1%-2&92x07sCtH5{wJ`&8GklZjaIf|&%wZzJ@_bPT@5+>RJ;faT z988i1P*=?0HSYT?lzBi&985PWKjz&xz%yUxSu z$=CUF<~}1CdZ7!_&+1g|oJRVQbO&=?joxKOOReE_0)}*ID-07K$yM{bBhcACfmi3V zsQMr=?-Ge_6u^;TYUuMoxz*rQ~Szf1y|CLE7(6BJhu(OKv+zI!uO zfo0lcjr>5?D$xfGZr3FsN`*MOov;?SMP;1GmYC|WvT46XhK?T%(?t@wl0@N@8#^?x zfH4D!t?@defI*NYyE15h&bbWMDf^KMC-sUP5~n4p_kAy82>BaZ1APXwxivX7v^{4! zA*ZS0chUt*Ij>-@*DqDm5_+@hN=g!@9@di2xvaKnXaAj0*xXvY-$*6Lpbb4FxAf?vVumh8e27?y3xVCA(M*8V!!tIaj?FUgSdwaFUiF5 z4E5~$Z@Z8lTzUFm<;Mz}b33VTr_?{umsXl5=bQkajS^gJ|L^D@u9<~pawmq8-naaI z-ZNIFh8vzWAcYEw2}%@SY37se_98pms`KbRGGtpcXirZ-rfZ?UWQxk_^*b=Vu3cby zY)b)U;JR6@*~`J%{Y3-KuApHmJBe5M101lKtv-Ql+`H;JVGaTM&L?v66|2Fs5i(@^ z%?Y>OHjroKS$2E9>2?dU@e$ap6nFLa4h-c_OnAni?K{y7s6^aM`X6y@dsR7LXYdnU_yarR2azDO&`^y9o}J1CfP1 zdEnK2_vS}{aOpRKEo;`|_C)VIWnTHW-+k~NEU7N=SmEUnZ)~|!lyHOZoz8(>72`{* z_2;&18YQeb4c5JLhPsO;q<;K*FJG66-VcH~XjVG(3Nl7_7;dO(fz}leS_QG{^uUYv3>Q)k6JQlO+5kJ#B5vxGR&vtbV~#P7ZxbgtBsB z3}D*aVY~MH)0y9|)qt!TZTVXxA#||DWJ5}kOy=2AtG`d?qc3flvg{#bo>nnd5KP<3 z2ft<5bOP@`po8>deq(eczcH%?nPai)GT>EK`M-kKt-37w+HW7|{Fj>*ZjJ3y(ROl-|3>x6oci+0bBawnMg%{(tBVx~~l+F*=QZ6UlENIILm{ z9VRQ`nvY)mcFq40%U=sTK+WwfIElX!>M?$Vn$L;?@Wo)U5k4zqr zFXg(tQ~D>?OIAqgXqg>kp5B<>>5=r`DEc3Xr#}iW^XhEZ$H%%yVhL~|d7VBPi2L%u zrM~$kKhE(qrQh#<5&nYASKR+DwUuqRp!>fb1p7fi0{pmCJ%QLtQm1v22X-W`nSn2eZ4ONbJtXR(2P1luHDl=-LqCI!3MKJ19Ru=~|F!xV zRLd?`g}vGQ{^PEj(9w;JpWj6v#G1i{j_zs%b(4Bu^L0~fo1D-Gv9b;D>)4-b8`2Z| zzQ@YLg)Z+br3y0EsT=w~Jy>_IN8G1#f;~gypm~gf2?j9%N z42!a}&kOSNb4pe6@+T*&*Nb=IbB>2F#oeknRM~+_pCNvWy;H!WiF!A`NhhE$5I>au zYC_YMg)#u^>5#C;i9MJc! z8;aETa<1TgFHTYn(XpIb&m!j(`E;jtXO2I3kYg7ebi_6(NSTUUyI)jcHt^4Eo)n-x zL`r_@m1C zoR%LehaXnVy9lS*gO69U{vPsRjQKxA3^`&~#vS?kt(JB`a(u*_AfPB3nm+ZzVPPJ-+wvSunTtlovg7I5vg7o!H&!e3c@{YUs@z%%v0M=yYfh0yUD|d z!+Ni0{l`*K5ADlOyQKq)W4Cbc<_j;BACtKvNS~U&H71U0e=}xKeq6>R^6m6kdbU8B zUZyW|`S#dPkgZVTAKLw|p&6k+W`D>oybm1f`4k`V-eK(d4_VD08e@0LHQh2AE(`eS z$J+^yEVUEhDuI=W*+Bu=`n9oZJ(tBZ_NAFBUz&Jiu1$nrZZHObA2Iwimv%?(exkHrgBi#IAKQ8#>!4^x zUUPf7{tCi=!k|9B)aS_1?7aUN9seT@lvdj|(fv~5!=*EsfZji|qGPv~FXP?;^WSoQ zTqswtjmbBLv?qP@aE%!_ez%mAB&!gmhWAD_<$Nj^e4iv^o|*i70%xu zyXaA_Y#Yyd4SnC+ZaY@>=v1IODxu1H`H`l@+I)wUnyF>l+E~b=|MVx7{NS|LjWvy( z8!M2^F#a*|Lz{ZE|22yY&4Bzc9E*OWi?Un3Vp@J`%Gff)rCsGAqCY0$y&3@8?l@?@ zCzffi9-S{gW*ZAl*J-DY)qYB8nY5O++ipOQhkEyZzNA}tYRdH|=dzHWv z(5(FNm$4Z+Kh_@^YQLVodV7pF_H%v&^b*R~v47^vKTZ3l13pY6?s$Hr-lG0Qs!Rsc zsIxLCkYNRAFmne=?hc`V-otAXr9KBuZ(mjUTRBp@2`!rqo|E zPufn|$KcBin-rT;=O|qRWOnD^`px>K;!@zH5f_Uc)anv=61dHTrt@zI_6BC0Y_e6RbDpJa7d-LZrW{cTS)$oD7neF}A;C z`q~^DxL%cg4GYDbVX?Q|fql|45sT{cX5K#{of-HQZvsRg~;#LFEh1CdKeL zA>L{+byB#c!e#TR>Gd&c;qrw2`h3Fxl~X_9?y|bZt9C7xwe3W?e=JDM&Cm9`Vfi}T zetqEf@i_0Uci(!mHazE!Z%i(YC20mZ%|6*E4;q*~%%!k%N@c5u*yg~q(R>J(_xmJoamO7w^>eoy44AE(LQSU~MS_f$CrHq@Un{Ctm<>W>FG)8Qb0v z!z1T=@E6-#9P|koiLyibp^`(0q$YfT9xZ7M758vpnA*bcac#Jw51uXapX=+!o#r&3 zCU=5@duIJf*pt^Ruo3o?}Fk8)+$MYGXu?(_6bLNvavsOU&p6exhpAutr5x{UWNb zUNL*QDxIe3ql-^R2c&kQwb3bpHT}M!vx#M_wBw%n`r;hidfM^o6Q+8-D~MhfjE|qF z*Q+rBZajg9?O!6|mx~VVE3M5I@%U3#bw6R_kJ++X@OS+7_G}dfC0m8T=7r=!r!U10 z`U`<~C|%h}+WSYzR$Nd7Ra@7%I{i9PMM0Nphv<%X8d{oJHX5zKR?XINfYnB)5ieq`cT1l%*2g#e zIy+^!+IML1?Tr>E>@H6O{H!S<#HPH)-p(4eQjL8KVQ6|u(EDECsjEb^tgI&z_BeQ$(FPCIC>UTlQ6FBk6w zR7RiIU@ri^pJt)HsJT9HOLlN-9PvsakyM8}L4sh3n#*kK%ADND#6qmv)W} zD-RFz2|_Y|&wTTFnWU3>h!aw=P-ir#D!ua%4xdp}hqrDN>mgqv-)ZaO@dj4r^DbJ5 zRqu#*@*HD2sOU|af5q;)nzSK21h_!uMrdX#b51Bon-AqeW-Ow*qPvjbkah239mqlC zgz2Co-~e-mgXh7$s_Sf2cL;fPHRwR*0b~KVG<&Fz+UPj3x^<+@@=btakB)VJ>RKBY zr0tDbtp#^;aL)mK;ky3p<(C&5YfA%JH_%8ZYb#|nxj_X*7o^B-JJ`Ub*xz) zP@P9UCK=>VowTfj95aRCRMC958@l?|I(^w?phFz;Y541fa-Skr`JX02Koh{fHn4R; zdxoDJ>z)fbtZxM`_yY#=4;T#~jBkJ1xbhpupncjzSZU=>!VS!$p3;*1O08;lWU0bV zcU-BYW|oNs%7BD&P7-}7)n!I*f0LHN-7?+O1ZYOcWuAwg>v&?|e`fG3Ay=xqjqC@q z0Mi8i?sAD`Pfp^Hr-P92KydRr#{el&^g<~7FtT#ttd=!$>~k#PB_aO~xi4t1{v+Pz z48F_&Oq-Qbw>3zb%ze$O^AX*hZ@fG>J>{{`^Z8xfxxkDm`rL-D%^ z$X7v{lD9xs0$GacaHdrFJK~+MmYd&2Fll0U_mWu)6CedhqFRXMN|5IkuCi{D zHNk*r+Fq~Sk28=yU!A8wj(n4BkeziFYMyV(eRJ3;xy+2R&=-WL(E@qi%cd^L?!tv2 zas`rn6y$z#!%qO}`3&;AAU)(iQINsOd%vV~#gQk1w1-jgxyIcgtc&nN$kK(5|0fC< zFs&FRP3I)%Y|%W2?!*PdL6d9?i|eWhR8Y;A%}yXWCw;;mp0rmCZ>n*&XJO z4OS-3U33SZVBG)q8l%sfF>~WDpMl}D6SI1{h3fj#{pm7hAtP5R$(H`w>QAdo&A|O1 zy}#?}ezB0KJmWm$aio8!dfT-heoCW`OQII2atrEWfPXuC6rI9XuW|(WLDR2-NC)}Bq&>(F$|S(wCi|C3 z2Bynck4&2<82n%@6cni4{R=;P)Lsn*GIk*7z7q7FOnKZ|7u9D^}G|Qi~vSwZ7Fxm1O3W|-81ExA!EesDz*cfMJaQ95Zt<0 z=?*8k4rQfP`Bx34u)w!!`%)DQUBZO5Eu4s>&D`%SM6jUH!+KY3Nv8+iZ^bD;vi@Nc zqyt}BEF&=mkYKb{-=b5)MI0akf-PqCVSyNFOZF*L;wgb0Vy)Hn7r7DF3VpfZvQUa5 z>fK3!o!eTYZqYm@PW9?+6u&GiFp0i*VQCkSzU;6tM2jq&=MhE(ma^AGI&bxBr{(5& zLpOp9=IiXHr&xn5$`CTE=?`Y3j=hC<>!6N0gD@6u*I&eMuN|HRunClVZa%UbQFEsR zWW-#21ZiW~N!WZp#yie^3rbE|VBY~hIic;NG?sFsca3--?v-d$nPmKHjJSfs?fSz(+&-7~UWcY3($+n%^wvFXK~4Hs+Jb(hn$=@~W6}&> zX6nximPuNACK_|4Htep(H2z{%nR{9tk+LN zsMS~XehpzSuk7}1a(TXPrL5;<3_>4Ot|XwkPeko2|0&CvYXd3EVja)c9F}JwWBwH6{Pa-n!D0T^y4??9x7e-mU1{tMv3srSq;g zFDgv$iY^?iw{h^uO{u(Ow=KA*$XZF&KDg6T*tgv4OIBO!=;z%@VIv)y>^l0)%S9!i!_20bGCjyHI-1F)6|J8x zx_QYqXqB>pd2N66$KW@yVOF2+eIK0Lr0z%+tf>^MqgB-Iw!X-^*q}44r>K3__END< z0>^W*&pOi~bCUF>r08bva0X@C8jUWSCUTcV9CnxV#d^yQAqi5DR|r}=2MZYv9U*11 zeen7IlYn zvOKyII6UfbSf&uGH9d>rTFo9Nfy9PZ(gG}3T_?}Zb`66Yq5JgVx*WTje5aafkc3sJ zj&@4wS~X^Srcga!&URsqOc*e$Ube%v6{b$+LC(pF1uBoTNgc%HgWdD38=)oLXceR8k5xE&ft0u*8?K+_u<^Ypm((RPNvfCL4XUo7{!g>gs$0II-g11?|l| zr2oatT6RbK+vN6?hzj#2(30?nQPjzJZz1TH{)9m};sZK>MqyVHuc|qac_W9T@J)f1+jheX(v6rXFeQ(mt^Sa3Z zrc3r%mkQZKC$XwqGZ(V!ycWm;-US`fw}!vXC^D!u82uKc?47IFJ4&4jFym`GB5&V*8WT@IBHdKy_YQ(BVw;j%1k|FCDr%gXF#QLF*c+KA?lil@jCto>9nHi`=iDRCj?@{4U6; zMgwGv0a@LzP8FR&M#V+zf5F995(6Y^s3p!P^ zZ#X4BZv&4V4w`45>v*a5#9TCwN2ScjXKNt(sWRvCyYjoN$OBy?;CBH$ZvW^a?`&&0 zF+Mk{%ZA0{l*ckvIK%%50zBW4N9ttqB60Q4Na#N`&$D<5=AXRaNS-V1HUin)V;@uF z?zJG<*7MHqcY$q#FvhD z1~H^<96;uDD(424cP_Kyaj5OaydTUX>}uF0lB97|x8wSRs>AKqXj5K0c^#v6fd^Zr zH7adkQ_t7#w0PMBGS2hx{mAG1Q=M>S{X~Pz_Lm*WyyKcr3OCvrNfy_h(pSd@4p-?N z5={V}h+N?`Uv1>Y0t`jrILHG*3Y;~eGdESSa}qxHI>orx9ov#aaJmd0>ZGe>LBT^E zz=6lw-h+oaijyE~gF1unD6`EfgbY$i+{Xq$OB4eb+YDgmv^-ZsL%N5I1{uB-1M0`R zt8T&8xIB9+=atXE?0dYvSMPxstW`%iM-5nQFwVyNk2I?=aIo)R<2IP%IiGa#9149T zi!(Gj%-_2H1|rXFpISAI3JY&zl1O^gbTd8$irgnLl}~YlNVh!3$XDUs1ih@WQnFfb%fzOzK6o6SwL&{q5)M_*{baipQ~BJ_$J@P_ZPD|4lYf z>dFG5z_UrA@Ft>^)%7g6Th`3Je{F(9?eA9;Q@v>wzZngGe3#XAtT~1dC-giWLa#b| ztN!99<)yHj z?(1YOWTMlO&qe?~;?$V>+&%$Rjj!s^LVt^-3zBIgbMDrf$Z`3vM4aRG_YuFCi+I7I z><*j=pAr_XgOlxhOxZP;=$}0b$8f5kEt|Ysl=jb0Va8_v5*BqWf$R+Ml@Xo1@V#0Q za%@Q%dD;&$Y`DeOfOa4kMNj>xH;1vK*B)@2LI z9c~c!BWBmQ`sBlF{Esf{~^omouCPKjMUh9hJX2`jEzRf(0DlHoe9w=7bt~p$u&nBJ${~}zmRqJ^0+VI; zGOyH$P&_F=>ybC~D(Y6p7}vCUgjZv?Jnu1n;}H;yQE`!e-T&P=0c^yny&|HeTaet< zY?vWLc8Cj%e#iW>gHw6+C_Avj7a>HNL%M^gn_nAc*QXDIhKq86o*26To-8 z8dc!2O6g68z{ce)EPkT9llN_7*GAQSUv;0G7QRj3ed96|iA+B5bp(q3Up8>jmlKTEj9v zeLTfG|8v}is&Wue2coyFDKlIP{;y!BS?qp-_5GGnja_ypwACNVU%em!zA)fc(s{2Y z8H72iiMtfKQeoKqc*DLF_1EXF%3rNG6f(0suyZ3h=JK9$qqAqv9-OOi{Un%D;j$%U z;FkRM2lOn2dGBo2#;vX1FPl5&h;Z8RYL*R~TETgk>0TqPq3#IBn$H zX59_lPOI5X!`&E>Y;45rtQd(os6|53W=Fy%@A%^A--cujA`Wvs=Fu4SOkIZOs`X?o zSE2hjcMzbHa3ngWOgX6uvWhcftjq#Gz# zxFC(Yu2Pz(>Z?J;l|TY#MUDiNsnN2e?C!xASvNz>B(s@ONT? zm(i@ghKo4%Y*DENdRKa1KI)R`=Cr;rZ)WXF`jLdAQfur<4NpdcYNWiFyp zrY^I(yUDETA^om zv0U|Ve-LffW;|gv-jlw!{os1rZu z=u#DY6~7MZURSLo@9VvIDsOSTa$HS~UkPfZD!`3%l|7GcApO0WF{VYJHb4;p)i3ka zv!M>FE01sTpb!V=CsX*PH;Rl$I`pWKgVJPf@^$m_U&eyQYI-ODnwY>~7X;CM^; zIj0N**~0_$6z1caV@SEHuO*e~`+~h$uFY4~>?cg82N!Z5eR6)?it4E(x5y>oy!auu z1ucH$TO^#^kG=l0?bLom@6WbV`>_#EFuA0&P8Y=rJ*V69(D%+S4O&j5z!iee>Ax&1 z)XJ!nIXnPRjME&ZvgHv5cCp`tH8wQ>X=I;nZ|Gyn-B}vV$BQXV%U3M}JlP zz6B3HU1c_Fq}Q4}b_cQ?Qh(TNc=i@{rC5Gi&UU2dUtH1S%Y>4N4`kpge0;pyIB+0oktmDze^CkltC>cf+1(c7^mA`1Vefp(+shTxh~Hli|h47X41XH0c2> zwxCG+_NYIpUn%z135*W*y|HRl*>}R~yJZ&0YK3DJ)EzQRFH$mP6j}m5|J|zwtvbYS z9ibWM&dBt%2BY&B&u`S9%G$d}J^hx98iCmtKJQUiSgFxx*pXu}>-iG4QTQ)~FYH(C z*og{X&npDNiQ+N?fk;cCiKq}?z|Q;-I(g)!KW@sc+y`!M=yD{I89+x(lv3X7+z-z` zpyK;;z-R2Jc{`ehg@SEq`pwQaa(mQM4VS-6K9S^%R4sX92%lqcwz%_#E;|IAWDiY0 z^&+80O!VW}I?o5i#kJQ820I_i#`ft;=XLZZOi1;ejymy|;vU&UpMg8}l7CNl7hj{k z&aCcL+@t=mKD?aS7H~2QO)K7Ac?Z7y%F;zQy*?aD&t!hM`7jh&RjH>p#qsuD0Db5b znxK0(+HWuojyMMXw@;6$kkEaJFLZciU-I;xapT3(bXX5)Griu6TycqMapmS<=%rG| z4XG<4ks3k^b)EKX0G^#@A-i}Dx^~>OccXCZ{tF%XJ+yh2#e>DK{h=^Z6`j+RArrQYX}yb5cz z&A@-x^TH~+aaxGErODviX@%}@{lcDVbN_23w@>GC@Hpo!&B)N@K;+PH(=o_Nn(p|f z7!@huSVeVczkdFJibH9n;>y&WT|YgimY!l+a0)BuM~+Pd-9P-h3(hR=u707o^v{aDo;+eZ{VmU2*e(kkOWc$wg&FWwk?_Y0O*Pm;ya3A;AXW z4`IjM!DyOwBDxOSX5Omz5Tv_#H^ND8vn=8(JECrGR`y+*obDVEp(6t}PBEX@Gd?3G zv_HeFC7#!zpWdoJAjo>U|X>)iWv- zzUQeUL;8|+x^KvBXToS_7B>n%T^FgXHbkv%L&UJV9maL4!Wv@aPk@=rHdO}FEJ&UU zxE<4@M<=jb#CMpuIH%*s%IDL9ji=BO*0iRY;i;2fQGa zZTbWa&+{g{c{4B=JCCXv*IFDm{%GT14|(XdNBxl@5wgH!c{a>vUV5%^W?aQhB+_4q z)zp%1?fGnFVk=-tvMRH|@aO2O(kKJBuvfKx#f>W?Rmb3{TlMOK@XS+8v!ryb@!Tw< zh?+bd-o#}w*4-s26Z9dsU<#Me*GoTa7d*AGhdp()5PYAIjcRH7LAgDC>xHHl`>(Tg z3L5S*9C5WyT5uHQ)QLU!B_1%&sVE|CWu9dD%qs!BN%TE18re0UHDL?2^t{@#1Rv++ zJ{3xGpC;(g1D5>;2&ZRnfb)3AdBg0As|NY$FPv?2B1#fXwXP$eqhLjC5tg;5qgtYy ze#QUC>Rqha%Pjo#-z5XurIc<-8wU<_tNwTk}qZeRz+EBQzh9GJuCi z^V|%U9SS!(dL~Sx$KH8WDNcI8&_z6wg%DU=K5bCEo$@?$Ve(nS;mtzk;@TWoeVcKP zN*O6pQ6W41wTzCit9B%O*tRq>cn#g0JJ^3&%DQ`vK;%22_fe)9NBRtCgmg)a*ggB9 z4YJ2Xy_&YBmbNJZ$=ug(hP!P5T%*a5ZTY?W9fI~^e-DM(a=@j4U8m<^@N+42&Ct-h z-sV1S>rA51J4e>iPZ-jmq6yL=VmCKmy6iQSCsVOd>65A|M14@dq;om@Ohm~A$V%F} zz|ufiia5CNJ|iI0I`V7`N+QtHO3GDWNu<;-g+I((aHE}*9ee>yJ4A{Ktr!0?f{UZ0 zD?jz1Z3uTYvYIY}Q_@4QqH-q!{W16%0nw4H7|2*U<0Ys5pnjz`I{`I>j-F`hPlt`Q zkTMLwbyrvbxB9Af-_h)&pu+{SM`?FumXOE?yx7+G=5*{)#ouu4ZfvMc)>2^H4&asW z6jETQ5*X=X>D(`58WpKmt~Chy>%&g*FOx%;ydqj}V~pr#rKr!mMNu4pd{iu@m%j0} zmtco4%%zD5%8O?!xnc>I=tt65B#|Qp7U03X@D%dmL{f2YO+Gy^^h-=Wu7D%VTT*ER z5xn%$fC_d(x^mtlWsC4%`@|XLfkuIwA%JS>tMTd3uOAyDXF~-S!(Pp&%7=THRTFic z-$x0ae7Z4`8SX4QNIfdu+}#En?<``9^Onx**xsn}{W9h(^_vl6^FOz^3yks>_aV1& zE8{PrGj93o&&sLax@FMuyic3XoGzc6Fjgx<7udJ-pLE$B$t>lpfX^PbC~WrSA#2#4!5i2(d%DiluNS8e(x1TrE8W7vWO$=<#xo zF!5gVl4w)WJ>WciWl1xhm;TOjaB;+7f;H*NQhWW zPoK|Ze(Qao5yQZNYpB_?@XPeiz7MI5Z5R?;S(ahO@VQi+_k2E=#oJY; zpp0IG8M5WhKuvZA8yT=8vR+z3SeB*yP1mzKned|O?FO84B{6rldAr~p;igO1PPbcKFKe|1hVPq+*neeLq8AAl^Q4IhG&I4{K zbW{J0&wG1GivKzM`Xvt4^yjuC>7&o^F<3|&*ENl++bSq{2iW*wgg`%TfeuX0NGPp-f$0=#}^9lYn>^MVeKmiI^U3AEKy8?7O@fn* zQtyc#v^s6U&DvN_{q`*bn0Z37=VoOznG`oJFzr}Ud-M2Rut*}A&-G|5ulZ-e6-Ly` zBF}&5O<&*pHqR`jH|tsWHdrEn5Rlc`1}@;MVfyre@rs+Dd$*07^5@M0GwNXkPIvZH zUwz|)*?}$Es}UJPj;#H(PZ`g5(H-Bx`?X(5n;J68l|Car=ip~1J;r;FfUEZ2NVqe) zuWmm5lBNCVcI#u}J4~OE(C!AMdW2$B6(VLDWy~X*j}38U^NX8WLdfISB-SdhRRm2~~eZ zz(N-CL1?72qNHpxp=cKez&f_;3E4PSJOC)#3;+U*bO%<=?l6MqY~?d1t}Bw1_|1{DQ3 ze0eHguFq54z9mU^yW$>D#Nvz6_#y+IXou(;@HMtVm(FS!Nhh7y_O~qbu)4as_q7nP zS)i8R+l}8_gV%ePaFW1Fwzb^%wd1JAU5J_14IS zqC5fw_DJ~g1Ut+5hWG+`W)fFk8r0cvm@jJMi_~~J2XCO-0|a(Uxbp=BzCep7P|rYd z0tEI-{NM}T@CE#kX$vN;)8>V29f>b`%NOx(Bv_+ApG4E&4T?6J@COvCs06E;-^L_UxV+I!yA-Z5a{hF zU*k1jpvp6K#W2b8$_^et3SU(FTgP1i^@yiq#~0N67I=&D1Ur7=`_AuB@Y`sJdy-2C z-{|uH)(t9;h_pD#uA2McWGXP<8{fx>IuBVo=rmc#GPk8fgd5|GFXy%>KsXvp(L{DdVn zpzt9A(mUY1aXk6s2>zDly#FcXq4-%+8{hwy=Be(G~x6>eyH1d8IPvpSYg78Irtxxeu z9-sJH1AMJrzu|U}Q9DBgWF-Fk8>o4c@Bew-C~u_y@BSKDiT~&KwR?>I%kMV+asRN< zR?vM7Pj%3Dox?s?p&mbj@L$jBjlu-fB{uP#S?j@f<_tI;1j43J(P09Ifm(qz9&5qZ zX2(6&HC=l`yorm^-0J%LyTqHzdz%k_$BJKiJ-1bM*+WQVOZ*NCeO%I`9p{DQa$TO^ zj;pd?-Y2xh!4rS$UdRovj{|}82ZS=+mb5Amx|*#eck9+Uog|1q2ETnTBu;%fnRxmT zxiM4Py{%n)XdPwGq@7(;MM!1?P?B7wY4bV6=}W2j5${aujjM!HIYY8n?|pjV(JBAr zjj2$|mXvzeqs9`qnO8}l%uB{<&2$xPqQedcEuK{ny0rXIfw|Dw8h8{m!gc zdk%+~6c7gtHc6h47GIvfvt&W4yPq$m#mY0tZqFeQv_9u0MI3sT+#`A1x#|mGQ}tq> z!RY3luK4Ir)z=i+!{^`4Tro<;oxf9fXiwtW))N!zfp?F8-tA`N$r&iH+xL~Z*}L!< zxW->P)q81mXa_(#|TXZ@U8;Y+#A*qX+m__w-UZ{vd|8jrkuCu)Jc zsblp?`o`I)Oy_4G-|N&WCI5YYCONp|^+Vgn%U6=xao{i3 zPt*R==oJriOTF=z93m^Q&KIM;GS{?}9@P<+MSnV3i|Vnl0zB*H;?u6R+0wMG^`-iz zNsY;dT~B-b8a-Tb^9-yzJ&K@AnX#*YkDkIMER;<}6yyi?p30=?AY@1$V}@x558A03 zn_Sf&deZ!kaqXzF&EY9(eY2)#-BD;*V{3UMG5A_|E3v=&g>M^c+9q=sbPzM07)(JR zWSn}32DadvfVKp*og{uz_cgPgli3onr>XdSp@x=Y$f@nbMIvM}oNYQgQo>~v=2J-( z?&z{>?vai=wDgv)9UsrKgSubwN`?;DJI0zVJ2~DS5h1>>daS0vHDInC6MLLr;?Vzh zkL^S_>6?00H!D2&D^h#XX;eL=bdf2x))&@}ZND-DDD+K|n`=9O-Jyu@sq`|7FobmD z(tQJ<$CZSY`?0z={F?EeMD&Viel0%!igcdenhI_5@VI)2?a{EUZ1oTR%AtT& z^meTJ9k)~l^$)#~#&Te1xAxuRPv=EHz7n<4zGe4xfeN~npRN~;-0@v|do4l<9Pzr} zUv$z)@)f}$_4+MO>u=Efc4uhBol0#uNYm6PY1k&}vRx6!-rYzo-f!V5dtW<#9gX%& z@71>Bl6{XH79eN6nxFb<22b4E(3~cfCD$=}hE{P6&=!;Ezw6x}C%^)>%v30hDf$U^ zjJ|;Z#~aJHXOv5K_a~eR-4PhNJ^#mJ24;uN73nIMO$h%rQ5rG%{#(^T#k6DfFPw0W zTTJ~RI@56CFaK>#bGx_KcA#AM^*#G&GxNSJ^#u3D5>sPdGqov(bm!Wy@u=^&=tW8Z zp)&b6;6RghpQ~n-+b*`hu$Y@@$MCFD@zc9s71ezvQ9j z;&Pd!{z#^85a)PxNf%h`lw2b-KlrWEp$CSw3FR*_-WKeulL7h8rQ(S z31`)B)Jy0lHH`0QviE8XIqwD${dT4Gn;r1gpTUnC>bodWUs-=8u(-!k>5>kD?-|@Eh+pSptwd>zX!=7`+ z*0R3~GcENZ(cgvY?oG~}db%W|@-Cou-RRpjp8gugMlX6b^`u!JfemqpWmhx(ggWt|PKb58L+jrMzYR7KSh-sQTQWu{DEUP-# zC*X2K-Haz6*?#rD90zmNC&ip|jF)~Z%Jx$d{qFPEoH$GJb&levrn${}QM4-pkh#^$ zZIiD1+M9McKG;rcun8B(zS^KQdaU)Uv)(OZzrQTL?F^ToFAF$-Xd$^>3)O6I7}AK0 zd9@McB31Umhj>fCr^)H9nDLJTS@nRezu?Gw`m&rkf@^boJXEC7U!d>1t5;)ge|)h< zT*fO|@acBcriReJ0+)AXeXRE11OXFPKCq*~p?njqUdQXhcE|e%9b<5B*KP1q6dgU$ z`rThI4n4ZJE=KZ)8_iVI4Vr$+IkNi7QBw3`sM>!2;~`&lW*SPhA7C{;oYH;>DEjXn zsSjM1+5SU?z#UkYaQJXxyyV?Ik4yslR7k{F#0mPi68@RS1kf1A z64|AY0sSGV7LYpW!!5I9K?f<&w`987U$L0^j4ZW?=PNcIpX=V+_A60_MeMx#=T|#> z6L3jhjzLFO2y89=G(^qttZ~iDWiiiIvk4=BSpq&=wa4-We(}&}E_kzoL#2f*GmM=b zF<${&l?{aWPE@i#G8g+S&A{^}|DFSTkM=n`5$xZnIW*p%kJ7VI`0=?*U$y#Tx3J@< z(j0n`7e;Y9?Ne@1g;bBByzR^6O1axFg3VcOk7KB@RI*O3JwX9+^OWP#{29jG#~WHL zM#!6{*nxh5IE*2i&CuH_n!~ZW$hUgtVVI1=|ICMtsxs{ zqfMs}9%Zm8_ih7y1qP-g-~9#M5>LI6-M1LK`%x-UZ}cEp;E$tifw` zB1x$Qv>Z*(y+L{HT{V424(+{K*6tS=JI2~+x-WZMr7_83vStSZK`krk*-IqYoA<5T zXbmS4Y!4t<<`)A^sC70?r%i_+oZ7lG8_P(2Qn@s>+lg}AiGozvI;gux$U zjLA10H}CFv5Vny5#JBbYLzjphLY9QSvtvjzNOtiJr}sEd^S&zJKy1mWfZ?R@iHLL8 zuSdO>{Gu4Fbtj$DnLdN9d{^6Zb=Dx~P&DaiH@fnGAQTle(OFkO*vZ=YF<5C>$5xi0 zP=mM>S5I(nKU)@zEIECIQB+YQ*HL*?s`n&bk=(j6l{MuvtQ0|1rYP0KpEQN4 zsR5r;UTxd{H|<;)kXQXyCNpjVyOXf6ogqo1v`$6CgW?U+B^gFxZ`_0ZGn+EYZL?7e zMaGDQ=$^`6NGLJ(zzK&p`7Ki=eZkV>i5Ei>CTwgh^)G7W=sN*@5{reM%oOLP~ zs?$WsiKv(E5;&2jt>NV0AN#per&ASd;5aDFIkOXl!#UAivNHq-i)*%3&h>ndOp zNSf|lqtI2%bY`Im;D}S=a!RN53yVZ;Y0X?UHG&PH*4=fYB0KClOC+27Ud(_a0bMTd z&Nf)Qrxw8?cj$9w@*x}v3t*``oB6$>BmA2pegTtTyi&)wL~x{^VrCM?nh-^v^K3v1 z0{4x0LNNnEii+S|=t|}#SJwIPx1H)gP#cd3xbK09Wx6_aopyu=y=5R9p;W+zz;MWGrJ!2b0i8%H!& zV01Pkj|701P4Wz&ycww+AR7Z-!%mI)JRojP#L5L|ou-Z^vO~uVWH1Tfix(5wr^gJo zU@T5kCHR*+F&0MDq(t`BF@v3$x#l>Unp(I@9E={-wLG_Vx$TGyO^OzD=Y}2$5>Y30 zeiWx8Y5IdsZY+Sg^IKYzjv;E-o@U}&thj6VkxQrJhGfP@t z0nDlg`?EP7u4RnNz%GjBXXKFDENK%3u)rQH#zAfJ1@E6J1u)Yd?7r#Yt&2X<@aoez zhZiK3f18g^5ARy^iGx=g;T&>ErIxh50+?qHmfyVp1wcC8lkos9Vd*PBZFU+LU7)pP zasLaj5vwviynWFp23~yzH}rz!ZAq&tfI0lzoB*#j#tr3=W-Vz;1u#SpR)2a}X3>Y= ztowo_ZAptSfEo8-6{d%`EK(o9VW)BYW;HH%_vgpdSUAiGr<+5{v;=7F=3_6w3tD>t z%)JL&ELGg)WJxP4fZ6t7m8OUPUZg&R!_MHaFGygsVUMo(qUdSd+W&h=jfcaGao8Nv zuqBOJ0E6{lb*G1=7k@S*UXb)HX;}p@iyo}v^svMtH5$%1jRTtju$@!@^X&oeP8pV3 zq{hJ+MmR(c3HML4?v6##_+-flP3hR04T>huJM!-gv!c4*^=!_&)1&}an|Izavj*nD){GgCKfHF z`-Ex=1moE8#?;eeCdvu4Ix9=G1V%Gasa&s)-EKq;ADd9Hbqxz=IQ=vd$bh+7*8nB$ z!+3oAFvN0_N^2C&Wm`GXR!0+cw_vumjAFT$dMKx<=lS+lD-v~OG0f)V%Q7PzNqLw? z0BV}}+^57OsuBE~6HNVb8px#NiAtMCU38*-nQP8`;21qVC#_@s_&6b&n8sIp{)dt0 zB8k`?7}H>?pO#H-gIh2aeBU7~^hLY0YI*H&LtzyWdou;~usrF(v)RZ66SGNHsW%{9$GN}cDVoyMnYYWR5_5b3~_d67j*_;{8!=&$b zEMQVWOP1#&;_JyVRU_)fOvEd&TJC@_-hsZni`HSd@Oq|B!^LD0h|zrXck<BA3z+gAP!d$hb4%^0*r^mFB~6$ ze}RD3Km36s`X3xVuff!gUCzuPLMQiwFs_1`HOs3Zjs07sW`9H@$^CbMu^>I;{FxtE zC{=uM&sVax4N9b)_)ihb#sq56%Y^xIzpl;J}1WpEH znusWFuLR4wa;XQ?cRAB@wm7hqlPHCzRPL9D?Fks}f8L|B6|)U9&@2rk5Ung}ydldz zyoOTJnlm2~$zY8z9LL&EQ}2OuXvwqf47j4Tp8=O6=Z9dLoZ}s%ui^VV6S3l$d(BR< zL`oud8>V{N5eqtsu*mcTv$j;HLjX7axf*ALe82{ILY%b8tU{t`Vn!Tsu37)@Mf20t zt6<%+D}n6)>*O{35;(dM75p%!=7QBl9p~e~{~ssKg59js2dyUa!1b)BPDiT}5-=K! zD~xWIe&DDTqHQJ}?f8)BH3lxQg{tX-11!e@i`XIq`(0E`X{t)dJ-6`L|ti& z`B+vAxR!&n6ZBmZteii~2jJHa_>H|8+++C5*j(IwfQY=c$C%NB$pM$rsX8545I?fUU=a8448{MqF?Ctz$IQ=AgT{0c z5vt&Z!#K%H_v%vXbkaQvkGqqa!w%THsh=(fq1ZlbgJ^( zrKO4ko0fVpZfpfDXM*mrEts{uWWZ+5j$ItPt^m^uus8#5)8@Q+GE(j?4?7f)uK;c> zU_2!-lHkHPK*(bYUoJCl!g)F7a&D^P zS4T4X3I}t8YeH_^gDS1qekpBjdOew)O7F z`Qo~{aNq6R7|TV^nW*N&}RZ}8=R zQ~@7eXM--&JeH;PZLzyI<8!{jj;zGrAL;yOG`DZC8OPZG<(2q*BjrDIw?{OA<>lSt z7_s<~>bP3>5wlVRCs?2`D~FuOrpuW{_A6T>A_A3@<~}Zw=q)rf$A_|nz*^On4$+wK zFwQKSVTSalN<&t?Jh{3MB*3ZQ&ax+gC9C0T234&%xoEm(+G(*7jYJ5Wx)K)dch{_T zL7m?&nr?7l3@=l-%lX^^OrHvVIR_Yrtp1q%9K11QO#jzI6aKmNe%Bs##CP4^9xWYf zL|xHfm~#!%bhTqc$K;S>-S}Mc!Kx=kMToX{E42WTAv2jjd<{3b@6BN=d?0hA_i%CP zkOywOmjG1tRrLXrgVDvMVU;uo#9n7R(_4%7hx`7xH&I zOfXpsrRXt-I#o~m%QM}kcxP7HC8yyov~vM8xXeebHs+7}&3JdTdEx6jp-jolLTGc~ zbSANQawPL0w8;ypG}0IdHOTg5hWVP~h|n9I#?W(3p1B#lNNC56!rLP#pO(`&m_;i(U;i6D=@UaOStdo7=3=czRMgZFfeKj6QT7Boh)Ki)hf=`-?( zy|BVrpdKCRcFoR`4MBCuQWDoTNdGyYuz3Ie$TWzqUE6AxR`F5=7$~DU>Dc3oKrPPM z*O_YNg|Al4szVYGoY}vz%iv3Q%VWf{p8x5wi?GmjU^J(9K_t+c(o4*T*fGY&b*HbL z8&BaX&-S+Hi2Ub(dtT`ab|^?SYpb*U=cdMgW|imOy0S1f-5oX_~>NhJ-my$WbVRZpcm9BQQ#lQV6c=rnbp&6;Ht{d`p zRey0#51oZaJF_TV`KX}~Wfo)hf_2iL-V5D7TFfRi9aj%*(vkd;ZBXA&>1CO{V_rH7ExlBt~AEiTe ztSJLEwrb%2fv?sQC%MJEIoye5>?QtLQQ$4RvjCV3I-)p@A{v6v$(op!K~_eDR|XGh z%3J@Zi@XX6R{<>adkIODRU?N8qJs%g7i7n*WenO=5NO6|gkn`^f`8G8Kf=NTFR#uq zElg*&CjAd%?*UKs`~Htdgk&WvJA@D#wnM3qP)THujF6G6!|`$&M0T=Q+1Vo_j*&Pe zdv79p9P2nZ#{YHHr+4SP-{1e^_c)J7=je5h>%Ok%HSX&^=eo5QzRmV@O<=mz9EKM{ zbViL^Bs?zz_dQW>jr2tv2-Jo7K0Jn#BR{=*BnwbRXaSOljh07m*_U+`5N~DlJy7Q= zA2Q(M-8w>XL3TU#Ns|170}arKB)P4Lh_t4OvM+K$e`b$N_f$K~?L!H~eGK3hThCjy z+1Y;i0mF{&%#MPT4Lcy;`;Ag-U&dpANi>ON@QiIu$jqo$^=P&|sOd&o8P%P(E^mYO zmUI$=9;*l7$(j6;vB^$-R_y+pHx5adQCSR(XAioLX(h)S7W_WyGJQ0QXLanLaT3aC zXJZ!_+1?oSazlAfCFXwgwpg}Fbg){=W(mO%ATHsg^~{)6+_&}lTu_15eASYwI*dG0 zDiQ`chX`;{X=t)zm2I;_HUs{qeufFV(fK@sPd0 z;;@#@t+*D4woGk4e55_6i_V+Qo&z989~+(XN3&)+JP}W}N1+eyVjT7|FoWURQS!qo z(?yaG2;e~elr;T7^+P&!9}GHIsAUA`FMIB7b|Sa={$;*`h^OK)bH*AVKkkoe#OR>V zvqR+%((u>^LijRCdeY)OEr(utsK4D)YD0yZW0^g8wp!8THF4Kie150ba*uPuauu}N zIM=u@&WahF^0)o_CAoe}cvekER{8;Sesg-tV5>7Eqkmctv8}f-`S@ss?L_o3V$&47 zp$isB)00#|AHUoN{wTCEx71t*`uJm&3tl7898HtxwawTz$-5O{J?8~`V9>0Br@_#< z$sXWCK4!-TRTzwq9a>#OlX;r;%TxQ#84#3wkMlyBm8e=i8ET}@wr{_(V|b9EiomCl z-{MTl@4UL)(FNW{qcxC=z}U09wT;N*$u}^swmanK`WU819-3bxf_VfyRb7gH27e=Xym8mH8v%nhLi~(GgaqgL5CQ;Vbtsq1&w`;g@usflZ}(35kiHLF?$N5A8WAcp(j2L5%N{j?E%S~8+A_Nfl2$4UpI zZyfQ7z*%N=87L)hYY*e<7!H`NKE@tDPEa&StL@Gg@m5B78N)8ZK2>bIjs1JY0H{~+ zT#AyKgnU5^dN|uH63{WEslKd(I*YGyIznRT?1T?{6~h^ABAfFT_IoyrdwV^Z9yEWk z8C-_$DFFn!yQWzlYNX8(gK+dH4FqhIr6 zq-h4txJ#hxB)#;}GCJD1Z08VYn?3Z6zT7hQe0-r15id}dBz<$92eONoW)S%bCn*Tn zkW7ASFF`J2zj4B?`#T%-oak?d{i~t`&X>a3nN$QZ^TxR|-8!4I*$J3Y6!<*`iP99y z8jQX?{%{46wcVGsd-nIH#_pidpM+4Jm!S)uZU2f8_dwX)g^aw<4b+t^WDZ!(1pisf0cT`MI|Pcr0Ky^5cwYcf#qtq$_0nAw>$rv z{A)e1oBAJM=P0Ykh?>N*LAEC9xD^1dB6yiziw5JG$skz(ufG1Jn)tS&&Yi{K79n&*NiCS}oL44*%>u9PJJ4>(v<-+_AR5{KVE zYy35oqKKG_Gvol~wPb{lj2f++xq(~Q-}cuoNfE15IA%$^a(o4c0n3_FEK~=ew;BV?trq#-@C3ncGGvgafbjwzKU4e?OhC@ z*;A8Y1pN`=Jms2pz0He{oxpa1%6ZE$sSOy5!>-@!8}NsC@s}1}W*}70=XBOEk5#up zsPlX_x+6Q6wfWWKxA->wM42LX$U|eVWvUMto99?qC_6X1_xJi~xx_vYr)Ah5xB}RX zJ0DBN@MVz9NxbxAA6qzu*y)sBO$)&mB7%CEyImz^AkqYjGbCPe$Q#WFxtT9_4qIWE z#OZ=3tmGQvT+~l#biP9_kZ$B=>pl9X{>m?-6L~yB8r_?{?KU_)|1k~K>nX~x7LC7} z#T-Sf&H}_Rq`G*y^iY)lPLZ`5I(i#Bx+Opgj zv(p;O_hU{=uN%+ zk$>4~*Bi+j6H65h(&z}u%CLPeo*09sU+xq5XWw9VHyI{}nI|)Y$ct2aAdI{aeM~|g z1Rjsv?nd$+W?mYdhQM?pQG=$-#<%(;zWT{~G@!coIY(hH4OiNs{-GDA^NQxAO%5N* zsy#jONBhBV?Gv!(349ZD7IPL5gk%}yXXRrIL2n*XK#vUcU#&llM*~K zWV~i3uSf44k)U!!8r))GarPamL0E{Yuf7n+mcDy911-3J67E*1bSuwg$Z~ZU{j}o6+ z4T_S@X=$`RBX*-`q-Ap=t_9UyJwT1W?EWC)CFHzq6FTppnsu`dVC|<;{>F@_0pm8L zgI#Ec4;g^asdiRlBBUC@f>lOmLtl^w&537pDB0A1t-R0AFKA_p-Vq8RZex^u7m-)f%CAGURGE zhHv&yph|LkL-GyE);s{^l)vj@f+RCPhIhJ^Rlo5>Hz$*EF10;F;9(waNnVl&<{_#@ zmb$jV2IM3Gb>nH`4j@H^ecKZ zG}u(V80lnh!HI~%6I3jB`)FJnp!s@z9@=Ti#*~6L8@z+T8W^iC2XjT;*`iQ)0#$d_ zOGev(n%p=MzoX$Wwuui#u-p}BM5j?%ZoP?WlE~`e?-%jeRggfOYfy!ao6i~zsP>Zm z*hA>eC`(405dgG0FP;Mi6Cwzh3h0TKSa&0LG^B=(5up2(;=;CE1|-T8T@qGu0{pGAOEh^&Z+>&)ANvQ|NOZ2(KKAwNp$j_I)<1q1 z!up>*Vt%10i?+(He1{yPGGA=#xcw53)2`WybB6l)%e@_}lK4|HL*Tta6*_?H)~4+o zM~s^Bhadmc=^|1CnRdyrHXhm)61s}#0cr&(p5`AwN(<#BBoX5Lf&|=UfcJVq4)(Tp zE9Wa-8F>kXkE-G7lyU;~XWK_*?Z7iwe0kL_GpIOk4`aNF@na<-;uczKm^5ZSi^W_V zEI@a)sF30mf5c~qob9(EgmYJG1Dtl}xK|Y0Cn8_L@lym?o^GX1$ z@R{jTJ5HkKaKe7*KRT%-fXMqcwctAyv+#-PdsqqQ-+h@y;JrF)+o**7KyM14{IKC0`NNW5~G|CSG@DRrb=}noPhzk zzcZn~JHzWJN=Dg+OXEIS93YajlpD+cMugZd&az{=G1Ld%gG%@!D$pkxL@geuw5Vdn z?p?=w#>@_1Gjsvd4N>=Uh-iV{I?&eJH0lNtxE0#3u$?jid?^qStDm%nO*W;hBG!el z?gTOAhE_5C0i z8RZ^esU%3%_$nr&n`jqb7~&aCB4VX8x4oY~MvOhG95h5@?RA7^V0erdYa-4S)zQ{t zwjjc4;Crc9zIJH!1F%lpZ|?lh`+!{@oliO#9r&cE(CUIx4$4LOAIBS1(WC(6ymLMT z(l6dGgTGd;0)cj@(`unIeh;5o6Vkg)&ht=o9S4a%fu^aEG;O2uNDrz>z9`{X!3EF~ z=jJC9ER`hoOz4{8#=N@p=|%$XJW1LQ+LcFZi2RUjft~pqBVf8`oV3(d1J=E>e|FJ< zzENyTvxM$%shYS^J_RzCwx_VkWBSWKSa8ev$8ON}tHLj2jLz2|Lt|iy_XsfZ5Z)Ul z{`X)w4y)4%^u4i7uxqjod`=*7P#ujA}_Pfr-}unk6kEX27papKhY-W6Qbn%9m2xZ@Kg@NJ68g2cHM>46W$ zCRf<8b>&0n{wL30c*qfPyj;_jUSl}aC4?_h6CvV9kfa0eCqfKW_?{kwc821DkhVo| zRnmJKJo|8%Ur8Ju#9~+N4|0<^18nfvS1U%I`V!Q~)4uYBEHni3Nr8DgYNU5R6!7^C;A=h1V>9? zoE7nXJE3$x_5;Db3Mf5eq5%_vjuLD-c0`kPP&HWr_{4)TuHJUgRB4PwQE^O(@c(%H z8y^KM@HKfC1jh2q!@s;52$R}Pid2Ka%TuLoIu`f~QH-h;05^q~5A4c}lLfhW+d#Ldf2+7T)o5AhVHJK><3PLKtku&5d#B07Ni zGQ4Emb3Vnjc}WzHzDxSxHn!fcUuBCkPX&2-LW~xsy|aUD>==39nZ6|G6^6o_4?h7!tp=@9{U;*InNI* zWD~fo{y@bTEz!P+{|H8B6Awlo{W~@QXupnWC1w1JcvX}Be8IA=KI^f$rOR{04~6m8 zP~ZaZ22Y5#EeSCi%N;r$`=2Hodc%6jFv4+p^Zm=e9V!ioSQA>}kp(dBGy7huiVL>6 zfLM`sXwksrMHzf>h}|RxqfDI83jZy%*?kTDVn1s_WTcWr8ew6nuEVVa0ok$RPxJSx z+iT%0C-ERg%Y4TIeo5ybZ|Bu=^$5Z4Du`YH@df z;t>KT8APW-8N?C*#}&2Z0^p70sXqr%LDI~}2z0JUaelT3MvJdfif>46=G*@V+t7YVF`;vFCe31Y^AlFnU430wTbGSIi2CVpfZ#FRrIED~1(AUXbES?`H# ztNnBQ6`81mmOWo}l9WJbwD3!kp)LQE_5Mv+L4ab@LUVRLu{puVzf2l&G% znz(@anO&(%^n3T1A`*HRjEAl1`#tenwhIuAX*qQN5M##wf1K2g;**?wg;+2oZ5Uq@ z!Cc)%5(6xP1z9IRfD}zGG)MWb_|)K^k&c}YmC?Q&;KGf z7{JCKj7FrGvf+v^a{}$WMC)_vGN&8yQJey1BcIk}LFSW)369#-Pl8r9GWHUeIRTn^ z&fkXOHZ}jy3{Kn529Jon$jC#`HsyRWSawp=XU_mH5QnEzl&2eX1;1Lw18l7TW%)i< zfD=ZrflxoC;;cR8))VLcFwh?li#N1!jvg1KaRVk5icOk^2e1l%f*q(yDDlq5mH8q3 z(=gg{gIX}7WN$`=zZB*O#U@sXe24&Sh`{kgQI>CFr_K`Ym#-X8y<$IH%7U*8N8lF3 zZ@}%XXY~Wztuow_@b9DsTFX!9ZT|@A@Ix&Z>Bju??y|@D{46j?-k6)h{$AS|aBX_~ z-2{=jqKOajqgGT2Rp?myuM2;Gro4DS zROI3&u;(PF`9fuaP6yW=V(spqf#6|`0x;<5M?|s&$Gfq7CK`wb$a-tM_4)W1jaU&_ z!b{3rm#qY%R!fMu)p65IvtDLqYB3C6*K+C2|5q$mI7mgb4mbjonP z=L~lgWrVcL`g~NSEhIkETPvLQ)ATCdXyZ{}N$p>(`|sb^@y##GvBwaLSS! z7tV46k(5#xScM;<#Ph%G5fVI&$0)G=KGg)2i?ustPY$o3sf%W~lR@9%lFckYfMi2waVMPQVrJ zBaJq63_THsZx-$q+irm>#`=cgqrZ`ZhuQ=nH0SnSjc(6cNs&;Bj;+j~Tv6 z7n>(;1rCiGKjYuN6*OwmS`LGB;v6`8#K~bDpmHdm(YyAWnKwOeakjfQXN|5#fv!agb6;m9E|4Tw9 zDoP(9nzQxsh6KL?F-@L2eWF1H|G#U$Ql^G69r+t!py`SQZCT6dkdA*affEt@4&#bE z`VM4gGXYNzVg*1;=C9lkjT<^DO^ApUFli^AavS_FDJUk522Pp~?46SN!5o9??=a;L zFIs3F_b`@hWdA~pV$!nnzbH=Dap+wY`<49D{@+vFp;1Og$Ju{{vUfmR!s;S*!WVBP zxklRgYPpPX8==mil8_$UjF$rj!`NAh)T-~**$^ml1mC79I+Je99pdLNdqzZ@ zBABeh*)nOL|Jyr{HxUcg82s19HE-`fc^`Tg6-E${D&hnPeS$O3DgQRliuwOO!m)k^ zV*M-|skt42Hh=VijPS$p*?dV&F@H2?()7|FSs#8-%>Va3g70s+{w3B+gOv`b!xeJ^ zwXwv4x!d7P_|OKw^us7Hb_XMmX1`HJ@FfOEQux!CeN_a9a^#Cuii6wggJ=GD?_VDr zNx^Nxzt3?^{75^g9onYF3Fj4}jMl0t3emwcQ{egX@zg4D#EwS5P}C0vB9qO_c zT+0*(N9rXBjzbkq{C#XYMCw*Te|aEZjpXLn8SjRKWC=)i%~u>mC`mrSw;*B>#90?3 zDlIbbDXYz6aC}^D=s9~L9#0;=x4Ec(KnD2m2Pudn?X>5pDg-Sc^Iw32bJMGM0PzQq zhh#m=xCnw1P&6iK&cM99Ly%r-mn1?!#{?M8{7-DZkO8A>&;F0bOhhoKF*5@}Tmz#A z8wcIxCLqlMUNUw3_;2%M_XkCLr&RWY(+N&1xC$&l@j1lYCXi~o4oIG{Gy_4tRsUpr zhJ$}w9KP@r$G`v@#;^TL9_qe|TxlOJWI#yBI?v-7$=Y`E*)G57+k^PLU_MEN*a>A* zAvgw6;=bJq9EM>RDB4vN}j+@X4tBqh#!T;Q@UQnXnc4-CSS9C=_g z=zK%^iOMQ*rbdjSKaKcNRPYd3t_LR>a_~D1sR@IjOSr${XvM_f-!!yE5NY=mIQxC< zqH)-YrGr1FS4sGAGwZ|I?=bDL8QH`60;o!bZ+ojDh9l2UmGy|=29G;_BBS=9l@#W? z(V?q}r6~{)8_4?bM6K}L6xme8%fsPl;Xml37rU|dmbJY5J&p3wQCFIYxTBJlh@doZ z(~~M5R%d0k->yAh>p#p5_|w9@DN;4|Jm=Gln#$IOer-kKXneIyinO$+BG;DR>U-E7 zhLN$fCgmh|M-!gJEq0fUPF6J?4iHOQ8%lA@mC;RL%1Jk#{Q(qm)?k+CtJZA%;owhvd)-@IASoX%1ehu+}=Dv+V49*n=95CJsyM zHX3?5_t>cK^q~MKM;WXgGRvHxlF93b=sB@?pQ|WhP=8@&DemyL+}IQFF{W4Xw#>+} z{9B~I5Ee)rwjL!BT%%8q(*b|Vad!B=2wHH=|EKVwkjQIzX}8q|n%*AHO9}r7wr`cl zlegkLd`wv*NGm-v(m0lLwHG&_Kkee3Z6EF*~ zhXRLZH*sVTK3tc>mB$@NGQASEknxT=cX$C+44ESoKDPl5{;Ts%t|!3;NQtre^G=6K z8cV*FsQ44J?0WIn3diVQ?T(JvpT+H*V#!VP;a?w5zSj6n2ZZDdCd^OxaHtbf>9t$w zJLM3|o)2dZTOZ{LKfLNS?zl3;E8#SBN^jq~fF0B<7P5>tx61YH${ZuJs;l&&zb7W|(8i)@q@8 z?vt)(dICGrsx1VIL>I4eCOE7PR!fwkwBm+YkQd!bM|ZOtb?L2I662!0w*1lzBCACV zhfoVMlcSzBL7qtu0GZ{xRcQ`wKevJq`9F7?VhROI#c$Ls&rDWm<{TJ2+a+y2UJD#K zLPU=%`*@`Nu&mADnoqkgOsUHZQYeu{#nNdK=|k>|i?|5u$HaW1e*EGKR<67heE zh^|M2Bvc(1F6NDL;v%MxD&i$R3FzG-?;tuNPJ$~d`liK}-jud6$?i18JL}hsa_;1O zuPDyx<#Il@u`DihUzt`Fe348^RiYcNtB+VLlw9pM@|;T=7Z*6kfym5&zJX@Gn$`B& zTq?E<^GR4)beP_Ye&Bl6H_Z9#=_1WANt5F&`_>QKw>w*~xoNVmX*m57wt<2k&u)s! z7BbWFldhgEX}!??N9RjD$8+W6P#h?ajgZ>OrTmTK8_~Ip+@%5B>&Hls-h6)A{A=#V z-ocU8#w&vpOHz+l?^n*W1|5kRTYhTciZwS~?!Q{GvoKXWI6ZxT(K+LDvz35VuZmm* zeg3AQr(QwTg!t+U_q%d@j18(lA#Wn1cF%-l^1y@DD)%c@0vi5NU%pS2xL>b2XGEX> z`r<^6F2l?hRx|aI7h%rLI*USi;EVbcSpeDCnh6j3lF5L}+E(%#MSJ<>hjP?>YP`^I9#ci%jjeHK41@A>h^=#=q}vW}s{Uggxet`zVmt#t`%v(Gl_ zeVl%7Wmyl@ ziFFABQ&o46jZeF8_~rDZX~z{rmO^h|5qTCVB8sLd$-e%&FHfSQk^IGMm1p%ECFY7{ z>KRz88+f}L#L_(~%lq}jE&n?=FWiys`KEj$-t61-^4u=)`L@%X>$_pCule_zUcMbR zON$Uh=rnYt=u7tNl}~B*${x?Cs=&q0(JvB@@G* zJpazf&hUYX|06J|R6tSsd2)qUj;gJe+MT1wiOMRp`0L15`LBqtu&+#^qGvEX##cFf zq6QMiuaK=K_sBi$7RsTPedU)soqYq*IREOo`xhII%k#|HlhhMV*&d%W`yM1brPb7H zkxtp+$eF(FoM@V?A^j@D>tVKrXM64K1XJeBEwYMn9(|Wy;Q2A%c`9GH-cwp8*u(5r z5AZqSo7n9c_Al#@B5fu)Ym>}K=412kpSyP`m(GWiQJv_qprKYgYFu|4@%Gt?DAOZj zSr%kY+ayIaoL3iy=W4IJa)XPdM-Q*F8m6$7*{mS(AM%qj^G`C8UPOfQvdv)ObB9=vb z&dRpPwovFU?{`UIzpqbk-rP^waDE?X=fkpnVO?*Y=T7PMb0QzP(4TMj-h}bb4}R}< zQIxYwOI0|_5jM>0(tcYfrFke~=UN0z5JHPheOUb6>n-%0u*=QfU2eXbn|i%JkF;Gs zz-*C5P;~Ku*6$1sz5H#5=*5*^C)x^(;@~3|z#(?%_>s2%70d0OVy|6A-u)JIX>t1W zT|+DTRHwI>r_D}xiu=;2^Cg)6Y&_j*nn6~o`=EjKlyHu@@dMTgvg`XL7S^@ln7S$qw_jm)ZW}=BF1t2*ncAGQ5Yl#y(QCiHwi1wld!Rm* zly#ZfSK3BGw0bm3EaAt4-&%*)E;0AD$3LFW;HNd7e2s2g<953k)-mvid z1{U0H6!ULk9zPO1k?Lke%qspI7L9a5!s)hQ(<>ERNea6!CpJwvkO-Jl4p4t-(~KHf1=75nbym}q$ye$b{V0OLx{$qC zDv%WAU>^O&@`U3NWv9+cQFu^v9i(}(9OLGc^Sd9Gy>U7JProsp{cx~6E++}L`^dHvTf@54ocwKH zikyZUc6BEHHT z*6+eC6A=l(jMB1z4C_d{?tTop8t%pwtgY+!T0AJB|20<3FT?SKsC$wNGuBSp<8mwV zRH+%0J(AYXk)&30NQZv+H7`@aCjgVk5E9#=f}k+vqRH>>8<0I5JU>|5_Hi za6L({8BeLnG0y@TGVu^AM>eo5>8ZnI0eI{3V{ha*&!6A89sLO z3^_9G9EcaRQH65WO>P|zo``ej7^_!Bg`E_xe-K?Ot^1m?fG*06GVk*Vd$5cv9Oiz6 zY*k=-Ra@@4!w;$Ikf^FQO{CQ5Gi`UWUQ_w=jTX_3J^lW1g-mV}5V=>4!DVJ(71?zsx^zeB(uvcHpGCkLz2>j{+KspxYJ1dfb|F47P6L^F=EUVI2ujm{4-XmgvTp!b!0;tSI*{q84~kf zFCdCCxtRBb8dn{+-msjLY=xWyspEKR?92KVhX(XO4|rxFMM*D3hBGGK(5 zmEh;u#;_lmxF2%mRJE_UJGJOI*(g1=x#s`xs`kw` zzmRV);Og#D?6za?3buYZ9v^gBiYa$p&-mfADaNUpDc_6Dyg7&!J;}`TCTaCK(}QNf zIjY7s!uyuz(ospngWB3?p`;D3&7)IV@0_p~#!N-?otcWt9oJ6QABb>ArX^vl%7!I0jMj4j_IfWmiPVMrSiBbHCdsrxpk;X)NoB}Q)rG1ug^ zD(<om_}lKoCIvF4L_qvMqg57F$ARnP9Zn{GzSOd6urBV`(~^l? zQL*1$9F}^}9@D(}nku>!1K*c2){9E3^{%$&d*}gk~zMtr68mOFez5*hhv)DCb9wtG)ApQkgOfCPWqB;4e|` zn|lCF&+Do6*jS>TRjS7FsIkQ&l+rsv zR@w6^#pO@|6_tt61EprHv<~I$#p=FIldKag&NrnPaQdGn}}17c5h?qqN?2i}Q8d*leisXtLM@zFe7RLmRY z1E#!jp>gW5Bc~X^&0Jcark#Nf19DX#c_rm*E!VS${`ab0GNoVZ5e|Gv(PhBORB>1F zdBHg)D)#5>goqL!hV7#|1Q_|p0Q&6IRs*Sg_AJI|zMImf`J zCJTFb7@M=O>)NN8>nKQ!n_nt$FjBw1Y~qp*HJe+1^ZISf%h`8n4KHJwhV3@SC!I4m z09ktZwV(>W8h+Vh2Kn(Tr~*`Ve${@6lJVZg29xqWx{N6}K>@geyx^RalR5WxV`^;u z%3Ol^_^waTE-l1oa*NiRzJ|dMo|Nhxy(8NlavMnc^s~OUt^MGN4ce}DTiO8~Vzyq` zEl20Lj~ty(`Z9gh2EyU!-Jx%|9Q|Mq=<1haFts`Vw)tl5_DwVNqmY>G;(o6)pSyD+ zn=ca0wDI0gLPy6agtSbNYppZ!t$*`b*F1awpwry4vAYlfgQOqatD8;=D0~EAH)YXU z*YOZGtv8^Ms=1r0QSf+w(46YxdJJ)6|0RGPeC&KVgwHOz?N~fes*+$blaI+kvi}Slc_7+eug}4X_?C@-^#OKGt?d9ao&$K{xh>=p}*(! zYdQ@RmW61u?_Po-^}3(6?Z)#ez-7TgKfThv0c?K4Gu`jj5Pn;jUAbKpm#yuKJt6cD^ShwNwt(6PQ<5YHW z4jW)}bUoyaRLFN-rOG=8jS}d~%`2tbmee68L`bLOOk#~L!(W8@zr>YW8O_&|`#BP4 z6b1_EB1LWit1_i4!4)w`BDTg!-OtDKCXPw0oLim{S{$nD0wCM{a@QM%JMuwb8#&mafeRt%p8V8vp zbBH;GPgFxv4ew_8UMc?J zQG1uSR%iI)&61>v(rDF9UfF(Edtp&?ZSNVEwtk<~w)teQ-lz7rAm-*uK=@?1>Nhc{ zQzVp4ZQ@0$@!hv_B7!OZI& z4DTo9V!n>ctS1eN&t_dTx?yM>F+1?-ep~xO?oFGMh$KnAwK%5Mj*Bw3=vzTXYBglr zR5X}0Odcj}W^Mp#`EnK`aSL#`+wF`VMSE{}cIyF&GQG|l%{<}W{`)z{cnhz!byv{& zN6qerUc&^bm2j#)JeUmM6KRA_7-Z0y_sK)um zET(BU{aWkr0pg~`a3t@>eD~1%VB7Fk-4@>LlOsCevk#z_R*!`zRo(-(B~cf8z5U$_ zg}4M2*Sbd0936GLeg%@r<)KG{s&2ODEn#11PFl($TE?lNcn#%K*D(2n0 zx9J$v3R!yTWVdcKY&^M?)1eaKT^`cful3!-6gX!in!*|LV=U=QBNjA(qj~hpZ$B05 z%xq%Pih2tbEOX=^H5uP7_GIhQxjf<=JW7VW3*IxJm*5<}QFE|#V!ab}ADJ-gBIA6a zYAEWmp6$jI--zeavA&c+ZcFmLqqWd}2s_)8;&r6_{mFv{*}T4*(uA#WUv+*J8umo@cBt1Y+Jgfu zfE@5W5;I$tgaJ?oqjtS<*8qAH1XeaQIf6WxJw93iaf{jww+&ek@LFDZ{-$^=UV5{C zV>SPlW@~~R1U9ix&mY2(kof5U{*8>&snghzoqa5lo&Cao^g<{Mc+&x4`6lgW#@}Zs z>fz=VHN?M8=8$Og)N_V^h7+CTo?#(QkF1OP+1rB)(cnwEi= z@?#3L)_ZNcRy(ZbY6ii$TPQEwgWuQjqhfCnMcZ7PKTH|bARsk zdT$0{aoqp*Wj;gB(()GjP)HlHS;4RfondYl+jdR2p?lYfPN-ju>1eBHWEQ<$jKZpJ zeY02T3vr2-q#NL4gL7u2tkcd!Gf6^P{QVb_FyQ0e2NVF3iz4eCynwHPxv z9T6&jK{b5Am{RIMPt=8FM!ZhlE+*eC1<8{0%FpH$xHbt7d&$=f05l^`?~yPU-L(wbz5wfrxWdWsh8{Sr|IQF;@nB~r-u^ygJ82x zC#)QaY^@!-YY*uKCRRDBX{!Nj;mCdM$q5oL$s}K7S&(V)P~5=A?jz2?LW8X`gt* z_wpdg<}rpsGBDwA-;p}Xk%85nu52ZC+X$%L#%yX~Cb%M0Mu3vA@u!qn{mti8ne;-uUlW`6-yL=s0Gurpt-<0&)Js1;nU7mi^n=p1e z@o3qe-|iPkPLtr;Q(vX2{lyh}%?71|S&tcXl<}S?)beVSp}oK$&Zj-~T$=U-T!FU7 z?Cd+CS?C{a>C1^9oH6%!lcE+~?6*Gs6b-Mrd0sU(TtT&$*Z-km5qDV9!OD8L74KTY zar85RF+bW0B}aoCHE+=ekyU~f!rO}BN!w&B3$cTtU!$DdwV!CLMWf z@;flA0oOc{yvn>#O?F%0!G$w(K-lbH=EK{aLM&V|z3A{%&CVW)QPIhxtyGU+k4yyf zUan{9WSy3^I{Zs~SuP>-Rk7!`<&s&IH?s5|D_;}oWB#u^I z6RGXrD%)*jDAd#^KyN-@q-&<(S#@p3CXlE13%B~6`Fq`oC!LL^d6mLiwt;I;CEHG5 z-pIt~%72P96TWdbdmF1}(F}V!Dm$~GaP_HX=EXbjXR^4nqWjFsmCrb9gx`G1mSPp} zAHItb?dp9KcbESHw~iFgm5{7VbAJD+>v`=_Yl(;!RNfqPIP!(}QdeQ#oNf>Ad4q}_ z=@)HRH;RfXm2D7D)$`kVe2e7(MB%NkZ!zvHeqVa|rMsV zM=D&%|7hfqAB?DWoU1abxDVT?-u|??RduBqQ<6O?=V6Qe)Vl3Obf8nSxnH)o?S*w3 zOfufCDBFCrls4DvG2&KP;bqjfhLGv={)qaH9qe-%9(CroE!!M}+8Zr!jHMhL3-wX5 z0B>fzkMmJvG>1M)5$B`m?ni-NHadsfc~KobLPLggQxWPa;4vC9Bqh>1)bzDPhkm(g z(TQgP!fkOK5XQ(3vWQ5Bri_>r4ey_UZ{@LKEjM4jy7Vk7ndVjK{Zdbc5}O}qK1}7j z*Q?01X4o5(w|c^Ob@T_ud*)!d5(Alb67A|d(`3=)kVbs=Tn5{2`xC)?1?j-_!%ME? z_pFkJK6V9dZn##A1TA%3n^cu#w6%LO`GSb_)N%HPP}+IEQ=e-cGLPReeSa?GS#NU$ zHsE-S_4@8cLqyW6vwD?kwoZ>xkISe_TuZ(TuaTcEvymCji%ivCYRuiy!>ov(5J{7J zAFp8ftmttFgu&i;w4iitCa&!E5L?&&Q*1q0ey?vk_ZN$PT51kYyw(qTrCIz_LX&O1f&Ipp1Yzk! zC%rWm&0&iym{S?gviO;0Rn=t+7d@|DddveG<9Np}syq`9Z$44T?wW8;+^Pc7HXE4O zR(qLxzn{^NXz5^3Jj$69DmR;D)et4@VzBgDlqs7XU9uHGxB6D5MGzgobuJs( z^Jw+<%R#NSfcyvZ<%3K#hfUnSymC*~aK0(eU)?(Ir7q5m?~W-FPNdQoS~0x_)7IN5Yc3see>EZm_J58(SY@g_4Bit@594c4mnSg_*u* zhzO}UE`k{odMHnKbtL|+dKN#QIQ>AmIhpIL&s#=61mCOB=~9(GQyT|3$|vvql4MCi3LdB1F0u15qdUsjGdA$9de}HP?#P$&Mf0 z)i-6cF+C<_@R?f0XN1drhP#0Jo{vqzNju`V$@gqGhIG3$ctnqqno#P#eS2r9rcP`4 z`_ahYZQ+5$$ki(~37yp}%oq03QF$`dG)HMjoK5A2$QUz^&gN_EY%m$boID188R78e zV#?xw(iW$3aA^w;z}msh;)(H-$IeGU4O%#Qq?i)apoU&`yHgg-WGfl^Hzh7No|b-f z^}-!9n{C=t45Y(WZnI>ZFVjRwcdl3oQa(28S=_l3)F{aj$X}x|@#v)J=+9INif^o! zj!7TkM?aj-WP0v@HZkzPWAvb3{rTq>ZonG_SXxYBPTl?RBX>Zk2SMrc1Qe)@x^ z)L!tdBz3D~BB!zY>PJi4%mMf9xA%+X`$}c{^lT`Nj3VzoI?f+aU?jvBze#x?q5I?U zIgPcY4^4v$o!Mvfbw;Z+p^>cLUoVlJ)eB-8%$Lw#vOJY{Dkvyexl2v0SjzNG4&B_& zcMaD5y#X48Co0ARc-qDprH~n~aPX+QF^tGy;<#Ddc}Ah_JY8-3HD)*K7(_^33Z{$d z(tDZ?^$of~&2`z@bp2V0PYKJ(Azl2l8auqO0EoIge0_#|u1m!j3lXYJfw+IBm4CMwyfdz~ERqH0pBMXD@2exz zi@~;nN*jl5oPB5Gac%s$W3MgVq@TCGDc|ypN~wgdP)I#9MG$?7GEw51rt+Uh>%OyI zU-B-!3r_Fu5_WH-m8bvHP=cz%@}Eb&wDPQf9wlD9)&^YvGYF;c?A1Rl%dLmkL>V3w zg}IJ3snE}P$a6k=_S{XT{8NCNsPDZFo!6ME9@4S$J<yGuO3RBF|U39VIldg%mSAKXG(TaAye4Ll!KYO+5qoC&GkIK z=j8UvACg{mH?17IN1~LvNxcRMKcf@+y_s~2f2~qw_;rrb@(l@|J@VEN@f`CLqwY)> zo{dLcXiN?e4>UWm=+68tWCklnYrdPpVa_$=eIj#9oaDJoW5MgPGt8r_N7lHChz3;p z>ixnvNH7i<-WC3zYClh}39V59Yw~N{Ya&nRz5#ipKh=MllRU5V6$Pj;`kqm?CwPX& zXv%oDJZxmc$R9i(*VFdm=-~_t9QBb5Ym1RtR65Tk%DpY^p`+(Vm-y1Ev%t8RLA$>A zF4@afuS5?`*B0-jJ3ZVb!kxZOrK=gjMHPB`wTQNSX&hp+QfbJPd zRrkq{rxvmyvAw&N_Tkk-C38G2DHU&;OIWM}&)%6lDyQbc^Qp+tuwCJ*8`((e1ImE% z^4I4+(a{YDjIGO#*@I80DDLv(5Ra1LY52?XkQt3{4r)eJqLyza?_M)ud0pNGWwvQ`Q7EZZ+o0>20#( zuLO9ZJKBR-CF_~>Hz$5Byb>8aulxkaW~16`d~EPedy`{O4Qs8SK5PHUkGdWCsQjq# zrx1v0(tFJ=&;)EqLwz8c#>t|cQL|TMRA@TtH!NhXee51kv<0n!jAw$ph30@C_)_i% zUjxbmAqAYK3QgV-d(2qz&B;aNfM!9GiNZJU@V!%5!OgD4jDfa-BvVenoKuT+R<~jl z=?$t-HmKLL(n=dR9ZmUd5K?BSI@Uo05Mm^DO;i9h0MHIvL?*5wpVCG+t|9#|i;)sV z)$twI@VCVX(O`M6b@(^y`!3vjEA#swalzNE*w7t9zOxJ#Zr#dO09D5W+=q)wm(=>- zT6TBDL-nq)`dagt>crkr27h@%mvHgg%t_ZY7MDvIiHsc{N>3qw9z8z&zU77CqZ{lk zSsB+$EMArV(=OY0w&%~IjaY7|$e&(@V%M1dGz2cwW-=LeqDpf3p*w{d#$uN0^@b%)`Y?Wcn=`VuB`W93Ql9>d{kr3$ZZ5YvjMp3*52s5 z`RtzggMnW53tNW|mq6J`Ah6o8-^99WLa6$7v#Ivm+oxy6ELr7MjjJN)?pf9@eSIGN z>}`crZU6VeTcR3KGgZ6k$9t~+^kj8jt;y4S-JR(vO707J$_KGe^6#~M~ShTNo@Tig?I`J@Flf33v$cPaPZ?6p`T9M@LrzU&?x2r#TBhTl+J8>6an zZ91^nLE(g|ejOhYax0_RC7(-gJGXxUN-k9Wuyhg_HqRd8UL%AWkNQ89w9=CA4OP`4 zEoy#B2?OT_J^k#9a{CtoBO7&XvP!-UFE0P0-xmsucFjF}LKT=glvnjcuJ@(NgOc*$ zQJL+Sz+mw90=z|lH(`?Aw$)1Ah_2A-aevJY{QjIB zEavek=AXO~&8PVOwI9iDC?mjiexGm|kuc#WoEuH?r(4 zb#%U^y5#tIKzQgnQT!*zPuZU|o2L)Xrd(A8G)tR@rqx@O*XpL?W|W5fUv%A+%;>sJ zxu6edDc>yx7?J6}EPiM+YUoY~;lz4Hd)+#;QiX7pgjWfeq!Fwi~p zSMwviUw!8SRpqU+CBZr!cf-4inZkGcEDmkxkI8r>Oi*9|E9=QN@8m^r>4NeO9 zAjxNi!AZfq5IMuic<`0%l*mc^a#3QB4wu0>T+^rkGx@t)D%4x0FYi4P`<7p64&0YB ziw@8DC3M~N)=l!Lgc}7J+j+TnFS7bCW*w1f)caU|i=N@_bwc@lWN(jd_f2)Xawm&N zvBN(zWygMAWvcV6oj%j~8wEG1r6MANE*Y58_|G>~U$HR<_U`1>i~Ceo-pYEtGZeii z=vIE`OY&FQhd0QRD&I&aEpeA#`FXE0=h15sLfcLAb07Fcf?bTe?y{ywxcP8>U!rhm zc-SN(vO4eq@=yc zfl%6nH?6jabA5itkb3rqV$ z_>0Kn*PSoEz2&`x@AZ1<;OOAE@NnVbbmIe$Y!^0Lg+hGx_$6}UZ9|RzvpeFJBd3Ji z3T|pP>CCNBR38PtVXW}{+Q2x_s2ra;K5KP^*VtOonQ7w~0aEG?ke)mN=5&YVbg|po z!4jC!HF=YVo4uKW&U2}PvBBAfdJR^A20P`9I~Rlfo!e9%HXjPPM?X?ycrk9G=JI~U zJ62(!EWc}{muYc>IQ^ZIIO$Udj`ss6?M|WcXS;*V&M)?N;PM|D2)MK12{tBk3zI`m zIzbfKDHV#7g_ndL9rA0exTZCGG3&dRL>5a!Z))FcV$gnW=-QW+noO;oWbWQV{X~?W z{27DQ^-q*uMTlRL0$WAd@9Cy6Sk9x-;=w=P|c zx-2OAf{krMgX!GWoOCs6;EUL3`<=1TKKkXWHpz}#vg61@zf;q>%iO6=u9R$~%LH0p z#=-kVUV^f#n2VdI4vQm4lUi+c1gCxD*h8_Ke=D|)=-fNQ28bj`?8(10yA zC9zXv{)$J~Xz`YRi_BTu;njOUondg3n3CW)_ciZWq@=;Ti|n-}Jt0M2pI^rz=bJrP ztaxuq=7{k0Oqd4|yBa$UtCPaqx{3(>3;P<_EvLS8A1boYnOx)e4{Cxw%8S=7h%NjS zk?0}Ah6NLE)cc1R2nOoae`tg835i|0IZ5&1+^gQ4=%Rkfi@S^@@^!k0tzh$=K50bq zPrn;c=VU@Jcq&;_fLxjT|808$H*JwY@2Nk-)|1Bs$fa5SOGL0J3m6sgUxOm3SpJKy zBm!=u_;2fZ;w=Ad!6I2+h@76~{|{EqfS>zM^OzHw5n}n@L)!ly(U@5Nq2r&7cM>dl zCpA>``h7ALPfq5=)5$i}6apvR{{h1(FGaBXuZ|(zp@V_VL|)A^?ZoDGgAZ>c8t%+q zET*N(W^SkUF|E6C2d4nNcF&~6fj{Ptj|wsF3>P||J`aSzGp|8LshynLr8e-T}Fcs;g*K4&SJCVIg;}^;>I)AcHZ3=>U{ZQTCqzX)X4nTSJ%e9-8{X= zJU;p~r2Uv%&bp@8RJv*sB7Q$^EuhI}>GI-}6y*Lz9h{ z`Nt~n+IN{}r8_w8iKVuv^naEt&LMs*Kkm9dD>*mfpjYI6R zY3?dA5Uf|)T!4|-9R%mFt*8V}sGf7#oexV?PKz$@TzJ2MNNe6H4c2mJ-65P?Yq6e) zB6DqKu#6S2p;NJpp|K3!MDiHFp8anX`;U5=!WrCoC^Q~pRhoUMAPc7mT(*`JF%H21 zk`7k2P(uNA3nr|Hn2|CFurMkq3{R&mmrxm*Q`y;$o4;0QIx@L&ZD?Fjr=9S7cab3k zJ+|}65EhA(YK5<~x#}WB<>1^{Wbs}ntDY^H7LwXux|zZG8Y2sgSF~$VxGX{oNeRYQ zT8*H(7TuYQ5zlK2LUBksM%xG#0No;|Yez9;cRndTZ$0#TAi)Q+ITB~Kf?<_t_bY5c z@BI=5 z31^)BlN#!Rvep&xStPWL0%FH#UrG-KU{{(xe<0xZGxWPYiU99KsM!N$EQU3#%VlQ} z^DMdU%yID0wvq5jG}hR;RWXKO>4E!)8ck@6;SHcI*E-?sRR|eH%g{knxU1v^(q#8h zRe9zr%ByPJ_+!90Bn;gmFl5IO$-`THKvcGue!c~f@fVVARn9+}U3{xjuNwH9lSA6zwyN`qky)I;&LR@Hk>n6%GEWam7D<{ERJrzwHbc_ zWy>($2d^BpYL%vwex_a6ewo>YvpT?#rySkt7n8!MZxDs>I zU`0}TjG!0_x~QUW0!>uu-??-kcFbTyU!D3%br&L2cR?31aeySF&_(aCONV#YmxS^O zmBrjhssEnBitXgpKx1oavx3QlI{l;3>JDB>QW$}x_{EI+?>jkC_Qi2hvB=Fe@-t|u zevQs7ne|H-_CEFg^n4&-p8Bz#zqMwst+~EDqPw0SbD6mk$Q5f+X|1Uhl5!J$D>Hsw zjK8l)q{BoDB5!iqK0l({GIG1@`rDz;OUH^*Ca}$tuQz`ke*T$Cu_@#*))9Q8gTKR# zt}{m_`BnU)Bt=Jwa1(06`n|xXq=QFeP0u}jXohTG?fr1mT6^gI%iDQMY8S+M03oFz)d~I+1s{#Ubv0oSNYNeh<3bH~FJ5eQU|IshHn&tI(}l z?!n%t%lI0e39IglzKirVqE1qq$L>r0G@K!NK8^)q+p=;}ycu$0 z?JCCaibzn#B<#IugR*tK;p84$j;CE@kGW%Wg*P8VS!ElnZrUueISZ46bCRT5wLJ_0 zx@GC-X5a>gQ7cVLZ*gB{83-Pd)Tx!<2UnVRr;MJTzolzSdj=MII_+{bri`Y4B%Dd_ z^(bTrakd=Xhq2jr8P8KBsBd>h9om*qTgk~?g<#MseW+?2N#opdD!eq<&|V*!Dis?D zna$br`O8^tQA~|X<(zh>Ef9e)y40dHSPOx9WOLTK1GRwI%9sZe=r} zqpWG-kHZnSwTr$?`mdEP^{JNBa??C!v?!&ZSZU{jwv+44yxhZB#vr)m;G*wAQP~~B zuN;=>^EKddn5=1>j`Z_%bbC-I0S?8nyic#HnY#4T+__nx3Vz043cygn!f<8xRgFRh zYpA*95K3Nf1}Y?FoZX2pQKYI+ZyVc6^C^EMwN_a$3k*!;#7-~`zdaJ=xPn!MVyWY1 z1u`y^>`b3+)vy|lM4GMOlzFg7W%$}9epi$8zT$GW%;QqeR3LaVXdA)wvbTw?ti<*3 zt`U?Ky6qaY1;{qVB+kpcg7LB}!fCy1gBxI>*{01jX_rY0cF^Tg8Vl)IP>*ke%u1(W z4Cl+G3tRjwqeNCPV%rEFMglBDYUd?Wb#7EW8<$k13%Z4ej(7?+ixf+l=y9KzcBhEW z^B##=9eJ(*#V{#HX(&5}o%dldCTM&{s@F{uu4@4elZ=n~2-K_3p3`#Z*JK36h*pqp zOWY60nv4Tqr`zevB!-25=J0;FQ)g+KbHsn}OIgq2$WpMoZLj7OOASQDGE5wdpg)Pr zKkwhi7Uu675deldFp16h!$NooFKfNoy4yFUP_$(XC0HR#R8h^Dejhb2g4{}511zQl zK!m!@N(b-?6Xn77IueVSJ#G3d*;YlO<(-er`whJnOf0%xxRlohqs)V8+m%BRN;W8i z>==@mRpx52H9;svSOsqs$8f~~A| zX!OR}Cq5K%1o08nav7~Wg26lcHjw8J=iQ^`Y0ci1U?cK_TPnKPMUgz+xYOw7_Ql!D z&Mku@AzV_;MI+Jv?$kSki##pljo~c2(t0V9U9Gh~U|aJI%?^%)c9fkTw*9oSaQOIw zQ^)kd{*uG=0dq>=^e_3Q8(d8@>`hM)Ji{+l#RD7HHW_`6j{}>p&Xv2p1_Fr`OY&1f zC04(1-`^ei2d!@?4L4fJmd@o%9?yR5YVzu1NUhaBY%uKY12pW%TY3(rJ&w{{_vwsB zF72j&O~H54b#^xYc^A;fVfuERp0g>d?+x;u=3Vt^2ic{r46N1_9{L<);wKID>F_Jt zkBUo_W80RT9_0|TfFvNF=N|AO=q>SmlK#Vk>Lj2zt7JGflM-)r5ud(_No9%j))a`% zy^<-PPKEzLQeTg|Ky3VgjAU`k!e*YvA3pc<6_~oPWpTk;{f~^s>Yv4Nm^#ftF3XHY zVPa!}oReh%ks>zrN>bz!#)2ub`fi8I(%98{`lSZ&<|hlRc8X{DC`IG9-e0L$`%>dG zPEO2_cocZ6Uib>2$v-f{6}fZkR>y^@WzLdEd+m4X;hs&{(j-Q;&c3xd42jyP|;qKzShMfj@QQy0!O2# zi9L5k`|&-1UevK*uBQgEXW)}>*6zYXRmpS5PtjpR?HUJa7bAfztch%sl;BZ&|07bn zd2(;f6;=Rl&Chp~`Dpx|22oPSEVY>Bczi5Zo3LM_DbQ%cdR(VXbQ`Lgf4QsHyJ|d# zvH9R461$DwU9NB`+IAe?-=ZNtQzgm>66Md}r%ix!$1QgboZs!H=C=d)IxM2_ZpOTQ zjics7-k!+goTSX|=wsdJT_ps5{d3gx0%rO=yGfaC4JD@P%F>e^cRodKL zCIMH%Flq_Iij%Gt=9}7+#?}5t)&AlI2BJqtF+7srq#rh!Tpu6Sw^OXj+3i{0-e-gW zaoga3>GY_R7%^K171qbdwVm^r9!C;lZ0CcJtmx5D#jXk>KZ*BS;4;0mO;gT{+CZ*H z!F$itO2PEws~w*vU9xryHu2sM$MbIbOexh~%2yc`;bHvWah#i*LYhYKAeK5Q! z;duws5sp_e8dz3kb}MIDm+tbW^jj^kxKZzXYw!RWds|O^bG%~W!*{*P+l2X>^=w^k z_e}Dq*@#Jb!&JsiH#~B)n(EyiO#a1{>;&|%!XR9 z=B=<(rx*(V6I11iPB8TX;CmwPJN^$)eYus=Ow^*2`!-N~%Vni+Dk&P0l2+|vm}(cL z_JuUYs_^OYfM)DRTg+Ad;&aHph!SS$Z`8D!mQo2OF)w}?I5=?#Z^1~YHl%`N|7clE za(P-c;sd)lVMRefauxY2V`Xz|MK`^+`!M|hk7^I7p8)Hmqp9hmsg<=AMYB@tZm-9V z7hmbk-Br*z{y}g~G4Mr_ibR!+D<(a0QAVO}hf`7XPHU!R9|_%_)g>bWC#2e0W1!U2 zdjL(zs;kc)73=zS&gAslxG45C%by{g-?m42xnV*wGNLk0a%q*?<0qtADD%B&vm{^} z$g~e6^cN+|9^pilipR}&Zoz}KEtb-378wK%i%vuY7Uxi)*th^@Tv z0j(!eD0cYyrSFUUic*p5v)Ta^v_5okGqkW!QYm9KJeaGD!URq$p~1**OTI7*tv@B& zwa`67*%+-6z^z3*55+DZ&+XW;RoemV#W=6})5!$8CqAc#W-SY`n|IiwRo}Ku+tEy8 zS#~*5GaWtQ^PR6p{a|P9f`2PnjesNW6ex8-#Vz3?vEPovY}>sHZC@X z`YHz>*3kO9%Xs0GZG%y-0eC%Xxa)}4 zx`ap0?GHv`Xv=sO5Kzh1OKEUbng7R{ZP4k>)R|(2k*qc?@Bkhvq@+Dk)N9ty8E4_H zAfXvtZ9!C}k+VHP)qWTXC*7)!{uinuRIp`V z10FH!+mXf1oZE&6bB{db5priRe(f(@8j%f)d4_HW3G(}5DFaB56NarUu%|${G{*Wj z6Eis><&xqrdVgJ-fPlLtw-Jn9c4w1qDTZu21AbmX5s)z(=jKbf`bVO=OyiJ+m%a7z z+F~;(|Di?`3X#HP;Bo;qN$OAdrV{O1p=3j{h9l3F zk33(kfpQPQWsT8FQJ<0C?)BVIhj4@v$wktvA&^qN)0Wu@M7+3IvqMuJf2rs6AgY4r z4Enx|gD}4%43vSa`Y%*9#=tx6{zO&kzYy0CTe$WG!T7$E3^C77fWR60M`Dm3%K~if z)D+Gwl*X?a*^!X)-_W_njIxd3(6tj!ihtOF9<=y5@=V0J8NJsF(?qvjkwZ)bxHE$n z2w9aaxoFp$h&FV)*Ar8~MfJ{&eU+KQDa+P#iC||YZ5mH!wxUPR!#N4_fv4%D;8PYD zF+~qU8g*R|xi9+`$cV(G?A$m()v^;*t&2u${DrCy)u)!|!Qy3p5OnJcPKuu}l`nQG zMc-_YsPMDmh+MmAHpv8^IIy-Y7Jn-<914Igw_grcpKvMFyo<&Ydy9w%0-t0bY~@oE z=D#-Up6^Q$?Nv3tIlyT~x*g)1E#r2Pzt5Y$poFn=9oBDsM!=lSEYQkUD805K=Em?D zV<38;^O1i_!s4T)=g!B9Lxk_9&&si3pW2$fHj-Bsn*+{?qBn4HE~aK;=O=pgy5!ixS81N9YLw)r=#a_S2X7je-~S7PR#!=D#%uBTbNDm!4E~)1#Xq1*ZbmjO;hFKRbyltyCPrQhl74gvLK>FJo4%_hymC?(LMDy`r znUq5WJ={(kBe)eUQ6N2<0Zf>b?mV2NM}=&z=KeC8yo9r>Bq8?8jlGS(Q8hDHjX-acWj~P>IQ_l# z!sDyca=1h!PkXj06++wF_HN{9K`Dj2UGR7*qYJ#oAuP`Z+(%AFyL%=Bv*Z44 zLXDze<3bD}pb+PuYY#1q{-0$`TxFaXYvp)nj=HG!;J>$sF`^Oo!QGjGt3Zsp=j zf#|^cHG;m+`f*?@aCI)*=Jg>_c)+GU*2b#t&B4pV5Eoj873baU)ab_T?uDI&l9gz$ zvChCnUdyMbqkt4gVKov^vbXc;hm0w_U}lFixBmwRIwR!IyWQi?=E42_hDGuC_Z~)p zfiB;66mIYHy!j!@xo=(kLoqg5_Q+D*rseh1tFIdifT==cDwe0ngHvq?((iMN5YD;Z z_|EYT;my370g1Ri(9{=E;c_ofpTHe!^GJ8~c>2O^hXI=pO>D$V7l=nU(g_&SlRu_% zD;n=Dmk;#hOUI^!_zao@1_T-N;}83LS9kgju6G?@KTH^+$<4CWi-G-h(^ zd&wCj08D+nTF<3XZO{pEbX< z_R>cw%||~Eb#Z<{wxn6w}DthPbkQytIfePQSgdzEN9m^Hh?msrDC&c?4 zzd7=_RS)zZq}TX>xc%6&Lj2sicb1Ps6#fv%#g-88w;$=UwyWj-abzYa91-#RG4V44aq2BmM;-aCA~?R1Zw6=Rd*5?$%V z8O={@;$S&8k97;j%j0DA9Ww@%#gDw7kn%%!tCKM{+2hBz5JmGYV{#9)t{u>u5oG|q zgH+jdYD|;X@@)~~7A+sh#>X2un&tBx#JX>q4?pdy>BcBYg1tKQD5 zj~Rb3I0uAp|L9W%30CdhnqE|sX!fc&UX3FvlZ*YB#$~<#$j~KlY^a2!yLaDm{2N|v z@(pRZszD<*ZF|@c5IExL^6)Db27ZkwogLHKZk6(LGSSE!%5~pFlyB~zLp0m zelhwF{WbEI^~dcMtWph~?mBlJU1D8dy*gZqm6SamzBybq-_(1+tFigk=lJcG1+q(> zh;lpvpT%SK@%Y0l0P8wVZ$16$I!BkyJ>VXzB=7L{OCR+mYtJ_qr?T$UtC+8&Fw3_i zb9-us3$~u=)&KF$-)y-n#D_83$0E&V$Ene5vts@eTSKa>O@YK<&9%)~z51$~99Mv#aGZ?iwfo%z;A?hZw|Jx1T#N7o_GRl|9w;;eia&Fg7XH@phlQp?P_3Ch^00q70{r-VhK zkO2tjFa#%qMaGy70S--w6}Ol}=%pXKS+ua&++G}97a=L+ej0?nF!ao;X!EAa(GJpa z+2|HBUHl{GmNPN=*(UBhJ&0gosc?04E6)nXJ_a7U|MNmOoGjO!T&uS&Xa&mk0A033F#k+rU5KNVojs@gg#phD9Zn*A4#hg zU*$NmjAkeU{47YEsnTJxOVQD=lT-sV&})pOGA<=>`U)`sYJxS=TC}0yWY~_^E2~`y zgjmmKekIG}5iw0b5=bcWm(H4Aez{*}*WBJzb9uEqP?n7`B-FwoQmF1E|VK zZ;fh*%~1M{#3Ezz0RJc$sMDxNdoIZcrfKr_qnkD9q_5cywEWG7A#ivy>v({*dKH4D}ye@fjCR6IVij!-3)zS3U0^S z`L~&$MjEKqWVI`9MP9hPPE)W|3^4Dbo6oT*XAJKX1vCd+P8mWBn@p}U5|+9z*!Shf zz3RnLhN1sRA687qL-Zyunmu^YQ89F4x4umUvdN393zlq}$TGV-Tcr{oW@J!4N%8f8y-2%@R zSE9Kawbc9Koq_vIMV}b9dd{-^q8vLm$?(fGI=+md1i-(0FUbuW&);`yrgWkxI-W3O zF}7l{d+O$Eek`&zIk4~am9l6+l;arTj8y_71_poX>$q@KcUBj=jb=O`B^{b=yD9K= z5Y14-j}MYI%hECdE3VMGDl0$Aq-A)mYSQw9+MuLm$J)lEWtZBcq~SK9BG=^Mj-UIZ z^wO)-=kmA`AGt-8O)zdN8Ix*lR)qAIsq7$m6K>lrrB{+jeXdoC-G`5A0T)1*RNJ%) z*4jcn=KG;7Z`D{2sr`MP;eOD^`lc2B{h;zVAH~d_>`8#F-_PPKg{MDjBHD!NdJOl? zJ0#P)O-|C$8lGBE6|uZHtkm<6*C;#Y%_RgMRyFC(c3I9^1-kw1egn+U^bQpQ-Fh`p zIZC^;pzeCiVTp<0#k%c`@LU54!Et z!k{jzg;XR*C!ug(H=?ZP%3WcpSXDiQ_M~Ar8%ZiU(ez$s?BCuLp>2A)a0ZGrlgwy4 zS|RCYzG+4~VUW7&Kb-+OOO1*ZBjILgn76NsG>1Btrj_KJehk}C%5`{s+}}y)`q;1n z+Z=KA3i}j6yR^wP&@{ZViCkh>!3ODY!QCM6!x_X#Oggwq1Z{<8G@t4rC|etN z7&texS;lHZo9R$s(mcGF^*zQ=i2s|UPfRAZxX0$ri2MfOHkrB&u8z~do7x#jLnf%yrNM?u92wD&% zmP&SkK#%LcuXpTWS>^ss!W9-Em7PxXX=m?+XRMR?u@86Q;_XJnx#b8^M%sj z^;xKOtHzf5`JtI2NE^6JD_X`fY{%%@%DRT(n}}9WjuGCVrvo;`mE+b4%0V$E1N=Ht zQPpsYsYvmWumW&-7jF-3wnDdn8_01|ac+3C04@h&E|_1gfWU`ENxmy?mqhRfahuFc zqMJ#j?A3Ohncz<~Q(yqS{;Xpf)_a3IC_?a{)~|xo4Xaqsow^|b=B@LZJsb%icR%Ni zU}Jo1ea9d8<+-G-{7mMz;A+`iuvA7p^>oXJ3X4?mn&Di*(vQR`^|qUQJ3xF?Chrng!=6#)?bwJe_p0_#69^enn>5ns$9GR!x%H zHy<<0uf24r8oG*~|Ab_uean^lYA)7M1`i0VMhv;Qrfz;KPQG$;NkBXS4Q@^sk3Xy| zO8Q)GJ|e8o2Cp;e)ZQ2P*i!}9j@re)xRH_A7PP>1BjeS$o;G=;GJExx@(1INU&fhz zi=9*B1Dth9v33TJ4IY~&J@8X^^yvJT;fR2U(IfguWs53c zTGaRE$6FtbzDbT=^fmu@?PuQoy89zCtEuf`F1`{BQ znOJ@NY_7s#47iZN(sT33?6UY4peT4O;G$3>wH|#exW^6}q|WiaTm32Xh2slVLQ{NA zBanQ6ky!J=VTp~#5i8j-I@SYUL}0q zt9T&rc*R8}AvA}@YP`!a!8CG0-bGrwNT_~iGLSp|#`lIh37^X<+1|<7>0K5{NoE!B zja>Hlnl_Yk|MggS9#9j_ufV))?Qad-qsnbPLS#Ju zQWyFD2bMvwu{zt9WEav%?)Ua@;YkcpBuk=9-v_3b3k|zXI|^ltu>jZA=g5w zo?c2RKba$>+Y%~>zE39a{Io0_BOogAc6{Kw*nOky&rxFcv(A5n+1$@EcwnT;nx!(Q zuF9&hlfKuOUZap-1pt=s5|!r&!<&KgDJc#ala<3hMWgk@6V6>W^r;cD^IY>nd-_$W zU7tSNY%5okdu#2m_mxo-ELzZ&_3(SPuj@8YV-wB3K zFGEHzbz5w9^>q3DDESohEw5IvTxN4IQJ(w75vL)%^R`J_Ln?4I|EsC!c)V$G-Q<2gW!9VZEcX5%(J9fF!aEwS!;5lJe?voFc zipbG9W4(f1MPo>%Oii(sK2*lDest1PKYA)v137?Lk6ki75D_slV04cy8zY=oHB2Pn z)OZ;O*M@6h%eZt@b$)K~j6+QXFF~v^j;AqtVFO?VSE3nauIUn7S6W?0!YoR8%Y7&hcEM+CfOJwdzeo71eOC_^=xjTp$LM|4^-es@3_W zi#yUwhBE60^GaWpwNj=pZgM^VRI@t~1CN!5xxf2mTRP+vlCG0#%MT#qBnhJ;JJHN0x#z0!>|bpc3f$dE5yN!^GhTNU`m=3 z5sP8lPPodByg>SGhUIl$2X}IuRQTb@Gwz3F3<%S#jEe+iJp$|#42a-Z!JbHd#_$N@ z&*aK(5JTBc^s;afXWW^>mc0G3^OhL1UmMVQ4YyJY2wBJq|W4-R;r&F_VBws#H~sm9UqJtc2Lr zC(l;|eTXpAg;RjQqwz~B&e6H8W*>h!sWh0u%MKvtUt;0~*;eJD^!vs;SjQ*7V_DA; z9xPOJvq?vT`e5Gv!394w?n)KhQl&mdQ0&dKbaZpXep(z0x{ap-Vo3EB_O~;Kg^Hl6 zKb<+S^|dL#FQX?c=_i$io_zu@DnB8k${gUmlpU=N_F+SfqRdNhY{HTR@iDmjl`{#kLH$?aKZ)WmC7zwT?U zHj{UJ-{?@pW#{x`wImWyK3>1^txDa&){L=Z-*l+sV^GpoMPbQ< z2JvM#UuEa7OTNDKVsV+1=ZBB1GWPG>T4j(7g3KOW|HsYjml(3G=d zvrpCDQ?19OV{>>LTba2~J(>8;4+OY+o)v;I$+uzTil@1ae$sGq;B_0fZ5l1yre6g> z!ke$_Wap}Kw6n4eHl9O}5(Xra26@dpvr5+V-#ioC(n9KH=i0wTx4!lJ12aOQ{fNC| z=~}eHuR&hn-j;+hUfdPGB|`&UxPc0*-Aa}~W%PqBN3hsPIE-y;A>I?Rpxe7%pcZLM zuGH58UYlltLMRtBR@tv6PnE0v44?~Vi-zSgghG_==zvP!Cs^!*ty+lrN()r)O$iU` z-)5?Rnb~K9x?-mt)4~Az^_ak{B*jRMCrHkYrTD+B8X+x|UT>eB7MuO32*JteB6w6R z@7YAzQM{Lm)<`pq3xoJq{AC3!mHlNlf9VC`@jeOFWwyUX71D*wNIPo0?~x`ckA-!o zrekiTdqApLUWNk9ZO%%#=yDFSDJZNa8T4NW%rvnouy@f zsSrz9WhcD-_8AzTtSvT6E>Y0-4{ieaqhv>dSJADiCkfZVWKtU+6`Ac;Zl3oPm$PH8 zlYaJW5kx$Ka+1+e27Hec#$A*>ZAWz?bh^_CyPpZPygPYzB3QbfrM9>LST8GnXLHPR z-)epqSdwHLdZ4aA^oH~VOwtZ?jt@3@n+@k4vsl)~6__`1 zw2YT>uD4RUVvQ%F(!nSiq?)1+W%!*;$aWX`mTwv++O!osS(*5cevi0~@tQFNp+X#p zSmUL%-Uv=c{3$SUB%{@1SHf>swHuEEY9cac&u{%Ig0zp9omt0%$<)09P8se(wrBY| z@uIL85G2=US%ZQ-cAe^DG7G>}2~<&TF_@T}ttmFvhgS%x^77Ub`2bVu?G9Jt%Lp#0PeBW(-ACqjFX_*ES zxT2RcuaMd#FJ}5!R2%_(l4#TxX>w3*^4G)f!^aJ6a$O2G2LvDv{8Oxt#S>92BhzDr z(l)Zyi|uZWUOfe2pZQIZjUu1&9g1qJ$elz>tH^=3=X>LR9YsoPAJ1JrPImgZKT$AV zkc_>>G>3J0a1dL}<4|NQiZEWM9lLgX%XOmqQ`KEc0{JtKuv`AXJGb^Xz*f~`R~-kR zLXX3sr$>XhGo+Hi7TAZPIL#dW*TZAiY)Xq(%6S&td%vohTsR!YJJpG}>LyxMPQMzv zIj5p8CAVt^tw?1~$Pv)HYiG>70{Q_;)$+KttuL%EU-!U=ViI+AzGAO%8EjL@;c`@j zHE+J!4ks{wOWFalyO7%9ImX{4X!d0i-bm_LOnJ*uAq6NZ!rN_iXGFfdyaB$@;omjS zD9Ed0FUWgS;%$A2b4K!Rf^D%5w&HW$tE8=jOJ7U`ZQ?(ZI@nV5J603iZmzxf?BAKR zervAben)kwVZFtL&4+uaIkL#k@&|Qu*CHph7B}%cU#@)tXi<*wJ3Zo$dBqhR7upSo zg>$lBQtvhiC`c&qSBmbL^(L_j^53OG03sZTX$+4L<|yrM9e+(a6z$LA3V`qHSSaDh zXskr%?Auy==&2{ZL>+IqK)x10D@ZG(QQ?U`G%W+u<&9Ht4NZQRu;P*c-{ZwzZY zaP3<^1HTvpU*rXk{}>fqfjrX}a{`ywok|MoE54i0I$abO z5-?6kxF5;%>}Jy|N<<+)@rV3MV&jI-2bW&HRpyMW`s%^-=-n2R3s)+M?#`q9A15Z#m0h%168X{2KrL-lqq4 z*EG#vJl|F8*=!KH@oLc`XM8caXVX6;#le0dt#S@1Y_G7sEFbMlTE2Zd#y7iG`?zno z%ictM5vuahvuB>4amr&oKAUkOkw?bwM%T)iXEjf`4o(g3^&|fHZMKDHj>A+uN8sd7 zM!Tu)np&fUWSdb*sp=SOSemdM@vK-uFQ85!pV~58fOg;)u^rH?EytU@Aj0@VKaSgw$ECjCkJ`p z!O1ID-Vif(zp!^Z65;W6ze~_7IO8?_2jlHRD=9*5sl4 zt7wN02#*i{+gsoWd~Wt{2ZrJCSKfp}vTS2$_E`kG78TfF7-nJ9*$EPOzWK>iFx00J zx>D_Q9%Akhf_kN`wL1pk@mdsq5lm;XXxk``dDEG5I%&4gJ=Vbr#-09kj-NF~x`kDy zv#gmf3D$CUVT!=O58(dEU;(PB%HFFUb4LnGY1k=+BM&#lQ;Mef^Lj&kmH+%s@6mA7 zX@)WkjWKK|XbL{J`48WydRgil{UV>{MF`@lh&>t+qArGfdcM0s9~Ps`^!xLH|Lq|2 z3B>pEKRIZD&(Z#agB`H*LEg%RkmKED5tIpDJh3&FtG6rNQ zAc#UfH7xx9NP7>ksFtQ(RI+3h$w@%6WXVY-2?&Ui5r!l==ez_2B#wYONE8r|oFv1L z8IYWFMluX}fFYcL{cZp6zi0pFe)pbdd}O-n?ONTvx~FT^s;+Vjae3p}u)(`Og8Eqz z3mI>`oya!cOfeO2g!6jKBt){i1dK)G_<`w>QzS`}Nw7fDQZo{@Py__M-?J{Vglt2VC0*AAdD;y3*?F{iNbZ~Z3DQ?$6IKSI`g+eMVjxy zM4H&OL|R0->n=;>z5jFJn<(K$|GV)2K{jfwO6dPfoXQe7y#3jgylccu{4 z{6CNRzsYU@7I^og{_`9PwKIA&& zG59XGDGBknd8&$C-u9|!yXi($z~mtP_(i9!McnS)hsV43S3IeZp4j*j5f~DoG7?}W z)O#<(RzAaKT*G#D!zR3Dx`m7AmJScVeaNN? z2V*+IZ90^J+ZY33`o3$t6@#rRgi9iluh5iQn72t~YaW#}fTq?HT|nahN1v3Fp%AthlrFC7W>Jt<64DQ4}B0u#rZxLzbn zZ-7j?gLV=T(pSHP;YU9EYQVU|EVaQoUxQ8&>%rvZy$g4sU_XQBWckXksXJa9+Ih7E zdU@5}^x|@xXZ2X#a8qe3b@>-)4(Pee|3!XIGBcWT&|qlNz1humxhQq98li|Mm#KMvrgak@L2lGXTU9w$OWZy20&MN zmDc`~@j=3m#~uSf+NnpB)O?WkWAeu&J;Bf%zKWL>c@nw?T0WErUV|}{ zmF&mfk{%aIF!>CWqpbhTh01VAgD^ts@&ybc2;`n}_B;Vh=Qc&7BzJtMke9YsBt0)p z$F`j+rcURE&P!HwdnkM0HeV_a=0isAy=qhIQ>Mn~g!{WY`unCftEvN!pw@`uF^w6hcfNqOK-Bh>jVbMv z1o=%L`5h|>#xyF6dL!1xQP)an_3%h4to6z(tQK8@xf|lqDo`0qX0YZ;h8|2`Z0vES z$zLo;VQk;^`>~|KG^t$VBjiqV_B?Cj6u^-yhfP|TAUXuyd)#gEOZtrSDXq7XB<*u4 zt;nbh%2KtbW-bsp$f`avn!};%-R<{6C2ER|6y`^hKCm_^9wg88`Wmu#q?K1ck33O@r_t^SBrc z*MV_N(QhHI^V*IKH`v5Iy$&ZF#?BBy`qc5xEJGj{EoMZJ*8XsamfV1~^)}BzmX)bV z+-SVzkoA##<%W*j?KQT=RL3e0_nxf9^q{J+zL^6%YU{SZIBnO&! z#r!=Mo=s4#WfTt0#3VVgFPfAqkuOxwrIiwn=fo*BoBu)(T}@jP)EPYavs-OYDm^;& zQeQF~f%Dr+V7$|@3$g&i`NF0326sUaL!Dx#M27+cN>l=2n7MYgkG4Z zc>BzrXhbcKY2IC+65JBS6)V3D7J0H0?6-U0OyqXxyqD))!w{z3+&wIdj|wrcj}8yi z9;h*@G0n*m#mH>p_foorjMRmSI0*JpxkZlzhE^E~&hcBvjKqdknF-DbZAj$3C3c#y zE~Ib^7?C61OCRwKHGW;-{UMJ5DAj~x_cwmgGac91q+9gk(#pL$#Bc+eE< z7q*Hm)qL?|AIbPjJSY5YXw79`l*gRoZ#XqodPSm9AN4Plqp$|MlQCd&{Z@nLgxJ|9 z>`@`ZRFPP3lT?*c;km;~KxX#xR@-uREZK~AaD|mK-@RyssWs_O78vPGQt5}(SqppM z$Dh0u)_GoZJL3xdMhN{JanI9Dso6`W7v35B*vvW6W6YV_qvz^V)!u#p@@TkKbT#l8 z6-+AX+IsS@e9JiE*OM{00J4{WP66S;!yvq#k%}09Wm--iF|d3ihsv}JxT_F8T|2|_ ze^)<@H#HtAC$~*5YUQz0s5zx!+7RmwXGyG@GMj3(wM(dQe}XyiY*U7wgN*yIN$NTE z-c$NV1etxznI}i-_*g0opV&?w1RhU|X7@<3ky(5_O}?skvG~I5BBQg=$Fz=$yJfko7SPj_w0P2%iqCLn@@0tP}x~I<#Z(OKZXFg zHro?$u`wQ6o$4KgGHZ=m>ZM2yaH>iUf9WLdwJZQPw}8-=XRD>Xo@gx}cY-E5eT* z#_D7axO*-VJZxq&LMTA{aAd@@ta;bI~{`{8QA-Y0#lEwFYC*K$@}De z;e7=dXl{TB{TqprC&;wrRu%wuX-}L5L_Ng!;CZ;zAbhq;n0@6Vga5M*cgI`C|8>t% zzSo)c{%7x$>a8pH9najeFDI{Jw+BsMWC+~6;B{XJB*W0feQ|4{8GO6Q47lqb^Xx>CWMS{= z`zXryzuDjGpWP`;l^Jh4D#dFKm6q|OAIstBo-5;R=xKTbe|IVr_?6HIDusJMYQ(J* z?=metgGORu+*^0sW#evq9K6N%M6%oGe3}ndPi`)TF*Ls_4>RUCw{1O2p)eOf^7pZq z4!@tc)0AJq%X4dGf&f6!yck1&@deJ68tfIg`3}z2)hN+>Ko@Sr@5?iU-*Tn;VpXKO zUNpW!H{P{daJ7PF9}scJKBXo*1<~x|Z}m`|f&$LfRF;92OAN#&TKK_16;>r9qZ4Wy z=)75Z`!~D5ekuWjb zFVJ`y{(Sh=B%_I+4ZWzM`JnchKS!{TU)p%Mnq_Sbr&F3vlia3~<51MMORONyr*A&s zw`mFo;wc5=1wQb1SyiT1YO zduz{gVDfO+(tc}ySHs?YvBv0?#s1M4BTPzFyKLRVN*Ar)(-4 zFjK{$FElR97oxKuNo4uS@YxOvA{N;p;`Q+nz{=U7GzegPqGJJnROqDIr|?RWc$)H1 zEhf8DU|DycMpt<>=Ew}=>jObGQ)-pLxWoIBa%w|EuAw{q1~tlk{Q`&b-c0pjv$76Z z!bAFNT!&iToRZ3YgHvmEhwk3u^+B^w;om)S?S2YK?_kZoWthx#mGMTa<&v%aZ2z3c z2ml9Lf(HrLv9`+ZY-`pq)W7p1OZQU}{!U&z_v|NVJ>(FbNaq6)+ssG9#;5oLPcx|p z@vETP`Q(NgW|KQ3gGcoo_r4w>a_3jHgtH_?&w~#V`{BZzGv@&=SN`AbvWwtWoIgoY zPd$Pql3u+P;;+6!g1&D|8QNEctUEM}IVR`B#2x&l@9P-h@8a`xgeip; zFfaH`0-xBi7hWe-vSsR55(X zb)S@dRbtFwY--$u?|#opmn|$AE2jT8_0uGeIiUMtLa`gm>P0UcDvp5G)wy8(PE}|5 zV19?hh>m4VErTFt{3pf?kX*erYkF#{ZGl+W3JW^5Ej;LkF7=1;$uicuTFY)a%N`QL z%X9mc$UjhH4luFRhT);DkVBFq*VcQ7aMUz}u#`1vML)w|4P%Nw>i_D(cQ<}_sJF-f zSb8fr^F11i8Y)#oLr+0LU|s(@&jvp7lR+Gx^q4gFgaYpL#N@COSk`bB6OG7c%Yd78B9Qy!^_UvO4L_)53?^F?pSW%X-eV)hW|YMq{WuMcA>Z^q-?L+oybE zT~qXqO-avQBbrI8b%pEEdY~U{4?LGPi@^FWw-$0JQ=#`nFW4SMNW}WCazoI6GI>o{7Q*ikN~0bm zuAV_JHMr*N6u;ZLQ^RoavCXi=(EIKK2cPoN@w_L8FZ%QP6R#%Yj}LE?aX&VG2`1;i z46(R^rlBdR1_HA$`+j&FZIVS}5+C3oK)!~gk-!}9o`uqtQmA3X&sW}ejquXXav%Tl zmwwh6`C(KNOKr83C7DieeG=|pQ>s!&Um1n)#+Sa3B-@f zMM=&Aa4ZxSbIny<(xLozHSaBntY^SijQ(ipY13<{pspI%vmV{(zka#FSP&>41|6g} z8huT5?~#aaztzW}k4*t#d`8@n@?S8@XelT#DRly#VqtbWvcAiFfXVjkojR;>z6mmS zEB)!MTU+Tbd{N6O^ja`}?Tui;>*e%O7qSONX9Q3>SnYKxf$h;Q2MtY{#ywE>&#%L> zXu1>`ow)Zhjam^A3cy=)OE1X2J-$o!P?|u@=zVMSLRFJDKk(l!plb^|881rDx3`7a ze`*zU`t61@fW@st8P(v^>v119?2&H86 zuz}21GyQgzy~5;LUlI-qj`e$bomZO|-AM@RLkoZmIaEyu%Y(>43zc)x7~AO2HY9KUc%-)()PuyRYQmR4BTCfOsg zYbtt@RH&0GCO~@0t-|)|{H&u_VMX3!`Vv@KD#_E9<{UfjC97@n_-*hjt^Rwx{~Rc4 zMv3$HJFWHdDm3~Q*8TGx_&=8sYvL!=`577k9(p&xh_x=!$*;YACZC)m)iDJPtr zRs)fc$uU@P^w83wy|=JIhK*}-;SgcXQ+OJpA9WN&Qc-QtXTAPV%A3AEbyki38!@EA z5|hAOZQwN(x!8y_-7EUA4|M92rq5LsWV1gXQ^YDTr7K+jg)yeXK3)H1N{3ySSsBw= zugk1V>8#h~Y{vBL>vA?z`b|B7y91P&k|E2svaVWIUyjFgBEDK0-vLg-uwbRLp3 zrAI_-b@!V_qeYkrGfukw&G3owf&S=tHN8Z4VF4zgta-EJWa2OjZx`%u@CM>G5Hpj4 zaJLo@;0hUHxE!6l4|TAtJtn-^4%Po1G`)RtcBEf)RksMscDSmsJ0>R79!&L~+ZVW^ z;wV)OIkA|BD^x9g3NI-7EV;KF{@5RPu!G-<04E2?8~owV7!@kFAuXB%7{jCvUsZw% zYwSGTEH(uVtsAD!2Uf-y%XxY@g`~@md{$!RtP(YQgx*gIB~}=Z%G*hqx+M3&?4;fv zVAPHpeLPe69VbCS3=Ozi72YL3BjD9VEg;K(TR=AnIpXFazH#U*0Lz~Rq-=@G#R1y` zv1CQ6m$Y%$I64iyO5|8X##Ho5fBpJ+UBK?_#ZYhZ!=Y}YSN-yqa?7@^tcK6SKb&KJ(PS9l_rFWB1avOmDcx<7gaJSB(C9=gk=yM^lRyj4z z5=P!&q7$cmODJE9f}{9OWAZo<#Jh#-doQ&)dymqWEVX5I56ky1s2So!&`t;hi)KW8b%#2a{2M=uo$PR>}0bj z@B7NS&sv5`O@wy)=FNuGnT6U&Deh?>&}ot=;EsL4aQ%6FQ&lkr*Sk9{-F*_ z?Ok2rzZnw|)5j1+8z;aASX;SdiF&gRcfiAeyDm{tP5Tuq5}u`o_{{DEI9wtyl3lx0 zyBk#Z99q6}QQ?9#DO!N~ zX0B|FX77wSfjL4y>7(Cc36stZ3DVwzb2VuzTG{O(+Dno-cQ2o}SZX9~%)LL&(clR* zUP?SPhEf}r6O`Q+z^8WZfAoSixNC8E#tA`vk_un|=q?1zgs6bfH=Y&vT{qj&)9dXB z@*HA>kHL9u6==b@g)(Mc??^qU5NNXJp?~afTPlnxt^oVKyah*0OEPo?iAG4^ucG>*cTJAm~lcO6|FWOcXD4Us&8Iu8jQ26OY^M9Ep6alwJdjB z*D_x9v%=WCWvXgmJ`|@EUXc>=bgW<- zOIHc$9aAZ~JCcQFp;F$A54@js68X6@J`hX0F7rR|euXL@YCJjo6ia)yw*GF-idp<{ zKmct(K*@bABMxmq@w!}wHc)n5evLN3eqDA!8*sTU51|1AHx&-h1`e(XKInuHTgt(B12VaihD>hj5j+8vIE^4yqg= z9luAfyrz76d?$VhC5GF5AT2K?EPwTLqkN9JLFdB$h^yS(-|{G6q*kj)zd*0v`YkF} zU-CWhq70p~D=w6P7_pMvF^VgdvpUlm2zp(@+YF=9c*?=V6TQYn%!P=GcsYhsG zdot*sgE`!k)Hk)BCu{xSKTJ!@EYSaUx*8IiCV_q1DCO(N_aaYX8F1%!CF*(vf?Au4 zsdA`!EM9lM5>{|s!ivx>*EWc%$(b6lCMQY#+7dUiN9vdg@)Wo#nu8X@? zZ^zt+qiGQnBjUDKq~$Fs2Od)fmg2QA?t-n71Nw9*Qrj(!7UCkVuo1X-xfc^BJ-g{1 zsYWB_cs}0wnl(kjaihOUWQ(3&lq{8sHXO%iD=?)NIDhL7RvtN3N=EQB4E@%=*y$rT zJSfNEu02boPn|eg2&J!{?R{fkRO3449-4Hws8*P&Jdbe3TV8DWHcvaZVIZGBJx?3G z5%D%{m5l#;=_bsg#?-~WU8Qr;OLQR2@0|3Ks;D_{kLsLo=b3JvA5(2-Z720I;XWPe zgK`$L=^TqGVgji_Q+zQ_vG?CeJeYe9jqxQpW!ZP=Y+#;y0sZQWe@eDru&m!%8RNi| zy{zHOgi2HT-nUkvbNkt-WuS-Wr)dVWC>GCbh0f$_f{&!qF`jM)?(A=MXUIpvg!vgd zW)J*p!jif(_?pn4Va9e{qeuZVlZ2WC#9p5y9-;_UeHmt{D1gz5dTg6n6M^6t%VOLe z1lt6C9G1YaPI?o|NwGp_3!g5pOcXPfZ6J<>5>e~lIJ!eNQHsBDo*fy>FJF*#zcdZQ zPMl|=V+Q{h?wC!K=5L(HJ{x5l@JGZRo9Mm2StmafIy3%U3XEzZ*&kMwLg&&SmV%^G zbo(C>2W+B$aGui{%btI?!e~c5R$-ZfpAQnH+ zp8}r0GL|)Dqxqg*do`(>qFlf%i`%iM=Huv?)#U$GnMM%h3>J)SV_Qrp^;>=apWs6% z_}|z1H+Zz9Qu|%ec1$dk2b4k-%84wkiHh1bC|goV^)EEQ*Ya<0sU`LO7yr}LfFGdX|IirdygEwN`R`o?uKOB6$ISB&;;q5=W*8L4+bDeEjp(s(;ur4- z&=^NA(9;bhNHn2m>nsv*CS^2XjaG#ba+kDe?lOa8A*e-COJPb(vXwD^>otu@2vfIH zBo(X9{C(vl<6xJ^RgF}_B~8o~Rd~=X^?m118px|$bZV(+Y;v6?7NM$EGVLa92_?hz zk4#%8k&-Wp!GRbroIX%S^TPP7lZ*mhKXM8o?H!m$x0!CmhKw(Aoa8EW=0P^|&}pSb zsooexC63SE(|>~nI$-lEkclpi;5+7RlENe6ZDTMOX{Lewa0W`k&vzoB zeq$1mH@`{8T;u_P=AqL_ty($;2-=$jDcd@c`nF^&M-hoObGMJTU?SN>8t;e3FWh#a z$!NzV6KT6=p|e0k$X(p7V(S>jRT#KXs>E{B5UGD}$lM{DSJ{8u5Pdpk2T1*OXZ~9| zrZSed|KoPRJwMeAK|Z27BmLiQjsZBdO`N>g+zJTay*y3uvN~=X7y4rMtvmv7t9rQ|cCIs>wFkN+T`ye;1Wmy2SB%?#m}wz z_vY~z>%O_4lLtPT$G%2>ZC@_X8&jz54D2_jDxjIe?I2q&TR)RcQ+;n`KQkX>>Kyek zR)5HaS}`GVwbuB`R+ziQEwdn|px(@9mHI0eveePk*2ZY_tv>y@^J+~gK!5ICVrbX3 zjnveKOgbamDz@ghKoFhJ0GChCjLMIwXg6cn^z>;3h)>vbI!e>Mx6ozvYT`u4%0%g?KHf*K2cc++5qfsN)MQfT*W+@j2aUA7ifQ zv#UO3iHs=WXjc;FHlCh~tC)CSe|{mDhS(%sVn(iUp^isIQwvwLYPD2#CCo;{(>;)9 zZkyGyqQ>=!9xgU^@V@d18`doc5O>k)dHluh#JJZ~t>5&*`LJGM-)v$c&vvL}?+&xO ztxd(ngl*!HnD`b@R5m;H+l>d*k965y_9m|ErRAJmn; zUsPKT0%?u*R7|NEA#rV`1GZUim~p6G_vC(rcQrA3u<@x=-ZtK#}$7z`K{j4@{7F7v8v8rO;giF)VH3hfNe+HRRGnK=7@`)T?%)HG|P`5fATg+|)a?bP`@OJ1edIDHqKP_1Q#Q#1|6_O&JS0O##J~#;oE!zl(q} zWRWI>!>v<#hJ9>qzqa9x*QRi4ojpwY($jpE9CV($KJ|5To0PoAEs@2dbz+*Fw!G}P zekAf|2by7&T^+W}xs+jqbSu%MxMjlhJL%@z4z2V{YP&4w?3V;Uv_Tyu5KuW!R7VPg ziK}Z_kHrY?Q+XxVsm?xd_~;Si5d%0d&B;TPeZ^0S_Gy>tsuiGdzO1L*`v%LkogQ&; zhB+B1#Fyt(YTs`e*@=iVb$(RHv}Zkia{f-H69c8e)Deq)l0Yda?Z}TZoif*iT3RJ{ zlm@dWwe@np_@f{doQa4TeEXWP@pAtMir_Gp_MPXtM!Za?>GSI0FvG2{AFa=jEi}!cj*e0kU#e(M#0iQfNHZ#-?;@el59Xe<+hF7MMQQL6kp1zM%(kUy1NP|D2Tl@i51eMb|$anbH~ z_@ohs^16N!#H^*`gX$>_aR->hCh0o$qM= z@@Y4g9;`E7RZIoi|dA{8sK;gHlZOmdSq|UK|!XHXMl}-ay$gyErJz|ElCa z|8oE7UzI|MnCWjSVfin=+*kigJ`6?tmwf-lm-~u;L9>aNQ*WR^iqp8qBA4?!JA#s+ zyYA{q=9O5=5YJkaB^HGy{ghx zfpTgYSe~+19WDeoe@?R5kt*4pPg*y8EHwtL*iBn?L6_%FDhl#!4GM>AF3Jsg?EI`Y zi7U2Jj-;o~3JUt{Ce#8qkLjB?k9k^-B5mRBGnWfGm7oXul~;<+n_J{veJd&3!Zus@ z-;ZqUwzGipa!QAGclBe$px#@gxb2J?XR#ZhTTpVIT@TQ4yjm$#DOfRaoM?Sqb80@9 zSFkSUarJ?lml=VuhmWlEd)dZd` zdv`%eLBCd6h5D3Uft7Qsr?pB)-f6peROuYWs|o&Yd{d!_W19rgk|plEqUhwAx$Y^^ zN+E7=>G9w9o~pB*-Ara+nkpow4XiHR=4kkX!l zlBGe+sRWlqmI^JK8Op?V+p(UAkr|tz5|wF~i^XFX75(J0jUw9}w-GHH?P~SgQHg!y zNjyKnb`~+_L3Vip3DbvMAgjF79*dL)^MjC{&4gEb2L~(Vd6#XdxPLZRkc&JQX!KRl zrf;&()MVKaW<^TlD9N}ty1tsxCa$eyKmlv<5hnK`<|UR2t`8B);6{66zOKG`0>5z# zD;&9Y45I*C9b8fV0FH03U#8Ar+^YV|@@8O*3U`aM8@j{P^8oLeBVSA%c~r-8`d;88 zww*(nppaH;0@bprEzb2%17hLqHI_{|!EE=FJ6488vm(_v3GOGI@!#X`G^u*v|28Zt zEQ_U;BCzw&WKR@+1yY!foc3JRO}R{2O&US~KmB~X&CM=x*-@cX4A12sJ~%j3)Bk#M zuDryhLQSQgx@Bo=Z|#-N_xZWiS6h&^ISM{N|+1iFziumC&`hW3aR*_VPUewlI@of7hWl9!zAXKXW$wvCH~+y zBXE#aZ!)5GH`g)VzXjf@yTCZsk@%W=eSA$h5L+W8*0DA;o>p|2M|}6Q#PnMuZXyqy_4~df z!9@#_UsEVH#`3Jtb|^y}9xlx4jc+n!c>pwSAR?$PF_KpAy~FQ?DXWv{01R)EpI-w+ zlHb9xt%#EYg9wL%k?4<=d79EFXanGyL)?1r;0o)!(+%%f*5yRrC?glpi1~2zbipk_ zoL13>0ihe~Y!X}j_ImFXMh7G$YTjq9KRj>jXNc#?&a+H99>5hNlqMK7pOonvU#wzpB^r#_T~g9hrq8}ORQCKO)15P=TRAA{nskY#R`eY_Ktr3MJRkV`KMFrH;qfgYFRUTA z7bJ&{YeC1A3V)JojabYgd~AWr2cM^uEHYMoXXlU(=CftTB}wJ+y?s40CbOsRLw8JP z&1ciE);Af-ikylO-8tKF`aCJ3r-wNfDdJu$8dqlilWX}Q6P0lGxD`tea63dZpP-UuRD@a9NJ@kzZN3%(*P%kv{wGFM06ms|dWl_yA~L-yZ7Qsyl2x z;DPl?(Zdf_VaYHxJ6OS4I(Xx(#k_&f;gqMLOMLcX?CQM3$KT~(p#18*jT(HhWdW#H zx-HXswi;6B8cnHuUp?xnz{rK4ObD2aUJNP%KUD@?LURyo7)A@4S2N_hL8s zB=khV^ZpgZTrd!52b{k?7w{D>T=3cL+vEFWP~gxZhSG1J&OVS<^-uDR^o=~nJjLDj z>4Y;kfX}6zL#G)UQqTSOaXRQ903Xkv?mMAAam%co^o+oVbL0KcPIgh!xsR@ubHV3# z!7H>N$VFKfkkDf<+nq$s1>Po4A@j+39Tj-hL#S_Hr>mLJ&X87V>XH?Qh9U+Ev9 zC+cFZD63k(Nf=Sy{3@!EQ~{ZEM!93${wGJGN>u1%4DwKovff&Yh94SP-(WBTGH>hxmEvrew+ z#(S_e#}HEPARh0?I*NaBTz;a?YMQ!=wBSLSAQJM1;T?P|Y}beU^d6y3(21dJQeE?1 zbWD^yf6QfEWT=C9w7td6ZyjN#W~`8x73iD*N~A9zBPy@`^^r)+l0TOMp>E5ozb$G5 zCIQUR0}BM4Z?KVcOcx($OareEEM~N!E7N4OP-;~XKsWgIt^WZII-v04`X}+n6sOK8 zJaA*2{5Sc1-jPXB|Iig}33=$ff9U#{q`V>cpYW3MP^$kO|8$ejgnIdQB84eFiEV}v z4$EKX_xR4+nMPxAu8)M$EKsnnIfe@)nFiy(L7CwM!7)XG5XUNX)N2(wCXfRp<@&2I zsyPFYZq!#y7doa@2w@F62bKyr#zE*Ws6HLjob_MON>oc`ZlL^*x=cZ+b<5H|-i$fL z_UB|`MjP7o;Z+5Zc3iQfMS@kG1$0Oio+qn45Y?bAED4T*|J5A+ zI#|c)e=cp#bQyUg4Ko1NL44C-%n(=y^)-zhAb<$G+F}*ny(RB?C(-k^sYE1~L?A9* zn^0leJm1#5(~CV!cPA2o>1H~6)93}Bn#{Gh7Lc!^ap$VzyVa6Ld=XSwjYVdfg|{?I zq)GFduAYS1p0pO87^|KnoOQwYby3Q7L7a8ezC)(VJr~Q^bd9%(O-P81BSTAq6?mI6 zfbn+0`w}6jtZ?ipjokJoA^PJjcHK@mNKZ1ZlonLHM|7U~J3J;~5Xbirr$}wbK<$AA z!K6jEqy@sHC6)YLGVWa=?meQyUHjcoIwt99HT!wA$lV7*dw1GBDfB%tNhHGU-pDkW zjyEmEFXC=3vY1x|OHQ}bcoc&z1{OtWfO)S+yXZuFj9)x)6+9_no>;7&q_l=D?1nJP z*+$XXRy>CVbcdyT@OeBqHn7aMpYac!_`m1_@ZUSZEAb@;AK6JL@$N2ND+^sS1+ghU z*eFn;B+7=(lR(^)=CwqC!E`G@WpU_K{1Vae-XlGUPz(t$mSH0UDh>$G!fl=n|Zr8i?nYRX6C_?^8R(H(~TGu3r}qq8Gy(=-iqDZES~qL zszL%`#X&H>Hj?o+m2O9TpQ#Ogv` z*F_7|1-R6Ok+XMgBkCJAA}Czi0raa% zIDih4X1%h$!1c`tYFNS9bOZQ`W{3yiD^~^Q8~D&;0Mt+Aaus*paEWyUqI%t z45z=KFKpOM^;h@EuU!DnKX1$uu-4?Ip3jr>tyFfmEG!bw_^jZVZ{=O-wvaTC5c&EU zcP}+$A8DBiT^ei(9SLvDStSphDHl9bZqTOI+N{%3<{TJAgu;u;0BEJJzJqZ_2C3Eh zjQz0a$RJ|*OhfYf+n*bP$Z`icP(5g-NONwi{jOV~-~g3nAz}=H@Xi#JH`rVq_LC{_ z-g%MN>qe?qtu+JxQB#y6KAMXRc9$$ld5suZa%0xh;vCIgMddE%%-GnQ5p`>L=~i3# zA$M$5uSWIPH+totfPuConUyYAn#st^qxfTFxtlot#j7;U@;UHk-I2~z2p?=bsNJ|5 z^t$={%>Uv{)@4Q;#0tzO$WMJfPD{gvD<|=!O zU>>U{d+`?=u8sHw4|bea6}@uE%)qDOk+Hp_*JL^{c! zJW;CZ=d>F_&uhHjAjeEcEY~4NBA#%9@;>R%W8}eb`DMNRaE(D;-;W{R<1vpz*d!># z>B_&Py8sv#(eUf>=_{TB!Sj61ki$?PpW(5I9`;Sw`YWhNkCyVmPT8qX1U&_hTmISa zIv+nkg`}N+dPv&BPg<-3S-%H&Gq%5Xc5$R^H+GQpMQCF#VrRxB|LeYsLA-|pXkgE~ zC^lDvdS$v+A^9~zGOL^}v}6Xf>93mUr{|w<2G}L5=&X)x!4)Yyh%IHN`Z&uAPMciz z<|1ZL2R1Ip$_Bjdt(={@aks=bL=U|Qp7iTGA9PtiJ+pXqaiDKNU#2?c??<`QR=FuP zz^}*sbJJ(mPjwD7lM0{9$TX+jMT)Ob^=M61>jm>&z3`^@SCQQLNgL|rAH8xmdFfp% z4UlY{YH{MbT+roIOu)d~E8Zzk9^WX9o})g_2KTJq@{MZKf}H5`pN}1WmLCE;wrdH5 z7c!UabJiC@UoN-&&KU|SZS(;ac>S@e5ghaX{NLqOQX_z|m0YrZ>(>43>jwurLh#Ll zgVeS4yNMiv*M!ncjPBn8+g(2{Bm(i8n$<9nQU6^o`8HXs8Ab+hz87*~uC09*#Yl`f$0PO~^lN-7>eTMWxjYbb`cxo1_IE!i)2Za{)cUnVPGXlcJFxKAkkpCD2bTP6SW}vooR84eq~yZg?ywmOmgoH4R2J5 zeYnJ<{oM{GM%EYwIXYUe7t19vN5T)ft2z{9?W50gI#Q#3HJ0~cz|rSwG2pQ2d#B?a zFgYoy{r4TLvQm8etsPnIy{uVxHlO83lyJ9;MY&M{HqAqj(v$lCV z=d;4jzU!pk-;6W$bIw-_J7O0TzimwH;pbE)rp)u+~YrUJSLPhvvCA)n}(Up*w!O{JR`;IT;me!#3rpVB71x zt(BXUlb7;HFXY){sLcB3HB!Lbw=(wd{oK2;19kXoa@VzNKdLvg`KQ7^*6b^I2}X9yHk zQF{@IedSz8XTZt2*Y2wD_J`o1FMM~^oA~2qpOvl2YL~y;^V;O^S9eOpTO86)mHG+$ zB`z2|Z|C2#n^&HHhUkER(aNL`29me8`%bjuW5hj_=|cp zM?Yh<=kM;)i)kIOMcPV@7V?eolDT&PiG7Id?w!;K$(b-(>sC4(0RcU&i^J93+3N44 ztm}*$IE})ca4gGpWaun=E@Y|k(LSQFuhHxs1gc#axQc#6*f2~o2RhhA_p4VZSmyqb zoAP58>({g9fFJ8clG(;@DDt9^P5$o1F1vwr#W<@b(rQw-=^R>xnloG!uU6Iord{P- znkxFWI(L$)0AJ#h+aCjh`cJjK`33IGf<<@zEF+Jh4noZv13^Y2OQi2YvAKns*EanW zJ6!Od*=*l6WxIX!)+c>MKdN%o!u^xY*3sJ%#6lD1?i0B!DC02))A4PiWCW{0)TLSm z5@_BC-ftNeZV@YTD*80Yv@T}}AStTw`(L*qnlg+CCo2QE_g8K!%&0~SWAovu(0meg zU_>T3Nv_tTUKu$`nd#Gw=ts@^TN~&U!l0zby>GT&Gag6tUuwwoJu3JhDM;?~0j=1( zoTOWb+mFt+F-U*GYyR0je>^?Pck9UH+re0z5otW0UVk=DyMTdyxbgxXU~AMS-&igM zA`;FhBB2jv8*^aB4xewURO{f9R8BQ#=+ zL!Rh%;_YOiV#YNG=lzFIeB{S+3*-V2&ww!7=bELa9I=FK%0fR>fUQZ{t;#%;RPKoF z#vq?Y>7dj3{-le5;+1b6!V(?N&oECJiw70Gr6kbiUBaKV3E!F|8_@M(mb}xBbY+`H zUsG=0+hw2)?CqMg_; zPW*ZA_C--qDS1bmA@KZCF}|VF&d~(n8Ve2Y?URGXpWo-j+`>zWTimoP@Z>L^g^+LFZcd|ZGc41<$zHA#r#ILju%b#&u;3t`lg`3G$Wg3*0 zB**$mWP2pE73PHd-6f{OJm_2%E3sH^O2n=HzL|rQaiu)(2e7V>HB~lM503?ue8cLQ z3-AbZ`IaIP4((dtA1B;Bo1~UYUd@u*CM57Jdfs6pMFH~^JZWd=tENM0n|1AF@N1QF zMwyYn8{&**4l`5fwz>+!vEejnU@%ElY^|V_2y~-&l%iN{OTr`=dD2jkAKYbxX3AuQ8F+{ZArN|D6K7V|p?u;@K}To|~UAtJ}WwG4lTP(&qlX z{f?InQCk@2CkU+AdII~Vh+x`SmA6}%3UjWCLb*|*1su8<2a{dZIt4Q%Og*rP2&g97chO^*fcmf7`0t`NNHHM#({VC$rds!B zTZ1^jY{rJUwpP6~TD23}&pmNkZ5Aq27Mex(@xb=hb}D~295*op};YLTGM zO4ARf2IA>#c@h!+T2@HkLq0)tIowLF)p_lj%+rf`E|hrucCDyBy$|pFZ1C37=a8Kx ziP}be@dU%w7j%XFUd23e>ouLP#Qc*#MaMq{=IWRy=-0p&U;CiHbsTozvPgU_xghC0 zmPIyvscyJi!b!4c)2*^>>YRc@(a=6_;H;S16e>DTt$HrdchKQAmyMI*M(#;Bjdjme z3#8Y$JRgwLx>s&o_oP6bH>FvsM}0NTqj~L%f?pJrE)y#w({d8Wzj|IbV6f8tGD7Jqa01HF#V%&q<`$c;95=jU#z_cR1{s-HYy+>k|k%AsAQ2G zC8{Wh0gxOd=S-7IB*&Hv3bcSC8JZ}m0SPU!$vNlTF!n4PTE0uGCfbuw30on&lqcDRekY%L~CG#>bO~ra+oONy50o% z4g`o6r)Rm}MIe|gA$L|ip zF{hud`D=>{v>&$cb+EUmo@l%{4>SHll40MNF5Z=k8R)i<3^ub4buAVeS?Gu)9VMJ7 zV?0i*9vyf#$|*a?R!^}-^RueCbFOcP?Z6x{du-ZqqV2;}?r&weDMvy!Bn$NIa##nY zbGv-#6;|+uf3z7qQ$qI(w8bIIrrl__7~r=IU*2c>5nHd#?fXEllxFy8B~TE_`8>8e z`1>1nN&0E&n8=1$UxuwiW^=k9sa`M&Z>(qhqs{H`%u9No6M7@5dI}ib1(BTNWuz_X z3C%3i4woe^VPnba6Vsh0?|$VX%awD-hX~UKwnv6Ixh(6ikT3XcH1-QMk8$~!M1%_t z9R_Ifquzm!1UxEwIn!dFe*yT!xAi} zwT6IhJPhvIa{R`u)5SOAzOQZ8yUU5DeP~Loujzdo=?lF+je#-0O>`FV zq%f8V^4R?Tr0UNurz3#(0Kk=s4^2ymsPEZ%ODCq-vYq4tMzWy^BxJ8$64qUZ;mO?S z!hK-OcvuJy82Pkoq ztuPZ)bI#-A49=(W;OZV=rkH_gCPcmt*NIm73d_O~xDcr)D5S8Ye(=&eh zhVLsa^%!ZaXE@UqMJ%^h#CkS_>B~!wm81ou{b`pK^cZG_&ow0*vYg$84Sd97HpNZ` ze)`b@?h40;t1xB*9DW?8FY?_!@AzFzI2#EhF1w$cNdPC(r-n^&ixG`Pdv|B~w;|0$ zavQSmzvqTD9%CPx&`T7*XPU&7Xi~N|FdQLyg{$n7!@1s?EkQbR61V$eKg0cbA>d^= zK(n_QcoVU&Ungrtfs*v0yU}1UC$4?>=t(kjiJ`Cw0?X2lv#I+_-yDHN1A*+VCdLH6 zo0!F~_$RH6h4VTw< z2v&v~V2p3GN>W#sFX*Z-+~6L7vJ|nm*d)^CNAf>Q7pM zQt_M7Py-y{h6Astu%1^C=~0gzQ+^*%#r?|fcaJ!Yq6lXI(2EbGWkkmuM*MB~0wT$b z=zip!0;l#3*b}=($`{yO3Kz9W$jpkPHtSyEK?qX0AV}p)vDfQh?h@Q_Nl#P8)c4UJ z8BPI9AJ48umilb|=o8R7vU(KWn|eCcQyhw>_HpX*NX(zB9#I;s6@%G?4Fe%5A^nHZ zD~8v)`}Z3IjQD!Rc@!or=FpGiW$-P*K2)v&aIBR>7XjJn@S`qWn8k1~jBCe5S$?%X zB3Lk8gsF0vf~Dr&K!qSTIaPInl)Tm@YGFFY{C+Alycz2d74H<|23)mkb;vDkNBbTNt{rIg*BOtKc{Y9jwuT_!`ZhZ<5ZHYU z0iCYI6gTl^9N8$7O2`sB_Yx!{&d-|azIpSejoe)C;}Q5&M>CRv7Nn&5-!$= zAU%F=S0@WiGip&&Mg=s*U;>njE!AyVn{w}0q}cc=J4k+roX6oJeWSN*+6@vMi!3XA zpL>(UEI7)sTK;c^{aB52+_xSJ`y2;?)qG#hFuF)^yK~|g%z3hUF5qs`R zkt(~5aVF3tNpna{_1DWgK1D(J#A+{nk(i4JpMIOX-4J`rC}tnxbn1P!JBa$S5wY{) zwn@(ND8=!+P9b!OYk8XWd6-_V&piGJuJ73Xc z=sU3Iv=X(%2k;DIcaT5Lf69L0YucYl=!0=bu)J>T&;LATTO|ef zotaIeEXRqpo6%)niud>c{BfE>xeZh=d3S`_Xk)FvxpNPdm)wVGl5K2De+Kr!*Ph~KHoPri|QZ|K@c(I3MVm6cu*t%g!H zeR)eod3~{K@=-W;(Mv3X;Cqy~yzMuI@8QiS?DUag<3`=Peu$Sa2>uvM`zo}LVV)&{ z%j!lL@f~w{w%m(HPg?@H=mCWHw2*g-z3xHr_5m}xdmpxvO6Lx-=&3K8h?=VbB!8CD zk~E0(tn9{?+zsBjaHPF74n1-QF0{cUl_HhqW7(6SAc8}NpSRNYwDMSUJj2R58^y9Cjn|szZY*ncH#lL;i* zx2~5~4FAJqPaoGIy=RVLJFp$USv1gya;cMrqtro{ z_mGIg3q7Qkcf&YpzfKl`Qun^JLdq_nE$U=vQ2X@_jVQvphF%n5{bj*1~Fk&kgY{E>&lSpMS=DVCNgculgx!TEPtKOiSv3585pZr z@QR5B20?zlD}yr`sZ@yY%j^c-dq-c3-(xcU=>rc=1-`93{B}MLr~T=61oNIaNAU$N z%?zUWN`4?kb?D?5f{i?Q>s|d`(U=TP*} zr)34AIbLINLvho!6IIJi?bwFY>0B^|*{S|BORX(e{T^~A=fxEJ^YM^?VSj^=x@99F zqDRt(cKp~b8WIaGpOD!S!*xuZ<;?kC*WzLj_{-Nxp zyb%Uok~I7jL;F{0S~b z!{MAZQmVEbgDL>czzz<#Cr0*3gHJEsGb++(&hdf{PU#R2G(?1LLvF^$?9l<3;)meg zS=TiiMCP85#+lv@^BX_3;!{j#HbTX!CXkxN^+)h%Oug zSsL+vkcvs7S$EM?qfdMv<^j+4-0U7p6EGs({D>!ahCBtSspC zZDY9;#}6|IR>#BdW$);6z_*F5)b>H$@gU-%IMa;kcIknB8t(R>nXzNT>vc%vd;B@A zFJ)yU@rY}`er*d2*AT~tSufq)lIP5b9OTC7R`;z=0gAEK&|d zz3zM?8I_a~HT2ebKCZ!aRA?kF;iN>rD-^-|fGTPU3M_|wQs znZ$_o+5N7!dBl^dZ5bOJtMIG z!mpMhn?=(GmYlWIwym;j$MgfY%nV_bW2bBL$Q#x|hD1X0tS%eTj}v+#^MU?H z(U=9cey2zi;|_3cFe3bAk?Nb#+xVQ&7YdI-zmS`tA{RvB?k}5#uzTEiAu&zE4=5Xg zb#omaxjm~ohsGfIGJu>>LSd~@S6;8TDyF|$S> z8>@2pmDRDPY|?Rj@jM&nY!7QoZqC^Bf^y$?ZC(`XNeDc%P6yLh$8Up(M4a)gsrO*w zNgD-gRM{JVQ^_Yi%^~9*^K*dNk5txwq9eZZ{aM;c1HSSOes6U(1z$*lBYnYpvv(y- zPhZG%m?uBnoBUO`2er}J(MyhN=wRno^^Qt?q-ke49H)*cXtFpR0A<~_+)1)sDs5+-Ot78tNMDF--F4~%OG;W`=yU|>3JpAqx z82muPoW75Fg{8D1Zhv3$2%_#XW0HqoW=8Atao_nhQ+U#^+4fk(wN;J-iTDOMw_4+| z)*}l%MASszjn3J}b<9{B?$0N}OGRMO#INu=*er~M5zzGdJ;SjV^r78LderN}qJ^f8 z5*AB9{kt-$;CY94yDpxT_BYlfj>zNpU+}bE(#(;M5|Nuz9MzUF4ZeGKoXERMX0BIj ziQiyD`{-G{8F_!*`lOJV_p`&sUmLlfFW^lC?@G&;_qFN5XMU2-rjy;gkb#QfPveHn zokHf`o={0$bNPbmyeUQp5obLT%6?$n{UD5s8pB#Kwb(GF`_%fE0r&URu-6JM^yGW6 zy6jUcmVoA6H2;nwT{wQ9_oHKK^yHPh$7qWrVAJ)@L={5cRihL+wviRTt zKcJ|Na5$i+gMPMPwM(0CqK~gjyu%#NvClcTF8aW1@6)$smcTvJf&d`@%z<^ zjNPCY*^%^l;!!umBihkAkV*}yz{{#8Enx0}7(s(!a6=RGEYYa+5$MA(rzLQf zUp<-M!-~k2eKDnnKo~x=9^pktmlE#jS}cJ)>Fsf+UTp{5u$iU&c$pd}GqZX!!>ek& z)FiWCn{5s;YnGAZ)XA5tw|-O@<9$juBw76(-Oy&z{aq|o>Lg{l=xuSP1g9`pL`cT< zw3saaXRceNGxa>55l!2ipI665Hhuz;sICnzn$ApT;#IEtnQoUtq3`5df`z%mUTsN7 zu{fuGUk>XHc5bJX%oNsr7y)R@ThT3msaZ~B zeAM1GkPQT0!*x1(niDs&P$th0F?Hm!CGOrA$G0jPlaUc3?6&fy4?!2?l-<2d2-q9F zQ8Thy^Cknwm2>m`))yP<{rWpyO$FR|DI-~5-PK0Fi-W9f?hu>N-3uxdj(3(SAMP@( z6IcpDGxhU&0vvic9cE09BJs}whrlBFswVEn)780z(%!>gGK3x)n43%D`eXfUx2OBe zPsCq8`Rr%oAjGg`7p?GsMyhHi|1m2Um~Qp!bdO5Zi0-2mv$B!R?&D~Kq?!-(PlrK8 zX$i?^T!nJ$E^*?|j{F5vRJO~k5#`Z-G?(ga@R$wzc-yYav{kaoM+D?Gz!xDQ9EBSM zOU5a^DjK!X{XXwr`rRBl2c!mV-Zhkotk?#~J{8 znE-xS3DZNcXkyT^HUlI`0svVVsH}I?E5lvBA&u)(0-Oc4N0JX@#y2xiMi&lk4r$i=;*0!I6BfoGN^$vtV(Ldb)FQR*$buN4r~cnl zh0sg7n0aj;oV2t;+lRYG4-RuvG`;hL`#x2(yI*`EB4VuK#_?}a$4G-XrLu*xLYvMi;kNIoQ{&Q}HdT3E^VYTRzDb!^ov`ZvFmL`o z!#j2`*gnJnp!be?r)nXuQSR@e(hT}?ncvuXaoa$qQYIMISEQG4n7-Pa@bEP+t?uCJ zh4IhdFL!uhS3_<1Qv&v(cwWMX*bpwd^IQ+?FgNi7OLU&Y2S4P+3Xzpc$eOWNAae$T zYXI{%m9_2zb1%aBpd@G+&RyWM>#Koikrf$m^)b8R@jWI1^J7lMV{S}K%BD!lb=7hx zlHR{+*%e8za8gc1(kmRyrU<^m!5oUoQmKpT%Ao({R&s-P*lId)!7x* zuke}Yp|E_{#$+bd(CB*rro&f$P*SJQv=N&%acnnm^+y(!G#-zDNs4qDne>*W5*Ujx zQrn#KRwhNX<^gRwaKT@B`q&NPOLa-|$#Q(CjPtdpjmx}v?I}&SuN$C>w zCH_+#NU8rwRzLd}!q1_|FY%XtZs2PCUtZGGLe>84q$)w5>R*PBoaGNn|B|xfRGbhV zH)f*xyeepzvnA(I(#WU0X&i>$ObA>}px-Kq4u5_y+V-A_rzC>hTiZm|8xX$ZRiP|d zkYz$4T`6dUPq=B)!kjpYFi;IO$nPWB$Qe}x+Yya6Vb{_^L)eeXgb4al{?3l{9k2So zF*E%*bUNp6%!pECirSPnOWX%U`b-&c-2d#St-NdH-`UZP_*GvOUqdv2U*?rNm(yRw5=_-$?&=p2R%JBD}NI%Yc*dPj& zoc=tLt%8;@RM~Apx`KJ%(N~UIkNzxxjxIaJ#IV@GD#Aoq#(dgdqgX~q(JG%rxa|hb zQ-19@h!{?c?&k>)JC1OS``8Xt=8lar&>dB37xd(QcGpv|hdz(+F{lugr4-A4)2Gek z?U=W)KXJ~G4B+fL7+nybH(+?=Y~2}KFnrjhzwc7?zwc5CR~f0*h$Is7T4DoJd9YE+#4P9Cvq61meNg9CYk-u;zBOS ze#bYkef_cTd)*BkdEt>uBmfHThk9pr*n3*Wpu4fcXI~5%6Z1Ak_b(rvopz@kZguKP zejX_7F8eI0)p}IW(a~{lqQYdMxIKIe9TG({`m0AGvDMGxTyu%RqaEw><;50*a_MD9 zTSB)gzB=>F=u>ysac@_N`KoCPU6Rf;_m&3J1vDvocOM7rvvJ@{3S92I`XP>SFHvCsN zt^~eg_r1Dm9j<3OTnVO=D5`S&8kp_4r*YwUE1ZNpU)XB7&{dB!W(oXH*M;muW%q7TOxgM7^26g5Bp5RxoPPMnZTr zRE5)5^#?&-&qV&wnITr3dH&lPaAl5E5yAPFIZ>RxZbeO7LDLXi)VjC-s`nprg#N2R ze-O>vH3`4MdCfOVj4-A36#vB!ekSsdG1(i6vVZnk4X1A{G}SROoVZe3bp2tR#poO( zA;4DxH#;=B?d7DXCZ^nqr<-chM&~XD|3J9u^cF2ZhIag${(8z#1Ns<>Xbor+_4j0_ zV5T1EEVj3vrU!Ok8oBr!Efs^UQ#jpk`@hXQ-}VCijTtl-85*$sJ3x#K?fEzT^|wL| z=>E=cgVJ5UHN*R*Oe{(>Fti3+>17^38OH0^iYc1c<#6(gZV$-6MEx{GUlNx6+Tt%P z_RH`kn(jvwwE`}y5b*fDqoBYz{KOC`^$XVxq{ru_xU+`v0NBwtNcbc>YGVoIJ_Azk z3dWOhYk7Fc5{40VMyRSHOkKk11g%WWJ|h9x68k7jJTkBQ7!WNeOge5X24o009$ z_t{*IlU2mwJ<;f4+0&oa#zVSeOwg4_8;4~+;55k;K$o|$z=JnqO7Ju(VTyc7+Q2XR z*o(Jd26Zk@@)@>#Y?i;F+1jyv;IRX3*#DaEeJ(ws$vab0iq>#9IG6UBhSv`X=T|2j zPhwWt%`6C4>@*wl_8cIz98_jgnMidIq%$AnrX4Mpoqhk9*}PiADc zOP%U~&&5vg?R~>C@di^Xw}3sDItP2<)D3CaOxXs?$7i5pq|U?o4Q*BSv76>_em!OZ zOvv$B9TK4_vr;c}1mZ_j^1mJ!sXHfuK;BN3@5vN1jAkC6oDg=v4N~^dQEya^T#9w8 zO%E#O_#luNiVa@z&mEJ!D;A!@tI{$@7EFLwh_4^As{@6W0ceniyMrCau9~pzeHZ}a zM5Pv=f+{&LhQq3J*U$<*U8q!W{jDVn&wES99vGp8t{;NBZ8GYbhR5jkrvFQ6 zk$s{W6;)=ng52J(9dx$1x#Tjv;9{DeeT2NI*LBW2W16P1K3 z8+8ZoV`C^krQ@YgGfKQ}W>Y^A&bRrqar>tUkDBqLZvjxU{Lhv=-IUacoYs+H-7U$M z1@;9cf& zxlCn}K$OoAHOB8Uf{=yTP6389KBFER!{1v+H4`VI&39k6ejCXW@hFpA-)M<>kWqhd zi?3zHiJar)E?-lU`{fC>(VT^M5kjEf1kF$S1PLz#aYASaW~xH53X=!h`@ zl*`^8FUE9y!c!awEW+?2V%UQF{NJz2$!lR46N8!eS99O5=KevN-me<{K`<74SK8CfC&Z{d6Q)9$}q6Wj~D0Gmlg1}Wou)AVd8_ib*!6dkfA-DcQLU4f0=08d+ zIGHPdl=!bJ^0WP=6n$M$<&P3(Xjy-BXmB!V{znH_k^he)5$w#UThdJr?hgyLdS;0* z)`!tm_L?%dY%22OEAl6;5+rIsF*6I1USkR&+YGqK@@SX=L8!sKJ_?>J6Q){JX;VWxUsg)F=91r9O;+&8fub3_R)flNzkl-c)h!_WL!mS)!q9 z1#Nz1SFuFUd9%|bf~nWKlQ*Bog_mE~prnh{rOU*y&m!VAGFe?`Gwt@Y5X_Qo;UVzgVTxfdZprW-jvpfR7LIvwKCcXm;1b`1AD^g;IR_6 z#KFw3_SE}Rhw>9yJv_Q>%0tV}%c|KBk;+pO2xehU1WLj7L6@16w3N!cjv*AjY!Dzq zLT!_1!dR1#Nt2|Ly=-x?eLg5%Sxrl$G2k@juVw?w8H`?Uu*ZBVpRPg`e`Lu2k`!V{_1l@5=^oV0_3)dF9I z{JdCrK*_hGJE}`}^b=PlHPCL1=Ds?Nhr9Xw7kc9LyH*oZXmyDn0!QoN{z})ZJIADb z)5CG|fOd|qPkV(0#7Ww`;2_oMC>otAU~K}TWe++V9Pe(p+&TSKsB4&jnoDq-3snPc zI1ezi3wXGci1w>{cLb6QQ2CG;w!E?2q0);go}(v1ewlQYhK0THA)IN$R0p1XkDNpO zAeU_;T6e@;bf0u{tjOw@cJ(yZ4!r5^i$xt0?koSq8j$jd@Ls1KPNe( zm0DucC|dtuv>6-Ko=@JFPc?2tMI}@|Dj&ks1&v_#);5yGytnRED9=!kX%bAWyIS&R zZ-8PI#p3_joj>LmO%z?BeYuieQVO675im4Wz+jC@9p-8F-xW z&>n{~4kx?7OmEol3O zkKS$C(<;%*2JJqlowGJI3?`RBL3h9pD+MDD=XgU9?hhG7&wOd81b*&jfoS=7uKAX9 zd>qudE*x3f%%#=-ZAq^>;h}VL1O@mcU&_Kt*9%)!-Dr(~N811LnBW|@@EyZCrs72C z)lCWi+W)MRIW0*tyn)G`-X_5zy1FwdVPD~x^yy%?I>jSeyq%EYTZ?zs+mn-}KXSFu zlD5#c9w^CW#XP3MJuRs%Z`I_Y%zY{68a*8;x;q#MG-koWF36d;G#m^bGDkYOPvcL} zMg^7)yz|@N?15*uOMW;)KEC-fZk23SYC>=Nt?eg+Ui0Q9XhugXRv5X8 zaV6$Gsst^OZy2bNQ?}3e;UlWo= z9?#RmN8EzaEZiqgERKLmSgC23Xo^r*Ru?NKXnPj2dTr~w#j4f#^V-)Mx3Tu0jH@6t zG6D{6)yo(6Z9G(Ppq2e7xUAc?&_&S|*Y&DPsLLZoVY&CrUr{-YN_fS8v0%AQgD|rP zblXL9Upk9gi5GO6J^vJ@v7)5EBS&4ZT&h8%q`xPZSg;)4TT=sU`tyWzY5J1AP+(Zc zbm$z)<=rWJ!-6;18+`WIQeXd2PE)}=e;C`^QbC_WM{7j-a)M8Of8~A` zsX7-+N)N@*&sbWy8hTyPQP~n)d-4x*Xuxvv5JRE}wu)yB+|F(ax;3dqv&i$PhwoRP z*%oK}w@Ez?mF|v0^R0^KlNH%(W9i$GP}F$qb~ZF!*xjPLrdYT}H)?8xZ}|2jSp4mf z&c)>qgtrzWu2(-VcovW*q>zk0n z<#wT)`{s>x0-nRL(wfeG2Ib6oNX~ufivYy;gK+M++E{N=yUFqT6**)^OOy98TTN~G zmJV>DN}MzEpujZ90= zHCz8OZRJAe5W{UbJ$TR_1Q(S>AGAByzJ6;sE}u~sv&U{2m9K1-^)RsD4ewerF>T}X z(GPaCKamStw8Lq^lTTp*=L&lw&VlEwduhO;+8)WCnlq)xlkc}ZByUttyaa)ZHe);N z@$b~~CLsG0WMev#13n6>F4fmKLtamB-CmqZ?2xW;Zg_npabwIT*GEpPO}H-JE&&;1 z$wex010?XYGCt(tV4o%j8-0g2Q(&DarsLQuC#�S5YCwmFxi>yKV_nR_er!5S(Qc1!PR*xULV>-LQC@30)jWhE;UMs#HT6XUPr5{$-MPPm7E=aru` z<$$HJ#;GcCb52%RC9p@%|1>hoAGDN3A}_PfsUjFfO`Q<%PeoIMcv=;l{SH$SdFK6p z8iflJWkqw0ca-A`6Ww0u7c7mYdzbDSZM%@UN5Fsf!sPlwvOEr45RALzgntJ-5{st& z$;BZU^|ss*FQS7}I>-20Gpz!XkfjNUo!)B_0Mr+9iP(tty0(N1EOwW`s*o$6LR>BUJHDHdrA1 z$um=G-qfbdJu6ac+D3u47jU9a$qEcK37qx+rh&j5@MpYZ;5(5fw}63UB|?jm9LA$B z!B|A5L~dPQ!oL6dHm6hQSrz)^5Ym-@R7M;+rzOo&^ri1Gw-~BW}`PGiVMmFu#N^fZNe!@ zGW@f|qT`a`Z+T`v?3D+6{GQ)lp$+!4{YmC-MCmOMhLen;H<+i@5epI$3sKU0DYMc< zKUji=L)#+YZbC$nvvAwo@%r=BMn<))sQn)~jJb;Z!x^Lu8YYs;C4>v3;CqbnI4Vwz zoPyvo?MB?CeazW5e2z)Pc^#Ni1ef4sjRrhnY_~5y3RhZk;O>iXTWwa3AB`s8{3&*1dNZWAQG*fwq-%kP z+VN3}8`%S0jEn#9kfrm&9R7=1ZH}nNm^=xHZ`d~?wjOP9&nh^Y;PYd^ZHb+J;7QP@B21;$k=Ho(OF6zopdJ%`Ka1J74d}Szp zoY;FS#x|bljG$Ly0WR7t>`O>#?ErcaqiX@QZEBIm*lvt1MA2WuD3Y74%AJ^L63lT+ z4PAIsd_QmeqMr_(45{|-LMMOzHJJo}7*bF|RWa4-E}|(YVej_Isxg(}T`p&m?6c0RO}G`~`lPN`E|gl5<$POzM#m*I=5DZ`R^zMdZhoqPtoPL)sA|#?nP9nC0-8d*_`xCP_z0^j1M1VqPDd?>ly>O~;NTvMqQ0!c{wDUw^?LF(EEeAa-cMn|zNo8ThD7l#fsy6; zZ^KF44L(h<1e(F1lk+(2qz0qYSGao+z`61eB0}mWW9Y|Meq9D6qJNg^e;DXxZm`#2 zpHYq~j^G}ex4G~|7_Mq+TrjrM>{+`UUWfG)*q$byEtO8P0lIkuoe8P%iHmImeh+Ju z>7;LT67R8>dC;z}(($gwv2>-~1ATZ>gx#UWh>YEvN(`}Ji9DMB6Y3;Muk)@L+mvK{ zUQ?hqWcHY6MEpZl!3)DGdEdfq31GwQ+}s9Twn3RWq@5v?Q|oT&+f~7%11=J{nAl$E z9MU|ju^5X63TLz{7b$gy8ZJBCtu>0d6N@3bR~>^JOe1Q%+p;e+zro#pSX$|17;G6h zq`%FuuN~<^Ijj3@*tMf_@-g{W=*wgRGVpt?%vxMw4?CwlT4KJUPe2mT? zno=<|cvIACSGGMp2S~%}&YpTZ&dgc69bVT|H)6Z`oV{GbaEH<-PA_17vedhZ)bJR7 zM`~BadT?;(lIU;XJfO(A0wmo3XV$=ldo^p|q$v1LK&0>rxSLda1BaNfP^0(S@5T5^ zZ-4jFVoHQuBaZ*AlM-98DXhJBkFgBkrNrjLDvG1G!Dnm3966SX$^jV2`# z{L`D@l|5I7q+$XbW(rJ^Y|L=}SB-2oim2bf8JBIL^G|1QhNf*JIGt2oAr!TwwQBtDASD}(=0X(fXYhl}FN zzX1P9Sx!dr-{@gk{?NnzVT}CWgpo}DB#ivS4fDUKVYseN;(vJ;gY9ZO|F^X}RX!HgsC%A7*_=rpCJG)uhFe_?nx<)kJyR$u|Dj7gG){G%hV!rMRoTfKmzZGD+-Lhke%*>G@ce zBi8lo8&f$+)q}(|^Ra|NivlF#p$h3_AqJrVr1OoB7|*Za)kQ)HP0|=ZLlp1sHBV zFZL+SJce->(yznAOE;&1_?0!EDQt-9;z_*7L%^dxN%pH}L&iY5I%hV|f&{CkcpUVB z-Ct{f{&^ICg>3K1MkgA~Ea_f1n8?fh?yHX@-y8aV?ReO+{UPp3WqcLx%D59w<*apq z3f)WQCUJaZ+tc{Y7!^l%X4zJ{^BaVoxbU63(X#}MjX0}we48!Zqrn?}t(dZ8OFxK` zOcbSEC{}jpgHP_L&6_c{5{gB_1tU-Z6u(v=Ox=iECYYL~O`?u8--)23`!3k%L=^MT za-;{MDNZQr0+E?ul@iipWBRLyUW-^!tFm5Lg(tt}oC%NVhXII{@0r8}_V*nNv1p_z zGh+TWa~siitNmm+fe+(|F@?x%fOf#K5he1q`c$Lg9FJe5*6w%OS@4cjI_8}M<`#p= zfP0f4wtisgItmXj+;rWsFKAI(ZwH-ITI{g$%u+EnM~Hpkbi79TC8V~5Le!L@NQFkr zm?&xCfnGTIP(zrDC$Yjg8RzbU=y_bmwuR(Y^k{&7atmh(6^lXysVUQR$k31L+=F+D zOu4?APb+kJgn~!}8}2L%xA*|T$?%U$o;{K+r@>-~uuOYd!6*t(0^iN%hwes<3{dL) zl1PH->Y_u*SD2XvCLD7&#U3%n88&*&ROesjNrhpf6W?s5tTZJY&I(9apV$`*z-4SE zXOttAgc9pV&OM0Cfv*U(JYj4#?lK|efKu@e8w+dZz{AD<;Rg6uKh7f+JnYiX3s?D+=KuHHi{he%EbP9ex;PBk98Fo)3aK@iNy3?UtbHA^eV>^!+CVYKF1i0KO3GZopP2Ry%3QFK zF}nnp>F^N5Gke2pG*}Rb%)ysuY~|tTGpRV!A?NIcKWu|icP8H!`sT&~rh8_DqddgY zWAa}7nK7Zn`o&*rkvYY|V&QL}Wwu&ZRE1Kkn$j<5N0>d^>4+aLUK9){G|9~H_RH$(ZUlRDKr*&J*MCSE zCaxgt-OB-&FER-)Bs*w3(MEt#1q9V@ogWtu2Z{V1i|Q$zK{k))}NV$s^>0W?T@oKFSVD5At$@8RMQD0WX0 ztdvySGS%?yF`-s)(;|}Q$w5da|CD>KBIplt^Pn^Jfam)1gqK#;FT0^HlH^ z3Kt%Izaij1mE82GYe7tH&g~8V#Hj!MbsgIlF?S<+R4-gr%zr@pH87LcXkDNXQJCDq z+%+!{J__MJIw_CaJu1ZHN!Ofq{T+8E2i(Lh=!jAYo9u+sFVw_wPMU}L^mgy^6i zrA-Oeh%t7pU_d}J+$r_v#ya#t8*_dp<^d6Dik}T7^{oq}5Q|be^u*OPWzw;2WjivW z4soL76l@Vc+`7Tn4A9p6`*50`x|T3w=4h`*BgCb^SO%?c>oQ;zt@O5yZpn@IU9-2B zofyCG)Ock^LOJttY@p-|qyAQ#3M~9{*VRllmQX~U#|-W{(SH9vqBE)=*YkH}7VBVs zGp4?(4Sp=|e3$1oSg3(v3mHEelpw!hgF~sz{{A6~YePu=5*sCCc=D{k)(YS<#rQhA)dHY(8{g~?X3FleZR=E6K|F#32lzZ&EGL7XiXRmwGoVFfZ|k{ z(jObMFh63MX;nR;NNt2HJoNjZbROlEjh$p9JRRb8BB0|#q`OP-%!KA>)~{>cX%M%< zg6{=*-Ym6+R1j#f5epF=D*OA9VPc7<2(e(TlJ_igM1JA>>(xryVIEll+$GFfriAv5 z?vo#KOAQae!sfcCNru1)hT%K1+SFq$$xvD3B3kx5HUK20Q#W*GvPA=NL|ppHBa#t- z)ln_vh2O47Eyte0DL{>a`1Kw(fjMCpKlwjzpRMzwY%aDe9Up6LCthycdUs?f;<4K9 zaEY|JD4bfPE9kAAt&*VmM95uIg8loW23zDK%MH{m^;=I11iwM<7Kc5J9K_oCvHJLF z+hG5NjZZAuQoTo19Z*ETmi|uu<;VEwdv=|#)WhC})sYtf?N6SflA=8#tzwTSgf(Br zcRhU<$#EJvzy@J`>h>yujUxtu`@9sWRzKoD-lAb(zb9Sv(Ee4FVl*#UgVQUv|6*^u zf3S1++wN1}4YqF!sw*~eE$rW5zOntI&9^`*Rexf^`c*U{jKWh<(Z`O+{HWXg}$G@PVuhA{i+ZK6z&>o3s=pG2;R9DHE_==fpPDd zOYyq~#fufy{YOraQP#0LptsJ0Lfv#vG{+snzIlPmmui5|W&JXI9V=zauVPtL(WJ5c zVxZhhwU-~CJ!T5MBRI?#Jk-Wkc^a zbnIf0++99$q+mbiv}QlO=sI21%RRWiQ^Vbh^hIW?%a|ckmXAkTQBFzTZG{O(I?z7) z<2zQOVc^HW@MDyEi!6nHAN_(~{nvNj7Ev#Yj~`B8FLWdYZR_l!VxwaDOegEponFOG zy>zH*^L^4q+b6Uw1OHLX8HuVZhY&{A&Ll}Z-0sv&;9u*2TQDxb$bLD&oMs53P@gO& z{c=&?(7}r(gANfYEygoH;OsbUKU8oQn4Kd(tI{3=U&|4JZD4+rrYgy5Rw8pCnH zNxIz!m{uGq3tc8;##t{VS6cW>+jcRE4R1Pu@% z1eYMewQ&jV?jGF#CU@q(^Ub}p-dXGazIE0*QdQ^KRi}3CQ&oG{E^_4_p^Pu(*R*Xz zsnLgp!?(+nr}mQMJjT;lGJRVc=I1tluQ7lm#X)vu0MvPrXc_XXSjm8kVq= zIr@($*U`(Eo$dvW4IAVF#>+yn-m)>}s`877FUojanN{~QcFkZ@_KN}6d3L${u~jGS z%evv%OIbZjMiYfvaqitG{Z)AKH3m*atsgGvz|+Kj!!cH!nqO{8SuAfFd9a{C#9CT@ zzfX^UpKsIH_6-lKHg^#d1LFTaQX^lx8>ul=>QJFzJ|J}d_vpt=e+=Y)Yo9<^e-7jv z;@YU&4;1e^w1;ARNig|>5%rL+jgUbmw0My^D%8WIH54B=^dWcSJ$%W?vv7O{89|Uq zNOFe>YCo!ItSmfG{`LPySCcKFLn*l8yqtmXpM0`BUNNgtbUZO zb(|9_NN3U~ErWqOx36*)1zR9meF$tA;-6k8{JD8!o7LD5syq$a}TcxBquk5-GWh2CcTT?%uwmf z6QA|R0AxSKj4ZII$OigOtk$F+Iz{Im>V?r2K(`NLH`3OIA*p^6JKh+Z{aSr^>$Q#1 z2Ib{J_<`(4?-jAFY2()6@7>Y~aj>muoj&8COwtQ`4*ui}f3!@GH_=*Lu|!#jtGx|> ze`3r`K{otRa3JK~4ujiKMwUL6L`NG6-+)AHv3H4Jo{Um<7iJrFvzh(069ldKUDBaEw z!0%#$OQ97YVKeqom>bJSE9{=lh!_}-ePlweGoG(cBhj()C%wX#FT&2(;hxx**Nz>o zH@u}%*8$HjwBd#?#JA4#I`g;e=|hSYFY|F?2g5jfnvi*mkr5r8fN}qw$#~55Mwgyu zy(42*4HFLZeWZ#-?Hy+~1)vF=D#C!h^=bYKEO#(Z>cA$Pq?Gn9CK2{#C*BfV z$^-7;@BMINg6#BGn;tm95twiEPHUoA(-qvgE=9U(bdN&I57BXxuxWDJ!TK9Qwpr9_ z+$iu2Qmhi}yn*JK@kr+KJcj$#&pspr|4ztyksEX9wF&c~{_}aT)VhLe>aE{C_Rb)*p0$|AP=;HFP4X=eoz&bk`b} zQJyMbyJZ+CdCznSTI1=f@5wSfF)ySmQ+DS0be&k!u{|a75_iE- zBa&#iUUIY;d%LP$bbJ+!wIe0E0~bvr!+3bke!iO|X*t+lp{XgsFVlft={Z+l^9#Mm zw^amr4h%X~DDF#QHtm@n$ja7;FRD$gtkf!&5H870D4U7FY(mr5M6c(+QuRP_I?%O> zkkV0{rX5Vy&NHdGSWL-eEUwT3q_a3;n=L)=fuC#n%MU`WUz5J6Fa4wkttrODGr121 zQ>G5tl^f$JwBM|^8m~7yCIqOJAdzPHbr&NelpJ<#=+glbB7qzp1XJIO+D(v8USQz1 zx={IP3(`0{KD#I;lXn!-SoF+qvn6Y+^FV?cv86VbO(t?$z-JTu13)N%?1EPEJA>q) zpenL%2S$wrnQ{k=-FBbxNZA9_)X{npiH@IBB;UP32u`D zRTMyz910P{h;YFCxb%eAk#KZD$)@$%gA8g+)^9Nv*GQ=T?1os zN{bgZSq%rp+mFV&8xzvBKBR&3i{yOwpxL5-+W+?W@uBx9v1#fM#q(82fpv#SC0{c8 zVAOEaj}!$__G?DvYxh4Ze_)5OBKiCfN^75RY`R#bTbY3R}|%Z4+RL(H)HuFv6+#(*+!b z`R8k@Fy`Qod_zO_32mDC_aFQE?VLrqS+l#fp>9Xl?K`>5#|u6zYImu5tp-(-WwG*AFCDJzxc!(A5ip06Ie+4 ziuHKQS9&(Ap-turWfu-bY#KxiT@dGvG+ZRV(ztY^G6>ElqA&=MbQF|x zSt6^YE<2z}4jkg9HDB`fzAwKI(hFD4q)mhKRpI6x@J&bB8;jNl)a;AeG~?|*@{Ods zB7!chjRzYp3GGxUS+vL(0~iLuo#UjJOOIR@T?MgaGqCKN96gv<=Y0f;&5iE$wFI4U zQ=Fl4wh(Liv-Rt`Fl3U=Qq~+rlfW?>0>{%R%l)nwm@rwB-{`rJ8Xv^AluPD&LCw-FoRO4`_#7d-3bt_k>BzrQ1LOkmt zFnv`0ntIGl!yI1b8tJn|TQLP~j%lz?v*hEc9%!{0X(J49=(IBI^#J}+2!<3((hO0l=BIrdF0@Xb_aAy(Lj z;82>u2U2Vg3!axF|EHUGXL!C}XqFM3@r>WSZO7kg6TUmO3D+l>SO*F%4C^Th9?Z1_ zl^F1p$7DQqI-xZ%=Vw!_?aulBG{xWBIymq({y zCVh8wlhmFqO~WewNB8v_r+eNLL)*p90)1WJnfu=O&oZ{^x7K5YDa!V*SSw-5>gu*` zm+IA9r{A7bo;J*Uf4iGlbIK6x1lz>YxxTXg-eX&I?WWN1gZVq(aZhTEs-0KeH;v6g z>)BDh2C>8bw+-j7F1d7XoDbF+a+Gik4Bad99c8;F)?&s&-cZa`0Miy_{kDe{69|O} zz#!v5&7Us(rDlB1zly+mK$P0O1mO|pN#D|2_IbuTC3>4NRU<-Z8f-V?MlPUZFX><} zSmn16uM^JI1V?zFQD0%_9MG>Gh(s?wO7ytzRYFO4hFY<(^!0$wrd6G+ab?|reb)r) z8^Cx)u(q$3+zfS~nv=y+HW8<3CE5jAm8K(A^q?GPkND@WwIaF)Bqz-4KYE+pYiQKI zLS;UX>{-yJYFi8_07ZYY!-rZKmm7p z7BE4jv9Mk1{lXR|y#NWlFg`8DdfoOsK`5-`9n1ll>uwGW2`|&ns{{)W<_@OhjTKr;nH5gY3mY`3F|`PrTcT6y26bR zn$0rwxCcU_xf}3T`I^0D65yd`K(ui4fsA0E!>bCs{sp4w%%JOpW~E3IEPf*nPnOFR zw9dVr#mB1-_lL#<9BqI$vwYbG!SX=qWC=<*cYseqt6QWIA$p07cTMD>RwHK5A`-=T z5C|K5e`|mlmop<^C;_g*TY|9P2&SL}y&GA~CFuJL72&c+LOc<%2`zLAV7&Gc;-nIq z>qT98tyc1KM{J()kXJVF`~1caty^P(x5;p1B_k4yfkw_qV=_st5V3<^X%`2IL&0#S z6BFdA*I)+pVjU`$1uBHjLkD5OwB5>5VT3Z85mKtm{!$F|?^F&L*%z@V1%t`ATOL<{ zQIohs`4&r__JQv)b4Q?97?HMfN7Cg>rdj->B*4EGMFoTWlx2zfZE|Mf&bIrP$LAeH zItk4z{GUTg=Mv(tWN?Sb;ATe=*V5&nfLD=5uf6Lc(RwocK-lTZBHKnZiVC0G-<|1T z<_t6w$&}m^jY~<5Pwq3OSQ?M?Js6>%OlW#6!_7kT1bnZ|!U$V(ozT#c8-Ow~y#_zu zW?T4^lwoT8mD4{+VMJJf(PPP)KA)+QV!hBpmJU;b4dL zKeNan0lefajEO|!>X?}!%2d}Tl~J#-!)vfCj9x0-MY{{VoV9#4yOF+4?bxZ$kKWcm zx#))R{VXyFf!N9@ZVP@rZ5FC5^tDY1OEm7#ktA;F!Q0BIpEm-M z)A?-;h#YcNEGq_|nR9gYzbh4(jJdT4RRK8c_Ftdu;dC}I6ft-A$Cc7D7J)BY#sl$; zL`TB~ZmdepYO)*5fL@Qp13vf=l_3vp?-lRiNROejSmNOjrS0Cp4@I-jxgptNiJq35 zIk`F6^@*O=n?>g$E_&Tn-Uf;N%I>IHbuA=mkr630a?YabIpyWfb?dgl%Q*oS5rCfk z1v%G~-s7*8))Rfl->Q9GHD6Cw*B?h$EhCa2`V7>Rmmm5JzH(BnS5Dl6&2r2M)J?s= z@uqckf9>Q>VC#r5R7xQ95{cUli{W4o>$l<^#6JxlX!JkRdl+jG!7APkV%|M`?P(Zi zWBh8mXi!SlTPzTrq;>WY(;$iA{wpw*^Wr_cEIg@Bl8>#Ve2MF!GDv(~dms4M&6h3R zTVdX0&14h_ZO9+n0wf}h2zV^OD&7;&UNSiEs)NS%;p-noepGEl2!lYFtsn{u5MBgf zxz<4u3TG{Mcp$&HfMlicISk^`I_C2y&dnnk?lAK55|;V}xLG8a!dZ}w=HT_k%RgTl z{KrdDWfT+rahKG#R+B3s&yym-UDq-E2LM=?yi$#`IM+#~^qPY`e>R^P4>Glg04DJX*gu016 zLXwZHl_}Cln5hJhM=+Sb&j=sZ>VBmK?Hvzy+-~B)z^?!+1Q2UNCO ziB2+umIQ;GwFn@o>5%$#SqjUs@nFntX+l{LbZC7(!$N(@348v@a@9wXy}^&!`l%R} z5fCjWa5~2-*mVdB(f(EYO1Gy!W=&<%By|*W!DF~Z{|Tb|t5#kYcSmy{VGkL5Rfwl) zL|xeau&|BWu93_QVGbvag13YObOoi)^~P|`qZ%|L8?-}e!`~jb5RcBwVJ}kHG`o^D zMU6*Kafe-&;6aVhm6ynT-|_oK@|+2g9I)vT^iN0l*5Yj)+_Pzi7ZVE@Q&ocTXc~EG z;B+DpLU#&!!sIqChkFeqvZ8S``Z9%WmnHXTTS@ewD$|iERfK9D4=;g($2xa94_U#W zv_&f4Fvcqx?;;8q7)jHZK`fAh7S8XDOgJ7@=W$<=N{aQX@1BSdl+=+zToR*bp5B14 z|H1)nbioRHK?i#YJ<=G%ZNY$dpBs0c+w1@tp$KQ6NBk}Fv`G5Zjd2QF9~Cw+>4o4= zhwfD2#HLnWWX4Y}0CnfbW%hGds+*}kV~ERcyRi2`_spl24?m;6>*m?}G+vAQK9|h3 zpX04LMEPM~OMKiW;ckCgP=0$bC|*ZVJaZ!3AmX@d`0=v+Cn$FsXGU?(uv}GK{j{TL zuO8Ajx3T2wKjK8}ol{b(llwdiIsU<$C$InK252mJ^6=wr!<^O7>16ZP@#(Lf7iSB? z+svnUm6WSyURt|JcB@kbfh+Z!Zb|kPA-6_zdbjEE+;}~}*ZyPMg|F9O{o0*{xlQ41 z^EvGX!#i|M&hS@-yMeXb}{K2ZTcZ9wp@nL&PA~ zeBW8@Tw)?Q{$a5LxWtD!)vm{kpD%{qGV!Hn8XvziDK z^DRZY&SGPf>xLLyo}GFDXDRV}0OeuXHD2^o zvGG!nqg(gD_9s=+K6m4=v^=Z;7JHZk5oxfBNN9^t%$Ngvk^D0Hfd|CjJM&5fQmRL@ zhJK(ps{AShF)|?np5j7u=sldDo#j%gh=}5z4}}@MeJ02tOVl4JS?D>W&{0OvG|{Gj zVW0azV=Z)X)3hTk>Jw%k@CwzQ!|a)s8gVU$EYaLYY=~Wt!v2X=aYe$$eC@aSD+HQ2 z`7de^Pt&vNLX`?%iB}z11U6Wl>}F??OFW!W!#nS3}!q44yG9ON* zQfm^b*XPMJ(bYHaBOR&TB2&RlsQ0O#K!dxMNMpcaxKh_G2 zy?*>Q;1usew|4(y-3f9%_0|MF8&fQvCX8R&%@3Hyd-&bZG)c=MU2RMfshhY+i{sR7 zjKX)C_z>CbeOR4*tWX-C(u5I#$Yqp`G1GX0ESwKF794Dd>X>=R%lUowoT9R;Z_49k z-@d|rx;L&7CcMo5yMhCCQZ>|81hI+Lq!>G}`toB*jH_M~)2>ls$V8KKQxTEFLwTVv zb-h+}JCksX@jkUChbfiX!q+s-Aa--Ut?I;AyT)wL5}q>$nh3#2P)=#E{6t5A%>td7 z2UC?;8j4o)LB0_Op&s097fh*K%yu>+#{L&7*~qvitjs0hK*V^XqQU{v6y!-2oh*?( zOI(NpcDHt~XQ5e)*LW9r8{4i2j2{A8eKYF7N?9GxA<~N7k4oFQhV;=vgiWg(b*$vm z<#;>c_5-`k7L#aGayD%^vCSfGHY9;sg!D@19!5!AtX7+}%{)`K$GaU7;^}0DZ~@XT zNx|Tid^1r^fTvT`W(DMiPTTueGO>lR+iVEM)939UohnW}VZ2b&vle=#L}jP+oz-|f z)+9rxOqf#cDWShmmCM+wfGmv5V)2Mi*MxjEt-3N!?A?Mv@yRXEI2Rri8WUDJV4Obf zC50rwCz{3}oM#?fB>N9=7aczS@>E*n)o|n_btI>(`j}J|#VXd1;vKf*9hBq2UxjFo z_B$M;zvOTi?nf`6esq48CzN)q*Egcq|G3f_&(Mg?a1~VFrBsja4bVe2=E3nX>Tun&eD3UyHOd^z1+G-}iRV6}xmq!YB*O6iSWNZkotnF=46- z->Ul5JKgIe(!o!&f|+WjxxXbk9&)YSlTOuH!oEbL;e@+Y706ZAV~xNJ;g zj$yb~ZRGq%QGoxYEN72sXWt*hS4SI0z6cN9!_lI*V0(HI9aLxR@=lvm1VF&wz% z1rwKqJ^{qZy*iv`{&`i=NfSLY)9?VBC6&~9OE)z4BO}@qb5MxWV|Zz#npUS!{t`jq zJO#famb(MjkoSiWNHVo|%9_9OsmZ;f`A4|stVL^&mB7SnPWZ4AKkMqSsf5Ktkw(~f zpQcB+d4RC9)Ir~@6J62rLxio1l95nOS>mB~Kd_?Ld#vCje7cWT@#`(kQr`A5Ws~`@ zahNn!hcQ)K0-;bmk5)^NURS)$vW(qZ7JlDs>Dhisk!Eb=U)cQ^YP-zGZWBIPoUj?g zP0`Xz1$~a1xnYdArzt-)qR;U+>5d(>X><2!L5^}=*g*0>UX4VXbZT)ojMbxSpo1M{zV78Ko{o?eN_#{T)S9pG>7}QaSUf`R4rSAezb3e#5*^VJFRBh&ue3kuS8&n@_M}?RjE+! zPUfnVer_V7y>t0P1V^HXo&)7%>92Fq}zp(Iv(iSp|0J|)Ck`0|$%$$=Ml~5!&gg*mG};%L9F?##1NmxqbrQ&`hD|B?traAz?l+Z!VZrS^5#H zD&ds7>9Q&u&xu;Vfrr+dCvDYE4DNG9g7-_Az%95&$+AlU4|OUb-T|se!J*D{&Bu68D0LjrZsj?QseQIfSJPE6}7 zuGmpi2tjFvn3l?`k{B^T6>9JGm(g!9WUZt%;wooPg=c#ouueN|l%}2owGF4rbwhh` z-ee=8o3({B1jniFUxQhWLpE(!)2eAy;S|u5zLXi^vdbPd^AoOC^Toq11&gm>cq+GA z^rw@(T(H?Gz(YgfhY#<$Jqb%$#w zX?6QY&Ns2jmzQ;izH3LoglNOt6G)DBMaIWC&naN4ZO`*|?z)?S*285jW$X4lNmJ?O z7p&pil-aVrS?1KS+c9GiyfB^SMw4RGbVcVy2yX{XY9kY8CKL!{J7XSyaY#K3%U`Sk zHJ;9=EqFQN%!L5afS>J^{1uzGc;OPpe$m0>t`C#^%S7iykN}`oLQGLiarUu&3@wAW z%*~_ofMvW7;!?Zsg_rSS#T9&$uLRE-mZ9$}J9L+!G2(JJWar>zXsoyrZfE*mU zb$41Z%X#2?zSTZuoj7mR4hrYB9CkS|M$@Qj=cx=+-QNKma$+2afI}V<#x(rW_UUu& zh?xEd+F)RJTPMyXC?DkR+n2HI{9-gg7y$=)are?1;w7#-6nKWI>|FpUyIlRFJCq0# zMnfV53Zy+_Ir5HjN5US_QLL+4&)hlW+yI|aqd*F^o)VYTN*1BLSTu&=1e55j!)^qHlYb(f6Gy}p zotZY>=gUq2Z)|JF9eMxrEip@#Utj(tR)qKfBYzSbLu7aLpNP)=8K(VzMyZi7Dxcp0 z0(XeslNrmFY3yX_?L^M(DTq>X{z)v7L(T-c4SwfOC$ml>m*0t*onRb|_EAeHt%L>A z&TvWg*(emh{VS-6h^MEdk$`QjjD)e@)07s42piN)#>bRk5-dcbWwPRp__{*>03yq5 zM^)?Lh9k@8Cj*xxjF&VMa3nOzNN$;^|ADV$fz195{1}H^{q6@J?AP3__rb#nM&abE zT1H{^_TtvAiAt6YufNGnQ^qpd@7w@%GXI(#E}gjA z^}m5nLckyW6&^B}v78}$0(#!`kReh9?9XbJ0QO_l=(9&udiUStz7mo9o&N(K_#^wm z2>gS;;^%V6xddz*6Z+T~zq2LUHVV~`EDizvxb={-{)I$HWfIQN;}9vNRNTn=QLyE~ zTHhX`{wpO;io?VzxEuK&xN)~~%8a*=U4C_ZhlvYn!#5Lbr()KcCz4M#4su>QMev8@ z*dwoTDOz1JBT6)3G80mUZR1FvVZlb!kc7qiJXGLlLUxC6#=hd_>O;ne7#M{qUeY=k z3&keW2t#t)Bv3T61WEx@@kAzk=}w~+M}-gu{DW{3^l_Oc+~D!H`(9*VT0UIvCc13F zW^8!E5-L`*Nf=MQ!|qkRbmuAMe?$Y^>upqiIsLWlCn`&SS8!UbxU0|qZNYP8UEQ)8Dz;Gb}}i&;?_`AaG|29igE;Fu(W zZ3O083)AP|h!|Rdzxigs-+nZaauy+*{~DVxA|~y>ua8{mPUZip53GN$UPOhMsQi-q zZ!1KpG9|_|Y`Sr2eF4*E@##gCKZjl$(pYiS7E4ta^>p*Y%903SvIWi)2RyJ#!}`ZB z%5Dv3F;cO34(~z|<{7CL-zpqDh~9r<=79tEpmwhH0|;xw&}N%iXWI$(=CSuof=(Tx zPg4-`uJ(tN-Mr(`J}SQ>xsP5GNukL*>+yD1qUly#JLAx)@iyv62U4%95YR4|mMfzj zg=(IT$pbUQgIulFpP@FK+@J+y0H?B_N3}Qct8@sjENK-MY^l*&5KUh4S?gz)^R4)e z5B$F&U`@hU#PNaBgGyAyPf<^XR(-Y?0s15rbj6jRx2?j=UU) zM|?d%!te;iG-#$XXeTO~zh7h$JmwHN27*%xHYI7zb0ja?vLE2~?Q?2);H`PgZHRr0 zkw;AS(8%H`8xg_=5hLn_C+JndwtBKnire!f!BtWE(@po?OG3QJmc&jD=&eK=@6nj} z!yH0kpf)za=DdUjKB^_x9^e37X`hM211raaQoc5Tr#6Ckwnb>x{bo92dF}rOf&YZx zoUu%bzz6<+m*77TsJ8>{1#>t>G9Dr?pw_SSuF;Hs%f;bw!etO#;=!;yLs0Ca5LsBvBQ z*2sfzz6lQ^mV?~7hN;?X;??xhdhUOk<6Y6Z9>aE>y@I|GJ^A%g^u!{Y9{^JFdVN%q ztaWTthc}OaPfy~WU7u!iCRIT0tsYso51duyo_@LjtJw<>vwU})8}1nvPy7Mi49^Al zk1Ml#xQYaN`n|wLo0{31phM?5?*6V|NFV>R?4CoDwFG+rJom=5OGMXgdb?U>PXz|? zfZzekro5fp$Fg zMH_Z`z%f7f$Q5604CnH80r?bHAO$KiS!n=X zv&>A8Q~Xp>2X*qv@xDM)6Ua$5A6q_x9kFF@@IdDSE+;NWm$Gl05t>nflKsLJI5EN4RIwLq>SNTSGxits{y?bQT#{OD{lF&-WQ9q+iDs&FX}|(Ur^U3dx8)Lm5WH(&Gbh zzPiFBbl+9btJ)!OX9_NG+)b`j#gx%|rnn}wH(kx67)vg3NJ8Mh%&m%C&af(0$oNp1 zI~zVUXE)B>qulLYvzbo z^p&th-jfH9jl`6c2YKFDh*N)otrL4j;SN%^lRj+Gq=%`iphxbRNAV~v8c($}!kE*Gt$JdAVj*Tv`9_v)C=?>pk zckWUaUinC(@J^$8%?{|lN&0mjG&MFu0SIr~&S^!|RjwD*Uiz9i7j)LAhGwT1;vwKL zKDYq!)?tR?>Bhk|q)khM+&|yjzi>r$P|^f^$Ve`++^T!;UDW7+8p(dA}ZzbKF0z1X*#j zm@TZ9Jml|9`>H#fZ#Asp8gP+5nP2#ZQi|ZY-|EPwj%%HqRT4!mZJzFk@(AuR&lc8X z`nhv&N}{{vY-Y8*Gjz2s5!_pHh<2>wNE_xu^Exed+P>``0fy*j31&zGamdRaujdfv zb1XKRM~>qt6mBtC8X_-&#ZV01#mA(t3PLk!1}yR?!a|TozJ&?OSV^-(o@Z&55#nKd zQztx-S7lqo$6J4iNU-E*H6oS#=sW#K(a%nZXIT`)3m%cf;U3c{&uFaO7Q>!@x1#S$ zCQi%4Kz?x3*q0_${Cr2s(`ZQT_6Nq0A^k=($I!;vT$Dk*@i{O;sq=Z0$zuoSJmbgM zkE5jT8=6)rK=m~mbG?Cp;BlF?&l@`f$IG7_r~2*}6#Yl(o{#1^hJU4n>-HWNz2*zp zlU_gg>UkmF)eE3Zw9IsHLf)-+DN4;5O1-(lP;tQ-tXX^5TNkqL=)YfN8Q6f|oW|aq zYZf>c%^*U=u)PG-*4$V zMtKCtAS3PHN%WmKMQcJ8qTo3t1x!cd0?r=}_>bjurG`iQ`Bxu*Dz{AJzqX5i5m_Of zexUoZtqpBP6NXQk#W@`&ZoJP`HIOBbMmj^(8sxFsC#?A1|NLI6!>Uk!Pj7WgW3_)D zZRq_B=~mR2pCthbe8H04smgC#@$nenyOsd2Q?{*XQsA-79z8ThbQ$zif`&PE`Bf?GXzn>6 zsq`VIlV@4`7nRU++?cgatYzt61dva)FK|D!n1|GD$T?hoLqxLRDulODN?*IV2$hEgegmmKb2dp5kk7Vy5`BIF;DXd;G9tQzG^}_grEq zu;$9V#&90b<9@*%uYLN>Ye&C%P2i5#z+155PK4JAga%w28R_UZyA8`L6RME4AB5!I zbs$E_NZ2U?(C>pn!$}+Kvz%F9cU@=D#Xb4VqE4jPI3gv0&bLV*kci+j%2Psdf0^k; z+@);F%FRza{m%(sZDZ{7?(AI&=kUZbnWK&{N}&!?nIQ9ima7{MZ49NZcgreHNUPHa zdgkiB#~B*1tde5oIlF%zZ8IW+4a-UP<{5uIo*T)R=^fsS<-7uMh1N<(A<4S;=|rr{ z8NW3aNySf0y%*W>Vew)O2BwY7d|f6Uev*LC%?pZQ9n zd9$7!Z4SZJ4j-pF;;_Hs|~(e!hSXX?Xfq48|T2i7HNQ zkb8bi&0Mp@*!iM=gsiBF>3S@sx=mD*G}Eh8He?fPTgp+dy-g(yr!m4S#+V4mV17#GyN4$F#Sa^ED$8KL82u@`4b0Pz0ifsz zE!N*ei?(`{+3c1}DwypT`8!1w`cuxk6oeEVfp-a%tRBVQC8#RXbb$f)Uk~dZ&-ZDd zW#rvx1U=K*Xdmv!y=`4!I$Ep2nYi{pz4ehGW$_|-<1KL%t#O7u- zw~Wc{wZ)}PZL-`x1m=-4Hj7jlN`0{2vSIV3;Z04PZ9gl@UYM?Wkh4RWT-RW1AKBtN zcHe6UbGur$c&gF}u50Ym*?939W2*@}e}f>O|9JM4Y89%Out&(9_GHY=$l%nd-Oq)t zwhLgp#<)R3xmP-lgmh2sjsuYm{zuxG1>W@@TEHkou$xX4bl9Z@${L0v&w#<_6$_X# zD=IVHQ`Lv~k1&yvTI3KG#3--t0I;fm1KfGhK`|eLfvgZLOo)P1jddq3M?`I6Wyu;3 zn3W_8xZ@stdFmqg@C99l`Ub}9N4`5fsMx>?bK_Uj^ws& zwsSPTu~=g~l%Ffv8O|b*&l9V^tVzG0+e1vM?|XWBd125k=kmmww&Szhc}1MMX)N|Q zG)jUseylPHi0VELvew+3$x9p4?JkJV(lrr?&w7(sHYHbKz`$5@uBnSN)io=!nr0IN7Rqy(&7c>Mun>bgo2i>cuX>eY%v$xd*WOhE_*|w*r+{pQE7qtUx6kHac z3_>U!80sT%1(ryr!x_deQTbhj>!GysxK|Iwo1q7U(_u9Z0>0s14qUq}pet;+%H>7X z0KzA7;Q;XuIn50U{mj#$%Z*o_F=EeYKj*BoUOe)7FD6Bsfj1Pg!El6s!QvAqCPSME z9fEI=SbFL#y~w#N3K?dm&tQ%_A&cR`A0&sV#3T0IvXOGpu!Pbm?_k4XMW zT8c-O4dE#s{!Y3SAKz9`2P6pZuvl`wk%ZV(G7STA;OICWy zCXcsiidLat)STkw`Zj#sIWNWVJ)grna>Ff3jVro(E<6bgrU79s4EZdTo7In4Hi_&jL54sUg~nX7tje=!S@v2}jG znP%|q)OM0q%{BJria-*ct*`YVTasI-#`fp0k>lkkb)HMr`i5MF0LpEP{k*+5KP4Wb zt!VzEt^9U5C3x3ZteIg-U5HJ(5b~bnpY3H-*oH_Jp}TG92R###4)u>CBFYPW6p+EP z90q9>zw9&W={8Djckmhy*?XLX%H403@dZmYj^Ke7E48RCuN+$8Isq%%l+*+LL|)d6 zo?dURM_8=Gp(X8U=d-iDsT!s2rDJ=#4fz*Q>Tgd{kAu>a`UnP$p7johBVN{wdEDD`HH)W8uVtsoqkWLJ2&O|LyaOW8usRN;3& z>t5>=dCDANc^GL@cfoo7jCSA8KJ7K{ifOyIgx^<9_=$FZuzGt0)R~Q*Do>jnp3nm1 z)93Bm+0?-G)ir={EM8f&2*$JX-M5jN1EOen)=4~D%`oIXfpI5p~HPI;*^w!-zM4u^wc+3Lwj)w(j`IgNL$eR&% z@BQYnRZD7r%|g^|LpqPw>KE??%3$y{bntktjmPTy#mwCK$?BN+#$J+UFmqn)O~_Hs ztn)E!Pwaz$?IV$I+!wc(5Bh5h2u9gvQa!FZ+V{jtFXSwb^URLvw0Ba=bOf*3X#yd_ zJ>m}gQ3Y5$R8^S`!5hukA=TmB#Qd0&#%{Ny8+{08ii94YQX3o07pT4=SheUkt9Jet z>(B2v)y@|d+=cSwj#JH0kUD=$_R(%@J$0(a14E{4Y!&YM=f!OSM3&(k^@g^+T%TUW zipBE#WLvH(#aKRlKb(;L{>L+aVKjUJ4GGTm=7y#biHE#Zq>j!Ks5Q<*1!ss&`-&95 z8#$~r6DoaFBHU&UL@reSkJ_3 ztXY}c9>`dKFB?s?E(%L|4b!omRLY(33>n^T)veg9jMum5kQd@tce`T0e)80N?H3AS z8;{v_gDLS5{p$K@gFW`Dtlb~-?hbAk=I#zNd3HXzOYM|9Z!6)cCIg(My1RrM=b{Ey zdw%`Ex;St&-!tDdWe9M)9Ii62OrC6ipYpZl!QIhdJ1^A1xo#KZw@9IBls#~q4#Q1r zo;l;)ZTf|2v(8gRo7T3r5AnWd*b3W!>y2jEHn#67@($zRVZEQ^*LX2bmjs$@*>(IM z5(4W?GhYyH@h`Z25@<5v>yDnuVlQaZp+99ez()Y+LeM8!Od{>G@=xYFcliiT=HqlJ zoupAs3lB|Iy_43_p{W{(tCF--&YhGtr_V6|ePzfnzmwJoFY;@5&ua`Be=E(0@CPlk zM1z+RQkU`Wsvza^`{y7;@2PDGApQ!J_$lfL{0jOE4n({u34ZUNBHT@?eCMAcyiZzc z?azqw(DmAXity@(`1%gzCc!k$*jkT;@du;-83AFW_iP&sN9;lZGWwtw8Or(WpMMZ} z{6WUwzZTfTVl*_MdX0-%JFKW$cDHs_>cTFrNT?)b%E$5e4Pvdls`{;Z&1#+9*@^hv zK!goM&F(Vz#Pe3&9*<-t;HuZK*?h15wh!7;<7;KFWK&NnreJv7^((n1I9%kh&xy*! z`t>1x1(j;qvDpMTt*>jnUN3PhfY&{YmsZ1an!wWAc&HwD9R;@$qkH!wHolfTmDOF72G}jMQ%5$=tM9Hq1+kiO>zC@~DXZDU!N1OmhIm^| zaa6GFnA^6h(5OYr&6ILh!ZIf{KULW6xkLIIgzUXEZ*RZe{$$?A7&Q`oj)ZhS;;uo0 zBz`wYjNkJ-P8={LBgAxLstd|P;N^WJi9g(O%jZ*SQolPG`XZshkDYvU})`VM~uhPi89AF#?oo%*~Zq){ z8?%6A;>EM%y$Z{)&(_OfO1^7JIeXQrUo6-+gOi5sR5TlMbTWqVhKYe)=#*QYet|ts zG_}ua$AP&r^@Lb#b;*v^*3sw$A!(fO_bj&^&+(Mn?%sxMw`%ztgst&R&x}cfirv(; zyUN^o-sINF-tATUhe;lhXCjc@i%SjnVe`u96d@nG%k6XUlrF-*W`h_+#~!c3#eOJd zz)`tjbY_vlHA_|VsvDSF|3L{H=F|!JTn}2GULT&)?%XcN8WyeYcDU}QM~q}@CV4-e z9gziRoCp|KI7{ic1Zo;nHbhZ0M2yX!mIUk)=JQw60HL7ScjC>oOUnDdcdc_fAU%_> z#Xnt8JY$=NmS!Fh3L!dP0_!-Qv9n+BeqwA$9?@NxAr2vu3z8qQr|T_8#uplhgCB9Y zAr4%`p@cX%FF2p26CM!0ayywCaQBLv<|vn-tc7PT)4;^|Q8@&P_f&q8PJYG_TUPn? zegNHe-xwMb62xy20QHCyp+}_k9?o1=NynL-2h%V@F>MFXX-`=odaxch6h;`C04fgb z#tnrMUqr5gmm?vg37KQGiCI)Gbr|-<9fgaQ6&jQCXLt@Ge6-vs9387%3nT4-1tJ6U za7Pgauo!t<5EcOzCCwB`^JO%Q{W9h4WN3s6AjtrP=0BtDfwhglxu{&<-vqCT$n{D8 zHT4t?;}m`YNTvy4B`{$0CpH8cbNJU_VBQ%)^KVf4z2Zb@2Pwcrcg6rXcWQPLw)_%I zTv55;zoN{eL1VD~CRiF86Y)2}STu}WQh#I|_}6lBdB)X}{gq}tqIOiJtRq#p5oQv+ zcP0Wl`Ni!_XQi^8-G775M#EV25A=TpZ_jKkU%x-~wIl%KrcxY&c>-#?XGTVIvw#m? z$6pm}M`qSqB;r7*>V-zD8qr}*nxb+BwlHxo6c#kYLl#H@ObLR*iaL|Id<;v!hsKJE z1C0@Y_1)bGh|0~v@V!u2(dK@!K=S@bIF-4)bC-|>jax*c^Xngh2+m9S{Wh9DG{#*Q z)_)g&Dk3*){Rg2r1a~#uC1pXoYRp^?_#>?(GzRaFv;b6OH^n0&x;TnLm<&wX=2hJ= z{Xy-9@m4?_=qwse#ma+Sbx~i1bM4Nw*$8uOxL>mtf*oR?_w9CxIb*H{0g*%jNoc_DcB| z18HlUz`SuL|Ly1D>`T0>Y_HBAkStZoUH5vB>r$m1nZR^+3eM?p)G*Fz24v|o_xny;<+mb57=?eOi%ucW?TtmN#&W)mITvB;775iQ$htzNDfx9Fl1ik%+K{tNr5O_AyzOyM!Z)d5mBpOM3Q zhrwsCId8-k9q+5rP#?|TdLoPpYm6U45d!?T<=Q_4xY%8f%CqWYH)25)qC;iS|j zE8(-x2R~2b2z!H)V_cmwfjZ8F6ibgdJQ43fx@lMLm!9!z5)>MIh_j8`}e)mI};gx(3x`)1J90Rm0qe z3-wQHP~57|HHSIf$LFSPph?w3+X7v-HMg9bHGqoO^u;U|Gj#avQp?hkxu^Sg^WoiT zlXZORz5;04Pjgw>W232^?dm+k1>6Qb{cpnn%-?KB$3vLg= zO%bWc>CEcO+G#!&SO-3Ku4pyP$i(i33##F*eXdG%OFtoZxKgKqEPY91wdBK1Do~S8 z&#O5`p*6W-)LSpKCI=s$H1x4l)LWE4czguD1^7#30D5om0lSLk>Bq!Qf{#}1;KO?# zPH=`Z z%VHM53B@rDFw}Ns;2yG=T!8!Zd`gJh3T}0FQ4r)%ttR!Lc|-Ik^ENQwgyH*{PkdBr zM$2xQ+S`7M*nC3b6LP<`%fe{8@)D5A7z%*ld+!jGfeH(%a)vr)zO=gBKJ_X%Gh17Y zs=J7V8h)5S1}G)d^ZV{?FrIv<0_S!|fbX(Ot&J8cFQlx1_mK;*t)YekSPmU>KD1Ry z+Jx?wPgxY7GkzvM>x_t+;+nK4IVP^CUzkoz#t@#gaBHX?ndqCcs4sQQa5Y<1{Mj}c z5okC1!%j)uZF$PE9py3S>}LF^*nASs@Z)?#cVS6rW!Yt=R~ID)u`5}_pOXKf=3g|N zUvB&E$5vospcx-9vTA1b>u< zm8;ZW>>c_{i}Fcrc8{dGMb+8Vuk~#eJK?x)HuN!$Rbq&{87~vBPrgnTFZ^{9zD0aS zpI*Wh0nQuKe$5-pf0?PjK8pKUf$ND4nDB)F3?{%7<4XBoGe_XQ!3!{@y~QYVeC&tb zc+3cl@v-NC{$abl^0JqDV1x{roX!15S@w(*n~w|Tb)Rx;3XQn(>J9276fgN&mcK;( zEEB|n#9X{hr(3@>CJ>!nH1nPLyHnqhSJn{gCDEZ_%F&+0a?MfAQHs;1M?uVD^V{b) zfjoup;T^@_l#PD8ZHYa62e>Ux8w?k0Oiweo=rXyf5~vDp-P|9k+$JXdvf`{N713bgHjf<2T!8Fp$2T&OTVQ|af;b8>+;B)NoscO zQqrWjBR$TslYI4?RHF9d%Y4|dKj3A3>gmhxKvs>R#X1YE3-mozet=N_%=@!ZN&9Y3 z#>qQ%*a1WAT)TYe^vn0@y{k@iRp%#C5tDt+@bdfq}xnJS_gZF(jX7r!GOy0u_bE)T zIjBPxB~v~XS-gACb7}7am3H@q%~*hn4mPZXD~msnbMy zhbdd%y0wPhK82xR<(<{3$HVoK7Z=cJ-_cdzynBt)_oN%hop4>4It(mdn;3zgu^tc| zjMWdSa&jZd#6HOoZ*zgJi*jdz`i;u{D2{M9)Aw(JNlih;p>g(UEN((WgQ;Rd*d&tnW^%h`jR#{oW&vVu{&P zDZVMrPdRdplY#B|JGss*|6GJSbVGIbC5Q@4_k*~KAa41Z>UT;sO0Ha|MF5DB>dNJz zi)P{kG9gDZapfAPLSxj(buObZ>St7UvC#6=iP?W~B@cRg^CkgDHblwq^HGUh=g;Wd z@gLh5h~7{0i@o!P`~lGhy|s}2X8eZE3An56>BjKT^{*rF0PIc@UgsM;s~&{$&-1r( zo$x=P`gPUa#XlTV5aHWKln-x*PWguK<*M?>C~`Xxek(-v>wFNP+P` zh|3HQQwV-bmRweKM#iCZpqst4sGs`n zqTNl=ck5US*V!n-LGSx}XwUP%*mtHaeEtXaMowHOx^RasEOPj@Axv@+&;^+XhD`g! z{0|~u1igj-yU1S>>%eRD@D~dP778VL*34`0KVBUbI z5M$xOLrJjst{s%aZB;PYex1Qa$pyV-7J^5UfY>o|ouDgw9k`3Rq`C`UscvvDjF_Do zUep7EFUHaq+Tlh|FmDjgP*`ZsG4SZS1K{X%}@ZeG^nCx(SP?Xpx^2r0V z<1i`VUr#san9S6SPPV6|W{)9W5dyI@p)Q9sGOo|^Wv*Nzcy&_OFL&4zIE)(Lq-vOS zicfZ^`nHAMyW=doQ}fgW5!7t?G^Z^@usdQz8NX603hAbq!!O&WQFLdRs0e*SKi2p- z+<~CFA_8yIn8XdzD!D%IG30&~jsST9BCUEN%@f*lj7jqbx!X*9+jU1-#OzQ5R^e@2 zYEV}d9X|MsGY9IlGjjFT-i<%MAr@iWAS_SEW=%~B~!5!Cjts3FadL|VGz z=P4OxHEwUyMec~v)w~A%vejz>1ZyJLryE75Tk*GMuWfk&;1w+XyR%&XuX?Nazk54c z&&v*f-$5kt<|E8dRk^j^GL`{rRJ|?Sttt8Np zG1l^e&;d)&osdl;(pF!gk!XE}qpc#qV6qLREKdI1*bZ2QJU*B~A{T zGpgnna)K^PrOfsMp$MO;1tlQlDUi;zCk#ECk%ZovS3S=Q!+Km0IIQXsfgGB-s)5*SueX%RPtTzs8P`p_Ohp6?Kt;`=UpOJ z2KPsuSoIEl?QCuGtO4i`QyZgNEzqerEW1iY^6gqt)wNTr4Tf8JX?a6s5gOi-W93Z6 zi%Y}St2_RcF}6GteR*XD{SJHU$DPp-x%z`fhTiz&QqGEr<6oaR0F;q4aQl?Yq3KSd%* zw1x&_J5Uqw!c0}TNRi+G|5<}^aXj7Cw#uWV;v4yeU2iN`HnDHgEMTwUwk?pp$8N#1 z8o}e;h&aT-Qp(J}#WCM?w`JgNp8V(G2E`}Qh!RmzGj$!LlW#q$;pdh_gGcPLK>eO5 z5;a}xg*-a)UB2+31{Au5zZ)yaZGC20fn{PV+)crrW!7bkqf_M58LQ0oLA1lm-H_wM zb&fxG4__qbP#474eDiAk&ev2;pZ%-~Ym47RUxhvQKrcMd#6M5j$=@|b{n^nAy1>N@ z6}#$~z}!{+Qs)=*gj1EbU+(BVZkvk=Z=PryFiw{#2oR1+-35;O0}Y&}-#DlnjaPg8 zkRy>?Z+CwoQC5RX`k|_l1~F%P*H+pv7VE2wbH?_y*?^{)CV7#EB8ta$v)XA$jJx+_ zjtxy>?bEmMXHouI_yuH!yx#TpZ?`d;I-71aeQC1xXQp^U{`CzX;WKVA%H)tfd257j z38}5T9zxT(c*Pt*3@WHlOUmsNB1S{&H20Mef(k~Qr(y`+bUk?^{!>pxv3x(7q~5*_ zA}?J}gC={#)T8e-@XAwRF2s{~K^Wl;mkhEEe^I9=SH6foEFoX&DZBF2_Sa73)lW;@ zXryJV=nq-);wF7Hw_XiB{slV$VLWIUpfd7sAj>uM;Z&NcQfo{@Ow$=F6(Ul1T-jOe6%oi$a?~2b(4M}-PkkzD|^=|TVn>$GH zrm)M4S2Mv+L~r=dzehUneBPZ0rdA`f*n|VV9H(Y;oOKn%y1L}^_?=i#x$Br*2SC{? zd3Q0rA~m(f1JtM0xLrAIb@uKBQGY+Ejzqn@vq4u^&b*J)`D$!97ei?3K`+}#wCGcg zY9EXQJEgMHu%5-po>Zsrz}5Q1Xems-u3KIS9pP%9b~X?=j6Y{*ju>8u^baITdtco* zP0yv@dEV>0{s9S@i1e;0@$U&C2EMJ8$9Q~AU0=DA5F)yZP&rlUXbz(I2^0UWL^>a` z&(xyYg0X#(HIw(TU%hkmX7JG`Ms1<8C8%%j=Er2D{Gn28hvB>E+KiYUtr&P?M@RwO zqU$+b3_OSO=f*awknNoK`m$6N(`)_bQ7nfnnXF|u1avHdNGpU?J35ua5Y5zgj;kkJgBIK0%ov*YSwav8asMi7qA~^o8K;xljvFmim2k@~FJ4M*?Bpa#=}0kNLs^sS@_+;!>Ue zK69g!<99bU66@<3*E?hm=?jT%WGNQK27kW-N-)_grLZ3OT{u~d<|tNaM6*&kia z%0EB1%HLwCX1-TUyf^xtxX0x2b3+9wA=Z?ecSd3=yJIeh+YUs3E=LDheB{4k!G_aJ z%FoI$$L`-BCTrMLWVmuycW+zcIf;bI;b7i#=wz@HWML78mtb)IJcT#*rPFgwR-F19 zceXkoY&9Lz;{x7*P6Pu(ocFP=O!9NyU~Ks}liq80UDqGiSvfIUJ?CF4NI4g2`)J;$ z8`8cpF=Xlpltxo%Ki2Btb8+_y<>h zS{Tq+CW)gmfn{ue-5oX~p4W^$@#KeTKc=PL`fF^Ay_VjSO{o0hC#s9JY9!9F+9(Wc z%z?Qa)kfGn@dORmib;kK%cx_CKh!E?eVDrXJaajBLjU7MZK2k2Sz-LQR021AC4BMt zqJqAw)!+DYEgwC8ZEn`LPLV?Yyy9q1$&<<&u-!_m2Y{b?BVe}6XOXn1Rfa+*RCDN( zc9Zu2q#Y-kwnrDrVl%%u&dSn<;oa?uOKx5j_X{l+rztd31p;MJ-uvj1YBt^9LySec z`T9i7Rkmc|7H_fUU)u9e+9Z+zIEzyM&82i?+!QI~D+uJbgd`)Y=~uQ^4UndVGi-FwEQDI}=z@xtKB zPiA~!T!*M0;o6vl4YFzeq%P&kvnCgI{t%yg#PJgzyuens@HtNV?OjK$=ue~FyJ0$7 zeNitixbwBnw$AE4NA!$oEx(GHucigkny|SKb`_>m>iTzf^>nnB3YbP(y%)FCPc>Ds zD66d)1z@xH4y^eI_tg+_Vx+u#+9O>*pht6hGC=D0@@Ixx+#O>YKVL~LHGMe6g-LIb z*6O%t-G&C~h^p8bCv)_SrRw19OHHRtuQYvhyeL(CuVP}3I!3Pe?DapwmbxL)p&SOLR$@dI zue}0NT7@N_io_@6QBnczC&}r02}RIq;+3K~H-}5o`cc$UY9isg`3Kx$hV8}t7S;U} zmjTLs-Q0V_pNh}n^M{wQ7#BLGNbdf}9o`&S-DjrjNPC=ZWUDMsU-7rOi^3iw*fDV{ zl!oDcc@gPL*4w)+cMcJ+SEQY9h+St4CYHxZ$M|yyXG+BoVv%;9sTbQONvltVUb%u3 z@XJ;T`DH8pD*Bg91z+sOU_*aXlf$_Z^2=P(F$mVspqQR^u!(NM^HIgETDg&-qoaE= zk?Rx*&4~0oFTZY%P5IW`@+otPA+b3^ZXZKU7gJb{lx*)yIxDf1zX~bk(ER5cxtuKi zDW6~)wIh{on|B8!ono^~oi|{Bb!zd}B5G3#l_a>JXyiQDIkf}StjSlmyTmvVOx-<` zbFO$gI+;aG97V|F>FT_FENJG(*33!5Y~Zqfj9@b(R&uR;`tt#Uo-7c^GaGJ%NDN^z zUwOo6YWOgJz9uo`^v!9_RQ_Jeb_iR06)JW%X7@_J?q(~_?IsgRyDFzayAwa^f{U4; z1ZxXM?UJRX;n7o|FU2PaMWYj*K*HiPK>ouisC3j#uI-bwK~pu>GHxGbjZ)!l5u-vS z`!wT%8vq6-FR8b*{g)ZJHzWjn))z)XkR)**I4={ir^6Mt?8;b z1zwbYdz0C0$hQ2k*zB5r0d<|>G4?FIKa8SI&AooxcQ(-hMyiY-JO~u7A>(&YGC!uf#BdK z|B%kkc4JnzZ|UaTunHJ?*~L#`tx(fs(N#d1Og~F+EX7>*Wbk7%;GB#NZ!ce%%)XrJ z&A;4CTJw$s+=%^RVYpwMi0I!Si`}ix)f_GhGUmm6j;`&DVb)aMUi2Jt8o#_-EKDrm z5}I;XXkl_HpB%}6hyelu0k(&yF6rMZdGw<+FE$Ilsi|D%*-zHo{aAXbi8c4Zsk6PW zHS3i04bXRcWR{=H599mclt1`M`>Qvv{_>bqHvMzb0wIm>g|2 zl3s(p%6i3*0f7`mSmNrAzMApv{it%&(4NSLxZaLy$fxncd&>Lv&=l`?RmYERq{!6p zLuFBPr`mGU)QA3~#74+%JT+1GhEbk+DXRk)S-TqOM=C6e`;iS%d)ruUnA7m`nfCJg z67bW5w^zMpTCeX8&foz?6K4m6slt8KvIbUH!ftUzGXyZFvRT~NQSP_CSr?k*w_rV% zeE$&Ze1+BV)>9vuR9qcvX>aPoP&tTzwVv9I6M=&@_DYhvXETlL3!@!|3pv{}bkVg9 z+V5EKM6sE_rY-r%FfK-~tQ_=uzvjYXJHf2ef5qtzi`{Sb6OLI2uuyldZ4`~R@Vr`o z9O%zkcaPxEKg-MKjhv33_uVOo@S4bh$7ZR~ z&#bp`+V@UPRA_dP=^w9kYHiQ^+?+n*aL-}@qMjSQXERdz#$TN#$x?8m`~HDnQD_g{ z_wl-Gc$o~Hl|$?>Hh{VTj+(t%5(UW4oqKs-Wtzl2&&Kyx@=blR%0yH zMQ?xoxZRM;`&D|AU^>d71qTyjXf*7YGOqc`7AM1ko-v(R*9IL&6NUftCn6AE1^XK} zpel~rd!b4@0Y}8dyS5lsGOJ5rxN6tu)@J4FIG1Kn0>l^M;q8KN<{sUp5W(u0@UFc} zvY@1$MTvC`cm%MuNz&p#Gu&%9ve!N{ROI_j2C4RqMyXa)tFz#<)|1T7xEV84@~^5W ztjb;GJeHYXTTL{jDJ|2$+V%O&nbf%zDw;mz2b3M@dw2V!38d^v=h?eRkQoI%{dI zr*WgJiFP%}u-(zYbF)8u!-pb=` zF!kQ4*ZBrZ_URvb{!N)vu=CNK2OKH*HJFZt^Sof|v05*UkJV3vT{EHv^C6W8);2iU zxT)BvAK)Q(kX2WJ;@vy_{(0Amy<5ZZ_(`C~0;A6Ri|=Lnfq}@R!c6&#F34>dmto+U)-RnI1-DhbuPTlKaf z>n z%Hjn&noD^yPkl=K!1;q=o#gY8h5QlEh5!Z0b9oXju!Y~@#4-l5?xd?f6emm+f$mUs`P9&sS6hdX~JoZOuUieDhKL{-sOfUZ}6ZjXQ zeCG1hzt8{6X(`>Xg|msU(4OUci0-ISc~+jS{ZaY1)81_XDq``rg&nl}gRAvM+k2OF zAIUvxzIz@LWR}kGpEgfK0s0{8-R zqC-g% zr3OCENC>>;6!Fr8^W`Ua;|jkG3Y9W_ih`GY<}BRDe4oUI5}773NG8(j1YJH#a+($_kIsZ?G(jUV*Jl^*29^*Yh(tz|?U#IEU4w?y9VYHD&2FEQRL z=y=0;4(~l2>tS-?3XQM^*T_p#){8Fk#Hsh6ADs;Ety$DNJ@;^78_Q@u%V@q@z0V!WZ6e6KNk5=@8soUvTs0^#Me8^`2lw=M{QNVl0}_v>3t)jQX% z?k$B7cVK|gvLQ9fh8)b`hLo!d^5#D=-1S*Nbtr+`QS25c0G0NAb#~)KW>;<@sDmVy znFA{8>wm^|0y+gt3`rnNHnQF_cLz&lE(Cu$c30eYU{_LZ<-C)w!X;|T&D0yrq~X}| z%=-@8>8H1BnRDv2h^%)E5X#iPV5vNi!u>Xzr*bE$`c6Xlir~Y@_|SI2^!7M3LT|8C z4jKVqW%HCpV^oH(IH586E#yGut1VYzqUizF6Y#3|{o^R)!IjscM*Yq^jVVq38*mkX6W7B)E z^{$>$$0?O zR@`~cxbAtvu6O4uOcN+N4T{@3Z|FLzfgKdZZF%)`>zw?k)~si{MA+o6XX$uOtd3e< z3i1)iug!$6 ziRCEd__6x+N!a*4Kg{*sxZ(tC5&@bQ%1GF~
9Upr$Y5bZjGbIFbpY*~Wo^sX4_ z^^Et|!VbI`608os#HG^ejXU9x?+)zO8uHe*?K>Izwxup(=M=@IhG@D(^`rJ}4PtwH zy@zrM_nOxV=iu>?9+ENHm4|+1ZyRNBR%Dl1~hc%6IFQfyqHf^E&9Z zAmZzb`i+C-WriNRtO8Rfq)|i<@2JJGXnpr3sp4>#V@l$|`k_HxJ5N!$U_eSjzlYt= z1gRnJ0)^9&4mTYrwBJcw_=usKwy4NQsHoo)o_tiN>w&cLst@>4?wX(nLoM&8XmNWY zb0Wo#EEWW9A^o=MW%)WlzMFyV)cf+S+TEmrlkt;TFDsAw{G8reD0Jz_1L<_(^8$_(Cd#wAa($JergJR34cpHcOP5D#hkqpY zPpjwfcugPec$|OpJX!uodIG(6(7Fqnl578JN@Am5CAx9SV6_0bLt zjGVxdEA!P4T>pl&EgjN4gs>T|Ywss?#Zu~6EssuLZin7ZNR5Z}Nz~^FK{nP0^{wqZ z%f?geo(NgMs^VOmHC$WqJ$j^O?P}}}0t*10s-Hh&bA+Z(W(SR9Cd%t?j~;eec`0Sp zsC%sReoC&srya3B_)s*h*%>Rfb@BL`m^ZD~3{M5whA;*Su~^+}*qq+6 zP@Uh_oaf{#dI$2lAhv7_AN>_B$%j!0Gv|nW#QeSpeAWq*0{|^d=j42AeM=vEsZZ0? zq*GZX?a`CWq*Dc8D{-Av@*}#XA(hNVw-lt3pU^D>sbns?B_owgN4IpOl3&p+6{%z< zx@97j%tyDRq>^dqmX=iV3%aEwmHdou8A&Dcz}7|{kf(p>Mc8?p^@Hf|a4m9D1m5pR z;9X_;{qWxrUZS+5$G4pu7p|ULTcr$8@!@>sNT`T#0tG^*=`?9Af>?+`;Z4C9` zW%bOH70*pKWfZi@XeVA8YkehoyD&8=B)IRHWst_RT(dy5Rm)IKQy7GG7+Xw=7{}iz z3=MVZDU4wH!{3pQRZJ_5QB$obk``_4I<1>FFj0-E7)Avf77P&QWNWt*POKF9iMm3J zNeI?CVe;}Y;Gg(|SMcN?`0q{|-dvJ{KKn#@B;UQc6(awB^7fIuDZkWQTRYzpjg2Gr zxynI3?D*mmjGdcAzLY#AvgJQcyf}6^le}0=)=)TUS~+c7{cg|Wqrsq^;nC+(|%VLgIbF_&v3v(ul8*?dBD17p`vTS5`(YuY2q3!GqdTJ9oWB{mcrPL`3Rm zn#i@?uMwyi&*FXJ+!h{lr`H6vR?07}#rw+&RzfSSl4v+nImTV!3FZ~vzqFM&OkaWK z)hs`;jOI;a(i>{3;i?quSJSY_>?)5R*)02tRw9eR!uK^HjIg=KbE=OYV9|5S-XjBy zt-s=JW0XDW491r)CSsKB>8p9fAkBJjSG&Ex#=@tMA+>2YyQWM{GpFWQTT$bAaqdH- zm$~m_5C_GB>VQ)OPx%u4Mu6u0rm~mG>h7enS=qQ<4>G}8SkI~Vr#Y(b)0*Oo=L`B( zjyHQ#;W5tV{4dLddcU8yC4DMdeH2F>p8I&&O+x20hxPl+_aDMwjJmE$#rDI5aKV?A z3WCEzddl}+3Vq@nkKZhOlJdyyj16fqI09oTn7a5L5Ha!67quBy6hu4f}!(g-X&Df|xMc z=A0FsfBZ($x|6O&m}iMdYkyTF5=)v4`HeIjzM}Dmx;xlV@HfCl(fN;vULf3Z@HeYb za8^q6H!F8GHqYkY04G|6=x5kAI0-4#6j6@k5$t)13NCAR*t9pJ-WH)-+RaaG)RjS$jSYQ^U*8!*9fdx#tcjJ5|a4F^Ib#$QUJ-n@hz7yDl7_(lT9 zD?!eqC1$5T-NXeXxGuSg8I!!MvOBtgZ<)92P79D8<5A&+LMeVJ-Z$^;WWYlNW!eCj zJ1G~qky#NF`LMwq53yBNaa*zPu`lW$Mv)Gt{j_KGd%V6K{X!1jtCh(EGhQUht$7_M zynX470bDC|#W?_Hx_>3@yZE0^MwNWO=D*MGLlkK&%}i{J;O*5I)Bu=$=K`I5r*-Ht zj7$cMRLHtPS*bm*Ai0qS;YGCg?R>l^!F5bUulL1vBkVTSbqai3-B8VCOVe=A+^okE z9=kls`*QA!rs6tN64eU7f2FMipo+}#tcx&UWY zKjv+XU$KNuLqbcOHXQc`obxw&J|#b`Ts)2yBR7wGVBt|)X=O)~WgyQ6-LTzJFMzf@ z*)m8-Iz8OH>IKGkETVk6|f?u zU1JPv>66sw9#f6pZn4&NGz`I_3Zt4!fA9S$gq^CJYVO;6Z@myV?Og3(9$iO`khR+* zw_EPNl{A4jKg+UW$B>p$m}a{Tzlpr~BShFDYiS*e~Y0P7}G5IW~w z+d`QLXG$uZg^(MapKb-9_{V5#KCfu~O1L#iX4mX$4Ahj3uMfumw7Mfv+MksQdn}yYW}9vFgsh?nby~ z9R@G3PK>v?^oD_~%7ScxyK(B~yXF_CIVp}#Ul@d96MK8UgoxXc6?j%zhi`s)Jk@J{ zxcb!XM~`Ibm+J8zNvAJF?C)^!7P(|1`J83G?W(?+yy+a&-KF+sefMm-&yHra@enEb zy2dvZb?)20b%b&}kxNwyg<-c`yH)3_Tk+}o2f#ghU%iSd7=QHb%4YHgZ(hH1Ny|~Y zZo1bzuR;3VHg<0AGPt6~yB{QBq2I^q-|2=u%=Y5(2P4dSxXilf9OtO*Xme}m(A8?kGLdSsu-IUaNp!5tYjf~@ zUoyaGtHeBYHkop}POuk{6dfAb;z}bmpgRup5A~~T7b{tzb z%A?sT)WsMb;eOH8x8vN_x-`GoI9>nN`_u!7%0EkcrpV|YuFJhO9EbX}`x1vGwd|SQ zXdL6y@t-%IXMNuFHJ}~bwky-{RZLHln7Og=8h89D(~zo?9xdFGi$oOHgG;vTUC_ND zgyzNl^fYA=+=Sq0-o;|NRZE`gn{-`l#Ij5w(Y!Cp1I2!HWsngqLU3536guATwu2Y| zj|-7pc1B3quBhWjQR28BlS+}s_`J8dQbz^+#XeZ_cujIa0VQec(WT$aBtrXHzV7O?r~3ggu){K|IB>Gw|NH|0}{dIGE zbIq;>4vW!2v=2=SE{8w>ZHfIgf-YZbtCjZaifZk5Kg280hjkfM{XG)kuc7pVLz(`M zp)CIUP+r;_WqimrVf+?JdZRc6p=@rz_GF}pdOQdsZ4Pb2P4Jqj<5Q>kW!Ks+ zSB8HiqeYPrtOHm`50)UrCY}?BG$rPQLVXrE}uGNkrqlbj&(KOpBn=;dh1UHL>f;9~#`nUv%WzD~KFy$&R z3mIQe6nL`{-@pXcHvEe9!aUgKw~!NhYR!y5mzDM_frYdgG)jzKkO&ORIb3rG2HPa? zpL+`Y--RHZukZG9f5Wjx1QGpR1hEiDeJqNWL6)H1{#sVytKu%1|GS9txRo}#eN)MY zHZ1~Wri9gy5FbmhaL_#0l0Dg;2#`^;eq&+r|3L(@vXJgxt{fCwz`vKKRb+K6>?MOV zxspKGyyg5|syK73Z$?g#1fRt24!V5lK9hV7CnhJ}1gC_=&ZPcH#igVrzB|kJ#5+rwuYK|Ra$zR@VW|1pr7953;R4}@q@2cUbq;mbC}tWix!iFPghkudgbX2S9@pvh zi*sMrkx{47!%d0!l=$%kxGRTpr3q-&j_6he3#td@Afl`x zuM#2t6NR*HCSWztNQ3Noy!F<>__jTfSMY(B9FaGp0%4;L46u(8!VYvWGtwdt8qq> z*)&ff;zKzspKY7yq~XHRqVn1z{yQGkeChwS({NdK?efari{hK$cPA*?(!sv+%hG|O zXWT8FaMgAU0rIbCfSAkw803VK@Sb)I78>^}VExEnWd91KT}DGW$esR^>?X%wWS(fU z|5DbR`&Z(%UvkjnW;eJ|5k{S2F>cf6&#`iDgUn-!13U`ofrha1pb|s8J(@? zCLB=0!Xx@$*<~5wAAV#1OCHeMzsP?XhUWh0B(&7%oQ!zn|0U-l6WFIeIp*@z2Cn=| ziaB=j|B}&*m;7Hd3;kzeAtI3Ff5}|IL;er3-slAAH$a;I2s{Ppo{=+_k%bN_WKOQ7X-1IdR2aaCUuJ!fBwEEr?+%?$X(FW^BI zWEn()6B+XTQeRL9-CvF6BHBCEF&KM%6z zUH0Pu%=NxV7Bz7 z3E48e%0JJQ(##?eS?hjXax#Fif>h6eSFD0!-koz~Mm9XVz@VMhn_12qr+tStaz=-t z1(52QySm=Q7~c|9h^3X$%B~$%Zg!7Px>9F>l<{zfS6xs;!Chwo8-QQtfZ}f?8 zvmJ{hF}=3c%uz$XwmqmFuvZk0_ry2*p!20S3Fo$Ljemg|lZpwHsg+PFB)J01!28PR z3}{7E7gE8Rxu(CSR0P&H+&a5u*jO&m01$|Ta|#3n71AFW;|rV6=Qo?{2NG4#m{s8N zIHa7e-u8VJd(20*eJ65Gl%Z*UEDQ(HY%unkzKC)(-R}`3(hYpMw*;>m{l~EWc~lMf zF0a;TaK9uRUD;zaPQmDby#hRl1X8aqL5#;!_lWK5uJ$?AWKTpHwL&DKqz;YgCLpgL zYX@m)w_z42Tc3ArLHU%~YN_n$!3;%n=h>^5+~S zeG3pjJ|WX*KCZvXn814K#A!i!H0{Av&=%4jQ!t@Q&XfX!9P?m&gBW-PEjUViIihHt zi%2t8>uwPW1l_V}i$C4JO=XWOY11mA_>BKIl}bPdP?428qC$me#{|1MT{Gfk5dPKR zYNkM@l$tcj{A$YeV$0zvg?-5D7s}Cn*2%7rufA*z6m3HWSo;F`QcR{)c|UaInaRN$ zM0`(o%Ng=@6IUPra!_>5lSWIO#T@Zi4tqUU*$h6yjCM=(mujHd=@}^80RloU#MEAh@h4S{W z^cs%D0gvXe5eA1gwdFax%42O8TUv5&#NcUv_EyG-kvfOAOl|lE5K81uJz^T?IiK~p z%%(iNd>tm5vUvP{Pp1!-5cR_M{fX`ptP)`AJ{WhAITHg;X{-7kc z;6*L(8q7l~*ZQDB!sz{Szg_st%Qk7BF^!3Cn(lLB=As|{=cd9Qx=^}i=|$h-#O}{U zlTof=!yA(Y?@^B@uxJ|;u$NZh8wrdY%JdVXiq<_XuTb{nlIw1ty)joOo44B7Rt9YJoO@cD*5AK zQTAq0e5Kej)XZX}*T^RPNv> zZd(zhBtz4+zON|LvG7|xCa=_21=YZGztn>9?Rcft;YCv}LwL#=QD)lDjzCR#)7$}5 z?m!xIek_!U*yO6ku!Y&*WL6xZ5i6$Hdm?F4T5V&?tJ&o7ip=eW*-W{LVGnxda06HO zNW;x|JVpGmz$(~(gb}FyE$cv)){JCWjZ+{(DiSbJlhlu(ij8k2B^*D)U|26>1slSmX{9Y@oQ zZPO;CY$Cj5PlHkOM&12!uR;+Oy#rCzSP1QUyM$pAUXo^19OO`&(uGmTP%IM6CKAcgmkl68jfvV2jhgGyBwh}djB?};erM%?TB)=<%5Gg zrZv6OgS{JTU@aCSq_%eI$+0+1d(Hph>^-2OXtsu3$pQi*ISnFNa*&)95hRKzIcLd3 zj?*ZTlad7lK@gFgbA}m_jO5G=Ip;Klf8af@=lj3&-gVEtYu2)?-c`H0n%dpfRlE1& zdr{wc*4;PS_cgyy;-W0Vs_|0JW@&SM*m#syDOh(gQeUfew<+qs=hKfMsJ@c|rmLK1QJx2FKxLEK zNJJtic$=$s@Gb$;oE-{J6-h6SXS+hEMcrazEjYFBE!2wK=MyH&9kwF`dpBa;6L%Jh z>r0fgE9+JqQ4+A9n}>St278#1%mm~5-kk)~d;`-T%_*%Qs3f8t;gpw{Mex4jkfv8g zc{g1)ljMFJo>ziJ-^#Sr%q`)svmtBn0y&|xMqCesAWjH_PNaJ0+zwx1QkW9Vgo5?M z2n#zjr$Xqe@g*ff8a!!(cW9&F7Myc+BBAti`QF|jP56U|c~iS)i?N9HVgg~49~-cX zVyGP#u)iKl@3-HTr01U4cxqveC_3%n8UF;^gGY|QY^5*X`&@35ctd>;uGy*Y_aduu z0kZgXg~V_BO&j{+e(sm!C@$)znPdG&d(*lO(dqPR!+o=0vOpgM7^hnV7+p|PH|$=w!)er(cART(_~o~2Q$wZ_VXl*}yv zr^QQTV=fB8l{$zGUa06@${hKLzHpsc5h`%g5Dv3wpNL<~1s{Sou~rSP zWEgt~XK?vB*J z?Tqr;1&o%s$TXQF*xD)|(hEJH=aJKQpD zBg;^yg5BxRIVy=@>JYL`Er5y`#d=qqSah=3rt&EG6`ALmTiid6;p?R+0P8Xt#kjX3 z(mtN0HH&~dt+FrVpKZzYiG*i2pnQ@!a`7Vek=dTm8la7OIa-Ojh9}#Ad2{xoyNYq@ z?1%2eqs*6+0;;bjUdO0uuO`;UQRn7$1g7a6Izsck)y`j}eo$8OQQoUuNYB3X=sae^ z%3Z9{J}er%tT~bF#OeeTW@64|_GHa8{j{8)P2e!GGSy|xu%5x$I~h8=Uec2Zlq1_g ztLwySiU8=N1lQp@oP5HkeKV#=aYSh=@uzOlS^a`xD5K6pod-3+oOhKbDHO?{o5tME zC3F1h7kt9rX~hi4{E*Xuy>4R76|`I|H-C0d5iiE%`Td#)laZdPFV~vboq)8FAT#?W&%Qpu-Z%Nn{rRiG2VmyInCh(OgE9td zc^~4AK6)iizAU=U?3KG-?kK0e#{TB`x%m{H=y4cvXFe07pEDf?lu0%wpNTot)_zfY zB+*^@jv&Xqm-18^6A7_#N5@Ru2qhR>2X&eLnf;p-;_QU02?`q^m)o8vl7p^F!tiVf zgfbnLe;E*c6Z#d_{0q1^>ZSkL&HBOrcvl;%x_(ziYh^o39k z(;sgRx({SqD-LvHeGYpKl!lOJ{;t_snWGVckh&l`Y6AEhry5KbCV+}{u?ZXVV%^R) z?IOenafw=n%&Nh={Hj&v{Ddun^&t5@)}@84Z;y0NV0p6y((%Tn_0Y1R1?JN`e=r{!nDMP-$FJ8tAuzWK6riWB~rL! zljBn%K)W)!R97L;b{i1=J>-?p{^jU#QDrl#q+OM}DkZ~ml2~6n<&gJJ5dEi1FV)Y> zUVL9ZZ_8ZJcAY{#Q;ZEnCRFl9d^ajYA?X})?|g6C@;RGb|}PdIANTRZdyBtT*x*Z)#7hZZwy?)vgcN5~|u@HvMFwD55 zXsLYIml2A{)MX`Rr6GFEL6}(My)&IYEfq@xBNEXN`-ylV<)^HcriA2QC^(9-X?Xp) z#tIF{!U>hzIJ@PD5=@y#GUIXVYw5L5aM}3qdfx${3m&3*;#tL;})FixQ%$8W>LqmR2PsuO}{iwl5ODavdh zGEh6{we>v64jMagh`NOI@~SO&TungaCZfsO!I7SrvJ*gJCLfxHx~b5T8SWWsrdNU+ zF!t?HP1N}3?!)d&^FmufMkU&SjkcjCZH3s2q{?Il)5||00Y6mKAo1uOX*>@w#y+!IhA-m=V%I3DQcR9rd zbqsiBd?0}CJ4Ehv@YIJOMqYfF8MmrD5xE&VH%xKLzoMG%qMC>Zu5Q=y+f%cygkz#a zm<4fH8Ky2m&iaMM%7lR%%C8^zx*C^jD%8hGS_r`>5o%RFZ1O%oiUDSF@7vsq?&g7& z*3hJ2m*U%r#-fFfNrcVlwpyP__{;Bz1nt;vatr`tbR@;n-{8D)BG_f%drJsk&X(+z zHn;Ei4~@p36vC#*-UsuBuoe^ay%8QSW@Ulja)mo}w}X=cG)it!WKtxWU=_lsr%lyq7qFOjF{Kh%R1=P!-?6y@^YgqLZOV}bEt^O# zv<6@^NfENVbn^4sss0YBfq~VOT~1`0^DN~~tXnM?V-c_&rnG@Z@@GFsO@D%u-m{C4 z3OEVYIz3pLr{!#A){e66Z|~6#MomG9=7=St7|wO;M5*h{(2roRXoK#-jD=KNeN&^E zt4aN;3G=}CBM1k(R$0n+lChxW@}kLNR^Y$sk?mJra>T&f06qeFWAZ4Nergnm6Z%p= zD!v-c7A$@SrU$iu9Sh6Z%|D7PwEnL;)54FF>(Xka6Wl!pGli$ z$rM(ZG}FG=@7-{CLW4>s@3WHkegnStV~ys_;cv@ApNVs%)$}92o0lkI)1mx z8Ac7qbqs#DDk&D6U5y2=Vky>rUu~n0UWS$KBVKu^z{qO#cSv@fY5lb_NQye5WAr64t5bb`lm!v z?>kN?6X3tAY17*jeTjwV^0dSCz~Yy*7pOq*!A%_jCq5EkK&$3CYTz{?bT;)q7jqcC zcdrLXeaxhlp^rr{fv{Ci#;8_3C(fBrk{u~m1cnIyvMB?1YsU#@!hBgZUOMcdFO~58 zy7l~IH3{(6XJ@pU9tiF^!I208ps^>y5&>8JBZ0)Fh4`Y_JW!F1z~`P=-{#bu*bIZI zJV~OUll_4nh^MI$ULqvRbLgC{@?c!4Kwz=@-sl{@HJqcGYWAtYeVt>0J??X6A-Lnt zEy#QMooG+mt9K0N_nM%9&1@7DzeL>d9qt$f5+S49Ve3RW(%a$6hj};&HwLSmpn+PW`9jj+xaYK!I~)=@!1N52 z{TP7{+#)F?5pk;?@3SWtA?#yPXcb(f9^YjLk{TvZd~13Bi7#fu2@^MJ@9eEDSkj@L z+83j0p3tt@1I*JHjdp&Q2*En`E`6T;9DQ<^W;2Sd{+3w@4%Cd^buM0nvIu%Jk?2VZ ztU`F!EGy+;r;JSv7lpFS9E%$`OM5=mewbBwKZfl1gm$46=A^ zRD1#$^>egW%?cvtDPGNb+BW1a+Ze&zFS{b2A2(g76i~X^7yB+I8>Az())dpK5UE!p zS$8F$QuyumUNtUnE2|epSYNE2t1d^EypgcPGfOt0tbrWv;2|8+0p4e#@4-qkltF8C za(D>$D&C;n%XMWFk%m@EV_Zb?2VU%&_XBzrvBPG?HaXu*y3Siy5O<$N`@fX*&TACO z;e`*M$PCYpvPM9D@I0^Z(XoLjM2fy9#A6)biNLf_i>B5%!oMx+Cq(79u_h7BYdUSC zzqs&$m;1F}L+YA-Jb=g=%sG>=DSUb1_hyXFrZD^L+(shnC_{PYM@6=je1lb_6nBHF zQH~hwmHne8EtwvT3-?DLL$%1m{oG*rO@{jsmunxhMygvgkVQLrl0SB%E?_>x$u?=; zSHa7!-Ab;w2ejEqA3V^U zqfK&XpnHWddxXP}>7F8+jhEhmCNAGEKZwDGDykJKcwTH4&U>^)?^;leyJVq%#C!Vi zZm!Hf|K~iNV}}O}C%KQBoyXlwzg=&3Qf@Y}w%((*w!|@CC60uk;=$eQr)c2aa{bqS ziZ#tL>O-}vLYk+%pAtSPlWIJ565vXD5XNq}l1s6}5Xm_?z2;esESKR@7eE zR@4p}UTqc|x~Vx^?X6;XFmr51{?N>=bEvfyzC1sd*1Q7XICRqX7t8S^MCqa~M-i-(8dQu1P+-3puxX-&s z%$bda5t-iFZu8cUaMeEca*kcLcJ?;kdUtOyvzUkI8-<$|xC$u6Hv?4gE zA@oiZoEIdEfh@rh=L^&0eUF-W(iEeOX3Cd4!0#E#<4AW<)xQ(1e~<7aSCI(A7z+pc zqHaXsp_98p^WF#Z)cIsEktn|4?s{0#HswC88N{sHHsUmbFPg9CXu|`DxQHxCABf4P z{|u8*%?y-HYUhqH=D;on8N^*2WiC`LJ5iU3ykp;JqpUQ+7s}M4)qy_f&5R^Tf<9I@ z#tAB+y3l5Ad=16ooFlb#q9oX8VGH67Ay^^ql?)931 zSO;1eluap~6_a6TM{@(eRCyFt`{o5vtG60s!F+aYt!cTgP@s;vv^hs%es32bywIAFVci-CN9wVg;g+-Gf>uEOUH{Kww z6|(3*l{)yzc>}PY@r8f}oOpv-pz2@Md|Mu$HGE;F=gtTuMxEilPG=vipM!8LNd{;- z(MKb=6BbM>s2+}^WNm_J5cj!TQ5D+HA!TcZeqjn+OZ!BuGs%&PH&Va*9H%mO8cd5K zaSy_g_}0cRl&_`7q6#y%&u7*%HzfHwC56s9q^aNzI29-5f!x2MU`*Sk13d0Da1BD6 zlCCEd7SdF)Q*XW+O}#-;YH%v5F&1qDOU3QpTm>*VjKa53Lr+|9Pe}H>fPB$RW?av{ zvx%=gguJSn4LKULVDyomu?rSgO3&bEdC^x)Mc@1^pThBK#JtB_1?V|S-W5dH9_5TT zSxP0JzFErq)U@O&2+OIO*eZ0Z>z2_VQt=Z!92`>9P*d@HbO?+L8SO(>k`lmPO@iC$ zTL(%$Ib2dyBz5|6OTPVTZ{95X4on9v7(mM9dWA2_Y2ufBhw3Wwmwks*n`&V^o2j$j zYRY?t6xlVP11YXeeIBvLsy`32Y8nq9H8Teg*)tc(HA7S^e9Q?r8V{70wHV~8erEjM&g8j7*1%JFU+xfW@^&<7mVWZ|W79ij za1)AbBKe=>3GEbu$txj2M2~(ge-v7=TCnzLr;wyb@X>Nb1sJ047pur?*6+x?CM1W?Lh2xvE#o`li2B{d69Xp?Ff z+O?qeXu@6KdEAOk)c56iL&=v)m_Yj(P?6*$S$W@{fX5M;Z>czqb!hj@C{dd!G~w{| zKb61~+0i&ZiIp=0y*NWzeZTWXu`Kly_vo67Ycy_KYy9S>$DA;y)oA2-6T90D2F~~j zMP=Qco=dDgK5hJ_hTX{!VM>H@R-{U8Mdvowk$4>pv4iru8>8d!MUq$}ILW~}zHQ-= zWAE%K+oY7|Q66^G%TDTXZJOTIX|&Cn5yliO;M-i+o_l7`&s|V{fw+$<&1iA@+ri!Q zcf_ih(vFNVuu)Ex8;>!9`2sWm?Pe^_aL17h`V_thx}@gE$_UH}k#ISE^52Gb?c{cC zlt(6bCgG70=gS7_bTz03cjD+`dIrOP0YZKi>lI23$K zg%(EJ`z1gr^L4mwfAIRp3ti_XdA(%!8u~1*C6i7He0x6nyhKQMR}4~R!W5D)6+KA4 zU(P*{eyXeWvwJcIX)xhz-4s<74IsWPct})}(>P&ZgGqv%@Sl~C_!QF+Hig8?ayyp?Fw+h zwW>MOi~{{eY2&zo(c$m?HprmQ7#P$9<=eKfp%~IR?z{E|cP+SIaAS0DR z7?RhY$dp4Whpqe7q6Ek>65ar6I3J*?#sX2j~n(sjv8})8_TY^jfBr@7eT`8?;*#&zIQM90Fp2(2FWydZg(GKf~eA zM5Bv~MAgO6?AVtzlbV_r%bD?K8MX56kmIK4Q*pnC+r|Z{0M_iA{KkCEFS>7Suzrwz z*PH`t&>2qaR-=ONo_+O$NmYrxccA?3jfJS;RdvPtsX?8I<($nMN?@ zgFwb_oG%qM6#25*F_rmD{r%aWWgRGfe3nJYJ}AR(Nc<)%gd!_RZ0#k~+A>#(E}P2Y zs8^kW>g%U$PPe!%=h^78Nd#hz9?8Sn7u$!F+&(>RIQDV?AgLnM8We}2U-PP-dVxs| z$PD66e{uR{rq*}aI(#w^&+{HQ*Kr{q8RbcpwsqfZ#j5JnrM3|24tI98G#BdWjNl1% z<`=Jzp*rk|;K!j%58+qZN)xGFvl|jFgUrzc_e66$BuzU_(ot~rlt{H$WiR!+0aqu72cEVJlkXnAZka57x@+J0 zVYx#Y$59Q_7Jr;P)rd_019KP!ldK`709}6Udb0UC1zB)CTT9d&{7KNLh~X6Z9^Gla z=|k;w=CJjyMW(ud^yu++SEuKEBpbJ9bbg9eV$tmBbiCRr$G6% zjkToBg*{0qiR!U4)7nu&1>+;5`DAM4WPz%v!<1O|_IYKQxThnU*+_9{fijNPVo4I2 za&aKt1}>!LgGIiXz~mU2UAGl(-q=r4@qlB%A{34cTW}WQ?R0m?(W2nBBuE+i<+^hz zL03p%8yZ@7x5ZdVQq=w-rXLot4MVThv*akm!9P z6j~gFs4y-h%?I3fa8CVZF(PjGTWB1dLfG{t4Oc1&*1~DY&Y|6fIa(Ho9B(1nz%2yU zVNaq=sW^0C@pen9mAkj=Jh@MXeF-gaS?G`M*d4BjTL3XE#u45hNmmF=Evu4>_ z+oT1<%6*Z#0HVcGe@03dYTN1vl_{tu$THdL9nGFdQU|96mhGoG?@A|WanE;>Ek%cB z4Duxr@%acvAs5z3&-Vrr6n4GKFA|&p{ygozXAYKOIOClfEs>~^gOI5SG1KX_5pp7k zo$7K2p{So4-1s8z_;N~uy2je=?G{bGd9j=vN)TG|De1K6vQ(#WP4y9`8LK(DNRvC0 zc4>Et6`Biplt#*rb-1)RF1WBMiF|sUZ^bAq&=Ih)kUN)vx_A~}^xI1~tsVh1)j`j< zEX1SB#7~_5vza8|A;^dmp0)m*TWGsBCeM5{af+#~cY%BS zkcH@Hp}5y8)qN(Trs#bJ=@=LqZMO;M5@muj9*0P9g?=lhmWyN?4I?B=Zl>)*qMZI=dpH9ghm9^{1gK4`&;^R}h#JCp~3oQhyoLP@cBKvl48<|rWE!NC^ zP2^42a$=J&eNQ6t>9I(4x z-j|(SPW5w7Bd_~K=EOzw+N$QFR>jHqW6fmxZ3N2BILCWBmHSwr<*tn-+ZMW-jXre3 z`P)&J-Op2@pYrETxe*VAz$8^*3Oz6XV6V70X$w?oL=cW>43VTZ?QTA7&P7s9C&I+Z zP%J6{Lfig?aG5R2j4G!z#zhB~t>0N;x1_nXAXT|53Yrh!fagh2_`>fk?c)(HDkM0e zv$}}oi9{dj_dY8`SUOmR_3hkGw_-Jdv!@Yk{kqptclHazi#gnr0OtIlOEh3uzZtu5 zj@rREM!Y()uk;xRxw}!ooHaDH{Y`2oHTM#Kp(%+lm`1i_H@098 z4YZ{G%`3*rQ!2?>I@jaZ7KhuXjmwwY@zYjoHscrHq?qcqhYp>)qhAo^Mt7Yl1On~t z>Sr;;Ez(O3)pJ|zGp@eRy5 zRXW-cZjluA#X;`AB!v5D|I8CfrC$Kp3}N8r0$Itn}KD#2uofKIsLrb2Gw4 zq-YEPy$4AmIiX1HR&x@QZhHuc+OPg_SRdYX$}F_Up${tp3((KIL&Di1DL~&&k>>}X zYx(qeV?lb4`4V4kch)Q6ifSr_IqcYw^LVjN^aIe&amvaGPv4`y6ou_!t1igv^s0fe ztxA%sz-ZgX7){M&=lr8Pj~(VlKP{L|wXjm*g&jlWAqhZ_`{f6o9af260N!=3<-V`w z8`(qv5l`GU2MnR;jft{==Og(YS=yd;s(r@P_GlMs>7GyZfsa!AI_hJ)JW=ssAws(h z4)C@qD6A%2tt5VS5efr4Qc4;9RPp zZQJEsR7q`BD}9%~NIUaOmm7X>rU!F-(MGEIaOx+QZycBJJD(Fk@Oa-xqMg1tKzfPq zGJ^F4Pi;SOW8U$d+VT$F224pbWZQ(H2<`;=@YNHwt^Oudu{?6S1zGnR|Z$$PJ2>Uetk`4 zDodX~(#(8rDl7FEo0M_Ha4dRD)7D4p=$KPAb_RvrbL2xFsMiLLYeqezM>-JT8mm+m%Ys80 zvT9>G!FI^RAqMedX}fje$x>T2YYQWytGe&f8+r0}S6_>a_+Ahls~x9%%^$;OYNlPR z+Bmd&o}u`+z@ftQnXf zbo&s6U0Qju_xKuvL?jyLt8h(BY9nN(za}M3yRwa6O=EQz|pgn`> z4>Cz|^M$k6-{7KS_TZSDKm4R?pwl0b$0U$pF8-%rgly-hKO`hIR6id65&cG;2jSmb zq)pMdgMTXovw5-nDJOs`_vbWjC{lljO#e6GNh~gv0HyEs4dTgfBxB*<3?>&s=H)-? zHG*RV|Aieo3yiUG4iY7|b_!$GoVg)2{U=}uiQ-cIMJ&QZT|=$ZT}`KXp%fu&v_!1EFakW1-_82u(bqarLCvXe5sRMSwz4h>Y(1 zr+Ob0NXqvH#{{6N`m+DS2`8dxOSJz$TjD@z#Qjf={|~e!qifodKNTS#jF?>HSpZ2Y z{EkwpSs?zl7E1lZeVnmG4MHpy%xh}YU$7)dPsW1n|AHkQ(<&a_@RiuGAk!HO>o;P8 zKP;uD`4@YMg)cA}u2D*On67N6me&X-HY~%Yf|$oQG^Rv46zT~Rb?QZl(L^ZHQ>AQY z)nDyxiN|dS|AldilI`^PtC_^RC>+zjVNFITAXUXRB8m+tLeZJrlct&(Dd*Jf;P-;6 zBe*1jh(R!+!Y^}T?oJqHQ|;UiChsQ4+US%Afc|Sblk`c9a_q5_KQd_^ixw`|y?ZZe zho9UN3+72iVAzIh2xFgVrkZKL=QvO6Xcp+<^wy)H2=(Xu$5w!UXa-Dy^aMTHn!k0- z*M=|B9-f3?rk%Io+`)_5eMns&L{cB6QU6w;K9qT;Rdfc5w>^ix?cKEeVy~fX0UOkE zE83JKk+J2~BAn`ID!{Or!LXf{ zXZ|*i*;_5A2(5v+N2zmesc?eSc@<6+d1_Zk(-Vina}?I2uzO*PJLHk!HW{9dyFo2TPu~@}5-q_3zB;!?26yF^dqS zj&pY$O+%{yr>LruR`KfQI>Re__8O=E@-OlK=Mn)Z*j&K>zC^%(agF}#OLR>T1O0!y zM8JP>js9Gs8G6wTf%)LhzwuWlAzgptuki2+&2WTyp(-12a+c~y$*Gp1(`QCcbIZ2I zk+Yr`<37mL^YFv6<6nfA?}$bwJLA{)_F?x9q`d($?Si&5mX~ zHyo4KO1{5Xk5^v@K7T)CtN zu^m3#o^U}_^xB80U}C*6t?Kphq>t4w2>PSJN^{hHc(nL<^GAc0L6aoa=uFwjzLwo1 z`!{-YdWREd6Nl&C`3@X;vU%NdXQ(~>ZW?EShMt*T zU_oHPRKjPC=mKm_Gh2l>>pwLmo6@w7iR^|i+$<{Bc58Vu4339g)*%*oTSa*@ef_E^ z*wln~zM+PZ-gwwXfyK|t%_Ync@0kXDz2jlB$=;H8jtszyY?ikn>JM@(NR_|~nHW?MmV77qVkJ}ur{DmV} z$wl-^(r{TQr?hgjc0LQbEvRb-nE6*i#;<9`E2)$)JaUdRpEpaX$1B?D@8S@fHRe|Uc>I=r3k7}{6 z{(Mx6NexaUrbC5_vqrylbsg4bc&I@w_AxEa4o?B|d%1{EK0dxancH{GXd?oioRHl$ z%2daco7vF7Q>e&(5HI}L(TSHEO8kw5JL(db0*6jnKT=Qrvupozv-)Mo?5|kt2YI6h zQpXLW-#R~k*=3D+H^i2VX)POotd4n_xw@mzt@l%zhg3i#8*r|9)!n_=^~t$W1VgwC zH?%z|CB=;CnY-Owj;m^X{gf-Ur>z!Uc-x)a@>E^eT(H_EhET zRCFyT=kP4OfiORrHpiyI{qC;lo@pejSS_U9Yo@HGhOA;*AxGS7BC2+R%!|`dt7qtJ zBV^a_D2Q;}1XyBNdc2g^owzFJ9d-0ua5FP!1$RPG@0I#}w0%DBn6z(CkSn(uWOxQR zTt65JG%~bxkA9L*a^#Oj#b!|BpEV`?B)d)%^Jp#ZyC@Np)gv_;w`W5-MCKzljrK#L z>iZyt8JkA4p}I_Ri4X6F^##}JzcUkMnLnB((N(9A_z(zu82@pMVPpN;fK*q#3#1@w zUbz> znPmoM#{(uk$Q25nc?i{>_%tM4QiTd_ostjNQH-B9R{-?Z{$onT%NWyohdNS{E_uLo zp1M`-CK741eP>W<)2QkmqvK|Hs5Q0C+1(;c5&t-3p8oU83)~W_tv8rO^7&PT<4DXE zf;BOZ(A6B7Sq9@T49(30ZmAbLco(vz2s^3v?^Nlp*7K+$hpRdcL&5PJ@W$QU??qDb zepec&7Q44m^bl;IWTTv;Gjn2=OGpAS6ZYv zJ52(Sk#ApwzX(%AlE2|&&>o}TVPBO z_k#pNF4B^4^0i-b4P0CLtI$X;j6l<7IiUxc-i6XW5cbW#3lXoLl=i= zedjvV?b<76$*_n1$9As44|VY&%?i2cETQjta`$B3E?FMhyVWV$ zy^d3^x1W=Y6x<%JH`+(*!AK^ui4v6WC1Nw{kYytDmI+YZ`#=`_oOaj$S?WTYCM`4H zIvQZ{d4W+=LeaDrsK)4$=SY0XRVX7-!~XG_11^|r0fu5EhoUsRy4JwG zO_rV~j=l%!E7X}Olj$+9w?af-0r@n)>6v%KCn*q@ospoXxuM?_WK@=sK6OApiAyJ~vjhC?6O zzp4HRN!zA+8D%irU|Cmrz<78pm(`mtvzAAm#V_;Y0{bNacJA4&`Ohi0fg(Ej6V_3l zhTDDU^R#__ov$a}^OoK|=6+yTaDS@%*fH|1kQ3p_1oi#=<E;}LYq5nM6`BA&;@YgRk8W=A*Qj;O`w@vR*f6ORr5Q1C z0TuLHN7r}y%{V1%5_Qs`D`jQeaqWRje2T~6Opn{;{VE@^c4qaJtISrA%9`qtQtMSb zSzjyEuYQq5!?87myJbLFs2_G4uByMP`t7dj#Pwof=j$u88jEnPsR-0w6 z_2|p4Yi#oUFg@kFF)9{2FunZ9{%3Y^>l1B@CZ{NjdpT7x$e$PskNKa29!z#Jnuh@g zvof+#F|ePA1>8L*udt2#YOz*7%N9iUB)r~kFxCBZ*n9AanK`Q@aA8H%J1s4TVg;*K z$piIV_&6iGopC(qv+9Qm+b`XaE+s?%g=i3GmDxK~>M4CD(eL0@#sgySPln`r3Zk^f z==2r-5qQ%d44e7ze}xlmxG(1~8M11hGZ^B~@Z>k1{CY=!xFaZ| zdY4-60wWx$HFv4d>bHxw6=X@^^cyr465Og6(CX5IOrB5<)VY79vj267qo*#JE_s5@ zOEPs2>}NrDMSpdK1;KcvT5=mT?s9L&-Pz5!yN(xu$w-+`^&R`OQjQDjiDSHf3O;(5ZsO$dj^-*$jM z!E6bXmZ=J$!4lr$ybXU+Oh$n<5P3gMbYGRG*ck9P`YEw3u-q*g{MHdOUYeNvsdEV4 zivYZf-(=6&yaBtVXC~azHQL>3ocZ~jr2AcE9q0Nc_BOcQHl!K-Zjz!|F3eBPKB{~+ z6+|K;4%TAN92E<(a5Ww)I)EdDnG}Jd2Sl;*oh0U|5^|ccIh~lR zpJft=^DJ%FTO%|a7R*h`(M#B9lV7bf@fs=2Fnf%y?Gj+YwNf~D?qfXB%362nzs1kyDpxDzg8d=2pKSGvmf!yluEEE`J`;?e#Wx4|{3C8( zA5h2m`ThF9)G8TbkpeC3n;y}oE5}`({aP|_r=rL=jrV6-ACq`{RmDsT*B@>Zki9r! z9@`H(=zF@?bD}C4-Muw8RL3xuS(EW z?_X3p8`i(-Z7^9hZ)_H=!9|X0jTMcWBucd!o@3YTa&I8OW7@%om1vr8@JBwY6({R! zA0mp6nqpc@ zkh!G_bsxk>L!(Gsc!R;okbXDh_6N*cHASjJsM*M?>+<+bH^cWj)(R#obz*cFCd2jc zCB?Yag!;A%ZF9KCHctMUf+F-RfmGd=jmwi#kxkuZw?M_V{FFJR{UnV-MG(4CHf~pn z&yrz@MMmV3Z>UHFiX#W@sO@}9%wRpFXTxg2X;@KdH|!Yyw0#z2+zWr-Y1LTQC(u_~ z9Px|7BkMIYAh-8$ke%zYFIuw`SZw-{pkx*9(!@n>mAHPm*kNjs>+CR}d9uD2)1`9C z;R0#UbiO>xfedeHU0xb;M1qYhHW}Y&?F!e=xCN9Ouo-+Wu%pR~OH9;UTkcIzkBd99wmtDvwuRp5yC5Fxv>AW8lSdBE0%lEFA;AV?Czz0x;}Z;2eAj9ck9mi4 zVxZOGoC;`>91HLP(_e-)d{?p8wx*w!KmL8;`j)#N<8pnF*0MXi^rl3+@u<40~*))T>q6gRP_T_nS=6cHDdS03a+b@+?D)# zT^%>1_quvG+JJE;N-l^S!V;vZ+;192SZ2+BUzfk!^c}f|Ym%H5MrPR`f#`i*p}z&o z=$S5m1kCq!`ThtnGEwxEzf`R}k#TKF^yk5(09t^DrIe~QDvqk6A1lKnHB`@2@+7Nu zlk0?uaxI&RX7^=@>JN5tbU#+9{(3FlpT4Db(3E%S0F*XtBerm=x*b-Ld-K9HTF~05 z^xd49a&VtGD#X8H%GHl^YrhNPnOdgh(PJ7(*G(QO{lw1ZuwTtz(kD|%K|1W`o6F1} zC7(2#?P5gD`qf`{5y`pxLW%6D#2q=Nj}I=dXnGvWLZJZo(WO$v)+CdyJ42p! z)fdU0Y_7DdoJ<_AejnnZmz3T%n=LaxD7@r*o?{jbdkM@Q(q|fCu_{aLPy2~G>WnGB zBA@-}5D$ON{zD<%^^{(^Hv5JCKoXGKqh-ZY`Qtam#3p{hTDE1LuC&pW!&cadZTL$z z<+D6|NP`02<)i3}AEQO*pa9K1u$IMu?CR@}Z?(jEKBje5boD4*AbLiQ_bc4}Mg)`X zNj!vl_PBDIYy2a#qd0>y(Fs3A3vQ08tNKT*XTWumMdCNRsk&7UUgFg zu%`1nvMHbA&!=?=q~=9I{SO*26XDMKq1a6=udAt%yZ{blrK*~Ibl&?WWV-{DtD3B8 z-hJw=IQSOIOlY5OTDLt>at#G#2CwiNd<$MR@qQ1=IPUjZX+Yi4<3QQR1IU$&1IXDe zKYu9&`YfV>;1xda2q{3B{u_s@T-y_l&oF}xMzjIO>w*3iZQ#aUcKuhXuLr!g%)zzY z9C*qc+~l9i9K65Io68(zU8k>P4z3Nu^}&6y8#}raqWTbJ2x>S_)i_XT4mt`zgi-U& zDgAe=G!$9fOd?~dSKvX)ckY_ug&Dm-x?3uC9m||@2G;y`Ur`>+K*dZ^R_ImLglur; zJ)f#JH-qoB$G6gd+1mPb8y^mBkKb)rmM}}1VB=P)@9El>IPRSi|8y(oVV`8o<9K*2 z>1%Uk>X?SZWML5~E%VSMA#r7}|nmpzc_L8l8 zybiB&h8@di+f0vO^4Hd*c_wMlkB#%^L9erFci$6J)lOGWH&y_Z)2GJS1NPj^1@6M3 zY6=^;p^^-5W)*4+EcrFwh10yU)p(rib(miQK!ena66Aa;yw8)u`jL>R9)FgIAMouD&Um0Sk|ax)alMK0?n6h zwmIO0r7_SEA%4OQYHbsV+MdU>F`^(Bd#*NUQLC)Af@hGOcYvBz(Pu>W|3=NJWc&K% zSHA)Wd}ow?sZy%xU)1_pS7Q&@&q)1}rBp^&l7j+A&X)Z)ZpOa&!Czw^m5%$b`}t8}8k0$V8=| zi9&igHv0kjBJ8I{4>$Yei?E&+v7^#;w1HYwc|n4ZZ@2|0!vcAuqMZ6$GiH!!xQ@w2 z>$o!9ul>*;#xAyz0pqNtylbFrjWW5Telv0dybx~Ya@0f1XN50Z2qUxSy{7Vj36Z4b z07~cjA7x!=1B-tofTm1&{NLIp2}or=)H?K0f0GXoyLPO( znKmi8(*{7kkc^jWNbO_T2Vdy`Gz3?{mmRFp?iVKuGbiS6PFL5aql3<^cGJCQ3+Sb; zo*8~%K>paEJl|)u^VVq@A=*!ayokw7PF#bj{s1b`UK5RZ2Pgj0dJtbHbd*^7vb1D0 zA$?-1s>aHUzTA$+bX@4Ov#EfkfT_Sk{?m#cBB7ZjrIbE3XI3<>u+;*6vl! z)d(GG(&*yyWEU0EuIAcA`Q&d*^kzkhFYbCpiaOCS9Pw8?R#vA6a+&#t`{1cbw?PmhwTC=Fx zBg07pZ0dezC#?>uXUW@Bvzh!W2rnQ30!dYG8IA1}5&d#S6Xzn>y) z=(<@2sy%O(mcCe-V@*Hze&iuv=yYt5ztuRgz_?pDLr3CPj9Yd{{APgI@SS}<=_3dc zPusQ`&a}9;{T{|S1Jsl3nvo^lk`C|NvDtw4?NWFWfSPT06Fu)*6zr0WXI8D)d#3<1 z86GRL2MlLosGm3Lhkb@!D}TH~vr4m?vV!`prmX6%pnj`*tCK6J-|FP*d)0O|CY|l7 zjO`t^8d>WAA@@Xzcc%6qTl|OY?L{IQdSEWOC&J`QZAPlh+i{0r=}%#VI*RP_ufl>!W^b8w^NXP@C;9T7WyA%1&ss1wy8DfzuoA3G zTB%d!TtLiye>W-{AWE*C*@0(k_f9rC#w5}E3X?r?FSX`_LW#KHRHc-TVFD|NPH-9)`Ww z%&a;4?6YUqUhAD zw1P4I4d%-UI4b4`U>r-?gVn~W7ts{coVYN1d|x6&Qh6a>iTxhWPxf*{uKBJ zKSaWpzRM;Q^?82N1NC@4Kf7!jZyYw?JeQAELn-v;sV%rIBa-zr_eWZZ&|_wAn4plVf}L6MD5 zX(m^Ov{I0c%y1q1OSe<93N-M(-OvryBHGaN@sP6t7x(*S{>th&8V0NXtJT0Sv#mh0 zfBw&AgSU<2|7tavWtQRK-)RQ^MCrd*%OpLELB<;Kl#;H3CRRfAc-U z-9A=L|DD~vMX32FOO^@iv(gEEjV*NzKT1MAE>*sld=nxt%R$Q; z0clRBQy2Whyzr2Bc6bz}?6>S{tsJ^GHNt)_9mU$Y7F+SWJ!-aSP}MT7eg;eQIC03L zU$^Ud?cA=uYnR<~HPLN12ME{H3=V4lG~AwqNk zd8l^?3Ns=^kNoZWWwR#+LDw(-@;iQ9#lufV-eUu|UL(J1+vjKXKDQ&(b*9AN5So8{ zld!GvJ(ip^%~a#K`S;|P45gD@DOhlU&QwS4mwZzW-z}@+3wASp+WWe?cRRKJv`8y} zJJ>HdiMY9MtTVrv2bcPM-{yUTdwdrFQU-sn(H-?zxcy8FrxEttU-)3q6ECnk68qx^ z_t)@vVVkwKrC9mWz2nvS9ub%4<=g^qdlJzn`Q0YY*WX46?$KI02E~>Xh0!Eyy_icDq@pDNorVA}bLd-O26a1S`UWx27)8fUbK+FCwxL5d*jh%WM%NVt{2u+ayE` z;29Bl<_AiE{wEo6j1&=xj?e%#cSObj+}lzY?jqzHX&CUZEPByscbHrxz@Xyzn{<0B zLLog3gEWFaQ~KFIoc=#Y03u6@yD`7LbeVMf{BK{(84+pl`@kk5@*h2fGzMdmNBA1)*#^;_s){JatO%T|vTeVK05_*0hDB8olF<%=dOt=X z)H`5u;rWY^exxoG|EG#x=Z`VC)Ow^mha4>;w{SV??`A+6up0p(eQe=+s;{au;HJ3L zW>n>}CJL328G+*p>GpN#ju^@VR7%i^+CyodpgceUBa%_5s2~axYR#hJt}@gGak50Z zef$qjLD0Kgb26dALDumF# z9cHI(=9)4m#zKqgwCS~k4nOweIj}OZ;@Y{+E%yVg65#b6Ao2L@m|gU$v-Ill#L!uH z8mv=%sC0E%dGV-fZNhf>N2$U>+}fP=PPNWu*LY3I*NeuW6074)IcmUFb}%_BTj1DF z5gnLsk+v*@uA|q^w`iyHUM{xeO@NvD1^K3|8>`Ky$jV?nIGg@w309hGEsI4OZjBe0 zd~8Zzbq?13ojLxo|u3r z4L)z)akQNLRvOmuBMhMIz&V2POiypwRj0@K8(8*tkIR?fkzQ6>>Qol57fpscj*F01 z6i+q*{t=tg(cIm1))-4X^Ki=pO4Fb4t^$c2)$#9k&c&A^t6)bA-;qJ z9g7D>V(gXZTb`G+9@}ijp37Ym34%#(!%vl=X=Lpq4CGRVfPZLTLt`c zKKOBU7wWvM9k49AKB?0?IJmJ;!Jr_$F<>26{*xo}k}EQ%d7{K8dfZa~yDB=)8U>}L zOr1I@rvu5F1)Aki12u0pyT2fzwF<_TBYq(xxZs4f71nrx)^c;(3wnQcnD-oQ*^nYc z5r~r~+}0HoBJ!DDY`jm(Dev(u&S3kDU_`%9%o&0k0Z7a!B5NGnH{s4f61V|u_e*_# z*D8~V6S3Tjc8XC#Jn-C^E^ep~MMzCzd^QvINCIAW=stE+P_xPYRsNRmSK~f1Y9C`6 z6FecaK34&Z9@calXU|(DHQD~Bfd{o zjhvS@;9e13(yOBf4T;HBP*v&mEsD6rsx&qjZ*;G4QGkfQFv*3_&_JjC zZS6Q2Xn)S5=U4v2UweB@-X&%n&4$?w_EL;V!JhzvpFHK3`+H2iEWiHPC!qdv)vM>c zN57VSjKs^=sb-ZNwog?pf0goVMDW9sq9|*6+=_^6@Yuf7DbZ9%3co#))^p#YdWRxE z{7gsVvUYZ3$cG|zV}HWQ<6J_h;Hm&Jk&sQam6g#x65rL8m*NK%qYfvU7siM6A4c~b zu)Zn)cCIL&bfp@oP`0LXz7w)rTiqDkf&<8TdajOjS?CW4=^$7rh;!kP?5CQqkK| z`|zq=T4UMqIRDrhbt;v4o9b*Z0F3gmi@{$f-i@a@|5)pj8b+-3Q9yCs!CxjKm7@dp zjhugnVXS3mr#)fmN2h(*$7I^ZL=+Td-{3_%Uf5g5Ld5a75WB2O&|jM@&&MY|p-)6PGSX5m1$3woMT@?hVTRh8sSJ&fK8^KTDW= z_KwK1TntWI)jbebh6{V1e<8s%b z-ExnRgPzk-!wL6t4{lG|^2dbXmjSrKrp7b{^V2T^HqL><)YgqQ8sG_YrSNH9%2ei0 zgOaN$z8;Ei(gDT+JyqMS3M0dN?1^{-^?s9B%Z@;|Fo?+T`xB8t9gpSqwP))cH85H_ z&Yk_OQKovacEV+9XG`aNzyN--nNyl~u{>SvIJYc%6=!6ARMn`xXKA-+6qS_j`Gw|! z6m3mnQ~HUx`U1F#nKD8z5b$C?4j2)0L;rC<>zI*jwsKoxr)L{-$$yD@$>6w?w+-a& zOqTh>>yPFzKMEI9wmsW@w)+5VreG6rNjQg`*zBIQf$)o@b5Gld33|Zm9BCK5o%S9O zcz$;m&BgZ|Yum^)b1;QY-asL(W5Ur}WdGTGm9SRnYB7*jZfi+SpKn>6mc@%ak z6~T`yB>Z)}{v-7ml}sazWM?rmHid`Mml{W6Tg1VvLu)_~fOqOhTAJ2I6|{K4e-5mf^f0Sg#{Zjqoc5wEj#+t2|>S8m_So^PJc=sDfp|(65omcOHZJ zjq+y5^7O-pt$l`Jb(E0iIFoIX?rq*^XY^%fQs$}vtf~kekvayE{mZuG1?hlxRv{k{ zC&f$Ccv~gkHw(J-0r~FZH(l4Dge7MjMrUfQDsQE#AT+C4Y%7BxC+l!0Sc6+x-I?k< zvgVvPJc3%r)BXS3mQ!}w_D_uqB-bzp#1n#fr2aJ&Jqr1b*fy8ZH3Y-%8X@ z!nf4gzZBLa2x+ZUofX!c@yOmmV%teRV#H+-<^QXTO$ybHM8=@89P(TR{7dhg%D3QqE59^(9RIhx&q*nV&E?=0{&ktGR8fVJJz$siqQ3v zhK03qG!bviJd|>#sx0&OSs!V{3AG_SEAzv&oWJ43;c)q#RB^4!4eiQl+8u3Lgz@U- z9(GNEAn*fyeY4)&4X+Qrc$ISwtYOuh13E9550;|NYcEkZr)gLg;L=+nhNrYwjZsz} z2kHZmlMbuRuIwd;+7!2n_A?MLFs&GI8X~&eGF)ZVlDvdRNmGiqo9OxV<$A60psCx` zKyA?*pxw5@*i3ibqQrB0$m*fPT5b+dI$x@O)dz0c?=W91*}%(C;xh+E@xCdH&OaYL zYJG5)$j<``nl2Vx&?IGVLJHnYC*>Mjtt|A1YfMFbq8>k*YcJ37V~tZFsd?@<)UP~1 zJIXb(-|xXwJUq=e)6Lx zBhQ>y8%h{g{3A1`PWc^>ESk%&+;sRc$6BZ7cq1HkA?1{?L?ut60oz=pGBAI>!e{sS zWbFI7GrVTs`IA16h9`c4>fK% z9hqhqz>g=k@GO)|9v&_l%3HoFu`SS>Ff7h1qNY6Lx#)=A=o||Nh=1f2(74 z#64OAJx<{vZE5^u7upKDMg8fd!VQ#dJo@GAyF5!sFtE_sXxyTWKAU`26)P$nP3| z7!I3$PFzDB7L6^=}(*MH;c{DPU-mud^k5{ zOa~tsaiXa;2^#r_b#D;yHX6!L+a)fufkpN_eBBwlM_sy?-QgZRlWw&=Zd*Y4QH@Gp zMZ%y;pQOe&+O;>YQUi0-M2^KXGroVG&9byqt2A%+cj%1HgRiL8TB@C`Idl${m}`&n zmRF}*I4~!RzDw3+mTGx_U=5$81eAf87 z(Moi2`KV`BIp;ahG8aYvja?B)stxFgs5~^2Mwg>5vfubPjJFwIV%&346UH;2ze61O zVoM)`{FL=oN&?55DYD0FQrCU*NNJWY5vSO0 z-6?*GkSm9H4FdYtov|>2{n1Y;-@`eSDW@JO^PRy2m`uxEw0g-=@)ZOK!4R8wt1?u<20qw95$`@`Gzl#=@x;Ysb%z!t-}U6)?hAvN7*= zX?qTgLOV*YJTgUMdw$@2-3Rmv-bTTrtkwmx>+FHym+WrjO{1UaDq>FcdKACAIn8D( zyn0g^WmR(;*cg0X!fp>08fW7lxpnHobw`n8H{5VeIqZSPV{tKDpq^BUH%O^Ya4cEy2UcoT~GtV1r? z^6_o(T9%L`GUxDW^__aBJVH0j!Z)5S7^Twf*)62ke8PV2ykvut3-4m2TD>sQkQ|GM z74D^fta*0InN0aUkNmie^|t1Hy3rpDT#Q7codWG; zRIvdcLXscEN^YM!1rFb4z8xXhpDG6A?k*Q1wISVaH)P-K!=B?lu?ReScwEQqKD<$X zb98{aP2X!|{6iE4U7WZ!jktC&D%U)5tQpa&(l)Ju7_Ds@Em#`ykflkesr7wGk`EjW z;0%w?d}~VBji?+V90dB5-N?vIJmG?9InrHQ6n;~QqWV43K)GT%53Dgt z{Fw0rG?Z}p2x%JJyV_4CB90&3T+Tm--4fZpHC=pv;`^BBw6tR-ePz~DN60Ss_qeXq zwoW@#F4ToLsq`KZT&;UWMEKW&)q~x z-L9scm!3wS*QW2Bb?6mnWwlKO#mnV3JJ@=6?FAM|WN3XTXJz0X`A}cj!lBK<20U8A z^$v%ZZik9<4utk3J%rPkYCoo)x!Y{GPCj((%y}RA-@$>fwjc zm-qHY=~k!d*;NGk-97}6)+=~d)*W$2DYYTz))FjqO4ncvX|HTW1LyJ=c7{4no*(LW znLpO1pdPJIj&CK3{d!wAu!|!9J_Eq5HA_S50tw%?3-LXQxN{kJj5DWzA!>x3f>mCB zs@h>!SJV6S5Hl3ogD0u|J~c$6U0eO0-3^yx{J?1}xypGLfaREaVcwF&(L)*()2*?I5+~Kk> zF}|GZ8D)3c)ou0og%2ftd;wxy?PNdjccHG)VvYOWn`CM_pOYbkj5@aosR)-Qn=iQh2QG&q@C{#4i3mDV&UE>X%g&rNoiJTc~3&TU`pFzKDq$r;!G z_yWDPsXCNhy~U4)>fXsZhfXBmYLv()?$RtUw8*aumDS#686n;KL|~VDYj7Ipj>qFN zEy$JSCj&uq2;wFuHgqPq~Cx$nw0leO&ermFGc#H8`{mH z@FNg29r!vHcLdX~ci_CDt%}D>PMm^*;%KjC1)YkU_I4uener}9U!fo1#65pNcJ{*3 zV%@N6LrIU&sK#LEtM@6B+2jMc27MV%=C0ixg?Xv|R@&f$amPBL)hD!eA^LA;AsJha zdgYhSH&$o6((y&l+-4n+FJ7=9J6k*qgKb4!dN<7-}T?a9u6RJ z`wM;+X$a9YS@Fm|VDzJpZGWcccp2GqFjZ>5>v~nG%Cact@OUn16}`h%8788Fdpy1A(U&K% zZgcfh1Flg&y+E9_=Y!6|^|_#I1MQIjJFRtT&5^XJCXFH4n9GD`It1i+?JxVdtnP`c z8Se>YsU|U_+xPj&udX|XRQLE{Wfv}MKXatjnOlU3)Z(rvPkF+HB7dxpdOX9)Q=n2x z?@~?DK|dGNsX2C113aGHLK<|NqG%IfKiPwqx7c1%_wKU0CW#siH;1@LMt^0YRrBn= zO4J&;s;}*w3jqKg4!3Z+BgU#nLsw?#=WdZThVu=z5zDewmv3mNG6mdfK502EhEy?< zPiJ0K^j=wMFI{XL>72Ou?fPL&#yX$(d9OUSzawy)IuKU^9ZHyl{DelsVTN{%DWM*O zoDE*bO%c~|6QUp^iWUk~RR`q(5P^Op;yOxFvj`-4O;ocLkV{gY^5UhawuIr&z~bz# zJYo36>tXo8xQs2|r;m<`c9^W+9?&)U@CLq!a(;k;8N~1~O%&&HO@)=j<7x9{k>|5l z65jjqZrur!9;IIrv>0~d7rX3wVq*pKdbpRT1XXM&*~OJS@%6csS{HrYsp#QyR(lCr=?)WSna>hANmaTX9lGVqC~}iZ z7dG?0vcy%GZT0K0SM}QhYlEhi^IbyrHKa75G@-1e>?P{CEBx{=d|SeTxrwZls>ESw z5Lug&IjZLSl9#9)6-qm7%|^|r!A{Imsbw#Aw42X};3}GF$6j;#%?!b^#Lx$9D&~r5 zfu<%e)aDCXg21M2kY|(Cl0%W#>+ILU%%h#T^Ds=sbRxqht_8^A(azbS2pcx3Ql2lS z$Qy7@Xj$jc&f7r?<1?vJoDZWYHJf;zEVjv+^sMTESE_uP&G#5gOWYX~ZqxXOMm`!h zA!AP{z6Qt64BZGXiEPQ#zhB1cm1^+^8{UkG;5C~d$R>8p)_o(~@tO^y%6yl`6}Y1^ zK={^SC|_N;rC5Mxbz;x?0nr8t&5f1m;mn%kZ^S=u^$eC0hcWMB_3ChB4ZLzbP8!Pm zCUpL^+ach{@^r>+S@S~ae2PE*d>QkugJs*h+eU0#0yVEDF5R-K<)#y#o=jkz7rF=T zExH)f=yhpNHorH(@TX}jH_fG~rBVjsuHM~M8Ei^YN<7cDPl(6kQA`xQA}O~t5?F9G zyF@47CL6wJ9%LZ(j){tb&H^($PNE5ApIIGF%$ZUHxZt`<ZRvJD(3Zcoye3OE1_QVo+K|1tc z&9`WjiF`XCxix*zB{Y!6Z1M%WCOv~Q-lG{u!flAqkSzKbgm&$ol9mZZ$`7eolK?vG zW4PFZyT|D$^5ZEa`t_?a?e)gNi%`}HoAt(tm!v|<50$ynO1 z+Q|1rk^8`R1nn9#)wF?DL%S}=#E@gQBtK}{4?DNsjGOZDYd*YY4R+yboM`T%kIGS4 z59?@shwB){LXKv?g>hUJvUzM{hqu0~FhzkAAA2qM;6g}k?^UQ)d%gDohJx8CuE@_Z zsN5Jlxr*w}6CVdGU{{eppGkBOt8sr>eUGeocI=L3E6K1)M##3}!icNV+IhhCMK6k* zHI2iJl^@C1*}O)LS@~WshqpH}wzVaF(40+ zZRIrp-i2&!j3_!7TQ1LM0aw!i@l=kUM^8eK+HG>)eSYRWq3mSjN4700hBvfm3hB8R z_|j-)eYpjYiXhiKEy6gk#n{yTnXXmb=0&`)jirj08>K1;USQoi0Esoq|YK z_0S^IITaNT{@NnM86KcAqbcaD93u@e^1ui`>=h8}$i9PosY$T~7|M?jxYwe%Yr~$u z;8m$V^J-xb8}bP|&`q^2Dwi~6!mi=NIdYveeLfYH8_6c={ep2Kw8A&KlU_DfT<-ch4h>=S|4BVQl$B`km`2 zW*oeUvNsPO=(Azk0M9tq=~-bZNc z#4)7AUn?nG3}5ikkJBYz=PI!!srw{|V&Jh*@l@c-|6UkQON&<$!_giM10|4^ze8hN zhYQx_)TS*Ai-9v(oHF4Vpk6BL%?m@l7{sPTjY1p<)`3)Y((<>~T5_NBZCJRJu%nz7 zY7D>XC)@$V3l{fev!PP$QC^*jloX=3K+y`^-zmfLxBdyx5`{5ZMG{n>&qpx<_39%~!&aiXCki9u>SFlUF%c z_UW034(V44=Fe;mttMi4W#eCa4WoH#;Je=V z_@Kr*8~RPU=^OZA*7w#eC%!K1Nl8N5mQNnae0vC#Y>#oh9~PHPBwWASqarM_l+{lX z&W-F+ZBm;?b`n8Gt3lmbHG9nUcuXrhYG-rOmAT{b`ST(HrjD87@;r6Y3f>5qHWt_I zb%r&9d7sHqixw|VU2HPs|B(p%7glRz&TUegW(q8@(sDAwe-l$&`|s;rI))=qMO$$B zrY#f&AMv(B1?2_>G2(5|60I-9~&KSLM?&`YC!D6T9daK8eYn4Srj$26G*%S_iz?Z|O9m_@e|A zs=uCTE@fA|(sl>;y(eCXNxd?xW|0L zv6QgFDD$?+l0NgS_8aY_|M+a%Q@on?bN5w6Thhs(17+={P4m+7^SsIZGbbl$`1I9x zQ3W6=TXx#y$ZBYM|2ZdhC0|U~VTT<57kYafojNePB85AS%KUm6+5q7`p9kTv0X5%@ z#xZY=FMQ7JSj5wdc22qspKsRaoJ?8~y+WuDgqch|u}W@TwQ==H{8HMlv1+l;>nd2C zFeL{6;?ys=sLC_ac`|lCd zT53NZL7z(P2O_A6)c!XFRh0taDj;>10^uqkm5>7ADj+qK0^uqkeI*6LRX}Pl1>(3s zDkrrcilF9F`{15@aT|b(ULdom@kJ52qM3bV1f(3JxU zi~R6lVs-PBMqbwq-8wd@4Pq-p39CU9Ux!!Oz50aIC4C0y$c~))c_STxC2x!B1s*D! zz=ELli>O4vzv{~gUCH??b;c4_!~dzS>^;8Lw?4G>Z>q`7_XW&TTXE4g^qaJIX4UU4 z8we7|c6O$Giinn^>xAz^B_l=L8~hXmVlDF9$oHpz0=2V@S03U3d9ks#Yk)FN%$7OEYLS2=U_O zCgcrDJDMoz<^c%#74L~D#j5n#F*BWp=d<~^M`Nb$(NdpimcKsgM-DrAG?DTlSMalX zltHoKXY2|fyVi7yL$qccFgDe2MV7VFUBzLk_P*+&JjUXaLn8uV^krz=WS*>a=QO^ z@S955mA?Jdvy|?Y&~i>f`Ltef6*d{SO&P6^(2|e+KhrG^|I%6bYGuyy zR(eSPGXL^f_r$yCQ~zoAZg~7r{LyoQNSD_&mpG$9*6yc>H;R&$QNo9vxzz>v&L$UK zV@qqJdm33^dn~My#?`CyVZ{|Su<8m28#_0HqH-G}gR_E>TuC)mi0K)L`8k7H{$$el zidWc1Q96_3=1F-6&u|A)T&=?qx$r1py4m02M;V@zZGk2z&_zp)JG?w)7>C;~BDgU9 zX8i}?bh#FV?BsDUC@+1vvz)|QeYWK$Qt~NoGaM$`#a^vhTwYq)*Pk8!5mPJeXj?!i zaM+-Za_6=uAzrG-&DwpEbCSay+;5h*s1USJlFzO@cL*o zMCE{Ymlz&TY2T8slxDc(sbJbO7^NF_4Lf`5r+kL9620^h#I}M3U|YW}Zrj z?PI1(%l%};N>O+ytp8o)^=%Isgv6@P$^b&5he#qx5h0;=TR0OTVGfAxt06>`P(idQ zf`eEhNeSfesJU}m)lZ+X_EyaPHK?NaK_IVp?uc#^3E|S3x|ls{FEM54h<<~nu-0v1 z>Xl#|DRWM}+{6cgiJ11yX!Ip994b8|5(d(PyRew*}0oeJVG#VD*8l_q%@n@L4hX z!putsYkpT=@%r}Ut>5FY2G&sgwv9P35$jivG-{t>1WkTKFd%N8Z#k%#76EI&UIev~zBVM=Rfl>Txb`lBp!xf~nZ;&Q5X)+ril=V5sED?A2_dHSw9r#}e zOfv=6^rfP2q|V)@q|$5REP>R&Q|f|bX+I3qUi%AvrzuI9>ba0$^H0MmW==XG5{Ej6 z!*sA_aJ!sATzLgFK36B_@(8`=}89gbl!}=U#ruYrj0*t`?l$n_$Jd%w4@$Nh-*8CwsFf|KXGO;+Ho` zZM)N~wXpNfUFptgmfDgkg{v%6Ae=$u$gPu><RiOyAe^RNf2nn=NU!yI6I zF*0|SviLO`pWp1Vo2z65=;%E3Z7=X>?L4eh+7;jXwixrqqe~g|i3MG{qM<3V7i2&6yNkAu8NfCr=x^#b~W@)l#$4!V4IZ8cGOr)cuFe-eqgp-C_$OkvynJkedaFMQ|J(v3-gY+SR1N5^LQSs zLV0Xg;pRS-XKPi&b5K&L{dRoo((*@7OzmKBE4yfC-WGZBX1CMD+vTH7*65yho>rx~ z+8h154o-=#&34P8;-yz_EA1vMa|AnIcbu!qY1N-kUGXGN_f8J1nq9)1fg3tKW0yB> zpkn-csB4Xe2zA+jntz12<{)6SZYP2+!!#w-=N&4iv^e%{akL~R-CEO5N<-(`Ro2Bm z?`T~6Tg^Y!G6m5M3C#er94Y1)%YuA*lK29?AYMS zC$&zP8FwmSvHuA1MgOoFfDAR-&22Kapj2s)47H;hUvY;wq-_;jP?%Ktv`$32jUwGZ58C!UXEdOb^v_va) zPE2wu6*5V?9e$tPZ;_M06&Gn{qZQ6pFUj2}68k=>#N7Ka26c2UoOG^zzm&xX20n+V zbBagsqp?I52lANw_|;QIgkQbzYZ&eDKyAk&eSaD|Y}I>=^eIulhj}Go-vOO2LZ$;; zC5p6DsG}8O!Q>fO#apZQmqr@AELifRswnWQ)&J}n>N6m;GuNx*B^i099TKR`+=tuw zO|=<&eFYZ8U&5hFiM4Uhm@b8zVN8#lI4eevT9}u!l?2V)z&pW^o^Fikuh{8R3PE<_ zf9GE~2wXXUCOe=I0=rTY`%*!Us#47ljZ~#0I30|X)^^^2)NY@bzxp!kv*Dmf`0UA>?SMC0jXC=|&54tM9Uj%g-H$BK@O0ea#)(JKHCx(+8~ejH?h`Mig?XcDx!G9tLnrf^B23=5d*xvs0>qWNxi1TT80aZS zy@e~fDGbJ)RBa`aR#a{kFIQFbUXkr*x;mO&3RHj2O#nPED~=MScdjaWQia@RKl>@@ z&JwB~qg<{tZZp1o&7ccT$P2EYQry>3u?!+AcEE)yIHB+XIw&`||CorETWLxn5~rB^ zu*lZgJ|iNc4}3wDoKJQ4F~RxXr!(hr!sQVdHRDuMIN#2FSaNJ+IF8oKFCR>pjugnm z#44$Y`+>k@rW$S+>gcdvB{IA-L8!}cZ=kyY}QFN^C8NRgK}3p`8kaMLtR~g z8kalWNuRu(gLLN1A>DHf(g{rl11b-Dsvk7&oR7@=JuGl>Fe6(yUVC z8ghiI)!AZqbXM4BnfQRwJ}`HN`Iw?69BsM|d>C0aA7i=()P#-0g8!V93vP=~1kuj6 z9%F7bOqPLF>J$fS*yQa)X;S~3mou(Da}7>R`H$>WQ0#qFGF(E|(`E6kc}(!3BZxf; zrFB7h46MFeLCl^HpFBYz*2NF?pCAzH;)gGvAQ0=~hqg};h;{Lj=-W9DHaQF}o(xj_ zF`w<+kb7d^(i==d?TW2xWK8&bKFcKty`8{alp+~GgB(4|jM>Nh=Ny(xFzI#z->;4= z%)TstW#D>t%jL#;*Y(FQU8DplSieLx6at5Ea!mS?TfN>Kx<1*j_+xII-!=6#aEjxX zuI6_uDZe_{7$l(Bza)&F>}UM$V3dIVQdRQdw#6$G-`B4ImR^0&R9>pdClMCdBlQH8 zqZ*if8pLC|#Kc%dBaZ`E_eWa1s99if)d{z&wUTj^6=9D)F8r+B8Tm4%YYG%aUpz9?CNgi+*bhDd1-pIbLzn zJ_`1pnkpPtnszkYbz+Q4%95+O$JOV^g56=4m;+fFl(NjXPW!g zgrgZK4i-0!-#;v_-btIE?iO7wrd;OTs%xPhDMO}onz;g~(JxUl8!^F5_&4Ja&kl5y ze=Nqi)Isln)jSb zs>0&I%XFeN8L>Wo3WG=5a@%wFJ(2ba<@Uv$Hx;e4s|bvjJ>F;ZwR!sv7<%q?b=MS{ za?wLj?xALqr=hM$#hsN$OVCa7>vXX%7(toKpA;)+DcgQ>7cPATbo}i2L@+V;h#&~F zRA{yZ{ev~Thf}H}pRMF6&Kxh}Q_m-rH>xYs1>b*PUSIq~D1PF~5s$OfS$v0$BECPY z!neKolj+fOQrsIBohvclt< z5Z+7Kf@c_da(@r9XR(C2^lZs=iG1ljf05@MmsAo7R@Xa{SuR807!;R<-t%XjR>Orev*#lrQaR3&ch%o(_isED!OT|_O*L+`yQvT_V zH1ucBT8^OReQD??jj+vP`L*Ju*3m@Qp%ITweWxrnVKaN<9~F5#6&hiaPHaPW#A-g? z2|(f3w2nnNp%b$tn7A8@g89a2`lxUKCl2$%zy!`7L0To5XAky#*y?rYh0OH zRmDOldF^}SmAXYvPRaML)8^mTU`xn3HJ5zFC8r0po&uRVT8X2vqi(v5(OZ)j9_amN z@X-WdYm2LdJo6ISZNTm9EVSA~N?_DN!fJHX0EHIPTU~khliEYjt&+B?zO1_RD17bR zkMG)RD&G6;5h%ek6t-~XX%nCQrKhYc?s;yb{{}N>sACJr=g*k&qeNLE0W;*JQ;9ND@=at|i)1s!(fc{vJ0nXPep#lhf z>m#7uesSszo73FM6JKtz|GI|>#j{^hxBi{YdY139m_Sqzr`LZ7@1#JS>v|LKwhu!A) z=C{wM6M6fGPCJoD9HH@0*+}^=`n`op7W3n2nqs32S^EL3HyxjSMZ`d$5)w ziV;Tus=YM{^V~c_h*K^l$fXDt$i^1b=m}t_v_Qa`l_bw~F+1l7X=Ft4?*woJV|MA{ zVy(=uC^s>BnCOxj#7GeCnHb<}X%Ya7t#{sr8r&*0nMH}tXXz-ASw>#CEyd|g-lc~` z9p4;${1Fca+WIDBshFZ2t>n(SDn8e`T7uzFalav9zAM;y4?QxI6&%%H|9n? zHm*LdbiUX8%FLtgIU!|hHTS82FcV!Ye@-9Hji!4UeNA_}=9$JIL6Y%eq@>o*&Mkyb zVVJ%n!4%`1;aV{bNL_Or>JWcIh#y0IBNtmRDqcDk&cY2|1B`KwV6ZwTP1nqwC2N#7 zVp?R3f{?I6NCdGa39#HK1w6_}Z6vEFbJQmoFqyl(WJ6>T-$d8_B?Jqs_?as$%By!< zLlLZ;3Byu?c&SlIVYOP{{F?vHPPIjH2OLDl zuLDehJMnbHxP7o)L^?zJFwStzs8-x@$0IHLP^v>B=fRt0sw$?8tiy3G(@H*9@tx{jbG%Y|FayxECxSZQR2;pd4V=e3e(M(9lh;#UzHlo1Qsklu&k4LIMH z7xEEzrrL8RkluMT=1ju415lCd$j8?^^)?^bAc;0G2(gC`&#Ujx{~UQYtasb0NqNGH zg3mzEvL0gD$~F=3po$cIo5N^_40j&0XxoLV5o&!?r}2S1vg|Q$_pF<03!V+WD8A0& zi_=BsHXLVSv~6|s76-D1xO^NwJtC_{+zEfo318tdT5e|y^c|+9ZQvPIy^?AjHzYhS z#W!#MQH@{WFQ^}MomZ~K%|O*a);v4wySwP!iSL6YjFB&zzCi62+lad(EFO` zA@5o_BN%On6jH;CZ3uew@TZ%|-O;t&X-T)~H5>NknE%_i)3FEaiI}FlR!d*%oa}$7 zeF>e`aa+jyo}jZ`?{Q!l9>+|oo|Jcaj*54=j4Gcl;-NGX!mjF;_4sPh1NCaj zi5qyE>0!moCrh$ytZ^0aHdR5xCz`4k{=nm~*$aTvpVI4nT#lq+=K zHb9Bev5%gvmX>|&YI?1V!FrW>dNqdSbLm-I8>;04JC_MHK*<^sxouF zy7$jp*~+@bH?L1!si0mWQK*+0fh$|lh;Rr^@sE6|*GpS|7SOl=6kftSM2~>;?+6{a z69W;U--BWVqTpcVfaz5co9K{7N)cxt5C;4^``pDJ>|TK=sDvM{d+o24K@ehF@2<!S3+WCLUI{%RHza`E_110}1 z!!i5yHTW~dEFy%wgBa#-^2y#K{F`i=3<#mWNfF3F_}>zf-6s5-v?XkW{}qQ$Zv6&v z5fNzEzXikI1v&mloCzM`-|VZr4}P-$x@Uuk@Nbq?If?%61voQ8=ij_`dIZf3L&5re zW1{@igc2JR``f@DN*s=Ye=T;MG=m8f5QkWL! zhLZqdugRE=dHjJ#>ke&r@^F`YUZ%A0QXk=gPn_#&Sj8Yp)VaCN0P@7f=Ze8j7F(1k zNEarwNuE6uQ^A)qeDEH6%szqK`HlOqhkO-Mip!i>!oe(tcOw$NwPrJYf1dEVysg8s z&48pM#Up9??0Mt;w1cE)z*!@y$L^^IP`m8e16K9rAN?w5HnhdlnO%PIhOnSz@H6E? zl2CMPK`*Nop6Fn8y4_JXtDB=ad~LMAskNIG&q1`r>@501DjX-apx}qCeQc2x*PGq= z>1Sr;MTX%A;UA<=z{R9<qvvWK=VHqQV9i6O<#CjCRdt@I z;N%Y5nP#Wb0Op#W)w0rOy~(I@y1%Gk$|5t}lXu`^T!Lya6^lFZ&PFrffJv#NQIN1c z4t8_Vc40O_yQvcrLJIS;nu8=Z;tTm9JEKrf1Wc9@kK53gfDu3qymquN9#f`!d-;Ie2=M& zw(lIyq{cL%=M%@lkcM?}rhN3Oo_Q?Zs)?{WHj8g5?QH~fW|(Sx_=SQ!oNp+Vfqt2= z#fExl{%z>Y4^{6sYn>s^ztaXX05SL+)QUwqHs z+DE>GF|A@6)8B3jbV47QX^fcIh6u2vsG(lij(~~B7CcV!L5@`iH^&+?020zTo3ZRuhwkaP!LuZl4*!5;HYh09~+Nd!avRd?TnC~l9^ zCW#V{#rV^dkrJbmUS;Y{r=?xR0;RCrx@S3` z&xp#t#7*wF&AxK)omoBg%;24c6J6y3p$>B~+D+WJrxut?EO}%yYW?h!)6P!+zT+v( zSqttcC%PlRcskaoE2F2iht5_-FTAHGd6&}3Of>ExZ(s7wQ^*Hk+ml4aDPN$G)C>J) z3+O;X#Lm!uv(LrZ{8Fx+f3tB=N!-|evpw4Mh(f+A_z|65d~tvdkY+UJ-m`s{HV|Ydl+n0#b0^7P3&#(q_^SUhxCXIZ7@T&m!FE4 zQc!?eAF+Oy6JrZ!>`M!0#77#!=kT>|b6fr8Um46^t0x48LO***+#!&|iqCHa~RNHN14%e0M|4KdB zyM05ESb4ewew6qrrJzZ>Om(9d+YWSMn3Ee)^G%TajYqR#YS@SF5{mlaRzy&%4f7H+ z>-RxL9poKII7M8WVBa!>D>Tf`Sa zmnY2rh+lSvmN^d`txq_S*2%TorUfi|!opNm&ks#O?ckSLbhS+*5R~+}p9ohpkGn>Pv`$ ziB2EtC#La!-d4j~(V5&O}x?_D7=I5XauMb#NiOo;t2GDS8uU(=Y zRCCgM;seR4oNN5HmES)lS^-2kk0O* z?Y2|{q1h3(c?VWpOaD|*JzH2n2^BmeM5y!R5>8Kn8N2)F9rKb{QfF^XZVF@jlLk`i8nPW5iY^;`$0aTq6wf)>L|k$!ce9|| zU7~i^T+QOcM(meXp~DdEV*|<^=}9%J;=4#*zsBa;{CL8(=UO1KBspNJP&)iVOOEG@^VeP7n8SNMAqn4ikw;{ zVjI(e$fhjXoOF&koTc^r`06`xQ)EAsLxaX8=b5h()+inl7a0X?`xo zlv)Lbt=#F=)8CC0ITZ<2OJ3uBSY(=J*kf67G}Bv*F^|2*rS`zPQs+Adj{UAn%xK4U zP~g|A<5k;g4R#b5v`dUE^)!fwm)f%6!Q5k1m|zR*J-ni@{$nQ(w!!%oRLSJid8RKo zZ}cHYZg-S@WLwFcPYDxV>>hulSN$vt>MKGu(Vs_)Cn){rGI4c8t?ivDU%965*_5D>WlQL!afL0eXrP z0)Bfgjr|szFMD0=$8!@QTF2l-TJ4yE7}%-QeyqF1%EdhOuZW(;nHM+n$BaMrBAX-J z-yOgEk^1(lDkmp*gzqki|k1Q z!wsl!lj2+q( zNNBbc#6`T_D_%^ko_-oXt8HW_8V$2U+4*ur_rPQ8UV^Ra78Rp^tKUuY%93Irl|Ue< zc3~6FDVF6Z_Hf-cgB|{*NoQWXa^&j9)1<&D^ZdOjjJ0_XhOD37NTj@ZK1i4}IJ)Y4 zc4^TS#$VLGTpdd(%~w)^B+YmDV1ss#ky%`D2>`4({8|71T}+_>z5*HF|FN3-v*iN8 z_~&X$LvbD0a*+_FmJt6LN?MsHLai?z4kG;(ML`ii-QUymwpc1S*iq~iO)StrV`XTy1K|HSv2Q0%uJVpjUCuycvxNr5KH#lZ`n zP5w>(W;d-^V%JO<39p=e%u4pV7cx(9nd)+dOm|+sX}dO*NlxNn^w{5(RAtXLGLTE) z)<4hu5id6oFUY8ztKTmAwg=h4K5*NK`1y8{+{fa8?K~d;#5Wdc^_g2Rt<(3bU$px{ z&+FD@2I3*b(nVx&+_X3LwFFaqhXefw7d1QE6^T(zQ_Z%{FcXvb=HheAkL=U;SGS3C zs}mHsby49FU+U=ft)J2@Q9v;dxR5AJA|$>X&@M_)N<031Eg{%*2`wIAMEvZovdzCR zCb%*#NcOr1{ljLrj75SnAH*vnDs!Ny_u4+i+%yL|l%Kpkl8yHC)%?g6dXV5AhXUWc zx0Z#!G#|BB1dN?I*+}Zt#3+772F?uiH$~)QNYFZatxcVUsRJLGNam z(Y6Ow3|$;jh`m`WDyI=Y_c=zgm`@7Q4*Lr3-8yrWO5Ri;&2Nowh+1IUFRt!_BqgX@u|u^BPyQ`M zMogCko@cB_$fcX(Sc()i97em<$+dTa8yCpR{F+?7;tD7oPRj>DV=-@W+{2J(fFKE| zgb40MvW0ekE`jyKkWDCtsg=`uN*DhFgB z;j@vB4uxH*_>6CL8p6!mLuNQ}NqmE#sG4zMC@SGx6Z#k_!`q)QR6&yAoiz4(yc;^W zYAU{1&Y;;!GZDy>)%SW&40R}7OYi_&#bYW>lh}Wl1df`mN0*=ys;Cn1ZYnr=Cbn(Z z8$B-6WUI@axz+SkkG*PH%t8{mOXo$nFtMRN;@6C@vnd~=3Ro86XXY@PZaq9+2!&nA zW0rzeRQ~Y2nX>nxZP4gAAJVu0%7P9xb5SZsdR(|28yc}bZjlH^wJz3vJ1W0V_YpzWD#{*H8f*$bqlBt!`Drwi zOu_nvp$^f;GTx~U>9)^L<*Fz%8zHV0`O{^S-4^K?7Tqa~3>$>5)%P6M%-JgheH~ZE zde4bgQ488MRRYjT(BZmFDV?%=6HhU_1-Dwfi z&{(UdmyCe<9Tj9GoAvzTxdIi;jVqpaS}rOtwlPpU!x;;j~Oy z&|ZCnK-os;jssr~m8?wkFynSg?D!k`N=KGxZ{=EAhLFBmLkNi zn!2O+0)D%#lS5tHHsE`_og;2%5*VE2Qi4AS*2R8Fn$q2DX7=c@>S)*;QgPQ?z`wvt zs7>V-g58y>hqn-xaVTiN(hfzW*X12(;eq1V9ja=Cg7sjyMQsi>lq~Kj)yvppD3P2( z^at(Qx=8m#@TD7PkWib#C9!!o`0&xa!i^z=R**m`xA^ke6pmFJv;iw%DVf2BCcF!c z4TY*R2ujFq&1JYe8W#{^jm|29Q`GrtE->curDZpF3DIKP-6b~HO1(3I&}%Bs(3~TM z-4^gsq$A8p8M8gVgjg$N*qIu;MV*b(syht|!fGJyUJ;24hOZJNg~vmQH&@w>S1?op znMz5dZICSgf7(pof7518EmqgkPhb$f!wuzw;)Pqh^w~!biP~@WZoh&(^P;BxtF`w% z%8wJlaW~Ci<0nVsiH3{!KHFi{RrU1?xkXGJuv)_(X{v*j!MI3t=T`-;n#oQvMQfk# zHgCJ>{A$GQM~M%v4>)0aPtOcKZ|9tt`7U%%yIHrta1Q`vE_ zVqs5CxME=kQ>fm!7Qr@%G1LL}l~?I3sr5arqT^05e zT*6Fe$5di$qeLk5^LYHeC)-9TPxirt%rv&|6`4vu7Rorh3z*3%qdmJazUM7a)L(yT zMfm;dqb5tGY=Bz8$4SMz4+`Tdm9NHcH!VICuGC+Oq8{+5c|!;; zfko;I=Xhe7r=0{WCnME`=xRnjL=CdNG8vhc=>}5iP|NR`magySKfaq^i>%9wC3YbTLcmv+q;3vP=Sl*vz5 zWb+-|#*@|V){=k&fC=LiG0i`BWED46Nnvj8X7191P4numPWypp7Sm*l^+w%aeZP+k zW^8YBDZ5T6Rvjog#N2Cttoo{0^|D(?C--OmeXx?yy%bA+1-B>Pcjft*xrDjehj8DR zb3?`AF^cNBMl(;(WpJ5`hIvZ{tn z$5z$f>`Kqqpo`Q{&X&9~SpTGbyeehh^7Ge6t@F-T3mq;E;VupSQO+prP+&J56N}%= zX3igXE|8)I8>xmY(Hh0IquO%$#lmYep)S&fV4j9heP^O~{K0oqArN=W`a|3?XQ8T< zm#53N1scpTu>$9uUk~k)+Hq{i7TeKb?&K`Mo`f@UR1KP&HM_qJQq`)*l+T48HLD2m zC+$nAV?UHzOpHrJ+2#7U&Jbv54x3*ywLZ6H+tZ?ME)8E#jUX%)`X<$`L@0a`0-var-mo3Oo@cg_MSDj?oA^k*=k+2%?6n!NgZuPkUo*Fq&_e~B!nh2QT}4)d21@R> zvQ_D0aHWTojbcQOq9nC3W9vV;VGB+s=`cJEE(Yu38Vz^Z$gCpJ!Ai&hcNS0cr*g42 zlqb+2QqUWuRgzY0OdWjJj!B~7R?@y@l7uNZWcN*2;a0n=P3~tqXc)fn@-yITU;9)z z%TyriPfrKoA)N+$E_46Fbe@CR7IvwFDg| zkX{>zJ)nc#J=EbDs!MEYE=DyGLJu;S!w+@xv5_@Cx0^ePTw5JA*2Qa|@&U@qdUh4V zoXr+2d>ZU4Rsjh^$4t|9uMKtS`{s>{`AvdPkVLnM0Rx-ns7B&`Up9mJr%v>?dX7CxF3G>nK263VibzPpJL znL4QVB!fh>*g5mB)L;w*PRhaNg9u=F`too<{K-64%CScdR9UX9(OEDvLdsHqNO{r) zYn3i`AzydqoEYo8=3o03q{grE2BRIw)j-MiRj}3(BRT#SG0qxnxW(%-)0fV)wD>cT z|FGCJ@FC?wVwmZCChm1}4H%A!+VL6S+7$b)34C1>VEws35d*3o2H&?nb>hkGOeU&h z;3JA@Xcup;nSYvU{XRqhcye=;yJo?4-C5{Q;_yC1{k^9WL;dX6^F{I%LzepivFYYY zS|QWG=HYaAEEt1Z6wB45Kgq<3IPs^4pAomx$EaoQ?-*}{k6q6nFlVhNVVBh4L$o^Id(=1l*>K)uZ#!etjgx|9AXPzE8x8I;5Zu@lT(m;=fQb4 zF{XXuxt06X#-*9#Aa!9Q_S~ZC()r`AjeNq6uuxi7@(xVQiks%(FoVUm@mI3t$AlgE zgORe-9Ywpl?HcWw+NQJpT%gucCjgjcWyOihFuLsvS z&g+G`0qgV>q8lPgJ<=m6U(qGb!U_06^tHo?Ghr*xABXej#TTwEqcvlvj!k}&md9kk z7Qxp}YEMkvN2A92^6m>E!l8Ok%2l4CX+%>RKM#Ne5y|RHy0-?9=^N`|Qyk@@A(03p zvB!0nU8Yls#I93UYoY=2bmNhoI;WiWIAbR&)h(F!N5N^Ng8dSmaz*u3F zRU3K60HojvHi>{|tXuu1YExCKd@rOXmS zwhhQ4sq+PEkO{Dce#!?4hIz!b>GrJ<5LpZJucn{Ii`!yU=>vO3LB4>)C9t{hwWIuO zt6gbq$`7(Df#1y*z`nJVe(8^v$maF0RRLMP7OK*HTo3U^itDneuptToJo--b*ilRI zGk{HCP#3eTE+TOUE^(Fw*$nPnpWGKCZTRJ`7Z?-kFVOE zF26L;lHR{CmL6rj@U7_NWxmo)W0}xD8-Y8h+BQq77Ys(;$j|5{Pkg#A*V=g*@1Snm zEUk{c$9;J2G8cK9ji#)FU(|(A1bBl5;?DWo@OzW84SAz84%ez0 z=8DKv5L}PINtcSUiy);2u!KEe3mV2mR*!{ zzLNYtzRqMU?&S1`Fo7h%i49w*8_$!aNfF*V9FSi^cpwo52OJOlA-kQP{K0f7VvM<- zJFj>GlxH#G~AZY1L+2&fIW57>I|FpKNnfx@{< znYF&RqiO_sYWP~zP>R%`*W2*XX*3_CDw$T_tWCn3JdR<~dG*+yCu_0acMFbNi+{E@ zP%_LfTzj5f$T@E{%NaAA?L`@m%c;1m6y`phM${)foDPy-&r4sl?wB=(#2oEKeW;zS zL-V*uRoV{NW{tlcfTf-|xqe(|b*+8UG^#RNp!iM6TMfmOFjsL2R{IDCX7I7{HsC=^ zk^Ag0M=@Oa!Xf6aslavt{2g>)r5Ju;5_5O2w%$Oc$fpHd$)EhYxDrFvKwTFOL92RN#MFn(cFc3{lvh&%Sr)2zLMFL}Rabri*rH7Rd1_THJu6 zd@KtSk`glfYz;(dpE_~fqR_Y zS<`n&>9-7ZyL$Uu-^eL%B;hc4v(t8f`2BSYQUoV`hsz$*qmh3gUb*s9C;8MeS< zCvs7nRJLF=>&F4duHh?TL37Voqq=`q_oPP9_Ym4xK84NP2eCYt`-$6`8YYsG^mt(g z?^Yw6Aq6ks_Da;+RN7h%xSFrx8c51GbmD0~TJk{}qA@`K%W#>Fq~idxG; z)P2SkTWfjJoh@Ikxj@)kXYpGT^s10Il~IV-0#{J-B8a>Ckj>U-GR+^-MQf4N4$ z=MyWqJk6q&U_j>#b7I6d$6{qNWKs9gW;GxjZCwZ6z{M{~PvVdX64i%{FBYo$u2`C* zH-1R~h4~XLzPTO~pD$Ce>VO(oncrS(F_A4af2xIJ)`!VX^ynvEtS$!nun_`4jn9(!g)AVHH>RXcgPtl3BTd$>~2{Xa<@ zT?^WxOO*MPs|<3=*nn|PX!v|^*2@EZN$v3RYeOY1_1WQUKrvV-yWJnYmPT^QSPLZ9 zq!#jb4lHrImBopu4&)WAOL5uKt2>A8H9R$EUPFLkZ#pZLhGWh3ap07N8TpU{KVsLv z7n69b+R+-y6Ev>TMN?fGFA=v~yHx$;-)hs^{~szNsL_K68aOJ@qad$|H=#5jA4IMO z6pF=T4KLgPhGJBjVivceMY$pAh)ngv2p5fggGR}YG-|HPkW$xw(}!_W@+>kLJg)7y zFviBS0j&%Fc-i?vwl-xVkHZdzNuT)n}8 zL83GXpC_hVwKq%SN2U3i(*BxY)gcPysA%V6boSNq=VN#o_MvH6F5}Bn=FkemV;0c@d znk1~L4ZDfboj9t8~>*XaAC(MiJ%As`cKlD6DHq+GT!bWYfGhSW5A zHBQ5kRDa?!uOchi(wWtKMlafMwbaGGuol88jiGlAHku~Ab)huC}GWDD?v$l4$GkX|MX}D8QVEj$dLgJ;mN63EwnOvZ36mNy5_T?w=dr zNL?4E{6wz3L7IXi_=P$+b?f=X@;LLd1L#L-!4kp1%A*N8lu2tOg}K&7_mqIE7jnmh zj)!MU;qK>pxHooe0gw%->c`XS{sQWK0+U^4X4Mf;w#MRS>!g_L-E@fqAJb^-qG{s@#tdpP>%p)$*t$U7 zl1W{rtQ)V2^db{$!qTQL^9-*L;D=Cl{(id#5*c;5>-jQ=tm5cG@Ezhb@95;uiNyO{ z^Z8%oYjNBPIKSk6T)z!?2n-r^m0aAY@f_2_Ed%a3NR4JruuRg zkFEXDMy>c)4#lL^HIM4xuY=xe*@yQNZr3@s{>|TRBJQ(xJu_j{_2Bw?zlM6R16`{o z_}!&2_F91IPq+=TM0sen^&_EnDNk>9o&Zjb4%&u9^o8DWcds4N`}YI~3onGa=mdWV zxclE+2~e)!0AWI?PLN?;3hpsRS4@t_)vW?9?!<1#PtMnGRQt@JfmF-ywFc!Ig4S$fk- zFCB_jxohL$wtUU)9L>E(SCjlb&8zbFffl#)O?|Ls(tEza6CqzWV5C~;U8i&h-yFi7 zIUhdL-YRHy3vIq#=qbHLX1Y|BUA7-s(O_MoDA6YRmdB~oxt;=3de5k6XI zj!xZNgdMUyq=1j<`G3GRm~NFF4=3G|n=w4OQx6QmT0dTRdfmCOpq*rZy2wdR48vD* zph2mt91C5h1DkpaKRz`C~CvIRFlB_N?AAvfrY}od6E_ zi-&sF+T28k0=xYerBp&a-nVShSCH@}*kebg;d(H_9--8fl z_pY0fvWvpyzH>JnOa1es@O}rA^hCJf!thlc-Hz$EeD5OEI&VVf0Sv?ef>&=sQ^I z;KPNMV&ncKwKV(7knOuE3M!-~B=WH|AJIdwKf_ zxQU&TzxrXWw$V;*ulaDU9PGcDiUqqs+iY9tnr){A9HccFWhls7!@>tW&(KX%qe zfj=w&XDO;d(lZG_V?tWPi4b~w|EyMG|BI05{nM-VHJqr_XF|dYFRZ=@y}5sUm9Yko z6cWED;i2nZAq&Fk3LB(yVz{b_;3PYs2T2J&Hwf#xkqn5Gd!m|gWXTt8jsZ~5pJ{6f zZzhZzQXLttDt;$50>PvNse!b!P7J^PB$-HCEB~EDjyIa0@pmRX0g;2~fbc#vdiU|~ zOcv7CPJX8VfQGJoerG}&5Xt`gL6C?fUL*?sSX@TyPd6YR^S4AY@Abn`nGT34q?$O!?@(w6F?@C{wGV0FPfj?ZytQs z45Xj`rb}^R;Gv35Q$V7Dxna|~{ZnEP8qJUYSK={T=|2;+1%KKxf z|BzumHf`~LNbcF6wr2J_Lwpc1NQ(78z4^xbW3|})k4SG~^AwSY5vgKZ6_H4g-UUR) zrc5HgMDgrRTT_p1RYGD!Sp-zaF%}Yo!iWsOONIP-7+X(-td4pk5DN`BO}& zTI@U_0HX=~gmJXr!bCtBmX)%Zay^{JfLS~WpSl-XObVV3ELUDy$AJe_t2u2x%Y z?iVCR?xyAU$6fLOK#;B%(^S_g$;wN|LuBz9e@*@%pTwzlmQWk=n;KtWT0yvA>+}Gv zpo}@=N;sp(GDac2 zq(gCc2|d&rtKJz8g}XEWrcScTb#8-(Ki7%4ue*I~0pKqg&1GD`4iAUjZjx@9`ZF$m z%HD_LOw5MxU{j_G^;ju--uM*XFJhQxQ40Qes0SNA^tQga?|cZnP@43GSyK&PoBa}+ zIFCu-z740moFHD@?U^0V@H~=Oa35^8nfbEuz|P?^>Zu@bPhU9$OA4NG|1psuPkvD` zb6NR;yt(WX)%8>fPPWz5pnLm*<0`uP!Taq~*i4Ox9P!KMmSTpXqTgGF+F&H3Q=cKKfkHSJIfj`Dz#k9AQzId5-2q1R8@%QEY)Y4 z2r7&({8Ct2IHGI^3nMq%*f^hSF`YENK5P3*;iTVnu@h7IE76VPVldunAbHAke{?P* z-pbT~sVZg)@23`Z)tpA~Pu|K;#e^2`%%^!Kx$V;Sn6&$yqb8}<`>$#*xVt9^H)mX& z!jCp<-5%SWUvJ#^pXqH*isVmyCsFWhi08|)Sd8Ao8E|TR0pqsgF$>yDESp|A$hXjj zSavUHRFkrM&J{kd8nl4yF9ejS&c5p7pkqd2VtH{Aa=SGlr@ zGhwfEF6suFEB-ZKQ>C9RsibaM@T+nV?V?=d!A&axcOW)kr+&xIjaC0^Kyg?TDIde^ zbrWexzM-uNHH3Qi&l8i#GkvkoB~V`c33U7j;SLozd^SJUC>JFRLOTQ((tZ|(VAIgi4SEHA zqr>hJetxIeQEf~hCakrq;5{PMtDYbI($&V6-F#)NL#So`*UE;Wf%RUlEGyvh;&T~P*-AXQZO>9IJo4WfO1lB&6S+5(o&p8OOeSLZc%nE;lmzaqF3Y z9C(=Nl#C*qJJhP@@d?X@{03yh1_+VDxKZEt+|JlTo)X`BwzNUAXG_`*88_aZx{lE&|V za4PE&)8BC(nHp<)FjQn0xjxH(UarUl1WYL^LNCly#K|OkrG6&=8mllL?l&>!fMXzF zP_-T9MW&{l=+wD6A?20cT!xmQO!T%uOqr|hqP{Wi9yf?f)-z-~Ipp@LWqT2a<8`le z$qv%I!kOxV)g>4V@jJCy-W=?xu>h^-ZqR$#k z?JS_?TFt3IFQ-IZ|+bhjTlf?B3*d67>w2Y@Pd{F0Jv}k^-L9s5bEh2Q8 z`mq^dz^8o~IFqXMTmR4y|LETzw2XNJ;AsPLtd<1I^WRE{i-drP1}I_jm}X$8JPF$2 z!$5+CIKZ}8aKpZV^)7I_E{HB<7!bTUrOf83*MQ> zos;t7Ed^ildT|d-wk4h9)Rbn&a1Wz}IXZB~*E2}RKsrB!0SPeDEpBVOs zB~+U(WbM_dBe`JGsY&DL{F*}6 zwhI=VOtXLP<;eHL?QMUMCgpo&sdD@a)bENXdfa(DkR8NN3JJ+I;P-_I#1~Ns_&Cn5 z(LN+3PvPe(^@pHI_6IdmzPAD-a8Q0rQ04I)m7v)}v!;V29*uu@u`wvV)PO#XI8t|< z>-mbZf|kKTzIOwgkGmJcd#7;+A$xF#4IL2g-re{RF*xJjp7`8;Co5p2;>Y#KN{9sC zHBY&CemfcG8N=)+X?T@p8pT&mTNg@o{T}+1jmYLc|B~VUitx$)5;wKI8$r??+)XfX`7SFXPlH54YuUV)54#-w{feWpB;#n8*D!-cw4&*!QOZ- zxc9fZSFsh>YT*G}X?+xEb^>U2VLP@6b`Tu9ARSp-!I((if!e{=Lw}B2vpz@1cs~nAK7|JK_B0bs#^(ZFUx%LlA<$!Rd?}{XV9#@yI74rGx>70npuW|KrzF%dO zMZf?K`!j%_{^>xRzn8O1b+N-M$S+{Rj}T6OkKTLHy=M6G1Oc$*IJ|O*-fQ9~X#^I* zffGg+X0loy*(TRT9|DJ~xFQ}abxw?9p2eU>Y@@^v~5^ys|F(=7EMQToD?FKw&&8P5lV`RijbU>|^XcXTI4PUp@@yd)Q3Z zF`4~G%oHb)ZWp!c_R(SO%3!lBZ6nNE6@0qREM!izr&y_p$kae)V8h zZV$Bp#}$O3^HGnX`HN!(_oX4dx`*!iocO{*V$VXWI)`K0cf_^=1tlP*c#5V~q@ZDZ zgGhdHN_qtYv}wr{n)4NK?cf)IHJ9T@E?*i%wdjf?8rKxd;Jfr_J!S^} z(GgvQky%E+cwEC%ayEaVxO!`4694i&6~2Dz5hy4_l?@+~*vdGSzb5er)k=@uT0OOK zjn~SS8=~JLbQRNh9&=cW;f@=vDiew7N!1I;#&w1QWwQmZ?c1%C zwtDZlvibOKgWBm%cN*WEYaJdf5(6W&WXS=_S;X~=1MYdP`=x65zRP(>29BpLH*s=+ z{fI065?lIpKF5pZ>Y-P<{Mr zDo^ZB2^8wzL$vxMgv)AI!EC~j@N(#T49on? zrD$h+@D2E;g&iaB(K%=&Q(nkL8TC*eGfzvWP!C2C_Xr-pa0%L_S6D-EiI<7O8{rHx z*do1t<`Izss2{{3NV!iEdb!$6?9ALi` zrhe*J<`={;#LXy_%{x9Q{DXB-W!tYS%$z1d$1I$437qqCI#E zvmw8;Y^(|CtovaW3r}fSJagi!xg8-&9M~hbw6)Sx1O&uCw!tI4{~p@bCw>oYq)#lZ zOzb}W4v#<*`*aI=U3Nn>VjgpgL*;1@lnsK~=R5rN!_#aeB;RL9Ol-McUZnfTfuJ~K zvBzxNBqVbK_FgEjkr57VWB{~wB(dLmjnVk0j6Xp(Hko5nBvD9XHGd&LfuSNHG-CW7 zL&y8AWaLS_j;cqM=m>?~KYw0B#m&TBT;#Ok8z&MQm&kkNBqL!I`91fGj)PLilU}uX z(G{wavM=~tGci+BT1u7WUsQtFH~B?;KUYHge;x3%14oADGI?H}q)L}dou?Qm8WeKW zQgJ8HMrkTB5_V%`OcoQ-!SeNE)YACnQ$Y1B`(*_NuiE$9Le&SOLhElc)GKRaZcdWE zT*t}BUueyIq`A-^6&rEQcg}as@F>x!nw#3;=!05a^H!!S2S5uX z0E7-y3+oR;T1S4IYcu9psG6 zr$@qGM#6Myg!VO9MmTp2S2jer59)ql#}z5QNYN+KiCVLd!oNfEa*2OcA%VYX)q6V3@M1xE z?6xe?xIuq~G~;H%pr4f{nCvJw`zbTQ*ar*BOJWtZ$G(2KmCuOUn3yYY$y=q8xKA{} z$c3Hg;MA*qzG+%M`S_!^YKp;=S-CHyGdmwHhhO@w++G_yq`z{6S(e#0L9|l8YZ%KY znHrgHb{7W>9y7pYgHmTQWoU0k) z8H;Ox$|rvhi+9!k*};_9Mar&N9Di@?&}Q#{!+Mqjjx>3}qTMF;)j_~{yvbpsXM`m+ zWp2C4?LrHPo&WVpmt62fon*#%V9mvD;_iz_!#A-yq|Ft64KGyUl@}VJ$#Fv7RCOTb zB`FQRd>bqPQnZGWdr5rmb7Cn*^^($@|9tK{i#TJPd6C#HJk9Lhzum+UK*aG~5WX0_ zi+w_mLJmVZ_3{tG=FoO3#X%OuVXzn$LqkgUl~T7KPV?G|7$MR;)p-q|;Q;jgYXA)g zpw_PeG#r4weGQ=D0Mz(3fQAE5mDd0o4w0rk^cinKg&45_jvl#x6JJe5S@(q31)SU>_$YhaxIRss<4bVdU*g z&p;fO7h$3^hKL2I+A}}nH8k!7I>Q!Q$i$;`&cBRP``4!xX@o$>N^fW8rF=@k{Wq^2 z#9<&V?>`tbk8jUogJt|tEC()7V6vHeQcW#Ei&xbc%F-v>{bJvzo41Rv>dCe4POu7l zaG2J$7l**R2d=ye^Ld#to35< zJn_1doAAfOO;7d1>I2^)xEVr< z`DB8}Ttf_qt3S8{Rf~VI{51WW^S8&5UM+JHc(;XcD%CZg?p7ww0y|jZ_&p; zay&yML{6ZWA0AB$#8nLUXH6F_7Jl@SOs#{P{ULyu?F9=S{yWc;R40pxGOdsM^|Zb( z&)``_F9v^l-IYQZDzEkD{b1)(W=DnN6KYnq^$T?)>J|>H4ijICD_NZ;)K2y|OQp9z z#~R`6zVAn=HR9*(ey8>Dn2g??K@Rk)G{e{A}Y7E z5|Ebb*+q{Rc)p|gbD}=kylh(Qhhx`ZX|H9uNL3)_Es<4~+u){Czy-`Aaklbe(n^q| z(erM!q>8$Jua(=PE3MI#w)*?{78s;2vUBR_{+Oy&0@B`XgC^+B2XTKye$651OMM9v zgoBqtF7cW|iZ_m=*t%{BD@A?-b&qG*=>VI-<#$yq>xAW3po(kcjuNY0?- zob!le$p|hI1q4(;g5;cYT9KS{&ai|fe6#xKeee4`_dWMJ|I-J0wyV0jXJ@CYdgfPE z;(VPtJBNlDFe5+O?iVZ!5|h>MYDtZPAw%?RDl<&O~OVt zym_UDdgJ3+cwS$g@H9J@%#6~N)^ayLO&St$=5I<>_e)3g<8EByZ?YsF5T+{ zS|4eX;lUgTU&|Tw5A)HJ3BjhT+2H??2p!aLmU9EaudUJKi6gdV7h`stInz< z&yR|!IDx}28a1}rIH(F4oW;gqu!%REc$=C)h<&K_$e z#5|1Cy#Uf#E2ZPyh!B(CCK}Jcrafd8W(Cz)%}nN^Z#qZSEE+8n{&gD|2Hhd6$5XI} z&><_uP2}f&RuAZ6HTWZl@`@AV1iOeWsyIFZIn2f6!?Q7PwZXfLL~K*VQFHJ$Cdcw> z;Z2D-mHmJ}lzA0Lnco!JBUa%r77zVN!TT4ZTwK14pTm5>I1(>+_AM=wvZeOG2k-_| zZ#1E0YUle+>BxNX5!r5CkOG|^ZdT9S1M`A%`KOFiV zj?Mt>{f2=He1<%xgi)FhKN&D|&;0nVkGma}=AEVyjrVZo;#kNqd8XlOOx2PEqeu*q zdqqtm?&Fz@&N5cvD%=nK?`rq_<`!E}ab(WmZ(~jP&`8XIe36R>zW2r3c8}YXDQP3e zAmU5NXvJ~5H((S>GTgW#CZ8H+9>H^y*_@DDHjH9f^F#A3_B{W7@M{D;z)CTQ40c&P z=>IM+Qe3``FrP=R5gj+%oTr%@+gZ~%&;_*JJO5#-CmE2=uz%oYii(9oAJ$?JVRX|n zaY3Mjbr?icV)FW-zh?A5Csg1WS3~)8Lh=W!9vpw4kapCqiFC%zj5gY~QAp!8W+54W z#wR@IbA(oFH%x_Esm(NJscAS1TbR@`WO6J zeSiPLh^ zDBOp52U^PqQ95ZqpQ$`aF!-#{Ulw($=CsQ$QDHaTQ-+B4EwBINeTr*vJ|kEnuXmo+ zpiysx$VEMMo|kL~PFIxs4KAxxbfy3r#D(A`T=Dp^`;W>EGD+`hh8cBeP|{BAE^s+% z;Wa*^RN^ye7E=ZA+;W*MSEn(jy-j!W?iu3hd$^=P<|!XSk@u^)uf7Vuz|4mFL5f$> zj;5Xd^cqUO~|$W?9l3MVhz~f^A|jsMCAtYOwLna@m7dJBbX? z&wW{fNP^WBOns#3?Z!ATwQb&mC%XdGp+N0P-IU3e*Tk*U6|5Zn(ejD3a&h3Bjk@7C zRA{&uIwjrZ4Ert}ehA@1aP?39x%&TF{2w6gvD0&?9}~FAmwb%zGo`26-!y;)8@8Hp zE__y+J)0yS$1)ex0MX0G{gT%XrXQf7`B~ql$6G9VeEEtstU3r1#L_q8Z0`b@nnYB- zg_K3o49!iSwOG{h3uSvH^)^NVz-2@)uI*C;mGwjbF)``fy>sckwY`Bi<-SpW>2A@_ zl6LOOZx=cFL(H+rbJy~%!n~djH?yTOjp+pBqb%e^(R!i$>4MuH=DCDx;VF8qqA%zX zO>Wmlx1hY6bHaNre2H3pqHsIEcaNhc82^Ahy`$n-KY*#Xdo3y!D?niN zHI}$M-c6fIqhWrc>lcxm;!3K$SmHkgh5j;_` z?MM;9V)A%5kRpy*J#@`M5dn}+B4n3lTBcyo+gh+5bGv0r$8BQW_%;Dt=e)HqM)H?na4hp$430Niky_@h0kabBEU$O0YQ` zg=CXJ>^uhw@7~PCQfT@$400*(DJXVwMl;1bq4t|(nhW<&svw;k93o8umYas*dc>PX zuYI04yrRH^&0cq+&TPFwDkK}sd(R<~gtM^iJTuLCYIa@2 zi0;`WS|+=))$0?Viu`$8RSJV|zqi{>mbO-jAQt-_9$pW-5cxI42a}L!?7jtHh)guS0RgfU!!6V%Q|QTpFb$4y** z+6F4=1o%Z^q<-9>2H-Ucig>tb48U_Kd)gq5;(-}J4AgR z%e9>pHdbcv-R?NPYlzN$50D(-n~^@*OhN?=F8y-tNIKHwE}hPyz-e>NNQ%eRcEpa) z8KRz!JQN{Rvpxy$!mrnkDah5En-i5p@EW*|M-Ck`tJl_3e(@=%EFC+~6HK~luomEo z5vb4qFz%M^KvpaUV<)r?# zY)DvRdt!TNZ|gw)V951laIMCb9_NJ5sf)%$z0bKkS9L3yQh5QQ>FqGq2z1sPjSL!H ziGhB5_R19F677BxjSToG=KarymDNA@eaP6~7^sOzdc#Lrax%tyXL#h7tNXG7w zni&XkF&L55<$IU^fP$|NJ1kaT*OO4{egBc%4+2*TdeYbz@*^r!qP3AaZ+n|MTGh+9 zzJ9mXs(g86w`Lt*n(3GDsNiD}Y?Nu#p1>poZ47&CCwXTi{IYNw&zrOV^xPMW2-bgk zoV-HWSx0Xn2h<>1tz<~MsV^)Z6GaIMme_1WcCF*Pst*s@;>)sU&V5>rp@h-Y&hJ?d z>xomEy@BALNN3)QDDj_XcIYaM=`py|9g>&0CIGo_tYcDoq#!6#s}=K9i1O>0$~O*e zvS~HDq3z;~bV@6q2TAX$GC2pE518~`^utb7(H$-mqKYvP<+MC01cw-aiJMD=gtT=8wp1Y-f%BUhBqpZ+GLyTI^I=mV#l@!mw2s# zyA{ysTooH+PDPWhx|^O3C%#-m3Zn%5h;K;$Upt~S~YaNP@Kk-^4uQ?#)$f6s(nGV zEWRCx?E%bLe6DXfSA~52xbvN0N@2oWkS4tzc6T&Q!H1a6aL}OjoH6kObnW&0a}1jg!K=cSgK4WmHBiL^3qp=eqw)E(;t0aAHBNhMQ&ORr@TopjmhqD+Y-shO z2paL#lC^%}sMxn>b?{eJg;9zH+5Nyq|C(#g8_A-g5s#HEM)zBTb@mjV z@B=1kyZCn{IXSyMwzLt!Dc*YOpV8$K?|j%%3hi5Xr7`p_c1SxSWM+6gU2P>u^3%|F zd;_9GY~uxUtD%O_lqP`rk!kriw^_g&>k?xi#n%l)-Nz&E!$-M)-m_s~@}i(XKRgCg zV1hTHIu1(izvJ$=BDC2RKC>$Qc;n3)NN=gG{_Kv@YQWg$4E!D+H#Wu}-2H;f*7oN2 zYI68BOiFHR4svq_I{DD7!^U6{&Bt`!?(*KN{`fA1aS}o*G~TO^Bz`o;XvdH&4SCH_ zh!Q@lSi1l63fMUC-KqVeaWKAb^qk|%@$veHPsgoz6{7y5)(;%m3t^nPnl zhbv9;qN|b&OEjlHjUrX4pG`DB3y<1;T1m`sqCN|6bnVJkM|u2R?KwsM=3YyE=-J!y zA8*U9)*ynoKZu%no1F?Ij*`XGfGzI?JkCvBp=uv^AdsTLS#xOVzMW-nW-qXrBJz#K zb@Izjsi3AxaGd7|P&pxX%Xs6nhD+nYcGez2E&q z@CVVAytKF~;@to}hvO?qVFZMyMY4tDoN@Dm&+FxAlaqGxImE8=UjMGprSK(29bGjN zhktU7PPa8@uV9ZNPOsFeU`i1T}=TF^BZIu*HyN6I<%sqlV#2OT4j zeD2`*B(jzN&h!>^^cflr`rOlEdg$phG%jfnBufFs}-9KV9sO9VaAn*}t!LbEFQ2cN-Qb8m@{x{kk5i8yKFH}7e z5dLSpY&<55zhLEuWb$7+p@`>bLevE!;M0U?>F}rAZRn~$kdIU-!AC0N)eBFHiJ*ru z7*f!eu^42~t>BsdKrsH> zU!3JM^3y*_tiVzC-A=q19d~jxF%U`qhW@J|R+Ldddr?>}YekT_ZacYPVN_DWEGeEn zmFi*r>O1R4@cNV3CvUmtu5+0LY1oHr@U&YAHEw9m;wH~4^0{N1xl<|B_&e2vkxVyZ zOt(|g&EBH(oN-|FSRtqk4CZNI9Bs=apTFt4OD^Y5T@6&cd2Kb?>=N#PhNuX=VLOLX z&eKXmJumyi{RYIHg16?i2^cX)zxjrKJF49*v0X-^j!^T2<~&XEf?nP(E$6Pp@Cgd^ zWB{QGBI0Qo%6GXj-O(r9iKTTL@o1Z`N12dmsMzCrRYdaG8qx{!G;&bS3S?LKOV@-@ z{yYQVzdi*3bUpYc4MM-$P@+KOyKxBnXrl@FoWtfk+s&^=_#-@RxSI>i%oTxXlWoLq z_90{{3ry5=FMD=xM((jKyW_IB(_q*5sn&#I+RfqEnS{F8N4ga?0bUgi2+ajF-FfMP ztD-nvVHw*wBb?pqWqYha6|ZT;f(U8bIlpGiQo`+NOePy7Y>i**2sPL|ali_8C*;>} zBGhlgDVQZMFpeCte?3yvKqb_gWWGzo(JVH3_F0ZC89^kBwCkad&%`fGeX-L8z%aVUC1) zL9J(xQfXI&)EzCyod|cjiDJ6#*3K;Tj&b0zz29+B8&*Y2@U#KwIWhlFm-#e5bP>R`a@GbJp&}xVARIKv$#H>jUY zx;lP6?yGFLqj)*v{SYzaA9#MyAs$S;b4r&gRN+iF6gqM>D`_QaJiRAcm78>a@;L5{ z<|x46e0IA3d^8-b_n0#EqPWI@cYF5CdNn+wL!fxkuV=p=Z{ zaMN&{t5dJ-n9F2EaZnlRm&zQmcS$@i>ua8#N_6Ijauf|sGL{YL=5A8AB~~_7kWZ8i zg;#qdR?Z^=y%|a>jeEG6>vkw?5J{zpE>aU_h$J)fVJDl3k#PP4nK9tY!18jHX{1+V zcD=<))DizyHXqx#V%gSmbT(Uw(GIO*JxCCIsk|+mXPXx@?o(I0w+Q?M#t3<8#aeN)fXOv2j)Hb>2%`$-Qj}$FzWBmor>G1 zc`3-IERGXRBQL7U0fSz{w{&!NXRbT23Y}`N8d0|bz^zWrTnD~=>h5(szAT*R>J*Yc z<+XLhp8_9EnJH1Otry;*Lx>jEqy4x4uINN}XPA2~g24nZY)DJTCg!K5BZ&gWAjY`W z0VO8ExChK%M~SgPqKOiH!fDk=+LYaNM$4i(3xVfTKLkrVNZGYM8v9A@^wg@#*Gryg zIy<=8G)@h)X6g053#s(`ep~y~>+DwTnWypDPX|%hZv7y

}{0xDH1qABG<+vND$?1jte%BT}k%Yazbhb=S%YC zucuh_C)};CcHM(Kk$#SYx!%xm zGfxS>XxeMUE0;zQZ2pcHleooOOaYf^yx6V(YP%<=L>YzPr(C)G2+% z!T|nSzEZ407Dq=)pDuPUWzRUM;H%K%?$j8S3WtjW8i8vF^cIz1sro%I#18L<*k1>e zh$4mE^AC|s915=-n?ZH0y;7y7@-x4v{`{QNc8zCXV5IKlj}GVgl4 z>-)W=#Ob8g(Ods0#XQU{qYN6$=v1w!2h=$vSQif8wTf2O4#A(Y^orhevBz#zd*tz` z3{O7`Zu{oM^w=gRK$Gh;*4VMb3wwZ&0H3((HXP?cD<}DYN0jSt- zqB(Ja*{$c?w=)g)6e2b6pAwMbm+~>?6K=ZHHcCI`DitdhO&eN4jd{#bq2B&OgOYq0 zYp6UI}XO*q)?Iy-sA};Xw+WbNreDd)7=Ru8X65o3tn60p7 zyKB(x#RGnJ2O^s{eLf`ck93&zcS9tEBk>tYRd*SEn>lo4RB;Bh8NH~2s zhYKWFAQC<#6BjRI5vpGYiw}vEO6MuLn#`6;?ld1y1W_j4u8lWR!rfboz_#W=CW6iB zf-&I4Ei737rQniaGi+v_@@D_{>-XXPVk&PYc6%%gZHGh8TckT#7*b!dx$oaE#jPg8 z?4*yq8L-p3t=h53pu5PH@?4V1=+#|RJ$SkVS>h2T43S&Hrp2c?P(RRIqIWRXNnfc( zc0ECIf37mx&25!hJ9Sg0|2kSCmWCyApjJyIV8rKpXyVihs%M>!9JU8_E3--d+K>6| z%|3{gGp55LlX_|=c;`I%5F`5@3zW$O zbho`W5eVrJ;Wu|ZYs~vGKgWL`&;?z2G8|IqjA19wdQS2n0uv=6D=Q`n+NyOe)~?l3MBoBv|qIplHw zRQJ+=zBpR&SKoDx5rMgFX9cdH8+Sa@x6m26lt@eDrBe> zV1q2p&5>h^OKk7Y5(=qV6C3=c(w6eIcoJs5y_mC+5_WS)@uW5M-V1)nKOQ>CT{g*} zyj9(ZIR2<`?^o0y^(G1w=gYfv(P8xOWDi-NyMDvdPG-pOreFS((00Tkt$;t+%;VsznIr=vnKU0-l*HJhZZH8(+A4&2y|JQvxT$US)Zv^jD#C3{n$Hr6mEm=>- zIxBX;eX`aC4YjvaBHW?OHN|T5ebe}xv<>F5BZ{QVWL1;+-|)T=rWI6w5akg)N$%VA zYG)riSdlT68QOK(7>Z98y7$fJ@}l1Riq;XO6Y6;h_Ht97oc7#ypxzv-m?*#a;wk_6 zI118%qf?c{R z)`z&i7effNukYzaZ_(8oiWRtsIk#htpW`s(?Q#{CejCqOb9VH>3nxQgO zaGZZGoiE>rBe9DdPf|l?y%2`}R(9ia`NuMvFWTvp!}t23pUF^}!IOo=up&HUiUy6N zJ{>fk+V2|a{&K)Cq-WKq=toW$#&m(U=Z7##inLWmp~KG}a^A5w=(lX({hP``_~xt> zbaJ9+j?lxx8^aDn?yXL-IWK1(Phimy>835&>(Kp30?C9u;XLD~mpMZ{pPoL63@1^i z;1ocJmc0Ea6pg1AQYrp#NKbaW>K^iSRUCK%KIrOuDiOZU28;|Tah3EZAACyoV+3=g9BPgS60uQi;iI22{bisK_Z^W@hB;Db z4x#fDH?H9TlILE;*#rT}MFDvXz(*2HwMBE|k2DI{TJNSY)uxA9K;p4vCEfiDijEN^ zBpan|zUn`txtyuk*#=F6kqdUbTKHgp3~DjeCZPEEAY$;R0E^~7rl$|GQ!+oHd9ZOC zecfdmpXu7M(OI5zYv_m%7b~0)3S}~MTBM-R^DcRT<56*tU^Tmc1aC|i)GdA8u#dBx ze-mg^eM|*EEK9cqyHRP@!BTD;uG={iTPH3GB)IA=R+ZmVS_jagz{OfZ$iszvUZ1te zzAQU1TxPvJiiH%rv5|M4;Duc>^vDh~>M4o47FpXRkFDQY-EO%TUyd>D^GJSdMAm^5 z1pG}hnSe8Qz)Elq!YrM>m$o3qudN1k?9aZCygEi1dYZZ9Y4 zTBeDG@O@UftiU0MQv4Iwb<)g^!*_`@Ih1c9FUC|FWgVw4b81e#N0gx8I`G)RTAz;l zUIbt5wznM|>|>tC6Ak&Q-RT-}@cI3whgeYH0fwv_5#>IafXM~!%pjrL1C>P!F@LiI zs+3MFHv--L2R}_H4LV%v{HSw@!&A+fX60Rn^qmA}mCgpmoj7L|&W5~?)i0mSs+^5X zY*-yTUy6u7#T)cLekd-DHzc@0dCVoQ2pOc`ViI}n4xazqut`v#SN@EW>Le)QiS^*U zPO%Krmz3qr_K=OL;d|D0E%YMkKz7|KL46kDx=T=B1YDDjgOm~KFgIx!GjPoj%TPm@ z)zS>rBCZyYjdH+zKSl011yM`~y+|ft*6S|qh{&F#r;sZ*2?O6FERVZ)L^I?i&Dvqk z^(@rFZk%3(awvqGLUGW9BIzioUj|US(^?nLI3g$_%WOtv&u;dUE64w%RR<%er~UIm zZ$F4b`j1H{&5+5Tf=gB|wnIbME^c<4#%~#4m+8#Sw^4(y=fex~e|Wr$&OcV3O#s&} zgn|tRgFZ~Nz_0vl4B;8ui>&8?5P{TU%|6Ag%-Ek5eYUo{+xzOpRYz+*DsLM{tK?Q? zPhh%}E;=23g59&8%wNA3zA&qwenm*&^C|{!H)58los_DRxLl&ZyYi?}J9TXID?$dbKBNYy7iz74b z-DMDV3=B38%h2%unyjV8jDdAa80#O7w^P){&Q@MlN^EA% z;}Zo#g|e3y!7=J@L-{UfB@?pV2%MB|y?uAR_U2u=hzq#Lp@3UGPrq16Wu{;zSLw=e zWT{a#_O-5o#xNU}_BOJCSyW?>dZXOT*ZE_eGez-^ojM5%mBLd z04s340%dr=)O8xdLLS0GTyK5N8;42sogO|ENh_BjttZ2;&jqg3*g?1mGfp&VP8Q%A z2+EK`sP`Zb^&qZ`z8fWg+40M##~}#w#}7p^0J9=gX;v^I|M9~FG9B(`p};198DqZY zV}l`>I*LQaB-A)T5fpziOp%AUrC1rwxn%;iox~oB*qFBib7F%lbR3ky|0mE7Xw(AH#eaYZe%ITg0^*yM;R7xU!~5=&-v`!tk84< z8+=~ir8Y(q4=)*hrR{5^G43z^dVQ@wr>~Gy-gum7u_ieVejRz88tRpThtv66%Ex+- zxu&E_pfU6ai-WH2BYYR<8g<%-3I_=Z;}K$>a7*3Ile_o>@f0Hdzzm*4N0Q=3;G!vo zLdr2}--A}AJT`&ke0?qJtQ3u0o?J+}O660SB&we~9)6RUV@n?cuDencnP>Pc|p3i7MHo&PX_}_*s6p z&I=FENhlCZxGByLUlRvgo!Xe6CU6TBS^g9Ulb*~r=2IptA9nqUtnqO(cRSvJ;1s1KLs8yoRCx5N^btSw`;|*QJCGBN4_k30w&J-ew9PJxuy%>hf>49Yi?3C(Rp%OoSt2z#nyzf(VwCbBDjQC z;@?MIC~!e{OJ-V!1`d&IOpC@eioK*EoXWtG*i${M8YI!*$Am;N1ppS_ zkf;X4XL;Z=q68K9r!is-h$5ykS1b@k@X|00U|0{KrJgXmYnX>}oF~b3IU>sRr(r-x zm~>>end=OuwNp`RG)vJi0K0=up^_M|L!#J~uqevoGFzXxO=hl?WTWBe^bQ#l&zv&< z9xqRO7Ah=K=*Q_6Qh z%z(ap1bT#~;ue!M2z@mSB8GZXfUx2>Hn7nDerDdrO}NGH7U_t9ZsF zMVN=5cP*#*D4g5AC(#HJXWqt z7y8Txg$30b5>*NP_z8stO_YWKRt`<20WqU;6-B8+RmVWg&=-8D>}cmHa$TN(sRQ5M z*QO5hdXiqGYC|?Vd&8zIei07Pz2< zdw22Z38{w4g}UP*mPD29T<_1TFFuu$1$v$>p{bJT>RZu<_q`4kbjguSdG71c<+cwbll&9&gzGs1Tn`ptaYe)6jrfd3!@!AfMQ5HdJEVX&yK@By@8v7k zg^W;802C0n!1IWqBANncV9^{h3qJ;mKz%5uH zfJD(Jknovv%LS_M=gM`d{^P)UGgspNcq7E@fA>$$Oy)|}pByT;7;L^jg<(RVffvrGRL+Ye1$MioE>oS+`G)DwkJo>crL$KMVtE~6dWk!{d8 zn0UMyXcqL5j%k=5CWYdV$!B4bjgq$e+Y9d?Q9T4j+_KH6IN9dhtyEY}S|*>I_tk+L z-uW_UHa$ohdccE93N__Ll|idpQ*~g6;!%N~K_h2S%hBrgR2}M}k&i(vP+B%rHYl<; z3I}SeI*%pPZWM4fNdYK2P&Rf{z{CfI9nGyZb43<9Gz+-Ha&}Y>a85PTTn7Dz%nsa+ zNtpwm-wKXv<&CZIqD0s8uTviHZg3kdm3`VN&-&V_CeNy}f(dc9sK z;HywH*D5V63|xM{Z=!QCCF-9q)Rm*0_~5qvTX((gW@cg+{IWa{I;C&5Q>uL+%$x4D5o4t;*s%u%y#*r*}1 z7mD3{85oh-p1wW5&8#7Jd0yUU65jbTLzF=ySnlL~z1r(jV&IDabS zL@~plSl{;a72cDU#Z0@jHG3PDKJMM8#9U|0D>961xXlkJRkQ9LD&4oSZ{{J4&1to! ztD41foeY{Hf7;OFTkCIE?1wBkvz}3J*NBO?z?;|Yw1Q4(jzNO zDg4&ok9cU2%GDpU6sn~2@7IOr9=Z2UFMfJVk(Rp9jy(n9Bri{LY5t7Hhr!vYCb=7+ zNmTTy`9*@_YqAW*s;iNnym%x2WlmKBFUzF{=kcSI`WhoQkMy*Ek76e zBKtGq%j5RaokzcMTHtwc#fexv(SI&p-g4?H%J8Fm&z2s1EEt*lprA20<$Ai~ouHo8 z$8yN{?SRycPxA>1XO;Fh!<_4FG-pHDeb*7g57Jig@s~>l&RuH~V!GdRy7U6zy*9F>YlzF63G$(f; z`g*sk?~A;D#b8;&5HVOXsN`D^I%00U#6rsZ!z($s{6i*00tBxS&atN2TVJm@2`q8l;_3K)6**BX!4pV?2pE zOYcd4Jjaqz@v1S;ePh-Ou6#WUJdLs6XEz^A)iJ+4Ahxb3t~hcBH^5Te&3w>lHDDcs zSJV5KWOK*0=>$@4Qf{+{^A4WgZfW*L=PP+%J5|7^y~`>|9*6Or14$H;5*|<31}p>6 zY0f7P>(FDj=P~fu25zCNTj{Ho?kDuxS~hsMj@aPi=WgcJ@QohWZ*05>mGD%b+r`e< zVlxRaBRNj0=+z8Zja5b5{nT+l{L1U_xUB2mHS zoWB-?pAYK#9IdpHE6{aZA6lFSQ~nD(d*PZ}UR-WbUQ(T0hbs@@S95%fmMHv~)Iz&oBKK##X0?;k*n3GJb&&9|QI)s4EBZLl+a{U&e z(+RK>#efuR9RibtjbAb3jwEbWDgbly$v>1uRe~jePWk+AK4n)3eyZXhJ|)0y6ifbN zm70%nkoONYGA{&Q^6Q^0NqvH)971Sh9_SIf8BjgNKO9W&>_=^852)jLO#A)b?Y@)= zV*Q7MiJ%icfbNTieTx}Us`uu z$A8nJ1qx{WOUoPJ^OF8^TYR*i4f;VN&>(44x@UZWdW&~dJ*PXWo<;V6V+&T&;Ui7= zU||H!PH0*E`w;~ef@WvepE$F^9*dyaE&91u_jy)u0zC=EHw6A?UP+^3i6%&Ww`(h- zI-=rDSq~r;T9x^J_`uO%jiT7Dqd;$+pQNrIXKo=$u)0f^%{@`Kt`!aDka%VZ2Bs4P zIv|BgCpJRm@QFTUHEuobK#ZxbiG|bQD>Uv1!Pesio-r*hT|lt)*6X^I=1jT(wjMQy z8+5u(^J+N+A6y4z1DXR~`@%|fz}6|&8MZFGh^Bl;7feFX-jWUwbU`!(?M-MMK^Ig& z(BABtYiHK#r!K8Nx!I@M*hwaeHId-)EYkgSkE5nBhRTt!GN2=Zs93rJkO6T?>w2u`3T_ZA(b*iz znSsAtrkY!jHO>1#xye;kSsGJF=kIk)T(>9|6~|x15pJ=jDW)AqN&BE21RKz#AHl)w zzheXXAvl;xM+i0`1A>EDwV-cvWUxE%Bo<)pLA9O(9V@(YU+!!1@dGI#HSv$|X-;4r z$4mKEK@3A+8e|0Vy{+C_#x$cy1MJfaI40}Lr%P(OOlHD0|X-> ztI-YDwcsKW$Za!BePDrvbBu7dLSnmNf~>{%6Z&>y=lkvEfA$&ncj>^ynZy@#E{ z-AVWgyk%xqUskL&RS0Pp3y}M9Y381*1KSJjxe=Y-JD^_n_J(_$O&;1+>>jgP*Iv2S z!4s~|=E1WCyN&Rq*^|BM+8do4nBG}W|EzF>r?OWO?E-&Nwgx$}W8V z)ZJ(3?7Hz-8$5J&?o2bCxL9m^DOxt42rqu&bL+`_GdAD^qdsFS5&T$>xuaxc3-TnK zOl+D%J^i;NI4$EoZ8KKT58!|TC<2*VL+&61;`DY9KM_>#EfB5*(8DVCz2K9c@th}jsk{B+H(Q$Q8GY6-%3F3cm%{5hm#EF# z=cT9{Pjl;AlLht(^@!UbpLzs;T$4L~G&-gbJwgbbPmFgnI~=YhbX4Od9EleEt~br= zdNVc3*0m`9rl6jMHdp?NF2AeO2dYtAzQQL(E-x0z?d&a6|HIqtXvKR}TvAw)zta1y zn}Z1XSQ+EZRF5xpVt93b#A;*00{kp zToVNBM~fzT&j;I!$cyM&=-hsvaDk~w#V-|=7KPT-YG12V9C96le86&Vz}LNPuMy2b67qrYo%Yeaw)HzDPBMH$BZSh2 zwU7gc_BXXQ@inIM*>i)6v$5cpE{w6?mlJLaFTB9+A*^p4&bicm+g!7 zW#A_AsbuyjSTQD)Zto4PIm?aSG#I!(7S(JVTIoi3x(m8#b%O6I`=mmy{9;RMj7PxUUX&ESB*1y z88Q)JfP?X{mgJdMF`${WxoKV^S4u*nP-H@g>c=N9>$+O62FY(C;W>BE?U2NO$=KM=8A< zr~+ui*SrhjG^>tUJ&ioeD<(m8_{48KlWqA%@z_05M_$3iL^7Xx5KjrVMeCJAZB8V{ zDP;P~ZCvMQ(1yh>BYnUm1I1QvPmC%mpjRU_v^oO`-G=TPS8tQg_;0tp-@Q0yhPbeP z*_w$`uxNYG5G?*Zmb6Cp$h;A>XfuLm19qKj^?s5DGkPxG&vHr7M;ShL$gp=(Gkbs1 zGY-|U-YJ{L{Y|m&t#aPLaRTk43$KcX4y&f*6uKGeR`6wdx-|rRlK%8u?^-LyodNno z;`2%-KH9Ow`!gWQq!_Ms=vn|S8mmOb=7-rF9}2!>`gqtO_evXEsYG< z4Rtn=?%|q&l016?&TfaDH%NS+42s#lAd!)^C;MbkspY$CS%KVCL` zL2xAPzE@|!5m1VE?l<(#{UVM}0f`j+#npnQz5R>Xhlz?5dgp}W2ds!Si8>*ivQh%F zPD8$-fiL*eiF6ApZq1b+WCjOQgfpsw7WoM*6Q34vykS<<*@q%Y{1J!1GSowvLF}qJh!CwqSIbWoPP{n|) zPX}}$qnGy@4J-=Ti+vg!uGLLfr&lXFZW1e1W~x1}#$8P+PvwhTT5Y~-g9Ar*=)t#M3=+_1WghROmi!C%?AkfH8%Jf?Hp^Lbdj^g(613y z5=*imJ+sV0407v$Kh$$S_1RIbreBbO>N$3TTr$=pk(_;UK8Oc@(1!Y_fi(9~t7p>1 zEME8eGW*d9k~I-Z`WTOD(hy2DWYSKmi@fGE722%Lq$*D;YSUkz+2)R38RXS=6pC!8 z>#f&ak8Oi5;A1QrxnuVo-Z`37=&ZjBYf2%d*yanR`e~lr!DcH~@XJHX)iYsR`PQ;*Gmp^*HWY^Gj_OJpti9V_kDIr1MAf29 zT<%bDWyWo@l?~NS^s^M%p+kpWhDou`Q z?nnBumf1&pnL>=~c%{b2U%) z&LxKtffIC6-IcqVe7mmB`LfXRutaLh@MwDMOVy^MSG`J8XVI|~dZa3Q*YW;a?7lJ3 zZ)2e)qVz8-UiT_cY%4z+J0DL$sd)98BT9q5W-p@U%=@P$!HbjEMY&|*gbTHy+rFp* zD!wOW?k?Alq1*?cr!;RqH8rA#+{*_XfC<6@5R=?FfV;&Pi8I9F3mJ6hErT;75v4Ouu>Zx*RvrjL-ODd8|T$Iixvj;8@~^)HH9-$P0GIZjt{2J`ojlOJX~Cn{bVnW zpzj_gpLr(WKS%AF zrRMTWVe^s=NPEw)sFtM-R6sx^=K+R6L~_m`Nd!RzK}2#K1_34K z%#xf36$K;;sE8n0a)x2Zh#*18EKb?FaX0IHyK274w)!MBAGl@v^4Wh7!0QsW2EHT z^P53jD3f0NcP&q07VrMwCFMeyJ+Z7@s zsSRv1n`yjl5e+0tD>Unm71zI82f01U`)W?fSoRgcfa5M;US9E%+&HHXZ~3EM28!*b zZ3bEl4_Gm4v3C+>sWQkS9@H$l9d+Mz_;#!v(Qsq<56o%w;^}{BoykIxY2fdz9|*7< z75;0K$%};{urWws5P3BU{Q3qlVtUG`tGr@;@IQyHF?3z>d=F5)6Tg+Y7!z~nMcd%+ zMCRRZJ+wv#@8alA@2Jz<#6PM+-(r?$1;TShq~(gfB2?2X-WIcYu<$7B_^5X5%Y zNBX4$2NMh? zso&{@>o&1%T|hUBc;O-5nW@7RzbD0}4yga-zx1E}m;NhU7yt_T2^mV*0)WlsOZ0!} zy_CZvWyrH>Qp)EcuPikAGT%a&spzO!lcfmA01&t%;W(8M!DmtkZxkEO`Jk4-%E+1d z;sECu=VA2AlV_{n(u97NWyAYJUmMq%qAwfbOY8|r|aeSB`(~Xq$OIBY2S+RMeH} z;6?ZaeG$A!enIFo@bh@As!HXc0YUoOP@ZyESujB+@0JMg#{0zPT zXboL?6TC=wK}UiY^)F~;@S@}eJq%8`hJ}L**a|a`J{pC$jRt@Gm$K80fNj0Ypys`~ z11W4Xxf^csFGZ#q0ULkyXMtL{iO3%sPBWrP(5D)zQ@Z#S(Qw^IlG%IY5B1fvD7c|m z05RyxREWijT5-MYI{Lf7kf1LfYzp|Jll$Q&fA(%e&}Z|zEvY!NRKee!fFk7m*}F!# ziTLjV27*3@-yCD=;bk_ZjW@Z(zM7kSv{Ux@ilD{WD{S!Jv%I}y`AZq`3~aNSNxWCg z8(=gExhmN70Qgai{#G>H+rzH7@VhMrM)%(>xid3YJ@~a|1kj8v76!qpA%$VMdnM(R zndSeb`kwmj9rgdxIv<-N?H|>Fujc>J{NA+5jk(E*M;2mskrUpfoD}*+kL)9F_#dP& zq*o+njm|zgtvH%x@ZVk+cfB6#ZqN%fSJ0gp1BYTVXt|nnU^M3Q_$&Xc(CWi%^SK#P zQ-7A+$9L)ux5CaB0{TNcQY}ZM22XCx$VEoShDW37JN0CMI!w(|UoVr#)d#JbYmYj6 z3r*HAAyyi`p6n$?5~gTyBlgR2vQ=H@8CPt_a`ijY zxw&gWT+R>NspL?L33ZL)^OhfImP$H-sNJ7AZw`;1B8uutOz-4S8f$ zWELdWbNHd$>ZwaI%yq`ChE)XJeY3W{snc-{PL5Rh+`$w3AV#0-!`AwNM$JjQq@u2H z(3(%glHMlS()6(96vgT@7lNSy-Vu^QkJb`0SPInE#Gx!J0f37;e zf;W4eAYZaoDH$`A7d5?K!LrbcSv#6X5Win*&&-aKcVOB@@aAG17^_bO#_Hcs{{RMW zE|!3y`cOXrncpXRpYrqWpu*ZVLErX0DWVZV0x(s`kw_Rw|CNh7c5X@y8Pz0yP^1d?MSRm2gqt2e)o46yjb&_gO(zb@HdCCS~%bD zX5BfNt1Nyq;1l%W|E^@mrkG4UYDP_MV=ZX<@xF5TzYG!a>J&2L{I7VqAN3Ue)8JUS zciZ*-Z3ZAO)13G}ZG{r>tA4*~R~Q*7S~{#4#=A4z`iwDpxI3R!afqw5k&A2aKg}HR z>NGOrg8$NbbMRvGe`!VbUbyV1|Ev!DVg9Tr-FD5o&G5IuXzX9-Jl}eMJ?e?p&eGtA zyB208<5Vh68>wr4C zdFG_RytnjVB_VR50E#vII!iBHZa8`6h84|%}##pl=h!vD*JxqD&4 zsD&oHevB=Yz+Zra2k`%4#Hctx!Ifp2pF|#9S;($2w`ANRzrlRFnWF5*K__NK)oM~k z)IG(MLMp9=5miv48P*K_mU4gLDV&m@%ZDMa-S+2 zBld(2?)5hB*9*W)C+ZQlT6$dven8AJsYINC+a>k=d{>hZqVD?> zo(bc{(ow?CBRUIpk4TZ7!^5bhzM`imdC}VZ2k+_cKgwDPiIe|?_#w{KTgy!OeYYLm zKVZ@P)aA>Un%zZ82UpdhaqFA9_sdt37|XkKd#8@|{>zC{V+=7ddcUq;5d2!>7G z@!;>`5LgxUBVc$sCX&eOZS|t@4j3zT5hr#L9;UTJ zm7sYAmokBe0+%oWL`b*-;2K-QtOcuJpEWELH8>arlGuea*?Y&;N`D zjTIcFZ8fEx=xGw1?EkjHt6vUq?0UCD*6Px5yqlg@Axm(oo1Ggc+F`3sNgcR`Pp z;=*t4k&f^(=?HyHJV^9@;txjh0eNrApmQ436I1<@2R(jM;qNA$uocdn`*4M%5{b{QgM}sKYTl4GwQPL=H18ciKQF z?CR)sjJ)?pUN7HV4jRMHI{kwyV*G4kPZ%ie=s)+!Hzs@LWj`}*$U--M>z#7jd?zkn z6CU2%v+Y2sDCp^adtUrJwfr$WH0N9j^@f7(o=_k8Qe65g3Diq`)ylUoyN5oFpsoSs zuRh~-uRLWQzDC7FT|)`U)MSzexJDLX*G>?PbA2) z(%)0a+FNU(_F?7pohWbREW6N}%DJP!F339>ML)UmnrW?q$?VqsZqgV(zy0gAm4{qU zReK9pUX+)=i*M2x=G2BSyh#;ZdsCZX47lSR(r<}uQElC*xy;|-vLONuV%fM14aVW( zZh>tHdQu>7hgwZvuDQbB%V?B~tLF>PX`ef=9JkfE5tBq$wLR^T zPbo>-R^lx*a3!PtJTIlhTV&u)mhgGLTFKb_3+7tBUbl7@Ur80_nn_WTE?wF8q#&ST zp2cuC4WF3k`_1OEQAaXyUyIy{{kH)bN6+Af#x7(9hiy7`-d`IY7+VeN7?NP(V{N~O z!9)ZeF$vn{GLT@1nMOXv%2=Cybnl7m{6S5r{o{?ySIH8^h~335CH(rKpr30mtfzMt zKAyQuPdW@A9fyW~TxMJJQmD+8-5PYU*jK85I%yv(_gWm|(5tk!m7sa-JP|Y27qWJ* zbuByCmy2`rhwdUhvo6cDr>o3q*nA7Kdx>Ku1w*DV)2z0_p-sZ_x#{j1u0Qq@{d!q2 z+IjTi&rML}*Pq+3Tl8At30HN&P{h@%V_H4v{90;|8slMwtUr=F?nCEA*sw)QFKc<}w2rLfPJ94Wi`x-U7kBVB$A4}D%e zsJqLdOyKvy_hSUviWrE_){cYEdLW8p6`Zb0M^nzP@@Ba1-kg9sEG7eL% z5rz9udh?T`3UeA+?5p~YA#BY#Z=T|;tnAw5k=oT%Myb70Wp~slY1G!W1TfLE4opYe zo}WT{t`Xobr%5oJOCI`}>C0QeiSjsOrb$RY@B6{|!yI12Qn%cY#QQ^PZxkPRZmZOrwn(eAxD>k#o5dCJK9+_n)J85AE|mf zfmy|Q?HjTMpUHt~?FUjr$8Vnr9^57lTIln5QPt&Qk zxhHvw3YC-cZKv?!_tI}OkYz$_eGg!+WLsv5ww$C-K4yJB2~kv_^B@y~u^DzOhz#`U zz~ZerVkNG4-B2rgw)DJvRHq5bsC^FtJea&B?nd#l#NlWCc z?$ssVhLClJfVp-x54nkhK4wLf6;H-cWLcZ3A7%zU=RazLt7V4VnREK1Y-`B=732<% zOGj|fa{?yGXqD2!k0&vq@&kQ}hF(qo;(HkcJm)|B7vr-(3J(p%??q<@NY1I?Gi&^A zw38lBQ<>84@wX8AqZh|7$%~Pk7HJmowg{EONQPPt!C+0bw*horaCxr|`8F+BF)0qD zRf0`0hGxF#qwjZ+NidvzKrn>Ovaj`}^Vb-YSCA$SwyzCD^C0A!Z?}BgkhBF8o6-272WrcY0aP?L^Pypc< z0&jl!+QKuc_b|;ZijZ0J_+}3+UQhC7v{F~)$ z;y=b!_*Q!1+N|VXS}`pdJ1JUqKbs5&3b9Uyqd`!HE3FUESZdP(NfM#@DT)kM zh3}yGO5%eVv<#Z&7g=YshQkP;ia5#wL15xqPM)c}Ena-)$xnal0r*Q7CXR64r^C}%X=}Cg z8uTBJ%D1@^j|A;5HnS0#afcS+gSl^2ptrxgRRgaNf#3}42=awjfa`zu0sO5Klf3^e z2O}s)&fnztix|j?LK;yJtVRq$HYN}#IN)>%gqC1Kg0KyJt#mw`=a2p^2Jm0xm}A9f z=Kua&1_YR~ZMsxu4)GB{o+h?1gOC*l5&>Q*t=D@v&sYBEWQgQGKTT3?TNyJ_8g#^U zCUFscvz=(up3*t4IPW{JBeWnQ)t)l6!s-IpZwu(7XYMkp?Z#p~c}S{tnsM#^lDUb6 z^sZpR^PD)Z*J`z0HWo{kChTLLI5}BfQNGz}<=SVeqI^o?e5jj7NE4%wmB-37MGptb5eqR%*6SiEd zw0~s3CuP(DF8Cn~LimgVzf=&38U+wn(4SV&Bs)>!IdPZ4*_A-lAWw*!G!n=2>Mxjz z>q(xt=nXE*O?q{VTj?fV&lE4fGi^6#{r^{(4iCm)Uk~z1Jf=IOvdCR92Qi4c3MK`f zvb06nL0VIXgTU0p1iNUKDORm9lk@y2_DY z5F<3;h$}YrbZ5rEwiQhG{CPMu71C%DJq;h&lpvYnRGXHBwnkZFsG-fdi6|S1h@rk# z5CN;aFu45ny7r8@>&(Nv=D9_bHkk7M0Y=HT5mfrs;gD*zKo{xQw?Z@`f8BC^TbYainG5oS;>n=b@lgK5^_m-$|LcMP0o6YR|8Z0Pm#~zC zBnxbI%Kvp-O-1<+hgrPf;Q!k$^u<9pGy&CuLq_=zdq|>`|I0fhy7(ynV9#I74iVQc z6>$5d0>9FCnAar~;efHgE2KDA{{R|XB)sJI2hbp3owCc=uvsA5p&2+)buH|&*Ymv2 zd(RaDEsS;KIOXm0Um3O=%?HZZW}L?(^sAeV zxaPBG*w|Y0#1e+(e2kvzv`~yl*)t7~*CWQ}8+}}oJ$}^MZLi|&+t=H;Obo{hmYAbH zm#tnktQ*fOlsS8%%5B$2oyd(x?;Rw)5-%R^jBLf3|n>qnfXM?1-k{tc#U4 zv&6=Kb97SoY^$R#9dJ8ao^50xWxNTEUwtF${w@*_p(S~8+3rU=&GJc>VV28TpX_)r zr%~9dby#T_FwmG=NWMBZ+zcSFdZ(fO(b~SG*&7n^n^%w+e^)1Qk|~-MRLpRUjbKD> z5uGkv&F>VuXJ!F1r7RJ|?nE)!L?9h~XFN=yg0jSuVQ;D%;PAvLoBop6!2NZCXK#bO zuIZ+KsMUr-N~_1_<+=!1-7}U0j(I1ky_wI6VDdf60<=yIUa}*r66E{~zbLTE;~!aa zfR)zdQ5fhj1(A)y9ghm~B(>b283$9l;}kU0)X>j(Rvs;RonYG>5Tv#4_o2%-A$5_g z($AVJ@LehZ>SIUB4~~pwGxQ*KtZfVR5;vhI$-)LA591>NVz5LjJ5uduMO8apDmUY| zZ?QLuQZb6@uDFW$8P9uOQI$iQ9Vu%}#7Tn#C#*+w&lL)v2!hP+%HDh2al$Uvg7M6%%|JqF6g^>GDL}^$= z0I)=x-puuSLZbo4MHfB`N^B$^4&a68no7rtO2^2;nkh&SB*y|FtBYn?M@`s0aO&*B z=&VJ|r9E?T5E2}*w7m_PB2vd(rg6GbG8`0Wm)L;kR*JN8q}O;G#*&EkS3|IunNxz( zRaufGCmxku7>LkoknftpTWO$)&g})#{);%4e;4PAL@ZX%)D3kr@-TrY8IIvl0^0|q zcx@H$i-zarzhGu>Rpl@>alGXFHo)uYt(j%!n~3BbK!bewA@I2RF~0 z&UgiNqjlgEOWmBjgd-7nke)Xq;+=>VDKih=BrHjy<@$rmFEdm&ULcIqb-<5M4<%GJ z41$2?#Ntat-08|RyUm#YZziVX?mKK)8JArHDi5S zgZKG5Fv_SQf;X8yS)V-s@Me~t$4a^m;O8!yKm0*yMt;ZdEfV%Yu<771a{iF0_4~13 zS4P%aerA-)Zr!CQjwQ1{xIMH*CSNyJRQ02wHn@g+tNdylDx<4{; zM^7%;oH7~h>SzK?@RP~Iq)E)DdTQ-Syy*J&p%d}^BpNqx?7-^NGw!YAwq3i91LN6c ziE|fQ^l~9?@&HPinYM>;HRP(&XIR z0_XbnADT~tk2TlGWqMD!#_NTqtY!AgZ9A<&k*^fsSL&9g4Mokixg2>@n3xtTm^u_U zf8VQtJwdbYajx>_O3s^%VO@~MX@Xyd^SL& zGR(~_){GoyxA8`mo^}|tE2BV`3QeRlP)n|~_n}=TFPD^%M)1Lp%U73;Yt(m>Xlirh_M+cjoE91Uj;7>DL|s?E z=syZX(CkAA={U*zH8oPr7Y54?4%~)H2?XKhP30X~1ixT6Z0}E0Ce1F&U(PNqI1r)iFeP5(RZ+&6aBB;=mr}Qk6vH zqG~>GEku%z&srKL` zVMRbN`YXC$uX%f^)5*4xWc(Q&v;`Xp$JLnTNz;y1gh+lE?Ch7w4JR z+rOUGf=Hb(EVZhgP;mwZSAXssV{iumWYmz8{I;%n#nogdQ8p)D_Zg)X6tBdy>ORz| zM5H&Ojr;M|j6}#foLa6`QaX%qDVMvDyx=zekeO6|GnIXl?0BT)cu=$FCDj8iSaW$F zdVf>IKTz}pyEnJM80l0)Z@6)DrD3-M%b}5IA}FYWmhgZFISnxAHF|7N`9CW;;7mjD ze~-ArLdo5pyg_e^S}vk=XcC!-Jgs2dKHxx35iU+Adty(bo}7^NPFd-p3kHT5en~tW zD*kq=dpM{ZPUC?gTWh`!Q~L41>y&p(MLI(GfE*8WaA$CLV<7oWmPRouMo~X1$bFm$ zNv7;wo#X%{hMZ@{DWz$@Fp_Bon%0cFyLi>MCHHHi=rD3wASAhvwA`F;s~XmlXxGPI z?_aai$&cXkxpp#_P{dxpKw58Wg=AQcdcUqy=hGx}?st1A@x5u1-#Ni5|HM-vL5k1w zV`r-!a_4hK{;$WhD`#)-2GyT614PBO`1`5&4QWBJG-MO7E(7i{-!;1kxb{rVTDZed#9`_)V<_jA4-^UrX9}*Zbb8% zT?Kl2e44z64%RoEKi`*BQ#d$ZN1Slw3rP5jq_ba6!Io>ysiW?7V7rhnO%jm&6e z8DHVt116c#kkP6|FOuGnnW{me-7+YUU!R+4N3)*X_RM7uSkF(1Ng_5J(k`7IzOsBf zPV5sTp7=#sWK4sSZ;pNKsj2i+t-??{XEA98Y6fkFJ>bXg-uZUE<3uL!*xs_CorIXi z*p=f-v8HW!eW8YRYil0yq>_YE@)vW&X#C7zgHn&uaO<9adNJI#(!RMYwiUeLpqnSk z06&)SnR#e+tbELv&mwKLK$w-QRx4U1i>BW*U9lQd@?kAYwZfqtQ`*;P&})5~)mbzx z7}}k+plJ(>H|`0094n@hn<^}wS>>qC&_{1)JfL9<3)QF?uTJa6VGxVG-ql>}a4h)> zMQ=UA!}RaT1)rE}aLyB?HXQT`r7b`=Rqp@#3igZt_7%!woUsY7QZoJDI$rF5)*-qG z*8OqyPjA9Vdlx)IV99*JQcWjpIctxMjvncL!NPKSd$z63UP(#GTl=BNK<-QC7eAt- zqjxMVtlzP-vam=|aJtOe_s|K?x4jWWxLaAwru?9jbnaU9>0OvxD%$nT1NJ?~XJ(qW zkI&L3(_Q$bpXWwvZpTb?02RKq4-wt*K=$fR2`vZJ?k+4Czu240e~lQ-(`SG!1ES44FY-1vo1#Y7 zUI&oZz7EL1SiGZflK3$7MS{NHZ|~OQm*|%c*C*9r8t&XaZ|xEOw{JNkV=~qryktLW zk;1_ki-jh=yD_;+xs8pnU{JWP`BKJ;_+Hu)WwxZ?HTC`QL$S~fan{LP0gj%H2;o!+ z8KE?Whe4rRh_zP-LItdEM}(*og}X>&jKG(oti4(gs#=SJ^sW=%gxNz`TWVSf&9ou| zvgb8l17M{s*BKP3E8E#ZTaKxZ1UdMeGe`|l_$iC1XL>8QNDVON3<|vNarcQLrgbY! z9z`$(VS@N};JJEBiu`yjVbDc+RU>o6M^^jd2+14rR&LC~ZiC`lcrShfMs=z9zAvuGR;SRV>75vLd=66iiXdA-IcZC8EgA zf3s~mv0G-)<_bJZHLt|c>I<5)h9@5c$7H14y;sLj0%^&P2 zvm77BwO^gX57=^n0-W2>UQ>nniZdE#vg(#>gaDRtVnn50xNKgFfo+q{N`t+VHqT8# z+!6uOTD?#ZL<>v$S?Vy0>`a5A8p?JDFe8sgh#FKdjBQkKl-qsmkZ`8>kioEB1mXVL zf@j<6P889rgpg*-YJ&1KJlsJLi}5QK*ULNUNJbgyIHv&W0bmD zBTttCe>|Le5Ppf&jD0VhUqXOfOOQcEFL+KbhGwl*OqwshL~x+$@A52X3Buwu;UqL> zoJU0f9*AKaG|ZZmf?m-8_m;_o7DSa_QX>`en_rpoylUS~B-HD5d(+uwlwKL%<(6dF zW>ioa)#a9q-!3m5YPCKSJxhylyu>#3z;&9Vt7S7Ws=ttoHiI+)!P-HnP^+h!k7gSW z`s{f{YU8qd6ho!}4Spu&Zox-yO@@b#B9_y@<*sJBMHB^3Gqqj_Lm^2y{L(%KOFBB$ zlftJZ#;-3RNPs*H!DVSCrmjfZ(|X+~aIWHNt`ns}1&+sztZg%kCsZRsR4nw7ZL26al@KOqyv6nIyE6tIDHY#0=UWu8ubS0lmHW+Mj@jB?Fy`AM+Q7cepo~E za0Gjia^7kb2{brD0;(m5Q{r^p+Yu0>nWo@DYwN`%e{Eu{VAzKZK{Aj<|@D0An!jX%I*KHK)#>(Z#t5( zVI0*^L|v^Bi;W|C!K#H&UAUL)y} z)L3>F+P5*jKVSEGx$UZh;*r^pdmotMPnebTcTh<^-baXT=6?2NETPk4Fgu|*u&g3< zT9U@vuWTdp#@}Eo=$`)0ckiIxogwciwe-&(Z98M$v1*f_N!#U5E_;y-E?A_6?NYy4 zDE?AD`&rNvM$!-^fW?o>@MNvppofMa1V9^f(^G05BO^g7DdfdAxd_nkHw1VJ-rN*| zhU&tvnnY!7;&n9{I$}>mcu7!OP5CXNj*BicwF>!S>rM&lh44?|`O+;ra@#kXnq2~7 zd^SBiFP%RN+eECi)K96LFzkgp>@?LK$hc1JJCU7{QEpy^BIOz%)xZGZ4XebM@@d5y z1{qKOo>nit;3y{o*~qyAs{E#fLVDAd`v+VG2W)E%rWpGZ;{PZV^gJ?q zW8FL`CWHRy`SJ82BuuWM@qk6GiD~A_3Fim+O(ZJ0FUDi)MoQqJ1mObaHcxAqBd08q z`amSVb)l~%!BMyl`3<=CeZyr-{e)T!OoAxq|7`VuT{;qICG(HS-b}|N_j&T|p$P?H z{Ef_>l58{IB`69MLc}o=HPkK}d@0fWMVA()uzfG7Zju{?YGg8{qrOzYY&NLJ10Bp* z>O!hF7;PK(H?H}IgOe9Ky)YbNI!)(f=n&nw?Rd!~n81^h1VC~3g$zw`K!e_RQXw-ytwRoPJWZv8>@wr<4w$ra|gG=W#NXF!AQG+TzOMnD(T9(@W4b zNQe8Ls+6qz-#(2fSJ&21K5yRXlZs6_&Vj!xznn%Y3P=lWl)7%^ox2epE%6H+wYB@4 zAE(t9z43pn*qOV{5O*Hi%#bf09c^oTr)s<^(oK8uYVYfx_rAZMMAIGlD1_F{L<7FY zvc@4*JNwH-r)k~8IW`G=vH4uat5rKb!ibW5zbc*OrvqP9baV1I>bPBhW}78v5i?EZ zaQhOgRK4OmJ#CcLJvb4p>dE)`>6DUhaeBA<3qe)Wn1m~xcfOJCUENy=b#*%%mAk&4 z$3z7^sZ~jCZ@}W89pRQe@4qiMqk-~r0tcI)Py6Sxprc&I-hfZNL9uMCOhKuMvApp# zg3h4))zw8gwUC8o$vkCUPs7i(d~eY-V=2Z9ac)0J-jF&ZtPN225!J^5myTKC;J<@av9dLJxw_xXd{`u7%b2_AD~l(WmnzvNaWa9)<4G+NfK zJ@YAKnH8?zPxV>=Qmw4?!t_56u0Ps;x*O&3=oa@Er5{>nx+ZJd+5w{nT82JluInR} z?;SkMI|tK#RHu!+d^GnN`_reVE?(82wvJ9eeX7}&>$KtSu$il6`trytr|#YN-g-^$ zj@2)dF?5giS^7!EE?D3Z!!ACpFQMHQ`yF^mfwG zr^8WBz7$fMP6G#5#4z+k)A#adlqF)xW4mgU6W6b7L*f1`T{gjo(E_pL-Dgmb;F%c5 z6hQdSPdVW*EeRwEi8)2JVB{}+@vLzV+8gy!QE`bVxEh=(X*i%;FIL{klYmenhz|*; z#}^0yq1xF*3YC1bgSQjW1YJ{P2E##uwrGJt_$}$$aF{xRM7ggO#6@R+YTH7l6O|n) z@%K)40%w689(8k?FmMaa+8kdDA%ll1PbhpQyoiB(aJob}971k;8^@+4jx_}>t!{=F z_O%HX4VMZnBEi9!()Kk!>6+#k9gcNcQH+U!G(C0t815nwGP5{!jjf0wYdDZtFG{w< z&qjXButXw4AKFT_ml44TBBev9G za?#mJ)>q2_9TzHm!bNj>N{GCIZ&t8Z*V_<5BE&6e44lL+I;-{hfj4>f*Tx%4MF5uH ztK_8DDIMllLAT}YfdQ7W8UmZeIy_7@5lv(OX%@h1(Us}Sh;bT#P~b;`Fv)C!k;IEx z?oszO zavX7ZIOuGdPzIS7L=lLz$as|s@UTgjYDQJd+*o(MvA(6brmp228x?v$t2#cNL6hzV zYKfE9mM|YZ#$DBS6!aLSz=3D0wT~Hzw0w@Y_Wp?C1vp}P9h62_~#K9uY~7<`rx;o(@e_Q;Bk$lW7YK+$M@HZEPU3Kf7skzyZ@GZ zjW{zxzo=LFXC22#W9C7M5`&DBDTKExs+S=VxTULx*VmF)F{%9XRI@nf&gL_)cr!%6 zAd&W%SnVx$9Ym3`1S8M%o>Zxwga(x$GP)R{b49dc|3%qwPevP9m59>cbYpsN>Tpe2FoHxKt|?7%JI1M0Ff8pr=~6R9flxRR z{Zhi(3qf0^{UwP8P>>E%&N zs9{<{X}9Md$CzNg%>6w_KvNoa%gdx6-8}0a4JS2_2&MxguzCZn`1ZCgo1ia;pvX#JEHeIv5D($}z07vSPb;PIYBI0)r+dwbD3ufx?&ho5Z`r@V#Wh!2Z;)gLf&0xadQ=*^h${@52=>+@ zCOaq!s-6`Vg^|L_YZfR&5czynRJ5kZSn66(`XnmZF#))NkkFO)|AD$Y$1 z!d#&OPcoln-KR9`Ny5JTC>(~A*0T;fl&G~u*Fe1{-!aZFv>kJ-3TP}`9}_lR5PIV! zwN(Boz7r4MMhYTU4>{}rA&9Lz>8dxLqD?)|(1ZLAFf|@|Dn#gTW zMpeuRS6<_H>#3WzO~jDK`@D0o)nBHm(ZJtl%`%slKQ6W{@it@G2DW|;ARDrd`v8YT{gmL1?4XtEtaOl z`O*LUx@1^_6TO@=X~FdM39?>%N9w_81ELvkTXYPh*$#}V`r5=I5o{$8l;DV6UYbqso*W7=+<$!QvmB>bhm6ij?jTP)89%RWjsCE6TbrmKA4@VZsjmKf zw07EAJF0JztCw@@J@)IXkGLLyQC0x%8F3jh1PqG0D)t|?DE=>F6ghNZj53x3FR@9k z{)%w=_4*C*uh$7*Qm|*GO;ZCC^j&6<;2V_+nq?@OBK(h>e?3eNb zxsV5V_MGY2_p~qU*Y4L%*4D54EX>}hbP}M2i4wA!yCW%CBD64P(R!Md(lt_Gp@bup)s@T6mf00w zEso5;NlVug%np32yn*~fL(E%wZ!L3z@6H(;}Xu?E0= zxS!0A6joNUw7h4W0<2?bzLe^0}K)JrLz_0w_TOsi0v=r`d ze9x*@DD0_BzB~f6?XnWpYLqHb+)Sl*eks!!mA=tM!*64G(^Hp#a)pSG-&|%a$h7C8 z5;Zv5J0U56g~kTAVDcLhwySg{@ja@g?LVh}c=5nlDQzFK`vh@E>GgP*6{h}ZESN8O z_1)Gy(zsC@3G)hHN=m<6HxEG5be7PQ9lE!Om=D~4)r~}A)2C;U0b+R zb&zSV6=&{93srUCGWdzB%qs(9)QW>-8jlIVQFhxRZVsoY7TCa8(L{1rFqYdQ{NL zI0T?Q57i%wG7Puys%?^0d)|b^Gol!-&YB~waBYU$zNk4fNqGj!G~&DHw`oR827NK= zv9z~hh!yBAX^ioLc2L9@y>wG^#4+@GmMYyoF(r;)9FEZI;Tm+IHmrzRmF}=lBQ2YC zkx-R<{oU4#vRnYAu!8wH^?^sTCg&F4yeFVj7#d^Ld1JpQh<%uHJf-tC(!7fYE>??Ez51fu$AAMQ8@HPH$d)x}KJzd*%BwR9AuUFf4ny+k|quNXM;Il7@ z6=!yF60t3Y=7VRru{7g&5^H2RO&bc@dv&nzh0U8;S@(_0K7phQ#m}=KE_gPTDc!($ zj~EP|WEG?`q(bu2m|s%O{l~1H-=Tq>}B%f{Ws&h)swUG zBYy0$?N8D$49gW{TP$8+v;ee`0*Ro@E_%7Ghkmc-NGvYkD}Yfpn5&g;XkM9hN}HwI z!z-V2ycSj%{>D^O*s#Wqh`lhSUmrjn<}C>2V{Vo?GI%)2jU7T`x9+%aYp0RQj;0^h z1U5@1y{}2rl8pOq)PR?7Mmgj{=plfz@(k}SiQ?ZB>BTL#iomSm%wn6go0~LmrgUBH zF(;-idcj>8&+ukeeQl;>Wr|R`F=3>6C@6N$nT${}I!hv6FxwH&sw7^uA_d4D>FOp5 zX^mZtAM<>!>=_M8rEhX&t!>7PWbR75BeYW@=5-4CCg0;gn~DI#k&gcqs6Mqh0NQjN zISWxYlguuO+}7`XY=m;Nofcce_?K-7-8v_g%MPOXVOAoEGP>azYVwMC8{QLM)D1H3W}c3oJH4}S6rw)bsTLq z(n#wW$X^mxfbTK?cUdk(8SnXFJ0lO97X089Y30RykSa|w{{U%50ETw;>$Q93%{*kQ z2xX{v{dv3-N4iTL1}vzg!5tiRN${PoL`l3vNCeEK^l3!Z-gd*onJN7-zUdS}T^Fnl2KWjk1nITGp{Sy0$q-?Q zVLvq92L2(@jh-mTjLk7aT^ItE`?8I{!y99t}_8S@%CEHxLq zW#`8s{8PN|`rR8;<~m_vQ~$~87B_RG!ux9XRh7b^?vlN}L(Z|q>3i6#-9&G_K`XA4 zw~<=j_hsfP`~j`WxZRYafV}mASc}?hf3EC97jLGA_0MaWa!lJN5@b$qPsE`;oCGGD zGkoQgH-dPkl_ijr`e4L$OgfykzQL>Jjhj)|`V$E*gWY-I~cbCw8r^{SRJVDZ4EWnO8VmCZwZl113vmKxe_m#Fc6bYf)hyRp^ExK zOdiIlXW?_+LPABf=``0wr`rjh;Q_DxOnGILPenS=>VC$WJ~O$&agOBQVjAfNrgKlk zL4|Q6INtV1?46vWKJg=2z?Vn@S|0kp8rs&7c%444=AZWc-WOM#0_ zeLFAU8!UCe_~F1BPuGc5@Lt9w(vkGckf@`yJM7XHqvq%2% zKqJYSsOgl3XW)55!eQ^qw2g1-Ir)h_-z3m3Uy~Bz%M`Zx6p0Cwj2{x5M@xpJV~G5b zC0>*^mCsc@@e{V~^XL6+=Yz((!YWf^UBuHtbR2Zh30CZevUF>@Pn->JM&FxZ>r=N(TA6+MqdcjVw-lhwHj)8M z2uZp2pEWPEQ#uc8UhnEpE*V1a5SD288=uX`nQFTJOr=dfi4?*II`Qj;_{;9Ecp-KM zTOIrwADV2Bw*%M7dwl%?@a))aE=mi$#z(#VV@ZMnW-{@nXHrSyoV`wD6V^R zM89bBwjiJm?;jt|*@;is@gqMLU!uN5XmepV-cA0shbeFonVlt{@RUV}IpRXGdzqTvt`o)=diHuKkqv^p=hkRe35+zqAw4MJ9C|1%X*&Co}A1iC*dUqwctM-FuBQ05X-kcjeoET*T4x?imAD(4BG5Bwxd z1UAy=KP`m=g$)@IlSaz9bnAnV$?}Rd+Y!oo6u7$XS?=M*T&>VqjZ>V*QUUyIX_)eO zKM!u;RPDN?n?*V?T0OBrFhw>PwAE9q{Z2M&|GoeYX+@j2; z_kv&0ofjUyIiqrc503#F*x*q>%i#{uR7>p=h*muOO`aaQI(Nc(9xalr3_DysT*Zcg zWd(aBVPhE^QC6{6Lt&w?h?BI7Ot3_QrR<_?W7Q*@pa6h7s~j?bT;fs)8gpfkdb%x> zi=Y@mLav73OuytXM^K%E9OY*Y2%YYy?~XoQ>Hs;{w+j(U82Hp!m$d4+G>zTTAgwy2 zil(vUl8wCvtU(a13xfpO%ZOh3nb)^55uIwE;m#5wbVLx$=!lyBK%D+R#OE)i{gvqj z9vC;rp|y`9_^Q+YG(82I=)fju{xg(2(6Z~OSa)7a`|B%R(W&c$#Ldjmf)EsZHW4-4 zS*|}^=vg3ZH}@4GyGIU9V;;iHCmCY?BI2f_!oP6_9bO^tbl=E800e<=iG0ebK`Y+eCnD3sL>5nriV4pacA5AMWp`i zU==*P>VFZb4|$~0G}=JJZlL0k+DZG*{fhuy>l7q>&%0CrG(jHv;=h6EozZ@WVk@Wwjo_l?J>{1=-c@y;>Q7FT!PYJd^92du@gJW6B zn)pk#Uf0n%nL~*#P%lm1y>_D&k3Lvi0y>D>)YzL39>0&VWySk%k~|CxGf=qT)h5bx*yA6V+ou1DMQi+ps>gbIzGA~}@?0*Bhu#hEQju3Ew=4tWY~=H|Ly-lC!6p-n;-i=aRAY z)=iVDABuWLb*tmEx4T>-#;TgaOUtLp*<7H4Rhl}07Pa1Z9;wiGdhBmak_yhzRul$) zvOgC%WfES5GW=X(!g7X2V4?DH9zels_`245>sqW(D*-m=j6sRZJ8}wRXbX{xmvF+% z#0%yrK@pa)(MssPUcO&qdrf&XKwlM$q2ds1m?b z_A_C;8hu{pw~7=mgZ!emIL3tPu|mJK8wCs1Q7C`wRwLVbsFpDE!GcWvA{R;HsoiDXZn2~%e4>snUAan8>#tmZarX0qV$+l4rjuHo>*+L;w>EQ0Nj zK`YHM_)g-AK1BHByTxE@P~tFNwGH6dJEm`V9U!9kYI8AdQ?pnaUtn{XNBrjW=*{&| zUG4QOkeLzwZ2hOX{<#pD{`oC3{c1SOuvl5+)S>uL)2)2eBn#p=nVLG7kS#J{XuO-_ z_`I61!FrQ>nQwdsb-S*x})d_7dL$@Z7xAZF1wy zRK?10DP?7?N9Ex#e0bjm{>*Llf2J+}3zPX}m5uUrEmBpI&nxilE?2|?j(&W(fb$?0 z@Z40D46u!&sTD-P`VKEBB{W8}m4h=*B10H>6-1LQY+^i(Ul>D14sB zoxsNUC)=4@{V*Q7=c@MaHqfeq07ZNbk7Gx9#3s7QQx?vWK!D5+mN~UUP;A=K7QJFrxq?@=`$YmZpXh9i})M)gYx#L z8xhINk;&sRXA{Fa@ttfza8Z&IG!LZ6%t{7uupM6xw)4xuc1hk`Ko8b_M}7K;Q-;{o z$iPznrJa?&gN?1eJ#?xFBr_>NzIKinc<}?3%6C=nqHi^@$zSKhHA)R=x=Vz_P2EgH zNz}!16fE=P?!pY)H!9{zp>g#|S4_P1U^)%FqT<4y#@XiD?_Kq;Zep%mvRDQ$P43pc z50IJtz*W0DQGVFvJCCK-fGx*mjGh@5aG(-@*7ou9)47edf?m~J4o#p--Q<=1M?-#I zt?b3GO*?#T12S^y=*F+*PSEAr!t?sLA2aAU5WgNqRXf4w=Ip%~ZSIWJBGP5lcoV-) z!HV|Hc)H}4_5z(%U5|sY)aTMC!YUKWwVCIQL7|EarP!s89ss<^!fL&Ib>VSkRniNa zR$VraR=x5No8X^Fb1iECH{|7MSRU0O^&yS^yQLZ85fsUh8=>E^Mv!CGHT+TLQMNdQ zu!!F@^ly<>U1P5kasGMa3wEHvrqY+CkfM;F5U&Y{lkL)(+R9Y1DG*qsrYMZTlp!~9 ztd|rr;GW`HxtAr4ZP#mFV>G~|Ax|+IKKPtx`4=%FS``8$3oxK2@%_D4}u5iu(wsg_I9L)92%NLGAm#G zoVh`Q6AZ+*g-O%Wd`Q5Li|-rRM2C!HMC?pyXc3du}DlY-oPZ6c%x-Mo9$E=DQjkzv5c=gXam zAEK$Jr0cgI1z*UKMy z$<~l1YEu0jXNKa-`m*5ic96_Oin@5P>ZGoSM4}1tIuCSe0hsHh)(3?rZlVmmjxhm-EMIgw*CI7G>7-c13Be6<>M;zpcWJ>qw-XMYTe zja3bgBId8+;W%5}Z6Dv*(1EUYB(YWJcKVG6a#=QNZ7?kHQJJ}7y95g0MMoQx)9ElwiPi_I}`K#BfE945_I5?K%BP=TS|IQ&@U2-t=|Vldli&0F=q;G=1(|2ePVtNk>X! z)Ja=6S~r;@S*elKaUii^J`v5|ynTkGU>ffa4yMbuztQ(D z2h(L=Ffm;6 zG|CknsB(#!_~}A1Akd$s!){UWAxp*QW9E;I*Y8onlQLQ*=W%x!KhcMV5$~Y>R7AH) zqGo7Qdr9dMBP5wX*A0X%wPDUn@7!_uw8ntZD*oEPO5)Yy0MqBx{I2g4GM1LnTs=4X zA+BM1X;2v52?r!vM1nFId_=u$w8weE2Z_`B3|+?CyW#4im#o~!u&nN?{+xQyblg{D z;o7G=;D~57!)Pt)xosxd#V7Xa9XOa?43jH^GKLSNWL_vGV#x2>DeiEh9PPmpzP5(5cAktL z3*;?aZ+exoU2zljX6VC2qPs7EODzS_@ zuSboZ0h})=f@Q+JILL{JP>G*;ild=+*fNOCf4|2l@m8hf`}BR(MeiHeLM$GE4;WEM z5Iey9mC*8%MXEvxN<9X~na0+}uT5MKQRW2l@4S|S?KTP^8fsfV<9;Uy#b4RIfJ+XIr&D8cm<^eq6Xf;_deZkg$4K~UB~Zv9vz{$ z#(e5No-DWTny2qn(b|@YQQrx@mq!zu)&@WBWhp<4k^ABdq;f!(UM0U-eUmJtQzOX5 ze(||#{x#l3Nn9d3G_LkIE3x?G6a01Q$CIPXZ)b%?Ump$EhgoW-hvyqD`o29{mj2%39W{&LuWeScwY8AG z^RwfilX0ML1}Jsk)Hg6K=8V7&(K_T6ne$p)=6N2pYDY^l9=u+LR%&=oc$7S5$FNa9 zQHF8J(~hx4MN!}2j4HUz_-2N4O~%T!LCOtAQ32gZKZS`@ByMD2z>pBbSwuWB31eCO z#AY%d%kUyJR11Em8El|V9>=eGI|PBkLm zef%wdC4|`wO2Ac$dhJ{O1h;ddlbY_5zv{I>Lhvgq z^cV(W6`C?pX+yi3!3WO#RN6dO+3oW%r1D6$ImLsR1UgcpwJ*Z$pZe0<=;3+)m;bL$10kJf8s_gTl|y4eX{r5c)X-ei_dZ|^lMz;P^ISW4C1 z_*yv;TG~z$_I1-E!1wdg=895o>?mY*Y*n^XIYEfEdm;?o2`J~?Soe#%&*h@?i5plT z(l?FDZBayw`gda>eP^TYvlUN9hV;GIxB>=8!91rzdzeGmuA3FX6n zl)bknGyzyoYf6*5U8K61ta{Kfgj2lbNQ>&ILt!8K(5<$rWcR9|b~LD@5w>KM08=O| z5>e|V3r+!0rpSU*0NsjX3AYo`*(lVMtT&L81RS#@9d1&)xH&|rb*QYL>&!x74pPj` zrX1oyX12|=0(e(iar^#VGDU{L=y*lZ=$I6}5?5MV;j(+GR~xonv;u@+7vRz|i>p-7 zAIsq;P1yKaTVrF*`eU(=I@fm&=r^X}*3Z>H4l>6+O^2=yJzw^6x`2q&?u;oNPZ2td zoiIQgr>0u;MVyZcs#mO2_24^(-jI?e5iDQ@A3EiJ9FPqqIm{f-yl}y+jgPY1O@Hm= zo(a`3IfgU(@3=W;i+Bz)Y%Sp(Avs>diU&uw$mPgxyIeTL5F`70092(BnHAVazSj0D zOR=K-Qx&4`+bx{N-=w8kwWY`@%7OnGu(LoB~g6*d6CfPz>=ubhAvUNnh!b}B0Y=rZ4P|_Xf{8^RC>x+72 zkD+;!3mGeouSR<5+tm-hJUZo}bnJw=pEo1WKHW|&x8qZp*ETazt=E_5 z-1ZCM%gZcEpA;{cw9gb{i~}A`l-g#2nGLEf1ghN27J8tX*kcJofQxqgDOc?IH=8qD zUk!6`fX5a?7Re}06ZAZ@>~7~ugB%saytDM+1*NP&E1h{W?kQ+T2r_7w5gyKXST>mz>FNQCnWz73xh=2(!YaXz=0hc z>%9;X`cci(@g@;c9N{d`;R+Mt2xowD9ozqa8T88-$SEiYf4qwX(rAMc6A7fz24&q_ zSkhnIyaOYZKpNP+nhd8p8DTeSAJiB z0Ee9G%B#1aq|E)(??1R|U_eg6yJ~>F6m#h73A~}L&}%@ziXqj0)nH1uHLQRC0eML| zpe|a2VoT7=+vA^$kyt~tjdz4JMw*gr;|L8vTlW#Gt!JsqlmM9fn|%6 zH?c(%lh5y^g_RwZ$x_Ph&CX43*_9J3xgohrtO1LpfpT=Nv-9Vxo89i!tMTXEGXQZ= zg<0Mx>&huqT{iNhpaS@OZWcOWuDLXpnkuVAA@b&6U}l}m<+O5QXlOadzJ>kkLErn) z;??bgS>5%cEOX7%u-c+ji!l|qAc#hB%SLVB$zQ)}E zD(eC5Qx`|QHDF$=iLNqXdr84%bCZ>LNs;jBu2jw^r!jmLt}+4+UQ_jK9)#Q%*YX-D z4Y0=;M)>Dt&Tf2m#=E!+_=>jZPqS}pjJu`2gOxv>M>ZP!J-HjNwCO+MHVc|Q_3a|^afNv2M-}@7|3!I zIHM_{B1BJil6nXrdr!pLsFPVwV3J65*f*?tWht>3U7nc+iJUwVYonFW+3S@>k)yx| zdtjl+`69MkKnr*X3lvX)oic=pfVbfc?@C~)%IJ|oOhwX^U;?;#CWOs?BsyhG&?YuU zBpCtNCFbp&R5NjJ0&>^vR9R%X_omuCNnpmCRTvi%UH6}j-nZeYF$510d2s|>S(4_X zKcn3S6Xq1Ww?>P!G`s3j2zCL?ueP?|hR_J20q#oBhS zHe4Sh&8J=MCgCO{fBMy7W}wI^SzPVq)7x;at1dAZk@LWf98T%FTeq9B<*b*H$)jKe z^(3*dpKrqpe>W_e7Kr)Lxn}1#)4Q@I%|Dm0P*CBJ^yb%Q=`jePV9qWGNWf;~PwXL4 zyW7$8;ynST!?To@n--QSV@Pykf3ZQGG%xWF8^CWPH8@Xp{#k!j4SvUl|4{#3{T@ZG z`7gFPlji@Ttap>KJo4Yi$Bq_R71;y)>$ur5BCF#5t)7P(Srz`5YV^pen7>qm#-sjS z&6Cvl28LRhS>VTXpkn)$7^@eUzHT23cW%^n^+HqXow+3+m)e4+QPxPJIWjG9;wsj* zN-j{xX1-<+2)Rr4!dLPkUp-lisomd{WyIP@|6}D>Vr{VqW#B(Dts&N?^BAgV7ceU8xNSFd@aw;o0b|c3Xx;+NB*~}X?Q-!Eork4%L5mD zynihCB8X_X{Rgz?4$5V6;Ew-V^Rr0@iN9}0qMQ z)EzhY;bT%vsw%??%u`dxZbDo&Q?u5uq=fSot?um40jpo>{LPz~ ztf?_Fz$5g;SC#Z)LHYI6km#9ldx;HY)!__qvAuYpQ(E&}hu3Yxg01XX<=QAcZ&T$# z@w3cz$7ea4VFctehxs9*Vj-e+Zd(~6b&I6gRy$m0Xw660F75z6*t2=tyhl1~vyw-G zedu*j=mjGx5iq`~@=f0~i0vp&w#{Bb$DwXXST2EZ zGzGI}T4l$phd?)fQ>E{68>X_80&Z`;m2E>xX04c(r=Vj8LjyEy*GRIvhz@HiJKqor z_@UvN;KJ|aCnSf3PzaF?=q*YT58@Zd_VN>!!$K^aO=RR6b(+F*5_*GIO|nA2mj278 zR0=v-ZdTJC!}nNO)10B^PL&Mwu zV%RD)9L(bf?ip2(f^HLvONxw#<|HgP83L`NMaDxBlFR*7cPJz`83Y~hMiEDagoYnN zJ$+D^&@d?ID2t$p6v#}d!g3;(P}>1yMl?#7NcRC~@;ekp)I8V7=TMsgWF|C9w@CN# z%SyC7m&oT9m#U~U-{fSV;vOhWP)r_FZPZl?y5V1jO(^IRixGwyQAsK2c%gQPT`Yl> zP|hJ_CLlIpF~K?LeSQduAdwMa)2VuGjBv);?TgLHn!3D!MR^O}BlW^vi^(z@tXDd< zk83BLnDrrb?eJ4CjW1)$H{H)MbA{EZ0FvX)ZGFAU?a~R-T%mjVlYrw?j?MWv1lQUz z*XsWW$1NF z9>^C~E~Jk|z2VAgqXKgRsyvmDe@Z0v?(QSXG_GBt&o9G(wrGX`@Mw#I>TZUx%w%&v^!dS&iyy;EVggsTYf71Q4u?1S6;nwcKdj>%4b7SC)i8T zcle_Xi{g;3{eE1*$t=+geByqaDH`kEW6iJ|bA^V4a2Q|oGc`4frV0inWnlOVcIB5A ze3Y4fPcc@bDf1YMQP2A?HZ)o>70bA<2U$wtleRiBJzIHaOwXe1SLtmVim_3QtG+B- z)BW}oWh=?cgHUKb4YHMgBXm0csk*>UYVX7AS)?Nc+D=?R$yOj+@X!MFWvjxR$x!=l3(tiOFu<{{HG2^^lAH-CI%M+YV zae~a#+%GWllJ+Z8s0)K-0!U;eSQYtrY{u9-s-MD{E(CpgkZC}+a)w)a)qpCJEs0HA zzS2~*Y9p<@C{QFBvgNyf19n~>CXM|h;-Ef?C`O#wl=K`~$E4RmTSf<1W^m?;VasUR zyMMc0C&KjRgbe92sk0l4u7vO&83bwbUB7ch!cgzhR&GdULpCC{n`<3iH9#UOrN*uy>|8*Itif#xpM>+BlaCV%oTb#SK{CV%D^alg z_3S{9iBg=Ppn%=t{81y!;aS4Kb!_3iwVfirs9n+P*sRJI-3x2I3zjb1b6U@=L(gPy z0T-^$4lZW}rIX)?DTouvMB%SbKP_BzFq?$;ZmpFUW@svbzwMJxA#x2FbUtCkA%;bWS$BB4_&Wv*x+llR?q74rpGLiA%$n zVClrqS$5g|dqO*#^fTMi!a-P#zSgfPb;i5j0re@NO5 z6ZjY)zrA*0YMYZ{QU3Jk&^>P3Q;R!58OE>|aq{>)(nF52S9b4o|8&3q#OxgD9BHCo z_*@(;)L=0d?y1hJcvbr8`$mUjlJ1p|6*i)qW7Y`Cp*d?CaY>f9!#1QxB#qq$?J)1lb=b zE$b2p5f!;=@+hZiWdDP8%>yB=AFp7xm8!V2a?njyWCA`3X@B;6SAbaXoDvkTpth-j zII_QiqCJoL<=M>j!NX~S8i=CeL51I=5RyT`y_WwAm^zSxLN6S5Yc*O{x6tq=D9YA`280am9Tg&5U1r|$kmjCK@h!Z_1}T6gvEIv z9#Q+3@mrC!ui_po1*0volxITqZ=w=V5Eg^iN@!}}hG6g-*MdLsf1Ml%;oQGGIkXTE z$l43_WJku6*TS9U{TJ|8+DZf0aHvPIBs#wnt1@`4pc_dIi{J2^Qn}-S@JwV@M|m^x zu$Ha2z4fbg!a}8<#DRTtQlmII700gVrXudmIM?g{;(Uia@vwt*U;#2FH{$qO+ zM6XW#Qq==hE&kaAS~*8FF`(txkj`GBUm4JVC%CiNP;yStwjYS+%tv5i!P=*|v!R!@ zsD{%1gb36vAvBKzJeC$vsq9h-TAKsr$;{?JzKgg5Q~x}QlQ+~#VEi?YOa-Wsz4oCU z`UQd2cW*NL%x+sB6t{Cn)8!L?o^6OG{~UMjt^nrbG`h{}E}ijttEj35*2x90!?MoP zVjJ*m7AYpC^?1rdSvO4TQ7m_<1ce&eu(@`wy9xae3AOt^r{EGOnQPlr8oVK zkbi+Lcjtk<-V90J>t+k8=Sz+RRdu%~=i^Gt+QwL1{B)|?(KhX34=n&~+*##+9%aH@ z^wOtoWQM9%CU(1z&`-NJhn+ui>CFk`6;9u_-lAWsYEqnh)h0MTtIOsbI##8BS_tBh zOJsS=po$wtL8qU#u8j$`Vqq7wHv|jSQ-pr&HX_^NQ%jirz)ZGH)*{p$OvpDQt>hAr zRn-xvS=O8tw@ota5|3tM3wZPLFR@zh@W@Zj5Ny7#a~oegA3bTgx!w2w>E!<(&Rq|8 zw)+r0&S*W2<4OX==CbWTB}91G`rgHpO$XL0WSFpW?ur$zeDK z;G}H8_6z2V_OuhSZQiN90ZQgvxCOTh%~}7>ge2o+w&tGaV35sJ6V3&nkm}Ug%+y(j zjo@5z{FJ%#3AT~*j@)%+R!Sh)eI=e+=s2{!;H=X5_2z39c!*HJv-gJleG9EospVv( z?VP&r2rH_iYUcH7^txw^;JOSrqhLXoXfTXpjd{3ndH=ukUrax5Vef4EL{8 z#CvdjwTPdKggZ`jxd@J-tbRST5j}Wu@rJSkp0_%6p;x&(fj^?_If1Wm`S(BlbF_|s zMCqCmP=D>Pp`gfjoZb(C@GN z6gJySVCMbkY`BPfscThv^t09Ip61QvLM9>w4j!#Ewmljzbt&e+XPQ1KWp|)#QfzFE z(&BYKY=y9tAw?XAIqU?kr8p=wR!D!%&E>{H+|FXG&En*z<->_`E_-i|3-lt|@$;Jw zz!O&z0o)|gp&rpd9!3Xi_l@T+md^7{+cRGX>3tbwTl`vn5O(Xs;^Qhf1dtpY8SdWf z?%7BCF@=U!v1;-oC!MUg4~pCbVUieY$&dQM+g&_?M&7@$+}oCWq3V*&_dSQ8RFz>2 z_Kmd%D}Qm*+3xVbLNs@xe50d;ycTk<1WbKornE~iulTZnd(!m1KgxSIYBhFHfc3l5 zf^Og{J};y7QVBp|g^K*vuj+N13xmfuYPI$wz6kYJt^( zWB5*t8&BP}3zTth_ea-Bxugg&V*ii_ixbmSx_jx)#E(P9sZ{s8o$4Q_9}k(QfDHG< zo%0`u%%VwWZ+DOuP<~+F7tK8Tup{{cn^`p5{mC&^^DQiG7y7eDsNZQbh15GxLuIZB z1^!TLQm|!2p2oSajL%hPgnKPCdFLr7o)87n7T;wR9_}^eq{}K|q^*0GRcc_>rB+-l zbC@Q>b)PSMDgbY1Y$l;gN-pMteK+BpCHd^nQ2E4+lXrd3Rq`^GA=*q_%(O`dhDSn* z(thw|A$;gk#&r&g#7eiN1i`oOp-1H?U$d*J(ypmvN<1$uGjq%2t934#Xk^z9Qpeo# zvq?M4o1`)M=F}}^P4w8&>)N3hMo3&r&VzSfnQ!utRqX>Ux1bEMwQl@|Gth2gm$2aJ zwy)|`MJSO!_OL2%;?&S!o27XU#iRxOc=d9`KQbfHXTg~EWx7M>bDqU;ck$dwGb^zMWKb!gmrJuGPTw|5q*@7{53K%1cTqdDf36iwhN z%g;CyYSRw`_U7f|;F@U2$8|dAVoTHs4AEhf(%ZDfG}B{U@$bXJz6P?(%%%Bqos={EeG=Wi>dj zwL~m)=iB3XWj*^=ncj7`;+eDc@P@rxx?SDRXP(0jKI5**zu8Whj@|0Vd7>DB{m>*l zYxeeP%?L;-5a!%Icr!9L9S1h{^vLTh8do_yc#GvY{Kx4nbJQWm!`WthMqLJdSnwSY z73J2%vXVWVj71k^4SxMs@C~)O)NKL<&pzWFv^MBro43}s=c=<+!LGn*qXDC($I5D_ zyD*6{9Wa!*DCMmF;jpncLOI=dku0|o*7Nn@*?nO;Ui`t(Gp$~T*+<$wk9nWbo@`kYw85dxL+ybY4lM(sqkC zdW9qLYdfEf38@ai0eJ5E-o0MizW(u0g?{`j^AK2XpVSvoCi!Mi*I6aH_{g%lHmyn) z2kmSuZKdb_b<(tqml6f?J&AA){(NWAHZ7(lE;@|nfryV9Z{Y;Z2CMJ#N56EZj*dPo zq(6SFT?iRebu5L5bG6J`buv9UM*l4RSmnWiht5}J*Ge!!Wq$3<(vp1jxm`rX;VW~- zC!2ymbT^cwp4GmfGpI`R*gC?nrt$do{kM)JrH4B4?NzRy?sA-S4%ci}zV^z-Dc-+F z9EtSwtRA1_gA*x!{%(45o1q7>lVuKa=ETp#Z$k$g)t`_}iCfgu->ye!4ko#C^i*&uVbY@E zF$`i_bK40x9W!y-oR|_=U30Thj}i$Fx!>)8nYXw4tAx7)z0Kc5dofv9dj{ zEHBF6x!9>UT;15$IknCkuP9*Q`NkB|EXY%0ux^rOAiC{W+?;L9rSQsdp-I7bo|(At z0y?()z8w}n6i-^(l98bugvTYa+W1E2h2QP5`=ru5XXNOc>G8eXPB${Z6p5Vaz?6 z$(2cY;`)9Yz8jt!J~c=Xyc2>wE0_q(1BL_>hf%}sJ;m&lki>Q0IJSS4s$LDKV6xJM*Z?#ySK~}- zhq~3qlcSjZKjs8f4w8hQ^Sm7P)<4_LS?M{W7uoVkGLU* zf-xvzVD9PH_J|ENq-^rHWYG%T)$^-S8y0kLD@MMcjEFij~L1m1ky>#s-6ZX zYXyh2Bs;&~x2Jq=!Rq>uditeCcP3Frt}n_3eAx`af$DPdQ0wDhbMF(jzqp=8lBgfh)GS&Xy?(zV zmhGPK=GNwmGllIkKENUhFjo|5C#%0ExAXY7iXmxbPqm;dOkrFrF>C+{S0NghzJezItB=@gMatZ>s&quTX#h~2P1@LZ6n_W zNKmic{gvb#^gGfZ;*qi`#urssMp0qlrJ+C4!}$}BYX_P?Qmfc)7=4t?JoU=bF|?D) zV$ucK*LphdSwEkw{jRV_SteLoI506$#@!WvOt3=xV={sMkZa1mE3RBPOYnZ4#y6D( zAIg_f(vxAgm)XfljZNn}kAHqT*aODbeU=xRTwQC5g{o~!tH-~N<@_AlL3vyn+S=3e zGKM3vxx4*I%z*`om0apxvAA93hfd0FW*qioz)<#3g~g#0*O5tpiL}@ljM3-9 zlyZr!{s~V;4Hy$T{1cucY>N6&BFWS|PCx7@)KDe@qNN0Yfspy|o99VE0D*(t&s-*^V#@dSbQMQ zh*%T7c6P4;hVUEC7hvA0}q0tG+Tv_Qs>d~c-bEto8w zeX`vjc`^%Hu!oEXh|;>&{$=-wyykzYj;MarB?`%Gm6*hPOvc8YIKWq;$f5^MI8Zmv<5M-BUit80H4GgGUpV?TCcdwx5+ z)^ndX{{sC2!)6*gdv|LYbOkM!u7K#$6-Xd%GPlQ|EO${@5CMog>NTQYj-V~{>7^q8 zGyVpg1V=~1lAjvBC9*t3v-N1m&+Dw|=f2hcu;aTo@r$je7}%4R!GuEUhO_1HYuNZ_ z7$=MS0oX~S8o(zq-`l6`aXU~aDzu!F(p@Q$C6V;gK% zyAqnN+0^E^Mx(aj``rZJXma!1_PivbSQXfcmh^s#aPk|?rgmjlqHH@u?E zZ2QrD5_fXVnb%2b`xwy-;;=y&XG+A|{2I%PXy>+c~)#P5@_9L!SY z_V}s;CZ&{n@b+H0azU*Rk(rnsBCO40Ozrb2UT-S-sKz5?WuW9v3M)8^vlacdf6teX@e2M*B-*_xlA%ahYd_z?wEi^6`704$ zHI%=D@n1CvC*la(m`Vp>38QC!BfOJB_LR!>P8svc+}dkN@}>ujt?P=deD$gW><_5rb20e$~TRqKM`9 zoOVx*dcTp>!iK(P;B&rK{0>&^^=t03T+LnPHNYf~K`M{1s1E%;Pp@GBmLRMk2+8f4 zfv6x9C!YDYp*!SnE;@5dH-SAdtUuFgH(s`n-clh?80-8RD@H4{4a-TZ+=J`V(MH zvTihC#-*#mVT}=?<=X+g_P2QWz4fv$_Ay1_hlB!QvVu7+fWbKC4U7XeBH_EsXG`mdA0QA0WEhgHO9JQ@D{MUuEebX*}!3fVVB$qbS<4 ztw`oK%Q)*l96ZLi(PA*`pZG+VjJj*?*sjffpJ=#P&pw#QOfT7kirz;fWg0|b-KxxfU1;b!NqK)%Knn-v55yK=L z$WxxHT>%bFPRMzju@GT|_kRx~4pI6vel>+&;cM{8*UXuNi^KVADuY$k%$GZJ)o>(5X}D*NOHS&f0KMzOp{x@g zs+dQQsuUIVfR$6dVK=VLhv_@2k{VxyPQ8P(T6MnBoTnA2HaF|X#(zq%&@bz?Vt<}D zx*HEzpN<-qLOf0u-Q7wGsg_sg9`L*oU?q~@%`j$RJ>~Ay$k3|jd>8Rh!#!t5K~f`Q zmy}|>iaIOmGgM$VZ!IP+fos|Nb0uGC&zD63u6Q58S5~gm6-9<2LLWD_O!P`U=1N8L zCeOwPDimwsM}v*kZc_uh4#toZnLH0w;XS3tobi={F^ad^75J0q98mNdq1);YkI-}L zcD@K}GRukqfTbvqLAcuP4ed&KGCl{hOi{w{W#D^84jc}J?WM+cU(rvW8= zgv<%(ILPlx>7?!^?<}^_7@qr74u+W_wm${Kh!OIsjDwt+U$Qd~t*Zt?veCLKfpVnFzvSZ^fGCiM z*8I0`DBz37jpw;quaARaF25%_OV>*&lRqmzHLYvi)k2O4O|E)7Gts)XT{S?tQlM82 ze6hIk+`r8lGSH6xiA6pJLl1YsAH1K-ICNcgoCr1@zWO};AZ7T^ZiQ)GC$1XQWs1yu z&|@=4B!Y~SHQsL|w}_yVy=XMpmXX<$@#YzkY9i3i?lHg?KH!|bMvE21%ay_lzGgyy zzof^|2g?ms5Q>CBWcMtt+rNv~)EiKIYMI=0ll-8^h!O>hV>Z9+1Fo*=Z~OQHYgg9o zIB6?JKl^+nuTJ$Wrfx>mo=sS`O8G((7lnrS8 zU&bSGb*~QomvP|Nv0v!jTbdGinihK~#V$007m!_{wi$3w*S#Y|S-XSC>b1;y=E)}Z z*;y?mOp0Qyhyw0u#(orZu_t{Yd@ z6J8dM8fLBaT;R<=LywyJ4nIY|Ko0+WGy?hwr%OM?@XFN$yw%(Z&<;~S-|Kn5b@aQP{&b%C~$5tyFHh9GPm;M{R;W|MF(&$ zN%<$fi7B~Q+B)5X#d8EALtVd$weEww=u^9D!1g%Zq_#2 zZ0U@LxY@FAG~5{QWV`JkTAc`D=#vV`K8Q$BrewgF{_+kj;-$lkWwWc74lyf$ zo`*e#wj%Q)@i@XcMGYT>BXERM5i%C>N(v~Uh*wfT3C0e2psfCYQ=Np6(Kywa2pNe} zoraKLJdll$;fPlYK?$z*UqKoF*uM)TG=7;!CzZ#9kl;Gb3`)`)y}o@|l0yK!RL-x+ zgX5J6UP_^_MiH#X=zDa$ynom4AjSx>n*WYlf`5V?Nw1W2ANjKp{fcyq4qi#@eZI0} zLnmePr#B~ch3T)jBlzbli6XPB&to@w$9#d``>T$?sW!T50Rx@zD^pOs6z~O>Uk6nk zi&JfJr3A({fmcfH?@YB)Zx5*yhy@+Xu#!*6gp%JHY4WdLt9}QoCb7zYABd(6hBKtX zZ#Z5M(jI&}#7jA}D5?{4IXLFrI*tDRsX+LgVA5kU#wW%=q>(B z_3Dk@{l8RW-$}tXzuf0PZ3FGr_oR6LUEeM;7L?|`EG-R!j+Wz>-0p>i`JD@gKPA++ zn^T+U;2fF1b&|LOC?8G0m0?l|n?-t%dUKnjr@*NQ|L=Y5~r zOgzQ`-+c~3_z?7q|N5a69*0O(#{qPktBHfmBmIq$I5^DKjf1*(!FLy=?UGrA>9kc? zO0=!4wC#;9qD}kg=|>-GgD)+Hz;bhuMa1+Cp133NS{LH3bt&?)HQFz^a}$yjY{Y*! z?&Nja=&&{LHQU0F{$z-G*CZw4A(beTN?>Cs^z~0Udi}gtFmx0!5UIATui{vTKn8)t(Dk+%gOm@)aJ+*eN zOPgfUqFYYaBx&EN=OCvcIa<~uE#JD3H#}=qeQkNzuo{q)<0P(=5Zrpl#ZA_nsj5xs z%S|`Po5?Z}Hyz5K{PVG`g{@qzK>ybLs$1;!kNMEM>k4g&u)bvDxV2`?FbZK4f1bWu zg`8KnYD+N5ky~fqTKZurjPL_tSbuAKt5X={$YFqcW6{JaTp#@NpCS6*904f410wPM0PH0LE z2!t8|krIlEkSI++MWuI;8cKqKAksS|Gy#FoJO2e|pL6y-`|SIDmyE$kW_#ycYbI-! zcRs%_jq{(w5WSB8xXnjzD)^{&`Mdxl_W<%f51q=R?yDo~FYhtYmB$gqFw*J=Q@C3wxs-@;uj1kM&)-hz>GJJ0((n0Kh?(AAZhrv4CV8!GZa7W*m-lS$bfHNkFh8xz>6 z=*)T3XkarP*)h?%*S$7BwiWc8zWiNpg-XxaygKi@JEeD@eaYLsUu*PHc|0|0RAtX+ z9s0#x`w`Mp+gAS({`~z^qM^6<@aK~G&&1*T7T!zQyQpI6OMHswycxUVe*P$OAGT`b z8MDv2sxgIhTlHCG@C5rlDtPPbCsNz?qGp&apmbm%<8gt&j*a2|YY;2nEn)E2fZOl_ z5I^b8F0;00y6953ZGFVggSe@K4;Z>&!;(z^37bdXl&9pCgNv& z%h$N=$`GM1giiSfwnG}f9;Ylu>T^0}it+t)ii%K0zET4Vs}P!{Jt+_i+dVC=QGy3n3Up79~X)r{%jC=1d&$x#)UQ7VhE$K-B>7zofF*CE_we6LU0dOpS)+>L30Dnn5AqzW}T=@^6CZ=;k-i=Idt zHQT6D8o=lhFlfF9WK>8$#`o!r&owx)kPk8_zsDY+HUjN`WEkI(iR6Z1n&}<@YVG1t z#koJLPANTQj)8HPV6>?mi^S{ZG{~DcTh6?}Xz&1PE1J-0{JBRlHY~DElV?Ch7we`n z)^$#MQVVe6Lh-oh!r@r_)gI2Kiw-{;X~b=BLVsth z|N5Us4zU1bOD38|P9{PD^rI!(32v41!o`}lIIj1qgKAE4`xm2V7Xni;qw}lw;M|*+ z_lg}_B_+@81y)(EwgtO1o-5D9=>gIfLhw_vkQh+hLnQxpNXMV)fb$pP6( zmnLc-8}OcVY#646xt$16hQyXY;_b~@tVlKj+ykLDiwz<^Ffv0Y0@I8Kn`=rlS;t!x ztqHUCLRY*lXR}eyK$OfP_96oyk<-;ElhPn6P5>u)7zFle{4(ZgJ?(;HDnHiJhzr8t zuC^1XXW&RMZwk&d1%FvGs$i#(ncf8}?Q^U<5h5xFr}lzGE9luC3*=DbMj~^y)fH@* z%#MXF3aJtxfD*J8E#8AHyD-wrq)}65Ipc9%2)Mz4&W1;;kd`biJ78Ss zW*L5k%n%7q97Bw)qL6gB5QELJ0?|$J3A!(pPuNMZ{_8MS$|80^MT0ItItodS!P=C1 z&8g%N{gR3@#VJT|7xNuUt`mG{HnwF=BOR{vSx=( zfuI*(fa+_n!Q`(gonyCVQZ^+o&z9|dO&M0Zj#MCV{-iQHlzHpAYtzPmcIboDrs+&K z{~q+U+8{^kdRyI%5AK_S#i;aiL8S%H3pUn1Pu2GjFRc?T2A<}~L~g;v@-GtI8R#3vmqBdsEfV}81i>A5wi zAZ4CxS})7?(O;kW}D3*Q8R&ysSmO+yXlJ!R4*w%Bp0qhI0rN@*5(kb)nBR5G-B@Zf%nI z5Q0ybLE$!tyqO z2zjC{69&kJ=x2l%Omfymv2IK1P41aAGr}3vaV){lP}||#NfAHYM~|EHe{K!(e>5kM zcXx%srMbGRA)tujL=S}u(ED<0aT^JzS;VvPU1N=(WJ+rWr{N5sD1|iq&6+0^HIcFi z8jJli94lvyRz7e0{BN!CADc@ydX&DEbfj1p*k<)9Q6DK@KV9&-rC=KuwDHxP=Ucy) zqR}`4t8wIa)$o&)y68$Thxy^X5H(Yaa{q&Bo>;0H^iQ0kT57z}LWkGtx0(-I?-uGG zzOTzS`bH2t^qyI8=#c<4!@uk!`Hg(nt*nObeGb~$uc#b~AImh6DC4j94yqdBtKUh9 zdv5gmS8~4{TI@G2Z($6)Gg$qrIkrPr$I>RtdtukpJ8QqL3JBT#AXxA=&#d3M_W{)- z-jCjI`$GQu=E#-mkmh|?ZV@n=K9Pu~JasbMQ9mB;&~l>BF_KHOUOFBJDSQ8Wux(rS zFJ0)foQPBZU-HtNen1l1|4m(*k@dxijlan2UHZ3{$sZCYXlo{N`hSQ1p>V?Ke{AA! z_}09vf5*+_{}(qCm{a^0-XR)aN_G(h#95!rH~xZ!6FI5KpU_?xS^qaS6AkO%ft7gw z04x1HeMXS=Z{Qu5fcpI%yWqI)e|OALjP-901)T#j{oQE?J|OPzJQ0O~xWDsY5n}z{ zHkp}^bNgsM6l>7&aXlY2{WyPu2Fd5SlYUgrL+HBAgQq>c0(UQxnV2s+ClwoCs zxycw0A~!3CawCJ(1IBALlBxKI%Kh5nCMS7^6_)+2hi3vJd|c|0USk7O7}FwxTXJ1v zUxB>X;!R{pSz@^ZRn@5crjxSZ3|0E;#PZr{R0eV8&3^3;m5)VY#c$USUokn7nzcE| zeO$WH;gkxJyyEfELVLzABflC;pKIqMmAftKFK8p=Ld$<|>9`(7iJh=63xZ(+rC2bC0B9j|7cqFp65|n_DEhlVn z8jjaIMQzhiZZmffxN-@@kZ|q7$UToUzP6xctQxY0m7?F8YV0XZ4a4v6wv5PmuUw)P z2^t(JyDgc9tN77`hSQ}tL*4LKYk0a5R6a!DDX3^mo8L@LtS7z3xtllCPk@7;IFcAm zutZ3Rl=bN?g0xyBR}HPAHKWgD-oP_OYjDB+c#CEvf$Wg0b8>HvsDfaLx1nJqh%8}| zV7HdjBTq%mBT_55dCkMWS6&OM4M`_JgJa~6AEs@+8R>t^7zFyaGvu~ z*BT@&yQ@j2op|m;5zlZDg+R>F5Jjw2a#M*3mPUL++QEa|$A$;j8-=QTGW!FcVA2Q( zrk(mw$ja+tWaT;m?epMngTzTP*Z`WDEM_tv_)MEmITl45nlv-F+w!0F0T}*0P2SLW zSp>H#xCzQ&%UxZ>i!_sN+EPrgbC_z!|DGg){FiJ&hj&d7wWYFXV$qA)((#0eX zHZRB%(Z%aj$-T2Yka+nN+~v3|l*T}OEvDHh=2MF%od+lf60Qlxif?9EQwbH`RAoCy z7_4>)@;wTz7_<%vdYI1yVcj#BnMQnC>j@!w3p70+s0^U2bDgP6zWwy4KnD_o}aVf z7KlkNa7yX4HV+!WgO%r(xW8cTAvvs>HF@*1A|A#_ALd8nsxNaI`|ciR{&<|({D~%; zxAv3fVb$0QZBC?_7V$hk??y%buJw~lwF#T2q!O;!<*hD*iZAo-WNh9)ny886#^^2t zDn8D?Ajbg+lAXt&B{FUg9XcD=n)O&|avq`UaK2UZQrCOc$#LUT&ih`*x~MO}g;MvD zKNKbLHt#xq+g^z3?>Z7#Y&I*RH|u$?eIB$M9*ACPKFx`o(l*pd&%ZLjXoGxuz_O`7 zpl^c=KLBl7A=EAkC`)#tSN6Yxw1+FU=YzPsr5mZY!uGXFQ};B>zi^K)zb){r|4MG) z^mNaFkL~wtF#D1fmnRTwR&Fmh#%J@iKWvf7b#~)|5+S87?P)(6`mR9HueCSOGQPOG z3*pER_8j}Gu2pZre4SuMRd(gS8Y&9O6sX-rt+)P&!S8mQ8s|cp$f|1Ofbd(Lt zURTTIzQT++r9U!lT=}Odf9b|n?7uQau>6q;rHgF!(>$mV(9EznV!H7H9=+>#GdjjN z^`hTMhwzFFM3{n+ z*b90#?2a-Gnj6!c<+dyVMf?#zTHxYDxjqj*o_VqFbJoHiJWc_#SV3r%T3QoD&Br9d zz%z@=)4&9rBBkMMT8mQ6TfR7H&&u#h-f9_O(v6o{UyDb3412vzlS4W5ZJ= zmdkW93!CeEk|eSrb?p0v%6Fs%nHoMblEZDngT9vr-Zd*0vHobACq z-ozaov$id&&;t`IhggdCIK?yo5D?MhZfo36pr&NkPyEB#vTV*z(?Z zC5VV1F9)7{;YiiW)60!?YLQKq9JJeHdK2*63H}xF;3r<&95qkUKN&J>eK2CFm;e-u zD{K_ULLS!eP{CDZNH@Vv=&q)U6}dW;?DqLId_AxYWjyZExF8*(XhW5M6{}LjxQrEF zYGxjZ(1eD5$yl8kZoUrx*+dB}oARV6UajL>ra&>{P8ROa|RbRK&B2^z#HS=Nx zZH4m*ZsHFfOi*$wkm{|o+}Wks+MlJdfYoikA5={LaY%5zs#n9GHzRf^u(1`3G>7%^ zAHk8u(+weSj%t=hURqV1soq_F;Ta;` z+x_?IjL6KOW*m71zAmG6{IR=Y<$T!#hZ{H$x-K)%(M8pzLTM6W;D+r}H8ZChZUJf3 zYowGMluL-CXQ^jzJp#u%dSxQjl1s;m1Y>@0cbPoQ39=f7jid6VOj-M)%SPu1;X%#_ zJq$+@g;_Ib&r+dg$s?CWl*obL7K*DaCBcx6`gAlsEUTRMC1h9{HaymlC&8bt&nUN)*9Y z1jTJ?Z^aIzG~gx&Y-sS3zaTc%l?pyCG_$f+r4b8}X(c}jN3%Nnq&k-u{A|)9^Je9I zAM)zVJ`J#|_U7$dp+C_(6n$9_5V6dm1!(-lmAr zct&!=;^E`(b>BB!Xx3{Ak)rqk;x~T`E8pb6B;1c-$J4TB#|lyDx#X@g^0Uh4A-aFh z6-S-k@9ri3eap4Ow8LU7WSZCH_}}*UcnA`}v4h=#$*R^rwA}wR=;wWOJm|kzQE{G} z@$4V--9JSO7ot1s$%T%c;HJ<1F)bK^o7~^v#ghawM>z+-V`Kz;z3lAT-QvJpzZfrQ zYaRc2YTlJ=5PNA6wdi1H_f%0pwryccX?A2>X*PfnO{H`#`9UUT**Pt8EpF;! z_vjn*#^i9H!J87-^5b_M9_1)B%8!>Jb_(xSsTtAsm)c~1&tokZ-iJ4D%sN`VSno~q z?pAa|=F-PaCq;P*2|%nom{n3Ay$yGFd>bVq&r$@TVO@EU^6aad*SWi2Wm^?rxC?b& zaHRG+=LS1)DfsqU=uM@@M<_n8raPym?K-Ph_&49`#6inxD68%ibt13hdJc3vue~h8 zxT+zeUAF6bTK;M+*}=DPx9JN!{)syb)3&U-;>f=HmKS~$)O6;F7iJin&fNjMcFMeA z?Dy$P{m+{|{;j!I4#0s_o}h2GJfF8r*aGfbx@l5ze`8_QeP#FDn@(hzWA19bXE^WZ zoS~YvhOmF4q?q!LJNa^5&EM#X<4)VJFrZN)8*i<4-X14O8vGGuIjv#z_-%%{eP+~s zE;}SI`L_rP{~ra9wX+%m?bLn61`7h4Lw(w>DJo<#QYGfNVxH;cUX|JuorAc5OglA=7H-9mQ`NJL_S~T62sYE_>e`eQ%JV(qrqnp z7ySNSU+XDmrXnsu#+PIcf(-au3^_>P)8ma`Og z$-(CImm+SSBKn{KRM@vKH%e{DKG-NI7lEA%X=(?;gCOq$vC&1C$X{~}EV&KJa)rFr zMOIZ`ud^m+w!$$_xiAruxz~Bk3dsYc-v-Knvyd`;6b`m(Nf}f;h3qO_@#MEsiE~-4 zV10i5naW+Z;)d6)esl92v>9G%{xZW#QbF{u*Sej*rexQ}w(rabw5C)9KVQVd5Hrep zIr}duv|)65S5)*`?xlpAVo(&7WTTa!9D`9#!h0=G+44!t^~v*#Ekwx2T*jsw;4p<( z^~lU`nmxi3a<`iXF|o8=QSVLS?wf>d3_Ml&f!ZsiWrXpkHJqQGdEwMj#ED9fW;T@O zoqbD=wx-E%JZm2BT}eSd68^iAznVn7NxW$v7A3@eq16DwK=imQG)dRqP=$%moNMeg ziQ>6~&l?D>E+S{NX5?!*m3Frd9G4}{jYq7z%x`%#@-%iJ#meT3wgI-ihS5$=%>Km>#PM@&$B$hxJkR)ja--zFBwMEkMNu# z7R9%5W8dXCMf!k++t%+g3DMv zXk;+-89Cy?Ll0G4m0f;Y<@5FpF7)#%J)-C3erI#tnJ=*mtz_=kcdbWmec*q#s}UnT zhbnsVdmS%wv0IpU8hQEPGT-@bMdHoN2eN5`-P%OW%Lj5jjF)VF7!!5NyRC?>mxC0> z1iRgd8kd6<)z0scWT%3p>&~qOb6O?%S(P&y`&CnPHgzGGaTD($rwgvDScVzGl|K-4 zA++vz@fs>GI5TMCvUvz&CJ%p8StUb`!GZRRfx4&~E*_G%3lf()@N9X)GLSK7o0+ds zzlcK}Puvz{AgI6kZi8UZB2YjmrL=e~pRtlI-EMG(bB{fFh@kDjsmSom60g-TrXtjn z2u&t&`qsdKEctD+KBCyb(_uK(AzAIV^GF20HOCUYv2w%NgwT z@i0;ZC(0N(adDqUh_HbPRd0G+Lq9t)I@b^Yr;%)7F^|ewG01Jm_E1%e@ZM%|!}kAZ zsPN!8WEmzYR`MfJquT+{P-J89zF1mwy_nf;xvtBh;E-7u+uEs{w8^!_1_uc;ob3V}ysiT3q6`oLj@J0TPdfi`9jEzM45bJ2kp3w%D*mIu#tF zx=jU*M&eEdhi9*(f2(LDnS;YQY~?INi6qY$d=C7qWdxaf^J|2d1Hl5q$YHGpvXxPL zV!utDj}`6;>$H`qi=^Ma`m0{0c3&p@3BCiT5a-@Pi<^ zr5ZVF*n}q%o$$^cm-O)WYG@oMfydF7wWMStnfWuZm8*}5uu4$Bjl5g4Zso~M`}=#Q z(zF7OX{Pm{vy4%wp%W(D$2{pL$km+gUIC@V`r0aV;KLF8%DVNxQ9nwrt$i(^Mb`VR z>U3-6(y8sd{~9|^!bEbBFFw47 z*d?}pP7o}(B&gr#X1cnkI9-_Qk2IAph89n$I=CgI=ZW&zQEZK05UbP;R{OBtIwaio zyjM^s824uQ%lp+mmG_!S`*pHgqn#$`{1<}ijCU7{L)R$dS)thz{^;CWrV6H5FO-cq zPug9#(yP9k`^I3 zfu4(r?9cCK;6zuwu;4alx{h>kse#dox0|Vvsi&K)%6sftx3yOFyELDKaQFj_x##P=(Z)R8eM|N2(&zmgao-&7aVdhnyS~f9V70T^R$5)1YIV7*{^H=lV)?7j zkJmrFd6SozFQ2#(a9`Ix0(q~`=ziZNa;WX+Z+8PsbExX>=Un=|G0wPPy!Ea;J8jt4 z`18-PkB<_+EPSZ&ZgTH93hH%7B8N6|`jD1Nq}JE6j_!HJ(Ab(#G2Y>($`&M!i6=yjqNI zB?EaSw{wd@2dqa>cG+M?jFa26p;IZO;OUZLkb*Hgc46V|6Q_iVXqyINDEp$8 zli;UmAyKB_YpkrCEk1NM~7x(115bpjUU3#kMK zqOaxx_%Z;KVt|73x7Pa1`Pb z7aic#y0@*_hGm}8&#{hMUgL0-j)ytfsN;%Q>w*Ntsgg!r(Z| z-&%piGsC!U+j7#AVlRWFQ9@cWPt`~mlwYZI95*>(K`=!N$z#ZgJ?AeXtSYRO+9Zc7 zq&OfrYd)3^yGfUIo=*aHy2QzrO=FJL%3CHLgfoC$0gFt^4PhFoDZ4b33fgZ53jzz+ zHnh7f0{_fZXO1It=xP>u_CxrMIF7g3_B@%oh8L`akcl0g^E3s?TZ-<86lxsdXj#XRE41cgFb`slBmogP3 zvyQ4|5b9#u0{v)yjycY|1P2_-l4^!El&WoCvNCWJtZu`zQ4az;v>2zGVK39Ye=zxC z2(proits=Pls94I_uKPsiY-VC>cPmf)skyU7ICFVgKQO#Ncup}`}t!3spz2rYE}Mi zibUL$I>z=oDjB%80fwu~t?@6Woo@jwPQ{{w{(%@qTY)}Q#ZkZAcOPBk_ro_NIiho1 zwo;vg+MAt+GdZv8X9DGBvnwED8Q$6LR}2|-gXA`T_UIex>jueh^dWn!*8Ju$N${N- zx%BiUg?F{X%;|Aas(iP+ROcK^OTB96ct1=z(m%eQuXvEckvQYuqf+KF>)&f$uWWNe zrN3f~JppL-!zHR(Z5@>@l-|n(PxXgOQnkiQinaZ(4oBj@^gka-zOFqoi|3qaR%3j> zcfpQFhp@&i@wnySyd1LVT%ENw3$M)daWpyKE&j;ouHsQt@(<>srJnt04jpg@Vo8GP zIB8+N)jPX)p1QzpLUX&W8OxD>G^mR&y{Rs%UoBR**u2L)-pq|WEV&SFI@%c`@7xqk71GLTF`0QNx0V0~L2HZ4@ag6PX zN5b>Cicx?o9sjpw`Jl_!-S8qpKbp_C6E1>001Kah875cLK=@5?16^EJScyrqJxM}c z!4{au(gBWRO_(OplqO9BJ+ogK{+>)`GNG!N#;c`pvTQh?4q>>Avq1=O5`!;l)8eJ$ z0jH~%h@l92&PJbOXE<=9IN`#$$Iiz`M#+oKU=-#?ON+qEL~326(91v`?~iOlCp|8S6Jx zl_K*vv3$2D&kaFBx*_p`FJ`&k%<}k`M)}01a^iyl7cO9fQ&KX@MuLI zYj7BOYBLgQQAwVFV4_-qIIMu zlc{4L?t^DZ&f=541gf%1Zt_Zon!XC1XOw)ghM;gXO^^&-I?O7K~ltvmMvtKzy?W(J;@eH-#7U{&VyWm zC`3mDEjIFE*7u8!O7B+JDAorb9wb}c8ugm!OSbx43=fwIzVGAU_wI4PZ+x$Ma6_1{ z+S^Y(Tkdc2_Mapwjz#Yl62H&X9}Md+$-22B)?<|5Ia(bzKaIG$yY9tnifzbx$AkBm zkm+lTU+$@4A5@(U{$XN)%rkoXAmkCnXZDXq6UZvEA&bF9{@A=iEC29=3u24HNbRvA zFSC_6iy8*kSh2;5#+|ZM%Sptl?+mX>MGyinX&F(DP29-Y{QU27{wQ$!D8Hfpl>1qp2JtvE-@*}u}V!B{m$$07_QsTyZn}YE z^H96ZUGipGHIQgzew^gjK>Knv1HCbJdBx68sTQ>e>|zyaet|;*qnhp0)oA7*g}N*} zqp74ME1NxIhYQL|X{WX9h}pH*dQBsAF|$3XS}`tPjbo#2k$-)+bf@b*y%)Dz?ZHd? z*9T3RBO+g>u5HdmF7WT%tdFm$UOgZN2dx~^BrCYqK{~)lt{1OGz2S8zv;BJ(oY$)Y z=rR#^I9r;4Ew-9CqLR!D-sbnK7k9LFh^zOipdAbZ{Xz9SiK$-}?z+#Q>JG{XvkN9>t>qJ;pC=l{4QiyhRx>fbtW(YVFAmpNLZ(`1e9oZR zF4y2mFUz01cRI2gVt2(2%&jDa2YL5x+l4-a>7ZU)Yp=vz>noBNc;0#GL#VGq6hWnJ z`eJn$hx+7e3Cq6b$1C}^LIcd^maWR=6!ou;6Nw>NS)0vqA%n44Y?+LB%oNE)G1^p;ljKIgN^5i26_(1MR%8>8Zqnu~VrI+d9sd zJn-$Yhc_R}6nn;O0Gl>pOlyi$Rw#+Jz~TbqY}k2T+d8g{i5mpEzcBBh6dLSUns`Ho z#O2zsn!RQiL*s3Yq_H5MLgC8t=k~cU+2H~9{Re9J!syuBMY5HWI&1}EFWUwiE)Ea! z*3>_daUN(k`VgjDwf^P93(xkIuybyg^}9XyzW0|}D7besD}67)QmsOswuswPIKQ5t zEMGaLf_SNl-8e99Wl1V}>22QPuw=^#xytsp?m`U3i#lmo^ z0c^q|joYuzYe|JMiMhl}3SJz;fX+CSf8R(g0!|0)x^B2kfj%H2Q=z;gKtHQsc!`3< zP3Jn0_g@C6h_f_4RQ%rnE6D#alhAjQ;dve!e925v=|P;*>wE#O;G)QceBr8Qcz>d~ zM0MSi!=Sg2Z(F{i-yNUPuQ1Oy+1o=w=F~frP=+Zc21glu@hd}9Y*p^`U7^ZnJe+Er zq$Y_~OTGykpB0GyDqTS6u;)N}m}zT!!N=DUV@RV$60pB*C8Iw~P_k9FsG194^ z)|M3*Vi6cV8y3HAuU0T69Y^3CYY} z+6-PjXW4SWvJIZn?Ac)_&ruvAR+Yr_dP;AJDC;u22F0QWz8i4qg}f3_dLtw3 zg;aJddZtsEk~7%+oh}>~zm#O=_goth^DvEIYDvA+O1#1_=>hT**HKDjPicD~X&>rb z8DcirSPN}vTAYBVO>u3WsZVV>1h-#{v!=n9#B`f{^~)t*&L=1c0<lfbpW??EOWr zhbvKggE&XOS5k$jf|bA(QeFFOA{b`?ZsLK2%bK+8T+x6wULxZvb-c`XLueZ<_SN3aT0NgF)H(XjpKJ|Bax#ecG4y1%&i|33`_hcW+8O-+1*!qtAHW&D8zVp54KF zzE>L<{~LXdm-gQxqYeFaRex0m8;&Pzr0j;|F89RS)n*4@%HE;%=f7M3s+RxLcq^za%t$)_kn-f#l5Hv6eH-liXvS^mIs( z=q;B-ej8f;SxdDR@_jYNwTQ)uc)t|&*_(Ckvis}-+rtxMNN`=)fgcyunyUCzFBr>M z{InkqRsVK5IJ6tVDy9^%hTvJ))|4cotD?6&dFwkIf>FcUu1f^IrCF<@SY(^y4kPp% zl0du9;X@kVIeU~a8>VmBShr6;v&QHrc!X)%4vr(F!|Bu;dA2!H8uj6n>iA2+A!}8U z8#M`H+rYWvRcG@~cMn?r8HV5p(O|UxS^+?k#?NlYFHUuCUpPw4-r6e|sLtdv(Jq}JPLC6AQQyl~qdd)3=Cdh>lHqstZnHmpQOt%xO$A|5oj$hG+;?ggF zw_0ICel6LjmpZexWy3e#5>gYYv8~21OJ&l|=p`;(_)5|9lKS_v!D(K8w9Zu+9X}3M zWKD!KLS4~=wPKaIds1ZO|sGqKJBWwZtahLUk#kbzMYw z%^QL3t4S-$akJW{!158dyRG1?2cJ94qEB%Tq}>&|m|%sjKb$gVv+$p75w6c{#{!G8 z1??zT)-P5(wN<2KsmjGXj@#F}7W8f394yf~q#+if`KdY9kg1R_@74$}qSO~kO3%ZF z$uqw8(-rtPZ9$?XQIhnit)20J;3k^a`dV(=kLzq4mkTRG#wf=u$w|X12NIo!L7j>+ zq$HiXJl0#wJF5EIc29z{ev04Wps<>kPtd_)iGEBPLk^64GK7lHig%;o(SE>WNN>?m6}M_BcV0&j zgf{0l_9${v3OAY2yFYBX7x#T-V*4uz(8qm=-D1wR3RNYzMtB#z(YT zbKU3h*{Rr9sY}K0FdVA#JJh&q8_^R4c9{=82H#Wvz~3#rPII6Kyd;5_+kx9Ltep>d zSpqM$1GS*L={?K+%l-U6fL9NHPta(5@43z8P7ZG*dYtMEH*)iyW@Pp;i9NXVLUX)U zYSG676U|6|lrqd<58$<{^8o~RAApd3?ik=M3^3WR_i&+x@BqjhdJ+PF$?c9qjxp?U z$C&^)yE^+Z_8kZbRz6O{3V`65fe?i}YMFmA)Aa$cwOytF`l=*A&(;SB&lNc zBlZ7(4(Vd0u&ZG)Nl#(#4%$Y zNT06rPe!{V05MPgXJ&2o^KpMr)^qh^vTp0Y_UZ_wO)~FOvtlN!{h6HZ1u`$3D&7nS z$mvdhCa0H7gbJd|q=5R_{u#@jLct+km1|Kz4X^#A#_Gd4==hCUR_~vs2NwaHc?IuA z27$fXO13yruMSfW?8~+xDWLi9Kj;nE*rkhVw?phZlxQVQ&>>?0K+X|Mp(E)GAjjj9 z|3rnK6|c1ZYX2MH+t>B{8O;8V)K>Y_r0M@G&eL=+5umjH{A=>g`%e-1e}>Zk<5C2d zU1%;q{+HSw%7nw4pBub$djGF>d`76XM+5}n+>x-uCQmnR_mmZ^7w{IA+dN_ z&QKP3bmWXo$%AS-B*rE}6|26RiTfq1)HDe$d!n};iadeJrXXM_|Mz-wUHwArT| zkZH{hM3j=0SC}zm_P*OHH?8F?$lU{*JTfDZRP&v8Z1SaVRa-!rI?&JY=qScBLW=!L zGfEE7|ASp5pzEN|fPO%KMo=N&tKF*|k;ZB{@rpxuZhD69^T zq%h$tL#g}q2NcFfUWKfVZS&syZ;n>C=c}Ksv@SD#7L>5eGhVOjy;;A{q_N$!VjV!<#*xWv;tSlkH5#Mfb@uwZE)IsK?}VW;xVKtOP3ZB?z8QImho zeC_O#doSG2A^`u}wRhxOB}dNhLsHS_T^skM!~KI_^EHV2!{xPl|3xX@%^?~s;7tMV z3X^jBwne~Ey>r2q_u)dx(I$HAG#MZI_h~Y^a}(aRWJly$rg3QC^ji4I>9wPO9pEFk zutB>;kaH(t$!U(A8a2pH9Z?<=WBo{NpR+rXo|HQZtGW=Hf<_ulC~*Y}rHz<;{_Sj0L?C5a7{|FLIe?te#Ipiw zZ&1O>BhK#dt;(&^t%6sfs~1+u?f3^P^07);l0|QPnP&55?6W{763US%qcx4JBohgh z$Tp)jfh;wLGQzohlkfMl@(Uk$G4zR)M!!mw)hcC)CMW zJE%kYjxld@j#}}3Gd{V(tb7@|p7OBD-vBBj96)7!l;WbC{}P5cW^afA>U7QD$6@dpO^P79em61 z?(XG!!GgD9gWl|82Gv}~B`Q;wD`(wXm*VfDtrqAbu z_|l7l+z&ii2d_DJ=3}^|?jtX~xBZYJ<>0w<>%&Vay%!^+SE8B=N7A1Ms|rqilKScV zDlPY?eQVjn4^ztWm%F;=hjd>(XqB95i;!HmqYV+~suT=s`l4?pec6yNLHNN#euGh| zBlEpq{mHS8oAKq|!Fz>6W#yaSHtauGY+_0)rY^;%7aB_%s=$0&w`Bq}klBmpR^_Ko zPX$l4tz3XI2H0@>G!hHR%NvCf*$Jn1sG*elSD&e_fEUBi6YP*v1>ED4SEm+QH2{a& zh!@(=@z31_B3d&xcssbgQ+jC_Nl$yB4|_z7vQ?YAjn;UxW=y^ZM6MaFS!9jD$|lZB znta#H>L`4$%7o6HF@5$z841wwXdii|TDQ?c3c;It!1VRb;eCrf_Oz*rYscN(Fx+c;gIma09x9e&quoN&(fn0YctM&_G4Z2)9^EPEkar(W>4pl4kKXwk5`+& ze(Q|pY9w^-B?6>+KL~T&yE~`v!oV2 z+$`?$T#%j_<#w?*QG5QfHpmBdcS+~T%}af&0pFg~kH_+`;e7gIiqfiuubFn)i}qKR zU#zSh4Gz{9Tf1D|ZEh9(+5T}|Mf{xN3TRsp=-rMdzowffz57^8kKC4sc55N$Mjthi zQy`CBU_{7HZJzv|zG{19Xu$UDC=J7MStgT$is6>TOC#pxp=8sl^|bO|wYSc{Q)J^t zJ;?Ab9lw%VrkA=w1C9iz?4H`CRu&62gr}Ar!7hM?s64`J>o@XBI@KaH`aq?JSFSzJ zJtx?pSvsdL5OS_})2Xc7)FR+PLB5MC(%ro`C%J5N!|{i`=ozer1*g+k^c6I+Up(*i zSejR)t;Tc6l?P8;VBK^tRmxKFox|U{jDG7|_87C7)+5pRznewhPNPS=Mz@x9{3q5u zjgLC@3q1Gs+_TIJ9xp68D~nHEO|en!@QkRzg}$5PS_S*1)m$l0;I$L>i)w$_h2(K+ zWnaDI7h9t@cFz4}MeFbs@2aF<{Nnk5uWH5V;B(6fN_TCQbuQ|6cGIqt)!vZ$sk6=k zAj)p=XEJt0{AyZf-lYzDrFM%yE4~Z=i@1Kd_ICPP{U5@=64pg`*=ny9L<-)GTFBUX zNN)FFE{;ysk?uKHhRWsj6!|L-;Y+Q^A6^}&UbB7?(CG9dx3fG>!9n+&;y8u5+!YXz z;)mDQQ>HA(3A73@iuz!n=cQ~qn1Mm z_HS1VA{6`&bK?4yF9%0Tf>L8T40R&o4A1+OKG4+x!6i12pog^kluChFYCyM&IO$fq zC*A5;exBU^*2%8cy&E!GTxgqmayE1!mYnkVd3~Mi)b1bs%NclHMJG1Gu&owKfVfev;eEZiBOt|V7B`wxku4Ke6W5r0E#^C7FC4S3 z4&8X(S&s%tdeyIePgRknOJObz(!R$eCLq~BaecijvJsUYwEedHfob5#M`TaGf?_{+ zVr-(8eOY;JDFZKe#O!E4Hf_drWgRW`Mo_L>^e1JoIBll;3#N14(r^`9v$DLz*ltba z=cz2=*e@5@bGzQdRN()QwYLC^s$0W`krZi>j!}?qk&skUkPt~hS_x_CAvTC~iGYLB zAl=dp($XLyF{Fg#(9ORG#q*x?zUO@3|6l*LkTvY}tYQf^Jr?ZK4ZrA%9zRI-m&isi4CG4SJLbB=dQ)pO1 z>f*91)LSo!pbu-wXXn8Yp+|t20wg`WPj)GFM+F+8_X(VEOLIGRN9Z1}^-^HX3{S2d zTTMsezm-d-8o-Qu<)wf<`IaA;E~uTMPmbNEt6^t((Z@{UHJjD9#KqM;#ujnJ_Le{GGBlWCH}7QLO*z&vqnI(T zqlOxK5cobMKCF_iLu;?)Z(nA3cbdEwU1oYeJ^LGK``uCsE9i&k@Rj#T3O`*bU#Qno z>~tguy%uXZKkz3$z+0Ee9YjI7qJf-ysL%feX{P-bkao@5#@zk|64JYa;C1nd(xxSv3{)Zf=dn2_vy`>Jco4~EW$ z{w(D{`!O)FS~@nglBVs-nyqG`q9vN$BU37W@8=q)UKqb0Re2?!_KU!WO#<};=|185 zeB}k?7Q#D+-)qAT4`p{Ng^N2TcY(^|J;|K!3VP3r!wBN$ycU+DD=vG(tNhoKe^2Wp za*vSpG&c}OFQ&DaT;eC?{*0x;9rLR2_0--z(Y|6-{Xg&yWzS@pO#HLV8qT_HUjy6mb;dbUyn>DKh{^zz%BwBU=8hC^!dCp2R6ZeemxDrek&yUaXPC9L-h37j+?ZN5G z{+H=1jGVrfTChS}P%3=s&&*Y{QBWaoKxC*!%W)9irXv*?c*sTv*VpmL<_gLlAS-#X zUJ~!bxLnfsu<&g$33gHQ0;8B;cVP6^6|D|kEdvH3VWP!^ZHWBs)q9a2rVe{+_a{0O zKdMHnE2pV20J2-G1FU%KKV(wpw_?8zwj6%xihgPM5-8Hp$tBHK&-NXVSpGSoXt%h) z0Hbm?U7T=Fo1fs@n9Tj&JwX{S^BE!W;s=$vM#LV3tso+us)Z`r!m26y=kB3V-d*Bo zwo>L?YIV{S?aCXw&SZX8fPyS4{LZpv zmBM1qHh_4^lf;fE9>a$b#_q|kP`v!M&6=eG} zo+4gY2twLc`q3~Nmm9(=E0p5>oK?YMGLY2Y^VV%y4>>c#2iulCs}hmvNtFkfmQ{CH zpkA~|%7Yop51?1_7fo| zX{M}$8ge=>5YfP{K+tahdOHDnYM^15n^YUpkeId~8)*nm(I=pxO9wqv4q1Pvhdu@C z|Krq-l67FcoVtQ*MDc$XK#z-*DV;Wtj1RW9f)7Ku8Owzg0ImSR6{7gi%XQM@Dz*5> z>_xcQy-R0Wh!Zfef3~N;&c3lfv3b>pHQQPIv$fWt$NIH(azn?Oe_03P7wfnD`V^}lFwboAE%966u!}5`CYSwo>&#^m|Iw}u?bB`(O zAC6c=tm+5;*jOFiil8|bKNI%`5ZLZ$-cDq4-~zaRu>g86@LLkO0BqjC;Pzm`%^g&f z-e1sNZE@oP61q8M!n86o4Geh#0)ig8*LQO%&k27d=Ob|D>i8hsP7%tKITZCeNlPx5 zboGP{lMMoRt!bph`;OSkEN-> zwPLfnn2H6cI(8(AEBhV-)vuuE}K>dAvq!P*UdEFP*x?(vH56X^?E#JMMv(o=ESw`czSGK+MwIfeftls5YZOKjvAFwZ5b{MUHq)e{O zWwMnW;|R=?>zjSh^R)nz{@?eZvLm)`A8M;8v^PSjCtTOiJz#)H*;WW%mb9cThy{6Abu(uq`MmMbOW*M7$#hX6X$QlTJ)m z9yDFz-FbS%?hz&i$Px@TQ8EfWbKfvZBtS}lqy+0-MM{9A1c#wZ$wrkerKDczS4rcj zT59oHl1A2A_Z<|>gE^rrH^F%h*7t6L^Bk-hZbGHOT8NgA2I)o#U5W|WJ@QJw9I~6* zeJ~d|XvTLFst(p4(WQvfIDjfMN*Tag^eY4KS?z0M{)k*tJH zd^HNFO`4jSTG_5hJDK(IFEGJu8(xmgZ(IJ7(JUGU{PYzUcV7w3eUE>hePVXLcU3%2 zV{3aPk9Mi|lTF&g0;1*04S}HvKb|JeV5{Q5!n_?-Mz`_1i4vtFA&<0mwh#F~3n>FbVZ}RJSNZkAMyG$UYmsX-p>|jj z&e_)ys?n(g<}JckrVdS7dF^|n*B7+DO}Y(fs7#$dE0qGW;(vxMOvjp<-^lpG5{2FDw!fs!#ZoajRMd$%YS`fO zJJ{IROE8H54Z7XxPMHNPj&0(nrB3kUYH_Rj^H~3ls*R2M`nr|Y(5d{^?uhtq53-!< z0{%))_|PEFRjyLn4sWI!`Qd?-fS2&5|7ha^wnps9RUm{19xC3FIMa(Db0Ijp zUVXrJ!UqrDpE*6Cn(%$4x`OpN7OuFFyx-@xT)P9H?V#=WfJF=nIVC(LoJ@7wX#xv9 zSW>}a43;^t5Q8OhC(=QJX%_3<#KeY#_z#t>s6JBNP4n<~8NOvpuX|mhMCePT$tE^b zKI@wWa~|Z%b`(qKI5aMb$R`kwrQpzRGT*xi8mziS?Ob$lixS~t0S|~Qsl0j&_Hb!W zoqvmTSt#3Kn9NZ%jYG@8b=9gLLw|?aRRuOmfyx8Zr$fbKRd$Jr>nllm5PVN4_cawQ z1Jy^;yJkGH{_2|y;qPE~In4Tu!tisZ<-kAgQ=*c>4qegkuERv-^@cAy6}Uvzq`=6b zXtLLBqP`7KENCS)U1!VnSrnD;k%blAL1%$|U_~dzupLZ&&I_aGMQ6d#-(_~?gGmjd zvY=B#qi|u#ov6fjUWC8vB+BEFX++0MH{)rd#&OUx@^#z{lI@5N7$#3Oc#R1zXTvZI zA@-s#LI+i{9V@W1K~x*6JlR02exfoJV=Uv<6axa{)zro->EvgKfYKe<;|cT|7{as+ z8zrzrT2yA3#Wz%cSl1*v2ka3$_)B33l>-B}T>Z{VnC&-E%oySt<^Bzp{05B$eUJID z0v2%_Jm@*AvLy%WpG0Rt|CTyG2)n|E&Wv&JLAJvb_P`U36-~CI^x_!cGC7zVSiW?1 zJhRA$$4RB8+|4{J4zY4FRae?m@U5&f$I)|$`XmTvzdQE3HRr(8Di>RM{Y><^hh)yT zJmqWdyHxpN>Nf%M!^H!xg0s2SQj=ZXx`VkXeCnfC(e>@ZZ?1z};wLX<>e9-5V{K0N zH%=fKR!==#jE0WusB%Qfx~FV<@zb0HY;;cVPRVOr1CCcY`=`ksR(fjyynq$3jP7x0=B{5`GgJ5pv((_XkguL#T$poMf^CY8ssJ z*=k$KPxRT;D72H4)ADrA=3(fs4~fZdq7$PYZt~{Y*xN~F>U9@C)!qEDnho~^HXKK!6tg^qRDJ*?D{|Fem zp0=*;d{@7_Om)p{xiQe#bXX~2N=w+&+J1YYb*yEO$|81=KbCByH(y`S@hP8d$+s{X z*^kCfcULyDX}Ti-3ytbnb^CNt4ZiW7`rsow@SQ0TcRxOf7~>P+7x6$W`j_=&#@g!( z*<0G5e!^cI&glKw-B`80X5-}a1rL~*jGN)yrAb>qfQk2t5}Y6ksv$@4{%XicTcY*) z;m;g#%e+|8{ktR2EOlKiB4cMKt9VIYD${6;yM2{CH4q@QzH!Qk4DhdS!`cMd+mKdK=5g)%x3!>P7o;{EuDp=}K$5|d21!F+ zKWGCB?PMw>1Co)L1eQ-=Nl8p07{FT20E_98>CzjeX0F@cJtuuVhg0XDB3HaUEkiFh zxZ)G{nO*h%3JDnD@5tVODB~|GkB@T+382B~KJ)U$-&@SCa!-&wnp5WkkRSpsO&Ahp zWJTq}t|5CMm|dkogM)0@jvOQ|@rA$R1J9X+VCMOQA2G5WJc>A!B{8W@tS%F&^A)hT zS#&y!5mEVJzDroKpk*j9*X~Pdp{CJjRHbFe_yaf%sn3(lANY{kJ7{4jyG6zQ3vS$^ zYVt2zrZ$;fB?n()ax5$rUQ0kQ-%Gu05fG8*hZ(#^BY_2tp;MrvF_b#M;$EZi!zRbj z$&0I+eBmRcUf>F1kvSke;=|X(~i}{ACjRcnfbmQ=M;V^GsG!_gd zT86}5*n@8Slp*y3C}7hZ=+Dr?->o3=g9Y6_{9W%aV=`I>{olqQ5(~iWXi-@JMdfXU z8fn>4nNXULqTt!nbVzps-g(G5R(T?Vt#oB;nAdY?_2fOldaTd)GRT0<{z$Y<-86_Q z4|2Y(fv9qfW9^ZB|4d|SAEB>TkAM+l;h#U=ve--1+z?-?!wnZIKRxQUQJg=1sabK* zqXTRMCu3oG1WJ~>-g{DO^}4EA9^Gz5<&{V91ySO0cY))*yVih!tHn4}(R%1*(Z`0D zs5#iVjD`RF;yfJtgi1nX4GoOxUtGlWwHI*=e046Ltj)3M)1U|M{tUM97W%Od{}W%YurJ74?5WZB(E z#UF2ck%GQUd8_^U%YC}$`_Q+Zyi)~F)xJTdpE`*xcG>LhkH>$QES66%d6fCC9qoFS z6sdfG=h9UY+2=qAo3Oo`Oi$QJ2z&X+N>A@*RV~z?NpmM6V%FBOzfH)2_7?tWkg`zl zz=woeS!%gU>emq(DNzq+n`?M)Pr#Nt*@DK+x=mc3Sr-U9yIGf&_vt=5|q43`BPrHJsvrn`EXaurtg6ZKT7Z6 zv?~VJQgD)_E@0a)=F%@`vBX>xrKC7Y_=s(p&{82SZ}Sx{NAd#~24DWh9MvrUy{2?@ zZGwXD0afpts<8OE(mjPx3o`nZT$++d90=jhWYIP??(X(qanb3QA-|gXC@XllUrY#d zL(rTwFS!?VZsCEkvs)Rfl#?arZ}^CPQi{zSi{^D64q(R0k&(AUUqdE2GH@LljA=N| z{!zlYpYaG2o+z*Rn4nhbc*f`I$NS~|&?D5c@qm~5UxfSOzcTk3W6By-VNTR)t0mwFx{b{@zv!u7g0=Kc3{d&*UXaBA2b{l z^=%#a;Xv#-C_gT474@)ga>hj2K`>&|D5oiq_GGH{g@CSw_b0C5y^Z9vn(1|bON(_& zHREIh!_gE%y^&sDE#1rd`IUyh2hImsJBHTMR!?bchC8ZXcC!YEj^;Q{90DX4Yc*dljvnK{GY$hU?(!;!eUEcK5KwjRwh5Xjm$3e;a z53XSe{d~6SQ1${y8hlZT=D6HfwN^sD#lT~D!8L4nYdYJ2K8&~xJ_YcbYeCl5t4Q?nq$0i!Wx$09lxpcPq^9soS@YOn>-8zNGhPVgJmg4iKL}@Xn2CQ+}Q4msVaA0 zNkjdsHb(_N9pQUDz`;m)&5E;f-R=@_w*83UbPEQQSJ%5QSan*!$7;9MNdca0=Py3z zCQKqFnfobdNakS!DZ!l?$QI#wfEDLd<2ot9_S)(u&58XPM))Szq2>u-;dCf)qEi}h=HS0C^9hB>lMZaDjxDVWijI`}y zfyI9ZEW7@W`uoPE#K-&LAoK7O$TXBfG7Zf@reP?OG*|>u`$&-E%mC?#YA}c>Iw=6s30>|W$%Y`$@5B;GNCatZ2bGz;q^04S zZw_3LM?iw(-Tnv`-UW88;e_m~2(=V?Rg$lEk2qgyvPnF% z`YYM-w?FWGbpI>aF$80gy)qMagr4cPX#cdxAOS->DHKnneq#9jYqGXc9?RdWuxEBfv&=IOom zUvT2K=teHceDRusbL!TcNHQOzjcrft#4M7`X9b^m?OfU9R>}p=t}PgmJ{l?PSPC5n z_$Zlg+pHeu8bchl(5bdCPcHc5y|?C1!@}a*}Muy(*DX_{c+$w@Hd9)K+YiB{~yl( z!S^r(q!j+e_mlt6BmW2I7renWn3e?kE#Z6f*JPjl_zQ0^6c)36XT;T)SMLXALD96M z^%mx0O$P_usAGI$frirsCS0R=yd6Xc)WO)nPg!K)EgQ96v~hxQ>vr5GYDP^vpPo@q z=d(qU9+zk;kk>F$*+CVz%~s&FdyS}Nn#>M)6|INn55CG&5qU(R&^0Q5^ z!aCpAuLbo`5>Ifd_ow}TMAk2a?si66?c1c(PZbE9{luv|IM?UKnHds31Ws`{&-V<3 z&pJOrA&8WMQIGTG=pQ+Lo0}Ua=B3YDI(LKMUx?l^gumzXF(Hvr#`>BwujV^dINOF_u}{6= zJ9^|S`z-AFy^o#Zl+5q_2x-6StyQdQakjlO-9NCHoSYIhl?!kcbpjI&W*@rhR&P6% z{~R5tpz2&ZJJC`63hFWloE2m@ z4<@8^1MEl$i(Wq@fhGgCWZPOP9b@mxsOo zM)kHmm*K~_WRr9(cp7PkERY!;n2_SQ#ndmAHrzHP$ji_3YHzJ0Vx(7DIWdv?110#6 zyxL*?OHbA^&YVreNm8_Yn&uBC29|=1cPE?9ETwXCU~1{x{WCEi^Pj|iv&nauQsN+M z;|x=_qHb?veD`3DZyA68JDsMJ3U7av&e>63wb*fGo^#VOhbZ7F3=9egA7{N!dy(Vd zsqv1$li~f+GxlAMBs`LdYjAvb^a|_)a_%cmsMTJv-jnxfywSz6-6<>Z4sbW0PTM!E zH7t5_q3ENpqtu~KU{7GIUfDy{$K1PeFJ&7;sZn(kR|KuM(SFktER)mKjr(33SEg|4 z$lOuD0yz-dJe>xP8wtE1C=hfAy7*O3!V|)STboVO{*C?({-b0r%)?~f5X61=H;puf zS6#lLAyhD(8|bDBv1Sb~Uhoh!w~1PS7cEtuJ7B*F(YyycHE)p;D8`vtD5;R!Y-w-_n z#4Ho4lA1h(lzlqO7ZvUFNS6Qpz&CLNC|@zQmYL4O*?a~35ls`=hG!%_eUrc+w_bC$zSDDvtxO)H-oI z8<|1XuG1iChcJGvw~gu{dQl(XJdRG>cuQ`iDYNN=EG-MZ$bxgIvnit)(or+K2#k<^L zI=c39Ab>pPN9g05$2#tZBDuQXfftDR+G(GoraLI{R6iUol~~y+Q|{O4xpy?f*51w2 zJY19+qdl2UnU$jsf!^>4a`a;>xDUToC&HSb@bKNbW1?K-bU2&?>NR4Kx7B#x=ZN`j zZy?uzBjc3S=kVspjoZ2;`U@CoVn@j5`xD^nC8Ycf zM^SsvBGyPk4EdiMk@Y^iuIeQ19#O0{%w8poFj9I9*WIaEt&I@kuqgagQO2Ur>X7)k z!Wm<0CG0cJY{v^Z(RbGo_oukTv1z3|h7!r4w1t@ksD~to7uqKWMR%0H1xNYzV%cP} zei}=;a&10!*1M+o`Q+>s|3lyjTxa3EezC(;R%w2Vs|@M>r~6K9C+sVzK|Pcz7JHV6 zng@;)1O2c1udyZFKa*OzJ?CY9oqItD!cJLm--%;_mjm@@LJCp6N_ya(4_rNxu3-8` z*V-F>Htm#02?Z)1>su2e+QViTTf??(ma6wXoQt$PFg_PFk$;`infMtFbjaLXoVA&L zbp0)wR^8WY%^uQI^n9~tw4+0=j0@!rn{Y%SV{FR=+mo} zx#c=y%%0T^x0%oJVhq1V1kV!Ug)6EJ|36gT$M?N~D|>k&J$nS_ZZ}x86K9!ewPm+^f+PyLN*)iYxjPE+nv-Uo8fs0=lm7ER#z0 zSwsa-{xizC*%n_OJ1YnCXUkzRF%{gc_8W)dV*>H!86ADe-RJL|&-a0;csH*4?Vf4^ zwRG`!yR6E<%~Oqf4nUoR;+^AOn|z{Lwhp{fBk^O+8GL7cNGG&4Z@DAusFtdHf6{!S z?jAjV1#9$I9sU}lwTw?j;zxtpXv3f7{CJDDo}~}$r{QXy?^R}DrJY-!u6GMl$;$pz zEiK}kZSThsmq0ML#(nPw<@PUdUvbf+)~ z1PyOWPDuJ|%wQ$QCdDTAN?P>g^;z|;_0jYdqOl#J?np0jEtGcrt_y1}X`s zgZ9U(Ji0+d<+$MfMBq+6Btf_+c8%bT!gIJcp>jUABjT~I)5^fUf6q~5`ThDM&NC_C zW9UZ!TKNfQK{diOZOX|yZKI!b0Wasqct0eeL!$odcw|HcIMem<1MKfy%VBzd-$?n< zOVjcNx{iu0sIcYe$FzafQ=QDapPs+3(x+5Vr6bgfTn=fO76^W1l4S!MBashKVeWR1 ztqtFT7P)P=71auQlan2j;uby3KNzLsY~kvtx>@wT`4As2JXe+0U z!880t0N#5w=56$w8V?70*%={p`gelm*6qy8Ys#t{&+@N7tS^mO{mjNy-=yY25kNJ} zCUf(&)t;f!$j)_IQ)GLnyzl4fPlh5c9rWtvOx5sh&t@T!&?Vf*1k;#w+YDajT z&+ODu5FSY{Fw?L2^cL#OR8;aCo1(`-E)~X;Y^WXLb*~Tr*H})d?c{au=dB!bPreM; zM|QoR`?9aqD|ubuvHKGU+2Q92U7oN`hT-oA3)^)xi%zHUd0$jI86IyAr$b0j6(>tX z=^9*iu8P2PNzh{;IdlpWx3S-%T>LapGB#`!@liiJ8>&+BIvjBP6!#Vu@fckU_VzJ4 zCd43`=m4TAMaK<7kR=j=NGLB5=;CHroE!3H7#s468XYgtj@jcDAW4Xn|-p=qR!z42;szmylb__wP^&8rB z|79ZR8<26GCcCVHBn;A~{^7y?g)n%8>)|K%C=n;k!a;HSzJ&#-Iu9#|Dmei4TX~+^EvUZVic!t!B2esFA!CEkaDE{%7Av3%^0De(-1;Ew7zm-g+n4+Ej zT}nQhDE`i+l)QtC!`P*CJ1<2)#UELD6Dd=qNIa0-=2hgvMi1@0v?}LKDZiADcVVK3 zwp}*ZQ}o}v>^{t!;&}NQ-W>qH)R>>G4OtSsZ0IqSTDUtWXa>V5x~xA zBK1edezZM+pS7fsm36q!=xHXNY|7kGe!Sg5M{z2^XR{i)#gc-xd^7tR&C(6()u<9-&gv*A5a`Vc_C<}7qBv|z=^>N6bfRL3e6%n@*?NGDRyPQZGFoV&t{&l zls%kg)DX+bt3{QjmdE9~a`XW~SHH0|7xm&o<0Hr}KUS!KvExv=s~p|i7~3QPzQm(F z2glwXy)rep`yecN1BgdiX%Gy8LD&hlwoOLgeIz_t_{bv-@K&e_A#{X~_> zG#pi&yhG=5WrgmKE*9I=>dtKUp3gjTfGR zZ66r+d~}g6aMyBO>b4YduKpN`x2YEbM$^Njl-y9xCgFa1FHY`9PIua zzA*zD5-PJIAAGl^qVOwNTGQOZiG=Y5|6pz{QKEApKkrQ{yj186!j0?YO% zowjUn_2=8~$^mw~^6mPd=pU8-_$021?-%^J>h^`jZ95)Tja#t6HPF#qVAou& zRKt1aOqP18g-GDW+{#>Li>$xkdaL2w68Eg@kRZ&=U0;{lPR}te2paLqMh8DyBs-sd z15uGGqOPl_N*i6dWl>rOJ@2>JX$(#@(wofKVtJqbDA93pP;BvO0RR`DDn8Te9j_vr z+TPwHb49qGh1*O+d}s(EAo7I&XLOQQ@{6hymJPy<^q=_T5^jQ#aD&N59dZFTcMdcf zP8+v8@izoik5QZq{Arv_4H0UxHuwq6stk;@J9hvHX)v|TLTQ*wEDjICAUEp>KgsN7 z>)c-YvFg-%*7|ob#jKh$zg#ufLsJU%2*uBIr)gGcAt4_>WCeZ)j&{0DJYMBbCRhxU zQFb4NwnPzc0Mj$HvqB zJSbQDqt;9Ino?(Xqv2209~NdUtNTA%De#RscO7kY;h7Hzx!#(b4;OKqd%xlNw012T zhpJ5MWI3nEZNH8t#AYx$beTB5u?aI4&XR8L?4MfXNx{P85S2e|Q9(K-9B ze1z$vIMt%4)zW=HTNe(Q_CFx<3`v~MIH0g@%&Wi?Z{zuv%t_!NTpJI6u#wcZYzJkk zjf6{Yq&N>&FN^NbLb+;TaM_JiSh5N#sb-bT$X$XGei4W~q&t9C9gHk!I|FD{k#%nX zttMC}vvz*^w z@b3f1UO8ZiI`J3~(C-Bc@TLd=Y`-HE92%!SV=}ZoZlij^M56eD-vI}Q!{~!>UEI;8 zfYVtC8HeQGj>`HB|F~HTF{}QE!@(5&Etdg=gg?#BXp5I<$S4>5YXJN*_yL^*f4r}S zEUo>6J?9H4*k#!AmoXlgalG5+!XhzWc+vl{t&=W7-5Il!PL3?mekPK!7?12;(^>UV zFTu&|cQ6bI*VOJkZz!R5Puj2Vnwnz)m>-eUo_kbPKdbCBcV$-<5tmbOru zBujo64zV--x~=2&bMHf9r5#92JX>UO^Q7e{sPE zsD-HxKaliOe_n6N27EPsjOpjh)ujM%44Y`ae>vFMy|DGf$|}E7gs)amQzuiv;t>H^ z>~5=(M>^b{{YPHY9d6sy8rLN1dPcM#^k?j{^glA)=QAU>M)xAWu0Yx!x}I&eN|8`# zCu$cItjCY;NEM6N91VVWRi(~5boW@nu50xxS8=s_yV7?(v7LgQOi?V)Ly!4BAU3j^ zKzK z?El{8@KnbU>Rt}RlK$3M<^?7swYaD9Q%_#*T2|#H9MUe9zc(q>QlT&HIC-HDQT2B$ z?0zhgF#{43oWE{ny7L*OG}%f3a92cXR^*MZvs4s%MVP!O){0Ro_8-i}6fXBZNiCQ{ zmdS1Wn5zcO)=nI^sx*@EG*pW2|8)non)+rb^#VgMv@MgGNTHU-4fryvCL_ctEC1#k zxY${B*Np~$I%xwpGig=><5c6fBa+){t=>hE>D$ez!n^vX=68;#ex55ItaUOu&`}BJ zX(obP7qP)9&xacbNPVXc)v2eTE`jn^eUQgsM>m9Z>pkv|4lMnX?$|n>zHzrbsC!#( zh$!*B&$Sb8??u4tO7^QAE%O?NuQ6Wy27h&GOxq+5A7g=!T)suZ0~Y$fuCwMhB9+J} zVG1p1xX4Q#k5Ez2kr@-#zA0J|KOo22%n0m%>!TqORQQlU5z*)4V#ekwVIf^K`m%Ja z-0~wCaW{YH({6t4_|(@oX;;h}ZKj#Xcjk5bjKiQS(wk~=@r(MzPg>kjObtD^6XRho z4E>hLRpMBRl;jxY2j99X1gf&TRy}DSdDY?v1I9CtJtsR|4{w&Me?3$$kTS7-XH@ip zSHxsYmc@k8Lm)58{DbtJpp+*jLG>9oh(n!WwCPfB39`F+?GGD1)X%GB*Aa944EZW! zZu+9Q(qti|k0>SCL)hMOYZCUYg*az93j)zIb#k7PvD!B2T7B}(S<&j6xM@z7JeCJk z?mHmnp`*7fJs;bS)4ttqzsXvIYidBM)QDqC9oAqNfnkJoNG(FZbhF7^5T~HQVpHgu zmq3)&CfydtJj1+jduKaayG8p-JLl&dE1zxo34Bw$uus;`~es5qjJhHu{`AsLprPIimES z-TRtTa~rN?(TiKwmF?QN)R_jd6DH(ARycO!(!;aFSgfN&iFa^YXmAi=!MQD__-cjp zPQ5|hwIsx@d*2d%CTOQLJ2|{eO%-2iEOC}Au{Gh!KG!?wr7AnGO{V)A2IXT-x4_&7)O$tMP)DutPQ7$@gQv zj-?2`?0l!gDT~yhQkAtIfvz!+bygjmN z_tzA5_sDfZ<`V#q>L=BExa8HCA!;cj0q$;YiA3(U`WrnzOv~{sH#R($Oy=^>&LAVC zmKwYAx{i%HPHO^*XX8I@Jd%$W%76r5wTvl2ut+4oJ2x--u^#91!({!3Uz0SL(bCZF z3_N(|Z#dz#c0dy{y}zjx@)3UDhVIGyYclb)7OW|jH0jm9LG9pY942*}M+ z*w#nP0tui1^Qi%N#0S}hz`W#FTK`BIgemesy0^;Rei=>o(QwKi&U)gO5szjc5Tp_K zwcB;2_>dqLF=hItsC4bx!zm-p4CUOLC6{F-<^@gq8-rZh8<;_g0d;Q81k+ z*cHr@&o*0t?35aFpV;2amhtozIlO&@gHbIohOvx4m0mEqNRyz z338e6$MoX~!oJJn&rjOll6^oWj;Ugd8yWKe2S@A6XXbI%c$|Mf2eH^)?hqA)q`-S6 zMFE@|EyTai@%t2V1Zj!5|K1~$0KmgFzCmnegm1;360D9W|MxDR{0ErO{%uqT!VpUG zR;2I%^_Z3vSx!nzl?MIy2GZw{9G@;v4S^3Hc{jc{8-BvK2vHCnzWt#p7t}1kc^I!e z^vLsTxFUJ82B%}b zjcI<+HGNfEFbpH^%k>^Z3bK|O|A9lyS17SOZ>-20IYW#g>2_C(1%o~(_b9)miEDit z*LICF5ZE-NryPB4xZ1$%1Q?^Ln$2=A*y38nHPiJZ1>umK++X)lA`FcO_>QveN(ivjG13Vf^c}Ks-KD_&SF!*1NbXugbiej{TI zk&g>b*(~&%i?GuyW5~>fDnj$I9U*}cX882gg!?#&Ep{To81C2^nh6aG4{ zf|d^+7GHsFTtVVyE5L~Gq;B?!X`~l?&D8hB)Q-B>=!*Uq7I%zC2SPnFI$EvHc0}TY ziTjU_4lUa8Txc*iF)dq5$-jWg=;J)EosGz>8wKH^9u;JRE-2tb!6pd7uvwO_If}Rj zGN8W^W=E;t^wgbr5kZqXeOz%nAx9FT7aZy$O6fveHZ6oZhq>Ay%pDY4MCELNipA}F z+}|uI7$VE#&t!)SO8G3>Uhg#~(r=+~M*}|}vQ5$4Sqy|P^jWCqGap44dQ1eVWy@|R z!fCZxk-RBy)Tf$f*|pL}JIiz9{W(kwsQFRwZHRz!DvckxsG?zn8srPF1!Lk zGuZwB$)W&hzTgi<%ab>h@43ce4&U(2Lc|Lu!xPVKx_|Z>&h=Kc%4`>t^&{FB3)@Y( zj9>Uhw-BnHAOoRm zYEtH}UKl&rz^LlcScoqk@fG@uBruUCGEQfNdDNrfTqsUluq1x#2$Q>_fX@W5B0c}L z&o3Ea7UKV=p9W)VK*Rf&e1)h1Qoe!?e8Tve@P(_tD6ajMws-_Zp6DO49RG>suK$kZ ztn`g+92{({^le{&UH(@_KwRQ~O5X-)L}MlXpP8?2A^rZ}B{9M#{%;9qsDCA#0f+y; z62@SG@5z5l$-#hZyN`UoaQ>F9fCFs%Z%=D8A>01f6PP!M|I71I^kC2b_5jFj;{U>K zWCc6@qS^eNWy6SU`!DyuIcY9#dj0QvUS7>;H;Dh&C2At%8UEqY6zn)3?Jg|e0UaCf zpZBB$#Q(5yK&A>}yO_5ZsZko1V2$Hw^yO_WX!zHN;TKca`C@%tG=TfNN3sxglRt2gCN*;&>IyQC8(a#*Q==^2_u6APh_k$Z!^{E_OS6*DWz)a z=Eeu-+xI?Oyfb3%FiEOw3Mn1r4x0ZI!u{3dE!~SKBAM?bEOUlY{gHHrBUFYrDmS*> z;YE{-<7Z>~9`oZP``d@WnR}gwgwFNoqIEC3f;*mW@J*Jcs}%c7z){tR)`Htj#Qa{E z)!OmC^~yvoTYu?V!+Py_nX^c(%}AM~-}(ygdyesJH?G0m;0ipA+@0_l~!e3cBki{B*cquM}O`jXL_wg=I&gky=ON@g4Tn z1t$Z6Ns15(n^y0dxwqOhXEys_wSk7bse3eJg*(KekW@28*?oh*XGYOslb5>9LaTvI zFu;_@r>&4mn8#ZgFkln&y9Q|lzXz^7^FA`{hlw8Gz2AI<%$*Nr(KmF5aJb{RA(+!` zA!TzKA+xEYZwQR9LYgU`h0*$XAS?p8dS=N40~4p2Jp){8-kiEn4!WRM+Y+=Q>?|7< zM*|29X~eudYxHZl!}VuyJ;R6(c*YK{;Ll)m&0?=MHpQ4VgJQ0~{%a#fgqntYoW#8_ z1gX*-9{a2#bz@FUll`cFTYt09s5dAo6z>zPNXg1k;uO<-R({IiN561-q z3&C!(N$zCK#JGuV+0yoSh8~nNgI0+eJbOZfuDHHZdf0aXS4n#>Hj(hF(8x9nE# z1A?ZW9(f=xzFDQqSUkN5XKwU$sFuGcV$C(K5xWG8KEVjmvgsawY3sptPp8s8-a#7xq1a>*L(7@yMHBBGf1{iUR0kn#ArF zp&5fpUb)hVF&`wc+KRlu7zPYS*;sSiP&5LWXr99(yPV&-DzT1HIH%l31oD({`>Nn3 z`y1Aau^?7l6^yAt6~(=tq|m1dM(94X7BAS1@D)Q0$vtN6uyA4;(OGc=3f|k|awq_X zpzxpJ=(1ek;O|~_cYOFwcmj!VgWA4oHB)~iZ{j{`hS9JaU=n9?-`tBr_WIR{OHuyh z3GEJ0s8Q2Z)wCq&)tNt=u7E{SJj*6beaSyg-$|9k&N^?w{U}%JerC zCiXr$ai=~tDi4*z1%i4>`kM<~MjLTi5s$GsLQ?z!5VPYOP(MuqAHL`P~*# zd{(=1Us}KTfJZf*tw|MwHxgex4qPJzy+qmtI**dy0Lo*HCLSQ@`#BDz-JhUtEF zrBEitF5D0>gErkZVkSh~_8y#)}ECN+Q%x`=>MMHG-;q$o8Yy+nEk zDH@O_prX=y?@5r}dk#F`?0&)y=Q?jI}-H#bh5>~ymr8Ocv2nJ}qW``Yx#HjmnCUZWeuRg<`eUJUP z+Z1 zeqiW38wcx-QjsBbyRB*u*bNi_@&M__`^R3N)K5|fc4CjRL2dMkRId8SQctmP3Uv!w zhcpV)9ZL>0B*rU^+DC?Tgo-`Zf>;3DmT=^9jfM*@97OOMX(>l)NvhFpPSJ(oQ;0UB zEVEsVPCodnmg&Cma2^|m=SzPpgg>Gk@2hYC1OG>k#+5c(aCK^_RzPHi)PggT*XYH&~O5<3ehUE%2z)MZf=jJcmEjSm)u6dj}d#1s>*|elhL<`t6PA8D5MT) z%?xRDW&ZhX%JwZ#cXP&5NL&syq71_TjP4s7xjB_`3A4_46z!kLPLE^^LvZp{LJE?b z9lPgm(K>^H;ml#p1wu<0EXM=54$R3_io=KWX;1$a0{^F!xqVA!Am|~wgk)$u&I^os zlt$ABD1s3g?0PB?r8K$Kq}-Xl-I-X8eanVtcJ49W{t`{41#TTAC`i8l5o~>C!ouRf)XXY}^yt)AGXp%yWY=c=$vW z=avU=7aN?4?+|8)*_AVjsHi4v148h@MA6Pf?(+&_Sm;5P4E-^kB$QZ`?WKi5wD`64s%#po27iO z1Ku)~^NaNDvg08t!ZEoetU_>e7I~!h89q0bBn?%BQUEEE333;<5J7;ODwSNM_H^X$ zYLJd6wGURHeA^F|1v1q ztpgVYX_LXx62g4i0q`>EiDdpNlFn=U?Y!XmkKalZl7OplxPCV%|}MVSnA_XILgb+h%OzRW6SFVFv|D?7-$-ip!UNBvUP3(Q(0pxtCed;3>ucE5 z%zhNSc5UukgXFZhAx1-?K)O&95nPCU8x2vr^ zpTXE@DHL#&RM{Ag&6F(7obwsiLtrP2OMwQ4RWUykhTYWYKCc^WHIhy)CX8vgpua55 zlx$AVLV@m7%zkjR7aX23vJ#5g-SqZ2se@a--l(iY=;;|47e$YZNF!2Ri&Rs;54(LH z{G#Kr;<3J2QLQ0DVmfkv-|((SbX6?pDQs&Z%1!9-tjXt_Qbgyt(l@7Pe7nAU#~cCD z=my$8;}jJy0TNT%!+jHu+Lt+k?|k&vIvV1?MjK8yR$t5# zU%dFF$JxL*Nz?K6hoiExvbU&+SZR@}vhu;m!xRn=*WP4^hpTmW+Ki;jQrZlIq|3@d z&EffLugc!%mz!y)`}JPFCUbqOr|W)O0YOGq(aCmuPtow@JhD`g=%+bh7r9j#%4rU7 zYCyn$VDeF>~r$TMX{)Y0S2Sm`vsNVbU^;JlpD&C^ZwKa z>9koB@J|#Gls4ZRIHhWmESp(-CSGHYo@QD0hDTC3(aUP8*n}B19puPKq?vjutstfl zu?8g;RxjZBHlb^x&*OKM#4AvIcpUy5c#52z4?oX8R&QT-zHNP+jrUHGMWZprm&A*I z;&V2hoAhZr!R=KQ$Z)#qj%TK)-o1M1$Sf|Nj>98l>l-Kp_|4m~DH?iP>mWi0On)=C z7M0BtdPjtFE?4-r=5E9gGyP3jN0>6TVvjIq-%~g}<O)36kuO z!YS#Fbu337Ym?rcQxb>pE6*-?>n!_|Mu4OT!W2qc158N6%%ZLS!4-;9 zp*ev=Zl5GP&LVogYR46ZY`0%S;_jK_5tbMltu-6%SqKmo>-bK`GOVHRlouQ4M_YXD zd|FD<)sNIAjncZEbsuz6!k~y@XOb$p285VZ*r3gPZ6@elLW?)ft2+U~o6!%Ut&GxA zf(+|?dqMX;E24m&mX7CBy>ubchF# z;e@}%sU-s4JRgr{8(@tCuWE7dC9&dn_IaJrY^?fTc#Ev=SH&xibIRGZy?AXwPHP4^ zDJEnpCIFs1W-z7rug#=ZEZDqDDD6rp@T%#gu}Md1%sRq&yYT*)&-x*5whQF;?K#;p zm07PSJH91H2=cdzxx#H{|N=M*I(ibS(tLEv_9}aA#1OmRb^9o3YfEQ0Ens3rq+6_IzqY zgL<6zZ^k3}&+)+j8qmO!l(nhIm?%+vO`&93zB8!{>z6Z&EcMNHe)Eh|5xV#qc~{Pq zQ!$CRHKwl8DW~Fx@rs`KeKPGYJMtXHL5VP7DH#6Bygq+3uYUAye^^ur;c`rtuEbjj zbCONut<83Fna~-`2dH}U#oE1dzVEZcA6|naYT!_E5*VX*378LdV-&+^4{W5GjjQQE z7ThfDI+)2>+jgAfKt%{%83fdx!(?N@E7*L;DAcVQ7-6Kevqa@0n@l7(@`NY!`<9|6 zG9Wp!O_)k0hlJaVq8BY<6h2Z7)-a0Gs3tRnfmoW`=+TK7KI}MMqVvr!3(ilWgu8GU zyLT}@pEJb?j8j!{gpcV*Pc`$DGi&Jfb@zpruynFha}jc7?$~B9IEnyD5Cvm7afXb} z-?4Aj7!Q<&grAn+#hF(fy#jNY!C%kcRBw+@j#@0fnVUt|RYHjX9(7xkr=xMELwvBe z+%Yg2PVqfuY4T=ja3n)=j2Dz;1`efCgW>2dh~&2cN~k*>P*=hXTF{nZYotXzF4||~ z#@tg!nI}i&41`b>U$?Pj5JbK*isdS7=b8>Js3roda3&Pt6ZUd#$yh^n>z> zasK-sWnuZB4ybW}={NM6jx&$7nfS_r=j%mveiVUzNLMlWSXPK3jA#?>E)%SR4X$R3 z%o5-Gm+`>=?SQa7o*Pk*px1|-p?APR$50Ac{Xm-P>*v*!>)MQYv-Vt0?c&p6Y%+ny zo(AQfEbB%heOAT~SB~@5e#qpyNv5n;6msoOkM6$+kzn&HcH|fWsa@R6;Xkp^u*$g5 zFZ;3A;T^8tl;8ei58mVbLH#m+wPSCEZdOHx~#}~rQEF{ zk9A9z>+(t_MC-01MPd6iDPvZaS{+Odo-7A#QNj#Ds1{F7DJ&y6AV-+U30>kzL_6OA zCCIge^tN~%37>4=Fp5?KCWL(CF#6e2#rPYic`g86_egLPjy!~fvtsV*&BimesafF&LJRwrsBH%zhb19QB4ySrtSD7qV#K_w zew5Gxqc05;jKdL~X?YDEQny`IO$U!7!fK62z)_1w9x|MbBX~ZGhyAg0?Knq@>MeZE zJQw()+i=2ebfyK%Z0sVI<@KT;l!~?aNm?AqHY~r@#+jk zp1;lC$^d0rwP277B*8w)N87+88^gI81J|({@Fc=-UozvX7KBP@;6Xmy95Qd<$hIRo z(nW+PrVZ=;)RQWwkF z#rXTO=wZ6_QS0k^aurNWa#R%tT2Dd( z6VYrt9bnp@YUF84ra5043z_rX=@N!}_rw9;{fTqfAk!1GO6>*F949@$Q-ZF`Lju20 z!121L@swbndsb>hYBuZAe6+ZLcWjc3V|~VrV{&WO4>te&=Mux^I>p|Mso7pa)Zy8o zXl8|alPG3+#%r|qvfbQ0$NYuf`ruq@*?BGPufeUhjXTET#w^By#_@i?{$J^^Cx`wLuFnjL1l9CjH1tk{ii>OwE#IrV;LyGo$FUlj zKPK7rplY;#SI#)AY$b_BrLzUz_+$KAR}r5}>_d0gG&bv+@vWg>6$86Uqmp~$!;G~X z-ueC9cI>Y472Z|dKX+BePOad3-j0AX;OfL`__XT_K@0mRw_BqD`a~AY;s4hUcIG2G z<(Lz8;1ovc&qmnwk0~3#u*biKhq;AdbH-<_I$puMPD};=pY&^Z8wP*KH~yHq<%zGk zBKlEyOmLxO_DEinmCsIryaqObwDp=@>N(Yp*)LSHp^o1_IeKf%Jk^+4N~ryoAa%eA zqtaII59G~GcEP8507>WhBHEH<2vH*83dhg@@w4}VSINfoU3%PjxC6lErZK87T8>7I5gC`qfaUw;(jgMF5pG=hT2|w6BjU@XYVKN49@rLDzXPnE@!^_@85IraTyCZ zC4V-_^sL~?;S6@P@O1feQ{mA_T&@4?LEJhwtGv&_bk!E0-RLvrPANUgIr48}x|0{a zRXsKE(l*0Yqo2SDZY$Y%;5#iXg{VcGT;gD@!0GvcTt$=><) zwRs|FEFC0<+xZ&E64%2FIL*E3*i35_Mp%fJ%BK)Y!ix7UYVgmKr6KK-TPWb*)+=Lu zw55cyvuNd_Hz~%zzWLc2)onrgJ}r|yWwwInY}kCdy{@t%97kolc#Erq zsBJt{LqCqCQ?lvS@fp9SIh-~O65>aXBDY5Y7S%SjE1v^r@DTLPjg8iul^+A#Fm+aG zfK!GAVOT#Bs$9$r*rVjI)9kg-7)h`q$tff>{c8yWo<3iOzycWXX>b4|0b3RQRPl}V z0Y%B51RX!0r?v8vTN0lNM>3B`#;noJJ#Pg(CxRA}(Kza6bnwt(09F55BgvJr1AxX)zB4E*G(u5^Ae%bJfa6!#0 zzm!)0XmjpY_ULP)k=({FrW2z*5@4FIM$2X*5|*gE${`Wv_V)oN8UGfZ7nI=#)DZpAN8neT0ugz?UkC2 z3@Dh@EpZiX!vRBgGwBC{lh9cLK^2{`@_R}I!+qrcQeCcUojy1)OL@5 zIx0@qF=JD{jxT13tp@q)s!6X#&6>kiXJ3BgaB2K$Z1VKOuJ+bwX~ym|*Nb1(Y`@dy zytSV0n1DXluN&%b7N&tK=nRrZ&OqKgwQGxiN@PBP7@OwuMv zq62?K-^=oT8W7gy|Uys%cyM@U*pXOR3sKn0XN{Uk#y(u zsQf>!Yv!dfoLJ5n+S+V}doeqHpEOQVBqxorR;+-jnajHPjTQE50GqlQBQt+w(NPIa zPI4=MZzLXzDo8B8E%^b{u0EwH*+(?JL9(Kr%u3rW<$fe7Z83kNwb^y5WM!f#i_W+L zdK9%aOxJft5r|Xv!yNFai}Ctn-iCzIuJqH)ZJXcZu(cp0(WfOMBQ?hzS~Ju39r~-5 z%tF>)1eXhaqOB#18m8mgtLUr{$=6DGv=hAvbJCN8WUGipEpH^!u3vdpDw+gDyU;6?Bti~5Cm%eX3NBr&y^tnJFX>H!nCaGa|?$x=8{lTK*qk6yeIzI3ce}DZ3UEqe{o+gy zFN21ZRo}|ke|%yuTXSPdIQq&@tQ>~B3k~DM8Uc0-hP&<-q^AR|knRPs+G?K0^)^CM zi~l*4u=Rf6$=#fe%lX<6G?u*Ai~@n&1r7yt0iUr0bK)>alnykC1QQ-M$g#h~W#1+Y z9KR6_pl@_9g5mEUY}(jvI;{;@PySCqlNHsJc-4dxMFNLDKnfvU3I56})gl;};oNs$J{>BaxzFxvC zVToS{i6t69E<%G{EY?UEcJ8Jjne^e!snEEp5`L5X7Ad0`!ooJ%={IcCfyUK%RGxr? zIsO+cd+Z|7+I%}SDASUnsg)Bu7_`wQP+xcnMt3EnKrmwY zmgi@Y#DQ|ZcAwbc5RG+5mFjs#ah@(XcVPj z6!*KDfnz)dCKJxZ(#{5MAvI}xR3AW49{~iA@4~!e%x@d9otLt2A){{<7!Q#aUN}}1 zGWaGtn`kP3yxAf2nFYEB|D9<1z0@TIuOHE?KJ{zP6E^rLs{@(=XyWw&YDGsNjnt5`ZC>n5bg%BOy=ed4#L=6TTNhg8>{W52D2t=YNrS&tpf1SS;@ zrzmgazz9f*07m`p0pdkdsahOQ(MNcXfat5-J_9KHB)i5H{_0n5-`56*mb9O0*&F@@ z+9tEZ8yQ{`us$B4y34!??V=5y(-TMpPu)K!_1DUH+(~C#$ zevgt^l@Mut4$QtYIr2aEv4^^Tw!`bETdZZ~ZD^9kjrT1R9G?ZjTdkDx#&m?*7lJ`N zn{>*s8(}W=@SCQ+0XfMu(pgWdCiH2C|ln{d>dL(=K9Z4P(BsvKGo2(&&etC8xNc{Aww-6 ze$7tt4Yv!SrBI?o)-{wof+V%POHA_X0Mv^tU@u`%epDUhn8Z4`CZ{ot= zmn7V%EKWCWSw`{OFsG(it8CkafLmUPi=c8^Xn<}ieKTqy^oX?Wlq&(d|>vUpw=vce7ul%47_vAA%DxI5vNkVQA6 zc*(mIGab2x!k6J-QQw$PK-RAr@H0#xYJ<}~>pt7LV zKoHHpi0J{uxc;k{wqt$_0HxW@C}>4hRr)S0c_GDY&?~|3#i|;4Qo00O(kNCkVCST*BuDr5?LPRnud^Y}smnE@l4uUe z_f*e2Qu3EAxT+)9t5XD~d;Da6xU($Y$gtMimiF4{x!_+hBVV+A?@E~mO?5MBr7>!= zc3dFewEED86*jdXGF_}OQ`4f|A%5@7qq0q?IZv(Y%CcS)9b?p`F^#6qT)>g*%kfRg z^%OtyjOFpKM@+-x^h%S)oT=MO0(B&#NXDC&je7RgU8E1UpI2fDSXTKqmY7<8A8)j= zlP}#Qx9P^Fb-&DCU>96g6^C(Dxo{iSWQKVLGh{3=WPtpu-uOwr3DQT$gS#T~m()jH zAXG*ux9M)$%@sM87t(Q9e62FRYL2*uiA)r@+Z^2Eq6xR4u_=pHs}8gq?-rPDX;9yl zWLZ($n75Om^UdZa@gh)zCUJP;aXS;|NyhCPp_L1lxg0Gc`?jxTu4*@S>&P%or*K4i z93-4#Rp0M0#$uql&Ub8JI84=Pc{Lf299LQ7y2Kls7kxw0eL0R^$ek94<4Fd$F}TWb zyE58Uhr`us5;UfN6p*6OT9uurUg0Xq3y(4uj?FsvKg|l%6%H?#uB-Xob5H-4XEm03 z@^zzDXRHGvuORzLPGFsb=7NGMcQ2t9<$nHYrOR7&hHahCtt!82*st{B38>RsU6y}c zlt%6=CdoucYoc&&_|Qr=*Pmxydf)Q-*0;<~h6{M$rs6L|>1q5)#YW@CFN&Q)+{Q4! zV>$A9BFS)8YX*7XVz!mkM^GI<*WHOq>yXS}zAw09tiH`sh&eZE-ww<69J4;wuH3${ zxiU1}&boaIj&yJQVRpadQ4DE4hR@rDTyHdW($pjDjx@w~*&G)O%IP;b>d-9#OhvR;Pk z?P%$D$}itNbB)F9gWI)A12Y$&YOVry7u?xiLjRDiW4FQ;Jfl7*(T?`&bS)8T>aAn7 z>U9t<0ZJ%Qx{J^#gEfx>_BTq7zb=ldZJvkFT@9F;` z@z_gqQ6PW8R}jN&)LB=Pa99!na^YZI(Ut2>_l+z#lRMlElR>iXUWa#*!dnv0IQzE8 zWLT%Cf(U#;r#pV&W{}HG`EC(^Ur*Co%(8lg^WVwtK_ z;z~oboFy_>c-y6TE((lGx1!IsH_r;*HG$fohCL`F3=$<{a6lWDxj^^(qeP>BJh$h7 z^{C&+O~P8HHOG&20sq&J`E-eGd7Yd2fHOBq$<>bVVdfvRq{!7P=J+@ihzSCGUbsRu z___I;g)ppg!Mo35ks#&{Rn;Gnj4$H3Adk3{H_FED;Sn+l_rEc>doDCZQdZYc2V@_= z3BV!U3k+bxW_>ymCgS@Q1mZwNs>Xv{x3fU+MToe+2Z5+M!sMWX;C!B$XLBzKMhNv` z9p;_iFJ?`Ri}F?~mfF5@h0e+c!^hgUN9D<5=vy;G#{@0}D#yb7VkAg2J$;u;%KGGY z$4Rv0@5&sGuXPkdKT{n1K3&3m@{7W<2Kz%WQcw<Nb~J>9lRNSN3qJGf^weXQ9T%R6WCATvEbUWDBu~l6EpN`gO1q*d=iB>M5vI@zU`o zOUhWz+CBRI~-QT<4nWhJwu2gS@^pE@V!K*9r3 z&`D5j(P;@I@?sO4y$J%a-?I?HF?h7_jKb^K*H`H8ak{}r16O$PtN;$VrM3&``@|3l}`ac*Z=Um2C(8|ui)r`5_zgC%z6O4o;3<6 zN!1Nb{u`IQo$tP{%s{;6Kj7y50R;AcVzzVNx$n#VH_$r(S#AF}(0eI6lKXF<_f-Jj z-so@AcK`z(@%9@o$E{TWHQx8H^7H#j;ieD&0N%uj@JS^Vt3mCE(ESbv>we0Zv z9Yw>|IQ}5H9*YZOp%f9VsO4)=JKC zsxE1PzTv9*+!>v)J1GSGL7%^9{z0u*>4uv3@{;uGyO^9V10ed-|Jr;z4O{F#@$3KY zj2>`(RR4)c|5xA7UjbLdf$nbv`oG8e2Z0{JmWNAa3?Tlm{+kxZfGg|$Z(3AV3ZJw6 z*9QL=V0~+v4sBY=Qa$1duwFHe+d9Q$Irs{oo%agUUGxgmeHFlT*997TwZ>(rK5iXm ztb8!O`i3_Q4C{{0OLLBq9FtroByn^>3%s9RNt3Ra1Jrj45rDy^W_U+c2;kG_{=vDg z25|1vTyqbk0rkv9V1;q17z$ll@2(iFCNc3>cQ91xyQI2q4x4R5^jc5olJdJ*SGp6v32qP@Gi^Tt@RYr2kO@jRE!v_*$QZ;j3=py}}U zhIrJ}dXfuQ0Q{X-!2+VMf(1wd5db!Xaq0iO#OJy+G-uy*R;lbP7GFikIM^m;}a*7qcMRQJ@S?Xq}y zHXVEhf-Xz~BH;huGCX4~Gi=Z#M$1Z?o)LES-D!H&y?JRnj1r#d1WwM0z;zdJ#EPrU zE{Jcr^!iLMoKI!~(-kX$1GG?({dUW6!>6fwc#wK}({|f&f zz6xFOvaWA_X0jBFs77~ndxfmmck&j&g2tY26H0g`iq2waoywM&9d`v+>)V-Ui_X1( zpagUO(bf46dJg|zT|a3j#t!<=%;SiAy%k`wXl=9Ky)G@&DHsRYx$Pr^lGAc+7FG9p ze-&-O6}&4WYBGOE$fZ@yXwhn=zSYfSIccoAWu4zMD7C(W!3h>s^?ZlC$_wE-yGXt@ zc9G4FG~E~@V=+r4n!vDe$#jdy!He5+Hg@Pav`X7`Hg?5`WZIH!t^n_4+97?Siv)!` z?A-OpyC&AXd`7F!G`(V&>U#qvsykBCu(Va4shnHRsUDK6vYXrfzlDIcX!-wl&*A@J z*S}j})sOz8)}J1~5`qNVd{^1JTw7MzqU-B`TOF_Y>DM1i%jq{I+fVt0`&XI1^xY@% z->))-16cjb+{f@k62Xfl0IR>5xN#7Ey!z`R_OipUP>=|vwja4^&~QAjM!G<@kadD7 zx}3{A4iG&MxXdu0;J)AuR-v0)jZjKY=08ArxL6FdSJ9qgPN9v}Ig89(`z6Uj7tmXV z8)|f?*lJ;DrF1V{1DNiBKUf9edi>j^7(V{p(#vntrM^yR&al_ivCFc{VQd*HS1jaH zgZi~^g*cv1v)b}sajBoiSO5tAW6Rj(qmhG|L-&}j7K^F$Iy=9;<*}okZHd^6qT?pm zAm8kC!xj-p{-_2Ni&(8MWlcLgjW+FCZG7(v&-C#YaJ`hD8M3QEjJa&uJ&$X^bv;BV zDC5&0{LS&`Sp83l&p_Tc69<9U`vR`EnuO+-)1K9C}F}n;m1athF_nRb+z2Di5DP>vFG?o`$!7SOPLa1NbwEyK9@$8=RjX#<-yDob zze73unl3+77sDN2?5(zsecRvnFgKpPZ50vNz^%o5mXN-~<5)2f4TC!z6gHOX{HTiO zj(1`=4bxk&f|3t8Q)h(aE(n94JZC$2tJNyH4SoS76l&qyW~|5IUJzKkBNO6FBpDA! z)`{;LS9v{#%8~a$)yo`)`zb_Z8(;f?{9PjKhdBEYIu^0w900JSs{zFIy_UnL*ylxr zMczU@S>L${=u6#$)(9Q>*3~AGtwyuF%fQgDt6bx|fiAYs{1)}RmpqP^kqfP2+9zwd zRjE`=tQ)D4Rl5QnXJixSIFTK>36$q`AsLP?qLi^JTI-ds3`9~LV*D_kgZ(ItiC;Dh zQ@LB0V|DNV`R7mSsR5PSx>7kJoIfge^^Pq*ND*<98ea_VM5S<(XgeY%hlea;?PCo) zLBzf6d(^ji7L%(y32*~swo~eTk-c4^GPjB`B)2+)(UfG&;R&w@Oy9(gTCLfB#6@m& z%U6=zq_FvYzS2}z-Q9Pe z(uBB1eDCu1!QZNHeth~${Y&mA$J`{DJ*DrO-(JKks4RT2Qf=IPygY4?hF*=-8g}BFVc)ULV5_C@Rhe+fPnR{WfJP;MpGYQ(>z?hK5sF@8jjX zP~}Y=9yLe2c`m6Fzjt#qPtOFHb~t`WybX&lVlxe;Tabi%GFmTOlfj8=VHvk7RRFWG z2DC3c`XNlz*GjTYSx+3c;Fe1ecWdqei&A5ZOsGt(OoT6;q;hNnt&#JJtavUphS$k! zGDXzB_YSgbb|+0V%ASiDh7p+aSdmHP45?lcK&00+uVmk^UlS05PwX=plV=F}enDxD>K(xN17z!ZFu$jcfH`LHx<)zv_)MVXsLIQN^tGp#Z*I}ED zj&C@=9Y{XfvtlwZ?QNM|>NtVdBcPV_9AqfIaoXUhF8i>xHORE>e2eb#IE3laKa1m) zCXB6YFHmM;l#WAHUqTy#h-<9?~fMW zz0zVz5yT}eK0BNX_uAf{wKAzoOGkk^3_fiz_}VhYxY}9ay7nzJw;Ybo^<-Gu-WWhn(e(l z$@K7gg4HMdwFjveVwB-eCSt-W3V!`c^mg;v9YB};(uF%XIWSG~h49oCowFBAQM}w@ zHTYaHnCnU?I7$!!dPw5jC}~aDF*6C6!t6W9MzEf_7xxB!hiwfM8bfi)&v!t32TkW6 zSY&DjMYnf{qNZC~`1I`5ipU$k|5V&W(Trm5jF~YxJ&ep?D_dgN;h#`&PcUAREKPmQ z*AF24DDm%zc!kufnsA){SYIOB;qr>A*O+BH?Z9z)Td%hAFyf^zo0oTn$w#_1CGU7d zzBVo+9EgIRV3Lhk)7j(oPB8(3q38aj@mBI>dw0}GCbx)_LQ%`+FrQEKLU%2+JiwLZ ztz;I{AYrf1y_FEhhfLM;IL~ihF=P|H(7s|&V|mMY#USW&@BJ0S_%z?Fp%CuyxwY)f zbpAb;J_lXfMQw>M^3v1ISgzOm=5V$!t?J9I8)W@1lwhy>vY#5ecDLz{qnzYU?sg(P zq@>JD3q9k0e%@zq=DofD?B(qX{;ba`pZ2{sP=|ylwR;O?U;IDar~M%z7GtffBUVx7 zJLFsNQmkc|y>O=E*WfYi?2_q-ENMAQ15lg5KWcOIM{TYmbmCLLN7ysqbHRaI?9o5e zMpo;o0(GeAX6=iz76iN2S4l>O`ppD~-&O?2(8 z1I9-c8NJBMUs{mztNA4R|p-o-Sh3U_YO(i@4r zICc~Iyt}P7(uo;n%L=`~!@^ z;-8BX9evdn6aIA^T9IJ=9mo4PJbj;K5UtbZQm?u0 z$NYYK4F)q}&_i?PI}R5JHP1viCP~a6l>7o4OFD@@Wf>!KS&R7wVNFtRRamq;%znM$7u+D|8G*lf>RZ>unzF?W(&2ZcVb z^%2+a2|YIvml&#vcZgfxyk0eKEtC>-M&l$_vz2O!2G!S>TV7_$`%ct)z_-z-?ms8CltDNZ?W47k&j#xI) zhgiJnARid(W;@;yTjk>lK}|6wt%0FEFhD3yrsk?5RldCza$id%p%@CZ4U_ZYvXJ7K z%+kt;N$!mVidWgcxFTvP0Xv%ovYZDXn8YRvUh%6@3?*Fgb6V80UlqqB7hduI4*whA1cG?ht!n9v{FMZ5$oYTy4&;P~SB7oi3W5wIy2RtY2U=1*)0 z|AzRB$s{hh@QMKcL*b(sQvIvSL|pO-gFyFyc>qh-(yg6tx|Esd)akr93CXe&=@BlQ zg{56bBaZ!#=oV2_N38Mz@N3Rc>KI@eaQ(MwAaykjm~s&wxA3{)i+|05kvc7E zg)3y&u(u@Cugd#_EiA)vA?QPrcvc~=8`4|PJDgZVE+s5UXtsbi{WzvaBtk(w04?3ssN z`QL{96QpQfo;PfZf2%<>>D3O285mScXPOFjE29QosC8piqXt|`ZtlA+ujX*U=d2I+ zl_%Jr?6(OG4xV5vji*Mxt%%Oe<(C%~%JKEhq|kb_d2GTL!`|N!^)gMVfG>iH#MGSH z(yK|Bgj;3D!+lC_bZO0p0!r?A6SQD16R3ivXKAMbK=v12+M`6rLv2c!E3&avzduT^ zY1SrgX4kDb)~0S|`K-C_N!B7ZKcBA2)n;zy60PBQzh(KQR zy&n|ax%&2cP;^z^E}Olm%2eKRBW^ADs`?;@)Hk47+D^FUpK3l2iueFFC(j2?SJhov z2GRgF;e&8AMFBl=P7A)kmzH`JG1kOpupqp6o9`s9blCUY0mb4{>)VM0yuzn?6c zyki<^VlkhwVvsQ9^XTgo{P{Z1O}{GZz5Fk7$Jic;;$uSphJZ}_zMEeG1=snb;5~nC z4EL`ToTUdr;eyY9wa#D1yVmoM7~u_0U?p%EHnR^Zm4eH`!}Elc=l-MMTlG!1TTEBe zkX{~`dMQoEKEM=`z&vm93I7A{R|T2HxxPSXe zPISd#%IaucnL!6*S4O?VV(G!y==%viaauTrzDoD>7~Z1l)KGUapzI-L#ANSYL?%&t zo_9Vl8M7I7uI*7HQR?|<%Af${sm<40rO#(_qLQY8eqKLPUgbR-*)gNnnN8rOKi3@9LZ_sF#3J41@-$@(r1C_gFuI28n)3ddJE=0PX-oVLuV&+PIW(?~Dw+54MfRa!Yb4!s*n%AuqHz z)pH;CkWPdIzf>r1e=D0VoK6cA_uW>vxhgKZG4y^|j^|Ia4^D4j>ENR;Rln zqk>;*1H}!=!p2vPAt=9aUU5HZef{XFI8E62sfD--ZyAA;x1rivj%vFD$$d`q_y-9ZIG~<+mAiU`$aFaO-&@ROU8^hdzu4c^Al0Oy-_FM0{fz#I&qH9W!D>K-n zT0YYV^Bb(X5$;ykL#c-C zeR(UG_mdUtX0FGD)@K?Oc{M+sdTg~sU$K<-eP0bvud|X_eo03_Ad+(EdE00GD|34C)hn?&xH_RiOSTH|d@ww zu@h_q{d$D(>BJR6jAQT_Zm(;*h-cqL^CW+4p%$=CwhSOw%P%H(^h&ZCgH zqYxp1c(?E?RXW@e*hPFQ(UzR0knmCZ9J4?|o$_S!SOO{jl2)msY?Y2EiUNpo3qIKw zTSyz2Bnh7{a}WXcEPzL%hC?OHUx=on&N>a303xA#eh!4Ir|D@pur?w{Z;! ze5Z1jej{-1;`0z3#j12jBNY7cco8(gc>IWVPFz6*D?dIz0>=+efZ!-VrGw}X8DB9j z0fYz$0T_oya1G!HnVt;KsMz8dMrnFWI@IYip`H{S|I|xqy~^WvwFhUfQcdr27r87p z)}&b4B>Lwz<@@dj(_Nef>we>#qpm)=p*MHuZJ)}8>sc6`{AJsyTTkpItI*|gU#9Uz z#_4T)x6PwvP?JHtQ=VPhQeD$g`sMFZd z+yuhvUg!RA%hJ88oA(_xM4Su$ovWMo?B7e%qkNA4N85WqMX_vQqmo53Lk@#TRI(tM zL5T(g5hZ7oAUS7Ra%K*S4oZfjfTTeX$vI~v4LQR|&N;jW!#(G}=iYbM`rljavb$>U z+EqnQ?cP=O)!q%DYBFY*qe3{vFl1j2y&rJR|Fe)*!lid-gmFXkG}YN^Sb`CFrWU5q zNh2P^O9jdcrVcl*Kb{@c7Sn3|K*0;!<*EDtS61eckM;`tmU{@*`QzqS-BA^vszVR1 zD)I6MUo$Lsvno<6J?}WnWikPu9tN9SVWw_o#w-t3T#{z9b}|}TC!q*OyV-gl$Bff5_WRQh`&aOvJzW8aa-SHeExrPR zM|8bc*3LYJb|&1mKP{c^APA0Nr~9sP_MWqgF0K8h(;e*8ti=b$gngClQ7-Vi!OH6+ zsD?JxnZ5P<$FN=G32xj&pO@0L6nQmClPVi#`;Nyrr{qWbT*tTc!w08!_UT81KW7nP z4XLc9lXT;u>Cdn40R8tkGuo5L1RcI+kODAH1JBdO_*b1OI5F|Rh4o^v{VESQ3z2ZPK(tN5 z{AlSSsPEf+$7Fnq&ab75Ll%Yrz1Vyu5WCMSby#?lT{5v}V1{>c$ zND)nb7T-;$M$z7F7)1qY)zqddmR6|?nD;w>$o`w?a8SlS^agkU=KlkG8<_nME#bmo z%ln6xWP#cLAlwqn{&(3KM4b7I;x)W4mW{%^0SX4gAXy>NT80^EX#U$oLtix~(K_-4 zw7oASZ+;`CaB);6^wFkAure~7&NJ4S2?sBBij*jdzezwl{-2o19&IZ8&&;%sfKAi? zl{=AyQ*0syvYgro{fJVm!7vq-^Ji(dkD%hvoTOmvMAnOW=o$t-$hHq8%1yJyi7D^@ zADDq3+;}nNWB&v91@jtqOnLAB%51OA_L?}skowjxe*^3aF@GI19fMJnNug*BW;)s~ zhz;oMnZe}JHIC%6vSaiXNuC}1Z`^-l=1ZQf_@9}jlV?xx6{rzW+a0>|Q@Yi9DLT2Z8x8kPkODa}todXZXAG@~Tre)Nx zmtKj)aolR8z$UP?FM!@3*{<-U#MdLvPa@tf9iQv-WbW0`6<<#)xu*xJ zYqusVFG(gRPvDSj5jV%5+DcB3({K!nPx+(IA+3JvN9*;^ceuuV`tt-rXo(?h-fJ~fh`RK7Pe zeBc{Q{BoXz1vKa5nA4>qO=%2oK-&TB^WvMzy22GbWiAja3k8az(zTp8tUuUJbv!E# zdE1*MblEmCbqmcttdvwYQirx$Od%>{8V^mOb>hiMgHP$vtGcG=^Cl}=kepmud-yRc zBgy4k*ZQg4`-fTP^e2}_2uowsyLE)HnIclczpK+F=NWlkOHlFNzUGa=M4TS>_M5^X z_Ip()hKK17GQwAZjXsSV%|KhiQ%$#AA2& zdf8umGuwtNhoxV4qS8|yEBv;rLC^NsN~E|)nlApX)4TpjIg(Rw!AK|f%k6nZ%cG-5 zRr+>YNz|jfH~&;S-SI2U53U{C<``KUF%vgCjLB3thSn!sR<$G{9^;ITCePt}6V<$y z&i{-gxYIMo;}rEr`@L=w!GtW247IW%LcBAJyQuYrvl9U4bcbu5h@!<&2HXhwdOoi1 zW?c-ci|vqG6X)9@w1}&Y*m&n-%Z=bt*4^`!fDx5!23I3+JvdY?=h}m@BAYTiCWRaw zp5_TLed<#RQ$-7zHBr%nTdz09Y3?;3fEL$0yCds;X<2(qhDmMP1ZrVcNo2B zzQD@;Nj#B#u69{s`|CFjka!v%cv*{;@8GY6uH7g7)K^Duxw~})baqzld2%r&nwp?b z)QUxdzMg5B*OQ(Kl|MhQEg7X>wK$$y-)K^YN*y$)!C^;zuj_i@i5^zRXmluYG>2@p zWFdMkYLC0A3bLxTdYaVMbJEtcxsF$W)LlJ-)0}S7Po2)~;^~W72#$*QSRMB{+8$MJ z?(`v)+0v#2(~|&qiH%pANIJeb(Qh%n z+X)5XMY zO5i-JX0_5&7^h+*y5lvSK84rn;R*@)8B!o9d*c^O8~8g;+Xuwkshoqb8J`4*hMZ%tTR;pp z?KuWJ8pL3Sp66tOIh5x)AeNisLUJisND(Y_q68whFL=!5LoVui$R(rn8*FVt$qajo zZjPaKq~f-e)*+iVgD?ucyJ^zt_k3jrq$U2Msi+6I-TZ~#hN+TGLqemJ-U*o1eBN~g z;kdjA!^CANHq{Iq_A1IVQOU4g1=Z?o{&vv z{De^-R*SZ7$B3D6i<-5_uTX$I}gp!;63%dN91FRc1_!~N%-Y#ZRBldvz zg^EUiTj{@$+3y@1{T$!w_W5L9t4G|9!lJ<80|DT32qS512oBh)s&9x&81{7ru&uC( zf0t$e0*V7Km=Pr~a8w;3(+%$Nrm9OjZKPU z?L9=wfndIa{Swh}2b%{6M8!)Eo?~sP5CnHXd53qfwQ%@Ah_LZ*Q55C_2m4Ed+BuJKXMC&7859ot&UZc%E9 z3pe=q7vys{$j!>zo%M}svPLIwb-E|SmDjuyDQVErT^Ii9p8f-Iiy)oBqynD9n@|h( z#BP4qRn9@YZtqPJjT#H$*BR0!yPoPBc82TDuywk}(Eo3}1{F!yk6r`+x4k|J51SL5@^td| z9GZm{6(`}7AUph**GbDH+ndvtH)xI|J26!F=k5`g)T++qd4@8_e}dMW`D;LH3}75* z$3Q2`zR|&aoEOr^9XYouyX|`PrO^PWp&sA&8`|{54Qt*9WW8H z9_;f)7g3cL{5B~t_!Vgs_u6Fh=9b+v!2J_ThX+I3hqejT_P3Urx$YIvdrn0{bZf;0 z^KD-=bG0s$@D9=x3u^NA7cIY8k*FwG<(6n#<90pDb^Y2fXJ}SYCg-oQ=DJrgxV5u8 zHgr0?v(uShaI(|sxEJf@x{h1f<32vQj+pRSan~QqgRU{G5BnUjR?SVGEtXf!8CX|* zuLEJSXSNP}RV|ga9yeWFM-zO(bZ-(fOAy;gp{n4A#*X27~nZ(%hZ5 z2q{N!%K)?$oNz8hTc6ts?;cuFKBZ_P$$Ju~@WF>$hR)!Ieo1%$mj<|(2_E#RIIi?I$B{voNdiL#Q!qN`27hm*$UZm^)@`*1qSM80& z?WxF5aZg0DDpO14cb@hSJ~7bnmfd;SpYzE!(?)G9w^Y_SeUZ1{=PB{~(kqIKEIav! zn%=1}Rq14(+b1?VW&LZaRf;G2JD&X{pO~HiRVpX2oumFW4dC_(#*XY_a37fY=!AI( zd{758PmqU3E|gH>m3MoJ@uW;fJDD%$cQPQ;Y1y!+9pzD?%+McMv5;w#i!7+Cj8}Yr z`lok;5akdRF3Ea6G>OkP9Q}ztK{^6C!%C{XZV9l%#_`buF8D9sS!T8?miSc~S=$v&` z+Gcg0=~OMHvSl7jqX2AzZFQYGdS(i|A5V>F+#G!Q{9D$_ng(VIL=J!8EzOeaF`2Ol z2_s8buFM8ub@2vTXIZX?kDL**u(T;kVeRtvI4xRQQQL1%(HaoJeubzxBS!JwUU;%W zNcpBlWQS$$sb+z#i)SZ&p(eM3-TMsokUN_+#(qPB`jKvbqB;Tp6CPfG*@^*O4qV5fcsGSXL@^ZY! zDnr?*yGp5Ts754_iEKR0m`vhbJ%{Tt$XslLoT>6fm#s*A*4~g7Y7`7(Yb`mpE7jc! zIB+X=u3UCZ-!KOT(w<^ZOOp{uy0%ENTUO2Do7kydzeydqATXF*hVCsd@W{fik1d-mD z5*3yfH_SrXNKt2mtF#mcbu_U0Yh8L#ZTZ@4k{S=Ja)eZXtK(tCcM~TQV5KGX3C`v% zjG>WMwXnXeja1!eS4OT5NJtYIwSrQvaoyoH`T49zth~G`Htug+Hq?h7TrFK~TKLo! zaBz3pf$xJpY^+U_WJYW=_ZnL{-@uH;*6W47Om8<4i|y6%%%l7zH%y}(%|3C%*}Zq# zAM}0t7cH$D0DL)kx5Cw9sM>as72}Qji&aN~&L2t#r?+lvd)Iq$T<-HsA^`yW zsx8-P{bjlad{p_9_@@${<0}))b&lE+Yu}Baar9pM*B2KI!WFR$tziuN!8`27`n~gQ z!|OQs0SiT>>3->2Ux~>=z7gv+^O_*09$*U~m`<>v2>ugnT&773_H~ltd9`dXu1(5? zc8$EyuICYFuoWL81eCBj0X^(Xkr%2pR>DeGo+3zPKtR*R7>XlDk;QqHLnh?XR5TvU zH6i%5XeeYM=kCCbP;vqt%qDr6y28wtQIE8)`Uc3UxXWWuP&hrg%bVgT8!l=#&*U<= z{9eyUhwDhXr(OE2qM)E)qGVxwDWhHbRl*GwA6EYX0|YZA?Hfj5x6AnU4cW4_u}@tc zqo;;GrbfG~6%Fr74(lWcf>-%?+bj8mUGLs_LoZxrJj3y)aneDZLY?sETaA92l1xu< zE8iMPoEn?VkNF3A%4MkvQ>fv!OZrTn$tB zWDR^PuSi|;COQ<~CPLpq$8~>Aww0amh5A8*puW(+N&-gz7Xzet+SSzSxAy6dMZrs8 z-(1n0-*J6ms;f?=M#X{w z{RF1Z4lswIaRN!YZ+>s!Or@rT-ERA{S5+?k;sKEwqW^gR63=V>sB0ctQ&@#c9&BM~ z$_ws(&Qy&Hra_QN?VL&Y1>51g@`ukf51dsVWWu%|k3G$r@W`WEavoj+49fDw3+f>Cl>9k`T zqLca!e59#*?T~Zq`soJ)FNk!iG(hR~$j3wQFuO;{^~Pol;czDp?&*+BZ^ZraD4#ee z`Qga@?+ZJ@O#WHY>}kj)KnL@dC&zW4eDyEF#w7&_RO4D1w}3HKOX&B04o26!aV_&@ z`URuwXa2W498_Z(U55Gwde|(P^VPSYVoWVxb}bVu6YdQXV01m`7|*OwFs_L8uzBx( zBr0NLb;bAn3F8wl(-O@hb>YSOt>kabBwNP(!UD$nZy#68me zaaP7w8O)Qu(7LFC`d$R|gaYX^*3?rqQP^O!xJ6Q;5vE13&YYQRlKHFHVT+}FEjWX| zw|&-HhjqC++FZrQC4*;nSSHtuB2HPV#nDyq`%#-GS<ws07<7E~dY=PHDf=0b&B?43RUfmJ`xIgy=PY1gnX z(fo+r-eRjG4IeFm?WT*i`H&Je25@s{xAF0TdmamVqNw9Q5Jp^VLG z6I%6X*XOc_51JHc>3ker0Mk-2=auo%KChYi<>@{v6Z;o7nI$OmTl9jF4V3o?f}We3 z-{hgaKeOGWo_YN}abd6Y&04CV`1z$QL|)6sx$kq0we*mg-iNPwtq1gn zt-8LBMh{rMUifzFw3*9w^>AaM!&ASs&}457Ud8CXjXpXRO&EFy>v_I9kp-ad3v@^^ zL@0PX|5FLguUD6|Pgfa*J5g)BFKpAaO>`Js>Az;gIMGD1E_-}gx>03a?U+!yiO-ID zwNYxHEh?GV$vru3n^Q^w-ZQf;T7ejUu$Bhmp1z-KV;o+Rx}(yKkTk@mW7lx{;GW!X z2#bM5lS!o%);*GZM<$hdet$zI_2K-UKqi%gc#w_7bvwR2MES-FKLwwu9N)$Lxg6j1 z^R$^99~XGfdj?|tzvNe;lrPuBOcOEfJ^52nJ)BSw5=VcK$GnWVVH*q5x zBxrjien~EmBdf6dMNn5Le40iypqeie{ye3KVN3zeNQi0(shF;aKv&RNBcsA7wXIU> zggurGt9cccDHjA&w{8K$hK!V4g(#U|>uprcOT7pb7wKBDI;y2XI^8<-T(E0ut zWi2^fodOz^N=1dQ{FW61PA_24dLXr?q!iCd*L5#uf!*XwWi zC~W&g3TrAhT;VC|Hlmku;Wwma*$pGPnM(3k;lMBHogut~|1N#siSN}GpY4sC2v_;M z?A0(i;hb$(`B%!YnMMwtc^WGR+!NQG3ETaC5UUuPy;_)f5@aE=AAY*+dXw6QQR3{{{!d2r0PS6CV;u5GI_RxeTv=Puv-ca;+Bg+%y2P?<<9MZNBRiu zr`Q637xpEFAA`5e_UZZHWy*;S+AqGr&MowgQ{Z+)$-a8^>3w%;zBLio`vluE1k~Ee z#qW!a7aACI+3js@jtSV`7gtJXC9gR33Rq`({w1 z1=;#Qx-BFu8}WR@pd1{Pvn$_QLf_2;eP4#=cLo~1AI$4o7Kx3$x9uE{eP{c{O#5}t z!3eoXWOH|SOR+U)R1zYk_+U^}n@n-TC{20#%QF2NYJ)eF_LZk-%3E5M{Q2GQJsq3& z>mx$p!v1h!%Wsy0jZ#^2CHoN*y`9eVl}FDTJ|a}|#`Z_x2JrE+J!`S3r0j4mKzy#O z^?|L~%;?w)q2Vr;=Q4_Dy4?Dw`?z#o1R66E#ke!BkMs|DD}$YN;cGK^`^-K8Ofww& z*L{MLW^hMC;?@Zm1M=V~lZsUVx-7{37hi$ZY%lDxt3w zqAygKDjy8Rq8j=hfG+$+0E);{d1Se?ozMb?(G@YI70-UjLO@axzht?vGmD%2A{5~F zX#FnninPM`7eND(s`0BtQ39#;#elI&ZYWnBiCRr=;>BGy@;zDp5`g}4G2Dp?Q3}BT z<2I_{r4%?c>7CT>9uA_({61T|e8FmpARr zM1N6CzZO0BwM{L$o&@2x9vWBjNmjW(yuYbxy$t|TAns1zv=0epEY^KbojAOifQ?|U z0NU4hdu=#VHm7;U&xeKfP+<*Jkk(?{X~1S50ZWbWI=nbL>;&x$+jb9I{8}ic3F9`Rhe8nUz$Q z;x_f`&P^|9EmQ4~XgiGt6 zBka~Od#07)EzE)9o0?@w2c4_sW>u|eoAXq(>h5!)5ucjzK4%_ZZ$c7AR+jOL00pSn zs@@mexAOS1h2F;HH0JcHo4A--l;n5oMmyAH5E4B^=mfPMgx`E(bDR@z&1*In*ccyU z(o1rKuZlOWZO8az^A@dEoR%eTm7}49X-|xXU`~I-8&l7Gu|eGu+oE)xRn9%DH`J|` z$I&jUqdPNvaeL(+7EP-YNnX;sXrO22g}%?{f@6jBQjJ^NK1I5oqOp-XTS{8ps-;0X z>pWicM3uoh_VhMQn<5!Om2f6wU#6+1eSDv=q^X5{9G_5wslj3b*BR(BZqp;YQlTDu zkNCu74)i^bSD-!c;T#8j-6L%LCw$6(`_3V$cL+?0=_7dd1)a7HQ3VgbM8K4p(wCg{ zdgYe5dm-bQJ-7rPtu5}GBg##t({PJ;Ch6px{#A)2N|al1$ypB`BDGUMr21rZvxQwLAxQ@ zn31Qb#|Tf#MZl1RWw#&;zo#G6I=36dwE?TNI%1Dy<7%kFve_ED+!|<=;M^GK`K?{} zjio*Lm_73TK{}`#wf{l7%DK|n{CF+L>4t~N$rIL_4prim_YS5Up(~0%RY8`DWJvR2E(r28V$C!WD|(OZUz#4y_LePbX|a1YaH&E+Fv3 z=8&+}m8W?*#V4%rmd%jt>W5?+c`}Dx*$?VTrU^;hvgpeSo>Q?mBX}r8|Zb2xRS<2c#O0fy<&RlYE^FOJ8Rt}8!Xw=KQ)Gr zU}n!K)ekwG%Yv3gLhy#App$?K3MTEYpV?#H4g`5-1=dUG%h>II1P7)Q89WD(i8~d_t5?{F4{ZU z<;;HC69S$h%pQZkm_U<2>=)DcgOG8-Uy{6JoW_4K5#aaW{9+maAgRv365}c%<08LG z_y?e|ei3-t<*0wvR~AF6ck>rhT>x74Hxq~4FSAHsk`73^Irmzjm9@ zW4Z7fiFNI7gsNl8$Mx*g23 zjcRU4yH>cTIfg+91&|PCOgnsC#{!XFMTPvLi1) z{x+q2e{$s$%tXv%d5*+#TDaYdX^u&HrR`J= zzVUYGt&PbBE_;_m>7pl*Czm?ex8ly0%dLdp8PScVaH?_3+q2W9U>u>yKioaOD-d`6 zgJZu#={&$kP5<5D-IYgfDFpqUNO#w8f+1#zcx$91RE4@6AKi()iQ z(YjqBu49hIF%I;?Objw(uDd6SlUHrIE*>8!QfRr(u*oy)J}c2o&>Y_Upn2~Psb^iq zxMqcJNe$WlqL!=+g|TM&lUI3ZTH3U^Kcgi=yjc!>shB=%I*=kFWOW?uJtVy(tWcIA4RC1N$)$MFcY@Ltb#dOa9kvyrnm@7xL=777Gq z5kG1_y`hs@1xv9EsG!GhO3V71-ZHFjINCb|NhkIh=@l%Ib(#u1=?hCJTj)6JUSrzF z=S!~%1J4kgoPW^-?qB@$F5FfaA`xd!*i4AA=h(D>tK*$0^3ekFS?)VFY|TB-cM$L2 z)IFa=e|E^y^0a>Kk!j&klrCYp3@t+?yzegv_ZZ0b%MEXCR^i|=svk2q{< z)@Fa~l6!W+a$>A8dWmagIeLtTU8gj&__I4l$B7Gj$39hjT_@3!>HT{mSx>dSZRHLM zA6xc217DJc^Y8Z`&_O(1cGi|lfU{12?>+X%5)kjqgy5$uHF>`y zHOu)@I`Ap7viHdsll~@c?>&PT&N*is8mr$m2GdtC~soIMkiSXQAJCk1t>iDFexy0-7 zRd3H9ahiV^Jh51rvr<5yGInsh#eo?4BDnP80Vf~dvxDwDjt{CjoJ1e6zI_87+8dqE zs1?C4`wUgYdwp43wzHUH!A)U@h-1f1sacy%;!R}-23L!OmabEDZ z3Lt8>;-gz06$E;pgQ3OyW3fv39vE>ViKS$MV$agPTJ}4J;wFZg5}n)ivR7+^=An2} zF)$hqiD_o6hfWPK3J<(M7QE?aieBBfA$l7KIv#X=&sk)=mu*`#)&3Bp(Es9T*DGhVovcKc!A7 zM&2t#vckTnY`^|VV-V&KV;@F`RqdoTvI5$g=d7v;1qPox!+40%7<< z0>Q#mJq@2kr<<<6h%h1-G&jO{ph=aq@#yf~-%G%j09mX$ng;Cmv9k2xXyd0|o$xz- zG=E5MmjRUQL|BgqcHee zI(;*SRU>JU5q24W)CmyV$lMObo43bgjBnJ6Z@R)8%6EVyBeJUDcQK?W6Y#w*WKZKL z8YHZ2494YYz{w6X*+Dn46B={9SgxlzkB1@P&tg6$N(IJx77c!`OJT74=x`3#;ZmGH zfHh4GZ-j~TNBheKqG9gwxAD^LsTT769!zt=tmLqC_#+r;8UQd-{gsCdjSNvKk+08# z7};ZFO*1X^z#r1otM{Qo1(s`AiH&g;yKC*aCn?_A5w{g{&P&B~iu{2Eh61&!yX<1b za3l~Z8{427gYWF)w>&A-IW4JfcklQ$34IS3-NOV=A)g)+D+37@2sSaFVWqOi)zhv1 zG65tEGY7myL*(^=5_Rl~Q54F!XcL@cO4`{gDf zVk0U=0XPKxs|toaBNjT8pAi@>#KioySb?#`T%RQ|jFbioRvJtun6tblLjZuEiRAfq^Hu zk+D+u3<76%M$R!|4Sxi~k)$MBFB&IJc>s$hNgQe%N0{$ChSvVbj5~o1HNgK6A5MD3 z*T0oITQxBAVtb|o6#xb!`D(&tb2~CFAM(|h(AAJ+wT=}Q;_pTw=*FP9&Z@nCC2B^D zdooTm(AEThqE76Xv~3@scbYm?DQ&xizM04kg1b&-)#yx9D}f{uF~a@|M%Zc+T?HC^ zBttAD{bcvCO*ga{8hT@!3PgQvll^U{get=e_AxqVnlx*=?C%}xFdnWeSk>P$pUgq| zEeS->=VPrka@y3{j7EY%Vkn>r5cm{-Vl_izt$?JzaAMQF@|W^ncxLO~P8%$`)hhX6 z)D58?x{*HRv~hMkxEn534MZ9Cf`H4kdc+j*a*cOvJ)S)nQ4AM8b2(9tz@WxnG8o4T zlD=-uJ>@AH%w$X}T_b-io>^$@e<4iH=4e;v6 zjmyMSkk|$@dkPg3XxB7$r7v-1VDCO}=QN%uoXG@7x`}PW>t}C(|BLPnF4^BY+%UDO z{X$bel20j;+}ME%)e#7iK;rEgecQ_NvG}m-nRi^}IQORN@t}0!ajQYUvQHiL-j^B% zS9RVmmD(r$00eq^i2v|Iu9w905QSAKZdO&qlw$cuBBVy=~?2)2gLRnf=4TTZ{&-kuG_( z4o?-2o?5VFKQa7($wjG|S$!Wz{RZ-}@0%Jj3Od$aMi-8M>bvIJm+W29E6c zjNKv!QD%cJNw5G;;m^SXSk>rrW1EG>?GlLe9zSOncl~XOW3_Q#P!Wc<*f@~?5Gb1s zkzk8Wa3K+l8u&YC;Dy91|0!l5jXPN1e+u@(eIe}J*Y{6X-wagXJi+&(FaNi~Wu{j|B!PNvG z9E4eCyzj^hY zsoo#5e$VvOr8Do`)M(9l#_L#84_mVf=ZF^YqT(JnxX!PR`Sd93j6Yk9 zC_(E!DO)rHUHQ&+0ab%XGrLs@qd;$sfAEW=BGWgFnKTR?13^N5Ma%H;=QTYYs(N;X z)FOt|xi#vAvco*0i<56O;k!=DROPA-e0EgQjW;WUU%N4Itn)`r>O0xv?ar_-*X*D| zvjjp1jal@41$K5Ei(e+0gfLABCDxNy2F|!$mKycsiY9NxR=4%& zbGr~URyAJn2{K!kjjwgxz^)91L930t7#xc!kJeq3rg%_MB8DJ{j;NTNMQMFl<9(Gd zJZYNH=VkgjBlk4DXjqpC)OF_4c(6q|(cqM}RozlPeqODp{wJtdxWP1ok6-$RH{rUq zWRN2A<&oWGz}1LK#DveLnpf99r}zqEIr)-(;Nc6(^SGEaZTnE=Y5Vx4wwzfqH+j{jj&R&}%#G{HcnFUh z5&ODBwpx=YJpYe)ceucWz`R)FabxTt%@(Z*)IFEuZ_vyG z!>Wzs(}I44u=Cn2Pg@BSYp+EaL-F_{mykqp{JBwy4Pug!7|=RQ(Ae_KC(!As@z|NW z(P>P}VUMZU-QcraqpW1i(%2_UKr=1$){a4np`Oqs&5(c{sVt>gBPbfk(cNU!Zp8Ev z2{6XxW3VVaiXANH_fJQLq{TL2D9wn2!6zfK_!9o1n%k6S`4O*0eOb`P(z}Kn?D=FS zi{bxX4P)jcZG0^RJ;OhbBvC^}b)a67vAY@RZ&91BQ&8DcY>B?K&<(am0Ri?q2L+pXzn$^th#(XYDT;iH}FpUN+?ip6)$;+iExD+b%o>hJ9B9CE6uV$_NwjHS;D$YWM3|?%hNIkg+5PPR4;Lr&ty}OCwBa)Uy>5rryNrRuI)EsFHF$z$DQKji& z&*N`Xd-8`0?6isk!blpzu1jD5sJ z6zu{Jn=j)+n_K~Zzjp!EEyZs%8hBXkscA4>1?ty}xujAQ&Sp5?N=5>qR z{T?1Vqsq1aNQPoZp9$>UJxd>zmrS7NA;;hPkEv(B{;^bb9pdyy zUdm}YDs0dMBAgMPC&SxEuo8G$>sGs8yAd!$uthe{(XJ6&We2N0XbHM1Ug)$$7_dV+ zps2|Q7@Y*{Pz-2j+8Uh%?#X^jo!RukUrVxbDD+ZG9)F{LbS=V8s(CDRPM7cVQ2#L$ z59`g+!_~;gEV^)qBy*|3EW4BYRcUj&6Q9{~4hAl>ctK}9|hp@@v3|BG(&?*iM0%eqJfmo z049zg+6Z5^KTGz|{m@%cGDY`{ETl;kNc1rvhi{bI4-4dqJcLgB9qJP99KDxBu&&iZ zmldfM?Jzm=BMLO1CgmyO>Esi53WUpQR-4dFTEy2CEE3pT)e7qdTQF2hMj4Z-Oc8cw zc?>Hk&^5>9GpeD2#TXQrR3<4BYr+nV8QGCIIAsF<{^%*uw{~>0x{pZekz}s{RHzgR z&I`siQ#PhG%l}mQ1WsIJOucJN6^wk@#9!Sj8f?}t!vF@z95kZCbwJKJ^)4@4uGc{BK$z-s=FTA~Kh{Bux&6|oHfGxwwb;kr=g zl-AB0QDGzc+&Up*L#SeYNV*;FLVq2Z0yrMIZx(24w}@yh zQ*@E^f}$bNC=>j2fqI<&yt+04-@&U*J3H?1eVGy%33-zH{$YcR*Zhoa8spaHj{EEV z_O8JN)oDSMGoE2VgELk@Y-@MN9kI_mmozi&9^ZT1PowV}>Bhruf6HasW4Y!b3NF#z zP$BB)Vbq)jnQgKspQr;P1r_Y$sQ0sQA)$G4cp64rxi!3_FDr^^3yKMX?U<<6FGK6T z3RLfH2>JLq?z1I6H7KK)aibKT+Cc?b+B1#^S(KCD*@?_=xHA9^BFK=n$?M0L%+}T7 zoAUZLF0;&Vwa~AF!Gh_LjJ7ot<5Awll#ctN#4{M%8xJLY*QP0aLd@0$vnK}^mz>?i z*w^W-YUowh)t4J3`29!hNcWP1gC9{p(FelI132vIq-#l~n{Xu4E6M7(kYsrcthtTK zx^Sst{3Cn3(qe#Gah+dz(muX^4;jHU!|mhybO(JUyNRo(<|!)75=kIp$Y;}NH5;g3 zAIsCjSLI`OiZE!@{amoy#%ID+1v;3qGAoL^5$;K?&g)gJcXsd+47&kX?5>cQ0~^8| z@*_hwXUj>vr^|UjhVHyexpvj(ZlCr1Nin?=`84GR20(r6THJ%}Nov5c^MN+X6{(!( z#}?RD*2aY_$GrIOtb(#Ti5J-05Z_LmEF)P5Mz>@vJySkM6$?<`Fenu=ehmyNjBfEz zkMv~+#^;6Yrrta=XwtT-GSA8H(|>EFYB2aV_zY!W6*tWAVvf;8`h^BpLB10tjyoX> zJ#F`7@HliXq7~>+Yd%gwDsfSZ0ib`g$ajm#_`(z>t+0WT9?-Ht-_kd$72U) zs#5=_X&Ck@vC+|GVvlc{iYP`!Y!gJYu$0l# z(zZMW-SFq$bz%FQMHU@B9zhto{O7Z0&lIn*DXz}P3Ye_UH#f(Qi8;(RuSPJ4IUFS( zd22}(LE$@VP`Ia;msjH6!G_etR>>X|il!X?^BQ1{>~36qFK<4qY5m7B3!+9lV6N8B z-SLX!)?4mYo^pvQQP=N&@+FQ}*7PK$zskK1)-DVQ(b}B6TmpL%{ztmkjltB}_YB5i zimx9$OY7#9%9L+e5ttyh>JKVjD5mCSd~)q;lV$XKVYHL^TCt@tK6#i)U!zZxW==@BN@&*u0W$eoY}K)Qtgt&+V3S;}aEg`9EK$zp}kLaW_%f zC8Rs7IB-SK>xNlicfGaD+&k#p3T%#%SxDePhF7}cyBW1kFt)gE%IB>Jj5iBzF^<+~ zwNA$yTQcU?R5T83d@-I^DvC`6!Jhl7m0S&ArvlJ7_$X)|jnAl34R@#O&OYG6}p`UfLgfpLUCLzn(neI6{)Tjin8d>8S2*KbCBjai9U$YBx8{hGi~4V!yS6(K9} z(L|Uk6)y`3)#-+hft{g_6jrJwY`;VO*65aSG6}f41>nV~XbC`H3qTSyBPcb)af^&O zc5n1sTc+L!ihp?>T`lQk!nTMCuto*mnd^fwprSCA)pEZYG7Jka z7UYvkX$J0~{Ct)hedYvv%x8{Cu{m7I(P)D3y)P+?@=_e%GDH3hS1V{a%a#WS*}gqJh&SHG{{lJ2I6Rj>1WrOS~XqTz3!ZwM#ADK zxES2p$WAbRJ%IMUp%F(GR@et5^>5`602k!a2) z0Tn}(y(sRAD1NWKxao{8cl~p8O}}Q~VkEPE28W0-!K%D8wAMy4>ZJ7{8BHWhchIH= z@T4T<;XP4WK|9=eLs%&iyUmVBeTLntnh{;+jq(l7$5WYn>9F;vaQbdU(?)EBMQo^G zPbfh?jfNpkZk_h1AMR?c`Y1fX4cl|$&(FL8?2D<*0-{$Sc91 zE~z%jO0-xR98GMm#omuw0F}R-2S1{VLoZ zA2?ioSk53HRihgF62gy@o{D8=1m#r_$*sMw3m3O(U>}XNcDq!z&WXDb<6y~3T&Kwp z87fMKqg=-wABm$G@If=`Jg)a>P)9M|$i`LNb(-BNi#e{}ZwmPPtD?_`(&yvsr81Ei zi9nltp37n@%v>&<5>={giS-ra$J^=&WYY|?MAC^EVXfX~TCF3NjF57}#EZ!zmgkD9 z2bE?^Y|uMVNJ24bxIK>gqtB1Vndx1-cI~dN-cwWk%u}tH zW5KGzVY%@|%1EK8_WqnUw5>alE$shNU* zfn!utnGijql?+1mWBU{ctU$w=XsD!k4TP>F|mEM)LHHE%=NX!#Oj_Ebdq^0M9~85F%la zYZuwR?BoczIYb_gY?q|(uwXL@r$EtDLgX}CQ-le&n#Ltb2wcgi=g#yacuN>rR0ZXu z#n7@NAh#}&X@|8h!QrgTSj^U(;wc^`8lSlpQ9{z#GT6lw*dMSw3%J%@ncpU741{Gd z6}5nfkU;m=+$euRgTMf_<}%+Lz%FS-aA4 zh$8imnnLq1cL)}ckVmKZocEdUq>+7|PMaA=UsQRg`Eq__N?1(%YC0lquv7hxQz6A} z{h1EX9gC3uJ$vUNUc{l$Ix`t5Fxp$vi@IqAEPlJs+3^h(=suMi2;09=?HuDUt^SVB zL-TEEkLB94>~CKZo|zyfGkEeI=~nRVGVaRvIwbAJd8mthbSE5qQpD#WzgpTOy!g_i z@N?QDsoW*2qMeBK7Z3R$t4D~l7c@UBt3|23!nx8jug%i`-; z;GEhVw)Gy18CX<#dtKSRcKY-yWvAD(1r084f?yemx!z+p*2|&)ocSo+sd$CyhYNYdHd1j_XskK8DE7G{1=ouJrNUp^CsS zHSbi1hn)(X_4SM!^@epMF7#eF>AWa7-U%hrFlW^8`OjIOcG>y(lJO{R%Fv7H0#7~9yBK%)6bL*W3Z8H0S-)jAdiH>w)$ zlgZIo1V55SGBjgW)IUs07RnB}HVC0TaixK83vaX#6V8FCfWu6hEh>b-yqmrov0v7+7YM0jITaQoFQH(G`cu4|Y2TwxK?$Qp{rO(H>)d|OlJWWLPd-2WQcq$pj zv(b)MVSa_7UwM3s@4mkcajtMEz@7w`k20qTDW`G!|uoDtN{>$M-|>H63HqjRP}Uz_1@mgk1f5 zBj`hp=dL)rk};eImW;L9mITMeCX6@dWvN}s`5D_N4=k`IgkD9jeAtkn;b@fl&sK*1 z%b8eV(-en2PHJZr6?(0`(RN)tQ&kiOd~c@fnU_o+gSu^~MDwq-dZU5@Hx98*WSado zZQ)*1sM3Xb>~f)CGQ#(fr87x!rz*sQw5_Dx?akyrlA3RX^b0naG_zUvH*w?ivom`L zK{?^tSz5jYQGZn$^oSjl(y$~{TA?!K&y1$iu%JCd_FtnGj>J(B2Ev$8RJgmg7K~!Y zZLe=pe{Z2w5qc%i&1!9C;t>H8r{$;1A0-S9iu&}A_~2}V!NZM(52Ho>Iu2>%|tret&#>G=<$8MtRriP9M~X*akQcRwEauGa5(4f+s` zrz5hamtl2+;T2Ugk-|OUeggLomA_FZw%dp$uY}lDO7RfKq$KvK{qmz{=xIRt)cXbC-)c}Z5BSu zAk~=(Ehve4EXa6~WC|g|;dJFCHySqDN#R1#QmGWUM)AyeZ`hOW5D@57o1!w|lF3P` zsw2mIAue ztlx&6AC^o19SRiC!a+dP6>C=vr_^?Gfk+qc5;~=^U~tAR8e>MB>qbnYEaj9PO5b@E z#9tj)T*K{eQRADHO>A!*%_1>;Xej|NVR^vVA=~#pP#tMUB5qD9bBW4x1z}*p%0^8Q zXkE3C(HX#Uz7(WPnsET*`nwGE@s(txp0m8If6+!;icB}>M5r7GgW+A8HhEZ0UGH|KZoK^qc$3U`$kdGGIy zpqK>3E%9oFLj028WIc1>()b6-wGVr?>{72lteT0&-1VoD;n+ZGN9ng+!romXxsf}@ z|Kn^v=s>~ck@Yw8Pj~864U=nRNd~BQix=Q`40}3$biC~8j$MB6!@@sN77FUi1xn?1 zzY4^?tK>k`mM=bR45{p!4_WY(tHMcfmBVpke~Gk?LK17tUKQP@CC)UWJ)Yt_BG;S) zsQ8dNMosJbWQY-S%tB=a=O*3BAoIxpxhje{2p;aXr1dtR<}9x5e1~LYh9!Pu%QMtu z{Yv{uF&#@2=}R*j`4HjBU_S`$Amp0rw(Ju4xEZeHO5E6_eEO8pQ`_5@s+w%8tySPEOIeeuNPBc{-ja5t8N zd2J97n4NiCAGsiF0;fAAWU32MhbYNzHH(b}tqX@Sfb#%LN>4KklJ~DWT=7(eBVn%B zip{r(rlQnq^b;(=}hd z_&t*L>`t+qF(`kepmX@GdFy;jYNkSMpD7=fH(O!h^mXL*Q(SwdPcPp8+lK_{@8(5M z>dQvlPWyh`PXLIk5l`(_WWEv~Dm2gV6wpd9G}yJ5Ohhud1MWU{?fWrJ5sNYrOzsMv zs%Iy`FHcSq5{$OhUnMBFV}H#9F)Ei4@o~X&mH0H{#jJuqN2n7x zK^6JW8EB3%2qclgdU8)#h04~_99GMUO$K|FhlLI7;a_q81HIw)TxZ`LcboTa@~!*q zkCF}69z`UvwGL@hzikQ5;d^xd@qOWJ9;_%@VY4Pm_D9Db!^n74B19iXXx*jfL1OY) z$JE3NCmUElR<%=k=jSn`47auBQD@5btDEUq9Y>|^lU&#$I(wy#P8$xV4{Hw({kBq5 zZvYZ8aK0$-j{by{tVziTd0ON6qb|q#ER*W3&kb&xy&GSY39LsaMT?vdQj;gBr)7QY z;-&Z{)`lIdm)cC;xn+FPTiVmRmDTW0duef=Lfg7~oI+JEHTu~4fW+5wpl$_uEVW-b z>EA!lbDpWKNoo9C-sd^`1@!#mmg9wm)7r!kB6{L$gl2;I{cFSt zKcr6KXv+#kAu|~}wd)e+C0XAxwQ=m+IPyNC*m+XT*GG)hnouYZTUa&tfG%_UCPLoK z@H8-^o4j3Q{*6Kgo^Cmg&9iXixZAgcq7-5;O*YBOR|U-syn#9fAF6KB?K}`3Z1w`e zXM3?7iFEaFTsq0yD{m;JvxqR&iIL^=m^rvAK65os;%Do{4# z8$DsQE6$uaC`;ih1Pe51BTp;~!7sECIV?-#8e=jVg<=DY?T>Ve6M4tm(i|7bUhWue zJ9sg6S!kMbtdBMIYM`#mKyK0|GPSScb_Fwb-_k8fcSu?=sX$5A29PWYWw6tFNas~Y zMNh)1nXQv;0vOz-l9c((r5uuGy~RBgCcFZsnu`uCud0^BQ{^w-7kA?_^a@IorE%<< ze@N|djn@F^z;U*Yz#VUX+#GH20WyEP`i-Rl{N{)UQQTy=IJ1qO>to_wsQ}^JvgGcu zZ%&SL<~d%R=x8HiYch5HK6=io^xjFt%XBkOR}TehS4wq*=BI^L6rQCCs$-oV%`QuB z+>uhj3Hg?o5+dz^8?&Eh6Zy33p1n8vR>EgVwO$$D9vIo9KG8TM8y-)PkkwA=iq_?*GwXy7f%9?IrU(e!8`%E8rk_Fn^s|XqVUC zIladF&g4dn7A^Cf7nax*8^OPmky^f9p2*<{+6Erw@OZkGwPDfj#Pq88_Kn z@0;l4`?}-kRxSGJHc-NNU?U&uilr*DWTm;xr|TgMbE9IY4$u6KE-`i|AlVjz-s+8$ zZQX7DSP4zHn<?DTV7^pI_#8Sm8d5d&)-YR)s zcQ3Z4-|g%p^*8VPQ>^Q}FDmmZht5jRfkz~r-Wqaz>mpSC58HX_bJE?78b5D!d29Na zj(D!AmQFubNEkeoswequ`fVCIRP=1Cdvls~t8cMZ^3~R&ng6R+2vsDSEM^Xpxb3aE zXrtdJ=qli1O+@2{zhx0{=qkoC>m8y%*`o|d_@oz3TZ_dvYCjf|Lv=Z~2!mjc;gUnHeZ^A{dM{}-#1MhXDb1G`Hy_*j#JV-@M=y%9er<$5$Hg>%@m6q5gb6&1|hx9}fUL@ik zk@%)xv=N^Zm?9f@DK8>zjue{f!A!N)?rz$Uf_ao%m&#(rdXYN1Ehv>pAsL=wMyJsI zF17dObW3nu+WslI-nL2MT;ODri%@4rRiM@_O3JM>ha-b?rU^9E_cfp}=XTC(x&#zQ zHXkF}CnZ1+XmHnsg+wEL-_U3?51KA*1t`Fu(`+M)2C|h{LkC zByJQeOXBi<#=a5!rvfC~C$c>(C~lxj6zGdP#YSw8%Cbz3rd0dV;BMD5_K>*J7Fm!f zvfjMK1ZRWxyOd~|}WQ*!}4_8&FmWM)PhtlcQi6cwq zc?2Y&Xj>HMbUx<KXAlcn3Z+ab%d; zKVB(_wwXB&P`|h!;QX)>&DHCFL13K@S&!O!V7;|;AwBn{wzN`aF0@h3Gc#)hS1GP2 z#jii5v0eMQ+H<68+!?ow#5+=B`ZJEiWk<} zCS=SJj<6XWOlr>WgSWLXL95r|+cGa%@)SS-z`^BI@m|`mwM^klq1M~Xl3-Zgdh+`4`tRBnL>P@3qR<;8TgS{58^ zSKExHOP#FJq#MW_qIMBceZgxHx{!?$5}i?5-Clr8R@eB*Wq4zFIKO7MlkZ6f#RYxq zx;%}EaRH0Z;{K1ha8%j+vg!H!`F8fMV49)K;p7pbZV%brxhu%I911MQP7fjqInvq# zO&(8q-eAO=)49-|Ir|}TIxlE?2A`4HO`g9v*HZA^p=m^iw%1AT{#aAt?45Xd&_a?kHqu3}~(A?yLDdYE%Qo02Jj$<-_M%jXIz_0L8e`IAb7p zPv%ngW%g_LYM+}PTFQl=EqeFw)jHhq^&Fy$gdYwCq0>RG@#w7rd{jNiM^3Lb8U&GE zi&CCHvA^SM`pafC2z`EO!}19q1z=tp;fk>mgUsTh{>7YaBp_$G?dih@VJs2Smi_3t zWKso2kbNAb@gU6Rm(54cHYiA0ZhLAA+C*R4fJKN)jfTU&*vIF~#8~B1{$vi?U~T-^T)XPXv>^sQ&`RP1i}*JRSszoH-z zV{Lc?{EpBxA0O3zS2d?6smyE~{pdlM;9s@0AB1I9XpTLz%HT<1nCBj(SV}FOjpA62 z&M3r34LYS2cYl+A9FyeMlKPlBwPc|VB?3l}Q$X>OZrrAeOhhxuqboopF;$|$hyvOD zALhWNz3+pt{w?+Lcnj(DE?ti!ky}N;}R{cE~|4hy{!SWYCivatHhLi;y-$T>D z6&||_7aR#fxBq#%sy&kCeLMtx`tH-{>}1l$p%MJrs11?DFgmUtsb|e}>flD!LqU+t z|Kh$HbYJ=6Z{CZ*0h;h{-htolhe7v0{_egknY1j?*&`TVX2U(Sr@CS<21w~ zarK2}RdZ@es(U1MrPMsJ`lfqdJ-lc*2>tbM_KYI)(p-~feGfFN+XE(2-9kA$rItwH2*m(i)U50Y zBl8yGTBB!HP(R`%_itn!Jym`95=kC$k3o=txXq+_r*U8PD5Qk5Es}p~=^Dk$vBjJ0 zJ{ulQ@k%k0*6_c@41htqfIZ&(PlK+szjLblPh*|{W3K&QV+Q^e^q8!8+x|Zd!xIcc z^Ph%M3x-ko-@^d@)^})-Ij3=Sz^PEkJk+@GR%wSku7=b?n5DJRau7pLbtg}yzH5re zX7Pf+@}xuE6AEPZKaKeiyx#u*5i{_Az20C>Jb(Y+gZ_KWt;wXo*guTfk(ma$@X8r= z{qp+)0KYKUH@3NJW#Kx^HVbM8kO;r@rB^mdJA9!=^I^S$HS<>aDW<;dYB_@LX)wvT zXU^N#JWLiji`=@_Cy_+db)8Pr$f(NdRvA7oSZ!U0)RqU7gdPC<1xma^O;XycWHe{a zDceE}E$y~6T69xMw}R%5E!z=8LU<7F-vF@~NV=to89dTxnL`uuj-jq4Rj<0!A$3Q( z5)z2*;+|3|Iq$T&O{_k>D6r+$cQQF22xkGmLFO@Q+5;VTN%bH}_|W3ktc@L7J+IWa zT;uaR2VTjT>E>N!jPB9w>B~tpNhr2auW$;JC7dFmWgX`o`rNuc{%N!3l*uK2pbwHF zQ`Z{nS>5fEx+{N(evje;JN~c!`QN)|S!xN}y6)Qx6J!vqx|z4fD6%hme!Ebv!p@HIaXBDEm#E#4R}V-8O(HBikhabxY`=^NN*A zx5&tqnx)H;?PeX7M0&+|y{7yB)ay?vkXj`Fpx6J^>A*kl^$ak#mHq$I>;LL>;CHVt ziw)bf{Il5Yfhibm3&B3u*2Qds*0f$m+(ipA?l4pO$k4yIp=P|~l=Q5WMeO_-*B=G= zn^Cv$W-MI%WC0gin>Ts4HvC(5_2vJrzs~y%af@cJ857p5Rr}R7?M(lsqkN)VrpeeRv??^w4Sh@S+ zEWA+rg;8ozVYIS{W?NS&y@A*ru`hy=4r{yWG!DvQ0dIARN>T-*;O_i+(nTMnkrr0H zM_d4nK+SP!@n)3QSKVG3)%x@@6R!p4(bKj4#6zpzbpdCCRKpnkeG5KsH@@^n*-BT` z_0dNmI&Hmxb?1cmFIYs?eCF5Uz**y6*@4x)JDOO#`UrWT)mrKN5 z%~&+R9gHg{IKK#EdhH)8g1dbUw#C1Rrc!kEq%jy92o9_IeqU1qMG&cLm~|#3vDEtU z!Bfi*YFWcxm{gScd9N7s0$hZuc8Df%^lCiV1%i;(9_M1OKPKV2Vt|A(lhq=ubA*Fv z!D}MQ)I42x-RR?>;4{|`s`slMIpT_RL=u2IC2x5W7~ZK=KfP{1ll{ z!dOL^uJZ(6Ns;$fu)@Qr@Eo67&4(WooD$Ym1#?QNv?}%j`0Fj3@#CgsF)}>1a7dOj1WmW4Atf@F}6wNNx2MRHL zDs{^7Yd6KYPqYaJjai%F;Vg=c!2BF;#f9H{*0oxE75RtGUtCU~7Sh;Z`cGLn<;+lU zXw`Y4)($(QPTboICI*AgW5S8G@A}`gn`<=9bO|6gIkQnx##tJiSqLhqpbE#&A)&pG#QSc`YnljlvU` zhA!h1@G2!vO?Aqs?R6UjF;!U}sDd1v+y%EhkUJE0+BCNx&$;n7&Rk>I_aN5aP6fTgb0M-55oy|BSWUt#q}6Zga0s-AGQxnu^V9&wtaKnAjAwDqNO z78vX;KcssvzqB{$%wJH)MG#tFds`lLr~8x0pVO`W^OO@YQnD;4Enp z#z|9_nc&#f3Wo99jEaY^RGTcX2L{gaZ1X{w>+pyJVQJE`7=BdVlpyiCUJe=}>Z0zO_hiO8%+X<|ti+w%$Q3nx;wEzpstg#iL!ZFSe6OwhCh1S{%I9yHxZy7tC)&sVeO$OlIooNFRB`;XDTEK0tIdN!P2r z`+nq+?F*Hfa@ZLJ67AIOsYyd_I@~W9pV#Uap{IR&gP(?Hv*pc2fSc9WCp}zNj{L4$ zMUkNqdd`~Tr^J`E!bDMEbE6+pK^<2N*BP}Bj&|$y3Re?CH@6JP*yoRVep|rAuGM(8>>+9c9NWMCOpdejYix^NCe)UzuzEIZ=F5c?A&e_KztU*Dx&wtaWyeKY z5_xF}IgNnP-Ot(lZ1U?_1yY@RQ{@k43MlWC<6jG(C3vdmxvFV|H=@)00Cr3y;EzqS z)|c(v7Hx>?slO1$r0&7p4)Oq&J(m~ygnH@&Hn;BK4?MHNk_;9&v-?PD4z8~s)h^J(dGXWf0Zl2L z-lqXlHZ zV#4L}rgZ^N>i+Z%f{$&Yg>TsE?+Ny+@4aCj=vcAbb32yw3y@cYk$t&J0d()(@{0ip z`En71G%Eyq*Xr2{-`tmVsTY*KO&#ofZ@qfqiUD~IYr%3Urj@};NO?LhcuJWJ1Kx$w zw{?FREL}06xHPE2v@*UlU?6@&bZJm=7_qx>{dV`yVI!X+jMXXIqC0{wYlNpd$@m#v zT0Y71Eo?K$180XsL~kVVr5iHSwM`eZnFZ+qRN4&v&NzT^(4M#+xq3qi&y~>5Plx`q z0`$!aUb%A{v%e7D;p^=vYijQL0pFa@xDQcrONPCe5BgP4KJ@S&`tg7Fw0r)YRN|O5 zU0vf$P{tRt@v28oMl(2+UjIsy2fv2W<^G$PSZ&TQ6dU%h4LEOOTsin-EOk48U&*0B zy)Xw>^L;AgD(*+>h9A-XU%`#XpjM5k31vZ zg2_A>V4tuSIPl{O=VEl1-%1l!z-$dMk*JIEdj;PCzR&M8-`v78)FGX?^XOF}yxb|Q z2sWxW`h#HZ36m$wh|A5IRx0o3R$K>H`4y(n)90|Q*g)JwADo7tvT9Dw@+2N-19=`r zwpE;?9|#k;)%}(vUfv6sR$*p?#&&!o-jN(vdnxyJ%Bl*}$vt+1UF&Ubr^v$p99UKg zQn!g?^*Ske$fDJ6JkS~x*&~!wM+|uEG0JHn24Qn};09*(w*|j*tx)W#fuxTS^2&k( zkw|hLm9vqPa!jkImqSB@_zm6V(CCxCZGAa*q?WI|`!#mzFs)234G4(eU|$*t{Kx3C z$R`rXQ znAvwJm{d6OUsf5*(DZfl4EC#GyvZhQ=a277>Lz#7sbt2`mY&SkBw7}jxDKHC-6sN! z+Sx|AzWHA%g^HEimY#_1xp&D9ezL0@DL8%D@W|QD@#NhAl1FgQH=1N-_u@>DYny=K zEKddG;&^xkixeDRX8%f3@U6=vMSIQJ#m?i|6);s%z%+ZX7Vh&1Nxr_4hC{$chRX?m zPnHi~-88!|TsZeX$mA9C2@A0lqEPlznLW6TIdTd9VAS}< zEb&bN2K0hE$724qZEU>@r7B}6Dg!~AmdbWF^WIyFU{WN<9o8Fj?XMc;8HBdrbquXP z-Q-V*=|W+VSf4qS*SM9h>35&kq?pi{5a_; ztE?=0x+==$v&_YiINVrL(<46i5EAS(X1~8b1-x{qu6A8l@u)5vb9t#NT?yMXkj!)b z`ol=Fh#KxtK;3uF8>Q09?dvmX@Kx?j0l(7|Yuqnc!5=1;E9 zoR>~*@mWooD5&cpym<{8CpvSu47!-A7;b52JH#imt+!uzZ1QKB!v7 zqyT3^<8QWUp+rs@J?ES!1AW{G59dH~)A>)Y1&Bq#tq+K56txE8_9*3)Sw4~sgsv#< znI8+ufx}*Pg?&#OWIBxknND+|gWza~ML)vA0}$UuA~1UiV@`&0*>eUzFdZ*Awu$oo z$ka*?PwESMxe{l?o>O+It`1vGwGEZ`lDCi+1dC0=k_0Y`Y1nfjFN?FoR%5|pDH`G4 za8M0n&*{EY`?iVxvJOuwytLM1&&dPTRw5Sm5#XU$8xU_(E~FZY?adcg5cWBtzlD*B zdZk3eBr>V++3$j%VV~1}7YN+dAfV&#={JAP+-=2Wv1aw#D3WZ@LWRKNx&Hf(Th)}p z{D0M+3j3V$yY>NFk#F31bQQe*VvF8J+`Z^2Fwf_U&LJ56KD!pEZ2w)5q44MnexvtU zP~S#y!cH_7VctQ;vHycQ=tb4>25SF7-(Gh`$xk1^Z>3RPVgI$@jPL&4=`yl&!cz|d z!Bky>d0ZVWzcj=7w+8Hd%+WRDZ7k-3E$L;U9t*7|1|d_~Zuj!eUujI{tGHBFf?E!p zFkzkJn2=Ln`-}MIkNZUGaUi> zH7(oCPqG_D{P8;il-J^0CNtAsa@wiIC%+=_5HBP$56)vyGb-`)vACiAyoi9>6JN$6 z!2Fr)Vd~cQweXEa(aMb7dPL`goZM19pj^>lm%*XSF_5S&LlUQ;-)J<=MG&Z@mN&KI z_oUV{gn9E8^tJcVsO#~ikC&@hilWgFDDC3KxBGBL#a?A_UqjOfW_TA87bqe#Ol;u)3Dty%BM zR}3ZRSZ*tFlL1@vx~EqZ+Muo=aX1u3aZ2eqt2r55ixOc}+~2qRpzR&coYk=ca)nPT zZDk$~_^jf42TZGOWpS;l#q||106gCJ?LK@yKYw$g-|}3eyyJ~rx)2l1PhqQEiX6Ls zW~GC>Ezj>Z-hXCnBv<|4xIebUHrkitYGl| z5H?FNzL!MJ$j|rPGW=?uBbWJ_B+%(L1nU6?6~*vQ zl=%Zc5!ExB{sk<~XXo(V&c>GEQ=KhC)7_yr$Tv6od%PES&VidzP z+&Nh+T0Y9~lwF?wFi)OV^^8QNzMfHVrs-mz=#*fyfYt#V=D(s$Fnwxiv;_PEnDgMUx_C8s}6;^?2uG_wjmO`GE9%3P@ zC2|K*R#|P5WUvSIia`%4&4w{bmWjAa<_@lOmeRbvE+hW7G{U`RZOcq5>{YxnwO!s) z9#E6}MJ{$&*K57udEOB4rY6EMQQ)K`%Mh@CF`Dk&Ct=-SVB1q^4WnO{A&4HS9zjmF z!$%9+;ZHoYHz;0w9_HK-5lbnGP4?T-OWFU?qq}zah#C4s_l&Ln<}I}Enfz+?_qy*= zjnC@JwtxD1d={Jkk;Vag=~@w3#$>ddYG_|M`R$>{bb+9YWne+6<}~T*F?-=xx03=O z!`rh#uG+lA<*;F^(f>?Es#1i(X$DsunVDwKNs?!9A<~Bm8CjJ#irkv5UD@_C3I$;V zd|OS#Q$Z(AZvtXIp7!-iE_mla%s(FV>YwTqG?Du^LJ4?b=k_MQS z+-2FM3&CM3OHU^E_l(AQGe7^W8G$YNQn}+Yk4@3fMoC{VrHAy8FDZKZ4G?2i%pzQT6V` z?*c2XofaA@gD^z37$U=iO^&8}Id!a4&(HORPM#jg=P!Ep4h^=g>K8y=CXKx5ERLrU^__z*I|Vx4k&< zu9 ziOa2c(IxhoGbIWybN^!^8%k~;Jp;M=VT1w59 zT}p*>vN+cRXJomTMr_K6nrW`f;alr5seBcS`9;2Z*?{QrUSdJjuwcbI$waa37{c<) zwQ7`X{Tu{{gtHWvz8=OIkL+5y$QlRO4}mown2vfpu=Z&pIm3FQu;OcjoTNK?Av4QH zi%GiL&2jhp(z{+x2~C$&8GmiD<%*#SC*0(+O0g4Dorz?J^O238jt9v;8>L^yD=v(O zJTE@H6z^C(PGkRS34uV6r_jTq%})p?Mk$Zu)1_(xRdI=!HCMn7Sw79^xH3Jx6x3&b zER*a5OcpkL7;?He@T}QQpSkc__A`}%bktv*wk8|@A2@PYl5vjQda33URIIlm$^<{L1~snC*P7Uemog|dN2oHGKi8`}iVuL04A zv-J>`a~#i1N4v9_jU3NGpB1@16K_F31wRGg?8@1ddg!#O!aaq1hbzoyq@W0af(HsW zD72tRf`WC1mG(Ux&7@WlQ~O=ZJ6@KjT$#qVD{Fx#lfPzmkeNe^z^Nbm&?kO_=EnyD z`FZV~sPELq+Xm2Bo8XF-0EAb(EEiZ~!zX_4*RfB$tRQ&IDLbp}e%m%u03D#(NpQ#T zd2=8$2kxbXpm%&7_hlQMSqmI6N;V7*?Pt(fm>9q9cZ(R}yje16EPFDwsI9PSsLu8$ z)lTgP1oY)eS*8GZq?B}iK!@D@7>B3d-?uX|={CPs z?Ys?hW5b|=aR*>BkgaOFKN<|c;a^%QzLvhjEtL(U^~Pj_{ba+SgR#tGQPVHW-tSW` zhtpzHh$ek#C-mU^ZXQlG(!9&e0V`p^pv1~i?X-q1&|~nxbO$k%VIu4p0)-#0_hGhwjg~DD3V{*efI57CJ{gK)`YOww(EFP?(tc5|?RWU4XZ1g+T zP8*n_KPC^B2Q(IOY0iTMo_+TpIs#~{Ak2*!g9o6}+SRC2RvlA`W{N6_MAi=*inw4`gOse^d`|+!J!04r@1-pCQrj)YXj}tvgPZ|UYKK_V@l>6*MgbD_}?zdcZk1<3n5*N1a?|-73(Y#P_zbHb&b23ztCD--qqy^V&3oxY z>-;`@SN-(2qaIIdmOe&zgUFg^&>uW&Cp4FtqsG8^^wcgU&0clAHjq73i&^>@`B{le zBF2eX+UImAvsWagcL=^34NF%jO5QcJ?}*7w=6xwTUzEqx`{Ke@r8ZgHBSTJCtfLQz zIG&yvDzrYY;Pr$K?YFkJ&f9ph=uc@&9Ljs{Y%jsJnKlcc86zoyL{k$pd@psOGgC$Y zkae8=X!LAiW--SQxEM9A1a@aPCmPU$*>V|v2S@gk`IAGkZYAEEYj4z%#(si0_F7CT zhP;=VL;P3fz=g1%lY*HeaF|tM9x4Pk-0nbAobsF#0x^wE0_WsFa3#_S%r5kY@4?J* z`v9DI`t8YkE7WH+1U3YUG{k`t2}(*s%4WaZF*7J8pvZ&b56V?g6hUD{0lf%iW=tIhWJz1j-u z{<`r!m^l!3zf0JeIaEb|rvziNaQ4J+C^u(=;t6t^z(T6Wk7ZI)R8&g1eV z^B8PtzLFMc$Vk?L<6Va+Z6U=#o~J!R9T-fB`sPfNd)(u&xtmxN4F8ur1e3dO0(&Te zMTrH8uOo-aPhj!DX6Z4gMSO>|7KZ=c4mw%2(}Ao&Sfv?@D92W~m671NzD4kh?HAD4 zQCMa-1_dn88>s-5k>5*%!nA4>p;&Gq7%{=n{- z1t*4&DWgo*i>w#pfmWb3LE`kjG2p)+Vk#DCifZ@s5bhXJKQ3r^T77_NdNxB+e&6^g zyGak2UDLzfS$=!Le6hIYFQb5lwPPP4O(jy%rw0l(GeLT3h9+l=dNMowFZ>|rzV3@9 zr`(_VXO0%bo?kBt4}dep&weux?Ok^F>U*;-QlJjr3&Mh zUg&4be&atD8S-)0ne?}sym3clil<-i6X$!H)noovvC3=%UokJPo-Sdcz~2~M;^InV8m)bH|2DC_a74efO7r0$-X z2(q3S`ZyzwPW_j?`n>w&a((>u)VdyoKaMRoj*Sm{e7p*Ec0=9+=r;{Y>bQ%{ey-KA z9o`4hXVynQBlx{dVkH^X_cTIdDB3fZ8%MQEWA;!6&n&)j-6xmfFbLN;cNB)AUzI~99zo63{V zuYDr}42@k=@Vm?AV(=zc18W`c{v>9bv23bmtuk$XkIU@Z?+p1K6uO=Et|66 z=um5xJcJMYMH=?y8ha6O%e+)E{Jl1W4ND7WmIvEmU+MdUVZhrKSN7+JgmQ-T&TLNE z^^a8L1S8J|IUxcGi351D3UMQ?1ZSV2@`3wwEGr2)U8j~TN> zT*h~KZFzqNJg@|8#ivwKR%9R|34Phw<*!xDc1fkoMYc%#~OeJhSs~H^_lXqww zR-UQ6_1wWEAEkAV?`PQ-@u{BYEQ6wiw<2w!dv`Mu^)T`L|B*ALQYp|`#(fnZt0z~g-)nNq&sg*Qey z`N>;nIz?Z8xBylxDq_OVFXZbuLnO}JY}-gpSkm>+4V;VcwZw^uOd$UI)nyq97n5t% zTBeZA)7`A)kmVM4U3S@{g^tACbfcJy>$26UXItI<4zR4nVJ#c;YPo$E;nQ)676(`d zw9y-34YA)lU1`^w-cDZ}-8GfXAjB0kg&ct%X#{+MxkZ?Xnu#w@wU8w2d4`|AnBA7_ z9#Qu?GzgPb7L_qY96We`*2$fD5w z>$3YrICHDYauLLBAYBAN^B6sRbp}KXh}g&_5Rx7$}wgmGaqI ztA{I~tbww6xSGD%Zcpk{+YwnaV@ifR$?DS|@_*0PMgjtOKb@H=hp|LSTWb5%u(b_> z$Y6VgCuGP_5cWIdUj=|hs+UIhK%;QbXrc(Ogaw2KA7oLn`ip`XyM zy&yCS#2A0Ixp_yH;?jl!v|+on;o`k>YISL|eDjX40H|?#N@kJ#Ck)piqX-Xm^d}70 z;N)`zsY1f0rZ~cMTwdqv;Ndun$oyS}oLZuz?N`D}Bm-(tc`DL>KZF8ZLd@=?A!YRk1h+3X@`s=<2*J(K95c6q@`U~g!8LH#KFN*%A-F^MGEp1Ci*Npb z;9f@4XhepD{g-Gyv9)Rc4hHyFG-vmf!%Xegf|yheKm_X__~BFzny;n>c&NNTPnY=J zA86*Xg%1Y~;FT-*O!1O-+_H=H4>Yq!qS25^J|4>AxBGwd?hSf(`I~p(>kN4H82*d< z6wrOy-`!hNv04*NSw-ScY`6x$H9i=#>AD)4e=#3!kkgUs8Z9*{wTMH|C%Me2?(Ek5 z^M{L05V|15xwJjV>19>RHvu0IrTj_>1ZDT&k0yDfJqDbMXQMovOBbkVCJWDADu>ND zuW%Y_j9G{BMs0u?)5pY;3t@Es&GXiiAavUQ;`!el*Mnmz`@h;+{t?E%8=pCYQ8@k6 zD8Tcp|F53^=#=gfP-&5FDG>p&=$4WWX*h&* ziNrx^5RjJcZt0Sg?(U9%pM!e6?|bj}zt8_an}>b&%&b{EW@gV?d)5qXD0yWE5q{~| zEINJFMnP{RA~p~J&dH>q-}6?XqQQ%+r=sJ7x`tKN5egv?1DhOc#;F@ina5GsNd<(8 z&%CEMq_Az|UeZ{OBxm89kBeogXaSX(f>rS5aL6mc{~Ko+fb*CCkuy7>t`+|yEf@?a zL)ia%eN4bveEwfKtKrQl{=YLugWb7OcMX5Y?iCQzz%10$9e*%=t*G26YaSe2>&c$-tIkHt$Bfb+i&EPGx9{$Eu@yVJ%W=9n$gv5tW(Qg zIOW}bC8F7=yGAH>-Y8=Ww571P+wRnj9TH_nXx#1M-6O|OZm_spt0)Pr8GquBySLiz zR(GN0TZJfp+$S4xihn*egKSwi!wSTI+D^?fZWk^HTkMJuyVjeF(+_5eQaJQ z2*b8@&~e2KqQ$=MCOcpUTi}1pi1Rr4vqD37&GzpI3bhhKBb@D>0)-O{6QL2#C>o3J ziTUQF46B;~dI6s#u)D)T?_z)K;-Lrt5XD z{FSj+kZ}q-B+Pa>@TqiTWyWSX^LF^?6$?9`Z|pue7ix+$;-9(aS6z?Cet(`J)afI> z)+|~6{blaFeSwVX2CS*q4eD{bJj>Nh@>2#KE|YU^Y$qNQt}5X3&OltSlNhh#dwD9o zARs^(bwcPHc9^vfG(K1}K`$(0Y#ACK46n?;019;sCuO(p>Wte#A90N0&$o^TtP+;R z4kHFMB%6Pk(qfNIZfc%r+qMB^a;a%t8&KkG#L5P5vzvFm%;=Jmy<_knA_D#`BkWeq zL0ygk`dUlxl*?PQyPQJSt9$NRT6y!T?hqMOck^#sML4MLQI$C+Vu;M}P=CLw)H_u; z`JZn3*F9@(J=EoF-ks}}Vcs3cb_dvC8SCP!&?(rZR;8|bwDkPerG@Al*9*kDvuRNd zjM-t{Q}8tk8+c!b`D(EIjAHlvmBq+d%i2i*ujp>Cp!b~7Vc?cp{Ny=5plr-e4vN_uSddZsysK)4n?!>kl25sH4yKP@eR%)Ri%POGAn7i9UZ_!Csfo6g?e_ z-$@RRdlc*pwJmtwxiM3eCZFDt%T{fMq67aN)FpaF0N$`lb07RVVj}HJ=20y zE+T<#@zeYzwinjRR1Rj_7j5z21FgE=xOf+qtshhl-Pa2jQx$^qZ9lfH+o)=``mgFL zm-?5tHm|#lMqMtac2keXPme3>AR>53toJUibLzqH9CgXB;NU=Cp$@cp7|ekdfqn_w z0}_eBGBVtkriA2o02(G>YiDC(1&zTl0l|ftL+AEC$s1F?BxqCA{=oBE_xX#QzQ!UX zlk7*i)0Z4Zh6CIA2UTxq(ac-kAaJ7<6B6qazr4sHH))X)$Ax&svT0zZVc-#OO&Vrm zB(t%!_?(CyUs>)=WqYM>57RA2S6rXhaaA~+#Pc8b2xZ;h1t-{LvpCB+Kdrl6b8pX| zrCv0WE%T5Kyf`{~(!M*wB;Bf5EhK#Z?X8f4A|}QWd3nVIA%^m5L&z@4TysWH!FLHp>g*C-4Y}DEl7pGQOLPDOuU97auY##k`w$dUT1b&yT zoPT}MRvQu&mIof+nHUa3X4gC$8s{q_lb~+H3#@&wWmT^$*OA?v%?99nl0G7J`W zM7sw`7MIkd7#nRJwkK_w2KIf09lRpI*GW-ySmX~!E6i37o~oYb%Z(^HZ%UgiTl9a- zPW_&Ectutkyf&X|$Y8<|5*5f2PBqE@cw~e1frgSCxGc3!quT6pY|pY5r*h{YICJxZ zcy*;I+CnN_i%B@exxT0H-71eGoLzg{t&Y>ol_Ja7m&_W}RiD;Qe20b>m$Yx)p%N3) zl48O2cEuW~@Y3>$?z4Rw3~>u!fY)M|ky5^6FP~np`PK!E0Ed<>!ryc5gfh-Ad61KB zEQ$oh1y$|+?2uWzwPb^Ff*?GIsecRH0cs4r_MXFh z!UuMrIuHAnlSu1UGsZVro0Ro(=cokQkY^f_LR&H{($=F>qKHx=Bx}mw0$H%R8oKJ0p&Cbb$%Tteat`K+EF~W}y zIR-3|%@@8HoMKX7!ctoI`mmMCvMfT3)5CERn4u5V{aUI~5upEINy?eH$dZJ4RdAq| zGuLrT5_>Z*=%v434gG{xSV@;ni%Qv&%zE`v>=XSb&o0#RZAC>9j#y0?w!=QXR3iVV zu9zLB?DXR2b`?Jjw{(KV#Q2TAg{jIjsr3w2+WCvU3PUuF9JBmzpxL{nesoDtW;az* zgEX)mW^(yBHRF)gX+%(t#x3LZ;gZv)V0wXL9GS^vh5cNfgT>>-Oe`cJEpv|*2|jox zu$3}yU)3Dj1!J5Ckfv9m9t{A_AjOFpp`C0u#xDv^_Y1S_GmMPY$z3bg6&0PV{3iJu z{r{%}yc2w~`5rYjz$VYbEOijfQp1WJ9rr>w7;ZA6Cn3QF!3;B`*Yw6PlVOQJ3S?s` zCwbgo>_0R;PQBD62mWk6o-RM};_mG*9z9Oaal?M}#tn@?jE2fA)V#OLjV&|ZfROkq zHstWPDKH+3d1bWG$QTdt7 z+IN-2cee#puu2kGkSth9U`ku@sD`^D#u^i!_pnQU^ z=BM?D&RKkx*_hIqGhjsuMs0Sh|E5{m?Gy-%db8w%t5L>)iURZ75eeqQ()^)t!}V|H zQfhfz;M$Afk^O1)49AD&xk<0=<%M#ih5QA-o<6gRf7LJxu2e|mMkqtN)bw&{qBh1L)mb zbPD0^*dwt0X=+WU8L>9e_j~G0Q*UI$zlR!BusPKjQ)sR3pL~Oh087%ispqgQYMLHt z-o?lcklxB+mFM17b9#NHsvqf=k9MM!b20e|T+=kf$R6}1Xrxu*IkkR5Ar;(!(e7mo zc;8Jp(#M3dr2RtEmMs_@BIY!`W-Y9C7Og@#aNM$0zn+{#0fciGK@y^~i$Fkari%cEXVqiA1K1zfIs!r> znEio$yuB!dJV5}lfEkeBhzOxx;RwHFqzp;@E(&6}!Cl=B+BC8LI}h<_BF(lC{i&%v zDj?)tvz#J3jbz_Pkp+h%R|_R&#k0cqK&4MAm4N?pf(8TT5j@{Ex~65Y?+%4)n;!FC zJ1N!;hki3`|PZBkkrlO!s{Sy-(4=%^TFd0Qo9eO=GxiSw}B_(Em-&vF;xib7T^=i11j844V5^xK|1Yv)MfJ?BeCVlW} z09#_$S^A(7*jo$H3qUG#kZ$Y7wL@c|I0($8hsf0WQzXLR^{wyI3z!&71z`e$~4 z_6z#HDqiW+uUCot=C45di%5W8!2B1{$KaLVWI|Sf0}>7*Bd(O9Uk$2b@oFIAx=4iJ zb<+OIUliL0lH0%7?7B-I)c!({llJ@m`n}ARvj2;X>w7#monL+Vk@oxjLYNs!#uAR} z5E7ai7sP#$mnrMhCr7mB&?_r{kEi*i4>|jbibRmS-RMJbm^tQXga41Y)Zmp=bn~x) zf!xKTl76fQqpcp4!K18fhLXh0#SQoFeecu5r!4)=CK69G>kl@+xY$VBRXilmNzub% z<>}YO5H97^L7}$~3gb!%`v)#3x9P!WpZ|fLnY2IZA5JDOU&`icQBG=UKV>BfsFu;* zGdz{@XrO0Vswf-p@ zX+m^jpy^V4Y~733WgFToywkN;qLuQme*^JRXSDwoqW_8QQdOp`V#pH=`83Z3K$)dLVXTGGMLUo%Zq~G zsUelfAP(RY3mn;v&Ub`GN|Chf`ia}!4;XJ|pyGRhN+y=NSqs<0g?T={A-Ip-bRSE& zj{^}iVeNJGm}ApmY>eZUdcI&I|zXFbx4KB2y5i3;zJD&iUh=VlfuFQ=<5_pm?d=3P!VjKz3vJED%! zZJ*6Qs8P<~-uopunBurf+V!$H_@t)pTz0T zJ^7MJ!B# zE1dH>h|T#njk9D2k>-K1*uj?%td%PT9xI$s2J`U!^H2s%2q{cZ28zg%ickg#=>7>X z29&tMxc~zJFd=R{6wr;3@{yL=5E`>3WhX!*VBQ``3XQ736UN6C*8g=7kLKS)QmE$( z4d9aOMV9O(`+WeC>?QqufFjvT{_B7pNs|3{8zV%((B#A<194tN{f1)2Cg5MJYe;Zw zjDH^x;MTnUbzlyXRR7(k!eb@w*Lfb;h#eIEK6os45cun$m=f1~q#b$v%V<63ytKKx z4T|kXN)r{)XqXn3zgBKI)_0`>PtwwUJrwY71ctv>_8*8}@E#P&Wz*N*Z(o?{_?j1w zHc(WpeDwnzrDDMM`;d+4P!f{I=#sPAbF{GuZ0LGkt{i%-9R3qL#A7AoAK>7XZjY7j ze?YA0iP;rM^Qg$QARCTK2T^tv1Yx_V=!iOBv)!7LpuTsXm`#dZsGJ~xrRt?tV6&pg zY)hNvk}M=H5@mRn{bFO6y_gQiLQV1NA(-?+6?{SG8dm3c>;TScZ(h%LS6;Jd0~1CV zY=e_!q@p_uPxjJ|!OP!1gzu%RF0uAbMs#RPF^ZPm=VvV3RTm|5&)I3}Rdn5!X~S8T z`GF&vVX(RUz-TmZZQaJ7TI#`+nf`Q{RPLj-sEVA<Wt%9M3OZ zX9_pyT!)?AEJd0W@sjk@5%DX|5y?59PMfWM|oO+$U(WdV0VH7@Ftf0ZaSE%&r zbD~{NWI=#3*vKe-qFb&^p!;Z%dB3~jRfdy(@?bTen@b-5#3zW|)w|%3cv2zzf?~UEpy-B7Io!61Li>2lvRlX+DdWW2ROx? zpK#J}j3jZG0VgNywPYC7*$Fe047&&28%T!Th3<_c!=QM@*OH1*yrLms;-Gs2Nku4L z(FhtK&Oy-o8h8ZIy`f|;6yIwg*$c(@8cFs-@$9c9)!3l~v84U!fSc8CD4F}qp~>J% z8T{q9RL9`e82@r;{&b$$4J6rryGAzB2Zg^{=f9TBhs@jp(L&lZkgy=L@(3ijW=4_| zzc_BZmK22S%0t&#koL#^h8jv%agRd{i*W(VP+qFbNE!brfFB%T$=@B7zzr zs&f)64?Mq?3DW+FUkv~o@ryjJ)4ylf7;3nZS^(RW+$Mrdq0_8uEkZA#{U2PwP&Pin zD-T0p_C^hAE1fs=>*1v-h_+u#ZV&x8n_Ua(1B-tkC+12C`iGNoEhg?bh42!tF39%> z$;Hxz@45`9KN|2;EZ>z4;s;B|#wlHEULKRXpH1`H(a8zsGS%shV_s#6x`)@biC&am zn5;Ez4<6q_JMOFtq~A|zn||@SBp4E#?|L98YTv3-GMMAM%q7}!G%ubmLOgc#vHiRD zz?8Eqpac4{jAn-r^V_wJ?z~tO{MegzU>uUAVnwE@8Q#_xFcLQG3_wL zp|*=@O6H>)&C%_L#}~QDJN4mz}qV(=}iKx$+!S-Eu~&8Y?f^ zSanC4OMC1trtoHI^*D|{gQ-SVZ7~GrwZ`J&w82BE(vHf5h)`?NSVyof*gk!@+}@?2 z|5NPtgRSnj(S~`YOJo?`3i`Vi*@I?fpNhJB5M_B4+DAuQ?ABGt>h9>T!Yd9KOOU0Z zCL19xXpHxCi9pQ{fc3#bVAbejE9OP;S%_md9-f>+SeD1GNT zf>&gr`^?~#yU;x(@fngB*iPC`&BQO+k)PgK6}o4jca{S7qwW4Yk@h5kJoIm{a*g|w z+dK;RBJkoli&Lchs1RG{hJ#mLN-(S0t#InF^cYGS{UUN?rFZV`3nZd+#v}={CGF?` zO=Kjw{F_La-ucH3(Jhi74AOqkFDf3c6nRJ~Hi#BndOwBr7Zf^%`Q4V8-nsKv2XdtS z48MpP5~{KAzM1IPJQ!{Aa0}+UGu7iimDdlrIV#C5JOUdjZB)n``px3I z3epD(Fx^CFE$!DO7Cz$8p{B?G}9Br}H;;e+rV3zGK#6Nv*?ii2r!gTTF4#swkR zRVxL4@aH7fPpct#HOerf@i55TZd58v7<07E-+S&dc;ymOfDgh4E8kCHhUqwnR&@^?t zWwj;Z9H(`7@OXJBLz!h>7sny%lZN2;S32gPU;hr#FF>fo7e~O_iGac8Z?G}L*2PQJNpzgC_oSY=zG-F3>r-rh(x zMwjeDTq#}U)7%rg_s9!OtdGM_rk=5>cPy9=KS={WHG7>kW@wo9-Xt;`^dZwaP;%ft zKiwgX)IxOrGltI}WIkhpa@z^qY$K7KC$%4eG>n zv6VXnRp|TM<6>Rd9f!oZ@AF$5E??}d96R(ri;d0qR?7=+Cv$Rn?rd@q6F)#$+PaZr zt$$Pr)+*#`R}Rkz&v?%?E9FR);G=Ivkl-ORi~A%i2iK+DZ`Rro{XT^s{tiMl5_^-0 zV@tW0(ffSbUb<;91^QlEcADvjN8xVk=sjd_!-wO%`HZ-iL)3IiR%qDNy30b;^h!2p z*wninf}J75f!^hM+{z)9&1;3;jzFdw-O*R3VC=b1K-QU;Kvo&0bKMV)5)_kd{ znX@U^Psy4ns&a9OzEeuIF{U$b>7ZX}d)v`!O}+2B!ulGd4%Y6&^-=ILXTM`KOzi&V zdZ?z~(tXl4hoQ=8qu#IO<@xGoH_q)P^VNp{FHM37MF!S!H=jOCeloNP`Um3~uP2N+ z9y|zl9g}Z>7p&F3Qe3#!&^ms3Ja9cnU0ctNUQ_n~4h{_&Ds-H(FrkCy?f~KSKyn#x za(8r~!pYt&w6ZpigH}OJG>J?_awrnVM%z;Iieo4*LgKH?x%wbgQSl^{jk)Yo$q3JC z9=Ck&k)2V<4}IdQSi{2{6JgWu!rxacxYrXZRJ@U#?f|WA9$6*7+oKV;xHU=pk>b`j zw%%jSx2f{yZC9iVXbXqulfZbOcl+4YmiSS^;M&&t(7jv>7xB~LXJwh|S=z(;QCYjW zvKyn{t4hwph1FeL?9)pb?bAxBo({{3ynJ3%A&{FcP%A$Cg6TR{KuweKWuj|-W>#C4 zV#!&L=m&=-nj1!Ir4e$+9SfK4qE3$lA3 zF*paeRuCK&DHDg%zhvgo=%Nd$XC$UX(o6bm$k{9N(@vJ070Cel-%$ zdM$7~S;Jmqr)Q#(o0DsiTwENUCQ%n3DgHJUGZMS~5sEdXFHodm){Ufrde)nSyT)_s z(G}Wh#)A9;$*IwTU%Tc4D|jJyfzM)4OWgAKsdE**liyu?(}FgMRVtZ1h36MOMEF#X znJ7A{o>-R=Q6D`$)0MHwzq{41m*_X(7P?TA9`j)5nLUGOO8>26r#m(53ii#H$e&gM z?}kL5eDNCyYwZXDp6&=aX?Nv!R=@4vCW% zk2nvfUmTM;;}w1cPj@_JjRM5Naa?T^BuPbV%WM!^D(U~OZ^R`EJ5rief1pD zoSuwJeXR(UDtLYuB$6ROC3a+13UC`;bhAEi-5BpBNE-OkIfI;l@=Tp`*3@Jqtw1T1 zW{PnYF=FPqAa~4^RuZ7t3{j{)o?Hq`wjJAl^l|$4J`_(l{mJxWnlaV*LZw&&*j?^i z+IUbjqPB8|sCK1#bEy#dK`#XiRF1*7HP(mM%<-@L`-Lb17jpmaoq%_eJ#~Zi5ahd( zLqK)~bZT)USxn@k?{f4@B2;_V=!){9=wkW&H=4+3i>OV#x@vPw3WN6BMYJ=cE&{2^ zIsCi76d>x4hRANTVPYryr1FJ=BUGAIS!TT)ze%h#cdR503c>p9>DF*XV7_1{3JDZw zHTAE-L38UOIWmZ`9Ko9;Eo@J8(B&zbDMFJ%@Kx$f?5wGn=crAAs#+w?hC`#CoExpT zkMxoK`Wk`k?XoO$EYVitT`qUx^XXB(;z^8p;cYbY9q9oz;e(p)V60t`j5XYiYv5;@ zPdQ&B`0^&hF4^@g*q0nS+p!U42N~@Ihkl&%P z4!&;zW$LI8+LPn}Z=hCKu{8n)UkF=|zSM>7Up;{TsS6{aNRj6<*gEvSUqSSv0oEHW zK+$<3Kh7}yl^KGb8H#9YrHde(_5ONBOnpJ=0u20^hxjO*e)Pt`YD6nC&A7He;}M$k z63g2~mghu;o(?o4y7@q1+au)rBL<>kOJ^JMuk!|{6qcMfMZot*%&BQ&9Z6QbS+7a@ zcrL##;(*KtiO(PGuZForKS|uMeSKyC7E8B0aw-f;q;V@2Wzt?-mg)fKwhXVd#TLL@ zw$V)abeB_cPlZvI^ajcQqXDHkQ4K5IfTk3|Ba4eght3g=Rh_O~Mn>&w4(jq_VGr{TU z7So7mJf}<1oEp;m5CO%VMEv8+N#}u@dDhhFyEND{Trn;4e8CwUVMbP%(_nFw>886E zxJEk&J+m1qt?X7xLh9Zk)p+Z>L=Seb%^Kg5v|^2h;^+|Y>JnSDAsy+W<0J+6S>uN3 zVJps|CPs@7QC`X^sZ3E6rbydXjVc zs(&SS&>z^hnJ#|jQmuYvS_`gS%pW=oWB;+IJUqueRh}>Maeitqt$%SCqP?{Idq;_T?1O0&0o$lIT{Rc6X+PLAmpQ-za<6EPi{k?D13(q!1v2%yYh7Su*vhwpz z$)CT87LnNvxd3yS*+x&lnF!Awl8Me|e>t(>=F$>izNyUOx4gRjvvY@T zgLUSXDC`_Nois#dN|n|6$0)A^z7BZ)1YLJxUy!?7<_ZG|`81&J4>CE-{eh-w0Fezr zr{U0FKzf<6?+}v%6@_4leFW@(yX8n$j8M0nj>HiTSROJ1W$-7~+2{uA1jP#fC-$bs zJUhlRfgjwT^)q42(34=~|5ZMd9{(Sz8o|nLk~l+q`IkiYRQO)7tNUA~OXvbIS|VVy z@h=Gp8KAg-N$5t4?+Ii0S9-3W*|`|-f%HoMm|cnDCcDzV=SQLj`a^_O75$kz>5rT+ z^ibTtB+_8R|G$z1U;!=v&$Yl%g8y^<92!9IuWNsp%yk{Ltqg#B|35@GQvQr?1mx;p z0&JM@|K-c~UEn1C?F$(zfcvLeWax5d7JLur^C0}MnIdld|7(zm39$UP0Rb)kd)OoH zh3SDLR8?p>AhV1hPIw6jJ`-pM909k6>?=UF+0L;DdNirzQcLYG!oi6w*&Vya6OvJ zv4C9JLAypFfORbg?V7G0xcG8dQLlTC^mWZ-Ees$b_d(QPJzafMXdEdG0vrKsv>Yi9 zO*`m2tq|;M7QE8v^C+Co9JfHtyd;-@)o7sipep(y$vl$RChB*o=So`x@#Q(p4T&?< zBp3J=RYURQWpf{0rezJ4zA`H(SS|DSUQ+nRF_%9TlYWmCj<16xd^Xr#-$}@f1hD)s&i>Chk-TTe}iP)rOTu9W2p0cot}D zPeVe(L|ZFD2@Ye7#?9IzZcDs>ot8+U@3*i52JN9kGYlSm;B6P#V;oa#wM?QdYoA!4 zw0U1GH%0H)e!hTc6GK5u{UNMf$tIYBi8_Me*)6izM<2D)6@lb%5kPV{0w6h@d}4ZU zpV3OufvU5QRut)IQKc2{d(MWMR96hr)M z;l)M$Wn|c4^+IBj`R$}=0p;Fzd4G|OXKIQoh8YP68V_HIMoFjdqi3QeEOj?`GKrnW z^K8CX9GAq$>Th-7`hL9|R$EVfLYa~Uh!@OEqTs{C>oHWk7=V%SPw~17Dc}Y%g6%9} z;mPa>aQHW3)d>|VKX5z=)>v^01~Hvf)&r^Lv#jy&akt%WyQOcV_>jyYA;_zl5z9-J zlaI_jUTX{?KhB%Py28K0sI;AbC1ks8+4TjqK83&Kx?Gjdg;}9&l}?T(UKkJwC$Tb+ zD2Tn>1vQi@WsAd0x|hn~_mHVs0Cyz3U9dxk+N_($V>v+9_&- zsfoAmz3IZ+J!JkzQ@1U{%Q^%XG;RE=Wu};@Z&F)|+%Ebo`G6;!LRhAEaQ^_IMvOW& ztiNq_{#UpOkbUsrR*mF8M4c?J?jPK*Vc`k48KUOX{_4Sk`UCvlb3O(1T4}`>lLEp* zBL~RWOt~4nDp4gZVjCewdmtcRe0gfnjF;{8*4+q&jCK;pq3cBN-vaVwwGl_SzUv1k z?_$>bHk9?fnO_?qR|DQA`O#MME4aR=*0gQJLKiOLh|LyW_{2l&Yehof*VBtQwKibk zQ>&Ix6!uqT?#WRn5*|g5)-nbjUAX#;Vk+)CFZei!iL(b?kejRBEn8P}GzwHekL_-H zw_D}+qp^Um(dl}Ay0#wYi2n;WAZ4L2BX;w}PaY~|Or;PZ9uO~d@}3U?j_5|NZnC5* zGD%DDd~a)%0%~86KWjcSHl<#=y-L5zvR)g;c-(~yoQD4lK+hsMA2dm42^R8UB-inA6a1EEL5}buphPdl zri@vx9nupPS0b%<#6Ws#G!c|U@7|{6S&SXf37somEt0kudlO{V!11H}jE$X^x;7_` z7Ff3&p=2=&e)nDz;TP5sO#cy*JTdbM3$f}RE6|%xEW|l1U*@Ok7G$`V_cc7nZ8|+1 zgJ#i(q9>4>Coq+hN;eJycTYS6*3!)_?Z%_;jG<3NFU&cS4{or{dZ#jC?yI&Ku{$1Y zg9w$(nD~yp3N_>R$R|?3yO)_xGFJyJPu1%tE`f~AD2$cTvZpVe1spLqZ&}@T2`6^H zcdtE>3rr{Ri6z6}YjCg`-DBSctLtE2h;p3^cZ5pV`Y87qys>gDv$D7{Hp#?VTDxoyyp#b{wy-cxOuBR8{}A*zV}M=NR}QCGk7E5yBrDNcXDW zl5WYmeG>Y(ko`h6^YuVA9X|Z?HA;hzU+QXJgbth^URoVLd#{n3y*!pTJ&IA5s`g@f zFY)+Wl7)cO(C#4iCb{cAzo4sqs>8~88}VsVlX7}=f{5x;_-8DwAm+XKd)HWQ#xs~g zDBuJXb`RnPww?Q#>}s0-a$J-a=j&j1_)k5#_S*< zc$lt4A{hCN*=87dt()VgaiCoaK&HTy%dGy(qdNny-M0YW9nri#nX z2?&+-n3v;6K&V2QiJF-Kp|aN~q0uq`q?YLn<5Pa-jCJ-`yf6r&mV3UAX&cCQ!!+PoUr#{U@`DMR5dqM_~3r~@=0Ab!9)LJ zJ(>_5<_Cnj7a-t$_}FTGN|dAAe*1eGV73T*uH6O<;!t*+y~_Hbw5@Jz~hInjHbcQOc{|)Sw%;E^1AEysaD=7 zu4_3~w(;f`s;wqCd2=9$uOSv9U^*y%qpeY%Hr>)d{or?qB{Z>1Ue(>Usa93HDM~#g zb;$>RaA7CsCq3=f6Ph?qMsdEoYj8C)Bd@aF^`2_~>7dVK81spB)O8O(_9Nc}`rZ%A z?cjajZ5Y16#2$|L`UIKG=416kEe5|1*o)CAqFQQ-QKlXGVvMAqZ|iV*oe&w*O86{^ zcty%NTq^|vWa32wGVy*8kpfDF`hCd)bsirQht;2*}VBJ3e@v5 zp|{|JdR~vntq0+up4Yhl4=w8iSJbbY<3~@*%suUx%+yyFtjPy|u+Fwxj*|CezG8!%Y;r-1=fFgX}t;{br*|J}7CgSvJA z<-fe11@QmHtnxtn{};vJhM@C;Fkpjx=sF4zr)3!pFGv|41`&fo?)O7>_(3FPpZGv> ze}Er|mH}Y>8wfQ2HHbSGvKt9}1FTI4p_aJ|f@Be3Okg-Z+TS?zvIAkz_8&Mw;omsa zGHh{B{tZuPojZ^)aasFAkTW8T(|ssJEUrvm8Z`6=MA8KUK*-9ZAA=lk*un^9NN&LM zPyPm$ErI;V08x~ADS~Wnmbh(a^MZ_Ybb!z)C9fz1E(ek1g3&gZa6{nbbvHhAflNd z>aucu(CZs8bixIsYY&;p1kNcm6NFqQV+5-D181NC!<8|af;?_`!| z59<5_?8|%eXn^~SS%w`9a=YmO*2I4iieoIR4h6aY0S=11;iMf7^1I;#lfp2uGC)ED zZXnRv8_YzU)g3sO}GNbORJjRu&uw^1WdTqyA_H14HC1#^19&!o1{yug;=J61pZVo2%uoM0hNTefZ7v;7MMNxQ`I1Vs@?iWf(N2dUA*^~ zJ=ugc{x9`|&CwxJK>1_j{zdYK783rYn}6ybY?cnu2ig!@0M_uQ8bXLNK#YHCAym02 zpeGU!B}TrPxq~U*Pkn@)!+&FcswD|@(h>0^tRoj#N3gax+Q|g#=)d$5!tn)!3q$>> zmJow4Adu(MIR7%M5-%x6TP<>^B+|B%H4FAx}dobqzsgZbpL4WEZq&XAx z2lPf2ng1gDLka&N`>B2q!>pf;|I|K6To&jSi~|h%Q~4l+e}mrW9?M^3Kedk1SsRGX zG=tvfDA;|Lgx%*qG>`+<=1<*&6lH^m|APLZdVfG~l#cT+vY+Y(0n`mTF^3ol>rVVH z!3z_Ens_=$cFxb+`-k$e!T7)cKh+Kbs2v)FGWSo~KU9z4uLeJrj@nt<-oVb%z!tbx z_$FxQh+VMGVPOIp2axP*WLSw0UwF7KL?ANdhmyD)f;frWmSGH@`A4PrS9hN8>b-zq z%1|IM(0!G|d-r-&q}S^iz^U_= zgRD!Ok%EK-iByF)nycwD_%i~*b-tJ@uL%xv1{^Z73<%ef0Mh>zL_=3^jEeaJ6%NjS zOzS()Q6Ee!mj05-Y!wJ@0f+${1`oFcm5J_W!iosu1Qghu@1%nnd5DyaQ*=@o?cH~1 zMq_o7eUZ?T%n*zZ9_UEr1c!{HMFoK08S5MA>Kf^$#fRit+w+U0kg&#gZgg$cxNZNK zLa*-KL1*#Q_ONz5!PQc^3Lh3OiEsb%A>wIEl$|}#%g2jRML5W3x~gDu%#xLJUF#-h zO^;ACx|hagXjTDmZD|VQG_H$ws+)cj9p+2LK`0=ZO`;dl{DkUJW=x4i4ufN>le&2e z98Dx=aJ_yV_@CmLh*^r^ug+Aj*OrE6R~+ZlOF9hC`C(J7uvl9M<8<$Kp&+B^omHB8^7dgm!uP(hd(wQ_n7v7$m12X z!v2(Zt2xbnI3$*>dAaM!lRhsHWJ*23Y1($X;K&!H+5`mmP@Y}o#oUcD94Z=UD9|=# z;)|bcCX)h-P=;%$xZ9>yKicz(9udqb1k=O<^$fDAqJ~u~W@e@_km*9m^Jn8~)AXrL=Y@5(G@Fu6XZ?$1@83%}dAppBdHF3!zMvo-F&*)` z&$Guq+zd;rb?1Cw3|*ZTRX+j>)^UM$=7atP78BVuqUXlU2@)^%v$ z4PTzI740Bh<0i}}ra0&2)wJ5m9K%<8y}?}!OLh+JQB0N)!_nB|3iILXpkl}ZexXd@o6nX04mVegn9WNvMv8#=E-HHb z2VQw1RqQ(qQDRZZpFI1K;-&O7-_c0j{+#L0cE?Mn-C+5Jck@;DYa5I9tdG#rU95WAww-Vo zJn>L|dbhT5HFwkJnLb$GvUl}iW}oecq$i^kjp@qPE497uXGL54VS>ko*YT&x24)*s zB7*0S&WkSy$DC4{^J;5O$$hNo*seRAPjTOX&sZ&SwpHIZbqwz5b-PrBOlj?ORbgPi z`#LpyPHackzo(P4gr#0_%l_gm$G1aQ{!i)}Yxk~4N!xPAP7LN12^x={7O4qcf_us7 zsu!cMwqKSBc&;I3;h!Wi;Y!iETBDNDAbttiyn4NP-=4&xo;${qpX8n3SByzZ?`)k( z2Ji_e_($|fZK4kviANCd5l+XvH;NXgtl{E2*DF?>8IWV^Wm+?J8@9OMi~19cnX$Vn z@370U6?G7XGVL!xPwSS8IMCL*yeq)SYl~F6U>_x`X)c*0L2-Hcr%1NO!*f@fF@Etg z6r+~%x|UvUDxLeiw1{uW5sniYDXQPeJq0Vc9uFl+8yT@LZAq+;llHDA`kixtP{b%Z zlNftn-Kx%Sd+#G*g|jjJwwI{ChIIYv&S)Z^;##Z2YH*h_PK_014*Oa!+7k9n1}vXo~W@mmoci)(^= zW?4pyu7s8cRO;xz&!3aEU6T(9MV%~!ZTG6_T_8O1vaa1mIp235;)Gi(V$!o=FL0=@ z@tbj`8q$@wX(?K1Efcj3I?d6oWqcaJ`Mpp^HRznGj;d?3wqo-f-qC`om-D%*nF zK$j?I5Y$?Y;Iip~cc%$#1s9jWFDwei;(7|dKIP40wT)8_KR!MvU*@=b zzB(@KavQ<+%k#~)4-PI5z=$z}7p?JfuIJW_QpU*J0~c>z6rJ}B2^}p|y2YBJYAja; zUvF`#toL}6X(-2@CNeox245pFicvZM&+`-|un*(_oK7#sQyi(MkVCe{Z9oKO)W3nQ zij-QPv5!=*$>7=R4I5RRy>HF@j`|CE)h;aS`vTHllZg%2jhdPVFv53<=^Z zl+*@_*NvW@;_p2P_4v6admr5sE4V-pP~=Wm@51`3YLP4V#c=71ID{62LPeWO%W>-= z9NcL0Ga!Bg-VAy|$h?0!FeQ(n4h%Vj^fjswM6wE0s{N^+tue^~xfSEbPTU%Ywodvt)&n= zR_ez@8!-H$ATEGD_hNodNAwZyEcGqD&!w_ydOVP-ovq8T$*QVj7la~& zLXTopdAR-dei=rI0YjekBX_4Z`Pcij(_}c2cF!7Yp46bAr1r*!p5yTq61`+M+Ajr;n}E zTx<=I8w@_LhKV0amHUiJo_}R>-$k&R<7bTEhg-b!iN5kltFPV3MAvaGSxrzsR@k-0 z3StLV5%29Q_PN#D2}{dV_SAwF{Oe8Zi`xRq#Nxt2`OQw3!q@`}aQIK1yB8bcpOYR; zW<>?6UeS9Vmbv5zBYtPieXcgx)D-CpBr}9)-9n+I;qb&ns)h4EP zGlh+5%e5go@F+}WEVUr1SlBp60q}c}pMQtM!=vy)tJ=0(~87S_w5~6dB z%!mIkl-gi+vLJZ+hmiT`N`|7Z$x329O8fNJ3 zRFDu9=}u831!)*Sy1N;=8+B*_ML&=}rl$p@-%hIL~>{d7k$0jtBYRN6Y$Bd`~~#GZdlhcD?2@@fQ4-V8_ptF zd~Ls!`C_SLed`rh3dbtP+bbEDXK7F6D$L*ZC%N@av(*6x)9abD>Y5OF7vEUdjO+(^ z``7Z25D!_1UJ9GM)R3qE{MaQ4EPVig7p6%Y*vP^( zswQ=xEYetVH%Y4pgg02mh`a;RBvto}#tkjO*qHnCE_=X&Q?d*&sAAs4n zoAoz@hjER(TMI)G1}wxTh4rIi5&?B!i>R1q!gPg6v?jD_cs__9#U@Z@7l;X1n>Gf+ zB>@`~149bqRm5taqXcsyp!0@ltC4g`Ec6m!vq$MJsLJq@*d?y|nGCT_ zs-xX6^pcW0ARRyI`es>lzc8=7T+KT28aNa6X<9ev(?fM;l@A5wXwSBgZOMXK)gDnEahl)9~7m+?>`ABPSMZRHvF8qMAfZO_-ghs1bl$#jzh4dG z5Gm#f6ld5g+>#}Gn6}i}8e6z=(XY0Bbo9b%S9X$Du`-fR#q9)z?e~f#+eqaT@jtl^mTNeJ%pOcYid9R%Dji9|0YxU(a%Zdo58~oih+JD;LSeD(F+4K4Myy zO^?q+3_x8oPP`w}8lGEfA+lcTFy3d6b4g;u^r;Z+@b8Q=E*Dq=F@J4KRwOc=*X*rP zqN*^^DRt;I<|ZEO8azJnqAaZr&*q94qUQTQW>OlaAdA0jbTJ5NT74_LkoFDr z8!ED%{6PHkcc~gwIZu3vMa_a%;RU|2QDugQq-HzB-dF?D)EX0dWw?8M&)lMG`gwjw z`{4UQaU2%8u9Mg~A%h?Ae`329mX~5R8F{z+4sDF|VDhh9{NWvGsP?1M| zU3+Lw=oCywS`lFl3x1EV*RRBKeu+g%97E2Y_s}&{KSEZJ=t?G6R+?R!$s__R8Y>Yi zG9iL3@|t-m1WeS=)5o;tB`)!jt-vh$;=9YB*8;p@{c^yolqxh2Us{etokLm}hmo3W zuO0f5Q2n=A>;+D<{Z(FBbxl>7Mel&YmPaL~$uQ&FX=M!@sIda!1*;(+oyC?gs!FGb zJ6@QzxYmGKF}7x2W?tKMCvK?8H?f)Vx@J|*%H4aGngw9v)^0)9oll1sJA!1OcGy1h3;i_ZyUOuN?K{U!)b-#7sz5M6S ztqVhE+AI#X~I6k|AW4NzyE?IpFxihc^xdT1Ks~mRZ+ea1lu1vedcspCTZyil~Ym{9W_`F1p=Rr3@e$ z9`yVi^3nU2k?T_tMreoA;bQbChqciBup&p|p48Hg`9M90M0()O<65T;lw-Ya-Zh>s zUT7do~sJ^_dqN6n^QFBXGT|T|s<#eKzlXK9HYyreVAg;GL0Jp$08Q-U&h2 z)gp=t5j&m@AA^XyC`sarhWYQ=&j%xdzxm?yo{8R^i6!GFv(?%e19FX{~ z8ix!U8{ux7?D6L{m>+n(R%*z`y9`2a7;w24txVnSh+76sXV+d?vaE@=e28vRCZk=-ztr_Di75wD%~f{`KxhwR+MvbrW2ae^m@XIB zWCcIHi&~m|S!q?#;QiB?5IjWRZ%Q8_>@I{fV7&yR1b)$)LX^Uc$^|KTSk~m%6p9t| z8`WYuxj1%&ei`vbBs$EPq5M4Xij$`MfyAHI_ayKJSb4L3qTWlO%?K}-mBo`tH@{d-p>c} z<(2xAT2<0YZ#|@PFhY9N${0$ZGOEv$-#m+YJ}KVgs)fSJ^SjbJlr`}vD(mxrYj1vm zJ$rGwZn4G)iCFw2hJDIaZI0@}wP{)L#%X`iiml@<)e-9G&0Yv7@q1CQ_NDXlY?}T@ zbLprGbfGRGz2K>Yq~?Bmw^0Z;rhw>meGdK+KTQ+kzC%xSx@FpXaZd+tnX~$dcf9^* zORIF>f}?#&CiZ{k-6XV-Bssa1)Vmm=`Pt9y)K}0j1|FXfKjxNPn++!h>^@k0(gW*R zK;0h{Yy;Nv!HkG78Ibr7s;~(9^2Ue)iT`d*>+kpv6WmgrNrY*aj(^*AaSQ!03y{NB zklAt$5R(+9@(PQ-8i@gO{(^s4$~3UEmso=Tgo)^=kX!rzOTqDPf!sf&%Xg^opAxdW z8t;D#l`uw4EC%BLa&rF2;~X@x(24)SrkP-cnpl4+QvPLzfApc;!b0R4!H{dj3S)SM z1^UNzVj}-fkcg$4k6g(CSm_N0DJ=697S{hli*d0LXr$^GQn7vokwf8roKJi=gRKeC zzCA!oM54vu%Cc8?Xz}4W^YCYXsorl@HY5DP4sCCEZo#6+dQ+{(u9pK^2EHSXC9np4 zF+3Q*9lL*LPUsOn?}d5ZyGOk45p`&?~{qwOt= zWq@byZ-ij<=$H&hT1^sxykLE^-cT9&z{y*;hx!*v#L~cpU7KQ2!*F%6aGV<(itd|6O{+SFh)&1w=LLZsO#8zxOAOROR_aPdM=W;C`s$zJOj^fvH7I;h<(G(4 zCL<^&IbZEdu>GsRA6-RbQJs1XyStf5MxzlJe90EW0NY+Z+wGG;)N)gYLCBwZ(xB z-Zw2!6Kdqyzed~r!rZ8nyShT{}1LCyaZFJe}!+*4DQ z%I_^cao75v^1y|-on>hhhTjxwaqW6aTz$#GaV2s`PP`vcTImSz?$Oo0|^%IG$elu z&sdtPx99wAGbSmN*XXWNXz(Xud^f15fkce)4rvr&JWA7DvRp58(Y~>p&iA=Ik_EN$ zhrUiCz*o=Dfb<3FyvehA7bax3mJ-=IgwKw}PH~Q!EB8}9H@4Q9xH3w7z0rdAO@bmh z0`EOSY<(UH7!e}TlzP?@&wI#h!ewm}Q#AIW#vvV1wj$mGVsqXo0Idnh^q!@$(lIpQ zb1%_?TUj_G1l!q~7YAI}+Mb-bX2(Y!XAt?C@1lESW=hfr>^5T`b~L054EkmG{JOFP z8US`mj_dd_X1l$fi{q@QhCJK9kdU^JL^w-W;8mKFRl>2(yoTteT?p*kH4lIq&;_H5 zS;=F=QV3n8J=W2zlZK6(eT=?eJqoL&&x@QL$4u=(wRm%lP(BSYI@t@=IanYKO&Dq! z?I~vRC7?e6$5PrZu_LMUJ4N{cRn{Xdc0@5wM#`6HIL5%nh) z_^a+_`2292i-Y>zmNX3omXk8}*2~}o$PTeNU*DwOd;EqZMbR_H(Y@=b=N(l!bv8y? zCp}MNr}XPY=BAuj(tF)$Ow{ZOaE$wlhKEaxu1+laC+MsF%da{|kDyu!RKY9Z|m;4p*JC^Y-!V4zZ0hI=*>h;XwbPnpO1t2K$h)*!6T5 zTP${?)Fsb)p2C6d>e9Pi;Os?rGr9kQuTRdYi;b0m7pI^06H6u{ON+kzE7XDU5#7#4?0qdjqy+|tdGC;U73C_ z)ENJ?tSi4JP>%;ny$OjuSu%thV?ej<6ds8`Zdvwz3M4`3ZTWX*IKh}>1AMy}B zLf28U-(PZ2rZ(QmhrBRNg;Jf^PAnTsO`T z;pw7i=)QN_H_3cT{qmG#1_F&;qYk$b<+ZVoT0dD5pO|zZJXvf)-7DTU#b7m7*3m+P zvIdvI)WF&JGLA|(0XaWHATQFrSCV2 zTIhOdDrY;Rye0N@P+sI~|6Q_)Oe@^}%@H8|fPOsEGyD;juy~E`iiSeB$Z=G#ncx;P zw&Z(-1x;g8(A1JfRb4+5{y*!5566^rm?bzlV#1!&P|kC~mL^Ib!5{pOP7XeH8*Ri9%sFNBKHM zkrJS5h@zt}Nj8Lafq}sQadCz~ER7dYl60|x(J8b!h&UcccP@2t0QxlnsYTg|TE#E~ zIf#W`geKxO05$wKIspdWa9|)K`8J+$hzJGpKcsd6USY5c96V~f(`Lt-+vN|x0O18t zIC|%VPp`nGm+)9i=g%7Vbo>8Fb4D>|tE_OTw#I-3tOn3yRA2jm2PP;fGUft)LIF!` zn3!nkX`ED)isi(N=me;!F`p(|)KLGYN`Ze{s=#2-zzXPs0gZzU-~SgRh-Lf;=KmR+ zwfdO_mi%9E5bLt=Zn5v+;OJ*;`rDEqY4th^cFbRx5IZ*(=3js<_V(6h(i=n=!_B$qz3L~{^K$aRel98z_GMf;ma{3gti%3u8Dl#^6 zAC>bGxKmlim!(4z(Wp?6{4_@F>oC-ojrFBDa2#w<%-3@3JqTf>n36*9zJu1P&D5nK<$>h2h*rs_i}5Xz4@ zQU=zjj6E3D45Qr;jiO5Q)7*mJ$G{i8@X1C$nseL;g!*1t>>qX2wx|r`Ic!=>OxP~a zCGYeGIoEFsUPS|>9S;jFy%AV`l$TR%97gwTd&&Z0bP^by6BJa#?Ro^O;#JE5e!-%0 z1)l1X^0o^2SYO|(R#|h0DlZ6~J6XT)6ij5%C@q-#O?^82;G7r2^{A`y8Bj=y4VtE) z`V?EDit}@9lAq*ttF(V+!>mUIltBWRHRZI7gl?#}{s@QZZr5(L&Dfu2V2>KHX^@T3 zuEw^vvk#EF){FvR!nqZBzPzm&QCuAizoCGBE?{FiXaP^lWwL93_j`uX9YiS`#h3E* zu;qS^pMsnBWb1M+I^pMFpcX5poA0EYaAfe8DO&+TF6GX{x!H6>Zth1i;q#8p10GE- z%|6_WLCzLzTs^5Diy4HUKJbN>4gY$rqPZ44wdD~cuZ?FOTxh*B{9+PZBsE4;(l+KC_(xd`{fXOs@y>!{xuXLTY1>Fgx?Wg&N%*V)vjau19Y412W-GCF% zlqD_>eY9%e31xL8+C<6&VThL3qm(*21iE!3o^Mubqe2eunlSWL1WEfFN^^_{?^CxF za!~C#;#1$?_urVLn&Kz$q1l8Lzr{FS`?}DJv+L?J4Hv%R_5C#PL#Tm%h|b2a4Fe49 z5lh@GN-OKT%2;tZTBhR$Ze)D9=OV*ZUy67PqJ5kq#@o(SZ$79$J3(NMIz4N%`7tBQ zIF1KV<}hLYu1XaeHc+UZw40hWo*{6dKf~) zWV8O5*8#q^)|hDkJS6-SkSMJIP{i8LN#)4}T|E8Tpp}pX@A=yIYpyB-R;17jd?jy8 z0Szzai(uwC?dDCC>%jXC`0*U2CZMy1Z>p41;bJr`{nal%*!grIko9n9iEh_e7tJ5o9=erd0G_&;l9s zJ)I74RJ3|Yo$*dJUQvz3NaJ#<<8|A}0yY#CVjKRF_~1oWhn*hB`8#^ULQDeqgswYW zv}g-Mhr25nutu;}V7aE+rj1?-cph9ujGyrEIAI=lan@}~Hh`9T@>BlfBZ|WMzM{U3 z`no4L92Zd+4mT@Ctb5pGLngnFvC#4^-y6HzliRKX>>_0R``4bpqR>FZe`uCDPyl0h zn&o6M8xrKOkHLYOI@=uV@}VE3C`k;~mofL9cI(tW1j!31naJi!Q*_Aok=fXi-2{A$ z;SXw-Dh?TgX2(Lz3W2R%uYBjvc!Dv&+TQSkKCi*qLnk=pxDH$dl!@+Byxe!98%fVm znLR9U%#h_UA4d+=UD@{)74opyFrUHttWD5IK$cytE4fFmK`Q4w`sh_nSNhXet2%5` zrmH9VB8JoAgw@tN(^s8&HKg1R2}T|C`kqT9?FKV*i)(bd_u<9(LoZl#4gA>q2N=vG zJn{<%oKuw=CEgEg8xA*d7e153S`D`@6|w!w_Y1P^ky2Wo_bBPF}tvIH(Z_4?! zG~fJ@d*rmgiPH0Ge`?~(7`=lYrT>`z?w3CHKIe47&T!tXD(7j@OSg6DkfsCOR>ZJM zi^?MX{l%=q>K${}GF5>BQdgBtR=7*7roG?ePQNzyzJV7heC}=N3GeQG`Wdq2i29}V znIQW5B1KGFC$taGv^1#rBy92Vi&ktwJX6X8QWwx}koB*N@Shh;qHM}n@{$*utWXT9 zY^r4(OBJDE*kdEFC}QFG&A8y*f(kYSKv31_cxVpatm(uRW0eN&tX|SX6y>Ru*ukvd z#vDVD-|BDuv~=%HeZqqAslLx$RzqGIiWU#{mCi>TR#o?s;r$-Zi;+t7NwmsKnogV5 z@-M;e-pRVK0yi$Bizq}d^7sAywRn@>qSALiGYpwWQU9lTl`O&n(Li@iE%T`VvMJaj z%M3G$?uB_i=a5{j%^}7`Y)X?_M(OZ?L|>0tN0~5GURfcYs=yP5PfvZ?<#=i2J}L~c z$?2j$a3j>$4~c1&qWKU_DKf5X5Td+{oN2kxDFbpJS^9Fh>ovdbH-B>|3itEK(Gk9I zVYeteQvdw=K_fInc|TrD=q>yD_!q>N2B+F;G0WpGN5U|EBR?P3M2%;8!+Iaz?!8yM zmjrE3?_AmY!M4vX!F1rCw(2MSHO)K>7S>2TSnU%$ty}`#k#`uX|E4tTE1Wr8D3N;} zI?;6Pc5+N!SIT*F-OkG40r$@t96*0fPuCPFTv}Xqw)q|k*LeCQWJX&Itz( zYA3WKmv(>Br>;NCaIX={E%^L*Dfauu?CQj;12MPS*yfq`T@l_L?x(T6J6kgnc+Fy$ zl{UImGukhj%pPPa@p|naeD5Qs^#2imfBdC~H|hv=%6!YsHAdRoH&hG2=7m@X=b2ye zN-M_C`;}Xv!tNl9Y@={9XT0*mJ*LWRe3#JXmTSUmrNxOVolwHcz{WMMo*u6N&5??= zjSsYZL$Ttobo3T7_*9=Rq*YiW=s2@=kzzS%G(UdT9HY^v&U zpn=5d4Nd~cq`0;!qlGsz`iy7&PDDpevC~^%%Y!XRz`u9xZ4UH(KXiS5sgdyMafW zK-1H;qEfo@wWq44aE9uA+lPxqd@TMkv@Jx?j0fXc`S6IUa)F%AdE#whZ3$GHsV%xm z0iVPV@6xii+U06+>$mBR#ccZKMFmiNG+|BMgQ`c?Vm@l|LYd|JfQ3U^)!vG8`hctP zXqrtq=;l0-%caAk@6g%@Z*Iesa!cI%TDc41L|pVq$h48`Bwm}lO&pwqzxI_JAzci0 z!f(c)mjPvr(G@F}csBLJ16)RPaHt{I(uS;S1|}ufRDG>n+OKaYwm3JZ+X16CGUz?W zzM|Cc%Rkxw>NE9-q$i;of4NX`VnKU!WoyM{*06e0`rS`@pQ^iSt1xrE@Aq$>038`=$}etR0SzqB0W1jPtijGBw?m%>fpMRlLx6}rqU<-s9$Wd? z?>O3F?v7wOf_$nGr5IG(cj*QAV|_GymM}?rJW7}fJsuX5G_qaFLrnDm8PAk&AA`a3 z7Z$3xi)VLO22D`3kTkLRdWoW`9_*T(z zz{A`SDwl+2OBz>6n`41cER&Mwp%hLlx&*ptxLj?Tl{SRW6@#%zXL}g3E_`nWjVNl% zi_Eoc(S5fw?Wsa8x-{Y1YpgbJG$J z?c@9Jk_Q^=c9wAHQ{7*P*H;z4E2zb9eA)>VM3-u*59GEt;TPMWgiw={i)yV7#KinS z1M`GYd=zzsTT(Q}bmE%kPxXDQNN|(KlaA(zp8+Z-Mueoxj}jF(3?OCCw*fMTj4#r| zytKo;K0x@PExun`Z3*f5`h3tUp7*K6hw?PazH`H53~M5S@@I}R1SvmcCf*kQdgT5jcWT|fct!D?KX{rqa!aAGiM|S$I z1Hic2d>g!+q7_4$qL+&L0WYH~FM~hEr;J|?NUP<0xer=JM$$|9J`!U6K}hM$Ff0DWK!wogzED2WPW-sb}_hY+0EcTxWxZyRA2y_k%y;VGR5e7gsnHN4~V%STgKQn28T#1 zA9#}R;E>aY;q~*nI$Gr;RJLsyZS!|5nJ6P>zI*aptiObmU_#T}JFH{91fKXGcJ=kf z_@vxZ_(xFmfy`>woQI_)RCY6v3uYc^9G9k`vHOLx8dY) zYX@7-Q?**Y-c_IPwae?*h20);V7Jqf=2#p-k8=vk6JSm0M|`0d`C$XA5s^B)?-~pW zPQoUj)b9e`5xYZedoG}wZ*xa_RdA0_AHHTJDS9RMe%FKv*X@2uFv|JTn&zV;c@P)r z<($IA`YWt5k|`$OW2Ls&Nt}u3UuBqnr4%RHnIy_ReqrA8aEhV#bygo?VRG&0S;VQV zP0A=kqVE1&aesH=*ZY2v)f;Guh99fNn6?g-FUP;zUOl;yp=k#2Y*`{lTLSN93ZicO zwL`T`e^^TyItUvL3Ev;UXqvJ2G?4O^XWYRN^yU~NnD@J~hyGhn13J&g)>C_FMzFG8 zfblSZm@*IZF&e;J(sve?(vvM30Aw#t^g%Lo9dp+IDj z?4B?3I7C+F-aYqLijUnu3B$txu~pNwVL$sr=dXf%8%OJHwW9&fY~CG7_3ZYYE8klf zk-UdV1M@%yQT?AB6|4yrgh}#`gb4Hh5F*Hx_y-IL3j~44Zb9SiP|5!WYVJbKAF_{s z$VnNA|2;(g6`^Qu>Ae4MWI?|bqx_@)5Jm@qiSJmy|9zrw2ZH{ewge{r2LpKWKTQ(< z+8N%vH~zIJFyx*H-F|l4tye?+iy#C6T3}ZsAR6c&)L_W}q6QhW8`Op@`4yOmIQ00y z##AC7_^F6wWFf?@vTQ@vEBF+OwpWQ`%2xnt2}u!Zy_M8CEb8FI>3SiTfy~CzRKg+p zY>;Iy78V1D9?1-HCCrNOQrABw-F9+*50EOO(2=U>uRcg6icC(EMYGJ*Dida!ar(oGZodiqTtq7a~&IDewD;{ExPvsN*U*w!k zc3|X2-Oa!F8#4$(34%3IA-C&)4g&JnPyUM;ta>A%@WzRvn||5R(fR7k6oxskXB63CWWX8CfODkBS6- zSqqKL2>%A}6ZWGX#FhX1n?WBBOBNsP>DZ6w_e^EIKSED!3y5TfxsUP`1HB;-OD8?TDCiU9ztEh?qtH*QiFM{NK z?(v(I`gw2C*)+|~gROa94xq2y~>2(fb@_h5V>b-CMRIH3^3@2-QBjm$=z zri*X5gDRZIS|+cALI)i-?t5~pZ=iIyuu%XlBr$7Cp~%imoPj{&7X0=TIyninzVa)J zr3*;;{ZRZp;Y(`6U}%uaBCRL-yB32z$&ZeNdsZYE0rQFGYZiOxoPn^#M>V*g00MYw z60SH$0W#UBuO(Tl8_@@448v+47y%oq&DN$60yz>y=d98=71+3vJCFfls zbz}n!P>W4~ky6z_Syd6^1O)XBsT%`?l%e=bD-N(1cM`5t)kWe)NG-#mXV>6a;1;)* zK^d}?QuN0ffL+Mk}SFE3yx7BRcbZ%XV=hNDhVq>0` z^N=LIkDj=wEifjRUf*^fSN74{iR@mvRyN|8hx>N#d-=~!?AO(lR*4kGBUty7`yAZD z7q)EXs1bT|NtL_MCwf^D;ZxxZXB{GWakds0 z+hjr|YijMuC1IS3r8dtd4mL@PG@Z#fx=AOPWvEOgw+#+ozxo1Kw;>Ka8=FY4&@c5U z^fiCH{af`(hyMm{HHzit)F;de;Qp61B?HINFmHp;a=UWB-!p~@h@Lg(;6r8Y1)XL5 zlUbd7KC_;i!--#`cj)P^2OqYP7X=p(wU8|9lNz5qjnLR5m*k7tu?;9;Hxmh<)h_D} z?AL*q0(&mr%;jyN# zka6r=mQhhKh%;bY>b7tEisbS4J#4 zc*=<;aVVMo;@8&s#xxk0H22P-k8e58z|^U6lub-uKWb}#8Aa;CHe6?7P_|L@^yH3;%xmft^SwuTDyz|02qDkwotI9SZ7hzvZl&(UG#x#m>OHKHJj0EZ}NRN z?o~y-V~j(9(#Spu zMI59e+I3FvlO>;PUkQlxd%5bqOY%Bj$n3J>iiY+3mV^@u6a3q&tWkIm#KM|;I|d%* zHZ%FVjbZ1(0*R5NKq)>59oqRPL-!ohE=N=>ihiW!KiUdEb?o=#C zDi~ABz%e=-k8l!2fG`%LcAr7|0p0T(NoL1F>hC1uLqv&S4~A6 zS_zUBRl%>tGhGJ7);*Aie@YMpgW`5_l6(nMCu`GNB9ichM&+p1eZ97_*t$y3)NAy% zC>m+_>A$`*C#n8`1cyHHRST4hMBy6M0V95SOlt9^uktVZlqH`R&ipSB4o4y$^OmmO zt8>nXlT77OmkY9IZ+S@D@|sN$HgNx&i#{KRZ}Wy{hxw&i^rD^xg9Ci8Rq!QbGgaPg zJ0354khQUvL$BTzJd-B;AkFM4{=6K zram=VknD1;QpY-rZ&`p}0+g3tE7(O|*=YyUPGVlGL&w*agoOsnNK-;_Cqv92aFZLl zCMwMW8D8Uzv;yNkZIbO- z%5T^+Lr~OpjhTv95FB?1{iurDqppk-gie=5Wu#^|)!{_)_15WTp7yq>%E`*1U|a6X z3z`O*3+{Z~OTiCLCgl#GElxAlYQ+KGVn4Fh+0dMRmE@}MikX+A!w&=bPJE&?N8IRV zE4pTdP6o^E90#ZGivms8G$A+`JkwgtsB3-AtD%4?i7P74yd&_cA)!=Nw%%*k(#${^BPf zY6=+C2^VsVPb+8+w?pySZ`7tbS2Lws(9xO{X?Z9^O4cGYlYMfZf;*7!gJ@MjEd0CM zlL6?S-ca!4NiE!6;Q^V;oh$Cb(#m$OjSndS>uP};_eRfR_}|Hk?@a%?;li*@3tF8 zrQ5{SZLF%4b@|4PZz+=ZM0yz8Vc=>55Sf-{*lXW~LJuoX9_p&1^JN@j6@9ZocrV5b z6w|H8ASm}5@l7|20ga+hFU4HLfP(eMCor+=DsygA?jVWtnA#6R9e*0ypu?g=uF|tl z$dG<_+rZzCJZ}E&k!OURRb%tQ#)v_A6tofmXFOp)p7`2TeJ0dk;tRNeM0DN-9?ZiL zOiz$RiDGX;3(2(4HR^d{tT6*CuS2I}u*8x?&K$5$dU=fuUC(db%HLQ(5dOVez{3Ou z|BL+FNq(fDhpb~kjb4DuhZHh{xRlQbNLIZh_h( zsMf;!Q4s(A_zUJH4ebN+x&0(PPR%v)tIrZf?pI&+9I5+f!$Z+O9p?~loD$!&ke~Ng ziZ#fjq7b{TNt~PY<>J?RYmMktnRdLw%~{!tC(vUe=7auu~>gQwC9WPU48@gKSJEanh&7 zP9dLYFLwnAZ`>V-gkX6K$y#Alnpoe7zuKIl{F(rAOSuE)=p{=>vpwh}p&}vIQewIO zIN8j15-+=sdp;>mU#=UaM$Nlr_9%;^z;$q+8NCc>f*qAdcia`?F-7 z;ir}RrK+LV=c$L8qej0%ktgC}%13j9W0|U>Nv&cYSuipwz-6O0HZTrsqh4{@8+L}*vIZLL*cC3r)N|up% zW}gil{Td~%zK|Jdl^<^{=5NFwh|u8iJfyUno~mRe60EG*7d#(uY@&~zpITA^YEiU z8F6CBD%%PAeh)_to5b1@v#2emljXh{uW_cyk+03!{I2Gg?50%uCH3>zNQ|L00haHX z(D-?~%@bmdPXgjurC)d4yDPj*%CED0HrkklhMIWg6tXu56DbCPArBjb8qCaXdwv1U zd}M6u-i=TjUeA|d#|UIJGVViR4#wuh&{+EE9o^Ra*I;*siiVrX&Dse$Zm`UbNU}7_ zA=Ys^^@mJWCeOJBUnMGFY=HbCJySxnSL--R*%agZM3(?Nl(UZf(jCR*DXhcihH zKU6G|eKC)q5YeHJghN=CXx9XR4&sJ}iO7xkPmTmcObmcEQ-P?FWQEZmSDhfU&i_S$ zc7qeMbLEDZ^hrLdy*onJagh^{dt-(c%9zA&$QJ5qEVY=cnQmz{kD?Cqu)UGi`%Y}Y)?JlHoN5adEUEY{ ztp;<36qAQJbyx=bOMurJejffb#jU_0R0Im_sbPw|4PPvL&0hC}s@DQ1bT$>ryvv<+ zzSDNy@Q~LV#V=rMWB~h%c+=@P#>>E-rz-=+V{{$sFov!5togzRn`Kte5gftlb&B78 zK+lI}c(pG|ad%b~h)1kAuT^rP{`Q{79_{SN$#_}R&Nro>o%(IL?^9rz%L@~iUK z*MTe%9Y1^`)7^ZN`8Nr2-|DLCIU^J@LcY^XxflN`C5R-3ewQ+Tqx*P)j4jbO)h0Pc zV6f!k67vF`ZQDu`xm|Z4;cpZuh-CEk+^``V{E*b=V;Chhs0obX#>)d4=Ez>YX*q%s zHlR~K{sahnLb0G^i4#0RMd9#CLrWT{}GRXFIeJ0BgltTV%plM_Y^p{CDciA4krG=@D zua7(f26L6ne3MrNuSkUtR*FFiN*4|%kdwKCzCXlRC|t{Mb#b&vAWv)mBq}eKxD?G? zhbP8#jq<1)YRq%-HcKgfOb6Z03^?1eRyQrd8|GLvc|hfIW?gP5A>!eY=cDFMZP;Jp zt+e*(5k`o3P*mS|dvYT&SFv5Q#Jsskrq7NGYx{_zEM$3OhI#;{0R1J)`Afi(jaX>Y zj{@A_r$4#AI(Q>#%)PLkW@>iGVi+@WeoAx1I`auS)Zh6b*NL0xgua7O(p7!XJ2AYD zMWz73HedF%DQaVeV0vn^5;IxJuAWEeLaQ?Jkt|CD!gL)Zzn-`Sd1s{%COqh*(1F{0 zD`1TjJSOUqjq;Zs(t6#NBe8U---cpC`ioO%oeSsWzUy4jdC|4^H|6kYHX8 zVq=Q#_xI(cC5uPD=gg{hkhPkiOL2H{J2^TMa5AY|1&M72D#`dLxCzUCjF!N`8}C#l z-{($Xpx9o{#R?LBhL*U=fH$pnDGqN`IXJ2LSYG6CHj6mBYM9{Ad_(=QGIvzajPxgP zvmIYKO?}Fb7K!*Pw@BPsl|^G)0eIKs!fkIkFlzBp65Nx7Do4B%^NzzeT7G6 z{!6Cq_l)H0RA)~*JC)u1J`=B>Migm_R?1^8pBgu3gXm9PNV`h~Tg?Uw-{s?bX*E6% z7-yUgRD&J`B(B6u{8HY|qM^IFISeS!d4=F)wmrSDzWM zex|+1i8xWcubXAxSfLr{uu$FVzmMLf8)^SZI_c*5ERm<8Mh&nD()G|0Edwb`&J6i6Z~5H^tZxMg5e2CJN}kJmZq(8 zw_jvAJCva+m!>-Yh;_Ao)idnZju#P3+t+?JenQcRb!U`&zs5a{INs&`QJ2d$B1vUa zG0LurweYFQ{(Q|sq4M&~n6l3|k-^>Msa$vEZF`|Y!Yi2W@3VztZkF{!38be>xpPpr zBF6~8t;i8Y7HungapS3>UA+*=wtC^4 zp+QVLHvZ=`4?d*V=xE(2{FHhsfJuH!VLA~HMo*FzPj>bb?}{Ok(tUR8xlzuUU4dK} zF9FdJdyKA@Yx?Js?>r8N4~f5WzO*;yT3=-!b_jS2y^n0=t)g0Svbdxs z17@`5E^Hz)!+yG^e=VQg`hSF-by!qu+xF?6p-Yf1X$9#JY3YzoLApblA(WIx2kDTK zMv#(jkw&^fy1V(-pnE^Q?|%0C9Uk%r9JAJ%b=P(O?(;e?yU)4$f`u352Jbx9t8CUM ze6uaaW?G)@=dGP@mHIuTI-ocSEjFCiPEwo5ju`8~&mHF1d^jhOubut|=R=7FA7(mH zAJ0@8h*QUk$F)fXxz+Un`l{qPz%Vf(Um(O-e*XB8tX+a0c$%FH5_4xFtsZduJTa=% z!oAEJjtN)-@ZX!}KcUt0wmd!m<7_|>yl(wFg`^1EyK_JE!pQ$`MpkWh~C)dFoKuBK5N1)%K5Z?DOoq*+%?~lHZ>*d{}t&v&&^3t6r z-lkIh~r?6_3pntoxo} zza(yvQ#W@nEAqG%5&m2z)4=vg_9>n!FMWw1q)<7!cc00-r2l=@>_I@)4Tsj_OXt>i zn4bU*wO$?oGFyWUcV>JpY$tbX4;N)GbIbOcqlXIZXmj@$KD=amj<0mn;4B_Ad+;J~ zH>Vi!uYU!_h&P2FM3E_}kj`IFQ237$KyMjN(mKm5x8$PxAq}_qMDw(zxm}RpXM=$v z2?6}>fPD~Lud<)>0H%md@UR0(kjX8T#-^^Ab?!XYkvQtsYua=jO}KidRgzbt7T2s> zf%v7UuL4gf;Vhq-pvsuTIi+*iApMB>;`A{?pwq%b%kK?_+2~(9ByNHn<;9Yx31x zn5=$-&bbz!Y^1QHyzANSZ_vgL!JvlLy=Lt^%Ze7i;>~&>MbM9ppmamX!rMxaCe0dd zTn?$3tMT>DA7&|n){Ygsd8Sxv;=XH@KVhztYI5rN_2AmfLoc^hvfDWaoR%c~ z28g&l?d8(Z!1h-{NX_M#W||%r=A0dc_x@FX$6jtuIcJ!o(-AG^f<%IlO)A7^g%)G( zpn&#p-@zMkiHu~f3DpNtyQ8FI28W2E1zzY)3Jy_t8+92Ng2=>J+s3SJgxo9QxYFzG zC|LAEtA}KX^msHm7_{bp&J#Z%MB5kObCig3IbJ8@8)Y%G#GPYS1~S#ihAtB0>>qR6A@yz3s;%4&FVx=QDyK9W`9^t&WY;F$x?HRwv4hpgAQxON|yfO1a z-PTW4K=0#%FF*I=<(-mCon8tj-p_1US#8oIK1!yBJgIOa6k>d=B6whGYYeT#sQ!Yb zplrXKjM<2rn*mQh?x*VjKKjVs5cMKa4ZqULYWY=2ap=9xzTC1)9|x`5+NgTU7Uu6y z;jD$TY9QM|q|N zunscth!vf#+*nzhh7hiaVe%Pz&#^4OB25w}wk~wN_2f?#KcqVzj+-5<65Dzz>M`Dv zTxmW3^+QLJg+aio80FYZuy9YhJ^YroytA`v@JI6qQE9@J)N^qB6HvXk=02-u=;fhL ze{)wH$y|LZDM?Q{YVBFW@ky$b$79d$vG&b85OEaF*KodjrVeL~k)QXu8vOS`Z|&z> ztNm}`j!Z;wfgr%^e~)}iOCZk>L;=(5h(Ir@fQ@mDJys48B^*C$ipbtu+3!ow5Cdt& zj}{OuWyfH8M{%Yj_{#wWqt@Tak!KYuDZr8@54-Rk*!;cyv08?0f5@RX4p=A<@ZWS( z6y`7&4DosR7^(T0VBWA=Er|d@-FfhI1$HxAdbsMKg}6_;r3F_-X0&Xb#inYZT2r%v zBsmgvNUTjvnh=^v<*HncMk9H(b67tn7n;!Bo#YM79>S~B&T~GYD!b8-q-Mo_zO676 z_9h|qsPT^*URVx=U>XnAyo2PJzOZt7rbS za~i~9Jw0wk465ma*damMoMjs}AqJ7)kwy=y2ZH9I2&8mTb_HmIGhVg_SbJ>FhL*o=wyi6p>V`Wjg7_*NFz1tx5ne(Kc=*1aP zts>*IBje1j5bQGEdAtiOEFeCHzp{`rY({lQ?_WS?ZDy-R16c%M2bNy)X7jAp1rogy z{$jnB`;enF{NdraXW<0PP>{8K2L3I%j&kHS=YFNuX+}3!8z`>#b0yDC@f67%H^;$J zEtxGRY)i%jZ}dyknCy&I2%+^qK@eYhMHljPAm#nOS9m1`c_i}A zz$FXsc2gTksnCBhwUpxJJdkewEndWm!ErD#Y@X+t2yd>b^KV{<1AK(haWLV+yOD9Q z`JONl;3biS1&DQ!TJ79ln-Anx$0>fYN^2^m4S1W};!wb4OT%g7>sVIt^|0aO3{m%f))DF?#B1jful$SA*>hT}OI+$3PyV6^5WXVviUdNYeuun?M zO?}y<$D5<}d^1^TN#7%EL@dfrR|-2KXn(~sPu z*y>0=%Ud(1d{ET>5T8yMN|+pt&nOYyXS1M?y+7b^$`nK4SsA-6*ckQ6M@e*s+mZVqZjdt!NFZh6Wa`V#wk0a6$6U!N+)g2??_(a_?10TpCFYT~!1d51OB1emv2+e^Ry>hJtp3(0_`m}K--#WP(T4lW%-^BZupsJolN z;9v+GObChPgbW3_W3j?Z!&H!fLy~wKM;{_o?>;6yADFW`$Ii&XV+{~E0^-J_Aphnv zKX`(iEF(XFC{hL+>-`r7h~*q#mF|J{2Ll9Q<5ZCof~Nk1|3DQdusH5c-1vYUOhgO< zp6tJYDWy6P4gUWHL$L7w%XSgkSO;SGrTF_Zczm%0TSCb1G>rc(wEXo~Sb3se@sc?-8lmpmyPm!05)yr&Z2Yl07ITWB)?YH1o|Oh+Jueuo)_sit zcgPZVfBeBGafx8Ga4;T&7`4wzebqLe)D67gqf4^}d$R_vL$7;GptJHg_Ff2(ZPGnxxv!GVeK(bYjslg-g3t^>)|Qsc7o_(X+7&;`}LIXtf)`sfl*WYbEVahTap<4*uCX_ zQLZt`z51llk^WSI(4pi9xVktq+2h+5!~#)+6D*W){Jjei5&K=C;FXsjk(U0992o9U_)F&emNCdSQR^d+N=zd}iA z=Rl-738^aTGk(fpWCz*O-mIC(BW~8erf7QM49Rn9{8`-NEFoIj)3$y+)0EWQ5ZbUB zIs4qDn5p+1J-c{m;Kqg5dD;@^#jpr_Qd??a_%Ma2>a9wV==EsWgeu^&l{>&Vk}gU( zqsHBJj`yaAX*6mh$z#C-l>UNUaZb*ks_p$Cyi0p$O=`EZmmNw!vcb>kK=!j6J@$sd zD+tG$MF?4I4(jDQ&vieQ{_PL9;3RYsx1E&O0ZLT* zTKlZ`E5I8#IFqr^j{$+=O^T{{8NxQ{9RtbP7%gm1RWg{FE5hM5Q3re1OS8h`Fa%81 z9UKPih#Gg@8tbl{^o9l22Z%))PjBnzes;!-N?9^k2RO;QgsGlE#D+|NMk=z6mKY=! z@lJnhiFm)ss$uPHZVtdCTjQK{oNvyi+R#Cx=DyfBU+hZ{N;z}ZaOo;TyO@7E64kb% zKKQJsTU-^CYnmub_PwfLRrgiBaou4gAjeO6^*%W$yaRVKSWNemkIUA1=T)2kdfZau zY%$T;=xDo?83Cavq)Z82)Wnva#k3@!<^G02D3h~VG2L8c&l`(T)hk?`?!-9a*-4KK z>5=P}8ICqJ@1GHbu1VGGDJAI~!%QB+fAHjl3IQ{>2Y&7&zD?!;u4C^}`g*`yR~8s%48j>+za z>wqhRy%mf7(HyPI4fhHPcdF_hWZ)m6oy|3mL4q|8t^g&-*qoS5hR9-jC4R}s4)QB` zOinb}Je60SYXU)~qV6*Qb7=fbej$EszhO2ndyWI_^cgJpdE3a3!e%_=( zjCK`ndv&kirB!~I01J~Ntmh(>-u2ukusOVe9au@{q4O6YQm9262nU`Cig5{g3@vU0 zRiLZ~hfpfPL(eZkl>Ex-b)o#6d~Up)d3omj;mF*d!~EJ!@2;(P zcWqc{I8YKz5i}`KQFuGBNC00wkgWcv$-FJluD@0l&v z$Ljc-Bymqp4plK_mOWf!85teAcbyiV|2oFG|L5sf2blF<4aNnR3vw?i6d`DSUV1R2 z=Az1Jec6mPrSh%(Yz1D85w{4@L;O&_>L17o5KPC$NBd zPcls-np5k@Bq3IQqR3y9&1O?#CG0iBC+$BF;zAjO=M&i$+8yZ)_sS6zdUU<7ysud> zw&>j6L*e)$eDeH6M;DoV;`7mCGx%i550c;!JMl~3k8f`Ek9IS4cv-J!O0l?8O1Fc& z10kBnT4jtEmWcXG_~kfgojU~E*Uz8?V^Uh--Qgod(pI?gx zILgP;$$T@-B9coz(xvtK8mY_Qd>hAsT25jM2D%vfUF+=JwGJ#!1hq6mXU9MfV8KE& zJlqbffg)6ec_9H2Svaxb&Sro-a7`i?w!x1wP5^wUxq4iZi#U5#STHqIv zo&81PD~&TPyJO0Ox;^+!-x>2+B-_ga{#b7fS;n7s)%mIq)0R%)T@dcuuSBnnuPeA` znp;|2<=0XQiiqI$J&OnFw`dhU>|#E&l}FU((wZAHdg7po5;t{SmEmCm8KNDHuB>05 zBip&289?;ry>b)xjTZE&v}d?jD5!+KaYNRhVHax1DPakglNvi<*yFgjCK+84Ms!Br zoI8Iit+SY)$XHx7A=)~ktEXG(?!WB%#wfi<1Wcu9(ZBN8PUw`{TWUOcDoa1Ts+kHk-j3mCi)VV&g9 z&vrb9eU|bUlHEsuo4&I=crPXs|5r>Y!;%>o4EiFoZZrVIls@(#0SOt8JWka|R?RMh zAnt(o(IIFbvnXiR7Bkc&WO60jOmdm9aqrW}3&^M=y*Wxco&6$5>H%udUhz7-u{XQn z`n(IodmPV(WL}hfjF3^hcSbEM3;F1F@|J)-rB<1Q`6p^gHlE%ZUy;O+LhtP3%&O zk-Aw-K=ae+WPx_l-ee;zo&=96djal?;bzc^}4DH*VJ-Xfr&3flm-&ayw zt8m>J!Y%hLjuCRKx0-Q#$fY=X#s)dPJz2{In$n%*|mxiyE<$ez~ki=2k0h5cnkch5Iq+{a(DCahA+ zE9ClX|E_z|(*~t^2mZpT&MC%ZTx)K_ANJjs{PNaW8kcyDCptFq$X*e%7-jr6KYf}T zU@@lC zlH2hu9Fd?O^C^w_b}H>fkbZ|!zdh$j*q69W%EU*{3j|6x_ZIEBmr?6k8`t1whyx9-tsbg@=D_2Ji zSc|X6A5DfAyNhaaK^*P+BIXhOHTm7rof|}mduAB6XxcMx&m--j&h5X$S_K|LQ{L>D)Namt|k!AM3M@P5W-ROW; z^n+&Muc3^nU}}_X1X+vU{sMMX%!-TZAFHeR&;-ozW@^`{B(H>_b<260^2BL-b*r1V4gHq} zc<=m|VxKz((U;IL(zT-YgvE(Ed3^Cb98!n)m^C;!6>Y!h=2X4O`vV>8G|CBASH;E}L9-y(t@85ms6!p{BmUlQCth zX_&-eak+iB?qkd)#l_n4=C6GqViuD_OwZh0c3&T&dL2qSh4aj@5AHVYMU00Wycc$Z z@G4Nc-_9ZW#I%7fDZ0FFbCQboBx=tS^d(;GMx@&6>=f}D>Xh!A4hf*9Z{-~Csv6`?)0rMQ;$TE)*>Q<9Lr~o@diHR3nhE#jNyuL)`ARL>qRl@p^iLUH z5%FVYnqH*HF=;qO=5T;JSk~P`LC^|tHHuh8*c5LJXawU8uDRQuT0JXCf(n$`4OH=k zSS($mg+Km;dc|H8iG7LZ(cY=myXZ${yddCoIGCovz0q0EblubLY27yYQRyTuT>SBn zZZEf`K&4q&wxyb>v1RTn^V!|n85ghoQ$a5duN&;5luPW~maKK4Gr|&4;V{VWdedES z*Zbh_;12ZA@TJ{LC-b|5G+t=>4iMv241-D`L)foCDD_JTjUkf=D8Ug65a^k`sKdXN z=aCXv;sxsS(4!LgVnth^hQ19L#32Fs|K~>r2|yW4w1Coz@X@fx!OXdPoTsqP-Ion} zoV!DQ>c5O`|y%bsy*O=9{vF35&v3~{Oi)>SiDy$9nL%<>!GVD3Q&J-G!iJ< zCk5r>083H2TY-N*kIX2OF1Kev#;7x=w{grbjuu!#SEVLAvV>H5Fo zZOVs+c7_&~Ee~px3rNsX&PJ`vOhQR%?o>RjJ(7&zMza($}Hedb9-u?egM`*t%_~5R&yk1 zw~vz&S5M6R!5ju(V5A@BieuB=!z(GkhqRThYWYkT*qRS%K-LrBGuJGCq5%!;fN=Cx{`G71ek;!QE-fxl048GIn%SybY)Ym6O;c4U)8+o8NO$t`&7; zHUzVQYPVsBqD~J&HqHK^{(b(Oi?)`CCf>aicyk~2^ZeX1mj;_*1LiY<&6||^dDoJG z#RgPYTaj(d)v{{%>d{MOX~=Nq-o0a&{&Y(&2Qybuu~*i@BbptZzSCl5r5`-(1erYN zUV774kW?>L8oR&w`WUD2$MAWVY#Iu0ea>NhhbH2OVec7-Z8FsSj0J8tWN&PZ`lt^s z(w3zMQ0LbbLKi{l9U^7AzI4Y3C#$4Aa!GtgdH zsSz5WRoyP2M2U(&%ZtUaWR3cveI@BNbl|Cx7^_QFP6}ed>=+^-*Cwc#emmx3c7bX- zHSxYlfg92_5O1tV%zAz z&|bWovVT)5Sn4Kd)EPDw?tpF5UvMfGfK$c8{EW(8;0Q*ji#% z8XcLZWZcRomYM3gtzsMM$f%ny2E({ZIiy*mgA>{8Vd}W?~Ri8VvS#MeIR)y3grZlML6Pb5nsC7F1==ss& zVwb}dpWAlWH#l!>PaO3{Nz0P8sBv%e$51y=is-S+>l3!yHP2h z&a%r5>$Q%|G1R2PG{b)~M_iXjh>6-2s={kqhNj!vldgUYg?MN>KBlB^qflY>%^0MSlR&#}p@aC~fk@)m;R*M) z0Eu^HX6Sr-L_ML)b>HhE=ShM6VB87%ZVQi0*HtZK!v^!`K5F5TbqRyFG|%p-&xf0y zGz*`x#%>2LIiPf8P^vE9+as`hN^t@QdHZ&yS}aEjlF}r`hv~NP@GCy)&yk7U4AaIY zRIQ*Ynu*mtEW3rdpu=(g0a8J#-s#gll=t)0oV@q}sm2&m#%PfNshz0x*yiX42#1KT zkPr8e5{!L*a6Lqt+VkDCumMibNtTvYPvBpQ?n@i8-+!V zu{!pfkd~a{$4hvJWwuHw2_4on7i_wRq1vK3+csAk5u;=X3YNW`?0CHn&K08*jcd{T z6->-h3xh+{@Dg5nX_kkMwoxn3u`0$kB|iT#6EO+1Gh9DtZ%C;2SDSk>Abz^b$naYb+N zp%(3+`vNHY_lY<;t3wry98x=*=0|}4e25{4ev4H6R5`#Z@qt1E8MyS_f`#x0u$t_K zavp&wq4ftKR4DBNXhXvqRv48d`%dQWzP1dPi47D*RdM)FF?oM6WTfv7j8yq>QUaVC z8BNa}-~-88v0z^QW>f3F%1ak8_uCvdYZM)fx|dX=8hhD`vBWd>imeXFP0|A`vMx zVUj;JWnwDD!`uydL^==Q8A&3X)clgPT82d+3q4C?@)w&<)}8k$HkJ?Gp)>YOKx|N^ zKZ&U6 zy|<*TYY5(y1_n${hXe_03P_!EyX+A<+d3V3=qj}0Lih!9Dqb9Zwk1%1GY-E-X0I63 z4fTOK$_K_@zwNu>ZzE&h5V`oj$A`RP?c#MOI;}F07WJuMEb4w^v3OOaXxR9y%d*ug zZd45JdhhU)g;my@_xHV>mY1i!9gHIfcjIK8?d{u@>`%IO*t2sd!kBW1)CXMfEIL_u||q}MF! zdzwO*{?G#iA7>%o{0igMy4fSN$~a{V@D2QZ%8bCQBs&at9<}$8Y{ILD!uS@F_IyBm zuv&NOyW1YUMs2)jK>MFW~I#TZU7?AAsAIIs+`tDOq z1Y$lIsZ}lb6xW@5?mLY2+`=c_l~gQbrBU2zT!A~JbZ!`e@3!~zDk%@00P+iz074!3UwECj=w$Q(Q$#H(V#dT@5Fq9Jr!M_)VkHf+ssu_El{H`0ai zHEDnR1e2ggmqQasYL0Ys$6xw>*9Qyj?Yb)sM z3nmT&+P+Y0BX)5SdUe|VbCp89G-c7BIcUe+nF>r$>Uh*s5bCM2NJHFk89Pt-(LpO& zFRRZOm&h;zku-n&32{Ag#w9Q&{{gM$0l%n2VB~{(K!Q-;70^fcd(iD3kN`Xb)OZy{ zdM|iDsTk-V46t7EC$L(uyZhWPV72l$umXgve}$Ek7b>DSSP4X1>LX&M^c)<2g_U81 zAPcfdjG}PTI#S+E0*Cea=rWUNngE&)HaPL=;7T=AWX65B-ODPFPFca8U6;e!BmHWhpJv8RJYJ_a-?xg^r_b6Z$~>Bhp)$(? zeQ4fM5_^z0^hV3Ma!)13R4ASWSogpBp%~g5(NAawu8r+JH+8hi;nYn?Y)goJ74s#{ zY`5;r=JCVvhn{Bhm*LXu?d`eWJcgv#D<>Zd;H0+B@AMZiI`vEORR{;j*ceC;K%BP# zzfSfcvLqYxqgO!pm;=etOfgRTh|dI79Zct(-{(RViSprt#($4ETHO4R(LA}Na%h`5 zQ(+(!!ybyD^;sbykaTJ8H0Z!7(VHkG(PJJxSbW0@+8M*V*;)%V}Rw*jP^$ z8{TR8@Z%P~Tz500fm!5aX_pu?>BH)m!16==CQUIpKRHFRps_Ap_prVdQG1@n?C|&E(^{k#mvgi8RiKq z(6sO{XNoNAjb_eO9WEvn#d>=A70h!QrN5-u!t05Pa~k3q(4WfqjR%~1QLb;QHg_yOgk|7s=>!=I-98 zvOsbDHhL=6PmRupsr9czVm8nlPel!PQ@wU+nGpr)vhc9v6eVBDQi`(DirH;;uV0+w zS6)DtZPpjFKTPbeKRcdo7*<<)YN8l0Pf!GZ-6XA{4cMbLBPs<)Vdb+P< z$|J0@M7Xs0iAEV)t+cF56vj%A!jFn-XJcqjMV6z$k=qou^@%L3tkVzEzM*aUqM8fj zhK}jyDOR5+jje>6a!h#(N|YeZ0EDVV)9VH@TXEUM0-+!Y2Yl^3s7@OSODL=FyIQ%N zz3jmljB{HMciCS_*p&N$d?PN&^Xz>=%cI6G^R9azUbctV)lL#Tr1?}k!l1fHM$<07 zr}Z)3UsyTlGdk*k!boGY?!0>YW>a1J68gi7fCjcwN-GCqigwitI@KL%$P>(lkofoW z5LzL6-^kejk1NbIB=XnWr4g>0#-y{YTt;c_9(;&n>F_U=yPES>?dQF};@A5#Ob3sv z^#mI|-l3kv)Tl~6CsZbR_ClJe?X}<1y}&b0PA~?U>xeFMLEjWJuFW*@8eH$*d*j%3UOYZE0enYe-PAT z1OneIfb>YgaL->qLW1Gol+d(bA?O+F zIlsn1$2sgAgapd555jwTfQZ6q^k8)yzL1;(&Jhs@aR&WUtPu$@Wu6TIP+aj&&6kb_ z4`)PZ3@FzBiJ3Olp;7ywC;0zHJ1GCA9sheD_@8Yc3;w@^){pPl&mH9ZBOu23ZJzdz zK$h{B!0Ml|(*q#V{@0cEmx}7&*3*9hO24KSI{bf`FJKi1|E*6v!2g#w<1+w`UDFP;-I2DpNa|}5V{;CjWKJ~7F_6_B{K%;D4Ua%xm;Hx}5&g>!{ zWot`Xb;q+HqUpD~EMR!zPI*-cx{wePoMsxDj6ikV^>j&zw$=K%h#;KO&qwb$06A~} zr8C5e&hbg66b&LCFOBra2vI3@ntgFv=W`awYUd%>o1>%S^Oj{jGn*IlLubqK#ydK` zPfI)L@oHqAAkDJlwurRgaSmZ2w^&R))s97K1a+Uv*cjVTi$Vs>6(f}*dcVsnGHyX1fGT*U@_sUC+n5e4+Si@f@$j zA!LIyHlL}QeX(puwXL~}FlVpanx8E1f~yRp@7pGjKi5a)h9Y2XgmfErGdgCdH|u_WjB z9M^~X3uP+&SaaB^Yb)=*YrtoV4YD`TCP=>#7*sNBbtW+IY1WP0z;qj*>#4%}G%^Ct#x z2)RXcpRoAr@IFzqdzxy8n!o8uid0Zok2a?2zV+~o`RpED-;drmn~K8*14ULG>)MwE zt4RSIpL2Gfn6S)Bm+V|sm_6uxjaUmz8b9ww1n4h~69A9) zvtdJm5_)zD!h)p!#z#MZ{L#CGSxr|Qr?8eu%R3}+bdHF)@`yofH6Z2VKnIUS>FAJ% zoU3P`IBMmFX}Hm#%I0!3_!H z92$V-TVTp`83}F8QgEY7&UqPc*}d;mJNs2Zhe0mx-Trm`BpZqR1*-6BXW%y(90NAg ztn7@XpP>gbG7In%PqP{wJvt{=)139EF2O06$5ypoW@Z{bH1|!fObxuhtC`ey1g#xI z+_UwM-%04$tv|ca+a#AM6P^)G9ve^WK(sFr=ETbvUARC!V1EC-Mg6P7X>5pI^$JEdJ?YEC;1V7S~&gyxYaRl|@6 zMKFz?Uz`JuPUyZTCdUH!bt&0N3vRmR0z~91{V9Q7(1c7_|NQ+M#N< z(gZ*2bS^<-Y@2M#-O5t5xp`WlfVw@TAR{;z5kVq^aHG$mX=CP#ynT(q{6+>1sP796 z+f)5eIWah%EPVns#UCRUKK-uF7Ct>?L^ZhNDgJ%K$|TL8j8K1TOv$h6J2e!=a!2 z5%{sH6Zt}j>U$-B!z>!Z#v>NJ$*e{ar4Dkv;0`j z_!TQLPFr;q-)|4?X+9TczQ;fHP_@Q1!{}$kJ7lxB8K`^S)gH|gb>_EvhTe~^ZXE9C zkJ-1c%0}O_Tuhw2JrU@~;B)mNwK+y`XBi6jR;~)zxy23bN_yLvw85%%ty_vx;bROL z3-}sHe4OAYc)>4?=#S1H(qS$|mQ2R$sLf;UHYmbm1ZQx=oH%Qf!4{wi*6jIO(u{>@ z7L)M0ZUvkl`?6eGqZ_v@q-}rlJF7Mg9wp7gazNV@$G05aRWriRK(_o^Cb><<_YIv) z>h~CD8ve{mMfPqYe%i2*;-fm0?@@5nVP4+1?|cvnJZ)f!um4a#oijpxZULI~xAZBt z4rZFzA*!bPjF@GHK2Y2TE5Po#XTgt}^nef}>xk?DVoPM#Z);}vkzARp`2+;`)E)Ok z2L@FD(<8-2H#FqD*PXUq%d`F~mW^rA``mx@Vhk z)3Kz|(pLAe+9Xfd4~z(_iFnzZ=j8{WIvwM4CKP{vr5RHp$9<9yWRoOGK8=FUQd3gG zd%O5hbtL4<@y+9JL?z%~`jl#&0>URlFoXTr?h_xAN3;_$#}Ip!Mr@%oNIK%tSK~Rv zb1{RF>qwD7Y#-imwkiMG`kLefZCzVR`!ylMO@-Y|KVu}1=kZOaxSo#yh!pK3FiP~J zsw*wiTPyo?Q-pqKHQH1ro;y@_zM;f3 z=fqL3QN(`qST1E+j3fU+iPTk*9mhV$n;q%{FC%|C*2SvK%go3fbl+ZkQ@GQE_ zy?^ST;z7UkPYi~Nlt5fB3|nOX#7S2vunSPb(D3!&FzF#|>l>tmKiu&ozoFKJaPo<*99afoGq1V>mt7Gbk{-FBEN%=HO{5r7V90B*YPbw4 zAuevC^IQa|EWO~s&SUp>7jo;>SF@V4_ts^M&Wf&FX;F%f-uCKYCSE9Hm-GXho`6pS z=kxFK1|L`q5_%&eD21x1&KB`PliNxCtK^Vwy|fTIZm11O20`(gvGetAEF0{hy-~fy zE1r5?%TJxmJd2fC<&})(yTLJEC`V@@%d-V-gT>P~&HYMtAU2LUmA+@98DlKwT}_UZTBnKkrCtR{G2;P{_vx!=J+EzEnOJ;o{v!R^r=8Uja@YYO( zMr{FKwchU{$B`YAc(e}}fxEBjKsbnqoD=UUIc{`_9Gm#% zfWVg+9kvCbEgGP?ZYvN);cGDAIR9E?{~RZ`lfMR<3<`J_-tw0cY69+WB@|Gp`%Vc3 zdM={~%*J;mmj1v?VE8A{C{!>#gz-0C+Ws3a$)l6nNHj}6izcW@CqTm0?e_2?ASXxI zpg|_H`r%hpNr{u)szyE?mgE|}*qIr=wt*ut(%dYTKTpG_)hvc1_Avw)V|CkE60Fsp zExR}U!l#g3k6i|p^{w~G&y-^V!j5E6DQOtRj4#XbJ0KsjvLZr1tW9qneIHjZ^0k`l z?ta*;6-~wG|Cnkw-Vc=49cD_d9MS$lQgY>ESGDu@cgm%UxDNY*)}O#o3KZLv5+Uu#<)-|0!ejfQQ28la`I@%|_RvMwy$;<0|O5 zg}58-XeQ+1M~7(e7kl^hU64u4cQU(bY5+0yE7mdUlq@t0d)ZQZU!6>`RJi(#pMR~D zeWe`37Q6Z>WO{?vl-#?wJoZDC!gI+ANnLK%W|?n-G0n7l%5)q4)O^^^4)E@^7NRbQ zDJW^JGi1RIm@GzV&Bp043tp!+}qeP53)a||##gkL=p2&V}49fwb9 zzPR?|c;GfT{o!9py>1V5ovH`2{CX6bH)er1`BcEhqR#p3l_MeCXFK|Q)B-y);x ze8Z=&W+g>RS0i1O%TWYXb}Fb5?8pt@{HpQUbt95!b4%?FpUP$6Bf^qCXz@#*zNmgL z**GpaR%-6{zA|NAhQOae*oW?EKM1^g$BN7rRt<`BEN6DhY9vSFdgFfF0!a={_MZhy z0cXR1@C7hp-hToKE{;3e*-(^@v=-deA=_fm#~}}2H5_8Q8m_Y!>@k?!i@O;5_{sp7{Wi@8~j}+?nv_k@f z|NlCx+*KF--(d33PD07`hm`4G+L!|$?QZ{#cc(0ax!8cw$DmD=U|Lvc(18Glcb8Zc zUvC`;WZo*Nu}~jpWy+uiqtR5jxVycZJvDPdA8&rvT-BB-7Ll>7oPxkU^Hz5%-v}2K z2nr-6UgR=?;ZX%cByjSnvP0g}Fx~Xk+YeDmUZO4sG4?z6`}Faj(zeNL__>hDV#yAL zB*(LhytR|1yOf47976kl9=utP>E56Iksn?Y+H$lUaYf(!Azoq;VHU}=gs$r>;8{i< zryicv7(>id?4p-Zon6||_qYAaxskP*>(lS{pBgXf)M}F*qECn)*h3$=Z_L(>dcC*Y|tt zfU_p&y-EEffqo>K1;hkY%qj_aL<1D5Hj$uBg92$2Ql~8u7o=~g+s@S_v?o((XF(y^ zVj$K>5QKhs2x0|=Kvv}^+cLB{wUx705uD3y&Ba>jh{tf7C%DNGCL5R`K5*BLU%~bd zOIixj(YQ4jPDshcQK>NVEa%!hNBhOK`f=_2xbyt*%7|0-Q#<6hbj7WUa_pN+Y8pIe z(I|a%PxU16tK=MTvapD2pau!`b(08V`)po3N5hAk5S^eg*VT~4gwfVbr(p+B=}Mo9 zn6>^_Y1x)VyIBYbLmKaba_Kfj?e=8JIA(BYM=w3~WwhkRtr z>&vd#kd<|n{mIgWYU|Iw=H-f6@hiPkBh7)0o`8D;o|9P%m38J7_5FInxC5TcrWN4& zY2oKzzhE2xfLFGUnRa!MXuGA18zD_0Tbq8eigM$K2!YG?#RNiO_?NK$j!^%f{*E;V z>+koV2Kc~~N(;5d2OrAWhw#P2_RQad|7+GVE+?>UXTJtx+3DfRs8$#wz-{?!06sAA z>US6aCG>#Vp@G2?&;kN56Fd$qA&D5eNdWGZo;4!Q7+&iW0UY3+|)ZY;s33lZc90s@xCV7}RRoMgYG+H5!3K|gnLNB_ry|z5kv-YUtfoSM6cW*$dScjzyIV*7GmI`5(>(yHVCWF_leH^kT}0HGUW&t z#6V2O=z73lU;@bL&c_b9PeS6SLqd-4Hx3sgLX8k1^I<*AR3N;Njo4c2bH56OqUfZExvJ_6c@pewck=YolYv-XICefuN*Y zZpx45U1scekv)$NqiZFwoBt{3UD*ki_DC6~M=R?)49h8( z!nbAif>S{i+=coq+XR>%qv#pfdp>zqYT=q3%|Dw*mWM8{Wvf;Bp^1WOE?>|H7dnvK zYHsAvsB#6!*Im%guuX#xxV#>#S3wwrTR{9b6pQAqt&Jf4^i51Jo@G%rLbrlXS@v7^ zH9sS=x7nKHe%W(aO379?Nc!>73#WML{5&5x&=D3l20`iGFX19XhR3VY#BQ7_BY zZs(2v*VmCnHFX7(Kv)uaEJ2_cfdB#_5Xvs=K|#zx5DK-03Iah2$dX1Dfz$*LWzn() zeTW+#!BSZ*ON16sw6sSon{0wa!Y&13D}rp&_g?VWdP=`Cci!APIWza(nR)NdTw8aK z{qb&5RpjQ0!r{k+-m7J?*{gL8%En2dGU-W0Sx@R~583arT{yGuatNr)(GE!uAIm7U zw7M;Jmz}~>yP`8D{>OnE8CogkwND3d1p_m1ap(;9FG4Q@l z7>E>CX>%t~NJm_|Z=UH&rz)lK$|jnxbe9B3Qm|guG`ZofxKJ!9$a1_tPT%{{KJ9dx zeC{AQ)A7**Ky#-PJ=asbL@Ki-T6jn`qPwz{HOYF>FwLIsw6lCzmdhW=Gs~L+^W|TH z)OYcDc{I)&z)h*@7?G0YF6)++<#(mgghKPoqxm}L-?!J3F1~TM$2)cEaVz)v{b;YA zpWPRHC z)R;PqeH~e_ZmUCY8QQSW9Pkr6cuH07<@G*^Ma4Ca0qvW`iTbbl`4LOh`0*Fmc1;`I z=bU}l&LyxP#J<)|`$5+3!Fj^vS3O-*oq~sq6TE|0D}RaVUNO;Z>X|>UI~=m$F=NMw zDGxG*Gl1YklQAeI=xw%cj;vEFOEba#eru$CdB0$1fYY4gJwaq&sZpoTJZTP78ei`& z@Z_Y@7@Q)TGe-E?fQ&a<@oFkXE7h+H%lZYBBGwbt(*@{UKKntH-5tj6YKHp#Gr8`u z=;q}jqrWUiBm2$cW%83&^`R58falL$3Q>U3D!Er-xTw zis}|NG$!&f*0c4~z7N|Npg?0kmdY^()e882QOUbzzOdaj`*J1LsB@su<{;^>F#B4n z1%3d{S|A>YcoSwcxRmiCx*2Ct{UVt!Z5*{^c&$w;V5DPUv3{+o^so>lMoA=xtSNB( zi;t!x+oUaYqV2e=wUtv}`itcZ_XnOuhx&5-1?C>8BOZ>t9pK752FxZdakRSD%#V%7 zSg+ya9N5=tPD^_7<4!-#E;|G$+sG20Hp_n3M_df}GO$l3#k%X;uYyK~qdEqcsNsEz zNmE)nRSBh&3r(|;EcGvJP(2GIMsH>2mkNocH1cr0`yvg00rm!!%% zcuF0x*v`4sA^e{eMhehwV@Z(;75`@pkZyYn_5d1!5uVGY?rGOrQ$; z=RfvG{3dnxrr=zPUu-WCrx z!-~G>?{DYl26XkXY=y6h%kNhCLh*dF<7l!J59KTvbL5g5(iB$8!&Fx$t<&gbm+QO( zwIrPzIZ)+=P(<42VoIxf?zt*}M; zbL6>OF+*KG7e+|y5oU&p^Hfnbn*xf#t(6^ zBkt+A#k~nH*Y`XNTr?6GKFa1YukJ!GmN#_G9)Y2;v`% zKSdA}_z!A%fzQZ*w%D|E>?M6b5B>!y`hWuhMCk)G7~p<}F$3rI0UXlkz?gsr6j1}T zq5%65S~g{?6Lhn?Jwn$e?gF|RY|;4`AlNvt&;W3P9>;-#Er9!6!WycQa~75;%9aT~ zVi*F>cnCl$YQxpEnb6U!QA0ot>4>HR&M?4TfG#+^Kt&kDftRU(E7Awfc7k6BBui^? zjd04KzLAK6n~mEGGTt}j@OnE@JJw*PWOGD~4zM`Lro09t;MER&*l$JzWC4{SKpn?^ d?i>~oEFBsa9Ya0IV8lRE00meCoifiy{S6;_7!v>h delta 258779 zcma&O2Rv2(|2XbmGK-|5%#u`gGRiDPb|oWwBxNRho}^L=Fck4x|ot0DFHq3@(TMNDyn-_WF$4$ zJVo7?_k;w&e_Zo4TB)dZjgc9E*G=%EqGCSTu#=w2jzTI=CWXD=XXZJ%i#*&Srze3# zLg3X0UN@;AY;t7sSIU3HM=C?;sX_cmO^ECtu@E*8Ujv^{-TQk@h?$PQOj-7)vl50NMHY= z`{fK6vjDU7-+rX^0ZBkrsjDfZG|uTDX%N%UZ&Hehu&V;hXSR|3vXW*?;x0ZHG8y~f z-(&}vBLA}T6OGm%ZJ`{XC_^eLnhJ`@U1yfbw0x(2({6e7#;(7-N>9!d(5t&Nw`kID zkZF!Z{iZn(sY6Tl%vIQ_2QuyZd%tL{ zn7|y?Xe|z6dIhBn4l<{04XXF1QwA`J{g4yI&)HHTlzFiO{aXVD_Mxr8G{@VmLD=Eh zEmCjptpUvU07Rhp3E#e56w)Mt>y!a(n5?3L3DRL!77Wkh4A|X_#XsEm)?XMKXRIK(lk!qaM=iV4y z-0gMytrI;f>r$Uy{#Ab3;3ukYRoKEFs)}7WH}o;%_)&>9X>QKMIY`OXS9Y6(9dP=dwjqlshPd+S!-^3^aoYfyld`EqCJAN zt?_`NnC8lHqj|pqV^gWH_P#Mq)xB_4)BB^UpJ?7JzA`b!Buc5HCnh{Q!xikV4J(v6 zWVTF|JU+$>xlnLiT=JeT8?S@;Ei(If2M4mH_=I^jVp>chs;nobVF2c9_NH6I-&!DX=@HcJN8NSiml zZ9FhRu)l)@!Iozp;A1i0>^t3$+38x$)?DwD3lB0S{;-1k7R_)Ab8OJHM~od&W_ok( zRP^Z|c1#c!&6Tzu^sdAQbaw1_?e~e3#8&noF1xma>kdE;7cC>DaY~ZwE$}YPl>@>F z_)r;Z(W^kI7-_-an67xy;`PDvG$KQnJI`XXVB+`2U(RffO3u_^&dw-c zSPf1XG54+4KNDxl3kDp|GCiw0)liy^Uju5MHV>y45+<`BmM#?Cc z5{;5Ir?V3M)<*fm8sftU*2321_Tl!Yb2Wu5hx=SQ_Oyi<2F%{&b9_`2rpl`{SEy4Q zu1~Te72+&3n!LhS_7L$u;nhXU9fOH;Ge@J{qZBwV#`l(@zP|jZedFAO)ty9d{xB&Z z-`=#h;*IO2Nui1N-Z!d`neP{SGSlcbabxMZx3Ro{>V&%M<%ixExb{apQ~TI3abzjg zTX{rq^_hb8iAC0`kJ5d9pC3#g0Un|mPVnsKHD)p99bzd_x{dfke2rC}3GQGL**!(w z!V)ER0=T01dh^2i<7E~kox9SPfb%#yq#)pq_!5xz2Aj>3ioZXOTr&zm`?=kq-Gc&e$T- z5OK8uwR_#vRMO-E0aF4|GC*>g&^Jpr7+#BvvCA2_w_x(wo2JBrJI{Ux ziz&`YBmISznF>oHqjhAu{e|{U7S?_k)b!4~Z(Fz&Vec=3!Z?fF-v8owhAgLK5GKJ1 z;VEV+{abp)WHGKHcppU_iZfbWiyyT@SSbLCCL;mGFGuMA0-#^O@SLE`di20vwlvVi z)XMo37lTVO6%{cSCc*^~0l;!L+)tISOzjOpCv_H>_3Jn3Zc^X4Dsb(|l`KZzC@OV^ zu@dK3$91ax9R+nJWII@nJv`Nz_4MM^uWzn&J?uJUptUCP=DG7DW%~LTt`YZdkfgxZ#g8-l(pzP{eGkR^nq!O0hk7tT3nYLuYzAJAiv(9n4pt{ z_aNoyjgnr@MFD6fKg@Z|x+yHCd2)kf**&O~%=6Q?{DVsOU_{_#S^=R$x8_hNR}GHn zXF-?_L9OAhnxJQaw6rG0wJ}#xyjrGY_s=?@5x2TNL;TLm>rYfeEUz^Jq$;I~pGla_ zY`o&KkHxKW^OdxabYEPRzDdEm!|{DWnmOr@wHB(&{LQb4NZm9RD-c0czcsf1TrxCt z&x8WvWbALVFdAB8ic?Bi$HrN-ZCX!v+7eBtJ8uyI$7zd>&DJ=j$aTp$rKI)lIHl-y zy*S_`R?If=2$m@hkid%FB0g$EyjYKnQ;J((Z|k%p3S}b_@tWDXZ;949fvz1WLKK5@oEsR&sX+HW@~3)2x<%d z7z;oT^G&%Wy-jRtEnOaUZ{(h0>$*sPu_}SL988Y+{A~T z1&D#h#M&XIv&0MGGnn!zOx2BWyC&hzR>B9-nYAg;H&aCGO4LB&q+58W=6*->1apSC z@6T*&-{xxLJdSk*FhSuOHl`E^vQn4wd^g3j)Im%MDCsz+eO zGbf#g9K-}KW8!o?T+{5DOQ!MsRWOFNu9;IV@3Q|!%99g8lx8emgY^t&$M{AaKAl%k zAOZxam-f84Q&U;CIsM8$`$#u_XlS`V=DOydxIRvYRu|#y7&2nM2;f0M46t=tr(_PG zwb1I&YO$3&AR|OAC3k8|$~MyldatQutTdKRiHTCk`}<-nwlWH2gn)yHPf&-AOag5| zmV2EK+|5m0A0PioUCs!lDQAr5{T{Mu5M)-mimir|9r8%av;DNiwf+pT$6BjzC{D6q zj03(4wEC-?C783seTQ!Wnd83OQed_FP7eyjtiOUw2T0v4G8DlIcsTj;-z?(Xf{ENL z>KCTKByScaY{3*j*cP79%_0-EIFosFkAMdZo-uj{ulo6>3zw~PcDWv`$80{{H*+rG zNF-3>6IGc$s$+J|E8Af{DZ}NF)@t9?=@?%*4|QaEezsSWvK-wL#(pirJme=|Whs^XztC zpHA6qbwJ@4%lnn^8qZ;>UwIwl6%~?JFv25~KUYQE?Gkfb><9z|p%*!!rxY;N>;Pat zTMQ{F5F;%R#Kn|_rB{poa99ux1|3;Orw}e89A( z#HUoK`%&FqDAorz@YSE)?+yNJ@qDSF#(`x)NKhBeba{7(qN|U{W~>jYe<*_*5(L!K zxGOdK>qz-5dh3~KTMhOI@`=By^LMXcX$g52$Xk+i_kLY7Yb;E<+(R>~;Gnr_bwOF{ z$Z;sNfuT*8YcZgd#r{ZchK?#47M-@2-mgewcZk$eS0~yl_P9~=7$^x#ZY&& zu1+>BI7RW(EJi4g=oXftnr)U%ZtD!sj9=mft&3NdM|~PvF(l>^MCAe4x&gK^7h?t* zL_fRwdfjpA{EESSW}Lbh+g=V;<#LuuOp~UbwxfOEK=t6tAPYCMM4~dOTC8=D zW%ayRj9@wqjn0EQ|Fm{EIv}|(*-$FU>PA!OoAb|)@9m#TEZMY6#%ZrCTV$tPP`2cN z5EL5kl`SVEqxcX`@xY|{v*A~9M?pEMD3*4+JVO4es>pSzl@0hkD3qW6lK z@sndNO0ooMq*CNJXOr6fMh$B|w|3*(M4H(rgfksCPPHMDo^yV1MtAG&J6TB@J)5Snc zPCy2d7&XCXn6d{;0+ZvvdbG&!IjiC0>^V5gk8 zJIJ?I8&f|(CxTNoBzfJfS&h11cLnNeru@ifW{q$&Y^CtVPP3$_5}GuATLS;0mZq>C@9c7rcVgJ5%f<#CxhBOW{jjjgrIeM|Jd2 ztWCRLd@d;=X|>^Yj-L>aqe^CqUTH1E#rOSi$0+H3L*%UQg#^8(`H8cA?V_DsSw`a4IC8jTanj7#pI`icv&2-2x zx;DPJ+Rl6+-s@Mbe_Vjx`?_rD?L1hpzmgm8p`^hA#p$LdyReyK=UPIWcpJJjOd~NV zGLj<+_lfz2JUxe|ov_x^IjnnS)uHf|qo|X@3HSq3UBtx0Do4bhDc9(<_o&@}p=ox#0{22M-iA@YYiU4GR1&z^(? zjnmA#wSTaY!wnYUOg7EZO;~w7#b=oXQfGMkR?4pXrQ)A0n-@4e`eic26E&y-$x#-(pneo|o|L|qxDw|_Yy zd(x`6XX%8PfzmTBKJgdI-$Tj}#F&{6FimV~Ozv<*4p`0Fsl-}SqNGJ?bw(gkcWDt= zA9#UD~S=`lq?v|MHIXwN%Q5Qh$^SnqPcn@CbRs2ZjQcPD8%(<8v= z6}c1%3(yvun9$3mVyE7&$V8t2+odwJxDw%CYdG#wY_on~O*Q^Vt>lFfUM+2g zh@v9C1lJK*V}YuGnm9jE6Ldg2fpMz4R+Sfu)3o$cqD%RFuV^`Cc^T>2uE$Eh`$#HI zz~H0#0DRb~-k0Z%t=YA}?;7q$?xJYsJ<{So!v}N3kejnlH#NweYt2+Lr6j*m3P4BX zz;MEyxo*G}aHDahfGKOEahk2wYYNe_;i~kA(o9ETNB#TZ!-bnh$x&cW0hid$VEw2j zyu*7u(FGMHX3oba9$UBRjCXV`b*xoI`MGi}u(W0D{H#j+%^wBwxhFUtd{HgVBTiKpZvXmn(lz zaio;+9+$G7V^8VaD6jl!X5OJdmY>dRV)GvR7=wan%9;uTbg+Gxr&Dt1r-vscI75^Z z=^+Y%6=xHGD6J8sBPzSwaEM@_R%XO3*{qr#Pvd z6*@`ZLx_s+s!lW5urv!@N>w?c^ZdR!yQQMvci@`Kvgx`rHjS2^K5=hQ@Nh^OF4ap$ z$pDdz86&TO`<~!{jiL^>Q4IfT!@J((!HDhf}?EOpN z2FD>q#;*OXZy8+)C+ld1F1Z|A6OZAK3q1=kZE&f|~j0@$)<0(uqg6m8b?N)}U2 z^vjZK_?AQe)bi`;g1|eyn>|iiQsDNB9xRR?f1q?Gj@_4ce#vnvpk4O}pZLT3qbvqE zr5=1%d|sY0&$qKr6a?^T^s^pmjIDjRDTQ8@nl#Xvk$mE)0Sgxq_7f=e124rkux~y? zz=E4y@n!VMGoDJH<}O`M^8#C$0JyS#lepyF{)UsTwf1fN7OcQRIz>u8wzw4l0?dg$ zKIHJmrVL=*mg9{tVH)vO#l3vw=uWJ(hWcG?{~DS9Z27H^($EAq*bY0T#l>sRH$e(ELIf4X+ys@rGM_r6HCB2HM;a_$qaz=x!j#`LF<= zc#LvDhs|0WGfoxIT|yd-w5>9L-2*1l=Ce!LZku|lFbya z*HjzfUN4xESJj@44kvT$(_B=6RdUvy=ah{cu+eVeTMhqE?N+c*^6A&6uLsLj(ix|l z<=}$$X-P|#@_GNs{|Q;p(mCH0ZQ`lUXw*@hM2%{r=>iu9tRsz75?9KPq{^AVQ%k5Iu%sX^NHY;I z6Qe?M>Rc%*Q-Xh7sp!!oFAyUhz@S~ZjnGfOiNYh-z*ci5MXjJ&8exmN{_}n9NibPr zl@)la)e{IV5E+jyxC1z%EV(Wl}&k6wovWKbiXi z8N`%L0fikt4m*1Q!bIWX%`E_P{PhR<*@`$B3d=hH5vB~l$0}zicsIlaVdoBR5y8Nx zDq<8U^4u|4@-Jwlv&vCe$A2gzzfj1}RJM46k5hywJi#X^6i6hKl>n&QE-|uhhq5Tv zfsa!tNReI66ur6J$sow~rz!#m|36OdVF(V$)*&h7wD8vnD~B)m*b34} zmP(UG=KSADYh>61E|A?GNAi@!QOeZcXRfdthkmj9>&*2O4IP<3n<8au#{ultQRZJ~uL6G#JJVud_J<)SC;$q^*0Jkf7+WW< zTNr;1TaQyH{yJwp`G-ZtB+Ql*vc=-p5i2a36C(IW>PSH3%Mor+ZB}|vZHBdX6tyY- z+&XOK`@hav#o0K>hEm_AP+TJCJ=ZzdT`tIJpanv8n;LwW685S}lmF`ePlz@ShCA*z z_OMT+s?~mVATAz@I6n1*`als z^w8J4=r^&EtGed?EV|`+0vUlQE&*NL&XSDCKzkrH*c|oENc(kh#w(@u=Q1~+5Im2o zwVv2OYSn+Y{S+I}CadSAd|XL_E>5M*YMS0HYH)VNHtkOI{TY^@Ha4ls@88koxJ=aq zFJVk(^7fox=+~+>ze_?tIFLGbeAMhk;M=CSkN1^=<1Ut{$>`5~#O7e^CIFhJ^Gorb z3qO;l?_7fN?tOdpW!%ca_}Wy`!I$xfy%jJwM80_Wxko=E8;`g_!|FVgCFUlm2K-$L>l0IV-`NTr&$D zBFnnrhji3ug;?^9yRIUppGvh3!Ta8g{_wUpv%l0dY37v6I!}fDb&ZSP3J4m{p1ao;>yRi`JKJ_T+>I379g<|yE%enP`JH`{U6`!b{9Q zWH@|l7eUC)xSUotqy2WxkbcVNYzHV;ao=qMH(-eVoSg&-zhPIRb5P_qLBSCH%u*-d z^y>^LSLAX@V2kB>GfWOD!cs?DuxAe>d~obeO_$|)LQt-!ns_Er{IxUV-L~Vp3%rMf zvqVc1UT2WzvifwZVhv@~#GjsBi4#Bm#n2DR)ySghS-506f^$(~#9Q;BDuiB9*{(jS+|Bnm%g_}S|OiakiC59qL@WwOuU z+Ed1lJ$+;T0p6cJZQ!{mvkgyXFPhb{?ijNrvtVyZNZ~=Yflx)AECM8auHa3$&0z(u zrjsj=?wuJ3Kh$P@9?AOQgmhYHLu}KX6@dLWU66R6HPo-GiNV9}zKy5B)h3BBp76;i zcrGZ>fbld-BSO|BXQ{j-N1 zn|9wSO!ZCwe6ApVD0TGm^Cq8aXZ+a|nTzc{HIqHNs#9x${T~>gTPsN0(805m=%>@I z<|W!D4<#Dl+CI_uSyGo-?(@4#r6wLC=(#AmtJUE&Rv}|~NWuHxYGiLS}Y7}zic3HBO*~r|wB4cmfe2upWYJLUx_&qeuD58BJ zNOW~lJlu+>6BsMOFAQ?jA9k!esAbK(MF+Rv32`bC;0H*`vreg znHtMku3@MS-i)RsNCQeC;*iCi^o3577f*hqyin^N~ z>?0rCJ^$J9x#b>dOQz$6baZ!V+`RV*F1-Qp!{P?kBGT4Sy@Al+*~zPkb=Y|#RnvE| ze+6OwGU_gUu{Rf!_xY8|aHWv=g>|>=%6z4ip)r-uivEO%(51l$RHN+1a`}~FC4gOO zn;#@>O5KqaT3uySggzXE-Yb(fV7aPq{02%toFOvH*_Q z{>RxYV;r?lef;S<$2Mg1cuv$0ddsQa<>?!PI@YBRJjj)J%2`NPK2Eh*&no}qto&oa zC9}kjEI;1hH{v)x$-Uo)sW*OZ#V^`Gli#@C`GfgLcyI-Kfc!(XC6UCsZf_o?>uS_o zfaJMQ_-@R{Q`PJXcO^c#o-MN$%y5-l9cTV|mv{bg+pN{Rt9(%A4`H2gwRv6*SLT>W z(|4cNZ~r*r_@U`Nch!5&a!XpT@x6;p!aVhpYtjdQaGBR>&e!i9eSE;1U3E$EU6a7T zbD=`&{UtIb8C1ACH|9>`xP;W$7y{y+=8@qJSO}GcB zIoJwxo01-IDiI&#Pn!CC#Wstb(0z2g-D2&b+2k9$X?F9?1;3>MYOe&fL@`8^U#-Bv z-L3^R5!;dHyL1R=fT?Tu8q=$$#vfbPOB_Q~_bkq+`oXUvkRN(& z8p}!t%G~l5p1YeW%*>a)thfGtZc+odDA!~!|Mbi=f`K1RX;W;)31O#Um*F?IfEksr)9FHMh_bC8>k;Xwz6+n42Mol+DCV+DAOqKV;}cE{y|mW#uDIW z=*7kELdB<>1Xj(<-v@Y}j_k1}?31h2Jbj|j?OQFk+|idCK8}cs<~D7S1B!mNR!@^6 zqbv6LV=JCM=2?>$q5fTdSPX-lI$P$1vn{ZjiO~FB z`ke>70=+c9uY8x^7($y@36!BaiVJ|w+EG>Y3$LOoUim%^Kp7t^>&(9s!=YaKR_E)n zLI?Y7hb(mEkbtMtqhqH~h&x@$nOgf`7vC1}8K`p+l84W(Vl9>ERu7+7I5{m`0-TX;`7E0Kj@? zxw1UqbQAGi?1PeqH$P3#ok7iAWrQ-%r$2{%JWa1KmE?W(@o{z?SsnD=7gF)&BhT?Q zd;#sudz;;~3uZ~Ts~o>uJ#iXtxcm%Z=Qzyscp%Vke^V)Zx!3d#ZQjJD13dWa=l%&F zVz<29`p}ZY!a{ptfXunJFj~b7l5f8-Ayy#e={TvseG*laLFg8YVrgE3Y769sR`cO=Ad+A9FHq{MLc!d>;xyPl{(b?&*| ztJJ*LZ1$?kRFt^k!!z99taWnGsHV_$H?-Y-_hYMxvV7kh1J(n{sxbTg(uFqYcSn$? zq;>U+brLS+KFLYdZ&9`LxZclvzd+G>KsOq za6W@x%?+fbN&IIu;`x>6=Bef}#vhxxjg5J|{|-H_ev+*xdg7ZTpuhqRCus^djl)h9{gf?CFsZ-Ra~PU{)GHDC$CQEWk>6 z4Pl)g0M@`FYVnObyIn`)T+7V8o*H>%Yq!~}#aHffU(uJ#`H@0jYmOq*=R~!=?!XN* z{A}T^U(I3`i`)w|a5?TabDzG3rEk1;SBhHfoik4YZ=$+hK5(J0W)ko~Am9>SsAD8K z!cQCC|MtI|P`6p!VvDlR*>d)nCcnZF8;a+!?LE|5$xqlrtLX z<9FIccN*PXtq@l(h+Vxon%p)F0wrBsrqS&{bxmBk40iR_=xEz;!WI-6<5O-s>J;Z? zGX2jG9p~jYjZF3_w;TOu_|nJg<|ucZm)bOP=diYISf+2}N29OB^kRY|ZB6E=OgsWH zY8U~0@J0Eh=patN~4||g2T?&(Mne^1;aiYGuAku8~VH)4pr2XPF|KpXy!9FfU}E1@FXwGU*frqv}Cl(qwZbb5sF4caTDq-01$F@tuE+ z@7yxp3v(iO-mhtBadfGy%Bu*y=mZ*E;~|F`U3X`qcnM<-w}Pj;Ya6Uqd7VXSzD(Bb~h7lWkl8JV)#QBfl&0pX<2)gpN6X%XJ}S*By4KQUR5} z4Z4nO*cD`l+?f>TBjgY>i)3(Skn_eCq0%~M@HH=k9FNz(Os^%I9#)DB0I5-+>14DG z(DDG_Khtafn2!2mI_j6{-eBCv3(Mr>M?FIXhZpaX1%i%m_>cO>Z_DMX6P*Q+_T&WM zHvg4%ykORmz^nta2B%wwB#<41aGpUbr8ol=#`Ld@@A++cg7NQsA0nmY zQ*th!$5!7AbGx9RX{dH|aHJNI-!#0wa#5}zS*u(Ic|r&Yymm*|!IQORQWjrdHR@-Y z3%50ojNUNh)h&-*ya=X~TDM5LpD-BV4T}`5^2EjKU`n zyqN9IIhX8QH3wSTEjQ%s3u^3DhWzObf9g5<^CrAzPIZvzi@yRthjfImyR+DiUVz(x zNeirL|0C)EVlHwnraMWa{MF(T*Z`8j&eG_DZ+3T>)5$c^#a)Mox$BmjxkTxExTp=U zd>YCxFGl-L&K)1}scCli>kca-cwqjKw6+qSX` zEQMqv>$3+8cg&(Y*h6*GhcDyYhuc9p$%9>inH2qJJ@GNI?56_b!ECb5)!~fC+lDNuk)tCgaCGg2{qE}-a4m~ZlaF! z2K%QjxT;LZ;BLZ8-7~xMGW|{=RpFV#i?d)SPLms2oCVt{a?n$)iR``b|BUMTS5!F9 z&U!k4NE7T9$pqx0!FDwXt`rI{$qwlf?9NMdi@iRX}>$b*4uw+Y!yytqmA|l!e9S7@guzotfpNRu@E{=NSw8sm>4K)0%ny+O==iuL%KV z=3V~T(FLwE%O<=t%fkii;7y6WW2&4PyZ|LY7KS4FHB@e{V$}beA(>5?25#Vj-PX|v z8IUh2xmqwnE)g8~b8(f4(!quhGR)EzqEoK1ZtHoWWHdt-ml6vxGDk%U9>{gG@J=`c;gWlj&k43n3Um0%z@ztnFQ9X zt>~19g7=C3Pz$lZnqOeTON+BJz#EUbrUG6>;3l3QL9SOfQN#-8N0+;AJPv(y*^4;8 zNxQ^(W(%C~6xH^$&-Qqr&U4*d6_Zb`gGoRF_)=I+TTrW z#tbyU>=w)fHmH}^>bQApQic;TxYjQHi)ScmB)iX6G|+7+Arxi0ISukW3q#?#!%$ry ze%Bg#K)Hchi?vj4&ex>5t;-=mHFHGQP1-9ra}@h!##wUbpc8uP!roJLU8f{=hcVju<$7kItYJ`U~k7ws$jATP>#Eel=b%t!d7q zvfSs{cTHkoRqzg$xllKN#MB@;)7_bPKN zD(`D*4zo$}F&#BsRsF5q*1)m0ZY0Dx_g3KQx51g36rXps>j|<)x9i6D1%T&F6We&h zI@0@Px0!gKDoBJqwrW-|XHd`O5PGQ%qe(KK=|l9RO#+*QL015OvkFw+HJu-LL(0sv zptS%KxQR5K3H#4kzw{cA4;nO#PU&9FCEflh8-NX;zr5W8_v@G#+K8ib_CF%oI^pYa zoxwogp3x(JyiQ?cem$r@A*A;^2B^&q(5@UWW?4aYJ_1(rM)`MQ?hYE1iO?^GJrCo_ z^>ZXz(g{GgEOj#QzM*0)^!nv#nr z-K)rMau?re!}>0~l9{>Q;nA90 zAIIi(AMMIGOm)VH0eZY*hhLS2#IYS#y{JpUJA}?YP{uG#Nlg(u?AZ+pskh}nDD(;q zEs1bbYAyW;(+)SM@fK{mq=Z#0(O>lGxiZkJPm+^RbxUNQUd$i41 zIZUPB(UJlOqCLLv(6g+j&eG=1JR!lUlj^qxz}Cq9LaJ8@=*e_LcWZXdoe8WjwKkmF zYgwzPIquijd97l*Oq#NbmOrM(W4QXyZ_gd7pc%%W2z@X!(*!$5#}e^37}>XXr@9z` zes`eTn|aL8D;2pD+dahh!wlNZ5`)nv_2;HJBw*({vH|uNUfX5V9cS9jlbu5(aXBwv zi)KPYv5R5E5u>S~) zSKKpNAoi9M{*SiB9*DlCZChyesW)M-!hqzIi;D06LpT2y>@-FWE{GJrj zbT)ehaowSRXKR@e5+_)m%_Q>Y&d7ag+Nl)#yT7XZ>gm<(Q`u#yfMBPry+%Ki#vX_krcJQJwg`H|lyW)Qa zbNz+_TcaRR`X1Y-M70nzqekYP3b4+0#(+Bx{rx*93~BJZ=$7NFf6UoZ#TRpGrq^ZW zf9OSGn_9;hdf0OM{mQ97@h6l^?BoMK`UUYeQO{zrMfx8Zc(p^@(-HzTW1ZatCQ!{A zq2YmlmK{uf&Rjh8j(~mH1q8u`yGY}rj@EQLQZAKsHlS+LH)_{Tngc<^`May9;#$exa=*i0wcXSp zw8)o@NOS-R>9<{pF9JcMMxYkiqE0v2w@hsm@58LAYSVp#Mqxum7DB_#)Sv z?IEnPy-$~wDr06^v8aNfKAJ`O?b^>qDP!2>O2ch`Clh5*S9UPgTx6yP@HJtpz-~{O zR6S@rE?bv(p+_TTYfJhk{=>$pxX!W_q}R;$5?9Wo@im0aAYfq`kCTjBPjBaFIn4Mo z@Xqk4hgahE+IQEngv;Yzpg z?8Yaa?M}E~H=F1ia2VLx!@e8{8tpY3{P++0Pqh|@7VgRIn$pmN&Bp7Fq4dtw=DU(2 zJkuj6yFGC!HEO1>uh)?8XhSKW|MHKlwrDw;tkQGeX= zQ5<;R2yH*>p_J(qs>Hy&W3QGBzTzGDNltX<{=!6btPmdqFp@vU{#_>>jNo2~xY1mU zf$x~1cPvz{fj2VA?&u_Zkw5BLf!S1LGtcD_9CM)cyNlac4jZJdA9B*0g30XgKq@CR zFxgi|k)>>h3&ND$6p=O_7EC)LA_w*GGALyDTV2rOS7_`RX)Lz89&9`FaJ>bi9a{=V zhag`Ql%LnmX04mLII1DNvyKf?%~vFQ%h7@;Zo$aHdLAIijnP}7(rvlokr*t3s*K1J(o%3W`S*2zs`WE$E4=|Gyy?KK0KKX73BFF2G@O)wH;oB~SDyV~g&3vW9|CI2BNY*}HMsBv- z9ohZd!_DU+yXyI5QkkG0>@n|mZWZntfG$i*zZLsGo#y$}z>^~kxF8VoI^*zlOZy6KOhuJ8c~-AZ)1a>N zj$d=2JyK#@tk)n1vH)dVne+}Dvl(Rzh}Q^haEonT`4N0#%oWcvVb|UP8gqeh;2Z>% zS?jSHPF8}K4tX%EswNo?>WAI+tgdG-HRz*@jBCVQ{wa8zOZqV|NA;ML`)R5(O#2o2 zSC14I)_;I7d@&2kw({~SJ_KU(F%D=zW_rr6p$Zv_>+7c=jOL6`y$0Ban!CIp+hs;E z5P4h^S6gXU{@M)U%gRt@3|iXDDXUn1#0=uH7rKckCtarf!dO1$0WpAbM+8wF{rNnO z3jC@D`K4y6FO*kg$Uh>>EJ{8tE-1o?NP!XmXD*skt>jM9ofebXjX6nyeQaSCAve)~&~}ko{G0MwU-;^2qYO zvlq;dQ{RgMgkKn5PCm6tYkyit=S6=r=eJ`%k%>oLUY0lCS!VWuB_6SBK6@{@S}o@C zoP_Iz3!jcmo(BJa;`*_IBocA_nhPYkQp5ba;l9sKLmES#C&v6AxrN=ru0FfDqJCVE zcWwDQH5*^=$r;5fa%%;fvlUgFonJ_O@7cz`TB>xXZTJF>kDJ`j;|1!(@8Pq1ikb{B z=Y8S*Bz4bz*6}3#Bhh%=Fm;pd$vFnCS|+Sf zVi+k4xMI=6RW@h8vcGWc3FH5NMU$U`s zgyp}7@R8rhx(%fwk$-{;*`uus<^k=Pii3K0>=U@F&1qKl3vaHbJ!P=heZBWNE$hYg zEO$mNr}U|`FHhi=LX*s<)>?@d2NTxloPV-ZxXEcED_w1^<=r|>?(9~b_^P=mKV!St z^w3IFZ^ldGbb7{#_KP!FDuHhWPQF~^Nfhh-Bm}gw1b@16#n?sqLFvS`Vsl5D^hZ#hX9&DqeEU#~cvN5Y)D2;W6VA37-2(#t&KmDHe@`1@8_qUWBl z2i(l?W~i!8Am-O5|YCbEqCx`AqEG zASJu+mJHL>I%t8N#FCUcv5FWsfbOTbT{}DJ)eeXbD(<<$pBRMQ-QKCv*$yr1|l88votb$6A z1<7H^aRC(sBqItUX;-3TSlAUoa#(UwKr#{~e#3judC&cybIG)YR1UR(JiT ztGbvfR#L*px$K>5%1<#YJ1fTefqb!MQg80pL_q4lj|SCuG#nA@ugBOMpW5A?qPJh8 zu{q{8>n?^irWQD!^r!77`lT6qYrta6_R!=4;`ja4kn8b-$Fjv|czgDpl`;s}3@~)? zIb6hSh~MX?h3#+4HYQfAxW+y028#9D`!Jc~+!yUR8sZ@#b%O19C4?WhtNekqAzK^v~L$YxN<8RP5fpTp_`YO z1Tud|E#hU%juS865Nd@~=SE@DFmijT2F~q#4&reV&jdoH(pr?M0XOq0Zu_+}?IYQO zKAcvj5p8l_2aWCmWO3N$jV-lBAI7eGE>j-Tp`mL}S|OW%CjUQlZstl5`?c1;$pFJh z76tKmc$&$n{SW2l*y(pcFHLg-PoUVbUha2}Hs{oVP_d8tZ*1kTC_)PqqtZ|_`F@ez z5rF8Plgl)uePhp5jHb7M#Wbe1(s$1@_000`{USF8<00&b>d~}huoj9;?9R&lXtbKn zvJjeO0UvpNO_N&_!O%Nja-<7Ov12xO#?q{{O0KA`OTc#>#S>YFF#M(oFfedq?G7!O z8w3Z7T5`L0>T+EJ&CY>lPQu5rakc_r-~hGtgD76p5Gi~(#Tr(bvztU(D@!?}ZR-=0)cJkC%yEOlr`6Gh~NqF}_w2g*hh-kX&KvP}{rA^tBY z0{KVmIVZ#;PL~(1-J3VdG&;YJd~6!Ql7S}n7mrtyjr>cZ;H67(zkIDx$m}Ijp=FWj zh)mwTa|D`jiJ~rT$+A_{uZNX0cPTTZ2`xR_(0YAQ&U@=dAatg!ZMC-K)PvuLIA!5G z1T%pqG=WpOw%nVH1)v*P!XW^HUyA&dI49c_E*EgQcWy$q5GvI6z%tgrGT}na5SOdx zHFW2_);g5ZTGeDjaj>{T1f>m*Er3j{2(XN%Z=e_2GA?QLb8f3jYth5UE1+l(=C44p z1p2d=nvjEsq}jN*l_$~Y{J7=RSv}L38at7)HrXUTxK?{yG^ zO>4!WK+k;rN=_^SmNIvcH>wx~1KA4Ob`BJ;Lmr=6vPcEA)P9Jh?R7c6`T#fot{ zTcpCc3|M3hoVX0jG8vpz%d9jRPwYb%wGByF&`HCLZgDond#vQdp_o$bnNs0WW$hZ4 zVWqVIeNru#KZ4d_i!Nan(LMh(vuzYXI@7ANg1?QNjW-RcvA;Y5XDsWuO&;B^*9qNv!!VLFbCAxSA~@Yvc0= zp)$5|(@0nY7l)fv^(^UHd+G9=D`!iXEE4C&Y178p6uGqJl4*$hcbWdHNH(nYm!7v% zHZVJ(pc!r=0&a|6zyi%0rcpLJ3f96X8zQzK*%Y$0{m$=ZJ3i^(yXt@SRQ^Y@3PHhN zfAzDvNCV+Fj(A-+*2(8IT(wBnh|qp^rBjQQH5xDyqEt_NaX3_i|i)!M#Vo2s^ZPw(8#b zQ;$aFfL8x<-|5dh2VA2KXGy=4yl25bUNE4eaa$8V3j`D^^d4vZI>k=WFZMD&bIkK{ zDr+jCW?H0jqH288d3!Q2V*GnoGFllPVf`X?Z}Iyd06V1q-g}{p#cGmW1}fmEp7BOb z%S!k4OFn)Lh7aCV96EP@2)bHnFx>sTGmjl)(C5kV_mqpV5OiA6Vas@BuDr0a*dERI zX<<*}*&k;roYVWVmy%#W#~X$}lVvrpp)mpbBQiRZb?@IB&X26W+ST#WdBC9W9y~pj z^ztj)Y9R3JkBnBJ#{7t^6`=k44f5^}iAHPXUd-NaU+Bi_M%K&Bm$entT0}7xoBOh& z*O6RFM<0LCAr3fGkUH2c$tsJal-i{)QX35$mabyn0yVDp=dCADKdv+?6k9A=*ZZev zZdw;kV8*U#-L2zyoz{N9Z~&FJGUtbB#kYUQ@w);gDNX53T5B))_PI)usb>mQ1x zLu^`>40jcu)fn%8jME-K^52mWL-(Zd#iqcuGmtgt2pa3p6(_&Uox8n;f{VS78@7Va?S$8MFpKnqxq;i^~3o^YZdl zH~?2!BtD_KCgvjohRttW7-q~&pj}4MMevtl_S*7q!;JC*FBFmxFfm_*-HzHlF?!4i znq_he_9->#u={hDiVL(X?K`fxB$~uiu*fi&ec3Im&Xk&Rsb3r(N|5qM`88~;C!tU< zQt~0y6vfIQn1rXYnY{HxEC6vWhNP)Byn`s_Z0V$V&>-|SzPRUb9kj)kujIThu%}m`OLMILsq;bSP0zAdE^XFMt}z*%H-paKbSyYLD7#)$=W#T! z?`)V+QCrbidVOMGP1t;50R1ei;sl-Yxc4i)Q2}6Sd?+FBx{rwh(iERRTPXR`oHcG$ z^L*wEm7-MfSVLLSuy%}5`T=(TKE&d~o6=TIx2vL9+%|>GjkO0yk9YO^#R_dybE*yO zG9bXnXp>wUo~8J7r>yRqiHRoUICS_--Na>QxQZTIZ2`{Jq~py$K5@|;J##ewt^vu| zs|0KuVfSskhWEh#iI%!Xi+hC?o@&H}9K{y9y7!sL6b_5fV_ml^fnodHy4|vA<<*-_ zQhCQUb*2w(JjBDAj{GQ57+1Ts z1g6F){yn`oU+SS6hGlz$sb99FfqUz+Kmj^;BUaqYBz79}x^BWAN-Sj)!(#Eu_mAq) zttm##CF$I_K+|>u&+@Rnv{vg~#GOFFgsL>GtMDvpoYBr%Un-E&V|k7)Wyo8o-(F}D zK}WpT2oXRLTCHJt5g>@#Tv+Ipn`;p6ree%WJ{n(@qOFBxh3BC2e)A%&4iuB zK8qoMZv@WuoN=LKi7U_1YLhw;3{zBtWrk2#MqkE9imq^nDh+7@3~@eC&Edqt+%PHA z#Q3yUKyeZjsu)b77?1H$RbsJQLsK3-%Z$73jOE<8 zu;a*k?X*ryIE4^2=9aOgwG=x(m&mrMNx^7E#YhS95Gpj`L|+GV4U=Trz9ai-Utg6B zob5PZVOID!(6%z;1gCaZL`j>uW$4pxdl_g8Q8w1DAs3n`zVAa4DAm)!Bn`l6yx&C; z%Z4wZ-e+IKX=jE>|9;l|s5gB%YdJw^^A1*boUVzHZOk`IOxa!BBFnnV^q6*iSig3A zT<}Hwm)`}Rr-I4et@Ott-fPc$Y|vlsA2h;t&JTZOxHJP*Q!|4QtF1JX`lE?%KBYhH zT{*s!m7llNJuJ`5wF41vQndiH$0g9`rWQ5_7K!FZe^Ma*Z+`HTXxZwzN6KFNR*{;# zq-4hXYDwVj>$TL~yNX)Pcd{$qD|U4nzEK|(LS(PG2eF8y8S@#?e$lyW>-dQZL@!fcE0Eo*5Z#`jr1tcas^U!-{_`< zk9rsj53cH*-LQTgAjtMIJV&!k;W~iq6yu+B?0#(w6Ddl4#CKhb*E0+fWa8fQC?ddH zZJtR>cjYyorD2&%(3MUJ0grcetYjU?c76mFgHCRL1<{ht9yx}5r^PW2kWDV!x0zqr zq4WFG#4%Mej9wngr8%(Nz!<=^YSrQMrq40v?!J~Qt5a=o>~nbF@}b{J=Jp;wa~m%6 z=}fHGGhZ1KZ+&pSxvT+TMy=1qe$0O-1_yVgzXo^uzd*Oj1?W!GPPIi7UcVUD_bw68 z|Ie_l>da&W4(poN9n@mW@*`te)HExPsnND z)ak_W!RFM&R8^qnQjgL%ByCZ8dg^y1`(V)B;WS_1?TGf^%~j_Y$#N-Keb0=t%%2{~ zOqwZ`7(Y^|s6QU9JfL~8Z(8c0?Jo$;oZf_?ISIbqjBEOoHKTz5w;d*kEFnGUC)x3@(r|pt*Snu4vV?3TG^L~bZ>l1K5BlnzTHWvBBuwd>6LPVViwO3>{!;bDFY%A! ze<$9lFIk}J@Acc@d+RwR^oV<@eekMf98A}i(!Wpjk6K?L)ejxhwpCfNAj2pYX*&)t zThb^5bzvW-*c594%)b?vwv}*IeVCIaV515$d#+Z?0>9YuAU7=EwB;Y1O#YLT{Z-^;Jkp{M z3vK{$iDmm{&-~?W%V1z&Y2`mS1=+;WJKu?42eEYb0^hv_=3T_SldIuQut*ABJ6d_! zSdxZt{)U8|`G;KQ_;43|2pcCBmU)}D+@9@uj7lV$Fatp~E*mVD*}`LuHEXzB#kE-rZe+5MuS`KeB;thzX=;M019T875`gr{y_vF4%H%K-$N*?{*kVaol3o_ZNE zhtieIbBX6LC$V@lKO!A{+g}ul&}GI$GAL*CHn^{l)WsM{M*G(odFx_~%!*3QK@;A% z7$et+2x!SJmQ0fM?t)b_Kl!0WO|yO-;DW%RUv)ALL-a^D|~y~o+dS=<{w zG=tUa54#@@XnoLqsHJ|WCM00<>uemTzFV^G=iQv8=%VR&{Mt+3N%3aixC73$iDw(IM{}SbzV?ZqN<3XzCaH$)gKwn{gKLSyo)I z`kUdMrQ@OsW3VT~c#7gL)2?-)c|R*7J}#HP&7D7td;VC^yP8vW+aFQq=jGJ{?D!al zbc|me^hqCnl_g;*nvi%+|GHDM=eLS)9tp4jYmcNwo%9STn_*4|xa_;rQOnLcp=vYt zA$qUcwtK|$9KwGJc#&V)M2Y8JQ!>B8g#M)P>Y8ht;2Bx=+35}n_z%!Gg&Nk$k3~KR zagtM!U5+Ljd>v)_mU$Wx?hXDAXkcZb;h>`}p^-I@Lv0ObbdEEx9PX= z0cPc0A8^!wAF>EeK~u4sU`!6d*rJ@p5p z^YG>}mvvj$cc`vMsSl$`S9`!xdUc4dMeZEIQ6ati1&-$Xf3=gWIc0RHG)>z{H2Ub<3zI6I|7KQ0OkAx z%K50vq6`ry_eEY1vPUg)Q8ogEDj_y4%*%o&l)GeS3cJMS8vD}EmwQ1zPPX2XUfk!j%)DzEAqHt6w-bx>zcobKpyZg#v`c7DE*1G6`qltv_BCXH zBzs#WOj+N0XFB7#-Gio?xG(8#N0u&SVkY^RQJjy{8Sy5D>Mp1iBLwuIT2NK|>wA4} z!v!q7cA*xD!~_*opjvz%`R-(C1i@_!G8*2tg!HSwqD+18ex&Beb*5WFOzS8`KyRR? zLDD<@UPiFN+wBjrZDZGOJYY12un;5m9fb%^Ie!S_AeO@SY7uj zt{93z6g7^}D+J!Z@kXvb*Z!2I2>-aIl;d+x3LAm}EAob``RmJA#i}odC~8Y5Ym0To zn-i{0)4qkn8SX5H&e+}db1aMvZTy@(MeXqz^peg}NQLDVGt25!# z3BX!~#bjlynn~Bapd0nCROGPXG_Rw!?IvUD#W7R0WZalWNOnu4a*X~$PykB~W@(!w zfZnDpb(>i+m~5L4ise1Lk&v5Ghkx?Ml7IB8lzWz?pv>3HzpwcwD{4S_6O(YAnqa|w z1xqKcQ}8QTIt4o!e^C6s4i-MZ_qC#W_5gnQq1>jSG8es4>7yuRIWGDvasWC$IdF$`n#v*_-&#La zd-QF%OYc*+MU_-d{oL_+kec8?h2iwxWf!4yE8s*{8E0HfOr~a=%s%zlkR*d2`;(dd$&!(H8ivga@9o4=u%555b;GF< zlFEQMu2IsMy;P(Ag^Urvbx(@< zce!zE32qX^ff<;LMn8Xa#Dn6tZ~Vnx*4=hxI?p3LB_Fo3v&nUvMO1|$zUNkarZ|r0 zby#h)JUkbAIQIN2g4epR(VToKf`0Pj%TlRtQaUa-vM{g?ADdMS`DtUqx%+zK^v-$E zlnR&Wy+u%W*Dhu>s=szZB#^t9(cZsKoqJCx0DK}Q_;{hWQ=r~*{iU}udS9>+uUIliky4zsHVYl4OQ#cY|C8+pEvDu?1la1)$-b3h_X`Rt0p$A5<2!DO%=9mH= z6zwO9R+i}rTLF!YH%DAc8|wzFvutu~tSp!&%-(1}9^W@EnGt2KpO;znE3IJE$Yffm z{taof=>a*Va)n2#O?776C zWu?QfYldWJhrhF4amXkO`&o>^qh=}rN;QSYf;Hb^1{MTZD8QlxmJ6kQ3Km&kOF%7u;b%kQAKhEKNKomP$AXv5_!V~hV}h5% zFX~@{m*p<%ox#iRFY14SmwhklRD}IhpvL7J682xesK*iZ$6eG13HzU3)ZYd#|8+m- zTQ7`3C4M1##XMlZWjRxgyOD{m@ja-|^4xS;CZ7Q{Zaw06Pj4IR_S;25cb*7c8Q1k2;vR9F}2;)x_`C!%NcMVW^cB z`-KSmg(%Em>QQWd-T5ZO?@Sm!+sD#K?51g^61~&;yCth7rTO6_xrT1QYZ7=Hv)f?M z(B00$z1uNtlx^Mg{#%2Yf=4k&)1Mic7d#x($+Q7#{xRpDY#N!f;T2UYy()o#$p`5# zn-kN$P0-()9f^Lw7Nf+@coMY}Pm7#i%=m|2o&c40`sI25r`Vw;#-fQVc7>8@?}5W9 ztsPjgs+gWXn-uP0Iwl2(D)BNqf2qB|I&ly&T*wn&Q#w*YW42zyj@sEU4}|Zc zdJ~8kDL30QGb%kQt?p>r&sV~c8Ru9`Rr*C_rfr%tvv`EYmu7;gl?TV5N{9cuN`DNx zP-(8z)sKV}!0mtN_4=^h^M^)|mhD1AZGqu-cC+O0b`G^z26*y8>b&CM+v)~p%81)D z%Ut6j33;z8jVz2EdF>o0%@*bbKD)IJ(7L_jm?K`^7jTwDv|>f(zAT+YNk?3oPajk~ z%{re{@D@nwwtQ2wp;M^stM%>1fFRetW3i$3Phh(B3$_#;F)<^V8krvdraUFRtHPKRdff2>ONYIT-X-u!#h#D~=?$*#;}6^JS5FLRfY>J)EXKDf}1 zR^uPfV)Q`W>EoMKwX*QSjT9FiE`1E+KJ@%g`3B>rE--XH^L)l=WE2qI_j*)rbwZng z0xE~6J2CrZzr*2*xsU6}ylurc+AgWIOyQ%r?YC*1f8h=(f?{*#lqVC(wyr?iFg}+O z=V6Kor#?g~ILc=htkUKmigyW=ZjCOpTNSSEUQxPB+po4OuB4muUVor)*>Lyikz`<` zvRclE-T~fS^1uXT&78vC!TjBik?{%D+`s`^?9v^vYwLZQVx)J(Zh&VT(L1;{sG2&2 z{W=%tF2eq|bvzGybD$?j>-6V=C!cDjjuzwee^~wcocPUnX{QGDtMc_ax62A^b$T3igA3eo zc*ME;=pM&0qP*9qsIdCHZGYk3%CXB)NqyE3bmEaB%B*H-@-v!yc>LHa3vjuaQ7>IA z9ivx%caJrL+c`6S>Q?M%={WjX;`$pzL3FbbRic*>hX2T`^Su$O8oq3&j3! zby}uMcbff!?;C4t?h-;DS2ga_311byMNN1*6pCu|a=?t4f8ShNilve(Y_RBl^SNi* z!K(|9>t?R_bDOP>m%7V*P$^}_&$Mnw-RRC6huC^?7UoN?^z<##6%IF|1;S}E!)_N{ zMb|tnPfOl^kXHh;`bbQ)Y5nNM;t}lTXzjGhv6nx4b8W4pxyifqcfCJg0>5r}u9X)Z zIvG(2^656mIP*_*(hLYFbc%kC`cY)>nkzv32tac3MSZn%59j2^eMPv3X7Uw&ed->W z$-nf~_vStA_%cC0RTWhgEwHGosGqOe7_$cC6HHh$TQq$l52w*%))P9Za%|0e$^k#7^`dhNbd+xHAa-F=4{?5_^`cXWmHySKrMnlMDs<7G-h>277dr`i*xFVP^Ws`0GBPHGRfqAkyr;X)nhMXkRx8_VauguyAhFV)&+L=g(Fqa-xz{CkX zn=XB>4HnMT+P_SF<;r49%SUX>Pw}NJewbhCo}*Q{nEdKR5526KV^o zK4rdEO8P-6SMn>#t=U}S4|}JNiJSLQQcp!U*|%n%BxbTQG|;B&0+Pz1NQ&&YD~>V5yBY%;ZOE2 zc>2HH$=Dw~22*bT@3qbUT-v#nZ@p{q+juFJ9>9x>WiKLP5Zun!rmQ{4uYO15YfL zzO-!D6j|JH@T=-!a!Es6vtHuRrN=PMSc(O5>Ta)JR;2=0#ouaZH9lO=e5g06`+ah^ zWbdYw2V>QqJio`n;D}2*xjL1d4+dF57t1zH$NQon904it;b(#c#6hl39w_yiAU3RU zQ``qUSlUVetn%edv8nBS<_!(pK|8uJgzpB+m>qv zL!y{y1nx!a!x^ZEgx9iG)H0GGgbKEyYwZfKyrw{|(Jfx&R-k2DoNVIeJZCocCKN-V z80{MXT#DLOWon@H-*VNR<9cEvyid7w7JK=Gu6%YAK@UW*ZWTgion#|=;qn3t`uMxc6tL(%KYIdRae}9eC~cmAZl)$CiYTGalPitU0Cx0^O7g zX5J}#4rWWbY7@Pdt?CWIg!k;|HDO_=_;@Y|ylu4n*~!sO>o)ctTMEz>4fK$z7cc6u z#27UouV!N?@7WV-x{>?$W4!hR^(07$m~F5jxE2j`+p2iM$*^fCccX=G|IX&@kiBgFG4(d5u^R)GY^WMO z4q9DYE`=ajtqnHH)ZoU6$AzU~@9BP2F~^XnxJqY~yfAA5L`AiUY1|YCcl?5W}#DqD@+%HHNiQvbd2e?U^#JnyPbG zq+!F4PRW?;yAZFna&i|;daW~*f z-{CDJ#ley!l&asbdA(Tw&b5^VLTs9N&fp=MPRTQ;JV@v^V4z71K777h{6XY$k$->` zYu?9t0~O;mH@=}0nZP|egL7VN_zbyJ&{vaY(NAY=;&Wy97s~%U(-_Kv37mM_EC9Sg z!KUZBZ{31@IM&ZY8-2vQ?4ri~nC$bcmc@{)i;Rn`Ba9=g`@C!V_;M657ZiS+WM$V- zNxe!FzC#Cqsi(!}PQrJXdQ4=W&z(dpsky(~`5i#fo3pkj*(~#r`+HG7Ov6X%Yt5aV z2J1&T<=b#*;3FC7{Feh!N;{5|wuexm1|0+dDk zVVqXConD{-_NxTjJORfFed|q)74N}ixK-8`Dmd@RnZd)@;bhOqmoGGZtu9X-FuVCFjc;#j5=Gj8K zWD{SRyQ*Q|?Cm5ZM*t0HS6|-TN#5Ieo&2_3QB!46M2uduwxB8V)@g%)SYZqqEDpZB zAZd&sT&)e&+k4}+i(-v(yF?`$!>kx})f#KmP|%d#E(-3~oQ6RN&ry$TF^Dc089kr) z`hpB0vkxcLL`NG!W=SmDh4A-*A<+9)wbibB;Zh2MW(h&T3s@T3=-7f=bJJDGMk?Qf zGqa)+gzyi6$pq;BJY9k>>upPeLx)S4VsvVeCc}m>jeDMS z-f$HMH>Nn*2tw-?^@h;P;0BEaC^C{LSR$h-RxT6Ak95;J)gl7-$_`8GfbAmKi)({D zEn5rZ2NQt*WHXwCj|i+K_K;2B&unG4ZhPGDDLV${UJzExaSQ_&Fx#(FZxM;kGdq6_ z$hjKOe6>R9$N$Uf^7s~w?%dSZx{#n5-jJ80n_+ym+#x}zm%*o($bR9Ph)$cdi1t~R z4-6PkK<}*8QN_$G5A2v`_gIvI=Qp?As&bjri3ZVT`@IIT!CGcAgrEaLEMd-WcU$&e zev|l*_#4~4mMsUU1nybNAf(>jcRhT9cV3hQinRvZu)K|aGKxeoG|7iZ=ujXVlLL=# zZtXhMwCre}mD($vfW_Ffh&HeuyD4n6M2SZM`m?go4u+;si9?!^tyCWhAgb$7upu_* zqX$f5QJT?vmKDv>9C~_4;IL)K*+FdDz63h(VhDg()-99T=w_VI;Z^Ca@|6h}AF_fi z*R|H;`&+7y_crPip1nD4FO^f^?bc(Z zFDZZrmDfRzRL!sXn(5l5jJh#Ll%5TV48P1L4nY)x=pToz^FX2v!6}B5^&33cc9-fR zBk#st!C7fmFhPg$J&Ed4BXnJzP^t3#`GMEOi~Lip-w#s72?6O@hT>I^{2aa7qhN1C zQ54)VW{B|k`P-1n(kS4^pHprzI4=i+Xaoz=q**4H5lmr$&^vCTHjbFH|dia*DK6Z?SklW z+w`(*AmfM=*$#5y&+h6dn;LAGcpe}sEtbpyS6g2N9Wc+exLAQr+#anndc9OA2+H#v zx60(KG^C7}X&LEYnQ**Ph}|)9aXy%L2boe7H*SW+itJO9rB^2xO-y{6jwFE|v!v=FXT+XyJ^GmDdcU9l zYWBQm`{KGHQ0kx1+Z$iudwd@65toy37w+w~5qliXwYgF%Tj`l&`H0zqlD%HS9d3C( za(rdvr=o>>HJ=L_abkJAy2I}O#dqPD{=5fTBPZ@{&B6;B!3w`>hR2Ys&v#` zAzKXPLNC|9w{TVsO+*}x7Y+k0^+lz_8%MQuW;sFtl>3#pONdC`K5YM4DdQ&2n~iIg z^XnJfUe`L>^NWAnj8mI=NW9DG;?j7j)T~nvUdS4=*iN$lEGw)SckIsWuXR$}lz5np z**kO1te=N9Nqz3{mPeM-ekp<);XFWs$*6xEjya{wEeu8oszDhuL)Sj+t8~gcl2H| zxFZ*lWNPC6 zSU!1R-@VlBvY(^mD#P*M{4Ef$^fh6w@L&U9wX^+vLw4)OG?#*A_V_`2f*J@>-d^T_ zR%OZHkFp%Xlzw_wSND&s(a~PQLiLu~PeuhD^1s(iLS$Vwu5Ab_`_5LYNzb^ZBfqSt zJ52#65j8;7c3cko(Pp-arR;V~XHwzoI+rnL%}*MRl$|d%`WAyGzp6WW)mJZf)4Af5 zCu6OiL{)0Oz+&|9$bI)U`o{W5?uDB{(NY22OWT}1pr3v_95SoQ*=i*lJpm4wwxpXK z(hVGjD+;4-%qndV6>tIx_Be$0%w88>01P-Wr)fBx8v(aQ>oJ;fv(>nPY8_*r_+&BB z6gM;f_=I0{ws%YMj9e{%OK?k0cwQMC`e0GCcC|%4hu(ljv)+~TZ z$Om*c6K8Rgp_%hq!<6D9GWsus;~0_|-GWt3HPaz*5GZj<-_xx~csdubnB~y)bWzS~bbl}vLD&nA1|5Oyy6tGaY^mgR zcd^XzGp22ErXAOX=dK;$6Q}SAPd!&|l+E%Zw}g$|I6+f55FY`RE>^L`JT942?3w2y zl?@F8BWav5$$rn6;g;=knXNa$#3^L=QH&O7EhRHtS8Xt`1Z$@do)=$4ktv`^xCA~~ z_Sb$6XGO;vnzkA2qPgqQT!SmLW%HEQZREZ7Bsg@i8a~Qu*{(zU<^k8_D52SC`5(lFT+8Aq);$y@_+I9{eSTJeFIw??I9cXm=mK&lWQwjZJ*@Fqk&aw^$~Vl!o z4%w*3-TAh~^42&KYIL;R+O4RVY@30@KQ~hPaIU(=y`{F{%)++Zek=g&` z52UajJGPx`_)p3lyr{(VY@!M8*7W!s_2y28!y5_c&m&@|^E5cM^};H)Hz@ zy-7cD=YLeV4?>hD*9J~TiT4b^L{j4YCcN?76hr6CM(5ONPyF9+n-EC}u1H74G;uyT z;h&F+-s??{`P^>t^qhOG?HI*nF@!CqqguZW%mvsf+6CAt+XdMvwH<};QLeIRTvx7Be!gD4L4y?oPWn2QpRS5O%8-mm~Q z$=)5FdgAz;E%67w(?7IW+2?$dmENr@mbdK)@n$djHa#vc-&T&IpQint{3QDzjwzbz zD2QR&=67Y&%#UBUj(38RPqVSdRFERFfn~T67vKqD`%WKaYSPSaiZum8s0f@^YLtX+ z-?M;N#7OCfxcfCtPJ1gQVX*b|9w~825gbG>4|25f6OHzwF<)PCBBDL_%vx_^pY_Ft z9v$2zIwJA-0pF{?-aUJTR5nh^(lBQSMN4JcN^UZ=G>DH^PC>=$tkhz@`j8=L;vm30 z(a7*-)w>JO5QX-Wj9>$U+#J!7PAgQ<{R@0D7i+E!mpL+RyCGU6CXZ~ut7c+&B0=MN z4-86QL?b;Q#WVVLq+k@DS;<_w{G1&(h=u6OK8k%na|8<8F{chK(D33EqCHI8=~z)^ z*-zA46+vJCubK?cG#Tjy6dthrK8m{a4QV*itMkC2;Wzauq^996=fbBWcgnq;^oGo< z8y(8)4KCt>dGv^h@0R zb3`o|iWh}3ZKt5#Rur9mTvA+^j$&3Ya3k1}jeMNhDreaaF&XAA0R1|_Turi}g!kr! zd*GK-5rAISGYwi0^hBY87ff3#Aanedt;H)GPn~hD7eS2Za6{9MxY}@&p+Oqn!v7TK z+W}kK0mscLE$jc66^dfB&A5T=t<2D-KOfWYqrjKpCA>qlEDWEs-BeCZO+L=ZXnj4p zeF`XR-yUIW(ga30tgkpsIH)7KF_8 zZZn**n`|BU7zG}K$$uPCT$>oz0J>vfn|>ETn=nr=JSQX@u?Y^yv8>yywc*XJLWeQ( z3*t8`Ue%JQ#Bm+^uC;<#CUIVT1H+>n#ds(mdC04nsDdFm;kU-l*mIqKY#I#rwiCMe zXs1G{j3hn;rvR0NIRoK^>qD2{cu(_!sgP=;xowf$b2qFFXY~F@HsIfd^I>-cjfjO~ zQw%MFO$95p*Zm)owfYvb!W_zve~uPDKl$C2ra;5rd~&mTJLhCBRq5?Qh+n>!)6Wq` z=oyZY6gzqNVN69O@3dngHuGNn@JZF!M8WyFe#U;*H0PyqN+W)GbnRnUTjAf|R zDUhb{0^B&+W=C&ojmvqUaJJxwpJyQ1h_~%O4rjw$eL2qO>(>|{9v&9?+1Fm^>uSGt zO6I#qLoYJ+9?F)qSM~g68Du@DiaF+a<^%*IUC$engo$UaU9oB4TmQ}a77%&TeUPZ} z$KPW*00x|UrtvY(d zXlW%lccx^nGn%iT8@~=@$?zW6R+FiA@qpt4-1T3py|%acOfo#2v^Qbtu9B1wORX;q zskY+ARVvd@t2lU&?!%b*vBV__<8IB{n@XwQ}M- zqrQryy2&=qMQ71%hab+r@Nle`PfU8hBm|-PSw#zR{7hmjR;RuyrnK&q$`kpciNE8g zJs?#y6HtqGug>{i@1);DuVC{;=lzbLlUv7=9wk~W(Wf>&iLNn&o)><&X2)qAt?8Cn0Cg8SUhL z8ox3E#W$39l=fHiABe1u@l@k|h3n3~rax!OxVz}FVCJ&C=+R5y@hEUSsrr5RvyqBe zgeLs^=;*TwEyIEAN`B4xy`Xm25ewEa=}gE!4u=O5 zAu7bqI#8?dzm+}`^=h>qH0@0v zapG95!XBB!m7JW*rHV({Ge)JWRd0WJb0zAM@AV7Xm$SDie%}jy#GkBoQ;sjWar5}N ziCqV`n}b%(-kM(eqtpv*24*j1H{cKr<&afxwwk!@I6_{&$Zd%Q>4RR88ji<#IRe!# z>*E7o{FhP^N++_%KUb~(veI|fVskbBdQE6zO(5mVootwoYcj|Q*TcrupummiLP0w~{=SX$+0JkDv3{2P z`tVe?=f+*R?SL-n z6+X;VJ|ws;2AT!7H5~7gdF8b>8fQ#AK717x>x5=EvAY|1Kq@*b^b6cr$i*JAKs_vZV zT00oB9fhLb>@aWO5JHd~LH56tODfAG<}64CAr}q_7q=8?W+`+RRM)Uv5S%88gu9)z zfy`-3lzJg+Wla5qVQEVO%(~WxJwROQwP#7R7lXF&0j{`z$cEt3aFa5&eS36|qI^Nv zx`W8N71j`r@gY6lCQq*gr!C?MH(u#EKjgf53DyYmpp>IFc(kuoAI!K2hlkBpfJG%t{MS&m7aZ zY^d2<2VXT@Vg!CkXsAY8Hjac7W4ETsSdY4#As#ynd7v+r8xZ^I9rAH?HMM} zY^$(P=9O)R9(zKZ8|1jZUDO#PfV7v29O@>LmyPk|Y@^<{C9*I;(G;UBl@_loK;aE= zq=)YEQbWFaeB!;_i0eo@5%A5e4zf3AV%n&hfMkK56)!z|wFMP7THh@z|?- z(P6&bwnQYwLx4$~YzRw%cx2Tw9RKTS{GgmJoRdSmr0Hgqv;!>WJH&uC6%~wmV$Y!g zd*8HX3zbN_)q10p z@$#8`8jf1vK1w^VRrR+uT|6yIe;WjR$Q`-(oJ0U_x{ij$(C>XAN{1NH%BHCr9I*b? z?scOOaU;QQ&x|7pVsOCR*Z%Pc8OFv`RUgfQ?ZcrC7A2=SaHu*QmQQ17ibN9jNr0<6 z_oKeT-G;6KpVUOVO{CN0V^HdE54~lttt7D=LA-d%wi%^0hSm#?YQx@nnS&Bf0Q2nL zc!)tw`m;$@gPPp467e-Ji;43`pEA?~hj6I#Cr&5PMQ5rHPua!S^s2GVGQ(*fIRdGV zy$i6-{6W#C%>~rQg!7ko&nZ{8p(U-_Qa;S~c{X2JdswlI*#B8A;VscOEk^~-osw_r zOOKrm4SW)!+gHPL+ck%uG6MUCcpJOsh*Q=xZU$Da)brG>^Q466YH$2Xb?x{sIQeLp zqUdK^(8;%GMitqPZUOL){ssOT{t>r+TWE=6mnR# z7zFor_yU?9)dWpHsww&t0DY`~XF*A;a=6hB3BR|#4|}hm;cRCRr~!zFCDe(<3a|`0 z@}}Lf(2Ia2$ayv=UOk4lv#<;khqApGT6*`yUUfajmceE3k2n@q2;GJKutnnA-W`S7 zl5!1~+*UnRW=K+$(67&Lg0x+$&WpjAw!HSc7WzG{U3gr!u!#vviiER!$d>LOK?W>z zI5AA-vLWhwKW{MU+5)6I%O9iEARW?@2ndzw1DhCI2?1D~bWhPQFiMGYFb(r`&xl*i zx|Bb`juK1=`p)k?B?)6%tD^jh(^aHBN4hMMM7SuB-Wkj1(2ted+xwg9W8zg!rxtynr)CR1(b%t`bwp#_{jnA<+Q0OF(mh8-|#1s{VhJeFs<+&$6#BQ3)$SGK(Zh zl0}M$W0Ddh@`S7CuUJXVF(>B#<~Ftz zHlVi@o~WsK^j0b%<%KG*j@GwoADW8CLU`AkNDtD2GKBp2G+(G7Om2^)8FJjs$KewS z^h|n;Lq1gcNHbE^wn1S15y`0&MQi@+Le1wm>^%PaV-XwiO@KbQJ!)Ji$ffLC4Q&fL zyln)y2H|uK{9H09l$Wy2yQs+Q#3^8mFUlL_YdOcNJd02Ea?=9$P|!3#%B@~q(GY6x zh`TEkO33w1T{yRiT{oc1X7wCa5a?D-$3(W4zZV>&ncX@r4O{!U2Y;`b-8*oqYFwba z#&DcHTA|nlRB%?$Fvm%s^5ajp5=742m}AdwDW+)N9}A=|AP~*RJ4_3e%ct9KcEr!6%hh8l9in(w7F6Zz2Do#AGJ(_JIC zld8Bo%bRVk?0WC~>vTe(%pEs~^q?)(sgEL7Zre0BrBX7FL!Y~xs1 zv=QXc5DII-Pm!H^=6T5A1mj*{f`<|6H)2(#r9l7vWA)AgJo*j1RsL92VTB&F3crKy zXV(o=)Vpd%Q|D6(8j0Gsen#c!H}SZgsKCz`Cs=Cn7oyIm-y6J{I2NZnb5{8}X@C#< zTCf+N^ScyFv!a-husS$rd6nvs_&&LUV%7Of{*(CWsEHuq#}p~A(_ zYa~X4H-e5Da9>$01$I*qOl6n#I|?V7Q!yh;zjp}lq3Zteb4IsbcR7DJI>67F(|I`7 zduK*%vXO&fbB=1SeAwZ)RAQ=$r}#Kau709MRg$5YgW{#*M6K#%9jAUxYA}3i%`sfE zCUaFr+aK;EjoJz;3m%1$I&pwTV9U1rCk+6)gP__wMS30Ur|bA1E$eb$xXbaxNxnXv zZan^x5)E%siHyQ_PA%w2)Bk;6YqIrn_21f zZL&%E+q^CO-0rYD|HZfdSPD ze)FGpG>sXo1+=5h*vhB%yFbYI->cT;)_A1F^duLNl}Bvai)WVi*ddR6T_Dmm$7-^q zz}_a?1UxNB9?>l27ciloka_frLyGLi{n%&zm|9F8X_%B%cgl&q!WT{7J+lXw_3cdZ zf;-NUX7UGoy{9$1VBq#D(axXA{nmPj3cV}?0@hUZ-{ijq4pS?qa@l<(qaCIO%F9iV zQQaFlB@)G+3dljwjGoS#G?#d(TF`E%Ik!3Uoqclo((y2^+JOZQJF1@d|%M&D5LMywTFpW>S8mLPBXpc%BeT9)Wr5~AURjkY4^ zSoQ1hQySo6f!Le%%C@bn_I2jE!SuS3{ACc|dGAq2Sl*|A)HzK3CYqF1da=;EuqN1K zkkggL2@Ihl9<$@mI=|v3b1w|8sfWNr2anjI7UYEdQ5iw41yHCV_{kYV&J&jp^ahQ8FKuhD7B0$n}vMk5?a zxec*Zj3i-?Fb=`xV-r$AL%!U`Te&S%x_%P<6>oMuuxQWlS+*F^2K?O92itcJX1O93 zOvb{X87-&zFb$(?2$L^DZJzidrpw}OJ~$tdcXp{w^#i&r-g@F&M_EitwNRUa4)3wP zOY%o92>Fv87!ix|_$z4!4}(wVzRXn17i1FOd|lB zmKae`^Mt&dp8&06F*LNNzfL*AnD0$Kw(oqq=PO5ui%{U*149}eRTFXS{O4k-b)dCO zR0P6l#{7tE8$_~Yp=Oy#CLlA@5x-FAHQRa%MTsHfNVh9=tqxg%Ap6DH?+ zBa@pUW+G_u_DlbA=z0n_xe20_Fyb5RBaH9_j5$x5O~Bdtz2yQA=&pmDWbBQRZQUL9 zP&se|vnNe6{y~OcGDWjFz7fI6V;2~0QXLIpTBtY}1b#>}`g%5Lw9u1UxfK-dIZgkN z%jBH@V&j6P5iz4?FsuXaE5Ea*rD%jt-Oqi{ogQhWXh;z-ZzI!Xf=v)%jO#m3kKpHkD1sEnYe z5r(v0tfybt+PTemgLrKp*LoO|*(sVp8YxH(?is`QEDcGeS4ar{6e6ejJcXyda{Sj=X^%)(b54*S#(4l_DuFD}7BS+b8|2J$um<|9rks;4TmAW_yMo z{Wc|z(vY$Hbae0JQR0G1hAX!-W-($Xs_pkx6m<(nXtnT)4}Im20oDqW}Ia|b4%o0 z0(hI0w9g8Ie_om@z=v+p^{4v~uzF{39)nKK`scBsW|#GE&%Ae}O^*|vA7Cu*4_#tY zJ93T~7i+?YO_i#@Rxf)f0SOoU3sxBRg<{McODgV6xEu7dDr__X;GI73KD z+y2+oz4QUyXs^mRuUw7p{VdUd=RNy5?oCYYo~+$SDao8KNxk99Z%KAM2YhPwl#i=c zliw5}cfYw~F{9)^ac&-%;1?Q~1`kXT{S3m|ri{ERGM{pb3Wz69B`}8A@vgQ~m^W9$ zK1f&z=?&_us~RI|!W^I9g+~~vPomQHE^vP}_#gSplF;_!ev&)QJUelu750Bx1b*?Ge|OC~A|q7z)#E~9 z;hxwT(ea_!PI5ni)z;VMk`egQRThcuI^Q z-n@~GmJ8qtzkmFJ324FMwd7N)3BA^$X=F#X}tTI=s~9i zB0}6X8~^PtS2rPiVRVa{C&DhiPG50>XIv<>u2_w8i;;U6Jkl( zd3N%Gznn0U$DcO7NutOR6MRL$V>sk{a45KED859c!y6@TIe%-}5dyYbj=XNvb={x{ zoAz^ckOiWY!vgPQ9VgzF7V zusR8`D6*Pp#v`Jrg-oGH1LNzpL^D}UOB8i4HKPyHT7nC1(=`fhHo(L}?xsA}dUihT z=}gEyj|qQ6s9*0{bvI>y?q+uVFhzqa_@SI9Y-23cyRS}qEIN}XfE=7%jX+ZyUms{r z_sE50IWl8A5eUqB;V;PAHrmB+RSk!$TL&L5j_L`foIU>?RsDsfHdg1#dWM=;);^oA zEIt{**gW05PVmKE478qc(AIPHg`}Z#{g1U{MPPIa(D>~qx9PQ!x@!X%(|!2BaY~mt z+jC*@n~?JCU=3OI?c*t-dI#__|C^(gyA@WPy5ZkHvzI1VdzX$0Us`vT`p>A7CzBk8 z+VsEc&*(nUpEUU1oiiTS;ZW>p7wIr+DHwNgF`*92GqoC=UMn@|aA6&_T9EZE&(@tU zE@rkW9XKu2CHTcX9NUo_jokEhwfFQ)idph49h>ObP)O6YyVNsVDoHTuC|{gcs!W^I z_|?2$I?i3n;q8*>eB8}tuaP@Q8s}2powGClbH{1vKys+r_d`^*@MYfxTyX<2GT*vq z&z0OcaPwYH-N4N=4~^LwWX+E_(BvifpC<1*@73aQsrB0R$r~hX==(Xho z2?T*Ygc`lMBnt0Z@)I;3e?lso+RCVIJ9^62EQewECF5}Lw*+-nvu8t82_<>VuWEy? zVM8cz4e#U^+LBdmxsB#u$H%0&^V;v4KJL~xXNvE_RnmkKi(7=k5kJ0p1=IM147oqa z5?-8@7e0C`kGfS{Yyo!=9EU^>9bEGzQG(9^%RnOKskbU&Khv8{?uJI*ssrdF#y4BR zb1yp$IydIFo@EGo{BGZ8>G4_q#UgRBsFn&hK6<6uV;L9>JK1vXk?!0^1qR3QUAhW; zy%N^eKh`9Rn_#>oZcO!+5UUV_uP>eQH!^0h$n{oj$yL|yTBHJA=c}1L@PlKd{*x3> zE(eyVy zvSL&g?zXS0#XW14mw_JazawNePB|X=0B9cQi@+m4G!Htlp5$JKZ{~a6O z@;%KF2|c3u!O$qhkGvN3KMzQ5)5975WWj$jG^yMbxo_5zgw;7NB@+_xSng|Ae4(M% zsiI6sFVmkK@QIJU|DCl8)<5}AHAXoe>8iXk?T8S@i!1I0z{avoXH+xq(#p^F&1Gmp z691|EE?C3VKc#|i(-S6&7zMu*|C-Gm(Ws~r@6zGV7pFS}|H{zR`@pq0$A)f*My&HLy`^O75;m)+RN%6%eL*yjNcih(n=lR(hD{Y>{gN((pxL5v7T!U!7{NITG5O%9};NM8sCYsmy zM`Hs2Rs1OXqciP)72nPNsEewios6X9*BljN<$6JHEC!+0Wiv^kVzlrawu`-U2PfI& za)jtTVWfX$u|Xd0_8P&IY50wab;rnedIw_`9oK_tco*VH?0JxPGbfGf?Rv@@V_dk( zbWVXtu#WwGN+t36-GrkQzs#b2ztT9i5%ER+8_6@^SV{a3C41K}H0}Psd4a#GkptFZ z_&=>hF7Eck|6B53f|EhPga3!qzKJxA;H&qXcWnzB`DNXHnWVDe&^R}NtI=ik zNr_3$;aH`@3xoZs?Ro>24s_B@> zx0%0~gts{Y&tqsp@&8-Fz`sg91SP}&L&^HzaJL`*hrAb`7@FuF{Eu1y|F`FZg0(RE zPbGsYlkVR?-@iPb-Few97MxcBIKLL@OFZI%8`1gQ8S7gVqaI1`SjLu~9(aWLrkHo| z(Kseck6iZAvM}mhHfki9o`|(p)!pEB4nV~3-WT)?Qqx}|%PW|5wco|IsA{L3Hg2Ct z+9f2f>eQRg@-1L!B8RSELw~kQ+ivraz>E^*e$DabZVNH0yEV$niUBK z#5#$3c^5pRJpD-Y7qPi{k!JQgH#4g`IQ32H*Cv+*AQBIX}?W{r;ikHaBN8gCg(Wgs=9?yj`fw3OV#74;KcMEqoO{*cITFk zSXZFj*s`jdM}&=7PaDbl4wJW7vxExY5+z|-4}Gt5lS`LJii!SgAbEMcLYL>q#Ht3i zJm>IH%`K5q&j7yZMM8&yMY|r)V7%!iF4XXd0Y_8#Kb!ul<$?c8)2A$jAmg|HKid4< zN+v{7{1dfU+g)fubEBe1pdHLCxV5ZhAwsO4OXX*)+WPJTwUoKnYcxCeZ+zBM0q<$(hhs6M#-sX<}MlYxte_fxNl@j>N zz+kl9Wfc``;fGl)-f;7b5l=Br&HT87kE4rxYau)@Y%bQz%k9_@J~_+0T-BwdKNqV} z-fVNvBYC2#p3=cNxKwjT09nnWEht`08fe*{sYx}J`iDFG;P`){$63i{^1BJe*!kr`q%Kl)Kim)<@+cJWCMOxU+~+qgh)uR&q#u zu3tNF)Jb>r9b0Zd9qM7ba_NK?AK}ll%BjJ;|4}JDlEiL zYi3MvYsq2X=`OYuW{zuaKyxlc8}(bo0tHhD=C+TWXY@B0mTJzlBx;hjj&^z<-}}AY zVQtW3kgTJ3IFLfg?Q6>)h0k5-o-I=A?jxL6(aM3$iwZs&A3htd8Q-jR%R>p~8kaX$ z`|{^EgEnE+t9zS~7g^q!n*eaYA=#;q^35IQ_uf6+EE_#c)rr)Ym@Xd{`aN7w?F&Yd zEv@$6D0iRIN0p1fFFhQlFPnzXFG@F$J5H;90>en3rK(fWiyz_e?(O0I!a`=7d(U&?H&~vJ!7d(u-sJ)1SI$z>^+)b>)Y&lK!Meyih+_`fh znNtTq9Nwi>fE$b5(Dpj^>6N`M2-@oq2sT1OA3~3|*99QgPSF8UHip1JIZ_ljTL6ig z{4HCez?4a8!jcy&Qeu|ODv?KT(uYT^4Z6O1@)kU`v0Yav5}A1@R+5Q@g1?bcfkVWX zzm@7YB?^i5*53VO+@D2qzxEi_({m567x$!=f$d4R;ltPXCzHL!OvD(iKbjwj8(0hM zC;&n8&NbRLOFG4}l=joth(m=1`Q}>ApOhV^PO)ytZXRb#O|tthQh&yxSj!a&88SC2 zED`V#*7$~F-+o8`z7P?Lhqx;*o3rAWk_K{8bDSyLTXXSN!rj!!biQ)}@hdrb%42;q zqJmcbAZ1POJ^8$=p66vkGXF(Fbw=s>gI&OGnQb|-YjpLcSE&A{_pkg@zAikF#(AlF z=lU*%xJ>V}G-0oI`e~yp1R^pHl#*|)mMNFDmMgnlx^}z5yAD4}FZZ4Jkw#Q7S@&bG zX?HVc#L47%+_{}~?5CQQJ|gxuVfd`?TW9)+_}hx%NuJ+f-?CtBKZehqSbi1|e{0@m z3kjT zW|ttL`aS_`Lti7&*KRh=$Z6%*Z}P@6roynE>o_&Hm;rqadvZ^z9NoA#ftkfo>XOT< zwCi5V{umA`%0EzNuCoceZ^~ zoMf^dH%_j17@%m8vpGw}e?6JIn<09}aOMDPW7S|d>6HQCrtj-l-RrMtJfi6Ch3SLX zx(%T~MCwBb(0#1>A3=DMKUAx{S0!zM<}ee4Q@Hl6(o($Uxn)8_+UUu-%|Rul8tCt< zfcM<$IRB*tX0?+u4{rrUQbNAax6sS_;rgkj#|uM5I3(mOBn#z-Vs$p@?>yRF0HpBY zq)Vc}VZ+c_K#bydBY8emQU3PS2qxwMoXnfYfOD>pL3<<;Z?N3@drTtxuygTqGyl&5 zN})|5FIbrDzXq-!GpL3?9>^GdOZ{H4U1O->vED?o4qI`&!M&Hzq@Kl2zao6y&QDXx z14O14KTMv_$X13Vz)$p&TSp{IXlBI6`*+VbGN!@zQLeZT%ED=u!Deywhhu7AL%Wk` z?*kGRc`Grrfwh>D*JhvqObjmta$0w5{d)B4DMRY9AEsDN*JiL_*wOy@=5_C9DYs}m zuG3uOrlQ-rb7po#f0VVwxTST(dt|dkFodEJ*?@y`nhXH zlCfEPK$+?A3{QuZdYpJjr@C)5tA(cUniL>rGu+FosnO$ot5dxGQ^m>J_;I(unsV& z-A)ZL0As5gxs+Yd+ptvuD{Jrb&%gVM{T>xuRRYC{$HwHz%Q~+yHnA@nG3iEY9!NIU z9LC+}CNNu+>Rcyp4`q=EpAJ=j?2;bL;K|cKFejm^ZG247P|@ZO4NQGJ#c+(>0Dsp> z`EGB^iDUj@h>>gDxpG?PJJv_*RYN@C5xJffFoxP_!#kLVktWAB1 zF%fzhn8W;_sU^*-qRB%-!KW8 z)UPUo3VSg}kL0&qsC`;6?lZoU9{7jH^___-W2q55CkMZ*k znn4EImX2mXh}}^@Gw2??zK3SWAK{o@bAY_?%`>;IzR7f`m-h&Vdm{c~(GjmzY2|nL zBYwHG=!NaMij;jRw5h8K!b7~i}nNaw{nm3FMux!t0%IP1Kc#gDB&tFo7&ZIsQ zq#y7SJ!p7&=kj@>jv6#^5~|dX(PaH-@Gbj1v0_H^fk`{_?iLfrlN*lMb|-^R?mS5@t5l!(kt=EWLc_)eIQ%h@82MY> z&V7Nth$rYyS;iN?Wm?=lr~$u%%~w2A0^K33P>m;eeG|GRB<;!LJ#T>&*UnpX(pU@dgu5m z8S|&1Rz3{EUQsET$W<&aKiGiu39fITggo6B@>Q7=3f~9`Wx7nn3iAo3ufP6R#Oiyn zOOb+IN-6cL#>(yO&=>QE0y~t@wg|AFF!p#oG!L?WLhaOpai8TCAUz(k3w!ICMm->_ zyY>1WF4%MC({W5ySKbs6{i91omaSjcBCDXcYckLCaPYZ*pb9-_R4aOcnJ{VsO*Oj}cdx--%A+ZL3!8O?FlbPui1kvx)q=Lyb;T@pRJP0F zRS|}8*35uq|K*W|!K`3L+-FwMgUWMsH-i}dQw8D6AhvEo=&#>Ku(V>bBgF6^6^aC= z{C&<3s2IZTKtUHaE`|>tVRtwi8s0KB#KOLPi>ER9+6PS4Pq^1*X)yxAuZIL)yC%jD zxNozu|GpI zYuGblhS)8Nwg8}HcUDZar*L8Mz^CR&`6)gVHuHCoC6KhIUwN4dmI&Bjpn`+A?t`hd0R&3k}X zX5rAr)bBlwQ+ExRX4Mb7oRLRWxwl&vM#3~MspLqUNH4tybgISUA~gi)3#IpeoeX`m zD=9dgI&JiJ=sEPJ%bV7zJk@f@sa?lzAl5`D!9Pp=_m2_Az*TH;CDvwlI(`s zoTZT;OaWihtn!B1XnzAlJdPs2gNs>FA&QJ_rJ(8c%Mt|7J`E@6@ig>$*1B^;(fXeP zr#IAQ{uG#2jJFrj*8J285M!wS`VeT<{3nNy_^V$=5SG_HUc(QxcLl`S)|Isv^nEK@ zK1Pav8x;!YmOwS|4@_2TeNNDKs6xt;z_({eyb3MUJCG?nx#KE(p703Z81$T96PlIQ z@P50x76s=N>!RCl*@qg`GUkm@NMc`j23m00G;c3dSQySD&R*$KWWqyFS)AORq74?+ zyyst;O;&$V+KzWiU22sRJAE~=qPzPe;kv-+h`@p?qN0i;>@J zeZJDD?Op5Xc4)4_k=*hVN~c+x?bZ4Nbl$5s$89^M4t%$_?-@ec6wYuBeO==dv@X@g zD{kp-ad#=@)YU4MH)GJ%xv@Z?eq+YtwrsT#sricg$aG4FKvll}#|=OfCA+5egS*(? zS7ciI2wqb&7T=wa(|oTxso35;yjxa41nAa$S*0wk}O2X;_JaC~Vl0P!SF$nrF{8lJgbvEBX6)gL zKZ+j6*y9B?eUgN7>L+j{fGVEtgp}Dg0o3tny?rKo@$(N&k{2ZQe}$}OTY_GGxr{|v z#?w@ya-iD?0u+C1+PZI9xgxUo|~Q?r)%>1&4@Y&tpZt zzcXx`9wh$B5McN!D+~OixTm;rMarL?9vMZKKSfOWjIGU!c;te?G4ejAt%B~pPRQB> zi^Hg3VamkDes@E=yIxs^NTEB~cjY|(uJUOD;0Q%6QuvZ%NpyxMdyRYlwDE}Ma;Noo z+t(SG%4+6^Q}0Wkku~6{th!r=vv+4I&@!7WKo3;^SOKFJMmG#FovhR&;*Kngt?NGT9C29PTk zaugWXI{(ZBq;jAW&Q>HvvLaFXogjv0TzX7af2Lb^=9;4o>RPHOyRr&=y-T1oHxkKB zm_AXlDJ8JVzw>|cPJLeVF`L{2CLg~dozJhs9#|3e_M8a{wGcfiiYPuzyv%jCaE;+t z*SZ89>;9H}swd+nk2oJ&i37B!iY-7-z2!RLksp`Wi(58&j5A!Tiyr`aPKCv$$hfA> zZwfgAMu$VTHOkg*NWR4V@vf91S zibXrQa%OF@EI7(~TuUeI%iq;6`%kFXw77Y9kR3n#ye8u_5`_W1TnEJW<`xeEF2zpL zQ1t<+o#lGJjMgsfL2>$w!#BxNa!LjI-v)$ltb{ytun|2V=rW@FGxk`0 zlYsv=BG3aOy5EF~MMOOr`u)lW_69Fguk7PqcJSEBn7$zIjo!a|hU za6q}4jOl}M{g_O&A466mGH!!za82qMgsF*=U5kw0z+CV(nUDeUVeES`UQ%(h}K;{>eygOQ2)_NpV;nZLs0OAb!~4tGqrxVXvz< zJeZ~QCN1MI!kg1BY8jsea$VVdhCSr_BO?Z4T7oY-zjb;$&-;MKDDrh;A^| z%dE<3DLBlBN&MiY!LOBz!`td-vfaxn9WW|_`-apimkw?|7INmDNVhTmeYdgCXBHV^ z9jYIH*N%=**W2&){IkCp-XbNt4*dVjAbgEZ0nNh%Uk=&wcmZakvr`l z7+sgPR<@dg=wP~fs;M*6BHqglJ;#})ZY9xcj=sM05z~~mYtu^Ifjz$uGz3S> zFlHagwdV_CKD=SqkA*s9EjO?X=Q?^V*N*W>=T&_Gj2S1WWW^uq6)VPCBt!1gma#~m z##u4j2xErgfhA61%)aPrMi_H6E_e;~WQwIB9#6-U_^rD0t&dD^D_^eN2+d&va-i=) zcgX6gi(qrb;1#s@jJ37W?)%hCL#tlD0Ap_D=d|nty~$_ImdLf2e8nQr2B(_aJ`EX* zH_?yF+7a(uF~|_#dLRT?nPT!O0|*oag#PiYRdmc?0@(vgUb*0xTM=^Y zlz+;2jASfk|B8HSPZbrn1eW>(k4N!@4l6hM?xLfA0V<=UGO{mhso0C*!8q8wh?dQ5_^mb`!8 z-!nP}$*64-;eUflvETTOFxg6e)6KP6JQy?gzo`egxV(PEzt)4>Gq#HKU+ZCT!0IWS z&fmfs|EV4^Jc22LsUaq>k0_YIWW&nyime()NR48$Vj1kRdgdUUm>{f(JSs>CLTv`~ z9>lN=u}%%)z^YnQb^d;piB+?qy5ojGQG<`wnz5LSn4<#Ea^>195p(_EnRs-}AsDOz zJOg_N3V|AcumMo9ZqaQrS|e(HH=Y)*u){$(znt=E>6yXhB4_P$4Sn6}C5`U--lO>% z;g5FbG4QF%4=S~DE|;fo)W56LuxoCe1ZzpGi<@$}_cH$rKm@Z@*X4~O%(=gNW+iF$&FyaaIvxA3e2wcig1 z*OU_KtqpujoQv~HJCQk(6B}MV<5R5~zQ+Zft*HX;;+KV86TTOhEN;eoCnCOXUk>%DJw8bARjV>*`<EB{SkC+$}jeH)J@ z_uKMW+<1`{;L`ln{7k9%d-*1++tP;5db4owhxx=AR8{gQaeRDz#_4?X-S~YmF)>f4 z)0$ygR~J-gCe%O#t{CjS_TFOuOT7~qzKdo(`|HfKZmp6pApL#fVhQEkI#qkwIpSU8 zYIqt2T+9t7rvewv){`{l86TYr65Na1Gw1ch$uWux2{R%Y2htgRI z3aI3dFDjq0wRn(U-~&;$bq4c!TccymGqVocU|8D2S(GD7$D0wTDS34`TDwgvp}wLr zK*~e`nTLJeE7g1Y6>^6wIA~hMSq)wRX*GCNZUv-Oxz*N{)|EizCMeUdG1Mc;P1T(; zwD!6Y9m5g`DnJ!b0kVM#a1yEdQw6OdW98b_&>9l05XjK_Zb5Y?0xXe_QXL>iU$3d| zWP{g^wQ}tYaI^w+fid@@6(H0jmgW}70o!90zS61F8H=6>#1JMkW{6xn5kklngIma8 zi`7$V&>x!<44QE>Ws6lf%}OeO479?raA3?Be`~gZjK$A?G@DO<#-a>@of(sxxYsK- zX}IWG7|TH6->4(A=okcJ z++9po1P%j)iw~_YLjP6Ypp^&JztK0KBH={5bHgB^1{>1ru}y?3k5mAgb{9`8gf>po zh}NeuV=)p@dKXg)@tg%y8>?zr)%h>Y^PeggR)qW*_%IJ?n?Jys))%;T)hoe$o>Qbjz^pE3X&JvRehdW$zvBx-THl*+Q;sCo(L(GnES1RwbS|zh`QX-wn1$eT&#XNJ1*oV z2hO*xw$EYv#}#}l@w$2|DZjG7uD)fmETF$-QXrJ?Lhu0*jBDjr?-BtH=e{%I$Y~cO%`#jbdnS&8`9>wPRH%^I+lv)4 z#;8DmH)V3YSj&@o#B9kFncKeOeJ--U6b?h&A#9ZwA4ps9a9Y`>bB+DR=&B9%{X?`T8Un>aM!ENje;1(MiS5p3HT`P5pV@OV?IV;^Rn-85xvKn3$$JTGd`8--GD-e|0rDC?CSy1280fh|ViAAB3%YnF(7 z2Y&6-59ROZRML$+(#cZx>easIPs+aVp+Om~%L5kK5;mX?blJ(Ytc7cc(OCo~C&Rt8+Y|2NzMHnMr2jo4PWrse9 zE$3`m-y|4t*wV(f^B*P9epG2VWlZJ2pJDadt${jBz46(-WM%Op|B`-~$DoXhC8b^3 zRDS&l-paXE+vnhKPiq@=lq-_r25|OBY?FW|Q?JPFKGV%^Fja(*^?OmhahDzNe8rdZ z#bI`e{uSYVKVA{Wba>|XSNu7jH@0dbznu=oBl}5;K3u$pK3`#{`rN%o?IRRw-gjOU z3V)-7ttYPl29Us_i_8dLb)!m0%`Wu6k|5~IDk71fl)ugSd3cZcfypYSNHSL%tm3^o z(5F)rS(7QgwW|3$-Q#*zrf^qj|9x#aofVyNf<(DKQxSyufYRQroV2^XO0^9Z0pH*E zeC_;>h#Nm}d&aP~ej@N&#g`;>!gyG)Klz+f*R8(z?vqo{|H;$~6p8(YcZ2b}Z}PuT zH(d2lVJ`-2ZI7)atxkR(45}N#>XjcCiRxxRToVbCv4!RS+kj{zjZ z^}(Tw(sVRdgzB*=KOBC(ALi0ZTl}f0B|dX%0M!0SfSVliu($S|25*g1OdqwT5lMUa zdUWsf?s(XFd~>oqTKxE-wHJOdxuBBdx#JR@D#{1<*?R%T-9+PjkDRB_INzY)xU5TG zVXrCYBC*r{d-tM)FFD^xo_cvqIbR&%joQ8mZnbDpkvwekMi}&p16-5@sp6OGY8-%y zxaS34uf(qI&K_U;@toRIl%0io%t4P5omL9KM1woWf2pOnMBs373V2TGz%Tb0LA{m= z-&x56&fP^9mP8#ir?-20eBGmtvQ))!p_f@w9`aZAK07(TTgIa?_S4s7Nv6*D<-xm)-xUvf$7g*1eV48 zLE`p;U}mmAf+WB@^8H=n7g$2+541NU?3UaWa8^QXgr!CGYi5_QNxd)#Zk043nnxnG zLorDB$U#`uqbtB^Z!DvE(tTtE781m>Ug3bR;IAMUly@Ok*y5g$1qgpV4!hNhDBy&U zAcQy}Y~3V1-dAS5r~pIM0Q2n-rT&Lk*Y z;WoX#^%W0-E)s(Z@p=+MjO7I4;OxOo}UUK#l|X{NBGH%uEny%%FIRX= zEQlHGq}LEKJ`dj%qFp;7H*iW=4Nux4&aCQssc+PirMtl2Z>iwM=mpa%+RoP!us zkn!a4+YBsKO>EpQA2i~3*+)Gh`Sg(@4*9c6_FH7gs&1ueqxQo6Y6O$m1bhvnTk#kC;Bmi(WnNra#_2Dz9PVR-`)8ra$8@s31) zJ{D2l!O`XU!KSK(GS4MhP;=|9phvjN^zvO){-U1!HjKQg*G}TwxtUBztr)^V3xi(F zx$Slo8oX)P^8fQE=ds822GSu?bihACc=4v(2kw35H;%bpkV~k62Lw1yIzzap)ImE1 z4dw#&JKxh*LiJ&HFoIDI^|wwdesefOY-ytz})#2r4Gyd;WT-$*W>G66ZO$tw%Z-R<40O5Ke* z0=@Z#{izPyn-+oZq$G~6Qy=45?G=rNn*z(SMaj8xb9E_o+jlsfMk8B-c;U#dkB9aX zqo2R}qK;h%yL@)LC#OI9AXARZQ89_u8q?INsVTInAFEvVPwJ1UM>CN$Tqvh613E_m#2wLP#24%2v0kbTcG&lE zCO*7dt3rCI)@H(YB}RQ+c9!?f4$^iO74LVsD;+p|K zv$exig2{5g1<`5wD_Tc|KD0lvU@^C4pzddh71lm0N^LT&Ol|vV^JAydd04Xr=^^_L zuHjzN{BGEJ7&mLpx1*T(&agbznjc3A^Vge4Z$sH(&&9Gm9&ZygUzZ7sf9hA|oG11& zg`Jy&n?v%)*|!~&j%YT?+_SPBsilC9;8-Y|WZGFEu=Bn{g;v~dP#R*Be7_bS(ZK;!yF&i_2XV8kz>;6-9aa9 zrN7Py|174~g%NdAh>H0tDdu&C!e2=@gs2$NN%=62hH%RA0fNw>DGml;pG@v|32Fbw zCuLENMJgxh84((Ip5=N}a35)#qE;z=9whe3!qjQRF%m&(&H6e1oy&xt zpe*59HbI)B3>#rEoLX-l@KR9$-ttOpXY|BX#wVPIlWvh>D-e-ml%A!gJsk68i0J0F zbA8ec6}dS>cN3nL(|9uD)^iae@yY+DKAC9I6xR#wf-g6l%EO$G=x^xBEs7K#u--!Q zghw8%)avJ57+G$+tmzr;Z#=tmu6h3a2E}3921WS3mc|_d7A<7$O~BPj-^5(v$J$T_ zv02X-cj;(YUD9h^^Kgno?6i>`bB;Q%)1_PFFtZZbZQ{d$<`T!^rS501_Ya_N^INtm zRK{Tu zts9_Q!-lG6q<2)JEZ{WoEq6{S$9eGP=fhc&$)FjP6HF^eQ})Kq&%!?2q6ZyE@P^A< zZ=_!v+d7IBG`pKMm-HDQt8>&@bi88m`APE@$)hY&cxW!eudT-AUPoteCz5{7r`<(6 zB3uYEEiJd88EVlrd=WlMVXyCZzlKC1kKQ*taBQv+e~s$|$qHoPDgVUgOurUh+l^`N z$w$h%a9XveX4!4iMK~*cL@&n>%drm&=OrB_PaT@bDJs7C8S`A&?8%J*yQ9EPE{apR zvlqiRuZv?U4g~D3$dq!V}R*6YSy2F3d*Z*`V}vTuw$yw7N$)>ei|a@Ix0K?e$7a z{$!C>J!^J~nX52e`bg4kuJr8TNDTX4%Xq`CTA0K&<9S5(v#*W>qfMy$(pgJ7Ij@s6 ze*A`hO6@y}&pHi0HKi-~b-MgXy3j=nSupcsBid8HGwsqCm?H0I5hF`Mb|vJ!KD+Q2 zR)hmm5nE?WYd7*e-e`%(%zt!oP2BG0cnf=dF&4gED*uzavkp;I^(-2y?;S>F!fIU5 z-I1tK$FhZy$sQwJK{qes6X+$NqvlVT(`6VM848q0ajz4{R0c$@xXJ+Wq7NHuV{$2ECmZ8cZevd>LMMh&%}mheDsZs-_<5zxNV-cX~~ zEj+P#UZ{|wWjACk(EON7y~X82TB_O5xO=vu*xklM>O+UAUn1hepaZ3&?ER^lh7=zA z!nUtK<4Scf{KRFiEzZW9@N#!TkVGZ*V%Bx-myO#0VeP%cno8dGap@wxw~&ZPlNxI1 zt27HmMCm)@AseI#dT$p z%slg)6V7?&o|*eR_Y|^>pY`PO&^O0-dMY{)ZXfbc+CxDfo^5ew-g@48vU-+!o@M2- zJP(bj@FtoNhC?+U$Trzx=weJiS%30Nhz7$ohN}!3$-gCE6MC5;%fQw%Ewg_E_!9yC z;G4MVlbTHBwy?zMO5D_tuF~z0nNx@dhxto3Z`tMeUQ0kBdg~2)3$~FOUrW?^HSN= zV%QB!$(b7SHWe#ll^~iv)-&GDOgj%52Z}D_Y9zc7tz!;8_~Xt89%c%Qkgd;SuK$Y2*V$*mIR8?poV?pgnoNXW#c@drat+29k@$JowT38-#lW74fbw z?8fR|yqXh#PWk1t-}cCqhPPl}8}}h@L<^*lqcaz9`#ch3px{>o^@?DYUaw#vPlJSn z^$JjBw3sVa7?1td{E=k5fqpv2W?ozd%p+58jtMDnGX9)cH)i5w@{U+_EyEfH{}P#B zD3~xM8`&&i1bVvb!*A)D9=7F?D*3=R-stle{Wbb(_j29SS-YXR!@&7j zxgn;06)f^nhu{NWQP0;qj2}Ip;BYhqX2tEJtRc7sSQ2XWa_?@vR$lCW;R=HN4cbG^{MD?Hh3%z#^)UVJdT{_}u9*5^yi?CtelIP>@ zbp)cWCb!m@^}?UdKKT-py0UH-c&lY**Gs$El=xnXQx^CKJgS?thh>Uh>W}v=+Ko?{ zlVxMJExr=@b>?oi)W&_?m@Wios^KxYD%eMNTAlEfI}V664rh^ujs0h&`MJY&P4H}o zi!)U~9bkI%lAmK|JHx9ZH?mF zq=i#ba;gjsWF{)0Vs0LjhHRS-NcJm~`fi5RG^P1V8>{blaHeXm>+8**4E?YQn%uU# zIaihHP}iAo1AFg&gqWzhgIFq>sNnRv&{0ToA_JM(0Fw&|@p`SQuK4JYU(-aon?cP2 z?J6F3x^$hZtI06H?nSZK(Nsv_UUac(nz{3oS!2-H zmtxTxzXXr9Vfx(K63cS!9MPKnb_vU7;!&=Nd+5@5yauZ}g? zG&-hL$0gQMD-bwf;Y!kY&6<9T#rNCBfjo_gllmTokNTAtv$ypFf$glbt*pOxumT~C z$&&^fg$(^vixJyb4;e#Z-3P?0ka5-8M@DPy(TjEkWUrT*G`3?ulNjy1;S0RG6!tc- zn^E<(Ps?3Z_gJurlI^=3DNO@mUa5Nq+<8JT=+oX6(heBiq|zN4j9z?jX3nLtjXEmC=Ehp5j z#9CHUQptP(-V#gg?K{et?N^zH3u9uLUl!2Ve)`Kmk|!^f_x&Q&786+)*umI1>#UVb z!Y|l8R202vbF)5|#0sHHic3$%Z4*oLW)uB-C`%*`{^^^;IAd~(jxI4v8uXw94ca&S7Td0 z!Vj<6!5+A3+ajU8YS*Ub2)esKH*i3?Ru&g8zKw4UvqIt9BSX4jZzkn5H{_jT^zOR8 z!qHQ%+GD_it8nbqogBWv(yPj@dG<7_ep0r7AIu)zz|lV(j1^K!lY_gmUGPeEKb(rp z4{FcAvI`}=JiIS%e~_9O-~Baj@kL?6r6+6*(FvDCsB#fAMiP!FcE$YD4~H8J$KRVF zoSHc$l{qKj4$ys59B^r@WFU4kCUPay} zH-4_WOA)J{83NhO7J;)f;H7NI1PhhsQ}`6Tu81IQzcXCvVo0+n3DI@;{v>zPcW6us z8sVw=T=PNE$rpvXPR}Cr zXr_o5!_X{(BX*iLj%>f&Flg!$$aVaZ$gXIsj~Z|Pv@cX#m{RKxutF*7`P3%CqF@74SwE>&2RDh?@HVH|CS< zo3Z*_<^y>e$s`G@9g&M#e^=ht`nD2QAX_*K!E#n|ZTtd&5oN-0)u!klM9``&rr z6~J@bMLxW?{q7Z;xY9Of*~i|?nohrJs$Vd={q3YGa#8N@zH%5F-GB8}K|Nsht0MbW zZ13L|iIIzRzbYEj85=K+Z}TrYax%N8*wb5dm$OQrc+#^ zR5MpkOYI%%Vf(kVhCjY*IOxBNOa0F!Er5AstDwO zyAX;{&*xU5t;SB>4cZS>iVp0sT?U|`kO+>>x&j?J6Emxkhf>qX&q0(D1v3>TsS5Y@ zXq8+WeAecCs(Po@x&qcqC)I2Fyhb2?Q&UyFWmUOO>kl^W^_Zyjf!lLc1b z8x*QhPE}5Eun8IXs5->KYuPxcL}sk1@peaJ-L8+5_2(V9w6vGn1oSCZvh#ZV#trWG zH}bc$5JC?ucCtIWTpaW=kRD4*bY_jPI()iCv&X_W)C~if3L2TM>~&qIcQQZvU5h7c zMJCFxT3=7z=bx$#SYc=`{(8FHp*I%#gE&USB{!F1m%8uI`)HL0-m6+_x6cT=n~aTd z_(OM*bD~ATlea_%Kpd38R0{To6hp5qHmzJ|kM>DIV<9uRed^Ho+?j=a3il4TTHa<1 z;){7IRei+dRfB#O0A~mRI74gW^`pU{Mb&NVK*>}keIP~tM4m+k)#$qgjU_nO03dBo z+d<$OAe@yfTmvj;K8jv|FE4T(K&Ps1CfOiX&TU-F| z7AR@B0NyQ7CU60~TcEtf1@LZxvWpAg-2$bbcIEp@=Jwl_T!t=x-pr_uPpHK|Qd`ec zureX8@GCj|`nrf~peWT$pIidDgj%fpGrCBzD{~Db{d(`=sOiD|XQYA?jkUK^epNV0 z=gCAHS1$I$TTHWhVtfB?C#Vmh7=O4eDHs_x77A2xyo}k#Ebh4 z*fFT?LZ{F1(UwW8=u2c$pxIQChT7f*qwt;r*P#tX@xFyi_dj36~w zPX*hPN}mM?Y4UTDf6hp{+%3*#B&8x+hL>B;|ITO+eR*N@4xcx5P4%}Gfkqqs4Yxod zELGn98P;uF-a+n`{CN(vNYN9267{z8)-B2y_mr}&XmNX$tw$CT%pqaA_kYYIllr(8 zT%Q^Stf_u|^L@5dy5!Qca=w#4(1uv-loc||MM7@gLsG#p(_4XOk6lT$=W9U}*1l-a zwCTf_2UV%&-tT+KZg3=Z;qkilK4Lw&sc4^wsX^CEJ)h|cv;IKOD8JyCd>ZEyy!=U8 z?rY_+rOSJF_1!PLJ)Lqg=DmN+8S7QR1@+|Is%e`$hkX)yzFXGM zwTSvmuR*+{z5Vp8^wQogKPzu)r{57#OmRs2_(>q@V#5yZ_mT)HvnfK+l9`)^cUjh4=nr%J)+ph7RwUA zL7ZjDOjI31sKtk=SLrEOZf2vL|Ea+TuD_s+XeC}d#%dei9u|Uv37>_rqBG=U`l>@- zX*CZArd)+%t`bAFw?lvShjif@sN!}jONwVRcg=7A`v4&uT3)AXdRi%4f=e%iGA}>T zV~EbYd_yP~L3jpCLgax-Na5iWP3X=K8l@*f%I}?Qq}=F{gSpMUQv@4;6C2F({a~}~ zxCkZ<2|m=*vQE)+ASNaw7Yfy&^5X&YK|gq=x;)io#;+1qGJg!$9Wh1kj%kxLp)*G2in(=Ry) ziwV45w74lXuyl&yXLX@kyD5`SKRUVUP-^)gVCIj>PoC)r54)W$UNRA58^RR@+ z_r;JL6)|I|p|`9^9)v;CLB76YP<6I7aFbqrCr*Xv(y3nNXW+&gL1b3n@zBqn)w`X2 zR^aj*N{Xl@@LTM}QPHiwH2^+~QxQ{=U5A{&vSo$4d+}WnY%GAfjq2!Bg(kYkvoD$l z*~~MT%|C;AyJ2^-*M_t%+uER@8)&&vwm~sheAo@Kwyl*sv^tUqSX@^g2!qo~BXR9`T@AKz{UePcK# z-Aix!2#~|)&c-R|jh~m=&rAu%+o><@0dxfnQ*X|nyYc7KGJyQh4ljUH6C5Ocj%&c=rdTDM5_k9F#AJ4fRidqK$1=Bd)77DSR6iO=&8^(-2~D}ZTdrC*df#-!P*s0;nB3G*U}Kd#nLZih*`AU! zadgD+nqH+`d1%nhRp#jt!@AxYa$?G3bxq+;9GKs$uh*L2|C?>!`kcw5?TyuyfK_@z zYg1G1Jr8{G@{9WQ@<(I7Q^*64BIM>;iSp=a0CDMqjsMKH*N4%HlKQC6-?dXDPaN-X z4<&xSt#nbG7qi2OO|0eG=s17M2x)n0l_4P|0LdcDaI7H#D z(zXOc!6U_|k239R*n?D_uOlvRKs$0>pfj(0+MYCwu~qnBw1}u|$R_=LgI7YntdjsKn@~JP*CB?}yQ#%vg+X?stxRz)&y< zG*El^GOonmG+zKrynT2*3%MFgcGe;pFv$nsgd{%WC8nNz@jBd4c0k)Ccs!YVPPG(L z^HGbK7V{Z*?HkN-ptXEolq}ylFR=u+sFQf3vP@WQ=G8U}pBJcN(bi1G-Ii6aa)1rF z_Gg`=%JbgHkBIKP2nV79rS^a(j}`HT`a|8kC@rGMeTIVE3r`4XT2x)LzyIm-_&r2U zaG)*EzfEK5SD(S7Ey5Yj`J#>?&bFNCsd~Tbb@T0gV*e;%jBz^V)J%lx+EW7ZB$rY! z&%ifxX@A$?Y=r^x??C!=_O98AR0Rq$Fj5h4Me{#vL?GOpSYg3_3~1E!Hx5xCJ2Y(` zmQxTK!4626-pUgz@{#zB-j1A*h83G1Xf+c{klgQYkx!nrPOYA5me-t`iI#aemrwEJ$x>IEhtpZ1WbJQ4T8=$5rV` znqbP@2c$w4{GU#m_g;nDq3lWZx?d$y_@FPDkB>aO%!7Yi46k}-*0+4AqU6P;OjzV< zJGVdu#N}ysQ!!V00?kJ?n|G+(M}QdN>Ans`J}+FH6YGbv=Ma>N5~N4k(d!IgZ-`CP*4Kuy5iL~@ z(bN(6cy48>=!rB8N%yprIV_q576pjfGE2ml1_+;+lPQMvaJI>#Y=y9BjzL(g83@SG zpC2&@OV~2S3Lv^;5}j>nqS3th_$X@KS7(W_4S~ekG_VK>30tjWqyOmv`M+H(s6JPl z`ivFcF5A(vjbZ1gvDuDKp8UyapSmxfoGtFoffXFjizBqyT$_OGUfwW zwb?x>tt?yOok#eNsyr@NcpR~phr2xS#;<(J!cAVEx77$D!!J;Md+@OCCpWML9aTlN4UH%$)pR*Hs5He`cX(g@+fFn#^BRo}ffKV}*~-gg$1l6>b#V_<@X<%_2=&+3$+R#{u(8o0X)S~`o!4+VWe8`9`%Vg5k z1{Mnh*~10~WltKcr?MYGO*b%fNa6k6+`W%K<|QEqqP{1{{I2BVdsSOJYPF^M^YtHs z3wDNm!&{=wqy=)&f66<3nQ?(Dz{%Rs(Q3y^ zbcffsQLJfM-Kpu}Zxi1agiAWB9N&}vFrrvL7_KVxI6cgD^O&9QuUe4Yb5EJlu~GJX zc2s3$jS~!6yBNAw+>cyyFX&;Ty!&D2g2wg*GUHX7rBl(JOi|i5z9XqKX{2nITYgjl zkC(KOzKsV+YL;iHg_7qdYWexlyUo|L)wpL?q{3Y1&hY?Z?*(Tql>GjN&?M#cXAt@_ z`~M*XpUP!LN=NhlX4knhx&q0cN{vGQs?o^l4`gEbH{BW0pZ)xlbo?tTH)kNwoaSGW za)Vj^CHo&g>;IX!jgjSFQeE+}{6n6j)ZfpOUIKoBe@jjS2I~GTwag{n|99REj z|B{eEg5_VH$`$~e{-4h%(w!aE|Mfr-HPGPS9);jz{U=6a>J>RsVZiF&I4WnC$-nO^ z``VGRvi!?Fk@%VAKP(oX?MI8T{Ku-$pNm3re^&g_kcjBiO4jMcXeP5o6%!^DlH0Ac~Eg-iV7p}Kwr->hR@7OoN+?egV1--LRoJv=E zqBXBP`Vqpf9J9CfRq^n8=t6kR?rMX_wtdW^GIsK=wYc30+ZBZjIzNn!t6Tp2 zuUzY%iH#Y(@ds@&j`=+`me~pq+=a(Y{1;n%DKb4|^sttX1l%W%t4t=p?(Z1ThrC4| zc`PJNA!ae3-nd)HkELH}T?&>hV5+Q}lJ#m`nm|~12A+Rp3vutzuQVDJg{@7C<59bQ zt85L`@sMferUbcQmW55R6e6qstf3F_V$!q(2(yMyu#ig3EMxP)MjkG+S+?#$F*OL1 zK09Dbol7MS3~q&vCo48^P;E-EA{%&>H;r{?^qe8=K@>7boYE`SL?awZY@x(P^kP#Z5k#sbZv zkRMTFE8~9K#=L{UlX|LyyD84wpS{cff)G)--k(v&lY@TNZ?!`_4XcNbSAbvJDV@I1 zl+4$ZNaIgmw6D}VePes`e9}y4_e>)!?9r>~HGFuD{RNLULEns{H2S!&d$LE_j=6)Y z9vLBe6}b;~q2ef~i3iBxOvh{^UpIAMrUe9hNLC9eJ)H6bn%6=KOD<{sdA~zTC7CU& z?NX9G`w^hqDfL$03hU4iMv~LYoCF8Qlrbm|v^wsj7S%?|WwlG|=OysNVgZE`W8F7G zCQ=xR;#t~2ShOPOH$aZW?pa`75(fh8G=KwsQYptWo-s5960Uo@{tpC@t^`g|SQeX~ z))BheCa?Rhxfa#sPeP^=AppXu(Az=$@*;YcY5u`YU#V>@jcEthwkNGOEDTTz0ZzF5 zKit4|H^&7Mb1g7irmX-D6?Q~J0Ikz!%N58}1ec_3m{VCK0gyXgZP)iHGYfHKOD&7` zHpSlXL6B1c&=DU`J!H`eh_c7aEY5HOBBT_`Qc-%#M8@gF|=qZel%SOIg zIuM$)RzDQ;v65>U8LM@ceD5f}{}y zI7G~ratyc-4I~~O-~Y?XKnxxx&<%$uEgKl4qaAz@jDu;nC;sxaOyK*xff(5L!vcK1Kt}pIDg%Wz8MHzwlhho6e}7awHcCuz2ttvjqoZo7!7;eZ zps{`X%Yf2hS}P|D=#6vm#e^Ha$TQ;*IUnfz`LkM`YnLZiTpARxfV~)IEn{ zG+1}|AaLE^yB;3fh9%XH-GiJr{9*@u{;{X-0 z>NknG*TgDmPNIly!EMKFfo+Fvp^+!lM{K*2PjK78`2~TjTu)?9 z+rfne@vP>}!0X07*4C0UJI}0=<{wckpP2c=u;=?CR4!&L1U#82!7?auzESb`ejCI+ z6YxAnYb?MzYQaPs)Uy@bl~arjf}=J=f7j96YOuL%kTtURZ1ePK$YJQSkdobn6X7G? z#JvURZHCLx1U6q;>__KlJg)vw<0=DEW5<@;s`#zCmsE1N`E`4C(dB%oHn@lJ$kc>^ zI*{|7x_*9woNsrl3gt5VMz_6|DhU3~^QU#~%a~WouW#Q*LgH?z*W6UQi+tK5OP`nE zP(1VQFft+}4aZDbTdbCjk?6K(60LocgyZD$5bCuh3CRL{53*jE?{B|?j9z|14$Sea z#Nc!$L%E9hm;f=mu&#&DIIFadOU9mtAy=>;jn*(+VlR`oOihws-`@?>U%moWq8=-5m&LzYmg6I+oCN8p@Rc^7$H2h` zKdh0=$p;NwhtSfR-$1kRhq|OY8*%}HdgBQZu*VYm_FM~P(YI>fsg0rN{p=z1c3>Pj z(n+d?rWTbtwD1%kZG}%Z19e=|x1;DIT(Z8iQ=O<=%~%6haP;J)frYC9(=cmH{b4Z6 z>oPJ5DybOw;tZ`Zf<(j8(B`_WC?I)8g+!2BWnrXy?dVcH@11DLDB$`LRKiweH zTa0z#lJv9Z>tS&YS?$~sGw+m!{@ckQf1M4-v;R07gAPu`p=-co4Va{hO_Lu2^HzVR zl`FYU=W{(i`cMV50&=FDfv|{smMx4Xcblm_+E^#!i&s__RA*@dPE@W3@6N11*k>ys zNc9tZYH6-QT;FN%iOS93-KA!Io|@r(dOoK4?aFqD$$~h zqlR#C9hlL@N`O0Ve4)~?zQU5*p%~2KvM(VqLsk2(sevSu$nN7Q;|EOQ+IeA-AE3!G zo}gqqY8$M~z6I?jgFnesyTh@lwXsbd)3bdu*Y>e8ni@Ox$waeYP935YJJBqwZ3J2N zxVe36U&j)oJ|l2^J39_4UGb!rLOo_}-(eN242{^EmRj#1RSRd?Cq3ME$?8z>1W&ak z>^l_`riM&1HwATP-U9<&{J{8!e`^mu&H~Nw zXqs^y8@!4;VTA8urj8G{hde^Lyxa2!6q-?P#|+K;fF#|7p~n|B>w|p?hLa--D|kuh z;HtV!e<;Dt%(_u|vZw0wltsv~nb^A*kz*55u<*W5ELhE7+n{8odHgYQ;-s*fu6}<9 zGO?B6zRTwNxzJY6tFb}9hVLHZp!)*xSKlif55jqgZt*&0dupfuZDWTm_@ zIxtegwBevfh2|aJHM2;rmmAGTxZvc6QQqNe3o9xJsL#rR=z}T~ zStt19N3dPi8tcTZd{wpNmTIj47oSg~vn6pF*@cD9*);+WS&GmF_iv4+2=_87W8@(l za%G6St3P=2ee**wD@Vh^9t8gebYS&;*SO&;W6V`rJC)*wNHytE4Ot2Ev1**RquT`k zhG`V@jvL0zqR`c)X2;ojB&A$D96Gl8!+}t@mW9xlg>3LuuANlNezmOBA4+jv&k$#` zSgzJQ$%l375cAe@D@PA%b{>Xg!U@70I|-w1YVU9-@zv{N%sp_|xb?n@0{aA)Te2Qs zQYr=7ziOQzSC3Vb!~=TvB8Q!ev(>>uf!f3^Ti4z}KjM2oiMYeD1GPZj!D{fDfJ*}2 zZ%k4mJTV_l4=*1UP8F&?iam;ME`en@Qa_- z$iTDwiAxv$o;+CIJ6rwd&tu~MAR^=V%{}Qk>TAyve*WXf-#&hH*Vfkdx_3twBl?u@ ziB)1OYSYpA`X539{2I#4BHrKJu_!L@Zy(d3AAnaVTssL=7t(joWT{#WPTtu7CkKTD z2Zv5A1oiG^ZPls!zcg`vhD?1B5hd@QzAtyup0>67GE^V`=ocaQ57)6Ke4?$1m5 zI!V}6UiNnH{X8C(9+fdJqe*iiLwt|!DdCm*?<%uKiWgq+*R`=G3qo3Vu6;NxX1`Js zgKR9(|HuYLr*dbN1o~5xo`_1dq{OyTzVVM@yC;9pS!4@^0^t(l{^22Fp)U zBQg;CQVY7u=?Pj{rV{N-7ldrZCS$477SWWK(p3_JMS*=K+HxaPGKA2W)8SqHihj(* zwK+5JoT}PfBYQ@g_}!+y{O(PW1ykosMsHT@U)s#of#+0|51(&Yb&ApG-Cw$*ezCvQ za@tU$GT$J5?T$owKjxAZa;}5)q?1au69lxpW!Y&-qxWt3iX_{jN&P2x$@H}@&=tuo z+f3=cq-90+0JRsXWBpOl(o@%14)n{D8ardi0|!biXMSU-7J*df^MrJg^3?a=E~)It z+!QjySr;5!NM$fw)N20DL={-3XLesl;qZC#DA0x1izq>3#ZOAe-763lpuuOBaMFq= zCn|~eo4tI`D@pOHnkKm6OD*9zRv);)VVT82Eghjhs=(PcrW}8brDNc}5c|s{aePtm zB~l8Lx|=c#0@Vo1NBDS}?C zT)J&5ABbi;x#=P0m8B3ZcKhTaqxCS69i6??Aa{Rwr~2s$zA#vxoPQwvQ(BVZV(W$C zjx!{>325e({un?-4@uU!;K~_=NQ;-~#@#8_Cd)*V1wCJ`mNR71 zPr~~9*t4_SaxLS-#PM;Bopi07;ZR{Ix(f99M$?Eye0=Dtkvnbcbst;l*Kqp4GEx^b zH84IMz37X1#S4d0$n+<6n8x`ow)?GONgN93@}=mF2BHp3QX;BoW(Ms~RG=BD_EyU3#mt+AT1txm7q^(7 zsfo9RI{0#qLfMU^$RvN1FI$nl-!c!^9~7QOJDi&=t-UR$+`5E;pC?${ud<2aRD!EF0{^Y#=!@| zpFz2tY?XT3L6+fQ%LKMJ)||5i=3c7uGgn>P;rOURv`wAd`F79CqlU=S_$v^57coKG z3%wXx%P@B_jJ+7{=6JksEmesB`7t8QkH7`G?amV~4~jB`kr1S)jS%ehp3r&16|s&T z)5NiXmJmED22EyQ%aC(#*wi^s@Hr?cAIdFcucEIZ)Qc7C?jW^{aHwVS9S^6gg;;E! z_nW=3+Tq=q8iC-{Mox30T5kw@D!rZobz@b;+L*WP+1^FRr#^bZLp)bKYq(7iS#96y zT;qd*_z_}Cp3;H@T3uW~T7+nSgbSKf0WLlaX8~j6Ridr@xsP6ylG|}6X(}h-Om$mW zv*NgF&rO)dc9Jg!rKX3k;!HF?&A_Cq|i~=1c)xL%;Wufx%80jB{6sAnVN57>Lf7 z0>UOp(C$j_H4X`Euw_(1Ew~7w%w5ZnNtE)Nre1BW=(J+bz_Z~MvOvMe!dEO# zaQ1n7l9E>G@mQtx7RvEtaes1U;^p00#krMM7%jgiEq3}cD~xy0lim>yX1AjbL|<^Z zEoa;?d0j2+y+12(`5kRGe4Y+PC43rBg+A^+;WBwzX8;GKAIX&nc~4>W?uXZ043S#D zILM%JqJxrJOn~MF9Kyx;28ECWJLwZ?<7Z2mMA`IHE}oCu1NdvNbE6Nh3eX-tY-m+E zk(<0U=tQuRK9Qdk8hk|HFNdgK&7mU5NcY7M1=1HB_H17~ikTLGfh2L)8!q5xs}@^$ zJf-zp?>DeHO2d{yj0IU zXxm=xt5(kJAy`it^O2j}Sz+p}um-MYn@(x*k7mUh7_9csNni`ol0^}0YDoqAv?aI& zG`CIL+CDe;zTkShjlIk%Hv?g#jO<64&}JV#0@+@%&)^UdCCDB9J3xb?#X+W>kD0Uy z$%sp*tOO`i;f&iN<^w|B(VktR&C)W7VqdtVRR~R++mX1BBwgN@UT+yOl)El_oYerC zYGpsB1Gh4uS$@O{5hd{nHq(m7h2MK@8#rTT&ZAmH5wuC|oDE>189m`m_N=5ww%n5m z-kxfX1m^Dc81#7)IJH`$^?2C5S_+rVd*e|aw){;|Q~>|9V~;2t8X0;_ZZPA7kFl8z zn9FJ9e4L7$_G|$06R&_0M)Jr!T0X%jo)L|+!XMcwO(t)7^36|6TZSjUq{?lns-+k8 z1hOf+nIBO^H-QRo8ZgP0mo1)xJm$whs+yzOzo(mLNqd+5W_zVwCt0lssa0 zh9Y2WMw@CicH);%(Tgnzh7|BBdMn!ijxfe6cM1i z)F^f6*HM#Owu#K`&wpTp99;d7dpnfy-eUE%zdqxKEOcf!oBvy;Fxt1h)@)cCAsmUJga=T z>k2Z3P3Trr_0w+)I(M3iz0AH>$i3AZrZ=M~@0KgSpT1R)A%Cw)=jpejzR^C*TcOng zpZX#$A8^_88eP_V;gHj3Ibvy`CTc8Sqthv!%v3JlDcvV9QgzeX$UXry<`C5-y*D5% zlR4tD?vlh?J}crK6scmIIwaX8RH33{FJM-JeBgd-yX*T$uTKvzkKF7zxlhfv(+PLG zqsShrNS^`^$Q>Sam8r4NlHaT9bxD2b)hqO3#3|{$qPJ@fu3#RJhX8ez52qZNjji5k z9vAHM=ty7hw|0MV$QC>il{ zf&FKy{g{?iLs~Lkr2iR8*1vEL@#hjd!a36y3~*$slE#HUjF+G;YJs&qMtHOyvo5U# zZjBgTUU>0@M->o$l_>JXTGcpMWq&Q+LJX(()T?ItI#yICTTDED{^YEE0H*`F2=gEQ z4y*ycU#c_I{ym3WgiyY4wEhPbR0mYq)1Kv}|HiG&Hw6>ann0bi}O8(g&&)GITFB8M-;)J+?Bj{~_Ur z<;hX*BjoApxv3F-Rj>8&1Le{#Rh}*xhpaB5veA{qxoV_XjbiGffRNrf{qbnNag?5E zPI-f3DxGDFoT*y&_j$`JGvZk|o;2JFEY1X)$PbGY>c>RjBdj=E-vj%mQn5T`^dor& z!5i`tvwA*6nJlbJT8AhsdSRdqj!$mnY!@m+l0h^Q8Q}aSxN{|~-#hM1W}!XGVr^zY zq4A2x=Y=*yDv4tBvxd6U)~nbxKp6>50coQQKIejv3lv_M9eFA#G0g!>$em^ljpb^H zZ1<;p=1+d)sh~|nxZ;4l00w*2$>dN=0c+E?(z38z0&OUYJ~WKrPh#ZHOtmS6MIbr+ zX60#T99`QIou`$GTdxo&m?zr;8o~n_lAigq4Z=0X#H!+>n8xGXYN;b?Nme|? z4>gbe{ha>$DLq6y-{SQBR2=ktC#k&Ga9E+UUfZlsc!hIlwGW}AIEfU-af#gg@eu^b zRJ(yN+cRjF(M14gk$8Nm9+qeZ(x5qlM)STwGm)8!=ZMb!r<1oxicfEW zg%(ldjkNb=1R<@B1O*q0E~BO^X6j4v1aHCO9)PZ~1W7%1W9O_BPXkR1AwV;i6y}PdolGooNENGXQ?|J5L2HiVK9j zylclghUQuskjydr=>+*dycneZrI2Era0S3@1k$J^}C8y?RTAzdf_6=z}J`C^` zV*GuDOV^$?b3l@wy}y+e3yqB4H>ci8(`Mo4)Xep7>ku>N)JP;D`ZJvwA%9xk=)I}$ zC>3Yus@=T*kc3y)4y556i@TYIlg;34y?BT*vFy%^f_~v-q>4||;9=p!Qf}Yw?W%Zc z(`(C|k4J?PoqrigzK}|OAPaqbbvy2Lf?1_hG&k97f`s(CmiWPSCO6vr7%%IO*F*W@ zL(x;MFz(qcWPmJG80KmEic0waPc7SnjVF2@z^ATXX?hUZWQW{1y6oc}f27zQT&6%_A998?ML~v)EmVo-& zOTKmKjzY^X_BFsa0n%6Mx~^)BKZrNvKvva~%~fAh%ucHO(ZgEfLM#P$9whJ|AdHSH z*ymh+Qyc?*LP~d(vDX0iTk`8~>c2w-x<;ORnSaV$`XMeq6JeTMHTxZ@H@xkFb=e*1 zE=;%aR_P(itqc?!R9N>M$}Qw8syFr!>EA2gr^pC&Ue14;`Z_ct@ZoaN+nU#>8OS{i zovQAxqk@1RKB;_bR!RH!@2>9N&RDssUQm#|qO~C{pzijP->Y%Sso{<6NdDyeg4~sR z-Y3gojnTTMot!t{8o@WW0{V|CE4Km$5MGvQ1{r;+lajd#jZ@Ew!C>D~zB+}ZB>$FV z!|vD+@XfubPx9;?PIBgp@l+Ac_SVSY-WHgWecM@ejLLI0R>3h-RtA^KezshOytn}L z6i_=$6N<9eR+)XZ{Y2_3Hg7*qo5pH@_NDfL+GjyRx7b?A{!@ks&Z{hgX}G8UUs@Qk z&?tI#43Iw`We5=0oH|Gt3aGe0+UdSbR1}LZCBF@)74Oay1#j6g@;f8#xwlN2ZRDgP z5xTD;D4ART@EjUGzPR3pU?%5; z0I@n7KiyAg)M`K zgWAP_&5(rIF}33Mi`91ILH!s$UBcyg1n^sV(sAP>`2ac@z3m0uKr5Hn^wa$$$O@VZ z2@v5z(lB=2)2zL-k72<7__}x<3BX>PNNc%Ti6Hfc#b`ZQ;L2Fw39NkLm&nW69tsfR zDqx8c67ha=C9UU5bdp@Uw!m&KqjLejSDVF%E3l6`s`^P1OjE`CGAnxyT?4=cZo?03 z>{M2&N}rh3i1&S{T>Bi#lG;b8{`LqNQp>*LNk)lash%-L*>dboUzH`2)4#IhJe-g{ zxS~Jn+fAU$!daLyOWw7kE72fRum_+jqkFslcoaefMdr_J}5b5bh0I&AxePg#WswbR+9DPm!EN@osnO~SaI$(jH$o>0^UfqX+GXfwYfR*Xt7ta z`EH$el=|_Njqcs+h=ZYtp-1Y|Gr4Ln-+rlSmbEw_>1y^DU2IRO$@o#_JM?xuJ84(} z>37^KHkd7l83~rbCbq(&4){f znOx8;oikmDXBN5~F>3X-w)4$@>+lqEWfSs;OpHAMMCJb{5G6lH`c(G}i9%{r2lrY5&0~@;Qt(H&*rzhUQK;$X5g|ThU#RbVoZq#QTdD)>&KR7Oz84!xZl8 znt$(M%))B&++^*u<`6F7BJi`K7M0Ty7YA`&;b{cXZ^LprYq^tQRk~kvVqoD zagRqJD_@D_%n6(Q`7DZo0=fzw_eR1~fv+bTc@4t#->$7MZmxiTAf}R=g0NKBQ?DNp z1O->TKO#$2T1DB&3xRA(usC+L;?xZIK$}-9g_`99eKKrFA^3+}QHbsOM*ThUyU@2! zURqf^nA~dQO^c64-kL-w!taFzj}@vY)KmH63vql%HMXn)_N;XNc&83NlSVtiZ(rX| zXW3U%c$8c)UWlDt_W5XoN~iACqwo-Mv?zOh#or}KxJi!pdqWyBecJ75Z}oy-Poo6*Bz4jJwQtg9RFgQWqJniuiqgneyfqOaQCW^Ao425u zY19%DcJaKe$_Zw;YFmx7`i)Mejz{-CKJcTE3~j5hX!s*8eR@LRte?s>UssyYy0Ck? zkGlY0O_bFmhpC86g+8;${!x@u>*FQ_)c9<2en(KpI9yMt?Sbv9b!(rnP0KJws4YL zW*ypsD%=g~I;>Obx+S(`gRV{{p7)sG!)0;ryOHFOk51I0>Gm|rcwS4ZZm(fl7Ry=d^SKIf8uy0-REs8M+`#*|0GO|hSfzk!CmphlJ*zT@5O>+@>h`&7w9a)S!x{rA?ZxNxy~&!kyc ziuVO4Pl=V;8t76cLbaMx>-gx}}j6k#0dix}=#S<$#om zFwz1l4I+?6cMm=B&NWo^yWZw>tQ$Ya6^{ z5=0vI>Y~NiW{9ckKd>$0#5camo)Z~zCZ{Zmjw=Piu#)C)R=1{l2d24m9Gitdfd0(W zZ)Ft>9d=-2`r$XA(}iv`sVy`gdk#1!xeEbb0~6Xfsg5oCda)bt+J>z zExT#>81IF^taK%zT>yb|OiMlGAd2EqR_-Grq2*f)R58E9b=0LCL zfy(4aktGmupx-Q;yU1u~TEFc6hI99U(JXT!_Esl;lki!4VCBaKcbpa{6jp(RLH$|` zj%BM{i`elpSWiI$CqlsJB`IKpCzjB1$u?&kK4aM&-29iB=wQ3o*rkmrsm!wcjs2XTP6){yhAkIr-( z-peW`@ekbR$$`4Np>_SucQ$*b%go)dKg++xdUeOhT;j}xS(#sB=K@G%|DysC#^9)bs` zv%3^3tstGQgI0#3o)`iodn~xiFoAc&PE_K}PSB6)?t~T&e9OChLkLCv`aB2p?PUsR zLf1KC$&TJcoxwzhxGCk;N6sC4_s>8J{3K#yp=RgKRoJqBkAA(_IW@_Sn+H0OBz1f< zd;yaG39^WDPN*`MCK#4vL0r@7Q3*cp3h6l3;M=v<@340ugaGq=&^WA`hUMdBk=mNM zkaInn#pylbOF~tIkw^Fy%|s;KyCZ#;qs0oH*6I1Eb5z`U$S%btSIe%a$_$fsU5}HH zMSg6F)6H#T)SAx4%80C!yTg0<-%rp=_Fld9n-c|C#CvLtg|A{c5iKI!z)aS;g)0K? zop6PJu0k{223%Ig%XmXD_pHKaV1lv3TuUv2ACl&tL&Lc}xUB_}Lfo0)yEM5As5WyA z6RmP(QL0W%NhYi{9T(?fcnFwCebU2*Bm_OsU2sm!iFR~oE;ikC(;E*HaY5CN_cH)8 zOBQZHZogm#eH(R-vb;kwOI*I8KF5zh zq>0oGyT{fT^8?i0#eYuK|NcxZdS}@?5_R>6p1eMZQ-#X(eRDJL-eqm4IcJBQw^xtw zRj-Hj=~31kpu^9%NtI;!;#6ZV4oN%35JT$Z)9@-A*Rv!;qf+s*(yLQ;yrhiwvBRg9 zyEvRQXZCtjGH@CA+mNHnJl?Bj=22By!(*4r=I*NyllZE^5@*UJPhpD=O~doUZY@5c zgF}@OZaui;4>S@u^amQ&{e7ODt1rG+XmM>B#UKb8KyDG`LN0=FPIrrxUKaN_);PjBlW#l9Bn* zayGujvYC7G)Az~4og1jwWS`NbqT69igHeYw4OHGE{&=cUcvnQxz@SZ_HRu^muX7xf0yB`a|Fg{^5p)w_|H!)A3P#Vw3MxKAC7C8M}%%J$A@q z9S||gX?O>Zy|`xmpo6!;f1asDwdVak%p$rc-cab`*Y2K0q7SXd>8P29J0P?wdbsec z-*94iGh_hwZ53_hW=&?~G-3-lABIis?X;CZPI`dLQM#JbLGg`HQm?7}(!Q>Q@l7^F z5t9G?GETzX%rGJaCqFrEqK5?U;cU{*y{k{Q98-1O1bB#^(OKaWxHl=@Uf%KWIi>4K z$+>WKoZK*Li);`0|O4=KTum--KLFSy@m|DSVL1-~SFaPm3- z-F=)!z-L~UNOne>f(8ycuMOwgPg3F9R}F*(N_h_T8cX`~pVrw*>&W?aoI;%KhM^T; z_xx}!EmT56VwKYNcvdo)#)OMQJ^jR*Z9)dTzlChQ)+g8+&(| z!Pz9}0ON2jQ8YpsErD4U=Um73*CZ1&p>b?wO@bxXNXGu$tlN(=-Z7E^ScM zLRdU%0{KQ8SquT+OknJn{)=73sm^bch1q z6C@aRk5M z<558qs*?MATbdUz*ytj@ERAVI%jhx|uKP!3RmWC_@KT_YtLM?YVD63xQ)R7&p;@=0 z{`^Z7kHGcHcE91$y7hPj2ERungS}%&iQqCdm{@eP2mEeN3@2yA_{x&lX^iXrZT9X8 zi*#~CJlrMo66qFGb*PP0@^~l3;n?^x+#{O2$1!kOa27px_r9~?90jLyJFEV(21#Wz zj^T1Be<{!w$L0~DSJ@@F?GWc?y&ge47g$wZ=VRj}t|w9(fH}HE>+1g5fW~Bj>(D*k zCvoNtQ_Lu@jEDhmd6J{PRB5~;39GE9t*bNJVu^#Gv&mBa&%=A z`_xjrTWMECQJw}{BG&Z(=!~*VuQ0sbQ978pfK*=2T+9icz+Gu7@j?=6K&thqfEhXD5M0n-VvN6As`@PpWhx1eTg@TVsr2f0jrVez!`SDzD z<6Wq@i1zfk@6}1?5p}-B^7tL$iUd#r&NPr3lGKpe)#Q0EAa$Tg z$SC{dg@KKDtYiL_W%=>P$NAcBhp$PZ4+PBb936BQdyTt=(gGqsP2GJA?qqF7g}@Uo zgx9+XNY^heWaqtFwy1zB_q1u7vMV9smdZhoqwNa*>g70ttFGJ=&E=}W>XP!Fi?d74 zT*s>eXk2qmNYbVog8PE+B4N~rvx57FFzWx{&;1JSohx3{E1dYq3Lm;WzVq~x z`nNg7dk@%&P9^MO@d)H&-=f80+)mWFtMrMPz~BUr1eFk#a-G^lO5Ol}`LvSZLu~Zr z4XU;XBO{~nvX5OnrOImGNA5JmSO#D$Ffk~6IPQDKq1U#s4h$+46vr}0#l@JH>E0tJ zNs~7-#E|_eDvwWoDW!|`s%@QF%7pomjQBIZV3pTQ)ZevP$65Hp4OA>x6O~p2)jgSB z`l{KRe9NbAh;#|EoGI~owQ&x!55|@XNhKUlGEC#+pN83bJYvLN*c8q9wxj5(pfR#q z;M{yLDty}7eIMw#r%E?1U5%Spujp`Fr5?+jB)oy1N>hjS@V#mS_YRfW=eMM@#O^p# zZw7Xv9dQz6s>4KJ-lQHh9ydL(PQ-pjZ0HToWFz@Q1cRJ4ou|^#HA8UcQjq*144NId zb3X^qd($Jda|D7|HJu03S+j?z8hNukqDiRy zJPNXOkRRk1l4%6w2Z_eSx%2DwTk4|Cdv<57nm$VssHg{m4dLap_oj9}`rBPCYy0rIm=D{4!u3va0Zk(V&}jK>b9a{3EBzdl%ajZ5w%^mW8qpFCLj0 zB*rd2`M&aKA@|AmV=pW76se-%$WNbpx|ci7x{u7TeU->dnf?8L%IiH8F`$Xs$|(#< zHyOaQ5w*xd=f=GcjM%t2!^WUThSf1${U<@tUn-zyqCV1@AK&J z?oUh8NYcpCfQ}b0(XD+|tCJd@FSJEVQxfYen_&F9UrOW^?=;sMQI-du{`aYB+lyt^9r`l2y^Uj_|$NtH) zwb7MktCnD{GpoiD`&Frnu;9a|l28q&rmUo=!&2Qc^@r(RXOM^t@)T}XqYNgQUl+=2 z3BTSwS6M51evbiYojePECa$I#`gQ2*!h3}rg{n_41RolVV`fA=!-yg}`zk$66O?SG z7M&AiZ35ruu!2O-G&_79J#aG}y;o5-DLi#K72)V}-yls$^?`?VXyKXtM>nNsA3+AW z;N6sR&GgN!8r9df{bK!H5rnNpNA0sGl%f2)RbVhRyLR)PYd7ac2Gf#!xF`xLDO{-# z1q*n9a%1N@oPMfMeJ()+114U#nX^k5e)%#&#`8E75&U2#(Pu}OM0?6oo-gY$kBLv* zo59BRZaG*~aPTE|G~pGBu%4nkn~hDFg*g;%Ko>mX#kUMyj*Cf%nV2A#Sm&olYa@7u zV%D1?9)_0k{A^RNC~R%bA7tXJIvWfF#)ihERz4G@th^0>S7;~m)zqy>!TQ@(7e%Qy zDZSV|_S&}QP+NJsA--)9E6$3HM{Y^K>{-fR@6u3@1WG;bP!+Fqo0){~_kM^t~3FjBBJFCWTY12q2Zn z(DPxr4SPXmmta)RknyaIbwR`F4HZ4C)!Hoj)8}T=kEzQm9-fJYUr1MEJU@sjLB2=y z%B`gCtDTbhgo>#^(%>r$r)WNYhTq|8n%#@@3UyiJp0gzXSDg5xH=O|XPesQ$)vsBM)$LGEa(ZZR%-TpL6fPHE3ywu9th2){p&gwKN&*K4QhZ*#PcVi!h zX9=(Tx5ZCI+m|g84+q=r_xsQ9&OG>dn#n`prDsWj|Eh|{3-Lou$59!%O;m!1*}kF*>DsN&)Cn*LQ0$_OD&)I!R_Z zF+3axl@?xHj6w`>(VCh5V&Tw73+^Yu&)F91Y|HB5QJyX$k}PB=p)k_0G{BjwPbjsi zi~4ej#UYIW-)gdjzowhKmHTeF`(l#OxUT#tz`15`QZR;G(i|&|+nu4tl0>6+GwWr0k$tf^)zj0%$xTTa z2hE|Q7CP|zj$KBqseLD_6Sw79a&Dh~R3VXG^#k)RPYh$vN87J8s5pXhiAQJRsCDj&YDT2Ou@r650lyRE-qpGs7&XJBt1rRp(ff5?8MaWM(N z*{29{`rWEh;vA4$P2Im;bwBsL!toS_*wPJh!g5;MT1U**Qlv+y2s~yCu#=~B=)d`h z8FZC5>bUQjlPUW#;$7b;Azfr96xB?25D8+3UpL$Sp_w{ej`t?kl6N zvys%uCD;wQyMsvzbU#Z1zvHT|f9nk~(0kyW|6s+Jxe@I|^)XasPvHGo@`=8BoHHj6 zKkxLKX7PdF=rd^VFLBpg4TC}`Hn8=Ix7Ruk*T8BF9mDH$e5k_e&k-GQT*ywZR0tgV$;?s51Z+@?XZ~C$|Y1 z`WYI>868@2oEpbl5p%ZaN>_x?e2MUSrTL-wgaQ6!pzFM={UF-++3arT!CDbzpj8H0 z6zkxFY#I&o6st0#1DD0LROPMQxJeXBvk&qOS~W@?$xO~&wu&wMB~a+=8Xwm~N87FL z!cx6zR{#dl&FEQB_8GbicJ@xz@g&b})F`E((}z(y(Am|G5tb(FIa1oSP?r+A&Du@) zdpSb3T2S5Z;+e1(&zjiCKp#Zrh(c|Lz>;&HE|^Q8S<(cTFnx&PZrCc={Ik773{`j3KCG=-E7?r#ldY10(J zhNibN)HLOMo}QDAwHquJaAdl2owrKQGo1dqc9CV*6=>&v*2B+Z2T7b}zB+wtXMObr zuYqJI&TXjDJHKhuJwkUFi18|E6uSkiy#{=a$0&6;l(#g>`i?K~p`~o|OZL{2K3d=Q zV&q%YOT5=`6T};FE?d%-fmqI8jF%}_kgMrh@k5O2n`guLG5_J@0?4a(-Ca1e3WWh! z`{UeIszefGZxC>)PIPRpSWA<9F8M~Xni_PE69O~|w43PrhXMW-Xy+(|g|X>eB#h1N zmPNru-x8V{6;3eOZ1^NHUXxHp|dSojm z3@9hz>n{`J2k~kex772*hWPB`Ep1LOw_bIGkaBi7yP20%OnMz5qyWXJ81M8>-D<~h z)Yxz94&bJ4lWZ0@y9Hw+aFNMD>S)GrA_8;g9!-6NJ6gmXmq<9%4t-)hqfPU`h@WoX zad2^ejtk|aY{|f;3+AMRTYthn`RScW8MnSk7k-~;F~y@^Q5Vih#iZ1pJ|7pzr0UVY z^6K9H4bd;q6x67BKAwH_h!u3C(|(b2d5ZMu1$^pfpobdn2N_=bwwE+43iNF{nm&A_ zS-PCdbGV}&Dj^`SgioywT84W`w;(MDY5K5`7Q_)N#7LoFS+cbFG8C>d^_+7kr_T0p!df#EcJu64 ziVrwX537OjY47v$vK++h4>5{&Nt|M%7D<8P2k&acyidYxK2jWIPNW+`r2{nJFDJY~ z%u-TLA=EK0!x4f5xlDVIWJr@0k(0=2v;*v3;hd-1&oJ$7;E#Z7Kn}Ts#csO}^pBBi zpivl}RExq6T%z1)yH3YFRAEgdfei2*vfe?g0Bk6;F#g};g_tLN4B(U8|Nw`%!x6yg@-1|$BfXQCWww;}Y&Mjva z#l$BC3W!7^4YLBC6Nq^1x2NDmF1_;;Q(k8@DZpXCVU*Joo#i}uvP!wwF?h1;{?hOq z^WC!tp{Ef<=id25=a|!HI$234l&^K#S`?$2?7wQrl-Eo`V+!^2^z)1+A3aa1;#1d2 zSBcg2scR$-HL5!%R`Tg)`<3}UFYS>j-*KAd9={G#h;*zNOwZN^*v~9-Ue(rXNlSAp zrvXIVKlfZjg+WJ`FKNhkH zJSA$XY6e;$4bJBan@kDciuLGXyAQU#MBS$+!>-nF0Po}TFg7^JRpz{^I3!Stg;O-$olOa@*pU)A^mGdSKi4^qgQKwc#x zx{Z&{&dLFjMq%( zy`>?QWcS4L>dC#&M>lRN-C77(Ai&)HOwT_PFpQ-t_2!Q7z@WTMWxO(j;v`iOC8vef zw$Nmm25CXYn#N$+vUiCDQHIU?@*Vw?%kE{5__CJ%$xxZeYPrq32NytACWFF-{ABMr z&p2+;(COjKNT0e~c#^P>*`CcvuxXhv@!B{9Y@`l^F!7b)0HIt{;o@~kb3HrD z$Jpl#t_ZDT>q=C&d75*a+*BLui^qq5Gk1$uB~?dOM{-w(RELN?hJ4xnzWv?HC88Pz z7C2ZUz>-v*1bqXR_h1Qv2C1w_pFjS%c?7qdK%+tvRlvOs51K$@Q>EE`AV^;*L+ah0 zy1<;wUOr$0w0AxY27=Vpi0MkG|j0 zadbQTOo&BR)tsIU_+hXwt^Bwxwym~X`CH>%m%4xsXJJ6&Wa;tz6hHX8qYSwx6nzw? zL`uEJ0&33`Ek2w2;wonUz)jqHAV>-)VMKe3rX2CH3;qO(%8c&am%7jd?_)qCr1&V; zrih=zC0mDv^WBoGfePD2`$gbuhZVI)a91cQi%AC!1DsCRG}I4^LaFb?TS1bQAC0%y zXTZapa)r%g=!86{>qi~5~G-kBj2Oe2)M|$vJ^`_dcD}0+0%%|Owx{v^$r2s$W%C%L%XTdfo50&8W zXV6&Tm@{a)a6flc4mjQ$R2UGO=D|3XLT8iOjN3dSgMjwsnfJW9dVi%i4B2HZ+Up;Z zf(~w+f5h90iySS6^xGdTM{y?Z>|Q1Ivb?^CLotHZ=hzdsLgX&RE<0HHFD~7#Y!Z)w zOxLTE?L)7v`JHs<@t*1Pp?BWun|C6&kHOC|4MWA%g874()y}D7#{3#q_Ioi~wqkip zN>{oiU2klyD=)^N+gbYs&Op>&c5aof@8IohP2(bzEMo1PS}Sx-)*t_N=orxT1yFMn z*F^p!1YKv`?TLoZbfB;TU4KH4cs5lNNZ(c$o*Efv^NEO*S&b22p&Ly`@sfrs94M}% zx+48C`w$}{Kdfg)-1>~XdujRx283+>oA9%oPfM}#dWM1uv8*K>ydR1yzm75XYp5NX zS98juG22PLwiX4Jyu2z3?B5M{zALwYkFl)D4QnWVIt60NQ%{De^ai7c@Gx4!6UCg) z&tvE)m;32RRdXgR#RMG>8v`TZ8hZ!PV?P(4I@d*;pDP!AE8E!avh?D%vMU(RTpBsW zQxiXr8=La3-W%$oE3$QWabJ6}T)P%tUUu|tK#pI9YIt_)^p{Q*mq4=DS!`s2`5|@J zqFbi@gV#Vy&AIZ{*hx!`-Sk0DgYeeba+3Yl<@ug?c5_!uMJyI+)+;U81kv_dK3V$Y zYcku!4SW~a^lipQ38u3SQNk_3l+$*|!U+a1kqtE`ZKQ>tTpKphf>cz&kO&N3 zG>8X+_dx?58V1?lv4-a0fneq<34ao27j1MSa57K+Xuv@7{kJB<>l4*5{7W|qF*+RV zZ3wUVS*X{!yT0ky>dy-Dd#$DpuK$+6$_q6)e2 z?S3$HsER0v!Skoln30jk?(ZO^Dykr6dmV%Te$lQ(_mJ=(VHCn-rld`08dtm)-N!hW z+Y@6mT2|wWgBUedDpO0%KF(Y%ONMp7MMsJE9Y6s6jA8~mKGQ|jASnbFFX3c z>*1v1!55<8tt!NT=b9L{UP2u7WLArH*S3gVsro>?W{?Xu4OZnzvk@qantgN(2`zHzM=2I?QAXMDwK6%?Yvq~^dZ(C z|90pY$gQop3GdpN26yx(*E{->>&?sc1HR!*I2GPs5BTn*-YEHNQ?DmaWCA{VnfH`< zUQY4k`5k(-xrTm!vX@X3X_@!Z0fF>W#$itUlP}ma?$CvB=#9!0#OY*A78iz?^Rfg5 z?-R)|6ru(CO3VB1-}4c^s$sT-FYmB%*Ek=ZnO9GeyLPh#+q^esm}MZym0ps64_&=Q z0_Yv{$hj^>hsN9LaZjkgrzXms7T+b3aPW=GiuQfqdzinvn)I3^ncK&G*APn@{_%$! zL9#RnZj#H#0MAFF9)Zro=-uX}R4OIhZi;rr6}2%&mJ5rNc5=D-_hs<92CTb>F@}Xh@a|pv<6J;)Zr>@vvp}*4j`OVtMo{$8l+rT#6$48| zk$N)6!&z5xwx4%3Y`#pT8V6Hvahtqinb?M5>hF9BOqVkJ1;cS~#Ef8Gd0jj2Ds)5j z^A3G=B#Wwy56j!r*;QTlX7nD$`rFuQ#0lxFRXh3=*^ewaMYjD(MRrpB;QPwG$sB@! zC4Z$&+M>%1%`|mF!{Bc(3-N}&_RG5Sz9mr?uPhE7s$W<8C1X@SCasIU&L%y$_+u;J z0P#z)rjGJeA^H@LCG%!riKaTFl3H1`5OYec5aU$R66JNT!k9AVtbuS>%3`5EZmpMZ z(wl1WqyAMjtA6OnUB%&nM`KE7#`89@fWlFq>?zh%L~@oTSC#U`P90Hs=+>8_eRgj$ z8TeDuobQ~osSji2`3G1|QTTL%taNLIV2R%o_Azb3)8f+M#eMcW2>n=Dygrgs^kOm> zcJ^<0mYm*?{ByroWJEyUsHUzuttB56Vv5B*CT9P_yHCs`wZazrc=#zMdva8vFW@>5 z;c~ZFCC&96<`1i`7gZtA1A2x2)oG|dY#)WCGV>(ZrOBxr- zzWPA#e2B?Fh%(~Ap1@Y)`=OcE1OmAjw&c@itG6x>@MSxHtX8r<N5|GGo)T>VE-KZ_Iliws|(&3fKH`dTT5^!@h&FcPCQ#MD)`*>1_p_P zF)9X4E9}G0EQpcx$IJVOmpTM<+cCk5KE<`;#e@`p#Pf3a=Jq2q*8*zyj40#zoa90C z>EY3Zn}w?@P~+nXTOK9ztie5M*~u+|$=;dWoMq1fvNkUrjOJ|{(h~KB9d|p@RN|p_ zE_1&k=Lu8O8m!V}OSh|;G%F@cVrzIOO2$s6wF)q`3I^-&UYZn%?$~pkH?hvv4PI3pH{$0LOGdY1*BAKj|YhOc&Kye@Z+g>kQ1#4nDMjV^b!+?KQCrpkn7!z$9MDw>Q! z*Pgh~7%A6Fb$F6Y;!~El`Pev$6J9dofpif|Ys3?ia}t+=!rr7;AAu&RbL&f-t7wBu z>Z?Rxd@c2x@_+m6wQJpKXI7EginMXbpk;QL4;ag^fUAp_fB5uF^^9^M{?^n&FV z`zyH z{JGM9;U#07oBf=l^@plKD5~PW;Faz1+$8Y@3qKFRDI5LgU|?TWU|+z`LnWCYi&!BO z*ax5QR9y3)1TEMEEZSafvJ%r)_y0kH{`o&^z;ins_uuCHpj*lQjcBDakAJlM*Z!^?hznL^D?PLV8-#gNE_|2z>5pmmH_qoDV~vI>}o;$4po{+&uc^D z?vRNYhHm$mxXOAzt+FQT_&uQ#4}S)Gr#e0TT|PJWw8J9sOpm8hPINFH!7;_r?!tdu z+{6KR!`)*|6HS``PkLekQE+Deqsh*_3io(R-s4p79KS0v?BOfO>EsU=n15-vdmGzu zktENNq$BkwtcXU(A8 z6ON>E3ZqK|QJJ3+Y)m38%stKtq@VZh^ScLg8!j>C{g~0PLr^SNcH2%Fx5er2kiaXu zsHZY6JV4NCv^coIM}E74|2N+*DRGu{Jv?&;yuc#oklM~)5lkDO$x#c8uanN?8j8xpk|qW!*P1jo>$}$Q?7xIRLb4u0MY?O zRPzSN?GDOonI4>oRi2J|nH@ME>@-{1Kg^r= zK59YKk*pn!l>5q-&+I{dtY(X5uHBXx)D66lSykpw+d%E7E6%Qriuq}dnosP-TH-_x z&5tf}!_T^wM>jpup>e!dK6+VK5!-63N1NOuK2;U0KPpiEM}KxIw0*Bo$b7=U3{Dug zk^2_gu;C|go%5LNrU;=xG9ulUj1q#eSOEPpSZ)v zkV^9T-6N`T-WKGvpXyMII}B{xkAHYnFb-I-8E%a8EYQ``bBOZ0`?BXj-Z z*Bz~QV3y9`!o%|7$*DP$e0)+wF2>9}tZY(5#5@rbC${PX%Pox5vTmi%R$qp4CPR~0 zXVv+iu1n(-?7zg#r==Tq9ekZ~kzZC;p??bcCzy{v z8YkUjHm{b<-_drzFM^+VTQ%?qdz-Xc@t9+_B5<3e8hq_z7PTG|2-qgB);boOJqrM} zM#o=vBxW%KAa|ipk0oYd0T2Q)dha0bz_*2>c;`PbYb6C`3S-Gqq> zP%zHM7}M;eW6H_>rCh4(3-au@%K-fj00KjUTx@~ zsw}&VS2bGcuSJ&$3xlm&{^N2;-)pX%*TGqwM1Fo=j7few=fg)PQJHLv={&~IrF!u zUndJbAGX=&AeM)|;e6@tdla;AyRz1M1E1^gZChD4ehuXPgD;D6y(Y}6X?Zi<-jj>6q-F$aNks+`Rjik|Ew6qF&&a$L5@B(7&Tuz8 zY@gn~zxO@8bCMfMq6qaPb)QxNe#kY9Q&yTgbngg3LP$3VW4(9E8O&x&M{s#wAXcsuZ{sI1uCfb_?wG~N<+ z^!VY1$4)raodIWrsu_ZPo!B&{eV*vg&c*33@e}t^xkQIOu4FEHizdBaRUKk?eV)5W z^gn77F}&T{^P(uZr{mn_$J5UMc82qr50;a^|Bb|}r@oJck~b^-gtu3dRM%&eqYH)={8==D(7JPAhh$t|2;=dPZr+wcyt zp#LK6!ZSP)Y=wsfZhhcgA6A{n1T!gg=RJNzFm@nDBImn)kxnC(7p0iRg*@AAUn6`;IH8H+sd_woN<;&B%7F`l%)x;nW4trt^sup14nQi$jh0f!-ISj0uFO;HS z?G2aa?WvD_C0}_2e4V&~)ySv0g7T}WQF^|+ML|hP{!Rd~wVTR0w#zrg=yERl=0@UK zx9*d~sj`8Vs*)~t>FTtYlf-S0uGMA!nwVD_-^JlYES$joDpwk~7%?z<-+H4(A>#Qd zpMHgYQf%dJ-~Pe|j5|{OU|h?7qfF3i{xo!?RV?E<$H>ULL8FiFx{f=nE;I{>F}U-8 za;dMDFusWp+l-j&u>M>MhE)1&N7Ni`8@V}- zR|CL_)lPT9w!x%l@i@?~wXq}9(-Ny6R#exrBISQrry zD(fl6zVgbAefE{{Uh3Y2UW4ArUbipXlGFZMzFUD?{#&qWJn8_eU!7V!zN$0o$3)Ou z&|8-`&Tk(3?_kd2)j|Bk?*L>_uw33c$3ITpk(-UEgZM*y0f?_SE)Q~$Vx!HMX$(;4rhu5@wJf$zGxcKXsnfZJA^5!JzMpcvU0HJIKx_bA@syQwr7Y7 z4uDT366bJ>^d+)4VoUXMb_F(ShxP(JV$pH021Ibw?8LHK3v0FwZ71CBS3xSyRI;5B zq>_x!+-Z;9qV=qYFz(KU$f`*MfML{dIx>U~ zH_FT_yki@O*3ZetXvF8lkijcnqswJKIK9LtkS%@B$I>xl6k!k~=ba}#rKUJQQkW2G z;Bb?#8(&^rMjzuYDUQLS{m(M2>}=q+@AFOa!v~Fw%`Y@KIz!l=+%o`w01bK+YQ4uF2 z@*2A?bNzCe==F~`u-@OmBEo7sQvUSVxsH7bp0R;0foQc1RrFPq1_<*E8n$&{c~i#YuFI@E{UkDveGZJ7eP09%zS{G z8>sBxDmk~G8VY?wFaPlk^FgmCFMO)Z0XC&HM>?Wv%y^1^*ganMtDORl-^m$LBpoMVNsG3K?N0TTmXtWyf$z#5+NiKIfdRHp2oeMT&fD^qC?heI+PDyJI zbA+8&nMMhSyjj$E0*`3#?RANL_^Fw*<7w=n9EGh?s!JRf)9T31)0gTDlmjQ5s`iF$ zt?e5M>)qq(^98n%cD9LCMWY{SN_o3R*f_rlpT{iQjw1%_Dc!0(P1d_xYP`h{SNib$ z9X&1d%2T-A`)7IwffqtY#$O_7PcQmpJN2kf zeV?c*X-XCH1+N!#)&Dox1d2={#kTk`D(4-2;no2QSM@Q zn@L-IawU7mM`s0pe1bwmGq)JJ@=}Ub*JXvvn63Mz^zxk?%f956H~9id_zC=Qv2+mN ze6fvk2SBEc|E(Ko4=Vos* zEc0by)cYe%Z$v{!IH$UUrgAO)ah}_xG*M8y_L`ES9zJ|g>mzKhOSKhJ#2QL$)7=w9;F=p+nB(gL3@Ix^8S0!(vSEC8UKCw z*o^bzo;`>w;^&lEQ`uQ?zXLy^@j; zIfP_1;Zl{NpEUtuBa4}LVCsWDq-Ff~pG#}>OO&&RJ7BtMw8raoPjP`7wmase zlfB#TL$3DW$V}~=G@_}W%)`sd=|#EEC2*?bwWT|nxY=2lCgi*s6F1wSz}GX)ysItvOG+cLDyxR=qZ*njx9xFHDlN?x*7Ae6H5I9C zv-ye1SxcAqa_s@(z33b*!w6-bW8BuH23X~?<-L5c;kZb6u0fvj%=0hW5NU}DyUDMQF5s=2~t2KGUS%n|=XGJ@8NgVwYA zkAg5I@{dA{)^qB&f|FjF6PdZb;kM}8ji!JV8RX*CPHuT$_33Vv88TZv>ps~}b*w(- z--=CoY2oXx0OTNow4S5C`^ux2&im7si=@lgZv{AY?mwgR(s~a5R^%~A=aK(Cx=qYo zcI+`@LSj8juIcn|sTJBLc%p|~GxxkiX+5jH;P9#C2a+hdj5OW$TFH;Ni8%^TV)ap? z+x`fC$6lzN(!ilPA{F6tN1(NvQQG3~j`F2p2H8JgG-qTE?-LY*x`_+x7+H#YUj*a+ zt9Nc%&w_vGT@R~I?;kp!QVE*ku=H1cZj%f&5m3A4*VA}znAS?TiqQ%g^v~UnSpObFTIwrjW_=U^Y?SY&F4CmEIA7#V>|151(bU7>US?0A@+A zE+v_E9nuaKI77Yaj1HFb`j?O6#C>9xTB2>WITUQ+1AtWtsJ+oE}}KwjP(eH%E0%w>T?{z=J{q-N)R^-7jmkQ)NU_+qLJ*-?}S^ ztUDHp?Q>a7tuz;ve$IXELB**&JiOjuy;kO#eZ1lwuhLR~GCLs&DG`f5V_H93FPc5A zU%r4NuBxtTD%W+4&UmH|UTt{{P46+DoF!eM^Z>r+*ymUoAMSvxCuo0VRs6So$7wPW zKtljR{BvHrw{>g}K!zx~s9p zs}X~dgXeOhg6>kB2`i9?TAbfgE^j*T>B?0pD^*fhXI7&g%hyK2HjCFmBd+7}15883CmBhi*>^b?CbrlIX zAyK-U`teUg=F`5Bq+L+RQO-S>GVgpcG31l6t3*pVhp@%7H*9Tf-&e3kEM^3+dJt}# zk9F)R<~UXJ4(RIg#?7OaG?K?HWVpk``zv$CYfd~Gx|ca@MiFOtMxm26SA)h>JvL!l zE*Pp5Hs!{#VJ%xYa;6s|&u~{B7|eu};u}f$=gl&DQ}dgiWB4miH`;2qlHndJUgqa_p^~wUvfVlDZM5CAI9DTtf{4I8&;6sdkY}arA7n;1dy)MM3mk`Q))n} zK&1B|f&>&nK}7|rN|8uS2vtCoUK0W+2n3`_`!}BBd7t+==e+-S?d!@8vu4)pVb7kd zwf3z0{((L|Yia$6K0Z5Z{U|&>U(@<=A2`?KGJBu>j_7yy*80r*dtLd@wLnf>M~?5e zz)!2g{SOifIxjP>_cTCO@_;iCt>u>?Qc=dZ~a#vxh8B~N2A9;bG9-Pk+aSS)*^*#FCg^Df8 zp{eFEzMbi*=7NRQozK8}68y`ak@;oM=pWlNM##?5`QfL?i_G2aIQVpX672JoP7G#Xs#R^Sq&EJ603J74AP6LzZ+?s@a+fVDIq zlbdyl*@Xpn1aCmEIn2qm@r(4rqru*xhu62$I{N!v0vE0-Mq0(c-b0k=*}OL0M1#e@ zRDM-`V3F$es%-U+x`9!=MX~v#?p2f0JB3zxiZNde6(_55Z{^y(fVk9H_@1*?b1Fe! zS0knW$m4H7gjcz)dJgMtLl3@=SK`u}R?|yNg04?{Y+rF-5qzKhrc8}DwLL8KnQcGI z`*>fx>W(aLI8!ZNX#)9$?+4QXuym+I#tIU|k5i(4`!mPn6ZR7cu$Sb3Ndr+cMyVT< zodJn2vH_W%BF7$0@uJy}n?KLn^~b%4;*41m+C~NHk_pNz$HfBaA^d+>3CHK>v5TU| zXJYK4>+$(PERgL1oL#hTUqe}xk_)SiUrJO09Fi&}p<91C3t-g;%#VLPr+~At+#CCs zv(RHKu2cNG(j6(Gux=Ey?I|IIs!-VY@xu!^Ak_gh1ImB;7ClOAg}?obo~g@;Q{X=x zkmE%SLojoOP49gNRb z-P^k43!N5DqA%avzH}{O2XIopxglG`-1`w0M-i>%hX}v|2`}Envzgy%11u2VPj~j) zoNi>6BfK+bO%Go|9W6lOWS;MNTc1> zneeufj8CfK&yS;eG6Y#gS$Ax z%hUQ^)NT;Heg5jz({2m)*qK9X3>V^}y3*pOanO#UwdxY64(20?%_k5K`V;tEn>S@SwFxl03}6 zW_Y{mXaaoY_P+7+K$rH_m!ovAZEu#WJ^fZ^=c@I_>+R4o1L1AD$6RrPOvF}i@#lK- z5;n8xAP1MAAp5v?AMV!}ls>YlsZA@W91OyK09U_6Oy*eKGjJ2wrCbNCORv+T>E&8C z0lnXO~-)Zyp8ipv$mlQbeiXotGL*u;)@ZsNmR3jm6kKX>)$e4dMD1SO(4|M*RDX z2}i^T+apH&iv%wW740qVM45QCN&xNRPKRFj%O~+sJBdyv6StXt!#ebqC0;t6_5m*^ z*-^oVwUzKN3PpO1IQ<=bO-#r*@VD9V--q^as7V;u(LHzk0|LJEYsMX81&~vU{TZPL>#_b7p+{XM15!+0QlGf=M}7&y6Ulr-N5j`Q&F?;Snq+BjwvoSoA&Y|HZ z=#8}({QP^2TOcIAN|oHuK-u?Cg;Y$z?J7)L9*@Qn)3|kkJ9^ukZHF>JRk(GAKRu&UlK5*d_ z6k6a$8eZ=v^;c7wuULjfT<=KYH15RViCWmzU|xT!UHv)1%;5Xla|QPb&eYxy&K&P> znh<`>SdSRi?D&w~wRhXK;d&5+derF^+QH(`@T@SSmY(zj)j;COSK(ut9mO&a8g9GR zUf%+$z+Q!4wa`;U7kED?$ncP0Ql<`-Fs#W+Q2ab#-Y&x11vC|)$&?|QG6cSTpn>v` zATVmRx49VXmd2}$b=fDyujjQ<*#M5<>=6DbUEDO*5NmL`{2MQi(8kxx{C`G8{VQ1&~V7~NSXX8 zYw|C`Nbu&|5Cg>;?f?V=g>j+8az*+=q}W)O+3$AzvEc)VKO0h=|3f%kXX?z(&~w&A zl{$3nPnp9f`9zh69#WaIpZn7%P^tF<4TUyD6kPb|x=@pgx=BK*&SVS#hW>n(J17=P z5ZaT!>y!#(9rTzzKmVX9@M(M`z&sFW_%w;4vM?8kFE@l^6XO z`Z3F^ygi=RGZag8hrkazO5NYyw;E2&2n1c+a-z>1O$QshIkdBnwkx|7l%q=a-}99W zqy$P-@@S7BO_$qFF&0J%L*m(T5Llj`S@e2g%snotPJvQQ!6DcQfJ4BJ8y9JaXMO=^ zmjUpE^RQ4^iD^G4j$4)~kzTE*Yn)HPUJ_2c@Z&ZD;pmN@rUh7DWkePIOBa9iU_>P} zT`F>?f-=G~{iIime2^1p51gcp$Z0oy>&IFQ=iI1!f}U$V`?-SiU?f)43rpR8^_W*d z{via(lc&YEQ1N76Tlsw@?+42S)<@vjUqlWwr+FdKFi4bDUJK}>)F7kQi+>ozYYNw} zEU#G+V}kTNTys~S%lv8lyG5KBy|a{_JR)8NAXZ2iz`y|>g)vA11(E1~8>Sdm$tbD> zqy9y)(5!jh?-b6DtQr!doM+KUJUwUgz=dh(3DXkzm^nf=6{aC}%si3I37|-SbQa*s z5|%C1V(=VDH{!+s%n0;>pk{W)q9j62i{x84BVAW*_dwd0MXXBJ2!Pr3iz|YRYM_|~ z)JD^Tr=Rz;55;PBNd5nGf$;x7@5V#dj>ujPmo4uyG0!?q<%IgEp3t6NmyfPK!U5_5 z;<*72?{wx3FAD`Ae5z5Ugv-wuU;M<~J^w1<)#259Vu4^eh5Vm6!yTVH(V8#p=Z($< zD)?r2qtiYQpbZ)w`tF=Pss~B+rQhA z784@CfQ}Uo;lQn_It zvY?Y;I|9ZtR5{pmKT3@jfMsH1r+%FunBAdywnljU5? zUk_6@f5KYkv!#LD54bG>!=Xw%32I47)C_T;YCVbcXyxWUo)ce-4KrfS*_DmP%$s32wj zw6D+ixbC1H7Tqj5>`*&DC-6Z}`$o`LFhlx?ySCp~K*kqtkbbj2dj+-i>EQX)HHs@7 z5;vY)kNW$UBX5dBn&va5F~A12Uo69vCw^Hw8pqZS6D>-Xj$EEi=-3QW3H;0OCUa9f z<`WY=fa4XwE9H?I1cy7S^yF?iO zYH@X?xX3=Zie$Yqe{N4F+U0SFQI%}K)BKyaOt>~bf6iBW=j(l|TnQkY4=Oh5wK3Y1 z$eqyX8gM1*M$?IA6gX5zU&}La(mg8B-a3e?-|`l3uW|eJ6iA6p_DO zzg?%g^7)o-`g@xa!Gh~7Z$6WMlik39f=ehe1jPzQMm{|C#0@b#9={V-<2za5xiQ4R z*HG(w=a#m0?njn)jxAw>5mB$EOE_~f58ZCj8THbyC%)-1g&UU$Mm*%ZK`T1!*E(T7>gWUBEJok-+U69 zsI=1Vvy2I{O_8Z1gVoV{`hoQ@!M-!}_PT-^SQ_+Q3TR4O2#6ng_d^|9<_-i=Gh6hM zF!$mA?Dm0*gtfGPt7q30vx zQES3K)*?VHnK@YPk%T*7MBJka@?j^bG7P0Hl2f+jitXt}h5x5f>1bKJ{c?!S*oQqtK8dCM@0( zcW*v?o*&`dC^WBZdVh<}!VlC}lyZ=BY!R^yIdQ~GtbX@oZBk2u<=`}X9GS%Y7?hl4 z^sp_;dF=*^v(#>tOlBidZ$|ENnkW1A;@LUj>;aIwNn z<-{r(6o+7n<^Z!@2nCJ=eLs?ZbGa3wdk z7^Tma>0c~`7_-)Bk%Z9Om4bsKad59zmC{yb;)h5h{IEEjegl%ov)pp3tVORB`!WP^ zo3WV08U~5BT5e+xa+Fef688X~0T2_OK{_*1^|$+Y;W$&B81!`9|K5$jRtB6&Valmp zx%B1&T3a-UDXl2wW-5#y_}9I=oaE3AqhuRNG_6GNs`WV2+6=HdJjR}x?{5!Eb<%+@ z!T{#J!gjc0O-AKkH1Y;gjW!F(a##pHPD{3 z^ERFFR%LOlY&#erL|SKEz2bO%;;R#_3|ybZJ2gpCkpDA2NHD3kp4FGmbZRITGbvz= zU-g2gq+3rcJ14H+r%5VU?`OR*iqBNPRoRVYCaNJa?$r%y8%%hl&}SR0 zcO1O9knr@=M0!|CcF>AN??Fj}OlJUM=?zU%ZJb2!hNkcE{e|5^GmK=Y`ptZYumtGz z4@R4x8{wZ-Ws-tl^s@!)f}=t!#dW^sLn;v|qNJN?j6d-!++&vP1(ot~`8h~uvJHGb z^Yd*?lAUzY9YvMJl)m=<_QDZQCt5X9y@Z&&+zOp(m_yzO_Wll9k1ArIOfPLc?3wq^ zQHu4(9j#Na5v0<5MPfBRlFkMkXZ6F+IvkvwmeWi>55KldXZpSz2|?bx4F?(E4G>>m zf|CHgN-icH`S|Z1Fvb*!RHK)Z)C>6(0ppZh2_v(gWt_4zGlfFkU+lz|U8~ zt0*?mLiQ71!jkHwI+oLR=40{!XN@y$_2TT?9cy+za1>7u;aP};&R6X~4BW6Ng<#3b zWKq;EqGEZ`;r7{k8=zfu5xH-1Y-z>mEIV;~`x-McjC(&MNHF z611$xM2h4Xm} zKM?>)*3E0Rf>*H0cr_!;mz&wQoH+IS+YBIS0r+v#QmmeB3_xp6&*&_G^J6Vf64%O7 zH`TRGFyh9^8p1T*hX6FewAnh1ef{B0PZPd%dj7AjZcF*Gm=mtK*jqHN4wQ+>O;g=O z1=g*%Xf>4LCNFCY5xcgH##|%H!Udn(4Smf=Jl9wXlw+>;0jhs0GdVn)T~3I{tm^oI zhi1;D&eD3dyckbm^36UKA7Poo{iFRS^YvNIHU%_al55=hJi z%pi+xs$v~Itd7jaPo@SY9z;O+yd|AxoT2HNRR&>GEHT}XxM8?CwEBb;oW{Bi#OEhk zgI8H@Hp-#>FsNbu>dmZNQ>5S0F+X6n_zn?uE^V5W;4trk)W1R;d;BFh-)|L>-*5hH zNUpbWFLs{Gckt)=;QjB1Ft5$1Cfggm2uo=2j0vJ~TJ?;o#g>C?3!?OJ@0&pG{>r1_ z{WPC>meP9-Gkl%9-}V`MR-6Cl;|Rxi{?T?`Z<*v6dqAfX=)%M8_fBfJ=*QGHV7nJL z1gexfC>AIVV%~d?8QM{WU5i$FV`MYo@y*HW(R<%-NJ-*`jG0N!eLTAK6&1FJZA)?C zl=m#O3qZWX=t28ESTg-IYGsNOG9}xw)>P&qUT` zvmWk}o`z~aZ_P)ctBtRX{YwhPRz$DZ(cunZu5ylmTkW{x9TDa0oHxQ`W7n*E;=XLpUS4LSM!Q$ z;Z#ISq@cb`7I@}8ZXucE880(8ULsKz#gX!jqkVW2@_t}xX*{}BA zj@A-C*zB(7O@CYZq~UaabM2?Ip4nTxtr^X*?+|ZU-?DB+z8`dulRJ-VE?OIvA{EGX zrQr0cDZ=(cHI;~+SByD=3RF}6i5!{hm(0N zSA%agsc~Uy7knJ_`t7GO$H$}VCL)V#b|--QEB5DIKH6g3XB+q|s{r__djIV!2t^$G z3L>@7_yOmbP5QsZQf zwGh$Q3sN|D?taOAdxp)|E*57RczAfe_IBLsFutUx7j*vGe8(iWf?LmI9*;tmsy-4_ zttzaKoM>DKcPJCENyq&RPRFUKt3#VsH`FvVwrxXBTX+x<$!`y}8qj*xG)4_tOX5eJ z&zm@54I>Kf=1!3<_v3b}xwtrF>~osD4qNxF;!?PJyXA)F+LdI)+~OyodPu5UVEva3Zvy4Ul%%>lEghC-vwqufLAsYj{S%|F9v?xSVg; zm=VqvdUjN_G^*~w=3w;M1xpWn(9`wXP3y=f>&A3OJ&aY?XIJwQkI;T$LZW`pBl_S9})qjrqrpRd!b5^dph>yV)sFiH%!Y|ylcZyQJ z)OJNjBR*?ewLeAkc^}f}e3q2-`N~!xOk8-rz^^_LeiTT7XiZO&oxd`gx&kTpEg&q?!>18<~p!U5L&)b=I_WER>>MO@;n@a zyt&wZ?tF!v)vc#VpIoZwB3{Cz^s>^$o?K)C=yTh;z9`*xmi<}Ds6A2=-VGS-E6lmPE5c=tf4r_HQ)imtWTK@D zAyL-na13uV+D3}PyW*1;F@`-@tsgLoAt$!@3bs2BmI(b(uX5r-7qQn$F=6z0O~i7m zI&m<_u=RY8-UUu49`m9onGxjVmB8_bFB8SZVJhz{PDEHDRg@g1f*f^r4W-2#X=!^j znX(;E06*>H@~LWF3`&MN;%?5eoP~l?6^zH^z`*F082NLOt#T6VrLk8^ai;|^vdd=X zV_=#=dA>=@SXaw5${I)2AgK!oYY%4_RGDXRAdX_O&Hr=dNt;S?;jY(~hRy8kIWYp# zEhmPYg=?I+?_~9j%CkJqNvgL@j4W*i>=c0NxV%c`ANo=E#fccUdEJJwWIHMHjzoVS zc{AbiG|7lG=VGYO#rcG(+Z0FXg=I{Ya7aX8PZ?@PDKECL(mTp1IrGI=>c0vQh>*|S z_$u6yXCY|738AQGv^#JXx?QI4&;=cSUM?085yp|b^tm>p-u^>wPvBBQhZ7X(zDh{# zk{k1*7Q0jz77$(wW>IBD05*Eexux2Q4*aEKUz+Yr~e*veyhH>E$Jqylu| z2@-G!w;iPfni-+-EYLUMlAKg91R1iK9h5>=?8x|0he;O8YMXYlRO`!C(kCT%! zK&!j}P5@do;oK&alPElpM384Ic9#9vu4Rjiw2k4YqgnE!Qku1=pLJTsumLw-nUdfq zq2kB>0w2=TdNU^>U?2r+ne17~>RBNW?99A9s|k&^3t`>M3M3yuw#g%C^kKYij!MS* z7i62y*e1Ew36#L;ckNnNM?p^P{eP|Q~dj~#@Z&X47%A4fKU z@-tjYX-2>cOFj~XlaDTbU;~58i_K6Qwp2>^(az5p{+PKY-SUOI`D`iHdnB=UBtAht z6<0~sC*kmJme~-Kv53IHbCS%!T<$O-S$&PN7TSr}z&i3resb|^@^Gumoax{7$O+c^wVgscUkGKyVrBTgSuC5LhwJg?P+T?-R9ZD$fD_MZi)4BtD2P?8W0bmjpr0`UY-!+GLaZrH zL^V{G}J9oTr>1z^)JPjn@5Za@sUKRa1Z70@GLj?&W zDhLP>+qnY+#b{t}=Ot#6#BR@ihmdbno>(B9v5i*`XSSGySt3nl5tQMKf#Ec@_@$S; zBD|5tQ!!1g=KC@N%}f>KM~S#KIqnv@weyE&yKd6?DKR81!)61&Q}#&75Je<*>FNvv zgu=H4gl2QcgMQ3t*(PtpXw*|nNHp{_3YKwljxvqW<7*6FnA!@S=@zAMCZ^d0?sk(k zNMyX)j%dE=%5pkF3Cff(qnne6!e2tOJ`Q0(w$bDyUBF*QGX#))^3pacm{BwS;U^Au zB+6O>Eu;A00HL``I79G^tXFF-T&^)iC|r<6kN7z^9Or;oHyETWmDkvP-r2dj z(;`=|&>h<`I#4Usco2&{+KY`e+WVR5HhmDg&gN_9yuiJ5>u@kBQ!nC2&i)G}Qgg-I zPkTQR%;8r8*GrEA>DIr=^;5pg+&FtKjTFu+0NbepDk2PxF`j|TkHBOV>o$9%_dPKjQ-*s@F1R^C#Ot7Uo5X;;Xf7<76p%7g0PzMK>&AwMG1#-Ee{Oz50nHuCLX z;r8R#9OO!?sI_zCq6iDx6SsfG+Q;A?j{*Tty5QXv?hkf87D1ZH(A4)!X=gN(=Yl@$ z+DP8t=;}zzpAW*izVm?(ds|t!D=mfR1-4t&x>tYn8rm8)uRZNLr>stn)9ydbw z>~Gwdnsp$);UK;jt z+iuu6vL)>m1n<8<060!a4ga4%a&5+m`GLgTs*hOA8_5Ul{^QfA@w}Ar59$lfR6gzU zKFwm%CRULUE(Y5)MN9R^>uvQ{TlpaA!}94Ca56aU;?h8T3D6QD<1QU!k81VO7sMUdNUS_441IrYter@H2rtI*@lTFQ5`=`W7 z+C6xHG&?h=Rr@&N9S=mjYaFQsF=1$?gOKtNADX6CGJqm>2dn}R-Oef-62Qy2m>l5U zG$QH|IF+x0X837TNhM_ordkvowGqOw5yBz9cFxU@n~Egyuuia{lC7wY#s;oN36~j~ zJ^LeR>;D?l{|xC1o_Ya{zi+io4bWOW7B2OT4NR-ZX8|nt(EIZkAVi z8l{L=70tszjU6ee1~5LU&Qg?>j1l-;-P>?pAgaW<U;baPsM6n;LQo@t?g&{Jobq|1gx5GaCZ#jf9>6+rhp_T=M;Nqo-+?Qys~H zzS68ZeO1B%YTX`feIo?wj*n^VE-GZR} zan<;ix&PS|$y6um1AGa^ZTU1B`XV6#NhbjX4`=q6MK%XGIDxa>6n1f04$nT8gP~S> zlHhNj|6t#r(~P@~`6ssRccaGZtx&gqj0EL?_(R$G{#M8>`b4?+9d%sq=CpO+f};hx zLWQJud}(;0|}8KfnhtiuE&ZFAQLw?3AW( z-m0wqL%LUWe;eB`w*|?$s6FvWpDo6@6=++B(_QzmS@&TgE+=1J3F>D)a!XdV`;1pm z3X>2Q$V9hkYESqin>4({%JQjYZCp3>FOG??>t%<@-hv~fx`t_qw;`VnEzBkgu}vWo z3pD!cgcm#RGF{_${gqVjAGsv6$oQ;Z{U~VEi8!rsCA(IV=q2L&=t`YQc}{llL(zrA`@ z{$lFkPtSZN1pnYUxjxkV?%?D2x4|lSGjL_M_RTV?gSXj1Wn3R7v(Rl9_2mGtd|=ng97^GX8Bq#F8Djvq3Fue)Gw;$IXS!LbkbBbpH8rxepfhzG3B(giy6_ z0^0s2Wc=^~L0AsQ9kr~Lw0qvt$$hup_H%3l4-9%I4-rLk8}sZ~%oHLKaayaUQbORf z$5SbFK^?XY=YnG?*FJY!X-J3mS8bN6G+mNz8t3~$o{MSgk5h$LdcMck!D3jLW@gFmK=Y&>Vx6OH0mZkS)*Hak zBjzhb8gDsrv*qYf(K&ae3#B^IRs#|D`KLcT8Rn?P2HGX1ll948f{~o_{TvS4PRvCf z&XgOLtW@;$FtWi#N6qlI-;D$|uKu(nSB}2?7EYUjC!M&JS`?>zTepOFwD10^>e#2Z z-F#6sIk@|)24l|Zo>}l7PoqqPoh`e`&eg{9uWXwBQhJqqMj#Bmv7^93rAU6MCix@z zRQ{aiNJ9d*3M7WYmUa3EOf9~G0ob`B32K!##!Jg4`j1^<8oJL{!6Q5pcNuh%4+p1R zsE}y9k#^EcC+#~oPW`PP@E$NtRyMgf+%f^!2qqC!loXTGLeoQlW@8Ywp8d^Y^e`&1 z3c*20JmW{llPJtv!6k64H+P%8;ViQooYft!3H|=`$5(5AawXWQ2Kgj%4+6w^7Q~5F z0NfwF&m&0qvNoMQIAL%RU$}#0T9QwE!;SSh54=8vM1|(z?nAD}P%1fbtI9_KZ!^KS z{V3_`L>iZHVf0RXi1rFDGe|73(puRvC#Yo!l!;z&RM4xS%LHCsA_?ptolNH<PxGRc6jAmgHxltQ~SDezs-dxSCnCjIe;LG^;qyoa2+x#+yB1sW3IrQO+k zMq_RfH52Kdl$PGgf%7-VEILZZv-j-Af^Ie;yBFYQ>sEq@vQ`z_6iwUoH+3{cBT18W zf=1Bf7zwU;^+!Su?KJ4*P;~r82)O~i{%mQ>7mpbrHo(B$-a8UC4vwO#6ij#G?VII} zyvrDws<5NXxh7@H+BcmNiDp_NY0^8<)yxvO+a8akB*@2!!>Q#QIW;hs_fNT#=xm$I zv8GJV^(_$hJV}vW%?TAef>>&w7TJlk%g|Kv5L)kWK_F6?*J=W1Y{Hz06mGQmHQEXm zLA|teCsp+%_;QOnG@3JCQ}SixDywpWg&(hmHdi^}%oMxajvvR+tTjD8%nNJ8jWu3w zKk&ch5#h<#}*uPq{tvaC&P;;z#~Dt{e6TfW8*6RCIId&FV6 zrUN4C+BT?evs>=Q3c5`&@;OoNap==SoD|u z@}r&60Q;Ltjn#zG8v?U=_qt@3zWvx94Pt z2ejAEUVU}(IoVMk$4E#*%CyJC=*5-v$)L6NAKnQeph0?1;%iJ^|td-&-D@No@e@hsz| zjX(bADO1iRJvTL;rzm&Pi#S)*bFy8uu;+e*II>KgYqPUdaIM{GqiBkun%C#U!F|!( zP3^)7iT86_K}!`&f`?WG=^q-_$zhQZj^FFj_%7Ii+-v9&-5|+8QV17nr}MphqJJ=- z4(YCZa)RF}{dE;2aYrYJ8P&x$$44~j%p|TuQ~?s>gRGi+#coOXKAez=!71Ncbdf>^ z>?Y~jht6j#M>+E{M3ddyg)Bb!sLWX<%`9uxQ23V7n!6|AzqxccAafZ%UOwe3>0(py z;%ta#wnQUBk!O7(=j)7jlB2iKc=X2W=#6R}(!NUvo%4&BK!3YTuY*?nJua~k7TfC` zYXZ2GF|9_mf*XbuOVv8?i26Jii!~|mqZ~$AS+{8Z7FAj+T#ci)dPxrLRIX_9sx&Hd znbscNreJ`6mh^ST4r^E;T=(`~pch@F;;|BxDP*HVu4a#qQaaO~k7lN&f& z922}ynZsdN5y!vGC@bf}vozA96hzsS-^XfRnIS1aSJuIbl}euTSCa1x3Zht*1llQ8 zKKMG*1?8-crm3ljnQZZ8uSyN{a^q8tN!yin;^520SI&H}D%_bmQ=i9RSoPShiM7zh_O8`GT_X;I$?G@|%yA>x>eJ=ldvE`v|8wtFt&tU89#q zTMw3JE(cK!Z@LQUSEW8ECD1Abh>wTFA|68p_s!K4Dq=G&v0+O73TDs_7?huW5Q*O; zpF4weQZ5;7{$l7aHy#>o*FxoQ)jXT3{6NvROUwr*#iY<%-NFzG!Z>GFMZYujQ?scn z;D>gu%+&5x-4nKIzcK`;cvPS14Q(~fXHr@Spf-Rc-6(YzzMz1Ofwm8}q*)arLI@}7 z6JeGgZz=gHW=?bmY^1#Ja@dl$9Z!eipljk+CWa>Hb?UYb~~%eh>uA*p&fQl{7xm z)n>TiCI1!L8CkUB1guj#IEp(EcW2sA=L#(R zsr4&jF8~|BE0Y7P`dq!{RD9-xUhJ?ltt$%<44}OME#ANwZ3IJ4lsmJO6S<8Ym5Zw% zZj3e)ZF?CE{i(Lsd1^L7^Jlu3@t!UE{-fy>pq^O}Hiu0a@j$_{P1m;TffrsZUW=d~ z)cFS5+y?DBZ$grmJ5{?-sX+yoNKtnU!w?Gzmd;WW7`#O-zfxYVV!Ee zoY#K#qpKPUQJJw+mph(|2j<;ENU9v^d>@5iFDo{ED}!q7EGNktIeRKQK&3>vfWh|T zmx*SPU_ZG6C)I)ln#La4M$UqGfJ4$*^ z9yw>34X2e-P6)JZ<*;pY^C23q!1xM?ERD^^ja?fpI9XTq@;PRtBaQEjh%t;~p(?+7 zq$6;m=er?EQeZ9s+Kvi&xDee?r9&!HUq4}wJ!9Vu&TIBJc2``ej_R&|$d@z6xI$F$ zT0m?-TTr9e;pp^*DnU9(PMdNvSls`tdqsRoU6#}+#%QAbs@Hxz^#0u&=y9iu^nH+E!($GPuF1#Q%}s3{}D zsrJ^-G0xqw>?l!A6~te%$5rk_x_53G&l;7^Nq?O6E+tsh#X1mZr@9sQIUnuX`4G43 zG8^jC5uHkh3XFm)Zt9rt`|4)wR}Mr@a^!6?NSG?!Q-Rx9}q$sZB1^fN65YncW4V@zI*>d5NS9Zk#@wtuPHm- z8HvuL2$!SU;ALD$P);6Jm=}j+6wF?aj8X_u04%$d5GvHVPuX0A7oL0qLsg%a?$1@= zC{-|j@-Q)Bmra1!mpd;PlH4?Bbr{bTy%z>fUv);blf}J4lFu_W(v`E!?t^KqC+P9|Grb=0XvLaL|0J9cEvr50B#LT1{w+5g=don z^I9KSc3S1Nja#BNdmFK)=jHb1hKat=T@Kw3tLU9Mi>%R|JL)?RLMvTuhnI>jT!`FY zlMP*B6DwRy6Yq75JYsXp4_Qhb-lf?@fQ|-=t7}(wxbF0Q2w{3RDflpa^5{Zb&ld;I zO-Aw6&8C3E$CKxR^?d475$>*i6~$5clvDQP@cpeVM9BvLeLSTd)%1mDdTQ&_yExxf z3bi}iDDR3>yk~x#U!%G;gE(=ffenc)QTxU$>2$M;^`kK z@+PHxp#X}!V8dvaR>rrQS1zxVQ^($(lQ{dr=#`DuHfr(&B^fuhV|KIg$SL$%5W!V& zChi3JDS2i~@{O?Ds$PoPA2HJgUn3;IC|xzvsc3JuZC2 z-sagp`=I-vd~Z}rsZE$LNGL8i`f#{5@vXjE%Duq)V6NW1z$8CX31P*bZxohZV1IdR z^SS*y=*HC%u2!kTH!4S8%8yE#5JbMngU=<%!=-8T&SE-ZKXY<-J=a36Jn+tTa)ZtO zz{~tt{lftf==+!M1IUqnBLT-0s@%2U&_qPD5^B{kI3-~>VR`M{zVIP9ea&P?M{3ts8970{bM2wW94q(Nnf5mMQe%7g%O}_+=XTVW9U3%wz@pK_@yatXJ z(=SXG*?xWp4u0Tx{PXeq^1aH3n8TO@-N{t|S>5g!(0$sD1>bNC=-ya-2D7bm4Ehd$ zxOX0dzOTNaCVlu-$ASgFcMJ^Qh-d;T9V5f@Uyp?(s=!S5qLP_4m;>7jw~_!1_Fp9} zKneG8$#vbt;$Lv`FVA3@jsfNm{B#oqk;kn7V0aTfpu|W@%kVFN_^-*#CgLjRT-);~ zy2sK19PfShL{u|I&d20K_f-0)PKc zn0XV6*qz(IB?lqEm6-fSj4uGN?Ad;U$p<|@gL&{*#{i~!pUCfP0{RVC8pv>zRG62x z9LfjK_Wv1Y9{eZHJb)W-x(5J`_bL82Zae_U4|UFnb`tG zN+M@FUknWD`rjbgUmo1nO)U5u96Z;%f@83Llv^^nCW=M|z^~c>P}Y6_8-X6E1_0e} z{0(HjaEp#ZDDvswFzG)>R-VDgDgAvQrDrguPak=KogVQA@r=R>$X|f`F+Vl(b6mq( zC5LkY9xR(hr{cWrLMoqhU8i!brT-(kmCunyXE45~r>dv8IAI?HKi0KGKgtV85v{GC z`42dJPL{v5LrGbX^Ksh#tqnGrS?(7$J=fo5wE(<+(68(G2Yq>}r$B$dgcN`WVC2`3 z5&!iMRDHKe)XG~KWLR;}q#D6%ia{|-Ox10|%j*)t=>W*q@`eZ%6r1G^nWNP&ZCXSQ zR+csGBo7)o%*1jj6Gh8N=K}0!Rm%O_Jtt-YIngafQ*(K>b=Yy~(1dYxH^nMEVcWCm z7|(zEE9G`|Cpp54bec`T`BB2?EK5*mRt9dAK(iHkpFH2WO9A8`CtT*=v(Xb0#b!U3 zg{o`s?g@=sLU-|$!()c6)+jH8W(G{*Ien|=_8t-+2eWT6c#wjHqN@E z+ZpWLTlgmCj6Q~@*r0pw2iNsB*sci#hcs>N0S^SCz{gMH5ww|;>D;VPO=u3kfD=le zCp1qj-?2bkc}DUDv`xqYf55KerCK18q?^@ozRW z42{<=^TXUghUW9g`L(9xt+Nh?)4s77OM1P&afljhug%fi1yx9^D#fPfQ)I zYgv*GiFt(XRQ83Z)LN}G)`p_!rU;Cy!@qbG{@ymqaFx?vRv&r=fB;Xop2Y zA1K%pD9fv77<|^n7SLFkDYs75iFrHOkaShF!(LG`QEm1guhf(%7nUdlHJiM1WTVlr z9T{4%PuH+Ll|amF!l!L^XL>XF6e9ZNE*#?NBDXY}964M2R_2br$kpvXiut~iIsRpD zhw1S9S7J%L-*WBI>{uB#c!?uoW~CA31&*DjPXEk>*eTZ7=;L4SUlBaNyoDf?TO*rn zki^~_=|_>&=?5GB`+_y(M4uzn)=zm@D{Nk5Fri{-@Hb4 zy6agLhWv!DeBlg-hlK6bi~8Deu@KdT3pI6#&)lW^E&y2Q<^V_t1ENU6%qt3Scsnb8 zPF(a##*T+_L5Uk(nsv}Sfm55-HMTTWn$OKeczB90xtO-=JySD8u;h}gtZ8m`(q7hf zk_78Im_;Wcw}<(kT1pN7f26$ySX5j4HcoRqv~+_=C@m>z5K4+D-Q7qC47H`35k-cO z7En?e>F!3lyBWIU+kM3UZ~cy<;(=O zRXC5+c)C$(=i#J4JF31w*~-&8{64Q%c3Y&gmguuT^DGgS55s*{ppj;m+XW@T8+%}z zs`3xchO9RjIs&8W}&eowU#4lMOB z$`U(F^3pB_RJ3TaqrWb7Z_HkTkMOMhO!-BQ-9)3eC~lD|c-~sCA-&x5-vn&U0x@j7 zMQvG}2brfXW~NpI#HDnMrGj26cV#&AOj(bRcGzesl47vRFbPR;pS*gRBCe~i=c^Uw zJI~#FCd<=g@6`r~GwwCNa1C48DC^wZGF`gLuj1TB73i-9RohTb5g!pSQLhIVLa+hV z=pKxq8kGVz!;FdsqtHXe28vLSP%%O2hWJ5IIikm)cw0-n^dDiS8$S)OZu^lv)n_AW zs6Z9>As~{ht`w~{ItWLFN8(8`H$R~i7fK%U4G!;bHZm|awya2V;xAc?g8*d%W_LL% zPr3jTr$c*vlJq6oNR#$ZWh}zCFFu~PeoBAUkv!UF@QthZ1&7=#3!qr$$BVFbztOKM zUnLjKKMb-*%7nF^M()SmV|4b2(8=02g4sOXiq)5~RbnNi&Vt9Mb-uK_mq{Zst;~jA zU_4WT9lqi)=F|6Mt!$!C$}KRq`s_?d!P?zIw8}ZVYJL0+Hfd?Op3BKYy&HN@m@P-^ zJi4l1&K5dKKi{(PHXbPOX;qEDe18_fSr@WRwc+=01YHsQID}DnpS2NrSILDc!57*g81i`&j9o~e?;WC3cSN$viPK* zJtWdtj6a%rgkq+bGG$7Z6+$!D1Rl#G^KvP{$eY)K16&v-O4fXkD5AgOfybEvE_~o| zD&qK{aL&Q7LBbd?IU4R^Q!*KiS9jiacH_FpYP6oX7%T>Aj(hO5PL5DNK@&^vtrJi0nP)d`;lvr4_UHrVOwX12E|lI||a_b;hO03d>iIi2{Hh>o^_!QoMTl1iYs-E-1 zSt5)LZxa<@@I5i$yYf^Cx^_T{Gnn&wVtC)|YeHrHXo;so5?d8xaK z?K6YfMNlMNE**RA!=e>M20xa`%k9V3Rpq;1bhM{NCMJNds>7D!S>y{edZN<=p+{ z#1S@Exv!;IJw!}r4CLRthJ+%GHYZyLmRe{+6N+JzO4QKAVHok~8&BBQW+QjfVkwYP zanuEqyV^<1t=6U0S#ol6(#~O>bUh7D$NLfYN=-g<0xx&R|I4cN!o6Kyi2nv%&xiO0 z$OGAO&R*a>mJuE#qEbSKDet{%o8`jWT@1*_O35iEw>GhY#LA~j&z_sP(?eVnbdpF{ zBwZtPQeZ2n`^cwspq#h_Z3^B%z$yc%BhKOxDJDgm3R^Wk6$Ev}A15X$_A{>%yGpv# ze_E)<5nDu#xm`|gJyV2fq_N^(0RH(_?pc&XPVXRlq+hV(q0|oog)jee8B*R zl>haRI=voJLWm({4u$C%qcQ_eQIJl54Jlbm<;P_H(+SbH3%FCfy+iIu4&0f7TX(@^ z;h@mXs^mT2pCxK$*~J87xhAZC+$l3x^%e%2X4+}#$~I*jhr{mtF(=?KHGsyZcH}wx zdD&yBGlm>DhM>q(S`MF+fxZ?3jwx1uI=j=phBX;u{T!7T-JD@S)$-H9qK0u=`Hy3w zF+MLkm!x>quAD#iKjp=Kh;akL4>331OmtozxrHLOzrI&@uYpQ^l(Wxmr^+dlJgYEuwUDQ)sB z$jtpco2YD0pToY0s3K=C*1nD_CqnTSo^dpQ368PH;1~-8$5=YvK*;_b4_~n-v}w@( zmKDSO+f{ePp53!3O@_KXYDSC=`+C#|^o~!*-hZTd{~Q2EjX#^)qxL5PUvM7&9(b+h zc&$afIOb2gT^^bEB3y=0AFv`^!m8$~PM98b!H4F{n6&W|6WM6qXAYzk9P{O% zePzGxs|h6bBFQt?B{Tn2UJDtau89&q-YE{x6h2)Z%T4v*TmG)d*(HD+PM@17!)jPk zxo5mn*o zayKz=h^OXTbR*SqWs1vTaSyL)E5j@WBqU@t#6Uwa`XB7FB8DxSqB0*2u`T8ff0Ja3LYx z?^2)#b1ASRLSxljhZaDLVQXucs5$CgU=szY=9gS+2Ne4;m@0d^TO%eL^~swzUt6W{ z8_&8f54{dFEUShehzbikF^vYaJbRPLN=m@2CA6dXOz;&I+SNM=Dj|glEiK8ngQcT% zvuqYTd*9%Wif=PMKF?{dH0{rQSvR#&!3|coxU|@VLRauJv{Q z_2QV-^&Cq9i=5Lkb6!oRT$|W|^ue!jUe#+~)QLGO$MX6Z9VEu8{XY$Dcz z-Ks0ghA*~fQ{A_q**mHpi@N%NSz&bBy1~#zjG=pyu`4o1vvC;}PHruSR!|mK4XU^! zdu|I(8G*p8$%MD29i>eRH6pvD&4iDe9j#L;$rx83O?kjpn%k;aIdm)IZ1rN_^AySB zo!B$lFPJOHr}*H&mZMDvbKF4T8o&y|6&m+eIbZi7P(IrQOi6kN&(H~QBs1Ei2=f*=#&OF4V*v~ zoSf*SCL(H+zWjG9(aFTWJFo(Wux~nc-mR4V)qxi{^p{5ma$kqPid?TjFmBXFdpcizg-!*W9XC~|GEIvf2v5zY#pCJVRy!ZfD^_hU$Mqz(K3Uy{ zwnGo$rCjSp9};WYDy|^+J@zDA!=6D;VX9RpHKZr3v`y|#Eeu!FSK?m4)h&0_dr>5V z;GEz9=LFu(q!30-iZ`(^8!J>6VC`m74E9(OnNqdv*z!w7?I*p&yCaHy=R;tmilrr= zxfm10JlyP@JXJW(sEfmh_$~UuoWnu?9hbg=ccfRC$s#TmRr@2FQhiUg3BWs1pQ=azx1l%KKCgAt}GJLGl-dEx2TW4DN4vO zO9=0`eIyuo-iPa9&twowu-VJ3C@GhLXdWOKFbA7=ElP;$o;gWWxna?6PB zJ%RxU!i(P^7SYTpAxDa6{t;-d09sd)acdJHnkD66h-Qt(SA?6r0P|kpy&g0Da9pf? zHKug}Wl@kHC&bok81oq#y~Lvto!WpR8r9|(Xik6Ap%ofU@>hpc6yO0W(g{0fldN9RzZ#r`D?EGlyv@ zht7ZEz|XI6;zu!s7fq+RHa7AWXq%Rgq2gCn=dSy86q6SRZ6WMH<^IutV%2gB-n0k9 zx)ohzCfDh-XgwzEb^SS{l=*CW#AQV7wLcV#*3XC4a1kfF(hJOSqRXX9qzlf7>-<1i zJ=oW`iKmDe;m``}u0mx;B%47;Me6x=r;xXO1u8o202xtoYbc=~%Jl4>1bQ`-y>Nf@ z_2S@GyF;=_RQ-gxup`szyC`~O)n#Hmxrv{H@)JMo=Pw&S&0)Q9Ql1cWP90tH0>hJ+=X98J9*3i> zCQpI1iZJSnB>>j96EBMyesR)3N*EWXd$hdMuBLU;;_@ZAThBxs$AqxPA&f9{pkf=x zo$x5Bp{fjTy8dDW@D|+XulB**!LJU1&+5C=ir3=pFo<~5&MS%d&mZ4XNWwVf?E?i> z5UI?0Mdf>XdG^7j5^V-_0Fk1YN>n=Wi()^Rq8LErDE9CddzzTm)4#mpun#!}*HS&K z^1R}LwD!8sqB#N&$qGmb(?e23{WqS}7txIww(7`4a|D6SFv9c>MDr)#)nGGF#eh%0 z{63;vHaZv4JxrLsj_5Y1FJb|kr=CUIAcD!>8u);)=Fu;|HwJ+1GSM~&^Dy6U^q?8Z zE#+A=eJ>hWY&GM!Tgn4{_285s``*sMEY}fELb8(I`0lk6qrQe+5jemZF|rG?ZVhCn z`k}kBaqE4uW|U)>#sVjoLG67vVg2&Wn@GdA)A?>X#ucK+ZXy9CA6>RMW8MxZ9Gwm+ znDXy_uNhFUJWin;?w#54k+Lxs<6PY;z`!%f}yTTVaj z*iandWz_iH#3G!@~%W{lxW_ zEw+~3mpv5i;>eXsw^W5CF7}lNZv$ygS(LGfCZoyx8Ui>9RKgzn3nx6%(8TdEA?Kx) zp&vOW4NIe4SUtKbU487u`F3RwJyXd6U29&`i&XMW3#qQxhiZdt!k72fm;u#_*v+$C zUE!C)0WJO+9G7doYr&`WOF<5%oHp8Jjs}){UvP(qGrHGu>e9D1ZE;t8F@dtQAMIUh zZZebGwm{CLv-?h|w)4eyE4%aMI_L1A`{hZZ%DhR>)>3uI;G}AZ79o6XmF%nNTQX~S z1PS#lG(SurxjAvR>)2sKZx1a?($lM^k<7LUR2_E_zQh1RY8p5$X|CQm&&0csUJ@K7 zSy^5@LfmP7-(sqPxazp-fa(CTN3==sG6i%{t{ z9)yRfs7wOl95e?k5ATBpyflnb1Kt?y;633_nmv|>>E@4pNE{s1(4lUTRKu{OZWLmI zk2H+TeC%eu2I06_GwIT8=`d7Av^%iax2P1iNkwFIdW(`ChddO@_U3erto#a77z8_4 z-hwvFG8U__oIx}?*z^<{sa}e7TT|c=S*o5lhH_D~emJ@iTYkMz*`iVbaUX>tkzB7{ zFbPj*{-Xd!6*WvwNTgP>PHNe#DIvwgtkN}|78>mIT|9>Pk=QSPA@ zNVmZVC{T#dno<{JVD~6cRHHq%D<9*fv!L-$V{yD$Ha3QFulX$ZEERdCbX4Xy-@1*Lo(%3)Z$=*+9$;si z>WQMRldJXAx?&9Rd{6ND@21?IS^$YebCVhbBD((oqQ{6EHy{W@u0^GRSyh9%oO=!+wT2$EU%hH=8>~2RqbXr)Mdp$>_YMPTZ@KmkesBo%vB9zPvsUnQ%y} zh#`1;Bv!2b6DqFC4k)d0yp`P>uo@pMiK3wrwm;q8ai9!sd(nHs(k(ZAx?E z%;vH3hMog@mb_=Uvwo=aJm)s-nDv|w0Y}>B)R#2yIyXDgselTlk|Iw!w-wQw#~jm& zz_gSW~(&7?ekps&Uu*iT#3M>j>c`W{z+3}7iUE9zy$38gO75_wF z%`OW>27w$!(rp6>wgaJej_o37Ubp$#&&@lGg0zJ-X7(Ecjd*Csa zwPhbVo@*o(5r{R_GfKPO|A}WIG>n{xbLfKScn+S!Wh8asJ801B5=kbHMNtH`0 zrY;1gqvL3F_URLgtSQ;Q`oF*wI!shXX9xx-Lm`IU8brf^$qb@l!|n{CQ9jvJve&rr zwsDEHGSlcyYNDc6spFwxH08ZPHg)KS!dMbsGj8dC*IWlI&lxlfL%nZNU<)HqEQ%3C zF%C~ucA2tOr2_K5BM^vvTA_c(t2_{|Nd9iEd&B|}y~ZoF57KREuzpX}d+6>BsS9DS zK1MV`N)Tn^2y(ck>do(`ct6TLG(`~^FiI1;^g^|X-~v^AJe1%q^vHH%Ue%%{ZBW#6P|mZ1@~ErZN>gC9^b|zA#O>WHaS-vE zKcXN6&olm9;A8-(ujY$^&zBa%q^0c(ily2Ynn%HBA`@#9yX&Mi8WHes)UylYS9`)& z!^0&xG@sQDE)VUB;oSUbhZJdtyZ}_xd{58ITBpA<@?}Nb&RX%94L@$705CmvwKT2P zldY;(g|bepmRAc?7(*ka+P0mAZ1aPkOw6yJUsYW%v=A9wQ3KQvUyM=!j<$~aR=RJD z5gBZlQIV>CeL~TGMx+FOdo^(CrM8drT&dINnGBvR-knHDYG5#35I)v(UO&G6Nyo6_ zFKnT5_lFDcx~kcW3rY%J7RF{bO1OSV3Doeer@NE#$o2hJ=T(jRs|B|N<7MaWiBUIa zQ>W$Z5BZz7)9+f8N&xpF1j$orh3Xp#i03sDi@AABl|4;L#@F92o4QWwR5g5LJ#A&N z6C7GIq!xk_1$Z{O#Y?Ws^}K({q_TfM$epoI#^`dpl8~_;w%EZMtZUt6;-Y1fC+uvv z25!G z=B<-2Ex!2z@BWk3`4=fsc2+oD{F@Ss`A)1q{g~Kr>u*ykrD3dX{<-z0J|5hr>sR6Z zrWA84pWyYXbk*>?GnDT#k87}0gjeZA^y+<%3EOoa|4is7eHg_273nTcVl#%+79J!&}v^* zBI|cvZ(^Tm7lj}8(Yp*jFEq#5O!wK2Js|8IUe>^vRFpp@2Xvrm=0)C4y?Ec>lE|kC zo3nag+BWts7Dei$KX!3=pe-jbz;uc-MIlZ40#EemnZD*-`4mbsQ4f@HYl-3>j2&TS_u`HW9RA3c5JF|;K+R^^3|;BpzPEBq8mwlkC89B&=;VeKx(J-M-{q`%;FSbvBw^+D|d|q+-=l=#L7f zKD6>clU{@JME;i_#WE6See!vumr0_v;)A+?mqv^@`5&0< zJ}7W)6b`fDxFjQ^;*ga@9X#O-9j@9y!Xaa+eT0fZ!No;KD-(=I*cKpm%!NrSQy1{? zxEE74#^>YDx`3dCr?gb&xGIqenYP}=D1OhL69JOSDhEfN2h%+av?dk?D;L@>Z?W^P zQhNjGscz+IT&i>A;X?U5f#Zon)}GI9tLHqlRo}~9XU}<-6RE{{T*cU+mcA`CXEVF4 zEm8B+e?r-zSFptuzK*`#bLN8YS~OP~WS6{HdFnR60B7D9HWZpjU9-JQD_(Uja<#hG z2AH|%AJp%$_K26Be#7Fd{#?0jP$1+kwkmqEA=960dp5R69PW!sU%57&xn8-21DxUI zLFVC~JvMiMi!-?RPGRDOyL08lUiqRZd}|8g93)OX=(Bw+PT|W;a=#t5((7f>h_4wC+?8}SKdHdjR6eks+py9`E0uocZ@clpw1V_ynoB% zW#Ui8HRgkR9x^rRHR|GNiT$>Hwtb?L1Ga-;834<$?Qq6{`9+bZM$J>ODAy<-y%ksS z8JQl}`FW8Wj6Y3`V0=!36f@zqP{~cV`%l~zf0Boc@qpaJAOz#{=@e*0i7@g2jW`iT zXCR#tKo~ui4D>+|PH92D5-NglDy~K_hlwDidfre+MM3)5C=3@Bjl@z+nP83wVKoqp zKkye((+cEGGTjh0p&+@k@2@Td0~0|Wz2=oVfEOftL;UOkIic=*v^ z9@Zy_MhsNHAeh6tp@$w4f^4umeG$Jnpq>SH8WsOKEyz$*y-gkSz_8ofc=IF}zvnMD zD=GM=a^E=VfPdzbo3m2C_7$}FMb0b``!C|?OUXb^1aTDBF@}OirTE(S_}f45MeRYW zzwt#ua-ics@I^r~Yohr-5J5qrWFdktdJjg&jzT7fcvnvT;Z%MgXR`O_E#c4&p2a}& zjLwIKbq{4ZEI3tsUGo2pFA6JQM|ljZ6hfo9PGjD`kspUaM~#1R z)B%ajFR%MZ|3*_gVi33ut+lplxLU7O{7b#=S^*)93&jUQ9Pxb zv=bUS5U8Hx9e@eW8Y@8jEGyeT50`bXf8N0maQTRCYxlAA;WD+&4u|a2JU`r_4s&9* zVT=}}d;6f4*ZElO!iLpR@ult^y2N@U%)T>?*`*55nhngN+PlM}Gv^C?xJaD4bKgN{ zUMSC@nQ~%Ao}{u#eroBnb6Hab8w5ID3GR=26M$z4fEa=Yd#s5{BAqcZZ+-~zM@=wp zclgaO4e4|VBGg%mR4r@H>V$-?S9X)zzVQ)I-zE`qjOlE4cVL~ZuONZo6x#j-Dy zBm>2TV7BTYlhOd1F}h5S>k@UZ$L<%Ol=Hznqk>C}vd%0;-h*Yn+&v-F$~v4WqdLur z1?z4|fM#XKhoiEtGp%i8=i~1smzI7mi|=f<>Ec8hN$_}P2}&T5)HH^$7IH|iXo5+i zso;!yx=70}I%#EV=zqVB4F8w+5uCdqY#}c6|NlGql3-2|cLf8l;MbjnMn6t^be7u* z@;T!F;T^sEe|byIn|9;3|M5z{?t-j0{BBkF%+(ae=P1JxUY$^IiGN>2v>%Y0;7Jn&?+O1i*%_S�yL-9pp@+ooS9Ogmj zmingqK7;>u#q7@MQr;!BW{*Kyq~t6FNAUtUoPA@@>dTzRHoPc%tjPaF5Mud*1L$?M zKWSL{*pZh3{^SsL7%FVA4ZDwagnVv|vee4`_V(oGYtEx4`yVD9#cDR12{r3mC4}_8 z%muDmo6wFOdriKn$?EY6OBbW!9HE}-#jUkyZCY)oo=I(k19e~{p|rHIs;+->Clxqz za^5^hsAv%>->?Q8$ES{mH_!5HrYoirYPQa+F0M!?+?qwNDiT+Lwemdo?yH=$%H8U- zDsj{^p6~yUzqYR|F)pd!FGhfCH1saS8qNCS^&0IF5;7VRYLqkVsv7k^;?a&TI?_jL zkhHg{E^MVGNmQlY^1a~w9Lqg#-^Tj|-qgqs@I6mvD&ULrcNOLuPrUAoGKKpF<+yLu zKj*{w!wluN{7dym5&r(c-gEbe870vI+i&CianIg|2>Ho`utW1%QJ{B+>MpxTT%UCsLtV($LN zz|sAU)$y2LmM}9@Ubqg^>WeQ=X4zL?zCSm7^*+2tCRg76!3!uuJ~Op)hqcAWUF%P? zjh9YWukX>09a;$v7oPz~!UC=~QClJe_zt3lU!NkA){T3`d1<~=M3$}1sl}b)*JFNRO4rByy586nALdh z;>Vubs56+gZgp;Tc;2)CnmC&0ALm@h`rBe)VVIGwg?iJXi(`0VSJGA{dib9iLP(D7 z@ETjlCy)!@F^k|Q>b=42M8S2Tqq%;Ou>Z*YLmf32mPY?5T#%R+(E5 zV3>TSDJjYPHDIm+8gzSf9wN0H!^Q_|ppP|WdkbMLl^y@Ezv%vL5tjOB z?7rtotI|pJv9V0i+mszSvcBar(zP7VR?XtX-M3M;a$b%S=eudCMghl*l#Okn$NoOz z?Tl>$?(yR&jDee$^PA$3mY zrq)j{_JfU7Hv5@Cf>h@-G25lAN{X(wjNR&}H5#Tf^_N76a`Wwz96-X?yw2FXN3Kfe zJAPWaLE@f~vNqqi36H)Xho-rW8#IRyYm62UKg(eCd~Q@!faMl_`ZzIWkXOnIz6-p} zR{LKczagUL>RphfZ77wu$)nuf1U zeBIpx<%D~RlONc}9@j8ut;WFfMfH9PoVHX4p=+z$mk*g$*s+54=noz(uc6G#zoz>^ z=nsXn>}VI9rgM85JZuToS0;KU5TJkXP%cNM(s!)gO}quAA)O^@`f$*o@)gh``8DUu zm5Q#p`Hw}G_t<_@r`mGto}4B&Rq~N!B&+-_D7vN(ShIXt(vkKs#ZYHoKNrG8mfH$CohG7 zd~7#^c=m~*H7Byp_(0)k3`+XDdoPrcg>@}t3YqS2JcP)X)iLS+8I5Sy`~O^V{4bC5 z45DL9isM&Spft?PHE2VxLHk;{<+B7#yylm3OB@;!^cu6H<*i=5CThVO2v?vWw9rfL zYx2eKzioJ4%PF=2$#W-SdBKtxe2?M%Gb_|5q%-v*0?mzncDJ&m1UR(H98cz?NSn(H z=e(B!aHwtm zwe@RuAwYuq(o*E8?qq1A(+|32GF2lY4nS;7O5V=T4Q>uE<>{2);V+{v9uwxTG`V2@ zVnTa5;QDl^FfNqXV8<%?!FCSz=n4C#CZ6nt>-uS$B_&g{W?|R!8cT<}-P{%o0v$=M z<(T^CL)6m~G-Jh=8!O#s;+_wkfW0Ml`1q$Br#&nu-(H??%%sY;8#KAIzWg%*$&|@G zj}im;ljD-&k~NbUUg&!HRU>&2oZj9yUSaK3O&(9md#oE!jqE{qO5!N&i0R1eNV;#m zLiXw-NpdQ=J4Rx|^7cGfDrTJ<;9k?HHKd-L=VHem+k{{_n>}iveFumm0r;16=Xb$E zfBbYiU>2`|)=L~k99=vuIaPVpo&2JYE=8KS`dyR~6rDgceH*jF2;rxQNg$eo@EgnhG$Ty;Y0UlW zpgi>F8cyEe0RUM)59oUFeV`iI4E{El`KJZ?kAjCgMH%(MJ#%1ovO6JtLf^mhE6NPlIS=YF zBX#3(=09KzjDBq$cv<>M6I(>9abHN$c5sLHLpw!yDX^e)Ksu?%_ARFPG|t9Z9iSd&q@1t7#-}g7H^C(y z^mEO^rUq{T=u%_V;Yq;cJ23pFmk^b*d)%|A!Z2#<^f~0mN^V4Cz?Vr@wJrA}!Baqr z?rO^Z<=CuS^jQA8*n4Aq1M#f-`|*!10~Qy8siP9#!wRZk2jE@mJDb<5fw=~+s2qG9g&wh$LG>CuZu55JDn_;rzm^|N9}4@xFBB*S4~UgBT-D8WR8D`aT`pgR#VC80tH!x7 zZ&oWz)1oX)(&k>2v+fOY7F2THdS9!-P>5GcVQ8qQ8@q_G$aaQ#KLj7%QjLHPa4%;Fbcjif!2rdjScG@!*hrBzvHetX{I$~Wi~bE7LH z;NhAzr%qT;x4Z1R>>c1y#;WJi*+%zXk;9l0WL}>96=czrTqWY7AociOa}qXoT+_*@ zEAUqThf=(zMR63xV3S7Hm|9M$MVG5}^^gY4py@j{wj8M?M(|0wq2 z3c>mF!k=Ky?a%BkYL_l#9~ALdsAxjmEZj?Mf;HoEO8MP(d5%azoI0?YLV5kPHxR#V1x)}10b?_{D;|?&oQ%~1xn{881 zgu&-%*e<;(IfeFfE`mG6yfeET$t@A8U=LMpc z3)FdqsAU3mULtCRKphoC{X9@d2~o=j>byqOvVl4Xe}sVeCnp4XCuJB>^W5qqN63+f z`L5s~YJ}K0SX=SYYrGzNq2D^@`<3rT58UdB6m*;{>#HxWT`^RC<0 z-$R3mi=s&_2Kub`N9x{bhmLe`FiXH>i|QWSSLrn%q%P?*#6)%CHsCy?qd!fOpkzxm zKxgOg)29@5;?g5!I4oej)%WSPHE7E&*oev3Dtj!&P9Lv{U4%3 zZ>KZXuPb)Jr+YQKZshX0 z=DtldhmD6)#IO;IxcfG!M7~IfdQoUn!>l{TNT>@T=d7*_{S@+49e*`Z@-@G74aZr{ zxS<6#udP~Lr_}vp5D5COfq>>32qY0-qNRnxE|O3m0KRBQG{1mAIP~W=5MV}Q zfj}T1%57p0h@4_lSNiTqIQ+-~QZxE+>z!uVB8iPxgN4j}?Tw_^#^!nh*^VIosBy9} zAZU`msQIMF9VUE`LQ1D{&Utmwd2|(9HEANf7*=ZZqn)*;{d=%gr11`?O^30WOV`iF zV@JSa*R{}7KYcR6e8`lt>-1Hsw(Zns8v%`hupp_k@Wu*%W3v^9#bncuf2^Jz)2rB_+B8D94bRcUn|ih#&QWR_ui3Dwg5E;CXi(f2Y*ES1+Sm4Jl#C0xNhhD8LU4AmE{kYC;MgnxK9sZM=EII zKuH3A4(leDk@b_G6dHXgPoc;m8!k^ACw@&CH6zZu5}af=9THCv9BUG4S8O#SX2O(@ z{whT)y@s`S+_>po`))co86`N$Z#))#SB!tpxQKX}K!uwQD+c;8E)W@j02)-1QE(2i z{uPUl-gWRMRt90pz)i=vTp<7N87_IK@nkP-x zaM(+F^)W@Axb^U`HcU+kQwslXFFvjiSi)LVcmMuSuK^adQ?DT@>f!fV&qI?Z`zC(; zYLZP98dk{-xUL%pwKOCnJySA)Q<=ROSzpzjhOj%1{BE}n_CiAEB)t3lWZ_}}Y?OdSNbh!yedN%XHJ zM1?IC0y%W4LbIRMCL^UhGV@Jg33}l;i}QS&(~hS5?1Lb@C2U^AJ&03me7P|>_5rch z$`iiZ)Pp;;q3^_JgvM6iZN(M^{)mA$A>WDkP;Utl-Ia`(RLvB&i{z*9pNbaOr7oQ2m zCZ>rjWNC=k{9|RL&8}%ex%Kih;Zy8XQ_9WQuw zBz4xTQdg=SnL3sA7^6B2o>X`A222&t9zCV^ef6x2I;#xzngM)HCSIqw!*fnmQyX7~ zW&j=(Ux6)a$ldwT~wH7@m66huBSm4DKd*FZN8a|076~#|LThav)8%Q&Z@QfgkX{KtXDQ6!suR_J2bQS-!57sl+uV z{3j%U&05`o9IC$|jYMeU=A=71Qu{jp8*#wka8n8Rf0_d~7s<#_{_-C#GQ%?BGcf+` z84qU&e=bJ|INPzKBtIxr&(t%^n^1Dt`(G#?oZy|W)zGd;sHkdiUe*>-oofT0(bMy~ zm)m?TjFZ}TMebkS$L(THocz|h{y>AK`f_#pypx#0r+6vpNLw7ja^|`JU?;A%(Ilcu z`How^rkPyLYGrwmY@Ed^mAUFrR#uC@sK}KF=5S@}+n%@zC#y}YY!9zu&hLllmw@gJ zr`G1_7Z4FVt`ULfdLbc$SV-h9!qhWS1%Uf#NIbt567o8h4#PbS=Es(_f%D_d#=Yffyp{t2%{89#hNgf3G4Ayrrm206 zwNmZA;R84m@8B~PE8C(IfwVJB*@=2CD*B>iR-!h{r1m;l7?faj-oJ%Ys~Ngb0RNlj*A8j0P32`WN*ygfz|JuK8*v8FsJ zrk`-hx*W*+9Aq#0hEN~`bsu5rMz)=Z}x{KNse=NU=l zA>37YQdAM{mgIew2={}~mA43YDXD#b0Q4Vi4=jnqC6iAiI0#n(@Ba0HZJ#>>6@)bU z3~T>nU~&KvXVFX&ip&}s-MJdNQj|(83aVQeJg_y9u>H%3i9u-o#s~ovH<2pi392@4 zIz~fRvTwY{$@@xDiGg3C5FjG>`+R#gQv10#R?81k9Bx7(fJ6Ak2%M@3H%6onQm}4} z*mzQmeVj%lnovZ?{4_AiLx>N#3}^{)JI~1b&Tz)`35l;aD{!ccGz5Cc2?AWSMiR8V zW&!fAz+FK>$Q5e(cnpW!v$a~CfgJpQZ{9GH5dM1mR8amSAi@IkgwQu+9A_2r!i@&ZhEp+AO?~DJ>W>Pm0PtIOMoK(uYT0-LP7HqY> ziMx9MDHr9J3&_fcaEqUU&B$qo$v82{)fF4PgY`u7F$&EbNkUSi?%)%%6a9JdQ7iV#UB+SFuD*0HZ)p-= zeC3!sJLvcfAJG|vv&r=h_4OVfpNlb?BSql7Q{3%=ZWbyskIMN-D5b0U&&fr8K|UJ+ zZl^svH@laZWrW2iUZI8Kotb#x5VqmUO&NJ{XSB^OSYl~&KhT=?OQ6SUh&7{C2giqg zqA23@6-pVdJ~Pu*`d~i$F#C(+SGmdQoS82lzL-r}^R-g|&mpkDkNLB}l1h`W|XduXt zTMvCU=-rz61T&h9N%nB(DkHRd4I-L|F?WI^+*LyuNjh-n3L+{qo7~t`s2YhGfYISO zijdcsc7xA!Oh;~8;?BheST*9H^I3(w^=Ib>6Q9r&5Wrc#>T6CIjodD!YSaXeDgU$> zAt@y zIdbEg)V|H}`IKS^;5=W(i36^tUJ$;WMDwsUv(4%`zYID{nLa;0Tsw*Ox%2YAW=f4%vZa3&)vcD)tkR4al|%8>gzf~vhb~sSJ&joM^S92v zKw)*aE7Am4%&;D230$UZu1Ix&xMZ z1nvg5J%@|VrTey<>yTaC`MT=rfJ{{WOpUbMiWQuSr7hK~>Qgt}_43q3-HgPF&5HlaMrJh(>w}NrW4c zP_u<#;)JFI@t4o#o&V|!4d{=-e;BUr_?_)?td=F#ER|JkUOMb~5%8TwY(06uklvoE za79m@>H$|U)7VOI%?_x0tf5AP2VwDG`5m)|oJ^9?+Oa7c4+ooJ*qG3W(4kdu6lJt2 z__&hR=PS4W^UfqcLbb*ZE+bD@8<6e)U?6MZHQ|Qhb{nXl=YURzM1*DrxYle*A;fkg z(8oW?8t$3^z4f=)44%8!JzXV5S-_X#3ODaGprQWURB)W~-!41Op4chPWK7&XBno;2 zvMF*|jvSA0_0i^|o7tB7>eSgnI8Sd8|6SX-y*+lZK9nFx8RCqw#SAJn0I z&rP(4ut%HFjpFlu%6K+GamX4?evWu?Z#3V<)x!wrs|UbL#-KhtRn!|L5l~PgU&tPb zlG~S^tWF`+kTcy5zfjN{LM4rvVMnr@A1XVSC6+CXP`ubAYvPd8`%|8(o+>;g>?1;R z#}1iw&W!yuAK7OlltP%xe=@oexpRg~L(rd4&`JP6B$2K7Tw^0J;JRFAni zpL75a3{(!;Lc4nmEt(=U31&HU!i5WxUOEuuXdndS9XWUEH}5ndW8P@)TzLT-z~Z1pr_FdN=0_Ju>^fMIP@e%ltMtk z2ReRmlT@g_0FxaOk6G_D?l|95nT5m4u$i5J&^M4Aga zzcRzyJtq=n_nc}^UzB3RSKq3I#YrDU*=!Df=?#(f=SGz7q!27Mf-9}xX8`^WW$yvj z#I`m3E4>#(Cj=2`(tGG40xC^J=^ZI5Er1Ye1f+KmgH#0tl@8K70YWb#5CmzVNe@VG z|G|6Cx%Yj~J>UQPo_QW7!`gf8?Aa?bYxb=DTmR6+UFr`yqY3z!a1O^75>IQeuV_qg zN;_>Y7AgykDTl_{nqE1dL-|OQkfJcLx@)Zjxr1#Sy|cXEp%Fl8B1XoNYu_b1eb!mK z3MLvu9B0-$71t^r@7WadlnWm#iXE3rCywVe#PkLr)&ssnDSFk^ zK=**mo9=KrbsWKWI2jL4f?>-)y`_8^F(+f%Om5f`H3t_gQd63Wri8N+;j|q)o`1xd zuQgLLq56PC-XalkvzH*v6p&UcAfX2YE$WBQv&EL)x?d7*?@FcAdLfqBsZrE3s zshdTpG?5ooK*sJCnyC;$Oek$VyBrME0VCd^Ar-nfWY?zf=xNr|CkG9kb&?bY;6Q!hM)=XnIa#LZtli_C7lpstT-((m!q>V#9 zT1GxH2ae|?ACd%TAwN*;pE2^lfq~rJ1v9F+LSxgIfO=-uEh&n*3{3RueQX0JkX0l! zt(4Wv>g&!uVdGDVn+fOA2qC3ygOwvRlKn9M>5_q;t3^W!Hgo&KX!3|brt36P$Kl5F z!!$e#|JDT;`ejb{DIoRUXq~ULpx2jLYBS6uwrOwkjb05OM*lNa{@v%#8#EhN$`ueB z(WwiYx_(0E0}>PS;?GBRE7_W!BFBb27o(1mz7z91J|m!sqJS(P#Ml?rBA=i3Y=s{N zQVkrxbldMn`uDh0c5f!;@A)pJSYQf`V}yU6&uyF=7mto9?p9C@u{7*Seo?YFJ-*7% zS@6*E10FxU;iu+%g!(s19t0+n{r=av0sVpWu5B47fW&%z;r|fn{(JJj5qKqlFGu$9 z_7gWGtQKDoBymwf7XEJ+o&N5Hi!S;*&B*TnhCk9tGkISE)(!kqHfbgwK>AO4^sX`d z&$K50BdZCrp$?z&Z%Ivl>-#6ZH5;JspQwr4p#LNBj@{vj$G;vs02Tj$4ZC`w{vY^H z*8$l-A$uzT{nIGuhKfQ$#zL5RH zRI?E1A7-2+fJ*=PXo<{i#-|4T7r!6b3Cv#qwzJ>Vm-blX)iHd|DvlO>Dl*Xc?_Yt} z@3a3~Jn;3m7~y@f#4MTolGmSEAi<9y%{cp*vR8v9l6T^-s&skRTzQ;uwZ^>Y%s6Pi z{=we8{vPiZ=Vy*p4PTrm467tZOFL>uF-4N2PBDESOU>SQn)6+`-g*BXDNrr@9Ub%a zJ4FWF*JOm@4Q?)r`!VagH}>M>HnKF~$KFlT2;ZHlw5oE)*Jh$oRjFz1Cu>e1kPS<( z*4_X_I?cPZ?rU7(hWSW^H}evTgeJ8Uf*vQHTk5r*a#ScuQsJP1%XXU=UNz+Jg z`O-=I=;A~w8}{-TCTFEOB`e_B;)Gvcasqbo_1enXQK7U`)uE4`ZLbzGXH>PxZ$Ih~ z(R6foX~5*n(`_1`m>NR1T4|fW_GzBI@1+Wha@z5ZW4}_Z)YF|f&$)Y!C@#!P&pW;c z>TLC({2}vLg%eJ3I4uuO;5AMnb`B;mX9aFnSe}zw>yX3*@|Vyv+Td-r$kwyjtoR~f zECV(#varz1HrkU*VK|yanDpKpgC-V{gNdbnH*<;!Cog4SeA{5OHVdS+r9T1kTG>NG z*|DU4>%gkB)01FrfI8-D_K*U_yOtB0S5%-Rr12Olp5h>Ni=57 zQ`9D98l+WCa?vwb=FuL7dD~t2C|miM95^@%&P41=U0Y3A2cz_yA#-eRPigiop>jc| zteAB?k&n9^5Q~LhQQyJ`cc`SGe_*0aL}KEA+?Fqc_H8(Y+Kf$KJX)a{6Q!dm-{2UP zYm*H#oTgc2u~twiu(<<8WO;|BxP*IC8GJe2k^!SY%T`KurQ}JNAWFkv+785OP=|}w z44=U4)x{EGy=rh;DFnMR!X0pti)W@PxW+`n9j?FC5B4^JSB?6rAbgW2;MZ*+QS{E?Uh+QUw zeT)Cn&IogQn^>$hE%9Kx^IEgMrX^d)w-X5>Xe=i*+8c06D|0M4N3D}QEJK*Nuj z?6U^@y?yyvHrZ6D%TwBjfY$gyEKLtu!MP>O*r(@oM~2N5mG5#I<%4YnvZH{sb}6+y z&9sPK8y3Q6Bgh-jP>7vq1SONz$>ht9nk$PUA$?2+7U{Rx$x~XSJih%9H|)4piwPu+ z{v=EQJU3|OSQdUaXc7G-5_Q+HnFOn(^bWVf)oVqTCR((S`e&^ryOL;Ck5YUPlirU@ zfDiqIuHaD?WqiOuWQQF8vegyNXvDeZU99~BCIesp-nTi5W@?O}mDo!=yeoTTK0vBT zti1+{y&jW6*0yMHY;9q*5cfA8{N9|83iQ83B4|6NjlaU5kzrRD*u|GWru8ga-|8bs zQP<5PiH9fU;c`i^E}Bm!*K=~tx*kar@UHk!b4F)rKdJ9mS2tVz97oLi6p07}j7;DI zj)k4=c}0FM9^G^L6*L*v>nQa+CtvZ}3j4L_b6*Q=nAxsZ_R7QyoWT*x`RJph?4ody zGZ)hsgx1N`(nc+21Rw6ocSN8TTzJ$bM)sJu?N;5O1=NB`hsh#EC&j`ru0+wQq4g+a zm9|Jn|7hsj*CKwJJrxYQ6{6|oDQHg*V`0@4a>|%VeK#VuXNOB3QPweZ!eZes@WE4+ zX*M7pt-3QQTsAra&j@bpKILA`86?@yainot3ZUPx_~|Jza4N{E$Knzx(z>dgNz=FE zlRyDev(RZ>)sR|U)sm|Fo;8-^2$PsfRJQoRf~I@@Et7;(;jT3`KVl^*$eZGu6RAgO zf#QNCk-sGCg?OD-t&%4~q2Qw&!4A_$9iGAVvhS;aboUK3x8(gsv`Crw-8Cy!e|?d- zz?ISLw~g!(8cJR-{oX1vq6j?SMyU#5qicIwqw1in9^V6$#@?zkhr!`j;dP zk7yJm7O4G>feSD)-czC2zLZwr>GhUBUu&lZ zW!v4}>@XWc-TiObmMlBapui(H3J@kxh@muE{Ap9LQ%Vco5%fdj6||kE6_p0`-A0T^ zSydo3!swSP1^-H;F`cFjL|x?m&ZACm@6&otZ;oOYf<%OUdVPR-qC9pX>?gYV5H@!y zZ^XdnW7gRG2my@W(^9$?`a%`lE~Y&fUE9RM=GZE=)<&^sbvf=`oV_cV@TcPTQb-z1 zCbxvx9U9Ih9|D3akMu~1-B+1>AqZrF?X_0&f#adK!1~|D@=F+4bxYWWF;U*&4q7l8 zXbE2wQGg<-v?lh@dcdb=mFDH!0m14k3RpDVs1tvUbJ*C6E7b_Aw10{kM zHZr4RH7);VZ)6Q)sHA`dke=2=$0aY&gJ^MR2=ZIioMBvFHCPW5ECX)4lG#dH{}vJ} z;#M76ec41L!Yrjd;MW!bkU_ZMqhA(>UlWH)%skW!{!vdUNp>UO+yTIumoIj%l!$4gOS^;K5aH9PL`G zR!X}WCXRRzwT~kRh_*Rk&O{ZL22Fq3d^C$!&>n&b-_My*!NkT{vs76MZ*<5*ZvD9L zy@@|ZD<6S9kRgIY@^EE7*ZvfYznQW@5CB36kbLLAuYEW+Q4nbbA9osxQ;9K0+NH3)d(i3NSPsMm^Ex}ASW zeO|hig=nzJ5%AxM(s78Vgt*L1--v?t~a&I#zKhb@p zhAm|x@IU_?SZv-rC=b9z8|l0BJ}7Ok;(B6pjM)B~C`fA4s;GfAMwVojwV$!GF5Vuj z3Vq%m(O)G)y5kxBq2sk{baX#s4DDXU;m0`pRqx1kPzK1j(zf??kRXE3WbOQX7TohR z9JS}VmfqK1Xf@sZnnGs6#Rw_5cRpiVB-kg#9&5EaTX7FF#!@8xnUz(p^12hPiM+`b zy0o~_r%Oj?K9QA>J@HD-LFeNzUzQAm5?Lv!N=z6p`)EW?1++3Q-)Z(t?U=37H=Tb} z9;W6#J+O(v>`^YIW+24DoB~4-xUBgvd17P69QAJl<^E1guN~4$Hj>J_KE_EpmM=?U zA~9mVn=gIoN9{E*Qoai3o|&af-j#v@wgPFjZkbNx12JTW4redYpC#?lnAk0mVV}h< zgU|0}@itZ_#h^rs6kC^+dP7c&y>2^=J*&RKV=#jF$P(ku$)?3T^ZohRVD)*-NsIu$ zUqF$UsY}M#Vyj+ppPAffT!qC1LMZdEfjBr{Z*IEOzj3|=JZ3TfZq!yi^pX)1vqN&Ks~v@OCM1}tsj0c$n0<1GCz0d#0T6$3Wn71= zE_#h8K}>zatv4m14$LfWFRdO6E>BC~RCk`9_O}pXH;F?ZdBvem{rvm_rkgf58-aB0 z?!@wgS%cg{qeKYu^=-;jRR`llsXJ#06PAMAVqYb_Jaq$FvO^BJc9v@H?Jy2lq$t%b zpUrt6E~LtjW~-|9y;4{2!rd3V*SIJy6PdtS)A2ZtyK0&Hotfu@sDxu|qtWKDJ6 z_QHusYD#fFqW-4keeW!FqsKtWcX~!(HBdWHlAPkkkH=NW-ZNFtWJYh1w*sZ_eBx9i zEEd}JJ+j{kQ07EDAT~nBZ(j~Hr?`Q{3CKk0K!t5W^u3=vgs^rnN|5Pc zQOR32_n}}#3d^Q#QdYZntj~tx6uNKl=VpWQ2b+Z!lB^_fkFSge+J3Z=3w_0p)qP9e zfC)k(SeEm(58T3%EY3~p0g5NFW5DQ9Ob#PE*z* zdHJ=KABy;37y?XfvwB(;yZJL|6~uA!Sh2{K zTyEu^2QQswEg+ttd4jk)i|GCk_ks|_4=pldj}JS+2F-0%W1c1 zria!*iKAReeO$Rl-yT_pQ!2WFD(4^+Gs;-`D5E|gTp?h1dc=TGpa9Xz?k)CSqjj7 z4l~-0D1S_ddI_V>4c1nNY>rTHSdIuO+J;42nYh0VPoP80GK3*u7NIAGwDd86BD9Z;qJzdiC-8H(f- zrA1raK-gJI_21+XYJOlE`ly;{6(-J74VrLe_nf6&YftJnKsn5fFu8$aTd#xTo5(wxo%(V$alXv}>77d0{gc3laq(@~njVTdtV~K};hgt0DfFmxa~D_;8v! z9CVMLHAjR&{VgThnoPS@AU)RGFx*)Hea|$cqMDW!CU*oA_MEd?YXL#u`uX!3!>)7B zK{eYcdOMhx+XxLKdrHX0EESy9@V%^AH&8;og@S`)x}cW{wcEkzAwmKzWTt`U1t_A2 zG4w89;=OE$A7B*1XpPRvJebUzW62_J_vw!3j{~Kz`HMJn z4O6R}sz-|~M~Nc6k8A|45A$G^#So`r5UycqET7n^cqZqtI+jc9RN@=;4XZ%|tk&Ys zVw}_)Mb^#4pH;ZaZyH(IlY$TUwiTJOlDw6oi#zLuCy4Uv`+}BcUF%6eTMxj&2H9-I zEfG*=aU6F#;Jyh>1-rXK7-oUW*dSx4dsySO(H`yfQFu2j%{VPx^l*Z z#_EVt4#UW%qN(cf?X49VX8Z&?fU%~=y7}SdY2b?+kR+Z5d!< zH?aXHB-FF)INmctl>@HKR>Y0z$PRZHlX*A}P8!?MBg$OdK?-LhtEbJID@+OYniWWo z5;6_vI=HGolT(eCbxT+=?D@eJshRw0`sp?XKUObn9VU={=JE*>FnAEuKq+-o>u~pa z@X*D$A^z_N&XuhQt+k9AD<$=^Y1G2%(3nHznus;zTK=Klx?$3K0PJ`&R&ZOn6S7t%n+J&QoDsn<7tv`>U^-%C9I_# zfF^F5j~eF=>yK_U!>#iOoKN%oa`-N-lj^?@>gJj9Y2$C7%|Fx`*0b~f)Z?P|(}}ag z?+idQoY_C*891=0x>|gO=M*k`ID?qpF$(L_QTuY_ky){G4uh-I=Gs2&x|eL5B$&AQ zEHs`=Y4xY_lS%;uQXpTzy-`D74qYmY5?Y$y-;0(o!j&c3dfRqMqE?@Lg}f<${043K zxG0(1@&mZ1IA%*`-uUMuH^(9y2&;i^!sdx2>eUs^csrZk0`gq%ZQlnY{ zX`8Tb>F(WPV-n?$UK_kVH1?kIs1wivKI|KfoAO-k;p{=AOAkDQJhO9el5v5!yq1w# z>J?jJE5j?BKf3nuWWVNz7`c(Tk^W*|ski@PI>`S)TKd?BMOf}Olb*ZQY@UQ|t=5gl z;f@JZw`FO5-h7Y$Paj^a0lsh^-&qgv?nU;uFYNw%dYkxnCV<5@r0W_!d)1>kd=fHH z?0?9Ai?_}$#McqpWS89kHS>*dptFadad}US8Azux86We#qe$G@yZ-9K%fubGJ>6U5 ztAyi8rY@@?wcj5a2(Pf{)qVe_?ew%tYQ+Kg=#ZPb@*rsKF0Tfut#;7ME8P!n3E$yW zA+^;B65uk}yBD9SY4Tk+NxY; z@uqGvDs}MHM-tXYbHa%P<)i&E!FT=e}A_mS*gfqvTTnmWhIw1hw!+LC)f!lXd+HHUbd65v4Qjj#_ zch`z;;UjI>M#EhmZE^R{J{Opi1f%&=P{53i`e2(sCdNc0cD0n!z=puU8ea(Y!eP3V zus%>IAX*PjPY!2R-=Z*vGaZ)@Cmj%Y&g6W=aX7ZpGqrv&zJSzCb}?&(wD=_GrV@C?0T38T}L(i)i!B<`rxlu$OX6$!#!^Rt4(p3y+t$?ClY*cstOS%xmog zl{Vy3*7yBvXf>cQRI%0!$D$z_Ozn0OCED_jT4V&~po^|FT5BE9N-F|Zk*kf3FNCzM zE~^i=Dr#C2KXq)S8I26KO>e&oR$(O;i7{hB=~LJ!9Putycy|@|%@8cYNW?Kwq>g9? z$F{d{x4#-e{JRz1zqexiU%E1>dZeI@K>u8-&dtQeCUdc;-DVwTLWuxvEl1Dic=uZ3 znTYUGy&7y0$Q6kUJ$OnOm7)T|GPS&bx3%LLr`(R=z$J@mXU9B=wqo)}yh?hLkltlO z1i}O<;})*SrnJ+k4be~=l!VJjh{n=VgbUXg-Xu@@D0+Pl3A^H?X+wbmtdG(DdQ%FT zg1dw;c<$Ywl`KA5(z-iXgE^UKv>3@9tgc9gwk?^x|FL7d-6Hm#Nrinu9*I0L#S6C1 z3g(k&vyXDHzKxKd$qq4|v`}NU0n~b!yU7MB({)Ig5JnDH&5>CUUClM2&r~9p{KCA7{%_p+}B;)2WhHO z=k$c0miDLt-{4JreY>*Cq+=v0V?{OT0^(VSn=BjOc@m%Vw>hk0_hAm_p{U+TFvEh= zO&L~jSCe#m3d7hj?~+&U{B$BaN6*A7x6#D0`{(?Q9mFNHtL+o#l16&PPl{#ChqH1K zeehJAHC_dUyz#VUl6_T?n)~V6*nC+Hkb%SQ1W;ix1S*v;rdJ zB7})b2|+0>^8Mkbiud-zxPP@8h^ER+F8#XraT90-vUS1SeSVd9Lys>FGvFQcrb z!ecPN^mVg&?+oyk6wlt(Tz)<0*H0feCKJ(6vy_g@UtknGFovGFH^vlJpr>oi*Z1Cq za2huAdBBwY#9vS{wMa$VNT))>Wx(ib{Z^{r&noz7qLCRXtpUAryg-B%5J@&b^hZw+ z|L)3?-z!A}9V#3CjuP@==nJXX+3P@X;kN{Vs|;+bl{$ z^d)~h%*lHy$4RS3p8BiQPRT-4NadTjA1ZQ-wmm!CPU1=?nd(o{yuTx#4EU|*KVEd| z*%5N8do|rWu>{lDHo0sXilD5%!dcBS;i}L9BlpBAO5jMSvQ3$e3c-hDu~kAEJ2kw}WI|m`qxtw2}SKJT^Q*l;)G$uIO=vlS3 zR^ariKwsnyc6hl`Or!6fkl5qI1+d7uiHd4Em1?}SEsk#oyq+_lls3p33gs}%{EBeI z#e$o0>xT9$dU=l0wAo~?{gM!h$TWi1G{&hKf~_X3gR!T=35apv#jXGBlJLkymk|G> zPt%)6dCA{@o^P+(TbyreeDd8x?DhyRJer!NZmJI+hX_qi9Xs!OQNw4@#1hFzM@Ty_ z#kc!WRf$upl&enXKP?`0W^H`WIX8U<-vzwYnh77(>8URdlpgJO&Ul?4r#B6C_!2%_ zxN)Fn^}MPUZ-o9MqUh#x!q5C$P4#%+>&wTB8_MmT7B-fLKC?Mr@SHyPUN*rmY(ROg z22IPZ`J!YGC-)k5tN2HOl=Y`2tMl&D)Y98e$GY-T*_{lW?wbX!kUcbb`&;oJde0m1 z&hf5Y3!wyjRO$cigC0j;Lc-SYAw)hGF&O(ux_!VQ6}o5i{#EWP>w9`6cQ`DYU+}5D zKX`wK^MT)k_kq_GX`j3gr+%Lzv+|(B!S0O)+lOeeP>Udwjx!JFcS%ds-6 z?3v|CuhZPO5B)bAHoZ1CkEdj0?mB~G>J?UK)yEXC(6{M6ykhqHwA)!ByFTblvZ}uz zL)3RDh&c+e)K~Z^OSF7%FT~wmAf{}I{R=uGtXKfXIJ$vnS z6HjcB4Et{P#^(NFLCDYor8w*257_wEwX;NCrAVQ=6gk<0P&DG}Dt5E*Xz-&2JKVLm zBPLBKrd*xK-u|9N>gHDlB@;#>-81K4-VH`I7-<;7jj4FaAy#Xi2nY49_bWfS>z!yy zyF`SuU(1?g*?tAqJ*k1te~Oq9ENmHA3ZHud>$JE-kZ&A3?0y>;4V_<+?tLjQPMiLy zcXXz3q-9(t8}4~yUbwxNVCj00d(=2f!6&Nz9@_Su2OI-&Z%C(JlZ-NyOIE*?trk(I z6V?nt`1$r~mS`7gbngk@Aotb{T5oA@r`UwmS4+;zks0-QlqjmxjTv=6_5zz{Tl^sfcCyv- zKx4)6dTSI@AV7(TZd;0^hk3SYKLKJ>(2|+|jiva+IK8QEuiI#8MBy4qKt(*KVV_#A zw?MU+I$g0qGC!u7ZUVzxUmPy_Eafq|c*`R~0UIumqn%t`kOjY;%qpf$-;;oqTqbD5 z@o_3TXdgIL#~KS{QX=hAoAC>62*-Q7)#Ve^AJ>bjtXvi=?Auq8AFR*$m1e*JeUyq{)n0 zY12EOj+Q5+y;)R-V1HT~dLrnGH+hh5bo|gXN>dcwepw6;hS?9Ar3!9M(KAHZYPzwS zz*Cqr$(?y;F1?0<`HgxA#>(FukM}37kp-0hy%|eA4h?7!$f(ap%1wM&zSBmYZ8C*3 zQhF~*Lne|wy^pBKD$;kn1GGlr+-*-Ah7eh#8+Bz)n(SbJ*o7_yP2c!?GtL`*)>Jk! z`G)9Z$2slFZ4x;+$HASyH@|S-pf1fodnejs=qFRrQ)>g(b_mrz zXWXb2xX(@7j(({mR--2I*?3#wWS76=0=Yb*6*=BgUQgp!&qMA_uK|6<3FqW-yOA%G zwQJh1R)n>4woe_vUA34OZEPKuXP-w829w`wruPiTptL-cIRNN4tiD{$hR?L zt~emo*aq@T&hS$>xUG0x5{@tP62y?pF;iMTYHQzkaau*;}m;R<(k>S|3$-z4f(zReS|bT`w=U~9sAt?x`=(UJ=5 z@Y-E09~$=Dv^&|fhue8Ud&7p`VurS{mkL<%Xz8xQuzlmTE3f*Nn)dudeRsvxn)Db` zbl+sZL>5-LvD3ycB+py%;BhQ(Kp6r#8D~)bY79n)E)N=prjd^~)0?6wHDSd2+uoHp zuFRSIwfWT+w!<~lHL7_UD*Im2^wysRv(`e`8{9P!6V*|I^35puZVDY7SeU3uuelN2 ztSo@N6N|mB@5b<~<|S#-qK~tc`2QH0H@`=QYEdNC4k5!+9_em~{$Scw;W($iF|Sy; zO$eFoS(`C3Cs7?G zKKG{iR{8yl3#xwMmz{m3?(xx7y0I$G z7I44)NkeWH%(Us}W|xol`OQ(UBlWVWVWnho#EDD;^-qiLskmP*k2iZZARL=QGrkz) zCiYT5eDHzQYn%=a`WSmG^EFp-R(gwWBsf!=eDm4ezzg9WWrCOqlMjVoA&*aI3 zWG#72b+ZV~SWk7?)+6%|E+zS;q#f{9;qGqCi962j!vVH|)mgaup`P7=d*+<5cWl#a z`%EK5;QwW?COZZF();`(eGdfocaG)T*vm2yN{g_wXr4osfh~izIhWvpMV#4MA3r8* z(_XZA)-vEF3a+5O!~J?kFTK~qu>DOsYQhk?v)^r9@2w9ZvNAUEyQ3m;9>Ay1`d@td7-N2oCv@zxiOH|R=_NbwrnX(ruq<=&qLi?F`xl?ScSEWU z0Mp-p5lBQKVQG2CkC#uex8)B$ednKideBHqSnPlB>G$F)Xta65`0`I0rt=X9ahLZp zUoQCc&)`lJE=R)vpZ>%f-nTOS)Yl3A7FRo)q*I^}u(&fIe|9pQ#hmHy_v@iy##a(* z`K{8CyVM082s(&i#*sz-kV^j0%Ga>+lJAg{0j9G>joEi2CutV7R^sx|0PB-qPxk7%c8i!5W%!m7MJuYuhfb?4)Onl6M85ZB z@e=JB*MzA*VV#M5cavS1%iQ$#COq0@ae9Xxv!Jw{b-(~wG66t8DG1m=0ZW_uFU}*~ z(~kj~O1V1Apd%+>TL(6_BevQ+-=hp*GXu6C!1iA8({v87tuRJTLn{>GG$pK$+OznEC{u&=sJNCjfoF zdO@jI2Vm+B7nJ%qfWTh*8&iLQhQ9#N>lnO*%U+b>0np*MFUsfu;Q21(L^wY4RYhIe zInZC!cs+m`f8$R8yrL29ToSTL0FQwH_`f33MF5WxVGrog{EG^&{}QVCC#4=}=D_1m z$teK3&(iu+l$B3{bN{mu&%$eM6@O9h0oeP%^*^ci_5gog>aXSvXy^W2=^^dhM}Xdr zOgp$ts_;q%0KC|D*{&}Ez4p`NSraK6c*SX#F18d+xFk?h;NN(yZ7EIGDlEZ27c7eX zt2jBp^dCe{<>K+F2fVx1CM*GP>p71#Wvn~+-1`k(`xAS<1DN=O_PHLLA}u5F8MVsx0ObEt>fgWSZ*cs7QRV|E zbNSz3d}PHm0P1H&?&aa}v9*KBHFcm1vhL2V9a;>NbLkTTH8Y8F71ISIxU@fb>u=nH z#huG$7?vjOx(JbzpHB5v!>6AjOGWS)kd2@5Xo%LUfX;YcAm(`p0mweQ5veT<$S6PK z(GpI7BEiZ1RzyAaKNTVChzMAbb)WG-MC<#2k(mEhfVYZ94hrKj|Dkyw&>ZkD%?QA9 zsgVIwc#KGbPk?4rBn<-doBECv0gjQ4lX$Fu)QSVt>He;T%sdA2Lf`)gWLHZ9$|GT) z@OTN1U>w>P1a)qTQFagXPs1^GzxF4&$gc%>0)$z>a1LMKySb5kg?OTb2z}bQ0c35?wT;&qC(d9uubKk zdINZMr3<_|7t*x=PZUvkR(Y!)ep4DAuLZG=3VX9fG9lkh6<6AWjh1hL=#&lUfwv^| zGH2tTfpG$8d35xW%q*d{cfx9YTRO6)g+Cp4L)trru-H9H8oH$Ayu+X|wHV}8J#V(L zWxg&9bh`b&)9eX+<+~JhVARdSn%dBb@U(!9Z z6-3Q57^6lq8wz?Jp?!+PUT$rz9Bjz=?&N=ZYT8%aQKyfsjvT4y}#cx zPNzg{p|HQ7acs7KdhWM20tB(`?VeS-TR5GKECx*YpAYWf zs85?um)4ORI07Cd%{Bocdwn(DIeC6{a>ri_s7`<1yP+5NZdwl{hJt_#p^A6ul;}6? zLE)L6E)(%qUIZUU6uokb^2Yslg=AE7Zw39IM(OK*F^ua&M<5YI?l% zndjlsE}d_2Q#9yecsjC%cpzfo{J2M%bAsfvYGTCQ$aXO?N$z#?$gUvDCm-H(u|~5* z-izQnd;LJuqrTjUoh!A*?!J;t3IPs(aeqJ}piN9h8~c?!1`lzx=G6L)ER zueR4uMTI!ua`SLnfBx-t0*6etrHh7ONLH!d=Q+D9E!Hu6mzDSowMIm&e25?Yp;$f1 z0161P37h4EXj=t)GSP&b%6Shh;g6e97pmX5+V=fyxJE4IK$@+V0z2cD7)>Rhi#5; z(?rxyNP+`)$VIoof3}GobF?2A`f-&Dvm3bmuyAMR?!GF*_TaENDn{qFO;}R^*xO6O z#-gv*JFRxmOms-`UZ({Y*V!?s)~>VXPBp}=!6emj;WBxZ#|Dj22RBhleM53PjNIB|*YO@~X*rLT)?#whXjy<&dH&E5SV_@pZ-_u=sD-0gR-vP^lG z7<1lOOIk#9A6h@`GsxMdLv+n^-}?}1>vQjW%&SCIldn%-zjpj;+o>?D`E%@B?``!} zld1=HH6`FjR2iFmukgmjTuq49&&0^gklbAj_I2aHHb1qr7;A2Eo@Y}+VUGr zpGUq8q`&iCH_tF*k4DF&Ph3r~jKw>gGykwsceBKJn+931Sf*=ll(9oI02m^L&GQzO zdYWq{&qZGljea9T86paO!t*)G9&Hj0HmCZ;SrrI*ha+!2&KDvEj%!;*^bHi+e#?I! zcZleZDYUHu<=F`Uxv>(zB9DdU!#(xAo2Q*uZ1pD-o-YLy6AxQlcg7YKZ=CLjou9Of zAP|EzT+TrXi2FsKg-;e6&QJ?IbxO1u%+#OMg)%nOA3S@oep`kg@+y(MTrU1ZdF9P3(|a}E zd^OSO0y`;hY0YW`7B-&cZE940NHR-!sCDCY!~69m4bSy;f4{8g@>P)6I$uTrd+^!q z*LF8g>x!nAea?Mt3X)_3l$fVK{HpVJ_uuut;6=5rC+}=*L97nRdzfm1DB)5EB|F`v)?f1fvUQ26@OhT;6A;%7(kb+C|_>TWh1MEFkR zl(Jo?`@FZ9hG(MLJYiXyxCj4WyvDq3SzP@sbFSiqu`bqmt+FieRhNXSE@iiHF!yG> z%mZr{i#wT_d5p`1J_+XUkuk)0ENqHeS-Hq%t|JQnQ1e{m&+=bJJ|X6`7I(NBor4FE zB4l{Hi0ZY=MhvwaPBW3jk5!jLzXaw(;vcIf{i$1aQm-L!SsB`k4sSbK1r{CSe>E5=#I)3D8^L&@&3fm)&FM&ljGum+$) z{LV_=*E=U>w}!*-toC7|Tqq*Hw}l9&9wjYOD@iInt*zA&&rj>3)?$6S zM8(#_xZpacg7fiK#smCTWHu1s{>K97gWpziksXnMSsz(IN5G9x#=CUzFY8cnpi`zp zpO5#jp(WKcY1`)FX_Bta?HgR#{PAP)IMGxn>)wpKmNk`IP{h4!40?v+;TfeBR|E)H zds;ef-LZL>Y#8Cm@IBJS{ya@i#B$BQXJYzzy|}J z_!nm}>Q{F4t;ivF)}#0Mj~@U=!J$DFpEyYQL`7TXX6{SpJFITsFN+C!sCG+SeFKR5YUER4Q{hrcjn!lgb1@GIWox=U;f}4Kgn1aEM24_vL z00MmVG?9;9+Dl7T*KC7eK#M4dX$|{wI8|W8%xLYsSWS`WN zmaxN4AF`BYa7p~y`eGhCIjxOCSkAB$Yzs?lK3f?`)45dR)EAbTC1H_h@yg)2OtEB4 zu7l#xNx{IbNYA!%EfQ9Q~7q!U$m8A0mu|&WojHGr3E>;;#1Z0REyg##Z z_PA*3UZ6try5BR9Tp^EQy&ZpLQ+j6=|504y{UZ@C*$hwaciCzW^zAul`Ae@eNS8Ke zS$bKAe27`Eu(7w{nVWQPWK?c7_DP)>*pzek-JIuM|J41J@$2UY_57;zM#6#{J%##w zbOvMj$@~kSRt`}!uYcp2-Gh3I-&xAaAQn9)98&h?b8VHalZ8f8sx z-~3>vdQVBH*7W-#|4s}mn@Yt>#W-tUP1=Z^(~Zy4sk+rZ-%?^yca6VInAKcy+TQ=M zCRD1-5b?!tm+`yXa#!6RXHSPT``O8Mz|UEf`uN(^_?+`mH(S6H1ZUR#bH!vu;7aC@ zU>=+AN?FuSGB!&z8J;F`OyK;4*cr86jqf!lG#TUTD!hR@gZ*QwgA&p?#4DUvj;)HDSgtVI;WOYMK0e0q9D z8z5UavnXw}Um*T<*YN#tE%uGvw;$Zk)#qXz8TR8s1Yy&L;|0$B7Cnn06le4?<-ZJGOM_k)fMKGab+o^YHm3W+bnPBj_P#Vf zyQIc?--8~_2KV7KubaW&n#txITWxRin^FEE%+_D0672q7@sz%|%+u+qQHF2-`Rj-G z*_%1XrVj^t6~rkzb#42|KRxOi&@fl^yc2T_%h7i`>{}?Edu(-r7=36Z`-XRb!7lOB zt)F&JeCA@SHFgqvC~KnJog0naHu$q93#Nb{L!sIYY+?5b^@HMTf=vw0@wGK`reebw zq~?!If&SMWIc{RCA;~%Ob`mB+s%C8MT_1<0tGfLC(+aM9I$UIY;_SWMcy>@bn`>iX zuIOlHXjstuR;Xh z3ZfOVVYm4^97I&3j7pYi1=YS-M-%CNNg*uuy$xi!|Kk8HpKU{1$duDUCur9Ki(7{O zRb`%5Q1#DJF7VqfxBoogkaA7-}8wzH}H-?D! zoBlt}-ZLtSrfU~g7(gWF3&hwu8e%^1bv+769)ZVqLdZz2@s;;Z{<`zE(R}w*z`=9D0eHWtgVIqg0 zCO(`UUF+cL_;xg|G8$8n3_}1zZ2vmDaiuCo8R#A z=I^?ENJyh@ex^tml|AGR>gFdwztZ(97PC0YF?8EbU5}6m750ma`%=)1Ys^G1wkdC5 zpC8=}+p}iv&W6t)*cth9j1mdSKg&ppCjRj7QAWJy)p)Gjxx0C=@moRWd6SQBJ)xMB`zu=U--$ z6g919oQGFXKHOnjW%VOICSlw*Rc@GbSl_Urg-l<+Azo`zw;ayWHs0Z&;2oX1BQU;! zT@oNU(B-~y1{^QVo~iY0OdPg(q(@CuIF|^Wu z{Xrui)0o-!G}T1a2(Z|SIENQiJo<7a-#X@|50{AuD@v@E*o_iX5a-~a#CDB*9AL5G zgG4TrF&FHC6qNRDlS<$gs$4aZ3#DH0@*^|&l^px=thGr1JqNC~)j0O!agcK-u1Q(c z-Oc)7FPfZuxw!GUoBK@@U8mBbdog5~`6Ut916kQY7~c6j#;F^(9?&V^;2^Y3>P38* zO)BU9Sb`DfF#i#Zt0Y$bvIIPL`})A{SlN=pCfny=O5RGqwWhpJ=X6_L@N>ZVhE-KSNLzT>pwoeNIttM%+WPd`Vt7v$D*?|1!Nsyp2uNZXb>f4o(- zGwb6xPel`6$R6DQ(9hNu^3R>B7P8jHNBLO@P|rDY(92C|!}T@9s&$06B=OqM`TM_l z<}9@qkAAz@O^q5B+iY{3x$s5@(D@B+cwD)1jTJR|pmLX^=kiqr%PQ(s1q*8Q%wb)T z`{j&MEs|!C4t#Xve9YGu(eNo6Q}Qc#xR7xj?`)0S+F$WT;srW{=jJPlH_Z6+J-0>) zSxvS%|u<LQFR#!oNPI8J*zr?`>6b^ z!)P_S3b=q79QwnzH+{}`+SYs|E>1o2oL%Ol7r#afc4;N+Q*5oyQhpG3qqJvuO-?sk zUK}+o6D8R^zN0YGu!yahd`h|1Ou5yVKBKl{g>*T^I47<`a-8x{MIFx6AZaE7zZC4F zk1B7y2R*JYpCSB#V+k<%gXxOjbAK>x_K6=$f$1igOu$40CUr1D!Q_1GERspGgRc1X zu&P(hGfwPgsT_rGfA+j$CTHc$V|r#aZ2LY80`E9l(y=TYi4FDL(q3|dZK{|zRxiIU zzv%If6XO7Dtoy_vf>7VR;>3hm!2+>)^=J33Be;;&3hjH+daeyk^voeB4Q|i4>Kmvw z`m*QcP;C&!ykP>*hGsA5I^%SRij zKynvXZ49FWHZPrl7nq!j%SG4Iw%LR;|46XtnbB2ns7n*Go7g?U3wf7=fv4NqXF}%N zl08rMM}qvM(4Gf7y@94cye+TDnQ9V^A#$g&w z<8X4`&f$I$XH_|!^dYuLJIHg+D z&S)a$$Pa{xD{(25wo+n{@Fixo;JV!DH3=gdYT%$}*19yqyGG9pK5GA=ASk9Z75Yze zj^1(AR4{c$G!n=zn->S{wL3Zqj06CC5(J=AK$@6_`e8(@5K@dS@P{6NNex48L-yIc z%3;p8(AZ$cY!FV^3r}=T7~c#;7Xz88&>jMt?L%Y3;F-{D|A11`z^GnSe^!9{cpI{= zzUvIzq5*5(U`FGH(FdUG0%|2JQ&~)Qpj*Y(5xJeI)%U{B#<=%@wbr|Jk3_*}CPx}B z+Z5+rKRsT8# z&BQ>(SaThF+2lOMY5CbWs~tn#=mwl)p`*d`ye|Eh{RS^EAn6qdHxbN)9l{AL{2%1XpO6QU%SO7FUD{Zdfa7J{RSj#JtIv+A zdV^2jl&&1qjpu9#s3a@K@|}#GI=_Lr$0B-4RgyQR6UP%`nYnxr&M{1c)-j9CO0?U~ zv-3FpX@pZrj$}a7JTu0_u`v~ z!5|R0NVZm6DL+iQQ5r}xa*8yLgTN&fHQgk-eF6d(J_uY_fS1szAj#Ih(B-}ZLvmEp zY&94lZ6~6h8LVM_37L`sp{xI7*$+{Jr~wduU_u3*0n=o*4+0%bfnbsWQxlk&z?2Op zGlZF|H0vDJ8~y1mX~|9X-3k;gVaL2-Md6Yfh)cIoFf^n7>>dh+;uP8+qhKgkTq%tl zg=BE`-AJ%T(Uy8Y1?u~n`ffh>9oWuLXqQ6ak_$a^&n5PG#nBR@G`7@tt5I!W#Jr(E zwGkq&gpUJ)W0XQzUulL^gs@2d3k5NyXlvcxj22ot%?1i_CBvV8CE`laPya~F=$YI8 zBAj!~8~9stK5M8#h{iVXKfn*X9FjjGry2FTy??CH&@{M&_lf;}@7sVQ+LrnrLxcwM~QE zw(}L*M}G^z6~aFO6XM_aCc=oO1$);6;%GYygyJd)NMMFB4I+HiC2C>Rf`67O3WhW=JV6jwLVdgq z>B*k2fz48bpK2A_Pf#d!8v>&GAgYWFjgkxYY6fx#vdwmsafxNHB2V-?7^mN}=d*v+ zDpqK3L)8idY||E#JR_ouqNqhF%_v%YN*udhKRzeAD6jQwF8uj5B2VG;ldxw5!De#o z=x51ybyG%~4*m_w7bh>idJ)X-31T>$y~r!SK2N{|FkH+IN*Zz1p6B8n!8b(L;|tFQ z&sfA(t2bee{$-5QPsSTt%Kgtpr?<`YG`Cdpy)Vi|fv1jpF>7gxd(f`jQC8t}%j)r9 zHD3L$)$+kwy-|k)7s1UcXJ5E)-kG52!Sunj=caeHVZi?Nd@bV|v^6sA!g_CvA&#Q| zC_(}T0RZ~#!kun#mE&-^%Bi}Xr(Nz|3QB^d)sQFmq4E^gW+ry9guCFj5-0kVs$UBp zz5Aplq*&WcAhGLK02j9>RR^~>BBlvK}Ryr0!5{pNv9)Kft{GtS#2%n@9AqjDw5 zItB4xH} zRuHGnd{>bXp{(#u$g~Zp)GXA6CD%FoIjGN4!vu%d4pzq=-#D(@SNzdg(gU|7=uu4D|L6zks;CqI@oVC@y&F`|zRI{g z2^wgdmF-%pUEu2}CDHgkR`8G_sYnQ-Y$qE}{h^$rq6xc0Mf)`dhm2D$*5((Yvhf)2 zn5&1Fv;G)oT%PrcShG?j^o<^m26a9Vu=W#*5kFTD-_~Z&FDB9$2&)_-h_PxC2|Q>d zk@D=vQoHS`I}M>*1xh2_n|M`qRj^F_@cCy)Z|TaN7|W2`2P_fW+{SCzOX9o2ed{5C z-*xnlrT7A4p-(%lCb79y-}{SP;kFnM@Epw`E2R+Nd?z&`7JO_?P@QFsjw|1{@>9;% zMv(4>Rw`eN=754Lp<#(X+VQ!5N9M@~#gp0nTa}TTeWIlVUmpPPbV^gc_Ihl~GaB4e zw&BHVNY1uqnS6kbV6Kk8xAc&pAXm-A7FXrHtqq+Yn&WtArFfK^gt)Zmij}7oyMf|a zX)1nwRjiG`q{{d*)`(?qOX-WLcQxBnLY1!^vZanOrx;|G9x>G1_n8SadD6!?b}wCu zH(WJiV1;otOVpYZs8Ow2(G!6%M88)J$13tpZ1d(Q$WcKM`GLR4$^Ey|yw>=fIVZ~) zPx~oK8Qhx(ZiyswWjp9voa99j>o^Kl^i5Nz+;`ea3>nBF&NVnbh_dd)UU?Tk>#{GIHY@_VM;H3j4* zVMupXzV{|lQ;}dfB&l(n8eVr@PuwoV!jqQiqWq$;zRnq=_R8#*TRQm4xCAxC?&n<& zvC9|7A_b@y$2U+*Ay=F$dB3=QQu(x2CiOcp%^x*izjp}Y*l38CFVN$BJ;+rs?hs*9 z3n3wQGQNtALwWZmzTJ$l4l#PN@pnSpJI3H)Px^QQrol(k4I$#l?RUpKPyIZx7!Hg- zs>SPdHG~ZR2obO77uD7{>^h~_R@d#vUf(c{X4t7H(zexxBNmw!)pRD&Mr! zEe0GSehjFkdYyl>0{5`I1cZ5gMOJFo+T-6DOzzuv;Lu(_k@oBWG+J>$0Kr?*X74N9I8GW5kPE9_@q z68aJ)a;6KW3m67sRt}dBm(w;^4p+gn0;aXYHTZFbzrN&W$qX=kko@qQ>POGLdj1e( z?}ek-d$S;Uj~2!7V*=@Rw@}Qyuy8^(SriM7*rxhDZxP{F_cmUW3$vH zd+*6hWEhI!mkv^WVo?k~Ne!a8OR8WRSYi(Q9EwgZl@7APF12jrLT&!g^8CIqHnWn@ zCEYdaeqpfz((O*|{)#>^Hs=!m5q%6NggGLwQkeOFW^C?Z{zK3M>0rpCKioah{AW`>Sn`n;WZ=)b1j^hs%@W2(MIFi6ja?luITX)cK z+0R;qejt9+_2f2SAO-5tKX`B-F4=vsoiKC~j9-Ml2O7n}&Bu~yi5A|Cx3!X7qIf@-%wR4} zn74CsRT!Lffh~`sSZ}N_2_1AAn2{)i2u2|a;e>n(Cj>WTwZJtRp%_>u1D3&3L?Jpb z`;Q=C3Q{ z1ATP4W(F5?9ICv2(Ijb0aTFClB09aoY^yt|3Y}85bhfDlJyTt#W>_4*%yT;I2vAfv z*-sVtl`%GJ9m4jZXg9@DgN}ElzO4^}i73;ap?G#Uuv`0MbnZ#>2D^mDnhTmaZ zWU0DAWy-u=Z(`1#%QIxWTJHo!*82iezl(NLWbPFQ?GA36SV!cN(5#oLS3q9%_Y_z~ zYe&k?^} zf4zhf@DjdWUV`ZV<0XJ&XD=Zd{ifLe+a;W5nI1hr!V&6TDYtQkFj=Kaq69CrjJl3OWBpwX#E+V_I zdE^(340p5~20qj^DEMy~X?n1b77lS#+V1E07@1zHBccD`=zme@zvyE*QNHJa7gMwE zu`6ct(I+_N*x|~kg=Xxw{(bgTF zZt}Y?ZKaL79U^O{PSP&yr@DPM#epqk+0tgsxg&KQ+kr@(&3Vnz^s>+NavL6tz zKMsAQD6MD56Yv&d)6#I2m9bV~NWDJbI=(DxG-5_pim)MoD%ABu$pcb_7GUFS>qN>-O)Ai-)h3i6_+=#K>CNJ;1AtP~N zw#PrqOipKijEd@a#J}dqjy>E@kZ%q5^B$TL0Ft=YM^@gZjypAN)%x|Y)|GA8OAZg7 z9UgA&1Nv15#Rt$5x~1CZi!y03;vUcgZ%c3=%jW%7hQm9F`;!kiAC*56{TTDGTzwy( z@Jrw^n;YvsbQS)S^@G}@^ehP#zu?M<<2!DGZUkk?m9S&lvJiH4-s#sbB{J1k9v>6? zh50j_NgSUcPF4td88RgA1FvdfwXk!-vzy0F2q0u7rk5deD|;(jQVEDVr#yom!x3#O zCo3l{9`7Whmm1Qy=jLDbTKyDTR^(Pyz3wO96^QTYeD?-|il4yyM?~yn>2&qIjNBR_ zVb05<)`(c%%OWeVhyzt5vfR?1fwExzUbDJzDwN~F(W6P-$Dg#yo{R$nulKkq{A%#6 z&pPJT;?&rl27PPfKPt`QrP;i)v}fY>76bocKmY9$c_Yu$Q>Q*UD0fSe42j3CPHVjv|z0WCQ2$26K;g4;GeK34K z+yvOr%f}7qC!b%qIS-j0wIPb+fAei}kkTSlf0SQifibS$3;;wYvE*ekh^k2O*nDlp0pw6yCS{!7}uSnnjmbsod8w zfJ`@nrhd4?ZAs=u1@JDAE|%=(!&PZj1YNM$Ey*mrY?BSG?$>2TRuFov$SrnlhW)fA zmX2Gm{5!m*x{zheIQz51Co2zWY9%~Vk>}x+ogL$|c-P)ZGI1mA*)9B#j%Mq5TU=2U z?vRk3O6dOJYtp>beaHBF$7IiTF?1zY7nJ!vrrcg+N&5U##RB;HHMh*N_!*?1YW^M7 zktc(St-Lh;o77qAN`GUv{Qc313~vp~rDDHu%>`kjV@7HR0MN%$didvtX%G-s`3bxF4P0wqr& ztKbtiS^h|;jHZ}mm@w3haM}#Y05#$lP1fN>dtJ93-lt$tLQ{;>rF_HRL&tEj#dVy8 zle-+xuPf+%YZ4Sq-dGr7E{ru^tjt0P^px+Lw=Zk%KfiN4-7?p5%l$#rbD~6<8|Pd} zq)QJ*>qTz#TBq9Z)#5uGMOR{UG||O7ob*t`&gCJ>jP=(j1LTO11U5~&_rOR7HJ8X5 zb&0H~FanSVG%#xg2pix9xf1mYS-TuH9Bxmz%4m?^)1M&Z3!)6%z0GhSUhYfE z_Kf#IN<3{bMli(i62CD=Axs*IN&GUVgoK?<2j^U zPPcpbtkMpXl6b8)x5Qn#H#CweS@Sf8{8?%=jS?!ualf+zCnfz%Wyd*s!@9BXVaX)w z^t1{uTT9Ive6l~AIb?3uY-Nx8QrWI7K+nAF`=^V>ZTpkD^X#pe$~--S(>?f7;Ncdq zQoL_h@~sdUCki)IeLZo%Z-xnxDYdqJ*1O+}*DIKbw`{pgzC7N0^+REOcrCggMJ3%a zJ;HApe_3^zYuRC$e%WvttJkmhtQWmE5FFNl4^`fV+~Y;!)?!b;WO%{wLJ|U8JLfqy zK{9PC%)~S@1Th3N1WRH9xaUHr&PbAN))@sb0cwruFC{U6>*su@Hb`}(I$l6@&H>{w zuM`+H(-)sJD-Dm)TXWXMn#k===yGD?QZM7`w;NeYq!JOELQ;)UD7rJ>$8Lzgjv zdNSpHMo7tWv!m)6UT5@HMAa*s;Aqg|h#z|}@+o=AZm_CWW0+rWSmNo+Gm*s;BY*)& zpTjS!d7(eb?_93C&Gxx|5hv(`FNRigSt3d&O)u~JlZve=wk^@uQ)*|mBy0MoL9Zg7 z7+#yLS$LeA`~x1O+#^#%k^aQ~xNB>c^lXD-KLa`UbXzg-qbB?ATg2Fp0z@ZQ=H0A> zgzV|It^&X!=x|NVmdDO4`g#9*$Xmee^*UBZk_G#kV42$|EzO_!7nRvY@lRDu@@?6} zZ=}M;KB}o^j28KxQoFp-q1}CWk9o26R$Q~eEbI-E%>ASKx>4x!Ei&MT#WIK5zOtef9U$?e(Rh(cw`V~k5E{wL*!)iAdKNQAm|P) zV=6uz>F{OHGfO>wqj^FpNfoee)S=jf&$&12+r^d0u#eB7n9Z@5Ahy49&72@=Coqx5 zYD1xNixZdGYnU`!nGfSZt z?dsuQAwqm3z#Yxkp^VoA2m4ihhtv)6x;M47d4@-M<`SCz(MQ-Y=my$7*uxDpVup-l z>{9|~C#GZ&TP}mukWpS@%jM?F!x7Zx3l;2!6G(EOaDd>UUYsyNu2BAp#jEV7Cr9~w zwvbCo{Z@T1WAPQJG}+U<7oBJQ3BHQnid&mCD%?qYHYDYWYwr}3i{3I9HCSkAGVNfU zlE^O*c(%D~Ub{s;RU{W_Whgky*e5Qme%dM8<`V5v-TtAv(%|c-YNRZt#ys8V8~^@d z4fa6CZa_t?ORf73*8?to%cTU?CF+h?9FDz?s6}71%HnDkn}&=h>?Agd%u(quC0(Q~ zHQsym%HE<_SGyzCg&-|+wyxnJZlm~s!HVukrL6GZ1ce?t*zcN)3-i98Sp$h?kDw1Rfdo6 z@cYu?)dq=f+fRh8kRb3U1Gh}^ra?dD=%<8|jWIhUr=*fiJhR4xV#o$O^IU{$yn_h5Eu=+^*Q zc~@zhkW5czCT}@Z&d=nnfyz0Vyj4)SIFq*lm50 z^+#_wIh{8yWrX0}EJ54?>%Ppk=fy&)M5zLQlpe^tw*FP(%@V}>t>nqUv<8O1^Ox`_z1YMEVB}z2;nWl7{2|;77t^khsSEw--lY2x2RbLCceNk|@Tj_{w z2q$8s^*LSS2q%|?EbLQh12y|lpD795*IqLkbax)pa!*Mn@4DZH1o}+=TIrzbTlg0% zpUq{p{>2LN2EcTj@h@fwc(Vxd{@H59TOxykeoWgB+6oaWt|QVh_P8Srp_6k1HTS#g zsy}>}o+7i?nrXIx;HF;t2FH_*hUZ;agNkD z2WT(0*LLo10o}n03q~!qUeDkW;njE07Z&x>&%0=*)K~2Jef+G)>8Vas%n>xNUn9hA zbU#7Qa$IO)zKC<~y;Vi{z&a_ywL!(k;e#d=?3XWO)$u4FF`;S zHNnu3{ktu}bh#~o=lJUlY5?R4?Jpqc0B0N^@s>gE!2q(NmYDqQ128CetG+LXF<_rr zJ-hAik{hSMUFwvH5uT@0xi^Qe6^kU8XaZr0=w;HkxF+gv z=B6KY3%hjNC-X)Apvkj%|3g`_qbS_&71@rFnC6e(Z9tTF;BiTT%kZM^@HmAPx$fS^ zx1k3e3rkj&9pLzR5JQ13|k+_n{L?-x_jj+y2CdMk?F zZ(y6UXpBTSmA!nuS!o2{4q0UnIW~CAVRs%utN}gjzJz{!nIRV0f=n__5in48rz*2- z?(bn{abPEn$p0%~mCgM2j}G{aqjEP4B*6 z15n%2ia3k+k6>Ii^ef5~078ew!6RwJn?JS;RYMJb<4D5j=*#85t#>p3g$RoSC22(X z-x?~RhQHw{VN_MRbRYu{6`MN3E7P5JQZ7aucchINYt$CI&lYdY7>tx%IwBQffEa0d z?svx-cvX`|STpsz2A%83U;U$(%f5jEsF2&7?!6`y;s-p&49c|T6vSCL|1|Te<~3nW z-@jN%#_mi0H}!bJnn9F00QU1gTWxu{Z2B*)GOWuzI^T#0?|g62XG`EA$C&4!RmB)a zk?sU1p>X+`oKgwPi}9b;x;U3+-F3>{pXZLOYB)I_7+!HXZDR0O+%sdU8o--XJufu1 zudG0TxUf~t#Bz|~zkBrjqoN_@NEmHwLcZqxlc@F8)|+j~9!5W2*u83Y~7*zwooLFVt|p*`lwC1wOBVmsTAkq}UG1XI>CZ`5At zCJ6SkKd{fRwbafrp?<4l%tODrtVrYN^r;!hxIlZ{5YblaRggV(JU6IaxH``BK{lEm ze2z=*7Yy$k_9S=2{m5H0FZ+Q*VE#mIDpq5Kl`hZ19MP4u0<@1Vwj^&X>aYFily<2d zbTBls6U=2%(Bm<{z8$%SV z0uD#;hC{Q%O<=OHb)_>05$51lxY{e)!sp>3L`@S1qDHnW-tep~QiR$UXBa+Sadkit zL=B4RHWB~l408%dsQ-)fIV+^Fe}K`P<-`lU9S&LIz9TWP6N<3i5p>dVjyGPS>^zit; zJR%f?ksWJ!#0ONaEssb<<(~403REsDk9dj7&E*mAQ27&iL>wx2l}D7K@(1#WNK|eo zkH|;m`tpbrFn4BT63HxWdMK6-E^NTO`V~=41^|Arvy@F%62+BECMx?4DcUKWp{mrn zeOWRwSIwN+nM5qClsa4-s>jy z67m2o>C)XS7ydD0Ix-sT;z0bW<>HX5CzQ?)Q+h(XhkqNw7g_&f#`z{w<-=^eA@$+_ za?$0Y2znpNq8K8qmX^q6(|=f}C3UorbsYSsl^u6^ggZ(d_#eHYC57G1QvR3D_*PJ~ zAB`l3m+pODj#sE+e9iCi$>8<7Sha6EiV?!W$tflm2H=4R|Fda9SH>83T{WPol;%_g zI2Qn70MEKp8$|Bb?vYdZX`T?D8W-^RHOyS)+tF%B9kBOBE%J$8*C!8g3iCEmsn!8Y zn-f9Caeqacl0-wpcVlm!dTVGFu0Avz^b{)hO&PZ4-$NeV-J3sL81~-H)$Gm}3y5be z+J$JQ)nBY&pJEuDo>+sR<9!J_(90Q%B5KBBnD%$Z!iJi$7@0fU8$Gju_3A)w0&I{g z(BHEb2XOgPzf*Wy4qU!mdsS%+{lxxLlQc=W<2~n*cU^hzp^x~tHv4{|u<@LH%b<~2 zchuqq&Hp7)^>dFqBb~(Vmur`EhbFl!f>$K%bw@FNmMJB>AF9js1oEnn@*+QdHyn*S z?=RDlm-pyYQ@O*J0|O{%IJ&+axx@P&_}G{}Gs%HY+X<30aFr$(1T8)(Ig{;A&Axm0 z8SkX%o7TdP`?|A-eALR>rE?XruJ+zJyR8CL%6rGp(%;(YBx~D#-jt|vkSpP{4IWP_ zo&1z!oh+Us^3;8P>kDr|v4Nqo?Rk>cSlL#aQ7eA6o6pj@r2nyz|LM^l1122N{TUI~ zZM@a+UM<{abH#~oikrzoT49B{HbQU5kFNr+9FA3iJ|IY`e|*#brQ0c`WP{oc??j-_ zj>{=pU2~xm!)6;gl0P~dA6(5~tpp-&g5Z)U@c@QP4WWj~lcEtQ`lU&zX}P}l${2K# zh^s{*0162biE2Ke@;IWJcc?sts3sqkzags0LgnD-{DjIAh-z|Bc^Xj-tnM5<`BEKA zRFjP=NhYev19LlbS(^VFO1_7x{u!LkcbP#tcTQ>FDEB`m5w ztiMV>Lb<5^AW1xt{pHZj?=}6Vt{1(T(Z+?jZqn@UEX-7?e+dDAbOfjCh*XRL?nqPU z*_@KR>w9^c{A|-8a=qoEK>8}mq7b5!mchv7rTu;bgjYnN9fK>!$Ve^6L~vDRR%wH{|5V_inGG!g6oD=2XMXy`|__JJ-NE*~u?9 zk9(573OFLWE*zI-4bw^u{hC}wP(Z>30?Fus#rb&T%iM+Bx!$`~n;LQ&Qwf|FdtKb; zOKuF5ideN)ff8T$U(%{d-odg;2`qDE8)&fm##daMG-V9Owi648VlCQ%2&CQfM+2_v zL>|R}=MG~smL+HnG(FZVm1iO%mCJmucO0Urmr*MHG0O#EDK=+A0`H2LHqK&bw5?g`N?d-8 z+^i<(e-h>C@wVGBZFDrL%hDRO00*kLW05L4h=wX)RK_@qsYdQp8{ z_)&4^QR(5kghsW|+Zr~7J>68pR$I#evuK1bju)mEwbymSK&=_(#1|yncf{}%W?ucc zUL4{}oEETjqe(F_SZmhJ6TQ1Wxs~6O{77JzcGqCuYaV0%&MxDZn03A3nQC>IHm6W1 zj;2fB2WHI<{JAfK)pkFx=V@R$4?eAR{E3x6MBB`t_s!uanWh$9bDriNb<;h2A>h(c z#4zX>Ld*Ux?$3n4iUlUU{Y)&p^-nao=xzg2)hkSTWgAlHRjcGp_cnw=MNxhwyn5?D zA19h*IEaRpgMK9>b}|AC+2UID6lh>;QH}`{a(C9@kczG0|OgNY(`~AO{+- zK~D1->b8R_UEX$=XYDOM{5oq7zE;D8Ef_vow^dqppL*lfr20}EvCh-YQy%5cSG9}J8_ZA63vKpIVb=`Htkgu$`{j(}wMY=WKcNNM z4-@BVbRT%Kr8?a@OrG=SoLb66_(jiOeJqyIB1P~Xi>@6@1!^<%eqE{7D4Usn_u=uw zl=aXMJib1%$JCrVR|(!TgvQeCNTI8^wxrvZHkXF^T3n`jP?V zi#!YYE~H;A_?OJNxt{H2ziX?rD>!?*N$rCXuFS zDxH~87_P;P=iM<+IJrfk%sava@6&PqXSWgw@NmsYNkH%I_IENO$aW6@vs-}j zoDIQyHLU;H2m$Ky)gNSp36~Z>=hBpoIMIzVN7sAhm9KhtPe4erZ9>o5*PxTq2F7j;N4_AS>8mHlHDi@8#v)0SCQ;xCfm_4* z$er*F^c%y43}gK58gG2fLdC4$W&wjc2!)fY&X9H+6Hyes?3jz7SE?Jihi}XqT!hCo z66H)=&xdbD-o_IXyF7EJ8_t;EEa%%E5@l_S6I@J^4U7b0KgbMYN^Ej2b*9D<3gO~1 zkvj#$M-*cRj)YTJ@dVc-Hs9==Vbc`?eUt{u>DLo;MR*as-@}`~B4BoHoaY4?{Nm~Z zIFF?>u7z}J`YlnRh`owX3w@%C`6hY3B8(<5UdDO@B&WBT2y{I^CKQE{B0~WyVoWPg zkQ6W>1oYI+C|ZjsV!=olv~oDCPS>r9LUFVkEp{vj-WxgGz$&7W83`r=gJ0kqQ-?q! z%o5uaU7g66oQXOr7*&x)M0j=$Jnp8XK0E=p`J5pxLeT=MW>=SbTbT1hfzOvs{MQyz zLi(2g>hD+WS_#3(8dcC}Fb;@G=N#ptGcjFCi$P1J8X0`)kw8z$S z*A|^d?E1RO*$LVYhUlE4eUH$r!zmW*AiTxPs7x18Fy}bQrmw(LqT*!U8 z4YlvERWJ2jqcvyo;~h-9#wf~Wy&|&mj8^-RpmAt$RT0IZ88JiiO|f7qv4CvP>zuyW ztlMNMje<^?(~XR^5je=J3EO7+tv#|y@+(@OZwk)rQ`XZIQwf?}b8HbnSnbfIv>iGVNjBc~59gShUhNGTHf3_S zhwj)&J`rg$5uWOaCGU)NFk|>&=0?u;wYQ$M3fs39xA~&sI;A^es&I@uGvh)bTbU6I zbHx5H$g0^?hv41_INr!h8fa*_F^7Xx6aa<@EH}gTFyY>8yCo4S&>D(;i5%Yho)#)&>%4U3|#01D>Nk6nYJe@YRQ?J+xY5qtFSMD!6_kZ zniTa>-M&Giud!bSy<9_~r|EY4N$h#Lt zBEZLNCeM%i(@zhTHeW3rE45MR((U@}1{uB|i|8LbAMDv#u&sUCxpBc$1Et;Q>yR0? z^PM~zj2PR03p3obtDDfR%IqpTv8{n^C!&$E|73rdcdr2LBKi6$mN>M)74#nDg__r3 z3S7=>WKipFhxe#;H;kGY{|*HW=x<*Zr6A(*cfO6@5{;T~Gf{e80m<2;|F^WK|CiJY zCH=S9s?VQ7cyJ1oImAzH8*4c z8~b0~o?xLA{)>|cR+9g6fS#M=znl%eP4ZvP-La#Z`Imz#u+X~@)DQCC81_sg|Ahf~ z8?5x-I4sO4+5hhzG$F~q>`=ij93W7V|LyHFA<4hICW2MzKzPAc|JRivE~xOo&f$qJ z|Gi5u9d7h6ZW@eR<;G5s>(@zUFKcxrjIeZX2nLXbbH)8n;Ip_x@I)gR z_zWNWVD;{|_k*fPcLzj`PwtmGsm?ZuWkaqD}Z#R6NyhELBDU74yj&g40z@DcLZ zzqT%YOI!iita#k|Lly2|A!bfRZ$U{w<*@=BJD0039!a?l1V`_0h<+{D^7M8YK2Fv9 zS}@(avwmPTv?buG6{D{CRn>!QV8JKquK2uTW$Aqwf;1*6*gwwbVQWksANk7hk7N>` zD4#i+IX(BOGQD9fnuTEJVYhO(mY$wdw?6Jo+Y?2gNs^1+e;v6)^8Sm1PNvn5ktNgj zxAB51H+%Nn4!(6cB>R2F8#X1>GND_&z279U)b?H*3^~8Njyxj9GZDPH(2V2UDc1)sDOyiRSi3n7iI;*oN2jD$$Q{8(&}$*wmE>0aEYJ- zB!nICCAD>?I(CAtCd)~#Hxw2uuSI^)(|wde9eYrZ@s7;u4XA$SdAp;4=iR ze}LC1DeE><>5d<5<3M7g%t)XQPjGTE-mux_rG369$<=cG4$1WGIsTMZFyt8+DuIG0 zDz}J$ASNUrHi@ZbM9Bb&jr5TwG?>NsXWBRE zZ_n{9Iza|TLRj35DU+ekHI|8DOO|JZES(8sN21j2gLCyfK30@_oyXm7{+26Ga7y4RBTX{nLoq@l#ke>o|9+;An9XF?4*1D{8 zz!CeV?o9(kzKFhNu2yU;v5^w9kGodCnKq}dnFq6%=`Fq`G)(=;GKtZ%SN`0$+YiZm z8wo2Z4EA~V4XEa?(X^N()q}RSykQ&q6C@3OA^qIBky+~oOvc%erBX{N94X)rCPDZbg zDF2<9oQgpyW{2Y5mZEH;_VnUDZU=#uT)HQwRY9QAZN?*cnzK0o^Kqomhvt1Y1`gb+ zu7qRB#5ob>^Qo31z)Jc2-R*PDuwASAqT#VO7pKWw+)S+ zhEz}e#D9Fe=lvwrzg^VKIzqIDvLSM0!Sust!f!zsJHkMaqHD9kRX!-I#8w;SnCV0W zQDWvL^e-YG*bGCN@v)le`F?S?Q+XC%jO!c;4vD;@}e8H??AEj@x#nh z@kcCYop<)5kzcUTDdkB95}UFrdSav^O|IK_MihD$(=&mw%T&X~xq??e-Xt)g<)m$T zf&4^3CJ#WvbX=Ry=y8oHRUVk(N6gv!sm~c@Gi6S1Yc;ZxVh#ENyL0B9=l7O}Ay2={P%7ZG72Tje z$ZTX|fks3p-ce{}Uf7FPVqaY#2vE8Us6CS4{&;JT8Ed7jy50F1mQ@QAeO!<2>iy@{ zR81oREC(jk;No^bn>0o!r0hPHuL)lA(t5A94lM9Qv-^1%3dNN+24Cp;x__aCjqR8g*aGJD|(7+)KQM%P%+ z@MSn?-Y1Xa=lMsT-?VEJI>-uY5(<8-O?V_BvvU?q{o%c# z35R?!2yLM{v}<5q?KP0%r?=||`$D@~ICtu%4?CqJ;A&vkkG`rO)>VPoR6!)_MDf;> z@Z_Nb?!M~VQ?%$A=FVBNlvZ19QZ<+f2A7=V=Xw$SASwL_`wA+v3M`*(!kleB{Mi$0 zxPnkXx+#5Kz3@(F&2kG?5j8`rw_PK-FBnmctjdX-Wt;5)t^;(=U1)S*piv&m2_n7lTm33)SmmQ^Sy-Rx=|@ib>!%W{*2 zc0^28Bj~#;y^+n`R1jPurri^MxWDPOd&jWZxjGWxutleuD{X&rU@R`nbdVk1Up39g$7k;)!i$K}Y?m8XksDJ%C{^Uu1F}-^n7*s!{dApi!EK zhfCFgq?&^`;p9`nG&{r7CLC}w%J4ci`EZ&`YU|t|4$$kIZqf|j@%`u7pxNhOOW{0Q4siv;en^Os_dt<*C`p-ep=aRkE0mT&xe`VQ)!c}HN4i^Py6}(Gg&M@ntfzz zVss>agfrsyMiZUYviD=ynXX=*Yh0@*vsQE*&HhPGYh3ip=xc73Mj!qBQ$%Avj!TQY z5g{e&O=vZDTZTGx4#%(Jh#*ej{fRkBbd?1kpEv-6nUYp~a&F-6`JH&2{;3I}i8-R}k48n0@_hz{-2Q2>*<}nold%-)c$z zn`T{|!zZ)C=&!CD%=^dxA7ft~S5?z3EK(vRA$d3mNJ$>aBc)O*3L?_o9f$6%G#o+^ zI7liesC0M7p+h>P4kaMn`E7h&pL^f?KHvS_-~6%np0#Gp%$_xCX4YPNt#v(xrRRf& z?FSqB;_F(9<=4~)+98f#^CG`%R`w$G zQP`E)xA`J?BqoJxS{sf3H5|XkfRX+I#ebOLuBMdY8ft}V8`ed}8h&B9ViOH2Dxm7u>b_mL}WVdC4jZ>PeE zLe~OJOibjNO(Q3}VaBZx_+7KEbqL(KYdstScRESg@u~2%k$|pFOF$0}4-Zdkd*KJ( zbxTgb=KZ`rwwqSifq<~uh|R-+Rx9jz#tPy=W*gLeZ>lywyW7t>IPSsX&2G(7hpnUv z+yg#M{!EQ`nd8MFA)4Fs*Wl1>*|uQFyL2YU+kCK=%yyo_2Nvo{--FuDVEX!^TJ-bD ztGeYj_X{Q&^JJ~YUlk4aBS!4cE!v2w7j@omx1_kJ2-{`fMFZPyq8_YG)hQLB$xxv_ z<}!gknQ*#LcSzJ@cLv4Qm#IQGEaxrf6Wc`I3AFPX5;xnfrII~|cRr+WyB2GH9OH%; z7EM|!Uxn5HOI)JI~O z)@oPuJ)|IXiKPYzi0*9ca1yT3Jm+=gLTOkSh30ObUG;xLI)-5{0=`Nwe3rCPry5t5 zK&SD4*e&=+%8Gyx2~L9MrkJK(UEpN8BE(?O1+z*Z= z#0>EflG#nJYwD7QXy;u6R=j+9O{$3Y<<`4``6@@B0@+fY-m2ye$NFPv34sZ$%V!ObfEPu{%b#xOEmGegO^4~*6Y1mMQsr-N8HTpB;aP?+iiDOWy8 zVgW-{f&P&<6;IC&Z*_m#O5|)z7H22~>SB{evnDM*h5`|= zd7P&Ys29_yJC)ILHZ8nFoLS5;Dhg!-szqah;{vM0d}9C6Oz(yu#B#l0SL@YXL)>9Q zfl_0UeXgwZzR1V%k?`e)7un68LhDPi6EnzeZt)Y zp7*r->UBr`P6{ZZ4ER!B3~O1Wxn6_g$s1l(tfx#0;!O&yD95QOzut+!UMasxj}R%H z!&+-hr)eDMP-jMPw9Z*P1)4)S9PXLT+H|2GayJYuqwl;VzL{skA~FlLY4WFO#*7A= z$7krXhU+v zR_CPG@c3XTck2rsWUPk&UO6^)IjPtt|NhKlkQwOz^a%LhyHsoTF?1y8jj;nI+YHXr z2Fv9}&3L3jA2KT+BJv?pyMWBimlcqEabco;?3r04BQnP)znJ6jLPA5RN zoV?RPLJdPD=s;aM|ycn^z%`)W#6KNaM{r&NC&V1epeOQvvVY z#mq1gqNLOYSiCI@hc}Kl5jy^>`B#UeC_{fGwj~yjOxNQ9lcC**yz4Co1q@Qn(uV}D z7?}9$RAVXM&o&|TJN(y!XRlRL{&L5SY|4TWPMAFkDUQH@-c!dhX zq7kMvr{zt>wI!R~pk4qi!;qZ9@ix`VNdY9op_h0#&Y4nyT|NFIeq>B{Ta*C%jE-(N^6f?`hk(@)9=L(xVr3pEw^XfPUleG{1Y*K75!ygwLXn= z7ZM+p25QeU#@te$`(kqBag4HuPBXv0=YuG8?^=FssE$IBRBfl%3w(RGbegCACW|qH z_{BTY(*p?rBY4yi@-nZ-e(e;1C_Wn&%sfqU?C53A^p+CUHcgH$QBcdw-UAA)Oxk;& zWO~;rGI0Ok%TkE*u7fLeI(B}GE|G^a-j3Z+$YfHGbp3X!X`CXW>e^pvSMm~Nn!+L# zm4l9bvS6IdQ`qHEUHHW0y%T$z7OO(8z)+G>t$Y$~;WlmJPDd{*SK?B;(7nztGC#F6 z7mx3lz8~3bzk@REvCM4|UwmtIGxLtnZI`x=IMbeFR%?H5r&M^Rhh0K8i0l)8((U7_ zSy9*pH#TkWy|*WBt?>g%pFKgSsYzpuc5Z;%~- ztGR!B*@^Q;{h-IaRaW^H2k$xs>VJYilw5+L;P)f&Z!!(kK_U(mXi>iX=qy6d`=#9R*Z%OHPMs^M@zq({f3x zQJqvXjuMi8IlAi*#RI*@`Y+w^kU3GkC6LPB_kZa2g{ z4|7*f7GJ7CvpT?|`W43g`ZMtm?9pI^H$-exdGPR-@a(4IPVNv z)Sq$Yb}f=B1*m5df5o}hVmBE^=8dDhiA6M1qY;(WCp%_d8{=(8Al2k?dM$Iyr)w4t zX)um&JsSnrub?PHu~MUJ8)&&|{2KQ%cTe29dS>4+r$eUkL#X16W!H=$q}k^(Qh75E zP3yDKaQeO|>jDz%X1D+767Y|G8g|iX&03ye7e%7@qo^GqO5lMWapiGO_af18CL=&)ph~=BpIt|P{A0sH@8y-A0Vh<_+XwNj*Q#dfp zR1VjRM8ome_`^W$JKk={g@zoyIV=ieF?Xf409#1-BdK-EEIIECkz!h)bbO;-xB($v zK2$fx$NTa2*6*(Tx1ONY@DlP{CIJh>>nt?)!Pf@kJBom0z=D`|!=z=4Vg8Sa z()GP-!g0IOUMmx&$&1e$K%a%D%cUM_5t#QiQp)ka;_XoERZv{wkAM+BD}%i{qM@PvOr7V5V>_GJpvL)5q4K5khev@m!+ zx%44aYf}3mApJ3)F|aQb)4)CZJ(^&bv_Y=1VZg1P`IIgsV6oTA;(eO&uv z@iKMgS+DT$T0Vi$En58cnz(sAYSWGI$BLuN)E9OkVvxbP0jf$4G3dL~m;K z=g1#m&PizeJTIvHc9jl?e`&Ghh`QOaUi|sYKB!z33AiZl>)W(P(axooaOh)qOc^Nv z=kJ*0ip$4j#{j|G7q3sRY1U@Mobh{5OaRDkcPU|`8h1<`n{}!6vGx8)cqXmBlX&-* z&`y7sl7N2qsnAk7T&kwUl{81p1TVqUVkP}6D#JIy(`qH_Ygxv5La#KsIJ|S|^UV4UrEHliUnAY=nycQumqp=gxpX`% zW*qIM8?)%!*K1+96ZeFk;c)_&n&+}_z zjnRkMauf^*r5nWDA-zYi&{9yvO5`-BNB#Lgu8k_L*@y0#bMunFg~0>JrZG8SyM@cw z%Fn*;rtAp>*cd+cR!#@?-iOcAy%{b2edSVI<-ObeAB3m9*5n3l-e%DJph1~1RST+y zrjaHC7Q8d}0r}k@%MnM#VwNbbS>5{!ERt=ppN!O#KSWuOABoG2%sYmKKkoVvAq)G} za-)?$0-i*z@1%TOas}?kSqwPfDaFdN?0R0nP zzQ{e+V7m1Mf5GD!BXRTue;9$F15FXAves!Xbk8O^8x1!E)|x?WG9G(hE1Y{S%zY9W zajDxjl=@4Xyib&;kz|w3JfOsF&qN+7EwZ1ohL&@y!pqW^l$ugJpHd1oUj0Z=cW9k_E21xgeQjDnGb~X1?oVNXflz@qW)uI>lgLUA39bLx6X5Z@Ptf975Y#$N*BHMQ zapf5VE#8yn-+hR~1f8uhee>vHNgMeHCAw@Ypv3Nie2X&Ay zyFzVN<|E5$_&`|4ag5>Z$Vp$Qd$YTNo`MWEN!ZA z&rz2%r&Q3_xRVOcozXO^*`U$!EvWy1R2Z{XQm)Z>epPpHO*4N~9zB*sT4od&Y4^RoK zq3`>(qc!!gDX*i4n>5xg`-hg#D)xHS85Z$pyYugBnT+|{$g;Ha#r6cQz*C1a#6i0E z;ac6g*z@;!J}>XMHEkq6G~Jg{cWZChI9*Jt8_L-x817Kr%t86GV^afV-|nwY=4jPT z58vrknx5WFj#E1kBbK_My#QatFP*Zni$lSs%OZR4u;;mfR;r+1p>Fcqu1kJ@4@|JS%eVhhmTP@5u z6&OByRZpXTj%_9FkzS1Uv@axi`%ZgJpZqvE0cyS6*&Q$z^L}5vAi6cIcf!+`oBCNR zq$+Z}26HxjghYD3CBw~UPv4i6b?J&bsr_Ogv`enw?x@M;Um3RbTo3%=h=D4XO?K*c zM|dvERg^_NmZ``wu!rcn@UFa{m_F!!j7(ElH6NOGU1IHYJi(X4Rd#LA>Z5lLcqZ;PlL&v{dq9lo#R54pZiBZHXc55sq)3EsIExi~80 zdm{?P-X_wP8pqyw6XAOU=sD+n|0Z)WbdIl?Nl5|6z6+-=o;@rR%>;0gWq071&xg*v zN3;#u#}j*~F^g6Oyr1bFYJhvBxhvk82eggM{GBKov=!nBhF{{_cT%*JeSVliEkIu_ zL6*&9$R=8Mul$x0CEue!Z}~2pe8pUaj(t9EVh=;VoCaA|qEtjR2gP=>Y_{3Ga#0X1 z_l?ThHD9<{^w>=F3${_Z>Z|~lE}T`QMz^zrWeSI$7E|UZS+#rcQmMNpi1P#Z{4`&v zy!sNU?nSdzhCkP~%vRWScuVArx-r{(Vzw~aq98q#MO;yX*LBT~Cv2n5YOZ+darsFu zHYP#88uD%ygb&#mB-l2nf*l$%sPNl+S`f(4;DrRsJr)+A*U@czp?0@{t+Y_!aF0B$ zC^DieUt;um^If%~*OsNYzy{dk1L8O?jb2LaQ8FEsu6UuRh405^&H}kjSt)FcxWxRe z6*PM83EyqnpAiYuXtfgN?=GFG6j!dc%hze}%ouHqoWX7h*KE3-2sW2+*{A)ZW7nqa z4fgJLI(BtO(G#XSY*B5RDa4W*ZRgwz?rMc`1a<}#r1`PzW3)QJG?Eq4S-9u4&lGXd}hiHOZIt zMkJDvzAef=GWX9;I^6* zjJ`b35^6-RgfFrXI`_$9CodQT&}n z4Z(zCsh=UePloR{5ZlaQm2Te_^Vjw)2x!vmxigHoNne2k&6mV_@#}OitNFKD%0O1l z`ByE#f2)R((*PEHck$)01N_}&j~Uc3&fK4K>G57%GM~_W*Qvp4@I{%*$d`vL%!(B$ zgUo1Mb*qxK;}?mhBk#v~s-^}XjJae+wri%$(XW=@*iH{zYdVKCzlfZ7S2SZaFN#x$ zpP{oeD2L6-C(hT1*EiWLAX4T5T35U>7h}GCV*;nTw8c{Q35Q5CcxHZ>lP20!r^Ur) zUU+@Z*X&R{YMZrmM<|6$s*3_dX^{(Jh7?jpyli^yzAyc zy*nKGMq>JyBLfvuDq!n6$vl4?0>X}<%YsKCEBuIcdU+-r1XCB7YU_n-y9UImy_uCL zrTSIYJGtQTBaW2p`F;cNU_y=FSe?#@rwI0gEqLjsY|0GR+RSQ0GVWTp5y{N+NQ17> zqz>BbS!UiPE4GUF6BUWw;%zMAt=vjm+sOAc78717oeZ#mcJB_+{RwQUsMfehXfhcB_bisG?FV_0aMm@^&mtjj|> zD-s^tExHC7VKNgI{KXrMyS6ENw;%G`O8j)|9FDEkDXrbbH(hHH)KPx`f(4y0E^OTPMkT`d#tUNHv z5x=feunuj0gc5JAn?uF~PLv1F zMNGPA9L1rf+9qLA&->8PkfWDk8X)<8)h7ex@~g?`OWzNyi({oBY^NC zj&D0tyaAZwI#qYw9Pv)BBlOLCwP9wj*JI@S2HRaIc$+SAW-t7RQ*quL9;-i3G}T4d zv&1~rvQQnI;b0sC8u)kR!1+S@%nBD~(2 z)yD54>o|8JyN867)v==j>{xdV9VtJd(IL@fBLvV1$p@O(JvHT6|1 zZIJP++snFd7y_413&bh#GQf4CWvO>P71*D#@zzsyD;|8yqNIKR`MOw_8Tr!fTwciQ zTY@T=l9eih(s|;SI(JzK)#PdSLyr_sM|Zo!$xeWrgcqVCS_hoJ_eb$oZx&um5}r5A zR0GpuPIl89gQTA7C3dQQ@|-IbL!xvYGeGg7w|lrPqaVJNKsdx(v|qB zcvgMyW%=KBwAe2|>SIfvsNLQfS=xhCuD zTI(9>T6oVH&LwK8MYennN!`gmD^G+b0cl`dzMliTw8um>viAKOnbS(ZtMe;o503qv zqt^Qw)1+j8_;da)WNFe{(w%u$+oNeXz@Rc z;H2YDI-z1ck>sKI*h)!E)w9I&B;~-e;hIo}MZQC=0ie9?_jlX^lM=A$-8K?cQBn6y8fO5>h>F^5Ngx)0HF{^o1OgYgDov~*ns_1}-8W!n{?zl>k` zG0D-Sx8kUD^%+Fs#`U0hp6KmcFk({@!5V3V*y4?X@SM2wouL{r5O*=57a@vBK~*$-{>F%ApfDO_F6IC1OM=5c#zTd z|3uwZdD|BFPx6_i9Q{1wO~S{c4Ogl-Mw@P&(9B*jcD~pQ8Q#4{0Wl7v=yC|dGmpnW z2z3lX6_(tyR6YlT|Mxu=Q zr&mJC^Tc=b|MW@#@SQkEsou5fhnDuEN$^Hx8=yg>=xg{im>WWo{0*=S(FUSS3x^ z7;;8Y0F*pCLY0B?{Y}QBt(axZJ=aYfyzZ<^DdCE!PelUY*cjut>I; zt;GMS1Hk{c2j`7x^VHVPgi&e1===zDKiXw&hJeTcyQ)0YPkXeo3Pf6!|_F%kzclM z$h#9zREHZ^`*G^E5a=}#bkpePWKewMp zJnUbagOLJ%cK&+ewK=xyc7~*7ux5re48SW_9*jMSrXh6*p;pE)MQ)O_xznQEaaF3r zD5`^K_0XJC_x(i>L1p~t2~o6|#*D7cj0E?VB=6Si9d#lyAh+1-f+fa*w< z>eqPob42!rk!6TTxBU95@_H|gIUk)l?4>-OA+g#2;~13I{-9P~@iaI#ZDls`wC)5u3rH2!XtO_56ko5qKd%#pMoyK8LOM;M)*%|z^va8vmr}Q%>t~7IROJB@C=iAOuiJ8xi$I#ERo}rPI^a}J)Q`}0kc5lDk)Z_riP;>5*%#Uv6 zRKWX@O96C`X+P^^d)Vn)_Q;@o(SCo$U;|V4r^1SZt&(o_qs8IM1>1G|+!5i_{;ou! z#*#%(r`po@BG%B7lo9!&o*{d;9ol`Tc|gy4Slq5?y?^Io!YN@V>STG`b4tg4@tKJ5 zk~O0gv?jB5-(AY{;_J`!l7u|e3F}n|j}^X}SpN9yA(CuYgA(kERI$zJuI%;`@NdA^ zm*)Yzli%lo%b!Vc8ZuG&5L~9q^T30vS5EMLdx?2wt@3~pZ)Tu5=1s)S2M!`gZkwME zpI7F`CdJQDhpB02o$-qZhlaA{!1^=#SF&|Ec(rwKCQs<)wxl?63so8dugxinyY*;O zSoob`DYl94^dwJKR5%1#9#YG`H*%shPrFUrF0U2Cye0iPR);k)PZcPNeOU08CzgIp zu0rdUCUxc`lLu;YCgM-YG%r-;2x!|kRN@-dOu}kE;!s4mZQOfUV3w`3q@;u)a-k!B?TwqrCseD_ z7?-Z0c~7^t)KczGRuLrlCyfW*(cNuXcWBD%0e<4l865HJ?;K=I14nN~HDNY!OyXZ> z&cfZX^!x-i!}hRKWK*P5ikwvA!;~9cf z+_BAy)8O$6=~Ucd$eJ=OnPbWo?N-goEv#H*(sN4KfZ1dTks^42`>rcK*gR`rT!L&% zW|{18+7x{ZJ_IuCF*TJ|t~2S8zDXVz>}!myY{<_k6>rYDGWIo!s5n1e(ri>sM4~wn zt57AC#==nk*Kk;G4FiR$PYZNSja%7dsf z=HASKLO^k8P!|x~-_DjxuU@&hWVhrY1tkh)F#4Ocb%7yEYy1ZUjE(zMzQY3@jv$pA z-ZCs4VbyCd$Dfoe7;^E+Zs7C7Dw~FG+eI+>`qBURLLWh|>-tqpBsaX-Y2&DDP=*E3 z_I~4Lq6;UTAl_Lomw zfiEIW?4ped2;MWit9@_e*sK0i>(e`-W1ZxwYyw_+ph<(-y7Xh zz_V-r&?NC$AU=spsq@rzTz0T{VPoaq`I<^+sDw&#&9uJ6%EYMqif6@lR;9La1iZ6> zbd)Po$F?hy7LYQ_TV@pt^Cs}X@t`>p7bjF|c*l?HHLL87Q`)2!dvoqe1^s@#@tfHz z5I^%7knbYvk*y-)VcxVJL`QeFakg)73vLU|-+&j_&W0=J72U%yr4%F-$#oYb9NbvS zS)`XsHZ7T9;??LDiSR@Yr3IH;2%*C7p;xMd-KVVd00Ww@Na$S4jj?ZK*cJw=JObf^ zVZr6(%-Va3SBSH}DG;%^j7e8Rn6+J4U*V|@sRq5hhjcX*#P_|# zpYUo~YNeovJ&pWPR%0AWo@Ixww5=P6_^HogH(P7JetO`4aavyjNcG(iswQwf1@3#O z_{_R(EZBKiSDzhLX(!s+r@Z7W85B4?UN{fl--=0;6Y{YThxO|{X;WvFuRbTEGiyV> z&6l8)yGUo4w6$E`WLg0f2UBCM-aR4zEUBRR^|{ppE0xv--1!sIx%`;7Mx4?5V_}3w zs-01tLMRo-R7R1s*s$W$^3@-r&RW*T72H}nPQ#wjd-G$ywYzIi6!k_%I)sRWPezne z(T81j;dHGmKY0q@*1sUBcV9c3eOvxBboJ+rODy@KT(j znNg7pAd~Yo;!psc)*xR81IaK}6Ju6hoe&w$&pgbv`nKKew|z2gk8@vK>u2M*?Z;=K z`$OvfbGK5ihG(eUNlw%`#k%fKxykaIy`W5`$nUE>2oRV)GFzXl=$hAgaNri;_mb8U zOEFympkwlL-aoI=DyrQ2qG~%#uawn2u671&jYxCqqC2};nGy+ z>HfZ=&T8y~WH0G~z)8hBgYWKK_>Z_h{Jsm_7WMEGf4tZxV8S;hzyEIQy5KywN2Iut z-YvdpR9h!7e{=heM?|&a)GhmH>3M$m!zt#SPqzhg-(0P^AGJ(Y^N8=e!Y;W_jN}u> z^r(LHPs}dCF^*5PXcvAAsd<`zms^^IGbZ43q3_tjSI-{q12a4Rj25pVlV|!!2PIar)(+#& zkc|72bPJtcy3_{xd16Y-pLTB5!#?e*S_S}deK6*}%D3*Ef*ig$VaHg=%;&F`-z^e8 zJ8P1!OnW4f)=1y2+pV4ee^#S8WyMx}tQg@Yv0xpVb+MIaKO<7m_%Rn`sNmlWwf~!; zen-x12fe#pe(1f7oQX1I#H9urljXbkiFP>ZcCv2FAfF|lObI_~ zIK842f0ATww%+B?PW#|Q={8O~`HQPba*5}H(bL1;qU_=SMn{teX!b6|`pT01r;qPxea{N+fEe8fc9 zltZv&@>qoQ{Rw-KI$(2eX?OE&N$p4djZ`x?SG}N$$lcZP)p4D+Zc%BWoU)F2cJ9>n^*q^mxb)$s3Q4^xx%lfWLT7crFdwM0q)=m<$EEr2sNxMETkkO{z*J z+vc12ZDAmbvE<&nuNG+ch#pa=mLwvDV^Oa4YcfyuRt3ZG9q0U^M&~m5atECNL*M6Z z4fK-d2SIoil>}N-&o{osY- zt=1{LKb_vTGT%C3r*J6cqJM?@5S!d83vuNNmdYjPT{ZYGQPxFuDaxQYAiGha*wHxi zc(EjHc6iRHGs3HEOu4TKZe1t3Li6i!2IxoQ_m5%ENGOjd=Hm*RTXzsVR%^*ZE*|SSxf|b9OOg4D{UoEJs7` z;3AwGq2S;|amF}VE{b3&bTCcptQt(FS7&Q=>h-|87Tq@PkSLJ4lT=Z2u*lZ^b#1}k z_T}*DWWwDELzXReX!@{)-Kq;PPM?Y3;A(R^;V$mfKR4Fl@n%-l0R(w$N>@ zO=E1td*mxgd-Ba%V z_jR)h&_sCY5UoULy}tL#_UNssZ>2F zLJC?RwP~DG@9%z%6m#3^ixS1NewAH8iD$ii0=wK23XC74`s9D6@4}90Kwkd`F$!F2 znI)8Z2MBllzRM6c?Y%j%X>?XAM!(U08c!wbMKty~!16KpD1qWnruYRj>1BVqbeT;^ zFo4?+mEJdMbXEqzH8K3U@U`*5`Py^65o+F6ZsB37{^HT*sR&rpfyjo zJw$Tf&JG194(6u{>+NWYoUYZ`1IyhhqnxQHptFwiX9qiR`+Rkp$Ey(=em|Fv7}??` zqyqVNQjhyG8Ebu6^2TW{h{Qbu*cGjtkD4mY>+UAf3MEd3NF$n`d9I9zK7`0ZBqKe$ z`w_Y2adNaH&`~6&h5k^#?lo{l@`P#$oDgD{v*}+G0)DwMxZ3v_b-;kja(U1?`g=Y| z*u<(r&|82#PsLY%8U~t2-bUB1!kVe?^B4fX0$+4!e|-Lda@}cSYG2PuA#D&Ryosq< z7QgA5p*y*{$TJOyV$uh~bYzpj%3_*b&`#1$&8q+zS9te8?~x?mQbomMr#oIpxx^hS z`kK0C+P1e&17Ls!7|E!|C~HLL*tulPnlDc%&sjb3SLd%@wOq~eBD<1to$@lOMfz;2 zltYQGpeAn6L?@eWwUD@OJikj0npf2ylv|qXnpZ6}pnFz5qGiozn!K(Rr`A)6Dk@PF zOSCEW94lQZnP?i&USlnK4b0Jr?fV{dZl0?zmTjEuECKfN_CG3hyPIMeW_=DC$$~4- z-v8L>mAjasV}F?`GPhbzAYvS3KSwngHj#gfW4H_k9@&_wI)v6nRXK>PH~bDYAn))y z;0P=-?YL63pGHD1Y5?QxZwI;p$KHK#d`seiQr~6Fk=qiF88b)+RCXzS0wfZh1&lrnfNjL?pJH&PQT_#J$z-9LP zke}g~+4QjPFce(}4js@V`_$qdeFs97?Qm)V~~enx}YW8v`$;G+o? zwm{3%)erJ}rwNylm1!}*d@#t$?+D2T9?B6qIct1C->sm5@tFMqD3A@j_yZV=j356~ zdfu_QIH|u80x*D6rzd_SNr;6M`ZH`43ByXoDaYC4uqY*SC2H#Sg{hx||Lo*jGCL3IqNOTpmET z)tM>^Y(hbFy7>+WqxvhbFJG#qQ%fm3yevI<0xJew$7#Qla|mInvG+3&3iZo8eQGz? z8pt@;98pj0;6=@Af=f@t)#%iFq;KI)kRLQKd6axnLN@ty0P>Wg%>7-6it&NQMx|lXf>+*GoZ7nIGTm4aY zPqlH8UgB8naZL=Sv?C1otS*a}s#B-rnJbv*%nJxlX&#!@RtzQ}e)U8vxH-7uo4YwA z6WV?K;m9K0?NL_h9q!^9JG347Xr#$KXKwlb@I7ZLPzaZX}|Q|n#> zrJ}_u-ScWft959Yt3~p96Di`RZvcr@>(C)VZp$`-&2nZr*6&aozM=ZFBjBXLT+SE= zvGw}oa>5g3E}x|3D-!of!FcF5BxE)++ydg+y}wg58dim5JiKyvoZ&T|O(x$S84K zUgczz?p$7FWt1-AO7b#FmvDCGG>Ru)MC}4({Q{TQ_K@XIAlYpj8PJzLc-4^sed$A` z3(3fAK{CMYq7aKkixwh@MVkCa!YpaevE&Kr}%FARjM5q%yuSBN%JZ=q&LPk zf>UjZfEj;9lbIA-sr-eEvhGOY81%8tY>7`)ncw3I5z{d<3Jtb0v-%1O-V{?smo z7#A0Am&$opn_++O*0rJ{r0I#nCaz_aWaP{oW@;1B((a(e#H9J~VYYeg1zXIM`PLSC zcd#p{4A+@P_879WXbDNHj2Q_PiMh9zrx^a_-F!q+faJi<>f=xwAH8Nt9HZu3c z$D}tt9(?!u>9Z?&YDcbm*Gj*`z4Mg!Q=}jEHFI)6BC#W!9;dUcJCv_ z7WU)PCEaCti6_vT<7tGFi^|*aeN?)eujJdYKJrw~Jcx?+f2i%;fCdq$FA-*yw*xK_ z9!Ev92bM1T`9ww6UOsb1MP~+-E)8iZ%x^ z{CYiO#JP%Psm14%9c4fS3-Kr68Mwq+;3{=fd_~#u<$xa^7^^A&y5y4bb`q+M<|;EF zBJo66h{vMOD3T;=h9D}MB7sWK0wy11`A^>GI|GSK4RCLk5szKrVV$)&K zqnLfMm2tK?#==l;zSx`)YKbR$;T93F>ueVMvPjxRjSo%aT-pA79x>IFsA^wqb(}Tj zZATO*-BoqGnN=ujo;-?t8s`Bvaa1&_;rrD)xQS3!`%={A_p2PJ5$3DKxZb_#^EIeh zI`BDi28^0*If7Gy^G&{e=rWHJr$D|PjhgMhdIwP2QLL7gAC-$>2rod+ou$RK)4Q zAs+zDq)zK;umTrN_V(Hk_4Sci)uqzZi|s6iqi^Fkp|v|jz>W**m&Td1(a=eq;o#KE zuL=^HJC=47BcomRqh^!4Po!$??1cC{b}Sdw(0d~`(?toWA+%oAbQ$5!MS+=9_sXFS z!>pdvMEK8NJ0qQ}B2SBAq)J&wvfT`7uu(a4ICPBX8)BRGZ}2X_o$EET%l+%WWXta; z$J0qDrkxqp!zpB}r_(Lu!{jtP=G>QmGdV$}4wV0L`6DTCbs$o&$L$1~}qy`RBV} zr8V&yufw&1cfoF{6Sj)KlE&dXUGO2DX=Sf{@$Zubneg+<@qx*MvPBEPX;6IWm1_6s ziJP+2Vb=I`Qr&vv085Fzw~6=K+Rfl`_Lar4-c-@TDyNsh=Bvh;yXzM6q;@uJUca{0 z1rPLdf!d5g(~E7TitX{~Gt-N`Y0tH=)$^@PB@*xbG5ZOO*O1g^nY^6w)gXIIUP_fSDC+?sC?iNcVj$#~Qe{SY`_-k40L2adrBnd{ z;2huKe7Y5#Q{&V zeBe(7ZgFu_cR4&>{DDX=C~wF7qr6#nk6HU$e1LKxW%!Sf=yi_~Pya(r9?Ht{N8-45 zrO(sH|4nUO*-_{3dRCRUvr%R~*v#Zg9x+MZ|E2|YEfb~8ioTD9~lo zBPx1{MawwckAUuJzflmJYB|68`sxfJl$B4WxRnN%LNGq9g~*A!&oK1naKrycTp342 zBT$aCS2*^Yqdxw?s?W_NZkG8n9ih-eNsYK<2L93Y1o4NU|E}Nhz6uIXd zpgTC)M03I+T8|TK;Sj(X*?(!dViYOB?GQ-z*#FI3OP;6`CLM z6jRwD5L+>Nii#V8^300WVa&}#P@eo+^1c$nN>C8&0>bk`XgsJ)8DTil6T}4JeD(Y~ z5ZtE4(I3{ ze*Yj&q|k%$_i2LoS)Y84*d;mRYk%HzA2vJ=J{Q%%=OPhsS`&M!MPE3EiZnhG(vhQMZU?Mtq3_E(!@FON9K#vU3 z_UZ23m8+ISRI%1PJ5{YM}2yq$ACV)QvuHQ&R`-ZheyzheQ`{*&u434-J4|UR5{pxT$jF%XxELj77g4krFr1|pqZ=n+qZ8#L$j%w zy$^{gy6%!a@3=sQO>z;t%g@>D1i1UPX>MNE%zIpPuH|ZhV3~*J*LAj_I~NMH0F&2& zcl{R-;pZH`D6ePfzd}S6ILc}!c*M&zuk9>#%~6czwL1mRaJ`G(R|c zt#49~$J)7aAyaO4J4{>$iD8ZLIW{dfPeIU=A$NSK%_(<>(rrtW`t!d3__PQ`Yrl$M z)-ChJg7^!U1+p3$SiD#3Me}c^2mt17hhvY0Qp?M0zdcbZPsqJ*?~;*TU$L+?CdX|y zd^^T=DCpaxmHQcZ$|YCvi-!WQ2;Et`=TMBd%5SVrGeYTq=(X+>mf?53Cjj3~3@hRa z)pqp-$`$`cWjDIDTTyAr(jkCUqA0o8BqC+4X=`6C-aehd_V}hHq zH7#|Udc}XIPwSdY;(;>!Sxh0R2q0!D&YiZqKsg}xJgrlzFw*;}ilZ|w_q!)T`1TR0 zc=HrGvg0)pEEWPgop{^i<+LiK3viuVhP56d$kkSpc-dwP&SUg7_Ksemo4OX1o_t|u z9e#yxy`Q&Y>#K&$+YX^Ksv?yZ2x*Xv6Db?c7YRD73+bg9Zjo~*^==Cbu>cDX#bbF= z7)oO`JFtfoWV#sk9x^{sKSIl7AIvK5*3eN(?A$G+EecKEaF%X;7rQ_Le;%{Vz4A;g z;4Zrga-l~l#1?1xawNfz1CbniFVdhPt89BDZ9u8RAYP8}^>3oqr*n7w)Jj&?NLMc` z6l)N=->ArO-Ofp?+Bg1C$q;GLbCmT^syv$2?Lvi)E#{4&&`1uiOlP^H(r4cKbmD+< zFCP2oi+jhPweG|BI^o@ouY-mJdOO@pa*GZwvtrhM*jId5y>VK9DzVNx;+vTH0SPMOh{266yy+(^t6bYWX71J1B7AwDjFN&pIWC9y;E?v#1W50#zor6V@Aob#E%^C? zICz%*J2;Aqe&neK6}f|7n>d?T(|Oc(*1UlGxux*2o6@0Ha-U8fNHH&t0?Ag$9*JIw z4?ypaKyh{5RY@niwdGYj%C^;bz~yxLxzlLDhWq{25AR9Y6LMzbGa3M->b(L$D~usi zp|>}^@I#Rzz`2-fcsJsHqv#l1O-*V@s^4ohwK4I70dKiyO@svHE^orP#A(Y(2qlmR zd<9nBfhwmldnre|cKa5)1Ggu~A9OSp=}&FPzw57^rk}bkV*;gHdkw(x5^cKoP9_i+ zmMOUQVb#stWqgpWDs=Rk)IlPC&-<>hXP6o(QhE*IIY|*~U+y0%*%K8XEho zf!O!m3Gox|O3G8h*gfeZ4^J7p2>@rEah>d&o-NMf7-<#g>#iF37rV^{LEpDufqwz> zM4jBF^1tEliVG24y4w`TWZ>T)5P15VVlsAm0EiYOMIqfm5V8h@QokJXQVkbGsTXtK zE`ng}iA5ayg&j0uTY?m7z^dSK86>!a1U!%c zLX2G?Y`kF}$Np2Oj}Qu0LoyKhp74p|Dklh*59PYe{0lig2X^E18*dJxR6W0@!&rKv zku|mZq4Hk^&sYG6Mb{5`ssFnbIM&whR^}i|ediZS-Fpx@)BKwiE`O`>cYh$-{$E4o zf&l&c->mx~FLQsR=y$np|M2{Uho|Ja&9evm0@x=ObGVQFYUSREoI(D=!wVL11W64w zqQPWCJM{kofzRV`ulXCGH&XuV-{Ha$T(=E2{~ZDkwE6o&S5|D!lgy{s@cvL@qH0d7^tBd1tgKeqjgw^(Nk!GkOMs{ z)_}pTJ=L>s3nJ|MEr^!pO))WTkVbg2Hm1*@w-GcR(MF7S>5TlLWddEJ_5_wvoOqR~ z`er;0uwqQ_Wn<){LS|zeXd9a6#}7H@q|2tkm@Oy|dYTF^&M4^aoGbV3O5GHxtds}> z{Jfy2-1zxnBrbdn&=TaSm$IV|HRSg@(V6;^ayc$a=5buj=w#^YY{bSMkgK8aA80ry zL1hZLmo?I9V%7N2lHzK3el;%eM(l}qJ95TDc&JYNV4xZ;mSdonc$mr<#}sn>*#;WP zaH1z6@4S(pLagROdfOVfhowrvLtBxNmdc0}rb}f)%d%_~3N2Uu=8`~|?Els^@Mqtu zuDYxhH2>=rA>z92edm9@B1g&cUx};>1D`=X1e=RLnz#9vF;FaUt-73I8$%Y=M& zkjouz%H{BsRW)AbBgek_f8Kg%m4*9*zaHHTS_`!}hQd_yzPv|mIQXBhh-t`6#(xP3 z@P9}NV4}YH>VLi@v=prNJ^!l!j;_4Eqy#t*woU!GuSnD_4FzJ+k9+IuP2jWbXu3xbz_puo#GAb7bvTo#30K8M0CheFt8 zu^I@w90y{TW5HA6=@ga>V&E~Q*Xn4zZ!}^ zE$y;#!Ai24fx+Y{B0mBJfUkxC@N_5uydnw!Z;ArIy;Sm4I>!XF zpRf9f%@p=|I}<#hnD2|N%`~AxNeKN&9o24r2;$B(`j2&D5MS?w!q=mt@b$zfe0?p1 zuct%d>s3+s`g9Oqj|bxGx&HYM|MwdVWQzTtci8fM0$m&n9!AS{UDfKDNa7 zY3x8PH@+k7aETwustL|6Uy<~({OeMq#Ol+n;)Lqlgjc|$A6S(iR8Jy_`m`tuS{adv zyN=%{MLlqrq+Q z@rQ=796RQV>aJUg-ltNGZy%fdFegxh>%fqUa*+ob1zQESv!1J2 zsY7#(W?s&c)^98B#SUogn&irK6-;(6%}!6Z@xJvcnjZFC?VK(!)u4~QIy_qn-&^Xu zYA^aGKo9P`y3wuJ-rDG7?!+jPKp)E}Bc4!I+=632eKfScaBAJ2E3tZ1&=Mb?7!e^Z zXcRY}*j(I@Z(&3`0F=ta{Ct0GnqqEm<$ELCAIQTHlXROt1%zoyliS@garQ~KRd z@)a$g3B`Mi_eYTj(Tmd`)H0;sAG}`d{?MKwop}(qsM%}#VfemlhIH=G`)}9picZ}0 zdMB;Pn5ovozK93@xqcXb?~ORnUv$kJ&#qMRLL5i|i@O=)nclevUW>c$*EGkoy{it6 z7l|@tl1`Ei{1!cWcJpW*)S}zVWoDl35ofC17t9TaCuTI;d2coQsUO#o7e!KxBW5&) zNIMy%Qz==}_gl*uoNjoA_NIS$+dr)u7*TL=Pk3u+?pa9$iZrO>SozWPn@Z_zz_#qY zM!Qm~T_BEHMV#yRA?F~%+@53{#xHFS#07?6_kRmP+%25{+e8;!aDsqWmO#T5RS4v?Xs@3leXFqe&q4v zUhEv-$WJ^!NMwIb}vOnq&xO_Id~)$UIn(p!=9?XuUd|J&>JH0hERp#CR3%qq$m39Qm4QS zJJEQsrx6`+p8EzZznVo15x#zt^aZ`gCi(=pH+fzXRhMI(G^sno4sc#4i&jel&ncSZ zCn8kFQp{zz`u$I1I&Qs^Ck+H-4btugk7J+mMn;5Kj3-4+3@1xj2u`%$5t`(gCXSls zGlwr>y(DdFKKFQ?bO>#Ty4_HE_!5yigL_j)u*GE>V?yqp@Ln9F5q}PRLDoG@HR)TI zPl(<3(MQyIH^6}Qwj~cFE5; z;y&dQ648!Bdjz=}>>8pM#qd8kSMGlpZE2HDau9v&%X{*W&V7&c=#dvmJ)FfR)$Gy~ zysAjf-I1a=_S(}^b0ulj(K1BV*2Yqke6VI$Ig^?OW9RFt3ud`dOTns9<6nV?5#Lr$ zDEoMy`D8}nHHFMPq&dRzG^P9U>B133BCT?id%zRJ*(;3~8LvMotFOhqM4y4UIP;EZ zMQdi_ycney!%0Z?GAXlFLaSD^V1+P-Bd&YoE>G6}Mr;$_Si#6p+et~B`>fURrGpoO z?hOxm60SW?lrf9jrKy+`cGxA{2fD7m-u26vzrV>w@;$XUgWPxC1GwZq{_@;WT?|Qr zR_CLt(Sy{BOye&ue9XCdPX=*g6l=%hzGP#taYNx7tQ%5a;2jfl5{hnit;M6W*0MgC zgrtki7QJQ#N^(i%3HRb7K3ml;f4p#R$!kZxNi-O%Y^*eu&FIO;o-cFKjO|hqwgt_~ zM)^yJCO~luuo@#(@!hmFt?z`7C2tXTV9WAR+6%4OM}zmNeecUxC)j6R(Rayjmh(X@ zl)LC4P8G0jBX||Da4u`|fPgn{C2KO!x~`*aZV1Zeq7s4~EBv;()QF1^9A4bX`LU$~ z^p-Ol3oYc#_Nv*C-zRGz%DoqB#}WDb5|6<-b*6@-37L}t!Mi799P3HfI$yk|%!nLd zBQHfGeHDcFBs~X9lb4^LN1tl?aaWX*OQ}O=Nv*!hCC5i%b7S_i6mY9#cRANX~*7PRr1oY z=#pse=zyfSMq*C*epWBN_w#t;5rs$sAfU7C2XMSK0iya{7~J@P)BW{$30J8imNJ{g z%%bOM_LPyz_JKy|`*M6$=S zt~eP{3;i+r$pF{@-HF%{?jGs7Dfq`esaBi#R0amnoCtXmRHj|*(CJK61lR)Ssh_te zx%U)YmutV`iQSqKjzdDPwTB<0C`AdPc52N#Bp3IYkaOhHezWSlSR@rm>(oLK;v{m; zHzoxw7t9 z+ZyHNPJz7-i{O`W89^;WRzHW`rVBUiLN4ucn-g?1u8=eC3ojrT;S;^_iv~uNoP;Ix5m429ldH`FcWJqOxfSQ@dJGAAL1jrK~qMcxakl z?T~-Y&uc+6+KjTi@U~w*{aC&%{K@iFVklr{^@((k_u7`3ba|CUwqxg9sRpn_)xb%5 zQ>KUxI5HWQY7U4o5V4KcId1kSxPj%^^7_|6ipa}xhaFDH1Trwyx%`we2asMn_1B;I1K zdq}~JFgifw(&^wc*XUecP0sJ4kDIgN-CV`T1nkM{go)R8#$r!x*KAqalnxOGZX&y* z%oD;>DqBpp)*-tufSHeD9`!IheQSn3aqkLXeA>HWv#g|!$e2MKZOZrp6Z+48+Uyud zJi6>1<@mTS(4c?YK4|?L4A;KDR-;4j>m)@yJ~2YnC}CYjR4ZX!V)W%9b~|_L{Z$>% zB%xA1l2f1z6@+YnVTeG;1}enF5f&N1hJ{8!4ta(BUn5@2gHUxwzvxIg+u|>n{N%Fu z#K@IOv^IoSfZ6z48vjQ$@FZV!Y_%ubX43?!_ERz)8#DRHjWN;OHFbNh4XdmixIZ;Q zuFY)h>u@4yT;OAO5zAp(wyDdh7SjU57Mxv%Lz+Vad%A+%cjLb{7n`$709rY1Ds6>x zZ02iEW`{;qJxZl^JG%C#MMPXg^!eX3v=3{St`-aF#49XFlh$+H^Dt(wOg|ORDtaPYLTl0QU@%{VOlIZElv?yr= zqYQOecO=0==-9k^iV9JPC9v9AYhj|TU~*&H8Pl*))R92kleT|KqJ*$pl*)D}aLt5t zyb%S#m1$60zk7raK@h>v=iGa&s!0_1?n&9(nsC~RurXEpbk`1v`S@*BIAul1n95q( zZimNw#kK*Q5riJ9t)&xzU|l~DtV`?_D6Pzxrt7Tap43+hcyf7NG8JbQH{xPwjSdec zqzY*iNHaxZHcV}VE|kpsC8?;38K6*Mhf_|2vOFZJv9g9a33&5hOU;(|K+Zrlq4v^djm5HzM@$2kOorQaSnv6Nb17 zq)Gg2Fi`IURtJ987d0&%{+s$v)ZKc1E(3DLcv3F>Mns&;reDze#JI+qqgRD30#wL~ zI!q}sf8^ClE6^E*)lD6TE_nYVtPd6_X43=}iZ5`Dg z7A;O%s6Sko5ajXfs<*)liFS7 z4IjG2R@|lO?`p^KX7&kve%SqTW7A=ufUC;)yJ+4K_DPlfgql0mt}nRaybO6i)&8aHU@3oC=zy>tB6LW_bqCyvbg9}UEM zrCU?Iv7Gnyr#4#OE_W~3xRh{ZV=Djj8RgDQeWiOgCO>>BL~B~NlE_L&k>B95#+Lhd z@x7WjjwmgIsHiKvM@%VKG!W#g5oMa+n&uA%-!1?yTV2_o%?>xCp3iz(=Ug4uv1l8$ z47>WvC9c>#)DOgM?2s_D+9f>6P_)Tgm!ogvy&)(ah;JDr?w&?g|l+u)l(R-!Q z?oq)o(7BVli5QD0{fuKNBofH-=!W6~O=W2AqwJrTb;Fp--a!@J61iuHBTug9fsFY-a>p>+m z6Z{5L3NXPnpz;b6{5DjIGr@JBl8p(j0F@$4a80P>VS=kdr8E=V04gss!LNhm5PqOY zln7vv;(kr2-J+h3fWjg_R24@qT~LQ#(GRA>l|qS$r2Ks#h~D`&RI{bi$d{sdKGkPF z_4mPdpZV{<52AeLqkbRs`pozKKCrpwERsU*B&3~GFEDgIut)$k3;>SPkAdtzJAw`{ zk^R31UGcGy_|-<7k~qHk*LjYe3mj|ueSjZ0*7EDX1p^sR6K_mUP8)41nL#h>nqSSJ zvuqmVH=pe@pZ$x2L*Q~o2SCP(&-}`NFhIKJHRnnNb8W?X?Ad|qe)?Q_0ThSYQ%t4A z#QGVX)P3stzE@p3j41Jzlk275hy{+}29CY|J32w&SoYu1@dC#(fxlt!V9SB=Mf{)K zvoQ*%7aFL?@UX~_U?oIGRLS4q*-vJ6noOBbWoMLU&Rjc;V0H{q+n<~!bV`kg>#18D zuUhX0fMgQ)&D5Q3US~$Xs>R*JfT~8rqYd`mdyyO5cN5)L{Pqm%-zDlke&3`6JfJtM z+}x=8{PEEj!17>B7=D`#AbBgKz{U`y?76f$GDCq3$R)aLAdR{;9`X za)F`JZK9IZJu%|Rr|{#13S*ia|AJKud?8tTy68RTa}OqcXE3*`jB)uNLKg;nX^sC zx!#*Xmy6%g)yU-0-xg(c9`0bCZS@qz4Up5hB(t<)URfZqmYql&@y(jIx#U~Ob+&sC zUuE5vS)fAX2Z_$k0cOLkO2y)>KfZH@v_98NcQ<|CT`uO~k$iPr=k@kJE;X&hE6vc< zjV*yUeaCMUURl1*5&V9MKC|+^yK$Iu+P-UoUIkkw!W^NCXYJbFQlwHEv%vL(nJsh7Zq=35ffh?zvGw5W2Zdss#P$5!2fB|&b^c0-i zepNyUAQAZ47M-AvmhX0z1wQzTp(TLS`ppn#f%pDmY*BZ*|LV3#0Ld-O$@_DR=0F3% zUt{cq&OiBGOAu-M>$i&lk{*$ifk_UuhR&<}rV1iQX>9Ytg9!??DXjWCrM3qeeK12o z2k2Yi*oRK+rHp}VA^Oe(vJqbRV%33lQ!AmM={svMARq9%I?qEnN~^*e@hc)7CY1C) zI!qZc3Hhe-N}@^hv;M6Y0P03V!TG%cZB~j2CbvtcF_F{{{s}Y|$a_P&{!KS-qAc*@ zzp36#-TD1*PDXkxWag+jB-nW~Z9a-UmN~L__k&90JJCeP=~om^K&Z&o6wtj|6Fr)$ zvY(erST0OB_O}$=%RD)Ha>8)BKI!`Cq%&e+k$KX4U(4~K_tpX>`2&{B=GI2W(>66P zldK_2%?hWf*EZv+0$ZuCYz>2y)2mvy>zrdAe^8?R#H6vJnyx~fsitW@UA=VT*(>L){oCK)_CNHBNpvez zR_Wtb;}t~|(RnWin>n_Hz7e$i%qlp_ud5>bNQBV-(cRK7*zQ;KHzPcgTZb$69go9- zIUevW|M0G%s-)-MjzgUEU|eMk=>YKrs2f9|!^-M~B|mZ^={AO-g)JK}f;lcG!xxTEs_^1Tppsu*M%`khg;zM3if zcMh}_wxhcUWjEXuwo9N=PGS2QR6bPLeg~EJ6t-VOrL)3zAyg_WY==UnjRLq;3@r5& zz^!6niEuu_V&~6~gm#Sak=ZKr(CBm`Wh2l{9l-^kt%ZCDp%iv#JtuW1r@tnckJYqV zJML>>8x`WZDi%2)h%ER`Z4PXs{@HXxM`1fAnVegEn~IMDG*(-`D%qIH#s2zToQ35U44X%Cy1#zwH3jle{p!_BVLR1RI!3IY1t19d)Lp<*1M)rv=H_+M+UJp|;|dMx~&+{@}Pp`~}}G$q3P!9SJsFGKO1 zVt76;gu#OfS})dnPf+UA5rS_j%I_(vltjkwM0DJqzk50-A z3ns7czZVlwlRimfZf`FAxHlAax}R?!O5mDMH@3BjJs9OprFN2Fa34;s>?-hplQ+!L zY4PFrj;PK>5O9_y?c2)^ZWcaiSDR34+df8sfeeBn^MHeP_C6ZrhLBA`xoxQs>r60w z$Vez+Ko!7OJv~*{udaho+w`Ez7eh$c9j~S$FEbNPB}GZH>Zt43e9}?T9T#P@R~E9Q zCAFmq8)GgBihXi^k4Q{{UOWi!v1aRRtylTtv9@32UK99a_r|KzxW`&!GoGt*iVR2F z>!!Oeg9y6=j|VTLYdRE z=cnw~wu7u6V`??bf~%6rNa<<0;?m^GI&wsI+sTHke#Cvar+Y>39zAaH*Npn8*^lx3 z3T1%`-lgu->4w1V_`!qSH@={niNXurGb7;*lH3A*wueZRTL zTxMP-L&Y{0US?jFak(FnUeh#s9aG#CA%s)NNWCtTYLmh1dLl3Ft@CS5davsVzg)A} z;0Y1NacsSrW9|67{yxsehsg4VJb+zgP79C}N^}o#1c^yDnkCk=WJqA&d0AJ9U+NfyQdf;(=w-A4wQFGmH)C;>Zyx z3gm*q)?55>fOMShQI^TtL3`ulx!O9>G}8V*1Go>*1Q>yS}df`*2R2}vFQEtJ$j@ql2IHfQmGj!0m* zK*Kq-TW6ax0gJdDaNAU_fCw6Qvur@=2xC zTBW-{YV?8W?m+#jW&yl!AYOQh!P>bv=1F_0wjY)|$MvUJS1(z-U?RFO!&XE8^6SOq z~}irHLKiy7|p`gwlHv2)tVD_z{Xa$ieo&#ipa`< z6Iex1cz4yiwbZhC?rlwR-{HbyK-PZu4!n$|qK>TW)4+7Ha|BC8HyMyx|1O~GmLeQ+ zd9`oqnBn&L+RfdVDF*Hz?i{0YH`j#gU;9!HM|odMVO`z212=r?^5qyiWs_h1soxrDHev?GB1d2o**W`k_&TGHm2aFYh-@&Wlr+7 zH_x>IFb7qO5h33E1lOB-V@4XP1}e7BFOoxI&v^jNFEac5fi%<6wOl%4;qqKT>{73# zssB1iqL+mcm1(pb>6XPbS*bP&caF7i7j_ZTZvK$vs`-=7k^bA=Y=q2Pc?uS@rYapR z%`wUPde>(6Ju9}iz+~4Ix=jOd zkujMBzi&l!4SLHYAB6)xeO$wXxJChXn5rtD_U=H$1G*b{ieP4o{6Ht|TKW8mWangGLL)){Jc5*gAl&78d_p6_ z0Cl?zJkvtIZn2Op?FQD3TxlCQOfci)3RNACvI&g}-51I5q%cxI?786l6o%%P?w$EY zHhdFKtL17jFdNq)e~7HbBuDu4B??DEr4o+H<>c*V0%x>X{%5vS^{UE7yk-t)PGX@j zI$4}_M~b=pP^GC1B3dvbH@>MvLmu9%Xa!On{s>h=h$h z2g;cA)n@p{vZmK(j2WG3&plhdOVnxvG)s+>YcI(|v z$zm@bkqy3&ghjwnqfgNTBHfeZB-_4v>DG;`2(NIn_~k93rAJlr1$I9?3PTu~mn?uA zhI;LIU8fn1VAAQOJY4%)rm^7c5(eS1Ao>!L=@M9(qiEXt#pOoX==v0~XY3ud2nVwE zDY44%S9@#}8}xB?VBQJFX=ZP>Z?>r8|bBrTJUbPZraH9;}|++;ud38Bicf<5WBX+`Y@HOE^==JW^aRyJRjI;&&z zVf`jlqDB&9&-q85>6g&I8VInI^kHLYxGw4ME*Zq)Mq?`(K^VX z7M?qOsWM336K8H6lWVfEBrq{3*Nx-&+kIzD13&a~^jJp%e+T*^W2_W6QI{z*#JyHTf~3_ZW+_Cyi!0^f6i4-!?Al)JsJ+($Jl#Y)Q$Hbo`ZcSMDv4yF(o<469@ zRaZLL-5UGc4#nr@n!C%7M?0hhd*5DF`zo=8Y(A{q?z-(|sDD}1aA#l8@bS&j%{305 zh0|DLxv?$7tK)&5X_fG*t*A2TagxaPxjB7_z%N$Co}XDZKksce!~_@i0yY_6Z_2j% z$Amt!647I;T8+LrA;7Nx@p6~jEzjm;k*e>w!U5xUJvMuU)K@p@RX;gS;PXT9o$#1$lun*@FvpiSzg5EFV8Ibw>Q4f$`vF z-)=@j0YsiKK>j#8=_J%j+~v$u2U}qQh7g09${h_1p@fPo_9r*w+8GxPa{nnmFUvn> z=0$aSUKBOtU(%_e^7c|eo&HnK3itu*KjEQE(+CI5GuB_nfzxs9v;$vh$+HB`i}ttniycjr2n+Hk@5H5#(&G(+h^41y>-Lse0T%`Z-nn{@S zFAGel#UJZSBGP|a2+&zrIvYY#hK?E$qa7voa!`A=W<(P&j0cLhCx>vm2wMlbu@|xZ z#c5WW_%P{;!iToTd}oN1L($b8Xj-nb(NR%hQEU4~;$pQpurs|!OJl^ArW&`T!1N1Q zMaM?mz{Z|4y(VIa=@%P{iFuO_Yvi3f6FvtnTK8M6L{Rn|AX&yCLk+J44bPzmUceGm zpvfyYO^t1C*&*oo&VtF%VW5$rR?4qit-y$;ji>Qc1cOwa&+#Ie<%gI|K3RRrzIvx-IT*~6eTtkvp>r!Ag(>v7uMf;19cm8@%7J6dh6 zFpqY~nb1I|zAkb@)kl4MAvN;)3r@W)DM_hlO2OzFFb-jH%M0NVqdtseHn}^83V?ZOm6QoU$_sCGDzv4cLD>NN_r(! zUNcPM?V?;z+Gafv@Oo>I-e1qEq1KSS`!j~5lomkGl!*#;>g1D!3xzrzMgPbH1u`YT zY4V2xnTpag#X=QE9{bp!Dh#84iJ6%#sIIgiZnMHf z0YMBj(lZHC0%PJ*`H!oH`rFWS%2P7S2aCvmfoBf&dESEGf~%~767&TZU+Db+&&yy3 zk(}PJJH;nhqRi*~fZA-O(a(;$N3$&wt%0x*>#E7PIghq@UneYccqH+q*qgX~PZ^Gd zE;wimYE%^I+kFo6*V-M?taxSL3lvElu6BQ*w9Z;xk@Qtnsc~djc&ND5?cf}=7LzL6 z&FX}GT?i{^_a+|S$S8;3!?L~~F1#XB9y>(R!%vnx##A$hJ_wJ_J%|_bxqGcWIbK}o zU{wiT?#e0gV{5BJv2V9`8|DpxRI5BN$uqq0fi9$PLO{=)UE$Bfrwlmy{C41XQi!1gkIZUF}OHF!t4 zKne!My#xlul?Q|3cBe0}!h;Ob5DN%f9xxPavep+iji9094g?n}1}Wp?L5z=F&awv= zwYZo#L8)MT+=~Ily*;?t&&6boB8*}{@^f%el#7WLMd-%(co`y;xz@wWFCU>t>?w$b;sbOa83_H^Vz2=T|-Gcp+D zdnowM@lT3zo@N3Em{n+H*4go(7zLrk=i5g`xs~xza$9^Qr~!5 z!B10=uS3Zr_ms?1i6nEUH{hy!p~`_WWQ!VT@r8m0xMG6&7_X7JYL4uajLff2AsoIN zxPs~6=h}`9o$8;~e`0SrYFksDt$9ve6C@ajI~DPQ*a%U8-+2@ij-+wqLjPaY2_uBH`jYZ#qo4_rQDEX?qz~b~RffRnOBs zW-o{Jq4p;aZx*{Jwfc_`2$mSXIceahxO9CDU~PXn*R=I8xcugiSBNI`E*W2c{8xyt zoHOU#L8%IV+5bzbP{!!-%W~PYTey}s%+zrIgjDl|tMKpyP_X{6NR;z1c%;EQ$T0n< zMFJ)5LhQ}USsuQ;y4T)-k!%6piD1}6`Fa0sj2sFb~zG`}b zDATtTamjQf_E#4?4@{X2N6?n7Oiv^+q_QpHbT(@#UW#>^aUcFT`s#?;ee;F=%kQkO z0w~B?Ndz8AYa|5uOQgat4_g%?>u8Njb&Mx=j5{QQe@w$i2Jpu4zomJXUhCQFwxOpv zc6h^BRW2y@W4ig)#`dC3F{S>65bU zyVuN7N}jl0mwzpeTgt=H*sEn{xy1u)%w)%(I-6yTuN+-}z_Nfxx}&Zs9VIur%lS^z z?PWk)b5~MoyTA<5suF7zlPn?28yFX2X4#p=QPd&r+Z9?ahb6v8Bi~O4M=AGUhNRhY zpm>G;yIUn-hQQ~8@c}lE%$y6nH?M^?ONG8aa^2#m}R(n}_ z$xCHClk7%d8Szc6JSib^<6|_W!LwkTngVtipOD1rSi|e~6>j8-@%y=hCdoUiuUd{0 z##`E2KJrCO+~d`FS{M2*WXr)Kq5#mzM#7ad*7iW%e2C+WI& zPGvg-xrbpYyMsPFi*>k3bBG5qj3?{d5^%Vw(aanI@w}pCbzhYeG z$9#1YG*O6oR`^?kG%!s3{4^NB6$^~udMojr);u}rPo=7Lrq6eS@w@TC_}xli{O-=V z`K@htc$fj{tDD>mMA^Jlz%`0z3@?(uBhkU2-RRUhJk;0Tpa>t)A3lHxIaJp)QG^fZ z5AUN0)Ytk@gi`c}`VaxMUmFkEtJ6LgnV0ob+;l}+Nmy z;AMn%=}JvLQP1NY{RBXGZIg1mykI)fNQTBgSCp{h=10;A{H}xdLK=X<#f@hvpD8`| zVRwf5(;j8M#thCa46?mob_q*o3kWmJ%q zq1T{{m=R%b5RMRPdAjjk^!Yr5NcyxNJh;YU!Vz!{Vg>U_`Hy{*(A4 ztoUKXznA_n(enuEB-o|m_xvzHbQJj-Gz&4C;yD4B=^vD%!_%Ml^h}AUk zE1sGd>|F7*Fzglvsy&J)RgU5ngS`De$kzt`XyPOR%RL(aN{0!%@v)d&3I@kSbs_*! z6hsk`axj|WmTR!mKghQ!ib3+rvu;rpl?%=)-c*FS{Xtf{b4LDt3+8;*UJ~k7V*zoJ z3U=$Q0(){smV(Hdeh76P7!BeZ5=KzWst&9EgQxQZ#VbC49~N>p0IG>T>sgZ*Y2X#8 z)q*|ygJ;-R40eY+>jVmW0yFh1KGBEyol!&}ia7}){~dTHX~wXcKgd?QXXMaFFrTv? zQMGO3P-KMRI~aDcs09rE2hZX9S(831nD-w&In6+1reeSjW_Ct~!X3d}pA@eEK8Tt)Qh#$2Z)|TnE1bI6z`w9gaCEv3PLIghW9V( z)gc6^Pgf8Xzo`GAQ&eu?%Lz<6$iU!bqYTWSss*Xtc?5Uz&puJCKh+EM0uA#y)S6Hn z)%vHFAwVsogqM(9Yy%5got}-KX1vu>)_dqLQ((FzBB3{ddH3G z^4~R%>|fNMx`uF1hy6kQscHyN)o>AI=|87|>gG({*eJh2mkF~4H3!sp{A@4{3#e>=4HHwfFSmT#{3g zd{~~nB{kGlFuLz_KYb)-ur2C#ti+GYCQtaeQZ8Xh5!9+aspWAaG19`gQZZ}kcz#(3ic)$H6kVe+E^4h!BR z-G|lBwP&7%w6N@Obk1CFK(l0FBVW?H+2Z%*J>`4MFMM8F)e1T^meVe|=1vu$SxzVLN|q{SZ{Z5EQ2)|XXEb=Sxm zt5mXHGi$$}h`Ell#ME{&|6tJ|BSa%3Rc86RZg5za_#@|6JSOqMJmDv}^5!+I*IzIb zK5=p+ucCY@WKkbpx&C>rtPHVhu*#fNb&awE>jsAQH6J3C0E(Dl=@*9! z&T|gx6mhj;Q&BxlTM@XIB7+;oTi%J+ZThqX_J|cd4vZ;d8ZGkFNU;BP7%T7RnmC1> zJd$SEhdmjVmh-V zVXv#y?ttR2uMk{ zlyrB4G}0YIhk&3cL#Il2cXui!4U$qrO2co!_k73iJ?H&?*YgMPTwJsFtiASH>%Q08 zYtxrnN`J6qwYOyZmI>;J%=1T!|MBdN3WA!hImvoND z3+v7;8*}b^f-pZr72SF+I+Mr=W;R{AC*)T|xMe1&z>+#mAWI$Oyxl)}0LxIwFZ1zu zXJ`4a>ML9rZsZJe77wnsY8oreY@wWV%DMDqXRvr=hlIQBB5_SD6Mf0sw{At8mUn*?zGm^CBX9M13FX;fG#p|M)Q>CA} zP3)guefvfQR;-qWijxk}w(ODRkCrr&_sd(7v0_~XA^jYqvHFEdr{o}%!S>-c>DYh= zLuU#pjupuw6FG?5_woCm!2*L`?>+Nz7Ny{4-d%vliIWO#NDvP!odQo3{Xka_(PE|` z#T&Hz&XLiFm7xog_5o?v8r# z6vfPk)q!}e##wNn5mmQng}B?^lcQ6cQfe?h%&j0)6ce98Io$2(icXfz`5xsH=~GL{ zyei^+$%f(!V%zoJsy$%7#al}(cO%4O(mCWXSdi2(P;d2_7oNNrV)-hf+_1n_cG8q_ zMPAbEs7l}m!v5s#aGoBmQ&P*Z^fV2-Fc(m=XfGFx?37 znAtzzym-vUEcy+Ht`kRG?D3;uC2=t#G2Fb0$0Rb2>M}YqV2R9HoEG~-lR$!<@<`9+ zWM`Q7M%u0L#v|&NCW_2S?|U0brs-(l9jSjURyUvi&ry;d+75elvk!}18)bQ40=aq!mp;Fi#dFn@4JWQA;NLt zW3K1W>NN;$(&fjRupInV2QOD!+oCkGI0kgTi`&4D;k#Jr2BTJVEv}gZoHyhUikn8y z!=~QTYKUW*!&3BGZ!jZXfRy=Dn?#+;(pR?&~%maWS$dF(@mwvQgwL9_YwM5kVJ_F`T4#RzxXWy})m<^jRx*YkA5#SvBv5k&80 zw9Qu!j@dCcS0_|X-M=HGmjwE5t|@w;^s^>7L38bW>#7y62iqAF3J9++nw$YUrWh%a z7wb_XD97(nj&hdBHm6R+>Z=!ov=9aPj)+Sk>!+hYsSNDGf-hg4)5_wL!rIa%mjHUv zJRhhvs8NTdchW6fA(Q3Y7Wr>UibsNO1|i75USVD{1vbr&QRxA;^QMuWW(a%pq7Lli zj5D{Ij@CREuy1j8AX8|cT@p->2@)EwMM;~Ad_F-LB-XM35wyBbVqTP?o_ev3kmP(z$8#+SQr>++gtB4kgBSm;%Cn|TyEuUNkq2m4 zg!y_?8#B*e=ol`^;d80dv=P+SOYTdrk-hq3|4UGxK2~FDg_erEQYmC-H=jNff-JS+b?@ z`I1Vb&E2?&f+)nQ6t(F`j*#N>;}vJ;gO4Q#8?KMqZ*3k}ug^yGtvC6wkZ77B-l^Tb zocxkK=H3^5cz|%9Ajkc~*VMt^qV(RUTOX)7Sy`x>LKTWo(1Biev4Rj3trBHiiV&fa zkch$xKSj21dtY zqm#qql~!pG0KpVbc^f_*`#VDf| zes&zp{jLezUuT8aq_?5i1n8u!-GUvIIE%Zgc<=WgJ98pSzA&l{ML@W8(BXrBeBRy1 zlZxMe{9UaFN~0unuo{I8A}HOVgwu2D%SP>D)g{{bC@5oyim%}Kd7yKq{s*xqI>(qr zltW6X?6r|`<1Zat2zr>!x0WCi9%Sli(5hHz2aUCxqc6oy4PZie3yU z#2o2wR;TDWncPq1CldBP*5npHoU9_)ipF>~VvH#5BjLXDaeHG`C;x-Cop8!4-J$`d zF~a06SqR>{zQ~}rXDc5>n3GKNg;6so!<>T$qNZb6Znb`87leBAHZJ#VhEj|!I$VWz z-pV(x<~`e=z1;1Yn(g4taba=QY+A$)h8UoYjh-mu2-C5Go5u9EcgY4a7VUV-64rzt zd_2rJx1Sw<0IBS|Tp0ywjyaKuC6n%Q>Pl^Ip#P zAhZbv9lZoH)TGp+NF?9mAO*Pif!gL!%qt)d^z;h!5SpBeie4kG1`POo{|{1k|8Oe< z9X$u~{GYf7%6S3&&EfqKQ$NM~r_h)Duh93O11)kmTKq?scweaV-?q)Y!@TDi{z;2z zp#GP@-=xPM%0~yS|JU0;M8*DhA@Sq&-6`)M*bfyj0rgb?QQT#SqW%T>l;vf`MDYcM zIK&a3K6wL5!_|23(6_GCsWZaK7`gh%r`SQCSl|<5(fv(q@zL(;>ww83ilQvxQ4JmS z0xmlpaSH>r2a?4NF&rCn-0tghiMS36txqygmI(YQvHUO?IBV=*jeJ*lO%kH=t@l|D z#|o(=5W?j2Vr)|Di!%2M(*xR%VQ(U7;U^qX95AqZ+F;DO%Zxb#l4Z2^5{9bxn z4cbkXt0yVSCU(L}2tCP7G(^p{M}uCfFF2k}F}#ym)3X{zuJaBpeNpI_f5GJ6I3EIQ zKyP);s8^D*8Xs-Odxh(%u>zysf}=h=OT_04wvg|!HMdmxQtA`m6yIX$&F9~Kz0SFm zEq6^)`AInYa+k`VtJXsuV?z`D`9mLDGj$f-@JHz7QX-+bO=f+1N+VBL4LPY9a;18G z#luILhu=wcN$nzfrX|pIhqItN5yh&~o26{hJs|i*8M{3W01(r=&}3FhP-Z3T1PZMt zn250`ohHSOjqi@{(EdW}93BVX7&ao&^}FQ$%i#Qh_)wA3pk)f6$9KgvCQ$fAyKGS3 z8(=R^+9O%>o39@nc}g3t2edN>p*LHYM5K>z3pOsUaEBG{Lc9#L{A{1-a^cyW_*39@sKc_l_;v687cIC zBRDH!!9`U`ThRw-u(Mo@uas`?y=cfyCxz_Y%$EYr6u!H@Xzq)vU#MYFner|~^q4EI z>PjQ^^TBHt(7`+W&UF=uc!B#vT{&<8bPw|0Fvp}fqpsTz$G+u`tw&Hn7f&n=Cs3v_ zQ)HE9!g~|`02~+t?@-|J-ZTx*9qUNEx=C7y&RSsd(N}ts%4}pI?NlD2y~w>QiG;)E zY7aRHr!E*G{#xshv#+1-4?V|IeciL|v_syO3!h^9Er`i=-}_U5sE0q?e*UH#|M1GF zs4UQEMGz^(FL2NQwWpLr4T4SO|pVU^@GUCuR+HRHrR=;4+4 z5VXjIRo3EQMdn=*!1^GvP%n;iME@je=>2hnZ%OG%xaQzl;!Sg)=JACWc!oJyJn2R} zvj{b(`7^fN_RQF?%Xy<}H4^oaWQ}h(g(-CW9i2L<*O#0$g39OQCx5c_n0HDo12*>SAsnc?1GNh1gkjys0Ia(XM1AC@oLmbcaKN_qmvna)hX^0 z*`CF*{Eq9QZ-TMV8=+7c_^+IPSZQqx31KL>r?mO5J)$;pU{|F*!nM(q`VHQE3!ex| zaR!&SQ_qWX@;wc*<2I2oR-VVC8Lph9B}t8ZardDNza%)u@{)`m6Yv5yokF5T<^ab6 zXAZ=##Q^=H&vSmg^gcw$y4pldz;z58ZOCYPyB9ijG#8-jagF8G-Qh!cxOv*oEQ$d9 zb%-b02tF9H{9OOqBS+{PJBfezroD&!1V>&MTTO>s>;HO;OkJ0rfn}D<;Es^y&aC{U zi>P;W1S)vow=#O(DI=Ua`pro|m8DZ(5%r{#yM`04St}`Zf*VV}N_4)a>9Fr%soxY! z;0_u8Bue2ho0%GEN=#+pbD)+9JQI2a=@2!og{^t%?VSuaaxUpVeV+V0I$ zem@Ht%$YToVTP8YX4t6^?C9!tNl+iL2m z{X0l1!^@tbi94Y9V&YKo^~V@XlFCL3igK#3v793}yI)Ieo(^r;w=G7zCIibIgq5Uy zTRjE+=cii4m#dRcnPHvHVv9qRup6JOLx~b&WzvGkUCNi8#g;Qn3l57%)gXIM)7g5V zBKM4i054REpICHj;d2$Zm&I-5>w=@eAxPl{(X)08d}EU4;EJDDKw8KLC+L#=8Ge+0 z^yUvz_8PiCHSgIHrqjE)QWCXF!sg1q-1BtS0h zM}tUuMD4rD5vt;i38KpUQ0BNd7F_JEc{hQ_E`lAo-PEHwmw2pbUJV#qJvJv4O|(Z_ z%VK<|EW05q`lZbVgH?##gslnwHW|RJjkg_OB~wzO62+74vD3*m8%>UtF(ZSjKK1>m zlg4z(A4x<#Mg)bTu!8G}0df!A8%Ur!t0d;0ewcj*`CtLeiWTa9Q2(P~RHFAE8dv<-*WOK+a+`{Ks;#Ti#h3OgS$wK65ZfZx-TN&xGVwGiaAbMh$n zqIhGiK-|%s>?Q$la}Bqkkq@9z>LhncKwAr0P!H8+FlfVkbZVFfxqFuObfVi}0xkpC z9@@5*QUl+hFYaXD0shLi(pWauHOUI`QC&&;iUWJF;*Y{s+@ zC1=NIK1v}uZo=>)M|3VIAaq;Fd#8MjvI+FnmMvTa%Cdr0OFOv>eGY~7Cccg zY~SNR)u0YQ?&0GAzGpO|4{vX&{Em=_$9gK`{%#1>` zhA~b#-lHiowTS(QVei8L)RY5D6>8Ev&5~I2?Vtc-5ETU#H3C8!l8PIA27gD2sMr?J zRz(oa-30Ez;<^R4HKl(_uqaHs+-#jvo;Xb6)NQap_i*b!P-<%iBBFUMUaT6zO4>4Z zIBfWe;-$w2UJ}G?YF0fsnO?A{KM5c5KI`@edPK#6zXi%dN2^gDLWR_f&C2YeO(TM9K0=&`Wo{mhgBs*KqsJ9oBR?4<1C@M4Vxl12EBuQYK;zrA+g_`#jfNIPO&5s4t-P zgse{|lYSs9LkTabTB?l%@{^8p=1``eM&ijgir)9d2qdMw{K`KZiB3%PHFCUu+V$HM zH2zZgoRqcc8HErL;}BEfb!k}?v!-gZyZ&nC)c(U4VXQU6HWo3wsUGr!NJ0_b9aHu# zBvu7=$}LtTf=@$>@qV!Un~F`t{T)~!1x~8NeqiUVL?w$(erme&sJKx2>|=Raj*F{t zpCedcK_l7=cPv6j27fS7>JKm2U>T@>?-QwR1sP4i&+Vk5;9r^nd%LeRr5_zinI3`3J?nnvQ%ss1=1)=wdfW#EEDuE>%GFk?x!#$hS2Am#f0)k)lA{1p zItE;;)xTl8Gi!1@MUrIGWPy=e+Nkg|Sw5`z^l*r=X>1dqM>+gT7t0d~gh`oj`Olg6c#J$w^D(b?jy0h^h@2 zM+^e{%g)?5aWxSN?K#C%nizo7d#_lg#2)00Y_>G2ADEN01k6Mu{*JS5Sr9s50Q;tc zBV1|kbL4;MCP<45uGPcPuX*qdldJ-I05H6Rlo!}Ti4}x{w`-+P35o5Vs5t222pmi* zU9}({%zvU_1ZmGf z**<|up+agPG|0!l5M`GNzpR)sk)MD$8QtTE+yji~W-ngY>0fcqBI%-ucFOu?(0HOn z10zDeuq1P#T>F!BykyK}(;K|U1B(q}3&r+?1H^LXY4VZX9|+JF z&(yswuHBHXpxc)O}- zHR25~ltE1TBWS;~IUwC~=uI~GF92!qF8~?eVuNQ4kJ$}Kc-bxUBYC7dncN<1QEBx( z+K4SvLj5QPe&h85^4**#yPf*Y!-DFnJo#~&qM3YrT^xMmh%VvQq0bpXL2gdCDV-zE zO-UIj{B9nL@C@)#gOTUXxvdS=^T|@hCOqAWYtuUjZ<=jh7`g-+!LC z;44(QUW!FA$GZkTM)!`?>h$Z7F?yE_4t}U>yb(xOyO*aaCo}i#Y+-4#QB&?b@1|L_ zWb@?Y!H0PBcV7&REw?ihVwi_ntn0|8d61W}-AEb4qZ&`;kv#)zof81i7<-)oPhlp2#|w5N#x!3#ZADgyJ` z{mfc(bYl~dsa<+?BujC>N2zLK8M6`RP-*B%2YD^v#XDj0QFL#BK623|Q4`^`K!a}J z%PZ7Y-gXNn)0n_X(x3qcN<-7iTjb_-1C;17FLz_K7Q~hB6}jt*M%&Z*85UllCA=48 z>X1=SJ%IVfLU5wUoa`nq=yJuz@FZu{*aM7x@H_`&=9F)<5iNHw9axl8v7bqbg?MY= zG|=jI_Ii2@ChCSIdA4#!EH8#YzMmxM72=0^P2BaVH1FNVO^Pz}L~z1ikL^163g{O& zod!pb^#5BCkr6-!a`&1DEzts@K(_vc9w!Z@KU%>1uH|IEMvXYJ;5LZn*fNRK2Svh< z02lP2KdT2FW?>pjv=0MhwGGI)pJ6?qp-qtpeu-g4^T4z>78lnMhk*w7fik;U9F8NV zSoh@G_tVR?(@#pJEDbyiLP8^#%`F?J@M2`|(X3K?-f?m269s802(?)|%gsR^IPdu8 z?Xx38GT~I=S$6@*`uDtIY+)F7=cgBpC&bE6*6oAw%OI=;7Tq)JCQGVE!Tg3{UVhCD zsgCx!Pg59IN17(mU<1b%Uf#oNmxqEDU_K)27vE3p$-FjKV3ZS(@|>gVFOc&A zF=h+i#cRF@b)&uT6)Ij2as2tUB4n&bOm-xl7OyVG?}`3S)C!}iPuY=cwI2)0v(8}8kBuyhs;WppOaI4xq*0gr- zb*>(H+bqKFqgh@9L*5|ANvl0Xpi#;QA!|5&;WzA~-i=8+-(RL^E7WGHQM~(8-Br_} zheR8713t_@f5Ka@k65SgEo+|5=|D$AAJ(>9CrN@|L`X_*A5N1|ERnjb2<&_nwKc-{ z)uuyeJdCJdL|joDrBE9)RZc14uy;1&ybw?~SV6j;7FZW{fD|BGU!2}) zSGWusTt264Ki#Sz_E_}sX7h&`r3xM0Fzy(W=x>I=x*)ak-zlBv#e)~$*Lg>EkY)2= zY&QiMC-l@^r-W@6PWu&RA2!u?rzBNe5_7O_Jd*3+8?u_0eVmCm4i#**gv=V-&-LgG z8Sk#^`@1d%c)Pcy{9L_|>V8$bP|I9<`tlHF>>@m}p)I)L$<*$y8aZM1+AggGVdT}E zfVmRytv+P^X{ovM>S!qHej4vw4+%X^0EgM4*(c$VmdkF3o3jhV6`&6c!f;x6%eGwz z6V!^?s4UrAsd~+jU1iYC9A*5t&cOV5aCg)H+A-C4H?+wU4R(G-OmCcW&AGw4IRCu+ z%b~!H5D`ZJ%^Zwkt^)Iy5rDgu_{U8#$D~sl=L&>MZ{yrENBd@j2zC@(2AC`dT(To9 zdV`D0Bo_nf1gGeBA}&Xakfj_cf0?5*EbAO4jra|lU>zkOT145fh8;w+R{K9FZvFmz zC-jnN7ITE!R2ad+a#_1G4fjC#F@%Qxph?9kn@^2jX;-8QspKW<4U$)LQ5HPFaJw@M zSbuPwAQPuM!*Guv`R?+JY|v9ZP&O9?d56U1qBW;42fLexmB-1~O=o37*VD)ZLyJ5L z=o|}11p-BZ8sTe$4#Ko~2wjIy>24l7-{D0H=7cbR-AU3??0G&7Oy_hgeHZ{CeNa^s zKD_PS@P8y4L8hB`@eK`BzyP#u8so1I$BhdqyxwhBhFFnFP~WrVi>traV*MR9{!#>p zM+d^=Da-(43Pgl8eZ3p_NVRt({ec=muhj0NwtLi=ZV1AHxB?KwN$<;ggzwUj-7WO= z!B{tKqMdCRfz=t2*)k)bR5CPIWwfeX%TR(c;(QijK380Q8U0jO*UH@N22)KGR6_DD z*%^9b#$7t{Jw(|2%KYV?cS|enAdXsKIdYJ{XXn|9QYO)uF2gTlw-FXz?S_OWJI^*^ zY#CtRAzergc>sy&Ws?wRax_ZM4W?mY*-v^7n*;#$PEWbe_LWh_kT?2iXshy*&jt0J zGu0FvPRJzvzsEr6>zs~A3`qwbX|zy0Q;F`bf*vWnKgp}Z6wdXVQ-D*(k1vGiUr_qH zZJqD4a2UN1nu{2>;NBKgg@syNlh%uPbhMGOLvFdP1utLco^&#buuj3;TevMoe!3m6 zW!9a2Z5%vzou4)oM@6L1s7fwqOQn5y)!_QHJl+Ka`ozKVO;g==4xoXl1@p+F-k%&1 zyKLLkd~_)$0s;Z3sgQ&Hac~g->mN5^2#(2yjX<3P1O)v50GA*Oj2bCp&>!Fuj2H}E z`UK{wfoCc+|BWlbxt8~93CESB&_#Nzhxg#}AD|UA;r|)H^Jjw}K<5-dp!>|}A5`TA?NX@wX9p6>5wdm5juTw0i$!g_7ptEO4q3#y`DQ~>j@SfkioA;4>GBDI#U z=%c1?3xQht0AJ+V;%IBhrEPU@a|UHwjoICmIJuV=3fqZqr~5gFSgN!K5z-VHXlq{jLAaHALydu4w)ik+e7XveGETP&$dVtR zQr6K8u3cAmD}_dLzfyO#)8N7i=)o88V@NF`0u376K24~$*ucvUg8iX{& zh^tnMF+K71ILT+yu@kgRE{TJ)hiW~U*eYa#hMC`#65e5gac2W6#H||Bw&f^3uliUC zB@E!dO42OxSd(euBIFFznLy7sSn=vAfcEDw);yg6>TtLqWcwuoRyNXoWekZD`FQJ^ zZm1f{55+mzS8~tZM$?}?(Va+-ZGu>_xYjy9$yz0^`yenKi~iM?_EKIQvVMaO+iPZ} z+Y(sbM?WyOJ?PG=!?d64z^7T8>x{JH-B@TeY`}iaBHvdww7%5L`juKnasY4F!i{l% zy2mZ$NTjboYZqW2amdjsyM+15wP;h2fxl$#QG}~f{YKC`<@X}&jwjyFU4rY z>bpf;z{q25S8L@S>6vQ31>e$^0vi!2kkDJzX%jS`RokgS=#CACOiEyCco}fEQanWj5 zDCxZFyL;%snif&euDnvqk;V(>BmrWTWcJWcsYXDu%|aslu}{|~EZuO?eJ zX>uf^p@Ps?0te4OX^08#Dw`*(c9-cF)aysmTqWaZ2s`a)Kj6{|>G+oIu=7iy&#G2O z;FKw;OFVpUC^6WVt!mD5WG=;eS4w+|X$ZX{WbzHea+>>C5^T*rspNdmVszU=txK_!lk^>*NzxO5Dt{^wpQu~-R%ne ztgNen^Yl>;q)13Mk9zIkE%R)sd1^&8zC#e+)dnEBp%;L3zqhvfufE7)M(*xI59=T| zA~YVY84>Gjv7kU;!-99;I5Or;2$JJrWd*U9A_k#>5|$N2Q~+{_7*?#!k;F(rHabW_ z1yF>bfifVFkRBB%Vu1?;G7tlSJwPffBO?bbgijCsj{#J#jam^##e=DZ7)8852ngCo zMv-viaDPq@cj8`pcLxu^WztaGaxmHNj5Pf4`^0@=@<(}DHD#h6N*E^_hT0osW}2M$ zVzm7``gX$}LxmZfnB~E-G!2oQE(EG}-HKGqc8`uFzBG$6ThEs3Rauc<-?;DP$%4Vm z{8E0Wo@vf$Q0H613GFHVr#z8fg{y;DI;g^hffAqh64%U(FGS0=C}kl8@B7ZfkWNV@ zRr<0vS*&nx6e6W>0yVp{YiBq$jN?)XHP#btrmecVeQ33(1>cQ7jqV@&{P9y76Z89V z8~#DQ=A5z1Farov%ueDq>CG>!dpmJ!et%h4J~X zoq+2isIv@*{TS7)gSozjE%vi3pAEgx=0kH9tk+6ZkN2_B#`(^x?2;xnmvywdNbL;E zu5=#pSGXA@T|Oz8?oH*d`1(a#F6N8}qn)`HZORy<+ZZ%#rZ;F}4Kcl`>}Hc|C$B|S z&6vS!UGhL4*L9T=6tD^R|cHO6#;W5H*?Scwh zesCx1fz-+NmKqz#2bt3?29ywZgL?;`T_Q@$; zMoQ(8>`zDqXDfDz6QerTv)fUD%ZbGGI-h3G>N*#%le3y+aE=V)$L6-8&Wmid_H#px zjzUnH4THg&MatEOP*34lCr->Ng_DL*jV;Y~nS z>oFtlQt^?AbrqOk`z|vwuNM0Zt6XbaC zYi{5H)R^qJC}3tEo18&AJy2p)aX`q6J*;ZT6MTqxLJ@>)?I5U~5&yCHrdPOs;fl~0 zvp9gw-59Bbyzuv>UNlXAli(RLm0pgsyGr{DT(Y?~V~ z&EusR5^J^|ml};#wHH8il&#HDiU6|la^RMuJ&XCQ_f2L;$|NPyapJR!!g4M*(q2-H zMYOqA3v7OH_e2Itr{rSI8#3K4?Y9&5xI6QHxu4(mF4vKaHy~`KEZqoAChh(h^eI?^ z9L;Z9!`(I6gvr}9Eb9xo9~EkCNzTAQVa!e`!EF~Ue#7*JjjbmaZ?7&40i05pFz=+E zaESI?YNvTd6WV4}LuWl&w}-vZt_q-jg}-vpk0Oc^^?7A$En~vi&8{=~WGjhc8EveH zp>Lt_v*LpzXF|U{4%P)PcM;*!&d>!2*S4op`Vk*+izpbk7Nl#$Vwxi|#LGJ3@ufQ* z(W!fHvVP}hP^Tt=FmQslWHgXXbrM{$r22kQu@t6SNmQBz5q z*C36PPKVE+eM@x{kudr({^A7jkaYukXlO3oj0ou?j6 zzC*O{8&SbH>232G$#sRJuvkJw)p8_Kur%IW78$syCaO`?9RQ`4%UF1&Td@}GnFzK~k!q2V&{Qkc6Yue#Q8FxPDF2Jt%G|Bs~Z|D2Ti ztMoWH-G9gl?_tJ&lpfQesXm8$IO)5I09pSHRO&?TfC?GJ;niK83mPH*U}RDT|*mR#z(T+0^W9lI%*c6{un^Au!4+(skuO&X_#yC#mbJ^v^2#@X)aP$T!z!VPao8+aAJ@d-XYYbfA` z$7vsJtziK2wLLXVxga|`#F8bY#jj-^xdLs!(R=V{6Lp#Gl2rfQ+lHrXW+{wDcoGKo z$0JPCEhNQ~PjB?b((S9E8d(aJStlou9VSE$SEHTrFjjFxhy1%#Sz%Xs+5Yx$fH z%?rvaDxRjjb0oMB9aPd~be(SB%(B{aYN4jOl_q%)X{fgpJ@WY^z9wDVLdn>$G_#1_ z?e82$$kI#bm@5QfB~P8&8Vb^Vkh^F9)+Kj72Q$uMLT)Y+G4$O=_K)7wswK1irWLjI znt|+Gg~LrA3FX;U-f8-0{v<0^&qS^rG4!{@xN{o-$AD{oz-Y=2066rScWV{w~S5Z1q$EQ97%g`B)7Z!~7Tzg)?0^UFGex<-> zZJM>m*I~|LEu~Q$9Whg@U$If=ysiIHz`bO9o>gFKHsxq*{mRDPdthrtv8?dw)^nFI zdN@xMuD)@1T7&-i-=L`>{0=mcLC>nd7yw16y&YV0xvRm2gd>6aK?;-}C$u_{E;FFi z`bo{C*_ROkr~(+35Q<*|#*>|CU2=&IXzL3JXgff~L7Lx8Xl-4hr$KZp3PMU~e~I(H zC(lvMR@G@ zP{R^p8c~VJj0wyrnR3?fH|#N1lqvzS$(=Ya$Bun+9+G5noy#@Ec!p z^_%(+ND!NO)+o9H%Ie9pNOIjGc#QwSi#;B}D?rnvYb!e*P*=ZK_>|$3gHs zvgZr4ErCnoguyZ3tztt@&EftJFxHnZn!;P$nL4`$CVOYO>E1pYGODPHH#O>joL{_> zGaCqc8%|htawSN+J@2S9yNx0m61Rl*f4~CNGgcs>g4nBmh`45-rN-hP8n$kvPd)gQb1~&;SS#gW7OB|GSYN($W1` zcNYqRTjlR8E0od+g8`qLPhMSx29}KEjk-?}}Ch5)hZX^d*kvHBB==E2dUiT->4~tZ8Mh8P)*BIVRjh zwj-qnJbip%v^hH1)s$wr%O(DyKI@U&RmPTtf$paWLh?6s$m!gWOe<8M7b{)_B#Ykb z{XgD#reHjfM=UmSbm`f7MdaJ^?7eld@l%!L^W8mVhKG()oZ@_?5@tEOqi?T`o(o`Q zfAEZFMS{1b)_t{mu`rWR@T{Z-P6#dUt4ubk8n5~1Anroc<2V5NYYxUcIIO^LnLg{4 zf%&c~?VcYGEJn@REaDbXI5PIz^H9zQ1itPjIvq2|C?r12Xpnk;zMjRRnl_O|1WE{N zD>B)v3uy=6;EsOS)_Eq${J6uHs@6QT$lWMTU#VO0$9YT(td$|4(qs-^sNw_Pj1iSt z_fo$*j{t64sCm{1cKltaq6mM3rms^|poup3n?`&Ie}j$$Hzlabar>xbPzDAp0zypq z^8EvGMvebZM9tkH_kTjU^uHUe{25~Z1>k;jhyN6S|K<+=i;unw&nfOW$$xU2P?1|S zAl^TjN6Nc)lP*?vuMpsK{=e)O#_x&$!ET`})b5S49R9cay+S8D?_qs0b&pQv#!C(so zOHE;L$}-pxfc~4Z9NJYaXm&MvK0A}IoBVOBzgZn6`-&A3CD={88pld>Ek;0P>eh^2 zmW0THyHw9vNE}$A`ctb&t4!I73pLZavw27Mt!i9CR(u+D)-l@HD@F5th9~%!B4y%>j;TA8qlz0IcJSk3 zNcXkLe^8d_APMNGHpZhnr?>DIYuTkHY>DTH?+0fs{fQi%V@cnPv%CSJ6|FzQRKP;v zfB6~NxiTyXnbg{)zAdxXl3N!!G7#+z4<8Tm_Gnw%P@t^j!-uHMG&Fwj%mh^LZ3$BYS^#>Cf1*Omk$tMAnT5sMb`i?=H>Np@9P1f0~L!PQ@{qLqFisXyvX2G^M#Iid6HeVSsa!qJJ+BnLv)qF=p@h=xYa;8hKk*_lL20{IzLPm6 zaM92a(L;=r7mW->rqybRt`xnF65b?8Pfq}g$`Im$u>kk3VAr<=@A}9b*5fUSX^L{8U;q7C1pv@udAz<`k9<_q}lOw|d zF#H$V=|_R1njTnZt+b@*hKO7Ko2p#Rm@tF{RimZ&lPs{)uTvDm4FAZD=dIYBK&T(Q zPTyR54$a8gj>$9oauVGTX@;7mY}5Z|Rha|Z5b+}7DPZ%^*Oe=GIqRo8VKj;d5zM`A zGLbkb47OjD!NnJ8RBm`lEI<~N`m zL3bvbEn)S9;w75qV?s)`5sS6%qIr5(8_NuqD3PX7@#o=4m9%_-p z;Va*IGFRQ!J5O>cPBL9@1;=M^Ca4dEZ?OZ}j(XrmE9*W2{5Q9WgpO_jMc2Wgz1s*z zf03KJDuRlLqBy>D0o0r_OqGr83E?3T5g$R3X+>;bC0`&0kH{~Ht#XP;SXu0J_IC=4 zjZ+#~m|A3$M~6fo>@t>0MqMFn9J(#+4K*julLIcn)&3vFv=Aae``Oc_?MIhV<&98i z8mzy3Zs?%~hrt(`YakJXIP?`c`y@?zU>Er_GhB8?I({XM2dyYHWO%gm#KB2*Uu>DM zC&;b&s#fx!ZL23j{RZBpt!Tbc5Y*Iql7=ssj)o3G3~(>P({1q!x0TC*{wU$L=zD#t z;&>CmW)Uz-j|H@CBovXK;^NQ81XZcoZTZL1k57G8p}Vxcn(sV=1n;)sxgo3s<1wrz z3q;PU>VL()O~_!RT39ddKOG+H$81VV2tvpL9pqd7Dn+IZWcL4Nv{wwawTMU+n&WT9 zM6;C$7~+YoXCTXZ;Sgj^@Rhb0bnx?p0oz6vDmOFw!nQge|-NaCGk(2 zXglGxtikOlC3bs!?Xh<;U%McH2N~&7<*0b!t|O_`mbFP>jCij&2=N>qsyfDg&BDYa z^flx<5SyFjJD0BD@;bUT$=(X(;*id{`QrA$vVMd*!J^>J!RA!ls`gNi>u2tAY>P>Y z^N&C3AQr>ooAFQ%H>D2bcI4_aWX2|+$9NTJzGzcyW2bd0h+%e#z9tW0i{~j98=7`4 z?)aCya-u!9KR#-I9C30*kX$B_YhP0njv<4DIp+xk2&B@q{IY+6RNRhI3kX|cA`3EB z+A$^qtR+a-1*f3g5UYK*fnea5oGJoPPn+_DC*tvE_!0VZ>gNqUZlF0x!ZdBc_$5~_ zGDx;Gg-+NppXUbsc$h<>rf7kKD(c){PN-W)mJ+;@;jAHg@|-&}EurbOAk9mol`jV;g;1SKc=j1zR_iZR2!;KF-pG2{_rUhB=vq)bFhZla&{Z)O?~Cwu4%u?^`qqW zla)bfjGNz8DHq1cfNV=qAD3&cj>oS%Q*DjP z1Nwjl+n8rHxi=hF2thl-BR8oylbV?*>fZy+n_&>s7JAshre|u>38q%C_dcc`onKUH z7@DmZ_Fj;ebqd1UP5zZp&8Ke}Sg{x6 zIsOUadv42+op$5iiBdYxqQr zWNm|s#s;T5@#ssA$^BW@g(onv{2EH{JmHRFk%xn>)j%HfdMil_RtPEMG@l~nj&u0) z*Qvb28PTmwKl!belS`g|Ssd`AvIvKHRZ@nxOQgcgAo z#eq7}g^QgvFwgIR?XKpBAf+Gzo-lr*7LFe64gjZbRyK!vf@=GzTmHGXo;z9)r z56Fh?o>j#k`F36ykhXx+UOitSmdOZptlC|E%_DmuFW3$XOqxtKZDD6xt(cjrxYU#1 zP_K~m@lOrAG{Uxi@7gT1D)iH5vNOtAJGam0XG*ipuQZgC*KIVp+VmUXN#2Rv0O#-M z!q?6G*+*8XBVLuNSR=H~l3w2Dr*vC##eG0}(gfS3=ku*CP8BcV#}fc|$nk$U4?G)a z6DB$}K=?QRiHn8)ncy0=0hlV3Kx(}|A1aR+hkOETcB(ml<&_Fh<; z6n=$Ii$M}6a^ySn#}b>=`iv|y5=zPLec2TmsO7s9*$S=>pwBP(@tG=Raetnkz8?t5=*~=j=Cc61ygc=T?PcMRii@|ANa_KuH-E%D zMSPl;q~owb4@s}F!cOLFq=iK{_@KQVNJ0q(czt?rx>KyKB=OcW?B($9vB4ckjdV z@CW;0uC?|YW6m)@>pRBCOGfq(`-!XPPAS^%>U&}UR1*QBs}K5n?2&deZZM=1;vEu%N3x(u9fZ}s4&Xmep|Kh%F0 z2VV_#@o(z$oT!U|)zcS7fVu(wmxGe4pFaS1sjfw$0hm+VNB#nmNIi-;E0;|@yrmbM+G_dt@=xHzV>2<;T%-MHdd+yizG9;rX~JTeK(xPSzPDYFth~ z7~X7?+C;h;DmV^X8HK4CC~QZbn!`8WlT@UA1B^zQPdD?rUx|~A^ohLhQ8C4=q9hlT z*?zt(&Q=^_F;U>taD3Fz&^XsrU*`ll`%SnnpMJkUCdbKZhgfP3)PVkgo@j)^&|?=V z;Ga`HBIyn0NCoKi{ zVWBW-;n~!_3@?>7pm=RbUUx<%jo|%?k=nu|z3?Mjz9QSS?2EZGNz{8usrxh+n`s&F z>og(;RV5tC};Oj%YWo}|B+6D+o_RUdH4g?p*F49 z#gjg)1e!28%v_Mh-3;Zh*{9u!h7*E5?q@Hg1mzS;l}x+oH7S{;w!h|#c2AK<-@Ji{ zx{)JiZZPjrHs6@DL+0s0ruhf_K_mJ0%hK#k^lj}doE~1yFoFzgP@aLL@zEO919SuB zi~K_=kW|s3DTc(5sSlG9_a6p7-RFG|ff#lV=N*h1`@PFY!G_s7U9YQpR#D}ylD2zg@A%D1Hkvb{?NLL4) zqAINnE%R4R6eui2*GB{?X`&1Km$L3(q>30qs{YPK7;*peu=x9|NRRtpr(dC{t)Z*$cV|opZo~@W$-r-F`Cm zAUGY(Jp2)=0j!7!7nv4EiL2#=E9Rb>?6k9Ij*9M+nKv9vj}!$Bl4OA7zMY$9&jKQ* z+>w7+!d3gWI9q5yO88d|SIqPnWe!`Ck!foW3*>6r)LC%vVi=dj!+BBY$=IH*w`in3 zVJ&Ky(_Qy$uV0@i}ho6MQYcoy?jNOv15;#-(r2Ibhqc1B@Dxw~LTH4DcP z6Yp(2=U|VhczUf2ibRL&hLu^>3dMcq6x!h2H@1NSO0T)6$}aZP=-gh+X4^$1K?&iQ zpXJp5@B;L=0MJW4bVlI6@ZgwAlNH`8tdyDKRX)5-7p79_Frq_30s{V;sv5k{;;Nwt z%Z5?aSnRTna(IE#c+v;5`4K_nolRnR2#E%$(xVdL8hW{E1SI+GV9)dUd1HA;<}8O8 zyN$#Ia9`q-FkMhX%$sF=x+1A7+5k}vwfdXF=q>x@QD9B+I1wsC>(Y;lp_0zmna}vu zicrhl59>K!dM+k*v?bUXAaa~AO2hrkr{rWn6#C#Sa4u(C`RsB3NmOy7e$my+*wv`Q zoV|FOd zep3`y3oZcezidbgnVuqkPV4$!(xL1V;c{`wFy>FSbIVgScGo5joGt74I|;9dBFnAp z6dBezF+%K}06!XbV&oz{()d9Aq{k*io@CXSbfvnEdq2w#`=j6%M9NyLZ=S|9KgpN9 zM0+KLo9Ts3ObVNl*`;QH>?^Z|^AWx>Z5%F*tR8U|2>T5Te+DDj{ALliygN=AZi40s zdvg=Ah%YcipT1cX-p<#3F$_nvB`K9$=uJcQF{wG z)d(oR$Q}d|EpU-O9oRk&W_A;#IOh5)AdvS}#%c6`;+%3Lic8nd^1Hhi!IPQTd6FFj zMdFVm)*}1q?*#T^N6Yh)r(&Fg0{5it#FLkefq)US*Jk7|3(V%fjK?>xZ_Nq)@Bsb$ozhf^&T7R zhOwfJ5zCS7@j5FSON$M;yqVC1yK{0cbs+3=##I1h83a9SYX8QA=w|F7Lql|W;G2J= z!53{W@r1pf;`keMbo8N9Yak=bR(MxDi9)SqjKlg;?mZZ6lv$n(c?Fp0jB`WGCJhV> z$PBmDZC9)ZTg-&w3-Woi-afbOuK@>0dIom3lydMDhaw0g0D9wR1aa2pG9F22f9idHaDwJEXtU==pi;9h-@gzDm|s z^pk^IA07e6v~1HvvVNpZR{lht#cF@cx-6+|hTDO~OvITcG#N3Vb&xUIaDvcbohtWG z)y1M$Jy0=kQkdQA{r6Boj9#&v0&4RBY$LLFh%aNDZBdJ>_>V&5SF1dV?WiYNBy7ni zY2&Ox5%5CPb<~+!odYj2jYPXd@7^NM!_pZU?Lkgj0nji04<3ka-U$QA#r!31dF==a zw?N1GrJ$7g7a#oG0MS?zg)Gp@NW8QH_-A~?(=Iv9)53?eGPAHO(0G|2@cfoBYz-s3 z!!)$^Ee^KSoK}uMbrcy{08rfdrEJ%9kF@>A<>R`V0&z5#U3(?B{p)$B`D34(QXR8C z3YI07l!{NBRwYEDYOTw;y@8Wx|voW_SB!nZqi_aeztbH!ftz4BskG3RgeIP*&>LBPzo`^MD* z>$x9@6gN!5+DJpSTO#uc zO69N{uL4}~q1*~z1PsD=83Iw~n;9-l)P!Jc2GPuxxZb8CoV*f3$XVnlmt7D!l>yuO<0E>ATlbA=egFH`rs1E?^j>6zA+|tf{9Q z+vDK1F{tx>IQ!t|Xbq_`lJuqOQP>RPgt#{tDLI_J+t=~C>uEK1OtBSi*1)S!KMyO! zzONoXa>?UV&9)cB+~28td>>a^)LS5Q11KB7-%qh{H06nNm$H>|YFuJp*#cH3K}Goc zhI0yJdzWhuk6jO^=U4H)+3pTDvkxMwMEXzTvyuk^Ezn6psV3-%z@C5MLeNw5Bxv29 zc{<0yv?qOoRD-zBlISGcAHf!_UPqzxO7WQoGs3D0%VAi0PCmxjvk!b379itLOeQr* z6^o}s8lc*>Y19=}qDnv)dvV=xt_#pAHV&yfsN1-lKfk|8-SBooktf&yzIP<}`r=g& zwO*u?*C7*7HrLVcG_!ww3{!yD<7aZ8(vH@3K5n=>r3yn zZa<`o>esr08~Fu6CBhI0AW+SteAIykaJ%Iq}T zFNr9)*hPhpiGvo_7|c>+w>FVvcsXkQ2(OTyW&gY$3~KX-U!FMN%P4^%&Tl4V@wZy{ z#41Jtau#d1yD!g)rwAP=U0Z%O#Lu^Y^N}B+u2KSC;|m|roGFK!oi`y=Ocuk3aC^2dWpVYy>I~3q72BN^-vtb|7{-zE#px92U+NkPJxq6%j zT-yY@%>XgZ1RyI$g3t2rjHQ)n@tmD7r4e5f<;M6uA za2`}1M;efqY#Q}U;gh}5=_}=l(E?wAag_qj(=<%UKBAgq zZ~%FTlohCjSZ4yasNBp3sci9%U^BOi>x*%Q=k|9F!~*Jbcl7mUEoWjDf7gsc>)7HD`ouwyI7I%rDBAGmbftgKv z34&~A`p}{O0Eg)Iz0kwY130Am4GtS(pPEDB>EQcWh(59tSM`w=OH3ygRzzIR>YPc5 zNN60wvPD#JMo)B7yaub9_@FtB3?7_?e_W&im7_*zvN#r6A{V6GAPAx(k8>WVm@KgpKsgbUEdgyP3LN=85TYz>_a*=D)gd49dhr$2icC&9l-Xrw=7Db|<*q46BFSEPo^V_uD z;PMWz_Qf8vwQz5SU?C-ZNU)M!eD|zq?-J&=L12@pI-qHRrhLuoM@wDg* z#7H0dsr*3@(Vdu~$1+k7xDtQ@MJ$?7dN>bUX(@E5CUb>p_Z{h5KZFab;uU0x{j$|j z?zrLi{;7d8$G>H9RG&H9ZX>ebh~}ERDITC7l=(?XG)FdswAdUmAZ;ihA?2t;%pKFW z8a9;7SDNml3(PPFOm4G5{i`ptkhEP{M@ie)3+9hFIDC&VVbqoN2$vxD+61-wKUg99 zyY7d3g(!ml&7eI0frbwiQM&HQIi>u=f}71d31c3yx3#-wU1vpz(*7DAb?f3YXH)ssu2b z-zX3``%L!ImQ9`H+A%NxOupFdY>Z&z@Wd1LT^T7nL?+i0YPq|(IFcJbsZ-AsR#qdSjRfS)m$6oYGY#zhs4>Sj zy#LYSnJiwk>+xHExx!I|o<~!(OCF?Yaa!zClsI;{TNO%K^v@;Ueu$U4;x%O%0?ngI zt@q^PQ&+T7MJLm%zu%>8m>|iyq&P$S@y&u2GFShpuS9nV`DIsK_UJbnV-Iu?`OA;y zMM%1n0!2I#{PMFuYLFo!;bU>MB|{41#KRE{8+h@i;~?co{)-Uy?x{lw;e({@55*a} z>pAGLBRUHxkN}MnY@H4Aj4V|JXtD^EWe9FcK~|f6cRcc zF9t_-F}Z;~(hoj1m|$giIRbG>w@g}L2^g4NN~6gCfeO*x!=Q%;5SS2+05n$xzyPV& zqfk~IIiWxKx4001j|76P2JlzuV*)b%4GjUcyCC!mfWTk*)nB0DZ(Q;qE&R(Vk_M^* z{2vFMhgkEMy6|t2=r4HqmksLy9{y#=p~n5c77%pYzqu@ksS5C`;SMyx^K`1W#&$%Fe0Etk1`+EX}aM_{D1}gDCLQp^>2k2!rfEl<62SW@^r`?Nr zNT=;mj+K!#FEK(y?%;hlIGvsmVDR;Pj*pKIZ!b-S<7)xQw~}(~@9*3m2{8EwIHNLU zU@WiFsz_x8gpOuVQWKMY=feZy$XFz-8*?Q03Erqr}<-D`5OjbGX>9zcla;bSIQM-wIpihU4Lr-xg{chlWK1e}F zsNtCtSpayhJZrK zxVxv;^*(&SrM@l)HRH#Z)#bI`C`HYeFyHJaWGI)li|e+WSkJiKF#1j!;b)h0b~ou~Z5%#f0Ki+BXvBCNLSKk%u?^2g5r-H2~a)Mw(>l7iH!u!b&efchl~ zPHT0qy4YJ2VKEX#TH$I@C(+n;M$Uu=bbaAVyhyIGPZ;VS&G@+{u zpR`NhCK;$fK6!5arG8++Z3*&y3a2ZR8tBfNz20*r(t*ATh@Wc1bKAIjs1MVSsJsx~ zf9P9Bd02s~Y8YjDBmBO|cdwa6Xo-B%v$Od25aac3vP(L+EtkH8)xmZ^se)lfJZ(3a zi)V0B%orZH(9G_Ox(dnjfg68t2O0-R;rpL3P!|HU=tKR10(3nHc*s)t00%?!%P&OD zA!+8F$~eqVDRcQ=P-LXxmuE_c!K(Z{b`Lub`sYC$LYtjhtp*lN0 z{WhvNt0U#l$jF8PC2VvxICV7+V|#Fa`cXIh#`;3$K|Jda#tLY zRaV!z@qI%{8K`Dv8MO8DxZ;OSiI8*k>pBf)WsoVezYz1*i6&3hVb$|5HWY`BZso)n zh%XAFH9wK=l(-!0ZRLV?#xCbprdi`7u8=!okHwwozaIB1Me1 zPS$OyeLMYy*UeT<L5r~F@`^l0sCfVXKYlVf5;+1HAZL4 zlVbGwPS1W|vn$MWYvM~(uq5%!{#zDs*1>zy9OnEOAo~8&LZD?I4n_yrm>5k@UZ@P_D-_=>*3O!ozN`V&*TY;JJu=`OX>)wE>a z6OB(5wj>gEJN(r80SzM7V23Z^uL~bOQhHSgP0t>j}ht*sRYQ61{oUuoX zpmbymVi4~T000eI89@Cf0B%rDBcL290Tx@-2LTj14ItwQKAdYOAxhdICQ71*6ms8( zF@i@z3W4X)+#ZCX`1$53WPDSod%)>Dj1TQE2k7_;677R{$K5nQ420JVD8b@vW@}Aj z4}wuNF|c9Z~EfUa$ z_He_%a{w`&XW(59zXPghs`aef^f4pVRqau#X(B&@eh*;5}qp9pCQze4&N}X>U9KL;FZ^Fl2 zcXRlT%z|sbeM2FX+p(R~`C#u<4Kc~BA;Q@M_GV)^ob=m*|NO1o`|i4kro?UCVj!gD zGU29x;R50%QqlJ1_|9gIOo(aNGi=33Ui{NTdOAbxhBVKY&5Sn?UHiOkx)ow7sr&mr zWI|Ja%UJ1FhNrOwZjl~KtvYFH@=4VZ>fh?5*2zjIhKVX9c)CRlL3;CWryn(>j(VwFk|}vbSeSk2G)2Y;%E60c1q0b-B(N6Zf^-bAJ0z^)@?{F(wd9-ISJ7dQ zDP>;f8JOe{_?MtgYG`Q%8yH$pO+Ly#8Op-WZwK;t(r1WoT-e?vc=ztkKXKDrd{s=a zsM?Gma4{%U>_x+T`Pz{`}U0xHIxLh`r;LvG$IY*4lC=oOn~^tZ~+6Bku{1rqDqj zGH^F91`{KcQx~qyJZX$M?Z(;+a^KN^p;=+s#IkAe@XhS4dWx9kY#h+n2?H+VqR+Xu z6ZZxhtI%kGTs>8r2xqVB46x1lmzvOy0)%pRROf~;^}Q9zg(hE)-R4do%!#e>Wo*>w zAs4VCp0xeU%W!YhGEZm$f5>W2@A_>0_z5s1e3^7;8S$yf;3c(jy7fy_9Y>BDRN(;r z&INm?Wx#g{GCJuP&cLmoQb!p@-Pkp>F`ya~ZWXE+LZBpDH>*2?vq6ez?&c-cuwpVN z;}ypiC;186P_SA>r{+5SW3!=><@olsPJu1m{nozs<27FrjGZF5-;s~LGRO^491?-u zv;GnaaZVfPRAbLROf|IICE&*-2y+-f1-fqs%%XIo7h4T(!J98X6z&9ZF99BNkrGj} zkvXqFXkq^O1(ORAE>P6suMSZX>eisEw|P{GFv zY`(QSr1~}8(eU6#?@Oi~s)y?^vliAoKZ5JHLKw)FPri226*v$|mT#48uqTQ`>qPs{D>tEBQ+ z51%VOd=60l;r;-S!LeU!vUJ)XC}%67J;*<<`SIs_XLdGEt0LPyf5JOm4jj#7Nb7(% zfb*MR=i_SLc@yb*W*IS9NwLwU1T5;H*1k~+hAUWOd#2@ON19>P#J{^gUZd`J}Pr@lm;eVpjCZ~%!yYaXId zB#cy%R%$E!G&HK6k#{L8ER?>QA`REXC-n7?7W^=G^Ng|wR6H3E;=Y0X#^_9^>!~SN zkn`Ef@V*={;OYey9Utih!P54=Gvp?B2ab9nz#Z_cTSVHE&(c&Pl#6zK7ob4+@?joj zN-(!hz`Lae-uXwKj@J{1^QI#kFUarl2kSacyodP79SLYl z)b?M;XQsHR<1jA^a=@i)(C&GRL+Kkp`$8@DpZIn zh{fY8i2vGW|Ma{8;Deih5_31)-u8{={Ohb@r_ zqbZ$>*|xJZdc5Uzli&p8#UubEgDQ!S-XJV2rm5nS=BuWM^GVy=V?9}ZDb*o9I3)g( z(D@}+ZU=a_aY95g?A1XqIK^q;63l--FPn5##k_)t&b*P8yuH%Z&Dd=t4CEQ(bADI< zbciXHf5Cbzhp8ggQ(0j=h$DxRFN&)ftlk{_!OdL=6^~|0!*Q5yEx|QEj_kEdEzg`e z#%l~h65JpyL$9wq-wka(UVUzGSzWx@xk>liE*!G^U=~(ZR@KMADKST}7?S8vGBNj2 zc;_0k;1pC!nBSzEF%f(xoez{g4DZ{)oM>3;5ao@?8U=XTcGm&zm2EF^ou}>ZQ=C3O zngPuT@3uyMpP(COAC8UXVg9N5^jV&)+>?u5t>*=GwP%N9ff$7^=&UVp^yJp4CXq5< z26`7i=7|O(D=$&aB3phcY^KqWae~>lCrpuMYU=Wd;;NJ;DXZ0AVmJhDOiJf(tuK*q zEj`j;KT#_>L75kOtkh(e>jC!mN;01qgo4^V9W41Sjc-J@#>3_F9t!Dr32zjMvG zw(?i_xfQV>=EWOFmUi&?9|rnR$DRaEQV0QN>`t>Aa@|PibpZ}baY?AV#A2aRfNTc=WPgJsj8LZZ&x!GW z92n6FA4uQ-5s+iy{w<`Y`lkWd{~08c{SK1<9+`1HK%YPMZ(7{H?ZUrE*TWtCkHv@D z10vY_|FO0ZLrPKn-D>C|U)tYhmIdLP_CYH+b?Sq& z6eXjFCs@MJ!&G=BYp|ZxJK2W&r}^n<5IteyPRrax7~f`Nn&#ds9eep01Zg5fH7ubu z#iUM!ZCF67pc8oFIlwfjNM1ya=T*mh-bPb#oObr z$X^66*mOMp>Qf3V<%>RzOGMs31wEH+>yvlh%`w5;N_5E>4=)lmWh2|Q*}CDs&$qJN z{_03wz&E~Wr0&LPC}_<1%m|tPt(DR9!vY{MEnw5uW$NSGrdl=JO3q+GUN1<_NJ)1p z*?uFHpccx4H>LKfT`z^k9QllqD$UMWZVx|v@Fubeq5QF=qtQ7g#fdWgVlpTi6I znaHfLI_`z&j%Rv8dny*gM7^{5b!A&FZnAh6Zm@@-Y$psDY*siO;CqdBvtKn>e9-jLZ$>5I zR&0TMconnX|J-{ucVNG&?fOg7fF%gHr0m^bfy1r76OFrvm}}^*xl!i&$y{W@^5?vI zr!3hqT0{kj5OON)X+Pw0#s?xESOeR33^<~%1$jDfv(j_p-naO$T9Im z{k`kVa_o6)Nu~>JQl6{cR*UiAJn#sq_dsp@oE>kySOcJV;F|F}|10?T(GlR~;(EyO zRO8+OQ)BF6{-jBa(@^7ubApT;V(Pr?7??G1Bb3!I+=rs?0MW~Xf|8)*6m`+H+yY@N zrm<`A`+N>qOJNsRPPeW~#x2NWmDVh+Wcquu*dBrf*>~EdFe$w@QJ`tc+mkxi_;@ipWkgV7t)B>aa7qWYl%_5rlqUyDQ`AAGxg0^UnrF%Uu*gWCrU?3HQp*w zIdJ{}PU(3i@~-0f1*>{-*9~a!Zjb5U$v6-pekl`tLsqNZ$0)>Qn_M*<^`y!ruc)DM zq4TQQt3MUjBr|8h=DM7)a<$dP8oapOO~6?qcOA11##)%m9hhj?CcQ7XOiDf8{!!rB zbzNU1?4WNv*N{x-x#F#LyzX5jVpqSyrKb+*>MfiSe!dg7w@;EfBx2X&o~nMU%Q}C~ z(73S0&7auIu%dJ;cuH$_S8;I{lZhBQvfVj z_FrtOe+p2JQ}c)`&aY*uoq)p|`hw~wOeTnm0s~JlkW((;0t3=$-Zldjz5fLfQPPz! z5##zK3?8x}Wug`g%!!s71bh8AtXkZtT9}4hM2pa`mY9fR^Mwh9!C?qFn%D^>P@zOs z3gGV!goh8HglFdX=Icwmk3fsxEQc&3j8`3|YhZ6&4ZHFT2F4N+149O{hdv7YAK+?P z@!?S(z}2&Vz?J*Iz*Y2%7jTAnzrmH-kST%qDs`*$V>D4>8XW}Ptj944QT*vR0x^}L zQ&M{wUu~|baGSMk!^ZY5Mz6Tj$Ku6kyCDg!h?t&^Y)8=^#SUq7wwjd zIh`^}s7FGdpR-qeD@gnlNOtN!FA2MHaI89X(vK=kT<^F_#{<@lfBag;G-;AnlId-b zPRyg+Xd6c*f=9d@__?vpj?c3i#c|rHwO8Xwv3dv_DC@09oDKJ@xD}ndnWF2-sBbZ5 zO622wEvYWDlP)m#Ks*+e4Rcv^y3qDVz!4jddA9tGX}Wx?~g zVT2Zo#%u45jTEPO&o__iDboxTsj_?x%MWDHno&>tJZpA!1k@Ro3k!?lblIbSM6j{d z<=y~K!a&ahPN_7;;p{X;nh70L)4=XV;(%pPLwk4a$PzsTpgUWvSIMCw`cs4z=&KMSn1~d zQL_`sfw+2VB%B%!+oGtckg{I{fBHC<_^=k3B${~Tvp5chXBHd5y@RBXb;s6LuiGr5 zP1q_^7^8l#rsstlh5X>*c|_D8VFVTjR#Q4Yx3@b( zDaf>kK_Rjok*DQCL69(`0ls@O9`YXg7yAA)YF)g&-VTd^EF9@H zTLbg7A>_eJTw}2xL>OWgAlfAW3+yTA)e?Z1B>Y?zl1c+l4>g%TN89j$j`o{Vt^dQR zpsg*5f<+-=s7e<8I(4_$bx9uKCni(;KM_h{$W z#O62X&@lA7W{^~1O$?(w_V97CQ{i*@8o)kr{CNY|y(#rLxvn~$Yl0T{xxGqhx?J7p zp|J^VcO~#d5f7|er%TEz-FD9K!j%EiyQ+Wg3xSs=ivMFic((wAi>6i*!}jye)*ty9 zLZ4*r1S?B<)-SdR?UIhwt%D8F&{$O;Z`vrp+2Us%!;B^N7+Vpq(t5uL#_WSn7v}Ve1T7 zN}XHh2uCdf?G|wRxP01f{3`BBCahwbrml{*yO-Ct%U~kk9%iG zJx20oQdGYvQ6`HC_`QSMLKsH5>B0@|4_jrX9zwC7BWr)xW+vT>L=?X1n!M$pRgRf| z)I$X{2a)o==nq*fe|CA6$$B+ucp>EJCHcg*Q)S>P#ftX&!xY1Ky@UCVOG^)~bJ_}u zWHF`fp?`gEl zUIvbnX^RU~5yw@~%~W}(P~(6Bab!~VqW3fq%^AhDOohT>yKH0ctkHC%Y+CvPH`VU5 zSmc;jyOgK6qlSLo@s!|mE()s(6EO1<&4){r&M$zJfB`>`4anvAygribZZL~{HfsQ0 zH~QB0!hAW)DKQ{wt-PyOO*!J(d1bF9hWY&IOwY{yc=cCb&L33T`le-y+q53V%8aIa-a0O%h+4$fIe8&khZw2{3;0oGU z9SW|Z_~oI}Jq_qZ{sdRMk3d-K06HMyZ&0-sBMb#q&>rY?Zy`O7E9p8ep1A`+_^g7LAP7 z<|ay$rw9~M5$4=U{@`~v!B2W8<$d!pslN5DWU8|wJT}slIX(rLYNgmWz75e@r6k}4 zA-d1=eI<8k65{b{VKN#@!};-cM84|HTjBaKmzS48R}#jyX)cAM=AXB}_Eht}G1-g0 z@{z5Oq+w1C%Y?`6>i5#u&1Yd1=1T0v@&=02LbQ5ncG71uT)>5KuP4Bf^%*)B0S*uB z$FD9;cbYm*$=$4g*M8}rYL=pqkM?)=Pi0+R%uQ49Z?fz+Ro`t2)q2~t&PGKg?Jj3E z{5XCsSLhU|fS9V8NZgdOMJlUl%%TY-Y7MM>&DyLx`O*IsQNRlhjGQGtei1uo?j=|c zl6{z*qWKW@(L-63D7YHmFN-GM7CEh(F)yAZoA?~y&o^ru0hu?=Hr?OhvNgX)uqCjs z^c5aEKfp_A!{tL{Ext6>_ahsqJo3T3FeXO zU8))~W$x#<6yV{nLMJF|9Q}HFb~of&Owx7#`Ac_KCCLnKNrak&;E-W9`OK3}4=L{h zMba#vFJ*4*g1iM4_42g?(t7n8y|iN`=jXLEUannxSI!gnc6SuZ_a%%F3-y2+&!3oT z-v9)O_bAXzY)u@^9;#1pgCaKpYd}ZrZ;5`e0rTF2d^NpEC&SVg!l}aZ} zW((=tRzE-SkAC<@{G77`a!kI_{TG0CSJfSH9CDMW-?_fO-*2FgK~mOR-fL+IiyZUb`3|FtviZ*C*+ z_88b-SZf}!ZFCnvJPEQnNJz4Xlt{G$OE6fxFeUKt@ZYrH zR18RZkq-UfD0!YCF%kbm*3uyFUk*MRZ~QORbqG0gqF6nkuE-q->LPvk693Qx{h}|- zxc}o^3dJ%MAd+1GI^q9UWDkH+pZ`K#iyP1hq9=iT_J76GWWVF-zlU-xzv{33xncj> z{#pJFzkcuFzZloA)$G3)GolB^^_OJ`+C}lNRt93)2cQ!E#R5Q0{gAUeWX3U}gp2t< zzvGj55EU}U1L0czhj9Itm&9gwUgQj^?51I*OB9g7IWtzqB%YH(>VEA)byuuBFO4mj zUpsVD;}NcyCd09jamqWON=uPGXJAz#ej_Dd?tlZ_m{0ujyt#i^U9S=BeJ%*xuc?y3 znZx16A^ud2T|;Seb0|fJBg)AG)UWooDSfGfZU$y$Q5x8w&qlISR3aqY025>*c{0%TZk8Sv7mga1KM??0`2!D=(HEQTxhsm)?; zCc~2VBBz%wr2~&Xd1KEPphtH!{soLi2eNv3W5@xC6?;oek=5eQi>QFnXPYf7_2{+% zPUdd@cwT4=R3UP<6ss8X>Cuv&=C0GFCR1!?MO>^z1+P*fJTRb`T zD#!^lodaBoN-DLhmbrzin8@$OtbxuK-@*Yt{`_9wFF7%5Sf{G$<+DBEgx<>9_f@WrLtpY&xJ=MhfA+M z-dWEPy8-U$LkGsc0vSA&AxWA$NUX@)mumGzm^$>S^JdF?=v)-SGuJAzG;DHpryNLy z9*SmZjU;>9hiHDs49l$g(jNHH zb;yGgHNHX4NP?=l<7iGGtJ5Qi5-!iT-+glRz9fEON1Gm5=G)*{q@1V1=xn6^LD~8x ziM_ZT>61y%BLBEubM8x%0=iw_-PVJEqQ0suhdQqgWdZTRabUPCYNi8+y`|y+2N3 z(v)heEG_l)yH*Mu{AA#XC!E)`Oy#)If3#3WL{Tn%#1@alUSfpF?1v{bR&^pVglX=6#`6856X0P$jx?E>ZHaq);1tYv4ba@YDOhah zI`ln^5Id%s3#^Em-`y6c*zwJFN=_a`Kg=Y-Nx_{BdHSxJazginOVVo)-E1$}h28b( zL~S!=&_;7!p{wuc7I<{hP6H)UK#?2w?NX+y@!as9hNtyFyzqCb*>{-RS|fUA-z*fJ z0t|cyBM_Y`s)b!x+0-Iaj>8J9@?BMm1iX_>Cm{bZcHTeZ0VcJ&-FC5SnoOxMKC@CP za%d8ExN7Qc-HQb|Z?YA6iIun9mR zwDA){xP++D`xhXBtj~~24Jj~2Y1Qyp0Wq*#Phi|X!NNQfSL1~YY65kjKSfzLA|N{y z3<|X0Z;&7dU`mka8DJgr4BC!^u!#&to=>Q{{FgL~`L{IdBTT?f5g`W~JdDq^Y7%7F zUo`~&AY8YZAkT9E1JLgurZwG{u$z-=};R zLrH_PZF$n1j};TtGzTc+e#ktHQBY=h9vqDXl$;wZCko)cY8b3ui%bb2S4GIf`pLKm zM;;Yh&<=0^CI-KZYq)zmE@D1O^DNs@{^zr!`2!)>hzw+Vujy+qrz-XoF`(D%{h=Fi z{+Mn1M%V}L;dY*i%ROf`M7&+SV66t2LgOuIj8Pl$Yo9Es1KrLAMQ1j*Bi9zDL6_D- zAleZ?Z%lP?e={feirldjYr0l8S*t1RXL;^fmiNntG=eW>Qxe(;siedSJFahoc4J{m zx=A3VN1pb0NaCOR28OoxVrhb^Ia~Kn;WVk;OT{##Kj4syEzsq>jZRWew^OCl58I7? z^gi0eQI02c_b`?v`d;wuXN3cSLfA^mx008>ukJ5DrR64H6AtabOxDR6Mt!F{1kRrn&Q(fw6m7 z&{u=>ur_4XT^o$cf85>BE*;65sm)MJV;0P`rXzFf|F%$Bu- zqp?-lCjRpKilwzT?7-**J$Bj{1D{8qE4op`T?ARig-1|FmicW_sGlH`QuR8Y?3~yl zRN>BS^?l=?J{+&Fr|BXXsbPuK>5Nv2s#>B857PO(hK=A`>FV9xyg4Q5R&SLH+&#T& z7Ut*2PmG4;ISD1GA~*STr!NIdEUW>ZFc7nsMT(udtxESX9tO4*{Jg6Bmil=AZmt-i zeD+`ga4BxN-8qKqJu=Zo2Ij#xa6#Ex&a{bwuhty^6YuA&r%d zVGxOS3zE|*Z*Mnde=VOdi<3J?vrNc33OG@edITKTh)jCST4UEv`)@E z)~n||pGO?-q)$h;F4vpm^5`~Fi!4X~$x3F5g}!e$GATh?CBz;7Q;dZH>jXNuhs56| z*MNDrP+`zq2Y??A5BLjXVGt=%L+pYRY8`(>#Taml5C8N_Zgu<*#u7HiH6-o4SNuY< zB0EALiWKrFcXXI4O|m4ezQ$>D(cS<#&i@G$$u}Ew=5p%zl4>H}9X$K3c=@oAS5oci z?}nE@y$Y8@Mr1fV_sLS^Hc($HoE09pt{=ExxdV%5W|^rjKQ}U?&6O%0ZlO@uG3o)X ztdxBfRJZ+{y>Xj+?Q~pa7SN-;VatNrnAL7H;n2CLi_>;b{MjEnwdj$$7us5MmfIQF zRPlw8p(6x}?WmX%aIPiP40~Cak{GKANDKIoTrYNqW9Ej>;hM=d6$$sSvx`n7C5x*7 zQHx&rz2Gm;6HR@-nqrY|SA`heo?#0VZ|V|3!`Usoafz*v9cx?+Xd=uH-ECaDL)*6a zHsLz7u)7ihLRpManN? zTz=+oLkJltH*L5F%At7M)OS=It0DMRuEdRSM-)w1X=95k2hSSy!Ueya6|7hQ({h&J zA)%)?r31Y_c4JG**~d)E1FGUE%)+4y@>a<+J%4<4^%fB1MQZNX!GJ&`!{yF|yZ0I-X+rjgRzM&7_i~!C6bJjY`>x^EbsD+q!-~+X#~TpzJMK}@t2qx; z)6TZ;BtUjVddA?)k-F!WUQjjGC6h%rv5RgzxkVYDomQX-Yjvz}Iq?EKYg6O?; zD2Rlpgh-1k>2J@X_xjxL&wuuropa{QJoC;wZ_N9CW=k3OVoHB9bNFk+=z0i3vzk1l z=S7fOTiex@p3ty;rYY}&b+HtGMIYh5tlKMr!&{(MNqva+K&aGQ$X1rwI#-qR#`|NN zyGY4~kmsH|!>c8m%rYMXugS}{7H{6dKA>OaAz$ntX-3hmdxU>KcPU6_`s!xLR?A70 zdT5LMJO>PXS&|$kdZxpL`g^U)b zrIeV;1<9D$(pAGMvI1f-PEJe4SSR7n!<+4+F%8?V#$A^Gdao;+cJhjb$|`>;cUWrx z=l3MV@a}MLQAds=-p1qs++&<41h)ye&p8}Vl9-l;yDYr;v-Ql*_{DwQj}JPXq_!jH z>Fv2U6K_+V{&z_UzNbK@%o4C zz19I&c4P8%KBI!IUp8Zh-+WrQRa=a`w%E+H=hW}9tZiA>{ZO^QC?%}$rT!})Q}eP- zWDyY7`}B5#>?N9uMf`7*)}_$N9jQ8>#;60;KxY|_(o z16m~uqW*7hj`Adgy5%w8o$q}#+!Zm2@r&&06?AGDO!}Z-EHs(*0|E`?h~Pbk81kmkpY1 zp3HLJtlIdYyd;(Xv9*q{GXLw$0;skirA`<+&LDcRLioEYtCb31g~p_L=*Y?>0}7erFk|wpzOmC8 zsngu-0Gq7LQtEYo9t zFY$kLVnIU7KWSoOUb1utjgQ_ zYA4%@Ts?*w>a5;zSMs}rtRH5CGk=h zSKeeB&I9_<1s|WB_Km+HkkUcZh+fl6HO$+g=2P5-F`RpmN@;ZyY{@f1Uh>8AGv0D_ zdYrv?4A$;6aZj2BpY6tDJ;N@V%Z^Paea*TMWuN0J~wZ_S9i~vJh=ilH5n%QAI1%K0n z8cZVsYSr%gX!pEf|L4yqpGR#j>=Z7o9-(;~j*E0KKOpy|?end}+Qymho90?MIjAQO ze<)a;+jAMYpn(e^dmW0&J>ZmYc2apKnMoGeUE#}Sh~Ta%_e41-?L7*nae}G3`=tkW z#+9fm2g(h`)0n{6)eM%==P-NN9y|PEOT-GtLQ4d;DPr3AJvqTG4|gJ(&CUO^09q0T z11o3==}ELS05x0)8Z+_01rS-GbPG6|n;-kr!aR3-+=BLeO@}3{JPwuz;BW(5q*yK1ofzAg4pk z#z{DUnCo!1SCXDMJbz#{QE#L6CoxB!gk9lc#jDS}U?QQ{;DKS2#4B@*FuH_9oX`eY??>w;Mx=UtCnINQ4PU)LQTkmza_gnnnI1dp zOk*AKkI2FEh{zXbE2{sNI=)YFp_ZRH{_d^2ye*e*QaMYjwJABy^)B}`jbDWCb3Y4L zpwWb-5difU25!E$9~?KY#dWwpbsoRJ5_If?@*?Iame!GdpqgpUrL%d!e2^DOU#Zy> zb>|5ziS7Z;Wo!9#h5cPle=T_$#o$=8g<$*QP z&ORv!EAwu-MQLlgT(RqOL)~6;#qeOx2Fp=woQ8QKqEySW?(_WfDvhi94DFA1DT+Q) zeIgk&A;V!9FDqQs@!&pApbWP&agi-H{er$HojNr=HUYh5%xnHeEJun8u&Bi$%B(a(77`=w=KfzUdgyw zzZ3o^eKa!{bxZ=&R$+;6hxvJ-4!K`a=N=X1F>PsRUBdAQcRO}jvTFCe4CClUf=SWB(v*x zD)9$eA65$OYoAYz@4oK|66caP*nhUk9W%8#$E|iOjYg0|M z`KtGtj&{rw5j2J!Hi^q2on_izPQ09%SLc#j>yk{WnK@F4mGC^C5ZLUSTR~!Cpmg!_ zglAfg^v9U)N+ntX&N$=d4(I0M_?(;GNVl=~YSBl-ebhGHE@!Tas@9-Twp>5h#7i%8 zYhBT`@;qF;py=oGN)`CdkthUXjdf1?uS-goM<+c>1kj1hIKKn0lz ze~|5>=s$>L2!7;0LgF78A##`l@@roH-DfxnjsCcO9G+tn$MJj1UlY2`{?mYvhrY*W zTSw0UaKq94(EO0u{j2ow-v+V#0PzN%TX2{i84>ZL8G_mDGBCcPt6`$$Y50=&fvFXj z$xdo*y=a^cliMKwW5y?%B?He`eZ4lXl$6Y<&E)G2Y9}NfuU9^^^l^5EKN}1?Z~0{= zUvX~=^Qy4{-*TU_kZ+9aj?r;4X;KcUOs<3~k7M+Srv&0_QhD$m(TdppSGeP>i_s6B zNMFcvztN$HG?6^wxOOik9o?pCWp$$@urW8kqsaWJnd30OSohK@Cb>?{CSEMivsz zG^Z}CHNC27h<`!mkCk*L!ODwVYv3)&VX5m98wuWTtMqr1wPVG{e#ooH#!y+{!2P-_ z6}#?*oJ_seSM!8#@^Ca{?%Je1p3YA-FuZs#T-9JByi%_W=0TD7%{qmpO_6uzKCiAl zA8J~LDuoT*5;oLVPm7+?-MJ#8D>oM;R1l4S!RqR1Fkk-I$3O+0CKY#?C)emfi@~;) zMb&)QW{TWmcv&RNu-PjO`cKKhT3EDzLGQ^7C`j#eE9EHXx_8hz_00<&VRSm!t0YH>kXcPd{iG>3JKnE(M8Ij0=p@IOC z_@|FV25kEI2Ye+6oFu*r2>oniBm}4u-+MuN7JMgk*a%!atTh6U2m@M#$3~#n&qCTe za%CDA0qvZ?3NRHf=+O^h;1r5bfI-mZ1R(V^FT#*#*AdiUe;_w zwl~X6XbcAPzoXtV)BF2={%`lr`*iO;=Q;a1&vS1FntuRWbU@MD!{as;)iM?M-wi6- zcr18Ufn!=llER8-znq=&S; zW{%9qdW(sG|MQv=)&SvqNC?3526$3Y(LS1?gl7b{K~+eg@p56ba-wvk;V*DD5a=9u z_JJpe0^$#Xe>pYqXL`o49pC|Bv}!xSchP}h+8`B1Kf&{ElfWG)4^t` z1^!UYKm?x`1L20Z;b_>PBshJ?-*CL!Fjr~h{=n?E1fM-aMMXm*_XZWs=3x?y{Y7$^ zc&SIUr+1RbKoSlK47Clm%j*LP%#GnU*ddt4E(V&JBk`V(XhnBI9_|GpKppK;-G-!f zG@_yw-8EhL7bL8D*G`R?{sJrf2^JPZ0>d8s4R(-;hMpwTUCtyOz{F{l05~<3^DZiX z>L>$c?OkVBx1P!zpt1Wv&n_6T`|8z2BZd=&(@$45&d@UM??^}v^b~o@c`@I>bRe9l zQT+Mxhs#OFSJ{GYmk)j!c>HeW!}+VXqrYI2z9iAhh`l`a@{+Ul>ai{smf)jYV=S5n zyeumE3N&RL3Z^34BkeQAn+A%@f$qlVFHRkJee3?Kjqic+*N!e;_7`1$VS1Nyt#Rqf zXMyn-ni@1RSzKpU-!A4q<4bH+$aB1W(zN5~F^)LP^Y6VZ9^~9}mVdWL8CELSANtMh z*39`99R?%iku%@UzM)d_aR1yfo8 zQk19jhdtsqLb zQ$-9EOpT{SsxGV@fpV=nUpqSJ#AxaObX9Af`;@8#4}7G$&YG8Y;kJpOIo)~Y`;Ts? zokbq%S`O>7U}UhN84vjEX#4fvHIXbWnOd!?vy75K-~FBn-43Cm+EY$as>sB)V`-2a zd$%wwFz5teuETI^57mSSsNaP_FSnkl!>Gl6gD;_{=cl>4Z%(*pdhvd1YdD?R&1_S3 zR>|;V)a}fAJr?Je#f76T4eyoiyp1;M8~>-1qkkH<_e4&RN<& zs^+v)I@i`9)y;W!r3SmK`igfgiu_zVB=cdb9PVIuOZHWHCu=e)gIYPOL`N-F*3wi$B}Phb%PM)e7l$gjkgy-ShR)VL-+)ZAJXJr>R}o^{ zFM~Xi7f{_az?`@CIWL3 z>OGzI$YtyN0iW4I24ShZt&@>nOg+>wCA*}TPP6xp=D*4SNsAAp zrx{Zs`5b0qui9A5OYmgqRtWF*r)He}WRQ>IDjm3&G7uxmQ_qx2nuy5y{&J+9P`Mq4 zuoq{O*Ipn0{WCq`ry^~|<*suJds1n6(!BHMb6R}7-XsMWU+0yx=Ye>!YDuGH6z<3O z*z?)PJo|g1v>i-&GRgQeFZ-MAQxGxL=?JJh;N7wBd8|bZKU^yv@G7Ck?+JY4Q)DZz zh-YMe>eH!#Hs$t2kDd0#@YY;PZNe9?DiykH88CR%U9JJxGW=QOzPh+I>>CIjk_v}- za^mhogKs8pDCmuwwT)Z&??*Q&;{5kKA1~mn%QB5X$SVS|>y2za0SY5(ra-FIFy7C=+e$4wL!!b8i9tR##4tN~Ig+?*1O0a(y!c7@i zMjoo9b@e=KUc+zk{mA?WzWJt+g!lIq9yUqc&tBxI4G#!nk(@BXo!{o{Z^l^075JJ& zRU#CF7$v_F6tcInXj_5r#*t$N`3+M84_u4)$zP}O8>7NB>{p3o^QU>Y%9Yww;l-|w z5_54p@^Dcu|9y2aGk5XfemkBDJ4wukGs9sS{Z{7UZf=ZI)~0n)}}2lDG2oEJmf z>cWcIAjSNC_Ip{ra`J)3)abJ+JiVw|6KT?meE6L`|AVshW4x_UVWaWzU8~A{uuA%{ zMb_vE(3amN)K`2Ltc~%Rz4rgDDWo{4Dd7J{Rfc@_`r?9;P0Gbw*v3H1P-)Asg@LHx zO2#lx_1BBX^>sDO_w&< zh_k6_c1$JwC~N?J0Hyuvo=rq`she$O9)W6`(4~T|{7q%#_3YF|j<=OxKh|62Axlnt z`aTlxp)cVdbdqp8sfYvjaf81vK{6o;_nnR(IUOK&dAP!Qd5OE88;gqa8*5bdoZzio zWDXL>-rY(&ly)hvGxO4-nx<8^essiIP{hQX)q8V$Hv=)?)a|r$8xt$5i7D}|U0D*t z_IoPI{U4%5mWj`tWGmW~BM_UbO3SCF_{G$3B|iBuU4(o4#Wi>XUYOb=wREs)EB|Bw zUj(jnvQW5?AtGQOx-%-P{C!)VMWcI1?{Mm?Q!{;qkAehmbc{6gpDa_j(2(#zMsO|@ zLx2xo5$l_R0lkkOJjgfOAM5G*{y-t0liPU?cQw)RX|1Ct;W9^#q)i|SkTO7+!PUSWtYt5AGRkiDn8ob9>IJ9p|T-IeO*9^&2YL@HD^R;lO^O zqED;`d>-WEAUA-Lu%Q`SD&1D}z7RM~x(7MF;>_%MG2hhmRsh5W{?CSi-@% zSIVuOAC+wUd?eog@FDzz766*OHaGZk2wt%K*5(0(@i(ls*8R3MLT|WxaMXimk1m}* zcA_~?)5NE!p*`%_%Xd~@o6!vV}FCc1FiI?2NIsAaom-h(7R-!Bt3VLry* z6@_N+Q%r<>6hDnLEWlE?I?boKb7w*=T#s3*SJ?ajMlqItEESUalJF!Vucs3{vDzo+ z!5qh@VIrSis}hIIDUJh-Rh=XCo%D9mYxxOB;^EKu)3jd@sou~A-J+s$O$KW;)klfj zHJTQwMq?RDaC{?zj$jFFc80sP-xEuK3hh2JzR*Hkw-P!@Rgz%hdZ zIsK_Gf}dz6oDGjm*Xd3SIsTAQalekT?2y2VS2-s#&%ZLiY0G`4SeK^nOsEFcuG4!z z-(Gq%OY4<*_SS({H|x@OkC&c(`TUY=R^gD(bVx>umBdFY3BMVjqYZ2R4&RYNOeUnD ztqhdZ{4kkeXR< zfQ<=5U{jf&n2L-wtj^8Lo%Kb}I(R_7&k+9+XF)Cy+=Ks-3|SU&s$Ff6e73OBa%=6P zO=kiA`45wI3y;-zTYYVkAtfhm5(AF(A72-HPeu_;ddjhAv zhIkv~JFPRhb$W#u-wcRbt8-%`TpYJfdK1OHCABa}EzC1#?6U!)x*$<~0_U?>s~$6) zriGCd#3R8&2p`oPEaY8u0V64d2L$o$&A~F>M0s!Y<6&Z+Pfqldj|EoWC`G?$4pA$Q z0188FT4t(Fe#6B=f+t5=7ix}puUW2mn`mNkn-S999+AVnvDHf6CR!NXScu_dVfe6Y zY_+hrNAz%#5dL{H;+VHb_^^c#zOVUK#Be$3r$Q4mB#2*#C9E_DLncSr;T4+hkjZlV z3RZVW2#FvD)?gQ6A>bW8c!d^#0moXCqx<20=P|sb;hppDT9Or#3y+4Qo57#5*lIcN z{tKAFW-D&E-vvxcEW~MY^e|~?6$>$$96bd0(Io$F42O@}1ZAOTAW5b8R;V96IkoU$$4MT+Rqs<6OZ*0UcK@eZNJ&YM92;sMy z5$fL9m|=QBJhVAjz?=UOX;{}BEalA~IZQ7E4s|u%U7P~OwQuIeqmy1U$D>TTuhn?u zb~C=t@hA4=SWD^Rh7>LCrCsdTf>0j7j!W|AA^+>R0FeiemBFES_sEq$$9!45&!^F- zPoss-9wwy~VuM4678V|_+|h(ozd~63y6k6I`rikzeM6piL01dX{b}@e>0d*6Ey({k zD$Yax*Kq+-@qZs{NS+qpse8oApJVR4#9+1fzXyUN@AJZ^(f{kfID7b&Rwxe+@h&Vx zuiVjsRA(SYK8eS`C>MMc~R(t|6vE|R?Tt8rq;(QAAlcd#f|u!9Gp9k zIX`*%WWQhM$L5sBmh#@mp3ha!+@1tFE?_KEhK3@HZeq)oD*T*MhLo*l0&@_A&!g8W zD)1mb=L-RSTY^b;fj4na^JQ z_aVHV8?HUj+B6bByRyRjixm%aN%L)BQmR2Rs{N`uMl3+4 zA%-KPh%h0)quV6oO(&INmG^J6wSx+bDlhz9tg^`rX09RkHX4*D8k8s+lxPu1JU*)m zL15OxT-=tx4l=5-z>P^g%|h;Ne11yaPC|Z#9V6%nqi6@va>S>RE?ADuvU;86AaMTP1BD2qB!7ImO3>b@!AZ9!S^ z>G(oe`2Mxfx<6##$NtCy^8J@AAa6i7J~uQwd`@|8_*}Oy<|Sy8s&TU`d`diU;3q5R zeoAB8;$OmIl@Gz)NxH&!eQQpM8ip(3Jtd8^!YX>D2An9{Q)#hoViul(;70TWS(+=K8 zmLs;88Do`s;7x&bana{7&S21h1K+}%c_W4wK^MYb182Z|0lC8f=8?l6n^igBhOv+% zAj1ew(2~`@Wi^8?^@1e2)>vf@xXGMl9!H+R+^kanpz(~k@~ow+)8y;f74z;`V2BrP z?dIVE&iZ)x>?CLyCC=E3lhGFnKfJY>`;RGCT*WV7ZcL^|4Cgc>SV1*eM_PtEAp5jq zm3iSZBvHo;`AK*e^}+9evRdi&EkqP_l==0*S2~(?dl$;Gx7i#R?NMWeAB2Yj&0u)2 z|1=ug%nODS2jmJ{tTH=%g5+H}%_)zD-+}s^@3;OBE<+aL1xX$&2*y&dDzcokF7SB= z#zM!ULZ5e_warH>$ydvG8~Q@tb;oXVX_KhBJ?Hk6#}a(B1pQ6}U{u+3OnWq3(##tJ z>Rw+HjFYL`q;PKg}$AsHhF80>~4NTkRU3?}uoFgheRpK4Bt7|!!`F9hv-xYyU+ z-6ADv=<3Y$oeS={?jG(+-qk`Tc3&JY8j}W-?1Fv@-Z7eB2-+4cdiWQg02!n56`XKb zEJOl~uK2THpod74$eXr)JPi6lI2dOUJaC^_NLfca-p(iyS=G_*k>|6lJUhIxE!=i} zEq6cAZwT%Df7IE`8$SFAw3U@4K+wBM&`-rXrCIe5=qM055IL|p%^?H^<4#R5vsga@ z6N4m4_2`Yi^%)BK52HyxJQTG5>sl!m1Bc-`Rfy1U%?r^a&4uoY)sD4zG(6s{$_@r7 zWiHSXLm2hXV@xNbwLs6zCMA!~ZRGFmCPC+dgNbMuV2qu+fN3DnXW=jE4f>fd7=-cO zlO39vUM0U`P_%V2jP*SqXAgRdj`+u3Oa^-)CmKmr$ z2=9(nW&^VaMA3Uj5bu(r47%vIu3leE7nnwzwNjKzx2-5_+d)BfFz@h{-@;Y?aegvd z6XOqNC&&pfUE|$Idf@#p_Y4W!p-z03P#_NQnR*M+xK|5;_R3&IgB$AR!3*^|Lf1Xv6JUvxT_0h`$+_yX6D>itYVD z;+(kY0^-E$&Y3QJRC7w`uT=!6M#}g^4n4U9 ztL^+nR@3z!Y8yX)KwRyT#txU3MUd)}YlC-ZULg!2%TJ4B{eQ>EWr^t}*Z5EvP}ch1 zr>ynts`vx+&!1mN>%J?mS}u4?Z7@GXgJaGR`d<_>hoWE3xWu0u_dC8p8h=;5X7|Oz zaC#|EA2+?^cd~uTq?enh2Qu@yLG1xLCpU{_d`7mgZ z?JW-Ik*QD*Y-$C*4C3zNf%!G{+$!QKA6sL}lVlxMZEis4z7REd#57#$BqPgDxuQeUGZw ziJMuuE=0nHLNfoFnrngNWYh8*5L;o`5@YFvjRk&SR1?zTv)qb;Mj_)g>bu_^d%Lto zH+sjcTK?Ta>xt&1ohUW#qPS?;LvUfaq5L6PE<^{u40S~*JwT~(+Q|+9ZVq-omTUE2 z^=|wSzntp*53be&v36)=Iqnxlzesa~1E`lQI$2*NeREejr@aEVM(_5Ct(7G38?MFX zU79N4oLjoFt2MN-onsI=_;UTrR-nW5S%S&5ipX!~wgCm9C)>!>h!_ill>VqnIwOzT>PVPL^fMDR^&;rQ18O{p z@>PsjM6Sz>@<5r7MS<3Gh9zM%D&R-MI+bXV!CGwmGy5+~K~uHXQX!V}Wvw6g)i%kI z3!PI03g^dMqbDvPXG@W>O*2!AVr$aR_=n=ByINOOh}{+vvcfR~!0W<3B@DVp@U-5) z+WN_v+@-Oxm|6qgnko9+m6!%ogkj7lNSZFT&u7XZUrpfxa=$^P~XxtJL8Eo{g8LlEYx!}4?3t7ur$ z?Aj;pcu5J_XV2vz%X7Q*AxZar=EZC*7S;ln^UALClZl5F;4}e!Bc#LykcjzI4JxSV zTg2L@oS81eveJAWo1&oFxKd4uDJ=_8?{#hR*tc+4qlH@m$)g`9mSxsrXSEJT%(VAU ze`;Oc62gYuGP{L#l^p!zg+CeYJ68PNA}wdS2vX~!n$iT!4%z3Aew_1ubG)ngN*Yda9KW5~rAKl6Kl=?XoN}f&f8(DqkAJe|~YQW3<^6GO2M; z=QqpSgNG-JJ#GDZ*Mavaryh>Ed&be7^lA7C!d$`Zdt-i&y!9ysa^&ffQbc*19QM(m zQa>zyD>*Pgd`jyuM?9{j!9O7D(G2<1V=a45*2tm_F(37U(fETC%N+)Ufd01*LK8oh zMtet*gS8IyxCbD|zz#T_M;e3|LHh8DjkDP5FY7+DqU#|qy>NjyBkTLcg!Rc7fSr^g zcBU3hV}sw~gJ-9dds{P3imFREPhVd8;A22l5WdyQbhcuV^T=}*Yeq;iMd4(d295^n+xQA0M%w} z+w@K~Bo1}r#TdUMmUUO- zA&2ebJ9D{Ri`w-blM`uq6WZ5JGR`Gutj{chfRvPI&x^O;7yX64qUbj7pb&)yT%c=O(!Qc75I|S8!l3u@n###dVcPQX474*`91Y-42o^dW@7`cK_FRwi?@#E6l z9utZvdld?&U&3LlqxOxfi2JCo5r5*PWwBGpTXR5l9s4kaKR^m`L?n`UlOy;Sdz z0Op>>Koclt*BINow~hBrE}Zxz(0(y)NId40gydXZmbyC@Yq3^?L{sLffdte>HAmhT zC*`83PlV-}c$YGDV{DP+GjwEsSipSyKQVH9cGN=}cQxidf{q5-Fpzc4B42LB>J~b1 zQf_?<$D{q6T-A|PsNqgsBOjKTxe;Yw{oPHyqDm$!`!F#hbLO{xY|beqNRgX7=XL1X z0vJnWW@36xxYM{jV!nqPE0H}D`2aPab~_i&@!A?7B(GmQSa6X-{Eaj|HdgtAK;;iB zx6Q)BWObXhnlx_9qGK`%HgLoze34tH4+V$|O@YTG_NH=DQLsJ-@#MOBQJS_UR%^jZsD56F(rDOTr1449H6q+lHI_Wa)RE2N&XS`Nc8uJ|*^YIsgV6?9aRy^|OQnic zIzFE39o`1C!mh}X9Z{ZShp1z;j>K1n?OWjcFIRhC`vvX00WZky&h0H~m?is!?{ZL} zdB_4Gkl8iJ#?{NT(O8GcBMLjC!=wiwUs+U()Sl_mJStokGZ zcf?;5J44%OToC~HRQP3X4X8AD5jrPw0+!Vt$nKaEl;ps9D12^7bxQ3T+R%M!pavM| zT`4LrN~;hiR|&0zetMZ|XATnkIZX!rPi0UB7FjbIK$fDw`jb-?`b9k__e&a>rcwf} zgH2Tj=1VplE7VWQH<2kBy2zGLEho;MoxM2sijN`;#_mr@Y4MpQPQRaW@3s74%sca5 z6}Ok1aOa1pVcC(~O`X~mRq>*xfdF_I;6!d3wqmp`t3jAVJuH~g7niynS}!!t)dynV zGW%0_(*+&dJJL49)LBJbRAhlx{!j}UvD7qChZ3rVann7m3J9XJTghIEq+~DAW!>fj z%o1O{%a3=cNqxSsNGeEnk~44u`o#u&ZNX}~yP{>t>vxvi9-ta%&4-qg*G-fWia$mz z1I<$<2z_sV_-x|LM}^K&s6JUziZBt7Uwfr9C)*#6w7xZr7_42kC<_B9rmVDtenA)J z_NA`B`?l%j4+OuIlf9~|KY^H};!xxjSpl4>|78C+6(p)y)DLj&!YtlLb!ksyOl020Il^gG| zOB4nn;0Y+wETG%*afH#VIkZW1>(3&zRWTJ$IVT54!X_al7l%_Z#`eGudQB|eEfyp< zc#Gp#8YkWn)0YPk=vLJ+`lf$27q$W!wJnxkCSJ3ExtPhM3y^8}^ku;Ij(%;npXjv0Ak86vMDJn?&<5C16quxPlKewsMpt2b;eAJO}2?_^zxu;Ye^j@NEs(#Gg z#_K$4%)y+4k`H!~Nf*^c=NL0Nhvqlu%8S3ZZa)HS1^%OXg2GyKo}lLa`t6suDubq~ zuKd7TMLLMTh(G`bt&<+8MZXWYLbk?jG_#fSE8P70d2_PGw8#H;a%W{N8EqQfbdE@& znC@!rek6Cc{AOeh_+j!dQ`)w_Mzi!ydoYewKcDU)1j|}uwN1&Wrh*n6N|V z9)5hTNKVh@7P`-P)|p)4wx?(vi>yNQ;SspNcTICiBU=sY)3W47+eHgq>0efz3i-Bi zIr2p(AYT&po0#o^TPSM&TJ1`(wEE{YEg5Td^ann248<>K78U~ZHu3!ct^F!4DS-Z8 zW_}_vjX=#;&p}!Wj#ZzsucNVnXVW;oGlS5A@ps@F^o~5*u<+gK7;9!nH|v9xYsfjemV}zkg7r$#BID>! zCTc}6ZFMjx7<^_YXI!9|9lFxAY`Xa^OS-BAZ{Bl*B4SPNDeaUXrpnpl+TZn^+6Ml! z{;7=9$V-~(0SZ$M_4iBI`%d6cfBDzRt`K1`=j5vW6WH`m61Y1UC@LDM zqtKO^IYr!-?04YYiTdm0lu|)YcBQt&z`+fMy9xS|dnticpx&DhuF-K`ii(Amlhs+( zyfY796fB>ucGn(8CK(2%GwGXfmFy75Z>iqrj@KReIVtd4g;3VxKK~%FH|N~d!q?W@ z%qZT4T=mZ;&|U-mNZ$6`eE+`*q%1 zTAKZZE!Lld;{8yt1YQ`r z$T+G^P6mVJB`CP%>N9Kd_RKA^unCHX`+zh5VAl|WQqz_9XbN(`REi~zPBzR;0!cx4 zdM=RRH8D@etKKr4sc;Djsts4Ah?8QpgV>?R849~8$z+Gdoh$IjKPF09K)8i!9L~;` zvG6+DM4@=vKEd5xqwk)_F~MR@1b~E-P-785Z*%SA?7LBl9RXp+(k+FU-t5`E1ay0! zjXd1FjGSYr*CA&c zt5h2P=<*;*2hi{X$MJxxZ+z8!h^IDtIjjy8jO|;x7N?$Iz2LV1{f|_#2$cw~-~!*x zUfoAA^9^X6vQ4ew2u1zPaQa+2&e0q zuU-56#VEM))TA>9iUWOQQhM=2l(EGvRl^kmM&-^t7Kz4x?sJusG`Dlf*9V&KqUtRR zF$_g1HTIRJU`BGQ%7k3kU?s+O91n9{_);}dFmFs)61v&Qgk2D3AmT+PG6b^MU6=)?2Tcr1$WtAITcO6`JZ_jrVM*T} z7_})MV0)U*yfe~qB$s00JaN1$@HC)r!PS)djg3q$tem>k=x({h8QoqoN~LOP3Nj{! z4~R`F`5vbA6CkUgt_JGgIJ zpvu;D$?Dguz<((f5`5yFk|QJ7aDt+O)VZs%mRwb`PMhpZ4g-zd@65~l!r;(lvKoZ; zXEk1{Kq3oFivmEgJJdKN413c;K1rTjnowP~?}|9xj9!Y}T+<4T*(yAt>QfCxgm8PM z;i}J<=V3=kr0^cvK9MW`oi1+rZ4&JMBPv`ma?sm6iwBThA?{={0?l`NPh4m2&$YrI z9YY-%GWAkT(p)Zx=l)x6{L9Z00$qI&%ymZqXfLgKOksJy8o5d|Y&mJBz<pP>=$Hz93>aWah8wim3k;c- znkUqEE*(Ml<^WECl@8^a6WsF4Md^sx5JDW^98*vrH)R1SfhSeqPL)D&J>_QP(6nZ^QYmVcxRE%>bXhywF&yiYEi6o z25NWUyGQ>nHUxZ^OjTtw*eL`;O#^ORgwuev?-8Kb!1ndTApV&!#Y!A{eQ#W6&R<3} z&9ItUKAp_?j6%etIBW_|F%JKiklXi5W!EYenp2c)@nW|5A#m@}>l7Qlg*6&2x>c#0 zE!8fue{7c|Zp%Uq^V7yiOJyuYzDPRq9lk}jpb@RsA z2|z5JV$U|+jO0(#ZArd**T~l`F!3w3dF>RaNQGltPQ2?FMbS*EncH&YCsf{0q#>u=h^NR5{ExUj#Z{}5$f1bAF1qYP9N z;#brF>spilsH+90P6Zhw4$quDM5@z(u9MVgWMBUBOD;0UOK<~yJ8gcs2u~JLx>TTX z+NX*}YnERLl0R=rjSop1_9-HNSO4>QV~^2*tNY39L8nk7aky|!(U$Bgt8?aEMcjo{ zc1^O%8ueiB4-BzZ;blrc#V&Q12DJ2_E$luO@yldY3v>_r#gRRjnnE_%xViuk!BCk! ztm#=pu}e^HiUKz!IETk6v~Y~ppz1uTm5g&RTRh(jVtMYZ%t=mj~me=`)&} zQ_O!A7cci@2HgNl$kQS86nS$7%yj=1q!J80DBe4PTpz~=>vNLJgbLcoklD}}_llLI zc8eXkM}Uztk086_!ghk$e;gkt){putEIKme*JLMqL1a22PLR!D>rH3i=S?V_A&J0f z>?}>8FY-y`Cbp9CEtPO zyaYXE3>G36Q2}*cxW`nMqWj8t7cTrVz zEq?!5s90VI_$!k*GJslb47fsCIPa_z{$Z@lwzPRqkt9u-EX2 z*$@sgaoh!0M+O!DxjJg0n(h(Vtk59tY>UR%6zK;*A3MdXDvC)SI*Wf3kG#xBF@A_uQ;T?;_WI*GcFL zz5m*ppa#DVQ6sFAe>u&T+XXNv?!u_ z-k!|fJA)LJAp?^psMIS1ym2sUeSYAAhCq}?)MbiwAnYh8(@RQ2>*T9CU5<;ol2?Ms z7}KzQPy5-<=!HpIF|3eWq+QO?I4-NyujC;Db$(A~v?4BCXvMo5&6S~Odhe0$v7!7vrxq zTAJjH`M>V*bS9fep!h5bfi}78PcBf}hbNyrydD%3Mq$&m&uJ|QwKuLukcole^ck>f z&{bfheC?zSItIAQN+IWBx)vPv=76Sx8fkZ4$vGW0R))n$_M_M`kCG9Wa2yQ4`aR$J z%*ZZtQbT(VLj|8*guOJ8wq}!jB5X}XP7kZ|^Sh8*`MIDs56N$UIiHsz=(X=Zj?Qt< zA5C6iuTzMDi#D>m|L#$Wl|cCwlxZ+y2`|N7fBqQ(-#*p@WIM#9GC@ZmOI$f_7pd+% zxRcd*){7DG4E`@*DyZsbMuP)>`_drh{Fgo#cCx^5QI?kDiao;%`N4{QW1LLFGB9exRY<6&uDCbPs@xK-uxwKFa*%1*_BXEsm;!r}dUC3mV z9@%dgkePex4*zV9rzcF>A(1IbSgJcGcPoP@)6D|r<($OAsSlP`M$fcni<;gg1!}^s zIzM7YJpuQObK;LZ)7rY)#}2|JF*O?6f_)-H)my4mPQvP(lb9llG+L~ZzD0Tve?-E@ zuP5!xy_{p5@U3TPv2^sC2<#Jx+WyGTxo*F4%YJ+PNPKK3bvPsH(7}uFf~DiyYu2zc z7lmNyCV})5VoyG=uIR!_tRuj`@8AC>H*SB6{p)w7DQWKC45DvsgC_2`U8XbO5uA$Z z$w_PbP!%#Q0*2Jb`{X3LhNI;?4A*&NINUvYoV;w`1WT!Ew&A1ur1P<9A%pq zA(?L?!x$4ytW&c=^!B_wM_2)8NJzj6|r5^!qg07GBmMi@FsB>)a(>6#sKx(qDN!DO%w$6EzjX` zsUfv7`~`VF-7a+q1io=@Maw5<8oN*}Uwaw%4Kas{@%~~?Xc;grw6O0M3mY-(PU~;7 zXvKGUq^vp5e+k|k4Y|dScU9vB#9{)m6&UwMbS-kq>pU|1xhllwENiRjtooRZ=L5rgh|tiisCx~v-Xr5R@g8l0-ZSl|2rmLWM%(P2 zjE|hYn|{`lWj`I0kU-2uR^y|J__E6K(yH32IHZCm;P-C++Fmq|Q+-ZlXxZ0jLy7$7 zmd!Z~Ctb}t%u%Zj%Exi-K}hn3#+|2D zH}1^~!){0dA9F9GHO}K;_a|A`VtItsW79tF_m1NcYWldx`)RUZ_Q%8C&)c5lUh3pL zp{=g1t_A+lSJy}4#JRa^D`;wy^zM`@?RnsLTLhV9GF@)~0YQ;t78v z(_4>kM4hRRzJ+&_87Cp<@v4*j)D{m%o}VeBR~d*X+db7^Y=2<+sC54;q^4v;QN-4h z%ApT75$e1ALj9}39;*{1RqrNltNJ`i)gkFHUO*anPD4f94XPT^)2YvP<{+&c5xa#%bO0m}|>F3V-st-?=cQ|3WBu?ukD-mxI zuJ=z*!`?K#kQ?@ApV}Rte;-hCOE+3@X zn|MD=7%x58FJhML&8lzq(M)J}ZB^2_kBY{5UrX=%D|NXw9JY~lIo|Qs{1A?NGARAa zW1m`=9^gt%gNxBgg-47~N3jkaEyM@0EB1- zA+A_1_EPu0v2Zy)dMP)*@QsnL)=9-j+6#%he67klHkoy<-IjD&9*wws5Xpgf^8iL4 zEIlH3K)efgOld3N`xfIUk#O(f8%Gg^@An4M)qtfWdQ5nTd~fVJSIR}ia6+WxfEJtk zXrV+8U&5R4ud624KZK~BZD(THwA9`5D8STwh{U2;y$`{%a*t6QS|!>cE(x^6?ADt}Z}2539?mz!Yw))bQMiga$BjMuu;ePGAeyXTH;RT%Y00{E3&9 zx?{QLE{5^)4cIvx^2oBg&Z}(Jbi!Dr#6Hw_UX0z?tf_XprEBQ^?#f0>Ca z$}5uc=3^HM+eU6qST8>}Uk(*%r*UmtFp1D=Z&&3Gqup%?yDH$H*fn>xfUv#{3c2jTbKE z4yiV}vz$g>moC~;C|GF(`?4O*!TjK?mg(BaW?yzmR7pAFw6$0{9g{7cjd^^1@4MN~ zR|y}kEP(UI3$PTYZw=dlZBsD{ucfoM1RsjFId}A7zrh7#u z5*m}0SnCfu_GXj7xBIrr`?kvLkF;le?R9XwZ|ilT*PaYu z-&Qs526G)d^@j=>%z=@-`GWekEV~s#>2UE=&Lz8K6rcgV0PV!Uy_-A@VEEdE2wS?w5^9TLw(d6oscmb+v>>6OriNwAyi9=Ccv9uyVWjbDDbpzS zq>^0_>H9(o(Cvw^LZ(nJHx&E)htteokL%enOO7Qg89$WHue;#Za1iV-8-1O3G6ScXU`{@a|Hi@ z@grQ)@^S}a+}k?>FBtq_{eHy0ZzA({DYfrMCVz179nJ2%!k@qIo4iWBQgE2ZlbJ=U zleIBoiAc^mO;c#absp^d-Ih_}mB4;wFYeb~EX=P$>}_p$j;TXot9z%v>(<=Gjwc7c zqHXou)987)Z)~sI2ibwgNm8N8#Vq)*tbC2qD&b~9hdReC6e6$_4mkZ~>Bkke$3~%L zrZKve?6Ati)m|bi6KXt-8Ju6imZ?SKOtn!Qi@SV5Hdkqu8vMnK$5Twh@&GC5T=BjN zTNccF>fsn_zH_&lqtk@b-uEx6)ZVAtxU%UZD)GVF@^Nn^kN9XrdnKQ8F(brF-toIY z^q5yN*zh*W!1$ zH{i9e{Hw6eIP-ixLg7J}7n8mnyG?`7DtpIQg1=cxLd?|~Ix(=rY(t>i`?7=&?E_KD zCH(ktDZU0){c*FPeNO+6v9An^<5~K}34!1mWN|`pcL*LJKnTHtySwWIf;+)I!QI`R z5G=U6>*BEJU2^XGKktWg?sK2|(A!(p(>q)Bn`*0?6YG{>Pyvg3xVJeh#GnPQ_(Y+k zTP3N(c{Wh90@-y9=C~gwYK=FekKT)PbVESB17k`#w*hm|o?dmsp~ekh;ok5#>|j3Z zT}tZw#_QK_4>!8X+2-r+MZmI#cUg|5<&Wn^+;_@s)iE{eM_h?humAdbm7J_gN$`Jb zieJOexB(i>+dI({!W(795 z<4Z|Dtrid_vlzbAfOBULLf=qAJH^fDov}k&=?lB@^_Vw2+(X<9J5?>|5~xI1(}$bU zC${M%TMU420Kp3eZWKh!O(<`cZ@7CQqu%_yb@)e9rPm(qjqyPb{cM@-xAx&|Jhq8Z zhT)p`{-BnI?v~?eov^(pvvOc9@(BR+=aY&vFTBoBm-5A`ufSdb>CBHI1q_*P$AwJN z;e}7jZs!;Bx|XBD6Z^!>9<9eBrZ&@qJKh%=<#Vc(nfBVTD}>8#a6B0u5p;GND2r}z znZI%VJV~Dx#@&7n#l53{D=8w(ygl;;nq~myfY$m4gHMUL?o1O3io49K1I9pr*oQNr zcAd1>8=9`QJcFf7P8&1{xoJtgVma_heDrF7CTyLq(y(Z72Xv+Km9s&5;~j|6|$bT%HMUz-knxKFC|v2&M#v5}j$&F}>Pd=NaY$(A@@ zX*s<(%6_TjIx^K%*S2^Bj<2qg9^q^f!ciz(+aI`#=4-DXq4!)IMZcVu?2=pzNVB$6 z+7g@IZ2hIaF9$}Xj@-qOz* z=yUJraO+sblYj1`?eU$fvNK?kqv$Cmx;cj+|A`~Tpmg<2gD2AL*faK;(p47Z$h^3` zK9eE>zPj6Csx@Mgm`kO}9BcFx#z}gDDdli-h0Y=xp2uT&xM=?#kcE*$2V@L@JrWEq z9&|FXG$U$7qDI<(s@5-B{Hr4??>kL6Co(7j`={ht=O^*=mWE&PXkYwQh%9!SY752F zJ&0|0^OD$^@~pzlc}nS1G3V)JGzr9-gGjuBi$u?wZ4|2Hr>V;qpTo z4phLxsjhcMkHz)qqs^_CbGK_-EDB6hCIsJ*6BF@GEzcc0;T15m5q-P;CF(oH>FQ} zNcxda7jDv7NpI-)g9_TEA6PFj3K@h+Z#1?+5v3V&_CCv+57~db1i3Ntd7lhzFL8c0 z5~eEV@wRW4mYLA1iU4>i((vKKTcH|q_HFnY-b024kJOx*=&alac;{}R=lxX0nWsrf zBCm$yVGPer@y_RPcQPYN9vl06&X8Xb#B4&oJKcxY-BF?ZF21Gj*k(PvO?u%Uvvm8&8|EsUjby}S+gz{8i zWDOJFo+RHMOI)k}Rm)e>mQaE1#{Y0nPv86XNqS{U^j;CWyhzU~oS3 zswm?I$+Z0|D#0jCH$=~ET57ne6~KWrMEqJzAQI6y&% zI#p-w7xnF{9MBo+PsjRw-eK8td3fYrsBZgUJ!Y?Jx-n$6 zbf@XfpU`ezGb;BeuN_8%wa*(zEn&H{sIC)N$uCv9oW?Nd^{dH?C!&_xH{IS*$1@b$ zSv*U~LV2C0sZMeUi-#tJI?k+>YV7e>n? zGv+zrId(Vg84m=FI$4MEd6VW-H%XWOye@enYX-}M8Jc-o>oRihEWa!D-M+r?N}u64 z!%k042!9_)6N`NWisqFeALEi2tpXwUW>M3Pd5&}KkuKnGrCoT^#+*h=T)zkS2?lu= z=*|tl2vlB!Hsq6M?oemzC8LI-B!_By>T+b3@SK@6qW~gHUCP4uHSLUJI_Wc<)J=JT z*g}d2S=6b@&N|m7mKvp&I-h#qF`fxe_@vJ?h7Lz<_1ewc{n1Rn8c2!CMW^O3Z?&1x zkR%G4_VE_D$HyEs0!=t&*o>(?R z>%13!Zq>(>>fD@epT{*)%`{;(SjX`B#XJG>41v4S2_@or)-U%l0<0pf9Ik&Y*t*{yK=i86KU{sE$d&RXy2UQn17ksbp3N|pjfmIyE(h@UWq3UpxTjt|3toUfX}#A8*#z&UaXL)m71DrRBj{iNGkb@i7VfPP5gf=P4?0ux?lR zs@ewYNq+%2`;q?=esU$J?1uFudq^bdix9q@&!Xl->8uwo7YK#-$=dcZyOJ+CB?>W3 zWUsVr+XPSr=(rUnlTwuN9Qjx8oeVC`qmm&@vtEK-lWB!Xrf?&fG9^A;h9*8N+@@3? zhQVq>bnqi0$?6aAQOQKg{a2@uBuKt&-Q(x*SLb^#ijz`A7!42)wzWDSjqJ{T^5@cI zmPyH@ajboT5G#L`55o{j)e0M70=vh5u>toeuAw1NB9!mW-SswaTQO9txjjln()E_vAT)K`0PC&-@H-!-=RSTyps7dKxz z2l5Q7p}N7y@dkJEhOo_p5T1bjmzOkFtImt;x(6LEpfermicrUf;NqlpmBk*-?E}ff zE@8n?ytF=dtuB6@zE>^!%*biF%Zf`8K^5VKyx&aOI>QazmY|)A&eNj zI*PdEnJy^TgZ8IOZ~~KHhZ$s#ZK&0O*W&-GB~o+SmY=mtholRuWE~)3UVoeChR1W7 z(D4jOPwwxoqi_A zT6n6%UJ8=VwIcU1v81Yk|IW{5myDpa1y8BWpfpCGU&x@jA?Mj;Ii1I- z$15JM^`{k97n>cKgYK1&8Sp$0cU}fy#R2*=r@)6Tz^Fa7dGPY-JR`ULY45mx!jY=! z&_R3*xLr@bYgn-4S*d;ys&}f{6VIFew)4q#v%XT`tjbY3Bc3F2ktHUmnJP2h>x)CZ zgm5)1L(O zEHRn66=kO8n;;r^=aA!>YR*cD8K?3LNVvofP&4gm@lazV#?Da4PKFyL+mgdr_&$)j z`}=W%ePVcRz4G{=m*`=|MgGX8t!!Nd{kh}-Y~cZRX>L0pNeNay_|wc>CW9>l&(o9i z<$7QJ+N@@Jxhm&Pa^hsc)P5P?(gsaYMz*1fCs#}kCB0k=wTR-(mmQ}zY7rkI?Lz)>ETc-(tdVVd}h3&*7m0EYTv2B zv?M#-)4#I5wngN^JZflg2AR2(%Ok+q*11jXcRDzv64OKFXfSrBNJj@}5LL}5FM8B19#T~J z0^s$-eY2nr@Iw>Y?eDhjUK~1Odp`&%*jm1gF&8?bjx9A!<6QG)e~A#e5d*W2{c^Rl zyx_Nz{*Nz-_t_EjH=)0i&F+4m=)W|^P99nQjpUVgtE{SQs^&Rf7-?u%+%~vp4yxEs ztC?C{CE@dxW++T5*v%)>8!V#(4Z4=w6c#}qUGiLPY?jLbdt+2ufp1CQOw}12&JfjP zdlx2!EYh14g$l?V}OS-DwPm5NMrd<$4(O;UlBDyeDX_A_#odaTD+SQMkKH~6}>DBYDb zF)CE>7jO3zV@;_L^vcM|7iaL|saiXWwwRE&O&55pYU7tzKMN556-Z4;Q58B>Rj-{w zw4Z+`xb#;*Z8~%hRV3++F+MmYzE=*weSHF5(^_w5{!m?d13&XS%?Hx|?MZNLb%o9; zOW3b%ANSttF5CUN7tA%eDM2 ztow(Th^`19>+vq0RBi<NhK?&=__jWCxf|$S!t|>&XUCZ-#!!-+(sLrTE8>W$TL* zR@=3+qh{(M+kMl}yP+^7wOSqCDMzZOj`eNKT(Yf?ECW)rZtI=;{MmY*E@P zpa>qO8WjqZqiK0FEfvDPQyv`Uzyd;Z0!dtEY-&}8%W8}9?et{YhYzW==BeA+jT27u z2;m9gAQj9=zdsRilrNZGs!3pq`qwpl;;l)Yk64vTtj0!+v2mhr+ev#$!hC76Hja~V zKjH{pXuq9z$mW{~ zceZgaq`x|=ij!4#5gphj&M``Su&B04om)WTN7+dD9SF|Vl&mXjagTCJFV57o5@xN` z0vaJ6hK+N-#%1Sbf4OnD)^J)9T>RFiBn5g0>n?y>!|TX96Ef19joW}uxkP3ls4;!c zKyI<7=V#bave!(;tL1GH_-f_Z3_F36S8^V{}SYzF?uDh{@SYvFt0v7|P!MhFPq_>+A z5>8@!=-y}VB`$)W>tn&YO3!?#oZ+*4EY_IJbA1DAY~#7Ej0OE;q4mAs-I{0l4-!sN z(Dn}8l&^*NxSghdDrN)+X8<3Y#52>vf=B3=ekyKbjR|HmZ0}aQiz+n|qWm(t8_LJe z_{WgJot@Hy{eL){UJ_2i|5OTtcMHSIlCrzugzCOW1e;O)!-00Z_YcREGRu^`$siIP z^AZxn`xcRi^gt%aIVcW>xd4 z?FWuVt#X;C=)!McjCg0myQH?N(ROF^Rm|_XYe2VU9+=bp0J^NRv=tVNxyv0Si;oxq zZ1krFWx3mHp(!Pc6sYerl`0wDCg)-n&P(ak4rkv|01){cm-1fj?G*35sgW;fTYg*c zgF6YMjB4qVWg2a@5WI67Io_+>OV+2Z`(O974rAM3jpfQl@0h7NO)K#N>so(jF{|PI z%!Ev)6?LDA*)LNJ3FSp>*Z2ZV^HMT2S!qcyP=w4-s01~wiD}WeYTxg4|C}nfyw)RJTYTDR z_k;uB9jcX%p{PFji|T^EsOEcieVOC2mSv=|ie*U8?|>?Uhbj0A?5ROpViiKf6BY%W z5AU*qUm_Otyih@WDYo@s7ACSFGk=lH?VaP!xj}1VSore|3Z|Z;?<=^FpdP=E{!+L< z6S&Ab_g`{bKf%5;U_-?>{??=)#(Ujt`kJ9i;t__H|8dFDRFEU%SKHfqZN8fef%A=>FXV-ossrwEkXQVcp-Wd+V~q200mN2W~5>s?IbB4Mzd)wELF^sdb?-T1-;$#EbnXOx3nIsb(Te zA8>AAmc;7EgUlM>t#03Vhuh>wP0;PeUeMoidIt*2WoC~~5bUBi#U5v|jK7=`Gleg$ zQk%0p?giM0TlwG8~ zFB&L3w4McV0(ViK1^Us(*q%$p*I9JWf}}hW{m*4Os{~!#bIB?3_xp5qiEbX!R0Y0$ zAUhvzO!@b5L6ib<*2Hs}7igAJ!609lO?1f_#f>&5)m6rs8)-5*A?PuWDU|*XYlJY1 z1EqO9jz2|7@qD+0ftA)wLwUpU}Qm8zr_d|taE2^5B{gpw?+uJYpBMJmw8|^H+67#CRopmw8Zk!(= z+Rah5s$id;a!+Qr!jbZe$H#?w-Mgp_wN|^M;UGGP{EJm3{ew1lRO_I4*0$;C8LrPH zxykRRDAXh@)GI82Omdx^HljvQXO!N9@uu}A72PGvD&h^F0~UnrL4bNlSIXyIn`oQU zrze=UsFr|Jz8l)Aud6}%%kKhXUZ1_dE^`JsusAR{pdN2vAY}f&$6EhVtBAEIcO*o; z$da)*d|{YIUQb1Ql59gh6QhgOQr<+`=)ZdY`7{%yaul@v84t?{0YwO5r>c=Ps#2^s z?6%IHjlhX5p4?;h(2Wjzy9@u2vo4+Vir_q*aRle8HcEi>?rCu!=Z3)6Tdo@lZs>cp zp)UJ>fjhek3T~=rV3+<6u&0M@@t~(GPwMOA7C%RDVU9}>;LzX^i{HbD!rmYLwwKJ;NUU16M0#eKi2rug$tP7$ThI1mUB9(^iw!T7+nOq{{zTFJ*VYsILQ zWI3X!laZ#Igs-I$FKdiDqspqwgy+?tndEE`h5$+Y)5CXry~=zFAGgj^}4 zmTKUn%V~VYt9?q{EL|Wqe0W4*b^NkQHs{FKTO3?xd+c=V=5il@1U%iFuf#K`b(5HS z0F^iLJ%M$$0mYf;4xrLM84RaDY`biAMHJW$4O-}jP%pUQDd{c-` zp6wWu6N7hZn|S@$krT3a;*}DUGxykQ&xqC$9aF_Qf%H z@^-g^g8y%cC4LcHC9t0j#d-EK1j#rgqW%glVhWW#3!;c$_&*Ck9|(U1vjcYvp6iBz zyGhUGM&NG4bBPmZb|c^a2L<|Q0CFfiK0QAhWW=5RmP44s*eIm-yAEQTOuFlpH_Jk^B?}*ia6_ku{Z*Ell`^L zrAUVh^Cg}7Fw+5damyz`zBq??OR||d=vVv)lI>DFUqB9g< z1$}9laPzv=R_NT87*P`y+F;6zP{O{4dega%ibT9gXfrE54#Ef~RtI;r$=hIBf9~{Q zu|kT0Dh_B zw~y*dT_`9Mwv?I!+*Ro{10W;hImxrnYyi*4Se>ezn&gl509w~v? zjZFkT8HE`8Peo2b6ezbSw=z(ohf-~Q3FD0vtZM7qy2+v!{&gSl@IwDqX<-pmrKGWrMOeUBSQsJr=jHP6qjGRc&~w4ZCXCoQpT{W-P-4DES1~KC zam<{o%I{+OF*W|smuQN2nOAlSi*yOQ7tbkMdLTHQ{#iEGV$Dr}?U3M|=?)%_>K}Sh zp!pFoPM8yx8tX@tL_pSFqhYm9NrtvYg!f<#%WKu@#TtgKrn$P;TNc1DlDpZ*IPo*3 z_nH1;8MZkA@3Y^VBY(<*^W_zT3x2f`gk_an`i0|D4MUT@_C6w!>gbHsj1Aliug2++ zqkJDT*QT1PbBI^su@hO20uM^4pjaTei_V#JmwLgT5sD zZFc3huM#Efu|r(j{2aZ&BJ?24t>daDqTRl#g^4;n`D{Y`_pM0%maYc*IQv%0_ug^A zV<_cMin}mv3gPL|v_|AQHcR#QYpbW*f*3}WVRX{T-+aJroAd5YJdctvSO|rmsrSJ+ zUih5R!5*G`k#lOujgwdo%KC&L^zgE;SYV0;=jdD{Fy0#>u4rk{j3eoQZCH*W^e{L) z;)be~(}O-R*xv z{{OSnLi~591^RRU^UBs+Xy5;j`TWag_J5xkpy2%HaRn{Te||18Kri>-?3>!r$w=2q z-`&_j*Ua1r=AVB{;qPrTKmWmH?uje7aD>l;mJ&D^h38Y#@o}S;&{Na>x-RF%G7~x0 zDS4H3mYNdZWMgkpfoPd8qE>}sLb&vOlYu6^w3QmUY`6~Cwv=uaWc!`%;%NI%dbT=v zEPie(E2-|O{xm-nW+5XZ*BsC@@bt{?@L{{4lj6YO3Mq|^l8q9i z1Kb0&1Ep!hk~kE6d%sKE14heGE?}6y-y`J`?LcFCM40We%1GtXp*~?2$hUq$u<(wt70q>qyDkN7V=6(kp`-B3o`5p%Giv7jIKk0jZ z>+4MpWzEIO%@22AnP3{OVaGWCg+;bUF(J~b;iWf3PubaniK9a)NN?C=@dFXBXf)L zqVD|TA6#*iKrw^>eoV#f9wh3(J5h$LfMT-|aTJ`upif86Z?Mes;`x5N`}0MKvey;~ z%I}B;{z7G5?khZx$kjHiRl5N6iM*APM_!B_zhEHgZ2U=u00|Yq8*E_^xtAHSk8=#i z!kqPRTVYo$Q{&#hkpjV6@!4YBpHDtrUq!E=Bi7iyu(*Dkb?qPZB&?6~Rd8$eqnujt+&P`3_qLkZmAu<(R)*uvN}|e1oVNmzy2VeZs+I^bYhTYG^7u; z>c7Z9Qu%AuT+dcrsg?K&4-WKf)y;4)D*v+TK}#H{*H)w*rHznT;FK3HHGCb4A5U$K z=M|mWFJ@LKs~wDMXc0tfLB?$;!x-?DSS|E;zvu_*6B3WqQX@fPQ%#s3xi-o^pQ{2{ zIP7I$GI;30=X#Oj+N2DoAFtwN1%Q+Y6Z{nsm@WCy0GF8PFc0LZPCI&J7j11DR(`KT zdEfX>sf;RL?+^xYPbhqmaBbHJryu}vcEnE;Cfv#Kwo_+xCX7oK8XbW9V3Nr^HX5m6J&MG&WrD#!;J#VinZ7?TCC&s*%*iOK?iwTKaSS z<{$P5kAK@qs{mAF7(`U|Y2cJpmpGQ3m*i_SgAJTkwZBe1qApB@LB8l$s!vo(L(pBc zkgZg={ovlk&*n}o4BkprwkQf%zTMST-a@rV;giXee!J*vSe{peVDh3*y}P#C?`() ztUq3e>j$pV(zudtH6J6VT`;97|i_`bP|N~1VfT!!kj(1_eqX>AbB5K?z& zHvwua8Csxr%b(9ek zu-h5LVwAJ)s`I@rqb%C#v+%_-LdVCQoZUFxKjLo)gBC`UqhRKoP{)Cbr{hF>AV&KH8rOaVZ3N^OVE$@dmMmKEfuB2>kcArg z__J?BQvGY>+|Nc{qZ0d2Lj}ab!KnT<@Xy1~k8NOXxS!kn!#u6|>!LDwET*>u(-I!}d-oSc^&@|d@U5eg(vD&zp z0)a9JJX#Yssj9yQjDykbC2$gP*LgSk7T-HAHQS6wFz*a7E>)M9*H5WF#4l>)VoStydIH;k%oqgwd=jVmmMI*9Y7ZYa`aL3I)EIA3mHQdhTQpSfBm_$pGnX|{6Hxz9NT*D3*8m- zx!K0y1M6D-Y7BE=7ku$G|-nauU+bS3FM4`{N>*OIg|4S#mS` ztxFnsI7Rh`cgro{R2~l7Kwl>$YB) zSm2HFJKXw@ZwwBRu(rwx3klaQ8c>Yh!mp(WhF^!?zO&g*%|*gXMk4rnVjeRFDW-F_ z=M<Sya<`&FqnsPLozRX4$W zpGBLJ76VsFcAIawIcLa$AlkcXqr#1|SczmF(T>L#9&1Ra zY#tJt3ibS^&n}o@`yu?!{bc>)pIdORhIO{z$ks=}q1h9}C?DNF2)my2fDR`3XZNv! zVrlDrhr(_^u>Up0_vDIF?vJG9A28w9_Ph5@n!C!ugvBGg`UWC5?fwn-FDkI#3vhbD z8?idFLiKw4SFcHb^(yrIKx)K}?P%l!S~)iQImyi%|2VLHOw}^~Q`BYptiihAXbEFk zc#%J%HJB!I%zoT;M?5vm789Ugm$7l~u{>*M@DMRng91ZBuE%`f79Ow=(m3LKv>d@- zXyj;c!i3nt4sUAHr&7L1j_x0&Brts*tkn`7WtOBgE=4Iw5XHUz$YO8=hXqKt8szE) zFtfqG!A0ugGEO3M^X#1aT`T*FJsBAps>knZTg7z7&g|6{XZEi62QDmyQncYxXTt&} zX!uo_=l)C80&JSy#2@NjZg1`G5U%o`RJ~5J?>q^ptWLJXt(Se3t_nd?urhof$GV92 zj>~x9Ug=AD;@hB{^Bg__Y45AfjL zJcF|u7AE;0a4KPDEM4~3k!ujC6TNUAW8SarqWc#(qoLsZrZOg36MQwx#P3vL35f4x zF+aeM)joq$&C=w$G!$iual}htg=fXHtsX6hA)4?#Vl+_)_KO?6_vF9N_e#^|KMr~* z*s4rv{mfE1M-(Ce!XzkD=3(Ln$wQlY$thiYgAHwiaV5-fc)p71lP`V>ENp8eNE`O5 z{!AAuX$SK{I~I*)rR7cW#@wIZJKd5kOKr5_9|$8hn=yt68TC|#3|&T#d#qpCvd+N` z4HieKiIjV@6#EkKpy?7W5JNodt3S_}CxTadxC13nx`$!>fIP-pAa2Yu_l#msuz)gM zZ?9s5=N)hN{$JI;N{|umm$|c|rqmt?D8gT)5bkgXfu2>16zfSBql}H#EFgcKv?bh~ zPj^!j_Fg*ALGLkFV?@DWTE2uMmtg8O96$1(Ko)ew(kGoXcPk?^UGz1jPAL|*`#V3R zj*i4Ll^w)WGXBHU#l^v>d6ZV{m=mYWf@NKk!iypZdlF%X1ej{iTK^pdrRw3ezwb^b zFsbQ@q@JmO!?{6>wd5QORc-rUj2iw`E!#6jTagm!@u6WZP}K&&!WjNbwel?RO1MHC z6Vo*zHEm+l5?xZ(P7xPVzr`?1a?rj@NgHq;NqnK)6X~d`d;AK#yN72G=?F}ZU>fl} z&nva?;}~eZUUEEcwOww8OMsW__}ziu!HeeOk2s-FTFOf_N}q-+xN>Tl3s+E~pQ1UL zbYaK}6nf<*{^%dFBE`0c-M~hHMXTA*#VkEmSqf!jhlamCbn>TH|tCFX&&8Tq3CCP392A~ohs)Uzh0$zYP^Z1 zbVbM5h{*=~;mzFs<65AuODlZgfy&NK6av2#5O}~^XC9lvMq}ua@!8cOVO=(qc*0$r zpM{dovug7=Z8*(UMM5)l?j2i^<;B5kw!&btyI!&6$lIyx5uTqvu2y)Ic&JbVubCfg zFyGY&=C|{dz*~!->;!sM5LAvBtp_d^#tOdOs4X@vEJ!AqNhlkDJNZQtO=_j z(>bKoOO80(sA;>rUqgMQFfV~F3e-F+3$^gCvN)fW)z%wp*G>Vr!ow8)YyW@L_Ol8J z;)!iOQ}QGtq54U8Z!BiE1X}3*#|}OY+Z*}86JpuHmY+;c-{D@Np)@qH^)=w|1U7k$ zHJo6u+OMrk@yNcn%VpNpT8oSbVYq1V9DPqgT@kd90a-jhPQA`!v9{4?@izQcv9D6x zb*MtTO3?p91t=QSG(3XH9YIFobzCiM^1M&ywMN}OO}&k`&rn_S3Q=)8(@l%8>*JY8 zi{Ie38qg;8oeK;~)H3Ow5twOKQ>!;&xn{O)aEeen(vp#KUpl_maxGeD?&K+{rl|Hs zUb8-^2OjQzjpX9k9^Tybk6NIj>LxgrmFzJ2m~_3X2SloMZ>#6MOZQ-k_6Ij#HhyZO z#A#G5i!C3RF@~Vxf0a6Tv009IKkZd3Hmy!E+!*hikkC;)vHDG)A#Ql4<0 z&-(`;+C#22fK{{@SnT)V)#F8Trt`jd4^45suW-9N_I2&eWctOJA#68WfxupNKYZZE zN7r#_MFcduAICXS8EAwGVoNe0Aw1SJzouAW4}Lw~SI`SM3F;9BJ=baVc;TPxlzK^D zp>=*D)(?N>iCNPEp!IolLSX*+g4JIsY{vkCFl0R-hG&E>7+Y< zIEnl&F$8GWUPrBxoSnK6cPX6QhP5yGdmZwq2p)v7x_B!GH6BQ$W zZWrW8a%um1_|qd??jrRB*ARipuu26jPp(OXp9ZSjlXJr30B{LTLfoeH3^G9*m2ce3 z(NpDMNXkV6C(sU6Xl%eb20m9@Lv$aa)-V>6OoR>GTJ6wz?)$j=k|=~D zMc(kVN_9a*hRV@0^}I768I8Gd{caIv8J=D4u@v3pfG9jn#lLp(<*Ys%<93`*6w<^t zRS4rVb2gd>D`iPZdclq)FT?)MHg*%Izd+CZBO@zU5z(=)Nu(y6KuEyDW)p6|)fF*7 zutd&4KwHs5jJ-&Nqm4b91_pAKur(SsxlMgm0F&d^SeXUIt+8@r^;~zAl(*jpq9112 z7=egwoTa_SutCQ`RLkN-)r1}95~kA7)_nSizVOy!{exHI71xgz#Y&oUjiuz@HUfVK zrm`1NY94Fbe~@CnX1-n_1~ZqHl(p2faJSd|X^xZ6KQL8>#uxPFK6(L{q3I1uWLQK^ z2l=-1x4pw-M^VFV6-QAZVH@q{t2sUEa=@xeQ@j3D{O(fLr%0`I#VvxaMkZ=a`G!;Y z8&Twjloxtte ziyS^+7`e-q3*WbCFMZK44r_SkPvs#7ZO*q5Jn{xAuE-DF%ZG|rNA8w9v*V~dWS_4- zk0n$Jy?UCX#Ln~8fB>p5Ml}Y$uyWz*G@g-WEZKOdXzB(%Z{7Q_gkr}+5s?_#4C2#V zC3ZNzRCau&kt+FaN;+0eRI0AmflZ}4fGF)m@lTTxETP2zX(9*?&KNc8g@aEZtdwQu z&kFmeNt@#eGG61V=0fas9XAjY!|<(C{;(H$sUdK`cqaAp($i#_dpoht1DF^o##vws ze&tWyg~07b&?DdD7P!8u6ZL4g{pP9R#{5>f{4#c0q~O;EyMb;zX*U4)JA=(;Z~J}- z1jz1qrm~>!F(U5GZYQtQLAc*Pwn2Q&+h^Su`W{6$>*zP@u(pMW7YyH>+Y>Lao|{?+ zO42^oG+IIdId|W;O_f@1C0vif9m`#}R%bisWpJK8?7T3^kU9=sd!4E=M?CFL@R`&e zoWO9ud36t7>CjF7$Pffw;;?W^K*1U5PqQ zbtjy(WXGCI-_yF=kFg%h#@tbw+1WoFVN+Nzs-e(WRMb;xS0_(f5+7I(@6X{MEDbd^ z6PbQ76k4cq->Gu1!$bMB`Nx@Rh?0Q*bL7?HxY z80c!wyJE<+5_Y``Kg$lGnR zUgW(HU)Ws~8YH~aF%ch7niSdq!uKdPHSt_5jL-jPiX>;VmWkZxG+VQB~T&RH+c zFyru{J=~pqxlM|?VX$Y3p#d3--dFi^WWEwTtLZBBzF%I9y^wy{XLi5PG&I^yy#pq7 z`vW=yG!D?HGCanevKN9wbA|~lY{!xvBqd!kU+_i_6|=<9Z7UNouD(E;?Vv47R@||} zWZ(^As~Z9tS7HpRcfU{@f`$T`o^R5W7z7W_as!J2Wc`(qa!E;}MipPF2=(Ao8%!Rl zgTASE@`YC#kNndrmVP92C^oSol!DoCL2&AST8RL|da%;09Z1~v!)c>ygqugh;d$XafrGiKc%?ySH7s$ZFo1* zwuX3ypf+sEF&lwM(t(xM0ds`hDY8H=5+>ggZn^EK$r{wk8~itbpj$Hhl(O!m2;v3c zdsbjTV-;f6yWPW21j|L@Am-bn6R`D#&2|-= zP=yK228pZp$&{=KO1Y7#orFR@g`NW})-xCCxl%Z5 zd6#5klJp@)u(N&bcE@eyY=+&9*kvPKy+d&W=C}u|1%vK{73qd|BL!(W@tvh4i)f0aBO(xc}hmo!?N*aISNlObixg8=Y&tIN7pbMyefH*T6Y3+ zoATPgA6l2LL>BS&R_~!$3^4Y>q&p>?{$zX6D^M@ut!8&u>xwvH&7TE+nTF=mK>%Ns zWGU_0>TLKBfgyOif`OLSd_}wd4fF>5{>!6$GyKzWD@N@yzZbB3BoLZ;+l6xn@`jk* z$9bEU+<`!%MeS48Roy&~2OPRQ@@?WgEw0)=)$Zr$i!Ja^{jNXWjFznX^?dK4iCekr zWx$T<0lgrdxkqbzWATe4@5U3wojcDH`pHefKvt}OOCz?AW8Ic|nu6IY{<6#c`y&5H^QUnCjM9S(j*=Pnx7H7W9vLHJkPYmn zpp1OalJbc!m-iGQ&}N$Fm(@-_8e-Rz9@8`XUQ5-PIzFTm?q3ok&E=tKXXJL@LwOp@;sIsGL9u2CIPOIV21zYUjVa3S7_{<;)D|k%}^=>HVxnv^Ft$K z;}2_B_yL`CTtVd`bzFgdYne=+t9Fwy#|XHNz3a`! zAR|>Ic@XZaPZu42N}(j*Bglo&j(?0Gbk67@K3 zRkxkjp6t(+*K74%q{^E6RR}SMfa?zW;Yifhb@*|cE%fAc7bmBewh8C^JERHn^GD{= z((&)k0$x-LdG#eSS1G0APXP>`aw$v!LIDrRA`{@NZEyD{-?axw>+%i;TGR^1TEx*g zJCz}%Qt?Qz#?{Gfv;jyY0ul4q@BkG@4BgE(F+#N|Qgi1Er;l~ORiTK@!(tGU?ViVZ zt+We?h)-9ou~GAox})hT_uVHYVv~tf&T#9ggrg3D3gq@+fl~z$n^~WI?MdD2N2E*b zNeyD2L$X_NWDQv;o6D?4>!=zyWb%QnZ`rc8ZB$K~>hfK9C19v}ptV#qy>d2Xk3n^* zr#jqEn2J#&Y*bma3@%=|V*P}w;Y`^#8}ja;8^3tp)ysLj`~8EBst~r}Va&S&utrId zaIJ1u-ji?KG{%j(66k_8DCYKo+JxOGihld)`l8CKaNda&?XT`9L= zCN;c%G+I4HuQ@3X{9G);Zp97YuW&w$k3RbGSzHk_Dy!Mcd$ap8C3QhF*(hBowF57% z2Hf|n)uEAaWf>M?7|_f)$ZSE%>V1gM4rkr?vXHvYfbL2k|6ILC1MQTgY?a2Dxo@`7 zdeV9}fQY0EPQmc2sT~T7p1jaf@bGLT{+&GnU8TQA*3|{&CA%uLH~xQmvq#!FWmJU* zrxlNK{tP0W4f~eV4bU@gz&(4M(<=VV|HIZ>$3^w6Vc#MO3IYPsr6Qq7cdH1fl!$aQ zl0%Jj%@&X@m2Qy|X_1bhySrnE0R|X42Y5D~^E>A}@ALk{4D4BK*5>oM?)6>wb>FL5 zW20HB+k`PhB;-L#6Gcsi6dh!vWa{Ts5h1_G=bK5b*ZStk4C)h3^_Ybq;yN2`q)E+W zU~wE5gko&ikhSQh+PE*SNU&7zyhKV1fkCsAQ`&9Gjd}z6W_o2~8mg<>^x)VLLzZF+ z@nVvaxVDGACO{y{{w8-$UmNuqR%l&lqwx;0F-|sbJ%7b#s-momD$>Ma2F}C9TgoQ4 z!5|h}91OK;hc(jWh#DNjtitJLM*;&^fULEBo7ELFNHtwW@@Fx-pJZ^-e^b`0Y150MHVTkQ2w8nJVo5yYKTDd z9jCnc)a{2Cq1HEyiq%S6~UK{ zUF!-kVmR z4t9ZmaOr$g$N=T8e^h(8-ime*(lLaXDg$06gB9*6)pL5Ar~1lUp$;b^7?BO{4-Pi}t!3@0ZWter1>_R;lK_UeZp9LAi)M zu!$!x&mU*qd9-V-P^|-37~G{-k!Gj)rl|0nYz%Pnc(b1VZH$Hgn`sce@Oi}&MF)U+ zWd7*uOSsEmUs@8R>Lo*J#zr~I{(f>B=2w>x>M=-J&D`;$ zxyQjq)XbAR1}uW-=y;`vVB2BQt_)zdVzyaxaPo{$nDR25JxJ!oY(?@hy1*Y4odf#b zm)H81(`CRYY4JBoj{S|2!dFppC@NBQ_z}R4e{JkvQ4$7LnA5cFlv|2%XRao5GQaui zd!yqG!%+nLbM)y7m#+x4^37A#CiiMV{i>Fw$=Tj19rOexR0!%)uC7#7kYY2_{bzJ2 z|JB7RQ-JoPS6>JziQX;w$o{xj`9|0$YGE%4M_@HKQ?ERm)daD`qgmTjgc#YUtE=JboD9pPbiKSyooq z-YG;ghn)OyZfN>PNA5S^u)3tPljU;aF>SSWWQc&y=KtFKxjB0lgi{OMuAG51Rp%bz zyF?IS+>8L8Iu7=*P|Y^!IwxT6JiST$@P_VYj)(7e^j_1HZLEh=m2>5h?iz!z=V^;{ z-bFXQzwO+9D_X@iB}J+L5y#sPnzh!6kd zPInNSgLvb`?KF{%i}1bh3K|htOJX|Iz!3D{lR3Bq?~%CYG7sNAn3XA(j^0Wy1ZIIL#*)>|qtIPl>BCqij2G0lyqz8R}AArXbd zrnRrzc~~braMH@ox_s5JF8{(hE&@-hq1p3kglT9`&^;8}n_<$jZj5UlWJp4<{x02$ z3vQl~iSkNuXz___Ft8U9`;*x^UghdK)&NJwI!^vNcpWZ%H9Y-sFB7M#{5W6gzE)e7 zHs)Cbb9>e4Q>P)%CjmFk7zOy>qzBv8*BhVU)H_I zunN0@770<>o1mw(zbli}fX5Zj_IKFTCZ1w~y5FaWSX<IJz-37aHQ*XNX;ig*A|IrBsRxs zSij=7LIpY0^#-#u=cO|YBLoyABa}csN@_aLs+Xc~1{-mK zrQH9z7w{Xv!`*0w(>D?*&)-XFy}^xqXuxm2J02uiakERS<+X%2uR;CI8k0JZ)j7~V ztL@2S?Ab=QZ^^k5qqfP)x>L&___i-2a7BFZi^H?+DN)5inmwt@f2VdeGYNlwS4KKl zn%M3kC{MlZM%#ltu+Q9rC0Iz#g%sRFxd9u^jMF}*dB{g8_0-(+*A004GDH9~1}7@p zMzXDDTE>Q3eGBvkjWH)7&Kvb%tFUYG+xJIz?)4%igm!+>>?Iwa4@+=gunYEuNx$CQ zVO*jwK5uGiOJbXCl0XHMs5#UfiwL4ZH+>IyQDKJWDGqIjY+K|U&zb1#?^A1HX&?~2 z0|B|sn8~)~c@2sDj`5wH+Yb z&dwi~(O%buC(klVG3b;F2SW_vqswrLA%CtTctl(I;qvqx88Iq<07F0tg>jng~Jp#VASF6|D9{@y8B%jEUxnTwm zoK)dH$k#zwVhZTDw|wlP55KBWEhlplzj9Qby+j6PsC?A=0ZomGVv+nN&r(%>e}aAI z+qXyD1GTga=*ffeEj>Gh)(NRiw3t&^Mo4>=qu!STqLqCq@8;KH-LqNUecH*hntczB z2I20MwGnwr&`s`F`R2gjQcRdra*EPXemeJI@0;~9Zm*amSxj2r8?HRLiIege_p2vl$(l}5{B+R#fpe#zf|1&U-!DB_f(}anN#)imd49Hz^;fM` zh4(uS+sB3Tv)#2LM;Z6{vcEd5d3EmN@@0K{UWj#@xrQfr!lPjd_ zJgi+3!*F@mW8T;IRp^(BhM%NlM-7a5Un-iTB&i2QQD;)_w7SH_Yzw3q^w~)=26HA( zM}A=8gvd0r1O!p?6oYSi)ZBWxQ3+tdZ%c7Pbc8^mwe9%y|jOdL(3pGc$O*P-5VkQfa8V7Bzw&Maf2 z(tmj`dGww7ymc+oMr-@{tD%`RO!FMusbGG@xwRz)%#Zda-&Agk^Z4wsruO*p`&kx( zOohzB<%(Om+cbF%D5Apt(xv4kiY2NJ?yrlJ9Q#j3HK)Ffxw6lEXDJkHb}Flwm02Uw z+2!yb{}9r{_{MJd8+n~}MTnSpjFj>1K5pg#22_6E5{NDfcy0GSIooG<6+!0T~Fyy z*q`QF#y6O-uS(rPX98Kg99ar)ATtVM)2^c2!} zAU9ii{V0h;lEJ&ie1*ilB**7vgTMEorQ;35jiUg=&OLO0y;S#n#qsMKxxC)`7K=Z} zDOw3aAq1TCl+}_^TU^X-JVC6)Cdv|T|1*l{KcmLU8>|$KsDMe4CveJthLO0ldliM! zH$6%a2^8JgBO4wMw4|@kv!J|x*6sHpY?mrXC>~N)(koFC+pV`JAsPZfrrqsrVb?Hb z5K8mj#edGU&Yao+wkWM|t+>SuHe%I^xP8^vQl2ir{vKO1v+>gw0=;0^RU_2zekglt z?qC3XFh`V;T}5P&3cSb)d?kr6UsoIl&|L?8ZB%-7=6uFw-gf7r3 zA{hmCzy_^1f$ktf3ZvUxFT+a512^MZ4e0Cl;#zoj(EpuQ@_2wb57^(8>yXO$MprQ{ zn%A3Q-0$3C@oqTs^RW`OLh@ed%0_Rz;X#2pzMQ`+NYv^JAZSNLSKtV{aK>R z+(vOI*m_ik?y|~D|jVE+E@+ak_uGyypvmmhqf0KTA&oL7k2)EZF-iv%ADHF ze=KRXtx4Y?4bzi|kC1g`lC#H&S$vq+YN{0h<@MGr#s!W{s2E$}SYjJ2PQbP>eG9_= zg@hBG{|?U6mVn~xsm+-c^otcZx?q1;iR{z}p^gF`EGxt&h9QUVh?b5;mCF z)H{ZDYQVM(hoC$~=R!#VyvLgu#U_CHc>mHovu3k$XXgSw7q3WgsH|QMZ8%sn>&-B) zsuhNM?eZ)3j)}94V@6Ni>8>C7df;{m>s9Uf@cWjEJAO=AzmI5h`51xNqQ!dE*3En6 zXV0PgT+Wh(FdxVML}~Utdg2n}VTsvGWopodt8Jp4t4dSZ=xPdQ?p9z87__S6Go__P zhV&C_w#?^@5Qb1hoE)%)=-Dps&1l2aF6U$FFAv1Gg@x_Og+X1P`>X2}e|4Sj3YX?r zVjHNgQvn|=&CISkb7kDTR`Jj7;_#KgM>upocxV1PkMHyyvvRz1L!fF_s!1b(Zfsy4 zty`y1woFm)twrWx5qW)r)1Of4=F-*mv_AUU=t?}{0k@X8Ts~;Lea8;cA;U+7evjqck_18u^ z8P03u&=~NTHobC_#XWj_2-x6F1)@Ue7 zK!*3xK&jtHBD;_rW6~A(_g8~Wb2Yhjt3=;bn`ZG&Y2DS~AG%dLUhyHT`iCA6UByt~ zjy99@Ixc_QH?1%2u(do?jlxWoOB+_Zm{s!o?};ySd+|N+OR$fBvGy^?k)^lE%99bg zV>-mKZ?a3a%ds@pUKp7UNHlyvzw7_+OiO>T2x@kq;rO@ml*y=Lk*i*%Z&ntR3E(XiPe;Ykg$aylE`J z%Lz9!y2HRr+RQ$QBqqspdD%|6(ws~i8AmF8Cq2lrxT&663@QIS^asGXwfojx^Ru{jJYosR4s$ zFP3h#4m9F`L8j|10O4mXCgDe-aPB}D65<*K!UJdUMvd-N_c!Dn%ihi93BLUY_Eus( zZQuK@s1NLq{WS+sR-sc&QiJi1(KT}; z>fB;t-Ts#+&-?M!mf(tuH|a@9lw@%^it*6A{+r`|wX5@hXgBhwt4QFomLDN+aDH69 zEm-?VjQldbnC95$`0*CXsS5!G0D5o*H0T100f;p;2%h;i@j>G=OM zBY+&i-NKjmEG(p$W{M{W%&nR8`ZoROkvi1>a9G0hprr8pk@g~CyQuX^o9t9ln?ajb zuc;lIgOrDKyu;*ft5xFOWOij=<)&c=O-orUR%`vtA&f~mRoxG-HuoZNF zbMko5Zh*H`%EQ!pIF@wiSlpl74T8pkrJ?{)Idt)fjzM!l&G7O#>1*gN2RVj{+b=fVGqtk#`VrOXqz{7sC z#3R7Ky=EB|(#v?#yL~`O0Uvmyq!#&MFKEobq2bPvxMO3qkLOgT#54_5Evan_Tduw% zb&@yn;><7cdPt{%X#o#m^&3BtMS0^;NWz6qh`nb z9!7dLsj+x!BDbh7`LtKu9>s8ciNFPLBO!N3!9v3Ke}%p5zrw!KawY8aSB?al+tj9HQyNau_)DfOV~zj z)!9M!#Nx-phh~2YKDRr?>K_tx8PwIz)t#OHc&rt#h!UN{L>Jnm*@R{pm>nh^)u1F} zQ74xdsKo;j@~)(>jOLy|B>(852$eWpXiX-0zI7?&jX}si$Wbb zjti3P<8w1h%{wOoMxZ!WkwcM?;HEw*wn7VQTns(?p=L3Ou(zs*^{#$nVR4z2glP

>`Nt-5p1J|+V;J|N9}6+bAL|iBcLvD*_4G^bCsa*IBJ8wxE?pQN*P60e;5a+#lUzU#zhF6bf-ySM>e0|-Om+Pbac zYZ~-p50A660nFta19Sbt#0G9HAamn`m$;4~==VF;Ym*{vdrOVIMsm3tv(et%s8&7{xzWzJJD*`u<>lblxQ+={z>qUZa+Mxj7BF>l$?A z>yqgMxV|6X1Z18Bc0C|M`9*X+KsvO4=)1!n5U92syTKCOoICh3yAJz2=aH@YkR30n zMf4M-rs2CFFs~{j>lMViSyX`*S!l z)x8B0W=Pwv=1X)WV0qt=NKRtR+VxrZmvZJ`TM7xww@$=OoOSh1wME}BM*Pw-yLcP^ ztuOsa;VFUTqrxzay2Z?|SfPZ0?(56cZcRRUj+Skn(hN4OQpPwd?7 zeSnT73CkDwN(nuQmrpgE{6oxIFh5WkH2MNln+9w>tLfSSQ-?7E>5*oU8@D-9znSe1 znsgfts54qV7v{7Q#3be7~Feog_(|nw6v)Urb6i+ zjp;wNS^cfFX`&qVC#_FN{pd5(D>^ZolEb~*mhy$0v~@lBnG7>!+(XdHKk0MM>gXtk zOa_K>4mf7x+q4itX4B-_!?kB)3>wOi3|udlpQmP+FT{?s#sP`k$*Z+P6;44%8IHh@ zGv(5$Y{PHL`*W5%@f^wa{W*v49A6AC4aZgq)J~XZ5^_~->=s0G9k23DM4#~u-el8H zD21kcv2|T5J3LZf^G~#m2Gm|wEoAF1?=Hy<63I)tyT{czi!6Fb;xRHmU-QmoEJZDe zt$7zRhMe77^DZ%vOnEbzK{e~XX>kN7a8DmR34=(n)ozb@yev!~Bnl?NWx zcQ~=QGBk)E>-As=@_9Fc(J>^Io~T>XP2 zZMasbQgK-lQSuiwMXpbya4HzzmUe^P9=9dGpxLEFj=s7u)tt2>NVdFI>+yk0sr~sT ze9zU!0H)*q020IPG;$`CA4%=;&TZ+cokc46exw4%2`MiR$2LWzV2=Zt^iOukrB8Pk zIpB^fZHCxY&QE%?vjejg*tH>`11slpQ2*;N3lKCyNUoiNg*rgc#(ClzVKMZ>v zqwgMdQro-)9x4`x6Ng-hS0tjr?M^Smo-trgB&lsdf*1vZGc{kmR&MKaz(gXN+~|83 z|L5{;5tVwk>%HXmDWCRkB(cp)G*m_wB}qTM-J2R&b52dtfdN}tvMo&8HYMr47Ey`h z#ykLSq8^K=G`JD;s@bRb?A=Sso|hm(S&FDMxzY9x*{7@=sb0O>2JoZI{{Fy!Par9K z0sIV&NMF4hUN66Wiuc}~B=dO*Tog^$i9v@w*sTGDdi}pw2vOQ1eT{CEy(RW3etS<5 zeZQ|>>Fd%T5d#0cbg^(b;!uOSJP_$6IBS{5su|v)H{Z89H~F5*;D2IVU(@Zh-t=i| zHzLz~_4XJReS1u-H;0?FDYf78agduWA9o@;wR1v{E=D~m3AH0YX{%NARR5y=#Z({X zrqTsd#A2w69Ez3cWFckGJ&uH*S$S#Zat=^;Nd4B^`};DvxKCp)%{fL|6Rv+oT-OI& zD)#N35vgCYV~7Q3FF#J%AFdw`4CVt-lILu#_9!Na(Rq*ZIiPyjX{m78(MezPqGX}K z;it>AP`P6pttY0eI`d2d;fS_nD&Mb&HjeRagJEXg1q`@f)Qaz~O-?(LV61?0z~*Pw zS@+^VcJ|8N(nx8|8}D$d8=&5XKQH7XJ~3``qA9& zihPZ4UTXkXNdRcv1T6ldZ{JFkj9dy!vB>}xjgV>c17;1b^LvCEPemc^zrJSMxKBIV7%t~x^VGN z?bLLTaw>Xzye?fNn}kXJ#*7=ljSYkQ%MR;gtHs9x)B|ezMPbyI}55m6IBJ zU8yI(XLG75YN{cdfH2je`d-z+L-kc>>_|Rkb@bW1m|CS~gHt{hI&4yYzL3~-GSaxZ zvU(U!q2damvC$0+U!j`PNetayIm}uKS57Z=GdK6p%~ic{+-r^AYBK%R&amMx+zeW% z*Z>{u>bKVDkufetov}GUK)2dOqf#=fB+`uAON!O+NrhaRWBmInvN01PsUS4Wca5Sd zrRFR4>51De;nJ5wg4*~)&hRBxlFY=?rTnal9@26T_F5SQc*i|m`r;9AGm}&F8$ag> zg_^Z+KdJZ&lk9-OS+u2ky6{ggCM}0Un?5;}|9xix5e0bM8h5rCD>iU@I@@7UB1x$2$zT z%&URC(*FIFN8n!}{i=+InX#X`?a#68H6_KMT0A)rp7$WPY<9i}4C4EKAmj&-55i!I zAvIH1bUZJH{1{tVPVB;`8^0t3nMo{1Pq=pFWr|L zXjJVEln3`$sTV~;Eq5SHct8=3lA;NLc{2_!l-K9Bqx~CfbA&o|BlV=ngDZB^5)}

wuuSLtxgdCadK`@w1q*X*>)T<+rZZw8X2p_~$sDM1l8{;P@vH zOPN?#oj>tyb-vx6hadU&CP}^uO8MnA#Q=JLdfYdhw@SD? znBos6$|_@`;+o*^I9;r*XVU?Gj3L~*>0BRR zm^jRK&;q1rMD5%Nx7K5S`SG3j0J9DT!bjvf_LAJ-KBss|XUfSEfVNKeFr5;pa@8#3 z^jJQMrF83==_|D?Z@23zbnsf?Lm0x7(TUKmcxa!PrtZc0i8~yB#l`5~UoJ?%{m7gE zY%++gcmBWFdVo_BX?Vy44BYw`vu?(@*+-Ai1W3PV=b@3u(dBR^J$jjTXH$ez_H=d> z`R-ntSm+|peT|nkuPuj#zL$x_q$R4k;N<`O6sSYXEc>BH?(nmRo$YAi^t6}ZAA+({ zF-g=k+s8y9UfB=WbSD0j7>{0$UbnfqJ#nVgo&-JPuu^UE%~8NL(KOj6O!ab@ceImE z8g@~`V#uNWJMV+`+OE2SEr3#ZJgPFe*9Ncd#l zZNpN6k-eO@>&iu~(VU#siv=AH!Eb`I`yPwgoeWZN#Bf!*T-2O}WZ%=Twl*%d0_vg* zPXP;eeF><8<^r%WL`h-joN-F>+qg;2D<58|RqCo4kxt^q;i1tNe#fArr(6&1>2W4) z%7Xgcwl(X5;=XtQt+*Vqnu`{faw)_npb&r)Hk1&OyJQRp{w(DL6wp;DGG@<2qPaT6 zm)9kKrySA=gNNKS_1bmt?|V2O`7}=!Zp5HgFR`1Mz_OZE>Q}135^a)8mvZX|v!nO~ zy_nPsS+}nhQ^OV|wzaPf9$p+0osP3}^Y?P-;*KH4MwtuwW>cSJC0FqPzc-AgrO|8M zHL9I72nokM7x-QnbV+b!Cn06VC*wU&YH)cug6U)jv*fgLP(=W5ty1{Fwl{UsAYQ#9 zG4~WaV=JY4x9>gw+1Cw|I=g$l202#Dc08CF^8I@5F58vMEP@!9&ZA|e(PET>I}$e0 z=sZ?8V{qv85j@uh2M$)DdcUvxen)fde? zT+8>S%lLMnX|<3y{V;kdZM{(|9t|>Uu;=@DU>Q*P)vi#gjEav?5Io7z7*WH?OpqAy zoS}awQ)l(wIpGOY6z#5t_?}#}w{s2)P?|N3dd=x3k&z9Y>3an-J~F1t4)O(`-3)W>8`o zey62BM`B`9ne&H>)pJb`RWhU9%dFf4)nC&&+3@csv)c@pE6J*nM>P$f6e$~8R?=t9 z9zI<&$=-6#Jgju$4oW_qVoJ(*B5Jq+tkxIgx}DE8|5S!8^dBc5B#HFCfoh(ffc6lxC?qEre!Dd$UCo2r`EIx##Nyi!hTOI)| ze#H7#rHRB?z0jxk#uz$@$e?{O#Euhbn3|D>~hs!G} zF$~`V0OC#8t(Hy z+7vMaYu*uz>iU)3oRao~>AB7)k%NTXwXGL*oVE5txyyDW3f$Ozt4fK3FZ+#Obuo;; z@^5E*_T|s3lHC*5t1Ojd8x5wbo5nk`MEaLV)k;P?y<)04h_^UWV46MvENKb3zDOOT zp#$={`whm3vhubqQfA!c+;g+)li&MIrid(P=YzF?J~;C*#UM#Gqgr@h2)==&*!0X< z3vM}M{)%>2GcF><`bP_H8}4K;opbQ)(t85a`uXBlc=PVha!rlv?$jSWD@$`-m{ypn z-QLQ)FsL~Cfy<5c81SWvJUC;*tE;;L-EnS>*Bb-&y8K zl5?F4tcTu64X?Mkfe5d+E3=L*dWs_l%#xVcgY0H~TJYuH{PtgR^ZgIG{fE}f=Yr^Z znPNoFRQ?y-nMOCV-bnkD&wE!SCvh9~I@X;N=Pm%g z`M)vFRr<{p)hUUT+GWj4{4eGGhv5E8c|u8;Xn`}^Nqcxg#ueNB`wIX6vYklZHazAp z>h1Kz{sVj<1D?oVYW4xUDQ9D5+8o_fzC#gSyhVAi+ zaX5#scfNyLP@D%bd?+XV{q!AKX-}szQo2_Su~z9Ga#mjEkTt{a)NmT|gh~4YEpbXo z?Z=DBr_djQT;j*$5u-^%&%EMj90X7om$5Q@U(VkPE-kRzMwA0{>@O}=l$2K_Y!PW=%q`Sw&yFq(#>o6|8|Wi{&kHo1#b2h*CarPUF}!2WZEY6Az|P4HPgdr zD|I2^!7U@+24VaDAE;!-DJMp570TX}bAJB^`jz1_ZyebW@6bX^vW2UWSLw{OJ-?DS zLm|eH3m3IbmD<;}1i`c4f(OC;Xhym`e34f^r(k)vrUY_7O7bj#uQJ?pB`X zo}Q7I0aIJa%eF1=oewuM`eVXI(|Pwr17$VDMaNgz~$Ml zEqNp|@h=7Kf)rHTC9_s=f1)w;xU5wqt6369fcJ47#OMYC?@HUtn4MBh2@TNF2=^f*1V4mp)D@=!;r-+hy zJb*Y0Xi+);H+Uf*kYtiXNBUCB63X*3!!>+po2c826@xTL`FeldhejDbnlxd|jfAh1 z;B|CE!@jDCurMAPKgKJU+^qs znw_6aT}1?Fp3j@qO*nscB$Ve_VEr;{Km*It$Gq12LXdma1C1pj!BilGa{NOa%Ax7j z@0sXWBa8{MoBxArKZ0uG>PZ!m;3G?=`iIrP6MG&w+S3n-FoPuN4<7LQz`Bi^_bx>w4QlT9@ zO8B{TE4y>LpE>Lvw~-vS>Xt&$b-_^xwK#9MuSh5)uJQ4J8N-<^A9?~%=*WXgD~=uu z{3g-8fDH(p6;D<4)ona@Y#({giEe_&&!j=T@+&CT<KWT(GhV(7ikr+(VmnRXRB= z?m~CZ_8j2n$?cbZlG8z`Bwd-=`ngJ_<2g`x$NmcM@4v!()iM+3#;gBqbrHQ)1`K(j z_W!ff_5J3x-~WxTQ}d$jxeWf8+(euZVct&pdNXU!|)lU1Bf zVRQ-6Lkw>#D|3@^DwQSWm&KYc?0;1%FDvR=v7WUPx?IJw@~jeLWoSa#Uant&<_(|vFKQMIb$%AfbA zV&*O|N1Vplnr>1OGT4)~1p4ui;{M}gFLXVHpKLj*x@SLjiv>4vzJxuBKb$e{s3uYj z!uav{mmR}FNes&8dQ&df&T7^y3EDO&kNgMfqmG~7f>?wEfxAa!N0scg+%JT9nYYH` zn*SUdQ-gzTz%3?D_&sn(3W-CNN%FEC07v^?jgGtt?%B|QX}9ba8PI4!K|3Dy81(TG z8?&?);o8uXO5Zl2k>mBIBo5jH?@AR3x;n_uK$+C}1lq_zL882Jb>#Nf+bS+p9J}4( z;Pq#)SPUE|ZRP{LAe{7MB-QL*6>;*oU8t^IqUq^ZG5C znEx~E*z|7Km94}6mBjjw{Q;AYHx?~Sq|KTO2|%%8Ev6d!5g*Xauh34r4Ep%A+pN=) z54ySd&kcku9Z zA97?6aG%nchO3EP$oRVWKx2r==X8_UkU{;ujux$O(!3Utva}$un3o$OClMb2y549t zO(e^V$dif@yT2T>X{KLC9Z;G=h!s-*7X^(m!p6B5{wI9xRC4wPOp#)$#G zw?=D4aK?crzO~>eF2-3DM>t8xpXar;Z$Kqqj~Kx-=OF3?7b z#b;}FaNr4yFe2q@!8EUG!r(ryAw6!mI!+I zKBQ#Q6eeg(?)i(`)~2NmFDW%|+O1AUg|1S3j6>5K)}qT5S^(*(Qu_)Mpf5r7?29L# zM4`v+-ZfOt#P5^5OM?=-xV_swmFrzDvX95))glsX_R7!DIm~R4K(FFrtx#V_yjpJj z>A~;=VWnB@ntLP`YTD+ySOf1{^SW@m;GLL6@2yxAK9~}1;`dUqo4q4rH@?)fQ@A_= zuNABQqUoV**Ht#RvElBoA^6*7qD^;5O~(#qGb==H@Pd^~8Lq5-GdF zDVoKw+M(0Fl|szE=+>qShM_`t)*Ha_czo9sl=$Vp5?}LI;;)w0I0Q_wQv^8oft;Jy zYW}^pw)nfYPIc&%mD5);@oRY?Kiv_`5k|e7YRGFm@(p@NS8(@9qVmi}R#$=8rdC%$ z**}hK{@5!=b`d`QSL$MXDq5izNIWU62e6>W9!6J=>^k>&7gLpuAVh-!n6SXYQAgDQ zL^A{Hb#OsIJvSbu{*1%)=i{wd@vL7y^?B`s6nkTB8Uof9;}vFI!KbCUnj9|5&nWKI zZ1g^{N3Z>=Pd-c3?Xl-@*)&nBgmhBm`$Xi>*a8<};&>x}jysPhl}Na5_vn}Wu5?=t zw)vVlr4S|`%94g!X-!ZF>)#{lQkaot`PE{O6NmF6Vc&o;x#;*S`nyXD#E2wY&ou1jLU%>-zHpEM~ANGmpuk#m$8HmoW zdYE)a-~rklmr)8n4e$u|=-Ws3jHd-uFMkcle2RZh`FI;%zHI(4g#Krxk?2p8PSh@!QK zoPnM~+*iw6Rq=Zmvq@~kp#Fm^jb6BK){J{~v&iuX%N?NPntw4R*xKb@c*qQ%hVdQo zfdHt{ z4kH72!XU_4oFrf4t9ASf@~cW>9zQCW9`@HQBG8|g*F;@r%mz|NlSr^;%k2FaqnjF# zd%8T{GZu@Y^bHC~UZ%_lpocZU9!IW-aS<#fPHA{v^ND5${o-jW->{Z%*m&^kjRvp^ z>MCI2ir_bC1(l9}W_32=CN?7AMple#e#VP|fQgVhQ$^%w{SDx$&bdh8=U~Dkua&*b z=z8@)tAmJ7Y%{sko76ZZ;)Uy>po za+||q%)^q@^Skk0n{6Gmsj^_{7!%jzio~H@fdiKZRs7xretXhT41TUnFEn*o3{}<_ z3EJ??q}v2L*lsF@p>Z;DB0PPH zp-Xr(<4O)g(^VBJ$Q|&Bb}L;Rd`fY$Hs8ou5+BU5u@(n#1w~I!|;cYAkU)^{L7RYS!H3+;GJm%9bdtE$t$m zO!spyziV@Ow6e?LY(gwoxG$G&#nY=0MU?M_wKIsf%Xi_OIvO@$?(2`-ueoUU`t49s zrG{O2J0o39m5+A&4R@Z+kE@lh^SZF~a!wXzD?j|*JCrEWmgpkhdRdIQEJkg*#<(0- z?A`dSGH<8dM&JadKh*xJ`o9hn_^ax7Z^W)q|ErG>)$MCle}x^)fT%Ci1du%V5Eq*M z$tm9^T`O^wCtk5_?d|6yosh|Qq*ej2r?@7vdbA00Q+UIaZG3;!l7q!9WMyCKS-cEw zPYBz%t!;a_xpnqKy?=Cl|E%szPgKe7)%tNZTV#?0Vh=ubc9AkyDN2m4A%OmBN>~H_ zWQjlJ=u7wkALbqDOptot@SaoH*<_^bZIXS`^EF|F(Uns=Y4O*7>g3 z*eN=<;Jx95Q4XZ@c7R}dd#C!QADeuVu@Z-_x^vqM)zfZ6f$EHk@Ak$Q8-lsPA)5I$ zE*;1-!rk3M-P*ioPL<=G8Zw?{Vg_P>orm2PmOq9{4_0$p_}jEg!z+JF@7F`AVYM}x zS%qZvsh$1kY0oYvusrCrJj$NSVJEdw|5_)hp96=8rzDN9=Pa74~1~uE{v3~ zxLlpgW~_tn6SyT+unFtOI88`Q>KJT?Y3 zBE`YY*Xt~KE{zX*^`>^7^|mzm8OFxaxMU~T%;pPsaD*bDAyQ?Xx!rq{#26x`(t|E^ z_fcz#Xf}73l!`MyX71qQ$}IbGx8WAzq*EHeudoIVWG%7N}fJp`6aYVjGh&iQNjM&fShA~ zHT+gSE3WC1IyC%F#rXAn1641(>F)ROlNUp`CWV2)ef){Jw8lO459#zKsR7)vXUIg% zm!^%Qz&A0p@4|~Poi&r@&aMD!^akP`VfGSB&La}_*w0-_sc?36U@5)R`ZD01tidlQ zu|6-oUmYr?zfx%5{_0Tcap`#=xRfhrnw_)zJm-O3se|2nn$>SQyPD8WNnNXsMb%pD z6ecEpY47Kx&BYFF4s)TCSp|P)ICgZ+s<%RRy~E-BM^$nMV)Lu}uD)GoGz-yEZ9_XI zd+^x>U6MPJD)XzD0Ir*BQ1|=;DsjSRem2!go0~_(oE?@)82}pSYyto_Im%$P?K0j#*xWZ;$BFz+6V+PB^gi4C zEo}t&gGrkW6#d%sLP;^Nsqj}MRhyMcOwbJc^Fxc$UQvDbepo~+#+Tr=4YQ_uSaQJ^ z1IHQYQWSITYPDuACShhUq}QXzzAJ;I_ULgrmjeK2^;)e{ncC#%R$w~CfG1VPNQtZt z9ex8|{OPbXTpwFjl43izAFzvYDcx_9NBk<7j{O1`SsPQYUVlyVDHaC;5PrC3i}wdR zh0AwM8drx)Me-@Gy}-{@#wVk9vOVqIHl#md_q7-NxhYzuinjpmpO=!yTd;m5ozhul zdTSQ&@3uJVx;sr|N$XI@DYGp+{3Akx#;3{H26XPph2DuOBu;GW5&l5U6(FeZCT~hD z6%h6|#FScDUQx978>uV9K+}xFE4g{+m$`1URy5voU*G>Qy%8>7nk>9QasEZ^ag?fW z+eaEdv}%5g=>#9aTzbwkSVLtb?lOcPbD?~f{F`U?_eDb z;c8IPA3~REpH3$XUyzf|*)`y>bzEwdo?h(;i>Mfg22;i9+`@H8IdfZVOW3T$aVY+b z+cq7^>E66JqvL7=AR!k4-y#G zpIuIFu|uSx!Tv@|Tg~cZNUGaFIhEnw4+rjx6&Z|_XK%ok*Ksn*`PsH46aDeFG?T>f z_H!n^<82ux&*N=brvJm%cR)3@ZC#6~SSTW00w^dTQba^LsDOwx5oywdP^5=WC^;y- z1u0Ub38uOtWAcVcGIB+XfzzBY3Rx%8r znw1KRp_-Kr%cPo>2`dhrkv)UHE=ku6J>RDY;e3m|oc6z#W@V|-=8|-+(Bw_3Kkowm z`f99wtxgcm5bT|_(0}&N^zlGA-(b(Dsm#cpM$=2iY)yu<_Ho6YM`r$etqIE5mjmGp z#`34B%*u8h#GkxRIw;CjX8*H#5v?s5)AARK@c+^aIsPQ6{xb#DcaU>JGn}N(%}9-( zBX{|tMpNBrc9SrdR8YL~52cXeB+>MrNhlmF@gy0QyVaZccS?%<0UVl?pX*&o@-WaV zh1x=vI+M;NiaVymY(Ju8)pyzhR(o7_+8@*`HX`9Y3`LpVEi{Q9I~r{Zd@n@Q9>G6< zRVE+-=)(y`F6W}uC4Rs4u1t|C$R}5Di|Bm$VXp z;;L&J^{45V(Qfh99AYU|>N%r$>#MD?UkA=OrgWryRO^@^ZA$KY`#X{xGGEnsa=3l- z-51^c5qQp*3-58%K&w`XaXZql%%#I0>--o4Hq*apN%z4t5jJ-0wYDytSBk+Mk?h6(cinQq zWGR4ckGkUuaUZMX!Z1}C^S*(|?f=`qQ5t}<9n!^5L%7Is@64Ykq`x{CQvJa;+4PgR zu2Qg{1ipFyC-6lrC8Qdds#y$i8e6s{&`YqoeEr;L(Jb&jpW5(G;A`SJVC7Y@_OHOV zsA4Uzyy(Z;Vd!X}oMc#Am|WGn!Smtlhp*bh)YQi)WBa5~2c3bA#FdAKO=6yADC8zd zZnAX!wTD^ehc81w+JL~P_dXBalTl1@jrSoNQ6eU|t&rue#Au<^VNd>CnNLsEGQG|v zNbgbWu2SQtzFJGa7julwO3Po!)|-7QK46>aWmQ`8A>-xymzB`{^8TMX)2^}KZVKIA zlF1R!O%cPCNq9DcLxBw3;o2A64;IZ$!|%>0Sf!^Avm{RkFf}x#mZ`3m^;Gy7zsarl zMa{tmp<46g@YXxn>00qM1r^vE0=HBaxtVab{|}++F~t>TA!zjVq95%ZoKK5K;v`rt zQiYs$pB-5VNv#;YBSc(xiufqxq#3r(`Lr@M&TPowawY4WJ^lCg7mwDqp4GG_kfYm& zep8oacwR?3-vHVi$$~Von~h&fuU)m|QT*cX`(nqF5<6!^ubwT`z|nE$rA1QcZxffY zaOG`|Xg0wxne5lEO#LL@s(x>GXJvRDPF9Xhv+<=GFnZbcyn5&-5^-*+ed9cDKQoFB zd|Jq*GW2)tyd^{A9OsE~itFHLL{vBRyGwJ^mminX(*Ql@oP2F`+y*hKJ=xJYbD`!@ z=BEc<&xV~ywzQa};J5C%oR6GSS|XafsI|CZ4uQL$7n7X+y*y(~#oELz*|^DN`_=i|cOpDS!yI3K zBwSk#l-jwrM9vh2g<6}Ru`l6Fy%TPd+z$J`EeM~xxeZ|@W2}*)Z%(AXJ2KrL_SKraIpk@J|o)C>Dv*Or5&7#|R zp}$qoarq_8^P^F>)*drx&0fxE%|6s+O9YGCIRH)M+E>*3v!`fJ{1hwxx1W7v%XzZy z?Y{Yy+B=cQujdUx?P_xp;9abL#xp1 z8R4~uxYh?;$XKnJYp@t7;Vg1KQ}TKSf4iZ#2w8qSJoBgku{auJe<$3i^pY2tna*4R z7J8o;U;}LHljXUC8AZL^orQSRr zkeNiE=~}64rXoX^Mas&JAB^R2Ax6cGWa#oeAH76F7S_-5g@_lg%t&Ke6}V&6c>=5j zG950p#Kokp*Y9+0?eU&9`%bR^>^|lz=YDWp$h0p+Jd3dP@or+mJZI@OXT$a`IE;hZqDl67l)FD|)f z?T?6T1o7iFOeJ1(Xybrts2Rer*Skg!VlT)Y-)PLR{kG@yW1qd6s&YKVITO9lQ8mnQ z$bJe+OYR1Dj`IHxe7Pi&D6Wy=OvKrLMZKe14vbc;#4+ro7(QgEbj-V&?DQ8CZi&qp;Gn$ou_0wM79@4;!NQgT{3XaK7c>gwF^tmNFalXFJ z73bik8Z6*aSv4z?hMg=0%yQ*OuUgku^U()Fl8~8?5}r0oRUF`H?di|R8$7oxZa&oF4_{h_dGe-tED-Gf* z?bIVD)Jvxxs7!J)d6DtW);K~DIZ+kYdn4tjuVf*e_e45E5ToZgg|7{f+3roL-P&VS1$>&3m@aGknQ=*O z&Mobu2Vvwq)l11Bw(VDcTal4R;BRN8h^CiO<`UB6dJ}B_k~-7V;raa~|8b`Kx7qin z?>vT$%O2xGm5kQFKXhyq@{@WRhLv5fBHDN;1QB=07r~0`@SVtyF}tx;qQObzJe4%Z zAM!vGtLH0;{hSkoaiksmu%HPbqmKL)=BIssbzG8stKUWjd3|kS6%C^49XcdEv&qT! z^CIStWli5&NwSCww=z2*ZgfSj&QmT#CU=m_K%7bhvyyKjM*ZYePwPW6!x+TUm;yhi zXCZX|6}3zWJHGz}WW-pQUA}$7Q;2X(ZsPpDeHuQ)v>g=lo6kBH`2SrID$aC6gzbz& zght`2nhFn;C$SyK--jrU8+%DafSt@9Vwb?of%txjvgl=82ZsU4dLXFPu0IWve zt|zyV>sp-rK>bS~JjGq~SWK+c2rQ&vTX{j=0oSTLF&R@I3*G3RR$d~m1zK(lB+}_k zOcwiRKsP3c!D$@|qImzwcYXo^Vx^$WraSVH;#FrbE@vy|tnazdd1et14>HMxKRO-~ zF6bPxlWQ=MzYmkBfo=195L!TQ&aa^T^JqZ+oe*-pi31A>&UTn=C@nFn^-u;rr{HZO zE5;Of0%htL1dF`l5JvD9wcnq7a{=|p`Q_I=qGDjElia;$-`pb)em$s;kN3MXBfRwT zT_^lv{w1!ey$vcdn(1>z6h}D~dNar8Yb{w`YGQB??6Q)@rXVcK!3q%a`K6ZDk}{(T zh}n}8g@e?(0-;*fI61U?l|q*Ci0jU=`83}(t$beQOGDo$p66{0xuWZg^N=R;vt65= zNK?10@gR*2(Ph)9~{<~-qtiLiR{p6=R z7iq?A-{I^E{%lWH44L%Z_Brd`_zCGdAuB!cYi+j+T$n8KS< zRc&3m41Rz`h{=5$BQ4^j8#9XuwBYEV42oqo(bp2zk&_?1w4yexmh^2s*(6?OqplxE z>;rxZbd~XO$wE*fL}B}C($H0;M{S?)6PN~mb2?2H^ZTbAGzzU%;O9B7!K2@$v+HZ! zx+rDi@0ID0O-d{bg$+O37J_EDh-}nLRS>&<0W!GR=%-~1eYlR@xrlWb=q5QnFtut} zk6ALg`+{&58V&Wz8(Nz5sIBWG$Vg!9BkP)_fzgfHJtd>ex=tTpQf_`txtgU*c=$Me zx^HdbQ`%lPrI+z>s`K^zZ zD`Z_#>LPN@O>5(z3O0*LIc_ zz)K>Dk>h)`Rtjk8XL)z)s-Dn78Uot~bdisxeoE1qT&LsXY}BW9nQj#@uzM=iQ+@lA zUFO6FzTt%{@u^UnZt>HbE_pTgo-YAMhl*dhIdzu~QLzGZ&kI|j%{tFD{J!b#4+cHg zNV97&7yf$PR9rw><2~k6NYzkZgNE`)9lLO|Le+!z=W3vs<#iM`0CYV=WzhCg%+M1K zmqM|D^xGb7m6|qgUFpxY(lF?e^(XZuMyugo^{V>tdzTN+@iZEJdUGgIwcAn*JmG=9 z9-MF^DqrnXnGeuxs{9;YcTcFF0`};`&lA8iTIEBhPWgocL0ew4-lwu7vd4Mf-&Haf zZbXtf--I7|1Br=%?#oVazFzla=9AkvhoK$2Z*li`#;q4*bjN=>r+(0IB+Hl4InsWg z7hMzlDsxqnJa?vx2IU(!JZ$*@(mLkLS9Re8PxoI%G4H${7=@xx4gRa{55cB})cK`eHsj(jH7S zKC0q_M_l5l8MLkBJgR0j%+4Xv9 zsA%G*+;Sa4z4D1qzi%<%in%+&_d9aK_s5j{!H3;!l4&6F^h$7`siR0RLOC^U|FeAh z^kC#~Di(ih-;t+We!E}Sx>{9N0^{Y=$x7u|nD>grzSsNRR*l9)!1vkFY_3`N;#l-= zIu**J^{k^0D+!x4{N4#?tWFi3`!0tV?mp#5!#Zj6^Hdtm>WGdZkVM@w@iAqco-L^M zp$2$*#PTxnoYC%(Kp;f&)B1X6W<>0pouTX48eAN8^WwWN`7>eE&FFXZcHz{`Dmn6q)wvc&xM>GvnwwbFy&|Qly13?~$T=q~Izy9MH z-y2iflaLMGO($X4`x?@&Y}S%p?hY*W{*^)nY=4vxk)J0E&j}r5(fJ{qtT^B1 zD((kAs5^W&5(HFuZ}W&8?ary0y05lp`YjKIYT>-;4!3~YTu0&+AN{&R;r@q7baMDD zQLY+t)lvD~_0|!;<;l=STz@TBCN{@c0ftr~!TgYPR4@XPjt=Jci;e|G_(jJB^XsSM zgH4Z6cwd-_rXPU62jbO7P!USW)lcu zX>$$)wpiM{0wJtzKwt=>_C^>T)$H9cE~;6vFcGTRdu^N1m+L~dRxVG5Y+)`Fz6>Pt zU6-VtMP2u%ot?j4MLUbWen>lu`Ga1Pk<0%dxct9MWZ<$1`UlILJ$QKXoCt=gefk78&le{Xw++*eDZ)Z4J2EBYtGwJAr`P4v7o~}tp-I@z+Mn+vFdk08-JP$tser%*w2w2H`ZSj{2 zmBUtl>TJ3<0wV|R$c~AODJ@jYko9I4%sR=_*Hda5?Ws`PlV(#;(SxqZ7(*1vpKb?6aDT17pZF zJhJTj!Jc6ej#M|SKylTt2ck>narU1)H=PmqH}yw2GpU5_uO#t%ic>2CezWL8#E%GdZ&qznRmGEj2jH)s=Z)eV9>%^8fmJz@d{DJs0t zq2iO6a=)zftf!thk@0b~ACzRa5tp>EDEDRNe2V%KXK>0B?FXFn@lg#|sFo<`ou$^~B+Pk?^Y*uA1WTV%Jtd< zkw>k?$$1hnkM0W4mruPFX}LV{vIfXmgR2>;Oh;hcNFvxvy87-{$t{unPQJWz7ytd` z-GQ8ZdF;R+&H01Vr!Jl}MlMXyu-AFW7^3C;;c{8&P;{j5Ms{R{0V6$q;Zor?K4<#V zLnXDG*Zj(gpNBuZXt)2|o_=O>u&@fUNmsS}n`_4GS9I8no}bOe#6CAu?Q)P9GDXIw zuP4oox8zZ?Ysoa7UXbByIYQ~8ApZuO_bRq`0&puoxEk4u3%0K97aeC5I$ty(@X@p+ zpaPZmKF`Hb>i&pbiE-omR~5hjICF8La=e`GoZYnTXc|oR=w98bNobBaAIR=UNVVlJ zpI#prK9~nF4ZFpG5*L@<$IR#NjE}SDx>*OMDygQ+u`7KW+H>x-T>B!JvRm?r+4tsG zTflgz>YK|amrvVFE|2O2O|OVVu(V<4q_zvZAIl15T)91`>S7$^{RqSm6QR=9I(L2h zqxXYJKHBg=3;qozd>bRX+^2`wcXBQ6r+27uq5FaRp?#F;bkZX3ux0sQ#~<;J*cG<} z<|x}QMQ|}{@i#oH%Q{rV1?*5RUh3jX(BcOgpEc00z`jxC$$#{Dvr6@iFR$UFPxqk3 zD*pi1PKd<6?;wA%+z%mlael$`5~}eTx{}bkM{*kVY5h!cW=*v+9j}mB$ZXd4^I6f_ zm5BFJaE9fgwvUVt+%WzL?zweS(#O{(nhQ`n)J#TB^XJ(j18RQ9;%X@Ef+g}~V+yUx z9ti8`Up-IlU6uTn;?@gBxzFq^jNsP5NLMp z>sZG{T~S+Iz(~rq(yR{1K$?Y&2^2i>WuD~gM8wIdMk)R8Q|<2BpHr=}NsQt)#kq~9 zRaW=rBqWZKm3M$QFgZ1fGVbzT@~N;9hePs-s`}?Dlk>;=q%t7IJMeJmAXIusnaplTAGnw z!bP2)$=LV|DJW3ac+x~>^;%U`M5Axt1aF{)rX(7giG{jt`kpB-en)R9f1R(1t!E1n z_we2A$(pg{j_A-{e!KfElD5=9^DU_}&2pL-S-BLOzM|L`*<5TpuL*U(eZ>i-5RR6R zeY5sa>O4LdO|F~8?(%z8oa=@;pYXKpUfl3UZ}|x3>Sd7in-rAO%I~h!Vw^n!6R8jQ zd+S||-v6DGK>UIDwxQ~ZTCbEj05$nWScl$JUtA8?X-Q1NG> zg3{9HWPuiRjq=1oig>?|kDY=$iI)#yd)m_L_dQiN$8jadtyCxDqm&Ag@Xi5cC`sYh zDTWk@J>X3pC(4ra)t7q==rKty?AqD8v^O*n%(sZVwAnxn)RiDHD|cvDEX(LW1_+ul zsVyzj^IC7+w}7_fUbJ_7xOXbAmu>K=Uuej7H}^O7wQ=8%(%ewhZ!|lMxZ#gJi7w~z z)_xa0w2Co)WwNKDC+`{+u3g>zVW2^UfJxL1xGQ|%QK$8GPaH3N_mwJ=Spo!>Af#!FD{R^O4$H? zCrfF*)(xRA2;=VB+S`{hMZO6{me9@NwmAI75GsFw zC^YLz?;~h#xLYHe1L>5T&4fdM2#Xn0=FH<>8?&!+vOh>!^&^_HR!CVl!E}U7c`2rR zvFM(Xc9`_7U-q{rw%;847A37;LZ!iGOCzoDJ$#uck3;n___2^Y{^^)}3OuRH^GfZ$ z#Ta@2hG9kgAYZ1)gzZc_x@%u-MN+RKel$F{%X4+3MWWj?ZhY@Y8Hbciz8s;w?0C#C zVO_AI(E+_7Z&HCR$rPBd9UO19!b|LESLit7xdbMvYp1Ma=xXyFZ1(J|CdRswbfqY6 zCpk+|T%^;G`~bN(`?{q+C?`cqGa)HeiULG^L4^U%3;Js-sa1-CKWSWwf(8%`Ch9E9 z1vls{O9jJpmc`%i84Bk90!M7;vU&-`NSJ7f_T9kV>m;ZzL8S~e?{dZWv|27Hywq%w zyRdm9Ek4D$AuY)MN`|T=?@V$4_%!^&|Cp>o250kHwL^1gRXE_%AP>oZF8~Nh&^#on zRh0I>Cn_}Xs~~YnJILTnUbA*!&N&qt+D)g1f2jhMTM|yh-#l;yj4QkMw8nG~y1Z6++!AN{xUld4B3bY3%n-B$z?~O?>xz^(XRBpXohe|t-Qi)5#T)Qlo8Vo89`s4>?I7$!rek;QVuMu=F?_1mt;U2 zlKNHg(ET78+AB`2F6{6L$YjX;eNg3W)mem)q*JrYCAbk}^6fk?NMg3?0zyO5sl|l> zE+knoGx`>Mi97*LX7lGj5;Ij42pUPJCKpOL24WmKFAW-*t)fMENES864%K>c8wbu` z1&z#9okQqK7PYuA!Sf-;!Sezj{n@J12qwv*CYQ7D+YsY7^LIf>vsKgxD@oy27dE&W z#CXo%`0e}^P|{4*83ZpV72?oRdf{J_ZBt+v5U)$xBTj9Z4p&~CRz`Z2!!FHE73lNS z#qZr}m08}_kp~vXQWv+DQXtNO*db|e=BYu3YdyIw(jW|^ptY110azc?1&x$V=g*4o9@Fg-*sz51 zf)VvY+u>XWQ{@>#f=9B7iXqNh+JBYEj)i_Sz*>7NDLUnhvYY*5dq`W@VO3 zI}SybTx?nzm$ru$J0(evNTf8p?jd5*jE_KhOprs8Onf#5l)dGs@4*y0 zHalxvuI8F~4<6Q!Y3;}svo@;u4xwtdeZ@(~u*pL?_D1LV1E=D}1Kq2rz-@n4R3z>I z>o^bi-fa+>_Z1@%??-R;AIe8>4iWIjLECcdsLJj73HB7yJDd+>d^%0@VlOKuxD=LL z%*Q1*%mS_#9p=LBEeDj!vtizs!cvNDP!;73!mOC|^lt3Icbrd^Z9zTYlDe)?%v{arQ^P?2Tj;Y2S0Yp)7eWe$c(D-VNY6;&;0dBmrPX|^IMValV zY)YtAq%;noqmF<20poX3#nw^B-J{5!gUb0O{L}}Nt_Lj9$G`l51RSjT)mml;%xYA7pNp zJi(3-YV5PO50SGNZwVcZZ~r7Lp<1r`)o4;k zy=~>;^b}`d>O`(vNWI-?F|f41_O04~LVV4nHhyGJZfSo@-VN{FS&~G9ADhgWzFS#r zL+v}UvE*;lKgp@!M7Ic@@dHE{R#f&Nl3iJQPy4V2$F@PdEa+Eh7IbR{h(Oqz`Ymx=LPxeLUhs7cg^ zfq)5(7Or@_O{6Q}Xt>eH!9Yyg+FT%->QfSrF96RDLtOzEy$yxFOThEPBv-&qHPDIg zJn-T$*A>`Hm;|OS6AQMS7l|8D0>tBsfWaZc6@Y4QD2Q|)uYg+`nTZtw(7@HMB)MQ1fX8B68d-=9Aq0F9f)XBa7!bztbDk=9VLOP1-t6-BIT}3ddW=d>_+e0( z{?B=q$Q|#FGT8#38njP;UW%|Y|+k#L(`xx2jANsmxjSJf)XQ6%$s%_m$1ogH7B|i;LXCwWg10ASr zk#G#M_vgHa8#jz^4$9rY7jwYTpS;<)<300DR=$cihQ(8v@T`qN*-x9(d6Flyp?=4E zK^}nmxjy79Homg0Mvr9N)}Y^f(L16Am33F+QB{;@J zk~;<=FBF3;>YD#yzjNrQ-{z+5r{CtQd$6a^NjH5vhHf(+5y`T!J%5v4i+S6M-dRr$ ze~WK%d)Wi(=cC41T+}^3BDUkbpBCmE=?zr!`W+`CT4R3B&m$JMcXXiy^3SBT8F5$> zR%!35PYhVxK9t)zB$z_UwFzWljn`t(BH@P(VF&iVM}SzmcWA2NMci8f_gA=xJs7M;V!t+(>;;5?VxW5f>#6h2`Ad;jlYA$Gvl%TY(#yq~47M_{w+u zy3%AD?~3dQag(@rM7b4skRyU!SP8WqzrHfrMzQf2xEN5`OA;V)X}h{Duo;8^!sMUcLF9L}hvP1%y(AdWM2g0(u~E0r$fS z+OVGYvoYK+?I$waFa0N~6AJ}$7jX4OvZ%@|UOX4>K`a*|?oq5l0-7Or5!Y@AZE(@d z0Mb}+Phv9}aZh6#6VPHTi@4sK&;~a{p?$5LEN%sXozL8W05Uh@9a>+j6I*BkC3+|> zfR$l-3--!Hy#=>L+>|Y}!As9^-wa8Gj3ku&WQin{{^aY%c1P|2e%Lr!Qk@`Dg^LMi z8(YkbvyVk4qARt2VyAKktx5ZShao>>BK>fh!W@eE#m}`tJzoj?ngWgdA&noN<5p0V zer;|3e#trLwcR2G156{=))qewwOWh&I5HgTKSC1GWGbE3&mJzl#kG1^zw4~v zqr9zYhiZV+yxg{VZdBK^=zjqAt{SK#*j(n4IVk4W+4#ALH+DWqv3!23 z&H>Zp;k3Cni5%HBm6jhwTy(U`^pn=lbeL6f@Ih4_O9R*Dj`^zlLh;Y+a(CVPj@l}w zJ!Jh!thcwN6Eo6$4rHeF>n5xDoV&|bWZ%OpKi7EiXY9Ho%WliKu1IrK*DGmGtJqDuGVEv0UzguG_U0jG;tB8k?95gM z8q3`>ECKu?zIYx?LaS&cnHJ_fBtdJYh0{5v9aFr;(hrh2eTy};d6V8YWcxXEAv`&> zDi-I{Z)6q?Tz@L9<(LhBe=rg5A+REy=>DX%;1@H}7wK5(b=09&)(&@&?H$3TXv)Ui zZ!-SK!nN-Q z8Av2|=EOTBHnz`qWKi{sS6KXugQQ7h7nOU|-IZrVj7J=%^UJ;;r&gIJ`B&>|RG>3a zA-higoyeuQ7wz(K%8g~H`^a;20bUs^auXPZA*kGD)vLP64TbKG5W)D>>3Vo(E+z(W zB@7p4doPGs;JOVmo_^Mm-9eXvBGLT<-V5y81TC;391SpcHyiwh#z|el?5<_Dm4S*I znK907apR3wy1CkR3N^QXCV~AW6L_h8qsug-DyGzGGG z-=U|j(%hmSUA)NH=}Mo)`1t(gyD#*AU;lXh`}c$wPr?`& z2^R=d{43XjPQRhv97ZnOcpJxUkAsQTmY2JUm8&q~`7h@bKjXghhW_~8#jvOEgY(zP zaG`|Elv6I?58(Rh7foxa4BuZ?mat?|oeq66jEU=t`(7J+jXhGyoZ9L%qQVcJGm6>O z+u)SFnx_NIM6aq_OTh<~o>uF2kc8UODer^!xBVrWnD27+nfogETqM||qYh-a$S9*--Tjw+`uB1$sv}875-Zp#I(OjL zG4SYsZc57?=s!-xw7Ws=atx?4nMyxN@g+u`IxH4^eeJSXYQOL}@>=w(8erW@uw zb~|K&rt@WFX4j_MkZyxl#KY@rD~FW#+w&XAAmSe=@j}bLPbk&Pe*rsxP-}I{Q!N)x zk`9Sek-EC99Vn^!{`q%SR#*Dln+0FoSZi$3b=&e# z!|mcv-7DN(%c#8c>Ble5c+k_+o3mcmrsw`$K1@spDg9JC*xEqh*S!3Ty$Z!5_A=Y5 zET;Ni-?C7P!Xc5~z`d8LNA>OTe9UHMS80=&QPQy0-udoGo0iWn`(M{Bxzgb6b7p@x zj;EHO$K$O&q2FfXJk|N4?P*bLVr>9Q}v52v+Yul z$335`^<4E_a={soy!uVt-w6NWaHkUb{wsdVs)}wS*mp*4OZo7$AE!K(SF6pe*p}@f zbo@Ec==k}bdY5|d|w%`8)0hm zZaZxAZa-}IYa_Jz{fIm&2sPj;HMKZy^NHAF!UzqUt%Z(qm6}ChA z#f8Y9T(Mf*jY!o=UI?zoC2EwsQ-WKfQW^%V^m!?Df7#NrgGtaO};#RO_z_ zYWOrQ7tH@kMixElrW>Qf*Am4XzcVmHW;kvty*qk|+a@0hCK9@j^|3 z+U5e_GTF5XHZiRJKAYdya+?L2e(2z~w^3^B)F!Cc$mjyxtA7FOAhEZ6yF!C!(Oaqg zz0RL~cs;weqhfd|g|TtWX_TwjBZ6sU4FyguA%&)N9hC_bjW?9~+t#i*7wHhd_xrzY z#3URAuG^Ns$*>f-S z9`Rno-V(~-TT(-HBSGj#ir~<;Y(%Ex*PhpXwrgfGiAU>FF=pdHFI}3e3ujPc;y({Pn zP)4*Vt`BQ`fnSQZ=&~0rG0_{mjGTb0pM z|2dQ^JtHmkTUrLN8y*qA7=>BE#opWfd8k&TGA{qV|2kV|1-LXGlW}Q!YGRYNli+ng z+g%g*qjS7x#aZ^ATiIO&H}0dp&aO$YO}4g-ynsgL2ZcRgFJ3D%xlp}N`E#e#N=l*9 zF{)U0Cm?MQ?X$RmY=P3ju!R7}(Xc)*CoAy)frgvZd8;DIc0Rff?lCPdD(pT?ks%jo zlV`_0B-|%g5ZW>)JOrJCMIF(vay=&{AMp)Zah-$3;WEGIX`M|g_Ra^GQ)50asW;&e z^+Q^1OMru22DK#6Wn?l{>bR#rr9h(@@-z2G?*p8vjbV4h?X9q68?o>q zq_;zAV^nYOc^$026?QBDi{#ZKje{qmzJl@lxMUo9r-Eo4C4|MD&rkl)*lEF*x@6IW zYro?0)&yJ0i5b0b_7hCrZa>*pGZX~C1Aez=2x>Q1&(tn;pX>uk2v(z|u|MX>6Z6{? zXtP_|e52w>XaRVl0R3zJ-fw->N2gS@STe#Ts`QP}!)hbY>xJ3+B&N^nPL)OQL?}`yF`V*CN$<8k?3>pzY@5 z8eJ1z*(-6^n-RcDzMYqh6dk8~3*jW>{GCL|MSE{%hPtR!Z_3)GiTdPLie1T&fvNzH z?<}jR>5mN|j&+U=@y$8O2zn60Fv^9E-TNq3F43SsxAned(<*q@8B;8cNt zY(zV(9A=mtW;G`7kNgimxJp4_fA%sb;%?vkl_Cp<;yLE&y9(zeNzL@DFi^)8O>-Kg z#oHto2Ip5J1ajkb$pHC7sF~$r=T?C`YPvkmjS9J39v9y(ayY}2S`8nwAG<|TBjF_c zmH^ZpPp3^)OeE@A2E7cCp#hv($DjLifQ{LjSh}^XNaf75iShHC`vG)S?-GK9YdI84 zNs(R~`5Pan2u&L(sF_NPe86g8-pG?$xVTsCMnwfM-ECbsl+Nf5nvlC_Sn6nh)^_Ww z+ryOGFK$|e?=n8cuPSxyNC~*#V84RvVSYKdaM zRs9ad`(_D9?^3NRs-FObwRqy3cKH6!lxCQV`dxmu*w;b|bnV)mj9{D-qnum$+*?cI zY~O_}?m=n&FT>d38zN6EI)-SNIPBd4-RxpaoYKhNUL$a;f26Qp2OnisfL^IS z^7=hu6u+F7k%PI}Sz@Vl_wlZrpqje|%FW+-Pd+ei{))+fOQzDn^3nG;weMzVDpri4 z^stnP3^!_1Nc46;Ohrg;R_y!r3af@BTw0Z_|7^L7!D`W`TPr1B>VGpVxtk({RG(h8 zFpYb%>!&;7QTGTiX(_9+RG`aJIT*SrU5xhbsL?`yAATK^aozV4y@zhkbBv^j%awJl z8)ZuqdQ?1YGE3m$(Hu;c%6<^%3N~CBIb}%aR`cb!rl{kJR=R5gxFPy^D2hH~+I!PW zYc$^NqATfKD?d8NZ;o0GOOTCC_m3WI3W1#i&fKOr}u#=zgBdnHSk1-viF` zOV^>+08ej)(1X-<3T76{vNz%n!RqM=@kN|bkk!0!&I4X54FSk@m4uw9EdTU=wkT&5 z>D$qL_4};h;r-(Tv`*u<)zyq%%gV=AM^{($pt~P-^L`4ZSSk$He9q4u2F9lpMjQM* zXSyJyt(hi>k%MxKy9Y73r?cym+`|dzW5=_ouU09 ztbSroxUW@GpOw+TlA-<9@2$_u#f>gYEf4Un!**tz^3GEZ#Ev)mB6QTohOgLr--kNP zE6jOb8iDOk4erIH8~{9j_xGOc8*yhF zoqWFXu~MbLSeBMkWSEmqnPTQ7C;e2BWvF~L4|k2?$pLJX+;dM3Py~c63!fZeioSp9 z;`jD`4k|((aRgJoSey_y6MwOy3Xw#}k4l8}W}PEhQzbe>`PGg=PHP6BE7M z`@cPnanY|M|NcMp@MJ@y)66-T2FUHw-F7ZZgPKpP^aJy(iIN!(DoPXLt|1;T9L(X0 z%aAjdK*}*-gE{XVccoqTKSoB$^Z&B=V<5{wFQ>y}W1!N`yhJXsuTs*aO}?Mqg!3UE zDQWk0SvYvMi-yF8}P*EFYV`Sg?>?)oSz_ zWJw`dORh$0$j>xS34hTI#R_P>*aTWDiNp}ig=vXks>Uq;_UfF<;&$|}iOn%#&z+8r z1g&B@oz(h#mzjK3Ge2zKbCUUyjuD&4s-Jc&!pgMyN2^B z1q!-exD<4m_jR<&o145aWba7Rebd0>)fWuwlonU?ndY>;RGorPI z+N`nD$Q`P=qqm-)eo6Xh$j=HfNa>Z2*VU}sD(>Jb!b@ODvuwl_Jia*NSj(VF_%1oz z0RAJ~AooZ)bBe<7OcK$Mf&+N`ugGG3R6ERAp98Ty(EEi$(IJ=BoT~y7{MkV*h<>MJ zW;iXqpv2BCBn^Cc+IR=B@MN$vLVbk8h>vgF{Ys4$clQD?fY*JTn;@z(P}& za4qnR@g2H@>s{yRm#%lopV=lUkT!4RpIeJ`p597D;z-D9bk7E$`DDZAV3wk?y|xy> zT%4}PPjc+26bTg-L$nrSkB2C+17a%7`y=~YA6&{l&Kw=d-&Q-a^vlJ>2LrMF_t`q5 zYZ>@PI7EC8n( z;G)mlC#RqUEuw_nL}v&V!P4zTIH4Ggo?f(C@~a7gXOMVL&trP9LyE|mG$89yy2S_q zjsSR+TMu;?n%X70bHBh$sZ|lxxYpB&kSh$v z&G(&>i#*Kx))%7ud6`=XII{mAwQDDMm*g=3Jc;$uqdkmf`%BImD~HW%Tn6=-KP zcdO{~y{S`QI}bKiKlQ&r_Sc}>^iXhCQgcp_w<_qiH^qcElSEIZ6XLwr>>2VyJc|n( zlB@|zDh-tAdCyHddw!#xm8IlOZV90+zV7~W>Ct_Vdph1gETAQId@VloJ6BgYUa_xz9YH6ysWZ8n$H>lk7%V47tN@UR(xMt{E*KaVB39D0H$Jm*2oFg zo2s|FGLJsYTK{RmmBp-R}PCyOH1!&v@fNbtBI20eAfls=c;7KTbhyI-X!! z#)}J9lGk5EsV3&7&S9_U${SnZ=pIYO{zQKk%*@)!Rzl}r!3n-UQ2nlOEBt2bl^AIW zCC@O;?8jH2#bAzd!OX9vfN|VYlLUvPUA201thweeyiiq7Xz^j{h}US-OmUOWO`1#1U30|iMj3Bf*1?{SkJi(A!HWCQKZ-pR z zW|G{;Oe#|DA$M{ea+%~Z?sqd7j4{R-4F99&^Lf7C=eNG=zs_1S>#V)sd++mpzt7(1 z_1^oO_tZJz`i*DrbGz~k2{8?-y$I*SsU+N&h?AP8Z*|{T+jLjeZ>gyi&jic}nNu5I zt(-GL-fC*ez-9B(P72HRLR1`bj&^k7oUjj0WxVj{gF9JMuqUMNQ1gOUs$Sr_)xFNe zuaH9qu4hXD9cg?B>-FR)za;8#7OJXJ7g<$xuc}htrnEA1HYaYp-J?{!z+%JNW@>qy zX~XKZrbV?QXMb7S5d1??Pkb57QPRq(rzFzI!g>{Qi?+R}wPdKcc~%1qI=?@9_8$oF z`#nILkbl;=4uczW?JRL6lpouDa3_5s!u>ZQh$b0^TN(=!==O3kryLW{@u9;H`ZQ%m z0N10%7zEhxW3{cwbp2?RfxMe%zMZpw^^pe)kBr>2U#Un)z)PCnYuxUrn1BaGPhAPA zUKnspx{%ubJgXMb!7(Y9+h;MJK;#S~N02?Kr|xB0e!G7mb8{~H2Jq#|o5*=g)rIDU zsovV!vQYM2Lf9t}iasLpKz*ZMLDJQvL=C&Ug5RpmPPwkazYVy`S9qU^tWxqfpMFDg zC|sb~RM;C{sM6e?yZ&jzlu-4nMR4|F6-rD2YYFx1k_TX`gz?SK=QSJ_;)+n-YZITx zmsa>H+As7!D&g1+%>(P&_)Ql^wT;wp0jp-TQjJ;5BegzoE4L(KFHl*tqRaOL9M^L_ zJw4rLwr=;l%G9p6(TupCA9kOv?hCOFGMzA9)4H*S+~l&39$XTu6wa$(DCJs^XC{n1 zSD(1)t2z?QDS!z3%X3WDpR5edlytd$qJ5-&9M!1_36$g90@kfoDrR;LpDtR)?<0+t zMoR~e53~=XmutdcdU^2Z_t%`#eqiG@em?H_6o)Ig=d`<1G~G#|hZ8gtxbxqC@tMi2 z=ym4E#TDzF^Nrn|8*f2A8ow^h)W7MD_Mvde+u%Ry_#xEA9md*=D>^%jK-liiupLe* zK3yr39gY)+P`W!D503la-udsmxMH-!sdHTO3RtS4`pqmq3nm;6i=TPL>*!kWz!U{N zgo1Vo9c$~etIb{4J-)8{Uj9O2L1VBL^Y(H7zy6^-Jih+$AIj&8E1z{uUC#pck$WrV zx`Jl9B69m4GzlN@?x_!&8Q&rOrluO4!GVqQQjJQ>!eT;Uw2F3zz*}&#&P}9ANT|kAyT$>vaciN4#?M!G|TCce` zb*KNH6i_|BNveEmR|g=IIU}$kADJz`XH9%g7Y=V6*S43+a1>VHQE)RGDcl@hj+wS^ z)r#j=Ty;}tl%*F3JZ9HTIN6VuFyUYoZAK$)lI7bzfe54lW&w*5Z6aMB1Z|N$HNv+7F4TC8qYnZ zZ?LNgq(KGkNSlhzHwuG_h4JzVflBdK!lNbqvmMK+4vp)^xptM5$lsNth`7=0H47X9#N9xAk}SBIJ36)qqjf z42-5s+q#oOrK9XHC>sogK%rLPZPwNWUNokD0|U$N{YQi(ey=U2`eaeI_~7tawuLLh?r9Y*9dt4DF9?)zH?lJb)VdTEL!ve{d!Nf`Z zHQwg1eRL>|k?JTUGb8m~7Xv3UDr*48g@QK`K2q$=!HHp>QIEZ}p{hkCwk%0l{dVc6 z^6jztw9wh4578kE9;qacb7^DT+|>$qxlhy#@-{crT>p0SoO!9bx92c3+ed1xbnq01 z=jjvEXZKUWlEW~8%ZxCJlUSJ4E6GH>x$m0qd0QUco_^VAS$raV_2*DqTIeHSyRD$9 zE{2`C5}L$Ai;aFc{LXbVFMpVW51b_q!Vtu66mp9`=(LK1AWRUVWj2mQOzxFsw~coz zw_-Hlu1TZO_(qRS@kN4ilQf+tQ|jZ^VWw$j%{42AG(BtvP%QS>9NUa4S*I4T-JK=* zG`4x&n6d?sgk&%=f&r5#)Uu?W(O18-AdlKz_h8*lm`E`|P=ao!=_V$(C;LIiHt7v> z2HK8fAA5%Gi_h$;WVRWYbUB<=LsL<;pX&<@fMsm^_BTmkz~sd7I?W6+f23JGy6mWX zV8ON22gJ=7!UadNphHxF3ry5j;%=dFgP3>Qr`;WJXD00KdUnC?P}GCP|1BDqTcQ#i~X*tWc%tE znfOX0Sk2Xzhtv)NIKza@tiFalBv5w1KJ5;>W2P#qc=-pSaw<(i^Aj2D$bEA8=KZTP+Bt50eGYB~c+@mMGKF0B-)8JA z5I^zW@2mAEa+NW*7eWCQHkp7@igH$R~^bRMVzAx$(0X}l~OPC_xKt!sHJA6MUNuobUG znbmWDTN3wPI-Cm@;6cVVm-*%nFV>#9WiM!G7cAn=n`cK1@H-UdF5(Y;Ug*1f@R9nQ zjdgl;l<3G=o6}>r6edAPBi`gIX1XNfO&5EboVNpMCimO|Y$ZfI_7m-2nYweiCClrH zHwg@dskuHlK(ysi9@n&1w>hA(J@9`hL;WvhrBPYFqNrDqm?c z7IehxtY$)d)@5Wz59VEys%Czf8tR=~|1$M(301w;Y?oW*t?b8^TGx_Vo7sk)^D_?ewiZy|q^(78$P)c}BOUHV>qMW?&B>*?nTq~s4C>2D!bXg_6k7nKs7%p zt}m%%C2cq!oY|oGwpY;Me(I|a=bOH1n#Rzs>fx#ikc~AFds_)pen0626(=9Yo;3{o zX4|f2bSv|U6}zfI>crL=Y2rmaT;UJu;nu@>SDXIRnFi&&KJ@WO8#FgrPubvyRa^(j>Q-3X!m zhPlOPYI3>mr5Wv+B;))kIr``CsuQ}rl!!}z4ke&sZmR9%HMs;u(@Rm{*(@w!GtvM!Lr3AoXN znmb&eYkY~kapT$Ha~WlZCs-Y`+cj(V>N<(Hk%wtHiq}#PS+95ISg?4JSKwG#`?OD9 zlBcT@y>7K3jDdPqG^AyJZPQ({@51ZIan*)9a&3&>*tC47v+-C>><361mHDH`k}}gX z+6Cn&Ci-s(!49+sa27_Y^$84BH>oa7xVk!xIf$oF9xK-@cDE9`x9D4yK*u&?drM+X zJ|D_qd zPx!ROLzfSyihE)&aBlqaBR)&cc#@0_EO|UI|M;B885PKhyP4LC{?gzM+OMu0)4lN5 zoog{VhZ?fdtrJ_zx>`}`^rw}F{7=GY7TdA=(;pc6l1p&Kz1B|nq}THv6_4>x5F6b9 z>&ZyFSj8=1Wxx@^P)B31W>zr3dAe>OqEN2a#I!g5CX)Q*>0+XH`{T|1DP1GL? zSZuF00=Ev-6jEbpa^0VyKC%^rXZkl<(gc+8gk$a?U};}7uiOg{E13|p_r9vM?fTQa(E(-apuSu_IzUm~Hz>uB}Jz0NGGe+csD7bfT08$e?X;_O}R4 zr9{lJa{I{rT5Wx%_%n&{o}Uu;Z}izVRj)s*-JE^7*k@PAr@GqX^e35k{ux17&^xgp z4|e}7@GVX2TVj5F6pC3E%tr7I7c{<*037GDh$3xxw;8nJsrj?^HmI}*TbC~TxT@HO ziEhkA?q!Jlqs!(@Vompdb@^vM2+aOR;B+v%^>2ZoJi-Ao;eQ&PPOSO$-$v`swVOTv z7$~@xAqf1_>Pc;-#Lr{m@9jBZb%XJ++81}{-6d3?KER~(fYO(rkBl9XAoNY_5xiAU z@6}csr2W*yMn19T!aH>hU4qItjsM*sb}u8A%Rl7uGjaP!!5bQld?b}g?$uIrZR4|W zwSP4L{-Yu;nEm7bQeh~vas&ELi+h`y%HS8%mp=ksy|LB(tF(sLYH)jISSi)cx-g7k zzMa3->9#h!z5TMqm8u?!*?zgsOL?_DZCA#>-DTtT3Rmf|!Unbj?{5&}I`1O`eOG|7 z#p`T2CVn7k`n^j{X}^;z62*983TLQkktax>(t8zgMh5GCQ6t7*`zLZ<$@?eXcNOBe z3fFwvyy$1cj(+nNuev3n-8*_W@bjk8?Ay^Z)E_5L=5Bmmj$b}7ZEy{{q3U3qbY^|U z0k$e`5|}fSX6JDe{2rGSOOP64c1#}dSe&<>tWG$>akA`)cCoh^Vg#NfPtL2J=%~

v*!)UYs=au1((KNl2$X>XY3yY}xgQDwS$$$OjrH zZk;3b6y9n_M^+}i|ml{j=!kofkoDoiGf6U&Xc6L#ICI@`&47VU(Vhw z`=mouAxA|jg5%Lqet2Wlcq`X(9A`(=eH_;(5`h}mJJ}JfoqE`*DyM{*`=zWRqIzIU@@P|Mt>Ojb5h+?W;-cC1U)Ek$$E( zBG^aOS570^5;l60o!SZg9!m;q=~7c`dE@%P>PC|A-JuIbDGz>}N<5eTxFYmt?(G*KtkFf}>+;DT z*)Qdp2*R2p5!!oN!ZIhefoAsev{=3B=ddfavIyB8=5Ga&Qf*R`F)^loX-1h5Em}pB956a?rZFcje^N&rz;$p#KLGb;F^>KE; zz1#-?nT6;aGj)`zG`t|{&iOh!Xq&YGXDpAdqE=WL#}bnag;bi*?5-VhtDl1XU;qfUx_;MxsRBE6qA*DJJ5_fkgG^jD zYx>5v{LZFa>)!9(PSL(_R`uB46*HY)wcboshAUsBMySfS{E+)QD5K!j%^MzFn|_i8 z`BANXO}vPcW1ByYd+nztj%j+g+Z_36zxP<_%Ov)t|7oQxi)}b_L8b9#VG=<=Ve%aC z&7&SF<-WD~PqPD{wp#97TgR<4VS3oQqab`y1na-9X4?tg1+ho!?`B}D05B638Pa_+ z+di1urv}`;h!Juf6LWO@g~28qH2S;#3)UjTm`||$=r}qh=Jm3qJ;BrWP^3oCT@B3d z@~_W&C}6J^SpU^Fx=7d;=5hE_!K>?i4Itw38fwrYxB7{H7l49wI^*YZ?T+P5aF6^h zRr7uBf5@QVg{m1rHF3^m*Uy_-`VPXxA`ajig)Lx`f`I+ZPcBr zwiJ%pcj=W{pADH*+6%%*%p&v@q{K%@Di(WwloEo$ws|x!f;pOmtzqT0zU}G<^Ftl6 zy&E;}ppsA5OMD3<>o4YI44pJqe-5%XId}l&y%~}ds*KyZ4%61kc|uY>Qc>dzP!_$B z3lqq1HjG>$)cQP|ZK(B$m}Y(M6fMW_L=xbI^NFb$(+UVQonKeB~KG zyCaM$mr0?T5qk=7S;$!q=3K9KQ65;_rDyYL@iQxPRM095g|aFS3xuy=Uw)KHdOM@3 zO}c*VP5oiif75B1U|zCL{imC@eEdZs^Bhm93-(V`xC1y)BB zNjk{-s7Y=ZF(b_g^g3S1BLxrwWDZQtw1*Ynsj-hvs6MeWky@Z&K3E;U%3Km-e?{U) zN=x*q!<~NY3hhsm+t6oKlDPR?{c9%D>4oK#5^HWmwMw|NLxK$-Z_YXj_x`6%OCk; zTcY<#Lg&Nx$#_a#(S5<*Cao{7K049xbemEb=)z$QY+y%*7C(FqNL4U`Oz#Jh?!_Rc zG&bxBhm#U5VSN{>+{k0N{>zB2dQKN&!;#|HkbKI)&hAt3&AzogN%>@D*P=Fk@8x?( zw9v?l(;p2VCbd&L6}7&ubS4?Fq$~<$XhMARy!U@>+2+%}4+W|5!@q9S_9undHo605 z#eS<>A%%ruCWDgl)4qcYLM6}zev5D2y}t=QZ&5WqxDC}}ZZg2T)uf{kjS74Mf9BRU zFcipruIFuMw@jdEcW|avJ%4ILY(dDU@mXJPTm;Zixa4}!mk$>y?|yP?|8^8mYg{U} zkh-2mncQ2-t=tfqKPbkysC>%iM)iw;{p>r-=~Knv(b}94qbz3w+^P-^*t=5>#=f>3 zHP$e4&0?K~C-HYsrgOUNL0XGY!%RQ;BDU;kOkj?8w^&XgSn9??#n7oEE!Fov|A_E;sOz)mzw&55!bgPuD`F@~U|96OCzV>V{yzVe z=V7Y<%=Et}bX?So_CMw!Ro}Dzk^M>aeb+yfGk~mxSM#olOtV0vN5(N>M?EB6#BJ;L zy1Ex=#0sR&zUJ~a@^~)9r!oQU)u?-Mpl{5MUL7@qlJNYlbcQd#PFf#J5Hm=0-*wDV zVX-58aq<6X;9;o$%rHzmKk^kP&VGOo@<2q0$87wNY=?cc z?2Xdryh_3>$N8kv%Y1!$jk`=V8WK6_B0_$D!Kans>u;66uBZS%MDA}!^DlazGuUt+ zA=~%ZRF6&81lIoLxsp=nR`U*3!L}R?JU1FvjjCR-GaTu=Up)!HwJW^r-PTI*TO3S% z-lv*)o8lbyM>-%P1Tl_}k5q;%;|Q9k<`1-TrOfX#cZtD~g0GB9E^VwH>Mz-DUMHGY zJz)A|nP!g^tp9P0p_R35fpTQV^?Z^^L6>N@H;pEEY#ST{?CmR(O}D}2WyW>?cyn0o zkNKL%V3iqv6kH{zW;-{Ig~{H8jeK23YPmA2d$LTF0gEa}reW5n>@5c-&Ui!8`WrpO zWEHltx}QZM{1~-yU`EBUTuc0u>B3zka(2K7p?dpFR##2{Dz%3@E6#)~tJq`&*kx~; z6C8)1q^x5p=r}yJA68Kr)>qR=x$w=pgo0;$?0-Fs$rjFhsAQr2*ekJ2{YN19apR13 zKMX)ZWN-M6{2(&Q2Ar?3lQF282Wt7tC{*sku^7%!bKgeg=tg-IieCz8SYh2ywEUXg zcE4soV_SS3%esC#Is;E4Kb-vGpK_<_`4hu1)D5_t4FM@bIoX92TYphqzOt@8Wu4+i zTnNSIO-mM+Il7JzI=^H<2TQAX;=bYvfoO(y-@}g1-aF<*Zw_k> za25%r{qcu>Iv6JQZR-C|b_XCOv_1z*)m-)e(BIq#rgl&^ub;4ud#_%}{CqSr>vr!E z{jAWxxVWoc|G~A#@#KlKui=)*U+mgFE1h&UCebohNA4*7oe_7mduQf;Zr9_@?*taP zjGMlg_3VXC1%++AKEwEa8Gd`(EG}&0xv}3Bqpj*u>rogrdusu;3PIgs%`Un@kbnz- zqTZ*L5J@FIhQu2`CD-b*oRstX6W|b}ZCQ=~>hpF-;K^#`^7gfW&UrR}KueB#HM6B; zt6Ok-wL8`j%3RCdCz+_d&4%AOK~!do5OFpywo4u=pD`B=cnC{r$89g&y|59<-)?1ZkWWmK1b-4LQ2iuz}MoWlkY+{zOvs z#;4KMTscXAR+~c@y?>tOKQWf34yBXxlv1oUk+rU?mGHccYVv)60o2S4R!=F~aDHsF zcxqOf4dCnY&DSX|uO@E!1&ggB$^DGL{@A3dqSkpK^yuQ67=h*;0DPEawY%84Ew8s* zZ|9TXb4&~p^+>INkh&c)nHz`4biQ`w&%ao zzfF3CZEwDuOq(3$gPYlc&~cg>Gs)rG4uy<(Kxdb1MxJ4{MyN{^esMP~P;477;WD8@ zV(U_95~ofv4UX*kVGu3l0rd{Ztp|MS z>9(L^Cvlo);J12y)5QKTspa+f$u6`38t+{>I$i_(>=eg8tDIcB3hZ=5Jr`PCLJEP^ zf>C{mbcVzhfs0@u;ieVXK<}fM@xeX+B@knh*l+M}fqBrGM`%OM5s%G}JJ&Y5i;#lG zKsqGwUX_$JHXq!3Y%O#02?3)asRbjA=Z&}r^wEFPMF|yX0Kc$AI@2~!lKhv2K;SFH>Gt?Ci5 z>rR8C3n%-M=ooQ0b*+pK_*B;xNNKGMY^H;+=!=7QSJ7mcI7S>8rFWr$3E!If?e*OR z9tj)rBea`mz%M!%+D9C|xHJB6Z|F`3ZVz&yl|3qF!P}A`K02-8vzb2$Ub!bYfS=HK z+LEBMH`F~Kbn*k*&7*Q*O$Qvzz&dbxsG^CGz_j}9!2dt%Nb5`E$X9vK`lPcaebV!`f2<=(waAfzWzt6ylpae%O+>JA7+Jq!1H>6N z20!u)w<4QeSDUYrP#-rQ78<}tdwOfz$_+IO!4;E&NnS$Dd>;f>STo^8X=|$u9b+_{3zJ?(J`M@rBri7X5LN9+a@Lnl|upubeiVKi4GS# z8w!);$6;CnRU~EB`m}XT9o5vA!)pzMkVa>i>i(RY)<7(YAIZrljm|UGksL*9Ad)mX z$1L$5=0xE7<*T+X(0~-u=pwTO$q6SheOSOmtlvUJ5_P`x!o2Ya5a*}u1G=gnaJD%! z{1-vL;Bzmr-zSlTAWZVv+_iPgQ^}*C2@=)c>e{SbtcemBt<4V5aoze4voXk=^qW~K z=WL-tJGBgSS)*3Aj-yZhX2yZcl7BN(!Q0LYATx*PrS&AxNl^dhcFR0lsQ$OYQP9V^ zo&T*c&@D6xmG`%GCZS2gno9%X{1OzXk6}%GpQYjm!^v;SLF!h9m_1CWm(= z#dqgc#)Bh-FCAwFP2My>R8E6oW6)#KmjL!uF4)c51VO@vM0E~mfpG5E9KLN)|f*=bzW&)ZeZnzV$bVHXh zKiqs#W4>LT;%?y3jeutVKUUK~i+qNb*1yv;K0ro1q0cH8H1hh&`(0OA)X_O$cEXM6 zR4B4_aLWWRNv_{U+rv^6w?^@(>N$9blni@)abd|)G?(MntZJ{R8gS_$`; zVS6np6jHH>k%89bGNo1ojzu!0v;?6%9wdx@pw6QQ68YJCqT?KU#hTS*7bjpcCXJQG z{1PG*3%{wC-VY^JJ(S4i6}M7Zxmp$Iz$>l9OD~kjmk|kZQX8)JRjuoOCCs5^$NRT% zBZcUa%NENGU7r+GjYI%M=52-rPApKpK|+O6-77hleLjgRiICJboovxj5_qaWq_|m? z2>V$%<|o?u)FXx^RE1_9C8uUH+RormGGzOaFAPzq&kS>?el>?)eO)T7Rdd~|D4^k{ zqlSE?Cf`90~<_o!-!jblpYW8J*g5m5m3B|yk8|Gz3OAreu&v7&U zWD~rl{$gczGZA5q#}iS;FdjG&HhyZvle-xjn9!s(l(payCq08-&n)3T0$F~^v?m6$2Sl?yCt-Q)l z;XAQMlPP66fm3!Js!gRPZjY3lV+tiNEt-d7G3CM{8!2S!yp@60wBNTXnu60UzxdP1 zr-{egoq67qnx8y8;UaC-IPLYbq(d5>S)#}DxLX!5SW2~K4NmlDM(@+6gpVEVCMP>R zcYFN(*i*@$W-YRw=$T)4i6OAyKI35tY~0&@!fIRrxMLG%1(9U6g12fDFtP_)^Y})L z%e1+O%XO}T1dHnwJ*zgA5KT{RPd#1K+hmc;oXlv-txiIJBHrP`Vn1Q?4Db!LguK7i zq^$zr*F`6z*soPitF0ReA`+B?{2I&RVXJ)vODt23=?XQRZ}gj4V$H=w4rt!r=gu)t zf54}!tUs-At{(F6XNl6Sf-o_NEP3j=IdLHPFY-G&M4+2od7%n36ZbFX%@b$QodKkMvbtg>4Z3C2U8^(RkT8J z#~4<)GQ$euq$-{ux>V%Fr?Cv7kb__aTbOcyf` zN%wIzYBw}{G+YZlV8nu)Q$K&LL1NR~q2mJ~>-P1HQn}@3QEcI*rG6K5xh1LwIMQtI zUIJ+e)ScIT-RhTx9_kZ+w(n7E2@L{V{53JvBU;5zSU)E|k?icd$c>oZlJp zcHT!x?f2?#7`P^7$|t`^$@#hkAiMa7z(zsXkgJE$0W^du(Y5gPPPe(iN*g2707sR{ z(!q%xfNJ!ipatvKl6DWTK`HmRd~qG(yz%ogj%dxr@f;{*bH#sluMHMIK3Jc;Fu&w-=QHm4a%|j8dpj!D1}tDAW8HGN&@#&BM?8)hQy@v}&<1CyPL7 zRxN|&5x*cbd1l}$>%S(}B%PVx>93HlLrQ{uNkw(oHpUbrgryy<$-pAbKSvNoC4_2SKAPyioFHVTQyUZ`3LN=+0JcfK=CrMqa{P`~9f{bTxqLXe_3^v?jw9gf$)j`h` zCRppvh0lw|2A7FgTtDq~;cWfZub)?TalRxC5xuNyzTlY^Us%%+Zzg*cMN8bauj-|| z$2I%xD;jI208r}kQ-Us-3R~C5x;!rgHiZz5Py9 zkiQ~P96ASCt(A@<1^5X=gDVnEzYevFsm&RSJ*)-+~KVTb3hi>75t%t7{J>~H#5Mjt<89|g^%YH?B!33ds>l-2L zY+1m6UqHsu%vKu?WX5Qa#${eNS2Y%phOt;NDzy0#_>%o*Hu6QrbPZz50I1w5+ zayL^<5!P`@m$x9rvN|Qf{4(szXIqTgYs+p`jHc(sWe71j^H^6?nF)?nbpG;?xnr0& zP7dhDZ$qmrym~KG6+JuZBY3w$xnJ(9iV1LEU>ZjLK6xphzri6i(g=I1bsmq2gXj*17Av$H`B>=EKSvQ{&;v zPaL+f%R`ZhQZ8_je`?>dRdL^w(C>{fMtIxj)60R%2waF*?ZBm5l0&!M(M|;~VF)rH z?tjqvHborE7GecE9gTf{dEmJDwa;=&YCNy39`m5HRy3VF`5k>@T1#6-DlaqH8t%P$ z#yFxHY_G<$ZeY2kleX8zNWGRx1_*8q1N@eV z?km^Ks(i{zBN0NFS5K>d9xq9vDYd)-;??$?%(k3YHHbcIIsNj$E?tc2X_to&@n$|p zPCD=LdoUD%i<1XuT=t0JXr>ptQkj+85>`_GHszPsd2gQ>LovRQniAMwfg| z=0~4XDr70VSyj&a6T~<5OnaCy+?Y_6`b%#yAWvR0Y?TOy#mo?<|bq=4A2K*N)<2eYgp5;`F{5JMxj6I+3(v6P%#qv+I0;1@b zK3SsXsw!dR!r4W#>W%(Zh>W8h%z$-AuQV8A zM`w~mx?}94FQ_$SKK5|<2=E~Iy)Ih%@yz`Y(#4xzMWWiTf7tBV#;P0vPPQp8?loon zI?ki}ho5b=^`p1>{eM4lbH}FeTUX$8T zks2UPsHeIt47{kAVW|6&fk><7O<} zapFd5jL`Us@J+X*G_|2?`6A$+cOmL{osO*AYJDYl#=#AecqGN^fI004(qC~FSCRy4 z8w;Hm$}@Li{vb{8wjTx~-TmILc(xfKpx`kinq3%H=GM>0)=$cSJkv#WE) zPrbaY!w;*KG)i_yRXa&c{=~P!oWg%jOI~-n)U2Oi8ynoF^w`#A>RMLHc+w~{` z1V6RUZF(q0t&fY3(rBHQF!$xE`1ynO6Gwd-p)JWLnYu1tdgXuujF#z5%xshYW#p%} z8=VIiL~4*c-gIW|tpJ+za$tAmm+x-+5AQgC#9~x)Xw+s~C7V!-0TGw^Z@!W-}N~{{=Rp;-p`0OF=-{IWPC=fx+$vUMs z2jr%KUE$uCZ|2L#XBt&dWt70sNI<6a`Z?t?MhaIMu$}}$kXQBUPYd>=%c^5x{tnrg z%z`>kG-RX#d{!X#J7M-kr_I{#^^ktg?RSu|yRfv60_1A6I@N7+iwAJ}$5g$l-MdNt zCg%-?5l8wDnx@KM<&4GWsdZC`FxHD;J)IoG(%++`bz^QAnK%Dp6x@oEKQW4*k$tE0jsWctDqp_%GH&Yax7S|4Y})Adkge4r+vz%m zd}~6aRdG|!9yOtyJ4_QQ+taG-!&hSY0jmyKK;3ehTi2{KGjbpAZq+e?@0lvEPlC?V zBu9}*ko4U1Y#%oC!ObX3p*_4V?;77vVTo7FyD!IjWv5{v&brvy#9495q-EQEN}Agd zA!y{O?9a15bF&AHwY|5@+)Rldss=s&u&L-JDSN88r8l0JUN2j@rOV&xQvMZrfiWC9NleYO zN5{x4I5me{mQ?oCT{-02v20rP=gKb0+SIm( zQgOmC9Bu+io_o~V8}~is4z&dz1h|G+|aon{W3flFmAlo?3kQymNo## zQhkb!NXy9m_{nqr;cbFyvtY}yh+w~$$<24sg+FXU@Vm5M#6>bP0eiH6Y_pbKJGQiC zt2gSTXDlbB?W28)L*TcJM>jo9iREPbE0W@7Of_44bEjpj+V>nTZki(sh3RQ^oVCt4335 zxBd&9n!YD`;OAdKP?k$QvMs3FAxezgozJb0_G?IVLJg^Q*F$|Ca&oDKIAkx|3V);`NT%x-xL&Z)zy}n<1TQ(aQIpBZThlJ|*KpZ_V(edT9 z)^Ym|h&xA3SubKhOKCGerM|4%=8eB(zU7Q;TV8tkYp?3#j;{%U_yozi%`d9W2Wmw< zbILnTJ`ttKcAPD#uJAo|TSL`ATWje`t#r6m&#+(989tP}2vc_{suJ&|i%^Lvyf`OA zfU@kg-y-CI^~zGrqZ{1rkDgwvR(Zk|OE2WTqHCkWlMy)l`Pe!_Y@_J3XIswsq|0I0 z;-GyxlK0v|9zMotI!Dksd(lwl#rm8VaR*Rs?z!Yp<$G1m@aedeFj&LM(gQ~soEUCftksicz z045_tX*6`bp?}u7RQZQJe7TL06hl!s&m3;gklpy0mGPPmc{eWFOqVoJ@JRpW+kV|B zc*7Z3R9n`F#A>A(M32#QURGKfi!eUic{_HarmGJ9Ms_{bs;r3r?f4n>=rT~#Df8R|GB zF>_b7AS~dK67^ndP^9;RIebs%WgNADsG|sYyb>0hQ*H8FZB8TWbzHlI-p424l68Z{ zmw)FS51)u9HzWLKLd`l$({qo{S%dbnW+vnKb+fYf!l*q?3I0}DH1p3MMwb=tu^4vf z>;v-857eq=Pk}Cq`s<5;3jz)2?~lB4b1KnZ9MyeMe?GSGjV=!2yJs$~wbJH6PX2qK zDRj&aD(h*SPmbQuh<8~Q_*`)1X<~`D`}RwDB<4aYVaOamuHfY2jpSRRUU7XQIp=_5 z99|7ygVLbuWNqAxeJ{xkrz2ZWuMu{_IInJf#0ZgluSVhSrf9a?-q+^H`w zeDFp7`&uEN<3w?1{oeOz@n=&O(Dj!o2EDJP>M|)1aIp%i((&e4y%*EI!n<>jMHy^# z>h190dAW7tIVF_WNCfdzF2SQGTU1@4ny6#T@1tW|8uwf>AV|!JAPIR?$^}5`e(3Re zUB9j*Q@knKAaPOtrgeeRGeFoU#@>pF$Ul(N<4kw`dHf*BBkW`j96twLb~m!g++qYx z3i**u-e`#UtsL?QG;X)@b9}@XApes5S#LBu%l8!WvPQp z@KGf;;L|kts!|t!#`H1B13@5T$?4Q~S%l@Htpm8uD3d)hs8v<`OwxPYsy!7-v=ko| z9s5#!eAz$lm{XcVO_2!nPyR>#RxJV`3|!3|ydUA2<*(cpLrHtsk(wzwpXNCFdQ$UD z$>HvY4~dqsJAOTw(Z(CWgXBbc5ubZstsq(*p8GDHN&E7?c(3WNy8x#b>Ql7hpvUWc zyP=Zm&1xn5$r)iVF2t3mP_TD| z8i@PET<@24aS=7^nNVCbNxgZ;A?F{Ih2gnYxI<9ot@pBm-n1uSPxJR1?5qkXMZs%E6{9^hFA!P8jcYA`_Bb9JwQ6;9{qqgB5*OFK1)YrW?a>rL;0t9tg% z$QpDH30J-8_0d@M^ht{!p{_X@rCWt;j|3NYamxCLnNAV~bFYbZ=?`x;u=gQEN z@27@0n_qSb3<6Ezpv{N;l#YUg`fKMdNP$5NpiiLtlwCHex`Qv@PGA^&VO7JmWeoZH zCTe-<9^SE)#Xhmx$z>LNmMi!JDUaly1(?X_gA4Q_#9GN1RPROdOe1!n`7Yio-mxD; z(_FOWFAj}VBVObOXF!;h(DnApk0|Q_wdX?u0yno7L&R&V{Um{!aMaxMpG^-imbpN! z6Q5d$wu~=XfSzRk&M7qfC=)`MKf{+Sp4cM5nv!&R6s4!LC~a_pm}>hmNgs9OHD)No zZ%7ES=;ATIfBL(h=5u)D-EC;@heoGnB=6M4hl&o+SXA$PiriSt^O2HNKj zGG2rqCjO~d_d|#xgRwq1m#L#nDfp%_)coOFr}g`Hsb4VV8Y1lUY57;55#|Y0A%bP{ zsxikhfqcMShkszbeDHhW?MNTqU^S0$)$^CknpINrN`aoID<34YaxCKvjCKQ@QXcWS zW<71>e4&8?HQw=h**yfG<{oG3%p7p_VA2kRJOzeR#3QTE_sNT#hbSCsPTM8(b>s}P z+z?0n!@LcZy_-cCZj0zHJoN^n(HmKw1|@z#gS+LRrD4vAc^@QF`XBPM1WF1*DqeVw zDex^3-{+X^mMCt3zF}JuRDqw9ajbktDa6bB`&O?sib3k3wNRhuA>85bM!;LI6l2)~ zE(an{E+9Oa*gA%SvzcI;n;uy)!VX^*J|A1}JN25sr+}2)D((zE2NX6`ek$5fjgigV zb?#gOvU^wi0q5{r>bCzMU0)s#<@)}g9hB?gljGk(vEb3UK*`MqA>Kho`SFV}V5*LB_R=Y8LE z&#Mc(rA3I!v0jjdtl3Jbasz};&?q-2wMBr0lX{k1DV03uT;kT%po8!F(&xn(L5XTt z2&K@eY26>6{Uw-t^Taz zKSmtj;kyxvP_^Q_mwqiaGcn*iKSrdw4R&_HMwuGBlzjnhI`yOf)DIh|_SN2!R6emF zAj3WZQ!#wO0UI%cI`qQ|qCI|u(uCtY0+Y$(778E~7jUFHEFKxqn*DYui1xd%v@b{$ zq)^loxs|0|!=@w8m)x5}OSle1SN}0^XJTI9)*&Rv4Ho=eeEIRsx5)8$Os5(#GJ(Pg zO@9~*Sv#?4b!Jpd05&gnUwUCQDsmj~reucXUl5f+@<3K1zg?_1Jo1MjIsMn=66WV2 ziHD8j&1>HKN}IWy0A}uHubpj<4q$MK=(J3xQ;+z+Mnu}D$85bR-Ae&9Iv~y??TyJF z?WSK-VMhj2{>mAmn3&Qj*n=NKZd8FUr4?O5P2bHyR}S#b7X*KKbo1~LWdPjR$@6!K zF|j;cxq3Z{9vPVzox;a@O(izyCALp*pW#*DW6v+~*>*bxMhYD!$v?_L= zI`!L^xL4LsKA(}Ky*N;N)XF6+ioPX#`bjb(OvKl`J5}I@W&Lfa0)DnoB<3(d`O2np zxI$2O0fzv{j|asrcBs#WP6JRxbwI0TOmR-^qnp2#6==moLQKYBi5l@B#Xa6Zv4p0p zEsVc^QCDaz90%@F_QYB&QEWHMB9N`n%njm)4y!B0LprLie+83-!>kq}14Os1_RWHH zVqetCO>jr;VkXDgAG}PVPnW~t%MW89%CiK4C(nk0{G(K6=Y5P9fjES1oFB#})#rs; z9d-dAoXwLWJTLtyvVXSeexFd}boA)ivY1ZEmGEa28HCXAXR9YADN3g(O0x1A zTvES3wVyszdyF9Op9w_EPA+q(2gj~i9GV>*MpE{y-Nf=JJp&P^>%!&kqbB_1Z|kSz z7c0?9a_!1ziTN1$t?0ocP~cRxhto^HZVu%uUpRuL`QRGy;x)&u&-lpXpMN9TUVPIq zHgc=GvgXb7#Qqz%xp+UO2At;-r4LS1kNq@{9C5LmXYM$(r@jZYk8(m~79iy0oQ#*0 z4^tMzh6<+DkLBdX;)P`X84>6kk*ryf)6k@h!Y^Es$I|E2$i)Z5^e+-M&nlkV5AG&! zehT}=5EOl6CsLXGU8sM51o#^0Ss^+f5-S8N4jbS1Ktl|61nP+oxiEit+zT15^|Ltn z)T^WOf^UunOkNrTCJIXrPkYPs#z&67B+eNnWdt5~9p(8;>u{s1kJqY}Edkm*(vW^l zr{wu@=w`u}?zl5Z2IV@WDFB@nBd;wfKsK1@e2n{!>OWT;Bs*TA)w@X zs6*3odd5ANcs1g<05!2nJH1EUHMF8@+*b1(U#fB-+F#56i|+qu%D=SjPPyoZuTC4)}xdk364hv4%y;UrC&Cg_F+1J$rDd3w0lFvQ2sX{1gowzLfZ%mzFvI!_gK=aY(7eK;9yfzHTPg#v^?QN975=+1o!LI$lj>z z-(jD-#dy4Q^}O+})paKA5Y_%TuFeDM&qlACVo#>Ogr&nqkA7B97nj;6ehfS-5Fkgj z?yabb1@8l%U+UL;8J4D84<;9MqzLI^?_5l#m6dEurrp&v2#GH& zXEI)8CXQ4@sRo>ul906ByZOXEEhH+n7b<=P4m~o^W7^g{$PtiG1+f`FfPR|rjPkrN zj@?P1$R*DF4b1O z4eXcEiJ>|W+QKDDn3o>M6hAx^oz!EzRD;cwa_i=Ds(R{8I7=AxNrZ#gEVBDh?coZ6 z`JA_@(Z}L+`gZIt1Zi%*1UH^4n7Pe$fXx;}y{85ezu6r|@e7^O5sW~Fs{otOLrB}s z5%6?@a}?G0mhsZZgPgK;y%bLQ-Z(~`D&ciSr-8mG>ilMw%WEBvxgSP@k+wDuLBd1K zf_(i3WH~cYiK2N(xLVN8uh2MTZ+#c&sO0GD)Sx(7rJht>q%Kk^A&<8^T{TovYBQlH ztY@LEWoMK?InouZ;N>g{EF9+vAi!_(7k@!s$ZEF-UvnSC1`iH~U5O9!d13AJ=C#@p zkKS6pDy4a+8-~3lk=`Zy(aA8qh>+qHYVX3i<>_Fz{mog-!&Bd6JF7RV>MDd6zHlg) zpW;E&nj-_2PyetpXD)2L!D~+GX$$M(f5tGyB){PnV&i2&upyWi`h7x|q~0n1rvb=PN4GCQy^gVD9B&rkH}v*95K9WVomM^@MA)~Lh2rWr(OMrkFVbM{{d;83t4P~hZijAM zUaiUh!e68`FNSD}-UJ$xO~X}w-|DV@@~hHwcB0{Up=_! zUa(L#?d?;V4L9P2gUp6?Y0T`6&!t%@!RXHk49dNbh1i0I0swO*TeS@O0xclTQ~HL> zv;~!Em1C1r;b@J2CqUJa?0j-4Ruz2J2^!SC5u1rt#jmPXCP{5rb3_TXu{U>N(6`4|Ej?zj2@Caw_;9_y*vY3uEN zoN3yTKyPQD+bH6(+cvyISGXvMQ&T3HBjPI`Oxt$S7EJ)XW1AH^ z@ZyhxFaO$dUsptaJwc*(Dy?j2FKS=xQOmw`{@B;(^FTIk3V3 z+?0(~cU&f_xb?lvKlN3)M-cB6X;-wa#@8MENSxl*ltj6)=x7uzv?kPVH&pi(wNx0= zw_Xp_%!C@+wy(tfYUzGI7>WqM9~w%pIDJ|mKgTy;+ zc5mM;N_Mr_lK>w7huP@i%@t<8laXY3N6e~^0=X_q*Q4}HS(H}Li(fFRzBFi@4iNaj z(}Rk`2nYkIkiWXmAU0lu5q9d!U)@g9%Rsc6_LD=r9|iAsNl_|Xj&VN_JwZ8LaFKqa zhqJ6+to94PlLoZd;|IFVZ9>Rpv_T8YGDi~c&xwkX2w8{E&7bR9J1Q^%c+GiA?_nMF z*Y^xKpG@^5NBErJuE?9h&?@VoFZB7N-ib=Nb|;1Y{2`)uHOXzE^R=w`jb4z$2Ntr* zv$VfgI4vOK+L8O8|>ITScVCGOOy#)KeX+3w)5sldOo< zz4!Er<4)-Uh!L@*iX4uv1A(p}_7n++nnXdilKCFL_!VqaT(1bN@ATZZ zjluBCZ!M0fy0v^+HgrbQ(o>VTo=o2tvZT_RbHtNmLe5hDIyu!04;GJ9cJBWuBI8zLhFI!?R^5Mefl}|ebd(hxOrSI4_gfzZbB2K;w_$#HN zzCy&G!-7=&$Q!uElYZ1koN{IsvS|hGnst8(Z~r5l)_n$CO0VD6KUk9bhUco+KC5Keo~> zyM%&zlO9fzm>IpPd(~YcE4tL~4<4E`(RkYhlCVGC=OzGND#PE-8-X+4L*6r4y|;z` zs^7$NtOz}BO3tBL0_hU6_cio}R|e;%Ot_obXG&(De0@^{@c{&H)t>579xJP*T>ZKD z)Q?Kf;>pg~3Wf`5iBg#{2YqbLyI91vjTDPj7nd{jbyB^LXpCH(JE<0e4D;IPM+BoI z2;DmBe!!V0WjR?=@3Q`s$zEw#QpNO6;7gB#n-@Au{epwb5}laxGE6@44cG8!Si#i$ z!O>8w68~c^kwSg)0Y4OIBOjxJy1W++HX{R!XX7aEq&8)fs_R9``F*O;n0oLGVdL;e zk3~zO+G7@K3*;>hM3fr~J=p_yy?VdX`@pqBK!K8R>GO24>-J)LfTOew``4cK0vY&#`s{C?fS@q}8@;n|Wr}#OHiBpNcYDUJ$mI7jQYP2y6n8 zs|Ue7tS2I5rLnK?6$sz~B$WC;=I2p!hjiAl&FOc-CjyN} zQ~4CC@~SVm`tUAvS3BoBAp*}n1yS$pL75#!;9y63;15egYUPi9L9OjU3R*>DLx{va z_E{tpx$-_4TG~+oZvE)WCSU;7Cmtb2VJEeMMp3WEwQS`DVBkqO|3v0nsCDXb|3qSc zG5fTrz)Aw%=*j1KHRbz@b4}nOy3f70ArBq!(L)M&19dfiR8;agw}c|Ua${S!`p;mb zcZVGkj$9EU+$fF?Q2R^mwKBc_g2oF|=iEn6J1=<@P5r3zIyjut16YF`l9B|WGUa<9LanJA(Sh8Ice&qJ`LZHHZNwX`ri0ZTrEExH)?ue%g z){Nt|dK!R2yHyrj!(m?cHK~(nk2lUnqz_wZ*o>d@j}z|{Sv!MNar%)=9<;Y2P{5yl#df>y%CSY!1hU#VcYiI@(@SDZI{vy+OzSvZ}6#9nU?32lF9~pypw2&}JI2=Il13mLKmjK9QwIH72b62#{?Gnq8A_V{DRiPWf*1S@?J7Jmh!*e%&nm9xPN4^HMMj;5KX)tfe_BPJuX zf=_tlswtwoC`!lZvwmU0$cv2_a!RgRlpJd)4y7xb_TRF*1kc)u6xsw6>csBr<9^i0 z^ZUz+cgj97IwV6i0~gQJJf$DF$W8Rj9FZNxQ6L4erDd4zK^l;j&;fui(D96bLGW0O zTVHAW(tV-|QD1@`{5f1M0bTd}zHT4u>vx>#?h$Z0q#9ZIlb&$SXr<>!4h3Ef>R- z1Z`GmdkYGm2wKTXqSt%Eon0d(4QF!~e)L+lpj%{?ZhJ+F23^=-2P6GQTOr^-QW(M% z8sr~91e7{S6HJo8{e)Sus|dy=&+*I{+KcR4bAtHKgx9*eC$~?)GBXMv}+eRqg(xjmL`}O#;Qb3Mqot^?i0)E|KhMNYCRUw+!Ql zW-2XzX%-PIHrfkguz2S2+JPsBKqoxSBNfKAngPD(=!jw;LWZ4GEjHGqw!LoG2yY!+ zMA-H!D$|Q8Y3T)mEG61nRNDN{%0OJAq8OC`!E_UKliww-D{yhN%QtPa6K!hDHlmgA zqh@|F0Seyb24H|&s9l%jCEkP(N?cMtc{p{AC^t@O_|*imeJskm4Vx9rchodUe9j7E z?GhrqWCSTr{K}Rr1r%M;f;1|QjkS&U`hKaT`h~*unsV_=OXas--axuG+YnD25Ac4b zt`))>v85`Co5KMwl=9el+FMv?WJC2RJ>Vk-A25Az_gs*E>wFEhgZVaiNN`-nOsDxa zOXAZ!xyt>4t=hZ+#T0xNbHrdWj$GMGup7&#E(O%Arc`OMYF!x$vuon&@_VOYU@`{R z&R4wYU8;Tyf~GJhhX_M|$JpVKkX<)^;+V>n)`EzrK|Ms}Qw)bMU3n{frds!gOo z?ZTGD28OH*i)E=a{XxYWxiSDlTk8Z_H4j7C8NhF;t{j(Vch=i>u*cU#C(NA_mW0LqHU?q#-ZS$Jd)6YjC(x%Ak_ z+bwdcIbP)&do~zCN(leu5kaTsUqi`-QL=yAcRCo%3>NRf%pel@?aahsjVeH=i6teN z=~}sntDarpS8ky%)l$C;nybHOOA`h-ZJ(>|$!2Y5lH}wst(ZOoQaY9wQHx zE_D{A46qm9=|YuE>Z}>#>jIRWPIg0*mD82?@Vp2i3jU~cEApK$!_H=q2SH984b^3* z<=0#@yz_ANWkkcSHswezTKxy4!yWegNELCJPEk!^X}`*QCeqXp&g^bMy0&N2vpJF| ztOAW}72gj?tqbn{VJHk9=)Z!iv>hs|g(R^gb{yuNw`*~WsCEFql!4;}FpLSK{BkiW zk+mM*fI6TockMnM3X+=`7775RD1I`n7Gj>>C0GQ>``ewoS9yzR0p*3jDoWG%pU>a0 zm1AW?h)Q|U)Oo*Ze^K>8Rt5mqr*LqwDdX$oU0sKop&Fvo&~xhSr5gYx(h%+s3ejkl z3cSRsiQ=MfLSixe6f!koKs<4G`V7J2GL=qdK)kHH*lwg)jD=;PgtfMZ{IpPiJIjAe z9M7V>d&?XC}&PxME5+-_*?wl$z}beRJeadvC+?x4(6*mH1E7{ zP(~|_wg^@@(j8W`)OK?x8a!88wrOF3GGa}c=2=IS@JPf?qMs=89;#J4P=P%_1F!9D zP=X8pFx-zcmvp3!<0R1b&|7n7n|w7mVLh6yY?S|Wv4%8S1z6>s-}k=)f-eIWJnQt% zmXL?*w*L{1ok1OUKneNjJMvim-56j$Wf_k=8ycchZ{*+sH)qSRDb$ZaECm!8vOCzX zT)r3@(s`MlrN@$6@Sx+4P`^g|x7Me?nJYV#p-{!or8gf zs<)tNZ~s4O?0D82KQ+YO0*Q!!1o_*$Z94Tjv_K z9kk$_Yz1?9=Uv)z(T~{<=iMv}s!L{U4Cn0vyEHITtGpbJs3VdFK5;}|SbWb#Yb7=! z9R5&`-;E@8PGgJh;-lG0Oz%+dV@sxR(A!S99|(fkwXV^|Yh^k(bUA+S57Qy^K4bkd z!f`N+JkusdAyce2Zq3!+>)?>!5ZNRAYscRpp=HmWqgmip2>X7Ov#&z9%DOS9GdRh- zi$fFuzX`hh*FNwngmJ@YyN4WI-?bjYZbWO{z;Pd4c{kwNaKcdFkHfsTV&u;X9+J6v zDn;)=$>7z*OI&B|t6Ycna~+ekBMM*ci^|EQ>O7!meKoO#*pqGPab^Marp}A zufr?jREL6xnku3XUqEo#trVm(c$N2ZZ+!qRdxH)bi4-3n9(u@Urmq5c6$CC6(jLLC z5siuDPp&4I^NiuC^@0+`iJH|{#$FTNxLmaMkaBjOb=ACEM)+}9&6KI+f)K3?jlY>u zf-V@AD=M`1B`!43+UACCW-u(8LOxEqe(9%W_4x;HN2S$zj<;+PI*B!&<9=kjm@%)% zwm_{9<3*p1mxpcZYU5b#L`!wWw*IMB+Dr6kPhp1{?4#R+TkzUfac0PXi$>itzXgLX z&1XxQe~&Qq^lzbjK_6+)X!L7cATGGu{d80)473_8w8*u{E5b=<59c{}`YA4)y2^Cz zRCM0nh;EHr)ts2fA9mSM9DCT5l~y=u2_&sb_F-+ta?%NonjDVo89 z>^j5qRO~ya9w&ObWiMe>f7h$^Hys+YdAL2HA}r0YuUtoKf0GhE`Db%cT476(S*QOn z=_!etmP3`p`jPm4*IQZ2EnM+PSmh)8HdUqgR5rn3vh)?Q#8hipN^Al%KaMvSSi*`@ zbGb;5NU@%UfjU5EiSN60ahOVaY!b6d+9TH~N5d^U{BfhNi{^pkhGtV!C?AQ8KjE215x7$+1D)BTrmUblK1%hl_;vl~XrwXao(^tTw~+{nH~y2lo=Ilb8!@ zxF~GImp7Bsy8Pch;&WObXS-oP`Wk;TGJd;E`fnGsM~Y^Q`L$>|E~_d*#1QP?CKXT0 z^;J@5=~pAZqz??|_W7O@);CUE_V{lf%u+?W1m0{_+`zgesRcC5)W7-wTIEV`h9vJm zC1Gg~Nh7Ge+s#gxHAHv8ycE|UPKP$*!=j-R_ydB7yt22D$#{F@W=;{Vnv__TlIZY^ zwi*|WGVa1AVdHb?(ni23(pO)@1}R|!|Lh=a_+wSLjCx#)HSLC1!)3b!`y}4%FxTI9N6Vc;Z) zO~i{BjFF;9FV}~#ag)AQ4VRjwgmr84RB_FuM}gZq3mEveLKIM)X2+@LCa zi){q}Gy{*c(f?tEy#GT2cTj@G|3iZM4ieV)rnSH7kVD4Cz{81+0T-qV+;@1EHt*zR zD+HOw4B7a2Kfi6F|man9ymP(MR zZ&a;P`=EA7Lx4`h1s_~?dzg-BhVwsk54bC|sfbM=rTW^X68o9Lf-AT9a+lUS)^E^U z3+7CGo~~&ID#6bP8#`RAR=dP27KBq<(TRPKPGolXuv;T90;110WW@wEP_a4EIpX?~ zh*#~E;EbkXUb-M$(lJqwB@u;Q{z*Ebf$)I4X8OxWTM@Gj8_D2QvkhA70hkebSpK0@ z-V4+9Py8DesS^yB&2I-hx5px;8h04O%q;>>;`VG1%1fiJG-$k_<@Rp0bp#f!;8DqAh0Hk%Z zz6J*81`q#Drd-T=omOwDj$_4{9Y%svSbbM4e>EJhx(?Iyq zJvF;v;99gTjH7E+=W(CjmC~awl5ptBiRSB>E!hR5bn}2nXDT6+k$!RtX`PJByF=&=ySDc?{K6HL(d3k<;Ph*?d16kWNw6LRNG#C$-xcIgg z2K|WsrORqgO%(h@8SRUTP0~0jrqJG`W?_h=gM*R8v8S-7(k5bPxzQR4t1efWww;PD zYIpn<7y1IWDZtXzNvxrnS4qz=yfevT3A;3LcSC@DwWZmr;k{i$CAiAJmzo){P%-Uv z@Jw8GWq|@6J%11sG=iWYK_%lN!?kkVEvCv&Md41M1&ARmilSTX^JH_T9wkmr=#J$~ z30-W?1G~vH>zpdYrC^;q`>ukZ009K$Z!>FwG?FjL|0L-VxRNhBs=P5uSSIBbQV+U} z>$&K!l;Boi(Z>L#?bkG_T~ZEZ%f^5>E)Pdqe+rtP-UCj6iXF;RPY0(?x)G@4 zk%!3>$0q5E^WgpfXG04#gb_8D2V1b7vThj&URVkGz<|V6`xN^$-aH#@g|EXmJ(M0I zS30*c2O(*glvjjRX}&m-IGGWf7l9QcRgw&7cSti_qy!K^NKGU!>!y(artej_N`?_4 z51JDpZG4Kf;0p%8I!H0v9UIQt#e3@NU?)hE>zXPFka!Ugzd;5J z%`|-e4=a4xwSqr*@vKTzw!go?Ez#hiv!qhfsBCJpU)-S8GkLt%BvAd3oY8oyJ2;Zo=5ogSFPj^QWr1AM7sf=^T-=<=maUMG5%iSW$XBJ> z=I~1PvM%D9U4+{p<;o3bMQlD$ixV*#BT+y|HOFqKeDlN;C zX~s1xQ-kmy67W9s0tox7i<`D`cGNFFlSS6dCbSp0Kz=3}i^3P5ll>43ay@Z@YU{ru zZ&Bv4y_9OIp`$vp1tNkohC;x+Y1ndWB^d`L*W#{PFcjXSBQ(AC)pf4pgOyJH3nBz+ zWm@3%nx6XhsafDVF~#L|Fs*(~aDO@;)x@J}{{(m$suQucFl z7rLHtP(8j@L0|lX13Dki9&txvdh%!M*-o(8JRip}^(sP$HbYswOw(^e^)OR0QE&x_ zu|Ux8O&b4#J1+Yz-=`PcOJgG+PzK;1X?_y8gT3bZ0s<6RwbyGx>DFEt#CtK#(6);l z!>%YUPVVECZDczxhn3Y1_qlNp32A0he?wClT^uUGh6iX50ihXOt5JC<`km7 z6!Xtup>6k%m6uvZS1zZsnzM#h;g+fjZS{9}x{B!nTf;OC=i{(&NLtPh4u2oF;NMt7~}8&QHz@wG0rOe(EGXfDuC;dl>e+tv%zXhYn<4a9%{&^C*Cv5VF(r|TOeM_l7dOVJ$W7~Cp z?-i>@vV^Dm4%a1fmZk`pP6hFUf6y%3S0}ysEgDb~`LDRUuvBwp@8zl$VackQrHmB6 zbN|As=@-jiYf~sv_W(@g(ms;Mt!Rm`5F%6MzMQ&<`YVI6J z513GcHYTB)ED%LW(Lx7Uy``sx2KCn02mBEqXW?+5uAh^M`XpdIPCruX)6c==5!KY# zx6QLL*jNt&xB)hREB-HlBabI33v&vy?mtdAx~F&-!x=}XgM`j%(w*+>S4#En^D7$| zI9>W)o|<~>X231iJ7TFFhwoI!mDKd>U34q>aPu=q(Xo;`-J#j{L6?97d6_*hIW`Fk+e#cRD9;QB=EA*zYNk zjGRQ6r-QvD`7#}YE|E~JRlzh@Sb-^yj>iwtA+~m-^*g3sB^9*|?vG~r@j)82j*>CO zm2p~0C$ZLR(gz@xcB=c!c}_O@;P6ZS3N0hUmK!;JweTj&=Y*lP!iHImi982-iVM?k z&Sk3g`;6i?UAnbywJl8Ccw$-YiHFO}@8|=5z>qY)9`efwajP zG13jvN+3?2q}d=YY=}q_S;#HqEBRWdA*^RZs_^}=PL;r_OuXUE(*bEJ{F)rb%`V9& zBk{nkiLZgye6!5rGMLg#aqWg{=M3poj`2qJa5kLu4a6mq9=UUT*BOJlozi(uq?aHJ zCKUl#7HCTH)aAiVkeKVb-;5me#j%R|D3Fr^8J0BA<}MB5>dCRWW!YW0_?!rELfb7| znl3e;Su$44(IQP&CA7Q+i5_EdeUu%tRJTl@ypH$Pr)h$8&Y=>Ndg^Ks=_yT{BpQfy z!?yT(G(aX26>xBpF71g*B2pK~)7yD!#zv3WLm-`_I)M_oHAZqH-Jm&>biEp`+Qm<% zvv@6a(nnu8_<40C@-n;>oZaPxXp0=hYzD}U{W+0V1F}<2Br@m}sKh)8EEz;@@)K_$ zuX*z#aPLXG5>V7h@*tt40769lG*SylC@Bl;1IF2=IXb0!EaYYf;#33wJUUJcB()?n zbf+#ep#O&iAQKw${r`|4st3fIu*VZistkO}NqDxZd;@bQSG&>3Fb3jB7|fU5a4jCI zbHWjV{1s?`;_`fNT1`gk-DDA%yCI^pVWs@rdcM*k%jI)*I=;Ugkjwi5pU5J`kxT*{ zgcgjUf@*_bm6DpZ;vc#P-W5W6g2)Xnsue=l7u4#yGA-2lYeso%=WrHPlfhEgK*% zRn5qF`SRhvsG;gm%y+1yJA>8r6$ftTpuV&(6z31U!9L}}|5}#WU?wa|vivTP_~9;< zejohuV#xnW`n2q~?Ss?J#{p{KZo{_c$A1P8u18sma&YR~wFSTmTDcbg4b|9VW`v?L z4Dx1V*bt%o7q=~4U`nQ1hg+(q?T$v-nx(GPP$njl>G5up7@T@Po+JlggBXEPE0LpOEQEmy zrTpC5YG#aHo+|y$MyY>eNXpGN+lMVe`^K)Z(H7J8kxuU>=mCxdPV}m5?T2&!(v>1& z>L^8&ht@A|6+ABb?@V7l6c+e+F}FGC429!305&+DAKF@5rOB7xcL9{}>>u8C*4aFG z&m;fn1&Wx--P?D3@cV}f?!5+L-dSiD7aPpzGRirAawDtWlGxai|J&{WVOIOt46w>vNYg=>4l0>sNNjfC*ljBL70Hs5nU%o5%}Vp>H`62bG|sR5r* z)~nP+*z(4ozH@-L@@U=bsV;|ZSf8tl+ROOw=BMQ@ALf{!h33Jq=MvLXzS84PECMh{42jN z9?k^6UbD-y(IUfhY{{aLal*3u&8g?w+#TF0dq)rUJ9kERU5=J|#U0tY=iKesP{H_v zXRk_L__O!Twd}q7KGX2_WF)jmHSYGx^}n_g-B!HHnvGXXnL`%j@gOn;SoEZmNg`>G zwJu!qcmv@7Bk5!v136D-WJ0t@6_%rzo)~&`|MofyEJy<4XI3$Z!5+N{d3xPg{PJFQ6PkvHyIf( zG_n1o4+Cs5q#1Yg)*s~z<526g==QdpKh#E0SgYO3sc_EiK#7#9)Y5WCzIZVri@B+T<$)rGI*CdkL6geCy zgR5?w6SyPwFy!K}^xSG9IgxI)>=gj%q1c3IBu=5`sBT*f8|IEBbH|Fg^UXvf>^z@7 zB(dr8mepF-tlO8dH?4D+_BEo@7UjeCmK9S?5@<=(@KQw)jWsN3?O5qVX2m*)(k?Tc zjb~edcO7k5RANZAIF#|l))=q>XcJPiflP=cGsKeFV##D$G9gyX5G!WOXva2H0J^iy zsM>~CyFeMEwwNieo+pqomdj8?7q4qXp+WcB5_>UUS5N$Pcv?$(D zE2|pJAw$o^tGlGsf+Y%A@?w_`oQVgT9ofa9*I!DlS!Sc%?|vY?Te<_5tk}<T)`5%UZCWI4{nJ8`gRR1$FGj=mhAab7HKAg#6Yp?oaH-7gYl(h5eA$8 z`^4*+!Dc7$Kb5>*7;F;$=Lvo6uQ(B31;dpNr{6S0sK4M#o?cWY(lf!R{5>mxa zdmrZ}P~gLBX;))P26+m@27+S)=MP7I=O*Yh5@*Y7wuvqhQyrh` zeB5o+kHci3NqY-Q`(W_cTPk}Gp39{7e3zLrwKhQ>a3IY3HOFe5x$>8$dWhw)ElHs_ z{$~N75m4rVa5@;Kdgh9QE!N97Q!3r7gDu5t?P6~4 zjTXCNLq+P}*ph0hb6?0ROVpsptsg$2lj$ki>Cxsle=FmBlgrcFmm@314%hO*gG|RJ zCcWl5lybMi*hUqdpTyOe@aK4B#Pj@7^Z4sNU~lxf@>Z$Zm|;2dF~cKsH_wmxIOIgM zW$-6^6%YR?>FTYmnd?u3`~fr3({wx+Mhkki`Ic|!2d&A5VTHK(ZIEcYckjXTS2QZ{ zP2cLaEjKEjP`GAqadN)jH%Q^5!mbz}-YOl|HcY8i(N^XNi{oAoRNvA+GVE0F=3w7r zbv0lf3UikdJAC4LrakIi-)2bVa>v?SNC=VA$9L}ZmE=$)kYDa@MxDKOGr+qD{#=A} zX7A@I)8o{v4Rgq#pq%+<+o&_b+~{X*+qYZsUn6X$JQ(x(N3bfnn0_tCgJGjId8Ta-4=)t^(_(EJXC&!JH5?aSZjjM{A7!PBtma! z@80y^!nRtL%hr%+6Il6O=$uy5pC>;*;-qxp$AIsu8XxWDJ&SnULe{BmA%~M!tl$?; z5=va{huTt$#`(^izVfzhdwM~A%N8hN#byopx@=U%?FN%R_Dm<;!i26wo0fWh#?fUBLQ%%QFlg!=i@SJKeHcuvlKbp851zyb=nspJ=Lz+O5`$X(=2dr^qF!%gJ%j|(-*&%UX>aP>YCcN{bk6Dkmf~3 zHc=T1v-2zAjF7s0pULz75lmT~cjiYB9zpkA7eHURP!4SOQ)6gJbg!+-uaZA8*R?<9y+}>! zwKG>@+qR9$!t%(rPtnGvEtji(@|?x@E`ny^w8pFSxP2%~1XeyFT1q1;I$rZ~YVGUw z@&_K{>g@iUs4Af@d|T{cO=3UY$zth%s5M?)L%)yw%-Ym)-S_Yb{pnv1Hf)AkxOTQk zm!yU1!sVy9@zn2cyDs(ee9hTVoU@kRIM2!1zITu!R5NTB(-Xn7K;h;_|JC-9Y+5|r zwua2B{k3`-XyMs>7K$Whj@Wy(Mv=_)U>`QAp9s)J9AD&;! zd>h*Kh?586p4aq9eOS2%agzV=2}8%4A-8Xh3mL(A<@0v_WTm{rtoWi|+!#-7=7IZf z^|zXPkmbknz_2@?Nrb1YfEP`eQ{>bvFF9QLS_G)Sk7zr=IoJNJFZj0o+e>AU!4`u1 z!A!m2b81L+=hf>(0eSO3E$-Sa3aWE=9tLgU)vmVBnC581*ON5nB&g+hjH8(kyt92P zmr$~8(V#A{;jJIO`X?t3cu?7}JxJ2+9ns`e&gj=lmP*==n;Eku9yr39!&B@~tEUwe zxX7~6Jk+bt-_-PObEWBwby3&J1W>V?ry*T=8xwcA7;ZatHO{pycRkted&S|_%INpb zxz;)b`W?w65fQ`R!&Jp?uK@XWUxQ2pY|5hM+Hd!5`GC&KpA23>P(<8GLuEGQtt!Zs zX=^&lg>7|O&-5xH_`2;J$jLB&_XUx;w}8)*Wyd^4$J8xJya+Y%{Paxp1TjFlka%nw_gW?cHP z(vud#mxsV~1kR9J#H+RBt!J(?5NgE&m?!hX+blT)g=~^hX;oFz^o2=mmdbPs4kCPDq24boY2ywnjT9mam~DI z5*R2H1%~zw#~@%d*m$V15I%P+qfn%Fly(OUUG2k4ztk?0Ayqj+72ElgUw61628X+E za|QzL6yYLX^FxESF1kQZDxbP}Pes(LMxf26f6a)a#iv@c05hL+cKa`-{S_4Iul>al=F zOQrQzUj)5^@W*#!%1qM{Fr{fi?j~DP(CvfP7NVPKW+7mZrD`@C6)vRTEpc^$6V#E`WU_P~;Q_BHfy=jMobn0T3=Q4;nbKn2x}4b6 zOQcdW;D%v*sywvHGq(|S1A`ywwi9ZzsHdsYRz)EBKi-R}Q?jC}`G zQ%ko$z4sa*Bq|`Hw1{HpRuDnai_%LVf+95{o#fC1grcB;(o~cp{VGlAgyedqNRM=q zD5Bs0omp0Mx}8%`-vxwn__vQWzXMgD%mAaSd77G*j3IYdShGj5AR4rKBd5f|_tkjz z8ujvd1Y^?ecY<&AR!I(PzI0)5VRK|Q>uw;+YQ0*JvTlvmmCdfuvcWS4gNm@6WP1#+ zT8{RGj)g7Q)D;~+CM7lwq1YzsrvA^7AJwJdX*2KKALVng#R$Q71N7+jc^q5k0b~^q zJ$&%6i#smp#H1S03m+UZ(oan7})+y5xV+pwSQlE45 zq1+EQ!IS0reuraCD$9rRqJ>}3V9bi~zRl26A;#10NY47Rkhw;mfrjOm-BkZqHl5pI z%;8gPD<2u{RdU-mzbkJV=pa5gd{R%$>AW!MZyZyaIP19lShDjOQBalzmKCNybE|Uw zd2(BFZ`P1a^Z-+I^Lduw+%+D0OXKEw%&24P$lRC1auOXKcU?0Z*7xXj((d2-8GdB? z5<;|CD1N*&x4Hkl<(J~fn+#5HGnan9uHbf#`P20`eu+uu>QFn(OpRU5YPA4_BdqcOjV5JxiFA` zoX<|fCGTg@xA8xnyJwH4qu5z`(r>b}7#^A2=MCTIU@{&aU}EChXG~o&arGZgU7cb~ zU9pIUr&oxvfJG?>0LP6(K$QV7l?A0wh_T3sZXN=64uP`=K&4$ezc|Y=(cVMA;t(42Z+~0FtUalsbgk*V0=gSdLs&I|Mop0ks2}4i`qTM%iv(g&7Lm zyy58M<@m_^k&}m`JL5hR=l#RvLx;)F9VG92ntH4MC_@GN+#&Sg5IQv1@J_moB*R=2 zhd}Kia1ia!G&!B#BFQ2tbJxw)m60j;?ZX6rMgSfrm~KBv0KN3$5NJ7+R6mehminu3 zf{enQ_Hy((?dam=^6*~JK}LN4Go#h_sg7&lgVMzvLZydU9U5S-Db-_N_A&z+I)r{b zgbo~lneFOdTKE}SVD3JD>tO$Wn7aP2jF@?#=_5SM2Ug}bKg2%%jR~=({{XQZ5uH2) z3jbCiWtk3@W(FNJ4eS3Df}TrfKJsUVE{E8kraO#{RM0-aKF};7)|id zn_-%Z`APJ0eVa{{s7=^{TnbA`cv$nkvRGeP;u}f zdT4Ib7wOV6jQ*B>0Ep@z0tYV7Z0?zE0A>+Sx0hkz76tx`*nuxFTeGF_Su;x?nDEf< z|B^g3h+|}WkqpBihpjFydzj^+kjr5Ds0@p&sKcQygG1m@!oxA056qC5IaDM4cOf1& z925c~s&OdsAE!JY75!h%^^|5f(La6Y@-NpqZ76);T3(EPrG47#uH*ebJJ|mg4SV2T z|68EN5z+r;T3%iB-9e$X{SRxS%`h4ZI4r$fmPHY`C&1*d%{Z5OVHoA})DJ_Xm4iH! z;zr-i{!ykiQ-saPD;m>&Vj@ga)J;yOgFX^pruUuTHB693@e5mC3B|_>A5#`OdnAQ3 z;V~WLEm(B@?2O*`W7kyz-ut!%N|`Jqz15siA02$C+3?GV_u6)~LqS)6UDNxH^r0ns z2&S73?5x#vzc+Rr`kdvj)%W@BliLh!-}!b6k~LheeNVUXwjZqi@O}JKx~e1N+ZYqe zG1Pjmi|2YtJ=)FU(fzlk&mZOqZn_z)sZ9zqPL2*aYd1Sgpm zTOp%iN6QGBc1hQ3xzJgW##wP^10fbK)G!GJ%dE=ekw7-VsUwXEyS1#owU8l%PBmEt zsAVg^gneHrphkF*6%$-JE4R4MpSFzFjWHk!hq4NiO+Zr`q(rJZ?o=haH(tyE=SzE7 z(vI`dzR`YKq-pudcgY)*A@F#EHm6X2daYyt*q(btXlOmuWD`gknSqqXuK?W(xE6W#4T9u|3QMz$Nnym7q z6S$QX9`>n%^Bf|!xRO5|DXMxAI)f0o=ggmjedf9X%V`y?i1nrj>qbRxoL-{{bW8=? zMJ|xyYbHhN1!TJj+V!Afl(a<#S~t1z*z=%u*o6KxCC3vGAmpxl^m6)>e-^k|mKP!Grp2ypI`M58#B5TuYz85k6sDo>q#q(pTs}dl zg@#m$YLF5Vt&$-Y&$|;SDCJ2Z0fb--DdzetQpCNYH*`x(g2pA_Y%uM^UriQyWQ85D za$0-33`&~3kWeA>o)n>!g{y+gez{t|5cSA zmxRmCXmRzx2d`B8K6*NdSQ&N+9;OF!meG8bY+TZEO(TE@7s$q03H7bzutjlem$W@7 zQ9md7gyJ^0^Tgq26HmmK7+tvnlXk1A=O+fg!OzW za0wr#OCCV0yu}NdczCRq#}(|rbgBZlh3kDrtBtZ8YN+sgnXbQ+v<$-vuo&2yGlxu% z#!xbnnNuBq+|>E)W}q-93|l%|F+8t4#bub$E;i^a6$h26+OdLsQcvX1P#;QkN@&Pv zF9{Z)I{CBl@D_ohax%jeEpa&nZ8&Thhe+sPdG&>Da+B`)qlU^W}2}8 zbN#BZq=JYw)-cC|wdpy>QY;PAEE#^Z_~CmsNRM9jwf=o-+h**^amO0gJ1nVB7ucuY&S4nrscpOZYTzu1;#Un*oQs z1K4)Y|9*Z}U10)#f=2~N4ORJuF*Oe54}y&Bi&1Hej@Q>|wij@h=uZqJ?j=#Ql9u4P zl%1qa`1DLhIdU&)h7t&1yij)fRkqF=J|$Qr8ch9eWk3wp9vrG1Pg)JAho~;h*Va2E z4Rx!mmjFQ?<1aLAe~+aEGma^v&IF@QUHnoL0?M@WUQBu@MqHg;d{muH9YF1V)a>4> zYaAPM`*P|_ECu7U4yVpwP*M*Gi;BeE?~7I2ontb?fr~~%i-5IPH^QUr8bX@xY9xh{ zReBhuK-b4=DZeOA1v$6WPqgt7Ts6bpIx+>H3a_7!2RnTZ{puuuo4#bsSBWU2sYh0B z`mpq6oEu6LuF<@bRB>0Itd6~+QDTT)qyHA2z{~kV?M1SMvq+{oo>_Uawyvwqumhn+ zfV=9aHFKCE0m*4p|GctX+55DtR%JtYgaV!R;1MZa3ygnV*C>)oiaIKQU?z4d>U!Y$ z)|?ZNu9hq^>WTIl#9Q>wr^z`b3I*yo;UvW8(VK|^wlHj@)tPgDYx}m~BfzdY$`@3< zodE^zwa8T$ThO8M>^@Llr(*nT@^w)M= zj0aSt);#foZp0N`7k%@%vl*A6nHBt(=3AJ-tt=2CivI27N(DrwQc8mq*H8;Z>c%4j zhv%6)ni_z zVKbEF9)eXBf5smnxro;lpq$824|pbAbB7~W2nV> z6H_7{?PoLEFkrl#72e$Sc6eWfw3=a;%(odm)rTu1Gr$E^XULOXr>SGpqE#A6L08s- zQgIoMcXN&EVuK9TG;%f#vA=cb{M!A=?)IB~)}23sLOp^46mqa<;i9Q>{vXr0z|+kizJwqvK(2^`bgHD*jUzqj4dyjb_ah~CBcjx%E`+igEzbn%ygUqwmQ`qhf!v1OsCHhx;NX^#-0-g-kRCumTu3B>Tm4ls*7!|WV+_=15sOv zHI?pj{^i*jUHi27J5bM^=}nm#M?cD1rhuP;uy^INZG0ShZ>TLU>(sq(pSyQ*XLf8a zt%#RY6i?P@D`uviQma?`8Tp<{c=atpZj{UXIZ z1IC?#O=urE_Ypa{Sn=}Ce(zR+)efvv5%)rm27Jfwo2?pL{;(160au7ok5K4v`WHe&AXtm3(U;X;JT&%uBvSC@^RuxX@<*hyboCUUFDt}70& zufAq`U!|v`*djh$K4j$c%r!k_@YdY#hKNgZQu z3we1fhsQ6^sikpHAEpW^mc^e0KYXi5d2Y|l$C}+8b)|6j95KI z*cPu*F{1i!H{Hx4^dd!86y*briw&Mma#jrw?ykR;4}=Xi#;s+nxyb)Ut%m;L(Q)bp zXR*S@lhjF~-0&b})?K)M%Gjsyf^RXKw}kvgToR7{QAM%EF-;zB_Y`53EQ-~>aa)hz zIICZt_~1tdFyz;fD>%D{6sdnV;^_4hLAK*Gk|*U3Tyu}sh8EEK(2eQ6n}H(p11KGt z4<{8!Igb%FNfY8G6)vVG>(t)itn~8+LOhypJWB^3U|!n{9aCySYCDuqAxa^|4R73w z(WN#uZeG4y+G15_sJlYST~{mQkGAlCRLSlgGNC&Io{nl;FWl_&MnV@d0~001UceZR(S$KcqEY5-2l!V_uA+eu6 z*AzHx2~=#8bE}plZ|vm0SsfQ{sEH>xl?KU6?62ND)w_LT#9Lc7FUV?Frjv2J+d%GM z2xAGXed2pulPw-_aBu4Kd=b*Wcys3-j%@IJFvNcBU7fjms^XsZSyLR))Ti(FY#1^Z zg4=>f>hPNR2Hi(Hy;BZRozp~U*Cl6Tav2;M0g&jcsMO6VG@b{o*8mC5o3sp-?aD^Ga^4Ugo zrxx`?gTuSaT|qUyI_nxC`dJdEn8O3BwIdU91<8Sr#d2|6z53 z+~957urA*iPT4pOAuJ(;bK5VB#st+vKP?OJEg!c_7;=_#NLq!9ng=%4&G0owi*9H` z+SAnu-cy*-NY+~R5CEk&?IT`I{>6iE1rD8YmR4((&T`e)iz`@$H^wN03Ja3y@Q6>9 z&~r|)?v<>T&b+D@1SJt1Gn2~oLdBi4_PU9R>MfQuE=cRGPysATQo=`W4WU>~QK{wg zK99AW(#=ZrgR>TQ99<;dyx3Wf%~%qmgPk##I^1J7`C!SwQQ{gnAeO?9${KT_PN4aS z%S?tO>=-G=nnB^LaN_cqxiC4wC-IBJGzW1b(r$CTq zuI&myW<(vwTgmKR8G&b2Wb6`0Y_q~&=s-$xFxYz~#C%%xo)1g1bHX-?iLq~GDJg*t zOFTQBWUQN{z!?9Ll8^c$c!M)qtgSpTyJwCEvKgU3yrjs5T0YsXHtmwr+g}3zvqs~X z-nj)zAc(=)f`Iu}CP@a>M*cqP&!Kooia9GJeM#}1aA=JT3@o zz#X`0-T;o4Zc15#V839)u5@B>6NSwo8CV3!g=1rU{HqjE<`lm^+*_@;eh#ty+coD%mxxJiV^^i1Ct=1gIV3e@oHYC>92G zcwG)stP=edcLIvZmz3Z}Z!u=j*%(rUREcIAn^9%h!fZuX=#dKqKyR|7u_-~=m0|yN z@zO@M=BM98kpg|wL)Spg1iM@Wb9PJHFqCo|5-UEZzO`D(Jli z&=i4pj4y3eI^+E)zk%;+{h8`5+^gq)(4q=AV69YmM`F;tcwFbV~TyS^rr-(QWL&J0KDfvFTLHR6`m zU|(fp(yD(+6NTmz{(kpopccfS=CtR+DI|T6v66NqiQa;4x7L}#*^1ksZKaW^^v*E{ zrFNA5N1d!y-$v~&$Dt?H{$1VymWb6k9&#;YbgXN*&cQB8``%D0W$WQOX?1#$+f#Qa z51^Xbjy-Q9*`>BJ;an}*QTEnzTwkUwWhK;ML$2!hlpt?uUr^?l5?{srvf?9N_G#L! zzt)XAF^kgOrT8lEuDyX_D}x+)Se0L_TM7jL2k>TC8_RK5E3Cl6>H%3bax?4TEQUp@ zfXG~FKE0tQ5<4^6m=jQ~q44NL0EB?x;9hGMLPI0xv)jEAeE7ah$7nwyC9#9s@uOCW zQXVZrMio)1({gSe1h4=iLDW@0I`K~_eVYrTdHns>^8_wpg@@O>OV|ag=3Ay6#CLyb zn>RsfO#3h)v((QOR0y+nAccvYD&lxgx0hYc=M3R7fQzrYthNV{CCS-Y;@#r~p0yyN zICx?0;v~;}0U|fuE__!!Mv92xH7XR<_0)GrTnp;d%Xzg{!LFl@$1o<=tXe5>H?QKB zGhIYik9P1Hndy+MvgN>P3K+B!1>+z^2Z8a&AOw`I+whpgkfX_17%vRxNlHY6rkDY6 z8`4U%$syVgE-0(o=0D%U!r*|A7B;g?op&e+*RO37^UXrrC^kW7?qtfF&CC4xD1A-j zsp$$yPM-q~skoe=^|&>d!NWiZ2JIKZ1%imQH+AnLYO|~Q`D=yVlVZk5SYb#rOgF~G z*HV0NO7~GM-$*4VFFYYHkPSGfm388K^+-rHf-{Dc%$UM62?Q&4wn&>&LOlo;9ZqTj zlb8hBi5rtr^dhlAq?{^&>63bLq!qpmo}}10CXQbyd+WvE%I%u-1pS0%rlcvDa%O1m z)CQ)FzcX)a>a+(DqCCmq>cXbWAEfR~@s+fF`wbp`YS1?yZ0+&%GbTz6df}L#N|JhRr5J)+zSIxn%@iltfnxpXzzR zbOdi1UVss)=hce&AljyMyF2axLHL?I!VuvL+zqEYsG9);?q8Q zYh(#|Fni9Dwtg|20l+u?vTOZxCRwjei- zr_p5T&rfEBGnnek)ScO74!f8dgpR+npckHH@uDqobG^g2KQE9gd9pZTl3O=%=|#5% zB^u5oK@@4GCZf%*mvSgNefOr(HEt!+UjZ- zUs}uKD{e5$V5^qj(-|@OdumOWyKDp2(j8xCLw{l&Kf-E?zbv^xOSUIj%l4ZDLGktb zCct|^;QVg;2>vX;*=kO9*Z#wxk#x@$XU$`x4v+`eo2Ac@K|Cg`NQ7(tG=a<16$txOSnJ-9{e`e zs=jIP>P6b#9qLeapur8?IzYc%pUapOiCuSmwE;zu_upBC>I&_@j+lP3A^D~~_tmP= zCC^iFxm|Gv=G&Mtw=%TvK;5yuf~uuo7Ia25&FIC)Xn>Bwp0^wN?KI|CW5MPUJ9*zr zc~6p;?C2=A&wFD>jk@vn#e|sK{YGUmgRg4_SMg0}RWMjWwl&RH383j9X{)$^ruWKw zXenA-)`kqBzhpy(F3nDZ4$w9YY1@xV_Jo_r5(^WmWXTWSA35**tb*Y@m=H%J+( ze!9`~%?|mpaJ$bF2yl6n%le?kYvjZp#jUDk>zw4uM)-yqoK|z2n&p?NlB(TwdBkrA zDV=}!26gyFJE)zy_u|y>o0VKfy!#N-o59c{5inc5reu1M6Ph{u9*AREee=*+odqm5~PzgOe0qxM!u_ z!jZ4fZEn!7)<0ApS6WTHTrVmudTiY641txl2U8h08%Rge_7r;Qb`<_jAY+hjAhs0S zN4-RU9lOp7lsa;)*u>$t`!3fv!DU`KSW0hSuGb3>jC_zwSiD-^bhBKq^Bgfan}fVs zxOutW=<+41(M6hec3|?`_L0{?HH65xKquvK9^oZO;_8k1XEx=1J6$)4#UIPYMHF+& zJiiBB%H?e^b04|5%H#RzHr=Mv;8oDIff_SxT4w;@E|~|DnO=iHZHs zEi<`uMm-XBT8?uu>|pXA;9r@cHAe-W3qim62q@#zZQ-0|v8;>SS8T7zNm>^OS3OSk z&AW5WSK@o`9p@`vQN4HmFtmuenH!L^BnBmyUA^-bxaRb=J9j;3Ci{87p0b1c(2D`v z&d$M5PZGWa)^yJ+1^9K;BMsj;`aTG`6tk!Z8L4oiOfPwmNZT8O*mHLi`Ebt_OdyZL zP2M#0D?gdqS1onvP3c^sB`DufEZv;D=lXnQ$nKll=xEAV2Kw&yb?YDH8g~ezkF@MQ z{Y-Y;1~z{+*!*Q^D07eAu@@pBt35ybtLxkOA`rN{)?OOdyIyn4(I?cTRuw)TO|6t2 zLa_d>>cX9*xU5-Xs3mJ1f#lub?ji>%Pg!R*r!tn#e7M$MV|5M}HOtyG?GlaaMJ*>w zLFSH43G@wE8ci>YpaDGC3taV1vO}vGN??NMyP?UkaXhCv&#Dm|;dy}|dM)QRN@i^`k`%uFs{Ip6d_26W7F^sf+=YB& z+F5UuvBX6OJ7MHH+@m%V0QF?yFAPE(MM?C@k`uQF{$RN=rL=-#48szYJX(WGT7*RF zAKs!`y84LV;0apuZD-2b4NKZ;wL`gQmcbl>EWGeAsrgoak7hQDVgrX}Yvn1nq$#0b z#sVfO#@H?#wz{mFhLR?t#OS1CJyN)YrIU(95%y#tbHTFM795CW42H!to%99~vD`e8 zRjM76@)9VJFA3{rhfB1=qE?O4eFVCl!W1jQSTkBwJ%}8ph^nohEM3mriavbUuWgLA zUrkdoPePGF7V-2A3OvafvR%ok^ObzEr2V8{VT7a)kJ+o_$c%O`Qzy|uB!5iClOiSD2P99zqxD^3(W?y48ci6iJ2tJJm1xTU@fe`|zxUmidovrAwRFGL+}y%m(mBFA*k)g9wV{8@ z{dcy`es`;VBT`s^lk8w&kC}<5wYQY_xA9*MzU-+G--9PkL%-}O)2lirfQR~N^!L=r z<*(J3?jh2{>>Rkub^z>^QRr|90K2v14N$KXff`LULWDsQj zlErqA!@PtU6)OrV)b(C_QgJ42rbqvQpI&$I_syyX?uD7n>g2aoK`<(%8K0~iN2 z%}d!mL#f|aU2?w;WujaA09rj{p*m`Cew(fC|6C^D7JWrJUzel^#G(&D}VF%@lgtQigMz`8ekKP^QRRW8%*9Wnxvy;;T{z zu!D+C|Af&XGV9z8z#6R?V?2LZkXRALJGaPIjpX13O=baGc3>G;qLwl_L0iaq{=A+a z&-+=5m_`56(Cc8Cf-06R$Z)bpfOr0$&VE44ogI5v@s^+ z= z^EuoWj0S}i#(acisz)>Cr!K6}#BNNnmlR@)DY;UQ<~ZFMYT;?Fp% z1vmFZ2$|e}a|kJ#&xkOA$Li;_D%FRHKkL>|&h;iexwB&X-|BRyi6xS;OwQh9~CkXKA@6?&=gN#iuF%TE@^pB>Nz-emkE7$Qx%(%<$>0K!D z5hT3|b2g@i%u_F#S}Q%`BkNB-KHn}oJLLerh*qC3M)oVBSh}6LyD7?;2;R9K1*^mw zCl*U**0L6VyJY)Xc8yw5P9Lbm@`)Uv`5dgdh6Zj-_T5l&_{GsS9<{?WIAu?YRjHL& zBA(HYN7wTD1`1(mAPL%;8)O}LBy{r1j;Sm^%>R*;A3q~LVuRnKH3Swdh&bofuDnRN z5GsY<;m%>axWyWAlFM=>lQVPFJGEeUngHVspVz)!!3xDgMq?Pq{L%wKz-q+s&;%nk zSp%N9{{*+6lZX)B$hFUIc1#H{NAdS4#(wAMg)g) zTTnbRnxB!v+$&^--qvT@U;L&fZ)H%7`jDBE!-CDD4Z=yIvM zdpWu}d!Np%hb#;21Ln5`PfP@6zK8CaR;PKtMF(oqOfbu8sZEvi08@ICCuX*EK~0uR zVD=gA5fX5#B<$qZT@l34fn56QqYpWYZ)kQa&(-zRqu9Od!euNchwPYlr5DSkmf0O# z%ITwd?x3JmSIc#^GW!q|dbN7UeE%J~788;vdzq5A+I1hOyu~V6?rYzpc}wSADfMxC zjKM0_-H4iv8_~W97*g$A7M@X$c2@YKokoz*vZSqq4{sf>-I4CRHS+0Uhfk8A}GpJiaTe0hE{?+q( zUZy4y)d_AuobexMYm-v^^y$*m^>mem6u9TmOv;lL6MvI6<5AFa6P#Jh zmGsCIjg;4y$1hc9rPZrwDL$#IHZ`_usyFlU^WD7tOG<~yA9^lSZ=7#R_uJi1DQ`s> zD<@kn#@UyVUnxE`8p!kP734@J>|G>hJ>4n^yr8SHdGE7zB48DJX zJUuzB2I8Vr4Ms$m!5>0 zlgox0QY=10Z%(LUu9Fwrh7?Q`98;8yEY+TjmY~+Zj`c0?VdOuC>?YyI9M^SCul^w& z(;XFJm~{A0vP^)@F}lFESu8rGL8OkT@(^k}2Ph~RmtUS9Pf5KipPdr*hIuGn_4JZN z9=enF=avuMhw|>j*gQ_W$Q`frIRU@Qp2Fg(<*;ERTL2Lq+xj4{6z4wjQD5%!Z`4mE zs4DkQuv@vSMXXO@Q}CsDi{Zg*Ss&W=dF@9E)LwdCmfU~0&-u37Q&eSYZ~oc7VB7Ad z%_m@uT3IwYwuZ+rXG-hCAHb$f5@BbN`JXH-wy%sj$TlSTaP1|&UetiCiC zstqqbkStFg?ka2u+^O0c-MSz82idc%V7GW}8)#Tqo!`g7rvYDs#@Hb$L2IIxWgl90 z{{6iUfO+qB!zL3GzsG;2VjKrt>=x#Li$Q=OCI%Z*`HPJK9x^j%B26(qMK~r6RVIBu z+Cr!(ttduFDEje(vN_$YaMLfkk!Sl8u19BB+{PNaU{SZR{$ew8g#wh{HB$=(7ETVf zTX-D(%GcF*x=b`8@+ipWsMux1n-_{~9!J^i5NwxUv0rooZI7cT62v>s1NDe~k7agf zW6ly?Hz0KJs?FW2?wX6IYi#K=l;d|3H(%6U-%DNaHy7P{__J~$a)cviysi}3MjDJ( zqnC^9lf6gW@7ny<->-X2)cp;*pyE9&GL z^mg$YH4D%7j+?u8cn(GM@By@*>! z@{ULH2TJ~)dPURw=ekvkAc}jUEhtp--m>Q-8Yqd(Y)VlDHyf$P2s-OvSTkwGR>@TL z=D-4jo~;$}9Tin_xsL!49;6#d**NLyV<0etR07d>_uWDU11*>!f%Y^@so@V+iS8_J69^?RDw0Nh7P)briE2 zg1LK2KBrk3f_EBCG!7LDp&k7YXiz<=cQ7g~)ouwgeOhR}&PL5fWQ&$~NBCW@0CKno zVNTz2x3eerj@Ram(!uDmf37a}W*AS-+D{ky=o>WB&-$U^bzqVXRK%O(K6uvYUC$2ojBH<(Q z9-d%4e+8#P3agr<@u*JecD=*_c^L%e1ScI$q#g%IE#L}u^na>xY>IcOkAmDl3K*$J zqe+papcd^_(m$x_wqT4ht(uKH$m+){B~_{stb^~6;&!b;Sr;UYV2P}tHh&L7FrWIk zyX6Orr|^t=G9{x0IBGiS>d|(buejWy{j|eH!2%doE~8a{zQrN|k-hc%f9iSQ&u&s1 z#-4>&7C?%G^f0(KqBQtJ6nOmvQRjD5k`3Y8($yT%FQ&RS)+B zSr~npbrLWqMGCJL6kFky9;qh*xA=;%*Q}bAkM}r7Zark5>1jVhsE}e!NVo3SP9-uv z*5+@UGjUl_$12UY#0L9_2p~;l7|p@1f2;jp z$^@VGw1M+0IOXP&Eh}TqXA$5$&@b5{66!eP52TlkH!n^%AgX|I#|x53MibA_Z47do zE41gGc;x1MuRKzJw|L5lv4wR_germI<3H*Lf3U?2+|x64x;$onnKN%L`C7)6Vu3qf z+d&+lrRVj7-SX-si)-r9!mB@yX@l;VD|EcRlY8>$s;VW`o|!Q6{A=*nw%DypM(AIo zEYPj(OcVuC8-qoFk=<0G!HHLQIPDlsgXAvV)=MZHkv)6sVzJkyT`Q-0eY5SRrNU&Z z)evUFwk?DB$gX~}7%*TZjLf<1${HnF`QtwnMs=yf zq*2}K8q=trb$e;Vw&Nv`bmEtv8{hU~*VaSkklcPpnyqpK*EktOtdS&}G?;Ak)jX*2 zn_@(-RZjAnaWO^LQKj2a2h@Yfnee}N@u2cQgDcFe7iLzS&HI(mde#n(Yi{U&OI_HG|l7&7u&V*bi z6f!p5-d1+4e4{UUg%daD!)88P)QyFO2l)YEmD|XERf~Sf16Z5?{;hq8H8$u*IAg7V zB4h|l61d?cY&pOxJl`TV{k84aEoTrgq8={QL3yn$f|$Rm;m6lEOV+jM&pq?9UEZ}a zOkowll?O87EU1Vro-_Hk*b8o?%yIR|AiLX+0_tnuUFSggJ?%jZmLdJsS>(M{bIMlV z-^zNp)(||tvrg7}V1lM8f`eXL2;o*=`?oH@qCb!SJ}k~!8DZQxcx>Bcm7dgTv$ZN1 z-uW=A1mp0lby9lvT?nyL^=7)y6|_RsR#0c7$lFB%T;O#i5+42D3h!cf$Fa1HtJ+y` z&56fI9osiMrJzi?vs$ID=_KPtU=wiSAi|P;Yhx{M>oLxZn=8t!ltseB+`v~P@A&|b zbOsG8k&vliS6Oow!NPE}cx9aU2#=)KMv1Rp zR?$T8+RV4h3m_#FE5jJGBjT&T%ux^g34bJ*v!?}?)oQIwK3(>X;s!UP)sCY;@8NOmcFiJXgDqHi+D2^wAQIK#~>+^m9gn42C2ETdYgZ6Y7ErEPm0g1;H+_mE;frTwh8M- zXz51xZ3qN!nAAr>0fZEQwH)XRa0WF+Tn~g+J1Ke*7|v`)7Fs0oHO5l{Ip`a_S#6F} z$Mz)3Cl%-JhE=9g3#qhXQo=;Df2a_0gG*pi)s(^vZb#0NN8pi5WZg!r$;MHO<@Gt+ zsz6Ci#@jDqJ+B>GAqj1lUnDr`##-x!2VYpQohjrE1ehh4(aKXswGl)88b|Gt69d%@ zQF8tii3Fs902%UVS?GX&9gwfT>*etu^}0Qo=v4yKiFCxEe{88WCDb9y_rIvgMV{Mi zQ~UOOA^cjEA95ja$!B6_;uW%E)$zsHj_mJhFj$4>=+f4Ajp@ZK7^M;d($abVw@Z_@clTT)N2uopXjR*G z&<0E>&{VD+;5oANK4Eirkml`ICcb+++5YTodS-Y3>F%ZVn(mbmD)Hy`TfXX-3)egq zUN@ohyQL}nogZ?N0-~;9hnI>8S3kY+jnu+4y;XZh-`Nvzh4D0jM`Etj%B0Q9Q)YG*3!jmDFX#67MhsnCeu(RMQx z^2aMh0A;1m#$e-^-?n>h1eJf&Qc}8_Wc){i?>*~Z<)1%c(4D7Z3P1Jh=z70i+zk)x z%qUYc*}Hvg>Di~d3-+rbL5|-PmJ&Zf9*184nV!O_0LVQ_o!u&XWB;@Ek6Ur|CUe6I zLAQPa^>=F+{Oc(3QQ}nrlMpfDTa|s*QffuN5xx)eMrEdNHSLf3KQj9FPc)v=QuH*~ zKfnEYwwoq5Grn4$0-#KXn&P}oczV~?w-tLtcPXYOUDsT}ePs#>=HvP zj?L`5skkrb%020}$}YG$I1+UA^pPj-P~F^^c8GEDo9st8ZezP+?u$=-xd^uS!ZknT z-vQsCYrj0T861&H>+e;Z5vor+{aW$!FEjXG@k3Dh_Kcg(Y&`d{VZv4CloRFdfO5%d z0s6F;iHH%gMA6f7*zl?U03vCHy=p+K#jeS|RMt&qPw(gU&Q;mj8j}RAp=}p8N7xv z7RLDhE8RL^TMl!FY^#O~!7|D%ntK3W&Hn2HOP2fV>FaI`GUg({lzsK!lf)6H1n@lu z596GxG;Ka=Qu`S7FowTQKJ^c-OvL2T zjEbm8(+F0XyLaTAs)~Pqm;dBW>Fwed78X@%B@b+@7v4S0yY*digzdf^f7QF>b zZ$h}ait0-r$?Wa`L6~mc?v8m<=QX92m>WAPN+uPSqt!l1vY#KQX6|tTzr#JU3 zY*#}(x6l2y z^V5BX-oHAQH^!N}u~0#u?aCuoC+k(vH}aBorwle?oBFh-fttZ2uWkO2SD7vouV0wY z@f(!+Pduaw?r+Ad?`}7H2o`Ng0Dsr3+N_amht2mND-==HK}-;!glx=6WwHvhBqSz;}OT>|z zOK$JN^)DM-1{~j(_YTdvulQ|g@2WHY{I?cXbY=s-+OA0KvaSezHMqKeWcSjFV9&W( znH9l41Jix3UAdLyUW03bKVFq_Xpd%g+c&+x_(SLH7-Dh9D!Lci_b9TCP7%Kb*!A&G zcgcxggZ3QUDdTy&)O+xcC^dOS1XDK8PykD{1I~I zAjjL$y}1Wsz6>4L57I1^-rRCHOl<#ZrQk4e`NbdG2Z<9-K1~Y!NZ{hn&p`grwRyF2 zE4K`GF;Z#TN_(mN<`(9!D`?@(E#|{3-~g;S`E>l}4{5nG8O}*>>5MuM|H@^@l%b#Y z7xtb}_Q3-8gs+Hrt+cKi(Y>;N=UH-d>%w1G29~c@X8y`0wD95&>|a--WjBLI{*?)k z)`dOw6hrzePotAhG5Ei)7+C*bSG5;^kn*-cF9||&k7WEjX1Vh-oRZkn;C}iRuU3$d zF(T917?4u}ho~v64a}>InhUMJ_=BkTF`4-RAFLI`e>}rEMoYqq+`oA_y4Ni55tOwb z069m&q)pY^`Fxct@I}51yUQjoBEzIFC8!%l{-prZc=1Pf$brCrPf!2M^EP*7R-dB~ zhUY?_$w0(QOdnU=csRv+CR9YiKC0;sgMtM`=aKQO9X_#INfpho zG7G7tdN9E^y$)Pag(PpZUo-#|@= z=3o4A@4+KM>MW9#)#EimB8EiZ(g7hQ`PbB2^z-4(eAo;M7cUqYCz?g>*sS7t+hma! zVr2xC0U<=sR;%MR4M{DaPxmXZ+-r|Ph6@8uTu=#}Ip^Yc~2 zN!x+|XBoM9M1uVpQXAWL2AN3%?3^U0?318y!zW&2W{6?r;KW5IS+oZt?0P?`RcHj{ z#EG1L-2ypIB8qWlObPjdox+jIs0i~ctz1S$ze$g^X>XC5nKBD2qmNd@S_KHCE0KDp z70F5h>TO4-;jJu0D>7RF+!vE~@rQRmFbf&%A#!k#E+?w+RVE7is}oeE=ba+Zrl>F} z0T@wO0!|Q7gttHMv$y!+@P95!6XQX0&i(&jMBq;=+C}$v5By(?Lbqi+1&aUE1^jyu z|J42rmtPwE-|`0jXFcg7jLbj%pEI8*y1B*Jj{KjU>py*q(T!*Rn^}PWpL6|CEqHX= zsC??eiVuWZ8>X-7%$ly=?BYS@d07*WRQ<0W(SSa7aM7BMK2kI z>y5UvnK?tvoZ<^mVfWPA-ox>}8I&OK6ua{Bu_T&ETA-9-AbUZeIB+kpbMsvhcM$3*8KmipvV$US^{FLhPK#}c0 z9&_D9R^3Rcoc5zRZQyPSml`5m5|xl%f&T(;IR$SohPSzQNiv?Is3eEB$k{*NlXiFx zRj05oB)oV(P@AMO+ANfekU0lyRhggEB-BRQ>n3rSAp`?pEvY1;c?Q`HJSo+&tSmqS zPX|Jb0-1U1W0Cby3jdF__W*0E+5Uwo0wPU7nm`a~DheW9no1K;5Kus>g7hvulr17n zN{}K*l`hhIZ&Cu%d+$gMgqi>$xOMihE6_}57yzm|9?gR{IembA}gY$#sA??G2P4uQuN~~3apKrSAs2Ff3zz^ zxkGN|P9Nw_=_Co^sCz?X*eYQ7jfQ{e98frasc@0JP#pLFm?;jXph^qe*MSmY-$!Jw zdWX+vLaY5`>28Gsp{(Rv+v(Qxl|_D2j7yZRyJD9m|M{{Ah(PjMl}ZYHji}mY)fCwnWxO z>l)F`u{Rjx9x|Is@;3~8Dd&yEM4!ekvvC4Eot%Xa&lGaXW#~v2RcMYO@#PE|U6^Uz zDY_r0){3S#fsdo%D$9M7@u$anwX&~6meKCHN41fnO7tD}!S+$7CCj2Qy66wDt{#g5 z>rQ;RV;Pu`<@d{Uolo{4p%@xd^v0Zua_7T685;4vc*)N4%7;EmSFuQSmdhh|nY$CN z6{fIpP8n z2xlv?-tzG@kf_*%6+fj>YL8@JNt3c0n>10NdANKx@PX2eV&sc4J=)-;$|apeCD>%> zII3i|cxJm8YBLu3ghs_n>B>Yx<*G(u!jwd%K`ny>gL0lL@NK*o$fRjW+@kij_r5Y? zJ{vClp;*<_X3e!8Ig}F)y;JGt?FpLDo+(Vyrs>h=+}^4*F-p6Ask{{g;e0J^a7V=W z$_L?*MAj)`SKFHdG@jnM-VLs^;bD2PFe%!kuJP@1C=6WdW}hz{eU1-tcLZEJ+RGH2 zm$QNlpEyKRNzto3w}};&5nr86OhTI4Z;XyRjThREfIQiJUtJ02s z?gZ={FEFI17!LvrnW1^-DmHpiE^Z%6jQY6`#YM6raQhhh!JU8;uqMDm5o7nEBg1NH zwD%c_cVb6rzR8CM2UkkHxb&@=ap}H*H}AP&i%UfJFSy1MR1Cf?e|F)0?~EU~)o-G; zcEJAj?h46mL*$oW5)6|9&9^@pV|^2;UPMGyHJEatWJ?tlpI813$o_cEw0enyT-cqu2!} z2S$)z;7b{p=5uz+h`@Puca}RWz9u{5k|g|1r0$(Z#A;X7*wr}tuJm19{jmC>kUg*? z^^hVww5G{wKvusjo*}HJb)zKEeZs22ZkQ(5l*$qN?d33?7B6V={fNHs#*JKS(4uhe zF?WkjzDJNXdkOH&o~XY`E?+QoBp|Sg`l{ZcD;~w8VF_{*ml@eQ&{e&1rhA06E`Bfb z?7%^yvafPyDL(rKgCW>+kD$s2*mElE`Q$9Gw42tWr-u@*_MT80Q<3R#mnolY<{>tA zyG0m}Hl}(9&MU%iF17S?Q4zt)jqC9b3g=$m0-+f>wU8Ac-S#T$d)p}<8;=e zceW?IyoG$C;B({pI$L4Cz#~e9Z-})uG?be;P4hKlSO>nq$$JY)u&l{(tWdlTaxS74 z{$9dIJRtH@=Ek*cA61_>ql~e73|(SC+eu=I%H3%lK;1J>2(!7zTJGG3#71xX88wR- zL;iC{O5kQB_NHkO?`e$uc(Q1mlKk{wL1*i_N^aJpBn`wxsu zEBZCqi}SZi@AgUPJuS$}ubHe{@~JA_{<4`@y?x@C_O`&;|83}(=9-IX7iq%y7O%Kx z&&x+Y?I0uG@Gqh9?lyvj8GxEG;ui zLKKO=n`AccT3K3qyztD?%K4~pgEli*+2wqRNXS#Gs617rnb2sj)taZbG&(^B#7fNE z88WhD__j_Gs}Y}Ws%cqKA@XiOh)PT&Y?zj#GivPKL)DoZ+V`i+v{oF z9G{*%-k;zwfQHw{4&Nz#q{;}CF=xhNgF;-N=}!`vGM|p~o=}@`i8mUoQ*bI=VHjQ= zPSbr-JEH1RJz2n~?qs<4hM>oGBg!gJdE7jt~xu!DI! ziPCq#RP1bCZvk+Gag90WM3uG3I;MU=hE42nj^y&^1+J=1!XKG6qcgh;)}3k_K52&= zb6%^?z$#T^LJZPp#LZ7(Y%)C|%5r+Zzdihoe@927vhGP?N`KJ zQI>pfS7Y|lrqO4yL#g+2lwSJn zv$3a$P%k?_D)VN=y?Ig3=EAOVXNjsiWCh9RAi56EHz?{~c<6X|pZgdX8^X}s*E&xp z?hx4Ra&F!NYTjhK$Z;o@XJ^pW0dFVGU_LPKT8jT2*T(K1(fN;2^PZf2QO7pqc9C~E ztRttLsS_!m9Cdzn$PNEi&gjoe@6Xm&s1$wj`dxBD%23LkbL_YfcDU4ac*J`@mz)r8 z$$59hHuw;*1JML{d$`q>A0zST(tSoKX4+%ilflJTic>3YM>8|)-Mx8h751aKH&}g94Nidxd?oy^PqNr-9a|$~1Zmr<2ReE7)0f(U0mXEuwjVj!{r8nxjgc-okDSDf z?;ZtaMRTKHw_mXsdV6$NgJ2k@_T0Bs!_m^Uxa8ua7@t!wAANP^Zo_PjTu1V2Q>9Cr z%+fZQ@v5Q2!rMMRG0zRW8D7iUA-sM~~t?+=bMrLS7WOoQIKfm)hnIpIJ za>+;XN1w;q66L$`l9hPBJ3x>odlF z&WdQCH7WWCP%85v)r2+vI$aGrI>MViLK;T^ChYOo8E_Or`Urd+Mce|P=@O10OCQ1h zlVF3-M2{n&JlnwQ@^3t9wRw@q8xcB`h#LnhFGaJY#NP&|KW1F^i)X2u|Bhi0y4R`X zutszkdcxOe4g;ZMCk{f!nq|${Zce&Q1A;WyuIgT|Kkq<8iq0tm+Az`&I)ma?);so} zF?X=B`Be@P*lW&vD}VEBq=aXVmQnQ$HJlK+XICz4hc(a8RI$a_dsp$kk+7bZ9?l~P zNEl6|5tDecFK<24G$0VJ-h1t^-=WufeNmOB13j!e1kTFjf2az)NdyU1mwg1im?+du z(49<~>DTSQJk-)7OyzX%IEzWSMORaSE8g$hfXG?!xRT#ZMKLs6cUor<_I7do=hQ{~ zoVsGTsrx1|_Ps9w7qCWvhxpgjRk3-bj-9$@j|9!q%Sb~MxIyxoZ_^Bg=eDMy2bR(F zVXv?ma*a6+m8Rrg7vH<8&aBQ{___Eq8QF&jW|5D^Ey^`T_ioBP%xiUnqamN>PI-$C8xlB zSrp_xLpycw!RBDl%Cn#~W@)RB{f|T+R_{#V-*+Y_#oy?f(&7+_V`C9B99p-Jk$hcJ zrC8i5^D?JEKWM$FET#D*AgpqZQ`cNNKu274*T3$pb>!1ym{#F z#1bJ^AD_nstVX)LicD1FGPi^KwQzNSzKTc`HWAq}@oSFi zU>kPPsOuWa&VF*_HTUf^D+h-Tgk~}loI~seY-=84=e3kW-Wg8SzeD!d6k z+!qA#n}Z88T=fy&_*c9ixGC{3hvP-C{`}I57mkpb&QM8gaR5ZlfF(MmTWaJfq#=dKuko(fe{ao!1jjI|5EDKt++1C;t z)(jS;+_a<_9cR!EP%XK>kXemSKA2r1b5bSSJ#MQLd!J8#>1#aHvw<@!+X#PaX zu+DZ_O~}w%f583A09D4})rZysS(`$UmvyTwWliY&@1_||Rh4MT^50(idWNuLJX_`e zk!Iqvlp=c#SeIW7%`hw}*el-7H)k$%-jOLYQq!N`$HvtB8AF!fh2!c4?t6GY|H}Q^ zaDU~D7wqgUolJ3#ehje%?+BJvuead662D79BTG!e-TtQf_T}f4-L5ZQTzvI{h?wr; z?Up3Gk8dx2K98@!O6V6@WI`B3jE|@P;~{p>Kp2Eub7ZwY*BmY$DuF*!?1DeRRX~{# zua*q=>}vF}wf-~4rd^(>tWavpa)Y3t`haV;mv+(l{MhVg*-CRm8HJXU)lr>7g5w$E z3J(oBCeAM^5T!m9)jrqwmQO!%Gz>vjRbTM*;)l0-yVa|wiYnK}Gec$_R@~0q?0W0T zAE`bCo$3-l+kmSW$Sb^R@_{i%>jK`^l`}Qt`d*&Z)%{kDBd|PYK7Iqb+OK@&lZgh} zrN;_66C;h2HsfZ9sU_8~OCP_tYXm%drRGv`SNK|jsYQPIXzgD2qik=>AKy2AxJ~9J zwPj4{Jzm^Uvgdlf4K{Xh-CVK$9Jh|=tPWk~`CIq{J%L0N`k$tFfC_x%D+I1~m5PyIv zll5fH=AN^bWuP=z@(NfVS6;mWet;|QTmfs~${Sa}%DD3G6|gR@)flYURf4otocLA3G~g$p=Z%FXmOq|EZvUND_rObEP?rVol}Tlb zHWpU;wc=2|b8-wcx&n%UMBtn0TW>5RQt6zWbv{Gy)G%H&c=U_Ql^`wYSMxRhH*5aC zPc-g1U;ou)k|M~J_Lr=Bpvl1K=__%Vqu$xfl3YN6mS^I40$iq*h0=G<9qO4D4z;Y}^SHV_*;+D zY&A03lj&jj_j;p_2<0CJIbS+duTMb20QT$J3KF^bVJnll2|Y2R8@xR#Gd*S~V^sNJ zm$9~1hQ48mb(hE-w`uK?c0$;Aw^rQ2Ae;8H3WF$Wx=&Tb+pbKrR<QPp9{pU1 zc3${Ktx`ucs`G}^fv8>6L^;;ACAnPZnB=tVwaW(So6bpg{S@H%C3?I6OIhb=@P3Hi^v(q`?*v1k#)|c?g08fwZwDpPU>+ zG=ecQgnB?eQz~FNIB1O&S9S)iDdEbTptb9`ay@9x5?6i-T4TbM8gkA`mJoIik*i=W zY+21hZJ>n}mmCt5j1!*>2};I_2Of%Wq&>#+zoMt^Vabn6g|ZORcWTL%{jg{wms(*g zdRQPQr~SKPBxvnxI-TG_oJrHwYI&cEKn!>Bf)BO+l?KKb?_dliUwxhXHbA&s&40F0Aw)br0Gnm zlAO-tUcgpvi2yb$@U*ki#ELdb3e~chyk001yFQRC=&jV-*eUkKuE3??( z-#^2qlXd;Pt=-2hvd{~$1EB;Wz|3fmb)q~A$&QgoR-U?0+l3o+#MdLw<>VKRRBYSN z4IXgWP96w9uI;lc>EYwfe9VzC*phfo>KaJ$>3z^zTht}+z*N8A=n09=&fXPJ9?5Q+ zJ58hDzBi19cCwV#2lWXqxnFYA#_SpBSnK53`;>?3@)gQ#XZtR)7a4+l$8O zBZ=O%jybjC7Af}pJw|r=7W^-5l#0@>`F|4{z0^Nn`=MsI&qaM z_yEm{xIE*r71%rj=?jIOEMaeJnYr3Bhu)G*ZPk@eQY}T{oo*h52NEfc_d>d5ooT(_ z+hqkvD^~WeuHQa{<2^R|thX*wlhhz*lvUWTy^eLIsPSvKKbIk~&R3JrAg}V&$#%`+ zQ+2og%Yxh5pK`l}S1vmxRrgA^OSabqdQk0)VGqNV`fgMlQUGo~+Xr~PImX*Rhdu7E z_;m-yQ3G-W+c>WtDjN8>b+cQpA31iVxJnl!I8MKWWJbjdYc$AMjPEITHsZ+hu(SQvACIHmnZ2x=FQT$QJp(ihmjNcjwgMi>crH~qr@M2EJW@1B>1Y2K|>?=}b_L+Q!!+r*OF+bEwr14&Mek`9mSCpTrb zyF}#=5#E$PjQTId^dV1Ryhc$nEl(_t-R-xNN=Kb!D&16*J&_$Kq*Fb5Os^7r2Hrm_ zT*BZvVswVFPFdJhj)x~8`*Vr^v@J%^<7|u9fI3n~Y+PR(u_8NWeJ zNP5ZcYuEZNby1hvc)lAR&kiLUqV$O_-oIhcHXxINfhS@TKW#G0t9!{CRLj~j9HNoW z0LAEyoP8KSYO<~7ol|M*GW_JqZ7IJfgwxN`@!VW`0=U;7bZ-8mpgs!VO(@U^(1FR5X$ zOmoWOvm?P%@iPL{k;*BZVc6Jw`H}Us@8DN&4v9{QPUdBbJwEK=vb@;=j71gl%-w77 z_2M{I*n1;+WlpXk*h}!(Z12{xUPoo5J=dHu8$ZOR`08R!zB$5OtgYDp&#}gcZ9TFM%lYqG9p@Sn(Ln0M%1f+X33@5Z(Qn@7V zW?X7J4aI14J&4QGq~t}wWfdVE61Kx@9zxt?W?zcs{9GJT6gwM!^PxdpsNZ~4?$Ink zoo@jqtD6HaSiQQ_my3ThLZy^Jkj}UNs$%ho4mJKIoeCVy68fvg>s$JA@b5;lAg;jQ zd@0zG-1()&PLX2g!f!qf5SQX_J_vvn81_qGx0Lc;5R1uMtg8?sU$lM{)^RGFm^ZJO zRQiYd-cz}7f&0yu1iRI-UPQeEFZ_i?noU4l(5tUQNiX2suP*;)2O+PCgFcu%dV+JN z8pe7-ISJ{!412uuPO&riFZprl?N}$M^k(3Kwar^K&uB^3Kkzd_BF+CGUV2k~&*l%> z6f1U$U4_Pd#<^a7DQ==!wJ7>_IbmK25*bA;-hPe<>v^RZhIJBC^rIUcKbNw9&4ceM z@ZbFVAg(^eWk%XdINvd0tdkfEg_e#9tygpUvj6|k9;ZA%IJ%DU56W{vB4hucd;?5< z@Abcxm-=-r?{BH6Ni3hQWi-Kh&ZN)dX|fmxaC8ftwsGi2@#xH7Qb}B3VX$xrrn55+ zM^=eCBj)^6U!{!YUgA!fVH}+4^S-QZiPhy0ffaS48u>{QbdmVj=V|5m|N2|UO zk2Q};DjRM_aKMa1aZX5Y2_HEIF@@iT3Roq+@YTHO7~rJ;xtU9=DpKS{7!vUQ*ycdpqqnk)i#! zm_>Bn9IW>x<~pWQ75H8_OvE#jefr%l`3DISVQjb+cwj57c?@HgMz)C#D<_>P`Ia`O zqH+k1UoECAJ#zEeho`XASbTMB*ju7HJD36tOtBG(H*BQ#7iJ{(C|vGW9U}luqy3M? zw%dw4`VBsA`30qxWAO4xQw$y)++!v4W!A+%-+tnxLW3EBsB;`IuYE2{O*+YR7!j~^HySlC9*P^-E}6WQ6VLH4xBWD z=o>C5U#&XK=V!M`vPR`Q**3ZqN)06qAoA^I4;L>R@>Qbr&}p*=l@fpI#XmT=f+ z6+==cdXn_k6RytsVtOQYjJ(Oqu3)ndjroq!0vtsEV%YCwR9p?(mgNBjxJso~`GriK|!My^bq6Lmy*iHJ)h-mfRW% zssUF{UI#Xq;kn`0Tw-dP&WfR`<>~w71HNcQ1gqD^T7x2j&E0rzw?z?|h(MfWLan%Z&SJ5uCjaQlpE1M z>npK*XuiJD@WENw z?m@#$`m!qy%1B_L%taiw8A@MP#Sv<;1R5M+Dt-CS=qFXN^Cz?cq#=>0pMVJmfBq5r z!J!ywTrb_}oFRW<1=?x2dWpZO^V;uLf5R^#&3^|+w10;{BF%q;Hsj|Ye?vC3k}K-3Z~l}A z$oW0q!9oI_zmVAYIVVV@JMNvEP)VwB$OHKZ7K)~3a*xIIuLV8Pm z&-veX@Zao?kjSOK;|!hD=F7}Bems)Os&fC90_glDCi&o+IMd&81Ks7k;%1SfP{mHc zKZxlAM@usQH@g_(8q?pw$}i!2*Tm`moBJpcd;OjMBpr*u*#5x(RauK8RLSD|YMwW~lo))`x| z89z&`m0U4yiBVX!sOkDgv6c&>{qx+TVo+j+@x?nw@rs?+u?`;zSg9$5uxO{ZxS6P; zio9W4eGeR)j3fWOOM7gW1Api;0mNnh&%6An*s1rkOX_q){mp=3Ad-s2K3H<#^v4LR{yOiSJ_}Xy} z^w(ycyvIMKpHX16`|1|7H@<0ZQ#6)DrR=rU&vX}ql^VaB^R70`J7Lb=>gEVGUf)^g z$0kd@=Oem{bgZy80x$UOvhf)eB(WHtY<7jr#is;lC-L?*cp&8(()h?3<~&ZUXG;K^ zKvX$tY~dz@6`Ubva-Sg|;bntvI?2k{v#|%%UqGZrKqzm0Oz9!nsLbR^>!^_}`r9Zx z$LKj=l3QYmVb{le%Fns=xWcW@4&zrRU2^#KmT1G+N9H-xt~2sH^9q;>?6AwGx;kW_ zXDWp~WeZ(ZZcUbpK7OvJyM@m00rFY(?2@M7b?;oXpIhtY=YL|YG%B1kA1izodObJE z$gQS0IDZlgcgC%3=&T;U7?}( zA%7fei;9}jdD#^@jxgpW^|+-V3SY_d=|=d}v-2jjA+&&k_LWG$20Cpx@Dg?) z?WS7WZdz$ync&71y{V$t{xQvMA||!Eo~v;cZhY<1@XWQKJyCBHCY5b)`U|wxm^;PR9nP=*iZfGZ4&jEsnM(MfZ?FEcW(!K$vRI&kWBi%KZ zwBFI&q%}ToT*6p-B!fIQ ziX)?J09Rx;?oY2ydrktLp75Lx$AOtm4?9CNjO7UKPyrT1i@eqBgM-5Z<0l7`?JHRy zvo9|Vhz;r_ywDFm^0K}?80b@cbo)&7KzX3$Y-GlG>N-bTl!leucD3`czeco$a#>-c zQ;bx+41I8Wx-F~it=-r3rn-YO#?bAXaU{<@Lq#O)pk;!P%RLgTF0!gKYge29%+>u^E06;KMznoqe2ODwMs= zs5SRKM z$a5Bv$&Y`BU)z-^msqJu;#|tt8viXxxq5k~g z)YTDL{F->~bpfyzYkk=0K#z0u*;f!>I@JIlIAUd(V{Ab8gq$@?=4%SyXXFs$%;UZ< zDRe_OPB>XJvPaVSjKgQ!>SDG(KR<~D=S51ZYC0!kwQ2Ml9WuPD0BA!`57Z}RA^mkH zZ9UFh-pOXbTHi)&$U33WedLhRVXpO;)FkI1pWM6t2U<1J(vLWtX<0u9uAM{stL8%O zGwy$-df`;}>DZ|Z0{YCeuI8-FY9z;N5hv15;fyuhvz`!26(+~25jry&JWdx{2Ujz2 zl#Ck86*QJL1Yfc(+f4ZEUQQNUJ3mSKwQph!W4E#g&`Nv$Agz@*%Zt{QVjn%MtBmih zSox3u-VMlDfp2ubp62Xzt*1%8hOTA$Ag}RG(_hPB_f|LKk}M{=C)Qq^r@Z~)5yXx( zo0|3NORu>W>x-2f4*B2QIIJ%IIIrJzvDe@{Qh!azm|@ZSTsZx={ckfO1fJBE=eCP4 z&f2b-$^i_J4p`Erw{aaTcFt3;pa(?Z|!)ttH#}T=5VmlCNw#p_%Z&< z5~*G3)Ru@ud%%3^OplL-lN+-Ycc2%0`O=_nrA!e_nt>y*p=J8UWS(m%D}39;sYSZA zkr*{ArWQS8=2X~Iz*LB59-dG|!5|$;IG3Y^i>U&91_U z`?q-buY|!roff`a#W^i7#)f|(xB#qB;N|@5ty{G`eRB`&UT8JzviwKzSKW=9`s+cu zBb+6Zgf8o4aVynhl;rbG_~hgZZy`(8aS@x#oYlTcw-<;WF*Zfe-oE|RkR_);h>Tw$ zhN09UQ#+p_{d>ssDy$S|dc#Lt{ALTvrA1$*SG^m@9B*Wl&)Qbc8=`s(+NhE5Krb5|GZ zkc+(`=9PWP6CTHH41i&9iYNQ*dQzAKRMj4uf072-Jdri)i9?=NViWFAouM0L5UF!> zUZ-mSdS6fN>|_kku5?)@tzXa(?K?vVd>1ct3Qv-u*o0 zlHM1$CymRu&zQK6q`hR$h(OJatyJ?yFPSlyF~l-Kio3E$K;;qV_kvN;S4ls8>>?l^ zutyXmD&?w-{Mqf}mSsqU%!BO+iDgKnjPe=dvB@$dN=8-szVv;c_*0={+GVu}8KpB$ zajxt|=E!YCZG_AZfxYYOdd|&io}pg49rOk}f*_6*>JoVd$#sF(8aP5JmOzIkoF+m$ zfYo<414J@#fjtjgqXOtdZ5#_3h{Nb2mc^^xWSI$9!4D4gQpeUf44J&r#Br!#IcRV~ zN}wIF{#Y4m9-)aiLbs&CPt$N44Xal35Qrlix6zP9Ib`$@!EQnSx;!=My-hzC{$L))Lo?sO;|J|x_QD86TcU2))58+=jidF>%aT_w-n*%TDyn0QR ztN+dC5$bj87vGKtu*q1AOV1b-hpV(-Z(Sz%k znHC$4uZae_<`6)~=O+Q;kodiM2>G}C5tHSSKgjo)F0Q|K4CrU~lUW4Rj&YQ&$wnTN(A@UN93$#2GUP!d`|i zkU(@)Kreh{Z#up+N&MV$z1Ja}j?W=Dciv4>p<(F18+ezAH4y~rES`so-4E0Rux4dm z{dpSgW;k|cRo)LT3Kpoi-7Ip!^>!Pd*?0>J%EIvt5oK{Jb-3eO%51R~ajmK*u7bC7 z`;5niek?C(O>ADiwY>y;@!p`jC{P?Ru!u*-VjRrDvUHAB6>C$@bMRHsC*pSx)whV? zurUt3^{6Q9E$gG=5GKTJsI)E%@F&fYQVI=o|0~UZD=sRfFl+Ni;eV1%C8^-k|8LpA zuj}}qm*ux`hvyuA#Nyw$+sD71o4PjMe5p3>C6yB_y$zpUtd&Mltey03;v)H~&H_Pf z)rGTuljT5)*Y6&O7Wt&A&%5Z-hM;tF>NrF9l-W9lvbM#SexclrU^ z0Rb*!LpLy*kkQ(tzaY_s83#yp7enYtbmlLruq-h0tYP0hPBif+(_g%CWCHoXCfY$Q zBG69HJ+9D9nKj-cvyp&#cGB~_pC~i^_Ywglmq+?ll#dwqt=SNl-qEZ*gTgT=#WwN{_{2CxcViS@U1(OK0%Z`6*iJQm1V5@#f zGMrV?_j+nfG^U(7cRg_fNg=jec{*t2V(&K7lXK6cZ(x-w1Z+Af=y7v4QgeidPzow&DT{F zrl`In=DKq(%bljSDwxUcB~_&Wloht*QRa?M;!aIg_fEDhl*_Q0+OSQ)u!Yo6F;LXu zy{KbAr9*gS@i&R8rrN4j&#G?#s@cdr^wcVnU+! z;yq7sNJ88KJ;H(6X}VcDSux~)@25V^gm&R@gKuPaJ)g-=z!qkIL^ossEfgH%EcavsptraSRN0*{zuy zFBOfl-$Jw4z{c)=85y*)8rk1$n9F2{zqFr6p`5B`K=F}PY;cBbfvr&!OxzBT@OGzgDz1gIxWDGZ02ELkxH?AtLLUqAO256St{TsJv z5&KRmCy7>;+EmvkM~e@SQl*&@2=h$jI<&0MJblzwG1%(ModYS$XIoxlUI6Ppvepws zCvKM9z#!8&IzTV<^`i_*XDaifNqsL8eRmsW&ASy+e$dymolGS?c6ex@v(!j+x6i0h zE`4-Mc{Sr@vgoMD59o%s9IEWpCm!v+7C&?7qdzvh?-CE6s~(M_H?z4&AV8AI!y>6W2AZsPEIej%*oT>Xn0w}#-XCxAxSW1@vZl|!0gMSF)U9d9 zppUce_SbyP#H5=qv6b6dt=E_U8HYg=o?A&xv!t;9&yQ0X&|O~){v1U`IUXJz61P#b zh5YmplEytUt5Aqdtsvk9isNu7EZb!D88NG(c3-O?>LD8nKuE!8sdJZYHC9o{>ITiv1ERwvO_K8ZKOyt-FD zx>W1B0&rbx364(hJVkhmd*9x13IbFR`4L~py_a*fN1 z6IGn$+1u&h;NbZ{6)JgmulWO1ZglRAS-ZTC-txx|dx)3Latj9p;w87t!NEr7@nG3a zE}79oW4ZGKB>c3uL-T6FTS2xsjcyeIerO%bzR-$gw=K|Z+iie7cm)buy{x*k+v|i^ z@&#nLSD>w@<8f@v`%A_?`rX-WUb@}cP%m(|d8?N~Hw1FLD_|euk+AD)$$PRNkutB; zP0GFUd|7fQIJq^^!Z=yJmoQ~nsaxq^#7AnzX7O?6ANHGgJZYRtf<5TPsU*9i;+}J_ z0Juh2G>~Zgvr!*{)2!lW{j?^pG#qW5F=uR)L(=d?Lnb4pM)A|eBd_Y@j34%8$wr1r z?Gn+t!G^nnOEb#-tUiR&eU%DHX7>ZfERu+0jZUrP=#No$@MM(gtNFmg23o%DBZV$G z@U8PcKL#Oub~nO|Y7Xagf%vMEtMv#fNz6C%jY+_1-*yxB`$U<%$=+waD`p}YojXPZ=Y&(RC5yF$bdH258L>6>#N}Wq4)Ikm+ z2}etvO}Ve52xYR^5`&^e{c7=%PpWAPKdpWzYuT~OZa&cqLq{D=-SgNnv}hnbC7LF>yFNu^M|2l%SwDR~ zzFGQ>ckwJr*My5umjHE{U0cSB4Q+Z(i_M#Dtc+>C9!BZofhpt1PkKSu*=4bD*gFoZ z6)fJ&HCF3rGX#j(@Kea+8es{|1q!fP3k-*|A(;=QDt;w?vZcmo)WL(>WIM1pP*6D1 zH-BFA-Wc#gHV(%DzW4EV`+wuCs=?FWuXK4px( zg*Mag^|b)vq1!nHqWevp4&*hP$@5wc5-%QAQ<5LCSKVm!VO0wXO!J_~BXH>_9%jZ* z`b@N(%3Wsm9`V}idOL!v0)vh0pRWP~Mq2F(LeL7&VC|g4eRQA3hvZ=T4)3WwvGd1) z+tqE4y*k6FhqL}1l?YxERQkMKZ^o(iQP_)f;}k&8Zu?lj!eTkzR##p2G$nUBQlu&; z_UvxKt)uzP^bj%9uO}zp(!Wt{3BT8U@jyVq2<7TjxOp))?Rai;kvJ8Fq%D@=!qDu- z?CAF=2iIRLdn@WY_5((82VuEZPm_nQD| zfzd)yREu7-SCd#H&n6`(8X5&5Ug}_48gl~9-2&ppniE)tTPxqnA{MoWc!i%AW?t=Qt7iO%0~bR=nhUm9AQH*Z5Orid zZ{fd8w)o&rb3Ct6SK1|1jj%5E z<_1gDK2F^F#>QdCcswss+*tU&UesJVHyHiuD#Gf>VJ}J!22!wj;B~1c{Uw<8=)xD@ zzBf0c4z_mU-n?e5hZFQg!Y^2}mJ?c~)`6b-ot=pfUbJqYPVz|E_}UO1iRTdvXnl30 zsGH1pliKLJ(Hm}dgX_xtdi3NpR7+J;d%;1FN#k9BbV|ux}Z` z@<|)!+nzR^zJi(=L%3C6NGh{sQq{W{t@PPyT}+|8@!}#QDMAi2l}07{jo8BbX|u*z zSkG-2?M1en%P5x=YwmPFEJ-K|@B}YpM)#XP_-Z|vJM%t%1SJnoS~PFekf|)efE^*9 zQP`9Yr8l-$L>yJZs)&{q7kZx7t*c>X*U%TMxTrn7xm~%uxIL~j)XFdh&h~wP+=)DU zdqm?veB6gC&%0JJn?bTLX8EimhJD}PPY!^A0bxZwCV(RE zTD&3BF1;_ zLpSXTDT^UI#*JYJH}gEvR)&%1=0Q}##yoy6tH-kvOH~gr&h1{rqtx0>mm=^^2UdHW zWsV4nd;tcukC6zTw4Ws4x7tFm^Hm3~!rkiZDf0;A{UWr{K0&r%jI8IvXv5YN#?=;8 z%pa35p3|5;t5WzXH_;{iDWy&1_xt;;QnPYfHkaIZrS+%Yiyqy{<_ixb5iO9NK40f? zd8_d$ZGtv7r?d24wE~QNv2OtOc{;@;Xk3?5OrTNJV zeDp@h7*iHY%f2)+V~#LxKDb}`nfKO!99+-jo9E*!?FU1BV6KFT?UstZ%Gy)@%or+Z zj+o$<%snkDv;IepGs95Aq{W6HhOzlB|072m=GiyYNs@E(&~)KqH%?ez(3~lOYCx1e z%;&jS?lE&6T^@-j;Ag@KgQUD6Ns~cV0m;uvA;i<0XLUrjF5%dxnA=G%_A7@4)Pkz; z$A`VptZWfwmjY7sNPl**$dZv!5(8SwFifi&W|hM-bv5RC^;62YTQRaHrSmHKL~#PFoD6?(=m4SRZJ6UNf8~b>@>G=QpI1 ze$y*M2n2h{NaD}?OUs_D0*i}@&kx7OTY;)Vl0^-Inl;h?hqbqki>hh=$ALu23}P(xDG~0E-Wnd+r``a_IW<{^Zo1h+CPSU zUopd+^PZiVGv~VcgFcaLm|G;piXf%(ejJU|AH1j{Q2yHR{+Vfp+F>UKFU+E}vL<$5 z*oNHoIkfWOm$aw6_8CI0ThD%o=#rlt+!3+#p(Xz0_t5dM69|m|-a;Qh8Ra)*Amq~> zrG?5bvUb;3;oMX4(a>?%NGD%qLZXEf$KF~dv_Rlje$`L447zxC{^9xd#nj$*!Uz5b*KDMASuIR6}g1GSuo z^Xa;ED^7OPpv;GJf%+l7d3;Kca%NQguBEtT)P)!7D49EH93HVM=x zq*D2&SKO`b#rVqac;*kb=CO%=VuI@!rf(fddI6FwE||w|`~HsS1vm`!n0iNz`fO*| zmGQM$DZZbaiwIA#@~-syD@oL?igkMqhF8QLWg#hhV*-;MI0nNC@q`9(t&vk^JA(3s zY@r%?43RgF|X8|!1U1mgs-$

}VZQA6~e z0v;gr)u{LF44YB!8{!UTZ=5X#%!HC6Vx4OYkA3cmV7kn5_@2cj8zarX|JbFIls*%F z1b&z?7Xhah@UxVVVw0?A;3_{zE)3tnOC)Q}y*I5B*18eCLjlUsyJeRz{fy)4{tLXa9-kyUJZzc00pM+% zzL(wXOEiB{=5u{A1z;6i8Pu<)61(x)Ktw=bzhKom zWGKbn*M2?3NArsZ#9{u`F5gjgY8E0rsouFJa@Jt`?v?WWfM6}>blBpzlrYzM^k5*Q(OI$qx% zj(;J3db5RhDvX?0y1H3oa5NI9HnDfK-xIv%qnWA1ncS%TvpY^~y0%z;l7?UZ}{X5zhvMoMrq$djs-&{W~n)@z9jFQ22t;B%`3%WB;khioi zZg}zH!$!@6A-TaIQY3#eV z*am{lzfESI%-8t#0D57Duca<1?un9azrlU;UScFpdesv{0ms$9z0c)gx3hO3J543g zFz&F&3%zm;5&78{u2QWzhWQVG~ZdF7H9270{#8*b899pX@~L+#bH^jx(E9 zu;vlDB>IYJrEV#}i^;%e{{+KgiZ4 z-xwHB2O;%zr%0x5A8;*l`;186D@{#)>cLfs?Uiu)fGT2u+~9@)-74%%qw#F#EKY7_ zBcxoPT>>ncpb2=N2|goo#mrB`wA1ORo6ZgP^U+j&CPBV>vQ$2{X;e0&M&5;OEglna zF*DBuSA1w>?nnBqIvI9$trlQe8?ev`8u2Y81!MA&aQRawB;%6EUoeEh^H)2@^DQec zYQ*61jb~&YE^llchWPx~VEU({SMHTv*KakUhDLCke|qhZ`!al2&au`ny)@)s)v% zS0j>LW<>JVz_O~_j{(k8?o$(%HH3sxExp(^eSl~hM1)(~D8Nk-F4qfg9E=hRJKEXO zY{YBC1y}_AV)xdA5C%FXwfh@S@U5u2dfE2G#An{;W=%tHdJl0ggNKg6-YKUHd}l=Z zh+3a~Hxk7i?3wRwoB<=4QL0(Tfwa3Bc_lNJUz5;el-$2gk{}Ccmh=JF~`t%wP&Y9?rdvEvD8b#RqMovVdZ8E~Ux2p7EukgyWFfb7@ zH?AB|&LgtaY)BUc2|C~jc=*l!v|WoVYdFQ@K)vQrx9X(Yve2u&Aa~kvDOr!fZRMn= z#%JfGAdZk-k0C2-`rG`y`Gw{iL8pr-mvKgpA=D`~FqshPraJHVweZ-0Fw8zO7SgpJJrO1Iz z5$Q}~#%>R-wH{oMtK}eBxh8qOy6NE2$fu390vbK=YV~*ZLSItwBGPE2Vnbf9*Tp+- z!)ydnle~buHsYuUUh_!aI4;o91ur3AkK`BdSiX|nberC*-Ebd)q0WcFfaDd?Uas9! ztX}ZKv84!*zfySMm9R1)($ELP7X^}53Sp;=y~<_P7A+mul&gUHD;FE`qxFd^m0E#;se}X!E2rJKWua3*~?x2RsS8O z`1n%M6s1T3{L)MaaC85q`3TS6{PM3zMCj5%5LMRUxRR*%ccn95m-T^~&7M!zBl6{E z8HcdqE!B&F63tr8Q-zDN>+D&Yjj%C`!&h-$TA3%0oZZ)q3FfpIzYV%f$*wsq4=&O_#fMcEx5EwEM+ zC878wh3|MI;5&t6JV})tt%ucfUWNe4(Yoq$l&+cyDg!V=N++va za@WCkkrB<@NTfZ@IcFcuDP!u>c~! zKs)1k;n2zRsDaK5ak2PvIp9;fZB~t+7<{+-O>@zcX(?hiYaDf85c(?0y{bZaeDTeJ z`^@5*(Mt6LcUmS`OR#%^h^O+aN9+2_$4jp>Kq4KMtQ%~CJ8grI?Rz-mbevt|HqK0QJtZ_*s_O#33x+PMbEfOJO1TV)RfMy z7sI9>jbV01{n0_2M`pbR@sCFK9C7PL`mW4;d#gI?dBFGjea-zz+@aE)_thPaFP4;t z`|I#8Y_HUAPvg~K?$n$D)6dTOe2O=IFz%5&LnMou)EVY)G32Wg2xU{}l_z66VUXS+ z7G?SF{l&75pPk|0*j0pAt7WEp$fO(UheU z#+r{XYHlb#<&xpu4ndlneBd*A6^yA2MZ3W)rS3Dc! zu!gNn+Gy<*g^a@Yz>A!dmr-%r2N|QX;Ax^$&u2~UxmrOh#NSe8eMX5>0@!@ZUGxX4 z)=AhKF^D9tpzd)TZSEuyhF4nWBFw$U3XTV{OBtkc&#y%eXMcAl3(AizJCdOe)q^is z?^+3v?_6LuU~bXr0Zv=}b(lUnz~YIt9o1m8pi0W9F$GiwASl^TK%JJdRnMW4Si>Ha z%oEQN(Te)W9XTBINZ4nv+E`CmY(0dMeC9J(EyRdx*Vg*VNxBxuyw4x}c@*h?;nEsB$arehuw#m%!M$tg*-s!@OeBULXByB;l2KfvDf&Wk&@vR z`dlsXjp8GBpf&Bmjm@BWBKS=;?=fth-81m&!@in1VLMj1A*&T`kLMKMG=uDco;f{H zlQqenQ}9=Q?F=v9iZ_HCsJ%&QBZxT*y~& zqDqYEYpSXBMXY&TU>Wf%rAqkTq*mAmrnB(p!&G_2z;r+vrBw=nYSbX;Ku)@NI;F?< zWB1Qu=`tM?AxSD)}6!}ng?+n_H8O-QN4p#4qv?$-F_s;8)D?YSHm4R52C99JmE zgtM>J0lap!qB)%^-Tpn6LfO`!bEU@!tk&;G1v>)xMGQ6pTa9F6<+3Yf<!Ql_JBgM_9Zc63t8^2(9lbMOMKw6CB`JZELl6MF^q%S{@reOn zz`U0LnG=_t$h2na2Eobqf(uc#JjK!Sx4d-yz#HmX+Hbd(_VWiAqg0r|ct31^obiKU z@yKeAZq+fzr>q-a^FQ|2+zFf>GhN+t=kfsu&P&cBxLY|^J^O#`UXN`A#I4;Aownr?TkZ$$+U@l;9v0~Pi#yu{~F&SSYfWj-TL*@oP`p^fmWD<_jgP- zRLC~xF*fs{KH)eq5p40#xZt3KkV0u^dgEyy&5Zg}0{BU3LTbR(#GUF|b3Jp}3ylm* z1)5msPMigMngdRb3I_`VY1h)1`S0)RqQu_U^&Wgb5bWJ>sJ~u@xOUhji+rH|b{=w6 zxbx7pxjlr-k6whhm(mb(JE&$>I@QO@!5Wxr7|xShnZr;(B?VlIf;|yiSB~)@RfoS{ zsGi|bR>~P(tcqE^XqlkStXugBi8i`>t{phPvTJ%ouv*xc{6Lfp&T${>{#zu$eb> zuudyL)quuF99vo|;9Bg)$EW$Y-7kTt@d8Xb2`6Sq&^l=*v-j z$!|(lT}2VmQXwJ`xo1Lscy^uvpVLd-sNHVp`L@%Lru?`8e==pP;r*I+VKQKa>G6~L z8)IKhPh*@klY+E(>-yW*S%dkkrazG@;ya*EksdKC_aY8EO%xrw2=jHmWVnf+H_-H; z_MGujy?1X-61!r~T+|#{Hxy2WcfxM7SKd!{E>j-I6Lx(pVm3W5Q5S9(=^sA2I^9m%{e62ADo_d5UfidsuhL@p<^4` zF`emt@c6{$2qPJ|Y7;PJM`ndBZaY@D%W|qAeqR9NAbFFCLBi=su)v-{qeRUJ~$3aKN#aYoZu^K_gL2cPzTl(AyQbC(b`1^{b^ZkL&#k19#r?;}?JZ37CKMxYL zVha)xv;yujSZQeskY*N3Vt2)SCxx^~OW6g9|6e|hqkb0{VK1nPQLm&epqHQI6qn1- z%h&D48!qGYK^|XVkwL&?ST}$KYzzu=^eLi|E?YHq+QvPGD+}2BRwF+Mf zNmFfRq70O6X9;2{h)|B?ZEKfpW3dgbYtZ!Yh#V&ut?+r~u~`kaD(}!Z6!ezdj77wC z4uqM$PXZj52iQvNUc0^CT>r^YK4)*vuw@36>GanvJgYH@V=sz2V$-X9J(YA4#wX(G zwS=76@fmkLIfP7=*XfmXPWNw4fAw7bk(X4%TerTk7~>%2xps}S31W9o$cqp%=b-C% zNajSW7h!8aKJyK_N2lv=xu@qvJkw6RE3F%}VGr^N@Xi?sEbH^BPN7f5MMvhtU6b@+ zs(TOV7{_7(g!D$r`jGJBSWjgsr>LKp#xAx}PKD?aEajAfE&(a022^<{AqDqEmj+Vs zRCK8#1%HPw?WEvE=<|RM+#{78#iJx zeHt6U>mT@AOF;@A{##2lfkbrUx36AinO?!)Cj9}cIlr~&ppPgwM@tTsJZrQCONXjBg4v}+6S$tPdB3dr{{7*8RK_m8;zkNtE8~!) z&7pwRp=(=3p`p(3(MDfI_M*3>6Iw>B!f_-?dH>>P;;&nXMwb3W~@`o4z4pcB1?{8M%N@$D)(BJ!8) z_^=--eM*iymn{=|t>gI)gPc$8*Jk(vhMOn)6)f_BEA<~4p%oXhbw9HZrMyagn1f^8!*DbxQQO5B1YuHbz8~X z_L`|O-p9ygybHea;#o^5Mw%VW2V-xo7!zhQZ9w4IZrtc^K6^8&DY7Jox#rPJY7I?P zXx)-k=B`d-L(`!eH+RkVV+S~Rrld=WsuyN$&p-DK?-ka6RaJ*h(12rX0Xd=^uLawZ zuZ$6>U$0F^Kte-fN2Ii>xXuST*@OHN@uPHO1?n=~YqeFdqdPi1wO#?`gSv2qY`u($ zi6N`7Y;A*fgl?U6%LZAQnA3eXN=fi3+&|D+diP@n>e~E-NPn`j()m1cL5{y7nl9;( zA!&PGXQzTAXvs`?ex`UY`Q&0ZN}AXQwm3!Xbq<*U=#GyTl)bFj5L)enh5J$ZU&klq zy87Qgrn^U0{fvIj+D&-c4{xWX`N+E#e+%z412Ior)P#=r(SAgBdheV7h-_#C&lm3c zcwsQKfEP#yGX-&kSfajLF7oa_M}2ruAL+%Q4&rDA7I7(`0Ix)^#M8US&-aZNQE!7p z0}QOxPvQSKm%@KgE(%Um|c>No$GSge*pD3hY@(DuTclf+x; zJGK15u>{U}UR^EpC4!eXu0~-}>9#m;~JFx5QbPWJ>9G z3%0S-h5xR{6|3L%Z)ZC=={qdH>#30_qj^upmm|@7G^uV)CZ7iVO(0#xkZpbpa7|89?(_*EHk zs=rz)+%3>bZ?0t*3F7=p3F;5~H~(F(?}PbIGZ}^VUcmF~AdK(*A*Y#7toGRIk4DYJ zx*&pNyX1 zvTa16ULd#35Mpq|r3rC{tK@8)Q zlp6TCmKyaVh(6)NgD)|KCtl`D-dzV)3volHKyFhfY_ikSYq|^JerUdHul!|g!$-ro zytZqk4q6_sqX*qjX48P=dwEwuN8P^F79P9%MDEm?E!C;A?ZAo)-N7s;iBUT1s;c?5 zy(`|ENa`-f!UroWC*JkbFWr?bm%KIey!1P|+*4GCy?WZ~Vs;S4!cq+UCvD03WwH4{ z%*?~m&P6<99vZd{I##w6=+7oKHgJOW@xxG5OKs;5HIiZqJqu_0UyQ+>cjP}t)yZlY z4LK;A^(1LKYdmu=TrmSHT5ZCN%5^QR6OZZ-Y2(+5r;j)zOu3NX-kXBC^4t%v=a%tD zo{5=f){T|4A4U$;mmF70R}R$P)+q#b5U|spyXEx7`zxzI)K;e4D3axz!H4Bp%Wixd zA$3wwmMh1$m8aYGwqwxgt$ZDwv$_vIIJ#Dlb!X@7dy^oF4eP@mokQeK{ppsm)!AOn zE9Ya+mc;y4+Z}TR9F=gOtuoeSq=YrObve>IeV-xdGtnvr#+46$O`k6#I$X}5msQZ= zs%QZlXKS#Lp@SpX;*}FRi2buGf6bytyKGTufZF%kv9g9!{UI`B%yQBMsHZvegepYl~Hz2t*oM4jFNhlepzNlZ-=Ci5AD&3r5o}InSYOchg zK%WqwoS~Q^-n_VC+bnx@5zrxIZ{zQ!GP&vvL^}6Omxj zvb+PX^Hk)^Q^+r)*omb|iFbA3hZc!648HD#X6eYUOb#ElSi5|ucxekg0v_sBdXKP* zM{ZW_byQ3>_?(@uwuUjZ7w20+9}4X~-|KUHnNY(`6>$iA64z(wL1^1Fu}kFS#&6T) zX~#A$92_(qhA^aKXrw#3wcQf5Yv_f|(AvIhKl!%Co>bB>t+a3~Vi_2*^N+B&^^>(Hw!B{h1e>2)cA%JqBiE<(OfkZSNWpN@a1t&ynWZ?B@ zpf#fL`k$h|Gv3w~s5bJWmnYCN&Ay(l8d-pfEPoxOF=mX{Z~XU{wSd*K3^r6S`W9bx z7na*X3#*}5JlJ^*V!R*TMrQq%9OehC>in_+P#zZW`WOE8Fcz?y_gk+bhQwO%ccn8* z!S!3e-6hEf_xvqcAxnq-ZT~i4_04bl%T>hRU(id5-(M<{NUTRzi8gWo)btuP`#yvd zeHv}`70oM35se`cRnHL4%P>MsbTiuj!IMZt_5KCdQwZi9M!Q0JnpiFNXLjK+AZFV% zhg?sW=dErQx{sQt^LcCR)gd=G)aT{-r%N?sqDHEXD>Qrp(tcy&PWZ&qLQlz5$&dqoafDWU7|d0hPsc@T z{gdLS4GyS|Ec?jI?UFomtH?8};~z*_7_q$Rap!*Y5^mTT9T4tqb3DBNHq-KW{Q8Jk zd98Ud*P1a{TdZ_cT+4WRKh1P_zrgfc38XvraJsER>spsmm^OWRi(_J@*?SQiwPla6 zq?w~BBhi~HH}^yd6Cmt|^)Gr7GFyj@q7bjWUWdTw+V&>hlng_R%LP2jY+mWKyeQ4F z4wtUjBXz9civ?6|9eb{?+z;zr$r-P_V-#5XY1uf+^0{Zo#Q+J}%5Y?BWcf;axm$}l zK|z?eonkev-om$dX=*uK1hpLlAamN3I}GSn`{>g6!Zb-65ff?gJEV9rDCV1gc?AEQICF}VJ7|Kc%f|041^ z86^unA>%Ec%l(UI*|iLmcX!$+U)^&`%>>b5S_jQwvkB`=oNQcSfT^L2&pl0^bB4<4N& zyVZ;BMQ36YlL~qtO&nBhlx~?>RtOGR&3xExLyy1Y(?U0vl{-}` zn|2H-`?K$RvksGST{sU`#eh%TLE;AQAiK?WZF6F~i8 zB?Hex1G+NsL{wQqPnyqW-OmaOwy;6v?%)uDYu%wC?GHp{=qOw5Gk%{K9;|c|m7yby zNR;9`Dzm}I-vSW^Qc>IA7THYc1A(YyA?ealkN2fy;BS6w)l!kxS^U;A2N=^I{#GlY zCbj$N{BHp&+yuPjw|!znaL?abRl%!?zXi3|N$ZS$J6>T*hy6A$At$v~xA0e2 zLnUa3%UZvz_9v=YEe^VJ7_G?!q-(O3HQm3DN}-O=;nHVFDSBAc=(Dda1J{1br}Y>W z=GZE&l}Knay`7$7R2iM;;r{?Yw4WIN^{Lt}LXNl$Mx3H+HJv`fGDk}$^Gv$LB%G09;$}&b`7wxD9gHhV)0S2*% z6yp%YcJ=<-{t+M){OoKCu5NGOzWrYMadM3MtGyV+#c~iQ^?lc5)2JZD=UZe<<-1Ez z3ceTRkh;N^u2EY?;~8!0llw<6xxECb@M*G&%MGn=jGfC-H3aS%Q_Z~HQ>2<>xEsk{ zc`rPKJFxlcM){hjR+qBDF&;bWRcaXaIZpjPjUsB-H5@&P;bQ!A6lk{-Qb_kJ;13P}c6w!f z86WH^7Fx>Ck8aqO!fzl1W}>DJjHC{YvuaRLH3f2 z5uY)#`<8tQT1n+ydRI!rfVgk31*5x`DIY9Z@s_^mR(rO@I5~L7sJJYF)^Wk5W%7fv z&ETA@O&F$s&JVnK+rHb4V{L7EPt;0>evXH{x8kLuBU+Y^L8TlJprae0QQ*q|QB5u? zfK_$|-#~J1`D|8B3Jy$M9Bg&@B_)mYkJha@n%~$I9jRfNn0MB*zX0Nr9-YS}^=Y~! z9uvW+V0U3x>m&>NZ^x&f!LdZ;JS`yiuiY^alkOb|Q(L`N_pERr0Zu`e0gYhj5P<0| zKV81J{0R04#t!pdekWMwbL(Zsvdj<9Tkg4427~E2j`SUgL#K^7u=GzN?>-Ej_T}KG zb9&qg({LQikx%FJywwG0z(V`ttJnSV0=qT5Z>UIbtjG7oYwteZO_6A;@{7Lv@owy^GWxqWOIenU`z;-mehONDJcm3bK^U{M-Ykm$ zHN_Jv8D1Llb3^=r8K(X=5IDWwIoh8XmFd(E$D$gK$Qwwl$vs@0!oPS7#0w$MU{Kn3 z@vpg@wiRljg=VL<-rg45*aCq8C%L*|7v}+4)Z4GIyE4|+#0i3w*EwPwPzSXz0y`Ub zx9I~bIB;roY&*It4+1WZesBe`H1VL~?lz-uKAxwSH{WF%E*L6}&tD09$WRG;AQOA2 zX90nD7*Bs?9RMsQ4^R?GgNUVrrD9oO|mmL@vh z=v!%<+b8ZW)pJwiGNTM<6v(66?X%+p;0zvLbEp)$;~J{|V)8I=_sMM=vJrBCyih&8 z&C$_mB=UT#j(BsT-m$&l1S*GUfihfgRib~cT3SAupEX)9Ie0_(B4hL`TScfpKUKP0 zK2j@m=UjD=oZ(`RQq`mNAcQVN6nDgW8UMZd`+-;$k-WDESNoj3;Aq z&~FV$(Fr4YXP9tLTw>^_#EOi;Ga0V05nB@o*nGf`bdBH*&YFROcY1`aM+q;OTOTJ<6Koy-Qgr*A3Y-7)lF+;NUQ4p?ENxn!fXs_O7fThbEBtoL%78Cb_!`{iAn$W3Q7)u^o5;j|;zKwL~ z2)k}D!A*`tSzJgA3oM?{giz<5bN8*dgKqi< z8}arfe$5?X-8>IYcv!!0b|o?kR|apw-fG8yca6x9MdZvbhS;7wf&Q^Aq>t_U~nU7f|+@c&!IKQ(|INcS^69GLhr7$&#_rgDtMSpd7M zssf?Zi4rvCc0`m#zHFTk(NW)<6$TjoRBiO(Mzn;qZI2?;-bM>Vl&;P)ai&^e0djgKcmRE_7aVhOzx>r!tjRuHW zq4LvHHR*@X-D0uFR-|obS2848;fa#()YJ{|%KU$KmBXYzVU8g_4tKEOX4Boa{zgNE z1uAWUkO6@(BF_1e{oeA`Ru;G+!1iqO+touO0$iRDCX0CiGy7|f0#WX|FOnTe_jUj8 zKhjE|lp66+AP8Tpk$ed(^8f6r{F^2X!x1Kj)>Bf$yF`m(dF3YC?b^!A^?9BhlPTqI zyS=rAf$x)ryb{ax`O+q!D8?0oFBeqrC{_%=0C%5+ITrW)Oo0`1z7u5KV2p#6OtU!J z44;_bic9tMSIg8pBtz8CEjfnMC^e1ArX$5_@pbI!o=pbmRZ=rm5_;Nmwe8-fZDERS zF&21}-PZ!Kr|mVSm}$J{h3|O8*|QK7+pcVf2Z(EaH4P8}Kvnd%-(+ja6YL3*dp1_h zE(CLRqY*mK+owjOaJl`0?60P@+z<=OaKm}%M#Q@7T(+l}*yL(QB;I)ClnVcd8g)%I z{OM~+X?7_FcZsZ;%BdO;s9HR^!*z;qU5#$waz_UBHD(BexAR0~+Y|JrzooRh&Nct2 z9*8JC5)(Qi<(y~MZR_d`(aw|RDrjS=rSo>9te6-2Scz9-_fXc3=5QW$8%PTT%W;Ra z+hHrGg>WqhB)7BI`>7sLEbrLH1 z@^&p{jXm3XCC$km2Fort(Oh)ww-vh^y?_Bu?;Li0Bwu~V!y}@eIowKL24hU|X7Z)C zH{r7pqrTA8Kvx6&f>w-z_FL2bhLdkZE6FkheCRkKaMb!nyOCz^ zStqt4`kSKcNV(=7=xfw#ggLLa4vhvtGl+M-Y3K%B=QpIZX}fCEtUnpXGg63Dyap8a zo^@O-bBXO!&Le~58IHq@_U?;UauF?$t5p6(zFyMga?3%!2_yk~sm`ubvU}%B=!YWZ zCyv4V$y(wsJhq{Q6BVv$M?q%d8Od>)>=DO>^4Iq0?CZ3>hJfv3dA--qW-^Xm)DPFX zV1YNV`KCVQ3-}B`;h_gT%F^T;nShbGlE&tMdm0?_`E*Dy{vMcJLntNZ#f-Hk{mebK zVfoe`-X)-;>R>1a;J(7Ok!fREIO|zrm9KU+d4z3bz@^pW3zb@-tLe#=<9X#O)X7Dc zst+e_yW63rq=Vt1bZ?wXjOx@jkIEb%kqw$(QXbuRS>kl2MX$6Q5s&y)i z+Yz0g29G*T`{%w)rqy+_J*j!=?)7E7U|Kq6YqVhc;m5)nu2|EqbWxRhjjv^v>g(&G zCap>|EB8OOw&})r#CVRz=06bA$Slw-fPDQ~FllZa!}~P?q7-w?26_AFtJB?2xd-pf zmIUiv^fclcp4B}<-mm^xtyfdPo7BkfgGCc=>k^V12lgq|spLB;Cp&5o_X9xDWn){Y zC#1UQc^nSSDBik$k+U>vO#e{^NV{u+~@*g?;*ig#4w#{Y^abQe|e|9D}AmF!4DCkE2 z`51-iKOUp}>rUV0MjtQP|8wz-dMgXPc>ecg4y0!f3w_BkjnMZCR>S4}g1+BDAZLh; z9q119924{q^YRKwpkeG0s0avT{0D;b7=l8mKG}n=L(D*+N6@QRKv#ar(J8(`xTO#S zd(bVY01oIW)}^CM_!=u3W`q`81?~I+6H5Qm?!X5X{&Iq*0*IIn(q|8%fhG}xz@SSf z576-SbO@#ch!)C33ab1Artm|I@1@DTcW9Uu zN_!Us`~kB|{?cx|4+{R}1RdxY#I+4Mb_6j%9XLTIzhLwL1A6EMo#O#b{DJTrK~Ts| zh>sHp2fD%w^7!TZQdZz#%E_P@$n2L4%^i^R zEM(3Z)dOHD(6>Kex%NvK65$NOg(}MauJ_X9ne{J|%_pEYzv{h&6>p&7+t7GlA%-ef=tGt;>Mu)KM;#{ z2nx9g>2U?&L6yxx-oI+O)V6fEltK4ifdc=4ZRmcPNVuU)GOa-FzucjRIFNk{_NYNu>K$z$3JR+Q43P} zTkQ{Kv0SSC!70{%fWO!TQFQpr{hw@t0RMshMW)MNNl-kx^+b;^TmL7gAPWv4%1i(M zO)08>(7(t8L0xV_$SX$>{y(B$gnIA~@E4UJsEdvMZ39JKRxEZ|@gJnRe`)a-ozVCF zEr=3|^8cWJP>S>)^e-|&%A7!dpdxt?6qjy6cK^e}AAI_y`zMniC??@T^iaderSnVC zA8fk*5Be96AT7?IKhR$^V!u@Ti$D+*ftVqpE`PcFKO}-UyMTx<4K780a_FX!i4%Gj zQHbs=+$;ZFCG8C~by(0HnRnTdZ~u|~Nh`=b*S~!KH>=1mYy68(Xeuy4l3o95;wAbA zr*8bC`xl!axNe|7&_BpTKz2D>l z&Q$FwQ-V5OFC01O!fYG^ziU%GHw;Tka^z#x%BN-VXeM+m?l*I+=_3f4AfaJ##DB^k zm^VoET2MnRyffj+^H888Cx_HHV62PbC(Vo7-u15Lg-?#NC#t-*5$?$|u+! znvN8@e^$I=(e6nsxC9YZw`G1Av&^6r z%fJhR0eyn@u==;X-L;%>^3k`7HBcOlZzqcm9X?e13wK3)y;<2^x_blJH=Qau4X4Ei zPcgC=mXqYf-(YU)yWxs8?)W!jT?lxP=m+_n+LVDreJgyOh<(_qDI=xu&%649&lq#I zm`}~z=sn5Q8t?ZBEsEnKzAY5d)4E-!4e4Ra^ z7+c$>R4rxx8y-NyH_@nr~&Nbc5qWsq#o!f42K3v_rb$;)@fF-2VMH$B{ zm_=fbsZq}n>`yOnC6vy8YnP=+3`*|e@9-8GhT+N-S4dmVW{cameNb#JiU+H29u}Ka zIAyfsjL+`*zQoDgzW!K!0%s_-{&T#hDDX&<(k^AvOhsV<;zwNWrx)4whRSo(phOJ~Op=+3)qEKqJ9at=rw02kJy|skPjN(eioDoQFFW&kQc! zu1D%CpK7X^=Q#fKZdKmrMS3?h9Qsc!|F%Js8hRPc`ReH{S zHJ=Y{5sik>V=di<;;Usp)GRQvm8Qwz#A%l}w)I8kUx}c@U5c8%J!BR1EC;7NSKoW% zT!ifCXV$H(;*l#p)YVKyyn*Y^J?j8i@IazLU)VK~_sEto&XrGWzeY{`E1^F~ERV?Q z%jq+f2GS0^4mp^?@YSAoapyO~Per*i*w}vTwR=q#n?EvV=WdN173)v_z?ZMfDpt=w z@Opm0t)!I*QRKOgW!C8(U;EXvec&W5Ry3u0XQYR~d|09O^>oAAP3S||G*>2l6yaz? z(}z?M)PRbE9yCFemt)lB$mml5AvMLm1-PNds8&o2N)Y<6?)w=w6GPfI26F=A7t);X z5*#JdM~&{Jxn~Q?8OxjSi&H#J3{&mtj-?j56M2%a_?^$QR7aLhZ@q$wm7cy~kgiti~OzIG;v9aRV*K3l8hwK8Rz8 zTv6bN<|W~8Nw0L}!Z#;`=6uLb2QYT>R6oMZcNACkqoWy}=E@3#+yv()C-69KZ4l2S zy^FHH$tj#-_v{+wX@h&#_|iDSuaZtoP#_MxGhGA;N_r)dGx6O9TZMqDFm%qH{kG+m z8TuxRi3qwMXBMv5Z&WVmC8k29^mx*GZb+W7r}AOF7A&`;=|pAKQIR-?;lJt>I$%A? zh0FVvNQgf{t_gp6Q}*ulVJ^pAOr+OWNKt$ThhPPXVCH!S{d+y6=sJ;ew23c~pkIe( z;ZkaK zMQSW9FDB$L_EmfLYrTbvIEVVN_?Vv#ia(zvG)M9#|3ubwCu1r_q*L7$!l%dqV2-T& z6(TQ3eD=-xD$2?>Jr4&TjL=yY1Tszmq&ua%yCg*#=>`D->8^)v1Vp;KOS(HG4@kF2gLLOT^1bixow+l2hX0>4 z?7i2nwby458|{2JXa!-*n)YeQXqX(vsVC?$D{M@S6#ragY9D(>MqCDN%UMnFCHgzo z8uJq@SlM9Ddj{=?beFuJL63dZC6h+-Se)N^#D{ON`xNb>_X^Y9UWeTJP@+zemXI#| zwNpm?PjUD)yaORBE&syX>tA?N!a~I&{tNE}KyC$6f{-gKv)WkEe;VDOkNLD5Uh`x8 z)O-CQ3$cZ>jAMjDI`(h3`Y)!83V!p2IrDT*>nfu;ndtD#Sgap&&GM*tSZb!!GTKrC z@Em!@m$Fx0z=;hj=8~4-ji2b`g-_OGwd@cTLIt=MoR8-Sj9FLsi*-t(NZXOi6}r20 z#I2pVFs?35Wy`y|(IN0&qY*}6p@d{n^8_2%Qqt-VGWO(&o6X%K51vKqAa%u7d}paU zH6Ajy&hfJOA(lWAZMUyT=grAhlwX>)2Zm>x%|03{@bb=^w3oMAotUv^%9}Cr3s@Q- z>SFP%sQ=pugo;^U@F;yCNl+|Eitek}117#>YnP);)pwPiCn~0fxZ9`;E~2pxZ*ADL zx7t=#O&p-0KfMI%)FooC-3AH|s#To7Pj19!BG!8$&%8bQ&C{U3a8r8Y7Hg#A@s@9{ zsD`CntoeC}qiweLZUE&)xSSuE8CC=>Xk=r;8Re}vhQ(>mfQAxUmh zCokkIG~?}YMx#{oWV_Li9Rq8=la)MA^}Xe2*;-kr9oJqZD~=1YFuEE(ft^_sF~l3= zbu^ng|Fw87Hq?QILY=6WOrF@}OJtHLHumQ==4X%>G^-f^x;TX!>n%P-`e4c8hc{uO zoO{v>ARX};!+3KNkc+QFcCRAgU-QCLblF9tpBPb1FnUL!*>YE0e1tB0>%h?GbQ^>V zNQxUUmNDxX7(KKbWScjVA~UepGA>*WbZ5xgplt{I6?mI~u*eI^XYI4iZg(!CpMRch zck05Q;gip;s=Rr#Pn?vG=erGBfnL-MglzzTy2v3po|^x)r^k+936p)^32WUNxeG%( z)zNLxwvzjReiRTZ!Lt?yzajc`rh4fL&cND0^YJDzxOUDyX6Jrqw6S}hj7(Nk=cE0sVlUqJE)zU#ZP%B<99L9>pQc5z}C2%Tcq9 z;{p-ZhkP`Hq376XssLWBWO{tZ9$oO7@ZVa=v~2B#OKiU;K#+gS_YDl$73$ zY$0e}*15#VLc&wm5?({O>_&+6lyU@E(|?YAB1@>$r4x7lDEl<*`RJ8jazF|@n;NWs z>dBt;Lf;M_CgH8ZHsVgJay3tJ6hNILylqwG0(;$KxKX8lRp6t`gpyW$FM0NRCCN?&ZC2yU>1o3cj?T!`NwxuyXYS7N-&hwAIpa)#xx2=>==#|UflWdQy zqq_z$Y9gI$y%XW~-<;Nrt466u_*)56W=txT8*bPNpY%dhI;*jL3wnA6b$(3#*MDKX z<`1mba^ZC#5JsLH@Co)+1!n>p3hT94P?eC=P{k2>USD9xOj4x}e+*GUFV#6tOW}LG zd4_GEx8~Rj_Hz!zxUif~4QT*(aaiS#IZ;_rU=~WFV3p2R$1I!h!oB%DVHF>hr)aec zq-2QyeBi&y81+6`dpO1hD@)*mtEd?LQLO&t?Su1H-wu%i*=cS=CxXXcyo-*6hj-rx zeHt1Mkj)3ztCG!?Ea#q$Xq6G*szY?Cd8zy@!>2GvX+&d&D?|>zdrjYM7G&}rbL6V} zSfy|Yv>oA~3~J}PWNY0!z*sG#unkss+!M5|#s5`)e60Cip_z@4Cgh0MA{k73pLXDY z=TFS*e4RrGP@MBy(RxfdqJ)Bw-_y8*fcl6&6wy0C0>jGlcP+{}wws#4dQo7KT4rLu z*a{DO*V&+f5}GCPkDV`fiMBN{v|$qE*xiIu{ETVOO(99xkIvBr^Y*<<4`_!gC?!us zGu#e;3Vs)2+tl21sZ_H`;*v>x@}XzQ31xeC_07x`pdSx=Gz?mSH}CUb$?*44F#OcM zDWT~zEDhZvo<%(feFhF6uGj_DJFYW(WV^#{cf?<2U`c zYzf(Kc;hLLF*8DWG=|98pCe}=lbzR*Eu87A)n8lU2zE%(C<3b?$00-D{P~NKdGg37 zSR7bLN_n4L76w`d+LfRMe#YA$qT?*3$CFzz2bsil)X6WzaH&V3pmW8E!(8q_9rcpnMo`7BWRv zDCW?h(+O)gtuUjE6r#tevKtf>W3y%{B;6(db5F!z$JaLfwdIa%|F7kKEoZf0p@LuY z-FNQ~iU0B)dae|ooK%h`T@KRsNcH)cO@|3@!!dbJO0GhG|DzOHwH3iu3wt$zQR4h1 z^Tw6d=*nlS@rIp>xKbwP7#_{BG_xHN9p{Qv9h<7jo9(v?PNUA(0_(ds-c?;UPE<+z zI$r&f+ew5ROh7Gnr_VIY_tg0;Io|pT1zu)F8hoD0^*AfTUrVA~pZY)P($@zLV_wss zV7+i@;^EzW%sP`lG%fD?amzwno%V&Wv`8aQ#9rs{9<8#}!Fn*S@wz`$YI*5&#QfYb zP~nL28`~Yj_D#oy@7xpL3}l15)>LjinPs==F%q$NqzHgRlxe_Ivj9MCArC||{4q=U zWIID3IEu?lBXFw`6RndxKfFzBcmEQawRnqE-AnEALaK83cvt#aI zdO=V00P_6MPZqT{Fb_hP!t_edpq_gwjuoFf(?xN0tS7Yb0A|}+*nxp*2@W`l^>qhi zJ)YqRbhCuwjy;`j^7LS9O|L;(1i!0~VwD3|anSQ{yv{>K{+BXwY}rJXGB$U0^qS84 zXle2niGdawL=}Dg7f1be0s1N#)@!hy?D&!5fF%p;!0?V^EbcqP6?m>(*rI@)?GMk7 zOKrH^<(rJZp;NF+yqJUT9O#CPpfP%=H{h?CFC|I>5_2ADwNWwpV69 z=6l}UqR5w?ehXfik#N>J4uy6;Jm$UG2j<5OIBk#5ZN?42rpKm_9~XC6Nx0ovy`34y z#z}wN>J{#^WAR!F&TqY$-y!gVNAICHq~1fQ!FUk4{V?LicF(xCbRyZNx|+=Df#uEP zB2IVscTdnN7?xWi%(51@V;4n`C|=|%ZaYUjbcTBcMc)M)Lmp{xu}{w05jM* z-xX;E2RCqC)rwOyO1%+mL(Y8}5AL+M=3~%@_B_kV>CNzwwJb#Eg)rfUI{28?Yq) z63v+GQg(RPyAJ2#Zj0U^hy3fq3?KpOJP~L?#$K0k@S$o(;K}jmr!>J=g}7|tE$*sVwbOE z3utTs*SOWKBdVmiWS3F+*UMtu80nD^7<$D^2n_w7%^oNgTKzv5^88nJfA}8^0ao8# zNruGQJiQFk^d>xW7j@E>tt})>6x()>TiDPTh1q#NI4j@_Ewwc0H6RUg@vU0at+vbP z+Q!gY1Q^4bTuxSsnLbfVsJwY{l zy`6M>0MHmmR3vgf-zG+}sbne@T^|Di4eolJiB`u)?~iS4ttp3irm+}@|Otcll^kYq2dUvL) zBYwftR9Izl(6*6O*k;4`ayKBiHB;(7L#r-309dj9WPM~-R#*dG^r#rzqd#4kh2MI+ zpmrpsuf$oL;4@6<@M#_n5|cf?ppnMkF}2^JwLFDb?ae<4Dsf-3+}Ily>e=FB_c3&S*E28C^qfft@?;9YV)hKx7py1csVVHM#}-22jtECkUOR%yWw z3MDJxi?K0^FnsGx0vOhDgLy@px~$F$z~MJ*I@YO2%Ytbjhc##-bd$tC3ZNu#>!0u+ zRNpWr7dHyhPbNcWjQRk&e0PiJjp|GO@kQhob)tKh>YCdp$agByO6izs$tt!ohQfdD%mKmgh*-8MRN7 zG_KMV@3)tY;|vQ=!hyXdgAI92#zA{*S(?LacQNRy4!@sdB;K9|p<_XoQ9IkGD99Dt zbnR0T*D;`XE+S zOwMluhG?giI5qdULJXM==s`RRHk3WW z2P>Y!3Zvn1`(H2BkRC%sJ&m&e3`y7=n858_lsr9%AG)CVPF(peKk^`%@h(vZKi)^;J-8}>wD+ndCo}YM@+k~T=CEvPW-wh zitmD!E{JD^RArd|N+8&y|BF2d>;J3O@RAw7frtPw4Ac?qzqbFIfn0(r!O)AHH77HE zqzC1hA;I1-krd|T??tzXOU8#|U0;$G2~sE# zkft0=1QGLYi1|y}Q#6+}yu(_PcULO9 zB?2^=NR0Y=_j;+As*$Bexf<#Pw-tUIWKs)9!XE(@My1qMq`qvVZO8{qZqF%4r3ZgI z@_4vd8_9o6(Ck4?QLFhChAgUBNB3@X0R9A%)_EB$_II%z-M@s; z#+_kk`BIVt)9UAiI}I$STwe6oDsm131W6qqnNUj+WtvCbZHC;3<>v>+ObINg?5 zU5inhYn*;DTUbBEy%+Hg2Wv~k5tu1Svak(Nh!Ms4UV>JJ;LL%*v}awY^D;OA059mV zNM3wxS5!&FToPT~h>zmrn}k!?!-;8Ln=#*Okr7Y<4Ot`y99&~ZsU`jDqL^FHTVdYB{ z+DWc#;vijO|0R8t#FOB4T?E&D0L_&db#_0vH7=M_Atw+1d-@fzY)<3(2Nm%z>48h8 z5`TG-{&<(#tf+YRs#sd)BKMu1dS4L0(m<88=-es~{AN?mYb`;Wts=W6U-$2-O0Q*q zT>hi7yPFF;NuC*)u~YFb!!!OU-;S!t-+m_eBn0U*$mi%#NcPeHhR0Xn2_V_0v;W0$ zLhvMS`c3oOr03v1i`skZVcNkWxfE1~$xbppc@_M4PV2$;qZ6$DJPYzKt#&`v){~q+ z59zxLvQ`cQPX zd7uP2vx9=l%|Ss5!crkZAi5xgLksqy?G7X5;ADxBcU7qZ6V zo?#uoiw6tKod=5@hLllu+-O!Q90vll$J$hOs@lB6PZxacz!BX1;b=_aN^X4lz{Iq+ zofZG#PR}+Lfs7a*L3AH`bL9yANcd+p(E?l?2Yl6QQoWz)m_(B?Z3A;r-&p)KhpO>6 z0UL+UFfrnNGBuQ**4JkBmXqDNzYe3+OZWHj-#F9$-12 zw*8dAV;TgUifsRnZ;gI3-W~Pn76V}NJ$uvhh<0iebFvzXJxlX%-}(KdlJ~ zn!&F>E8wJAYaninjp z7mNh%DG~7#cQ5??w-3XHR1I&Wt`#zaf(0@oY;HjmD5dQX?|J2{fu>%)=XD95HuOK| zB~Hfj1>pfEPM_>v57jYXpr-!wrBNGfRh+>tC9-}B?k_#EQEzfZ)uuw2jNT@ghb|dN zv{{ul)_$>_u}Z@!#bDo%QMGErT1woM)RlTfp~1tAN8FV8E7>1%yAZCTrTe&=%dMkv zgw}P}>3ovvJh8HH-tlcRsX>oYFS7J2`6xigG@~}Qa~~$-{3Kh~QsrX8Eac(V+{~BF zikeM~{gYBhlWiYQls+oCbF-H}vR{Fd$xJ~Dcc-O8S1_;J!%JAtR#;OGBP+s9aOxtJ zp0q^4wER(R^;`0q+uqu;gSW5I(dp)+l#iF!poh{Dy$I~u54xjIO|1@T7cy35Unu}M z)-TyX0$jm9; z;_2B%&AnV}7d4WVT67U3bt-9{1ptymH*Wk|pc(H`eJ1 zOCVOkX)SqM1Ac3znR+*n#jEkwsNmC{WhdQ$`n90`hI1dX1&!rAL;UFbD+;< z&FK{X&FP*q97CtV2dVfdMJ1^K#D^epvntm~@BQ~G`U~H=#^})nWVl%Bb%k}MrF3C= z5-A!>d8MW5ed?_R2+ThXAi`@x2ImqXR~@P|-NP5R$9KnfUAqh(L%%*Ac{ zd;CVyD8T+%bsJ$0Xz5Wc5-DbW=)Z6MC1lzW(dkjvMvjWn{b%1iFl+?_Hwag#t(Bl(bp6f7ZOl*NU^a=V>$l7g97}n50l4Q>})ucX*p*i-e+>bT|i1-h%QsVu2aKv{LXzT>fQ~YM4`;%#tpm$&n$#kFb&=Ut-s{ zuAeY}yoD*H7=hMN){6ikO&eOoak-Pa=8$cYhj`S1#Q>-$5tyeb|17s0F|4}w7ubUE z$0q0}MF}u+W)oq4PF??n>K?;p3`j(xy)M_%2{woBr@_l1;w65Nqraa_JISZ2I!rzr zwo6BEMXYM87bxx_*&hJZSJ9~rNY!ce&+E|t<7IOF%YE6^|3j}g|IGj>pS3wIW!qG~ZQrVHnb%yV z=O;6B@0@cTZZbD9Wo>Y`+yN~X9!ehHU7mQ9X+ZxP&Kq3c&fRBwp>N;WeDZJSC!e0P zo|U_tk25V%#OgUG-;8ViO$FY5fqo(QlvH9U%*j48{{mJqva?zD)q{tB&~hQ-nN5;g zQTzx4dE0g7Ir?MJz{*!J!6yZgI=afx$+PJJsSY|8%uxZ*6BVv%KPi~mv`=aNYQ!W z7)F<-E6o;*&>3*cl$sY9MN2)B8PfkLSm$NAb_#i+lbt)g>-VC)9G`{y$87FB{?d`{ z)#Cm17BS28R^4fv(PcZq$G*m1=Z^P!^3-(Czf)&*q#ZAQ0LLWdV2}|bF#at+X<~?z zgNujE+0=s3a%UX|;oSwWZ>F-X(;X>6txK+}f{?tCj5{W#Q*oxOA{O*S<`V(A;={Tp z5=62$Q|>17fLrt5eRp9L__UDmb`#D8(JgG}B$)IR=b1(rJysIWWsuGoc5uV58QaU4 zr@#bc8*H&#Eo~pVoP%o@T)qL({t#@2Ns?gE2y{yBOROO%GtLEqvI>9zvs>If`P;sV z@-Gu}mu`Am25qj_%6gW6nq74V1F7%rsxaJ5w zhMsS0lDi~dG6QZR`jJl}J_gZ+09Db$WX>f+BoG?;&H?i)KYBi#$|I=<5x=_^vMAgD zdN*|q`8BlrdofTMu5LBHTfo7`{PqJk7|)LC9u2E!_Zq_N-PEigb#~BtZD#_mWD!G~VK1?b4nFLsE=;6*~0nSnj~r6981YCtkw{7iFU<1w*B#n5qF2Ysm= zk6YH8-i?QT4m~+wZlwE-iov(+1a&Ldsjr*c3wZ%62wIb5iDh_TZS4+~hS(T&v6? z4QL6@3InrD*&xvNH>KJR@ZAW5A$P0qZ8H^bpDrI^+jr>7ZfI!0 z67yuR1tMQZm-ynoKKZ1Cucd)-nO@a(a=+RMUi({>#d6IzmFg=4$!-X**$w+OyZt+X z1r^{Y_gKP`{R5T}XejLes-hkRVhKo9WcwjTBHR=OnvE&kG>0+o`*hNWVcP-(HWqE` zUqz;Pt>74rqEE{~=!k|I+=%bnHB{&?!FsXN1bgHZBK2XWaBznbd(uaRh3l-E&MF7Q zekUC!YhyPSGTr2%M&gI>RG?T+9l?*_K*c{vK;}gB;=Vqw$oZI8*8Z4)u_|U7Z$D?u z9j+C#s4<@D;5Y}|yce8`RQU7YVmulmKZLEYCTO*TQk0Joy=2jN+B;WSajc)LxkkdE zov#DIX@T1mJv~*>?Xw4hlzpWy(kfE1pdI|y(f>uB#K@-P>)Fit z<9$MD>+O8%mQ>_+F2#27{t?3tLI;MWsJ8sdw~)S6xT*tOwnp*~VqVZt0Pp#{}woA(xKCVZ)qLdO{7iNqwiZ z|HeB#;i)Y#_s!owSaOqZk@~?r{U|P0JWogY=x2qbWPI`%mwEIG^|#A-nQ2r4 z1A#|47yn3kh{fUlzZNedOAaUkkpQm)RS0wCKbwD3miy1<(V-qHXE|Y1Ot3v&a;m}$ zX%VTa^svJ6dikY$lK3lDX8rw9%T#~IU+`JJi%XnRY%QqED|j8&f(>E3>WY`%snCb7 zvwn0|xn$|`Tt8hK^X969StIg*t2exb1EXSyrQxS_`K{G&0>7#&ZuO}|uck9nkJCo| z<^8OdoQposB!W{O(;3AF1}KTYULhKTpuhUg>&^8hXMIS&=uxFk<(&3%nd5v@3a7w_ z?Ny|nCU3_0X@d5$wuD1)qEJEuD$ChDsPQ>g3>0f)S{eJ^XkJoCsO_soLCgTzoB949 zx7BuT(Yki(SHQd?bZ7Lh@6JCS@LZ~g8L$K$2bUFB^d0t(19?^4dcE6EaFA`GbbH+PoQY6Wa@CtJk3EeibWkcWH~*Wx+OqnQ)f z2`L_ZsaOg~RVoEpp{AB1A0f2_&OeJI{`cILbJOGbix~OIMdvP!%H+3)imAGO zgQUwbyG8*1Svw|4uJMTVyVt#Yq8B`Z*S#A~H{4jWcPReZ;$2Emc7$ohF-|$&)%mv2}A(?4Mgs z)RO?AIqR078k8>AIj2L(Q3GJkX*?J1Q7w?`6N-`+GrtAihujAfWh)6R!JGsS>Q?C0 zXjVRyC1DghiE3&?&Dssd<}`vI_`fmEAGLpUg(N)@cEB2SYxS>p)7{!n{n|_3E8cVT zzyNT3QAGP8EWAyO-0IvvFk<_gyI`$h5e(qr)O+e_kKmqL7!>;sE7Sz>{V9}fn6OK$ zwr_ea%6$$gZ#Qx?nr2^S_k3Ij(lPv+1TWg-QJswm?j9-4Z{%iZwVE;JKB3{q2>XBm z@SdsX6(80M?8jSZzmSWGIyUDw1-Sg6-3|9!L{Wq*@_=dy5xNZ=t9269;Ruv|84+m^9~+ zz}B(E=%N52m%P=W!tahM_!M)GHS?>D>Qy!LxWR6_MS~>N=VC8(&{auMDxc)YSXXeF zRs+ondRZmH-~9FL2%a?6Q3Hx%-x(nPS(^TWb97%UmUFba|Ke$}d8ba6XFzbiTCh6f za9lq^%SU)_@9Rmkr`p8XXjPTKR^9{Q(&70Z$BAs0GgLvu$ObL%nS5vKT9+8=nCrm% zcPjeu79O}W`YVT<9Gl#7hnC=KZSQt#gYnbPVfPXFWEfoocR$L@@nFs}H2(l(Vz@U} zZZTF#15Zr;Xy9@ zIX`qIFfw)2LiScW(uS!OBvC1QXJu$G;Y@ZnX*i&Jb+P%urwM@83HF2Nra%w9B0kz{ zj(@#^sNj3;C6W`%Kx9BTG!)u@J#3dkAcSk;XZ>td5}wl|G5i)O#-aSwS7(uYLnBm2 z*LNfKJ;(;Jl%kB%x{kq$p2`}z;AdKzo-T1z5`}L5g(w&9_tseF6W@04b%7fZ=zKI8 z=mC^+C@clyL~|Kxt4{Sh3(BQ zW(>inViFJLXIV}xg~mgjKFdwFvZOU>|jGR?;~ zmE!PZ-z%&FaQ*H=xWw2+-48|jhr%3t;y*>0gTj*pF^QNSAei}n3$g&TK~3YWKz^#K za6Qx5a4g?`)ZZHf(lY1;$bl!7qL_D_v9}T12D2!1s@1aAHkx{W^NL6}h%1n6v>+C< z{AV#Z!&i&F9J7OOzYK`rpg{ir=Ykyj zL%1L$6O}N;JazmdkhhrvaOqR`Or;rZ3zwTZ@B7vl1(v1y_#MG zWknKYb_{X{5=qDqm0>z!kxIC?d_f3`-tWC53nl66AD%4S26?ADw}jSjUY^$M zX*twHSaGShN!54&s(|me5{zn9cIltF>5A8El$6M`d~S^YfM@DhD2o}l&(qBlr^vr? zwg9L(`OKNyiXqj`S4ZsqM}&rp5sx`N#gxV+huQcHQQKb zeO*_ETvg}Fab}joS#+kV4?%n-=U$lBy%0X9$8sT;Dj(Lb-{%slM|M8)Q-7RiEHz&a zCz00zQNMHzFcY&bAxQGsWL(o6d{T_STsew#tVuS9>z4!#F zA4v=YF$x9Uafxy|N-z+*e{Cq7GUNJ!r1Ow{ za93cu%#wSUjH6j%^n8ux7&F2H)3}jou6yu+G)>*)!$&a(2(IpjBbg2F#L>h z-P$i%@q_Bmd~`IRmQb6V@=KA1$TBv4kDA>Qr8?*ED?XHa`Gf3759kV*4z6ot07@)C z$AQ#J|3v3R>0vC0*8_$G_CO5o(s$3-T6rA910Wx(SyDIi?jfroUw4&%9u?BhCd3qHzRhb=NnM=7&))w5iuWx!Z$| zT4s_}!WXEx8;_iMEZ*2#0(`C2X#Ein&j}jYL)CSmC=I05hwEwO)LO2%pXS?+%?{M3 z^bHKgy30Ms?gXdtS5>8*BlE7@qlAiocIYN-?-L#;F>78P-f?lzikQ(|cnH<4pm&U& zw@+m-|9LTOt?OLhlZ_XeM;AGS6o7>P-w3b!_+Ny-mi(*#i*Q9N{f{_9%CxB#MERLZ z+L1B$!Mu$Pa}uqX6;j@E4+PYO7o2tl>~wFb-~0p!#LV@P z3x|?*|Aq|QETLr9p`2vdW$Fn3VBGp%pyH8U0dvjE5cfbghlAH}5kX;=Y%H3@P=ydi zI;y5G&@!#N^t4lYldN1RRnEpe!P1bVw>u$oQol?mw?>DJ^RoLMz2khgTD|(1-|uvx zGDdl~TK`V+3su;#_NeX$i4Rpkhx^NHc>O9-Tc}Mqj+QH$$ml!t0{-MXzZ$ZN@gM}h z(-%m1|3)JBqi6z{vK~EStFV;~Sz-^4V##BV*PGp_m6q|lo=>m(7MC2+6u=XN9R%^2 zYL|UO2$p0&H$KN2ls$2qqrRmjKEt*j64>6{XCK0hrFJw`^WchRAoK!C=kybEI>NH2 z^WO+pC!)OZvih1He=E1gl~x|#J+vYmQvTCN(Ka;0^0?F5ZY8&9_m2Pksw}8KzNvS@ zuDXBHm8*J}=cv4MBxjvgAGsB3ZClprof16cd;$$}8tXsjZyj9Z-u_i2iZ!UeZ=jwQ z&iAybshn#I`TEmo#EB{(B3!>p=BemPl(kmXH3vN(wq%V&{}gZF9D|yO7nhKpb3lrrW9Dm7HVO=CR90y%9NPo8Bo$XjaleOT__eb z&7L9fGf_XP%3AQwWZAHaEVN z08Rl1XK~KjI)wbk1)YfwYh*qNw}K*k1D!L)vg!vf zy~9YvXhO`}73a$3pZwa5>;sZIYsIp@;o>lj$D{s?^^8^_0 z4Q+s{%oy}dFQStcE_dH9m2y|c`|(oL`;D*{m`ap~V4s+f7t~7iDUo;jlX(5JMWUh` zoY}<3vB$pE!Om@&YUF5*#|4}z$?MqLmo1^XSF+OXrIl};5WWnmB0#$TSDgmfz5kLu z{J()ulU*|FXIRpI1D_8tPhgWJ73`@6&6-pe8%Gtr#q@B zSujHIa|+AZuUN5x3G@%KnRjNR|ZPFJ7BfSu(ttSyPRYB#jhtw#OnHC6?(-Jn(ky=u?qmrJJ;BIcu7E@7UigJui4) zMe;doe7R$~bvkm&I+=wT-YK&mbnH*54N%6lDb^SY23ZsU#L>TP4xI} z9eci?`CH`u*qcmeAs+Jjbi#R3!=!w}qCF39C$WYIy_HYNyb?tp(r&C(F|epF2^D^H zX$C8gi<+ugra!HNW0VX#wT#a@m;M?H4W>@7AHNmkL4SmE-l~3pc%A%f2lC%8_Lb}2 za-FQ&459C-4n>&Kwn^8ZzS|O*&4`yLbw!5E^qd zB-$k)tSkr1y0lOmPF1fU(Cc(VUZkXWA-$v!p~nU*7+EA7Tz;Eb_#F{fXw-83Xza+l zPU!2=V`y8am6`|U_~2XlI(<~SB_)6XhNu3rc6 zo+^KMY$J4Fim3Hlb5`!j@!@Q)#qn2kTlv)suf%gKQqipr7n&BZiE*p3YE0B|m$9h* zvIpoghqC<8GOhlu13s>Pg1lT@HuqyL-&TUwGd^2ZHaQwM9@yutPX44K4j8q--cbN} z^}sJ2?WGIK&M)rHysRGEFK{+$efV~*6h`$V_I_QfwhUw*HMd&K%)S(ro9j#{ZKS1s zP3s@3WnXg7cI3VwpO#x)-{TQ!I?OSq?as_fUy-#`tyPJ<2Rw@|8)~L2nck0I(a&b8 zk4*f0qHnQ3Bf!RL`9o0tb6mg)L%|Nf`QqBLrSRO#*WO3hUdG@VrQNHDO7)d%m?GN3 z#klypHtlh5XG5(Wm1X8e`?qDVBmm9E5hlwYxvVWgYGI3GGBKpHwRTg1BhA`fa_494{&<-L3p9H&_^@!x)*_A z((aOgjP+rP&L!gN?;cEhkfj4!XJ3@mE_h!2>mGD_7@Y&TUvEc$6A9lN$P5X9wcij< z0ZlWr& z(?Gkh2!90fn=gqgnXOw1y_!OE@40WPdos4^@R?wxET@bJ)%`mJM zqcX^Hgg8UYt20dha|T4HSLEol`iC6E$;Y2zk^beZ_b^b?|BWvc<-SA47Z-|V`EZKC z5iFZgk?;G9G^f_vOWoJaqlkJxB696;({G!%*5Yx@6zP2bMJ2b4iqqh#j`*dBN{$gb zXeNY5V}^#3mY|hh&>oS8{oHTGeZupm)BD6bJJ21|5Uv={56(6yjC>qr$Y^zO2@g=n zu#ajeHXUcFw8VBTZ204X{Nbw4QHgVrk}ar@8p41X)~5O%+E4()njd(09nuSZ+nUy@ zE5t-Bn3gu#eAW6(B-sUH8J>B3g+&|M!!J>3=BSNJ&Cyu#&(|j|<<@s1A{|LwYJCSt zUOzRO?)#G9WtQKoSLmg{oEp@qFO&n!O(y%FY@@*64PL%j?}y?;)|_a}t-pT|pI=4& zHkd3slKZWgnhcm6$F~f{yz3czY8euLmdQt(G?QmG#Hqm(g$y)=#Cr2kpKWO>(cAp{ zH`y^*Db=#X3x43ocO#{=T(O%aus?Yldl8vb*#^sB^*{))NaMXTg(i(kJsJQ*%DFOo z=WZOiEX8_$+!^KY2J_ZF%W$9H@G9Q$U)5p7P1l2Rzu^W^xlqr2DjM8^UCQF=xIe60 z^p>2_vM6z8Qhm2}n-juY#&|#YkV_jT+Q%ir71q18Ka!}WhG-yAK;MtJg)2*F!cmsj z&5W@T2lA^T-cw|eT)IGeaiRfFsn4wFPtsEtU@n0@flX$|rI2TN(cGMMke5IIk!0+f zbv2A3PhJEOC1#Z_Rd98IulN3Zr^KJV z$1@?0hx+PxORp#-{jW^wzWU$(o#u7_?g*j3kz4;)ICVlpExkISnh-NA#0f1bZF%2B zee1_VMDC)e5q+>=aYIp62}k5@<4vsz#FC(CoCyc3%1cQzsYc3_W9q)mlwq3it>X&C z^tL!|+kIZ^I2oshCBsr-_rg>Y=Nq}jgeJ(9Sst1Eq;=ukmwGuJoT#jOczrwAyQBtq zm9OefXfK9ryAoF*_ple~SjK5}8(%T$q(rw3AY*Rf)I_n*7gdvC!Sek|Pclegw8PKT zSFps(FAW~=m-!C*L@wA-d2+-ctitna>BY|*Q%F=4YeJ5=X+n*ACV=tBI&QwFh~(dS zL~#cNnKgNHH_VR@Iv8wbZd#}cArRCjx zw0Ro7FfLOsUE*hH=vl<`vT%RCK(-(wqL!J3wfBskIPzIW!gOf?xnVG&RV707gcMl? z`f6_c(+sX}uY`G`a0iYGSi#4RK07GBc1KyF&#;jZ2a7)wULt7g@g)1Pl~!V`Bb2TC z@lsTaH7~*|&}okG_kT;`Mp(tR1$Snjo=|h_PtK?J#f<8Npse`4*Ao@{!X|s3f|>2~ ztza#rt$3kq4@YELFIIW$G0+NP_g67C(DJL@CI8vI5Bh(0r%dLU0+A#ezJQPb4H&59 z|6m6~{58SxyB?2eK(?&g!?-I5q=p@2on$BMT!$7YY0%z$dc$Rx%)4%AdPTtHe zY;dl6EMv?gkqzZnC@woX-DFZCH0y#4L{sE4={R1B7PrGe1Y1#m`e7{U%8**|%x(rc zsnA;CFuvG%BL51+LMpbl6Fa*Xz(DWJK5RtQ^?5NHm-zm( zzmDP8k1F2uIncZi5Nd6gj0t?<4fR(3Km%$KTI?ROgFT8m6?=q#S!_Gy^9@^Hh3*nT z63dbh?F#fM5eL>-#Mitj?aAI5Vs~Zu;{?XxC-1`zWAFUZ8K$;APNcv%k8|8){-;I#YryAWB7z}?PKr}3TJ4^+b;b6Xhk?DTtQbo!X_Y@BK_w{!CWOp`uPlw=MZy2 zye_^Y^~IHORQzuJj>#Akfr6kHagj(DG?ICD3}ghH{||r=BVQfypE?|9Am@LMNambO*bkzF z)=NHK1TiF=_k+3seWEQA*-`u~dKZ6fIIuSSP-+_$iT}UJu=pE^|9d6a?_|-O9j^iP z2O@&|Fvue(nLjp#Nw7w_F}(XWF>(IO8>H!c7G>{y#3}S>$ z%Sgdah6cgnCWDtjh4{K&q#y`WSd*VTZ^goKQq^F3*wZctoV?2nLDP3c;U}IxO<{WT z$neR0XsE0^Xs8pT0SlP{J^Lt_%21{V6phfPSUGh{P#h{_Q&8b>1Oz1LP@i)M(NX-H zq2CAHqIaLdolA5>hnv`9lEcQ`p{t1gAmAh}AcJ>^=-UcIL4z{7vF3%0#pGW9#bK{M z`<34O69p<+)drR(Ic^992f)BWh5f%Lj#m28|L70j+!hkkqI&0BuTjBpHl<;e#E6_IDOITm+aXGHb|%XxJs@UY z8%&dErGcs~f4P#{(I&)UeA1g?-?=VexifK86|<*a(uk!K0FYEZv1m`w0|(p3@rRYFh-Vp)E)Rmdz;u#mVvPa~9(4(Nvai z&(I4Xf%JX-v=@J?j$D!Um;|*k;ls+el4x>!?NzWK=i7unmJ7a>mCm1H3q;1js)~#V z#Lb8eUS|i>LR#jhAGKVg4oAOUl+8`}Gp9>$U)oF(0+}H(pJM~{QqEKwjGXq~w-taS zlI3~ad4F`yY6_BMR35Fu@~@KEU%b-e+@*?MRsS7{Y zkNDCZ8E_d3Od-bjg1g@woFWEG^g&`wxQ&a~TW$AgKxD$2lpxO-A1746h3 zVS5x9jz@8wy|w0MRZeec2&XCrebz%6?#ZNhJxkBkA$BH9-v4%6mv4kefjRMn)!X2z zgxL*y<>s8SnKT9y{~;0aI7>b}RJ2*vb3F=~7P6fsxtY#-I7C`gzcXkL@uu8lNIZGl zblR5kaOI{XVGLti_nb9q z)Tl9MAvwUayvr<>Yd>hL=mPCnARjK$a;0^84c}lP0~K!_rp#_gG&>Z{QE9BNn}}1G zmorgWQ&D`LwwN{|VDY++bFhj)*JMh#?@70O1vHEUvaL3KX(^4FF?w|sc)FX>92A3F z(e=M6ToT`vs(G%a*eG5GNjbbRu0X#X<(*;0%i=8;>_0hZ>W6z>3?5h?B!%dY)G z`s0(_k;BlR5;f@NM0h)vN@_iCWkh=M#OD07+fOKrmX{xe~C3tS9d0JFisJQ}WosS%0M`QI8oLk>j z3u%VH(wBowwqm>K)KxS;z>(kOdnqKD$U0gLS0yAN@N4^j5o1sttYQPCecp)B!2AOj zy3bzVQ1DuaDrHd@9STWqKClrb0G!Ov;XOPm#u*}8WnLI<-qv5i?igs~4P*adH|f$C zKNp`qnGRufTv7@{108QXXjJl2Q%YI7nw8UHNC2@O?(zv_Q|imVg`x|yg<)#FOb1^C zrvgWK-%E{60vaMck>whh!A2da$|;+atri(07M*oJG}fZ4V1;U$LqwAiJaTu)f)iV`Fw^0{!zP23GsEQ-atF5iH?F}QFdYoC7?cxTGx73qE$$Ru(W zx6dl*v!`!hC*Hf5nl)V5FmK8VL76&>EoX8QO792&lwfMOhW+ zsiVwFM>(oZ)-|lT;BA5wArgw+BJ#FSg05^_-^pY~t&P8Xw@|(N=R4yk;RCqwQaeG_ z#wH@3LP04)HHLNpOF$Z>u3e^;NL4`)XgB)(uG4QE`sIhu6uMtR0O2y7O><&Q{^P48 zlsqElYoI?qiLYe?-^;$|z>wnS2*T)d)%6_}LtQ89yho~{ORNpW;OxU6Jnx8K`q;%K z8d_gWSOL%pbUu$qz8Hby-Ne&<@-(0Hw3T3coo>XKTlqBcbleI7cw4W=aFZ=}(Fii2Yq6ud492}n(O|!ZA-cv>1U`*B z5J^4AVH@k~(S07VDP+$7zE~gX?aU1RtCwT-)r#KvF5ZB}qgZr3eT zZw#tDLW2S6-Yz7r7o8kwJyANjzbj23Pkt*xsJ0_h$fc#;P)+d;#l-?;yYG(6n?Oas zly)!X*B`|zGju!sPjAUABVo#MYh_jI!=YLbk;DG%MKIZ^IjfOYFJ@G#l|cUOFiJd# zEtpP5AD%5J^ox&STT|eBoc`b0kpJ~Ga7R9bk{4y*4CSnbVzUCa3%ZX&DPfK0qXnI~ z3$YfYua|%FDo(}1S^l)Bnp25bx;@2z7XRo>0J}|1H5Itfj*UX9~`rvT3LgE{NuUD)enWZ3Jj@B;Oh{aPy8A4aF(FnT4s`rCufn1h)cTH1r! z@m~!rKbB>;Kg82$&-=0?2YD~Z!MPi{!hzgxGB7+t9pGw{AOhZ8APD8-fi#BODhV8K zFA;*SZb-YL2ili|+X)y6Lw5g>IUE8#d}sd|iVoK?7`UlTVvKqwSOijpLIOQz8n(K( z_WlmrV$c8y7Jn4TAMkSc4ukMN>NM8!Uz$h$cb^Gv?S{bxV=w>_Kt)ghgqK}Mf;^p+ zDoKy%RjL({=W84H5A6uuObCN1n?nP3YNy(sTr^A{>pK)u+gH7k6BBboODlhvnQ_0L zo}LbeB`%omH~B!lL|Crc^>iutbky_+@oOLy->AUipzA>wOOuI)B6YvRweRy_?r#;B(?;U&_AmEmF0sDq^KVsrvR*rV@-?mv8ljGy&`@%6r~(cxMKdTUzI;U z7Z_{GWYvTG{@vaO?oxXukv8s6eekCSm5jp7a~6j`S08sLi#p#eZEk)ZPe1t~74)52 zQln*KNe4>%{Z%Eads{-{;VIG+_W+q*>h+=Nop*Q^YS9x9s5&5>_;D`&>8xjogg;T{ zl(&F$sj`mci#~IpsFQI9tH(D^n+GQ%a{jq~JD>_u?;WQv8Kng*IpJdZV-c6$PPF6C zd_wf1RQB2rVdXA@B+O#lE$}(#P!jrx!Q-w#i=G@&n-O>0ZRDVlJZLX?SB#Nw#d~s; zHR=?{2tbzpH_Y`Ey*$u&rr`bNE!<693N~fD5{oZjxk#5p1S?u@DO$z+V6H?biuvU( z#sNb=3P^yfo--Ue>m|T%p1JXO85qeH$oAaf!xXH#2g3k%_yf}c5`c5UieHSBm?K?) z-t<0DfE|UW>G7xIL*1mnMngdfMETy94GnExhaIm0Fi8_f>A9MBiRpa6L=I}yW(?Am zM-Cz`M+@46MupQ_fI(r=!X?ln!egtWBR6tb9Bf-ALFjTqK~ZY-pN0*G^&dI_tODWS z!eB6X09H??p8)_IXqV?N3iB_;WAX!7#TLl=vbI70N8d;^d@ghCA?J;$VEVmVNn{p) zg}EwiRAaJKKTWlhTPE?NLXp5uP03hu1YQ-0$%x=I8dA{*jhJ7SXhevxn5>~OE-itN zi{ohmo;D)pHyF_n^W2xRJTl#fH2AKiF`j>^%0;uFq{h>BT zf^ceoH^;*bwZ)k4Ojp~Xf;~sl+pEj1?yvFC0c+opv$g2kc8`kLA{TPYnkG&1k&*r! zX@9R!at)E9OtOz2w#Vn61j}YdciCk|D1QB9y?MXGe6Vq~@_?#8cxT=lHLAArvxv~@ z!yeA{AkJWujtE=oS=^5gCkP<51%G$o5g8-%c5A#AmB8A?(?|20K#M2Ckx!rJ9lBvX zZ|zA>R#ARWU^-u7;H`a9+cG!}x~L7@L08*&1LkeQcrdlH$iMiyR$|#6Ld}%Y4%UnV z_lm;7uWk5Ep`rF?Chl8GT_z+F;egzoIZ0HIrAqQKTD^1Ff-WTvM!7) zUv~4>!PknV^WuX({sdCw>({v$4?~eZ;i-o=($Ai*ebc>Jw8HGrct~}qNd$i2zw_a< z9U*B{pq>Uzc(Y7z93h_95{tKD^28bN5$>X+93X~43tK3}LzEO!S~-&@D58=q0)9f( zU-%(Jz5))2N@cEQF!=ikVqI*t zy;zbooI759Ld_HFCN7(cpE9)k7=bG%Q#GaAS=zK@**f2UZ}iQ5Z%9#W_v^1;-t;AU zE=I`vO$=yrOVk<^*EOR>P9;jKeLbY{cX+SZk?J#og-#?31t^gBL2lxe1IW^SmGG6a z1G&VY(`Kks8nl~^1)`v)?;$=a+^a3plt*d(PGjHu)y<3T?xth4BI*^d(ybKpllN?p~V5&nQprK$KtymsHe%zCqQR0vIz-}h4{vgeQOA7 zqf4n)yYu_mAJZFPGcCTftPgn+&{Ce!_raVxb(!^045uh3iOT6^dOX^2WCb+QnD8oT1)+hKC zcfc^G6hdIhmD1&L$R#`xL};?=`50U?Wk6#Pjn63~%+G#eeUI|zGYwCLe5P;Km1ow~ zgP(=PW)w52p?n&1DeTS}XZGBs+ z{6<jd*_YNA_lAHP8ysj1!J1Iyy%FLSytv)J0nsRR>usXy~pKH8m zzCF<0e4D4*?WtyvbCx9uI@(5Wb%|{?;OD-)%JarXC-+NpWN79)X9!Wi>cHd}7^>BGF&@&Dv-GATB9p!}C`aVcH1NjqQydi|A6yX}P|5;VbkF z@}#9;9VovJd|@;7Gk+MAQA#%d%)wiV9Q+5#Q^;o?oG3J%@n!6?Z8lHUVpvN!&yGyn zQB^kE$k-g^n=V-wED@Sq3+&~{SiW3x-EGCu6b+a3zQHL+ab74N8o;{xv77^FD4@3u zS9l4B857+CqX_%_`=L5@Y@o3e`4=>C2CtM^J@s>J-Sa?rbg3;xuaQk-)!q;02>7>p zKA*Rld@}3IJE^Tj8t5Cg+XK`LWyPc6ShQ~z3#o4xuc6i;gSBFYFhh8pL{h<>$gmYD;oawpCL zMOovue^g6`WA%ZQ%WsTQPycz;l&r{)9X4IAX~NkD_1`~*`$Zm^OJ&jTf^zIvW*qv& z2Qejj~vjtiXu z_?hOWK-xLw&2qkh2(e!V3Lvk3MyPBH{`{rQ6o13$owIu7aTe*DGnbjRu%FRI#v6C( z5ocRp=S`U%2!zf3<*zF(ZokHN;`?NpfW3D|kUvvzV&Qk(-!xldaAsDDEb=!oA~t($ zmf)H!PMANk40>&wKSmFAf{)Fr%ttrv7PDv!?vZL&x|7{m`-Z_K;h?j&<@saJq7fOf zgnPZdJB4aeC$B;wt|ZRhA@*HowD-9d#THv#8XZEbz!Qb!VIg_DSN>_~HuMd>^*CGJ zgtX)o{t(U(gS8M%46M@nTIKIOsZ=k81f;jol;56=L}t?S_oQs@_6Ahh1TK_cc-v`SA8SX3YcEedSt;9tWt?pLlFSq(mW1i}VZx z)65z_*3P@r`a|=C5dvy6{}Y4OVG8t(K^1OO3T?9;d2R(M zr@4Qe7v}RR8f_Zo<8QgR3CkiSOJ~VI+Et>*S(G-U@Y6@qcz8Q5Ed@SMxvmxlA{Im~ z?VK&fy37mKP4OKT6nN`=Cnx1qB9h6fJK|0|%1ck4D!#u`5H);wEGnDro^#f1eewX^ zjpiLGpm4^mijNrq$&X5EXFwp3aKh#ck=O7P#h9b@q!HOVF1*_Pc~ypJl)+&$82x_r z2|ko+OZj>iX6DY&?eb_V`FHH?0sOr4lgGwk?Np27WBqNV0H%InRQbtGlNT^GZ36q9e9Cwm3p-g`p zs7RAbdyI|NY`lwWBV7fGSg?*TfX<2-Nn{1ClR2wLF|QAVSIC~{N+fZ}f5Du+F^{Q= ztx?o+VgC?QVHxu22ks9w0IS>ZFR}+}muutD9MvxKL!FP#LCiEpZ_mGWHYJN#f`Q5{ zfrd!ZS|+31$JVcI^8}oQ%&#?dF}-q_U#~MC`#+ZGcNWs#B6%W$d`J}uzhQunxuxxG zJG=Y9d*hf|D>nSDE!%dO%^^#GIj0$!JSg1@NQsV&4=(3$)j_tEDtSkWP>^z)&^eTF zMT|zZX0GtQNu7RJ&9x=r|HdHu$Y)&z`%!M|j=BZ+YS}d~oB~%v^f16%IfTm!ksT*-%peJ{X)=WLr zvtipFB|_krFuy*i)-OA~rKXX!f_dR$7zrApo<|K;VQ_9Z&X5ig@Ys5R! zSf4_(r>jj;LpJSTPs<;Ob^KwO>;hRr)aWI+x86;E9Kh;zK+gKnfI<2pq2&~vrZB=U zHp8W|BB&o1L9AyeRm*>jK6VKw&Mlf4IroexFdUXedn11&Sg?ggy(*K zVG#xjwRv9yvpOu!;fdin_x9qpLs0YQfB#x^m4tH7fOKjG&)s?c==S+h5Y3;^{70cx z)s}6u1#LTr&6u{*-3{F<=qe#jO%%f^PH>$)HMvocf)5U2s?TC$l{vz=8+g^~k7~3) zbxSpy*{~0CB@%&hy%bux7SJkhViOCf}@aLx9PZmCurN&OC_M1Fp?r&8li>(E*LLDr-jL8J4`1T zPJH~$n<#?Zz{uPqk<@gG{&(Mo)*u&I_-)OfDQL6=31^@!v2XbAp#A>)O8>U zp}xGK$Z!-*I*qRN?lkcJySF=3ONz{$ke+EAie(kBl@IVkOh zF?#PGMelow)izY+!bd<((36f>|75aOj^y`_xH1gR}akfjH# zYpHEfU~f@;#B{PDTzB(##N+r}lxeIGEeKPue4p_qQ`8jg7S9_0$R~SA8Z84vwJE$_ zSSCuz(w9EnC^^6@erOk>kV*S9wuXK+j1V0Qdo!cCtB8UcOqpjmou z>+Vo^>F8?F9VLg2GAN0{dYOr|flGpKGznLfPH7OXd*0Lvw3$l2es8_;Yhg!_v!K4^ zE4e~mFkP&(Bz^3v63J^nH5~PPi4-`VM7Z59uHJ*P1tiC0*;0)&#;|wXB8Ao`X|;^C z)kR@!F89{1G-}EsJ!3LRMeu%2@B5fomuj_@u^1fNcc z98@|dyG!K?K~`srAKZAqAK6d)|HLPoR(aa`oMvdrKw9gaoo&{*In^qlwX~wy+6?hr z#gwts#NKGx9mTRaME5PRKeS5dMxmvc&RwBd${aoh=QtjBeDfHl?VHr>^YaT%XQ0l5 zqvuWNC6BMc?(6Y1b%yo)cD?a>J!KLeJ)xVmulY!JL0{6`6|x4<$5K!?_g(zhU5{UZ zOB4=X$Mu#obwH{2fpbKT{FF5-F{Us3l)73J`N@4$okS+lEZ?4t|0-~0aprYJs7l0rP*Qf}We#a&MJXN-EeI(?%d7GANu+0B=E$}B^pa>T7R|9nYr_r z@(zR4@4>pCH7yQ0ac`zucmi>_@}qtG zaUGj@q4UrQ=#8}ykSWuvx@Tn(_~D*P8leEYiv9ui7&as7zsa)jk}Ois$#NVAo;!qL z2f;!EAO%Cu_n7=UPjbUeMgpsGPApU)c`|<;_BT(aMOk@jXteAySm>yzG@`Ws$Z3#B zb&XbRZ>|=jMFvU2!owqvTt$+t4K$400wKwpG-|jC5yYCz|oZsKUv5rftz0Gw0%!Te9B$U`{Qcywn zIm*Dl7L3EtCye6M_lQwOg`hnV>%#d1LcAnB$%GX7o@rGtBX*?{SUhirKzHhHk0@FTkSKo+xN|W&RSeVtHvY{6;3IGIsxqO2vvs6Hy64yWD=J?4x(Tz1Ta3reL#uVM}tMKnsUVd%|-l zp|DOMPib3S8FJEuB|Mmv#3i)G% z#<9}YM$y-XRFO`2XaQ+oUT2=ZPvHNG;};2Pzy~sDG?k}%yZ~qX3Ew>td+KS0Fu0C4 zjp;Ps%{96$5l})f9IQVW0RTL*T99U4P=PNP_b=7?+yfk-3B&;}p284A@q#NffsA0J z8yIZxktXmvz7Mw&0OCYy5n7O?RdM{>Icogz%~Np{Sak%3gnJIfilXK2*FId4q8KBo zKS5tuk6=7E5*z~%kV>Fk1sUz?WeXbd^2=X5S{JwA9D5-Bv#4DT1&DZd4;^U8v%)}H zg9*G#Wf78K+L1swdCO$wRp5+mE8Db+OEip`_a$^vf(EMstEfHoWjiy z+W3#GZ8z_Qr6l&`xk8I~i}O~xHyJM{^dUDNY_dQdtO_bTc_emZW7o*}N`I|P<9T}SQ%BVv zZjN&bIq@%~Hnse~%(X{4azW|!nKCMY74hk7&zf!=tNoA4og3>vt*sy<=a!P(-k$~R zu+mL?ynA;H0AW?h50!9jxHUFEh;Pg!;98?ZAKO7=HVGmtr^ASf6f-MF*iM&MtMwnc zShl|XJoGUO6Q-3O%)srQDyny$yv#lbMbBVU!-v9YyZAhRGvgcyUp`xrWNcw+4h=Gf z4nW3c0BKs&C%_b!;*FbQ@8Y=fj=~o+c5NV->XMB8pvc>bXIz)(84eq-rQkk{NenZV zB5_jvblHV!+FEK=i`dui)whV&XT@sjin99#B|wJahYi&aneR#Dn4DdNCsO%$L{DAo zoQn5bh)vMZlL5aV*!Ob#BErAIdUf&~R$B10vH*6td~QAoG5MxI7RU-UTrCcW??)65 zmY2b^r*XS1FfjL%LRVs}8&N7ExBAy6OB>top+wTUI53fQr@TVM^y*&*sOBT`8`!tr0ZgMIf>81>(K0N%} zIWO1UY`kOT$2Y>2<53J>1tm!*Q}WO+U?5b!OfVg0Ky}|vyBzU^`&D*UZaH6kkyLTH z^=2)FayY}Zym%S$WCdl_`rD)`Y-Imru2%vwL)g9ovs)sE>UC>ZT?`jwr)-Y#2p4=_ zMYRD>KLfHzPTKb&0Ac+M5WtiF0mQB0-%NV3H&B6>u3@&{ysnuS67F|cl&nm;+deczE09J$=lgzFv7x=+eDX^+^w z@Vmagmg3_S|4Hyk#Q5tIv92`i^x^qok4sw;c*iN^3C#taMY7`vOE>M-*J$M^0Byvj z69htEfAUeEsNm*L{OX3pb$rR~;#sj?yan!E7CXuD!Eirwb-^DLhl2939zJ&tE<_UH zkf_WQ8E3E24)wHX6M`8a@MOhk%mtHlMRrBPRLM}fNw#cJc%e(t`uEX41f|E}(_^Eq zV*17orRQ!sy{}?9eXBSs&hl|w<#g_xLz*SkiF&F4u3Sz9&9$T)nVSm+tpyOn>ckI; zp51fwpmScLC;Lpb9`eB14nU4)hX4tf{vPH4dV&wU$^@jLYH{L;mcu0iBsag~f;>6? z68DvtCl#Kbe8K?xkpM}+Dvm%5aM?Z#DhLDxSb2_nx0PO5V_h$3>-bAr+Xm$@^j+v#%2u1LQbWg#Gn!Tw zoR1m}x0>;xZU`&=lcf{@#Ni_{RFaXU0)_9`l)g(0@i2Z$Y%U_+yDR*}ZZmWUvg#L^ zB(^cHu_P+69)!Z}rI3TyU`Y^0j7ar~$EA%*E!6vw4C@few^Q&~Y$dhlwcui2o4`Diw`?UoALO)_oF!5wU*vrp9=neb=}vii254AXi9`6vuJ@)QO`kg zRr`^I^R`+PB{fnmd6K@^+wuE1P+(fpEq+~n#CEQ{qa*Io7!PVew}9u$g8S9s!ot;| zw3uHg6GcG|f)OI-t*oi++Ya_p7&n%So}SDVr{ojr;|+yrD|XwLyiC)Del95kaMxH6ro> zI}+a}t>UF9Pv(K7QS3c#y(Q5R7993NxgOm|he{OWs$nJlQ*pFrruNgcdK!O2OZvB9 zYeIh!Pktj!1&<>^yIrID0W{bkb2%842{;$lsTFgJJr2a<{J31jkeW175OY z`DN7S-8m4b^t?O&&s@&-0m44x0Xx_T3&`~u2H1purt(Z(MM@_9*xAh!IvdXRs~Bl~ z1;Gc@K+0E9BniPXDM651={PC0AxFSayDvW~_T}}@`#B)&@Mkz6)87-|3@AYCU#>dL zCd4hfokZ?T4t5T+#ic#Gx2!?-O(%4sW~0Z4QBkLI09S|RNI}s8tapTgYHH^yM;B$Nm`0%hP%0_}K&c#Nt z0Rj+g6qwG=eTx{P&z!-}%mtZ5^R8~kGq468Y_Go%g)TJirz z5xyQ0MRpJX`ac0o9#n=<({AOWNv?(B4|}v23n@AuQ-E7?~hO`|2 z5Q!PueLhKKYo{6;&+oeqV_hkq0&VX(W+lc7)dhz=VcV3CroU`l-52z|6aBV5kxdQ8 z5gDF-p5ECvKg9paNIfFHIeT>V^S)E;^Bhy|F<%~o=4>P=dH9ylG>Ia7K$tH@olXf7 z>cb>fYqGgn^4>S%g6H+|^N=*O&N|*kt-rJ1)S@SitwMJGP#f*fwIQTh<~uJhk^JtDZVYi*#;xM1Qt9z@$FFSe?P|)BYD$ZfG-1nz)@a3GDU z`dk632o2lTfdfMjvmqkw^_ljJ4VpqU)bCD9Huw|=BO?q`qmVb)^N6wx{s{v{s|Iw# z%ch-e%hT;`%No$tAE7XK0XM`H45X}p8FUI;Cpnc+=;{DYxOj6g{Ua$(2J>}K2g37r-^N-s3RI?#-W2EFWPw+ zavxq3y!r{e!Q~K-Y*TJS^11)fAAf)L^Mm<0HD^*~v;?KaYi?hwUN+vC#Aes@DiB)r zuUypuBCj&-%JyzQ*)bNd{C=FoDh>HQ?DSgUC`0fDBA=xHRDIbvFu78bXTLAs zYUaTRa`|=F`)EK5E3Gg|y&uB&m?Ft1*YIL(+&5mg?U-W8jc8??EiuuwF{n7UC_p?$)71#;>f0_}1!+V;5d^w|G5j zUx`fY zdJqlgh%1S~BgMOVb%nXR#zHzCRW@&l+%J!*d;GCZSnvGJ)9`rXN7M@W2|PypM`fDx zg{eVxbp7F|3X5gpC6F!TTKoTm?q4Je!{M1^k$_)9_mATcvKx9~T%Z17#nH(E#Rx;v zB(|9F@R%B2e~@-fN0ro=M*T3j-X+nM^5N*sN19{+wH)1;9uY+`9LGzezIhnVRx4W7 zEXF?)I60s0Ww&HNtN!hgd*)j%F4n9c*c~?pj4qlijXh z@6XI(SnON}2fLZoWjPc;i#_e@CWkWuZ6c*myjHSb32!&vI$Q?V`=lE77Av4ml1|(3 znMBw00FrYFB-0C)LWdM1@DftBLEgl!5WeN!i8bQZ(E_Oy2dOY?;8LsFbr23qyKeKa zTuwx7|?$J&NoJ!yvu3E+!w^xy0YOZ6}NdI{h&`vUi20FOZ8XMjF_H1cum zcqG zf<~|aZvNm(qTOe|)*a%BZsRxe;mWGOKW7R+gXBDUO<`AyKQ73)&c?Yxq zN4{&-bd~v*y~5*m%Q+z18)2 zznxQ~YJ3$`FMzV{RD`#grD<-e7=wdz@?ohts|awuigHmv2$=fG9pst-!m7NMgbo2I zpEu&RVjtcsS^^4)AG6{cL0BPpe~7jkn>Emf+~*Xc(^2N<%Ww_{_Y*&bD(kxZLWi{7 zy-+&5Z*YDOmo@9Cw>dYm2yxG<&;nfJylljLfq{c?rji64Xnk@}{8cFYpTbBQsm&FH z1JBhhY$&N|*7?>R@Z-g2VQ8=)gL}G!U$IQrarSUBPt(M=#VT%X4Dh=z zHanXi%74Rn3N8)=OXxubg&(hkcSN~sx%|-ZAZ8L~*#k{X7<> z@$ujUMy(z(ltK+Wqj0k)I6M`a}f2%=TC1m^Ea#ZoY*?djC5R#@!^pP zAs7tg1wzog^pI8GYF+}rkY-Vpz{2svOemb?;_-dx{zHqve$62t?X}i{Oz+i)H0~<& zOVeXW69X43zD=(Y0s3VIW7MiyckCikTmPAAX-y}gNiJGlFsm{k8Ru1YCUv>LLIxEL>N@3`m6MM6WHI-J zpm9pWSBf~Mbr{b`2aDUj=>tx4qC24i7Ds0IKAY3P00j2JZRPc1?>?)_^5rL}Lz;m7 z!w?_pmY-IQFc)a|FeI~u>X6y~|HsM*Gyl$Z2rUx;ixL3qp+|(kw*){M8VFLvaL7m+ z9ftt`m`=(Bkf&SzFZUuw{>!~yQ1PWU=pz&W{YBwZtB{BOfb--DcGON79rFkR3P?rh zhGenSyv|28`;y%!j=wIKpCmt`QEjF^g28ox4#cXit(i1W!w^?L_jcD3pu35^@;mZA z@;$n0ITD2Rg>DG^36z9F1YWDUSoSoT%!G{P==W)szAexj#F0Ny{B2NcJp}4et#2^= z&N|N2h;qo8Z8bMvGD;rS^Kf)7aX!sD6D%tMg&J(B81YtChM;|IwPHh|;#-Otuk%*h zjF}?PL~MDkG@5y-DOj`UZ1mG`@0sa0*ViJP>_5Zh$uV(H9KO8sKd2nOoDMM3pWZ;o z!)gdZmaAlRt1E5~j(I{%6I%iy%FwL)x@qvveooMMc%L0+LF>7ehw6HF{>j^8&f0K& z;hwc2$}i8K5cptmOPo_47#H28!x^R##x<2$NPr_+BZI2WFMXRRAhVR8smA%;%Iiz! zD;Bka%SD+{x+D-z7+?w~b&U_~bsNr{UNY!F`XynH|Z$$VKF)f9-m*x~`^^5v?wc zfe9~Dgw@sl)W#x#pY!oOkoLrL7}YK`()YLXQrwweMv_253*!ck0^M3ZG0_UT9DSdj zl}yad>{`#gEu)S>SuKcRV)mj@)r3LEZut9zZrs;Bt-MWRjc>eKbGdwZ6m`m;{=RBZ zihjms6_z^DW|iytMZZp)UHBM^T#9BRX7m08x!ufYx}JRS^Qu%_mClHN^LTxJ62ZGv zS*tXx-*U5eW?nJpYsW*oR$Uf=U%LZ0IU4yV)No~g1xd|oLGuU5o5VdEL`ST;KXMSZ*_@43wJJ^3&Zp8 zE3d2S3xqUtkEEw1Ux#r?gt25_eZXIY;&0(8Yyo4ipm5dyENZoRUGebXH13~~670J@ zdPm59wsYVflf*~4G}miOr$QKn6qt{X0GG#Yn07rqQr4^}esq=UZkF{a{hE%(GgP#^#Pl6wr5Zq%T$KDWM1t z56V+VTwMkk(e6-~R8C0pT_dL9FTr781D;jq%NDq`VOLtKLuO{qF4 zW;gVn{*q-UeQ|62O|4YFj*Po7Pstm!d1Ab0;CiE1^sd>rmYIPQDKKpuZWRc2OA&y9_`UE=VzKi6e1SV7P0 zjM@9a35eE3_p!BNdjy23~coWcB8VjXWrC1SrAlSUia9W&j|!^)+A#{yfBl%vrS zC~D4oIq3;Kx*&o0(3@ho^#E=VR<|Ej$v$TH_&z4`W~B%G3B3In#qaE1?fynoNg$U? zIV9grlc0ZjYBKRg%ffH_*Qh!}YuvlTw;Sl&xOG9kSYI?|{kc7m`THaTxToIlFk&D_ zcp9JMX^1s(wtVoj5{L*vAMxA;F}EP@9W(Sh`+7RE^jCOj%bL%m99^VO%Vb+zr?vD_ zhCM_GeU%UUF%_EXoP_lh|7Lpx_MFGILy)3(s%QKPyCWorX6o|Xz4X=3R>N4LADl@J z0ADZB*XAP44`q&6wCmn?Uk2CFXn1-LR|XE{)rEIh-{57KKu{><89UJaO`NI5pNTUk z)Z1sVk_+rf32XpSvOX)8=n+O+?UphV!}=7Cy&itJ|KGHErUD>mn#@lGP5la}XN*45 zRdg6rD3!LSAznSE8UoP>iY41-0t27`;hpcFiF4!&iv5c?zq0#>ID_k{fJ{&VFCr$G zh#I0|_Q}7fn0YrAo116Eq&yEUI#+(HOJG3~ASrt&7sgU^eRg{eR97ItvZ=E!?;H>e z0HEj^C_u(}*`*`=OVWIO1<^T3ATt8vudJE;Uka@#4-Gl6jU`+yWVOUc(2Q5X!3Aoz zxENH2<3wh2jnNqw)2kuI1ir5=u{5iey@h!MBF;8O=vAXSZ57(Nyy1)q)(dm5J4(OX z^b>`;+@Inb1;?^~cTK-MD@G^12c-OoRt$*@N~cxnj(# zb_zipvy2Z&o`N`V`28fN3Y*+w6?$hq{y|$trBbxE{g!G`S8N5G{3JrrHi!quZG>YN zs9u+OF$v^mpxUj+8TLPzWT}3jy5qt>yfjc>O34P9^QfP2l`P8Xc+BfScb38Uha{)51*+t(NjS+#&rC zMP7{x+i`N}?Z8sC`CDP<4EU^BCw+@rOB$y<% zG!)=Bl#=6OpPR7NT-A1{t?ZBeT7Wy$U#0BH#;^m@2PKpi#Ff-Iy;*ZI*`Jut;ENah zkIt9Ms=2joU_^P25$j&L3qzJWspmxbcK~Up{~N#;6aUpe0ZgcPHZk_JHW47c*J$8_ zV~{|`({UY{-W(^9$FL(#%T>%(q_Aq51dqM?l>bMXS3KY4>$j&qX%bQ(Jg-H@{^~N7 zA8R?cII`Pb;vL`BRmRm&{Z{%N@B|!=)WjH$%oc$_UPjk+ZTb89+k_&Bdx`79tF#`Z zU1DIs;Wt^Wi#%*SSoG;o3SS|z^9)JhtXR3zL#MHMQ^l4F4Lqe;^gu2=jFP^IiIYqNHhSxAV`f9 zkFsytKs}pZiXY7gUV~U!lK5kkDSL86*+n{-YHL!iHCY- zQ891L7H7fO{{`qXg173R_GQ^)3!1|Z4 z$(a63u9^OxoI_6M{==(V<^P_X%Nt0yPC~;YIw3IBA|1(>{0t_^Wx}rZ7(u=dC{B73 z=i}O*)s!E>Ld7gC6<3K`R+F!;ezW9hO-OekJjB0LFFFL-z-ft-`3e4w$Jk#oo*PW{=PLF7r!bqIRR z*{98_64+MmPle(Y7yTR}D7tLEdCGwbpmF@G@ z-UY{OwGyPQ=(yLL`LSZ2#1&~;{s+ZzPsK20fyKXB@3ls(^rWDVRvRT<@t7W&wV^?? zkH<@aLc{nMe$}+hB@L=~xU7qZ?&?|=yZ=vPUmX|qw!J;T(9O`@9RkuRNH-!OASvD5 zLzjRc!k}~tDkVrsg96ej-ICG`lJCsmxq8pJp5ObIeps{jcki{=uC>>Co|TJSYA(at z152=rs-a@#D&Ha;r2RZd>N>x4%?qn`Mp4Q&_M z@`)oqbg+JN^4=V_xtw8#Z6Syx1yC4f1;6`u>3CrNT^2ecEVz4j@U31G)R+d~>&{cS zBOCVM4&+{eIQaniV0ZRFAmHf@=o45q-3uz2jA#gni3+^W`Af+a)f2j>p9=%m%*tG4iMynjNXqJ- zkMuPzR9&~^a_|MV+s`GQXLI)ZtjE>ddx0-;NOQS6{StTsc+P;79@@Z}db zxy$)=9tO9nf=)q=vy(o(N4s^PV_PFH5&E`J)ygh#{J5FMChtW|;`oVirE~5j$Q*UI z=~g88187Q!z6R9`?<9JhM8@2kqS8!nGr7~LXq;s4NS?Di4BOY-FuL}GKzMl+&NrNx z_%Q-&ipn2x0{KTa`5ayXSAvaUqd972<7&H!x1w}?%wNZiTbss28)MlUiR&zS?jU*) zJqzXqSCWs|dje@~5JR4FIFsoglr+O{$IgBl~H^TV2({$mrgh_Z2UG-v|N z$!p$eSw)8gj^iIO4$FGuWAozf4@vJVlp`)bZuGd=UK zl+4E4MoA4jZbtl+GaVgBy0S19Jq~CfjNR)U0>7V^Y&_0c?Tb<#65|$JYQO9h!kde= z%DJO&N(vga+ti+mKB(dtkUKT%{6XLdLa%Orc?&Ihmv#3evb;~z>mi0+lv!DU6X4L} z>~o1vMmZ$Si2Y-Y2QH)om4j+FLaMFSIX~!zM6DNuNKufMT;vFBpos1V8X?CngkJ5W z9^m%9y0LfG^NjZ8vKnE>`v`}fUB`>yE~#kh&?gIe-zbK?r3XuYECJu<&=duWSR;JO zQb%c^YDVgRkHr%*+mpV_XTw$M&*F#IkFce5K1>Zp#QjLtLiKiU68B`s=!u(^HU6t3 z)L?NM5QSJ z38?si2EVc=OV|YOC53B|kt_3F6)mLR;n3;H+#CGf8N;wa)Jv1xYow_m33-Q;Xnm47 z3IZ`N@GJPl}y$w@n=mW(e?aFFUSjx4uiprLQ183(>X$(36Z&koSfBJ;TES;%+l$!Kj z2O9u){Zz|AGeg35Ci=}A@+3A#k=(8#Plf`p^=Ht=19sy6BbNMP^gWzu-^26z zc=d9(g4;35tBtDlhwWuz4FUcxTDZ^7Z?|W~TOE0vTUO?ftCKzuud*ukGwOeJVCHC* z#5Plmx-MDT*_``WVN9_@W@q>OviW3bNoO+du(F5NEM}ZQ?zJedoqk94vnYg35s|oQ zuvRH{>A_R3MrZA7t~|ev_-l$6(jRc_ow`+g_TGKSUQ+xPSW@{kus;e^>-`b>;D59* zK5KP=P|;r(I*N0DA4P#Y_$Z>l`8VPrx#~c6$e1FK81hXM_?9kqWdP zkoI5uC3m9GnVHTwr=E8_L4`E7mh{qc^J=Irn(SA;*xo0GGvD^bqQ*vMgX(Upgd~Bg zK7Kx=sV#o@@j<=!g;u-~ho@ZWyQvlOcXlIo?w2lsStk!W1Zx5&R)bmwMOFg`4l>+% zQco2aX9!F*FH#j_zy*6<$=s6QhbFg2r)NR-PSMq#a$=3 zhfJ2~7gSwW>eEh=MWb%Nj(2Ft)^lSDBV27H!Tf|9n024G16)lmTT$*M1v&5xQ?O@J%gzaPDU6 z(^>XVw->oTp|NxEL_MyStBi^R^SIgTuxoT$-n&@o<#MB6TLcZ1C(n{uNaMP86;sz` z)wV-m?~C?<1Gov)5TM#O9Gs@5(05m+&p$Pd!NUAFSImf)hp`hY;sYg4G+D??N?sh- zKB9wgrWLbsZgXAPCWfLZqAxfn!D@|Uj$zz&dYulgq*a|B1m1YwAW#o^-AuzrF%y6%i_V|{4rnHW z^V`nDHtbW3YMC`q%K*Mb;kTpW(SyWjwh&#Gdgl@*D~aal%EaD>nh9Xwazp$;dHaS4 z85;iFRy4R?sTfomtQ|0e=(NI| zbI$6{EZ5E}xy~!JOT@ax`CF7BwX_J+axQ@5gQF~I7Bk!+=#|lU3}>!G$%n?{(zZK- zZQnZQ#R+E?dFWurZOSNoG^CB&QMEM`<%xsp3fN#9NgJ>e)j{h~%#|1-uV9BJXi5SEO%Q)BzAb~vCTJC~1 zdG8G4)lpJ!Gc{9rChqiOy=#r)nNndEXvAMh|=;gyC;j$`;q z_DZ|&N{sByTNjTKqLi9pdxRZVP(4K4?wAFmJ!$9e+87DKxkhm5I({4{5z~xtHgIQr zE4qn90@!hS$A@e#`P;p3dV3kUfrwJ*JE6_zEPljA((c=U%ygNS5dH+xY^F&6$|nbg zhrHggl^ikk6wX1^2gq^D`6}Ua{6S>R1Wg@kSI!%Z+ig4Ok9|=*qrF*9rFhIgBAF-f zM|{X22PM;9O(kjOGUXO4+Ds;`=b{X+(x^{=u!k_jSj|0fm?5bkVG*ETQ`P ze8%Ray(X6HvcWGQBvBKamPkO*N<95lk}QQzjC_H$0Ml=_qpTU->p*RFpa0EXK2AlG zK}u$m^~rW~q@}{?vLBC|hX-e%mFPsC!f_J)#r^Yi;$X8%A#fE^f?5yvlU)-Tdlw}F zHkHfw(b?#=SIoCVUVuSY=}?$9rK1(Rn+~Yjmx5(~X zybAY`p{1s6WH#69q;ge%1E{1ORzCzehNDKKL=&5*3)5M}7%Nb_X4hnq43gcAv43#% zmi(TxEeWZ$wxpEnC!@-B1+CH)k(51FnuIsQ1TTG18OHn+pf1V;_$K!&?*l0H6%u?0 zI-+ox9C@Ul2|Zs8Z3y)!p;RS;@-8rcg+Z+9>V{I$d)mY0yCE~)_SE}4Bj|hkg^$QOzwQGb(NIY0a%+x~cGr&7?{>M6LA z15|+wNq$m4`#L+}S>LFpsCJl6^{`z9sxOpmJ)^}gGQ0L6P3D+$-S>Wq$j{xN=F7;& z^EQ2hUNw%@WgoNDYv=1}juQRByt4z(sGz~kSGBh#o=gm^;VPWz%hmT|nus41VMrP+vHtOQwCO7O^5{}6mhHnr~8xBtEXj9svd`w`)^!4y# zvAT%&Ig+)cDb*(-lv86=kG0QqRY*TAD`b}L@tkpQnb8Z>CGQHn;zeB^C;wy&R?UdO z`D%)JTJ&BbcbeOwFp%)2i^;xK4%aj92BTRTGT$*u->;BpQ<>t_}I>(0<*S9kws^DrL?^KZuVZ`|<)iyVqHaxyARzMQZiM4o{D>5rdT6!(II=?~eVA z%0|5_ZB9n;mDP`tH(EW^wSFnZZ@{Tz^u8uqQBl5RzK=RJ_}rpo>V=BWl~|oK7*3#| z6;Rk`qLsa%O{~pKsfbKD78F-XudBF6gC~Mohwq0Yg2sK_xcBh9ysU({J4QugzEn&< zxQGV{hgk@t4scyzU)|wwX!>4r) z5=XEZ5pxKgVk!>l6j5xKBX7-WRv>T0-am=toJ)xMBpSydh@+-sG&gJ0*`8;3v{LlP z!$&6>s?{QN4$fIzH5xQ!C%Y(F2s1%+@1ZVWIR58vsa8N)bJ&#Q1lJ<|oNdow@CT%k zCS7rN^00WrX|3pzK0mqpn7(7f2p0`sDMU`n=GjVO{%ExD=fRPEq1VG~Ukt)&39FwH z6AYWX;1h5$(i>N!*_xGFCE;-utPa>Hqrc-G+@0RJ9Pl0V9*~Flwf8L&x`CjJ#leLcL4@u;j=}A)EtAyyeXGg)dgTvH{6L{|3tp_ZR%-~AHB%W z8^>coDt1RUrOl=r*(4qX%R(3D$Rg+UPczQQyv15Ro*sttPmYM|?^{alu@W}n??^39 zRud-oe2QXn)Rni}JIvl`Y;U{&QciElexF7X0bF9~oN@sg!i=wQPU`AhjdNxsZddU^ z;Y|xS_;?CVyEIwAY}Bw7gPh`=CR~*7j(0vd4VIL#%mPzxm8rEDBhb|WjT1JT?y^d3 zc5goG`@!}+f$n()le;HY^cX$g$#JiaPS4>$&i5Vl?&=?w+v=Z;cp$D`-M4S^ofN3r z8(9^rt{?;k;y+j4ClwWB2AN$9JX4kObn<;fJ+RON&MWJd`ZV3?PeGk9-!|2emYi6x zuejyx^PR$DH+Sc~h{e{suMU=7GVWaers$Gj}cvl_ERW)k95=x#LUvI@EO zaSuAF?Xcz@-J2L1?K31)_p^u>>-p4t+VAtRL<=OSW@!|netSD5()%*Q7Mqu*#^rds zDY$>`jsBJ_IMiVNYEvx{U1SNfHIrqh1$0UNO%oa42XkhA_K1QMaF%>^=g|8wQYX6w zxxXd;8aYljX>=0ohA0In9KM2jtr0R|8_I9#UqE@Yn+*l-xV{fd|6+%oK?osKKafgD z;rBlDFz#jvPv2c2N*5|O>TK7_v=l6)pF+3TO8;>u%_DPkgcBSviuVd1ZBWnr!-t*o z15(f1wsv^yl*e>2QM|Xwg=r`{;tNCCGIMd$zZR2{(E$KW=4PkR*=7YlvW&rRak4PS zr@|G4Odfa(OpXYEa)HB=x>anTkxG%*%*>IrqnbLJtht1hM1|ahxux|-vtLJ1xg;Bg zWGFrZ^OQa?hF2@rv#!Zh-o<;smbca(p>hXu$GA@K>mw3&$yTo~Y9u4hW#&+FrEupf z_m!;Y2ZNnYuissy2KW=bEx-}jwK!eId`HMvpH%r6T%QCgS&C3SwqzcIuo0sumjnp% zR=!NrU>tlbLH8rTdVHAy=Tp}#&s{V6f!KOJ21liP82q)Pq7K?Q8LZYANo{wV)0C|4 z4c}YovuRlzDNQEVZCpPdK;3DdiSKYURvCP0QB~!w+6VDcr$%zt|1!E`P}fRdBGj% z(SPQ4(Ccykm2PB@-8$1zGLszPdC#^8=lL)y52x z{Mab@ z5S*c<#yGcm2?MxH185?UPasj;-)1U^LO0vWB_ec(9oNLuBykt`G9pCuj=8Htb%&Vj zW<~Q(dKij*Nfzg(^U2~&AOX>$?ljx>jeh62%26yW8!RTBMV?T5PJ$nhZg2!)nchHU z%i17CAP50`;1ry($hwYQO%rqc@QkF-x$=q=U`YvuX#Uo2`zzF2e*o)*ABxX>n_t~) zPmX}>Q9@+vEnEba;_K-GF!W)WT15aS7|Ux~dfbO(7^OW{{(f9!D;^pG#1RJz5Z8Vm z`XB@}gE!(g@4dnR@|3zs^qb}Q4iJ=^G#*RG2%15Cm z?=~0c?2)64YFJ=nX;qO+rD&-tqg2>_uOXWLyS}nwVYe)PY%~hTdfpl>cPM=v_iY=J zstoS%2{eP47WbX>qQ}8a%aH5()x|9L9S#e|7WNK#w|h^8=rum!U4!*Ip7u&LjHi`n z1q3$xH3qGJ-E6P?7*JnX?Q__-*=}^X3F<#<*Ipc{pRiM6?Ni}CAt)5t+-#m^YSRUd8oN z6i-cGbwy7zNMN(&#w9}ZUB_%O! zU}@!=xb!qQy-J01ukLE%;z7RsE&sH{Fa7(`wqQN$x0Kt?kEQ!fBM#l%jgGR~sAfbW zMW^LcM7^_dUbO0hi;xE}-%`4DsI{)na>}LWoJ<6h>nNJn`x6c)oV@p*9XRg$_ATZ~ z{m#e;`!VyuyYGgrqd!Jo3UDO)WmDZje$lGxMgRWg3VXCaWwvywP0yWrZPWE=c5O@w6I*wCwr zdNId*M^oq3dEsM}YUzu&_fC%-G7a6uazws9Ktj$bH|~1rZuZzyX`}LOiOPq6KHz9s7_WOv^ zRhIFoHDARL$un^3_8VqD^3(ej&K-0)<^C31`2rcQ57r!S8jOq+(pQ&9&65g)!?R=H1@~{$4CG-FyJ&HXI{<5W z&>Hc@cHpq_DRpOAYxcOp5QPm6j>U%9EtAg7JnN9!cr3ifIIUzAw~)&pz2h;Z39FsY zyi31L%A0-9%JaxM&pzgEb}Mq-$EzYmqllQAPKEi5Bp>Wc<|H3v?c=$Z1lQxKK2;oh zbM%FkI?7Q5x7i}(*fPtMzAGyzOPwq|&+pZibnRce4!Z_Kez$|-&LcwC5$J{QH@~{3 zE-ai11fkUiQr|e&%YHi7OSNup@QrDB+NaVEjO#=g?0K~Gp~`|*?!(fWnw$Z6Vblw> zs|+y<1emy`)#$NkdvZha+6D%wcXnyU$88FA1qCs_P2;O!$YHiDTdjCmubg{DwS5bZ zxI-GAi6Ft6FIOR5QQJurAu}JTtP{7?<*Y>HHA|5up;Y3C1LExl=^5&qtDVQ zUTE!%BN&8Jw3<;0v6O^b3J@Hm8LaW}FbC_Tml(QS1#G;lHo3W^`Z~)Ir?Kqpn0d_V z$V)L~?6xu@n#WGWHAk7V(D;d$hUX^SU&>Ui=AyqB#49$e@wbiY)1A!@m)OOYfZ1XZ z-YCh&x#qVJyx4i9S(k-<&Od$YJ2LVc1Gg=*vh z^|BKMkCNTGC2Rorjz}9B`2whL)N{TOSvEZEi+R`?+)-KOM|KY=zi12Ub9$z>cNE;Hhgba$G(SP&a_V4k)uMi5@ zxtMhyXxdSWE6`A^O?sA6jbE?Va0<5YRAHC6Wl)kp9Z)1H%ICGF>H957`JLwT7XiD9 zzUBd&YXg(xojS`sd;2zy^5f4_b=F;vi-!D})&_Ikh|A?SAZjt-4?CHlDtByu%@N1~fc-1Y)}Kq^O-cS@_Z1G)7YgcHb?h zc}VdHSJJsuv^|}0Uii28I@){l~*b^CVaz_LlEo=pygb$$T zOi2Ui<;`?Fxm$AquhT!a@CxO9YPj${h*)jj^zR<+nv-&`8BTa8HNQVvz+VVSx>@u2L-0t2{vcdys%7MMb5yD|DwfpJV@ia7w2!v#wjuif0-+B`cqUh7(k z^<%?X0Kya0-rG4ToeUnx+0Kb{Z*d5CvKz>~--h(HKLE!k74c@LeQ9E(Y2hZhHxY_9 z6#rQfP3%VySBwH=yi;F9!y= zQ_+TgLJieLvoWugjNc0kV{3!04MOqKhBMs-QXBLZp)B0UNUjMZ4-6dQ)AhZNAj9^1 zP4)f@;!e$?^{0*q{^;a;WE0!7RoIE5`5#{lB^1ttWoJzeX0_KMvgD?8@}D}(n1ny_ z$kdv{_VqLIQ}@R^1{`JfmrpiDkqi2BT?38cIiLD^IQipeg+k0QJb1vKj+s8;7l7Hj zJoM)wMq?)a>R~I*XnhXfSDRNY)+RZ^eRFDBFd#WGrLHsim(|pPMuA(omsVyJn+b*K z`QehN2DHvw=flp!BWF}4m!4LcD)wuEHaw-Ch$sZ<&!;oy%y8RvPcbldsf_?zg;g6@ za%mCXIVh|1oNEuQT&=;^XeFyZ$R$xT7wL!iy-~F{nla{rvy7KDr01r$x?7SYDv*o^ z^ZX%|LJZ&tli=ohtm(*Yy7G|BHAhPxn{1kp$$CRm9y~qpwo@JIaYu(~@PzwV+hxvG zy`~#atIC>l>%lI@v4!FhSL@U+TL2xwAvwBy;)G%-eV-Y4`l;%Cm1bzIIQlFRdNYrb z3(otAr}G*NKe)(xc8XP+hn_+KdVXlkyXi*K2y;akTg#YTq7FIwmO@uKU-&Bbn`c`; z5C;0egTM_#IohCvE^FcHV&baF_QqCZ+Z8=w=S33`R2ZqmNE;-F4G5(Ig8>|MML45U z5=p<&x}`4z093xY4}#VWPfbGl&9`lE46FO6ZyTB}euE{VeS;+uU=@Q$L=+Art7FvG za$=f&N$i9ylAk`N`9(X z(I-0rtF!LgKeh)!6{GF!IX-42(zu)#HoC0G1J8;y`Z>Sf8$R81pcg6nj?a||CO1%L zTwUatu~pLuR@u~i=E|*2IwrI5SwS90-hrt5&I=8If$*BKo36USFq$EA*0A=`=6dYg zbbE6;fgW-pJ3w!g!FMv@Mz>Q6bK@}Q4_nfbEi4vR;tsg6BG1+u z`jKV)D-Ihcqgdd>g6o;i!O)2oFtWS!2>LZw_j!P3Ce=zp=cCZG#uUEnRSDGBR}8K! z^fW>{LQA0+~&v2ts_IiEN0P@SW#3hqmD?41R_XB5ee{ zF2TLpXn*rV_HJsE(efTuv&PSU) z;@G6f7&%gWEeaAYqiVEC)jLahDd|QvX%SUbt&WHN_tJC2jow9zJlVJ9g1O;@^kL>GbTPz&@|)282(4yf%{#>d%N70AsI}ws}9>j-A0&}_~KG8b+ZD_`1=CQ zk_M-rkw6b1-f_>-&-#3A&-=2OoCQAmIdy-+TVk`Q$2*GsdUS_6h3;S`?u!+fhSt;y zXLzxD%H`AKq5-?4cMjMq1Zs9_&rXY!x-CNk6CqF<#YX;^gYpvm*DL7{*ZFu<(ixmz zoY;Qc!P`1f52rnUk0(B8Q1bw7d+AM!%g3GQh!->8L=b`dHf7L$PXU7vO)sWkzy-B1 zv-{m$YTEuEvjg2Qf;q!{rW_C!6JXQL21k?8ayB<=fRCd-iNWhM$r}bN={>H12V-*Li2x{IMB|x^G(eRFou2t#`VqQAYLDhLW`Zgv+N6 z#%am@TXlgi5Es7{+;MV0uSR=$QQX-Y2>{F_+9p6Jh$?*V{mqeT?)z7YgFO9T?9e)p zOj95;7`jOsLNQeWcnRL>Y~*oA(&y2e=gNLi-fn7+%_J|rr*(**FKH*8teF>PiLabA zDTBI2xJIu%nNS!8WGfUV5?xCh<}OspO+FMmiDV3u(-1y69~hL7I+3H>N5V(m5j4jj zmBR!-Lu(u_4M@v0F&Z2g1orkmpU%G}Mn$|2#?7{Jd)@X?k&dJwJJ{QNx3Q~nIjOd7 zaVFc+m2XrzmG*5xFjuGVv4Chb!vm~Xvt|aOB@8n^f#kHL7cr>K{r1QYxE+p%PN%+{ zcE(S%`GXU@lh4nc!}<9-KRwpru+tkEUv9M-RUev214KJ@1K-Nil#LBZKB-o`NlXV(8wPVrs;O>pPkOKxB^^RB`w!%l zdutNkSoh)-%apmx*arl?W46A^u2ABc+=~L2WS5vaP0aA}*k~^Cuy_|Hh~zah=-vH@ zuFF_fxWe*HA@6Y9tWjC){$t*Ik3U=cKcgarJ^1DNER7 zHMeHtn|lckQOv$lmtcVS`8%N|KXo`8SGg|yT(ielzlPwr&FD-gw&BdZDoJsPv;@s< zFNRunB78yp&2eh^0S1vt2y@-sOJ}LA%=OvRdPMWq@2ycX zra@h^&yl4+LNPmNxie7Q6VXvoQ0}1UMlbidNHLTE<4%*Ho-na zg$n?+fOXe46o(2V{302ZUUF#79+YZP_1t*94KZ)K^VA}Z~RNN4p zP9!#%tQ%hcKd7(Sp|bzQFAXQRgzE^&0ao&NQl=X&S#}WoP5gIOfWJ5~r9FYjAh_cH zn=lf_wGD@TM~1cN4}^pKAdkPR;)dXlkLv%Astp4KSJ^-LwBUO91Je~;4;z2)=}-Ep z8(aA!k4v2+5F2iL@CkTBjlllX`u{iVJ-q++u&@0MFI~+E$PfBA{BzhW_z95y56o+B zm{xBVnty;Cb3k}Jfauu2ZsAD30S=SG3ZB3_|LYEhbb}Fm8{RWGXz` z077@OXQ;sy^;-J34+7c{lv0@Yvca}q(X(@_yE!1-To&W6psTCoACdJ zdV;HF0p7RYvakP+Due;qbpQD!IAq{|f!4s)bAwF%n|eU2zacn4F=Ws{aIeen`H(*W zVg8_>8>A5tc=zDC`3q43uAKi9F#;Ka>GM;waOM0LXaQ6?IG{hk5ePyJ;wMzWZyNbq zK018igy$sxEhRa`3py45M~W~^8N4u4gX{WtE&NLBy-~!!q>bLppJgBq@Pg% z5NK2Y2ec{w>#-h&Z3{p6Qr?^-p}&H*`8N&y{uFnk#D9IzxzXgmJ+jck%<2#BQcjo* zKJotG?u2Rd-yLZ;YJCPD%3td|@GqZO8||vX74ct}N=QQ>@D}LbZx3Z& zKok%!tSq89+|1zT_+WO(ZUm49hRAmSF$)5ADTqPgKVA-J`a%J+^wH$=d&6Yz{>GWj zr`d{>A05)B_7UMO^m;HaEepLKAi~dG$Y$_rVdrjOh#}-*B#;K|?&%0iKw3orm?6W^ zg`eJmbKZmJg!%f5^5{wEt8TGjkKO5+_N6bKjL~Fg62U@RH)kBu#nrOGx8(xPFoxev z*R;XMr$eWA!koGr&N1`OmLh1iKmEBveEjQ%j+3kFEdM!))hu829(<;ZMyJAzuO-Yu zap8?R8`33UebyxvZ-%Y!EmEShQb(pTo2oqr+ZAISwcU&HvPR@x=o8X{UYWOF-yZCJ z=RU|PA|Yy=(O~-W(SGs|Z8PSM+~>K5Kicq*y^0O&&WM_aJug2%Ja)b>a0mqj8Fh2> zl&4u2KK|lOOS%0eKeqI>`U|wz!g{Y|ln3;Qyi$^xvA`4-WN)Q5eJ@;&K#~p_w-U{T z#9d_?!1Fbqj8Bc-9}D3=e#r=4+gMeZnUi#oq{87SU!xhzIjd6s%r2kzK*oUrT;pYN zaBY{bq2^lZqwvV-{wFT^G_VTCWDe5Dd0rQaYw30SkjF0AC<}spZ3NN`6;ai>MIlQgQT|3H_KFKBf7hURhVEA8)K zfnX7CU7p#srqi>Q-FUkTLu>^*T?q7n0Ko)iX*j>##eiYqFq>e2nHm+OF9bMcjD?Qu zG0AJ4fZSc8PH*xy1fkdE@33sYxY`}~Gi1IcfAC0lrB#_LE`r`sm7x)935)9E(68yj z?Yb3ifUsjAFnke$8U|!Xz=QCG0mpQxOi6OTBv2Zdx+=5~=X}S)`ZH2XLsRtSJ48x_m{d>|110WsJIB1Iq%!-1>_1dyn3;EKXF;C(b63{*~^D(=_S+f)+) zfgg@qIXu{kwD`V9xHZkk7SOJs!vd{SAJ%9DhF_C0>ItMa0(x8h!z`u0x!?Scc}5PK zXVALfO8=+MnL+A(e_zzu{+qZ}NL2HpoCU5CeWJ jk%oOE_I>SQH1H4${ulUHAq}vv5~D+fkR5MS+i#u z$}%A{md0ep@P9^|nfLp$XkF=vc6+}m!r9iK0WRAv!KJSnu5i7A+g z*2yHO&~7F%SWXuFC#cX_8>H{14FG=5fgdI&)|<@I`MTHYZkSCG@D((zDJmtSZM5?V`8Cr(`ZDv z8ED!z(s0nELZiW~(`*Xlr_spp{iP8=8f@ZVDYQ#+yTiJF9ohF^$aeOC6rgf8>8?|< zp0igf{3a{^cjX`24y5&SG!O2k|>?hX|Al*tTsK(yzbbu{g>leGtyd z@*~mPK;xluh~)sbJgMLw+FE^!ZQs5@peV6Y?tGT_1MaS1v6H8T-;9>s*}cknI2(2ql|AG8@WA2mv=0&qn(eXEFoUbtbCX3N}1JcXt5MK zoao*pHko*0NCq~u3vDqV_e5Rio7@%4ZJy-YDrN^>4BMPCefX3uX9+I*n3DC^XttAkvf~@fp|`)F

vjgye?unh4`My&hZe0F8Dbj^%7(PCx)%hs) z;_)njk+Aodv+s#c9e;1R&HG77(U8yi8=>FNiQ6^IofDTUDC3vQFYuI|aX2sTCafI4 zYx3-EU+y3wLvyd&DB(#F!=`i`DT*tt{+lEwF(-o*fhEDPq-c5OU?7}S0aUSJVarE^ z7TRF-!@KLoD=-2#YRk@22ik60h^iO*6R_oH2D5aXBYVU228L@_KP?q4;o}EW{Wwrh zpQ@HUKi>LQ&O>j=h2gX1jv$|tbk-0?r081WOvRcW z^#_cdN36TF<=}%&G6_k5Q5ah>oBR3Es2lN7stS#pR|JdR1;}252kdpXSmj-=A4lA6 zgelGW<`y?QVFgE{sw<-mJBN~0)!8)aK0B|XpM8F$TFsI=0(_OXYI#(-!hYhV_EpEl z($}B)N29C;78-RYTMJJt-rC;s7#$Sid}VR4^I-rfSsl2qLXl2Z1;o@LtQvJPmzJ$` zCR=w$95S+`#=MxY+O6z`kMm%8IcZfd+!*&+ax@Bv(}`zW^pdbiR)-iV$7n8o;Ml9= z%X3{hVdr8l6As9@lbBQLfnQ2~TeG~lZ!bt6L!(!G3(}+1G0SM>1r@=T9NlcCfb5SQ zp6q1`sz=h*GdR!ea8`=RO0IVdac31(h8rfo-?^A{rr?bRkH_Ym);CNzcDWCp{jnEQ z-(FqLKlGy?zCRUHgVMil?e}JP!dV`#R(F$Ot0Tr|3)QYY)5+I)#ang56=ih`Ze%;uir6XMCIZi z_fkeAwaDx`*tk#4gDdPTAA8UaS>;~`&tw+oXo(PD3vTfS?+CAT_cy2(IFv^<# zUdQdw;Z&rfd0WJzJ>#hhG(jl=>c1r(zl{COdE2 z^2Irvd8E;CF?{>O(L&)j&mH2MOSjvfk@Lr}`Zq=o#TteSH_owMm{--g6)?sfeI=dnI6>ui7PTp~um?8C-yea+__C?59J&it#t z*gHdwJB>kn?(fBFZwSr7QdQT0Q`h%|%NYmmw;K!gduQ8!M^p(uSSm^S$}7>JtOIw9 z+S>kQP~)29==qSdyKc^_6=1YWH_w!E+Ixzrdv3#Hn1^oFhqE3I=W8FG(TFFE8m)9h zX=0X>gc6g!&N{?E&d6gC$}ZO~_1{3h<|mCtn~zzGHQH$02pEls65{%q2th z0hO_})o0(s7We~;gL|rS>;%PB#!&uvU^R4d!YK@7p|gO zT!h@6A2!7i%kf|0Wdp}Jhr(IZ(=qX~bGcTS)xPWU)!6XpS>$8bL)DCO(pc#1^DpRS zV15~a3-M~#1l*wCd{KMX^if^8XDm&)Y4q*VcGXlyj*bHa^dRr zqIlD9jsscNPanFFzC}Ocy8m*Iu3$r)|n<8De1q)khyz6Id>UfSxKw0FUrx?CE`(KXkXI`y0a?slL~ zaiUYw^Jh-C;;_}o(wpONoOJEmeeT}|!7bUO>^>JTml_(6PmG+?ee@ux^g7n8@8-ej z&Zp@)L_SCDJ=PwU4Uz4c87=H1n`V=esgY4hXUC%olleTfAH4i_o}GGbq^vAEs2QO?BVODo`XZ$Dly;7n)* z94`yfDM}e|GUvGI%k=oRZaDMzVc1<)oU7y4w6cn*|_G?`q`68tPhqJGS3kkxfUU<4UaA-V=|)oHuXR+I%RB=N;zqL&2f@ zoN48FgJa8vmv&ls>t4K*89!)1(IKrAk&LPbdZzK%mjEf6ClyUfrJ(B;buwPwTl}U; z8v4-`l98uiVN1Rc>bSZL?Geb$Te1siT1!e&w@Y$SR$hFwO-Gm7ZIVuIlht49zJ)-q zeY25-tsx~N7ao!7);z7E=ctlDza6&HC(aYrI*_)}BLY2pl2(W-ZDtFL&G}{vlr;@~ zXh`%!V8$XWFE4V?otkwTO{mOM$5GV}icNf+F0+an<+l=t4USpCeo!)2F^w539X}y! z4`k~W1ID{8dY;=7Z`OUg5CDAh0@hj)HM22;600u(A`+Rg+~U=|xbks!`M7&)Pqi7@ z4DA)LGKPKm!TqPXqn`HiDV^0B-SeNdmjgTjN^@xN!h`-bsH8%($zH4XGr-U1Wh?mc zsU|9}f6ZNH&19bZDBQjL!U95uG$KRt8Lt&Y6`P=o8&}tMF6+niwKq^!Re}K#lz!~c z+MS`bgduflQhXCy5VgjSS`$SD7~@kCDT_^1qw!VuG_%ly8H15P-gH!?A&ICv1#Bf! zPU-cXKaq3{f3FFxJYAz4yzCMdl4OkUY;qMuHA_Px#uX4l6NylpaqJG1oHWE}yy*5& z06QR!ISV5GW4CFjyE&cNO z@#61j2?7*4j+H=Fn&4*>0owC+6yz9QJP~R_dlXL`{M0&Yp)Fl06Ra%_u^lhEGh~}s zeIVH02%nY+^%}?SL_v&ckM`qO0Tjdt@4Egdj)IurhZCWYajZBhUj`C7UX(D@lUS`4 ztSwV{_|F%_V!SA3NHwu~Z*bo+ye>Gu)i{;421k`kG z&7Kcm`}x6NDV{W)y8jL0*-RFeXiXr$fWW$|^`>1ViA9LWKEMS1tNrE+h+%j2uIXW3 zqW|qk^c(i%ENr|rp}`-W8cX{#}Qy3z0E$rq52?rP2HVKJhALZrG0IwcF+YE4*gPPq+4@>>T;Pg@*A z$GlMAPTczxd#pR|n2+cm6Ipo-?feug|EF1XdRT<$A0Jt1jCRh# z7FrW}UqF1jtA91eMphc32cKduSrcBpfH-$o%TEsr68+bkSL(z*-t$L9R+^v(v#_() z0Aa~;{3-ZASb710c2{SK=68x)6B1rPOuDOOriZr^@wX!($I#kOvEtSN_T7U5#4sbY z>wh2dagh*Xw00IY&6?2m0^-$OeRz6!C-GNv^;4{?HKFJQ#J;;)ZhBaNh`$pFF+zjQ z0N9Ry0fBT^Yflf06Y&X=5EFED7Iye|^Po5}4DmoHT75R5s#@0c3F6uCFd5p3@7|g{ zd`lYgddI5Yfa}>kkaAJ;>ao|=2$Q0BrubvyRkKaR$t<^+2V?1Xh8{Jg70wKI#oJD$ zmuf-U+rZDUwCWtuK_vbJ5Q>KK7~uoQO%GNQ(zC3K`B7tua-~DHP|IWZbK{dT_GeKr zQtGckLP%krwpEaVw&CiRZNu8uIQ(qG(le-yD*<#vs8A|srFoiZu52dGt`nMkg(q^)kzFR;~xdya9X%bIxiJ4fM z)pWY2*%vc3zfPFGVUTp2L~VZ5%TWISb-U+i&rp9tn^q;{Y1^!PY19xpx2TeIa-0Vg zK`>=WBHl$dxN)6*sMS9xP%9(6`FL9|ic(d2U|8J_z~KiSarl%MAtV}?u-qcZ$R9q2 zAu7RXP2va|Ps0%DU|AV;$#sl`)8lQ&@P294b)dCSJwx%UY2YVD3j)x3W=uztB<~D; zS?8W=BJ&psRaP2uD0p#Qyp-R304R2l5nUxaoJ7APP9ph5$hP|+ADeQENSHr-=m!4d zLpSgrAJEa?d<^!*+g==TNE@tt*)|J8p@7N^aL=2W)!u=sU!M-PfsNV?0<8u9NE84i z3PSN;10@Q85>*6kfC@@R` z4M4)zfdK0gh0gs(0(}8W)DV>D6Hua0VzfvnL5b?#pN`xn{zsyQ8=x3&kmxPT-M9YAJ0HOWI#R=K|T^eK91A)xHlb% z5c|W2%mzMWHt=EchYu4PA6g(E!yq4NFG3JBd1QfneEZ8sqzdrY!gM1y@bTj}A1U7( z@>DeKaC;%Ws1Gq(>W-i{B6Ew>BlZQ~TDNWF1}?^9n$qHiqG+yHyn3rDb=_4ILOpFw zllmxK4rx}}A7`Ma1|0jW#zN65+flBGGYvqnKQKOhb$_cd{^Ym>VY7{v7)r*v_+9W? zXIG-O2+A`N^ybf?6AW?D3~5b82*sZWRR(>5bP9|Pq+oD1$}@Xu$bsM-8PLItjq!ft zZuudFpqCdm&$##&v{i(4qk7w#;`@kB{E34CD1SdIpIL;f}#0w|D0ew4io zL@l_u2Necd@X|zRk**zXKzrH+%+w7tk+U&Pvv*w7U&&UGOcad#)q-zHlft{fSS16( z`Q8@|Xa$?dKn{Xh&=mzEA9Ppno`=+dkVNh6C?OfpTNRD`^@0__kW%JOdC-)0XK1P^ zEoLY`QCk$%H$8M3oHDn0W~kdCEoHzOmmOy8UsI&6`b)G+*}2q2v&5A6p(jncZdWz` zzzmq4Y7&nhDs2jtCiwy52`2a(V5nG1c^o?w(}WgAArqnd!6*UMq_L9i7BiIFl$HPn zakL2PWg@h&%>v?S`?$8I%>vPbni3E7k6Z`ZwJuw}W`!<_Op>&^D9SJqsskDcWcT_o z83{w5n#5zlnAmO%MrXI%G$Br*nt-(1L$S0d4bn)Wl0cjK96PHuqt59K3zl)x{T7yb*g70fk{(KT(Y2|cLK zAk46Jm@j|BjDGpQU|#s2Fh8T3{s+pXb(8>|KH;F%vMUsau!H#tE*^@ox=#{a-k>mHwBbh==b9&XI;_1$#+@g>;)Sz5>vKlz^e; z4Jg|;U~&#LNz;CPI2iQLYkz>UZ!laix#5qma}xEx?3Sm^2+aL%aYG-P&^y4qi>9UI zXmiW|fGaL>ffP$7W!cSjtad7q z+h#yeL9xzf8M0t8VK2Y-InoAfs~ekK@RbZ%CK6&%E9CYYsFi^?AOYzb_*b3iq#{}#pwVc;# zlbegzqJDoV0tyQi%#G6{u{(f_Y_A!8_5G`E7K+D;-Ytw2gM+SN%M*GP3Oy^#K^%o?Uf$eX)4-?40i{_v&|L86dj>dB98(ZUxb!VDm*?AR7GY zAvV)w1~O4MHJ1X?nBN+?{L^CnE6HK$aFRQv_4-Il>A?BDD;M4dtbb*{D;sHXv3;l# z^0hwVL*M2aVWK7egIR6w=<}vl6Z{0|-RThJB=_o;^cSud+zVVU)CZ`o{Q3gSelf^% zeFQG#o3!Z*L~4chJg0r~?B{lu=vj!;3Qw&=wHSBZwJ)^inn}lj=Or zDAeUCP|krMJD2sYkL2dv*!Bgd-gs!Iq#xl@2IXf%@v9|^HA)YYYO7;=!}sk_ie03OmH+b=Q;J>Q2mF$Jt9_@$%x89-TiiQuq=yWrOjmSWV@I?->pRJOGJXnaA*8!jtO_hs4t0CH(HDG$h zV_b_<=M~V^cD{(dknz-sqYZOH_jGXvVH>1F8{?8fpi=w&cA%D2nn!)2qqb)1h8R~R zG=AZq-sGKi}f0efW;Fo~;zHRN+GzM#BKZ{Tl$;klPJby&J#yU0NCL$c| zM2mCq`StVlbtc@65#3xHb>?Re--K|tYjs(0fXz}uh&qvk$E5ceHj3@d_p0=%|4i=} zRy9Kpa$nvwrgH5_PxRjQ+$3mS66M458=>=25}L+-ST#COFYD?NV0(27JFY%h zlF#sTuSFky^khKQhbo?j%sIT#JG}2=zQ60~`5rITL0qFz>Q z&F9$0?1|-t*@EY?V>m_$@b2QvFbv-Uze}AUWwhyFss|xN^*QoA%Q$ zD_71?HHiz3#Ne$_d42Car{A}8Ied1jE&lFaQ$QqtEx^%DWpKqnUWszpJpyKl4n5zJ z16lBNgL=+lJ@s42j`@(f4d{_ixM-*(GoSA-_sIP48e7GtxShZP4=lby4!9v zL0+j67mu*Dd?K!Ukvd+LVM{o;`(gVN#S#1-`@sE~x|JqN3{m9*XE`7Z;&#r+cNz<_LZNQ7=P3qENi{Ty>P{Mu zRMxb=`h)z}OaR7?t7T8(NLfKCj@6R0Hh+5m?(Fx_fFf$Ey7)Xw zAGHFT9*!VJW!~>QWari%9-;flrR^vkFRUB|HXhjz8m9wJ49`bIlgYy9xHnx-MH1A?9<+R;x2j`hZ|6P>`axg0c#!RJd5^3nXGXf- z5(#MIXEntK(TxjHx?|sn=S=0f=$%$7un5yKva>k5b|6t$h~Eh%QT`GtO@ zhdm9G`LhIcy9|R=OI~4Gzd9|FR?T6U$Owr z#p6Ef$DdJ?^10f#+#1l$eT$C5vKdy5z6>tx$VC*h@xenxJ;-3ftASPQ z47!mx2}DL97zj?YUBGI&J?~m3lekYdbfHxP6dV=83SgxK_fBC^hR(;?vR7?vE!IxK zs8Ca`F=FR%O+;I#XaGqfiQR6nPRDCK%WdG>!O?@fE#dTR@nleh6HE_)&1>6>#umQ< z=ApW>^uEB_rr1%d(w>{4Ih>|%rCAkT%s|6cH4OA5_Hr(&4HpAUHYD*M_E5Ya;?^m;)pZYt{XKGn?4tc zGzatqsTqv^%NM`wZ?uM`i(R{?yKnmV&XJ|wGOvnxyeTD#;9Tn}`NoRDoIT{>Q|+O7 zcGvAh+>0S2PL1Wb4IGRT5e&Dn!Y2+dn6KIj6>xJ`E0=zTK{ znMwgSsTsWS1y_0chmdJ~)irXz&iT8CjNNPevp-!}fnqLn51DVOVCa4pKBeAbZ&UX< z0_NxD=B(H2>I)6hZKvW|%hC%t{JxWCWG#~Qg zNK05m>-(|A_w8VmsYHJwr4?uQZLla19hex*^%L`!>RL#NW@fmyW?{Nzr3(;}c+U>`piZA&q+A`SoprOZf zJm_J7+@edQ*BL!@xy}R0loH|m0G2%ZB&>9rrK_*SewL6|UEZk?xm-Ij=zHeJ0=ltc z!Hr?itb-i`X}E6L$?A~l{P^ck3KWs`{W*c&E59Q0We%w=g9? zmM;4i`@$7RV$Wm?ZIt?6fXYyRTJR+gJi>L?l?SeoI@LTE_NMK+MArpw4Z56fZO%|v zXt7PbHerNUB>Jifg02QrZ~~+zwsa-6LvWvLK0CZBP*HQcI8s*mnL!DxYWtLkxt6M` zwm?SY&TFLJ#RrG&^fM9|&EP$!x%;V5!hZY7?q*>feLwQqg1V`9JoFkJJe{eVLD)~q z=L(tH50E^c2mLUmytqz!)0|GWCg=Q3}dEG74M_CZ6YnxQhWbVf@R$=Ghxpf&}as5^pohf`vh;6+<0{#`4{gLpcZR4fn zOI&?uMTsoMXsqvNQ%YoU1fwx3xOq(1gTCv#=m0A!3Vq@^&(-Q46>Cc;Y-W~vc_pH5 zL~8m&x5fXlLSSOe#@@ws1Hb_UxZH1TR16uP{BZa>!%~R*xJRBVqO18!d>8v=KCy@N zvc7Hr)dC$k`^L;jpGba604blLjsqjn^mLvNEP6_naPfwrNLKNcvqE%+1Mq%(Y4DMl zjkN`g(e2NxC*la|hPD=TA{M>?U+M$vCp}w4j}87sDRDCOQc=oS-hquH-L&?Y7LQ2P zt5h;}_ccfL&eVH9vtm$rKI?$}q$V**s9|d2wUCxzUB?PwM{EsZh|OU;lB;%uxMsLW zzz7d)E@0E(mxCASjl=J>$FxO6DmGU?zt(B1=UC6V?+oro74X(iDF)VxDttxqi!beF z2-4(TO2pnsO8~a)5VahppYVM1Ml>Ktfzj|K+Xzctz}^|P1`U{s|6~vSK4Ay_jt;2k zn`M}c)lSGeqlt7M>i;F3fDQ^H1Q8*T47%j~R%x&kQCa7L=z@a9Z9lZOcfJ=$an4WZ zW6Y3Fnba5^yS1O>#>pXi;V{8l1-#dsR#V9xotAB*e$53at;fpcH9d(?3p`S!#B zru@NhdgU40WU8j)x{KR9iKj^;{iv`xB)uzgn`TmTbu9H~7pJZ*KwRkjN2cEYxM{@2ZjDq1l3R)SkDi*38H(zNeN(oUrO`pJL z51gzuL!%+puiUEXO$Rf_Szg>m0)XhB5}p96^%Qg$R{?EfJZ;;fEBkh;>RsI z*>U)}!|nVdDV?)}(eexqS--b~{B;hn8Z1dWOkcXdzX*D}s}51Ss=x3Bj?{nA%81-x zY#07d;NWjB*D$?DpPTi!(#@oMz84Q10&NoUSpV~_R@Y%f`BJF*(?E#f` zzKZlVAnXQT>al%bsW?00GvevCMCyG`D5-GqP_3WP9Hci250t@-Xv0Xeg&#w0aD=nG zVUbA45bgdXp2Wb4gF**DK3lsA^Ivvj81D)ulXW18XSylDj86Zo90!Hgbsf@7;%R(E zsoKi8p&IwtU}h1_qLu*kQrwWcRnI@Cq%CgCSwB)o{;iYve!(y}%<9w*u51=-s%{{y z9d-c@2Rg{Xwp$lMCYllGDCkAsOZ3$W{ELvcyY33CrbB{Ey2>Shq_Y!vG-tU)bB0ZO zKE1nh@Os}gpbV^5)~8-xv#_Nr0N|gtd&ACOCg3DfE%e+-1#{$K(9f4Onu84w%T~TTMyH@AIR`y>ARyF{YjmLcRf?|4e@&$MP#_AgPQ&dmlXCPJRtX$JU~Bf$peia4VDL-sVwwl75-x^Qa=hqa zcvN%VFa75tRfhme>hg1nTG<4aAZoqHa2gd@WH3_-?)J5zD6@1a0F>iqnGS>|@lE-V zHG?STIG>@SsLq+)C2d;r@uy-f*L zf1PO;?a5;MH@CI)$DJaxjK<_7z8M*GMj9{$O=rl)e~-|H;((UEFjB0YE?|0&@*rIn zyf66(5UG*|JeXSjKcdRVR`0ivJat1uIl6cUT)~X8Ikj)C-ReXy z3^0&#l}gfyykL=kmP673Y=;6DD+WY9a zk}A1s;Ol=QtvPI2qVl{Hy?cQ&*vt9MrBXE=_|K82F~@!AN7O2Md(KfAI>B8ru*XnG zsM7SM27Hp^{_+oElpR`AzL$^Ap`?_CSoWh0YFA(H zrk_Hp=N`?u&E@{7xM`V8)_#_O&7a;r#g z487ZV9Ao`RDu3Q3)9E-&mnNB61`RTYto+MBqP+hSA+1e?ylC;m?O%@nH8PmuKN1PK zJ1stKq1T&%6xZw3;bLZb4BiO_Br>V1^&;XSy^?6VGrDTiEMzNWqP-MgC+I!v7Ey=x z<@%{Wu87}FCsXi%;-kaiwAvEVamIj?BI{uZTlBMKj8O+pPIeF5;E(oGsHZ zU4C7azPK=NHhLLI-NkhsK05P}jkC{R(SdO_xOo?tTPZ_Q3Ez{~>w?cLg^iDg^$O|s zvY1)2cAqSQ1Gj2r)5hS?%KHs#gTH)u;HdyT#w!N46-Cb& zVkn2o35@Q<8 zxRHku{15`49xT_{f8uYJTz}XseRq;Q*nyovo2+)*y$j1m{29lYVFN&2;`da7KO3hn zURmw<1F00BLrZizV}ic{6U-a2K88|)2_C|B3VYs->LLWCmpr(*0CV!m1;)jNouE=q zZCNZWPD=tx11$R|+H(BeN`THPGvanG{XZW{|eX?z_RxAARU@BIpH= zca35Rts2{$7Gv!|4veM; zZ`Dqgx2+TQIcQEd9f$Z&44=e)f^EBVH+ctvZ;1zy$rIaj1 z6lXX*I4H1h?8ibx=sNALlG9T1!{zkiV&&jIDb)(f-PHSos_Ya`?1 zQlSe(!o}-a1^M)GBl8Q(WVh&lPF0L8Gh6aO!${Pg)iS43(N=-uDA$Imt-6~3)g4)! zl&CYSMgKE{t%8A8sLdH-7Ba{)4&WvPoD(doR@MYJ=$B^enY&mn7VX;liJP%qZZu>% znxRTD2mud9%R%6isoUfk9FCJAyGwQKgLhv%9ip!I?{M**-zd^V|KWCq4jDZn6$wKFQ~ah5W@fIY_9I;Rq4nHYnG z%-vJA7GWY?Vp|#bmr*>~F#R9tXo6}=2~j9#u(11@p^MYe+dxo!8zun7b1LNVQ)G#W z^dV~&FeP_SbqLdgqzRS%pDbv&46d=B@;7soUti0d0>jXOk=)wucl1k4nz4dw%u^$! z8%q;#jdO~5amq}W;h+b8gbO^^`mr-GihlNz)0t6r!;GgZDkf5@Is2Vx%^T}&V>hYz z8YU*>5eKQ=C1nPvwQ9=8LO)N&4Xo=|2tK0Mt2}8{s04rs;|1fpc-uWSy44nD-xlGQ zh_8-)UUUq3KQ@?FDKr{j(73U)RD2kTm`)!{R7^8n7V%Xi<21f_I^Dsy3xO%?_8QAK zJ^B+86-!KNFi^=>PoOz~dy#e#zGbG~3&7rUkm@ zPL}=Z^{R8N8bXXo?2f_P4R*IKClynSSC43@)-QkiYhuPO7)V9@PsJ;Ex(sVD2Fk(( zsdAfM#z=PuK3#4XsR=>Qetur;V4_o()LfOp$Mz_z!5Oi129Jc(4DRRt4w|`0+Izpa z;yWT5d3N*A!8)N$ddxfyU&!>ucUv$2`;G4}X`GN!%~c*?Fm+=Wsps3-I~Wel zJCvA7_kH_0KZ((p2fX79z}0HYe@n^VQRlB{*B>xVT+b4P7{kotJ$JQQeGt72QnD7D z(^D4^sGU(mhuzlvWa%YcT64u>v}$F_eGCB~cUeo&;yB^ET@<||ls@PRD9 z=z78sbu&#vcy7f8~sC1xeg5(~CY zwM&&3_-V<66FeR~?i?!BxC{9y7V&+sLG=e7y>af9|JH~azX zUTs_3-W`hBD@bOCjBR@G50=9@3(4Tmxx>(XR>;zj6t0^mq$b)f_pM~!yGy(S|{J1@wOpIazV=h?rT zMcDfrIe`^veIb}Ey>1GW%tQx7Bh0lH|}>h`VBKDC9L1m z;6G*`z0H#NygaY+O&hZ&^LBzfZ$vHN3tdZ$OaDx1idaG>2B+`@RvVn#U-;^jRRw9# zfo2~u+?bav)U8Bpuh*slE1G<^V4ko|e+^5Fg)7kDadmMVOSjoMc#-cu2kmc8eU?O= ze*m!eGEHz?C2-7wJn^w8>yE25>)?b}^4^Y$^{v`X>&p(=(yiU+Y)KoI8w2G!mQENM zB(*in(yZ1HdD6j{SL2=m)C8Tb(Csq=wWqQ^0l9q4m3%rg8YiH6@oJ|u4H?_0nG_!w z=s{U$Nbx$F=A#c%s3{L=^KrmYtkSrTCTgHKVz!DIdMrPToKb9SeEr0khL^qM0S)f~ zq;+7*mKH^jHcj7RCm-?%0-qe>i zdyb}14mVle<*Juy>#oCrsbxu|Gzg{rg6qj~OkzyJ{|Ius!)H_-;zazWts!RLLBA@_wq6puLJRzkN|E;BFlBdr~8bC={8Ky8Mrr=eS7X&Z*h zz?xy^n*M4hFs=xbB=nBOjST+m6|O53Z+~&A-gIZXXk)WHtf;aXRT1rMUnlE7{8BIn zRt;Hu9W92yt*Gf2)m_e!$f<<6&!)-EzQ%p*jJ1((kPq^A44JvcKT&la zaDiU(cY(Ht&%E}X@2wpUX|ykZjkh7>zV8eX^*q?vy!tvIc0R-AZe77bTQ(CDGe7MD zLZ*)O`)dqo_t!xCkqJ;0u8nt2wnDY||Mx|O2L%7mD{xf!#b`sbDz6W1L>oG42KglF z5YWcVq|8dYz7nZ_+}V0ZLtV{ozOonHZ=M+5?P%~YtH^d*Q^8H>8hKaxOJDbp6h3)> z_t}DGQP#$;qimZH(QXM&m=iYrv`s; zf&Yt>d8kX3HCwM^Sqj)5M0FSK<{eRcpfY>c7;=M4q&0Q$;Jr_2=325VKLd|Sa)g@p zaaLSYoCvpq_?{{t^XLrr9oLyX|(g!$L<=kCWvy{3Dh*tQ5s=>!a1Jn16 zZV`Ad7i7k|ig4`Wcq79@2f328bVQ8Ts%aGWhfJ;Qf`!kK}|7KX(c9sjayWUb`gE zr(k;OpxV{uv&p{uZ^qVn=G9+MsSv&MO2;PZ!F2MA2x!b^(}P|~IYOf3k46Co_-W$T zB8^$z*`FUwYzqklR-Xs&&`%Z^;K-NZpGlo#PNRDA@qJER6do>`iNNcG1;3Fj{_KwZHS|CTa=f#uo*dBw_Al~+$ z1BDthxyD=HOXtHia8l`u70y9en|P5sT*%L+kmTptKw~;ZV@2- zc79BBWmW}Lmkev1!NEo{VTS~JhaT^YSP4Hl9OrS zSWUaentap^9ZVcFhi6O!o6=-5zW<(aiNDDY&8TORyQqGG#)nTW^9ZkfSmJV9#0G(v zv%aO7vuyjiIqT8P8U78KS+E<4hO+}uPNw!>7qlY43tGi7^NpuI#Df>Ka!k2+`9BMK zpgMV0q!V?=D#cW*t5kG`c0sFOY1y61Q}Z6;l#f~k{iR4-JBLQgf`YPyv;xluq2XuV zsU#%F?kZA#=fbU=2Hw@0e35$>MW-DHdwxckx=CYUYGyeqy?t@4_P#*~;IK#p94Lj zYH43Bi916tQCXBPml7#;T|nv5txlJVrtzpRW$tAw&WbD0PpatX7#KhRASNE103( zVi=-S+-@-*P7bt#z4QFOH-8zyQX!Y`za&ga?$NPUDPBfwssOKK1wzeSX6JKI=w3k-227l)tJ{gr5_xmML6rKRDTQMdx^;4R9!L z8Oc1^ownWF!;TsuJeF)t(P>zE-_+%B5;&uLBO=s($EKECD+AGDmd1U*qLfaf&y{F?nV;zyR(C~a81L5%ll(!7rBxL z|IyWN_j}9Ab4Jjsd*m! z=kNsYC_M~bl1d2zFG&^2nZK&_RXOY&XM{lS8SX*lm`%wIL8)&;98S6)d>>q394p@+ zgHAq*egO-*y23p<|1?tL?{tB@CP925;Sydw`uESU`j&7GD#2kI*FBTpztjM(C3SyN zvO6oU<|zg(k-VjREhk7s@r7bU9PHwM=R({+t7(_@Uhw-nH}fwXmZLjc#*B!FT?LqZ zYG>ub&Rn^saR-@Pzo?O)@PKh5a31{|rF_1nJIDI3Q8nUr>cn@2AJGM-m6yKpEgUGQ z7k=f*$F3AVrf~yTlDUf7(OfDb|H?yl>FgGh!2ieBS3t$pEbAh{f;$9v4KP4(NdgJ( z?(QC3Cn2~7cSvw|cbDMq?k)oi&Kq*>$-mw^=f2fz(ezZ;?wMWnb+uJB%&0yoYa!vt z05k1w^AP)&k>O(UIycrYkzr43h8#veh{8J z>1yA`eSPumAVo70)0t}6M%r9ZQ3WoyKE7=alq+zP{6HAxXfSK5&mK#!i?}s>_Z&7= zB{EK*kfjHarSFY)unZ(@sy!90J^%GODRCzxjBOtvv}{wu3&HG6q&fS^1QNH@w77e* z0*|PiaMqBR+W-=`6cV|$%MBto7`aU%NZis5xCe0(FadvSkQdU5uZkPO%sOM(I-hml zFfg$@4HCSSEnG~V)woYCT5dhX4Q;gx#;5qH1_$4Wm!->6`y1YA51tnke+7}J10-@O zRK%J>YP*sf{A#B_Yb5@8rH6nYHzdYrh(a?qk;A*%4fvzZ5`r~II97-_{;yy4tm zW(9~yDMxVC7e47R5P*p8Ti!WpYOm`#j8As!2H-mG)0Wg3UU4UXIhvXQ%B%suZ7=mn zHzaneg@Es-8&=+#j6mS20kp8HT9m!DR+$tG%Eb=#j!0 z8b}~ifbU=hyqY0)X$RL*5YkeFcRfPj8Aimq!_dYdB*be6;R6P1!LxdhK{FxKxl3^m zymc?6=a8BE4&*O~M5ARRg@gxgpS*#W-E4A$7FLvl;Je{JWc626_QY3)*IPKZ{}xrN zW=LoSae~1+$T_{18T=&oDIhT@hl#9@z;Tlc><|_;FnZGw%Dm%Tw^Eb%lySX)VEcRt z3u{#BH30<8qsPkmn;r>gL{EQig+2K)r15;|D(tGq&W0*HSO2_51r|*3t{oo5zZ!U8 zok?U(Cb~Ld`GqiIUk#zPc;c;;W zS3Vu$ddq~^KHmcBGNyK~#Si%yZoQX4^btA6Ug<50p!)`aAL2wxWHa`g4K?nBW;9_# zpOjPZOGGs(rCx0*mPKk8+&XApyzjJ>^Nzh`epj(l&ca&r-mxs~k+(E`x}q&FinM6` zWD__mb<&49upQ1a|{2?wL z#_n>cbJ987bj6U`S-!VJN4=DKC?&N;vm{i7RqCoq*)=x|hgB+PiJD{RAjGtp>bE#r z;@V<+bp69YMBGVGggruBl!h^1N>3z_cOU5JyvlUn!13lcbw-?h!{x1WsjZW?9>(@A z_Ux`Di!0bNKWZ&3;4`6CaFA$&-(^F^;%r&bExIN&> z(cQAH0}`Y$TQaZ!#P?)+Nw<{6^Mo zbTGF%SmN+#Ypd+E+i)K*Ap{A@%0j34B?$!nQS)@4Z7%x7HN7dX2~<6T4|ZPFdJ=4S z3iCTU&9D>i{gT(vvedvr78fLy%}Ap?yxdXZd>?D&GrCK)1ALbCpoPpmdR~TXxH$g| z*+L5;LpJ)C`GyZX6b>$AzOg+kXH9HI*mqtR@jaft{U`hY)`#Tp=(z;d2xQC#{Y@R8 zN{z=Ti+^K?^yw?*Ss&1>jL85@G^Lx~<}TyFreOV!%{4)`s0t+Z3My1c`Hs$eL;*wg zg&>x*e;Wt(<>yt_BXRp&7Dznkn%$gwqa;9Vt8t>as zA+_ESc^+ZwII=F*4Qe4jy`Hij_jR*9vfO9*N5Gxkq?i!vgTUshM2TL%gU`6ubIY6; z=ex*Vp6A56r~3*GiQzuSRK4pNwR_W)25m$S8nz+WQ5HDny2iYdzXP+5mGRZ$krKg>lFbSP1wgiN@8`hHZ%o3 zH3tD)hOaP+5|i8h&fIV)72!Hd@AS|dUKh=E z;utR&z`RI{USTIZN9kd+waRd`T_`Yz_`W(QBHlOVVRutPFeE%HKS@G`st}+zpZ$ z>u*6dFr>YdvK!2*Y@hGRZ)O)R6DmTvf%dZxT^~>!Q1a~2is}O(0l^t`yGWXCT1nT~ zA~rcct9QYtccJNa*fd+Dk2*X(P~2grwzIS7lgt7-r0V@=E6iE}L69ivq-OR=Y8AmQ zSx@0IcSVVi=7#?^*NbYsX>zoIy7cbZ4MT*uiy^g(vD5&WRX=3b9*AI~i+nc2fpaLcF`mCo1fVt=xS!Ki6KMGUPP<8 zcE`C6ruuO1VOQXnRNyYgBciN6A%1zpVd5IiQs?0u2P@i3L!<_({A`!r04gVCk); zr^!2M$jU9O&`rOouGo?8-7#?g)VqW384PE%d!1e_bOX1oVc*yGoO%?WR|&ou&@Z^I z^Ixl&A|YwGSO-3ASM^PBI5rMl4W~47*ETy{tno#&KwOcL@f49m*Ebd!LJ| zr0`wGw*@(;qX{9GGK58vTc;lwqRmff`0%8#f+K1QoVBfZ%VHIabb?EVsTaVh{2uZf z*(;bp1e%K^p*JhdyqQgK_b{jJATeha~O>;E;VH(E$O7~xxDzJnx@fCq>^#`){JIU ze21E^w52pMD80yANik}#xv=GA9JFn~Aza1+lodCn@u)qS2G6XPflC~d34^aa$~^4u zbPKTrl};7P%4Rjd6YC=1{VWe z6$e`tRVW|RR<{GD-Ug>D#qMcnMT=){Cg&O}VM#f)oXol(JIfxjJFB1&GKDni&hFJ; zTLQhsEa}dp)h9C0vst93emLx3feuV`o*JgzM^h6=2bxdLgOg?prXt))@=iwg-EY+` z4_1@-TheK~pOalnPmQH#1BWC^W-l2dS~R7yb}vUKZdrB0mfN5$DtWa2nk&pd=1TZw zg(2E5<|K+4=nW5r`C_ZW=j5!l)o}aHwfa6}_2+y?>=eiJKxUQR>S1m!_me7penrUe zlR-U>A|OI5g|8$AC0K;6CsvKEWHG==QQH0^J!^^5lHr1eXdE1-N2UfrY!Bk6&QS7U zN@OY%0M>^K%8#jzqhQ`i!{FAv-BH2aC-==Eo`F!HYli#S@x@6D(24g{JJR#L&p^#! z&9)HmEI2sHPMQp8deEJaM{6pVmdJNIH=raIDJvs%ebbFC$FGs$Xk)V)O=83TbN}99nC-Ya6h;1t_SwEjXj?Vw|T5}`iJtxCp}hX7P^iPw(WkO;O}d{ zWg)uNeZWH7R6Db}5hsTCiM>-euu~+h1u^V!Yv%DDZO!S2e{2sAJyfMx## z`G2y4Hzv6cW`qo^n!rJ%3S{My6HQE}lLGEox8KfpA1IL$?SPFyNr*~SitKU-slsXM zkHvifx8LVdL)qQ|)!8$Ud7iZmuObDwh7$Q|>qh%7Gg#*yK!BNHGBNeusRs#CDRqur z*pX5E0&MGK;Vbo?fZLDIM#U+tpCM%Jej_BS9VzHtJw`>kIZnOn7qTRT3`{YjWHz#V zVveLKPBMcX$$0yR{=%+tEE+l4-+1uGxl16S3ns!Kj7hx@((5CNm4`_sZsgvA1g;H` z@XG^;b`0BZdu$IVRoOb6t&`jKAbjdQ@2nGd9o5?bVGeMI^(Ig3otVs?;yrmc^V0U6SHr1nDk@va9IG-RFtK&d`S-H;S!gg#*cTaOHA z*8Qjpi$x!mduSGRq;2Id8+Y2C!yAaDLFKRzyQUGGB0Xk(u~qD18K7tr%Mlq{dG51P zcizDJ@~>Sy0UQKbkK{LlOjEPv5p@oOUcf9^s-qrE;y(6~O{`MG5N-$T(@mG-DY0gQn5Az1K>KO{H8}95m9@ntzLIt+x*e1Q~Cb6mm;p`ba*IDUp6Y)tG z4B95ah<;dTz3;z%mG*HvqNl^FzKSqVye%EJ-!_8IsbXe|31lHfS?u_?qbAiNeTNmk6&jdjT zPghe+Y9r6vhx-iwl<99v$V1~LyTgVpUy{E0lcrJR9CVEEr@>rpx$i)pe_37qV z{#NXSsKRW&$%3sr*AT`yBmP;U2%IW0y_pq@S{cCUd|N)qe1pfOKRF+jOJ|rN_i`-C01~$g0rlr$^o1L*j&fBSg^zjYdNcimX%>ZtbpRc{Y?RaVXz2E z0u5YnDR}DBL4Hm=ui#+bMCjOndJORRiaowX=vSWO1acWgG~oRF(XrFV%yHd|@bKx_ z*y@Tj>M~~prL1RM$$OBerlNGb>QY#>Q{8Gb^|JQ#G<)_3H5Y5nbm28;1$A6~yr$;_ zqD0c9dvJP5K(--e)JN2nSqo!3EY^l5_Q)Nxk{F|DZyv><~Lzo7agZZHmy(-6t zk;z3Jojj{bP?fhvOG~*)`6TUXTD zj44li3%rGaLPvm@s<>DgYiR|XKDoRA35l@s@*i$dEc7ysKYrZo5h|hnQWpOnKaxL- zZfZGHUHz%$&eGe3k)i|x`y(^6sf6KqdBstLe@}NI7dug~deC#ruCmyK=<>kn#4V0v}Y0?bM}{9eSH7K{N&$fB20Pj&9|>>-GGL`-GVCH#+7jJW$v=H75mEU!VWD~ zN#8P#!TTVXZ(Rgf?*%hp2ySpy;25Qq52GxOrMJrpe1o}$q{(vi^_t6=l;*!$RdVki zogSQs*H0@*pID!|Op-jxrlovICR)m+BG8lo1^xD!M=InJd{nP6aTrVe?{{xp_)MMmASmBLb`Q{_{IQ;>BB0w=eHPwJ^cE)ad1q&vt`H`7QN;UKF&X)s&<|60Q9QzH^gDChx4C<-@lqpDo}V{JA1OtWI&= zAKIaLeVsBaRnI#cZV`#g;ZRa+@mqsvv~{h$4gWGoQr4H3HAuuNWEI_r6SIxvelRK^ zzGnVjG-`Bw;{Z8H0a)B4@OiTK*JY=u6n#+J>yn32rdR>Y_shD`&qbVch2IFv{Gu?Y zqF~0k5S)DJ)`%3UVTxgD*2vEUfFTiIwemB*_2p-L7h6NB7sDYz$Xes7M=FO*8P8bs zck&TDJNU|p551r>+U088Be~Zg0iZYnWSiZBSRTSvNDIAOUW_6CDTS zELL^BaT6#<;{?&?%}$T}=Q3Sgns08HE@5 zRXknI?;g<)!&^O$w+cSD@Q$N6X95;+Qg!1MEneZrvau#$vE0Kd(a|pD_DQt9&1Y_- zNMo#Ae;RJe-jqHbl6IW7&$`wHIkk)zi(O}%mjmhFq@|Jc!C4t6i7&R;&o{nZeOPI@ zIJigT25FJ<-jPSP*A+j~x6p3$TOPI8Yw zG|~4?A0aeTEDRY+mmDN#&YW~p)3@ZBp>uJxQ{%B7$w@KL;{!oD79UAu3i6V8aWT?D z{*wA&GW-7F5+v7*{D%aa*+=#72kr!a-3$Kb89)+@w1~eoIldwIC`HYeXA8OmC9wBz z==COEA&@z*TQZ&KGAn+v!v%Yd!3sZt5%{8Ln6{~eF{Ex~9=C~0d-PM3Y(Ie*lXA9*XDN#l}a#G-}W_Aer z^MP7_WWOHe`D8!*t5DG};h`I)Ey@d;FVGD~%)$n(0k^Mxtu{}iq!JyC??ArL?R1M&Pn5a)d{fj=E$ zQc9>^;9Uj_mHz_oXvnuG2U z=weP+(NnF$G`>~r7q|BLJ7DK7$W~ffd+qv09g)ek-rhk*d#$&8JZIh0XV=rl|IIyu zTe6+-uIGsrd(wWv@0JY7CP`=ALdMEZ3&6AQ<1BFpy{!YiQX(9?x>h4#Zb<0EA#Qxy zcv?KXyjNzbIf{fG4Y)(I5^!n{0UG$G^&*imY^6oTO|&|U7yTFBO*xJQ6;qmXY^f-3 zWocT5)wIHUW*Qodom^aq^K9eMqH5cYd`tL+8^&wyTPylp9?y?+(wWp&&>e~ALx3sI zU+2bDd1I`$i+AxN9X=EtEjz(3i<4y|c?a3%YVBolHp8GSe8D-y0o}M@s796 zvH1DBr~tPZv& zc$3`=T|XY(&!d-<=?nM!{CEUn+*4e49RA5)5sqs_~P0>7*@q)jkYKtH)?7v)90eka*NlptG zX|jL0%uvRYfPZP#CdGGBpG<8ywAz}Jf}L7Pxi~sHYHYP_wwDKG3XfbvJWH?JLC=rx z=_(ELv_Y^H!K+iJENhlt9H-^i?bCKXglCE=o;SM@ph@lr{_`T;H>J0I@=^CW*mk&| z?^jt3dKhqr%F6bvk{L%{KkJxNDE2i+paOZ1Osv%3NE882$`Mn~Q=8Fl=WD z(WX`|p)8p()7ni*qV}${m{ijpPNSVP9pj7^wb3CF#nDk09jg^@m|(&Ap#9p#p_phf z?&q3|Y9>Fo?eu9nXxW$pHx5VzOaS1e4Edbrg&zFX0OqB>aXTB*%kvoZ``h-36TeJ|$pPU}=zg7K zN6I3gOun#Aex;C^qEOm5rfsnnBZ3y8QV5jJiAlPwBoV}AOO^afGJ^?75+z}elQo?f zbaCR+PyB}~1zLpTA1)HMRN22=qpwiRu$=pq`I0197sngE8n6KW*0g~;xj{As8E`ZK zojEuTc{A)xdwU?r*6CRel_}h-8}wY+|7Q1a51XdZC))t=w#I(OU2W+qx*cvFK7d7k zy4s{H_PAbTwY>y_5}(O^rjbEbPXK+FjH|P(jXhm={|F_?)YStBvQ@ELHBD8WhtN%H zP=P4i;R^{va;8_F1h$#Zwy9Te0nhRWcI>BoMZk|`Z1|Avo`&Aryvx@h%-swQwWQFa z(@FHC2S{lDxN4YAr%Dk`<#)@Yt_&xPXMp+CTCnODu3GopJ{|jK*t$2=x9a43G1b=qhb4a{yVj|KOkC^a2k@od?M2Wt9|oRO zDA#pOq=5?!3#%1-zgJ|FI|U~~)dnZa6OaTQ)$`{ZAedQA>vGZ@pXMa*TxOvn3f?CT z%vUX{A8bk*o}6E(?QCsLnR~}fVSUey01QkQSY`fVM|Y+{5s&pjnE&Jw(~>Q79rd^c zG>gs)Y511xMG@Fvw#CN#F(TS%i--4vY_!rAC$Gpzw4-r|bPS>5n@cYWH1EJCfk*c{ z4M-Y(u6&{_e_g)g3RpR!#F&4l!m4z+5Df#fvB4bkv z6K~$Ze~7WNX{@RKyxJrLLZoWjTsZ}|fFC!(>0cWWRo+{C#D0$=bl0y;pB%MPE1A@J z@=Zs#>aAIswb~b4x(p_bcTK=lCL9v^0QgVynZ*7#({5X+5|F9@-2@&Xz=1QTP3;yEidSV!pIh zT%|VfL#z7EY%lhPIsnt-4EBB=y5U2=TBj@MpUS`#z`P{Kytok;gx+@}ws=G_y~o`d z#vSr|e}E^B3SHDUwepjCyjcQx#!CFkSQa84xECS8H2x8i)C>BGkzdXN$Jjx$$Fvv0 z|1YP*Ss@3?|JyO*7}8<@_WyDo^Nq2I6XXp0|FZYbg#E8G0sr?V%Stgb_J3c|dO6bm z|C!9AV*mG904?_aGKL`j*BIje+aF=be|!{wK#Ww3>E)WvW_dFyp5NnJ@zsP= zU#Y9NezG1AU(e>S*;d{`X5i{vz>mGD+5&Fje@{z&KxH?Q;yEG+_GXiNzv^s{JO=K- zfC}vJ7q+$?3u_@Ye)3);DEi{7fR$uOi|>P?hQUSKaM44;7C zN&(vIwf$jR#d7kf3UX*qp+Dv^!d^Z4+){BUB9zi^+u~)t+S-sD)P>=%OJYm%IbHqd z@bzdIVoBpcgzAi1aMA$eh7#xBp%skXjNAoFNL5pzm*VUN{Zy&Eok@IAz1^Rme(`4E zIH;mjWJcn6bf)Ix3@l4{(g4${_p?$-)~&xot~*X!PG6x21jPGkOvquC#U@%{@d$d6 zpmP*Z%c8ek{-~0Ni3#nl?}tKqICiHW=Ly|le*J@f4ATLScl0B6-DfPseEs*ZJN<{~ z^Kv!`djT_DOa zk#BEH@}ADwz$!8qRAXrokR^!jPQ}Y3V!mDzA$NU^q-S#9JkRA zUD#$g8YoyiQvH>ZrQIFc3r4?smk?f! zYL)H4m>pFXs*hD-MBD4U!ZWF*^w= zo!{(15Sx)7pqFPLA3#fxM;OVGuAiNxA2bJOW9a4FWZvZM<%OtrON}~`HC%q_ zDgk%t)?trHmaXCETWFRg1e7>u1?Zm=^V8u?MW(~_cH_42+d>-wntVgVR^K*>HePYO z27HSP(dfo1Ni4Hb)Cp5DP%X$-RMK?E*pD?{phS1vCQxe(x|FrSJ+Y{YryL2vRIQg- zm$U#XseE5Lt`?ivNAvb8%F;fj@eo(tb&2uZVjGA?lnM~vh{Ce@_R0laZ&XA|3#%zm z&!b;M9VQ$h_?#RX>!t}*E{cTLqk%)MP)@heaa1Xy7;yiADbrue_F4of3I#ofZ%@86 zT3Tz1XOyZNL_n)p@O!eF)!2{cdEzZGUtJThIj;ou3t8NW6rP1^&?SFy<#%t9KJhIE zPR3jZF`pYT_lQk_K6)gtocqOG2h*&|`EKqzf}h51f@hqWV%cN6q*U_{eqwp z?Pahrj+FUSQ>0BPAOjSJfd;8EA;_I{YI3?y=hqevcBeEw{X@SLc7~y^=epti=j3=D zN2JHc&-}(z$g#pCdQmnxvpRUXcm~~4&tFjiReWVq4F$Rq&6wGe!$1&)9|feFIe{~2 z%kkIHpE_L*HFI>dDi^p$%vULbcE1jfHdaHiWgp!we8=^iw6q?x=-uMo_{K;wLVWn` zlxPEo;|(BdP^Kw>;d4o4gRDEDDvkO!U0jHH z1_{wWvJ3hpN~uPi!!QeKwro7O*=4nXPUkEvIx89r?`+W>Gk%;_cfMYWwe?AKk{sbmCZDdM83|#+oJdBUt9kv(>aasykHvr2%HhaOLPllVPL& z(d4?;7fmLAnLCw0Lq)xewBr;%NWmyzJh{wH%lxQDDHcFw!H9(| z1?xOOQ;B#zlM@u-a?I_-av+RziF|~m)2PbPWG5w>Z#tjk4)W$W9rmR9nI?ig#-)#_ zkNDb~`i*jyoe6^$55016u?jcxyjP9&&IMkO>3g8cY;b<`X`tjK{)O+Bg2!)oDf#ye z2H`6inFf1-4PA=ip(tGl^kir}eD04psV6JMNgi!&;_u$59bvOe`iCuYPf$~yXin(p z4uxh5M4%vcIg6?<tpeCVD=fG zf=b}vvR_b-K+m=UwW&x!G^&)SiKrAUqcmCUPgm|Y-=F*`s#4XB1X#}VrLO^`;v=N_a-i)ruT%GCWZX6Qm|OZQRZJ2yyqG5t_RjV-#0w22gyI5cJa>k z!nO1nw8aFC5RpE%{z9#m{++>{?P?wpsPtPd*LKlnk|fG$Z$7D@X;3D&qiQ5m1&RDZ zka|_j+#r7op~ZP2`@Vb`xPy}DT@An|0qJ`|FF86%K!ketN2rN^gev&bJv9`@&^Pb` z1vxhRsKr%TinS4IBsA5>3Omg{y!r%R8}y^wkP%kq3&vZ&`5GijbEQQek;BXR{ zT;sVm&Zk2}xR{0fLoMKC#}oGqm<3!;Xd8q^s15l&s>z=R<5xAQ3hyLMM~V}|mrfKa zQdi$Oas-Qx=ljm_DLaSWFm4OwPhEZ10Dfgxl+e^iMx=K=0!+=Ib!ZLFzQ)BP3`CG` zwPq9YyvIsB9hDvO7Sg3IE3@OFqn7=6_lV%mj_FK!D^$0m8qFex=XXL)No}Ow8x&^q zHt&5pUYK2F__o)!evLf9J?`{OF-h7;YzP1SP;QPZ8pn>quj8lmT#st495yPgQ<105m4%qMx(j;0 zE!p?f+J7L-7Fm(^UVnr3%1}DJFNOEXkktyQFmKUDTNfvY5B0)QpTL*Tzsj3 zXh~|U!`+fZYPS-wVZ$|AK8EAN^~SinYoc>PjdUsP#dZ zO{qH8*0}SJ*0-DI?92O0@)6?1{#*C1m*&idVwXm;!v)zSXsm4Wvg%*^Fd_{|?=@YZ z1z8AM$6dHW!Y@p748|B&+rv#bgNc(9phe$mo~-fMO)*VVZQMqE5&(AW7|>Yz+D8D| zF{3aT2urZM9kz0DBEINT(?~mB}YdH_@ zADaVNJR93>myYd^dW*$9dY>&?3IdB@#@mBu^v3{S^-rTNtGc z3>ozdO-KD3=--I00EiTu|A5r!k8A-iAZ1;-UsH*sxCS28!^BCgQus?w|xNt}D=D9tj1(lyjD;2yWqc#1? zl^wj|I_kdL$_hRCjX^(GA6XxZ!iN((AWdD*S+O)mc%UhLb6V2<4rq*n9(^Hmol-b~VcFlzg2s2Ks#2T;6@O zujl}_K53@wvgFwD?ya98n0kXbP#)3pv2{q)<|_YQRy_X^EITzI-m$i1vNHH;tZ04z z6!q|ZAJvVci0)kIoOxl*Ly#v<4w78{T=R%esO8xHE4DEYgc2GjHk6%l{ZtA;#}4Y} zU|_J#0W^#kw2hF}0>nC2yhsYU;E$v@UnJG0neYJ@hV(^JPOwk~f3^gtWvrD|2zt-! zl=704v8~#J0(zz)`~C2^xNxbiJ7{AtHhEr3uN?yw_o(6C5JYbr)U%y%p7_<*2PY@i zJM4G%1lz`jON9}gDq@Q))xT>6r#`=@pf0CP-)U$AEsYM?<)xM)~1UNoc3 zM}`9p3Z`bN^Y{kw`39Gz9#8sAnBUpdfRZl(eul5rqiT5a@W~S~rTF{Hpb3(@z45Pm z3OW3j<3`ZqMv|_3S$&Xw^*G1_%wRLCUdnVZkPSmfc^4+r@lP2xlkSBs2PZ1W0BOJl zCX*zGAL4DxOrA{R)Pq8@vsV%10-L$)SDN^%i&zkEd=h$m5=jRj63FYpoC$&+zx_+$ zfF9@gOF@Pn_y0?&f*!B>OMx`Ki`8ftfaZ9qE{YGE8Tyyf((cX8_(h1>0%&!@Y(Y6) zv>i?Ba%O;E`m19ZA$02JYSA*t2i@zr1Ko+TNcDH1&(F8pz`aPa`RUrqWuq+3=`TPd z+S}!%r^y=?GIi1>tNeZ?#Tqpeqnm3nb!W+*9d1=;3oqK}1+w>+dYP9NgMpMKW^Zc| zYjRtvbzLSj?Le4um$@;QL_mJJIxl^ViaA!{v~ugJxz3~o!;FQGsX|7CwaTB8>xL9S ztb=y(c5hd;O0|UQye#%Pp69B8d&A-J4$+BLZ)?xE2XFBPvE!Wq;hnnUu6TC0(}rO5 z+XZdfBwo|9xe*oqQYGdJoL zqfh<=1ICAfz>t9llLzZ3n(Lu_LB13XpI|}Q@kB$HN>jD;@?2q_tbc)`f43h`E7(q4 zftrB8eSF~bDI+5TTkKp#1Du6Y7;7h?@d=BtoRuFwM;Yi-2N>5r;p8ugJE_T$1s(i0 zR69zpjFseYQ5l%&QmnKho3rdzy~<1-6^HPK7SghUv6t@o=dlLwOhaz+kPAMjc$Ek3;bXYG(KIdA`26|yK>ncNjvql z@-!}LnF5}2t&h0?X@Hk%aX|MlY|Y%+O?WRdZbRP`dmQdfyraigE_;DD03Y9s4YM0w z+pgmqI0!E5kzF@QiMv|r(V6nSb=1w{N+;eme$I1}oZaVZ$ykvi`-wh=u>bv%;ts<* zQAnEXSLB%3e%2-6jzCa0auWOU)eCO9_W}Zd{#BP2J2$>expbA%pu ze97m(?iIhVdA+}Ee#t++zx0LV)r1%}FV(BQngipgBw+|Z~HN}6UiU<A6ZH5o#!xvfr)A4^6BK_`ZE5K;RCjY2Z;HFrE#ax6i&26%cIg{roVwD4WVtVAD|f$)kAhwZ{#2;f(#^ zO5VCxWQ`ZuN+|3N?$S3s^vM9S%oT}8nFBi|U|{3cWWeh1?LBspm{RKMW{D3uCzy8U zJHv?ZR>_mCc?8|g6V5K#wQ9nwwZ>!1m;i>pp^zdwonmT6Q1Mf1U;M4P`4f42H?TN% z2*N}bRxGqtVe-VrNe3%E)F-*KjB5r1vwc?HmddL79;}-h8j#v6do}| zGIC_>xh;z<#t$mQ@nD@XBl*1As_p=#~Ofd~vI zQ_;%9f^VysZ*t{?94xOK@Q|Ow;Hwk9Szr6*i0U_T0Yys+hw57?8 ze;aG~H`}dO2xxRSKUBQ~5x>IbsS)xe4N!^Z*t2AfwWp+x$91WN4Aae{K|}b%N*s1h zQH}mgI|V4Vy#i(Dj1>4H%M?6S2&_eNycqplCc9qh8}%q;r83HF3#DXhl8 zmskk=@%Au9Jb?h+cA93(kvtyZwqU+Mt%{&5^$v@$GiH_z6YCUK7ensr%svX@E{Wn_ zHdAeLKU;&|Y6C`%?IF|E7w0*V)DFJ%E?V6V6%e-$fj$}924cL!YcmIE>}J0~x8-89 z|7fW-cH;pkm6GpRj~mJpf(!AA8{MGP?XA82LI-hR_aN>Bq;|gD2e{#wjXfEx=@lupMeLrDSZ`#Uy?!E58=mDa2OtJ@dh^Oq}WLbQ=(P7yWjkG*VoE;yB@dYkd@ln#6&S^HX zSm{^A;~!5mV#hD0H-wu{ffa4Uw+~6&Ww=6h$5ZElc4ai9b8@}Od^@XXr%NQZ-`}=A z>46`9v0Pv`o-70&Xbo%0t<7NH2>ZbJ*QH5OomO{-Z24|Ai>_GsgQ+iAn3yFaqznfv z2Ew*Xf}5XTgQ^p{ErOe^CT=N52KhOTT~(*vtwiq;9DCx_%2Z4v62T+R0e46aHaf>y;B3%=Hg53Ar?Lc^ zU!vg5M<=oiQpx+`;a{Lb-enPq%uV=w=jMoMZ_nTps%Sr~V_|7eW#WWA!3c@!)t{oL zpQiUbk}-p?XWvz~8AMD1_!1%}-LD>EMQ3N7?;$Q6Eke``5*{>s37@Ufb3fwx3F*Me7@^ZK|Bz6|5%yfKURkIWk@#+ z6XQ8V41`928vd7+aWGH)A1gzgW3BcUi>CAYs{zSa*zd2x4^JcL^Jcz8C}w{4)QMqP zHgwFLbuXw8nx0!WJ+kE(u?h!iBn(R%dDr41VO<);W770LVseT{-Dl~?QU)4R0b}>U zV6WBLZbkcN#-@vbL-6CH&*&+5=?XaDcx*J>1cY3uRCQlQYY=Y1y|@+GT$>W#z1#pB zh)jouFBU5H8BJKg*jT_oQ&WhQLo?eu!6M2X7&9YlG2n3TMO9{FryetuoHp?sJUkt3 zDz-1ae=~qi;#B0GA>?DY=XRbCKF1a@LXYsw>T6y)Gk3UzMUW*SA>?D<*#`E0MvxGy%=iK`vgXL`~{BcolptozkJ$I-=Z1)AGY2)EULC^9~Kc%Qbf9xlm?M5 z6#;1#>1L#)rE9jRbc{5TA_6KobmuT5InrH2*U(+x#^=7D-+O%T``4a5dluK;95d&- z&b7|979MqRp=?^y-GeNct6nR~J^_;z{JnOBvw8ss9QenKNC;`N{JqEg7OqiCkPrM{ zvkSohu5~5mC9p1UH6mD_*Nl?YNDGKVFm*v_<&Cs6LWK^#Xsj}Tks)^bA99ZJ;jMbj zc=>rxc-|TPQE+(K_}sopviZh&K6TftQpaL7W0d>;=#2^p;b}3m(jTRBg<=5R^HRWq zq-ZY4$Clb>BvPND>AHpm<&sbfrBQ3js;lyP6Vn9Dn-_Gpf{47TFtLGA8i@7b3r`Dy zMd#b9;(<6O&FpnSB>TrY_O1M7Ubll?uJiohe4AnV)dVS7m?ywi%&0XId@lY$7OZsR z|GUyjtnsqBn3c;lBJof_I~8?P*O|oW*Z;8;H6+5{h0GmnibF~O|D;7TLuu4vH}V1) z3v(C=q$0xzYM9}HZY&WVwYG}BGZMwM-U?-S!kp_uN(~Phc9Bn;4rKCxP!SZrkJW4Q zj&Q~s-pV=IW%Dp2!=j|A;1R+!7(m;ojed231|qPTiA9)n&E89JCd94#pz1|Jzbaq= zC#n4dwqQZt%AeuopLsasVoWm1S(lQ0-g5Y|)al6lZFt7h9@c@&s*%sTw@@@obuF#~ zsit1h$-Bh+AItAA(Kmoq_KX+NHBkU+@zhIeE%D9~sXgitLMZpa-|O1xHh{y>tn>$k za-rL2#y`lGSWR>xH*KZ6pe>q{bC&n7#`B!5{nJ`M5_xD&wTZ%!4#Ja;jP+v5^SZUP zok%mg>4JCp!R|=2?q|b0YL0E0kpO1!yDlPtagAe80$gy$4W?N0&wo!9{LfPBq%FrgBT1vvGWAZL5cK7oZfCJOf1E*!np{ zpH&07y5&7(Va9j##aIvP)pTBgwdwP+iP66LiVeCCORN464~E1!j@`e z#Wueo602N&4KPu)Y|-d@>1!uYK9}>-JG!;I?@nu7J?*M0{LqLc-V8%z+r~mqdp%lN z`6Xtt_E4PNWpi?4B}zb9kcxoZqu79$Eo9(?&+bpcg2!7NtK z8BZ`3qE#m7^g~lNkv{B&)7_rF;#zkqEAph+(h-bHiyo>IRd$?g4rP-Jy7bDqtA*iv z$tKJz&xzR@-e{D3tvOzy^Vb&ozOk6V?g&+Q_4zxScXh&KQv5udV$48AfgPji(nCk% zuEouWM{~nG1=C`x!Nu9tqsJa=mj@I_Vr3L*xuCza{p&A>|N2X@D}Om475l574d5cU zHvAud`O;q76Kr57m(8o&x15G~MMB1zBgE*jDEqqqK@_m5_li6v&-VFbh><9v<-h@9 zqJA-EG=JTZrFPtz3IVdQ(iCyDsKrTBYdc$xko3f}0px90X0IPXNqOd~>c966r5ZN_ zRGv>{kx6yJKwo)zdC}xOpr*cL;Qo{>6?Q-u5JRGW}R6a^^&q@8F z7)*mmA(cpV4mBe-N5nAS1(wFfu(3U&?M|)^eV4lJLn<6gVu2ck+M8a9)0m--lcva@ z-j!DGmgc8$GidvMHYXlL!PX08X(ps(O8|7HnT6*Iy0jk}6Cz$)Kr=i#?eyc5+O>dt z%NIMpE2J!S673R4H*+Y&{4Uz$3eH=CE2gWrH!9O7+;--?!kR@!**GxRwpy7IfV{$ z#4kTr`k2~8u`has0lO4at14Fgt4=|S7uP6uACKneh?_>{%PzxhWf_vE2?d2XI~OxS zj;5f)d@%B;kug~dhhx#RV=?;f66~1{FbwGjd7Grj8tiU9lnoJdZ1bK{t!r}u9s!p~ z!<@N=O12~%`@_J}ZzUoci&j70CPEG?KA2@hH%coNr~{rcns@rOKp0aN$q2#g(o|-6 z6uZIRybyaPO_vL=zvkajlA_%{oIVT+C#$;y>bpM~sGMo!Q(N)*Q#1+0-&3YG-$?AT z-T`9;`Q{Pfi=lUyG~Kiko$s(3H6FXj_tw9@re69=D3O7%>SAJU0=XL zby_=`xo_SN+m2%=2iQ{)H>ry)(^sFtvh+~iV7Yv|IZm(;Lc)Hg#9OinCx3>Rqw3AY zBbdJ)k`7sABb$ghbN#Q`MLva0lm+7w+*WbpclD3pv8?lOgi=>%j-Iv2Bh~JSN?WYS!LhwCjjRFbIlP&s4+*J-h4vj);0=46Qnx|b2` z3v_FlHgTAUnD)&2@XlC)HRr_JH+p8lN3k>#1*X8YfdBtuOFLjCcok)*UK?FHk_J7; zVj^U!>~azBJ}_BDu3AOJxlN)6YEilbZj^| zLDzj#nEIo=Y2&}C1OY2KdL~(cV1?sTfsWc&e)>B)u~3_%#48a=!@6&u%2ky zN%Tp-?C6@)7}Q`b)#T}thqI#93LtE&dHLa!G-_Y}p_IQ#S`jE(i2XeE$TZHV=dLg4 zj8BAZU_Jc?@;&>irYF^cxs5D#?+WGO{+zPkfqyy}Vt)g@ta~Q^)OV4sOmmp!=`QW9 zNiBEdQ<1Vl<$+rpT*_?VW7OB^-tVxum$~+ff)bsd-D}h_NMvUlmdOZl@9ZD-Q9SSizeTVp6Ma>*jV24ZMgKdQEbD$5 zq58@L8@6?Yff~g^(=V%~+0g}SCR8;!(SKOie6r8qvXHAhPw$R-RA0tvSexG2vtK%7 zB{MI{Bb8N1EFfe1`=o$58uvmbq#+il=+Ccoayl={qKFy!>{+mHeOnUCyu5|c^@Skhb@He(aVFCN^L z*^ZbTKHNP8$UN<(3?}V<0@Vh5C(3wbufhizmO85!f7LyH^4)5`l`qebuClD$@vZ*k zNZ&|JgRw-`b#8%8Z)>A;Ewrw8&+>HI+W;+z(nR`>>P4eL?y6^e&ST7VaH|*H;YFcN zBStS+?Sj(xhKS>(`>WoD3YY0ENNE-MQY6TF93|qxru7@YV>-UncLKh?hqdMXr317= zvyQVSC$FCpiYyTZ_O-oQd1w?Ae{^?frZh-**y)8 zK+G^L#>a4CCUZ}b@0eZQzM_qaEL+UBU1+*&UY8gy@~NUqg1f@|!K9VS)HfkMM-has zyiNG_j}dI9TP>G&3KA$gO1|&$=?|4DENomRZpu*wDi1Mu^jk4T?KG-*o)JF>Atp~F zZ|KJp^0Ew}L6$AW`i4RnGfo$qMCBRO+Z1=CaT8(_9(qr)_l~FcgLTBz~;h)li)YQzHr3=>)Q;j`ZyR*3p5In?DXQgpp4CJy+`8 zX%K^u#RLuv)N(g1Bou`LsG>qAnN&OzKeN&(Q78$rLiIxEQUpWglc?kf&1lyCG~uYt zem`=#nI{+|V>4GZLV^uJcO{%bWt-NFq-n3Ii( z^F!(WH6!zS;Q#d#L$i3Y_y^kU(x(F>pOhI|%4`-{ce`GdC>|?(Qy&tNvayya&FHFG zd>|1?foZ-*WlqBbCr#;neEj4O0m1Lqq?T}TE+&JJ`@F5(`6wC>3o_DgkxR}DMWMkT z^&%GZB41whfz1rGb^(Y5!q1sh4yiw@7GGx_dGE6RltOdvrb$zT7aKDX{I1B51%-#% zorSL_zi)fr?H9k#L}ErB1i!OZOiQwk#9=_*H9;tE?*`JeJj`$Li7@9pn7KFRMT*)^ z7Qc-EyKugZu%PECCgYP1hj{5rFJ|t+ufMycV|IgHFv{2lW6Jur7;$9fan!QAaA3p!5VS-5|` z)bDj`K916&{hRu8{l6u6k5LMSsi?Qv8Ls+L?WyQ7&BfG&2|WiFlQrV=)bW!qsYuo3 zM%Y@6=8Y|W-WCGE2$%)?kQrlPo7F@ZJ{IX1Cr7*&inF84fZP-eT-s*22#CeBOB;n8 zn%zvapyhAnHVWOZB860uNVx!H2Q&8>5Ke!P%v%f>VRJ{ECKQ_8sC!evZAZ5g<|y2=3tmtK-g8M&`AE~Q?`GvKrYoL!8c>ZaO|7#sKwlpVHnwhpJnoqq%34Zbh7FS=er z(fX{Zn#-wq`p2ex3%6je3ZZGW&2Agjb0wv6D6!g2oz*Xk=z%5dw&@|d0%d=S_F#7O zXpnNOfkSII?R|R=($9{QEppr^8z!KQ-A)-Qo(@2&p|vTrc04D|325-ZP4w6spUhbw z>mKuWDO~rcJZP-%F`_k@a7n&cm#E$+Rz1t=Oj|P@T|0HCwt{({zH`MMjqbSZ=Gvi+ zopM}+_ZJGYTNA~4k5~tdw6#7$U7 zhdSLq_D4mo=;jgl3_dEbx&(e)H~1N>9kq+H?SJiP=HaG4ND--B9$8MWBc?l;|1(dk zC+>YmxBuvuxU~V{*M-9Sp1H{@uY39wg5DYQP!@b37wKOyb@p%lnwmPZYi|#>=Ev$?5NJ`{w|7vjPbaM zoafoMi!iASzioF9sv4sj_IgmSqiSLuLQ*lZoVjOb@NPnk_1Im0;`UR+2^xwN&?7u# zZ_E^8b$ke-Hi*heBkMq>TPc@!DKes}?Y7}ln{Y!2MwBeO@=MHgUlKVu_UA&YMTu_K{W>842vN=p{$H@eXfy<0sSSNy?>#whE1~^k-0@=iQ=!OKaSo^~k^GhW2z9Y<^H_gE zPvCN+C~WcxFXE0-n2>!7o5#1nCFh$0VVu%&vO@o?1pJSssJ)Y5yD#Sm^HEf4<{($| z?wa`l;yjVy2TQ#G5*ssm4~Sfj3k?d9u20hfIuDfy2u}qB^p7E|UfO5eA%S`yRE2`n zlMotZTMVSL3ftd<`#6_Ax9Wwx%x}JdRiyBBxh7zyb0$f)>mmzwwB8^2zy++g$V$V& ze;;2D9DCn2egEbc*8A{qzKENe~9_m9A)&FO$<^SVzE z%!*NJpsUcQ-D2=}CBcsZRPtNJ9g#W{A2+=2`fkyeZ4)pcrk!tGBJwa_XlW1x@Y~d8 zw`9XrUD%P%e4?|WYCakV-{K86WrV9PPlR!^bHr-V#BsvnZ3MVI7GvM?P1Ot2&zia` zW&gZbJ&6tZ$-FGhL)+Wwuqk@E^=@W(A)I23iaFhP>r{0bTY1SWUsf9n`9?Pz89rgxMPs;!T;tkksge4T9Q>#tFl=~2=+HF&wE#+2A7nms4|1}h7@iaq44f$%q*$!kN4QSj2ht6vR~9oiR)%(T^)H-P{69EfdKWvs$PC=Rb*7k$vsxa7&7(VA>v73rxLn>O?; z7_dyUj?@AMgr+*ahF^p>zZ>oIrQ)wD zayDol?4+jrbwpHPG$!hx!-9oBfV_8=1a{c;~yc-YZnSQeQ?szjc( z(mGG|%3|L5)cApuep~fCy!LSFxE5$Pz+M(3rJPRn4}UXzUnCB5^wd45F<@Fe&r;Bo z@#>yg*b#TpENo<3Dr4SE$PJyYvb}U#_3+b7&z^LxEsQKWJ>mCGKMYiSXi!MX5>N>=MaZKZdo+_*k=~a}d zF6aLe`+Bse%4vC}tLBLcZQ~=aezJ?b$&8Mat~qs?T04qYNWTv7-p!AwfrQGWVZ&d$ zrNgEyQc2TMu&HT@!$3vv6mKlhC8N~6zEl!>+z=~g9set`uC>lny$`pMyEf^v_E%|Y zKa^#&Bx=%hkOJ23I8?gimz$osZf@*L^g585y2E6s(g|73U1D+o?>SFwuWwhvem>7X ze6NzQ`iis|yJI_uw%@)~>(B?Psd|1TeovKtZFHB<#eXm0^=BAi=@~PijOYDxU`2Y# zk#jiIuqII$}}{Q zfh~hz@GVi)Yh@De0-?z?E|K|4MP1jv?pLbmc1y$d>X+qeZ`(Z!xOAfiq7Nlm8`r)^ zoefv-H3_K5xc?aLw>zyJ0JLByvc~V3RdC&H^}bP@{dn{u13wZ)SM=yru3{|qOW*T) zx_GZbFAUW7o1?nHmXy7i zrW#C1{>t#JC)n*IOm*S*zK7LwYEE}g?s9aIw?gW`^l{T&?e;*-GXg-vxO?sLzM^|r zxK8ABHCmOY#zv&GUd5nSDG%$oW^Sv%S@3H_D=a-hXRj}(%dFj!)K*^1Va!oB;yL|^ zZU2IH`e0Dh*hAd#sJ@BvwH0IG2OG=3jQjl$d~B6WH#BK7pG!&F4ZoY3VBc8o&UUHW zJ;Xfqq)19r@{eV3Mfh=fUx2Js zSxxTQE6G2$!SDbn{izacd|Q2 zR_?4k9X3|f@a_w2s4Y8LbV%fPo3gAiWSd;BH>`FKU4yJB9!`z{jv3ziHN8M(vvq)5 z>yyfg#1C2D)HP0D!T6m{Bvt~#nS|?kvI%5;Ub`<$#qBjI!wSbJHB|)a_UKMe8}?e% zixL`z+3L6Y^A>gnKK2nQ`THEcfagdp`1%tvu|HY)m?!Ii-gfUJF!jejTwPILBJO@Ub1F|yB>W!wp-1^2TAd6AZH913sH`E=4QKxxtQw#X)&I-%A zEwwuNEu(`skN#wmU2fCL;I{>n9jl#Khmy(dWNI=u%**G>p0&eF&X3|U{F`8=$Gt^x zyahw3+d2wpJX;=x!H#>&ndNq~oa7o7m6o7qeD9}lkBqKO5^U98J0Y9##Syd=ji54IF9(OVpD=y_7F|{QPhVc%iGWhqc|u0*#{v2{w!Ar41bn8Bm;kz zC!`2}miJR*&flr%3GlHKkgNR{3rOHia(q_w>a-_}HH%&>KZIhsBYk~|TpZTq zeWU09cq_}9DRB2es?w}<$L7bs$JhoQcEY8X;;@^cvn0Xb?krV>X>5r!=HzADG^1D!@@Ho zjk9!1T(imhdJlzj`up7*shqRYx0aN}HCw#z^u(UYs$3n_J>O2N#foC@1D4{`tXv0^ zakFQ{%FW({JzCD`A9nAi=FUo!EZK@{wtCa`^gE|79_s%+HjC-@Ij0BhKKjoGGR{n8 zT73^1NjnW}8)#C!&%y&N)%6M*X_nEXS!aS@>0B8u15 zne3!wVCcSsH*4a9yR%3J?C8%E_%tkM!^UF$A}Ad-26%k;V6CT@Z1BId9TQ(yObxCW zJUp0Qe<9^q<>`@n-eWHJ!uoU!nrli@@A2c_`TCn+`TE~bxw8664b-UrirwjNN2$Kj z*{M;7Qq+J8sg&0zSC8@8mXhi5;Zc`S^t#b<+*wxYT{MxV8) zVr6j1W4zGAx|7LnbTGlhZm`S}Cb?$N$pm)ff;4|5riII4nX`hFjVyqPrOw|2BmHb-RQrvBaM&p2a-C z)NR#7=5v>eEF!vu*T#~yP749J1iS8)mOsZK59Mqdmiur0{P98cbsT?eav_3JFH#f3 z?T6gsu8FD(s!KSNKE`{e=Sx|izDCc`9?7HvMlI>pU1C`s4_^3$C!ED_iAq_72lo{i zymLcF%T)`lgN;26e)EE_ls`c1Wn z@CSpLQ~ z%FrTiApSvOyY}nU7z+JM zaTn%6V%|dD6`B$M6?v1x<+kuQ?N1Zd+Mh)_1nxKpMGdyQBTG-(BkUq$gu#&IfjJj` zG2I%RRy~gShQGK1Q_CZbnK-ZSG$i>5I{T&v9_9k1Uq6B~rEIr>AIzPCA>}kk8Zf@- z01gqTdvM_UV6rj9C`y~AMKJ;*X5fXdv~_(E0a4KVK=}hs$~qFN92d9>`8fZwYv%h= zHJPf=`$0Wew~Yl^j`Pia@c=Chb(@VD7|O#{gcE^Wl98d6S0kKDF2Ve^olu03ni=z$ zc*LC7OKEK8-Zr2x|1Q7fwx|U|ZEuUP_y=l1PN@DTcD(?)HNg*QS8+_l-(}+ek7XVU z(dmVXjJ$uj-eSV=m;fah-j5lE^0wX^vY>$^HOZENBzXIqSBv}#MfmRpy};~_Za=ku3gXh{Ax*Bi!)v$<~$ zLy*eeo|<*zH$&FUY^558qB`UG!?LPUYZbsf>n*WV?$o!T_*q9Uyw(&j}*S9O=i1;87cd28PkNz=A566g!3 zhRs}qhLb{JkRxHMZL(At{0HV;Lh z(!KGUnfXEGwkR3?L<$#=t8jTro|EkCfuW`ixBEUD=77@;re0E`Lgo6gH4mLub=JuU zlQFC~LeCrntW|lYKNdUYT`!=Eb~V)*e?D{$&tI1Pnp~N5iWf62JMGB8 zJsg!Zj>7%}z|1wfv=huUbD1rNLY>+RThORq^Xy=7K zryT9Uhym;kqh11-w@aejz_vTd2eV+R*rd8vXq!y5%Z-iMSwQhYZ5h1#2Q-AZhf zEd|vuO;+&1p+EyIar&f>?{^Dx+Db&?m-Tv20945zpEqP|>KAq=zXlv4EA;0!hV)V_ zjm;uoT@DD1anndao6p#%ADEWp`{}psXsbFF>77uh21b+<5<2QU!CS5S&HW-%$XzGD zXCSKt`3m(TOVn;+xWK~wa%T=VsucN}zo2e6UD;K&vooiguioakkCG>WzuKw!jG#kB zrO2?NSgp;}p7Pg{95^Y)Sk$$&*6Tnbyu*s|r|&aS`;i~$K@g%t4)>)`K6{pAtWHHk ztlxDO47=CYo|~4$pgTCRlb*vxmt1yL7aMPbk1N2keENYV}Rb&o=1y;4e)q)8(86; z2Q4kiB_F*nfAxQHiG3{uXfG#hUR)T;eI9O~b5ENjQU1x1vFcd~&{Ut2?cjUYXX48_ zP2L?L1_=J?(g%TC~O>V{^3{d z1iDwGCD`PcAnQteD4R%rqau;@0@cq<((*(Ew=r`)AW%M#HN<;)`byP!)lGs^mdkx0 zSHoSC@-Ss18QA`;aT(=1e|um0 zyN;pHcN4mwc3HGoBiru{ku@oEj`19;6OW2qz*2$1zGw9*YPE#lzto7)AD_QS{t1+- zYM#ZE{Q-ih(oBY@zXw9gyxedbI1Bc&-QoOObA2j+fe2Hcf1hH;m|AtND*gFeEzFl) zknw0tkCoR5xILFTx6{ol_;K>f?GK8yAYoK4k@RFVb79bcCvC61|F>tITi>*XNV3Wc z(*C8^8b3Y@Kc7enB<1& z!LGu}lOmZKzZ6mxvYL%*W9H6mg7X8Lat#?npFb`z*~^jZ z|5LM4Y`1Q&Ss_DtQ)T5NOm@(?T8_`(xi7a?bjfxlI1vf~rlX-%E5kdL!P(5vlX9aW zIo@;U`QF;#Fp*ZS>D>ojaW~pw-@;~Jnp7Qr!xf0tJ7vSI*A0&aPDOF!fS}l_({JJ_pSEWOje@r4 z1pR`x7X(ukkLt+-hHuI;28`c?G6qcBkB6~cN0FaNT}PAqNnal(Ka;*bP3|WX`vr{e z{6oL~AH6!04Y{IOr3^NN6hZ0o=L>R$pDv|ArzHLXtHgO2`(dHubD-y`gt9=?yV88h#mMGr)HIFWP?GjZWB_#I^HMm@z94Fw8W)8< zTgu%)P!!7Uf3o9UJ4y*T<9zL;@~uLDlb|F`mpIjoOJgSBPto>zt;WgH&&Kf1M}C?kZQ$UUk3PX6cqRkMl3+8GSm>ORyW=KP;=@ zFUz_rJ;l9tsgo#8eVy^j!@t10R`8ENbW$BP7u zi(QClbz(f_D{C#syGLsr9n<0qz?a7Q#)$=`-Gj!XlBe=CM>B$o`bRUepJRkDH}ETI zTyBZ^-OB>!`uL}a7bu`RSWiy;p-ZQyuB2fn{i}t5*4t>E&W4w=1+O1dRxxACpHrSV zk`*{KIN7J8n2~4J2UP4{(ZLv{|6`1j}X-Csrr0_ZJzwk*(VCY_Z4(+`?j%yP>-ugF% zmNTFDND@OT?Kx7zJFQPR>j~t#5=dY|HwlVKvyz_C3tRNT25FEW`QkqSlX1FFNX?1W8JhFGzJrSi2FNdmFdzMQ zse}I*0rbL{U}!#45TsEq+dqQ)l>WPx9QQwKebfIGAIFQIDNZ#C5TR+I0;MX+UQ9|`53Sl_74*X5f535AM*?rfMXtum&%bnY zesu;)OKA`W_6X5O#nf8j5w@vKT-&jCh|R!h!W4>d`dIN0(I|8L+_pGoaPID!Py{15 zSGjD9C2EdxJ1)2{HzAg%7+-$mgV6dD3N$D}LFOOX0^|u6>>$s$>0y4I!1<<9Z?p2Y zF!L27gOiW{X#yt%3+A|7&qXx65( zn_v75b}Y)>|baQA1KS;j?$*Cx7I^}zhN z=eKV^YgMgjPMGDk0wB8!L_9o{Dw`RLsQY8&g-hf#18m`!okmon4eRH>>ij%TbxQX; z_d9ewKM`f9RPoKH#3EZ0A?>;4R6EHVG$=T>p`z_XZ_r zCq2{r#WhldX@VeM&vip~21jJrk%ZB%$Gzvc0cHetM(!qXWWq1nT=IopVi}3W4Z3B3 z%pBYOt*?YO*-TmzJ;AQ(TGasrEULP))%Pn(3gLye4&m<{30^y5*LvO?feEK~Y36|B zpjz&`96q5q*9D_K?y48vZYS&%;dq04N5770x?N3wm=2az6pHS3{ECdsq^=K?Zz~!q zNZO1Lc;(%5#xs?Vhh{i-SS%$Q>@sx&w%60yPY;=$?Us73TO*QcVZJN%;2`ttcCCxaahd3(Z4KF6rAZZHg%5;HxNL{&+Hk-A^j=Jnbhj2N{6adp}d z1Ha+hhM=lrQ=!d)NySN+y|GA$kM0eta!#WRFR0+)+WvSO`G-o5*y1i9yjy;y;^rtK z;wT!)mea;){z#A=6n4>!S+HE``2H$5KC5?y)IQ=6;)C8%#MQF!z0&bz;0uK%RE^88 zOp=#`(t?{|(D)6`TOeNv$$t79Y-4w=RWB0%z>E;phJLCSAhiCB9+WD4)C+p4_BHT7 zj-+k=CbAb)aDib0KMm};eP&X2r;~|SF92h92{%MI5Q) zyv;|k9he(D+WqWpbxS|%jHQ=jEvaBnAHB{|S}5^c1C(k!cppfEe3y^JfAj)+doPpe zom`Id4OCm}F-^;>{3f~xb9xU8fiX~*4r=A@AXs=?RU#~eIf{t@KI!0AuP5sVFKT>6 zt7)jgvFAcj8#WkPhNj&la@e9dPQq6tsPxlO`^NB^d4rYA0#uzi;ewN>K?NSD;E*aN zI28(H73XK_MBPrXz#B3n9xtZw?M2>aXzR4lyd7Rl%p(-moz%pCC9Igk+pY@kLs`d$ zyO1jugG2120FLx#98g8ET`SGobY}om;EjYSuOnp{5TKN1nxOc0D+sipE(I*{I)H$a z)Q#4=|Mxl=vM0QtN)Yit6mq@xPm8N~1T}(!NhKpmogb+{(`*m{kxKT$C)kpAM91SuToS`nM&5Oo&o3m`2nxRF` z`R-*~CuRi{a45lVUJ0mR@m1Hes+dw-=sBcwPrk+bboyEd+F?QiUiBMJaN>7VdxOPa zsqIFp51}IEKC2{^Q-1RDKSMdmD;qL*zrT4cP+H$_v;>@5iSP?RG1U+rvGaa0r>J_} z24TN?KzY=(>=jwwO386qUXg^|r(MQmS1z9E{_ImdWhOp#FHV8qrmbly^*JdbGL;9Y z;~JU6ADS-gkP(p7bTF z!(GKhsUhYJwbUDXo)TG2U$k_Qd^jE8yTW+H3|NvRf(XC%7vbyvyTisI zY)kw@eVryzoe<|HP=t4_?%!mFwk4R%KuIiEyb_Dm6T*C!$G&NcSB!Y*A9gEGtx)LA zppEVqN%t}JL}T|cc!IG*_kSeV)>jhjClhjKbNBABMqrsOSlJwBn1$IKg)D(2w<~Zr z85(%9r|DHOIlSwgzPX#aG&Kp|=v{4yNCtikPFia}=dt{83mfdK{#qf^79L1as>?~2 zP+(l)*oF*3#&;(2RC0U|3o~)c3!6B2qdh-l;%uljks#%n{&T{v#j>CU_Jhmua(#^_ zXz=@d%zVc_Sr@EJ5B{b*nVlpBLR1+?Pe!}Titc%y&n3o!<})>hU?0Fq4(sZZ(W7d!_ESl1II<<6Fn8Ww=L{+Dv8Rfx)`H;WUkA7{)gv5 zh3oyD}#Qd-e1n}24e zv6Gim)$>@%h?&~ZFU}Fp)|ey2=?Dn64U@Pb-WW|RXYDDf?r=m(xRi2L&@G1;VlX<) z*_8${(|?jE)Jwi_^f&Txd#8ZgWOZC{kL?sF6jd>@nB`^|VQ+5YX9%Hl#T-0H1~WVv~MVrXSE5P$FOqIv7Beaj;&K~4aA zr{%#=W~hHs8#x@+M5ks(Eh)|hr9*N@KnNWe?jC~wNwKF<=6CoQn(B`9|1~pc`z@XK zA^#;b+9upRU*|+0y~-Y2bJ1J?_KPh?;d=O%yqsk5LPd%a;U+n_HBzzq|%BE?1o8M~n2u^Xjb;D{~Ix56eO#zn& zj=v@p0M_lEFVE02wD4G%(sULRQkyXt3I>9DbuI=(IOaZcHbAESznAK?;B6)x&s2;72fRvYxd!yE1>Xryw)MlUmJt7iAC9-e9feo-Z~WWW9+*-#aZ{V5W8`W%gy9Tko9GumTR49-fvh1P+Rx zmTNxjY1k;8XSfJz-mT(3ett98oT~@%KsIQw>h_v5m*^b+BNtAOZ)fITVSCXq%&jxh z(j(z?)U?YpX@gH%+a`|yXDS`=ch$TEXG(-z7X$sU88sFKJ)>egV?xgeh<^ewl-nb3 zi097rg2*70vVla-LP!_NiWwcXLRK93ugetF1L#6<*?%ys07YaKnj}VjVhu}o!sfUxyMN< zYm<%DiJf1hD3V$FKzPU~Is5KO!(?4E&rF(O`)Iu0$U%-G8z`awGm@2MYFZkKwaDVzRy!^_FN z=TnDc=XD-BL>s9Z;BktvgpHBBiSmsTRp zdS=Bv%M5$d2M0V`0DyOaKUjGe92Rg(|1ZG*XN1622nFYM@fE=Tji4~zx>oZS-a*x# z_J49DNfB8%dD?d4uk+R2XgD^+8N>Dt4Z^>^{xoLJ5R3z7;U`fCWqT@rWqWBgJT?jn z&+;vv(M5~Uk5ZJ>s2ul+Rxdzu~c7-D?ZiiJQ=`uoz6%UdS6RtSa|g(BvJo{uLkVnzb6A zwd$=CwMws5?x(ET(nN66@0Vw8w>NIm9OY91f+VF4-;PC}9)+Gf}3OTB6REi#gqcj?xGK zz*g*Zw4CHFcrT9TBwhw9nV2fO+(K!D!d8%if{(H3lAQpnpy54)kE-xDQUPE+!tv(|gDIZ}R;i zYUK4Dy)=AVk}6ynT`7)gAlgUHmB4n_8-HkRzBq6##8u#K?F?JEwj?FKc73o^pY&ai zd}1fqrPDD{KJ~DeFd_LBsVjCBe7*_-DDPluqXALwI^ItXQV}pkGQr%y35X!FkPMdu zujGy1x{ITIU%w62Ea*s2e(^R`YqGM7-5rsqp^%$>0{zMAxL@k@f_ym|%-cBi$;hvU z&XL!jk7HxN4(K704!v+m+k1s1RyC#B0Y{?C_EZzRk%(#+^VX=Y3{O?oZO2C|9nl<^ zsWW=kWyM1a*K=S@U%_T?oeAZ|d#g@PAeF45s_xH>RR6G6Ow)K``b#?~c zwivS%%;#x`E_I-=v7$ReIfMQ$6U(9-Mcv1CI*OE~yzPhIemQlu<;>VHFyRyFdtxFL z;g_pSaJ=!N^e0Kj%N@Vh!9{hiqGC3Ccvt$Ar=;S?s7348(&ig?FMt*9*zjx$Mz>Xa zlS@ybUs^_PwrBiaIyHY35+$(LSDrE(`_wQxsZvX>ylPKxSX5qlDlpkWoM4KLadhi1 z*jW7d!!0YrG0kK_e{%VURBiFHNpdYyef=8pJAv`OO$~aIO=dZ7Nr?6C$`flDgP!q| zY=Zh~ktokI#fjyf0$bq0aZpunh9UFec@{=7*wKBgAoxFN5)&{@5@{N5;x?MMVPT%N z_YG}QfL)P`HE|oWTVD$A3pP1*JE~wxkaZjP%xln5Wj@*Hf1Bo=vzIw18#!I89V4UI zutzUt%zwUIGyR)O^Q70aQD^$hxDVEI+U=%ld99x8L1iJ}46xxYLm!WCXbE&&J7E?) z;*G%(r}=a6%FU>(-PV+DV5M7{^`oatmIX3XJI!k<8 z;g)7$-IB2QWWdepEcv$2B`Tt2?MFHm?3_kenPt%Js?+}9EXoR(FUwgvXQR#*ww#zs zm>EGUozPBW1pEIudk?6lnk{TtMMb2E^deDEIz)O;R76yoNS9s&=|p-xqSBiP2ucZp zfJm2KLk~?55JC? zmKm}WuZ}&3`^*hGo>kI>__u`?`R|9*1`swGL2}!(V93rA(w4Z~7mMB>fP>JuEG6ji zytFS>I0&?rvf0lB4O~!x2l{u#Y8>rrpJ}+bnRf;obS9AT4nm`YDZ%B!PuQ80%Ndw6 z5T-k*vqYg+jb!`J&ZLoVR$cd{opZbE4r;@`UWSHYFU(#KJGn4>BaHUqELRxl;w*O< z_~Pu%&O^EL;2Zv8ZGQ3BiE=WL|8FLq@vZ+KCZ5^4$N!&9Ja~;s*W-*fpOd!#n0+|@ zL!bL&$_a$uJUuV5tTZJ4A=UlIz;muIUgC)B+9|8<-`u%B)|^04_UYM1Zg*NO-gtuz z_?K13Nd^tJo368KB^bW{hoR?R)|!8tb6T-wf6O|OE=AUVj5~jsbD+lv-w$3Ggh-Eo zB#62Xf*WZ1o>MRkqTWdg)g)NlpE}#OoUb73Wwk3sWA~FsDgR36G zc~W)z#e>5WQh@usY>`V5+OXt0Z}GwB=Q(hbPwW_|NY5u5^)3+zVP0I`_p6I|e2n}C zv{;Vo-OR1XO(aD|OlcF| z6OjBt(?gxZloy3Ks}8iL#0KD0g(_9W_|H$I;^~KX_i_EH_&p-8Lm7N5d&<_|4vNY? z>MbHM5@ek-YdNv0tz#~kp0*$puRXUBB>s?ie8L_CkX4+x$DcXFaN$oTAJ)I}hyH;i z*(j2nSkIDD`CK^j_5Va7FKzT0n)XQkg+!KmIuw+09Sy(8;;LhE(@`s?VMtudv1aC$ zXBr!RSgd^Efv1j|(D!+`BnJd11jv++V;$*y8QbIUG!L+cca{GnabIB_o@g+>ThHwOA0#r*iu zZMc^=Imw**+SpdXY*FqxLN4n?%7N)IK_TRpD;i@AS}gRXzPC2N;N@Ejx*B2_wAawBkhxt%xb(}=-Oi9c18^iX91n4+`3$F0ECAu z(JeS=P+5!wKwcHxq%e+lpz_Md?{etsk2kwn%pF=G|C2o#{X(_KO{>;ab=o>C#R(P} zIcP-6vJf&#viz7N1RAQwc=OysScb`;dl4z$Y8f9nsGhT+FUiwx5<*%aoJ84}QcMz@ zrEXzIk{QgT+diBb2j^=N<3l@na@xq)=93xFl$k*krNXc1 z%G>crEDux_mNR#nuZ*=Nct0d{wyZxRDRtcg2YLBaVXgH#Fp?3ZnA}8xdviw5^1S@d z4lSG#i6X{g^@8AMjM53^-y64p1(Ivll@SYuiJxthGOv9IPo)fwoO+o;LSyXDY0=~y8ggqi* zt(z7%E|#8iD50ZvL~^bn&&SNX^|rrpkz{HqW#S%e2}gQ|Gh{%630 zCF9k*-#d8Y4oenDTT&Qwgl41$>;U?BSQhiHMpJc~Y3l{U(uVfFKCV)4XgXvL^c|;6&eJYP=bUW?JM$Z+Hy3bVfPf0A}MhqR5O=_ z+7k`J`z?i?TP|&M=qZF<^XBlw83Cs*WG!YS1hVN7j_AKLKV|S1Z@~%)(XD1`t!7Md zrR^}zJ^YgB+ZCYUiuvVsE_*9wsGlOCOa@7EA+ssc<#&;2@I4^&LKE*O<>m3xxj}#W zK*YYm%ckmTnh_(4L*+KV;j!u6C(Z@LpppQCMsbBH^^b5;i~`+84hR-FK&5KU`iCwV z|L8m+JmEa^V|{dO+&$gd*?B7GTRp@Stf{Cw7gO(}=^~pZjv2IC7s@gFsBaTJaxxij zh>0#clrt*A_pV6}jjqP)(Th2JtPSdQYw+!N2f3{Mmh9}CuDA7_^7C;^A6i%Mw<|Vh zYG5n&@&tqZY^u7`HEo}|h)jIk^Ys{86<B#V$ zM8d4fen)+yR^XGpZ}JN(ru!!EJ0v1D?H@m7?E3ar$H`pv8Q&Av;0Q_`j*7Y0VflJa zbg);M%7Qe&J>QwzH`;VsEoh^qLXu@&zrIb5=Kn%|FZClv{`q(QhntpEL+;RiYyjMA z+DqCgBWrjHKn~w5bY_1lTA1*;yB>`F^rhRXDwjzltwFA){JB$4EhBr9RIzcRv5%st zuIcf6l}?EaA3BO#Pc5bn-7_nUdZF1LB~Glht2H7pGKFOiLFnW_M?8 z%fZDa2PL}VvPdEfXk6Cy47&H*KF^)HuU*dnGV`39&68#2h4uyJE^vI(yCFF~cl!Ar zj;s)7^Rbe zxz&qumQupbq%K*veBvMIPdY|iyC^ruZU<9+HE1M6TJGJI;~kf}q7aD*#1G*Ya86|6 z%VF3y(df!i)(m&s2uBMoe|;-X6PUwQb)hgUYw}%{-gZ)JweX$aPW<14m0@)q3bk{G zk0eU3Z`{89CT9OG#}MhhLzXc8kqa;~V1WKgR?+X(&+O3q0*2o4Y>%}}Zo4Q^N=r#{ zeswfgv?*b~#z6-Sw-U|~4V9vaG&%d&>sBX!Z)WftQs2V+(S^y#v+nKv|LEoX?_PED z29b8XpQBqXHD3)XQoOue_G0!rQ@aVtjLx_%^QvecP^O9>eZ{k9aTeJ&b#cV%V%sc4x$}tdngKbkzw4%6|jfu-$!MQ|$3+ zZSHHebck+po19~ll!R6w-Oe;*i$Z9|kb@qtu0-Zg!pScBCT%pD1Poq@nYjf60FL}p zCT4TC3DMBHfew=S9@9R3CfhGJo?eDrdo;>$GKh(@^{&DjW!#+$dUHa*sxKLpl5O*m z(gR=Y%pGXg!mYCCS&#xloF&~CMAlmA4VubG-0dIwRKNFVNw(^Ua;)8rr7^bWJuPz6v!LZrG(6Vw znn>G4;}ECnv+9#ECVVHNKSK{YRW{Ebhg~32_s_v)csTiycHYbYn+&~!tH{Xw_Gnm- z=$n)hdM``qjn+Vg7@FfKrG5FB88h!k3UU|by=nF4l?);^=gt{N*%=3~S6^@oqHlPS zJ#wCwdZT*l=bgMR_M^~?-6{2bV*Z>l}&xY;5VUPD)}s76FT3hpR$cS%GY6S*zzqT zxQeXB*dS;Syq{>1&TY#O>F>wrqVNq+BXT(zI2q)a5>KV1K9p3?o*$?<36}G1JZbT9 zPMQNyAQB>nY6tV3L0Yh4_O>-kLvM>sbJsmljs1$=z;J{3|-dKY>ZzrV)Xu zxu+@1w;#%@g>oG!=6@At)RK#ue{w}|?kQh%CG}U~nCD-$(`qv_7#ZnGKRi&2OLMf= z^!C9%M^86`pPiq0mX_`|jp^oYe=9~DfcmmlyjL(GzYgbMGSIk~Z~;NnZK(iMi>N1q#DbIq8>& z<5vV7ggl~Umr8ilDlY3166U!zN;(pS`RfiFyUHRl##&+?p1Ag&4?<>*);O|lQgFbh zI{vML7jAuPy`|U4HUrQPt$+WRQg_)lt*m6BJ8KwtN6jv^Vyo-+(H<9+{?Kg8bg!s8 zW?b{-#JY6#GJh(CdgSVrf-}W}QUk^b)x7!DJfK$wrqrAlV9$= zCQ@3qjk8PVTEJD(b{&CyU*?2g{haXjyQFi zpDK0V-7_)NIc)jR6#M1`%SlRcJ%eItCR`4Zwi{B>DE7s4gkR_NIwEO5>_?^a+1&lIz&Fihb~5`YSL8RpIT zv`!fEjN7BFqL0d}=ocMYF6{?Jm8v4F2(DcvxsAN`RI`3ny>{zMP_;A*VM>U)4bhy% z8wlvKbtz?;rmwmTK7_Cxx}R(0RbR-qi=)}p9=sp;N#c~ct(N{ty*l@iIKf_TuI6AY zG&{Jy;)RFVFA?E|V&(P9a^gL^Td{@Dgv$a&3KzR=Bim%9spLtN6T2a*mAxfx(t;#D8EmqcJ$(y<-5baWW`l#c{JJ=A!E za|bgpakN?D{qwWRx+lrGAUrO3u2!k$uH`!F3z>=Mi@IcO@U`VKrF_4^{x4){o-Bui zO!rKb#&C``oduJbX}qmkmLi2b9P4;uI~k-ve}Qk*!`CtOLMq8`0+z{#uv)L zyURN^rtdkcmqmN(^n7QsRG#Z|s;SbZ?kpFWG?@C%W}`;YUfImfz7@nYi{HU;Q{f~G zXOgMR%1~~oy+eq0BPw@B>uLg|dSz%Y)j%*{bJ*4u&K2M~QXHH6o#r zW5Au)>uFYIH_+fWuJT`p72NWuTCnC)KgBK~mB#zn1@41h3cMAw-ZbD-a#j2?{QWwK z|IhLCnVu%gvFr-UGqR(9KL*aN~?JuW278*cUfT4{@Jw z1^X}arcAH4hsOBthtet%Ht9gMTeG~7oyAst|K;9L#Qx6|5FD2!4-K4G0RsJzu{1~f zvFK&dn}PnFE-g?c;(i<`-~e|EDz`hYd3J}bDfe6|*;%5%DJdIiYM(x&oqVQN9ADYEijj zM%D7@-S)pgNm-^Au+pa0LZ-j?d6gSP@$;HD{3Xuo-ylkyH@o34dEVB7C`sjF;V(ty zWkHmpB3XO=rKv(Kh|-SU^-3-Kt}G(0`!E(r>;6j?4Q}FeSd+tfcubSic|=T;ic}osVsr2>xG=zo*sz_Uw{NEM#%mstlQ`)lm*9U@%>GS5C*hcLc&$@kVCN8R zjLqLp!KZ-czd7muq^Y+OOdq*z^(Xxh8w9|b_Hi+-tMtLMIK|jT`4Gup&pnSyzR{bmH^PVa+`B#C z0|(T_plMt0BZ|mluxUuF{4@Q!hBqO$_SfK&#hmDL)v8hqs()|M)f)a1WeKH4Oa!dG zJPatWb9OlycG4U{i3&@VjHzn5s_l9aYF6*mO?0&`mp!FQ3m_OTu$aH_1zKWj+0{vyRaoHlsw z1ic)kJcG6|a7!R@D+f*=jm``F&Bp;NB^|MxV^8`ia+VfAfXOUakcfs#iECd$Z<<|| zxSg_YaB(F-vPT|JU9^+ny7uYC&0*KDFDY6#KRl!M3_ofCUFYFqVowQbzn)$fI5B;P zMKQ?_+CR0u9Wbqbh2^!`OflEZR}^rFKp@NK>2~AKPmR$+P7IZiiS`2m22bEusH~J5 zsD|auzhWcp0gGV?DU&zc6hT-fi?a{LS-CGgbI`MMaP3mJXVS;VlP`Tw8CU!CfmJYR zp6#mgnazOOpzz;ib(?BlkaS;!++);gZcNdKw@l$Ww*7THqi)tA3@<;Z z#c40xl)W1hZ?(WDtJcxUXZN1W`mJL|#bwFQCd*(O62{ld+Y2t>EdZ~njKWLIEKXXE zF5!76i%UveIa>&qFpD2=$vY}3^=y3JtDt4Pv>_LIS@L*yW|DpBi#kGXwVw;kJbBn) zPQ5vq0A>EwLli=VvK3aX)T8f4?jhS3yR@l4P8y+()G==YQoYvIYeCb>uQ<0Rxfp75kn3XcsU4{iBI8{Q1!UpVNm~=(#hO zPcs!4CiFOHYhCHcl~%uWw`4dvBeITflqr&nE3<-N?+;y3f5z}dB5YFm=jeMq^_A5* zGOhE!zdKLu&@Ss$FN0=BvNvjBf`OQYvW6G!BBUJZ=w6@R8e1C;^WfKu<_-CJZw+54 z5=$3__%+K^Hf z6w)9F1|z)WY(sn=CTNt}zIj-2;3t%(Hkpte&-r2GYVjAzG2JmhcPwu0;hrw+UOks7 z6F8i?opR0xm+Gyjz@5${IL8k&ek;Qh6F~w%=d^HP-UbRcIj@knpA}`mhXq(NuPT1I zyZzJm?G!~PXaOWgD+fB@Tt3Xe1~-CgY2BgAjimIR3K{!%aIfdc+vy{~3@&`fPaqk@ zJA~I;^Iu4rWpr8D-_?rU#GDZ%oVlt) z<@@)PU99Dkca73NTlN$J_iU8!nEdXHa(?sdqiDWDwvhD`CVsbsi3C)*ZhE{Izw;X1 zqVS^OU>a~|Dw?-^$`mtyYxmaRy4@4gpBfJ_Rm!l{^d~Hm#po;u7Wd`OZqRCf#N|$8k#S zzH;tN)_KyrjgCjS4BcTsB4D2cy3a9^sa^S%Irx1u%jm98Woy&xX-Flp%tFpY>iJITL-%`>GSI1$!8t|Ya@hq zFSI?rPq=^TC}5{vl%-x&*6brjtcrgw?v3X)pL+36kqK#EB)y_X+EDGNcIh@iy3Gn_ zpg^bDRySvYOZSd-yw?!#v+h51uKdy5Q6=Kne}(46_e)@;!n@Gx>8e)OJPna#w=A7PsSvjEPdAtqRov)CaZBh zQ75zqUd;_dlz>3SPaj*6PB@ZQF0iAnMm3g}>cI{cU0u25yFYN^yX)#LBcEj^GO@~A z{*>cV^1WaXql(WC{bj*@hqimon(9CB<7-#%1v>wD6m9eH`ka5pl_D|di?`rp{zI#! zTc(Gcm%uMg2QS6QoD^KCx9r=hS$KRA{>mJk)>t2(LB208O~AUT1D)7z*Y<&5JF6uY zFUva4lR`V5Q@ioy&Y3f$xj~wUqFjF_&S~V{v(nZ{O%Kjq1AI@Hyf)f1T%x3@v;N7* z(Ntd#8H?S+^zV653_iSsoc!`jlWgDO=F?(C0x2Tjt8uNjXO!&^eri16nyGog5D^Et zPOTgFRb}(%gR_R8AXMPQxGM}4Fq*sps&^0g-STp&+F>p=)rD?e8*2?C*s?Ubu*U0e z6XMsfsb&3gfL}2hf>~=2(ZjjLE5jq;#Ar(cWt_IM=0Q?rW2Tok$_hbjn{E&O=-dWmyG@!tn6vt`?A%oCw=`#&5{&O~|m{`&HF_tIXHW zA8*#HNNSQfdo8I~<}4kPu*@^p@|hPc18=h^ROn-PIMgvRhLTA*nX@;^NR>(avS+U+ z$;h6i0|s7YokgBM(9FP}KhVg)oIg;{K)qcR*H_O#omQ-L-;lGwOQ*;)!q7Cn!A=jNZs_S))F z%neeTl^3b)I>#GVDmmop@V^Agzl0XiPCWF|U#(4|XOL$&$XuypkgCIfg#Xku4bZAU zIgVU+TK`*!a}2824RGCQ9w1i%0UZC9{uUZscUlH0RlpqoEp#cojNz2=ommdbBL5%4 zxtRZ5n)td8i%#%8ho8NC(7TGyrfC&>4vWzJNq9i1cq@Ii?AbJ>Vz=M)$vq$NfiTtw zC|hh;&aGdaFE^cz#_?l2@Osm`xMV?WhfIQ38t}cIesb{|Mp1W~qHil^TTy$OqKI@} zs zq?zjT$XhZ}Go!Dp$YQ8vq=3JqSd)|NEi2Taeow3kdUlI@huFC*uM@c7E7?tJ0{=$5 zq6pbJ&h7TV;?-(4j;`^eeq%CYhaUfyVTKEW532oZ>zlld%{fG55Z&7%-bD)7dhiF# ztOCYAWl1gFstYVJW@#57{IZL)|Y;JkUuFA9lg3B}3*xx^UCbbbUG76G&n zLbja}T=uuMd@iPoyQX>`f^N1gy#hFBv9fO<`R6ROx z3sjF7{+^fcyb)ta6igZJFw=)&k z4m0>J&rcE$Vi`l~VTgfrpTjzUG7FjoD1j)C1eDB_fH%mQvYABT(7+CFmU$~tQ}Sq> zc*hWnStM?QW!^=BcAj9MP>fuQ_73dWmPjvd-!`ql4nnbSaDfK(V7HD#t9s4K_aU&Y zVPq8kN8rqS{fqk8Jv{}l`G5*<0P0lV-*MEVZ+T)m;X}g)#&qYj7;(0G~2hlc85B(zOoj?C4fT_jfh9?uD@;ft#VA_crj%_D?FlNSdbJNwL4^>8NEAf*-$va2$!~r z+8s533y-Ycirn>UH|USvow95|yXYSg`q}qhS%3^i0m>Anz19Q^O_sgj;09O=5oT&6 zwMN$pDJ{{rwm@)*t+BQ?imqL&o82~;YT^7Oy2jmV`n?4HL1-&Ua;E0|X#L8a zE#Q3s%icE&#Iw;dRi?f52n+1^H8=`yFxq-3yf*LCYAUs6OX=r3)Y6zPw&ql~y4sf- ztQgqR0x^?X^JopMD#1LrK!e2A0_u>5u~73_&@W+PFl#Gtn@B-|e?vxF8bTbIM$SU&43;4C&0|c;?jEUdnGX(#1Y)%hhAR zeemegwitOC2$8pxAy$TQq)ADjk+eKZN4OFP0<;!Xc^C=tcFK_F58_C3l)w}R z&=FYT;93g~OALe*A7uz8nF~>NeM`~4&fsqtpM_qjcx)sC)<=YD80={E*_RzZfOzXIgeo^0EX0!hpbg{9(zO>-FpLBY>7(tu?$nI*ujn+3^snSX z1U!wyLJFl;y%t(g_XCX=daB%hvpkdc6o_a|?{;y?-HNoFsd5v5o+vi)s!ismjMesO z;E5{ugJOCAC19gOn_&Xr-|Uj_1#~k|$G4}_j=#;Q>yeC84e&LhmX<_h&~m*?q)+Jm5fz$9ANuy#p-0YsxyD8K?RKXzVOHxhH94VQV;d9LM~SBJ;>CHLmjPAQKE+_m zZNHZ$B*eVDA8AtKZ1Qc~8Q`XHpHL5_olMclN^`$)gdX?o_DhMJzO6qjbm{Clk2LpG zjruRO?$sW`*E$H6<6f1kb^Yzdg2TC6K*Mv!@0=g`U8VvcdLn7-wf;ZG+!`ves-Z?H zW>{C3Zyq(udxUx;)FX1c9@J5KIktQ0z!`cnHT^t3HP)q38ieJOpHLf~HmwqY3npnC zJW8p`UJv-Nx;Ftdq~nctAAe^Q`#t(xKCdWjtEnOKR~az#toE~fW04Z3Ik4(Lb@!3G zgFh)dQH6g{;Y4Ls;!1+*0q&q2@3!(XVEUKv@9RB_g?_?)gFd_~3B|g33jrd(k@z&H zh6WLozOkUEv68bYTqtR!-hJ_Ke5Ok z(s#>6p1@f>jq8Cg+oBD$*8Cc^*HoFB8lioM?#C56PuUM+zPv2gUNd^QSfi7!fgwCA z^1G1;eTYOPJ^tVaN%Y5pvbP)|Scbzu;q{Z7iB`X5&?m$0saV2e0Yjdu-MYMmTD0Z` z@_l;#<0rS5XD=ym1ch>Mx}N8ZX=n%s)4T`|Nng=)TG4Q=#FBiAfdW8 z?xRajiFdKCxu-P}lbl$awh?Va&hvU`e0Zi@DlunBBDFlz@H42_b}7BSP-xBQV>&vJ zP*Pe$80{g7DWO!0+T*CX+Iw1MldO;9Yi>48S~8ul;%ne<;J-F_qv3`r19O`X4A7{* zp3dAKZrd(CXNODheyVVzFTw*??X9*WZR4grrv-b;!R#<+fqQ4bh-~{V^QvL={dI{i zN^;h;g`vc|$Dfa$unWEFBTJ)|1G@(hFD~dBIk=j~6tG zaNQsu!}vRX=7oO+Fhr@{%rfi9E&V<%%|@+_QfOyEO<(M8&mW{)gX~NT1!-pe_@M5fqtAkbt8vIbx=_*hBqDN#UEpbXp{|4D zu{eGFi#eH(bj)1Th7W&RO6bImD%Z#-W%sy0|3UunH~Cj)Mmp%LjW%U|0a8f#$8^89 zQx8+vUT3Jf$l$$>@jkLxTdvi^R^R8KwepBwsb{e#gdqnYyL;Tm%6_T$SJhBj-_Eb# zAv7GSDDN>anQxgr_y{lP6Ht>ldH5N1(6BV1^s(JdS+CLhNNi$D4kIAguhAdqwUMRH z|GOzX!QI>_w`}T~^n_Shx_(yxGKf%jM6RDc4%x?7z(ban0>f*KJiS+X2r%G~dwJNb z4!z~c$piFEurjEX)F(36Cf;p6-^06oPt)ef?dB~T(`B2B7wCnc9~ci0I=ocDmY0c-Ey}2Y#+v( zPScfVFJ{4W%8)p-^4uVG3pno;_7VYZMqVi@7-Ht&*lZ*j7V=!vCb z+d4Gnplkj zvb1ylVcT4Nu`-%-{^8p>6mz_t{R9S#F7+DqTB-|ddbn*`=iAqC5I&fvRMQd@NQaMp zHfl6#WO$IFXIheGZcmxkTt9<*E8S>4@<<=|38i0ZNU$_+U+VB`@b;@6t4pcRPa1S< z%xeZsPn+9RF6RK4i$}c6K}BX;FHQhmgKk_IC3M;#xwz77@?h!ti3_1Wx8+Bznk7!v zCckh^dr=d6Vq&nMwRMoFe9(~J;o|DiQLtB+ByV~wkq<2U&n^a`^kqQu0qzwkrs;kS zbN;`LH;BlZaY9m(imBO>|5Ce^L-A#JrxrL%U(Ur3xBr5B@e+WKuH+_V2M-7Edrv3g z(6*(G(>-#;4f!L#@+6khf#PMWwg*7wNu1yT9s1z1-w{0uUlJS}E4=8vLPV)X-58HF zrUM1MG+K#`{X88hJjcbe1_2M-l$H}Ux2Fr;+?S!_w6~c^=B2^Y^_-F8&tLD4odNZHA3Fa>I}Y1J^0WX$7HIe`tCss zrK;qDuk|~+9JViC#mtwJ#|zcf#XO9Y8LH};lqRo^Kf2vckyBqT;$c*krp(0DJ;xvY zj@hu6>#C`>Xyil5r%YuJZ-KemWbs5WYw%-UI0pF#ZtU0e-P{0$76|aVuTZmR4T1Da#l-B=E<}u%H)-QDK@r~WsynM*b!1o0B7d_1j zsqj5LC|!zX&XQvj0q&a*kN8pZOM%JtxVozL!&v13@Ov~h_O_&^&X3?%+mzwM{oal# z(AXbl_me;Ee)AEVA$GN`*eX{3FzZ;de49rw9`=XK5VymJ5nH2DRx6`{0T7$x;P-`y zD^@-JqAhGWOU2s;?Kw3Ju7P>?(#(;>XynDpALtLaJ3jaboHoDY%pa97yDW3^G+3@V zhVUKu)1G+RE_d3FJ?&0-+(gh9_(kE_tFI_k;v{u>8FulvgQHf}4{=$cS(%RNAmK^z z{s%GOTGihbr}RV7Y54V{e(w<}Z* zL)&;$bC&2UNmbpC~?P!3=usUsTE&{|NaxN=}_cQ8&isgAa=SKBsDh0@W? z@M)M+C%G~L(xUAS)sa;{q80Y$ug6$0GP|;(O2YMB$z48S&!+;I>mGEWC9ky&kVDBc z%99Q_D0A?o$OYkBV>;`JFKIeA{B%v;9P7P<5e zQWjPzQ)CRm0?f2|`(P%wp|iWcrEHMQ3!a!d0X!ugg#tUsL1Vo#miYIHC)p=El#oLN zm_^`6ME*O3Z|KBbTt;QqK~esc|{DPp$2FStma&OVO6e~`7)d*7g+N*N#N z1#Cn*BTW3!Y52+Efh^jLgX=5wDZBTWq~=okS`4MZA)mg<- zzLj()kGo43Z(h9h`07iW8Z*m;TFruoFW><2SI?FSU+lxEM`|96J@2KH{q%n|UYL8X zg(_EZOH0D488*5u=DaNue(d=0MZXV4nvn{L8|ouN(Eu>_KQ{j0t$q)`yt|+nteCPO zmutJqDwi7|cy$Y2zxC;@sk}TwfWUsWR;7Q$Z8vb`YAyJ~&%6=N^WJy_cP&^N8KUKUy~YmVRvv zs|%H%_2S?DjJ6;>uRJY&9QgAfq-w0nVa2D`#o(Z&;^i-Dtw5exH~z!Wis|)h*4^rP?@!DNd(`gQZeEqBvlad(Z?Z@}BWym9cXwrJeX2D*wpiJMzjbtz2TzK`&r zeDaijwLQ!fxUoGw#OrntFx+4PFRG{;`3|uS_{__tscaHkNMrkM^(X{EUhcW@{;g@@ zt?vl-duEj%I-l9Eiap1uUM-66d`qRsy*6xoFBJ8Ynf2q8;+U}kic{TsQnqK}V{NXA ze7TB>r``vWyRl#R#=*2P%ENm5TTJf;aXS4cA2|JspJru_&7nVj;pD~%ZQKo2OOoG5 z)#+`G9`fh5CVFZ})DcYrvz=os85N@At8$*5jyeQZk3fWesA43cGdMA}%iJE#T4fuNe8Xi6)aY!TyMEqrS{ zqCCzL>3-NM^VB=9+Jcq){5OhMeig2y+Z=r8-l-VO6Wjfy_B75=tQj~S8{xkeZ@)g( zfH@@XTM-JQ^4^U=iDrS-dv|w^vUD1DDF3w)ALIiQsqf--X`@oJ9*JFuM@j2wcbCRb zYW0I&i!F=UZga*Y?)lh=gwF^BfNjprRZT;-9{}j=f+;V%&DYdr7Zi_*O;)go`ky?X z1T{z70OW6`!ow9LP(-bnW>9?`n*#DMLmV5jOvEXVz#x-%Mt4#p#~UfBzSOB@ZDHO9P(Y|;yPkl>%r_1Jkd7gDBWGo`AGGXl}uOC;Y;$zR{_!O?pl+)MJD)*%Y z$3AO1hle?9eOH1{ve8X_BfY;yn5$O3i*#r9yYF82{@TGpOxQBb>3C@X-9Xyu2z6YU zb*CeEsoeKE9bqFpY~yqUN0s{%tcId0p%;9G;{CWY{lvdp#?Vmi81Ueg@8h3aw{u)$ zS}s-Fhz;B5?~IU@6Z&cOQQ-=m;=4FTH+O>!q?pfbF5lbSf=kOKcVeG!J-NU0ACZXR7>1Q>^m+*#Btaj1A-bTN53fV%&c; ziE;Ug{YR6|{T-cuYqEB^UoQRc7O~i{CCQf|9y)3OpF}^DMXXHK?uf4Z zgx+LT(Z!8%@2$Qu+8Bvrdydq-MP3AYZ3mPKtw=2OS)*n2dB&3y=`|hj!%9vLXxY{_ zs0yjD%VMw_kNQDd==>}?tbA?uW`VR(lD~AF8l7o zE?sa>b3$N^Qg%l+|7VIJqn@R1)n!Ggk--AP=Te?}7p%mIB#*-VfRJfd4M3=8nD9-C zMmI{9sbgchao^|4cb@si+eHE#wDTEOYuYpox_Mu$hEtiWfKCfaH=PND?i_TBS9p=wB+iSDy1Xw5p)}f8({q7YVYIG--(bAqW-vV>@G>mv;Qb%cgjg2~`Q=XLV=f|bwP1wXZ;(R=CpCME6BpAwEQGRWS#+i8y~(LnC6U*amiCtL9Cl7FYgd07_zP+j(S zy2^|vCq%@2!Hb(u`lpsL{iF{F04^QV(R1NmRZNo?vCjUe#d_Vl zweiy;7^><(Sv>T&otOV%1+CPS&rsX?1k~rS<{B~<@zu((MoDhPHz0se<^Qesn#Bz9 zRW$KRAh`-oq@Ep1F%*PW4*>55{K9LWysMofz3d^zTITa=r^2`NPGlrNQ9lCs`%c=7 z8lV!kmTpq*1hVNBz~07kxAn6uv$-Q@LGm_#U%!eTbWT(hVEY86ye;LxxcwwzJCrLQ zw40n98@zPyRViURg5Vvo9jl^u(qd&9^6PU$0L1z@JhKo=XNmL|YZB;K0&g2Mf2c{G zBU*lxYbhcK#(JprnlX#E#SnB}=|=s?R?sVX4oRCM4n1E1F4ZlGbFL;QBls=Du5G)X zwxgFyUkh)KF<{`r+A5=x@NENRTLJUWd5J-NvmA|HZdsu@nUK*onxc>WhHCk@EZjWg>mZ5g04I_=?J&^2Argap+CRT2l42OMtNtDko_otN#2_R)vGUUMG93LLT}Kn>^Nf=g*#U? zr@LLDKuVUp(Q>(O{%U#?De)&`y<@r>?0A7`!#&8q%YzW1;r z$pJAG#;oVcnY4Mna+9NI=J|Fs0|q^MPcdwwG%DVpwUuR-)p1^V?GvzpJm;(wTL)uf zE{WlVvHsD7Sa20&f-xXr7nKwu)D^%GLS!i1C_3;;e?PUQvxnDA^ib(O*Fw5Pma;`f`-|xInGDCc1YA~yJldg;Q#8I!J-85C;kieKghH5RJun8X_cX<~k zm$*s3xQ?`xTUC$0l%=?g@Y|-#OCz!J}puTg}Bnf`+5kyH2 zQM3Vj&(YPBUKHhleSfpm_scEMn}WZ@M0R_;4X-|OS4V#SA~?{f8{Rkkh~A?}_>eL) z9i;k9Drv7w1uLkif?rMDdvWsVWx>i7k&{1UlCAH5TvN6s5B8N0g|Yoh=`yl9YRr~bchInz#|qA zktWgup(sTr&(7YN zc~Y1E;PfLvm(x>!+X9N>Kn-Q?_=xL2m^d>;j?orKlDYNl&NjnRJV!wCot*B86#?ls zy$c^+-2bc)S+pc`DRVwmyYHv}FDb`a^bpmjZ%+>6pk&e6nk}+iWq-?KpX79D8-p^+ zY$PM{N?Iv4)xIVpxyt35+?-!7sinjBZi~a)$Sn6BAT{n{*n;(=w)Jdl8O5Dj2v_lq zwVOsha(#^LzWFa^56_ElRMuu@8f-9Xi+5(@iz9l?!uz(q=OcSdecR_ca^X1zNLK@z zsV^LX+%92~67!Ic=goEi_6ClCThOS8QcRZ_q){=f)&` zy2EsPJA--7G|%*gHq3=q+CXINN8DZ>k1dIsPCOP>nHZYEqlNLOVrU(&BM4_m7$R!7 zMoHLwsp6N%z;nFcigThTP}1!36Yc~4f^RTUCo{%4w!qR7Us-n9+T6m*%tB=`zBE1_ zHKd%rLUp>~%g*bv4t@3<7H_TU*S|<-7uO`f%lsw@>y{R^>y+MctLc2o>Su~}O|3|t zwRIJSW&y8W-ie-;>702tWYM`hDMQ8=7ke;Xm|P-nHCE(Df)FjPW2)|Oi7PvwR#sidq23CkLFDG~p8H(>@E!jx&Nc2C{-2Vceiyhl z@OJm&jxDeywWc!@1eWlhlAk3rBr`}|)ES-MWmac4yh}2j)IAS`Qtlwfh%nNldSO$9 zn@@wKm28}XI@C5_LMBcU1%8HFUxY8My~b~O*R$L+r8|114^Rx$zy>h0i@?v>zflbB zde-Z1LCT!bK6)lL`JxFKXIzw^OG`1J30 zTGq25zZ=}G$MpOVx41oE+g!Vasb?_*mj>(__>|Urg%3~^EeDBA2R?m8-<>jPk8zizl7yptO{|6Kcf|P+jD9eig{twEjp5^ohC9{uiB3fx5 z^0!9EfC=en2TA!4$owKu`UeEEg!uz<+(+;K141ao)s6m}^~(Df5e_q9a%UGV+9LpG z9?Ig2(Xm6~^N1s(WowFOu{J^TaqgVHBf0Xz9kJYNTtPEx4MHt(ZZF02?VEWQ+)K7@ z)U!f4YU)p_hZQ#cp8)G~afo9-j*F#D?za%LZ}|IpMVN?cVN2&+(@SR4e*@$n0Xj^$ z{tF48>=e>BPM=p=&%|s)>~A+2Y)w3dpOaj39o$WEEu-qJTqS?q6oFUFUo4mnqCaI< z?6&cmo1a|DP@)Ye3f4iz*+@ZJlHBFTAyw1l=;NaEuSU{##pULJnUK6y zrAKMGGP-CJv;i~c=XoH7{jv5e@R=3QGHy_T4aeTl5UYP7I|OhHS#zo4BoZxA|6XIrtoJ>UE~i4uR#>4~BNx z%Qf3}1m*p73a_!(jBHlx)7g^hZ%@5MD0=U`m^La*ZhvNtO769HR!@Gi@cqiukH(6R zK7GT!M@FN%N{wp^0-;(E&W@D)!4o1E#-TO zvMLm@UOwjst$Sn~e!9uidLyP}Wx-{em{&Rw8(o{L z6ubg!PE9^oe|D*POQ0?`cICdkLDm~JlchG#+J$iDr`H(|Kii901@{y2>X(gh!d|y0 z&EKx9O^bf3>1M>?@(n`q;dQ(GA`!827?DP8Q&J}?E;ktLS)DR^u044T|AC+Z?4u9 z-iY+Ldor22UH!}4R&bkBtruu1pwTe^w!8U(=iD#prRNsa+XD#8W{r*WUWu#^jv>ce zN8-s|Dc){RU3PCW2@?T2lqA{KihzKEwhtU4SVzfrCM4)R=B_(GmM!^vXjiIe>GxCEU8k0E0iNYPeSOBwUm0L%Jyw%Pf( zmOVsCy;-*A|q+itw3=SwTPS-7%OV(G~>Q|-Q9k7@_?6t-EQ zPq8VC86q2I%aJqi&69qgz%-KTLFd}MbOdQbUQ2|SHa>7ltov@mhrHO#Rp!>n@_gM5 zm^P?q3@FZSTfb*WUg@M;QDMtnCj>Q*iupOkvph=N;t7?gx2H zo6hDZDu6Kt+t=#hM{m3FR#8H$D zSMxkYPh=z*0$>|NED6UJ6QF1J9!|(TSUXV5pyP_ zQ7zE7=*6Sl2@$7>>y|B!l))Etq?cj%m>R{MPsV$Xpk}zE_r5Ah&MURoRX-;EWhdNo zQ=wUaXY`gp*-9nToXg9OFVl@n_+qos0D)(qA*aH&7N`}M5^H*jZ4!{T7dN@s)ILyu z{IS&kP3t%Z=*3)xzMPC}f#i<;eS29mfBfh|0+q{szgKF@j_J2a)5emDcd><`{hj1T zZqgLD14uUxd(Ahz)i30#-yNrXfBxR>NT$1xUd4M)%lab<_S~*$f;r^8b=3@d=^}qDW;-6k|!)LS}*9uxkFI6(WOpWx}Z+)41xGGh<+4?yD*Sc)Y zYTcS7rmYyB0Q6cTmpt5wP{jqdS;|Za?$EVW;&|w$D0Bz|=TE|p{_FQmJkFwyZrC{(UIkTv*r*nGr?@BQ~ zVYofT7EBd7W=8|pls+65ncwvcPL|#Y&e!%8k0-qwD!8Slv=9YvFDyGdhZcoOMPEMS z*(N%fpG8;Cj6|LF5U7dGm(zXbD%)kPm*)42Jbz~Gi(Tj%584T(@jGqC+GJY z&O`mKDYynw-7fX1O9y+aEIxe*48(pn?VH&(Y*A4?%*dPV{QMJDd?)mq=~|ZO1$P1F z4Ae+X75^ZJ+NZ48g}*QA0ic6-;XgVd;(AJ_n|9GHTi-rjvb2UVYR6^89bdI?-2S96 z>82pw`gvXzVJ(_4YRUFS8Bo_&$Gc(A^j(wYKL5&j^rWu5)|!naZsc17B{k?$)qe7J zVG+A9SbwJz>5{K1#|GMP1mLfNGqT*EDMI|?%)tLKMM}T#59V;b5*q>9qS$v%96W#& z*I)48k&l1*F`yv|IocvlA;HJZo_M_GZ4VCqzG@{h(%JkvdIg{cV zgVHaldUaG%oLG?fl2KszNn)rI?V6Bp{$}lWD*Mc^lfV1qw`8Z9Ld)?VZTo=FrmNLat> zACF!3VI3HKp=#GqFy6m%b|j2UaGfZ3<6hFk0?!>#3!fU7k5PVFlUH(C-c$-J|gG*#8=6}b_$5yc+?mJj?NXlKd#)+hSw z!qRR%PPv7PG5x_Y&v^zZ+iQD5{k})@y&CC5H9Bn~dY+1htp53|dZ@+({LHAmvIhIz zZkw}fI~rSbpMPIk&`0pU+g=D0kfj|_i{oDU&8mLg`X+5dnIBaJMch~Ut7}PVH1~9nQ37T z?C@JyWa~TL$4*5yCQyO561snCMBc*U|6SvE;gH`2AoA$(jsd&+{HBaF+JfU`=`d~#Fo>a8t)T6nty66Pi$HKsbOAOV`>{aU9=C` zS2cIXjGVYJ5%|f_6zsFQiZGKaRC&K3`VxZeM?4BV(@Z z%G$&K_M*uv&qkzx{{qM+j0XEoz4p5=X8TI8V|?1*C^B|ZpFI?+>KB;@Usm-iY9eh; zxFn(VPZ_JiyUT1u+;tV$dCWS`q9Czlt3KShyvCi)P#~V+M(hm3pVPKhdtddJ zSFa2e?5=IBhHN1gJD!ZP5`lM^yJdat<(6B?s-7LpmdvK2X1)0n!3Rf+whSLWkyH=t zQ~Mf=PpvWJ2OOjGjB~9^i)+V+jq6H$e$Dm2Co5azz|D68Ataz|E53K142@BO+0oC* zj>a(pdnI$LNmNXyHD!VoLNUnmf7)w0NREyx2b{Eg$3xW{M)W8^c?Uo%>S*dRh^qPvX2H=U zbnW0)e@AUJqnX6KaC{h2E9Cik))!L{o5v5kw767X`IPD{fpMBdm-Hm7H7+q0fI#<5 zaAC_wck+({C96A27wk#33a(!UVIU3K23|F<+UuQv1`@Ghjo5I=HP0DLz$q55?hcC7 zQs|QA`nmG=M$?U5$lpov_eNFc*{#ikb5I$0x9{Vc{DSyh`uh^Uf{lu%FGZ_<{-dqm zY4p+uG6?$0^&BT<4KnSX3=NmZXob%KMJ@#{T~+x$Mu)!KM7*sS&Cvv(6W?=y^3ii81J2W^&s@V z>t{u%0l53GT^i4nJAy1;+_pfn%a;d-e8ewg|f7Q1gPI%4_ z*^Fq+YO4-Y6**ej>eBA(`47=R zbQesdjrgi4YQ9!!)Nk%;xxto{7g46NhB3Rv3f8Gr1fG?tu(j8E(@R=#nj)dY;%TcR zMMFgjVt!k}z?;F@$*xzu%qL@sCE?K1L2FemkTvpn7I<1spU!seT6}g8A8WqRgg+VT zd#B|Ry)gI5OebSiax-P^j*?p~`G)`gy7%^*o|q$bM}q?3+B?S>URiZIJAQNT_&MSF z?3JFm_!sn&(K*R)l&EZoq}y)L=$up$J|aPflPF0Cj7?BVIlz&`7OC5vf=5e)+-hS? zcfPiCu-u(?PdD`Bnsh{QPz}x+!zUG$0MW#d!x=Y17=>GHFwv&|j5ROZ%h`L|l#r7Kp=>Srs!{4H1Cu1PT!H%=vb>7E!j z0edIA<6fQQ>uO;Sz_haRPN4S`pZ&hrqBj=*I1Job?OKnL6MZsM@J|U?Av>SfeiJ+5n6EFM)Jjzr$dLmsh8%@5P3bVlC%$Cj{~* z)HA$~maoJxjSp|TACoS8schM->@@ypq~SP)`GQW}FybHMkexi(w{qmHH;3wq=u(`k zm%RdCT8oxiP{_a)Uqkjf7vpHhat1SV&pMbJ=OzI9Hb+74$Z67ZM43JE>M-B98gR$< zD3~GEuh^7R0cLnT{=aEyfWFP30rUlT;d>?17NfYaeIwr-!9f`gtx#x_oZf%6tG)8neDk+8LBBdsgTno5Amr7|tBtKwN(OKGKaob!`W`McT|a$~ zOH4%s=AlymRo|FuFhEn|y4k_5wOtrVQq2now9wFz^;qkVzgCT(&vHzcNrfZXtYJ8; z`tnv=fw(T)-$fk?Jql1zT3yU04X?UkM^!Rv+jq&d>oYAG!7LlOmH>9LF zSaeNAJ1jVU-V*aDoOWQrz0R>l^IDrkR7ZpO;WFv z@A9QMQXk4nvbwa>d>P4=Ue}9HbkP~;DQSsjb!oPtsPj#`;887-gYM|VTzci5?JevU z#^dZl$8!YY%TIqG;f4fP(T6~_Ad!cJPYY10w zdzb2Y2UzzR1>zoF`6(mv@%GJI?|IVJOEcH?-U%$yV%IJjCw($FHQ#`=GwI09EG34Y z{&2te3>ayl+sX?Z@2R|ztbi@jHRuZ>nTFIRTSY&~qbeV3u`?>ZkbU!1@cQK;qgWBg z#WUA~m-_KH@11&ZcY6pWkVi*_tWu?-D^IskOJnak8q5L9elw!_4+PRnN^NV1N6%Ob zq^{eUX({BQenxG+R!%Bi3U`9#20ya;ZZ7SRceeOOUm#LpcWjK&l^S>NwEEjykza@EVYIR z)7vxDzdd!=#6Q2!hg40(>GsN~g0}^=dTywbyXLW^7WIPuU)xJCwzXr!4d#T%v!ym_ z54i0ZWWnFFIbE*mRDxy=`j5Ay`Hxw<{M%Xb@s6!TbDRYJ;`&STx1SWs;ge-8&x)22Ywj3tgk`493S`5A-`>Zc7|)s+{4{Gm%QBWI1m*pe4m;SKs*}>UWqmwy!rGrjoa_NH)sx8-E;*%rgam~jIgK*7>%Szr#{z9(x7DWxi z%czQd)5<~><@#_t zlIlisu`gOA6t7-v}x1Kx|+%TzA5Mug&zVofMFGZ0T8ePR-|-uHcv>2 z&~>m97lkA{fjIcwZ-{9#OYt|PMTruw@f#AU2sHeL7&fyaenX-}=+a3bL`Q^v_qtcE zqRp$r!xKg#^vnyD_Msfd-wz1kh;eYME^)_$12*5vHg7kx;@>Tq+7q~>%9 zU2A5&`2(61p-=t+DLn2#ik*zgB7oN4P3E`69>vF%r)Z`;e+WW13E2-`_!6W z=nafrx?u^_3z>xQh|u5sS44Cda^g=#;6iC_#bEzxCM%v{z?p@gMvuJ@x7-{n z-=OvTRLEZ0D<_H*wD|N9w!`Id&yFKoex0HE4t5jT9n_dD-* zmq+G<8Eesvx6Frg;yh4oHV;NqKlwgm+k9qiA2iPf&oT}5FzcF^w7frhchqRlY0Jz zPjgX|TLsU;n=aGznYA4#Wh$fHatMb@Pp0Y9^8~*8NX+lDU>H9+vM^eR{>v;Mmh~0f zN(oZ;maJ7JWwcjwF(GX?f}7U-S5e9UJnJ%_Hk77YV>@!o=w;f~JJ`bWj=xYPzhE+s z%#O>(m42f6N%1XfrS4U=UW<65f1`*-O^gQ}p zuC3>z{TQd^`J<1rxIUhEr3-W7;Ec(WJDI2$(}|4e9Ee$r$&1vvYAU%J@xDGn@6^ki z2Qgfct=~>A+6X}0Z6sJJ+?ik6-5;!t1%X$nfq(toj;4L*k7~F-TW>fx@3pS(MgCQX zqT$PFi*nr|8|t?_HJw)TcKvE+{D^{Hkx1Fa(QGz-*w9+wz`c@F7}S%VV5Eilz9GHN4%-* z=o(9=Y%|Xlfr+P+znX76S@~SxzuX(nYVG$2+I9RlKbyc-UrCcU8x{OmLH=t~Z}|OL zS_(U@GSUXty8|+k+fs0r39y{5;I}*}Z2;SJ@5iitjw%P{^~lTzwX@D4<+4JERoZYZ ze9e=+z}_h?U@uB;e(~BJMzFYPTWvU&bZZSg$a19vm-1#uFJwW_|I~*!HO{RI;y?iT z(B>$?m5)_Ma7C1T8?nV zL10guUd9ki47gccT;QFKC8@x!qmZ}a7y`k!X)hf><=hSJ=3qa5^=7BDBz0FoZrP6T zsHc6r9oas{?wd?ym&XJY@NXiL_QH5IC70{`k9do24!yuVDJ(S54BnDm4&`8%?St`D zA6u?Ni&Y%N_z~(*0-KjXng*}~n!FfiLfx>9EwG{6gA8yzxJfn##!3hw9PFx=fObMZ zH)|z|kolX78l8a5fCApljpMQlH2D9#IpAM!9<<<;Tb?HTfNneW2y^a!Lj{C$A`V(| z`JY{85ES?}`3?3U_G3ghX9;wI!okgOiG46hkj*wi{~kDeEE5!@k!$#t?pRI$G5`ng zVC)G1tM3XA2C{56hU8S>V$pCs7_m*eu}jNJ0R`Ot?gaMu>E$;dV>mudepbT^od1zc z%-GX0X-)(Wi}eCNXk!a!u4m!)){1%yZQ=>4Tr6o<-mipMPTW3!6;Ooi6+EFOK!Ho1 z6E3*vGbYT<%8nuk@4<2Ts{_lL%RHRB2H|^f{F=P1hhvTbILT$4is=B{&$kEc39lv( z%W~{E=Pv0#URhGUw|QjHM8`RxQ9(c>1d4?WedIx%1XoSg%u16}UlQ>Qk@UInHDqyuRCF(;Qf0}MFfhe4^~c)(sp6BPFD zQeLnZ?v4$EtYHvfe`Nx22U*#m7{N0D=mB-GG16tz0TSkVk1Ib0ITl6W-&ZTTISEP? zE(uBj!TVdXyD@}vE`QIIeYJ3K%p`d*LTZ{>J9N^Go%R6XfI3BBjJ;(!X2J#I!?=!x z1W59N<9Gp-d)*;WPzC#b3xBbl(_jzz@aDBK?%yIiwcH&57xtFelnFrWXLWMG>F1W6 z14!Jp3d@(5qX`CFyZ1pM)*abo5)hKhNN@rn>rTy;bJr>@>y8D10%ffbN(eZ9P^tx7 zwSeLn`~T)~Qz-z)%bF&H5Xi@t+1~QYGMtj!wW`Zagz(>kcyu$K@V|vf@_3-gN(76|33@@%Lq`2b(`<9$P$}Gf^>l70gUo;3nyt0 z09!@{)QN63zhJM*1-SCE=B_vnR1HqRH%%5vx5yRi$j_2Zxae96|5vzI5@w;%f*rRu z8tXqZsZg^fRmHkH`v?}+B&ov+H(240Y?`nV*4nUYl(wjz57Bbwly%zt#N#W!2`KPm zj%;dha<>StOWuI0l@yZ2875r2ql72|S$K1slYIr80PJ)ETWy)2iw`mQ#_vJTZqT*Y zJL80Lnc_mY00R)%#BssS%3Ih0m*?Q3jDGDM<-34$58^mOBh6o@2auhE3o#_ax59OH zq|~dhp!y|`f*^l^(tXL`6e5B11JpEhUO;G_YVaTJfK-sf2HhSZZ_$c_n&4Ul zmFW)1#%@%W+%mX|y@k9bK#lDMP8%<*wlkv*Cb)`{_a$>% zAKVlMg`<%CAI%U>g@wZZrV0EHbG;yQp8v_*64_0oMh;Y!3~)(;>eU7$uza^i8r1x9;HrKKF1tsdAt?cM6NwYSU%ekxJ(8eNlJq{p z&>foumAe3F0YKqx$}Y<;mx9vj=Tz7Ou5E4rln=M$bw7bkwI6$Mdy~0f|Am|(NN(o; zK`vHw6Mg~se~@bg$8r4M-IE4~&H&(y<@Hsyklppzw%8$;ZdvR!P3W;jca4GZ&RL+P z$Wqpr9o85mwW&(YRhUeyvte(L&0cyrIZsrQ!P~nQz z%(wbjS8&r5))dPZRENgA{^TtvN&QtfjR0m`>o%8wjV0P<5*)nDn+}Ay`freS0d~Jd z?L3?5ylJAfQXc>GcD7gqr^gk(Rt|{ULGG{>4KE@Ql3}j9&G9)v<#YEgO!F^iL^FnWIV6+wb;_qj7ikxACJY6zNVzB&L^kB-i;_VrMvnU zg<~uX^Bc+Y`PAVWey_h=bp>4Kz+dk6GdJ`nWaD z35ol%Q*pxEOA|_xjX^K0*o^AKhV1z@{S6*0 z_QV@$ZWwp?cG-t29nMAF2^)BQJrQExRi6zW-ly4b**!TR^_UlB-+kD!_MT(r$0}c~ zg%zxR!qB8F(~^qakuZ-yF>1u4HKy__efxceOPuCuKFMqR;Nk83gE8S&btE4jw;wC3 z9?l9RTY!AxrfqV%$t%n2bFJwrb%vAI!djVxT%X+F$2sUF4wnOZ`otF#Vvw0j-1-#5 zbb~PS<+tYi3+mxiorliEprtkOp)W}NZ(qk_8t%cQ7n5G$JE)j$qJHI&R?T@8hGRjW zkuP;FgHkVP*OIZb@mU)8oPCSPaEcu!gvxhuIVEQHcr`a7D!7J`=mXsW zU?ZN`A`;3u5uZbkfB#BSfc+<%x$^oGJ`8 z-gAUqm2Qc>gyhlu^Deh=#?OtG5|s>`y}FLJVRq%I z9lejOh|B?~%boB9e8nslqLHr-r@kNl1ev1dRrz>QBB+(r_6+|;cf@p2c}t`YN##kg zJgxpOIh~qm+Sg`0wFw*SH9W%TmkawgJW0LHCJuvLn9!`@%YqbnsCWA)io@7 zwaV0aM74))<(wh-j`YqXYhBxQi`^u%I(6#kDo%$;S7QUtVNY{Cj9pHfjR@rm(2oOzI z^X>ShIeF4{U5VPux&C&cgzJ({I7AWEf#Sz9uk+C$Q@Qb4jTJp5p3rA^N?-J8w)?u> zsKS!)u~y)`+zE`a8ghQvM*R#Jiwjzq&SNTc; zvYC4|5sMCkzEyS^%o=whb?U7J>|fGyxf@<#xhMwdKj95Zz7jJAQ$p_=GGU}5Qb%g?28=e?V$#tA>7zUz|022`Fr&0d zitvzx0&}t+Jw0lrW#lxja53SR8WEFXyW1hn#|PSdJ0SGq$aoFt()zkL>{&I|1#*Z( z!q)$8Bl52x9>uws`62h_zS1eB%7-J9v&*?Bpv%C$IOOF$mZv?rx33T%YP&q~i6~&+ z?=-VA9$I$e~CEUggO7FY={*_d*WD z(Nh#SHUw7C@dyEFJCo1?=SXS&LG$&SY?2tDwcFj%Lqp?#8=NM`> zJ19*;_pz*ARYGH>PSLbGsm`KRmRhgIO2X8s8S5`~4#|1gRI#`^=vkOiugeMGgSah!(}O9(u+yA+hS_mg9m~5{iZE+<7`tmeW?+6{23RVmx(|qxnRv%gw^2EU{_Bvc$wBD*Gia16G5R3-G+x@0h=dbK+O;yGs<>7dAq;G4zqG5^a)#8l6o6bv8BwEcE zTi(td-xv)KN#rWds8r0evbkm~rV&XH+22t_e(u|eyu7w^&Cov2oE#vLb_$|3QD3tt z=6HWt@~MP2?Xe!IM2JKZMMb9qzcm6ZJAO#|Q>U3C^86z{bZ;@P z%i}PFI)t~_GUGWvuO5S*!sicJCm|_B<0R(9_vsQ9M)8s%gd`>5;Oa`sM=pG!C7pMf z{%hxSzIvik$n)fObP^E?g3SAR9xP^vLh1Wz2K(q|w*oC*LmopNpSZb8115#*MYh5h zXFcEm^~Z@9yCytqB9y-!PgQjI;@352#?wZ-SG+_$mKQ|!^JDk|(GC9Lj-*P<#ccB> z?gRzGbz*nXjj)S#1IVTOJTk`~aT5PJd_`*_(szMBDOE@Rxw$&hu)j15?)YMa)>LMFO13@J0O~-!(%TmBa2^_bYUBE@&qeN`+nn@+ zs16D?hcJFgdH@-U^IUf%P0QWLGwF$=V%Sn7jV$-d>xl?H>Lf{U)74g_CqZyTC%+S& z&ZrK5GJ;O&_x5KyE>37}W_W2^ekY0kdhEzAetc+=nAF38zS|<&YIEl_f5+B{Ds3FF zBZFN%;=R{b+bxi%T!5l1zn9VXrI%N8&y$`Pmm;r^KP++Y7dV zcYX0h2;*qUS?U9?UkrKDz0%U!C1gK(TjR&}5Thbnus8;CSP4Q6>*yUh_s*>E$F!KT zLTw!ih(pEDi z(uzZ%laZ;h)Gsd1XTM@O08tkS&CJE(8=+#`JqLd=kf(I=&@XxFktfXEW=@jol{$1O zGpLyTe71|VmA$)Plpf*{D2IB4vX4ftY+i!7Ftbm9ZZcT(^tn+uzlx4l-tw+`;o^46 z`dzBy_jt`%)Qnu<+ZveKdO+TDzE+8@VMj6LE85*=dc(Xl`;Y{4;A6F>bNxmcy2&ce zk*5#W!H!)=B$FdE72}Jh5g1B;h(T&+f#Y>=d#ziYP;VFY-$2zi0p8SQ9Slf?H zf9&M_0W$XkNh~o8JTT012e#Nd^`d%NDX6u^+(>UU!rLifoK*aVZ+}>I>?9BpjZ59} zjXYDSHFl8x)ym(Iamjt*jAi2A5@HH6Vh($8&f3%=d5caJ@vjvzoV2Gr$ssS19EWoq zM-yfrC!@GPy{d*qCQp8;7fJ43E34&ET97KQh>%+4>zhgdPPjnxGpS}VfmC8fWNBSc zE9<^BX}}m|&>K)7=4fZo=w}p%%)G4HM5Z9C&KtNi;u-TVD?N-zkk3*E-!xHr?SyId zQu)tNxyQV!{A<~^d=h?ri(W7K$GlTpQiPPzDc3tUE;&#pT^z(vUs2eLbvN>a@#}p9 z?bOJiGAlq&#~>lF;#fnw;t%98L7i3YwF-XA=^7}^q*Kl(PA6;(bA!@%q>)z)eG1?% z()qR*=N@N`D?NedKBLwr5?P`%`q@50YG?potx)>-^9V%8vb1#ctNksFrj6%|X^Wkb zQB|F!=N%-!*yp4jQ8P?dE(yKcF$LZu3|wfbN(Y2f+--$Np>Hc=OY|rGcz7Kg>QAOH z>YCfTV^l5qAk>O*jg+gVl?ly%JJcwzCAE_h!Q@AP=ddz0I1p_a^56s&P~sAQSpqr< z9Vc6Pd$&XurZ*tSTqTY5AGhnFDIEotQU#@Y%};Qy`24Gar2EKvl&~+?rI$F7GoA~F z0s4pvFH+^?#@)t*Dw%t#Z+Z+EO0L$12HL;{9R;1f0J1T45Q6VKtV=&3PS`Nt@lU*z zHs=tE?>I?qN^1V5=y>(Gi^LeO?rX@0_H9DBBfeI~u}kNed|j#I>>Hi#B#m-0kDmRG z8%KjGpF%lSJ$$fDqnaeFdF`-OnGYWcIQ+vjrLm%J<%u_lSrO~IQ_xA*TzZ{9-Of=X zwvkA!I41P>;YXuEVz%xlbs`GTjxonKB1bRl$wew1rSq*{D1RE%WSBHAKXJcqHIdkm zpNspBrkqs7d1lqL44|`+-N~JNPFq9M)@f zUa2Z0nzH$QT8FR7J>Npey&c&n0C_3q$ip`vKXNLi-g+9b+(GsecALpj(-iB$(AxH)_ZvTu zeCHjkN3@)($>5=f1=F`eM7w-cmUD;w-TYT%4RjEiR_%CU&Buo*!Z;~_)~=BXD#ag$ z;i4w_s4$6!iEBi(9VJ3(KvjBK_KMr)!7JKL0pd#_S@iJTHWAO!AkBVH%$+)7%IKpo zs)f0BSk=Axl&3JH!-`mE&qC4W@aFB7tz6X_FOvf5Om_Cbc5ckg8A#Mj=|{g)3E1|y zAcDora@e)YE+VZ%TtHIndN+y4R&WP|z*f(@MQctj%-`U`xD! zrl3{RV;#k|Dh@qp@mUz06S*NzG3Def7Z_;bk)wl&s$1d&5gT5jV3%qgxR<`5!(U&E z4nt-I_=k4HtKvD;dyFDIe@sEKCv~tt?;3RYcmxr&mY`EWz7|Ghu_BRgVcYNFuKT=G zek4`BDvFugcqb5j$y!h0l$xV;BKd`*WzR@EYz|wM`-YiheoAy8RJ4m&bd);#MHm7( zpFXVBFZ( z20V~;lG+OROnEnV*ap($rGsGLw+0odEeWQK(&p2ptzERIKXQun%k#*?$lwuASZEk- z{DQ_RY?{9%fCX)=J~eWp{Jajyjh<3F@dF$na6(%zhzNvR<1m7+11+Iabe1nt32>=9 zb`#B4!9sHGGGDVp@6QL-E(S<^3Su@v7wc33uJX0SmR9~p-3e6Z7LQ(?VK;i=bA*l? z>-|XlVJSS(eEr2iht9tpy6pAyPhB3%;w*EV4Gv?3tzdiz9&I;J&ggUaw839RGnveuHmWAyicbalfzSCq5+rAYog`hAf>^7M}2A16tG zGPqR@NQO)#y#~qt@}bXM!}(f=RkaGHKEh$!ThMO%Q;x0`yHDLUB8k;J50qXA0B0*` zty)dAadpxbwZ~3TCl7vj+gIL;P7Y%`DV&}xN#TaRd~%+o>9O~jX1cAtiR#kHDCLC* zughAd#d{3<=OYsv)HOc0SAVu!!T`y-lid1LSo>A}-ePVlA+?r7Sx9YecytQ=Lm9~{ z=V95pB5@-^D;YASU!{#y)`7CCZAKgSN!0r%ma64=1|DDELNqSDPFAT+&0F`bEEDug z4v@$%THgbCRVQg!PIaGR3Sk@7!m*JXFD6-KFzO4eEm55|Np~wie_*r%B2#99MN;$C zBgbZteg+5i!?H_CnmxvuSdp;XP|^_+Uf(-<(0&2hM|biuW=Mo_ZtfOuRvTwOP)yY&b6JicEG?y)Tl4o6n#K-QmoM_%ZTEYx#5_3nV*eVe;CaC0^!>@V&P!sw zhk6dz5B+e^h$yhK{t67aVvEL16*RG;+gTz%j`6f$%SSzwV}0doKE0_Gh9+Z~f8{@q zk$PE^D!Mf09bkKBFR}vtLJM^6>mxTj-uIOkS?U!h`}XY>+(&);G4-sDwgS~Gk)9mr zmnv4#$u~u_qH}jL%BZ8Ct}ATBn@ov}g}#yU{Pcsfg+~+RUTiC2;ePm!d69kF8qf%aEA4+33D= zv7BCm0s3Tsy=jSe%|2`Jx{S-G)K$JATFNoP!o??iIUDOaWA8fJzxv1x z$yrSMxo(-IL|rpHUi^R`vVqFz6j9eoxlxEi?V@Cto;0NG1I2SJe|k&aO*0A!DP3ow zxsWGituQLYa=%09h~r-vmHq8v9(^&-Pa;#`yFmGYs~&-(C%g_1&Ogm2-GsV3gzZQW zlj48suhf*Zx(D9eRbM_!tPUf6R^sC3+hOEw8zRFXT@yT4t(u=Gr}%&2KkVxnRzl&m z{;^D>Mrzpy@J;5suRAq?o4>C-s{HhvC64e`8lvZia$Y*x*-qq2|_do)Bw!qw?D3D~2~qa3_aG$rX0KIKy=PNfmLEd9J3wU|%L zah*T3Wfab+R`p!!p}(!$=3Agcqme#niVt6rL9S?Z_pu+QN2Zio#I>JfhZmIsUT2?~ z@#ydFe6#L5soEdeh+3x6K`&>${-mMQ+YTngTdxqFH~yH}m|y#}lGs*pbL}zKMKdDOb0ol; zl6~fJ(i@?;#_AV*t*xXc3DU`HdP&zu58)BmR~d7wd{eoQ$;nB+sr_`B`8l!qYED#M zv)kWux~Q;fG^a49=F7L(Iz*eh5L7!K1$&lBTh0;In5 z*To%3xj`{A^^l8|_k>3mC*_atj_B z0Seb=V}%>UR|A>-yUov_KEnuD+R^4xn*DzMyPl_=74jqGF5{{2aW$jRN0_H$i7L*> z{I)Cil-}iNe9myY`DO0IKJE&BJNwjAq(i%SA~5vboJrjEWQ98UlZG>siO-nU;W z5DH5#Y>6H?zh4cWX@%0^xgduB0`DO*{j+0ab$MPE{N>Ju!^es^(dcU!~fjKc;1NLQK2cT{+vj1Jzov|~c zCh3SrWKqY@XB}Gy*y+(*4Cl$b@ zXE2Z*>rccj!B7<}=*5-y${C`j10lik;RB&Z>F>5?R{iKg|SJSyGkjwO_J^bIf%OhQj!?-(FFh&GD!Zm=SM8>x)qB))mEX})5Z;weO z!e%QHVw*a2Ohbclh3W}=jBs8qFDz&NG?y0KB3$VuVHffvNHYh+6ok8((JySn%wn0F z=Y^W#r;YYW7bp+W=_NI@M-U6BDIx+@!;2%o=+qm_lnLEA{Uw~N_f9=2dZqZc7Y*5R z_Y*#S$^kBDiC{V>Wq!!CP8sa`bLmnkd#Blc;%l^?#_QHk?~wDB3-h=Uj^7Y{v)&{k zqlzXu&{EjQeuJB*_{*L$51>2~t?mIgf|r7t(`iX*0W?cqc!uJ0LEd1(fcr#K$tgnD z!F2HZ@~frE*-reOstV2f5);A^DJ_I>^A9rcLb}~Y9!7{(iDo{(c$%=a@KldanKJ}+ zdHe!8!_9Y?VxsRWO)tDVPr*o>wq4DgS!#xax+Z1vBtk2fMByHb9>G~;9*{T zjm~edzmM#buOv?bg49JPDI-HKCHm&Yw)3a`AKh_f3aS>`XgrFgA$MplOi&MXZ^i8S|TYPlr+PoJNoym}v-17=OQ0`tZ%$bj5 zKn);qjV~K}UTWMhfZj_7rM&GqB~^Wm9O*&zNJ*V@GV+LZww{NmGpIA+Dj&Aa&~ zDuwww)3_cqEk&yi1o7^D-^wd;Bk!arO~e{LxAjamzxy$nw#Nvpl~@rn)_=fNybAjM zRh_mwl=5=~f~IF|pDXE(-nrFmz37=}@zdLn%H$8XRUgTk_IAz9m;zQR9X=SnWcus2 zim9QKDX{LIl)~Nq@C?iw1L_1Ek@$J^A;geICj}dYUXW%IWm!+M2_2z_137MF1LRc?xY}%~L#JgGs+eJex7*JSorLy}+2us{Lk1d^3=5|Uxr#TEle+$1tn2>B4LRqe z9vvk{8!aT$Rl+^)qPrUcOAEBQuGGlab!wp-)QK;P4Xqp@F1|n{JH}yfq871)wl3W)B&<%WyacArdJy=X78y{EsOPAuNAXy6)a`1?zXmVj%OH zch8P}G~bGBE!|G@7`U|&{;W~e1N9j>x#9AYHrM@EI$ihu$-lIvp~IE;wOE%d@#fr3 zI~>BOYWjGG(@DiRbqBK-O2-A&Q;Xfa$Q#5rk^BW`wlT2?Qk*6=INMUq5d?|rh$c}< z!qfhM?ujz`t+8V>$wuUBhP>$LfbK01tWeae?pEGWq3B2EnAG8sGlZ;Y-0{|Z#62CE zSr9t{OOAVc$^~k$6)|)swq%I^%uZy7Us{5~qR-bU-JO=}7S?^y+Fb`|q7luSC=N5~A+38gr%vw{XR` zcifygRCYo6xByX+*)@!$(`Smae91y#%`9;^2a0Pi*LWob?r=%*A@2t8Tb%A0LradP zN0p}^r#n4WSzMy7JUqlLIhy4;aEc_0{^*74xj4|`p$nnr`*wdDHs5<*((N)Nzznc0 zu~0N*J|ep^lci2OSCu>_OKhpx;hHji4?74Wd{p(2ooZ2z8dtDDz@!8AL5Ij)x;15~ z*@SO(UtH*MONjg8CEM}g5)Cj#HFdR##}&wH`>rkx4pc+w-=H^W8GB#uaCE!yrS%qC z{aw|y*~kgag779vT5%5>KHvmkU>NR6bNK)|3iDstK-O!+cOLnY>?9eiVe~=n3W~{fX!kliVW$0h<-oQ!= zQFRDh4up@#n!IN~FlKKb{9Y1ogmui+fS@ng$hm-9eABl`SC#Lsj|M;jDZKkMFovAtUZZu?c57PBMoK)?m) zL%sJ{UyR6Zk3XUV5Q5O!HG$-?~ zdJCf4?zd@K&$_!h+%`Txc!)ST@}YyT`R226NNGRbiM028p>piP{Qo;QWQu8Y&F0*isB z0U7kB-!>*HzRRiDFz{Ng*2d+Lk=1$>x3JzHZXEgyjW&A&9?y~|Ni-_XH>lCSCaYi| z2xRv?B1eEuL=5@%aCIFL?2FsYdN}NHmP#KypY(Q^$2DJV9H}>M{Uib6u4gDEjiEuQ#E;Q)+P0Dz(?dU z>zX-*j@d9KDA5gfKELp}e~+mlxG|g=@RrbHtW-D_J;M(rL}yft{n!x99@}!1{8CDO zIG(k%yAv`MLr~nu%G}P4p}pXCW`Q8~(HC{Abz3fOTCkily{MfZEkAGCp7RL!R-`7K z^TgC5|8tDlJudC-aI4Z{$5uxejfEcBTRp8UJsGEDm?%XVGpGweS#^lP%|i$9P*6?J z58E3K@^U6xU#`!NKJ{YLxzI$T^E8B!;e4A~drnG$9E|X_tk$lg6eE~@+XL;KiUW1# z3|j}5D&Ke_NqSWe65)okA}>zW25()cZVdC`y>&C?$8Q=hBua zf~1zge!A_aL|$Jk;bzd(C1-6`YL^6ku)1jCdnyV!;y*t^8ukI6+jp6SK=|{_!5ig-3UeX(WEX z(6K#070^SR_1D}szceb5Wi~lI(TV&aLy&V?2|fjNxYi#%kn`DX3Z$+ho)sC#$&1l8 z@*z}gFhX=gQB|2WBN-iUh`MH({EqQsUFHG>wT}%d$k4_{CG`NS@T3Er%uYIP%Jeuf zzAJ`MVP6NzKYU!@_yzU4P^_1l4LllYg#b6U+?0!Tzm!eym~yo_H*lyP!G5JrRHNn< zn~@vN_75UQZrK`VL`~-OskD#nVC(8u*))O!)llQltaL+Fx619KKNt>u`a1Cf+9ldo z{d#}iz)y&5=+BC_>K1LvzVEKT8%d%SjlPp@XDh}Yjz}v*zgN5R|1pL*4zPD0w;uWg z8(d`Z$(OKnx*5v|(^mC$Y+mp;)6Pr|O?#A_Lv%TAZD^&mH`#VBO+;3x%N-a;DDhX} z{$xuNShx-@*OI;wGS<`hoxF!xATm?Yb%dIsJvhYuGkk)Yv);R-Ra&=G4|IV??UN}@6E67-R?xj4nh-NA_UQLdS#dc%Cz&W-_d zzG;eHsDBg>tFm9SGa=Rz(EL5rSlSZ_dx(lvIkGagm!$L~wB_ojA1TQ}@7=XI}6z|(i ze~)oq?oN{>2H=U%u!k;*ySjqJmv?RCHHMdkgFUz<;cE(lnY`~Z@ly=qKqrMcjsdoZ z-W!loPS-rGuE`C@BU1rZe`*&33f4?39AY~>7jw#XgWXipr1+?N_2Hp;?M~Qtg(e+? zW|?$cCs-x&Npgw0X-+3^{i?f7HyQeBFw69~07_UsG~(3kH+UQoHD#2rxr!!fEv zqwc(u#@FJdt7Zb_2pP}V>KyJ@8v2x2yOzlIydBxgo*x1FI#(kJ&9Eg(p_jI~=SwJ6 z-)~^5kuXc5oFq}2pEeOxi)p%BlVFJpYb_IJEn}0u$|X$I)%j8uppb#&Z0LqcN6}$4 zA^==R82cpos^aaCOt_(*0k{SFC}s5+u}6RW65(_7n0quiwM*m~&Q=Rg)7!dw(hK<8 zF$D}rvGUl6o!<-1e~uLE5j*#UQ(ox)9R&a7CI+)DZ^oQq4yE!!BQ85SLSoGVR83@xt2fz>Qyz<^DU}(09k^Kd`(mdBiRm2=IA<~tLW$2 z&KkGXIYJ(TNzzg-5ITN|lUHcw7!!*t_Sf%m;J47d2;2(0DKlhJYonbO;|E@O^3g6| z`!jlE;%t&mHM@bM3JzvuhLZ zlxjOo{Ma+EaPy9^DXe({f6s$fZLd31qu|BYj;4AP5xM8%8Fm&FeR9nWvm^F3bHfuM zMKGj2uTbq;Pjx+^-)@UyGL)j{)A{YBxdh|f%1X~4Y_d4J8 z=`1>GD(19#HhWeQvVAWcegXUQv7S5Q42J@Ly?$*5cXnLQ-KIK@{WQ%VqSR2$I)W%W zVL~^`PhJ&>=??G=I2SJnOuFYV`IyqkV!%g6%ZXso{yowF_&2ejG)PBuY+^UvG~m@*UJGuJf>OQBl#RaIAqVW}Axt|nj=An& zc>r_sYN`TZ+DwZYwQwm11_8J0vUF=C=%#~8JwZP;;TzW2Jg!vBj`~RkPpw0T&>L(~ zb@X~0-}W(pVYzj!zsa;^tTU}Kc1JOA7CUy*dkQ>^)liJ4_n;_w6!L`8uh@!&jTdoR ziU|;JIyh3fiXBgQHvPtm^r$jGWTEI5TRhk?vbY zoiL=Z_=e1~KchnkQD5sgBifJ)N7u|jR!)hFyxTq60KiQIu0^+lls5T+XS>QCxFAcCHjY$~UQjKx|?x+2MnT;NFm3LsC@~DU%7}t9{bJ zPo;#)8Qe4G-lOgT=v%h;{}Fz=lp|*lpEi5Ek|Rda zzq6N(%N!1^37{5SH|unV`T7SxX(xD&R@e)zXrv6zyvrhln;eb%zv2>hyY$UHHV|P#ioh^1#D!w z!+mYKBQ%rhgn|55Gf|+%q8r4jmmU6ClQUG#gFo5`{y6NhE{6+cbHA=GbwGCv0p%a{ zRJo%BI5TVXW#Z2BRoPq0)k-ZcEw^kgLqA@enM8Zuj_M6>Ud@uL#BsnVM9f|YWcCQ} zJEJhrhre7ef!%VPS~WCEp-$jftk4vQ_aKC9v}R?L$#v9*zbU-Hc6gc*29`*3A!6}s zZ|vku?+Zv|NX~Zv5gSAbW(gvntOd%B_*Uch#D=>hTlQ3=xgNX@!!2?Gmp!X#C#qEf z-^FPgyy$RvjR!yJMDgPHp~aA43)GtNy^unJZn$DLW_%Q0pJ@B)7f&OO($!*>p#iKG z6h@X^10Lby!A8gEW)@Z{762b7GDSRFdO?JCc((s68U8i)bGhl!=)KKH;D^@qHXHRC z{JdPd^7j;_0FD~k&SZ@s!RPpf`6e?OR0S$PioALuYq4O&N%{vG!^L58>xxyT>((Ze z{~GVxNKGo|ssYb=U)LVhe2(`Vn{xu(SrlF!PxF`Ey$>I+ZY~R1QPha`Aek>VV2E+)Iyk@?yuQHWu$o~(+b-D32UCXVDefZ zo?Y3)*tkZp!IY&~`7$dTu8msrVNfB|_(JMo$E9+MIXe_$hL|s2Q|{tS+}Nlxqtp7`d@864!|nksAkqiz$cv&d=j6jrRqq}*L;J|S8Q9`TFd_p|AOMOLxH znv4zaONl(gWE88;tac7vQU1bt3M{VZ4Xl11PkQ?>Mag`=GW+89ucd2 zWhd|W_1{pa+_V57_e7VatZ6CKl5-uY`j5^%K?PT^JDshGYgRo(l)%#kTsz1AODCAm zBYoHyJsMLVQ-J%wlz{^GK}#(z@4iW`i*`7e`s?isGj6P_!T8Wx#0GgzztAGFykFn8JgKl1*Ej586I0Q&ADZy56Snm5JDO-HrGHu+hn$NwdvzPT17H%X*|q zQ`1kiNbE9Ur+_252pGkM#Qke_jRJf0%r4bW7p@H*^$C_PU8w^4H<3<1BnEgRY#BKFlW-`7`rN@7iP%{}(mJSwCFOKkp zQS_tv8mVhaj6W>RYq;6DdoA0ph3+J%?oESNUFp5867RRvu7I!8zlm4&u(o%m z_x>eeEmK335OX3%n$nw^C6vV zwsr4+ZUjG)FmgH26D9#(y0)ue+cUlS_kSPsO8HIW+nX#i+nn$Vw@;|Q^q0x3zkuBv zc+5)K(fBNW`pcW`o9vYh>AxrJ%)GQ+Wuc|D-{-`HipcW&jSDki4d=&~gv{>RT^#m` zb7B5b-++cXEcf?KCZp!sPW3!6+YRC&t`rgSfDJ@ zou9(TdI4?_hYF{7?k!ts8Q4-2#0sGN>a_j+5RIDc6NPM%R;WG8*TWxYUita@L&~;-f?1vmLmo~_Wmwi9Rklk?V>1eh1e(NJ3uS9}#y60x z1e-qN(N}WVgub~xRem0lFwGo;~W+1b{hcbOIgSdAl){8nV7F(EztYl7{G8g&Q`k5 zlW_-L837nL;emgRVd4IAfKd=(X!a^Gy?Q6ss0`-W26Kx|CYN@T>Ma&^y;+uRnKiHj z6LY+~3?ia0ALQ29GduWVwx96SJHY(qoGimdWDS1{@IDv!ov+{TnS!&CCZQN(JfC5E zZ|kId4I7|0TieFDz#w0Wu@K>0ucK_|ZJSh3mZmaYP$chxnwyVs8pZ@)Na!2&JBlmWcEuYb3WgLA%^@i5|#QB-vwoz%+cVw`1^DPnE%<4u89 zQum4Rl2>2Jjw}FR16CX+F3J3-1uIt>J76`~7>gvk0(t`_)avUKW&mZcm{kMY>ELd! zbwo4CxH`?schtcpDEg{Wq(8u@_8=s59IlGhNiH6X0KE(wv#6E)2u#Szv-RDSxi>c zB?y)~if;u1;6&)d%`z;=`4h2f$~N8?9bUPq{GI>-nemHtFkK996C%T|b>%Xjj!yNO zc)P1O_5UtFxv4nu17$I{o$w2S)2I|K{b9IHO6zX8uw3Lg%U)*S%S9~jWnMcKPj90J z2P}!X&4E>_o`Yt=AIh>za79s9onJlmUZ%Pq%?KZQ`5;}i$Wk$$A8N}Y1ySGvw zOP$-xsiPIws5Vc~9DxV=Q+Kmd=3Gt!@kZOHmpRR}K>h7o_gTiRlaO35qwvok+MDA^ zVuK{oEaqtgnpmg72~ooxk1iF?WSX~UstC>tjGeiSy|706@zdLCuUZHoiz5)k*aIHA zA)Tu;4vko*N=1d{}2OjU#(ZepP`*TvWE$RKjSA9Omv!U0490yA5cnTSb3 zI&!Wv7h*gD%;}An*y7W5Ny18f!KZ_vhmp5++93E{7{+(eM()Y=GC9R@oI2?5F=8QB z*KBloka&y>o_hhp2P#kyQ8cMNg^R(3Ec_((_*%q6x7O~mNKl;6MRg%!%n2xlS%x2V z65q2h9N2Da5dw(r&X0VB>(jgSF@qrEp@o}rI2=;pAg11IkkjtbW9H25=5sTXT2625 z9wfHJ^qBPD0;Rx*%i_hi(VQNohA+ghLxb5}ix~4k-dv!7dpi*ogciomu1uNJDIb>< z(Jc(~Y%B%%X7({Z+NuI?QGt&%ucC>X3J3-;Q$ztICU+2G40$6ETZ~Mc&aNHHKN^a& zkf+0!^N%(kb1QVxruqfHE=L`XynZ=DB73LsB6}z_ABoih6+?etnI;*O^BYtJw zTlQPCH9$@03dIaLxPP7CIf@ z`Zw>3RD#)yA*siR@k`s~0p~+^*&~ z5SOalT%DbhoYG;-BcA+zr~Y@^jHN+gU8P&EVELoY$U?74LP!IYqG4VgzzU+6$U4!F zBm1BH?#(duKL-(d_CF!`u6%W^Z>%6kv$ymV6@k}MzQK)gKQiYDvj&Y#ZOhCL$y(|r zY*z#+(UY<;^Yi>fMML#$lNeZT^P~ojGzN7IC^rO$#N1v?8?6bU4A=T~c{c0`FmIl< z8H~JEUhn4Wl)hBc@RnsRoTTckkP!yn2yyeu!jCOUW($;xE))XCGQCmB?Hk32bYN-P z(FbIm@b#MgtUd?q-acZ!_k|F@NJXZ*?(&s3Z^F;w-GJ7_oBD=JK*;A=?~wGl0Wd4O zd$v&n)5gZMM|(kxa5;Sr)zgQX?ehdNf+vU(Fs!S)siT^sqiYx;buDdHcK#eQMja7H zR`8n64{Iy$K7wz~E^2CaYLh23t}^cR^sPb%5$a7JC(^N>8k9OGU`7;GW`}Y5}dN><1=?g1S5$VaT1(h&T`lmOjmsu5=fDZ z<>iP!P=6rbfzkQSv59NOo+6U5vK`hM(0`#%`rIe=Ji;(2eYp`#=wR9bd0Dyft5ql} zvA{7uw-`+CXj)iq`w8?B0GX$we8B+37N#g$;;ZEk$-%Y>r1DA>`iR&Gs5e)(7GSqC zKKI=NDf+0lTfRWu@2FX_efl!o$qh>(_3~VdokVxMjb8*?XEW{^XQB^_?bJszoV&CX1ebQXS2{T9dyMK{^{1+Lm zAQ|8OJ;wF_kumI+NsBJ6+CAu3_kvsse)iL#27)YA-wnZ+D(a%G9n#Im(!EmT^7i)G zF$k5JX)9Zq?d^bWtQyMJ`y%m`dDyw(3xoN4Nj;2E5D3^LttFVNA~!~gn8A!d!l7XP zyC?ur(PQ3S_z7ec?}C97a?@5MbC=zF>kO%eV<5l>#2)CB#!%!dR~ z+sPoTPCmA8(7Jt*)XxxsmplA1n!g znq$xxyzQ|zE0rfaQ*m}I-arJR-T;JpdF_3Qq(WWjbn z$kV}soVsS>tOpBVHM-*7%mbdIr~}BQEh%}6MEjTKOSFquAlra}q1s!5fgr(*-{#=2 zqnW2>O-%}qnK6g5RO}+D*Q*$p!wiq*RNL5r5TNW(U(O-<$bporLA?Z_5dM5`+p503xo)CHxMG=wu7gW!*GhwEEOjz(>}@khluyCNE%&Ub|4V9+;S&uflTLPneM}2J&(L%DvI~?_TVP(#ehp5KzZ?t)2x+#lxh?% z#Ld;yiBqh7{HRVWW5wWGV?wE6jS-(*MZ!=PlSl?*h^4G3i|BUgkddhV$tG#lk?;jX zC08XRIc2NS&VaPnmIA8X%?6@3nuYUt1ncHkLEvLIDCo@Uuxd)0Xn|NA!dAERiIy>R z@En=wSotnOz$Di{X}Mvj==mt9R)O^c{STlR`(s=rIxnvdVvO#ZI4(Oz*4;uvvdgX| z8d|4(dGSojH-lYr-8C&&R$^}zhOES>db3i#!S?LvPKe{&p`GbB-l*UrBS9~FaA{#r zO1af8d&@G}pY{cVREY)5x_GZ`p#)BTZjkpz5WtMjZpvveN3$qMbo;-6&9R2KW?v$E z!V4sU_h-wM=ADhBvp_=<>w#~uYRVh%K5U<0NzP;gJ!*caF6cRAYswqvgMWmot=~Dp z5oxvs)hi6(-^;b*6caxn5Bvu%Wn65bK7d>a+nXX`vkM4qYPqs(e*JLBqOiT?#44WB zw38TolOH`2sP}JlwF=EXD2R#qbXXq{I%)lNbGeye$T(y!yoh^^t-oH z#*+c&{r0$>ZHY15~r+N$fE^~$>O6&X7xb%?Nriy7DxQ1 z*!H#fKQMGvP~#&o)d;(+$vHJ(#G>hIbqt3Ga$@gQvB z2uP+2P7-}L)o^wfT5_KNuEoKx&HNz>{24eAN)sY`9QWhpa1J@vgVS1yH`{$?y-xn6_83qJj z<=2N7kG*Kp7|m(25ML4{-xi!lLfcfkeopKLPE5F;P$_IMV9wU9IL@9J1F;OiDe3xI zeVZ{m+cyg4J_z$fQ?6@0*0a6_#9bBI6TONij%}ELGwEjlB(xXo=2Pv zN>@>`wdyPE<3xbSZ}+cOHEXRnzgk^VSGEIdIjU=|7V8U{ix0tCPDQ@OI}imGM8pKS zVH^5PgO|>>>E;XM^Ug2^Dl_eY0urOHPgTE9i*d&|xtgS#Z?VVL08IQJBaWCk!E3XN z%p1)ozC~yT_NkWHvA`M)8hrs`4V-u(m+ubNVKVKpbZcPvLQP&S<=7WE z0C^+^gXh7RD<+)>0o==A8!M6&h_6k9u*5t_pQ1Hjk+F(`4D!_(%RC?W0hBey+94le zqdE(g6#suHKnB9<_3`GV4S4d3u}yA3gH3LfN9DDv-qF^L6_vxmt+{DtU-Uxy6HFpp!oyqlUSgpn^-8s_ZHy;{xC;Dde)iFh@1d_*w zr0NrdTb${@-Kz}~_JHLqn|iID=;=37yB+e{L6B(+KZJaV5=4io>lO?(*c<6V;}`5xJySve(5OH`^S3iK1`{gnl6EMbnJurYm;S;d39-tok7h zUAcpvE?_AqO9$-@mU001RiO44Sjy3$gFwyOOUdi4GrG`Xm_4@g(j4eY5CD@~fQC7P zfaSZ9B+B_=K?uv7{i*4uFU$#F;O6MH)CtV~)qK<}u>Wa;BQZv-11z^%VVc9J9a;i> z)c5h{()P{b&nC@c7MF?^Qzk|aq@23CGvwUP>1CUQ=$Ibi*qA9h%We($#2?%~jb-^- zD0jWYt2G|`SC0ObK3o2j`8nGE=lkJ5{`0D3zYLEF`RX;wIhS!o=TuzFrr$%oJl<^Q zykA9DKA+cnAkv?W$!-U+kuva_zCNaXWUu3GG~5?GbMQZ7fN<>h_q6H$%!>bEm$mtP zmVXn?3D%46+Hx(p)feJgu58j=i1sh{4mliz*Z*(#)jzsDeT+)>rnj1Rd$Rx1g(FvV zlpec-Sf|0VET;^9%VJS1{to<<@korr40c_f&k!n1=L_6)W?3=a&w~_P4ok*XJ9pZe z*#8?RXsSvC^iJt2F5GXi-WodQdRTYX5ajB8<8K~GX@aF8lhwu<4RHaKksi}~>*7<@ z#+PbO(7s;Q24}&30<*bTZJeHOLF>J|hCP5aiZhpi;Cs5wI*hK4(ghZBJObZ*8c)A>3!(L=R4qy2l;>d>zR z>ph&|A%vOZ{}pKbgKa+@Soc;UR!+|*%&vl&mhT%4+jY=Y&LHgkU)?X>M%E?UYxom> zy^M$ExJOud!q#77gqFt)%#esZcaTIIhJ zgMWw|Ta3#s=>3wTpgyd5# zALS22-@TH+hj^X$BW226$dzSGl%<6#Wd)e{UiaT|@LKO*V4%bhgjx-iGQWWSHA;q# z1jc}7(--+aw78~@_)pth9#J8hf9orDwX#+pS#o4+<@n1=#*+V+EAUP8rk|ru&4iMP z|0663$&?Tm1=;vm#UCi3nfQJ}9fXj|n=FBiKhX`%G*WNM8{0h_wGWP)ys;^)O-i}! zVksM+`o}ocyXvpVO4kcxYTLX$`R(JhYKBl)WOB@59?^uVklmfT>P8@@x`UG5)k8wUU&VG3_W)oh+siJ~b<#3couyEwL%hLc*dql76qo z;_mmG%ikuwq1TP0*v?DEgyU}!b(-zd#{DkgnYOlsi@k#!vBsN#`TJp-c2`p)fD%of1w%) z-dMeK_hJ?KgRuEfwV#HHkJ)z3@NOhB6p{&wYSw?&E&asn{qCg`r@lf7-l z56B5u0COjci%I;CWa%pwsUm2hMK&B@67ynD@Uf0bSAZk@CNk!N_$)ICJC-fVEfnO% zYVuDrh2%pdgC>eG^`||+e6Dn%?v*fKsrl8Sd!jo5V$?h}rV~bnj&`1(;-4`<&w~CxpDTJX{_jD zpK4lcIWH+6qba_{FhCq=UQRw}oVHxaD>loTNTS^pQTjLwz}-YT=iU@2VT$u~ijy?O zNtxoLPjRw6yUUt0xO5J7ic@TcnsA`sU5<5MZpxmz8`&M+?4dJb*q%g5Ok+Krg8M=f ziALr+m)}PRiEKM=5?yFE%wb-5hn9i$7SZp_P|ro0+@=K}(mYOsrVw11%$s7{gSd0KN*fy$M1GOI8R{%X&O zQs9#hb0ugVKu2X$ZS~TpU)>*6P3dSBrh&5%%d~*lH9JBE2MM9S#;geF!u%Rj zr%bE45$yiRdrOHHa2sr>fZJ4iL4sg6bOpO zZA~bFeGs zqGxuK(uuEKX~LKF`pAPfKR9c0S4Z^kxLNjVMC*>5|2%U8pSiBh0={)lI#C14%?6aH z9ln>xfAQJNqH_ckw{~FyS&x676adceY4U#_8Gv+5`~kJWqwDijt_+g*+SLSnyxEIsng`}fQ8bw`?AIZM^zS&n8A1yh;Y z6d@*BtaO!$Stpdeg#y*(0gL7F=91=>YcbJ&2gGd!jEQ3;&t(*1qz)-NszPT{%BP5O z&9hSNN#g!o`Q=a8rn+U4yqHh5h+Y|tXwIWxw9`LsldMjUTQBJi{8%~b(*$I7C&By} zSARk~VKhuvBJkb`jK41HL<42w>QYq=xYPOXnVUx6HbsyFv#X|OEG z0QmiPnI-DRZu!bGz4RZM#wvI^nbUqlT3=z;1t0U_L1Vk4&4;_)g*v7~Q)37B9edTX zbb)S05o7P&HSRZZ1H|+BQ5$78A3U}ao=xz$G3uVRa77CyNKX+7v@F#~yL&yN=x8)cpy0>51dYtqA*W`+0%J=6Qb zedn;ahv6wH*($>`FX7^ZGZeQWKI}_Tv4f@0j(FjlQFkCMr88j4z|TWRr{V&)lR+{vn-3|N^Ngm>t<;nv-Pu+1 zH#kl@VE6Nug9%TJHL?X$HCG%an(W`{uU}7yvqYu$&~Y$_1O}9!D}1QedtIS*V@JZ1 zdEoWHxd+h{|ICI!dJrGvVgE5IW$Cujo5n$bQ{wO`vzVbj-YbJNVTFX48+zv&%_(jw zD!k=teK=-SA6%inZ|S{!V~gxtEIH;ukkyUT(ReqOHSEQFuIO5i33H95YMyJ+684y0 zkZIAtV&(Jq4_bCf!l`#kkpQ09jZG4LD2t!ZXRcp=e)~JRqyO0a+vqnT-#$y3M`-@N zTOorQ5t3Qc8oTV|6>C}w1Lih2{a&ynv;C2vm%h?mhhBL7u=6Q6kD;t2w?7j1T<^HN z4=%M`oL#iIj&=Pn%ZJf*xn(jl+l>p_E`uW(ADD_oKDrNg- ztG*GS!XJD}+p@lGdxp*onlzJEI?%E`mUrs;8t3|g0W~ppnd~ME*~_gz4U?42-Pnx@ zrG90X&3nHa1jN+p4Mh%?XXZ_KFxrCBg-=9gJ)Z|QR~UO1=kYZl@`)My{3pQ+lAX0Qn5Pjem!&Fk0m zVysIMQ)W=5sfMD*m#EHQ`yCQU`^D;=v^<&{3k@_nqpy}Sn`9-xk!eYKA*q8W%L|1C z-Yaj@U~8OrbJ%EEs`4<8_O?;*Rs>qppO!i4K>`X5|4Ga!4OgZ#emj@E57Zp-U|Msx z21ifiwV6M+hdT<|=)q$;J>K&!!tQ!?-r(aRf$wN=gj%TkdYaCx`AN)0ud4u=wf9I; z7L&Q^^OhX%L|AB8QlW53T)zvcGf?%mZOyHkCvxB8QsoWgMLzwNs;gRJMw(8BDpUixtY0sCSqgDiS>7itvZ4$^(g1J# zS&+^6`lKN9+^n~ayZp6uR#Mv%1NR+!WGTkS!DIGgoSyQ(*o&ZFu4itL)R4(pHW{bo z_U?4%bfhFZ*tyCpuRoq+iDwrNv>3-lV}YQ+lIKN!ad9m^lHXeM?e+v<1OYuyM-on# z&fb&XD_!lo5sauQ&7FYjFx#&f@bb-{Egm}Uvst1v;mK@c@iG_+klrdMRW(*s8WWOz z-1K%2gz4-x#^Ux;rMRa+Baur|j+FP`a@8e}QlL`7s|wE0ULX9lWx?15b1t^zlEqTy zZ_rX`RGNa!X7$&D$V_6vHS?0#GUiduYLKtAmW7xnD4s9pqU!KlfaxADw|;}d7b^Za zx2)=W$uAcB~x0TnEq3sgJysAcI-Oj5dg*<)J!P*&7r z*I2f>t)-8Q1b+E_<3T-)-heshovI$^zRCg;`6#aCm}GrOE^(iBv)>I;TWe#gfx6(& z@YN_Vjg+8N0n|Q`@xwyl`J!W0V7S{1hPy9x%GJQw?mz3!bL~pgJ69b*0kHU_QOYf? z3~}4O7{i;(l$YGEfH``jVel&VWY&@*lKKt|Atf@?$Sbsz;{JLp7kc;0Q!M_SSO)BU zi8CnMti145tAVCmHGd~sgVb*&UHEEO*u#bi2^0@ql% zQ50^s*GxbWXrJfydC`3s$DPkLn_u$^xG~eRLGs?lzqwsDT(8n7TKlDDx2gP9Y5yTH z+OECA-=3{ee{BS(cr=G%*OO&NNJS3|{Z%$LT`z!TD7e1V&O zdXU9hmIEEh7^(cO4ya-~nGJN5_&r;5#Avy+05sYCr*=TEccg=V&gw%xd@uL$RQa7~ zg?{^z$47p-cC{nI7k5yXqJVvoXwUnypB*+H=-cp}rMNEj^<`rL zOm~&;0rAKPC#6+peQ>tr&o7XTRM%`=0H{Eq#uGBE5EhrNoa{QE*(x>O%jj>AdEKM_&rStWXBp>aDi(Z&?^DYJ;J2TLv|7 zEJYDvQB*eMKURh?JPs;KY9o)RlTOd;AAFr`O)TsCbVPa)0)!x41c8V^=tmI{1r!UtN1D`#^s)*{4T*|M5CpNI z(xob)29l#R=}3o2ksf;Izv13<&MoKnf9|7CH2Z$<&iBnucITb>W=D|w`wku7vSZ!@ zu)Fgy$94EyG4;nG4tBaGlZQT?YDv?9?$7pKqB<^qWi~5-x95u`_R_XW;bM@(IRUzI zeaC9QmCr#dS#9zoR<~B4QXe_M@%`$Iwvf;lIfLQGdAApNxFDu4YjnDP1}I=uP(yoe zI?{^chRkQ#Wc+sLCr@n^gqKxWyw!Xj;=nGd!QhOzx4jcOpfPQzq%v}Tr5Zo=>)l}| z6U_c!vYz_pKWP~M&P1Tp!QvI`y#eVf04ZBKLB;P!ug(gs%2vViYz6?V%=as|^P)?K zQ$^oyYd9t~WmCIBxI8;%ADtEYhUd7Cq3Es1?hP?&H>4|KZrSn!$E(N(A=#oi8b|MO zGpv6056!jpbPO@s@R8@dGUYsRqe+a~NSZk(LVDejne)tpRzhaxE z^8LWOI&lzS-Ta;fK9pA5W>eb~GH+bVe|N&+;^9NLP51ih?2w1(Cni+`uQp6AC1_x9 zvO_K8@-SOBZt7?c0lZ~c(tW|&fxGF!_FQxgv>q|c?8!dA26$#1XpZSmOtcBD@KEn8t3h(jZfu;P zGTWD$%KblK<>b@AK8FDhuBN0QsAwT|$NNWwrF|~4hdlYs>NDP?X9v|}QWcQ|jzu3qOT26&sb-q)=al9j?9gajP3qo$F9c9M zarK-{Z{lCJQ8}iabfSgt9(d0#F8#2rav660zQEhzGx_))V@0s_8obnL8#9L~>wfEb z*0TY+JH{}BN|4T1F^ibJ9kOb!vt|eOdBk3}NiDQ}Zr@043JQP?&*)*kNpc~K9K-gU zEL0bByoYV9?Nvm@sU67hVKePO_iNvRy05c{T2C3Raq3WiiT6SyKkvHf)K~|9zmer% z@@n1VAO4eMC)7RkLt61y*7^(9&x$D}++7&B-i72{ITw<@{V42e#;Vq;Mf(-k*>qBD>-oNijMC&4Grz!(d*|uZo44w_}&hoyJ8Cd zrJ z)Pt38sLnE6zW_H7Ny+4+JUl0yYF(9)!gY)e##=-MSU(&B)Ln0BYOGVv z9-|ZEjXDJWk-kq&(W4=-CS&VG!04C)sE}aMA?FYxCMB~GsSvaJA=GjRDNhce4$~#2$W#E55)Pr` zI&2n)M-}x__8@e^kYLaQx-cq->F8e`!1?}xhEUsB0u`m#_zP9WQqkkQhgHk)`Vcr= zwV@)Iq9jNMEQsCl;2=zkIs@+VfHJ}wq0R-t7dA$#dqx%arbfu!AU|jTv^~+NK z7iQFX$b?W`Vd|hVk3kR7!%8-BNTC%1E4iEs@ah}_)HX|d9iE~n1h&}+|H7bNV_K`} z6h|RC5nla&VI0w1Hm+4!mTF@1lq2Ja*w}opi_QqH*D*?1hKE3o~&NfKCh?!^ZCc?N6U3ff=-W@5NMg|EGZ&ALf6YzGks?#m2wnZCZsiR|J?$ zzx)>Kg6YZ88S*oBb?Le3Q{!e}FspJ^>@?Xc*5}OFP(i}6}Dkg z8t_$o=&DYrx^}4%>V2t&?gxFv0y)J*d!M?eeQ_3Ko-UIaiBNTnz^H8(q1|w`Lo%Zt z9?r=c42@k<;uwvbBZ@#qrM*a{eQ3Gwgtxfb2Ng6^PH(ryt+bLvow!FDxx-nRDO~Gh zo#rvsK{Oy-#O_O!#?y+}-%F%8=Mq=0T;`8BzgI)xiM%UA5rGobC`YQJ#1`rl!Won+ zXl+o(q$wJ?q^2T%#rl)!(JqpqW5^~4T0H94LZ&Gsn_C)l>!>dZIzr;zR5jStfHlzf0nwU8yrQ*d@(KL5@kzld3U&Gr604s= z>zT~VhHHqJMJHM;nF~gw1z#gwK~Fz;f4+i04aFE*!N*&{B`~U$dxlUPETmg6UY#hh z$h!V%gnv?q8gp`;+mUH8<`DGT2W$wPE0oN_%+MK8Q-An4U7*@HY~?j#r=DlNY#*oefD?3{3<|XumH#fH%7otogNmx`yxdZd>a+9mR@MFxy=F%q&myoqwDtaZSTU|% z1D$F|hB$G)E8-?kl9MgL&1%>R1$iw!7EX*GpDbh-F;Bxj_4||e!>p+|q}loCtdgsb zDCtO;Qc@B`t=z7h*S5{i|w8S^z`41=(R4Nl466$gN<3qcPm;J zoth?Lj2zr`qNO*+aq_`qTk$pb#iYSFQt=b1e8lD*aS$H7UQ5F}S*72crL1`o;>^=@ z;m+mZ<*=&|Wi6I)d7rJj7HZ1FlG@8Nr?Pun95lPBFGYtZLM z66I@Tm1<^?=IEDgf5El_J66Nz#vyk5WuLh$yPSP%7vI!1gw(c|+ zAge`I7K3$czx@adsfM;?+6b3#_y3NUaw&VpP1+ju2{4}uN6pfK0U&SQuKqmG^a0Uo z7!+GPkzRmV=`AJYwQkM#WXq3SF@W|)S2kI_m~DLfwKGs#Jzp`X+|GAl0jS;f*Zz`( zYEpX#KfM_5bachlP!J_zw9IvBvWmms@{F34Qf*X-1GE#8nhJTRIf($-qG*sk`Rw#~ndDbJ`BYBzW~X+xkL_7iqMz?Z)*WAawdE%zT_{Kot)(-4 zj%_I7?(B=^1~6$hNXuB+W@ngTOY7-z4bQL1xH_)bqMJI_NgM-8vC)=i%5ON+rGbmG z_HyS*Mk znt%p`N%*OkB^NJVQXsA0-djahe&${l&rl7rcopH`U&;Furi#>L>PwlmjDRP z)pKD-l`dOFP5o2_PB zG?~Y%f!`P@vp#wjy~Kba3l_`7s944}!5@g=8tt3OaA+fozpo%F?2m%}D(7J_XV}j4=E1u4SwkagLeN;dNTMF3(SFc$}U+&1C* zyDzq!88c$LgW(E9x$k4_efQOn!afZx73}^%1*iA9p~TqVnJK5BbwNdOqGKLfp4Hdm zSNv!d8WvB)DB&8yqgso1YMc>5(yw4BAR5@l zpQ_;KbkUu~@>)6UPxK1t?oFipp1YGBxh3^w$$x+8lEoy-fV{|D%DXa|Gy66JHQ&E)%*J5pDGEH4 z)`0Pr_=YrYBZ6Sdl*z=s;O(vNJDnHs1)kw1$Va@3IroBrxAyswH}Vo2ax8?;)YuR7 z#s!ab+3F?-kC@lIw$IuB?X@h|qK%MAzx}cJa_a`qZcEX)a-(kHlfza0!0`J=J?l>f zRMy?^kW|j&v(E(H+D8*Rg(_9n^~WEeC>-w#5`rUSDfX<5n$Wn7$HcSQ0c(arx}BRl zuYwIFDEnu%^Wi)Ki&H|riNQ4&J_sGWrDEqf|Gt~dF!S@v?&+VF z+$0-!+OF*S`;WJoCOXKDw*d+92Zk(p9+9T@yCGk8wOXd$He?nwO&N|Kgc$AWwpYAA zzAupck@w(|2jw95{jF1vcn>KHOnI zu4E*rbm&d#v#8Ax#e^E`S=qcHa~>c%u4XuXgg*`_pFCTE`_*>8C2B8>UOW$H{I$=01&Tt67R6} zFLr+~TO;Ezr)2k8zf|utqiY;?bZxRpS>W4RLc^_l4-gw+N5`k`Y?1pnei^99?PE$d z?Fb*sM0>nv+2Ibrn^E1t*Zw*00$!|1Q2;J?o8C$lKET_4HxRHZlkS)@w0mk!9#_0p zW5IXOAElFG?I6T^Ffem{f$^5nu13r3<8g-!-h-prS)~PU8xInHZ^a7b^-8OZKaU+( zGw;#p`Xo2#W!S@4erz-3u;WTMM{_dAH0NeYg^Bt7rf_CRZkNksp;k3*OJaOX8w%uPJr5}-+FCerR4mQ+u}Di2<3*j0lLufKBGiP z;|W2mhD{pk73oJ16!SGCwH4!nPoD_YeAe$S=+^c%!~^?!<7Q@on{R9C?BIyi2j&pajs%7?38d51J<2c2^GJiflD z=uoqrKOxt@U>`QMZ1PI4$)&#}Enw+POWPxlFJE__w|qAaLYW-jJ`wig>s!$#Ht)=} zUl`=+stEm^nKd`>j`fqWyy~;YAA*L}GImIUBU&}U*77zGhMZE_S)b2rE_KUTkQETQ zczNL}^wt2Uu16wA-pMun*yku&)p5F9{h_xyuk=v(BXU$KMbi>92dDTc+FJK~$CRou(VOBi70i_sC#wF9QbY0-5JGoP znv+vd{H?V-JlY#Y-EA-GgTNd5pC$v9gG@e3Z#HS{BbOKt7jCkSjb|b04ln z(xR$L_^vvPqz13ISW<#D$S>5I0)uD|+XpQbe8MQ&o^dTSS>N(rXS18klAc!lq9fS7 z;tm&NUZPna4P^6^C>y)zRWCI?7H&Lho1UaxG{^=j#>l&j;lhSX?9lp@LeUK*Q@Im! zKEWK%o-!tWCs?Xy6q?(xQrJ94*4jSW)m(|)T8FpkO!kuS+qlc3E7O3#R~u>vVJ}Kj zzf!VKFXIPchBx?lk@$_Bwav-$@?!1E*}0Lfd{}3Wup(A9$D;yB5p$>JIqf85FjPVd zZ8g_$MinX1;|!H+&X!q{oTMD#aO7m_i!qsYqH{xj{tQ4_5m9=5Si!kkbK4jW&qAK2 z<_LYQdjv$BSRhgpD02iQq>!5vOZ=zo+*ZuES+kR3;24wfm~$@SBsw+hG8qCR9pOas zYr>OS`r=9ghtusYhgI+}q(7H#8EFL||0Arc*ClxrQyq*-_@C5s@G+isA{ofI#3jTLN{%*8C7ERa7 zllSKCtQHSpUUh56z#9UMomHMaoQ^lk$^6|(;9VgH(scu3fNMOX>O2@8PPc-%OREYv z(KWTqGeSWv{fcmLrAV9u88?q>xFs)U*89HOPJOPPug9r5{0^H$v$K#e+{Y)aR*S>& zt_iO8_R1qV4scAN-RbQQs|F{wB9UavBq_;$jazFy&_E}u!qw4=;dX^n6|U&>KWWM* zM!8%IkBOK+=j4Bg0ys5t%K6|8lAxpa(z`j|D7glnr;1Gg28zuzR@_-PpOemUMxZ}o ztuyO?N>v<*DpeVqUn;BpgY6#CI3Y#dH?gXS0(uX-A0B`ojcYm`^R8CQ5cyjU(K09UWjJobLek_Cmm@dxd5 z6^}@nGgEA#qmKQbG}j=gFg(c$?bjSG{s-;z>-!ZV-CagrBmh*#?hCo+WAkuzV)D4u z(>E*85hEx;!^#M*3bviEeH&6KPC#lTv1p|E2>4c|7P|@ek>0_4hSFG*z8Ko|Q5smC zRz?Ghe-IBS<)zOK8N^v-dry!Vz9060(goy;0i5?{lbH zHEO;u2@vBLSIVe;wRK(4+?id&HYTs{p5Pow3|dErNelaiQkDKr)q3Egg$C;gyF7mX zb2%N^GBK$S?J?IN4$&AeD+Hg7g;>V>KP1Nl){q`xfWS)8pXVmI`vq79PG|awkZ~67 z8)>$`@1Cm^oj5lsSltjjDO`QF1%Iej>E=a8Wu{QX8Mh{sbSv>Qu6ApBjK{0~XmaQor)tVW8QrUv!DoeV%m5OoO&O&FEt|;PH(v6EkDYPz<`SR+usMr>__wO zk)8Rk$iDn^+nYMSaB^>Xw*E4(C3QNY^QU6XdCh}b(a2v!t$f+Y#}Q=<#heve2Re?& zmwzb&E&EIKGm68+{JiR!*I$3_D%#`^q*b+#;Fmr+RDJQS)8uVeu=#vBeQ*-cO8=el z^bkknI*_@t$lmT&*qk3V;+cLi+uZRMg?fAJVGzeq6QWhR26y&?250JdVh!u0+P#q zwa6{%w1|GkcgAO{h2dK(g16PugUTn zEz;J8bkXDx07B{lc0Mw`y1RURw zu=c$eU!Zn>_vMLw30|S3=jDkbk9uqe%5IIkW}%edNEp#Rxz8~aS?ROl{yxNfmsFY; zX1V)fqF+@y^4;=E z|8%85*E?-&wLcv%-I)KwA!fWvU|J=Y!rF2m)!}KglIgL}`6}cr9_ZN~s+i2GhMhU^ zIE%kP?yd;d`Bi7{D;7=uuKiR)vDI`poN>2#2TiKCE+!-ei>7t;qGlWAzu%hH~V+4CiR}lM2ocm zxv=ZZ;82fN0m}0AC8XzZ_R4ObB+oOCg>qChRD9Yie$#9FFxGZPCp(jy6o>5+IHQ#s zYMfWwb@ZPf$7@CLbO($>MHh@{XpSEHPnD`cIh<52=hvVcW#J7vgl`|txl%Jd==7PM zIncrWG3AP2r@8%)DOZ#i)FqTe5rdRm92&H5)$jSLFE=we`1@PApSP>em<;#vFQd$S zgg{e}5%+ zGwYaJyEmV{+|SoNUlX?RE8!c?6(v>nKsOMYIz834gJ0BCUTj_
^E4f#x&lf%7# zXAvZAotom`k{QTrP5ACB2^$_R&I@bH_tq@a-F@Lb5SG!mH(mBbqVrs9!ZFTo4aYjF zhpfap4@|7(-bz*a-VyonQ2{bluIq1p5olS9j(IU~b>JFyzEVnRZ_V^6dGPir2w=Cv z?7Q3aO?UTd?_%!3*G8o91E)WkW1g(E$;^w1M0adhJk>eaZFOwc9eH3=B%5vp*tv4!-DhS3|&62lKlD~?Wl6;IP$z9vtW zLBuYS&s0Z~H}zJRT%fgjxcZ^KBu;0xMZ#Jzr|Ren%V;@xEoEfWcvdZclw?`E;dgX| z2+bgfY2EYCimTd05Gk~S=u>^@Af$HWF+y-QP%e4~BB156Wj0-{=B&NqB=jufI;%y4qd!6`t z9Yykq4`=KMjCi#EE{)rgxap`3A}Sjm9b3e?;Y=r5&w&?ZA5KgP7U&s2nR_+%GiFR& zWftaIMacEXt+5y915Q24%^ET6JO0B?t!m97txp1Wo1vy;L@45}>>Lr2Ph!fgqagwF z2|WeJ{Eqq~?t9ENB7BIhxuimklKWEW`l2MI#64Vtf)_~|?O3`!Bi@RH$)Na{+Z$nX z4XS8ok(jPdR?7y#^jhv_M^WiQdUjRkQ|2GCzae5f5f}i*;drzX9y41+>#0;rDYhtS z<^PXjw!iT_^W%?z66DvBJeAB zCPS6c#Ut&XdJMDM34FvtT6*Zg+o&GJ38f^I7qL*|$~ndKi7$QeW^5mP{$T0YoS)PN zJWF&e4LFgI(apA>C6Uq?r_wf(q(N8q%Cz%!?JEszLTevRhe8N6q{|Z}rj77ionJ^E ziJ5(^FOVBGHXvMDj)oCIZ#O1Nh6PB4UwWx*?T|b0kJ5>_v#)i`&d&^G^iNe|WK?gh5Zz+s|MI&$F`fzbrGe%z8`}u z#E$Jl7E;Fc1sAf%_JtP8$M%I`oV;qGwlGBk*)8yV2@qSL1GNCdA*|GaZ&b^iO8oKb z)}A{<#M7y?5cv}#gq3zJpF8POIb&O%q2m2*D+6;0o>iK)a6GJ;*I*~43MUzG)!}kX zZ_1C?1!~14pnD4sYZ;E~2}_>N*{O$+())!+al??(SeLa*CS}X(8(<^BZ{K79;SWkg zc(%^5QCzlj7wlO#Jr&Nxyh;oyRg5xP?RKNGLzQab%t$Ki#_n49{!6L*6+l!lC1inN zPk-$*mq8J)9kfwP;bW|LAI7Np6&8?M+fq_RLOXGUsD9B=+&TEb|4C5Mq11MzjtbncBLW=Z}{1zm7;kq zuRE|g@oBa$;-YBGMaq6h8b=>Om^|5E1LnLa|D**DP!0WnQg3h1*0a4d3`kU4mf!EN(bIN`?^cOk4Mo7rrQvLPe`2kam+F)$dRGfnb)T_ za4^BHf;TysW`}aZl_HNB!+r-yK`4IRdY;IHOEbddNJve>TCkcblGTUEtc1ZL6=4l$ zGHS)NV%5WivzN5xM@hkqy4MWppvs>fe_>i|V8S!^k|Q7l<|5%B(3y@)HIrizSPPVyb`4z)g#$fm z?F9~yU~Gz5gPcz<8R(+Pb4RPU)}GFe?A}fv$oK^Qb8|^xcRXdTxva?6W608<%nRFG zygaSZy5{?QZ(Ig=;){RUjIB|adg}XjZ*xO;v7=ybXICw9+-G}w=?l=JxJ^$)amWgFi%_-2+7`{FnkxG3rxTgF-g2@%VnDhH zW_@7fZJPMw!mer}hB3m`>J&NcG|w;A$9%<)ap#9K8Na;3_p)uXI-5H0%te}~eY$CV zwWFjfArSZlcs|;A8i;S?b~$)fD0%Xc`l*;Q==d{v}GA6rea?^ALUMXQ*{VyzS-Lu(ElLyhR>O zRmCmC4+mCPAMWOK`H#Dp<=3nsJ(||a_wx{npCyaP>o`DSKiPe%N@5=W^Kr?%#=dF) z?Mxg0ak*E3UEBKx`)Iqx*>NMv{moZDL%tSY)jb(vx*Ye@C_cPGuxo^`{NkMUt;gXu zw`*>`exvWam{ry5kP>dcK+$&8!kr^O$6vdzHY`a5xmbdBupQA;;#Sm4ZfZ z3tr8$Vw`}d*SFsadby?sHusoU-YD6z=&z$emKE>}IC$8w2k6TJWr7|*)B~04+GbTI z4p^T0@4F38zX=4lR&sAu9I&t=DOMg7j7O?1{wNrK9l7%Spk|nMr*dAGW`p+21sWQ5 zi~rPJS0lh|XuZR{_+#$K6gCGs9w3C8_X_zJ5hgqpLZYZ)9;0GLQTfkUUVOiuI`bih zi|fJjlliVS&q{s^V2@tuy1vqdE4vYEiK&P^2yWW_Z;&ldK%5W6uPgr zcG4+uB}98NoRela@A&52afb6^e777K&Sx>5bA*H~WGEtkfWPve*gcgO6!KKW@J3Z- ziebl_->i#$3O)}#uMvTZc{Y#W27YFGm8Tucs<|-N-(FeeHj*)~88o+Dw=PnJU5Ies zISXnq*Tw|z)2Ig}i)Z9+ZZEzmy=whwhl%vNc|hIsf^e^YO0X7@4Ti(_Z(8|bPr$l#;O!3@9-N>_U6>|BG1JH_6sp|XhIB1_Ba<_b{< zyn*w(QS8#|9mW}|V-zxK&xRkpRv{4PCrn(5^r|axqK{IB1? z701$WB!5H{37!PXAkjL6&fT=4V`&svE=kcDvUt7CwsC~46?r#>;=Kya{edsQz%_y? zm3p`aP}|uQ(f1;G^Ba#0Kj^MF7vb{1#WiD3VBF=pv&uVMg2T;9(T3D1MLN+2 z)4}`vi;V_&VNcXC^AE2FvF$vd1aql+o$LQ(E$LIfSr4H6O~c?6D8bBH)xL$8rUdM+ z%A1Zcd_ly?&ecK69O-);?^5imU#&GM2eYgoqCDmZe@L*~pzu8n_ARWSwUU8IW>qJK zobD8U6h|T=UL9({49+_az^U5k@+n7_?4r9!a4g%{QO4S7;qkdA@EfrRT~9VporlirAXxE1^%OyN~ZdJ=; zilikeMepHiO-sPJP0P11IWdwpk%B>`BcGwxg-?2FpLwA0PAP^R;)tJeEs0dXdZ3ZY zG2L|`t4fJRbG32Xo%-_593pe|z=@cy*HZG1OuX(z<`HG+Ytzn0k$rb*iI>{I5jvz0 zxex8Mmih-R^d@&APLH`#DM4&a<`0(02{PXoTs=e;yiyq%?c2Y!-oY^~5cACEhMb__ z<3PXHwQm5^PwNyw%8`u@IP$xPkpFQ5b?zg@P@9*39%Kb=4cc28Ubas#leXR`*U))YVq7L1)Jjg-eY z1st+>5~dxmn>=56a>@{7)t>%w5bm$Fl!&zUmk;{3$*N6ibsxl}$g)ED8p}A&q<gj(kpOoZCxgRg}t zMCFhsD4(<<1KrN=1clDzSM>8b%C|A^MC9ygIn4PO&c=#Qf6yA4Bb@b+Z!_G9>qcc1 zJew+*Pjc67^R1N0UmK=DhG_R0=B=-U78%XFsm_ouP^`S{;2W6vdL={~=-=bc+mLC$ zCd!J0uH16CTNDAmCD1g(dCIl$4J__ewEmhQxACj&cc8+;g9@uJ`VbaN6qNsfHEgeY z)h}8n89Kx3ghtwHLmlVFAf<^eYerPq^pthihQzE=o9uUos{pkAL||4l_^WxfeVsv5 zDc)+;&ptu}4S)jW%p}S{%X=CzvUgBNn`SQGYImknwyb>|DtX^*?i@4tBhX(< zJrd~1Q#?I}f6jqaCc=|K(#q!;h>js_cY6`62>Nq=AbPpr+2;Q+{UJ_DS4c^&E3VNe)MTQahmu>?n5& z)LUX(Dg?=Wu^!MmE&F;w{HvKE)xe6FFSIsFG1|ELvv*K*K(-%$(@fjPLVn?PXBp{2 zQDsC7V>*#X;l0c`%UCl|Yt891$HHTi!8?xab%$K4&SMTl@-QnUlBdU9(n;VZf#|h9 zG#FY0j>t_N2dtBu`AUPl+;c_Ek(F4;d<_w&U^>dz>TIQb<3VX(9GDStZx2@ommfXz z%Uf_}goA&I{GB7I3l&{}!S>(~?&tl*_kL`;O{F3>uZZR&iw)fm{%QS-SH?m?8TB^ZzZ1-p6Rp|Nx-Of_!jZl7`x}dM0KzOnO`*@*_oE?0SAxw}$u3 z+P`rf%8wjz8RFR!b)JX>1=!O+1=u`wj!$NNoc7Mr369q~@Hsj48CFERFSxpdq`rGZ zpj%n4P-wCKNPeTVEmoxBSS3nLn!?2a<}py%Fl6EBv4LPgK({tzSKIzZ+i<+ou6Pew zyAPdLAt+jl(20r&hI9r)4VR#k6chaY#Zk6>rh-w@jOE=Tq}&J3rAvKx9SHn*QDg;s zn4jXiC0S?#c%%13+^cDj4Hs~ulv@%ncUk249qSn%>WkZW)o9We&*@CJfz*Z7v1OdA zdb!@+`+*e*=FX;Q%a6rY-0ki17qd+Ys9<_s!7+eh4IDF_YownZHG>kt5sH6{YvsS= zqW29zCjH>uU7ls_1-4w8MVR*-A_WC^(Ym{jU;I#gB9~|5=^Ih6cd)}Eg3LeYm@Ce_ z5=l|@1up5;-SYA%{Hb=*2ftT+u)7=q_^Gz0_pPqj373Vo%|6Y6%$2MXg;u5}IkdOt zGl!?7lz(zR$?R0W6#6W!$-;5#sJz3ygIJ5-0Q+6QpQPJXq}w*wR@tA1jR3bgXj|OL z+?FF>S{r!UV(qNO{PR8sD7P31aeRI&Wp@S@TmRUf1{BX@wA*)6yZ=mhas(zxog_ z_xZ%5He8-R58!3+>BLq8P8Bd=eU+PSqGM5J&wFrn`NnR-X76L^ueujCB=`G*q&_W_ z6vxg;S37`6gU64cDck5xe@e-8dFIpgM4r!BZ;A1m zgah%d2PFEMUO3HTcv{j3(iv#Ee7B(nyIfK7mCU#5%UyHo$8kyl z@L*&gb2Is;{Y;HOjhL0h)~B0K-&|Z~GNh(>k(-;u`o~vy7Vw zc!_Q7Y+=JwHlv@`Ww1v#r9KV!q&J9OzO<`j<^O##4sLX@L;Mj*;{t(a@3UDvnz_vz z$OTnjYm&>?CtaT+4?;Yyo`17sha6p2puEa*@BH(72#TwOU^+=IN=R<~sJYwH^ z|4LbBNABCEUK335sN3&(q+_HsSw1xTIje1^8ceJ?Ff&k{HM>-^=BbNW-ɍ~~*U zGW%_^pmF46#HA^V{_6F2>Q{#gtxk>{-%s*-N**5MU`iRh-c$5uwsW!r8Q%Z-%{8Z# zk^{@)+vy3HriMTI{tA8@v7%)o$mI*OIekZOrMP)V-rol?eY+@}@mWFb@-fS5y1HXa zBYFqIC)J+lfpcGnOKCO!Wpc}*tIUCJn}zo|RefD}@#h*zI*+jwb`Nmc%aMcT#Rcjj z!vQBW)GdNUVJ3N$KN>K#vG5w;6`5x7?(h_>ed4YDd@6jZuofIeFT5X(Cj0k2ymZ*udo<>IZM}thcEK`_vS7En)%E#J;2SE3%N6o zChz)u*VaOt*#0K!5SzFe>XkKkFXETfZUoy>(x!B{GOVtARCLs)C<%xI?)ws4!Zr8d z!||b)$xNXSs?Pzs7j-W>ye;VHo%UQsf`2NfgW5;V0?bu z+7#g2(_Y=^7`X(9?nSIVgxym6J~m9jFDwR~*o!n#!}UhiX00-x8FIAWIUCy{+I1&7 zWIjgk7yBXfd)8{~A>;%?JyggLdJzE5cd}2G+QoL*9U66Its1I;{IGJpUzODV?7%_m zPO9}gyv~tU&Kq*k9l3vsPI$^Wo=!XxT~29v}55!+-INVmoC1vdq-`wG;lwS$04ybM=oB zyxX$wv}JpuzdI(VKP%nPd{RB~=eNw;C-!8iB^(x@GkRs4_RnuVnoow;|8Wuk^fQ{{ zt>~ZUoYw=t{pAY*{Ps^%jEnc&6^-?29j5p2h9k4Q0bbKA?{H2S#%Gq@I^$Qixv>k# zyFz+sC4=a{j?Y}#Hv7BdlUKIk)Z@T^5Ec+mhAICn0(l1Km>@W5=@@@wK3fEQ6ZY#J z$V(!Z1iIZZO4b#JyeDN|iq(7)IrulnGf^k@1plVsb#SK??Jro`TWs)p2)i^6aE?*u zw{*U-b6@Y5jMl#Ze;fzj=PmQEgg=g3ffr)!Zyc44?a2PS^QeRNEB|c|%uj)l4gXC9 z4t^*082=^$q1cXhXEzGtb;^`#Rd3BX#@V3@W8pobTK$l18eXV#f<&_)THUm;R`wZ! zaCEBF;m(P@My4Tx^mbo8&A|JjXt6+W?IW?zFq+=jFAk8!C=uY3h&sA#%W*cj^j@8b zE88FbPxJq>p1-pF>wmV+2s{z-<==e=sLrpqkN&OaU=x1(Kc8HOd}TZJf3}YNk+qs4 ze1{WAn?|zId%Y%d#Pl^D34dSxk{Qu`T z*!Z6QZ>|8;DxbZw{o{W#2dyK!vsNuY&;K{aD`&5Smj8bo2mZaWw5dOd%>VzG|GTw= z|B1cQ|JiY!#Vgxe|7i{U*%JS=Y4r@qzJR__TjB~0hNM;8)lqO}O;M_q=p(vxRm6zc zlDO0g6Vo7L{Of+g$XqZ3H(94@zcIy>ZSM?+p8&5`w4PR?YzBclgT$sd3Q=^%r1(Xp z6xGTh8gneiRno@-a+jD|DXzdgE5}<0#0B3`vDGCdRTOQ6Z3Dl8(_O>Dq^9>McFhWm zn2)0XnCyRQZcLR}5gnoRfax-sCJ0`qjA$svjjKb)LYkN8Fck4gFgYSvkQEx9rYcB`u0Q)Wv%vdb_fR_`R7wopyF`vj1%r_G(r2ZhE*iN z7aT<|XVrBgYVC}d*f=Qi?}9lDgJH_}yGVSTx_v#1J&~?pl&`=!zSl3Nx2RqiK}stf z0q+z^(W^|bbDW$=UV-l>AwkzUJ+17)(w8AN7WT8Mm5xv1$1s~`8HhlzdG>UmA z_$Ye@k#@m3%FQp%4c_RFs9(X2F+$1u%@iKfrPKVujM>4*F5zR8@fhIPaIN}q?jHDX z^@aV9S9`EdC*xdnHtKFAZd4FDZe>h?VwSXAgK0^@-2V9cym&ODeVwd*BTvB?TLJQc znjc2Zvj)7a*)acN*SZgb5v3JgViWu7rP!8^0A(mam3$}WUU&oh+_ znqz-c!rv9px7E4-_G#$%h!tSJ*M5JpD*W<3%T7y}RI)BvV0PlBeVD_mky+gj`@e*B zwg6xEC;yMKw*af6>)OW=1f&I|O9??5kuH@|Qba3-|v0C@BjR+xwsCq_Py@CW@fM1d)BPI$NennQtTq=h!5BJd{I|sH{vpj zWjS=xRG{g|@>HbRp#RRrBpK`+oc(g1$TH7x z5k3yi722AT%8qR0QR#Y@F#%k^FQ}wps)T9VP3BeR%2YbP?L1=G;7KW{nh$6QdQ|Kz~M(t$HJMghHnKpqWvW@r*mvGri~shm&er4A`^QNafncM&&vR zP-!x)a!-?J8ftRaq7@4+kY)%YIGfh;Du>9&EXJ|E@>ZhVw?A>AuLfT2*qs3eCnWSo z3ZMaogo7Za{kfA+{`kvANCPAhQo>-LCcRsSd81mfen~ND`LPLt+hf6SbggESa9M?T z=TyQ7ThNHnji0J?j_BW)LGH04@BoQ%fcKZjW7-HjB6kt5-xzvqx))#z5FIs}c*?j# z5d9{6BPBfM%qM4$cQ50tOFoq7PtJlHi&GZsRap&% zY%Uh2ios;E1fh?d7b1(C8?_DVwU2)|In%HmGB_7$o2U?Yq-xi@2*-d^svUS!+okK9 zsVK^-)3gou1)>5zhdQT-7!$r04wag9IGd_|@}Z%c9mtq-G^8F{`=@12Ue!fBc$GVGl}hJV!p~ojb;{m(0Joh^LYvSSV5}I zc*XV5hSRP{p|nSDF5Cs~=+X;hDC5Qfy_M=^@K&S@p^B<}X9eKxJ+3!BYQau*W z2(2UaVFfz-RJ|T3iCb*N3`rEBJskf${S8ECZYu9Z`%EbTCF&<)p9P<%BBvNreykG7 zh|RcaYczyhLpcpYe(VIvNCdHee7lb~Ak%%4f)sCSph%Of{;+&Yu}}=wCGvS0^AO7g zfM2C0Q8q5mEb={jJ}+;(gEKE*$yUEea0A5SCdC)w#UGg%@i~h%C3;>AG*QAwOHJ+} z$Z`==yy7i3uS(wVwP}Yh9p+J7b&cp2Ok1Vr5_UH#4)L86HMU)K@3!B!6YFYpJqe=1 zofNHqviy_rbf)^sZkXp%a4&x~G;(*4i_+zKf0ysR*oZS?{j1PlE%N5JMczXax^0pk zGzqLX$PBlwQ4$5|=C(DajOm8FQ=vpZ*dM5q1bY82suiA;6c!2g)|2c6_gDOz)JfWQW08>||MWDC0=L-tNXDAe~10C^kmw+j{h&eZFd;+<2IW?9b2@ z$4VW_65fvy=3WoVs?hVtaNnoIT+?PjzOamJ$EWUaSw_Wiy*!tN5|n!CuVdGl$Z(Hu z1|M6mwA)zA=h2oE8>U(N4X2*VJL*XK{U z0Vc+GJI-d=LtOSU-0l{A);!jIOd zp8Kx-+#21Ii65&p&udCAR^$7YG}hngWE!@n_RMA+kz{9h-ITR%B{+GZM)j?N9lXkJ1AIu#2cb zF)i9?b=i63+9d-JD?PhGCr@9MwVg%(k+4-A9ghNHEO~YWnVtq*J)wPPvT))F#7D{I zq&Ej6XYgDYMr*RMQgH6TGc>Q6pKLbkW*7!~l4eY18bWdF&kil(fE8@}^^e{Cfsb8I zk?kqy;c4R5c7*yDLIGl|z>CxI4*_Z3po1%?dlWQutSa}dwLrEf3<3VL_hGMZGDw$2 zcmnbbyT9KWe9NH$0dBbJFffj2oe*6>-!F$d`qc&8E^3JEotLoeh5QHrAtN3Ay7kBP z%D&Sl?W8dwC(98+lSF<0IZwg}e)M!-YrvJlsX_5kw`=Ar|FY-WDJm8BznW$cJgP7w z3;zStD}?)QpV=}u&( zgqVhYz}F9aQkaC|nJ&QN;2Y&G%+=eb0{$K9}7H^kE!LsjdF7fOd%xosCvdcwa zedoX@Ot&}u;T0lBl4GL~|Dpfg&+2_eT$XQrJL7_7$U;6bi_V_%^I;%xP^16&iP)m> zM-EojM4ghcjk!#6O?$QtPGZMHn}$w8g6w@dyr|&rOd|m|zru$AOAqsiuWw@6_{orfGT3EjOAq9f+_(i5>bMs#G14CxjWuZIYs^dhenhn1nvMC4sIa7Dxi zhmtnrp~mjqje!da z+B|WTbw+*GIwJWMd4$d}0qP0Uc9Dh>C$*>^XBU{QburZ7NVQ@wZI}8>{qMhziqX?jtNOO zh*kO!y+kWA66}wLEBlH_|3TM{4vm&pmi`;1xX+<75_l}f(OugqU$!sKt2m4I%PLs$ zpZVp`n#N8)emfJFgdN})qWW|!M-nSz1NB8OZAb|1y^jNZmo}IfmAhI4aG~Ze``(M3 zeP?%{q(w8milk*~F{a;8q{H`J+G-Qg2K>PbgyP`6;?zuVv~R|g-lXf|>y7q@$i66o zJn2rD$mhXujcoI5thj00Ox-9~tbAk$D|=ET1Y8XEjSeSw$?r4F6rca7K4g2QF;S=c+BLArRRtCbcYWapb+jh}YJ;>C zjbq*$@qQ6si`gSI?IyNosg0OZ*n8*_g9>4{=c^57rH98z8gadU`6=e2`{~=2ipG~e zHh)6zi%68Ds|~e5Ip@5|;Z z(M)KbYoNsHB-J8?@N@D2>)6OaKngEPDq}WlwY&!<>-7fj=BXtN$&9#8UQkq1__@X} zj4ED~>Muw?N|yXD2pq|bBV$2F-juPI3F+%IW>;39LakoU$FV#k(Zk%N+0PF~ppx zn9*N*2QY9WYrwlio|4ACf@D+m+!#wgP1L)p!Q4I(nXS{s-tMF{fh#ExMW$i~YM6{B9?lDI8?TnJVhTwTNLzOVa7) zYv)NI^ppo_dxqizr_r(s$2Wuw9VV zF<<)7-X(Ry#-_gfdLREG22xyw%+a62F0A@rmE0~^iX7ORz!8Y>Cs`DvdaT=bQ4@m} zlpjc24jGejtm#Y(MAW06exiNNGO<|1YnJNhoCI}AyjB?9v*exKF(5Rf$T)=hg{0>( zx#s2G!SiFZNexI?d2xXkvZTN98qZH8PABWM@4{Qn;>lEIaMSYq;6+MG3K{VyK4y?N z%N6rDJnI{6Qr6%#UwW)w1m4(X`>6k=>QWVlgmL$$t9!$u@@ z!KaBc^Fvf*EsJteMU~`f9&P=P%%2(F?^#gP64mMwsuij=ZP>JRnxM`WwIXSbb-k|} z+()!!J_+p_J+;z#74%~kcb15^mpQsgXjxFx+52pCX=Am#4WO$o_Im1kvPJT9W?|ZZ z?=+)9R-l5Sa+1cQ04%m5Bap7*&Q{!&dtfGKOK9C`Vt22Xu{2|F`S=vMDTHIW_Y||~ zW684foNvi0MGc{}?E{x(QgcNTVnGGaX#M8AqfD-2MDegwox*+w9MOl|Mf4#f9-EC& zQFofgv;{>PARTWAebXQM=={FdXHhvs2SZLQI4-njNP`hVtu&JXQb3o;jd$M2lt%d~ zef!&m{Ix6Y_7~-A*X=$d@>j;&eMXe8jJNx_$X|1B_j6Ic{?g;VGfb9Eb-wY%XXDqe z<#R_>vtUto-iPkDzkoaYLw5zlKQs42cyIOIKYu1`+JQ~AwgC>|MfutvpxQU2A4wgy zq4nI6J%fnb@pEPu?F?o}6@dnqc(8yw>(}Eu!)Je@OoblKDEz6OiWicq_~#D$T?vxk zDk(mujDK(e2r`^GxTGX;8#Npv=8@dpB2(KH+IW^up{BdP)hPdM5^g@(u!ysGwof4# zUGMw@y(wdNrg^KM!tLxKT=2TR6U6TAso9yk-vD?R{Uo_DyUd5PiXE3^&~6*~0BDF? zL%l-&)VcdKAw{*!75q^?A6CBDQN&mi-(=nx4bYpdnm5+OoCWiZo$>2e+BRtzQ+0cN z^WZg5b(Yd!V&!do?2xoC_?o02BdO|9)~w}>)EC^@3LIf=69<3!*}2i9x+`9>u_Gnw z$l%46nG(55i42_OPO|bOm8Si z*y=kSf4%YB_}>5G{XBKEc?4a9PJa(Ld^FO*NT zRpe(feGdpb(*fr3l$7iVbBD8t$~6Ov&C0d-J&p3l1#gF+iQm7ds4yQd&&jCUC^2Xq z%Btf8tJJi8R<^NBth&t8kCn1nbSVfbt}1pe5$2lI_OPg|9M%~SoR46g7uYT~p-6G& zRk0{C_V55vVW{m-pp3N898zDvfa|t{R%v1>+`02Le*nBaDYjYE7VWj{wirkj>~z86 zwWu304sw;(?>&7FKw+Ueh~%5A;N#T9^VGqt=k1}h(jNUNGgtwLiNu%ZwGMF8+1^mb0)wm zTvUoC7c^Q9E$j&Fhl#=S6(x)q!<{!`8R^PmrG%h8wIP-Rrop0a%(OxuD#X)-siISO zXEGF1L%Rn^cZV1UrHo7>5b$-{GKX9EG5)k$Ce=B_Q-aq90dKe;t<8ymvr8CZ-4=)8 zPfOkwXNT;>4C8tMWn|Gjx9V;ZpG+$BBXO~y>W?+?-?L=mI5?`OcRj5ojb=0cvmk-C zEIXXHZ&=@#x))+EQI$L#Bp}E-WcbBW+GzK8!OxH#dnt;wjne0!5B3bSnmwj%lvKnU zU^!>nGKD`2$|!2LIbtV(mFuc2*!5!^?d@F~O!R%HRq~C+#^%>27imEr3%kBHH*k~` z$1Vl8K|Jh>^TE|jIuKk3qAS|4?Q}D(m=+20e0Ds0z7IOb8%=XxT;KsH9$SsRIsNvX z^m3bMk3XAWBB?QT;qqj)r=)odQWZQ_vpnv)om^8&jQ{TAAiq-Y0>e2=wgM?zjmXkll+(#%3k<}PV~v&bh_y-xDZG25$s zZSBDExH1R-tsPg5${R3SQ4Rk)l4}fhbZ}mF*j}B;8+;b_2M@IJ_xpsqvlC$i}4k}cT zENYpu@~z7iG+M3@hKsgt5XxQny|?D+x6KCYRh>^x<+x1y1^X0>eQ&JVKZEKlHpwf` z!meRIFZ=;MYtJ2zlk~jJdWJ+FVk`~^8pm9 zBkcJXE+gw3?B~K>zD=)mzjBPKZ4@~2&5OfFyd1@-vSKX6=@`}s9KO`{Y3Ubps(mTw z<5?p=zK_`MtfBO^AvQY1hW-WbDG0IA7yzQ}o}bS+kMY;&`V0}c_FhN$R%9LD7wOI;x<;4;-;KgK!#|q`m7sU4(;` zojJK2UtDDmU!bVbTnem+h67u*-h*O6NT9FMV$4+Y0Al@w7(ZCG7j^2jQV{jvo1}$M z4KIMQ5?r5mq9bua{HAf`jg|U4mjXreO-Ajrj;}}Y6DH4p(w%6ZSh0y%GP^%im5{|7 zlTj+rY)-h$Iw_c-njkvKnPAkItXLS;7PaH z@`lwF$899|%Jr6vHbEvgMP$BCQZ6;K1`24mQ%;-<6vZeN5!Wc3G?tWtnDrZ7D=+V3 z1n9aY?Y~b6)fU~4)m<%ca5Uabp3+;a1$IB3tQ}b_H0ajv-%yJAHY0uPQx`>iI-u*; z#ks_Px%jVOVN_QFYZNjQ;E#bM&UHI%osli1P^0QP9LbY5fE;r>`&D0IbC1yFzJpS_7Y#Zu!?o4Bbj^W#DPS0!1XYdm>EVJwo(=9lGPBo_h zpI}7$(ZH%ukJUQ~hIZsl1t@&|a$xj}hg19ry#@;HiT<2*Xpu8x|s&@}8 z&Em0ptv<$g^Nqdg%HDeYmG(1HPEq?KkBhm;!_YQ#5RH)AR{JQrB9-Wa;Hy=-t`+6X zwnM#=lp%*MU26bdBd47=hI#`P(zYAlzqUW*(RDpID!4fuM)wfCJg6?Vk}fXIEuNp= zi@|H(UZB9K%*7~jmJo#8<7j2q`N-u>!O^y_hqo(ao8U>(48qU}6>Fhc0UdOm5?(%m z9h#gvG+>r=S{#tnpl7RG1X)J$btggOk8}`QCB&i!n2au=(^YIr^+Y*CJMs~JxcI6m z+LQ3?@lih{si!*1=Fy@|Q@kg|8Sl|9WVYvt0MTMp#V+5Y#bqV?;3%HNr4(ug7tHsW z7z;m@>=SMUqM#VBmlLLbE*^1nY(^1}T|v@4BDVs#d)yogLckAYBKxJWu4JDE+^Sqr zGr+MB9HL7~M?SX#e`*H2TZkw`=_u+}(1sA)BKF`+(;Ntn&u(#u=VDIr2nO;(e{^9P z+;*c@Y@Sc1rMRLiN=L8ci2L3chN5jRy#U4d|HcI)a29Le z>7LBrK#*IUFmWvEA4U8}Ok{s)9Wn_J{8@5ZBi*z5TS?J1P8k1pQI>R1?C&CJ5t+!& z-xVJ-3H&B^1?Dm#u78@Vx2F^%4Iw3bAjj2K`o>GgV~7MUB62N*2>An4Pz=fcu>RKgrVXVdgTFC8L0CrTOM&t;`_ z=w1}vjzPGHTq(#8Mb0jSERwV9z+bxJvErZkP^PxNvRe8P7M8Xwryr$zSQ0ohkg4zm z$hDRT)YMnWDdsSnwv>*{6LfCHk!U0}?L-qbooLm5C2nyI6A9R9$dm-hnXRboc7Z&_ z;MSt0ZEA)RmxM!v9Dn`a$%CYODE@|gQ|ZX~zsYS7s?S!%N5sHQ&i6rR-#MKXUcvjQGP+Z!{!&^g? z(040SU#7%iw+&?}w2Q#8Mol*|J3(f%!FJe3?r%s{*y%P zV9I2L%056l92|@RQ))i5v)$Wyl(c)C%R2kkiT*so<+g5L1&B{wMzrT6* zyn7{-%&xB~TK%k=s~h|DxZZm*VJdOj z-lLYQT4&ncLTk3j&dNk6b;{<;h_Mj6lc`64mFVO|)l=rG83HQDT^MWiL^Iy(Iy}O1 zL1z!JRKwU#agHE8mzgD=P}iP~sBOG#nE8fS$E8@L>!jL&&tQU-wN0>Did&J?;Tz}P zUV>P;QD2?(==!^=s@W>5n`t*|+-Z39yr9b&{GqDm-qHH|!GZCrl8T@2Uhp|P&pFp! zmrqv>4w|gb`c_%xdKu`#-R&rXUYC_d2o;I#{yQj{xb~$G! zRn^e+`?j&=6u|))hE|$ZJ^%xqQ=5zaF?=q_~!J(MeXeDE_j63 zd9D^k$VG1*cW2HwMX1yP-FdHNfa;R>$Y z?0#bD(NI;bHWnc??yR(U1-z=1$fp=%fF)SXj#o`oqhG+O<~^1m;6}y$S-@z2v#kr3 zDqz=%OC{`mFqTpNqu3_jYL>cOsA~H9r+LymoNu=NJ8VZlsItuJVo}m-ons4AsA=_b z)3?sD#>Vv&>QtXZDDDAskcOuSxIToM1P6nHP0-NW7J^cCo+UH`1AEP?+TX?)ZX9#9 zfL@y$&yJ!+*OfY|o6{>sA+amyr2OK5mQ6{GY4Pl{Gl}H>?XQ{66HV2L(Zm8R1*H*c zh9Q$nm8T**>0YSvu@ndBq{|Vf;+Oaf0b-qLON!tyzSY44;yK^yl|ehkA2PdwWl}nH zC9#t|6cC&v_9J%S$OmY?<7icaulJUj)aX2Nn*y(%3V(y+R0Fs>OS(A6YzG2&R&u zCN7g&^=i+6;NJ?Q5dtEFU{@#(daD8FkJ|z8ZxMYN5X5ZcXA4~j1j()7djUnYtSyz1Z#XZ(x*oPsVScuXxYH-zBBu zJdxn4G3~?E{UY7l_hM|J3pr{GUY!uL8L^Z$rhHvQXQED$fCr<-*9%`RUW%d(I#gFf1mL{oRxRaak*Z$ zk`l@(86py&O%cNli+!`;n9(}|?e|a(b19u_!=^li0wLajv z&9_FA1rY3_>u-*<{)Xllmthe7f8Y`DrlmJWFaHKUlwm~rH#SaWKrH_T9fr%mfd;t` z{D(ES?2tD{Z~q40i@^V#F)MG5Wc~(TfXh&Vp#LxSwKqo^{|*QKIAtZyOv7yUK33RZ ze|%@9+YDx|);l>H%?BY95PW0)PD)1gr3W|zrR@T$H7(=`3zJkbIyTWLmWClz;iX}I zBH>^V1}y6<$_zK9Uu!sZKI0 z2!2i-mB^5UA0&U#*3OLsjN)8R+%tvAhVcw_F+-hBHk&uD9IAF zsyN5G)S;5?;@Zg&cC48+OFnCPA?+_73*`v5Konxv5G(wn3?ES)sxk?j<5=>O00~SnJ|}+rR!9-c&XFR z$7>Pib@8qW`}q6k{;yYw#tJ(%y<1_1>oC4!=YgXBD-E+}RlFZQXgUlu$1_!ylc^Q* ziSn)U^`|_VQ2Cj3J_A!5?^CO?|FO0<*Pm_aV6jv4thH)wE+@2TT*IX^hilg97%*@u zsob1;ytjJBomiVwH1PgJjkm;UT-8FYR_R_u(%@7wM-|9wJ<8bMs(?Fj4$7u$T5#5H zqElmh9Mr#^c!+hpR#|YJ@cuY$;+o?^ZQYaTMtAazxx~t1aDr;84n@;NZyVQg-nU4o z)Cs+6uVsR&W{T>RMAhB19}(qcCioTRt^E}P`jx|&#e18>NDpkGAl3fy>QdWO^8+dR zfyriYHpR^55H0_J_kwoD@FpC>^|Yxwfy>nSjJ3@RvIv2HkKQ}jl>!h|HpR!b4n z#1haE4ZZ>b@eg}xFEipoN>*lE3u`m;PrxVgZ2e&Aq_?3DzV-07)?gl zUNaiScXKw2(p4pMy%nX4mx6o>D^Pv?zD{7i=`iPF*IeOg>MMpB!5M@6f%c#Xg$p!B zA{&Q2%*<`$`c2F}m~4LcR{@)dL`^uLRD1rdlc*ZF5(L*bm6R;5ZREFlE8i>m+>>f> z{+f%+rF{R<%!+%cnTd#g#lq&dq@yikJTC3Xi8S7=Pd;_yD)pILhJ~tU(*FHhLlFQ-yc0y8MrZX?}wJGi$d_3Qa+Tc8=Vj)dM*ZK`Q zrN$dwpeMg1XM8eTFeJ>!0BzM#!%O73$7Z46*eh+P<}}!l!(6mZ`k@ru(mXD9JRb=Gv+JOsddC1wxT~glQ$W2!KPAm z$aW-(81)vEUmtTpsR)FPj5?}PRf3R;2Tkeb0ZDCl9g(eE3o|^C*Ms?ny=HON*@jT* z6Lp@(VCP}FXC>6liBcP@jsf09P1OMl3bBqMsVa*cxlT}g!RKNsimo97;FuHDx&(#c z#qromsD5HLA=K}@HKM|IFMSni;xv~5AGUT+CLY5p$+g%}ekR?lET$o~pJnDAGLT0D z=)T6;&1!=>jI(9)4XHqN$a6JK#YALsH}M=5M4YH_-dx?`&DBr`Vqha}&}Ubl2EGx> zn&IG#O4Wt#eMQfcZT`AG-qSIrs5V;p?1hIgi8~kVcH{AGV%U1pt7&78CJaFi_|g%s zR{e`B4%kUr*n8JD#%r&(@a~4#qcXmBpjL-7c9xT(nHAtBjbP(5#k;O56H#JV*&Ak2 z8XGv1<)W3%#?~d0=}EKEU${?m#9igx1v3x5%T3VQNJcH$ejkt4Rx$8!F7U7~nCAHs zHO}fa=IWPwx{nCHmy>-zraVXEYCWZ1Nxg^j2=++uz7Rf|uLZ?NS`B=%yL*B6CjeZ@ z18}Lrfh^)ZmIfrvjGFa%L)U#6_8PuGKv>I+b9in_Sf&4a37^MbGOc%n3-!@5+Jy1A zI%~*VnN9DTqR*u2Q{hw%634#4ru|q;q<@1^?m)t*`xMmsU8j}DEziaDB?9ss}Sfz{O?>=%bkxL3L;JnUF z;$quopX^I;y-D3*)8$6&`F5?^K!@9UU?a)EUaFVzel`h^3J7?^&Rk0zc&$aejrpu= zVnx4ggTAzNHf%RvvF~3kEndyi(VSoHN>AQwr!9K!Og3Lr@J-O|k8>|LuRC#^sZgV> zE#K(rQELW74@Hp+e9u(x;t4;Tcg4QBN0Fztq+?HcbC=MQritbTTX89E75#vtG!zI0 z0%_WvF7E@^JfcBmBj>(iuX;PWN^k#skkeb}Yak#r9Y9T0wL zchuFxh}aZk(&z!dON=ANo;3Pg$h*tuBPz|T*#hd@Fg3G$D?n$~o1J1-3 z>Pz=zlMMpHmiQ0{kN;UbSz3MN0gKk%dTP4)e=`X9Z4u(E7W@v{{$RqH1pY;e)H9s3raPR0vYFA9Pi2}H#Esr8?!xVaZu|+ZPPE5U60O8JQ=QmCpAAXaV5J}wR@)FdO2bgXl&4e$T$ zf&%~E82|fbkb@g1?i)J4E-2OL${e~0@;K^pQL{0wKfbAnrhWX zc)*KlXg%ZrU3a7!f;H6^Hq|A|-_onTL`1owLb=RCx$4Avh^BDxSmBU(;DA@v6@A^6 z1R!z6OK=rC{nXX18QjAo?1xX?Ay}**-c{<`#nnnU)$a6Q?mKa6`vXONifXPls+}eF zwVGgUVGuEg9%6}U8jfY8Uz06E)a(K#ZNn$Q?G*g2N&Fp}{B5)9%T&p$+FDB@S}Rve zgThkY&Y!i~=t!593RlTHU9l-#DG7xEUwJL*RyND!*K&sss_ZDZ=UQ?13?e;JFE z0Q|okgkB9BT>|buyc~9T^{&)xIxW;X?V>v0@BEq=e7|JnUdb|PiD4+8tskG=$7)+3 zs2coTh`+18rp2SC{i0RZHT-ggvo=VY^Izi#Qr-jp$F9gpHIaUrQ{Q7huRO6_n3bD7=M&GA>00{-td_0JCCe;$JylzaIfUI<`qVG$Na>M#Hx-{37?-)-_%xK@E< zcxIvlU3e4Q208_J!zD*Is@@kEx);rgrV(xzv6syk7$>^aeLr;MW@3n zpxawr)_eGk5&3mFDx)7O!zc7RyHxm0@PF)X7TXvWs%&t%;JP%7Fc0^qaPJk=-E;=* zoEIk`a&70xtJB8GO(XIiaF6%fshHMQ0^m=YX{NQQ*;ei~=h03Jit z)*a!MfR(jZMz+IcliaS(@3%{oKn6_Sq4f6>KQYy0-ORP=eZrd_?)|*Qfa!!lUvlDeJ9_obvSpL zIkuPsqn}^TM8Ggb_9Ejoc>7M^`Bzt0b6iCc>b=_N)9^l_J$W^8{22`=Wx}JHvLS}5kOScL&H{QiC9ia1Co`O$#LW)@$PB)llf15M@C}=vU?DXGWOx3Nh3%d zPkgPB@x`_1po2cAXXEMUm&vQGbu`P6SUIJ+Z+ zlCA9&M9MDDwo0NUY%?5qEY@`TJ#0BLj8Zfpeo>IY-~N4U;XL5m!8WN9_q9hx87W87qkb-;^-jtgIns+!E7zP^d; zxvn#g)-O2&3P6HC7fhrTXhd9&D#S$Hj>Coa8)O{@C_7{a(M9{*PUP70O}NijYx(sw z4Ccw*)3_mGU zAN+V?1{P(T$n83ZsyA~??1!D~s1HV-kby<%CQLfd`_!AoCiX#2(uG3digMCk4fjsa zg+tGLLMy|x?uz!telC|Q)P~R=OsBRdTN&)qlK2iD(yvhxT9DMt0pWJnX$t zFB-A`#+|{vBaLjai2iDsZ|TJI+4&eMRgh^KT7ruhd349MmrF}AJf%Ct0_w$>?77O9 zNJv)t@HAdlx9&P;#1k0g^7Pn*^aO9$HZRMTcy(@`Hp-T0;E<%H_1ckK7%a7h>@d=u z_J=MD0fBeao{a-3Be_)#a~+{0aA}c~MO^OEWVFfAivp^tb&$9 zhzcieDO%1B-bgcgmru1{kB^A78=am4`^k5z79XxL&F9FJ8-PjpBnya^<2jxKgBCBO z1)?wK@-9e29Fge@ST7;fUMF`dI5$zg4Xzk`eXfRI&vA*IXoKX1)IVzDf6?MTgdvJn zjC>m9{lN2XL|T9nz2t>GNlVfZIaGCVDlG1>dQL&xzXVI;(`;TfN-;+f5(ejrc-Izn zV6=AEIZqC8C-5EDZSpK5Zdx1*Y$5>8jF^hmHt;yk!-+kny2Lf6D_S42>!!y~8P_Lo77t`a4zDV)Iff=Z#$N3CecKA%(*DZIKp9eZ zJ>x*$83;bFp`kQDufNN&amT~x5sVJfw!9iKMeJ(uXcI`I^17>@KEl`{@_fB=yEV55 z9-QlkO&K}BcW0N-5$?_EyDw!}0rx6LQ3Xx-fy394@Nl%OeTOG6VxmYM1We4(b-ua3 z)w>`uUoE)bKiKfT7(A)ku@Hei+R|7%B`&cOFSYYdF9psxA8-xIxByzV0*|i7_*w)@ zmc?a2SwKSiuDBjidhU-BKlE1Piv7Ed5G(x1x-d!`Y=bxr0Van92^i0+`+&!IHr=vk zx3k!{YI2mTvAPNckUz_gRp3-f*pz0$sWO&Gxgd#$)FbDzJEiWGc%G%v(ASKcB`xxL zWHsvaKU3MX6}<5;c`GJThtIZ^O7W9XW`=WVngFT=+>#)Nsg{paJ{De)kqb18qB7$x z-|FG$Xb zqU_ro+}&;dh>nK@h3ja^iUu}dE`&~Op`IsHBX|BNxpVTd>2MXAs_RiVRL$4W>?D7b zDgpG5i)$M`bMzj~+b*0uyotiSaG)d8m{}(Pb9~q3GXU} zqw_9-X&8|2S{-a=%dWq6F}< zpz`p2xg)tWuSf30J+=7ioK;Y48F^ImTE~%o4qG&Ipc#qhpfYOP%j`_R7Hb39(D%+3 z{;_d>h$wV#CODp;Gk=_;KO$hrUC$I`M!IVDhNg^2p{zi%?CIPB!*mvP&w|d7kd*=7 zYAalFhrG0*(|xr)Rl5`j$|Z`i_6MZXZ}3_Q6h=6Ff?M6jCVfKFsTu(koja(mxWXY# z+e^%(s1t8Xf}K*6C@T3lIR#iBm0ajiu2wElX7o*8uFXSx~N)yl=Ql{MW8t^rFVnhek9q`x6#@Xjq z=X}xA(70a+otqC9qHVvxt@8!8L@6wh!;l(RCcPY0IezrpipeROflT8Fj=G1UB6fH# zPpgSyL{P2U!{X;-`t>dAGHu)$l7^nVR}MDn@3T-`MyZ<_q&LuBPD7u1D*OqIv2lZb z5E2V@Iat?oRGjreMNi*XB`xYzY-8Gj>kAY%9&>&scI4nP<}bN=BjW?0G<@Rn4IFZ) zV=tXYI z(oTIZ(iV#Ciq9VvmX(0)DXaLxMcdGuMr25|7T1$P_-^709s}%ix*E8l&|DZ^!>6FV z9$`4AD%RP;X*u6yfSL#3K*`d@7WLyG@tskTQIdTR?^0_-Ilbn1uSV=EUVm^qXYP3W zb;mGw?bJp1RKtA_S@|6zTIU=>4`x!d#6v@L^#~HRJM$=VNNh{#KK3-{Hb{aA^2kMc z0_s6~SLxiQI^VcD2hS=yTC~v51d8Hzw41Sc#ZI@+^0Z1Nn1fk?m>)u)WU4A9%bHGN z=9|RJ_NaTQKgfQN8fn}jpd7&BNKGlH zRBQa{ox(J8eE#t!kVL|8fpc}}T5qK548=)h-H5YP_2b~_!L>EGdH3^Ls@?ikdkNR% z&put$L6mS^L&O>=uMgR@k()N?=kE?Mu6w0XhjunDy|xv4HT2%g487bB{V`}&^Sf)P zMy8Q)pjToh`^)`+;d#(GxxWZA%VU|JQ1IJj92K+OPd`du#{gFk@TfH&z9%_jJT#VK zpKjOb=@bArmwdb;qxNK3|Dw?oDh^4@}lY;fSdIj~O1Zro?!jGGbvJf~S$cv+c zr*n7G_op7K2Hc0aMaXaocZh6_ZI=v3q$Fb-ly4@rKwPsIY?s`7r|rc15!E}TTDz=w z>>lr!b4R#)r1F8CHqWXe-7=>>GdN=Q_!MH+JMHwlPJ%r%owi_;Zw6SlnzYW~kjBFM zLbIG{WUrlY$aMk+Q78CcQ;G63{@gv_+Gs`*Me;@!#caZ271t~tHTiP=<*7sDfY3q$ zHL1-H0t3GOV}9b=xPUs*^+0o5Y8IBHEc?T-w*rTh`IIo=eUA=r%$0kf(KgjKwl}Mx zLVddU)7i(<;G#l~+9^?C*R1;KFvuJ#`wZ6`qpIA`&#>PwEX1d ztf$$^%)ybdKw%os%^7tM^%T=I8-zuZAt{(+*VR$t|6}c~!=n1u_HkhZR9d7{P*7=* z?p8sN?(UF~&H?FG0S8F|DUoiZTWTn27?7Bun*oOS&VYW7?|IL8|M~r{eO;{KeqycJ zYu{_uUVE?SVTXUxHvwv!`u>HdLwYIPiB=c2yhcF@EOoue%wt)g|A(Iqhf zKQ&H2Lyj!G6^6HgGzM5oL6(_(-k43as-1F|dgVlEk)3$=ZYZDclTtfmYrtxsFx}GU zjsh%E9Qr9YJ&oF3Lf9Em%VKqvwu0iHgbs1H$qg}?0v{p_V$E#7dJI3AH1S|NyuITW zZg!Ti;V@*dZM>Bqe$IdRhUrK$(V(R3os#5b|M8AMvxgU@58%wtfBu4e@?uA+S$X&OBYDg*B5#t-u(A+J&S~sS!iFK58Xba;IoRo+8o=||Q(4ZZB216B zFAr!OMFx3Rgk3g6;TWMG#4xrn1+?zm<+$^?0m2s>NV*`$K2Onv-z=oc0G(1%cZ)m~ ztrOLPcfi#RXsLzuJSlCvFS#^DI_eKQ1il>}I|Ds)&7i-YQ~D{OV;zZ8{T}xzS*WMG7u^AW0JX#h9(}GfM63cf2~$TZn0n+*njUa)fs7#R zsiQbnmsVmwr5Z*!F39R5S3hTdOTIwAsmHq@R(=KP!16b4#0F>1^pih!yo1j< zE}|siuVIb2b2!Clvvj!@qGcd~(h=bN&D6_{2j>{aJSXYRSxbC@CrjqdhBIQJu-k|StxdwaeR=7-H;M4SlNd3LVMe&)QSaR9Zvmu<5nDe~lb*qi+{Xr9X5 zfdXKlKpBZK_$T{O!V_mrQW2F!XWt$1)|rGzedR%>oovTYLhl+Pp;RAX53Iw+;4kh% z&o8lINo6?th94Z2z!wu@KmlT4j#33*kAN25&gXh+;ah_>Y5*Ojpv4&rf-%Gg4$P>H zh!3WA&Em7{4F;wm`%kU#j~<@!6BwoyhHrv9E(q-077*;V506W_9Uai|%zVg98M=qq z&q;k?Xv{63JlsUwC;pz@z}OA*im|zgo2UM#`;}p=JNyUgv0okWbU!x$1Nk~zZo}|u z-#0~%$A0?dP)r`h;FoqPk9_0csij|auXCwkh?ve!>avc&JdxSf@JHlFk!3G8PW6ur78Vs%G^ac2h+o#YL01zx$ zXl!#lwmy=YUL9m(MYCxha!!(nH$Yk%*X)Urp3%%i{K2nnAu`SdC_-_0_X4jbvL35b z)pun%T}~9MI&`X-{2X>h_DCGxNOXT4Yyaa`rHcV`zFcIp^xl)cvuu&ijqx8~N~~k` zvLXf$zQf&&cDE!#A?(fAn_VAhmBUhXj=>b05~FP`3yf!oUb#Vik&~PA4e0|nS7S6h^PWfG+$uQIQrfudxLw}-7E-tYzwP& zxaXZTJqMfO+pnPx#9zdIeyQKC*b->Ll-~#+=P!L3;w`;L>(Ay`zMt-N;(fZ9k1spE z-IldLYIKn))Wi_taN+z5G=D;eW$J&LsQ`}um1sB~36qF+0$#ABR%3RGv*R#D(S$f2 zgA3h0uTm=xiwxa$p+p7>_*&4Akcd*^>uggROYMlFoERP+beg%t#5HgbCxC+t%+MoXuH(d{h$ERnV%2 zvru0WcFFlMs6*8f;xXI#a$N87Q*v>w+oEfFy~RkUuGqz7HKc60obNTBUFw}kQeaSj zWWM1&lKpsS-bdBlhis1liyK@a5AlPR`-)R8TSts1$D(x|>XxHiJ33#c_8zJW6&x_7 zI3PZTl)%J*RfxAdkjvSUxXpnPX9Fm$T~+G{gOH z{^j$Eb?qW%J+RYeP1<_h@F7o8f!-mXQ9HK2Ayjbj6my)fuJOkq{W#zE#*V|nq5^%$ z%BkBpPm!%YyPI$5`okhlTWgsOFUVmd)EA6sMYIADjd0&>$m+RJL(?cizM-iP(OYi_ zJr~@DET4a`2Uf$kk1j;!nz|6Z4NWr$xYwn@HUxT(s0TK|x8Z(ch)FA%l>U9!wPKFj zyAd$oRUM{t|L0+}VRN7&*J0+DlJ#6(hIM1l$CHC64Gl?BhXO+Aoeybtty zbcGgk-QN9rWjt?QG>i_C9{X8jvCOAz~4dR#d@TG^@!1$vD{xfo|MY18&+>-Y?+k4<&0QHzo%< zcYYW$%qTT=x>$FCoE1<$g*2SQ-R(abc*7cF7;EH{D)5;K0khV7^c7oFeQ&)oykcmx z!Uk?YB&af}i*5a=dMjuOzN{v^2V>_sy%R0nVc2%=@td1Rj z$3K$9_^xj`*w3;4wQf;ikq}(&Oy4iPHVnpoVcXsHjG;e`=A~yubbS%y_>hKTG*+(} zzMlhjMm4&~4PXyrmY&wgG)6D3I*lOv$1Z}ONv9KZuPmPwe|pzN54{(|`G%%zf~!=1 zHgKuM8*6zeS>i`t^_^KPsR;~1i;N)Zd<{l7*7eVH>8#1~~wAEaoHeLi=2`z{*`;HthJubl;s5^vmG=5|C+T74(6sjcS6 z_#z#9E~`gL>d7Tng@jc~Sn(w|jc79YVkr(AYy;#oUd7%BR;&yno``;D6DMA_N_fGutyr&SzhXm=Pmo`<`_TUp02Z? z{6~pZXO;939|LZ41F6Gf{^6P9wCAgl#7nJ~dks(tDCV{|BxIHYi?7v73#(wqLu|AJ z+s#8HvaD$uZLdTjB!Ar1CSE!9&2UPHPZi5reB5$g@M6?i{i2=jU@t}!?ISk87H!8p zmX1q9pg3-Iz!s0Yf02WkRdM!@9HvWV{u{{>wSBEA%$2F>VSAPF!TD=9gsleNWQ<#l zSu<`{p75t7=Ju=)?&!Jx05H7u0amee+Dxfh+!JHO9*}X;B#+>E)a1ZC zpm1>EzYT6y^7lPTI<-+dQCK`T7}p;aWbX;#`QG@PyT-a!4L0~#IYVHuTMVw9>|B+x zJ2*3vn3h=P5rNaF9+LT%GS49hd)`G@Y)Sa7=*^y$WP*&?ZK*tCu?-CKa@-e*Au+b% zKY)*3w3IzkCd>%o04kP2hjDsCqqF*HtE|!Z&L6rya{HL!ajy}_5GP~ay$YiV#5&+F zW46NrOH)N_gkzRajQ!fDak(RMqbGQ7Kpx9=>HBhk4(9MJ;&=nBdr!-tFZ=i9RQg{| z!J5i&I?@AdHCjX(kMRz>UKMF#%#pHpz;l5M)t}*l#51>b=c)Ly!SH~ANUryIbm*2} zbaST8isPV*+9j@{Occu*#*@!~9(UW;rmJnjC1LE*8S@5)XWtZNLgyrkodc^oArqgy?XszjAnoSz+smUyXN)=uMSueNtZ95~ z8M%17bDAymOD29=c*ViDU-ew)Vhon=)G3n=kBMR`c^lzo8wkqoAnqZtK$eS_nBEzg zW3C(f%}tcd18w_(J1oMO@YWl=%}?fmI%B#K5QINem-k`MxH_gASQBzTRIq>YB>!zR znX0JGBYet9$nMEXPJOOG_2Bx&DcNap@ehnk0U``2s&CNK(Jw>{?r-C_?C&^F;MR3X z)8VHQ_XcfjBxz)Pi!L$+oLMM-TEh88<3&q3UfoP()xDhqU2J%rG#Gk8F#zm+QKqdC z`itHCk>4Hs7E8&x82z9(G!di=O>aC2wgPXJH-9Px5AZX&S-1^v`}cp|=kmu>@Mdd^ z5B55tl1c)n6^w@swIeqV96l8~i9O#3e40n7?(}lqgM@hJ?@o)RdkWOu0;glnB4`5~ z&>P`3W2-!6=c3WV8x1*Jk0pSgq?=o}ZV3JW9@gcCZMa75lUplFIa3hsHP+{xJf}T> z{Kf;5rVDt+cA#VDUlgc`Ry!du8G3QEW?<5Gsdq?Q3(c#rp7IEQkZtmg8BM_!VwMsv zii7OUATR0_Ym0Zz?`)K|9y9sf1Al0Xoky7MU>x6DQW*GR5VI}FgdYeLwQR)VZNb#S zCvCkq$4okeHt<2h-p$@|$RJkz;44G?4_lpmJ!gS9J#O=?PjW@&rys-Pe(iG2s#ayC zGhz)$?CQ*)o3$MF7a2Cmy0@JBLysoSv5-F{v{H%AZl6s^EU1b%>r2MD9*e|sq+^-) zG(CTvSLT~jf(Z9R&e$_ZMw9P7Sv)m%O z-;}fUN**Ana1r|^e6Bo)&{Wb-h2pC-codrgn}-%b{cwAA)A^$mEN+MF5w`yK7m2~; zMm#jmn`Prhs-tOvz*(iLp>nVRu)hY(^W-aLfLG!fFF2pUnPP|rTHakt)jMrkxY|qY zFnie@r?>$(xNKbyl_>sxkhY8E$TtIUNB#svK(UNTsr=7hNdyTbVm1n`XCHj*;^<$; z`N5EHPF$}+8{p@|qNdc<6iYg+OXD$vpiyh~ej&uvBMJ8e8l;mm50304DtMhqeC)@& zx71`lBH>Kqy65Gh0b>Qt?{kVMeOfw634A(kSAA;btdrhu+!Q!^t}kHc-hlhF!Pj+f z){n0i-{Iszp}<=dlZzvYBP96GcE49@%9dVpXBWk4geZ3 zG-mD2T7|v9kS^ZC{rkAdxoRX;ITTMbMRG#*((jNzZQNA0_QT&T1N2B)8goAioTa<` zsT8;Z%#*XsP&7yye_!{ecxXuPc_EM0$~$OjH0^1p$ir~Go$ybX~;9ew?o!P*a{kGb6vApTyy059N{(m|68v&OXH%&1Zk^7Y9 zPuqjPG?`?r$O|osJU{!4gF{uxjA?gXgEQgUG;Nb#xFITKu%UI3 z-xJqsmY-_qy}d=O%_SxZsjv5u_x0(VESx>Bc4O{kDk_uL=r(nWZ2A>kfXq6$I2^4+ zYgoAec5uL%t#kdZH_cSA$uzaBnbjjz%(OYve_@jc(&)KO{e}6Msxhp0Xo0x~-LNCU z>hkU0AkQ&{#;&Um0MhPyOwt&=J^%ffrZINi31Huj?|7@SI2OBbh{r3DCTHCxl_oj(R-@cuoxj^Y{XarOqLHsghRLGm@QzOUH&p}xab8} zk>L(@8DauIaQWYj@0>Q{5^|LTH?Ev>qfA4(0q70O>t>>AlAO)Gtg*C<6Uc&49GD2Z=97xHCr@}e+DN?YOk=2VCOXi)e-sc7 z6%bDu6BAP=8e@x8{nMVxFjytBJwQ}b|8CG5QF=kc3~CMK(g57FDtK*qPy#$l0zqxp4Qf;=>~qA35g(y6{Ay;OSb)#*4SnF3K9E?Pc%l9>IgqBg zSs>_rB`$GfPV_)YM?^$v`J}+c? zrmEC7M6CLxb%lYlvJ`iso5O?jiQOJEv5W|fD%U2L7o?%%B3PZqMB235Q9=ISO>CJSkH98tYXNEoTI?dUXoPdtslr=+fUpXw?c zdA@ZV-7~)RA&~cSR+lfz>@wkyIT?hPDp=Z>umP)p!(2uk8o*Ul?}awQfL)yk+S4{D z7VSyrCj`v}G#v=^Ju3(MZJX-WLIf@R5-tyHey)g8%XWcWzbL@a_HJ#rc<&N03P;K9 z2zlJwynUA2wSz{r2;V^*1AGX8VPdVci%L7W$J{=*XglS0pdM7N99`l}OSe4}>R*UT zAdlyw&;8=h9-VORnIbns#l|VUS9+gLCnn+d;q1Z5W8j|ZQtl6>xb*vCQhp!LSWX1? zoR>motZ*vGSLFM_SeamE0n_|Og0RNVOHtXUCUmEnAGklR$p^sXUkqq{Wyi{7zf!mx z)|iP>u%SEsic+u*fZ3uHim@__Q3`2z(n?o~gkg;tNJTG30+B3a2|Tr+JIz5^=mx-a zQ5HzcB;@}#lwnoj-zH2t@vx769*Vn&yeHP}n=o!^^x`EDN$!qdwb&>zGMv37&39M3 zv?Gd|WTOCzKIHt5Ni|@on&^*Y`)20$gEEsyav_!pO$e?uX+8A<1`J$K&*KOz`Xx)haCV5{zsxgSC{Zl3-F}>ss}4``yXdwx1`0M{i#P0 zFti$$;usZyTcyRf_B76NVu1>qt)vTRerQ7H9&dc*Z zxH*4BaBd~72>jpm@)MkU{0D=EyI}_8|Eb<48Tz>+cH+sH*i47H(?@qFfj`9}+DV$0 zLStXA@cAs^oHYHs^j%=TxD3`_8Uu}ing&HN9o7u}%)f8;0%1yB_Rf3FdnI6{3y=M6 z_vGb~)24{PMz?7tnXM1!hkL%?x9fAwJDQ$~q@N{shrjP$V=tsA$kGV4d0F(yeX5f0 z6A;hg zpCT7&1z0SG)n(_(ZU$!}K670SKbbU~nYU}7AMrGG+1e~yPSh%ok%E`J8z5tD<>`yw zKuzePz_}ind%fH;!oAVL%e)|Cd~3JKcgB3tgU@g=1~?17Y+pHx$^Plu1Kw?{{pnZ) zKlTF`ZSU{mG8^vC<*OUdB+ZR$YZo8o6rWJft?xIA>7Jy(PbZ)a!qbhfUK;N23HkV0 zxVH5m>WfSx=N1>)AJKZ7_rUoys3*Y<7Rxb1<00RD{A3lsRWI2+ah6I?U-os?3lP?UOn%;^HK2!?|$XU+7e`TPzB4K&r*n^Wl+3n`4ZaJ;!1phV zU%pP+>@)c}yO#cdGBRP++az6#9onIz>wO0F^tpVX&BHs8liKthysgrk`Zyl!84Hds zOqyy!!0mtJueo~|rffP>?`IEe&OQ9-tEj#GI=$ahMv1dLf!uwPyZ!X@*deUiX=buC z*E0REQ(KgMEN<;=4o;b730Jg@;*MNhG~-Dzb><}oyX;lVTmVj22%>J>z=%dooALgh zH!n3K=gm|=d)L>7CdO}^4XvzQP(jdTF#b%TXuQ?s2gVv`Q~ZVl7JQ%}Os0_q7K167jUR_qRuP{)}dxNt{e1 zAZ@=CfeK|mm7eH*C?*PZ-x7ekC9$pK2?OC#eQKYUvz25%cHh6VErdO9lI?f3`8dDh%dR&&zrE)-Nj*3#6^X2Q}l)aKyf2!H@|1Z z`3qzPH0$g2+^ZN*pPD?qI)nFV(!|JzQu!<*hUlU93-7~if3*IJjxCCM@-zkl^7Qq|tbz?PG*{KV zq7AZ&Gmu9%^2kCSxy88-pMega9ljusOyrS+JTj0+HuA_q9=Q&=~lSAeBHwkJJ%Jc9e&yW7uzO76io_SH4DH=Na=CX+rr!=%tB)h5L=ysuvmF~63#*yUv! z>TytI={!n#(K}q>BX>Dyr*&7}Mp=a~@?`5=Qa5XWMfZX1&y_bTK>3_>uBsE0RGqhD zk>|#-FGFfs=J1{GZsXsxwG*{kG;#u~L`hYv9Q;!0T{^3nOHH3Kjf`}1LcZH<;9c*eaGT5%@j< zn#Kba_XG!r1Mpr&MV2cs_O#RxX!7mSCT8~%&DNx(I=Q=N7EIP~cRGVl@QM?|!g~$& z)}cNQ&^e(Q_1GS4hwc{%xqk1Bi6>c@Tbmre#b+#x11)nYoe%dlq3f#AtG$Pm+?&Cj zqcaM=Rmj-ZhUvC^y3YNp7Ko2Q*rDcDFqayaN8i%lWjF>xT5Vox1yjcG-|mViR!j4d z84KEHfYYkJ|0y4xz49yP9DinrMUNw}>(fq+%!pNTKVve-dT(*r{TY+gZ+EKCnCGk( z$F}_p%7N#rKX9inju(303%NJ4jxX?0wlN7VXZ1=sJZ!6-4*dB{tT3KPP(gFY)93bh zW{aj1bz{gnr%&MC;LBr1ja^nBN=S>l6L(|i_99jdhFE)H4Q}(x+(O{Bni)6!)YCtXLG+oRf9#jTVCH}91xN`~x&LVG z6ApR)5qLhN_v-lLm`z%m^pCk2GyT-pLCk_YWV8mCj4G;G{M{TrhD^Ty;Qq~H`Z~40^?$3wkLWpRPc!KEo#GB=&R>4$UejG>eBR1V>%2(B zwnAq22J<}c6pVj%453Aiwc8ammjTAk9-6>2VLfU$*;p^Qwr(1&e)SO?r~(u^&*v`@ zh7V@YgS*!bb`szhV0<65ycy4rBBj|3i|G{P4*cYhBCd-!jtMU|HJK{6Wo+DAeFz!P zcJ;9-^OJ7xXLe7d8@GbU_l+BG@ALSPoIOzB={x0UTd;-Tj@;fSQY~t;s&P|m3j)Vz zNJ5SE66vFYaGh%LA_Eqls_AvHEs9Ys^YnJ@QEK@CdL4{TaL<|?<{i{@DJ78OR3vKj z!n$!adR@I|vyEKC-$7>rK0`<0$Q9So1|?NxWG(aM&ez zD8fHK(rTWos;H6-c#-fnv+KuDO}Hx2tX@iL%qbt)cuZYwB0t$;E!6j2r`3bLwB!_s z=avZV%Q*Ng!6pW_XJ&&Bn~hy+x+?ii^s#z_XH480HTqYagM)!~JmcL(_sS1nRNmsN z#4gq9d>K>g#AIUs!;;Ybe8Ii znSbV@V8~HkAqds@Qi2aVUKl@2_uA$3^t!Zz%#XV(g;Z6g$(h2lA*q}W#ov*+Egu<- z6IVkfA1^{CZBKsy6}b$J(~M{=X|hOR0)j6>SLs9~Vn^<6YRClK?2}u)A@V#pX0ZG~ zxZxT5&~2~D;{XLNL-RC~G>ZWaFb9|uVubfeY8~qXw~fK*TP&55BxtnGy~?G4_-`x8 zvaFFhyW&qY_F1#o!s=iFEIR$_S#05T8v!i3{mhcdHvNEnU~r#C1NAE@-Lk`*ekV9txGmkyG`wd`H^tDxEL#kaA!18VR~zT^tE=rQm)>s8 zRjMYC0|0=DdbP{>_KoM)Vd;TZGl$4Hv9Z?iS-o}1nC>nuz6lBgcb8aNX6wG4Kdp_I z;ufg;He)kpFx;+ho0PV>IzaZlSbxJl$<;D?>zg*bQr5ko6j2n(^Xwh_!|wYMc%*vo z=nNlpzkK`sIb�+4pUzwrkt>TV+7m#$aL5Vs9YO&sXd=B&Q+n*GIQf#fWuUQnttK zhrc3*(}yb+M{A10x7N2H)862g29a6B)*R(5Ekx+ii&VYL91Hh+-Iw{k33-oQFTC?B z8%Lku&gDc7S8n+}Zal;u*uw1=l&UC1PSD`cBc_OjvEe&&eRBFW)m2(KbRz4~yUvd86-PEr9*wHz_H3${t6F29?8)|kd<1eRvZIFyhO=~rBa??>bxVn-Im4@LuQ^|+&__9(qG~@=~@!{p}!=u)Bs$%x~QK~kV%j}(92A1d+m0$ku zvaFQNwMJ()s^ZyHButm!E_BPYI{OXs^P>a+o+O^u6WZYfPF!|N-DU3w6g_Qtk~A^z zSeFTLT`Llt!bA29u3oxXVZ{qCkTCx;^(% z2>y$w@p9Bb!W2j#-8L_)aFhopBZhIRClvXV`n<0<6z7eiXP-p3spy-Vs#eAlC)l`B zd0F9AZziJenpznto|FW>!$))zDr5v>EIVDx_CWUWWKsaAs9o4 z;OP9Z(Ur(p&TblGw|KV#&HQ2r%C0Aj31h3zQpbzMaxa-nW3h;-u}_ zDbdaCYKG67iLc8MmP*#*r!dcv%2{tNELX3pgu|X!|wadpm^dpmJ<-mG>!98>mA$6LsE6fhO%?+qB?k#fZL_Cy7~`y^O~ML878 zO4hCzWhBPvNT$jkVk7bC(*s@p$o-ly3_azGq2R+jVPnU4#mY{7L-L z+9^_$pprac-T%81QsniL5wp=Edti)>SxUq(5qq1e^InWGCeu)>c1o8F%Y4L})~hQ1 zTMa&?B(oDhe*-(&aB8wngQx`pMyGqYDb0^lTBz8JXg~>2svu!axg#Tn(-MrpiEzS= zuA6wKce*$Nzwg+j=%EG~zqOn9CG`TzKDJ|oip$-e^ zjgg*bz#E`l(`+5t?tRVo>pM0F^R5$N$%CQQCfHRb1l!GuGtq?g*oa*Y#+^raiwuda zOinmpBTVqZgT}WcjUna7jL5VnHDTMPXkx9z%Z4_C!IUL5e3>D9CPenKV)h+3=0fhz z1nW-(DpNJ{<7LKlIo(t;p-@`nPm>{HpMPr54rFNza6aapI;LS;2-Rwr@A>in>Fc1r z&9Xe6WTOjlEncxKzCmbo&23)~<|-p*%w4>V_F1x)?DM9u~fAt`G9Zn)ukP&U23@Q353mt0@ zPkO+Hj*f>IuJ=XHzciB?mYn6IpMc$?_uMX~H?vB&vni*s7Zcl z@^gWnL&w+0(`7zPJ?9s3O@qmg$2aXuzq;M>QPn7R$TM(2EM;jWQ_)c-77@ zAfI>Yq2_Ctlvne$s|;ZXD-ioRIu}t9N+9U=uiFOdPatt-bb2z68_3n@um3J(kwZxz zkleU&hxp%Rg1gt2UPwz^_bcg}E5E#`#S|ILkA~fMJ#|1D7|X#EoX_H|wVJHsd~%H@AZg_s}=V8ccxfxq!r z<~C-e?te@9^bjTc_Y@7+85&rKo}kVG_WueId>?6Z9V_&|gbKw%D*VUTFezw&C-?r_ zCJrW||KnXBLZr+8_MDv+DZ75)@xPyUF#M0_9shY<4s^VZ&V}^x-|l)*7wG?ak3x8L z#!>gl0JL@x?Hj;@>S6$Z8|?}fN5KHb>dl(~)4!0L@gO8ZR_%-lkiUje`IrHi=paI8 z0A2Me7T`JhmHicb%MAt7R~y~|Z2tvgf4J86#03;zJ3(E@09-pzfHQ!yS`i;$2)J^> zg@OroK|_=Pit6FJfV#indxO_-DG9*i+V_<<>FaA)k^Fza6nCnTPGYX@g;8#)vp{IN zNVh?>0M~0+1O?w00dcqjC_sZQ0NiS320-&)vWM(fvT6b*K;(6mS0+pl6wFlJ{}=#7 zzk|Apuiz&jc2@u;DAX0{$d3i!eeDPppBBI-0{ZF-psi-$0GM6FsNn&?*$WDALpJFf zH=yM&n5Xm#2C=&VFsl>!0AAO1UzzZ0T$}I-0{s7i1raEiuKJfS0Quqvs!3PcqG{LK zKyiTGHH;c10FvyWO*g>(YEo&y_rG9SlImGGK=QTQE5&E^AS6Ojo%#as_Agl8^ct3a z2>@Q(qq4IBl(4D?UI8Mmk*jmAl5%y(K{N{Q3*A zBmp523J}l}aJ$MH;Ct==O4+*QN>rU`3kdlOwzIp2U)lrSUOPe!SO7;N(3BHE@ajbW z#V7VF;5U;{ym^A8B$_>HctY>E8l}<`a`_jz zSpNn5rWMHA`M26%tYW-U`VVAM{?@%_4)ecU{^kq_$r()4H-@5mhu}Iv_h0N`xw5zdWJyqT zK>ggH=U#Q?^@8Nz3<4n;gaz_(|NWJ(M88=C`sNO}d*$pmi9kpaJp^t2(fwaU0x^03 z@UIN6M1S*$!ozj{eq5JewG)c5&@lHmpaOZJ;uASAVLKy%39* z=l^Wh^H%zEu*_yf6b-4?K=>!qs-4mmyART|$CRV||r=g+cg=hAy? z^-YS-x;pi`8jde$8k@SDUr{FuT1j-FS8IouYFGhPkK2eU#5=!Lb*@bDP$t=KzqTtX za(M0Flb4@S_`qVxT#K$GqVLAC3-&u;hziNWPLOve5sPDA9ZO_-N4|EhwvL>yoayvN z0&d|ZE_KH8`t*9TWT_m5&bU2}NXa+jWt%b+~ZP!&yL(H9g18SLx=4F|d9 zQ+M`Amv|LJo#kXJQXTE>w;;bRc-K?(>+Y8cI@fsntrYL}^Q={wDX4W`I`-x0PEGu3 zX&Mk_lVYzIKkOksA?aP^bazOtEf99z7WbM#J^>Pm^s^(`Y_s(UId#^OJ&~xFn|s>l z)W<5B_USu^{nlnY)O%&%i%;CAWSPDw-2$TZeMN?jb(OrXYb4zFnCxYah#B5q{Wto+O$>_C$xFD(RDl9?3 zDS1b3` z{y~KIhvU00v`X_dunl=-+|+aXd*Z&pNKR~-!B0?esOHmwy=g6l85!O~BC?jpDIHEe zq3%w%oTyq5uP71GIP)A{CB#22^y48diW~lG=kvnvMfk%Mt>$(&d-iweM~eky+*{#G zG>)BH>&9yjD{PCQj(2tB5Q7&Lo%??Jw)PTObtQPk$M3h9=;0FU9|OKCEL9KzWzIVs zl>y7~d$xW7d9_q|>_LKNQl@u?&<|O~)7S$iZZ1QcOKz==3x1;&ed+R9blIwK|2Wtg z%JA%jo|F233Fb}RDv;9d6g7{Za${Qs;<3d2$l;#c`@V4s!{bBMc2lGJ??Fxw@9=Gw zOkZE@&1HrMbCKBA zGF8*K7d@h*yTf%5lThsN+%~W9wulzip(iYKEU%rhsc1$sL%4q=oa9kcTWoLm)FQ>G zxM`fNl^$_?u@gmB6`Pe2Ui|_+j`- zTxHsfJD1{^ufa>io&8Orwwfe7o*&@MCb3q7wSmjax#A7%k;~UampMZDLQQ4N7w+Yn zYPgf>38^_{$Px4=YLo=vl3oo-S7V{iE@;}~COvAMzYXmMDFF4p?E9C`D3$L8D>3G@ zvz)a+mT$e!RMV9v;Q2th$9PNTo^)ZMjEo$alZk?CVvUoUV?mL$W<;b)9jNF9Ohvyy zNdJ}&EK}dgeVAM7=PeTF(Ct)j4>5S7C;G*mV~lvWn;5U~X~jZlUz9MKCT7JsuUIu1 z9|5CtSxrr3!B2DT9E}Mg_R{2uSJ*#0w&7dcw-BaVYmU}Hv!iP--CUU9y1C&r-5rE= zSdl%A40)B$ROqS7^Wp34gXjuTWAgInhf=Yk$M1F99-;eG&!I)9dNXAd4ZjcRK7?1o z#>T3WopauI=!B7)D4+GFkqjgms1oD9L<<0Zn~wJ`m&EpJ`oT(gz8rIjzw6Qx48;}{ zpTosw>+Y(F_-UY5!`cyn-$S#iHe11tIAL`2OwJQcD(-t7RWnkf3SPoTeL9i@}n9T{A@QZyq#J zZGa5bDsC@qX+a+-D`>lP(D=CbnYp2M-KXLG!(j!=AKwHLh7FI%1G8o*Bnamb>(sBt zPdwR2)p=DAOD@iwb#S$o>rdTjgm!Rg`&oTmKFZBl z>wV>Wv~hFi2AU{w8&F-c<<5nOj@S3}$hi;P!nk-6o0Sr;gEHo}rIuau7G(2yDc2S# z)U>Jg+5?1vqxVy#y4jZsaBJ!5AVm_58A^ihZa;x{E55=o3lestYopSfdY65$tY)!& z@;b{BbQ$i zK{BHMwo^x;!sCi6>L8VF;eKZNs zxo@lT?uEw-*1NhtK|i)Od>Fs)=POjb)^uPi|IR#HonhJhEK2*q-qU=-v)3dU^L%;& zF_`_0yYW#RTz1Q6q7{Qxt(oWFPq}@6>W(zjx&VFl=j`f);C8%et1v$cJ5 zTgONJtA#?33ahwuW^pJ+?R}ssCk(yQz-`;p^@D|#($cKGzR?ey?GY`DKCmErYhzwY zJDcU!oW4x3wW{DGE88=tAUI{`R3Fs`ru@EmV?2?S5GFUzT^!KhrT{a zm%iTPmBWSX*RZTdnmq;m$<-f^X|Q(OrKk*7lQr#EI>O|K9_gSfcYPS|`v7b!{(o$J z1yfz?vMsQ1cXtv91b250!QI{6orSwYf_t#w0fM^+cX!u?yF9`^XWv`5-XEAXt9tZk z8((+ZN1$-KKgn70c;yD7Hx$(dMTy-Y2E;3nz9kk&u-X;d<#p%aOh_b(lFJbMV&d#q zZ7>hce@@C93q;fPJ2}I(uQ0}E4?s!JLCAuY%023Y8kqslCU1mpI30w^fx{Q_K!E_U zH{zdywJFEd5Jm&GDptF{tVe!S6O5`R*#BiuAMqkP-0!lt0de-ST$9@#Uhw<*j3ZZqt#xJwJm;JT z=A_M$!u%mXRCpzpUj>(!ySK^FRsitVc45o=F6A{4S9({&B;~XHz>%!)Q{i$Y)W3Kxg zyy+^hw`2bG@w=xy3U}o0jP#?d7K~R8OOH^!5a5%Zhl)I4Cda$?Vi?Np5VH+k0DStA zVFlGnqkJvk6~>J#HTo@_AiswbwD-*6y*Uu9_b;>HCCi5cuz=1MHYWdxEolEF5`2YCPL+GCe!?~y?28E^H#&FYpj%0Hw*<`LwN$C5NnxD!e z^uJJLV*OB}fr3Gcz-;2?tc~mJ?fiJtiUTB9PXnE0T>55QK4&;VYTMYunb&Wib*R+Z zk81X4QTXO`F9eJN7Cw?U-#po2 znBjQezXo8B+jkctTwwT0R30DC(}^)Ke3LCF(zD{&w1JtB-#(#w_4T^;nOyCgIOL2@ z1f%a9Davb%(K6@k6p-MoegeRik*=N-{cMB3HpGA4b0VKe7I}JrD(;mkR)esNLbL{o z@R6>N70U|Vd&|QL&4M+Sh*YSN&iy9)oF7L*H{ghM!S<{mh^%<45$7i9*A(eqqE#9; zLkH30n?QFMEz&me`W1VBEY9P?-#7JZJRu&HTo~l$3;qj46iVdwTgT^JmIP(^j)3>t zIMn7}1mM2KmgGNXkl2uKfki6WCLFK?!TX$LqTJqGInSBy><7e5Q|nm(8L9ar%oe+7wI4(%Ch*uJ%RxOFX=4Pq8Nun z)NcIp!N#*R1X~cvVxo6eubaTr?}~9ZP|r|l?ZLo4e%Ii7i-7Oid)Od{a`?A);d|8` zcK5gHCIPzt#ik4-SkON~55+vmqg7Xxn zWLDVZT$?-qW2m0#xkHlm8UPC6Y2yXhcp3WuQZt|;cmZd|6mC^Twp3d1XpRj)m0 zIFJ6lwlUB>-|On_ZJU`?{AVF)2rNaQad^@fa6Nt@I83af#FE8_UFDNQ zDy!PbQE4SC)r;xM7R+L3)6~cDZWJif^4*A--yf%4m;i4`%DBDn`05r)Nb@Lw=|2!i zhUT6Q+uOfO{vj|royH{(Zgxg&{hn?u`Rldh!DzCnT9d=}?(mhvS*)<)Y?r|CQ6m3i zcQ?0e?T;Y>JH__5o!70G>3=%SZB{6lk|xW z9VIuJ6h`xiyb7ls19x=jd2mgsz}7ni)E;43j&?`%a_)52i*Wh7$Zcl8+ z@Vrb-Vv|2{tW+kigYu+A^;gf#17#i4_((8r(30x+%p_6#u8 zt59eCXVn34=0RqHM%n{{b#_z=C)E&X-qZE?+}h!DdCmISVX0=}B~HE80})dC963n) z#8+&!3s^OkvR^;9bb6X$y8wF$anWl8$P3G5hjq=neW%csGO;kk&6*5}dvwVS4<~BB zje)qycX7QBBe(=U?0Ox4b}@uW@5!Pt91|dS#iK=zw2`lv^X)}n8VOse7CUBW?k%y# zG&{m}m_&0(v+P;;EuP^5*kl#n#72wfywB)B1KTGj{iU6>4Q} zPuJ_PnUSD&Pba4a6JSP2AQ3+GiVb=-MQq((!r0e4LtxSbsamg)1fb!9jSvJ`*<;f` zWQcfe@LUL+Bey}9ub_12oKp!tH&wRAbm7Sh)b!qT?b+kk)&pmYcCTNhubnDZX|r?Q zUR;glJ8*~IC}^ov7Jw0*`>1I!bn(Nj|}b{3*CCmz!)BU%)^ zbXnEC1EaJum&q!h=Q-owzoym<#BF{{w7}CbisIkMC-^=6ej}g%a!+*dzZ98_=Lx|6 zr}z^4mxOH0(^YUovJ0)!XGToYlX8>-m34;LhcL@*YwQw;1&WkIYn%wIT!_T6wU%g3 zUQ%pzmRx=n_RUO}K#CopKmlbHU?Z4C6-4ECVZ{Cvzr?*L{E6FiY4@-~K-OOTeCw38 z$3Mmel87DY~jjZr^H#>%gyd^u$zca>j6n` zUO2bkAtdZGUC=8>o+bG%he?#2M$9l%>29-aiB%8H!{VbNA6qj|lNZl};d8ncx0hmT z$*7s3*VMstij@siBF+=__0sA?n`eKTkIT~QlX01a5+Sh`>6zh30q+*8|$Jp`AB26obzI?R+hxg(Y!F2e0#oyN7%~)SP3(KM`@5A-9 z<2CkZyPAs2e(BvF_ClgVHdg;_iFM>5%6FiLsa1Jit^0lZT+49h6#Wp}oYyW^*MOTn^(Kcs9YgkaNXZLC3(r5?4|1DWg#FJJ{|JX)>49@d~hJj|_ z6_YV~GqZE5jz;WS z23}vg=ovLOkJ|Q9p?iY$KVUPq0h$fivmJSItFYQIi*rEe@up4B2BcaLu5}0xU?m`; z+#aW@p^|4pW*z*N^KJR3P!`cR>`y*Km(DwnEB*$eQ<#zXJq1ZHyVx}m&(FLNO>LZn z5ci7X(0ukEatM5of0WxpFyl!h=N4fFW?fTr0zk~8!v5~)J_OIWGrMk8!ljTiJz zUTsWsTsA=4`Qd0=R<~p7+L2}bo@KBs*87*T#%giiXyclwm-gcuNqv4T=^n}n3lLW5bXhnTd&$0ad@4~NF~~QVxF1o;?4z= z?(Z(HIHhb;G{18#P&@S#s24>)$9o04rz~4M<%{jQ#23wNlrjZiQivgS`Yn zxvN045gz2`z&r3OCU@8?T_VV957ab$p8eM3-~JC&f}nQq=5-5qh|`dAdl>VV5qX%0 z6Y2_onVhxMiz9uCPep5G-W&nmDsM~cpX6zy1H4NC6`R&~JOkwtBBXjIs8(6CaTO50 zkKr25Q0o)gz%t(p4U3FB^k)R@fpXD3`3GBR43;wlqw+e!at$FFvrl_6n{Ks;dt`Mh<<{w1FT_V@0B4I`2{XEp3 z$%13nq#ypFVz7sbK6Xz8AMQgyK5HP*<48K%fVyClADW*WSg_<)_c!G3WRloEOCSSl zujQDi(MHqm_x<~!>+?Kz#xa;~&Y`b?o&<=y!2CaXhCZoCt>RGj7#hpZM>(AV4q9;-~`YNuO{D8w&o`}!%T72WpI6jgZUqI;$=ODn+3or-C+P#~O zWZ*~-7JGQ)AU*&}d`oZH!Lr!m<|_Q6Rp7~AD^VhYXNEgUXSszNa^tdso?F58W$Nd_z?D&3jxp*q` zc5sCSUCsdLIHtglI;ig7H-}SCW_4xTYl)viBOW4(7AyX zk#hXFMWiC{)rYzbgT()lFb_svTBphu7@(3A8F4JDOn3)j#Z90pLtplMQuSp%A4vE! zf^d!nLy3Od4&&k{-~cCX4obMN3S{DRGHm(-MJihWn-z#jb}3ijtMSxY@A@C~aFg7v(xK8w#@PEV z-5Y3>DeR%eM;z)_o=M-XORgcdT%QgSXjEAEx1z-VFX$nh-$DOAqy2{QZ^R}1Ps6L! z91`bmUBZ*hm<(8duS?LOPiWE+Sig5x8{h6C2tIW5;F5;tbP^hO`TGmS`D5WK3w9v7 zK_tNIYqOmB-<=B2;boNL;cA-ev(ZI+`&%*exYkq(Ln|ZI76XeV>-g~jp zL7!|2R7GtxL@~82u1WcD6D`cxJIU2ca6Tr4^mXLrvX&%xrV(GseE`Sk2746CB z2@LHGguxO*RX)xQCDau9^und-T@!5+6p^{Z0rI)rdo(puBfUcw0xu;n0D?P{cZAZx zeqL5}zC1WK=jYqsg<%e6a=Y8SH=I)^WAP?CG40$jP@mPXt=i}4-25%p1WPp4!}fIu zP9Fm8=5a28gF^XF((>l-Dav#o?F9<1M>!<=l}KpPs$;u-PS017ZFQwX!K=MUM{m>J zit~&E{R`Uj^iPp#T6&!6w?LGMU#_sEthUGotH$|I&qGWfH>C?--7t=DS}tA#@Qb~= zk#M$m7_Lr>RY&4IwU#~u4+`X*MohgIzCQ!}+&-HWs?DGr@_<{5g{k#oYx4=O!24Ql zf6egbElyNQkB_=0J>S7YuP>GCQIrhIvu{DqaD8;tfC0D zf=^3>U(1V(B$Rl`tL^35%2#^Hi#f`Qe1w`tJ2Wu#l8=sZQ>a&>Lr0B^^m{5JTT=uo zv_t$9DvN40eTv_z9H4mEn=bkx{MsY<>c=gU`7zNr?Hm%Xs9l8efI;bgmswmkj?7U; zBr7*24&s2U2o@+;!Y02h^^-i)nB;)mOR~1GTyTxU^Jn(l_Nr7@P&5#A-_n?Qo=uM>q_d-SOzkYW~vqxwa!cONm>aCVcfHxLj zjkoi|xB?pcHGv2r(M%r|^+ujR8)dp@e_j!w z6-SWfwBu%hhvuo7Y!Zj&S<5%cSzNw6S2*Zv*<6a(ve^#FY|fTc5|+wIs!ZfV62;-` z1>ZPcs=J))E(c>fviHBQkqoSv4ArAwELF|HTdtaA&t;c!67I z*dywR?En@Eo)SiNCzEPBWq&zE{Ca)@<%#2Cjd|LQ+k&#aDyrATmeSE4u^J#&ye^l! zWe-2RN|*s@*^IaT_0(lQ7)cPY0;nRwFSz1yrmEGyyxDNGo`X)jL}eA?J6anj-Vb=b zyWHoV4|^tD?U3;1K4J%~us$yPRAGh5I8|QpS+goVQY}^)JB40B#If)}w0A6*Vtq6- zbJhidK~?8fy&) XYfALrm%F$xNAm&p;Iju-SLyC`wBz8(_Y)ObsxKS;neBaSYUR z&eBMxTRrdT(&7k1qbIO%$+GPH;G$=RrAH@2v#|N2i-=nbm#A9aWx1s&I!rwNsYVi4 z#QogScx#S1MTL&%Sb!#dXH&N_?UL}>N4wmq5+ zvbib0{KV$`&#YuE-}HPqw z7<_g-!)E1EU3m<&I+bo0%~hx4T(|ct22*`Aqa2y z89W7wg>eOKAQn#2l91U-q!5P8PMWk5%p=R6*W}58f4kFQpp|lf=;6_fbdHC@* z0g|*+VW1ImoA*Q#>*T|a@RzBcM5MTUY1C|?0-s_GMRSoq2c=&HBMvG_84Sz9nCO*n z(A~z>c)=G$wn1gzQ3*8yWLhv}9+`1A+q&}MrwYYlyI;91 zS&|?4z`hX%rWMLkhS!>bU27C&Kafdf`8}{gUq^edhCG-Hj)2o-`aNLXDY2Aa>Y}@B z#Q$7_9-iWPOH5t`+bTHmNs_MWYR2D*tt>B!ZtczXF!Q0dhsxKUZx?;PXE+Q<;( z1bo9b#-T{G`N)@+xaCq@%<3*2ky=kIAKx*)vDP`Vopk-E(VNCK5Lf#eSG&{b#eJ`S3!Ngokag^#c7sJ>6EanqG7e!K*UDr2l3O& z21`OGEr{G+HQadclHHn;7Q@UBj#`c@Ja#J?gEwZ5qZkagb_WiVJj@Fx&6#E#rtAU| zzOBPJskdsJRyz;fI6q0$=T{px{w(BvpO^sNPGe|DK}lG%n5A5!M4Q_+B=+uPhJA27 zlD*=b(})}VUH4VubkVXx$9}9G2T}A7Rm)4ja$i#OdaS`pjMlaA3k{$0fUo<(YLOyJ z_Tu$*@M3P)(h2@|$!^)5P_#xV^xn<$$<)uxSN@gbzDt`d35$AYB~`W!sS)5-D}p^h z=}rztqOh^)%10Zttra%DGlfo4kcK~wN zCw>%A7x=^DxX(U4ZjaeSDor+Dt8zU#+o+>yM;z}gM|!Z7 z{*efT0sN`-bh%8V2mLzmTrdY1wUBP=;gFx}u|o!(1kv}N6C+!9*_yu07~MmO3+A@(&7+1z?6f}7H&;L`FD zF|2m^bg;tQxIeXFAVsloe538_=GwYrTAFhq7w{*k-74F<(STfmR44-?lXO(6j7+(+ zaLy8-C58^>i8GxXH3jvm9G(T|F;I8fXZ;kr)DHF4znqcgs&Ep4aQ?M_y=KWtLU-R1 zoxhQCliz@O+3nERrTLQ^d6CBG@cQwHgnbjZ8Fu^8%{RcuF?)k+5ao!V8T#jlU_%Uk z8u*FCI31gkqZ+};jB1HKB_TCXwE9AFVuUbzAv;w->v5uuBD4H4L;7(Na=oU<)v`yAGYZPEEJxYdwtM05cX|tTZjV zAkQM1?gxMj_@;Bg`0sd%Q0Q$ub<4~5CS-!-QImi27ln;jN8t#q(JcOfMzPyPy&8aU z>TwuR8eJ4nZbsp*ey8+9(g*_*fr47m+@PRPsSK0$t2{Doj~mB}w!yfa$F5K4y=j}B zD~Su8#PTZ*4##%LL8WQ7zVwjE$x1PMU)UmjNNvL`&ewIZE7EM0g2!aQSEY)8 z)O)6Obo(#lMWSba@LowacLJ0ualV4#addK?L_dg``id0%icP3qvM>(X z+B`{I(rb=1FvE*Ilx2ni$Ltu=>pkPGi;M59m#|ri#nc>g9sh%PQjEUnhP8<9Vu+zB zN2tjNS8j}@xk|ZR=f_L-=o6;}H*l?DIPe3WOGKa*0S_xqXWDf%9ZW+?Pe`RiY?B0h zvXyxW;DS-ube1?>H=u@!{gbS{`awo!eUKgk37zd?V2ip2Vu_xqM$XloN86xTf^mFCovIts~Ef31~M`jbVG~s&#<-Kc^M}#H>T3%Nf zfxFMCXt2}dr25X}AN)*}?HM5$g^^f(ClaSSPHJ#u0`cmp`iM;t^c7%3&XY`_U9b?b zNtA+18n||aBtpR=U|A#>V#`DrU&-ypL_^9BGQM#DOJmlQyG@h? zt8&sOfgH`{xv!#&(@g%=Fd0)wzA1UAT z-pbvwCkU)4I*2lCWjsrHpbPQ^c+-fl=LP?IQ@C(vd232sFoqhReV)Fhoem``-b7R8 zhhkfX#?lF~WY0Z)@q1DV;3ZAw9T?e*0~N1<89T;bLXj&4d_@?bKeRpkgtqa--v}2M zO>B(hLX>(Mu1AcnH?S6_b2zq5bRlu!brAu5jed{CB*7=9-b306^Tin>Hq6Vjko>R zh-L^eG0m~8-3W+gFH}*>74x#-ZC8(SZW4YQKke}!yU#eTNs1`8gLXb)6SZ`PGuAEo zBOzOBzgK-d#tui<_`QK`NBa}W+a+bWMnMEyTdVe~bhOHm=OT4u0!bP}#C%Eo3u3wh zRRTIJF7;JS!3=~iuLu-1_j2y%I2X)?ERn$2cC_2M%yXp~HjL-9;~xKQLH5?N4A;c| zpZR3jT6A~2w~gR?@Mgx?N_1WWV0MvXuxsiD@!1xF*1?@LPt zjm^z;ZiyPUVl$3(rW@I3Dl=UuG}u{RH16Qfi)+sGXS#%*bUw*ptzu|2fZKl1J)+h2 zZ^zdWZb4iOPtGehC9|VXiKe}Sq6Y(gSkGGb;zZdaN8lHsT333~Nbz&qK+FihU__=G z3D`ROHHR}napnv(7J?GrfIVhGxXDM8%qFGpWU(hX_J8g$gTLvL-4Bt;k{G`}!!^z& zag6hqRY$591}hb8w9@~mjZojIDX#}Z>t9ecPx}b-CtJ*(S{rI;@Hs*kx}`S<$sK1Q z+p19=qeq~V_6gR^=LzkB%NtIwqjt~A8GSYM)(^z}h@SyG&k$#OtXAvYq{9tV+khkl zv|YNpLaO+}u7=EQIPCiu`Mn*&3-!r)O3X>!%RxNk*`7ERl3xQKm%V=!Y7GFf5pLL1hI)~OGRRr-%3JZK{A9aH9Br?Bs-G_uB%4s=`r@w82SJ82RuhsLK zTAfNy?OOvX4w;!+;@@5nrXny($zDdDt$D2Z|N49>Ri5P$nv!`q6Ekd~Z+ASC&$q=0 zt+ZN7F917y5Ytc;VX6C5W9F!a!hJ+Er^%HtfM34yrnHcMrx!Cy1gciLHDZUS#ZsJ8 z(u3jTruyb8wUJs`x9&Hv7_CN$uL2&e`lhJksq7Y*=7MEk=Uo;L64^>K+_flC5E>lm zRa#9Srm;^*5V#W#gpvauy3 z!QTqP4;&2XZ+Lgo*WWePch%RQG+TcY8_1jLLkg4Xo9b_((v1#B%TW(UGYmw^jSdV; zO?)04mN5aN+0xfHjDVmqhWNFBo8tFJ4?;s*5L>?42LOOg;bdfVX0`{H@(Id?KrF)w z$4c#GKIOWX3g?0+69iygOkrk3Dq>(sGhbd}=3Pb@`D-fUs^j9~zWTFSCJQXTb^ONB zDM+CKFj%+kB!9_Qrk>}~k$gK?k06+pt z_-|BPI0nLnb~!Mv!T9HAaODS6A%Q6sX$jeU3W%E6Os+RY#fK5F{QqC?GJ_?>?+zKo z&mBAr3J6a8RgPepE}OBT8jrET5|*)Hnv;<;+e+U)tE*$Z1w72jPd&)L(}Dn14{Q@p zz6DaU62g#(6dHf00pbe+*aDGY3n0wj+PGQJ8U`k;m2q+dEJ_UjM7y^G3~c$-lKRay z?@uD3bl+|B{<5X)O_A{*^l2!md3sxEtE@#xY;o!-$A{>6@H!L9XrXtMA9CVEz85 zoGi~tj@MRN^Fal~LiYKSzYM zzqW!t8bvQ+_<}OLMjQ7syw=h=KaG}3d9v`C?cv8**#9^!Y4%1Sxn=MFHU+sGzfMWq zxFw#(lyujWQ``ammu1@bu`*uIsegH>zLlQqsyZ&-w@)pVgj2 z^!8X|*6g{C<`(MbDq5cVzdOAI$KJFyJHDhJZ`XFI?pN&tIcv0RIN3?G`JD8i?Y!2N zPs;ZlEcCYZzV6{#WzGXnTKRXmv=zF6RMjbKsYhR;8i`2&10=PP=bI&IVzRkD0dgqaVGg7GD&JliSTyRgkZFf9pjxUW7hHdeDkRnp|Kw2eu%3S=G9Xb;im8uS-P~ ztais^n`Yp75xvgoazVk!%iW&fK7^F|M#~tRQc)J)4>gXl)ce?TTvZ;6)qK$K?ZJKh z+yq;*g1H)?D?71j7G?GkmG_j~iG4ePX2g&1e9&&-byiwA2>t86?(}twLuc?eUR8cR z;QZY$gwG#oyXMaF@g#nQ^PTwuO%q#NRY|xEu4S6be4R|Ms|#f+k|wIoy-MFMM73UE zR9DP|rri=x(w%}zynb};pSw8<>qHIo;A!I9U6=Dco1&8AW%V+Fb;H){N%J70~ z4)o!9;Pr-W>JGGrrthK>^lj)q(4J~?@BqU#8)5Lhub&5&EJOU zl-W69X*A%Db~o5gmxXdXJji=Sl@FF{`ubaoD}EiB0Ww~gmf=bqmdo8*!dn@%lwSR#X+ zUE{;%ra!Dsai(VHZ(HJqK}X1VdJ>(+1Pxf%0+E%TV06)Hg4d_fR?tqgdKHzo)9C%E z+ZfkvYqI(w=#Me&H>v{SNFZ+NI!b!dm*)=6`g+I1lhr?m3*R_Ko!7WsoR!9>3lu%@ zRD$n_OLCsW%_G8Uq{HXQ9WoA|bQ) zm`PxtMGY*2yH0?MCz`^(or(Y%IU=pjP5ug%N$J$cv{<@R7=XI;2pGF?a;Q*3DcT)7 zsFCqG^g5{dt>teu8%{9}Qz~e+w9dW1egAE_v~WLP)3B5+ngtkd3J@4}NPiOAtn{DV zaC4fe9W*;f8z)}0LXf>rNg+z}wi&V5OuxhFfZHT`igZ7Tt>7A{8=mkTaXAAw2RpfD z+7HxP4;i@NKl3H0b1nyoWjOboME8s!^^D*;z^L}h-1e$qIAAqciY!x{WjOUKI)vPz zrg^c9BKPu%@d3Z|%naa!6@|;_EgM)$Y?!9Hc!?tU8u-PekyXMkvS)cikF1q6NOTH+ zuthsn53GUC4&#AUqgZXHu+4I>5JARPG`&5TLcMLs0ifh8nDy{2C(mXxd3ErKKAphE zq@8Mr2uOH0P@Got-}^b)Uz(eR?}aYYZQ4?g0f3)!k%1(54!0*&N0OS^1;3sw$Yr{n zo}sh>dj57DmFv=skbo+vQ9pK0WPE)TclH)Jo~}~awaN$V@!K1Pf$Qcf&%&7Y0ESW1 z+|%~+^o{h}wdxKxK?r3h@J~hes6C`&0$ugsEJi!~C$A(Fn~=tWNANqWYBCWV-~k7C zV@&;CGr+^q((U|TZA*`y8a0$x6KQFnZyOlyyOsiMR)WHQSemVgX_g36kEQpQO`&iP zd9kxs^kS#kQ1=bdw^Q!CBy$=VzYI}EYV{17z0$m6Ycq~+tuX&|;P7DW)gHPL1ruEn zm0&%--BKSA__nM_|5oS6{AB{j{r?1fsJDhrU3oI26(rH$q)!n7Z2up11E0B)0_Mv@ zLM;=dH%;*thO%UJZ>Ny?$6LzEN?7Dn(b|t#TIL_S>_`9ywZ%CJUp3xM@)4Y(wOzI3 zJ5?o6ZD`K)k6PhpH7XbaeHr`^hjT{3zl;vqeK@9CaJO4CzWy!sux1y*Ty)KrP#%nGx& z^xW&0Sp75=+g4UOhmu^j3I#qxYH@VKD@>P-28rm+_O8R}RhLQYKTxD2&)eXcJp z2CAvx=V0s%^3Pz2ymG&T#NlRe93qE;fRr^*2yaw)5#2L9*`TQ zn`KMQli}WmeZuh`qbsrY(22Ms^oCbGRGfA-_I)y({n+b>-xx1`1ji%P)=?hYY_gp% z1^9FaW-3+LQDZJupm@cGZi2~sf6aac#&oG&h}43@pf**^NtkWzNfP5^jlkE!=Cgu*VLtk z5wFTCHq=I!u>@e{J$gE zcO>?|`iz-}eg8C*D~ktj*h?-OVRM<#@&g_oFQOQ8Dg_tcruH}9CQL$rI$ExayfqpO zl!5~))q!$mgeH}Oy}dl@3gHtN%()wJu4wW6<=x6_BPi=F<-FySI}Om58^sRhvq;o* zXH=7I@F~*<4r0lvI8snK2IpSbSC?|9F%XV@izH{I?dKA$3T#(I)@oZ9JCj7K94gzE z+KOOg|EOCkPp9`ewj5M%UCrlvY)t)qBvy4Ocq2c^)jW9mf@lAS(_ChKeAa%)?kQ-D za%*aeWw&Nh>Vh0{SH=^`&cdJ$opl0x`@=x+xP?{M+x5NWfX?13rSnSmm!*~hgsgjD zXVbKEmkG|cXf{TvudIf2_;@n`(Bk|Id6MS*;3d}9`Sj3_j=_@Af|%DLQ&<~om;U!S zW@o+X;O@aC#o-cvL0ftGpBApX;X7Xw_GKkcSKWgy_JVwk`>~I&8#zzmDNjasFnsrq zIXLXIz#WOs^3T`c{9j6n_7PJ0_57&pqdk!Mz@EneW}N`vU}c=+AXRFMN7elHan~!p zMQDYmWP7MEsWu2l817JhXnJ}N40^v_-B7$c=$kfp6ny)I&P9qVY;EXEo{kIcpgH+a z=_&%+KF4$c1ULURPWAehEBxc?R%|DNvQyo4y5&J9#`$sDCg`$Qd_<|#aNTEcW{MxL zZwO+3N6^SSd%Zu*Y6?rvwEE}a=1vV7NhF#f46aHh zcc?BI&R+2x=Dp48Lq+#~ceWAym&Q4Bk0}%JIBj5g3{>+!rKb!Uz$q3PmbI?Ff4J*#FiB#f6mq{ zHJw=yvZ-7$pS*K0<)Q6UVS2j8#wT~T_-wxVY)E#TwSr?Rn*xQ2vbzrctQi1a5hvHbkMExVKF` z5K-^Qn0!aZJGZnnCHuAksDM%sU~lcrH^rX9yO`r;H#%`jISL#4S-x_Z6+tPC{hRJd z7Ec4LX|5>KItG=L<#fgfE~bbm-Hds@O%l5h>hF^8vE~zbii%(V7?XY~6`Nv!RPeDw z%uOauq{V)YcXtX;RRIJEMB(4>QbnbKZf4R;gE3R*KQm6b zCg2nUtID=MX!U&7uimCp2n(Y-oILxX1CE25SD|jL9VGaZZ6==9;?Tl|$AshX$I6T? z$qjTBTO*G=*q!e#4GoGm5Stq_=7jt1+E;I7eLXHTwZ!krEv z4rqK!b{Tg>H`3h#9P80RHTX~BesW^x3}tcs>to{0d!>k^I>^JB)S?gqsMNlGlI{${ zx6mnrnkh^5`W0<~T=giFFHnUZEMIN#3q5fQkD-VAycn(Mfn9gZan|t6TY`O<+h{(w zWX81+j!uNko5B??A{C-!fVYLJg7i}Y0?1MeajU+P0rPkvgykWGk-~;i{Y_*t$lH-ln&$yWcvG>jE(th84%C1RYVuB@n8HIdm|$3cepLS!%gh( zSgc(<8O0is;cx6300&$A58|ZXUV!tZvZDX8c)A1kFN_RPtZn#IJV=zdXspmwT#9Zf zlE-Kc$s#1ff!E{XT<|+Rp!P~FN#1^gq*%wagomS`d9!iMgEB&F%zlmU_OXp4V4p!0 zYV^Y<1g}I830g3Q+@r2f?r&8+ca8G0mg_??VC6x(hMskqvgTOJ%uh8fZJP&u6~dUy z7#HMwR6^D4_>TkgbU1?59|Q^DvSJ@u62fd$+4+D!Fn>#raL~-`D3`3WFh#=%Zf8r4 zeI?5JU`qTw`|Iod!XOc$x8kT|NVydz;6QS~RxN6F1U~;6%THZeZQN_wEysh5D4u8T z68IXo1moM{r4NRzbdl5asQ&`NEO4cHw7ZG341`{(6v!;a~r~Mo9x5og~Sz) zk`oiHRK*=w&+bz^s7t58YSlg0YF0~ujeC_|09@!%FKs`C*T_*D5v~-x2t8+Z)jQqZ zhk&yY;CbyatL?=^e`;k1C$ z0LCL7#`b3Ke-uAU@Aek{Ywu3&e^VE-e*}^?dSXTf$+X=7e4qjZ*wQ};&@)$bz672hE~oW&QbX!$NtLx+wJY4qcFUBZZo`j_mlJ5FX5dc!dvscv>_26HC}=M4k%5UZrfehV8MQIYeYRl;K$ z%!ffQ2V@r6nfM`m7ycFZ$A-(ngg0A8r{TL?wBE%P0ghK*E@32(KD4GUyC(N@EY7h+ zW?)+uLuDbv&P9}eiSxySfoFFu^$Ch5pS%pmthp9Y15ou9*9v#-*Q|du6|*?xVc)&o zlq!k))+-=Va0;iwgESk+frhk;Btp@-C471C#;CG?vB@VGXbYEqUlGVvt<23#Y# zVhKQAgGKO!KbUjbqJ#c8Y_8frb`>Rt?)3wilo% z0qbMiGQPF(L6S7gAD%$Poh4hJggnoZ_&x+~$ai>fR4iDlncGYtXsL6Df;zovsvsgi zQXJ5U0f8LYPaQb=k@$QO35-=+YxM1hTi(eMY2p2k1^@nWZ))!F_)!otyZ>Clf}-dM;>!Ygtb$hc*4!lGn&aRmX}lq6JG)WR5eMt_55;Bq z*c?l?ye;%NFk4Lv$7(I9*VKWt%H_cTw;cNNZ}ZdWlv=d@?~%aP!RO%du+V4 zB!2Z-l}EeYhoYs}1f4%rsnb1Wlmb)vPS(Q$MN%Mmvt7R!x2{~;jT(0okf5kls~*Xk z`(kWd&~&p;!dS9m=+7GsBlUx|ATfn-4*ftnK|rT7v@;~KV{O{FUqb?>`yB;gaBLp| z!z&B2dnDUA=e=UF^PA6mE3jy8Su)ehV7vWn`dd*M5g7Ea(w|rYJ_oe3!*{KD)Fzz_ znSIcMlM0SA2fzh)YG~CX8kR9~vipM8(^78-4UxTBTvE~zs~NyxggM2Ld0w&m&PjC{ z8#94A?^RE5wS4k!t1keECAi+Z4yZ>)XSqR^{|E~+Y%k=CP z^C=NX+~(!DVGm^bN=nQdSv(jPx!^)yFb3)Cy1uZp6-tsT+sa$VeZeR-ho40fd&;Rj zpTJi{#ORbLAD66y$JU@@w-J~Q)(qxf@nql_fBs@Q#>{I<1O+jmbStd)w}VgA7EMpX z5xE3hjQe+XC}NXG4F$<69h}it_-}y+ox_3&MYYiB+-}Imt|qQG8afNd7}|~4Sj!$d za~%AR`~5wAX{V1`mA-A2Hr`KuBrF!&5kMw}Zt1hC$W`N^awOwx;)D%izdvL^louge zMZYqDNLAzP8p$6IVQW)<~6Z`ML% zfivk1o6#R!F2T!hym1h}cyePiFj~PI=etzTT8p%l3f`czccpb(M_B##LfZ!=P8JGz zk2$nQ*guRXeh{r_G1I?<-iOu2u8J>Z%gr+4N|h z13fXrD=rqB6hk$~>icg}wOz7X*IyjZ1rYbUpN#1QrYPcEbfso>vyRvK<|*4AFpOI# ztL-vqD%y<{_eOmP=Wrkj@1b=;vQR~4pXbEpoI`*HBOxpkNFL2ZC+Q_drWU}F`z?H9 znfW719QVq?Rh#x-#~HRj^j}>8UR7|l`iEDd*2`nWh9iMIuW5Ns((_OK5waRh)6aYC zVj^U2?Ts+g{cddOp^v?u1(6XUlp0Guh|bhd97NB6i81!&pz+(y?<=hh(I9@5y?KrD z!MhI`6iX1Npb0z+c3LJFGk2g<$CKa7=Iw8fn6=0NiaCh|h;>%&br2O)(Muw1B35Et z^6P9`*%oLc559p`Esm;<-P*)|OS$7ouX|Yrg<>3owaqM+782)CFP_Q4x;bu|S6n<-E zEd!qAIq9y9csiIvlW2q{i_?qTRQE8yX4fpESGqo|v+|Se#`q65p08)7Pyjk;2 z@1*-w&hpw%rgf3H=OuJfy+INCzT~US3G?}1J5*;!HUwG|Mc=Ytfc^iajG-TYDdS^u zwg@B?kOuHy-q4X$GWdUFy>(QSUH3jdFoSe=cSuWjcY^{-H%Nzc3?(IvFw!X~(j^_z zN_Tg6cl-u?pZ9%!pYP&7)|zwfd+mL$``Xvp0WA*iFXcxeHK4)dQh=p3mCNlYHElkO z4%{e1DF0|_{tK~Sn??`cxk8nTCsb-i8nvAY0h29Hl`j|~5r{92Q6iYjio#g`8`}BA z($ZTic5un}q2=+>bI^OhjV@r7Xid(j6gCv3hRAbaoCtL5UI3R7?QD}Goe!P1JtSCv zlO{!U*K1~?>^srSISLeNK4kmMDYzb~-;fHz1)Hesq#GpmBKV z8xgBH6e)>gCgR6|ieBd)b3yQ@>)$i7hw0~?0TK1&4yI9+m6vrE^0cX8 zyNrT?iDqs=4+dab|Jd5lkuzbyn)H?M5&ZOWfNkZwDBYLmhphLvtxS)iYCt*BG>%kfqf;9BtH6J$aSi#Di)KW&bfzwckB)<2R>peoM+cE{{*L{Qd#B< zkFtJBS=gt3OPuNS&T&G@ggm@WAzIfd>SBSP#Z)l!BYI#A&32(^H2~qCl<s|@t?-4&0P?o#MQLpT5QQbhgJRcep0p=!FO4@rrJ=K)OvvULx)bj?oDu^LlF6 zwUH;}jH32$U2oi0lrel^`>=>Jl-e?~cMh;q&8zEV<8n>*7UXVQi!!;|#Cnk#E47JC zssIaqd@UVS{1POO1DQaHNk$%wkP~#cb=@zqz13 z0P=&E&Y?W%{^?kO4*&Nh9>n>3tdW}h(RJa?X$%$&27E61)0*pH={tNf;N|b|FPACUWs7Cm;hI~^?54DJW7Z~MyOKt1B zfEAB0Cms)WoWSXWLlS~H^sb;_!Z~~*&f3Y3oVDH@9JPPUgF5H@M2sB;X<>}nj*T5{ zegu?_y0O>Rkpz^Tg9zqma4BqMu-W&$H~|ue6-JJN`qjX`7nmiS{&y;9VR{#^2>Wb+ z?0$0g+TW^x%58A~;IP0)75bjL&wLQ!e{^sd^N9{JJ_XM?FaU(-&?!!lK}wyV`*DCk z`Sk*^pd^nBS=2j>6wdziWa3ZqMM6Xgvhyj5k!zYIQ;O3=Z(q`y7Zux2)KpZ(3h{jI zPVh-36o}zFNA(3?%yAW!lb4eR>8;uZq*Z9{jEuW5goGi$h3Az`9@6yq z=pXxxhvPAd$uSD@9`D|gvzq<1I>88d>sj)cN!Zj>UB=Bw2#Zf)49B}uJn$(Nd*#l$ z;f}wH%J&~kciQaUjFh9}A@ov+i=B0DRTWiQ71$;Y1EG^;p?}b{j>dBI@ zna`G#c_Q{BcMueN5c^Y|pgDwOAIJ!y8VCNu7X>;5huZN3LQi)8U7bU`8J7;U;_#R~91pi{Q7!_q;7zJej z3)|X!UX2!}O?h`-`FeU7NgqZ}< zr|YdyuyRod-y7XFG??76?5}({+a_OsHfhW0k$g~(prv7vNextv-383W;5J@~{1B<-9(JchDS`1(yR~Hkn~*=_o3CTuzOc zl&e=c5gh^%*S{POz+T3DiT#o3gZLWPy(@LZ)YzuU-?6WcZAExFMBd^2Fo}?2EoTi} z_<``FC3}UzZ5Ms5`&*nnyd3<=_U^o^dd#oFUmM3u+#gvA1rGa}|q>54%VvsV&6XJ;Y}w2{pYd zG!CsW`G<+rPaUhCC1snj+ikCV1+N3^{^E(X0fhrhX1etS)590exE~0;F>iuJnHqw5 zWJ-v=hMTzSK;RFGCGeTNCZfiI%Sutz@q#GxS1bX05oVj^BqOYtqQMVg^XNW*Sgp;r z2SkE5`^q6rs4ZV&Cd?G$eNp=AK-a|`TCmfaCd7{9O#s;;+&%1Xxt6`67G{rGhQBJs zE(G18JVt`~?a9mWJM4`i%PcpEm&U+H`o1i%Y11R2zIdmfKjER|y9&eB%WY58%OzQ{ zn6Z^X%#8WVMv6MOyMosAf_R5B{NCs`ZKxalRh0iF`Am{ScBg=BVDbN|JF0RC#w30h z#hp`Mr7=k9J><~&!zg;DY|cLwD@u@3$<%P2=JtPBjGva@8tHc(rN9W>;@dJ2FHb9p zd00ZS8DJ<#R+7+-GlOh-YHy**G_PJhJO~e--ufQmq`~pwMgkp~vJlZ8Jkr?bT$2cG zcDJIc;by_q!>=uvt>}speDPO@6$f;t?%e*57P*M*&6-s zzk76KKSi+gk%>?~W#S-LyB^!=^w)Usv~RDw4)U!;H*?@_IjZAbp#~B9{7VnCLj+!~ z(rDBdA)yZ2U(#iMyAKu0q87FcZ$!_(b&b*|wgHrY{hC4^l8VuaMB>OWzir(v%G!w> z%{;=R0k{oo*8_YWoE5k9-jt4Mhz_>ob}bs#&3E5H=X)OP`BAuV7R~N9r;HgOO(EiE zMs(LTOQ1^pao^D+AtZ6&XItwR@4??NJdJfGJdqUF8j1ai zWfpf0re7(r#}I^lR~$Pj>4Trgfpoq7vC;HVkUQdx{4N&Di7m88{=S^*n6paa1&88* zE*tlSSbp!dtz^<^tiyYgd`j}(V#kS!oUd<@D`XZVm@Lb9+81oZHoSWZx=4J>e+jHg zi`p0v-41>imVXSs2Hhq|#%jMj_*!Q_ap>gs!Z@BdV2X!E)i1iP|7MkDZQHYlpsA@V z?U;H;$jBkhscX9=D zjZg^9ctWdxt2xs@AOW*LW*Ds}>1Gp52mv}r=N3{9`Oye?xwpe$fPeS-a{Rxw)+YR% zbAxh>{!aaT(=0dW@k0zQT%ZtlgxWVG0Pi8Y3L<5po$q}O0JAdWMHq~a__btPtxTef z{IwFT*~X4_mh5$1ihh5v0UEtJ(5VwJna?0P?eyHOS?megXXPQwJ5Y}Qq}f0pPGufi zuimxppB5~xnCEaQ`qg=Ic3o&-1Fb7n&uB2ZCa`CKSt+ zj2zWXjU1zmj2vMFdYs@eklFoz5u#+h2mU7h`i&G8z@uTP0;NIEt+f&UB}>e0K}uGE zw0|=bv;Wa15)D;J%yGKVDMB!?C)%hEMkC9+8)SQ1;>Yq~4^*^`n^e)f&P)%PT+ zryz}gk-r0|v}-n{bg;398yc+?^CoyK?;BW;d}=zLxbh}sk7D&Rp%^ z69}b<(ECs}qzzoeBVsbkXOPdV4;#JO=pS2*D4b71N?Rxv?+;f$dJ9^l9Y2(!J+6DR zI+Th$()P4e-}IM~4kGuC;wB{FKZG^jEr&HyM@_GwJ~o~zBKhsqxBp7W6xv6W7IiF3 z+agpwOG7OQcs-m%Kn}+GB&FMy^ig&cD=dR{F==Tzf5S(mYE&HE9{6)Ctij`|?rjyd z6tVG<3g$k~9M$G0gRpX(N@?%qeO8$RsvBf(uT?>zvsbSCTmj!mBQ9Fm#-Z}RH2g7; zHBGOScE-|#?8{Y_a%tKY#?%xal%U>E^>a~|Z-G4K3ba)|aDi#j$epE1mtHb*%6R66X({< z&+>5bY)(nof&y6jaEV?YMQA(RPsToJipr;su|C|ebr4$@Ce>@yozhrY@DGb@PK+{H zb4o5ef6!0Z;agVWC0bi*EMI_On}X&FrKj%Lsnk#4%9`R*yfk@`%^ChM_nAc#%biZo z-5P#msmYZzSN=fXPkDP`43^C;<4U>>%*BvY5n_=WkRBL!zPj?d4@Fl3{qElGzJ~Fe3?p5$#H3hXl%$Hdvg(*vuvQu% zHX|99WQTv@ro=1Dk16?`W;E)p+hdA8T-?1?uKO0VS*CF-SF$0=jMJC2ZM4WOp!V8+ zL(+?6l{N-U)|~?1AuPIU*?g$UWl_pZJI25F5}(XGMXaZ^CO>* zX$mb09(8j(#|0CWz5G`zlcq{i={Scb9o>@7ngdSY*z{7&)YFt!>H+7p^jnxuf`ANk zzS*@>HBJCIZX>N1A?LC2RakG`96TDyuA;Q4!ne!Xgr0LmcQsT8r_ea!_L9zbgX)G= zenh4Io}1GdnM6vlJR06_M%JggnCGx%)BRkd;q_-I540x>*uJDr@=wf?jHPxB z{!v5@SKf;c-Sli;JUlgBAT`h8sF6whb%gg5p9@<{Gy{bHDN{_j? zSls{ME`W}{@UZf*dFvf|E-5a|P&aqG<g)T73}|G|)Z}q`EISe*n*be1etun6|~#pXog>*^Rl{D#>5}E-F9p=qw##-imSv zzUbS;@fr7xac`OT%n6ZH$EQ*+{hAXJ#-`JCQt}PcuKZg$SZa(Rh1W+N?@ms240J6= zoOV@6UuYek@>6;`P{d!>n;*v&RrDaMojHaNmzz1qAZ7@2(@q@%O|x1xO33&|xFW*Y#~-c>c|~Lqk}@BEh-}9sr;vFu16XXgWtmY z2C8`kxNv<4OX7z{O*2szvdNoq!gWGidUmfWprEJI5wVttp^uXByJXFHPNOfXQ`OCSi3GmoB8g1 z$#4aOP(<$?3hi^}t0X`#xSTxyWVd0q7ocJT)?z-(`2HSam!FB%)zO_Kqj#f;R@9Sz zHjV!Z_RGVA!rG5lPBQ)9OFbGn!;`h)M?G;{#yAgMdg)&1qD|4}Kt8@GT1nw|jf#Vq z?z9%_gl@a5AHG61IP2|P(?rkw(vmvex5qn59XeUFbdt^|B&ZcRP1v8dVRwL@*%06% z1a3vHZC`wOJdUu7nV|ahMJn=e_Zs4*X;%|m!KRY*oCCD1gPRCGwbg?80yb57S-&0E z$16ZJVV11=mp;U3>vYZYDBj^FCT}mX4N;)X>BApP7uy?etFl)+tN}6nbJdRclIq&b zD0>k$2L_7WOW4V6#blQ*5ewbeF*VmM0Io~xU&8joygBrBv}5phEr3d)GBvlB>*;I! z47^{c&`3z<3Az5QOKs#mQ!&VsF7?zc6aXgX@}kZ+RG0iMTNGxfsmx}0qY9f1)l<<;s2 z^-^*zmlW&&-f+)GST?%Fem;eVy^fA*x;0#z$iNo_UCAdI8pf zT=`q}`&9jz3nQbFz@UkE@ayG?xVv$C-YCO~hA~DsE{ax7bsrn*F^a1nuhd;04ZJ zyp-3svE2?7XvZq}W+7M8{9UP(oyCo8>a$U#8vJ+EJfzZ z*%|j5XO(MLzetY1+QfG9^o&y6x@1u8emdJEUFpfB=IJ)5+zdCrKNDJ`97M59zJVcp zY^*WvZSrRYe{}1!=Gr?~+#1O%E_L|c#V9#+iB-dc-}rX($mmw}EVyMG>ORjM)qww! z`?emQA_*37>wmSrLB*#&JEG0W;l^TBGarX2BsbJda;h0p1qCuJP$J~i?s{V-&^JEv zOY%XB4oajD+M*@~0=33-q@|ECB`|b0$tg@QR_LsZN9s(c5h60+H+>GTkMA>XODHjD zj2u^jQT4t`h*kqsu1prrLqamWB)4U!!E=(6iVYv{?k%ZJ>uk%jm%OOA#0a{#$1!D( z2}wxrN*HqF!m&gqQc#sJ)XA&gr6Q>*TL}psY%nEq&wRBVZl=G6*$>AIj%d=byxSQ0 zDQBYzzAw&X8pK9M{)A^kTY{sU)SVK(-@V!hQ<~@Z&>|2Vp*3%?Tow4Wvslig8+^0c zPr}0IRFQ>l&MQ=%^)Og$X2EW$tuT=>D}uvm%Kf7{iUwIReb}Ap{Ey3hO<&7ffzN_K zOT>HM{2<)l0%vjWSp~@hyToRhs}99?>Q#4;KlELFxHFL5af>_n(^D1GSm)2|KxH%D zv-9F)8~@}O_v8k6vckggGek+5s?!kX!~icC+IzjwH5ntF` ziMUR6(wNl-_W{K|1!8}-EhR5cY(BfQGJi=Cb(H9b0(Aj4-}DEdQDR^lG+wlR!iaw> zfxGY!RmZ8s*j{#_gh$f4BGg#P-?bIdvS ztR~7ng`9g%5K3YYHU#Muhy!771EPXKumEVa3N)K9{wXh*AY^fY09BlQM~#>Bn-S)= znp9c5OR2Up95{>g4U(PJh}Zkq*7gkFKedUcMGAnJr~)bK!-H_t5v1G1v-zyxol11Y z;por#C#!nZ-m7{HT)H&3xY$RUe2O6C5BkI1d<>_sS_f)(t>|aO_Pd@fKGn`;Kr+qRL*h*cGeMDsmmuXVcbc-U|E{xyv*45XD z&~{Fwm>ZsChLAC=%XE$U`pGSk*~JU^$u8^5lKHBT&GXc@TyFZXa0+@4?xcNC7eF88 z;2s^Dz)Qo+#dNEYiCy7z19^jEqIe<~dTM%@XYU{X6wM#~zCrz=F^kGO7h7P+A-a)U z-goKslhjVSetJ^1c;9dPkzGHL=qG$}9V2zFFXxC`rzfM9t!r=%LUWZ&v9I%8q{@ez z69)yqp;$wX6IJ={hgMyLWmwyQ(Rgj?{MaP2TC~9|d^FA#mfC;^BrGv-T7%et)(4Zh z21m4fBSLci1^QYLwj+E-yXQbAg<)XvJ!V+=&LFpMyWGiqC)n>$T0r_7I7UzQV-%oQXcoqqQOw4DZ!aK@^+Z4noC@_Ht!Yu z*mr9r%xySaTl(z|HbVY1IE?^t2>}E02}AtT%xS34JWrkk&OiH%)RWH~bVBAFL99=A z2?(%&`M=Jh_|y@u`*HrsS*X52r{=xK{7%8}ws+5MoZ-sJl9fdOSnnpwsZbAh1haUcG_gYBNMKwK)~OS$T6Z) zeQZj*mRA!ZUJgF;DF?UwR3jpc@Cq~$3HxQ5Ao;cY*I4woH+-B#5qY0UHgVpg-B|O} zfTb04)tR;9^xI|Xi@3bKE2U+6owG@Ti5mu^WWO$*ePkdY@4cA$H7)5Ucf?a1KjYW= zlGOVUEO)3oIk|9dT9cBR(QN0cBETSuaLl1OI+TQ;hPV2PhpQVL8~@r3#T$~y6G`4% z)59`#zxaoF@o43dSSv4yxTKbHP}HG$u*)>rp;|?7Cg;N`8`-`--Ym$uYNr`G}dWoPh@-XB7 z0N4%9a)tuc^N>1($Y+Onp4WFw1fg&OF+E*bs6psXf!jpu7*p@i3@>2z;X{xc?60I+Tpu#eFT3F9bk0{>ZMQ7enWPC`GMVu&@@j*s-5sOj9XQJKPO#BHP~M z1A~Hq7{Kcx5BLh1HZf@1J&e$0jgwh#A|5r_`fB}R*W%}%E zJYTv!Y(yKUV5L-i{)pq5_*uf`i?;⁡8DHgVhzUzVv*;&kf}`8WD*V#+`xp{l7;B z;y=O>zbngLYgm1?s$RtXxSw_?xOw+@{qQKN-P(jw;ID!96QHoPB2E z{^5m0+puFOIG@+rIG2`#CPQ}%p6A+EeHNY|!`E#q9!k11e!v-OmZ{QdwURn=vu=ou#9Qiit-%~ha zuOrUx8_SQ1jvKn#4VEnMI`9wJ$y}JAbAoA)eJu@r8Pi1B9arXJsykPH|F$mj9O(|T zu&RVpwsYQbZN^=q;XH#jR&(|flJo(`>GPPKuaY80GNV&~;#)Oh@>ncVb?H=)kTi2@Y^Yi0kes&`?(Ps6PfQ0d zuVmD7V{0%tRtEHrVzSi>X+_<8P2m15uTqz6?6p64>ou-foL@Rguo-fNR12(xWNqeJ zbdAZqf88r3xrDj0k<-Er*0A?7oqEo~YwkO6$Q%m7C-q5IAEH6QutJ*aYn|=Y}T` zbf=@{0oXaw`RV#y9-C zUn{M@B_fsCd60M>V9PO3FpG-EG=?MuKTSnAu=;`2KSc8$?)UBW9TZEj2WJINz)8Z) zBOK+zWfPK??5|nirR#O+r1ay{*;_&sTO%kRc81Dpq}C z%vht~g|VyID)8$pUy2q-3i(XaX51}xdc3bJm7n`irIId!j^b!XyX!XE{ueOLw&?L| zeF8J&QkoOn@)OxMb$*WPLqAjNalubtW%x7hWLE8~L$Svt4w`G`2lv;a=z5RdS@2wQ zN8m-^wJ5n}@eaA-IGWCyRi=+;KDk{YZrxNomrrF$ooeZw5mINtqvE3mSR+R^(# z5o)@>%s%_sbaGD&>vkSecMs%-A%q;>1NUX0zLvpTKy1@i*3e;s1wg&QzdHYN7};`$ zwOu`VgpsZF5Fjv0ryaWH*t0t z@Y3Dq&}{Dyv}a7VJ*E8!4s6?*s6imN=TK5FI4z4 zcvok>%yNXZ)@ot|34Zv)@B9wWNSJH~USYfz&j?$UjU=9Cvea;`-3VWSaLg)|Ke)p< zqz<*&uSe~SCv0F4cx&OBWz{6y)s*6{jP}_~_?EY=B;dCijEy9S?!l>6hKj_%nESKfOCz$n7#H@P(fWM9Iw5r$*G+a4(er`S7C{EsTUfMUdo zpH(wb@-7;^_@8I5$-Rtkkg=2`aT@C!9`C1N#7KqYbuiB}Bt=J>ER6jauc-T)nB-hvUNSqeArFn? zCy9`2zV9Er%Tj>aO1b*kR?APe3jX5Us)5o`B!Jo=R&`V*<`Z?84%+xl#&wkFrtlQih0Fpq4X%lHhmqZQ%FfrXwI4& z5FM`68>AwcybFJn5$-?NM`7DJyr-W;r)3DC@XxB-Ii(<;bh>BQ9_XcHi*XupZ$;1X zwXuO3EdJ?iA;di!>?tP)1UQ7ixcy_W=c)in2pKhq3&INo)f1Fl!u0T?9SVr!q`AE@ zuYgir(}nkf|Dn1Dl&$~Xw?jYEJr`Y}ZL=(VpL6SkBBm7-ofHT$$UyX(1_c3B=?e)OZ%XN_>en=J^ zh>~8>nSg{utVo^xtpos2Xst&FU3LBWU80{?eTwctAUKHH2N3gL+WG|s5dBPB)ms!L zpyld57U7B?71e^&5D2B?6!Sfm+2lcl_XIZqh#^8-=HG*P_~F%;%`gyH?g>kiLXuK+ za=#~8edE5#xL0HRRuke*1})};cA~i-5LRt%M*ZQx@=+fEEIZ15n>{61S%{}3IVK`fFqZ7n2&#*&sqQ>D_#N-e2cvprH@wGz<6HUiG zDhIB{hpN;fy>TS*FzRciwTg0S9Uhlmc%r_Q(WXoF0;kW1bp$Rpx7$n=_n`HYfB?@G zufaG+zC93EsiOem_8j|dxb`p%-bc3M$F{!_-@}fT z>}wE$P&P$+o5Ygdho!;f@{ZAH0C|3Jy94+?+@QkVG}a5thP+AVzJ;!6yvF) zkkhLvbm|LhT~@ol+|bT3)(=J1Ix#)ay;shHYuKf8=Q~VGt-G8TMSK;}@@A~3m(e~i zl1k|98d$Y$8kKs*<`#OTYb90rnXKI8+OzmGR4-Y(lj-}#$v;b; zpud6bG?zAfYnHC+L(4aKra+=)TV20X6R*cVCSqt{U&nNCl8_BI=qXH?YB><#6JuqGixKIc znmYu-sj-)too<;fG2Za_fDzGF^MTX&6rVEKD_*iQPRm{qejsed>xs_lZpC#ZZ$XHW zs|juf^7?p*Wx~C-n*4Bj6%l z1M)=~1}I+1f0%lW*AhL@hA!@LY3@iuI*=pA8$#PfJOzEynt&Ef!m?awGk+MnC-(qd z{O^Dxusk2|r>g}4NIwXK4tYrg`VMT|^@WTRfoSO=Yt)EQ9I}!|N1@OjR@|z^&_!~d zu?PKs*n^nzU+lqnW|%M;0xeBrTTo}eotPJWNp{(nn zJW#%|?Uy=sk;stnb}PLVcFzJ&6chlJn1KxR(cGUN4L1Mz(Ubwub{imMAxQRrnacrQF(7Vb%lt#7GHB zZH2tbPpL9a^9-rP^mQY~^#Yb8VDm`ZgKxHhoqkq2@#{qA;#RgNDlB4A%GBHlCrGto z{ysB=+^~kU`mg%RuiP7!v|gt3BXpV4VHdCiJVc7mrjO=bjLiACEANigVz`KSb2vHv zOuUPS)6`znacHv|)-j%Y2Xmxp4(BP`0xXv74U<#6I#g?d&v+0ndr@mJ1-=x^cu=ms zNUeyswqyD^7Mg-se*S0nRQUJp?&mM0?+NYm{nf8L7=O*aYfEesjcS~-u`CT!W|Z=6 z-J!-%j>nU8(guNJ*m7%AE&BkuJQ4 zdtYu^g_0czJAj#o!n=9a4*tx~QM5d@P+~_k4V;}~35g%!`y8grOeW1cbiOS{Rp~z1 zcHJCxG}kRj>*ec9&BKXVGZ;szfqQOOt=*TD#{DAI2Jm3|PI6&nTWnK%KNp?RHOF8FlOTG+J}l*gCDypW;TOU z0!MIgdUi!nBPKl=@!zBh1N=m)*dY)s&j^GvfW z4CHQ-k8DGg2N#ifGt-=(E?%f;K2agYaKK9<008b3Ivdcn{~wNp4S9lK63CN({$HY{ ztOyIOXpbfg!XTlH+`wBOI z9*OTQe#2GH4{rRnjmeUbAv&dCNALW={5DTQUF&UrEU%>TF;jACWGEcU5DDA?f#c}q z7)_(2Ircl2`7UbT>3}VJoj+C$g3X%xF|R6#m5Y4XHZNoJh3n~sYr5J;(9sz>4Qm`*rGVOHUH$#ryQ zQ^@@FXhQt*QnjKASC<$f=agfxAZ04a4;cHXKkdnlR9iE|fY?`nFM_UX&~J?FvxokR zD&zY6&y0Viz?*;gR)Vt4YjK>AMVkCz+czihun|VXfm#e*6H0vy$GJqxKSth+%9%8+ z*uB?Kq+)#m36$F|ECGQ-Qa^#k-0Sx=oJON&ms}DiKssd&_8bt-L2u{5?momxhGVT) zxm$3wksnkr$+VP)JHqofwXK=_%=4F7SSN_Vo!0w4y{E_v)~5qHO~*MiWHz7jf^&xX zM{>3>rR5(!D&#OExtd7xTy?(e^($Ol`La@M{l_MsA=y5Yg_XBS)4}tl{>8nlRK^%4 zhv59xuwrI2eL?gB-wy_m(Gq4jc|_nhXdlMNPRgwcYp- zm=v~I|4E4M8c^6uwlMOl4< zuFp|>Hbq-r!ffpkUe%Vc)5J1Kgzr9~9qLFKcF+y2s$7$gBvyTH53%73XisT1Bnmey zgtq$re>oR^`?II~gdTVx46K~a6Vsxjg962WiPj%~l^f_U+n!;8k zTJh^4@~jU#TP#}|vJIZw^=B54pF0m{5vIbo@jyc_ED~AU=o+DU?`3KTv;(QeOYXFwqKB^qInj%I)8Q^g9M`^_4i^>>)2M zUfw>;c^~@WQ`b4fbFTDx z+^Nu_Up9mU$pj_VefcF%h)a0A|GU6)feh~;ibbXW;i~cV+`MmbN*`D8Zfo-ND_>WE zIJxmuXoickyPwIU@FI`UMv!J(sDnbWKSX(&ic?C=yb|V( zYk2Jq)fW$Z?{V9<|46&S@1-rbhv~%%X@6XQ!GxlD^wnJY9{x0Q?ZMOVce>PX+_)2B zj6jyS5kW`){Gjz_1#S=WI}mA^tSu~$f113QcG~xvS#TCo*c97Z^pftobiDV)%G=BB ztNvfc-wsWVC6#0^wy!B6DJ6|Q=BGNPb;?=#S{HtkZ^LBwC*t1E<$M&`HJR-YEL_sg zN?mt#FRpAwXkyE?$wE4^8_HaitSo3wJ=loF%B3&)K{_YT`zdjzW4hO`Lv;zD!kKX! z+e6N|4#8iAI)}oubNq|9l9fO4Rx$8D{vZ>LqN6UAX1_IrhokOT9>2);(wZK)PxEnu z%Z`sLaUp#~AruI)k4hb<%?e75)(>v)?bQ^IjduM*wMFH(aA=Z}ZDM$}0QHBv1@FrS zf|tGt@t6)WKGe>dU024m$9KInJIvJ+0*c5^WA<#_QDv^?B0F;t;E}b9)%7d!TBlc0 z?cSHz%Xw@W?xB@rH?#2qB_a)e58_|dFhHNoU9-JkwkDE=mTC=K z3%(udYMZl_I1VPkCcNE`Rxl1~2Pr z_f_zdPgpBoQC}g}8$qTBrvT1$Kw+o+8T)`26ecaPvq5ZNTvwgEYMz2n^cbLtmT8;V zYu!|-mVn-5k}p&RkE*<;En#u2H(Z+P2|>a}0B-9US<46ET@&4ohQg)IEbX=b_{3m# zY8K3q9s8F>+5h+i_Onkc$d`tVYpm>o^#B%$cn__6P0xiO8_*xC8IY|>o*=}%46Cr(E~Kma0q zOPR#kejk|!YelkZ)(uM&_oO$XoMJfo-wbwE2GEJPItT%I@HL!Qe*SvTb-0Y4r9MrG z4LhI(jj^?o-UUOSD)iY=|3!|eQUMSuVh}Op`Kg}kRd}BSNG`}84X6?Sn>^sDgm$$- z!`WRqr+p&}&VdKHMC4h8WK2Ee;3ERG=fZRl!v#@-05bWy70^AFpY}lb7rUaNf?#+; zFYN{CK&W8oM^7E&L5~xU4L3c9B9{RRiAwOi9seeW!MRu9>=PE!JFC&LUsP7xS`e&l zBl>Jbur%`njDCY#Q7RUhLNYgZ!fA-GLJa-<5!~Xr-C?#2%NA$;)p%uvP&-ln(Av>KKDs zX5xw?cI|zEk8Z#KP6|gwmM;hb%pgJkrENMh2wa_!#K2~FBsZ!ChXGAUMC>wOo}t*l zv3>kQ2kjb%rj^jo-+YOoXRivP95{K|70D7`&Zz9){bVXe*II1-iP{J}On2%32f+Sq zGdkdt&6xj^;roBc@S8RTU2z;?&-V&F`796qYA@dutF7h?S<$WGC05Z*fT|f^jb)kM zer|j#pZDpV`|FOxd4><8g9HkX;#-BpZ6i^{?qAQ8GI(G<*1IHlrtxnM%n4o&ka{2; zqlYniP=_%sy`s9~%Q;%P+?`=79lLXWHT2`hI53t3X-YISjj=rx-Vu%rn<4PbV^a^)bu?=J}p{V`Zb-jE8sTHZ~ z65IX9AJCS#Fab|z``;QQgYsWLc`m!>f~X+J>V)!k-v!MutW*xAww9B3`zL0*TpyRJ`@#28f9vf;Hy^u<3z#;YnRd zvH1`F6rmwmUy~f)M-90Dd7}oM8F<*(?BciCKrT)gB7tGRhj7%^Mg9qP`3nb^aNNQq zc6nM-zlC$$8!wTRfAE^B@y`GsWp|h2MW+-OXa3n%;vSS+%cwF zV1jz$yJQXa7v7YbLy?#ngPoz+;JhYk*q|R zOhE9qMwtJCp!rsr;;P3B9z-_9p?j2e9AghA)0m9H(e}Y=;|F7IaSv6DoU*Y!ITK@>Qr?A;{kc9^z9rUJ# z;F(%e8@`3k%>wm5e=y>oh2N)Ja}Wy-#L)}H@kFhCK!Et?#!BP9N}8?&t;eCr1li$H zt$J(*oYFm*ba^j(W4tr|=wi!-VX3n+ZfFu9xPxR|IYyK6weuCD_$_tK`CSG?Q|jDg zbonP|wf;=#nU3pRYr8br7S};DSlPshbqy}+22ayYy#=9j`8wsgMC7@#7!pyaHNaFa z?~dgY#bgW|sw!PqYX&AX_lfIsNKuCe3ayHMmXtOXfQA+*OcFxqWYUKfI89-g_LlY^2NFqxAnZ_SFGV zt=roSGjuz2OLs_zbPHl2AT1yuA&vCV-H1cCh|<#CC9RZ{AP7iz$2T*a@OSR<-tRAB z?YGumZ|wE1=UJ@+?9(aZpU(`GbB>*x)m!%_xXmR}$Knjn&U+wNAL$jNrc(J(Dnj@| zuX(qVO$FWNt=~0AZR|RS_PlngFV*E_Kczr4QMvZ!43HG~(hlA486i1bLG@K#uQbV$@Z!)aOOs&wkE+^fj2rdtGFb3|UgqGoa#^pb4Z z+|ORgIn@)`9On}djNEONy8^kD5X`Dj(iZQ^)gn_>2~6d$hx|}DATY)%>s6~LIFjqj zFDL~LXm8l}6X9S9@X9n!hRmsL8sW>k_JcWjvMZNM!_G^4pX-;d8+;EHjNt~4knhpa>!|Dddpgu}6HO{y z<%bm03w0d6%-()PKh;{MV9eO<-V4QF4-{MqR5(yxlh1!AXu-2VG_ox_=u>APM`BD= zYY(=W&9vZkhH#}zSB4B8$;ozLuA$@y&PG4g_6e3dpr%g_BwYJp@SR$Xd60PAPh6<% zNTgUeBTQIw-ph_grVOKrUJ|R5h_VagHCxh~68FR&3ClQgxuO;&Dn(u#W`r7t+t6GQyNNp&ZZIz%8|vP&+P70%1} zo7%h=ArCiNNJ=Lhsa(9o?8#m3*9%U6tEyhi@S9C}H0c)AdQ`SgqpBb_C%{u3@8{$& zy*w@FWM*$oU7Hr|GB_|9pqo!Ny)bntaYVT<{L0wlx9FmMwd5sXgi>j)^HA1RVCtjw*8<<3&hOlom47E|0$llx}DHgUjW*1yUs+x!7vJdi<(OB*BR?f!Dc6=#a|1l?4 z(l&U>Ki3+X|;F&TYLimBXTp6!u*2buFUQ+F%Dnj8=)_b zXKQ(}X+n_xnulzIFV_RD^FC+v5vp`qYO1e%GI~oB_OVANuz?Iy%asu;#=f%@g;f@L zQr5>kbL1USlS7_0p}(@Zv_RR5HHx>Kj|BurKi0h-CVBJpvp-V{EKNpG7gq){nDc$p z?$o9C$S+m%w&!!T#hUp3TT-NQUyb5c*dK--3?ZdWjc=-a|-s9oy5I zDRg|Sg0Elp+;bffeHZ;hDVw;)S+{7@%S+p9V|Xt#Wv({Zf9;t{-tKdo?jq1IDou3Q z_e<*5L$qy5S$iv|=W81n@yUUcBKYfN_>IWf6BV;kOHsmfW+B2O^7%e4QsVf2^DP`D z`wWT@CJDpa3?*&Ew|k1}xJ{}c(pYGk{(Te7i!aw3loZzOt8LM!4l#zWT;ZQ5bN_sY zd;{=z$OqqTBK~}XzeGtWR6G@CNR*XVx)-FyS1KJB7Q`=ifTHecd4+DHY+?DK$~tUH z_Y5r;lHH|{Vu_LbVOyfez-aXNWb1TGWE+;ex)xcJq!3w!)CJJr-WFXdQ|7^*oc?KR z?Y)4&`E$g9tAw?OIzGh207HOu?oC2`M`5MtM0>L8RkApD!4LMv=WkXso zo3R7|UvRGVW1@#KB8yUc-^f(yTm+|SdrJ<@F3E@m`+h#`vO4EyZ9l2#>S{nY0trTi zm3mhio%!41LPpO6^359>J>8;1fZ8fC)DGzA88Oax?kP+@3g$TMVUjJ+UDer@S_jFc zSRe75bfrsR-0s18w8q7>qOPK3HJ%~yg0X+M_+7Jlmjse9o)hd!>5mga;@|U5px|cS zAyV*pfRGXqXN1=_stGVqFgGqOHsiA(lgPDzJ243{qMD(5EnYOf$hTQ!A21JUAcHc@=ET8GGNKJOV!8=d8 zzOFMYUa#BUr=(OCzg-q}qQWo&Az+Omy>d0~geHEWz!s=<2~M`0I&wi3v-HpUXk=*n z1fr|1*f)Px{3g9=elDsiulV*e^XwB(oQ=Z;XlOKcwY{?N9pc(Huwz7Qdt8V4oN*dq zC|-4de%mV|b^6v%+3j;{z+V&VPiME|AytLedRiyl z2ihYY9WM_1mp&S&s>F7m_9VT!hgF`X#8*I^LJ&$bYIY!ZtQ|A3uRb#4r>m3p77OLn>- zHA16_qc4y9Ulq-ZMT=;X--pC}jy1(#$PG!`>$u?)I!*aygBLa{cQN>+#~ zGbqbPm_l?xBzTTd^oZeu*M?)~a+{eaU^Shbd1~FgVgPI>pe!$BFG)neKDs8bkXmQ|NCqS8!^Lg|de-aiS(YHMXAvHGCFhX=aPoN^u1` z24uJno@y-WsBh33Y|}%iu5Z=hj0=xY0=gVR3-rs}POv?>>SBez5Tryzx7&8EKaE=; z7_RR<>IpZiGd7d!S36)o0K~?*xDtJuS3JR2Xz|~-15utJHTk|E4OB*N7pTDyvBS!f zny47^7&xWU3vwLBOy0j|5u~6ENH!sLy1KP`2F|>z(T=?;ED#Q<6q2-PoLIn(Xi+{P zWs+XcW}+JN=HKSdTx^f%&LLS)KcSlQ4ZPIanHo~hJayhe)gG3pcr$2-+6cWTrQQ|X z1b{3&ewda4T(h(um%-*07+{+O;1QI6BW$^IfoE~sw8hfcoeyJm<3iLwiti1!eT+ik z$~CsrHu<~+&UP527wAoI*4OYYKt~%5cN8F?iYbmh5QB2u?v?3Q!(2|uugGKy+_ui; z9(aO+Q<_n>zG{+rxg8$$qA9LLJdXBBa0pBEOvCMBpmKZN6ThG1Kvz-?&#Fkt0C( zU6RbVpjp?=L$8a8{H-7QJYPBtTNs+TFL8>UviBV$23nqk9z4_XFfJ}t*nUPFNq?o* zQEa46F1`^`tCsph;ToF9r|GM1UP!npb52!uVBURcJj-X?ZFYJcO+!+~Jo5D^Mn~N( zZ3!-4PbXSKM&yY))9Dl;xeN$W9!?$Xq8R`|Y%hP~RzRYz&{yIhZdhDj(*ca*YeXE> zO6oocbE~Df)a0~%`@AF4_iTS)&6Y~#7(oVeoBhcV&i!|!q?E)yt~o|LFt=S~zxI1r z)d*n9FM;78v191*T^Nyi$)7RdkECHN>iAbP0(GEHmECa_Oar#6gcyJPdvi?nFT`1G z@IL1;Wn*#GXx3*j__i5fHhwkeK=(6Jzk8_BKz4@ZUcmg5ckY7`-d#}h*NQqcd1lZ3 zf&P@^0gv4bMW_YhRJWVgT zTUe70e94>ng1bi9WCj?i8%^3t_K*!M#qrih^!owEdlltw&W;cJPbRkCS$-E8yTz?_ zp|wFKEi^oaE2j9RUUD%SE$ojNuXD zH9uQ+U=iZ`5Z#NhJT4mTW^W@TxtFesz8C47juw`WqfBveh7_Jwo`0iyLz!6j+k1ow56j^@?CnVEiAXt8rd1fK733fE;+Ec1UJOD@84h}&|T<) zJq*TqAqgUf@B;t9ql_ZhL0fja-&c0AwKs9eC|KlvMO%=6UA8#r!iHWRjm0ioL>5t1 zC}PtEHjCTT7YG9QZFaJ3O99C)sx?)g&Q zi=Pl{%=XwiLQZgm&+sFuNX(jH#Znu1;&bSez_%Io>aM!F)BG#S1b6Q<$#S$l$L>0q zg_JZ0DKR{e-Lk`>`&wU#>J|Htt7pEoZ(8#8r387iq1{jhNrimSH@gEE6v?(PuTaTC zM6$a+Fa;cCzMb>j=JD*nlONo1%mo!G*qx&TJv6eWai;G`hAwso>D_nU^WBfGxz4!y zfqODT*Q8RhNaSFLpVp&@mTq!q?z?c%8SHL3r3~GsCg`3pnwJaKyWwE!4jw9^`C5_m z6MV*Dw~CUkzF`Sb66VfhB7N8PL~CPYLAODpt7O;c^Ux0N8YKfIPo%Dsm)W6$_v1u} z`D(AFQl&kk0ed3;HVJb2?~q0<&05>Yt=rjN=Mb)sn1M-Q|E~y}XufdnPlo_BL2AK~8nQ_Ooe5b_VSdW*=QAFlkeM!Q; zAFfT2YHZ^XrEc8G))8hvw@p-#C11!hM4x6n=H7w1CDp8*a@O%-<5oec1!4G)wAwvUh@~Rs088r=e!7sHng}kAZroKp z?<B%!|``9RW^&^1XIk_N%OTlpv2>op?VNq01#8qVX_&*UvS@NYA{z~uCc zaBJH2_EA2R-GCa z9`v8bUA%7t^q}gnRGp4P*RV{Tjju*KzOuWhS$B8552Z|?ymH+zcBF=2llcZMQ}_n$ zb86|}Kq3k91*c@q#dM}F)M7t}WWEX;a0$hvxY8_pc#JU=s7MpdDlUSdplZL%rMH>R z9%c7<68*=>XDZg+%Ag3BoWr_v2igbGd!^P{4y-xc5~r(0>!ZbW^hDpx6vV+`JdO-i z-msC^t%Tw_<6Mf6CV^Oplo^g&ffc^JT%mwA&Bs;@)~+=QpaF)=b*xpXFS_P23#LOKc5t z=JOqIS$$VKrkMjY-s`B>m&<5#*mEak%EBvdK`QBoFIii0aPO1Pb<^yDoQnWpRg)wwz z?XLZCMSii{Lr&#~0v1@R@7X3gJc2I8(MWt7kG7ETJeooVf^TWgH%l!?)Buyp<#L*X zb%b>9SU=vjf!dx!+1&KoJip83t-bdBpw<-R7h%_MtKQvG@RGCVF7ydeS!|_3r*- z*ogpxa zMhXJ$It*7VU>G>4I*GT2Pk^_k+>WnCOZZNWBN^~(_yU`LiaJkCIqMw&plNaF5U zz{9GpnbcUHTF5@|l;N<+(hnJmeBzLzY*RiwuGRX8rA&>MzbqM~T+dSd9o%UlUFP=$ ze}>IZKa^0vj-Y-xFuYJs-vn^`0l9r<3O> zBptErYoDqr=+#)1zE$XDN&7zf_?k7qJ^s|#j3p(EvRZ^bw1z~BeT>6>#AY*k4h^r6 z%3}6<^NEP)U9TZ`&8Z%7Yy-zngEZA2OOyBS;~Pl$5|WlPLrNzsKCfZA51HJPBeA~T zUM|$LySPTtf4>$~z}3?S+0usASVfN#s2H5y`{FUz|Miq60m>Q0|H`U`i~GG${uU)` zE|R+ZJ~veso1di43$d*&zOB}6b)svshbvorYuMcR<)?Yy4QbdUo;L>16nJi@eFrj;g%-j$p_df?Xal8*NMVO>l||hD%P{i0M8g0)R}$;=#s_FK{d#r) zec-0iN;FbN#8-5jVZ6~h7<&z}?L1hh*4FgaJ`Ae0VFOw9MxQVB9VyP|+L)K==7S|x z1LIrtHpI_BT;&4NQ&ViAX;8~QIe?i{3KQSGh*0s|m-&3#fASw0Z^$aqw% zA@A!l2vQ^6!G#gz+Ar`Y`m4fnW~1LJmEkZCIwyn0qbHLw*Vh2YBK=@dqPK6)6C&^C zrzqj5d2W<-C;&`L>4m|I)ot>m%@_F_u#5Bre7mnzJ^-XV`Nt(NpMx%<6TjR_D4!xh zu~lIaT$q2}NxasF<$%TSW=_d1l(r5tl-Agi?I5+p$fniqZG82L@kAPkqhrZfKN*wD zP|76zXm=r-D2&D)hoy+{sU! zoj%B5e`=D5xe!KCjnQTn(UA@>e|`59t9xgVl9b}Wfzl!vO%Sp*|M#zuT4m)8ZlNCvXbb$TMsE$ zt9BloSY|f2r5s#GNyro=8D@38h%Hmhpsk+}753^KI{0?HrLKRxE$-AkcUWRT1rc}K zQ~N4+)@w1`p>^^sQFj_^%Y=?3YSxU5YdA8;a$Y+T`0-U11KmJT)J0xZF#t zHr=tW=CqWoSd2(umSOiw*8VA4?h1)KVr9T@dsNK)fFLnYO{sLQy8z+3Tg|5bA+v={EG5bT>q2M3NSE82MN(VQ$n!=akcI6)#Rl_ZqTx$uH)( z9(iF66blsPi0{}ln5=`Iog^`dBDH_&vC%k=@+faS#x8rmU0E=>)S*?bUbu`*|F7YtphwTrE4OgM6tqd8Wpz`Fk z9J06GW*ChmqC0PEqiZtCJZT`tr8CfMtCrfnODD9`_I?_zhp|%0(}#KjVDCfXPvP5x z!@8aF%P|n5l%z&Q`ivqp8i?4Lw}l%{TC6P@6<}-)xRs-`OGt_O13Zz^b7U~OKg8Jr zHQhbo(^$!eC9j6y0w)g+BtE@0W4Ie!H7rCMfHzO&$^5_{Bfne=I}&0TWWobVt_`IQ z4$k5(dD21rZeHFM?{z!2d-MsO(melZ!D@MC^5{P0kL@70VM?46io`xI+0~U)oPHIX z$*_W#m>1Ri;scKZMH^7ev(N_HCo<3PBOQ+&4_)5Nx7@#aYn2H;2OpqntUv$*b4X+Q zNMonO8n1k2xN5-lp<56b4KH_AUCP!D#RW$4g2zdMHrj{O`e9;stk--`W;}{BA4~xo zjifej?Y}vjH+xWsinhS(%2oEcXw`-XH+(~Jc;y)&Z+@{ug?$JA2ugdszR}FXzJ0Gy zJWl6SI^T%Km!#AXqwvD}%O~>>n#-zgk(WA_Kb*@k%e7DoG?Og2p8j|X)I8-aLp!>* zmPH%X8MQg$=4f&Yg6)H_wF%Fl!Aqdq0DJ%=5oW>&e_SxP8kNpsa` z_udRQ)=C+K$=Nn*V{c%bmh+S8Ub&46DjHLlPcE6!-%B~NKPGzO!hNYnfCxuaa5Pd8 zYBYWdkZTG?Z*B~uHYb-VAVK1Na4Q*eUWXDm-!Bb=(fM`h7r>TpC&cpoi_7@o@gFA= z=sPbMe?G!*2*ft$7MMz@v@( zI!VOQY&rGbca@_;r@FXZM#y@YI2YALsVHOoEU*6is3=J-Dk^d@hg|VPjklr?l9Igl zPWMJTCU+IBOdj(kw1a<)Or_f0VNdGkG3T4CRt~~!es*Z|uuPIzvs*m&@#psKxk?F< zpXpR7MXI*kU;PH>%g6SX`pZ5%PI6jKeTUX}j%U9l{WH5ma(RAm*7g!ITzt{PlDIS++3m2ccwcO*h6rFUZEK?7g^JH{Me;6m$i&(tgI<>SaA=arbU2z=rq&RX;5}{zJWh#C(daCtBpZbC`9Z-ZU!3R5hm)7?+i z^;Wvn;A1&I^Lc&irpG(v?woJzK)9g+^rnyQa<>fRnk|)1(%2Uq zI0Dr;S;aNtWq9M-G-NSX93P$3tB3jPKF>T3*Vev9=2&;{hb?pNh!y@9|E{JLoSlOZ zN~;5N+aUrdx#6B(cIcKisD%{1w8K2Tu8I8b-<})*gVpHBOWdLvsi2o5Knf0PzFglE zYUmqAVIR^QqhXku8V(~|LVvWzA zL$vs6=hUXlTIdN_K5^i&E+i~K%z8ke4mXQ z;P6P_AWKIYV#gZins8+cZpK=^COPnF!GRPIFI{_%PsdF-FxWfya{0Pmk*-+|;)J1D z*{{$$KjO&!A=s4Dj4le`r_=Dx%OF4|@-)R(H5lbot!Q{Q6VWO@W>k!1_KLuaibr#Y zN3friaXd8ZP9Eu^kNrKpSgW@d8?n{#-vFZPhx&V(ewB5KI}i$GKfIz0C{wIR+Nfa2 z?gzyH+A!7O4zIv-tA|hf?$Xnh_n)Ruske|!bUA9k4g%_k?dKQ2?$d5KFAO1c!w3Yv z2^T>7)BmKQrbGzK<>yir`7B4HLB8h!9g|rWm0v{K<*9*R%bTft&kOHytq(^{6?c$Q zp`L;LoWP*^@vIz0JgU6rbLxmFDm`QftFBz+qaqP@}EM^x$CUQJ0Wmvb3pT>;)` z(%`9wt4za@NZdO3$#a?&kd1>K0kO1COAcS#-1;PJ)Ch+RhKTo)da2Py*M}>@BZhlk z$(qcVf8-$>3a!aRF>~vdPqb3pJTMDLjW8k7b<16#RE{Dl!mzR)tudX3zPIk?Qn>oC zT7O@{n?hoY-?iqtJN#$Q#RYxFzA_0BGGiCs_D#>+Znc}~Hd!nlk&i))_gYvLWIU~c$5udF#ePFoj0`Jh%-=O}BV zYShOxT;`u)hhb;P^s(d4?i&{TZ-8joKyy6%Li86$vO(aOX-Hbk&sz*Of#MHttEaHm z(>`QoAP$Of>;1CgM#1nTh~a%Rouqp1ob;`J-n8KU16ecH6>Ps+hvz-?lBRy%i;B17 z<(1yl-oi`rmoQo4tLT1_^1?*_j4_mQ-~3(-iA#^w9`~_Ko`QDx(Qb5%`I6ZS_Se1o z#@MyBx0TWpnW0+{<0A2qA>s7+*JKXSPaIr&?n<5;U$AVlrazt=n^B(1L#nlv+Il3B z)%e*l*?s0yBEeLWc@2onc*b5#Tw?Gr7;vmLI4)Cb`rw1zx9m%P0+6WqMeob66fYSp zRp*B=E|9~=Mj2sSP(9offAuXI!0`3JyHG|47<>V?ije{w;r_+dKejjt;cHvzpo=)* z{V6i5p{-S+yKs;I1ti~0JG`U2*U96^w{>$9*`{j02OO5c0>T0Qd34=CP zym&hguaMTwa_Wfic$agX&iNxRtov?>0n;n&Qu_voN277DU)s9NzotnborIydWE<=u zuosg&Ll?Aihynh6^gnTA)H zALY^fpo&#+e|Xd}1~vRValbz;j;TunKv5maV03Z>pB z^}b$_sklNsqR~{b-^zy|;Ucb(`NeBIYh_tm*HvFV?}-6I$*&1B{k1cOXI(>rHb1t+ z*Jrnt(pDS=8%pT!T=0BOj7!B--YDUD-5LxFkSO0abSi;P?XgpxKB0#caX_g0Tlf?L zs~zelC<4#sqXLk{@#mg+ZsJ)k^S{M$&iSXaH zJ5#JY*p=w6<$FwZiMlMG0*kgr0>mSh)?b{8#w~C%OG4{SxrW)22xIv{YNlbTn{39j2pTz zrH||I^DN{5>F1vpzn=nW>8Xf)lrCD_EP>uAIUivZmvS;KFK}SVx1?0HV5l)NM3w`x zOoY>10Pf~A1w4jYnSq$V`S8Btwj(4$FbU9A8H(=?ybWUyLIxoWo&+HihRZy6q0?p{ zMlkk21>T2n0WB#kM-39l05SaNzl-?-p!du{j8wRYVgv|*D7?Nv!@njF8T3IYkch(R zh0SwV9e{B7qbSCRM@8U|2HQXz&0+nGL{uJt5Fq*+asux!4XG=<>A-(VBLi=w@Qwiy zl-Hn*zsts9-bmfyP5Q#iB0C|Zh>W`lU}%a3hz)E77XZf)0tt9u-n@qLrU7YaoE)B+ zSQ)-Bg_TBrig;)Q@sK$Dp~P$GY%-7uuE(1+<>P->kfIH*fCVN4Im650HX~$w@N#Jf z(3lq>S{O$Kyj3tlzz-K>zkqV)0;%B@BL7pCi;z*?=pPR*MGybGWS$kgBqb?gn9Yc? zI0&gAyxtG)P(w=)J0hhJ+%|xPBG3d&5FPjsQIF5xT`S6jca7pk)ujKFmL=Rs;i^WC zf=fZGf0wN+g7R3whNXsR{zgv-8>kV3dN%Z15d~bO2EdVR3aK&@?NU#oeU+ z`iu}DiZ#^1i!s2pL5wK$OJ=!d1t^|1=nnWs?|*+l!P3J+N!o!Nw6M3G1uyh#f~Q~8 zbwh8r!+KQW3PJ-nAS(a&B-tqN7kG30{w0A(HzH9pGfejTjI2IxAQbR#6HB%@!KCYm zhJWE_ze&f)3I0uXKR&SSKlN~vVUHWGqZ|GGqKcceX&f-w?{ZzS!exIZoGQ{4Lz03U z$1nM&5X1jnLZ}-fL99E!ri;4CuEGp$umxcuEDkZ#{>)qe8#svYcg*x`@c#UU(3}ta zKUvB#;c9q-P|<(zQuBg;!#~Ug_Cb{RMR7Oez}(>9arZ($*@JKpLqjn7{>l1^c;kq> z%U=#Uz#9rr4)6@3mA^m2fqxKj{54=zu_dmLeP|XebfGGGk+yc^waUgI8H+XVB zc-@)sx_^r+Mi|4tpnQKp&%t#8J#+n|BZ!xKgV5y#BXI2h1_MP58?hJv8~6`l6GQ(T z^Z$YD{a>5-Cq4{r6TgFj34k{cHUDz6@CWJw@xFc+&o2nRftCGo1Mo-C_|1;{n>bCx z+WVV8OAa`Z(0>WoBY}ACv2ki*YFIVw@eW zzJIx|hGMCL;EU1kuB8OQzq_=#IkWuB9SY(~=SGA7(-VrAasSPeNeb`V%~t&zPub0s z{O?{7gkt~YYxOV334Hzgx9>z~H0;|DCi}0S2Jn{(5QbYIvN+7!aTgF{edGr4n|cs9}7JBK0ahypi;sBBouL;FjCSPQ)^l} zsar@9J#u-lO1a@xqdY@Y4L?(ZAVyGoUl0>y6M*y#1;!II088IN_>eGA-ArGTlm%-qouYks_%>lI8=?bO`pZPpfr1f1Vw5Xhatg3%(T6 z8AyteZ;$PZEHD|>bdp*-iyd5*y#DU!w$o$rEpXd5LxY4kJ;gjXV@y(p{N<%@HPx7M z{7=@X%~Tn-!AaH)w)$BfFVg9(vw^ARV90vI!Ysr#QK^<<%U#w0GTm4|Wc^b;GQDg4 zN2FY3Y~-h1#^cJnl9tc+l9^7slog*Wy$@;Ire9(^DX&cKI}WT=AGD7n+$S}kdPCO~ zy^1OB&-q>xus6l%iqiMU6TQa9lN5EHQZHDvzum+&jm1FbTMMQq-8GWciGUMhUlHUb z8S&c_0`UNm8jN;3)Ik}VR3BvX$sp(sb$-b}oBZkk{-;{{wQMz|7T?(d3K{(4*)wPJ zFD(6@VqfH&WYb0o!30#!}RNP$?o1F_#@?s5XbW4+SZ~e~DiMP(z19L70d? z9wPJOAR&3dHSk9P>M)Q5a*-y~APmF@`x##kWQ8__fiMwg1Sxo9Ap_MTVW0zS#D5UY SC-lRcCqsP$cqQ-}>Hh&17$bQA

AyaSq?_SFvNR=A3NHmnp*^GYLk%}f{kznL?@ z0v6_g1u}zD1XT5F>ae)iWtxGzd1E9^lp~cFXIte6y%djN4(U{)Hg;r}#F(MBO!>`; zfWg46rbPQ}`**ujO?dPM*WSEmtdSYLTl4%xV(w*AWz#V>7n$z^A!YZ#UHLh+rqia} zz>(`@*A+AHao>ja$*g2J!PHAgwq!(MfvZx7fD{Z{)`0y?8x|(Rb;~DZbwh@Wv{v)* z7ED2gi=_7X;eA-Q3>R6g?%_=syG#Lb?e~Bnt@mY6m4chMzjcMco9;Whpu8WFDJU^ zcRdsTD(8aF^z_F#0dCOF6b4J3o6Oto`5hXgl{FT0W#{h!1k0QfE@#gi5R%a4X0466 z{{1>&VUiKj1fS5CT!gVo0wcY}jklG);=nxkZfHb)pR5RYD*=n+WJ#(&C#n&j5IS|} z-<;Slr|cMf@k)JR*w6T5{2QCv=gC{23tb!$a-S1;WNaIvMRi#a*(}H5EMYxWSe7q} zBXok2lz9r9{KJ12lT9witw_J>bF8ZQKgnQ5WwjRa5 zxSH=&+htmghkhP5&!A5UqYB#vGTYT5;;EAyOqCvn*coHd7le*QV{d6NB?G9vv6F)nUJLZI zOr~N|20--7tkTkft8`+@Q$)SK0~2; zpMrT`Gg?SLBdzpp$uS;+k>-v2eG%_0@dEhwwZqNGN}j<2#5QwdyfW@UGixcu@U5lr z>HLA(!TGR`b`^W< z5D!Tmt)nl%VMUXnekGcR5Z{{`Y9=?y{k@l~Bq6D>o64cO)hyUiTljnlbPs7(iCwhj`g4hBRa z)EF6b4m_FHwAGv&YE`fyj&yVLRb3Cf?!4N>o4b$#4v9G7wK3i^O@SjX{O-H%31w$h zp>2o4>uM1b*(ph!jJjR9&@p;h7`&zXG>5KNwYO^9Lzl$d4amskIFrR_%y@hY4ajdI0d`^ z)Ne})c&~9X<~T~5?jnmd`NRFTq}g0k|2|qRcP~q?k&`Bx6T88kacrGHo0uxONQvk9 zr#^Sc>dbIjYK?AB=c5lZ9N^7aH9;7^JuB(qeV>O9##3VvjrH95PXrfA{qyUQG%_SAV<(PIEI)d%+MK?p;V#<*Z zJ(Aft&vM`3jViaJZP_#_FdWo2IRnqgQidA~tF63h0`*%RUDu$j|>1&Y&hIo*9vl%=g0i{vg5*_=Hq;D>ga z7S?w=wNpJ(sP|Xp!#++k4dLm$zCFR+g>Q6hd?MVfjcYHGyOedbCG!WUxZ z&vjd*WUY$odCwItc{374J;K?`*Q z026%=zUnT1KCiR$6mZhe0IT!oqT3L4SPX3T_kmz3(TEfsF3yHBwxhMV21bH$O{>r@ zM5VC4p5oS0tQtkezkHCSD!+Oz)brqSZnFFLRHn+Wg z0%cPiFuxnvEpcYl_C^aqcCX%bZYtgk=uaJ#=)2c4iA7k{DX|eKJ*?vqxRMafxoO-lGJw=YdW)ZW?&B^}0Ud&| zc6VlE>O#GFPfhnZ7IiwxW9^uBn0DevWAwX6h-OIXI|S&tLXQF_7}3W#7nzDu?I8iT zMFVQ?3=?gK6THZYhPHS%=@Gu(ytN;zsazo{6+I=Te{18$vCQ>iNQZ*4_}ujMhwz&o zkMmfphvgR;@o$M>ntbl7{rX(l;xo|Kg@sq68Fo}9y3Ov_Mk+di%VSo83Vrw$XU**(63XwU0EbG9cR z&Tr;U`YgwF)lSvjB=(^v9%Vo14hai!BVa;RhDZ>lUM5JbH~8kcyeTz(6sn5`KH6bj zCzrL`Vt;zrL{`I2@~P%rr-cA@hd_Ax*s-SiyxEOCTchQej zo&=K_(C3+Y4nXR@knQHlDcjR+wToC3%0-9OC`C2YmKHpK;VUmU`_~f!RrNJN}PVMnZ1+6@Br^dvAM2@T&Px?!f^1+(rT$%s1?)_$IBc%z1!Nusd4Obsi!RJ>^WZ z0r?S&<*>!pIG5zfKwnz%E}i{R1s8FaBI_)QK*~F~p^DVUuS}cwEH&9=ds7G% z;hRTtgtk)ZTB7Fr!OoW)XuIZ1{tXodeK~N+HcuAt)nrHdiv7V4m2=;RlG{hk4<;X8 zgzTWKD~FojMm0{@cn{~F%eTR}c}}Z&&kqY=;AF4{*5v4{wA3N1ml;-L4y*aPx7zsg zp3s{6+@{%(6<68jM|(JK-Ku>8hJZUrBZLy>5MrfYFx`ej^PXIs05+jsFD`l-1t)aS zJ#1pa5QMGdE9vgUbz~=Lf}OBAX$7t{8Qz_jv3bFd)f@!GUDI_dKM zO}nG8W@=j%zq}aC_41lB%L{qFIwy+}IGIkp?Q+Vc4L%gMikeA2exi@BU?Knp^THv#9zty0fj7`u`)lkS< zHeIOtj)~MZchSw~b%!54a?i+_SGK;?d<+=ExC`NL>=WdjrV2yV;)wWKx8YGlpg5y$ z>w%YB$7qwBp5g{jC!xZ{4Sd>129L_>lP;SqAPetSxPu+oKGa{c%7wqZ|9$;bu$C#y zu7h`ryYZ%`-g5-xz3uIqs8iz(XN=6H+-uVo3Vtwe3dJ4RzRlDm7p2;@L9IKu^v@R} zsMJ|Ti#Bu)`r30|t+6Gy!IOryY;>)rPZ!w?H{P$!ym{*dxTV#qUDK)W!J0#n?k?9~ z@pdFJADXF{8uI4dmUw^bZP@+FLBuA}$5$iG=r@EP4pz_+-TA1zaI*sS>nrxz|L2Mx z^=pGoMngSr{#r4Zb@rz}J_-3xHHm~OVK8zap-N!LM|2c&66C{!kxDyVS)^wLHIDin zL%-WuC_GYx@(d5UeeN_$dZi%7C!s`9CMgRBbMSNH+(f(H5>hBr3O9qawAuH&(iWE=ak7Yj$KPBm z-f{A+-=VRpd+KrKp#>e@h~hMOJD0VVHJlH16U<&wtSZs+u=sX&#?eW{EK@Az>mEeH zse8Bp&@I0h>+GHI_1ZmMy+9Zot*oVRtPyE%UDlojbCL~?*EU+0Xqa}rjvU|zy^wa9 z_`uW$EhF|s*)t!2)r}M8;XN>}>P(~Cp13!iWCQ*l<2iZxyuf5++AQn(11O6K2oqm8 z6q@=#b%-whaOZ>D05sPeo$1!p$D~A-aq7I_@4>to!SSx-Z=loW=ud&S6fh6~9yDJW zjs$oI&7X#^dLZlPa?bJ=!Rh9_8N&l_NNGHA$ioIHU>4Hs+Rm#yhWGS4LiD*yGGv2k z!2~T&#|ILM_ngp~OoV z6aWXKXYX%$BfJ?SxcTO=^!8UpnlEK?DQyZP-zb)7D*fn!*&L2GzS0XHWuNW{nf?UB z-1syq6GkFpo!O3uxoO;@zh^3UXc{4)329~4&KoeI5_jb`Bx8iXDZiglZduYO!X^MS z4#b;SE%LusOZ02f1ixQUB;^CnYhC$MWLkZ&ZBZsG&rNJ zA+__(wU7GhYd&>IO_S8_nrqy-Ujt0ekUaK0;1QHqdlA{lY&HOBTwMgET^{46bY!Ls zFU)XnVFJTDlHK*~lIL^!T30UqYsyWv`)Uq`zD`SFZ^T%dmzJ&QE_>M}cz(=S!oAuB zb6(7gvJ+W+gPn*+*ro7&Cwnh9PR*Bki{k1oZc-a_3{RTe*-V55r9rkzmWs3jqaF*# zV*oq%qOoSiKjz&&Y^SlvQ9@J4<>*G9gx?TL;Tig+r1GqCMKmf1LcshPo|c6A=S?kx zys24Qq4;bVJismn3N`YkE*(_}(Um1`+goVqAn-2X>X1qwxUC{Hems%9{g|(ALL-Bx zbCL)4WFy=)Hk5fj!?lXQx;3yW8rv3K*7GjIGu8@6Sja3I8JWiV7eU)rRkf?cLmas& z_vX%mI@N+C`mo7Qx)oXipOP<1d%koGIVN5doB8+j0Qyz#hDH{bvvW(Qj2F^j><17; z_d(c2{OOX30{cbdv#STdQov}o*8BHkCKIOC-a$R1%QMy`opP?D0$lK9_`5Exl}_f3 za%Fv3Y(zU*%wZ@*1Yu=Jhj~yU-arYjz#7;tBdjmBu{Wa!k3+oOH%(4U3GiU)0G-he^kH+f#rDTGL5zlfr*W~Z-G=%kf)b(3-~M=~tj zfVCqT(jJ9Kq$3$v=s{!_tu(wdVD&9hq!&?!7n0$aN#^+O7+}(|tsJtg0gjQP9MZ== zX40X41J)Ho!hWb}(!g9DO`vE0qV=ZuFnM98L_C4dABxv)de4U6Y+l^-o&&!>Ae^NR zEguy zQisBS#66R8?)*)uPA1TE{nICnz-Rh51tBGMi1DY-ZF&*&7@9JbqF|Ec2$9`I`eC7_ zS0>i>vEs=DfcPYXsCA|>K0Eb?_J0v#3Bpc$nTGD|x@oBXACf2G$ z2!AB^EIC#3izp_UsM3FEH+T|KH~Lc!@b3fr+@(Kz7PeU!@kTt){uOPo=E8Nf$fCx_ zaCfOg_kU=2J<_?;%3uGv!|{ww9I0?OC!MCfX%#A8R*7+XX;SCiyq@M^ z+4axs< zuT?#Ml3O-J%I-DuBTP8bBy=cVolHv@!K1iZYE5ljGj>jYEXvre<5WL53W5i0^!W0N z^jD<2hFvY$y{=AhN7uAkD@XE->+_OEh5G7ENRC@h%hZzTo;vh_1ffWT|Ih#%yoGH$ z^n#Y;Te+o{ntETC=Xe5umYW)1{^e5z=R4C$?}5RnMBQC*3er?hf>60I8lG0(>LUQq0>M7G5xxuRMkM!j}9&2MyNJ1 z5gDZt4*jdBAA&c9>Xm|zb8BV}@tRF;sD^xj}=;fpABCutus7^Plj z`fU_O^#8z~EW^7isfDJLmFf^DCcw z_R+}^A${uR!D`Q~4TES7M_Z}A$P1$|@M4_^VU;(x3g5iJ?J4x9txhn(M}rqNJam*` z5HU!nQCBJQqi`KCA#>U^YLFlmdW7_AWGiWAV-w(R#`D}XjugikZAZoG6eWa-l8hUX zkWc{$Mp)vmJngiYnCK^q4K@F5f7tjk9zaGfy}Z~l}WS! z#9Ge$fII9v8HpBq?qIKm#Hl2g7SA(V{%&yd$wDjizOc8YMUIQe%Kry&@a(FwO;BKy zYN)=@NRoD=EdBFD_UF3cHqV&7H0yI)#?cd4P(Dq0{l!TME`mq0Zm5l!Dt9w?Vy4D) z!*T{zR%U8tB~C>`H7(by7W7eF6)lt7CS&;tA;kf_c=4$y*Gdhk(w=_@XkTT}3Ld;}}}e>CstblF%Gc_ROrE=(>HrnRw4)P;t3mdu!R{ zthM@q@~+LBt?!Ys%uA#y&puMzRs3%AR-kLM2k@hQwz^PLXt6htMAI=K`+f;9GoBi0Hl1Dhm9{>7skDFecj4R`CMF#$|PpYhsbvBl~DEu zwmE0I7<_-vc%RRiK1DRHjjQWvRg;}X31`H25=hENn_lU7s9;Bxvu;|SYD_7+Dtp9| z4J5TPLo1Qjf9*-4?bwsj9#_>QzNCX%>&GLbtXv;4i%;b>P6JJ~@YLE!rWIk5@?zL8XDB($0 zn>MXX_W^$Z3yd;E5A8EY$0VUk2crzFWghaJk?UnzC1Pn)QR8Ppjae`r0R3h%{p?%Z z#9S}HkQK<VQduW=$ett);na7@jz0cIt#M-@(vHMMMpl7Ty{4J?9d^O__ zlc|i|U*nk|H-ImGGnvW(C0gmY;F1wU+8sLX?EG(=Q?`;uHn!mbW1|1H36-J(S20`; z0ocFxvfUK0rJFY3lEhy!D)X;RXxaUY{C{Yk?hKj!Jb;<|NmCjKQ~V#h(5Y~6<@vjq z>F$u}++Y0v#x5`Cob?ZrQ66RxzS_@V2=j(C(Ks(x$omGUF4ovq0y2;3|B%ps-da)8xNjFyC;#{EdrkKQWKv zExzPwO4@15Q*AH``0*mwOn1wOI`eRDxFjjX%$?$u;F284prXUt@Y52FLH)3_SWRMyB9YCl{OQ%(AtouP+iz4G*9w7v4bk;whS$=2(_VG_^lYxHvl!b>GhREj zUNpYX|}Et_e_G3+fYd4HWJwN!Hhnhov>PFj9l`${$yWWW)tMV0gD z1uQQzVehtVkElTptC5^()W?j%_=Jp|yNxnA)uQ;SdGD>xj)-_Gvw20A;x2-SY}dob zo!XMKhR%vTUIs)G;BJnQwR6>+##IQ#(IlO~_g*@BAzXw6l-qjgF?`w&v-fz*62DeR z=J0m)0c#WckNO#BWKyM5WmEkIcW*vvCQg2}GD{(Z8Z1j1LbIs4dru6XLaC{Hm#qe~ zpjp^mdh8n5L8|XI*KIBaE_yD;8CiI=xD8ga>byAV0qK0rJKd+oF|DzI6(5-jSc`fx z?C9a8iwJq|2IE#KU07_cyzWbfUa6XFrUKqgAcP;=p;vl%J_wBjr$wYWam!FjDYc+a^B zs@+`M|LL868VvfH=1w ze0eeH3$wdC@!j7N&G_NWeno%KG*nRRI#nld==#Jt&Um@tKF8Sxk*9jX_@fG1@ozrT zcu%fvByB{giekI6y?oQnq#FIb`pFtiCWKG;NBx=oeYVp%YdGEZK9O*Gvl)n|B0&BM zdE|fo3XuWsFhsy8?qGz-=Z|>gpyTuC1keHn3```7{QGqj`CoqgM%F|tV0!l)`mH=x zV|_AuY}qMX*$!F4{ii>)_%f9p-sEvglXgc#c)6pW1_#Z)?w*V;W>X3W_og8ec+kb!R{l`HV8iiSl2^C`pW!Fej+ zwVk?h+U+}+oORMCQuOGJ-7z+l*!X=#=AniNY3NN2MQ6ltABRoU&UkUo0?gc7p@gw6 zOD9gQQbx8l`+LQkX9!Le70L^T&uVIx@n3x(kY$;`)b7?DDXXZhUp3}?Rkfys=7&bs z<_ebB%}kXF)~$qY?ZE|X-jYt#mNQNRMb!!$tKa8gt{mi}9;H9CS6-ExUNdqy$tMX%l8bRsa~@!p>GeizP~5QVp?1wyAO1X zn0!&uX2qo!|H4#Tar2@Ab7Wqcyk%#>6K73H+V=KU^f}|coMXbd$v)$v`o8HtKw&GCxU$*g(W4uN(HuR z>VVDS=hOM@CX}Fia#xfBUz`_pz$6j9PFF4Ex;gv8E!-s{JSho6u)zn}0Ij?&6DF_ZWag8s6l%#|nHky6(aUQ-@cn7~|mf+)Z;J*r%Wqetoy3@PpXLU$o1n zh+8J+hDz_93GS~kLbwA-N#p8&a0iGanzQ3qgZ%(xM;C&9t-m^M4*ntnOLCz+eB3!= z^S2iX|Dt&-H506xXXHPrd@3#JsK+Kh%o8!m63;ZD`JC1zlZ+{dC+IPsJ-SnZ1}*qi zB?NCa-J}s+N@}oaae~A7esu&Au!ay}@C$4|&UVX6`_W68l@& zK-abZHONc_EbLY@dGj4gq1VDa?8?H|J-VdfMg)ur4aBAcO^?AZenSfPg1m`!JwcA> z8<@_|!rmY=D9=dzeiTf`R3bCJr$#P0&xEcR&m_9XGhF5V#(m}vfxg=t-k+Z>K_@lC z^sOI+_L8>=gd5>A14VSWVDdBSW@;rPTC?~ZngB69MYti&Ss|hS=xf5w7Ie7rO)PHz zX7f2@-WXDQrPE?;tEbJLhbBZpg(R8e5E=w`gunSbtEmI3O>$#~W8tl-e;?xCM<@`w zek#vD=I^rFEQe!^4agM|5sil3rEb8%%M4r)3LVsJ5MH7n8~zYtAJjc_eBqkOHK2+E9!7e1NLWjhckQn%hy`VhgZ`TR2d))er6eOD{g z0b&||KaqdC8j%0y%Nx;sVmh__tT?DU#wQ`SW3ydX+SFjV`32m}_Rcpz*@^1? zMWWsdxQ**u7qNgJjnA*hqnVGmhsZE2o{=5gTlgI1;rAq^N8!c#OMPZl!2_S-2#siw z#E}lc4G-xhNi}1VDu)}x^Y;(u!Q8t;tPV5+3z#?yrq<0V#{#ZPrkU~1;3_mmb z>-`JY^;>wnv7JshmF6G`?aKC~Kmq#@pHymnm~MnyCe}`)h_0VR4L+3v2d0B~*(`JT zEZ$~|ctQi(Xc(Am7EFw*Y=YT8$6e<~S{J%-BA_&nB^04i^eSyWdB2}zwW(FpUqJ;- zZ5x$45M@<(gRYIhwgn6jrn1>27ITYaKoFqc|#VFjk<6 zI^Z+!qQK{kp3FH=Hw-2;0!~8Vb{_)m=7s7a-h#=37u4>}<_P7~JoV$$4d<^Q=GTop z`l&~fc8zf6eY!l53D%oJcV3lIPZf2FSzu2_8!ccS{W@h5xHI+-*BO~ zy?8d8t1NT{zHEnP_E}yIV(HW)N>7RKNl`1=NlYBr zFtRNJ5C@&hdJD|Ubgqiw(sf=&)Ey4@vu}M3qG|k+BiAPZc1&P;&@K=|+Yg^?^_~m= zRDmc9Dxh<6zE$fNH8eVbSf0SwD@*zM3IvyJ1?r=Y90gWMj*y+~cDJKnURKT-T=#RU zJ3r&neY(x6@j=(m5u=Ob?*}JoY`b=fb(QVlDHE-UvKV66 z`6>e_NPrc3I2zJgXCg&G!8Jj0i@5!<`lrZmpB`aw5&a54^|$y_{~u{@0Tt!9_6>`4cMn5J zNse@@h$ty4-Hg&P1JZE|2t%WwfKmbqC=JpL!ypYJjnq)mT|<0>|8vfB&U4Q5yzjd{ zU5hpMeeJyWwfDaEzTzi9`@h8|p`-oZ+?UB{|ASNIRq#@7+JE&yz{<>67lfY=@r7uy zW_bU}3h#{tx-d`W5+4l*)VL*F66Q2dW0d=MS8T8-N)3mi>vB|6Y$C1 z5tD9aBG3M7u)$-i&&-7Vx4-of)Z~cuHw)zXbCXZ*?-!&$+!|kG=P}`ZPX;e`T+j`i z{xGR@tNT;KE;=ZCDXfS4eVSkKr09lZ&Q$VRQJ9GV@M~|iuDkK@eWg6h;{o5 z7KH#x3F}I5*-;ErFB!I4vD>6xHE7Z14MO?MPiPL~O$=bS4|hS84%Y?Q-mx6TJn0yMu#}a(gH9=&wUn3@ zCOI<8C>AOG)wXCBA%kdYw?E@KJ?4#_2e5eRSXf;wMlsu1SPCS_u@r1zMdpek5qe@_ zgzT1y+Ooo#X(hhe69QA^Sm!$wWFr}Qzo1>6406%EXWXO^!U%~A8AJR^ZjBjxDaoWq zSUd~T&W_7YZZp?}vhtRIp@x|k-qg0GFKK0haaXMQDzif11*mXe2b?GwtPC1$wBADD zbSKKgFm!RXlg9i{HNZdD6X;^THbrKRRG_eC_k@y2TjP#cK0P0#Pi?c`hts)_McF&G z;f+Aa1b-$mz!^wog1BW~ig;QJ$}x2~MCU1+Hgjpu$xuKU{7P_52CUiit!m^RwQ9&j zKv%4kZA#b@#=6VikA_YJlRz22~o|dG>1#LHl4B{Byz~jWH z;V4;`@xH(gbz}CFdz9kINMr2B8)PnwTPme|GWJrp0-y-!v0|ZRdIFS$VpT=9grwCyHfRl##ad|Rs;!#QJko)l)+ljI4m4CLG;)D-pn{zP3U##>YS?3EK%)P zBs@B=p8*ak9}8m0|2a*gorPf5v=$Cyx*UieLF{4yuAQ3mPJ2M7$!!w6VmW~THK|On zNToH1`>P2O-eXN@T<|zUgzG#Vs5E95%0xWGw)2TkVTQWZ(~TWS4CKHM{{^H7%x}$5 zSljdp%nLytzpo#8Pj`QK>oggaTwDB71U1YTm8_cYnKaOLBa8`fHD7BGi2iD(lmp4x z6!;hgmo!5P86QM&J>EL}HqB;zW+qT59}xXz20q*oWjCA#4r6NK{(JyHl~6y~icamQ z3nwi>+RN4f4*oKF_jwtt-=fn2CGj!@RF;_444;hKc?)X=kjF=L#xrUS>Bbg0(M_?w!jnyr2h}W&C65~pt3FpcRqa=;yE6CRYFzYA zM4K!@-)B5;Ogu5^>u>`CJNO0;cwIS_Lmy-lGnuYnVFIP#be5(3t?ei%?mBJ63&&{3KPj)f+YgZ4ZUMsC^xL9PJFeL3K}>3_sRf8^H2tPu_(0R)AGgdfkx-`(DFpj0L~I4ROjk4Ps;Q9b+L0M zX?ayMB>urYyo0?DiqyHDCG_%x?Kq$oVxd_fk*}gpEy>m(LC(o2^PV~WQ!IeHw`u?+ zQgZAiDuPW4q|C*+MvC;?`$4U&q~Fnp}@4oW|g+0L-u4DOj1i$&8h!0(*H0la)jEJdX? zU#-kbZkZtb)OJ;mlIu{zIAW(Zi9>4&wZRVi)HcD@Zry?wf~jzUb(9hasbG#|PBqX$ zF!|NS*D|m|A~up+0{3BLd^c5wW?lE@3^Dwggi(_3XjFs zK|=a1l^b7y8-t+7?x{!%G><>K#&+tTEp5r|Px43| zEacS`V;Nxp$xI6t_>|OJFF^4>cTFLN+xuVoW%6(RqB#H5Q~;@KwFnH@L|X(hySH7; zCRyBANJDdm>{=x z$G=c6d|9#E|D5WUy~$7iw1pP*M5PBD8Z5P@5k3kY8PWvI&)_aRB3M%Lehfgm!0)xu+u&zZ(c zqu@qjl$%H|prh{ex?1gSpPO1!Q`! zp{dGmj@&DwAq=luC@a!-eiU`kxc{bFZTI8WXaT%YXnKxy zSvg9Xd(RKhqSi(?)_4u*3uum2l_iM5g!9W z98)pTZ~#nG_0Ydtx=*Ck%(@P#G9p8HdMox=51LwMigt=0<0_r*0{M^Y%v*g~WRXKy zqsF;&ct(yyw3RT z7vG!LuxNPWrsE7b)|YeD(%kWeLjYRB$VlG60e~1HIGR+*PN!UB+;d+|mG?>eqt8N_ z3T7NSUCZ49Zcr8tl0=9;1T${E4%Yzh92n2s95JkEq{&D){`NCN(l^GHI-6#+Ghk2D z=6C70>l%V3|NQ5YPjEYVd#LVpIWp>N0*N{7@XG&3gd2IxHdE<1sxz}?b8`$U9H|5uV(!1RgVlF_i z5DvsX-j`BMrpu~Y`FN3+olQhsC*pWEwhnneloQ<<=x}#4`FBE2G;_*%&(8?xZm6$) zG7&NJXLC^2X_{)d+@kyNT9)rBO~}+;woLiY)hDSdSt#zNCfKW$x6)FsKlUk392D-q zA{m^swyf;`wWhT0*00B0bt9m`b@1b2clS9EAUULF*12oZ4}AY6@{2lCeuaqni{C8* zjP>>DP~07JuaDg1yHva9SliUL&M&tH-cX7wwdT7UU*lwdCl~j^k$umBoswgL|H~e& zi*uNPyxhyz&`*7R8WVDH9*!Nd1Nm%QKWzx8ZVmlB5s0Yt3^tJ;3^I34d?GLK@^yk{ z8o;OVtwN`+Vw_^%Ay=m22`-WB@Xr(Gh{_RFPoMA6I#HuOA6Nq>K!mGDhD+Wa>EIyk zZ{KQgUiE14q>OzH(9a@t-iY>ok*$MC#WhCqv~$de zQ9|^}o!PBw`pm2hb$9G_)Hv5q^!>*i{@c2k0UD!@?tV_XN z_DV-vc`q36?5q_l9T-(JkwW{H!V|_i{BG%du|m24 z^#jV$9XheT1BG|biq`BoCdYEjKw*PSaRfO~soGLJtc(*d7QHdSGq=)=r`baG!iqD| zO44_SsB#v--}pfk-Et2Urrp!dRdAd12+Ey4vg%A~MDsAV{f1_{W>1^7L@B{qDX~dK z_gx4H`jIt@jTMe>35{bZjEh<`B->vMK>-$RHG0Nih7tF`92xZZf8wC0;R2V z=vMjnii(KZ?4s3hhajxK41@Iy5lT)dPiIvbIWe3kVz_38;m-|Y%oT!#z3`m;^PLp}{qWI@}{Cc_6< z0ZF!}T*RH?{lWXiXCwA5+~wx(?C(8N)H*BEMwPNg~ zaL&Xz;{ue~N_&VmUL2G(y`6NzBMoxh&ywu0{T?W~4R%8gersu7NT`*^Fo<=aRk50# z(uzC1dB|Jag!%UOE|G-?_0-T(cHTKE&34`7h$j$ATPP$kDAp4^(@?!?+O_R#r`t?YXlAET7qS-EdMw3y2(b*+6BwS&EZz$% zC5HLCLTwd>F?9n`ggZpw4hDrN#&3Fmx&-{6`&5TrDN<@*bMM@bZVya;r6NYJX2q-B zu80t$c4z^owx|hVt1a$wABXpqN)sK8C^hB_v+fY~b7M;5HkDkd2Ae zKO@zwl>8DGg0E&tpnaQh3Cbygyk#0STus{GO%*o_cWNoe@?C}aeM`#dmd51p5I9rp zJw9!eX=`g!4&GKt717 zHAKJ9RT`nY1$dODb3YMXSSiH*%;nmWwDTDqPA8$)e9w8~mxIsz9)#p10@ z(V-^BmVt!JP?y75`kI#qV~S@LOkeTjU1mPmG*mT5=mFLAUh^&mZC=~g8WBoo*W%{* z#-cOO%x5H%JMtTSRP|(SI}YoySolv@l#;hR@2r^&)m9swKb6`nG&u+gzpfM`;?J9OltGAE67~fEv1ke8Cu)9Zo^lkFyh8A`f38{S%z=h zx{)5K4>Y@#C8eXlo&$o!)NVcPe^Pm+`?!{ln>~rgq;mTri5V zl=w23Z^v~k(gN*smU|fUs2)@|FUb@tZK<;!1NSC8?7%AfZ&9=(#K_q@24%qIFp{NN zcf*&WbD-2XuxZ$0HH#pe)}?KCmgD$cG7T zB7Yeowq|ksDFcpiz->Au%*q|&$MltGuZdrr-ppa>;W4&iHNxrWfNf9B<~kV1G(zB* zBeuCi47Xz*&!5E%2Ur&sK)!8G04zrRFBg)i(rivM&S)HV`IL@7YcDbV^!;*#?qYAU zy0~o2Gzs6zkih(weyUSnF*UiPSpdjhKJN_g@Kbh-XlY33xA0N<4cW3b>(n^yKZ#Qz zfmf`2a-H6p@w;fz_{qop6p#bNjxWcw8imbosMV?N(u0RzJ=pxXzCw$t0w~@HDYPE9 zGN5c-to#?~?HHQC-H9+^!Z=yg{~mz)rM7yT5M>)L7Jl6j)0>%bvMNYueWbjH z;(Z=!!j!WsnJbn!(Q5elG^(LB*_9;w-eQf5l@Oc+`rfU`t#JUl_f$l`7yW3jQtamW zczzM*E8W$n#Rej`^ek5Q41l}~l3~%O4Dzo^Zy#u+-poJDT1}GsY5dgW>+bc;EsIUP z(UOCSu1{hkGNGj-oYA+6#q=jueJ^ZCvQ2+0dwn+P9jweNy;&?)Nn}-EP}ubpqwgFe z9NqiX*=@z$fK-n)H~lE1yhSj2<1tgkT_#q&>6NDkPn;`M;_|m{LMyr~1>bf%>4|;@ z%qAO7r<`wMmd_>4?7vogaq>Md7u2Fw2&N~}=P(Si#Q&du-~jj+_-ZB(IJ-vN{j55V7ISEUtykfw)QDruK`F|2WK0R`4dSQ? zo*VPAYqa)~EMxodAkW z%SZlOKGjMJar$eXc_!aZ+h6b6eGbe?)Vt7As>);O*MY`4MYwK`*95qq4Hh<}R3S6Q zcE*+(zW(UVc5sl=lN))O==wzR-KNFU#6*L{n<+EUysq5CdVS?fb>ZS~qkwpx!LJWf z@&5itWex8R@9X9NEX&`VsAy6;@7x7u&hplh3NLG63+c3c+U6!j1x6;!0*)D4rmTe#a@ujwxU_uwv7v$lWdNf4f7{hsB;ptEM*ZVeKVA zNEN$TFjlF3ABJ0rmLr>IacX|ILOs(MN$SnacE*&ubA4$W6g&S=Vu#~!P6UXaYa5H8 z{D`V6B{s;WG_YKJ_QijFu(hi{4-lkdF;nJS<>6sOynCFy$ zQKCv&xvOy|;cNtOa;aJM{qPYz)8_7#*$$Z)Mlr-Pj7}#jg0Pg*%ZiL0rR{%Baymw< znkAt6x??+aEELHpzD2zx->RUNJVUg{Vx`301HD(S2w>Q(0Pc0$>KkhaTR2I_U@MNM zHDy>SJ+5J#NLQe{`ECk+DpH8Tio_2R$u<@ovqFzxC=D04Lo?-+veS-*ays2t9*J;$ z3#ZtV31SA_!$mW-c#>J;`XUoZS7s%aV02pRZA_k7DBgXmLhr0se zNF1!m4CC|MWu9D8nFu3LE8U?roqP#C>!4s`W4LPS9o7!9nDgXj5i%?B(^72(bChfk z8qWqsMIH^sn}mduuTWc<+$PM0AhPYO*-<65l2VzJj_oZpee-m&*;w-#B$x~;NKgVc zdwafGzhLm+D*>Az0j|D}G07L{z60Ht6v&`d-y$jw5rG=OAs*pKL!d(dQCv2f1wO)MHauDpUL@A-Y(l~@7V z6~>Id?4UdFj1XQ2xGS+RS$0%ef>CEDmYnOP`O#u3K@B%#K7ryxUi&nSG1Gm<=UaX1 z(`>56)!it()AlqU2{C?Nkc4iOj?9B;tB2EbS?e3Rop9Fkc?&XlN{F%l)Lq8s9a-`0 z<%6Owl1MeSpVo1q*e2Y#Su=UR38-$T%BFCDi+4GPmeo1gUzT&a{Fu)$eS5BEva1qy z{E=bN_Vzfdb0;8%EMbtY=Eod`EzG>x;_L2zTeihhYFM?BFuRU}R_?_m~@H;JRf7$nE-C4XB&j5oL zb`BYpj;j8i78`GkKmK%|mJNXGP?7gU>6}1B{HL89yI|buuI(16Z_PAag_P zEX~*Vpx2#um__eH1UJ2OeSu^rtB3yj*%7gJ$B(kl!1f`5_hUWP{QE-gM1Kro?tvO9 z%yv-mip5AVv@bV|1?y^BF_2m}Mg2I(abrrbo1;raGWzF1!g!Ykr~yh}v2bb$u@E1j zC{e6QBe7<7j4EWYogvzqq}-6o!cF(|^EKJ%hu>f%8uOg&4$+wrvM-QHidd^dmgE+N z#C9CzFs!oUTPc6z{NFQC*6|0(+@^ri2&cBjdm|AnP&;c1w!s3`O7X=&wUiH@C!7Pk z=w!F1Pg*EITst;sM0Sd+gw3At(x@R21hK`9$IlNv4|1PGx`?vNFVDjv;bPl3ELOKuL-L^E9( z2Aa|hnL8n|iVJ?M(IP@DD#5VXXXjPa55Cn-9IUrA)=rRcpcSiRFcOO3a~woy<(1Mx z#}HVPKdd?x+Zl37DNCwRtJXsSbDDHv8tm>~0#0jo9XvwpbX6Si~`2DZ;KgYuzDD6y7*SUq$IX_j7; z-~b~3&AIVzy_(4fPap6n;U%lin9$1PxQeL2p6>W%tqJSEM1{B?413@D1~X2K8Nc^T z#xI*qxY;#D0~#H0ylBpmmC2`jpqkX+$a2tQv~prDFU9IZF?o;UIG zHc4Xp6G=nFl|5W3^C*-^+M3a&9dENOP$Al0AryKnGI5O4H=ApS6ou<51hD$c*4wZaqYvK( zuU7THaref_-GRQ?z9llNw-ZfhV2xYU!co-bIrWly9VN4Q2bXe=g92;yhsML|+s#{L z>w)0sJ5J;yb2shjPl+x2o#{oL@^P5Gup<&LvL@H^KMeV{McRZ^cZpFU6jqj8V}{@4HdQEiStp?G-k zp=osFFm$J(a!vAE=lPEV{eaxU!tJzU&(TY#=X*=1zkXT{YY&q=6?{~9yW;vVHh@ot;I^xtUhH?Q z2>Zt_N$#IS*r29AGHTLn2tETKcrWFaI``ubMlS?ZKfN9Nsmt)DmHy3rb$fMz9Es4E z)Z7GQ4fImp2~_ZTIsm&lY4>BXBc1dqrgsAE;5TDYX5W zy&X^?-TO7gsN8b8r#59-=!0zj=HW?Ik15TfwqUgHesa2eshW$w?oV#7)BGCU;wk>4 z-O>pDD*E-J2**y-2)E zzMH$y>86^>j?Ab4)Oi=a_+%aL!M_jDw6Kb|h%Q9T|Av3J(8SBX)xzwPiW;G-dj3*Y>z1D`a9lSr~x45Et51YwKO)t zdtXEL_U`SRJ^fzQ(L=Ddc>2ldGWf@9#v5Y{riQKC;0{u8&KX^#LrzH4?!BEX64~~? z*(50MdvXzx=fTb`@*0NynkAXx!+3HpInca!=Xole`Ek9o1>7`OV` z1X~DLOAfU>$2Qg|6iBtU-Oh(3^bpXtM;mD@^B6BUZKvN&EQ=?WDvvR1S>zG2RZK~? zQrmV^6@p5#zPIs%siyOrL+%w>;y!VDZo55gjVgE^FWf_5z)<$~oo2~<=XH|6hF6OP zwzT5wL{bc;(Zf#9K5VpLu#FB-Ss;-TYuEQAFrXK=5l(Qj0;IeFP7R|@yp(ZN(d;Ts zVtKk&PYL&N3|C_5hZxOr#cJ&5D`w_0CSVA9>Adc1=9UZ+_oqfa z+`Ex9;o7*MKVILd;+B{jLdoEEO+z;QT>&(BZLBB22@Ute$Li0B)k;$J3YJNv;Dq7| zJrwEWf#u;qh#~4>!4j908|{!nvu8S4*mJd=+Q40^SQ~uDvF2e-IHieCbXp67#IVOI zTJ~LqY1fUavQR|w;_unhyA+lJ9p&*JnlQGMnmA{LzM|PG-||=7hJ80j-0@SYLzuxf zg#835kuu@WQ;`lL*4)yNURp-TKT7g;&{tQ45O{O!CQ8n?4w73xncB$wotR z%Mvx-FX&fpQQoq2K+mb^t9b;|Kp$M#NjNP%q)U{72VVR+p}?Y>2pv|eIuZR@k+ zvtIvR%@VennyYI5rIziv>kRHpQ0?c!Nw-S8y~r3x3s71;|Gs%pO0$AyoG9i z!aNAI5So9Bc_{p1D&Vtz*QRKNu4l%Vv@(p=M$#{@)$r6s;>OZgcTVNU-y1>AEkcX@ zvCGf&-K5s4lZlJw<-#cMpFJqAPr-P_|t>~9a(lx5F zG4YYYQ!NcW+dkkWjrCba1y(2Qv8VoRh)n8pP{+emltbSlmk5-5)Qz?Zfb`n>yc8`- z6WzPfkH_9m+a7lmkJ)jfn9~FG5*N(A7=bCVR;T9Iqzkw#gOxh;8^1&SL(}{fs~cVh z81@8#P;a7T-#n2GsWAQi*|hV9w40z;St!OQTrGK#IDM&RmNs;~8wb?$ICkD!+lI%s zJT~h6?9C#yjg-6e(GJHX;QhA4C(^8iO>r#c+^97Z>mY$0mH&BA`2Oz(B@H_$w*NPS z0*r>}{QIc<85Ec2{8E8mRj2=JP=-bl0;` zInSAm*ne-cL*T}uzf(Y?I=<-zx%+8ljX#dQ`)bUHu8E$%F6h{AD^nVpi@K@3CVBo1 z4V-EL79;Mbh_c2Z<-~*Zi}$IEqALLpE*~ETege4tEIbd$d<-~e+8X_p3AaN)J#i&( z*_Zia7rm#OJI_FZCp>*i!UgE-B1^wCx6O;@aZNk6DOGohdUvy(mJ+6VZL8yyXYX8u zJD(B9?Jg_y8TdptSu+BxQ@=vCtX<7}fQz$h8s7Mb-E2@xzHHcNX==t2-SqdHeeNo0+1DOW(}Q8V5!JDaS-r zJH$CBib~y0^Eem67PHDFX_v^PlVXL=%UR|N1DH-a|FnDNRMggU{Z1KO;%nTQlt?tVy4-iHw8GXIS&|Pwz4Ax}P~#?rt4( z0bS5D+s0M^$_Mn0p481AkpRaohjTnaOV2^y1!bez(GSeql1JUSl-s_XUANul9dQFQ z?rMuHDw=j;-Y=+3eMi*1i*x78upw>gKR@H7-04tg&46@UY~ul)Lucgu_(zA&{+|X5 zAfM_{8}H$(N$H2N1I;04)RV`w;KhEQ)Z$$_pk3rb>R6MqF{;4_g4x3r!h$Ju#kt`X zFEN>SxCMTA;?12e6XovBy0+K&D^4bIX))uhcA=NADQl&*u21=dev#rLoicFI+=+Ga z1hujeGjkEFaj`|po3(5uVivN*PMt`hVjmb zU1n8XglDhJue8E;(l5)Gs#4!zp3%M1SvK+Xq^x5-R&lkQiuJ;7ZlPO6UQR!DlAceO z*7WJTIHw)=deOMqS58z?W6Azl!#_y-bI}R8y6B8L zO*)UkLI_!qT}%55KS(DUWbf0l!&ofsP{^yUS{knuou$6;k-+HT8_jrarg>Xbxf3of zo#jU_X4rc+QRif{(M^iFhNvJ$rjJ(SCZq(u-0bR+lmW0$O2-3)g1+=d>Vjo&WCVMDC7Y0w>ovKEb-|yL^{`y^Cq(1J5SK-Aq01uX~lgnm;jtI+FLk z%ouEyU9KM_%l#no?N9$DUyhmIvpwuntO9rybJwH8qFT>=lZ7*`26|GD> z7ata`9~?JDohBIkq^$%t(lGd|I~U^@CrOtan`UE8Fqf^Va*U{%_uS(48R=Z$mgyKE z>)|QtG|bx2Q6yg!d-I^^(ldVsbJ2tu4`9EC&4d7A9RUoqttwZ&k?u`f`*n zdZN0@y1D~oXKL#=^1OHu0-A+5&EE_=MtFl}VuZgHe{5X9yMWw3RyuofCT`lM+|ktB zgp|6VzmRNXAKk${miDH3{>77goWoV+wRC67!V~O&;a!H4hr0<2l<~?B0wd4pYE(8~ zE8n}II%!*=Oi;diLFAKCuXVwHlD!c3M*04Q%n5oS85HICpnm-dNC*V@O=K>7yTT8` zq5~-jWATG9SVW-yKe$07nG5AtxIt!!_@b*6LlitZSNK6n=tsNJe;|iI>Pmc9kV9BJ z9`38GKG>{RDFRzE7f7$N+Je;kuFCo+$RUj_BSd^Tr;*s57+Dq}`38#@{3q6b!x7Th zDyQJ-4|~>vC%I%-vcDF)fpjDJHC`hiJR>2yzmkz$W3uKk&x{_);#I&;DQ zAB81h(R@Jv$U=_=CHgzw(Eg_E+x5TW8|^D$F_iu**FWPR?VH1}pq76xB1P`)CmdNM z5k6FNK=kd?1aT}xBS1hZRJz-^@@UukpP_|f2Q7nm^rw?R>gFWhIq&l`L4ySxu;9-S z7NHVk7p6?5v-@u)iK)ggFUi~w!A~^wIbu^k#B~d&CP5`zMzUNL|EKi8;mn2n|B&1Q zi@}pbM25wr?yxIqrV-rAr{F0jSfJvji-xq&N!lc%naCLotrs`s-|qj1VjHpeH^%>= z(W7kY=9K@T(URB?i2v`UH>^A|a)WRnm@+M+iF5L>Ak%+q4Yr&{@IQkoK_v_=Bi`6z4b{YUHB|uKp{)g2aB!=>7b5<2NUEP&i;kbxmATlRT@ruM1jvr z+aYr&0c0< zbBZv2*(6sTJP^TO$&-30@c9Y;N|JO+fzL-c$HZp`i^Najr^M%@fko3w$h2So3&zv? zyi%PY$wC{CmG)oX1GA5ILz0RgVF@xQVwP0vpuZqN>y@!QZ*NQW#69VC1qR@{`JGev8e}6{rNC7|N3FDA6Yu7 zv4MLMEBe_UrQ$ywy>P zQ*CtTjKAU!IxnI`J0(u85qcAg*GH?=2g{nbQ=7Lz%sYsuZ-+?3BdbcVk$T(Y4d=~L z(TWAzN+R1qN5Y8ss@Qne>R=o&(8gP29o|tI$|u$;>4cUeaj_z-f}n=R+SxQ=jDFP! zflVko7Ow~wG|SVoeT!m;WXYRe&6~W#n~l#KmwXy2Fx`6H6-~Bf8Q}$wJt}F%R5ue& zXJGM)7Wiv|1eyL?TfIRh-q*QJ+oX!JXBj+UtWbp*v#Az5uTliymprd@xWnb3(2Qf= zN+yb?Dz=O@fWI1rMUTRRr3YrUQs;$*wx#;EDH6RIm%S+k>*GlMXV1T=bn3+Y)rJ3G zJplfPE|_0dzBN@+cbO$2@Fq*Cj^xDJk)$^hjh4i$@mGhkO`(`{pp0H(EoSR;;GF8X z04(kmCG2IASX;LYQZN~<2bz-vp*>P($tApLbG=DP>tn?0LwKg!WvAOnw$Rtvz5l>o zWiJ2(MV2o+N+R-^=HX6r#L+PF$?Di(ld%@(=p6}9I3ev+J9yJ75;N8jmACW%Hprg^2;SM_%`=_~sbuLHBiCzcInJr(}pf$ssMlVR4z3&1t+o$vC) z3kyI6!$|0UlIytXaaP7ExZLJzi5||qz#^xbT--|{2^=llYnb-g+5 zXI`y8xSyBq@AbLz!aTn)*ZDl>ajwhcDP^HHo8g9vYwr58cb5_>N)=a(elf#NyC1|0>WS2nch~Clg zlKJ!E=aZgwnCi0!m`^sbr6W8G##%*~wXfxcr}4F96P^JXwX5B~RL;iAfEg6R9qe3p z{@$e6Peyrp`e2M3-DNJ-SkAcdd}dd2%;m`V*Lg)oQ);1&UrrSX#f)D0>{r}?6jX!BFXZW_2qoOaRu+EWh zuGIDfm_Nd<^p&uioRF090sjV|d;J=Q;IEiFI)7sBxSD9NFhF?k^UVa^A;RTF-GKzK z-2Q1thp!trR`qs-!GucS5!F6{7n)aF%QPkh)xI!4pD{b3E6s?usXs~=eN4s$-~BMX z+<2t4Wj3^+J#ffIe8-JW07s76oqd!hJU903ZjHL9P3DI}y2uK^>5FOiNZ0UnQ!|pC zrrO=0?;`R7f z4IIgDUqncq^8~@))xSFp``#vZ{+fT6b@c;b8N)4;1FNg&HSBX3VHq{{S@-IB(zbnh zMEm7eqmZK=k!>`)dkA|;8KPOa|C7vt_e%GG)lja9=1I>?z+sH z=>-J<<+T^!?>$NaY!-4SeM%|&9ww&)6T~p0herlAiN^=D#y6+hiNJA*<7Q#Z=6CB9 zCLr`?h3}V}o6A~eABhso)VlU?(5~}ia+@9f`n`^xlrLYu9Bj)t*KO9rx;9(?VY|ye zZ1)GJBjpCx$5;MOxE&TdsFhQaLK;2`0LHy`dBucjKeg;k_2>w<0ltJ6;rO}F-i(Ac zs)pWRfLp29=gXp}q)QJ3BkUcAK8f2a@%1faGxs7;<}Wz&2GkAUl6f31-#83g?uwMY z&@)Z`Q431Zs(rv8S|l{Gw<#;h%}?MebL4fg)lhRpT^;x6NZx^{g6}oQN8(A~I8Ke+ zI-=t~;VJ2O%NOfPF$vQy?d7QPL4N_0E=ELiKQC3(!S)bjbBzi;GqqHdE^nUQ%f-_6 z>VxYeo#yG@cL{lE8yUSiTY->Y7DV1x%xM?tX-}aYt8=uo=SM|Yc|HdWyKP6M9P}$r zO!}`(@77edxA$kIZ++XQ2mv#UYpJ4ABR1!N+h}Jmb|0WYn#val7O@q56P-0y3EJDJ(up z9~+~i754)yp6{V>)D!T)Q|)rve!Q=Gg7Xqzo|i7*ymR}Ic8pcqQ=Xt=6z)FYP7l$gEJSpN2FXG4pX>2rgtCkhSAI=yeff2lyD-%TH5_mJc5m$ z1H_hz)gnn&B67*1!aY@ZdyoYI7By3|A^nNy&rRqU3?r+IMobIi( z#{S#q1b%5|%aNOfuycY>fQ_qNW0%NY1$_~FP2+NH>p_Alh6j3y_e75l2fLI9{+Uy| zf990L)l!}wmK669pA)!q{o3x;EZTUh;rQeZUB{)CCh?sT7RF$auWx_o@0`0hYP-3f zYEJH(eWuFNdh`Iv_i5g`F{qk)O&x~5E8Si}=5j_*>tSRTo)Rp$GgWixc%7k#5Y}4L zv{&bTOWah3d*v*)nnU;Y8!in`^Pd9jZygp7x)kknX-dZ= zg`@1JBa#__VWH3OFJz%q(O)?(SOjoD{le*5^QE8WG0P5hzu8;T8^C=-yXbSLAZ&JVud_`X3(su@{2L%F}j z_nCd)nA0UafcPd+X5rrl4kPzQ5Z63L^MBhEUynHWXpot(A(c}n8yuR=OSYR9wq8G% z4Y=C9OicN>L4FWB5g+F|WppuLrNyfGj4~0lF*JOedhp?z%FBiaE4e?YFWp}yMkX%} zf8SFR-o===0!R24Cb$-?Ey`AN=MvkMI9oNl?;nfe>7+~zMcq7lCtIYAlze{^63tKV0$$sy-7h=@gHED@iaLd#3Joq}8QE z09Onm_8GtY5z%7}lY9On69`%RTM0@(qyh{CkXSEd3Dv^8f+DE2BII+Axz^C&lp?e5 zvsuUN)m!QY44IFl+r_;ChX{ne0WbM_{FhVw+_s)4yW>|hQ8U~l2`7PpB~OQlxakzl z(uIZTm%;jx8hfO1QG!t)fVU${>~~1Bi9$E+>>unIzuKo%mW;B`q5TB%F6AHs?rFZv z39(0q7bNOqgV66yKkZ!Pd*>Hv;~L6P=!7KxXw(0*%Cqqjyrv{M^rK?$K+hrIJSJ)F zL4KcNZW3_~+p}cKvY%2N$G5ZgWyWvweiwfhub?Isuk}p)_r`4%k=MWoa+ugmn)2PLZ;ddexi<#4E}7e(Xy$Af{FN2gLV<6g8?=7=GnU?t>K7wmu*I zz^nx92l^@pyi~f~KeV@h=aeHLT=AOt-jgAX24<>2CmaNr7x<-L5#yonbMO2$(q5?f_r znmXit$uEZW1+&p)!3q~zSJjZ#{i)_pEWc0tNhdk@TmU8RwK~$Pg>Xd64un-e?N~_V zi2QDer1#wxd&}WWzw>z{NupPITtaJRXkSsQuKbr%8L2(erhQ}xcisq3^g!ZcI3Xn% zPf;oSj=4y?TT^|dZo*N{`gc%)gJj`9K zwx4+F@bgo^@c8P_l1jS;<27SfbZDqHChZ{RV)$s{yw7c9egRW-e zgRyI8k-vajKiQ{K)Y2Iuuf20MA+Wr!sL}s}a0T~jMzDXP{DD|e*|$0s3wVWHO*uZt z{peVM?!!-I6m|MdQpe6_>vaOSxa6(AsbrXje`iPv5X9pKe5APK9kFi|7~iCcPh{$( z$9?Z(-5B6wdub;ZQaZtC&HXsMn-s~~XqGkGpY+izB}6r}rxyh+?; zR|McM3Ln?nv%gaexXRxBJq=ZZl;<5mIsU{pF#I z{eo{rhk*Y{3G3*<>}H6T!@v>C=E+BV<>O2Iv=^h=Cj+EmW*8mJ@3mvl(aG9Ig!~r3 zU8i`lVF2{IoUJH71Xgjk0*+T>6bh*?n2(RBH){(RmZbC3f0;Tgsn{<)EJkf<$LM@U zx!9k^i8Yd;qr`-w8zuC@;DXUy(OYdq%dAjee}zEYxP8`RLZ4bT?Anj}z%-La=@VHR!vSLB?i%!gWqIe7= z%sLY{s#UIW322o!iVDx@e`Q(q;`29cvg*5+omC5OkuN9W5_>+yU9~{O%?}>dO8P~e z?mT~eC~T@4Zdp4V&&&bqfSE^hoSMy(w*F9wGEm7@_*_LN7TKyvq3llS3>ZBPi~+ydqyzUF>-`Y$ zu0P(MbW(=W-H)?Nf>UU<9;~*v~?+C%VmnAdm2bF>#@gNbhS)?8hY& z6Bb3MG~N>;x=r<<$nZUhihZ<*-PL{=xXY%u9$o358o>XG#UhJV}w-v?j=5j3` z9pJ_9P5X&jrJWwGHBFkUC$28}!KiUcrtBT(l&WVtV{^sBPx|L*qQql>sfMC~w;q=T zQ_WhL7D|1Ok8qeLgQPKYvx&}I1`fKQtscjZ6f!!ji{g7OoE9Ogt>m>QLgGBQml!*l z0Z$YC_%CbEfty#ygvU3=RH){_?M++v z)?FvG4OqCrA=}fe!UF;+*ZO~wPg(2x~}zZ$CBHY9oa4Q#U1OfdS6e= zU#PxH+#iKnUOWdfnBtp<&Foeti+`HAmXB18>6n*{j8m|W#Hx=`bomZ{fD@}`ym+$_ z6PWGzxH;#%OU=8aKzJyQXxuW2sR?p5EMSyf`MP3C^7X zb1Bq>{$5E^osjV6gf*l%91M~jDioo8M)uxTynb<;ROE#Bf4$@&{Oq|L+>h)2>m>)_^-B&y#7m8+ zcazw!LO@B0{r3oHD6yXcLVG@1q0AyFns_Y#Zq|)n$P#kO9)hj>jXppg@lVH%z77O@ zBT~HOT|cA@$nDU28y&WMmF%9nU(&yI9mb9lwIX!?UFQF z4(XO)zBlxAZk2sYx8}=_sqd3^mFQE)N9aP~3f4a$9!b^Hz|eGUcM#rgnE15L)%pcR z_38HR@`uc_mBw>~lC$TEQ#5S*(6xM3eEypTW=$RF)=8Bx3evBPn+1uZ!@gwHU42L@j z%5y;_Bz0dHzSGbN(YT{VPscz{*K{1W)&GqM|1e>Bfq(il%+88PhCHakKx%{JARbRu zK63RNkQt-bRid?F=5A-R-GIJ;3eu3!~EDg?}ZH0!p^(5b}bHQq8i zto{CucjUZ$bbNfB_XwW%ee~Ux%wXx&mqWh2-II9wVq>RQPP+|wxH+5OdaS8LU4J$l zo&-TkOG8&|0QcSCDQb(Asmq@}-K#qzyhmkffV)ga=H<$k{e?p9$^4X7&0&)R|J6n* zjkViud#?IfSNK|NI;UEXuH|mNlX_wZRk5;Pbv%843VjvY_%X-eu}&39tsj+zSiM=q z);u0}3&l3%*ytSNk_h-9-pV=UUt1Tu{iX`lx)~>uDtkIy!6jk}vXy!?aJDkOJid$! z?B6(j2Nv8@+zQCivha%VO64+GRw`Fqm%*~)x^lJ*mX)&=AH}Av#|00!B*kZxcRhPa zbhaNsKcf4VEWgKdjuc@4*D{f1<+smFf;f-!AnlEkTK4r25jkr7u@o$^Rps4pV2`{l z<$h8G{!@838o?oq2hvWL%uz8jPt6F$vg|`m+-7l>M6mb*X^%j#NEeYyAOO2iAF>GE z1IOT@W|W1AAEFQgiH9uCngj3AIDRhYVNxHk2!1zxOfNNXmhtq(?!5LRs&% zs2R0lNO(-RA%3dcWsr7T1uXI+P?2PFYDiu1Nkhfa1QkhQN~cI{9uAXU!%*DJnJ3VX z5r4bffqpdp+fqo)*kh*Io77B61*p}lP&20gZ8C*^9QfNQ7}9>{?>NJ$3t4~0c`7Q` z?>|hIs{bCX(f6aKP$MOly@sK$!*(2`z5I8BN>Q{yD5}uC{01SXsni8GY4c#^`;WX? zHNhX^Z&H2IFrccMQGUxsm%`h^5}i~}#PKHD$O~6KD-YMoHPQl7)Ix?z$P=B?jBR(X z*C2p+xIT!Qk(3@rb%Y}EKnnWN;2-!cD8FU>-|T9@2Q3MM9-(~T8BT2~S-v&?E#I5_ zopPQZ#$n$Kk_z_Kwtw;dt%sCGp@jEr0&#!+uB;!@F=I~6m|G01FF|D~)jCGOy@7gP zM6LZBtl}7j6=h9%*9wMRg31bOIzgESVjSl)4Ra@Ug^2q zMtPA-M{bO_`te*%d9>vc>?zwTD>0}9@K6t6e zT70$nhDW^8J&`ZvetYBI7r5 z(Cx<_!0s~nDIH@FI~!B}bF1~IBKudq=%b~qpHxeHtuffGcG?O&GI7FVwQt}@_SQF1*G&iGb=$q%@1mPk;+3PQRzGtJ zr&&rjE`q*UUn%R%9O|8{4ADDW9=9FCGu-{g*v%X_(xEh?qhjA1ix2W6T#Spd(a|UC zbzRQ@_sw(pLG?(Xt;9<a5^|@7av*jpGZ_~ zEE%R8@*9*0-lY<1z{(FIO>WtmVLaAZPd-E0V1msa-EZmGIXgx^r@Oob1dG>;Aq1%U zOq3JxCFN171&_yFt$h;2p%6mLS0CU}9~kKcOFvlpM*5IlB=nT@l%^%X@)#`AV0j7_ zNwCOG%Q4&E^|;&q26n-VLJ5Q+Bp%M#OguHCBc^39+SV>hxx9%tpHnHMeNvL5s6H9e z{tSUbA?>0F+*MR=lXxr%XKG3LZDKE)<+ca(#Jc z)3wOP&*qk`M^WkQ)elAeWRl-N9yYUj`VV7nDewN0)&DW(@q0)+)<0YkD3rNm z{}=c7T+WeIME{#PIh0@^nSMQ`g&JsqL+WoZ2{aKwq79DyAi>GZ(eu9yf{M!OFku?= zm=xORdf?(%E(L+hgop;`L*FAmwee>Sz2C@99;YAr%iO4M?k2moVFOvGQ zl>sU5;r$jdOx*kRbZG(&*sUfu?*)Gu`9OlOvTOo)bMopPfNfRiM|EL)ADuyXBiR{? zKpl!-^c=Vdq}F5n{B2ys!I{^EZPy{!QK$p2r@+D3~p;{U)I_+NKqn*;i>ROr9GA*G^n zQ=9+o4Vm6yaZdlw8v^`ap5sXB!sP#9+W&jjqR@{=|Mjeoz*%oy&l>nIo}>77nd2NN zXgST+4T9Z?wu~YFn#H`^`6H{(@bruWN#7*B6^l1}%s z9IRMlx}8vz)T+|f#vb?VSYOW4FpImabefn?^Xru@ZvmNl<9Lmk-62aJ$Aul&!(wxUCql?=&RxgM- z>%2BP{-!psaHA_GWFx<;O6T2S)kYUnY{1^$u*IjM)>@OUHycYQ(+OA3BbG;3T)7vC zo0YB>M;Pm3UX#puXDIIy>oy7D?l&uy^sg)LPBL#_ougc$wv*lk_gBatuTMJ4ulHBi z<{x#=Fen-t9YRHTj*L|P>$Lo($qRKb>rzjJH;YKAclyYvJRuz!I8bL( zdiNXS@}{IB3G!lxT7jX^;tQMrQj6N zB(NsiI=#aV=@oP8?tMq5ls;hMS<84$5|0FH)@qoRt06!ta-K0mS88)nTu!<|k@wg>t2@RP?pIx*AkLIWW6P&CA^0yhhD-Z$*J2;H z$fnl>;CfihzQxKZl&IJ1K5Xo&0_qj6YW1tzD57>#Ne3&Y62GTyX-2D93hEUDd8{S< z-wrvo10uWOT3!CZk=UZDWBr$BnAT5sOwQ}tmwrY*-oXi<%asmHFdZ>YY8%cudLBM? z<$EwjIL6C`y&}(*q0<`DHzkW20?1A<5T`Fh_PB{5Cr;csCavpne*!uhT;~*cobj*U zshY6<9LK{hn?duJN7zUizZ?!81yjCsZ`~=K8vRyS5E=O3`RRQ>f;%$RO>%+y2#15( zjh80+B$#ALFVVE$w90b@j}%uH_EttOa*&zSe6d6`n3^)R z$NZg6u3BEy5U_B4L1mV8m>^i~Xm;dVn10wTQVFcCuUuyA2Nx8Qul6RVZ&XQ@T)D1> z#a|?r9F=X1W#5#vQaN-wTr4yg6D|cdJEuMy zAL@x50q63wc0GP))ejAp7FMeBRJl%lsy%eFSq|EO%F3#<3*gEc3e4cWOMoBe0xt9L zT#tjb3hSP#@f@d0-BPRFjzPykqbo%SRi>K~Ss0pNovOtg`G;dp?N;$-k}>sX{DSX+ zQ2ZM7D}w1D$d3E5`tb<7rMAAd`Dh-^1L+FDg(lw{%As#x6#l8!RNNSt?k@`BqQNYf>v&q zK2q(>K3RQE;w#T~pU|1}OeqOQy2-VXhd7QWztRHX5$JA^NKzm>e-SLzZVX)0u07j* ziJ;AqdZLaXu>(m6K@xY+iNO@n&?6k_ri)1Wq)4@s`hw$u!^9DQ z6$+GcAH(iNC$&)Ge3}A>N|!3oe@|}5qv2A!@ND<%-zLz5ApxWPJ%C}>*{8oU>A*6I z)BgS!B0B%HF2_tzuPtHJnRJl3D>F8<|_AoYanFP)&@$0fi<%@T3E@ zF9%%?-b=M(!FI4vi5}XsIRA&aJ{D-o4muCW<1%vnyLrEn7ieg2xH##^GKvQq!$M`F zss$YeiajX}ecp33MW?hNjzwmOu99d3WV75O{2}x?Co{0auE5I+_u)1(mB02;& zchHq#=pR^2+pwI-UbCRw!)09hcW;G!3DB-Tf7fFmc_H@t0*vffoH_pYAlJ?S#Q*MZ zfC`%22Slk0M=pc!JJSbv!>w@^cs*HVv_787KHwy6zKisb(lC_%9zu&2X#Q=3k8ppm zMz{{p!V+*%Z=s!8f_@47urNGSR@6|bc1Lnp4IU~BD#A0Q7hz$~3KQ=@*wj}V6Ttf;52qp*K>x~xlHKu5R=(BjSz{q`OJK;Mx@gqHve` z16BMj%ZW0=*q;?82$zxc7mrJL@2PaV1z53L5q%m`#xG( zpn`Ve?U8(6$o+;?cnc2EL=&!+LGbv$%~0uq{PpnK#C! zA>PsbX7}}Z=Rv0%=uY?#VMEH`{#u|}OQ3OFV~#3rUMFjtnsdA6$QZOt|8MUL=zh?X z+JYre7Zg3qNICbqa|bhYn~mh!0|95M4&&Mb;m%YG!PX4rmZ9&Fjn`52r6p^5k)+j( z0k#b>5L@PB z&^LnKTNDT33c0@QODbmp6oVpe5^DT~QYkae1|8 zgj8CGg>O>~I;OUqOpAl4a0l`)~ti6huhnfj@i!3+LK%~F^%Pm?va+y zVWI-Ozy*O_%bLY9*6`A*=1;%ki;D6QCOJ_jr2}{Y&%EGK2Jva2vqMftl3GrHsF;(e z$8x>xiOVYQbVgIRcIXJ{&}fwCy;j(f&6usD?ulB@OTPSgAujiELE+7A4%G#h2MSpo z=F~Mx)mD?AM!3%KdUOsarExp*{j$$G2!0N6s0oyZT`=zPRnYaA$Zs?%CE|u6Q39|CiOj3B*oc2}2i-7lX6RY{dv&{28G($o= z^K)-a!$W8qPnszPcQ#YVE@Zqn2JX?*`59en>`M(2U6skQatck_()W0 zjXIe`s6U&6HkSBv#(Mn}w|*9{S;O;e z-KUXeH!KGS?eWlfk^y{P19;_fhy-5x$}S4U77p)~zwFF$qzbcj`mjQE>?vPxg0<@z zd(d%KRK~e_n(tBZZJe|FRj$D41PwKn?fkc>fu9!##ql~yq6a)jJ3s8>TyR99%Y_e2 zELR=k!$uZ7O(V*5;B=JCakN>tn6c7tiPOiiEwFojzSHozL2-7d!Q5vA(-^}TYw4Ca zdzGS7^)}k9_N>TkNJFfTj%38LRO>4OV}d2HXa!_9DH<}{(%I7ObO8j@_jWi4rtj{! z1uV(CWj2+{RY}aD5^zO2B{u~z=rZhB5==Ag7zU8ayHz%o%4quNMlC9(4Sw!lNymxUP!7@oJOjnqD30bLDm8 zJ9Hpyh3~rVyPBk%i_tezqi=)lQfv+n)mOh&IUc~+lC@!PPbhMhuCf&u2?I65wP&q= zq!Y&z?qJ%~=xe5nt!@LF>D(PsT2e)vZksJ}rxWJ6W3EydoF=d{E$4Z}U)mJAtjTUP>+~YfrIL4;Dd8C(jwSjfn5ICg>u)V_z zqmb6k5qo6iM|b4+apLK*JaGZAyPy{NDiK*6RW0diI{9RLM%M<l0ZLCJI-{kJ zvlhi%j7H2tz5QZ;q|F_vBuV$(T^d)mg&Y~`Ve+>TGcYF>MuU4bBuEfFmgA3AnIQR5DS? zyjWjPOR1D=<`sPr{0KL+ZsaZv1x`7-T*20}wh(vh6DP`Yo9(li=*snb3o|3zM>DRo z)K)V+^jy3)H#2y@N#r{a60hYS>Uo`52n@T|Ts2TGY|83xqPM~pK17ur?HY*Yn}FfU-vIOiNY>ji_GGKC(T6|zg~8;*VYbK%y18Lz+`Bt63r0b7 zBiJQm1<|neT#?b%y4?EoI?@I~F0O_vwA_a9(!7=#hvF7umYVsDZP7NYp9SFw6IgA{ z?Asm-jowB96EYtxa0J1~Y3{-CftPQOt&{|Rg1&kST=hqFi`+$!I$Cao6USu z&1egYbC|@0nG1(>c)7I9M-4RD;S@$~3M}n+fkV=^=EZIFS#4$!Al~PSsM~oIZyF`h zE6&3EtR?3O1fN(-gxH;zO%v}Kn0AviYh%;KcY;~8JiF})yWwCk$1Fr-6g>QJ!`{E5 zKED;WXLn1CK#aJC3J^TupxlemG{Pj(lhNIL==Ae_RnbV^Pnt$;v^l{b*WM&uxwq=H zG=8)2MEKY3cLJLcd(-uaAB+^*Tc3o)Nz<6izayK1Gp?|(JR`Ejx9N@Oa&Lqv1{DD$ zbGn{gVhqw$`8(7PZ2WE?G_;(NB5qYnYkLdT76!AeT}K-`fZTSeT_zy_iPp6awH4EY z)5YD+ur$IfOMOkYoWLDE;J&c@px02;xKPV|;p>ga#M_t30`hQ@_O%+#dCW2?ChVU} zXBL~M4|;2s=RjYr?y{P6(W{-OKAm&d|n4SBUo2|9Oo7{kvgKXY7F z-0#vWCQGjf2rr>gy>aG+Cp7_o(Ca~F6l4swI4o~FSDm$;wVI7+u$D=4kl7cUy)V`*3yaG>4yv1q_G`v$npj`Qc({QPnGLHV#DJJVdvRbFcRc&6cZ@f^#*A zedM@$_ew43>6+-)!RQ0Rq&4}-taah_W`drePJmwf&SzC0rUy`3yL;~{ zswkiFeDT}}XgvN*s+BMt!fzC}`=TdkP^n^C$U91ald$FSIP|;cMi4znKq2mpEpl(- z%G#E(#S{>I;t>9I-h0Qv=x(v)(;JtZz9ETN=t2f#ty~fCTZ@8NSDU^ZL-N5zqFR^> z)=dw0j@T^9mlF>C$~&#k-J&`6ZX8TkEIS@6LklN&k2EdHMflruBLuq42@T_h_gr*^ z{A##l#}YVDk4yC|UjFC_CL39k4mGZvvn9m$plJbgRDRrOeyK_e@FnEbaD_VvXRo~s z%-nI$(CuE8S#Ixs<_XZZe~P*h$rbo?+Wf1?_7?MK0cNS$lID%eOBhEs`%1Z*sQCEY zT86^OllMoO-;XrEW9EaZi+8Qulg+ zoM8?$ z$)}$Fn0+#Sw^0qT*)Vr)zgM0Be&THHohbKj8-K)qb3-;FlzUb2skUb(DQ}A}RzpMH zdR`cZZ7P=0o7b|WA5fV%v3Fife)oWW@S4Smc>0uhP}JeOtCgdo!{qn{3pPOTMkV^} z(Q=Cu!#?orR*&z?WAru5kOao`P(0j&L?_2GV0mFY^+L*fNh#r_v>*lNFe=Nu9BnkOeri?LDGYBe$^B#T;6)~YoMCwz7pYZW8QG_1B&B|-dUlV##6`yGOd^?^ExuwuR8h1i9uN|z5V=&myW!$Fo>-R1Jd%FulcHXv zR+c7~eaosvxX#URDqUu978py<|KS)))Q~6Q2rW&hyj?Lpzr;B+(}bsqFFF2!wvt52 z5|6m`s3ga>;k`L5UgibwtKp3zh97#XRJA|7qIKR`KG0vR`vq!2tz=t%>Fab)J5SMV<-vkGMpL>EtK@sh-ZF~R5!!@e z(cVDcHhHU!#w`YM`Xcr&N#c@W)ypx`0_BoW#0yVijp??|C*5G%K#?`BgSzq;O&a?& zSccm4vw_@eM$DKCN=ckfu#OrpI~|gGyc7V9ahqG8=KTBcyh^ib+pM8!|99k(FS?{T z;abL+3&)#nJGcoKNVRCwD6JKrraZ5ZYm*e~@C7&vf~_w;tFRb|O@?StD#J2n~^m)I{yt;cn8U@V}4Rq3lQLvUka~Mm7w5 zx3J8@s0G)Tw|6w5beqVZ>KKM;b#Cvu1&`c6hicGzh6jt;r$~qeSIqE7tgB~tKpAAO34!a#&GgYZNgE#oFv@RS@T(%25!9%TjaW}udcXm+f5^V<$N9dTHLe+sIa*w zB3*RqSt0u6reHGXTJi;S8<@p#L*cE{y}JfSGF*eH_SOa;gdN?3<)&(477z+V&$)jNIdU!GnZ>_&hWWx>>Wg;YDnX%`qUsF~ zt~c}3O<;1HwfApzO23P-8r8Tf&0;qfL7|Vmih>Durn=R#^%#m)DKfp25Bw5Hlv+&A z6r;A2=uwZ44Ea3JNi5h%0-s1{`mIO6sb0>oQDdv{>zG2sB+g3=b=TQBAPK}Dai&p9PdHb!k;ejdsqhZs6 zQMs)LmomkQ#6NhiXya+@MY?~^zaq}N%sY*)`7q>&)qIEe`^rWYTk@les#DvgBlWsf z@rL~n;z|h6AG^WVoD;LqH){Ox_56%aP@+#o>9I8Vo#+*Y3G9{`x z4>E_=l$Q?n;+3E`(<+m7n#+<$+p&>I3MXtR4LO=A_R7IPRQI1zG&}Xxv zNQFr?=LyAYtDn}ic&vlrBQa-Pz|p&-s;f4&;?8y#Wh>u6_sE zxG$EIOKd$BVY5Y7ArST4_S2}*sGnUS5k`d^5uBFPwMC;7wez3se=s?->C8dh=7u-) zE=8*L%2zmqJ+3Yb!_SUtmwN`nvsb7#E`jXR*eQ-Q_ail9`sxQN@0M@tG?MPTp72N0 zYgRZWw`$qPIE_W5u?V%E(>ms>@!pzqJr?uuq?v=1Q8~^io|8eIsXI8QR4(i6vxv%p z=HdGSqKZnrg!@)5{0JvJrT&P0T^FuuC}@_Nel&paJNh@DJDfWe$<8SuLl?>W;la!J zU#ULK^#w00BOpwF0aXBaA!{#Z>X+=qNAIErLVbCa^j|U z>FW(7p>n|{3xYjJf&FO^NW_olFG>M^bzcl#e*LFA=PPN_KUDBef4)ECIWf|^H2-0x z{xC)TPXqjif61Q?WzqOLJbxxt9K6i?hpTRnzb-i5^>Bt!_}OMf^+IfXy?~*hGCQQS z&j=m)9k*d_StP#B_dc|>Z*YkqVj+vvR$R1o!zSGwS=oKr5Izk^Gn!^ruK|VVyZid2 z^oN1`4^#Nfe=#!j#T{SH_r6g{manee?aw)4;_dLlBB>dZs^kxICw6+5Oj(MoR6}GA zwdK4JYGJZGAPC>JdHhb_IPaJ~6)}ZLzNDY!KD^#jCm7B?)$Tu)@xLcy%Sd1GJQZhH zIp2$f-5xFrrNV|c`&Z937C-K;t@_qxs7qA6ZKBLjaA^f7Gpx)Ia=P`mTVw{s4P92A zZtt|GHyIz7k~1bHJG>`#4oD zHG#y28>cnwOJMN6aM#&k>sZMl%5Xy67@>yiO+@SsW|;F;E*N!#kmXu#kYCFUDa7gD zq9}}i3H3fOfr>Etc`)t)=%`q0%AR~2Z5YK_Az*^9C7oU~ebMt}Xjm;??aX5# zjf+CT-b`hD_2)elom+}J{uLET{uBmkckjM^MtYYM4aI@ck?y%;A-=Z%vG|gk^#dG| z${n98x9%+wV*(Sq)VCKn1=5Q#)~~c>V&3|?ztjTm8qM=32t43@=)AwMzR;OJZx@lC zX3VVgv`3*kA>niEX7^K?&k4fJCC1tY~ap)l(ZOY;mT7OOvX-;rnV; zII(45bZy}s&MJzndeJqC;Pl(a|W zIm-$6uF*mlSUAAa+768<{Ro!uQXo8$R{W92$8&}gR`9o6-15|n)OZ(>g(^|H3Y~Up zsdo@bd%usOAJzvj`qHD;xnCtd@fS;d1*NNeNLQhPAW)aIham_yeU_~lU9m?+G5SR1 z4#^5!2~%7V9gY~Kk61^I+BTK^H`NPT!$iYwiza~#T<_DlJZlH2r4FA-?uQ{bypptk z4stAc>`xM!1v)blAghgLfEfVk*-4i3n>e{vwYh_x=AOCX)N#{vsNZ`_X?9 zC&~S?zsRW1a^YXrgcyBb{%w%Q=!22J@>6)RuJ5I@4{szmBeU@&#w|=INJ;;vdOM81@_*t3Ue(G! z)pvmWDG>aD|1kh~ea8PZfH7f;@pXs)LBH2?msNK^rPj(-)4@aJ(Y6Z6>M@yF(binW zHL4v`=4(2c)_dBS)))M5o2#>-+3W7i;twr#GR+sW=W3W*JhIC86Y$SSv*xCv=TCdG z=A3N-gRg3$!51zHJPGt_-PE7t3t|-HIzv?(zi-BxT2ev*^ZB>~-sl~X4)WGm=X)WQ zB4R+OMoE7l@9S<3zc~CQE-=Ku*p|E_JjPycg0Pj?NKb<%OE0jg*0U*ai}feGpBh^6 zI5tsFucx^nRz8$kRqDK=sacJvUluU@M|_6y)nC;$82a{@d1@&P&w!8 zEWXf@>?w61H)P&H+@rgX#OQSWO*L0{y2rW(1=R>o!S?e+3W)64L16RI(7dgs1(^Oc z-AleIIDzV{#Ih!&y9-a#c&DOIkg4hGRr*EvP_F{HFqmf`q#E`j@>v&aGee`jLM%$qwrm2+uArRZl`!#qps)1-&_=}n(ky>?DN9KF7h?hjw^d>Fjt4G#%!Ar^paei`50Y5n4fc# zVD1ecQ%>+w!XDLaUi_o#uH3{k&;ZZMwbC_1L9E@`8jowPd|Er?aTp{ zh=(D2BU&M!u}GK53%k_jSKTsgt#(^1j4A|~cP<(q@Yp}lvo* z79ka%gWAu2=$bySa$5^ZAF)2!0P08Rk2WW{dgj?F=7fb7vwuig8_$o$*N;9HPh`as zdaAz7=!QCyR6k}nPP_{YmUhceY*K*+x;9#ya~E(bdJJ5PcjjhICpDR z0;XsmN&U5TnY%)EWZBjwZc5fVwRB*7g=!zy<$XeuW54i<&ORroWyVfP0iernzw3(o zzL<-6bz;tdg95WAO_tvTIzb9Ls23KX6Q-a?fzXd2#Sek|5vKSda0o#P1c5^cQy>Vu zl^~@RfwvN-v?6e3f)r*1&PwYssUMv= zVao6?T~Ol{*f-*XTG4W^QQcivPCA$FKMf!=mA?&QbS_hW8n_swxyUs8Qly|ag4UaT zmSuixiQ(0ex2s>7$OPevqTMS1S2oi>4S*$+bnIVVf^;sUe|Y6GNaz0L^;FWnk>PoUaKh(p*LX5uA zf6@OXkC*rFRyFZfeUX*g%qO(|m%W>$eT^hVR*E4NM@gRny68J@eLSpnV{0a9YqftM z2eN&Zv;Tp;&SQVh7ym#%U;X$;dQHY-cFRCD@lm3HdzCs?febar!4!#3+^zZ%50`5* zuRI!iF3&zFF0?DIjarlOd*dCnat-wC-~kuOEP7;jWnVLM-Z2VEV%;3!@s-ky zl4;zXG*FJkT+1=8YlZePLZRJ$1k>9^0(|p9R1mHXtTSBBrS*MjhWqnn&qWps;V{L>cGKpK@*nWYZH?PxGg{136$NK$dpV59G zGJA(4b}_)IL%ctvWaIp_HKYG9M}gh=1y@$hL7GG{BSQVnIMAX|8LWQJRYtfip{Uv4ar& zgk$<~rG}ZLvwwf$or;Xo>A!cOuMg!U_XGbnFiWTZ-m1PnG?U!_{->dvLE89Fk9T}@ zLgpsGFUeClLXa}@w}q2V$oRKNDm?HpnfxtZ-sCb%=TiI8?o*EG#ZQ1_eX|3s0_QUbN^4n8_A-V2$2HhO9Y)rS_)NM?@fak4+}~O zQcBqn@`=PGKj8NcSHqCYRhZ7D@>+a&k;MMq$|A^vF#4LWr39*`MM@)|%esCY=O=ha z2|>y);qjlzPo1{zJLDX?vq!IZ-H=zodqLKx4C8uZ<+3-tDMU-ADXKpAH`R%zaAVD z0xiw6T&Io9D}tA^rHMc1@c?KKBf;hpK#ZOiktzOSL2xvTS?_AuQTHGu`SM5MG@&@a zJU{JpXPW5M`a@PVFSYMCw#>)JC^TG=&8_t} zaL&c2>k>2Ok?X-&Kw$`hfsTX_7`KqFe0VP|*NAdsEBTi2RWXHxXpu zLE4~_65%5y+)w z6V0D6xZrUR16V`nhSi^PKm7=C%kJ&W{j?h*myN<-Od25Ft)N&|fsS$XgH-*i&f+IB zUVqJ(VQ#)fNUe?}n^NCjny3xqDiOuhFF57BFh%K0sh23~(!XC>#kV!J4B_uR7^vm9 zKV59y2NMQ)(@#%}QB97y;16xKhm9NcP1#hN?`l-#umhIR(L3|4>%8u-(m&_kSK?NB zpwx@CPubOvO_j{Na(^S;{X0vT=LwnUBPHczBQPEn7?o1qJ`fBj8fN-4v-4r+$Y;CG z!p^-;{?AfBdru`XWp!>BFMAPX|CCAnB+cPU`#SUFlQK*?+liJq^Q1(1%U|K58yZ)gQmQ8u4Qm@F8B(iMzJnL0%}rZyrPb^ykx z?D8ZBqka0641GfH$NZdqN}KfI-JqZ3_-Yz@!JS_*DL1|egE1+cm?gRrN0Eh%Ngi8D z8}kVryNX6%QU{PwUw|!G-KsBuZFx5-J`n=>!!6 zXuE~<z7~A?@ACxlvn0+8Um*~N9mO%?DK5rq*wWc% zWU}!UT-;m4%k@I+=uEU{>j*g8U4Sk)7oARJn`MJHJlRb%V{I^IOld&CtBNpg<``|FnF(BtV)&W4UJkjLw|G|Z@Q`M4gf+M7hQ?XA+Vq8= zrux}sYocC%E~os~(=E{=TluR^WN*Lc=v$NVt6L9C?zAKO9i|;plL0)3xa1kqwfHL& zg8C>l0)w@#i{n(@!beBqPN}vdmlxuhI(e$RY{fs{JB}Vq1Do*<;>T~cLa45UuHYO> z;_h$1>a4xg(~@+4O~>x%!N?jiCTYq-74`{t4h?&rX(G7P5C!mY)F0d@cfmSQ+*NAR zYUkcnYIh8GZ69wJZUby5GOBT_JET^0LKh~};OWgCcwf(`+FhUSENMP29=c;Sx(-s7Z}CIyJM2Vp2nj&S4}N9 zO~EWY=Z+S$99Y|H5@3q=b-=cOe#$y2Aje4~l~HUac^?_90B{jq#J=?rK%H3J85G|& z>5+pKF=(=V(iA#7bmC@_uDar{!h`0N@xDSowAps1coXla|7x~{L&+md43ypAQY(H^ z3j%NY>I0oR>sVq;QrR!ZezkRi*MJc|A1#B8o z)X)5iwoc=NkDo{6!WAeV4I6|+yoB;9ywMq^9Br0)72m@r=P?ZBAZvOz2oK?2Z)CtV zK!fx(V8k_m2^j&APqt4)Hj?*OnBF33ar;n_)l&!0Bc<7r6$*TCj*~_=&iBF6sDHg9 zNW+)vWl7e;8EnYKbl;aLR3Epsuf_D<3}r=`zp8B&{ssK~BMV5#Bw3@_)4AJkY=}7G z>R99I?{*vAfi*3OMtal)AaXn!pv&f=&kJ~(QnuU+HJ}EV`|4lbo4u)K^U|%}uggTA z;zK@GDm)0|X>tI4bfayNEjgBeA19}w>bVj9X+EkqJe0hW`-6LQ6J6&Fi>82=3YhRQ zuJr+DfHU6LJ%t6N62n`<_uq?>wcdC-fB%gw_G`)bL@+rWSkWVNZutQUP2?cx~YBV|D zoBw#6;@8i`7mf@Mq+74Mb*N8?em|r!x|zFkoICg=@iXTVDf<5XSpfh3Fs`4)TJrwr|I4%B`o9j5GU=H$QuDsEV#B-*ZOU`K zaZ2Ki_#xASvjS`8LUC92&+cQDZT}BpUmaJ~(!Ea}x)G30LAtv^Kq(QV8>PGZ(A_9U z=@3DXP`X1!P`bP25K_`0@Z0C${a)YuUVpF04}UzfXJ+r&Yt5`@&FrX*ou27YkR~AE4QonDb-ed*cUT|BX{#-X%^`NL%@%l zY1IUmMGt}O?;#Tw_)eXkvr*(u9~@^xcxDp<>hV&&X>gY`dKX^;CVR-SW$QfJRf_h+?u{8#_H33|8N|LrGVc4En8IrU7-n$$zz#CO?MZkIyXEK6< zJ1(OV%jq+V<0s?Ua16?i#MBBziA(6&?UdP_F5;nr*&l4g6H)z%pnFE{`^bhL)hlC2 zKkAUXP@V7F+IMX6L|kU4&qoQ=Fcz;!YBVEcsn%;e~d0bB^?Yyy8v zZY%LHUJkvO?xC#H;;d~oy!=K)eRYnZS||zDTpVUL^eL6T4(K%K17Cb-jXLq{SnG0n zabY{*MGX-<$e+J&@^kP(fU?n@)QZc2>^AOvvu_eHT&vd^mXLurP2>G|edm{u%B}uK zbIQg26%AgZ3va+z51fjA_6L3gx0ef?vt4M5ib|EwYB+ni z5D;)8VHHI^;T7Q~yykaUDKnA%KMTy<;ME{D$RHeeW54B*XZT|Vc`_fMmp|t2B=ZGI z|CFTBm6Qf{8~+lR5h7WF$^a|-LohlvpzI&vu>gO|Z_%-EU>CH*t=pUUS^ta!LrnCC zufG|I{^iS5NEZl1PxOcH71)RXQTeyyevH6P{ONeaU7!r~hb>SJSiOIE#s9-8PE7O% zUlT7-^LJYL->j1IhE@K%?GJxxFq0nyw1b!mdn%*>xM<76bOO{{w}}p-M+7$@RFjfz zT30iSR3IeP7rd57iIN23)XI0*aHG9+HZ{e6Vv4G82cP>xR?sV?7lCA_rv4LhVq}IF zqGX1UK2ztTnfAraz@QG*u3$t)T%__TBGU&Q{0PT~hF^gm-^2PvBZl{@4C@!&1Q?Hc zczAqPC0Ka;SWFNr*cb_c7{-dfJyV6nZH`#D6CYt8SG*|8q?F7bRUN23lg@W$of`Oh z;V~vp7fQ%B%lN%V1YIVyoHNfC9~d^eFom*R2i0?wyF(S6nX(%W)cDLhb|jXvpyFm$^(tgE-_~!c@p*mQnEiR+`>A3n zM~TW(Pltm2Y7^$8Jks^Er>`v|Oaj#6sP(pJ&i0plJpKGWZ+S2le4QP6kzybdsWAAo z%`HxdQB6Gs{JAG}^)BzdY^IBDwG#`IjNI^CtK0Btus7Zt7;-xl2iP*ers-RhXbKXCK5wiX61K>5jeG?TrJw|)NZtox zd=C|Ej2zxR#|}u7RIV6gGbew8a$>Xq#in(G1#AXGn-QNF!vZ!NatE=)12)HklJ3C+ zHuoUBXM_c8=A@8Lg9mKBh1?wj3;Wz)i=YP&``qOB$@`SPJz}c%bK?w2lt;4z7M1vV z7r#~P$)YKd?`0s<1y}viE-DqRJ0YdFj6`|s7qM&RpRqYV+Y-huEGPW*z$c&5BPGZ& zOi+YlUR-JE54Gr^2QcIZ@a-)}BNBTC$xh2$VI_gf{9g}+(u2vnw{7R`+>yUclS_EJ zy0o9aIV&Ejt9q0knJ$+8ie|`XzJaZLtq?@sf^yi^IkY78h2nx{OK60nQ5cZOEVx7x z!6otmOd_!e5FqS0AZf6&9g!JK^c3Vs1oN>->1AU0?|t+wogU9LoW9etU{HuJml-Ub z8nd1M27Td6StG&bgFVuy#V?;0`wQ8?As&V3j-U7znn$p8D*@5#b<2L~PZ}YTv#2Yy z93oG29}zTIC>0Ncl(%m%HmInkoNySWP%EA9ue06Srh=N)fC(D(=BB+7sM6)xJ$2AN zS4+mcP}_f8`b=B&X@5JO4n8>c8Ny{&_^^`wL@h;z)!e%N%X!5NwSdxhLnXDgs!$hg zw4+7z!K1IZ+Z6tnA_B85X;kNDOE!*PCxs?ksgg!(t*>z!h_szMSx>TnNU$k~{5~<_ zs@ZgWt0M0s#lh;wDOb4st4Kb{&GN^okRGp+Ly(t(`4(#o5TLoJCTu}>M#3-+cuc;3$svD5FfxtPa=1M z@9mmP?q0$hG*y|5rd;G7e(8-E8Rs%kzQ!`0FV({%C$`T9M`KmXu0OZ61TU1zRPzF2 zRsa{Xo0D{^Ffqd^hs=?Igkayp0X{$yxDOCWV{jvKuOn!6%U~iGT3r}5=DYPNb9VaG z#G!E^zPSqRAmb;?A+0c{75!N~QqDu>^)F+KHG zI}71v{pf1h_a5R;%jyOZxNoR4L`i#d8?ZXAZGL-Ds1Ghl+bYz~H=ecMPNN|$p$ZL; zjJK@P2<^vZ!1vBQK-TwS$Sw7sV9kGCPA=qJK#$%kCm)n|Y%GDkP3%=NL&}ylbMGSC z9-`c5TVPyFYWJ<^QuJ;Fk@SR`GhAAraNBtYUrxp^kV zZVlHsO6J{Umq-5O21>wwCiBL9-s5z(=ac~nlIl4{&<&q=;j5P}pAS&6y1^lXI2+!E)j{l-b4dxGnXtN3;6QB< zI~EMMg$2xRuq$eU-omdC!0Jwi19d@f;a7N8=jkJAa%KLsk;TA+*Dvvhp+K}%PkvhxxEkZBLvo4 zWh8`KHxl?OPeK+M&eRLoq<61`|M4q4lbSLSpK8@}m4(NwJRjwe9WWh8Rqxeb2R9Bk z5*lu3UkAy^8#WG?DbGD!(H3`u3aPe-c9CGHsxf2(kEPZu>j%^|>lN2xlL(fc(Adi{D=rGxc{COrX$UuV zZ{%YjbFqdD8pxxrJ2>8w^De5_oDZbcp~NVvRT%csUmrz2k{3;LO0B zzjg5z^@;X+ggZE(Ur%~1%n?YH(2NQ!yb-|isw+(b2l7#$XuttI=`=X-9`%VH3@F!? z)`kIARXT6$BvEwh9Q^X9YNhLUYB&zRnNf@wbIy0l5cwX-(4qYjKvyD4U%8g@)~{P! z$L!!exi&xm=e&=n3hXZ2$394wRZF5+E9!z-;|H$@^jnv#jWEOyx@g_{X)iSnaFY^{ z->9eW^5r>|xhkiU$7 zntO!%kN`{&H`xBEr8{iK5Gb<0=0}8Wtt>H)53Ji>jKrf)-nIZ z$1T$l7v9p$M@wXb2Vd3taN903$tB)Na{sto8JXSLDW#oAe(UIFl7Z7e@zlA1{p2~= z;(HRKglhJkfh4OQY(V4~xRNfPI3wXS!0o%x)muMUed1yEol}Y&5OzgSL?t1qV3mqj z@qxSrk;^(RkY?bo1@~9t0a(~*t|8?^V8Mk&kN(e9b{M+uc8J+RFPQvbbT?Ac35@uX zw2|&I35z5N6<9g(8mtlZh+%*-NfHwrut(G*fdOnJNw?sDEh1pu0e~Gzk^l^tdUI=Q z4i8b#ekyzO8Ap;e+Ec*Fvo)J;V$v06?WC1rU){s;x@rYN9XW$nZlL4+gHFyuA}l1vFA zs}rLDDgOqOyVn7*#SH?>egmRduDhlJ*&xBI!Vzk12!PPmrP6}-e}m~<>k=7212L*MGoVn~=a5 z5M><$FUa+#5ph_ve4%x@0-(ejL;{8gQ9gzX!eH7uw}&9#-{6NcH&+vCf&zbQL@V$H zuF(eB-@ve_bRbRA_{dxPLx7PdudA{Jef9amKEz za0CV1bO5j7M1E5Sj5B(jo(m}Cw=$O=cv-DGDDtK?xWIXMzyyx0uEY!Eas$J1bAWs> zAg#eb-_m}d?%!bl;~SU*42rmE8h$l6uMW66_ctU&<>tcBFi^-%eYjUI`~ZR<1rq&T zc_4uDFhYEyerfLS3IqWZi0~gpoDcFZ-oga2Mo%m;O>Pxa$xZ zp3oiF@9%bR^o$uk2EQ~6QW*o{fdjuQ7z7jxBKsTtUB4j8vA?FEf2!AS6{MYEO2-WO z68mdxe^V}2c)R~pD}uk#UkU|z8VC9fz0oJOzc2fxNtC`O=1<&Vjz+k@6ITlUxbWtG zDHQ}Q{#Qf))G0!EYrks~1kfflh+q7#+x|_X*#Exvmo7n;<3Tqq{H97b&f?#d2%?n$ zB869mqrd6UZ|LvZL;mY|;0{pSaQO4UtNv1>G&rqgs3F` zdWPSX3IZq<2289<;g%N?ye|BLU+M(`)C~F5(XvQMLinljK^cAhGtV|Khb1D~HRE=O6Vi_e%&Q~%Ibc+i8v=o~>qpl)xm5Z)I9kaH^ z3zZ|+`;O%>7zP5qW}LKUIY9&X#E{OZ+z~l26A?O{_s!M^#jlYR=?R zaY#q4>;@yN8d$wln8S(xq^@Pm8fdTkP=mOgrP&O`hAGFP+}nE4y^l6x5dv)`%Qp-zSs6Mb|9Uj+qI8u6KOj7vJGU>nP=W zAJDoq8t^W)8W)KyC`0knV4H#Uo5cYIjc>!MA33_se(>utn~yRe@!rEFBtoeOiqlIn zqi}tWuBnLfgo{UR?&KvNQi|8-m+CWyk-Cdb)QBQhGUrh&M=S(&bjZCp(rSbeL5DpY6L}g@0#rad^Y=v&kE+C&qaXczcDgw?}XWe|xaVJfOq__}d#= zL%RiGOaT!h8bi+3(0Cx$DWD!HjM6b%pK;uoX_JKjKAx@ik7SjiWH@WIM7Y@4A=q#6 zzrI`wRCt6KbFD+$n&FNXnu>`WDu;}W%y^6T4f)dq2#+EL31lD(6BYi4(Heb_0|kMl z#Z(u#lVP|Vt-tY0x7fogks=5d6|p)o@p>yZz8$8Ni`p20Uw$RM^M1@; zPfUQD8~dyNlj3`GII$GQ#q?S#_)gMqUj@m@3-?!#C=irDw;BbfA2{+A8R?n09B#%K z5BI+=E3MV!oGv}<^mZxG^>|^1ZX~_QKVAk+Cy3v^<$)5vj`>?X+PF8U z>X*Hk#V_X1r&|#7R5w&{C&4x{ZU&F&uUJ=hUk7s5A9;0v7RAgyqn@c}kBud4tW!v3 zW}L}iUzA0~hQ{qn2qu6ZN^{9Jv+7rlg>Z$aBQOo9&q2BU+#xU7>En?4WW!2A($XUsBcd`YjY zx@P+0bXv8xf&NT>b%>}ii@Xl0P}WBcvFOER+Cb>HPbeI^&WH1RE!UZT0}{~rgT+ru z2L>3oU5+1ojQUs@O~b&b_GDrojJ4B{z~?Bquykzc+fOZSgl|s2EL;@jT3Ht>_uc9( z3yB|5Hn%KAFSgP%Xsd76i!dw+)H<+YQ$`}`azI0%(C*rMl$vhAng}85=YDYkb|Js?|;E19vF-ztPJm zooZezY$H9C-xQklmD!Fs+v}9-+dbbLjP6hVqIiE^lzT70eZaJE^xNmLQ7>{Dg;#o= zW6OCaUXD?NbmEY(@&b;o4CIADq}3$X(BpbEw_LkK(?^UFA^q)` z>??NJLX%8~qN3rpSxko*?47JCekrZURg*$PJcGItUxgckHnRn^POLM>$E)xx7SJR{ zh-V{w21O(y`yq><*7AxxedQC@0>~>n~elzu9$e7|lL6$SB!hX}xhvrnCc_SKcQzYJ>K1(a->DZ$uW7?s4 zJm)61m3AebeG?)~w~@0xYk#k#`p@6#wdfv^@|WpYfZUP)QwGxz5g@KBXn;Zg0)z^l zNB$*-6DCT}t$;(?MHUfJ4mCbQ_ps57>Z6L^#Y#t3Y6I=*jCeyt3xl%*G!pqoO8H{KVDrOpQEU)cpGoT6Yh` z+ZJ}uvLN{^_E|XhG@=3sALN7aSvx^jdv`J4r6iKKsb&g$iw~uXz7U>rervNkbljev zf*(s|`8aM%m9A^Lt%3DhOpCzF_9E+K=7sP_tx`s@^-RP?iG@T(l2Oc$Zf)P{snv|u z$}f9GU$D8KV@~gA=EE?Tl=u(5qpBVnTTa9Elk}HaVMZ@bW7hri!9VL=Pu9GM zJ9`Yz6DNivAI>`Z4(ughOl4k=iW{}~UXZm&ENxt?zrZlt4%^Khbd*p0>^9cSGvBuF zHnzND?=X|Cli?I_dHFF>(REAv^K9RF1xr|2o;Q=v5ZKDNuG7TFWiDXp{a~;x8YY!@ zg&4lZ+?6+aO;ucc+)pawCU6kX&Ka5&SfY_9%JRuzxSO*&=B0OtA6W-KCw;ub3puX9 zPuPZ1VRqe}$o;h1a8DSpVoroWYP@ugQnZE9wd@oPDdh_rG zc#sc%qCnHQW8}Ce7+GCVh0FrR*YwKzF1~WN1@M#)#BH^Z|Bwjycmx*LcNUcLii-+o~DiHmz4!T5tf-8<|R`So_;;YymWW5e+Sgk$yW zIk$RFTAIP7!j1#}IB??}au@7Va@KqLK}L8F5tKCF=Nr`V&|KapkMXz&=`>CZ2_F zKN@$NhhcbInM++R(fCu`mC3p$Zw%W~HcP_@pQox++~ppQihQ#fVehUxZjnv6d3L1t ziD0;q6`&nk(2y+7QZ_C%dk6&ujyag~cj1de$$XcZhNAf2en>YI8p!7Da+#0CP&k+* zbt9i?G0q9SsQU)4K)ao49U{^^(0PVrGgVdWZh^4Hhe=wCkd1q|=!9XFOFu;y#C~ z=OKsV5{vH5yDyro;=Tq_up@f@b230mr+}?U6d+%iF(C@!-UqB3|4dMUTpikXa`$u7 z$L`jT!jMB#C)sIU{%BrACbDSXH06I0sv^wIjm}#s%Wf5Mar-_hOPUGY{+llMSQBKy zuVwMEww4Lx{1B;iG%|?lIvP4X104!Nm6!Sqa1ZbkA|Ro^O`DA5|1)hMEm2=WxL#aBy0>BB?(tMsdf zG5O21`EqD7GkNQ8hm}#R3OOI-5#Qj-5 z(>sT#`y7XmW1|f}FD|c>xquVGPT~&LB>FufZYc|_YJ?zlr}u# zCN>e874@m~`EZb2_bTM2Sko`nj)Oj5Bd-PPN5+GZd9N$9S|>{LesHWHKW{m0-4US( z4Dt6T-B*zkC*@jhG(f5WJ58EJ zY924amlXRv7bmf5m%~a~k|2*-?FagOa-|1)Tidlp6>Yu)jYf6tyBwg8MjK^5QMM?^ zA&4D8&k?u0rfm%_!#T*-QIN|TBg?*wL}#Pn6i`(qL($^z4eio$=VBvDsbkw~A|PaV z0iqsVodT6*NN9|DR<~^M988pN&UaqJLS@;W`XyTR}r5 z`Y#p#rQwvYGgJRl`QQZk4{8HD*Yj_~3ZcsbF#|c63s-?5Pgy8{5Ba~1D?Mo^Z2tL; z9-}Q^0_TC0Z|E`YH#Br`_+Q*uLsc0`gIJ>fNmK^EGCDT%LpC zQeGn4B*~83uH(r!+0W42)<43Vu6=8iQ9I;={4z{qYsYzB#A~hfLICL;8DPbrM1-!z zWx0_&AEcS0HI1wGw?YS&4pmxe-!q)+*{E47szSP`{g8UHjML~6YA(@nQ;8=-XJXA0rI!M0T%Wj*7|0_^R$v(=r^A zc8k#4%IyHVbROo>lT3t2uEGhrAZ8qy;CSMIyN9=pYnL^?O+*#w2nqkAP52}nx2Y@ zBbcKlt+SBf1Vd<1@n{)xz0d*2je;5Q1vKI^TpIo+xoB&aaA_EVIZG1P(XhdJzu0YA zN{c#@4F0E_NHST5E?KNtwrYH=_~+3y*z#rUN|i%N2n3_5LHHs#WLV|}S?>-C==NzU ztNDkg4JOIhw(afXorFHS@Q|}m{+M}b2A%JnFQeUy32G+{LwO-h1FlARJJ@}mJ$>Kd z&HL0xg-c*1}_?key& z>&Hh2+v&o~`~uc{HHDdtWnXHm3@X_ge!4H^KJ+Z+P6*81{kkp>b;|CH4c+JoABe1) z{Pyj6LIcs$0dbx?6x-`wT+%(gg0nAi(8rJL&x2Y7`JI&Oq5{^BoWQ9I6x5zhlL-FI z-y7)KdNQij`s9a2^Dr0BAdd~8`$Jm{+q(lJ(?0WzSNDSGP|ixM5uH#>P%98>XU=|9 znSSGmeM+J9P{c(gC9E$lad05X;}L`2dxg_8LboTGaRiuM8LQ(*UXHz*pV&U$ku4@g zOPpZD`LWz}E=6Ux6P+Y|CvHR8cJn31zH8Rttg^j1k6n@4?%4@=ZQJ+c9oXw?e(s~k zwh-m2e=#s&!QHh4f3sb*btOoyFa`zK8)jRW{l#~mNx=B-=U;rcgs?+KtR&Q&iK}N> z*B4l@)4pM+` zb;LaDPxk$;uNzKU{dOcsvpM>57)@hq)Maaxw9>t;5#Pyzn?%pEVz;4L^X^R}BjW)} zdsA`T%#3Ls5qcznO}f385m+myf@_!@m1+aIVLrPR6=cb#uf3FEvWWXE9q-wC&Olk63x!Ug zwEfcJAA}@%>?uFdsl^#v5mWbqPBG#Z-JJ2R$yzWhPBF9&r0#iaUnDV)H#9;f_7Eri zT&JH>W`&FB(vI&Vl`O2Evgj*77jd%>n4tSiy1}=XT@D3%JCXL?v`$V*#scR~1eWQ~ zk=#vCf$u0vL<9y1t+N&PFk>F|2qfSJueE;TP1v0DXvXqgyX%f#eMcwyf)4G&N4>$; zmD#TvJDR&$eo=}Yp*iihFLejWQT;KeX&-IW)!^;g5#Mq)!x8VAA2CaR6Z9Xy_Oz0A zr>Kvs>HzDdgiS5KWDyPKdO_R#1`|fO>t*pT&ihOQ;Jjp?7y5@(XRV7INSl(Dax?A? zPI?lo?ujX)8MzbKkvgJ}5v~P4PJu4h`?#QEVCWdgzlc&23k!>jA|ND;Od_MFV_>D1 zS5UeykA4q3`7#jde?xi`e)b;(E}XPpUtjx33Seef%JE`G5O{>FTEdv;@zlKv8rWzH@dz1oUYKKhXW^y zb}?@rW-R0kcsk9#>=QWV_oUkCUwa>k_s+(x7{lzt1D~xls*cKD#EfiXu_^!K z?@4yq_A1Ko)L;7{elT6ah*$n2KfMX-NxiOy=C>EAUTA+iMfo|Ei*dr4S^bA>tPvU1L z16!V_X`~ZII*>68E#`+=?RFBu#rU$8cIX>oqX90e8qi?yHT0zgH}*ZUP#IxFQZsVN zAaTQ>yJV3XWWmO#lxiKfbS1#?HR<4v!WbO|E&*j{&hpezPL?2OKzZWC&PJG_VMZ~s zGxec{6(~&xXV*tN9)mk{LV1t5T2?Bqldm4Th_3&I&6DjZAMT0EdR)!K&vt7srcl>} zku4vp8@av)=V%^juXsI_Lh{I(pczD%kVzyoM7`iH00Ks^EmHG|l6vfPsyRUf|lXMoBV~R^_ae%LB2$bA}yKm7bNWsO`oCt9{7ibh=>k%W3cA)5Q**!B@c&=vWh0Y;Hf(px2AGWWADs z%mqsC1%IeamhmKN|Ip9uwnR^yv4G>ZZCe<+5p3Kj$3md8N}|jKq;((SgbxgpIEO<& zNXDogJ23_aPTW9;brXRPXKGqEQ$;R=L=m$0--5SfxKpiS2T_g%Fg8#9$wytmMuyun zakl4eItq-W4DEOeFm%WGT-TE$lyrSg^GNi3Rrt@)iRSy zs?e_I8!=yi6o&Z>-z9lor$Mc#S@RMmchVk66$3!Rvv&6eM!?SS{jbSj7ZJWP-LPIs z80#G+!*@qmr34u7^L1Y%J~R+>@>X9>dh7%>L^umXMJV-!kq>3|!M%3Txki#?o6h1| zxIIH36o!D%p|3FjbmIi;<~L%Cw&(Y^IYT3YfdP5@18s{W1UD!XptLWye=Z!c)_ur# z;;TEciG*}#gXmdbzNW)SKeV#}IFdK;x_+mgXa^g0l*ecee=|<>L^HT( zz!_)12nG!VV4Spd-;>dU3*odBMmsSC?!hk#T1KOQJS4)qMFE^!MEqYA3Kd{!e=^!x z0G9SYt!_94{F5yQ-+KR#)%CZ(|y`Hf*>2n|9E;xVaVsuK1Ww@iMgEUQ7>C6#mA zTrNW3-c#Cr-u(A0U%%KH)8AF9jQE1y(~D-4ggbp`joUdiewD1KscGkC;J{Hf>_zj6 zP@$jdY-d-@cSq#J7&TMf8Pl4`8OxLsH;_!t+Hqn2xl6XFK+HG5wy=DEz^p*R?kYEe zs|S8PbRui9FP0UVkWp|)YZb*A8BeEWY#2+2Nt5S++`j*7UGb(p=2zFeP_Em6Tb`v# zFo?Q+sL~6C0go%Y=IU^D6S`tlZQQ1l-G(wHp*%&0+iGNmnQNNUIU$O=SW=={Ti)eR(2HWZh&ofqZuEvO8A>Q zWCt=>`{_LtKif``_NBcz07-lUdsn|vOAL`@NMbxD3*=}GO#s3uj?tqy;9(q*eNBbS zw&VT1w(NiGv5umFihQuKaiuwuw1Qs6Af##?p~O)e>q8x<60*zYdveYOwk!20P~ej*pXbQ zFNkSU_}T+J^Tx;aH_yb7AcROsVbFqY{-T&^s!Cb_#Y}WcCwpD|PG3QV_DOlz^yA)( z$!cr5_1D}gn9CgQ>{dJh?8bwg!|zihDSKX5SEj$OW>m4Qq|GDQv7Mo3(Q!c18Q$$x z+DW;X{f<_jO+K{5*?(G_9PD4$_t?qbYzRKJ*`IKFt}Ejs`F z`>|%=`_x=fJ%&eBTIddwd_P1Qoh-KcTiPryh(beeAI;ht|m2)!Y-s z+z`?kjtx_{@hvk8$Cxq%lSk(~t!tkC$}E0)9Tu!q*!i4!)N#_J;QMO|@YZ3pQ)J?7 zpGZ@xSf{c>!_P5ooYeOucg9E!UTJrJTFsLZ(7Cs6U|gI|VJB+(>sPrcx@b)7VnN?e zzXzVV9m=+c+1l>E-}+TCk`HaxYb&oj>|9|yCr`qeq_)!+tRzRG5M0&F;f&B23?vZ+a;vgMam!0Z)@8&`W&bnE-$Hr~Vy=M(;o1d&6 z8a1In_Zs_k5wcmsx9{dJpSg6|_+Uiy>=@$p{Mh6Bw(nL;wzQf>_mg=hwhz9l z-ANY|rIc*_wOU9z$DCf0I3kiJM&TJd z;rt#ewN8OOEtmdKiWzXuY5up-HzVaf?~~ty-Nw9%`=5WTufKp=5q7p}U4=hA!zcHB zRu{=kyz1PnzcZ$tnAo#|Ds|@7@c{iRm1INih*DsmOS+9Xd69|O$;x5EgRQ*f1c-?^ zxb^&Lkxd@SNZ*%4#<16el`Pptn?Cm*V{S$N z1XIk5er>!hD0f>;)+EjDrt%N9V!rr1kIa}e1QTr+qT>jTf8ES1NI_Eu(mo5#PX1P_b+l4%3h0>_cb91 zEt1Se1PUtvahfDbD{^FT4vqp*8^J5{)JImF#<4#IHH(8hda0289$nL~&t=!iF{^|M zWbTR=yWE=Y5SQ5KILTM65iiJ*Fm;-z2xBniuzHVhRxh-mZ~LM^=pq{l`t*8S$BR?J z?|43XGF3p-lz5afBGnmhS|$fi8pm(dXa8=#+g0WfxjE^i32J7aMm^qU3Iu!=uw&uC zVI_bpwB#{Za8i;RQ8kG(UX(a46(!k(v|^e?AT4%Dy|GU>dS2Uwpb}E^eZu$jK|rYl z`kD#IPZgnTx=Af(&MZ-lM{(4PZ_6s0$h6{|ER@bVG|Od|{iNMx9qsb4)7DppS;lYw zTF`96*S+m9x3yS3S2Fk<<%+rh<0sDL&uTuv-thTrlK5+mkXwh(5jPA};%47fO#!2T zrW2OEd~yq#1Na{d$-JE2*VYXQ7O1B2kGqcdmxx zmV;}wi->S>=MmtB{Vy7danB5roq$OXW1j+$uZkG8R1HCmx5>EIC33c!u_dm>*oTHB z&aY!X1xNGHKE;NZsN&q>>XP_CgTIi)fO6manFxGe)ezWMy>Qf92Ug&Zu&4Qrk76i5 zzA0g_fP;~KZL8|?*a1G?t8;T%^eBQzdLv%+XgFj0}86qXi+~L@`vB;Wz;ppf#ztRf1$mVjW+>Mw$$ntAF$Z}JkH;{e7 z@C_q@a%zc{u% z;csXKqgo<$#=KKmzmFK}x20Q;!`_ROrSr3;grWdZisS?Jj52vKL@OY= znr5z#hbqqXmSWp1=7u3=(tL4+L+)4bi)yUGrN+33crLq)`fc_dHCE;?>dPs2&EGvz z+OedZM~@^#1v_p+{l1UBYtBR?qjhjXfnR1+Hr;5^n;P zNO~}!Q>CLR!bRG0ypK$l@$W7xWq%~l@Ami>p292YGN7r@@G!k0@?GBIpbOA6*gl=p ziZk7X(ueb%@|?}L%#RXk`D@kv*TUz#2ZDkF>8XRgRc*3cr_4!fFS!jZMm#eF1`7Kb zYm7FbJ!d&PDNsYqvJrvc`V-n6|5^9h@7*er@fdt7HSehgkEA))0_Ova4bUniAoy$Z17)rIL7^F5d1_;=DHbW422AU zS`NXte=)vcLsSzng<%~0R-F$NBM!FpJA?q^;FvLc5d3&d;Xm<8I-)<27&f9mPz-w5 z5#&FZuv9?V-}b~`Q^hZH0)DRjj}r+zB*vd~pNa5aG2dzEa3moksY+GP71=QXjawEqt zi;~r4Esojrg5t(}h|C30Ga1@Fo=);%o7Bw;Oz)c)%-TLqd}QFeS)XQ0(Wmucom(gr zqy4}}=ZTPGHd4bw8;^sPE8c}IBP{6sv^h5SnbCP6ig--xX-)Y^O@vm>m$K!&<++zE z^vU4VBQMPY)PXA!e#8kd&S#Rc6njErW4|#$*B4AtBIX0ta9EQrdtSnk=I2m4Y1p z+o;&6CoIMHDp5P~le1qL&0=~E%TlNmlk(#TDtR=9yt7k{MsIwvM4(;DJqPCq7^1a2|ss&Tq}ME_>X_ilh*B-$`#+0w3B zO~UJ=V4fQ;(6l#$vI=*&qSF>r`dbA? z)q#_5-KcFcCafvxLJ9>WH*be0np=gD4Y_77SaeT`hQ(`?nG~dL)c~7{9khoIjtK{I z#svmyO~tKS-40((`r?biR^f#+eY?94#O12gKImXcrx2jXRJT z?l{zLCSL5f2$_!<2tX$;rgvkvJUzBu9o3rBJw+xK97dca@q-O$s30*#p~vR>9mnx8sYk?yKM`>g zI2#+HGQ5o|Z8~D8C?%Exn^)H|FXo$&E--4_A24vX)0_LFQ)v4;UMuMwV@~6V8x1v` zE!*}FJoXqwVOyzuD+eCe?`1aIPb9VEQdhWEb=K8U``_1O( z8fhWh#@x`_;a1ENrm=2Pod?WJQnVkC?gULLcBkq#1v(48ey_acBm{lqc=BcSXG*SR zGKnni`P4d#w8VD@&q0dCYE>u8&=t&x&rca2Rdiir-{$Z>Z!$##lT9y8hBT*IHArBI zos-b)_F#7V>8pGXAcaB*zU+mQ}u-69PEGoGW#%NW+XyfJEUVUyf_(uJ#Exj5|il@Dq$@7LdAh3=spXq8uG zIvLad))x8aJ6Wt4IXwfb^7yh#+0$FN2KL=+?)MgWo!qtroxHEX zyEsjj6u`-LIn@s>;7-Ta`xya7ey7V*1=#}B;9?Vl%fs3_QRbIV1u=f$S!vhGw)vcH z^^1hJ{_y2IF3$CkJy6uk60s0?UKV zDTuX6xC%98eX&YRNdvTYd#VPI-ibHUho6vpE-uIl- z`^`6*fth6TB=5V{BkPy{TFWUBjRrUX|Cc|3#4S@HBqd{s!8s&TD>=)!1J7PSDIA3Y zPVU&S&rv!I-a&w2w3w0?xkhvkKs4kS@={u_zzuts8W!~K9RYa|wW|gZ1tMsM1v6Cj z=jKV%#hXznh>nEccWLtif>18}?wdJL`+u&FycoQc&6z1mi_tm#&t|_9TtGy$t0#TQB-!|2@ zc)uFiLjcO{v_CNGsJGZ7=lhP7)JfL;9p z)g3iP5UZy&urfuR#+;~FlOV<*T+DSwxSc}+Kx%3fWx~1LU_rT7A>R;IGBi7M@x5d^ zlkdFL-gI#p-v4A8*jrSCauIlYCSBrm&{SJ%pl*S@XGU_mRxI9*G?9sF6mavJxl+8- zeMP8XtleVi+!L5~O~cXc^RBs=q#zgYGsBpF6=`Mw`!L^oLO)3Ma1Um1vVVGbaz?TF zt|+Swi$~&iY|!CkArzwoU1e8gImD}Ii%M?1m78e2UK4Lf70 z^k!!<#EYxvWaDXg{j+yfg_wTnI)nSzJ|xKjwad=m3rB$0F<|({LbY9PdF0O~SS97? zQ*mSkhMXw%F69g}QUhYKazBb@^o3&@=ir(jL-amFqI58oiO}%sjsl>=X89 z)L_w}VX?kX8|zEBiTQw?*`5jZD6iN804#8BUnwZxPV)B5C zQlcS^oU?0opH@U`w_`pbD?+~XMI#tDeo3RyyKsB$5$!eXXA*vH@)CPv;7z;q{ecD@ zQ~tWZnr9>DS@6Qfap^3ZHOa!Jei3|a+yp4T$lAk<#cHBA+b}NuatKbb59K8DY+iYF z+X#7hiK;8zDedAkl`^`J9o_Fg=X|m-2=+4?Imq!6T>$hw6)l(84c-l28a`Gm5!gDf z5ER%EIiIuMlr%OEGR{IHA^Mm89B&LZ>T;k3l@Ds&|ZK* zzR9vizQgWFd0njmPSu4{BFBsM}F6cnL?;aKS-t2A<$tzGq`4o>O`%}#o zsi$z4{7?3yNR)`zZ{nG8L@Ilenvn?yd8!s^AF7RG2eq>07HV2mp4yQ34DFQU(97v4 zuw!=$4pdJ*qZyQK#fYplLgBlH&!(Mwk-8Vni68k%{~n+qm(AB@@{=u^U69s|(1847 zLPHkkDSEiKKs^(i^Eg#a94%=%QKX&zFK73%A8a6(?Ba4-4|fzZvo8z~f31PK5qj?5 z@l`q|G`=DS>1Lu~z&e2}GSQZRYEX||JLg7zd);0v`rwwN$u02JiHq@d_#D-r^$tjK z_fWO$7&hdOBr%+Qf;qQ9E*F;o3rr;{eDE3^^?|XmBOa`C1PrDGU*>a+u*gv z1Uyb;Z`cG{-P{VIfthRRj{)M6x9D@T+N`ZE>5A_o3e(nRlNQsGJRGznfgxp?vN$i> z>EUiIg{ns{my%4ul!Eqr`!mDtt=I#Cp{aWAtg>7{egqZax3xX>RHQbB#GxdW;X2`o zr2$GIf^u_d;W#C~Y*ft#S$`SSdA@l&E_XF^NJ_?#|9ubj6gCj6oDsLp4~;4O>#NAR zjZd?d3krj2C^tl4L&5Qh4$y<0Mth;hyRmb@fR%<+Y5zPeNwBj_*J&ujfq7BWO80V* zTPCClf)C+3q_{a_w3WD@b^FV&>EBz$Bih=Aqinn!#s!&;5hM)>R2(R>=z>Q8H$L_N zxGCDo2*vX|uT(=Eu}^hva%yIrs-utw-nevnVlSH%H~a{m=#L zrDa^g==)id7+qwp+3*VETX+?5bP@!o9}@iFNbj>PA=O!7?H`S_^|z6-f_@umB?s*m z0Lupt%h-a%w(6KjpbV7{k+Y*2D+C`chHP*N*aaQQZ3kk)!c3`aIYWke_c+wa<519= zplI2Lp!6Md76b^qkpmg!qCEg$0f=zn(NrC$5Dd%=N-_kH2|2+9+kAix9=Jn7B07i1 z7%suUct;kn`UBXkYw6i#zDdpanP#>N@m% zG?w46O%3uIy7+aSxD@&VROT`UqX>QG*D7=gPB=s+2QA}a5t0EQ-}kr5<$qHrQ0x{u zGX9?!2Ln{&^8XbfK5AV4M;rs)bfC3f|8xk2zV_$MDsvkhk?8-m!;o-boubcG1FWa>>|75NSWVU&g;PC-(*(gwH%rW0aiav)vX}T3Fj!P!m_tNQQgtR< z=!(almKN3Mv6hqTnvMPn2If(W=D&!O&bf*GuGYP%LxxL$sNXrlw^&XRRA*qVH{{u> zY0djiEr#NUKq;|GvHe5|VGBzPY`U6BKP0yyvOE#cvr$Qx)J9)Pb!%LSi~s}1KG zq8*D(duwaG-E3sGid%dO(LoR!8WKo@W4Tr!)e2;tT{^=^7wUR z($YE_bHHz~aVt{LjJ!|Cwwt2uB4Zk#a0%Iq#(A|h^|8?@rJ-VHDmh>EIPEkF-aLY> z6-KaKM3Viz|4Yt2Y9Ishx>n?VV8R{z72=hMQz2y8#(|pZA9N3WXAM;G05O%TgR6-x z)WsmPdgw3GH~C2oDu(EZGY!L#m5uI{75N^js4jz_wMqf7W}$yUv-LiqrNF6=rbHzU zmh`E|4x_$52gHYxsS#2k&f^;aM6x4g@a zKV`Jy{jl@VoNk;E2=J{WWtdzT_jpDw<|;BsbP@i|#KGNiQ^M&>qNu2PAL^{RV(zE}PR-Py?P_J3GO(hy<%LZizu;U@1#HW6b^ zA4Ck@8$DlW&~NRV($wiF@Dk2!SzAguZRNYu69$SjE%6C@0hRdD+;Nu$$2eSiyI7O9 z(knr_MlBx|et5NfY%LjvpCvCZb5LcdQWQJv97mR;og|t9Qd9NF^YGX^n3{8NtSI+J z4q3lVKNo980x@3OEmyMNI>^0Ed#RNZhCL^lG zyGo*=i!G8b{r>g*$>De4>V)MkjV)CzWoxO4k2^k34Ttb@*KA@b)hCyG!?PzfS>goX zZ_|Qvuj+q&{j4Imdp#9hL}}+^WZ6MJG+VOSq+4~Me}Q?nK$*g`qXEuM=jbg`(HG7u zVSDxBbtN#h#eYggd+>+hOQVY-2My0+&8g^#)Xk@gJQFUhYs)7!z95&q&D3XQN$ngt z?34a!*hUjYHFclCVeFG0f*G+!x1nVhw&I(+zsT=6FYdN=6v2gj#h){H*MLW-z#p8- zvImeNjlauu{Dc3Y@1H_;kSPQZZWbm1=s*U53RU}={*wV3WBVr)qZ*V5Y$ZyDOi4Q7 z-fq4A(XBWt%kpvjbnO!q0`7l=WC4^UtWdF>$=3^@Kp>z%eS}BH7uYA~$d@5L8JkNN z&K_U}ggX);$$<`fV^masVj*6a)kBR*%ul&GI$ROKLVZNC-fz1gN?&J=wmo#QYF4}4hBL%OQnp=zn3xV%OQR1d)uAt|HvgjeQTj6Z9mt?vmvFniaCX~YcS?ORMq>(QHnNsZA zwL|5XV24w2-DQQH{%cZ5fNVEav)dG>+jY@#YF)U%pUIrsw4Am>p&5gI7kA6N2?> zXN(15x8HvVx`w@KC->!?G(_rlT;4%c2hV3x&Q0sMiSK71r70FnA*^o-#+BW$Sdf2Y zsxChvN8Z=9k()ntBi*Sx++f7X`T=2y0> zVu1F+_lplz?dS9A)Ri?WlMn*PrT+8bn8|pEPBonc@h=3-|I5E1?sbd?b+1QV@7TY= zV26!{7Jhg+Pb3CSHJy39Z04)vZjG-f?u78M>nh3JY+s4D*xsPJ(!=s_?POLdOmtJz zN=g-T%(1@wV*dpgNJfK#2%3uJFp$%lMJek7H-Q-dtXsnz8=(%6z&-s&cr)FL^h1dB zLzpkFvr(uNZs#;`6-Hd->irXP`*gdETc-xUM*d~7S^HFN!Rr%m>OySih75&)RVoa@ z4@N7oD^8xZRG!D2k@_ffz6S|xVXHNGHv29{6Z0+O-i1CJ`c2bfF3Df|x$rv!`75vE z!C)~8!Si3^bv)&i_d-4=8|;4W@2Hzv+{oS1>8rMP?ndZ=A+IWLR|^!SD8r`N!4zVZ z)ZtYY?iSNG6)Ix-hqt}x=hBzpunfadD|)r1F8igb2NCW2jWLg`THjL>@Wl?6-ZbdV zQdw;D9hD+Vc&DSTNSnu|ABq0}=S3;5%~NHL1g%#HvZr6ic^wwuZdULAFNV+VHBx8d3XZM_pGN%O33AqZ!%Klbqic%=duC zE4j~6-v&eAOxfY$%Qx77bf5;?BB)mLvq7jgeurW8xhcCv zf<&-kUB%97?}e1Xu9ivAon48`ar4>Gt^`$?WMnFZEk&~NyPI><(kx}^(uo89^R#uSp`8F3TRJ0IU3gvQ{;;pz3pWCwWCZ$z7?-F`X!qHL)Fc0)ydQ;e`> zj!N5QawbH!VwyJ5CW9>Vo!52RX<6m8*VK6yu=U~!y#RbewYe?mw&-9+oMY(AS@O$k zs`B$$>6nU5myY3EyW!V|E!p6i{EL}R&Vadu3N-$w!eJC}C;f{lWB9FpdN$6Yhg)!PxkG6iKR4p&X|kPsWepZTbVz*V;kyRXpJTePSUORsTH-Iw5H zB9N_!8ktURnb!vKO&eZIjG)?NoPv`l)RuJe$2vCua=I&~L&Ep^GSKK18esmtxj-iW zIpjxf$cC?>zztHA1>i$5AtDHripB#fxJ1vDzk_c=N)t;Y%55_I1R;grRujDPU(Q0} zT4OgZ(m_c^a$;fx5^b8#Jm2nOzQExRl)t~sQGP1juHp;O&QA$JO=66(Ci_hfDX3r- zAc;7ivedaDyPPugi~Iv0qF;Q321&F)%)hAN{s(Sle8~O=JlA(NRF=ugtVkqAqv1^l zAPtHhFn->UVU?!M*Y6{wWKz$ZWF*v#(nSpwtjyxA478Uvlayqekip~ZffL3vHH|m| zt{p6H1O<)JL-=p=2{!ji)``Zoa-^k_lHWAc=xgifyv}$c&2}0skYE_q;V^yMS4*bM>MgFsLxh4@4v5j^rjDUUL4J6aqmt5#;JFn2(J$rMKJ~Z zq|2O;HVml<#@T~E_9i`7f7=jeRrzPKl0S(@SXD7rB52Ik~8S6@bZ$a}Sm}`&sX5i93yuyuo-C z*%<1{euSsuEcAMsk0Z|#%Sy@lM`bl|)LZDH@1f0T1q%(opdaGAjZmNY2P;IsT6v7t zK#I5M7_jb8R`?VYaf@C8WP@aetvU7%!X}9w{uF{*f-obCr!rAdgp$QN^<1cE^D^d!WYM+^>)BY6^mfhaXjaCh`qgokX7m0E zKU>XCiL9p?EeTpIk~KQ}+$=l~1UHATl6~Ymd_xM2*{CxExO{z?8DrXQ&ozXF!y8|! zS;wxJ$8xRE50*7UGP)q0&~jGThRs(ivYole_V|Ct6W+ zH{)%kXaY`~i3dZlmm_AFSBWNMjp1}ExQ3>c$dRNAhd;q#Dw$yPaC>0i2~abQ$NYrX ze`|f_vT2XW1&iNq=iE(oq0Bw)UKaM%;Yk6rxkpGViXnfh!}1cso`4Pm+1r#Z5ulRWam?`xZeQizs%^X{KFW=|B#bBd z@@|3v7H2qmllmhUj;?P=8~FWdrT!pgsMBj?qH!3C@j& z%XnOg`e%4jI~4dyyvFz~`~-0r0FasbLOQIlV)&n9xkA>yT^?;K$haRK$Nd{2qThc9 z#mNC!K%oYJXR!F7W&^;W`6oCPGh@ek&mEZmZjFOP@UPZ5*u>)!zSErmj4~@^Vtso! z(~KX19Z8_T4sKXtF@Qw>3odFJ7#OZhlj;9K7cpS;LBnzY<~j&nRQww(Vx-K}aiwGY z11th0Aw?#TryyXFiv-fL3UUd5VqBmA82}RApRfwuzp)Brh)3n#f5)DnN9_qD^u)mX zzayc)1EJrkbALF;(%}7%J?=4ndKC8kY2$%5lKS%kb1e(N!2QFVrLuZ!^shEme{vaU zN31`Y{co!Hmp%TbiV#bHAeMNfian1`^EXul$ijotGBK$@-tqv5Oh*)2)x(cGJ4EJo zMUNM^tDss_4xlvC)7d3M28g7gb&NEo#kX`j!Xj3(-7hIA;dH-;wY!BSB_q>28zKoL zj+q!XJ8zjyYv8Z)KsykwCx{XBBzPYZjWq=LMz$dIbRfmYyfka*Yr_j>j)P=bt^xFK zGbZVhVkp70BX7lkPc<#rB0k|eqESs>4GYV!S`j9ji+(J|x30Mh?n+iA|BUNam0XYr z*vR98sb5NqIz9ds?BGVWH@A74ADskrAl7HKMpS!ie;ahsKPT zXS%S^#(RB&s0CXP)$R$a1Ikcu2-o+;3wzm$12Ym;7MaX|;`8<14UBV}Ua0e12#e8h zJu9oP#}@Vp8=qcQzW5+;VIrwEH)`@zfLj6smkIy$qd>hHhOS6eKS^)jT3196WmOy3 z_ZDmeXVZXmXeST54ee3??7e6?jZ}SCTA8tT@k*s#*?3H#6E44*pbgHgQ`#E;9%({n z{!@nGiX}eES@Fya_g0rg$fAx5HPkQ0H6``&FJB!rT%6^qeia=*pifBPU>aw#yRDpK_~G{U)STCA z8~9wKEIpbrCtm8P%hRn$w_ePU1$CCA|1C$taOQ6>I=yF2dR-vU+l5guq+5r~U4p)F}yk)%Hb# zO&iEdc7Dce5E(2Bf&+M=635PdT4_?td99XW3HVg1?-1M|600rWM$92S; z{Z5izp)UE&hfQ4x{HlHbu2s(ri&iFlvqLX__0AY36|q->Q>@%QG2t803Qj=~IZ8WF zA)BhxW*sw#HW3-!7`3G9=`DdJ5YboqNn2P(pwAXWQc#cLEkQLiFvuA|vihXG`H+E{ z%31D`SUCVaz}J)56{ZDmbr#@lEQTF#uAIYLy^l-;q8|j zZB87azdqGikgS`liRv->i9M@}Uwj%@F;(lT+E`n1uA;X*b51IZS7BbQ$*boMbdcu} z z7S;Sy7pwMcWLhQeZM>{7u)RmBVr*Eh0(XQh5g{hAXSiyim&;?M!Nr0;hKU%rQ&I}f zCE|zF;3rg+$`RcTU-BSeGZ#-%e8+)A4qG64 z;whQm68+CoDJ4E4?>$1n(rXiT_1I+AqD(uMWr(P-_{HJp=kicdAzKebRM?fE+tSKE z%~W+_UguNja`2^KdyKZPrQFu@qlD;=UE?wtw!`kyDXcs}OiwPup4L7vjGP1L zc?(e$5(}*MK}CgLKBR7^>|z3M5!Y|Ja^9_aX@(od5C*Hly^3(r2pO|6$%GWyHEa1y zv%(RkU~!`0u(`Sv>Uf1xs~Iqa*S^}Ckj0?mBMWaaopsZjp|XM}t7TFQiLHX5#`rfu zgoObpx%|r*pxP`<{NEr^_Fo|JbBkKS3;b{_htfg}-Oit1_@a<*BchfATI^mNHC1*| zTglui_{9>^sg%@D3@NTf;62fbdTh0$z2%Y-3fvcrUj% zai&S@eQyaC7i%3J9&Y_KqDW=c#^>-pZS~E(?wzo3mHdmV17;>zR0XkDUS}0OLHh6H z-K~JLdW(&d=)<>d#@}pnzts?ZBt1A`+{x})cE6V_e9E)oEDCCE1zu+__`cFiWS_Sj z6BDfBP^yh$x<6eY%qnl5sXZ^#YJajqaERuKIF$z1kgapT@Ws^AgyYBYBKbMBWt>1A z%$!T*vaL><{0(5(zWb=L*XsbDE$P?nNYya#f%gghD*axlNj+BY3h7?R3jvt?ECdil zWEkS(h{vo;ZDGP61ACS&93_m__=60b*1Ka!8D>n*(RDAjN1Y1OZ4e6Ui89v)(4vN) zUKJ=ndSJjG4!p(|;tYUqQ3H#kdq?|rvzGtFlorP~fvYZGQVsMzfVHXud<0`KPg7b8 z;NQ?`cWX)dZSiI}L)h{F$UUe?C%6Rghh#%i!4U}m)9+NyKxJ8&PXkK~FW>QD%oaBJY<%WN8uNofV%@WB@6~SSFz~#hVDuFOilS6=Yc1 zA;wYLSgwj;xF{jYG_K5)Dok-K6u3fWt~^#OZ(04)bDng62{cziUOe0q-t+}u-5+$n zr%%0Q$4^kdr2hB;h^-oqce}Egm8| z#6ydKhz`4>1_oN%U-=IA$8vRpE8qX(YH)LU(sXY~x2suKoMtm!W$(Vvnys6Nvf8!G zeKQ*e7EKa*xStDG0^VIO9`Db4=&uPX&Ey2DMGPmbyI0%*FC1_?H@WW$iSZDA#xM zX(k4^u%at~Fn|IHf>t??kYAh@cVyb(S@ywag!cxv=*faSGfy(#HJ@=LTWFt&2i>cT zS}YOVs#V(6qf&5bB2K)FyU6KDye?hCz-~&H2zYvnaZQwoxYP!p+AX$$WV2f~(piCd zYL($fVBdjR66}ZNGb?+N*mAMaK|YmJhIF2_d{aCMggrTvXgM?9H{;!OKgj8wsd8d% zSSBW`KvsGmP+8(er6lTPK6UNrNO{3$(|so((Dx!5dMUEa)K z^174&zs*f1MW38v7q{}w^m-qBeI}3kfLDks#TTSho zJBPq~(ycmv-%70;W@)?_Q(x;im+W`i<(jAS)0l%Dw2jgw9%ROxQx&K?jE7VvlUjj| zZ*Ehx!3EN$UVA3nPc~lLsBHA_MxOD_ z053-OO!o_sqASogxWwIhi1%+7>QM{$L3|Z);L?8Y#BiU=I5#$@HILQ0!euX?rSCLh z7eD0phISi-Tom{&a!7`ZlWXp@dHjgQWkKW;C?i%l}zT# zm5)4YFM<y=GnVb9*6?+ltn zGNWyBqhfdx*_mK1#WykI6}1I@u?OE4&(-#>zL^n^flrf@`PMwIHZqs#33Wbq%^7g} z@Gp&K9fSqkiY~ryois!S_H5?Rv5LFyvwyv5@4knpqdp1qq3nyE`Jj@q7-0KcxcIKJ zN^A1M=#zt;dL5NoLCVfdKL;GSOuD>mf39Ai#^F+B>3#P&DuT2`J39K-Oi( z#0#&JHps~JnY`)qAHI|kONd)X^petD7i&-%#-Xu5QKKbhY<$4Ixa3=f_ZwZJO<2b_ zX&brgEohUPA=|W$G}p&k<~N|&tVyp)#>)1Q{}2_ zMG2f-H8o66q~vYV>Yq~rSjsZYuQ6(5L6kqeQ$H)G`S>$V{D3sM>lH1xkp6I4w{#}B zSpEQPeL&p;Zg4gfmLWmh`5x+2|DcY5*I;NoM-GHEj`-aR8FHp=goVjPho;HA7KWzD z+$ZZs68NrAyY8%vx>v5OM=xn?7i9*2lq$rs4kN6jD0&rMChHn6#Da;*aUZg?cVNuK zw5Z>uBEr9~BBhYbtby(P{J>*rxq<2Z(-=dVKI$PUa|sOC>v#m3{`ev3n)=F|&%okh z>lX%`d&9pjCaqhGKA%f8Jf&w*n#JAz_P$^vwwlXog6=hP(FG~ zq^TSELWhqRu|3~E37Cx-qoDX&@kMs;<{ut=at!ycBtzJJyYkg z#YFm8EtnT07%+;H5p2{$M?-Kyf5rji^?7?9(t8l%)?T0GAvO2#WS3b(WqxbWh3jyG zXI$S?k(Dm4wCZMl^V~``8hrxeq$5Bvq;XyHZa5Fad-3$x?}&fJp?$esd{)AI4>#!q zLvt#?6<+-S#mb#QaRkw znc;LgYIIuR>^Q&k1DQ17!{zQ0B&|~VR+w}75FIpAiX*M{tM@=VcS&kq~7^aZ`^G|IDZV6(`9K}Y|z$( zSg-mnxy%8&7_w2`e2}|KeZ&F2d0Rr{Fe2vzhc=Bh5K{XHaqNNUh4?pn*R^oDn=r7K zXtM8pfus$;V*0bm^lGdi%l8YG1j=@lS?q8lD(0s42$3=P+Q?$qaKgrTTbSshfC`K} znDh~C_!sR*B{;?cCk&QwUF{s&2tQ!3?37^)Hy891P6h?<*<8^}g5bH}JE>vhB*+iN zhr7=<=sM75>=!nGTST>=tpg#3vU@bt-((h`Q}Z|{LFoE`TRZ}oM<(kc*(q`4V0;Z} zCxZ_%R)PGu^+;qD0z0hm{zYWHJhfRM6~VaSm1%^EAtm}LaJ1_IPhgAFI;=KZNxYMFaqS?gAXNAwKGsK+K5~IhSfd=ST)g2fDoS^mG#$cdAO28#2G*$&+%L52OMmd;Nbvf67?B8kR zP>m~QIsr&M6I1F@c?r#;{)>as;{AcUJ)+nDfhRzKEKEkc{}C!bhAh7k^Pd8m-wEXZ zbi(=mkPw`BEC8w%CGH-2C7c}%aK_i{Q1Ac z#gLm1g4}#&5N8f1v=H3?HUKT&6X@hXBl))|88b@<)SQP&1vE9YcXf97t!iC|gCT*Y zL+^j+P||S1?(JQ~pMM{NCPLiYE}ev&gDKT>zvLk5x<$R7^@c`;fyfn)uR=B2md2nc zXUwF-UN(FSd&~qcG6HifOX#_bMtB5sB<8rqMvH}#!WHr!TNO`R64=+m|HNPQX%oXf zy_-UE8n6%6Y9;&&!(_9CagpOemt&Sd0$CfED38#jIIr{J;Gw0H`HruNOaQ+Ut6Opq zzJJ0O=9>^uM=+xv?iZ6!eP;cKM$${Hu~pJlq1&~Ig2a?$tc3Et!66i$;kH@6LyS8j zUoRP5Tz&k3;J93y+0f9GorGv1v+0@FD&{Kj9l#A_wePhr*o zRo{m5$_@S4^(d1(Y$4M;OPyD0BEWforHICE#cG51lP_b-1BDt@}#RZ)5U3zON{4|)ndnv<5F7Q7C^zI*|DQ@ zMJen1%t)f_`5u!{kWnXQrqFUQvjvaMvi+N=Cer17p?mI+6d{L2mj*AE$>(2TMzd&9 zd6(yL^2{r@Mc5dH|5_4@^jOwLUtZC~0jTn;{GRYf<=an8gsgt#<$X%y*M;oc%cJ5tA2G$u(TRD8q zxfU`LXKW{SZ}h;$_4XU{a{5{}oq6k(j{|=c+6{AYA4y&_t&lRwt+9^tu}|-Y zHIaP2^%<}|qhSuC$mQ4f)1%0h=jusGmKvzPyqr_fEge@J7?JIY577>}@`!QSs*ubA z(LB?Y!yNMUi^q%jkb69nh0QjaepRW|X?g@Jy{>zaB&OS+R2CvAW5<__QYA({_>GrK;m&O2?aFfpG3!>N|BAVP=cZ z7Hh)!tcSmNY{-kba@`v?9*kwm1J5Y3$LSA|E+y8%NUE^X?UFDSCzYkAq@I|W`62q- zBJF-aHI=1h#8y-pnk&wZj0m|3^N_jqhk$beZNw$qE6#SccC3Jbc4o)+H|XZaNlWl? zFiRw`>?<6OnC&a$nky)d7y>4~V6uY~OyeFukyEdkwa|9@3b+bQB>k1zZc(lc&%x2x z2-T%>#$iEI+{xya+;u8|-sd{vAyi4)mCK62ZUiIjxn$;Cn*QZTiz7i-@f$)RWCItJ zG+Pw}WWtNiO~ZF87>yBO(2&{VXXJl`;!VkP2GS z+o_#mC@+}=#~OD92~~W{%+`D=6_;fCUojkTrVl=6x*k%Tt|%{|KI_z+>axHyNW`-e zZPOZ@Yx{a&u-(u$kh|OUFz>xRzjE(jyq0zj@ts4M&T+RU04FT zyXITeg%@HH!=k_@e{WxLTz~=P7hy8-B*F!soFXCR<3d^yP%p2-sKcRDm!7+2#7>A)w;ut@x2xWte$k`;iL7myEWemtbjJbnnY2MuPC z4CtX5^RafX7c9)o?>wuK=a6O>J>nKmk!Vv);5VMoP$DF`8T9i(wv z)wWV^upHyiovSraqZy+^Xp!2VtB!5u`S_f;;Q*rzk`=!RUMS8Km(&_HH(@qLgZ0O! zNajv2t4Ai&snf5Ck~f?z{Ia(&n7%0>$OW7T$lK@A&Jjh4Wht+gs@A5R3Q#bF)k1NK zbw!J#)~>QC<3D;m`7z48qcnLo$bdswmM6)$haM@QJv@Wx-I8cHVHnSk6EN0vrTK}b zt#{{MJY8$SzC&@HrbK^+SqTq1cF6$SvGm=uQ?R^l*V5ZN0}XIkK9JuQ#sE0uAq{Np zi1u!N`|R*lZ+K@|YA+8?b%7o~$!u*++qNM-R}^)5RCb;GR@6!Y9jDK3E38dgvYJV0 zyvkSQcZyM|34)!L54Rz@zRz^%!|7GrBPUqm37jQGXub48ux$77jyU6aa2Y;uwhAd? zhto%{D~f^?sFF-SDFBngTLpISIOKhM*|%^8VGv$z$}3Q3ASLeK!5b< zg@rkQ8YuRqr~;&7?7g>nA_BoAse@&OWx;Hx4X{cbTSh&PGydf_jG}D-zY?_>OEIl5k=2}r)T zsh?~?zF)kw_ZEJuJFhxE`!&~&CT-xu`qNtFuW2ewFZwpWE{KJ=XYL#Dlb~iSA~Q9C z!kG+mtM7`Z#knECP{th=2(s@r@;IDc4>r z_sj4G?JnPdSnJ4M8d}H;0N<0z@SE-dS`9bT%o9ct9YMp-PkEa$o1@{pS2tgc`3})} zvR>ZBfAGAXBDm-tY+H@q0MK))fA?fm%=(Um@ey4{Hpk&Od5m?U?^ExtZqJJpb)-(o zt_YWG1${gYnmL?G*$69t`3OTgj){LX9 zk3skZsFqJuLbl$7?ful&dQgbJMZQCw>+gQ;>p+?kfVitIz~m_Q;p9pt=N?T-y0l{~ zAe@vc3h`G7`DxI}T|y?_zP^6=n2tlaU!xOwuovb>p*MNiKyj?@TMusz(Wx6$=Bf7% z2P-ejKN}F4^zI9wfTBLf);moCf|E;V6F_fd0l4HqaB8^H`mZ1@2!GghW4qx1I^5=^}^c;6PM$LxDR9X=w|V zVnsS7yyQv>owrt<6){x0j9r-(Uh1z&3%*eT>U#LKo(^VEYQAv_4Zy~RlafF|2_&JZ z*!AN1T3Et@5c1cPx1e@@vXd9g5DdZppSQO>6ncAUptI=$?ysBsS=18W1Urn$gRv{Y zIGdK`Wr<@{7(NagT>3(t4+|R`T%Nih*H{GQdK|sfn>8Fv)MwTtl>!lIZ)gZ<32jhl zA^($~MnvRcPN)w$2m*VJ`Fhb?&x7Ty zIo8-8!9Q~Q4V;u5ddR3!*i=6C$ibSMr6_z$?huaSXdWP+*Ae-6)9OhlE)LZ5dzw~# zkDqQ1_wx-|+P$w(JdU2pMGqQnEDx|TXvs7h9&*%vsM)ZyU)+E%zx6TJdAk;-M^#{3 zpNlqGQK`XVI#s&t3_j>goBm0pwaL1fUK3ImmHaumM*8ksWVNCxuSkpkrcg-h_GF{W zPeu&-e?M+}G4Rii>P%$mFCz@2IB-vYT8v$+OX1uZ5eeWde`}Ql=0gwQm^ZZFQE^@4 zi{EIC;$52AQbEq&$dL0l#ia}6{9Wa=hax77Km$2{b6(%Pn;{iaE{U3~I`_dntGW|$ zrm4)>!uBVbkK6H&%TC=dacPQVIq>$aOS$ZQA#k`|jJp@PL3qjkMU*YC#d{3d&1H7h z{aRLkQ;6*XGYYu%CZuZaypKPEu1RuuchGCqZ&wM%2xAEAm*~I;5t`w~GiC z&NZjf;V+7ZvHGu-gD7vs-iVLtlmBpm^c0yWV$SHPJO3g4sq&6F6}h}U&?)Mq;&sV+ z6X6N6*p?j8uH)f$FuN_2VH0wbrNb{Zi^-)FaTwKzD$pz70LQZ%cu{NaozsI*48dz1 z_6zPZs#iok-1QJ$z=s94A?%wxd>`@eI(EXX^2%-Et%92s-!qPzW$Z-`rb9c0114BkVJ0H*o3D~N-h8^5;t4JjqBtWC42npEKlZ^Wy>p+ONi3f@KE{)?iY@qJj2nFrSdJ&MGWJwy4+8 zw;=s4=LIdGj#*6&qG-jWg-$Abh&~5euV6Ak+!D_Ozukya1(n2BwnIfq5jk2)_I(h$ zSAX{qO=k4VQT1qq>X2tr_@BtWup1PmxZxshD(}!s%5)Vb7zk_bsUzcjiDwg(RW-n?FyP7g8&mtNmo5I+ z)_$tYgAtnsSrgwVapM3+6<@V^nGxQ6&8NMf9}t?e6Qd#?kmerRucpd^lejLi(d<)FZrNZ%Acz_EJZQ{@f>$In0AzwlRNNTM%EP_UijXd1(@Ifz90Ue7HubK99J zZ3(AE+a3?+hffOBHv0T*$=jEHh4|w#EHWB-cwI9Bl8aUwDJMf^Gt-N!K+coa#ek=j z`s&RQr4rK`|3*qz?>pXLW&yty`?Qx0sj$J{GVDo~I_;K0s>hg&R@4}<{ATD#y?Br$bENh+ zhcMXiizr3!Bu*t@-Y>r2c`q{0GKT&&{^i|z18G*Y#tmvA6MbAok_chx5YxzO=~vU1 z+8?MKFd@yiVZLb^pF#E_D(F{(8-4t0P)di{kPo4BD+$y$vChpJVL4D*J+>aK}YG4zQ0(azX-p$Uc&fZum@&PdspjcBRF$y)>Fy9g zx5^`wVL-aSGvM<)zTfYC-hbwr>&!m;>^WzxweNkO zd#@FHKlbN-((wC2(WA;C^)qMT!IsxQ~s|XvUoZel(rXZF-^71)}*eZ0IZE_#Jh+Y4b zIlDtcq%zn2ob0NOqc2c1p6i+jNxOXh1<3`TXd;d;Wnr`kr*6I;@3i6>f>pTW_~k@ zXZ&GeQWyDK{_~#wQD>#Ic#<|4+Vda!A)|)#UbyY6HiJ#N0VNiLj(%LrqUK#=!^dTd z{sUu&$+F#xQwW~K$goK6#o<-OnHfWe;zlJ7KXa@&;%$A5V{-$_u<%t@IgmOMj!4Ete^vN*{me~N4Qdb% zsB^2~BOdg5=*7EM;0zN#{uNkS5IBEwTBgPyURzs0p6j8#7alk}jSZDw2SE}W>eUP z)DoX~USv&zCTwT89w)2`S>j#N;pfk9rMQcc8asS{g~l&fB30;U^jAj1+8ld5X}tt5 z1U#fk?95#42z;z+UY0A*_H9_xt~P$H7CpOOx31zj^5n1s4S3Y_kG>Rz^oAXg8m-zY zYZuL;jzkHPpi6X3tolCbq5pIm#O;}XO6AI-LzGJHA z&U(DgryAE_Yy!*J8M+=raeJe_D#bbVr~HDk?lof9+dU;`HA6!?)x&31WY_N3U%7X& z>1CH7K&V*({&%2bi<^%BpxxSKpsf=CAkiELp~GPV z1)P3c!S8J0`jXA9E8R|m7P<};p4NhveE<=$ueTINBIz#x*ZPV8=h>w99#jFn-tKew zgJz-1=rb*2%>BZrb znNp4FB696P*2%a;4jT@lqDPFx$-J?2EywFW!|7}KTi5LTysj><=zlz!jq1(7^Iwi; zaoC^QC?nE3vPoI%Lpq6nL@Y9pjoWyhNL(Ro2q775wp@Zma1FSB38DA}!8IFc%M~8H zPeoIEmJsW6RyX+8$uz%X+pd4z^bQY53gFqi71yHYlX7XBd{@7i_D6eTmI-><^{C& zNadBlWKf2vtabwkihdGF`wKN^$_1bXkkH}J9r+KUtrIAMh3N>DXatc#Uw47Pkmi5r zHZ@sGQVG*a`Op_XqQnGV-II3=hY31@9I)tmOWo+Cw2&R$o)kr7r-r@>l2y|p7?di^ zX&p3j!%Tg<-*D`3q#)t8BLdqGoGS{2VM?Mh#04YKuPwx{gyEB#a*0g5t4b>CdHUoH zhnGEXwPbajO@Z5fiZ+BDcLm*ol%trZ@Z6$&Cy`ybLvoP3{Ug>r>4g6E_#L{FqW2$k zsE>`(j_OPW-aYMLTV}%&(P2(GipVH^h2{GuK8Iw@cUa@gaDjL0L~DC{k6NIxpNGfY z)I=Wi$!DMJ9Md110aV-afmIt#4B{21q5AAjGxA|<*9$wf%;q!*K(!ssAv;QsQC#`c zN-67@&aK5Zxn3?AAy%GsYR2G4*|aa#L}-kyqbcs$-cXW&@%fk2PJ z@0;2iA-K<&@+a@6f?^4OFVpkD7KF+~bvT6P&D&_%Sl==a^{1*e)1I0*5LWRyc9wlTjOxXXP>h5&f;!;ZK^a%MQBR133BHZqOVC zZ@J^ZIw3eD*OQ3#OX;6vj?-33q-;nnYce*}-PC16U$>gd5||s87*?rikVG;(Tm;6RjYlj7M71|R8_RA`Q^Oncm|f~zT=B2&S0t= zO%a`uNX)>;su2+Nx!vgO>*_~v=^UiD?=H%4{0hlV|2q~~Msp?Oi4lM&!}-yq=y@-) zEK7Kf;(vxmIp>Ne>XjB8S9+;hxw`R+&28&2LtoZToNmc_d7&+33&aRqdK@jpIKqs% zz17njtIjvp$2T^xe-`5;)#){J^6R1swW-cY5PC&M-pA__g z6y04~JFmHtNhYKg7O*!2dNzei)8=?bgNmDvja9U3hU@3XN|Il{9+fdzm} zVE|-?6v)gzt7?i6+~xE4Z$Uz`Ec=2>ZXzhmA;IDwx@2)l30c}DxQeF@YO<6(`ds^} z(JSPT-qBpz?Q=lGp#4rZO|jooax=N%Ob$kd;vZV(!k>2n$$T=a%jTbtMa&BVDD!e# zVh$H(T^1qH>4$2r6vZ6xg`A0YX)mi42PxB1nC?I?$+7L z2SJ_h&`6-DKwR2jqh|A;uom4L?PmCzgv#dyGqC+LoF`U?=K!dgU0TE&{-(7C)qxvL z62-i=pg*?3zwx1ge~jL46C-6wkQv=H#FA>HR;#;Eh~U>eN}=FJlei;nz|HPEy6nys zbn5}<>qOSKH;-p`4D$jhrvt_SxR}kYL*V>FW%pj+`k2H3Xcnon97;6^qD4wYyy23l z`NoyYfhcSRKkH8}sUOHl21H@HCJ-5f?|1Sjy5FSIOcL-e7*LLx3u$1~3IqiU8#1DD zVsymJqx+^+3xg3iW!RMM!ceMS3CR+H{VVQ(i95o!*|bsiwz^_uo<{*mp;7NkOr~MH zqnEkpeZ*q=1phAX;fWMC2P5-%g{Pt7hm($vT?`!WF zr5&WX2hC)yZ^sthWuQ-y`XLtNwFD@W*AAlH#hmpx933~A^ZELknp;7pqxV!vJ_tX( zmh-<c*wjkm1ETUljJH5tu_V5eKTrRnWg!!-`QDO})p~}YUFY+; zSoZ@hA-?h&>F52B3*%5w48vYKmVYL|V1@R*S69l0j~LN!DjBKzo7)Ic2&8>e5N znAtMrHQpOfN~m~lz5r2_t_Z9T`@H3{*g1Nk7N}C{o%yKLSsgRI|9!qs#JlO#*0b`9 zY#1ct8kO3-0>0ze8*Wm6GE9S=a6rcl#Tx-_5aDc*b~2hrb9~B&<)^#O*u{DxHKzYSR*hrg;7z2{qZ-aWsoaNhzsl$1M?& zkqbqU+*$<^kdV=7G23Vn6UdWA@gR3_V0gg-4+eE|V?h{~N6| zvI?ag14;iY3GyFI(%(zN|6Cbz5d0Usy)y>lBK%))8H@10!CuF45DUrwL|b3RK_vf> zL%*lyTQ2Eerdc|u_{49f>xNMJ9cn0nZFK)Tra<#2KzKLTx_QNZYZ`2~WmEp|qrD5T zOvwB<_VfptG>!&!odK|e*(3-Dvh^2>^y+tFJO0$RhYrb?V4Fc^N4jy@!ri9x7bYl} zwdFk8l2WRnW5b- zWzJ`;U(W=+g%nKK$h~aaFfIFdX15{Sa1D!KN^EAC4wBP+$ji;0#Hk(gpnEfyB$F(< z)Vb9Bf@j<$h_6`a{agR>Gi&)Hl_clP3-=XH(5!b`gk&cb{a|R+Pqs6aP2Uqvg;kMega?g{KPaU-hepjA zZO4u=M5%LKGvYs&{NUd$9$U0=3D1zRKC(j#057`o7nR-VD_JF4ys&HhJZe1>@dKH~ zX<|@RQv3)%J@ttH9^S@bt8JG?u1@!>mLP%c^X~JR4A7V84)hi*iZTi0(%>htwbZ6A z8ShZ3;`br;V7Dz{7v6*3FI_RmJ}L=U4t+G5 z1*f9QaN@G@y^o7)_gxyL9KNErj?Qm}I=-;YVEYbfId525F~)A9t1`554(K@?buZQ` z!+m6P+$RVX-Dx;6oui*5Xlk5CN~J5UT^`rB7>(SSbwdjAm|5?&E?!-fskb@dJ6ju)L2)AGJTGjgfL;dp1r^*c zKv;jU&{HCC$KZhc_={3{`5OZ3aL{4o-($7oRmLw4Lv?jf+v#r8D7Ro?tIEM8f8uDD zJEA$Lz*3Y}Vuj2Fiqq8W;96wl0v7iqsOadN^x790=Q~eJ=}O4jyM}{cVyj};JN4X( zd`j=8lpW-U6qoZn_98vi*k^==%$qzcKS0FwV{J=0AFA!=cB~H*juwqB_Q=0ud{w~o zx=vXR3sRP62bVBft2Z$lj4^-z_{b;I9@MYeZ{=Fi;POPh;Aj5J)7rsG?Al)@rGB-* z2K<8iuS=mT9|VrNsnMQJ9EIet!1x%>JMROjiEGo%;n`?<5QxktY#QH&GkKyj7y)*)?2?0tKo- znjqwPr2wYJnzfLn2cMB%q1WCo=HBI5!!>Y>(wI3VGDuf6b37=8Je{L$Vyu2c z5na0fG-Jgfq^v>(@8`T{r0BG=hq3c+N6wDNsDozMp)mu~{wvesy53d?G#?G?G`Xt7 zY8&dVmF!1OjT5#H+i`X)IqOL$g~C>k$&g|>4?@VoC3zrk7*#VRp9ayKPkQ+o3`fIk!zqt^XJA9)s}kp_KhpdC ze>5PHN0Ps+_Db#dbFb~mhlwj;ca3vVM z_!1UC7llyZa9x0KG#!I4(51H!s<4!i*?5AP(OKigu@EFT3~&I%@fhx6e@epUMxdJu zAT}s_5l9HCx(KQuy1EsFz3ar=i*&rnmi$-IJa$D+KGWKe(v{sOAzt28aJmO^K)hd&)bnfx202;^hQsoG85E;cuwLTorQXWdz>RJ+N|$ z!d^*WEG&+)qKkTb_b>*f)tPqO$idc{J1*MRzzK|C004)zy1AoDxc|ri9Cos7tb%%=?0?WzYVnFAFS7Vz_Z(@O^xw zV~J7YYoTkO2?ou(_)~Lw{+z*qj&DL%?gkg#wM|6dsLJt_`WSx1H8!VE4wJ8|o-Q-tj5`CxUa)q`Vu`4spvuS7_8>dY} z_aYxfQYJCENxxBvMo|g3TYmQK!kzH!?jcgy5@WbN)5b3AwPF*(;()s>@ZfKx^M6uQ zONh|ugIg_F-{0g^GrW5ERe((t1{qLliSjP_v#(e%e#hRzcNpIfm}IY705Mps(j@^IZiex^(DfocIJYc^MVm!YAFJHM>*kn8 zp)1ufuUEnw@7^NvvYP#opHaz?|HPQ%m72$Q1vo+VDWgQUo9UC%Ao|JdA@hm*XI4T6&CA87;YdH4#rk@>$2B1RiQaV-GFvwK+Y`GvsIW$+Yj!c`D^St&G?$d#_*9Y#`Jxm@0i zXwlBkMQWN_k#MQqV2!#HDOwYc|-v~sy6&YrgG%OfX)_j#(o z=KN_}fP3C#O!|{q`bqLvWKkr(EocNf1mQtd%0XgKpH)yUQlS)-tpX%2Smh8ArKXf| zTOjkMN+$e6+5ylN&Mj*_1LkZgctH8H@0CdC^}($k>iRF@3i=0X*P7NxDr_AB_fQy}xp4omO-wuBW zHhs?gn83}rfdm$Ki)Ht1EESFPnd})|wY3%Vagq7bg=y@;j#}z!bjb(KAuUR_m3)vq6aR3^ zMf=0jgf!C5ak@i#&$PZ--<^r6gYcCcoz-Ru$OymivAjs4rmFt;v9*@R^asum$=GjH z!m?98Fz9iIMIoV?)=*rPxYEp6_9?R7K3v#kqovBD&1dz_g;PA-r3t-44m@^#o?DAL z46U)fv1%}M^6vP^5oTQv?kQld)+GhdAP!)#dmm3w_zV{yfM{$a|kt zM)lv8Wg7Q$wENmMmQPp@g#OrGBEDZ90*(*FD9FD=IZ`_GTiBvizX7+B0Jt4KpV360 zZ-;#GD*qBYmWiq_?erVnVgl$E4sP{bcsJ6*lSp>;CwBxPR^gqEZ?lk_Bb$dFnJ;f!S=1mM!kDg$N>u= zka{e+Y8+bhV_Og?cj_1L*o8C}@_DLqrLWBsGJ*pRD@rWGF6Eu|%%??$9j2x^bN<48 z+e_fTZCzTHX&vszNy}gFTv|Kgy4nFdBOZLSyNymVfaBWB)Y*hmBOUVyH#^z4oS?xlc z=1CGyP?!KO{6D&=^{;SGp@Hk7#Guq$pj^Z&xHyUiNe}l{9o2=Vf(-=i7jPH*lhN8_ zhdw>LRY$4)CbD9a0LkG4yiOK>vwK5~Z?j+DUC<`28d9`ws5Rz%av+VJDDBps%|b3q z!1TO>m{?|nw48^4aUPwXSm-DcuN+TIiak13zFavs9A!_~*&C);E9U$KcDdTylQvP~ z|6qNViHwMwTZD)#f$OULg-%Jwm$6bqD1~!jnfTUZs5c8S9)hheb(29W?QNInt6q&OtB-^^|iZPRKW^Vg6f-5nP$|eKq3(j{fUJOu8VNVgit1r|&BNl@^N023nMF)*h z;+|1fhi51}I-6wI`(x*|>67Fs^eV9m1b_@gue;{svdPQ)Fym8|5_>+Dy|nioJwumo zm8V7i7jx19!X>0= zk;r&t$|G{)YmAa29@V)QH|1ge{y;p7L_knjH%J0THUJ;lpTr7G{I8Kg*AGFA@E5G% zx4Nv@Jy0Q}Q0hjQbr#BsGV_klHO8&WE3&@YftyI;4ZKRto5(>65Z^*e3+=ZStcrB9 z9a~1C|K!x@2#`vpoOwPwa9g+-0qG`B5TbB{4G;~~g%I|T(0E*2f(OCNNnW(9t`Rm=V7 zDg)|04`PRw{3Z0dp|Nh416lCHyaN<0jDE@^AkF7#IovEk53A zy8a~yG7qJ5z zxZO1gFCu%V^Ztrl1|J1uK_v4;idToW&hH}80` zE#kGe<|wn$cgTp^yW*iI)+wVI%d76~H^L;0^DM4|8-Dd3Uz}vR!$fNO+%A7C-3@I0 z*tga2?qq4R!o$nXs?^WA0is>PsotZZ@6>Bv)H6c7vZGf<@xA!nu>N3vMZ96^bC`k1 zUC|d2U!jw9zgpZbK(J$~s-DFIE6=Mc=hU+4^wLoqr`4p{sD4B44*#Y{%ZtPDwcW@% zZO~6+)Nx$gQg1YDP&)4S?PjH^7qNE5$Ba z&ab6-1g5ff*U&#+an`)ancOnxI@(STG~cG-&@@{YFN$@pq0vyW!Sr99kLMS&Oj+B_ zZ04uY+MRq)b@~pm(rV`J38FKim5fkaV1(Sf^vfwG2$mH1hYaC0RRa=QD~T5K5s^)2 zhb$!nO|g|QDfcts5G#nW1(Lte_tSCXCyPx-y6x}i3_dv+TSV6h6^kN&q~g7Lhh$GQ zhoBKKIx3={>M0$VE#g<9Z^cX!5aSVKX1|Vq5t>vVB_rL~OyLVrOpzep<97|9a$1Ch zQUs@uiC8sPjPj!lh0LRxpfBs{Q|6k}6bB$ywPJ~$a%N|K9E3vn+C819`xITbTQ=90 z`i*2eW6mWv3aB><8WZ-9b(;AqBt9drZ6D7t=ZnZ%(EfO>-HyJ8DsUxX)@GfJut=uX zX_et1q7!)0!1=_UDD7v^5LKrhCwT@{K=5coy27zNnnwBV)f@$U}!q1?QBGhlEA_vq%1Ks@< z3c%O|-1w#%5K`km zCVwn&Yx0+WP)0pf_`bz>1DrfDGV8cCw>`i{U`4W>ObjCF-QS542cptnlK_2 zBikeo;+=1LnZPBC;9m8cT!2^b0iC2lbIw4lh{SNg3kh`L4Ag@vR}AnAP;)jEI#vX0 zD$--=dFE_nd>MK~^$-mcpp$%fC&;&j7H(Yg^bkHyX2>H%gwflYxAm%RTBKL0q->@Q zoOO@!I_U3-79NZ&V>+;C3?_UcFIFHA-x!+DcG{TNa@7eyG|#@1SHxB4HPWk~v?sPs zR5gyi3!Z}j;-Cu_qz%G{h>t;*i0X9h@p-bC@hsRoE60gv@D5Z>ou0; zloO0cT)xf(&BEdr^*LaVnQ~Y}K#2Z>(PUi6MZ)T#(ezxf3ygEW(#x>6{1K@UA5UEh zf?~F-E@QQXtUd}2rJ;SAl4#G%U|-WnUsZ{PHhI*q8DIuf(*1VKJ@sn=UZapbX)(mR zb4Ytip`MF=g!Q<_11tf2+WX!P-4VxG$CE9>q8xT`z0uCibNF>*FYtYR$ROaAQ}!hw zI4VL!_yvCu9WVc>o@W2Bc!-MiWDwI!@uLck0hS^j=C_peJuN~NP^=zX`;T}oHu=FJ z8hjmtDBAIHhl1Gg@#ioTw-spxu~i>08(SM&uVXzKNJwe6218yj9m>fA54#-Yx<{+F zm0qnX(4H*^U)L_aF`e$JR>%mRz|)W}@@*$OlV9o_>VV=%H)@&4wVukHt75ssxG!IW}KCNBu!2PlD&;T@5} z&&M!Wvl3LSR}|CxjaAIJ{q^`JPwv4rEtY||_xRid9p3aCs_(qllLL@O!F7E9*L$`P z=7gtD8!d@;Gj{uNPi-?F@_!p`Aqjj>9dA>l73;o#KwCa>uSc0&d|UG(4CxGSS@*#~ zKj#VG30}f+@Ac@z55s1ekIoIf(k0cbK1du_t?ICp1dG{fEox5{!6sg^wBv4|`63Vq zb5dpHn6EwEME-h`Oh_B1%BVWTsC1;9VUp-b+ttA6EcQMLkxynt`PrVBo6Msbax#{E z`Hg7j)Geg<#zJ`k2pauiKyLTnuhVZGix2Ldm(frzbTBzI`x-QXhzDh@05KwFLM7Kg zq=G0O|GMr!>{aUl925_39>230-t=|_yXoyVtK8_{Sq%S@tmNk@Jb4bHdWGguq2u*> zwgIO!-0S@v^>tdACvsCcM9+k6_-Bj?veob-X+aERAZ*rH6Zvg>uV2z8IaD*Qe>QH|F2(5YBbo@ApEPqeaG4x8DYvtSd`CQ7(5y?Gw zAH>R@mt5Iwnm)9Ujy?XN9fQtFv8xubYe^mfvGm<#bO#D2206j0ldzb^x&G$TbZSmb z6Gy33vMEQ-`>HlnM}31*wn7%b?0Eo7iDx~?^o~D?PI*E*A^kDr5poyWOWcc23f99k zB1fB6eIIllwS-t}nt8l?16@GY+L$c#wCs>;EHh-0UHn&&=)llZ8+PJF(o+kn`o2|F z3}@sHuaaSc&S|SU zxeGOmAtOuQ$PYzozR$FsHhXq1wm~ZQi5}nL>f#CWbPEJLhA2|z-X3ICWQ&o9+)DTv z?OPF~^qy+7nZYTNU5KE^uQX|i$GO~(qc*3-(_v#LYmxbMv=U5?0IR*|?} z1#Rdvdm+>yHeNOvw+kp?;I!9ilk8D81%GXhU)^P84fgq}eZN?T)AmDrR!uZ#iIwgS z%M9C-(YJ#Wt;Pn8UFVIjtWAlVLAxCx0#wbhknJc}TZq)*Sh~hV0seU%yBFQY>MHKu zXk;J?_q^XL*p@MjlgDa^ttR#wp%n4Z0m&^0)Cjg;`?+cm|I}W0P8OOIglAk`XN`RA zx>clSr1XSl_T#dOPy+BcTB3z^vE@im0bSqiWcP;yfDx~O6;lY54;@SjWk3P{K$0tl zFXt&x7f)ZO1w*&0L3hbF(-eS}4A2sA9>ltv*s1`yA{f~aYKaOK`k%P;rUu^sn#FMl z|78NcNl)@G^C|;;QSkrAdU&W$Km&8%yw?6RR@_4PfAjs@1S~g$_|F>yj|?m~oxyX% zfKd&g7U>nk^Dq_f@R3`9*v$ntPm=*>@Wn)-b z74AmJC?^61Zui}Ch~y!9v1xfmpX|u0l<&&4htIzy<}~T}{6WKby?*TYfVVMc!i#3^ zJi~pqb~W8U>w%X#8AF-52t$TG1(<_@dn^#rC~ElrRnbzS8D*20tFw=nlj@_DW#5`_ zhvid0E0z#A;uXTJSnEHnC;Sm1Iqt?ifRjbOyKQF-g#WZ!s z%Sq5oTvLv)`M$oGBDcwD<6f0PQHfC+ci_W0q?(@DwsCb`28~*_zI1iE$0S>Kj#x{C zARZ*vVs{`D-usV-D7dcbEm@f~$KB+dnw=zRW@K~Ej;l{kCYn^kY+)Ya?;%DI$qnZC z!!m20OZ&&Q?0PFc&*aIajHfD`A=SL)UU@+>zf#)gUaQWy;J&dW@|xGe`i9BXhH*C> zi@Mcui@Xl;A=qmW`6T+1>Jo8o9{Gyo1cCvZ=WGalt<{Qrz>FgePR})`daBgr&fg$i z8#2W7O@_OYuf7?~y%3nkZ^vRw@ARVrb<5SZ!&|i{u+o>VSiv=n{nrD3CEh(rZ)YKv zv$)Ucc{H8H%=#uAWc>GpGEH3LAN5Se`u1AIo~NGL9}c-0_o_{uH-EiC_*s>ji9m#a zXntcFR{xj=#uvD0Fw`tyfq4;c%uNDrZdi0RR5)O@+aqvX3dZ(^u7JTzHOaVOX2hEu zJ2!TT(+e;QNYDWyFcowI1jhaUEf$`Q{$C9ess{#xZ_a?DR`Bguxc(dk6c_~ybO2~| zbM%jq@Z22WfS(6qg3{rE8IemQ1)$1!U{?5-BsD}KAiaMi{Qn||yTXrrN0bDP+?18R zJpx6<2TR^G?nB}OehT@gF*F1pEPM0QcVr>x1wI(-rguz&+Y_Lw1mK4^M{yJ z2ui?65KzA*S)$P-U7`{~DG6`R5rnc4g5`mxf>4*=Uy{tx#eu7Z|9v&VH+R5_H%(N2 ze@WWGkOi8={L=)wa0je@(}suW_ZJA!%@75X@PM+aTSQ>2n>!*6zaw{0YY>USyEy;c VBRT~5JtD>gexwuh7JP;9{{UWHge3p~ diff --git a/.github/validation_samples/hcal/gold.root b/.github/validation_samples/hcal/gold.root index 56a46d89fd72498c47c21d2856bb1b0cde1d8b41..991c352bcd1645d42f501876da1612c03a20d4f7 100644 GIT binary patch delta 77363 zcmb@u2Uru`);5gvUIjvzu2Lfcp+AU%C`CjCq$W|2PCz&z305|cb)ILe&(9VWY$`H-FxpfGwa@ahxbkNt1a{zzTVys zsi?N8D1Y~;PUWsr_8Q8$DrG-K+0|$%hx=5gQkkfzSU*sm%J?CuCUcW(<84i<{wdz4 zH~878sC=nTl#CFIOg>M2XXdX}aUn zQy0(Cot*x|oZgONq)*vLDLbWz`p^^eOK<*mFG91(UVR5_+vQhm2Uc;uUnt# z@Nl}NpVz@ff1VE+`E-_-!9T<^B-kx46E9epaK)ax%XCG~fh(42|0riu%iVhwk8WB2 z2`sPvKFXQd+&Rd}eRJ2a7!iQdsufxk%Hg?y+Gbl+`)!2u3d|Z1D-xU0tMUG|jM-;j z0}l50QKFiS-p6=Lqa1v?{~Pzu-)hz^ChSq04{N%f0I3D*zEYkuz9PR}8{D$=jwin< zu8TOD2nTF@-sl(A46(g4-jJn+t6z8a0RnK2O-JPu$9o)xNBPHkW!cp#c(_KTf%Ey_ zRu?W55J1msfaZ|}M-5Qcc6rjQLlQx8?MmiN;7+nPW)dwimna>9<2mY1cY`&>~SN({z3 zgOP4bxY8J>5+rD^9Rm-dO08pHK*)A(A=j`C;5Q-a2pYXMO$QurW6b?9mPI1<0`auj zJfx5a7VeB4oQ=ds?m%fb+tvJ0`xzycl^YtPS~$%`>lxwImvBJGuN2;=oU_`8XwoS2 zL%&~CDudGT4`N(<=FiGhh&7;TXoQbPgzmQ7#oU*llV9+mwuD559a{_!c4V_lwqUQD-jyG_p=ZJ`h2egz9=MM(|)xMYby&F90c z0*OGZb)2m!S+uP~-L`9&=zE6|v9?_#yC zr9MYxMynSkGWgx^wph0d7glg!RvyxX%RA8%K(~R>_Vav$9a5djZ*qV#xWIOXVI&tR zTIS9GMqZ{uh(=h?YDm-SFDrAQCHN^75bj+_arABZ{6ym<=+#4Gk?suKMZu(ZmZqhz zV{J^F)F~C)R{fBx1ZB6x$3jW>{`NKbx35qB@^I0i2g>=nRz`a|E>*gNmpOO<(Clu1 zS`|`_(xG2*tcD|Ew+A~iLK;!Q7gtnFe<@SCC0D^U+Z1Yjn3p1uRE#TLf|(rZi)=p_ zj+Y6^Xr;pG-Tk`vfElw=cOo{oqFBFt4;M||yCw2ICFrgglg|O>+y`7(Qt?dSi0tZv zVFOWm2vYMciAUFPB(er2XBk1 zuISN1j%N1n>dhC=s1_dy`W!Shj{=LuOa&X1@>~3?kAzlY-;u_i6E+K{JASud9m1#@ zDh!%P-Ugl!?nbzrJ`^v8K?;!j zD{^BFRo7~v$80IF#sb;txbCgpOd1PMz1fnKqTxX*+*X+KjLLZ5c8Bo8YNSL$^Ox;j zVdiU;%NNZBb^5nQwhmO`7M_d0J=u$@bh&3i4jc>T3f3DPOky+(%4IRD-P#|@)wiok z4uf@G65j!%1c6^81yB>HaWK-4z>ileF#0RvQ+X-xv=7mF3)U+ z3-_?7+6aMu+u8~^ZNOi$a_>ak9|Mk-CS866HB{^{j3U^*KgNZJpljN*%Y@{$oEpSX^1{VAfL7!L`b=wY? zwwD-?1XJon(5gV9>FoXxvqC?9FTXlLq~lTY&za1SyFmu>}@KfDnL*OT!% zT?t7RRfN%vRlIk2fMF!RZiAW-q!tjO-E|TElQ#f?cC)0pGk^?&)jq3DLJ`V4hJM>u z^FLIE?cXY+L=RbjG5D*K;nYUp#G$1*i90@Qug>SXfOKb+{dB5?{#$)U+%XNx5j)~z zq+i>j1c7nV_89`2-Tb&hS#*^MbS~pQX&*Lr1(o&>^%o@JG@ELd`a_!Bhf61h`Wuq0 ziVk@i{l(O)kqS|PaM|e;@ML^s9YbmmEqdt)Xb4miWV6PMIwW;SR}+ zj#NnU;vhyH!8OytjC|z23sxhluLyYt@f&XGuC*}?&SD@*DNsQig4-M_s`T3HT`)mm z<$?o-w-M!kK&uXH6^3a1&o$eU;3J+_oC~$?;6RAzb)<#d7pfuXfI39*i4DrAPy{Up zOlGU(=)Ulx&sJ}Fc{s6G30F@L*zZ*`GCL}FJouOzPV7(;=;^P0S&M4EyFJ3MeFQjc z)wZ~j8ys&m6GxSgf0_erZbuCb$G_GBwPt=b*X++6FAd}->-`itmY%A&JxZ~CGIE^f z7wd39KK`_*!3bj6Xwwk%&v6^|Ms06dlU5!83Jcxk2vP z%Qt81{hQ@+WIKa-Kac*mQURh?u!&Wa3Mcova6rY9Qx2p`pT=Fw>5rX? z;Xk<>=qGSB0?++vcVsr7Qm=nQNI{QMC{CM!X;LT?d_wLMJTO-Xp z#gm++_@!i}$<2M76Tqbl=ew?X=xMcxz*Q77)A8T{pwFEsyetziy(}1;o?uI*|-a6b`eGWrc*C1Nu zA}(Ux8E>p44%htDt=;2l6bH*N?4r8hK!^*L&G(5T) zI}Nl<9p__Fp;jL+drr7LOOXm#qts?*f?Eq0bGa{k-(0G;3!OcrTNV&z028we_0+^J$XtJTPpGxCGlo8^LxiC@>j&&x`pHxQyL46vY(&{1X=TfxpJW*j(petrj=ApjeE*f z4?R~7Hyg`=86HdSO!X!AehPfK_pYx z_endZ3-bEDO?HRUv|S;2JukA<7wPt^oL83${XHtDT-8Ti+-tM~;98>|*#YovYq-|c zC*Qd5J(<;geg@<41bWWl$w$`fPc)b=Ts4b%`}|L8RTLR1$W}X^#s}c@Itoj0$z4t@r>inz%9Le7# z1BFwM%!)b?8+9TgQ^Z=p`*?!fvR^savaz4C>LS+UGnen#{Z!=R&2x<}(bqNU-)^eE z3ZEOH8ANZboZV;>pN!Tyd;N=KWlPTK*iozo5&YbUveF&k|mF77f0 z5F+uYo!67{KN%N~qu35uz2`U45n}Ta&55USaIV_%Hri3}T`3tNcn!08@>1}u6Oqi? zS}(6chKd}=mF$8Q2@KZla*)JDRbbk+*YV?t3wz_i-=4jOs)K|-IX3Cas<%; zvEt1sEI|SQOAvk07Q}gr3N1# zx}qJ3$&_=G$&qzDJiD9$vrQn&$cehgxo|eUHp(00ei+9hQQ}W}MR}Q9LLyQM+KeiM z#IOO447S4>IXJuIm*M^B84a=q?q~r&CcF=1!o~bzerE-uwtEpd*V%NC%QAO-xM;FE z3d5ODZfBaY8{6x>ZP&@&2V<8Vz(ChJ%#unfYb#Ld%2+!2+0)KGr(-J^>^*J+ zQ&`o~d2T)geYi00G&_u1OS#ZtvQ@CmNnjD2lA6)UbrGMuj?Z^^Fl$;mD?txQ25f{e zQe-H94K#{}Z?symbpAq`51$|8u_!xSDF9{{PT(6Q(#QNoeC9dHuMT~QYx?}QBV#Y?V*WwnQV1FC`X){cox=z8 zqdxy6i>TLaULH6;k_Vg3j{Iu&{p`vZLXXzaz@7;mO%IH_fzoo0_9J^E+zSI3hoq7r ze^&G(0pUwlhxd6(tS^gMX0&F60H0#+_rL|&YD&s4Rz#d~2FKfj=A!CvfAEv;$%}0Q zSpgO}PL_-|@rNT6E(PNXH-S>aSNh$pJGBc3of3R^Sb1yDnVCf zn4sEIV3DG#+$v=Vf!4h7AH~$|rE;n)6&sZ-!7m*m*iQHrJ$(k2QC9or*S)w{1j#2( z;Nb{=F-6=vtej#P-W)R=OZ|c43S>^-e3i&)PcmxWvtvu%^LWH%mO-vU%3QY6nJoeI zO7kpm)JZ<=MLHjLVwZ~d!$wN-EOzpbZ04d0^2o=D<+`rJ0LrHwV6H~CTOAL++jDPa z+KIY*99b@t{7I{w>3Di{`)u2eGA1lybwNO{WgVZU~`-I)xU5Mpa6^ zA-Qu0F^3?s3%(qB9J2@yLOPp+fb8+4C3e;^j88c0Shvq1>)4P_INR8S&mo&02SLC- zJvV)B(S_VF-lBIampqJS#QErDhzYJQBEbw{A94}kTlF(Nl@`mO4WsR>LBeEt%>GzX z!+8IpCws_Uu>>F1a)#~3L8OC{j6wF`Sn3?t7@M9EZ#7eiY(fRng`et*>7A>QM3 z%AmBQ9zxEK)sUYn-n$kBcUaChgYnUnIvMCpq3DM)a2H009XpjDpZkT5yX{dt^tUh7 zfB32^&WZQw$y8jCat60Ds|{CDTmdJf%(S=m%r=Elp}K_jNc@kxD$N{@9WDfqcK55G z{I}(XRVQyaCgvSAIXhgx!2x5&4dMjk=eh47*j}yF-+72;i1j)BC+}(Hqztlnzc0t3 zc|s8&ovc>jJ{VIvf_Ln8_&6%lwP2%N*JK{#j1Z);!!l1}WA;k;01uqkMM#8e7FN3t zE?`v=Bee1x6yQY70FEXs5m@;UOeJ+OrljQm!A&$I0H(xV5KEy0Hu7^9%H}_Xh_{3J z$KN$na8M|qO;#rrKRQAko#)`u7O-X*DVfn}+(Xb#L(sX`TLTSPRV`JBay<#aSWjn@-PVT=yKNkUL{x zjJz5AQKEI*EBuY$+L*21F`27{Gqa3^2<~l2%6+>wL9ciEEYp$eyJvi-|Iph6KhAU1 zGL-oG13Q&CA;U!=J@fql)N!_8aeDI zAM4by#QJcc=1=v^BC^_5tXsS59&N(oS};Pp45fthpzGoLfL9XX5FgJ0S7M)4)_p9h z8_N?!?H9!ELS#kbmJ z+TtmlTdV^f*N(`68~L@i#7$<+gt1c@?S~MQ(I9RJ5=j{+9P?q)Yd?=naNng<8!4Hn z;N3Lf4|L+#XcwQ1EC`}fc{)Q*L1aY^s<#}?uX-aj`s{IQ>Mg<=yCN;S(y77P<9Lto zhJ^|9po3%GyiJHBFtpZ?OW{^`)WraS^#x!YIQ|32VdmNLeA6*hGH})r2nBXuI@FsU zk6AvMI_E5HL)}g){jhnqPDeiT4naIfBZpi>$sk}^D}?30dBdU z%j)^g#lxBw8KU&pjr1MyL)7IJfE}K4DX(2FiY1`@%g@cJ*HJ1INcz>XPAujn5w7JW((F8ScKRai2gp zU*5~t`HX+8Yn*jd{6LaGFKirpdD@7*?irvTFKc}L=CfX8uo%BcVtmb%w7@fbeE{2p zcX{?&TaHWXlc=mB`E|4SDux(o*Z9UzfsFK|r(EDCJy-dp$dg0d!D3p<`cpDF&+)-O zkzudTo-+=M&-T0KYxA=i+xKE;YY-f&8=BMj#tJr8QC)2h>(`McN(CVAz!rtN7J`6@ zz#Qa+Xqw5jXWR{aAF*XbwA2&)Z@Tfs{Klb#g%&yF8MNQ}5x>-RDM^Q?_`|-dYe*Mq zo@cAvp<(tn)9@OLQUO`n@Z5%}^d?1e7+ILCne`MOEOu?}$Z&Auo9O=Kn-X&KF5DB| zxN*|@Bv-us82MZH=NaxnKlJ{`#TsBA9Zn9OShRZ4bA7G9F9)}QDZ5|3xB$@_m1F`- zFF$#BZCuLUcjkKsA6lGAI-uF~S@UgI+;OPZCysT&00*=A>&4HQzho_`HrR~4sew0Z z)SRsraY^Z_F9>~O>+yp1x}!b!HR|yIFT_1Z)kd_OFH?l_jsRaTnG*bug3`2w#iz_Z>~V9#l9d(ao@L@m z{!`%}Gg@jVWJ<;@^`Kr92%@4)Rhh9+`TjXoHO}!MizLuW925L;Hm||oMnmeeMWv#g zK0DL1ky70kvtEkNZM*D7=|WB6I_`JNT}#IVSKWnHZQ!9J*5#^d<(?jqQND8e5wtru zFEMd{e=>WC>8FJLNA54;nY3MBrgy@d$KI5^j$n*zoNMae3`PRL%uJIJWSR#)rAP<> zBd6fBSmh0{m*4RuApmYOn;!3JYg=2jHeLTVc(tae#=|o_WQ@o5X3T`Vle}%sH_y5r zg&9|QzgNfI3JQVOy>=K(F*?^26Nn|{$v?cBJ)i@x5k_wAD_uIZZzsc|EnuKp`yKZ& zT_198H?UJ#I0FnH?SDlxnCEE!cro>|dgH3be%M!`ubdD40HuYs?TJIp{V*P{_OoR; zw}-J0IrhUqR?u^w(g~vEdX2^y%OJY#Ac0t-1exHv)+za5-oc~8*#nzw9lNR=;a(wZ z1^Xj>Q?qaW_QNd|Va#<%6n_PWIh39Q&QJrT7Q@ho(E@avxbt?&;&zWWdgnz0X4I`) zl@Q!|9To?S48-uNE!u!NeUmvwkG5VACKk=NiMiG&)a|3O2O@tfSJl;ubeyF{Mo8|8 zFKh{uXIC>iY49j5WmF1GM>k3}Na@b3JqW8cqO!fqYeravpu`H2#b&8;+T=w$%qCNe zCsC$A9aBM_XbD0g2Em&)e}OdhpVg|mj3DoDg+UJkZj3SrI<>!b+IdSkz)47E3+&Nq zbYlxy+CBnm=e5o!`-(KNgI721H#L=3rjtk?%N$0Bx-~kzfZ48MY4#~ z41?{8CQz2n3O+eBYdGtEwm|YsW-C_@l%o(WLaTq9y5g)9YW~b!eDpbw zHqah3h_W9G}hWK*1&~V(e!f4@0xW}h9D?Fjopb)3mk6>>TqL)zYhsx zFH%myP-e~^z~t0mB8C;hG;Yp(BElH)H4G~y!4kSr!E9iiFY5OMkpi9ucWTHC4{bis zClnMsfHK3a<8@;W$D=ySe<&v-O50wKt0t>axRC{GNqHYsbbk#Tr}$dzteSxb7NMfwO@iP zauLdr`8E6l?I23*=VWz;&Vz1Ec$mPfr?M%=ZeQD26ZWbiu?_OcfxkiIzPip2YB3{4 zCjPOJ`MR!@K9HRk)PusUr@V?&w9dLEM(f5jDU=~9fn=zE$@@-`)BY?gW6T(@kE+M& zmQ(U8j+78os_9I5xsrQj1fYp&>KffOFBIhQFGztN4-W5gU^#eJTh3vo|7gtFn}MlL zC-Pbs@;OFZzvCZgIgBPo5u<-c{f;IvuJVk^l{(gm&h6bxT{l-?`$P@Zi#p^YU&re~ z^`Z{}Ua~D7m^*w@w^Y~Y*uF2@3++{(SgENSpNBK_V%u^ez;Td;oI@S4%Rk8o9+u$gte`4f?2L=mFKA zQp(Ub3RjGfSr|bn%M9Mh<$wwMt(+1wV8_NO$iGu!bRMwidNsGp+~~jTq>cwm}NPu{>@?DdO2LuwawC=mP5-j?8&Z)GClD6lEac z5tqkho_%nN-%2+$3C3OdfKc_49mduPPS(h};Yb93e{pRdR5;LXA^*FTW2(N-q_JGill`BN5l^siD z)a;M|E$uw32IbZQC(=A1K+Fh@dxo5H74)lM)OtpzXwMv@*=$mAy64qE0fh7@jMY{- z+Wx`Z8PvQK->~|1<*3_d@sF6+T3IR6SExLSqj;(`IPGc$mn|@e^;*M0dkCld-h01* zfl9y$rWshXo_VTq2x`Qg)s4xLmn_5HO@gu%R<|oNTqRm05!gL&G#Q;^Xoh|$yB?P7 z0HBrKV##VNAJG*v*h}L{pPRCd-+?OVCV?lD6zW(kgE$+uXz%XovdZrx3+Qa%kZ( zC)zQnh!@t-qw~&WqKs&pmv-`D5LYY_xUfKEHk(t;vg}vF+_Z~^+9i(Ei5Ao`z4FnL z3HK&R#Gr?ce~c;dA%EWo1+HyVKI&e~Y{xo!xu6(WI=+5*VQXG@+#q|A4L+CdJOfUr*%AFPTkk$tqcxa+bhY{%d1pK*wyr4GkL8MYm7kx(H!bbMO6!2C z@>iqC4*c~xBLtAdreEu!P}SthYPszYTAr=fGIobAyU>eo9a=jo3+Fh;hkR(9TNz98t%~C z#LejP<(kT6LJe`p^dfnsiO`wxXVHtzlNp#qZ~qX$cxS6@BKP_OmruqhA$T0BHptT< z71knj-`8PH!~xjc8V@cCJl&lL|6mhDnqe6v$=|EKwYGU@=Hlo)F~PHWY9|(}*9p?Q z*PL7IiO5A3|3>x%ALWi6!8b5pt*>iURMA}5+B*J3b4>Rk{ji#fiUt0EX5#cGsW^Ct zl8T=>Su-Z}cOs5>AbeZ2m54U9xwf=U^1c7`%ylKQuk>e$Kc_WrN2~?st-YW~BBlz_ zWvU-2Nq9}C=BV}9%bE#6%Biylyy5EEQ0c2r&KNLJj#nc1uRYO^_2B0bZ^XpVl)KY_)QxNW*F2F}4dTX$li-e2RV(fkNGrKY{uWKfJm{j-I&I8Ffg5 zH}*%ZHx^2~Ojp!5u6dd2HZ7vUy_!4UDJN-p1vR-J`)uTPAMYlP0yC;d`#;gKX4#td zZVfu_Q<=Wx=*zCx3llQF3dbb!$0-Sq}$3ppD%!sM?Yu&+41ZD|+C1 zL6qqMF0t0Tjr=7(8X+KZy|=2adZOc;6f&k@7rd~gO`c;inLD+H6#-#zXaTWK`bIJL zEzw_;sf=&I2lOsm*Rxv92Rl=IIQwDrDKPa79IY1)xHB0AwM!w@@kQ1#%ONuNkX+@2 ziw+&y4sBeGQ8wC!*5>+?E1Qv{BmE(JHbyPVIoo8v zW+c$(SNQtSrO<~pcA#C<1g2$J!R3x-)?wXmvPqtKg|+B`iWOGy!0}0J){)3+Z&4Q? zYENM-YXF?u7Mw%^VXu*p4nBTUEi3ibrvIVDFY*;=uF)J#JZ<|Kf#|9h}w1RE6MF!6!3$bSRI)Ips!D zuVi&=6DgviamLfP@MAH=Dqr^)M zb6@5dFyIg%2IXXX5RUJ3DTeCKJDl*nX?RayQZS0?FiGp~!0r<0E@gm!G(Q$9mN~q8 zmE97Aq5oB)qw)Yw&jadwz30reopFVy0CXug1W#E!0vD#ESrMWWHUL;sL2Y+`DX$H` z>3lC-s2sz#WaXHvFQk&us!Ts(aHR*%XPN|K3}10)XNLJN=WodULw?VUaF6wHg+)z9`Q1iu0cGJ|FvHMUHv!h1 z6r{wAPV;Y|TeYuNQrQ#6z4BtA-ifZ0&T!zylv^>F;mTCR9=g54*0c9`>Xv%qo;nBS zsN@5YP`H=zZcoh#|H>oz7*@<>p-#E)a!r$uFCQ?Xn@t7C^z)=&$CRZn$kMj+)dyB_ z(a1apkW!Cqk5ZO7q@_X>8r~ifO=207w9EDQ*kpMOT5E8jz(f@ib~n-x!q#ylM3Hd2n~LqYY!6&^)U*2yYsu84~PG0F)t&ft_Q zB+{7}@MD20grVv0e_DA5fqoh)AZSw`%z^lZF{e%^!6^$REoOc}84Di3__nQYg+_on zX`Kf;1xRsXLdr4cdgk7Q3}c=YRAaeJ@}uF_H&Wdfoohwz!(;X3A)4m?!MZWC!;LZ{@@7(CrW1ET;+>p&x7Mgpw2s# zg^|uaoSu{{HOp$|C!9^qNrkeCld?imL%72@>o(~l+wupAvJMK_)sjIoC{R+=toDe# z06O{#b~;;Slzm3$DdA4ULmxApWsDmultS@oOxHR9d6biA5&B)TWxReVPPqm~-2je^ zd_bV>n{9ka{5LP=!64t_ggQPUaKw5BRLkKk<0RamoJ<2rA}q~j z?UiwqfTJi3pZy}5zY-D=oYk2>ZuM_YfX2NXG53m7ufQ?c8I-Y$xwB^Tr6HY|Cn~qG z)f5Wufs-P?jy8bASX$rst!uE0G}v4H%<|tnx!s;+W}S8W-k64*kxY9swi$_qiKHPb zI1@?M4e#Ohl*>|ltChd@&!Vl1{GW!5y4%Y*Pf@N)rx_dpf@$T1n9j|8AL%;;LDo4< zkM?9xhuT_e(}Q{F+LdtS?}ze4Y2h}x3|t8$c?|t7$3Eso9dl$I-zq{U2EkJ^A7CN)|T^^`;|LgY?v9G5DkuIBTGjtZ3`$oK{`!6paIr z5m6-zTMqc}wcKXVW)-kDvy0w=Dd;{*-eolOQK=y)n#}93wNXMZ77~>^3qqnScUAee zv`CT6c8^clCHwE5Vb)Dh*rn}6s0Yl6n-E-w*(#s%FD3R5f$c>ui?IGL-vN~6-Zz;)RuGvNF+a;3fL@{+twg@d5 zZSNf;R(R1)ce&%#-j8(XWOezkZY9k6LA>69FN2@u?Z-aZ9@%qIZ7qCvN|HaxV!v*~?wgohM8lq=VBm7sW@B(K%a=(l>pZ}` zE#mu4zrSEiig@5^d({uT3 z%8QArZi;2&_9r%P#R=0o0Jr1o)tL9Z@;%r!eY-Crq}wz7=+#n<`fj|ZmBEBiL|M(m z;@uUc-WL7ItShF*er>8xc1GtGx)-+=_(V28e6v>W^lY%dyZVl$d}95pJ9lRt;{EYL zbN%n1N1u9Mg*&v^T77wex@o8Bg;H(W3jN)2I4|>sG_&d#`PKjV{udj+bhpW091HS4 z_(z|^&K=r3e7}%37FMWsaap7 zjD)lOpXv2UcCB;wWT3lpKxdMPN8&_yHT%!sb%0NVMlPu>MxwwH3sv^jKYy#CpCoJp zeKd!gPrm#4re?z1Uu_8qpA!V{Nt@0~WjlTJ4rIIN^!gMH8>l9YbV;daL#^~NJ?m*F zCo0M%kc8N^1m51ZSlwM^2C-{TIsCTrIMOaK$QDO(@N~uA`F_=}BLAUPc%|02pi0B1 zoU!Lh4w{ZfNi+(2nHvuK_0YQXK~${h-V&_WAd$Ek9m^+o91aedf>qURKb4n9#U3lf=pDm?reH_- z>;3LAu{d*7ZtxuGaBkZr7YO;WT-1j=`n~9IH78h6LkkGgT-G`Ie(kG+*RPn4aHICe zoDSQLBU9dC+j>XctJ6RCi)MTd^p1barX1{z9ajh|l{F&JLmz%1yCsj@ZgI3@j@>v# zGsg-ZNT@wbjm6JHWe#{m=W;*xcF0FWKXOLdBqFkQ6`ySm$r}Ot_03plZW@d zBx$guRp*v65>x*cy{Cw-{V4({G8YQM)TPhQ1^oEr-E+$riOZLb3VSjtoox0gih3{p zDblm&nlIuJ$-DsXi@3jDA%TVFOIkYj*i@8;7fN7Vxc@1kly_kAPtl>rmAG8ff5MRC z6)%(0yl}rWi>`az<)p3D2A`f&S&+9L)wSZ9_xl^+Zwf;5e_9nJa2lCrS71KtT8^rB zS`^CmXxwiTxZdZkN3mIasR@mJ8eS+2CPZlz$wS~>!Rw21mkz=#W!IEH_CJ?&&Qe}{ zPUj-8Q68Qrf#v`2>cF4+-x4_c)%@GpCHGAvD18`RXoiR0%ROh* z1A+FPW9hT@b=dDn;B3JUGifEQsr-l&_!~{jEw1_W|6cr`rPoPd5&sV6(DzE5qZhCe zC1Oa<^u;FeEM$G0O_E-$c6`rBl>4i?s0>7VmL*>n`g zeTh&>%NolmVIY=ofxn9vq7+~7@5MXwiaWDS-AiPeSgYv% zEV?hO{Nst_C_u!@50zy3Bx{Um{Gey?^6gYen_S4!s-B_5*{grkM`a>j@RWfUHH#*l z+D!ZEI-X5r`4y3EdBp)_N!}|DF!Ys3fWS9+E={4ZFBYs)=G(5iV7K^ONWQL1pw`;= zmEXoNvOxmtt^P1oLB^vJqbM1==GXe%00nXGylqz3nYEhb8%d|GLEyXY<=2-zzRfG1 z5I6LunOV4tR1}1->kkZ;#C$RQMy)R(QJK(65vP!^>46t zHLbM^A91=2CK})4;LdhGqTGAx`_8Fb`=qLPp}(swPQE|XzY?eS;D2ch;9omXkJ5p$ z|7l}fx)R4P_#Z+}p*$5V{tYtlzhFjCFnj$knEwqjrT=9AL&!DLirB7GQ?vSN!Ep+r z&h3Dt$M#t*?M}rMm7lbs+FiQlh}I#K;2484AMBpkC&InbRbV$E)g*WEypm6Qq8&kc zp|Qu`VeYwAeVe;{Q1+|FHUV$n#9Hg0YPG?!e$zkLH%E>r&+c5&0XETl|9By3x2vUm z#K6~nLL|*AaH(tCrx~<+pSwW5GaG3G-Qa#OA-L=(wQS>ORR>sKx7{MIS?~*?#?FYb z`Yxd?qD*a2qO`Z)t3b%2{l=EVdOxKdzx^LI_`g)3Qg~ZfCFlQ&9QYULjTGo&{~7fE zSLB|D-OR-Ke?boXFKz!HK>ruyly{(`@c%P%;6H10CCdHw<6ofv|AHJiiI-v+F?);V zQ(L6RPflCyo+u;yf<-`3lD(+QcP4Vsv+$hxM@5-GS!3yZRsq-&-Akyr}4-tyUa?y3AzK%O7g-Y3odauFjaJwW-dwXWf zcS)OY9mU0bKMgBTY;?CDamd%S8d=NVj9=ipWmK)}H`D$D_{6`HphWWZ3SJZ3LGh!t zS|0A$$p<5l8V(!PJLA4yJJx-;EAmY<=+K$6Zq?ASjqH>}_ijH8e*VRcPxk!j#qdp? z2ET@lvMK*SvvX=3K=~X4M&Gn{G#l@YR z(DJ6R#vK756sP1^TkGgL6}eHrW7E>Li`<{~-WbXGeQl@l>p_Xmrhb{;=Ss1Ay^(9A z35V@hVH;D`*8_1aANuzjs%E_RE9Ga1(>jFX?YEoZqlcm-x3SH@{-enwAv{2{@9lKV zw$}3aP`%=qo;=g~FBi8OcIbtVgr3Q_FHuoZ2b>TD`u#r%g8B(Tu#8WA90E!`bBh&F zqo&%Yr;vmn!@cf2`XKtPqWE)pXYSCprG_rGrAbK4>&pdSe}jBI?B-rA<~;NUj5c;R zx#(K0dHgt}w1{r=h%M4(GbbvJzllkrDGs8wX({v$#?ho9zWvH2Fu>U+$Y`J;{>>TH z=qf6jC4}DCv#W17(pi4Hm06en;QJX3ytS+U+M_C0eWfngRf=21%eg%{^r_EwOPxio zQ2n9`JwlG@nfHKf>lV5A@M`t;`ZdDm4v%KRI_b!uu376wjFWQ1WJcgNLj}ju@8w)U z&HcUbnR*((NXeNQ-F^>`#su6(-;;^F2i^_Ss=+c2V+vmOl|!A5mFlFl?0d~^fOcD0 z^6&FaCQ1X_51*q3hJMkCygn>G`{Yq@MozxVy8(HTg7hU`O*7dge*(jWF6|EO-mt{r znBcVFoZswzpM~%0J!!PyzpM~+hOVUk!SEG}>!Me?+?w5oKfdGTcmq?NQCWHR?l#98 zH`TGEPx31X3?C`i_yynlbG#9~U`qn@|6p5x$CmeW{MR2Z#Vc=%(GL%x_O3p7Q=|Rl z&S#I2fD>`aB}xBY8XK0(4||Z;F#*G}l{ z0pOF{#^j4ZHzeQd-u9QZe zLfSUFQBlz-{uy4!e}!KH}BlQJ>%9q@VZ8tnOPsv*%6Xov&T6pzFnmp&%X4x<8Cn-~KGFJ=IiGs#%jMgZ za!UEw8_s97DjtTO9};rvYE=-pRabP2{zEv8XNIHMcKpKOR^W%}UrVOT3(>LXOIl23 z-qiy@PcpIFO*?N$jgSXkKKkN zAU$pl!bHxL%i|w{)NUl-I)y`kJT(v&EE`dk;KpTLZ{oEq0&>y#qDoP7-NqINf}&c1xiA-POG`)My1qbzpAKH|OC+qYXh z7ep+AWXIe{u#ts&h~044hHD$5Jwh>KrMd%`_Sd-qq-(?6bnnZEnM>(1!L$a%Su z5v>=!zzTUU{DCF2#Y4*pi4V41uG{<{zTRE#)}Y}RiogoJp<60d%GCEQ`Q*Q^U-Lc9 zt!2NWCV$DdB+%W3f&G+1OBi6jxoWByGk1{ndxO2${6t&FTxo#imqgQ5vDX{}49k(f#P>MEGjvVF@=^wjmJ5D?_dwxU zx@Jm)*MBkX(S|?MHO|d9AMF11are>}VjY|A`l(F5PvV}lNeuT4mtv|OSBgHd$rJiY z-xvJH0ubeORS2?qDwF?2BZA?c{)tAS=#wia8j8Vxq@5^O>&ZM?*x`O8{ewCt@}YiHfo^x7QA@f`*p6fpU}|H9U+kWS zhq#6@`p_C5mR#fpY6b?lT${K;iB9qQ7LVo;uebEK-!H&Tn{F_N{Qmx7!M2zG<#_tc zV9yd=K{d!UJKgH>hA)ZGSB;{~(E17cRChZQYl+TH$65>Ipc@2rK=AzxCCZxqeDIS0 z3^K?`kl7Ze>NQB5Jb1&XsmT9`v)=2sEI_e9ALK%P*NuuRZJaU%movTnhpc3pK6$E?0|jC@`ADp;kA zy81mQ&G2Hm!R47PgUXQJhY`;o&!o`}s=woZO?og+k5#)SB)6Iz3>0HAvOj{ae09t- zm9xFUGJNonv_934yBccVUrjnV_$5)@boiy;|Bd~k!*GS^MvOpOyS#rZIN)m5^dD+Z zUAp}4MKl6`)I9lc@7b@w*QSb3)4SMzGJi96kZ$Zb zN*cBT0@9(N($d`^N_V$(Y+%#%t?m2Z`=0;voO9muU2|Q`T64$TGkeY4KW5F`iysm_ zE4`b2JaoQ}0!KP~=<`-Yf+}lu-Sdncd=SOJ2XRn(9ToE2=FywtIZW?v5JW65b{^sT-7wNO)n zIvQ4LGPW#94pE|Tw)iY0fr{?;=Bl|ShA=hY2 zJJtSRe4&?!hZNcH-!q}UIXDxN#6oM)Vt4e{keeUGjvFvhPuzb-KyvGr=Y|}(^BYAK zA%t1`TZkL+WE<4R=G9Umo@@e?TeXtN5_M#p zdoEjBIapin-PfY7Xw9|K>Kes9XA$LaxWrC|T?$)|FSQbivt_n@X@;JcJ(6iOWlZBP z=#E}Fm$K<9s#jeP*;H~buZ%lH&wEwl#iP}wab9m@_RU#%>XopYW>qWBlpzn?y{>QP za_));GXMUKo(TY4Iy4^6H;;`7rA$yz!b}e1tSsJQou_ZS+U(=PM<4!JIj`YOQE3!B z<%r(kFIWNzWQP+qMD5Pko>1;IAMc@D+!JkqI(Xb8?FEZ)~Iy+#99Ib-mN6p^CJ1)xLpYxr>4v&TN+B9eWBrQ!HJ zqn$n*LwG}$12{fTtj0;tjnf=$Ty z2d8#ob}O=Qe3w$&aF>NqG!7b8Yzj(9b)^H`Dwz9h6 z-=&^sPP9CynkQ=Y?0~xEM*ul}5bk;aBD`0=odkUGQh$U`JHBrzuq_-_z z;!94IK$xSsm{v?VYq7Ju!&kZnpHI~ufJH=_9`ib1G48DK*3D?#HG!zigsn5f`LS6 zx^3Gjopqc2#RKzfMZQjkJn_o4c4KNMdXBPGvpe`o(Rz#jWTq%Pq>_0{1m36Yu6?{SQ?$DGBh8~R zed%2=a2ELC@@ZoE)e0#+I9e91t0?B4h1f5W>@?|Vi9RQXV9s^8!}O*jb{Ec1kicPb zLhTy_4iw6k))S737breS7Acgu^lKQ9n6!@|9$CudWLj44nk6JjM2RX_xu1S5 z791l4;22R%&*|$oUwZ&Lmrv&J>5?djQgEyL=oHK)y|5;nF^2dDD8=1ajgn${Uo!zr z7(;}Jdl91~;%yGoB02?41lyY+%jadCZ|mdP_3#nJ^a^8$Vz-uIBJegM=!-)c_^i{S z<$p^J`m$tUeP14#W5Lz&rMtKdL}m!fzO`oN8z1nDxD9 zqpU58&kSQp;jtau>29rT=|1B2N8?JT)4Y-AXH;jGc97`n({0|JqA_4RZIzkh9G-MVz2fB0p%p4+hRdvHAVD|NQMNo+BQ2Gl|#-bxa6n@d)MC&wn|KT6;oi z0>8Z_Yb?ziKZZM>GDsxv_`i{9p;_2AAq(^*>mDN6(VrroW3sv3A@ht|u|_5|Ab{&t z*l-usTeCPi47mr4+eD1_pOA)gg-&qJ1xPZtXPFhu%z4+&rjE#sYP~*W8!S)-m|Y1c z==ApJ?PgSgyxOCe&J`R!UWFVJDK!ICLm#Zm>?&5wcX;i}SC*bbF;<#CVY-gdCw$<2eo;Q?T;y5gyjoh)J3TY8B4#~VE{Mt6Grx$% z+B+}6J0n*6ODZ_2)Xw>oRA*6*=f~Z5g_=kC4L-`(z?N{aneor71X0l~V1IeaiM$Bj z?g>QI+D?9v+SlRU0Ghd#EK>C&HevYFemJ7-QB@ecCZ}kQLj_gXqMd9Gf;&yARhW%! zMGm|>&Gl8d$4f{;p_iZE&!P!D!|e}*KNOb09SB(yhqDVSAUp=bRooF4qxu9L>|8T} z1CD2WJ^>=n(?2Q?=B}y1Ezh`w<)B}&UCIQgRMR;m`WUu39`})EnZG|Gi7^RYOB|#W z-%p{2C|N?OJ!kI;7l99bonff{i%An1eJ%;MCm=i9gRF!&kUar=;HR7yR+po=i!Oq_ z{a$?*$ezM3L60D7Vh`lW0U+Hvc#Zp$aIk6XJzGR=oZ?*0WyZmj&RANHlY=dW2Erde zx;YHrrEp2mQxqg-c9NqIbuo&&{P;uQk;wf+h^L-(x{)p-%NqMbcp&c5aU)?vmSro= zWVXi93HV8VGhz08@s3|-Rm8WpHw-?_HpU-DoKWlFs;*o_^aYF$CgS`BgX-csNZ)io zu6he&>FlcV3SLy-30&-u9eZCw1rLv@G<+HtHXC3JmtQm+&i8*2pUOZMbHjCxlQp&A z*5!P@8b>gyYOHotN0`R+=A&QQ-1qu$+uC17NK4js#5xW+K|`F_t}(*K^`n0lxO|ym zb^2V$CUPvYWYv3IecUQc)zIYB*ks-4NBiT}tvmdPvBV+%do2B4%dsp5*K)w6LaTeg zA^I(G4g~U=l+P#Ar10B|{rFsi2P+E`^DSS--D<)NMrCoGedWQN9k0opg5;c@t|cC& zgQUm21+fiEb2~IW#m+{Y_sQ6_x(BzS4VQj}V(S-^lssd-KWOu|PAszTl=V67{TWyP zzW2Mk-f4R&)#i@8CMuP?8iEo&n_sPfFjb23f>X;5obvj^^5znnTwE$qUm>QJ{gvdl)ojA1 zX7q6H!n=j8h&jRHnyiLm$F1p!h-6|`im7S7!q&sXu2P6|ai-UK623s*FMC^{&@rM$ z_KWQ`T(f37dhWtkT7r*y-({K)D%_g>*nRM@0m$iyg~ z*4h-(4B!}L>f9C!tDpsAeaWgG=w_@ z?T7Ybq=u%;d^>Ewy!@(%dN|M~Od~g(x8X)e=q`QW|d!RXxk{10<#ack0N1PB%nIy5$vWk-o zf+JtLs}v!zDkPVNsDtu|fu9*<;G(3J8VW#T0nyl9aK{9HmgVz6B4-yZR462le55Sn zc?7>eegJ4$w54``Mmsr$M)MLSZ6`O2MZa-0PTqX5bXRZ=DzOl%Snmj#D(h&l`v8bkbt!U&B~`$GX6W%);0NA_~$ zjWVH46(@}wqtgx;_;dd<8bDQp#&BhEcQ7PoG{c_DvZNYCqY5yWvqeulwOo&mv5)G-aaoF3bwaJZwO}ZTeP?ZK2u;f!r-eBfCKJXsO zUhcWk{%_^tWqd7Iorz1gF;lWyAH?%@-X+#rdU_HMNO$S52(<86Z5c-D5o{R+_;B$x z5rkMc20e)8=)@r6lMLZxc8n%uE$(;?vxUY~>bL~i4v#mJ)G~~>-afZ*@MFXoSiHkY zZW4{p>=2G)uC++cq-z-Ub6${=cDHQp&eZ3UKn^#R;t-6Zf%#i%?EqediV3>OR+b?y{#JG~QVyR)1WmU?B)?K|6Qe+iQJ8bS zgFiQG;I3y}-B=clO?C%P$GBuOCEd7mAc}%xD3NsH0*P~qp}(37U+euT)k0ihIT4$`wGjBPqD5r@^()lmRd%w0C_l(ZdN`z&CdifCZJ+ z`1JbIk!WwpZLEmhljFGys$5$GA6Mg%^C^n*<4U>h`fAUakHcyCp0quA{B#v6yemCF z-w;Vob*OWhxXxN_RrGjsTXtAAkm}f_)>;8+(+3GF!SzvU+BV3vr$N4 zRr;AqPn|_&LkVz|KNzt|9?2QSMGL`A6LMJI`hpUILn-1of3c^A&YDu)uRtN}1D`ID z|LO_I+fJ4h@f)jgUgb;UY#&fFSWfA8^*oPtl&AADoPht)d@xq>Fl$g zsujq#>-E`NZpM^`t~uEGT$DAi^L_QIO-@Z6`Bll?IR_LrWDc`jADLG#f%{t<4%6&+ z=PE7@fa;2+(!Q%=QeLkei^3``J@@i15GRNbqm*akWJd`PX3<=*R_vXB-s=RB!EM2D z?|>0H_r*T;j#}923FZau)mgL#P{9{GWxfvu*HhuF5aRmeS;aYd zFagqY(z}@;S^&X;aE-L+Gcd`3Ndim?U=jn99GIj;rRZHA`9AFGsKdOhlI~hU_;7mA zhu=fsgmsnuk04HPD3b2dN8kiC5GPX5lgQuwsy>XN z`rhB2HXAsxMgHZqf&cK@|8GtkM_4ZS?_L-dBi;4sAMBpUUUvGs-QFWW_VUQz*-w(B zyR82~xhphg>>rQ}86~Z~#NUw&2$N=S+W8;N9L;X4_~Su=8yAWNc(iFl{>eYHfc{zg zzxB^kpedDqwBIQIpZ@vAJqyVJvmoUEFa0wlu5Rj&i}}BJn7IQ6&mu|baj7VZ$dZTv zVTEES8hYa5J(lSI6$%0W!a}<$`@a7z7P@H4UJm?ku@DJsp6UO|;{yK+st|=UoEHBV zR{u8I7kqE1@?RT0p1r*E4@Lw3h~PZhvzO)mTh(DDWn zQ&zr9R{)cz-H4W>LHwm?hnjom7 zH${)Yvg=(Y7!_sD5j(g*=lXkruKM?)!teb@5PER`(PMxcmyb&$x*{rsNw`iTzL6iesm7aPvJLD^V59wc2xm`T6=5AfxJF7=!!rZ@*oE@=_Y8eThQ#0(A9TUgTSES!4 zO}$TZf5f)v9oHc|B4|CZluqe<@*915O-)DmAs`boTcqw@`z7SP@WN8svz}k$_miwA z{hyfbsDF=8&?5Jz<;jx6UQQ-pc5m*X%Xerkz^m#(ubc{<#FJ6eZfa6qts-c7S6D;IH~!GS6sI@(N(E@(8L+bh-cy?cA9=Vkd`gJ7_G0D^O#Q?hKD7`jZ_{^MPmZ7zTNiDlNZGOX|-XJn+he0()Q# zw(?9M@NA9o3~M$#o6&{8;FI!#EtyIsJx5@_GjX#n1IBO7~&VlJH=e=n5bC& z%qXlyo&7(f$I5F<`)dGm@}@@3(Q3?q&K!QxK(!IMCUV?<#a^WxI` znK;qI=uC2lUIv}@@w`0YWsB^<>#>X3;|+Cn<*4OAb(*h-${TnpyVuU@_@8F;X4Njg zR7ekJPCBg)cctP_v8D0vZFQ;jrSmy|^Livw@Kv4Lb*-Osq(*$?1Uj5)bqHu=cYalI zJ>n?%x;=1x?@+TSuk-6^dF>c{IC~~`W>w$!Vtr%tgJ$oE}oT8PUvWA?yA*B zm%`J)wUey$yqD)xaSLr@05H#pesA|!K_=?R;lZZIZ69y8!g&KjlsskjDO1Ah`zYR` zzPGMPp^NBy_AvXBFshbDpcQwC)c5u^B{Z{p#O-0{`Vt%;OtD}Rs8<5wt{5%}z{GK8 z;u2vuK$R=11O!~&zLY(Sg`?F!7gZEh1j4TfE-lZ7Tx3Fw(eL-JMs4-m$9b!OG7}XH zmYASOqp8Y1EkcBoh_>$zqQFLF|23i@Ua~75p@WHt)&LKoV9WrHa#FE-KA%Vpem@X})AvsR#>6W(NT_QLh>iZLYUAz%CZWNXnct zMMOLGhcpC|e6;_f7?d)cCMjb|eddr1d~>h~)_QE&e1|*7qS(QWSx(@O&?>WB+QALQ zw>4{-?B667xwJn*J6dsDCuN2~q-tDRe0_jcT*}^!RD+?)e!!oqKx<#66Ggr-2}i>; zw^6z8RR%@68%&ZZsA8;0pJ*J6=FD8|(qN&opCx@xl3^H%*YTO7nShfET)+EtKpPR0 zAT-%|3spRlT`CGACo!{`9FsYfO((8yYd{2zfy6k7!%Bg@9l*j~(K1}0E@zlHw4g#E zz~X2j;imhe-B@Km{2#O@6VcAW|IY6FGizCga@)i&fLe+qyW_T6cfVmYYJ6{@r0iI> z57rCzwmT-niH6}1NV`j#22a0AcI5&8z&^$-r+@Gd+NZLXr~ZN6nTU4vADTK>!f+b> z54O8T#Ec35=^6DuU1P5mSGVw=UGuM=8788wk@C`#rXnLT#7EU3F(#t{*VT5YCN52O+1M_#B$xZz6nH@JS3MISTtz#8~7*OZH2S+~^62ypl4t7^j?B^iH+pprb zMq+UT8BhW6rw)wOd&7XXipwJBs};-sh5_~Bon#j@RsrPOsgQ%jwgobxQt8B9RK+d? zFrwl|#H0`ZOV&zde+VIqy4oPw<@>t|b0S*NJg^D|)T`;N<<;M^yex9F`G_*&nkh!v z_%%{WDcppTXzBh=Lh!>pXdVQyejx-ZQpZ#?F)o(JR0c5?5L~Y+C`MYRh<+0R+u|)Y zqu>O`P|f~%b@B!7?mdC%Jv1T@e0mQ|`MM~zx+QP$=PsbF2?hhbzRq95gFB*vA1^|p zjBN^jAdSPlV}yIm(R?u8iJ7=4Ne)H^fj!09yGvRZPE!}muiwcr+k|Ytc-!76tkN;u zJ*Baj;k5m}UTf>x!qd^cJ7-k^*t+evps{lyBr-xFq{qb}=ZW*4TT7@4dyjBn_szh- ze;%mV`t5l7t>i^ZB=&~>yp92t#cfl3?Sj1q+Hn_7VTB7u@PAE%y3J^X#(vVVNWmmP zns}7gc&m>B7$#&7ImZJJ-2;QOE>gTM0Ig{8PLWacm}4YwaZ@s1vyRrHZOS4=?s-LA zib0mO2Z^w5hXCbsD$Qd5Jd$}8n?=&Qg(jF_G;u|nB_gS+D2nN368Dmb)fZrRLI)~* zA*fHCAESO7l70&o+tR(FjOIMP7VAXDC0Ft#Y-Sjp5{xL`gDlsh^OPwf#(-sjTPTu} z)r10?0c9F*QpbWZ#2N*Y$T)v?{D1mMF3KgliW2_umnMtM!Mob(dmJLSr>+1_l9=1gK^gJszbFNzd>RQ#tx~9bQKB^DKtdU zx{eHcOjlpOjRNPOWu!oCo#KS%RDOuNV{<%Oxc!l(`Mi^Xvh2hEKOK_W86lmL^H55%CgpsXB2aj82Y7lRb9Mx!Wlku z`l^rT!}dsmXJ0|icE$K{VKPNBRl1;{teF8AQmD6Q`m*kzVeFK9wKtkg-`r83k0&`9 zn)d~$EJ#0IVx zM9?`w{jJlp52dH44SYc3-Xb?q=dq4p`g!B1@RrZ&*qKk=oX;-rafWrn5dSXMb;hP} z_g+Z#QER?uqF4QtwQqW#uz{enh;OCHE|tOH-TSxVbdUHA_+YCLP z;jv7%GTohwdR*mShLI@uwxq45OjQj}_WT9w9qO}(@{Fnyuh-P5B)sp%X)kC?E=IJW z(<(3S9;fbZrPg~@ChyF+6?L8R%w6=l_fB&<13=?xFF&U<&Cd9N-LvVChHbQx%Wq`& zSMA)%VCb9fKH|Jop2iS2tCcPjHG@>&#Z5K(Xv*ZIRNph0+Hnfs>F~f3PAzVALj&6a ziVuUq>KUvA$SA|3bt%nuD25U)p7qs6eWtQ>71=^lR!kRwECz>pLwF`y^`vWC~!VeB;@xzG5x-1 z)XEa9gDq;8NHS~8XM7^tsv@3-q_D$YH{{R_8wyV6xX5473r^>(n}Qt#PhmA0dO#Q4 zS{+-xup2F^T3;X&X}=v_9A4}O(=@O+y_nR_9kE+_A`;=QT{pC-N3{FRqh%2zVz=_d zH^N<~ZfX&o*|%v?m}s}eqp01BW!8L8B!a5!oJ{NBTVnf;%TZ-W) z#o$#t;;PD^xy!etik(@Q@`Z!bGiFvSc_@^D&r{-GS5NpnUox`-h(bm_Plexw=!7Zc z1QD36gCPx(I&- z6ZOt4Os^w_mT)o0{K32nqoRdINMG|RlOsw=pg{*39X4Ny!1- zDL?5Jw1{8J=rU%uI(jT}zeDyI_)?OV<2qhx^@xNA2)9yXc5i*=b{k@Nt0%bWTFCo; z9VU$Vg8avtQ2ji#NhlMe-XA;i-0i6qvF#z2DNX+}@jNB}yLcFX8-CjE%X^LM=VtuN zD2K)hJ4jZUJuPp1#L4&SIo>Wbu#2a$o4Z`p%=0VbKdku?TGaYMG}O|P0uslJM0WS= zRs6VgH$d1Y%R99tJx@ttO0P(^@ib(g-5cLKuaj%fJ5L0#p>Q%96Ad!p)m8 z>+?UJYwFC9MwZq$^$5;(#x}Of+2me(%)sexVcBA9ZF8V9Oatp@G3yIBH=pl@zT)FD zigqYeR;e`YwXZ0fPr0A6^y-{^XuDePXL_IS3ZN@;hb6id+O(JQr2aPg>T=R#|70hV zRmL%g1-<}};}$ZWwdsUTKWg9dH>wr`r0WEKP8gm?KouNaZj&;Pzu8mf5U(g|F1y@z z?AyqFc_xk~-7e9)*uA&Vh0JpOm}x?)lvV_o^Bcd`FfT`xMXTBt#p`&r4Zdf83w;hH zz6&H6pi@-wob%VA<+8#Ewx7plh_7khO=r`kxsCnx+<|WJsO!rKufmuXMQOZ66+rnc z+JxGiFD>k$$R-ClPoxnwjwiul=x(b2ATU=K?hrcZed zpD?Q>`mCW-C{lKOH%GQ8MRxVz`!%W_jyQ4Mbzf14N#$08Lt$4%Gk-&r2TK*tQX(O+ z!!3AR#h1_`LXPXzoVd%i;>)IUWxe(dAJW})KCjkqMDBaX_qKirPGhMMqhdm^v?B|q zr@He!D!xeu}G&Wka6M4u)RzAO_}ukYtqX=>nh#z;wtjSo#*#&d2A7pi+r7Y;f3xa!RLPTQU9Z1#=q1QDI|06Gm6 z)7J!icYFJ?BCGZ1>e)NW`;I?cutIRVQe-pyZ+%h6NOzZKj&!Z>ZH~d;^$(wn`eYE{ zgObvSb}g8)M3Tm2u9IJfLCU35{g$rZsCR>uVXR(i`=YYbE-F7^6xSO5KHf#`Tw-B= z>K*;bjLj9^8cc_;&_|D+h8SLr1;7_h#I9VUsp*thSiJcoUxVKg+eYV3a|LpCm2t~E zGk+d9bTjI*ZPx#ybcia6=wqv{7(Bn`WFUsg{=`R$Pdx~#E+?Y19_YHZq$;n??97A3 zI;{NMU07Y{e$T%;-58?W#ZRfXsr@1J?8)kxja2_FOvovNU9HixUHa=+Rpg$r^(dmZ*qTIj=NdB( z-c+OVi$?`TV;=;{ES*S=ee>A*#nLFvrW1W#8FO9jFah`_XQHmeZ{@G@k)aX6g2x^@ zu$_n{aXyQ;9A;Slsoldixd(99baiHSidgLNknbKJy34yGNiUf6f5cgxhH@y$Re7wQ z5JpOlqU&iizKo;tfr5JfLMV@&O*GYE&}W~F5ZnC45v5zVtVlE zJt3HDTQV~}9bRd{!ql8Cj-~z5YL*^9%Gs1d?*XSi*^2+Hbi;aeu2hmBcTvE zQt?p3;MD>No6$2s2SfN9QkCBU-AOL*{CCV*`L9GczvN-as6c6xXVQs}m@vn3%uA*O zMz#depIfu8t{$uduF|_E=x4QK7#6Aro>`kq5%bsNDb=dd!qLh*Ethh+yCc5or*^sB zDZ0v-W8ILnR=Lj6)id#V-{H-ygDz$lnR_O}_nc_qtw(R^Go#04^Q>xL2D-Ak3tYR3 zeDXN?{>=2@(|g(vLa`*!9-+MR|JVKh%Pq{G119>!v`P;=&>Q|6UPkI4mNb^#+438I+9acT*FlI)X}g_Olh-$t&-?8spfGWWFn z!eqBy=;`bnM#93Z@von?m+LH5BqUWCW|9$iIQL#E9j0zRL@Z zyK2|-l@T)kklrArRTIkTg^TL`1xCQBB7jrhm;dSU~o`|3u) z$hlju-X>*?dM(*97Mbhx{=N9i+-zRk%Y|dYDb2LGs_k@xh7a|?wO3cQIX)ZU^C20{ z$MjW|@x&GiJo6dne4d}R9~-g(vYY>=-==@jE#6zd?((g1&u=#I`q?A%qRb&TV0)vV zu)>7r&zo@lbo_Mur~Ib;sgTY6O%tuf9(bTNpn!BGSn7Ojle_;e+8lNRx;O5LKCB)T zIQHK~pTqUNb#d$DIV^BK1Zcwbr$Q6O^1Xd==R^gTJ>S^`eMjfgy&<{WNr+5A4CvL>n`iVGLg++z%8a)KB zhFwCB_SLqTA6aCQVx%p7D}Jry~oBl`!Pwrr;0j3h%ys-5#yTWI3h*6 zP9}NecAing1C8@kXz@VkO;ua*Vz+P)Uu1XdeAgC3s-~aYXGJx`#Un%Z%b4+=LK0 z&Cm#M5gz%UP}vIb9JY5HyoAORWKep&b7sn-A}}ueep;2pdl-{&r1i`{64<3pGi_sF zX)`-ZVhf%YCcr$z#s-eWXi$gouTm3tK9Dz%XlP{I<=tpVyuWQU`kL(w_9?WFW#EID z4c0F~>5b8kB2T7sReo?4nG3y4H}FgmZ($*Bp}r(i^e!ohj%9i~({$d@cXm9F7f&N) z%@B1-VR%5^srIncT|Qm-yGg9@b0o$4LED7i0+z(pp82eoq7R+`%%j~X;yYI4PwBCj zf-Tcm5AT}lT}iFj|FR(zTIXDuX5ble;=p=ey!YNomUxp5T_juf2!C^KX>_%N)PnW9 zVnF}nqKK~z>S?{NKKFHSKQJ*#Hyd8nf*$rQge_C^419NqNs`dcTN3z=E3fge7G3!) zvMowQ%;})1ZU9GA2)K{>Eh3DKf7M&#Fa&>3++zdk)fONW00u~}JGPvElall$IP>0t zjGz?w6+yg~NR{|q_EXWui|IkGF?Z~-s+YmP6uIpM3WfaX4+#40O?^Ap`b^FSFcEx|t3!tj^SfIzInd(C6rcx(s}Huea>;e3~!e9{DF{ z_46lVs29bisPOAppA#`h{-Mb_4szFTHNH9~!{kM5`F?A;qJit!q9F=8tuD02s+!83 z9t~Wmp}CuV2Ky&i_^e6EJHZ;OJDJ5C;uQLcGDxSw-x_p0cpUM4P-!>H3iH|rd~J06 z2Z_U(Fhj3gDIy12T2**y}fhiW~TxPPDd*_7@)L zzmh@n3jPq?7RZv|858?BLc+E8Q7e@-ukdIouVA%a_C}v6z~M7=Wo90lO_$2s%byhO z6I1wUo%@_mvx(3FRTt_1UpA>a4>Wvf0N>``wnn%eLZaVp=l901q`q6XZjIi4DZ?Q} zX<=d%Yn?;|(A>U7M2J}57^}8_DNWwAM@1(=q#8p@t$LRr>Jb5wSl5b(--&thx$X`b zlp}=LMyttBmiu)L^STVTY7znCkunLbZTR+}(t{e77@i+n7Y%4mGMUiy!&&o&UEM}A z_m}#By2jVK6w{ZIJU_$tHRInueR{UC)eWB>{-kpNs1fIy7b^Eu5a+Dy_Og@-I&XhC zYC&OKh5q>d{ex4x%!5V-nqM`Yughv8fB19+#Jz6keZp4oZshfKt@7^dTlI*ch;6}5 zH)W;1YA5UCt%8~01$^Fk`O%-4zleZgOkUg5orIAoef~s)t)1f*rquggLN>r-c+?`F6U3a;ycJH2?ponGSL2CqS{ zbsxA0M6^C#zM?7&rPL5GdJ zvD<`jz(fvRVP!9T&G8co-GPK8JZKOp*7MsVi0ZmumykN1@F$lh)3n0SG=zBHOYp1) zC~nRKp49-woe2k=5#p!eYn}*kF-dp;D9*2rm#PY~`$!H80@?#6O`#a2{Caq)Ze>}W zet7t12gZ`{tZYJIw8%vEWKP0?2hvOsED{bQ9yWCeHvYc^JgXl;CI-SOQKS?Sdzc6Z zn4&e{B<#j5Hu?pj`mTRza;|tJuxTL)MWUhWHmiL!`KJbLNqExl8UV10F($+jjWrI# zwxEfWywKj8D) z(Qx)_=&V&gPV(n*F(?JrczdX@!gyyS%7L3C+%3>;T%w%_vSru=uu5$iwTPIJC%Qk$ zawjcorF&A*Z-S2E21aVYKjK(w()}FD%4HFv_|hh`69;X}xQ&u-%cR5Kv+@z7^0}Z* zmNBNV8@nMf%@Mm16(>%&7vX@{U*?nqBK_N#qR?6UzZ>IR0z9f2&!FH@DS1OFNKzbu z=apCteSp3aTP@SmX!FvvK`C6{OMvnIt3yLR#uz6UKfTB=aqy{gxGm&fS7r*pVi zkCe@|`>vawKDbZ^&c6Ca1LKzyN7sg;c!T2SU#d)nPqw5aN54PuI{86=eZXlRiDjPD zI$Q1bobD%aXPdPBYZe1P{Om_da|z|-WcG2gNs|IX?p5Q=BOO1de(@GxpvBKM?US7V zjsBuY8bt?BZrwuF`aQ9b{+?LG5zD3N0=*&&k%OuO7byF=j5C+LNMsR(W;(8v52JstL3UY`XHVEj)n3 z<+hXI@zc#AlhqFT!pNSooK8BOQj;OxTr-{RFQXFHN6|sTtxvgJo^FxeJ#>CbaCAla zl`!*eA8E<`LfW~{bycbwL05vfb1!0lIWIXEd{7tUfhvE1S#X|Ml=3vV>WzPsihm<5 zBttf4f3lE3n5-{SZ?}{#>LcuQyyIR1;BaoXhAVli*TI!|;467nAJdsWWwtJpHiX;H zKjEq(9h*s4O??Mb*Ho9_cQADccGZ3dQ&(-5*LN^=d36Ej-@(*%-lgcIrk2_B zb=O(s?LFZP(+CkSc529rE+U_!7h>?YF)U|W3qfl}v^ww!8jJxNxr((?X?$?Pu^BLj z(n>%XC$jn|l|v~tze%PGzq==#iBRyA8ls9&@KOvOhfuH{v}TD=z=<)yiBMpUpJfgp zG<4q2GC>qbij}dOwj;9$z_rXe@w1kK^R+T0Lnwc4RR^u{i)%3VXNf~!yFH>7F!~;j zs_n8?(w(Lpn#Ox0!uD8#jpUoLKM@6lxs(_`ix~S=$+HL?;rI!8i~;#S%1p&v2Hz55 zmaTzDg>3;^37tQbUqNfHZ>l+x6N86SGZ9$~WOhCke19+X=}k4c_*p}LL`H(v)c=TR zi@}p_M5dHNE38ceU0>Q5`+H_ruv7=))UK6;&>oeJ;b)EAP;7y+@#i6W@bT9B=M!WY z17zIangyQllr-^ZZ)LQyLbi;;F1HlKTyms%w4~eVh{mNNC|t%Rp~B21>8XmLy`$gJ zHb0NIAx~M9{L#;gpT+w}|9`00!5Gl_n|c7$za6x;O*&ynL71#%NXFvUZ$vD7RNUt4 z#!4-qNkf*OZH$j;liiLZu$9$G89&~~nj)!sF{LP(GnBdZJ|yJPyI<~$nKCWQYLwnB zW`!GX)qb^aEE$}%i#GO$3kg{YUt+cz!5XeE)X&JFCsW=VycOQp(##j$SDGbH6#<;t zm!_YX``8R>V5#UDSnaW9-BW3e^x3!)QjJ(N|-Y!kxwIG=UgrJ@xi#x zKgE1RBl+eqTHnlKZiQVM9O!BjH>jl8dy@rYXH!URwfh`8+=+B<=F5Fu93OSbML)rp z0O8R(6vNw;>ZWZ)Un(}@BVZ2vaRwOX50T=9EF#8Eryh%?a`N2mPI<-pW@gS7dzo-{Xlh4A|6 z$g$_(MH5Zh`u_FRW!gH`s^|p_Ksql{?f@ZK+W&-PA7g&+#pnD;0BHO{VqMUek_aRg zxE3T~t9u_;f+?8fp~RFAQVJF4)km&$$to_cS`$o;cLBA&p?6WhdZgXuXUI@(d)e-+0}l@a=j)K@L2Pdf zgXVGzn5%Ax{X9gW@p=6^oi~2+2~R`d?xNR;h_4^jqVx%eZ$L5vk|{f4xqkkMKO<$I z{TC>!9GY6Efa5^u>tkmnceC7wYS)F~ln^%XxZYoZL;BYG))2u%05Ez;;hNlmMBc*H zi?bI}@VA3F;(HEK@M1(RBLxpdNJRgzkO2JbQxwjO&4$Mp5;{mpe+w26kQp2R$1K`|RuZn!=~u0`IcGUv=H{lk=oS8sR2 zMD}2S?1r#qiU4JX_=HSlTCBs-*@)Q^>72yzMcoIy`iTr|5bucnHThwUcZLQo7DTQA z1!%U#Vc~=~lVy{L6gk1_(=6w|6#X@~`uRliG4z^Ctdf;A(>>9+nJa&5*Zq#bYJrL` z^ZSj_DclB3a8Zsp7Bf5qX&|-F$v~|3hDdO&ID*oPq!@~a-Y)oH;KoW&Ie?hCe`{wo zlOX;F?cP;HU8j|}gdch$vWTfz!X-3j3Wz0Ra9AA|Vp+||Se=3|l@GgcFD@FX)+8tk z%Hpq@%1AC=0T++1DX;g>MSon)H56>fR%tdo!RbM#x_H6~}%jev75*6)SgVzjD{rycYD?QR4F0Lpk(qL*! z$JL>Jt~B-{&6>lKg(Hu#gHLwXtJ9xmoloojjo!4*$WAaXNl_KSDJbCg6vXx$yvZQI z+ZXVEMex7ESl56_bE!;9d9vuE6$RHZHrDquNvl|BCDIyVSO zDR5lkvRkTP%zano(E7`dA@|)0`UQRD{Eued;VJTk6->>xgYGd~t;c8R%aTXt4F?yq ze7pBvzts2Alv3CCW;S{9lsfrG`aa3~cO~vb=9@i})7!r$6@1*j0B-gT^{VNXy<>WH+ot-~+;?j@)L8c_Y2vwZ>S_jLCOgM;D zPWbYDrTk3W#C0{y)t!q8)2u3mF+qp>u;K%Id)x%i$&;y{;3rmBf9PC&uq!hegEmI* zdRjuxcSL>9%=QPesQ|R4{qE>}{M6>bKyfP5pVc9)1E!+TI1GwxrjsWP{yP2hI#q;o z9kyD&fz6qMd&2pPU;ql=P^yL7zLDwkxhD^NqiYcd@!1^iyMC5OnUUZ9bUbjrb_w@A zyXE7Dh(8ese-1{<3I!u&xA=F-U)DS5| z&O;5+K;*25Gx%UGLJiSJeVu_ zHB>;n$>K8p9IA&k-WqzjWhLfP{+A-1wcb+u`<1X;GPLuo4IRS91dbz zo6J@m$d+*vrPP-BF0I6_x<#P+OXhxKObWMt6JnGjc4JX5QEEuzU&?|1)LtI6ru~LT zOA-Xq75zqkY*#*d#CUy_^XR8#Ed0liV$Amy^gzX!IQn$QB{ltSj_GAYq#=OqPYeRVrjGNP@b9j|9CP zhDwnA?vAzu=6GeC#uI|i1**^BMEJZ*p=$WoNK0Q^!+;=b=^5SW$i3Nfk$yU>$KCov z=hM!+mmWiKrT$YC$LEg%Ki;D6Ul1v5!;`1{@N<>uTj_fzH##68y)WMRaLb8Whv_}0 zgLrIc`%^oI?s7pqXSIeJjUVOH_b<^@81F9Hzq>#0V!gonc%vHf1>*8p6IY52-T9OD zJr>fG$cl9gI^w(`J1O2HBnr{Xx>-znkz7{F#EtdyhQn`w^MUKIn=)jEvh=7hPw$=i zqN}=5ZJ!d!oVh))Nt0~W&@R*=^g~FjXn+ZRpCZEtPA)87Ynkxm?qfqlc&3AwYxgK} zG}m1rfzboW9lYRYX?nqUry=~ULS0}OQz*YFPJz8l?`O`e72&saBSO~00iPvtKU#3l z@ouDirp5he$}P&iQTG{>@_WFDF3(2RXL-u+F(Y-%Wtkd)&|5h$K4}ONci9(>H$1~h z=&FeLqzoCsJR_ZAWQahg_n+#NQ@#*S-uT)dT(jbz|E60*5BGDX;$awgzu<2Z)UDw| z3ev4M^G~MrFy|4h z-QC@t!Cl_KKIiW9?mPSa!1|N!p{uH^S69`7g6ST=i||m#ILxOPvC<-+V*sF2t$Myu zTN5ZA;cn9jTRAb^UzD)FW_|jd%m9rVRu86Ny|%(Yc}(-sGkI!!4F!et_F2l<-n~fK zOTEStj^`?6Ak(kk^jx3Wq*0Kd-u+el!q#+QleGJ!o3l^Zr~Ydsg&634WH~IKY-Cpd z9G&I2fc}l0GP`^YH_PZF&GB;!MW?BmhXX^W@q$#Yx^m;iVdBL?<3($o0x_Ta*AP-^ zK5d%>*c(bQE9?cz1QP5%=4NpH=-kY=gNWV%IMC6Bd+PSped_j&o%Y+Kin<4dO7Z-p zR8`@^3HiO?Q^lK7ah2<$F!0P&ZRNwGkXE(zyzTPTb=V)piJ+*FEpXW1toc~aNSv)&aYGghAxY2~*NFy*8 zHVBe71V8HZ>bTX1>gY(bFB$mpSnNX*Ou*n7w&nUt^ZC?p87r=%#qw>sP2g1C``<;p z+l!8qPP+H=ePGZ0!>KM%iih2z{V-{gb)1Z9Otn({a?ia)b8MuvOBUzPqNrH(6*JUT zP3;ILL&D~WEB%ghVpr;$fDQ5}o~W!1a!@q*RdrN#Wc3fD8hJMu*ZP35dD311xl)}F zQnL3>yg!^0*Ay!Wuax+Y-Y$I!uCH`X3mCiN`yn828-ZUh`18n)2F%sz=e=FdaN`*k zTQe-N>%mq=eZ(^&sU~Mu(SacN)00Blu>%2(a}*DhJ&OI2?0t^mXBqb%Q5>BUFKLjh z`;5eHfYE1}18&G8?vh!r$j+5+^+OK=MV{Zmi58k3#9g#^36sCVNkg z^sjeD!%L4y0(IEdC150a8sw5K4Do9fjYAI%-?{fi044}KVY5fu3rojadWG6%3W#=K|orv-;R_vW0MmXN0^e9fmvs`uh?0E{R?Z#IDf}#yQ^a%&{HI*KA(IS@A8Lnh;)A#=x?IvDyFC$mJp*A zbYpTG!OpXWzk8v_^5PC(Ayh~Y;ZVm$crzMNN!S8EG2^3b(GBZpM0_{WCPvbw457=# zw^4QPmDr8@)5E16AZF3Q3aTPuH{%4AkV(vhVp+8F(vEiMz7Y8O z81Z^D59z-X)Clq{=!D`<@4^o?6re2uj?V<(qpz`s8WT7ldubq58lswjkQeXM*4^ERuGlZ?^EVnL6GF z(@lv3O^5rv@Jl|)?Yi28K&YOo)iNvGBZ z30vk%0MqGR^(AmThPc)G0!Ll2!hwsCMMQvE&^F;U#m%s9G})T~#>f@Q82oo$-w@f=>f=dJ1~; z3HnQ1^YdTRhOZ0o27%W(J^iHaako1-@OIksONonRV60nRwZka2Lk69Bq-}7jRvkl) z2xw2BUbxU+8=vr^ue_@`K@DHgAZf3*gJk1S@oT}~h1#CfnY_|5_uQUlJbl0ujOs(y8 z5(t)@`(%Ge1ASaMB}jf!^&Sd!tG_9euLfV}p2~wBmX?h+?*tTk8O|D(ez6FD{oPbp z^s`fqG5H2X?b84#VhzQmwpQEw=?^pzJs~c+SxnDP-LmFnZ2c??w7*<;&b99rO9<9A z)LvR{I?cQ|^}LQ*mmg9?XF}!db-NdTw99(uDdS%2M#;15zm*x5J&?JGk|O^I`5mp0 z;IJwEV-i6}h>s)lUR}C`7Ub8q4`t#dwI;@+SB@;v}iO1xQJFklL_Cn9b zPsy5y@M@B;hODJu#VSIEyot=HwgS@g2Eq8w z)@ngQlC+=QD0twD8}(9(uh#7u1&D&AT|CvmqZmA2=68I)9F1Aag2Vdv-%u|ROc<{q zzCB^IJ_ag2Bz_+6e_tk1`PXG+LRZLpQNmtsuzTr_`x$hgHG8H-BXoYg_UL!N*Hx%>~s?_c9QR{;Ni3xJb7zwy79ZDx8I z*o*J^KNWJ3aQ=HC+&3@x{$1LW7U#d$KxD@G=X!2vkfHoz5tqUST%7-&wM_|m>>rX& zDRKWHG*F7F zhEN>8RB|^HrS*LiQLdvhr9OSDbfP{2@NI>B*;^@t$Pa&Tfxq8s`k=nS)_!ZVS>($= z;IpV<6CK9O>}P=t5EI-UbW5Oz9aQa6Q#eX<0)v;Xu-*^*+kvp!OnEy* zQk#_Ch*WY`+pMm|_@fjLGRX}wGY>cN>FK#Xeo8MQdH;Jlk8zb8{ng%63$P;#l!@hh zD;jq?xYgX*3x&-w=g!oy%*Ad5z{y86l=20kh4_8(&SKS_c(c5%acov_CQH; zE8s}#cG9m0ujlH1I~$DwssVA?ZV%~rD1@_RV2^!V$lBK?=6?ABAt_afAdr7ZW%zYxM- zwW(2G&O4DelP9N`V0SlEF1Jhblgp}-p0A-+tagRX{lI*2sEYVTM%mZaus zoidHGib~xY5qMTOYS18&{}ye6+Oj9aj$AiW%YGdC%LvD8oGT!K8pMys^zr>11Nj-1 z!yG1mavs^8vtyecQa77=ap$+?3I#mj;#yPPQpcgz#!-u4Z{a%DpeXiKeg2U_3) z74-mk=PK0HuPLB?QUyBmFcY&p1~cwfkIuW=`Bx=Fu1+6h^afSpp_eD8ZQv(*`8>`p zHL|ixU2m?wkUi08TGx_RZ0eZU;}?n-`1yp8JIwFyOC(oy#C?6i5A}8gkvYk4X2_Naqi_ zL2TP6*4L(g+`c>K+7~Gd^0pAxa;KB8+qz$dFB@R=jFO)XR4|)atkxsAo(RxRqv6yi z;XmZo`-&vm4cSk#lOR-1S{g3WUAfVjQ+O)=5n~?u6jxJ+eAKF7>$IOD1V1EZ?$pFq zzZHMH!sq-N2Elq|1?|3g+3RWh5hjE$0RkfcW}b}&48e=Bc&W(Wfgdf_NdaG~X_0_z*2 zie0Y`_hCj|T|*-QGKVKa)I>yZcj^Cle>W;5f?2I$)Hfg9^Eax~1}J zdxpYYVT`T3kVCqQn?$J8fQa6$e{AsQ(YMewPqE+<<{oKyQ!T*qowE5UV-3U}@J`E~6q2n4K4d#5R>_vK;n z)5Z6C5YGSrkLTV=;xUx&;#?h8evv-Pn)EBPe}IIV47JI;iv3jRrm>SW%nV;UYy0KqVB!|x!9g#O2uviIn{fGBmp*X&|6+&Z*xW8B5) zJU+*UVh4P~Q6QDY2@>e%YvYf)`a$=n$4*1yQy$JC^#?i*&RCB;@~4G}#+_@ZRXYdB z%>BRf*Leh)zgM8Yr*4?R*OsJv+09t9KAuErYz!AABgXHtQW{;ALDTSu^VmnXs#&ti zTJ><|IjLE(KCxbM%FfoHXgjs_jTUd;1`)+}^p5S_iwE~q@b>oAor(>2YhF59d!d&C z@3nIB$ig6BySAndPn-T`T~NYd%LBcn|0Tzv9l)AxrvWc-*-7aG>Kbx^z1RjMk(CjXS%va<#|p3!ky|x z^*45=IHn?Z$UOL#(GJ0Jo!N9P#=af+mB0T?4F~Ivll|Fsd)=ZEnX&Qt$n+CLcTr5GHNIqUhyCK9=sTF~hS|q_Wzi{q$IJGJiWc9qCyPfj11*yId1g6bB z=IP*$AQBV@uiX=8(E3H$_^?8GkvrA|L54gC08Cb8A?TH{q&TEQN@ zS#K2YESL^EKd|}Frr!Mz7Pi(ui&Bfy+`qn?=FN)J(28TzNdJnBdy95*g_%ds>a!n`U5g`+0Uwn_*b&!i|TcEJ*yu43wrk@nz#E1RTJkYh9>cq+am=Xo@`8m@s+NKO}PA8wP|L?mvZyp|dDiU%pjHKtbv67>`3n zh_m}*9k5=k!;8DyYY`XW3V6Y?vjI?8FUH}A>}yG7k}eS^)bXE~D8Clqg5dm9x=FU2 z8SylnJ34doYdPZI&D8Wk(;pB{P%sw8z&UcO_Mrod@#wi}mK$9{sUEABZ<@wk?w_`k z8CKrbfP5`Sp7SI)-y3 zrJ9Y{A^C15LE3`XI4ztD79q{t3f}gTz)^|Wi%0$HEw!ZD4B~^2jS|941qd)^S`-tl zuWADk)^rd3{WpO*M|~TYKEd7Xe8XcOI!;OGKmWis4Cr~V5y^)_t&guLHiX*FRS9*- ze4?#@L=CLgR?jViB<_=K4#0l2nD%WTx((`uz@+}yglqhr_t`8m_2q8uPLq5B-5kTw zQ4ju(=7i*CPKH3hueRQNLtbIoz=T#F84bDRDhCGWB^jI#IFbAmcRTIpA169ddL|*^ z%$L;=(ipAJvwqr2l-+QjQSzWall9W<(tchO{_KMUhFS4=OSOGYx8dcPLj1c(nfmj0 zxe^gkXfUTz`CIgNFlM?va31g%p?&0qTgbVGY285R(eH(j=?r?FO*q4s*?e)u`&Ht4 zT>;dv5K}J`J5T93?XbAg@0d7D<7LG42o;Q$(dExbhh|;PGnmmAJTJq}XRdNgBqs4oL)aEUZuYnalQ##mGo5>j`H| zXQ^ib}%ZbPH z4^skPrq@q^$jsGLubz-TycrhpP;)=|Y}Dybeio7c{rh*m{p=4|jbHUt&Yd$BJ?^fi zIYJOXmdUf$?ToGw-0_=%a4{spD$5JIHv6Qy$B$1a*#nn!g05nPpziruG7h1o9Ik=X zLgqIYeNKMg+!+kV}cj`?P7WCON1wma_T5U?CwT=RG1AP*dwX5J~jbDlNRO`Mbq zcd{`QtjtCQN)1#q)J`8|f`@J5SxwLs%2bp?snm?d zH(dqdPly`Py3-wbryIw`m_rFl!6 z>In~L>qYBy9?V@nB0=j{ckrFKBmGWXDZ*ZLgr#o42j0__E}Zno@WBDDUHZYW)jio^Qegg;4C zN|kMlG2EQOl{dwGp}mLkao#dw=G+aK9oYhw)PHTQHYvVNARy)Jg5^+VU@-3Rqrmsb zkwLv0I9kh_rOy?!+zUm%>`M@`3MTVrKAD&)Hoq@V;+Nk^N2wrfH(9O>+~m|=>-!hwEx)p|t{ zE)<4xOPxx#6GdnjctgPrS035Dq;1`i8N_{MIzs+nGtIQ)@xBDdc-5`m^?Jho*vZdP zffeBMl?*1Xk@D8khlc2 zO6BL8;=`oezQqs92bA07h(+y)`vk*cAz_OnQnA5eVJU0PRRqEY9nQQ*G<+2pxa?$K ztc-j9-TE=&>^8;TE`ZlMkn%7-EIbaU`-U~-J9;N6WtqDG8734q!=BpZ{UbP zLU|%&sHq#H4+&ROA~N%CAf`0N@I~{x9PkbOQcl|-0&;xg~rc$1p()z+teml}+& zJXui6TmwfnmvjrsT&S%zXvheV9P>Ce@kD%&-jxElI~~&4;;^l(a_UL~!^U?v9gZfr ziok4@%b1uJa7-E(?=T_cgC*-d2#be8^cTJ;g*aXfx6aOF5f`w*Hlf_7sF;<W+JK~u^qJMTaywHeESc=h`?oDaZzs%z9#Zn` z6JYjTOyuor=CW?XE+Dl7_e)rc1B6O~&KRax^qC4)3KYQCDZf1PHPpV`S!*<>%H;j{20COx!+|{<)SRNYr>D;JfTpjVZoInb< zH;bj=F4pb11MM6(;X~)_&ernHEJK40OB~Ukn%yds&KL)bO}3w)4oc7^)#7jC9- z^m4fz`C<{mIqc+fZy%u^&L?iMH*1)fo4FzFaW6G&$b#I4B;;K%ZhzDVDxM&c^s8Pi zIem6&FF02v@p*{so+uNt{jDz&xhmw;2`=M!Jev_TcZec_JO6 z-Hf2dXc5zo$`I1O8#QssKk9Y7Ga0hJ!C9HFsvB~4@N;=hE76FLy-R042PUKj?%*S% zOTWRz!}>+#vqQo48X0|U=C_1oM@MHS@6SKii*Xem>78pUNXtUa_QQPOB`0u*azkFc zGH2nhs9U_%fKFWbOZ>*RojiO0QG?>hLHVDchG>)1&J;Z5xKEs}Kl@(S$tv$@<>CfE zhO(G*NY~}!uD9%cmB7E^n?>M{^0Sf0;^}(B(HgP{_Yu0f7N(3 zrEON?_E~?qdV5l?&~ed>{VN%$*fY;NT5b~7v(Vdua;7VG((-N4nIrI0XR2P`hS@O+ zG~h!z&3(2F#{kkBi4(W3IfCPR%>L>bk8hk<9#&G!;^8q>{&3!&5dkD8DH;;VQw*P} zi1onqL!h=)^~q{8WY9uXv6)Y_E%G;x?DAT^m$z2X zys}An@~)hEbAiA|Z!NHP%{IvNW1J`8dbWlO;#0n0uF&6JBuD5Ovz~g07M^+oV2S=Z zwPN<-PqOYfRpW@Rg|7*MM9;m0*eH+{eEE9(U|@VHU>I0)y}XEyU}^ALYK&K4P8PqA z5|Q8$5+JvRJcj1_q>6)m7nW0q@+sq z;pqK2IpGO_f8;Tgao3ckf)P6Lqx6M>oH4O3C_;P!5k|>Ab@(DiAyZK~<2{xCvP8!d zSgjsD7#a|WmJc0@Oj}Hi*4K zmKX-jy&rf&b;B2_&c=1076;aVsW(sGRq}R$%q|kTj|B;Z(~=w)vUytvLZ^a6r|H$H zd4l>h4eX`?+Z=UYn+WOYm_kXA)&a+f|0RBB%7iRlHX~yJ&ew$z7-J}CtGoluW(mRG>IU%h&V$yCG()Pm`+HGu+ zFNwQ?zt?M^pGo8y!5G>v?CkA&&={NAYnQO_EsW~|%($qcRfVUR+)-2Qz@Irb=kK!o zc+3ic$jJ*54m0{9CxXwyIaeHgKT8j~1wf7dwRIJOm^Z@j%S+}ouo)*NuV32*AXoYD z@*=+BrXuqX+bAxo1A7BFYs~hH|rC7F-b9=i9yx+HC#!+fFZo zU747eH1CL<;gdA8eBeffAeeEN%(Gk&-J|`B4Q_9zUB2lr^S+!c6DK_Hz(V&s5?iL*qQg;oXCG@55)g*U$7Od7-o_@dTUJ+< zXemg~Gzt3rtXq?|SvJZ-14W0}GTF&rX@e3ffw~W%c6H4YG@gaXd_B$(6o=A*>70B{ z@&^(d@EKV5z9xb@JKE;m;?kclzY5>msxX4S`r*;vkG-k8u6g<}nxj5?RhP+u=8y7$ z7s$}yE9?in-rs@aT@1e)@ht%kd1HJ+E&s8pdr0n#adr%Z6lqf$2QB%zZ76gj-$c)l zUMrk)$cYmOexEOaTS$OmMLDlvvk`vE_Vim->>-M+nQn_ue{2&wTff$aP(|OUdmmGLqkoyh{y*mi1ok~n&re6 z_rMRKXw!tPjKRi}G~HckJe*qOV7TfB2=bAZoeYiOaqoMFWisoHBbKn)7b=ER`Jzc8gkYND8kE5Sg&LCu9Z51!HX`jb^`piqcb+2Lm= zMIkaD3GNw|@43g_kl35&-e9`j-@wA0Fq&AOPz#iWW|#ep9NF&DqwRM_OBpXKg4!dt z2K`VAy|F7u12S`gkM!W)aKR~y{_==%sRZtmu%fcAq=bZWjUymQ`H3=7B=yR3+n+{; zo$u#OV~4;MSbJTBT#E~q8k9Pj`^D270j4-rQ2jnDTXN_C+1OUs^_Wm`H7tHd&qkME<;6H9VY=6Furd;3<3xJdSvQUrz ztzlr4XuTr_kP0-^_=|Qa%R}mD<31X9MNPxq{1Jm785Jw z>p;92yghA64~gNMFi}g&+4nu^{*e`hotTA^qf$yC_;a*bgQ9*+ZMRD_X8Id04Q@kD zP2g1fqefb76q^JaGJgZ;fYlWl`_`|x-PEH+N9Lf>qAr`Ay_>fcY(E0YLps``jzUT$ zNqz!t_~&a|dwB^ItnS)++5^Ar{U|ByhJ{~U)vVK4Kyd=)ieR&tYO-vbAENjdUndsu z`oHP{keF+@bnfPWg(_W0H@TLVLnq|r1WS$B@fa5eMa;JXYsoCZJ<{dWxK`m%HP$oK zGuxnxrQ6v45+-CojAxNDlEd(FsHgXaItA_M~ zG<+YHII2pjGnn7oAt8JF=-p6ncBi`AkS}Au&cAB-Xg;k(h3bv)G6f=xTx&Aseoz;}!pYLz&$ zfrm}Kfkl)uC8MsQ<|H_F3~26#wX@#2K`1Tdj+{(BHEH$sm1XI)lzciUk4NI$9oC8} zzZ<%q2-I)$jNg`JO*g3~hVf{OJJTinM^0EdN8w35P(boz{!2AT@;Y8iClb~k-b*@O z3IpY-w2!#_;;9!{b4UJ;KSh%?)V2oU>qO8mqRM$t7R!N}17t_yrme<3iXt2H*c%U2 z8}`JfU2wfaqQ=$|TW=_aX(=O|#A)Lw$Il`^!JkIn)0`llAe}}J$k;_n8$OV|H6gYe z9Dy0*fdPH(6Xz%7!4kmp`&KPJhq{4iFH(wMB$}wb_0R$AMZ*vq8WJ5U<&O0B(+mQd zZBTH93hZi)MdEmw!d(!~-_n64_Imb_#pg7@TgYE>SN%ija-*c%FY}j{%?~<yOO}WCiI*114OQ2#28No{s63p1kxSr1eV4yBKqERns z0kY8|hXipE$N-#Zor@X*d?N2;KLr7Ioyv_Tej_It1)0^!SQhta#!D($6)oKw#{zwu zS$nTmsWR`@TDU+dBEn=xs1#d3Ac~i|mv?IhfY4a*^~qtDyjie0SXFM;pKng z_0spt!gZw_XX^zZ`|H3N0~X5b1wF$pQ&tA9WM+0HIx)VGX*NF87o>-SX3K~1CU z+sS9C#coF~>x@tSO#Jss2qpfrKH@k^6P;!O*pDJ^5ntP}le!-Dd4- zY_;~04vBpaizfP&UQ}!pA{b#^!#VKP412SG`7f6FvHK%;SGy=}hO@%`D~0TM}N9`E)Cj5RO_ zhFw`fTDNjSI~2njkt^dlPj?@8XAe?!j?bQ02nU7~uJ7Rz9$0+4a=0ovoG*TZhwSff z=DW|*n(hsb=dT{cA9|y&S7LSNKMwso6B#4d1+bJ~o2 znS8^*Hj6&u1k*HgS>iB?(JIVqw^iI~sa~3*@2SPFGzeqTg!zH##)7c1T^!+c&RWb9 zZ{jjEFdhCU7~9l;gC&js7Be@3_I6(M;nPZ~tOHM$OF)6fuDi|#X$^EAfG<%`hPibQ zWbo=&)3W5Ww(QJz*6E)&f7CWdLviz6&?8lHFr=AN^n?yH6U&WNTRl;o41=c`t=YcvZ)votN)#F9^KHR$`bxju9$~C1<+C^~^wIg2B4Mv) zji66z(ani-b1p`Z8>cMym{@*0j^4u!1v-q}YBZ)#8`5#?m2nW5(V9Vzn*0cJl;Ji~ zQNhsIG7yO&%8~uZL%J;%r^EIq-z7}EuQ6Dg^~}0vqWZ`h&IM2PDZeYcWxwQB2d0jo zvEHvh1J`TGk_c?%s^{k~*S#dADhFWpoeoRf(XdiqPIgpw`Uo@k`y$?TQGzAI9He(H z-w?s9v0Vq~VjC27gP<)|gRnUk#ou%neT_@Meq9o}HkPaB>M9~)xa=8woQRr~C2#aD zAe|=F`yNw|p3l;`+f>Q1mqRwDu!}m!Ho0iC0X-Q%l&ir#3bAghmgf@R4%6&%6%cYA z>9g-9j^5;$aTy#+z`0-)!5pr6f_N9v&dq!NEILg{O{0cKB8YlmFqLk-p7)e{ir83| zno6iN>C4a=8>;fY#oBkf5(VQm|k{*=QQ5Y>%^ zuz#->8DTIeW`88*Dq+=%t|JuUCi>7@lzl1f)IbfqBq^l2%QuF@y!cwU9{sI|&4yUrPaU$yHBGx=!yQ7Z4X^Ht z!lJ7R8r&S5YQ`z2$CiT5rX9ae2TXfv-db_i4fIlT_YO{X-h^>rfE1gobon1Amxryb zmztkMg$01gHAxust=)(7m>$>r1JZB-L-D>EE+9pci5?UDjnhYyvtk(V`jkh*N|+)6 zBqbhQq?ux_d5-^~pMG@qkI=lwF!Ph+YJ`BfVwEn0gko*9xcam{uEG+b3UTSd);KRl z;$&<-b(yaTS%kybijBET#kbdlf#2O>Ys9j0eZ)0%==DA&0q$fC;bV^Fa%)2tY#-I?!FS^~42W@serf{QDpE`dDR7|_>oVO9{=PRfQ1lc3K zt)?$HVj{C28?nNc=@*0yXurY8rANUz zuCb{q1;&`$6HvDic~fy@LP5Vv?dZ4R9}P@q*(0Ubay(Adl6m*;A|>W3jzg*qz17mx z8{e*TtJ7F%j09grT?GElAEJ+2ng(ollBA|%e6sI4-0m&{Iy8LgZc(OSz6CX_w9pe& z{6xn~=ZBfWO;R!U9H!f(0+b|ktXbDDfjzaRT$EY_ZhL14#Ro_(KKdR=T3 z;mzf~o0kkzV7KRSSu&<;EmgW_s_4Ot88VLLzUw@8vLq^A;FN#k5O@(zdvftK`Xnu6 z8at-c_)hWS*A??(lIZp~J$}~U@*`D2H~sH5`)!TF+!u~TCxhcp01jtQbI4vm_1S8` z?)>d@JZ(N(4T|R-00A`A4(xM0ETpD9t^w{7-~Lvax<;A!nt_DIdnGCxto}=mEsteK zt)1Zv)o(0-aF+GPpb!VRu{e$UB#B4+Yj*m;+Ez zM8}WVm5lCSIlo(%;e8H?=w{@tpnyUVi;c1yCB8n(Ylte`)La#prHbaVlQyPsALgtl zn)Q31ZaCb@qv!HSKjXshaaZv49m!J3@zrxHF4v+6IrtVdcjrVUg3G ze)npGDZCRN|_K>k36*<0K<-E1h0(fd#Q4VY?~@tkSP0pKzI-RkOy z-&#FQ|Da!YB$qC>T#P=Pi>9wexRvYX0HHsuSB$h75aIKy2;wi_Jj)LZ;D7vO0JH$a zT_%f52LKR3)c`2KUt35aIml7jqjN-J9JXO;5bL*GKoBdZ-$bj|F4OM2K2@q9cyr_o z>D1fE57;;F3q&QsaIqowK#Bb*>>OFP6a2s z;f12aBX_Yf!i8oAkazkSpnb8Viy7k0yFMK|1G!bn zqK(Eynn@&){f)vBh)hD>Ey{!t-&hKKh2v$efBHdsZ1L5xQM}skXeE(mY^1I{7ldQ= z1WIE?sIZ*jq6C-YH#QzEy`4~sB`f@5?J4W-NhHd7a^4#@FztGy^C9PCx=x|~LkpB3 zC^e5uTnmnzXqCGe&g8x5futC|M(hPEmMBb?gl!oj(NE^zgFrV3r4~N1vs#7*?@X-=V-uc|6bWOAZKh{LB14*9Qc^ za#q{I0I&dPOzhBnL6{!;hNy3eVB+dU0mL+JMX9`iu55TTDBT1FBZzfDevyv9F)jdH zWE{EoUnp`r;9oe`hh`QDWkMlcl|<>aZG8$Cm>_aW+Nj*~B`SkxR?58WS1uXYx&dX* zS@ITUqmn+OrtT*gtfj=WjM&k<%Z-*Xm{x8}e9I3*SBvCedPyrRWt;CG0dERoR4{>B*{ zKrM3!XO$rR6MUNxKbXYy&D{zRc+`i#LGq+Cq8-K<U9VdRnm?z21aRLXuIBr1mf)DvF- ze?_gP)jEbhs}{WFcti zm#O|6R01F*#_4ziUOg`)O@MzvNl_w<63Vz;%}swebw1I+k4F<$NEoT@dVFe|@_R?4 zY1xBP+?NkKF3ZTxb;I$Frp-8t5Exwwgw)zg@>X%*uKR0B8lmd97NXB>s}p~5PUx|01QlgTB(d~+9Oa@qih-Tw^xiFR znPuVT3DgE<>ee34vat>Nur1?C<#2r~kBKvV4!FB$F&cdUTC=1p7C+*cK zL`%H;>Qb6JB;)QZiwDu8x8ZKLLvVRSMLQ=LG0FDt-)#6VMDk)O+Nq`SGm|ZM^hOgS zp}I{V_hJP}?MvQr4(J-5#AFzMat-1!gEn^vFa4pZoJUIO2>g&l zN5MyBFU#og$>Y0=%C@fY<7u;9aH{+%tR&H!PkDID+^N00x@(<5yE((qJ-XZ{08yWC zCWtxke4ge1fNcOs$#L=C0IKIONg)VcLm&4F2~Z8PfS=()N0C?Bm9=kmmuY>ChPe*G zYgoyp|32LAursbni~0n$o@iS(&PEgU0@s{j+W6fL*9LQwIk=obS+M@v=&%lmhVi^n zo`pa)Zzxx&+`Rx$5=_czkg>SFNZj904FH80()tWz#;GF%$N{|nMr``=YvCQS;1?h7 zH~FKMiP2H0V@nR}9gpIe6age6lxQ7JD!MHz&feawqmZvv047Z52!NBx%Rg#%XHWWO z0to;`^ikamvd)pceEh!=8UX6gI1!(JBQ(p<|3YX!vW0vU!%U@tWCUadOkqsGVEo)y zDch%1hd(&qurobtA>>l)XkUwQ+^Xp+M>exfmwMl?zsaJ+;IcWZV`N0>xqL8x&_uK1 zVc=xkZ0%_5SU&uA{r5!ZC$--OlFaYnMAB&|yKcnh=3UPVsvYiDFG1_|U%?7>95vjy zeq6sa8v|P2+>d{dx@K{fcb-`qg3Uef?fn(x!bM~G&Z9<14uPR32DRAn*7qCTp~$n2!5$)v6yIOJKbSJ9*Pro~^}S7IeNSAmN~y#qGri zk-NAYx1>LA`615iR3^WVf~Sp5!l{nc)Gm33;JWac9hqCINH&eupyrt>)Y!Ca-mS=y zxw{I-9j*)yZ*kge9DWQ{)-WPNpVa&^n2BIcV$v;p>WC8N!e$663EyI}c-OD3+jZU4 zXqAyrsx?bKqNVFStUZEcCf&%oOO)&Jof}P1XemDF=F)DJ(?#Q;3ePQfk$qho&GJnR69*RFCY&c#cgbDG5u*K8d&~u#vp$2d#+1%v z*CrD8?@@1&ZZGX+PVTkccIwo3s!NXWOiaKr)=i8-q*>%P1+^m#W&=ZQP650ahYowH zm!|KQcmjD=x=W;zL*Towkhn4WXXyH?6|WnuHjQCGS=+ya9Fxao4F35w+lcN%sJ&v+^Z3^&xQ z6E;2FSbMQ?Bh@;C+0+Bvkd9IUU^_;QVh*_{3)VNenaPZoAhOF;!9^2IiH%(z{|i0TIMlNa537{~7n=q@LeB zd7UhW4Ux2^!LJRef1%EhsM3EV>d)U8)1g)m;;09KpAv*v?MpbUmj;doj_x^>KrkvW zql^=1EoiwT5xQzI)X1POzZe?|NlJX$1EQYXzc4T7dF8n4PZL9W`gtVXp=zcAsj_gg@RxvuTcxWL{&an>aoJ<$1&w^#hYfjNnFNsK{X$~| zT^IsEob}?5Y(ieGVny3m8WWl5ujOEJ@H7F;(Z zv!mm^U)vvGg&e+^tk#{adEDr0^pl_2} zv(09EMGLenY%dQT2n2wvjYz_G*Nxc{R2*9YUU%&_!a@>t+cj@fHW&z2$aj&B-=5lj zT%&kYIt^7C4h=qOyd7B4B67a70FQnQ@@g9UVD5V)2w z!tQeAZB+96Tk86DX#>J=T-v*#HH|iOEd_VRD!YcLed8kg<}~X|s?NZKK6`EWlaM95 zxwO^BR)JjiaFivz=Eb7r!Ckuu?q(L3{c*S4_!W^H>Z=v&JjObVt>au0v1`$_>#{a% z_#3(P4Aj%Jl}6sn*zu9K)Ss7K9HrL{aHl+V{Z$<{`z9A|H>lqi`LyG01dPt z`iZs-v~*BvCMN*XKEwmTiOKOe$qD;W8XpSO{!d|79TwHr_2A|fp< z-GVT5C?FvW2q+>F(h`bvhk%5%Gy>8kEqrGN@4dX?`~BnN!#Q(yti4zM)>>^4z4oTY zRuWXbP87>>em)?n0pA+iM~Rbx5B~cyF-93x(pe2(-KBU4k6~7kZa6Gj|_4%tHO?> zL9$ANjFZW7A*s+X&o!FXMMQQ^Q}1eAT~2tIIt86jc`^4TOPZ^VW^w*iN2HdjRt9F zLnvjr<+JB%4{`OvU)w$XYQLD#?=zpuCEt#99o^y|`bu0V%6$lbtu>gO72YKpx7oKLVv16`%CGy<2TcxcjUkP=0O2)c58{KLSe|e$H z-ybv%cs&)qIXlSwlcT;ee+ifKLc{|yLstcziaR{cj&+`j`sy_2Ea@k<(Xh-tWwh0M z$L8tJjKZ1=nyJ<;lK!W0hiWoRM+A9WC&?}@9KWjzZfvD{$o+Pjnr?b)^ zN25I;=U41IC3VtrUU%OYf5S*^G1P*!z^?t%O>1kL{5~2KBdRNJDH` zRIjwSAABaZJlPUMk2Uz-bP0;T|O7_x3= z|0`}0wQh^l;lh$_UQpSKF{i@`N0b4ss_i-zcym*DBzSLAfZ)@J*6~Qc|hcvE$KH=Q6 z$mS=!pEPcmiWe-Ehn=`qyUywzW`x%)eSM;lZ}jk^8B~Ef*|U@E>Eml;R5M*fmbL6t z;aQB0EJTv9kTn~^hh#5eC0^|m-?m;0o4+MczO3^x^g8{n)na~c4XpJ*&Bk$VSbq9MUY49g9Zux0_(6aGgNx7V$KzBHSvDQ*w~x+`)5?Ur;Q^Q$dj@w*le_& zxgZ#gsT>;r@xghy=R4HX)z>bXGYx%qqPwgZbVxl6?YWF#33hp`^PxQ3+H%0Z;dT6& zf4#ayB-CXjOgu4HqwbgD0}TdyNgM(Z?J{xJ8U#Th_;QSr%$NiE?}1h|kw`liN4;esOyB_pGTrn&X<-8tBH+^!pjGbcs~3xKel- zdL1CGj^^Ya__k?VwO&1#gVikQCa-jdR$$?YQekIV3?~@T1>Zresr#Wt2zFz+`d_s zn5xB{K(T8KS&a?qccMh@-Z~HwA}Dw^Rnc-pu9ERu_t8r0{V#lrC|uzRZmt=&Z72h$ zhPiw5l-5&d;+POmo0}@>A+_1Zjy}))%;}OPxv-=nd>#h+O7MPtsFze6%nN^Fv1WH9ypc>xb_Q{83HiFEjn?S{WV~L zz@E6V*fmdI_U#ASz-^fh8JIB@K&vRhh#4)QqF|OC8i*VtxhmNJIJ{59G{;UC$0(q@ z!+#A)fdPe@jt?vxs#>Nk4UU9hD#%wn1k}DTUPgc(Hbn(s035LUcL7e=HD>VI(^3Nk zG+$W*jYH*Bw#4#SIa_DrytW#C6enIoXKfE0Zn8}@A0^?R#Id8V-xEYbQvo7zg!&lL zwcQ%!A&}T^9Wa~@e1dZpj9|pV;0ObNW(6i|1dza_XaGX!BLET%kEUMM_b5g3pbsl;+A+qa#tpd4D*uC8Rya%Gm(d zW*jx_8VS@YLMQAo5f*uE+z-odnX^I3_WTQS%OCq^gpr4fJ|!o9HwmxNdncja@{W$O zrm9ZmJ2mUa-P@~s1>Vn2PV^qRZu~lb*YD&l-`6814$$2bN>37QazXTzx zc0S?Tj7(&U^J7>gQo_`2+rc&$}$V?idbRO8F86Y4XFG6g*)fi?u{zmteA>u(a_z%FP3RA}qpbZUUpDL}m_lrhhP-HB4KBJ*RxzLPuG zN_J9J=FM;eAsR!uuGQ?fPd%}2dfVjAo6gdI6!mcFS4X+KBnPqS&H6u%%o^U?NlPH-s#?5yHmISUW%zEw39GtrLZ^6rg0$wb?S^O{PfEE^cqeb$ zm%?dDmQl97rw?Bpl8;;Oz3}uAF#9?wtSYM*c(U(Dt{A(@K>AbmIoQ7VaXf&{C>po! zm-ka;pkcP_0#zz&B|L;2+PZGqW~c4BM?6`ydpv~_pMLD~SmT4q#LwFKuspoFH2N1g zp**x()723{cWEB(r>m^mA}M49ZtvtCL>@6U-^Mt5%uSDa5_0gF)Qn16^K@4KF=j*U zU=?508umwryVd^NnNMSjleNFk@Y8pV ze!PU6wTW!WGkUlBaW71_F?MO!frOl5iIgPjNsIPypn{2geNR)n7k&XUD&y0B|BU4l zqt_Y7OqA+oW5h>jpCZCEz*}huCppUMKev)0_mbor^q^Cj5*B9yG64<-pi&QU|20BT z<0HXz?nX(97-m#+aXvl_fl{OpER2*njlj;JTYo9C1M-c>H(oTdduxS4AaA5^=Yd1z z!G}UdMhpdqxdBW7oZqlREkRh%C4O1zQoHnFKvQb#TYZA@LSAt&-%^9>c3WU(JhNFG zr-l%W5iOK+BRZoD>j?i0wP|{yxm`zs>i*B(m+hQHJrYaqHp{)6FB?zfb&hRfi4MyoRq zOA__{LR-2pOC||5>{+UVaT%{h>APN1&3U2LE-cq;3uy5u)y7U<@u66-QKy1hB?mdF zVEorxn){A^(5+@KikYow5nA0Zb!!RtE-G0gIRR_43rSsQr~w#zI5v>%_tXRq6W-%E zlr}r+etPcMPE5VbGO?t;644{U*Y6p&ndtPKJjR*50*kO-F3$wzhth~ABh_fLEQ`sP ze%ZVm4PB-`sMO62BS1P_h7evL=pYBu0U2PHBh$`J z8pF8V2uU_LYL%aUBdx}2YSpH+2&E<`ldBJ^s2G;r>KFG7%k&L39L{m{*vwww%Tu>W zIX#>LOT=!n@x3y~issHn8B+|VGjG0WWjvX0u&nX+YgJmW?`f&MBlToo(3I=whJJ6= zYEdlqdmX-L;$0}t#2#N~KyFe_oBc5@2`*3^pJPOGXrTE1{>H?no2vnjuKnGIHmURV zpIf<>0$V@4dO2C|cWaC1`KVVt?dfsTtiI#RMT3d?Erk<-3RcdS;^!Eg3xt7-VX>Kq zk(2#1aaEnrcjNs|@+MI+(lx7wKH zNh9Q;vaW@?jTf_A=co}U#2$lfcWR%iUz5MTK-v7n9Pwxqp z=@;WSqc!AdnyNTWzahSDtAIC>^MLNIsq~@ zxt48z-T~-^muHx*coGCao`2EY21j;59F1|rz_Re8!La~0;C|mzK4m}(X2tObaeu zxM{%wn8DIHfd!~JFm_{QKd5N$Xg83@ZIQHQelIX_84NL$ic{b&(G$y72ICYGd`_JU zP}TvW?c2LL0O2wIiN_* zQvz8GX_XxVBFSaP%mncu1(ia=a} zW>3VWhFPZy`Y>J^MN`}94H{-+1P5Vw1*^9A31r4xi)y+#HXpsDvsj4t7=oG47zxld zb@Qw!9AQn^nR5n|gQbdCGmT%IHur6bNR+!1u%0Fis_92LuyW{N$6$31*X8HP1 zk#|yBi}9lpJ-h06Zwzyfkvqgt%4G%f&c2?_pG>)Xxfg$`-P!TELyJ?~rksPJ?3~?? zG^>R^{n3(9Y$=corgUWSBo%&aequ3Tg1kV!Ix|<}1|xIo|D%FJGx;QT4%agb5GUHmlww%esHr(-H>ihtm zM64_^jqDMGKmGi**Hye90bs*KH2_ig>M&t=0zeVcO#>LaCMbHX!w{lZ$yR~D1*BYeI;Bo&BZ>1Fnydc#xn_S!?UCKW&m2<< z9G=kfgoQyKUffmPPGu^6DXC_8A*49Tc)~^61>vu}%-mSK?=SGKO>OUQg#!dNb7Q#2 zKVCuex*aJiWX|lj@P7um@4MWwvhpz*`BXL$<&4t9(52Z{Dx(sqwEaq1_wlm0_*;gC z+XTnq{xVGSg!i7i-)qK=j9Ovs;Fq_(cLEqccut_KT6YopTyU>#O}xO>SwQ1iVq2Om z7S3tu{m+dOo82a08v1Xi>2DE?h_~G6fi*<{T<`$9QxxCdaS}W4u`Va{>6^2g6|(yr}lNuW*G6KfR0jk%vqFh}E(4 zemHlYGBb-Cf+R-UXIsGx1W>=Ze$+>2ntJo^aVE9`Di1w9%|+;(R0}ZvLAq zeya5sq1i*f+V&=H?+n?d)2i%^PLtRln2Rh0c{j8p?FxS{f-`R*&mQJ~8 z1JC$IYvpGQ`SGc^h3y`-7?J@t&B8`PYt-nJ7#?oc_-r>C_*0W zKSINd2?p>0$oC#yup%o^h*;kh`6liG=aGozVO}OBSpO~LF5M`;l`NKJgTo9V7-Sst z?-D*Q8I&gKPsqRhM(|WUVui$oBz`bo1C=H{gC-c-JghB3es`xv=!OzD8MV=FSj|=) zY^%=u5GkIoFFuLDih_upp(UbIp5pUMx3wbT4<;M$yiW7(+f@l4KCgim_)dSqe}{`v zrdgMn5n(pM$(=}60E+CMz<3Dj;c&JWAlC4Mv!v57*|gY0a#%Ox!CIpye!fu?lAsKu zzunqW*SC9xMUD+JCgUx0l~u<%ib^ti4sx9-9n)Wok(@ljE!@!Pz2AMw*b+&bF&~yXrbBK@jQ16+*fo1BAh$Bv_P3OBP~mrGfJiIbKAR< z-Rf`ja}qgk7!B*heC{b*NSCeFz!p7z^K*QvV|4M{?UDP|>Dx3q9NJK(#IP(8JzHSA z^JIFlPcgP$LHr}Kb{3O&Ttv?pL4-;tlu~$VcRyU@LS#QOn7nVA09p=R7OX&JU7z}8 z=Z(JeCHL*q<+Wk+l0wgRd$wBs0W6lYrJV+m2$G|M2fyOz25gbsGXftwP>94?%|Zhs zTQwH4hL*=<$VYC)*6sLmiMK`<$6@W>Jg$sZlC^lR=By>NL`d2SP<&ogH%_Lfm&OK! zphF%GoIVeVy%uAU+PMU7v|(kJ6t~G~%oAo|_P8T8OtU&>gT%WFCmzZbr9*1(AKG0; zB?)1NJb)04Tnc!v3@KtkqK3!tP~Y%Zh+cJl$m*a)+lN>7(YujEgGvV$015F_1q}co z5WxzrC>=7Ya8|&A`B!931g>)Y=15R!;4KtW_F+(C6P_BwN^7y;n(RC`UBHoPdg*t# zGL1xms~w|w>2#5Qg9(6lj`@r-F6 z;!TYZNOqn!2RI)q_~q88 z4Q{G1CNVICBEKI{_|C3{eT<$-Q*{nNgBZ>+939mv_=T(5Mf_YoFl0);7j*WLp8nQs zDU;Z1>8KqYCCna7XO>8M`%yQy*s@c8zur&Z%2Zy7w1{pgEpBJy8ywK?d|^Y{*PP19 zo}tp%k6&_mKm*&F__&7{Mx{yz9|M`7?um?GmI zi#7t!G%4XxWY?eM zBCVUDzCpSW8fNZ$DI2~+OA{@F3~gg+oH#j5ctE}LLeQRAc_!q`TWg`)AHPQXVwzD$ zsiXW{KUCH5MSVm0qI^utRCFOS9J5Gd+qu2cBevImAOFF)LZe%2bPz{O3c5L8F`;!% zd4uo!4~h-=zg#jvdW|FKb;Vnt2$rsm0Obb#6Mz6twAkP3N{qJpZ6s}yx<1QJ2Z7*Z z^L}OW%1C|E=|ZKAP@^#V~H?}kI}9zAs`PWxRKl8?Rq!V?T@c{i4_ZbZ(* z-iJT_oE^LxrO0^7;w9-*F*|$_%nfDSz-A+B-D@a+b(hK&Ss}0=%9G7J{VBk&K5T26 zlm({_%cDiHoTNh+u>KgV9|TQ%N3^WL(Bkuqto>C`!#t6hRft~~f2>a%W#z4+t?RQo zf+;LU_Gon|e6g+K&AxcPENpebO*n1$9I|=ST@@7~2G`I;S`0Zld~ckbmaX$Kn2A}0 zHyZX#u~Uph3M`D9N>%%1na*3f3WKBzgOl#68$oIMQlkM$hl$~0X#)@FNx^Cqfn_KW z#4AQ&5LwT63Bb7ME=Kzw7{6;2<>+yW%Bf%-O?ml1{U6hI*vya&MhtZ3Y!8+~C%rZ> zRr7$rWyH)3oP($y+*U{77NKKraIZzy()!gkUZj z;2-QbfC94TDDVIh`b#Ur+;4O?~0qI2RLYEzt`=k@`|W@pJVh6T=a0S%IRDsNP* z7IJXf=}FiD^N@HEKY{oHKXwg2`tIX*=r=lpQFq2}{^YD$V*0}C16Jy|1r^G0*$E!| zg??!NDUFi)ZfL`vV&AH9$LS+~Jao_Ar`i%-AyFgO$w|LxSZnZY-?a(Hl({j4%VmYU z%G8qAgO!99U$THR$u9T2XkoAwIb{1my}V;$lZ!AqlkgnNkxy2bYr7crSRacUik98H z!x;eu=jIWO5t4j{&SHn4SeQa6FO!C(;L1RHkX*apV@wZY&s?F#Q{A27%-RHK>p?N*PvU8OPEA|?rQLn zt7XgUa0)JBsdz!%0rZHm8e)j@+RGACe#Z+3PYxQd9u+v&Wp#inDunvXrQZU)09de> zY5+P^4S-<$&g-}gpnUEkBp`(b-p%IEJaWy5pR|2I$p@YtW(FhI;A#bncbw}nRys;& zOhgxf8BjS+$H6Dg`fu2b_{w{FCQ~yWmDgZdljQ_!2Nnh1u>8o*isQ$!A7Z$`n0IF) zpkUYmwidIYAS1f{#zks3gw?j2yoaekEBw{=2av?s|`*;^cH8-1P&{>PdLd#B7Q?H4C zCV_*|z%7eWhb^l@T_ka0e|>$xzwZ$9VS<4uxbrsfJ9|}G()76W-ym2Iw+3jMQNRZH zFPYp2kj=rvCXBrHf&BUM$dEo{EmZL5#fXdl6yXGtgFAt=CgH&r64+!kKziBdz!C}a z6z-X<)NObOrsYUKDkFMN;p&pej`!kq8hzekwt;IYJv*KurkuhfGubqp;UBoDQ(wK_ z={DXwBY!fxxx_5Gx-`!bFynt%n_gT0f+yhnw>|&m4ynWG+IK=Gs>UqU%($fYlCPZy zeqxR}5T*G^Cqwmf3r|=W8lL7oIMC}MU=koc2BI`y;+z%)$A&X^`R_B&cCg4TYnHN7 zc&%C^ef1(3Pi7tIbGS(6a>T6~-1#x-+Hhd+$7lCI@w91Tds;#773{&vIkB(!-D#+! zi9}hz&gzzCNsXW1R%iT=%z4~!logej!U+ZmtYy&~5)qw)?k_`NP_cPgAr%iOWx;`= z)OOo^P-^FTxC&k5;l=Bkl4d)P!`<{P4IIYzhbYrNq<$tAK`xq)wArhX(D|}=D@$R zY-IEc%282K)Nubg=`{4q@?EE>!irsyZP(3POx;^8;!2V}F7kG%vB3(N9Cf zooocYq*H#D%stTJZTviuo62czDd=>g=WdYH$lbovkBmQN_-pStU{r7IogVq8isUVM zx}cs>FZ2vy#3*l?S6)2%x$Q`e7K7=#fJ6D=m-_u!!!ndta*AUYP@OMGeFY2IUxnmb zUhrbc^^ObExovI~2t7dYd(JE$L!CugC3fxM%9-=Vp8E}xR@(3+-OC_k94Ep8X+;P=M_@;7#~=5^g3--j}IG3JHzy;y}R$Htel$Ez} zj1dKy7nXNr&R~ZWmF#Eji*o#sW8i7T%=#)F91vPi{Z5zG*a@#pn9uj#ek=1Z zrupW{lF*wy?gHcnA~T4&390#c;cUUIh{|JEgVJrBY?L^*Co0vMd`{=6T4of1Pdtrh z9cxsU>%3x~kbYHbd+qQr;4?YOYYP^rT*_BLyXCDwXM7_&u-!QDiRdrt{6(BQ^8XMA z4H3(5hNphT%CEz!SOakREGDIB_Iywj5Z@ z)dH7~5M={m*}OQnBt*Yx?nY0D9?FM>Z7uSiUahDFQ1izF(Xkr0X+SSn=o2eDa2+WK z#utxZe26oqfA;q>sKFR>&mCYLx`qj-Ch$pc<1$96MS-?tz*8IOu_wRBd zVhhaV_~>ZM?l?HHn6ibCcu$B<90}w*Z{Q$q-aNs8wi_ZYg!qRU40j8d-#-OsgXo2G z73^g29Q-Tnl>tD5X=Q2U0@tJ2;E<<9lTCPFOykAA%$Qzj6T@+F_cvl2eA+)_cO3+? zgN}I0Nhqipsu*v9AYK6!2=}RO0r>rL1SzjT9`0Sh(hWe!gY(~z2br5l+SKQdb0SG7 z9S2-O{m*;i>z~ulgCkE#_8{W+Dqbe#{=G)(Eoj$lkG>JKx63!7KGvXL?4c=tj9c zuf9680LSeC0i$M>8FkpK$X4`x^q7KoCKq>*_`K1LJ9pml5k-Dgy)pFCOoF?^X=0?f zPF;iOf$Yj>s~mlem-7XQVPQSXz46lyReC)l*Q*Tl{hxPbFGmy+l^Xs0A>&E!micv< zOqtXJ{VwB4gkeM)HJ8DKX+M~XN_{VG`Iz+?K6EO|vL&r}nO9`r_GRw=_9qYTUv9&8 zBu3LE-ifn}LDv<}9R`Cd`qrFYbKQOJl2sFHuPB3yOc+ACk~MoUx;FoS9=S+p)GG_ zs3sIQh!186yf2!&mH2x#y-K8;N4LIY$4b5^$7l0)y3W08$d%p~Mi_Rz-(mAY+Fb=r zy0YZk9RA`g+W9)#3z_6iFMAppq);(ER0qF$g=U|O7pU?O#%6Ruax+<)9WjVu5rF5S z@SGaiH27}gJ>K@cYms*V;=osno*I%esM5$CjW-&@U!vDEie)yMqGk2_t*ixh`9=62 zQ9t%FVLPJz6m*s)Qm%kZ^{uhtQxNaaqVEQ%WKke^%@u5+aR!{GEYQ&_=4n^l^(oN>U9Xg^B)j3TWchIdXAf-GuH?|<32Lgh)vt?`RVIz>F|)S5ovO(( zL`>BBZXVaWH|)8WWYS-tK0>85-^I>C-JK2j&e9^2^kMyLQ(4A@hK)c3+x_G^JJMZF zrC?~kW_THLJ|L-qMl>CWB+E|Vj`3MnuJtwKpv`HV{M6?4PCpjHiH^pWR2lzL%&P< z2(7*|4mWDJP1YuEgmWbHgL9PXE%l*gXX`B)Y)xj^5+hx1kkOlT zy-%@sv%QHG6Bmbi>twt)wP$k=^n8ynVohc>O#?3^E%8{*^0;Of1h=DU3|f9-@LAX8 zRlB-SqBwo3j{GdXn@dRCSio026&&BE>x)h;{s`S~#PAOB@jHD2+H1u@ytigWEp|z3 zp@4I6ggI&kFY!tGLq7fL*b$C8*>oGepQ$g_uqbvkOk?wFggtRzCjNAwen!l9pZHr4 zwBN>_r@hd7D}NQ%xF&vgvt_igIwJ6f@w9SuAdQc1hpfuOeWZ&6q?r}b=kN+qnQ+=) zMX;Ivg@xf)hTSp($S>_NQ#h1ujt0)$Go(9*YE@>cgPL63(t(92o3kq@R@-5mhw(?E zsj&bk&m2YH&Jo3Of{7r!jn$%*8bq?55-zGOU^4+=V>r;=RUo~dpHEa`;d%INQDlXt zA9(3c6X(*Ag*35p_w!mIp!jhmy?+Os z1;%dGg!&4(xG*`k1O%O}XL@@!2-p3_P&iQ|0-5E{_#6!S+=ljUCowhXxvc%Pe=xeY zXHrl-VgK+0jk_MsqD~b=XjNiN_O$4hJgbhuO zORw?X{Bm@VJlG4o<^^N8GdPTC*lmmLr^X^vYsOg1i6q{|rPsA!;SRpDx~7h$qSFuz zy3c64l$brjT2oJ>Z#G0-&JUf@Eu2<|x%NO8e zFFp6LoLGPn?#TW6+mf96ZAsoL4CSg4{n({o+@po!`aWS#6`Ln4bJmR0E{~E{$Ur@O zbw51#P38RzB*sse=cxD>n4=<5^O;YdMjrVuPoGZT#uX~hmD)Nx>3in48Kb&aEu^<9 zlAX`^S*L|AkKw1akZO2c#IuMxiI5BxXxHYHrH=&Vv*g1Q&GxRo&CCxxowllV0d!)X zD>iRqdrJBZ`?c~DvGTl7z64clJHmdFTbVaByo%=W@UOF#T7AY;5h*N!c1R2HSL&lb zefGV=x&Hj?Cr_uf)$T9Pc*Q$9O7fTn(dG%%qxb849jjzLY~9m&mkI9qbc^|0~LWoW5e@=ZHcEq9jLPav|UAc?O&g(V8>8D6Gl0iL<&#xQ&ie!~xO^=OZI8-4%6o@+0K+HHQH zk*-Ysu8aip`O^ulm_l!qvr2)SNT@->x9^P=)yJn%hmRe%3O2{=332AtDsFitf7SaC z@oiMARiGn%)VG;@w|Oh+IGa91!^mus6GG5OAx+5*X{;&Ei;jg(pYL1+pXB3QTu!tp<` zucbb5OkRtqGEa&LFH7PVsY(@yk*43zXMM`zMEmAxNOfx1v(r7x@<-faNfc>4#NDk? z+xHG-hxJ>c^Ik}16VEY;Mb~PV;0`PB6L)z-e_RL;)XnW&;L^~$w7jI+RW6zL(ottF zZV%{yW$X+Gt?Sx5i|v2&b*cNDJ}9Bh9jpOq!Pv{UJvqb(B0gJ+%-up6%tgw_mi-v2 zphe)(%w*JTSMt34S&z+J$LpzaVL7!&7+6;en4zhK6Snr zE6N9Pe?7-ym?2(0B(T#f4kS+Zzmv=^3`YO#5-0=xn^K6-`1xaA1tWnh?&eIT*TJP- z%}in+F|_-&!lN*yw)5WxRW0@pk_=cT_79p8RNT6dbu5y<%{?$kHsHPG_aZ2Mc_(Af zHDKnnxG_ESI$zc{W+?<;<_Ttth;G?>&va16y)VnE`sOX~6ZI>pK#nY#xW9@5DBr_);+|1l$w7X`K-3`QcVEU z*_iu{hS0jKzjmSGy77+&B`6xcJ4^`YLB9M zM>Z9bT%AZxjgP!}9dDInUY}MNbMAYJQJaeNX_dfU4jtzYh;all(lCr_*85I2iu9Fw z1c78Kfs+a2ioO0&6HX=$n5I1#W3hzW>l`qsJvB?cPptXP?Y1*0c!3OjJ8slBTpr*G`K~01dxUsTSG=UR=k-&2#>Ocy`meLlaNJ->tf!Sn{;zHL; zO+5H5rPX-fkFopxW3;b?LLkHfmT&-_J>ukC$xw1Q|M2A@fD0JMfeE%DJk{y8u4R5f z3i|sOpK)epX#O7?y%-Gp#G=xVuv2g`Kp=e6x+LHj4Tv$WnCMQnu$gC|=>UpTzrU^Y z--!u`v{yF9yNUxCWCO4^(;%vpqZk}@Aj_=WFIM46c@Dt>LIqqohsu%and zr<5S9h_07P^Z`Or7dFzS9!ZqfxFdCwpCNTaf{`eKpV9T=vy44V)3#$M0h-B{RYDI!S{=^ zCw(br!Dr42!+xocTtv{s2kyjB@*cRME-B(r4W*wc=PEv(B91C(Qm(H{3800g z<+7u6WowuUP%0;cQ*lXIPRc{+yHO5pmr-u`qNj?Bjh?4iM|V!fK>`zD7H3o}k(*RNm$sz*K0W7} z)-)`?mFr*5iBX`FFR5tQB*Q>TRKE~2r)|bcI?^w$#_>S1WdHMsWyNWBT17`bsi(70 z^29B+d%m<%_La16YMGfV&xL-qZXB9+U0;SwcPqt)l179>@Y&pymHqeTLIm;IeTEg*kWU{R(mBh@5G~6R#znO@ zejj7a3%d2C4OOyC6!mi^xkvoX418tJ7t4|N)tCL(w0(GD`-_5&T92SO4NIPeL%Z0f zoKB^qqP}cnL@R|C`kg~QSZ=ejON0#v;!g=nc$=})cTY_oE)PjpKf5O*q|ert+__B} zD{fOJkGnh1p3c-UTJ04%SD^pJhI$VyQ@9?(R3eR<>+XQ$=JE0fIfeNE;<4>FwkNwi zgJj=sSPsEE7uSE}HqQ#}f9$4K9(~6cw=kG{pJ|LHlRxYPH`CS3|M^`@GxC+_(}0rl zmD->8$4Er`_icvD$4@y*6X}utY{^UOf+XD5^G#*K-X;&#*?Y?p+Bfa+8t%=~rX9th zecxHYa6q=UoP3qrh+nxOl1%gk7^%RMK{hy5S7I31f1G-I%y;aAUi`c}Pw#-CaKXv; zfkrt2n^&e?sCxlV>(6N}5HoJHH6Uu?<-Of*wT)VTIEKlFMFtWN<(j?=AK3asn5G=Vl{2{D=ycjRO%~g0q<**N0<83X z0qXb0_O1R5N=zDejF{ZCvCjCP%zs=K*RDN*uH38jUEXQY-?tQd;;b^&SNYP+qs?{G z!ZT7cN}&lq3yYBIE3r9ARVTB~+#|bBMQqQJzUYJnNbX3!` za6s>0%=dbma(?J5G%`8)`Qwhi-)T{MA=msEwK8=RU$u34izXA%B<)g;ROEBNi4c>; z6ezk*`m>Yi0FR0nZ}151B-L}W69|kd2*UM2IPy2iHd~4+UJnjn}!M9g#y)nXk_~S+U^_6?H`#(0YCX{(I zZ&bYK4RK~~n-l*8NYCPXK^hJ$wi2@Z_?qs^?}Vyn&Xj&mpV*dsCw7OW}zi$FFH?I0S8#uVyb;ki-6xqi0l^2J!ZQQiYYwvJfq4-7t>=9%*I1@Rwc zKKRA1z8#nza9hH8@!j&ur$ArNEyB{`8Pn7EH>Ar{3hRZ-IA|w%-6uo|&1;`fTc^4#lJ&EYcL9QJtcF9~$EsuDVAqi8cLz`O|1MUqT{L!7cS7%Sf5V^kg4My%40Q%?qmi091?DiNSB z&#!N;=G})QR&SpWkoe6toNm^1K&wNqAIZzHGTky~Rn>yvGv8G9$(esXbll?RTOK#* zt$JVMQE$HfQi00&Hz+NGm|A#QhzGLIa~u+Xh*Drb^Y?_C@lhJrk!ZF)#OmZF7l|c} zDIesmE~=us-}im7R`5bZp5$n7eQ|K=p{3Phk+QR6BTZuy6HI01sJ=(kq{ZdW0z@K{ zJ%gjpQ50W4NR>5V(r7Wx^NZ)yp&5W;Uj)o`U66lLM0OV44;zD?NqkuHV65l-RXVcY zn?^A5Yaunz%bom_^Dw2J8p#_1eN@Z?Ws1(mh@7mW0(ICrb_H71ebG@-?R0mSF~Wu> zfwOyNZN&M_^8TuX6L2{x^%vjz)PkZjNN6Y#T!X zCT>6g75Ky7Wrz?DfBXP@%Fw{>1pwHH&s}XHllW>C6Fwnj#Dsbg6GHSySocpHSYw2J z{+AzZAR5ZB{h^l(JA4x_;XMD?G?1NK*gYt~PK;pDS4#Oo_9YV|_7Lao-Np>`n)F~S3TrRM`!NDy9*hzT6#w;S}5vhX$iRq+q8;(slI z27h{41C5FJPo<|Wuk61UK>Dlx5fuWZ4N@ObD&s%v@4y%S|5VHog911tzj?_YO0&SO zgD_m&|ET!EMvNHsYRvj~fetD}z#1I-6N3C#)W<6&HSpj>LH+j^t`>B-ybXr%SFUOX zR|){YzwxKEeHQq$e@`X4|{&54lJj@U{QXe4C;5wXEJ|8J}zg%bQje?!0i@}FNteqAmL!Bybsu)kipia&ytM1zV`3Y?%< zeT7%BJ(Td>`!8@CIPiu3?>qSiWDJ6Gx9Q~3(PbgkOu$bmS_&JlR|Kc;2&nkLmVzy_`8XiAEx4gEF2E_aYOw2 kRTX$pEm8H9?HsHyZSCAWc-)+wJwO^kfLCkYH=aZO56EA5xlode;u&&vmxA&so`Qm@jDm92u&0Pkk!|(m`7|xc^G|PbGgDAJ zpg1McgO_Q@J$)b{M*e`8Y0Z*v6`TqnmpkM_7WeehzwlmzUI&q^>;1gcO3Q?87{-7|Nx@f(H3_77i54}`vR$1s_P zmr0>6#fsa_-EFOZw-7425H&JDGR}YN^ght^y{OZ>J3jl8q-zTP915p3v9LHZ-ZknE zmOdJ1SuCfyaWALE4Ot!Q>;23X3%XL{J3HZ1wvG8P;&E+<7*H{P5Ejw5wx_PCUMmRW zaU0W`4V~bkFuJmd|U%>aFKr93}cv)pTs;VIfSss5nl?MF!;vI5- z?ZGH`zBaRc5-6JrInq=Fc1pB?k%PvP!j-du_S;@Bo?baF$U-haXbV=HeQWkIwrLIy zjkN0-)9U%dZpJ>(0K^l6V5-0W_|(-(=rDsbYqs&WL~jPubOj5DZ3s66gY^8Q-@(PU ziHb;KGa(@es*fOwmJ`Kn@SgRLthNr;SHx~+z>!cb3M=0 zaXRi^LnjClue78l?JD-pWG>9uX0;JfcxnhT)s;c8!|9L~0a6U0!8mS=a z)km$(P#x1s1hW;cGjXkhQf4hs?RtI`2Qra6FzyIyOmJc74DB%&-|j^zV&ekQ9+Jde z2|ORfqq7$m8 z85_J`4r?&&X)1iVCcl|=FJhqE^VOa)AeVX{vym0_YSYC3^`^-L5OJOx&Z3^xrp5we z2$PNF2Tku*IF0NNop)$sFoja;$wpJ7+N79DER-rEyB3I&>3(2;$YX=$_RF;;tv)ln z!+ru?kOZj|7v2Nelx)zgzA_kpMrER$O{Z-4>;>Ls+}YaV3VHaST7dslQ?O*0VdY0D z0g0gjW0_c7s2XKTj~8hb{df>rSoRbcOPoxCItUv`@?spRjNP=s89aoa86c#>mph;A zcLkIZ*{$HTNsw4u@QvsRP`hHlhlG;)c>jf&Gjni|1tCdxxs3u3>@^HaS4>k``7tm; z5_!Nt+nGS9jk-TIUp-Qz*OeYG8>fxx6hOK*?%(>m8aoHPiWKy`TV*^9h1HTLB(r&0 zn2kJzo5@Yy$0>Ug`rw7H>~idGux_F{K(vtKBni7#n|7*uGLg`Lyhx37nK%RF`&M@- zbJv0^FA;RhY#2Z%>U8I|$M0X~;O@t$y_1QhOmVj9Z@Bp%T%>vCE%ak$W7pg2{T;mN z{aAUN?Azng6iZ20E@s`q4Np_otNAm2ii?*q{)ya5CZ*)eMQBqzcAMFH!c z!TzE~bD+%c@S^kB3D#0jVNsI~a;&*$r#bt6O6mPE$nVgxW%y*_y?FjAliwlWS92V; z7*|BXKPRrene09Gg|SYiIuddx_or_1ZS(E(r6?iYKvRAim_6oA+3r3WXUrk<2&`VC zs*4pc^`;G=jU~yHrb3&UmfUR2F#Ej2W0l9TJD5Ajl&*uj!6)65MYU_BA-vq8-y>MP zU^gqW*1r{nC?7Vv(Qo~6syj{VCumh~^LhW#ctz~N2=Ycv_QBY4pF840n{2o`sxY~B zljQnfQ28kIS~%jR+tyN#8qou25$I_z8V2b67fRwfQ0<8-ywj+D&YCzAk{)f6jWsL2 zANy*bczN!N^(M62MMs@|8YLv|!J4^f9<5VaqM4ANq!1vPsJu1gh9Pr@O18=3Zw(44 z4$U)hq01ZCsO>xhU zlMxa_p1007l`q~^z4swnCAJyW0qrK935CQZ)hC*eGQ0s$yN^61-WH6x)a!CSqcUY_ z@!PpTSMY&sve3e;a5`MTvp)7J$$ABZ6)>JXH|Ga7f+T53!Ki(U3S%Q6o|0iUojj$p?89)!qkyxj zvMEO>0LS(a&fWz{RdB$hs|=->FSiS`Kw0qU$5ji&Yl`c!`yQZ1nMi6>ySd~vCwY3b zUT+B1Xp@~+ErJn}#KAZ<(>HPc_3$6d8l_i zjZiS_11GbSNtl{;)*_Bn9ewI1G@q1pDSAT4%3`d z{PAoDpQZHzk3X|Ud~4S@na%)rFNO8k+dG%<{o)WfsuDXSn!P&uA@-#jO>tu6{#|;l0?I33AQnI$3zrJWJP@hY6!ogeS#&gA5k61?zW2Anu)c$l_ zkHIDPB%dePME^s1%O-Luho*+}1&U2id~^T+P_Z?(i4VV;R8 zr7OS78Rn?P9bLTt%{jwvIc>h8rL=Q9X$c)D71$_!g(v;fM*By^H&cBT;a?7;Vtu*@ zZ!bP{2Ekt$DKZww9Cf_y5ZI)Zz>g7t9gNDZfR~kjghquhC)8GC!+={49IjnN<0lr~ zQtM#NA|VzJ%s&XfOnWXO!5$)o`0|uM)JXs2pVJe)W6*MC>=&4?`tzo*bJ9LyL+EqE zTdAjRm=>MSW6ySk1r3*#D?WpQZc4`o=6KiP<$0zAgpQ*2Zg*Badv@oRYpSvkdb8F$ zaCN(ZPIx<%k$r4RK*BGPqPU@yQLllQ^Vq$< zeyN}7Z-oQH8!Jp)558?IkJE|>v5y5AyB;77mqGI)wXG{@8BF@`glne^64WQRYhXbJ zvBI@EE3mN=_JfFT$2evucBuOW!VeGk?A|8s=#* z>YHEQwe8%s?e;$c#~W1T82 z`gD8xAkCrbD1tNGta9ZR9bQbQankWat9YQ%^$!y+suxFbUOFCpW*&{cI@R+@Uj(>*5T-$mtp<%-tSuG$dER|bitgAvSsSTUmx8z6%P_Yw z8-~-lH$#K#-R>#SswiA~scX=DdnN0(Nt5yC@vXYSuEB1T2$N>=#qP+U2^m%~ITo)<2|Yg0Xk8l{nJ}+^0N4|Ofssu_MBnD2fO@(sPZ;i7 z2;t)hBz51k8`7KKtNu$fWPHgh>FDn9M+7kp@1#*5bkZ{4Qn&Mok#1*|5BT|IGb~m4 zn*5yC*fx@BQgr1Y+xyxN&9^m|3sH$KVqhKnrb)D{+0SNN`G6rAC*ct94uQn1G7eo`mT)VI;EGz ze6WE3MTLXcuvY(N|CFO109~QHEr-{bW7_<<2HwdeYGk|$J^JeHfYaH6^O9i;&obU; zx$Uf2aG2v#o%IH-6`acm5~&QvX)JfttAx?<1#?h4v|T&JVDPhHvI#4T(suQ+0S+Au zy>F6;WH@3B6~hfC@quO;$QVpLt5b~}UI`exWQOJ@)WLZG?tc7z$yw07O2I}nwNTcZ zrt*N0^S&B6eF8L($+t^ zo7F*;GJ9^@m3?eT$^LKF-1eo`c4+7A&5uh%;o0N~(ez#xeX*Y!+-%n*m$DQb+$LYX z8+J?Y$6vZv$tRRGoorb)Rpd(VPl$sDG(=LSqaSIbZUdtoDpp^xfaE)wcduE{u>y1b zF4qyw30(^?HaRkaGregy)NmWiK3B;~Tr}eax$rQO@hs^!2^`lg|vH?*tJ^yi|aEjtqqQf1$yhq{4cJ>SQ~BDO?R2x7T!xlCj~no z$2~8Vhdh9--`ll5!_=$rxKO4ovMw#S8mbHA#p$XK-w>1o&78r$AI5@lLxN{)+TMm% zr%1gUT#H-CH5Yre0HYq>LXbgam=X5m|1e$7OMe(HyRlh_)B2SQhWG_yJiKq zf7{Uho-pl|3Z>2Kw^d?C@;%tn|dJXA4P@=rzn@c=U_{D`RV2X;dZO<7tBrdSJ%0h7FnO! zwEcD!CmUx;vUvx2#|Ay=Eemp=!aEW{GgiOcZ{W(FRAsx9AB6mNDS;%EXez+mB)I8j9s? zZU|`c z)sMgH^}dk9T_#mvSmrjsi{ZT2k7XD}7nq9usf!Q(r>d7{@mW9L^}4Vj9B{z9P{n`g z8uHYh3)$aH*}2;!yShTS5Plm7JZiS zOes*d!hXDt18xi;+y;hY>6f*lg;02dEk81@in{1iG!G*rh=c#TnjA7}2!o&1LqD>x z!O<|Siz=?C*rmX@x5=Q&kBW@HESn-r>dT$t{kmiRT@B&3bS;!B?924oIXJs|7M{1< zC7y3l+LZwOP0hDJV^?XGnaf;$3|;k)C?`8>*-jcKGg<$3^^i zgCh7e9?^$`K2}t;uF1CKIs<}t!nbFZSOG4ao8~bThn98*rpUMEm)7!;eHurspuUKs zrNQN~k*Oda&9^6V)^@8|~%MHQ2Za1AlbJ+|e1&5AQ zbV{8cvnD=0G=#5~NZzyJCnPoco!yzfEYLREoWsE!vaR7zkhEtij(D%(qI<;Rp=JlNxt50mj2OQqYPW9_P3|wR(ue!vb zO2M2?CXHxV@Y$qb_QDOd{ap>IS-pB>D|T#`&TCe1XlHbt(s&v}h)&IKFZ4T;gH;p2 z8K}hwINeacxj9KUsL+%m0qly$?(+CdJCY2U1UpT`&sfxR(7~1N!8KEe<_|aId#6Q8 zr~jK>0e`dW`uC9|JfydMLAv#Lwxsp&LDoUaH}c2#S*1ga^viBy!rZ;3B?V^yLp<4G zcEs;3O82zvG5?UBl5XTHtA) zDRoPy{;g-oVNuQ%RFvrZ70{S1gctW=467q(IZ$X&wuL;eDR3v(yGugz@ ze)Z+*+^cRNd6gr6TufbbMCEOIi+hBi_n7rl`L|QA^TU0NSdHGj?OQd%>5!fb=2oj> zUv>7PJ(KlmMM4rLawbZ$rE~HJEDfw&50*iDlCPZdy$_}`I7M__=SR2e?@+EZ86-%f zNA9rxB=1oZYD^71p4lcicD*1V2nxLh%Qf_ir4TaE7}Xf7C4S#T?0>kSp;XxVgb+pu zNbW4ZJ0fYgyos*K_M9hZ*mupJY$5NMyY4_ox(${=e2o%2pH)-%Gq*N&RF zfj;2nY~YGF(T^1gWNw@iNN6t1_8ikmXwJ#@T+poRRIe=7#^~ zIm}kQG^!vf!t;3!kz7sO!hTm6ep2gLsO>reN`L#d)gY%iNY}MO&WD8Zf3G_-{N3cH>{@kwPIDFNsqmW!t)DCPggJJ zHpSQ9y#De0@0Ze9N@{K@LD`f9?`{>vn$71Hd1{t0r*u{bHWrPnw~!Befd`NE!)-uK>SCRTxOKYys>II z_MSrwX@U9Y`FZ0r8Ll*;8N~DRTVN-QcvBQj)8qVLmbi^G+eFH0Ke0e4UF{67SH}ww z_J>Wfk<8ncFlx7rD-FBiDMXrXqAj?Ch-yC~M32cvrotpN5~EmM_@yvc00-n`&+K`( z1y9LYZb(ATG$s!Eg{#>ArMi6Jq!Yv7VLm z)~=ixFa@dhCmvI6woQpr5sAcL%FSS|xOK=qKh5pwK;vm5Au%;?n%X9=tCE2m_EF_i z08>L}Y1k7I%ZFaAVWm$Ew6=X0mOz~Qa%&ehnXmOF-SfJp$*I&L=P1SSMpwRYjP(Zsm1^C(9p@2YKWU z<*tQt=%RVG7dLFlkY^L}m}j~DOl_VEzZLXjXlZ;JBzC?Zr*R6mD%m{I?9|A#?0$%9 zB)2ROM~%YyAYqJ(F3hn*N)<$TCtW%{nWR$~<%J7Hy2OM&{0B8TZv9wzH}TxPN;(cg zVpM=l%nuKMO$^S|m!FJ4b(kWdLc^{iWM?JwBu}B*l28~*W0(>SO~Y47i&=cS1WC^5 zZ)fXvl?Fu7{F!J0A)8!**BEih>B}rIO*=x2H{r2)DelRumpa^d*;H-RDJqm;7>1rt zFNt%wGp>yciifk%leScC26v}HqvWHjVb@1+r<^alB=9@g6lRds!Mpx;Nl`S9(4wcm zO&hejk~trAi?tqwXA-?xX^5zahq=QTU^YM!CC^}4p^Jd0)(++lIiW@;BC#q$m7tIn8nFIx%R(;x%@y^ zy)c(!Z+BtU$fsygmWxSJUsrYdgU#5ykx+6cKixmP4#s$-MjIfD`T*`P9YqaeSf<2= zl6Xa&OdF&)3s($@9hwIlyWW_v{f#kyu}bRR&B4`6qaX|garx8zCZQB)K;tR*7=t_X zwn+m@%RC4EG`OT}W0->ImEbx4!{r8I^p;ZN}A)tlUR zTs@ATMR$-nofil)A0!nCN+1VT-H*-E8%zf^$zEek!KKEeAE@Nx_1{E(La>oUXY}?$TS_I1U{59LF5@uu!R)O+{tI zOz7jKv>H>Hn(9S{$4BS3^$60?lgCG#+tvhM=t;~xpgo&M{1r~$m-Fz3{M1YlAJN0@ z5!)(V$aVR?qf42R$vMb3`43t@TWGmIJ}_5I8uo8x*r|A^LvFolKg;XOEYq>1^_s0` zGxVu2{Fbv>$C6R)&n1&u+tJq}`Ch5+P3j3L4MIqGcku+JZUd}Sk!#3}MsDG~YQ8&E z3n3K+7(5)j4I-i}f@nbB&I{F|i&nY1-;`(w>M$~Tn4L*mD3X3Go1z?G_UNg)tSevA zVp0^(L(38d8q$%znGKiJIXg%iHl-+rI;Lq^dBOpaFRYn0mb zeXqiqEZm78t|5fwWmFr}T)*W`oJ^v(`-}|01O454ni~!xI>K$%c>Up&so7Z zGb@=JzjQ=^apsc1G-q$Iua(Q0B{a{NY(g^%%l2^nnkg|rf$wi>)VW-~+lY`SZdWE% z*%*X7F$9b;kbIB-2Q~H=OL3PKp?rb4F-H*O>2X(<1>F^yC=vmA3JAMr&#DCT6mB%^ z1A!pVN=kc~lnE4$vU^4+tBr?r&Nz%$pw5G(}kiGtUpE-L;7{l8ut66tITMm16_P9~+D(HwT}q3TD?^M?54S zJRx&t5)CM6Tix8uT_I!*B!2ab5ey#dQ=>w^Qdt+(Q+ zkW5!Em3M}rxz_Ny;b&m=EUIvccYe~_Gv?JB>T0Qiv!IBmv|Spm4Nua<0|%sKJ=4-U zC1*IN{RZ54I&iuD2-Qw3;=8i;TBMgq1IC;6V@n`ON`nIz9ioQn!TI&kpeQg&bT_N`)*Y)S}_U|iV<403s)yR(|qpCHH+?}Ml``_?#P10PY zhF|t}dtRbj`Km(KoKLo=8)j+eD_0#ppVXi6C21-K{rny@*)&JqFaX>t9oC{kKF18i z@Y@g~|EL5b=(fcAG!Ip{tkzq{BFEGV>$>*j62twSG$m`U{;XRc+k^jH_b=H03W|`7 zh_R0HU$P3@=rz)Th?As$rpmRJbJD?->xOwdt4VlfSF_e;=R=1t){r3eo~9=4WwGW< z+jWaaSxfvZd$)k*d8N7S(NdN$@5kG*8tH{V@ZOM9uV&Onc$s}bds7NGxg(*Pwau7< ziVXXeqe8ClO^1s`!!P#fhzBA5B|SZ|&Edt)Z-UXp8WPj!0U98H%bj5NdyYvjdVOnU zo$R|*!}+V#n{W8pysk?+%9^R1o8XJ+Em=PpA9t>p1f&Z>3_~=nLt7B@f)UxfaXZuY z?+*f(Ehi)+vYj9258_9pTcQe7q?sPH6x{M~PDI4OA{_6lwN6U2t1V&<0}Hke_iwEp zKmeAL@Q6bM&T*l!lA2Mq@?X_Ss_JyB*)iY4bChTb3dXR1kHV?0T_lI$0ze1_`LILn zuUH)Jp7n#jZ37SbVRb!d>B9s4C;43srDv3d^@s10iqCxfc(eD}M|h5qi^!EuW< z%=#s)=$|rX`C?6Mqs+cR zDQIOB{n5W`SWL^<}Fw@M^())pml`=`y^2NZBuc`M-3xCtrshhp#2=kI0 zL~*+E-e?6KsYLae{WG)WkKQ?H71l$B6M+++j+-S_fbI4YAQ*U<_hT(1WfJ)HUA%6! zx)iSayX`#3>J!8Kv;%(;x9q988rykQKcQGSzhbW3TYsDR=z4a~FCW44mAx-Eczb8h zOHSVfW0FwV0m!4c{244yW*xZaqcr=kSI5qXuV3-9T*i*2c`4rlqtuEIz($ZBq-R3v^e5CAxYMi zk22s)(ym-)L<#|2>K#|5KvzyB7m0H0xpJI}L!?H3Q_5!WdGEtBVjJvp8&oVrabx1e zWh^;x)wM%{D1DMgTFAmGTRn7^CLjk_= zA*LB`kG7ahr!T)Eq#7)DoUL`C9?pyVF!?HNx9mO`4`y*?2$PBRCLl=*+;rTP@fPkg zXYW(HlgKnbCJ2W?ukiyF+`)FwP zGkfp!nUuVQBUGmp(uEv&Uk$wsNXUu7@9~mTxuQ`W0!SzyImF+`DslZ?i`egwBpNVA zlI2b01PE)z1m)lF)a=PmCLcFIjbYL_G{1tPD@6%5@*lJ;k(3jhb8ztPnG5eK>0pG| z9-GvNja@1(IKXff+|INOrBanant(caH*9#^(2vL&W0dlheEEdLi>2B*sMmUYVzQ|i z6wV0=Q}yubq_9fT^S(2lj|_SaPw^O4Ueh<272)n-jgK=-@&G4`1>c)z&V#ZrHt<*#}h+MQ- z@7P^bvfc8ver;QOa=wWj0OG6zxpwPb_0iq4%PnOw`US{$n%Esi$9;(KH8_mFcx;;V zOZH7^a(X8#pX-ezKDFm0d+ph&bDH{+f)>BqnKh+sJG*jBMw4tLtd2cgO&Z^|&V}~` zzuHjPygxTms#m4a6RNN@;*dJGzopxiX;;_9Ab*hiO|U28{t z@u{-i3F-odJ2&D@BooX4PviWntIWBPG#f83h<;&Di$Fq6$LDjmTF#;qMBuGB`O(>` zi}IBhwrOP}(|5B3VJHsP;LC^$*S%Z~!ku8e-u-9a=2a9qKBZ zwhy}x&SA)bx}6QDMT8d)^iC#jU{*rFu=VS2;CA6xkVugYKMDn$Y;s67)*1ooxXg>f zQl(>$FT|2F)T%2lx6I-1A)yTZkgEb4H~00a;b+p^XV0W}=2H%W@bYv0TmwU&LhkRi zB#Nq0Ab znQ77V7(yidGKMMTO^k(2C(TBH<}ggI7RnSR6BA9&D$Bwtn@idMjI^7j^=dyG2xUL$ z?=&X|wvq|JdmM#g9xf0GBWD_eHX#X$y-8x>HgOjLFYM*Od~(hfISFf8G99brAro%` z!m${;2;TEMb2Y2ul2km;-?VJJjr%I*nZQ>`BSeTXSk~jvgHyRx3cvmbEx!AeEZT%b z^JQIXIvH|OS(~k7QnUi7Q zHk7%%^Fn#Ms6!ldJf6RvnWJ9tV4a*5#*{K0<~|b#iOF$gYi*<1Sk7L+H&zO)wciV; z7+YsU&XD6~YE%ai5!q7B=oo9VIq{b5r z)Z&kVsZ7GT^){%p+EU@Pnt1jIkroRwZg^Be-XPOXCMP^-B*IVOz}bOdhP&D%RqpuB zV0y6)j_Qpoy~KcxELLk5{&L*8a;(+(BlG1>pYbGG0UV`TvMtaQ4-4jD45o40;7!MF zTG~WQ$i|cRy+)uQC09Bh%;Wj8WA}o<;MT+ajgi*FTZ<`(Rq58}1H1gd?vJc)I8c16 zv1WgmWA$W*gVzvo^hZ3tnN*jjSg-A~-8`*%99nm4DGkATAa&@{7+@S&KHKULRkbfz zta|6yn6Cq{ndj3hVRJR8J@5OifctdmfiC~5js=5$i@0|@<+#@a8wa0=|Z=T@H?+0=CAmB}qApguj-saiEk9*+4pM3to=z)q4 zv~{fIsU z6;GVKJ**lKqXJ$r+fwN9s-)zf^CZ~rF3J_?YM!v?$@Y}eeg<4OQs~Y&8tGxq1 z_?C*lx0nPqt!?hM;14uLYUPK&vPiD9{i`~x2%OF-Z~IAp6NQ2K-ve*;tkV}o&fM0Q z)jjVHs|r_NrROj>CDPCSV~4?J=f>1luAWZN!c6)mT~G zGS@W})HN63)nVop(Ya=z0*ycMWc|`cLBsS#l3J<)ZzQeSSU$m@K8bCkrd^1MEOVq? zNS3_KuCdh~r?UIyY4~NGKfc-+3NpQqW=;OC%?~bSwR--3r)88sD`7ay&(tEYXAMA9 zI9Zxx=xNy8HP2QW63UxAnSX!L@F*tKY_DWoz#PwOx;Fl8Mb5rYGi>g2)%E{owZNkXt1W!nT6)j<-cfHp;EPwn<=;`-#`dPwtbi zYmS7Eeh~+UAG5io)OPX?w)|I3*P6xvWkleZx2003Z^+~`mGZ%`r^Tb2c$~uvhJqtnh|gS4rphcz7lcnzX}#;>H^4P$Pqj=+o@1f3y3-vJ~G(1*eZ0- z*~T(;R?J(BtNy}kvE;^Ns3BC18{D^ze%8lOCR^hJdhT_W{24)B@BOcP8kglL zUEXUtCFN!^Y`H)t1x6Jv|2!p)=zsG)>6F9_^jz)YsSxt{lQjLQ5Z>ore^7jT^S$eo z!ddq6UgD_`p6F+Cr#B+C45q(EQFt4%UR-XTpuHo*@4?n&}0srEfeDl5OFD?r**T+A(B8J|4FOj+mdV>R5beE||KYRTb z-2j=c@h`fbH{U(~qU$4DLHtXX_stJ0e_rgDYJINyiw@}Hd9LW77(~`HT4<#J6Y}O#OqDyJRW+|0xCdQw-UuA=rPQ&!iQZ zdiZyvn%!?c=>G?DdouZhzmp%;YJINzFKYkP+6usK{^I|8@2$LV=J8cWn><9v2-KQa zMr#Dhwh6?#pUkqA{iM`|bb|Cy(;$m1mspE#cq~nC*_6WNJ)h{n$^@y}FBnCJz%O_y zS_0TFk;T&AgJ8jKHq+z#i0Ef)O73)-3$BdnUimI`h-KGD>P+ZVUOLdsIT#ok z1v7?6@tDfudAJ~TtGv&b75}fq$8Ery?{v(g?V=5Y>#Sp!30i`UAQx8c<$T;fS*a<1 zc@O%3wlbB;Fk z@{D@wo&UMtfA*xo?dFGnx$^%{yl)ZxEa$&F2l!uHdEEWxyW9WS$_k$6O~e1!ZhQC^ z3agkZt)Br@>K~an+~CfrjOkjKVW@?lrx~e?URog12EsY0$2$akVDa064I+yJ+k!2^ zU$>-K{8)v?@fV#sK+?ps6)sWMaO8*#b_vqXhng|Tn!Vb+q1e05!WGOtAKbU!p!InP z|C9FhZ{$6VgrtR8_F6w4b%%Dv^1Nx@KtF!OcpD()cFN>@dMXzF?|< zEwDy}j=NiaG-LINQJ#eMfGs$6V|@ap50te|wv&IEs54lfL_Ll2F@|E6TQrf8Z;tny^lXev-}=L9m*#<4I>r3hzpbm-uc%8!#E z;4C>EFf8TyseA;i36mdVSbg%vRTn|&Je(tVT0plxRlDi2tP_sSsr^jFET{sSI0BDS zlEGv`u=XgTch(HQx3X|0cJi0mwb>kWM2I@h*4SXgRtRz8faXxe11x#ipX`D9uNkUYV+8&B$Y?`*Ulu2}rA zd=WZ+vSVGMwcmiqs~JLT5^fZ0TBeR>YW^B_)2RGzLz?1Q)UZ4TXG=N1);Pi&X72}l zT+0aCa|?NY__25!U-h65Zl@x-^Gj7B%w{n?tjx^X|NVGZ`tJ`i>c=-9WIPyIwzMXC zm^P~ieaH%10F(?VDI@SD?dRzrD27{HmmH zeqHreMTPqE}d`$G9GT2j^6Yr48u(ZU420hsT>N_5fl0XnyF(XV_}KX^ccd z2y{k|l;d{}d@43CEU}gsuLb$7LQ@6j)LESx1xBoLmZo>1KyMuU=wxl}r1F4YaYsgD zsb3*g`*mAC2PBkA&un^u9;_ajFXp#(CgtC5#_gOrru&T&YePXn_2?8w&>sAOBa}{Y zgvGD491CIKH!6w)S~8C488q><(Bh<>t~0Q>u4r{eYkXXXyY}HsUi}wCGlLCAoszPl z2vnwMa0=7+Xo-`^u}6H^WIi^X&X4|+uO20uJ3t~s=9+i9 zyG3M#K)dnv7i5#(QfM#uYmUsui|ka)efVMAV)t1RaPu$d_CUWb=9ZA~3oz((-7LR0 zhog@FxL@b<{DF`X&~d?oM(a@g78NqkivLF5Q*TaBI@5xxA8l88ZWz(V;^yt4{sN3i*16%ER4$CF^`n zqblW<5YZZeb(4ZzwIZr z-)_~}pPst<$+MyGGjMBcAnHV`UrFAj1)!jyR{mpE(W=K>N zC#T~q`?-;qu{j9e+6#K+bBlJ!>|1xK6s;M@BFtKRCf{h^lT{(6Ec4-Es{hn6az z;B-AM#(xU-)-Tn0tSu?2^SJVffn;SBRJ-#eYb{^sV&}`l-nGLu<(;gsweR3}3C@>4 zKldm!6n&q|aCr0C^P;Swv6sL~*F)y-a;jC?Vb`KRhQCv?{>1rU&!>Z6XeeCk`jBcR z;dz_7;FtH;8U5u!4+`SMLo(l^ihRQ7#Gmu_vdq)Em7lFbP`+atf3B5mf7hw945*|g zmfWW@$0`BVD_=dOOVUjyH7bq=^5vMhr5ql5ZwU zwn)M$1?SJ1yc(1D?QgQ&RP5n@737|xfFD+Zcy_AVj{npdzb_KR16N84Yl;sm{qCqc z-Zh)W4evFa^zIC^8K2h~2i!#Flk0P^Va@S7cApPy964Eo*;qSYl?4ND6c?WbKN-@2 zwUsk8_s!nibQOf04u*-%v49*-e zzHN-_-8X{)Mh#Y6o5=Tpb$Sq=yaT1*dQ8m)=DDbs6mhokN{pVriJ(|S*$Ol<7VTb7 zZX7eTh}$R~fz@c&+8x)=xU5vuD76Rpv1FaG*5dX%DzD(qqRDtfnbCe3LKEB0HoXt` zd&@Y@;?wU zzk3uYaWgr1G2Ej2#PDUv;RE&0mHqAf`HzYAS5Cg`z%2V$tk(K_O{=NBTf+h0sm8u< zksK20N1B?=Qp>BWAMM;i16Be|1Rp3BS3bQRBbY^e)Vam-i! zndQH$g+u~P`c9Xm)2u(0d{_9T5)$2HFnP&04RJ?P`M1f7jBkbITb^8M)|c)#+Pc8AvQafwNLX)5_cryhl!D^DijVdqss29tl9vDEo}pm#*re41em-&>>O zee**Y@{5{;+`r;Gbr7_dB-r7s-6AhgPkV3=yCbsoHI!{y`0IYL{4KyKw?OD?sGRl2 zFM*pa6~%Oh%GA#_JX*eXd*WWL{I>C%zq18C@vOKND^JG3zPgFNd%RIlzn}kXQONjo zBw~E*r12nv`ci&gFL``r{xQC`{}^A8)A8jXnAT=bo_?t)wok{_#B&q<+vc43lV162 z_4lvma$Sv;F;DokZ13G0zOS&j>wOVP9jDl!*KZ=Y&9zD&*HaXl7iuP7zO+HCy2P&zJecDQ15|3jH=At=ZbVG=z_RonPfWF*T)W;O*V~|0sJ4u&B1L ze_TXBL`u3vL_nmG9zse%LQy(Jq`QYWAktle(u0H|ozh544js~+LpRL-jQ8UGzTbP_ z-+TYhdLGtUYk&6Idxm}XS+mbxYde%qnhuweJ@jY`E%^RiJ)?Gqmg8|^^6i8+qWLG> zPm=E>w38Oa0uD^Q5j^u6JJh2R$xOoSIP=mww_HC|KhkB)kJNe1KPsuqr1I$~eM_ashkg9GtD#~(NDj&4PMRA(Ol-8kSxbx7yBn-SduB zcYPNV-$c_MvOv0LG5M7%>Kt-EK!@Si>NZZ*uPP5wBUT?T8m@N-z(K!K zg#(V*jUizZVhQs4Z4NR9*#|G48qgO#CeRB&INRybnz^?&Nrl44I~F==%-p4wb4y5I3sR9d)!11YmM?8L zOl`%i%wr!Frt9WvKTy)Gd6As`0^o=-?=Ll1DQ`-88S}`XGfB;6?)bTlF<_VO#BW!p z!yRRr|8g;_FYnI8s0H8P{oqdr{82)9wEN6m5$SC=72S1SXuqvh68lfpr3+)*ubCxeI4lgPcE^3*WHUgaDEc#`7 zJ!*f*X7m_*dTJ7>`;Ml9IL_c5YXOnk?ETKooxaD(rKLe|5 z_%|Ea*IRCxp0npDue=rcBBsG7jOV%jbKZP%qk4{9deOA8;%acm#+( zrOOQOm0eEXdv-$Z5kmV3YY@P9;7ln`3wM(WXSM9b^cR6i%2Aax7=$ku^kG_Vy_4O0 z2XdPx1|e991QqpuK-hf{rUaEz`o&$Plvq%*o0Jl&daDS`5LKOr7S4m>w&BYaC^KJW z_r9Vy7+jDD@`80jHWb`2+ytP82XRq8?R`c0)kTVxFqb^N;Tl_J19tebloV@=38zG` zX~8OCu1v|R5KN+ycuXb;Ec!RE zWBxNL#XRxxcrIWOO60s{O_ulmZ1wm~?4kC=L%_Ll9H>nrG}UB5p7>b}US#7ZA1@s> z&;Rguvz`b#%-cKaSnppt@H|rKNjlvcrP6p{=}vL9eO)1o@@V9cFC~lbGwylEMj%5nk&RMYcZ@ANM+m8w$ezL9qTx1ht5}R~iM;;-mj?^aW zodfZ2gD;KH`B697pLdKP>W(o~i%za)_|wI{ylJeprK$b4>xKn1KU`&C4vBg74i+JG z-Ii(ot)5%-$Twlzys&79x!au1Oz1VP=Z_xVf~85s*g6v55WTu_{h9dD6<%W58yF6z zeRmc+MdWWv-GNZ79r5=h=Y*Beb|jw<$ryF@C)6kYzB4vb2<6jATjv(DFa}RV4erQ29+sn>h&2f((E>{xq zIpx^r0K2ii7t_)E-7?OD`zKWFdZYW+6`{JrU8O>6R%#yO6Wi-F2O*B2sgN1_uPAGEbVr4)c2jKL`iD| zB#tvFdhsb%;RqIJSxwD6-wk{0{$q z74n|E;D^(#%&>G{4Cn(c{a78v`1dqy4|)v)(Q?-1zL(6J7tMa~TR2M-h=O{*8@td3TIson%j4VIK6KU*E7!XZ|gX9VEtTr_B> zXR(^lr6-F34pffr1B3oUOJ|mC>#kJ6`S-)%b+iT@^irV$b!vy}@>5!CdF3CDTHPu` z#-*w~Ncb&BXKnYzDEAK>L_E-u<@{SrzIJ4>;HZE7Yt(oAdQM27M*W+xXw5h5044gB zjz69gHP+P9)c)HkJpw`>-ri<@t{igv(UW)IPt9+g?dv28AQThTTH7~9YmXF12nA&1 zvNK`gkFL`PDd$d4rIN$15aN==Xeo=!qOoxb?>-28M8LwrJv3>Ytb+(v-3c|q2Q24` z4zh;ck6KX$i`j-~B)AyZ+PZE4c_^B-` z-Lc3J)3Y=`m%oft?LZMnLm z={3b|8M$NV{c$@SPV4>z6W|bkfoBC~u9%`;W3o?V9QL2CP(b}e#pzP<`><9tpzlSc z=wSH${woZ7geL&AM~tWpU3z$b>k82xHZ&|*<)ca7D4ku((|E<81M;G*TbU{_h~K*V zcV3P$!?t9_c*S5)ZG0<}2c;f;xAN5_oZgMyK!^!dtQ6mkDki&?iGwPB^u6RZsMdWN z&yF${jNK1Ip;-(n@1oR-@c=stUi0oVsx~RM%FN|0aEh%mb$QRQGd`8S9OzDh2AWPK z1>)h1m|u%nvHOEAZzh_%Pth;$88=3Q%746>grCOy{k9ZSvE&bQ4)qHij%+w~Tg=MT zbZdyX)Zq-P+wZ@LG&`}Hdx&ssJiIvdn_Lfz-Kn)EA3jXkUpQP5yqH-UuhcngU^-zJ z*&k2Iq4NvhO@Yo$;Oo^z%39v3{UXqU^n54mnM<-%zM6c@rOxlU?JyaxrF})%cFIBf z@k{ABvdSMKY5|%eKg~Ks!ap1gB0~leVl0Jd71KANX9>s4K0R30)5v4Yi>pQ+_d2g! zxeh_yKwOf)ZlGT)Gp0M>$_#llXALgu(Q%A*MUo5UZ;d_q${d-SSx+-HTIck3+~HVFq*+b^z#At*f01 zO;OW`ois%fDJ2WptuJr4hOZ}&TG}t|b&tySIv z(g%=yL5c+_v^KPR`RRA@qM8lSgAFvsavV#zEaE!zH%XIVQK+$ad(tDVJ$Thsxy@T+ zu<%J5WxMiTQjfi4uPC>7Wy|S@m@z+DOQh*&Fk^1|qGXJipG=@!BL=?8^h{$rSw=@= z#J>*Oq`S%NstnpZQ5J8PMA`I5m!l;GZPH>h3*G^%JVaxZ>3@sKCbXw68;%)6Jy?<| z5sU{Jf*YbSw(_!>^ui>=9rs+s+iewaC`*=m4QU{R%65+~t2kekbNY>n^ojyxe@k$$ zDA|X98gL+1=I*<+9F4}vbXl-h=oR%>Guxo>yCl#nis`qp7vk+KzdHba9h#RN=(!e? z2*0!}k_y~aG6`k5@y3KRnfY4=j)OX^^@h0xObIhawA`ztQZ7pPyA36b7?IfD zYT&nRC9D{cq~H4AYOuc|(SKLZc}3ZRyEvY4O8N+DKIk-HglOOqz_Erud|=B9jNdMk!%MH8jk2>2?@PQ1MXyxZ8#)(wI@h^h7cBzXnC zQ@5Jf{u5YEyq)!5gU!U-b7+Kse`#7%yxsg?n}&+Ful-9fAao)l-cI!|(LyJ0#M=}8 zEtnGA9nhCXv<_>b%^Z z{{#IO7%QfF;@^T1;K1qsU%UxUF;PyH7d`0p>|cR%Q^ zjXBT${;Ff9vph=N6n)Fj^lG-=>wOOHv7X$?aauBVx1CDvEIN$x%oqFYeuA5FKE+=m zr*o81Z(KLCsD`nV^~5C%*|z|kZcypA%jzM|^=i4#%8&}~gWrq=R^|XY*g)K1^Y-E? zau>K5Aw1<1OB&g8oT|{ExhQ__Kh8>PRaY*#>tvZSt2~sqacG}?j)y;X(2AL-lc7Um zHP+&>k%@D9&|+2mkhV?`D7N^i)rcwjX+L^g%(Hv45KIvj-Z5G1NtH_1JgNsB29f`87{pK>w;e|`()Izc_uEsDU#DsY zhdj?rksZ@TZTj;<*+?T*2#^v7D42_gOI= z&~;xn2p0_-3l4Y78I&xQEzhcXvGaKqx_D}>9Q1-f4WXCN<9_(?qDSwC5!>oV53}-Y z1duHR8yH-TIsmdJoN{!M5Mg1of{sTc{aN^8PV>v{jmAoeqVAiY?KjfqjKjosn_LHV zr=C?g(U>7d2E*#|oJtSR(`hzLWjE{(GzP7zkSwcifSTLboEwJ-D<^h(K@hx@BfvQ4R9OKJYMu{n**%$IIc1?R>Yqs`VMx z!;7^ZI>hN-|CDvh#)q6S3bh1R{si|24P8sGQV$;5me|V(IlPTCB&!Rh1iaLy@j+*S zX~e?rA<9|6{F}4Dw%NS4HC%yjBuj-^lrpKL2NLLf_wu8t58&_PhlAA5-;WLzpLzt6 z97r-CDS{*c(i4!Rr=*P??it)3?Y5;m-Smp8`t``a7W0z<^~mQ>o!3P@@f*CNd{7Vg zQ_yK3LOBg|%64@qr@`AR3Jc{lG0o0;n)DX$4UtyKtmH+4QB69ZS%VYx6&lvH^q{!*aD zWfuHmD&a#)1O1xbdQ~pWRI@i#+Mjl98GO9YUDiJVT?*hYNlLt(=(0%Y1~bL)I-nQu zyWr%tczg6E3d)^2|LL;LIR_-dn;a1SwxzKL2oH2JK?W>t3gY~xBjlS5N{uSHxv)k_rtU=QBQ5W z1yNNuB!ZAB+p(uT%w&#FYoKN$T`rIcCm9-%O2K7z<@>D${?g+xyZ#d#pV?LPH~crc z6^(K3ADRUJ;r{^EyUy%N|92aDpkoMd{evDH3@rbk#$$FB{0B8Qvn%62sKJl<@b79% z@xYBR{_-Dh*O`t zL8UD_1^&az{}1$EU~sVJ|7$QfgzNqnFmTzC-=@W`Gask^FX+F6Z!#Yj{A=(H=Hu-D z0t5g3h5XeIyb?r{u)|xOfssbyQ|5-A(=3R+Q1uLQ(U<>BP6z6_>!(-BR5u-bdhn(! zDQ-{Lqj2Y#sCEm&a4Vc5|;DcieRkLvG_wpkwX1)y3B7sNStR?v}lXKKf$c z8Z34OypgU=V-Jl+Tp$oyv)w0DfH^Gf>yd}w2zy@B}lRQp=sIWhe+s~Oq8ZC|M*6Da} z+^|s7uev%;GLl#Cgi*#?@R#Z~$^~V$1ubU8|Y5@Aat=`@#u`F$w80`+OWW&yki5cj(-P!^onPLvijlIs;O*8xA4m(9EKvyXp&?xvlI=1j0#7##R`bK7G)uC=UUqvr$ z*;dh3;QdM@9*u0UWH>TAot$Q6EjqZ#j7<(Uepe>&>9OD%LEw$o*X)MFwJf^c9Es@G z@f#~Bz89OSa;k}}8rpKR3;9;;FzjLu$38KOlM1@IT(0e8_*|h2ayWqY@_N-I4N`Hy@o+?LN4X?6?z=zMGMudghC{lY7I;zH#H; z14VD)Mw>YN%`(DLrU3VRv_s!%Gz=eFmtKXcX?h~s7PsdaEN$UU{hT727~#j$+fwRp z7`}X^aCId}e(XzvY3a`-x%J{ovg#HPQi~1d2c#Xl(Nk&4vhjAQFB`k3$^`rT8mo#4 zZZ&}tjw!irqC(DehWCJMO5+zPO*D@2fXc+KY6?}QPZDF;`JeirE`zDfB{aHP;*wiX zYTRBv7fHArdC;fm&;IZGRmX6xD^2gQWhj*3OcvE%J-PTPmwx*BiSV=~na(45VA6uUGL%|A9h=n+fFn<{EBg0BOI_7#>|13}=~?5{8&g7ZCEt zG`+w?qKVPr z??zf{T^%DybmOsXnV=;n zp5}6|v!zyY``Bh%<&TU4BwN{3MU7)r-mH407_1rwi0&Cb=2DdwdOzv!`9&!dP(0x+ z1C)_?XZgZgG~0Sk?BJ0#vZ&ka@#nwZl6uU5Z%N6ce|X$@fPM4I=l>Z88xcvQ%UtSZt(4M#EG?A?4idr-Ni;Aey!VDdnxiHt6cGH zRSn>$QZt@Zo7g^BuPp{7Jt?ZZp=VPR*+dys*hJ6MA=*ts>}lbMW}`Dh3;lh(H~wFz zQ}n$MtzwO0tuN1T&g9QnEoSxRrlzsLM2P`FFq874nQ%ljxW|OpBghjZ-K^miR0L2; zW=f_Q7zJbnXFFloll>h9G?~i3Yz$I(KV24p3I)PjQC=7Seq3#P{v6839wpXHxAkm+&4aNzyxl#TG484+p)JRP!BIWfV3l!FMoUzU zC9nnuSi^k?Hm`wFkUc_TAq_ z`QQf|yfk?HR=OSMcM(l+6io_gh_Yc2CeD&;aMWLw$k^m`_b!{#EnxmO-T#)*>?vG- zCWKAyRrmpycmn~00~Oa!r6LNeo3B`k;AnF2uHi&2gc@55#wY9#yCL6 zTCZS8hH%P+f&oO}PXU|KLNCZ8xYRl@9A9DV&A3x*|Va5$Rp9WzFq;j^8jXv23b*OH~%b)zG|!YWe6 zsodyVu+XyyHt!a_2I>%6G46F>Rc4G8tDH}2(Oy0**Sw|M@uPEnSTMv&z-XIaRb@#T z#lHNix~Ubjj%tDBn#Hr7IaC7}N)O~bpMy1-G2A;~^SPjo8OW+iihAvxH)FeJL%3G) z4s}3>8fX1Wi&@GWd4@RroJ|TAbEGmAp)@}m$S3eC8CUu?vGk%$p!jYT;n=$0MRi+< z^QW)mzw#Tl2^fY?<5JHkbZ(P|ZS#@3U@^In$yfWUR3qHSVe=apm42=8MrrW0A=F_b z+6`CK3Iolfz5GZX>q>>XjWl{Z-MV$K&7J9jf#pKNQ|%{N9foN=eck#Mn65RXys%za zprJ~A7LqvYv82Q%=UFK}yd?mw2yoPX1m*+wW+k7#9}V#*mj&Yz{(trD?1OZB59u-` zE$R@LFnQG3AvPH3+R-(>6aW}xVt{|h)gV98+7UlXLOuPmbBhvhTZppSo1r>TaPm9X zWXn~=^fkn*z(bp$!=%mpjQPH+I*oJS(Jn)_*kJNt%shRsoROx7#M-T-R{8-6BQ0zp zHdMkDK3tox$iNs4$oh=vJs0d#7Ydc?x9HVD6uOP{y0Sj}Ht+bkTA8&3TE^9VKd11Hk$RGwHYCwW;0FgIO8g-|Td#2#&~X?Bso8j`aW$F? zG_9FzVTNtpTXex`b)mwk_93bcW}IwfnRLGR4x1;#alj2v_YYQYW!$r+psIL_mKROq zM-IkeQyv!hpT9+hgHD`zCI zIeJKMty-QRrgxf;7%CP$?yNgIf4W=d2D3M|ud@w!4rJ3h^8@R{z!JKASeIw+%*x>> zr`6Z{`!Dt(f-lcc1z(0Lh2_NM=?)(D-zVoI`= zRunbytX(SDEwwiW^WD*vU2L6I8v|~>@p{Ia?p+3S4xXaUBaLoLY&YMm(K+_GBP8gI z5bj+K9>v@4o|`kf_-j6EOLHG~x6{|%Mn3xN)@?wshDA-zsy2~2!(z+H_zA);8^=cl z_~ULiU_;YC)5DPbZgl&!{=?^ble^QUOJG+HZEf6-JkCY;kcX#0?>VhJ@8Rjzdf4RL z{~d6V&a~A{bVP?VYs|ZH1-lL9wpoV%a@#~vOQ=E2(HAw$sQ0bj*jK_WQSVz5tOID& zC|Z;b!r2R>LUGkiHLWB~qA5GZWI`>?x;uaJnpRm_N0;bW-li({^?PG$xnqz+B14Fs zJN8nl@A(4dY4~&bh&vKzoR1rrJ=M=rC8S760%1mkvCa6i2#+2&J8LT^OTH@k_j}bd zAC{_(7rV8AWaCNu?#@XU{*#im?ac{2hZ+kyCy&W*_?0AQ43#=+QxC&wM*x$lHe=aC z4=B>R^?*iHpc2u0!9?qNHq7T|N~1`#MpcDo(KDPU zIKIX1SV1Mq9qr3 zvcfZ->~SDyTD&Bq2m!a)G8uM2ZfT8YTBbN2iFTZZ4wLH{RS#9XsqS{E+1_uV3R$2c z@QmJ8XhCnG^;IGweCb7E!y;xG5UR8p&G8 zT7a%PNafX5$4(vPTAuz3&g!*|J2dYRCGJ@Z&YGU!9}UmA1!pbK@&%vw_?n*K3y12S z`3r}do+%558j}UpGo>?Bg>^TM&*i$O5NsTwIrUXBiBk)IT*W3%ZTz}&19fx1uE1Av zNU!p0-n^?~+4En z%KKSD=9+m`8D}*EyS{^;C(;IjT$>+mSY>e0)S@l*KX%l_q+#zD!evjX+V2is^>8*? ztF_NNw6~iQbn5m$gzkj51FuMY&gXl>+C+`{GD6=enwZ(%iHEcamA!< z8XWVT4HW!=DX??KcV^`-!heO~0v4kxM&TK1Hhbo{cI_HL=!| z?enQocp=hGZdWYb7TZk!>f?#MX`g{77<4{a(_GV!#v3W9ranc!dP3ZW48_mC+LD_% z)|T1j6Fr~s_JYEaqV<#RKzNw-tnf~TTx0b4^CZB-HL2Vs#lBfnBw~BrWa~~ApTkY_ zcv*BCirVrJMv7w#E;XdE>DdQ`xZo95)fwLqBc^)tk4lZ_TLpvu0}=CI`(IO=>k+jJ zEUrXH6k6rA-CG=sK3RI6dURj3P5mHzTAqDw_|0A`ev(=?{Q^+|7RmJMO3YNkVfb@B zq3#CY)((ZB?j5_fzJo_#p9AshFj^ac`n4+@4hl{;MI|SVMPnO?teLv~R_LyK3@sGN zSQO@4l&Y9}-XN|uQ|Y!`8`lOghHnwcR=HA1$_VpWU;{ zg;2@!%F%eRXlq;LO*)6LhHD=9w|nBA^Mn`|ZANWXT3Wt>ltQ1I)881#Kge^TR3az? z#E~$3j(hcS@LF!5Mc+(%7;PXtW#R2}rCUgZ;63WdGBTKW(zj3KS9g8_G$$RqA=Pom zd;-@-m>i=J-c-wzH;qYpUTr)MKV*AM+t?~I>&l{Bm*&tckSu}@?L{U`uhpZw6Iky} z7!l>6oiM)kxMv>{_leiy!nd;tH*4}gpWLYz~`UG@gXnD60XrD-D-TPdh z(M)}@cPk$I=K5n&*ZZV2gLU!>M>>+OUa#T03%yDHS|MxO+JM}Xl!0eNd*$71oTjM z%gCO*cJ}&7@_sP7i5R*f2L7J)MIxY@qM-;oCC+YJiKblsN?6&0V-4ZX%ZN|8x__ve zcXYFM{d@S*G#jU5TF;r7Y}L$_jTP}aV(>d13}g0d)hLKg!>D`+HkBU29NM|G>tCPCgXSu zfqBy^8;tow!)75bv6F-jhJvGp&kOu*JDbmkTe_4bPm(PvUh?nY&W@0pKRJ2+;3?X1 zjXKwrp;`3Z;Gd^EqB3i*Fs=Vs6>4%H0LRpC|=pXbZrCOitdQ%eWz4rJj`hn@$sX$is#Nem0 z=bd_J=M&~M=gkRv=!+CIb-;;%1Y4rYrpE`jYqx4&r`R<6#dk4%{^si^!qY{%;f2Q7S3MFN0prkr<7qgQqNL0|aIed0N>Ke)1Du0%Q#wiL8qS>Mlg8ot!% z(on^D?vc@XF6q($xi1vVF-f5WS2};ZEUL~M;`6a3|tdgQtE?i zOhmC2G3lhNB@&CloF_|ng%D~QOpiCDdgkNFHC0r&_zxTh2L>D>DNCAUn z)qnYI!N2^rUq^pMZ$*pL{yO@L1oKMpFTYJg9^7wAkoVQF!2QV`0fNBB`$4w@3EpjW zqYsa`icv4Ec->*V7bqq5Kq5-=?K@un3VH!TMOJ$Hu*YZKgko3o-dEIPEWB;Pe)jTw z&vAcW`)O9CGTR!ef|Vx~($Swl~kj%iikxQ6IJhnEISO2G<;3t(^{& zTIqbdfX~JrlID5XEDU`=rz$_3{N{GL=zmv*DI4yhc8~uq@Ro8Xa_VkE%+vSr_n*8n zZ|6N=Q;zvjeyYAFyb_gFL zx965r@M+z1zlE$v0U7!7#na9r=~T%IkS1~=m#gkPTc*=I^~T-`(|prT)Asc=;t+If zPqd>uHvC&g)3np9^=jVvXnI(+XzoNuq&6HjbT(pJSGFvti6dy_y|pBh_$$Ta)Z2n?ABYf zZH!-_V9X}6U!W!2fTdp-925k4uTbdqfuQZP`hg1b*vj0T=Lqu*tB>zjEi}I+_wN`3 zxl6HwEP2YGNn9A+X3b*f4TR7&dhV>2JQWgwIeygM6y=7)bexqO^MqmB;ro>g6xtV$ zSObf&-a<+pOzX0F5p;%iJ8@Iv%J>%%n*?VavoDjBJ#0r81u5I{pO*NxEOauqjAcc1 znH;TbDXnCx@amm_hmZ7(I^gZZbS}yQm3Sojq;>Pv)lbYC#Qpb%<{sFL+{osjT*TKh z^MA16Aj8LvF@T?oahRb?)=eYp^eX&V=I2``7`oV^=GUxz>)H}!9=lhXWMkyt#G8<* zUK4eiriS}%5IF5&o4qvdMmTxiRqc#@je5xEwdB+2H(7=rx}xuwSd-#_McbZlK#ZFz z>%+mGiqwSx?BStjvb;U6#!k*f{qxf66g%VOR;3b-U|k;SfgGZ7 zcQC(rO_g`jX=peu-efGjey$S;zs+G(`h3WJW*%DpB2OHuvFz z3!2nlC+=O6qdz6?dO_u>XU{?W0eJ30XHriaV1omncfmbBU#F^ev@6|S35LI4LulL!ZKuapKco2oJ@2g*(Y9`Ne`=3# z{u+*jbjBEngRyuP@U{;!4E8^CjF|}_yszvYTdhB;0(oXVfU_Ie{;1*n38d!dDLPiV z*M*{Kof^AiwaMuntqP^hU>H!|kSOuBPYJCie6)&-3BN>ftoHFFhh6wdsO;1jiOK2n zG^-zq6U(cc5)d_7E)k4%h{mST0Z@1=U_)Jbt+f$iw|7zBz}madUr1_}@$@wNBC+p) zOT<*3YoN)Ur60lZKzP(my)6ACqTGVHkN&wOJV-Y^gJ^e);xLaGv(Dvv9T3>PRv{ zyEuuyh62K9(Vt+Bv9!^{#QEzTjSgeA!Y&5E!84PL{KZ3#?%K~`ODE9Hc!f|0uNx!w z8L^}exio9z^XJLJLreDoWLBZ)?&&`6t5DCiyhG9R$+1p4L5=tC%?q{J`ycGsB5<^; zu71fWJEL9H6kcU#ZFkg#?DPz_zU9dGTFY!JH5JXA*e@I#sC^-pk`H%&?r`u@e66X} zeqGqsH>uL^0R`cWcURNInF;=xiT}R}f0Y#|k{nSlJuQ!E$-AEnFxB4QHF#*B_YgDe0!5WJNLc=1M4--pV#_%c2(@V7Ctw}`YyaN zPZR9d){Sgg+BY3! zs*u^hMVfgt@1cnY?@v|+qeuSBLbaiYSts5j(am~%8>UR_UNHxJ&j8#raU=`r?f*7y6)8kr%4D#}j&}|Jlp`G;Sv2 zQ2O7-0kH4JZjp&d7nR87YL>ABca^)`6+=_RPfoT-_(fMqJvYOZBui4qHiz&768_mzLP&&$pIW+1X;v3>}+`(*X`nD4W0;hd4^l= za-Y<+Et5t@^72G2;)y8agAtOCpvSzCVMQFmY;&Q9|9JxKa(?|3pZsq6l`9ykzvd6h zU-O3~YVj~RKUz736S#qKh4PPyL&@UBOXAjTNkYrV1N1Q4hFM<%^rqz_B)+~9P7IRs z45_4N>Wx>z*?YBlP^Z$~#-Pd9HIOQ<*k)!&MyDV#X*{k19{M3PkaezR$x}~QI%HaL zE~7kUR~RwrJl^e>vvY=1q`mL~VWcd*TJ+!y$MDlEXIOvfaponr1-LxN6%#N;8bd1dlCah+YWUG6x# zF|_^Aoo1?@f1AynYO29`8{$sKKlA42Te@iivy9?L{_TzPgge(=SwW%#Nf@LU5xGeT zke+}f4Uz&#k|4>0BnuLtG^r#iE-G#nL1pI4_oY_pIF%l%+>Yn56G0DsjN%3KP<0d! zpodDKcs4!s1&YVhL!Y8}1wB+7#oy6GAEEdsdgyZ$kD-Ukp?C>BR1?KR=%F$w{*@l8 zisFg%P{npUz{9SSfJUWAGNlt2F2caNxC{m}8QJ|Lpy_D~5)=ZX0Y8XX2PFR%5;>)q zxQkwe;oS7cRN|Q@Ri>NC?p;3T^iW=LJxiTTlh#1WxEuLi~`Ec=5MZLkJMB5 z%UBB9QQ@qowz9t;k=Nyy${%i{7f2U zrR1K|-wHr|HNB7?gR#17Gv*>{9(+*XLtCZ(isPFNSz*O|LQv;O#`3pj`N*~);qB*l zXJ#05-M_z)acuv*C{|~YZ$@rUln>I z(c=&d(aMrP-JY0X&EkIbC(S1P_LT z9OHAxsVGLH(#$a;x`W}DL+bCg3-(vq`w)Y|_v1u$pfbph7bgu6AT|dA|FWrfssy#= zR62V=>nyVVwbi2)FgQnod0Kn2j&t&TU7s*Or;9qe=@S9)>bJ-B4HX>? z9xAs^{`GOapCl}x_qz16ThayM0@2fY>rLOHyF83ro$##P=NZe0{LSQq_#Dy zBOqzMe&Ma)E4BZl*ODmk2AB2X+Q_xL&z~J@6sH{5+Mj=+iRIUg^^A@4x%s7yPlE_K zJH+APW38YVq5$ycPbQm&g)2OLxTML`HR^kRv-2U7*6ytyx|rHpob8}m0YKtp*0HX2 zv{E4Wkiza(`9r;&>Jr_d=5qx5RLwo~V8h_tZ@8zjEtv|{2_H1#ldVbma|4IYJc_?T zXWzTD%VELoPB^&=;jE=N3N?^-cK( zI(Ury@%m6RWD~B*mgTQh0xj0cmX)|u4MMg4h&ikZ8nLGEEyJ^GV$D4^Ses2cM}l~1 z>??gz&iz#@2GDrgG}&dy9xa$3BaSvhcEw{)6e?Deav3WMdSqaJmiRwiF#zR@RZ8&l zDwGtKh|P;86F~Ax8Y3W)1duco|3Cl%ou&v#ECD0~#ghmixhNh@07*yj1OiA7ipLQ^ zvQRvQ0Fn>#nh1iLR1}XVsL4k07=oHlD4s}A^A*LT2x?#;w*>A&>IR%u8E}j8a*bjW`L>3t9f*fITSY z!G=>vvVxoBx%59IDFk%?>C1Jj=e}EJyDVV41(OctL(Mgson&S+%Y4vv{d#b^?3h#x zn9PG?f)lBDFvg|V6ds3&KThIsc9CW|UeoD`^nA&({m?TmQq40w*ou z6oRDue=zgtkwcmc)z|b_=%^j)e>iE32Sv_AFlY0>TXEx{hvxqQ2mS{>7#rUF51kR! z3I238?jO|oNg8h65qu}o`*aZYc(!3l`=}{+^gXGd{Q1`t1pe7<9o@3jdo|4-WPJs> z``0@654EjgXDiPpk*{Id_huw6K3BXJs@Rc~9_kSHbV2qbU7G<4k3l)`tSd4gBGNi3 zq)8gyb}w>fYW9dL?8wkWfStK-gjR>O=+u@PXxjFm=EDn3r;%j~bIIpjwKZ7U)t=kt zo#k@u*iAE|m0kEjZ<_;M$Yf>cPJvu>&J1dMpyycY@8f>0^+s;vo?%oPV+4TH(c53s z5yvkd4(l<>iObH9=C9+9cKM78bcDT-1{0fvOLV@zRT>&qVe^a<=G9a}R*lx(YFW`Z zvkUe)WOYAH&9G&b~OM^VjG-ZKVy7iT2@sj<+nJ(>T11>rRAQ z8%niB^D|%t+b_YY;jl1_ZrcBd&@)79o9K*Ktg&Ys=cnJeEtY3sbT)$y?Xn`2sU~<* z8jjvVA39lv=W%_!~@KCBIe-*PD=kXX%z5h8V3hywU1bup<(`gtvs;SSSRuz zCTm{4*SH!KS!XYs(YP_i*M%orsb^T3Qz@)9>}2_-M_z?M)l88?g!C6n>M z$WU?|H!Kb%$ML}8P_h~~OfAL_fx=4|GeEF zbibA|{&TV@6i6UUdick*)iSFsd^HCwVIenbI35qG1X_zB9Ew zs=C-w@C-v9?H?{2g&Tb)p^X7ZWEZ2Afb6!MqP(ZI2iu6V0e<-wKh_=trCg+jQjrj$Yct#$q_{sj5cLomOR4{B1uy7JfCiCix5L|yXe z>0EqNGEcAwTvZyVGgo;=jJ4JOiG@BmR&jQx{%u)+K)_p7JF^m)x z@pzMdll?HORrM^aAfM>s{+Gz>!_%J?lvAddJO3oXceN89&I6W{Of?e*q9M|~QfuOr8bHstKU)xEwpc6+j z(iz1>L|R1h5|`al*<)mkUlw;hs+Ha2Ot;x0W)Kgsi+y@I?jq@!n(KZjPWfnr-*4(e*t?f}<2}kgO%be~MpKuD3bdZv zdXE$t^d!1(_uT1W(33of^jO18nrIt@qG} zE7gidd2$R2*JdGica6h!M_TQzCNtUhoSv3MzuHlI5^Ux1sORQ4O6&#r?jD^Vkz@mY zj{0-C8>|aNNiK{t!08$=Elh=56Ax}*!bS}=t|z|++OKSd`6Z}qg@B2vgB}zW+tGRb z%9B5mMxdF*EYY-XXL0?YZy#^@jOfIdh z`^~@mo*Ka)(F5#uAYG@HTra4-=M{qxVhoE9|MguJZcy%tT?Cs$~Kx#0D_2wm^6*T3Tn32A7z6;|h;I zL=;L|RvCL%rrR6Kjt6&?8Vd_0vqB0~U)`&)RyGL7B{cenA1z_dl&gYlK0O?7ud&H^SSc` z$Hw!SWCP|Wg7Pp@K~|99|1lQgz^hDm3ApF zHk}FV>N4!A^424MC}PnIv&G^s|H$?`EY988y@k6Vfklt+*ZzJd!cS=IN4%7z>xe{K zqd`%I2rMnEY=`U?uF+44HkWt{7QJ3&SuNKWurv{1@%DTn=jd}M)9mzI_h+DH^Y;8U zsJM78Nn@FjXF%Y{3sbPd%yQP=l)2>Slx5Z>Oo0YKUH0oK*j#ooL-Z%AqL_w4LXttrROFSpvLw3o)(1}DUoX;vUR?jzi~RqZv{|BN4udvH%qI-sJNnmLnFWp*p?r0sG`7XA z2WNE( zvWfk1gb7v5456**Xgrp7#ex5L#fA&^E-3i03oM8^N?I;AkeiNrtWil+5SrPK=jV7g z!h-sz=g~;r1W-3B%JFv6VME=*Zys|Y*n(7ZH&fG)@Fnv1eK z?4`Iiz=N6SR32V~#In`AtA#I8?&7&LB8RSkBF7OW1a-xFGFxXdu|=>>>&~fcLt9e! z*DaO|mB;B+jWEQfEXPJ9XeTA;po=mh%1<}}{h1Xo=lyGTyPy$(`m8|}gd1~_(uZAa zNI8MIpoYG5tJUXm|0jv_=)~P#yh}rV8LLi|T0@K`Cf^oN2QMU0yTI4p+<9`mu*s!l z9_3hGb3Op8UZz?jf+prruL7)uJ>klK(@iFnQm_q!DJ6BUaSbLfMmGDjTY^nH~xB>riKLQl{`pr8-PPlN!G_&+EJ zssVHGEyu&Js4L*!dUtg~Ug!8ia0QTme{KGqa31C#qxS3nCIPfFV7E{Y_O|LKsnv%x zDlkI+Sq|#p)r%079T~6wDFw6Ndqn)pwKW5&Wjz9Sa6{Oz+c5i=QRA;<4gwCez+{J% zrv9|qLkfql7t|Vk@lwQcSJ43TNo19$Y!dl6CIx)`j?=cnTej_!)*amI(| z3I}sag9Pf=#4NN{lr1yop5lc|Y_QNxZYI<>o8jaLt+9S>GCf++0+``T-= z7-X>Mf8>g?;Y!eShCz8ocfBSqw}D9jO8s7w@aeb^a~=_Y7j3483^TVY=F(SM_-BzjjkD`jIY1mDD5WxbouVOu zdKz>h+d&HU(t&!_-*RuC!KZbWC7kfW-aUicV+uqOd7@d`LEWF4TeV-|w2#b1{9%gl zC?`ZVB#1WR%;==Z=n-fR0h%}a`MVO*Kf+3$p%1T_a{0QH`{=D#pKC%j+M=p%piSB0 z&aBZ~Zs1vUgW5)x%=tAj`K9A@Q?}VR=PMYYpA^5?Weu*r_BvqL*E zL_PT+SkN7~+uNh=FFO%VTS26j+Z{OcR8% z@(7YF>;e1LVDpLGQ5(aDZkHa3mw1ale{q~@Xs+HEY29~RZ z`2*HzM0k_Ts%Q6PcVLd34y}qyVqwurewBh|QbrBk46gCMX7c@^aYd<|j;1kX!r<1n zl+m?m@pPMp*L9QZ11)Fvr=(~W^KUx|yhaUuNkwCom)d(;Grsm^H#YNj+qJy2z70sj zPWq(~4uszi+F!Ckg)kE9tI0swK-#Zv5H$Xq8}wRw4g##cB|f%+1^(;n1dsFUMEqz2 zBf8w*zro(phLBl6jyWSdX#TI?1m2+EWH|1iqNwmuZx7qQeU;-C8K8^@_1q=F0!{t@ z`tknNjyHa;5%KL?Z;$h*#h*5k|CjDy_@K}HmxBMKpsD{-rkxu7ztpEDurhEnwg;{H zzZ4iIizjY|e_Ps{o2c6eaubPO>HO#FuEeiX|GA7MCHj9Z^hXPN<^L#QhJyZ|tCf6s zrSyN?QI0Qffkyu?mn#Xa4P5m=cbNZc9zQMmf6f!5LjUife+=~h9M+=;E%d*F*BEU$ zZ-3ms0VHPpqCAM3shkvS^g-|^k>C6Pn^sfnTTd}*sYIXP+=dI>vyTpCvi zn8eT44q(DSI_=wo1LmC%$zH&-I$&d&ET`&y|E{B*@lvj==YH|UM-3@&5@Q(c-XR+j z2wy@R`B-7HdP(p>L>=*oPty4pQb23seBxc6n!+r0(gAJafZ{h({KRFTu@W41iYFTe<6-XW7g`Z%k=)mg@E$RDey2joU__^$8P z{L$U4YcA-<7xZ>G>d<#TMwmt&&yh%5#fLs=8z!Pw7iuShZw3M=whErw@MK{*=r_XCG^jb`+!=D;&4M+m*Q;>^5;vohlj0#~>Oq zsm!e{lRbd+d-oBUQ1>>zHa<=*nNF(_3!_FEt=y+7l@23(nGW19(fVjOv(6dj`WXV& zd1kjPEqtFAhD_)ZPIXl6;$`ZQE3zqX}x(SWkwEb}!IY9)9=&w|1eit>u^NU|TcyXm-W;|LH4dxl*U zW%LIw*BR)B|h{J;dh_*-QZP;4HTa(nYPWM4KGR5^%4Hy_9p>z-+bb^AnH~F*e-rJ-l8-A zsUDoX@$e4!z}03MChe&T2=TyK4ulxHN4zC`xWw_ViUif?2F$;1P!QN}7UHdzeAmY$ z0}lWR(Dn7`{~Z8^4FR$fk+DrO5W*NiKu!q}yhK>CAL>k4y|Sc$L@^drL=L~K5LaPw zY;D_IN_=%j{c;p|VMFYS$zJSobT|RuIrUp`=v21aec-q5A4->WD``~@rL4KDaP7HS zh+X+U3~Z;lu32{rtUqg-TaD-yQ)i|u7C3;j9FcM_wGhzvS>_iA(`KB)Mk1l#GO^&h z9Z*84Nst9+J2dC9T+=`I4F{M+R$Fu3Z+k@ zHgH7ZufDdI_w$02&2xkvK(27?ci4u%(M_rV>tQ^fFb_<{%eIg(3lO1PU5u%@=YjaZ z##svbbz==6_LW0dOB?>SPb2zs6Dje==S1BwmN@qmgTxdC$BY|_Kif9woSB5lR+qoN z>tS&IT6ikd!x(?ZSQfT^N0iOrXA>=T&K$Do4VmlGzRS-|nY0;V6^G6u+S~uGg7zhU zDy=;-ITvdMB{T+ZQnpq)BILwJig13GZvZ2fk65FO#Jl1>qZmg>w`?R0OK>-2=v0hu zrKHDWNd%+mp359Ka2S{|Hfp%l`(n+`w(KYa>VK1Bhb*01%x5k z7_5n8Q&SA06ox|M(WVRi!MFn3nlwYL-evE!ZqlsY1x(7=`8Xgt-n=X9B+Q&?vgtqN-bpX(v~)*H`);zlPACgwhJ+`S;uGN9VwW} z6-=Ik>Ls0Wi}}5y?(B1F)To8Y@Z_=C1c&3d+;amyj!&`9gzj;&Ja@Ww_wVz5v-^H# z({t6$p#rfBrmg4fJJIlfn7#Bq-N+ zED4Vw-YtMw*U1h9@ou_xZEpo}%=eq%ql>73g!tzbB4dgxZKK4Wx;Tpu1x?GM@W}I# z)7Vd&72h#9@fMb=8Q$#%2CIqNy+n+ob<|1P-W5h|4e`=_^X<{HmyhZPG}vCYIyj43 z$71G4MIfMrrrTZXT7*W&f%wP3A`wK0*DxvRS(%jPW5gmWe>RYeLVh5&AId02NvO3i z0eAH=FUTgq$}JegxAIrM!Txn^@J;i2AKx?&`VDlmi3jgLCTaEp+aw5PJrTn2TV9^P zXsP(ruDmzW$d8E5fhG!vIO6B8FDSOowD9;}2PtXrrD2~h~) zi_b^sh@c;6Avj8KVn{On)4q@sU~0)V0ZWf4Yb#guV+iCrRoe$Wdg3s;d!h>l1o+ukLz3dE#@ zCRcNi-&W|{XVA!2M?jN4yn~=LHZaXESHe=SsGt~Yxx*1}&R=m`{(a}V><|?|g---W z50(i@6Wh^yDs+LV6~xUaV1#soYof@N!PJ|BTEt=S9f)dMh@8UF-h+2RXSR6WK0Fp7 z32DtWLGAngc7E22Fb(EJ+jX>DrYW~#!uHeUg%D~giaQ^g0#1cFGnaK>eI7xwP;XIF zMWfS6=Sl|er|E0YN&-1b&a^bvX*P3`ul?uIho*@>dsr%`pAlBmUBc|XUh0Y7_!5M# z#{YgHItQ9|1-2ntlN<%TaBNa74h0t_sKhl}Vy#>nJGEI|*ZvSagvRP|qORfDl-m$p z5_YHZ^>n@agfM0bXHI*&VXz#F;%6;2$6-B`3I)C(dJL+QY0Ay(-R0kP7J zWL9lIkp`*~R@SF?zm|h&a#T?oY3ZS!P{$bu8W2UE5(r|ADy3(@_@#BS8BqM?;&jo- zo=(`5Ev4W;P~3G(+WU-li8cdRf_#lYd<=W#Bb4DAAKz-o4@SpZ4p9Q6;^T(?5WUJ4 zMKIMEL5#WNd=-_DXW#gP4W7@XZzwYfLt4`6djN(iGh)Onj1*a}+^-;?-}KPX`5gM6 zz`N!;e1A!FAv!!5^??oMey!BQNu%rttYAqCEPogM4h4782bjli2p+Zu`r8#W|7KPFFTnpv#kL@v#V-s>;d~L5p)PsW**5Shza1 zqed+05wg0}ndQQkW&Y#&kG=TcCGj5L%1$QJe?fgqDo_;L2*k!uNx?_!35{ouJTr5s zJ~KH>R6qRXCrhU`pf#UR$*L%@oyn`M<$kTUE$pVJC+M-1@FB;6jt0{UyzZ;u(*xo6 z9$+O$)X^N%P*WtL`+R;@+)}>h(#f^1e+$&fqaKra?eDc`DE8;Fj)i>YLr7W|m8RL7 zhCoa4Bv6q<*SgE5&Q5Wo^cw9{y(;9UHt;I)Z*}xU&wnmTVOx&Uj`xY#RU3>|ou-QI zl`Va#K~XqTWg3N$-#Kas?@NB^RY0tld3-t%`p2vm$=XT{TjQo{dI%=9SkQDR*DtfuP%&g7gd1% z$+zmBfU5SSGFbv1fvA+lY)L-;dlw;u)@1GsXh?n(P$r0fETN&Cwer;4Y{BD zZO=<(JL5$*=dtD@(G#3-^d`FEaB&vL&4r(5^BSDj<#-1ScX5#)fx9-!lvw-IrFXE@Ed7 z`$BmEJL}`SY}IzjV129&@RjZyU+l}%G0%F*v6G}482e=G7OSv`tQ$9GQWGGQ(|px> z;=+_@W>s~TX|p0c8-^a{0;NaLimI@H`!Eb)MgzVR?Q>yQgePNnP7>O!2t4woKch)F zu)XXgcwQ-qXn=}n%*+|iG33gj7x|ghP%LK1W2>%{`{LXsjq#ml`3j16?QOfDz=SSZ z;M69<0wf#JS&H)*zvfvOF;J0+IX*}9R--U;e_Htgg4%Qv9;CS2 z|66g#w%!!i?bR{-`ESM5GmEst=>zgsaXWYXpipC2R9}-}7++53yvfnN{T))Mf>d>6 z=uoq6=+Zw@uh|f*O((6n`=jRDc-*)YJY1-T)a3cy<8|ww!NKJ#{;`vr$2;%L9k($J zw6KT>4$VKiHaHO zb!{KHrOxlm1J?J{C##PJFMwtpsKopva z$j=Ve0ZOw*_@k9l!eLeUZY+ZIR`G#QiZ6QQoB<7R*o^)6f)vDhs@7C)4_^#hOT0bY z4iAo>tLR0wIEdXYZ7r`l0bQhZXDlz|a0bQ&si2A8vHci{>qfK7fd5ptrC_CP^ zn9co<5b6e2;0S)qF|)~fBc3zwf%;&sSeuCg{wqF>lT@by0c`q$V2(0vK4`cEfBp&(k*@ZXmb910#G)DH<_$> zd7NoS5XaRaHEJhrtyfcG3J#gRe9vJQ#QIVE1&k+^!#hYqi@^k=zZ5glfbsX$84u{~ z+7&QkdR%2azo_aQ_#rJOwHCOHrc)yeThf~FL^T$dzkj%1B|84%?a>0Wn8!W(Meq1? zi?S_o!4AWbIb{Fm?rm25Tn3%M#2366ErE+<^5v@mL8Nhc%L*f*HoP)`!^m;JM*5O_ z!?5yixAZX`O-sF2n}aICUSMP4unl38)LmY;+vdmF)~!1T`^>a!lIVqNizopPwG(C^ zR`1}&_ysq;`y>yDw)FLEaSvA8Waqow?zLr5=xT!m7U4Uiu z`FEq%$NOTJzWWHR6OReg;dD)-lUZLU3+~)SS|Rcs7xkA+t}YvrOw)%L8@ydsjHYR z`Nt+~bUd&&njKu39-$JR&pv=~J)KvThCKXxFaACBrqXX7Cm}f4AtY!o?un~-O)BVZ zYi3(Z?t#wpQwio_Q+n~GY1j(n(Nw~y{upKwf)g$u^gR#R2$gx9r$B58L- z)~0?B!tME+c^UMz%+IIq3_8|GNB7MePxkgdydG?yls7zW-4=gNPuQXnMkJ{E<&&+q zm7x@_&d&I$MHlOjlz|EnPdOL}9{O9_A~D>b@7rRQ3L!E`Eh7wf=@bB-T4b5vsSGfH zhYQVZ%R~DtbNBe=A$oq8t{u&x0zTr8Xp4PIl~*mSF}SL`FEb znRB(#j;;!Q*#roSPa>ht1(g2;V7l%NX$7KrLmsbMml2!6FR!hX>)o1~4XceJZkDXM zKwtK?8Al4X-K68W?`S)Iue&0Rk+2~WsUBPKvTQr(3K*%Ff&0yD=Ez@3a2+-y?m%dB z@eK&qMLG0>)CJ`YPAFER5ArKrUd0I9@lA~QUqS5|>ZCnS02L%?V_=RKm|eAc^DPnX zTUH@r>T~OjkwXNSn4!fw%$Z=4ZT0n0zUV_iW1=v1rThE<$C*X&Bx!9L1VBqdK|}A1 zLPG~bXMv$`IWaTUfAF(5wAF+{6{Q43^r{wvh`yn?5Yum@-)gPQW+r8M0f>Q)_6A0l zdgfnVHzzP~u<5rm%7mg+yd6Q`S@hWNLj#oe2WT`ADCF>J`F>$fp4S+Vn0~?}odl%= z{TkfJv^;!-en@dMq@T#T$#@{4#Dl|dCP+Km6$tk~ikSz8kes7TJlyCv`p34NxeKhA zwzWNs^n20I_Dc`2PI62G&$1iro44&N5=Jr^jGMypMi<9zD{NL>8@ybpXI;p&hQrq~ z2=Y_mkepfwevYX06sl7a4%Yg`j?#`g44tpzV-#)D^qlwRI@fG=khoRGJT}3IYE?`8 zdLWcH`{S@7@40fHQQ`sQ!BGz$=gK%hHi;URj^*8TqhMf zckS9AV(r;n-<_DKE}tI0a3bWT=+*BdHav2(zSLSoe-U{9)1qo)E_Nn{kw;)w@g{zH zh`-k3LvGSSa4a6i#xJwuNmL7oQ@tYn6=b<++InId*SVrqBIvxVre7o^9+7?+&dMi3 zMg{u34W+-@*#{pJfGj7X#wKTB?m?arO;bjo=8oVr^_?EP1CMgpNV({#vF!?0BJWDf zB+&8RzrfFf-#?Xofw+T*pR!!@J)3Z;8$hm)lC2jd=3H&-`oPymFK3_bu!&=$Z;OO{ z8pn-v2g%u?4ywtEeStdA_)G_Fi<;Ik)>Zm~s%8gU`|{!EDF^tqwmd8|Qqwc+;c{`^ zOH;n!*!+)AAc=VkPC!h&Nethsu+DFTL|6s#lN7TAeti2BCeYTv-uSEItKdL_gH5~% zP8`1($OQJicrl~-jsFsdBxLzi{<&LNxIFIRSe6+o*l(RA@ZJg^mcv?}=Lds;QkWK| zaIqc+hGX$62@)Dl11#YqIJTWqQv+;cNSg=x0s^K-*Gc*d|4y^RXbYo6A*T#36ifp1 z$1Mq(-S>M`MYy>S$K;K7Yaz zkM$(0laXl5p&Ro$$ZJX{?YpwK?n}1db7$sM@0U-scg$i4Ld2*&)6k6 zK6+{3%hXe^KVXX$kcsxyGg+>l>J2jMi7t2Wf&_lxKajB9nX?iFGM9=!2YWnwBuC=w zJ_EbNEO^&`;@e-XjO^zJ;SYGGYFpJA*p>5kpn5M}QLud6*e-`J(`YjX;+Qv0YGcyY zaENF@>uJ8P6D;IL9On46%Sn^Q9!4ZPLGKEKylRm{-AidptkYfE4)s0m(7_5XBfCN6 zfe5(VNvodlPBQY4{Spmh6@Iuw?M8vDiI^YohA;h2AhWNtB zHp9T_&^acrcgcIkjE$^^(uTM+-b0jzgl`L@y2>sv8{EPVds*wT_JP21Ye}eSekr1K z2Icu+E_kG+2%jaj>~o(B&IoTS<%4bEUKK-A#pP*LlS7-8`D~Id2RY&*?LK2IL`ES< zc!FLn9mLGv=4O%c)!e+*b`k^!n|Tu!W)UGwvdZ>}Cdm7jZp%%EAX`vrke&f$R(e2?sNGholvfvq6$Z}w5DBN4w z9era@`W!NL_)k1WA2M#xZCiX~+hIG&eMHSxB^^3W4?mayFTD1$Jy!;-TB$U+lH|AU z!>tQ_tr&E61tETV=;PQCF%@ujtyUP*Fk+U$Y1z_|`xKqp^Vd5!ARm9MOrSsJ`YiPm zdgQAH+nC9)*^$L|tv>qrX^}hGIP=|tho_c}{>ru_G>vTr}*J5Spx?8_g+F-NbzD9*@Yg%VBbY+clc^}>*(sJ;GsIS6Y2EV&3 zhPhwH-#uete>+`WDnr(el-0WvSUqVMPXXch~NBxW53EB)3{ zir-MGvnq%snL>#*R7gUm`65ySVbKOvlX{qY@=nBCUdX$WG^rmRYm@H^{7M#ZHx-Zu zwRy?g&kNTNvx$p-j>>E#tT2)JOX%C4UIi)rIV?#TT)zSQIp5l0-vCuN@#V*zLdH1R z%>cxKLc_tY_kAG{VpTqTaso2neHImf#GvGS`126Nh9vj!Kd`W8;!1WzjQ29Q+U zZxa1A`qqqdOSX!9oBywYH|pE*Z`6Z!DE=|Hv-CDNzWdL?J*ujgJ-)x5dV>o0za~`x z0Tfjh2mhk*25lZRB^>|(WK}hXxc_+e2=MwWev*I>0Iurk2o->y{HAZe|JJu->3Gr; zTHr@;u-|{_nx2%39maEQ9s+sF6KO!4FZ8p4A+jHvrHlR87_PX#J1j2OJl>K;UTd;|0RfgXtvJY;BB8JHxl#ird(js`jW5ISdWSXpZ1AG&MI=V}nQ%jfcuXPhGGJy?o0PsCOXCmdq!%46=0A9lVK1h;#|75RLC>km zY#}b6?S+x^ie6d6k4bnL8Qst+owRi1BFT`fx_^q}>5N=nQkMt^$Gcw+aD>ZG8U1w7G=tm``Tj$t9&kFr< zvz{O3T+M{u54wJ4>sxq-Pjj1(TD2aPmo|U4`+a^*FW{a9*@+f051oodse&wl8_cN+ zkA@YHsPFw9$MEYa;?y0<)Ri>Qg7dp2RYBxt7DI4c!RmE%wha?Ha_z?V@S@$EL7xHxLC+&Uki=o*jpzK!h5y%$?rgRNAka~pB z^iIR={x;ZU^_j~MdeI4ZW<{8vK$stO4PB7Iy5~E~czpjvmi0pN5)<4i)GGH9`dy~z)AnL>r2%`j#eiOT?H?e!`ns&PWZyy2A z!Q482@C+X)3l28*mkhpol{ntlB?EZM*D%PF1~8%KBxsJ43!GP8slt?8Bc1k^mG|Q# z4f0GMG@(q2m9j+-P*jtUp5{pdNJRMDLe5bf_g1sbl!JBrkWl$o5Onl6d6!o%n#WF_ zZk|j!8xZp0a#6pcpLTQ*kHB^5q=MSD`{x4BeD&E_7Oi{yRVkOgON-}-nlsHJc5(Gs z`8U6Vwrq`Y>!0h&476rOuZKn+yT2NpwvCkREpe3pBSjWpIT~eL+|6y%|Ml?5Op&z# zNeis6%wAgbqU$C@l=uEXtCdmV;o`1|V@Dq15Ax)Yi9#xHuDAVIi!&D?()aV4_DpezgLIqWzmV>a zH|}R$SK<5;b^U4jedfvz{1KVb zvxsgWWrjN$A5a~4Q!EtF95`16wnwHGugQMU93upn#HEZ29`KMY&Lt)}`8i`Qa^I+W z^_w+D4hzlF@GDN7rjJ*8ffT-i+mi-M@to8zg*s zU+k>)q>SP{Zr;V)Ucvyx;$1ISf$qBan*@@jpUN**t8-H^)SK-`8Bx6S4G}{8e(NK# zthKk3^tZpONW(ogrNC^jH%U7@$Cv(+z>Npq#Rr)-PfFytxaCLg^1crOKDLUtx zqy_^^i}#rs4_uT4l8;JH0{|wytjYvhOTwFaOunt~Esk(`oumv7Ac8agVr={BH-C%= zT(4ti%tCX+r90o=KP5>myBSNCX4-W7V+6$CUz2^TaiGxtgN~zJOQdfbYo>3j+u6QK zH`KoB2o>VsqoC2zzG@2=g70Gh-6Ld;1D2x8)GY}m1&T;nIOt-7Ad5FA9@gh=1#cVK zby$*@FM#N;D8f5PFrUAo2)s6FpHYJPED?G!w8?f+g65!CS}e;>t}~okZ@)c=laMH5 z2v?!WLMj-b^xQ!BeDhl-E-@g!G-XQPNVR8e}8Rr;&QDJYiSESKTmHNT^davgAqJ-wn5{@ z7_&P+>AI~*JOSdXd))Qz?&}FI+3>qxrgQKbiSZTiXm?N%+Fd_Cq?0uU<0+(@g#dRS zWDv2=Be3mncYpJ6)n<(D?O}UAy$F@Uh^;^lKZAy z+>S1cV5VAZ-nG%LeFApD;J?;?;80BOgY|4kRvO`F`YFO(ZLob`5@8?wlN-?)}ByjZ@gH-2-xE*kWqMBv?`#^FVK zJ-B+AQ)$BGW51rfvejCu9-{22nHY0w4o){whiV<(s6M`0u&KV+gQ4!z9?Kt#KVTNA zGMnvKGy8;=pG)UkH8wOwh%MnyS+p6GdDRgdS9$vo)d@2=$5Apo@%8;a_{{NA7p7Mz^{Al@*p3DAwt+)g(%oa8SV=q4 zTsZd=&7aCAtMctuo^SdNgg2IXWZ10^JTRQ6N73%Z)({>|!wzQaTK>SZ*^jyo5;L(h zmz@^N(96arwdHlI&WSs`fU$3GD=yrr_9MZpT^!LVhZR*Wx+N?tg-g&^@2t!DujuE> zB3atrKN#Dn`Sa*sEijJV{wXsm8q@tXy_j0=@yvnk!(XoVtapl7zoRAl{?6wvzv%JL z=~3e`cg>-pUg>$$LU$`Lss)0qKE;*vldJkV*}2r>l0>&{wQ?8q3ZW+o z?!}AY;JN)LFx94$4$plSXE^8MeJ$T7LiH1+L6)6I*Pvq1NP{ zgq`ALo-9FL#unRCWHFy2aggB;y7ck;G=w7jbw7NEgiypE*@{u%u%pw3}CiWH@I^9=svl_B3tZA1@W~ z>R`}(yt;W*?EOSH2d9|fusqbjx04R1dbb$X@y@gaZP?j5R8T;i_LF;X)!kLJKr&FT z?R+g#>tuLa&BO&skDDdxbFq?Zl0Vd;F|F+*b}=5->`l&@M&p=FHQviu2BbA8`6#lf zstc*&rzB$=2zzukb$-~`^SHQsNaM49|MfXJv(5JIfY`!@qck13ahA(?O~iLA!@-Nq zWyd%o)j>s2!QeJP4HhB^=qTFTy|!y!O^nAKN*749I)}cA7a)u7y*H zJ!IbKJsjr@&g*$xZt5*Iy50RD&b+<>-mjJ@wmm-AIi94{T6Z*D9JcAtR8~?kKL5U8 zrNX(Id@4$}5t)(x#@_Kxot^iVcHQ5i+$yrBQey@h^KeUF1OC`IRHGI!R0cG3$uUk^ zr8J`&>b2!Y!DjGtvf5Hc*g6#VJQUb9q#eUOq(7v01-sGTQaZ%CR&OWjOa;G&omqyi zHLM-3NDlEYAxJ&tp%xdEefAeDcbjt4v99+m(=4*(pWt;y)MD;-ixO+Ooiy^{hm7~TCE`d;YuOU0gV)#Crhu3&Jy;-Ars^)wAF3@cL z<2e`pb|bW4Z^)SA$yX0!lxMs7@C*y|CX~9MVLIed z?;!%1&xSlNPkCVPB9;KmOE@Qdom5$4whc$*Pn28T`3Su-CLb_buN@Uv06p;~kNcl( ztjT&$j1F{uEfWudrlL~`*j`OR32p(Q)NJ@brP>;hxfmB=*y!Nl7p~=U z*k`0=Jz~9u1hf<6T~3oeF8oCzF?WFFZT#j1Ui*Pil`?)m4n14AMZy^#K zaIoFi5Xq6UuoQ*?#&g|}TXP49+`#XjqjuLNEAe>yd=x+sPWg~6)$UXQ7 zw1``GiH;;`LM5qk`Oo2BMT)=EYAW#0%6!x0fsdND!DM)^_~#negoEteR5A49PtoY* z_eitGH?@rX!~+qLOE=7>DfQO@yoVJKm#F-w2e_jP9SB#`xIS~Afk5aNQhaNi!)}{6 zjmx9^oRWJWtl`FDOT*E`i>Nq8XCVc(gysjafo$RT z4plLIQ9{S~K31*}g+O^>x@yr+y28UhNP7iE7d3rx7(_3(Nk?mizq6vic#vo!gy>L_ z)>h2uLU;j@H93SYu!X9KcDKlOKO8vXvUS{@DU9!mj`RB*V+f1#XEnp`Z+Hs(Had>m z`GlPLQc(9i@_W|)hG4H;8MLcLFiLb_M(*Xr?hW%hOFYA#spF5JyzI)BP!vui*U1Pjb4#Q=HBCvV;|;NRXd0ATg%EmHzZ0APT>4v=Hv z9}O`01w10vIgrpvtKDM6b5U5hm?i=;x1h9OMXc#W^Fr5{FM`$wvKUfkqXV1Fl=bUj zb97>!V9+KwTxt?jYaGz4rFmA0hJC+m3$%KSKAj!kc~j#EqJCmhApPOP3VWIhWe{Lk zdh}`LgeUQ_WMSqr@Xx>>ryK1h=db?hq&U4!*La)32B*l-2{hJFtBU4wB7}-xYLbjt$nb*{#XIhq;NdEczFV#XK+XWyr@%C7k0m=j;sLAI#qS^@^>HLtcF>h%`0DKAfT<2?-2r6Y@(;ch*$@5s?n-_t|!N zd0SLzIHZHZZ!$TRCk1R_+5+n$y)u(-!KA8J1>BAQ8oK-wYGG7^alI!Cg`qF_` zgVHu%92nGz{EX?VIt&+~!>w&1IwQ=`uShIa0Ftm5-0GYsLbiepC-pjTM%Wq)vOjCd zLN$^CAR?v@e*V2S!s zH~CWt3(6!U#8$TMZa%gl^F0EyVAz1o2ERe@m9f+3Nve;5SHxB~-VuXAUJi@8q}YmT zj;({5YyueLp(JHtv`V}pqEKyY9O8Yt{M{H#DwM||0y)9Ctq3wxDwM771(hx~78Ez@ z4fb)}=ZkAxLM+zsT}akge7HsKBC7XWG0e0VC}ec`{FxbzT%fz zMeePj-d47V>N9^w)(RMMN-zVl8RCu2e`81h=$52%7!aF5JpLDMQ~}DNM)7LEfisVQ z#ZnDcF9`fmsXUM&F@7vWi^_&a7A%pAEnI?Rbr_Le@eZoW#BlbqFSsljvB)Gv#Xd$~>Z3i=)5Q0)TvzX&Sb6`{@Y`6oZCl&S zh1-|&>zyX^1u&4DWy?xXX^tfqW^Ba{+ywvj%(Wv;8>EhAM0GDzF`gR>vJj7+xM7Em z;YncL)O-G;v=Uj}-!}04@KKPH@4m?Z%<&Pp)`ow6uQz2}K=m=Qlk)&!dHVh8q8$HV z%~B@4C4cS0-Xg|$I0lHz^F-O?{$-Jsx2zj{92BFzdvx?C#wpP|+LDV6c`alVR3ug# z;S6>&+zg}(;b%qFq!SeO0c5I?jGF1TaD|wHrjJ|xBbR+}>KZIhGq2x7hiI0E?%iaNnx)?EuwiqM=1@D}V5@#X=A4hYl9^N_4}#r==m1cHpPeB5 zHz1&)B|-mSNRC#)5K^IGp;?r{*yK?#M3tEaNx31xu69)AL2)qJSIYlDVF2*;NxuI7 zgTfqw{|klr%xs1sjPc~MGhi1<)#2TZ!j$zxtpV3h-%USH!d^HPYBo(fEd0mZwIPl#6{<5rrXKW9nhI0G;b8EhK?P(z$lbK z8A4DfJS81|gF?samO`iH4yb=LaYWIQXcbYW09%X1p6X&?W$67arTnG4I2?EK0T&Rd z!-VU^%Gx%e1%J|%g?r=Xo8DlW)loNMwQa@q4 zX&0IOT(rZIfT70kahM10vE-EA=V6EA@EdWM8~utHZ$XI}$Jg<$BA+Ijpf)u`TvNq=tJ9T<1L3LoF6uDtC7` zqC129+Z3x+4v2`Rt79D-blO^7h#kh`r_Wp#A*!xHV?3XKL(_{2I3n(ax|N0&kUn9L zUuTnA*k-(#f&-tVXw`|`=`+NOW<*x5YifPhVG)G`=ej6Vz z3)<8)BWb7&>hZgYv&qj;^OF>exOM3*6Ny&F7w*d?WoJG8xj??($-I&}ivD$g_n=KH zhcsCE#W^56Wo=rTYh(86!IWdUU?vO;dhHTg(>EMLhEy&lq-nm6tZsF zLZ|2POrxjeJ_EV}@qG)qa%A~PAcii8T9ed3>`XjF>N!4#Qk<>jGg#yTk?}jTxb#$v zbiZCzQ`!T0m69L8qLzsvj;hF{fek*O$e>2O5bKNT{T**+8|R6RZj0N^Y~4+Xzdte$ zrAY=xld%N78TAHkpekT<8t*5SC79Xe72c)9=zI)i>I9IdW@279ed+Y-1$0+6o-m`0 zH2o>`o<*xf!pp*=_3`$hrwI*gg+Z{ft#bK;iyH0n{kwVzfVM9*XIb>kA@#1x>@^np z=<2uub+?gkkA}hC1>OK&Va#fFW;?lW+r2vZT=p9i>wU z-#V{i)G%O6);J_Tj5lJ!+&$%o8U>{tZ zJX%lJ*P+|f=uZ?!e8;}^XVOZk%M+bf<$Uk+P`L~6gydyhWkhs4fhDE1gWMl}Bk@f1 zdLidovH!a-oWagx-;IMW)HnQ<2CvbgxR%ZH;Ty6?j=dSK( z>W+2}ap$Z~zrhccC)sG3`g23fXyP~9G?c}Du1vaeR9%L&neVr=tv}#jXWMvYsV*gypqHN|2_yv= z9n$Z<`9byQ2Rywq7XM{3D@T|BTZO9 zsts{Eqo1-6d(R{Fw$)&3CkSa3=+W7VZ+}AEZLTeU$&NQL{dC6MUf--JpcbvG70jLY z5J7Xs3y2^YF3Ex7CBMb+oHn~Z2R`}}s*h{-FM=gIWPFyCkI|q!IA+?TB3U}Emtycp zd*8=r!gNcYf7gX;eUoC><2kOiWBS{mko$rSMj+#?w4#)4Vs$=lGi4B;O6MB|0i#V- zRCwFEAXuBfSsI90ZzcueAE!uk{Uj!M08x@Y1^^c5_CH6-xC+@WAyBTSZgGO2x}6<@ zI%If(6lbEYpNOO|m35)GIJiWDV?jDNQWTkEAs2=?iX94u9o;k3de-WuIw!W>$47?H z8l`ZrHJ6j6CYO_zrtpB<07_D5)Yx_ukw8UycHp5!Z3p8B0P(wgn z2y${1!`KQxXHH0$=E<;0!=MEC_tJ0)C|d=zW%lMFq}s#S^!dSimry3ZlQ`1pjMjI- zMf7yP7@lu_;8{w=&2Vq~qxhL7cyL?B?*rv0qW3Jv2hO>WR%PxlHclkXxxb3Y9W}=- zwK1hz3M*Rr+u*-FGwy=RQytcmoK!IY6`w3)jN6)mS{J5kqg-X94~RXC=64o^dk-EZ z>j?apZb%9ERB{7ui&~sB7cSa36w!_}c4B%>9 z*9;JM)>Fg{qi(@OZ{FiD@6&iq1t~nd&%zom5+;~!_OeJ9FiO(|XWe1v3k8; zWB000|2!6A;wRl=0_XrAl3XAGG)anBfJXga|6gHO9T(Nswdc^?(%l`>Af2MLA|MTt z0s_)8fFLOiLnE04 z$^m^0g7Ekp&OeG^b1n*sZ8d4aEr@lN0$zuAYF6`HZ+G*Y&m({=4KKGkqC@T`wi&f4 zAEb;{&kh`M5I*8>^rJl75G9X=DMSFIFm4tAAL`&@?O+2U**xGOxd`Al22!_9OHqLc zY@J9%ZQh_~&lGhG*i#NGl1S&{VKZIpeWJ(=L%F|*87uU@rKg>NDJaCiSkKW;$?018 zRQQvYu9}G);c{V*r7fHnC6PGwbnWQlieU`I;S}b$r+)9E~XDQxsd*RGKVC9!plbAAbb!QL!NG9}KwNkQxc`x;c5jXTNqqfhVX zT81=UdUc#65AVZ(tks|NDL+_0j$YwMtw~ML6u(xKMQp&%0(l=7 zmwO>pkXu8W+7+;RE^bphH*yhb3T-}W%Ru-2$uQ(AMB0u1J?cH(4B_y=3~h;{>P2zx z);M+NG@7Ae>>U;5P8JEO0Egk>S&E+h>sUh4eAf?uC8+gWEpBwDlCX<4Qdch=3GjBv z*>v)dx7Vgn>>Qn_{=9Wn9M7KN)6bi`lW{Lz`uqxf<@}?)`-5+Bj#shJNTr~#@Mkwq zz7LX)KV4oI+(*e#V={4hviC@22eo~{ef@9hA;DyD*epP40tCCESMvYX!><}eD4H7(=g=nFKTi&AJV6IaPxuZK)GHzeS<-Kl28ez;CJHLXnOA$|Cc=K$xxy4|wIb5jeL_pYdPiX+vF|AHL!J|%XvyN?L5N#*8o?p%BaZqdcLGfwEP)o_1UO+b z&fw)j$p#R>Je`38i(6(8(8P;-=PWyX@T%pxvY@xF(o=XApM|F&b*})hnNy|EFakhF3Tuf2 z$Y8w;03I^h?g>Cb;nDWZTS7NLMd3Wt7~AxgltiY23T||rhIw}T_0nVmN0mhJ_IIlZ zQuZCSZ(qlFlAN-%n9sej?yQwu;STZ@s0=6HFma!s3G_agt~=moMOnI%gwla>6X<1X ziAV~w)T$feqR)~37_hpqSY5`FqiN&@lYu7Kw+eb)7me(+ES-DAso9S2F3TB(!6G|k zvRpT*#r!?>+Ny0e>^q+`%+x6HyS~$a+pq5IkCZ%6GP%0r(=@YZoV>+>O;g`9`#On) zli6OKb}(k3_jK}wZxNRM_Eu8zt)Ej4dYgI8WSO~7K5acX6F6E zp@ilRm>6204Erw(8cRJkT)>VUM+*YTskU7TKpGwYJB{eO|E3W!wB~Q}AlywkCb3~6 zs(P;)6je~8pQLKo7FjW&RScwNtdzZNYHl zGfE7{kek)k6gBVWXqcU4&ZymZcz*8CuG9DId1+xz4K@AL$6-kfjW4SeoBRv;`%Q?h zS^Ff88Y^NXstD|83+$lI>G>0bBu12vL0kLh7&5l~O=3J`g7_8Kt~tO1BVYz9br4rT zj;i+({M0j1KH(?CAy&XJu+RYj;VEqOo?zX+Qt~Ld9%Wo$*#qC6`Q=m#5ekGCLsJ_Z zD-m(ipd!YCgWmvVD)>#q2xE8*pu^+jnqV;`WZXhVyH$rwraoGMS}G1$YeC1IR|Hyjo)P+8 z_siB@kxwMeeZpEu#T zJly3&o-7Yl-1w*@&h;l7ynMkFr6m_-sJm%p>%>cJc;t7ITJzQ>5>~@DFR-QM7sEVA z_he^Z|0KE3>Pf)F{;SqyXuX`3ux&#>$ieQxU7WS&_@Qq}Ebw=Cg*6Q#AMPY3#B`b3fp1@mN4oeUc^ktFl{`5mL0Ap%8o&- z^};bAJgB-LQW#lB0QD>4H7fAeuwlZ07=RXLAp~H<}Fr&<0XYvoMS|=q!Z5 zv-DAJb^bmEEw2PtQ4E=e{nxz&vYS%3=z8Ti<2*@@)uPMGi{ol*s-q7Y7Bh&9zqXLh z)Xg4DO@&!Bwz5)UmST;og)ltEZsU$$U1!Rf$Grasufm zLjXsPyTM(;w>*9#yeX@^rTUB60#(KA zO4}(7Q*w(rwW-6G6mQ~>YF~X>FM@lzJ2g^>C23qla@9TU>m;;Nq zJM+yMf9_k+yKH}VslV;TS6|PIdGDDJbEZQxK9COY5$9+UK?g-R9oRpBpTboISm$Ga z4Ster0mvl$Bo*m3Aw{PlC_2%WarifLB_#6qqX}>b6xW%<^@{iiuYY7!9C`?+*l&XY<2+KD2(ZKHp>mOVyH}Y+N z^hg(te7MmgqZiUdcn8O&|KDE(`6M%Ob!bwOS61(_lgve2-XU7n>RnRp=zzE z6AyHA?#&gSwFQ2iBHJq7C*_?HvK+1!fcn`=(&?5(%7pp5#b1r){^3CvMi1i_YXWoP zF@D+?YLe4>{-iAUOeueC){)?y0n;f_=fp90*T&Rj4@lP>2drErpyEs=7mxZ|LsnRs zW@$G$(=g(v=-cw5tDX$2o-$jYJAgDfr(sHKF{i8!s%RwwQ z0x=lEzTmkFw=WQBd3Rt`*OAM`f(`Nlc~G(i%7@3z@504JLipWnOfGsKq^*_1BNaH7 zBFYpb*tdB8hL55*zqQSdZD+U__ZV`W3BpZF8!RO+61({T!U;hmV62BkhTv6SOTi~W zWhN7q=MN)Hksn*Ohg?C;cYs*sX6g!3qkxKUwIT!}NoL^%PP7q%Mg(e^muAX)2%jk% z6p>r*13)5>3Z{%UiUJWGfe;0?Xo|58V8E^W$Nlx=hM*<9(ieSz|NC*)OknYhXK zVQO)$&BCJ0z5=hBnQ^(>{ZVVs>NqS!55w(sy-hG2% z|J19~es^jl_j~+5x_`P&H&WYgE~Ry)OVe2KyLYev?X?D*cmrIN7_YsT${e}5h(_y9jQJv#gLaV#mq2+}S%cv@g{x%H+~#SBtnPm6M<}M%fwkVRuBf zVlj%Pu0FE_shnp{SU1Lb04=KAPNEY$$b<-aqiz4gOZ-&`3L$k5a#-n2kedXA0W6r7 zAdr7EY{84DtQW3*@W-mAp_bEKwmE`dGolH;qZ*Yek|&`8nW&iv3xMd}*Kh#G@kAUD ztbY!OAPM|{uwg%RaJ~mOt9W5?a!AI-hLs3`y_la9VM=m7|7?bv${nmo@Y?az|EK_; z0OouZU=SkEAyp8G#lONFg|ZsXu26rR{YD5pjI(SSIpA3L;A5dYLyV;gKa4^VusQj^ z1Z7SnfD0p1051k`SygIS;S!MuJhdTH?Bf+h=6_icBNu2zJ)(@=u0ZK{L4XgT&ek*q z2SBu?xh#pVZXhMGpd^6(ukINW0P+ z>R{enhhO-3j0sE4%{l|k=&ZMiy|4tYlp3%a*pTD;Dn8N2;?lU;Z?N-_3nLk~ zmxWP3m=cfnm@b!hgG@(^Vgt=GjFghnkVioaa`ea$w}lBtCWak1JuwN#USq^F$pjQN2Ej` zZDf%O%|Ms}8c}n*e8o4sNLoV_TtI(4SS5~xDZNH8)3ChRrBS}nabaZMBSIeyR6ZXR z+@*l)s>mI_Bx6O=V9k#~5+ZgOkpqnIewqIkw6AslQhZYQxkF=apu@a$h|v_-KCI>5 zZ3$%#|4MzAK1m}vawLC_kke&!M2_SX-G$E7)5Gn`c3@_O#c(i3{mJgun6EgR2PD~| zkWs0bS?^TnCS``Cw&d-)&0C*}9mTY#^!m(Z^!uT4dkyHbMRd>n=92L6z9q!qRdrfE zSjD|-R8^fi5}vEjELz6z zh0}y(G^DAg$CF9}YX{ryOX?w$lK~=c)yxg*7v8>fxJl>$S-tU`$@RJvC}>p;OPHY; z9|`NB$Nm-+l)jb=A@%2W?-(3ZD+az%B?cMew+mDW*xo37loef_INJY~(ETy`AJ{+|^CsbcTD2bQ!Zf?lkv7FW6*nBN1$KI#) z^nfP54|NVziSh0VND-uivbP=TEDkIRG_h3s*#KBOI@hSNtiA`9jxaG_<7 z!Vh+~trpxZ>iX|eR=f^=i6Evx46wuHtO(3Y5~#ca@^6^JdfDAVhZ4&NI$mqNDY}Ky zFa;@qktIA)SuNucGaBTzs&@Zhtae#ONpi!0Xn+k?A_brWHVAnN;J~!514U3KE?|Qi z6sHD_LoxCmbdu{0%Qj#gk#tH_1I(8#v^K3sA#NopJT;)s4O(LoRG>9Riw{IAHMaoi zi6L(!L?F8;jIzOD3IUjmw!x7hI24pLuL#g+gDF|Juxx^RAKVJwp$dlFUqa0t$6<5{ zj%@3La8aUzf|VMD9+eygf-Pem4NklN-<1HVVfeH;;Ob}O--5LdUJXt*j_Oes&Idjd z^#qHUsw?z&E6JR0Kc;#-{n17eaAMr-$rlt>9P!S)l-dtvI#BOPwGs#QE*di#cG{}5)H zCzkEwC7q+qy>gm(f$pO4y|tyWADWG`O{6p#yp+=+tysZeT1+t-mj9zk!-&hXBNRRi$JmP6~mw)Y)?H`M*q?tY) zEhZ(O~BT$ZTVt7=LXSfJaI=97jJ`0jvz7p^iFf1e9%SZ*|c4%b74;SzS<`8u`* zh2&uf7lwpsubv?~nS1(Y8X4&4@?eBgXd$93O0tSfDtf{W#w^GnEEz3mQQDqw+E76B zNQI!6NysEMCM%bXSdyUGn=eur7?89WtyORu{~>qf{6BzlmjM7YVDEGQHb&ew!{O(E z8-^C#OWuo^^d)mvehw}~1>g)E^jm5^(L-p4fm2aThKD~fIZG2-DJ%8c=-(&wD|3T= z*ip-b)R@(tiwrT>F-FBD4(MH6rETz)d)JZ>};2{nu9|4EH)Wg zg85#pFqK>0+iTo++^V@#@bF&U^alON^rrPHT@M(ymWJZ5ib=~bJmg0GB=y{beAn0T z;c>EI8s$A63=1dhIcg*0u@2F+gvPh#>d@D;uRq?H2uBmoqsgw(#Ztjj75O0M04%;nifuaPOm2S4P zb`c8XPCtMyg^C;#&PTjs`7E2$eh}0Q~;}R}QyqyoN&GCu~IfLzoK+o#)x`9&_Q`dfi0CqMp1u*QdJV=m+Dl_$ll{u&wUCx-UX?MjUd~uD!{MaoU|3V-E~8*x>VBo;vA2>(WH;<-ZA7qf!Bd%qntMNmXsTy{8<{ zhKkZ;I;#fi9~lRp4Z0m63c?UPbClfvrT2*^_6o7;&Q-B{6~jbhXrFf<=%se46o z=|yCuReO;%Ylke&x4EXo+)7oqmJeZ{b5*;{p4~mrn2r=7i~p(odf;u=Ac~tgAFosX zSK{+G1<;dsW(^}JtBvpII=|(7^c8x?Xe?u}2FN`=awr4og#e9VA;dJ&4p#O-N@Ey)D~-`@R@ipT@9C_0WBIg zsXIMOG!d}|=4I$AVSX!T*U;zIsIGpa3SP|5R4}#ad3=+A?Le%I-ASlseqtLR)gqt` zx=Q1IAkezL=Fqr)KJQ#U_ALzq<}IF8nHN;>)|aIyXN4))mo=h~)Z9Bx@G$?0S9^S) z4=U6PRdHv`7h~_BoyC&Wp`%u5QNdgxOz7TZJGvW@;t{~4*jL?ecXK3u$%(-FogMEk z#(5itEI=)28v_z!5l&_#F|Z&A_rrBUBsCC5{nNjwajQwYRh}$}Oi+^oS}OHWkUeQ` zVJZHBr#tKC>q22@N-l5FdLRUEqGGbB*|Reb?^KJroTC@VR@YQhH+eS*yOH}_M)_L-+N|}0bG?eqWq9tImS6#aPaC*v$0pxEeGE+p1Whe!q?3d zYg8m}opT26&V6r_GA`Pp4Qi4}iDDBh^gH4e4X>^=DT39mK@Xg#KeTLqn$NRzl(^ATMJqL`|ZBT_zdql5-s|; zFs%9O7Nn9vVW{&(1rqt<0?B?wq#q`W`rTgEc#uFjMyd;{YTbrV2z`haQq<6nNYDry z6OU}jxbp@%ujdjz6B;b{>rnt)NTzOJrY`u>)9`(vKTUzH$k;EBYSef^SNWD zvrW@ig4UrwHGyQ(SWSsM&(|zP-fC(rXc{=ss9QHT93B)Y*6i7q>W}CZ+qiH}M;T?{ zzu)D25|HY6Un+@MCDO=X?VQs>#>cO|ZRNq$$lhaZv2Z%pQk;X63|l@!>BBBgBTx3C z*pMDkwGfuM^wMyO8Pgu#JSw#Oj4xAfeSdnYQqKzwG(Y+(UXk z5La-CHW*4izKXnpv0*3LKrx2dKQRY3c+BA`uC;Ci2Bf}Q7Z-d}A>ypZAUr7wa8HW1 zAv|)y54A#p#K2v5Ik#k-$aKjXq}SKVo)F{eYgs1TPwdyYw;dTG5}J!P+*P(hf?*Ol z!S`YWO93|~Kt#wOR8IaBGp0$Q6qifWj>RzQpx)Pesekdhl~%RKfXu+TZWL=sVS2FeE$HGS+K~PCJ1e+o6k>)pQ zEWbL5UtgU$+;8w$U+6jQGdKU>cXGne%=RTU+S#Z*M6TSmpu%P_&TjbS6M}*OgPUddJVDemZBX zu)5xlVjPpy^o2pAPq~ksKGWFrxJtnCbV|~J@-@El08Tf94hy`twqShB5voB;rqalx z&Q!b2n~VK8(mx7?@6TTJThA8G^uPNtSq@e1HvUPg)7GfdK!}S;hcSL)*>1%&7m#yZ z&wfz3c#3b0cO0|Y{JYt^_VMJt^@CvJ6~W+!5FSIUn=OUB2Utbl9V;<23%Z-*mfdeZ z?9cG#rkGjl`K-SatEGI#JJ>w4@c~`4MWbHLlw^=`qTJK12&`{UKJt``j#QJ(VUfv5Qv$Wz-tK( zr}zb?NBN_c>?`gJ)>&VPB@7hLRBdRa@xkJK5y&x(`VgJxDB^?fLDqqy%0L%W2GcQa zqhBHe$k#21`-BR?hwzXKDxil3d!`Qv0A8@j+khfq0s931M+Zh=0N6v12}@&WjYA$o zfNa^ByvDWXDVZZpLBVQuT8jsG78Vc4AjTgc zkqi(a9g-9r3(9s(OCm^q$Qz<+N<$P@%#Vz+k@#N-7al=wGK574l6FMoyFF+w9(@kH zU?t&vV)@|ji~f zz3rCzw!(Acl{oCNm9f%6mpLAtvCTVM>2R>-O{oEIYT??uP2LIU&#xx04T~nF{SBTE zp}~}M9cWBm2{D9qydLO%(OaFmsz}5!N2dD=2q6xm`S{p0%Vd|Dx+bubdyJ5-jh{x- zTG+10)va3uBX}?(lQ*q8DE1B5<)`~Yok#gdElEFz5V?_sey;VN;dXOg9JTGupNp(H zd{Zfwi>hZh?;;j7py?$G7Z^XuuN|8YqN9j!+)Z%ZSB7mnGD~Hw#t}|-XTh|^8>WnC zYx}Y*1@_ja;vI<}qQx@zYJVJTQp2*@5m&pG<;WsEA1Vc@kqyFl|bzegLS z;C_1T8L8d%re`ufb-0T~tas#}9+|ud9uL5W^7*5f3wsa-0Mskic5shz8seTy{F}dk z+m8|SfyFz4KA;=0R3{LLbN>#|O0~~mF(x6hE&n?2yq5m8cSOtl`pq#{akM5_=6!%p zImsuuMI}0_(rgt*3>036v7!P%GKKX+*1 zL3uKmc^p6tlXM37VP}RwEzJc0!VBpxdR%iHc^)aP=>3fO(Kk$ZGZrX#lnfkDbHV}% zDQW404PRQ6f_{NLiCgvH%j*#@zZCH|eEj#z@%|RWU>F7&_Wy0a1y;T$`xu?2pMX>K zD3XjKweeLh2EH!IuwocGt2yn zMeg5Lb1)S@J z)~G6D`_%$;U&_$!Yl$k|<1Cx<*ELXXE9Z+|x&55c3hOq`l`r%bV82C|uRXO5J(&{6 z!OeMhGqNRXV*2ryNXiAq>Q;?6)!l59?hCy>=1km8+kC@jQS&82`b)@QT4r(F;JUoG zn<(q_t=hV-CQO41h7}03k@VNKgxPW?!rAF3i!Gh5{zAq#77tThTxXs#P?(kcTGjbF z>UpYxqJ-r;wqG7v5(xzyS@D#XjdxA5*j{b_-}30#AhU25%eaa z5R|gS$)yvLt&qSgAF0e~ZOznAPZuDk80&O~+6~V<@R!j6@mOy-MZ2;r1?LlauXmu- zkl4Rh+Db`S{HiOErP!Kva9_O5IBiV0YT+x*ubwi|O^Nbbwx8R3KgiF@_yoadT{2dw z{Te4e(J?&Z>=&QDbt@o?&z^Z->bMrC8QZpN*bYLH<%r>#U@m6kZeNo}eKHfXP2+Ml z1uaDz);>IWTz~RT!Vmk+(MI6K-u}5Ldd60PnM5ja(^b+HM_DXt3gA`ZVBa?eI~Sdu zyf`|scH$>4a|5pOGbqO_FYn&KO}N*P_v@a<@aZ+mECsw6nwM_dU?oxiy1= z$Jv+tZ>t%jMP9Yr|Cx=)65}#AJKZepA>s$ZdQiCkot!4zaB?yt@B7ui2$}*G;8mdQ zZ1QzrMSGq|ASLl?P=k+~Zt9l1fc`W}ZAFy``s@1n2}dary2U3sjvAPE^MY@5#?dio zg+hZBiLbuXPgCUB_3$oX9}K0FT54Smgo0>+>Fq6gU)7J^Jv8Y0+|&+wl0g;qp$mPs zWC9J)08#-Nb2B5~pTCUA22|JkF!?Nbxv`esW3-Qv3C>gKMn$5(i?XjVRV7LFnOPOM zYhY>Z%ihMq2BX*2Ns0x-O$jR{l=Bv{TZ2m4x!l;E>^htVy=9V5y40e&5}R zuh7c7Mp`S>w;<*|VIQ(S%8)r83}P6@_jw1He6uEhQ~JGg%4cH0+wGBIg3Z^DH{>el z3#dldkDZ1y!>Qao_r?5hocFjia=wy9OP&%~T~lbu>0H7eKYODC)Qu`U&S|T)q!>Um z;ot{rRTNv&z~|U(PJEJ*0G{v{aF!sr4D~X*1rv%#<`i1OF<$c&@Jn7QQ0K*I(MSsh zM(0OdugxfrKyO%y4nPe>K)d3TR~MU`=PJF9w37V z(FZS^3Yh-_KScsxY5uB8b<5HY7HkQSK|$+&5UHxbO}5`TuJ(4;i5-mRKx%IeISzTK z0SO+HIelg;Yq)V&s#lQ6i_`=;CWDr*Gwk6OFD)!VmETp&$OAjtw{xpED)}44)cQ%@>;C^Nk53D)%0c^~4VMANun1=7INB zRo6WIwy$A9n{BP5x?4G(g<_)`-@euHv{oq;%X-f>G#EWui%|PzF~4@k`<%Ad)s%jn z@VM2)BO3n=8A;AdHLAz&F$3b4A+z*YZs{Nek?}fYK^z32*>d7CVDKLIE(|H3ny zSp!qhHy4n)4$Dk*?!aG^>DygZ-%ujmz$}LJ%ewMkajnn25)-?Sq%MSCP#sHxYOn(= z@lM!`AuTRWRM8w#N)l=t%MI!}Ao@^?hLRFuE~|STOlV+5T#J{?No%lhFOt__)iz+| zgs;EN%GbA~oo?w8J-r{xJ4yMTsAYkiyjC46G*sZKc&P;o8anQiFd}_ko83gR&uiqN zR`V>Th5X~MzO=UPS?!<*>IE4Bgcl>lGEZ zZ8SP|P^n-Bb%vXS z3UYY9hg(R%`!F*f?P^s>m(uFoB;BuPDN#Q^{yblsuNf{`xf0`qu1Y4(FJN95wP9UG zIMP)3#{Ybzv;QON4-WoQpNspp9zWQe1x;WNFv5$dPC#RJ0SncLq7^j(|iW!%N; z)5T{#XD_L#5cDY1%03;K>T33gcOKmCu1I;NtdTNzXQ8c4UC~^$1CWdmI)3Wvi_h>T z>c_)OFB|WRwXJ=EU*;#<_JdgVZRb!1k6{pF={D=SaQ6PgGEsgsr3w$~iBFswufVGS z75>{K7#1=cH}0}=-Pe%BZVJV)$Dh_}eDgH+`mNxof&B)Fax~PgALE_gY_5Syt=xV0 zXfuCwjmRh#T9?N`TLV}%>sGfv@)x+8LSBXaT69dY2}}-FYn9niSPD)@IgnllD@UF zOSwC^0`wpI5Cnc$PhYm%mD7%NWj%)5@lO-4!e(yUz zuQ@#!v=vYZ<>@^&oB3iDtFL4YTRf=~oOK$OT=1&LoKaaK{^X_JaQo&4-tCG84qf7f zlNx8=Zp`tCD6*N!4Y$PEmn0X7Aj>0TU;o&%fUOVwAi!7?kmVx4kjih15X2A4lbvT8 za+wxJW+|ajNOP)VKG!fWRf2^YJ}51EJ&c$5rl?AB!^*%^c~Fr~`JvlGUD}w7M-tfR z6w@XqAHBz3DHo1YY&C9A2X1$o#^q`$vT?eFfhJ+FoY)l&`&t*{@FKc`QrnbwwvyJy zT;;mZX9ZWhX>9ZFlR1h>u%f9<%rS-^agq@P+L7CKIEViy+ z;G)Q9S{bWhJuuW8ZR<2q@&4&@0#z&|L}0>5B=Z- zm#FR&7IUUI#DtkV%GAFTPf_$mlH%XhF(XrBhVC*gH9f(gxPNXw2n29|_wKWmCoXX| zY7eUpNzH{n2xu2c2l@-AHrd~k=8&w}e*W;36!?aKC`En%NHg>mu=s9Gi zUVi#%s8nx8G>lQ_&@U{JZWZ@o&9FrAud;|O+$3Xx2zl)rg``Ty`_dfa%0aHPN@i;Z z&sm%rtNBaazt7PeVLW^RlI0Wp))kh>i^|`1G z!*oxFc!oD1ErRpa+ZCP1QCpTRw{M_s4w=Q|hDwchM>fk5tIIvVaVOq$eTeVHc7vA_ z>Py)Sap8XPAASBjxr9m-g9}*L79_wq7M-zuh2z9TYjKXL=#P5^)wUD321Qa(-R{ki z!hp}c2GkZeurjN<*`K({iB!o7;|MRj4MUAehr|&rt&&DE8V-yUt#w69530kQ%WqA7 zz%Q^7i7l$AdEb{Nv=4-MSAulD;&olk z_Z*w&4;p;#`mAT$-J1Tvy~}_?shps#vSQA2NO`&x`C5wal@=cBWUxKZEqu(cIVjbe zcc?`W7$(`U*kv**(>3Lq^lg_6Ro3!oxq6%xP!vA3SVnHBuQWj6Z`N55SLI~<5Yu~8`#*_#`@I{<~P16+=FeJwB z7?6~8ducA=o%d5q;TtXRS^cm4p0%mwIm%#G;U3x@P@QY;(bEA3LMD}7GW?xc;Nu{$ z$=-jP`$D`*x@0nE&ad-xt%N<_h7m9iDTMBy2R+hVQO;6b*&%(_wXKtLK80>wcXhnb zDxt%MgjY&~_ddC0tFLyY`HRmd9$PZoGbdYt7mXZ(vczPR){$6(aS%BTB2}AV(2!gz z);HvL*%-geQ&nyco9a%2Zj!Z3VS!bbCNO*%@V0!}W0Kyhetndb0=c4`|E;IMM4_FC zzXay&9sGU4$RMV~xz2Zql?VleK}uNC{~<#TnEcz@V78U#R9U+a%W7n0Jfh1Svv-45)^ zi$n=8Jg#Q%X_s#CwJi%?{fy(L(AX~NQB)|h67%`0ZD=-Q`1NN=qrzYOKYrmax>fuz zO=^IF0;7+|B1HQKZYL1k#8IX7#7O2JFr+*E8k8+2`U&!-$1_h|Gs zXExY#gd9cd^71BgY?vHoUHf0H;-`1oFl5L*k#qa?GvfH@Q8~vzAoSuzW$m$sCo`#F zT1*%@Eyb%3=K)fQ!?u((y^MN+uY^}rye6Otiw}&?^d^mJb7*AG{o8KZJZPI1w>h}$ zvRR|~qmEZL(0}jfD@D|nS@rR+>E16^zN0>`MXV3!l?kqoh%-z#{vdjEN2ctm&367p zHL!f>ssyvW^X6V@AhW1#r7%N$_(|!3PtUR{ zLxbs-0Db2y=6Wtf(jFu5)4H+#x-wzH9cb_t`Liwl;*flcg81=H=Ll3<<* zVT6(R`+O&FCq_Cf?+T+g@0S$-b8DJ&vmTy<7ePv@0o|RR@y4*h;E3Yc#11^kA>S35 z4QWQ(*)Vs--Wk}Oo$SxmLIZQ>kr6e46ZRg7p}iPJw)z9w8DFK#0x+$^dqr{np6{nlc!P2On2$U{7k+XVT%DYoA<*$Di+skz1LtP&T>NI+08l-V_ylm zv)=H1_Gq?OPI$YoOtm#aPmF|D!(LhIMpVS@G{$S6wTHe-6Apdn@rJs3C;Q(?-ghq> zl9M9}dydxP`3eZoLLq5vekX_{B5au|wrivJJ)kD&nSb70#X=i81F(x1H|e zF{g$+RS+l}c+5&sP$Lbs^uJr~-B#Ho-mCmZd$D<{^bwk6Uud3rXLH&8Mg-SDd{ z$S40ybk<&ay1lk<<5MJUa!$#S{eiygGyNQPb?!!3ugc~WzB5;Y3| zihB(mBLHn+_Xi7&NM_0VLslKrzRv8R2p@vMNv3grs|IFRdS5WqIG}32@}0Nj%NK8$ z-kf#HOAglVavky{TnWIO300Fnn|q%c+`K#W2*kvCo0n-axa?P7^Q)4cm+YI zqcO)aKKO5ML)$!L^eqd6rk&`B7P$XAKp)^Z@bqvzO8+Hoc+rU#gtGUr`Zy6gSbJF zuyu8~JB1r|<_Ua&!i8#%7a4w*3(02l-1t0ka;^UA>7S*ls%V=rh3hq32?H#!FEN5w83ughx&cxMXwVWepf}m4i>N$t28PH`5y~DG1PzD zDfocrKXx|_Y$pLAN47A6W8T~T@ut8<@p*mKkO)aTGm}+m1+mb0!qbDHkiJ<)=EOH_ zzMng^rBf8lV#)8PpYm$*-d7c(xgSe6!8_XFz2)p1x+A*$bo=R#X|U@|Nobc0GYUs| zHRO85j+*jZyT3+|8&{LANv2VM(NVZj6I5azc0&ooCA(Z9>ztRsO_5$Kdf>AX&a2SD zyb6iF0(d3NN$nWbqQ2LtT7XIAm1W(NyJNWZ>`UfZGS$l%6h6TBwM?B zpR9iSM*6+?m7%1za6+I%=`*@=6=8+3WiW0WsOP-ri^C}X|m3H z!Yy+?e&?+nlhwr6Pskhzv+ilY?)zH)G~k)G$GmV#b71bYeTU+9!C-oS?vBqa`_(VN z46v;27Yi~aG70ID%f)*hCZ7bb!oim^Fwo1w4SV7XltUken0_m*$4YH9M-fR4Y0+IU zhx|w1tZ>7AyaVAR919U)EiaMZ`4obL048Q6X3orK(BCpkAB^u6B_}_Kq6UO&s9pj4 z`zBxkb{6=kkR&nPY6ye^5jCZVMY#6h{XYO-OK_I@u&pG3juLVYJV26gZY5|#JRuG~ z0cnEwY-J(`ANy0ka7xfp{bMg`HquhW{r{iMjw$`%KSMeji4o($ol+2F!(k56X!y_m zwSz4THvnKKMOeyM|It+zF^fNSu7qU<0QiV*Du^{9d*2}^@Q03O+@yc%H^%jMzcKJ| z|GzD!=zh1D0-yauM33aG7+6=73%<}lR1M`JMTL{&vaN`$Gsy;D8Pd7?2tjH1KL4&y$VQ5Q zf1>_N%|LiHAr|mQf2`_l)3r)(f?jkg$&LW$SwI_1w5$X1w6nf@BjP8A}eknHuis(#XugD|5cTN z0KTgKnbVKlwM4`eF4^aoQt`1!5vc-y$QNfu9HswE|IU33;FG>by!H}UoBabEtSvx# zDLwXbb}WJje@I>BBh7)o?K0{XnP$pO3Z`}b>leSXI*~WUpE3$zjFA93>7VidVWyGb znf#9of`8B4BOpcic>a`o_pdyIeDuZSeocPu|9tTzn6#=o=^m(b(*FrJ9tcbGi<%J~;`_eKmzJ;Z)r-h|&UZR93g!VUim zY#7Nke*mL$lm1UADGdTj3aW&^UQ%BFBVI^_xIX_|5D!*r10Xi>zr;1*4p;%wKl#v+6Gk%5fAQP?>kj^QmeL@) z5rHH_%AQNNDALQxN%|-M8dB2z!9~Fgr*ss2V=r&rZ@ZEiuD~=J$G8Gzsgj4V^BXtC#L+R*P zC?G}xeD#5^n{*H!Qz|-L>W}nTbqEVRxIR`3qWDWHh=cHe>ovfCRW@+JOjO*5D}Uh- z8#uVj5l&Us-y&nTLwPt>sf$O?{$4CV6L1wO|3?6m8OZoF9UT-D0xAYIyFtbL`0*RF ziyijItk@3diNCOFAO?Iv>uFeec0MW=v;Pk^R+WCksEhQc{=&tB>(9~A(JO7>s;*IS zKhb~TemMgkD8VWJw;!2&K?tZSeGLuDU|#@2t?2)Vq?rhBkl;MA3HHlMh7E~~dwZxb z4(K0=?6H4Y`HA83A8nz0peRE+I)-;Nk&M!YRP4^(Ft1Q$+0lmtowSh^i zqhk2De`9vV>M&6~;{{JT%6W>Ws@F!QK*K?ZCJ1e&L750ubdcww&;H8O-_Y;>2b5_; zDvQoO5Gq!v^RLv{VJ2nJ!Yv}1I%pzUUq*nqL!s$^;Vf8a+QwQktNy{!p9R-nq@!cL zO2e^{{6XB28$O$H?4TTQ6YQj_Lt^VkwV~lU9c?2HgI3$K%Df--T#5} zW&IyGR>ut->N*vN&)kfoS*%O7m~}Nah*cz3nr+X&vRPMYJUE%&QF*LA{)@*()p*55 zu~Dmr8YNI?2(^WPRl^pvf#X}J;z&FH;Mm=M=df2SH~W#lutp#T?1Jpj4XiNO{GLmb z=YCGFbe-%Z6gII&yD zZ9vMXi{9IB+aP~++2C8c&*Kpbdn?s}3`eMy7+d6j2#A8v9busJfwadUq&2SYY(fM$ zXV@PIJaR6i>)`6yX^ zC5>;NopJ3xpm%628x!l`)_X$UG*sID^vrHI$iw74O4~gRhszeo=aPG_Ut-n>wf&qa zuklIlvx8iQFzeZSUy?a4+ex9vy9GY>^t9sa%fBk(JKH*TLW^XG$!`#HX8dc_F+JoO+6_#(B!i?!yS;+f*@7tcOt6Bw6lGZbw$0=&XkbqUTDh!`p!5iQg?K4ScJP|Y4-;DS_f z_g>8jL71>e`6%XQO$%*XM%`bJ3|&86zt-8~efzR2xP3!|sG(wFqcu%gYOMu2!LRZ` z_yJ!!lgljUpmc0ZVBiYkv>kVz=6)zq`t6oEH;?<$m^J727^^F1&z`7q-G@*cpBH1f z)V!mSh22ejl}i$jhsvo(HK5>S!|&6^lKAiO8k>1m*$wIo$=Qvu3yXr z-bjFdHNL%=M~x@=XxALE*e)Fo{}4XTxK!h#qb$KRzQ^r)h>yv>?YfVeKH7|5U3%nW zqA^V1N1+zxIH5z9SIFu9X8^*3<%lbIJr#8vq?i4=+7*@4IL2Pn%-u?n z$5o2@E(o0)oq8qHT7i5e!|777*v&h)9uHKJM>$MgfBvBGf3i)4moIP->=rrFEHlK{ zk}taV51osAqH|PefJAPB-}F45Qqj@V>?MOLQ`YzxKcslZ_MxWvY_mTSA~(iy-`C+% z?2e}0N27HQJGY3m9L+dw93knWE*0Goc)9Xo*r6K7;(gwIl}p68DaxgeSRSDZfv&{nQkYx#0%`ckE!`af9g-Z-CLmLTj~Cw zn-F&DA@4Xf3-5cEM%}O4Ab^_+9bJer{OTTvK&e~ESq|DV8Z|nbN);*{jUM`IZEV5D z+VR+EC~d72l|#I3X<+;#1{&cQm5@Xz-JZNoPb0`s32Aijy?Y^hOOL0yZY-k}#H+Z{ z{8yB}mSv^F1E|ZsWV!#fEMLA8!zk`Q)P+d+AeGv2_}D_S4B)$yu27xc2eOdT8711U-{cr5+ygnm0)HY?LS_j|>}fk>6r z=Q(?ZY+%ZQQ6eEvA1JYjY~RUq^S}vPjRh;lkX@%QD2IH23X`F)%>w5KZt}*9+@h~8 zzOeIFkm9I&r>{Oz_Vj_e2nPR-l>&^)w85w!cGh*&4}*i@=AQs0oJU_K*ZNnFjtYdT zidDBq;HgQ9a>wN?p`VNG{H_QXvDEVC@boBoVF(krw3ivq~v$sMGnmGpiEO&_0A-qW()s(4d1@R)n|4iQ_SM*QfF zSmb9W-DdU%I0a$TDNQ7pU`mHhcMj#z&}y_DW!aHS6;JP~61bF1Sqz2Otxu}yk7}xp zhkh%|tHTvv$B@tU4nE6#kz;OrO;YZrgFA{)^V-CrxksuZ)zX4S>hp8a%FTFqx!~2E z_H{x=lv*0WJy8u#_}C_GOLm&-v?X7j>byw?a@y3M5xNuAQV4p9;3zgxEs-EDOSw74 zdmQnUAby;3c1oyoeIijUn!uBo*17IKg?PGF(vzl3x;@vKF(*FzRZutJD9%m~5W{8Z z32BpZdbqO4H|I{z>Ans;gloE{marz06ZM*GHP@KKm7)67Prj^m<(VtK!>}&ePXS=Q zCUq3nwBYc1WH+OAf1+Ay#G;ODnx-5*YDPjYxJW8^e71sic*V?6i;4O__ z+RW-|AqHbll5a+4AtXsIy3;;nK-GvGXhg0vB9o2Cs>b9%V{+ZMkL%>{lK?r;gj_d> zJxTVDoW@j4VycZJ?V66_TXFBDrhiV>y_#IRQ8_a3e8N4lQ){P_i+NGVWv`FNEw7pO z=LzGH11n=BgGoF&PoDs$My`L$U>31KvbTS^Ro~HdB%)!}RtuRSl>>z4#QQznd%Vol z8y1+CfxZUsX}qqba)Bdpkl!0dK2KZp-6~~F&tEXD5Pw|@#5saA zNg55D?T6E7c_2-SMl&?&wA@G<>55cD4M0nq!m?CLQ(D?cm!%@!(r6Y=DuCO?vYw|o zwO{Il8-PEk7Xd-MuDo(;-?XR8vL2MD#$Y6sG^ zujfT)b4!-QdB#?M>S$Zy{JD)0TjIPZZBzt2xa`$Va~fPj4EBvSGCU&&+i;{INb9B1 zP{Oh16>adIK3v(;&laV$(fQ_^3P-V`Wu5^lH{bM2Qb)CWj(=+pZj;2xcwR(il=oDd zkAm_eHc?zbk*NLdS}K>#uXzJGk~o)s1yBz5KN5{X3TU_x<>Zt!5;n~ict~)GIIzcc zI#3gTNnB_ht;>A0`>pS(u{gl+tjdqvbqf`2(P|Vz=oT>#IQeoxDUCqZQ>(cQcU>PT zQeIO47M+M)rpGM&I?d#@g%Uall6b{Z1Zy%MGR%mF6#jloEou9IxwF^ z?5C`1V%CvqGlZCSvWGA{dI#hMT%7^p4g^tzq1bl&s<$h_iQ!4h4yig*mG67r3h$Rm zsP`|>Jyc}eAt~t^FO-p+x1F0$+p2Cvg;(`$-ALuWC2N7w8l#hJL01{3biFaXRdy#! zuFHK~HFLUZO&?UkFlC7f3@0{&W)yqJ!gkIR>u>zo1x);(r3QXmK zY)@OQUM#PZ?VObB&GkKeU|E!h0ZPx>7FCFPPN?~Q+7P!Zb1Jz&q4uo0)uA9l3A!|C zB~Y~|VUEo==3f16D7HJ`y!*EzU*`#>qE;Ar*VVwbok8{7P!q0JQz9bS2%n<$Q+J|F zH-`(9b>6DnvjFSzv!KSH65a?z4VlS7p|4ol5LJb~Q?V_<*UFY{a(u5w&=~jjx_&Rc zg}dR?_>F>=|=g6}o4%)-3jz_($=z~r(Ohv5{1FN{Qi=FkxU*NtXs&X~dtz;mzYPYI6(JIqT z-wFeAn*v*bG5&fF?mJMdwdFM1r|r6aZpn^9glL-ap=(d3uBA#89X8baaH?{w@m_+J%kzF>zdnJsrV@$qgU6X2%%;`aIfW5Z0={r-Xr+C45~+W%v^x3!7h;&bg+GU z`AEuFe6QsOu(CW6OUGTgYN0gV*w^1Q(4epv&=c7&lccWV%Hx=#E2SSY?dOg8nr+7s zRDS{5BqZ(Vg7q4P=Nf7UK%pY6GoHn}%67*mafRT$@|Yd->zE(Zvp`1|YVs=^gLCFI z(U;V%P6T}uKN@9^p6f@s9(ByvD-N>1hZZu?@mnV(FTUhLH|50=MY#FSjV&vz?ac-V ztBx=5t+8d~!-m&KWXrkvG}Mcl4B`+i;km|rdA1f;sQT4Ap-yF2svs2zMKxJ|gs;^M z3=emF!Ex=%EJy7nV{7~kedk|sK!O?=rr2jsyW_+<59cR&=UUjP(lYjE4PDyTTuIa^ zqbU7LjsYv?tSs9^(>vL-52XPY+rx=dDbAyzEFg^=V>#lPW`Cp9X`~2S41XzPGeXs0 zT}9_`r*r>V0aRd=`T0?%sbKY5*S8%XGp26mN?)4PEeK;^IM0)fIvLk_0w67Xcw=dk zF&KIebYW=$p1HOfp?j#)7<*r{ASk1@WjAz!r7h}Rr&k_juH+HmpUt9X;t};c3-&;g z;S+a)b1f!o532GEPNGeTn8``AX>@)XX@vJjn=qsHnbi#!h6lSsyH8tnjpABtrj&ci zQ}d5WV^DKE+)Ume~{81{2q)wZ%Gv#d&b97LibUUSfRD5w4t6J$eMp z4?pr3f8hNDYHXEnFPAjBTz`$5Pg5P}FSY4DY?xQ(nw+OgjVB=!))DFVwR_PjKPX&W za1Jj0s-9YPJt(VIn~demwaKfvJPu`Lz0>dmqE z#Hl5x7)1D9BRwMv=aM8&s!XzB4Ty)pm^@Zbflo?fFZQ-LnhN!y1THIagObLYrz1?# zYSy#z{SC`nh^bD(G7s-{w6YP}dX^rM-xP*VmE9iX=2nD2J&`A|m5%M*fOTA+bL0HT zpx1L%hB`y&Qef@+)bfjU1C&jU*V5gdUQkwydO&2<)CoCfSid@A-^E$joFSauAx zEDj0!$}krIN$RiZ1*-Vw9^?|PtULpw2X^<^k)Z;?6KWUaFy|9odmRE+q^M2nhRVvf zA4SVXxOM|Iv}0pr+gWZS)*0LYTX;d9_i8}VGs=nlx*TeQ3G!3%^1YmUsMlRC-Zv+U zS|?ArCMzcj*6n;x6vPf@EguDo?@YP{UNo&2+j9*#=PRpR>A{u61m?e(45h28!??qo zte0zI4lnFG+Y7dggEB)^X!{XZ-u&-({2|jLiRL-?<^4uh~ z2okueJKMw!BoMv|9ZfIF3m*)*MbI`F)lrh6yK{i8zDI%ItnDKyh7kowtzb1!BN~A% z&I5P6rANmM_0CXxWI-q_>RTqJDW{4vhZsJoM`gSt8`bgIX4h1T5wE%a=-O8;&@!Gw zLJs4LLtR|LLh+RH&Pkudd-Zpqexuohd|2l##B$fdn&SF-neP-B6o;RLUPYzf)f@7R zYKdZC(0N?1lEyp6d>oJ)ZHAdr^xH$JJ%PK^W@xTr+1&Tah~B$ew2`H) zf9?A6bD*FOOJ1s}nbV+#Bzu~x-A*zsr|1ztd{n*`jgu)ZJ_&(hjq%^Q#O2`u*vPq- zRsbw$MOLV%3bSwfGTme=tWQ%&T6e0Dh2bIh07BQnxU+TgB37h1_8DBd_A)Ib(Vh`` z*kZzV2c)bnm==ytsD)O=nMHU#S+=mgY;{7~fD%Y_MudX7&I|PuG#vr1$)=_ER7dA! z?#5-{RYa+Kr#bvxP4?$@)5(mfkBcvvK*xx2r}0{$Rpio4oiQpHi8zT|TC3Jfw*ZU; zB{~K083f^8hhb`4-ae2Dm&+-8g}Tvmz4Ia0xez|>^pUh1s%`~go==vaUq?+WEe&!# zs3(dRn{&0=0h5U3)EyjPqgAF#-x<$ng>iM9h z8U6mJ2)fqEyDe5~dZ;RboqC7kxCy3>=+FY}DiMoMI>Ny4X-9T{gNY75DpkCU-0N#> zQZ~FR2s|#W)m+7X`%$u-emCV+)Q^*BYW#ScjyLr;_NahQi^E`# zY01k}S*_ebJyy(|(wcHVkJa|+lv~c3mbyBcy9Va+_Jq!=>3G%TZ*v+1;Of<~x&FFi z;5jCkrN?s+=T~IHUZH0y*0pRK&&{$;7DbH$Nbt%-(Bh`Rg8Xu$<_;y!5 z$HcdwCd<8a?(tsK9#fVl!s(q5t~5zhlAWq&PmP|%$_~Mu4C7~6X!~|w?`WdFv`}AC z^F-Xs2ayN4Q7?3jP(a#s>*Vsz+U!%bri8_Pr#RR;9$Osq@&)# zM^`OYzO}k`i8v2LC$c~#AhjK*txFd8ad|mAI+62!1vR-KldBAomO`eg-D_Dga--ML z_C2qu)tgXMSeoeFyK}P1gwp1?6bPYh3}ekWfXlhID7(>TucUJ2=U+#xd{}$rnxub) zPkZu9f1|-Xu!~2k2c*W?#&xzhX2j!`U*DzfYCYIc6P`v`A-T-&?ku5vs*ze*Up%MB zmqI-;_IEMpS|jps(X+h=sYmH`gS6tl_g`+|UJ{BsKFe85+ew2B_q;lwnqTIUcS_v{ zqk3w7>@q{p!Sw!)r?3#|_mIe}fWpN^YUMti{nYGq<5|L=t%rm)Pn! zW&buM@6;Xxft}#i`vF&XRHY(++E)5ph_uR5(d{zTPy6{~O-kz+H}0d#K+Q#QD0G4qtQIz`Sm!e#KxLs$*3dOq;u7o=bpxIu9iGzr z?D+NWVD2-FgL3G0YFF(4?t~0q9`5t@-0xd_qq|@STM%A*EHDk5eKE?X%e^%TJOtl{ z`XS+G>bk3V=X?u-EZDdnN~O|vTC4_Y&~T*N`hAp^T6*PKYy@rb5cW+f{A$n1OWzI* zpm^L2o|n@FhI6L;QJXMOhW5I`xnz5woid~&fr5_@D7lrhjvpX0p3)B zk8$Bwc_0U=Pbgx8*!OdS_tKfPdue^@8h9oT-!M zq^WaA+Wlf8buN~bSB6T;qLFN9q$xfTDt8o>#GXSVMeG%W@7V=mr*ZKS5QSg<^#k>Z ziwuR!NF%O(ljda)IoUQFKVod#sPTYe@kk9EulVX z+29F2WRalp1fQ?aD6#C;qM&Y!(p25{WYeqzAF|LE#eQ|6&au#*uI_n9(|ex>m9*iE z-_Ke^cmF@`^xlb?O)DuPa*7KUbiy;$rh(2~gK2(AEmj*wEH)+|&NGHeWtgCtm>GvKPWm zV?YzOaZMZRTFe9|{x|X0RqbKgN*cd+-{I%@AshUD-O|E6`61$el-anYJ@kjLaY4KP z|G1l#1l5M}Q`M%wO;h_EwHWr9z_09s90%GVbhqijXD<;k+FJZqcRn0#zz5j$=0YzldrJ*{+rA-%(L3fO%%R zQVuwFScu-aWHC1HHyNXMCtPO)7w{#AZ<|d-$DY^K)?a2_Uyr{&WRl70tg$1S_mP%W z<+E2@UmXhPo@E*wX~;C)DP3z7eV?68s>i>B7aMo_^{~T8k&`b>={*PAWYVE3-xu!i zqipcAyxarlX9s~kF63D z{7u9LglyTSL~LUSA&EEU*qVRvxj!ew5uPO4>d2UukyCE-i*ko>EV#<;eAMTmfh+JB zOjxY*9Jb|oTi5x6#EPe+6?48to^4{C6%I%#?b57DIO+IfOh{)`m6P<`v-I>!x0*tv z67W!mxIc*b(Y3thw(1>&USFy|Ug@?xUNy%)N-SBdV*ZBWYEDhvUtRTRUV{}^N{1tG z^yt&iIkUAe#^r0ULWqX+t6BJBX$bMkdyAK(F#UCi;2}R(@L@JBQN<@{5m%>1T+kCN zKoy4T7ml45I%i|;bk^R^-T)30gzN=$S?MOk!6aDt1~}UAw5U*K2xjcjYH! z^m(POO8)MrOsD+)3NmG%4M#up82HX;ax_2ByX?*TQ(hk;_4~d*^UN=9i8LyC6DeTa zbOf~+BKP`O$cd15pSZnk9?fn$7Ga%vEM%Ve97E)MD1}wSGc&6OsEkhc`})mH0%r>4 zyeY_|#Zy{b$p;+U`r9OzwF((C(`Q<_oXkcoDhMU*jwVV9u7j($`zOp%LqZEq$e*_z zH65pIhMpWfbexgV@z%wlx4cPEg49%*(zOo~4wNvpc4Mm z#SuM@*$8bC3+~k1+lakhDkT0h1*Qj{IG35YF84H@@pKOUg0Nkp{avBO;<=) zO_1BI=Q%A=LZ)pwf@ScGOiE5jpRTWB0s4szlLl^@z_Si_71?U@m!zT=06;1 z`zLf!x{kHNn&JcZxuE}WYp4U4t$6$t?{_N}aegcjlvR8r+>zVaRJ^x)AQaM(%`Ean z#pra(dzTeAw&|YHI8e{FamA_Y2yWwP!)vBJ3Oi7xQKK4aL_%ZFJSy!)$M;*f2M3Ne zGV}q~Jms%K*Ul76Ke?hicEaL=FYd~*PbF-ql0C8m;lYZJg;Sf1YhKpzHQvqt#B|w) zclA3rlVX^x&qaYq8LxLCRZvHn2a*F3q?rjmo$rj#^(>EkxR!r5JYwLXO2Rpn>;U`c zYulz4-}t>_X_X1`90*yM`A!!(#-KBC?zy3*)F(jEz*zb zMo!*pZ*?(Os7(FE=M7qO65Bu3T{~kQB$x1h_xz{86}N3!i_nf7O}3Jq5?^nKlv{Jz zy74tFQ3b6H(d?p`MXz|DM=^re%|bx()4y^?KNj!H140}lceLm)ci+bpg{o#%tS z{nseK@==CS*lzw34wy`Mqhh3;Oennf9+4qDr_!=GB#Fq>nk}gs@?7K#<=wzNEJMl@ z_d+XPxoLLJEAAcYLirquu6G{0bqLg4Olic+Py)<)*Ln}saI`K;T?WSP<~QmOgzy&& zRJ;tWcB8`yF|GD)pR-X6%5vK~`ab-pYDZoZTQQ$&lcLneBW7W^cYBlFcx>+|t&R)s z`=Futxarsjg+=AMh|-@Bi>s7kZW|xw_z4xGh>K43atWU#2OcODbK%Fi1wYa0jvY+> zxW}Ja`g`b{QAmkRc(&Fepp#z@D`67)u(R;v?)iF`;V{xWt^noxe*2ZYV*J=Tzcc#t zPA`h!q8_~C({f`q7(f2@C%63gDW^uA`3CcZkMxR9G~M>;e&6HI zr8ZT#?N+OonEQF=$#(&xNW7JtSP7)xYHx)VFS=fJI9$Vrk6t+_)@QffqCicEP;SvV zKH}hkxg9k;5{nl34a~Lf74v)FP(y17MUC;LemJZg%DZU(yfLbWhiVe=|I4Pd z@J0Efjny(ittFg>);uotUc-+C(Vrm7k3@X7i7%eenK1R)KHB8#`I0Vt$?M6)wfy(b zjH2>N_9$30RoF1Cv>>{qTMB zcl5+N(wyI|w=FX0j2l01@Lt>zn4S7WX7$Ja%ci-8`Ok;v+Bo-$Jgnvu{m~3RYmA+20^X+iH!e_!4^xlz ztIiTu6ykIr*e+NSSgRWbvkdbk^GvskVRUP1aOlrPp`CJ?%pJswS(KVeeb>6N(NU~t zH`{QQMSrhCvO-#YyZGWBRS4Un{1N-Dkp{ANK!6b{nMY2CjH_V!sqT7o0!s=(_tv@05lmLxQw|sql{J+iE#@X zYWmpji8Z5GJ9zJ|=zzZqFdu$LOnrFJWwp)@=g$pUmbsI1!_I(O}25>Ojkw_v`PHW23iSG8>9eLhc#%SJ)lTHr-vx7o5>&Ozp~s@yA#WwL zWtW`f!kkX7>6hKNub<|P)Y8JN5jyaC<`GIqwv( z*o`nTH!#F;<+Zk|Aq>o~8upINc}@b8ckMkt@0!rVz%XA&Vuk#d&2|0fKXdJabq>c0 z1$OdafbkrB&9sef4R~uvTGZ1_TmLCOLOHAN;(gBZvnWtFyd1Mkh@XqOOLTqKS$H(< znJ*6s$jvQW>mJR{Go{?}ymc~gD5~?Wrzb&tl=xYEy3lX^GZ!#E15+b^AU2WLl~R5B zEf4js&b`U?Lkevhtma%_1L~H?^f4oZ89ap`t?f_7THaQb?jP3gSZO~Va3^OpaII7e z;ki~CHoETbPI&)8mhe-0^#r_@ha!fcIG6%D%J2zGqPja_?8Dtc3KHlyt2^#?1PQb* z6=hM*7g~N^c#{<7nn6sPP1VICx&p+pb+Hqp+7yI4$-xC*>oKZ@CwU;?Xy(~KH6$hr zCXA$9!~@+V86;OX3E=@eMRN@mx|A*tlsBPr7f}5ig`;|i!di24LDbYW%NPJ1;{mtr z$e3-hIXNSxMy#H{M*dy&bDeyOBxgJ`bDOPv?^* z>aIj_tf}AzF7x`)|7qIIY^~zu*Kvs_uy`cicj&mQ>6CM8jdNm!B)0t4 zNO{{3m53>CtCqyNwATEuVQ0;dEM~Q#rWU|0BznW9kg2{Eb|VYHz8T@sq5pGWLJHp_^-zj$3_F0fYFRA0twu=})3IgfWjoT*Hk9bAB&r4c14lV8l{s*hs| z+o~n7=$4x5wb{RZU^dntP4V@%8$l*|dru)Z4Xcm48cr>=)R-q$NMOBgjR1vhL(hC^ zRAj6#{^p2EqPOnUKf~HYZ`UbgvM=6tR z+^u@%k+)Doq?)AG<%N$bN0KI-y(#;L^hPZ!u;{dl3dx0^Th`ENtu=vF1P^V4K5xpI zs*fI8vq|~+81kft#H_&(I_R`PFV~Z|NcvaK_)qRFTjI% z71>$aZaHJ)(bUS!qvmQze=2CG^f!K}^tp>D(qU*p;HG}9_v?k#$a3V!Qu)x(&B+=V z%4=jK5%4IbYU+wHtNNvXg|{&BMpXvYlnU<+@vu8j^>M)>&iJw0Ln?|RUR?5^$Y4(; zOhe)Z9Me$gLGr-TY;Jhq5k4E=Mb#>}b=IJ(pd6_YoS!SS*S|K_a#uJ#O6Rx;>*a47lO^m0WU)vJOgIu$W4Web9WH}y%27lu@n2fetW zDv*t!ZumRM4w#P^(uw9LAF2PWhxzqTnLnxf^;hbSfyRTO_rCLXfitoK*#H`^WK@CW?D%Co z^B?1b{}}&Y+6C$ebS?Ce$q^nY?W}f153VFGzN!C>!84U(+T?~lIOxE(I)^0bLfC69z zd~{ttTlK(0yjwC8CI+?vJ1{MmlKrKScdPV3t5nil&%JKr5qhV`46^#bc@yld#UO<>OxxClC`$omA+ ztjY!~T`+=aXdkNjwLG)CyHYM!B%l+)9-Im`mybnwv#LpttgeFBFjb^O74M*n1K1CG z;>(l4mIUM!I4j5{x#XuP$fdd%Qd#H`yL)FdyW3yGl)>&ILRDW|U~57=9__M*z-^V}2TEE2B?;PB&w_$fXo6IJ3F-y~0b3>glX{OwSN?}2(iTbR zFQD% zm>R*N=5n>KZUozckK>SlpteF^hm!Iyt3vTvdEMGs$rtfHV1v>GH-aT4|9=A&x{(pU z-vxze?94FL@je3XdDGnmnXnfNfp6ie&6H-f7F9AraDF0+5*@H^)2>SHOYs_L;lH(3z()fMobBs+TGAd!w!=*bN&W%Y37xPGR6jtHr_^#Bt!B)KvNi+2c6 z2AdPY5)?$KOMLEVE*4cL6$>mSKN-EbE;ga??dHc$i$GL=nB}w)sw>P=JTT>_=Xk&U zn{hj71P;Zy-jYfw>C50pxU5$#fj?dXQ=0||x5R*ea7*dH+Ml@belQQIfMhU3OZsjd z3DjExhu7CLscD>&ous8wwitBxa1n=MqHj2?1<0uB8~d+RZjF8fH8@`TrRs8;lX>QZ zf&gOnr*@NT)#t})pwBQ@);Uw0%sD?&2edaZwx#gVHG#;{@394~-+xjEv^TJfP;cOt z0Y1fW1g;52(Dx){CDpFy24=Xv#~AiTAy^T^itsRh8-O@Fiddh>7=1oWsPArHf(O*B zwtG`P3;8?PFXsZpQUKH7?H@1;A60orn2nN7);H{x>z!QqEKT~l!y?Z7uHVU6SJG-I zrG*!OIo)l-Q@-o&qYMxHXa|;NI_s9cVdOAci!VpA7+ARXtKXx8KsN^U+$@(VYw$c^ z?K**?-fEJB-__Ptzx-n0;??r{F=%ZV4t65 z`lbf1_3v>Rm)R_Re{m!0y9n@>BkAIu$M&Q={_WF^fsbg=EM;vpZ^Y7k??DSJ`O>vQk-r=dE<#Cv zAWI+5b(`NSSV^N|qq{wK8wPhYPhlM=Kqxa&QgJ-43kf}zjZSd7q(*z@- zw|nCC<^^L1coWv{f}dr`aosjTsjX|491hqlL}nYb8(8hu#{m6n!5K9kYNQN=&_kRF z{bql?d&+ofG&^_J`x%h$c9Nt_T4|Eo5xO-yut#MAW^eWOz;(A-P)44(q{3k?fvM3E zTg&5GCgJYT~ze9Ljc+cby%isA;)13@b7iU;m*n@Z}#c)2lXqv46h>ruiXky zcWj9~O6&`%a@l>bkknDtu8^=9$*rgqlws_1{=m$aiv*)^1SdU0#d*R(NC3r)@Qd3Cx+RD|VUS*gDy9CS7kZ2jPx09zJvF zPs!0V%g?Is8OqDW3mqBFt4nRR1vV#gP$_r9n(3%=xXHgjbxe0wZqBUUYEM7UH>b_< zyt5msC-lwSvq(9d|H5WNs8-Ibla^EOrmb})Va3-R1-+jB_7bo$GSUnh@ooY?XJ&)) zVS2TdLFx8{q&HcC@)jnWr52|`Yony}^(t!IRdlW8H|NfNs!kOvd1y-vjDjzfiQOEy zAl#0G^~=71ZlyqVzhh11<_x}9Z_Kt*cQ<#A6joXj{rtDOzqC~d%5m1xuXXAE*Z1es ziDwXVq}8y}%CPvYIM7P2++6H}r!x3a7g`$svLDQ;dLh$vEE#l@s}a#Imr@eSvegY( zu`k4x=v;+LkCCZ8XSW3Qd9pgDXP}bfj^kz@sgKpLu1FQ-jV$p@JExxBY9>$#rWxs4 zZ!LM)_T83Vx&KZegIH5;ZiUB>^=+~bwiu&m7c^20&mBR{xu@D}nWG~8D7io&Q{tJe zdX}o=UE}%@oxRh_O>|ITvqEF*EGvN-g{NwpI)?m{_W(}1c9?%R@Da`be+`I7^u5NVW${%yb!K7 zYgp`?lH_lu0BvNXm0r;VYblr<=leZF8-U`_b-8na&axfz&o_taUcCvlR;d-%65v(f zxNl3ZWso;XmlB^x7Js$#RNd;<%TQ!2Xrh{LrlSBLzNNE)KyU5ZuUQ`dz_vk=t*xnR zt|{Lyg>JQ+gLg*NQa`0te*LY^g)N5X3tz#5IEB7o5&$FM&hOlcDrWHjT#O8E2yB^9 zpVqjg8^FxG)wM zWBR#tEW8EQVs4<%L$WrG-XbI@+%%nd+gG;|$y*Tw+fob<&!rc(rux|#82~o_*khMb zlQmpa&MC*a)ue95sv-FRR^A?{eD4dn z+>dWjbnF>J5^1GF%_rl%=T>&-**xk@^gRKQ&KWas4*1)x^@$8g_&Agg1~0p$sIxh( z<;~LFUn&~{4vo5~kgZJjFr1?N*k-7Bc{7FuO!u2$x+8%90|bEI2*?`Fku{tB=b-!@ znqq0M`>h5sJlh(srWVkqxy48;65}aYp2M55td_Y9P0i!#eq}AW$@V)X?3c;s zeMv+mX)i{6+U6#;ElShdbU@F({DDT+h8gRxW=(FgK&BolTFQ&Cm>3{#1`kniBoo>KgC&j)S zyS9MTeN)LN*|retWmqo@2ihhW*lc#O`q=pHY@)utwD~X-S|#>t!+yX>s~(0Z%J^q{ z-WOE$+-o_f{bWVy){Z01o8WIpP{qN8yh66R?_khpUDvL#l&uF;pG0tb0ynlfxPaGR zNdlpr_6H7vCmwyd&VKW)$^D&s5!(|w;Z_WOhxqTgFDxgBv#EJRlPytg6p=BGAID)D zu|7tuo6{~^_gL&w!vVnJh|Et_oSwAG9DWl^up!#A{ygcNEQ+bwJYnSw!I0|8!(VM7 z%QDQ}?W!V#vTqi&UuGw?9X0x|E!&H;RFy5F9z5GpaZ{xKwRq7iz(VpC2*pb_d3 z{}l7ypsM^2_*|~`Mr+~Nh6W)(<}9=wpF_033HzxZ-F&*1@`H4CORq^o=r$QcMPOH| z*6(f+2WD_RYV>~u;EqYUDk&^#6BE#bS6F^p;CNs7@NGS0Y-4cX1a%Wus!xJi5bMNR zPYT@h)A4utyRQd@Tcp>`Fw$*t&-We0%*tj_p}nys4MIZoi!42jr8~F!g|}AS+;WA1 zE>^g2zi|B?MzHzsu{Zm>AAv!VH>=04aEN=Ki4AHH67k_+9WVqqRE**`|BsZn=HB!y z@4Ci3=MFGo1lj8Ib{1!mk9;3~5*ythBrN3vfz549|DAmGj+fH|BMSQOvVv;Lu#JuL zWJ}jo&kOQ^JiHFx31YvzBE6_IgWi0r6x5$^Z+fn%gt?7|6J)j0V4UMnNsiqP!i3m@ z`XkjzgT}efsG5L3a_m|pWB6MZZi22n#`5|#OCS@d~oYY!+oU+<1Hd^IHxGVtcymZy%D9bA82ZXMu} z9}Y@9#%ghN42O~KTRd6%wSgYOI@Si|A<0@!?*(1&!(L;+xSn6$KPO^`1o3*?%;upZ zy677ewmTH6`vh6RbH;ogA|?`5D%|%5ascegVPxB)dcxMzIWN0UA^8SJ8c*p`LoGdf z{m1<>UlDxh4B~}SNM9s`E$I91gc&aUT7G0jLnC7$|8@#O;1u}zbvin}AFj1FdmlWl zcrni;%^?uP46P-k71B|E=N7a{kxnbKp{kAjhbmq2EiD#Bl7-XXr!rz}G>BKpTYa81)xVMZ`8}UB9~X6T)}m zgU$YZIp@N6Yix_wIB#s9A&+lY{&TumP4laSZT2OP{`ChfZ&j>pjd)xAU6B4k`us>${f>pvd z_=EIoj;E;9=+h1bZwv~!Ld5M$JDmpSJ<7iK;UHlm6{pn7E7MYEEcy1S4HK^2E~_(5 zj#ic(eR=Abb<=yRrX%Zmmw7(H)3z5q?*D+gVNfFsOnpdxsUx?_wA0y_+J;!N(430hYVybAuk2>!)erZU`k1+l2UWHD>7 z<3hpEr9rRe7ZvX-&zJftoqMzDd!s{b5lP{4f|lsa64bpGg|OJz>Q-YWGFpM3#r8O} z^Ba<*XG2w%hmOBYJ>9i+{kR{qyKYGQv@#QE%Jh?6=zfDciiTuxX@|gvSf;aua!jSS zmp2Rju$yylRP1-YlJ#y{!85hxJi8*VlOEv^R8C6jsf}-oFFzRYH`IVLQD^}_OHHkZ zvT(~{h!g<+&Z=8bItul7Rv~*3x_Vc4GB0XqUA$HD>A}*ueIX6mUq3LEg_d(aVcLF{ zaCKHpwPqOj22kDrBg0do`S^80q8B20=cjO?$om!-dZ zH<-#qXm$ULW}?LryY9!p;d|5-ayz+QTfOGlenJS zujV2g4PDPxwb*3k#AZ)q!QKI53vhH^6E?uG4)Bj28429gdpFB+uXKw?u;cDsj0N{& zP29MY89Rac(nV+ugLEUrhvSVKqutZeW{u{?W|8LpXxIItX9dsIJy2$HEv;^t;2d|$ z^L?M~ZIt4{t!vWm9pM+%dzg7Cu2zR9T zOM~kRe7@9QDLC$wE5SLwOXyo}p5O_Y>;1}#OdP`xUaTEr+*8;fww~X&??ah;v+D5u zKHq@{VYx1^Qin&g&xVPAJuh16+Y>Px8GSowrDA4nx*=5h9RbhCadqh8oga*o_Xa0) zJBJlc0W(&kAGy9pG!(Sg&fG4M#-c0ZrQTX5%rJ=l$coucA?+GWeRQ$5C!Uh?L`N^4 zGr0Qfp0q;}npUeER|~tZ6z*5u<$be`^Dy2lzopHnML;$#KwM8guv~K_K)UpR?BUwJ z*I6eb{4`&IpXVp8v3IRE6TvTZL{hU+yc5hu)=)ZCYC1legnxYmkpMJV={o=W`bG~9 z{Q5>zMhv_CK>PNt%8ua+6Gt4|9-MgH&8b$a-<23SY}9yaezAVHM4petE_T#_;k?mD zPThGUYXRcpXZn35Mfo<*JbkP=?B5=X5H39S!EBpbityBp1bY@?7*L0qW_{VZ-brfU zwFvMZNwXa7G%o_oJ{x0u4cnC+>sCB@N2E}N{2@6!?K7Rk)MU2ybJ%&NcM!B(e%LNC?A!?U)|@e^6r+~L}LnS$R^Je6NRj;ESm^&E`b3EWYrY&@yg+y{O*mDcRqJ1 zr4gI%yZRRr%9DUJzqvvZk?URglcUcTY`|}99L;<0IP&`&8^xT62YHK176TjK*w77- z2EVZp$H7ni#>N|yiV(gbhq95G9Il(a%oebiZV{_qPSUQUF8j7pSX zS=iFUAa*mr2Nizou3&L^Pl;MpR(o!PSSqRboQzTB?sHyj91S?qOdG>BHH2&#JorzB#}t2 z#}c!!WIc1GikG_F4IHJYAc%r>W^e$4(x0{Q8&0>Ugj#RFiO0p4!Ed?Z-|Bdi9aRe9 z7pfp7r~gu?0&rSwr&|^bc!NyOvP4)Xa*j(!!LrOwobJD}*Yz@){;RZKHA4Pmb&=Vm zszOcc6^4GfibWg)8TkicBg!G4w-AIwxGBf^Ex%z+cH|g=$rPfgseLJ`f~Z`#(hhCd zyU~|q~zmr{f3qT*uDk0~@69A(k zzTQ0mFN^lfl2&#ox}{V9Fg6_3m>W$O1@$E4TtAiv1@$WHPIrABg#* zXz$yLY~{kt&FGu zF@krO{IA4Y$={T+-5@Un@UyO}niK(c6F*bPr2V)~2%HumV!%oOm3W`#U z+i;qN+l(A`(M&}<2Z>>~nEpS)2BHzoN8}?dn2%t6A9seGd4of zLRjr_Rr^c}TW=2+oowRY*HMVU749`r^T2s)9H|2cl07qIz>We)Y>_YBbQ`cGiHk(d zQI3>%&h6dE&~JX1!N&QIKSuFVL89vn641Qzh5z%rsi44gjlTFY%=u zA-H>DQ?d})HGCAQg_vh)KsfQ1NY_n?+^)T?G(|bSf*_d;!WuM%_MC^(VTeyqLUHZQ zUHQX9p=gPf*_X@1F%M7OCqhHnfKlxb$r>4=LB0) zUAK692wFrX^n+2=Ycam&@h_rdbmp#tahU2x5ua*3fSJT2so?7RJ^;8wx2(<#MEz!~)K#HBbIfYXl16 zO1m>4V4DUc5(iGInBfkicijqadUxujs=ehRjvGf`X2U-wv7T~JY=H;|sr4>(gOSr$mU!6_)riGiOIPLeeV60>X|ep~tndZ}W#4vV z#goO}l#uOUKGlViLXP_Wy7G?|@)c_2qxnzzH@Uy{zf#K~w+Y?2ZM)g}YIzJU#%62( zruAFENldq1fwcE~-)iEg{)KlEyubJK@+-W=Mzr6rxtsE&2UwUPJe()~QYs=;!;4{Q z?*xUORafVA5|w`1k4d`?WY#G>xoDQihzRU1W zpwrd+e$6fYbEq8zXC;JAd-u+6PB%p8cSWdEW@p(-#?FlQK<3UL4#)4QT*&ojdz-$! zpaEi||L-6KD|s4*HCQ=eko90v2ySpg5`N;{TBJn4yL$axAFj}c)-_Km8-JH{ zOCQqzp7ttDTeqrHMOzGh!nl+dXPYLhThy7tqw9!3(z#jcCkmC@ii)N`*Go(LK&rj- ztD`)TtM}rj5tgHOjFY_cSzl&8>q*l!$;&}D)l`~N--jCLh3Qswmig=IQ$1*ek1qDj zEYzbv2nwTF3o63*4r>&O)04l{^)B~E%Y>bD=XQj7yp-DRsBRf5H=c_yDob)~0i-%> z<+CFWmEDV8+!xYjTPKX=b&iIseHVePS9VrUI%6s-Z!zIMtp1TxbAsCG@K%pz z@B;>H3O^d$xk}DFyoq9d@R1)YfA4KW&_8929gpXFIy!w^FV*^6Re9+Ll`F_J7>Tu%0yTjY@XsMvF)(7Yh4Ljvisw+2IWD8en8=!aW zA4idmGf|r@l^}dH&&yro(Mo^HZ8@u;cdK4JK=b~PRJv_{H&919)^KS~n$!38 zB*B5aP&!UEwZumo&6$pm3kI4Uk1%OOeT5S0djAWFwizy zq8ByEkWtuy+w^MvEk%7hnfJp#q!1)Aqrb(%glv!?}k!%Buz}Ny_Cmm{`j$(fyoyd%5qYr0+k5E)RC04I>5L*CkGlRSVWk)fMIFQT1=t9A9ao=!kB)aQx z|66EGbsb%L7FHG5sSLt^mCHa(;N8tXl|uZ_S_S{9)tkYSG+CaGz_%rRt!&&fRZ2l3 zH!6Q$wGX@Rn(n~`I?EBi#I_z-QSQjj3YHqp%vp|+-bn)VN#-hX(w9=AB~<| zJ1|_fN~=%H5ggUOE+ntVsT=7}FI1~9nLcrac4S!3T~J>CvS6)lB=`U%-l$P|>tSZ6 zUSznl_pCxB3_(qlNGlPt)GL1$e9Yg+_VZ=Qk=fO48{t5q+zsP7sWcx!d%c#l&s^Zr z@MZNa`Y&?2n?IuZbJFSnHu;}4PkBG2Z;qlT_@H{xQBAd$K!|xYn7bJ+bVz0$7!s_nB1K zzhlyNzID3W>w#s}tFWYm>{KN*B(%nBV+w8k@_@zMocPho z#Q6~U;d<4&)S$In$bzaw>J6_Sv}G2%l>@g7k%m|2w6=U2P= z_)Pbyd#unmTieN0t=z4)3P;G>RIUH2LX?Lspv$X!5oaN#&SA&*zsXyUyyUKT$b9`P zNpUEdx2WLJtDQ#zs!3k^$}RCy3XVE~Pivpr^ZN+38rAsY2PTt!_5}B$uT7Q+wa&&X zslYAczx%jCw zpU_vB;;yOWUTK7~s10Rl*dJd@W#a5YN*EM~xD-5qsVlR--FZgwqbqSg0Si2wD}p~l zT}y>#X&WDlC(3bl7VsnV_za)gmd4|5E_~zi0}o|sF8nO~(h{T`318Ku-iCHsZAHhd zWnsZPDDenTm+&WW5~X-T0lyw{B%L(Ya=D_eMzCn4==RLsJe*Pz{kGIx=sC)Sv|imT?)qHGglf^NG0Lf8L--MlZh14 z;7!~pIytZtQDst!5uQkvV{+gWK|QuaN7r_Kx%6JdGMyACfejzU4OHinnq`=3OAIQ% z48uRZtR$VFk);uQC)_(bj4`}PB7&>^UNVd)z=@6**rjZTy*fqu%Z@I8La~ga=?5Xn zFh~r@4tHaUW&3|C+UD0o3Pt+jnXL?NUYh?tiL#ccdO_cX(hp1n}=FDi4EFT z0`0J#i@Ee(s#JIsCL@fZmVrb{+I4U@J>l4LlEtDBWd2J|tvxSPW`ma!LKpepTQE>9 z@;gha&a~si3#&g@^>m$m;F{i?Igx+#ydm&=$R=a20;&{2V6&cy#b@)b`00584#F#g zg#7VJQyi+Bxk)M~1os%vmgDJBWuJTIzMmO>7s4{!yCEOFnv3tfm&*WFZzUFs4yrlc zRPvfYxVx8$Zr4{&$r9s=^9@t7Z;V|4^LFcx`PH~oLj7U3JqUcvS)aGGN6y0Ev1T_`c6ad)(? z^LETrJ3A}y&EJzg>Dq;Qt~%~Q?=|i)i8qs9)!%44nRnpjORY$00xuJisi zA9Z%}%Flk9aV^kstUl@3KuhIrkLJ(2kNFtX4ifi9s}VXd!^v<=z!|NQB4o&i`BPWH zmzn@2PLCB7TQq&*mqjI{e%Ob=r_5Xt8s?F7@*e{}^Sm-Rb-wQSRv@RA`Hsnr>{ae- zUTt!!?6uh;A&pJ}!8G!<%OPv0<dVsuG4&%ecGdtpYs= zbuJHabR0mGz~3>X`(JU{1bS!%l+TzJ@1sI&%FI`W2i*%`bgCucRlAFydiC}tS%!pPudzBb(pi1j1tQ;a&NxjJz}lckZ%yF7i#&9B-?|)slChjf&I12-OF1he zB7V3usFx*9VwfYH1?+sq=>2;>M_Dnuz)ll=|1LBl9^!okWUP;f8ZKRWu+igDaU^p6 zUB2&7a?qeD+efh}x(_V=y16$m8OK%|m#oZrSuB$7S9IH-^o7y$FBnk{#Wx5V@x&Kl z#)^jhw?HM^?iNkhJMEBR{@n2UmQ`RvSes)HK^FCP*m^o&RV`k6xXo6k$?*uLo$0dL8(@|a0zM&~w zbg2pI-Xg%G$=~$+wh0Aaz|u2~H?F?42g!&q^)rr$TO&_vmk|6LCat&g3hcDMlU9uw zI^Qxg^1D90K7XN-*>85c71|FmO6!cqC(Htii^QqZV_5y=%$Fwz&9(hJ?WAp2vwrFoQn#3A zJ?|IvRsVJtUoW1o(}OZMUz0H+UXfp@qCej_8Zq{~d+sC-7MB^?LJR1H(wYEH>}M1l z9F(hWuJ`EPzyCz3=k|+d?1>y&Pw~Sor-zy4$5m{WQt&rQmco)gj|x2RJI)1U)TPHH zh!KJpBlx_sb?>iv^@Xi(OzimxzpOV8o>%&1&b<$%x;sz#3$4b}Y|4YcE7gpJ1$v*H zAn#cd$`-1bYwoSRsKLD`>#f1hlAD%DjM2*G?CJL!9bsIetROfTSyvf5?HX`z$8Gi$U zla-A?B76dT0>)28KI6XNzKDDl`J6tl`}_Q04^C7z%oEPPnvb~J|I~FzMA3{0`&z_1 zFsR1_NUus=DorED&gTj!7R^5fD{RE~i77Z3eAbDaY~(?$n$fWK*KxIZR%I!Go~N$GytWAr4-+Cy&#<}fddE*A?oBW z6D++ll}@Q-^vQT#Io<&mZHpeT!xI*zFZ!uV?~_ZjU~Lx#0@6xSm)!qVBCGRALO^T* zfNG0>b-$a%%lUp6kem~MPH$R`x9j_ys6Zty?IaT1#nPPijKhxs>dCe z*+=0f&kPaM-$Bz;-!%`tpIc|+=c2rARECF33_pHtto8_Kob5epalG^cZKk@(=q1)# zq82{aj~;*461P_#E_LHZIBa&oj4gDI>sN_g{n2c<@jUof74ob0#)%Fd4((m24V*6@ zWLZhIV=FEhR(TeCa!XFt+>O2dW=ryS8jJJ{FM$fgG`;B=_7h)wgV$$bgwme8Sg1~c zWf_yzkFh27P#%Q!$>TsnYrcbt>(EK`;fOo-BkFSH*RrqGY>==~}KR;l|w zhA~Iv7RS7}*LC;j*ojTKRdB^Bbz+Mvhv*sZI#P^SPdvW76DC=_xbk!2<7Ia?HQ_9< zE#{u;t&biVZxrRrJf}TeC6S_WhaMrtA?6-|<%g520iLyXwSH&)%?L8duLe&@eR=Iq zSN;a{^5!a6ZMAkYD(4-jRogdp&H-0aTmvY-X`_(qrOu4Ry~=tK;u_ zm5q%AF9`f{9s6|fARD=0l?fc$8{#~H8D)2~e@?L;@mkEWwN~-m$FW`S`wgeBArvxptPb@0 z#d$gu)DPJ4<>?A5cIy@p-5YgjpPv{;vBCxgE9TG=&S3 zbbwGhi-hllwfTa+8XYcawn>wbt{>fS$cnB^S5@SYHc2Q21u`9ny{lAbIQj znik;l`uv&!AbI=zni1e~UfxH^;CCnByUrqcZ16RuUj_7J8mIb;ZIS7!A)*d-6wV@u z@JC<===rU)sTkbeGQ89ik@@8;KgIyaPPlRZ`m3IInUhODAJ0DgS5X7Iw7AgMr^SzM zq}v4)bdzEJT{K1qxc6_V7msK4{v{P6>rj_{O{4Jp7lV)=DdiLlV*mIef^`1}O1?OR zv^8VqkG|gS9?u!#@eLWtskN?Q%UnAfQ>`h<{-#0t>HQ5Z#VQH;pSG<}GxvS=*Vi@` zYOEy?;GGdA)bhND8uCO@<>xd~jo7iqr+TIh`a~9C4m@c_qMWT0PRb+>>?LkgEoZt^ z2lg&ASE)X-IKz~p)BO=NBLL@NynK@^Q)NKaVe>FzwuP_mjOyfZ0Mvg(dWAo4k8#Cg zgmFZtRNkry;_e_MZr3r~I@egDHXtbmgZmK0Mixt-ce#Evda*|;gl$=uGNE^?epfqz zR_mGizYfX7xw7^))^YCoG6p+OV7A*XaFxwJ%rk4Q|F&)a%>)-rpy{9I>?&MR;0QIE zca8NM_A8celPo2=$mLA=Wp^x?R&*~WhFkZ_&mY)PuM?k~ZJi=6;9U&zNZmUAKfCpZ zy7O+$iwL&&dvyOiC7Jd=JNMd%;km2dwpC=UCnuzy42%am-lm}gQ*Dx0-^yR}wr&yq z6ty25fBcJY=WAYrV-Qt}{3H6m~N!pk_ z+9zAbFmDMQ1CD&vKy6WY$K(f7QEOTQj3xt*UM+Ax->-r9Ni_r)XCD~kDl%X=ZH zM~-#0I6E+_)i2^+{?)%W=O`Sosl{hw`*XNE?(UD0YL9YaZ2svUkK(gbk)QOfZ&W(- ze+33&!b@vv)~8;zsF}NCepC=(_Gdpga1|lHmUE<3pIN@gsa_v%IIE9I9lTx>@qOUz z-bb!t6*lgDt#=W<3pyexqh70ThM<-8h_~NS_W0P7qEWoZN|{S$`eA>-y8MCwPh)q( znCGVzMX6F@x35=g!hwfA5)OW>%7MWO`JRF`ZAO z6=WAg&*5{`>5cj@lS|mvi7X+_`~KCJKGppdFpP@daCKT(Ktu5fDKtNlC>Zx23t}I< zFj7JfjbKO4ZaF!-IlDFo$klZB)gM&WzkZ$KH+$To;M$jqd8H6pvq3`_DHKf!P`{;C zeWeujYSOpXvSyd*cb9!|ZIgWuBJ-iQvrO$8Xd$V->^66U07Lh^L6wYUDb%CI^pEk^ zd!LuKLk%u{5V-o-%cb}3rB^iOlkRVZX79?aIj4WOyZ&5OI8pA(=4eu~gpH~utNmyk zL5esye{c{p(7-y#t|5#Bf4TXA;AM%6mOvjCsR~k>9}%*j1M8McoWmJ&R$ag zd+Lq3byebSMDItgk3+j*x$YY{yhz@vsq{j7+0x=hArk z_(4Sk&8arpq&Utm;7bpbdLj0@N4ce^h&Rn=jq?KZIr8z+mxh;o?SFSFR4icUENo|Iya_yOHS+a)YKI}PbVS^ z6l}Y3c0l?5mp%Uljtk_J=S_35;ZM`(pLf5C-OTO^GG(^^0%Mgrhq(S1#3PvP-{7A(pWMXXpWg%UZB=p}Fk0jXU|IE$*xA#nUF8N<>jrhFF zE7jNq^8!ZG`4J8U!OxARdQY#!v2(rqoJ8^E-Dm!n(I#K>_71`;%5q>wu&9$~I@3qW zt&0cE{o76bh$GN1xQNRdli&NS4QgS2Y}mAo<5|^Dy{hY5YpcyUadM2Rm0p7xy?d&k z+!o2l<-9;4K}RP!zp;hFJs-^j$LGy!BC4&NjSrH_%4%elI?Gzn?`P|>Ho_e(#&-+# z$whk24|)%%1MHsFu9X$GXNgJHP06Z-5&KIJJ1I|i5RIoHzuU^k`WcngvQ{>f{Tmu`!K#2Pz*Y6(}SQrwz&8#i4% zF&j>7<=Szy_9wRqmi@Ch2y$aqG>oTvU(sl$3fiUuNoIDU+UOt#@dV5n;uELa1?|dO z9)i?xTE{f~GmU^b>mUaEcGh*A$wZ361R{~VjwKY%8!&TuXH(I$(|ozRd!Ji!CJx#) z2#LbMFC%9lq>!tDvzNTvBPJfJ)Nz^xk=M*rXWfaSuZzxiisqXE=5^AwB$x#OlIpm0 ze5qZwK&u#~JDZ%IIMSMWMLU&$+DcY(yw#rI%B%aY(o22P{0%GfbVtCVx&2M)h#vVb z$~x|2hfCqB9wn2g+q zICoNr*)0kxNNg~$^Jah}j~wC+Ci=bK<;(?AI$QWfdPp+24e}K}QI{CAT^H{v-3fzs znDoqE*ma@~!G8eRU@1%I7>o#zLrC-qK1$THJ^JvNRT~n=k=t>V1fx5;gW}CWtMgXO zTIF`J0Z6z*_$5+UVlR9&6Ps$F5n=IvsX_esKlG?pCDTK@xO1`a9XQPqn%WE>Nn2eP z&C=&cS%iug$m&vM_r$q)-eK1KTt^MqxIh42I#lpM7!ppZ01lu*d@MUoQBs5-pM=n8IAE<`i(3XAu6*j$5= z$>0-oiGfJ~Ct5#zQeHzKcL^j#br(j*w(KKN>cCQU4PTl%;>$_i1G_x_&9OsdQ8uD7 znX<=0M0i+)6WqzVfZ|di%6CJ%+;-4>W?6SmXvCnM;&gH)NS(i?2yeIYE>mTZ9$`K) z55zH)Dt-B{c!ixId&>db^9H4ktBHpX7|9I^FwqB<*aHUPVf&aY4dY33Ek3hlDFN}f zA26~E(kV=A>*5|wGEutzI_JVVAD3Wyy;@LB6TZ}^L7}g=0^(?Eoo|BZ2F&<=4^s=U z6Q5k*74C7l*`lUtJh@!5r*&=F;V}~%DP+n(kbZn#!w*Xtmc#~HA}ofM`nK0uOvRMM zazC%|vDJqy+m=H!6Jq~kTKU+^)4xjGOynU3`)u|EKDKG2QbeHv-moe4l+S^BD!L5+ zZp1zYy2SN6W;o}!35?akipz=FT z>5e2;TYc381r#Os^y?6nU4y$4Z$f;uc^?60gP$I0jtAS_FR9o%0mWYL&rzPaEuf72 z{rZ7gf63gA@dRBX-;;QtGTwx|u;i)MK5&x_~EJoF0*giN5bEj7X9OX9q*hw}rG#ROt zJY-+=4fj!T&XGxjh!%7~m9E19Khn>oRVAUFe-U#`?wo-VjPvZ@sF)(s+t_ytkb}@J zXCf^#33edF05=K0k?<<3{bB|wdbdA-+e^R*1|rYx%03)-VefHbL5Km0L)o%ANU^{# zm(-P>_F?RL9BDOd?$Yb7b~13HlDC)5m;{WgS&G0&vOXun$83~-{Nhhl^MTQQ$c<>qcKfZMD}i>b3sq?5Et9o}*BJl#$_ z4Ax1!-FV9X^eTZJLEKJb=dOTgfe4(7@d7rc`MR$o?9yFLJ5}&VjiqzAEQ1A{EOXeE zX8^;r+C|ngdo5!V5F13rwbgWJ!)lFY8--Dwqg0?+GYE3=ZnLKV!LZW{ALB*>Sfo0V zpr4%mPKMzvWI1SF$|GqKMx|4KwpSJQ6Ir+!htx_G;&>Xrt1bFMvjz=(j7vw586CX+!Z&cGR(^{%TR?a4dAYld@ld7TQ!7X*&kGdCj-LoQZyaW;{e)p3UUlJ62Y zfgQGpC4wrDge6VE!KsX49BQ4E#|)Xn1tln!3JvB_2kLT+-9$Wj9fx0EMF zoSJu41GMz?eMlg7gdpcQzzE|4J;^=i6>$fQQZU0fM#e8_|Cp zfwNK74ovWmwdeIC&nc^ z#tZO_H#F9^l;N*#u{_Abx2b5LYa}EkccoJJ@_8y0T1K~k@Z#zIeV}}eEJ#e!Uuq#X zdt=1)Xk`t){!`2I(q8@6RbHHmM$O5b@_ZdJDRt$cvNiH%ji@&x7w)$ga18DTNA7l= zmiTvupY@vN7kNX%S0Sm$pw?w#$aJEZ5~`B?pD&xOQ%_pS*|TNkNgIK4|LHxn-ahvp zt|EfZ7aH^F|LsDsTY}oQiVeH3wvTT|&g)%En)mFZuY7*zpJn%R0aXG}yM zzMx0)z(}!B6_F*syxr0h2wz#q*(;PFU-ATW;d9gCq?uJEDj+@`|T&HNneyy6@sqmu~@zs;Xo^wek8P=>F+cbRz1SV!gY&A=@&R5Y?1#oqff zYtAmW-5T;lUK%+Hzf|GCmxqy5PLx~6SxiJ4)`3>wvf6M;iy2df;*DvnTT=okB9+7+ zrrx}7wdC_m3ODtE7-Kk%S_jas(_1;lO*z`Dj*YM{ zSdPJ=I4vE8R3AGw*{i4}*%JgKo)qlUHth575`uf?;Hzy>B*dZ@KA8ta%H_aV-bo{g zF|~QuA|F-jd(p=MR6)36*RHA@XB))sHGwRvqs;MDA<+$z=jck?-UCcujYCr82Qd9` zii+6_c33;*ByQ!%wK^`geRjDywrl$|7KDf5I3eiUU0+@m5O`(Xv00_GDvn4*m4ikG zF^VD41O?B!W$U3bzKpkK(fgJBaR#yj*ow~D81imgh8SeRb z5*AL-wY)A}pcdB=IEgo_)5WvxaU-1rS^;n@+A>_izmR5iFXOT*+K z<$~g6!^cMsLsNy8UtUZlNZV;qD}iGq02swmM8^#V)Wqs@><=&ryAwdNhNV+iP@H1m z(iWAZbV#D)E{v0eAnL_GmIbt%5_kR&HMNBU7#5Nr)8n8djAEfIK?C)N%Kt;nA1(4l zHzWKQ;-upyv#@f>1jW)WJqAQckqewvXP_&h$B9}P&CP?N5`ccp%WbFaAzayYp|)S0%pm94hD@O z%Lw%}Aixw1U_cLWX@Jq&Br5|aa_u2`7inbp0~nh&_#KGodqE}(ajX3yk$91*AWD?P zT%v+{ljvBFm<9p3dkiHNhJT9*$YkMEKcQ(00H*eT#7I)r1&{xw?C5J2wqjm71zy^P z3JGGh?Qvq|k$&5v92LB(!ILAM$UnS$uIyZw5Ht5)+JmqUkD0L2Z4d1cJ#NQNK#Y51 zl5X+`srdoyhmda=hQyH9|0p+8NHK#ml=L@db;dWSA?375VY+%=fAFGwBppkZ(I{24 z)dGnfZk7}Vzg_=QkYXbH%aKYed_-ezG8NlME*@xUL$KfySeB`27}PKcga91s6Y8+z zw#gsHJ&A72T3&Dj=||LJWvAwxG$%bv;LKW+(TCL?4|8mL&xS4J6Av>lbe~j}Y^B#6 zikv$TKfQfrPYcShnznon^{utCr@UK)&O_I)4@X%m-kgm>qe@V$-9vLFm*`JAf@Xsp zRUIQ{!#e)MgNWkEy?5E4vLk}#NC2^#i9&Ql&>e}b)}qcjj`-mN!NIN3d&V`IH(R^R zYq7%_7xe4+=G_LA_mVuTWT!ytmOmrXdDS1#?iH-EuPsJ!tlPV#Jjgq;4(O7d;&q_S zrw+Eb*}tfj)~S17F<+A3H{C~5P(3vRu#!o zH=g9v;@Mu_W-)kMQrH2&<%V2oOCtw6QPVH0w=;w+)0=z(SJdc8CzKyL0SH-U%#_fF z*R)q1)Wdb9qw?G{3tpe9u;##bF9aKhD@2=k-sU-yM#?PD(#ScmRxQoFJJbVsfK%Oi zX0ygv9CUR!;0$IBmkq^Di+8z3ot4U`H}JH1&gI4 zFBU~v9C*A`dNSN%@rMU>SlW5dCJye2xfuXsIw#T%$&h8_iVBo>C?-47lc;#S zO^Kw8NR&j+|E=cGh(=60k%*5jdjKOPjv_f67hQ+eO_LoEjB*Y#!f5g;JW?`sPO$Ie zMl71u1I~*@GY;ZOe|!fx*R-G1*yYJ}bSu)a5?LKak2bH9NQj(wBl<5zOh3(Y{~ei< z)fUj>AjLF8L(1xBl zzd>ZNZ&zgXgvvYag)xlIrUP)V@Ud|S>69WAkCYRWS_l6zJ8n}yx5H;>>Vkd< z7hC3R6ltP`@sj9Y6Y&ytJf!t8rLCKaq~uOrNH{4@!KSF)Lks7ySzervSv9wyAUT2 z2qvo?e)u>`-%AxRkk1UoR0lWl`&IESXF&T4Xp{$vOx{7p8*_hV(yp^IfYLbPWVJ8d zKEr>S?CgtF_oLG`>ein2=Q{LVBa<&0^EYSq^1s!TDj8>=Y_esGObP#lDnok%{m&-1 zOBS(nBV+5%h%?N`HQYpcgP&GZ6k?$@-uYyx!Pq!rV?wr{$8oBiwV8fFh%1|3356p6 z=ga2V1X+045u$%T{G?0ZJ-#k!E<3Ki_d@GoSH9Wt@;5n!t&#*%n4Z`6Ib(~gx1{56 z5Ez=h-y|6ke|oquB3Oz62G!QLH1c&3j<c{ z$SA^>BXn!c94NaGtKGW4Xu|`RHLAWTANVT5bC7ERI=Zyjn`D2&`YCBlSkfZhdWFw* zr=O#=mtxMub}%0->*YRlw|m|TW`jFKBbxa7iJ{qSgNvgMMx!?kp3S^aIL5yp(|(iP zgfNh9U zVaHe7R}e_Xa$Mu!A})g1eY|@NUE22RGF8SRW9E+uC(Xp}3D-WKoMj|!IY#!0=xH^z z!hpx#==!MBOEp*UqS78I{k7Q%yz6Qq%W4HYLKT86v)rckaLApO%y3Ai?W~Z?uCb5A z(`S$QWOp5C4f?^s#)mpuTVo5Y#%dqwZR)aOc%k?we_r@{nU1MxFHuEZxIoA8pT>Q+ z;2-0@_EHbo3@t0@Pw~S)n=o?cI|sv=Mzf@CtDtk!f12*X!@qYAa{Mp1ZH?X&O0Mi) z3laG18ER!Mq~NcoSDS5pRP~bZy6ZN31nJtU9tY&f4+Ty*b7B$ zNcqsrhIc`yohL-G6;upJ09GnlDOb(4aqz?Dv2sJW_2NkCWMfT@&-m%kh}SFQKozvC zH^doK@YX5G3_80y?R6LO(_S%DELWxID5`MQ^F?OY{?Ab?orwL(Tv+q9e2V)Ape6jo2;a-`9^&(GX& zc-**)y(h*H(8-8@-1oH4#eRq2UV3}+QEqR`olYJ|)TnfvC7fLfcDdh44Wz}k=O|JG z1IRncl;bXxcU`uL0TCy2AjnZLGJlT3uAKxv;a85*RgNUFj|=tzHHf)_Yx@^Q2$y$e z^&Uxbx>m)tv|o&PGPqBhN{E9*ZoG*pLNPNt0vl1}wGK3V?ZQobE2La%SdJwp{9^0K z{xL8j)odS}I!m3^P7ir30)9e`CgoS7kcZK$CZ`1Pjm)Vmbu|wA(eHEg&ACDn_}-*! z5Tx@k>>!Mt@?-D>;)z!sZB!i@k1y{bT-L%d=Fo`6XNJKJ1GMWhX-alePC5x;yi0`cfk=Jp0_;Q5YT@mgh`1cTsAWtl%lQMm2`W;x24$SNA*HmN6_OH>YJ|@;t zh1ao)4XgLTq>X!;s9$be*#_Q^i0bipdcbf4ss2U{$2%W{hypHps*m@R7UNT2$AklL zObm`}BaX5SfZcJw%dILgu&j160|$9+6eSOuvw6AgV&9zL7$jMAwF^+=c!}p5(tO!k zE4Lk(N+Ng-bQ&?hWT;S7D$6f}dk7RHW>q>q%EVKvJ!Hr6eMrM&($0dw14lkAnp^`P z?GH_nj77Z49)!sLrTeBC%+0a%dDtRsl(}JH(kBSwp20%dSC@ zs-<_4i_hRlnJG9{LGsh!22`B@BRp^fYCz*8V^7AOV=J7cpRjmpR*cCf$rVb+s_&Fk zaDwC9Zi17^c0TBAXLSi`n|v#3F>OP@KS`(Zmuhffj11gzKRa9$z{lGWe_DM4$AB5$ z+N+p$0t*K^rK!FZv^>X&3xg9QRjX?s|4UbRkRAcUZQww`Gf)D`*5WY(V6Gevb0uYA zZe|0p7eemJAW1$4J7xGXeek<=%7J|cG6{w^Nsemy1N#RwA;Ta94{XUYzxz!B8Sxe< z{o3;B#e0C;T$ohXo2feAN>n{y3@6Jiz-+*s{4X$8tu@KlG5n9ftIgagd)nVh*3sbD z2>(DPLxvA%Wnq({qV2yXoZTjVI^i3yUJe{1-T21vt6+AbF1;;-(&d4DTAq_-CbMv5 z#cQS<%svHSvYh5XsvmYl;n8!Vy+iNuqDsKbo03F0D$fSjO zyZdp)TWk@Z%**A2zcVtWv}y_#U3IA9LZfh-t~0-5;}&G$lXo~q!CVb6I`Uaf&+}X zPb9JQd^oaY_`!Fz2K5?r$$%7kLh`Zj!VpLe`^_SM&xt~2S)EIRDK=h0{DTyYFt{RH zm3?SK09-6nHNU-_1Y&Ri7#hHsl9u_^sKBwJpWqfMt6kd34i{x0?{^yj-x1b2zz)d0 zb7NG9k4_t$VAWHiqYP-1&d$ODIfpY(0G%XD9&05#`?plfoYQA9|4#nof*1ny4)XAh zbfRt#>1Pc`kuek`xb--itZlQ&%npR3<|9z-+MHj2Pydk7}!|q|cBG%C8(jweWWmf&9Sy<#^XD^jlK4PbS1yC{kNQX?d;rUOMI_z8JdJ28U#@^Jd4T00-dFw+bG1^6fgi3lW4T98;AHUpKmUyy?VlmO6}{FKCBRFbfQqSe4Zfv;-NlQyV} z(694~HTgyg9K^KI)aj6DtK2r_z7n5c6csr>*>P2q?FgJwkcB~Ti+?2lKeYISqDiS! zDFyH;w7@oo)LHhvVpm%R1#3f_I72`OQ!13S~7h-Fz|2Q(G2ePOY&AFBzyt5{1Nx-40Xve$7POP=*^PG35)xRetQVQC9j`3dj>%>D znc{*xRTEZRGoBr`WCzPN)%w1b^RMBMbgZk*$bHsb^wmTVoHQ1Ip2{GdihuRYro8T5B9!ksbCOWM7T1w@KElbrY1m@UY>H+sebH~P zkd<1`_vFiH!B5wNE470+-o7o^-HWM!`<(aq4^VVS4JCZ`%t_t+0an@Q{yJt5dK+qd zJzAxJ=d)h9UYFbCj?Q}WL@P!Q;9-4SCD!`qrK+BIP;S(=cwkopi@Lj0XKU%;rF9mR zP5CzP=1^=dbORzjAu!gRZQ zjKQji*%^4+&AwsAhgG54VRzWYtO`8c%^ynnvih(f#;~rj%I3hQ`hDs1`Pcd^hI2mV zhDmL>mLF*dH%lx z;RQ{o$|69dPy06z9PLWed0?h5=tso4ep1KPjbSjbEl+M7Gj!y!SF8HCk~J#Y271&T zR^d3LP71s@@5OKHt%-zxU(eW{GMlm>lW}-0OZHCeMI=u*M&?dP%mG*TFL?ks&PK|2|wJ-!dAwj*y%ho zTXia*GxVSU7Dk+PIHjBH5q`Bay(D@z?^yE2!1fJghq&PElyjpf975a(m+u7I>fCy- zwq*izMRpj}a{Q}D_av$5DhE#U>)-RN?@rsPZIZo9Q3Or#1&s(}YuKz$WhB3MP_We} z4Zk;JUcyOgwTf#k5Q>0uhf4|hb`G|oOojtM3E-}5bNgBW2lb}Q-Rv`REI2zM{$I1k zwJQkunQ;fpm6Dzr6Qy>zfW1Iyw9T@5{t|k@S9kdK#cwyI^WNsi8mm6y%Tmpg?**10})mI4498`wJr-KOKAO%tPDppRZS zzgCtH0^SGS!FwtI-Ur$tLDGZKODILT!xBq~CrpthOsKyQJvaV~f6B6Yup3j9=$EqI_@A+G`f)j*ZpH zyT`SR1Lp02^=vy32n2Tyw)ljZl70ptZwUziH*VbfU;_)N@9pq`M_UO#w7xHtD;B8& zVo|b`a@+uBZpFnmA-pV=^)3!_jBB+Aw$e(N3^)GJjx?SwCtmA|t87dH1nug{+Fgh~ zNYiQ*nB51^t<$>M%^2n2b(3lCxlgkfS4>;LSpVw~_Q_ci_ zOaL@%jDD{a^F}K(g=2|o&5mkB$d}Q@luVb~*Lgz~{_}s{1qCe$2+>PnU2#X~leLh1 zXwm_`DAzUqMqYoyxaMcTv$L`#IEke+^;>x|y~})4z!EmgPAi#<5q{zzgnz5+QNJ;6 zCwDlCxryNCQeqUXKpOt)|9KZCs&Dgz$F6=p$`~h9u61b_=Z|&BI`IY4LX8{6GcR_r z8M*xWHq@_<%uVl`l1VpSY7jWa$r84bJ%xDmHva`^Px?U08K1!R*v2R|WG*JMj*t8? z!;E-6#sm-lw(=+s5?0I%HpWhq^Pc_Ns-oC88UeW{eG!m5Y;A%kt_edRQ&T)j?r#{Z z`7ane^5<5>=oV)o<`Q~Ov7~@b=QQJMqEd^md?lc+)uHXzBw!d($o2;Xl zpTUU?0wm+D47T}R`uWQfRpj`Rd>(8sIWyyfLDDp5%@81Y4gr!)aRC&(PW>2G$_KOO z-kBxnn-#bmTUT_3`e*Ew116aSeFFe4c8%NO#SNKy2Ox1tmuM8&HMEo2=4p2CK+$}VpIuevYgrx?Jvr%Oa6D0kVwH-aNQ3r zfh9CnW8Gz6K6#|q+tm%G4mNV7a5Zqz8vC?(eY(IZmUHv|@!KUZ)+PC42~Eo-#x_G? zYDr4V<^65;!bb4E&kN~t!#U2yn`q_6Sl6ko)1awU6O46#F?yZ;i$|i0eFK+68p88$ zb0~2Zy<+q;PLhgSE?8%M*w?RPfu?%uVJ{v%90-j)a*rev&Q4`oJYw)XIb!rwvL0Ah zJ-y(Eg{BwnA#klFB$Q5^?gs#h(V8ENY<)yZh*L8JADd!Z^Y67|ydU)k5G8gb0DA*b zqc?In(FWU+rVyBUtH&VBNLGBuw7`gm;EmK43ym40WJBC{1*>a1o?%-`kCe4WvQmeTMn8H!( z&HVn~R+cTHePqqRoR{?;Y5yWf`3nJxqXAHS@wZjO>OZ$Sz2XkyR!k3fKe6T%FhvDs z7x_t5C|&12Mk?oj8!;9{E=OH@%0)e|_91u?Y&# zxOFm|5!Z;KlRMB6479%JnWTU*z9`pc@3PQQ|R>Ozbwjj|JUZ|j8#4G zuDVA)F}y8qg1PD;{(^1IcoPq+G!9Y$ap~}j{HKpZQoiF({D$~AWQgg9AO{1Ee9yXX<``Pz)^ipKn4w9K5x*0$HD)ePH)T;wN zopXYS#T=nv!v!`Uf3$0Zn-U7m41m=_FX88>Vk9aNt~wJ~??x2uM&kTzwN+t-&7hg( z`T=!a1eTjx{X(<4R-hHP?{+D%pfQT|2%hFSiUe~)<>9vsUphDoYtnqx`&p+xr9o7AtRY-_?V3^h zmA$ekOr4|fSikhOX4k3!+&cQT%tfgap>EHN{Y&C^J&7^2t4u#%UOY%@J;QMY>e z?|2cH6Znd!l8@&J-Z#dT z*l7;T=?)Y>=Rz--_1CTU$J6Z!6s{VkDaiRKf3UqZ=Bz;)s!fl z>lpOppP_EOx@G1w!2naum7P~k?%}%fC$x4dvxz$#{?4IsKW;Nsk>C*_CNbk{(RUTE z6I%b?ety=XAIb~&=B{z&*3okZgGorH#o;8ahIROR`a6=xQ#T2VDF?v^%L8zE@Okg1 znKFB_$Ih|ifY^=K;rU3{=3?Hrv%%o3Z}s9so}?4h7@p7F2EZDc^JgEy*HBN%^Q+Ez z&vVJ!&DASI?-SaeouTw+?C)zz#ph2+z`XhBiz#4!jI)7l)pB|Pr|2v2;6N?!?>YlKj=UeiJ78e(a${8tow77W#?Q zC7ri4?GWuSAme}x(GH2vj?j()G6Kj1?S$Nk>J26!@_?}1u*^=}XyKTE&A_T>IjqmG zokqz+!BYco0?y-ec}Xf#i!ct#RL$5dA?g8cY+GS6yX#M$U+V!%Qv;d-=NAYa!(5C5 zEQAg^F&%D3zt*Tv>7zDI+2qn(@2W>_ftiSuJRn5|ND((6SUR{f`i^nXgD`4*O|Ybi zu#y1Y&?8btz#;e}(sJ3oab-r@o*9qY2!kUOmQ^1M{R2V7!?rH`S1@#vhc34X^s07J!&gv5aD^(k%ZPWWh@ia z`p4+XO(qD!gvh}}WHCK??)3<2gn>$o<^t3{3!18hLh=CUA}^6YWl5+JEb&5dFj2{^ z0)%tegiO2Kcgu+BB&J6(MZQTm$d$pP>YDOZ%I-kNh)2bbI~JMs>&mDA^UCCO~9)h z=h*GX8=ExIphd70dS^|Q6@qVQ`9I5_FT^-VywlKElnF9R5HSvn^vJ zp~kes^#&_|EwT1;yxwilk2`LfmHUrVLeH9pM*7qS1GW*J9gm2 z&a5QqR?Gt(>k0k11R^4jC;ZN}{v=1wwAs18syQk#$+6({3i$3Dp$A+bLUInr7UDI% z)fg+bs(x}oEr)1Fo3RvNcz=K%6oH6j{!>Ms$plH7|9@6Q66m|YyNVG0hl)T|mO$kH zu?piOpQ~n|$hs(mgiztd`;Oloy7@`;*25^-s=I_Mp;y?b6y!WiddB_g%GDiy+e!BR z41&Vz8oMgMHzEJOSKR`r`u}eq0#jOS;;ss^|Dg(&U=4z$0g9R~62hOqjiHg^r@}_v zbaGU@%m1lb1Aq^4zpED6f9O%~>PKx*C^8Nz5!rt*wiee9iiZAL20fNs3OeDeS$@s{(T?hXt45x)4sb$Z<&~+uG`sQIc%c3nUc*tI5yl_?GswDL-K^s zva`+pJ%zayMqB&->6xYEDMO8b^PaoAgZ~eAFKR5rAAk+v?7fS=Li`4ZH3{JTXqDPI zp?zc(; zABYIL`7_u$L{|!}TiYBc?-m0iW{hTb!9buI!oFwLg7V?$p{Q6J2OjSshNoD!1jN2+ zSvmlSd9kCvpw=OypnIs} z+!_gN^tR?vo8f<{Ir#rx_5V?G+b1Lg0sp1+|F!V1wx=XgZuuUE;9ERH&qJSsr0dXW zmASz7X4iA0njGBtinQi0RM6&(FX)5oI6Wen)yMwaBrWSO@6V_NP zQc1k&&U{Vm#oG_uxL~$z`(9E}lIhdZWKF%})9sUWSXkv5?1SjKZEbz~)(!u>TVKDs z=!9^6f|+NXqn8;x@xo@neL2aNe}1~};L@{Q@ahZ9VO});On>gOQGdEJ@u+C+Dpl`F zHcO717jw)EGJp=Z} z8u`XTN4bsCJj?c@Bnyl5QO4J#2M3=r#>Opa*Rm~4h8c^vhq8w@yin}5pH-zP*l&6q zD^%IrLu(xA_u3rSudP5&NNSuwM~U$Iqbk&Xu5hoM$7+_b!-_FkbQkgpuOE3=={y<7 zV(pVP23Kq8u)eX{eO^1x9Nnv+_K2I4mym}hJ)jrB#WKzfQ-!OL@nUTkF~p~48E2%^`iz}#YSQwWow7$L`CRR@Ro34; zqUlMr7dCF6jWwW6pq2$A=40

7Frq2-noN{ZVb zHU(N`hC5r-q>nOeUKfdYbL3(j6EROx*}S=y%cTxTZmbgrNC}GaaW)yBmGbx9)_Ig+ z6_3H?7Rx%)ra-66fd4me4e^u^fr1FC_kC2Ps$-VnVg$9F{Ar@FkgoT~l;{DG#166i zU1a!n8IW7Jv^G(KP)a&wfd6k8d}x(@(F1^gWza!cbocKxOQeK||BaxKf%nJhf2Wy0 zV!Z$F;OQuf#QsYV$$z_t-uK4_=*d4mkpU%T`*2c~8!Kr83E|q|w7hl4b}~|kcJr&(etj_FwjVtG{h|GDXl?~h@>P5+N9-$7aazu5x(_hP)VP2JbuMAPU0O8v}GAx@fV#YynWu?$xi95sFRn`FOPb z&WHP7i74yBTlu;d4Ev=@>t3sw_E8zszOBeurvBnir*jO9Rn-$LAbZnC@UBFC+%W_t zUrR|wiRE=m=k=lGbus4kqK~fNj6$e*mv8f0N2R+(r@Mz6xWyZQc*RmeUcNT(+M`+~ zs9aUYb0>Ce!UdS;0n=skWj4^Y<3cblJQ(_&;huH5~r`Q^WtR z0QkRYs1Z#GvHibk_}>)(|Fe{?2emK0qJ!Sd@psZ0_U2NpGEKWtK5L@cX~Gr~u8kU` zg53S$MowzlBV270txy-*|6|#GcNNRd4?WP2#8dKZuw)#DWT>oU3}#*rab7>adFLJT zuOz%HWV{f(nq}IW01I!9tL;Aufd3yfbU-vOByf-Ky7b@jwIuhoj*KzvF{4^>sf5r^ z&UCWz*u-+qbnB_Q;mNLs*|r@#%s3jx`-8KI4rBhc-h31zk2SupRak3Xe4wTcMs`yy zYGntm0e_c}6GXgtB>zOFYO-*@3*ieoSq4e6BU6G8%m>y+&n-bYz>p)1@nZN|W=aO} zMgxi3)TInMVL^@pPtMB?~4*opd3L0}DyERn**v#ZQG6 zncGdu`gm0yCN2GN*pf*Z)rd2`P#BO=S$ubCcqEe4k#wn8R@8o$o&+5@OJG?_zl=II zU|C9jK5jvzp)CCTvivMCiIn7Ap|A*&WRq0=yvL6r(cJ`KLYCHgrOVN)n;JW58Zc7I%KTmSr3=HkVB2$eP+w_LsI`Jef*gI8X%aRxJyuKQ z=+-A1RIZw|d9J#^C8qO&HT@{iDJW@<1)JrlzUf$Nz*V`Nr1cad$s+YKYb`g)B8f|R zv1qcr*)J4W6CV&7uZjF*x72ZFgSa;CLq2RCx||%{LzEq3-a}TcF|drobJH)IKc?iQ zT)vy}+&z>@j%8g+ooSF&(l`npQ1plnc_zs@z*@p8W9c-Cuo)OUUZVUJ*bFs_$_+GU zS`rb-k2Z_SO@@X}(9f~fL8};zQfK@n_7#67WmEz&K8y5?8?$v%(@8G|=m(-%-c7O$ zCJ8C&kSI~Gct_>d@9g>uOKi3F%0~sukVmyefRY=%TU}benh);31kXrS37=96MJ?Dz zd~GKbvxn;9u}(F{?d3d&8VaPxUbZ2qpO5x=dN^@BU@?nIJZAL)N!c+Y_J>)0Myl@( z(0c&Y5-uA7NvhrR*@#)sU499BFdh|r?35oO_qo5yCz!DgM%uD4xNilXt6Kn%xbCNZ zpBb5J7yIJq6rQAN9huu`Q(@)`o^b)U1?Pg|)51tvr>pB9MoEoUFG%KnL(z(5KPLGA zYNw<5eujy=xz@lmT*j`%_mD0nyVA$m_+;!tK zOIlcxob{&1(4OOH9E;E5!~O;F)@k}dqY_)EOa5X0idLWdb|irzOm|qHS;Ifs(6siI zvqtT{Y`7CeHy8lV6CSl$q|*@?rQdJy897xP;WuxsX)VsJ51g41dXM^O*M1)U*GRyf zr^k%F&s$$&As)RmrO@gtO)YbRzRH=}&Y?B*;=H3wb{sgzS|>tGYKY2u4(a?5-q(3M3t7zZ>Nm+MQF>j_C6 zHVtegKW8Ku1eUU$8|_j|%5uVlCxpKYe-^rHoZ`RO zblLXoNsPegz4ZJEju%?%Mv$X=YE16$PSoilzbX2fE@N*f*kcFTAE8*pTuh~_wSIh1 zePK!x1I$Xf3+LeARWL5>+p@<%CGV9(Tl0B^2Ie+qxQ z0}1N;uy&8p@zID{Op@Bo*`8ZDkNnd!NYKcKHL)AO1`0rl0yvqZe12OwCc1$v4l?~l z9S6gVNumrx0c5PSj_%x00^Bi4+&32*#wkJCHzYa~tobA;UdfkQ9yb8NPaIJ}pDe?u zbsiatY8a*D91Xl7c0fg4E0>?;2TFqfiL&_2;XlTXi;6?#L*IJNeRw|i&p$BMn56VS zB4li|j_&1iq2f<6e2NiZ6s33ipOp1BTH}ZR6ffzlx@EZ9F$mu>O`8-FzW zaw+@#5kG2}lJiGI(Cmjb+dsN^4O4=;{wYxK3rCdHrvys0yWv#tO|-1l)cJbxen;Rz zy&u-dlk2)jX$`oQ%}>5bV{uSfhw(e8{vjCtuqJdvaN8^<$?WDrg%@=fW6TJu0?SC^ zzEV{DEciQOhpAAoS{(hWgv(Fz1L-L3H_EMIsYzA&WpAb^#9Jv?f6Jo*qcp?+l`p90 z!&-7}7a460>Q;LHMqj1;fYFUXKn=>EslOp`L>UD8SHYJp@&n+%F{nX4syb1svM>Q3 zuQuupH(p&Fu@B!fco(yAa$trfgAT1_xa=d*ZrXmsWmN1Y-hq0o;;3hP#FNQ;STS8u zHq<1XrewOW zJea5gS*rR6NuK-w{2wG8u3AS|$;3SmZcD`^flwC@ZyTmu7TgHMghf!W$|PI%KEMnb z{IFJqLUI7=jS{Q_PdxAm-$z8$#Vh>i$8=g|!fFarGkw;j=d^+q-W26L-;L8)7b-zj zi1=WV#4{Uw$Qs3#-$TD|^=6|k0kvr(Mzm8UW5t$smHd$(xq=_QXIs2Y+iT3luXh%^ zNn9ahP|>9?9R7&=&EXM0dU_1|nKvQm!fwPErrm4+PvP>zFK!sJ^IwHstitAIy69rv zDO>$0g!2AR3V`QYM}?tl)bvjY32o>S3KDQ(M;iQC)}vh!8afn@Kg6Q&BW3r)RcVXU zX@gwW$qytDCOP`yNJ++eOTLljvBaR{?__ma6}Ve%jVr?URm}-P@vJG1ZoZ4kw=TwB z3nI3=LeJ($kMKj&X^X^Y3%h6D$7uc})WAIq%-6po+DBu!tOn#Pb8{UEs~^TsMKlFLd^hl{5NS+>|7yA)o z``r<2iP|vBeF&Qx zlzmxbG2EfKU0VIAbZK)S&t`kXvnW8{puFBJ(P7`f(|qc^@fX-AC(@|QW(wHou2V=g z4(8N$tg&<0OJ{C49nr1QvtX%4>QzqXA5XUImYuL?IRsbLOj8n;oh-F{oW8a#n7*#o zbp)1l9XpOH4)qolCyj>y3fEJ#5&x;P#?(a}< zi4K?f8pjUAjGfIoY+(;>0<;ItgXZ!!nqem!{`+lLAt$ZALz1I8!`}8>O8^N9xE)pSW8_xBIu&s~{@f}jEA#k1ZqY=dV z$i@0Z5NZ#U$Z8ujZ~dyt;`PTlG#H`$| z>%P`kiOkaZmQxa7x{=l*thra6XJ+D~zOze1MZ38NU3k=FV>vhSV(?2TyRut$>B8}` z0-Xo*uG2^A5Bxy$mEZ<&Y;*MnI9w1k4v{$w*g@szcpmp%b-t3`tt-w-9@1TYk~ICO z%e$N=h5f-&xum?9c3!#Z_8w^_r_RX}c%@EF!1TgVB?Nip=}geL+}{%&(6ikU!qX1+ zUElid@d+p7v47f;(=Y7Q>=Xv=yu!=cBhz0BDcPwEdU++17R~bhua9iL16AK?XIe1( z%WbBjw&fbMoOL%)M`M|b4oLIl=~Rp^ul7Q9i`j|wRE!?47D(snrC72oJ~3> z@QeDkiv|gHMYPn2MvLJsZSab8 zN!+av>|wKmTY)xdn=8?vm>c;2hXls(oLL#Lym=J%D4X3eu(`Q%qe!ih4=#8B) zY&RS~8c`g;nB%@#IYJsK>+;TSak z9S>R2L&h|Vi)?+&?2y4NhKGl?(8*&-a2fitR_92vO?Fd;prPg!{I$j_pIi31pF2B5 zA^jnOx0Z+B)hjNd72opcpuUysIT5q>AQPYW{>Ji!$${PD%OpyqD36Qc_HqZ!IUxIL zD9(H&W>i=jb65WA>6p3_#-ry)jPI}uY;wv%&$zcmVMGFjW#KiXFHS=Sniu`~?2@2X zk!K{59k+H=%rp5zFd}bJ4Led8FdX`vg`kVS!Xbk4-|~z}k62lPfIQ-02j6yy?~i7n z3y2&E#Oy4|_r8~5K5e@G)?EKitk!4rp`=*+{>>Mb?}F4xdi~qD%oTtOS&e4OYs5y{+h^0f55V9zM!Hd;mH>JK-js{zkr5v8 z__ghxVe6VxK4q(C?gJZ{ahii8J$#DhPo=Y+_`>erwqacS(7~vC++NDBZKQE?MdO~K(j=xLZ(C5Js?Y6qI&bBC05O&3fM(NXP+{{JDV5agzkZOTcP=rae3#}?^Bh|@ zJ&SYH@18~crf2yvl$`K`9Vo`X73F->vt$Ryn(E!_BfNU2Cfm)FkrHY3^bS5AJ??JXTIsjDuch`TF{`#bI=i?o%(;ueybP;Gi$hC9eC?Jj;TdHn4`08i@bjjphjLTbGZG&~|Jt!>Buxg2A-c`8SRP+4Y zag-)5Y0LMK>h&(#d09;d7Bn?zZXfY(sJO<8_4~3zV`gucndf1li9g)`ph)4elC7u zkQL@ZSBoBK5n2=h=d3@z;0b=v0m@ zN&@$JUB`pqf*q}{$;YTIAl{F-kFQ7@ghVB8HXhvRQooP>$ z7K~nX&U-yYSl<~MKw>-^O?^OWO!G6nzo`TgyvQE6Nb8W`YIHnab?7Uy`{u4s(?~(K z<+Pr6e`X(Zp8bYgR@7usK4r@EyM)ANSyECNM`SeqW@^=iRkSpOX#?t)izH87Sz9Pm z)Sflh7B}Li(UePinR6uojO9Wnbx#ULbj<}B6XZu8&|0ra64cpRr?()!g~AEG7m9=? zX}Jou(1h30F%3PvW1>@~x@$cB)!%4p}E7sawz4fa~+Kqf~pk6*$=8T_)# z!5>)f-C5eNc?090yI!CYZ}cyktsSJMC_$xINW)MSpGK2)5(vZYwR8a?L|qRx^?dj@s%YiFPjW9Y^pvP#~e z4q8;$6Pw-nlGMDQx#EZ~yN$CZC@$!aPX}TvH6m<}VA>!S+OlCp!c2#<yk~FOwwe~4Wmj54b-yPS~vh5FoAkqW{q$^bs z=^!n{BTWTCL@_pld(E0KCvKo#GNbqf^LqvUU71d_r1pa3iZ#S7^E(j-Yy-Ct?kEHO92ZBhp4TPmi>=mE zRPq1?Jb-^%=cDzgnFvYt?ff3sI}bW<*$tK0=JEch^Rg}8?rSvOd#3SWD0RAWIf`6` z^uR_hbf5&$ajj01F)3u`L=3ouPWPI8S|i_s1J&UvILP-#te35|=EcLX)duC-D>c_x z2UidII;XzOKT1{1Q1V~6&5a+2*mjKsv?)4int49|F{3B8ufqKHyj@xybJv@Tn_l(X z+&dHxrHlj5!Mr%{P(w|at|i`l*d*a>KyqJ2>wJuI@Y{2eeg{rbpjZn)SHXnM=EUbg zNX3$Hu3}*>RjcN-(Z1KYvneBtUPAgwq=?AI?T=86v-^{*4J;KzDQ;=ni$)KHc3h2Q zGr3VWY5T?AsbqfKk^T5F5@c@$H@+)*%Q79mEOrSX%hNlH-JeP9=TxaQVsJOEIfF{^ zMfpswJa*u;3Fw=;B#)v7WQBhy5mrMWA+x5ivRY+JJepGBnGe>b#Rm{B#plWrSGO{|MzSk3| zGlNH&o!LqYN2spM$RJCd9`%qTm7aM%bu@}U$&VEO_LaKR z^N1qw87m4Zv3I=tqA7kcMTrs5)^6 z;$<$LMW^mx_ae3n1fJWb6B%QGW6ve1a1qsrm% z zMv6-DPl-)+C#}01hT6l$>!c#451c+i@exxiJ{VA*i)WZkN=9U0?a*UB-fPk4bcfk* z^B?3JVJ}72h69cY+?|#$HMs9g#tunJ(2oh!e#YSTLo6A#_nB$|PGosY8pQeB;!y=^H-iz3O%v z!epWlAcD40ZWZj1HX8FV%{PDK$ziHM`{TWqqGSf$Rmj!O(gl9UODKVZWM1ZRQqDI6 z`?a(u=K-iG`67JF@S)HxMNa3nQR?a>`rKc>%9G_0Yf55R0@q>clUxghT|p{)1}vyu}g(I}?tj~erFkrVDS zvd)|Ju-TODEf#+I-Clc_*!|^UcI9|>7dJ8sYyeCcAd$xE&o)p`FCCS$w=z4(8r73R zr-mGE5!ez@ddP?NIYI?*g@r4W3ub*F$93QnsuXWhFNz$1fAD%D6I4Pe4(?fIc7e3< zL%KN!!;tqi8Re+rRn?T&8MpNoN1rqaCY`a~h_jBZB}+`(V_Wqu@`uCr4z1f@d0JYM zz`6eBxpEH;_V~V_J?RwXuK9uJ=OQ5L3kN7uJ1U z3aF6SM%Q6V=*KtboJ6R-+y>Q_Zbq0U3^7NkK57?m&s8{cysw)B4+l8$n)V)3j+n8B z#F*=AN!KVR&>k?093{;LGqI&jay==1K<0JGD z-$MP?WgoHYSMQKJTRf({!ZTND4&32XCY;H&9eMBI`r~bU&%^x4MfagC}2Ii>I|5mj7H-AUW`n zZcP+4cc}aAE#UKQs_Cpu&z7&oqAG=%k)-5=ff@}soX?42?>t9 zw1^xk?aoPGli%Z5m8bgVV-K4H)gBG%i48oXR_r#&Yxkh-bn=WrBLi4CJ&iazZ_UJ#_jHk38XzXNQxe(cY6hKr9JS z!fB3!()U2n<0qF8$h!DKOTqEGH|{KEDQ0~Ndpb(%f`MYgZqhLi7;~*stv3jUS0`4# zQvu{ZsdE+Gwi*B!L*HH*DFLS$Q{8#EMt|q^+2g{XH;1u2zuXN@P#f}y`ZDzTL zb!{B4Z`{9N6G#=rbe9MS&Qxl_!Lm$1vXjc!H^)W5R{59q2C+0@x$a+N#1wj8O1g$) zn3*{!0|S~p_u2aVj>{&`r}PH97Yll*RIN`MAMbA#f9?!%%^BUnEh)lOfpE5gxDG46 z8&@G;#)Ds&@-J7@f>jUUS|?HS$B!_Im{=$n>^j)9E77a%YHfHDTe{v?Ds+fl z+4>M17r4Nu-y3|g;t~%nj_kaTae;_B)f4`u<-6B+;dUp%i^pEMda6TxL94DfXWWrO z@Fk;OSg-Fcl2e{x>2L~If45wb{GfXubJMNo$n^(1v6JOkju<=V_vYi#@Ta7#{pG01 zRJ*Qf6>M|RINwTjuEo|XwcRK9v8ZC(tabbQlE%?< zb2&W1U!rpESdTsz{`9eSzxdu(#?x0YrX1A}WZNuS3Zq8K6eT6^ zvmH%DkL;H>vBN*S2&QX??p>H+8&#;VUKI1BUBLBk?qxrYavaWfNcm`3fW2b(@JJ?Y zb)V=62gef`t(>$K1Lj-ck15@xqY-4&iFWSGJT%i0&GvMKXSeFPtiq{1NuQX&GhUBC zdLr(wR78(cc{10AAJW+*1sX4I-q)5XpyO59)9|0J0y@a;vfecBhC^+3HpV>FKWfrsV<-7%fVSh_@L-rD)E?kd|q z1}eI2<&Q0*@bRtPDuDl)rFPs-LxX-?F2b*}q1u zzS3tuyUful4#>8|X~h-(U?u4j?s87H!)SIRo|P!v3LIqQg6S}?H&F*^T(Ko0I*UDZ zUs{Sk9?;B$Mn9b42TINoQP2|HxATeC>7)ON?Y6AIcou={33YU~9ZFw{#Ml#^FqN<0 zwZ41(Jiz|0nl-7*(ZkfL#{u`^V2{I<6hvFzk|_#`hs1L7_6KT3D)r-n3Lk zRB9hE&g*}$*XH;ksUZ=T*|(t9Z@HrE^6bY<^^N?#$2bbNau2c28ay<4d`(o_EpRLO z$My%zBcqQs4=dF?BDcCHXO;REl?DT=B3PF-Bg<@a)D)O(dKkFru zb6^M+*K`2-0G-bTt451!*&%qr*qn)AjDOdOK`-SLdBNU=4Ui8sX`MK;noSl#B(IhU zJMZ)SRoS}_Hu2G`xe5CzALXty;Vw;B^!RL~)ogqU|(Bnh*7K&e>DvpC6U! z?eVyzZpt~^XNCZb3BE*is@@cX9A{35zTT$(XvgoY0jRFM!$_46Rnf`&zTI9- z35E?9-OGtN&Q4OWkroVXuyQwCOf6@#r}ImZMB3frJn+nfy7t zDUsUo%Nk&tt$^~Q5reFx1G53SD-lDB)2D*fZ5HR$k$5#Jb`}h=s?%n~n`~VistIp48Cv_($KQBk~4NL*H$HQiKAtPDDn$pkZj0OhQAPL9BqV zk2lBMc7i@BikCU;XqA0fPROKet@(!E7fXa7CNJRBMT_mUeRZXsd7E|KYK2Fi5>7SI z(|!4ySy$hbebcCB!_b@fSs|124bN_KRT4c;$FP{JwhBVW&ko_)AxA3niQL;p-I=WJ zk6-Ko#9=Pf>YPxCc19&+$`9XJoFx20JT|V4jl>KkF(~Qqq>|n#f^H9GM4Jb`0I50Q zybpvrrdAuwzM3Q5{Zd%}GDkJ4FC^x}_LRFJ!k+8qv5H4&(el=+my25O7R@;GAr8tp?A>TgPT7oX9G&zdDAX-%fDauw%E zpnZ~zBv5oRpf5I_Pr@GPr0|zYBVm1lh%%XZIJS9Hx> zHuNrmjleVo9CMR%mnx)Tt!7_u1nydDdJ*EooRbF>n@x9wkK2k$2)lWIO+j_x;jiPn z$ms+4Mc>%Bvu9XN_vllQ5~LH5x*kq^vE1(cWcwxgQ?%6m*=4&=TyGq?AL!63oz?l}mkS04&R6X|1wCXE;;6{V zDp6`6c$TKy%rr=V+{2E8~d;WWv?r)}BY9S*OK^(t5RWLsZ3+FjtK6X7~erg{qNS+lg=5`uP2Y<2rx; zmHA3g(f6nFhCrQ)$KvM;rPfFXE|}VqdgVt$XWBf3>V}r{KB-*;za#gk+%?*H!$pfK zrj%CnhKCoiaZBumxz}0a)*%NI| zgsz9=wDhIx@jWdS>3S4T%VxTs=F^g!u7~@yOsDHfKP}DZddyDCS-PIt({eg!v7nbj zaZ5>Q$B$6H;^C4_D?z-IXQl&Xot6xApwEPoEi5QpU=0xEDGqwM@UoQ(v~aoLZn&}% zf-N^L6~RWr_`Q#=r!V|zN4HrxambvzlJj`aTV~G=QIp7|pdbzDXQGM`GGu~L5Uw=H z?_G-NdWwJVQW>-;qk6+)Q54~${7Q^VcIh`1Deklf|J?v6Z+R*0)TA?r@5GrkaCuzi z@@)JK#zt95|94`Km7IV4){qn)q#^ekJ`;Bu6Z>y0yDF7TD9WuWw~|@J+4YxYphXeN zRPH2{2KT#^lpvlj18Xyf8>q$>9XXr~T6_pmG{EP%&p~U!f7f!Mb_^^a#^45}&0XD7 zl12ZRfDij(D+-GfWnykQw!<tJ z7ibqAY^!cFZObJJ+tif^4H@3bA2BH1F7K4te!z+|Gb*QkF)`^rA@yk&p=<>ttk@2Y z9%xD#kIhM?4A(%mQ^Sspvqn_XE$VHos9E)m4T~zxXLHv;I%}{e;)&K$nBkq#;n7$9 zaLs`)1(6akxV4PPD9Ii>qGIjZP##BiO2ab$2L71zgshtW(>EfbD`cmu!tm)|M~z>@ zlUG}#BUU+qc21({aKea@JML)n;)(0jbSww0fQw*R)3a~SZ|+g(<@6Ojyt!gt+hS^m zm2SC8lXW3bnmr>UVDlZz%xjjms~j`$m}W$19OGDKF3>uDqny1!sh8;|_&7vxM@jI- zRmu=uhnJ;qhO9W8w)CI!Up2KCg5uNDNP~%x? zW&p(4CfeZ~z=3JV|G23lCCZc~{Kz=1PU-l`GLZj>R-0BEe`Z(sA?hBCe^>Yso@@6U z;Ulbtr{6W~chka)?Fws0Jc@XPKfjy*5cL3dYd8N9Uce=?>ZQ%|w{HQ*T8|w@2yECq!wbI zq;#9knW>Aoc=yrA*$4EKsSyHLDZX^!2uy>2Z#>E46{%-^#42d&C(0Km+fKk#{2lXD zgr~n#^=hDxBmV;vqjzQ-dbPBXUWKs9HOmS3K_8d(Zq$T=o3JUh|9~KB9sBQOIZH?v z8vkf~$16hX|2snj$v?=u1f7-8ZK1F7{X(y$BihEoH{5V3u?wSnW;^+}wx=RZ0&Tj@ zq^xnz`wj{SB+yxkf*%{XVhY~SJrxCh@AK@;_QcQn$kC3^`*UJy#zH@a(1N$3gCdP&Uxu9(2(KQwJ(e#}zAOmh%`x$N5?UBQ zAtloKWt*0u8sEP~0e)jm#*Csv{iiT+UJ+EgcA)NUUu8klv)nn)LnYMr$CM4Q6viNWGao`_6g&|l>_opys z1Q_X`!KlPED9J3#yP5^TbQ^w=kba}ghM2nlj&z_ND9k8?OFfDv4Lb=`TUV6ChgIKu0A}cmF%9yO z|9lTKG?w7g-r=$l6PKTJGCEwK4mY7g6#ALxOi`&wM?5iTx~x+eaGI;1wIbv?hsni= z0O~_x*DCNMUE#JV$A(ujM)$f0$ z1HOqquKt@A0skjl{gf%EM*2AazXZ`sfav(S+`l0J|5NVkY9{a>f8OJNb|8;wIJ%;m zjIg6Bq@|P&B2z60n$>L*d+I>OorDk&G7ZhvZIiR`kk(q#03mB<@+Psue{8sceY_Q;G)Wj5F6|2@+itu}iLP7x8JLs;0_=-67h!l$J*OepvZL$!4qEt4AcLLF$(j>Op& zL29R)Nv8-o!>NY~!&&2|`0S>oq#VfI9BH-35hU_0d>qrFaA{zooFT6DKZ$@JCESJo ztCoP@4Dsh``g1KY6YQ|`uh{|k=PYecutVa1LQBAJhL|Y7829-{x{Fda3q6>HvJ`!^BSa&gZzze|G8`b7Xa{=5RUW-Gj5r$Y+!O6LTI&(gQ}1T zSHMXrO*lTzk1WuURJAb3Ogj9cZqq%%*-K9ySRf9J+)2$I1`Ps2GxVq1w=3RS>o&XO z%#!g{1nXCXQI7+ShU3kbu$x4*g~6)sq5K+HTT+Y4e<#A<0d&w*#=+_|K^6 zFKNlEi#`thJHnp>0H$aE1xp`633jOacW4Rt%@BXDreXTHeKr?zBVQT$h-CMh3!Ad5 zO)G`0_6;00bc!_;&`pcgX3F7+auZ_vR^l3J@=aH^Cb{k@UbZ$lM^a3aRt;;2J8k%M zt#o*-o% z@d`iWjF>{8s6xbz{WEzpAr%3_rqsr5E?#F>_66*wtmCFuDuV5&80&(^_8Fx%Y{wf3 zQv<3Mmd^wq#3_ah(`@g z^@b;~+QwQyZr^gjzR9SD8Mkp}Z}z5cgT5n?ee*9h?139J67Cd%n;LA5)ee_1ZCsPS zX70k_v*t++H*}kD4)hp=n1YY?{*|X2rb%t84rH9IdR|oAUTo+MiX;TTBXLTTfI?Wv zK9$gPaYZQ7G!!{|zRo9mpDS-#O}9DLk)04LDqHuKb)SWAU)FAhwZh+iMyk%A+Kbg~ zgD{^G<_c8vB@_a7L`1uxDBluM5X?DC=luq;e;qyr(ZCjxFB~}av%6C-Y{Kkf6goNbm~q>v4*q*jDT6T*=urNP6Co@wKH&P-oL z5ORuMA*6kut!-aEZ;Gou8x^^Ux+k&TMwY>wMEU`Lld=ul4u&>}K_c8_FHY zQH_RPOxO*O`X+1~LAyZ&Zc#is2PE!`a!m8Pho;O>crP3k64nd~|Cf>egEj*G86*9_ z*vOIGV*XG32>5q7(!c0Oz+ZQy9)csu|GR7i{JR|KU$hbMt0Re$FZlmII?})BN5H?! zk^ZM2@rN8~Z2U740e>~CRrV!x9Y9poRiZoZ0} z2kzD6k4Zwn8$BsU4cE?T0NTg(C$G2Ec4#}mfU!oqeGDGr-Q@1LdIW3-?+A0KG6`%c z-uGTq@W_W(TE$=4kDqE^pEkCFA>$*R4p|RNPre@Y7O3UllfQWtoUgX!HWPI;E)2SQ z6{r`IYN4SxsD@^#a(#-aPmDcZlyYB!*Y$G@znIs2UJDkPV@my(xBc<{UV1Rk*l-%Y!k>SpB-(HYV&o1Th$@MDo?g<-@$pLHRMcQHAOocD?+O{)p(+GG@!2Fw0xA=l~l-`SKP}r za80F&K6t=_NAT@59<9i0cm3#97PN!!zDoWckaE3>87lQoe!=GKuKKlOrT5}{c~Nu3 z=$4RFzm5@5JWz=2fiG0$UoEZW)*cft+<_^rYsh6_@1fw5y6@o&sfoo{oNQ!WQX$AA z50nk%{cf)L2)h3K8@!7?7nwO{vFgR+(bGAcV%AW@azE1#lwxE!hE#Zk+)Bx+)j{96 zHRh>m%)g_IQ}+Pl^cL$>Uc1pg^xUHX^TXuKr1@clv&Hb^gV5#5$6Qh8zL~v}{19X? zy#33U3@H6c@eq0}=o7>p{t~%jbmvnhbTowLc?Jx!_IXEg2-E|#?SYQ!*6*$3;iYiX zPdZVxx9>PT;f@O8rB_#0d?_6D5rX^%Kd#O?Zdo&=DqLJIbrGz+z5MWfOMN;X8n;$j zSFURTNTx|$bPI%A)<$$4oa52tdDIj{2O0?6BPl-`3Au{7+zwX}h`g)RKiby~j||F` z)ckHXRGt#DaPLdLc%)w{XF&!mc#t{QEI6n;sY-Gdt39H|6AHx+B6&YCRUq|oxk$rT zau_@)Gg2uufnTT`^2wfB10xbuu8`t)Fq{k&Vqe1V?;FvR8V5_~FN+@=U8zjfXbB2x zy?v*y#4~a(SV`R&+uI;?Z>^?Q&IN{t4TIKN=_3=ZVaOs&^cgLu2~D2oJEeP%C~~Q% zp*#79HO_od=XmJvSRJ#if>iqD9ZgaC+dlESTm1ujhM)GZ<&#%mK_2*snPG-xe~<#D zQiN}qCPykAe+Sv?-*KSB=F)puE5>El@cL|=9>g^`ofSwh^j4NA7A9%PxN%DwYp6eqi|lP zaioB$@owe!oipDhxwzUSwA;N`YI*E|PAiU!J7>%D58r+Iz`ve12&04cmZJh`eiR{t zM#NX|q3~#*lDtE&HJGD?G1)46+WJ8O@?3@HVbNOMt$T#ucy;~Kj$xyj1@pNb@gSbq z0C0L`UbaH|HK%f!*(m|(Ufr=w12RmN50XDUMFXvqlP#j{1LIsLh?32~sm2!ngN zWbEQ*p`kKiB)~`i2qzv@1-W0myPkma7OeD3*5tjF0a@EFiG8s^@|`<)|1n-L9m>+P z#O^8_1Go9cnSm?~kNZGKgY%9Mm+HcddlEVvqKS1u;?>uRKkZ@CEt6{SED8$VamWRHBF@ZCxPm+&o zT{URGZB<5&BS(y!4~=r;l>%NIR6jAyb&6sQyL?fLWeefI5P7Mn1m&6XZN5y{_z0$F zUgHwD=Th2LKEGG5$dxQz+x}!dJbPVooO@Y}{=~@I`5CY>`Q$3poB3W|RqV5RO+yvM zy8Y_UHUnitWf1IqNDB5xoMA3f)U|YdWy_8E70{I}UgedG;Q{hwA<)tHpPjr1rNlt> z8L)J^)H!ct$}VyfvxYVAPnOhJTM?sID0fq`b^GBnnbm$F*MMa&R3fLpDy3FjE*;ty z$S0Wm9e|7WmZNz#(WMz`DAjr}SlE0;1GNpQ5$k<662DqkuZ_WqC*bBGrSnb$=sonE zTu{B&I@-(j$Y&8-5<5{2vn-pusW5?c`kEYFEE{X+tqJvR!?1d;iPsIns155fDpT#U zDB6)(-b;|-6Pe|@5`8r%)}8^(5@r+oLl;;{>cY)qwyjVLktx!(I;d6@8vVr3NO9fz zi6YK(QusmXQ+@Gg-?p|BSg8+s6|5m8!nlN$-uTttqGKU&wuK@Dc6W5N&j8aonGP~s zb2Eo3AiG{7h4D7I)DOUFBUQ%M>8Zvqm~kKAb0U1V#*BgVgfkPSQ z!peLXOpZDJW@0wvvwUrat!CLO96xzj$IQn!0@P zIYzH#6}!pauJVBTt$vZLz- zW&kNvjgGj7`#NtufP`Sa@9mgCVS|->%%BXXLk;gG{6tzi(!yyidEiz@O6icd5h2D@ zD8JAU%bRG8K<*o0kBcRS2EKOICzX@f8W*`8-dr=syOpel;zPZV`--;9b;jO$n? zh1}!N?{gz{z(UngQh6;TFs^U>9RyvP-+uQcN_h67=oqrZb{Tt=96)T0JJ`eYV2?eF zvt@4pt5&F?(Qo1Pnt`JbXX98*qWU`Ygu{5HMku$q*2dO(D)h5BU!Oe~Q?6hyB!?l0 zaOCj>r%(i|M?+7%s@I&nC-0^eFYC2;?_dv}jR7Y~C~X)LpL7K80(!(CHgK0gaC1a? zigmt=5R|VPD8mICQTV3K@`HA%rv?F)cx;6;JH)%Z{nIZL0Vp|%)=z^4K8yo4=}$ZtH_MClUOeE=6TWqa@$EZ* zuDKAdWi{c$L`>lb|ulet9vtM5gK5zU0)3N)kzPc4*RX+qPXl$ z(E4I!oYU&C9>_x-Q7(S2II=Hoqa4_4y$@XGlW^fq21CI7#$d(v?pFFd=ET9_ zj-A@VTg?vn&HbI(h)x5*d#0B*8ddvVK9%!x1eFXdd|S;p&KG-hh{O+VqV_eT@h&^~ znuBQjqgBWd&tNiiM=@dRn%*+gXAuYQ1Atx{wdfa__VM|gBU=M0&2xH8)72VQ?M&2b zLCH|;a~3@7WMKVU?tN=_@QGW;6uyCcW61FmK*HH#|FNiw?;$`N30C?wZ`rNy_4iJb zl%3q%vX4B?W_FS|SAP%Ai;TiE9@s~M)lWnY?4$8g2hxO3`SQ}fj4T^XM8i< zQAAz_*j!Y8t*ax{<)7AVlc~-#REBsja$aWJC4W1v4Bp9U)Pnq16${&L;Axd}?^Nc! zU&*Ty$VdK)2yy6_`L!yjQ7huwE2iV_H;r2UJe5snsuoitepyT>Qw1gP=;+>N0_}*N z1KB(DAMjKHzqOhXT4R21O%{{361bOF;3MR@Xm;VSfQ+4em;PQ_nF(1gM;CoPbAr_i6+^$vt8JR$g}U4k360D6AS=PV2h1wOpa zg>N~ex)F?I!xS)rt@vl>?y09Yu`w3-2|fLtHNeUN=ui164uQ81KkWk+lU`Q+sW>+X z;{2SocmivTKVvOf5|Fl%`b}|ai_aNAHXkEyQWac0L=&v)kt82%`8clmOiXvHfamaS zPW{U!{5#iu)8TJ_sseuk4&BdiT&Tlenaw$>o6u{=wNVLlJg3>#ZQzO#Iidw3UKwtk ze_9y8F-XX7yyM8OU*S(&R_KdM1uPx#x?MK5eZ{{9M{UWQ0PO5mtZ!`F=4P? zG-YQUR^l8g^d~Sy$PLALSkkDaiTDfG>kuS-0))zkQ>Z^b-xv3bzg~wa2PGl&B&MhJ zryMzvsdl#h1%M#}fXhFi5B#mjNWx96{tr6*?e$1BlImNcJ8@O5=FG6oCLKo3C^ zIyGGtrW?AgES|auGN~Sfi_J9QHYDWd3Ji#FdCaTAfgt4*^|$Q!*d(|h0z{l8#K5#K zK0lkSt4O;-NC|vc5q@*LiHMN$jF1*WRC?K-Ftq-?;R-^9o))~7+$jjBwn>Xv8Ezun zGK36cw6MXcOvq0R{l8s*tPl96pGf^rmj09@58w2KzXBjfpfB_%^nt$@Ih)``VUY;Y z*Z0&-S;R9%LS#D3hzXH3VpY100)ySnvV_FX3VCLf2ElO zf8C2j6mZT;`%tj806a9N=L1EcLbSBsb+$H%a1%0Bt?A1aj%-fSuRW4lfHNAVbQy(y;<{~m&WeB-DZoFV5Bviog9$5+i2tC9fB;T}R;j|)HiTDRf4;EY6!16jLth)|d5Swb)orEatGjswL?MJTmFBVS%x zgmpzY>u}S9@g`d;2lBCs5cctAnEbg~0>Hm60Pv3`z<;001eUoYOu=oAL>Hxl?y)sp zqA_Dp74c2abf7Ah4wp%4kk@!loKX3A-0I}mLp|3A)&p^tdOe%Er8v;B5`y%{MqV%2!KF;Cxx(*L;u{yz`w=F#)LJV z|IY#b0ewQS(m!(-;adqdSo#mB2skwYK}Y@K(m&)>CIib&s3Oe3lW!df@BcSk)u-5{ zgWP`mQ{zrcGg}+ihI1grAgC04()X_j$iFsor!U?Y37@^*F>RUDARdP(mJUW2_@Eun z3!Bgh&qx?G(Hpffd(pSMpM`8*ciyy2YK9cNLC(k$eSy3w>*1CmM+VewPE?De7v<2V?RbM*fj?%3uP#u3U%_sc{PI*_g)gTm zE4a<@h*WO>`ua4aA|hp$*qiP!pD-(~h;Av=oHcW2!)-ndowb$rDK|TVY51k)VzfIG z&GZBz#RB1_InXLG8OZGpw%8zMYbDp3reJH1j%y8cWYaXI(VQiPH_F3X@5u+Am5trAswQb8lpMNrr^uq#faV%c)BTL(10!s7;>O9zD;Y~!s|t` zvM(kydtNAGY zer{&xF^#4*OnvU0;Zw(PjpPoOIF$Q^1hlE?HnmIpYCdPqpAuB?7g7jw+NXNDp_hcn)@?;Q5T_tmjGC3bh(TU-u^R+m zZm$Ta-+?UOpVO^X}tO&55maPk8-KQzrFdT2eI#8kzwns!HM;F{SxNT+; z6(K1mH<3&9j7%ljm&q&BQhA7v0HeW|HGtsvXW@ z+AdA{HoFUd*;HU_#EJUSPF+(7IPG-Q^nE|I)!hM(`OVSBx?df_Ro0k6Jj0-YYZUP zk=eMBtnTfNeHN)r7lYPY-H2O`)TkyGFV^9TY6~UNk#=3~HePXixtLsy$!)+0c zOyEWu@3+u>=Ji>$yN|J7fN^9< zYJK2ETfPAsZ=)4ypmih%H%WPiR_{}|ZfK7;BON%w2$CZ%iK7Je-QJ%L2f*Kr2mil^ z1K{t*gMV%~FuuHlA_f0DhHK#e9*iFAZzmr<&R6s|gWoNM7=@F30ZukB3$-}?| z(8Zxj@4PIv{4{LLq+~6uHrw;ot`XtA4k7*NncC07kWYC#F;yMy?BSD-Vx1UjfzSMf zHcPjLd)u|5je>8w1kZX_d*VFhY(AHc4HR~aLci|t#2URedX&gLBsssNyB>?>`m*b~ z6T|%7u=ewp^7AG4YCmTbd~_kyl@)gIH`}i3$cC>N_Ua?!pgeBFVk^rxOG_s2+fRr) zJ=>PgTB*yLZyN4k%v=)xL2I_H4#@E9cRh?nw|hjdBzSPRB~) zsor$^N|Iz{hFOYCuwgBGEw4o)a+!0%qHSK`^UCW zud+iG3mJmbo#La-7bZ43Tq^rt+^7Y0$(ai7u8X_ac()yWt7)Mb8(98?o2@8HC7$Wl=OSrh#Q4C^_b_19`Er^*xBcEZ57n!$pI|5LBN04ZY`*M>&DyE$lZS7+^P~XFjwH=fTddy7EihjV!1q zZaRM5Er<0LkaCRC!9rc7GoW8AoP?8x<~NG1%&(6ewjQb9UsWlabA|TvVt1cLA}{z= z%G@Z-C}&+-(Vfij0QYJ~>SB2?1RWr~Ikpd8s0__duCvR=4%;n#U#6n` z_*_CW=Js>!2FKF(8kzLjb*D>(xq60%v2hb1h;@}I*mrzjO>Ke#nwC`!!n*G$D+_;Z zDVl&oU4*i6g6xSHZRcijSqYeyav8`B6(QP9;`v=q@5`4aCn?4UIk*L84(xJOR6yrjD|y)9{pXIAX=vu8gW+%yhd zl_55QKj=S@ddBOrFFfkAbh{@ACa-n7TZ>h2ie-XFoUDG!vC(sFgMUak2E_~uiDz82 zE)gnSeA+RhHx^wrA$x?M%->mkB>Qly>CrQ2#Csc?TCE4md$>okF&=>4UXtW9agsyj zrJJy95NjuIj5+#JVgKB5dl~u@pPE(CC%f|GQcyOtyw%g8G(7ypWL@BTa#CMzGkQ@s zCV8z5UZ)ua=XEN&q(3v60E6$WzU{i3HTu-IT4x%wlu(ZI4w1CKi)R546C(V#4hNy?jfT%u>}U8DbqX zD8Z>fKHCB4^i3^EUJ_4b=#R%V#^Ijuy6P>D;n8>>1 z2m$e;_a306tCGWVFZevASjLQ;2id}tA`QNW7~QvzFCEpr_lt01NDr?^$rr8%I48#I z@!egjm@@JEo;|oVX5KLP=WlE3nz$-JLY5nCBXnO#?YVw=TWF6A zPS3n;kGD*1was|V~_Us?WGUIIGwPYi@RLmx->_&_pf98KN#tSl!=12!Y z13Q5GHcm3n%?Q|07B8-|t0BMkt;B#JA+Cc9_t_QN2Upd1Y$Rf2#M6<>fVyC1?$RT- z5vMYHC+32}qps1~qfR~YENaF}HzoDKKN5F$H&?pG2#z(p zXO#8*?ZT;sZ8VqnMzq#GB^Qq#hJ|(k%CnOmOC#R-V%c-b!eiQe)hE>@Zo15(O6c_6 zbPK3;6kfF*UfE+)!V#8^9rb+7I#xL;|11{%sO;5C`|F;8Ev{o1T@?tCE2wq@wHjv+Wy|situxR`oA1!<>A6#MQbg82|tD>e{ zxpBBRR^K#rT_so>xPJ6g_+V%MZ7QH#!4#0ZM_l+vTS;fTyh?uEW4&D}9qWAYI)ieS zso*0zgX>CLu$lZ-_eQMUzse#FqqYmSZ(+UYX(3^*%iZoYxx{hHrH@*JuoBm-_2o=? zB~VT(`h5Qu^|?tRrjlvcRt_J$q}=GSIMa@(*iXLJe0yRr3UM>JoFKYd0HiUKr-s~o ztfFm_#+$fb@$#ON%56H>KS+P;R=2G4N3U zCIh$Y>9Uf(eKxBC<{L9rG(0UfW{SgR#F`irG8&#D-W0@*5S1IHkd@0ZAz+?EL(bWC zM;gc^E3nYDF?`;tCoH;HPL5I&IO;}`ILL9z-C~Xb`I& zJq@2)u0FhbS@ZM5XP0sxIe`|f`yjEb;c485OKpJ7s^SQvB1SzRVrN;{hifi2tKRBp zyfkF93iIs+=dZyiSqn|<=%U$vRuN}hO5-hX{0NcyXRC-)r`AQ~U9bB+{ZWMI%wMIy zh!EBNo(_D-;4N`ZaQ&(w@0Ua8EQXHWd-z2|Q2#;JpoY_Ak<@sTsJff1wZulTmp7ukc{?JN^ZpJ?<=10DomcTEkPfzp&tW zYR0R%9*@`5zk2*h_u5yFmb{5iy-<+yBt-U+iPhn=#%RnA#%Rnz!r8>C1%$Q;QNf~w zpWa4p{^9QFbtjx_ZH8WLKM#f*|JlwMFuN2u21d+|$TSHXSU-KI;c3Z#f&UBIG3yd~ z>(kHQ#=qY7$n@5$x`o)h2wO)mHu=ijH}SO}gYmU5Y~6V5Y)Ky`>yrGhWCQ=A%fARm zfx_MXw(w-{ZLGF0x4#SYJ;y8Wu(``<_yv50`@`AkK?BCv-3!3j-5%VkhjwMBsF(}} z_dOc0{BQ97pjD^;Tt-!;fAYn4_xkyP?sXQe_v+_tj9)qfj;>@&(WeE=BTN>@ zUOzN%-@9Ph%jO03edcG?zuZ2ke+k09VTF0sll>D|8(@_Hd2!XdnC7Rfci(#(L_Eam z&`IA7@jpcr9y+tHu-^(9*7wDMM^bDCj{Wt8yJwv%H$8G)aAH&4+koarDf9gp8LJqlA{gfuGt!pA8rJb2TJWEE@E@;03ujCFzK{+q zkj@cIEXM%CFRM?cZ+cw&>dC6*!WEShYuBVK1Y;qe3VroRm^Uzgbig&L>a zE$3RD-2I_RP~Ue}19lrGH(!`oaA9)2|HO*G6zk%Yj}a-0#VIC8My3hlv>)TV1H*jg zQp3}%|7Z#DFQ!axP)=HfcxQdg_;C*G$x86ajg#tDqh`;`&x*Ol)$U{ItF*&C&bZd>b&X_VvDH zCnnr)rObX%m1!}4$Sm2pq5M@t;?c?fT~h-i&a$?@vH|%2!-zLFAZ+k!X8vYF^k}>F ztLh7tW&*(Q=ybYN;h`q>)~dG60~+Q@lANi`^w%mGdOchB@PJuZk%Z5ok7jPn;{yDPVe7nWjDzO1jS@8XaF>zpsd%FcJH4G zPq)B3mWkpmPve(&d;hvEWKWD^l`{`hLx{Mu)r5xGK}qVVetzd0rF>1-i9{M_Y`7KZ zSzA#*HM|wQ@M&&k0sQ3&Y_&R{yQ68)hf?Y1=r-O}*28k4>~3mF6hD|elWXZmOQ3vP z@_Yqy5v?c0O%S}dY;1k%S}CQG#@YYtm6shiddo4r;HlwBiMbC!VCE z78GV>XoN4hKuYb-tWHS$u4!!e{)nogi|Y))d#vh}Lu!vQClh%kcm1j_hSmXQT`PJp z`sRO9I{n14PeN8{KIv6&)An{=3A~LOlk*0<;x@Dq{NR-OkT}-eZQ2=3T#-_}HE#48 z0kGbteYUBA99bL26Z<`e5K3R(3-VL-H0c-0hZt@r3|EoX0*59WXYpv{3y;Xx-9P(w zGoiquZIp^FT24Na*mXj>2N1}&S=En|k$Dc`J<=ay;4R+8O;;`y-#Kc5LiS1>e7h0J z7jgvx1+STAMse-^05uBskFnkM|Uf4MlfL_n%Sd zyN*-XaZP!xa$U_({MZAaw+uyyi2JTADf5EXCFuft8|EnLHXbNr-{MpgRb|YD5#zfJ zNeSGLGQq*?uq^g6`E!V8gYgzaCgzZJ&&JJdAM;hgP-By7RW)3 z%Mr&aRXK=cb9z)=E!RUrLw>ypR11N6*gvT;`$O1UhR%K*0+fzy1xdtdk!pXrG^_g|k1+wwheW8D_Gyi0Yy+>DCEk5vgG+I!ei*VX2x-m>Pk685SBsTVd{&a-hUObSen&y44&J7dKrb1nBO{@J12H|O-C+o|_sw2h}8rTw$$w=T#Jn_gYK zV}GZTycUev(IMR5on;PY0!HrL8EaSo=IWq!jT=)&nBR3vJF-T$D^_Vf$A{VSq%Xi9 z7yP}HzH~_aj=hh)4_a!=l|Gj~Z%Pe@-mraXHZo7)jNhGZs{6>0h8F+8$^=^I31@*i z`h*kaC*YBre9!1)rgyV?sqSS-h)9z1Gw>{9UiHI|NACl*xlzRszLmWm(6VKS}Jv0{S%zc%d7*3DrlV9xE)$cqy-B>5j?xbcs*khGZ~e^{O7H ze*JvaKA?*IShuVJ1@!29$^C@P?T$cuf-1R6a2<_-Ud?|U%29pi9i@)Q)e`0l+$O6A zvqJSLFJ`{9p@xu;?wI`c^{M@mvuR80zcDWjA;<2RJYr1Pw`d({!NI#R_?neH9`e~ivv326~Gpha`O3{5^m0-b^d7^gJ^`iE9>SN!O-@L1HMK~ z@ru2LMsY2cdqw%CLmPtbAMVxc_C1H#Y~37u_efohqIS_bNa66I)>C#4T#9Y${A z=Or%N5PUDrr}yH(@mr@oOma(u=#cJ<1D)@$=#KiH%ZdU#^U4o3o=cK6tk{d&(DtZs zj$dGD=)6Vi=6)zC%=eu5LrFrgB+~nmj5Tofy*!_`ivznqlmyzRet$)G#P?i4)cb-! zYjEq|7nBYxT9M%@x?g}8$816)*)L%*v~Hxn7p$oeS>>c<9rAI;6$#b zE^P^XbR@%PuD03Z$fI|L0_9w%tv9Ck{@GFzaz}jGUr6t{IMDPL(yxHhhyPuAIhX2s zV>;%~!j~;tckaS?!buCjyi@qaX@}9oD<1Q#?&}85{`wqgl~`ow=H9=?Auj$Iirdql z@qhw;>3Wj(Cd0qt6P}#RA9{Dfm58%VT=ghro zn&w1>9m(=rSaz4Qf5__C)6Y%H;+vCld-{GVD6OhnM-NU+cNwp&Oy6^l`{LlnO~S9R zVTX^M!Iy0o|LA)m=vZb%Sveq@Yu|IE&e6ZR<*HXufWuGzZ|$8>cX3ld~HbPm^GW8=HFiminh$ zDPYu}<5kyL7RuJpG3U3U6VsF3g$KuFFo~Jv-kD?M@ng^j-Vf*49I5vW6NM{Ne)98v z*0=dUN+F)qw?1IAINCHN&6hOzvp8tNo0oDj0w(fwx+jW^n^<7ac(w-?Q77pcSmck% z=>`~eSLxNYUWJnzlQC4q_C@Om6#>ar=+j-8yBKlzzCCJ*qj>Hi{Yb5-+F8wARC=R=IY0!{)-5Y z0gq+goUO3FJoD;SzYUmtOUC2*)Px*f(4;3l<@7$j$Q6BW2sJ)oieNMyX`>ALbIP9}7q2pB%tsdjuptbg`0c*zVnMN?cuUVkHN@ z;$hC(IVGMx;NHJKPPW1UCSHa<_N<_1$dSuvvF7(@Bv&_KDNt}u%fZ*w>PBTBnWtQ| zFpIyG-YNWiOUhn zFQSod!YMk`FNQ2MK2-}$_P;b>BoN-SR?)9sa_N6OZdG4~_oq5M++QFc5F#ylj ztC&+iai~+$j?s_nsO(*ZQ?lV(=EHp^0)6Y1Qqi>}Wf{)0f`3-l}6*(_Y%e9(E zFK}IX0fyX{zH%r7#$xYi0&Jqyv<@7BZ`eXMyu`8G+|E^iQHG}MK{h6INCMyR(ifet zy{c9k+{w?>$4@|7fLWMWEDX{jZHoxr1*{d4lrZe7yKb}pSO0*Et0tg2UjrClr0xc| z$2j*z#G5_FR^uLHTLm#gG~3qrbSkRuqlhogrOX=b4akV>#M>$n=N7D(ee$0J!4>GGA^s6~|_~Vw@D^g6pdc7Jvo;`Ky(}Y$g$fxBNi~uC4Xot&y z_-Lz^B=-`NR3nKc9({_42Qx}QKis*!DOQR=K!f21(dh2{7Jd6@R)?Wv%s$H2L*6{d zAq-s!V9zwcr>D#ziGyugvNn-Q(3_A8Iu0VDY}HSl+QBaq2n|P+muj?zJJ-o~uBR#j zI0!}I0hmL%LBorJ0{bO^axy=(oXn8rJCF^sa;Pfbq5A=mJvBmvsGf--+7T*l_&l5s z@{s9JdEMA~s678bB{1&iWEgQEmk=Rd+Sjql20gp~N2pwE;2Ctq`p1CgC7Cd8(5cv} zHp93;$3cZ1&^N~_a|9H$M}SYvn~vd=N#Wxx)7r${X_M+&>3z70b5y-T(MlTW-&misn8;}GBGM1VQH-a>8yAbjsz zNOF4K6?W)mvOO_E|M;_VnaMjTmY@{aTgXc=`5pQ^D9|bQtv~=2sC|nr289H?Ee8uC z_$P+!s)>d6=8cgFTZa&7c~>~G2v|0@5tDE!Y|ViPJ#ZRS!1fPmgcG2+(LZEt0!1}- z=MzP+1X9>)Vq-@h8Pp0wFT(5`w-YyhmyjQpsrEB!g!+T@TBGo|e@%jcb+QrtdkSzM zfGAI9#;)?m>OtJSf0pT|xTK$hF-Z<`qV@h+7W3r?z($1kKEn~eHlEJdgLXnY zKb#gDPv2ktl(G3qY1sRVaWgbfOJ3!F(h?79srXM?02T$3r-kt88F^(Cx|D=&I`^@g4(8h9b^jC}gWw`sRoz^7h5W#NR)Tk3p+j>Vr zI5Wgq-_Nq1%eDf$!65OMfLY#ijnzaY5#a%|yyodkz+&J0Vo~) z7Bp8cF@lINFnzn83y!5w#Ad-R(w;bbj$LxLIL8j-TwTDp+~WuHAGfEj7B`kOo)#5} zzQVX+@)*RhHB$SmY_seVQLQLm_99Q%-TJJ9*t#1m1aJYXtl;gj0PLs)Eiq>gn4Sy{ zIDrT8Gw^s$7g!$c9o!3qcfW&MgK*VbxXK9kGQzz8D?wbKDdeg;U(}Et+K9+T{0LuF=gb_D;bhfEcCs!q@^GNiGyjzBmE9D^B|C zXXi4m&VP%6u$So(mk(Z;&7VO%XBk<=35bQCRajVo{s(VH2!Fykz zk*b`AMz@@-Z0K@1sC>fM^?dS9@Z&;PaBDEG>PgWFStr?w zFSTP|30uQ1VvuM2Woy;j0NK~F2jHN=Hl{a%)t-Z1V`~R&8d87_sM+oU&6x>G_YlSZ$Wu3_hU?`Dwz25}}ZA%EtC zj3D!Bye_hAoYyE_bD&XbXS;??_V#Dx<1WuU$`fX7b#R0JpL%_)v+)9kI`f!4q`nKq% z$ghzpY61uNfoyH#ft&-`@SUwWR6FV#cCPmh{%(N3li*XmgRlzYrfw01%M>D}h@Raf zqUWe`1Uqf)1Un!*2yWH82u|uvY8^NpTSV7IX7vo8C#605qeF;nTfaCv@=nqof_HTh z&K0v!eHQdAIgRp0akicM8`)u5ohVMWuhFm3=w^sH#2o5sRStCxbu~M?&>rpw!1fRv zF&7#6jGUR&giABqWO1?ra5j)MVjIzR#749|_|i;{_b%2Y+{Kx=ge&0tG~qIBqfk`P zxV_OfL#+inh!pt0R){YNQ0`^p40ZiYDzf|JpcamVvkZ%ClSd^7H1uTPgjObo_r}2` z0*I>4$uK-%sk&Z@?#VJ`#X~)3W)gM_s%))sLc;OsSb`Je!3wbu_+DGj1QBdA>gC^O zaU*>657XRKruM}nxAE<}(&4@T<4lJKB~O6Be%}8$*Zrb zCb1`wd=F-Y9Xo!%aQ zHv(coVPZX;qhtS$i7flWsoVW``2Byt>!XyQ795=l>=lFC#toT02Fq%LTY>@I)69Bv z47e@3E!GR3>e!dGz$%rYUeXDgWIWgm>hTUN`d7eu-XHJ<@9;z4D>JnPpzuTkdPpy5 z*0DXlx$^FO<2K$OuBcN%wTzJJ-A0?E#tkh!1|vf76x7OiaKNY(2*}q0E-J&&n?hVv z0&oNnL#qvR&;U@tGadVi7I07*0>=%M?~E1l_LLjW1(kRUpf!UvO6f5eb6vO(*55n$ z{&x@n6p~a3n)+5O*b-CKMOwg1WjHZz7&~1Gs?n-rgDKccAgCLZ0*d~S2*Q+`jrH*s zqg^Zc0Dwh;mKkM$xf+5&-QG%V&{(RYy8KYxp6QKKH=Cmj zoul>*Zicgp?RlfqI}GmTl`JJNLpF5Bp6E9Rh66}yHe1$wM&KzQgd4^IEB!MA`8FU- z{McvbD&nQ&S!450s)B!EaKv7uoc;rw=QGSt?&UY_FI$;&Y5Vdo{1>k+UfS{LXDJP{ zp*}!EC~7rvGIZ9Gr49f1r5RXA*a7|Or0R!mjAfSY znf);9(mxE?s4f-XjjiR2eSnOhncs3&Ze46ch@G?1O8-j#ns973^ox^w1EO`k-l1r$ zphcg`*p~CcbFt0C^l$qfPo|4bYw|vUte&mYN*&W-PNHoHI^LHrz4@5|}WKlL^= zXZ3xy{j)D8{&`a0!)!k&fz6AAX=U*gX+bnt))G71(K#e1+petf(~GB9t$fa23|!N1 z8LQT6u(HUR$!A}2#FDFTiUc0cgZHV;A=Bg+_Nynh2Omn|!hnY+-NFD5T`TtXO$b`Z zb&Boa*Ecy!zF+l^A3vHk`;$*U`||C9{?kt@qyseWeW=s&1(;|-iv$%!mFs)@Dq?9Z zsSjAZVq{x>g)irAb>oa6+cZO+IvJ}NL8bSUDli-ty``8oTqRYXewr+21$1jGXvvyH z@8Jyl4#9Yj7><8n&7J>Q3VTi$SujlQAFg62YgLb*Bd_UnTg*??i^t8CF_oAx)WLVQ z03VEj;AW2nKb)|BfD@GArEz&YgC6Q__B7SfjPprXsPVRXbLnZFRH{0!RbEAAjpI3?!s)~@O1mu7&&*>SX;SU1BxlVU3-mIuGP}4_{hl= z_(7Yp=uQ>QhoVrsdjZwd8?RJT7zdRq+QXXeLs12e9AerF^?VdX!Gfhr0!NO9NQER+ z1Xzz2um)l!zx%i}iUOnsN`={bbQvT(zJ{JzELJgnwEUNIquXeKS6j7J2=>rUu#iG! zwn-`lE>O|cLm`5Fn!a@&K8TvJoeKN0{BfyJ3;@YB-FY9Kgzh-07vE(g3g~=;Tw0;n z>t<%~r=0FrV~gOgidsm9pfPjFbhzWu-y8o;#XU^-Ka@gZk;Nlp814NFTDf8~#A!Kc zeshCnVqv&5#5M@(5EKdT6@&oXO`{aKqFfbe?X(7bl_Hh02rIb(1;|G|!rX2veA?vQ zRkTXLhs48BXn`?Ot(&+OTj3*b;1N4QRdh*+MB9zQhlMbeT#YuXJO>*>X(tSnZ?J`z zL&{NiPJrjrB@8Ko55lGjA`YIGLLju-)5O{mr2 z!qDbKE+Fx1;&!DXZz?n|%gLclz7C3{*JC#;3BAXA%A|4@grcC4@Bw5M^X9S;G-}!^ zvM@kpc0L%b;1?@~Q)*!MpCcUukal&sr~r{#@|j;b8v)?D=%?dwFVQ{>bEE0Dp z_+58BDqKrDHsHhNF$4X;Uih1$h08C|yM(m~O2(pvVCTkr7e4syOqZ)FuGLRj5ld<3 zbE4(kGuppGpBKWsL60v9;Du0Vd$DYmxWd(%d}155Bf`H>P*zZxy|am{O#%vp zu4t4l_}Qj|hEjX($m%BHEk-4>SfPiZslLo)UgzUha-xyoO95CjSV*FLd`e!+-6=N1NW2~)ixSn zkNjf~27Y{)?)Qt&;;Oqo5S1mV#Hk)JOCtWr4!M=bG3z3!gU~cZ`RQP5;*=|_oqwOT zFu0*sk167T_4ioQ<2lab#7Gpb8}sR-!b*PVgEBIYv;2PC(a!GU0aV4PSTU-|rJM+1 zO4nIbjA~t}`DL^*Jlqmpsh98Oq`cI(06r*KLf;euO&hkr^N~J@!=F)H$M6)MhJhG9 zeO1RG;iGF1o^e`|E4i#CMj}>%ZcsDT1G+#o`03`3R0)m5xRh=L7k@{;KWF^Fp3Y^xn9UmMEGWdiU zHs*^t?fP%V#3M6n4RLYie;(|6e`yc!!Lga9Tu$u)VO2}01BFNIul}0zU6G0(bDNGZ z#WVN<9-{hIR5zXf;91HK<}n2@o@#0X3jYJP34_0l(hzD{bwXOWub^#YT?HPX(7CO{ zVzbT|P?CaiA)vWCRU+5y4HfY2E4a@lJX^J?C8+UXd8O;jsQl{rNzJuDc$y>>ABe?A zd$f1`QVDYan_FC~xpP4rfzm-xEGwivAMI?}bu93@?7r-g}1Xxnf@bC zUt2!*hXx9#%`ZVY4U|(kRIR_ygM)3F*x1_Org%uZ6Fp?yGh@sg|7!I*jwZELs52=K~(;ysN2oia|k>pAmobeo| zw12Iwo|o=gcBa3^m6Rn{T7)>z=%n>MkrIM(00Tlbu~$N2n^m8@}~W6Gl8-bgaSIZo}x%hqiyCQ7m^>;3uA@* zTh}Lri6!Ln7NU?}2_UAiydg`igw(H!yo7f|QuOj^F|1?KTiaE21jc3)`oA7iWhbGQ z^HRG7N*d?a&)+RR-cQ`Nu#-x`SUO@}YOqMnyoMTgq@{MzBrf$$Tx^$~zi~tT4+5{keKus?kS`^!WH8*j znWzqv10ki9h19K*U!>4WG?w1FAWNGDbxG>!x=Z(FRYI{g`kB@SxkRSXX*+8zXe>30 zc3jrH+2g?&n#tOoh#xvE#CNf{2WXrCl1mAys*LMb(9Rvwl@3?6)A|d)YZM`b(u- zMFW%C3Je^H)uucRIZEr7JH{w6)D8@iLKvtCu^f_z!Fdv>FV(r?Wg<*MQ%TZQAs5cq zYOge=_VQvVG~JlM3l!>&o$f6`Ce`RmliZuNYTwq-q*xte*ylBX<%zGP*2_fIwOzk* zhtw)~OSpGQ^&Px=8gb{Qf}PV9^zW-)$joe=g)eaHIpJ4j;We=R5FLI;2%f= zyO0OB3scK-g=f$d$+Hg#aaEP$mSwlWiMalJJbrpNicyM(X*V!iBu6wb3BZ9Hdq+2` zZW|{xbFvxJ0x3JK4^9uEavFRjiQTLaOaAro{HP*Rc}pxg`IQ^A8kqLz8tUr8s>(x{ zw9O1it1Ai%u0w$f{WaMVY^B08jv^H_S8`ilgZ@C!28wz4yen0Z^Kz4vHk@ipw;B&` zM3kDFa<^(pool%tUd1TQ)B7HsqHqOcq1VtUJlS)N2UsGWM6v%> z>U6tIyl#rqc}rJF8q0=(>%eoC6e-jZOJRZ<6p|tolblX*z%#v=3LF&ZU2f9#5ELu~ z?L@mW#p0KDq`PFJda#Z~(>@X{SjT&@CA7d0I2S@SP9G9!TL7mdGV>2Rp-(@XcK&>= zLTp7k(~7KQ?Uo8*a8$d51#YAgmHnNmp=2KazGAO7VKbFRpOGrM!3CVUDtX!fw9#65 z+ODorrDpSJD7TQu+EuCk3hx<5!;Cokkth|Dca)t+D4C(~4hW}e8JF{Y2&E+yZf9P8 z?TT}~M4UzDEyS9Gj`U^)=z7()-WwXbH`=g$0CpRJ-|%lY2Bc1x%H%Y36tk63p0053yfF=5Grbd$ z8;dhuSJB4Wm~E+{lChmq9#@OO2Mn7>QUZ#lZ80~MggunNr^}vk_#d>mW+g-SSlNgPwJqzttq8WJ!#K8O z2f4AJ0|YoUqtjq6>(-iS5yF%ZTL^+e<%Ec?Uad_uL>6(7Xhr7{MyYWBP|`JMu`TFG zK=0ymS)HfDJku1`6vJFe%x1nPngX_enyQEwc7#7-L6>t8T+Q*Y5r%@xwUJL|R8ncf zidtF(M#sm4`|Mb92`wC!)<3Zs=oQpcC{P1##v8@LwBDsM3t#S{(DAve| zG&m~ylNeFD&KQ&?Sc5$xxy!A$I}?sBngScqVYpUvq=$!$#s^vkEYbwu^oA6h^2o^4 zZ6zw2XBb;r!Q~(&ZCr_ct3#W$eM6fL6)G_wvIj1NcupoN)WDQa2t^kgfJ6b^F3d82 z@+%EOV#$w#^zs@CItALDok|sLm{#0zOVT#^ptGBbwdY-Cd3Y3&PvA@TXzK@SkJs=y zN5#r`@TGKYrRI3gP=ShFF>phnv!g-Koeikrox&FINb6THvywI}M%i8yCB}01Eql8U z0Dd3FCzDryKT@W&miOmt?m!arc&r^13XOG88%J?!JFqpBoW%)BOD%A^538s3_oOPn zr()B~5yJd2O+Th-Gp}8J7wtTB*Oe2}-By27xqs|@JcGq*5!0NIcnqC^T-F zM4?dATu1YHg^^+NP~O03aQoLNJLYYrxMdkO=w$il`DiH1@xUL&}H6KvJBt0 zO1?qi;Z2JrIWz^97*dK#-D9ynf}f#pL)n#7`i7)?2wUFE?~%cq$Jt~Z&=n}9@VXe8#i*LfV6=R%cIqnF z=~b1%Qn|AF7Nvb>s6>LIWcnqP^Hs`Ja8*t-nHQl{#GlYea+Hi5O^&i6`Dz(09`uSY zR8u{SxSHe|F6SzYUY%S6BvRn?d^{Y=<^*_^9GR?Own+$ilT$uj9y+(RgEe(2TQdY5(JIKN|1O~K8m^fT=5thI1yR^Rz4YhA-yF>hZjUKImO^a zSy-l9+YsPoh(@+?CT`#<`WxWzmx`w=I1}l*eA1Mh1t&{%o~oTtAl>s{@8}t8w@-sd3U?Xb4PV`y66YSPa>|JH=V4>^Tw?%8eDahoXWCZU!cL0!>NsQl13d zSs}5hw*2dXS__n~B|R_(N@1~FvA47uT2i!b1K@r=ZiH8qJC<0%y-$9jqG_TiaR9an zA<-6NyJ;vik_l<8$FOg;57h9!wnUFpZzf523Ll^DG}n!w^R27~JOzwWaGhd(6jeh7 z7X}q|712yyNM-6yuKT2g)`PKUTZxg@3;Hl|X-)pmE`dJZ)CT5?Bj=v|bUmPQ7J4&F*hhKv_* z)9Ol9lUvdyd)IF5X28j^8ZIxi@HQ@Q1uPTf_~*r~QMv|^a# zDu~51#m99;T+LRzA*xalC{eszKvSrXds7w_xWf2xOq7!)k5LfqWhi1a46%|E_86=R zcuGw)rmMPu29aXAJPK&Z+8(?-H4(gry#ye*pHzCIbu-vY@lAWNL$##fB03CNi_2Gp zASq*T@>Wh2S4;DeR8AI-Mk`o>L>uzHuGpS#E*2?m3$<0cgfKg9Y12a-ZlTI(vS{!| z@9i_(VwAjQGZ@%V*ple#G$wJ>rqqZlx{m9jg~_QX0Z$$c-jFLE!*_+S*AiR=O7dFzVJkAG-3}jU`0R{xD4P5TB?eE;J3_C8t-;50VY^z**;s-;+xt+*tZ6w@$##~`n~4Gyx4J+Jo!GMD~aif zX9qgq`%(AdD%b9`!C}NGPf-X1LQpmO+6*ACyqM?T0Bsgy+<5wMhS*Do3(&^mDPk|5 zHprVAgXGN~!>A{c8=7sQ1!Xt;J(4n4cF#N!tlDQXW)Ut;!svVy;XSYzB!cdWr%!wEH&_qObATBi*e8!KyyM0fJau*JMe7k&$0 zPl7flwYd;pO=5MU;81Q-NC&U#2?5VOR|%W#nLO-m;5k%)Rp*EK5}k8rEe2}A=_(z? z84e*|Kw@+ZTu=$HNEmGgG@G5ln0dHKdXZLMwXbpOnYQ|qf+(NzddCDebR(}!IT(phjzg$ z`MXejW&83F%QfiM@~Pa{hyZhNwonvP6g~xNSXrmH&@4iKf~+0m8a6@7Rja|LKug!2 zOy2nY2v=E3_d%d3nPlZC9WW!jDkK(U-yQPh1K`j5%8 zHqA1dHgsP5c-BYY-wZDF;%c8$dsADb*s`SIkOg$oZIy5`|M z-|yglkLH!>KHrY*v)qrJ2sh2GNw?y!Os8C~wF-+i3+$N0l9!yj_>6YEAyv1x&gGkO0}sePSngs_d-% zx*w4PpMKRw#tzI3zHkZf_S$tm(Q}xDg;cmpNOgMVFsZKEz2z}A2Gc2KfD#f7*s+ zuu`6I8pix!F9%9Nu2LXRD z@Moj5>E+>dap3Pq!avx4Y(MJAemonTmbt}>b@*NBrg&RJu2i&>bsDIpC!PUX*uVf> z_KD#XT1YN$pv&CN4@~uLr!_-`&aAT*SqW#izluzE93~H)I7T+LW(D#6mnT}sO=kpL%FyX8Q+haWn@J`ihuQ;Ed6rXebf}r6( zXB11hp@s2!3l18erdVO-ssBaDO%9SeAH#jt;=d3_CYw)Q6qmSp_|^3h1B9r3QmAKg*B027P^H3;|Oz&#^ltpTvy>upnWsKYaMhx0-s z-)&5A+3XF64P-{88+mR}kgZf}uc z8&6%{6WWaIlMe*6dudB-n~rZnJjz}w;bwunu#|T+Gk^|@-4XBno=oJTxm>O@`ld_ zykXAm1KEDh-m6y(R>_Adlq>^73M+z+)noA?JMJUi#YEqqJcdnYGiS>avL<)w&H4>Yp}xHypT zXE>n}q{zJ?z0FFz5Pa-$_P)TvdqWIGB4`iKNP08POKd*1IJfZrK*m-vg$%N_)PI(K z5WV9b|IcVR$ksaZ9u54ij1FW(Ih`<4V zFa2MH@A5rIeZ%hiqj2DWIKFFeS7H-A@Vc~ZHQ0b0$O8-}#$3UIO|CY``4;lrM+g|)#$wi>#;lCxh2d#_qJtsYJoaonF z)ogQM`6x*9OS}Mb&rFQmv)nh_vnl{2p9LpoC63bx)RlEA&zdH?sIaIkhlNUyzKb5) zK_25ABahL~$YTsN@)%328$48@)U7wFjD$R66aLrQ(1ALGjKjZdLEzt;Q1`X(Iosp^ zS?Lct>+i0tGXqJ4e@o}?{=K_RhfU4On~apIDDV168$=dhU-dX=VcC6-i`B%2bnk{j zbB}=)4Y9xr>zt%s{eZ)oGpuKeV8Wkx)s5mH*_<$)op+2-{u&GqN zKsCKy%xJ;$qjf)k+FQT0wuvHcuX=L5IVGdXyVWM(*cp3^ut+k(y)PIH(&gcl@MP-+ zOumHi_!MxU`Vq2l!qZJ{<;U+^MiyUoItJd18Sv}r-_x3M{sAt3E4<$ZK3GVv=6F${ z;NTYe*3{OH%8b-1i>&zkhEC!9vWeBFOGf1j=Xp1+qLFrdVMQQs)wOB&XyZe8XrH zI&YM_W4#|OB^^0-1yAb#5#b^77-BsA93(JCmdO{Gzy{}1;~z_UM2Qkj-q<@Kd2 z>o|YvJb&4D7|ltr@JA&*eOvugiVAQS?9j)~a}uAKSGAZ2Puh)7tU)m94zilBQjcX( z6Iy}p9&r(u?6zS%-~EP{ck@Og*D`-{IT2InL+V=)u(|3Pgmdg+xs}W+5hnT>Y2~Ib zV}EtizM%V`dJ&I)`^Hq7Qx9{GoujFq3NsG0Fu>}j@H(2XgH*Fl0| zmN{KKTF1s=-B`sNpzHJn0D(X?SeQai$JO*Zkmhor+Nv8YX`>(%Y_C&nOH! z5+Dp6uf|F_=&48JhD#Pd*GU-Eps=qx4u__!4~?}vkFvknc3zR1dhbMl6XAyxjjee% z?%r5&MQYWK5`bLX0p~_5!mb1gDqrcZ?JhZ=#O_-6Qb%9b?XWd9fo(c|ERysa-K1H!th7g?rw~|M2hs5%=ZsP=4+In4~@`m9lSX(P9Z9J4qCw zRI*NzEz6L7nYoinWi4q!j1rP%D$CfX5-Q6GnKH~&WDLewhGE9c{BGm(eCqjppXc}e zeV^YS-+#Pr*E!d6u5;ekIp>~poqN$NJMMFOi~NAIUZk;*X3#;%pMR#g;cGd<>KU8C zTNpn|fIE+LlN-F9$FY^2hs1Zj)ms=fj_vkACP)bE1wMS>yJ3>Pn%d_2)t$5?UK_Ca z=0W@TPuCLN4AvO(dmMUnr)-yX&+SbF>ci@vHU1ct0m{+c^`7>@R{O02vctELbU*K4n-BI_P^kOK+A+zX9UDd;#Q;T% z%-feDN`U&^TI|||GMXWo6NNUye7TRFsQQ>On^2+jaT3qDw7{O9u<%m)=)aI(fj!49 zQYGoc;BIrLmeKH$0uk(@vpjdY&3NIq2zL2pDnM^08!yZz7|)iVmUB`Oi$CX3%&{UI zHy->9_PDQ-7cB~h?h_^1V}J__xzSASSqy-95%{?senCCEGna|V-B*E~CsfFn&iSdm z(qeIh6{@tt)QqEi{ix7jF;qEw;HF<7}Y(V7?vJd6(PD1CHbwL&UbL6!H2P68kI@g9w(H4ku0FEv;u z6sv($@fEg*Ok5k7Qnac9D*;w`!mA)Jr+GkrRl?Lm$FDiwE@)xg@K)Y}Fo5y{9F`E9Q%nC6S>zu20)TEgkHQ z^}Nm*>EUXg)>9N+3(e}Xm=hjgLe=k80FRE+<<{RdEvZ*rLF5J>kLWe8vrY)rn)d*C zJXZ7o|4_ue0y4EnweB7|DNfOl?fKkClF>YX)%{&l&qK#3-`~XygJOn%Hx~uE0`>6s zR*!(K9{JrCBIp;w$H?5kqTNHsBY_irwU^zibJ+YimBey1j>HHEM`6EhKPT!ab?s9J4@nv zsg+OlDS>rJ)gE?errcAr=!fM!`NdcruX6|(@(rjEuoUS%8+~Y=0XBj5myQ3`#1e3r zpsW9F6OA>&G4g-07Y&NX690vRmH+f`JSbo2-&@S}0>?@=&qctWE^2w`=(rL%3^TiW z?J42WdMcE!p-P6xsX{W?e@r1;M`ewshf_s5J)Y5;hL*4bvuJ%oYueKidSLW@Vm31Y zbfJjtrG|`LYci!cRNpY?0o}hYJ=ZFtcaGu~y~FjXcrTlNtj-z+j+3%bOIT3?B_}k4 z2%JpqiLvKW!9K$%X%J7?7S7Sn)aB&bSVe0O9mf^aQ}abqn9ukUeOp+2QHRL2lCRUqDD9<4rP z3wzp5_liy_cj9H)o7sU75}MjE*O25>qRAD1xme9(ffyNY>Rdq zW=}mO_YBcv>yU1i;*^$9<3=!qWK&F|56JcqDDKfpt_2aj`E+8Ru^gaz0Ekr_E~8)4 zv$ZWCP$-p8y?b-$E_Kel%!3crr+0mFIR~XTAHd@E<1nnd{73?wN+~05p{1edryM`};Fq!*L2OH(5mnZjj zlI>I4NlXs|9IxPrWddiS_rvvuY)GhF8`N(l=){j;F{<^M(fA3^=I|9kqwnAKiC z$3-PkmZa>!0-6Wp>;V;#)dgY=@00&bbscXP$jsLA+jlLs!$D_1du(A z^q=%2%*@cc2<^s)2-P85bfHcU4xHG9DV_90iYc>zevbJw)DnA-XoJm?D?~qy=s_2h z&?mq^D@{4Yyd15@9_{l35isz-sDEX(#r$8?zp~f_X8sxgK+pd>0AQ2xP4~a1E|X`( zX}Bb;K2&6>$&uZ{BKct>xy{C$yS9z=m#GNm&nOm~v!n#TnFU~e4`*(Mu}tozEdjFy z;^ZQu84A{sIF0_!HIZbZw*m58DUQe^N=S39du&m2t+`W=dc}9M=0lurMHR}!uhUlG zW5Fs_Ji&K4F|qQghgb7l^C1M{?t{<{|HT{Ndj9QdU69IITCGdI>AM`VTDR+9a)g-g z@wSeeC|B#@Whqt~)K7laZ^{fog}(>TZ$#ufW_oRV{TC@oKy(8ru{a6XKaA>FRMIrc zo}t_8N+T3OHf|bp0%YTWY{2_AzMJGL%k*ADX@v5ye0FmC^vYHxcF(Y;Br?gWb?M97 z=~T_GHmREwQ1JUUxtp;YE-tck1DWeQp%;Z{F9SZU#`ieXP<{4yI)$Fl zV^1MjqE2w5^=whrMZleon+#8IO=DTq!9nKx?=mWUC9yl!diSO!viVXiMd)4InUD0j znf95bpYBquhaX3#??yTO+A(}qH!7T+nENn{|Ft2&s<*bCL4+7ZEqkpj=K^t1Y#f#R z4;zdye_Nme|LqEuw`hP{dtRAV&-m~i_n%onzXA>&W48PePh*BVH)JOB>POD!q!8!= zV2qjpXV5HGCATF>q(`lw7RG{hMS?+e)MyIO8g8a%9AboV{Up&n=%QL2i}ZeRFI;YX>26u&icJ%kkOMl7%xE~KwJ@z|*Im9Cz=m$3T9t-$6J`%B;!96j>&F}=7ek-tA z5w=3#0V@9|o2aT8ThM`yca0!PacP_VE6wiEPoQLxtfKo);a{3 z8y9M@78lhsxC@-NGvh!`GYykk-0?BrDDu_A&M7X#xG%ke4t+u!hEW+qD%=T_@<8m8 z8uznb^eD_#vdx>*#$_mRSam=R{RlhS6gzx@Z3W&ZmHm}rtHy!1!Q8307<5d?Xd|$M z<&xyxI=W)VibY~Mz+${DYH7%pgTu11pSj;0xcVCXDVXD!m*M>Th1aGCew=x*5j=Jy zBTRCQ6H#ueN7Fv9Pv2r7x_yzjb#EfAj4?d4ITEw}egr{!0kK*VX(4zb%0i9yV~t!4 zKbFS%Lb^y&;3e~J)!A+L05%>ZB&zUY$2VN}+FLt#bW!XN0q+IQ9mwLs`Udm3SutFM zUi#e=+qS17uac)y@of4~ELpIt13QPNZ09LaTqJHk971mdKbEH{KwBH9N$9Qj=jJk+ z78pa^AzCBcjaO}FWUOG@TpRqGRL>tZ81ca@a??A27uWBGFJD&x%c_Vu zqFx-B@NArDtck`AiAQmW0~lmj%=<{M9e+P-W8jhpUa!@h8riVW@Ri2sl;cMFE(JEF z3*^=VN>zw2Nyy z|E;5pDU)Z76X+UzHuM|^xjDe3y*OO)Fn42R?Lrh&bB=`*aRYBN2qP`hu&({dbxAl0 zv8u0uI7Q~%?O|81!V^f%qcu3=QrN;`cn)~HVl)`7Gew&LzTy}vyG_2;@9yR_EEre7>r)9a zmk9;cT-kn3lQh?;EW~?ZVxYA?3@8>A`z@`ScL?+4mdI)&KNy#tgv&ia%BCufS6q#+ zBbHBe)>V@s;=Sh7@YcD3(|BzM454CTm`ryLGq9dmq`h(Nqk6Vdm#eWrUlk6Y(l%eK zZQK`@>EY}hm2#?ZDVWsIg%2Afe$X|`@gsOjVHkvJ++=@M)6}9~NtK6qSh;Mk6C;(> zrcBt)8n00qX1V?xyyu}o!s3R#Rl>N7hH8a={om=iPOOD1)UVb#GNh0R#kLL&eBGl_ zW=Kx>i&+ zu)5L6;T5_QQy`0fFcV$Hj*04A`btWfz+Wb?2Yc4~S)pjudhp18eJY+nX1VBNaPt!l zU(2C>>_MHFq4{B!7HSBJeG(wB1{|ntoIB9T@vgiCT!eF(O*5#8L<-7#n4~#R%h5Dr z$3z%u6$$_C%)?#SV!Zjir~1QA;m^8G%#BskI^0|d z71x-JsIO&ynXSXL4;XkrgFWhivLB|9TOH!?}J9?^FTG51ZgbmCP>?+VjGXa2e zEBKLW-9TGs2G$FYne-#i7xX1_>H-46Tvardtc}>&&eURtf4B{A_?qB~$-$>k+c3lZ z7%ZIY7(FPYRjDaGIY!AoLo*UsZK-xZBTQy9QE@4LW zyRqk%kGi&Z9QoU6TZ26U)CjLOQW)@@L*kUw5lbh^^cYPP$Jd#j)Rwvjp_p(tlz8do zIpvtxwNMR=E7`j@Jf`rVk(GQQS=f8Ds-m=Hz#UAl(jULF{3yl|z=(&H$)Zk`7E%}L z0`?V@my{+ZO)SsMB|Yv^sqo^~sI~Q3Y)v;%>2Dr?p?Gzy3?D{7YhNYyK(9ndXK zCWONXs`KrOTudMUo%$ShmfKav#ZGY;&W7)RzdN|0U9goD2E%XOe@g|)rhLK z$9uX?FuvppC2_kL3#E;+*(q}cDdgUY>oZFsL&ipP<#TPgPYz)*+GP`1Z?~etCG&vd ziL|OtwFzY1{kjyK@_1`x$CWH;j3%CekuxUww0#aX4m^hh=Gg)DDh1{6`eZ^+TbXCT zAchbNWzFMp#YIV0#ZWx@Q)=cy)4~8d8V>dQkQc#zsEsj#CJetqSZDjt&?@Yz7}g-O z23J+>8A3Xw4-a6;RRQcTue8sDenUsFzl0Ako2uHAvf)q^ZJ21pjSgso<@UBUq9c+q zbpXH)8(3gQvInT(jR$_fu@(Org5iPSB_BSIa3PUe1E_!zD|TWr;@xvjrb<`Jofy5V}0El%4rHSuc=4b&MtG;Pgs{$|ugb zPJ{ysM%Bp)zNAH95?r~!G@-8XQLFdBvcFU+-i-((FA$kAGO1`*YxQsiI!80tfnW^z)I|yL z@YZd5Dw)dC&JP5($}mFp zC$T{Nj8DkZI{o0a00Dt?$G+sc`!f@L9I0X5FbjE%2QwU|Uj_#K&iR4>q~4cDek=m2 zv)bQnSZlZ?^8F0*^!WUMllMSf?S1P~Y#`Rn&zTu1H6+hix+gmUo--%J_*fZxf$=Mr z6c}J-92ioc%Hkk~I+u)A{zXU)0bo^PHI^RVU)KZ#Fe5`kxT7_)UqF6Uo~N= z(S0@ChKwpdI+a*mB8vxapsI^n&ebLlG~Hu2h8v&xRAd8Z%tbHD|99xyr=8Y}!MHm!L z$&;B)Er;Y#&KRm^?(q#_^_Kz&iFM^(!?Stb4FPSDu@j2;y}d3#>!*cOLOUx5_zb#s zDV$mjf;1$tIBYS?a}b%?G&BJA$-uxU(l0w}Z=|+Nspx{%U$PtzZSP<(N(e zRj3MFZb9?qq2tGln{cx7ggxUuZSa`Jf{o)n=u@qy;5p{nmq8yA2)M8Q1cz7E)M`4| zr@qpTCrFl{E8#%BY%fN>Z{8y$6Mu>QD7*|DHWO?$ws#Qw3ky8;PBQR@0|a8Me0Ccw z1x((c;x0JL(V6f-y&qLjmY>n&LyJ!1%OpSOPYz?@MF?{Sjlt3(c;>SZZAR71=-@zs zT+LG6unw77Q|kH{S9VesRxXcMBFs#XOJNKTB4Dk9qYa-{>%qu}HVRQ=x(AuHXbc!Y zs)tf(LxZGN&wy957$Y~ryh`@ZWVxDfuX+wMhC&djJ43?Tz*wvrOecogv=Hp)+)u`H z9d)Vm8GjE6GJ?5fxT#$DE2CyVECEqc&T>Rn5yAqn6HN{PK8M-h{;X`B_h?v*V|@no z-qMio)Z*8eY^Z*rVT=T-NTeztCPXE(L^idIg-1EiYwKcS7u0h})gdm~v^IHpXC(rs zIw{0+(16o(GeDM6pw)&eVa=b&F15l2lH`=+X9`fHP5X2M;pG9Cf(WT0?f^N4MvJ2N zGiM6qfI6coLgP>o^d$~6!we^3iL-ib4aB7h{CHcnU(@FTXo;(LNDRE8mTQW3)~H1g znG4djt?}io=n$%wHna%UJIaC+47@@HaTItXn_WW$ms;SE8Kq8*&XXo<8d0wn3bk=i z!hAqL^~8LY>o-$8=@CH&&{rEoe_{b%Xw$u%fTpqn+e>c$*f{)kL&vZtW1#{5UUPQg5!?|!FtZd@4379f+u@no zC}|9tQqi%oD!}z~m?Qo)zJ*QRG8{YF3J<6+Yp2wN`^y40IJNO`=Mzxzu=-7{6PViS zp{)7ES_@fBfw4RVx2yfIzAUP9*dry?RUeE8Bmj#*0e13X9n2<9bT)pB)XR)D4xd{N zpNxNiSdL$)s%^qDOhZHl90ub2+L`Kpy={0{h={%ydr>E3kQqfCfV-kd4a8<*bMq*x ziU^EzIvJnPtY=H}9>n+IK&lAKF>)tu>7{sLWS47`LL&k*B z_#kFNi&Q>Qip59#$YL`|Q&rfZIk|;87(E(Bui@yWjuWEFEE-ebe>rLO;q~zDgGMl{ zBkD1ROsx+q!{OTik}s)PrFUU*FgAnw*r?g9zbb`LL7Dl&+|bl9?u1Rk{Xq6=*3Lvl z50&>0Yt~g`Rj9hhoC#qA8iBUiZLHSXE8H{_IJsnmd?Dr)tD$M|T?eP$TEJej~- zC{=o_ESS)SO7^6Ch#^EEjTr~V4jMrQvjpynfK+P0TsDh2I2vnAPOgOJ%hn@u=BYYY zaysX9a8Y08<+QO;9D*S+c1Ro1J(%wnF}G+T%d(j~KpHhCy=NiP+Onf+b!MetqtPks zeiY6k)8HczLKg@->{n5We-PFm?(Yr<{oAu%BV1 zkF``*R0$dDijOoTV20sML_dQ~ERt_g1e2NCY&dO*{B&4A^n6&{Jjquc^%6<>y0qBQ z2*Y$0dOu>l>n7=pn{Xs*of)D*L}*pizzUKQgP>Ho8#swXnP_q(>%=S* z*z8ygluP9xTvF3bjYQ3c6}u5_@a2e(KG-wEwgXiG0fg*fJ-7jQMOJMSy_Tp=LJ=4q z(FFC0_R&Z<^uxDPZIx!=dmGic_YJc6$PwW$$H7-IV*067uNP?#ib?J810-i8Bfi%Ak21=vwh#iS!##@mKWa??ax zISdPOBv#%6jAEX3y)8T*t&^Jx>*xkiy}8Y=^oBQDw? zEy$ds-P0kpmBH(&PNc5KD{rGDw)n5}H-eJBuwRp@xo=?mB}LO;I*19!VW6+)7BQqg z-Yc-}!rz7te5+lmXAq;vn3oa!QIZ(52mD(sMXe!xd~f+WB$VE!8Ex0MyqssT5qX!$ ze|~LpT#nxhYm7UQKU4*C@H_vQplqBHgnz`#p_GpgqQ8>q1X;s7Z>Y0!-tY%<(+`1t z#uY1cOC*o34AS|^QGcF8R6i#C*VmxIFG2J1ZQRJqmNMqm)mW+9cp4f0LqJ|MV5LA( z>M!AZAED_gA9sM?mEK5MDGIpFE7Dux>Fz+1eh4Uu;#UfUvVQRptI`p~6&^vxN|DI= zUpzmOkaoi$&ykga&33$kgDb+u;*ocT1!T4yRC8xshAxrP6aPVE3b6VL+!WK7AZz$Jd+zX+5y$kI^(31rY2$W~2~nBy5#zxIz{zL(!oSAR95`Yap*zt>Kle zN4`7<*^3!m2SKd1kVoBsoLZqK2}6KYV|Y{%KAs%R!A+1`t0GpuFai3`#{qQGk1dc( zt4g(3sABp^lk=c0e%m2$ej`im;E|D24v@7N2T4fus(c=cOzSGkf;8mnsxdsWJkt0) zWC!N493=8LK|43C3Q9W<3OcF?@meig0W4$>3VF&A)Q#H>dHWlA|4kkl$vzJe!Zhv! zb@O_K$D)EURfgpJMo>fAIYJaMf2e_4dDZk+Bx_=lG$4tq1fI)vFgvs%qrVaKFkAE> zPge!;Y8Ya$29Sc)X7UIoj=Ww%f^J-gxoZpoR!v+PM3AF`D}zV^+3p1S17m0g@m`g@ z^0h#S1*ZHMWO%hQk6?8Zi9QDQtC2HgJqCLM0$)|aE3;AOm0{dZLT;`a!z0^aW^5rj zt3pjzgq}e@w1?>P8n_a3R-to{_x~zrkRWIdfS~0M_3162yuO()lbzn8*4HFMIzBQjm=x>o4k`Kta;}iTWo_ zB%;BX49Qw)z$SBE1Ad1K(*7JooG0n;Xp!Jq@e3!Kzy9YTMDrKdpV(OG)QwA$nB35~S#{v?>f)KLv zJVcnsz$^L<4_kR+SCN1Ok)Vjwcl@&xctjo=RCtwEaexGIum@T8k4mdpK!R9MLQ?*T zsD}jcpai-^0KMW8A;Dk%H$;NSPy)vmq?G5a)g%7@1tZ8zCx{5o>c2x|JI|n1a3Dc& z>_TpG{n2HZR?w!0M>(<-VQ)KRCLh-xWzEOK1kJ??*-f--VvXou*^pI}TGXS(((<*0rR(wR; zCLzS)SY=L7VBi$#2Sr>IB3a%xKqfDoEV^xzY3!$gF?7`53i@+LFn{IMm|1`Fb$j^GZJBe|LN z2Lq?5_sKD%T~A}vGqcS*lAP&Et;<(&AkUrr#jS1AJB+5ON>iq2$55S_&BP}S$S;Zb zea6C6itqT4UHL$CcXC_zwW1etWnZpa1RGy|v+>x0Q#T|O&tKOd0XgqZD_#wtbEvi zN)k7SmI)EsM@z|O2^io8t5RwYypRa#9Nesa)lW9@GDm(3qsHoo0=15;5HL@qPnnocP80{>~N@SmT=yB&|G_7RN~FPM=imz2@%2T zf@R*Y?4()A8@?TkezE-n$Mrtxjm_lMarQTZyM~8v+4vA=s2}I175mV-<`HihBXU8l zQxopvyDR?D?KCNJL~}1}o5kG@ycBeC-u|7(g@*d;!K9emH0397 zxG?qS&RuxBDI4s`IbdQ45Gae;te;oyI@b33u=75@(gnqjrw}L_->ErTb9ksJ?YzgC zbK8=8ot&pN=qVX!*m1vSW$O*k3(ZH3CGhKfq{}ur-$xoq2W=w>Y-T>9p}Zc=3amJ?|E7&);53 zugV>a(6H%;yPahHF-O&JuF2Y@^#S(;Yy8%2yo<{vq9=uWxdEcwLj7WW?5hKuhzf@@ z8^5A5atdF8;d9N_mAC{E=fx#nBy@L2rd@<60Ff(kshOWo90JCr@U<`0So_=G%^zm6@AcNCaQBKK8IC_)Jhq`B8^EiKpw3VpN`7m|xqJT4x?9V+q)!LBUCEV3?vfS9=gm@$7VkPY?-hu}5c!jHVw4`2_uRet zex6Y^*56;99a4C=#p#y##Z$}exnf;eZuZ+nP6GUKrG)!26-R`lu^&{nuz#j-MP@?Z z+#n0tzj%9)``HP+Ie@Tlx(Mp@{NfTWt<8hhM`h`?Tp ztJpi=v9KL5L6ThAkn2kq%&UoAC)`Z+Pnr?{p#ahDSC`J4h{C)3bh?jRZP?>YPD{{F zgSL4qFxHIdh3ylf@SRqIjHtk`4=5-=PoHI8zPue?3~?M$;G{3_0p6=`HqJxrM7>vK zi;qjCJrmy9WQ{$6J)%4+{1h3QwqrJ{uL3#_y=!($1MKY$fA4G$&y~*J4YdE&&$gD* zrV=es?PDIQPDeX}t#+O@J+)=o;lokyJKL^b^{G1h}Dz6QY>(o-}B?KVbwZ0gY&WVXOb^`f-QE&G%qhTWp0^vc&(OKwR7*)%Zpzm z5I%37C;9H)<5hYT>)Qgf^*U$OMfWU&FFzHNXF+6N||o?#+s0| z!!Jdt^_|r|%^C>}QLn3Gewcq$?D5L$$Bl>L+(GJF$Myryf7I<&0Ma57ufW1d*NK|7 z`-5^|{S;k=?t$_aX zj2CSwAm1CwjE_|!$k5VY^ohRh<3h73h`5GA)Q+{13c)?5S?_n6d`|r?u%3Pg02du@ zEB(DL^%uB3gIB>Fy#j98HGHY-R=|B9@Hy)#(S{nL_IswO${w~HTPuuT{&dUSxjcNT zmYi~2GV$mxC7VG(waKokp$i-H<1IH-3A~RU6Azc{JTGKH|}_`?;5QRnF0t>|XAtm$q0JLePRLQ&!uNh{g% ziZhI~0&U#~b*P!MUd5iWqprAYMn24q^E^sPsUv&xAgrT9I<%vGadiHBLBLr4UWbn* zo!OWNi*iEK5oR(_O14AbXv;0DPkWsNPPN^`ciaP-(M`L7BiK0kX=FG0`-WISrSCh7 zVIM>R0j_F8Dj-dKoBB3pF*sC4_Nd5XwHqAI(5o-qzwjH)C>W#yTimWvrzL{QFG*=% z6UojK&Ruu>@x&X!&d>ZP#oDzsQy+x#)=Qa2i3rfNYo(_6n$DzE$RtCC%Zbe=z9sH< zFiCnTJ@zU{^$y3Tqb-d5U0|9sSn(K}gb)fb0diS}F4qlW`5i9k(eFeRnU;-5;ilRS zLQt=_Jlr5@ks5zF;hO|Ke%9zJyn7RxkMt(z8ar<$J}(QeAoNjs!zr$u9g*M8b}1mw zyOKQ=<_A|Kyl0yBhob{mcPx^FwA?;H~uqdkdaDnI2NB2cSe35a})F1^esbwOsXJ|-m*IvPAKJUe`>#9P-x4YZFPEwE7RVz zyxG0bC=Mu|&!SB~nnOIAV?PR6;}Q_G-Usu2%j>h1LESFh265NiQw(rG=FZd&bME`0 zhgvl#M_`{0_I^7hawytVgY@j{wJyll-HP=K%P>)I@z^EqHL>oX=0f3FQG^A0 za`KCcxtdyrO_?mzPv=K~&?mbQsuC9wGY{_}wtgBvoSe?5`lhq!No|U=&*3-57KdLh zL)Mon5NBkcH~lexQHo6tQT&87TV@JAYdQYRLEv)I27fa{g`pkKY)mdM#oDbi?dPj4 zHY;~fz*p}$ke?>6^8U*9SuOS{lTD`?j%g8=SL+fZi=9hueO3{8hq$LQo^00iiEAx3 zhD(c@jYDKw-<6S6vc0wD2Sw!G;xmcwo2NG`2l4Uke&DDJPG8Bq z>FYYr1m2!Gz-ML8ybCzFhVT07%q8M;KWt^@(sC~PnW^OkOkV%|C6xVgos}nTh)vYF zQF`Oasos-ATDIYJQ4rkb=bE&IfF zUZh76W5{dQN41fgaI_^uE|I}#@;-j|fT@+h_S2Vc-#@_*K#fe-Z`)p!UOd1YJwqM8 z^gMbv<-y2k>rv+Sq|FYy;$B-FUHih@^6Fyy`5nr$B`)9XgVy2X*3UQ_oz+slk(r!% zsV*|$qJ@>B=!Y}sV75xm_XrqsH=BZfQJ4LgG=uL2XOs;W%zTz6vt~Vk1^H6F*hRyt zuf+;ac4j{nmTw2}%i~z=1Iv%n9#ef1iZ|**H#9!T_P2b+EoOT3)V*}l30xfK>V%pX zmQRmLUtw9~?{03^v#EUAE)6@4b$UQ(oXh_B#wYOX)G{tv{FSVh)SmQll|t@$#gL~5 zNd}SZtRnNE0l|dHp!#<h{H;qkhYe&uHO`sISAV=t;Abp6VT7L;pbPfYt_p)WJ_%#s+2p8HLlvSRx%QhF}8@lWb6pl)S) z-!2Ym@qd5k_ywK3jbn0jt;(<4E6_I92O8c)dy9p&$VhCh0E`t2%WOK_e3}uxTkUhU ziyrf?yD0b0P4VLRr^*Z*O;2%DB6j?auJNwXn8^cS7lpFll<_EiQmK2d zvXG%Y{N|bY<@wkEpQ}plTi%(@d7G}GM}1zr(d2sP^2xHfb@zd0gY(}edY?^&gu5jZ zy0@--JGjjH+2|Z`A$4?yC^&>CyTy#xAC#^nyXIAFgLunGTiovDiqW`U8yZIlqGQl$ zVRa|kIsYN~Yg;7vI;F4s1&OILADP8`*PlJ&v#Duq*^o$c-i(q7yAIu$@>bH$xT0m@ zEjdW464PHaI?n~H=0nPf%BVa;PHtCzuwKH#Dd)530zTOpxPznGTchZ|PVhW9|8=Z6W2t^jEW|eeicIx~YyqNH*3jmEMWO(o?6VR#QH6flpF2IX@8{Xa zpK)#1Zr@fKSOL2yXIyk9p&~@uFHH8Bm@{ENmGdyrl@Ru-u=R6a@fvfAh#+8dYTX@; zqo& zWx>M;+~rH9zE@_?wwxIc29m_>OW(E$R~};0Fy0RqFfS3l(q7xy12@ZmYKULDGVPn? zoTOStED$%C%uym4I3+2B#V7b4@PZoV-))* zj*C11qP+ado>WFIVet(eZ+cbRweT^c+iRD;EMaOcxT7x=l4*G0*04%J)@&2rL-}IC zODJq_=bXn+;W%*Fn=WZ}E_-*=&Q1LKC-$rDf6v`^Fu4o)GI5cs7dIq*=#+<+C{g(bD^9Og^c3@5N8@2w;L{8} zqWi2F9kKDIS8-UdEE(u%q&L-y8-#c(STw;?*y^yf8I$`?SC3pr zcavQ+AGJB_g8o<|vO12bWJ1Hn)_?Pj6qveM79`}u>9iAKQumd|oy;R;&Q4s|xwnW^ z8mn_H_H2;w*s`5+^0n9!Ncj){Mg8|>7G?@i&&__h{b}U_2-a=KP{D7XT!2!@D^bm9VUMyZnKDPyliqvDCx1j#ZZH%Eu0~&OObm*Xf~Q+(a&+ZV zGrB^!{#`+;w#crzJuT)JySAhG&V4K?&q67Ez_u*iu@Ha;gI`k3n$TDfK|Q+e55A6D zzY>AgO#WKmka;<7H0wGk3`zIelsD$>w)G1(S#FKaEQ;UpIal z4qKMqwRDpPC(&rE&g?Dk&zsa;-E!5I?}p`YbH=7-qbcQ_Pa7LxquGb4YZHlY}j$)=G zE0RAw)M+iBSHB8$_(gAEt2!HY*Nej~9Z%4*)n;fA0td+3=pWgvBL98@x=yU4lXCZ( z;IU!oVDRNTRXe<8-y>%8*Np@T%&Jlo_Kf6Rl}R*7vBRYU#_7<3G+VyR%^krzgk;`} zkGPA@sz(uTy6h6!HKvm(vXIvg-=meCh7%mQC!Bd@tYQc1ZkvzoT_qo^q96DA)q%hx zl6yur!1c6GvNxr{T;DU+zuy(6AyB0$n1Q^$e1at7QQqt*!J-^liq6ycazJVQ*{ln0 z5)U-jofUd^ObGZ`h{g+r?G)JViMqNToNn}5znJ&SUEbB2cgNn&!gXPt+3_p8hh@*& z#k6i75!z_9Tjq(7ot5j0K;YWh`-yiZZO+In3i#o6XJ1}U4eIt3r*P{h#iZGE; z`s3Ec)+LcO>3zs`+031pTGzDvXzDhE$Hvx|dPyzcK5o73`FOaby(IBq>e5@cg|#BR zV(kMg@qLZ@J&3n+y6swz;jiV_ZeI5XxZ#Lf8T107yg|?Vbu=m-`7#o+pI;w27zz0X ztn4vs|gxAWe}TzVT9XPOqbUE++%>kSbC_x`xxqB$M6 zICTUs`KU}%!o^eMV9j-ngNG0CwMcA`FgUL*&-bC;CFsKR3le0TIUk>4k)r{q+;7DM z$Y-7jMk{;Vm=%*&XMQ9D0TBa2uef{oL47Z+%>BCr_&)PCzV~c>M0qbwldta$C^&aC z!13rdXWw}RLy2@>Z|ygV=ZnR6-@DoR`pM%%#rLAKk68S%bP<1khi2>!s@I#J?&td*17D2ky!laWUbjxR_nnq?`}zw4 zTNYUOdpbMMe7rySqq=ubHr(awPFdGmV3bVhn~%8AiyM@7W%F ziF&T%?!ei$)Gc?n`>BWncQWIwTC8m!f5}nVxcv%wZF`KWmsLDD;b@TcgRrb1;d)cC zY$K1BmzMYbxO9woH*jy)VD&w{$74a^HFkmHDxM+UR8?G48m8F9O(5c#+jExeO(hZI zXldiRS~UCpkCGFYLqj{hl9wzAuja@|GczuH8An@h>>VS74{Do+(Q_6?;m=ki9{r#PSD(rB1mrAZ{0bA84 z+NCNpm#}Mycs2ouj?R@*Y-$S&R|6mzbah_UyYpoHb)LEZViRyM`OFWJ9jGEJt!9k% z+B!YRB4Hh;4$U>#z&%GVoo@58Z@_>n3WJfz#-qTt`-6vx9gYcu9No(9w*eAfEqszj zdAIepiuef0#D^MbJbAB9VKQF;1_#Tf-q@S({zbOSS<}3~4F(gW4mLlGQY?`m7B2gE zy9fImMl+EO4|WU(R7-PyIq=l(;`f|%t-#EzJG|VT@buVupkx+e%>3R^s~N*~!>05C z*yF~o_Ad>7(z7fhMfUcV>W>Rv%9W~4ZIorChIFGVkP8qy3>FSwiShmR%ZF^3%3mMM zJB8R?*EgfTR(pk~VVibp852V0SD#?<%@=~Lw2fhnmD<)DyYnd^z5x?mUUj2m2n`;9 zVuV_Eq3QO6r@)eOKeeN1HC^=P2V4|~jymaq>Y$Q|V=!n(7j>-p zBe>&F_tog`w#T_JHfG>+6B%}^AL`0uVYFxsy6LaGoacLd-k|oP&_-IeSt>1zZf|?| zmyv4(k!uRk3qklJFF^1VXf~Er^uaiIX=|cSHe!XaJElIm`c%9p)y+XD#&6Qg{@c zKGXjZ`(Bl;{K^2sZ8PELI?Tv4-+TS(_Q&H;{!u`({mF)bX305nP=x#ol+i>i$ZMM)$uX=fRZLSKk_ZH-?k#lx!Z#ucme!uItW7Z`7wC*MssiXOXdS_koT ztn+lZj9smaN&`t8BC;a?ypz?bF0d0593ADQPvyq;l4EUgdLG%^141a2~^CzH>Nqn&SJk zc-oR_!DY@VB<0sOf}47$$!)Xy*n|6%RBK_aar5_L?swqi8$Ui!E`<5WS?z zzA-ft+-4Oh+$-C~#X=lD-g8^B#oV(FF&uplU)vuJ2+0@@@L2C^xKDB<>OTacWN!%t zvOX(cgYgEUbbk;;1$BczK27)@FyZxDOt!H=c^h?JQY?Y%pSRwmwP17VkVxrn2x`IF zY?5d}0>m)cJ2M?|&zrrXHaNAw;4PtI*5RTH{G@=m-N?fBM;Om48gbrJ)pP1MQ*%xF zIu0ZWu8L%b%jwj_AWYy-)#s}fVndj>!5{aP`2m!Eh3^e(idWv+uJ8_iv~1b~P5cWc zn5`G_HVB`PH;9*a@$e1FT|U2*1M?&OBaN8|=onpEjF2DZcvGYik|gBG7@plf%Zi7g z?l-U{zByW|O{X~b4e}YuYj1sn{~3;UgS%>AMw=U&*BwQn+sY{Jk>vYU*g0vBhzDsc z5QBVq1Pgj1Oq3z-D+Qq&&)&!wSor3*)LFa2?P;*Qp|l zaSA?a2mxUuvaJ*Lc!p&yY`SB~2q2(2nD6pgwqPjhN#m8;F5ut$-aoe45e9LfbHoAY ztq5sOn}$!zN5Zt(6VS&F2k?Gq$3%{1MCMj;eHTDx7geX9+%3I$Xy zLm};~QXif6VB?-6L{ADE%9CV0J#G%}Q$IQn$z!JLa?JWEaitgLXLL0y%TwVZ2I2ba z;AY*Lo0RdPH70*E#E18zgy=gFUk_V>Cw&8F)8O3a4YzuvGGlY6f z*aGu&RJbvgAPxLfYJ!nN)mf8pbk;n1iH9EyV z&?)!2>DB@f&peMJOJj-x%PlB9wC+`ZNSk6pAyU$*SQ-};s+M6f$SI*P^a8kE^^7MR zJokLV9?aVv+@bivJ)pkw-a{!xGWa2(Vi|6x7)t{4D9x!zqL7dX#3t{Y2<0wCl)X|5 zC-#MnFQGHDW7C7+xs^ZqOWgC!36Z9vR<1e_n!dlfUHq;=*{>=YD05QfF!}kSK#>3F z{{?AaW<1mD4%ePhj5FSCpG0Z3(doniCAc)r-j4|?IaxJ!Uxp*fm&`ug>SDtHry|W> zHDnwp55D%fh;HB9f$`v#qDcJwH~t&x)^4C`C9WJ8K9`S+h+x0x2d+$49gM@+X*uMO zHyk3ZlEn$o_SR|AvSCY0sKQ z4Mo&TB(_Mw$7(Pwo2Y=&X+((vzr@-TIdXOh-2$3LGYiI4_roQGBm@&-E+b~*oo^M} zU}-b&oA zgL09u)VLBl)QnDD(0~{M@)B5FREoA4Bj(74K%-ox_$30)wp|YR#E@_Uiwv8puzU%s)7~9}g;C2Qza{xPqoo4U|J1WID1x z`hdRqEZ77eA46h>>_(h=7GX$&VK}%Ru75PXLwqT9>3taqbA$1K%_=1zq18*)1uNr< z85i#DZ!N!xw0IZ$?LDwj|Ck#t>c6oax%?-#N&Z}UrXazh{&w-+D~OqQ(W_8P6F<(R zb3~{(?FwWau;=S*>AHa9*>M)@sDeOY979dRHR(^FA{N% z5=x5S6p|9u*G2*ni}{nJiN%x0FD)QDDaK1a1MdzYU`Iy_sp(iEZ26+LNgH+Mq72Yx zD{R^}!tCixw7LOkQ4Oe?X|cq@ck`JSsxR?!1zp5oLG6d75oG(7hdY$IAKY5#{HD`EK#@NnkvPmZ=Q$}Sbw3B`h;L`|OhjoNd_v*jNu(_h z#6j3)-iSN1zKT}aQ)-Ch@8ud+i(C;bC@m`Vp<~Pi){EHk&iw!imN=*NEP?5+89`m& z38B`|dwOj;J+*&bWf*8-ZcT7^NtBAn@>$_3>U`aEJ>b{JtIy?Go?$7ON3*dbRz?md zv-twsEHJ8TrA$I_BZsk#MUmD9KecC%YbZTN#dDh7i2?LGl$2y;~1d!Nvn#rD3 ziL%JhXrJm@Qp&P=-$#RDoCm?uOpikA!nd*uq{DljRiEe>#WoU~5Z=WmJ@HPb9Q_Ny z)>tpBWA0+_KHeMRx`U46o3GnDZ10Im&wDz3PUxTOlAdz1I%Dc@xMnw z_4fb|hXyB+QzTqr%w}n<#%F1?hGS`*;b!5^wlQ+d>h9cV1rK-e*9s2kvLZw?1lz(_ zYK4-ngfJl{gCW>$gpff5TO<~4g$xg{HER*Jg@p}oW0~3nirh7lM z#h*h%8~i==-ysXg_>yF9IVjTP%{a(Si*;K6jGgo18}Lu3#oFW$TYNa2HzZ(Fur&St zjgAB(A~ZyJcu@FS0V2>)BaXCWC1CyRJyu*1SX8;ndyXjJ0Q8s5llQ&cqhd;>?*nv; zitX>U&&^+y^#A)W|K79`(f+w<{T1OhL4x`Jqjr$D)KkYAP^2Lx7Mq+@qm$WWj9f4& zFu{fX*aV=#Z+1-h7G7x9OXr$19a|V>b+{E^DDf=KD6J|(tc2!@sT7HbtLTItY2;+8 z9xt7%h6aE0F*3a4tqnwN8ncAy2g>jsYueB7UQg%#NZKG`QP2V`KN-Ow+(5;zRe7ji z)bK8RQ1dQyvD_PiEDsueYL--3lqnb(q&JS!idX?vNmeiLWf6RGL>On|{Oz)=(-(;h z$Udky2YHyiO-tPZlFnjFdTPok%X`8S2bNELsT}IaIp6T>ZGq>b%#x(dU%ZyHvW5KI zeEeRcZ7G(AxKn|32Z4=x1G7TeV`aqsc)El=w)e&T6Ytz6dAbX}Aye5+oo>fw^_xRV zT6yMqKcVxB=1ZvIK6~uCBhT^tV#9nz>&w7*m)DTE+qM?x*YuN}+HQ@5sskW*jjkOx zC#jx*iy@4I_lDYO`GJ#_;f|r)KAuhH0`Rm=aF0h%xd%vFowA;KEEC;CLJB!ZS{rq- zRgxy5kn0<$_&TD|m#xJyO3O;(8n=Xq(`y)0S39RC7*VXC#l;Y==)4;BaI~v9kQRB5 zdL6xm`OMV6JIMoaPc0bpHM57~OOk_8jHOAQAQD64N!P70KJC z)@{5iP7!!hDyD3+Hxbu7i@=ZMeZiOu3PD-v@dEcHqA@aE!QA>BZT0;~`vhC7pEJi@ z{i#^f7oETn+|M5%+?Ex>(+E@9gz2C#ieP$<1xW&wjSBy98Lj)GyPtq{cQg~aX77`Q(6mAkvG~AxaV1~g z^#NCp^oK~-)bZOe*GHzcO`JG7G2_J zgyPHVm){;>$9ne3HF0??@Sb5W#KC}#W+EckXI4W1j%ViPTdO-k9l0?Iez>m5YCN{v z{d(g2O>y}or)W!u=TcVG_c?^PoF7o4wQKA-qm*q@`6$a?BhH3{F}4}0KGU2e+NxVh znSB}6tRq`H_ad9Ik;`Un{y9aT_w>pbcWS-z9NW8&X|KH6MNtE5VIq87K6xv_4kZ&gzh! zBM+ie?ziYAQK<}0PHn2KtpGUv;!K^cdV7+_A!n!rCQ|*TL~S_t0Duq3#cy0= zuIs#RuBsC=1uCBS>LK?eB{?q!|< z=2wTeO?78pcPrXgGL?7qTeN1VVQ-gGvHW)r0M+sF3_bpfrN%}Rsml;7xB$-kIX ztGMrgo)?Y2<$pkGPoW>O1)MD@I$mWdhI z6{IM`Ifmz(yHkrZ;E3)=_4dhTV@lYnOsNJ4BZ#;!-GRD-%8+AKN`C(-lh84X4p;_%lL((cJdJZV9SJgZMqZnr`V}Uh(xshgwS2EU2z})l zIDYBkRH2Gmv^RcOBkz0UeOObk8(=dRK{)|iDr~d7!F#at@NK2E@E~8uq?99uEx{ZJ zDKz4g{w%Up88EjAaG9+gvbaE>AX&0ORCq{9Ax`tL8@1X>zsK!_-y(jF@;HsF;2EqN zne-cVI|sJ}JH25&2-4jM9lR7g_oHBREeAMj_#_Wq>}qO| zz*`h%ZyS0vEVKLTsI;%jv+CZ=b5CePO0Rz9*kJ;$k{onI5GB6Rcmb5(1gkFIAoa=I zdn!CvbavR`w@p2{11)A;Ua`0(W9n_Wb16_MP;v@8lSfrxF=aVwD z(vA84v{>lof}cZivnW49r1HxB50ge(z;TJ43IbEsL81K75k-uXWezX`39~YJ0hUob z*p9%|kKyYg>Bbd{Lv+m1P0^n-CUz1A_02*JP+e9G_YROv0zaTL=8$n*Z~tOb^eU^$ zu6smjl5J5awM>S8Z-0p`1f08k zUMlLf+G25vd|)&Q@=0@q?C2yxf5|ux#{r4!en8iLYz0tVa#Bn_Aex{!Z`+!>|+D#}@tFVf#9QW5^siu~(; z18=_Lmf_z&%;qZKBbfA2C`8&_CAR)RK){bI#+pvSBe1Kj$KQfY4Aer;byKoMhlN&l zLZdxY%Z${aRd#e#LR%$z27|o-kmQONFI?TPzBPfe-V4n;0mZXGJ;gDc5CN+s9S;^w zg+|{py&-Hxpt>_9t#e53rDJs|ZyGbv__rtuc7_2S@v5K>6%^g}4T*DU^vdC~ozL5m zES%H^rAmy3ALGhF4Yt(+ekW#h-$&y#hC?>-ez?qMHY8*nbncyj#%Z>v zr`h&uraoU%K<&wUAv;(Z*I}?v;_OfjhD=!5bSwN?0S0#URjFQ7a=tFN79eIl0K1xJ zT)V&E?uch&mij4Z%SKGJ5CW|(&QYf5FAiVh>|M`}{27_8S*%F-tujURu=kkiC$PF2 zG=}yLuPBd}1q<5C%YV1>ec@bD^>Q~j?B*=U*M1nMe%s7>j!1bny@wTec*?=$ zoZFS^0+xTg0T+}hDLOz*88Gyxb&T;u5deFcfVAj>^b1kLJqgyJvwG6V@0f7E7FdE& zeol6T4*%Q^;S9?gCJ4jCy_Wkwxn-!dv4tj2hr9vTH_(7%ZGemihY`TuX>}u;O%077(t7Lt*#*#qE?r3TcWkU#SZI{RC9I^2X^|vN zbZ4XI+GkOLXY(uR``F}8F*58l$*xrWdZ=}n#Z#P*`@j1xGG9!aa;Jw(rIIWVhu#;g zcWNw~%w6*x<-PZ;!^HRNyV{6_Y}iUKW6Kc zn$IqZ*i|lDPTf11^D*?Rvp(P85KwqneY9MAF(E(6TE#V2NP)&e-P-_v_6KwdNE~NZ zH@wDgIt3L~Aw`y?e({KtLwxm42_85nS_=f4ICScJz>scoUO1iLdO)KZx7#lwws%u% z1;9_}ph`=2B$dD_^3m%bwSV0et^h>gYEMnF_C zE>_0Qf%|)U2}4@8jU)Aue{Q~s-Lc-@OhnpTU(fq7A?9AQUP z4d?u3aGJ%}2xp!v&bom~``LOXV-ycdOq_AnGT-hirwCeo$@e(R$vhPmx!-1FA4(;r znW2<@9gs3R2d^6UefHlI+R78wv*Lzk)h$`Ezw`aQ@^e)nVIpzF_xn_FSs=hdc6lgv z`r>EC8P6oVN>EkVHkEGgN2BT;M&!##eR zGIal8y~_ndV9hD-fdnAiE5NlK8`4DhAnC6talu>`Kd><_*|J}XM5d22l1V2HA%sTf z=P&KSJaPwmjtO7jX`=*cE$M^Na6S9k(5((lb;!vyTU{}gYF@M&AP zA8QBQ_m14G7Q)$u=+l;Hg_~G~I60(5yq_@Bw2%;X`vsikjhMELW-$@YCp(Z@YfSVzM7Nq;V&ad^VrA`58fX5v<5e+_n@V>-ps}a zDjz5!JmQ)fr~6?&vgH6R^bf3-=A)qp^-o0uPn4w%$bCN|zGS(Xa$Yw=z67qI)-q#X zQ(c&D6;x)#)@2i9I|epPbZBrVoAFX7`V zXxVBS_oRuG7?sp*Wj&i>TY)w6pvQYVVNigiPIKqJz~PM{uKV8j)!rV=KE&x(6uOANQu;1mG< zz^a!W<)WY6RV&$GV~v3o-pT$vE=Qb2Wlr)vTkh>)afq16M`cVpwA=;@@=$uvUNd@b z6e0fw+h0pobHaNCkmE^CoWM7K^%nm=XzbVOZ3Kq2a=r%na9w17>mj4*OdBg`I1M7T z3x7oAGO$wy0EP+Lr~2{uq3|T56(z(gHSh*EvinsI>(c45+YByrTQpPP;@@N!AukQ- zmUo^bY82^AiB=0pedef=ajMwS+bu}ayh6l_dA$s4A%R$c1%+?J_D1i zT&`-#3}_XaA8TOE_Z~Tha9PA{1mlwp=Xf{vKZ=;;zb+v9#{~*TlFxoXG6R(%z?T0p zwxOkp6V|KyOHgWo>12tTzLN;Y>u>@6dLa zf+l3!#N$}K8fS(nAP&DwBq>&}1%JrPd8~*UHJXggSbrG1%e>;-f1NSX@&6n&g`5s^ zB8CWL$HYqKN|qT2t1JX=fBH(qmoAenx9eh2VK@>?O?$gnGn6|?v|tjHhg9{Myk6A! zn3jSMy%GV-cp)5SB`~wd;fp`wchO(*zwLOOzVK(u>o`fH1_JLr8`B{5m1unnzPgeYC~4Z;o0D=|C$Sk zq5UKYb=3dhFs(uAvHb=aB|ME=;YpSaWc4_SS=XXF@IAf%sIez$n8>}h>vL_2GEoGJ z?8(EKxF-gwW4x(4DL4F)UHyE$U;5g00yDKeXz=MJoO_N^&o9)`^<#IK30%WG8t1sE zAPyNRe>?z{{0e>$xQr*B9o+gsG^;ospZKyCCH2c_kc1buGl0Zd2(sx8`BPIEkBz-5 z^H;J5JSs%#(3Me&olh5F58MwfJCB2z0FlSkJ9V;ZB&y!$uLy@$joDF-O zBnP7u&UgL*JGlJ_&bNYm$xHkNIrvk@`a3_I`v-a8BLBLb&>y!ew)_wBko+AFky3yn z{4*w}om^D}xeo+P5$q624L?DDaP|NB9a7q7Z?1*@uXZ(_Jp;xi9v&73Mg&G9e0RiA zi1M8;=GZp7v-3rkHpw5EM8lgS-`KM@4~L{Cig6KWF_3pX{IrMV-8%1O@%4 zaB~3%Tl^C$yDA;B5XN|Zt;1-^(K#Hj zadcl`A2ELv6sYStME)oUojZ7`U_(`L1_@+=Jl8;LhU);S_?CG1DS96$hOQpebflpM zqa#TL0S@PqZ67N`F03~5!tq*bAl1F3&QR^{=Y&yjd34q?|14Z3tMdDWm)fzyrfAh8q({%m&{v$oYMhcUArLQ+)C zYK>zBOFzubOZpzpDOhWEOrr(U5##}|R%F&t?%^NEr-&GgCJrXV4(!dFz=w6@bpPXE zOs<_{U_@m>cCT~?_kwpEPJYWpUj;V(9b0C48C;LQ-9Q@}3nH^2cKS10;K#rYPK54t z&)To2!xmJA@Sj8CEg|7Uy0mp0kW9*0xHO`LnbIbY;Gy(NY%_>u%g_OD12`? z{TE~gEKQlfybdtnhV>*EHW-xRUtbFQYoEWG=hD99Mg=I^Kc<0)0t@>~`@b&|A$q6% z-xm2-m^iH#QX-LgEz9x3AIXhWRX=TJ@nKr!f{Vyt4l&hr%W!fON>ixWE7``&V3t}U z%pprW=hR+I5~v_yc1e{_NY^3YXftx!3C)D)pxZ@SoULXKQ9*kr^TfS@GM-ZSY$#tT ze%tk?0nr))B)?w7N%5Fmga*jf?+?A&#;s(X`7$J(4xSJ!T&~1gcu$L=A_bOihxgSx z`9^Qk_ck6=NWsT?eCLEF`SPT#EM29KJJyEqE$FaoL^!di7ABn+fMVwU#r;-WfAIuU zuL%cx#Z!NtOVIgXptnEm>`AxMuf5XF=h>f>4QRC!$;#X#dtMc_W;R@oY<5GExJlyw zn;eMxDq`;}V$T#?FG|;3-Qdu=arM@b1JRAS_8j<4`*=*ZkyW6~lMw%k*qpc#!Y#wQA z01Po<#juEx{CM&unjZNIy!_S&7fHs87l)a}2Ei=ft$NN@thH457K5`pt;aUfrrsO< z0F*RUDB?5j)Dh|UI5EYu`uk*8?`!$FuxVN47omj6U*6aUnf!xwBGc|)-5g)!6l`Wj z-GqWO+`+C(hpe)pc}YKY1Q-~XZv>z$#sk%}n4yDE_Q^_Ja+3V@1PBiNgp0IvYh-M$ zD9!h;(957c-Z@3#wavR8SiHBdCnl~WJ6$q zru`AqtZk~=A%ni6!&GH|%$H~$7ozY1#sH)MU1afbUSi%g6lgpe$~KAY*+P7pUIH{V zw;FxeCNPs-cq&VGqRk)g99xk2F{;yki^`5coQGt~6Qi~89?0Op@TIizJ zB)BB(r1<2wxwNuv&}JS&BZFo<9Y&r( zu94>gh~|+c)hvbG(oAY?@8({Mp(3(*Y~g*iuNU}-!O+e9eoK+RK#d@QIpFw?NG0Sf6Ak+ zqV8#ew#r&&eCrFcJ$cD=FsEkmNF6qpSHlwk_U;{fC`;m27=mDI={Elv>g;1xK{;N9b)mN z8@}j}N)Olhmm)i7nD~+eat{R@I`a=j?%-t6KwJ^D3ch?MB>Lvx@9R4(EW9=1$2WXm zJKo+r$GykgX#%zhcBG9eA;O@P;5l!Nzd^bWtO2VCjt+?tZYHj}UX!egC5YhxdhIML zq|rpNVCnAut81fsr*iv2nWv8NsdIqc$QfNhO-j4s^`i0S32^W&S45~Q@y<`}Bk`ir@$`~ZDN zW?@=r;7G+Ak&iww`61m+5#ytw&W(rvK>QKJCtUbWXwUvlo;fxPxvK0XPI>*bs_>{$ z3#`S=zFBl;yk)GoReeZdc3sDsNbi_BxdF3N{L$3M%aO?-Rb@ zFMq-c3iRJ(Toe3HSYo3FY>nQZKG`)6e+lYa z@e?$5)YfIDRd%N-?UY5c7SR&yu<1_mnfQGEaM$A7*&B;0>1#kzn$l_LG0N+b^) z4DRoJDna&xxH8_r+Zdj_>KY-R7^fsjj5b;t+h}GgVbtd`eu5;a)il}Y9rcO@*~JMh zI_fWF<@R&+ziQ+8IluPGyjrwMqOYIc35;z&WxK=$Q<9>gCv2h}3Deb-QJYBga z;rJO!^dZ27lhx)2!s6`ouzl9+#SGc}3>oR5_fW-k{b@!MUnH#cGHKjAM0&a|{eE;Z zqtDN{Puf>Fz$*-vnxkFABYzi#lG2aQnk?Rq)EJGLuYe>W#IZLB zhkITumhIU_u-2a^Ph9D#_lX0`9;SN1V26V+*tf< zA+de2?a3Efm`ENdJ9wbZ6LS*JVid2R4!>3>qtHM%;1<_n7g>g`l|WpAGEELHOfa8Q z=dAs-Cn3H7w+fz%cquL(%Mg5vhbkTVz-gN1^sTIT&?^E7J&H=2>yR4xM<#oswTcu% zKrsluvVzBd=-raFe=G@+{nwI`e`@{)+vG|`D3;{tQ2R)F9&N#R#%AuGktmT0xmO z!NTm9BO{GXA|Z`oys!Ik@n3)p$Mzr72k#Z`Awu@|fPjPqgKaaHd0&MI;qceh{)f70 zB1`6Ng!}{~hxivslO*(~@f8M?FAL>X)9pe5&!5RH;Kn*MDQIZZl-471RgR>lVw6k| zluuxfa){=}dP9og#X>kD3y;DQk3bniDM$!ZKshogDJK&>29OqvDphm&fS%vgEo&}k zzRZ%75)v^KwAgGaacTFgd6B)mkq_ODXFxAw?r)>fnd7)B4?|l`gp`=3sU?^X7q)_2 zp9HnBN=+ignW~ur*Gl0^J94)^xF4hL3=}8W(~n)4pzU6a|@t6wcu_vv@?X@>f-ei3Ic4rLvMmv%NG;Mps*B9yY^T!8? zY5y|pygT$nzT1!zj+@yUN6%WlYb9%Pe=h3GEJ}2^#vO|7(tLNLe^}@Lp?_N9l1rQ4 z=^v5*&_9aONybEex8;2c1rlh)v>wu^JmF-63pO`V<+7s06q5DqSNWr^>xqk>52i-l zrpeF(54aCZM5;3?;$AlpY{otmrOJuwCYU83cxoP?NVad^y}k;JUp@JPuri>zv7;d! zKjy%ryn1A?thjy0w>dtDse@hyQckLxGg#7;CHdlRPfEYFi}O$UEke-Q9bgDNu10oz z{;5KMx=QDP0)pdWuZ%^82@P{NOv#k|4Vd^Th5WN)axZpO%PmHq&<3mm=+_qd`n?>b zOfZ22z4+j1UCK`IeCZ7q1&qV6aW}x{)mipHPpxuBMQFSuzkl7ZX?5UPy7=zw#E;B{ zt!(+YJ#EGSVF4aDJ940@T@+b#7;vOVgii$E5GxFfKOvwx4U)?UXti*#XWkhV8N}T) zyoz_mzZ4VEn2ImJFiUs<(ry*mqwzs#m&ebG`QZNegz#_}(rWs~#}Ro=`W%np#2hyG z`K6lTf~{5*=9BE0E;GliaN*E{t=RXgcn2$!LUPifa>uz}c?DXCza-a0KU!3A_N>_m z?|Bav^%MD4ck^yb2-z4AJdKwKe0~dlfO<+2i`S$(D`>Kx139_F7$*`2EO1gO`o%Vl zK5kR(9C{AowYBwUTu>hI8#!b+^^beS;~jlDtT}1R*%j77I7NWT7@l25^l(><(S>w>HRjAbv8Wb8P-k@(DjG zUN1loI2!Qxi0`NW?|iZe58KMPG`+vmDEA`cBWmKr2N!mzPyk$`8WEWHgxxO!dH$o4 zkrptsD#Uegv=H1zl7r5VLi9Y1qMfGM!*ANT; z!TOG-hP8G`TyWg}UH^<=5!oLOcR~fu^OFb9OJylVaVW{G$WVkD_4rf5KFp{cg!Z(Y ztc^qODoPxvcPv+b$8tF%M`cqZ$5#3-=i@AGme0mPf zYO%4beV+F}ftsgw=2&)LTIAT7JDDWPDMq*F3wCK=)nfx-(=Uz3ykDG79gS?76>?um zPe%pU?wyM~9Gwi6xIX*7U_5%Ar>iK=lIEDB>Gwlymhe$wNV8>U(zdxwH5#rkgEI39 z>ei3X&c2a;1CZ(rfBQ}U+ubwhcSr2?s+iF09RKC5%=~$_5K!p$WDyl6=}_{5ovsEd z&gF#dc3n{l_`{jKrz8nqoB(wMX-~qyMI_MhXPDr zsr_cPs^*HrFF$gvJ-9hpzMNMPz9u69+Mv}3BJm$a_(|G-U!d@5qHm5c>>S6`1yA>y z29O)e^9?gf<;BU9w5R36@&q+NOg=FQY*5=$V)%j?cFCx3k$dXST!}Y8Ztci!BubD5 z*<9mJa$K9YF+S@IKJVa0SDM^QuosSvG<>!fKx5oLFs`B5LthU~7bFyXgwn%at*dze zjv(oZqCPk5$i!Msnj*h%takHBSmC_LU+n5rbA^B9@zXxQG;bR{DG28=nM8PCj7zh= ztwvnUAPu$`C?Irf(GF5)H?L%%p5Zy6!zKBW#@B11;w;!v zBQY*~P2!PoPw~v;u{Jc97P&}SXB#&fdQz%a-%(i7L|h$rZhq^z<$~kQPyM~~!hBD$ zT4k`kmWPz&=G>=ukxYY(Q~3*yWY`t6l#nLI2I-Vw|NFw~6Z-1Vbc-}?e^ z4BNy3ly>@7C0*PSq{V9`-W-BS60VV$-4u0M@J~()N{*^0zd_>w{OBJ^s^`L=i1xgkOl&7;?^rhbf3d7z=nt0ti%*IB51@^|0~+1{DNc2GJ#o$l-5jK< zmM?(CFaE#C5La_Y)BSO|(mbkWQ6|%DyO-1nRORGoST8pE$YWsnQ$F*1rVANgGpD4_ z^UN(1&7}8_56dD($e$#J?R&PbgRV^1hz<1cpLHJfhi1(tuuG&#g?t{Vxwt)n6NhV0 z_cdp2nQ^zb>!+>&UR2bz*R9w6C-1NuF%f|eO)F0aF1^gMu|L-%LcB_bIO!Ly_Liq@Q#EJM=S~r9v6@|)Atgd}Pg20XB zH=zk!9`9~k(!oWc#kChl!^)b|=ld7WH`!N@?aU5lqE)ZHq5by9eS4@rMx*JA4RnxY`4rt7)>zdP)mMg#9o5wasIFl1wqnuo~s?V zbCt;P;)s#4I!<18Y#;oJ#EEIsY^1eZ(srx}oluv-HyP3J%C*ATnDq^-Q)jmr+j=an}!-=4u3-POmH6=S5Iq=s4%}OEm6L7;LE)Q;|F=_ z6)K1^EBZuoQ8?gJMt-og5j$zEPZ`iq64bI=Ls>02fc?y?Ghl*3AYe+D&$*>{u50IE z@}lRpFMn??N;Cl+#&+Z50Eq@QrlzjWdwYyuuR!V2tP9U0c*b`60OWJIJTQHR&1s)? z7ktC;yHop5AS>5vXfD!1#@NPN&{;_BiS6fccbBf^H#Qs!55%lP_)Y6$O--)T(VsAm zT_*Mm0oSR zwNVRs(k^H4+(V?izRK*BvN}nQmQ;GQvPGn7!cKc)cg(PXT!v_1bWs+l^O8eg%C^#Y z++q@vO^-T%>VzEvltHYB2G>J7c#-4S$i&?m1^d!Xsm~_O+fgSie)BZN-qJ24u6^Hln4-Nv@^iFezTZnY| zP5mBhAFlw#q-B!2ZvAAVgR33S^F)WoxF09qy5M=MoLq;|U2Gq{Evs0Mm;&N>R_Yva z#gsJ}kWM0P&J1J+HZW7W%1Q2ABG(2mNaO~u=aa)Ru-_^pc5)6wG^O5Zy6wjSlEB55Y!p;!oRR)81z5}LRWis)imK(pRw zM!OIJmNO_-J`nKDxmfzaX9aWe_uS++cd@;8WT+=fxF*5Zv%Ebiokl!B9E&X9v*h4QqdiA=N z3%6Nw>)7y4`8=>~2Lhj$Vq^b~{0-THA$JIBaE9JrZ^Z5Y3IC1AKbNKvZv7T!BvL&W zG)gAE`OY}IhAxGlFWn3|T;|<x!&pPs(i(yxyHj4CxbmBI5fpx@?)S*FsatC<^E*q%~S8i0>3F z1o#g(84@|?zFUvA(%wKHgkc1Rx2T%mZ;sc=SgC;?N;4QnFp-cVaIC1yuoRPelfw>r z*P5Y!TPwL+zGS66jB)Z$E zyo=;KcU0P9^aT6#7I3=C#8wxqV5~^djdkjd zwR0dwvVE_Y)-oMnqEAtH)t81B|5(Bk`ln1(yC!MEVw3Zb?0^hmsK%O{n=3Yt)lreR ztb{U3*g0Q?kHshL5n!0;-vPNXT0Z-Ve+LIg+`w7G0Cs3XaAPfi9{e;6=s=AefaVQD z_c1g^mca)^g2`3^SZ^wZ$X=~^dH5*#RTPQ>pt8wT)gS|XcpeV$=OxxC{e1r%T>-D$ z12Dnzsz4I3@F)NU^qfPC7reBHha$?l`;MEvzz}2SokV%O(+>?rSWqVM2Sgi-anDch zEp6!vBRWJ=Bl&;~6#it5VF6ew@RA*(Sv(eS4rMx`u(TJv)7Aa&J}J8oUpck5IoU=U zM}*_^h9t16#_(NN7(2ec`sKO#)1ZDw zy3^N=sSzf8+bJ8dPbf@bQY{KJ%XS-3)#S--p;o-{taR-0sr$TyEO$|wQ zo2a${u{+@rF_+s_$w&y|4F6mMX(x1M?G?6bhu11@tkyaaV+R(;wqB>5m4F{sGnA+p zpFZi70Riq=#w-LWYA;AxctMK9Gg5wYg5PQaF~Pqk09fGBMgSrR9tLXR<(VN~{<)r7 z@6*CFW+)1{0iK^Q3d!g+`}bWZ>8|}QGgU2eeCn$UIh&Fu-oHavmJ)n{j3*|VssuR} zEE+`hkA^;Sq5iJp%WVp$jbp(KLfZ|=S&JE$RG6|H9&b}3+qhEA$w%t-+}dE#3ed54 zMO)oF5CML;r@ygK=+BQ|#J^YkoQN*?z{5@uo|{0lh4l&b){>VBBq^Vx!l)6a*D2Ll z!r|prB`MYKm_-yw*fbI){eAg7hz^gm|8nlbXgTW%cAE!gj4AJs-c>)hO}LWjmj-kZ8?6{5f;2q?oij*K(5Wk=irMy^uToP|`IH z&xGM^gQ9b{ysbh!vp b0ezf+utY5=<*b-f&Nog6Ch3X!+(&Bsc9KeAeeckGjw`| z{ubmU1MP4~#A`Jc=3v+1@YN62d)@tLg)y>2(H(}C2Ndf4s`iqfjHXQZ_c01tznk#m zg_m173p7Z`uEM~ay|>0gYd>SK>N|$~h&ztisdY)I3)%zq_^oC8y!(%eh9+|#p@fdb zvEc`(T0l(;OF8}`x^T!KrMV#qO{UTjy)T{48nemr8+g_6$2q@8sJ)O(M~K6E>8}PK z`GT95-g1-S;JOI_GxR&~<^*5|w1GaOg=%mKeE=7XnBY25Gz4=({QeS54YdQn{3xQ! zgR)76iHeNuk6eO2@NLCcN)dhD)o-PuB#p?U3Su?``qs!&0 zu8n;d@9`YR9CB6@vGz9spP`|go^-?^%kg`G@xOx3fN3hQp&<|pJTL)qd(UZA;NuIx zE3n@bV8@gf=!)~ohj+aqaWa`BB*(0VUH(9w=qnz;l{d2I_|@nIWLfQ*FfeBIn6U}a zA5+Lty4(zIBRf9f0s;a6=zyD1ceqNa4v`=zsMC2pSIGRg&-26o)z0%J`D`W^yz)G~ z@E^$Z_E!+XR|yRj_MA6#p!)J!_qZ8tl>9omG9d`dBQZhD>8qC<&Y~pATm7|F&%v}j z{Dh_oEYrHEK*HlV4pAJ%w__yw#ZXTb6HQHN{^Zis& z>!9S8m!+M=9JcV2g;?40(VSn2b&T1E{ih;(GIrR1kQF9m(l*Zt22lIN2KQe@ZF7V&s zcY{X!&)SfZMY4akAyr;YuRc_htAzyVZU{ ze|TTO+aINTFe9U#Z&3t*Bn##jJ`&3W)tO8~bXc=b#0#&q(DEwjo_8aKDl)#f_{9c72A?1aqVqE=x+` zI->xj@P{gWF2Fk|=d<^SMCW9ig;P=J2RI>@Wmu2f;CzUmwEdq3o=g9ifnO3lXkh*} zunOdb=N*>d7Y7r(4zyiW>Ie!=NJ=yP8PSoLXnAJ+s2uxfp%g(rR|OaBe7=%Se$uCq z*=jvlJ@`i`@aslrT6pF^Kn-l&`U2+eFS#y=@5_-EhEQm?{xsiR*kYZs_tE2-$7;08 znp}@ovYz(p&f^n#E+gxMSYj3m-KVX$;tv`$dKo@anm$#d^=uj8aep&G z{nQ)FQ8p&uF}h=)X1xb8N6Za``2!=_-@=mykbcf(i`;g+!!}Zv#%Syy>JuMx10VWS zVOIOqKQT4ktG|9(mUxW!hMHMa!7AD~?z*&MFH^CfL+Y0~`U;49gW~kKOiuH#+w2O{ zv=08*pB|xbj<&8G5;|V(S$<@~FAfk!ZM(T&v9&jHecXEdxd%3KBKzhU!C%(CgGLVK z8hLCut7U!MRj^7~N?bs>|BaF$9~e>jM1$kixE%n<|8YpLHITii&*nxCO|-v zF(o#{Bx6*@OC5V}6oez9jgwpU+hcQkBrsMAs6{s2?uodn;=pYrjuqD|(|Pg32wj)LoMyRb-Xa)QY4 z9CGAt9tr#pQq9!rVWt#|Zo+RRh(xCw39s!4uTg*%za$`T!}J+dz>^m*`rvfIQ4W|9PGafcP@mOJ4S(!@peQKeviFXeh+LlC%Zo0ix(W4el%O zGFTnAfmk#$z>4?%Qj~LVzRFRqw3ET57vSFiTy6g)7OBX}g~;^?Q-O|*QBpdgIx5B= zF%xdb>S%uHlJXw z2Ynp4`Oa&_q*9(HP~YvBr|9@airBxWRQZDueXX1)`kq=l-_P?r32H0}q;oZ^N!OIw z$-(jzUd|(>Dw=Q_vg2Kip1Wwu zaOa%gm^H4CM4pz}sBRb^-QEkM={|X7!htyc94`TGgh|y(cS+?ZQMK1CGQ2(VNNp17 zcQ5Z(C6om|xK_pYz}-bi<@>2`AB~)Q1O`KL3Or2(RdtVpOZjt;1alV<#~CD=Lb4Po zfXFtOBo~|>0ini?_wE}Nk>duYe?GcpXVEk~jJqqI9AV@|xl;;$Cb3eRJ% z)Pdu)fJEStRRB8JpdNBp06{~oJYynJwN3fwJM>2jNkSYDQ#5ii9gUQ9K(Gdt3XP&6 z8&z(W2mzC&Jbe93J>hC-4s&#wZ4XEc7gJgUMzJaau z!wRABa|zt0j3a+DP;0b#fytgx6Y1Dsaq#I@yNA^+vZzIeK^qjJ{js|M3%NzJa4ypr zHojVUv(8;(CjzaYVQ==U;hU9+A*l zcHDwEZ64v)N}EYstt2U7>U-fnd|?>XN(0zqSj2YqS?_<_7)@D0!*kcewo1Pfb9<){ zcWrpUV$8F$V<85D+io&46eD;@u`ph>a@s*KMFYw-Myj3DOMZJa|qO~0VkF{1`5Fq<( zt+fd7!r#^+0Qo~ht^Q9#ankg}bwJ}qGBX>y!@hPI2hxa(72V6^NZJ%b=S!K36FE$D zk4+9;D{q?+xsana5**RL3+0%wT3l%Ha$9mc(uZBg?SoN$9S)U*ksTuuoZH2?K$jF9 zX}ma5JXzWBJu%6#v7&5#YEyO=^ku^Jm+g1vHqe@!xAc;&15+GLGhVtP?R*+c( zVID+i*veLqyegsJ+ThaF7%LDc8?xtr_reCg30_c z8+Omg2&Ww$=yrzt$ys6?#@*V{vVE+qAhwEs-dXT*FSdHg_}MT3)1L$W-dUp>Kp?nb z9dHUNyMpfHMLpsZ#Y%PkU|I=b${!a$@&CV>vdq28rUiUtFjNrvvOa}uHG&eC1Ou@e z4*^U7A28Jf4-YE1P7RXP10DFXy_a7W@e&HyJb}=eziMaGya=+u$M*n~zjpgGPkvTN zaDd-!0*-O_e4rquy?s;{Pd>$nq;@s}&aO6uj(NfFNP%Q@3-XS5L_{JbDy*7fP*6pd zx-^j4HeP-?`enA4>*Th}^L6s?Uw-Dn;NdL*0;J@#yck46?`;+)A0+=S;2k`^WSo4S zha!tC5dQ)1_A^4Tz_w{&AQvy3%8Cg(JktaIkEGzFWbK^7B#Q#h+w_Nb^aZuSZX^(u zA*4Fa!?2)odn-z@-)fK^6rlV#M>A`Nzp4mF+1BFZTV%3asflsedV6(|%#G|P1RhCMM zKN@g2Y{C-tEDX1tY8KhOoj2e)SX}Qil-vR~PCtM4ST*WyEsOW3SiHA7pF|WX9$qdP zf|^0>LGBUvmF?T)Mi6SwIcm91x8F1WNdbE2wQ_{eaHr$Y=42CjHk;Acap|$7EyM_CM`UbL~i|`z`|zXo&w$6YgsNWkNJ{;OpnK!%JwW=$DI3g0dB+ z3Rbr=jg%M{y{HDFT7MCg>%JhL^!+t}A|MDpVXqu!c zdsFj_oXZiZTh}!1*2e4dP6!$3+cq#9o_@)K9q|%bFGr2N$;Zt2)%KKtCtU4ryMNU? z-5nKGm$j)F9$M4>9cWftzjq)IweI36bLkmtd{7=@4~iAUq4F3AZ>ya=w032=-hYDi zDdb*RM5??y+T1E0G2-XHPI)3HmT&#$-g1U;{@tyHoar&Y&d)u+?N!#FKWNHIj0o>l6A{nsn zEvB8%u0yI7&lf~4sXW!!{dA-*`MyfeXL?QZ_!8!d0@kVc0f(@I`v9IOgU|BUvd%N_ zaoVDXJJ3YkuT1TUh=;R9xPz&C2xlNGt^M4lhF_kO0NLg?&lmw-{&$=2r~PZ2KfiB4 zlYtqLfgE6xH3*5YM+O!En)iIb3HJbMTJSn0LKK^{xZ!aKq|g?paw%lM>=!SE_Fpe` zi1-|^eDNC?;7mOr@YyY?f}IW^u?0_3NU1M$2Pg^h?Llg<#}-RN`)x4T=V47|=yTXx zLl3Me=f>=`&uZQ}zjD-i+n~^Ng&& zHn0js28VT8=&rJQrW_PjcnyqDD}Lcu~#-J=rl_91`|?2iWIeEvr? zu-Osd2LR&9!S3il8geSqo?Ju}sDnW52FUm8FMszhigiNy7sWEX`iEl0{6n!+TI69I z@O%Z>B|?R+h%D*Ii+@xu3fq`}N*g>n}vJ)b>Za56OI;jFqpc^AV$z@5#`HZY|X538oJq;1z> zF{W+wM+^E`%@o!{x(!e&-XAI>e|_|>1up$ju>4iM{tW0!B>hpb<}#%+-qMDlZXzTZ zq2gj-{!H-K-Cn|1;!pUtd44L_?({$BwK@_zgrk~gtjvFeD$+~%wC_@)E5_rnIl0Q^?|OWR&kU4J254?bkCcc+@I$rs)<|J=_YoH9BhWRAekJ;^??| z$_6iJIEymZEnL<%bUDY1*wvT{H#eC(!(GF$!rDN}LqTu9Snpqy>kRHM%JpKsmk?>v zKfFstkp*Cc?rW`4Cj8nO@2}i$Y@lAu+HbRSwIU`^$w?IIISYU&;>Ay}pDI39BWL-;3}fUX zb8nq@f)aSyN>*kT%WMc{0rN9V!SUlf386ZSB$C{t7ds*pRc<34H?2{}e|p8KJ$-yA zx!5skN8*T8u`g_DGzODWIbWq%K|Oxd5?>tO5!q5@qtM2@;V--dD1#nJG+zm@?7NeV zJmp!=7M0{$TKy`%SlkW2zU@AkrMY;R46a8x;L*?WgTD5lkN;8OpYIPMggwDkHozcN z3BCCoBu$n?p&W;~?$BfH=$DgG5aM1}nORSvg}auqzN%v+H%V!`IJwBjomVuZ-O=FS z6VI>bi81tN#KJ44lz_7(_vZma?Ym-wn5pmU&XuwH#d}I7RwFZf$FQ)vHYE@vCOsSR z-(2kc=$VVLLra78&jE)Z@=wnkjP!N;aKKo!Wg-TdL$CWV-OFQ3sQ+(6RJN7&cCx;9 z#EMk>Lvt$Z_Ik6_$SzXT=-~EH1n7L9>XRa`->t8V6-;S+A z6i1ejxHD26|NRKWP%#wyYPE?wf&w9i4Ne>$3d)U4dlNF}|6*g;aL;a<89cBBDFC6O zC=UaX+(+XFpcB-<&%sNo#D174LNnN?hY~E#VljJlgdOigh%z|pv9_TDBU?3@)2xJ z7?1BS{lHPd+gz}N!Sp3vct*~K*6|U{#G@;n737giY4AGTURl9f{nBSRz7QXb-kaBPyVdl z{~n2KE>!WSDXOTv-GR*nds!4;K-D{{qfJRZzUf;nf|bkIzoPTS6}ZN^pvW{4C1H`^K3x1Q7IO3ctykpcp%!8H-x_F4 zW{`LrQF&!0>V@U5uh4}q$R}W!fr=F3&gcgyb+)92%I)bQ0L*Ksulz3S5LigRp!Hug z`ey&xaEyN`$!`B4U|$ri-iu-dFHz+MT7Ni&g9$er^H-}JINtXEFS;xTgJF$ z)#j6`JO%SBu)oYsQ5g^voDu;NackUHb@&}MzwGp73aDM)WXlF-AMtV==^aFvraMu8 zo3jl|9qFuuL87iO))khwrD4h7Ynr#h#5_d^>b5-a?mt6Xv^*QuZaK-GBe9Ce4a^?n z9napzkd%E4lFOz`axs?Vy6%3{?_0FA`gOI`a=-Nmwv}Q?LrvAEU^u(JeNgfNEotZ4{>oI{@X_#=@vxvm)QlTL$E`PB zo}O!3$B;}f_7P{yL(`cE5aeR=v7PkS3J}#4#zW{H(n(zjA6cloXRJ!87T9YjRq1BL z8EcbuL^zAs810Lke=^c;HRHkx zlQ zte3tYCCzl+-DcWWm2UFbX*@TpIgefcZs&2fIOu)W0x9Y~@wNcw*J~J<(DvS#EHQ+^ znY_ebL^_2Mi-Q}LH$%=e&8FIWAhV7|p8id=@$WbOpG-R-W#fLKD$`HoymNmHkjpV{ z`3k_tfKJGAnAj-NReg&9daK8A;GjNCjjv+JP{ys0 z+fcVW4Ai7x-0MT{Kt&^fHS{?AE$G&65Px`z*h%0SCI3ZJCptj<-d6K*9yAJlYs*tj z{$ws+eN|jZ?chsQ*z0yU@7RK%0`iWU(&Z?NUwq{D`tm3W_5Ro`V<$hT6G0G z@fIB0;tRc(XAQ|5dghyu{Kx+gP6*$8GJ58lMBw&E0LfpZ^W}tiA)Sz;>o3x&h4n%@ z&G|HqAz#bBSoXi969_f)Ogg!quW;vov(2b@VGB$LtX>0_C?b68Nz_$maabJ{3EEH8 zZ3e0n3a{p55r@WdH%76Nk;dgZ2%9)<)xmzKwtTJ_sQF5I456bHwpu{Fu8})E1@;g7 zNJ~pscaML(j(l+`8|>oQSBFCFBo2SU3p3KDg9M|K*< zUlxpNxor(pmJWR$use1JBwgV4Q&&1ebz=oIf;L_;AgdjJH()c>GxA!ibHC*jJc0xQGsj+2CE+d=RpqplhB^=d>4Pw zvPNdghKpNiRXcnOOO910;<3$W#*%nderw9%X6)-6+OlHeKeF5riE~}E{k~nw%TP+} z>36Yxr0g4D+%*U|Urq~zun$NWk^LDQ*MF1Q|AIp*8d+OKBGq<#6bDPiz9N2! z<&7mR;D9PQ&N4Q* zUW9<-e$nfy3Ga>1mv{_2DQ`+gwVrDu>XZ9^s$IsKDL#25kiOK()Ui>c7=pYZYZ z%e9Sb(RzosQJr2_m@By~>24uaB)9eM&ezdJncJE}5;onT0*Qztg#o;4s`_ZtIqTLB zE0zS(5OLXL8Qd?w$V~~+PwE_aQF%KiMG%E--y0agcAJ-MN_wYsZCD2395ok~1u%9I^2bKy~IocM-w{kOQHl@^mU8gRi{&`G2_= z5I+9-ScQZlwEv2KCHzCbo=-*<^haHG92V@fY_c4>*N7DS7oE7b*>sNmeCH9b5w$FS zPyD2?*ii?+-Z7-jk_SmLK0@m?xt64WGvA+=suR3&K{fw&W44&$u{2oX=ZTu{w;Dk2 zN6vGtlKO7qFxS@F`T(CW0zr^qLCGSnbfp|*tFTvSvTev;fyqmx5Fkm9Wg29P_#j2c z=$p5d*V}tfLl@1ctWf{SiverM{yXI-!P#H5f;-Smkc=Ep>**>>yuHDFQ2@h|+|A-x z3fz_ZZ|$cU`IVm;1A6m9cFlu*ntX5QRsjPlrPzKdyID2kfMvdFuX4B>O7aNdE`xi} zxv$g-`^wl+AkDjP$47yG9=_0#*v%bGEI-OFsoftsu<=~;ISN;qm`?3;cpJYd;DWLE zT&!?-pWHwn&^8xW8op=i19)-;d}b%JmuLD4&&LSl_gmhfF#*Fi7>W&Vg++3rsIuu( z1&7D3@Z=hZ44>G>KXy^Cv#D7K)cxY&N(?!Fn;&Jz&dn-Mk~pVya9_tzil)BQUWd{Q zI7)LG`p37y|I2`gPX93=`dGnl)u}BedM!cO@>+IsYEPlY0`~E+Xt0k0NyYey)(t1s&Ar^u;5U zcWd|$|J5+DJK_miD7`ynD8uqwihG{yWc_)AYtH;e6$Y%w1oga^ti-6c@@`Uyhm-WW6%lDaStIWnxa^jFIZxg#S6{D)M zI!M>9BmX0ou`0AWyqo-urKj^V731^a)y|38>6o2|2W2Iv{0x#Nb#~YgzOB(l0fu(F z$1F|$Jv+Pb09AF}P}5dWK*-Y?fiE%3pMtwlR39NRn7{S{4<^kY zCoHKaDK_uXk1QlO^Lvv0r>J4Kfe-H>{R5AhTb+Ejnn*?QgT>JGdEk#bdPpN+R=%=v z2*xc=V^*Xl4VgK{eee`2+5zopFV67vt-HRLRM!8^zAOY6IJ2(Q@kj=|YOC5ZiP^eQ zlsUn8=l?||QR|y3>nksEwb4k7^r9a3oa`ZS5Wg{m+=<+n{{1+s1ZirMbf*0 zjqvk^)lCd1$7n3ahZ%htKidlB>KSM+mC6Bzb9oCUX4!j`u$G`k%p}kwEyw3t!b`=z zr?V)65ZQ*;ElRD^A>1t6t{%68Ohq-n>lt%Cm1YvdN$QKu(Z15GwwqzSN|T zf|?6n`$-5AURGFCyDp19yJQ~*P41ii7_amJ9ZZ?f*DB2Pn`(IQZa^s)w%H|}{A1AeMG@M$jOB*2hxh$fDI{KFlBWI~+Ui^^OecduW zLb9B%=@OACRVm)wgHB`dF5`zVl%7Ft+&ZqW{Ey z#ZZT_Poaa8VLoMQ{8nE!=gOr`x#M)2#at+LGTz|!uJ5su5+ofxm&y)X9m*c|^!6y( zgv(>uI=?M?|HLIU7j4F6CZeGOVJG!I;ejtnkz{Bc)As2JK`-uvq4@-1_9NS$LCBUSV(Ru^AN3=|ZX1BNvB z9R{&ckT~CpwakPrDjpc3OS%tYGO=dYtZ%GOt~0b#?t*@pRxt1_VIEL$A)Kv1@4gO< z+BVbRi1Eg+0P6H<5KM*NmG_(KmG9}VhH=HRV2%--Qc!9u>jii_HnCvONIe#WmQiwd zUD#$HsZ!2$R7e?9_j>k&(f5M5)`O(ZWp^bD^0_Qn_p!&0#E1PF^(AnPu^SvPZ5A>u z-nuZSi-KxGhc6|>yAXF_3xXD6v^4!fB+f}FlY_8!H}qFY6lsTXru+rCD=vAFLJWheerj8oZp<6a5i(W zCTU2EaUC9-3DhaTpI@1K5V|Bf<8d?gthB)yJM8C;4hnNc^*Tf|Mjh`vcq~5}*6VAh zzyf8$?X)@KYmKf1OS)ex#y8E2CMZDlQUJo1y|hXk5C_q|83o`aGh zclzp#rf9upkRaEyS^9?qt99he>NomRCLJHGXRt~kg0SI6l%} z2%Mr<>iL2~&wtaOGAmarOOQ$nQ0yAF^*+ILIndGZ?aJ}k1PA747wG)-k$nB=Sonc_ zfA3_e7z9;~S)B#(d;2d371@iMdd@ci;;4XC@PTi^ENl=JN-{JQ*-NsRYLgs51zm6! z58=~?59Kly{y}-~&`E>j4rwqb@sJU52*N~hwfZde<&4*A)rIIu;r)Z6{DVl*?_oNA zPO0*zaNw*qq)b|8Z8Ms04h{~dHK0M;q3c6a!?Zz3Ew4zQh@D*Fps=?jasPI@-OY?gd%rjb{vC$@N&OD{uWW{7xEP*{2=UjE|_{PK^}n&|MDuMjU2F+|M&} zEFZhoG0z$+K-OH8v*Ob(;diF@oLm!?jR~W;Nm}CpH0_W!A;CS&88Dbkg{>!Z55Cvy z>mMA=#H`t5W++^PI(@kYlP_5hqKu#nBvC2d&X$x*KhCJ6K{N*B zR6l<5;*j^1HnM!I1&JcTsRs;9)2`X>HOoltIn>#~5nmvTKDs~OXcqsc4eG(J3-L*g7(+1v6F-bU8KvZ&TNd`{;UE*F&D zBb8!_kX&>mRH|<{admxobI5xHX=vR5qmEkwBZub-J=pm(rd+JTiy=Av*WqpKxuk7Y-MCF@)g{63?g0g z);%7h;`}}BZtNrC?PzS5ns=o;wx!Fq^_Xv6oKoI=!GmJ7lghSR*&VLnNlis;{zC$% zQ|eTRe^Sv$^hty$G=0|&Z!*eEsx1ZD8f7-Jc?^U^06L4O_8)P4AkGGLJhUNkLH|a1 z(u<85MTja*?N1V`)xHl&)ASV{Sy&h25BWTP(PMST@uu^-x~HcZ-Vn$Y9bWERV|W{2 zhYFgw3oI~iZt?br2?c1%#gaI}!)L_0u*pl!sD?0J^wEe{S3qtKBS*v$mzr+pkX)Yr1b*;DqiZ5L+bu4 z-*~2+nYQS>bacuZJf+GiHgB_aN)ta0@s^gJd>5+Tyw%$hndwPFyGwg|YBVU@Ydkt5 zB9av#uZX^uqZ-3_6N~oH3P_G9atc(7;X&q@yf7uzXvV zl-|0$7+srJMs8%DeeI31f3X4%i$Sh)kmX^+Y50lh6dBhU-(|jNoQ4&KRu>r1fSC zR@5D|Z{FDC^KkOqleS#n6h0Pr7|44r?)k269lIP^vwdb36>HAfc&8$@!$G96S-*var7)zf3w*4q;u@5BC z#Nk2cuI|Pev?TW3Qy3v9;^{MN7PO1X-snZgUZZP6#%RlXC#I0xwqxqi&>vTQAvm4t z7&?ccKHVQl*U{m0E1HXHVXF_B_WSLOO}rm{Dfx30c+ zYGisY5_}jrqnm^Op1Fn6V9cF8l8F*M#1yvqobx zi9yA4hI8n+cvpAqU(3?h=u+(gXZAp%YpB-GpYVcY;X66&5qRy9@*x*$QSYAZAC!`e`wDMjhEd#J? zX+0%|{FZZweg+y1qiPAOo$VgYg50Ft(%6$7VSE3cFCdyd3E3f5s$}a4+4+cISqSAQ zydU68X$Bf-UJBIKghQQx=2SowfFFv5z3TMI^r)w;BI1yyF##M|=dui`!J?FBRP1ek z%zQYCi2l?X-*%FmkE3g-ypC#oV$=tB(1F$nLTiR9V=%)_hG!8M1ZI-TiFzg5cc%ua zj9w&C1TRJ7`zwdK9Pr`+hOqr}%Dw`&J(im|TR@pkOa4E>V>7@$iUn{M>U4Ss|gls6ov_$fz%Jnt!FL1If(6kWp#>b2I+& zPnNo>D5P#Y`r{wYMqszx$&?(TK7DOsYyi6aB2CjLfj2g2<9RgMNX+%>O<7c*f9fN) z%<6Z+`x`0?UVLcAzeVyarrmkFSY(JM2yC0JZiJJh^*$RKOt~8Jy35YI644m#F{E3@ zXuQtZ8IAO6-AlxoZXO4{H(#k~x*xniwC&FD-D}oL{~=gXpAN8noB4^QUiRZ3K$K1l zUN^o9J*EibcR#+>bA&=U*?IsiZUXlRdcsQoJ91s(bV^lSm%>3{V%phr>_!eFt0G~t`xSU zL!FP~;^LcQAA@Pr0$wYPXF?Y^g!&=e%O~S2Th7p`l ziX0+&gw>1xq23Ht;fQ?@r_&GVQ|~A3!>N!PJRSp7cHC;L`knB+7474zQP?#5;*$++ z{Nu}j!MJtBaIyvbJenUn4XF81SX}1*!D#w^%n5Ah-TuYN^1K_ zZ(&UjeP=7Pn3P5CEZmA@LdDv!D?NNw3=)HQDSl*a371Jw#}3kMY-Rk{*W}a~u;iu~ zE>%=iKas*H3Yh6B=o@3{Lg9CwtdmtmRqKdv4m^gv7Gt)WwDvIvBMO(=X?S5qb*p5N=^LG9))7IspgeWoCu~DaKeKSL7Rd7NCs}TWbl&xIYdNdH;`8%W5Fxj+Z2?78Et-)V`}q$VMuL*C7!mp zIt96VVyKT)+$7#4A9v*bWSG+PxR6~brv548aRc@G4@Ik7^%}OLJ$hQ7G+g>ew#8MR z;9JO(bxH-iO?|LD51fxHQvPTNNf#?I_HqMn`ZYTBs7LjWo`F#zK3v-FD{MXY&ac+S zFkBwPhL6eaF?V5IEcG(_GTu-<*S6VVTuSl0IP48iBB`R@G0>;H0XB&edihWjmS!D4 z39LKm6LPTj#!Mm_68k(ig-+oeI185kL=ZTGW_B(a)}`%&4F@d;0nJ!q+gFJY827%2o+~xD91KM3;Q1?=CB>1p6!kzHeh8K5}M}ZO)7_*M~PJu*<`!>^D zybbei`7V%Po7YmBXo#*uje{aIr#_OIu@`k)*Y^>2hgZ`Nbzl0;aC`gvb7Kr=#ZsN= z0{_ct0#sw-YP}=Q>65u9*6IvQ*^)q^_jVFOR#%u857$ZBDd`O#e8f_t5bJ;2nDS}J zCU2VZEje4HlUW{UgQw0Aw=e<^?T{lMKo57Q-f+wLBdF#d zby~tpyO-V=c14u;2}Y6@UFhUApAeb+BRyJA{F$=f1mt2RCU~-b`9jI|QT50DSCxCb z6!fUr&;GfR_14${#W)yca@j!=5pT5X=~&@+u6o{n57Y%KL)w%&jXXiRl(x7{bj>oj zDq8n;6^0Qd5v|R#WfmA;rw+%7vn(2N3)f6-(F=0-!Q(Mw86|u75pFohx@tZ z@(>Emt2J~eXlFL{3|XHV-O$`?no=d+2(0&)3N-umXWUMgi*4UU55N zM@(d8ex!yQYwuwH#0+gc&3w*C6+C+nVFfRZMgFCh1JX_Zb#lBUynJ|8%h7|~NFb`) zXSEzC{Dpx8FfW?T92N~PUyIy?Df8Q%{yze>QkAVD zDDmfj3B41z?hTL?gbxEX{SqsI$mpN5ww`Dd-)LEgzw;Jjw8_#79f?wNOp&#z8lBSU zP^GI-B;%+^2FfJ{z=7c=(_fDSdm^;R(x7;^eI^1rC$` zBuEeYNJiaF+jE?Jv0C}1C?$!V9k-n?j|S#`M`o4jyB#AJ)~%67{t2$p5c#Q~*m}bm zxlKT%Y*%cI;?98@zX4eeB35KqIW6C4%=FiLKGIF-(G!IsPld|JhpA}iyWWZ~ z6--@ugsi?&M{rvs6AYk4?vL|CJ$!hSfoLH=S&drL zd#1GMEaCMM?vwDbibfSg-FE&A?)E*N&hg`OUqXUBl}p7q(}MxT#Gbne5gP)u(W4Mm(0E+;NsGk$?MWRqNPv2U$;Ay%%@bJ zHs6NoY)?s)ww59tp zOtZqRvu}dm+JUWenm9f~lDS*ZV>`N3HJ!7nPv)dgYuECpHLRA=+MJwg^TjSkY)*-NzQgk$6dkv&S%0YB zSxl|CKJQd<)K=lySXey2l8{f5-Zz;t4^;T7AP-&R#V7pQ^a(+lY9-U2VJV^=cO%B8 zNnndvOTJx8A>zI0^BZXav-&4uP0kcF8QdUyY%frgbEtXJT9?_{mC!y5cH{oL=DCt~ z!Ut}fu$q>AJ(_*i?7IC|*W{s-!(Oh{!|9I2YGOd#7 z68~_moeGgT_-OIOiC)U;3;x4_QTnG6&-!gFCMCtD)={qXa=%De3H$2sRer`p>Nz%D zi7~h=>3cRy?j0-g8fKaKTufwTdZ{-D%DiL#Wdr9RLxlXG#DzQ;8RhE&|v&8mwF4(i1je4Cmq0L8m zYBGho{hWRO{eqhm+Z9W49hZV+s)?;LNjqQmWo%s_SnFNu+Bu(ZyYwR$nE~H|FO%p_ zq6j-i2zreOdN-JK-F=5dD&bZ4uqYh#@UhGn$=G?;ZSthgx7XwKNFS$Ebu)QU#))4Z zy8R?WdjM8rdV2Q2(u2)WEA2uO($8WZBBk$&rtC#<6OFC(Q`+M#q}Y3C+{3qB(b` zXX-?S=FS(&#prJ+=9_Z(F_)N-7jEBq|Hk_9l?e^c@Ev{IuWn@&WmicGt|Z| zc4b4Xlyr61PMNe*zsG*{m~gFUFmC(9Em*iuygk+hS1hdUy6Bf5rPaIIs(UD^hnF$!Zsjiod+)y#N zJB8(#uT_VIqg+G%Xg2{@6BQj*PCgLHx*j#$kIWWAoJPZ+z#=>~E2P9s@ZnXwG>UladPwJd&V@B$6%}CNhA7X*b6~v>!ZO zz)T>feISWqRG$qt+OCL;$@710RDfHSU7=-pk40G08hSGdN>9x7k6HNFs@x>9fDA3t z{q~Yr1u1C7afZmgbw^*)G=MVr-RroaZsFN;l26o+*c=-FqHG`9bAmzraSKx}pi`w5 zedUaZ&w&Ml22L&^wR`evbizJ5+Z`C|WHQ3rjmLHqrCqEhQqF%lw_51>B4&XXHGN-B zgnhe2hBtOt%;-@>gu+#J_Jgv{IdUtyxiZ>`iFXz^7JHid7gUiJm&D^=!oR*9NO3$a zl-Mq6E#6s=ggFMWI| z(RCu_A!*wdt<$*Tx2z_GiP6qshaFUR*%~%lb#>cqCH}{&S1z_?WwBv0sqN0kUVIqP z>n}<&!(L-Oo3m9(lP&e)RWRH00#v!ZeIfQW_2iE_GvTMVUK%*GsOl|XIW~=(7qF*J zE_3YUO>fSRC*R)L{Jj0{*j2BXtE#RB1GXtEb%xO$?@}e_sy!#&SiF}aHoj0EMG2;P z3etq$1DMUpB}3Ou-qn)C&6^{a606BB+^-~;xY#S#$D5`+CV^GAOx3+Djjvd7NOP%1Mr@@#xNxvp(wf{$NKzHayWak2vYJm_SlnG`SiIK4f?9&q zQ$R6plTX!$xS802r8c-FCTC@c2~}(10vNO!6dCYN*m?`TdL`y?H_5A`r*DmqXT(y? zx3YqQULphVbT+?nExEGp=rFP_wiffz{hn&~opeODRP*{|jaRnj-&up73>VkZ5H zl1Z0NZ`M_}L}^w54Br#?o{g*TrFZOXks6b$?jLJ*)-JV5aZ_|ht*P`N0l+cPL zbEnHyultyL8KY~HKSXclikvcQ?T0g4Y%k1&?rwW-tXqh)_bTRs<|suhGS)$ z^3fdsx>O1K6w&voC zt3L=gsA>nSnGrmzShZ>7MT8VMvRu$}MUg$59CReerysiagGRyPQ;2N`%H+}~6pUIC zDcr!H;no#Z#duT8r-)w8cPFICiGAzfHrc1f=90#dyk(8<&|=KC19d*f$#rjzU6Ltp z1^Pjld#+fj5Q1b@{pLInrcD3Xk?vN*%XzMpyS)98X=k+>xKcva&iGr88rjuenm_1u z^noKlb1$$8PVSlQ_#u8Caej3=B5>}^0pl}uwrcCCLZ6+5gEWr{%IU@`iN!SPDpO3l zTwJfxx*uR*nXwkCr?*QaJnhwvTgtqk)q0QdR%Q@H1mVYfP^!xSbIjlpjkDr+b=R^ei#V6?SD9PBYq`tbinVc$30-Yb7vx7Z zO`N%T@r@$e-DFtA;_b4wPQMwco!Ysz+O?XwwHi+%Tf}4E1FB~TeDXi5UdlWpV>p;- zGT=B7oA}jINY+9&b~R5HRby#+RU9*-IapfHO)v09m{xGyOh9f^iHX;uAdu7sM%2Q6 zuDG>OgKHL3{>HMY}r|HA=ZM>(;}yo~a#r!HU`-}U}5 z7}Mv>GVX5-q)!#jC+o1 zJgYVv3Tu$-HGM*0Z@jS$suhV(MXk_k{b`HR(R|U;(y2Xn7apqya^BbIZt@A*Lh4*=JH^da*1nN8pjFS@_u54l zw}Im`-|ex^%1eQWG(WAgq`!sG6@XmjydWwQH+rS5DP``14h zIB!{aUSzsEV&F*=f}La&?(Yf*sy<|9tJ1RP)omRLi%<_@IH=NHI+bW-&&;^kb9j|K zZO*4QadKxQo#l1l9a2U3fX)&3;otcrh%bX$!gDt2kDj@HV zKd6s9L6E6lha#zqX6L&;|3anKzGSurqpuC=3n!ikHHN8qbkWjCX?AxlL!!m3do@jYq^o`>2TS0d1JLwhhcSum#1RIT4&;{6f1pQZXK#Ins@q z36!8#q)G987JoQoG3p1g+P36)3L$2I26LQ-C3oTn!MLLM_3yIdBge;?+=9$n$Sj=C zN6k?2wEDPGJ8v`QO!DQ(5`P>dUvZ=VexAiPy1bq6u>%|V2SnZZ@%}!Fg*0#49i{kY zs@0u11=&^pnO#Foi9#{IT??W*!V_%?2XGpb4V_B%Xw2zgP-6ta32*R^zCbDKe=M5w z01awqnli7`J<9!|$)vkDFs>#^iHp;*Aqw8?wnkp!aq88@A$0(aC6;N_+v5tzuiG?y;-A6U=GhmBrvE53ZcGUXLYaseW!KG(GV8 z;&A0?_%5@A?*O%w2~KT>YP;4l-*tX^T6z4M-kl}EzO-vM^u6n<$`P|qD$R_p(5@s? z%=lZDS8lAOPRp%7)+~MDqHM2W+Q!#i8j$Wt?r6gIwCVW50|B~EgptZY*0fHAWHzhH z!6~w)c~r-xpp`SCc%WS@HKcu6 z*-CJd${*uw*}|=G-T%&*>fu-wwFj63w21-o7USa2nr)J8EQ~gJ@3AdepO0d`)q-3+ zwx*PKRxfmQAu`H(+{#8MuGPq#3WGVUmX?6xM`O*4V@!j}2A zz^q`}rIFqt^?^JBjKgW{MfuE{cP>d@LvIr32NJC-0T%NiCs{f9&Xo|twX2;UlrYz| zA3J`^+L53KWaPG6Z+>LG$z!WA+C{!i6x!Rvi`#UnKpos`8B`X;1q7G^d}zot=mMGs zrx5tPO#bAqgJSS@4D7-H3$hD4C3OnKGhs#LTj_;1HMhFnUiE93os~~n6eX`HK0k}*^?lA7wK z!>!Rcj(9{rE{;pN+6jf5CmPVk2wDbz8V1jd!7X)*<0e zh}Y@HVZogJSph%@Cm|Atx2aMRGiUTfUr}2$mLWDu38 zFc?dFF1V{PL39H3`wE&XXOM46_(@sSS}#}m`Glv?NTEb!BH5!qm35&)r9DQ+c4_U@ zl^r~${0#5(bucJ=j2~*p44G`c?vk|sij|ulo>NPmbdjts=03hH`Ys_Rg+hI%STwF7 z1n1^ZHfQ2mj2>7NV&AyTjVcmGvA5TYpAD+GXvS7pF{yt zloZW+XjT;K7ZPlZzXPn2agO>VW3ydRk(2uZ;~3j}_NF1yb$Pn!SMq2>p|nT^*1m(4 zvttoo6e2{LPheHorOb_%iR(4yC`yY>4^&Zi(lN`hPOj{(K6RfJRk{y{N!fe$yA?TPd z1W308!e9ZMFrg-AtIG6fU4raHr>Ahzm=-9{jVIYjHeZi!%S@s`May?%Up8Qz-0V!g zYTNamwy-k#l?@YK&cs6G9YC>0h%d^)Lx=#)BrwsKFBf6 zONb(cqreO?Xg@m`2SSAar|tkW378@3Nswx0hK@3aaUwiGD%GD<3rmp7g~Krdj3G%x z{;p~1gsNr-zp(X<%0>rBQ z4UpBt;Om0^q&clX-9XQ&1H^C$n;V$NC+y9Y5|K2fGoO!g=y-b z!s1|I|Lf=s4S*FdX8O{^lx%4$l=h!T{n=>H}hs$_bAE z3Bc6vYDw()YS8d%f>an@F3|9%6rjH)L&HmS9HMnVH6fKsTSuSP1bE^2L}c$E0#qsU z2v~^~?UMl`2gia5s<|iOUG{VIw=CE(khV_}dtn^yZ<)r?(iZ?>IF#3WpS0d&aQxAF zPiiK7Qt2b`ee=e08slJVIkW&WNY0Qd{mgxdfD~;S>cGE}L!N+&@5wPJ4tMyos~9M^ zAJkR6oPK`=!te>(psuEY_5Ph@OAr*puPj&KhISg%fjSHbP=5qR+b<0jI0g1k>w@bp zz_5SX1QVPz@H1~8RD4o~{czMpaqs<4P;|U%{}lk66zuChaK}O*%@>mG9{K$VJ&fb) zzwv=Nb-<4QH^eNc3vlRmanCsiwg)ei5#;56VtoE1qfBUC>;aKH4%Yu4V2~F9Du$nB ze#Z{)g&<@`Q(Xoqf9v0$hL4T2PFA6yzxVgCjh1Byx*G|&7g zB|Nf=7<^yk5J-RiC7Pd*5qPOI{3#VY7K9kO#Ng+cYJ$`J7Z!o(HQ*3@ACv)U_&yQl zlJE>@Nr{Hk4_u@E6xWF(_P4-T>-Qj)>*uvL8h5P?uAhIqZ3aPY8NkctL%0I_T`Gy=X#3vA;03ndjR}5u|I7S|8`&?=2>r{F zdF;B*OA=<F#9>`&Q>5{FwF4^8QXHO%#{U*mdh9uTEQ6cEmph4U09Jj$bTF4VUqKjX~B zAk#N-rSz-@3sqxs;w|?ZBrt7jotU}dwW={)wo46y2<=vN{@z!S0s;anG!=YF9cPhp z@82tGz!5N8YCmT&pm6^=)&xNjI{H zN%E$Yen(=I%FF1s@B)jTE3T)%Z$@`cDeQi6@tkkD@hND|Azhc5DJ|JLC%soe>EO*B zzY6wV_1JHM5wj^uM>_ijXO2`2i~1l2GdDX1>OxS{)t`q^4hd=)R;-t@F>0`;s>|-1 zR(RU$>965u%A>>IEby+CpHi^3TukEIc&)B_dHm7c#yRfsBkN`5No{LEwyPcwUJX4asfvlT_Ic?;PoJGyXZ|;Y44378D%pJk!gQv;gKp}tn{g#!kcTC0J(m` zmA9=3b(4iDcb#4?P`Z-*r6WnF5=V+Jk#&DCdj3#;aYv)dR0rJ~4EOgeO|^Qz;R04A zy0zg=H|zHT?cTEQRceQU$N`V+wU*lph>|HhQYhMOtokVa7d{tf~xcPq|Y0#^y4SqYvl0c*30A}c@x z|3nsia-$OMWef0D2;Kk$@sA;8v!zEH*#II?%{|)3^;f-X`&ANBM9WCgA0PuT*;p=S5IUKDyD1oDHlL6_SCJg^S2HS~}za2oo-fdtf`AGSz90{W4O z1mwXVu>(W`XbL-k0{U|vCV*DJ{ehZ04K`;_R-tPLWK$gh53$e-JfGvfQ?3*1p0%;F ZB)?(f;ws|o;NXg5mH_aac0UnE@P94j!&U$Q delta 150862 zcma%j2{=^k`#(~MEGbK}SCVWk$XI_G4^9BDQn)T$X?36q-;ZDv{=fT zZS1m6wi!%gFqYpLy}dcp_kUgg-fO1QInQ$6_vdpj&vWK|rbs+5=6ST>Zf`}^j5&E= z2Ll6~f!0jVJ@OVl1}>uq{^cGC*8xXJp$!3ku7V#12IiY7e~+;7+X%9@=pKoZT$YpOH4MLN^UJ;livby=k~DTfrv!pp<66 zhRe~Q4Ob%fYdF+bM&T{s)Tl|u!&3i=utg1Qs|@z(+vvkIv_$KJIsb1T4W?gxY?+k) z^kJo0;3NYBlhH<>EvEOtKF8aO{_P{PWus4Q?k(nno5d6C0Goq2Fg0v+W7b;)yWKG0 zr0X^Wc7qtn@>jPl8o#>T(4%!TW%||a7i!>>O@El!Xhz!NOfxd-{T5ZAf|0>_3xf}1 z7mKAZ0 z=Wj+j%a6OI=M~>AjPZP{3yIH>u~Ahow%h}N!GTRH%Nj z%HrY{v(ot~`%6(_AId0s4zI-zQl(fx#2I;M3M$_eeKwU*bIEB@qES4 zwj7Ger)?bLZg7bEClm33Ew>Jn3RbIQLUE*kAoY~yKxyDbh~sa265H@sr2#jbeSutYm~}a+}nb{bg~S2U7b7~ zNTrCj*j#`11*!O{zEZB@BkrzzjDYpn5$kZ7H#}Hm&Rl|BT-Wu<;`YJxpohy>CZFu! ztw^5RaoM6YM4;Ez7W2hZGv3RUQ_(xzi;U24a_a2f4LD3Yc6Lm>^tAv6J-urcrUKN* zrr8urY7t~!K2lR&GKod8LDk>1>9%-{E6Enq?=Y}*y1ASGQ!YtQ8Xv{&h*->DE3AIs zmbP%DJwi(mK}Ly;C#pHd)#Q?-j18`QpXO35(KICh@k zuHLl`Xv#Pp5vWRQ;8|MDF`m@?`P-*NPlX3J8dL#3utAfCcn#s42~}k(pwnR+smWlg z)wFi!wF6nCrW8GeDA^xF0^{yYXypeN;%crmIDA+NKiGL?JBvb%6_kP%O}N#p+wJp|IKH!Yf2$xi@^5?lKsO%mYgh9 zSGcAjsIKyE=fW*VRUY|fz`~|UE}63Bz}Z|QQEarw@={v+Pjd4`{MvMbgX5W%R4w_#P&i}Y;;X6Z= zeQ<`yHhERO(-Fe9r)(q1ai5i@t55#)V9J)8rM_myeiyckL^x^;M4z(>z1knpn7nc4`}*b z$sbA;qeZ{(e?P1)@}b)D5yD|F@q?~Sq-+_Znum;EnNaAgSk#bW;zwnLP~!KkzzR1$ z5jgY#{(gsJ8HbC=T=@t;YkT;+o=^7)GK!~^&1w%cLqW=k9q`Sa#hw9#sj4M$6F0aqdjJdN<^sp z-e^a@!OxzHa(uIZ+v2)&-nkzu-f;4kZO1umFSX|)R5A92OZo_GQAcLX$tHfF z%t{1Js|z|ze>pO_--pF~q~9`{;YCN~H4U{$k6u(1m3d z*Y!abzZx6rD}0;i!IbU0r(wze^w)IZ)?U~Y4^6y{O~H&kLw_#4*)*`+lh=F|7}(Rq zzaxAJd)ZOb#nn4hzHB)epLg(^5oWwYxmC#Mdkt^d9J8xBQpl*PY<>6KxQP z`q=jBrKtU|CCNYNB&Dgy zeHzlIOzGDi$FY)@9RIOS(HuBlK)7P~OfZLZnN2_6u~Ns_XkOhjd+dF#;*JM>D36rm zM}m$wSCFr`C6(?xl1_1cc;2oZQM|w|dBF2B{}ovmprly6?DuKRul{wUwR{Kx_~S+-za99kKhd7lt@&e^CD@Ffln>Pl zD9p%Ff_NHt#B!ZD8%r zz`%76buK^=urgrPb76>osNusn-S7YSD$Z7P)}`By{b-j>#4jlwFg|o%=_1ciG$&*A zKJhab!+d1+6`!lCVctFV=CP%^r{N&X<+_uTx6}2E3^xP-xWY3k+yEjmnS_>op5{sQ z_M2|gGQmijO>pHX9o344fF& zSFv%a1}8@KRY+0@br|sSQ6JbKxeg<>aVbd|sKY43iIIK&k_g+;{O~@nmP=4upU@6h$oD3y_!hdKU;r8bs>T9^Dg*T zie?*o`b1C?Y5!v0#Dh%4>Glfo$$oCK>q9?f9gGmlg_lP$!cSQjBa}7}X-uriL^!rr zC{FeZkX^(4l+R!i{K%Z?2`>jO7!%Vo5vJ`GSr+nmR35K5ioh!%vVXFFC;9rz0fY90 zM}9|*-40AP>R_H{D)VmKL^1DD1A5a2W{imonF#;(3XREr5wdHvU#T8uS??*N7+6x%9S4d6v^O6aV z{3tpY|Ca+A#>C`I#K!HJXg_MkS0QZTf?ogX(bp}d>8qG!me#d)_ViUfNks0hHG>|Q z!+yj|ego=A8P(`a{^#?AJEMLxb>wp6g3n()nso^QqjK$J!c2Ac9pa^=3WOW@NpI@! z4HrI3NiQG30N^->;rpNUB8ZPNagX}4>YiG<4q`GS5eMM?zpkAm5t?xR$-Y30I%{9=v z2&aDwCk_ycQI!`lxbzYLc?nm}5)!AlxaxFLjW`6G3O&VpTO&Thuc#*@P1z1dNi67Ep)c9zo z^Pklj{cR2ZO}hBc{%cbIO#YnK)23d87Z~vKT$OSWw3Wt_Nk1;($iBi21W!vz{DQ0bqP(M?4ym*VvwYE36wt6#Fp6dtxh<6!}zK^Xv0y%4U{>P{-_e# z^owEWQ2)Y18tP_vkpXMGNOG1ZS1d@QPg(ht+22EG1W3S>>XO1}!)XNk#ucFb<6l@b zT0vN1vQ#N`1K`IX$^R9IipV)Hj9%1lWMej=60-@FnBS;;12u^@>_F>LI?;L{InrpT zID@G8{YE7^`41}5$-p07qLcrHC7SGD=64H3r36Gp2}Fg)%UaMJh5w;4y$O}+KMeDq z{*B6e5S0-Sl{wI&b08`{G_8{-{h~#GqcXCA3h>L}MmE7R0>ZL^$}M^G*WFpF$`z$e zjZN+7ZjcTM7rZdtzokgf_yfvyBRzt_X!(WIC87O=)#$N{(AK37$Ao|y+{C^7UTbx-(bRWG)fP%vwl_I=nO$;)KE8{7wtrI zq-GlM>un~ZhI)jMx}-;a`Y}_wgfWm^3+D=S2%yquz(8Xc*%wlWF~?hhfx@a{(#9pb zsd%9s-8oPP&S`Ztrk5XWH?4hBILs!j&tVkA^h+iJI1H}^oua#dd}-8Bhj0}nyZ-^u zXDBwHw^56qNg!0=@;abuc40QkaCyD_&u?KFO5ngqH*-2hKgK$u?^~UQAUWy`!DnOal(4=>bwE-C=%dXv zPfrG!ehs_uzm#;r?nHwO;|Bwf|8Y3K1jQ;TVX8X&SZPjEs8(Qe>sIz_8=i=pB3DRmMUsYMl3_nh3M=xPw67r`Sn{`}aph^`DqJK;aI&R+_ z4WIxHLRGMr{vTik3+>z;qkRs!Mv<_XUi?6az47 z5YRM1tS!U(Ch9QU=%X?I(qMAI>;(fH5XAmBf%w2+B1_2j3^(<1^)O1Z?xVpuFucLq z&u<5ZU(~&>lhq|Sk0wWeAx=1&hFf)p1VREXB?(5lqqG!+2g7c+n};+!Ly~d|%tVCO zVDzQHX~@e~{y`J?7f!W4F!s#mt0H`|n}i2U@tk1&bjOxB`+LrzO%wt%m6`}Bdr;^G zg*KtN0p=(D7&T!uzXX^;<s!)B{6rjD{DXZo^Ze8h*h^ z6+ZEYL$q`-LNhpG^nck_?d>jfTa3Rrm@O$LU>NW}K?6DJ{U1gD)zd#v4#SWAVU%3E zZsR5bi~}!yS5VhPfM#64bi#UTY06>~adA{Rp!k@VJG9OX>CHm z9w}U&OJgbF0k^BZEPKWb4`xg}UrtHbwQhHT7MJF+utsnK|29?QiXy{Kxx87I5SYx0 z)e!Db;k1(+cEKeSM!h=I%8B(}EdEp=95e$WH$LxzMJL0ONr2YniiVIuo5e=(t63fo z(&Kr3!Rq)Yx3#M?M?`~2L&_UpFo*7DP|H&8Aa*I2*pOLkR_w1Ya4>d#v&*d?C)~d1 zS1NrE$wZ86+szkm`wx5H0Z@~fw?5_GmjhmSU*^D8&suMM9R}qCKmpbE28F^hZ8<{+ zhh}NlpNQ^{u4#c59*mh)n?E%J-?tKVpLV@7NDq{6$5lD(vW}Y^&^&JwWQJL)_-YgM zRF1NL#n4O^VACS*t-lpeh*@85tyK$@?rzh{1xE70M=TR7rcpD3wF8SgGu3zgsFSjIr4$rvo>vRhEq*$SUij7T%ev+v|Ktqi1e)B zWbihZ!IIj**pX)QuZ|>7-$oni9{9r zTr>PxtGHP!?cl0|?0X4o4ql_*jl6r-)uP*A4O3K-z^bS3>Mc9ZT0h61^KseP5uZq( zo;{0<8d8q$HIbawfzGe1{e3oN<($*pvP;gwH+3bgSR5cVubNaly5#GYSXrcQSTO&# z)3W@QwTu53Yv}w8$Vm2vb+Vz?;@~>okV+v1EZ-4H!~2p4$i$_ksX^oBG2Ls2E4$b2 z-gK|jT-(pK2@_EIPG(NTnt|71NkL8zET#4bD1Dn^N{}2d-d?ffVK&h*(%Vs>A3!eY zD6n|i*Iqx9Tb#9p{g3f!C?JKoRaQR1>>6!R_;x%=1%tu`Gz@qVmwW|zDYexyDfqhm z`dWxDLQ0UiL1GB;S*{F-=5vZR44SUjsO!p8V)T6zE1%%z0ZZBFj{2#$xyp7%7)0$z z^!m7h2;NwJv+@erOrh9u;w5(2fF`6DY-@ItM+}faT3>M5ePI9+)rg0EXoQ0$2SfuO$vd7A~7;*vZcrj5UY7 z);chw^{muf6E;N->zAkA@k*+HfH?=HQ_V&DIevs0I}VZ4nL&yRkS^$d?>*_2=RvaS zEkRvtA(y_(yUFvP|7<`w!xyJ!Viw*ne`&_1?6@$CUcC%P(#{=@;|jU_9}TAZp| z`PB*R|00yd{x^%lwK+@vrX63+?64^|+4#3*I89WufF$xP=S>xoNfX*0AF| z;48A)SM50|ga1Yy8C@GO?+HW)%2Ni+qps0$8uWs2oaUv*^|4E^^<*{U%2>OaMrkb= z<`&Lp`R3%UJA;wq=9F(Pbdwn%7Z7;=uNRWC3jias3T7pJ*{WWlrt*`@xK&_jBmmWX z`bpJCBeRZ=_v9;sW~fu1lQ$G(6&6GyaS0ra+Gb%4pvKq1|oj-=fYCG@c z3O7=I1N$%SbkEzbX&p9W2Z*L-lQoO#9gXsiKjzyl%NJ&2X;TA#9Gy0Ib5K@1b3uh_(1Ff-FLHGzuc%fNB8j$r26GQK1)H(v7MtBkP!9#8XmsVb z!g*a!wGPo*ai} zH+Nz)lAjg$5-kRz6ql~M+)^5J%h98=Gba;CUbuj7?JNHj6^j5jih+PJBSlk6m z^O9n=nQz;mLcB3UhJ=zd#t2#1G`pG#Y5qe~R{Fk!aXzwwy?@ZArHHBpR-g!bbkLMw zgt2^0nD-*)$iQyg3VKbkz>(si%;dI&*;n>vjRQxGM}R z99Al}f7XYprNDp;nX=0rPi}G~y>8r1jP9jIC-hqXC8mBVS*J3iulJcvQL1>|NgEj3Nyum#F%1Jer~7p&dZJ5ChPW$#z)hu>>Nw>5Wo zPFz#B?Ywk*{m8?@WwD#CK(pC@q4bx>3Gv5KQ^0VyzAw7NR0H&&4$y;SY;W8O_@7n< z%0Pgzcd{3N#*v>*HREkKp-(WI4jHKK+V(O`d7exDli0u&vde%)(<8U*29fc1J%t$`+VCm<%b)6qt5TH4%?bn>rbI_}x#`?Y&d>eNhqQnZdJBS2bd^@@G z-x#z(x+)dcCv!_H6P_4FKf%)(+q}PaRU)O%04NA0?d_RJFk3TEtXV7(Mja3pqKI0E z2IS4;l;#Ct${*k$|v zJ(jNPT>H}m*zki6wubfM*V(Hd=ZWv0dia)?|Fdua8o8KD4z|QMc}_NG;E2>p_*%di zN%k3b*!7-Djo3}QLP>hO5}3!=GEEy-TdN06iP2sbS_@p=g9E?}Js3cjCUObel4n90 zo*J~UP*#G;4j+e@m|GyCs&B9khXoYOEcS%MCRWK-r5&rCIZkSH?GVT%x9seNf^lly z>oH$)EB;8$K!b{ZT6g65c_F2@w-A`fy`~SKP5^M67aRLXVow@S!R&QBIx^6BRe$E~ zt!pWMM!+8{Z5Zh)YXkO0_IQv)a~7WP%;U~;Yi#_r7RR}hIBa}n??yKHgXOKzs+G_R zjE7&=(~=jdg+GsHm#1 z;7&GLbf!$6n);$c3fMdySSas`8*Iz7s%Xq|d#oP;H5JDtdqVn(+U<2eUqg+tG;~v7 z>S!395cS&|u(D<|MC{@KF}D9h0zF@=n7^(pt>n8BOWW%M$IRtjfX0G?zLNQ+$-q)7 z*-*r#qBmaz3TszpRUg;5|5uH|fOX0dk;>M%#q&hBpIvbJv0pQhaP5>QGT82t7?0)G zyOprjmH_Gc!e%dIKz`wNUcUz>vJ^X!w2ZzPpt$Cn%k2aXaSUA?Qv>ml&&f_I00x^1 z7ri@sF7MEjgc|G9?z8>s8Eg7Uw}msfO7)@)ApkS$TH6y?<}Cxqhfk27dJfB^5U&~` z=F8N4bCZtUIsC7~{9FGBTtK1;)!2*y(b5G`y>}K?7wE<^O$}6S&PvJct?VdVGN%Y# zP|TzA(0jY%sA$8EwM)qs#P(Y05m!gzhxi;inL2q7I?ki9{aLMOzktdCfj|H=Gu2T{ zUp#lkSM}k>3YXifsSCAZtF=#w`Ng-#sL4>Y8JR4k6e#!Vah0*>CnmpkCqVhaUA7&$ zpw;L(DO$O*7?4ByVckzWRPJa22^D~t!aS4bQV=|^xxeZK?j(-Igl!q9dKSxlaTPYM8e zNAe~1Ti)Q(cjcApl=9!?H6^R`$N8r@&=J<&oypVfE8safh^n1TdO!Z@$()~W5&g>b z6HlD~+hkLDFqPl&oceTvE9yMdGGW@(a*)nbQ-#aAH4`;+n#xeWuz$nkNzBadY_0a3 zxDk1JPg()ef%lJ)08Oc`>&PQ($@QekdwW8;vI$B@59&cD*(2GqmK3mK#c2u*t$o=? zN|Y*H8z#PSLo5=fjYMmJtLjV9;BRFDM;0Rwet~L(%wsDexz5PjyeD3-9ZqP31sp5b zRDW+YMm}X4Q|_qO7&FDg)}K{k%snYz!35X)+H>-r%Cq>*4QS7wZtc;E1%rcalkE(7+M;3|uCGoPi%?Q6 zewxi$>ptLG{zej^LL^97Ab~D{F@V$L;MtL-A) zoTXKvZZ3bJ>x;*-p~%!tz(?btVrbuI{p z#oYHJ&85I)cJL+Yl!xm+S?Y#**Q^g%KYGfL%Rh!g%1+ z4#)rkw#fD`o|Dm0uGHd0h{0JS611r$U=GID=2`GlYHgOQMeHC-X}{ar0~?%PxFHM$ z9^BRfHwmfAosOPuLZ1IfY|f&)z$7Bs(xg_ZnE+U5Xo2-z?Abh)B@ysYWm?~m8 za02J}M|sqNmaoFDgPnbLLb1mwea?bV@8Hl)4KV5_6Ymw8J%tK$>rAQ!<|&4LvzL|Q zl$cjS;3`#YITzgM+l+(rTWvMveDWQXb>{8O_ra~Mx6D1n_}sNg*^M43K64?U>mjHt zxESa^YeHANa(A(T3aOjJyi&j+YVX*i& zhEsAV9&<6ED_DDqWOls4zaUR@VG<|w<1Q;yZ~+R#K72CdysWL~?2GEm2#h8i!$m`pSyz#^=dA7bC?p1(kMbuSjFMSDW$>)qITj@IraU9S=%9t=ygB71{ z-%Fz}M(dgKz;bMm8MD%J6g6ip4y5wUYIvp4ZBe!CMLtOwR_;jf)GWFW0gUy@2{IgZ zf-Y-`wQwLiomkqUx|{4Lm5OijF8AJ7I!0b`=HE;@-7{jZ!9e~lt<`Gg_d;T0X${UW zA`hl!*!lowIVipv<9B*D)cV>y&R#0eLJ1@Z&p`^xMcD1UOA+`#ltFB8kn+TH9g(sH za#IXcYu@_yYBi;ix>Mv=M2zJ>!Nj={MO(L8QAw0`tw8ej@!^7ji(8?6FEU#hfqaoK zgshanS>q+%2zyRmm5p6%cw21Sf+pbW-2yz zz4WW-Uj$>ljqJ=2`ow*3#sEvZFl-QpXmP18h<#v9c z{oF_%+i{&vE9Q9diNkQqk!}x@r(2f}zA54hBIcFwTnsZ=Pwp_~qr5+}5!#c^C791FA$< zqBeTH;%}IO{jtg;>dsrCtq(GdEzfk$%{Tm&J5Q!YbeP)Fy_yULS1Q0)x9q>v9cPW8 zYK(a=i_EA6z8??xhc4HYoTlXqe}vkhtj*;SO_p1s!Ne@L(3g9lB(e8rHj#S=H|#I& z?H$S9zDa5huwhqrFzEGWO+lzD7NURxfhkX_1{1nWw~W`-OSPd6#ET>?+@$;2ga85w zCsK|PlG?SPWK%fBlsCb1GdG>C>QUtX(ND#wjVHC!xeVCh+6~a@B=3|TgBHpMv_T90 zWj{~mR`ht$8GR_eRj=4zxmK=eTqwW0Mwep7S&QP^cFBr^wT_r#B+ps&{%ggMpab%; zk^8K$Bl&tFTOOS^6r-3<9{~b6p|fefV{XV&o(gc@vB|8=tOh08=Y8!0DOZJlXh0rt zJO87tihI@ROdra>FC$W*Eoq7QNrH*_=9Z{_JwCv_uJ2V)%W+Oy_OZ!YvML9iuBnPll^FwZrZ2>yevm3Led^}?Mo7G32+kKD%80n*W{8#C=gd2ImCzOiGMm2dWXfcA4u{R8a zH)E1{QHqu#K-DsnG!}ddJ4N-OTWL=h1%n$k;c9f7@@4PAAO#z!h3sX4)w$GG6U{hZ za?&ou?+xyMDd6tQ=s6innWM`vT{n@_lptk9ue-AOUjde~iH^e=#VnkyvzLrIrEAp<+O; z%2%L+Gt-KMY#LXhn|!8Xk@rR9RxKNa=V&TnGH|Ppb~a4*#oa1p|gDNY;tIWuh+~ zQ@Oi*k?s9Uj;a!L!o2~*xY_aE%T$fOUX3R4pH&0S>g}WD5-~~fi}`?j&fj4o*u(E= z(>-&Pv4yCrHi_AU6#wcBoklOWnmE0zC?G*^ry4U!m)0OUguKoldjPUW6xbv2y@&E3 zk+t!+jsC?*{Cf{Vlx|rDW{z${&z_fb)(Z}%ep%vxVv9^?Tg>-sYkIfk74-C@LbC{3g=tp2;NKnAm9fs`Zt zE5-a^MXLL%Fx>)v7b68lIzgvqRrlHBOjBmLf(aYpOT4O_iLhQN7pV+kPH@#l<^YSpgVUVnH{4e|}pCd1d>n*H=XP z3;#^Ifi(C|=Nh4XW#T*!nD{p{qRJf%1YEemZ@-tM?Aue(O!X*wlG#`BtGHINbf8HK*j@2#bOt@w!_4Csh;%1{c6>}I=ykOU&z zfnn$lCb%}eAAEwWo474fY&TSy0`^z96yH-cfW>lmoz<6t`O@u#u!3=y(jJ;c?4qqO z#9OW++ed3|2>pls#zmY05rIPAywkX0ZR)+n3Hq(PE#|feT_6tU}3jKa@CT zBj&YdK)VsL56Z~IyYDd^7HAQ8*RU)f0kJygq^g4 zW?R(*W)s7ws87a+fUPEzT7SK{0Hqp}{;2Xo$K{Am}+u=a1awq8ZRi2vn0 z0E}?bdDLfg0S^2{G~dBNV~Pe@SQnuJ<-EHf^3HS0dm7<3KbU^6-LrK1uN>(v$cV$j zw$)lgXsc}>y0w*4w0Yv+E?;z%x;S3l7#ZDvqeFbNsN4cqkjFmW#?d)5xV@HjGz!xy1!*g$ zP!0wT(SFa2F&aT76fBX)y5_T?Yez<=1n#pZrj{uef*)=01gQGV8fTOeXPTD=QCvZS zsb*3V{_+@IxYY$o=3rPH1z}_rE2}_8bk(_59f(A62a(5&F&&p7H^o|RA={_Nf4?Df z`Av>E7347wjm|6djTr~c+!mI;sY33@sWUo~zo_B;pk-j=ZUw`Q$O&z1Kx?c{^h3Sy z6ElqEKbw`^09NjGe^>4iZ3vUzLMYPUtLKQ0f?NCOHYvQ%r`oK$ilc@sj%>fc57v+A zDdIDdw6_ne$SZ8%KKc_2)Hgi|l$bdWEBLbOCVZqQ5~XrgS4!Tk#KEjkC+)(x+&h@0 z#|DjwHa6)iCFLQpg;tF5Y{)s@IPe64%d#jQ=LD{Z(v7us{L2JsE$M=dd)yHz;5~w= zuffudbuUZ@EOrjTn803hPHe2{XXi?WI&JW9Zd;}-Q?qxzvie_L)_r|%i=%kl<2mgE zn6Imub-+vs=9lYTHWUlK;>S6%|1lf^F5tTjSKq5!#TtX-aSLc6yPM!CCPC%%ciznJE|7gegZ}q_4FB;oSi6f=LFUr zyZ)Gg6MQ4TvB0hW$AtJnbVFf|nu}t2KTNHb9ICyIHo{A6l@(*?4goG?dscS0Wo??C z-$@km%0pId6tf9xPuhm@*ubBDl^kuE5939Bv(`u1Ut<<`MF?+2G6c_GAF1qCUw&q( z^dPgeG|xIb^!}_kN5j%>CKQjQA*VYNvd$!(s_|@<*QRmzhKaWOq-kH3Zqu-vkwL}4 z!dO*K*?*OM8Fmh(=p4^lCAd{WKg(>x?5y^;kadM5lrT*(uGczE+lz0nI@#EDQyY92 zHY~+CTLunQ+ zCqg@e0No=XLJ1u9`eN`klitojE0<)Ny~EhCyDclzG{@W!)*Az{Rh4en37Tr`PuPHi z9jSq=TXJ!sbS~@unuo%!({!R}fqL{GMwG{uN8C<4nZ!(^()xBQ>VO&c^@$B1n zKTPCxnMu8IKAbkpbC#;HtrGG^48Mlh&-_0`WfcHL%MG}Cng$AI)d}WjZdtfBctDg; z`Bs`?Scp3x9)4~9%MG?8=RkFz*BF^Tpv|{UPF}&*j$uO~4m~!VrWlvrWxb^RavM}h z;eEK$*KK$Jq<8|0CsRy{TJIN{_pt1h;r6{1@T(@ieyyiRa(p0g z-0FQXS`zN-)Zj!|X-Hmc@>g7_Bzq(aimsz?FSASCc%R9@z{pEGN{^vs<4l&*v@==! z_n-p(kFi5ePV`sh{ohCK9pd|c9_w<9SCBR|v*O0kXJ|tQ$f6zx90BSX85EhpQ~I8w zn)QW@xoffA0&Hl38(bPcxz9fqxNyTXr&F|XUqu*;8zw}Xwfu4L%Y8h&{@vE{cNd(E z7^zY}xmab3e#*~|7MuNe5o@D<7Js`^QJ=@f$(MMPH1Pg;ZIk+kv)itmT$Fvubd{&o zXg`NcyiIrJEld_+x`J#5l(zQeR7B3FPZ7!^ulwe-dQXkr%wyBo9dd0qIq~)K!NVGX zSyl$eBcGA%_sOybo-qg>RnXfTWB%IAB|>fW%_A>fr9yL;1z+|`Z}F>?@a^&K*$V!rbUR^T7Pg?w z^p2r7Xul|j44Y0*`akKy|CGUoR&cHjM12u)ii`EmR}Ak>7Fb;@!p};E z%1?3>RlBYMQ(wE*6$ra|r0j(ovlL?u&o|iXot5ZQRi{NG2J4Wo*G*ri;doNtuyqLv zhl)(61Rw1QNi+KJ?SN+|csv4=R7XhQYfaoF>9n3vEut7Jt(Dd6%Y^tM+FtB`5j@QE z2Mz9R>l<+E(BKZzMdb!50trkE>)SxMG3{6*Q{!DMv+{Y>4;IsOE=072$7OyNIIei( z?pGw=-EU%d4`N>xXcw|>y>&w;Lrp+Z~Qq3;6Lu@bV{twS%+$}}E z;mi)<-PKtpFDqNEc|y(n=i-fjMVBW99H~daB55&e5Jp-~H;y@l!`1t9~{cKIEAv@X8#$ zxPGYk`s0DqXNe9JPhr-rtrh4!vaM>q16;`z}E0dM$ z%Hnc4R9H>FcDwn?4w)&-Ys%(@_SJ)yp~AF(dv_JG54Reel4F0~cB{$EwWF`lbMsz!ZES5x4U^r%UCE#k;C_`MzrsopA+m34QVuEBo^j zu=kV~J8TCh1EwEE5jup0{6vU^uI2BYwW5JVX{#R=qC`eY^bF2@@w2!%T*H3hkqos$ z=qWnJ#WUKe&*j4r7tQqu>321KK^WimzP^eVl$bnyYmuq$mfhC9a~G$90a@XGF1P6Z z^~fl%L9c`ygDgd5+a3DP0CF|WET6u=_9m6DgCj&ao|ykHy&3L&53 zK3pa*frp9iq#Y*eb?|f7i<|Sz3ooPF;w%7jB%hjMBr4970-iw%9zZB?-NSIz_jflh zKqbs8?lU8YyRHVe!!+{0eq83@dN;^yU8KHj`rML(Q+DCy=M;-kWBe_*zWTQ zvipgeH+%_ic9?cWe^QAO1kce_DX0{vK9u|Ex`D&5GdH(6&AwFyk8J$0bN*&-Epv&Z zJm<@3UKMapv7qu&*lx>veAaJxsS1&P#?;n*OP3qK>CQ6CC`Ltgh1vcX;*J{Hb$w2v zDGMw2>wHh(%Jz)|KJVc@`0yQtv{Or!9C!M=Gw3N)9aXs(+Yt*M`s&N(d%V+;ske}y znSILNqb>wgu|M-N7r&5uN@{`^VfXX_e9(uJaDw2Ed&P{D9ft3kF!xHo zcrI%44b+-7{yIjqS0M`FD4G8OFzMmq?cq(j_U~D&4TuR~n?0MoLOhTDqGBDQTojmae6i+IR8Z>wVt){OJY&l2VFB9fc|y~rAr>0%MKQcGo6>o9h-Iv;Cga4bvtmyM zX{;caGG%w@;+hMk*=wg23%2m0DmcI$SP?}!{A?3GiDlG_QQ{5luOQI{%!x|71?GZT z=K`+lNW%_!VpcH+meRav7Q0^}9ga@)g^+a{lw<9;iP*JS8-^*&MTsN*ojQSHmI!bT z7&6;kg@X2%t*+$#_`9Zc`+Jj@N|4S`&BaT5?v_G4<^r4RurZt^FOdFD4<4$n8hD{_ zo6$(>s3rZW67YYh6XM~mYt&jZs{NklhCwBD1dUFV-gOvZ2gonk`PMaRg z7eWq5K3V54y-4;7%qeq9hmMDPZT@qSonB;+!@Jf8Dq^wwD;)meuq|6`-gmX8#0vrL z({BfXI=uKgavvvVyd?>$c6zcU1+gHg6Z&Fj|M>@RwytSSt2Lzqo#GzR3L0Gt)F}&5 zhj!z+kf1t{pV&L1Lek2D&wYy>*j|{h^NI^^R;~^#!%+S@RQnC)>vbI(T*(;t+)1oO zR6V%Sm&#&prQm9*n;6z0x34dckiP80*gFS)I}t_PIuYHFApTel_(GCA z5k<*GV5}g{9^G6wNjV_;iLth`stgS+B8db@ZMs)@`+jsKL&S^bGM#pacLyIvyE@omg67l5i{CXgeKLqQya*w1wIz?{N#@_C zQ?2uJDJW;^PDfs)&>jT_`z3zv)6LPtcu8}hIX~zJ^-lY}J3{uQj`FZ$y~&mAm*{?( zPs{d%3@C89??K_^&rd%aMb(#c`I1(0z1v1hR%>`qlZm~_TpyL6HPBC!I{cW#HOeY$ zd(kw#B{B;8WipLR=|DXnCEbuPsRJjKT0909xBF^3_LmIWWbdEAwm*r#cP=o9_pW!8&W&`D zTGuzM6F;J&urbnVEOezk`@om?T*@W2>{C`H?Yh)Zy!R&K_iL=`$IL!o4SQ2_njjqw z$DC{5bcf<$jBDwD;fHTib?<3hV)zV`TS~a{Vz&t-iaO@=3evf4UvOW~>$Mm!`+PX$ zfVnVxI-D2hJztQk#7_0BUY^prkjLND-p*MFN$2)E+WAm9pLyWm(z4CE&sc1x;vKrU z{jy-LTYcL*WD#m%GwrEw+X-(QY;^5-wd)ipsq;%h&G@Dsz; z@rSd+9(f;R%L{9T@1LFdHAZ(mXk6V|McxIyykt0B-8uyJEWn<@R`)H$fDTdOksB$=j9LaMeM4dp>u6*Q&#P7t0b4u zEq^ZNyUXZ*8;qFl+ioFkx-?y&{%|uqH!HS}HwE2h)|Hf~e351nLt|+4GP8`6O9o%8 z#p|M?dSe;j=9DBgN8hEY*ZV`g(xZZ1LWbn~Ta3j`h*ND--#%!=KVH28K{$?Gu)lGE!R zzfz!KpXL=r9dbJyzTuxuHMAykyuut~7D^ z@X;^ccAR`cz@%@PC&`KMl{2|T6=i$t=;xL|qo#;UV7*A1?A8yraPbOy%>m(OFY2>{ z7`Q%-oD)t#MIgW3(!HG}?YVA)_3pPY(%2WIheAotDBE=rn8rQSO#$MtlV==DEZ*tu zjD`@VnUIUA+An2hp|yjHP$x1ap@_=5C|(CM$}&?@$CVa%7;V%6nd&l?jx(Bp7p7)Y zjE@%pv4c9_g*Z{L>vf_Vx8WIg8#P(A5IEgL=Z?#Y#aJ1(i8z=CCOcy|nhsyBJ|b~? zC_c1ASZYDUy&_=TiQ||CeE(Cgxefv2cCLjkKiKGl=UzAkPIyIi0h~?2ti}-WCX1F- z2mw{+n_^R3N-q>qFJjNbB)Co+0I!Yt@0HrUt<=SmPjg@ImjmVF5uah1A!_5XS9Hul z`>=L75}1hD)F?MX8nJ*O0dK{R%4j^xJGsG6c-1bBNPcBmEtc4PDfp{&wc3;B8pdoP zs3F#P9$QUxay(~9womyk$Z?@Qwyx9TJi8H)gaweJU3>z6x@mQo2|5E1#K({ce}h+N zvtN^E`VCq+tzO$wUsx(b{5lL@ozzX6tZJ@%L8~MO5?cesh~CkwpHuBrd;p6F1cQ96c7MD z5MjsBDztLCGOu0A@U?JzD`-46_cK#&F=1jmRvBG*pcH4;SCz+!>{b zr6{L#+06Z zs_-%g=I*P7OufQWaBDFR8XCJkh8~Z5>quIRa>dDyuYHMq=e?dMbBP^C(0`uE0*%@a zckwvqz)>iGsRkxH0D{D*&hWuEU2dA$ogZKp;|JW#k-!@9}b{XNrN8~!I_FXM`-sd#& z1bIY&tGm6um8FTfnT74`!h$>c9fDiq6+QjT&TxYG?Q-O*R&ForSlm}*nOy^~<>$uA z`5eVPPo`qN7_ye2^Gi86_oqyEKVVK}QcYD)me41~Q8AO!v?)NRG1X^QG1HRm4SXd2 zjKo;xHOYqqy2zI@z49-kX0(pzq|#l75$OPJG#0lAY~FRa{;Wla+rzl&az>}NuaUd; z)_l=;hF!(k#@qJ$t!7^5#!G$_y4pDZupb?(N-g@>|2QBQf=5FI@>yyhxyDF8h8h~o zs#(gWMYXQYSk6Np&(P8TeC4^b*02iRukonkeB8Raz6Y+Yf2m}Z@+#X1}i{z9`&fkgy!*) zeU(}2;Dycj-lBPK^=8wf|!e-VJ?5yKh0y(`%kju`(fo#t|`FEN8x0M zF~>5;q|-z?zL4aiig6bfQyo%fH)ikjHa0Gc&MR9yY@sM#E;H(>!H~a^t$c)=|KXPZ z7RK!!Pg)U(S!z1wTTdjeYD%13VaBxE+mIJFmwWx_)^?2zRGNH~A8P4iJVG}XMA|M7 zj-^LzI zNPdW<&RxB>XH-23QHKw?mhTm>Y8wh776J%>y)Ig+_Qyj@RGFO*xmPI`c#@B9AITt9 z5(=rTd&}PxUgR|>M&xueAaLZc(@7U&c2CVT5bAud%ydj_HYQ^_h~{khuBrtwsWUmZ z8CqEyqWAALW9ae1N-CVQce}0jXj500YJE0fb|1u#S39kq$Md3%>#H}2of+>_ zQEE^gGay$rXcd}w(kXgIT>BGmvFgyrVe|D^vhpB?ns+T!dFQlgV=j}K5l?<6d7AOi zKEhG47ghu1f}*e43LH2_#4;ehdLd`=m|!RLg?POLy`;KF+10uc3L3WD^1WZs3i^mD zxM&dvWM0puE*Cq1h=%9VmqmowdW5eSz7rlr0ggLg#P4B>J4#7yi)1Ek#J`7vP31e3 zHquYO^9iXZgfmoe4V&u~U5gYb9t(EunzPxcHOhp^sIE`i&n+e#QZ&EVHesBCGe&$o z7S_0MZ@p<4JmHRHC;WPR3@HRBvOJb#W+MEU%=nGJVS%W@SbAHeVD+nv0v)%8C5L;~ zW1zsj3EXLDTH36zsnC z)A;AdAIb6>TxGPNXXK8@kB8P7arw2mK@yUp$@7rit(mNOOg{~6z?6-S zW~I`$_x#tvnS#jB%?`fow#m{(0L>TI$C}1og2Tv{(!_4(R~Y!eZP(LV+m)gl|1*UXfT7;O$3U8> zj07clEe$e=q#S3(CrpDXdEWd{VC($5oXynZ#WIqR z&`EU-gXEgViJFi`0Rn0ES%q<~9EA8{!H|@^$WdeKKCqV_)|uW}g}9T?XCL@JyN=*~?UIEUMw3(KT>{m{;R^r1LzA^lhOeTaj*#^(8x} z))rt>)>?T#MUgtXs3AZ^jI`qg11+yjTy-7pWtNDS=vcWLXby1QH*+Z}9^A9rs#V;r z(>5~Go$vZ#`2CUMr3F*3By7v|^rtjGxVu$iAenouc>^ zpBS$nFB(^}!@Z`%0WTq1xI|IBxm;!Cr{B$(9 zwyK4K-LZPjpH$yLuqI->jl>+jtlH>`E$hmS7p*AJuk@9#2YYLZb#L8se<5a6=rO*% zLjJpum#rc>#>B(q1j8Zx%;RY*8I|TPTR{=}gUf?Ig_{7G)a!+1#-_RL_9s*C1f3&_ zHxnBL7W~=+0Pc+k`Ez%Dj2|RVq61Wr*L41fxv?5F;$>YvNS_f*p5yulf_ljhnBTew*)HLp zqm!Wcd$kMIp_l8%H#d+iy}-2&2wHj~gxRrFxbn;54h&e|V>j^JdCCVEOpO9CBc{vaxabs|dvY7=#$mvI#>tk3lU&DOmzj{1j)25RlBV z+wg6S&zdp%rM9<<&dG;-r^XGfIhN`8*^CM#!vWUDuZ9Xc}_j}r9igI zA$*d^I-lJANkJyb2(q+@KOncs2N^0UiPqyI>E8M>Y7{xl|3nO>oss`1h&-o&@J|_I zp&Oh3EMw?Fh7#}x6B^AZsb$%oR8<|R^ih5|%}jx4$8fV_VnV{l=YtJ&wp%#4VacH1 zCaRPhGqokw7ldv;hO2>8k&y-wq7bmLBn?+~_I%Tc!S_DtamVIYB0*AO>&ikN{ zrvcF%5+kj+QRcozT>G_7oRqyA-``t1Zzc@rh;=-%(2BWG&GR7LLU~A%Izv7#T1c{m zx|I_@11;npF?r?}d82tw+(dU=j*IPWFTO=P zZZl3X*XdYjqCTYo`s7r)<+C#^HRt0_{S_1fFzkrhMftt+QREfuZhClTyK;U^tQBg4 zbt#P}-coszW)?^&mKNv-x_A#eZ;}F?&hqkzL3pYv#aySuvrp?^hZ94h**7{XcJ0h!?ImWwSRZXIJWBNDH|4Th9xB>$&i)1{dwMjpiTR&zwgOgIjP|*|k>waL} z`;XBnD=X$o&h&K~ASZRw8rx^OE`os#E@K(ti#|hVGZlBEeAM9Uu*;!2A1G7mCgx56 zr{j-eHP zb&N~!x;ECWjZ#v1Y{&_mi$g9x=kd`O3DinZ%d%8+}vTOLFY> zk9a|fK0a={<$luOE!~_g@d+6Uks(hauSL!;_QLq2dFyig?90CHVwwNb>$exrPJ*_= z#__)Z_(k|dARWnKi5!VQ9@9MEIfy@lsSv6=v)}RSHm8SMsuvrt+jy{U(|T=AIJfD; zx64A~8OI|;D4m#vqMNzQXrb}yo}+RQ)KK2rbOCCp=I=CGsPksZ$F~hGm>!5y zEA?F6VkH`p!61fMTGqg2u{|7o{@ti@2A=5H z2>9%LGl>A5jIJPG0Zb9M6u;7Nc1QSOQ-^5@EpBdX)1WLo|4=rtHTP+|Dc*YsxH6mc zN>E5q8fe66P3w7eEYjTL+YX0Gtt$-)ZZf-tls?u?Rr^`S19}YN_0@c`U~#_gaDY3x z1iZj?ILEyqcyM%gzT^0S#^1bU>Uu7(HidHFazHi|8s?N+=34m`X1wjEJd&z^=%{8^@Xj-t z=tv8%;uKL`XT$o*kD?&<*vm!44beGv`?k^;Qmv2vRjqS_k!np1fK6Q8EN>TK%Ks?$ zpre*H8Tvu3=B)DfK#B;n_7!wYHr~(r#KcYusc-rPABL9skBC;GWdsM-Xn%1~jUpgw zHGjgp5lG2DlCm-LE5aeTjwkd}f8&q40$sQUtF8+$Lo#`yb2PC*zE;?r@Yzs?LO}sr zQA?6TB5)L#plzA!wv3T$p!lo0lW%Y=y1ufkmgKqqV7@M?e&ksHSfo;AV4@XkVoya) zFt{wismFcbf~S+1O|_%0c+^MXLThbgc4{{{({<2wx0~NW!2+q=HqDa`T-C#w3QX(J zf^xSYu}7mPWf|pf`gMV0djoO!`DB`;pH{sSungmY@TEB&nmnMK;j(u5lA?XH>?-!j z>eRm>v^0PFwbaxYt{c5yRH$g%52W#Sdn+NE^*QL6{DQ+T#^Lku80ki&8}__n?MU+L z5S#4E2%VorJN%~HND$|Ld$48>PKgy+rzUDL2{rEzTZ|e<>xLJ6n z{2$OOoRQREqc@7wgM|g)-}d|u$RPAJ`#-7Pgl8)M0jb^EbB}yh_b0hP=K6@Rv>VqS zOnXXpiNf9{du#mpg#j7wq)uxluOolK($bZ!ZYJ&H#%_LH?{>kx>p;~!i-M+o(k>={ z6+j}k@^G-Jf2&gv9k@2m_qJZS?)h5LdJQ=&GA0|UwjRG)Lq|m=^{IV!lK#pBq0rP%6k_a!BBg`XZU6$~dyOAn=L<1** zqkt)eqkY4JFMF(YJHgc`O<7cM-1^X~h^uhRaOneMLwg#WeepFbhG*yxo?RUNwA9d| z{CcR@-TvU&foc0(Oqd02%(ox|X<_W`PL?S9Ul4PZ@)XZf!%aOX3^BZab@v91PfA$? zxxRXNtKfH8f7|V6w|2Y0BYwAl3#dT3!+Lwzv^ic}iC*Jj=%R8|XnD>z5)zUilaxm* z&<6jZ2!*Z=sd6G(976LSvhv?-Y7}3w&b(nfC*|OfHBd6c2HwuR${|9@Kg;cz?G}v|h@>m)({- zCE?V!w2;@R5Dk^v*wXH34X|u@!zgm%Rsp4=p&>6ZG5?q|wZ_ZThvgonlL%AS=)lAr zb7V5;6Zn=<)ra>ja)-9QC={!+RgJ_CQ!U=6&uOw@cKON=!V_8iTN`YCK<_ zv|^%_ntZx{`VGhR%L`0os0LobmniR@uWBE@DtY&`(DLhR{pF$%7)9G!2}$2Ztg^(y z!6KA03B{zq7c9NoFIqo0F`@tS%y-Ywp$>IrB zp<^`he|G8@XJn^R1IYhu6FW1om5a&iH^0y31)|&$|NXA}i&iC6Gcx}srFz2`Y;Rr* zN#!x*jWTjvZ9So*K&^eS(~EYG{zp+&UrEjDD%S8&{R<3=oY0%Q(4_K`e17lN?Pjr# z-m~)-D7bb1x*L}9w&A|^)6J(uPf;Z&tuh-hN;_d>_- z-!8nnJyt^REEXW&1T}FF?57V&&5wmtDmVJk3eR_aIU?hP$b7dV^L)9Uv48&b^-dU> zuz_;9WM3g4pvwE4+#+f$$_4c?Z-0tux<&dcLsR9)r`FdJ2Ro?Kt_c*otoP2-Ua+!y zJ`BQK70W5!e)kA0Npwv~gIFxT=VffZ6nY%y);)%474Ono;j`LUaAttX96j3x>*)kP z3vHK$96F%h?^Jv7;fo}_7u`mfOxJ3s7mCXl&b2Bf%f}{fjIb@o-a1bO^5PWlsb6YR z45l4pAW#qPnP(x5?Y&!FL~Z!pZA!PgSR@`_UL^K!4uo?f&yfF{!^2!i(7!vDNpX8D z^Urq6za9x-dGrVLKkUTN{nwosq~L$O{B?WC{ol?1AH8<;M1F=Y_O3`-{>|ipiRj;q zKB)dS`uMm1UhGK5|Dg`txq~-++v@VkzgwN-w$)3ekmPf}_noj`TbS9ISUTIAI9c6} zc0S_WNtVBz%FF^$RImIXhZxYPnszp#iLWF`-}c&a)v}+J!)Lji-a~4kZK4eVUDqn_2*V zY#FH)rdi$82&xhnHfPXhSj2`oU!I>H<{HR>=KOcg>0`qnG?=ksgaVXuH64vHjuI8_ zT6hL8uoas(A$v=nP5VB85A1TW;c&YjaTt{B09>E!PgfK-Nprb%8xOS{*J?_t`yes{ z8vNGfK4KbWV*quaqPlR}8#b=xGBey?)YHilZ(9Qh7T)dm%pN?tVY(r?5tuv_KR5OT zajjk+qIrpKQAbm5NFPfd6JKC8KXd${yIFMHi439}oc^2(5UwZNLvYDM717%s^|lJsWMXG)HyEEkq* z*4twC-C6v~e&=|wT)(-^5u{RdeBIFA;gco3dHDoc?sb&(=J4;FR%8xv%Swexk(t)W zA`sn`qx_i0nZ=JG&sO<|Y0SN(1q>=h$p@qSOs{z$s7m`mc=;flO$wqXDHZ|wo@3d^ z*78#+pW3OgIhy6D6+yWF0G(ALMWy^h2BlI2xc(GbBfaVIhYWyFDT1*7(7}*&pg(ld zNOoBNfO+<3AM5;~!xv5P7y47A98yZcKV;5fqY&wap1Zi~dZwEy)QSZt;$8Rods040 zsuzT2n#G`TI7KlIHN}b~_&>q=6h@ZaLq?=LVj6#0A)s3Ho92& zFQWesk|TAbckxF#QybI;U^amx_p2@=gu%Ygr_H~xQe*tf;YH!=96>jXmoo2lnA!^JlZ#;AztFLWkO zs|)2VwZIkxc-mF$R!KhBMN^9fpsSgas+olrRD`|afmBXIT!q?TLS5K;OR`kUj8v;u z=}W{Mhis~c6hj9hLx-Vf26*|c)&Fme1pJS!v|meoqHt#}~LVifd#u4H`cqehXZfSj(2K z<-#8pTtk6{iZLv_$H=BQ3e&&^Kl+g&O7LsBE>!H%?E5fFiZg|%E*e*5y0e_aDvfB2 zu11E_bdO;lhEu;LgCk=FO&59d*hbAGl)gp={cj8}6F8I{60fkXtq)21W*J>fbk|q7 z6%*E&HYEY;g#`n6aar%RVLeysMKy7%=PKx(Aj6S%#gS)RQC#c$tL(0!UvZIfpdVo? zS@K*8Yp|6e(Fd*c6*DLMibIM!4ZE$w=S|b`)9#H)3PbWc{Hh9Tu2pndjftd;vvIl% zX>rg^kG+0 zIo1I}(JaLs=TpOP5NgLM!U&^U==UF==543!_7!%7i#_(`AAgvxZs|h4t-_y-!|1U% zbm%b@Llhw%CO%{X-Q}$*cn$F=6EDlCv}lCvscm>rDI|35Rcw23zF#BsDNafe%)usS zSKt6xzdoezyR*x0M~Ks{Y@T@S;K)VM;~@cjxa(H5OE2uXyc!c>Ih3iZumj$aD0@zIAvMYambF+21)r8w+3_BbH9cX+8#oZ!(+c~ zk9xWpt6u?mKvS=MFCV?Nn4n^7mBq@$FQ!nIQgk zGYII%xg)9ad)lcMMF|B%4h4^97;%U*szeSReF`$w{1HH*JZ9fNxxMwFsxdphnlEWe zVAU>1qe->U@>f)@ij=705!27EsOAVr#R^Y|K8`wdxKtSHCp3K2iyU3 zY_v6FZL~S@sYy>Frp7yS#^v_ye`w-+sCf>jUtUi}jLrI2D*!bLt%sxaa$f@?ZGdNA z@UIJ~Zz|*vHzpweoihQ@%bQrhAGT5EeK}gdu!;p%>-Qd6#j^fvtd)3}g^=%_v6iBMvJcMhmLHc6j4c18D@oQ>v zQ@yrp+DB~QkR~aKXUL$649_K=lYDz0yJE6xQ5S`bmQBow5U2<$1WxjS+9A<7Guaa4 z@V<`cu^lh&6}@3s?5EhUikPq;ofIPDl8H~2SYGx59bRTF<>F?S9XDN`M8T^BF=|4_ z%jY35f*~~_6U-Df@!*U5CxlzfW9!HW|Dk+zB*UV^78>Q_U*}8Bd4`}GV}@wAim8Q%2^Y>&8U%8FzBU-cD)h(RVg+3 zI(^t6L5$lnx(6;C88?jiGS}HbA4ssnLjLey$XSEkqL`Gkzysg&Q$SfG<1}wGKFBJp z#owbJPswTT0MF#CRjH9gsaw25$A*$}DzhBsxMll&{?D(=o&0|SIcxoYFsUQsV*V6Q9vR2?2Vzpe0)O`hq>JRd^$*VV z_8Q-I|B(Ps=ByR}!BZk({4cx)bJlGC6j&jvu=BwWM;+klx<4-y!7tqYkni_O0L&^f zE?N9rEDBaAnOPJCkutAzkT8j!NUMX!k$dcp#oIvI=VZA(cQproFDeYVk}yKW{yVxS zhoZ+{WVf1W9O3@gQgHrWjH7;n?^t|52hn3>+btgTN}#ilnFsUQDD!mV{GR*o=qI@S zg;>aj0mr}Xcxa&=8K?Uf@K$?`Bm4i#@bCO!NU{G4-9qDt`Y+J;k>X9=il^*@6c6^_ z#TzGKYs?L0Yn_mTURZz zeP_1u?OiPQ08@>lp!mHm)_WlRgsbxSvQCzJu2VUdwa8zrcjZVJCF27+S<$a5Wcy89-|#pU7m9E30JlcXIF9$WUJt~@g5AZUB)H7cVol#7ui98WG;Aj+wFsx2?oo+y z!WONI=53I4QyOJ#l=M}|=|lRk6IVV!Jw2rR?1hQpMb6h0DBbi9y=?h@nMI7CQW5K5t*G`%Ix^d)6V9VlOZn?ITO*(b>KNzM2Sv!!wQ{Aed@w6joT!QyB=~c z-{H0h)pZKj9a-Y1T6P~eM2|USBJsjz_M%j33es%az6z1;<0k3l7YnDM=@6lL4kE1x zKwjDgkhh~AW0jg>Pw{r)+O0A@uM44`>ml_Ab*;+{B+6TfW*oERPFi4(PqJfi_%Mj=Ev+P@X z7egZunpjDj1sCEB(KMJOiN;pv*0Wj|#?58=KBbH4ssFGa9H9;KatA<&#;sr3Ro_I8 zR?$4q&C^>;BxM_2Gc(RAwqA;^>w>;WR2piz7iLbaYD*Yj=LkvY09#%AI$2vUjlr|J zMNp~g3;YQEUBU6KZO!V_T14rjex%KAMUuXOfsU<)TN9p55FIpF!766Z6Ppkfi3`e&GzP zWl^sgbQUl6ot$S!*R&P&l6bnT&Hvshd$~!#Vh+|7Y4`;FC*s|K- zP9R(nHjF`ZGbkez!B0uV!DH<*Vxee`$B+ahcA8u)@z@8#E}VJUz;O z9t^DWZ;MPxHh(U#wef_OmfGJnq1M(e39Q6gr7Xm{0r7r?+}}3fptTu##P{^1PL=Dc zfcoyxP)1r!?Cx}(J7ltSuk=K;#(w^r_)Hb!Ruql{Q8i=6yhh{PefG4%(AU!@4%g>z z_R~wU0AAmdpfT>Og(;Ww0|IgjYcU5M{JJG3$(*#S!e4PiZvwZq1X*IWT9m+5E_ri> zhT}to?TKG5Qf6&ewSDFpeW?AfFK3n<+tn@z+~Fgw&D<@LMFXn|zbpyFp25w2S^ttt z0BQRxgL94;e)WBiWmnVimjZu1dh%=YJ72;pHlUWJ^3^svRZ)yK<-~LM91#tp7e+7U zzcy%}a7nhBfC)8;nkTCt%v#>djA2q$aSnJq!0t z1()!$)cBfv2@dIW>=VbLNJZ(42fmiLd^{wS>r&FI)>h>+-U|0(Evotcrl+5ZfZJk1 zM;I9Ns;6K1RXoF1Kwjn~(-f#}@axHHVobR1H=Ck#Yr`gX)i6?~nVp3(f^Hv0t;_VL zg5bVvNueZ`^QF4jyoaaU*-;p=TPQat^IGfYVHH#^%0(A45S3Su`vs20B;S8V9CXOk zYH*6kX+b&f#;`4_iZzXhGajaA&CfoNJe~kRsb%ZRO9-{FzBfww!xvwI&zi@dCK%Qv zq@x6J+!Ay=O3BQ9T;=NarUMfidzrLfbxbX$8_&gz9n*Z_$@-* z`p!9_&^tJLv#j47vX2sWLL7;C2n$2^nU`#rR0gutTw8_1zytM_E%;)nG&>{5C>Q~? z%aYpTg5MzA9E{U)feQn&ORh`z4+w#BlAE)@i_7K9`>*fX@F1|A2&XaiOtG%Yc;N4E z2vJV${L%1GFz#HnyqM*=5_KBk;qGW0j`M99EVwgCaphpmsE+z^$}xO!FsHLW##*uf&I7R zNez13^b4(hPdGy?DBgxa%Eo{S;q9jpRnW?sb>#a{NNt+qC6Pv>_Dg zr+jxzzI8Qb)SsNWrS@cO@72LC$wu(`gAS zv>oxuz?XVTdST^X3rxvRnGV4V zG-*an>`*q*oWu+6MQUUcgNB9=1kmKa-^_nB=BWy9vX#h_1J+wiAUFW`jk~#V=1b6? zZ{0?BNpj2k_zKvRm#2ps*m^GY^~@QA@zj1_8-AG&(ghteECJlLO>ev{_tTe(SfVH4 z5zZHA5Ul-SK`=0%x&y7{2h5$T<(~{dTuC$IHdESA8KT zjQdbu5Kio)tnIM-fxIN=rZ`QyE=PuNr)vB4R}8XBUP;ayXRgalYaIuE7gQFH$k^84 z_oZ#ZPWr3UJ;}0lkACTAZu5NK4sm_FekAj$-?m>1?vHlKkBdfe zHvps3a}sLFWy8#FJkwXE^+)c+M#2H#F||}bxu7Nz6{fc#w(s7cGa4*1BbPn)Z%vAQ z#BY-#a%)n4fRh(jQ5k+89>%>BVSj5Pe>~ff`9Kx{So9z*TxwBXSS_ynIhUe3dZQ1dRiudo)mxeVocsC zd1d|{F_kAW(TBCCKcPdr2d^=+E7JqJyqo%%7l zVeY)ae4UtA5IrL6$>yt0(6m1cS5(5IA6L);(I)3m2fo||U7d?MH1Dnoa-t`dV)OA$ zRd|J-=kav10!$*Q;bC=!I8n*Tyv1Oibmi-)L$u-0YSG&Lrp-xB3^5x=rHbqI1s(Ax zMFOEj(n8AsP;?{`moc&#+3+EWyl*n$}0v&nGQ`KcK45mrDZIxT$2iE~Z{RfwsXW}3)iG!wtCg8w#0R|rCKD{y@=03b49Ogc`dNEw< z)zS^~1mAECFYdw{#erDp{-JLX)Ihv-0M;+oItS|)2g;!PC%)~lkk`))dr#PY?ek$B z`i;Ow>lJ-NG{SXdhLxafhl$T=jmgEiGm5%&$wR!fkDJ^|2~F%Du1x$5FAdb|4QYXe4>_JZO$Z_abvI#Pu;p! zTkx4t_gyV((d?X|k8bGXEqV%&w34(FlA&gPq5Z7?5Z3c%tN9^>z!4HxOAdQS+n=o! zmfQC1$Bzqz=`I31eMw;#&I_3#=BbkPCP^8ncnm?4C@nBqeig^ujCt3^jAYPO9o1zM zAcN`)pGLh{jbBkvVRkL)qxW{o;|K5BKyUny#qZ#u!YhYg`f~){gVN5q4&>P1dp`6o zNN(@$)zWbT0zrBBBCGM5Bm z+s5O4*!=*#^K-Jx4`r^({8PLo{ob0!&Q$jP-SMCErcHWcIX5^mgV?=@3=2NO`50nM z33}5))*^OQ#9ba`P&!H-ecenYxCa{54_^~z60=jj_y8LS<20rP*KF$uoushh(n;K> zByuyNJRmQtulZnr;Ar=`V><{E`zFrvemIZ@eD67cIm(1y*8aWZGaY@8bID6vzAt;r zd~rjsuDVT+NCxlqo8H$;JELmMJTynXY&jofvlDWn z#J~;7T%*B?GSubRWy)^ou^HzVhe7?Rd@)|!LUXHSaF{bj`4MyA+G#dSG0mMj>rT{+ifAt+3B!|!tdcP3MqwMXk0mD055$4eLQG+IkHAg_A^p_9H4+0`hY=ATYAt0R)LP^*nA{|7OB27Rj^fa(_SHJ@>r(-tUt?lG%IKthHvXS+ld(cV=cqbi9wcJ;y!Q0iNNWZ9G2fIoWc3 zC%j5r|0ucYNY%ZyD=E%Pp847)Q{Lhtk~%FDuT&K_UvIzZ4VGBN=oi><)R((EQ;luC zo#-B8vKAiZq4KI0@j;dFG*hD3?5>lk9xLh7@O{PR9?KUt9qhX1CUU1lCQ}Odr1tpT zHDNhX-tPlC4VqjssqO%U$ZYWQy$@qW4Ji~N6zM6I%bnhg+(%0V+A8wt-6_KuJ5_3~8xM8PAi3tOB)#LG20Ykuaya?+51!CGT{XIupS zUCkTnHG%udq=#(avNWCX+TpL+HoFcPiD1lDN4cL1p+H-1*~FQ(F_eSsi}N zynaSwYvz%v9rULA(cAB3FJ5m!2-=QrUcnU^5Wj_bY(}OCD-$_Zs3*wP8_z~-gV(Aw z+ILU6gN`|ykB0!)lavuW6q%+BRc|ehi99>@<6InVv&N*lh<+4`t@>iWzj~#9PxF<; z88N_&X+|d?ndHS5#4}L~C7ryEhBIxKTpv-SbY;9QLRUf8CBt#1Ih=h@ZP|B|ZM%a? z`8uJFogo`Ie)0$6alrPd>SldsdiN@7X0y~L5Wnpex2*?YMGu}|JqJ_;C;8H@OmOR0 zoEvjpH>D}1B{AI@9iolt-FMugOnCtFIITCOW(VZpt?$ zy;a>jpWpLsvJoC8DO0kk-;B@sVA@(8$MP_l#K_%tw!XK?Rj4eIv@up-ePHTzZ1)_B z#)z@dNACP6Fx7P9E6*Z0IxALE$mJg@ofDpJmol?5tEtqvaq{F#^&r`eQ6Bn@Ug_+QF?L}IzQn%15QIv++(=1dAJ`(Xwf2PRhbL>9P zCHfM z^`umyJdVyPJUdo+DTaqOaJrUT)J16~{sFBU&qD!`H*qW%y7Oluu-(?OX@!ML5z*;U zGq{?_Sk|D?_mJ<9BLKdyrW?xi9 zPcnl^`e_YyI(AcDk6Ygdc(y7&={&vjHkovFSI&v6?}!PNtH`FzitKw9yHV2@-Pcy9 zUB6NeUvoOvCbK!1kGXEQM(t=f3JYC#xO3*D8QpdV&Am{dU!waX`W$eROn5WLz35=R zbS3(T$0~0XQrwqn%*;ut4c*6ZUZ>5Z5=VEcaT9opc48Eik0~OU$HL$z?mr z=)9>u`jh>UauXM3li}1)@5mpa`{3MT;KA`hniq?)azQ^5OT=wIoiTs0Uq%6W>~#Vy z?tTK;rB*!7P3@u6j*q&~cf_i_l!jbI`SsY~7)upju|cq&u!*$Rhc z#eZe%=V2Nk-u8fZTs;}2u%g^647ENNS0(r^L+$E&FA=oK_R(VcA?hi0#--^5_bHRH ztR?Lu&ljH*q(FNQh4j!uOw<%_L;FVVp2=_Z{21*D zv{roQpjxn?Ky(aB3Ov-}8*o;PM$5e}RD0K1%Vj@u&}b1xBPD;pVr>eXnU$D4Hd_&F z`)b>T$y0a>7Im7+hWmI(m9VmRZ27oAN2oTp&J!7F8FO8>KTiPeA$Iiy&^#u0#doFHC$R`H`H z+;;`~-aA5s@9VP$sgUzCR8pNr@Gq2e_WJ>9iC$Wd&OQpiu9fo*VvY6Cieu7QXoJ0? zBseZjZp!4CFPATJYk&_>kjE@l!2oo@UK>w$gCaj0h+VyKK<_vU|RtngzWNVLH zRJIbb#%{lO`_#kXQQxwchgczSzg0>Q^aB(8v8L!V>l76+n^J;Dao1)ZLDiKvG<)*q zl4iO6T!meW^{$G#nm~I`U>lQp+KJC>g?bQAPYY5Qm(4s={Dm!r7F85m-}0-5zBu=S?s+b>L$2V`k9#?BpFI-tq+`pZLe0(r6GG6WT)UmuY z?V;R#$a&I<*DV!(5>2GzjS~l?Ysd!_oL=$V7oKxNu>3 zq2{1c#56XbUo_6n#&-SFmSv(AUtG7z#uJ+v>KqYIWBdkxj)<2r0g>I~nvx~M>oqJV zl&ByOv1yX{xB@#ukhKjR-Vwx9Q7>&oY=Gj`u0dV z30ix5^jBc?CK2urlo#z4>+s4kvcz@E*;B{Pq5k*HcvFO)iaD+B@o8-puXF!Z=8b5!ICwG$Ol z1;*kP=zQh$VAVa}x0&|<({--+mljpf3FxHBS2b2!%o--2ttEe7=o1hJlS)iD`k}vf z?2-v2I4x60nK8tJAn!`KzpXxR8b*+3odKTXp2h2O9a-_#(6;CFooydr%0wSuywD-> z;?+Ry=le@+uxM)pFbE=S`*;84!-z5b~thw zkN@$OW8ssN^US#zNA|uBdl28eXvF zQ-nQf#y*8PER@Apg|g?=}WeXgV*dH)ff z&TfHYaSm{R;o8FXmmt1qav{M);Tvo#%=r1|th=A>s;5ru+)I0&wEMz@!}HawCiTO{ zP)(a?=@1dSV|rKWV?s_TgWoh!K z#nHZZ4J{iLVkQ#3dT!Bd!*2U0Ccp3YtIs&v^PebvKg1fr*73aAOiSfN8r$1f+V>T< zxUi`$0>bR#^Pc?F+aP|>Un}oI^wdqQ#ghB4{ZtoIc{h)suA**T>9R1|Vw?TMr z(ha=gt}`Hu0BCg=NDoLiWH*W(F|<#NAfJqtjj{=PZ3;(*r$1j@3+W4gFY#_?Z!n}p ziMK(oX4;FH^V!xf0<;mP-y#pGa^VGhRWjoG@D9$S!A4 zqc<>3951G6F+0_3%ta^vw9#_@mqw{b^KW;wp+s*V}dKJyGKwE&JD}3Oevg?f-Q}+ zmwL3|p zk&hW5U(XMQOm4l^R|sX7T;>QRt0?ym<>QY?HhvjGEY)}Ak5)q*7wbPIO|tX%XjvF@ zdA*eiu}R`<#JoA>b+@F(Z<);^=R1oO!nv&l)eOJRm)eCej+DfQZ6x)oq4ti360?A*-uO0?Mpei1+cp;eOS(m z6<-uT&}|p)6!)b!V-;y7#n;&ei|+lhXh$1ZdFSKp;T&EZpEss$E4jBtiehoC!qIUf zL}I!Q&Av8SzoUR^F6{{MNniBH4^|ZDhNmolN@DRtZERiYCC)1$wz*P?9Fww{cAJ3U zrqZHbQJAtn^V9kHxY7%~bxCCJ-IuF2xRgW-_VCLJZyGue90?0|ps?M-wwi4^f|a+0 zjqc1HMUClQcmA$7bOkf+ZR6x{=58)_{M!2lv*FnAlV~38r?oPHqXz7i*TQOlIHVEj z$oHo{PwqcW724#V)f^%;$y>v^UXHc1?=pgmoq2<( zCr|`X`Rf%=g3I@04uk%wJHG~f(Zg5svwtj(WBiZBanbLlj+{7rRliR~ap%Wagh+OAgyi%m}qVkZ}mb50i7cU*3!o-g(zKx>xCularv?k#U#n zjr3crgL-<9BERh-&=e;9*)=xn5b>veeJ zRhi+zq=?zKdrBwcP#KrhV~$SuYW^4#7!uJYexeeKVe;{O)>R^v@kJ1nd5rKla2vAp0S|HE&-6zpMH zfHy_puq?orB5+tv=S@jJEGwUGzmNubIW-qBYjgPRbkkMeCj5fOC0%&Fw*Kp3P#9BRE3?!sH)`DTm9^2)@Sirr96n-ON;Z0%roh0~ldvMsp<~EBk%HXM+H(hIf z<6?L7CdcnL(gJ{4ezj{>vtrn1DyuFx*Ykd3(;pHb&Gj4q#(>!mzuk~yI-TJ18~>b} zH*;ivvF`F_oeAoDXu@!F?zce0 z`M2}FJfuxPsV!KLaFJ)YkGUcrzEGGZA9nbM6{qOxi^`2 z;R7E8vqY%e=83-lL&&wiKtX!VB7G zb~;L!bvmSO!bXdZOK+CUmBaF@2I68v^S9eZ3Lm=--g?B5GNKy$_{759xVLKIrXE%W z{CcB4-N>0<=0cmt3^G{^tfM>)L=fZUGQx;Y8tHXuorYUhzi`SYw_5&UB%dq{ zNfVB}8?E_CgKNIy-o)LL9_`0Uz6WDw1N6WD!pwdlxZo8F*M*ZUdEjr6yjOmk9wTdL zES{m_sLkjI5`f}zwh|;POz%&J+hPO`qPO@b(R&B(Y?B@bBV@U4B?Hsd)+gS{>n)C& z0D8V`bbF`SSK`du%IU^i4GQp?=X41Xq^pFGkbTF%*4r1=2*(r+ln#Q3!rt8q*ESBE zT+DjNF4G)u9f2I!FOF+#X|yoz-JbQL3c0m5-{=YfAa&0q8oxJ`zFDPJxgL1{9!q!7 zG6isMSLW=kgz+4Z*h16bkwz8Sj>%2C8gj=mNe6_ZBV1V*#m{NJR1Ajn1*2yt>HETE zCMbTKofY?WmzY^m8W$o3%f2{ZbF4pjUQ041O7HS>R+}~q5*Z|0t7v98x8+vXrtpoG zzw9#stGeLF^uhttszM{-;=zMeQ+^&k9=?OC+j@-z-pb(J-tRytDjpTT+uH~v>^iKL zH3Gi7GT+yxJS?apksFsAfzFB8QOPMv)xa%%MR@oHM$y~5@9HH?B@Qp0WyWc;u2Q7d zjpn(}6w!G+)14@1#tqqirwTa(3{J!Xqtb`fsDoiAUMf~yCL#qBx4D$LAHQ+0o`^m9 zAD4s@w~Y@k$=VQ`Km6J}BpBw6dqvC2Z}QE3Cgs;lr65Oe!H8<0N-!)4T2jqR1Aj{{CO1de`l2WH~_sQjj0;@%&nB9Jud57J7I zl>9qsr6aMK@JEq97CPXPy#)ob@HlxRjh`AqxtSLUIs2aaBIM8$6&u{y)7_%ZyX}T{v+X{n}FttY%aecKrJh^%B6F-^3ON{&ef1 zVB+T|e~9)c$%@=($UkMn2eNtndt-lUYd;rc^HTv@A1O-2{Z8^{{`-L-%}-l{J|#A% z{#1Y@um{qAcE|iNQS;RWoVm!3>@zt|RbPu3>=EYN7nYj)wHD8xVS=QL>Q3o>4FeWH zXsfgni-n!}$?!7=%@eUoO|M|NENIRuPKMNKv1SX(VEr2LhoV(idz`?I1O^(O1i6mZ!P8mwqIwV?U&CjDxP4Ee#0vZ^OZ)&i`~dz2i})gUE9l?Q znwSGdfrWo=3E&S?99lvEw1oKIVc`#2LiBGChA4||2W|FGnZR9pNa6+0Pz)Ke;ZjCbDn>P@qMfPr za>Hzk!#G&SFFA}$OFPjbof$2Lu$QU zQ^nU_ZMC3haXK9>T4!lg{U8&VWY3~k75XF9A{_*wlbb-{^qQBLelvc635^%VH8LBN`REwxb{Kb6@Z_Gy|#(i6*>)(B zbeEYSa>rMB(4OQMoK%+eWwfB?sWw2Jqe9UE_!Z~OiL&9%w9zKMWA+}9n0~R$FYtQbDWlF)jTdF`=V$mza||HFSyf z4jA@)clyn-g1+EhGai$0=*Y7@cRq$OE!hAW3kJvP3m7JUqBLjqVEdQ{XT5?m9ihe< z!?EVhs67Uh>sOtW4P?m;*cv}K63&mJNGG0&B3_8E_RoDDJ|+kaqJ+MLlVl$fkH=#L za$o9yKy!50Dx!mwD)r?$!0wI#w${ux= zgT%Z%HdqWEh{#SaSoz26sQnFrFnFQZ#;SB#Z_(d3hwz!kr~- zaySO-<#dEl4=$Nd#{{Tg7}Hn01;?pmL!-ZjFpkqfLzqxUVMJZJ6|wkQY;KUwm?AV# z3Uz{I#m1-(=5#!%{!~(}C5l^bh1#f|B{xiDoV_Asfpo%QEQ592wm2|nk{PJ*86;hj zUJ)9qE^=l8Qv)a#3l!rP5e)mZ?$3D4Pb$?Y@3MxkoKuFWm1C*iY9u+fQ~3<)Bv7hVp{b8b$WqxCVRZ8I4oz3rXuKc#mhL7yu&z0aj2s? z)o2YDiUUdH8ma~V7i~H5jAAc&KcgjGC|u!FtP3X|Q>wPul@!|s-a*!O|G#_PA5I7S zPkY^gc?58F_g{|Qz~2nthB{tiiCbLc@Wz9|NI-LBtzs9whn<4hcvl0mCJgyQN@obG z+AVXAr0+QI+Nw3}{j?pC{g6b4O9u(NDyHnWu){-R5V>~9%1TgI1|zn+*P-k;OQ?icoA*5^=S@mV4h$$SVjjCX|Dhx-ZjTQ^Az;V z+hF^paPx!JT1*LWEDeTxYU;^82@M^`TS43Zh zsq5=O+{cX=q1-+0kXd+6k0irQ^h=E0=YmRs&n0UEMM}1FgR*DPpJSg4uF0RhgzyS) z;9euDm!n56qRET$3ofw;LK<#jXU7DOYD}{tyzQ&V5s(6gSIv>}T}vflrAz+tIva~? zKjg?BR6EOSO_;qfm%B2JA!L-p$iCooJQ}AzgIW%{7zJO3*(-%d7$K`PV}dLK`TDy$ z2o}JIXSA9Uv+tC_29#X>ROe~oa`4?~rKNW*10uFmz*g#Y34L* z98JnhvR$|=Z`5;iqU`5E{Biy$wAy*q_428;vUd-x775&=zKJ#fci_^N2!04(poD#< zkmj&<8R5VAVc9!rpi)9?OSR)k~U9k z9@ArF?74~OLn{cBEUBa{-*FRE81rHZRTG+kzfiA4o6rn6H}8qt5_Ahh2KT)C6yN7O z1x&lS%wp>1MoTu)^03zx0!@i<8g++JjY(ICm2`@*)^=okuRij+(8aLEf^4Z;e4Ek4 zJ)AY<_6B5v^kf8@)I-&uym(Bi=Uwzvbc@aKQUKcn+e_R1?sfW#TEJifw<%MyhLVSXJapJ?D5L=4=tpO$`G zZdJD?AklGH0hm4HJc~Vd1c&bAE2GKlg;=9o+?~;-?Ls2j>Ps$2YjfA8U@wse(YZP1 zuhv_))mtE`g-c{w^IMrxp$OYUQ+`c54-DXzW^`JCLY4TUZ_uaR5a$SD(-j}T=CTxnl?yv``!($t!Y`DMe6*9PNLaN4>r8D)>; z8PgnNoHqjA^>jj_HAbQLoK`EA^WF1?)*kW8bPW-{^&tAa&+pAnh4h40eDCnab3H0b z8jO#3#NE=0Zs$sC)u`_ImaPCh)-VSLOmbZwq5vMbZfp#b(ymNGGs~qm_0YpEI*tlS zEzRXgP&PEPi@g>?9FHU@Y7Pq^yo7IC*$Kk6`EnBx$TF{il1+s~V93mrcY8pEE@E&{LQT0-r@Di!r{6ETNLTpB7&N6*b^dTMvLWh0EU z2^B0z(^7{g%Myqyg@8aYwj#Z*bcnnlw`G!4qKuCzfQt_%9*^wXM5y|9J;mw5OUeZl zOVkE;6f&Dyit(;MdgO9rhS|ewn^2+ed25sfcdjW`o~CL6UJsRre`%WSVKHc^xFoXa zaJ&;f&~DJHkre4dmgw_#e{HLiRGkpHo|oj)W3MCG(K&6E)eyC);T6T!i(K2$T*W%b zEO_26Y`}IPnuF()BL59dxY*ZNYMa+Un;8% zo=vba#!WW>^a1I^8TQC%g+XtT)Zr@%)4d)Z+0?Hu+_yzX+vTC00{q&A`bUGj1(VpE4RnxJU8xM=N79=)`H90%f8mz6Z62A;ElDizAIR5^uwieJVM*nA@2UN zISd~XQi$vKYV1Ui$uMDnxi{K{j4GW;#FZ!A!z0SJUVkm`kb>k~LuFl<2WC9xYPRpK=%2gnqb4DQC`$Z*DxPfT$@uOQmP1Hwl9s`81Od*IMwg>ATyO^|Dp` zqt3U9VpETLyX7*ZQbqFQy+9jC*euR_&U~A;8Y=0u`ZhBoZy`e%5y%SegoOYXA0a=& zK3GQIsIPa>F2Ji48R@`T%H(7wC7X-o^m-MC;klbqJ(i0L(;^9k$W{dlNI$qb#86_# zbGswIG-Pod@(2zI-GCY&y6>DvRyuxIzcebWfZ$>=oI*84-%%U6Tr;H8bN@Ey6K`S_(~L{GP5 zl#-iG%dHQCLNa(4z8f&1gaveIh+S5h(3~Z{17?(yKQq6KyaP`a(bL!S%xQH_kl?EC zTwO=cIVUWkde-gawUavgKAdo9?KWCgl|)|SveklH2p@PC0Q)LYkZZnk3dW0FUUU+3 z?|O_!Y+yP`Iq*5QB4gaG_l9~q+APSPrS}+CmJhB-Tb)r;$P)LJq|$83h57Wkr=H_) zCt795m=af2HrpfwVqX$ssSB?X~4yUIh81N5(jWFgPC4>p!khl*DNz zAyTtHdcf?4+VC+@_<%m_;5PCjUQ!$H=?Kd%XazuTNziIk$^iy;ujm=&PA$95zb~0s zpT@1qSrn!rKN7mlVGguP>B~C@N~L(GM7Q3zi5jrs1CUT1n?9UgAR-P=%TMoCAaw42 zdxY%neditgsxx}7n)V|hX=i_Hxsp`nJ6aCRw6i5d@wluT z)yN^{F^P(4leY2qJogXgXTOE5ZI!FEXyv_v0N2gQ9nB)E{R+_2aw0T{k zBSCDt1b2>oMi3KFGe`u?nGaY-d@4gyN!Q#3M*M!v$6ikWE+{E`N9_u3%Y3iAaky#O zzSgSa>rpLlneCj{2Uk796xH@^rz%yw8Mh%*mD>9YQvCEziQ%}y8K{@nt#;MEkstcp<_v5~)m(G>=-U( zwHDMDNL{}7Yc+eY+O@-K&#QH*RhG?8Z7a~I?S=7fi3TV-I(2#cdZ`S&lzn(9UQ+hy z-3Tw%oBN5?x|QkQA#}VVtel7&hnGgc>U)RH=UF@5Z|B$3zsZQE6AeLCjeVjua`97H zZ^Kg5eh;QmGj?rc0+`#Cd8p|4cqC=#Z$ulJorbK7Rf)R%82fbP_tNSG-&AgwMyB7Y zf=ZhGadV44YzO^&G4F}f{l?#U?uJ$CjynHADJDCA`uD1UY77w-W4( zt;i{1t2<`g!TPF}~_kkwpZl@aW? zTHt55^30v?^Q-?%vSd&)&7TR7Bq}=}__MZF!|B3yQh#>GrDyC@|4;d^hJ&I_{)}c- z-8VJyrve<*fj#ikzJd6rVvc&8xi@RhE)k>RC-RNN=T~(=0Xly|^sue=Y7e-RnXm;_9P1cOp%aI)odqo;Z<4s|{O7+>|DYL^ zR^yd`7~m)TQOwuie$4N=dkC1j|9>TNX&w7i@^=^vfeds&27l2$@Vm-3V9#p*HNo%o z)xcPA`9@;hxzd;hIxAf>hTi}Y>mVQ^Gc~-auj&#_v5(MD!>Pf(YTxg(xnW-}eUFU! zg{3p5TJUPK8TU#3x-&pj?sM*kxi1mx&TJfgbrdpR{RUah!5x-QZL@$3RGupaUU3x* zWou5U;hf2RrXpy@c5T*-$yQ&DCpyz_D^}X#S1*02moff&W*e z|5743a4e(#4g*V&0ssG_@;|f>{8?p>{;^L@$5$_YY^#^F5)D29|4%4O=6nAKnPyyQ zqXrsju_}7Iap{+R4Gi2j_xr{^@d*5L27hj!4brMx09`%0X>o>D)X#Tz;?zgLnN>pe zxdEq&pG8cqbMxd;W~Vd3vVQ#W4dSW?%0*uud`~?X*XUMUmCKw^>~W%8C=P%MkBetN zrqas|v}GNWcNn`==ybBknO1qIUV7P#c8f^C$Oo7^b?NMUKie0s&RKPiAthKjropUv z?3k7FIi@f(hCih!f&a`=sxX2%%ER1P<|OY<@r$P7=k!MPm$J>CfoaOPz8cVrxagc& z28;cy4YiD~KGB-u57)2v$Q(b?<9r%zR0Co@XtK@E z_KH>^hN`se#+e-^8D16#+Yi+;EKgE$s{*P#wYtIoiwyS5t960V|FVmKf8WS!G-{Cl zn!#VR5Bv*Wqy$cEjQ>kr1RNS+hemBX{X2PuU31K45o;?J*gH;P5`G0kNlR39C0^pJ zi4zMg8awqX2Zlvp1u8h^5f7dpPzO#Rj26dv zs%HOPHH14cDm5^8KPQu} zaF4;<1CrEKP0LbEWK~A|dmkUsu~0GzR>v^Vu6SyW)5`|Pqy)>1pBf3V!BG1XA2yF2 zA~YW{!Y4<;$@kd6qC2N#EkjGw3op+`~c5y8pL zw)ka^#WTk-`HDa=Rqik`*jIyeIyqWzk77iwpy`NIL-mZgp*-W<-XUDON4JRg6svF` zS|fZn7W^Bb@T)$+|FlAXQy<`eM4^xh2Q{IDf6e3m(cysq?;iJ$4hQ_)j; zZV?Omq>1R!-QhvAf3pb04Ks;5UGKs7_CB}&dPvLhPt9$ zKf)MuMerbrdwGn^Izd|;%wx`>R0G*%RUjQ-o=kUtmINX-xY^JxVV=Zu9y}(##}z~O z+=VU?H_#e9DSXBc3p)QH;m-I=i~4$b2b*)Y6l z_}0YH5r1mM@JM&cVE5DMD`tY@e7{08!a;~e7!&FUjHtf8awWbtJvRt9rfAZ@4h=p@ z;_M-w5T00@ojh6mLS#a`;>9(RxbzB>Q9bwsodbYKjWEgzp9Rt-hcUzAKu3#{qt!wv zmLd=lRJ|ou$LPeOR448I!iyy4wsLj|t3#wvs#V@qTuq|iK|W9V@3`DQcpUKaAQvi7 zei^%+xSh6oFg+XnL!q@7xLkREq`f6+jRm_z{WH8Js=st3|P#_XDcW7 z?cjIp?mD7J+4e?1^$!k&jhIQot(4;)fAlF8KuhR#&c{k1%F*T1n69a?k0U$HvEqiF zcO&!79}qAjQsvVOu}!l}b3zb6cV^0@(b6FnlPxrFPlzx`D{8)FynJP0xD62U>FG9{ zOSl;r?AcTr*tGSk=XKx#ET{Sgi}s3rPqY_O`^Q!po=0hx-Z-bt2^O+%1im zaziUEZYS+gWCO@`sMC-Rv20CMj(*b@JP$L8_@gFo|oB&$==Mfq?E0%eiUX^Fs2T3oLWPX+?p`^I<)`hO5usr9Y@E6^6AI%lGD% zD80w0rV!?gu)_pE#oRa_CkYh!Wc%qF7llKEyAahF+HlWLZ)MvI=az1k3|TC%xAh|W zWNkclVn;_<6 zvP?^nJMAG;c~c?VcHSSd>IvV_kbymiG^@(9@S>$T&n>`!$d%iR*S8LQU^8MdSKee;2m7MTwvNva_drlNXJ^g zJoMq(C)!8-r8x&T*Uot9YDK3&J&+GoBtD8ryv}dI6?dT$*=F@!`ghXE2K-Tvs&Mbs zvV&JmmH=3U#Ef=(;0(fgIS-&6#(m_NVJjWo+fuc%TwsyF&-L{hx~5o~H&VGUZ8QV4 z6=D2a=JS2KaTg1&JNhT)(0}$|y$MX@Z>7Xmros04-9EXwCbyVek6SG>L;wmQBQI_>&U>2%}amSsXWjD_zLCa8P^$fZMe!Ig*n~S`DwzrSso}Ju(Ka-#j|vm;!b`?L+a*7 zQeDICD@;W;^92y;>4XKN!mg#wK;KD%`p%3tSKro0jTxh&woPPAKfPx6h5r3vtxyIF&5XD>s@B!Y8t+@72cJ$ zEaA#JJgtV7Sg2nrElge5ud8+Nyl3}U5{?$N3yXqZNI_hjAnT(poP%u4)_u#By6 ztXbaEb=%$O!vrnM!1y=&b^<&IrI*S{`G|#CxVqqA=b&0b6Gku%xrIRjpi*)CxYA7y-RIl}0TZEq0AYv)EoLiDdPS*$63>uP}BG+gcTPpu$?khP_b5RXq z9A>548k;XKgZz?OLXyzr~wA|K`S*&CkmNQ&SF@RWA z$fSDb68bTYBBi|z;=ox#TxpP%oz5Hn(X92QyYixI4-aOA5Bp9}!2&m^@IfFWE+cjA zZayMb49J0?6W$RTTh&KG_bx}h>t9WY-flhT8R4QD-JFM?yp3z^OUiL@@Vc?sU-;6k zXXJB}Re!1ch3Ks-8di(T6-ZNgi~wS{#Ht~3xm|9JlL@T~%ng#CsHP9|=Pr`+U?5s2 ziclq-=DWNZRw-cE%Qp=Bfp+UB^^tXls$VJIi%KZKEzhjmc`pjXS7)JK(QlX_H(GDy z6p7%1M$^?=LbB%g+Hq+;L&tkr`z z8pi%s8iIhvoP831N#=-=?%7F=hydxR*L6e%PYVT$w;l%K>32GfZ>xPw_qA{n2uq6e zFxZ5qS&$twy0Qyf;+yBIT5q)s@%fmTJ|HB79%TL~&wHX872ADP-8^H9t(iMD(fUyxgI!|YmBO(Vudj=w z6)kB9U-J%cSqkZ(_DHl-NY}tFw`GZ}TdKBx&qJzbPWf39&Mxge^lE6m+!|nI!f~Me zK?t^yv|I?wA|^tvNg24QejDt0%kZS>b)q8nYC&YwTvAt?)LcKmGa<7>OTmIHE`sX@ zn)3ieoQ9Zpc<3bj%$Bf9vYrAA=Ss-+^{nc-d8H{#gzW7__*&9@wS37VF4#@A-dsUo zYk)r)9afjO7+*&;@Jj#eC7@(zH326oayM~F>%E@kFX{NPZ0z>%+coaNM>%>5y4kM?${sotZHU#$b6rNmy=9rgcVVBA?ieQ9%M5E=EHTLqp z#Bz;_lLkL9+(2$VHbb|^3ktRH+Qf8dacn)s)i0E@{-(DZWU0eLBn z`Mk+%P?m5@O_#C>$Y=HJZ+T03QgOjoqv{A>oiUDT_ARXed6|d9^FyLMv||rg+#GQq zY#s1g4C%7h@i)~kUz66$Rp&q!P)ckXydGF97fT)9>hNkv%-sIY^WMD``#o1caE zmo9D06gm*Tl{7a7_1fduwQd4A#CP*@y$S+o1D8wQ+D~trtiLYZR`CQNaWY>k%v`MS*I ziTCsK3k3#>w-(hA3TFxZ`u$d#gTZe#FC$diZx5iAHZ!|79}p;qU)?3d3!}}@-60b% zn)`)t|A)0N0c+~o+OD>06@}YcMa$IIB2olIE^|n3wT=jJs33!&B18xwKtzU+oGL1< zfK*ThfuvqVst_VW2tx)DAtFPnKmrLQKmrj01PCF7kmNsT^=ohY_3QWle|hS2&ff1@ zd+oL7lk=XH$_=@vB*dF$gjB~J2pau&VX9R$gc}^%d;802=P~>=C2ntwe`Pb=vhbPY zW>F9LxnIjq>2Xc+_#_H|9kTzJg>kt%J4rgw&ncxlm|rQ`zQ-N!2n|=ysecTVm5MJ+ zhT|Tv5MNST1s2W0eCk(5Pt%CyA#Mm+g(7gGfCTg=q2V(Ec??`u&~>)A?wlz8I(1g$_*5h58s1j%tG@HdxC_@gwfRZ8E9aW;0J ztXB8ETqi&TP0)Lk=QHVuq1vYh&BjQD=h->k;_HHWWHt6{;_kFeJ?!DyFd;1H1X}LWv>RtBf)UIVKZ-<;}EnP?7 zQD4@t*d;qNuwpI$yVJ;qf9+1%X71g!%534(9^9jUKW|R)7VkFMUS#0)?J6_Z%q@zB z8-6!73?~ScZh^@^K5=+irI?p%0RgkyVZt=5Z_9n9)5zy`viXyp9|z;vv^~04qR%VI zit2_=i#UR-VzCnLj*XfB7SDTiIlGrCJ5X2w=c66e=ZAoE(vMK1PgtcdSdBWH5qO|u z#yOpvu+L_vfdO2fm=G=cA*<2Zq`(C`GTSj)%w|N5)EbHqgj6`xPzjjAYS+V}N4h-R ziepEw_M+STwJh}1+&`xpo8e z+P>+N^W6DO&&xPYVqlYMQ$iN)0KQ<+IU$v{2mE!tU#$F5xEpV)qKi#y_u`MX1VEeV7sdkGEZXApGit+hqB(Py7#eFYy``OgvQ(H{8n0-{y^ws>4 zj2jtide3Zt4BEx)dbY7-fCbqL-MR!3fe^zb$Z8&9b1yI&$zLDt6u22@~3O^ z2M%Q1$g=a@u{+h=yXOO#)NZCXcYE%grjM;6F2S*B5RjinNR)3%uz6?y=8PNm@3Jr%Hy~fI za(_B?ZS&PDnf@^s&ArN>d}TX_KzFEhYo|0 zurO68!05rHkD6EdG#I+?4NQAxw{=_YnX4{-+aCc>Exk_!CzlNPX56U!$ffy%7023k z>`Pq%25nx0jELHh)DkQ%`rbJB(k08#+`CQ7JqpfTad50zg9p<+{sg~R!FranB_?h4 zn)|t@uW!`b9(`>Cr)S_R=h;o0_lh^I|KyNeqp|fyFvzo2X?er(DIg@{#-HKmud$w4 z{h59+-RFxx>W}XT76*KD-R^5JB3avuGw=Mv9J8D0{xkdAgT+WtKk%OwUaVt1>{&Y1MLVH6;c{8xWvF7Q9vSi`xCROMk z_3OVF`fw@C`1*pOwN?ee>3R`SKUf8)DmRWjL_ZK-$N_;#Gg&@;j_&2L9r|Yxr%} zGvt4-8~6{mtYvMsoXhfm9i|!uxoj7CYL!9orG1Z5_Z^AS!^RsQgIvV*HLryaz8ANH zHI*D`c~v}>Y-_n)1-U-8d}I7atoYR)w6yiKOUG!}>}gjw1hQNNk3U5ZEk~bDrbhn| z7j-2rI$e2*j7_64h<#7q2R03U9U=NWE&6@8_)Y5}mrg>iUGnc~6y*-B9v3-=#;;jb zvlIyXbHeUaN%ZB{QKZ4=q(e&)msiMCTod5es#H2Z#hjb|-&F!Ow@EdPkI{P_OgcSfNAtSzfzyYkKD;o!ZB689gN)#7 z7LPLcxr3I*1NtNJ8&l%-tqH7;UI+8uWPAFDrBK^Zz%`%ftK3IVmSSz65P1d+SVv4b z+Dz-0P1%%92kwAaZ!uK<-RAhesRIB5$8XF3V7E8_V0XQIOCR=NaK=jawHn z#^q8Kia|B_zvR^l)CG!uxXGQ4PU;mN5b>b<11E(8wfDtKhcYx~ck9IZBMW}Y2{5oj z-GjPc9{P6fa)Nf=Mv^Ff#$3~s>Ut-JFoc?t?It~O=Xkg;FS4+83u*Oz;Gw^$!aoQ( z>=#KW`KDD-|FEi*bEuUREt+)g<9*voT2H!>Eyak+*kP1D(|U{^YTs+f2s``?sDQ@*Y1qdfkJhbKRt@QT^8}_T0pTr*Y?Y?!c79Uq# z`OEXFqt;X#j^?ZG^e{ddu6D69&)a{f>S3{CU4~t1R5tZ7s29&ErP-^oYUzdGvJXz?J1Av) zW~{K`3|R5$lN%SR&(rsxbHnjTRKJj)gY*2#Q%=*>w`;21_z%nhFKTttDSRo)WJ-Fh z`>KPI$TV^~-KXe>u_j91XPvR$%^a&>Rv+X?!n!AzZmf*W3$4EZx`n=g=O?K!xMVy~ zmW)uBUsdf@9@wSAmrR_n>Wn_pPYItxAm`MZt6c9>u$=Pwiz;)>w}8fbgSC6B>`sD` z)-Rpo=7uvn0Bl>k6R+%BZm|HcNuO&v%XQ>=Ycz2ana~#(HdJsas8@XYRv6cPA4$#L zl7LBv)xU_S>htqS_bx(;FIK;(9#P{Q+j`x(6Eb3!Tk%@OKpsA@F}IUsXnptii^y+% zZubY4(d$#F;v^^UD|Rrp0)Z}b-@Y~JCc?gR3)jGI*oKMl5g2h8VWlV2H{Dhw&P zb#9{iwQOm6yCh(U9VD;(+D!X? z;d>6E_mgky@?e35rsu3@Vc>5k$BJR{#Rpmp0$zxlR3YH*y0)pVf!==tAy)2Fk5`S5 zaiQ3ZU_F5wLv~UZ1ZRMm} zrHWChR(Aj!VTvb45?l8l=kCou)ID&D@8s(yg+c1;Fo>$TQKzxBb)T&yY8JIKN$vR~ zZW%Kgd2pNAbm!NVKbk^jp0l3^`szx@H>~B{n;ESbE!JC!JgWM(clOwdWQPYy6%h+9 zml|$=OW2kVJ+k9O)^m&J_les!l^z%tg>+^Zfrw$ zY@cGw0{9M#8CTW~{=ESII5Lh^;vS|4(*ss&#*uZ&x>^%`%{p1LM{wVoz1VmD)h`Cq z=y`q95x$DMXk{~Pt1?V7GMHwoyct(a7$W*5&LzJ z%I{LnznWTjgzE|F0qM18+gA>1E-MWM=y=_r{4(1RiasBKhCG?SJiSI_*leGM-Xz>8ca+L;oBN2cGW-|6`vaT>mDh} zWKne1HO0v8T(i@R%c}Jw$8v$7(~PEQz8Mve+qZG!yB7A5oS2PC8D)z8pAG*ljb+#l z*-6bR1xk;3#t$qK(6_)!U05|8-#h<}=QWF6hTDzcUH6|2 z)uj+or-LOy|Ky{H@$P%CuGpM#WXzzStCtY4!&yV`-_grXH!B4WOgH?pqP028!P4t0 zh{6B7wJBvuEi52wsBsBX9DcN54XC9Jc~qRIKeF99wB_M+-tAA=XI*nE2Xf6znlrlY z&F{aT?4ozww<3J;oaeQS(6?Ej30{b|HwffWNdD-lj!VJWrJusQvxb86^nqU$iX1GV zgtvKW2g`+bMb&~ug}hY(R(AfIcSV6UhQBMy-oditok~PCsfbcz>gDblYkVFW+d+ zeDCc~h$v~A$;$dRms1Vz;I>`&;_r~`FKim$Dfw>2K4Z+2%wygK4g}JH=;}WvFs@(=~oUbn&#CgC(Q$&(VJb*MngG-vwhqF!%Rh;H@ElRK3gd znx1w4$Z~s|ibnI5K0P5BE^6bbXO~Khqtk=SFi+NH_la-%m)5jzj{B4ulr^OOyI=sE z{#N}82L4CYLEvW7967kYy`psS242EN)CAj*{%L?xR$xeRZ#io`S* zHjhME?!}%@#rBRsZK7cIrUPFXR5b1m7&^T&r}l|xeC7izq@|#^SF%~ZXYt=|dw2H( zi$hj>uRz(y0|&l0tZnu%mha>yTv;DDypmilj*XmISxjrO7My9~_l=lz#OJutxbrcd z*K(AvHYzLHaRCGPP{`vwre{-9YMwT(wZU9r^$xF|i_dg{SF-Jmr?#g+SeGQV&-IL_ zzu?CI5F9w-N{)I`(l_9cP3!O!4BT`AYMcB^MDiL9ZNzgL6!?A?Um z26@2nitF(=khG_EwwOX6=fUHVQ=fVSO17e-p6B-sS$oskQG&s=xY|Z+It+B>UH7^s zdIZMIu!gwVAnFFNs(0{no9P|NtpS747ZNVH6V7&Yj?34sg0z0lE+0rJn_0e(_RJx0 zC^x6J!>VBFE2sE$b228&$$8i_a(bhcV8l@t)m+~nzjw5h#ZR^(SZ?2JCq&uxYBsWSdSq2$~Nk0YJkZ6dP1I*_GC3V zCYgI;#?>hy`Itbw5nVonij?ak09vbw0J(U;^BQsdh4o}ezPjeIrY-)vRLC=ZgXkYp zHV2HX$*62yKR*2>h7d|bI1l*hCtP2_#@sS=9@H@u`30#OF4I0A*9o^^gWr z_)baKT*B34o^aOZ-fR-i{<##0wm*1~tQykfA9 zUY2?jA6?uk!#`GeI`gN=wjET0aDyCa8b*Z74Keq)&fMW@8UcnD9=JUya_{U08Cq_Y zv41pn)S&@8YsT!8Fjf1FY+d|hvRncS0m-N#ev|jA zlAK@8@JASBhgjOX`&ogvVG@kC$E=;IW2xk530oC#8k!i%(5YEQ|73aAXY_y6V{-9- z`OiE6S+3Ko+@t;az4w}m!DGg?kAq(yGaQzV8G9Xa(uS9tEqy6Itm(brkFUiq8}Emg z5_)lFb51kPp9L(Vhfz)~TSotI<%;zmPM}I0BTBzb5k)`wGA1T#o4zRRt`+j;;gCE2-C!T^Am>KJ)?3LrWyI8NWP@57SN!Jn+-$Ss)_Y@iWgs4I@58T`fGY zS3qA>`M`9eK2XgAA7EHcRCiCXlOokwL_TBQo|qJ(mOyngWcti#;;6h*5?TpU==4`D zs)$;mwh^u=(#;pals9ye4BgaS@YJGFJC<1ict>>$nnN}AQ{C01;b(Mhr{-P&qSB(n z9cLN07XLL9F_YXfAtri4iHo+Gl1#<=DsSk`McXX57M-g~_@$07PRY`poMFPXSHvo@ z?#IQ{7NQsaOI1#$E_mi{%S#M&?ei;bwr91wM!$zGSACktix zU;VmwLNV;D^WWX}T=-QUJFC@BH}{Xq8LG#KTpZKJw0~Nd;|hR0OOwLg6{%P&CNX(tzKj0H6(Rp!s>f(+=ze>zwubBv&x0^LI%;Uif z{63FK3rS0|_=|+xfUOysCF1E^=29KTyhr#gg=Y^;ZdGQgTY!X_&uaIZZp~@AEB-10 zGExGTQu3EN96=qt-|6@d6=bk!n2cMh3o#bHne|}1;$sMq-&KVTIu59QjR5`}k`VH} zZ*9e2=`aEfMMwOVJ4QfvQerf2ymnTwf_ym z>UG;LjcYXOFDlak>QLo)dM-0sH4Te@oDp~&66$;3go&JjrF1H&NBBA&vab*vRB=mFA0)rei{LT&CELPd=1h!J zf@N(Et)LGcc%UQ8Cu>!UTg#rA$eA4pwzY=@a8q-$FMV24T14Wzc0kLq?wyE~cd_9xja(u=g0Beo5$jCx(H8W@0k5EAG z@i2MB0}NR0e=Q#J7EFtQd0eKM7Xgm{(l^s~tL;`;cAqC6l3=Mi8e^-9nTeUXCC1Nm zi*Jby!C4U5Qqp2;ZjkAe6_*+0Ws@0nK;VgYNXSicPq0-{#5+|Au}18axv#}(Z>B+} z@K9N%@F4UM-YuaZ$zHWhRcN;~+PK8l#X~ci7Ls^XCL+u1P^1MBPVm5QtIb-Bnn{}3 z(vq2EmtdzV7e~&Ba=!a^*(bn{1r|Xbfu4BFgdb^nw5-LLm>Y`+!B#G5X%tIaur1)H zbXq`HSTJuu4l-^e{kRw!b8FFi=JX67Z2A0_eJ!%IgkW%pP6v!2GG*{cbJ&lN{KZo- zZmOi2fSKJbh2T;t$ua|Hs??U$mJIW_EHilELB`EK4@Lp4APF$9B_=r}n5(XcAu7L_ z@EH$qqG}fxigUmT-zPIJE6CGyYY<%Efw!(bgm+JXsnW$qX41vUVyCPUF*Va5OXy{4 zAv^>K31# zQHbecF1Ubkv%ptT_M4gu_e1yN?Q0L>tyDWy6XNKZcJW~HQeCaXMByJJ|EO27Xu&^}`Iyh+_L#mOP)o`wBvKbY+7AEgTus4Vwek(Yv{g=3Pv={b-r2iYD(T}hZEt?Po=A0 z3?5VArXO@Wo9U8yPLp8j;#Zofg9j$fB`tem@&eLFjg)sAwO_~FfE=>P+6RvH_(Q@P zGm|7xe4dgsczoGry-ugeeXEud@t7Qq2beGm>TLiMQ-r)6vqQ@^@09GGZ>ED5FwGb> zx7xBOwvh;eMOaW@3k2T5II)wRRbe|BO0WnH>T89-pD=2Os+=hAWtPkF*qj@l%Usqh zfJP528PdHpSGpWoGAbF=r_W^mUr*4?e_lrSshc(P>Oq6*oWq{WoPqmGDjCscDT`3Z zCS7v5u~;c;XfKs0hZ}P2gT7>Dw#hn^$)N-xc@-H!5K>nKwI<~)ChlZr7%*-m;9+Jo z@ZTV_BzrkHCAKU=Ve=P8R2uwL=!gmjOch2?8Y!dWt@G4?wNmFdsiXAikhMB)jE-y_ za}vA--rds)xL-4lu{F%>cLGiowr?blkG;ts)&{j|m~)|XuP>CK--i1qyXoZbbEHdVEkSmIbC? z&`Di82mlLNx&Xk=dNOiYD}1hD-ckcrN}czl4*Zyq&c9Yi-MHkD*Y`UA6kpI~ZxEcF zpi8NsR#43KIp{!A-)p${Zy?beu=v+%ms&z{VNy5Ir{jZS1{I(gZc5!!%AO^VL@Vsj zFbm%$g0R*A0CdQ&pu45-5ZGH_)s~ciVrB@i@!qI4lcM|BP`4zJ7Ur&M#%Y{7b)jHy zE`>~h-%RTr7YBs|*?LKJyagzL)IM#TVQMF7-K}PTx|}xEscR)hD)fNGmlz$keVCHN zJ73s%cH!%z;8D>Y+zhk>XEYyebrW!59alg)j1n;h92gFEkM6iJQLY<1M zW5TwNkG;jCGHdP*9DR5${1rm2)ZNlQSr6Nu7;~&`csms+jG><=Eke3$` zI16qG)q*)jmPQeup0&*96I12)kFTW2ZWxROe;l9j;jFH(J9{^o$hV(UK5LiT<$UC_ zeEnxhW*-DP%W=+6KlK%yt%k&=6P}Et}0md;KRk9HMGO{ z2;e--`J&mHi`r7nlezim`@#gY2x=Q!tI+eOP^T;Aj+>nORralt$JoH1x`;pF07+!L z*I~@O>>2kAS&;~MAI@n8m?-`+79HB|7YOrtrSP_TK=nhq7mFCovvjtaFzP_^4kvPW zi|~gErL|(6x(10Ui^~N% z2Z@8T!*G82*VTkDMnAA{URHTsIGP9N>#8U+g*=IhU`DBYg}qR)BUoRYlPIfTjh%jK z?CDpE-BnDC?YMaJVqm+5N4_qN_1*GYzkqcUBrk7Nj(e+gN{{vl9x}UWe)~@dwU=N= zB(jp1VqzMl-4@0)YgvA}<;1kMs= z4^pzZ2t~9yiF9jLYf9qyKS&OvXJD&wC^#}C-b9IT{-%Vg$tQI`zXzNcyT`q+R@ab} zjwVzE17XkCR#UZpR7SDkeK~ZpR|&D?GZ@q^Pn@8cq)<7#^hx=0e1FKjWqfT%PilxUh<@rU(3 zecKO!U%S;5;p21c_jo!0xHIgv;N8A(tW-xGJUHUc=ly#wtZa<7(GRsya5`Ra7>UyD zAP@tb+B`-a{H2JszGF%Fqe!XdHZ)Ss@keq?S#no0MF9~x$`q#qEKtxzh`fMlj7dcG z@2r|LRdDBBMrx}&{7DqNCz}B<*OpkQ?N8R1O5}CLX_bTW?$i0z&^GB$d9&VQKY?%F z1d)rfG^hYBFHgZu6ea>B3Wq!aHrP63Y+(55O%}*fm`Cr=3XC6}8E2x;rEVv2bMCO= zP#iYW{xf^TmE zmyiU0n*&*WefdS7J1Qxv*)&Hqozjk3U{udNG31r({qC{Sbv|jX z3340v@1n=bf049=Xw=mjlK|<2deXKlX|UtaA9`r;@*=!Ik3Tx0!b;r~fKC_G1%(qm zn@NmPcZxRcPP@8BpUeJdioM^RYHdoZq?Vksl_|j{pmy}lbkwEVhN>MTQDpx z9mQ6=YYOUy#dWTcG77ZVnlsmfwT5%leytow@`R*{GN?Idluqh8r}ob;yX7jAR83di zat*^(QZx$g0%lGLO!RWcvZv`AQRgcF*GcYLVpvb?48fdx5AuzW%kh(PmC<3zyn~5G zRCi6Cqm0z`H4|S~%q3I_$TDt~>U>{Wes$)7R*qWG9-U9ER%t_y@&l0SViGCmz#SR7 z$dNGj@>*C?L4Z%nZYh?3FQfHQ%ue=slZk?A~F#97vcVuJb31v8pUbV}wBnSEc>^)@^ zl%@b6kT|@NSdur`K~bnW00WJ9?jhu2>Nw4G0XsJ|NQQMJ_ZKK}?&?GsICWwCWLOWA zs)Z{l^ec350K_mGZ;nsi4&Nw*Svevvr%6N|WCs}Vho%wr>g?V^P=&7lcH zB+N&$kAmj9#}fDc*JAQ!{L_>l@Z=W3YJP32pDjHm zb3)@NEJhiXh4r#xcck%Y$^?@xM>-?jA6eVW&!cnZfUeOV=}+DD*tl@DlpJj>azx{L zgq0gPl;N|qhob80+^&&4TV!=K(Kd9q(Ogc8MTbO3&s}3lKpjWFgWH z@P*U6A||YfAq0Br*?gtnW~8QXkmrXabwS&5L|R5MH-)0AA=Bf6h}|4n`=jD^ED_$E z>RP5pV(!TAlE&ARaf-PHItXdPzYA(c)F{+$eHng81?Q?eNIy(UwQKerOR6!Q03JZ zCLeK{%|%Un>1CcmvKN<2lFFwSUUK}1+#KG)3A77L@u?KU!y4eAft}Deq%=Yl((#pu zFxZzcM{cH12-fQOTS<(9akRYYgi%Gh$3&%FN~L!!#7vi@0Iv4W>FZ4M>Mji8Cni*h zt#iOQ&JA&M8W;L*MS8a&ZQMk#1h*(KTVEJ)#z7lH2l47!B z?^G*XVrh&ECpJrfM#(uOg-XvyIg`_*C=!udX_F4~_djHnWein9uw%QJWe7e$F`pVi zI@#&>0OyCMgc%(|-nmx;t=!1l40=0n&hY_hE!hQ@wQ)DuR)gcyC>I0^nz49IpuELd z;fsoOo>ed$$xYB8A`FlU7>@n^w!pYOYBH}(2~aYTJU{e=eHCYJmc!E25sD(ui3EIY zrU0A(!by|_B(gZ#l~zqTx=-r98Qh4`1(j>N%LUCi!Se~>kr#eKe#`>4zCFdS|JchE zRYeE#bX{N$mr_^7DC4S$O@oMsMmzR90GRpzVnz0Gw`L@e1N>N!->NqfPB^*amj;hDRxUuu|ha5NviXXC5dS7&udll@anCKYJlqrQ% z+1AXd==L+>gwF{LGP+yiz0(z&rJ4ubC#XmFH6|K$&1FZEZgn9`-Tg>Py!OXba2*$L zc><_u#fETyqnlaa=T8BPtBNi)CDxUJHUZbBz~bFj?$V!h_|0?e(j*s~?CNZ2sdaOL zKT1BQ^g&Kku9ddBM#=?}*u(x0a3|O`6EaevkT)f-D#g*`@}jNv0a$e@P7|0K4PDf5 zn=2O!>mG`DY8MJko5wrxhs9V8EHBc2*l3@wnm7JQ^Nm!ZS9G19bVLnqnJc;?aM?WC z$k0vRPRenPns8Ji=j8f;C1k?dFqrOMxryN4b%xI**j6HrRHnD~ zsO_&0jwg`X!)3LQUY}N}a$777>ZHJT{8Re!5!#-QHBgVVxS~<>z#&nTrdKU72G{J0 zJvw95Vh`It=0XXTpgIp2Q8|_A{LS=RuCI`qg)q`YK7l(z@ia+pYP(5x#$ zRLu-Q!|U+i;^kk>=5oiT%9RBK_x{c@U=%Ag2R8=Txx`j2qMmyn;fX8)V<5QG;mN^0QN>)JD3$e( z6e;G8`X7)<-TiUSTY8)6+?T<7aX}?i?{GAQb5NSflTf$^G!%R_)SV1uJG?zs{kkO{ zVEyYS*uG7K4clkhPWe`*`v-M{(UC{6iE`ISdIz6(WuhFKWXtGCp_8Dkj6KZ`Ttrp0 zv{JlNblb368Xs7xRhwQ_J`nBnK#M{qQh7cUD!5BRg2$;$gcYg!Aud~*)8eS#$@FW(SVQTZ(h8>_{nXg4$+9pETt?a)c!i8Pp*EW>n+m&DUke3_(Ak zr4-2Qs0#{$!a>^^%n7MtG``ZC2b@9C19yTW3K`bVV+;7_>9_cPuwrn^W5p(D>^;d7 z*!z@fD%G1v=pVzOABaW~;qvMWr+rsZZVf8V0{0sUj0=9G!WaGk849y5#@-jT(~CCx z2_rg@j;x|caHu3^pLS%-`sLp$uM*^p)(J*B!LAZcQgC=QwG`nZX7M9V;!8a(H4tKmv7a9XBX(1ZMKDN2P!VgH7z*Kk2JB}85Ai#OV`ySu9m88ZU#899byF>n{jdP z(-`9%KeWVv8v^MXODrrS4lCJ}_{sjcYIk`e3Tw)A%`*TU3hvdRWSm`#V;L@<9ccTY zyK-s5%;xbinOaB@4E$b#Vz82& zi0Sm^L^zgsI>?H%w2$bt=hc8B*axVZ`)eBqL+Y3tu7V~Du_Vg$VYKLI(945n5#m{Q z4!7IAGn!f5ohU<4DS;)8gK}^!>taBQz3!{WfR_vM?xI*Jb|DsZ=bq9pUx|x#u5y&2 z!hexY$T>k$0eeh3!2`EJj!LRK3OuFCNZbVqNzj2knm-8^;}qBfNGC@VP?R92epQun zlw0NASvfZQ14`~Lh!hyyCJ2%4YF<{wgcPZ{ZP9&S+BqG@g>&IXuvUi<5%6Smu}bQX z;yKxv-S1T3_qtIt)DAd7Wp}a2QApDjZLlE8Y#%5RTA`61@K4cYiUfWTPrRz@K9P#M z41WJ$)$9$L_1n|z+r7h<&km2VqfXb)X(8C-df;P}_G3u4h+jz?tQ`*zFd{_THcQMK z?Wg_B0D?W$Pg*p|H^maEyk8{2xOhRu&yWJZ7hAlw~J9q_qwXF z2FV!;b$aI=C=F3a7S9>*(|@j#8l@gj7_k1f58L$KWi)x~m;TWAg+Y>ZFxwJN+=GuGoewK|$OrCy zE~qyk{s~Pc44723N2t9@Jf)h_%&+-E@+eYB-tO`zvE(yhgdei!JV67{-whWS9rxLVFkm;nHgQ9}_Hig8u3kf@ig?D5$3lV9T-{5F$Ba zP<5fufK8Ez79M%Cq!KZ%597<_#ove!%?{GMZ7Jk%naGh?B#3c=mW*;K8WKffK{Ak? zloTlzcAhn2vs8~PM1wfqRUYX4BI2>)Mqg`xEAUxBHi;s?S~(Vv3pLAe-H(lclN9WJ zVKEubwu%)V2GHQ)b^;fauSD|Wc|3^}xzzp9;O^f9NmF%YtgAhJi+b$37gx#ncf#r^Mwepu|ui zA5%A{F@{Yn7Lz<-jahS)g)FcyG4n;8&_;s=d-qWZjtb@0$4+M9^<)3w>3Yjw2mnS`Qf>!lQ&0E;0q7NS}ubCjrbLGi5^9l`4xu z?pV=e!b^wRr0*FBKkUo+x;WQJwUY$yDmtLRYqDmlr1!Dv`6}FS)zDs&MuoMQ2$NA0 zI^25e6G$op>UUUmBMwM%{SO}u(9M4#P}Z``b3~Fz_KzuoF-jM4aGhwO0`JHyfB?F} zVrWV49JqgU#vWfqStmQPl{@R#%JVmx<8G(hj@5WA&`4AP?@=5+CXh^tAjymn7Uag* zylnA^fKg0RM)P^i`B;A(*m)*MvWZ@)wG(?x&Y&Xr{=8O8RGsAJuma(Z5>|2+YH_;I zYK6B{k(rPlD@D3<^^B~Nss3nwYqNvwEUyE|R`&EMFK{Eu&>h6t&BTx(VW<260vv(t z@v6{6S>?{_fycyxe__4)2%Qv3Vxzsn6+GQ0#F?y>q6F$MusM|M=##F#L}Hf*iHgCZ z<*~%B6lEDWV=0Zmr*&2o@Np%IPKAz3sEH+>N-FO>)PzdmJfB+NwSrMBIS+EkMi)Ap*@-A2SMCson4=U=;COyaygf4?>B!FQAP&=Z(to-R zufN|-_*Rw!=Yo%l1v3W}qXfj}oSE(QnO5aLxg&)(Mgvlm^c6 z%8)2bP!JkvE=AFL!CBF(o?e0AQWz)G*-Q>5U^PE$HlKPRT6$i1FwtLzy=p(Ui%fAR-J0R}F++QP znLE3q;0OyxM`WjL>pWmWtS&|;a42yxp>Fk>LnKeOt&zN1d(V+xHW4Oo=Vg^msG0eS zxEWKpn-1%%4umzvVKi}=cD^P})|`h{t|iFMYEm?EdKR%MaOoEdK(^=NTv{2d*h;mG zM@xsd1|t2{u{cQSEk`5neW^Kx;aCVxJVJ7BTQ#Cm;oiBh)GTps0tgj+B0+HJSKgaG zuN#R^Y#;HnGy-*&cPRA{q zHKpzdT|T>i-S+pu|8_hRCT_y6`JB3JVABrb_!klUc?)M+t+EvzPQJODR%d+Y%jVyzhjlz!DnB;UvW6a z`RvDs=Fr#^D|dL1U-R2Srgj;H#^s-U|NTwd9zT9>Wn#nQ?@E9Evh=JzbhaVo$XUyx zrzuCoyUn)SfuBMdX#8>hmsRWA8?L?dSD-%o&@y26ebQ|*{@5`MP#1KZGJM18C00G! zeM291%kRcf3p&VKoQsd;btd9;cM&=40(Dm9;{@f;wasaUBPL=iDZLo?qxX766xJ8?VaaIhjh8QiGJf$Q z`?}P}Xq%jvB4AvvRYFXd-ZeL~saI~+nth#kvLiG&L~+8`o+EFSRH!6@Nuu!s`uFLU z^f8#UII)wD*QRpmnhZE|`WacPQfDmA7Q?U!xawig%F}lfbrG|@Tkt#2dA~$vFlOiv zeY%AuiA!9!#Jcc>(Iu{%`*8=&w+*K}9}-G$1Ne$lkG38!es~|g#E={N;o+#o64x!Z zB7EWO62_E#8&6w;^gkSpTuKo5{8Izf+F_Ae@5ZHc}ML!-EF-^E58rWP92 zt7Wz{;j12D(q+|Z`GyhOHbky)hw!wvar#4+g)up5@yYaBmXopULy?==6V*o@IZ@in za?66C!KBnZYFl8V;-E9EQT1sCPy6#khb)T0%A6=miNal$ng_rJ6W4HkY6L@@BA45L{8E8M;{sey6 z=7a;`;eqI{&Nn=qZUGZO2AcyEWP3gMWkpGIG4dz?F{wM%-BWVlh2F_W;owW`H3qYz|_~K#DYX%@!&H-No^5AxZ5H?7!TMsJ9<=%T{ zZ_?)b=xoyg5l8|B?{Hfw^ATOjnHy_2cjW! zgGIVo$${zeL#r?wxBEuFoS(k^i5dHCmge>+nzuRejIB+ow>R@(rHRkp!iXSkspV}} zO+eNem$ybh{j-L8mvVsD$^$&F{g)AP(1>>>CExxe`B#ox`*pi*vp<^eD|H^Z+}RB8 zzBm7^KVp1GPe{iyJ$>Jpr`LkLoKZ<24^8h^y416~X1BE$@-UAt z?anqXAIe?tWd!rd8p8Z)Bk)@z!J0#bf5bCEHqf8d2_#sh{z+9+K@L;TpJ@3uYsljd zaG+|s6~y=b5ubYdlRX|(7gm~lJnCYD`5RJE1T_BN+h)H?2?%b9y;kbTnbEecdI(dVW%g9EHzLA?CRgQFEx*O!PUEd5ydIy&$d%WS+ z)jR>IQ!(l0T$iDhR*^An)?PL3mLPQsBw`{#Hk7e_M`h!Rl{vritge7eGV!M#WtgYy zy!*tt{smF_$0q+72#&S~Mf`%`=7bA1j|V=kAGbpg-!FSK@TW#|fqV0bf7j}_oW1Lt z|BlhVSws2%v(dmCs~sEfpFoW|N^+wKCN?{2p1$GiS%Lhw&$%aJ3b#Z)8rsV08@kLd zh$)`-2OF&WC91Y|EX8nKf z58(H$C<9y3>+kv_2YECAWCQ*^qkpC0{io5upIfa2XDsr6Z}oo|4GvcP-!-~D%JM2U zHdWm-g727q&mJ%pLk!9r8v_PDT4`AObp80uCs;^(fuu*Wb5#WXg-PRvevtom^$O$Z z@xYNEeQKIZwkM=ZX&oP-qmrF`r#Ct!n9HJlo(AFdU+v za0N+wp2@B0kQz^~bc)Z~fR4_hx{R0rk<&I7G!{xAxoJ?-n34_yr|d?0T@x+>1Czvm zx7i?ukkT`F+Ggs*4@iRzyqwk9mT(YAT->)QK>RWMQR}hs z>3?Df!NgYMspUTLH&)n2-^y_jZz!Ao$|F$ZO2#}j>KpL%rZssAMsnk7n(7OtOsNUP zV*qqO-^@{aFZ2TYX<+{lw7QmvfjmxI<-*=QKDEOz{&K?}o9PegAx)-mdx^_jZQIuq zvW1T=-Tj64XNs8&PxB&f(&RAz+m{g{S%Rn~0`V*Vjo&OYos#R+-|acbWONQI&7v+~ zJ1#7?Iw7#^$!jX>j0;+g1#|H@aO=8O+QJG-6bl81>0NEFtQa)5F8-T?KxSa)TJ4w) z&t^_&-OPR*l#x~5D znct1)^VH`#=Q-zm&+m`(5AOGNy|3$iy{_eUy|24_yjM3cq;z@2GpXen_pF;A?6D{p zIZAk2+?}H6lcva3w&moVjShS3zbtlIOOJ*BLGKab2k>0iQUba8S&tgRlRO@x;cTpD z+gtSd*kn^beo}C}rRKl*vHYT?W|%)0+JP-)RRy|S3)=AKk3nv~;IddgYl}G#PeTH@ z^+?dax4QK>v$FLNcjn>Y?OS*Gtjd`^C|(J^1Hh>Uo_qS>t?gjqTg(lj19?d-NnJAX zR?bJ)Z=3mMxA@*JHS|4LI_$q~ubxS}AL-dhp$W+=>Vc8^4eWKJgT}@Eflt5pIFFaU z`rHZhOSsZ+fqD)X1O(12-AzKph{i^Umh4g%irFwLYBR@U({Y*2XM%m|6sKy#F zmaCfkX4V{Z1UY=qEd2XY{Bqr9^zvssRE_%+Pm$v+E-%Lei%UxcQP934@uxZroRPtFuCYT6k6#_6%QUjUTHaSz^54JuN+b(Cq zH4Rl~f1r|$xk#oHQ=|=e&at)$6{|JXMA6G*&|epGVgQ{HIl>|}2Hmo_PlfX!hI_G& zyMF}Tw75@I4-L?lVt|7qpkTHthZ+Oy9YHrN-jM*5N6^iSE~*^71a~9`I5L864Bj`A zrZWCCO|M!K4~05eBCDJ#&ssSG4)uAjdg0tQigj4co3!{XuH`DwXYW()kBEan(drWYgCuqq=B+wZNeIyzv&*BUJB-vnc98 zyLk3ASm?CQ$dk#eX#b>ww)t)tAP1JBM<~nuK;3PZmFus&paJUpH2tQ9@CJ+2_+3N+ zEKOlH#<(KoNZXAHBcdY!2VEKc-7r}aw5#^J64*H9$A2fh0P65I| z!wbI~rbIP;o&8+|s_tZ|r~bR)5zz3+zlj_LMUMU^66gcAjMohvGc3^lWD=}<@bw;B zr%LpZ_B;NGvRSk_*YPRAq(pMh*Wh&T>^=SGg4%KZk0-Mm=XTk>j-qPmO0pW{i)I?~ zV<^->o3=E6jecV>Dzf6dNSj6I^MdwQ@6llW(Y^ny{^`+`5Qjq}AwWgiGyi@4CXBYz z75`Q|*b&J6|EwPd){#-FlAcX+I~UZ}@2_N+$)c+0p0%PnRG7xsaX4U0vj5pV6d2^! zD{SCDcOL+|BO9*|IDX?tw;SY%IDq$Y_$^p|w-EX1|%w>&Cgj z&_@I3tf>8S$~aU(JBxaed2L)y2y6hY6$}5Vf!F?z?M)f&wp0~dnrvne*ef)2&riLk z%^^dd>WQ=PVD#e6Zd4|w1Ev&elE1cY%CoufiUj+!LG960`_Kb+nW%R5oMpv%pKN|= znt$SeiAZ}GRSSofeJxVQX#j(pU@qbFI=ek2bZ@^YA#0B=dNNb2t$*%%1YVYF>4EB>o_-G7UgUO;kgZL<=dXc#KKUBeb~^OG2-#w3(aoj5D+B*i zZL|m&aOnRw;9_9FmHx9<1O7(=C#^L4UorcC3>gxfi^50$UhzNc4g9ywRt?TW+{u4X z|L?WI`Gw2*XKmoWju{N>tkpXI%U0K}>dza8KBMQ%;i#6(syTmVu$CDbTue-vVcSJA zUE24xKLPa8(#@dHCo>5kd|cZ5=gQ}WSM2{L1^isk;?t&(C3sg30WVgaO#)2C4VJ^Jnkt{%PvzX3)M~lC)oKp zOJkIxrEFWB(^@ac6mCv#Q$3DzIbpU|>zXE_%Xd6m}HN-u>JjgB|a-qa>y1ykCV#XmkxL%M@P`ih?xpNkjwh| zmV1^?j~@ca<$BnPcanP4G2qi~Me3uTF)PcFMJrLab5Tu})s>R?>dLdmT27_R*PX{X zuTR^w$rp91=K3u+tqF@+jVy|ZtqH#ah2O0SFM+~KYr-w=(o=`qo(L!9BfXEt%{q?f zE?ct>LPx8<#^W$Ej?=j!&g{i(w^AmM6azSyHF?grOK|<`!1=}OM!4Px-Ry_we1Zf8 zzi74eo@0S*0utp|updMoOEVWxFRYYFj{(BfD=p1#EMKmpsOX{m8p@nfVYb%n+L&1n zp~+gFKFRS1i!kYzgce0ryLRTAWTzTlU#HXeuY)UmIY*m}65#vRvA# zAL~8l%!ANKj|0S#@&{1h+UB5)DvKOfn6Rjp_+{4+@$&GaYS>e>9QPJTP~j{sb}lZD zxl6Ou62A@A&KCdLLlC1t0di`*Z1ojzZTk2~yG4a8%l71Q@>d^%VLbWQjzk9FVy;wY z4HGZdK}FE1*&|#BOT8;91OLf_J4YUA@&yBK=VXzb1s38R`h38cNM+CMM<_3R`O9aH{~_J9mUdNYV5qtxb;*Ap?$KnHSUV1wyHs&j zDVs&j_fHxy6#*v{&<)uvMq5BARM$u@hF$c_MEHMh;=i*H{g(y3qW`dJ`yZ`8m|%cE zuCxVsg~b16*%#+SAzogRAouIR*>dhLm6@AeKY&%a!j|wg#Wi;2lYrGf zR{F|KH3rvxlH1wG%>`)~7chf(H?FXL9wIf!Kx=p{hp-!EAjZp&(L2v%KVz3$v+=0;=qhsFrOI|9Z|-E zxwdQR&F@?2U^4TXE$JV@Ybnj(V^l5D`#o!~uusQ|&1*)wi9ghN_;7Y#nU!=8M zW_aT4ngsY5@_ghk?p4Y!`S_bU|4LV`mJ|k1oaC?LjJOKMpG2o87h9M* zdO{IF$@(GLh-+xnD#Is7f9aWh|Cf!Gto6&4tPfmSmhfsG?Y7FT5ryFjx%qqaubJ1t zPNwXxTRB{^qw2%@mI*`Ep=g5K4XznU5pp}g7}%rB6d5-(TC4ja(m+D#$)vh!kR_TIe(Ulw@RYd7PT?&RuFNMnZ6sYZ8IYgv5n09EoBPnRoh0(Ave4l`)9#jdO z+iGVQe=MG_GAZG*JG+|a1KfjkJ*(ubR(#txAi-y*%Whdr)!P#h^j1GCeE^+!SAT z?%$5^tRCvoxthTpC)Zk4euxXlBC4kfJ}@RZ-sz$Ael~k)QXo8gb1|UzlqpYWrlFY0 zoY|Kh-~qPWrxl806%)%b%Y|`Ps!D4|=zzaYMi1H@_MJ3E2){GOGG{|6-ko0dX#PA8 z_G6D<3;q%yuv#5xNLD zQT90J{;64ZZ@?0L36Fm^qUqIVpI`faF4#_2y^>rQsGHtiH_=Iqc?DR-3(;8g8(oS1 zYNfKW_H3JWzZ4ppl4(j5Mmx~wX{2PNH))FK$(pbjTSy*B@JpG(BrLG5Qls5ToVn11 zlXyJyDvU@PWvQ`}oAt&QrIN^3wPnm0Fajk6hxUQ@&-JEEg|zijnaJ?j%4R<9hG&<`_>jgrg~{eDouY~?oRzM6xQJJ^X=yn}`o>}<&CdjCiHbqzG!s86d&9kK zootC+4;=bNNnLe~^j`dk9&BH4Se0{C9I21)lEWW065zdvv@99|)WDA`Ci)$>cR4B? zN64?Gmh>VeP%$(bQVvTiv4TO_vT+!!_%msY+pE$79J8cRS+ZIhO^herVKWg|(j-TF z%V4<^W?;SoXKWUiGV7&-h_5Oj%$pKu9?U)|>S#Ga2Z7dOyrHERb8^^*X+z??d}O1D z=4x-S>GuFWTDp3=>dQFzQ4ZU4(d9=Vo6?xZB=j>n2RN3<>%_f(>-$w{d}jT5Tm<(- z{}`MBHylxAWRIziX3OS|eCSzlw*p&!;+?nGRh5ApFIyQA!j@j7E!Gy_=vUp;b~;_H zV`<1b1!Ef~e02FRJFp)H#1l?OxsZF5imZr29<&PhY@P>eqVh*@8mBVc6^+41szuY8 zuVZLY3|C5XVZI0LT3MHh7d+Yu-6@Qx1zW4;DvrD_b?#R2CR|~bnZ^?Hy)Z+P`2k_g zv(L5s!c9pSJjtWX(hI<-6B))*9mIE8F%-tU2yI$cGaF3;i0S@$`90y)4&L9Y;xNcc zyKJ9{df)yTciLp0msb^z*{gS?c08A+x?FLdXd<#eD=sh1inS%>R$GzL$We!n8jC8r z)iB3dCIZIou1v3Uk2hyPMSuREQ@XWoxogECuZ`PT|&sR^O3v9!Xh|Ac{G9hRf z7RK=D%r80LyMP_DtY$5Y4=z$ZSp@)kvQo%}&?Gfl9!VChTTBt2SYl51Ib0;wmDIvx z)a{);SV?l}k15@GRe%x6vK$F!Kfi(FiEr?6nCjs9V7t&|$vEQ0u@kUq`UfnFrcNPs6Y5MY#9Xq-at+=|4C61r#j z-lNh!@aP8BhcQtBxqe=Nti6a3LB%G@LlItSDhQ93#(0e^NOmc<#gM`Q`%8u7(JU4? z9J6~Grkk9ARIT(W;!k`e;~+*i8+|D|9z!P3@HW}-c6L>kQ+7~AR+b!FJ)PXQjGq2$u3Gz}GG$#PfNydP+2C6qcoBP}f3hQAPei;_-KwzJ zBZ#JYJ7B`IuUGXRXB-inRrPgwcmBvw`3XA>ohYA?(q@%vY1^m~porD=gnfF!$}x%} zIT2h}TX6~R<*ixZ<^`1lmZdXgY`O%I9-}HGC-}Ma?asNeWS@w%Jr&y5?VCf3ed#35~6<}rw?l-Q56Sc zUbQ7sY@_ncI{dWt@_L@McVhz|9uHHaGKAo znWh>6@Xxyp$YFHf*oF;Mou{b|43&r3wlB~ah~@E&NfE+*TJKO2HB?#-8tpUd<^4E6 zF3M%*bsP=Z99$VoDy=U~76Lm()73OLk4TDmk6fJDXnee)y`4srBJCyfV1QIzK=uUI zDu+Z5>A`3sOB}sCFi-O1H7M%D(h;u$PoUKFJmwpCZaX(yhz$3DwKHr<9lQd&H z^IlXXGaLrq9D?+4+dkh($zmZ2iW`{jBUH@^1T#6XvN{WnsK#R46nlD++In{F3&v?v zn6{ucz4UY<0l>kfP&!C%LW_?FDV&?m3QG*UHY3^9;Rn^zoJ%fO(R^1P2!whTdUksO zh!QJkHnur&;fFk?)VpFqzOl-id6A+!9{Sq;hXcM>N@py2A~-B@h(_ZUE+NT3b=8U3 zpio^n!XzY3E+2zF;zKc|WV6}>FhRiVvYz(@Yo8r0)6r)%HKCxN!VH^RSaNH0YV9(? zC!B;~NgNwbjGjtn53wFf9Rq_S$G{v=tCS+72o9Sc zW=p#oCPe5XmP9vL?!}YBWw1oRH?5Znk7*kf8|gbo7+}rDb`1sVzTi+6CBgBYsm4-^ zoNr%hvy7!N!O;wjfjL?)K2q{BfoV+mSHl>Y#-0V*Zq4W5?8?AA!~nHyiZS&nWsWvC z;-%9+h0mUySgh?T4tR|SsrQ(z)H@<_g?lE8Rnn`O!fL0F(wiB8s|SlYkkFDOORB6( zkuf8O%}P#KH#qr3;?dZ64OVk_7t(ubw1oVYJ~~hSS%!#HSyE1+mCu> z`SNBzG@vj+{E5(|=($h4io>OQ03W*M2v_#{bW?gSlhASd8f7a!lp{gt`psH5d{ifw z>a`TFTsZWvt6|nwS z3bVYtFJiCskD*3fwly|&F1YNdt@u(lxkw?qj8r6#cnH#rWR!|ZCkXbq7J67mxgIPi zitw!$oR@QKVI)e{1k1}SY<}t$8c=Pi3dQMp_v-}BT0;jugj7By+B-7S=UeIXq;T7? zHd>|!y4YKbNI1~mFwStqAsWtkklusi0}?uwSv3&Q4ku|MQd+QV>O2UKeht;2HZ{`< zdsxsV@=s<$!M9N(;o|DO0|izr`+=W~*)zmyJ2FWll#Cr_1uGDP0h|YHs={ZEo#wyX zY|m;=CqipSmr_Qmyo*F^8D}V@0J*@H(J;yF|8_YOxG%`!V@t5g`j+7xNnV(xYU;x|c_neC8K38U3jwX&+>ykAFCvZL534XXZAB0XGa_+3NOAR~e+D7>?>l5mT}*peo-3 zqmJyDjiXi!-3?Dlx7rK$!oqxJ`>MPvMjcpeNe~H9OYTUUbE*Z$oPHIvROvL zI^#v2Ek1E_f&I-(QE7~KOU<+7Nk48X&WAw>IYh3mOcY}YS9W1X(h=GNBNG`2EE47u z^_ua=-?j<@l@bvnTwDiJl~zkACPoW_9r(@2jeg8X*TUfsx{VU)wM2jo&T&IY_iCthV;SlW6G6IlGB4Zh`mE;snmryp?+|-isYBnEvjJ1?s#UUyE-2QJ(%)@IA zZo|Qs3W9`hR`We`Hw!yOy3iO@Y4sahkJ5#4_ii&%8KHSBH{KTP5n4;{91)1>Gg8nM zkk5Ohbs*UT30;-uqXT&#ZRu=W+7#O|97zPPK-+n###T{z*)uGM@C_A^JAoLpQCDOF@rRSNi$g;Cx`rDX=RkN5-vvp6tK zY@j{_!_WmGsWCIqRi(Xt`ASI8fE9V?-*)0)q$7^BqIpY8^S|r+K+~zjOgWkd=_3^> z1s(4sAiDi#!PiG(I|tMDUl@y;B!I7`G-eUO>73@Dny7@MYN7`RsC*M-)pq;Wf)Z85 zD?{93YD?T8`jr8nLa@rr4apY#s7 z=@m}g&?;xuwegSy()fyNa%WaqlYbS&E9izA669Se>7Tw^EeZ1e>APhLAn%_(Hn4m9 zKcs^x?fB15YoZw9e9Ak)=3Z?*zUsd!%=ZJ;e;Kj|>kWQ_g?Cfz%~L%3U~TzEvAGmJ zC*I9}5q_>iP=Lu1!NcY%^2S~zEwl3WEzTK z0a3upPVi0fty){9PVub?AD`yKtd)9n#l|$2PUj1QtZJ_`E#Dk?uPQ_an=sE;23gf! zr7r5D{461oSl=bS;5DPGWM=;wS!ns+$n4NH@>>p{|C$jU&@_a1JE}$(G;)#;60k*4W)O#z)er(@H2y(54tJKY?$rWmhAOu)*W|b<; zvuX#cECRW|W@6<_5sM_7w;}7IzRVb~PZYDu=NKijcJ52uDyCY#_U_o0K8JYt__Vv8;lP zQH4aW5msAU9V@Q^8U2l*iQTFV$y_tEDxrg|)`h%YtKljEdSx|0D6jX0)Heq#7L0r}>uYB_lat2#q2pL%uUL_bsqA-SFNcFBlHe#!dA&9j? zR(U2zS9w?mQ%K~RGpl4XEd2r`ZOy2`icxda^UDzJ)pl4JTGmjby!yO`7Ziw>Lm*yx zy;sHnzAvi)TV?%*9GPDT_!BOuG7E^%s+nJCIr2;DPn@9kTmC7v1``wr6KRyKC1mre z>MyA5{|_KR;Xu`2)ITwTn))~DpAZob1&3Zp@=67SPp?+scch@qtsr8nmi`VD@l`K= zK}7Y}^C~!0e`);*i83L0`J5F}4I<$rm6o`;NP{LRLY>~gCWXGz3-|>M8x(eCx z%YYdQgvTGCpX_k=ijg!9%`FJ&Ts}65hkMOrSRRLF;?l%@*__=ZS$?hc4-5jet z&%>iA<{4wy@N=(HPrc}UMWfbd!o0#9X~QM+QoUoO+C)N0r}{ldLYGf)mcsIPg?W$M z2L$XDXE)T7qKB3X01D@BYT?izXGjJPPf&Xfq&(hjDPY^0s?fxYs&j=GJ_$)ke160K z%{DKJq?psqRwMkSuFlSK=4~l1!hq~~Gm2QXEBmNqLw<{e=Ht_L{Fv7G*{MU)A8=5c zMC+a_335lMRb*i1upz~eBOa|1v3KG*7KCBWQ2Vuq8 z- zy6At;aUj22V`vxw#>=e8~%`qO)TvLWfTq|Gclpc*f+jmeP-&z9BZk-8{Xe#;mg|5~BvBT+{B**9^YEYZIh-`~v?&AKqB8lNn|9P_mAC*VB&{@jyG1#UdTuAY732i zln(Ewq8K9h*97hmUhkMsRF!ux{;!9km?Qj6D1W(XZK43XW?c>zMx zhwsci+MIjqa^7Xc!;88T)0_4K=wa#Z7G3Y*O2&LrPzIsTXBz&~YT_Yg(}lc8K3gLB z_D5X3VD~k@@~tt=&Fja(^kARR5053Q8oiyic@4uN4|Sf4JCDq~zBg=dUJl!wokMT$ zH0w-jquNl;zdiIxDj?Efua|rB)Sj;nhBkW%%UlMBZ2z1#i)#$Jc^6Izl0Q>Y*cq@O zb|y2Y4;)QbSNRaJ)lq77T)cJ@6>)CeE+Ci(9H{WTJYo=Vpo)FmY%FCUUMCkMCG{#} z&uRF9*y|Y<2QTqiTvm}U8r!q$ETr@P*@{mmG~PFC%FXCMiMe#xe*E?Nd8O9eN22TI z_ur4Q*EwTWa$))pgfm@XeRNf$YPCzC-awG^x;bTk-h43w-p?0m<6oTIT>A8I*vv#2 z5O%Yp&@k&^Tw<8ZvkK>{zSp-TtJmd7A{37uIsRhvH@`b~`FHy99#;6g(AivSB2Z>t zVBt=9ej4xpihA2?H0_GE`;S+Xo85Lcr#kMO`9?2JN*Zhn)ZuYIvMi*yNF4~6YpEiM%v>0ygxr&Mbk>B60}+?_K|NE@2DX(=@F5Sd-EwMJoG zu!SJI;_h3C@UYKOVG0ASr@N%`pizE{f_0-uViG09<8IM=?|dT*jci=Hpr4*756GUJ z^!VoU7?$(e=h5aHXHj1-Ds;T#?}5~dBc#~oGe=ntg$DX#`frEj1B^I(Me1eTQ;>JG zUXuS{M11VpnW@8!U(UAP<&tx3XST{^v7L~Z7RTlFOPuHwFyI?krlsElem!(0;H&de z{a@jRp0&NWqYes-iQMJB^=O&6vhaq9jICR9%jFplPTn&zjugL`>k~X2oeVwZM;Cf% z>h9ZSvd&n{P2=PBJG)9gTzg?`s95}S@XaDFs!QNuI({mgJi^hW3>+GKbNi$|^_DS@ z(Eee(ufAXB9|4Z8p1tCsK(3U}nQaFU{wKh1r+mG=-R{EE{n-cS_FO0%eA;4y7rMPS zPe5Q7zXqJuUz+Iad`2a-P3+sY1BxRPDaVR~4|)a9muZj=&)-!~Zre995TU22QvX_S z2jsNX!Uj%Dvty9e={$Pp7tT#zFR%U?X?l_M=JzL?9!fFZ`F6ZZd0XKDZ1Q!^&&o^C z#bzK(EFTOeCCZ7=eLp5;Z%)?#xDjplDBf?|j9_Tqvl9ieX`vRo#bZmB)1JwVI@!eJod~DCVAvyLt z=Ox^SDJyALaVbZyxC65$%tiqTbsjX!zZ`&v^Qsy?^TSTZ>%i ziG!b*j%PjBU3^8ME!#^9One_=v6sRJ&Y#Y>Bv{gt`RlfMv(7V>svzAPZA%0%aHd7e^~ci)A`0S z;Pl$-UZS&>N<&qB%PAkN#~ZQIXZKXJ^P3Mj1(k7mHF{FI(WbILg{R!kjrTQn-A`;C zJ5%*>G(Wpq5eTcSoZv8NMHuy%c(eU3H&l1NN`1~fPLYP%YQIbV3L7g(G)_vCZF@b} z>^-Be&O%4NK2aLz-=+7C%N1!#&JV9mfj*LRJSy2M)fVt_=Kw$V!HBt8&@%nf9}69G zrMd}l7$vU6t!L9ws5P5#)Yj#7W0V+|m1bozO%jV$19r+ZsU>2yVx?$Jtg!CNrAHw? z>zk#n9GfbC7h>O4nQSwAP-fP^2>TS`9}CQjHB<@K2ue!wukra?o`#F zTt{!+-7y+R2lSD!uD&n{AN|uUeYOwwoI)CCWIR{H9(SRmn}&%+qOh8v@9?s_N>5!B zkz3J^s)0N3=>t68Zk#kMeGdVIAb`tC_|{X#mPB*aH1>Sg%gw_y|Sp{**jr zL;^p+Pf&vrRAWpAcbHz=)E+FPL$a2nykOQ2mVb$Sp{v?@Rb+$m!&g6Vk8L=*ZvJ9y zXpU+5boea%Yi+BI?lFw4iSIjz2=jgHn}Ou*Vv(e8la#bmov!h3vP8$StHutf-OuPD zoc!#5*?9)0TJ-9acZgQtplxlAc7ZiY^`JlzgN4xl_*!!j90YD`?o!q(Ag-R=YcHdk=i zK~ip5WllI}bklLAg*}(Ebt`87$nxDJmJxI^3|dP9S~b7AeC(gaSupnQ&CuTeFf_j< zUe(fPLh8hjy~20QHNo0eS%gx*L74DK#)a5{kG!eV&5Ll|Q~9~5(EV2DPloj>-xu`f zpZB^w`Qn3z{rp(Mm!h919O6e)Ucl{&Pk4;w+w}1ETi`BNHxf4M?kE|!Yx6Ts%NSvi zTW(s+lGc40>Ru(B|K^n1rwekO?#OLpu*It6+!Oa1ZXJ2=zp5dmmm!-WC_Ff2Y+9W% zwyq8#D_eYsYd4C1ZrvX%TN!YLuyt*P08SYO()j8s@r?#KmdcxC(sz|O-+y^~G5%_B z(1Z2&PRQhSCcoJ#J1U_j(Q(9VpPkK@FZb`Xmh6z0xqI#23GINw+`$Z6)IqJMNb()m zbcckM4pYhZAMZGUp8TcC?#U z97UgZYMzVX1nyP+`e?&bzCA#H%{4~0BQTZlI4d0*C0ASCSNf`ayVGOK;bhnSZ&)~< z!`P%Tk~7cL%k~%m{t7SZFIRtHD`%pKtKkQHd>ys9SO1%koZTa|uV{`;et^wGomiQE zdc=k4Ooo+Sn+}3GGrUAtuDf3pdpk(%O9Ic^!5`+|bTkxqqz$59>6VJ=&$$bH8$-T{ zR(!Ll#WW({f4+Fz)pg4lT-tqUeaD9@`|tRVz8E|7!rlMPjGJivA(CZ;D zQoq-K@Y}Fy;zsEf*TZ)lQ9T}yZbP;^>bIdtk0Fv5FJ3zw%a?rjR=fI!4cTrrcM-QD zJ}zxA$-6e)dO>SY;8?Gl=oY0~pQtdGEy(q+3Xh+xxie)9;o;S=Isi^u&sHa`yQ?m& z?wvh7P>%v3a%-zn%XK_=S0}BfBCZw|(s&@ugPA;f%n^5LrX)5ww`bEP3%jMbW z+|Nd7DJi5-56pY$XXA}WSPG5Lvu^*`BB52cX{*%kouZhdPBHb$2OeBhIAtj)#dbUu zqgTzE^tf}kGM>QVv}jgCDSdFl(La6~WyweE-UvwUUjO7{{62HOk9}R%l{c;6l{5FO zE5lukZS%6;mj;-enBHu(>)lQQ&jR1ZLGE@-by50Ot6&x3_ICN6WlVZw#pS|n+S}iE z^(mGpdX+rzeOXqSqt+$r5vo|JD2u5n*Y}nW?%I67CTNB1#pEPmubZQfVXdH2tAqo!lS(5_BxiCla^P%b*z+FADg@0?s56f zfp7zRu9MrF-I?tNgcQ%U5D7#i)AqFeDI>$(YWS}#=O_GF+Pln7k0!3_sb}Xb-v*CX zd!$o7db>!MqQtl99@)lT7dj*@ShGv;PF&hOBye14M0t!P_hRgoWA-(HmYN%7Jm6+g z6238*JbJ=k@R%vSb4rRSmZ3T=^RtXe6Q5O1LiqC`H#7(A%o@~M7KSqQKBpXRy?RDY zZ&cpk~wfn=_Q>n)q$ZK3)exiHlIFE;sh z=ia})`hHC4z2vUQ{`C{*-Y0*{AgfOnRvm4tn>4*%tJz#k7c7`>4*V??mx@h}#CHsR5o2KX!xk(v9&7rE97}ilm(boj1SkGN`!RkCvXnf;0LIra_t5 z?su|tq@yo3Yh67`K4ljycg&Jzai^=xXIK}d8wDW8Ib%13Du^b4HRac2d>;NPzApJg2rg-(V4$Vfe^%N_mN5z;YB>)*T` z8K$C^UKLcS8XjAf>nqb?=2#b@b8*3NYPasxfQ-h|OE{62=gN4j26bG=#RY5b`*;*= z&p-lreGmUn%C6O;xOI|2!pGvfjtjwR4z#k&*=m*uLxb6ze7*0}lPB%&EWAI1FtqoC zzV*1k7OXJv5WHPr%t{PA&KETZ3C6p~y)E(gb{RVEN*4I3wIqytZeN{WeoR!3#d)_3 zne})J?v&O={(TVg<6RqsLRMDJXZ{+55Uv&h;&^m_c}U7VD-`_nk0&`^uk$|H#Z}In>TG>pt$ezpQZmqV>7Y_XVN_ z9&CCnj;Nvx;Pg+VPr%U>MkN}Kq)@JOV=oa-%!@8GxdZukp#_&V-^*3W@u#Iz+VkVH z+Zya-(sKI4NGehlF=g-WoiN)faY6~Zg`_7_Dhx$OC-wvXb8vyRUb1Kb4r8!goTC=XV%OYJN;j60+ePUT85oo9oB z=Y>L+#a?!5=c<_&hthKHwXwX-oPKCAkaO+Nc9x&a?HV<-`CfWO;;<+u*tsz;ueH*D zGF|M{bg6OOHY{`WN66ycS)Yprj!G_B47tTth_)WkbH`dF<;{V-R}C-IPa4G^zOPoa z_{N8>Qq(Qx8^Vj4K5FMFSrs`ut-X8;#}^{(%u_uxa%f0PKx~|Tb1o(0Nx*yWYvzaj z-ji?H80aB}{C(TCf?J*Sw)#jWf03f$Lyw^| z7Z6Jp<^VfWL+iaJJ zLVT^ZZ}FRW1$fmLLJj|P;+5<7e2yHu;cfUqlUc?ANKHbw$+uFKi9sLx4t>^1ImX!S zXZRSSo}4n*gp2gK8$iw|7px*Gd{0v&!X@Pvc*hkcMok4%q%6XV%2DvoCP`AY#Av-a z>3OtzkT`&a)zg)>p*4c?di##gn+{8zu3Az=dh$PMnwFn$>f7qcc7WGrQ)7|7t$pig zC+mTa=5sabI~)S9lU?_EKMzYA)w5=#t1&+92)GX&6$@o_3^t06xmOv?6v@tRQ{AO$ zFtx$?3(>?*7bUg(Sy_||YftJ(`PdS2gIrNdt>Mq9PZD!j2WgyK+*y8VC^0msP2`gR zQ?)gEKw%^4j*3lPHFg<3Fs6#N5V6)17x0tW;$aXX->Pv0q4_iHvge+s5#iU5 zPEYV39`Y<($9>lovO94@TO10sYjkADxTQRSN>?LunMr_ z+?9cH_})2>Z99^NPrVj3ZIn<{DBJe<)Ek2x$+7beikF!$tQTnu5f`=!u+MI~d8V~6 zLx8<~t1hMBwZRjYN=isN13_R_G19eVBsON!-jxrwMucb5@rlAI3j1~lbO9Z5o4dw^ z)*(t1^CK$iA}=^dJ*V7iwrn^rwWQMhocs82LJY-N=#5$?#N|-~?poE`?F+tM$G3d# zA-1;lZt3b(XC^6s~up!UHF3HOhtNeeO!4qr~5Vt zEit!G_KjUtdlF{%hNI-kIM!kpnqXI272~Mj2&HULm?|GS|_=oX*}zzjUW;IO_gqc_#RM=&%Nb&(=GJ)hE(;=|FO*epH#k z2lo?m7a0|AH%Yzj$K%|lPYK4quLt+^olE< z_;4PuoI&<)biXq@U48A#!v|x69v?=EH_p@^OH@7QKO_AFNz;_QkTS>m=_nM$f2SHH zYqD*pnc~hMmRpmVV$jx-^vhk?v+kXi$XKqqLeI%G`gh)H9@G%;Ah-{?y#fV3|5Yfg z{s%R9<^AOv6r@qFLLj?%bx@x}AcMflcI2+X2T#Whl8uAb+hi{BWQv@R;e8??*<`R+ zT3mdcgmr|$`gKjd`*!8<)Tu$_?oYMsYZ~-yt{FUN0p8-+S2NgJQ!}^_#&?HbVZXJ6 z_*K)R%E8@z>mKgr;n5m3&j-tOTJZ+bx$2GH$|g8e=3m~R>W$Zlp)|uFf`AMkPv_cp z7zUye+ztFPOpS;K;u!xPsYy6!2J@b zxB~J8h{e7>-;?$nY(ZVsnWEPPgNLUuMm`I>9A*+5ez@^Iom^1KeS^9z!uKXB-s;Oc zuGb6q4P;5T1VeP%>EhPRSB6l9nSh;-sdD$FKg8cx6PQ=oU=b`BP_iz-ed8EUM)LLx z5%Tp@n;%Ub`!1zo$h`~byhLv@7&U&hoo^vh? z-0-|y?UBNSb&caM)ZcqYRNOn(sx+%xaA28tnv$yy_8hC#{`76NKdt_+Iy~ZE{ppMp zD#8IG3OL-n;qAY&*4)O&^KGqHnVh|RQ9P1d-k#`Z^HfrPz1oY5l4bWFW?U~A2>W(> z_juF{zl{Ih$YiAR)#uTYHpPcj54PQth**F6klQzR-*3D3Up=+nAXmUc{?bOp>pwL$ zzHN-rsf7f3GeC^@ld=bbsGuE@Y?M*i3vlD3AXxSXu)(e$)XBgP5kR0Ed*Ma6OF z+X|NfMOlMFrDTQYVTZ8})5=+=!@HWevMp^w{2a2fQevNPk5CAcS~u3>4$rJB;UrYg zb;L6a!0$+X42!!gKBhc$dxHV>``Mj^AqUR{4+-p%2zPsZzVAuj6<1kIB3F5DHNptl zEEMv^d+EiMC3Vhgg{jHsm4OXX&5gP8-iq}eK#iQfR|6?FJK8E8r45PS!#H#_Y!dO@ zX<|KiSU57d#CB2MUvOX;^9jDZ^LY*IgwH4Gt5FBUqqh4>#eJ0TUfXwUmdh zo3-;I1n2^NA5)S)8#Ev6O8>O)dE~{#4co^tr=Z5o3;gU2=RduW06R_UYFFy|H8df+ zQ8mWv_OHC3v*7#x*m|p|ID@8Z6d2qFclRW?yF0<%CBWcLa0Us%Ex|pwOK^8faCdii zmqU0zTmL$@&ka3P_3qufc2z^nyr+)xztq8c*@>L7h@%|Or!z2%0UMX#L=CZ>dH{95 z8QaPx;S&Ytr~Sq!$NVjIRZn-MIi`a=&FWx*4_%>A8=_W2SCT9dBspdT!$9${LS<#N z<&pO2vzu|6;e6r)+w$d%VC-Ox&CkmHZoFm8`%v{<98Bj)k8Tx7t3xq(;_d~KveJF* zbO*7|J3_}jW?4RZ2vZuuM)v0q$_{GLSajDWL8eK5m@T{PeWp7Jz3Nf5zM-K!4!$;z zpNQ_e%AcQ@(#V28d-|AGSloX3yXIGE8SB}zBiO;gVPJbmt;#dbfH`M1$t)aD9omIe zvReQV23BlPZP3)V>h3yhUTU$rt=>|?>Tu=29; zWZ1ekgGWPDk?Jg>W!WF*jYKh}7v^APydANaYO%{~<8lo`2yD@dBmy)(eZ4MnKMpJe zQjh})B&dNp;(2$EqZzh+N;ORJO8o2fucu!}?nmb5LqWJiRVt$@V3dTLAy$np(wr%k z{gmU@XJUP~TQ_8z{f3f)`ijG1^Bfx6qA6mvyvk4X634e%@mfQ+VG+trLu_7iAMf>8 z>P_O~fv%|6b`{HWt+th3bk)X(Mj*p{54qdA;qGKU`-7E+&YZ76gQgVA|9nr>_G^ge%JC&)sB;q;5{@dbH---3Q|RJl!bCN0O5^N(;8kYURKE3O`vKb_(^0Q{eg`0-Ao(Jg)joX zLEvcV!XKp6#0*~NY*E8I*84*%g(RVr0ji;+lW#wns{!UBU>w1K)1j^(Eimm;I5Q@i zaso(y*Ss%;LI(mA*Tj-~z{IE~?SXCnB!16xOx<`9YeMjfoz8b&W6E=(tw^nKKG4Tf zlrFfu@V8%tzB%!AmW?6QchbxqJVBrs3zP;~8*%8N==nP2sgjJYIjtoGd`i>!g$n?> zMQkLB<|TtMzzRmQ!UV?JJ0*-j%=;=;g?h zJ>{|1K|6o*v$xfJ(-`O&&T7_%N)&WI7+fe7D9%zbSC{8ZvKpP zY2Jln2(q-7D;4mtOqoUxhi``x!xha?RMcKYjgd@n&weNQN~dX$!@0%a{)zSVFrb1r zorUjUhe)(Py&}n`j0?agT!oCxjcg0pRx8lk0v{0-H%SIN75Cou85d`1_lmR~2#66I zkTi!S#U<@xADBeyG2Gk0>iV`B9j@ksI;2`gu?Tqh>~VJEDZl<9ar0o08XVW^2IC-MGeWGcN{F&)gI0N|P*YmY1Gq)m18kK3E>c~W2 z<;(6Yj&rDG6_1eMYNlbk(zD5`gnpqW!SfZ|x0Qac737m<^Y6(?tC?DVRY>kwhJpgJD~kltYsV)`(|wfz#q)y)kD z)1iiO%Mu@+RsKx_NYMC@lLkM3{EP;zvZy*&d@Q2qpH`l8$3 z#iTo-&r}?oxoK^EXfPCShvTK-jd|MZ>Qe16eUTbAl>!A0uy4t4NnNhbdKEVab??2b zPi<&iTWm(+6<$U;eXB?*EAY?lUF%>Zs@EG}?$75u=lS>coW6Ca>2jQw=eC+Xse)Bb zp~u3=GQ)80Rz>w;UrEN-1BpRJj5WkU(wqp%= z;C8@y|HnPio1!F*Zwfe@Qjj41LtG~8Dn>zAK%mbsLm-;_E!fciZ?J<;63@c`MBsM~ z_O1B%U*VRQCKSQye?3VdpkT*2p2v2!9Ha16tCFQL)c}@dk%@9(l$E>Ka!JaQ@AopO zwcPvDUaQdMxuac`vUXIq5mW3aDLZvd;Ge-Ehd^V|u^Z7z-(la@K91IaT*nb6e)xfhMs@)2K zgSNKh?re(So!l8AfPYX$GojJ9hv!^s`q27iPKHvK;TXZ1&NiAlvJJJQAX8V24jS>r z1MXWUm>bpVgl1P61ooYBm2Cp|86 z_%1mZDE#t(+~{fze;;2;5Oc{hpa_UzBr|M|slc0!1?6f8e}~YP@fo@!uN??NZVE~N zNqIpW@~kBLb&zwOY;}MhO*eNW#*%f!J?`oU$HACl8{ zpwb6xB)73~JA)>Z@(@yr59rQ}_`}%xG&JZq&?YP!VImtj{yNG)-heJ|GRneS3eQ&X zt-vV>@&%WHm(Poj&}#E4j~q#*IVjYNVSh+N8xzbA9!`+{dNPRn0B1;dg&X|nCYVS{ zpl3+L_WehKH2fO`r}5m6oI%c`N_ym491Xw=TFi|z0+$zUX` zPcvfUdMqxIh%YyuF7A%o?$@X-HxxL<>+L$h;c-T5uLG2e{M({qVf z(f)o8IBdVv%p`ztv)|{)yQX0eX9GB`{ib0Gj zwFKOK*d9Z=sq*kW+0KXPb`&_lQIK=q3K%TfPM$XOy;<1?n*R-U>v>Mu%stO!(={)f z{+n9iv-=&v_c4Dkn6|xMUdXOqK9uCI!8cW1Fg>4Z-|sJ&2|lH!^C*`It<;q^)!KKU z-md$OuKC|Vv_`O~$w7~fBqWjaOFQ)5M7J>&lq-IkU1dGT4w&>@NPOoQpjL3|^$WW8 zDfV5YRvRL22)J+eeD;og2z_*Y^t@oD|D1)cv-!I*!3wz$)TTp>H|&ZZ*Sh)~uJ-9) z@EtZ@(C#|K)jfBY*x8R!^-)pyML*IHfg*FxnE&cLtZajeH$ZIu-TITHo$25RafnvF_DFPaKj1t@3ftJ;9oLs zK2c>{-%H&gDH-l6b_QoXV70*Xx5(XbgNgj>jiD6+cRcEok2@YmiGnb*7SN6Y9o?6A zQx<_0{x?`6&FlqQHn7uJa9JyoO8R`HkZ_6}0xJuj)G*2M=z}0hfhNOypSdg~X9SO@ zi5I-MTsqB3SC1|iD<3|Q`Jq}s4%4hNR$oD#Kzi;Y&OE2|9^~zo2n_dEeccxv250(L ztAiTkp6`Zaya#hqOr~kPpF+8A^Wd_MPA8Ea`9E2M$9JiTI^EjxUjiyDcj!OgJ!RGJ ze9C%zQ7=u25pE@n(xENC0Z=E*WkFh1a;GKmD}%^Sq>6V_mYbsDdcPM0upjARD^KC$ zDL#qOpWjU@P?xAx5i>Zi>P8b`T>w^4BTk zV~BHNr0Nk)i2Z-Q2tDrqzomakS+7YQz@_@7yyJih>9$_8ek73cFdSG9t5qonY5 zzk06-!27-bvG@B`EN0@195ms7ybyB$2*3Y$Aq+#*)bTpnlb0R)&BnE>;VGKNOg>l< zLVuv~8c9zNkA74V$gQF*Tl35L@`*hZnD|47%4(QI3-a-h z5D9T)WEx6%*8SUb=hKn0nF~VS+efdq(=;!}FS+jGo)KHKGUMP7=pUQGSJG__=D#&a zGr6@$?T<*oCib?gJv;eIs&U>gEX5adpQsd%6}6tVN{K^Z2GhwdO0O>UR*$uQh&sDf zb9yZ1cxCX{6yURSMG_~K5*HKCksg)Kk`}m2dun?xGt5^Wmt8(DYM$!6j@cWwusdCB zeW)F@$=Yyl?!yB2P%U`9`Vz!8E%q@i+lF9e%-HT}+c}YiW8&}U&Ri_e3!R<40wW}v zXy4BJmY2VEr_;vEQO90w=UnJxBBkDMS##~T^H^xSn{)yw?S zYSAyLZ}B(PSF1t2KZ_j|wbg>4MSa6j^T1qO$6d|dP!x>ii)-G$BStyuN3;ffd}noK zG%1(+__i^3RfZtKp2}l48G}uRSf#UlP}Olug)3<4A&5$MHC* zP=6L8Xbq|b4%ne=r0;~uer~~@W8c&1hlZIC4bL;Fj-x%`8RRno%+Hlr-NR-A>Abhf%?u9Iu9 zcnOF~hlh52!MaCoPL~RUQh8OU=!u7VJggey8f{cP&&fymV>_(M{*c^uR_wS`(m8K+ zT{q1Q7^M~afjs&ZaQ3n^e>G$U%wF{yHNv^+{GjEh=wIFFR(Ps$3Fr_A8ue?FYAr!< z2SZ+=20tw~c(q56t{oC%0PPjI!*&d*p3vR zzFArox~;l=2<^47QqxO6fG8%>GaS|70#n{BT<2GeOl5p;2wMa=ViWF7h9BChM5m3| zE49z*m+UH!>l75pNF0{R2vl6Z(xg{3x&Tv#Ph@X(}+=Q%td%RkKEOYrLxct;PdLbA^A>=Wwd}P*g$wWBlx3vC%3mwiCFs_=|FL z96W0^Z_B$Y=1cz}wXV^!W^JXv;u%>P0_x`81N2;A$ zGW7X>8GopC%O{mIEf@+~pFU46V0B+)BmAq`aA(?;5;2ZTlhzl3&^EY@T7~XSKv#?X zkuv~1DoR|Q==42OlxY!OCy=_JE^K5xIq#16_nM_4cA4h*y)TGy*wg%?QaMC1$!NZ4 z>B5`f+$Wm??)b}oZm@ikNZCk@tqX~_$WdO5eRWp+r3WlZ!G=%k;#6~6;!15RL4!uw z0Di|cB+K>@#~9?$6i=I^^B=*K@Z&FL%M>r*!VVmtC=)P%z~B0q!F$;9?d_EwmxP-p z#6&-u8+mp^-9yNu)A9a}lDX8N6;VQF=&c%G=qu|oe;|Z__i+CnWCLV*I6V`@#`(v) zLFp$qigH*ItB{;%>)eex+pv;+jMbBnRO&kJZ`NVfKdR^8Y#p!BYqw5DLqi+>iu+QX3(Y+i z@l1WQmV2UYn_qOXwX~oN3DJY??ue-9izL6zm$F6kXzcMm1(#%Y}9?yfNg^j z3S{cgTtmbQV9P>@f>do;O&p(^BSKySW=rki?Rn)C0QDkkJ-xb0hurR97rJ2!&mB(Av*z2(b+GVxvb7CsI;x}$T zdRup;vF3X=WiCv*oi(~%50rcJ*DL@d1cxMI4Vu=~@(8T{#5H%=>y?1MXvYZ8`GL}F(JEysE zPQX{5EV>VL5_;0=7Y2f=iP|5msIhe|!uI>IA|Q>$dnV)^Rc(SW94Vzc%^cAs9jDdZ z%;$r`i=_ki6ndROJGGQrL-;4HyUVN1r%|G}QaxCun9_6|lDI+?u%8?Yb;{!;K_BzL z`-2l@=NHH0ldjCPkbj%{=)=89>34i7(XzP^g$hO|^}A~n7+EMM9P zOHK%cm$e@~-CWdP=YW2<%1=K{KOG3*Coo4`1C{gq0z;hD#ce>}q+wq8^6w$GVfAX(Wnl!{S5Q3me*UbJU~5O8!Yff<`c+UAi0_aRy8g~ z@1f3b8QcBA1vS0}dx0}JS<#KRn<(fR$SV3lWyY^`>x`&ZL8z#z`=OCcap%(O<3a(} zPExCXjPJ-M0{1@7_Z!2mu|dwX+st*nd(_=I_Ownc#7|7h4GY5SClD8gdRwbeS!hfY zuN{&v^f8&vv5T-y7>AcJIZU@{;I_x3*PkuXU(;C?J;bzs(NBQ=svFWQ!`}!6^VcX1 zt2wE9I>N0@tig4j)Bqrui^RwJNGz4%M|JSdB8n*&R5f`0x7+-$qbcDViq|>e!W+5` zMHqv9a-K%KGq_>$+Q+x-Q+Q|Z|EXQR8^Tj3-@d+A<`W0g-fX%^|5LCOvQSmV3I_YI zaEdF7xhO%iK~HJOA_YjtFVQd+*{Oe&{?HSHNAQ`w4nLbtoDNaKCZ3`$42uX0Jr>o~ z5kA{hd2go71?{PNkAfTPym?fKLhZ=I`_}D*Z}+Y2j8FE6i~ zDNWexyq1j5g<@|@u5l>E=cFXj(Encsh&)B)&zoJ;HOrp## z#}N9QShlWON*$ah{smi}h)>VmX5R2;bQi6X)U2yta}I~cie6k6F|QuL%i}*;ZyyWt zEEKFnFYFLpMPfdrZtY`mViu{p`K;6yegnQ@&id-W6>lDt>NPE7yXFRwZ^!>m| z7knt|{S!lugW8~zFDbZQ#RQe+d~(l{8wSn@qA80QwTpa?s&_Sq&+i_C{6=VexN=*O z-WSscaCt_QU<7Gy3`NqxkfrcM&L4!GVb5>~J}3i1U=lH?V>rO2oE z#2J3S%e;3RW{@YMW&)_e2apiM@51d5k$+{%@1rfVd+dbrxV32#7>zLrqP$⩔eR`1^K#FMT zb{qA%ecnxbUEvyey4~TsjMDm(T&op8+Req}>X5BBh|8pQ0sfM6|7-oC(PUA}_~~db zm;7_`E(+PT)@-s=7eNX8Cqz@RNjjeDzX|41@wPRlwMq<%?AMXF-z8ZKc-eO4l2-~D zySnQ}>8r3CEd*YSIDCE^pY4T4<~7=sebu#IsZnWyA9rv*8MV6YSd=yW#Zw$Q5WFR! zJ;rmhz}$qz$^d@Uy=)I&Y+avvCH!t)g?Z9QPWzBt((e2@!D(>e!tngcDgJlDhf6l?GW1 zw#E%RH(qKvsHKE<7qPq(UvQQ}S-=I9P8JE6ZiHG;eJfz_=&$?P0(Loa{uK#>-_v2j zArkRzxXL?_WPMKTOal-m8Yn;`{5#6Tp&%yS^Frl6GBuSM+{vK>(2P(> zZ?~ZI2%Kk38t!aVRGy#Uq-pa)d8OQwl!X>6Yxc2xiLo4Ytq>h{B@wZ3CDtSfyPVTj zQCj8;{*mVqp4EG=TLBnrf&|el5;MfPx5^6^lK<~?u~1W~TVe3;9HHs)>D0YLyR*^G z46G!b@4{J;gOCe(@Rg?i8X-8k>;>yGdXTf|8`{ki?rZ@$={cdl!q@`S^>L3i1WXOX z7NuGsZHAYaXCSGCp2M2*r5eY6UEKJsS*<&BYl(6!N> zhk`dauRAj^D+7R^Q_m&Yaa%4|vo%QFuU`R^!sCSH9%T05HnZ36-4$5|b*cK7ppnGb z53s0G=A#D9zy{1?lGcbeRc|^Yq=1%>VYMxy%CJJ58yTx_Z6e0FJC-=ghuqnz-_e)x zzTZ1Sn0q4bI8qLYqYQ0JB#pQ+7d#rJSa4l+sVR0H(RF~&ZkY>%=~v!*Aw=>=RI#@t za4vFjS@He(9mtb)2GW~j7B^#bY00=kD2EiU#bAk~6>%o|=43W_gc)P3Dcxj6qOi&O zg6I|^Yf30%2%KDd{_vZQa{D;NTS_OLFQb~`*8cf!Lt8I+!>17&r1diyk7DQ(>lj9wy*(=s;W9_9{g?#BRwz%3I38yrGJu~eF z-F0^Ua*$k@AdS`XuS>8PxX&QJ9Z8J9sul5 z_~J#D`O-<^?fWzSsJvj2$#Z96{KoR;B0jf)kHK8qn$n#vi^NzE8~tMi+Q3?7pQz_h zR9-*Er=m^bc%tjrBZ%+ibhL3uh+q?w=!I=ri39ZmHpJDDm0iMzDI2Ofvhj-|?D&me zQFL7&cu%9gDPa|1GbmB`cC^tJsCs{)8Fh#=vI!-G=Q0^p_e>$`702WfY^qVbVMAlQ zl#jAVF&k)Y>%Ma-d&TFtp7?w6#LI{G)5cZt0~BTJ2XBaw+>ng7@W#J~ckw;EqW{91 zJNNeWKb}GI#9y@lqQsF+00LMR3S#j;p%$^2aKw7KaZ6~lNSRvDS(7dF&=M_?EP0yu z=KUg81Rv(#G%w1Ts9I7cCmM`sQY{t|IIxGN-$iC26^<$a-CU;22VJ)KI+2(4@Pd=t znJsYdd+N37b$Yw~aNeT{1mJ9j->k zdlNH7KW&rN!Dgy*J7(S4tnw?h@|ospdNULXVHpJ{D@w4Hl`3g=f(dheiDa^Ax%;g( zXTsZghY6o!LXl@T6GH|^`SC#B69syw1-HNOORJ9*_f@W&>#f{J+}4NGcRe zyyR{nUZt7$5RJnR_&at9c zfF81IW*iHZSwIV5#F}B}w5UZrfaMC%xEd%C7 z+Y!*LAt&~zqAPt7Ce-pZ{F92fSb%*xDS{}k^?0IDv(s;kvJ2%+7|#2be(+)M=_m9r z{R(UoeG38fkot)RZGaDnQ-y#w!rOJO0iGxg#8>4#i0DS67y4>>BH_L_d7F$evAhU? zXCTiP`%N-Ahn%@ZtRwFi{QH80|1GEpBayTizyRrz_}mWo2%VCa zgqi5L3&2hk?f~TB=`@W3cn|_L8U*8&t$kB+JTIT`ZtF0Ci7aGqBOyjNFWnkk;g}ov z?Ts89ZHyc;ka|Xtkw=8}6)^qg03qsrc!e{LFlhD=CRq(R06<_jfQ;eIiYv?_jrDHzPHE^LM;j0(1x;ZyEU*fotEdH1f7#P<`8;6OjttFGYM0YfBRZaNT>Q z8p!|U^wOt2^YpUqln2Cz`opKtB}OYO7r+kA2>{;}i&MUfPq>UtY2%%=Z@7QuQWL&Mt?&`^ zy#eVYdUV!N{Hsh>_IQ5VX zFm&xzXe`Ck-LTE8ZX9bXvfm}+5(Pg~bwo(%S8LR+q8I4K4v3ZH<)}>E0MjmDi z7k@xkHLEHDhWbGG^xOaeY+ixIAes4?WlN)&37chr?YuC0pO&-BKGZlZDFwOEs~7OP ziVY4_Gd+~`IpSbhJP1_5nOG$#cKmGDQ%_cVUVl`|YQq3-j?%@e!9eSGw+)`J9F#!N z8E6%(_Rxc)m{m&|y$8u>&{dM1d*NJ0P&4XCEB0{xnaasOkg-IgC&edUN&kM#kwF*N zrMD%&d(LEmAb#@Z9(W(&_y1qf^so^UpB$YMvgP;KV~?PGIUN z;c%-!%=r8ie%RI-L#uv}>v61-RN-^dtr53(h?||COPiCz4en9P8Vtr)}lo*qBbq; zPA>x0xtwXH&nQ-JPEcq!QA3e6!tPKICT43v%^M#UO(f*536`7=Q|ls=m5vcQiiB+KSS!DvfQuNOih)| zj78`C7zD{{w0nVN&to(ltLTLTio@nf@1WXtaoQ5tMYg^iM8N!P>>GVutG4wEt%rhV7->Ta4YN45lynhf_A}tYbgx6+zwXa6T5wIoC zFwE%iUN5ra(8`?->mZOqLo&+a8ThjAhW?n@+DF8(T7L>=0h7X+tMDM~sXShS|Hyu4 z?>zyA3E}@%2@+<*3?p?n!^YGngj?`g-Lm~Dd^?pqw4pMIeOb%-AvwbG5AYz&+Em%V zoxr-a&LuE1>uCFOJzY8ICYp*VykD8r3W!M87nn2@6KbsT56I~)NL3axBl&o zH9Y@g4bZ3mdl>%)|Jz2?iS5;ZBk+GXf*{uUq{n>;EbVDUwYhpwC~*=VK&1~Nr<2IE z>n;0Y{IT)WggcPkpnf14sj-zxY(%rdkwGubgV`FwsaYGO_)Q&74N$-OKQ^kOoB(w@ zZGh{^aQqE%gu+C?s?V@MNrlRW$44N_Nicrr#z{B<-Vz}N;Zo~YX4{6p%>moXzKJXi z=^Fl(i6P7lwfiD-MP7JIX+QkIw|x53H=?VRG#LE@=2zpS*G{Vq*6*_%%dU-H)uB6%Jd#%k91Ph% zl2w(zm8^bOsc2v!#fg8wIf^+YZkI&Az2@0%aXuATbzb#>D*xO79S6Y=MJEMIii(S+ z=s5J7vQ_MBZWS%>nALnfHaMCi`UV9kPWy2qVHwWuOjwz>LBcoV_D~gBy%R_%_^4iA6 zj|d)2qtK7qQmD!oJK$=lO4WlP!vjAr(c-_9Pnyir4Oj>(a*vN_LSQ7C7aSMA8q62n znAJ;OHS5xW1W^to+|`zbuJul8QTfMbxs3FsExp9FzF@`HTtY~!j%Q!_OorUDHR>GR z<7YPZ>Tn~HTJD|hWGjW}Qi5IDDD-6UyK!-M54`mo?QhCqeX$ICqcVHeP!CCf*31>M z07v`}G#)a0ZB#Y1aIy;wS?NFc`WD}Y@)KUAn!coe*vStS!x)knpxURQv7~;oW&c_p zj~;&)3S|E1c8*wt?*G;u0a^1es8E^jL6!VRf$JO+J(ZxD6MxqOPQfmja84L8Hxj>& z4GaL6t+caO&G%G$L;UmiEmLn$woE;u>nuE1Ihac6=TrT0RfTS4PtwnS_$R& zo^}66l4zhx>`?lTBtZ%FUy{Vn|8)Ksf@)|GWGO9_w?t!eb-sx!ua7%tC98)+QBo0_ zV==wCE<=?A>=;x+&I&kj)Rc^C(X7x#QmZTomDkn65fN3;eg_4?Ogq!c04Uqnc}^eG z+fSFAPw^!Bu{pw~KAPv+e%z1}#|~A0Fv#Zt`_NAkDN--qdL=i^ZlCh4Ow4B-tsJ=K zwz$YiB{FIBVucc!=tH-EM%Pf>kaaxLz@>}OpiEc$U_0#{IsI{vruq#TlNQT2gh8yX zH5BXKG#bTPA0L#H45|-x+FVA9^W~dCBsa4tKtp5!N)DU!@1jY*Y`ZwPl59bgrO86z z0JRBX5_0dTJRJHZC9P~bUYl29^YZ|KS0+5^e?6WsjSry@cUzVTCBCP7YlaJplib4K z?yzXF`V85|PMY5y3{*&jl<`I1N+`0yQI$rp_Bv(88F=Tp3&TRf^u}k-9OPF|U zP5`Mbg|%nla&&=+8~u2ns1rYiAB*6qlW&NWnlRHHgjJ(gi?csSdn$s4{q^W$(gPmP z5bP#LZ>f9;bVys2S_ zq&F!q)RBD!b3MT;%1Nw{B<&jCWBKS{6kA)`Qzui+W}`h8Ln60YTupe%~1S1BuKz%KRFxrfUD%TQ0@D=hFYt zKbqp-zW%rVp{xu|_%ASPjqPmmdu_wbb*HR890mBI_SKR~VL1 zCEG|(A0Kb|+jno2_)ct9mJ-z$$Yk+aq&i7QDHwmO3ua_`4 zCr@xAr)c5PO%F37y3Wq4?$i`-P?xy4#qO`j@h}z@YZe2&}6xgFjz+N0Mq?@Gck!%RFmD1X0Cyl3pwOlJ4`Mx2&;#%PK@Y z@mrT1$7^d4Z7GBO8@zFA8`)R}K4U&23$K*NPD&v=${srFN?0>Odl(DnBegKGj3#HU zXXN!^*&GL;u=XubY$CuN`jjS;{e(S4iRri8vFOLF84`#PBiSZHu!=wt%ZTAirsC{# zvjG7&3?)O-1Nf&yshMO_DQF~KT;MOl=D3tMBpt03ohL~z&CcKayO5dx67c^jAgvz~ zS=!zd5Y2xI$S(N&H$q{0r}DNdM2zUzI7=41kwY5BgAANB=^KBbLT673{LIbF49{9A zN)P(}h%W=fT#irMEOAbT5XmYfX5=31Czl793$**0Kh~3zfjEjJ4BLFhgT}tRvI2EvQQuue z-GNg02(H=p8_b4ym|0*8!~7E+#i4Q3=gg%6=dF62pB?zjd)8=pf;u@g{X4g3pkNbW z$;#f^hlz$d*5V*tMxe-Wj39#8@PsE}_C(w;8To@4=S=5}%QWYeWRKn6 z#2x#*!Nfja%NvP@Tz{c*8cQ3yMR2LwEN5G3xqL<9>8N_~WPEU{Cdu;sfv?BoRYI0s zLSG;DRpgz$ETuZrnaG6Pn*@cGLB^kqV*~?m|`L^+PC+>+= zttaNTqetMMcDE~^9HEy9)|;Eil?g*3u+YoVJg|>;GI&Eq#~3=XJ)HC56kNfivaH?R z`OFbQG{6%Bh%He2IrW=?P{e?DNmIa5`&0*C5vu=%mS=IgcOu?-7d- z{&Ecca`6FHC_0Fzdfg7R)ycf?SZkD+uNN)(i<&8DDy=a zR*`H|D9?gj%?i~#pS8+%3w87K++w*b4Olk#YwOaf$~?}CXw_Ddvm-Bn1+Pf_ zWDQ@6kYZ>of%N)5chvZIFaKOV^KWcAA8t-bRX@^Aloaq6sl`pjJd&*MN041#{Wp2o zo)0bEzE^j40}PT!t8)wPoiDVzNIHq9d6LBDS9wFe72uq$?_!S(QFq>l2&*2bQod<- z^o=4%L>gfs5>w%wysNwm<3y`cK*Qo#ByK(;ufD6`Y|^~!XA%vE@4Z8VHlzN$574&X zrVA+rWtP;n=+RSCPEw8?ySDjzg{ZZxMu*B{*f3Vo-V9cI=kTO9!KVR2QLc!R>4bsg zt~@P@Y2w+Cd~73{Z*7To&fKYoX`nMHj29-X>{E17R9o-3JN+jyhpSYNn&VdhGUMUy z8=5Wrzi8I``5ny?6)WH5*|`6Pvp9JRqBnUq)8;cmYF|3L<%Il%=|$t99Veg6&*A!H zEQ8Np`+iwj@e0xsI89$UBnT7(1+ZGU^C+e!{XoWc0=%BMJ2U~o0(JF`@EJX;sa&>* zI7f`5FR!Do_wJdu%gM9xCvX${vgIF_%cZq>?=JS^^ltaS$~hi~H@m~SkHK(mE7t6{ zgtt+4-uHvJZm3bX(LqOcgWG~sLU2N~JjEH^7tBpZuw4b4EV5)CzMxT0-3iy%HQ&v` z%!C`q>1MB~hS`S4aF(92H7-w_fa|`|@~|0pC6lP#a=D#h zIJj1E;_iLCejD|1F1txwO|VNvSpdO2vlgQJ{rbY~i5r6!Z&n6~Z0!IZK(xR{xcMG{~HZt*&r> zYKsYsnTZ@JUoSrVSQ^Z^-PQR!2q7&g!xck*l!Gw9B3>)5yo7to$T_1h2%cdx!rR-4 zV_|K(t|%Sg+VWik=F?p@%QZqaJXgL$yHSw;!X!X zC>FDSdl7ggf2Ma-Yn2Q1TVw=7Z}&8-qGqUZzk04`M#Zyfh$_20Fc`u4hvxMjel^X4 zq%d&Th zlxo2VN=mnH7F3uy3X|F95SbU@%}%>^AAESLC=?j=w`q+i#n)aIb+kFl-0n zw^F1ApXD^zclOU78;fgbQL5~4b2D06TlbctS$_MA;?*Ua%t#H$bC2hU^OOVpb#UVu zdCcbt$M;*~4l4dgNGGk0Gh77h63-RhMUh*BZpTXu(M6cUa!FEBv+OA-Ak7!ZU`q1D zvhi?2ASd#Kp8EJP3$;C@;+B2OVbzn&mxTfj977a5N5>iGP?3K{J@eDQ2XW0K(Tk|X zulx{BMcKYTYYZSiIzGD-RX5DDtXDa3DUlAi?C}cKhaRP!>VzY@LXN@~FBiC*e8z>> zuRnad6zTuNu>UJ^{h|4XVeeWoE)>M+KL_Qp^1B^L;Kk7fuM3%rfx?^x8bxc7?#l|@ z5|^x!8d@Cnm!`Y5S*!1Oplkd=31~3}C^#Kztf0E0O8n}!=|`$;3(&5c0>4@0pi3W~T)1KdW-zdjHMH z)ZHri>}ZBg$~zqY@`{+D#S8almjI7jIgeNCi_D~+N2@+Jv4TV>{{aRjNJ&M6(o2%r}i{wEt7q&6$^qcIa zTU=CJ2>3qz+~OJE`T3y+fl6`}-VhgSsOPw&iW7kbjR+T!5%`iZ%JP{K2OtkOp(=b< zZK@lQzMC`OAMTJBL@`nyc7TrQWEBCQxecxcSwJTg9{!-7$Enp4;}ymkZD6CLb5ZvX z`@oFh1y9}@i$u= zHTz-dr?7CFJo7!Re*UgwDqom@Pv-iH_g+{+H`I?~pzcO=l7O!Tc9w2KZTHC7ry=bm zgK>O1OwTKPl8kZ$m)C%r{BwU3;^{8+sf5dvDD}lr|L3R$A{jh`Olsak3Wxz!qHXx} zM+L691w4~hs@bC59}|x8t9%@;1cbt|(VqP?<`*wEf&E5gufJT0ierCS-HKC(kKpB- z_6Gl^N4W_ahdv$cpB%-%3B=(j$j1>NCkz>+V+6Q|?l}vZ92N@~`PYMyamE5O=%fYO ze1HXmlNSsRP%zYbgnmTh=~KXk=SQgQ6Bjvh4WUE;;XshbfJ|UfD;#5jFmOu>cHn3+ z?!ur7TvWIuR!;na{>WUQNe4P(2+`+!G9KC?xYznZxar-+k~vgrDwDI~(j<{D`S@@V z4k(7*n5@L{cg`{_6LWg}RvWH-+iqLHt!$P|Ri(i!d&O#XlSSx$rNO0>0qqsh_?C?8 zc_DLVC4N&Cs5jt?mBA!6`!DR?Gg+C(Q3X36C{ER?OHs^pt~09pA7dcBc?Ke%-kIw* z7IKZ;m$4Gk5{HD6?~}#+G?%pviTF8d%qBLIN2=DBCAT#H_*?#u=k!d+!rZ)tpWg$t zyK+K)hf3T~l9ortO8r>*tKC}S z<`vPtAM=rx){@yvNBBRIXm`o*nI>On&PI`nXnDIWDnmuSBe_(8qp^+v{D;JHFankl z=^5AjKBpPr_%FY(^{c?D9b;EAuJ-g3Y@q;2G5agx z{gBw-kjkQL1Tfr}O1UFC@4{Zm{&p11{Cpf2Y8?b3_u9-nsF6HR><2DB8;R7Dk&G)q zCgLh!KQ#B<{J9Zbry-&P_dNqnq}h*DHcd|6Ut)R9PV zp;8=a~mpEY(9dVj+R@zN9Ov{B1~&PW-C&d z4m1%&wWO5nENNfH#3;Uy4RhJ-^t_N#AwdOyNm_^W{lsb5S^VXExDXQgGIHR(lKR$) z$B&$AVgr&`i=9ThO?_*b_n9p$5y83N^jL~rEm@Vces;{t|1zqMBdO~hpq@n@5T2uP zyF-`%1AX~NlkXGlD3&$b9CvTy-cac5Y``Ypq$D^Tw-;g(uV+qtc1Yrc&4+OFN?=;z=YeD~F<@DN)b z)H(9R9aMvk`pL25fBZ)Abhl#S^s zq|z#k@(#NR(e`lO0HR0QZhs-i_|HSvUJB@XY&YjS_(4pCtJDpESl_Nz-c zmF+eJ=gxOKqMvQ#c?;WQ4kY^*kQGJ|GV%+!gHMZN#m3Inn$JZs5u>AEDCX1m z=~Es>1f*gMNTLvfCP$SwIEG2EMG0USBOuT_dttSvenrS)2>|ee zbey3-b@}`c{@qylTuC+E48hU>F+4HX#DZ6GYE^O_Or|sM}fp*NU#Dd~dxV6~KAYx*0J5^v=Mp;OpJ45ZL#2t2QH?TH& zkmJnP(S2*EiYdFIgDIO^9A8XW$mgYj)dzElcVi`ROafM{!`%tMAG>Pc0jUu+yZ2KH z+;c|F=!(R~p)v-jAH6)x{5Y0yoW)M;#@5@FbrYLfP(|izHFE>C;rBzAJSAu~eOTFT z-kC<1%3yJ3)ttDoAV41K#^vnyx^`r&JUrOCZVF?t(#lPcB0amNCp?${O!Jb`#N|1*2C|8X2a7;mo9X}7 z>TLCsR_Xup2E@=r?6Y2>+lHWH?!v$ZoS_WGmFC^dG_M)2-VMGUk$CyCQj<`iU>2@o zZIEVoWlf3GCe$}2N=*mx9v|zyH6d25jbLr~9NetdhhaUpP;6(_CjQfftNS6Zk=p`Q z6Qwd4gL-Tkfdae-zOqy7J{LcBE{+$d`a@=YGG}0*-{{e{3#3T4W<9ktH85Pc|E&C^ zvul|x)?@iN!E@tv*jjDrv3xPjGS0<**e{;M)DxG3e1#WEhN*)$USMY`H(^8v%-I~@ z=7rK8kBjEJPeNd;V`%trBrnp|o=zW8#K-y>uZ$EkTV3_%%r-xJO47Rpp`>i(gHzCc z6$Lo9Ug^(mU40XG6F&1pi_yzp^b6kN?vKCht|!fj+vczEc}Fhq!dVAB{O(45D>-$@ zT#e`IxW}$vjbnZ5>CyGDa0p*9T&y0?PIGVpKDq*1*42(^XZ+DU5h_+*`h-raEhnm6 z`kURZvOe6))q$=?jWyjVK9#jI|555bVuu66^%KqV+gayvf)1-QKp+CGMd4-jfu;8lkHJGQ_!Kwd`AJE(84eX=6Z$+Po&_6-X! z{#p^VJOK`d8lt=i{H+D`Jt(MXTtqaXsOZpHpf1K-)g&ng?d=r(?Z~K%6h@(fFwAh2 z{;ETjcoCvMq)=e4dJL?n@)kNUVFBd!D*Mpid1kqQ$j`s?Tui*^|3B^y=Wk6wEDQko zZym9)oP;WYu!y?U?^r8vfaII=Fx?PsUt?VfCG&{vZlGaGWbp*bT%ccaJ6+D!C6NTt z=Xtxx>;fz6%HH1#&{YL$%j*j+OCD{v8Mo9%9?)PA-9hV*G;{rGUqz4FYf&zr=c5#J zs;)AAva6{$+XjBrjvn1RFd5r#86v&4z+7gRc!`7H&VpDC2gW+&l(-%cvUaYsJA?p?Fuif~`^pmQd+I?zC zPn`vOTz}&R4BrM|OtmXS_PQeH+k0zl&t%gp%r;`J2Oh3~7@UXsIPldC#b*IuFXEy8 zMc&pQOClM3A>U{DW0hMne_^aS6WQ1K2_V3rcAlIlWa<7cUZL({d!%mi-MZ7koohj6 zF_&PP%t1>-bi`7k(4+Yw6*NQFEcQE)k47otHAM<-jW+w6l*tX1&_)^e_zEwYt)Nn@ zz*20p67z5!CVZlTa&^|4EX{g0OI^yjH3S6BDUKq3g=XMV;(O@8*8gl9&3V?I+!Ksi z)`4JZf;gVmSdcp2eo-E*w)^y!uUq(cx1q+Jt)2_YK;qEY+909K#u!o|p_^=JEjd%M|C`)Yf;(Lg(5 zuvq(Gdv}gLg!~vtrI89rPfhr&tu_dl9PDWC#)X?42AS2oVuwNVLNa>~^G;0ifS5px zVkjUWCo=#=?h92ZwvkbpTxmZu-f1vV5vJOwl=QNd9W_*q;?DNY_V#OxQauRfJrJKt zrU>wgfbU#T?A;7QwjJvXQYRukJA0*8U^?Iwp$ab$hzyAz1>%E8+nhW-NcXA2JSF_RbNC@!o;_zBVDljmd3rKQ|{;!7O;Mbb)l}wygMcP*e z``TB`fZasUQs8~D4{(@mKpiAhdRdBjm}0!oWGh^9qR^b2KLhIf@Rxz0ov_pZ%$^}C zX%<%XaPBS`E-OHl4XI=H9Q-)KxH4jUClW*;j$etGfB-=6Yi$da_SCbq*Pa#m`bpYr z8IYWHAP;pg3}EfQLhgGOa@Vtvd;dqss!u|uRMdWwl0H<#1Aj&Q^RI{%J^zXr=YK?; z3Kg*p)jrmLMeH&>!o=`HfstikP+l7mhOiVWX~;1qh=%fi374=F(ekfwVNOw?!j*g$ zE)nVfRkDz!DuzTD4SVKge1$svEsl?qvZT z_K5~NkxRwbx!eya27-}A?s{6REahmpN;IJZ_ASK7S7b92xcc& zRGO69BHKU2oAg1u9sEY0wV<(>>;X2UZjP&C3p9vy*9B??^jEpDLG422*>L}*ydAqI z<-Gy}VF5AEXi-B^o*3HYp2|fFdZQbR9D*l4W@AfRmK$eda4vyng)92SsvEx6xZB!F zrpI-iNgr|X?R#@=mU}EX?N|x?d$>jqb>6jJ`;)=w&;Egj3ma(L87|8Uw}*Z0FQwWj zN{zlzfAQy&@cG_ZnR`)wFgWb%WYHJt4i*tLBpDv+k+m;cHgFEp+KP&57(c@%zzs21 zd^MQciWb#@pz(^)AbD~H+5SX|y0@h&eT|IjYlG%|*=mwo!PIJ?E!%9!mD@xNr{oCy zg2@JWxsCS3g?GxAcm8ho`bx&x`!=oUrZ9vot=9sX)$K=s+k0*Q^=TFLa+vT>&0wNt znex=Qjv^*6*FsiHH?PiEZTd;EhORyOjs3@xF8#L8D9vs4tu^n@p`?UO)$= z9c~&7InfKyn4}q+X@pL$q~!R7%RNmIYIvtTNin;}I^S%u#7GGRe6hImO< zsYI-;kZdFME9Ls6@(VNnMzNQjXSzIbs1&g!eZ?UHd8vt)xcrLqUw<||PI$=G1TquJ z(R<;>@pjXEn^sN?P?%7%?FTw1c;--`NOg)WVG-sAT~dR5-@&(x_)pFg-%$Jf%KwFQ zjl&0{{Uw_Vdduye3RU3IApZVfXs-+fkcsQ_ijtTbOtcw1&eixfYK$NO0Z9N!AClM}o|pz758wu$ z!p`cPv)wBEr8Ui_hhR17dd&r-pJJd6NQA?28$TokDHmk$079a`1Cn^XlNp|nGY ze*J<7aH;neTCVuln*#p@evW0I!B6(P|9~HG+<(ANlB%$LmkO@1;>X~?>xOx8aa~Ne zL`Gk0lsR!+X7mCTiHSF(pFZPS!&%E@d~tBYPQSxn!@%UF_gJj{9(h%uh$A0)5qf)g zCA{6j9=wcYfr%YQP#J*fOJj_vwlH~~`{4_|OQ^f62G8XSw|lV(kJ`ot4=o-g@TaXv zEf#B=1|44UE^H8`@;dCzI;PbCy%*N0mGw9*1R1CkKHBhGTv6QaCE8H>z~z**OQ@Pa zj0GnhH>(jUqOagVRd<)JnQe7t^UcMAlDmM%LeZOOt*`kpl{|Z19id+uC5@-@0O5*C z0n4TuV%s@cdTX8bmu{;v2a0>-{jiZ0(meHm2gP9zw0e zG6(6pAb~)aAi;^Sc8uOkyB?_aem~ppzrfTf^AngNfjq14sWuRzat1^L|3`DB!GXmu z%iW!vt;RuLujf{6 zqC3H)WwrIz>#*S{MBFE+pQ4-cl@SumA2}&RweC^In@(fetg&y-4aJUMLV8%rstZ$l zd*7=rYZJQ^mLDDxf+_Mr;{DiK6kq~a#cK*SDKbTcw<~HU?feq1GWwaXKzla&oQ0o) zzLeMs$`)#|gmL;f@nvund%;VJt^5q_PChb}WXfx>x;raLwfg4JpqxbTku7en^Yeb+ z8Lvj!jIF|VTR;cAVbHR~+g=Ab~Zm z@UhHP1_1`$|92XJ*2fftK`g=lf zFftJS3*aF*=MuJ`AD!F=HO^Z0o0l&|t7&uDCJcoy)a!(!6#Y}CZ^F;HFapK&?}zvZ zp)X+)v;Zs|SfwzlbdTR{>(Di+52R%v1vnBlt#$A;B z8^%Fc5TO3x`BYCB?#Ux^Lq;!w$41310B3A?Ukh)gqkKlfFhx<~qX)0!&Hw8oj1sNe z!_lt~@X?lLM|BH2WE8+uZ%__B#qQH75dQ@au2>;r??BJk4x9n=ABdo;2*r1p!XnT; zp5#(rc_fT!XkK86hwxs6`uZm~K&C;AwcMNkntHwgpb-+`2?5D(EU;6?VZ#Hg$ZZH6U4(IMc2_z%7v?Q6)G#7 zn;B0%M59;Rjrly|%4##m!Pzw0{-fTx)q7)Y>D5&8B62aa(;!H*E%Kd^vUWQ1-m%o@B)+(e-!r}gdiy}Pu8?7!*+USDVBJptx?1SX) zw-_;Rm;eVc_YKNC+I~3#j&eyQ2k}2Uc^Gjn{^^vN1xguWp;{D06)9<9sK<73OF}qQXl5Z!O*sJZX{jiS51q zA0>(_0xrwY-XbmvDjU_ZqxXFpRG^mE$3pC0V~ zmejOPPmbZ-*LPI91re7aAsWKg`_fe<*u+F(b;Uk<03#PthXB5fL%}n1w%pVy+V#=e z#H3%Uoqd@fobrEkNOdT#YLpJV)!(_4W^Kk7qSTzr4v0vCN5WT$c#*T@DKGWy*j6 z1+_Lhi-;XWjxTE|EpGkI0d{A0NtGW$^{DK?XmDOq`vgm}4%nBzoKmx5?mP06mm>4p zNdn4#Zw$Fk6v!sL!$<7E7$t;;*Dwk(z#Ha2Uqu7t)7ps*-zk8S9f~Qiq5wkQcT?3(H)JWP}kv-YyplY3$=O zic=N)Qwa?kq$V-Y_pUI~Act~ymM^_*^5W%~qO5}m)U|0MkM8zocAO-Ujt*KS56J! zSD7gE;Lcsv0+YFOm4F?&ps!gU(kC9Cm z$MRoqkM6bOACEc-LlxwS{iGq-f5Fvt=WzukSN% z$7v*cGLKu1nzqwD9v1M6CV30e1NqI_RPLlI7MU`2(eH&v0Pw(;` z$_{y}7PTDbkA2XX|BhG2B74!RQ^aC0{1TDu_=CSli9gk{>N{NNGyT*uzMYb4A+{J@ zMWz-5-Pk!x`7Y;%9xeMD<8rQLy7w~l`6bIDzV3%Tko|)Rd5Gh^PgBP7;v%P_S@O8s z%8-3ij=<+|o_oaYUTV1=G~$j+FrR}YSapg@v~s&`h;-5E>=CVLygRhdq5s#_B1N=4 z&DA=mW-p1sJ*Vlm)8l#*hSQzhKn(R|*g#m~@XH}h^dgYbTDEbC>-;Q*7v^b)O zHhJEYEXuF(G;M~oN6g`mYC3&ac9;SC$MW0rrVUZ|$|}bAU5#a&V;klKWuH&G~eBxg;O4%*C2Nrnzw?Tm9ruk(z3ol4cj8|Io{ zh3_iWMtpG+aU%`*U51;kpm11~(m5(T@KtCEtjuVys18V`bmZI5hP4m;5Vw6b>wy8> zNN|^nyVu<1!t9a!@Ec>7Q5WPWL;Yh5)X-NWP4E{81f|CiMx~y}*W@NYp+jNPm!)cy z>2rxg(B==6D#|{@+;65?RwNIW;__J1>Cs)~l3IC>YX6aqtyo_tMTvk;26s;k3zN+y z+_Ai&%27P{()b~jfMxGh<7ZRAm?EL1yBF9|@?H(v$(wkzS7_ky{lZ<6+-mlC5$)zq zQ?mw^@b!I@NfMndFt)|HZkW|CD>3LEj-Tf(xsE9Eb?{5*<^b#H(S!~|=uEQAAA=^R zrZ0Ac$#)1Te5Hot>-{H@-oG9~##?4eqJN}3j1XRnZXGd`W-s)~g|*KuBc+lYHC+U= zyBA3cD1X}c(OE*!P?Je7Qd1sAu$T8B4u1xe2zhn$I4S%kCw8?`$pF^{b}dE)ZD|FHv`|ijvFV^LU14o*S7`g3fv4>;xYufVy zp+EeI7m1cxb_qdo^hyErtg4@jpneGFZwJdiOeqKy|AeqPVN@U`n@|d22M*Lo+HnGS z0@n&aD7gOBbqmd}f6s73_zz|NG{pn|bssEEyy_M-3Y}p(`TrT|N#r4Ot9XRvAy9K( ztM6g}w%rx)KgTGiIwL4Knq~S9I$96r??|kFP&Ejiy&lRf(8Az52|dH+KMtbXeP7;& z4UuHQz8PZtJDP*(iVhuK7HH(j{Szrd0)g5)=0E(W znxH&T9P`213v;{}RLYEw+u^^4f}%M1!@L90=2-Qb3Ld*Nz>*8=b?LAgFu7NaYVLDFewlZSY=nsJhf9y^=%K{BHlR=4 z`svrijs{P%TnzJWZ*40iZCTm89yt{d`cZ38x9FkR3V`~OgVmk zP^Mnnm7%uinUD44_s=eC~I}gDu5TDb~<|H8E%-gWozJ=}D#~Yg!GGaHF z2%wHkRzi;Stan@*(FDkp!Gl}i+x07LD~WIDDHE4z_3p*mbWa3VJC=j#RF1&Mk5KwE zs95QpJO6UoH|JEeh3|t52L(iND?+QhK-!(s876aFy}r6UOi|3C@fK`-1An;Ryi(It_17}_&5nBi>+n}_)j zk{x)4Yz%i!-A+!8NWY-|zQyOH2{Mwr*wdp1=GT9TZl-q>q+6!&@G?mo`CBVd3U27S zkHu%ndrb7iM^)+K@9z|Xux2*!KO**R4`F8@mc5u-c!OWRU*4inp|$X(Y1adM(oCW) z(gn20oSv3NsK27_B6VqzENW^q)zt-;ZYg|X;)(u=jp{al=Ha5@uYHvBbry*EWtMDT z9DMjTZUBNM*s4}v)7Y}|=Mlvw+pDt)e`E1cv+up>d_#xqNn)SnEnWFNer)Def`#cY zYuAfu#l38QdPMF>go=@c>OioYQB6<1`7Qk6COo#J*cu?t7?`RS=Y_UI89O$jRuqmT zwlumOo`tMN(;NO?%px4l18{L_CA}T*H@WUqobBgnYXr#*mYB?kPN zE_rHS4|p<_e}QBW%ErG;#SJ%2Ib29mfw+R7z;=5B)oH=*Nei@zg&68iZ#41fZG!=D~gcgPlJ@U)r$7n0^aG z*wl=>2+TC%Wcjhesa2*-zgQ@h%~P`bC5SiP6ho4g78Sxfe`C5v{ejV!5V!!sp5SHd zZqYVMpE;x=zZvEj@oC{4X}-nYFzyFgqm#jEe7`o0r}Qdh=~BqQ9Fk(THRIT^<4V<; zVISnCwgi`v=hrk1NKja&SUY7QB-9RMVBZGCeSgdlX7d(OuA!8o%|>L)qpGH&HAOx2 z;c$FQEuwB&Rm&M}WLaHn zeFTzL7{Ov2C@TWv@ua4Ip=b~W#}kT%&IEdd=FlRaIGO(;dV$a=_5__NBQSdNkl^dJp32{v%nHR)yJ6B11W3}a zKSd+Hx}}$bPVD(3bY)-&O9_UI+>4CxZ+r1?U#)3WN(-lBn=?9%OKqO4?}BrrI*OBa zk{f$pu()AxvFK+yl)tXmD45qC*8ep*wNUv%!B$e&`-8QMy8asw-ply6QdY1{5Nw)j z;8)D3;LZ5&r*)jw;vshs0|xcdyO_|J^B>}8&Nm4qW|H0sZw7j`d~48Pl~ibk*D+j;BsD1P#HQX{l;ju4*(c4H){vjdkqv2|IbqNh0}ozox?Mw**kI z)0=)gHk#?{E`CEPzj+LdcQp^2HjFzH70!DM!I>J4e%OwEloj=TED?>p|6?LOpNS)# zMVf)_`1PB${&=*@MONY;Mp517zD;4nZ-Mg}^^12uT-K9_v`UX9TRIQH`JMFfogJ(p z^~Z*?^=?f2ii~#cOUxl|l}ik@*$45RF%DY^(c)imi84A1KZL-|q&2?aac7w1o9Z&H zq_RNwMO+MV7h`cZ&sU)f@t`OR0WcSFuZazF3cknK+|V-&cmS&F|X&v&IU_8q`OXKALUldfA zL58NQrT9D1nM8t`)>|p$Ak$$974`gQ(04t{E&YNlyfHY1&$qUHf;-DHM@*7h=T60 zuHkAy60iipvE-{^c)N_LTJF}rekc(|{j~7=Q41coXy9sfz&&gDxRj(M->oV;jK$vpt$=Yy-&Uv+m;SdB@%8^I@p+|1^naD8I>H8g;(fnpura!c$?;H0 zV1#o~i3?m%?-Wpm1Cze!RKKogDI?!AiPZ~F6F_m7?vL!rlVtYcv+Ip%R} z68)*-aSt@K|9pZ!N|c1)CCvq@%Cuu_=Z;vt=VQ(=n^WuDG{4 zG?~GU_)Dg$q8mdY3$x2>{9V9wSPMI!v)d7|ZS+-4>r#4fRF6x^4(Od(TrDNKl=Lrj zSG13J&^X43B z!xqtA)`D|6_tx8qUqp`^I<}=F4PrCB$!xdB_nF&$P=K&})tU+V(0vra#tfsJFQ#@4 zUO$aui<=;cn%?Ips3-}aA`R!(=v~`0VHrx(%~M4C7N*TT#q+IumnfI}<3Z=J|Fw_i z{>5rhR4i)!duu)pJi*mBI~E( z>L}xdcV|Qk;yu+R>fFcHcuemfID5m92kpG8x>9!BI!E2Dk%x-mWg$h<`*^j4JYJ>J z82nXQy<2<7ZqfEqZjbX+JfT{cVWYp0s-&%G8{vFqy7AUfRQHObmSb2YB`bSzbZJYw z_TIu*h4JuJF-h-#xMO_TgP)U`7Ye4YL(T0ZaxM8FE4+s6BVsW2%{u~LG9cU+brEUv z8gqkh7%*3HY9>)i$?8vKocY$<07E|91FJ&Xqs#eaK%a0Garz8%e~)8OxRZf~?RLO0 zguc5RAiPISw%y_VTm3h>aV!oo{K2~;Fy3$BDWSAc3uE$p`ff7Nfyb-H-Z3x^GwqUC zI)e#$Fs;&lUR)}sH~D9((jHyqeFY!*NldmNpSv!qEvD~ChV4MARbMC2R0rC3L{fGD z{tC)p$9abmq7Lka|kfWtBF&)O|pcVy-5UNgYYXSOqNzbaw5`hI4gLByx8 z#6*voyR^mo-r@YgK?|JnCY1r_0F^rFo#6cfMTWm){_^8GQXKW`H&z>ycS7((Smdk% zV^-WlS0`7vbQy`?j_L@2;m%w2LP7k#zh7OWWX0^>A*yJbCc+6(msxLhx>Saz+!q20 z*DLa*<6uz2cZLSVz{G}@qpZCaFndEjYpT~Iu53q@sYnfR2+DvXmvL}~49l@W8m1kb zO$z@p=CP0h&tTB4_?c5ytqez>iN@9Gz1(F%1CQhjp^=%9-)}}Au0DRWZarT198yO@ zpGj;+@be+w2)e`sEw&NY1-O`8FQx#RVMioDIyt!KdM!$W{CvobtqR@Epo3$Es&ZkB zjO>Orr-g_T*=2;xvQ@ALB>fisS0jCTO02)jXO!OzGZE7UqV3?IOW;u;A;kmspY)k` zcf%Imrf1aA`XS^rvtjyin4JAYEf|u&xz-FrmKnUaBn#=cc;45oH^HG0&KEQK$d1a? z{#u_8a)+b6$v7gx_C{asnR)GMB}e5)A5W-{Js^v*DZinU_oOk*qR#mYNc?MdG7ECPW?HuXJ!n1{ z^a59Ud+w)n{IXN4%U09!`ceb6QCWzl*aID5)Hc-9F%3cfS*pIO=cRQrB=Z#yh#(B z7yG+Jmb}__Jc&jz#N7UyW$8Oe`-Xylh}K9u!p<&6FE3*z^-e0KA^X&d-$k$4*Z_G# zEt{4CMn8YM@q_nobNsYLLR~7R;GG-RcakVy zv%y_WF)kGcVdVznUIedn+_nTKeu!FlW09eA-LEdra>nZELD$gFXBwzey(Q8sDEHB) z4w?&yehz2KPwl9WrFz9Mx{GETw{zPFmMdv#Mo9^;$Hnk8jCzo z?yIAki7N8c@~quwBRFY8&Q;!JkE7?^!WpG`zm+xxBL`I{;~A5{edNlmR8aa!+zevT$2UcbcEa z2_659zAQ{>`S`tX|HxZwc<;~8=oiFnLdRND=LT2FGIS0j=Uh4|GF^0$7>+Zkm zeKTfzjPRCp@f_)tQYNkCySmFd+euAmi|q~BSSGr8`}DR}7jJu}-mY_7NJS2rdx-ON z4yO^qv1A-6*f6xNE4F>Mamb1B(>$EzYQRPn_{dwELT;DLTy*A2y>ah0XMm<2G+6(09v zs$r3z#2;b?>7mO!MdI z7$eyTCkG7k`N2z6HcUA#N0#ZLT-wj+@Mr;C0xs6{Rp9DE5w2G8-ewIgqT!kH->%5T zz}KQ#l%k&@7y+1L%ZQXcNou>jN{x0R3#}DQ4oe6kYrddyh8b7m*aRZ0`j1SMqEJW&cfseP3-%KT|g%Qr|~tXU@yt;<;>XE!HzpDANfaEVO5 z;)YSGQNrC3gqXOHpr!?Ydy`|t)_bP*#A^-`2#YxdyS5#_Em_&dki{aOpjXYZCK^i~ z;Sqa5*J$Iq*)SX9Mz2bfyNtNL(opJaFDYt_~q=|pm5XiX1Gqu8@EtCz&im#K5(o3#eRM|SzbOT0+71(#mm>We?@xZC85 zhYbj9M-P!pnq|#Qf5v~9J1ayiZ#1$?Y@vQ!#c}e8@{E*P;AH1LLJ#Q6#;EnDJjS+q zq(6ogqIJg*LRtz$1=r#DwG}QhT$6fcT=|ByVXng_S?zl5JHcLdxHu6uqml!BlRbM` zPKX#(Z>1;sp+d78NT!OpA`2?$%45b3!#NHPDca{Da3` zm?~cbf9@YEOgoTgI1*T#_M75?@3M<LlD2AMX*?@Tnb{n-k~Cl91)8 zrGDhpt3OL^0UCsHy;Dc4)W?C0>=*_Cnkq1!oQL%780VyWSGi~2;-F~tphty6`}bLg zI4cM#fIq^7{vv|wk9+}H*Lb&mP<)W_6iNQomIitWdX6N2Yg9C!+R_*yZ^@zUvL6?L zCE&yD%js!o;66Y>ovSbuNeFlHbq)jY)1wI zV)^*D2Vjt(Ja>BR$JO2%|Biz&BAyb}R~!-mfC-g=qYc!6dd(;mzD@bTtwAr!Ii;mL++ zhEO@`Ds^*MVCm-x%~Wg4C~SV2^gs9)OS4ev;o{ahO;mim7RDGug05lO_G`Op^*-d^ zjtRU+uM2b|Fotu@4G={q*5WfbMaeS-Ly+@|YEqFzMfdUH@0@ow%<59E3el6I3@k{Z zk-Dl`*?;6Z2KLN2x?%||C2_>XtG9DerQ@U#>R^8He9?wWdKzginmE!s+@Db;4jtft z$W;noB=~`>HTIk*mL~SWQ&W+Jc>!yLjkMV-8YHRtt8rfE`WvRkXyZE=%+CqP;QWuE zItaTb+3R?n_?u-(`;6n$M;xN;@-BP&ji2Cy`TMh=Pm}n<$G2=l2kA|0x8P)hEL#|x zGwM?>$sp}j3ouBt?3S?I>va|d;U8%mK`*;(Hnl74SwmVoEknw_ z*Z9^{`wGkKqti&bzl3R|-iA5Q*-KrH;A|xjrPoiAZorM1g?C46T=d%mi)0RHwb5#G z4lNgmPg6x??3|P3N*9KNw}~#0jD?4R<)UMpQ>l4xMgr3n6R6ET52mb;ZSzt4hA?B5 zG}vTcsf2i+kCfb-#ka-_$X~+TZ#tC1)FtNyLTx<$87=)CWBAl}4q}F@KV$~sz<^s9 z0sMWc8_1)$G;_K(7%9s>yUfosF{C=I*%4Bmo~!Fa-VUQ)aY83Tb8#xUzqb>^CNhr+ zZ9hhbp~nw@TnLVV&U7S0xuWw&bx#+c@x+Jew2{$_4sBOKgn=lcq5>4Mw4f<^klOPh z{*|C$Nd`c$G@)ZOY>l9muobKzI55orBq|K8bTvu(z>2yN(zRVBq{VtwCM+(vs+gtc zOKDQDj8UbGgRhD8_F-9i>)z0d=q->%zWFF!fD@lBc}tD{RH^1Hgo{loCl5kEa;jyZlQXYF96xn#|4X^^NExX8TPV_2i87hP18 zn@1-zrC5QySn0*r8qQn8QU&GY*u$?$MV4Pj6tsGgWsIjdQiDEOR8~}@qWSghcI2+g znUuyz3-y(SJqGETekk)U7t+pXDA~A$3&|EDW@qr+9s7Z!oVe(yuVLuS9faX??J^QH zP1x#^4dNS3hh#<*TthYF_R{(c||~Z>H9L z%4s`*?f$X7+iovZTO{sEl>A`UYKQOl4{)tpolDE*0?K<|qn4uzv&Ne($`E_?MT^_E zQ9FoRQI{awvX?GAxkq2_WzXS!=Uq+CCP7Nm9J5H@H60CRC%Af=Rs&>V48-3592<|r zqn=)Y-v;CL{}guRfmChZ-*C)x*HkhmWyn0w6baFz$dEDfkSVik%9tc^DsxFlGG?AB zJwhskE+JPvV`jqdoWpzF*Dvq;-@Rv@z0W#pue0{vYwh(}7bvEJ3h(yQd2F2GU96t4 z-Rz68kN0JvQmJRLXO&=og?0R3D1!~^rX8~BIqF05!#H*6gMR1AC6{3=FJ^!Ptdb+F z_hRx98h=Y}3T$Zgu8N40cL{!-3VcFkbvhzIsD4!RSnpr?kNDAgTFLLdgxIkIM-AU8 zM`fKB`qH7kBI%B<@ew2Y=IP;cRM&Id>Bo;FTNlkowH9A|nF89N!l~QME6rHN&fAxR z2JPwZnaqvI^2)89S{}GLttu;)(l{G5xOl}Gqv)tg@VNZRmcXEv8Pz=fD2>^AhqvOF zgz$}^=w^?G17GVyw|r2?_fK4O9^?Q5kZ*d7n+je!MsTd7C4 z#^0s3)s_gAzP+;SKT0l3{!IdJgg4hvo-9hGx^3ln=}P@IHvu#rS>6tP-YvGxD^+RP zUb(5yO#RjSJndP6NL1J96`Lv}jvNg=642he?k!Dyrin?S*AMLrh(C(ARhZ9y-lC~T z?Ow0(gXGu(-Gf$ZE|`9jJeJb z*HE}NHAH-KWm!P8{2-HUU0dKUIb|TTmgTa{=qr7({ZrRPdXKFvcFO7WiMne1s>AgB ztt!5Uu4oGQ@cWZ!H*sxUSZ1yxs?(iYYV&xSnvP&pYyfONGKCrK&t7EkEus1fTe*#*@HvDe%YYvGJ~5g2e0o zmC(#bg3Nq4Ap?-CDV(%D>wPlge(fcmw>9HPC<;q)- z8juKMGw?dmn)AZQD`48T|M6pvXtr^lQZ1FylO=9fSWCuF>;VPf8m+*0omgW!r z?G~r?b6Y(uM5qhOm1$q*U*a$&4waQhl^%L{>lCYL8s%VQa^XbM6Y?ov;iA(nY8#QO zJ46>V22w88in=8X^KO1A(d2VbKB;#{g4{$_m%Z>)^3GII*Tt6PbFA*#_ZhhyxFsT< zmC5tXop^er^?e{UA^M)-hH#+9E{}M3oPO1ns%Rp|);KF1Px_*MY z+R0~o^oQ+qpGd&0yB*1?NI|z4ufDSrtxFZ75%?d3-(5(&N6sC1S=ER7iJP19S~{pA z8>cd2OPj#TAeaLC6-dg}>{Ol_-L?$d8m$?LVT!Wwsd^`aiWQEj^8x47x_I&3_X7;8R zXdLcV`B*6?-(tIQGkKwbf!dkU=;!|mO;)R&l&n4## z=-KE)4vN|E{xh+_$x=r4Sa#YR3)7KlizzWloCmH@F!ZMN`2D0c_YS)Ctj%ns)adPm z;&GS87daEYCQ`OLkF?BnoIj0}yh@n=xYpU!{b4gztwvB#qC39PG*Rxcm;+{KKHaTj zEVc5@T75ZJkSE&k(aZ!_b8R9}8NF`)u7UFI0+-V(d(tPTM`R69ALIvkF!Ab|BS~$N z*phm3o9GYE9NFBHo|n|U@gXhMzLH#(IvF7H?U-VAMUb;+N>-(6o#VFbpJ^GJomMIL zYZKExgkX=!Oi`Bo6=>W^fo~2jN<_{U=nA@#scI?YVI!@AW;yo+?THT86?~@_kQwD?C2@CX z2fr6XCrfBICVe-_b91L=K58LPp^_-oEz5H{bv;v!s4uH}wE3vLV5ms%<$Lc&i87n< zd)FPJEg2N?-pEmpTx>MV!dBR_HQ-Hs@41W?DhP7C#-{%HkU)!O+#F5V>if;8&?C*W z(-+qn0^|xL&}gl|T^Df*;|YO4GN#Yo9`lhVD03%Z&2rbl$+WeBK&hGL8vdoh;d^Oh zt7AzhXX0-p)QY388mVPRd)ii8Sv9q>`5>XNLCZ4UN;KByV5W*zjic-JUt4!Fl@5Hrw_KzK@+nlafvK ziIX0Fuj8eTt#v<~+$qu=MWN54d%i^L^6cWtw+Br^rp_NRbvPbwS&~W!i-`rF8MbPW zcY8rEG2qXZ1e2qZ8M^OvbeNPtGg5$qSE1X@^BSIrdUF;TK3*@W(Gt|x6w()tXIm~5 z20GdIY(vrXeT);N?#WJ_U9JNc_aBVk@-GX=w1nA;``EI5ynK&=JD2i`yprwlH(lSJ z*<|N98^wHADt;g!&aWAhd?GfTDCPU7HQ_Rj?!V-)a!_hS!`2*w-X}exyVSlw?+w0S zafa9@64v*U-tkY_$jiv3o=Z3~Rh;M4^`mgk4r5OJ&FY)bie-*kvfEId!I`r*GGF+^)H0G>j3g zw-~j{I2oj<{$RBGOJZBQS6l7RBAh4qhcq9flod=fdzOPD zVi^K$mZ>vW?bUS7P`(W8rHSjs3QW(26cLnAQIv2z0*$yfql2xYr|}-HwH;nmHAOiU zRtjVA60cgN*CpC>SCV3U#Lq8ebMs(jkCh&eE!<#UBmF#C%J14a(oM9a@H*|v`=!_E zP}RK!{MtHi2uvi&DA>M4dzddXQd&P98bWraM?5m==TDYw4 zyv;e&J3n$5%SIq}Bce;)>wWW;erwUNuXH03sM^Nj1 zyEYM#7R34DudSPg-Se9|OK%(2t+qX8K939xs4-oyvDOr#bgG%YD?~mR+C*NxYuIy@ zPTtWRN(sG}O!lLU?1X50bd`=YfZog{b-!6Pk>!AY)|qp)_N=Kv??tU%L51Eo=z;7c z-K=--INk9>Od-@CQ;vLDa3W1Zfh?pVFvG3VHkA#^)Prejev`awuJCd@RL`0M>h z(`=!7`s}K7$<5&|PZ+CH#rDR6j_6 z9{j35N=^Uh4>S6YpSlB~RMG~0WF}K7;UW3!j0bH@duA*ca_)tWy1$-)QMNq~Ksg)c zRB^Iz`l`^m+Yci-Brk4Sqe};g;}~PEn96?{G*KXqrFBy&e;>Cl>7dgarZ6pNelPw0 ze83VWu*~ve)qG37stj=@`O(O5rBl50YdclBXpJJwd+twf8yW`3h;-)PM~-9N+KHc^ zL1~~kFjQx%+sJP$o+o$Qo%t6`Z^CSR7J z{{p(-AJ3GmmSl@-nBHdbC3%X}qi6Ls6=SoF6i1Y2BZrwLXS8Ow`cr1F2e0)r6=upk zr60y}zZqS_d~|v2@4_q@#FLNCQx-G5=#G6ZH^8}G!1}eOj!yFULeKHuk~s8dF4~&2 zsSls^rP$Bgn}-$;NHTn$AZ{Ba)=c5xR-jEnZ*)<0Oc2;`Y4-dGCDVMSmhm=~(IydF zrr6;*4l*~+*ip&6?7Usb{yi*UX{3{`QF%m_P1HC{JJI@%-DQtS^0x4!BP_fLhePBo zol9-QHp=6(d)()}nI?mjDmo;XvM${*b@dNlm!F&!olMR&J>!U4%Dtg*>U-cF-~OJv z`RI*A?Br`=4(q~n)-UO@`3@yg$<>-~*o;jWq%<;JL**gRY{`op|Wh--WG+AAQfd2F?S-B|ed2=u~u3<~1pZLj;|K z5OSwN1S_9a_~wH7COHGG?t#ButAFU8rMINtl^O0Y1x|YFEfz;a89$_y2M%vd zrIt{Jg{4rJWQ7-rPT!e3l}#r?Qcu=*L6^mQy6>6VCq`Xwv50TdQKYpIQQw%iF;YoI z7Lz8yqXCWc+uN8zj$mbq_P zRwyzFm^t@{zrHNYOY*9^M<8m|UAk*qonJSu;vAhpE|G7Td{6T>^{0+g#Br97u;=yM zB9lBns9ttrblsGkWA0rUR%d#yxO=zpdVxpqBzDT!At*=a;>C4>boq$sp>|8W(x1Ln=afR_;vOr$ZPr#c(+^{hn`d~S1+~6Z9dSf>oj7RSZcUENnYLW?wyfAwzEzhbN@PuS(V_fo9A&A$q*rT;E}NnPuq6Z?KgP)vFnt|v+q7a z7$8Vw9*ps9GyJ|Gehl>PdX=*_T|7n;%9}O}sXJ1pX}?Y-;zm`sf#EypVFxBXSVRO6 zIjN?f-NITrR4p)2}J*EJ>X zd^~lr37c2!|Db%1UBeq!0Y6eeD4z+Qy6lj9)d-Jkkr11|{zc=ehMGlQM94dGVq!dD z-OCW}-C+dY>~I#M)Dn=Bmk`ic2S1(#jvuOqKU3;fgdzn~Oh7tKfCohiUngWju1mw$ zEj++bO@M>h7Z3Uz$bO|-`NLEm)J2#;n((ukP553jf4CVr(u@wF%EF!64}y!D052*A zCJYlN6L|YNAv?kb5cwh-OHJn8qr!|3+=i*Z z^v|~U)xZoL=*5sK(EFl7hCKBh_*MrRa(;xpH%JRa!7?~O>P$i|h!cXnl({~HhBV63 z2Ak6eS->mj0ZJ4R(h{e--otlb(0M?V6+zM<{JDYpeW`e2SU8AV3Ad=#URm#xFs&Zx z|Nm9k=7VMQo1)f89Zf_=2NkOoMZ}G$+23V1i!TF2sAc3qIC%3o#VLtkPRijMaB<4_ z3LT1}4k$1v%6b>+5=R8TtrkbVpAv~v)_kw1*Gcf&g?;T%hE=Aa0|vlH-h40b@c);) z+S869__?@cdiTr6AZmJ0VFtc^D}y5e9K?M@0>49Qum1y(LnQhu-a4%I2VrfWg5?P! zT>d|dWqy$L5C1Ry~nX7b;_e*fTN(Si^P3@K_) zFL2;m_M!L?z1Uk#;p93J?qR(lqu~sX22OGt;otCHh;;rZBo_(F8}0xnGwR=PSebeN z75)Fjwju{Jc%5ISd|0uc@Qz(fEmFR(@H)L6a^xtgHUbu#B>Jk09Q0dAmkeH}ZzlTk)hUyAY&6FP{{%UvNSaVND)?$oR$4_2QbSFGVcc*s}}?RGTUbWh9KTQ$0~&S zufwSDI39SeaZh3goWeq8v;)tvK+*!}f1V)ud&{$TfJ6{rDb8;~V|9i0L& z?Z2F$utfjc!L}#X2gsL+c2O+|9DtX;GT4Uv!Mj}tN>vYGFKnC zWneP_h*8pT{{-@g@rRddfaM#|!VzGvd}9S|C{V&MnaC0$!^>vCnh5NM$Y@V*7d$Ap za}FQRk_gJ0dUHp?9y%ZKYWHL3Yj<*W16t>z-aNX~&hZ$n{<~k>xY*D3PLMK-FcD}L z8yPGRs#rgwqtKykQ!UoJKpV!+kx#&AY#ei4GRz1-FO~L~q~xivVAp5SmAW!gauXijil;Z&FX=bhN<9*v;tpg@F^}ZFY5{ zY=;YCx){^E)URg9rTPsUq%l8WW*c_?$XAh6p&nGK+IJ4^Hrv5bGW?#eLSO^Mx`o9g z(-g7~e%M%PPyW``rL*+$E5{bg!W8BT>0Io$96EGd{2P z;V{Fcb-x?h0J{mr{T1}Y&}jFyO8tdezH5Y2pV{i{=u^j})51E1DYO=JVuv{+!-a|L zEa{6{(-Kbv6VohaKBCcELYud8_v?Np8wr#9BakZh^HEc6dVR6EaJ6E>7cIt)=!jPf zVdfk&L9`Qaj4<9A z3+6fj%E*tePQY3CN76TZKJbb&K#u$|BM=8O_y2%}&VVR#?`P--@>FHGJ7>j8HW%O# YC2|FMfbR_a07fX10{C(IKvCWQ1E)mQl>h($ From 03d81fd80ba6d074797fb729867c1ff88eb2e4d6 Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Wed, 29 Mar 2023 21:45:48 +0200 Subject: [PATCH 072/331] Change method for looking up recoil electron It now checks for DarkBrem origin, or, returns trackID 1 --- Tools/src/Tools/AnalysisUtils.cxx | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/Tools/src/Tools/AnalysisUtils.cxx b/Tools/src/Tools/AnalysisUtils.cxx index 9db43a0be..e8ebcf072 100644 --- a/Tools/src/Tools/AnalysisUtils.cxx +++ b/Tools/src/Tools/AnalysisUtils.cxx @@ -28,8 +28,18 @@ namespace Analysis { std::tuple getRecoil( const std::map& particleMap) { - // The recoil electron always has a track ID of 1. - return {1, &(particleMap.at(1))}; + // The recoil electron is "produced" in the dark brem geneartion + for (auto const& [trackID, particle] : particleMap) { + if (particle.getPdgID() == 11 and + particle.getProcessType() == + ldmx::SimParticle::ProcessType::eDarkBrem) { + return {trackID, &particle}; + } + else if (particle.getPdgID() == 11 and trackID == 1) { + // primary electron + return {trackID, &particle}; + } + } } const ldmx::SimParticle* getPNGamma( From b65d15f3ae65aa7de7b73decb00e000e14838fdf Mon Sep 17 00:00:00 2001 From: bryngemark Date: Thu, 30 Mar 2023 07:51:06 -0700 Subject: [PATCH 073/331] Update Tools/src/Tools/AnalysisUtils.cxx move primary-->secondary electron case out of loop Co-authored-by: Tom Eichlersmith <31970302+tomeichlersmith@users.noreply.github.com> --- Tools/src/Tools/AnalysisUtils.cxx | 19 +++++++++---------- 1 file changed, 9 insertions(+), 10 deletions(-) diff --git a/Tools/src/Tools/AnalysisUtils.cxx b/Tools/src/Tools/AnalysisUtils.cxx index e8ebcf072..7306f8cfc 100644 --- a/Tools/src/Tools/AnalysisUtils.cxx +++ b/Tools/src/Tools/AnalysisUtils.cxx @@ -29,17 +29,16 @@ namespace Analysis { std::tuple getRecoil( const std::map& particleMap) { // The recoil electron is "produced" in the dark brem geneartion - for (auto const& [trackID, particle] : particleMap) { - if (particle.getPdgID() == 11 and - particle.getProcessType() == - ldmx::SimParticle::ProcessType::eDarkBrem) { - return {trackID, &particle}; - } - else if (particle.getPdgID() == 11 and trackID == 1) { - // primary electron - return {trackID, &particle}; - } + for (const auto& [trackID, particle] : particleMap) { + if (particle.getPdgID() == 11 and + particle.getProcessType() == + ldmx::SimParticle::ProcessType::eDarkBrem) { + return {trackID, &particle}; + } } + // only get here if recoil electron was not "produced" by dark brem + // in this case (bkgd), we interpret the primary electron as also the recoil electron + return {1, &(particleMap.at(1))}; } const ldmx::SimParticle* getPNGamma( From 130b584a9f3fe2c5c8f5cc43ec7d9f1c14129df5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 09:00:41 +0200 Subject: [PATCH 074/331] Update getPNGamma to avoid crashes --- Tools/include/Tools/AnalysisUtils.h | 36 +++++----- Tools/src/Tools/AnalysisUtils.cxx | 104 +++++++++++++--------------- 2 files changed, 64 insertions(+), 76 deletions(-) diff --git a/Tools/include/Tools/AnalysisUtils.h b/Tools/include/Tools/AnalysisUtils.h index 77d21de3b..8a22a0e7c 100644 --- a/Tools/include/Tools/AnalysisUtils.h +++ b/Tools/include/Tools/AnalysisUtils.h @@ -21,13 +21,6 @@ namespace ldmx { class SimParticle; } -/* -struct TrackMaps { - std::unordered_map findable; - std::unordered_map loose; - std::unordered_map axial; -};*/ - namespace Analysis { /** @@ -38,7 +31,18 @@ namespace Analysis { * @return[out] Pointer to sim particle labeled as recoil electron (nullptr if * not found) */ -std::tuple getRecoil( +std::tuple +getRecoil(const std::map &particleMap); + +/** + * Helper function to getPNGamma. Checks if a particle has daughter particles + * produced by the photonNuclear process type that are present in the particle + * map. + * + * */ + +bool doesParticleHavePNDaughters( + const ldmx::SimParticle &gamma, const std::map &particleMap); /** @@ -57,16 +61,10 @@ std::tuple getRecoil( * @return[out] Pointer to sim particle labeled as PN Gamma photon (nullptr if * not found) */ -const ldmx::SimParticle *getPNGamma( - const std::map &particleMap, - const ldmx::SimParticle *recoil, const float &energyThreshold); - -/** - * Sort tracks depending on how finable they are. - */ -// TrackMaps getFindableTrackMaps(const std::vector -// &tracks); +const ldmx::SimParticle * +getPNGamma(const std::map &particleMap, + const ldmx::SimParticle *recoil, const float &energyThreshold); -} // namespace Analysis +} // namespace Analysis -#endif // _ANALYSIS_UTILS_H_ +#endif // _ANALYSIS_UTILS_H_ diff --git a/Tools/src/Tools/AnalysisUtils.cxx b/Tools/src/Tools/AnalysisUtils.cxx index 7306f8cfc..bcc515ebb 100644 --- a/Tools/src/Tools/AnalysisUtils.cxx +++ b/Tools/src/Tools/AnalysisUtils.cxx @@ -15,7 +15,6 @@ //----------// // ldmx // //----------// -//#include "Event/FindableTrackResult.h" #include "Framework/Exception/Exception.h" #include "SimCore/Event/SimParticle.h" @@ -26,72 +25,63 @@ namespace Analysis { -std::tuple getRecoil( - const std::map& particleMap) { - // The recoil electron is "produced" in the dark brem geneartion - for (const auto& [trackID, particle] : particleMap) { - if (particle.getPdgID() == 11 and - particle.getProcessType() == - ldmx::SimParticle::ProcessType::eDarkBrem) { +std::tuple +getRecoil(const std::map &particleMap) { + // The recoil electron is "produced" in the dark brem geneartion + for (const auto &[trackID, particle] : particleMap) { + if (particle.getPdgID() == 11 and + particle.getProcessType() == + ldmx::SimParticle::ProcessType::eDarkBrem) { return {trackID, &particle}; } } // only get here if recoil electron was not "produced" by dark brem - // in this case (bkgd), we interpret the primary electron as also the recoil electron + // in this case (bkgd), we interpret the primary electron as also the recoil + // electron return {1, &(particleMap.at(1))}; } -const ldmx::SimParticle* getPNGamma( - const std::map& particleMap, - const ldmx::SimParticle* recoil, const float& energyThreshold) { - // Get all of the daughter track IDs - auto daughterTrackIDs{recoil->getDaughters()}; - - auto pit = std::find_if( - daughterTrackIDs.begin(), daughterTrackIDs.end(), - [energyThreshold, particleMap](const int& id) { - // Get the SimParticle from the map - auto daughter{particleMap.at(id)}; - - // If the particle doesn't have any daughters, return false - if (daughter.getDaughters().size() == 0 - or - particleMap.find(daughter.getDaughters().front()) != particleMap.end() - ) return false; - - // If the particle has daughters that were a result of a - // photo-nuclear reaction, and its energy is above threshold, - // then tag it as the PN gamma. - return ( - (particleMap.at(daughter.getDaughters().front()).getProcessType() == - ldmx::SimParticle::ProcessType::photonNuclear) && - (daughter.getEnergy() >= energyThreshold)); - }); - - // If a PN daughter was found, return it. - if (pit != daughterTrackIDs.end()) return &particleMap.at(*pit); +// Search the recoil electrons daughters for a photon +// Check if the photon has daughters and if so, if they were produced by PN +// + +bool doesParticleHavePNDaughters( + const ldmx::SimParticle &gamma, + const std::map &particleMap) { + for (auto daughterID : gamma.getDaughters()) { + if (particleMap.find(daughterID) != std::end(particleMap)) { + const auto daughter{particleMap.at(daughterID)}; + const auto processType{daughter.getProcessType()}; + if (processType == ldmx::SimParticle::ProcessType::photonNuclear) { + return true; + } // Was it PN? + } // Was it in the map? + } - return nullptr; + return false; } -/* -TrackMaps getFindableTrackMaps(const std::vector &tracks) { - - TrackMaps map; - - for (const FindableTrackResult &track : tracks ) { - if (track.is4sFindable() || track.is3s1aFindable() || -track.is2s2aFindable()) { map.findable[track.getParticleTrackID()] = &track; +const ldmx::SimParticle * +getPNGamma(const std::map &particleMap, + const ldmx::SimParticle *recoil, const float &energyThreshold) { + auto recoilDaughters{recoil->getDaughters()}; + for (auto recoilDaughterID : recoilDaughters) { + // Have we stored the recoil daughter? + if (particleMap.find(recoilDaughterID) != std::end(particleMap)) { + auto recoilDaughter{particleMap.at(recoilDaughterID)}; + // Is it a gamma? + if (recoilDaughter.getPdgID() == 22) { + // Does it have enough energy? + if (recoilDaughter.getEnergy() >= energyThreshold) { + // Are its daughters PN products? + if (doesParticleHavePNDaughters(recoilDaughter, particleMap)) { + return &particleMap.at(recoilDaughterID); + } } - - if (track.is2sFindable()) map.loose[track.getParticleTrackID()] = -&track; - - if (track.is2aFindable()) map.axial[track.getParticleTrackID()] = -&track; + } } + } + return nullptr; +} - return map; -}*/ - -} // namespace Analysis +} // namespace Analysis From 782c275a92fe532926116a980cbbafcb44db0560 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 16:17:33 +0200 Subject: [PATCH 075/331] Add a verbosity switch to PN DQM --- DQM/include/DQM/PhotoNuclearDQM.h | 2 ++ DQM/python/dqm.py | 3 ++- DQM/src/DQM/PhotoNuclearDQM.cxx | 12 ++++++++---- 3 files changed, 12 insertions(+), 5 deletions(-) diff --git a/DQM/include/DQM/PhotoNuclearDQM.h b/DQM/include/DQM/PhotoNuclearDQM.h index 64386cf8f..2cfe48253 100644 --- a/DQM/include/DQM/PhotoNuclearDQM.h +++ b/DQM/include/DQM/PhotoNuclearDQM.h @@ -70,6 +70,8 @@ class PhotoNuclearDQM : public framework::Analyzer { int classifyCompactEvent( const ldmx::SimParticle* pnGamma, const std::vector daughters, double threshold); + + bool verbose_; }; } // namespace dqm diff --git a/DQM/python/dqm.py b/DQM/python/dqm.py index ceabaff67..7bfc6597d 100644 --- a/DQM/python/dqm.py +++ b/DQM/python/dqm.py @@ -202,9 +202,10 @@ class PhotoNuclearDQM(ldmxcfg.Analyzer) : p.sequence.append( dqm.PhotoNuclearDQM() ) """ - def __init__(self,name='PN') : + def __init__(self,name='PN', verbose=False) : super().__init__(name,'dqm::PhotoNuclearDQM','DQM') + self.verbose = verbose self.build1DHistogram("event_type" , "", 24, -1, 23) self.build1DHistogram("event_type_500mev" , "", 24, -1, 23) self.build1DHistogram("event_type_2000mev" , "", 24, -1, 23) diff --git a/DQM/src/DQM/PhotoNuclearDQM.cxx b/DQM/src/DQM/PhotoNuclearDQM.cxx index 7e867aa59..97eaba1fb 100644 --- a/DQM/src/DQM/PhotoNuclearDQM.cxx +++ b/DQM/src/DQM/PhotoNuclearDQM.cxx @@ -99,7 +99,9 @@ void PhotoNuclearDQM::onProcessStart() { } } -void PhotoNuclearDQM::configure(framework::config::Parameters& parameters) {} +void PhotoNuclearDQM::configure(framework::config::Parameters ¶meters) { + verbose_ = parameters.getParameter("verbose"); +} void PhotoNuclearDQM::analyze(const framework::Event& event) { // Get the particle map from the event. If the particle map is empty, @@ -120,8 +122,10 @@ void PhotoNuclearDQM::analyze(const framework::Event& event) { // photo-nuclear reaction. auto pnGamma{Analysis::getPNGamma(particleMap, recoil, 2500.)}; if (pnGamma == nullptr) { - std::cout << "[ PhotoNuclearDQM ]: PN Daughter is lost, skipping." - << std::endl; + if (verbose_) { + std::cout << "[ PhotoNuclearDQM ]: PN Daughter is lost, skipping." + << std::endl; + } return; } @@ -484,6 +488,6 @@ std::vector PhotoNuclearDQM::printDaughters( } } -} // namespace dqm +} // namespace dqm DECLARE_ANALYZER_NS(dqm, PhotoNuclearDQM) From 8eca731541a8a1e5df23a01482a6d04f665cd059 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Einar=20El=C3=A9n?= Date: Mon, 24 Apr 2023 16:30:15 +0200 Subject: [PATCH 076/331] Add PN DQM to ecal_pn, inclusive, and pileup --- .github/validation_samples/ecal_pn/config.py | 3 ++- .github/validation_samples/inclusive/config.py | 3 ++- .github/validation_samples/it_pileup/config.py | 7 +++++-- 3 files changed, 9 insertions(+), 4 deletions(-) diff --git a/.github/validation_samples/ecal_pn/config.py b/.github/validation_samples/ecal_pn/config.py index 99fb6debd..7d7719d95 100644 --- a/.github/validation_samples/ecal_pn/config.py +++ b/.github/validation_samples/ecal_pn/config.py @@ -61,5 +61,6 @@ TrigScintClusterProducer.pad2(), TrigScintClusterProducer.pad3(), trigScintTrack, - count, TriggerProcessor('trigger') + count, TriggerProcessor('trigger'), + dqm.PhotoNuclearDQM(verbose=True), ] + dqm.all_dqm) diff --git a/.github/validation_samples/inclusive/config.py b/.github/validation_samples/inclusive/config.py index 107e44073..f638f255f 100644 --- a/.github/validation_samples/inclusive/config.py +++ b/.github/validation_samples/inclusive/config.py @@ -61,5 +61,6 @@ TrigScintClusterProducer.pad2(), TrigScintClusterProducer.pad3(), trigScintTrack, - count, TriggerProcessor('trigger') + count, TriggerProcessor('trigger'), + dqm.PhotoNuclearDQM(verbose=False), ] + dqm.all_dqm) diff --git a/.github/validation_samples/it_pileup/config.py b/.github/validation_samples/it_pileup/config.py index a340b8274..3d0ac4414 100644 --- a/.github/validation_samples/it_pileup/config.py +++ b/.github/validation_samples/it_pileup/config.py @@ -95,8 +95,11 @@ trigScintTrack, count, TriggerProcessor('trigger'), dqm.SimObjects(sim_pass=thisPassName), - ecalDigiVerify,dqm.EcalShowerFeatures(), - dqm.HCalDQM()]+dqm.recoil_dqm+dqm.trigger_dqm) + ecalDigiVerify,dqm.EcalShowerFeatures(), + dqm.PhotoNuclearDQM(verbose=False), + dqm.HCalDQM(), + +]+dqm.recoil_dqm+dqm.trigger_dqm) p.inputFiles = ['ecal_pn.root'] p.outputFiles= ['events.root'] From 1f806429d2fb2b89d6088dd3ea643c7634fd9685 Mon Sep 17 00:00:00 2001 From: Lene Kristian Bryngemark Date: Thu, 10 Nov 2022 11:21:45 -0800 Subject: [PATCH 077/331] Initial commit of Validation module --- Validation/README.md | 55 ++++++++ Validation/comp/__init__.py | 2 + Validation/comp/__main__.py | 80 ++++++++++++ Validation/comp/_differ.py | 99 +++++++++++++++ Validation/run.sh | 66 ++++++++++ Validation/simulation.py | 52 ++++++++ Validation/test.ipynb | 246 ++++++++++++++++++++++++++++++++++++ 7 files changed, 600 insertions(+) create mode 100644 Validation/README.md create mode 100644 Validation/comp/__init__.py create mode 100644 Validation/comp/__main__.py create mode 100644 Validation/comp/_differ.py create mode 100755 Validation/run.sh create mode 100644 Validation/simulation.py create mode 100644 Validation/test.ipynb diff --git a/Validation/README.md b/Validation/README.md new file mode 100644 index 000000000..e24ff9429 --- /dev/null +++ b/Validation/README.md @@ -0,0 +1,55 @@ +# LDMX ECal Simulated Geometry Validation + +This repository is focused on storing configuration scripts for `fire` and python-based analyses +related to validating the simulated geometry of the ECal. + +## Running the Simulation +The simulation is run via `ldmx fire` with the [config script](simulation.py) in this repository. +Generally, you want to simulate both the v12 and v14 geometries, which would require two runs. +``` +ldmx fire simulation.py --geometry 12 --n-events --out-dir +ldmx fire simulation.py --geometry 14 --n-events --out-dir +``` +In order to roughly parallelize this, a [bash script](run.sh) was written to be run within the container. +``` +ldmx ./run.sh -o -N +``` + +### Full Procedure +This is a reference on the procedure for getting the simulation up and running. +We assume that ldmx-sw has already be `git clone`d onto your computer. + +Enter the ldmx-sw environment +``` +source ldmx-sw/scripts/ldmx-env.sh +``` + +**Only if needed**, recompile ldmx-sw. This is only necessary if you `git pull`d +changes to the ldmx-sw source code. +``` +cd ldmx-sw/build +ldmx make install +``` + +Determine the version of ldmx-sw you are running. +``` +cd ldmx-sw +git describe --tags +``` + +Create a directory for the simulated data pertaining to the version of the +simulation you are running. +``` +cd ecal-validation +mkdir -p data/ +``` + +Run the simulation. +``` +ldmx ./run.sh -o data/ -N +``` + +## Running the Analysis +The analysis code largely consists of filling and drawing histograms. +As a first step, use [the testing notebook](test.ipynb) as an example for +using the `comp` package. diff --git a/Validation/comp/__init__.py b/Validation/comp/__init__.py new file mode 100644 index 000000000..3f282466f --- /dev/null +++ b/Validation/comp/__init__.py @@ -0,0 +1,2 @@ + +from ._differ import Differ \ No newline at end of file diff --git a/Validation/comp/__main__.py b/Validation/comp/__main__.py new file mode 100644 index 000000000..1387e2f96 --- /dev/null +++ b/Validation/comp/__main__.py @@ -0,0 +1,80 @@ +"""CLI for comparison plots within Ecal Validation""" + +import argparse +import os +import re +from _differ import Differ + +import matplotlib.pyplot as plt +import mplhep +plt.style.use(mplhep.style.ROOT) + +def extract_parameters(fn) : + l = fn.replace('.root','').split('_') + return l[0], { l[i] : l[i+1] for i in range((len(l)-1)) if i%2 == 1 } + +# guard incase someone imports this somehow +if __name__ == '__main__' : + parser = argparse.ArgumentParser( + """ + Make comparison plots between different geometries. + + We assume that the input files are written out in the + format of the configs in this repository so we can + deduce the parameters from their names. + """ + ) + + parser.add_argument('dev',help='directory of event and histogram files from new developments') + parser.add_argument('--label',help='label for developments, defaults to dev directory name') + parser.add_argument('--out-dir',help='directory to which to print plots. defaults to input data dev dir') + + arg = parser.parse_args() + + dev = arg.dev + if dev.endswith('/') : + dev = dev[:-1] + print(dev) + + label = os.path.basename(dev) + if arg.label is not None : + label = arg.label + + out_dir = dev + if arg.out_dir is not None : + out_dir = arg.out_dir + + root_files = [ + (os.path.join(dev,f), extract_parameters(f)) + for f in os.listdir(dev) if f.endswith('.root') + ] + + histo_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'histos' ] + hd = Differ(label, *histo_files) + + shower_feats = [ + ('EcalShowerFeatures/EcalShowerFeatures_deepest_layer_hit', 'Deepest Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_num_readout_hits', 'N Readout Hits'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_det', 'Total Rec Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_iso', 'Total Isolated Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_summed_back', 'Total Back Energy [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_max_cell_dep', 'Max Cell Dep [MeV]'), + ('EcalShowerFeatures/EcalShowerFeatures_shower_rms', 'Shower RMS [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_x_std', 'X Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_y_std', 'Y Standard Deviation [mm]'), + ('EcalShowerFeatures/EcalShowerFeatures_avg_layer_hit', 'Avg Layer Hit'), + ('EcalShowerFeatures/EcalShowerFeatures_std_layer_hit', 'Std Dev Layer Hit') + ] + for path, name in shower_feats : + hd.plot1d(path, name, + file_name = re.sub(r'^.*/','',path), + out_dir = out_dir) + + event_files = [ (fp, params['geometry']) for fp, (t, params) in root_files if t == 'events' ] + ed = Differ(arg.label, *event_files) + ed.plot1d('LDMX_Events/EcalSimHits_valid/EcalSimHits_valid.edep_', + 'Sim Energy Dep [MeV]', + bins=50, range=(0,30), + file_name = 'edep', + out_dir = out_dir) + diff --git a/Validation/comp/_differ.py b/Validation/comp/_differ.py new file mode 100644 index 000000000..989bc00fa --- /dev/null +++ b/Validation/comp/_differ.py @@ -0,0 +1,99 @@ +"""Hold the two files we are comparing together in one class""" + +import uproot +import matplotlib.pyplot as plt +import os + +class Differ : + """Differ allowing easy comparison of "similar" files + + The basic requirement of all files passed is that the columns + of data in the 'LDMX_Events' TTree are named exactly the same. + This is an easy requirement if the files are generated using + the same configuration script and/or the same installation of + ldmx-sw. + + Parameters + ---------- + grp_name : str + Name to include in legend title to differentiate + this group of plots from another + args : list of 2-tuples + Each entry is a 2-tuple (file_path, name) where file_path + specifies the file to open and name is what should appear + in plot legends + kwargs : dict + These keyword arguments are passed to plt.figure for creationg + of the figure we draw on. + + Example + ------- + Opening a differ is pretty quick and lightweight. + We do open the files with `uproot` and access the event tree. + + d = Differ('v3.2.0-alpha',('path/to/v12.root','v12'),('path/to/v14.root','v14')) + + Without any other options, the plotting with show the plot as if + we are in an interactive notebook. + + d.plot1d('EcalSimHits_valid/EcalSimHits_valid.edep_') + """ + + def __init__(self, grp_name, *args) : + self.grp_name = grp_name + self.files = [ + (uproot.open(path), name) for path, name in args + ] + + def __plt_hist(ax, uproot_obj, **kwargs) : + """Plot the input uproot object as a histogram on the input axes + + If the uproot_obj is already a histogram we import its values and use + them directly. If the uproot_obj is a TBranch, then we pull its values + into memory and fill the histogram. + """ + + if issubclass(type(uproot_obj), uproot.behaviors.TH1.Histogram) : + edges = uproot_obj.axis('x').edges() + dim = len(edges.shape) + if dim > 1 : + raise KeyError(f'Attempted to do a 1D plot of a {dim} dimension histogram.') + return ax.hist((edges[1:]+edges[:-1])/2, bins=edges, weights=uproot_obj.values(), **kwargs) + else : + return ax.hist(uproot_obj.array(library='pd').values, **kwargs) + + def fig(self) : + """Get the figure we are drawing on""" + return self.__fig + + def plot1d(self, column, xlabel, + ylabel = 'Hit Count', + yscale = 'log', + ylim = (None,None), + out_dir = None, file_name = None, + **hist_kwargs) : + fig = plt.figure('differ',figsize=(11,8)) + ax = fig.subplots() + + if 'histtype' not in hist_kwargs : + hist_kwargs['histtype'] = 'step' + if 'linewidth' not in hist_kwargs : + hist_kwargs['linewidth'] = 2 + + for f, name in self.files : + Differ.__plt_hist(ax, f[column], label=name, **hist_kwargs) + + ax.set_xlabel(xlabel) + ax.set_ylabel(ylabel) + ax.set_yscale(yscale) + ax.set_ylim(*ylim) + ax.legend(title=self.grp_name) + + if out_dir is None : + plt.show() + else : + fn = column + if file_name is not None : + fn = file_name + fig.savefig(os.path.join(out_dir,fn)+'.pdf', bbox_inches='tight') + fig.clf() diff --git a/Validation/run.sh b/Validation/run.sh new file mode 100755 index 000000000..9f25209fe --- /dev/null +++ b/Validation/run.sh @@ -0,0 +1,66 @@ +#!/bin/bash +# run.sh +# run four simulations within container + +__usage__() { + cat <') + -N, --n-events : Number of events per geometry to simulate + +HELP +} + +__main__() { + if [ -z ${LDMX_BASE} ]; then + echo "ERROR: Need to be in ldmx environment." + echo " source the ldmx-env.sh script in ldmx-sw." + return 1 + fi + #local _tag=$(git -C ${LDMX_BASE}/ldmx-sw describe --tags) + local _output_dir=$(cd data && pwd -P)/dev + local _n_events=10000 + while [ $# -gt 0 ]; do + case $1 in + -o|--out-dir|-N|--n-events) + if [ -z $2 ]; then + echo "ERROR: '$1' requires an argument." + return 1 + fi + case $1 in + -o|--out-dir) _output_dir=$2;; + -N|--n-events) _n_events=$2;; + esac + shift + ;; + -h|--help|-?) + __usage__ + return 0 + ;; + *) + echo "ERROR: Unrecognized option '$1'." + return 1 + ;; + esac + shift + done + + if ! mkdir -p ${_output_dir}; then + echo "ERROR: Could not create output directory ${_output_dir}" + return $? + fi + + for g in 12 14; do + fire simulation.py \ + --n-events ${_n_events} \ + --out-dir ${_output_dir} \ + --geometry ${g} \ + &> ${_output_dir}/simulation_v${g}.log & + done + wait +} + +__main__ $@ diff --git a/Validation/simulation.py b/Validation/simulation.py new file mode 100644 index 000000000..eceb31789 --- /dev/null +++ b/Validation/simulation.py @@ -0,0 +1,52 @@ +"""Ecal-focused simulation script""" + +import argparse +import os + +parser = argparse.ArgumentParser() + +parser.add_argument('--n-events',default=10,type=int,help='number of events to simulate') +parser.add_argument('--geometry',default=12,type=int,choices=[12,13,14],help='version of geometry to simulate') +parser.add_argument('--run',default=1,help='run number (controls random number seeding)') +parser.add_argument('--out-dir',default=os.getcwd(),help='directory to put output file into') + +arg = parser.parse_args() + +from LDMX.Framework import ldmxcfg + +p = ldmxcfg.Process( "valid" ) +p.run = arg.run +p.maxEvents = arg.n_events +file_stub = f'geometry_v{arg.geometry}_events_{arg.n_events}_run_{arg.run}.root' +p.outputFiles = [ arg.out_dir+'/events_'+file_stub ] +p.histogramFile = arg.out_dir+'/histos_'+file_stub + +# we want to see every event +p.logFrequency = 1000 +p.termLogLevel = 0 + +from LDMX.SimCore import simulator +from LDMX.SimCore import generators +import LDMX.Ecal.EcalGeometry +import LDMX.Ecal.ecal_hardcoded_conditions +import LDMX.Hcal.HcalGeometry +from LDMX.DQM import dqm +import LDMX.Ecal.digi as ecal_digi +import LDMX.Ecal.vetos as ecal_vetos + +electrons = generators.gun('ecal-electrons') +electrons.particle = 'e-' +electrons.energy = 4.0 # GeV +electrons.direction = [0., 0., 1.] +electrons.position = [0.,0.,220.] #mm - in front of ECal, skip tracker/trig scint + +validator = simulator.simulator('ecal-validator') +validator.setDetector(f'ldmx-det-v{arg.geometry}', False) +validator.description = 'Electrons straight into ECal for ECal geometry testing' +validator.generators = [electrons] + +p.sequence = [ validator, + ecal_digi.EcalDigiProducer(), + ecal_digi.EcalRecProducer(), + ecal_vetos.EcalVetoProcessor() + ] + dqm.ecal_dqm diff --git a/Validation/test.ipynb b/Validation/test.ipynb new file mode 100644 index 000000000..5dd31aeee --- /dev/null +++ b/Validation/test.ipynb @@ -0,0 +1,246 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6aa8f67c-ae04-4f83-99f7-1c310c757343", + "metadata": {}, + "outputs": [], + "source": [ + "from comp import Differ\n", + "# uses matplotlib so define the default theme to be mplhep\n", + "import matplotlib.pyplot as plt\n", + "import mplhep\n", + "plt.style.use(mplhep.style.ROOT)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cb8bbe20-b003-4989-92aa-cb990fbd4148", + "metadata": {}, + "outputs": [], + "source": [ + "fd = Differ('v3.2.0-beta 10k Events',\n", + " ('data/v3.2.0-beta/events_geometry_v12_events_10000_run_1.root','v12'),\n", + " ('data/v3.2.0-beta/events_geometry_v14_events_10000_run_1.root','v14'))\n", + "hd = Differ('v3.2.0-beta',\n", + " ('data/v3.2.0-beta/histos_geometry_v12_events_10000_run_1.root','v12'),\n", + " ('data/v3.2.0-beta/histos_geometry_v14_events_10000_run_1.root','v14'))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4b570561-583e-4247-86e0-7a4100d6224f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArYAAAH7CAYAAAA5LdzDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABgSUlEQVR4nO3deZgU1dn38e/NMuAGKJuCRtRXCYomKrjgRiKiPjiCRlQ0RNwmmsQlj9Ggj1E0bkk0Go0xGYyiIqhgQEbUuOLCouCu0biiIooIAoog2/3+UdVDM9Pd09XT29T8PtdVV81UnTp1d3XNzD2nT51j7o6IiIiISFPXotQBiIiIiIjkgxJbEREREYkFJbYiIiIiEgtKbEVEREQkFpTYioiIiEgsNOvE1syOMrPpZva1mc0xs/6ljklEREREctNsE1szOxIYGy6HAW8BNWa2TUkDExEREZGctCp1ACX0f8Bl7n4LgJm9CHQG+gCfJBc0Mw32KyIiIlJG3N3qbmsyLbZm1tLM5pvZFQ2UO8bMZpnZcjNbbGY1ZrZ7nTI9gL2AexPb3H2lux/m7pMK8gJEREREpKCaTGILHA5slamAmZ0LTAD2BuYCK4AjgFlmtl9S0e8B64BdwyT4SzN7tqE+tu6ecTn99NMbLJPtsueee+alnnzGVI516ZrrmpfrddI1b9p16ZrrmpfrddI1z/wheqTE1sw+NLP3I5R/y8yejHKOFHW0M7PhwG0NlOsI/AFYCfRz912ArYFzgArgpqTiWwEG3ABcB/wPMBt4zMx+0Jh4RURERKQ0ovax3RbIqr+pmVUAPYCcH8Yys4nAT7IsPowggb3Y3WcCeJDW32hmg4CBZraru78OrCJIbE9292fDc80G9gXOAM7MNWYRERERKY2Mia2ZDQYGp9iesfWUIGnsDbQBFuUcHcwAvgy/7gn0z1B2WLhO1Ud2EjAwLPM68Fm4/bVEAXd3M3uDRiTiIiIiIlI6DbXY/hAYkfR9orV2RN2CGUyIUHYD7v7nxNdmNoLMie12wDKCYbvqmhGutw/XbwBfE/TFfTSs34DdgWm5xisiIiIipdNQYjutzveXEiS3l2VZ//vA+IgxRWZmLYAuwMeeuldxotW4K4C7f2Nmfwf+GT5w9hFwGtALOCbXOCorK3M9tGDyGVM51qVrXvy6dM2LX5euefHr0jUvfl265sWvK47X3Bp6umyDwmbrCD61b9mos+YgbLG9HbjS3S+us68z8AXwkrvvmeLYtgQjJLzl7juH21oSJOjHEiS8c4DfuPvLKY53gD33rFd1WlVVVVRVVWVdvq4+ffowZ86cnI+X6HTNi0/XvPh0zYtP17z4dM2Lr7HXvLq6murq6qzKvvjii0DqcWyjPjx2csTy5SKRiLdObHD3tcDF4ZIV/ZCIiIiI5F+UBsGg92hqkRJbd78jSvkiWgSsBbZIsz+x/bM0+0VERESkictpSl0z2x/oC2yWTXl3vzyX82TL3deZ2UKgo5lZin62HcN1oxLbVP9JVFZWlmUfFREREZGmrqamhpqamqzLR0pszaw1wcNgR2V7CMHDZgVNbEMfAP0Ihhl7vc6+fuH6w8acINu+HyIiIiLSeKkaEEePHp22fNQW2zOAo8Ov5wGzgOUR6yiU8QQJ7FHUT2yHhOtxxQyoMRrz4JnkRte8+HTNi0/XvPh0zYtP17z4yuWaRx0VYQ7BWK8PAse5+8pCBZbi3CNIMypCuH8LYH747Y/cfWY4Nu1ZwF+A2e6+V47ndqDB+YlFREREpLASD4/lY1SEHcP1RcVMarPh7ovNbCRwPTAjnEVsC6AbsJIgwW0U9bEVERERKZ6ofWyjtth+CWwOtHP3onZBaKjFNqncMcD5wK7AKuAZ4GJ3fy3dMVmcWy22IiIiImUgU4tt1MT2MeDHwL7u/kK+Aix3SmxFREREykOmxLZFxLr+GK7/r5ExiYiIiIjkVdQJGh4zs7OAv5jZBOBCd3+vMKGVH/WxFRERESmeQvex/Vv45V4EoyMALCAYQ3ZVmsPc3Q/O+iRlqOhdEUa1z+GYpfmPQ0RERKTM5HNUhDMIJlxIrmjLcElHHVNFREREpOCiJrYnFyQKSanHyobnk5jb9oQiRCIiIiJS/qL2sb2jUIE0BcXuYzv3mkENFxpVkFOLiBTcokWLuOKKK3jhhRd4++23MTN22mkn9t9/f0aOHMkWW2xR6hA3sGDBAq6++mpqamqYN28eHTp0oG/fvpx77rkMGDAgpzp79OjBRx99xFNPPUX//v3zG3DMPPnkk1x//fW88MILLFmyhK233pojjjiCCy+8kC23rP/BcSGubf/+/Xn66acjHXP77bczYsSIvJy/OYraxxZ319LAQtCdwovm0nbBku+yIiJl4plnnvHOnTt74vdr3WWLLbbw6dOn51T3Bx984Oeee64fcMAB3rVrV2/fvr3vu+++fvbZZ/v8+fNzqvPNN9/0Ll26pI33mmuuyanebbfd1gF/6qmncjo+F1999ZVfeumlfumllxbtnKksXrzYKyoq/MQTT2yw7J/+9Ke0175z587++uuv1zumENf2oIMOShtHuuX222/P2/mLadKkSX7ppZcW9d7MVlJeVi9nizrcl4iISKOsWrWK0047jYULF7LTTjvx0EMPsXDhQhYsWMD48ePp1q0bixcvZvjw4XzzzTeR6n700UfZbbfduOGGG3j22WdZsGABS5cuZebMmdx4443stNNO3HnnnZHjPeqoo/jiiy/o0qUL9957L1988QXPPfccRxxxBAAjR47kySefjFRvqSxZsoTLLruMyy67rKRx3H333axale658/WmTZvG+eefDwSfkj733HN88cUX3HPPPXTu3JmFCxdy1FFHZVVXvpx00klZN4411dbayZMnc9lllzFt2rRShxJJpMTWzD7IYXm/UMGLiEjTM378eN555x1at27No48+yuGHH06nTp3o0qULxx9/PP/6178A+OCDD3jkkUeyrnfRokUcd9xxfPPNN2y33XZMnjyZBQsWsGDBAiZNmkSvXr345ptvOO2003jppZeyrnfs2LG88847tGrVismTJ3PsscfSuXNn9ttvP+677z769OkDUPJEsalwd5566ilGjhyZVflLLrkEgD59+nDvvfey33770blzZ4477jgmT55Mq1ateO+997j77rsLGbY0EVFbbHtkuWyb9PV2jQlQRETi5Y033gBg4MCBbLvttvX277333vTo0QOA117Lfjb0O++8kyVLllBRUcG0adMYPHgwXbp0oUuXLgwZMoSZM2fSo0cPVq9ezW9/+9us6x03LniQd8CAAey7774b7Ntoo40477zzAHjmmWeYP39+1vU2NxMnTuTUU0/lBz/4AT/+8Y9Zvnx5g8d88sknPPvsswD85je/YaONNtpgf79+/Tj44GBE0XvuuSf/QUuTEzWx/VGGZSBQBdwKrAE+A/YBNstXsCIiUj7OOecczIwddtgh7TjfK1asYLPNNsPMuPbaawF4771gXp/ttkvf7rH55psDsHjx4qzjSSTBQ4cO5Xvf+169/e3bt+ecc84B4IUXXmDdunUN1rlmzRqeeeYZgNpuB3UdeuihtGzZEqBR3RE++ugjTjnlFLp3785GG23E7rvvzimnnMLMmTMzHvfYY49x9NFHs9VWW9G2bVt23HFHfvrTn6ZslTazDa67mWFm9T5ufv311zn55JPZZZddaNeuHe3atWPnnXfmZz/7GbNnz87p9Y0dO5bbbruN119/PetjnnrqKQBatmzJoYcemrJM4n2ZNm0aa9euzareq6++GjOjZcuW3HvvvVnH0xiTJk2qvd4ff/xx2nIDBgzAzFLeb1Hea4BRo0ZhZlxzzTUAtS3e7du3Z/PNN2ffffflrrvu2uBnIXHMHXcE4wVcdtllmFm9B/Dee+89qqqq2G233dh0003p2rUr++yzDzfeeCMrV66MennyJ9s+IlEWglbaTwiS266FOEcxF8JOyqeffnq9ZcqUKRG6O2dJD4+JSBMwffr02oc4XnnllZRlJk6c6IC3bNky6we3FixY4BtvvLEDXl1dnXU8+++/vwN+2WWXpS0zZcqU2pgXLlzYYJ3z58+vLf/CCy+kLderV6+cHiJLPOD0l7/8xdu3b5/2AaRrr7223rFr1qzxM888M+ODS3WPS1cu+QGh5GuUajEznzhxYqTX6R481Pfyyy/XLpWVlQ5kfHjsqquucsB33nnntGWef/752tg+//zz2u3pHh677rrral/H3XffHek1JB4eO+mkkyId5+6+YsUK32yzzRzwG264IWWZzz//3Fu0aOGAT5gwoXZ7Lu+1u/ull17qgF999dV+wQUXpD3217/+db1j6i4HHXRQbZmamhpv2bJl2vr69evnq1atinyNUpkyZUq93CtxHk+Vs6XamI+FoAV3HfDXQp2jWEvSBSwOJbYi0gSsXbvWv/e97zngl1xyScoyxx57rAM+aNCgtPWsW7fOly1b5h9++KGPHz/ef/jDHzrgvXr18uXLl2cdz8MPP+wTJkzw9957L22ZxB/tdu3a+bp16xqs86WXXqr9I/r++++nLZdIqpMThGwkkq/WrVt769at/dprr/X33nvPP/vsM7/33nu9e/futUnYq6++usGxiaQP8KqqKn/55Zd96dKlPn36dD/88MNr940fP36D4z788ENP93dt5cqVtQn2/vvv79OnT/elS5f6kiVL/Omnn/a9997bAd96660jvc5UTjrppAYT27PPPtsBP+CAA9KWee+992pfT/I1SpXY/vWvf629nmPGjIkcc2MSW3f34cOHO+AHHnhgyv1/+9vfHPDNN9/cV65cWbs91/c6cb/vtddeDvjJJ5/sL774oi9btsxnzZrl++67b+2xc+fO3eDYxPtTd/SMZcuW1SboBx98sM+aNcu/+eYbX7Bggd988821ifnNN9+c0zXKRqkS2wpgJTC3UOco1qLEVkQktd/85jcOeO/evevt++abb2pbXu+77760dTz88MP1WnyGDRu2QetbPrz99tveoUOH2k/gsvHQQw/VxvTVV1+lLTd48GAH/IQTTogUUyL5Arympqbe/s8//9y7devmgB9++OG12xctWuQbbbSRk6aFet26dX788cfXJqHJrWeZEttEIl9RUeGLFy+utz/52AULFkR6rXVlk9gm/jEaPHhw2jJfffVVbUyPPvpo7fa6ie3o0aNry9166605xZzLcF/JHnzwwdrEOtX1S9T/i1/8onZbY97r5NbXc845p96xCxYsqK27bit8usT28ccfr/1n7Ouvv65X57Bhwxzw4cOHp7yG+ZApsS3kcF+rgbVA1wKeQ0RESuj4448HggfC3nnnnQ32Pfjgg3z77bdsvvnmkSeymTlzJo899lje4nzooYc46KCDWLJkCZ06deJ3v/tdVscl9/HdZJNN0pZL7Fu4cGFO8R1wwAEp+1R27dqViy66CICHH3649oGrqVOnsmLFCrp168aFF15Y7zgz44YbbsDMmDdvHi+//HJWcXTu3Jnx48czefLk2n7Oybbaaqvar7/99tus6myMxPXP5tpD+ut/11131U6ydNNNN3HqqafmMcrsHXLIIWy++ea4Ow888MAG++bPn1/bnzt5iLB8vNebbLJJ7egSybp06cIuu+wCwNdff53Va0h+31esWFFv/y233MInn3zCddddl1V9+VbIxPbHwEbA5wU8h4iIlNAee+zBDjvsAAQPxyS77777ABg2bBht27ZNW8dhhx2Gu7No0SKmT5/OMcccw9y5cxk+fDg333xzo+J78803qaysZNCgQSxYsIBOnTrx6KOPss0222R1fMeOHWu/zvSHf+nSpUDwgFoujjzyyLT7hgwZUvv1++8HI2j+97//BeCggw6idevWKY/r2rUrO+64I0DWD3xtvfXWHH/88Rx++OEbbF+zZg0zZ87krLPOyqqefElc/2yuPaS+/vfddx8jRoxIfALLkiVLGh1XlHFsk1VUVHD00UcD1A5rl3D//ffj7uy88861Q8hBft7r3r17p53JL9M/DanstddebLbZZqxevZo+ffpw5ZVX8tFHH9Xub9++PVtvvTWdO3eOVG++RB3H9ntZLDuZ2XBgLEFTcW6PT4qISNkzs9pW2+Q/1F9//TUPPfQQECQB2dhiiy3o168f9913H0OHDgWCMUxzecJ62bJl/OpXv2K33XbjwQcfBOC4447jzTffZPfdd8+6nuSpWr/66qu05RL7unXrVrutf//+tU/BJy+jRo2qd3ymESK6devGxhtvDKwfUSLROj5+/PiU50gsiXKZYq/L3Zk+fToXXnghRxxxBL169WKTTTahX79+jB49Out68iFx/bO59rDh9U+45ZZbaNmyJQcddBAAV155JR9++GGeI81e4ufliSee2CDJTozOcNJJJ2Fmtdvz8V5vv/32eYu/a9eu3HPPPXTt2pWPP/6Yiy++mB49etCjRw+GDx/OhAkTshrKrVBaRSwf5U4wYBVwecRzlK3ExxjJKisrI3/EJiISJ8cddxxXXnklL7zwAp988gnbbLMNNTU1rFy5kl69etG3b99I9ZkZp59+OhMmTGDx4sV88MEH7LzzzlkfP3XqVH7+85/z6aefAkFL19VXX11vDNpsJCe2X375ZW3rdF2Jj8yTP6qPIjFcWCruXjscUyLB/e677yLVn+3HzMuXL+e4445j6tSpALRq1Ypdd92Vk046iT59+tCnTx/23HPPSOdujMT1//LLL9OWSe4ukur6t2rViokTJ7L//vvTs2dPvvzyS84++2xqamryH3AW+vfvXztj2tSpUznxxBOZN28e06dPp0WLFvz0pz/doHw+3uuKiopGxVzX//zP//DOO+8wYcIEpkyZwpNPPslHH33ERx99xNixY+nWrRu33347AwcObPS5ampqIr1XURNba7gIAMuBF4Hz3f2NiOcoW9XV1aUOQUSk7PTu3ZtevXrx1ltvMXnyZM4666za1qcRI0Zs0PoEwcfdS5YsYezYsRt8zJ6sa9f1j2dEmSp1woQJHH/88axbt45OnTpx6623cuSRR9aLIVudO3emdevWrF69mlmzZrH33nvXK7No0aLa1rLu3bvXbo8yFekHH3yQdt/8+fNrW6132mmnDdann356Xv82jRw5kqlTp9K5c2duvvlmjjzySNq0aVO7v+5H64WWuJ7vvPMOixYt2qBrSMKsWbMAaN26dcqPvxOvA+CPf/wjp5xyCg8++CBTpkzJ2AWkUFq1asUxxxzDLbfcwr/+9S9OPPFEJkyYAARjItdtdS7Ue91Y7dq149RTT+XUU09lzZo1vPbaa0yePJnbbruNTz/9lGOPPZZ333230V0SUjUgZvrkIFJXBHdvkeWymbv3d3d1QxARibm63RGWLl3KI488krL1CYJWuOXLl9d72CzZW2+9BQRJQK9evbKK48UXX+TEE09k3bp1HHTQQbzyyisMHjw456QWgpbUAw88EKC2FbOuRx99tLZF9Uc/+lFO50l020gl0cWjTZs2tRNPJJKdTDOzuTsvvvgic+bMybrFNtEv+qqrrmLo0KEbJLWwvitEsSQmBVi3bh3//ve/U5ZJXLuDDjooZct34lpB8DF/v379ADj77LOL8gBcKomfl4cffphvv/12g38E6yrUe52rBx98kGuvvXaDn4dWrVqxxx57cPnll/Pqq6/SunVrli5dWvtPRzEV8uExERFpJo477jggmFb21ltvZdWqVQwcODBln8fvf//7APzjH/9I+THrmjVr+OMf/whAnz596iVX6dxwww2sXr2avn378vjjj2/QetoYJ5xwAhDMgjV9+vQN9q1YsaL26e+DDjqIrbfeOqdzPPHEEzzyyCP1tn/22WdcddVVAJxxxhm0ahV80Dpw4EBatGjB888/n/Zj2kmTJtGnT5+MyXbdFtjE+5HqYT93r53BKtWxhbDNNttwwAEHAHDttdfWewp/xowZtbO9nXjiiQ3W16JFC/72t7/RokULPvroo9prW2z7778/3bp1Y8WKFVRXV/P888/ToUOHlC3I+Xqvc1X3fX7uuec4//zzOfvss1PO9Jb8gFuHDh3yHk+Dsn2qrzkvaBxbEZEGJSZWSIyLec8996Qs9+STT24wQ9FTTz3lixYt8i+//NKfeOIJ79evX+04mS+99NIGxz7//PPes2dP79mzp990002127/77jtv06ZNg2PmpnPTTTfV1vv8889vsG/VqlX+/e9/3wHv2rWr33fffb5w4UJ/7rnnamfPMjN/5plnIp83MdZq27ZtvaKiwq+//np///33/bPPPvP77ruvdgzbTTfd1L/44osNjk1MXrDxxhv7FVdc4f/97399xYoV/vHHH/t1113nbdu2dcAvuOCCDY5LHot29uzZ7u61k1X86Ec/csB32GEHnzZtmn/zzTe+cOFCf+yxx/ywww7bYHzWv/zlL75ixYrIrzkhm3Fs3d2ffvppNzMH/Mgjj/SZM2f6F1984ffee6937tzZCSfzWL16dcprW3fmMXf3c845p/Yee/vtt7OOubETNCQ799xzN/h5OeOMM9KWzfW9ToxjmynexGu6/fbbN9ieeH8GDx7sq1evrr1HJk+evMF402+++aavWLHCly5d6k8//bQfcMABtZNMfPvttzlfn0yS8rL6OVuqjQ0tBH1zjwPuAmYAC4DFwPPhthOAVrnUXY6LElsRkYZdffXVtX9w2rdvnzHpueKKKzJOydm+fXu/44476h331FNP1ZZJHjj+448/jjRo/rbbbrtBvckD2adKhP7zn/94ly5dUtZlZmmnSG1IIvkaP368V1RUpKy/bdu2KSdvWLFihQ8ZMiTj6xw2bJivWbNmg+NWrlxZmwgBvtlmm9W+5tmzZ3vr1q3T1jdy5Ejv379/7fc/+MEPcnrd7tkntu7u1157bdqYttxyy5TJaabEdsmSJb7llls64AMGDMhqFjr33CZoqHuvJcycOXODcrNmzUp73lzf68Yktpdffnlt3RtttJEPGDDA3YN/ghITZ6Rb2rRp408//XRW1zQXmRLbyF0RzKwH8AIwjiCB3QfoDHQA+obb7gKeD8uKiEgzkOiOAEEfwkxj1/7f//0fr776KieccAI/+MEP2GyzzejSpQsHHngg5513Hu+88w4/+9nPsj73558Xdsj0Xr168dprr3HOOeew3XbbUVFRQadOnTjiiCN46qmnOOeccxpV/xFHHMELL7zAscceS5cuXWjdujXbbLMNp512Gm+88UbKyRvatm3L/fffz7333suwYcPYZZddaNu2LTvssAOVlZU89thj3H333fX6nbZp04axY8ey4447UlFRwWabbVY7lmmfPn146aWXOPbYY+nRowcVFRV0796dn/70p8yePZurr76aW2+9lX322YctttiiIB99p3Leeefx5JNPMmjQIDp16kRFRQXbbbcdv/71r3nttdfo2bNnpPrat29f24Xk8ccfr314q5j23ntvtt12WwB69uzJXnvtlbZsru91Y5xzzjkcc8wxtGvXjpYtW9Y+0GlmjBs3jnvuuYcf//jHtfdJly5d6Nu3LxdeeCEffvhhbd/0YrMg8c2ysNnGwKvA9gQjJDwBPAbMBdaE2w8JFwfeBXZ39/pTUzQh4UcgRLlWjTKqfbhemrlc1LIiIiIiTVzigVB3r/dkaNThvn4F7ACsAAa5+7QUZa41swFADbAjcCbw54jnERERERGJJGpi+xOCltjfpklqAXD3x83sQoKEtj8xSWw1QYOIiIhI8USdoCFqV4SvgHbAju6efjTpoOwOBF0RPnL39HMFNgHqiiAiIiJSHjJ1RYj68Fiigq+yKJuY465DxHOIiIiIiEQWNbF9PVz3yaJsokxsptQVERERkfIVNbF9haDV9tpwhISUzGwj4FqC/riv5BqciIiIiEi2oia2fwPWAr2B2WZ2vJltkdhpZpub2XHAbGBXYB1wS76CFRERERFJJ9KoCO7+lpmdDtwK9ALuBjCz5WGRTcK1ESS1P3f3/+QpVhERERGRtCLPPObuY4D9CSZngCCJ3TRcLFyeAg5099vyE6aIiIiISGZRx7EFwN1nAYeYWRuC2cb+H0FC+x7wgbuvzF+IIiIiIiINyymxTXD374C3wkVEREREpGQidUUws7ZptleY2ZlmtmN+whIRERERiSarxNbMDjWzccAXZlaRokhr4GbgbTP72MwuSpcEi4iIiIgUQsauCGbWkmA82rOzrM+ArYHfA4PNbJC7f9m4EMtHVVVVvW2VlZVUVlaWIBoRERGReKupqaGmpibr8ubu6Xea3QqcTJCwvgOMBa70FAeZ2ZbAIcBpwAEEkzM87u6HRnkB5cjMHCDTtcqrUe3D9dL8lhURERFp4swMAHe3uvvSttiaWW+CpBbgT8CF7r4uXXl3/xy4y8zGAr8maOkdYGaHufsjuYcvIiLSPPUYObXUIdSae82gUocg0qBMfWzPJWipfdTdf5spqU3mgT8Dk8NNxzQqQhEREWnWli5dSps2bbj11lvTlnF37rrrLvr378+WW25Jp06dOPjgg7nrrruK94mrlFymPra9CLoTXJ9j3X8BhhCMcSsiIiI5KmVraTm0Gt91112sWrUqY5mTTz6ZO+64g1atWrHLLrsA8PTTT/Pkk08yZcoU7rvvvtqPsCW+MrXYJhLSXKfEfSdcawgwERERiWzRokX89a9/5YILLshY7tlnn+WOO+5g22235bXXXuOVV17hlVde4c0336RXr15MnDiRf/7zn0WKWkopU4vtpuH6ixzrXhyut8jxeIkgyn/U6iclIiLlrm/fvsyZMyersmPGjAFg1KhR9OrVq3Z7z549GTNmDHvvvTd33nknp512WiFClTKSqcV2frjeKse6tw7XuSbGIiIiEhOnnHIKZsbf//73lPuPOuoozIxx48YBMHDgQH7+85/z85//nD333DNj3R988AEA/fv3r7evb9++bLrpprz66quNewHSJGRqsX0F2B44DPhHDnUfHq5z7cogEWTTClsO/aRERKR5Gjp0KLfffjsPPPAAZ5xxxgb7vv76ax555BE23XRThgwZAsCVV15Zu3/UqFG8+OKLaevu168fO+ywA926dau379tvv+Xbb79lq61ybaeTpiRTYns/8BPgQjO7292/ybZSM9sEuIDg4bMHGheiiIiINHUHH3wwHTp04IknnmDZsmW0a9eudt9DDz3EypUrOemkk9h4440j152cBNd11VVXsW7dOg488MCc4pamJVNXhIkEra3bADVmtnk2FYZJ7b8IuiIsAO5qbJAiIiLStFVUVDBkyBBWr17Nww8/vMG+iRMnAjB8+PC8nW/t2rX8+te/5qqrrqKiooKRI0fmrW4pX2kTW3dfA5wCfAscCHxkZleZWedU5c2srZkNB14FBgDrgF+4+/L8h914ZnaWma1MsfQsdWwiIiJxNHToUAAeeGD9h7nLly9n6tSpdO/ePWUf2Vw8++yz9OnThxtuuIHWrVtz1113sdtuu+Wlbilvmboi4O4vmNkRwASgE/Bb4LdmtgD4EPgE6EgwNNg2BBM6GLAaONPdJxcu9EbrDfyb4DUlm1v8UEREROJvwIABdOjQgalTp7Jq1SoqKip4+OGHWbFiBSeeeCItW7ZsVP3Lli3jvPPOq53IoXfv3txxxx3sscce+QhfmoBMXREAcPengZ2BW4GVBInrlsC+wFDgYGDbsC4DHgP6uvtt+QzUzFqa2Xwzu6KBcseY2SwzW25mi82sxsx2T1G0F/C8u79dZ/kun3GLiIhIoKKigsGDB7Ns2TKmTZsG5K8bwhtvvMFuu+3GrbfeSqdOnfjb3/7Gyy+/rKS2mWkwsQVw9y/dvQroBhxHMBvZROBJ4EHgduCXwE7ufqi7v1aAWA+ngaHHzOxcgtblvQlaXlcARwCzzGy/OsV7AfuY2Ttm9oWZPWpmffMetYiIiNRKdEeYPHkyK1as4MEHH+SHP/whvXv3zrnOTz/9lMMPP5yPPvqIffbZh1dffZUzzzyTVq0yfjAtMRTpHXf3pQSJ44TChFOfmbUDBgPXNVCuI/AHglblH7v7TAvmzjuLYHrfm4A9wrKdCbpWtAXOBFYRJOZPm9lu7v5egV6OiIhIszZgwADat2/PlClTGDBgAMuXL290a+3vf/975s2bx9FHH824ceNo06ZNnqKVpqas/5Uxs4kEQ45lYxhQAVzs7jMB3N2BG81sEDDQzHZ199eBrwhafxe6+9rwXDOBtwgemLsov6+kCEa1b7DI3LaJr5YWNBQREZF02rRpw+DBg7nzzju55JJLaNGiBcOGDcu5vu+++47x48fTsmVL/v73vyupbebKOrEFZgBfhl/3BPpnKJv4qZiUYt8kYGBY5vVwxIfPkwu4+xozexX4XmMCFhERybe4TbAzdOhQ7rzzTt58800OPfTQRk2e8Nlnn7Fs2TLatm2bseW3a9eu3HHHHTmfR5qGsk5s3f3Pia/NbASZE9vtgGUEra51zQjX24d1VRJ0Wxjg7vPDbS0I+t2Oa2zcRTUqQutrFq26IiIihXbIIYfQrl07li1b1uhuCF988QUAK1eu5N///nfacttuu22jziNNgwWf1pe/MLG9HbjS3S+us68FQT/Zj919+xTHdgfmAdPc/Udhv923gHeBa4GFwBkED5rt7O4L6xzvAEW7VokENErSWsp6RURERIokeIQK3N3q7ivrFtsIOgItCfrOprIoXHcFcPdlZjaQIKkdC6wBpgP71U1qk/Xp0yfrgKqqqqiqqsq6vIiIiEhzVV1dTXV1daPriUti25DEiM+tExvc/U2CIcSyNmfOnHzGJCIiIiJEaxBMtNimktU4tk3AImAtsEWa/YntnxUnHBEREREptkgttmb2PQB3/zhC+dXuXtCE0t3XmdlCoKOZmdfvDNsxXDcqjlT/SVRWVlJZWdmYakVEREQkhZqaGmpqarIuH7UrwlxgXYTj3iQYrmu7iOfJxQdAP6A38Hqdff3C9YeNOUE++n6IiIiISHZSNSCOHj06bflcuiKk79iQXMhsS2BjYMsczpGL8eH6qBT7hoTrpjWUl4iIiIhkLWPLq5mdA5yTYvsHDdRrQPfw6wW5hRbZOIJRDi4ys8fqTKl7CDDb3V8rUiwiIiIiUmQNdSnoAPSos81SbMvk6ghlc+bui81sJHA9MMPM3iB4aKwbsJIgwW0U9bEVERERKZ6ofWwzTtBgZtuyPok14EnAgR9nWf+H2T5o1pBMEzTUKXcMcD6wK8GkDc8AFzemtVYTNIiIiIiUh5wnaHD3j4CPUlT0dF4jzIK7jwHGZFFuIjCx0PGIiIiISHmJOipCMUY3EBERERGJLFJiG7bgNlvqYysiIiJSPPnuY7s2/PJtd9/FzG7LISZ391NzOK5sxK2PbY+V2Y96NveaQfmNQURERKQRcu5jy/oxaxPrEQQPj2U1lm3IgSad2IqIiIhI+WsosX2GIDFNdEG4PPxemrBsWmF7jJxahEhERCSjxCd45UAj6kgT0NCoCP3rfD+qkMGUO/WxFRERKb6lS5fSpUsXbr75Zk477bSsjlm5ciV9+/blq6++Yt68eQWOUAolah/bqKMiNGvV1dWlDkFERJqjUraWlkGr8V133cWqVasiHXPRRRfxxhtv0L1794YLS9lK1YA4evTotOWV2IqIiEhZWrRoEePHj+eCCy6IdNzjjz/O9ddfX6CopJylTWzN7Mk8ncPd/eA81SUiIiLNQN++fZkzZ07k4xYvXsxJJ53EDjvswPvvv1+AyKScZWqx7U/mERASD5E1NEKCHjYTERFp5k455RRuv/12brnlFs4444x6+4866igmT57M3XffzQknnMDAgQPZc889AZgzZw4vvvhig+dwd8444ww+//xzpk+fzr777pv31yHlLVNieyeZk9KTwv135DUiERERiZ2hQ4dy++2388ADD9RLbL/++mseeeQRNt10U4YMGQLAlVdeWbt/1KhRWSW2Y8eOZcKECfzud79jn332yWv80jSkTWzdfUSmA83spLDcyXmOqWxpVAQREZHcHHzwwXTo0IEnnniCZcuW0a5du9p9Dz30ECtXruSkk05i4403zqn+uXPn8stf/pI+ffrwu9/9Ll9hS4lpVIQC0qgIIiIiuamoqGDIkCGMGTOGhx9+mOOOO65238SJEwEYPnx4TnWvXbuW4cOHs2bNGsaOHUvr1q3zErOUXtRREVoUOiARERERCLojADzwwAO125YvX87UqVPp3r07/fv3z6neP/7xjzz33HNce+219OzZMx+hShOlxFZERESKYsCAAXTo0IGpU6fWjkv78MMPs2LFCk488URatmwZuc6XXnqJSy65hMMOO4wzzzwz3yFLE6OuCCIiIlIUFRUVDB48mDvuuINp06YxcODARndDmDJlCmvWrGHhwoUcfvjh9fYvXLiQww47DICbb76ZHXbYIfcXIGVPia2IiIgUzdChQ7njjjuYPHkyBxxwAA8++CA//OEP6d27d6PqTTdqwqpVq/j3v/8NBKMvSLwpsY1AoyKIiIg0zoABA2jfvj1TpkxhwIABLF++POfWWgiGAhs1alTKfWZG9+7dmTdvXs71S2lpVIQC0qgIIiIijdOmTRsGDx7MnXfeySWXXEKLFi0YNmxYqcOSMhV1VAQltiIiIuVuVPtSR5BXQ4cO5c477+TNN9/k0EMPZauttip1SBITaRNbM7skmwqyKeful0cJSkREROLrkEMOoV27dixbtqxR3RBE6jL31LPmmtk6Mk+pmzV3jz5+RxkxM4dgDuqiSPxnPmppYeqNdEyeYxARERFpBDMDwN2t7r5MXRE+Jk+JrTRdPUZOzbrs3GsGFTASERERkczSJrbu3qOIcUgxRGl9jVl/LhEREYk/PTwmGWXTChulVVdERESkUDSlroiIiIjEglpsI9AEDSIiIiLFE3WChrSjIsh6sRkVoUAxJLoi6OExERERKbRMoyKoK4KIiIiIxIISWxERERGJBSW2IiIiIhILSmxFREREJBaU2IqIiIhILCixFREREZFYUGIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYmFVqUOoCmpqqqqt62yspLKysoSRCMiIiISbzU1NdTU1GRd3ty9gOHEg5k5QNGu1aj24Xppcc7XyBh6jJwKwNxrBhUyIhERERHMDAB3t7r71BVBRERERGJBia2IiIiIxIL62EreJLokZEtdF0RERCSf1GIrIiIiIrGgFltptKgtr1FbdkVERESyoRZbEREREYkFJbYiIiIiEgtKbEVEREQkFpTYAmbWzcy+NLMhpY5FRERERHLT7BNbM2sB3Al0LHUsIiIiIpK7Zp/YAr8BupY6CBERERFpnCaT2JpZSzObb2ZXNFDuGDObZWbLzWyxmdWY2e5pyvYBLgaGFSJmERERESmeJpPYAocDW2UqYGbnAhOAvYG5wArgCGCWme1Xp+ymwDjgInd/owDxioiIiEgRlX1ia2btzGw4cFsD5ToCfwBWAv3cfRdga+AcoAK4qc4hNwHvAjfnPWgRERERKbqynnnMzCYCP8my+DCCBPZid58J4O4O3Ghmg4CBZraru79uZscQtADvFpaRdEa1j1B2aeHiEBEREWlAWSe2wAzgy/DrnkD/DGUT/WQnpdg3CRgYlnkd2B/oDHxsZsnlJpjZfHffthExi4iIiEgJlHVi6+5/TnxtZiPInNhuBywD3kqxb0a43j5cXw38vU6Zt4BfA//OIdT4idL6GqVVV0RERKRAyjqxzVY4Fm0X4OM0XQsWheuuAO6+AFhQpw6Aee7+bgFDFREREZECiUViSzC5QkvgqzT7N0hsc9WnT5+sy1ZVVVFVVdWY04mIiIg0C9XV1VRXVze6nrgktg1pGa5bpyvg7pZuX8KcOXPyFpCIiIiIBKI0CNZ5PmoDZT/cV5YWAWuBLdLsT2z/rDjhiIiIiEixxaLF1t3XmdlCoKOZWYp+th3DdaMS21T/SVRWVlJZWdmYakVEREQkhZqaGmpqarIuH4vENvQB0A/oTTCkV7J+4frDxpwgH30/ZL0eI6dmXXbuNYMKGImIiIiUo1QNiKNHj05bPi5dEQDGh+ujUuwbEq7HFScUERERESm2OLXYjgOuBS4ys8fcfaYFvYvPAg4BZrv7ayWNUIBora9RWnVFRESkeYtNYuvui81sJHA9MMPM3iB4aKwbsJIgwW0U9bEVERERKZ7m3McWd7/BzOYB5wO7AquAGuDifLTWqo+tiIiISPFE7WPbZBJbdx8DjMmi3ERgYqHjEREREZHyEqeHx0RERESkGWsyLbblQH1sRURERIonah9bqz+XgdRlZg5QtGs1qn24Xlqc8zVWAeNNjIqgcWxFREQE1k+p6+715tZVVwQRERERiQUltiIiIiISC+pjG4H62IqIiIgUj/rYFoD62DZAfWxFRESkSNTHVkRERERiT4mtiIiIiMSCElsRERERiQUltiIiIiISCxoVIQKNiiAiIiJSPBoVoQA0KkIDNCqCiIiIFIlGRRARERGR2FNiKyIiIiKxoMRWRERERGJBD49Jk5Doa5sN9ccVERFpnpTYRqBREURERESKR6MiFIBGRWhAIt7Ix+X39WkEBRERkfjTqAgiIiIiEnvqiiCNF7XlNdcWXhEREZEM1GIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYkFJbYiIiIiEgsaFSECTdAgIiIiUjyaoKEANEFDnhXo9WmCBhERkfjTBA0iIiIiEntKbEVEREQkFpTYioiIiEgsKLEVERERkVhQYisiIiIisaDEVkRERERiQYmtiIiIiMSCElsRERERiQUltiIiIiISC0psRURERCQWWpU6gKakqqqq3rbKykoqKytLEI2IiIhIvNXU1FBTU5N1eXP3AoYTD2bmAEW7VqPah+ulxTlfsRXo9fUYOTXyMXOvGZTXGERERKSwzAwAd7e6+9QVQURERERiQV0RJDaitL7m0rorIiIi5U0ttiIiIiISC0psRURERCQWlNiKiIiISCwosRURERGRWFBiKyIiIiKxoMRWRERERGKhWSe2ZtbNzCaY2cJwuc/Mtil1XCIiIiISXbNNbC2YtmICsA3wE+BoYFvgfjNrttdFREREpKlqzhM07AT0A3Z391cAzOyXwGygB/BBySJrLhJT62ZVNqbTC4uIiEjeNKmWSTNraWbzzeyKBsodY2azzGy5mS02sxoz271OsU2AJ4C3krZ9Hq7b5jFsERERESmCptZieziwVaYCZnYucH347X+ADsARwEAz+7G7Twdw95eAAeExBnQCfgu8y4bJruRblNbXKK26IiIi0qw1iRZbM2tnZsOB2xoo1xH4A7AS6OfuuwBbA+cAFcBNaQ6dAnwBVAFHu7vnK3YRERERKY6yT2zNbCKwFLgT6NxA8WEECewV7j4TwAM3Ao8Cu5vZrimO+wWwL/B34Bkz2ylf8YuIiIhIcZR9YgvMAP4RLtMaKDssXE9KsW9Schkz28bM9gBw90/cfRZwLrAAGNy4kEVERESk2Mq+j627/znxtZmNAPpnKL4dsIzUfWRnhOvtw/WhwB/MrKu7r0mcAtgYWNWIkEVERESkBJpCi21WwrFnuwCL0vSRXRSuu4brJwiS2Goz62tmewH/BNoB/yp0vCIiIiKSX2XfYhtBR6Al8FWa/Rsktu7+oZkdCVwBPEnwwNnzwI/c/ZNUFfTp0yfrYKqqqqiqqsq6vIiIiEhzVV1dTXV1daPriVNi25CW4bp1YoO7PwY8lm0Fc+bMyXdMIiIiIs1elAbBYJTW1OKU2C4C1gJbpNmf2P5ZccKRpqDHyKlZl517zaACRiIiIiKNFZvE1t3XmdlCoKOZWYp+th3Ddc6Jbar/JCorK6msrMy1ShERERFJo6amhpqamqzLxyaxDX0A9AN6A6/X2dcvXH+Ya+X56Psh5SFK62uUVl0RERHJn1QNiKNHj05bPjajIoTGh+ujUuwbEq7HFScUERERESmmuCW244DvgIvMbF8AC5wNHALMdvfXShmgiIiIiBRGrLoiuPtiMxsJXA/MMLM3CB4a60YwnNdZjalffWxFREREiqe597HF3W8ws3nA+cCuBLOI1QAXN7a1Vn1sRURERIonah/bJpXYuvsYYEwW5SYCEwsdj4iIiIiUj7j1sRURERGRZqpJtdiWmvrYioiIiBRP1D62Vn8eA6nLzBygaNdqVPtwvbQ45ytnZXAtEuPYauYxERGR0ktMqevu9ebWVVcEEREREYkFJbYiIiIiEgvqYxuB+tiKiIiIFI/62BaA+tiWUBlcC/WxFRERKR/qYysiIiIisafEVkRERERiQYmtiIiIiMSCElsRERERiQWNihCBRkUQERERKR6NilAAGhWhhMrgWmhUBBERkfKhURFEREREJPbUFUGahkTLbVZl1dItIiLSHKnFVkRERERiQS22Ut6itL5GadXNQaKvbTbUH1dERKT4lNhGoFERRERERIpHoyIUgEZFaCLK4LppBAUREZHC0qgIIiIiIhJ7SmxFREREJBaU2IqIiIhILCixFREREZFYUGIrIiIiIrGgxFZEREREYkGJrYiIiIjEgiZoiEATNIiIiIgUjyZoKABN0NBElMF10wQNIiIihaUJGkREREQk9pTYioiIiEgsKLEVERERkVhQYisiIiIisaDEVkRERERiQYmtiIiIiMSCElsRERERiQUltiIiIiISC0psRURERCQWlNiKiIiISCy0KnUATUlVVVW9bZWVlVRWVpYgGhEREZF4q6mpoaamJuvy5u4FDCcezMwBinatRrUP10uLc764KIPr1mPkVADmXjOoZDGIiIjEmZkB4O5Wd59abEUKIJHgZkuJsIiISOOpj62IiIiIxIJabEXyKGrLa9SWXREREUlPLbYiIiIiEgtKbEVEREQkFpTYioiIiEgsKLEVERERkVhQYisiIiIisdBsR0Uws42BUcBQoDPwKnCxuz9VyrgkDxITNWRVVpNgiIiIxEVzbrH9PfAz4DfAQcAs4FEz26OkUYmIiIhITppli60Fc7GdDvzW3e8PN79oZnsCVcAZJQtOchel9TVKq66IiIg0CU2mxdbMWprZfDO7ooFyx5jZLDNbbmaLzazGzHavU6w9MB94oc72L4Bt8hi2iIiIiBRJk0lsgcOBrTIVMLNzgQnA3sBcYAVwBDDLzPZLlHP3Je7+fXd/MenY74fneD7vkYuIiIhIwZV9Ymtm7cxsOHBbA+U6An8AVgL93H0XYGvgHKACuCnNcWZmxwMzgE+BG/MYvoiIiIgUSVkntmY2EVgK3EkwckEmwwgS2CvcfSaAB24EHgV2N7Nd69S/PTANGA88CRzg7kvy+RpEREREpDjK/eGxGcCX4dc9gf4Zyg4L15NS7JsEDAzLvA5gZnsBT4T1D3D3J/IQr4iIiIiUSFkntu7+58TXZjaCzIntdsAy4K0U+2aE6+3DuloC9xEkuZXuvigP4YqIiIhICZV1YpstM2sBdAE+dndPUSSRuHYN13sB2wKXAJub2eZJZVe4+6cFC1ZERERECiIWiS3QEWgJfJVmf93EdutwfUeKsk+TpmW4T58+WQdUVVVFVVVV1uVFREREmqvq6mqqq6sbXU9cEtuGtAzXrQHcfQJgUSuZM2dOPmMSEREREaI1CAbzbKVW1qMiRLAIWAtskWZ/YvtnxQlHRERERIotFi227r7OzBYCHc3MUvSz7RiuG5XYpvpPorKyksrKysZUKyIiIiIp1NTUUFNTk3X5WCS2oQ+AfkBvwiG9kvQL1x825gT56PshIiIiItlJ1YA4evTotOXjlNiOJ0hgj6J+YjskXI8rZkAi2eoxcmrWZedeM6iAkYiIiDRdceljC0HS+h1wkZntC7XT5Z4NHALMdvfXShmgiIiIiBRObFps3X2xmY0ErgdmmNkbBA+NdQNWAmc19hzqYyv5FqX1NUqrroiISBw05z62uPsNZjYPOB/YFVgF1AAX56O1Vn1sRURERIontn1s3X0MMCaLchOBiYWOR0RERETKS5z62IqIiIhIM9ZkWmzLgfrYioiIiBRP1D62Vn8uA6nLzBygaNdqVPtwvbQ452uOmuA1Tjw8puG+RESkOUtMqevu9ebWVVcEEREREYkFJbYiIiIiEgvqYxuB+tiKiIiIFI/62BaA+tjGUBO8xupjKyIioj62IiIiItIMqCuCNG+Jltusyjad1l0REZHmSC22IiIiIhILarGV5ilK62uUVl0REREpGSW2EWhUBBEREZHi0agIBaBREZq5Mnk/NCqCiIiIRkUQERERkWZAia2IiIiIxIISWxERERGJBSW2IiIiIhILGhUhAo2KICIiIlI8GhWhADQqQjNXJu+HRkUQERHRqAgiIiIi0gwosRURERGRWFAfW5EmJtElIRvqtiAiIs2JWmxFREREJBbUYivSRERpfY3SqisiIhIXarEVERERkVhQYisiIiIisaCuCBFoggYRERGR4tEEDQWgCRqauSb4fmgyBxERiStN0CAiIiIisafEVkRERERiQYmtiIiIiMSCElsRERERiQUltiIiIiISC0psRURERCQWlNiKiIiISCwosRURERGRWFBiKyIiIiKxoMRWRERERGKhVakDaEqqqqrqbausrKSysrIE0YiIiIjEW01NDTU1NVmXN3cvYDjxYGYOULRrNap9uF5anPNJZk3w/egxcioAc68ZVOJIRERE8svMAHB3q7tPXRFEREREJBbUFUEkW4mW26zKNp3WXRERkbhQi62IiIiIxIJabEUaEqX1NUqrroiIiOSVWmxFREREJBbUYisSY4nREbKhERRERKSpU4utiIiIiMSCWmxFYihK62uUVl0REZFyphbbJBb4r5n9sNSxiIiIiEg0arENmVlb4DfATqWORURERESiU2ILmNnZwLVA61LHIiIiIiK5aZJdEcyspZnNN7MrGih3jJnNMrPlZrbYzGrMbPcURccBuwEDChKwiIiIiBRck0xsgcOBrTIVMLNzgQnA3sBcYAVwBDDLzPZLLuvuX7r728D7hQhWRERERAqvSSW2ZtbOzIYDtzVQriPwB2Al0M/ddwG2Bs4BKoCbCh2riIiIiBRXk0lszWwisBS4E+jcQPFhBAnsFe4+E8ADNwKPArub2a6FjFdEREREiqspPTw2A/gy/Lon0D9D2WHhelKKfZOAgWGZ1/MVnIiIiIiUVpNJbN39z4mvzWwEmRPb7YBlwFsp9s0I19vnKzYRERERKb0m0xUhW2bWAugCLHJ3T1FkUbjuWryoRERERKTQmkyLbQQdgZbAV2n255zY9unTJ+uyVVVVVFVVRT2FiIiISLNTXV1NdXV1o+uJY2LbkJbhut5kDO4+F7B0B86ZM6dAIYmIiIg0X1EaBM3Spmrx64pA0CK7Ftgizf7E9s+KE46IiIiIFEPsWmzdfZ2ZLQQ6mpml6GfbMVxHTmxT/SdRWVlJZWVl9EBFREREJKOamhpqamqyLh+7xDb0AdAP6E39Ib36hesPo1aaj74fIiIiIpKdVA2Io0ePTls+jl0RAMaH66NS7BsSrscVJxQRERERKYa4JrbjgO+Ai8xsXwALnA0cAsx299dKGaCIiIiI5FcsuyK4+2IzGwlcD8wwszcIHhrrBqwEzsqlXvWxFRERESke9bENufsNZjYPOB/YFVgF1AAX59paqz62IiIiIsUTtY9tk0xs3X0MMCaLchOBiYWOR0RERERKr0kmtiKSfz1GTs267NxrBhUwEhERkdwosY1AfWxFREREiidqH1urP3+B1GVmDlC0azWqfbheWpzzSf7E/L1LtOqqxVZEREolMaWuu9ebWzeuw32JiIiISDOjrggipZRo4Y10TDxbg0VERBpLiW0E6mMrIiIiUjwax7aANI6tFEw2rbC5tO6KiIg0YVHHsVUfWxERERGJBSW2IiIiIhILSmxFREREJBbUx1ZECiLKTGbJNEauiIjkSoltBBoVQURERKR4NCpCAWlUBJHosm2BzbWFV0RE4kujIoiIiIhIs6TEVkRERERiQYmtiIiIiMSC+tiKSJOTS39cjbYgIhJ/Smwj0KgIIiIiIsWjUREKSKMiiJSXbFphNdqCiEjTpVERRERERKRZUmIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYkFJbYiIiIiEgtKbEVEREQkFjSObQSaoEFERESkeDRBQwFpggYRERGR4tEEDSIiIiLSLCmxFREREZFYUGIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYkFJbYiIiIiEgtKbEVEREQkFpTYioiIiEgsaOYxkUIY1b7UERTE3LYnBF+MyqZs4qulkc7RY+TUSOUbjiP7mGuNihZzQ3J5TXOvGZTXGMopDhGRQlFiG0FVVVW9bammehMRERGRxqupqaGmpibr8kpsI6iuri51CFLu8tzSV7ayeZ0RW60L3jJYgJijyuY15rvFupzjEBFpSKoGxNGjR6ctrz62IiIiIhILSmxFREREJBaU2IqIiIhILCixFREREZFYUGIrIiIiIrGgxFZEREREYkGJrYiIiIjEghJbEREREYmFZpvYWuBSM3vXzBaY2Vgza1fquEREREQkN802sQUuBs4FLgSOB3YG7i9lQCIiIiKSu2Y5pa6ZtQZ+CVzo7hPDbScC/zGzXu7+VkkDFBEREZHImkyLrZm1NLP5ZnZFA+WOMbNZZrbczBabWY2Z7V6nWG+gK1A7GXqYzH4IDMx78CIiIiJScE0msQUOB7bKVMDMzgUmAHsDc4EVwBHALDPbL6noluF6fp0qPiVIeEVERESkiSn7xNbM2pnZcOC2Bsp1BP4ArAT6ufsuwNbAOUAFcFNS8S2Ab919bZ1qlgGd8hW7iIiIiBRPWSe2ZjYRWArcCXRuoPgwggT2CnefCeCBG4FHgd3NbNew7GJgYzNrWaeOdsBX+YpfRERERIqn3B8emwF8GX7dE+ifoeywcD0pxb5JBH1nhwGvA5+H27sDHyeV2xr4LMdYRURERKSEyjqxdfc/J742sxFkTmy3I+hKkGpEgxnhevtw/QawABgE3BLW3wvoATzWiJBFREREpETKOrHNlpm1ALoAH7u7pyiyKFx3BXD31Wb2V+AqM1tA0P3gOuBRd3+zGDGL5GxU+wLVu7RA9RYoXiiLmHusHFeYGGKqx8ipDRcqM3PbnhD5mCj3xdxrBkWuP69y+Rkt1M+elI1cflZLfi8Tk8QW6Ai0JH3/2A0S29CVBK//jwR9ax8hGNs2rT59+mQdUFVVFVVVVVmXFxEREWmuqqurqa6ubnQ9cUlsG5J4SKx1YkPYsjsqXLIyZ86cvAYlEkkZtE5Gq7eALTrlEHMYQzm0UDRFTeq6jUqss7g/ItwXZdd6HeH1SfNRrHs5SoOgmaXdV9ajIkSwCFhLMIxXKontejBMREREJKZi0WLr7uvMbCHQ0cwsRT/bjuG6UYltqv8kKisrqaysbEy1IiIiIpJCTU0NNTU1WZePRWIb+gDoRzBd7ut19vUL1x825gT56PshIiIiItlJ1YA4evTotOXj0hUBYHy4PirFviHhWo8vi4iIiMRUnBLbccB3wEVmti+ABc4GDgFmu/trpQxQRERERAonNl0R3H2xmY0ErgdmmNkbBA+NdQNWAmc19hzqYysiIiJSPM25jy3ufoOZzQPOB3YFVgE1wMX5aK1VH9t4q66u1tjDRaZrLs2B7vPi0zWPj9j2sXX3Me5u7n5xA+Umuvve7r6xu3dw9yPVBUGyoX9cik/XXJoD3efFp2vefDWZxFZEREREJJNYdUUoNPWxFRERESmeZt3HttD00YaIiIhI8cS2j62IiIiISCZKbPMoSlN5seQzpnKsS9e8NHWVm3K9TrrPm25duubFr0vXvPh1xfGaK7GNoKqqqt6S/AbE8QYp97p0zUtTV7kp1+uk+7zp1qVrXvy6dM2LX1dTuOY1NTX1cq9M1Mc2AvWxFRERESke9bEVERERkWZJia2IiIiIxIK5e6ljKHtmposkIiIiUkbc3epuU4utiIiIiMSCWmxFREREJBbUYisiIiIisaDEVkRERERiQYmtiIiIiMSCElsRERERiQUltmXGzI4xs1lmttzMFptZjZntXuq44srMfm9mj2RYepc6xqbOzFqa2XwzuyJDGd33edTQNdd9n19mdriZPWZmn5jZEjN71szONbN6s3ua2Y/M7EkzWxYuT5rZwaWIuynL9pqb2a8auNd17bNgZhuZ2ZVmNsfMvjGzueHv6b5pypfud7q7aymTBTgX8HB5E/g0/Po7YL9SxxfHBXgj6ZqnWvYvdYxNfQGOCK/lFWn2674v/jXXfZ+/az0qvGZrgf8As4GV4bYZQJuksj8B1oX73gsXD7cNLfVraSpLxGv+YAP3+k9L/XrKfQHaAK+F12sZMBP4b9K9e3yd8iX9nV7yC6al9kboGL7pK4B9w20GnB3eEC+VOsa4LQSfWKwAXit1LHFcgHbAcOCLdEmW7vuSXHPd9/m73jsAq4CvgH5J27sBzyS/B0Ar4PMwETgqqexR4bYvgNalfk3lvkS55uH2t8NkzEode1NdgP8Nr+tjQPuk7T8Jt38JbBpuK/nvdHVFKB/DgAqCH8iZAB64EXgU2N3Mdi1lgDG0FdAWeLfUgcSNmU0ElgJ3Ap0zFNV9nycRrrnu+/w5AWgN/MXdZyQ2uvt84HiCFsWfhZsPA7oC/3T3SUllJwGjCd6zw4oUd1OW9TU3s5bAdsC7HmZYkpNjwvWv3X1pYqO730/QIt4RSPyeLvnvdCW25WNYuJ6UYt+kOmUkP/5fuNYf+PybAfwjXKZlKKf7Pn+yvea67/Nn+3A9re6OMNF6G9jGzDZH93q+RLnmWxMkWbrXG2c7glbyN1PseztcJ96Xkt/n9Tq2S8lsR/BxyVsp9iX+K90+xT7JXeIP/Edm9nOgH9ASeBWY4O5zSxVYU+fuf058bWYjgP5piuq+z5MI11z3ff68DvyToL/hBsysBbAFwcev3xLc6xD0T6xL93r2olzzPcJd75vZCcCPgc0I+os+4O5vFCXipu94YHWaVu8dwvW8cF3y3+lKbMtA+MPYBfg4zY2zKFx3LV5UzULiB/JaYOOk7ScCl5jZL939zuKH1Tzovi8Z3fd5kvzPRAqnEnT7mOnu35nZlgR9aZemKPs1sAbd6w2KeM0T9/q5bHivHwtcama/c/c/FCbS+HD3pxNfm5kR/HOwFcHvjKMI/il+rlx+p6srQnnoSNBi8lWa/foDXxiJlqtFBE+RdyT4o38pQR/Ef5rZLiWKrTnQfV8auu8LyALnAdXhpsvDdVdgibuvq3tMmAQsArqGiYNEkOGaJ+71VQQff28JfA84K9x2jZkNLGasMXAwwT9nbwO/A54FDnX3tZTJ73S12DYNLcN165JGET9TgJeAu9z903DbYuByM1sLXEHwx/7YEsXX3Om+Lwzd9wUSPhTzF+BH4ab/dfdHsjy8JfqbHFkD1/xZgnt7irv/J+mwv5rZV8BYgvv90WLFGwOLCK7XlsD3gf2B35vZL7M4tii/0/VDVB4WETzJuUWa/YntnxUnnObB3cdm2P03gl94miSgcHTfl4Du+/wzszbAJcBvCf54fwyc6u6PJxVbAPQwsxZ1W23DVtrNgfl6ej872Vxzd68BatJUMR64GdjNzFqGLY7SAHd/GTgUwMy6AfcCpwMfAH+kDH6nqytCGQh/yS0EOqb5GKpjuNYf+CJx968IEq/v6aPBwtB9X35030cX/nGfDVxEMEnAxcD36yS1ECS2BnRIUU17guRM93oWIlzztMLfP+8RTD7QpRBxxl04CsVZ4bdDyuV3uhLb8vEBQYfsVFNZ9gvXHxYvnHgzsy5mNiLddIpm1prgj837akEpKN33RaT7Pr/MrB3wMMEYnu8Afdz9SndfkaL4B+F6vxT7dK9nKdtrbmYbh/f64AzVdSIYPWFBwQJu4sxsZzN7z8yq0xT5OFwnHs4r+e90JbblY3y4PirFviHhelxxQmkWviH4GGqCmW2cYv/BBF11XilmUM2Q7vvi0n2fX78AdiMYxmgvd387Q1nd6/mR7TVfQdBX/H4z6153p5ntTPAg2aupHuiTWp8SPFw6IJzwoq4+4fq1cF3y+1yJbfkYRzAN3UVmti/UPul5NnAIMNvdX8tUgWTP3b8F7ifo13a7mW2W2GdmuxP0NVwDXFWaCJsN3fdFpPs+704K179MnpEpjUcIPoIdYWZHJzaa2VHAaeG+hwoSZbxkdc3DTxzuIujiMc7MamfjM7Ptw30GjCpcqE1feI1fJhif9vLwUx0AzOz7wI3ht/eE65L/Tjd92lQ+zOxc4Prw2zcIOlp3I+hD1N/dny9RaLFkZlsQ9NPaHlhCMKtKR2AnggG+z3P3v5QswJgIJwu4HbjS3S9Osf9cdN/nVaZrrvs+P8LWq9UEydGjBNcuJXc/LDzmaGBieMx7BI1L24fHHu3ukwsbddMW9ZqHD5g9DexN0OXgNWAToBfBJxPXuftvCh13U2dm+xCMMNEK+IKgC0gHguvYErjB3X+dVP5cSvg7XaMilBF3v8HM5gHnE/QfWkXwROfFarXKP3dfbGZ7ETxVW0kwS83nwAPANe7+Qinjay503xeX7vu86UiQYAFkNRaqu/8r7N98Ces/wn0KuCx5EHxJK9I1DydpOBg4m2Ac294EY7D+G/hrhKHYmjV3nxWObX0ZsCfBvfsZwacQ17v7E3XKl/R3ulpsRURERCQW1MdWRERERGJBia2IiIiIxIISWxERERGJBSW2IiIiIhILSmxFREREJBaU2IqIiIhILCixFREREZFYUGIrIiIiIrGgxFZEpMyY2UZm9r9m9qCZvW1mK8zsIzN7ysxuNLPtSh1jNsxsjJl5xGVUqeNuasxsbobrucbM5pnZVDM7ycw042iZMLMeifcpwjGjUrzHQ5L2J2+/IkK9yT+rc6O9kpT1tTKzz8P6JkY47j/hMY+E3y+p85oajE2JrYhIGTGzw4D3gOuAQUBPoC3wPaA/cBbwTpjgtqpzbI+kPwBjihq4lKuWQHfgf4AxwGwz276kEZVIneStR9L2DmHCOKp00RXEcWZmDRUyszbAkHye2N3XAOPDbweZWbss4tgZ6BV+Oz5T2UyU2IqIlAkz2wm4D+gGvA+cCuwIbAxsR5Do/htoRZDg/qk0kUb2tLtblsuoUgfbhF1W93oC7YA9gT8A3wE/BJ42s+4ljLPcdAAuDZem4o6k93lymjL/D9g9i7oOAdrnLbL1xobrtsDgLMofE66/AyYDuHuH8D7+UbYnVWIrIlI+rgM2A94B+rr7be7+nruvcPe57v6Qux8G3BSWP9vMOiUdvxr4b7h8VtTIpSy5+9fu/pK7jwT6AUuArYGbSxpYaXzG+p+P1SWOpdDeD9fHZVH22DrH5MtLwNvh18OyKJ9IbB9y96W5nlSJrYhIGQg/Mtw3/PYv7v5VhuK/BdYQ/A6vbZFx90/d/fvhcmHhopWmyN1fAi4Pvx1sZj8oZTzF5u4XJv18fFrqeArs3nCdsTuCmSW3pt6XzwDc3YG7w28PqfNPeN04dgJ2Db/NuRsCKLEVESkXnYGO4dfzMxV09xUELW73AxXJ+5IeJOpfZ7ub2Tfh1/ua2cNmttjMvjWzF8xscLjPzGx4uO0bM/syfGhtg/qKxcymhbHvY2YVZnZh+IDJivChqIfMbL8Mx29sZr8JX88SM1tmZi+Z2f+Z2RZpjklcw05mtqMFD/Etr9tv2cy+Z2Z/t+DBvu/M7GMz+4uZbWFmR4R1TAvLmpm9G24bmSHeW8Myj+V2xRo0mqDVFuDkNDHsZGbVZvaBma0Mr/MjZjbYzOrlDUnvUR8z6xL2/54bXpPPzOxeM+ubLiAza21mZ5jZ/eE1+s7MPjGzcWa2T4bjNjKzc8xsenie5Wb2hpmNTtWP2MxGJL8n4TYHPkz+Ps3PT+T7KDxuq/CeeD98XV+Y2SQz65fumDx5Bvgc2BbYO0O5gQTdVeYAH2Sq0Mw2N7PLzezV8HfDYjObZWa/MrNN0hw2Lly3An6SofpEa+03wNRMcTTI3bVo0aJFS4kXgod8VgIOPAi0yrGeuWEd/ets9/CPxlEEH8N6iuUnwI1p9q0D9ooYy5jw2GmNuC7TEq8HeDpNbA4MTnFsD4KPndMdMx/YNcM13A9YmFR+TFKZA4Blaer9EKiq+9oJ+rk68Hya11oBLA7LjMjhPR+VZflbw/JzUuz7WYb7w4EJQJs079HxBB/3p7t/zkxxvo7ArAznc+CSFMdtTvAxd7pjVgK71zlmRIr3JN3x/ZPK5Hof7Q18leF6XJr4PsJ7ParuvZji59yBAQRdlhy4PkN9Y8My5wOnhV/PTVFud4JEOd01+A+wdZpzPBeWeSpDHC+FZcam2d8/XWx1F7XYioiUAXdfC9wVfjsIeMXMzjSzrfN4mrbhOR4D9iBoqTmc9f1xxxE8lDYW6E3wUM0wgoTYgN/kMZao/kDQVeO3BA/UbU6QpCdivz65sAUfsU4BdiJIFk8jGFliK+BEgj/SWwGPm1n7NOccB6wlaNncBTgjrHtjgo9tNyPol1gJdArLXE2QCP05RX33h+u9LPXDW4eEr2sl8K80MeXD3HD9g+QWWDPbH7idoHXtWYJkogPBR8TXESQWxwB/SVPv34EtgSuAnYEuBE/bf0Bw/9xkwUfOifMZcCdBAujA78Nzbc76f2QALjOzoXXO9WeCEUMWE7yfXQjej4MIkqw2wD8auhAePJi0XfL34TItjDGn+8jMKgjunw7AcuAXwPYE/ZtHEPxTNKqh+BrpnnB9bJqW9uRuCBPSVWJmHQlaUbsCHxP0yd2S4D4/k+C19AIettTDySUeIjvIzLqlqH971nepalQ3BEAttlq0aNFSLgvBH/THqd8a8l/gFmAo0LmBOuaSvsXWgRlAizr7Tkraf1+KOi8L970e8fWMSfFaGlp61KljWtK+ISnOMShpf8ek7WeE21YAPVMc1431rWnXpLmG3wBdUxz723D/guRzJu0fmRTTtKTtRpAYOPCLFMfdme49yPI9H5Vl+eT3u33S9kTL6eNAyxTHJa7pWmCXNO/Rr1Ict0VSjOOStu+XdNypKY5rDTwR7n87+b4FPgm3V6U4bmC4bzXQNmn7iLrvSbi9RyKODK850n0EnM36ltm+KY7blaSW8Qjv9Siyb7FtkXSdDkxRdki4b1b4fcoWW+CacPsXpPj9A+wGrArLnJFif8ek/b9Osf/8cN8ioCLN6+qfKrZUi1psRUTKhAcPjB1K8AdnEkFLCAStRWcQtBJ+EfYp/FmqVpgs/Mnd19XZNjvp62tSHPN8uN4sh/PlywzggRTbpyV9nRxfooXvRnf/b92D3H0+cFX47ZFpzjna3Rek2H5GuL7e3Rel2P9XgmSn7jmd9S2xRyXvC1vPhoTf3k1hJb+mzcLzb8P6vphnefAJQl3VwJsECdOgFPvnkqKV1N0XA1eG3x5vZhuFXyfq+C/BP0F1j1vN+iG4egI7JO3eOFy3TRHHU8A2BC2xa1LsjyLX++jEcD3O3WdTh7u/zvr+pwUR/pwnHghLNTpCYjSEhh4aS1yDS919YYrzvEbQdxtS/CyFPyMPh98en6L+RP/a+919VQOxNEiJrYhIGXH3te7+gLsfTdDS1YegC8CDwNdhsX7AHcADGR7aSOc/KbZ9m/T1mw3sz0WUcWznpqnj2TAx3IC7L09Tvme4fiJDXM+F615mtmmK/a/U3RAmoNuG36Z8wMvdvwFmpjlnojtCfzPbPGn74QRJ5hLgkQwx50OXpK8T91Tien3G+iGaNhAmStPDb1M9DPZQmIymMiVcG8FH8hCMswrweJpEmvB8K8OvkxPbx8P1nyyYeOHAxMfg7r7a3eeFS2MT21zvox3D9YMZjsu0L18SoyMck9xNIPznIpGEpp0ZzILJGxJdNbK5BukeEkx0R9jLzGrfRzP7HrBX+G3juyGgxFZEpGyFSe6L7n6du1cSjJwwhPUJ1xHA/0Ws9rsGzplxfwllfGI7WZhcJPqw/tvqT0GamMZ0RtJhHVJU9XmKbdsTJGcAH2UII92+GQQf6bYieP8SEi1qE4rwHmwTrtewPrFN9H3dCliX4ZpVheWSk/KEDzOc8wuCvqawPkFNJLZz0x0U/jOT2J+c2P4KeJLggbuTCPrjfmVmj5nZeZaHaadzvY/CURIS1yfT2LBZ39ONMJvg+nUh6H+ccDiwCTDT3T/OcPwOrL/f/5vhGiRanzcP+07X9SDrP4FKbj1OjJTwOcFIDo2mxFZEpAxYMATXERZMK5mSu3/n7g8QtIpMCzefkeYPSdxE+YiydQ71p+pmkSrBTP7ou14LcpKULYVhy+Sk8NshAGGre2W4rdDdEGB9C9yrSd1S2kSsI9X1aug9SlyTxDXM9r5NHFf7voYfiQ8ADiYY+u5DYNNw27XAe2Z2bY7ddRJyvY+yvVfTtVLnTfiPQaLVNrkbQLbdEKLeFy1J0T3EgyEKEy3DyZM1JLoh3Juh1T4SJbYiIuXhfKCGLJ6UDj9e/Vv47easH/9WqO2r/GX47X5ZdoF4K8vq3036etu0pYIHktJJdEc4LPxI+AiCPqOfEIxGUDBmthlwdPht8rneCdfvZnm9Uo2NmqmVtBPrp21NnOu9cJ32Oob/tCW6LiRfezzwpLv/yt23J2iJPpmg5a8FcB7BtNQ5yfU+CruiJPox75C6dkh6XYWWGB3haAvGDN6Y9f9Ipe2GEEq+5t2zvAYr0tSV6I7Q28x2CUdISIznm5duCKDEVkSkXCT6vu6XZb/ZxEediwmeJpYNJZKn3dIVsGAihT5mtmu6MnW5+9esn0Aj5fz1YT/cvVLtC00jeLhsY4In+BMfzY5P8WBfvp3O+nvn9qTtieu1Q5r+xkDt5A19Ug3bBPwow6cH/5P0dSKhTXxMf7CZtUxz3L6sf1DsnTCGHhZMlvCb5H6jYZ/aMe5+EEn/PKR7LVnK9T5KvLYjUh0TGtjI2LL1KsHr2IKgRft/CK7pc+4+L9OBYZKeuN8zXYOtwmvQM10Zgn84EjO+DWP9P1gfAi809CKypcRWRKQ8JD4S7AbcnOEPfaLVLfFk/sxUD1VJ7exFI8PrtYEwAbudoA/i/0asOzHe8Hl1HgBL+DnBmJ8phQ9YJUZ4+Bnrk76CPiVvZrsDvwu/nRQ+zZ7wPkHy04I0nxqED/q8THDNdkxR5Aes/4g7+bgOwCXhtw+EyRLAQ+G6FzA8xXGtWT+awrusTxbbAn8Kl/1Txcr67gtL0uxPKUVinut9NCZcn2ApZl0Lx/NNOfNbvqXojpBtN4SExDW4LNU4teH79CDBNUg16kEijrWsv8ePZ/1oC/fk9XeYRxgrT4sWLVq0FG5h/UxBTjA6wXCCVpJ2BB/jfp8gaXozLLOKOrOB0fA4tj1SnLdHYn+auPqT5RiSdY4bQ4pxQyPWMS2sY0SGMvVeG8HDYIkxY98gGIh+S4KWqj0JBqR3gn60P8zmGtapexHrxxg+nKA1bEeCBG4d62csS/naCT4K9qTlDcByvEaJeEel2LcJQcJ5NcFYrE7Q5aFbirJHJ8UzhmASj00Jurock3SeWcmxsuE4tquBCwgeDOsUvs53WD/+ba+k44xgBIjEvksJJnZoDxxI0MKXqHdo0nGtk67v3PD6tyfoD7ojQTKcOO64pONGpHpPSLr/gT6J2BpzH4Uxvsv68ZDPCM+zJXACQReH1YSzDUZ4r0cl3p8GfhYG1Nm+S7h9KcEoJ+vq3gOkH8e2B+tn2ZtO0K+5I0F/4gMIhldzgk8hujcQ/25seN87KWZta8zvoJx+0WjRokWLlvwvBA9eXBv+0an7y7/u8g5wSIo65lJ+iW2kpU4d08ghsQ23/4D0U7wmkpEh2V7DFNfkizT1Pk0wjqkDk9Mc35ZgRILEMRc24r6ZmyaOVMsrwPYZ6vptA8e/QZ1B+pPeo78StJCmO/aXKc7XmaClL9M5L05x3KAGjnGCh8qSE/ARpE5s27A+6XeCJK5/0v5c76O9SD+lbmJGu3kUIbEN972RfI+m2J9pSt0Bde7XustSYJ8sX8NrSce9SRb/0KEJGkREmh4Phvf6DcF0tn8CHiVIYFcSJFGzCVqIjiNo+Uo5jqoE3P1VgpaqSwlaBj8j+OP8CnAjsIO7T86x7mkELZr/IPhDvZKg9fYCgiQg0U861QQPuPtKNhzHtFDdENYSvO5HCBKpPu6edpgpd/8DQUI2mqDf43KCPpbPEPTP3cNTDNIfmkMwo9at4THfEVyb24G93f3mFOdbSNCd4JcEo0W8H55zNvBPYF93vyLFcVMJfk7uIEiOlobHvUXwEftBBLOgebrXmlTXd8BPCVpYVxHcI8uT9ud0H7n7C+FxNxEM7bWKINF9mCBxvr2h2PLsnqSvs+2GAIC7P07QZeSPBMOsLSJ4LXMIplDe3t1nZVnd2KSvx2fzHkVhea5PRESk2TOzywi6JVzu7pemKXMVcCHBQzwHFDO+fDKzaQSJ5MnuPqa00cSbmY0iSLDvcPcRpY2meMysP0GXh4/cvUemsmqxFRERicDMzjazv5rZ4RmK7RuuP0tTh7H+QZuCPjQm0pwosRUREYmmO8FH5xekGt7KzHYDDgm/fTJNHQMIxn1dQ9C9RETyQImtiIhINPcQJKT9gasS4w6bWQszO4igDyXA4+6eGAcVM9vIzPYwswEE/S4hmHHpS0QkL5TYioiIRODuLwNnEzylPRL40szeIXiAaRrBWMTzCIZmS9YVeBF4DOhJMILAqGLELLFzkpl5uAwpdTCFYmZLzMwJ+tdmRYmtiIhIRO5+C/BDgoHv5xJM57oYeBy4imD0gLqjD3xL8CT9twSjDAxw9/cQkbzRqAgiIiIiEgtqsRURERGRWFBiKyIiIiKxoMRWRERERGJBia2IiIiIxIISWxERERGJBSW2IiIiIhIL/x+4n58hNH1S6wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "