From 34e15f49af94778970f2fd1aea8434cfe3bcdf47 Mon Sep 17 00:00:00 2001 From: mdtanker Date: Sat, 22 Jun 2024 21:51:54 +0200 Subject: [PATCH] docs: add variable density example to user guide --- docs/user_guide/index.md | 1 + .../variable_density_contrast.ipynb | 1984 +++++++++++++++++ 2 files changed, 1985 insertions(+) create mode 100644 docs/user_guide/variable_density_contrast.ipynb diff --git a/docs/user_guide/index.md b/docs/user_guide/index.md index a2ef0434..2fed1f36 100644 --- a/docs/user_guide/index.md +++ b/docs/user_guide/index.md @@ -6,6 +6,7 @@ name: user guide --- discretization simple_inversion +variable_density_contrast damping_cross_validation density_cross_validation reference_level_cross_validation diff --git a/docs/user_guide/variable_density_contrast.ipynb b/docs/user_guide/variable_density_contrast.ipynb new file mode 100644 index 00000000..e8454c83 --- /dev/null +++ b/docs/user_guide/variable_density_contrast.ipynb @@ -0,0 +1,1984 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Variable density values\n", + "Here we will extend the `simple_inversion.ipynb` example by using variable density contrast values. We create a map of density contrast values, and supply that instead of the constant density contrast value. This is useful for situations where you know the density contrast across your topographic layer is interest is variable, such as modelled the sediment-basement contact where the basement density changes regionally. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:23.633874Z", + "iopub.status.busy": "2024-02-22T01:02:23.633442Z", + "iopub.status.idle": "2024-02-22T01:02:25.622430Z", + "shell.execute_reply": "2024-02-22T01:02:25.621949Z" + } + }, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import logging\n", + "\n", + "import verde as vd\n", + "import xarray as xr\n", + "from polartoolkit import maps\n", + "from polartoolkit import utils as polar_utils\n", + "\n", + "from invert4geom import inversion, plotting, synthetic, utils" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create observed gravity data\n", + "To run the inversion, we need to have observed gravity data. In this simple example, we will first create a synthetic topography, which represents the `true` Earth topography which we hope to recover during the inverison. From this topography, we will create a layer of vertical right-rectangular prisms, which allows us to calculated the gravity effect of the topography. This will act as our observed gravity data. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### True topography" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:25.625513Z", + "iopub.status.busy": "2024-02-22T01:02:25.625019Z", + "iopub.status.idle": "2024-02-22T01:02:26.855674Z", + "shell.execute_reply": "2024-02-22T01:02:26.855226Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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+       "  * northing  (northing) float64 248B 0.0 1e+03 2e+03 ... 2.8e+04 2.9e+04 3e+04
" + ], + "text/plain": [ + " Size: 10kB\n", + "array([[637.12943453, 627.28784729, 617.55840384, ..., 428.39025144,\n", + " 429.33158321, 430.64751872],\n", + " [632.95724141, 623.04617819, 613.24496334, ..., 422.67589466,\n", + " 423.6241977 , 424.94987872],\n", + " [629.2139621 , 619.27333357, 609.41212904, ..., 417.59868139,\n", + " 418.55317844, 419.88752006],\n", + " ...,\n", + " [701.54094486, 692.82534357, 684.20926165, ..., 516.68829114,\n", + " 517.52190298, 518.68725132],\n", + " [709.90739328, 701.33808009, 692.86661587, ..., 528.15742206,\n", + " 528.97704204, 530.12283044],\n", + " [718.55151946, 710.13334959, 701.81130286, ..., 540.00720706,\n", + " 540.8123708 , 541.93795008]])\n", + "Coordinates:\n", + " * easting (easting) float64 328B 0.0 1e+03 2e+03 ... 3.8e+04 3.9e+04 4e+04\n", + " * northing (northing) float64 248B 0.0 1e+03 2e+03 ... 2.8e+04 2.9e+04 3e+04" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# set grid parameters\n", + "spacing = 1000\n", + "region = [0, 40000, 0, 30000]\n", + "\n", + "# create synthetic topography data\n", + "true_topography = synthetic.synthetic_topography_simple(\n", + " spacing,\n", + " region,\n", + ")\n", + "\n", + "# plot the true topography\n", + "fig = maps.plot_grd(\n", + " true_topography,\n", + " fig_height=10,\n", + " title=\"True topography\",\n", + " cmap=\"rain\",\n", + " reverse_cpt=True,\n", + " grd2_cpt=True,\n", + " cbar_label=\"elevation (m)\",\n", + " frame=[\"nSWe\", \"xaf10000\", \"yaf10000\"],\n", + ")\n", + "fig.show()\n", + "\n", + "true_topography" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Density distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create some random synthetic data\n", + "synthetic_data = synthetic.synthetic_topography_regional(\n", + " spacing,\n", + " region,\n", + " yoffset=20,\n", + ")\n", + "\n", + "# the first density contrast is between sediment (~2300 kg/m3) and air (~1 kg/m3)\n", + "density_contrast_1 = 1800 - 1\n", + "\n", + "# the second density contrast is between crystalline basement (~2800 kg/m3) and air\n", + "# (~1 kg/m3)\n", + "density_contrast_2 = 3000 - 1\n", + "\n", + "# use it to create a surface density distribution\n", + "density_dist = xr.where(synthetic_data > 0, density_contrast_1, density_contrast_2)\n", + "\n", + "density_dist.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prism layer" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:26.857837Z", + "iopub.status.busy": "2024-02-22T01:02:26.857676Z", + "iopub.status.idle": "2024-02-22T01:02:27.045582Z", + "shell.execute_reply": "2024-02-22T01:02:27.044939Z" + } + }, + "outputs": [ + { + "data": { + "image/jpeg": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean topography is 492.2704164812973 m\n" + ] + } + ], + "source": [ + "# prisms are created between the mean topography value and the height of the topography\n", + "zref = true_topography.values.mean()\n", + "\n", + "# prisms above zref have positive density contrast and prisms below zref have negative\n", + "# density contrast\n", + "# density contrast values come from above density distribution\n", + "density_grid = xr.where(true_topography >= zref, density_dist, -density_dist)\n", + "\n", + "# create layer of prisms\n", + "prisms = utils.grids_to_prisms(\n", + " true_topography,\n", + " zref,\n", + " density=density_grid,\n", + ")\n", + "\n", + "plotting.show_prism_layers(\n", + " prisms,\n", + " color_by=\"density\",\n", + " log_scale=False,\n", + " zscale=20,\n", + " backend=\"static\",\n", + ")\n", + "\n", + "print(f\"mean topography is {zref} m\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Forward gravity of prism layer" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:27.047511Z", + "iopub.status.busy": "2024-02-22T01:02:27.047362Z", + "iopub.status.idle": "2024-02-22T01:02:27.954941Z", + "shell.execute_reply": "2024-02-22T01:02:27.954368Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "275db9de28ea40b9816c3afd64b8fb32", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/1271 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 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northingeastingupwardgrav
00.00.01000.06.474723
10.01000.01000.07.084438
20.02000.01000.06.777225
30.03000.01000.06.330090
40.04000.01000.05.845346
...............
126630000.036000.01000.02.240245
126730000.037000.01000.02.238745
126830000.038000.01000.02.242352
126930000.039000.01000.02.219123
127030000.040000.01000.01.921106
\n", + "

1271 rows × 4 columns

\n", + "" + ], + "text/plain": [ + " northing easting upward grav\n", + "0 0.0 0.0 1000.0 6.474723\n", + "1 0.0 1000.0 1000.0 7.084438\n", + "2 0.0 2000.0 1000.0 6.777225\n", + "3 0.0 3000.0 1000.0 6.330090\n", + "4 0.0 4000.0 1000.0 5.845346\n", + "... ... ... ... ...\n", + "1266 30000.0 36000.0 1000.0 2.240245\n", + "1267 30000.0 37000.0 1000.0 2.238745\n", + "1268 30000.0 38000.0 1000.0 2.242352\n", + "1269 30000.0 39000.0 1000.0 2.219123\n", + "1270 30000.0 40000.0 1000.0 1.921106\n", + "\n", + "[1271 rows x 4 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# make pandas dataframe of locations to calculate gravity\n", + "# this represents the station locations of a gravity survey\n", + "# create lists of coordinates\n", + "coords = vd.grid_coordinates(\n", + " region=region,\n", + " spacing=spacing,\n", + " pixel_register=False,\n", + " extra_coords=1000, # survey elevation\n", + ")\n", + "\n", + "# grid the coordinates\n", + "observations = vd.make_xarray_grid(\n", + " (coords[0], coords[1]),\n", + " data=coords[2],\n", + " data_names=\"upward\",\n", + " dims=(\"northing\", \"easting\"),\n", + ").upward\n", + "\n", + "grav_df = vd.grid_to_table(observations)\n", + "\n", + "grav_df[\"grav\"] = prisms.prism_layer.gravity(\n", + " coordinates=(\n", + " grav_df.easting,\n", + " grav_df.northing,\n", + " grav_df.upward,\n", + " ),\n", + " field=\"g_z\",\n", + " progressbar=True,\n", + ")\n", + "\n", + "grav_df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:27.957577Z", + "iopub.status.busy": "2024-02-22T01:02:27.957432Z", + "iopub.status.idle": "2024-02-22T01:02:28.099275Z", + "shell.execute_reply": "2024-02-22T01:02:28.098844Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# contaminate gravity with 0.5 mGal of random noise\n", + "grav_df[\"observed_grav\"], stddev = synthetic.contaminate(\n", + " grav_df.grav,\n", + " stddev=0.5,\n", + " percent=False,\n", + " seed=0,\n", + ")\n", + "\n", + "# plot the observed gravity\n", + "fig = maps.plot_grd(\n", + " grav_df.set_index([\"northing\", \"easting\"]).to_xarray().observed_grav,\n", + " fig_height=10,\n", + " title=\"Observed gravity\",\n", + " cmap=\"balance+h0\",\n", + " grd2_cpt=True,\n", + " cbar_label=\"mGal\",\n", + " frame=[\"nSWe\", \"xaf10000\", \"yaf10000\"],\n", + ")\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gravity misfit\n", + "Now we need to create a starting model of the topography to start the inversion with. Since here we have no knowledge of either the topography or the appropriate reference level (`zref`), the starting model is flat, and therefore it's forward gravity is 0. If you had a non-flat starting model, you would need to calculate it's forward gravity effect, and subtract it from our observed gravity to get a starting gravity misfit. \n", + "\n", + "In this simple case, we assume that we know the true density contrast and appropriate reference value for the topography (`zref`), and use these values to create our flat starting model. Note that in a real world scenario, these would be unknowns which would need to be carefully chosen, as explained in the following notebooks." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:28.101716Z", + "iopub.status.busy": "2024-02-22T01:02:28.101602Z", + "iopub.status.idle": "2024-02-22T01:02:28.223149Z", + "shell.execute_reply": "2024-02-22T01:02:28.222356Z" + } + }, + "outputs": [ + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create flat topography grid with a constant height\n", + "starting_topography = xr.full_like(true_topography, zref)\n", + "\n", + "# prisms are created between zref and the height of the topography, which for this\n", + "# starting model is flat.\n", + "# prisms above zref have positive density contrast and prisms below zref have negative\n", + "# density contrast\n", + "density_grid = xr.where(starting_topography >= zref, density_dist, -density_dist)\n", + "\n", + "# create layer of prisms\n", + "starting_prisms = utils.grids_to_prisms(\n", + " starting_topography,\n", + " zref,\n", + " density=density_grid,\n", + ")\n", + "\n", + "plotting.show_prism_layers(\n", + " starting_prisms,\n", + " color_by=\"density\",\n", + " log_scale=False,\n", + " zscale=20,\n", + " backend=\"static\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:28.225720Z", + "iopub.status.busy": "2024-02-22T01:02:28.225600Z", + "iopub.status.idle": "2024-02-22T01:02:28.245969Z", + "shell.execute_reply": "2024-02-22T01:02:28.245399Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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northingeastingupwardgravobserved_gravmisfitregres
00.00.01000.06.4747236.5577916.55779106.557791
10.01000.01000.07.0844387.0385887.03858807.038588
20.02000.01000.06.7772257.1176397.11763907.117639
30.03000.01000.06.3300906.4027436.40274306.402743
40.04000.01000.05.8453465.5977145.59771405.597714
...........................
126630000.036000.01000.02.2402451.7017531.70175301.701753
126730000.037000.01000.02.2387452.5918842.59188402.591884
126830000.038000.01000.02.2423522.4087812.40878102.408781
126930000.039000.01000.02.2191231.7664701.76647001.766470
127030000.040000.01000.01.9211062.2060522.20605202.206052
\n", + "

1271 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " northing easting upward grav observed_grav misfit reg \\\n", + "0 0.0 0.0 1000.0 6.474723 6.557791 6.557791 0 \n", + "1 0.0 1000.0 1000.0 7.084438 7.038588 7.038588 0 \n", + "2 0.0 2000.0 1000.0 6.777225 7.117639 7.117639 0 \n", + "3 0.0 3000.0 1000.0 6.330090 6.402743 6.402743 0 \n", + "4 0.0 4000.0 1000.0 5.845346 5.597714 5.597714 0 \n", + "... ... ... ... ... ... ... ... \n", + "1266 30000.0 36000.0 1000.0 2.240245 1.701753 1.701753 0 \n", + "1267 30000.0 37000.0 1000.0 2.238745 2.591884 2.591884 0 \n", + "1268 30000.0 38000.0 1000.0 2.242352 2.408781 2.408781 0 \n", + "1269 30000.0 39000.0 1000.0 2.219123 1.766470 1.766470 0 \n", + "1270 30000.0 40000.0 1000.0 1.921106 2.206052 2.206052 0 \n", + "\n", + " res \n", + "0 6.557791 \n", + "1 7.038588 \n", + "2 7.117639 \n", + "3 6.402743 \n", + "4 5.597714 \n", + "... ... \n", + "1266 1.701753 \n", + "1267 2.591884 \n", + "1268 2.408781 \n", + "1269 1.766470 \n", + "1270 2.206052 \n", + "\n", + "[1271 rows x 8 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# gravity of starting model is 0 since its flat, so observed_grav = misfit\n", + "grav_df[\"misfit\"] = grav_df[\"observed_grav\"]\n", + "\n", + "# in many cases, we want to remove a regional signal from the misfit to isolate the\n", + "# residual signal. In this simple case, we assume there is no regional misfit and the\n", + "# full misfit is equal to the residual misfit.\n", + "\n", + "# set regional misfit to 0\n", + "grav_df[\"reg\"] = 0\n", + "\n", + "# set the residual misfit to the full misfit\n", + "grav_df[\"res\"] = grav_df.misfit\n", + "\n", + "grav_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Perform inversion\n", + "Now that we have a starting model and residual gravity misfit data we can start the inversion." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:28.248236Z", + "iopub.status.busy": "2024-02-22T01:02:28.248110Z", + "iopub.status.idle": "2024-02-22T01:02:32.807786Z", + "shell.execute_reply": "2024-02-22T01:02:32.807425Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:starting inversion\n", + "INFO:root:extracted prism spacing is 1000.0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c3acc617283940afb877525f8c6b8b40", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Iteration: 3%|3 | 1/30 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# set Python's logging level to get information about the inversion\\s progress\n", + "logger = logging.getLogger()\n", + "logger.setLevel(logging.INFO)\n", + "\n", + "# run the inversion\n", + "results = inversion.run_inversion(\n", + " grav_df=grav_df,\n", + " grav_data_column=\"observed_grav\",\n", + " prism_layer=starting_prisms,\n", + " zref=zref,\n", + " # choose the small prism approximation method for calculating the vertical\n", + " # derivative of gravity\n", + " deriv_type=\"annulus\",\n", + " solver_damping=0.1,\n", + " # set stopping criteria\n", + " max_iterations=30,\n", + " l2_norm_tolerance=0.5,\n", + " delta_l2_norm_tolerance=1.005,\n", + " # display the convergence of the inversion\n", + " plot_convergence=True,\n", + ")\n", + "\n", + "# collect the results\n", + "topo_results, grav_results, parameters, elapsed_time = results" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:32.809536Z", + "iopub.status.busy": "2024-02-22T01:02:32.809422Z", + "iopub.status.idle": "2024-02-22T01:02:35.816799Z", + "shell.execute_reply": "2024-02-22T01:02:35.816192Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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e3i/MVcs5cOAAkpOTf9nxGyvPc+fO4fbt25gzZ06T0p02bRpyc3Nb5NxWrFiB+Ph4qKio0GEvX77E8ePHIS4ujsGDB9e7r5KSEuLj4/n+zZgxAwAwdOhQOm5ubi6cnJzw/PlzBAYGYsuWLZCXl8ecOXNw+vRpRrp79+7FokWLoKGhgYiICCxcuBCZmZlwdnbGp0+fGjyfr1+/IiwsDF26dMGSJUsQFRWF8ePH49ChQ5gwYQKjoe/z58+YOHEirl+/jkWLFiEiIgLq6upYtmwZdu3axUj33LlzmDFjBjp06ICwsDAEBgbixYsXcHZ2xqtXrxhxFyxYgB07dsDR0RFRUVEYO3Ysdu3ahXnz5jHi9ezZE/Hx8U1uZG5pZWVluHz5MoYPH95i6bVt2xazZ8/Gtm3bsGnTJgwYMAB//PEHVq5c2SLH+N2lp6fDyckJpaWlWLRoEXbu3ImlS5eif//+SE1N/dXZazEpKSmIjY391dn45czMzBAfHw8lJaVfnZVfZvv27aSRkSAIgiAIggDwmy780rdvX3A4HPrv4cOHY8qUKZg4cSI8PT1x5swZKCgo/MIcAtra2r/0+P9LqqqqICIiglatft7lun37dgwdOhTKyspN2q9du3YYPXo0oqKiYG9vDxERkWbnoU+fPnzXwcCBA5GRkQEAyM7ORkpKisB9JSQkBF5DwcHBaN26NaytremwqKgolJeXY8eOHfT5mpiYwMbGBuvWrcPQoUMhKipK9wI0NzfH6tWrGfl0cnLCzp074ePjU+/5SElJIS0tDXJycnSYvr4+OnXqhLlz5+L06dOwtbUF8K0R+vXr10hMTISGhgadp8LCQoSGhsLBwQEyMjIAgI0bN4LFYiE8PJwubx0dHQwfPhxbtmxBcHAwAODu3bs4c+YM/Pz8MHXqVACAkZERWrVqhU2bNuHq1asYNGgQAKB169bQ1tZGRUVFvefzM1y8eBFcLhfm5uYtkp6KigqCgoIYYYMHD0ZRURGOHDmClStXQkJCokWO9buKiYlB165dsWPHDsY9a9SoUVi0aNEvzFnTff36FVJSUr86G//T5OXlIS8v/6uzQfxAXC4XXC6X3BsJgiAIgiCE8Fv2ZBSkc+fO8PX1xZcvX3Dw4EHGtuzsbHh4eEBPTw8cDgd2dnZ8PVJ4Q6YyMjKwcuVK6OvrQ19fH56ennj37h0j7vXr1+Hq6gp9fX1oamrCzMwMXl5eKC8vp+PUHi6dlJSEuXPnAgAmTZpED+FMSkrC1q1b0a9fP4HDVf39/aGvr99oQ8m9e/fg4eEBfX19cDgcDBkyBGvWrGHEuXXrFiZPngwdHR1oaWnByckJ6enpzSoDCwsL5OTk4MaNG/S58IYC8oYKHzlyBOvXr4eJiQk4HA5evnyJDx8+ICAgACNHjoSOjg4MDQ0xadIk3Lp1i++c9u/fj9GjR0NHRwc6OjqwsrLCpk2bGi1PAHjw4AGysrLoBi+e8vJyBAUFwcLCAhwOB3p6erC3t+dr6LO1tcWLFy/oxsCWJCra/K/sq1evcPPmTYwYMQJt27alw+/cuQNVVVVGg6qYmBhMTU3x9u1bZGVlAQAeP36Mz58/8/Wg1NHRgaysLF+vx7rExMQYDYw8mpqaAL4NBee5ffs2FBQU6AZGHjMzM7p3HwB8/PgRz58/h6mpKaNBt0uXLmCxWEhLSwOXy6XTBABTU1O+NAE0mv+mevr0KSwtLTFu3Dh6KgaKohAZGQlzc3NwOBzY29vj6tWrcHV1FbhK75kzZ6Cvr4/27dsD+DZsVkdHB0+fPsW0adOgra0NY2NjREVFAfjWkDphwgRoa2tj+PDhQveolZeXh4iIyHddX8Q3xcXFkJOTE/ijSN3yrampQXR0NKysrKChoQFDQ0MsXryY8V0QxM7ODhMnTuQL53K5MDExgaenJx1WWVmJiIgI+hgGBgbw9/fnG9pvYWEBd3d3nDlzhp4OITw8XODxXV1dkZ6ejry8PMa0AhRFYdiwYXzTMQDAly9fMGDAAAQGBgL4v3v90aNHsW7dOgwaNAiamppwcXHBgwcP+PYXph5uCmHv543Vj4KGS7u6usLa2hq3bt3C+PHjoampCRMTE4SEhND3o6aUVVOUlpbS56WhoQETExOsWbMGZWVljHhxcXFwdnaGoaEhtLW1YWNjg+joaFRVVTHiPXjwAO7u7jA0NISGhgaMjY0xc+ZM+hpls9koKytDcnIyfR00tuJ4Q/Uzz927d+Hk5AQOhwNjY2MEBwfj0KFDfGVdd2oZnrpDyYV9fuBNNRIdHY2IiAj6+qj9415j16Gw1xZBEARBEMR/0W/Zk7E+gwcPhpiYGOOhMyMjA9OnT4eWlhYCAgLQrl07pKamwsfHB1+/foW9vT0jjWXLlsHMzAzBwcF4+/YtNmzYgEWLFtHDynJzc+Hu7g5dXV2sWbMGMjIyePfuHS5fvoyqqiq0bt2aL19mZmaYP38+Nm3ahBUrVkBdXR0A0L17d7rR4uDBg4xeZMXFxUhNTYWzszMkJSXrPefLly9j1qxZ6N27N/z8/NCpUyfk5eXh6tWrdJwbN27Azc0NLBYLa9asgYSEBA4cOAAPDw9s2rQJI0eObFIZhIeHw9vbG+3ataOHaNbtIbBp0yZoa2sjMDAQoqKi6NChA/1S7OnpCQUFBZSVleHs2bNwdXXF7t27oa+vDwA4ceIEAgMD4erqCl9fX4iKiuLly5d48uRJo+UJABcuXICYmBh0dXUZeVq3bh2OHTuGefPmQU1NDeXl5Xj8+DGKi4sZ8dTV1SEtLY2LFy/C0NCQDvfz80NycjLS0tLQtWvXej+THyUxMREURWHs2LGM8MrKSroRqzbeZ/Lo0SNoa2vTL5+CenOIi4vj5cuXqKioaPB6E4T38tanTx86rKqqSuBxaudp1KhRDeZJQkIC5eXlePXqFXr16lVvXN7fjx8/blK+G3Ljxg14enpCV1eX7j0KAJs3b8b27dvh6OiIoUOHIj8/H8uWLUNVVRV69erFSKOiogLp6enw9/dnhFdVVcHLywtOTk6YNm0ajh8/juDgYJSWluL06dOYMWMGOnbsiH379sHPzw99+/bla6ylKApcLhdfvnzB1atXkZycDDc3t5/aW/i/SltbG4cPH8bq1athY2ODfv36QVxcXGDcgIAAxMfHw8XFBWZmZsjLy8OWLVtw48YNJCUl1dtDzt7eHmvWrMGLFy/Qs2dPOvzKlSsoKCig66WamhrMnj0bf/31F6ZNm4b+/fsjLy8PYWFhyMrKQmJiIqOn4v379/H06VPMmjULXbt2FVgfAcDKlSuxfPlyvH79mtEQKSIiAhcXF6xdu5Yvb0eOHEFpaSmcnZ0ZaW3evBn9+vXD6tWr8fnzZ4SHh8PV1RVHjhxBt27dADStHub9YHX+/HmBeecR5n4uTP1Yn8LCQvj4+GDmzJnw9vZGeno6tm3bhpKSEqxYsaJZZdWY8vJyuLi4ID8/Hx4eHmCz2cjJyUFoaCgeP36M3bt30z/GvHr1CtbW1ujatSvExcXx8OFDREZG4tmzZ1i3bh2Ab9MrTJ06FV27dsWKFSugoKCAwsJCZGZm4suXLwC+Te0yefJk6OvrY/bs2QDA+BGrrsbqZ+DbdCZTpkxBly5dsH79ekhJSWH//v3f1UjH+1wbe37g2bt3L3r27AlfX1+0bdsWPXr0EPo6FPZZgSAIgiAI4j+J+o0kJiZSLBaLysrKqjeOkZERNWLECPpvKysrys7OjqqqqmLEc3d3pwYNGkRxuVxG2gEBAYx40dHRFIvFogoKCiiKoqhTp05RLBaL+ueffxrMK4vFokJDQ+m/T548SbFYLCojI4Mvrq+vL2VoaEhVVFTQYVFRUZSqqir1+vXrBo8zZMgQasiQIdTXr1/rjTN+/HjK0NCQKi0tpcOqq6spa2trytTUlKqpqaEoSvgyoCiKGjVqFOXi4sJ3rIyMDIrFYlHOzs4N5puXh6qqKmry5MnUnDlz6PBVq1ZRurq6De7bUHlOnz6dsrKy4gu3tramZs+e3Wi+KIqinJycqHHjxjHC/P39KTU1NSo3N7fBfXllIChvtWVlZVEsFotKTExsND/V1dWUiYmJwPOaPXs2paury/h8KYqiJk6cSLFYLCoyMpKiKIr6+PEjpaqqSi1ZsoQR7+XLlxSLxaJYLBb17t27RvNSW35+PmVkZETZ29vT3yWKoqg1a9ZQqqqqVF5eHiP+okWLKBaLRS1fvpyiKIricrmUnp4eNXnyZEa8T58+UTo6OhSLxaJu375NURRFnT17lmKxWNSRI0cYcQ8fPkyxWCxq2LBhfPnjfRYnT55s8DxCQ0MpFotFFRUVUUeOHKHU1dWpP/74g3FOxcXFlIaGBjVv3jzGvnfu3KFYLBbf9+Hs2bOUmpoaVVRURIf5+vpSLBaLOn36NB1WVVVFGRgYUCwWi7p//z4d/vHjR0pNTY1at24dX363b99Of2ZsNpvatGlTg+dHCO/Dhw/UhAkT6PJVV1enHB0dqe3btzO+Y0+ePBF4v7x37x7FYrEYn4mvry9lbm7OOIa6ujrf5zZ37lzKyMiIrq9SUlL4rheK+r97R1xcHB1mbm5OqampUc+ePRPqPGfOnMnIE8/nz58pHR0davXq1YzwkSNHUq6urvTfvO/WmDFj6DqEoigqNzeXUldXp5YuXUqHCVsPU9T/1WmNEeZ+Lkz9yKv3ate1Li4uFIvFos6dO8eIu2zZMsZ9Tdiyqo+5uTnl6+tL/719+3ZKVVWV7xmH99yRnp4uMB0ul0tVVVVRycnJlJqaGlVcXExRFEVlZ2dTLBaLOnv2bIP50NbWZuSjIcLUz/PmzaM0NTWpwsJCOqy6upqysrLiK+u6z0o8dcumrvqeH16/fk2xWCxqyJAhVGVlJWMfYa/DpjwrEARBEARB/NeQsXF1UBRF///ly5d49uwZbGxsAADV1dX0P1NTUxQWFuL58+eM/euuAMpmswEAb968AQCoqalBXFwcy5cvR3JyMl6/fv3deZ40aRKKioroFXBrampw4MABDB48uMEec8+fP8erV68wduzYenuflZWV4d69exg+fDjatGlDh4uJiWH06NHIz8/Hs2fPGPs0VgbCGDZsmMDwAwcOYMyYMeBwOOjXrx/U1dVx/fp1PH36lI7D4XBQUlKC+fPn49y5c01e8begoAAdOnTgC+dwOLh06RI2btyIzMxMvhWJa+vQoQPfMPm1a9fiwYMH6NKlS5Py0xIuX76Md+/e8fViBAAXFxd8/vwZvr6+eP36Nd6/f4+QkBDcuXMHAOieL7KysrCxscHRo0dx8OBBFBcX4+HDh1i4cCHExMQANG04d3FxMWbMmAGKohASEsLY19HREa1atcLChQuRk5ODjx8/Ii4ujh6WxsuTqKgovUDM1q1bUVRUhJcvX2LRokX058NL19TUFD169MDGjRtx9epVlJSU4NKlS9i8eTPExMRaZKhwZGQk/P39sXDhQixbtoyR5t27d1FZWYkRI0Yw9tHW1hZ4TZw5cwYDBgzg680mIiLCGLLeqlUr9OjRA4qKiujXrx8dLisrC3l5eYHfuzFjxiAhIQE7duzA9OnTsWPHDvzxxx/NPm/i/8jJyWH//v1ISEjAggULYGFhgRcvXiA4OBg2Njb0/SgzMxPAt8+iNk1NTaioqOD69esNHsPCwgLJycn0SvafPn1CWloabG1t6R6pFy5cgIyMDMzNzRn1l5qaGhQVFXHjxg1Gumw2m69HbVO1bdsW9vb2SE5OpofoXr9+HU+ePIGLiwtffGtra76pDnR0dOjyaWo9fPbsWZw9e7bRfDZ2PxemfmxImzZtYGlpyXeuNTU1uHnzJoCml1VjLly4gL59+0JNTY1RTsbGxhAREWF83g8ePKCHgaupqUFdXR2+vr7gcrl48eIFAKBHjx5o3749Nm7ciAMHDjB6GzaXMPVzZmYmDA0NGXNji4mJ8Y2aaCphnh94LCwsGD2Qm3IdNuVZgSAIgiAI4r+GjI2rpaysDMXFxWCxWACA9+/fAwCCgoL4Fkvg+fjxI+NvWVlZxt+8oZi8h8zu3btj9+7diImJwapVq1BWVoZu3brB1dUVkydPbla++/XrB11dXXqeowsXLiAvLw+rVq1qcD/ew31Di5uUlJSAoigoKirybeOtpll3CFBjZSAMQcfbtWsX1q9fDycnJ8ydOxdycnIQFRXFli1bGA2ddnZ24HK5OHz4MLy9vVFTUwMOh4N58+bRC3s05OvXrwIX/lm2bBk6duyI1NRUREdHQ1JSEsbGxli8eDFjqBsASEpK/k+9WCQkJEBcXBx2dnZ82wwNDbFu3TqsX78eQ4YMAfBt6PLcuXOxadMmxvUREBAAiqIQGBiIlStXQlRUFLa2tujQoQOuXLnC99nX59OnT3Bzc8O7d++wZ88eelgkj4qKCsLDw7Fy5Up6kZpOnTrBz88Pf/zxByNPc+bMQVlZGbZt24bQ0FAA34bE29vb4/Dhw3RcCQkJREdHY/HixXBzcwMASEtLw8fHBxEREU1e5EeQY8eOQVlZWeDLMO97IqgBu+71VlVVhQsXLtBzh9bWunVrvkYPcXFxgWUvISEhcE5WRUVF+jtmbGwMGRkZBAcHw8HBgdFQSTQfh8OhFxirqqrCxo0b6Xv/4sWL6etB0KrESkpKjf4o4+DggNOnT+Pq1aswMTFBSkoKKisrGUOHi4qKUFJSwjdcnqdu/SXovtscrq6uiIuLw/Hjx+Ho6Ii4uDh07NiRr9EN4L/2eWEPHz4E0Lx6WBiN3c+FqR8bUt95Acw6syll1Rjejyy8KUDq4pXTmzdv4OzsjF69emHJkiXo0qULJCUlkZWVhVWrVtF1V7t27bB3715ERkZi8+bN+PTpExQVFTF+/HjMmjWr3mkAGiJM/VxcXNxg+TWHsM8PPHW/C025DpvyrEAQBEEQBPFfQxoZa0lPTweXy4Wenh4A0ItUuLu7Y+jQoQL3aU6vD11dXejq6oLL5eLvv//G3r17sXbtWigoKGDUqFHNyrurqyvmzp2L+/fvIy4uDj179my0QY3XQ6puj7vaZGRkICoqisLCQr5tBQUFACBwMY/vJWhV5mPHjkFPT49vMnze3FC1OTg4wMHBAWVlZbh58ybCwsLg7u6O06dPN9qTUE5OTuDcSdLS0vD29oa3tzfev3+PS5cuITg4GB4eHnQvUh7e4g//C4qKipCeng4LCwuBDVzAt95UNjY2ePnyJd0zbvv27RAREWHMTSktLY0NGzZg2bJlePv2LZSUlCAvLw8rKyvo6OgINaffp0+fMHXqVOTm5mL37t1QVVUVGG/w4MG4cOECXr58CS6Xi549e+LkyZMAvq2yzdOqVSv4+/vD29sbubm5kJOTg5KSEqZNm4auXbuiY8eOdNwePXogPj4e7969Q3FxMbp3747Pnz9jzZo1fHNwNkdMTAx8fHzg7OyM3bt3M641XiMgbxGY2t6/f8+Ie+3aNXz+/Lne+05L4y2+8+LFC9LI+AOIi4vD09MTu3fvRk5ODoD/ux4KCgoY1ygvrLH7h7GxMZSUlJCUlAQTExMkJSVBS0uLMbepnJwcZGVlERMTIzCN2r3TAcH33ebo0aMHTE1NERcXB1NTU5w/fx5eXl50j+faeI03dcN45fOj6uHG7ufC1I8Nqe+8AOYPcU0pq8bIyclBUlISa9eurXc7AJw7dw5lZWUICwtj3Hd4Dbu1sdlsbN68GRRF4dGjR/SCc1JSUpg5c2aT8wg0Xj/Lyso2WH61SUhIoLKyki+8bsNzU54fAP7vQlOuw6Y8KxAEQRAEQfzXkOHS/9+bN2/w559/ol27dnBycgIA9O7dGz179sTDhw/pXil1/zU0wXljxMTEoKWlRS9+cv/+/XrjNtYbcOjQoejcuTPWr1+Pa9euYeLEiY2+MPbq1Qvdu3dHYmKiwId04NvDspaWFs6ePcs4dk1NDY4dO4aOHTs26wVPQkKiyT39RERE+BbtePjwIe7evVvvPtLS0hg8eDA8PDxQVVVFD/dqqDx79+7NWL1SEAUFBdjb22PUqFF4/vw5Y2Vw4NsCP7Vf9n+lI0eOoKqqCg4ODg3Ga9WqFVRUVNCjRw98/vwZ8fHxsLS0FNgo2759e6iqqkJeXh5paWl4/vw5Jk2a1GheeA2Mr1+/xo4dOxpt0BIREUHPnj2hoqICLpeL2NhYqKmpMRoZedq0aQM2mw0lJSXcv38f169frzdPysrKYLPZaN26NXbs2AFpaWmMGzeu0fw3pnPnzoiLi4OEhAScnZ3pYYcAoKWlBQkJCb6VSO/evYu8vDxG2JkzZ6Ctrd0ivSuFwRuaylv8iGg+3o8vdfGGZPJ6LhoYGAD41vhRW1ZWFp4+fUpvr4+YmBhsbW1x7tw53Lp1C3///Tffd9zMzAzFxcV0b7G6/3r37t2scwQav4dPmjQJjx49ohf3GD9+vMB4KSkpjGlK8vLycOfOHfrHvh9dDwOC7+fC1I8N+fLlC9LS0vjOVVRUlO/+JWxZNcbMzAyvX7+GrKyswHLiTZ/CezaoXZ9SFIVDhw7Vm7aIiAhUVVWxZMkSyMjIMJ5XmlOfA/XXz/r6+rh+/TqjUZHL5QpcTbxLly549OgRI+z69et8q2k35/mhtuZeh409KxAEQRAEQfzX/JY9GXNycsDlclFdXY0PHz7g1q1bSEpKgpiYGMLDwxlzoAUGBmLGjBmYNm0axowZA2VlZXz69AlPnz7F/fv36eGZwjpw4AAyMjJgZmaGTp06oaKiAomJiQAAIyOjevfr27cvAODQoUNo06YNJCUl0bVrV/rXdTExMUycOBEbN26EtLQ036rX9VmxYgVmzZqF8ePHY8qUKejUqRPevn2Ly5cvIzg4GAAwf/58uLm5YdKkSXBzc4O4uDj279+PnJwcbNq0qVm9X1gsFk6cOIHU1FR07doVkpKS9NyN9TEzM0NERARCQ0MxcOBAPH/+HBEREejatSu4XC4db9myZZCSkkL//v2hqKiIwsJCREVFoV27dvTwxYbKU09PD4mJiXj+/DmjAXXcuHEwMzMDm81G+/bt8fTpUxw9ehQ6OjqMVVg/fvyIFy9e8M2ptWTJEhw5cgRnz579rnkZeT0hePN5/v3335CWlgYAWFlZ8cVPSEhAp06dYGJiIjC9oqIi7Ny5E/3790ebNm3w7NkzxMTEQFRUFCtWrGDEPX36NAoKCqCiooKKigrcuHEDsbGxcHJyooda1+fr16+YNm0aHjx4gCVLloDL5TJe8OTl5RmNXH/88Qf09PQgKyuL169fY+/evcjPz8e+ffsY6WZmZiI7OxtsNhsURSErKwsxMTEwMTHh+wyio6OhqKiITp06oaioCCdPnsS5c+fw559/tliDnpKSEvbu3Yvp06fDxcUFO3fuBIvFgqysLKZOnYrt27dDRkaGXl1669atUFRUpL9HXC4XaWlpze4l1JDQ0FC8f/8eAwcOhLKyMkpKSnD58mUcPnwYVlZW9Q6rJYQ3bdo0dOzYEebm5ujduzcoisI///yDnTt3Qlpamm747t27NxwdHbFv3z6IiorC1NSUXl26U6dOmDJlSqPHcnBwQHR0NBYsWAApKSm+YfqjRo3C8ePHMXPmTLi6ukJTUxPi4uLIz89HZmYmLC0tm91blsVi4cyZM9i/fz80NDQgIiJC318BYNCgQejTpw8yMzMxevToentRf/jwAXPmzMH48ePx+fNnhIWFQUJCAu7u7nScptTDvPNpbF5GYe7nwtSP9ZGVlUVAQADevn2Lnj174uLFizh06BAmTJiAzp07M+IKW1aNmTx5Ms6cOQMXFxdMmTIFbDYbNTU1ePv2La5cuQI3NzdoaWnByMgI4uLimD9/PqZPn47KykocOHAAJSUljPQuXLiA/fv3Y8iQIejWrRsoisKZM2dQUlLCGCnBYrFw48YNnD9/HoqKimjTpk29DdjC1M+zZs3C+fPnMXnyZMyZMwdSUlKIi4sT2EBna2uLLVu2YMuWLdDT08OTJ0+wb98+tGvXjhFP2OeHhgh7HQr7rEAQBEEQBPFf9Fs2Mvr7+wP4NoRNRkYGKioqmDFjBsaNG8e3yIKBgQEOHz6MyMhIrF27FiUlJZCVlYWKigrfAg7CUFNTw9WrVxEWFobCwkJIS0uDxWJh27ZtMDY2rne/bt26YcmSJYiNjcWkSZPA5XKxbt06RmPiyJEjsXHjRowePZrvAbs+JiYm2LdvH7Zu3YrVq1ejoqICHTt2ZCzeoqenh927dyMsLAz+/v6oqamBqqoqtm3bBnNz8yaXAQB4eXmhsLAQy5Ytw5cvX9ClSxecP3++wX08PDxQXl6OhIQExMTEoE+fPggICMC5c+cYE9rr6uoiKSkJJ0+exKdPnyAnJ4cBAwYgKCiI/nwbKs8hQ4ZAWloaaWlpmD59Op2ugYEBzp8/jz179qC8vBzKysqws7ODh4cHI59paWkQFxfnuz5qamrA5XIZvXaao+48fXFxcYiLiwMAvh4dt2/fxrNnzzBnzpx6FzYRExPDw4cPkZSUhM+fP0NRURGWlpaYPXs23/dBTEwMiYmJePnyJWpqatCnTx8EBgY22ksS+DbULTs7GwCwZs0avu1jxozB+vXr6b/fvn2LP/74A8XFxZCVlYWJiQkiIiL4GmjFxcVx5swZbNu2DZWVlejZsye8vb3h6urKN+SwoqICW7duRX5+PqSkpKClpYW9e/e2yFDp2uTl5bFnzx66cScmJgYcDgc+Pj5o3bo1Dh48iKSkJPTu3RsBAQHYvHkzZGRkAAA3btzAx48ff8hQaQ0NDezduxdpaWkoLi6GhIQE+vTpA39/f0yYMKHFj/c7mjVrFtLS0rBnzx4UFBSgqqoKioqKMDIygru7O1RUVOi4AQEB6NatGxISErB//360bdsWJiYmWLBggVDTLfTq1Qs6Ojq4c+cObGxs+O77YmJi2LZtG2JjY3H06FFERUVBTEwMHTt2xMCBA+n5h5tj0qRJyMnJwebNm/H582d6OG1tI0aMQFhYWIOLmPj4+CA7Oxv+/v4oLS2FpqYmNm3axPjBoSn1sLANRsLcz4WpH+ujqKiIFStWICgoCI8fP0b79u3h4eEBLy8vgfGFKavGSEtLIy4uDlFRUYiPj0dubi6kpKTQqVMnGBkZ0fdOFRUVhIWFISQkBF5eXpCVlYW1tTWmTJmCGTNm0On16NEDMjIyiImJQUFBAcTFxdGrVy+sX7+esWDR0qVLERgYiPnz56O8vBx6enrYu3evwDwKUz+zWCzs2rULQUFB8PX1Rfv27TF69GgMHz4cy5cvZ6Q3bdo0lJaWIjk5GTt37oSmpia2bNmC2bNnM+IJ+/zQEGGvQ2GfFQiCIAiCIP6LRKjvbfEg/mfs3bsXq1evRkpKCt1Tj2ieP/74A9evX8eJEyea3FNz4sSJ6NSpU6M9XeqTmZmJSZMmYffu3Rg4cKBQ8xwSLa+6uho3b97ElClTsGXLFoG9RFvC69evMWLECHh6esLDwwMBAQHIyspCUlLSDzkeQfws9vb2EBERoXvr18a7z/3I79av4urqio8fPyIlJUXofRoqK+KbpKQk+Pv7Iy0tjR76TRAEQRAEQfxvIa0X/wEPHjxAbm4utm7dCktLS9LA2AJmzZqFI0eO4PTp0016Ab558yays7PrXX2yKXjDJRMSEhjDEIkf759//hG4Evf3evjwIVJSUqCjo4O2bdvi+fPniImJQdu2bTF27FgA33q3EcS/VWlpKR4/foz09HTcv38fW7du/dVZ+p9FyoogCIIgCIL4ryGNjP8Bnp6eKCwshK6uLt/KiUTzKCgoYOPGjfj06VOT9isuLkZQUBC6devW7GOrq6sjISGB/vt/ZQGZ30mvXr0Yn0FLLYjSunVr/P3330hISMDnz5/Rtm1b6OvrY968eVBQUGiRYxDEr3T//n1MmjQJsrKy8PT0bHSu1t8ZKSuCIAiCIAjiv4YMlyYIgiAIgiAIgiAIgiAI4rsIXgmCIAiCIAiCIAiCIAiCIAhCSKSRkSAIgiAIgiAIgiAIgiCI7/JbzcnIW5mQR0xMDPLy8hg4cCDmzp2Lnj17Nivd69evY8OGDXj27BnKy8uxdevW33ZuJd6KobGxsdDX1/+lecnNzYWlpSXWrVsHe3v7707v8OHDWLZsGaSlpXHnzh3GNoqisHfvXuzfvx+5ubmQlZWFpaUl5s+fj/bt29Pxnj9/jkOHDiEzMxOvXr2CqKgoevfujSlTpgi1wMzff/+NxMRE3Lp1C7m5uWjdujVYLBbc3d1haGjIiGthYYG8vDyB6UhISCA7O5sRduLECURFReHZs2do3749RowYgXnz5qFNmzbNKpNbt24hOTkZ//zzDx4/foyqqqoGVwXNy8tDeHg4Ll++jOLiYsjJyUFTU7PBxRA2b96MyMhI9O3bl28l18rKSsTGxuLIkSPIzc2FtLQ0+vXrh9mzZ6N///586Tx8+BAPHjxAQUEBxowZg/Xr1ws83wsXLuDhw4d4//49lJWVYWRkhDlz5kBJSYkRt7S0FCEhITh9+jQ+fvyILl26YOzYsXBzc4OYmBgdz8/PD8nJyfWeY3x8PLS1tQEAsbGxSElJwcuXL/HlyxcoKChAR0cHs2fPJgs+/Q+5d+8eoqKicP/+fbx//x4yMjLo1q0bdHR04Ofn1+T0/Pz8cOPGDZw/f/4H5LZlubq6AgD27t37i3PSMDabDU9PT3h5ef3qrNCqqqqwfft2JCUloaCgAF27doWzszNdpg0pLS1FREQEfR/7+PHj/9z5EQTRMthstlDxYmNjkZyc/K+pP+qysLCAnp6ewOexfxPe+2dDz8ANEfZ5uu57bl0LFizAzJkzm3z8/4J/03MUQfwX/FaNjDzr1q1D7969UVFRgdu3byMyMhKZmZk4efIko0FIGBRFYd68eejZsye2bduG1q1bo1evXj8o58Sv8u7dOwQFBUFJSQmlpaV824OCgrBnzx64ubnByMgIT548QWhoKLKzsxEfHw9xcXEAwNWrV5Geng5bW1twOBxUV1fj5MmTmDt3Lry8vODp6dlgPk6cOIGsrCw4ODiAzWajvLwcBw8exJQpUxAUFMRYETk8PByVlZWM/d+8eQMfHx8MHTqUEX7s2DEsWrQI48aNg7+/P168eIGNGzfi6dOn2LlzZ7PKJCMjA9evX4eamhratGmDGzdu1Htejx8/hqurK7p16wZfX1907NgRhYWFuHz5cr37/PPPP9i5c2e9C6YsW7YMx48fx8yZM2FgYIBPnz4hKioKrq6uOHDgADQ1Nem4e/bsAZvNhoWFBRITE+s9ZmhoKPT19eHj4wNlZWU8f/4cERERSEtLw5EjR+i8VFdXw83NDS9evKB/wLh8+TKCg4Px7t07LFu2jE5z9uzZcHJy4juWh4cHJCQkGCuLFxcXw9TUFKqqqpCRkcHr168RFRWF8ePHIzExEb17964378TPkZ6ejlmzZkFPTw+LFi2CoqIiCgsL8ffff+PEiRPNamQkWl58fDw6duz4q7PBEBgYiKNHj2Lu3LngcDi4cuUK1qxZgy9fvsDDw6PBfYuLi3Ho0CGoqqpiyJAhOHz48E/KNUEQP1t8fDzj74iICGRmZmLPnj2M8D59+qBTp06YNGnSz8we0cKEfZ42MzPjuzaAb8+uV69e/W07wBAE8QtQv5HExESKxWJRWVlZjPCwsDCKxWJRCQkJTU4zPz+fYrFYVFRUVEtlk6qsrKSqqqpaLL2fKSMjg2KxWFRGRsavzgr1+vVrisViUYmJid+dlru7O+Xu7k75+vpS2trajG35+fmUmpoa9ccffzDCjx8/TrFYLCo+Pp4OKyoqompqavjSnzlzJqWlpUVVVFQ0mI/379/zhVVXV1M2NjbUkCFDGj0P3rV+7do1xv6DBg2i3NzcGHGPHTtGsVgsKj09XWBaDZUJRVEUl8ul/x8TE0OxWCzq9evXfPFqamooW1tbytbWttHz56mqqqJsbW2pP/74g3JxcaFGjRrF2F5RUUGpqalRCxcuZIS/e/eOYrFYfJ9V7bxqa2tTvr6+Ao8rqPyzsrIoFotFbd26lQ5LSUmhWCwWdfr0aUbc5cuXU6qqqtTTp08bPL/MzEyKxWJRmzdvbjAeRVHUkydPKBaLRYWEhDQal/jxnJ2dqSFDhgi8h9e+zprC19eXMjc3/96sNVl5eXmT93FxcaFcXFx+QG7+2x4/fkyx2WwqMjKSEb5s2TJKU1OT+vjxY4P719TU0HVLUVERxWKxqNDQ0B+VXYIg/ofU9xz2b2dubl7v89i/Ce/9U9AzsDCEfZ4W5MuXL5S2tjY1YcKEZh37v+JXPUcRxO+KzMkI0D2FioqKGOHZ2dnw8PCAnp4eOBwO7OzskJqaSm8PCwuDqakpAGDjxo10TyieFy9eYMGCBTA0NISGhgZGjBiBuLg4xjEyMzPBZrNx5MgRrF+/HiYmJuBwOHj58iUA4Nq1a5g8eTL69+8PLS0tODk54fr164w0wsLCwGazkZOTg/nz52PAgAEwMjKCv78/Pn/+zIhbU1ODvXv3wtbWFpqamtDV1cX48eORlpbGiJeamgpHR0doa2tDR0cH06ZNw4MHD5pTvEKV5cOHD8FmswX2vrh48SLYbDYjj8KUbUs5evQobty4gYCAAIHb7969Cy6XS18LPGZmZgCA06dP02Hy8vIQERHhS4PD4aC8vBzFxcUN5qVDhw58YWJiYlBXV8fbt28b3JeiKCQlJaFbt24wMDBg5L+wsJBvSLmVlRWkpaVx7tw5vrQaKxMAEBUV7vZy8+ZN/PPPP5g8eTIkJCSE2icqKgqfPn2Cj4+PwO0iIiIQFRVFu3btGOFt27aFqKgoJCUlm5VXQeWvoaEBMTEx5Ofn02G3b9+GiIiIwGuipqZGYJnWlpCQABERETg4ODSaJzk5OQBgDMGuD5vNxqpVq5CYmIjhw4dDU1MT9vb2uHv3LiiKQkxMDCwsLKCjo4NJkybR9yFCeLyh/q1a8Q8UqHud1dTUIDo6GlZWVtDQ0IChoSEWL17MuJYEsbOzw8SJE/nCuVwuTExMGD2iKysrERERQR/DwMAA/v7++PDhA2NfCwsLuLu748yZM7CzswOHw0F4eHi9eaAoCtHR0TA3NweHw8GYMWNw8eJFvngVFRVYv349bG1tMWDAAOjp6cHR0VHgd+B7r09XV1dYW1vj1q1bGD9+PDQ1NWFiYoKQkBBwuVy+Y4WFhdF/JyUlgc1mIyMjAytXroS+vj709fXh6emJd+/eMfatrKzE+vXrMWjQIGhpacHZ2Rl///03LCwsmt1T9dy5c6Aoiu8+bG9vj69fvzbYqxv4ds8TVLcQBPF78/PzY7ybAC3zLCDM+0l9SktLERQUBAsLC2hoaMDExARr1qxBWVlZg/s1pz45ePAghg8fDg0NDYwcORInTpxgxCsvL6fzwuFwoKenB3t7e74peBp7j+G5e/cunJycwOFwYGxsjODgYFRXVwtVLvUR9hlVkNTUVJSVlWHcuHGNxm3psnj37h2WL1+OwYMHQ0NDA8bGxvD29sb79+/pOG/evMHChQsZ73M7d+5ETU0NHSc3NxdsNhs7duzArl276GvT0dERd+/e5TtuUlIS/ZmPGDECR44cEXi++/fvx+jRo6GjowMdHR1YWVlh06ZNjZYTQRCN+y2HS9eVm5sLAIw5GTMyMjB9+nRoaWkhICAA7dq1Q2pqKnx8fPD161fY29tj3LhxUFVVhaenJ/1yw2skefLkCZycnNCpUyf4+vpCUVERV65cwerVq+m5kmrbtGkTtLW1ERgYCFFRUXTo0AFHjx6Fr68vLC0tERQUhFatWiE+Ph7Tpk3Djh07+Obg8/LywsiRIzF27Fg8fvwYwcHBAL4ND+fx8/PDsWPHMHbsWHh7e0NcXBwPHjxgzN0XGRmJkJAQ2NvbY9asWaiqqsKOHTvg7OyMw4cPo0+fPk0qX2HKUlVVFf369UNSUhJfRZicnIwOHTpg8ODBzSrbuthsNvT09ISaM6yoqAhr167FggUL6h1aV1VVBQB8DWTi4uIQERHBo0ePGj1OZmYm5OXlBTZiNaa6uhp//fVXo3PyXbt2DXl5eZg3bx7jZTQnJwcA/xw/4uLi6N27N72dR5gyaYqbN28CANq0aYMZM2YgIyMDrVq1gp6eHhYvXgwVFRVG/CdPnmDbtm0IDw+vd75IcXFxTJgwAQkJCTAyMoKBgQGKi4uxefNmtGvXDuPHj//ufPPcuHEDXC6X8b2oqqqCqKgoX0MT7xpp6Jr4/PkzTp8+DUNDQ3Tr1k1gHC6XCy6Xi9evXyM4OBgdOnQQqkES+Dac98GDB1i4cCFERESwYcMGuLu7w87ODq9fv8aKFSvw+fNnrF+/Hl5eXjh69ChpvGgCbW1tHD58GKtXr4aNjQ369etHT5dQV0BAAOLj4+Hi4gIzMzPk5eVhy5YtuHHjBpKSkiAvLy9wP3t7e6xZswYvXrxg1FtXrlxBQUEB3VBVU1OD2bNn46+//sK0adPQv39/5OXlISwsDFlZWUhMTISUlBS9//379/H06VPMmjULXbt2RevWres9z/DwcISHh2Ps2LEYPnw48vPzsXz5ctTU1DCmDKmsrMSnT5/g5uYGZWVlVFVV4dq1a/Dy8sK6desYUzwA3399FhYWwsfHBzNnzoS3tzfS09Oxbds2lJSUYMWKFfWeD8+yZctgZmaG4OBgvH37Fhs2bMCiRYsQGxtLx/H390dqaiqmT58OAwMDPHnyBJ6engKnjeC93Dc2D1ROTg7k5eWhqKjICOfdl+vehwmCIL7H99xrm/p+Ult5eTlcXFyQn58PDw8PupNEaGgoHj9+jN27d9f7zNHU+uT8+fPIzMyEt7c3Wrdujf3792P+/PkQExOj50Fft24djh07hnnz5kFNTQ3l5eV4/Pgx40d/Yd5jgG/Pp1OmTEGXLl2wfv16SElJYf/+/XyNdMD/zZ/YUvPG1ychIQFt27YVat73liyLd+/ewcHBAdXV1fTn/PHjR1y5cgWfPn2CgoICPnz4ACcnJ1RVVWHu3Lno0qUL0tPTERQUhFevXvF1ZIiLi0Pv3r2xZMkSAMCWLVswc+ZMpKWl0Z0KeOVqaWkJPz8/fP78mZ4+qnZj7YkTJxAYGAhXV1f4+vpCVFQUL1++xJMnT76zxAmCAPB7Dpe+e/cuVVVVRZWWllKXLl2iBg0aRDk7OzOGt1lZWVF2dnZ8Q97c3d2pQYMG0V3XeUNyY2JiGPHc3NwoU1NT6vPnz4zwVatWURwOhyouLqYo6v+GFzs7OzPilZWVUXp6epS7uzsjnMvlUqNHj6bGjh1Lh4WGhlIsFouKjo5mxA0ICKA4HA49hOrmzZsUi8WiNm3aVG8ZvXnzhurXrx/fcNLS0lJq0KBB1Ny5c+vdt/b51B4uLWxZxsbGUiwWi3r27Bkdp7i4mNLQ0KDWr19PhwlbtvUNl1ZTU6MmTZrU4HnweHl5UY6OjnQZChqS8s8///ANl6Uoirp27RrFYrEodXX1Bo9x6NAhisViUXv27BEqT3Vt2rSJYrFY1NmzZxuMN2/ePEpNTY3Kz89nhG/bto1isVhUQUEB3z5ubm7UsGHDGGHClEldDQ3vWL58OcVisaj+/ftTS5Ysoa5du0YdOXKEMjc3p/T19al3797RcblcLjVu3Dhq/vz5dJig4dIU9W344JYtWyhVVVWKxWJRLBaLMjMzox48eNBgXhsaLl3X58+fqREjRlCDBw+mSktL6fDdu3dTLBaLunnzJiN+SEgIxWKx+Iam17Z//36KxWJRKSkp9cbR0NCgz2nYsGHUkydPhMovi8WiBg0aRH358oUOO3v2LMVisShbW1vGUH7eOTx8+FCotIlvPnz4QE2YMIH+fNTV1SlHR0dq+/btjGuEN8w9ICCAsf+9e/f47tN1h/l8+PCBUldX57uXz507lzIyMqLvtfUN2+cN8Y+Li6PDzM3NKTU1Ncb9tz6fPn2iOBwONWfOHEb4X3/9RbFYrAaHS1dXV1NVVVXUkiVLKDs7O8a2770+XVxcKBaLRZ07d46R7rJlyyhVVVUqLy+Pcazaw4l5zwd1P4/o6GjG/TEnJ4disVjUhg0bGPF4ZV333jFkyBChprKYOnUqNXz4cIHb1NXVqeXLlzeaBg8ZLk0Qv5eGnsMEDRP9nnttU95PBNm+fTulqqrKN3XVqVOn+KboaWy4dGP1iaamJlVYWMiIb2VlRQ0dOpQOs7a2pmbPnt1gnoV9j5k3b169x6z7DJycnEypqalRycnJDR67rqYMl+Y9Zwhbf7RkWfj7+1Pq6uoNPp9u3LiRYrFY1L179xjhK1eupNhsNv08wnufs7a2pqqrq+l4vOcl3vMyl8uljI2NqTFjxjCu4dzcXEpdXZ3xPVi1ahWlq6vb4LkSBNF8v+Vw6fHjx0NdXR39+/fH9OnTISMjg4iICLrX0cuXL/Hs2TPY2NgA+NZTjPfP1NQUhYWFeP78eb3pV1RUICMjA0OHDoWUlBTf/hUVFXzdu4cNG8b4+86dOyguLsaYMWMY+9fU1MDExATZ2dl8wwoEDYeoqKigh4FfunQJAODs7Fxv3q9cuYLq6mrY2toyjispKYmBAwc2uHiHIE0pSxsbG0hISDBW2k1JSUFlZSX9y1hzyrauBw8e8E2OLcjp06dx/vx5rF69usGeXKqqqhg4cCB27NiBkydPoqSkBLdv30ZAQADExMQaHOZw8eJFBAYGYvjw4UKtIFrX4cOHERkZCTc3twYndC4uLsa5c+dgYmICZWVlgXHqO8fa4cKWSVNQFAXgWw+wNWvWwNDQELa2tti6dSs+fvzIGAa/a9cuvHz5kv4VsyHbtm3Dzp074enpidjYWERERKBXr16YOnXqdw3956moqICXlxfevHmDLVu2MHpV2tjYQFZWFitWrMC9e/dQUlKClJQUuvdsQ2WXkJAAWVlZvsV5ajt48CDi4+OxYcMGtGnTBpMmTRK6p5O+vj6kpaXpv3k9RU1NTRn54oW/efNGqHSJb+Tk5LB//34kJCRgwYIFsLCwwIsXLxAcHAwbGxt6mHJmZiYAYMyYMYz9NTU1oaKi0uCwMzk5OVhYWCA5OZkeUvTp0yekpaXB1taWrssuXLgAGRkZmJubM+6VampqUFRU5Lufs9lsoRYuu3PnDioqKuj7Ok///v3RpUsXvvgnT56Ek5MTdHR00K9fP6irqyMhIQFPnz7li/u912ebNm1gaWnJCLO2tkZNTQ3da7ohgurR2sfhldmIESMY8YYPHy5wiPzZs2dx9uzZRo8LNHxfIAiCaEnNvdc25/2ktgsXLqBv375QU1Nj7G9sbAwREZFG3zOaUp8YGhoyFgcUExPDyJEj8fLlS3paEg6Hg0uXLmHjxo3IzMzE169fGWk05T0mMzOz3mPWZWdnhwcPHvD1vmxJCQkJACDUUGmgZcvi0qVL0NfX5xuNVFtGRgb69OnDWIgR+DZag6IoZGRkMMLNzMwYUwOpqqoCAD0a7/nz5ygoKIC1tTXjGu7SpQt0dHT4zrWkpATz58/HuXPn+KaQIQji+/yWw6WDgoKgoqKCL1++IDU1FfHx8Zg/fz5iYmIAgJ4rIigoCEFBQQLT+PjxY73pFxcXo7q6Gnv37q13SG7d/esOkeLlwdvbu97jfPr0ifGAICsry9jOG5rJqyQ+fPgAMTExvmMJOu7YsWMFbm/qvCBNKUtZWVlYWFjgyJEjmDt3LsTExJCcnAxNTU16KHBzyrY5vnz5glWrVsHV1RVKSkooKSkB8H9Do0tKStCqVSu6/Lds2QI/Pz/MmzcPwLfhulOmTMG1a9f45sXkuXz5Mry8vDBo0CBs3LixyS+YiYmJWLFiBRwdHbF48eIG4x47dgyVlZUCHzR4101xcTHfSs3FxcX09qaWibB46ZuYmDDCeQ0hvAbBN2/eIDQ0FAsWLIC4uDh9fN7DbUlJCSQkJCAlJYWnT58iNDQUixYtwrRp0+g0TU1NMWrUKKxbt06o4fL1qaysxJw5c/DXX39h+/bt0NLSYmyXl5dHdHQ0/Pz86KHZsrKy8PPzw9KlS+tt6H348CH+/vtvTJo0qcH5KdXV1QF8a5i1sLDAsGHDsGnTJmzbtq3RvLdv357xN28ob33hFRUVjaZJ8ONwOPR8v1VVVdi4cSN2796NmJgYLF68mB5+pKSkxLevkpJSo427Dg4OOH36NK5evQoTExO+H2SAb1MblJSUQENDQ2AajdVD9eHlXdDK7nXDzpw5g3nz5sHKygrTp0+HgoICxMTEcODAAYEruX/v9dlQnhqb8xZovB6t79xbtWrFt29TyMrK4p9//uELLysrQ1VV1XelTRAEUVdz77XNeT+praioCC9fvqSfY+pq6Bm+qfVJY/VBx44dsWzZMnTs2BGpqamIjo6GpKQkjI2NsXjxYvTs2bNJ7zGCnqPry8ePVlVVhaNHj0JVVZV+FmlMS5bFx48f633W5SkuLhb4wyTvuahunV1f/cy7NnnHru8zqD01mJ2dHbhcLg4fPgxvb2/U1NSAw+Fg3rx5GDRoUIP5Jgiicb9lI6OKigp9wzUwMEBNTQ0OHz6MU6dOwcrKil5Iwd3dvd7eRA319pCRkYGYmBhsbW0FTs4PAF27dmX8XbeBiZeH5cuX8zVg8DR1/j55eXlwuVwUFhYKfLGtfdzQ0FB07ty5Sek3lJ6wZWlvb49Tp07h6tWr6Ny5M7KzsxlzcjSnbJvj48ePeP/+PXbu3ImdO3fybR84cCAsLS0REREB4NtnER0djaKiIhQWFqJLly6QlJTE/v37MXz4cL79L1++jDlz5mDgwIEICwsTesETnsTERCxbtgx2dnYIDAxstIEyISEBCgoK9GI0tbFYLADA48ePGfMKVldX49mzZ7C2tgbQ9DIRVt25IOviNWy/fv0aX79+xZo1a7BmzRqBx580aRKWLl2Khw8fgqIovgcrcXFxqKqqNrlHbm2VlZWYPXs2MjMzERERUe/cQ5qamkhNTUVubi7Ky8vRo0cP3L9/n86rIE391Rn4tphN79698eLFi6adCPHTiIuLw9PTE7t376Z7nPIelgsKCvjmNi0oKKDvnfUxNjaGkpISkpKSYGJigqSkJGhpaTG+w3JycpCVlaV/QKur7pymwv7Qwct77cnbed6/f894aTh27Bi6du2KkJAQRvrC9CZvjvryBPC/oDRH7XOv/QJVXV0tVCNmfVgsFk6cOIHCwkJGY+/jx48BoNE5dwmCIH6G730/kZOTg6SkJNauXdtg+oI0tT4Rpj6QlpaGt7c3vSDJpUuXEBwcDA8PD5w6dapJ7zGysrINHvNnSk9PR1FREWbPni30Pi1ZFnJycnyLptUlKyuLwsJCvvCCggI6jabgxRf2M3BwcICDgwPKyspw8+ZNhIWFwd3dHadPnxbY+EkQhPB+y0bGuhYtWoQzZ84gNDQUw4YNQ+/evdGzZ088fPgQ8+fPb3J6rVu3hr6+Ph48eAA2m93kBiTg27AzGRkZPHnyBC4uLk3eXxBTU1Ns374dBw4cwNy5cwXGMTY2RqtWrfDq1SuBjWNN1dSyNDY2hrKyMpKSktCpUydISkrSjVxAy5StMBQVFRkT/fNERUXh5s2biI6OFlj5dejQgX64io2NpSe4ru3KlSuYM2cOBgwYgIiIiCafQ1JSEpYtW4bRo0djzZo1jTYMZGdn49GjR5g+fbrA4XxaWlpQVFREUlISY0jH6dOnUVZWRj9INLdMGmNqaorWrVvj0qVLmDJlCh1+//59FBYW0g+xampqAo+/du1afP78GevWraMba3iN6Hfv3oWenh4dt7KyEvfv32/2gjW8HowZGRkIDw/n630pCK/Rm6Io7Nq1C0pKSgIn4K6srMTx48ehqalJN/wK48OHD3j8+DH69+8v/IkQP0xBQYHAH3F4Q7l423grvB87dowxVCgrKwtPnz6Fh4dHg8fh/diyZ88e3Lp1C3///TdWrVrFiGNmZoYTJ06gpqam3pfB5tDW1oakpCSOHz/OqCdu376NvLw8xsO5iIgIvQgWT2FhIdLS0losP7V9+fIFaWlpjCHTKSkpEBUVrbdxvyl4aaSmpjJ64pw+ffq7VhC1tLRESEgIkpOTMXPmTDo8KSkJUlJSQt1rCIIgfrTvfT8xMzPD9u3bISsrW+/idvVpan1y/fp1vH//nu7ZxuVykZqaiu7duwt8DlRQUIC9vT0ePnyIPXv2oLy8vEnvMfr6+jh//rzAY/5sCQkJkJSU5JvWRFjfWxampqY4duwYnj17ht69ewuMY2hoiO3bt+P+/fuM+vTIkSMQERGBvr5+k/Lcq1cvKCoqIiUlBVOnTqWvk7y8PNy5c6feDjbS0tIYPHgwqqqqMGfOHDx58oQ0MhLEdyKNjPg2NGDmzJnYsGEDjh8/DltbWwQGBmLGjBmYNm0axowZA2VlZXz69AlPnz7F/fv3ERoa2mCaS5cuxcSJE+Hs7IwJEyagS5cu+PLlC169eoXz588LbCyprU2bNli2bBn8/Pzw6dMnDB8+HB06dMCHDx/w8OFDfPjwAYGBgU06T11dXdja2mLbtm0oKiqCmZkZJCQk8ODBA7Ru3Rqurq7o2rUrvL29ERISgtevX8PU1BQyMjJ4//49srOz0bp16waHSAjSlLIUExODnZ0ddu3ahbZt22Lo0KH0imE831u2/fr1w8CBAxvsSSMpKSmwcktOToaYmBjftkOHDgEAunXrhs+fP+PSpUtISEjA/PnzGRXnrVu3MGfOHCgoKMDd3Z1veFyfPn3Qtm1bAN8q2SVLlmDt2rX0nC0nT57E0qVLoaamBkdHR2RlZfGdW91GS17vuPqGwIuJiWHRokVYvHgxVqxYgVGjRuHly5fYsGEDBg0aBFNT02aVyYcPH+geg7zeOJcuXYK8vDzk5eXpxj8ZGRl4e3sjKCgIfn5+GDVqFN6/f48tW7agc+fOdI9VGRkZgceXkZEBl8tlbBswYAA4HA7Cw8Px9etXDBw4EJ8/f8bevXuRm5uLP//8k5HGjRs36PlYuFwu8vLycOrUKQCAnp4evcqvt7c3Ll26BA8PD8jKyjLm/2zbti2jF9nmzZvBYrGgqKiIN2/eIDExEVlZWdi+fTtjRV+ec+fOobi4GAsWLODbBnxbdXrq1KmwtrZGz549ISkpiRcvXiA2NpZu/CR+vWnTpqFjx44wNzdH7969QVEU/vnnH+zcuRPS0tKYNGkSgG8/wDg6OmLfvn0QFRWFqakpvbp0p06dGA3u9XFwcEB0dDQWLFgAKSkpvnmfRo0ahePHj2PmzJlwdXWFpqYmxMXFkZ+fj8zMTFhaWjY492d92rdvDzc3N2zbtg1Lly6FlZUV8vPzERYWxjfk2szMDGfOnEFAQAC9CnVERASUlJR+SO9bWVlZBAQE4O3bt+jZsycuXryIQ4cOYcKECS3SO79v376wtrbGrl27ICYmBgMDA+Tk5GDXrl1o164d348+vPJtbF7Gvn37YuzYsQgLC4OYmBg4HA6uXr2KQ4cOYd68eYxemOHh4YiIiMDu3bsZP6JcvHgR5eXl+PLlC4BvK53y7mODBw9ucLVwgiAIYXzv+8nkyZNx5swZuLi4YMqUKWCz2aipqcHbt29x5coVuLm51fujWFPrEzk5OUyePBmzZ8+mV5d+9uwZNm/eTMcZN24czMzMwGaz0b59ezx9+hRHjx6Fjo4Ofc8U9j1m1qxZOH/+PCZPnow5c+ZASkoKcXFxKC8v58uboGf8+gj7PM3z7t07XL58GSNGjOAb/t6QliyLuXPn4tKlS3BxcYG7uztYLBY+f/6My5cvY8qUKVBRUcGUKVNw5MgRuLu7w9vbG507d0Z6ejr279+PCRMmCDVHdG2ioqKYO3culi1bhjlz5mD8+PEoKSlBeHg43xDqZcuWQUpKCv3794eioiIKCwsRFRWFdu3aCT28nCCI+pFGxv/P1dUVcXFxiIiIgLW1NQwMDOhFNdauXYuSkhLIyspCRUWFb8J3Qfr06YOkpCREREQgJCQEHz58QLt27dCjRw8MHjxYqDzZ2tqic+fOiImJwcqVK/HlyxfIy8tDTU2Nb7EAYa1fvx79+vVDYmIi3UOiT58+cHd3p+O4u7tDRUUFsbGxOHHiBCorK6GoqAgNDQ1MmDChycdsalna29tj+/bt+PDhAxwcHPi2f2/ZcrlcerGElkJRFPbs2YM3b95AREQE/fr1Q3h4ON9iLNevX8fXr1+Rl5eHyZMn86UTGxtLN5bV1NTw5fXixYuoqanB/fv3BX4WaWlpjOHiX79+xYkTJzBw4MAGK2tbW1uIiYkhKioKSUlJkJWVha2tLXx8fJpcFjw5OTl8PWZ5D556enqMORHd3NzQrl07xMbGIiUlBW3atIGJiQkWLlzYrCGOoqKi2LVrF2JiYnDq1Cm6gUdFRQVRUVF810lYWBhjCPWNGzfov2t/JhcuXAAAREZGIjIykpFG3XP69OkTNm7ciMLCQrRt2xZ6eno4dOhQvcPDExISIC0tLXCCcOBbI6+qqioOHTqEt2/forKyEgoKCtDT00NYWBijgZP4dWbNmoW0tDTs2bMHBQUFqKqqgqKiIoyMjOh7K09AQAC6deuGhIQE7N+/H23btoWJiQkWLFggVK/gXr16QUdHB3fu3IGNjQ3fDzJiYmLYtm0bYmNjcfToUURFRUFMTAwdO3bEwIEDm9Rjtq65c+dCWloa+/fvx9GjR9G7d28EBgbyTaXg4OCAoqIiHDx4EImJiejWrRtmzpyJ/Px8hIeHN/v49VFUVMSKFSsQFBSEx48fo3379vDw8ICXl1eLHWPdunVQVFREQkICdu/eDTU1NYSEhNALydXG5XKFTnflypVQVlbGvn376Gk3li5dyrcoGEVR4HK59KJZPIGBgYw5p06dOkU3MtatGwiCIJrre95PpKWlERcXh6ioKMTHxyM3NxdSUlLo1KkTjIyMGuxB1tT6xMLCAn369EFISAjevn2Lbt26YePGjYznLAMDA5w/f57uraesrAw7OzvGaAJh32NYLBZ27dqFoKAg+Pr6on379hg9ejSGDx+O5cuXM/Im6Bm/Pk15nga+/fjP5XKbNPVOS5eFsrIyEhISEBoaiujoaBQXF0NOTg4DBgygn+vl5eVx8OBBBAcHIzg4GF++fEHXrl2xaNEiTJ06tUl55+Gdc0xMDDw9PdGlSxe4u7vj5s2bjOd8XV1dJCUl4eTJk/j06ROdt6CgILpjAUEQzSdC1X1KJQiCIAiC+JdxdXXFx48fkZKS8tOPffv2bUyYMAEbN25s9vA0giAIomWw2Ww4OztjxYoVvzorBEEQvx3Sk5EgCIIgCEJIV69exZ07d6ChoQFJSUk8evQIUVFR6NmzJ4YNG/ars0cQBEEQBEEQvwxpZCQIgiAIghBS27ZtcfXqVcTGxuLLly+Qk5ODqakp5s+fD0lJyV+dPYIgCIIgCIL4ZchwaYIgCIIgCIIgCIIgCIIgvovor84AQRAEQRAEQRAEQRAEQRD/br9VI2NSUhLYbDbYbDYyMzP5tlMUhaFDh4LNZvOt5vgz+Pn5wcLCghEWGRmJc+fO/fS81FVfPjIzM+stz/9VZWVl8PHxwfDhw6GjowNtbW2MGjUKERERKCsr44tfVFQEPz8/6OvrQ0tLC46Ojrh+/fovyDlBEP/rwsLCwGaz8eHDB4Hbra2tf0n98m9XWVmJFStWwNjYGGpqarC1tQXwbfVQPz+/ZqUpqM79WX7lsX8UCwsLsNlsgQst8J4VeKtdN8WTJ08QFhaG3NzclsjmD9XY9782V1fXFr8XfM/3gfj3io2NBZvNhrW19a/OCkNubi7YbDaSkpLosNu3byMsLAwlJSW/MGcN5+NHfDeF8e7dO4SFheGff/7h28a7t/wbVFVVITw8HBYWFtDQ0ICVlRXfCtiNuXXrFmbMmIGBAwdCU1MTw4YNw9atW39Qjv8dyP2d+Df5LedkbNOmDRISEqCvr88Iv3HjBl69eoU2bdr8knzNnj0bkyZNYoRt374dw4cPx5AhQ35JnhrLh7q6OuLj49GnT59flLOmq66uBkVRmDp1Krp27QpRUVHcvHkTERERuHHjBnbv3k3HraysxJQpU1BSUoKlS5eiQ4cOiIuLw/Tp07Fr1y7o6en9uhMhCIL4TRw4cADx8fFYvnw51NXVIS0tDQAIDw9H27Ztm5WmoDqX+H6JiYmYMmUKevfu3SLpPXnyBOHh4dDT00PXrl1bJE2C+C9JTEwEAOTk5ODevXvQ0tL6xTn6RklJCfHx8ejevTsddufOHYSHh2PMmDGQkZH5ZXlrKB8rV678JXkqKChAeHg4unTpAjU1Nca2cePGwcTE5Jfkq6kCAwNx9OhRzJ07FxwOB1euXMGaNWvw5csXeHh4NLr/8ePHsXjxYowYMQJBQUGQlpbG69ev8e7du5+Qe4IgWsJv2cg4cuRIHD9+HCtXrmS8nCQkJEBHRwelpaW/JF+1K+EficvlgsvlQkJC4rvTatu2LbS1tb8/Uz+RjIwMQkJCGGFGRkaorKxETEwMXr9+jW7dugEADh8+jMePH+PgwYPQ0dEBAOjr68PW1hYbNmzA4cOHf3b2CYIgfqjy8nK0bt36V2eDIScnB1JSUnBxcWGE9+vXr9lp/qw699+oudeAjo4Onjx5gs2bNyMsLOwH5IwgiNqys7Px8OFDmJmZIT09HQkJCf8zjYwSEhI/7R2hJeut/8WOEx07dkTHjh1/dTYalZOTg4SEBPj4+GD69OkAvr03FRcXY9u2bXBycoKsrGy9+7979w4rVqyAo6MjAgIC6HADA4MfnHOCIFrSbzVcmmfUqFEAgJSUFDrs8+fPOHPmDBwcHATuEx4ejnHjxkFPTw/9+/fHmDFjcPjwYdReN+fWrVtQV1dHUFAQY1/eMO3GGqTqDp9is9koKytDcnIyPcy7dvf9wsJCrFixAqamptDQ0ICFhQXCw8NRXV1Nx+ENVYiOjkZERAQsLCzA4XCQkZGBiooKrF+/Hra2thgwYAD09PTg6OjINyy6oXzUN1w6LS0Njo6O0NLSgo6ODqZOnYo7d+4w4vC6/ufk5GD+/PkYMGAAjIyM4O/vj8+fPzPinjx5EuPGjcOAAQOgpaUFS0tL+Pv7N1ieTSUvLw8AEBMTo8POnTuHXr160Q2MANCqVSuMHj0aWVlZ5Fc1giC+C+8eevToUaxbtw6DBg2CpqYmXFxc8ODBA0ZcPz8/6OjoICcnB5MnT4a2tjYMDAywatUqlJeXM+JSFIW4uDjY2tpCU1MTAwcOhLe3N16/fs2I5+rqCmtra9y8eRNOTk7Q0tLCkiVLGszzvXv34OHhAX19fXA4HAwZMgRr1qxhxLl16xYmT54MHR0daGlpwcnJCenp6Yw4vLoxIyMDK1euhL6+PvT19eHp6cm4t/Lqz69fv9J1EG/4Xd3hQ7zyTElJwebNm2FsbIz+/ftjypQpePbsGV951h2yzGazsWrVKhw5cgQjRoyAlpYWRo8ejQsXLvCVw7lz52BjYwMNDQ1YWlpiz5493zWkLS4uDs7OzjA0NIS2tjZsbGwQHR2NqqoqOs7WrVvRr18/vH37lm9/f39/6Ovro6Kigg5LTU2Fo6MjtLW1oaOjg2nTptV7XT169Ahubm7Q0dHBlClTmnUO7du3x8yZM3HmzBncvXu30fiNXSdJSUmYO3cuAGDSpEl8n399Xrx4gQULFsDQ0BAaGhoYMWIE4uLiGHGacq1cvXoVs2bNgqmpKTgcDoYOHYoVK1bUOyw6Pz8fnp6e6N+/PwYMGICFCxcKNYS6srISERERsLKygoaGBgwMDODv78+3b1VVFf78808MGjQIWlpamDBhArKyshpNn/jvSUhIAAAsWLAAOjo6OHHiBF0fVFVVwdDQEIsWLeLbr6SkBJqamli3bh0dlpOTAzc3N2hpacHAwACBgYFIT09v9rRIdYdLh4WF4c8//wQAWFpaCpzC6nvvWcJ8VxvLh6Dh0sXFxQgICICJiQl9z9+8eTMqKysZ8ZpSh9SWmZmJsWPHAvh2L+flifdjjaC6xcLCAu7u7rhw4QLs7OygqamJESNG0MdKSkrCiBEjoK2tjbFjxyI7O5vvuNnZ2fDw8ICenh44HA7s7OyQmpraYF4bcu7cOVAUBXt7e0a4vb09vn79isuXLze4/+HDh1FWVoYZM2Y06/ivX7+Gj48PjI2NoaGhASMjI0yePJlvCLow1xnw8593AOHv7+Xl5QgKCqLf7fX09GBvb89o3yCIX+W37MnYtm1bDB8+HImJiXBycgLwrcFRVFQUI0aMwJ49e/j2ycvLg6OjIzp37gwAuHv3LlavXo13797B09MTAKCrq4u5c+ciODgYurq6sLS0RE5ODlatWoXRo0dj3LhxTcpnfHw8Jk+eDH19fcyePZvOO/CtgXHcuHEQFRXFnDlz0L17d9y5cwfbtm1DXl4e46EBAPbu3YuePXvC19cXbdu2RY8ePVBZWYlPnz7Bzc0NysrKqKqqwrVr1+Dl5YV169bBzs6u0XwIcvz4cSxcuBDGxsYIDg6mewi6urpi9+7d0NXVZcT38vLCyJEjMXbsWDx+/BjBwcEAQJ/DnTt34OPjg5EjR8LT0xOSkpJ48+YNMjIyGOm4urrixo0bePTokVDlS1EUuFwuvn79itu3b2PXrl2wtramP2Pg2wPXgAED+PblVfQ5OTlQVlYW6ngEQRD12bx5M/r164fVq1fj8+fPCA8Ph6urK44cOUL3rAa+PXzOnDkTjo6OmDlzJn3ff/PmDSIjI+l4K1asQHJyMlxdXbFw4UJ8+vQJW7duhZOTE44ePQoFBQU6bmFhIRYtWoTp06fDx8cHoqL1//54+fJlzJo1C71794afnx86deqEvLw8XL16lY5z48YNuLm5gcViYc2aNZCQkMCBAwfg4eGBTZs2YeTIkYw0ly1bBjMzMwQHB+Pt27fYsGEDFi1ahNjYWADf6qCIiAhkZmbS9XNjvRA3bdqE/v37Y82aNSgtLcXGjRsxa9YspKamMn5IEiQ9PR3Z2dnw9vaGtLQ0YmJi4OnpiVOnTtGfxaVLl+Dl5QVdXV2EhISguroaO3fuxPv37xtMuyGvXr2CtbU1unbtCnFxcTx8+BCRkZF49uwZXR86OTkhMjISBw8ehI+PD71vcXExUlNT4ezsDElJSQDf5lIOCQmBvb09Zs2ahaqqKuzYsQPOzs44fPgwo7dOVVUVZs2aBScnJ8yYMQNcLhfAtxfb8PBwxMbG8k0xU59JkyZh37592LBhA1/DXm3CXCdmZmaYP38+Nm3ahBUrVkBdXR1Aw5//kydP4OTkhE6dOsHX1xeKioq4cuUKVq9ejY8fP9LPbDzCXCuvXr2Cjo4Oxo0bh3bt2iEvLw+7du3CxIkTcfz4cYiLizPS9PT0hJWVFZycnPDkyRNs2bIFT58+xaFDh/ji8tTU1GD27Nn466+/MG3aNPTv3x95eXkICwtDVlYWEhMTISUlBQBYvnw5jhw5Ajc3NwwaNAg5OTnw9PTEly9fGv+AiP+Mr1+/4sSJE+BwOGCxWHBwcMCyZctw6tQpjBkzBuLi4hg9ejQOHjzIN3orJSUFFRUVdGNQQUEBXFxcIC0tjYCAAMjLy+PEiRNYtWpVi+V33Lhx+PTpE/bu3Yvw8HAoKioC+L+egy1xzxLmu9pYPuqqqKjApEmT8Pr1a3h5eYHNZuPWrVuIiorCP//8g6ioKEZ8YeqQutTV1bFu3Tr4+/tj1qxZMDMzA4BGey8+fPgQmzZtgoeHB9q2bYutW7fCy8sLM2fOxPXr1zF//nyIiIhgw4YN8PDwQFpaGn0fycjIwPTp06GlpYWAgAC0a9cOqamp8PHxwdevXxkNhbwf5M6fP99gfnJyciAvL0+XKU/t96aG3Lx5E7Kysnj27Blmz56NnJwctG/fHkOHDsXixYsbnR5lxowZqKmpwaJFi9C5c2d8/PgRd+7cYcy9Kex19iuedwDh7+/r1q3DsWPHMG/ePKipqaG8vByPHz9GcXFxg2VEED8F9RtJTEykWCwWlZWVRWVkZFAsFot6/PgxRVEU5eDgQPn5+VEURVGjRo2iXFxc6k2Hy+VSVVVVVHh4OKWnp0fV1NTQ22pqaqgZM2ZQurq61OPHj6mRI0dSVlZW1JcvXxrNn6+vL2Vubs4I09bWpnx9ffniLl++nNLW1qby8vIY4Tt27KBYLBaVk5NDURRFvX79mmKxWNSQIUOoysrKBo9fXV1NVVVVUUuWLKHs7OyEygevHDMyMiiK+lY2xsbGlLW1NcXlcul4paWllKGhIeXo6EiHhYaGUiwWi4qOjmakGRAQQHE4HLpceedUUlLSYP4nTZpEqampNRintpSUFIrFYtH//Pz8qKqqKkYcdXV1avny5Xz73r59m2KxWNTx48eFPh5BEP99vPtaUVGRwO116xfePXTMmDGMuiQ3N5dSV1enli5dSof5+vpSLBaL2rNnDyPNbdu2USwWi7p16xZFURR1584disViUTt37mTEe/v2LaWpqUn9+eefdJiLiwvFYrGoa9euCXV+Q4YMoYYMGUJ9/fq13jjjx4+nDA0NqdLSUjqsurqasra2pkxNTenz5NXJAQEBjP2jo6MpFotFFRQUMM5dW1ub71jm5uaMuolXnjNmzGDES01NpVgsFnXnzh1GmnXrXBaLRRkZGVGfP3+mwwoLCylVVVVq+/btdJiDgwM1ePBgqqKigg4rLS2l9PT0KBaLVW/ZNHTs2njPGcnJyZSamhpVXFzM2NfQ0JBx7KioKEpVVZV6/fo1RVEU9ebNG6pfv37UH3/8wUi3tLSUGjRoEDV37lxGeiwWi0pISODLR1hYGKWmpkZlZmY2ek7m5ubUzJkzKYqiqEOHDlEsFos6f/48RVH/97mcPHmSji/sdXLy5EnGc0Zj3NzcKFNTU8ZnSFEUtWrVKorD4dBl2ZRrpbaamhqqqqqKysvLo1gsFnXu3Dl6G+/7v3btWsY+x44do1gsFnX06FE6zMXFhXEv4D2TnD59mrFvVlYWxWKxqLi4OIqiKOrJkycNHkPQsxrx35ScnEyxWCzqwIEDFEV9+35ra2tTEydOpOM8fPiQYrFYVHx8PGPfsWPHUmPGjKH/DgoKothsNv3+wOPm5tak719tvHeQxMREOiwmJoZisVj0vYqnpe5ZtTX0Xa0vHxTF/908cOAAxWKxqNTUVEa8qKgoisViUVeuXKHDhK1DBOF912uXFw/v3lKbubk5pampSeXn59Nh//zzD8VisahBgwZRZWVldPjZs2cpFotFpaWl0WFWVlaUnZ0d37uPu7s7NWjQIMZ7HK/ub8zUqVOp4cOHC9xW3ztVbcOHD6c4HA6lo6NDRUZGUhkZGVR0dDSlqalJOTk5MZ6T6vrw4QPFYrGo3bt31xunKdfZr3jeacr93drampo9e3a9eSOIX+m3HC4NAHp6eujevTsSExPx6NEjZGdn1ztUGgCuX7+OKVOmYMCAAVBTU4O6ujpCQ0NRXFyMoqIiOp6IiAiCgoLQpk0bODg4IDc3FyEhIfQk9S0lPT0d+vr6UFJSQnV1Nf3P1NQUwLdfVmqzsLAQ+Ov5yZMn4eTkBB0dHfTr1w/q6upISEjA06dPm5Wv58+fo6CgALa2tozeMG3atMGwYcNw7949vmF9goarVVRU0OXK4XAAAPPmzUNqamq9Q5T37NkjsKt7fYyNjZGQkIA9e/bAx8cHZ86cgZeXF2pqahjxRERE6k2joW0EQRDCsra2ZtxPunTpAh0dHYFD1GxsbPj2BUDHvXDhAkRERDB69GhG/aCgoABVVVW++qF9+/YwNDRsNI/Pnz/Hq1evMHbsWLq3XF1lZWW4d+8ehg8fzlhETUxMDKNHj0Z+fj7fUFRBdQAAvHnzptE81ed70tTX12f0llBQUECHDh2Ql5cH4Ns5/v333xgyZAhjbuM2bdp814rRDx48oIdl8Z4zfH19weVy8eLFCzrepEmTUFRURK/UXFNTgwMHDmDw4MH0wihXrlxBdXU1bG1tGdeApKQkBg4cyHcNAMDw4cP5wjw9PfHgwYMmL3Jmb2+PPn36IDg4mK9OBZp3nQijoqICGRkZGDp0KKSkpPiejyoqKviGcQtzrRQVFWHFihUYPHgw/axkbm4OAAKfl+p+R0eMGIFWrVo1OOT0woULkJGRgbm5OSPfampqUFRUpD8zXhr1HYP4ffB6t/KmgWrTpg2srKxw69Yt+p7BZrOhrq7OmGLg6dOnyMrKYrz33Lx5E3379uXrzfezVqxuqXtWU7+rwsjIyIC0tDSsrKwY4byeftevX2eEN1aHtCQ1NTXGiCreglv6+vqMOSpVVFQA/N997eXLl3j27Bl9H6l7rywsLMTz58/p/c+ePYuzZ88KlafveTeiKAoVFRXw8PCAu7s79PX1MX36dMyfPx+3b9/mK+vaZGVl0b17d+zYsQO7du3CgwcP+OofYa+zX/W805T7O4fDwaVLl7Bx40ZkZmbi69ev9ZYNQfxsv+3TiIiICOzt7bF3715UVFSgZ8+efMN4ebKysjBt2jTo6enhjz/+QMeOHSEuLo5z584hMjKS70stJycHCwsLxMXFYejQoc2en6khRUVFuHDhAj10qK6PHz8y/q7bbR0Azpw5g3nz5sHKygrTp0+HgoICxMTEcODAAXqluqbiHVfQ8ZSUlFBTU4OSkhJGxVd3AmDeSxuvXAcOHIitW7di79698PX1RWVlJfr27QsPD4/vevhp37493YBpYGCA7t27w8fHB2lpaRg6dCidN0Hdzj99+kSnQRAEwcMbXimoYQX49iAvqCGg9vDl2mEPHz5khLVq1QpycnKMMN79lnevKioqAkVRMDIyEpiHusO1BN2vBeHNadXQFBElJSWgKKreOqB2PnkaqwOa43vSFDQpvYSEBD3XIe8cO3TowBdPUJgw3rx5A2dnZ/Tq1QtLlixBly5dICkpiaysLKxatYqR7379+kFXVxf79++n5/rKy8tjDGvkDdvmzfFVV90h8a1bt272Kt2CiImJwcfHB3PmzEFycjLfqtDNuU6EUVxcjOrqauzduxd79+4VGKfu81Fj10pNTQ3c3NxQUFCA2bNng8VioXXr1qAoCuPHj2fMgclT97xatWpV7/MET1FREUpKSqChodFgvnlp1HcM4vfw8uVL3Lx5E8OGDQNFUfRwUCsrKyQlJSExMRELFiwAADg4OGDVqlV4+vQpVFRUkJiYCAkJCcYzdHFxscDV25t7T2uqlrhnNee7Kozi4mIoKCjwNZ516NABrVq1arROA5h1SEuq+x7Cu3/VDed1NOHlgVfeQUFBfGsJ8NS9VwpDVlaWb/5D4FuDXFVVVaP3KN52Y2NjRripqSnWrl2L+/fv1/tsIyIigt27d2Pr1q2IiYnB+vXrISsrCxsbG8ybNw9t27YV+jr7Vc87Tbm/L1u2DB07dkRqaiqio6MhKSkJY2NjLF68GD179qw33wTxM/y2jYzAt1+gQkND+eY2quvEiRNo1aoVtm/fzvg1o+4CKTxXr17FgQMHoKmpibNnz+L06dMCf237HnJycmCz2Zg3b57A7bybG4+gX5WOHTuGrl27IiQkhLFd0JyUTckX8G2Or7oKCgogKioKGRmZJqc7ZMgQDBkyBJWVlbh79y62b9+OBQsW0L19WgKvwbH2L3csFguPHz/mi8sL69u3b4scmyCI/wZeY+G7d+/4Gg4pikJhYaHARgRBc/m9f/+e76GyuroaHz9+ZDQ08u63vLhycnIQERFBXFwco6cdT90wYXsd8BbHamjBKxkZGYiKitZbB/Dy928mIyMDERERxigGnubOyXju3DmUlZUhLCwMXbp0ocPrNjLzuLq6Yu7cubh//z7i4uLQs2dPDBo0iN7OK+PQ0FDGPMP1+RG98ocMGYL+/fsjLCyMb163H3WdyMjIQExMDLa2tpg4caLAOIIaUhry+PFjPHz4EOvXr8eYMWPo8JcvX9a7T2FhIePltLq6GsXFxQ2+YMvJyUFWVhYxMTECt/N6yvDSqO8YxO8hMTERFEXh9OnTOH36NN/25ORkzJs3D2JiYrC2tsb69euRnJwMHx8fHDt2DEOGDGE0RMnKytZbD/0MLXHPas53VRiysrK4d+8eKIpiHLeoqAjV1dX/yjqNl2d3d3e6Y0VdvXr1anK6LBYLJ06cQGFhIaOhTNj3JjabLXDRMOr/L7Ta0JzRwLdRIGvXrgXw7X3u5MmTCA8PR2VlJVatWiX0dfarnneacn+XlpaGt7c3vL298f79e1y6dAnBwcHw8PCgRzoQxK/y2w6XBr79OjFt2jSYm5vTi5wIIiIiAjExMcaN7evXrzh27Bhf3IKCAixatAgDBw7EwYMHYWFhgaVLl/Kt6CksCQkJgT0vzMzM8PjxY3Tv3h0cDofvnzCLkYiIiEBcXJxRYRYWFiItLU3ofNTVq1cvKCsrIyUlhbHydllZGc6cOQNtbW1GL8amkpCQgJ6eHr1SXlOGRzeG10W9R48edNiQIUPw7Nkz3Lt3jw6rrq7GsWPHoKWlRRZ9IQiCwcDAACIiIgJXZ7x06RJKS0sF/gpf956Zl5eHO3fuCBymevz4cb59AdBxzczMQFEU3r17J7B+aG7v+l69etHTjNRdUZNHWloaWlpaOHv2LKPOqKmpwbFjx9CxY8dmvbj8L5GWloaGhgbOnTvHKIcvX740uoJofXj1cO0GYIqicOjQIYHxhw4dis6dO2P9+vW4du0aJk6cyKjLjY2N0apVK7x69UrgNcD7Ue1HW7hwId6+fcvXq7Ap10lTeqG2bt0a+vr6ePDgAdhstsDzbupLn6DPBgAOHjxY7z51v6MnT55EdXV1g8POzczMUFxcjJqaGoH5rj0MsqFjEP99XC4XycnJ6N69O2JjY/n+ubm5obCwEJcuXQLwrVfbkCFDcOTIEVy4cAGFhYV8U0QNHDgQOTk5ePLkCSP8xIkTLZp33veobq++lrhnNeW7Wl8+BDE0NERZWRlf55IjR47Q21tCS/TiF1bv3r3Rs2dPPHz4sN7ybk7vdktLS4iIiCA5OZkRnpSUBCkpKZiYmDS4/7BhwwCAvnZ5eH9raWkJnZdevXrRPVp574vCXme/6nmnufd3BQUF2NvbY9SoUXj+/Dnf1GQE8bP91j0ZgW8PwI0ZPHgwdu3ahQULFsDR0RHFxcXYsWMHXyXG5XKxYMECiIiIIDg4GGJiYli/fj3s7Ozg4+OD/fv3C+xV0hAWi4UbN27g/PnzUFRURJs2bdC7d294e3vj2rVrcHJygqurK3r16oXKykrk5ubi0qVLCAwMbHRFMjMzM5w5cwYBAQEYPnw48vPzERERASUlJcb8Tw3loy5RUVEsWrQICxcuhLu7OxwdHVFZWYkdO3agpKSEHrrRFFu2bEF+fj4MDQ3RsWNHlJSUIDY2FuLi4owH9smTJ+PmzZuNNjwePHgQt27dgrGxMTp27Ijy8nLcunUL+/btg46ODiwtLem4Y8eOxf79+zF37lwsWLAAHTp0wP79+/H8+XPs2rWryedCEMR/W/fu3eHi4oIdO3bg8+fPMDU1hZSUFLKzsxEVFQUNDQ2B0zx8+PABc+bMwfjx4/H582eEhYVBQkIC7u7ujHji4uLYtWsXysrKwOFw6NWlTU1N6Sk/BgwYAEdHRyxZsgR///03Bg4ciNatW6OwsBB//fUXWCxWvb28GrNixQrMmjUL48ePx5QpU9CpUye8ffsWly9fRnBwMABg/vz5cHNzw6RJk+Dm5gZxcXHs378fOTk52LRp039iLltvb2+4u7tj2rRpmDx5MrhcLnbs2IE2bdrQ02k0hZGREcTFxTF//nxMnz4dlZWVOHDgAGNFzNrExMQwceJEbNy4EdLS0oxVQIFvvfW8vb0REhKC169fw9TUFDIyMnj//j2ys7PRunVreHt7N5qv8PBwREREYPfu3U2elxH4di1aWloK/PFS2OuE1/Pl0KFDaNOmDSQlJdG1a9d6GwuXLl2KiRMnwtnZGRMmTECXLl3w5csXvHr1CufPn2es4imM3r17o3v37ggODgZFUWjfvj0uXLjAWGG0rrNnz0JMTIxeGXTLli1QVVXFiBEj6t1n1KhROH78OGbOnAlXV1doampCXFwc+fn5yMzMhKWlJYYOHQoVFRWMHj0ae/bsQatWrWBkZIScnBzs2LGjRYe8E/+7Ll26hIKCAixcuFDgqu99+/bFvn37kJCQQM9H6ODggNTUVHrap7o/dk2ePBmJiYmYMWMGvL290aFDB6SkpNCje2p3tPie+wKLxQLwbdTUmDFj0KpVK/Tq1atF7llN+a7Wlw9B3yE7OzvExcXB19cXeXl5YLFY+Ouvv7B9+3YMHjy43uG7TdW9e3dISUnh+PHjUFFRgbS0NJSUlH5Yh4bAwEDMmDED06ZNw5gxY6CsrIxPnz7h6dOnuH//PkJDQ+m4vN6Ojc3L2LdvX4wdOxZhYWEQExMDh8PB1atXcejQIcybN4/Rm1vQdWRsbAxzc3Ns3boVNTU10NbWxt9//43w8HCYm5vXO7UZ8K3n/x9//AErKyv06NED4uLiyMjIwKNHjzBz5kwATasbf8XzTlPu7+PGjYOZmRnYbDbat2+Pp0+f4ujRo9DR0fmuDj0E0RJ++0ZGYRgaGmLt2rWIjo6Gh4cHlJWVMX78eMjLy2Pp0qV0vNDQUNy6dQs7d+6ku4i3b98emzZtgouLCzZs2MCIL4ylS5ciMDAQ8+fPR3l5OfT09LB3714oKSkhISEBERER2LFjB969e4c2bdqgS5cuMDExEWpIsoODA4qKinDw4EEkJiaiW7dumDlzJvLz8xEeHi5UPgSxsbFB69atERUVBR8fH4iJiUFLSwuxsbHo379/k84f+Par1d9//42NGzfiw4cPkJGRgYaGBnbv3s3odl9TUwMul9toeiwWC+np6QgODsbHjx/RqlUr9OjRA+7u7pg6dSpjvjQJCQns3r0bGzZswOrVq1FeXg41NTVER0c364WLIIj/vqVLl0JFRQUJCQk4duwYqqur0aVLFzg7O2PWrFkCf2zy8fFBdnY2/P39UVpaCk1NTWzatAndu3dnxBMXF0dkZCRWr16Nbdu2QUpKCuPGjcPixYsZ8VatWgUtLS3Ex8fjwIEDqKmpgZKSEvr37w9NTc1mn5uJiQn27duHrVu3YvXq1aioqEDHjh0Zk5nr6elh9+7dCAsLg7+/P2pqaqCqqopt27bRL7z/dqampggLC8OWLVswb948KCoqYsKECSgoKBA4yqExKioqCAsLQ0hICLy8vCArKwtra2tMmTIFM2bMELjPyJEjsXHjRowePRrt2rXj2+7u7g4VFRXExsbixIkTqKyshKKiIjQ0NDBhwgSh8kVRFLhcLqOXbVMtWLAA6enpfPWzsNdJt27dsGTJEsTGxmLSpEngcrlYt24dX8MqT58+fZCUlISIiAiEhITgw4cPaNeuHXr06IHBgwc3Of+879yaNWuwYsUKtGrVCoaGhti9ezfMzMwE7hMWFoawsDAcOHAAIiIisLCwwJIlSxr8oVlMTAzbtm1DbGwsjh49iqioKIiJiaFjx44YOHAg3SgCAGvWrIGCggKSk5Oxd+9eqKmpISwsDPPnz2/y+RH/PgkJCRAXF693wUp5eXkMHToUp0+fxvv376GgoAAjIyO6kcTDw4Nv2KmysjL27duHtWvXYuXKlWjdujWGDBkCb29v+Pr6Mu4x33Nf0NfXh7u7O5KTk3H48GHU1NQgNjaWDv+ee1ZTvqsN5aMuSUlJxMbGYvPmzYiJicHHjx+hrKwMNzc3eHp6NrkM6tO6dWusXbsW4eHhmDZtGqqqquDp6QkvL68WO0ZtBgYGOHz4MCIjI7F27VqUlJRAVlYWKioqfD+ICPN+xbNy5Ur6eiosLESXLl2wdOlSuLq6MuLVdx2FhIQgPDwchw4dwtatW6GkpIQpU6Y0WtaKioro3r079u/fj/z8fADf6g9fX1/GsYW9zn7V846w93cDAwOcP38ee/bsQXl5OZSVlWFnZwcPD49mHZcgWpII9T1PjgRBEARBNFtmZiYmTZqELVu28K1cWZefnx9Onz6NO3fu/KTcEU1RVVUFOzs7KCsrY+fOnT/8eHv37sXq1auRkpJC5gcmCOKHWL58OVJSUpCZmdnk0VgEQRDE74n0ZCQIgiAIgmiiJUuWYNCgQVBUVMT79+9x4MABPH36tMkjFprqwYMHyM3NxdatW2FpaUkaGAmCaBHh4eFQVlZG165dUVZWhvT0dBw+fLjeHvgEQRAEIQhpZCQIgiAIgmiiL1++ICgoCB8+fIC4uDj69euHqKioFpufqz6enp4oLCyErq4uAgMDf+ixCIL4fYiLiyMmJgbv3r1DdXU1evbsCT8/P0yePPlXZ40gCIL4FyHDpQmCIAiCIAiCIAiCIAiC+C6ijUchCIIgCIIgCIIgCIIgCIKoH2lkJAiCIAiCIAiCIAiCIAjiu/xWjYxJSUlgs9nIzs6uN87z588RFBQEe3t76OrqQk9PD05OTjh16tRPzOmvdfHiRYSFhX1XGq6urnB1dW2hHP133b9/H1OmTIGOjg50dXXh6emJ169fC7Wvq6sr2Gw2379p06b94FwTBFEfYeoZoun27t2LoUOHQkNDA2w2GyUlJfDz84OFhUWz0uN9Trm5uS2c0//tY/8ofn5+YLPZGDVqFLhcLt92NpuNVatWNTnd8vJyhIWFITMzsyWy+UNlZmaCzWYL9bwYFhYGNpvdosf/nu8D8e/Du48I+hcUFITc3Fyw2WwkJSX90Hz8rOuuuffN4uJi+Pj4wNDQEGw2G7Nnzwbw7Z5U+13nyZMnCAsLEzr9uuXfr18/GBsbw8fHBy9evOCLz3tmt7S0hKCZym7evEmnVfczu3fvHubMmQMzMzNoaGjAyMgIjo6OWL9+vcBjCPrXlM9o3bp1GD16dL3bedfWjh076o1TWlqKbdu2wdXVFYMGDYKOjg5sbGwQFRWFiooKofPyX/b69Wt4enpCV1cXOjo6mDp1Ku7fv9/oflwuF7t27cK0adNgamoKLS0tjBgxAhs3bkRJSUmD+z558oR+jqr7nNrQPaWwsJCO15Kfbd1r7cuXL1izZg2MjY3B4XBga2uLEydONClNns2bN4PNZsPa2ppvW2VlJbZs2QILCwtoaGjA3NwcwcHB+Pr1KyMe71oX9K9uvg4fPozZs2fDwsICmpqaGDp0KFauXImCgoJm5b+5bt26hfnz59P3C21tbYwaNQrr16/H06dPm5Vmc+6/ZOGXOq5evYr09HTY2tqCw+GguroaJ0+exNy5c+Hl5QVPT89fncUf7uLFi4iLi4OXl9evzsp/2tOnT+Hq6go1NTWEhISgoqICoaGhmDhxIo4ePQp5eflG0+jWrRs2btzICGvXrt2PyjJBEMRP988//2D16tUYN24c7Ozs0KpVK7Rp0wazZ8/GpEmTmpWmmZkZ4uPjoaSk1MK5/b09efIESUlJGDduXIukV15ejvDwcHh6ekJfX79F0iSI/5J169ahd+/ejDAlJSUoKCggPj4e3bt3/0U5a1nNvWdHRETg7NmzWLt2Lbp374727dsDAOLj49GxY0c63pMnTxAeHg49PT107dpV6PR55V9RUYHbt28jMjISmZmZOHnyJH0snjZt2iA3NxcZGRkwNDRkbEtMTETbtm1RWlrKCE9PT8esWbOgp6eHRYsWQVFREYWFhfj7779x4sQJ+Pn5MeILei8A0KTVwc+ePQt7e3uh4wvy5s0b7NmzB7a2tpgyZQqkpaXx119/ITw8HNeuXcOuXbsgIiLyXcf4N/vw4QMmTpyI9u3bY+3atZCUlMT27dvh6uqKhIQEvu90bV+/fkVYWBisra0xbtw4yMnJ4cGDB9i2bRsuXLiAxMRESElJ8e3H5XKxZMkSyMnJNdjwJeieIisrS/+/JT/buteal5cXsrOzsWDBAvTs2RMpKSmYP38+ampqYGNjI1SawLfnxp07d0JBQUHg9gULFuDixYuYM2cOOBwO7ty5g23btiEnJweRkZF88V1dXfkaK3v06MH4OzQ0FPr6+vDx8YGysjKeP3+OiIgIpKWl4ciRI/XmpSVt3rwZkZGR0NHRwaxZs9CjRw9wuVw8evQIycnJ2LVrFx48eAAxMbEfnhfSyFjHyJEj4ezszPhyDB48GB8/fkRMTAxmzpzZpBv1j1JeXo7WrVv/6mz8NF+/fhV4w/w3Cw0NhYSEBLZv3462bdsCANTV1TF8+HDs2LEDixYtajQNKSkpaGtr/+CcEgTxu/hfrFtycnIAAOPHj4empiYd/j0vz/Ly8kL9kPM7+vr1KyQlJZv8AigtLY1+/fohLCwMNjY2/7k6myD+F/Xt2xccDkfgtv/S82Fz79k5OTno3r07X8+8liqb2uWvr68PLpeLsLAwnDt3Dg4ODoy4nTt3Rps2bZCQkMBoZCwtLcWpU6dgY2ODQ4cOMfaJiYlB165dsWPHDrRq9X+v7aNGjRL4nvC97wVZWVnIy8vD8OHDm50GAHTt2hXnz5+HtLQ0HWZoaIjWrVvjzz//xF9//QVdXd3vOkZL+RXPPTExMfj48SMOHjyILl26AAAGDBiAIUOGIDQ0FCEhIfXuKyUlhbS0NMjJydFh+vr66NSpE+bOnYvTp0/D1taWb7/du3cjPz8fM2bMwJo1a+pNv6F7CtByn23da+3ixYu4evUqgoOD6QY9AwMDvHnzBn/++SdGjhwpVONYdXU1/P394ejoiEePHuHjx4+M7Xfv3sWZM2fg5+eHqVOnAgCMjIzQqlUrbNq0CVevXsWgQYMY+3Tq1KnR79WRI0fQoUMH+m89PT3069cPY8eOxaFDh+he1D9KSkoKIiMj4eTkhICAAMYz3KBBgzB16lTs37//h+ahtt9quLQw5OXlBT5YczgclJeXo7i4uMH9ed1JMzIysHLlSujr60NfXx+enp549+4dI25NTQ2io6NhZWUFDQ0NGBoaYvHixcjPz2fE47We37x5E05OTtDS0sKSJUvoLrwxMTGIioqiu+e6urri+fPnqKqqwsaNG2FsbIwBAwZgzpw5KCoqajD/fn5+iIuLAwBGl2Be99iKigoEBwfT3YtNTEwQGBjYaPds4FvX5IiICPp8DQwM4O/vjw8fPjDiWVhYwN3dHWfOnIGdnR04HA7Cw8MBAHFxcXB2doahoSG0tbVhY2OD6OhoVFVVCSyzrKwsTJw4EVpaWrC0tERUVBRqamoYcUtKSrB+/XpYWlrSn8OMGTMYXYqFzbuwqqurkZ6ejmHDhtENjADQpUsX6Ovr49y5c81KlyCIf4dbt25h8uTJ0NHRgZaWFpycnJCenk5vLy0tRb9+/RATE0OHffjwAaqqqhgwYACqq6vp8NWrV8PAwIAxBOvatWuYPHky+vfvT6d//fp1Rh54Qzbv378Pb29vDBw4EEOHDm0w3+/evcPy5csxePBgaGhowNjYGN7e3nj//j0d582bN1i4cCEMDQ2hoaGBESNGYOfOnYx7b+3hVrt27YKFhQV0dHTg6OiIu3fv0vFcXV3pF6lx48aBzWbTPTcEDdPjDcs9cuQIRowYAS0tLYwePRoXLlxgxBM09KMp9UZOTg7c3NygpaUFAwMDBAYGIj09HWw2u1lDe69evYpZs2bB1NQUHA4HQ4cOxYoVKxh1zK1bt8Bms5GSksK3/5EjR8Bms5GVlUWHZWdnw8PDA3p6euBwOLCzs0NqaqrAcrhy5Qr8/f1hYGAALS0tVFZWNvkcAGDhwoV49+4dYmNjG43b2HWSm5tLv4iHh4fTzyN1e+7UVVpaiqCgIMZzypo1a1BWVsaIJ+y18vLlS/j7+2PYsGHQ0tKCiYkJPDw88OjRI4HHr6iowLp16zBo0CBoamrCxcUFDx48aLQ8ACA1NRWOjo7Q1taGjo4Opk2bJnDf/8fefUdFcf1/A38vSwdpAqJgRRdFQEFpVtRELFhj1Khgp4kaUWOL9Rt7F0RFjBUVG/beYgWNPcaCGhuKIAoISNud5w+fnR/D7s7sUtTEz+scz5G5s3PvtNvm3pk9e/bA19eXPW579+5Va/vk26FsurQ8z09KSkJ4eDiaNGmCZs2aYdKkSfjw4QPn9+rWt9Ulz19v3LiBvn37wsXFBW3btsXu3bsBfBqx16NHDzRq1AhdunTBuXPnOL9Xlmf//fffCAoKYvOQFi1aIDAwECkpKez+X7p0CY8fP2bzD3n+XHy69J49ezB69GgAQEBAgMppy+qQd86oam/98MMPOHHiBKfdJM+XO3XqpLB+RkYGzM3NOR2Mclpa5d+MP378OGrXro169eqVaTuGhoacTig5+YPCkm1dZeSvoDh48CCWLl2KFi1awM3NDYMGDcKTJ08U1t+1axe6du0KZ2dneHh4YMSIEQrTQydOnAhXV1c8ePAAQ4YMgaurKwYNGgTg/8qE3bt3w9fXFy4uLujZsydu3rwJhmEQExPD1lUCAgLw7NmzUhyZT06ePAlPT0+2gxEAjI2N0b59e5w5c4ZTxytJLBZzOhjl+I7t06dPsWLFCkyfPp3T7iyN8ji3gOK1duLECRgaGqJDhw6c9Xr27InU1FTcunVLre1GR0cjMzMTY8aMURp+/fp1AECrVq04y318fAAAx44dUyuekop3MMo5OTlBLBardUzk/R9nzpxB9+7d4eLigo4dO7J1kj179qBjx45o3LgxevXqpTDdfdWqVTA3N8fkyZOV9mWJRCL079+f01GrTt2ztGgko5oSExNhYWGh9AJS5tdff4WPjw8WL16M169fY+HChRg/fjyn4j1jxgzExcVhwIAB8PHxQXJyMpYvX44rV65gz549nCd2aWlpGD9+PIYNG4YxY8ZwCpatW7dCIpFg2rRpyMrKwvz58xEcHIxGjRpBW1sbc+bMwatXrzB//nxMmTJF6TBgudDQUOTm5uLYsWOIi4tjl1tbW4NhGISGhiIhIQGBgYFo2rQpHjx4gIiICNy8eRNxcXEqR3nKZDKEhobi2rVrGDp0KNzc3JCcnIyIiAjcvn1bYWj33bt38fjxY4SEhMDOzo59wvT8+XP4+fnBzs4OOjo6uH//PlavXo0nT55g7ty5nDjlx2zw4MEICwvDiRMnsHjxYlhbW6N79+4APjVG+vXrh+TkZAwbNgyNGjVCbm4url69irS0NNjb22uU9j179mDSpEmYO3cu71SD58+fIy8vT+k7mSQSCS5evIj8/Hzo6emp3IZ8Ox4eHsjOzka1atXQuXNnhISE0AgSQr5iV65cwZAhQyCRSDB79mzo6upi27ZtCA4OxpIlS9CpUycYGxvD2dkZly9fxrBhwwAACQkJ0NXVRU5ODm7fvg03NzcAnzoUvby82ErFvn37MGHCBLRr1w7z58+HtrY24uLiMHToUKxbt05hmtbIkSPRqVMn9O3bV6Ejprg3b97ghx9+QFFREYKDg+Hg4ID379/jwoULyMzMhKWlJd69e4e+ffuisLAQo0ePhq2tLc6ePYv58+fj+fPnmDFjBmebsbGxqFOnDiZPngwAWL58OQIDA3Hq1ClUqlQJ06dPx8GDB7Fq1Sp2Co/QaJazZ8/izp07GDVqFAwNDRETE4OwsDAcPXoU1atX5/2tOuVGamoqBgwYAENDQ8yYMQMWFhY4dOhQqd45KPf8+XO4urrixx9/RKVKlZCcnIz169ejX79+OHDgAHR0dNC0aVM4OjoiNjZWYdrOli1b4OzszFbyExIS2DJtxowZqFSpEg4fPowxY8YgLy9PoXyaPHkyfHx8sGDBAnz8+BHa2tpITExEQEAAwsLC1H59iqurK77//nusXbsWvXv35kyxKk6d68Ta2hoxMTEYNmwYevXqxU7B5jv/Hz9+xIABA5CSksJeo0lJSVixYgUePnyIDRs2cCrf6lwrqampMDMzw9ixY2FhYYHMzEzEx8ejd+/eiI+PV5hWtnTpUjg6OuK3337Dhw8fEBkZCX9/f+zdu5f3+lu9ejWWLVuGnj17IiQkBIWFhVi3bh369++PnTt3om7dugD+r57Rrl07TJw4kY2joKCgQjodyNdNJpMpdEgo65AqTp7n9+rVCw8fPsTixYsBgFOP1qS+ra60tDRMmjQJw4YNg42NDbZs2YLJkyfj9evXOHbsGIKDg2FsbIyoqCiMGDECJ0+eRJUqVZRuKzc3F4MHD4adnR2mTZsGS0tLpKWlITExETk5OahevTri4uIwc+ZMfPjwgZ1CLL+PivPx8UF4eDiWLFmCadOmoWHDhgBKN1pe3glaq1YtpeGdOnXC3LlzcfDgQfTr1w/Ap84xX19fpZ0/jRs3xs6dO/Hbb7+hS5cucHR0hI6ODm8alHVQaWlpqZU/HD9+HB07dhRcr7QSEhIAKD8PqixZsgRubm6YPXs2srOzsWjRIoSEhODw4cNsh8maNWuwZMkS+Pn5YezYsXj//j0iIyPRp08f7Nq1i3M+CgsLERISgr59+2L48OGc9wifPXsWf//9N8aNGweRSISFCxciKCgI3bt3x4sXLzBt2jR8+PAB8+bNw8iRI7Fv3z62TFG3zMzLy8Pz58/x3XffKYQ5ODggLy8PL168QO3atdU+RoDqY8swDNsv0a5dO8HO8+DgYLx79w6VKlWCh4cHRo0aBYlEUur4VSl5rSUlJcHe3l4h/5K3lZOSkth6ryqPHj3CqlWrEBkZCSMjI6XryB+UlOyzkP/98OFDhd9ER0dj6dKlEIvFcHR0xLBhw9CuXTuBPfxU35dKpWofk/v372PJkiVsXrhy5UqMHDkSgYGBuHz5MsLDw9nrMjg4GKdOnYK+vj7evHmDR48ewc/PT7DvoDh16p6lRZ2Mati5cyeuXLmCKVOmqD2HvWXLlvj111/ZvzMzM7Fw4UKkpaXBysoKjx8/RlxcHPr164epU6ey6zk6OuLHH3/Exo0bOT3wGRkZWLZsGadxKC/IKlWqhKioKLbweP/+PebMmYM6depg1apV7PpPnjzBxo0bkZ2drfIpRo0aNdh3BpQcFnz+/HlcuHCB7ewEPg2/tbGxwZgxY7B371707t1b6XaPHDmC8+fPIyIiAu3bt2eX169fH7169cKePXvYwhb41AA5dOiQQgY7adIk9v8ymQxNmzaFmZkZJk+ejIkTJ3Lef5KRkYG1a9eyja5mzZrhypUrOHDgANtY3LhxI5KSkrB+/Xo0a9aM/W3xNGqSdi0tLYjFYsGCXD4iVlkDzMzMDAzDIDMzk/fdM25ubujYsSP7Lphz584hJiYG165dw6ZNm6ixQchXavHixTAxMcHmzZvZSlCbNm3QvXt3zJ8/Hx07doRIJIK3tzfWr1+PgoIC6Orq4tKlS/Dw8EBqaiouXboENzc3vHnzBo8fP2afxH/8+BFz5syBj48PVq5cycbZunVr9OjRA0uWLMHOnTs56enevTtGjRolmO7ly5cjIyMD+/btg729Pbu8+OiL9evX482bN9i5cyeb97Zs2RJSqRTbt2/HwIEDOfm6kZER1qxZw5at1tbW+PHHH3Hu3Dl07twZdevWZRt6QlN45PLz87F+/XrOayhatmyJI0eOIDAwkPe36pQbGzZsQGZmJmJjY9mKY+vWrTF06FAkJycLpk+Zn376if0/wzBwdXWFh4cH2rRpg3PnzrGVWX9/f0yaNAn37t1DgwYNAHyacnTnzh3Mnz+f3cbMmTNRr149bNy4ka2wt2zZEu/fv8eSJUvQvXt3Thnh7e2t0EkqEokgFos1njYdHh4OPz8/rFmzBhMmTFC6jrrXibyxb2Njo9YUwM2bN+PBgwfYsWMHe614e3ujSpUqGDVqFM6dO4fWrVuz66tzrbi7u8Pd3Z39jVQqRevWreHn54e4uDhOvQT41Am6cuVK9rg1adIEvr6+WLNmDX777Tel6X79+jUiIiIwYMAATt2xWbNm8PX1RWRkJJYtWwaZTIalS5eiYcOGSuOgd4x+e5TVu4U+HtGrVy+2Ht+sWTM8e/YMu3fvxpw5c9hrSpP6troyMjKwbt06ODk5AQD7EZO1a9fi+PHjbIdilSpV0K1bNxw/flzlRySfPHmCjIwMzJ49m9NZU7w8aty4MYyNjVFYWMibf1hYWLDvV6tbt65G043lnbzydzKuWrUK7u7uKj+0YmxsDF9fX+zevRv9+vXDo0ePcOvWLYwbN07p+mPHjsWTJ0+wefNmbN68GTo6OnByckLbtm3Rv39/hY6UpKQkNt8srlevXrxTZIFPHRzPnj3jtHXK0/379xETE4Pvv/8e9evXV/t3devW5bxnUktLCz///DPu3LmDxo0bIysrC1FRUWjdujXbYQ58mkLcvn17REREcJYXFhZixIgRCtPZgU8z137//XfOSL0RI0YgMTER8fHx7P3x7t07zJkzBw8fPmQ7wdQtMzMzM8EwjNI2oPy+Epo5WdKbN2+wePFi9iMmxcXGxuLhw4cKMxlKsrS0RHBwMHvfPHz4ENHR0ejTpw+2bdvGe840PbfKrrWMjAyl70NV95jIZDJMnjwZ7du355TzJcnrr9evX+c8+Lt27RoAcKZX6+rqonfv3mjWrBmsrKzw+vVrbNmyBaGhoey7wlXJzs7GzJkzUbVqVaXXmjIZGRnYsWOHQl64Y8cOnDhxgjOtf8SIEbh06RLatm3LjpSsVq2awjalUilnplPxa1TdumdpUCejgD/++AMzZ86Er6+vRl9LVjaFC/g0PcjKyoodrt+jRw/Oei4uLrC3t8fly5c5nYympqYKo0/kWrduzWksyG8e+bDfkstfvXql1hOJkuRPKEqOgOjYsSOmTJmCy5cvq+xkPHPmDExMTNCmTRvOE7YGDRrAysoKV65c4XQyOjg4KH2C8/fff2PFihW4ceOGQmbz9OlTNGrUiP3bysqK8/4u+Xbv3bvH/n3+/HnUqlWL08FYlrR3796dbYiqg68gEiqkSg4Db926NWxtbTF//nycOnVKcNojIeTzy83Nxa1bt/DTTz9xGgdisRhdu3bFokWL8OTJE9jb28Pb2xurVq3C9evX4eXlhUuXLsHf3x9v3rzBpUuXEBYWxk6BlpcP8ryxR48eCqMZWrZsiZiYGOTm5nIq0Oo2KM6dOwdPT09OB2NJCQkJqFu3rkLe27NnT2zbtg0JCQmcvN3Hx4fz8E5eOS1tZx3wqWFR/EGapaUlKleurNY21Sk3rl69inr16ik8mfbz88OFCxdKleb09HQsX74cf/zxB1JTUznTsx8/fsxW9Pz8/LBo0SLExsayHVZbtmyBhYUF27h+9uwZnjx5wnbwFb8OWrVqhTNnzuCff/7hnEdl14CHh4fa03yLq1OnDnr16oUtW7bA399faaVX0+tEXWfOnEG9evXQoEEDzn63aNECIpEIV65c4TQ+1LlWioqKEBMTg/379+P58+ec6aLKvtTo5+fHKb9tbW3h6urKO43+woULKCoqQrdu3Tjp1tPTg7u7O/vbf/75B6mpqRg8eLDSOMpy35B/p/nz5yvkyUIjGZW1UfLz85Gens4ONNCkvq0uKysrtoMR+PRQ3cLCAnZ2dpwRi/LRwa9evVK5rZo1a8LU1BSLFi1CWloa3N3dNRodV15Ktnvs7e0RFRXFew5++OEHDBgwgP0YQ40aNeDu7o6//vpLYV1zc3Ns3boVd+7cweXLl/HXX3/hypUrWLx4MbZv345du3ZxRnfXqFEDS5YsUdiOOu+zPHbsGGxtbZV2UpbVy5cvERwcDBsbG4WHLSXrKiU76vja1I0bN8aNGzeQl5en0KauWrUqvLy82PZrcareOenp6cmpH8nvrVatWnHSVLxNLU9PactMZTR5uJeRkYHhw4eDYRgsW7aM0yeQnJyMxYsXY/LkyYIfHmnVqhVnCrG7uztat26NLl26YPny5ZyBS8XxnVtVVF1rZWkXr1+/Hs+ePVOZTrlWrVqhZs2aWLRoESwtLeHs7IybN2+yIxWLHz9ra2v873//4/y+Q4cO6N27NxYtWoQePXoovdfz8/MxcuRI9iM5qkZVltSgQQOleaGnpyeng7H49SfE09OT8zqM5cuXs1PS1a17lgZ1MvI4f/48Ro4ciebNm2PRokUa3fAln07Ih+DKP40uL7CVPXW2trZWuGisrKxUxlXyaaJ8aKuq5Zp+Xl4uIyMD2traCgWVSCSCpaUl7xOG9PR0ZGVlcSoXxZV8Kauy/X316hX69++P2rVrY/LkybC1tYWenh5u376NWbNmKXx2XtkTIl1dXc7+v3v3DlWrVlWZ7tKkXR3ytCn7bUZGBkQiEUxMTDTebteuXTF//nzcvHmTOhkJ+QplZWWBYRileZy8PJDnpa6urjAwMMDly5dRtWpVJCcno1mzZkhJScGWLVuQk5ODS5cuoXr16uzTWPm7EflGJmZmZnIq0eqOfnr//r3KqWtyGRkZnHcMqdo3OVVlZWnLKWXblG9XnW2q81tVT9vVfZ1KSTKZDEOGDEFqaipCQ0MhkUhgYGAAhmHQu3dvTty6urro06cP1q9fj19++QVFRUU4cuQIBg8ezB47+TUwf/58zujG4tQpc8siLCwM+/fvx/Lly5WmQdPrRF3p6el49uyZykZyyf1W53zPmzcPsbGxGD58ONzd3WFqagqRSIRff/1V6TWlrCFnaWmJ+/fvq0y3/Jz16tVLaXjxmSp8cVAn47fH3t5erRHexQm1UTStb5c2XnncJdsr6pQDlSpVwubNm7F69WosXboUmZmZsLKyQu/evRESElKmaX6akHfy5uTk4PDhw4iLi0N4eDjnfcolubu7o1atWoiLi8ORI0cwcOBAwTams7Mze57l79zfsGEDYmJi8Msvv7Dr6enpaXw9yB07dqzMH3xRJjk5GQEBARCLxdi4caPCdVAyvy75yil129Sq6lWXLl3iLDMwMFA5o+9ztKnlZYiyci4zM1NpfKpkZmZiyJAhePPmDTZu3KjwSo5Zs2ZBIpHA19eXfQ/ox48fAXx66P3hwwdUqlRJ5fbt7OzQpEkTle9DFDq3qii71szMzEp9TF69eoUVK1Zg7Nix0NHRYfe1qKgIMpkMWVlZ0NXVhb6+PnR1dbF27Vr88ssvGDJkCIBP75kcM2YMoqKiBOu5Ojo66NixIxYvXoxnz54pPOQpKCjAiBEjcO3aNaxZs0ajBzKq8kKh68/GxoY9DiVt3rwZRUVFuHv3LqZPn84u16TuWRrUyajC+fPnMWLECLi7uyMiIqLcvygtvwlTU1PZC0MuNTVV4YWumk5XqghmZmYoKirCu3fvOB2NDMPg7du3vIWaubk5zMzMVBa6JXv4le3vyZMnkZubi4iICE7jhK/iLsTCwkLwZayapl0dNWrUgL6+vtL3Pjx8+BA1a9bU6J0KJdFUaUK+TiYmJtDS0kJaWppCWGpqKgCw+b+uri6aNGmCS5cuoUqVKrCysoKDgwNbibxy5QouX77MmRoj/+3UqVNVVmxK2xlmbm6u8AGzkszMzNTat38zMzMzzodu5JQtU8fDhw9x//59zJs3jzMSQ9VL5X/66SesXbsWu3fvRn5+PqRSKfr27cuGy49xUFCQyodNJUcJlncdw9raGgMHDkR0dDT79cbiKuo6MTc3h56eHubMmaMyXFP79+9H9+7dER4ezln+/v17pQ8DVV0bfI0vebpWrFihdORnyfXK8/ojpKSKqG9XBAcHByxduhQMw+DBgwfYs2cPVq5cCX19fcFXY5SX4p28Xl5ekMlk2LlzJ44eParwAYvievbsiWXLlkEkEimMwBOio6ODsLAwbNiwAUlJSWVKv9zjx4/x+PFjwSnVmkpOTmZnAm7atEmhzQt8eidlccoe4vGR562qypSvrU2tr6+PmjVrKm0DPnjwAPr6+oLvjwY+db4NHjwYL1++xIYNG5ROU05KSkJycjLnlR9yAQEBqFSpEv7880/eeBiGUdquVOfcKqPqWpNIJDh48CCKioo4owPlx4nvY0QvXrxAXl4eZs+erfQadnd3R0BAAKZMmQLg00jouLg4vHnzBhkZGahRowY+fPiA2bNna/TV85LXUkFBAUJDQ5GYmIioqCiVs1DLW5UqVVCvXj2l33SQv1qn5DvXNa17aop6IpS4cOECRowYgSZNmiAqKqrcOxiBTwUR8KnyWtzt27fx+PFjNvxLKPmESE5+o5RM87Fjx5Cbm8t7I/n4+CAjIwMymYx9Glf8X8kXpysjv5GLnw+GYbBjxw71dkyJli1b4unTpwpfXS3vtJekra2NNm3a4MSJE8jOzmaXv3r1ComJiaUehRgfHw8ApZrGQgipeIaGhmjUqBFOnDjByWNlMhn2798PGxsbTgeQt7c37t69i+PHj7N5rHwbW7ZsQWpqKifvdXNzg4mJCR49eqQ0v3J2di51mdaqVSskJiYq/apj8fQ+evRI4Z1ge/fuhUgkgqenZ6ni/pq4u7sjKSkJjx494iw/dOhQqbanrGwDgO3btytd39raGr6+vti6dSu2b9+ONm3acDqm6tSpg1q1auH+/fsqr4Gyfl1SHcOHD4epqSnnXVhy6l4nquojqvj4+ODFixcwMzNTut+aNl6BT+en5Kios2fPquxwP3jwIOf9R8nJybhx4wY8PDxUxtGiRQtoa2vj+fPnKs8Z8Klz2MrKSmUchJSHiqhvVySRSIT69etj8uTJMDExEXwnpTKa5jWqjB8/HqamplixYgVn6mFJ3bt3R5s2bTB06FDekVPyBy8lyV/VUF7vYT127Bisra01eh+lkFevXsHf3x8ymQwbN25UOnodgEJep+nDIFdXV+jr6yu0T1NSUpCQkPBF29SqfPfdd0hISMDr16/ZZdnZ2Thx4gTatm0r+MoDeQfjixcvsG7dOjg6Oipdb8mSJdi0aRPn3/DhwwF8encz38dggU+dd9evX1doV6p7bpVRda199913yM3NxfHjxznL4+PjYW1tzdu2bdCggcJ+btq0CfXr14etrS02bdqEAQMGKPyuSpUqcHBwgIGBAdatWwdDQ0Pe9ywCn0YSHz58GObm5uy7XIH/G8GYkJCAiIgItGzZUo2jUX6Cg4Px/v17zJ07l1M/UEXTuqemvsmRjAkJCUqnlLRu3Rp3797FiBEjYGlpiaCgIM57mIBPL58tj8p5nTp10KdPH2zZsgVaWlpo1aoV+3XpqlWrsi/x/xLk72tcu3YtWrVqBS0tLTg4OKB58+Zo0aIFFi1ahOzsbLi5ueHBgwdYsWIFHB0d0a1bN5Xb7Ny5Mw4cOIDAwED4+/vDxcUFOjo6SElJQWJiItq1ayfYsdasWTPo6OggPDwcw4YNQ0FBAbZt28YOiS6NgQMH4siRIwgNDUVgYCBcXFyQl5eHq1evwsfHB15eXhqlfe/evZg8eTLmzJkj+G7GkSNHolevXggODsbw4cNRUFCAFStWwNzcnB2+Lefo6Ah3d3ds3LgRAPDnn39i1apV+P7771G9enX2wy87duyAl5eXyhdOE0I+D75yJjw8HEOGDEFAQACGDBkCHR0dbN26FUlJSViyZAnnyai3tzekUikuX77MmXbq7e2NiIgIiEQiTgXayMgIv/76KyZOnIjMzEz4+vqicuXKePfuHe7fv493795h5syZpdqn0aNH49y5cxgwYACCgoIgkUjw4cMHnD9/HoMGDYK9vT0GDRqEvXv3IigoCKNGjUK1atVw9uxZbN26FT/99FOp3rP3tRk4cCB2796N4cOHY9SoUahcuTIOHjyIf/75B4DmI8nr1KmDGjVqYPHixWAYBqampjhz5gwuXrzImwZ5RVjZl15nzpyJ4cOHY+jQoejRoweqVKmCzMxMPH78GHfv3sWKFSsE03XlyhUMGjQIoaGhCAsL02ifgE8fOAgODlaaPnWvE2NjY9ja2uLUqVPw9vaGqakpzM3NVXYWDhw4EMePH8eAAQMwaNAgODg4QCaT4fXr17hw4QKGDBmi8UM4Hx8f9ivSDg4OuHv3LtatW6dy1Ma7d+8wYsQI9O7dGx8+fGBnwwQFBamMw87ODqNGjcKyZcvw4sULtGrVCiYmJnj79i3u3LkDAwMDjBo1ClpaWhg9ejR+/fVXNo6srCxERkYKvm+LEHVVRH27vJ05cwZbt27Fd999h+rVq4NhGBw/fhxZWVlo3ry5xtuTj5LasWMHjIyMoKenBzs7O407vExNTREYGIiFCxfiwIEDKttGVapUQVRUlOD2hg4dChsbG7Rp0wZ16tQBwzC4d+8e+3GSgIAAzvp5eXm4efOm0m3xdSAeO3YM7du312iU38OHD3H06FGF5c7OztDX10dAQADS0tIwe/ZspKenIz09nV3HxsZG7ZFvQkxMTBAaGoolS5bgl19+QefOnZGRkYGVK1dCT0+vVOVXaWhSZg4dOhT79u1DYGAgRo8eDR0dHaxduxb5+fkKv5W3MU+cOAHg0zkeOnQo/v77b0yePBlSqZRzzi0sLNgP5ik75/K6acOGDTmzEAcNGoSmTZuifv36MDIywsOHDxETEwORSITRo0ez66Wnp5fp3Kq61lq3bo3mzZtjxowZyM7ORo0aNXDo0CGcP38eCxcu5Ly/e/Lkydi7dy9OnDgBW1tbmJiYKH2IbWJiAqlUqhC2du1aWFlZoWrVqkhPT8eRI0dw8uRJLFiwgNPpP3fuXBQVFcHNzQ2Wlpbsh1/u3buHuXPnctIk/7hccHAwzMzMOOfE2Ni4wt8Z6+fnh6SkJKxevRr3799Hz549UbNmTchkMqSkpGDfvn0A/m8GZmnqnpr4JjsZi3+hqrhTp07h8uXLyMvLQ3JyMgYOHKiwzqZNm8ptJMaMGTNQvXp17Nq1C1u3boWxsTFatmyJsWPHftEpZX5+frh+/Tq2bt2KlStXgmEYnDp1CnZ2doiKikJERAT27NmD1atXw8zMDN26dUN4eDjv6BixWIxVq1Zh06ZN2LdvH6KjoyEWi2FjYwN3d3e1PkRjb2+PiIgILFu2DCNHjoSZmRn8/PwwaNAg9qmMpoyNjbF161ZERERgx44dWLlyJUxMTODs7My+zFmTtMtkMkilUt6nl8X3Z/PmzVi0aBFGjx4NsVgMLy8vrFy5UuG9lyW3aWVlBbFYjKioKLx//x4ikQg1a9bEqFGjMGTIEJouTcgXxlfOeHh4YMOGDYiIiMCkSZMgk8lQv359rFq1SuGrgI6OjjA3N8f79+85IxabNWuGiIgINry4bt26oVq1aoiJicH06dORk5MDCwsLNGjQQONpWcVVqVIFu3btwooVK7B27VpkZGTA3NwcTZo0YacrWVhYYPv27Vi8eDEWL16MnJwc2NnZYfz48Uqnzf4bValSBVu2bMGcOXMwffp0GBgY4LvvvsOoUaMwYcIE3vcbKaOjo4PVq1dj9uzZmDZtGrS1teHt7Y0NGzYofMBNzsXFBba2ttDX11c6i8DLyws7d+7E6tWrMWfOHGRlZcHMzAz29vbo2LGjWuliGEbhq4Sa6tevHzZv3oyXL19ylmtyncyePRsLFixASEgICgoK0KNHD8ybN09pfIaGhoiNjUV0dDTi4uLw8uVL6Ovro2rVqmjWrJlGoy3kpkyZAm1tbURHRyM3NxeOjo6IiIjA8uXLla4/ZswY3LlzB5MmTUJ2djZcXFywZMkSttGnSlBQEOzt7bFp0yYcOnQIBQUF7Icyin8BUt65HBMTg7CwMNja2iIoKAhXr17FlStXNN4/QkqqiPp2eatZsyZMTEwQExOD1NRU6OjooHbt2gpT/9RVvXp1TJ48GZs2bUJAQACkUqnCuwHV5e/vj9jYWERFRcHPz4/TEaGpkJAQnDp1Chs3bkRqaioKCwthZWWFZs2asXlGcS9evECfPn2Ubuvu3btKR8g9f/4c9+/fx+TJkzVK2969e7F3716F5XPnzoWtrS1evHgB4NPozpLCwsIwcuRIjeLjExQUBAsLC2zevBmHDx+Gvr4+PDw8EB4ejlq1apVbPHw0KTMtLCywdetWzJ8/HxMmTIBUKkXjxo2xefNmhXMqlUo5f8sfPgFQOjWYr4zkI5FIcOTIEfz+++/Iz8+HhYUFvLy8EBoaynlA/OjRo1KfW6FrLSIiAkuXLsWKFSuQkZGBOnXqYMmSJejcuTNnPXl7u7T1k/z8fKxcuRIpKSnQ19dHo0aNsHnzZoWp0vXq1UNcXBwOHjyI7OxsGBkZwdnZGevWrUOLFi046545cwYAsHr1aoURoh4eHti8eXOp0qqJMWPGoGXLloiNjcXKlSuRnp4ObW1t2Nrawt3dHePGjWO/MVGauqcmRExZao+EEEIIIQRTp07FwYMHkZiYWCGvWSnu/v376NatG6ZNm4b+/ftXaFyEEEL+u9auXYvff/8dFy5cKFOHKCFC6Fr7dlAnIyGEEEKIBiIjI1GlShXY2dkhNzcXZ8+exc6dOxESEsKZVlTenj9/juTkZCxduhSvXr3CiRMnYGBgUGHxEUIIIYQQoolvcro0IYQQQkhp6ejoICYmBm/evEFRURFq1aqFiRMnKn3NSnmKiorCvn37YG9vj+XLl1MHIyGEEEII+arQSEZCCCGEEEIIIYQQQkiZ0NchCCGEEEIIIYQQQgghZfJNdTLu2bMHDg4O7D9nZ2c0b94c/v7+WLNmDefz65pKTEyEg4MDEhMT2WV//PEHIiIiyiPpHPL9kH9ZSpl//vkH8+fPR8+ePdG0aVN4eHigb9++OHr0aLmn52tVHsff398f/v7+5ZSi/6Y///wTU6ZMQc+ePeHk5AQHBweFL4kKuXTpEvr06YNGjRrB09MTEydOVHo/FhYWIjIyEm3btoWTkxM6dOig9GtdERERnHu9+D1PSEUqWc44OjqiRYsWGDNmDJ4+ffqlk8dSVmaVB/n+a5oHqIsvX2/bti0mTpxYIfF+SWU5pvLzrE7Zf+DAAWzYsEFpmIODQ4XUZz6XiRMnom3btmqtW5Z9lZ8rZ2dnJCcnK4T7+/vDz8+vVNuOjY3Fnj17SvXbz83BwQGzZs0SXK8i8qGKzoO+BsrqN8r+lXf+rqnPkSdfv34dERERyMrKUgijOvzXofg1uW7dOna5/P4vfq+WzKuzs7OxatUq+Pv7o3nz5nB1dUWXLl0QHR2N/Pz8z7ofXxLfda4uTcrB/5KJEycq5ANNmzZlr0l1yiqiuW/ynYxz585FnTp1UFRUhPT0dFy7do392tHSpUvRrFmzconnjz/+QGxsrMrPuFekixcv4uzZs+jWrRucnZ1RVFSEI0eOYPTo0Rg5ciTCwsI+e5o+ty95/L8lCQkJuHz5Mho0aAAjIyNcuXJFo99fuXIFw4cPR+vWrREVFYX09HQsWrQIgwYNwu7duzlfaZ05cyb27duH0aNHw9nZGRcuXMDs2bORk5OD4OBghW3HxMSgUqVK7N9aWt/UcxXyBcnLmfz8fFy/fh2rV69GYmIijhw5AlNT0y+dvArj4+ODuLg4WFtbV8j2+fL1yMhIGBsbV0i8X1JFH1O5gwcPIikpCYMGDVIIi4uLg42NTYXGX5FCQ0MREBDw2eIrKCjAsmXLsHDhwnLb5rZt22Bubo6ePXuW2zbJv1NcXBzn76ioKCQmJmLjxo2c5XXr1v2cyVLwOfLkGzduIDIyEj169ICJiQknbPr06RUaN1Ffr1698OOPP6JatWoa/e7Vq1fYuHEjunXrhkGDBsHQ0BDXrl1DZGQkLl26hPXr10MkElVQqr8efNc50dz69eshlUrRp0+fL52U/6xvspOxXr16nBFNvr6+GDRoEPr164ewsDAcP34clpaWXzCFZdepUyf079+fk/G2bt0a79+/R0xMDAIDAzmdN1/Kx48fv6kX1+fl5UFfX/9LJ6NchYaGsp3W69at07iTccGCBahVqxZWrFgBbe1PWZKdnR1++ukn7Nq1C/369QMAJCUlYdeuXRgzZgyGDRsGAPD09ERGRgZWrVqFvn37wszMjLPthg0bwsLCoox7SIjmipcznp6ekEqliIiIwMmTJ/HDDz984dSVv7y8POjp6cHCwuKL3XOOjo5fJN6K9iWPqVzjxo2/aPylJa9j1KhR47PG27JlSxw8eBBDhw5F/fr1P2vc5L+v5P1oYWEBLS2tcrtPy6uu+qXz5C/dyVpcYWEhRCIRW8/91tjY2JTq+rSzs8Pp06dhaGjILvP29oaBgQEWLFiAa9euoWnTpuWY0tL71tq0/+b9pZltFY+G9fx/1apVw4QJE5CTk4Pt27dzwu7cuYPg4GB4eHjA2dkZ3bt3x+HDh3m3N3HiRMTGxgLgDhOXDwmPjY1F//794e3tjcaNG6NLly5Yu3YtCgsLy2V/LCwslD7ZcXZ2xsePH5GRkcH7e/l0k4SEBEyfPh2enp7w9PREWFgY3rx5w1lXJpNh7dq16NChA5ycnODt7Y1ffvkFKSkpnPXk04SuXr2Kvn37olGjRpg8eTJevnwJBwcHxMTEIDo6Gm3btoWLiwv8/f3xzz//oLCwEIsWLUKLFi3QpEkTjBgxQnBqu9Dxz8/Px+LFi9lpty1btsTMmTPVGoZeUFCAqKgodn+9vLwwadIkvHv3jrNe27ZtERQUhOPHj6N79+5wdnZGZGQkAPXPv/yY3b59G/369UOjRo3Qrl07REdHQyaTcdbNysrCvHnz0K5dO/Y8DB8+HI8fP9Y47Zooy+jAN2/e4M6dO+jWrRun4uXm5oZatWrh5MmT7LKTJ0+CYRiFURw9e/ZEXl4ezp8/X+p0EFLR5BWaknmXuuXLn3/+iT59+sDZ2RktW7bEsmXLsHPnToWpRqqmeqozbe3OnTsYM2YMmwe3bdsW4eHhCtM+5eXDhQsXMGnSJHh5eaFRo0YoKChQmKoonw6l7F/xaTuHDx/GkCFD0KJFC7i4uKBjx45YtGgRcnNz2XWE8nVl+/jq1SuMGzcO3t7ecHJyQseOHfH7779z8k95GbRu3TqsX78ebdu2haurK/r06YObN2/yHrPs7Gw4OjoiJiaGXfbu3TvUr18fTZo0QVFREbv8t99+g5eXF4p/b+/SpUsYOHAg3Nzc0KhRI/Tt2xeXL19WeryLn2eGYbB69Wq0adMGzs7O6NmzJy5evKhyemBRURGWLl2KFi1awM3NDYMGDcKTJ0/YcH9/f5w9exbJycmcYytX8rrSpI5QUFCAefPmoXnz5mjUqBH69++Pv/76S+2plCkpKRg1ahRcXV3RtGlTjB07Frdv34aDgwNn+vDEiRPh6uqKBw8eYMiQIXB1dWVHZSqbJpadnY1ff/0Vnp6ecHV1xdChQ/HPP/8Ipkcdw4YNg5mZmVojGdWpj7Rt2xZJSUm4cuWK0vtHGYZhEBsbi27dusHFxQXu7u4YNWoUXrx4wVlP3XpGfn4+5s2bh27duqFJkybw8PBAnz59OOV0Sdu3b4evry+cnJzQqVMnHDp0SPB4AOrnizdv3kTfvn3h7OyMFi1aYPHixZx77ltW1rqqPO8+cOAAFi5ciBYtWsDV1RXBwcF4+/YtsrOzMXXqVPbenzRpEnJychS2Xfwel2/z4MGDvPkR8GlGVkhICFq1agVnZ2d8//33mDZtGif9ERERWLBgAQCgXbt2CtPEleWHGRkZmDFjBlq2bAknJye0a9cOS5cuRUFBAWc9+TTKvXv3omPHjmjUqBG6du2KM2fOCB57+X7u3bsX8+bNQ8uWLeHs7Ixnz54BUC/ff/bsGSZNmoT27dujUaNGaNmyJYKDg/HgwQPOejKZDFFRUfD19YWLiwuaNm2KLl26KIxq/fPPPzFw4EC4urqycZ49e5azjib5+udiaGjI6WCUc3FxAQCFtqYymlx3ALBr1y507doVzs7O8PDwwIgRIzhtKYC/vJFfO7t372bPS8+ePXHz5k0wDIOYmBi2nhEQEMBeF6oIXefqtsOV0bScKNmGB9SrvxU/Zs+ePcPw4cPh6uqK1q1bY968eQr3X0FBASIjI9GxY0c4OzvD09MT/v7+uH79usZpJ1/Gt/k4RYXWrVtDLBbjzz//ZJclJCRg2LBhaNSoEWbMmIFKlSrh8OHDGDNmDPLy8lROWwkNDUVubi6OHTvGmdYgn+70/Plz+Pn5wc7ODjo6Orh//z5Wr16NJ0+eYO7cuRW2j4mJibCwsEDlypXVWv/XX3+Fj48PFi9ejNevX2PhwoUYP348Nm3axK4zY8YMxMXFYcCAAfDx8UFycjKWL1+OK1euYM+ePZwRGGlpaRg/fjyGDRuGMWPGcDqotm7dColEgmnTpiErKwvz589HcHAwGjVqBG1tbcyZMwevXr3C/PnzMWXKFKxevVpluvmOP8MwCA0NRUJCAgIDA9G0aVM8ePAAERERuHnzJuLi4lSO8pTJZAgNDcW1a9cwdOhQuLm5ITk5GREREbh9+zZ2797Nefp79+5dPH78GCEhIbCzs2Of+Ghy/uXHbPDgwQgLC8OJEyewePFiWFtbo3v37gA+NZb69euH5ORk9nrNzc3F1atXkZaWBnt7e43SvmfPHkyaNAlz586t0KlZDx8+BABOY1bOwcGBU5gkJSXBwsICVlZWCuvJw0vq2rUr0tPTYW5ujhYtWuDnn3/WeKoGIeVB3kFUq1Ytdpm65cv9+/cxZMgQ1KpVC/Pnz4e+vj62b9+O/fv3l2sak5OTUbt2bXTu3BmmpqZIS0vDtm3b0KtXLxw6dEhhNN3kyZPh4+ODBQsW4OPHj0pHaDRs2FBhat/Tp0/x66+/ckaZPH36FK1atcLAgQNhYGCAJ0+eYO3atbh9+zZb3giVqyW9e/cOffv2RWFhIUaPHg1bW1ucPXsW8+fPx/PnzzFjxgzO+rGxsahTpw5bcV6+fDkCAwNx6tQpzmsXijM2NoazszMuX77MjrBOSEiArq4ucnJycPv2bbi5uQH41LD08vJiHwDu27cPEyZMQLt27TB//nxoa2sjLi4OQ4cOxbp16+Dt7a00TgBYunQp1qxZgz59+uD7779HSkoKfv31VxQWFqJ27doK6y9ZsgRubm6YPXs2srOzsWjRIoSEhODw4cMQi8WYPn06pk6dihcvXrAPw9ShTh1h0qRJOHz4MIYNGwYvLy88evQIYWFhyM7OFtx+bm4uAgICkJmZiXHjxqFmzZo4f/48xowZo3T9wsJChISEoG/fvhg+fDikUqnS9eT1gBs3bmDEiBFwdnbG9evXMXz4cKXrOzg4wMPDQ+k7gJUxMjJCSEgIZs+ejcuXL6s8l+rWRyIjIzFq1ChUqlSJnQIqNBtl2rRpiI+Ph7+/P8aNG4fMzEysXLkSffv2xb59+zgzdtSpZxQUFCAzMxNDhgxBlSpVUFhYiEuXLmHkyJGYO3cuu57c6dOnkZiYiFGjRsHAwABbt25FeHg4xGIxOnTooDLd6uaLjx49wqBBg2Bra4t58+ZBX18fW7duxcGDB4VOz39eedRVP378COBTXuPp6Ym5c+ciOTkZ8+fPR3h4OLS1teHg4IAlS5bg77//xtKlS2FkZIRff/1VMH1C+RHwqZ7s6uqKH3/8EZUqVUJycjLWr1+Pfv364cCBA9DR0cGPP/6IzMxMbN68GZGRkWz9UNUIxvz8fAQEBODFixcYOXIkHBwc8OeffyI6Ohr37t1DdHQ0Z/2zZ8/izp07GDVqFAwNDRETE4OwsDAcPXoU1atXV2s/GzdujJkzZ0JLSwuVK1dWO99PTU2FmZkZxo4dCwsLC2RmZiI+Ph69e/dGfHw86tSpA+DTa4EiIyMREhKCpk2boqioCE+ePMGHDx/YdFy5cgVDhgyBRCLB7Nmzoauri23btiE4OBhLlixBp06dOOlWJ18vj3aCp6enQqepuhISEgBoNlpVnetuzZo1WLJkCfz8/DB27Fi8f/8ekZGR6NOnD3bt2sWpw/GVN2fPnsXff/+NcePGQSQSYeHChQgKCkL37t3x4sULTJs2DR8+fMC8efMwcuRI7Nu3T+W0b6HrXJN2eEmlKSdKtuHVqb+VPGa9evXCkCFDcPXqVURFRcHY2JidFVdUVIRhw4bh2rVrCAgIgJeXF6RSKW7duoXXr19rnPZ58+bxXxikYjDfkN27dzMSiYS5ffu2ynWaNWvGdOzYkf27Q4cOTPfu3ZnCwkLOekFBQUzz5s0ZqVTKMAzDJCQkMBKJhElISGDXmTlzJiORSATTJZVKmcLCQiY+Pp5p0KABk5GRUeb9UGbHjh2MRCJhNm7cKLiuPI4ZM2Zwlq9du5aRSCRMamoqwzAM8+jRI6Xr3bp1i5FIJMySJUvYZQMGDGAkEglz6dIlzrovXrxgJBIJ07VrV/Z4MgzDbNiwgZFIJExwcDBn/dmzZzMSiYT58OED7z6oOv7nzp1jJBIJs3btWs7yQ4cOMRKJhImLi+OkecCAAezfBw8eZCQSCXPs2DHOb2/fvs1IJBImNjaWXdamTRumQYMGzJMnT3jTyXf+5cfs1q1bnN906tSJGTJkCPt3ZGQkI5FImIsXL6qMR5O0y9MSHx/Pm/aSYmJiGIlEwrx48UKt9ffv389IJBLmxo0bCmFTp05lGjZsyP49ePBgxtfXV+l2GjZsyEydOpWT/lWrVjFnz55lLl++zKxZs4bx8PBgmjVrxqSkpGi0T4RoQp533rx5kyksLGSys7OZc+fOMc2bN2f69+/PKUvULV9GjRrFNG7cmElPT2fXkUqlTKdOnRTuN4lEwqxYsUIhXW3atGEmTJjA/q2szCqpqKiIycnJYRo3bswpN+T7+Msvv6jcf1V5wNu3b5l27doxnTt3ZjIzM5WuI5PJmMLCQubKlSuMRCJh7t27x4bxlasl93HRokVK88/p06czDg4ObN4sL4P8/PyYoqIidj15OXbw4EGl8cktXbqUcXFxYfLz8xmGYZgpU6YwQ4cOZbp06cJEREQwDMMwKSkpnPIlNzeX8fDwYIKCgjjbkkqlTNeuXZlevXqxy0oe04yMDMbJyYn5+eefOb+9ceMGI5FIOGWW/DwPHz6cs+7hw4cV8t7AwECmTZs2Svex5HWlbh0hKSmJkUgkzMKFCznrycuj4udLmS1btjASiYT5448/OMunTp3KSCQSZvfu3eyyCRMmMBKJhNm1a5fCdiZMmMDZtz/++ENpfWjVqlVK76EGDRowAQEBvGllGG79LD8/n2nXrh3Ts2dPRiaTMQzzqUzv3Lkzu74m9ZHOnTtzzi0f+bXw+++/c5a/fv2acXFxYRYsWMAuU7eeUVJRURFTWFjITJ48menevTsnTCKRMC4uLkxaWhpn/Q4dOjDff/89u0xZPqRuvvjzzz+rjEOTesh/wYQJE5jGjRuzf5dHXVV+bkrmUfI6+P/+9z/O8tDQUMbDw4OzTFW5o05+VJy8TEhOTmYkEglz8uRJNoyv3lmyDr9t2zZGIpEwhw8f5qwXHR3NSCQS5sKFC+wyiUTCNGvWjNPWSEtLY+rXr8+sWbNGaTpL7mf//v05yzXJ90sqKipiCgoKmPbt2zNz5sxhlwcFBTHdunXjTU/v3r0Zb29vJjs7m7M9Pz8/plWrVmz+pG6+zjCatRNU1UuUKZlXK3Pv3j3GxcWFGTFihFrbVPe6y8zMZFxcXBTWe/XqFePk5MSEh4dz0qmqvJFIJEzz5s2ZnJwcdtmJEycYiUTCdOvWjT3eDPN/bd379+/z7oOq61yTdnjJY1uacqJkG74kvvqb/JiVvP+GDx/Oad/Fx8czEomE2bFjh8p4NEk7H4lEwsycOVOtdYlmaLp0CUyxaUzPnj3DkydP0KVLFwCfetbl/1q1aoW0tLRST635+++/ERwcDE9PTzRo0AANGzbEhAkTIJVKK+QLpH/88QdmzpwJX19fjb60VnI6jnzU2KtXrwCAHardo0cPznouLi6wt7dXGP5vamqq8ol+69atOSMb7e3tAXx66X1x8uXyNGhK/vSr5JO3jh07wtDQUCHNxZ05cwYmJiZo06YN53po0KABrKysFN5H6ODgoHRUiSbn38rKip0WUHy7xff//PnzqFWrFu9HizRJe/fu3fH3338rjEyoKKqe3pVcru7Lnbt3747g4GC0bt0aXl5eCAwMxNq1a/Hu3TusXbu2zOklREjv3r3RsGFDuLm5YdiwYTAxMUFUVBQ72k+T8uXq1avw9PTkPI3W0tJCx44dyzXNOTk5WLhwIb7//ns4OjrC0dERrq6uyM3NVZgqBADt27fXaPu5ubkIDAxEfn4+1q5dy3l5+YsXLzB27Fg0b96czRMHDBgAAEqnM6kjISEBdevWVcg/e/bsCYZh2LJAzsfHhx3NAIB9l56yrwQX5+3tjby8PHbk9aVLl9C8eXM0a9YMly5dAgC2XJGXfzdu3EBGRgZ69OjBOfcymQwtW7bEnTt3FKYayd28eRMFBQUK579x48awtbVV+huhsry0hLYrL1dKptXX11etd5NdvXoVRkZGaNWqFWc53xeafX19Bbcrr7vI7z+h7f79998K0w+F6Orq4ueff8Zff/2FI0eOKF2nLPURPmfOnIFIJELXrl0515elpSXq16+vUFdRp54BAEeOHEHfvn3h6uoKR0dHNGzYELt27VKaP3h7e3NGwYjFYnTq1AnPnj1TOY1Pk3wxMTFRZRzfuvKqqwJAmzZtOH/z1c0zMjIUpkwro05+lJ6ejmnTpqF169bstSZPi7LrTR0JCQkwNDRUGEkrv/9K3m+enp6cD9dYWlqicuXKgmWCXMkyUpN8v6ioCKtXr0anTp3g5OQER0dHODk54enTp5z9d3Z2xv379zFjxgycP39eYYR4bm4ubt26BV9fXxgZGbHLxWIxunbtipSUFIUyVp3z87nbCXIvX75EcHAwbGxs8Ntvv3HCih/ToqIiTpseEN6vGzduIC8vT6FNW7VqVXh5eSnUGQDV5Y2npydnmrf8vmnVqhWnLVPWNq2m7fDiNC0nVLXhNam/iUQipeehZJtWT0+P9/3lmqadfH40XbqY3NxcZGRkQCKRAADevn0LAJg/fz7mz5+v9Dfv37/XOJ5Xr16hf//+qF27NiZPngxbW1vo6enh9u3bmDVrFvLy8kq/E0qcP38eI0eORPPmzbFo0SKNvsJV8kMa8uk58jTK3+2obLqatbW1QqZZcqprcSW/uKqjo8O7PD8/XyD1ymVkZEBbW1th+LhIJIKlpSXv+yrT09ORlZUFJycnpeElrwdl+6vp+S95DoBP56H4/r979w5Vq1ZVme7SpP1zkO+bsmOekZHBOfdmZma4d++ewnq5ubkoLCxUepyKc3FxQa1atXDr1q2yJJkQtcyfPx/29vbIycnB4cOHERcXh/DwcPbdfZqULxkZGUo/Rqbuay/UNXbsWCQkJCA0NBTOzs4wMjKCSCRiOwZL4svPSyoqKsKoUaPw9OlTxMbGcvKrnJwc9OvXD3p6evj5559Rq1Yt6OvrIyUlBWFhYaUuEzMyMpR2usnLq5L5jqryTqiscXV1hYGBAS5fvoyqVasiOTkZzZo1Q0pKCrZs2YKcnBxcunQJ1atXZ6fYyc//qFGjVG43MzNT6buo5OlWdv5VfbROqCwvLXXrCCXTpa2tLZhny3+vybVvYGCg1tds5fUAc3NzznJNrml1dO7cGb///juWLl2K77//XmU6SlMf4ZOeng6GYVQ+eCw51VOdesbx48fx888/o0OHDhg2bBgsLS0hFouxbds27N69W+H3ys6bfFlGRobSr5WXR774b/9wY3koj7qqXGnq5sU7s5QRyjdkMhmGDBmC1NRUhIaGQiKRwMDAAAzDoHfv3mWq/1taWiq0gypXrgxtbW3BMkGeVnXjL3lcNcn3582bh9jYWAwfPhzu7u4wNTWFSCTCr7/+yok/KCgIhoaG2L9/P7Zv3w6xWIymTZti3LhxcHZ2RlZWFhiGUXqONS0Ly7t9qqnk5GQEBARALBZj48aNSj/2WFzJqdzqlleqjpX8oaEcX3nzOdu08vQpSzNf56Wm5YSy46Jp/c3AwAB6enqcZcratNbW1rzv/Nc07eTzo07GYs6ePQupVAoPDw8AYCufQUFBSiuHAFQ++eNz8uRJ5ObmIiIigtMAun//filSze/8+fMYMWIE3N3dERERUe5flJZn2KmpqQoVxtTUVIUKvCYdnBXFzMwMRUVFePfuHadizzAM3r59y/vFKXNzc5iZmXFe8l9cyYqVsv2tiPNvYWEh+IJfTdP+Ocg79B88eIDWrVtzwh4+fMiGy9c9dOgQ0tLSOAWd/L2O9erVE4yPYZgyfaiGEHXZ29uzeYmXlxdkMhl27tyJo0ePokOHDhqVL2ZmZmzjpDhly3R1dRVeoA0IP0T48OEDzp49i7CwMAQGBrLL5e9hU0aT/Hzq1KlISEhAdHS0wtd2ExISkJqais2bN7PlrzxNZWFmZoa0tDSF5ampqQCgUD6Vlq6uLpo0aYJLly6hSpUqsLKygoODA1vJvXLlCi5fvswZESSPe+rUqWjUqJHS7arqSJOXu8o+gPb27VuVoxm/BHla3759iypVqrDLi4qK1OpAMzMzw+3btxWWK7v2AfWvSXk94P3795zrQNn1UhYikQjjxo3D4MGDsWPHDpXpKE19hI+5uTlEIhFiY2OV1vtKUxfcv38/7OzssGzZMs5xVjXCky/PUtXBXFH54remPOqqX9LDhw9x//59zJs3jzNCS+gDGULMzMxw69YtMAzD2ef09HQUFRWVW5kgV/K4apLv79+/H927d0d4eDgn/P3795xZANra2hg8eDAGDx6MrKwsXLp0CUuXLsWwYcNw9uxZmJiYQEtL67OUhRUpOTmZnYm3adMmpQ8pdu3axfnbzs5Oozjk+ZKqY/W1tmkB9dvhxWlaTijb34qov1lYWODatWuQyWQq22wVUcaR8kWt7f/v1atXWLBgASpVqoS+ffsCAOrUqYNatWrh/v37cHZ2VvqP74m5qic/8pu0+A3AMIzSCmhZXLhwASNGjECTJk0QFRVVITecl5cXACh8gOD27dt4/PgxG/4lqDr+8qHeJdN87Ngx5Obm8r5s38fHBxkZGZDJZEqvB/mLmPlUxPlv2bIlnj59yjssvjzSXt6qVKkCFxcXHDhwgPPC5Js3b+Kff/7hNDLatWsHkUiE+Ph4zjb27NkDfX19tGzZkjeumzdv4tmzZyordoRUpPHjx8PU1BQrVqyATCbTqHxxd3dHYmIi56uaMpkMR48eVYjH1tZW4UXqly9fVjn1Vk4kEoFhGIVyYufOnSo/nqGupUuXYs+ePfjtt9+UPnVWlicCn75MW5ImIyq8vb3x6NEj3L17l7N87969EIlE8PT0VHsf1Inr7t27OH78OFuGGBoaolGjRtiyZQtSU1M5ZYubmxtMTEzw6NEjledfVZndqFEj6OrqKnxt9+bNm2pP41NGV1e33EequLu7A4BCWo8dO6bWV4Dd3d2Rk5ODP/74g7Nc3a8UqyI/9wcOHOAsr4iPhjRr1gzNmzfHypUrFaaSalIf0eT8+Pj4gGEYvHnzRum1pexja0JEIhF0dHQ4Dc20tDScOnVK6fqXL1/mdPhJpVIcPnwYNWrUUNpBAGhW7/b09FQZx7fua6zvaaI0ZYI6I8G8vb2Rm5ur8EX0vXv3suEVSZN8X36/FXf27FnerzybmJigQ4cO6NevHzIyMpCcnMyWQydOnODkHzKZDPv374eNjU2pBsx8Tq9evYK/vz9kMhk2btyo8kFayWOpaeepq6sr9PX1FfLjlJQUJCQkfBVt2pLXeVna4eVRTmhyr6qrZcuWyM/Px549eyo07aRifZMjGZOSkiCVStmnx3/++Sf27NkDsViMyMhIztPkmTNnYvjw4Rg6dCh69OiBKlWqIDMzE48fP8bdu3exYsUKlfHIR2GtXbsWrVq1gpaWFhwcHNCsWTPo6OggPDwcw4YNQ0FBAbZt24asrCyN9iMhIUFpg6J169a4e/cuRowYAUtLSwQFBSlMM61bt65aU4qE1KlTB3369MGWLVugpaWFVq1asV+1qlq1KgYNGlTmOEpL1fFv3rw5WrRogUWLFiE7Oxtubm548OABVqxYAUdHR3Tr1k3lNjt37owDBw4gMDAQ/v7+cHFxgY6ODlJSUpCYmIh27dqpfPouV17nv7iBAwfiyJEjCA0NRWBgIFxcXJCXl4erV6/Cx8cHXl5eGqV97969mDx5MubMmSP4vpV3796x776Qjyo8d+4cLCwsYGFhwXmy5ejoCHd3d87Ih3HjxmHIkCEYPXo0+vXrh/T0dCxevBgSiYTzPo569eqhV69eiIiIgFgshrOzMy5evIgdO3bg559/5oyM6Nq1K7p27Qp7e3t2Kvq6detgaWnJfgGWkM/J1NQUgYGBWLhwIQ4cOIBu3bqpXb6EhITgzJkzGDRoEIKDg9mvS8u//ln8SW+3bt2wfPlyLF++HB4eHnj06BG2bNmi8uvIcsbGxnB3d8e6detgbm4OW1tbXLlyBbt27eKMmtDUkSNHsHr1avj6+qJWrVq4efMmG6arq8u+99HU1BTTp09HWFgYtLW1ceDAAaVfnVSVryvrkBs0aBD27t2LoKAgjBo1CtWqVcPZs2exdetW/PTTT+XasPL29oZUKsXly5c50zy9vb0REREBkUjEqezLv8I6ceJEZGZmwtfXF5UrV8a7d+9w//59vHv3DjNnzlQal5mZGQYPHow1a9bAxMSE/br0ypUrYWVlVerRFRKJBMePH8fWrVvh5OQEkUhU6pF0cvXq1YOfnx/Wr18PsVgMLy8vJCUlYf369ahUqZJgWnv06IGNGzfil19+wejRo1GzZk2cO3cOFy5cAIBSj0xv0aIF3N3dsXDhQnz8+BFOTk64fv069u3bp3R9ZWWXJsaNG4eePXsiPT2dM+pek/qIfDT/4cOHYWdnBz09PZUNqSZNmqBPnz6YPHky/vrrL7i7u8PAwABpaWm4du0aJBIJ+vXrp9E++Pj44Pjx45gxYwZ8fX2RkpKCqKgoWFtbK32XuLm5OQYOHIjQ0FD269JPnjzB0qVLeePRJF88ffo0Bg4ciBEjRkBfXx+xsbFsvvgtK4+66pdUp04d1KhRA4sXLwbDMDA1NcWZM2dw8eJFhXXlZcLGjRvRo0cPaGtro3bt2krbON27d0dsbCwmTJiA5ORkSCQSXLt2DWvWrEHr1q1532teHjTJ9318fNivSDs4OODu3btYt26dQgd9cHAw6tWrBycnJ1hYWCA5OZntiKtZsyYAIDw8HEOGDEFAQACGDBkCHR0dbN26FUlJSViyZEmpygxN2gllkZ6ejoCAAKSlpWH27NlIT0/njOK3sbFR+dBCUyYmJggNDcWSJUvwyy+/oHPnzsjIyMDKlSuhp6fHfv34S1B1nZelHV4e5YQm9Td1+fn5Yc+ePZgxYwb++ecfeHp6gmEY3Lp1C/b29ujcuXOFlHGkfH2TnYyTJk0C8Ok9CCYmJrC3t8fw4cPx448/KrwXx8vLCzt37sTq1asxZ84cZGVlwczMDPb29oIv3ffz88P169exdetWrFy5EgzD4NSpU7C3t0dERASWLVuGkSNHwszMDH5+fhg0aBCGDx+u9n4sWrRI6fJTp07h8uXLyMvLQ3JyMgYOHKiwzqZNm8ptFMeMGTNQvXp17Nq1C1u3boWxsTFatmyJsWPHftEh+KqOv52dHaKiohAREYE9e/Zg9erVMDMzQ7du3RAeHs474lMsFmPVqlXYtGkT9u3bh+joaIjFYtjY2MDd3Z0zvVeV8jr/xRkbG2Pr1q2IiIjAjh07sHLlSpiYmMDZ2Rm9e/fWOO0ymQxSqRQymUww7qSkJIwePZqzTF5J8vDwwObNm9nlyrbp6emJ6OhorFixAsHBwTAwMICPjw9++eUXhXMxffp0VKlSBVu2bEFaWhpsbW0xZcoUhY8Z1a1bFzt27EBaWhoKCwthbW2NTp06YcSIEUrfW0LI5+Dv74/Y2FhERUXBz89P7fKlfv36+P3337FgwQJMmDABpqam6Nq1K9zd3bFo0SJOB+LQoUORnZ2N+Ph4/P7773BxccHy5csRGhoqmL7Fixdj9uzZWLhwIYqKiuDm5ob169cjKCio1Pv86NEjAJ9GZh07dowTZmtri9OnT8Pc3Bxr1qzB/PnzMX78eBgYGKBdu3ZYunSpwsvM+fL1kiwsLLB9+3YsXrwYixcvRk5ODuzs7DB+/HgMHjy41PukjKOjI8zNzfH+/XvOaJhmzZohIiKCDS+uW7duqFatGmJiYjB9+nTk5OTAwsICDRo0UNjvksaMGQMDAwNs374de/bsQZ06dTBjxgwsXbq01J3CAQEBSEpKwtKlS/HhwwcwDFOmhoLc3LlzYWVlhV27dmHDhg1o0KABli1bxn4QiY+hoSE2btyIOXPmYOHChRCJRGjRogWmT5+OwMBAwc5zVbS0tLBq1SrMnTsXMTExKCwshJubG6Kjo5XW7dQtD1VxdHRE586dFUZKikQitesjI0eORFpaGn799Vfk5OSw948qs2bNQqNGjRAXF4dt27ZBJpPB2toabm5uCh95UccPP/yA9PR0bN++Hbt370b16tURGBiIlJQUREZGKqzftm1b1K1bF8uWLcPr169RvXp1LFq0SPDDLOrmixKJBOvXr8f8+fM5+aKvry+mTp2q8f79l5RHXfVL0tHRwerVqzF79mxMmzYN2tra8Pb2xoYNGxQ+OOPp6YmgoCDEx8dj586dkMlkKts4enp62LRpE5YuXYqYmBi8f/8eVapUwZAhQz5bB5K6+f6UKVOgra2N6Oho5ObmwtHREREREVi+fDlne56enjh27Bh27tyJ7OxsWFlZoVmzZggNDWVHQnp4eGDDhg2IiIjApEmTIJPJUL9+faxatUrhwz7q0qSdUBaPHj3CixcvAHyaEVJSWFgYRo4cWW7xBQUFwcLCAps3b8bhw4ehr68PDw8PhIeHo1atWuUWj6b4rvOytMPLWk5oUn9Tl7a2NtauXYs1a9bg0KFD2LhxI4yMjFC/fn3OrLXyLuNI+RIxJT+9RAghhJCv3pAhQ5CcnKzQeUe+TS9evEDHjh0RFhaG4ODgL50cXtevX8dPP/2ERYsWKXzhWR2rV6/GsmXLcPbs2XIbxUIIIaT8OTg4IDQ0FCNGjIBYLP4q3mVIvm1SqRQMw6Bhw4bo378/pk2b9qWT9J/zTY5kJIQQQv5N5s6diwYNGqBq1arIzMzEgQMHcPHiRcyePftLJ418Affv38fBgwfh6uoKY2Nj/PPPP4iJiYGxsTF69er1pZPHcfHiRdy4cQNOTk7Q09PDgwcPEB0djVq1aqF9+/aCv9+yZQuAT1MoCwsLkZCQgM2bN6Nr167UwUgIIf8CUVFRiIqKwi+//IKhQ4d+6eSQb5ynp2eZPy5I+FEnIyGEEPKVk0qlWLFiBd6+fQuRSAR7e3ssWLCA9x2y5L/LwMAAf/31F3bt2oUPHz7A2NgYnp6e+Pnnn2Fpafmlk8dhbGyMixcvYtOmTcjJyYG5uTlatWqF8PBw6OnpCf5eX18fGzduxMuXL1FYWIiqVati+PDhCAkJ+QypJ4QQUhbFv/pctWrVL5gSQj7ZvHkz+/E5+RfdSfmi6dKEEEIIIYQQQgghhJAyKd1n+QghhBBCCCGEEEIIIeT/o05GQgghhBBCCCGEEEJImVAnIyGEEEIIIYQQQgghpEyok5EQQgghhBBCCCGEEFIm1MlICCGEEEIIIYQQQggpE+pkJIQQQgghhBBCCCGElAl1MhJCCCGEEEIIIYQQQsqEOhkJIYQQQgghhBBCCCFlQp2MhBBCCCGEEEIIIYSQMqFORkIIIYQQQgghhBBCSJlQJyMhhBBCCCGEEEIIIaRMqJOREEIIIYQQQgghhBBSJtTJSAghhBBCCCGEEEIIKRPqZCSEEEIIIYQQQgghhJQJdTISQgghhBBCCCGEEELKhDoZCSGEEEIIIYQQQgghZUKdjIQQQgghhBBCCCGEkDKhTkZCCCGEEEIIIYQQQkiZUCcjIYQQQgghhBBCCCGkTKiT8SuyZ88eODg44OXLlxr/9uXLl3BwcMCePXvYZdevX0dERASysrIU1vf394e/v3+p0lmW32oiIiICDg4OGv/u5cuXCAwMhIeHBxwcHDB79myNjw9feuT/GjZsCB8fH/z6669IS0tTWL9t27ZwcHBQeaz27t3LbisxMZETdv78eQwZMgQtWrSAk5MTWrRoAX9/f0RHRyuNQ9m/z3GOSnr37h1+++03tG3bFk5OTmjWrBmGDRuGjIwMwd9u2LABYWFhgsft0qVLGDx4MHtsvL29ERAQgD/++KOc94bf/fv3MXnyZHz33XdwcXGBi4sL2rdvj2nTpuHOnTul2mZiYqLS64EQ8vmUpSz+448/EBERUQGpUr/sXb16NU6ePFkhafivkee5R48e/dJJIeSLUJbfHThwABs2bPhyiVIjHQ4ODhWW135LvsZjLL8m5f8cHR3RokULjBkzBk+fPlVY39/fHw4ODmjXrh0YhlEIv3r1Krut4u1AALh16xZGjBgBHx8ftt3Sp08fzJs3T2kcyv61bdu2XPefT3Z2NlatWgV/f380b94crq6u6NKlC6Kjo5Gfn89Zt2S7teS/Q4cOaRT3zp074eDgAFdXV4UwhmGwY8cO9OzZE25ubvD09MSAAQNw9uzZsuwu+RfT/tIJIP/Hx8cHcXFxsLa21vi31tbWiIuLQ40aNdhlN27cQGRkJHr06AETExPO+tOnTy9zeivajz/+iJYtW2r8u7lz5+LWrVuYM2cOLC0tYWVlBSsrK42OD5+YmBhUqlQJubm5uHDhAtavX48bN25g79690NHR4axrZGSEq1ev4vnz55y4AWD37t0wNjZGdnY2Z/m2bdswY8YM+Pr6Ytq0aTA1NcXr169x48YNHD16FIGBgZz13dzcMGHCBIV0Ghsbq71P5eHNmzfo378/xGIxQkJCUKtWLbx//x6JiYkoLCwU/P327dthaGgILy8vnDlzRuV6GRkZqFu3Ln788UdYWloiMzMT27dvR2BgIBYsWIBu3bqV526pTOv//vc/1K5dGwEBAahXrx4A4MmTJzh48CB69eqFEydOKJxzQsh/2x9//IHY2FiMHDnyi6VhzZo18PX1xXfffffF0kAI+XdQ1vY4ePAgkpKSMGjQoC+XMIF0xMXFwcbG5vMn6j/maz7Gc+fORZ06dZCfn4/r169j9erVSExMxJEjR2BqaspZ18jICC9fvkRCQgK8vb05YaraW2fPnkVISAg8PDwwfvx4WFlZIS0tDX/99RcOHTqEiRMnctavXr06Fi1apJBOXV3dctpjYa9evcLGjRvRrVs3DBo0CIaGhrh27RoiIyNx6dIlrF+/HiKRCIDqdvTUqVPx/PlzjdrYb968wfz582Ftba1wHAFgxYoViIqKQt++fTF27Fjk5+djy5YtCAoKQkREBNq3b1/6nSb/StTJ+BWxsLCAhYVFqX6rq6uLxo0bq71+3bp1SxXP52RjY1Oqwi0pKQkuLi4KDSxNjg+fhg0bsuepWbNmeP/+Pfbs2YNr167By8uLs26TJk3w8OFD7N69G2PGjGGXP3/+HFevXsWPP/6IHTt2cH4THR0Nd3d3rFixgrO8e/fukMlkCukxMTEpt30ri5kzZ6KgoAAHDhzgFP7qFiyHDx+GltanwdV+fn4q1+vUqRM6derEWebj44N27dphx44dFd7JeO3aNcycOROtW7fGihUrOJULb29v9O/fH0eOHIGenl6FpoMQQr4FDMMgPz8f+vr6XzophPznlKXtoam8vLxyu4+/hnpvRSgsLIRIJIK2tmIT/ePHjzAwMPhsafnSx7hevXpwdnYGAHh6ekIqlSIiIgInT57EDz/8wFm3WrVqMDIywq5duzidjNnZ2Th69Ci6dOmi0N6KiYmBnZ0d1q1bxznenTt3xvjx4xXSo6+v/8WPiZ2dHU6fPg1DQ0N2mbe3NwwMDLBgwQJcu3YNTZs2BaC8Hf3y5UskJSWhS5cuGg2wmT59Opo2bQozMzMcO3ZMIXz37t1o0qQJZs6cyS5r3rw5mjdvjvj4eOpk/AbRdOmviLIpC/7+/vDz88Pt27fRr18/NGrUCO3atUN0dDSnw6nkdOCIiAgsWLAAANCuXTuFabnKpl1FRkbixx9/hIeHB9zc3NCjRw/s3LlT6dBzdbRt2xZBQUE4c+YMunfvDhcXF3Ts2JEdpbZnzx507NgRjRs3Rq9evRSmmCqbLn358mX4+/vD09MTLi4u8PHxwciRI/Hx40d22tOzZ89w7tw5dp9fvnyp8fHRhJOTEwAgPT1dIUxLSwvdu3dHfHw853zt3r0bVatWVXjaBnwaqWdlZaU0Lnkn3Nfm5cuXOH36NHr37q3wdFFdZdk3HR0dmJiYQCwWC64rv6du3LiBvn37wsXFBW3btsXu3bsBfHqy2aNHDzRq1AhdunTBuXPnOL9fs2YNxGIxZs2apfLpZceOHVGlShX27zt37mDMmDFo27YtG194eDiSk5NLvc+EfEsmTpyodEqSsnLCwcEBs2bNwvbt2+Hr6wsnJyd06tRJ6dSgmzdvom/fvnB2dkaLFi2wePFiFBUVKax3+PBh9hUW8rJs0aJFyM3N5aQxNjaWTUPxMgj41FkWGxuLbt26wcXFBe7u7hg1ahRevHjBiYthGKxduxZt2rSBs7MzevToofbrIBwcHJCbm4v4+Hilr854+PAhQkJC4O7uDmdnZ3Tr1g3x8fGcbcjL0n379mHu3Llo3rw5XFxcMGDAAPz9998KcZ46dQp9+vRBo0aN4OrqisGDB+PGjRsK6508eRJdunSBk5MT2rVrh40bN/Kev23btqFjx45wdnZm06huPUVe/zhx4gS6dOkCZ2dntGvXDps2bVJ63IqKirB06VK0aNECbm5uGDRoEJ48ecKGr1y5Eo6Ojnj9+rXCbydNmgRPT0+FqWqE/BuUbHv4+/vj7NmzSE5O5uRjcgUFBYiKikKHDh3g5OQELy8vTJo0Ce/eveNsV34PHj9+HN27d4ezszMiIyMBALGxsejfvz+8vb3RuHFjdOnSBWvXruXMehFKh7KpvJrkbwcPHuS95/k8fvwY4eHhaNasGZycnODj44NffvkFBQUFpUrL3r17MW/ePLRs2RLOzs549uwZJk6cCFdXVzx48ABDhgyBq6srO9pQ3XMAfJoO3adPH7i6usLV1RXdunXDzp07v/pjrIy8w1FZewsAfvjhB5w4cYLzGqzDhw8DgMLgBOBTe8vc3Fxph+7X2t4yNDTkdDDKubi4AABSUlJ4f797924wDIMff/xR7Tj37duHK1euYMaMGSrX0dbWRqVKlTjL9PT02H9C5OX+7t274evrCxcXF/Ts2RM3b94EwzCIiYlB27Zt4erqioCAADx79kzt9JMvg0Yy/gukpaVh/PjxGDx4MMLCwnDixAksXrwY1tbW6N69u9Lf/Pjjj8jMzMTmzZsRGRnJdlrxjWBMTk5Gnz59UK1aNQCfGl+//fYb3rx5g7CwsFKl/f79+1iyZAmCg4NhbGyMlStXYuTIkQgMDMTly5cRHh4OkUiEhQsXIjg4GKdOnVL5lPPly5cICgpC06ZNMXv2bJiYmODNmzc4f/48CgsL0bBhQ8TFxSEsLAzVq1dnpxBbW1sjNTW1zMdHFXnFrFatWkrDf/jhB6xZswbnz59H69atIZVKER8fj169eiktxBo3bozjx48jIiIC33//PerVq8fbecYwjNJGsVgsZofMq6Lsd8oIbevPP/8EwzCwtrZGeHg4zpw5g6KiIjRu3Bjh4eFK399RVjKZDDKZDOnp6YiLi8PTp08xbtw4tX6blpaGSZMmYdiwYbCxscGWLVswefJkvH79GseOHWOv16ioKIwYMQInT55ElSpVIJVKkZiYCCcnJ41ea5CcnIzatWujc+fOMDU1RVpaGrZt24ZevXrh0KFDn20UASHfitOnTyMxMRGjRo2CgYEBtm7divDwcIjFYnTo0AEA8OjRIwwaNAi2traYN28e9PX1sXXrVhw8eFBhe0+fPkWrVq0wcOBAGBgY4MmTJ1i7di1u377NdlyFhoYiNzcXx44dQ1xcHPtbeV4xbdo0xMfHw9/fH+PGjUNmZiZWrlyJvn37Yt++fbC0tATwqSMtMjISvXr1gq+vL1JSUjB16lTIZDLUrl2bd7/j4uIwcOBAeHp6IjQ0FMD/vTrjyZMn6Nu3LypXrowpU6bA3Nwc+/fvx8SJE/H27VsMHz6cs62lS5fC0dERv/32Gz58+IDIyEj4+/tj7969qF69OoBPDdhx48axHbQFBQWIiYmBv78/NmzYwI6oOHfuHEaOHImmTZti2bJlKCoqwu+//463b98q3Y+TJ0/izz//xIgRI2BpaYnKlSsD0Kyecu/ePcyZMwdhYWGwtLTEgQMHMHv2bBQWFmLo0KGcdZcsWQI3NzfMnj0b2dnZWLRoEUJCQnD48GGIxWL07dsXq1evxvbt2zmzEjIyMnD48GH079+fRq+T/4Tp06dj6tSpePHiBdspKCeTyRAaGopr165h6NChcHNzQ3JyMiIiInD79m3s3r2bU4e/e/cuHj9+jJCQENjZ2bGj8J4/fw4/Pz/Y2dlBR0cH9+/fx+rVq/HkyRPMnTtXMB3KaJq/Cd3zqty/fx8//fQTzM3NMWrUKNSsWRNpaWk4ffo0CgoKoKurW6q0NG7cGDNnzoSWlhab3xUWFiIkJAR9+/bF8OHDIZVKNToHy5cvR1RUFNq3b4/BgwejUqVKSEpKwqtXr77qY6yKUHurU6dOmDt3Lg4ePIh+/foBAHbt2gVfX1+lr5Bq3Lgxdu7cid9++w1dunSBo6OjwmuvSlLWbtLS0hLslJRKpWoN2lFnW8okJCQA4G/HymQyxMfHo2bNmvDw8FBru+np6ZgzZw7Gjh3LO7swICAACxYswM6dO9G+fXvk5+dj3bp1+PDhg9rfCDh79iz+/vtvjBs3ju0bCAoKQvfu3fHixQtMmzYNHz58wLx58zBy5Ejs27dPsJ1LviCGfDV2797NSCQS5sWLF+yyAQMGMBKJhLl16xZn3U6dOjFDhgxh/37x4gUjkUiY3bt3s8tiYmIUtld8uwMGDFCZFqlUyhQWFjKRkZGMh4cHI5PJ1P6tXJs2bRgXFxcmJSWFXXbv3j1GIpEwzZs3Z3Jzc9nlJ06cYCQSCXPq1Cl22YoVKxiJRML+ffToUUYikTD37t0TjDcwMJCzTNPjo4w8PWlpaUxhYSGTmZnJHD58mGncuDETHh7Om44BAwYwI0eOZBiGYc6ePcs4ODgwL168YI4cOcJIJBImISGB/d2zZ88YPz8/RiKRMBKJhHFxcWEGDhzIbNmyhSkoKFCIQ75eyX8rV64U3CdVvy35r/hxU2bNmjWMRCJh3NzcmJCQEObcuXPMsWPHmC5dujDOzs6C56ykzp07C15jQ4YMYdPn5ubGHD9+XK1ty++pO3fusMvev3/PNGjQQOX1umnTJoZhGCYtLY2RSCTMmDFjFLZbVFTEFBYWsv+K3zPK1s3JyWEaN27MbNy4kV2ekJCgcD0QQhhmwoQJTJs2bRSWlywnGIZh8820tDR2WVFREdOhQwfm+++/Z5f9/PPPKtfjKxtkMhlTWFjIXLlyRaFMmjlzpkJ6GIZhbty4wUgkEub333/nLH/9+jXj4uLCLFiwgGEYhsnMzGScnZ2ZESNGcNa7du0aI5FI1Cp7GzduzEyYMEFh+ZgxYxgnJyfm1atXnOXDhg1jGjVqxGRlZTEM83/5UI8ePTj52MuXL5mGDRsyU6ZMYRjmUz2hRYsWjJ+fHyOVStn1srOzGW9vb6ZPnz7ssh9++IFp3bo1k5+fz1nPw8ND6flr0qQJk5GRwbuffPWUNm3aMA4ODgplz+DBgxk3Nze2/iHf1+HDh3PWO3z4MCORSJgbN26wyyZMmMB4e3tz9iE6OpqpX7++2vUIQr42ytoegYGBSvPbgwcPMhKJhDl27Bhn+e3btxmJRMLExsayy9q0acM0aNCAefLkCW/88vs4Pj6eadCgAee+V5UOhvmUT6xYsYL9W9P8TZ17XpmAgACmadOmTHp6usp1NE1L//79FbYxYcIERiKRMLt27eIsV/ccPH/+nGnQoAEzduxY3v35Go+x/Jq8efMmU1hYyGRnZzPnzp1jmjdvzvTv358pLCzkrD9gwACmc+fODMN8Om49e/ZkGIZhkpKSGIlEwiQmJrLHp3h75t27d8xPP/3EtiUaNmzI9OnTh1mzZg2TnZ2tEIeqNtLkyZN594dh+Ntrxf8VP97qunfvHuPi4qJQbyjpjz/+YCQSCbNmzRq1tz1y5EimT58+bPk6YcIEpnHjxkrX3bZtG+Pk5MTui4eHB3Px4kW14pH3DeTk5LDL5H0D3bp145TvGzZsYCQSCXP//n2194N8fjSS8V/AysqKHQYt5+DggHv37pVrPJcvX8aaNWtw584dhZe6pqens6MsNNGgQQPOtNE6deoA+PRujeLvFbG3twcA9umaqm3p6Ohg6tSp6NevH5o2bcqOpvicmjdvzvnb3d1d4StkJf3www/49ddf8f79e+zatQuenp6ws7PDX3/9pbBujRo1sG/fPly7dg2JiYn466+/cPXqVVy+fBm7d+/Gtm3bOCMmmjRpgkmTJilsp/hxV2XXrl2C6wCf3gHCRz4V3MbGBhEREewTysaNG6N9+/aIiYlR+rLkspg6dSqysrKQlpaG/fv3Y8yYMZg3bx7v+xzlrKys2GnuAGBmZgYLCwvY2dkpvV75rku5nj174v79++zfv/zyCztaJicnB1FRUTh+/DiSk5MhlUrZ9R4/fiy8s4QQjXh7e3PKLLFYjE6dOiEyMhIpKSmwsbFBYmIi73rFvXjxAsuWLUNCQgLS09M5IxKePHmC+vXr86bnzJkzEIlE6Nq1K2ckhKWlJerXr48rV64A+PRBsvz8fHTp0oXzezc3N9ja2mp+IIqRvxC/atWqnOU9evTAuXPncOPGDbRq1Ypd7ufnxxklYGtrC1dXV/a1Iv/88w9SU1MxcOBAzsgLIyMjtG/fHnFxcfj48SMYhsFff/2FAQMGcF4xYWRkhLZt2yp87RMAvLy8lL56Q5N6Sr169RTOi5+fHy5evIi7d++yoywBKEzFl08ZfPXqFfsOroCAAMTHx+Po0aPo2rUrZDIZtm3bhtatWwuWkYT8F5w5cwYmJiZo06YNJx9r0KABrKyscOXKFXYEGfDpPlI2+vrvv//GihUrcOPGDWRkZHDCnj59ikaNGmmcNk3zN3Xu+ZI+fvyIq1evolevXrwzUDRNC9/76nx9fTl/q3sOLl26BKlUiv79+6vctqY+xzEurnfv3py/7e3tERUVpXR6s9wPP/yAAQMG4MGDB4iPj0eNGjXg7u6utL1lbm6OrVu34s6dO7h8+TL++usvXLlyBYsXL8b27duxa9cuznmuUaMGlixZorAddWYjrVq1ijOdXhVNP/768uVLBAcHw8bGBr/99hvvurt27YK2tjZ69Oih1raPHTuG06dPY+/evYIjBnfv3o3Zs2djwIABaNWqFQoKCrBv3z6EhoYiIiJCrY/MeHp6cqaCy/sGWrVqxYm/eJ9BydetkK8HdTL+C5iZmSks09XVLdf3/9y+fRtDhw6Fh4cH/ve//8HGxgY6Ojo4efIkVq9ejby8vFJtt2QjQd7AKLlcPjydb59q1KiBDRs2ICYmBrNmzUJubi6qV68Of39/DBw4sFTpK40NGzbA2NgYmZmZ2LFjB44dO4b//e9/mDVrlsrf+Pr64n//+x82bNiAM2fOsNNBVNHS0oK7uzvc3d0BALm5uZgyZQoOHz6MXbt2cSoNlSpVYt9ToqkGDRqotZ7QtAb5Nert7c1Z19raGvXr11f6Hq+yKj5dol27dhg2bBhmzZqFTp06CU41UHVPqbpe5delubk59PX1lXY6Ll68GB8/fkRaWhpCQkI4YWPHjkVCQgJCQ0Ph7OwMIyMjiEQiBAYG0nu8CKkAyh6KyZdlZGTAxsYGGRkZvOvJ5eTkoF+/ftDT08PPP/+MWrVqQV9fHykpKQgLC1OrfJR3TDZr1kxpuPyBmbzBrU66NKXqfb/yRk3Jxr6qNMgfprx//x4AVG5TJpMhKysLDMOAYRh2CmBxypap2qam9RSha6C4kmWCPO8vvk1HR0c0bdoUW7duRdeuXXHmzBkkJyfzlv2E/Jekp6cjKyuL85C2OHmeIKfsPn716hX69++P2rVrY/LkybC1tYWenh5u376NWbNmlbq9oWn+ps49X1JWVhakUqngQ3xN06LqPewGBgYK03zVPQfy9zOW59ehP8cxLm7+/Pmwt7dHTk4ODh8+jLi4OISHhyMmJkblb9zd3VGrVi3ExcXhyJEjGDhwoGAHmbOzM9uOKiwsxKJFi9j25i+//MKup6enV+r2Vt26ddWeLq2u5ORkBAQEQCwWY+PGjUrbNnLv3r3D6dOn0bp1a5XXW3E5OTmYNWsW/P39YW1tzb7nUv7e1KysLGhra8PQ0BCZmZmYNWsWfvzxR/ZVZQDQunVr+Pv7Y/r06Th9+rRgnKr6BkrTZ0C+POpkJACAQ4cOQVtbG2vWrOGMkjt58uQXTJWipk2bomnTppBKpfjrr7+wefNmzJkzB5aWlujcufNnSYODgwP71Kp58+YYOnQoduzYgV69eimMOJUzMDBA586dER0dDWNjY42/smVoaIigoCAcPnwYSUlJZd4HuYYNG6q13ty5c9GzZ0+V4XxPkhiG+SwvUHZxccH58+fx7t27MjfGVRGLxfDy8sLFixeRmprKeeIofw9K8Q83AcCHDx9w9uxZhIWFITAwkF1eUFCAzMzMCkknIf81urq6SkcBlGzUyil71598mbwibmZmxrueXEJCAlJTU7F582bOe4w+fPigdvrNzc0hEokQGxur9INR8mXytKlKV1lGM5qZmSEtLU1hufydxebm5grxKUuDPI3y9VVtU0tLCyYmJmAYBiKRSOnL+lW9k1FZo1DTeoo614Cm/P39MXr0aNy9exexsbGoVauWwuwGQv6rzM3NYWZmprKTx8jIiPO3svv45MmTyM3NRUREBCc/Kz4TpDQ0zd9Kw9TUFGKxGG/evCnXtKjqBFO2XN1zIG+npKSkKIw8LK3PcYyLs7e3Zzv1vLy8IJPJsHPnThw9epR9t7IyPXv2xLJlyyASidQetSeno6ODsLAwbNiwoVzbW99//71aH3sMCwvDyJEjBddLTk5m33W4adMmwc7k/fv3o7CwUO0Pvrx//x5v377F77//jt9//10h3N3dHe3atUNUVBT++ecf5OXlKe2AdXJywpUrV5CTk6OQP5D/Nupk/A8rOQqLj0gkglgs5nQG5eXlYf/+/RWWvrIQi8Vo1KgR6tSpgwMHDuDu3bsadzJqcnxUEYlEmDZtGjp37ozly5dj3bp1Ktf96aef8PbtW3h4ePC+IL5k55WcfFqtpkPp+ZTXdOlGjRrBxsYGFy9ehFQqZUczvnnzBvfv31drCnNZMAyDq1evwsTEpNSNR3UFBgbi3LlzmD59OlasWCH4kmiRSASGYRQ6Fnbu3MmZNk0IUc3Ozg7p6el4+/Yt+xChoKAAFy5cULr+5cuXOetKpVIcPnwYNWrUYCvjnp6eOH36tNL1ipM39Erew9u3b1eIt/hIjeIfQPDx8UF0dDTevHmj9CuXco0bN4aenh4OHDjAmSZ3/fp1JCcnq9XJqKurq3SkiLe3N06cOIE3b95wRuLs27cPBgYGCtPXDh48iMGDB7P7n5ycjBs3bqBbt24AgNq1a6NKlSo4ePAghg4dyq6Xm5uL48ePo3HjxuxrUZycnHDy5En88ssv7DHKycnBmTNnBPdHTtN6SlJSEu7fv8+ZMn3w4EEYGRmp/YCtpO+//x7VqlXDvHnzcPXqVUyaNIlePE/+c1TlIT4+Pjh06BBkMlmppjQDyvNThmGwY8cOtdOhjKb5W2no6+vD3d0dR48exc8//6xymmxFpkXdc9C8eXOIxWJs27aN9+OLX9sx5jN+/HgcP34cK1asQPv27VUOYOjevTtu3boFe3t73lGnn7O9VZ7TpV+9egV/f3/IZDJs3rxZrXrBrl27YG1tzZnOzsfKyor9qF1x0dHRuHr1KtauXct2KsvTfPPmTU6nLsMwuHnzJkxNTZV+EZv8t1En43+YRCIBAGzcuBE9evSAtrY2ateurfQLW61bt8b69esxduxY9OnTBxkZGVi3bp3SERdfyrZt25CQkAAfHx9UrVoV+fn52L17NwConILGR5Pjw6dWrVro3bs3tm7dij///JPznqfiGjRogKioKMHt+fn5wcvLC61atUKNGjWQn5+PW7duYf369bC0tESvXr0462dlZeHmzZsK29HV1YWjoyNvXKUd9l+SlpYWJk2ahJ9//hmhoaH46aefkJubi1WrVkFHRwdBQUHsuleuXMGgQYMQGhrK+RronTt32Kd82dnZYBgGR48eZdMpL0RDQkJQv359NGjQAGZmZkhNTUV8fDyuXLmCadOm8b6rpTw0adIE06ZNw2+//YaePXuid+/eqFu3LrS0tJCWlobjx48D+L8vuhobG8Pd3R3r1q2Dubk5bG1tceXKFezatQsmJiYVmlZC/is6duyIFStWYMyYMRg2bBjy8/OxefNmlR315ubmGDhwIEJDQ9mvSz958gRLly5l1wkJCcHp06cxcOBAjBgxAvr6+oiNjcXHjx8523J1dYWpqSmmT5+OsLAwaGtr48CBA3jw4IFCvPJyZe3atWjVqhW0tLTg4OCAJk2aoE+fPpg8eTL++usvuLu7w8DAAGlpabh27RokEgn69esHU1NTDBkyBKtWrcKUKVPQoUMHpKSkICIiQq0pTvI0XLlyBadPn4aVlRWMjIxQp04djBgxAmfOnEFAQABGjBgBU1NTHDhwAGfPnsX48eNRqVIlznbevXuHESNGoHfv3vjw4QMiIiKgq6vL5udaWloYP348xo0bh6CgIPTp0wcFBQVYt24dsrKyMHbsWHZbo0aNQlBQEIYOHYqBAwdCKpVi3bp1MDIyUntEt6b1FGtra4SEhCAsLAxWVlbYv38/Ll68iHHjxnHeCa0JsViMfv36YdGiRTA0NOQd4U/Iv5VEIsHx48exdetWODk5QSQSwdnZGZ07d8aBAwcQGBgIf39/uLi4QEdHBykpKUhMTES7du3w/fff8267WbNm0NHRQXh4OIYNG4aCggJs27aNnY6pTjqU0TR/K61Jkybhp59+Qu/evREYGIgaNWogPT0dp0+fxsyZM2FsbFyhaVH3HNjZ2SEoKAhRUVHIy8uDn58fKlWqhEePHuH9+/cYNWoUgK/zGKtiamqKwMBALFy4EAcOHGAfeJVUpUoVtdpbQ4cOhY2NDdq0aYM6deqAYRjcu3cPv//+OwwNDREQEMBZPy8vT2l7C4BgB2t5vTswPT0dAQEBSEtLw+zZs5Gens6ZJWBjY6MwqvHWrVtISkpCcHCwytdfRUZGIioqChs2bGAHw3h6eiqsFx8fD7FYzAmrVq0a2rdvjx07dkBXVxetW7dGQUEB9u7di+vXr2P06NH0MO4bRJ2M/2Genp4ICgpCfHw8du7cCZlMhk2bNinNNLy9vTFnzhysXbsWwcHBqFKlCnr37g0LCwtMmTLlC6ReUYMGDXDx4kVEREQgLS0NhoaGkEgkWLVqFVq0aKHx9jQ5PkLCwsKwd+9erFixQumTH02MHTsWFy5cwOrVq/H27VsUFRWhatWq8PPzQ0hIiMJTruvXr6NPnz4K26lSpQrOnTtXprRookOHDoiMjMTq1asxatQo6Orqwt3dHUuXLkWNGjXY9RiGgVQqVXg3SWxsLOLj4znLRo8eDYA7XdvNzQ3Hjh1DbGwssrOzUalSJTg5OWHNmjXw8fGp2J38/3766Se4urpi48aN2LBhA1JTUyESiWBjYwNXV1ds2LAB3t7e7PqLFy/G7NmzsXDhQhQVFcHNzQ3r16/ndL4SQlSrXr06Vq5ciaVLl2LUqFGwsrLC4MGD8e7dO4WPtACfXjhft25dLFu2DK9fv0b16tWxaNEizihCiUSC9evXY/78+ZgwYQJMTU3RtWtX+Pr6YurUqex65ubmWLNmDebPn4/x48fDwMAA7dq1w9KlSxWmYvn5+eH69evYunUrVq5cCYZhcOrUKdjZ2WHWrFlo1KgR4uLisG3bNshkMlhbW8PNzY3zqo3Ro0fD0NAQW7duxb59+1CnTh3MnDlT6ZQlZaZMmYKZM2ciPDwcHz9+hIeHBzZv3ow6depg+/btWLJkCfvuM3t7e5WvwxgzZgzu3LmDSZMmITs7Gy4uLliyZAknP+/SpQsMDAwQHR2NMWPGsLMMNm3aBDc3N3a9Vq1aISIiAsuXL8fPP/8MKysr/PTTT0hNTVV7xoSm9ZQGDRqgZ8+eiIiIwNOnT2FtbY1JkyZh0KBBasWnSqdOnbBo0SJ07dq1whvVhHwJAQEBSEpKwtKlS/HhwwcwDIMHDx5ALBZj1apV2LRpE/bt24fo6GiIxWLY2NjA3d2dfcjCx97eHhEREVi2bBlGjhwJMzMz+Pn5Reo5XQABAABJREFUYdCgQRg+fLha6VBG0/yttOrXr49du3ZhxYoVWLx4MXJycmBlZQUvLy/2gUdFpkWTczB69GjUrFkTW7Zswbhx4yAWi1GrVi12mi3wdR5jPv7+/oiNjUVUVBT8/PwE3xnPJyQkBKdOncLGjRuRmpqKwsJCWFlZoVmzZggKCmI/MCL34sULpe0tALh7926FD3IAgEePHuHFixcAPo3sLEnZdOtdu3ZBJBIpDFIpTlXbTF2LFi3Cli1bsG/fPuzevRs6OjqoVasWFi5cqPAhO/JtEDGlvZoIIYQQQr4yDg4O6N+/P6ZNm/alk/KvlJiYiICAACxfvpz3vVdlVVhYiO7du6NKlSpqd6Cqq23btqhXrx7WrFlTrtsFgM2bN+O3337DwYMHUa9evXLfPiGEEELIvxmNZCSEEEIIIRVq8uTJaN68OaysrPD27Vts27YNjx8//mpmSwj5+++/8fLlS6xcuRLt2rWjDkZCCCGEECWok5EQQgghhFSonJwczJ8/H+/evYOOjg4cHR0RHR1dqncqfwlhYWFIS0tD06ZNMXPmzC+dHEIIIYSQrxJNlyaEEEIIIYQQQgghhJSJ8m+/E0IIIYQQQgghhBBCiJqok5EQQgghhBBCCCGEEFIm1MlICCGEEEIIIYQQQggpE+pkJIQQQgghhBBCCCGElMk383VpWVERClJTedcpKpDyhotE/HFo6wkfTlmRjDdc6DM8WmKBRADQ0hboOxbYhJZYuO9ZMJ3a4jKlAQAYGX8kWmKBOLSE90Mk4l+HAX8aRDp6gnHIxDr8cQgcyyKB4wAAYi3+AyoQDC2G/7oEAMiKBFZQ46QKEUqHlsA5VysOoYtX4Lopl29lfYZjJZgEdZ4x8eyrWAcioUzxGyOVFeFDbjrvOuVxyP4rn2v7N+zG50ijUDkDCJ9zoS18jlyrPHKDbyVL+bfcw186vzI3soRY65tpqqiNkUnB5GSpDJcWFJY5DpFQxbE8CFxgQnUMtdIodBGrUxcSSodQ7qfOoRRKh1DdtBz2Q6iOLVNjR8qat6mT5wiWRYIFZhnrz2pR50CUw3VT1ji+Cl9Bu0pLTG2acvbNlNwFqam4MeAn3nX+uZPGG24g0MFXw72aYDo+vM7mDS/6yN+RY2hpIBiHiV0l3nBtA/5OL0Mrc8E4pIX86TSpZcMbLthBCKDgQw5vuKFNZd5wbTMLwTi0DPmPFVPEX1HTcWgqGMcHq/q84VkF/IXdy6x8wTisjXR5wy30+Y+3cZHqyqqcdvpT3nBGW19wG4JyM/jjMLHi/70ajRGtvA+84VJjS95wUZHw+RDqkGV0DPl/r0YFSOtjpsAK/Oec0RVIAwBIC1QGiW3qAdr819235kNuOlYfGcm7jn45NNykn6GDQugKFOoYU+PZiGC1UibQUFCnmVDWBk+RGpVfqVA6hR4kqZHIfIE84aOMP1ydOISOt7ZABVxPjQd7QtvQUevhB7+ybuFzND+FrpmvhbgcGl1l2ddfu66CZSX++uS3iMnJQu7+CJXhb28/LnMcOoblUKcToG3AX4fQFkiDjpFwm0jbkH8dkZ7wfor0jfjDtfnbVeo8INcyMuEPr2TGvwED/t8DAKPLfyxkxvx17Gwt4XpjbiF/DiqUv+qrMZimkh7/8RTn8bdpRPn87UsAEAkOrBCgRj2eEWqzlMPACqE4RALpZMqhTBZS5mMNCHayM2L+46Bjag0IrEM0Q9OlCSGEEEIIIYQQQgghZUKdjIQQQgghhBBCCCGEkDKhTkZCCCGEEEIIIYQQQkiZUCcjIYQQQgghhBBCCCGkTKiTkRBCCCGEEEIIIYQQUibUyUgIIYQQQgghhBBCCCkT6mQkhBBCCCGEEEIIIYSUifaXTsDnIiuSIeNJBu869z7k84Y3qKTHG/4oMVkwHWZm+rzhWmIRb/iH19mCceRn8e+Hvjl/Gj6+zRWMw6SmBW94bso73nBpYZFgHFpa/H3gBlbm/L83rCQYh07thrzhhVZ1ecPfgf9YAsDfb/iP59vcAt5wWxPhOIx0+I+VcWEGb7jWx0zBOBht/nSIivL4f19UKBgHtMT8wXkf+OPQMxKMQmpUmTdcVMR//4gK+fcTAGQGprzhWvkC+yFwrAGA0ee/vgXPqcD5AgBIpTwJYIR//40RiQA9Lf483EBc9md7MoFDL0PZz43Q6ZWBfz9lalwfUqE4RPxxSNWIg+HfhDCZ8CpCqShg+DfyUSAcAD7y3YsAPsrUSKgAHYHjrSUQri0Q/ikO/uu/PJ58C6VTUDnkbUJnQ1zWNEL4+i+POMqDUDrUuY8Jl6ywEO/++kdl+OurT8sch44+fxNR24A/XKzLX58DALEO/zo6RvztLh0T4TqfbiVD/nAT/vBP6TDgDRfr6/KGa+kK1+kg48/jtYz463xq1X9NbHjDM6X85/RdrnDbTSqQ+Rnq8OcHurrCpYA4n78tLMrP4Q9Xp/4rUC6L1Ci3BckEjqeY/7pitIS7cURCcQjkvyJROeynEHXKAKHjLRLYDw2SQ8oHjWQkhBBCCCGEEEIIIYSUCXUyEkIIIYQQQgghhBBCyoQ6GQkhhBBCCCGEEEIIIWVCnYyEEEIIIYQQQgghhJAyoU5GQgghhBBCCCGEEEJImVAnIyGEEEIIIYQQQgghpEyok5EQQgghhBBCCCGEEFIm2l86AZ8LwzDIyyviXcdEW8wb/lEq4w0v4A8GAJhKGd5wkQ5/GsRqdAvrmejxhhtaGvKGm9vbCMaRk5LOG66lo8Mfh6S6YBxFefm84TqVLXnDtW1qCMdhWYc3/Mpb/vP1d1qaYBw5BfzXnYuNCW+4k5WBYBz6mS95w0VFebzhzNtkwTgYK4FzJhLx/97QXDAOyPiPFQr5rwkUFQpGIdISOBY6/MdbKBwAGBH/jcpo8We9Mj0jwTi08j7whkuN+e8PMPzXNiBw3Qic72+V0FERCtcSXAMQifjPndA2itQ590LJENiEcAxlp6XGJShQ5AoeiyI19iRPxl/458ikvOFZUv5wAMgTWEdoCwZawpUHXYF1hLahI5DvAYC2wIUlU+PaFFIe2xCMo4y/l36GNH6OOMiXwTD8deSij/x1KWmh8BUstA0D6AtuQ4hIIBOXCbS71IpDoOEkE6ijAwCjz58OLV3+Y6FlVEkwDi3TyvxpMONvmxVa1BSM43lWAW94yoeP/HHIhPOUqsb8bVBTPf52rmFRtmAcWh8zecMF2zxqlFUoYz3+s1CjHi6YTjXqBoIE6kBCcYikatyDIv5+BUHlsZ9EI3TECSGEEEIIIYQQQgghZUKdjIQQQgghhBBCCCGEkDKhTkZCCCGEEEIIIYQQQkiZUCcjIYQQQgghhBBCCCGkTKiTkRBCCCGEEEIIIYQQUibUyUgIIYQQQgghhBBCCCkT6mQkhBBCCCGEEEIIIYSUifaXTsDnIhKJoK/Pv7u6uUW84ZmFMt5wUx3hPltpgZQ3XFsgjWY1TQTjkMkY3nB9MwPecGkh/3EAAF0TQ95wQ2sz3nBGyn8sAcC4viNvuLaVLW94vn1zwThuvsnhDT987w1v+JO0bME46lgZ84ab1hS4LvPeC8aBlMf84QZGwtsQIJIKXBcM/3XHaOsJxyEQhdSsssDvCwTjYLR1BRLBfx8zWsLZpojhv74LjS15w8XZbwXjYHT472OZHv91p9b5kKk+IWI1jgP59xK4nSETWEGgGPq0jlAawL8RqRpxFAmks0AgoXky4bLqg4y/XM8o4s/YcqT8vweEj7e2SMQbriUQDgB6Wvx5n55A3qhOHIK1JIFtCB0HQPi6EiJVIw7hNJR9G8JxlN3nGGlQHukkikRiscowLTH/mZUKtGfU2YYQkRq/1zbQ4Q3XMdLnDzfkDwcAbX3+Op+2vnBdSKcSf5tHy6gSfxxVawvGAeuavMEfzWvxhj99ny8Yxb00/jZPVl4hb7i1sfCx0hXz5+FGWvzlndYH4TaPqOAjfzhP3RUAoCO8H0J1fUYs0JZQh5bqe/hTHAL1bIEy+VMcAvuhzjaECGxD6Hyo064SXEdoP4TqJ+VxHAgHHVFCCCGEEEIIIYQQQkiZUCcjIYQQQgghhBBCCCGkTKiTkRBCCCGEEEIIIYQQUibUyUgIIYQQQgghhBBCCCkT6mQkhBBCCCGEEEIIIYSUCXUyEkIIIYQQQgghhBBCyoQ6GQkhhBBCCCGEEEIIIWVCnYyEEEIIIYQQQgghhJAy0f7SCfhcRGIRjKoY8a5TI6+oTHEYmugJrqOjz3/IdYx0ypQGADAw1+cNr1SjCm94XnqmYByVG9bhDderZssbznzMEYxD29GLNzzHnD8N+++9FYxj9/WXvOGZ2QW84caGwufLtboZb7idiS5vuNZH4f3QMqrEG1748jFvuEiHPw0AINbjv64YU/7rSh2iwjzecKGnIkVmdoJxaBXwX3uMlkC2KBY+54xQGory+X+vaygchxrp4E2DwHEAAEZbOE8jXELnXiqwAiMS2oKwIoZ/GwLBAACZQLjQJoR+/2kb/FsROlaFMuEdKRTY2VwZf0qzpML1gswi/nWyivjjkDFiwTi0RFLecAMtEW+4jog/HBDOX7UEtqEtHIUgNU6pIKk6F3gZFQneAWUn+wz7AYFzWh5pELpuPst+/seIRCJo66uut+kJ1St1hceYiHX58yVtA4H2jEB7BwB0jPjrlTpGBrzhuibCdSVtff56jJ6lheA2xOZW/OGVq/KGM9UcBOP4YMhfh76fmssbfudNtmAcb7P5654WRvzXjame8Dk11OG/tkSFAnVPmXCZKyribysIkqrR/SFULGsJl9tCGG3+482IBdpm6qRBxH8+GIFwod+rRcafTsE0qEHE8NezhOJgAJRDFYYUQyMZCSGEEEIIIYQQQgghZUKdjIQQQgghhBBCCCGEkDKhTkZCCCGEEEIIIYQQQkiZUCcjIYQQQgghhBBCCCGkTKiTkRBCCCGEEEIIIYQQUibUyUgIIYQQQgghhBBCCCkT6mQkhBBCCCGEEEIIIYSUifaXTsDnwsgY5Gfl865jaKLHvw0pwxte9LFIMB2WDpX5t5HHvw19c33BOAytTXnDCz7k8obrmVUSjEPXlH8dkRZ//7Vek7aCcbwyrMkbfv1ZJm/4wduvBON4+uQdb7iZlRFveLfG1QTjaGhlzBuurSUS3IYQxsCEN1zLiD9cpCt8XYn0DPnDc/iPZVEVB8E4CkxseMO1pIX8aRAIB4BsMf/5EKIvcG0DwKts/nSY6PJnvca6/HkRAHwskvGGFwjkVxZiXcE4smQ6qn8PQCy4hW8LwwAy/sMOGQRWYMohPxBMgzCpwEaKhHZDaD8BCFyiKBQ4mIVCOwogV8a/txlF/PdqZpFwuZ4l5T9nDM99BAAikfAZ0RPIdnQF8iVtUdmvqyLB4y0cx+d4si10j6lz/QvGIXAsyiMOIUL3qDqE8vDPEQefssf+HyUCtHRU1yN0jPnLd5FY+E4U6wrU4wXaTDpGwvVKHUMD3nBdE/56p7a+cF1J14y/zqdlyt8uAwCxlS1vOGNTjzf8vb61YBz3UvnbZjdTsnjDn73l/z0AVBa4LmyM+Y9nFYHfA4CBtkA5IOO/rhht4euG0Rao6zMCOXA5lIeMNv+xUGc/oMWfOzJa/G0FoXoYUPY8tFCNSISasWKB/RCqNwMAI1AWaQvEIUT4yiaaopGMhBBCCCGEEEIIIYSQMqFORkIIIYQQQgghhBBCSJlQJyMhhBBCCCGEEEIIIaRMqJOREEIIIYQQQgghhBBSJtTJSAghhBBCCCGEEEIIKRPqZCSEEEIIIYQQQgghhJTJZ+9kjI+PR4MGDeDo6Pi5oyaEEPINoHKGEEJIRaOyhhBCCFGk/SUiZRjms8eppa0FEzsT3nU+vs/jDS/MKeANN63Jv30AKBDYhnEVI95wsa5YMA6jqpV5w0Va/H3L+pVNBePQriHhDRdXMuMNf23eQDCOC88zeMMjjz7kDc9MzxWMw7JaJd7w75xteMOb2gofKzsTHd5wHS0Rb7jM0FwwDiFa2vr8K8iKBLfBFHzkDzcQPhZCRAJ5Q46M//ovkKnz3IQ/DiMd/m18LJIJxmCuz59ObYFznpYrfD4MBdJZKOPfz/ci/usSAAR246v2JcoZdQglSyYSTrfgNgR+L1Xj2AhcPmAE7iOpGodf6BotFEhnrkz4XswoKuQNf1fEf6/lFAnnKTKG/0YRifjTqaMlfL8biPmrawYC5bpYxJ/nAMLXTSEjtMa/Y3KMTOC6Er6q1LuHKprQfmipcc4L1biHyqo80vk1+zJljQhauqrzBB19/vxCSyx8zLUFtqFjxF+v1K3E354BAB0TQ95wPTP+OrquKX84AGiZW/Onwc5ecBuyyjV5w9P1+eO4lZIjGEfi8/e84a8z+duoZgbCdboa5vzH296CP9xMjUqhrsC1xQjVPfWErxuZlkA6ZFLeYJFgWQYwYoF0avHfH4y2nmAchQJZR2ER/wrq5DxCd7rQNoTqgupsQ2g/1CFU5ooFTqlAk0mtY0k08++oERJCCCGEEEIIIYQQQr5a1MlICCGEEEIIIYQQQggpE7WnS0+aNKlcInz+/Hm5bIcQQsh/C5UzhBBCKhqVNYQQQkjFUbuTMT4+HqJ/+XtTCCGEfL2onCGEEFLRqKwhhBBCKo7GH375Wl+mTwgh5L+ByhlCCCEVjcoaQgghpPyp3cloZmaGzMxMtGjRAjNnzix1hMeOHcOCBQtK/XtCCCH/TVTOEEIIqWhU1hBCCCEVR+1ORmdnZ5w/fx5PnjyBra1tqSM0Nzcv9W8JIYT8d1E5QwghpKJRWUMIIYRUHLW/Lu3s7AwAeP36Nd69e1dhCSKEEPJtonKGEEJIRaOyhhBCCKk4ao9kdHFxYf9/584dtG7dukISVGEYQFog5V0l+1U2b7hFPf4nlrpGuoLJEOvy9+tWbliTN7woJ08wDiEG1vz7oVfPWXAb4mp1ecNfV7LnDT/+OF0wjjWHH/CGZ6Tl8IZXsjAQjKO5gxVveD0rY95wG2MdwTj0Zfn8KzD8Lx8v0uVPAwCIC3N5w2WG5fC0XVbEGywqFLg2BX4PAIUCr0fKLpTxhqvz1EToZe/vPvLnE+VBV8yfhkoC+QQAfCziP1i5AscqI0/4XVRWhqqLCOMKeJXVv76cAcB/1IWp84owoThkAhsRuHQ+pQP8K0kFtlGkxo7kM/x7kiPlD8+UCucpGUX862QXiXnDGZlwNUkk4s8zxCL+NBhoCd/vegL5lo7ANtTJG4WuGwikQeh8qpuOshK8PwTCpWpcu4LHqoxpKA9lTePnikPjl8OXg399WSMCtMSq7yaRQB1DWyx81HWM9Pm3YcRfx9YzF667ahsKxcEfrmVaWTAOHTv+9ojMqo7gNt7q8MdzTaD9ePGJcJvn5Xv+erypAX8bs5alkWActcz4z5mZPn95aKQjnIOLtfivPUbojtcRbrsxYv5jIRIoixg1yirBNGjx74cMwh+WKhCo40hlZc9fhepq5RAFBE65IHXSUCS4En+4gTZ96Otz07iTkWGYMhXINWrUQI8ePUr1W0IIIf9dVM4QQgipaFTWEEIIIRVH7U5GCwsL3L9/v8wRNmnSBE2aNCnzdgghhPy3UDlDCCGkolFZQwghhFSczzFzhRBCCCGEEEIIIYQQ8h9GnYyEEEIIIYQQQgghhJAyoU5GQgghhBBCCCGEEEJImVAnIyGEEEIIIYQQQgghpEzK3MnYtm1bfPfdd3jx4kV5pIcQQgjhoHKGEEJIRaOyhhBCCCk7tb8urcqrV68gEolQVFSkELZ3714AwHfffQdjY+OyRlXhrF2seMNz3uTwhleqJryPYh0xb/iH5294w01qVxWMQ6TF33esbWLKG65Vy0UwjhT9arzhhx6+5Q3//dhDwTjevcnmDTezNuINb+YifKy8alnwhjcVOKdGOsL99IXQE1yHj46sUHAdma4hbzjD8P8+r0gmGIehrog3XKTLfz4gkwrGocso5iPFiUX8x1uN0wFdMf9+vM/jPxbZhcLHSkeLP463ufzbMFBjR4T2QyhcKrwbKJQJXDifyX+pnFHjsAtvQ+CGLo+zJnTqhdJQoMa1kyNwEWZK+fODd4XCeWNukQ5vuEzGXw0SaQnnW2It/nQYC9yLRmL+egEA6AqU60LUue6EYhA65+rgP6PCadAS8R9LdQjFIXzGy06dY/k50iF85VU8vmvzc5dA/5ayRiQSQUtHdd6lY6TP+3tGjQqAWJ+/7qqtr8sbLtQWAQAdIwP+NFQy409DlRqCccis6vCGp2pXFtzGtVcfeMMvPE7nDX+Wzt9+BABTQ/7jWb9aJf5wS4E6OAA7E/44hNo06uS+glmbFn+uwwiEq0MoDVpq5CwimVBpJfB7NQ5WWUszdcp1oXp8gbTic1mBJpF611UZ0yBl+GMph+oNKUHtTkaZTAYtDSu5EydOhEgkgpOTE+rWratx4gghhHw7qJwhhBBS0aisIYQQQiqO2p2MTZs2RePGjeHm5oYmTZqgUaNGMDTkHz1FCCGEqIvKGUIIIRWNyhpCCCGk4qjdyZibm4tLly7h8uXLAACxWAwHBwdOOCGEEFJaVM4QQgipaFTWEEIIIRVH7U7GHTt24M8//8TVq1dx/fp1ZGZm4u7duxCJRGAYBr169UKdOnXYp4Jubm4VmW5CCCH/MVTOEEIIqWhU1hBCCCEVR+1ORhcXF7i4uGDIkCEAgKSkJFy9ehWzZs1iC+XHjx/j8ePH2LVrF+e3x44dAwB6hwkhhBCVqJwhhBBS0aisIYQQQipOqb8uXa9ePdSrVw+zZs0CAMTExOD9+/e4fv06bty4gYcP/+/rwZGRkYiMjISZmRmaNm2Kpk2bwt3dHY6OjmXfA0IIIf9JVM4QQgipaFTWEEIIIeWn1J2MJdna2qJFixbo0qULACA7OxtNmzaFSCRCnTp18OzZM7x//x4nTpzAyZMnIRKJ8Pfff5dX9IQQQv7jqJwhhBBS0aisIYQQQkpP7U7GPn36oGnTpuy7SczMzHjXNzY2Zv+/fPly2Nra4v+xd9/xURT9H8A/ey29UEIH6aEFAhKKIiCIIIKAoiAQUFCkiRUF608ewC5KKAJWeBDpKoiIIgI2REGaopRHgUgJJb1d2d8f4Y5c7m5mk70LJPm8Xy8ld9/ZndnZ3Zmdudu93377Dbt27cKuXbuwf//+Ehe6JOxWO878eV6YJjQySBgPksSzz+VIyxF1TZQwbgqxCOMGo0GaR0SzpsK4pdX1wvj50FrSPNb9flYYX7b1mDD+7+FkaR7RNWOE8ZZNqgrjfZpXk+bRslqYuAwWcX07oEjzUCRJFIddGM9XNJymDlWeRsAg3wxk28R5GBSjMB6iOOSZqOI0YWZxHllWeT2kZNuEcatDXIa0XPHyABBuEe+zyCDxdqRqyAMW8Trsqrgu7BqOGQPk7Y0/lfV+xqgoqCbZ92k28fnuD7Jdq0K+72XHT54kni05jwAgwy4+zlNt4ni2Xd42OhziNIoiadcMGs53o7gBDTOKz1WLQX6eGWUdiR9oaKF1kx1Xsg7TIVseKOVWyzubrP3VsA4t26qXbJ8bSuG4uxL7q6z3Nbmp2fju5c0+460GNdedhyIZbxiDxeMVc1iINA9TZKQ4XrO+MK7WbCLN47ylijC+599M6Tp+/N8FYfyvMxnCeHSouK4AoFnNCGG8RUy4MF43SjxGBeTXnhZJX+YPsmtPf7R6OodEAACjZOxlko3tNLTfRsngyybZkDzJuAwA8u3iNFY/VJaWMaSIP7oZg2Q8rmXMQ/6leZJx79692LdvH9577z0ABc8iadu2rSuuSI6QkJAQdO7cGZ07dwYAWK3WkpSXiIjKKfYzREQUaOxriIiIAkfzJOOzzz6L3bt3Y/fu3Th16hQOHz6Mw4cPu+KJiYmuTwXbt2+P2NhY4frMZnPJS01EROUO+xkiIgo09jVERESBo3mScfjw4Rg+fDgA4NSpU/jll1/w66+/4uOPPwYApKSk4IsvvsCmTZsAAGFhl29DPXbsGBo2bAiDhluCiIioYmI/Q0REgca+hoiIKHBK9MMvNWvWRP/+/dG/f39Xhzxt2jScPn0av/zyC/744w9kZmZCURSoqoqHHnoIISEhiI+Pd/0KW5s2bWCxyJ9RQUREFQ/7GSIiCjT2NURERP7lt1+X7tq1Kxo0aAAAyM3NxZ49e3DvvfdCURRYLBZkZ2fjhx9+wI8//ggAsFgs2Lt3r7+yJyKico79DBERBRr7GiIiopLz2yRjYcHBwa6HIQPAypUrYbPZXL/C9ssvvyA9PT0QWRMRUQXAfoaIiAKNfQ0REVHxBGSSsSij0YjY2Fi0bNkS99xzDwDgr7/+Ko2siYioAmA/Q0REgca+hoiISEz3JOPAgQOhKAoiIiKKtVzTpk31Zk1ERBUA+xkiIgo09jVERET66Z5kfOmll/xRjoDLc6jYdTFXmMaYKo6HGcW/JBcbIX/oc9Q1UcJ4ZP2a4jLUqy3NI6hpvDCeWkV8MbTu9xRpHqt++EcYz7iQI4xHxlSR5tGhXS1hfHC8OB5fI1yaR7hF368DWh2qNI3ZoAjj2XZx3GKUlyPXJi6HqorjuXb5doSYxHUlW4VilJ8fwXbxcWMyidcRGSSuSwDIsTmEccUu3s5KIWZpHlZJZaTn2YXxXEkZAcAu2afBkv0VYpYf++dybD5jMZFq6XwVHmWnnwEAo+QQrBMkPn7kex6wSdqdE3lWYVzD6Q6r5PjKsYtLmmoTlwEALth8H18AkGkTN36qQ34EKgbxuWYwiMsQaZRXVphRXE6TIj4ojJK4P8jai9LiKI1y6KxPf+wPWet61ewPWVxSTi1XUAZJfZbKMaFRWelr7CpwId932/b6278Ilw+RdVQA6kqudRKn3yqMB1WtLM3DVKuBMK7UaiKMXwwVj5kAYO+pTGF81/GL0nWcvJgtjEeHiq9NW9cVj/0AIL5mpDBePzpYGI/QMFiwaNjvIlrOVC3jImEeGtoDWRayNWipBVWSSJWM7bT0IwZFXFKjNA95XentzrT0VbJrSn808bL6NEmu1aySzu7q6YXKj4COEbds2QIAqF69eiCzISKiCor9DBERBRr7GiIiIm0COslYu7b8W3dEREQlxX6GiIgCjX0NERGRNvruFSUiIiIiIiIiIqIKj5OMREREREREREREpAsnGYmIiIiIiIiIiEgXTjISERERERERERGRLpxkJCIiIiIiIiIiIl0C+uvSVxOHCmTaHMI04SbxnGuIURy3q/Jy/LP9uDBe/dpmwnhQbFtpHll12gnj6/84J4z/d/sxaR5nj6cJ49ExYcJ4t7a1pHl0blBZGG9dPVwYrxQkn0PPEx8SsEmWtzvkOz1HctxZDIowni4rJIBgk3gdVkkxQyTHPgDYJNsqqwubQ1xGAMhRgsQJrOK6CDbK8wi3iLf1Qo5dGLdoyONURp4wHmo2CuPZVnEZAMAsqc+LOVZhvGaEpK4BGAXHpgJ5PZAn2dlsV+VtimwdVSTH18lc8bEBADmS8znVLm4d02yy1hPIsonPRdUhvkRRFPl5YjSItzVccj6HGcV1CQAWg3g7jIr+c0XLcVEWGPxQFzJloa7kR5X8PJfGS6Ee5FcnGgYapXBMlDcKxO2K7DJFNt4B5NemuxdsE8a7z39QmoexTlNhPCPqGmF8/+ksaR47j18Uxv85ny1dR1SIRRhvVitCGG8RIx6vAED96GBxGYLErYaWa1MZ2ZBG1XJ9IluHZHl/tAaydUgObU1kYx67dEvldSUjukZ3Mkgyka0iRzaA1MDq0NJTiJkl11nBku/N+eH0oGLiNxmJiIiIiIiIiIhIF04yEhERERERERERkS6cZCQiIiIiIiIiIiJdOMlIREREREREREREunCSkYiIiIiIiIiIiHTx269LX7x4Eb/99htOnDiBrKws2O3yX32cNGmSv7InIqJyjv0MEREFGvsaIiKiktM9yXj+/HnMmjULX375paZOuDB2yEREJMN+hoiIAo19DRERkX66JhnT0tIwbNgwHD9+HKqq+qtMARFsUNCpcogwzZHMfGE8yiy+uzzT5pCWo+41UcJ4SIOGwri1YSdpHqt+TxHGl+z4nzB+9niaNI+YOuLtiGtUWRjv37KGNI8mVYKF8UpGmzCeaTNL84iwZwrjqilIvAKjRZpHmEF8oZpuNwrjISZFmkeOTXz+VQoW5+HQdP6Ky2HJvSiM55grSXOwOcTlyLeL45n58nPQYhRvR5jkPL+YKz7uAOB8trgtCY4UH9vZVvngJi9XvK1VQ8XHZpqG7bALjovGVUunzS9L/QwAWCXHsFkRx7Vsomi/AECepAyKvElBml18fFy0WoXxdJv8aSwOVdwuKYr4PDAaxGUAgEiTuBwhBnHcIokDgFFLheqkNw/ZMeMPWsqo9xk9Bg15yPozWS9hdcj7kauBtn478OuQkfU0frulSqey1NcYFAVVg3zXXGWLuG2NNInjWtZRpbH4mk61ydvn7CqNhfH9p7OF8Z9PpErzOHkxRxivHCa/jo+tESGMx1UPF8ZrhsvziAoS17dZcu3qj35I1h4YDRrykFx/SMLQkoVJkkhWToNdfmxCFfcDqmT8l6ehG7FLKsMf7ZCsOmX7Q0t/KDturJKxm5brk2CT7LiSXfeKz6+rvMkvk3T17YsWLcI///wDALj++utx7733omXLloiOjoZSChfdRERUvrGfISKiQGNfQ0RE5B+6Jhm3bNkCRVHQrVs3vP322/4qExEREQD2M0REFHjsa4iIiPxD150rp06dAgAMHz7cL4UhIiIqjP0MEREFGvsaIiIi/9A1yRgaGgoAqFq1ql8KQ0REVBj7GSIiCjT2NURERP6ha5KxadOmAIDk5GS/FIaIiKgw9jNERBRo7GuIiIj8Q9ck45AhQ6CqKj777DN/lYeIiMiF/QwREQUa+xoiIiL/0DXJ2LdvX9x666346quvsGjRIn+ViYiICAD7GSIiCjz2NURERP6h69eld+3ahTvvvBP//vsvZs+ejc2bN6Nfv35o2LAhQkJCpMsnJCToyZ6IiMo59jNERBRo7GuIiIj8Q9ckY2JiIhRFcb0+ePAgDh48qGlZRVHw+++/68m+WBwA0qwOYRqLQRHGo8ziL36GRgZJy1G3WzNhXLnhbmH8vX0p0jzmrtwvjDtUVRivVD1cmse1TcUPxh7cppYwHlslWJpHiKS+rbAI4+H2PGkemUbJtoqrCmnZNmkekUFGYVxy2MEuKQMARAWJ68ooqQtz1gVpHobsi+IEirgM4TgrzcMW00gYP2MVV5ZZVpmAW5vlTY7NLowbNeRRJVR8bF7IsQrjsnMUALKt4nLK8sizidtDAKitoU0LtLLUz2gh27VWDfs+zyFOk2EXHxtnrOJjAwD+zhG3GXl50cK40ZwtzUNRZH2yuJxhRnHbCgAhBnG7ZJK0B6XBrmGfy9oEQylsh1GSh5a6NEHShvthOxySVeSp4uPOrqEMWtroK01LGcUthZz8DJSXwyGo79Ks5bLU1ygKYArxPYQLM4rbvRrB8j1X65ooYbxB33bCuHLdYGkeKw6IrwvnfiKu/87takvziA4xC+PNakZI19EiRjxWqBkuvuYLlYxnAG3XliJWyXUBANglaWTjDaMfuhnZZpo01IPZkS+MK7lZ4jLkieMAAId4fKeaxOPY4LDK0izsivjYzJfsDw27vFTaUKvkwJEdm7LjsoC437Yq4nUEazgHyb90TTICgFoGLrSIiKjsYj9DRESBxr6GiIhIP12TjEuWLPFXOYiIiDywnyEiokBjX0NEROQfuiYZO3To4K9yEBEReWA/Q0REgca+hoiIyD94gzoRERERERERERHpwklGIiIiIiIiIiIi0kX3D78UduDAAfzwww84fPgw0tLSAABRUVFo0qQJrrvuOrRq1cqf2RERUQXDfoaIiAKNfQ0REVHJ+GWS8c8//8Rzzz2Hffv2+Uwze/ZstGnTBi+88AJiY2P9kS0REVUQ7GeIiCjQ2NcQERHpo3uS8YcffsC4ceNgtVqhqmrBSk0mREdHAwBSU1Nhs9kAAL/99hvuvPNOLFy4EJ07d9abdbEYAESZxXeHh5sUYTyqWpgwXq9rfWk5qieOE8a3/psrjP/322PSPA5vXSeMR9cXf/raMaG7NI8hbWsJ462rhQrjdlWahVRGvkMYNxks0nVYjOJ9ninJw2gQLw8AshR5ksqQFFFTLobsi+I8ss5Lc7D+/bswnvu/v4Tx4AZNpXmYHTZhvFKNlsJ4llW8vwAgJVuch2yXmjXs82CTuK05m5UvjFsd8u2oGR4kjMvOMYcqPwmtgpVoWNxvyko/o0Je71ZJxeU55BWbYbcL4+et4vjpvDxpHvnWCGHcbg8Wxh0OszQPkzlLGI+wiOsixCB/4otJ0dSA+qTlPJGlMUjKoCUPvWXQQlZOWW1ref6OWZKHRdK+GjXsT7usLhziktoUeV3aJHnI9of4DL16GK90AUpZWelrFIOCoEjf17j10sXtb8064vYdABr1aSGMR/cfIYxvOys/yj/cJh7TnP7zsDC+8XSqNI9m7a8Rxoe1qy1dR/UwcX0GabtQF8qXXDzILj21lEB2faJK2y392ymjaVyVlyOMy8Y8SnqKNA81R3x9YoyIFq9AQ19lCa8ujMvGh3l2+VjBquGaUsSs4TorWxWf63ZJGcx+OH9k/b7ssqAUhzQVhq5JxgsXLuChhx5Cfn4+DAYDBg8ejDvvvBMtWrSAyVSwarvdjt9//x2rVq3CmjVrkJ+fj4ceeghffvklKlWq5JeNICKi8on9DBERBRr7GiIiIv/QNcm4ZMkSZGRkwGw2Y/78+bjhhhs80hiNRsTFxSEuLg4333wzxo0bh4yMDCxZsgQPPfSQnuyJiKicYz9DRESBxr6GiIjIP3T9uvS2bdugKApGjBjhtTMuqkuXLkhMTISqqti2bZuerImIqAJgP0NERIHGvoaIiMg/dE0ynjx5EgDQo0cPzcs40544cUJP1kREVAGwnyEiokBjX0NEROQfuiYZ8y49PD4kJETzMsHBBQ+Lz88X//ABERER+xkiIgo09jVERET+oWuSsWrVqgCAP/74Q/MyzrRVqlTRkzUREVUA7GeIiCjQ2NcQERH5h65Jxvbt20NVVSxatAiZmZnS9JmZmVi8eDEURUH79u31ZE1ERBUA+xkiIgo09jVERET+oevXpYcMGYLPPvsMJ0+exPDhw/Gf//wHrVu39pp23759ePbZZ3HixAkoioIhQ4boybrYjCYDatQMF6Yxh5mF8ZrX1hbG6909WFqOf8IaCuMLtvwujP+994g0j7odbxXGr+tyjTA+IqGuNI8mlcW3k1hyLwrjecGVpHmk5dqF8fR8hzBuc6jSPKqFiU+BcIt4Hj7HJi5DQRpxOQyKePkgk/yzAIMiXomSnyWM21NOSvOwnTkujOddzBDGLTGp0jxURbytkqrC36l50jwcqnh/nMkU3/ZUNdQizUOWJldy3FzMtUrzsEqO78w8mzCu5bgS5aFCfn75Q1nqZwAVVsnxBUmTkWkXt3sAcNEmTpOcLz4PUq3ivg4AHHZx22gwiPMwmnKleYRbcoTxEIO4nCEG+TEsa6GtDnEKeQuvgeyYKCNkdWGQttDyvsooiWv5ZFyVlkP//pD1I7J2wKbhmJDVlSwuKyMAGKUpxOStlf48SktZ6msMJgMi60T6jCtG8ZlS74YG0jxqDrpdGP9fqHg8s2yLfLxy4ZR4MrdSPXE5W7epIc1jeId6wnjVEPlQODpYfBTbJddjeXb5uZgvSaNKzmeLUd7+KpI2Q8aupd2SF0IY1tRdquLeSLGJr6HVHPGYCAAcueI0SkiYZAVaWkcx2Rgzyyq/QsmXjEElTYU0DgDB0vGE5DpLwz6XnWNmyfEv7w/Lx3Xa1UTXJOO1116LYcOG4aOPPsJff/2FIUOGoHHjxmjdurXrtoNz585h3759OHLkcmczbNgwXHvttfpKTkRE5R77GSIiCjT2NURERP6ha5IRAJ599lkEBwfjgw8+gMPhwOHDh906X+Dypy8GgwGjR4/G448/rjdbIiKqINjPEBFRoLGvISIi0k/3JKOiKHjiiScwcOBALF++HD/88AP++ecftzTXXHMNrrvuOtx9991o2rSp3iyJiKgCYT9DRESBxr6GiIhIP92TjE5NmzbF888/DwDIz89Heno6ACAyMhIWi/wZZkRERCLsZ4iIKNDY1xAREZWc3yYZC7NYLK7nlxAREfkb+xkiIgo09jVERETFo+WH+oiIiIiIiIiIiIh84iQjERERERERERER6aLpdumRI0cCKHgg8ocffujxfkkUXRcREVVc7GeIiCjQ2NcQEREFlqZJxp9//hlAQSda9H1FUaCqquYMnemLrivQFKOC8FrhwjS2HJswXrtPN2H8QqtbpeWY++3/hPFDB84K4/XiGknzaNGwsjD+aDfxOpqE5kvzMGSeEMZVg/jQCjLKH5xdOUS8v6wOqzAeZjZK88i0OoTxPJv2Y9tnHvniPMIt4i8U59vt0jxMBvH5VKmKeJ9bNOwPc36uMB5dT/wri6aY2tI87OHi5x6ZJM1GqIZ9fjZLfHzn2cX761RmnjSPYxezhfFKIWZhXMt2nMsWb0dGnrg9szvkx3atyGCfsWI0+5qUh35GBWCXlFMWT7eJjz8ASM4TH4NnJW2Owx4izcNgFB8/RqO4Pahkkbdblc1Bwniwov9mCxsk+0N2jPj7QC8h2VHhkJTToOFckK1DJl9aSkg3xOCHG2xsku2wquJCyM5RAJAd3bIyaKlrvfvDH2TbqamMkmPPIFyH/+ugPPQ1ilFBWPUwn/GgSPE1Xa1bekrzSGt6ozC+bve/wvhfJ1KleVSuKb7OT2gaI4zf3VZ+XdkyRtzfmbLOSdehZIjbDENwpDBuUzRcY0ubPvExpqH1lfZnkstfTW2jbDPsklWoGrYkLKSSMK7YxdcvBkkfAAAmh3gdjuAIYVwNiZLmkS+pDKvkOj1XMoYFgIx88XbIGDW0bbLrC9k6tPQjsrqQxUPN4rq6CrrbckfTJGNCQkKx3iciIioO9jNERBRo7GuIiIgCS9Mk49KlS4v1PhERUXGwnyEiokBjX0NERBRY/OEXIiIiIiIiIiIi0oWTjERERERERERERKSLrknGZs2aoUWLFjhy5IjmZY4fP+5ajoiISIT9DBERBRr7GiIiIv/Q/U3G4vwKmz+WIyKiioX9DBERBRr7GiIiIv1K/XZpZ0esaPhJdCIiouJiP0NERIHGvoaIiMiTpl+X9qfU1FQAQEhISKnmqygKzMHizW3Yt60wbuh6tzC++uBZaTmOpWQK4zXqRwvjveJqSPMY0aamMF49/4wwbjjxtzQPJThMnMAgrmtbcIQ0D6MtVxiPCQ0Sxu0aPli2OsRxu+TT6bQ8uzQPi1F88ZklKURWvjyPaMmxLfuU3RRaS5pH5ebic1a1hArjWSb5OX8xV7ytKefyJMtbpXkcOic+BzNzbcL42XRxGbRoWE1y/mhglAxq/jmXLYybDPJBUYpgW29uEiNd/kq5Uv2MqgJ5DvG5ZpWci+ds8mP4nFWcxuGwCOMGgzwPk1Hc/la1iNucyiZxGQAgzGCUphGRNN+XEklSGcSftebJlgfgkOxTmyQub+Hl6wiStAeyMmoph2wdDg0TLQ7JR9s2yfmjhayurJJ9mqehrvIl65Cd51r2R5Y1WJxAEZdBkcQBQIG4HCok+1SV73PZOgyK7yPPoWH9V9KV6msMJhMi6/u+1o+oV128fIf+0jy2/5MmjB9LyRLGG9WOkubRsWFlYbxXoyrCeD2TuAwAYDz9P2kaKZNZGFYVccMWEiKvC8Uk7lPzJYOafJv8fM+zideRI1lHhEX+3STxFTTgkGyH1SE/5+2SNKFh4utTc3CkNA9pGUzi9jldw9gtI0ecJl0yJrqQI7+Wy7aK1/HpvlPCuMUk3+dVwsTXeyEW8bWeXUO/fz4zXxjPt4uP3YYx4nFXs2oRCDbruyYld375JqPWT/Cys7OxdOlSAEC9evX8kTUREVUA7GeIiCjQ2NcQERHpU6xvMvbs2dPr+6NHj4ZJ9glMfj4uXLgAh8MBRVFw4403FidrIiKqANjPEBFRoLGvISIiCoxiTTImJyd7vKeqKs6cEd9+W1R8fDzuu+++Yi1DRETlH/sZIiIKNPY1REREgVGsScZBgwa5vV63bh0URUGPHj0QGSl+vkFQUBBiYmLQrl07dOrUiQ9JJiIiD+xniIgo0NjXEBERBUaxJhlffPFFt9fr1q0DADzyyCNo3Lix/0pFREQVEvsZIiIKNPY1REREgaHr16UnTZoEAKhcWfzrYERERCXBfoaIiAKNfQ0REZF/+GWSkYiIKBDYzxARUaCxryEiIvIPXZOMZYk5LBiNb79OmCbkpruF8aO54uo6djZLWo5OjaoI470axwjjjSpZpHlEnjkgjNv+PSaMO4JDpXkYIqoK46pJXE5DZoo0D0e4uC4MpmBhPN/ukOZhkDxG50KuXZyHTZXmkZFnE+eRI45rkWsTb+vFXKsw3riyfJ9nGKKE8WOncoRxoyFTmse57Hxh/MC/6cL4yYviMgBAhqQu7A7xPj2vIY9aMWHCePLFbGH8miri5QGgafVwYbxKuPgcPJueJ80j1GKUpqHLVABZknYnyyGOp9nk7YFNFR+jJoP4PIo0GaR5REna8GijuD8MNsjzkJFtpxZGybPSHJI8ZMtrWYc/lpelkR1XVj/UpUFSF1paC5PkuJAdNVqOCdm25svqyiG/NHao4jSqZB2qquUZfuLaUBTx9YkKeV0pBvE6DLI8NGyGIiuGMIH+47Y8MgYFoUqnDj7jpibthMsft4VI8ziffUEYj68bLYzHSa5RAKBZFXE5ItP/Ea/gpCQO+RFkiBKPZwDAoUjaLav4utAh6U8BwBwkfg5ovl3/uWCVXN9mW8Xn+9ks8bUFIB+PyPqyIKP82sFsFDc8VUPF9S3rhwAgXTJ2u5iTJoyfyxaPNQDgf+fF8wb/nBePFU6lyscjefnifWqT7HNzkLw/PB9qFsarRYrH6zWjxHEAiAgWlyMjV7y/jLIBP/md3ycZT548iYsXLyIvLw+qpCFJSEjwd/ZERFTOsZ8hIqJAY19DRERUfH6ZZDx27BgWLlyIb775BpmZ8m8rAYCiKPj999/9kT0REZVz7GeIiCjQ2NcQERHpo3uS8euvv8bjjz+u6VM+IiKi4mI/Q0REgca+hoiISD9dk4ynTp3ClClTkJubi+rVq2PMmDEICQnBs88+C0VR8P777yM9PR0HDhzAJ598grNnz+Laa6/FpEmTYDTyWV9ERCTGfoaIiAKNfQ0REZF/6JpkXLJkCXJychAWFoaVK1eievXqOHz4sCveqVMnAMDNN9+MCRMm4Omnn8bGjRuxevVqvP766/pKTkRE5R77GSIiCjT2NURERP6h6+cff/zxRyiKgmHDhqF69erCtMHBwXj11VfRvHlzbNy4EV9++aWerImIqAJgP0NERIHGvoaIiMg/dE0yJicnAwDatm3rek9RLv9EuM3m/nPiBoMBI0eOhKqqWLNmjZ6siYioAmA/Q0REgca+hoiIyD90TTLm5OQAAGrWrOl6Lzg42PV3RkaGxzKNGzcGABw6dEhP1kREVAGwnyEiokBjX0NEROQfup7JGB4ejrS0NOTl5bnei46Odv194sQJVKpUyW2ZzMxMAMDFixf1ZF1sSnAIwq7rI0yTFV1PGE/+N1MY792smrQcTaqECON1kCaMq79sk+ZhteWL15GfK4ybK8VI84BBMj+t6Jq/LuCwCcOFPmD2Kscm/2XAfLujOCXykGe3S9McPp8tjJsN4g2xa/iBwzybuBwXc6zCeGaeuK4B4HRmnjCebxPX5fY/U6R5NKkeIYxfyBKXQYszKeL9IZOXK65LADhy9IIwbgkxC+Op2fI8woPFzbdRclwFmeTnaExkkM+YQXYC+klZ6mccUJEhaROyHOK4VcMvmoZJfmQgRNI+VzKJjz8AiJDkYfbD/rdBsq1++HFXvT2RH3oyyHoJLb2QQ3JcyI4bf+Qhq4t8Lb/G6xCXxK6KjyuHKv+BDVWSRoXk2FXle12VpJGWQbKdBcRpZOtQFC37Q5KHQbIOLXlI0hg0HZ2BV5b6GliCYGzWwWc4v2oj4eLZF8XjBABoUS1cGK8juD4AgBpIl+Zh/Oc3Ydx2NlkYV23yayVTlRridWgYryiq+BhVJXHI4pCPaeyS9tXmkJ+LsnVYJQOONA3Xv1ZJOWR5GDU0jbI8ktPFY4Vsq3zsdk4y5jmVKh5Ly+oaANKyxeehbCyQkSEfE9ms4mPPJquLTHlbkZMpHo9k5orHmEYN15MRkjGPLB4ZLL7ulQyZqAR0XT83aNAAQEHH6xQeHo5atWoBAL777juPZX788UcAQGRkpJ6siYioAmA/Q0REgca+hoiIyD90TTLGx8cDAPbu3ev2/o033ghVVfHuu++6OmAA2LRpEz788EMoioJ27drpyZqIiCoA9jNERBRo7GuIiIj8Q9ckY7du3aCqKjZv3gx7oVvExowZg5CQEGRnZ2P06NHo1KkT2rVrh0ceeQS5ubkwGAwYM2aM7sITEVH5xn6GiIgCjX0NERGRf+iaZOzYsSMmTZqE22+/HWfOnHG9X6tWLbz55puIiIiAqqpITU1FdnY2VFWFxWLBf/7zH9cnhkRERL6wnyEiokBjX0NEROQfun74RVEUTJo0yWusW7du2Lx5MzZt2oQjR47AZrOhfv36uOWWW1C9enU92RIRUQXBfoaIiAKNfQ0REZF/6JpklImOjsbQoUMDmQUREVVg7GeIiCjQ2NcQERFpo2uScdq0aQCArl274pZbbvFLgYiIiJzYzxARUaCxryEiIvIPXZOMn3zyCQCgb9++/ihLYBktsNZoLkySa1OF8UaVQoTxULP8EZdVzu4TxvMO/CiMq3m50jzseXnCuDEkVLx8Rqo0D2NYJWHckJMujDvCKkvzUC1h4jLkZYrLoIj3FwDkSPa5TLhFfgqFW4zCeKUQszD+e4p4OwEgzyY+9tLzbML40ZQsaR4WkziPA8lpwnjDmHBpHsck25qeIT62DUb5OWiyiNNY8+zCeFhkkDQP2ToMRkUYT7uQI83jp6PnhfFWtaOE8RgN2xET5juN0SDeBn8pS/2MqgJ5qkOYRhwFQgzyYzhIkibKKG6XtORh1rl/Haq8bXVIksiKIFsekNe3P5RGHqXBroor3C6pbwfEfR0AqKrk2JOUQYWG41KSh6wMqqQMpUff9YmW7VBVfTc0KQbxtQUAKIr4DBFdOpfmnihLfQ0MRjgifN+mbZc0jtXC5Pu9UbT42tR8+g9h3HZ0rzAOAHkXU4RxR754zGMMi5Dm4ZCkMVnl11uqImkzzJL6NMjrW5H0mbIu1aqhQ5StQ3YJbVDkZ6RsKJwpGY9o2Q7ZOjJzxfGcfPE1OgCclYw38m3idaRmW6V55EjK6bBLridlnTIAVVKfWvapjE1Sn+mp4vP4sIY8GlYTjyGrRYjHNBGSsbg/6oHc6frhl8qVCyaKqlat6pfCEBERFcZ+hoiIAo19DRERkX/ommRs1KgRACA5OdkvhSEiIiqM/QwREQUa+xoiIiL/0DXJeNttt0FVVdctBkRERP7EfoaIiAKNfQ0REZF/6JpkvOOOO9C5c2ds2bIFc+fOharhGUxERERasZ8hIqJAY19DRETkH7qe+PzLL79g9OjRuHDhAubNm4fPP/8cffv2RWxsLCIjI2E0ih+ymZCQoCd7IiIq59jPEBFRoLGvISIi8g9dk4yJiYlQCv0az99//4358+drWlZRFPz+++96sicionKO/QwREQUa+xoiIiL/0DXJCIC3ExARUUCxnyEiokBjX0NERKSfrknGJUuW+KscpUCFYrcKU0SpecJ45cxTwnj+nm+kpTh94C9hPCg6XBg3SG7XAACH3S6Mh4SECuNqXq48j7PHhXGlbnPx8mFVpHmoBvHhaTVYhHF7rrgeAMBsUITxLMk6MvJt0jzskmvWc9mS4zLILM3j+MVsYTwnX7wdqTniMgCAURHXVZBJ/IjXHKt8f1y8KD72TBZxHjYNeeRK6ttoFOeRejZLmkfV2hHC+LnkDGE8ulqYNI+zp8TrOBkqPm5sDvlgqm50iM+Y+Gjwn7LVzwAGSc2EGcTHl8Uo75ZDJOsINorLoGjYeyr0DrbleRgkWcgfGi0vo10yaeCQLC+L+4OjjExsOFTx9YeqpVVQxWmk61A1HBWyPCRxnY8r15hHKbSg0jIAUCTnh0PcHhk0nIOK5ES/Wo7/MtXXqCpgz/cZDsoVXx+EZp2XZmE9tl8Yzzh2WBi35YrHVFqYgoOEcYMlWLoO2ZjGkSO/plNCIsV5WHxfKwGAapRfxztKoU2wSgYkuTb9PZ5szCOTpmE8kpkrHnulSq7ztYxH8m3iNNmScVW2hu2wS+rbIalMm6QMAGC3i/NQJWMBg2RsBwDWPPH+kI2r0jSMR05KymGR5CE7Lq+OXqh80TXJ2KFDB3+Vg4iIyAP7GSIiCjT2NURERP6h/+NaIiIiIiIiIiIiqtA4yUhERERERERERES66P7hF6fMzExs2rQJv/32G86dO4ecnBzMmjULtWvXdqU5c+YMMjIyEBQUhLp16/orayIiqgDYzxARUaCxryEiIio5v0wyLlu2DLNnz0ZWVsHDc1VVhaIoyMnJcUu3a9cuPP744wgKCsK2bdsQHR3tj+yJiKicYz9DRESBxr6GiIhIH923SyclJWHGjBnIzMyE2WxGy5Ytfabt27cvYmJikJ+fj82bN+vNmoiIKgD2M0REFGjsa4iIiPTTNcn4+++/Y/78+QCA2267Dd9//z1Wr17tOzODAX369IGqqvj+++/1ZE1ERBUA+xkiIgo09jVERET+oWuScenSpVBVFfHx8XjllVcQEREhXaZt27YAgL/++ktP1kREVAGwnyEiokBjX0NEROQfup7JuGvXLiiKghEjRmhexvnQ5DNnzujJuvjsNhgvnhQnOXFIGL/wy05h3JqVKy1G+t+nhPHgKlHCuDk0WJpHRL3q0jQihjD5hRUcDmFYNUgOLYdNXg5rjjBuNpqF8SCTOA4AuXa7MG6VbKfZIJ+nj7AYhXGDogjjp6150jzSsq3CeIOYMGH8fFa+NI9TaeL9US1SfGweO5spzcNkEden6lCFcYNBXJcAEBwqPi5SU7KF8aq15edHXo74+DYHi4+JzFR5W2Iwirc1OSVLGM/IlZ+DNaN971ObZF/4S1nqZwyKghBJmyCLB0v2KwCYJW2GURJ3qPJ9Z1fF67CjdPa/iJbtkJG14Fo+idX93JlScLWUUYXk+Fb9UVL5OaSXKjk/ygzZdsh2lyofRkguo2A1+L4OK81Wpiz1NXDYYLpw3GfY+vcfwsUzD/8pzSLr9HlhPPd8mjBuDA6S5mGJCBWvo5r8Ol7KIL7ekh6gAFRF0i5J1qHYxdfoAGAwWoRxDZcGUrI+U3btYDbK22eHKh5Xydg1XFsaJdf6dsl25tvkZZSVI98mGQdr2A5VfujpZpeU0yQZo2rZDrtNnEaVnmPy8UhqmnhcdNIkPjYbVhOPg/1xPUnudF3NpaSkAAAaNGigeRmLpaARzc+XT2oQEVHFxn6GiIgCjX0NERGRf+iaZDSbCz5hstnkM9BOZ8+eBQBERkbqyZqIiCoA9jNERBRo7GuIiIj8Q9ckY40aNQAAhw8f1ryM8+HI9erV05M1ERFVAOxniIgo0NjXEBER+YeuScZOnTpBVVWsXbtWU/oTJ05g9erVUBQF119/vZ6siYioAmA/Q0REgca+hoiIyD90TTIOHz4cJpMJu3fvRlJSkjDt/v37MXr0aGRnZ8NisWDIkCF6siYiogqA/QwREQUa+xoiIiL/0PXr0g0aNMD48eORlJSE+fPnY/v27bj55ptd8R07duCbb77B999/j59//hkAoCgKHnvsMVSrVk1fyYmIqNxjP0NERIHGvoaIiMg/dE0yAsDEiRNhs9mwcOFC7N+/HwcOHICiFPy0/CuvvOJKp6oqFEXBxIkTMXLkSL3ZEhFRBcF+hoiIAo19DRERkX66JxkB4KGHHkKPHj2wePFi7NixAzk5OW5xs9mMzp07Y9y4cWjXrp0/siw2NT8X+fu2C9Oc+f5XYfzs3hPCeEilYGk5LBHiNDlnL4pXUK2SNA/FKL4LXrXlC+OOrAxpHsaIaHECuzgPJVscBwDVEiaMO8KqCONGVZoFktPzhPHq4RZhPDVX+68Q+nI2S1wXVrtDuo7alUOE8ePns4tVJm+uqSLeHweT04Tx6FCzNI9zNvG2ZufIjxuZ/ByrMB4eLT5Hc7PEywNAXq44jS1fvJ0hEeLjDgAsQeLmOz/PLo6HyI+rFMH5YXdoOMH8qCz0MwqAcEn7GyaJmw2KH0vknQFa8hDvX3vp7n6vDIp8O2StjlW6Hfo31KGK16FlO2Rkz76xScpQWhRJfaqKuF1SHUZ/Fsd7Hqo/zsHAn8fwSzl1FkFDGRTZ8S1cR+lvY1noa9T8POQd+NFn/PR3u4XLp/3vrDQP2VjCaBbHTSHy6zVZHg67+DpGNp4BAGhJI6HYxdf6BmuOMC6/2gJgFl/Hy9jEVQUACDKJ69vqEJfUqOF0zJNcx8uuHYwaroFk158WyXFlMcn7kQzJ+E5WBkXDdqiqpK5kdalhfGiU7HNVsh02q4YDS8IgOXC01FV+jnh/pGWLx10XMsXtQGmPaSoCv0wyAkBcXBzmzJkDm82GI0eO4MKFC7Db7YiOjkaTJk0QHCyfgCMiIvKF/QwREQUa+xoiIqKS89sko2uFJhOaNWvm79USEREBYD9DRESBx76GiIio+HRNMs6dOxcAMGzYMFSuXFnTMmlpaVi6dCkAYNKkSXqyJyKico79DBERBRr7GiIiIv/QPcmoKAr69OlTrA7ZuRw7ZCIiEmE/Q0REgca+hoiIyD9kzwonIiIiIiIiIiIiEir1SUarteDXf0wmvz8OkoiIiP0MEREFHPsaIiIiT6U+yXjo0CEA0HwrAhERUXGwnyEiokBjX0NEROSpWB+9ffLJJ17f37JlCw4cOCBcNj8/H8ePH8eaNWugKAri4uKKk7Vu9pxcJG/+Tpjm9zW/C+MRNcJ0lyMvLU8YD68VIYzbc8XLA4DDahPGVbtDGDdkpkrzMFWtIYwruRnCuD2imjQPJU+8DltYjDjuEG8nANSKCBLGrQ5VGDcqijSPcIv4NLuYYxXGDQZ5Hhcy84Vxu2Q7WteJkuZx+EymMB5iMQrjZ1NzpXk4JMdmUIi4Lu02+T63WcWfreRkis+xqCqh0jwUyT6zGiXnqGR/AUCe5LjJShdvR3CoWZrH2Qzf67Cr8jKWRFnuZwwKEGoUH1/hRvF5ouF0h01S97I9Y5OmAAwQF0SRrELRkIes+ZRVhUHDIShrEaRtuB8Oc4M0D3km0u2QxMUtTimSHTiqhhMgwBRZGQGoV0E5pXVZKuT1IKsrVcM6AqEs9zWOvDyk7NznM/73lr+Ey6t2+bETFCm+PjaHi68hQirJ8zAF5wjjsvGMLA4Aar742lO1ia+fAcBgF19vqaq4hVYc8nIqsnUo4lbeYpSfR/l2cdxsEF+/mCXXNwBgkqQxKuJCyMYrWkQEi8cK+ZKxhpZy+KOcioYxpF6ycZHRJNlfGva5rM+UjWO1jHnybeJzyGYVH1c5koM/QEOaCq1Yk4xTp071OCFUVcWbb76peR2qqsJgMGDkyJHFyZqIiCoA9jNERBRo7GuIiIgCo9gPEVG9TPV6e88bs9mMuLg4PPDAA+jQoUNxsyYiogqA/QwREQUa+xoiIiL/K9Yk45YtW1x/q6qKm266CYqi4N1338U111zjczlFURAUFITo6GgYJbeKERFRxcV+hoiIAo19DRERUWAUa5Kxdu3aXt+vVq2azxgREZFW7GeIiCjQ2NcQEREFRrFvly7M+atqREREgcB+hoiIAo19DRERkX/IfzKIiIiIiIiIiIiISICTjERERERERERERKSL5tul586d6/fMJ02a5Pd1EhFR2cR+hoiIAo19DRERUeAUa5JRURS/Zl6aHbLD5kDGyVRhGkuoWRhXjOIvfuZezC1usTyEVg0VxnNyMqTrcOTbhHGDRbzbFZO4HgDAnnZeGDdZgsV52K3SPBwR1YXx4LSTwrgtQv7gbruqStOIhJrlvyyYlifeH7UjxXV1IUdeV3lR4nWkZOQJ4weT06V55FjtwrjdIa7LJrUipXnk2xzC+JETaeIy2MXLAwVtgYg5SHx+nDkuLgMAhIRbhPEo2XmekS/NIzhMfJ7KtqNm5RBpHlEhvvMw+Lk/AMp+PwMAZkn5jX7YPJMkD8mpCPlZAqgQr0R2G4S4tdC2DmlcS11K6kLWB8jqGgCssn0uyUPL/pCdbw4/bAcM4nXkSQ4sRUN3qqqlcQONpJySgpZOGTVQJftMWuFarm9kx4W+ayRAXt9XQlnvaxw2BzKTz/mM+2M8ImOXXBMaNVwfm4LF5bTliq+FHFbx9TUAqDbxNbSar6GubOJraCBCHFbkbYoiycNsFF83SoaoBXlIOpsgk3glZqv8nImwiPe7rK/K1XAdLxtvZOaKjwvZWAMAjJILjCjJnEG+TX78pzvE+9xuF5dB0XARZJCkseaJz2OTWX5gBQnGCoB8bKZlPCHb1iDJmCdEclwGYEhT4RXrh19UnRMyhfm7cyciorKP/QwREQUa+xoiIqLA0DzJuGTJkkCWg4iIKjj2M0REFGjsa4iIiAJH8yRjhw4dAlkOIiKq4NjPEBFRoLGvISIiCpyr5MEzREREREREREREVFZxkpGIiIiIiIiIiIh04SQjERERERERERER6cJJRiIiIiIiIiIiItJF8w+/lHWKUUFotXBhmjqdzMJ4yu/nhPGwmpHScmSfyxbG87PyhfGQKmHSPPIzsoRxU2iwMG7JFS8PAKpFvA7V4RDHFfn8tiHrvDCeE11PGDdKcwCig8WpUnPtwriGzUCoWZzoQo5NGDcaFGkeBkWc5prKocK4xSTfkFOpucL4eUk5T6XmSPOoFik+riKjgoTxvHzx/gKAWjXE7UDyvxnCeJWaEdI89DJo2B82q/gcc9jE8TxJHACiQ323iRoOywrHoQJpNvExmC1pG2PM8m7ZoRarWB607Du7JA/ZOrR8gqlCvBKDrAwa8pCVU9ZP2FSdlQ15+6zp015JOWR52DVsh6wcBkjaHA0doiJZh6qK94iiyLdDVfU1Tooi70cgOXZlZNtZkIX+Y09OXx5a9ocsD0VnGSoiU1gIGgzu5TNevcMJ4fK7Zn8tzUMxio9xh6STsFu1nEdi9lzxmMiWkyddhzlPfO2q5mgY8+SL16HYxeVUDfJ+XZZGkbTxIRquGx2q/LpPJEhDHrmSa0uzpFMONsrziBJcmwKAXXKRFJIvb39DLeI0smto2fIAkB8i3g6DpC5UVX5c5WZZhXGTWdI+a7hglKUxOCRxDceVQZKHbBwri0tOLyoBfpORiIiIiIiIiIiIdOEkIxEREREREREREenCSUYiIiIiIiIiIiLShZOMREREREREREREpAsnGYmIiIiIiIiIiEgXTjISERERERERERGRLpxkJCIiIiIiIiIiIl1MV7oApcVoMaNq60bCNKmHTwjj9XtWFsaDosOl5bBl5YrjuXnCeHCVKGkelogwYVwxiueWVatVmocjO0O8jrwcYdyQ+q80DwRHiMOZZ4Txi0Ex0iwiLUZhXFXFy+fYHNI8IoL0nWZpuTZpmlCzeDuOX8wWxkMk9QAAoZI0CQ3E58c/58VlAAC7Q1zhRoMijAdp2I6cfLswbpLUZViERZpHviSPfMk+tebJ93m1muLzI19ybMriWtOQO1mNSQ5xnMmX73sZSRaINMk/X9S7HQrE52oB8UoUySq05CBvfcVrsavyXGyygvqBrFeW7VGjrDODfJ8bFfE6ZMeEFooiK4WGTGT7Q5VcA/khCzlxH+Ef/vgeAfuAq5KiQLEE+wybQoKEi3d68hZpFsZg8bWObCxx9NMfpXlYIkPFeRgk56pDfnw68sXjLoMkDgBqnmQdOeniuIZyqpYQYdwYLN6nQUZ5o2R36Gu4wjRcY1vt4gbUKukogkzyusqyittP2ZgmOtQszUM23siRlCFHw7WcrJyyMmi5Rg8WTwn4hS1fXA6DZDvMQfLjyihpbyyS61pZXWq7ZqXi4DcZiYiIiIiIiIiISBdOMhIREREREREREZEunGQkIiIiIiIiIiIiXTjJSERERERERERERLpwkpGIiIiIiIiIiIh04SQjERERERERERER6cJJRiIiIiIiIiIiItKFk4xERERERERERESki+lKF6C0qA4V+RnZwjSWiDBh3BhsEcZtWbnScpjCgnXFo5vUk+aRdyFNGDdHhArjtsxMaR7BNcTlUIxGcdwgn99WVYc4gSJeR6RZmgUyrOI88u2qMG4xKPJMzOJy5lrFcUkRAAA1I4KE8WyrXRi3OiR1DaBeFfFxs+d4qjBeM0p8bAPA2Yw8YbxOZXEZcvLF2wkAdsm2VosUl/NUao40j4Y1IoTxnHybdB0yFpP4HDNKjs0Qs3h5AIgK9X0SGRQNxz5dlVIl7QEAyFoEVdIuhRjlbbzsCJLlURqMGo5zk2RL7H7YEOnZKimnQ8N2yPaY/IJRQ/srqSuHpBSqhs/GFUl1q4r46NbUtKl6P6MvjfZT3q/LKLLK1LQS2bWcKI+roBEog2TX2FquwfXm0WRIT+k6DGGR4jws4uux9L17pHmodsnxZxKP7QBAdYjbNtVmFa/AIj+OFVu+MG5WxdeNNkV+TadIGjfJcAV2o7zdCjaJV5JnF8fDLfLtsDrEvZHs+tciKaMWQX5Yh+w6Pt8mPu7sDvlxlWcTH/9a1iEjW4dsf2ipS9k+Cw8WD/rDg8XHDIc0/sdvMhIREREREREREZEunGQkIiIiIiIiIiIiXTjJSERERERERERERLpwkpGIiIiIiIiIiIh04SQjERERERERERER6cJJRiIiIiIiIiIiItKFk4xERERERERERESki+lKF6C0qA4Hcs+nC9Pknk8TxoOiwyXxCGk5ZOtwWG3CeE7KBWkelsgwYdwQIo6b6zSW5mGqXlcYd2SkStch44isIYwrtjxh3JAr3p8AEGkR14XdJD5F8u2qNA+7Qxw3KIow3qRKiDSPE2niuqgfLV7HxVyrNI9Qs1EYj2pSVRhPyxMf2wBwNkO8HdUigqTr0OvkxRxh/HrJdgLA3hOpwnioRVyXMRHB0jxyrHZh/JoqocJ4WrZ8n1tM/BzqaiRrdRyqvF0KtAy7+PgEALuknDbJZgQZxG1naZGdJWZJG69pf0nWIatLk2R5QN4X2RySzkwD+S4T52HVUAaHItkjqh/aNUVSDlW8oRp2h5SKwB//iqy1UeTHrmwdZsV3W3F1nOFXKYe8jdXDYBZf/8rGEjCIr3O0FUK8juguN8pXEVFJnCBYPnZTzycL44rJLIw7JPGCTMTniWIVX5sGB8m3w6qzCTdL2jVAPlYIklxXmjX062ajeB3ZkutjLX1uZJD4+L+YI76GNpbC9YndId+O7HxxXcjKmalh7CYjG0sYNXSIEcHi/SHLQ3Zcyq5/qPg4giQiIiIiIiIiIiJdOMlIREREREREREREunCSkYiIiIiIiIiIiHThJCMRERERERERERHpwklGIiIiIiIiIiIi0oWTjERERERERERERKQLJxmJiIiIiIiIiIhIF9OVLkBpMZiNiG5UW5jGWqOyMK46HMJ4UHSEtByWStHiBAb9876GiErCuKl6XfHy4dHyTBRxOZXKNYVxe3QteRZ5WcK4I1hc36rRIs1DNYhPgXDJ/rBrOIPsZlUYN0l2udGgSPOoFGyWrEO8fNVQeV1dzLUK47k28fkRbpFX1nUNq0jTiFzIyZemsUgqIyYySBg3azhHb2xeTRg3KuJ9mpYjrmsACLEYhfGIIHF9N6kaJs0j2+p7n2o5LisaFYBVFZ/vkrBfOCDORHymaiPbDpuGDZWVwyFZR5Zdnoddsg5ZXRkQ+ONcS5si2w7ZGmzFKI/PPCTl1HJBKdunsrhJ3OwBAGyq9MiSr0S2htI4kSXs6pVvg81++KqCSXQ9eeU38aqkGE0wVa/nO24JFi4vG89oWYcSJIkb5CerYhJfuyoh4usUJThcmodqFl/TaRor1G4mjNssIeIVSMYaAACHuJWWjVcgbfeAYMmAwyg537T0VUZF3DbK+jKjIt8fUcHibbVKrg2yrXZpHtmSa+hKIeJjt3ak+PzQwurQV5cA4JCswyC5lpfVpRay/tKsYTwRaha3JybJ2K6yZH9xTON//CYjERERERERERER6cJJRiIiIiIiIiIiItKFk4xERERERERERESkCycZiYiIiIiIiIiISBdOMhIREREREREREZEunGQkIiIiIiIiIiIiXTjJSERERERERERERLooqqqqV7oQpUF12OHITBUncoirQlZRikE+ZytNo0hXIaeI81CMJvHyGrZDd0ENRnka2aGpSMogiwNQ/VLhsjzEJIedphLaS+E0tkuycOg8f/zBoaEeZPUpPc81lEPvOmTHBCA/vA2SBAYNGyIqR5jFKM2jorE7bEjLPi9MczXU2NXS6cvLob+kZeEKpzSKePXkoa8kmpYuA/vcH66GzfRLeyZYSdWwGJgMkmvWCkhVHUB+ru8Edrt4eQ1HjyK9xvbD91T0XsdrKYNfrlP0jjf8cOUoycMf4xl/tClarl+FZdCwvOz4la1CUx6SRP7IQ1oG/auQbofsPL9apon0jjcMkkFPsMnAMY2fVZhJRiIiIiIiIiIiIgoM3i5NREREREREREREunCSkYiIiIiIiIiIiHThJCMRERERERERERHpwklGIiIiIiIiIiIi0oWTjERERERERERERKQLJxmJiIiIiIiIiIhIF04yEhERERERERERkS6cZCQiIiIiIiIiIiJdOMlIREREREREREREunCSkYiIiIiIiIiIiHThJCMRERERERERERHpwklGIiIiIiIiIiIi0sV0pQtwNbDZ7Dh++gIUAIX+V0BR3NIqUNzCrheF0ikeyylu/1xai8e6C6crGin6huKxziJxbysoznq9lENxy9J7WYvWoVJkWc90RfL0yKfw+0X3RdE4PLjtFS/bX3RXetnbPlfqo+r9t4wwjQrPl0XeK5zOI+QlrSpY3lceRZfxWIfquZwKqLL1uJYrtKzqPa56pL+8zqKr8FyX6iN7tdCfRevARx5F417zl69T9VJfnkVXPcJFN81Ljfo8HHyt02P3Fvq7Ur1aMJrYhRSHzWbD8eOncPnzPQMKzmznv7j0b6G2R9hoeXl96T1v3ZTna9/tva/1it7TXOYiMVm/JIt59svelvHWvhWmCttuZxrZOjwW1bG8+8oux8T9heo9jdb+zcuyXnd7kZ2t9XARvu/resbLO8U8RIR9sLT/9bpbxNcj0l3tNV2R7fJxjVjkatNrWs8aKnqiitYlK4tS5J9CbVeRRqToceLRSIiunS/9XfTaj8RsNjtOnL5Q8MLtYtvHMeK1P/C1XwTHkbfj1dt55zEe8NaJeC2KeL2idRdJr3hk6blO92pxPx98jWl8jWe8lbXkY5rLBZV17UXPb19tY0na02IvI0zj7ZrYx5ikxOOZQml9X5wL1lF42ZKOaXxd+6tFNk0wpvExFnK+Fo1nCl6WYEwjGutI1uk2pnEbI3mOOkSb5mtM42MveV2nrzGNCqAyxzR+x9oEcPz0BTTr/yQUg9H1H4CCv41GGIq+ZzAUeV2QrvBrQ9G4l/UWXYfBcKkTMChQFMX9tUGBQSn41/mewaBAuTRWdaZ3i3tLr1xexpne2dE5XxsvLWO89Hfh1yaP9wweaYyK92WKrlOUj3M9AGBQFBgVuOrDqCge77leK5fX4XzPFTcouJT88joMhZYp9J5zGUUBDM7OWQEMyuWO33DpAtpQqLO9vEyh/eK2zOX3gILlCuJF37t8ca6oKqA6oKiOgjdUR0FLeem1ojouvedwvQeH4/L7gCu9+zoc7utwCNYLAA47VIcDcNgvv7bbC5ZzxQteq4XSwOEoSOd6fWk9otde1utMo9odBf8Vee24lIfqcHikcdgvv1c0TUF1OV97rsPhsYx6eZ0OFY5Lr52xwq8dDvXSe86yFnl9aXm1UNxhVwuVW720jKPQelU4VBX2S72lXQXsqopLYdff7nEtaVRcqnGf8cLv/d+R7YhpWA+k3fHjx9G40W0AIgEACkKhIAxA2KV/C96DwQKloHsoaK8Lt/VGAAYUeV0Qdy7jjCuuBs/5GkVeK+7pL627IN9Lebpeo8hrX/FCZTUUKasiixc0nopSqKxKkbI6X7saXWefWei1c3nnIgYFUBxQnJeUilrwt3KprYNa8J5y+ZJTURyX/i3ynqK6LeOa1LsUc8/Dy3uKClw605RLy1/Ow1Hwt1ue6uX3C79XtOyF8jDAAeOl9AZFgeHSv67D41JfZyj02ojLfaErfZHXBburUH/psUyR/hJeXitKof6yYFBucHvtvs7CfbArDs/+8nKfeyle5HXhPtiVb+F+udDrgipVUKhKC3Iq/FpVCu9+t/Qeabyss/Ayimq4VFYjFBjg3FOKUvC3olyOGxQDFKVwvOB14TSKYoChcJpL63W9NhRKb7icXjEUXofnNarztcHbNa3g+tktjfNa2Wh0/eeMG4q+ZzTCYLGAiuf46QtoPuApAEX2jdHX/jNIxyiifQ7Ald59mUJjkEJjFOd7zjGK67WzHysyJvGW3lBovYoBwvGTr/GGyeM9g0caAK4xjfN14XGQdBxTZGx0ebxRUGZv77m9LjSe8j7Ogfs6DEXa7iLjHI/2UPHxHoouU2i/KJffc+1b1zKe77n2nXJpPANcHo94G6MUHac4io5JfK3Dcfk9h5f1uq3z8rW+c9wB4PLYwzmeAS6PaQq/ttvdx0JFx0aC9Rbka3eNKQriDo/XDrv3NI7Cr72Nhdxee67D4bGMhjHJpfHM5fcuj4Vcrx3OsZFaZKykXiq3WmgZ99fOMY1sjOIcz8jSOOMOiMcxhd/7z1GOafyNt0sTERERERERERGRLpxkJCIiIiIiIiIiIl04yUhERERERERERES6cJKRiIiIiIiIiIiIdOEkIxEREREREREREenCSUYiIiIiIiIiIiLShZOMREREREREREREpAsnGYmIiIiIiIiIiEgXTjISERERERERERGRLpxkJCIiIiIiIiIiIl04yUhERERERERERES6cJKRiIiIiIiIiIiIdOEkIxEREREREREREenCSUYiIiIiIiIiIiLSRVFVVb3ShbjSbDY7jp++AAVAof8VUBS3tAoUt7DrRaF0isdyits/l9bise7C6YpGir6heKyzSNzbCoqzXi/lUNyy9F7WonWoFFnWM12RPD3yKfx+0X1RNA4PbnvFy/YX3ZVe9rbPlfqoev8tI0xT5LRVvbxXOJ1HyEtar02BWuTPovlKXkP1XE4FVNl6XMsVWlb1Hlc90l9eZ9FVeK5L9ZG9WujPonXgI4+ica/5y9epeqkvz6KrHuGim+alRn0eDr7W6bF7C/1dqV4tGE0mkHY2mw3Hj5/C5c/3DCg4s53/4tK/hdoeYaPl5fWl97x1U56vfbf3vtYrek9zmYvEZP2SLObZL3tbRnapowrbbmca2To8FtWxvPvKLsfE/YXqPY3W/s3Lsl53e5GdrfVwEb7v63rGyzvFPESEfbC0//W6W8TXI9Jd7TVdke3ycY1Y5GrTa1rPGip6oorWJSuLUuSfQm1XkUak6HHi0UiIrp0v/V302o/EbDY7Tpy+UPDC7WLbxzHitT/wtV8Ex5G349XbeecxHvDWiXgtini9onUXSa94ZOm5TvdqcT8ffI1pfI1nvJW15GOaywWVde1Fz29fbWNJ2tNiLyNM4+2a2MeYpMTjmUJpfV+cC9ZReNmSjml8XfurRTZNMKbxMRZyvhaNZwpelmBMIxrrSNbpNqZxGyN5jjpEm+ZrTONjL3ldp68xjQqgMsc0fsdJxnLs33//BQDUqlXrCpckcMr7NnL7yrbyvn1UvvB49cQ68cQ68Y714ol1QnpVhGOI21h+VITtrAjbSPpxkrEc69mzJwBgy5YtV7gkgVPet5HbV7aV9+2j8oXHqyfWiSfWiXesF0+sE9KrIhxD3MbyoyJsZ0XYRtKPz2QkIiIiIiIiIiIiXTjJSERERERERERERLpwkpGIiIiIiIiIiIh04SQjERERERERERER6cJJRiIiIiIiIiIiItKFk4xERERERERERESki6KqqnqlC0FERERERERERERlF7/JSERERERERERERLpwkpGIiIiIiIiIiIh04SQjERERERERERER6cJJRiIiIiIiIiIiItKFk4zl1Pfff4/HHnsMN910E2JjYzF9+nSfad9991306NEDcXFxuOOOO7Bz585SLKn/TJ06FbGxsR7/bd++/UoXrdj+97//YcyYMYiPj0fnzp0xY8YM5ObmXuli+cXatWu97qfXXnvtShetRP755x8899xzGDBgAFq0aIF+/fp5Tbdt2zYMHDgQcXFx6NWrF5YtW1bKJaWKZMeOHRgxYgQ6deqEVq1aoWfPnnjxxReRkZHhlk7rcVle+onCsrKy0LVrV8TGxmL//v1usYpUL1rb5IpUJ06rVq3Cbbfdhri4OHTu3Bnjxo1zi1e0OklMTPR6rMTGxuLzzz93pato9UL+V5xr+rJ6HNntdixevNjVVyckJGD48OH48ccfPdL26NHDa33k5eVdgZJrV97GM1988QUmTJiAbt26IT4+Hv3798dHH30Eh8PhSlPWx6P+viagisl0pQtAgbF9+3b88ccfSEhIQFpams907777LmbPno1HHnkELVq0wKpVq3D//fdj1apViI2NLcUS+0fdunU9GsFGjRpdodKUTHp6OkaNGoVatWphzpw5uHDhAl588UWkpqaW2Yk4b9555x1ERES4XlevXv0KlqbkDh8+jG3btqFNmzZwOBxQVdUjzZ49ezBhwgQMGDAAU6dOxe7duzFjxgxYLBbceeedV6DUVN6lpaWhbdu2GDVqFCIjI3H48GEkJSXh8OHDeO+99wBoPy7LWz/hNH/+fNjtdo/3K2q9iNrkilgnSUlJ+OCDDzBu3Di0adMGaWlp2LFjhyteEevk+eefR2Zmptt7H374ITZv3ozOnTsDqJj1QoGh5Zq+LB9Hubm5WLhwIQYOHIgxY8bAZDJh3bp1uPfee7FgwQLceOONbul79+6N0aNHu71nsVhKs8jFUh7HM++//z5q1aqFJ554AlWqVMHOnTsxc+ZMnDhxAk8++aQrXXkYj/rjmoAqMJXKJbvd7vr7xhtvVF944QWPNHl5eeq1116rvvzyy673bDabesstt6gPP/xwqZTTn5588kn11ltvvdLF0G3hwoVqmzZt1PPnz7ve++yzz9SmTZuqR44cuYIl8481a9aoTZs2ddu+sqzwuebrGBwzZow6ePBgt/eeeeYZ9frrr3dbniiQVqxYoTZt2lQ9ffq0qqrajsvy1k84HTlyRI2Pj1eXL1+uNm3aVN23b58rVtHqRUubXNHq5MiRI2rz5s3VHTt2+ExT0erElx49eqj333+/6zXrhfxByzV9WT+ObDabmpqa6vaew+FQBw0apI4YMcLtfV9juatZeRzPeOsnZ82apcbFxal5eXmqqpb98ai/rgmoYuPt0uWUwSDftbt370ZGRobb7Z1GoxF9+/bFtm3bvH4jiwJv+/bt6Ny5MypXrux6r3fv3rBYLNi2bdsVLBl5IzvX8vPz8dNPP+HWW291e79///5ISUnB77//HsjiEblER0cDAGw2m+bjsrz2EzNnzsTQoUPRoEEDt/crer14UxHrZO3atahbty66dOniNV4R68Sb3bt34+TJk+jfvz8A1guVrrJ+HBmNRkRFRbm9pygKmjVrhrNnz16hUvlPeRzPFN4Wp+bNmyMvLw+pqamlX6ArgOMa0oKTjBXY0aNHAQANGzZ0e79Ro0bIysrCmTNnrkSxdDl+/Djat2+PVq1a4fbbb8fXX399pYtUbEePHvX4Sr3FYkG9evVc+6w86NevH5o3b46ePXti4cKFXm9bLA+OHz8Oq9XqcZ41btwYAMrVPqWrj91uR15eHg4ePIh58+bhxhtvRO3atTUfl+Wxn9i0aRMOHTqEiRMnesQqcr34apMrYp3s3bsXTZs2xbx589C5c2e0atUKI0aMwB9//AGgYtaJNxs2bEBISAh69uwJgPVC/iW7pi+Px5HD4cCePXu83lq7fv16tGrVCm3btsX999+PP//88wqUULuKMp759ddfER0djSpVqrjeKw/jUb3XBFSx8ZmMFVh6ejosFguCg4Pd3nd+qpaamooaNWpciaKVSPPmzREXF4fGjRsjIyMDy5cvx8SJE/HWW2+hT58+V7p4mqWnpyMyMtLj/cjISOHzNcuKmJgYPPjgg2jTpg0URcE333yDN998E2fOnMFzzz13pYvnd859VnSfOl+Xh31KV68bb7zRNdC64YYb8MYbbwDQflyWt34iJycHL730Eh599FGEh4d7xCtivcja5IpYJykpKTh48CAOHz6MF154AWazGXPnzsW9996LzZs3V8g6Kcpms2HTpk3o2bMnQkNDAVTM84cCQ8s1fXk8jpYuXYr//e9/Hj/Y2aNHD7Ru3Rq1atXCiRMn8Pbbb2PYsGH45JNPULdu3StUWrHyPp4BgP3792Pt2rWYOHEijEYjgLI/HvXXNQFVbJxkLCMyMjI0fXW+bt26xXoIsKIoHu85by/wFitNxd3mUaNGub3fo0cPDB06FHPmzCkTjbqMqqpXfJ/4ww033IAbbrjB9bpLly4ICgrChx9+iHHjxqFatWpXsHSB42vflYd9SlevRYsWITs7G0eOHMH8+fMxbtw4vP/++664luPyau4nimvBggWoUqUKbr/9dmG6ilQvsjbZqSLViaqqyM7ORlJSEpo0aQIAaNmyJXr27IkVK1agXbt2ACpWnRT1/fff4/z58263qjpV5Hoh7wJ1TX+1HUd6xms///wzXn31VYwePRoJCQlusWeeecb1d/v27XH99dfjlltuwbvvvov/+7//80vZS0t5Gc+kpKRg8uTJiIuLw/333+96v6yPR/15TUAVFycZy4ivvvoK06ZNk6b75JNP0Lx5c03rjIyMRF5eHvLy8hAUFOR6Pz09HQA8nhNS2vRus8FgwM0334xXX30Vubm5Hp90Xq0iIyNd+6CwjIyMMvfLZFrdcssteO+99/DHH3+Uu0lG53lU9JM95z729ikvkb80a9YMANCuXTu0aNECd9xxB7766ivXbS2y4/Jq7yeKIzk5Ge+99x7mzZvn+oXc7Oxs179ZWVmaz9fyVC/eFG6Ta9euDaBi1UlUVBSqVq3qmmAEgGrVqqFhw4Y4cuSI61dfK1KdFLVhwwZER0e7PbeS5w/5Eohr+qvxOCrpdh46dAgTJkzATTfdhClTpkiXr1atGq699locPHhQV3kDqTyPZzIyMnD//fcjODgYCxYsgNls9pm2rI5HCyvJNQFVbJxkLCNuv/126TcvisvZwB89ehQtWrRwvX/06FGEhYW5/VT9leCPbb7aH/rsTaNGjTyeZ5Gfn4/jx4/jjjvuuEKlopKqV68ezGYzjh07hq5du7reP3LkCACU+QstKjuaN28Oo9GI48ePo0ePHpqOy6u9nyiOkydPwmq1YuzYsR6xkSNHok2bNvjvf/9b4epFRmsbVp7qpFGjRvj333893ldVFQaDoULWSWG5ubnYsmUL+vfv7za4ruj1Qr4F4pr+ajyOSrKdx48fx3333YcWLVrglVde0fxNsKt9jFNexzN5eXkYP348zp07hxUrVqBSpUrSZa72fVUcHNeQFvzhlwqsXbt2iIiIwMaNG13v2e12fPHFF+jWrVuZ/7qzw+HAl19+iSZNmpSpT426du2Kn376CRcvXnS999VXXyE/Px/dunW7giULnI0bN8JoNLpdJJYXFosFnTp1whdffOH2/oYNGxATE1Mut5muTnv27IHdbkedOnU0H5flqZ9o3rw5lixZ4vaf8xsnL7zwAp5//vkKWS/eFG6TK2KddO/eHefOncNff/3leu/MmTM4duwYYmNjK2SdFPbNN98gKyvL9avSThW9XihwvF3Tl4fjKCUlBaNHj0bVqlUxf/58zY+8OnPmDHbv3o24uLgAl7DkyuN4xmaz4aGHHsKhQ4fwzjvvuL7VJ1JWx6OFleSagCo2fpOxnEpOTsb+/fsBFDzo/vjx49i0aRMAuJ4HYbFYMH78eMyePRuVK1dGixYtsGrVKpw4ccL14wBlRXJyMqZOnYp+/fqhXr16SEtLw/Lly3HgwAEkJSVd6eIVy9ChQ/Hf//4XEyZMwIQJE3D+/Hm89NJL6N+/f7n4dGjMmDHo1KkTmjZtCgDYsmULVq5ciZEjRyImJuYKl674cnJysG3bNgAFx2FmZqbrXOvQoQMqV66MiRMnYsSIEXjmmWfQv39/7N69G6tWrcL06dNhMPCzHvK/SZMmoVWrVoiNjUVwcLDrgjg2NhY33XQTAGg6LstTPxEZGYmOHTt6jbVs2RItW7YEUPHqRUubXNHqpFevXmjZsiUefPBBPPTQQ7BYLJg3bx4qV66Mu+66C0DFq5PC1q9fj1q1auHaa6/1iFXkeiH/0HpNX9aPo9zcXNx33304f/48pk6d6vommFN8fDyAgsmbb7/9Fl27dkW1atVw4sQJLFq0CEajEffee+8VKLk25XE8M336dGzduhVTpkxBbm4ufvvtN1escePGSEtLK/PjUX9dE1DFpqjl6fu75LJ27VqfzwT5888/XX+rqop3330Xy5Ytw7lz59C0aVNMmTIFnTp1Kq2i+kVqaiqmTZuGgwcP4sKFCzCbzWjVqhXGjh3r9vDasuJ///sfZsyYgV9//RXBwcHo168fHn/88TL7CVhhM2bMwI4dO3D69Gk4HA7Ur18fd955JxITE8vEp85FnTx5Ej179vQaW7JkiWtSY9u2bXjjjTdw9OhR1KhRA/feey+GDx9emkWlCmTRokXYuHEjjh8/DlVVUbt2bfTq1Qtjxoxx+1VlLcdleeknvNm5cydGjhyJ1atXu30jpCLVi9Y2uSLVCQCcP38es2bNwrZt22Cz2ZCQkIBp06ahYcOGrjQVrU6AgudwXX/99Rg1apTPZ8dVxHoh/ynONX1ZPo5E14/A5fHab7/9htdffx2HDx9GRkYGIiIi0KlTJ0yePNmtPboalbfxTI8ePZCcnOw1tmTJEsTGxpb58ag/rwmo4uIkIxEREREREREREenC77MSERERERERERGRLpxkJCIiIiIiIiIiIl04yUhERERERERERES6cJKRiIiIiIiIiIiIdOEkIxEREREREREREenCSUYiIiIiIiIiIiLShZOMREREREREREREpAsnGYmIiIiIiIiIiEgXTjJSqVq7di1iY2Nx8uRJAMD69evxwQcfXLHynD59GjNnzsSIESPQvn17xMbGYu3atSVaV1JSEmJjY0u07M6dOxEbG4udO3e63tu2bRuSkpK8pu/RowemTp1aorz0LFtSJa2bkydPYuzYsejQoQNiY2Mxc+ZMnDx50mM/7d69G0lJSUhPT/dnsYmINGP/RkRETuW5Tyhvli1b5rUuvI05iEiOk4xUqrp3744VK1agWrVqAIANGzZgyZIlV6w8//zzD9avXw+z2Yxu3brpWtedd96JFStWlGjZli1bYsWKFWjZsqXrvW3btmHu3Lle08+dOxcTJkwoUV5XQknr5sUXX8TevXsxa9YsrFixAvfccw+qVauGFStWoHv37q50e/bswdy5cznJSERXTHnu34iIqHjYJ5Qdy5cvx7p16zze9zbmICI505UuAFUslStXRuXKlQOeT25uLoKDg6XpEhIS8NNPPwEA9u/fjw0bNpQ4zxo1aqBGjRolWjY8PBzx8fGa07do0aJE+VwpJa2bw4cPo3Xr1rjpppvc3i9OXRERlYby3L9d7XJychASEnKli0FE5MI+oeRyc3MRFBQERVE8YqXZ3lssFo45iEqA32SkUlX41oHExER8++23SE5ORmxsrOs/p/z8fMyfPx99+vRBq1at0KlTJ0ybNg0XLlxwW2ePHj3wwAMPYPPmzRg4cCDi4uJ8fgOwKIPBf6eAt9vJnGXbvn07Bg0ahNatW6NPnz5YvXq1W7qit0tPnToVy5YtAwC3unHeclH0lue8vDy89NJLGDBgAK699lp06NABQ4YMwddff+2XbXNux9atWzFw4EC0bt0at9xyC7Zu3QqgYL/ecsstiI+Px+DBg7F//35p3fz4449ITExEx44d0bp1a3Tv3h0PPvggcnJyXPXxzz//YPv27W7bX/TWhaSkJLzyyisAgJ49e7rSFr71nIgo0Mpz/+bNxo0bMXr0aHTp0sXVJ7z22mvIzs52pfnkk08QGxuLPXv2eCw/d+5ctGzZEmfOnHG998MPP2DUqFFo164d2rRpg6FDh+LHH390W87Znxw8eBCTJ09GQkICevXqFbgNJSIqgfLeJ+zduxfjxo1Dx44dERcXh5tuugkzZ850S/PLL79g1KhRaNu2ratN//bbb93SOOvpu+++w7Rp09CpUye0adMG+fn5SExMRL9+/bBr1y4MHToUbdq0wVNPPQUAyMzMxMsvv4wePXqgVatWuOGGGzBz5ky3PggAHA4Hli5digEDBqB169Zo37497rrrLmzZsgVAQZ0ePnwYP//8s2u/9OjRA4Dv26WLs10//fQTnn/+eXTs2BEdO3bEpEmT3Po9ovKI32SkK+b555/Hs88+ixMnTnh0kA6HAxMmTMCvv/6KMWPGoF27dkhOTkZSUhL27duHNWvWuH1qd/DgQRw9ehTjx49HnTp1rqpvNBw6dAgvv/wy7r//flStWhWrVq3C008/jWuuuQYJCQlel5kwYQKys7Px5Zdfut1m7Lzloqj8/HykpaVh9OjRqF69OqxWK3744Qc8+OCDePHFFzFw4EC/bMcbb7yBcePGITw8HPPmzcODDz6IsWPH4scff8Sjjz4KRVHw6quvYty4cdiyZYvPT1ZPnjyJBx54AO3bt8fMmTMRGRmJM2fOYMeOHbBara7bxydNmoS6deviySefdG3/2bNn3dZ15513Ii0tDUuXLsXcuXMRExMDAGjcuLHubSYiKomK0L/9/fff6Nq1K0aNGoWQkBAcO3YMixcvxr59+1y3BPbt2xevvfYali1bhrZt27qWtdlsWLFiBW666SZUr14dAPDpp5/iySefRM+ePfHyyy/DZDJhxYoVGDNmDN5991107tzZLf8HH3wQffv2xdChQz0GlUREV5Py1ifs2LED48ePR8OGDTF16lTUrFkTycnJ+P77711pfv75Z4wePRpNmzbFzJkzYbFYsHz5cowbNw5vvPEG+vbt67bOp556Ct27d8crr7yCnJwcmEwF0xQpKSmYMmUK7rvvPjzyyCMwGAzIycnBiBEjcPr0aYwbNw6xsbE4fPgw5syZg7/++gsffPCB61uQU6dOxWeffYbBgwdj8uTJMJvN+P3335GcnAyg4AOvyZMnIyIiAs8//zyAgm8w+lLc7XrmmWfQvXt3vP766zh16hReffVVTJky5YreOk8UaJxkpCumcePGiIyM9PpV9C+++AI7duxAUlISbr75Ztf7zZo1w+DBg7F27VoMGzbM9f6FCxfw+eefo0GDBqVVfM0uXryI5cuXo1atWgAu366wfv16n5OM9erVQ9WqVQFouzU4IiICL774ouu13W5H586dkZ6ejg8//NAvk4ypqalYuXKla0BYvXp1DBgwACtXrsRXX33ldpEzceJE/PDDD65PAos6ePAg8vLy8MQTT6BZs2au9/v37+/6Oz4+HhaLBZGRkcI6qFGjBmrWrAkAaN68OerUqaNnM4mIdKsI/Vvh5wKrqop27dqhUaNGGDFiBA4dOoRmzZrBYrFgyJAhWLhwIaZNm4YqVaoAADZv3oyzZ89ixIgRAApuf5s1axa6d++OefPmudbbrVs3DBo0CG+88QZWrVrllv/AgQMxefLkUthSIiJ9ylufMH36dNSsWROrVq1CUFCQ6/077rjD9ffrr7+OyMhILF26FGFhYQCAG2+8EQMHDsTLL7+MW265xe126M6dO2P69OkeeaWmpuLNN990+6Bp0aJF+PPPP7Fy5UrExcW5lq9evTomT56M7du3o1u3bvjll1/w6aefYty4cXjkkUdcy3ft2tX1d4sWLRAcHKz50VXF3a4bbrgBzzzzjOt1WloaXn31VaSkpLi+GEFU3vB2aboqbd26FZGRkbjxxhths9lc/zVv3hwxMTH4+eef3dLHxsZedQMwp+bNm7smGAEgKCgI9evXx7///uvXfL744gsMHToUbdu2RYsWLdCyZUusXr0aR48e9cv6mzdv7ppgBICGDRsCADp27Og2wdioUSMAEG5f8+bNYTab8eyzz2LdunU4ceKEX8pIRHS1Ky/924kTJ/DYY4/h+uuvR/PmzdGyZUvXpOGxY8dc6e6++24AwMqVK13vLVu2DE2bNnV90LZnzx6kpqZi0KBBbnXicDhwww03YP/+/R7fViw8GCciKqvKWp/wv//9D8ePH8fgwYPdJhgLy87Oxt69e9G7d2/XRBwAGI1G3HbbbTh9+rRbPwH4btOjoqI8vsm+detWNGnSBM2bN3ersy5dukBRFFedbd++HQAwfPjwEm+v3u0q+oUL523y/h4HEl1N+E1GuiqdP38e6enpaNWqldf4xYsX3V5fzZ8ERUdHe7xnsViQl5fntzw2b96Mhx9+GH369MF9992HqlWrwmg0Yvny5VizZo1f8oiKinJ77byVoOj7ZrMZAITbV69ePXzwwQd45513MH36dGRnZ6Nu3bpITEzEqFGj/FJeIqKrUXno37KysjBs2DAEBQXh4YcfRv369REcHIzTp09j0qRJyM3NdaWtWrUq+vbtixUrVmDs2LE4fPgwfvnlF7dvrJw7dw4AhN9MTEtLQ2hoqOu1r8eHEBGVJWWtT3A+J7LwFw+KSk9Ph6qqXsvqbLtTU1Pd3ve1Xd7eP3/+PP755x+0bNnS6zLOOrtw4QKMRqPf6qwk21V0HOgcPxXuJ4nKG04y0lWpUqVKiI6OxjvvvOM1XvjTIwBef32sIvnss89Qp04dvPnmm2518eGHH17BUom1b98e7du3h91ux4EDB7B06VLMmjULVatWxa233nqli0dEFBDloX/76aefcPbsWSxduhQdOnRwvZ+RkeE1/ciRI/Hpp59iy5Yt2LFjByIjI90ej1GpUiUAwLPPPos2bdp4XYfzVmsiovKkrPUJzl/MFv14SWRkJAwGA1JSUjxizmerO9t9J1/b5e39SpUqISgoCLNmzfK6jHPdlStXht1uR0pKil8+mCrJdhFVRJxkpCvKYrF4/SSne/fu+Pzzz+FwOHwOOMq7wp90+foBFSdFUWA2m9064pSUFNcvp13NjEYj2rRpg4YNG2L9+vU4ePBgsScZnXXlz2+HEhHpUZ77N2dfU/Th+B9//LHX9K1atULbtm2xePFiHD58GHfddZfbtxLbtWuHyMhIHDlyxHXLNRFReVJe+oQGDRqgXr16WLNmDe69916vP5ISGhqKNm3a4KuvvsKTTz7pGsc4HA589tlnqFGjhq5bvrt3746FCxciOjoadevW9Zmua9euWLhwIZYvX46HHnrIZzpf+6aoQG8XUXnBSUa6opo2bYrNmzfjo48+QqtWraAoCuLi4nDrrbdi/fr1GDt2LBITE9G6dWuYzWacPn0aO3fuRM+ePdGrVy+/lGHTpk0A4Hou4IEDB1yDnz59+vglj5Jo2rQpAGDx4sXo2rUrDAYDYmNjvXbm3bt3x+bNm/F///d/6N27N06fPo358+ejWrVq+Pvvv0u55HLLly/HTz/9hO7du6NmzZrIy8tz3dZ93XXXFXt9zrr68MMPMWjQIJhMJjRo0ADh4eF+LTcRkVbluX9r27YtoqKi8Pzzz2PSpEkwmUxYv349/vzzT5/LjBw5Eo888ggURXH7EQOg4Js6zzzzDKZOnYq0tDT07t0bVapUwYULF3Do0CFcuHABL7zwQonLS0R0pZWnPuG5557D+PHjcdddd+Gee+5BzZo1cerUKezYsQOvv/46AODRRx/F6NGjMXLkSIwePRpmsxkfffQRDh8+jDfeeEPXNzJHjRqFzZs3Y8SIEbjnnnsQGxsLh8OBU6dO4bvvvsPo0aPRpk0btG/fHgMGDMCCBQtw/vx5dO/eHRaLBb///jtCQkKQmJgIoGDffP7559i4cSPq1KmDoKAg17MTiwrkdhGVF5xkpCtq5MiROHz4MGbPno2MjAyoqoo///wTRqMRCxYswJIlS/Dpp59i0aJFMBqNqFGjBhISElyTSv5Q9JOtZcuWYdmyZQAgHDAFWr9+/bB792589NFHmDdvHlRVxZYtW7z+evIdd9yB8+fP4+OPP8aaNWtQt25djB07FqdPn8bcuXOvQOnFmjdvju+//x5JSUlISUlBaGgomjZtigULFqBLly7FXl/Hjh3xwAMPYN26dVi1ahUcDgeWLFmCjh07BqD0RERy5bl/q1SpEhYuXIiXX34ZU6ZMQUhICHr27InZs2dj0KBBXpe56aabYLFY0LFjR9SvX98jPmDAANSqVQvvvPMOnn/+eWRlZaFy5cpo3ry5z3USEZUV5alPuOGGG/Df//4X8+bNw4wZM5CXl4caNWq4/chJhw4d8MEHHyApKQnTpk2Dw+FAs2bNsGDBAtx44426tiM0NBTLli3DokWLsGLFCpw8eRLBwcGoWbMmrrvuOtSuXduV9qWXXkKLFi2wZs0arF27FsHBwWjcuDEeeOABV5oHH3wQKSkpeOaZZ5CVlYXatWvjm2++8Zp3ILeLqLxQVFVVr3QhiIiIiKj8+uabbzB+/HgsWrQI3bp1u9LFISIiIqIA4CQjEREREQXEkSNHkJycjFmzZiEkJATr1q3j7WRERERE5RRvl6ZyyeFwwOFwCNOYTNoOf3+u62pjt9sh+pxBURQYjcZSLBEREYmUtf7thRdewO7du9GiRQu89NJLnGAkIvKjstYnEFH5x28yUrk0depUrFu3TphG67NH/Lmuq02PHj2QnJzsM96hQwcsXbq0FEtEREQi7N+IiMiJfQIRXW04yUjl0smTJ3Hx4kVhmri4uFJf19Xmzz//RH5+vs94WFgYGjZsWIolIiIiEfZvRETkxD6BiK42nGQkIiIiIiIiIiIiXQxXugBERERERERERERUtnGSkYiIiIiIiIiIiHThJCMRERERERERERHpwklGIiIiIiIiIiIi0oWTjERERERERERERKQLJxmJiIiIiIiIiIhIF04yEhERERERERERkS6cZCQiIiIiIiIiIiJdOMlIREREREREREREunCSkYiIiIiIiIiIiHThJCMRERERERERERHpwklGIiIiIiIiIiIi0oWTjERERERERERERKQLJxmJiIiIiIiIiIhIF04yEhERERERERERkS6cZCQiIiIiIiIiIiJdOMlIREREREREREREunCSkYiIiIiIiIiIiHThJCMRERERERERERHpwklGIiIiIiIiIiIi0oWTjERERERERERERKQLJxmJiIiIiIiIiIhIF04yEhERERERERERkS6cZCQiIiIiIiIiIiJdOMlIREREREREREREunCSkYiIiIiIiIiIiHThJCMRERERERERERHpwklGIiIiIiIiIiIi0oWTjERERERERERERKQLJxmJiIiIiIiIiIhIF04yEhERERERERERkS6cZCQiIiIiIiIiIiJdOMlIREREREREREREunCSkYiIiIiIiIiIiHThJCMRERERERERERHpwklGIiIiIiIiIiIi0oWTjERERERERERERKQLJxmJiIiIiIiIiIhIF04yEhERERERERERkS6cZCQiIiIiIiIiIiJdOMlIREREREREREREunCS8Sqydu1axMbG4uTJk8Ve9uTJk4iNjcXatWtd7+3evRtJSUlIT0/3SJ+YmIjExMQSlVPPssWRlJSE2NjYYi938uRJjB07Fh06dEBsbCxmzpxZ7PoRlcf5X8uWLdG9e3c888wzSElJ8Ujfo0cPxMbG+qyrTz75xLWunTt3usV27NiB0aNHo0uXLmjVqhW6dOmCxMRELFq0yGse3v4rjX1U1Oeff44BAwYgLi4OXbp0wcyZM5GVlaV5+eTkZEybNs213TfccAMmTpwoXGb27NmIjY1Fv3799Ba/WA4dOoSnnnoKN910E1q3bo3WrVvj5ptvxnPPPYf9+/eXaJ07d+70ejwQUenR0xdv27YNSUlJASiV9r737bffxtdffx2QMpQ3zjZ306ZNV7ooRFcNb23g+vXr8cEHH1y5QmkoR2xsbMDa34rkaqxj5zHp/K9Fixbo0qULHnnkEfz9998e6RMTExEbG4uePXtCVVWP+K5du1zrKjw2BIC9e/di4sSJ6N69O1q1aoXrrrsOQ4YMwUsvveQ1D2//9ejRw6/bL7N161Y88cQT6N+/P1q2bFmi8fOFCxcwY8YM9OjRw7Xd9913H1JTU93S7du3D2PGjEHbtm3Rtm1bJCYm4tdff/XTllB5YbrSBaDLunfvjhUrVqBatWrFXrZatWpYsWIF6tWr53pvz549mDt3LgYNGoTIyEi39M8//7zu8gbanXfeiRtuuKHYy7344ovYu3cvZs2ahapVqyImJgYxMTHFqh+Rd955BxEREcjOzsZ3332H999/H3v27MEnn3wCs9nsljYsLAy7du3C8ePH3fIGgDVr1iA8PByZmZlu7y9fvhz/93//h969e+O5555DVFQUTp06hT179mDTpk0YO3asW/p27drhySef9ChneHi45m3yh88++wxTpkzBnXfeiWnTpuHvv//Ga6+9hqNHj+K9996TLv/XX38hMTERdevWxZNPPokaNWogJSUFO3bs8LnMH3/8gffeew9Vq1b156ZIffzxx/jPf/6DBg0aYOTIkWjSpAkA4NixY9iwYQMGDx6Mr776ymOfE1H5tm3bNixbtgwPPvjgFSvDwoUL0bt3b9x0001XrAxEVHZ5G49s2LABhw8fxj333HPlCiYpx4oVK1CjRo3SL1Q5czXX8YsvvoiGDRsiLy8Pu3fvxttvv42dO3fiiy++QFRUlFvasLAwnDx5Ej/99BM6d+7sFvM1Bvv2228xfvx4dOjQAVOmTEFMTAxSUlJw4MABfP7555g6dapb+rp16+K1117zKKfFYvHTFmvz1VdfYe/evWjevDnMZjMOHjxYrOXPnDmD4cOHw2g0Yvz48ahfvz4uXryInTt3wmq1utLt27cPw4cPR+vWrfHqq69CVVW88847uOeee7BkyRK0bdvW35tGZRQnGa8ilStXRuXKlUu0rMViQXx8vOb0jRs3LlE+palGjRol6sgOHz6M1q1bewywilM/Ii1btnTtp+uuuw4XL17E2rVr8euvv6JTp05uaa+99lr89ddfWLNmDR555BHX+8ePH8euXbtw5513YuXKlW7LLFq0CAkJCZgzZ47b+wMHDoTD4fAoT2RkpN+2raTsdjteeeUVdOnSBTNmzAAAdOrUCWFhYXj88cexbds2dOvWzefyqqriiSeeQM2aNfHRRx+5dc59+/b1uozNZsO0adMwZMgQ/Pnnn7h48aJ/N8qHX3/9FS+88AK6deuGOXPmuJW1c+fOGD58OL744gsEBQWVSnmIiMozVVWRl5eH4ODgK10UogpBz3ikuHJzc/12bl/pa+FAsVqtUBQFJpPnsD0nJwchISGlVpYrXcdNmjRBXFwcAKBjx46w2+1ISkrC119/jTvuuMMtba1atRAWFobVq1e7TTJmZmZi06ZN6N+/v8cY7J133kGdOnXw7rvvutX3rbfeiilTpniUJzg4+IrXCQDMmDEDBkPBDarTp08v9iTjCy+8gPz8fKxfv95tsvbmm292S/fWW28hMjIS77zzjuu469y5M2666Sa8/PLL+Pjjj3VuCZUXvF36KuLt9oTExET069cP+/btw7Bhw9CmTRv07NkTixYtcptwKno7cFJSEl555RUAQM+ePT1uy/V229XcuXNx5513okOHDmjXrh0GDRqEVatWef2auRY9evTAAw88gK1bt2LgwIFo3bo1brnlFmzdutW1vbfccgvi4+MxePBgj1tMvd0u/eOPPyIxMREdO3ZE69at0b17dzz44IPIyclx3fb0zz//YPv27a5tPnnyZLHrpzhatWoFADh//rxHzGAwYODAgVi3bp3b/lqzZg1q1qzp8ckaAKSmpiImJsZrXs4O5Grz22+/ISUlBbfffrvb+3369EFoaKj01r1du3bhjz/+wKhRozR/+rdo0SKkpaW5Td5q4Tyn9uzZg6FDh6J169bo0aMH1qxZA6DgU8xBgwahTZs26N+/P7Zv3+62/MKFC2E0GjF9+nSfZb3llltQvXp11+v9+/fjkUceQY8ePVz5Pfroo0hOTi5W2YkqqqlTp3q9/chbPxEbG4vp06fj448/Ru/evdGqVSv07dsXn3/+ucfyv/32G4YOHep6xMPrr78Om83mkW7jxo2uR1g4+7LXXnsN2dnZbmVctmyZqwyF+yCgYLJs2bJlGDBgAFq3bo2EhARMnjwZJ06ccMtLVVUsXrwYN954I+Li4jBo0CBs27ZNUz3FxsYiOzsb69at8/rojL/++gvjx49HQkIC4uLiMGDAAKxbt85tHc6+9NNPP8WLL76I66+/Hq1bt8aIESPw+++/e+S5ZcsWDBkyBG3atEHbtm1x7733Ys+ePR7pvv76a/Tv3x+tWrVCz5498eGHHwr33/Lly3HLLbcgLi7OVUat1ynO64+vvvoK/fv3R1xcHHr27IklS5Z4rTebzYbZs2ejS5cuaNeuHe655x4cO3bMFZ83bx5atGiBU6dOeSw7bdo0dOzYEXl5eV7XTVTWFB2PJCYm4ttvv0VycrJb2+aUn5+P+fPno0+fPmjVqhU6deqEadOm4cKFC27rdZ6XmzdvxsCBAxEXF4e5c+cCAJYtW4bhw4ejc+fOiI+PR//+/bF48WK3b1HJyuHtVt7itHkbNmwQtgMiR48exaOPPorrrrsOrVq1Qvfu3fHEE08gPz+/RGX55JNP8NJLL+GGG25AXFwc/vnnH0ydOhVt27bFn3/+idGjR6Nt27aubxtq3QdAwe3QQ4YMcd3uOmDAAKxateqqr2NvnBOO3sZgAHDHHXfgq6++cns01saNGwF4/xJDamoqKlWq5HVC92odgwH6ynby5El88803uOuuuzy+DVrU7t270aFDB7eJ7fDwcCQkJGDPnj04e/ascHnnMXz06FGMGTMG8fHx6NKli+txYL/99hvuvvtuxMfHo3fv3h7HEZUd/CZjGZCSkoIpU6bg3nvvxaRJk/DVV1/h9ddfR7Vq1TBw4ECvy9x5551IS0vD0qVLMXfuXNeklegbjMnJyRgyZAhq1aoFoOBEnzFjBs6cOYNJkyaVqOyHDh3CG2+8gXHjxiE8PBzz5s3Dgw8+iLFjx+LHH3/Eo48+CkVR8Oqrr2LcuHHYsmWLz080T548iQceeADt27fHzJkzERkZiTNnzmDHjh2wWq1o2bIlVqxYgUmTJrluuQUKbiUv2uiVpH58cV6E1a9f32v8jjvuwMKFC7Fjxw5069YNdrsd69atw+DBg712CvHx8di8eTOSkpLQq1cvNGnSBEaj0Wf+qqp6HRQbjUYoiiIsu7flvJGt6/DhwwDgMVg0m81o2LChK+7Lrl27ABTc2nD//ffjp59+gslkQocOHfDEE0+gUaNGbumPHDmCBQsWYO7cuQgLC9O0DYWlpKRg2rRpuO+++1CjRg3897//xVNPPYVTp07hyy+/dB2v8+fPx8SJE/H111+jevXqsNvt2LlzJ1q1alWsxxokJyejQYMGuPXWWxEVFYWUlBQsX74cgwcPxueff15q3xggqii++eYb7Ny5E5MnT0ZISAg++ugjPProozAajejTpw+AgnbknnvuQe3atfHSSy8hODgYH330ETZs2OCxvr///htdu3bFqFGjEBISgmPHjmHx4sXYt2+fa+JqwoQJyM7OxpdffokVK1a4lnW2Fc899xzWrVuHxMREPP7440hLS8O8efMwdOhQfPrpp67HPsydOxdz587F4MGD0bt3b5w+fRrPPvssHA4HGjRoINzuFStWYNSoUejYsSMmTJgA4PKjM44dO4ahQ4eiSpUqePrpp1GpUiV89tlnmDp1Ks6dO4f777/fbV2zZ89GixYtMGPGDGRkZGDu3LlITEzEJ598grp16wIoGKw+/vjjrgna/Px8vPPOO0hMTMQHH3yA9u3bAwC2b9+OBx98EO3bt8ebb74Jm82G9957D+fOnfO6HV9//TV++eUXTJw4EVWrVkWVKlUAFO865Y8//sCsWbMwadIkVK1aFevXr8fMmTNhtVoxZswYt7RvvPEG2rVrh5kzZyIzMxOvvfYaxo8fj40bN8JoNGLo0KF4++238fHHH7t9sJWamoqNGzdi+PDh/PY6lVvPP/88nn32WZw4ccI1KejkcDgwYcIE/PrrrxgzZgzatWuH5ORkJCUlYd++fVizZo3bdf3Bgwdx9OhRjB8/HnXq1HFNVhw/fhz9+vVDnTp1YDabcejQIbz99ts4duwYXnzxRWk5vClumydrB3w5dOgQ7r77blSqVAmTJ0/GNddcg5SUFHzzzTfIz8+HxWIpUVni4+PxwgsvwGAwuNpAq9WK8ePHY+jQobj//vtht9uLtQ/eeustzJ8/HzfffDPuvfdeRERE4PDhw/j333+v6jr2RTYG69u3L1588UVs2LABw4YNAwCsXr0avXv39vpYqfj4eKxatQozZsxA//790aJFC49HYRXlbSxlMBikE392u13TF3m0rEuPX375Baqqolq1anj00UexdetW2Gw2xMfH49FHH3W7BdpqtXr9goXzvb/++ks6PrJarXjwwQcxdOhQjBkzBuvXr8frr7+OzMxMfPnll7j//vtdY7OpU6eiSZMmri/0UNnBScYyIDU1FYsXL0br1q0BFNyi+/PPP2P9+vU+Jxlr1KiBmjVrAgCaN2+OOnXqSPNxduJAwUVDhw4doKoqlixZgokTJ0onrHyVfeXKla5vdVWvXh0DBgzAypUr8dVXX7l9EjJx4kT88MMPPh+We/DgQeTl5eGJJ55As2bNXO/379/f9Xd8fDwsFov0FuKS1I+Tw+GAzWZDdnY2vv/+e3z88cfo168fWrZs6TV9vXr1kJCQgDVr1qBbt2747rvvcPbsWdx+++04cOCAR/oXXngBEydOdA00g4OD0bZtW/Tq1Qt33XWXR2e3bds2r3k/9NBDrkGmL77KXNSLL77o8S3FwpwPBfb2CVh0dLT0BxTOnDkDoOAbIX369MGiRYtw9uxZvPXWWxg+fDg+++wzV6flcDjw1FNP4eabbxbegi2SmpqKd99919VpOR9wvHjxYmzevNnjeN28eTMSExNx8eJF5Obmuga4hRW9WCg8MdunTx/XxIYzbffu3XH99ddjw4YNGDlyZIm2g4i8u3jxIlavXu2auOvWrRv69euHN954w3Uuzps3D6qq4sMPP3Sl6969u9cfkSrclqqqinbt2qFRo0YYMWIEDh06hGbNmqFevXqu9RTtf3777TesXLkSU6dOxb333ut6v3379ujduzfef/99TJkyBenp6Vi8eDF69eqFmTNnutI1btwYd999t3SSMT4+HgaDAZUrV/Yow9y5c2G1WrFkyRJX/9etWzekp6e7JjsjIiJc6StXrox58+a52rFrr70WvXv3xsKFCzFjxgw4HA688soraNq0KRYvXuwaBHXr1g29evXCa6+95rp1as6cOahevTreffdd12Dkhhtu8NnfZ2dne9y2BRTvOuXs2bP45JNPXNcL3bp1w4ULFzB//nwMGzbM7fqjcePGbs/VMhgMePjhh7F//37Ex8ejSpUquPXWW7Fq1SpMnDjRtQ2rVq1Cfn6+a/BKVB41btwYkZGRXh/N9MUXX2DHjh1ISkpyu7WyWbNmGDx4MNauXet2fly4cAGff/65R1s2bdo0198OhwPt27dHdHQ0nnrqKUydOhVRUVHCcnhT3DZP1g748uKLL8JkMmH16tVuHxrfdtttJS5LvXr1PB6bBBRM0EycONHt1uDPP/9c0z44ceIEFi5ciP79+7tt5/XXX+9WB1djHTs5x2DOZzIuWLAACQkJPvuS8PBw9O7dG2vWrMGwYcNw5MgR7N27F48//rjX9I899hiOHTuGpUuXYunSpTCbzWjVqhV69OiB4cOHe3yx4fDhw17HUoMHD3brw73p1auXpjuaJk2aFNDnPDu/iPPyyy+jY8eOmDNnDnJycjB37lyMGjUKK1eudPWjjRs3xm+//QaHw+Hq8202G/bu3QsAHj8S443VasXDDz/sOlY7dOiAb7/9FgsXLsS6devQokULAJfHZhs2bOAkYxnEScYyICYmxjXB6BQbG4s//vjDr/n8+OOPWLhwIfbv3+/xINzz58+X6Mc1mjdv7nbbaMOGDQEUPEej8AW+85tqzk/SfK3LbDbj2WefxbBhw9C+fXvXtylKU+HOGAASEhI8fnGsqDvuuAPPPPOMa+DbsWNH1KlTx+skY7169fDpp5/i119/xc6dO3HgwAHs2rULP/74I9asWYPly5e7fWPi2muvdbs4cypc776sXr1amgaA5klYXxPRsglq5+RcfHy8W6fctGlTDBw4EMuWLXN9e+T999/HP//8gwULFmgqkzcxMTFuHVZ0dDQqV66MOnXqeD1eRcel0+23345Dhw65Xj/xxBOub8tkZWVh/vz52Lx5M5KTk2G3213pjh49WuLtICLvOnfu7NZnGY1G9O3bF3PnzsXp06dRo0YN7Ny5U5iusBMnTuDNN9/ETz/9hPPnz7t9oHDs2DG3D7682bp1KxRFwW233eb2rYeqVauiWbNm+PnnnwEU/CBZXl6e24dnQMEPfNWuXbv4FVGI8+H3zoGg06BBg7B9+3bs2bMHXbt2db3fr18/t7a7du3aaNu2reuxIv/73/9w9uxZjBo1yu1bFmFhYbj55puxYsUK5OTkQFVVHDhwACNGjHD7BkRYWBh69Ojh8cueQMEzfb19aFWc65QmTZp47Jd+/frh+++/x8GDB13fsgTgMUB1fiv/33//dQ18R44ciXXr1mHTpk247bbb4HA4sHz5cnTr1q1YH1QSlSdbt25FZGQkbrzxRre2rXnz5oiJicHPP//sNskYGxvr9cOS33//HXPmzMGePXs8Jir+/vtvtGnTpthlK26bp6UdKConJwe7du3C4MGDhXelFLcsRZ+FV1jv3r3dXmvdBz/88APsdjuGDx/uc93FVRp1XNhdd93l9rpRo0aYP3++19ubne644w6MGDECf/75J9atW+f68oe3MVilSpXw0UcfYf/+/fjxxx9x4MAB/Pzzz3j99dfx8ccfe0wk16tXD2+88YbHerTcobRgwQK32+l9KckPwhaH83FeNWrUQFJSkusbpfHx8bj55pvxzjvvuCaGR4wYgaeffhrTp0/H+PHj4XA4MHfuXNc4Scs3LhVFcfuSiMlkwjXXXAOj0eiaYAQuj820jMHo6sNJxjIgOjra4z2LxeLX5/84f46+Q4cO+M9//oMaNWrAbDbj66+/xttvv43c3NwSrbfoIME5wCj6vvPbeaJtqlevHj744AO88847mD59OrKzs1G3bl0kJiZi1KhRJSpfSXzwwQcIDw9HWloaVq5ciS+//BL/+c9/MH36dJ/L9O7dG//5z3/wwQcfYOvWrW7fxvDGYDAgISEBCQkJAAq+1fH0009j48aNWL16tdsFQkREhOuZJMXVvHlzTelktzA4j9HU1FSPyejU1FSvx7C35Yv+mrjzAsn5HLB///0Xc+bMwWOPPQaz2ex6xorNZoPD4UB6ejosFov0IeK+zilfx6vzuKxUqRKCg4O9dnivv/46cnJykJKSgvHjx7vFHnvsMfz000+YMGEC4uLiEBYWBkVRMHbsWD7HiygAvH0o5nwvNTUVNWrU8NpeeVs2KysLw4YNQ1BQEB5++GHUr18fwcHBOH36NCZNmqSpf3ROTF533XVe484PzJyDay3lKi5fz/t1DmCKDux9lcH5YYrzx7Z8rdPZJquqClVVXbf7FebtPV/rLO51iuwYKKxon+Bs+wuvs0WLFmjfvj0++ugj3Hbbbdi6dSuSk5OFfT9ReXf+/Hmkp6f7/KZR0R/l83Zu//vvvxg+fDgaNGiAp556CrVr10ZQUBD27duH6dOnl3gMUtw2T0s7UFR6ejrsdrv0g/3ilsXXs9lDQkI8bvPVug+cz2f0569Dl0YdF/byyy+jUaNGyMrKwsaNG7FixQo8+uijeOedd3wuk5CQgPr162PFihX44osvMGrUKOmXH+Li4lxjK6vVitdee801Bn3iiSdc6YKCgko8BmvcuLHm26UDyblPOnfu7Dbeq1atGpo1a+b2LObBgwfjwoULWLBgAZYvXw4AaNu2LUaPHo3FixdrmhANCQnxeLyI2WwulfkOKj2cZCQABV+1N5lMWLhwoduJL/vBjtLWvn17tG/fHna7HQcOHMDSpUsxa9YsVK1aFbfeemuplCE2Ntb1CdX111+PMWPGYOXKlRg8eLDHN06dQkJCcOutt2LRokUIDw8XfkLpTWhoKB544AFs3LhR+nzD4vDX7dJNmzYFUPAsjsLPtbTZbDh27JjX2w8LK/osx6KcHeyJEyeQm5uLmTNner0NISEhASNHjsTTTz8tXF9JGY1GdOrUCd9//z3Onj3r1pk6t7voreEZGRn49ttvMWnSJIwdO9b1fn5+PtLS0gJSTqLyxmKxeP3E39evynt71p/zPeeFbHR0tDCd008//YSzZ89i6dKl6NChg+v9jIwMzeWvVKkSFEXBsmXLhM8zcpbNV7n0fJsxOjoaKSkpHu87b5WqVKmSR37eyuAsozO9r3UaDAZERkZCVVUoiuL1wfy+nsnobQBY3OsULcdAcSUmJuKhhx7CwYMHsWzZMtSvX9/j7gaiiqRSpUqIjo72OclT9PZSb+f2119/jezsbCQlJbm1cYXvDimJ4rZ5JREVFQWj0eh67I+/ylKcO4O07gPn2OX06dMe3zwsqdKo48IaNWrkmtTr1KkTHA4HVq1ahU2bNrk9lqio22+/HW+++SYURcGgQYOKlafZbMakSZPwwQcf+HUMdrXcLi0ag6mq6jHJOXbsWNxzzz34+++/ERYWhtq1a+O5555DaGgob2smF04ylmNFv4UloigKjEajW0OSm5uLzz77LGDl08NoNKJNmzZo2LAh1q9fj4MHDxZ7krE49eOLoih47rnncOutt+Ktt97Cu+++6zPt3XffjXPnzqFDhw7CB8QXnbxyct5W68+vzfvrduk2bdogJiYGa9eudfu1ti+//BLZ2dno1auXcPmuXbsiJCQE27dvd/1SHlDwHM6UlBTXbTLNmzf3+uugs2bNQkZGBl588UW/fkLrzdixY7F9+3Y8//zzmDNnjvSB0IqiQFVVj4mFVatWud02TUS+1alTB+fPn8e5c+dc30bLz8/Hd9995zX9jz/+6JbWbrdj48aNqFevnquN6NixI7755huv6QpzDuqKnsPO5w0WVvhbGYW/Ud29e3csWrQIZ86c8fqLlk7x8fEICgrC+vXr3W6J2717N5KTkzVNMlosFq/fCuncuTO++uornDlzxu1bN59++ilCQkI8blXbsGED7r33Xtf2JycnY8+ePRgwYAAAoEGDBqhevTo2bNiAMWPGuNJlZ2dj8+bNiI+Pdz0WpVWrVvj666/xxBNPuOooKysLW7dulW6PU3GvUw4fPux6XmbhbQoLC9P8AVtRvXr1Qq1atfDSSy9h165dmDZtWomeV01U1vhqV7p3747PP/8cDoejRLc0A97bWFVVsXLlSs3l8Ka4bV5JBAcHIyEhAZs2bcLDDz/s8zbZQJZF6z64/vrrYTQasXz5crcf8yjqaqtjkSlTpmDz5s2YM2cObr75Zp/f+hs4cCD27t2LRo0aCb91WppjsKvlduk2bdqgRo0a+P7772G3213fZjxz5gwOHTrk9YsiFovF9QWTf//9Fxs3bsSdd94pvZOMKg5OMpZjzpP/ww8/xKBBg2AymdCgQQOvv6bVrVs3vP/++3jssccwZMgQ1w9jePvGxZWyfPly/PTTT+jevTtq1qyJvLw8rFmzBgB83oImUpz6Ealfvz7uuusufPTRR/jll1/cnvNUWPPmzTF//nzp+vr164dOnTqha9euqFevHvLy8rB37168//77qFq1KgYPHuyWPj09Hb/99pvHeiwWi9uzLbwp6Vf8izIajZgyZQqeeOIJ16TrP//8g1dffRXXX3+92/NYfv75Z9xzzz2YMGGC69dAIyMjMXnyZLz88suYOnUqbr31Vpw7dw5vvfUWatWq5XqeT2RkJDp27OiRf2RkJOx2u9eYv1177bV47rnnMGPGDNx+++2466670LhxYxgMBqSkpGDz5s0ALv+ia3h4OBISEvDuu++iUqVKqF27Nn7++WesXr0akZGRAS8vUXlwyy23YM6cOXjkkUdw3333IS8vD0uXLvU5UV+pUiWMGjUKEyZMcP269LFjxzB79mxXmvHjx+Obb77BqFGjMHHiRAQHB2PZsmXIyclxW1fbtm0RFRWF559/HpMmTYLJZML69evx559/euTr7FcWL16Mrl27wmAwIDY2Ftdeey2GDBmCp556CgcOHEBCQgJCQkKQkpKCX3/9FU2bNsWwYcMQFRWF0aNHY8GCBXj66afRp08fnD59GklJST5vn/NWhp9//hnffPMNYmJiEBYWhoYNG2LixInYunUrRo4ciYkTJyIqKgrr16/Ht99+iylTprg9nB8ouLVu4sSJuOuuu5CRkYGkpCRYLBY88MADAAq+YT5lyhQ8/vjjeOCBBzBkyBDk5+fj3XffRXp6Oh577DHXuiZPnowHHngAY8aMwahRo2C32/Huu+8iLCxM8ze6i3udUq1aNYwfPx6TJk1CTEwMPvvsM3z//fd4/PHH3Z4JXRxGoxHDhg3Da6+9htDQUOE3/InKk6ZNm2Lz5s346KOP0KpVKyiKgri4ONx6661Yv349xo4di8TERLRu3RpmsxmnT5/Gzp070bNnT+kHzddddx3MZjMeffRR3HfffcjPz8fy5ctdj8TRUg5vitvmldS0adN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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting.plot_inversion_results(\n", + " grav_results,\n", + " topo_results,\n", + " parameters,\n", + " region,\n", + " iters_to_plot=4,\n", + " plot_iter_results=True,\n", + " plot_topo_results=True,\n", + " plot_grav_results=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2024-02-22T01:02:35.818473Z", + "iopub.status.busy": "2024-02-22T01:02:35.818339Z", + "iopub.status.idle": "2024-02-22T01:02:36.749320Z", + "shell.execute_reply": "2024-02-22T01:02:36.748985Z" + }, + "tags": [ + "nbsphinx-thumbnail" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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