From dc6a5338da73f68ef0e78eae1e663ce39a201d28 Mon Sep 17 00:00:00 2001 From: David Steinberg Date: Wed, 22 Jun 2016 12:12:23 -0700 Subject: [PATCH 01/10] Example skeleton --- html/js_examples.html | 36 ++++++++++++++++++++++++++++++++++++ 1 file changed, 36 insertions(+) create mode 100644 html/js_examples.html diff --git a/html/js_examples.html b/html/js_examples.html new file mode 100644 index 0000000..f0cc4ce --- /dev/null +++ b/html/js_examples.html @@ -0,0 +1,36 @@ + + + + + + + + \ No newline at end of file From fb665c0d87d7c27e36cdfd99e783f11848392571 Mon Sep 17 00:00:00 2001 From: achave11 Date: Fri, 24 Jun 2016 11:14:10 -0700 Subject: [PATCH 02/10] Add files via upload More "ALIGNMENT MATCH" operations and Cigar_Unit interpretation of "CLIP SOFT" --- python_notebooks/Cigar-Notes : ClipSoft.png | Bin 0 -> 233679 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 python_notebooks/Cigar-Notes : ClipSoft.png diff --git a/python_notebooks/Cigar-Notes : 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David Steinberg Date: Wed, 29 Jun 2016 12:38:36 -0700 Subject: [PATCH 03/10] Update requirements --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index e8b23e8..3bcc752 100644 --- a/requirements.txt +++ b/requirements.txt @@ -3,4 +3,4 @@ requests==2.7.0 numpy>=1.1 matplotlib>=1.4.2 Flask==0.10.1 -ga4gh>=0.2.2 +ga4gh>=0.3.1 From 897747ed6c269aa8fa45b299230d9168d66061a0 Mon Sep 17 00:00:00 2001 From: Nick Hill Date: Wed, 29 Jun 2016 13:08:38 -0700 Subject: [PATCH 04/10] first commit of variantMatrix --- python_notebooks/variantMatrix.ipynb | 3807 ++++++++++++++++++++++++++ 1 file changed, 3807 insertions(+) create mode 100644 python_notebooks/variantMatrix.ipynb diff --git a/python_notebooks/variantMatrix.ipynb b/python_notebooks/variantMatrix.ipynb new file mode 100644 index 0000000..193e276 --- /dev/null +++ b/python_notebooks/variantMatrix.ipynb @@ -0,0 +1,3807 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Variant Call Adjacency Matrix\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An interconnected matrix of variants from data in 1000 genomes.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# GA4GH Server Connection Established" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, like the 1kg example, a client object is used to communicate with the server." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from __future__ import print_function\n", + "import ga4gh.client as client\n", + "data = client.HttpClient(\"http://1kgenomes.ga4gh.org\")\n", + "\n", + "import collections\n", + "%matplotlib inline\n", + "import matplotlib\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.axes_grid1 import ImageGrid" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Sets " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Datasets\n", + "Name: 1kgenomes\n" + ] + } + ], + "source": [ + "datasets = list(data.searchDatasets())\n", + "print(\"Datasets\")\n", + "for dataset in datasets:\n", + " print(\"Name: {}\".format(dataset.name))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dataset = data.getDataset(datasets[0].id)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "release = None\n", + "functional = None\n", + "for variantSet in data.searchVariantSets(datasetId=dataset.id):\n", + " if variantSet.name == \"phase3-release\":\n", + " release = variantSet\n", + " else:\n", + " functional = variantSet" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "callsi = list(data.searchCallSets(release.id))\n", + "\n", + "variantSets = list(data.searchVariantSets(dataset.id))\n", + "variantSetId = variantSets[0].id\n", + "x = data.searchVariants(variantSetId, start=100000, end=140000, \n", + " referenceName = \"1\").next()\n", + "\n", + "call_set_ids = []\n", + "\n", + "for csi in callsi: \n", + " call_set_ids.append(csi.id)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# generate_dictionary function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "generates a dictionary of call set id keys and values for the index of that the call set id appeared throughout a list of variants within a given range on the human genome" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def generate_dictionary():\n", + " \n", + " dictionary = {}\n", + " \n", + " variants = data.searchVariants(variantSetId, callSetIds= call_set_ids[0:40],\n", + " start=100000, end=140000, referenceName = \"1\" )\n", + " \n", + " i = 0\n", + " for v in variants:\n", + " for call_inner in v.calls:\n", + " i += 1\n", + " dictionary[call_inner.call_set_id] = i\n", + " \n", + " return (dictionary) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# normalize_indexes function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "initializes the indexes of the variant dictionay to be {0,...,n} where n is the number of call set ids " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def normalize_indexes(dictionary):\n", + " \n", + " keys = []\n", + " keys = dictionary.keys()\n", + " \n", + " new_dictionary = {}\n", + " i = 0\n", + " j = 0\n", + " k = 0\n", + " for i in range(len(dictionary)): \n", + " l = keys[j]\n", + " dictionary[l] = k\n", + " j += 1\n", + " k += 1\n", + " \n", + " return dictionary" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "{u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5NiJd': 20,\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5NyJd': 14,\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5OSJd': 8,\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDE0MCJd': 17,\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMCJd': 27,\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMSJd': 15,\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMiJd': 34,\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMyJd': 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allele donated)\n", + " Where A or B = [1,0] : heterozygous for variant\n", + " [0,1] : heterozygous for variant\n", + " [1,1] : homozygous dominant for variant\n", + " [0,0] : homozygous recessive for variant\n", + " \n", + " 1 | 0 |\n", + " 1 |[1,1] | [1,0] |\n", + " | | | \n", + " 0 |[1,0] | [0,0] |\n", + " \n", + " \n", + " True for the shared genotype:\n", + " \n", + " case 1: \n", + " A = [1,0]\n", + " B = [0,1]\n", + " case 2: \n", + " A = [0,0]\n", + " B = [0,0]\n", + " case 3: \n", + " A = [1,0]\n", + " B = [1,0]\n", + " case 4: \n", + " A = [1,1]\n", + " B = [0,1]\n", + " \n", + " False for the shared genotype:\n", + " \n", + " case 1: \n", + " A = [1,0]\n", + " B = [0,0]\n", + " case 2:\n", + " A = [0,1]\n", + " B = [0,0]\n", + " case 3: \n", + " A = [0,0]\n", + " B = [1,0]\n", + " case 4:\n", + " A = [0,0]\n", + " B = [0,1]\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "def variant_matrix(callMatrix):\n", + " \n", + " csid_dict = {} \n", + " csid_dict = generate_dictionary() \n", + " \n", + " normalize_indexes(csid_dict)\n", + " \n", + " h = len(dictionary)\n", + " w = len(dictionary)\n", + " dimension = h*w\n", + " \n", + " callMatrix = [[0 for x in range(w)] for y in range(h)] \n", + " np.zeros(dimension) \n", + " \n", + " vs = data.searchVariants(variantSetId, callSetIds= call_set_ids[0:40],\n", + " start=100000, end=140000, referenceName = \"1\")\n", + "\n", + " for v in vs:\n", + " for call_outer in v.calls: \n", + " for call_inner in v.calls: \n", + " outer_index = csid_dict[call_outer.call_set_id] \n", + " inner_index = csid_dict[call_inner.call_set_id] \n", + " # can be 0 or 1\n", + " A1 = call_outer.genotype[0] \n", + " A2 = call_outer.genotype[1]\n", + " B1 = call_inner.genotype[0]\n", + " B2 = call_inner.genotype[1] \n", + " # True for the shared genotype\n", + " if (((A1 + A2 ) > 0) and ((B1 + B2) > 0)):\n", + " callMatrix[outer_index][inner_index] += 1\n", + " elif (((A1 + A2 ) == 0) and ((B1 + B2) == 0)):\n", + " callMatrix[outer_index][inner_index] += 1 \n", + " \n", + " return (callMatrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[[193,\n", + " 191,\n", + " 190,\n", + " 191,\n", + " 191,\n", + " 192,\n", + " 191,\n", + " 192,\n", + " 191,\n", + " 189,\n", + " 192,\n", + " 191,\n", + " 191,\n", + " 188,\n", + " 191,\n", + " 190,\n", + " 190,\n", + " 191,\n", + " 190,\n", + " 191,\n", + " 190,\n", + " 193,\n", + " 191,\n", + " 190,\n", + " 191,\n", + " 192,\n", + " 191,\n", + " 193,\n", + " 192,\n", + " 191,\n", + " 190,\n", + " 191,\n", + " 189,\n", + " 191,\n", + " 192,\n", + " 190,\n", + " 192,\n", + " 191,\n", + " 191,\n", + " 190],\n", + " [191,\n", + " 193,\n", + " 190,\n", + " 193,\n", + " 191,\n", + " 192,\n", + " 191,\n", + " 192,\n", + " 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191,\n", + " 192,\n", + " 191,\n", + " 190,\n", + " 190,\n", + " 189,\n", + " 192,\n", + " 191,\n", + " 192,\n", + " 190,\n", + " 191,\n", + " 192,\n", + " 189,\n", + " 190,\n", + " 186,\n", + " 192,\n", + " 191,\n", + " 189,\n", + " 191,\n", + " 190,\n", + " 192,\n", + " 193]]" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "matrix = {}\n", + "variant_matrix(matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# visualize_matrix function " + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def visualize_matrix_color(callMatrix):\n", + " \n", + " callMatrix = variant_matrix(callMatrix)\n", + " \n", + " fig = plt.figure(1,(10.,10.))\n", + " grid = ImageGrid(fig, 111,\n", + " nrows_ncols=(1,1),\n", + " axes_pad=0.1)\n", + " \n", + " ax = grid[0]\n", + " ax.imshow(callMatrix, origin = \"lower\", interpolation=\"nearest\")\n", + " \n", + " #plt.draw()\n", + " plt.show()\n", + "\n", + "def visualize_matrix_grey(callMatrix):\n", + " \n", + " callMatrix = variant_matrix(callMatrix)\n", + " \n", + " fig = plt.figure(1,(10.,10.))\n", + " grid = ImageGrid(fig, 111,\n", + " nrows_ncols=(1,1),\n", + " axes_pad=0.1)\n", + " ax = grid[0]\n", + " ax.imshow(callMatrix, cmap= 'Greys', origin = \"lower\", interpolation=\"nearest\")\n", + " \n", + " #plt.draw() \n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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"source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From 0c4cb32881de5af9fa3bc0dc547596b0eda4c249 Mon Sep 17 00:00:00 2001 From: Nick Hill Date: Tue, 5 Jul 2016 11:36:50 -0600 Subject: [PATCH 05/10] visualized variant occurence graph --- python_notebooks/variantMatrix.ipynb | 3463 ++------------------------ 1 file changed, 190 insertions(+), 3273 deletions(-) diff --git a/python_notebooks/variantMatrix.ipynb b/python_notebooks/variantMatrix.ipynb index 193e276..74e888c 100644 --- a/python_notebooks/variantMatrix.ipynb +++ b/python_notebooks/variantMatrix.ipynb @@ -45,7 +45,10 @@ "import matplotlib\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.axes_grid1 import ImageGrid" + "import matplotlib.mlab as mlab\n", + "from mpl_toolkits.axes_grid1 import ImageGrid\n", + "#import Figtodat\n", + "#from images2gif import writeGif" ] }, { @@ -118,8 +121,6 @@ "\n", "variantSets = list(data.searchVariantSets(dataset.id))\n", "variantSetId = variantSets[0].id\n", - "x = data.searchVariants(variantSetId, start=100000, end=140000, \n", - " referenceName = \"1\").next()\n", "\n", "call_set_ids = []\n", "\n", @@ -149,12 +150,15 @@ }, "outputs": [], "source": [ - "def generate_dictionary():\n", + "def generate_dictionary(num_people, num_chrom, begin, stop):\n", " \n", + " #x = data.searchVariants(variantSetId, start=begin, end=stop, \n", + " #referenceName = num_chrom).next()\n", + " \n", " dictionary = {}\n", " \n", - " variants = data.searchVariants(variantSetId, callSetIds= call_set_ids[0:40],\n", - " start=100000, end=140000, referenceName = \"1\" )\n", + " variants = data.searchVariants(variantSetId, callSetIds= call_set_ids[0:num_people],\n", + " start=begin, end=stop, referenceName = num_chrom )\n", " \n", " i = 0\n", " for v in variants:\n", @@ -207,18 +211,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, { "data": { "text/plain": [ @@ -264,14 +261,14 @@ " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEzOSJd': 16}" ] }, - "execution_count": 13, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "dictionary = generate_dictionary()\n", - "print()\n", + "dictionary = generate_dictionary(40, \"1\", 100000, 105000 )\n", + "#print()\n", "normalize_indexes(dictionary)" ] }, @@ -294,7 +291,7 @@ " [1,1] : homozygous dominant for variant\n", " [0,0] : homozygous recessive for variant\n", " \n", - " 1 | 0 |\n", + " | 1 | 0 |\n", " 1 |[1,1] | [1,0] |\n", " | | | \n", " 0 |[1,0] | [0,0] |\n", @@ -335,29 +332,31 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 9, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [], "source": [ - "def variant_matrix(callMatrix):\n", + "def variant_matrix(callMatrix, num_people, num_chrom, begin, stop):\n", + "#def variant_matrix(callMatrix):\n", " \n", " csid_dict = {} \n", - " csid_dict = generate_dictionary() \n", + " csid_dict = generate_dictionary(num_people, num_chrom, begin, stop)\n", " \n", " normalize_indexes(csid_dict)\n", " \n", - " h = len(dictionary)\n", - " w = len(dictionary)\n", + " h = len(csid_dict)\n", + " w = len(csid_dict)\n", " dimension = h*w\n", " \n", " callMatrix = [[0 for x in range(w)] for y in range(h)] \n", - " np.zeros(dimension) \n", + " np.zeros((h,w)) \n", + " #np.reshape(callMatrix, (h,w))\n", " \n", - " vs = data.searchVariants(variantSetId, callSetIds= call_set_ids[0:40],\n", - " start=100000, end=140000, referenceName = \"1\")\n", + " vs = data.searchVariants(variantSetId, callSetIds= call_set_ids[0:num_people],\n", + " start=begin, end=stop, referenceName = num_chrom)\n", "\n", " for v in vs:\n", " for call_outer in v.calls: \n", @@ -380,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 10, "metadata": { "collapsed": false, "scrolled": true @@ -389,1616 +388,26 @@ { "data": { "text/plain": [ - "[[193,\n", - " 191,\n", - " 190,\n", - " 191,\n", - " 191,\n", - " 192,\n", - " 191,\n", - " 192,\n", - " 191,\n", - " 189,\n", - " 192,\n", - " 191,\n", - " 191,\n", - " 188,\n", - " 191,\n", - " 190,\n", - " 190,\n", - " 191,\n", - " 190,\n", - " 191,\n", - " 190,\n", - " 193,\n", - " 191,\n", - " 190,\n", - " 191,\n", - " 192,\n", - " 191,\n", - " 193,\n", - " 192,\n", - " 191,\n", - " 190,\n", - " 191,\n", - " 189,\n", - " 191,\n", - " 192,\n", - " 190,\n", - " 192,\n", - " 191,\n", - " 191,\n", - " 190],\n", - " [191,\n", - " 193,\n", - " 190,\n", - " 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187,\n", - " 192,\n", - " 191,\n", - " 191,\n", - " 190,\n", - " 191,\n", - " 192,\n", - " 191,\n", - " 190,\n", - " 190,\n", - " 189,\n", - " 192,\n", - " 191,\n", - " 192,\n", - " 190,\n", - " 191,\n", - " 192,\n", - " 189,\n", - " 190,\n", - " 186,\n", - " 192,\n", - " 191,\n", - " 189,\n", - " 191,\n", - " 190,\n", - " 192,\n", - " 193]]" + "[[193, 190, 191, 189, 189, 191, 190, 190, 190, 190],\n", + " [190, 193, 192, 192, 192, 192, 193, 193, 193, 191],\n", + " [191, 192, 193, 191, 191, 193, 192, 192, 192, 192],\n", + " [189, 192, 191, 193, 193, 191, 192, 192, 192, 190],\n", + " [189, 192, 191, 193, 193, 191, 192, 192, 192, 190],\n", + " [191, 192, 193, 191, 191, 193, 192, 192, 192, 192],\n", + " [190, 193, 192, 192, 192, 192, 193, 193, 193, 191],\n", + " [190, 193, 192, 192, 192, 192, 193, 193, 193, 191],\n", + " [190, 193, 192, 192, 192, 192, 193, 193, 193, 191],\n", + " [190, 191, 192, 190, 190, 192, 191, 191, 191, 193]]" ] }, - "execution_count": 134, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "matrix = {}\n", - "variant_matrix(matrix)" + "variant_matrix(matrix, 10, \"1\", 100000, 140000)" ] }, { @@ -2010,15 +419,17 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "def visualize_matrix_color(callMatrix):\n", + "def visualize_matrix_color(callMatrix, num_people, num_chrom, begin, stop):\n", " \n", - " callMatrix = variant_matrix(callMatrix)\n", + " callMatrix = variant_matrix(callMatrix, num_people, num_chrom, begin, stop)\n", + " \n", + " #callMatrix = callMatrix.squeeze()\n", " \n", " fig = plt.figure(1,(10.,10.))\n", " grid = ImageGrid(fig, 111,\n", @@ -2026,38 +437,47 @@ " axes_pad=0.1)\n", " \n", " ax = grid[0]\n", + " ax.set_title('Color matrix comparing the occurence of shared variants obtained from call set ids between individuals in the the genomic dataset\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel(\"Individual's call set ids\", fontsize=12)\n", + " ax.set_ylabel(\"Individual's call set ids\", fontsize=12) \n", " ax.imshow(callMatrix, origin = \"lower\", interpolation=\"nearest\")\n", " \n", - " #plt.draw()\n", " plt.show()\n", "\n", - "def visualize_matrix_grey(callMatrix):\n", + "def visualize_matrix_grey(callMatrix, num_people, num_chrom, begin, stop):\n", " \n", - " callMatrix = variant_matrix(callMatrix)\n", + " callMatrix = variant_matrix(callMatrix, num_people, num_chrom, begin, stop)\n", + " \n", + " #print(np.asarray(callMatrix).shape[0])\n", " \n", " fig = plt.figure(1,(10.,10.))\n", + " \n", " grid = ImageGrid(fig, 111,\n", " nrows_ncols=(1,1),\n", " axes_pad=0.1)\n", - " ax = grid[0]\n", + " ax = grid[0] \n", + " ax.set_title('Greyscale matrix comparing the occurence of shared variants obtained from call set ids between individuals in the the genomic dataset\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel(\"Individual's call set ids\", fontsize=12)\n", + " ax.set_ylabel(\"Individual's call set ids\", fontsize=12)\n", + " \n", " ax.imshow(callMatrix, cmap= 'Greys', origin = \"lower\", interpolation=\"nearest\")\n", " \n", - " #plt.draw() \n", + " \n", " plt.show()" ] }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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AAED/IREC9Dgze5ak70p6nsJP6pqqP607u1txAQAAAEA/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\nS/KEBfezm9xQVbdV1RtG26V/u6r63CTPSPLeJFdaLzPb5uX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2THo+LG+8x9xpAgAYIDQBAAwQmgAABghNAAADhCYAgAFCEwDAAKEJAGCA0AQA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\nAdL30YTpqSkpAAAAAElFTkSuQmCC\n", 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6Tas7AGAzdo+kLePjtWY2oDDmtu90A2Y2x8zONrNLzexi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\nVfWwqro5yYeTHOzuP431cqJ5Sbb4egHOHkIHgJnndPeXJ/n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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2075,14 +495,48 @@ } ], "source": [ + "\n", + "'''\n", + "i = 100000\n", + "j = 105000\n", + "while ( i != j):\n", + " matrix = {}\n", + " visualize_matrix_grey(matrix, 5, \"1\", i, j)\n", + " i += 5000\n", + " j += 5000\n", + " if ( j == 300000 and i == 205000): break\n", + "\n", + "visualize_matrix_grey(matrix, 500, \"1\", 100000, 105000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 105000, 110000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 110000, 115000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 115000, 120000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 120000, 125000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 125000, 130000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 130000, 135000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 135000, 140000)\n", + "#visualize_matrix_grey(matrix, 40, \"1\", 140000, 145000) #TypeError: Invalid dimensions for image data\n", + "visualize_matrix_grey(matrix, 500, \"1\", 145000, 150000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 150000, 155000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 155000, 160000)\n", + "#visualize_matrix_grey(matrix, 40, \"1\", 160000, 165000) TypeError: Invalid dimensions for image data\n", + "visualize_matrix_grey(matrix, 500, \"1\", 165000, 170000)\n", + "visualize_matrix_grey(matrix, 500, \"1\", 170000, 175000)\n", + "#visualize_matrix_grey(matrix, 40, \"1\", 175000, 180000) TypeError: Invalid dimensions for image data\n", + "#visualize_matrix_grey(matrix, 40, \"1\", 180000, 185000) TypeError: Invalid dimensions for image data\n", + "#visualize_matrix_grey(matrix, 40, \"1\", 185000, 190000) TypeError: Invalid dimensions for image data\n", + "#visualize_matrix_grey(matrix, 40, \"1\", 190000, 195000) TypeError: Invalid dimensions for image data\n", + "#visualize_matrix_grey(matrix, 40, \"1\", 195000, 200000) TypeError: Invalid dimensions for image data\n", + "'''\n", "matrix = {}\n", - "visualize_matrix_grey(matrix)\n", - "visualize_matrix_color(matrix)" + "visualize_matrix_grey(matrix, 40, \"1\", 100000, 140000)\n", + "matrix = {}\n", + "visualize_matrix_color(matrix, 40, \"1\", 100000, 140000)\n", + "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -2091,7 +545,7 @@ "def determine_matrix_range():\n", " \n", " matrix = {}\n", - " matrix = variant_matrix(matrix)\n", + " matrix = variant_matrix(matrix, 40, \"1\", 100000, 140000)\n", " \n", " i = 0\n", " j = 0\n", @@ -2114,39 +568,102 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 18, "metadata": { - "collapsed": true + "collapsed": false + }, + "outputs": [], + "source": [ + "#determine_matrix_range()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false }, "outputs": [], "source": [ "def find_percent_occurence():\n", " \n", - " lis = []\n", - " lis = determine_matrix_range()\n", - " \n", - " occurence_dict = {} \n", - "\n", - " variable = lis[0]\n", - " k = 0\n", - "\n", - " for i in lis:\n", - " \n", - " if (i == variable):\n", - " \n", - " #if ( variable == k):\n", - " # occurence_dict[variable] += 1 \n", - " #elif( k < variable):\n", - " # k += 1\n", - " #else:\n", - " # variable += 1\n", + " matrix_list = []\n", + " matrix_list = determine_matrix_range() \n", + " i = 0\n", + " key_list = []\n", + " j = 0\n", + " for i in matrix_list:\n", + " variable = matrix_list[j]\n", + " if (variable == i):\n", + " key_list.append(variable)\n", + " j += 1\n", + " elif ( variable != i):\n", + " j += 1\n", " \n", - " return occurence_dict\n" + " occur_dict = {}\n", + " occur_dict = occur_dict.fromkeys(key_list,0)\n", + " i = 0\n", + " j = 0 \n", + " total = 0.0\n", + " for i in matrix_list:\n", + " variable = matrix_list[j]\n", + " if ( i == variable):\n", + " occur_dict[i] += 1\n", + " j += 1\n", + " elif ( i != variable):\n", + " j += 1\n", + " total += 1\n", + " \n", + " percent = 0.0\n", + " for i in occur_dict:\n", + " percent = ((occur_dict[i]/total)*100.0)\n", + " occur_dict[i] = percent\n", + " \n", + " return occur_dict\n" ] }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#find_percent_occurence()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def graph_percent_occurence():\n", + " \n", + " fig = plt.figure(1,(9.,9.))\n", + " \n", + " occur_dict = {}\n", + " occur_dict = find_percent_occurence()\n", + " \n", + " occur_dict = collections.OrderedDict(sorted(occur_dict.items()))\n", + " \n", + " plt.bar(range(len(occur_dict)), occur_dict.values(), align='center')\n", + " plt.xticks(range(len(occur_dict)), occur_dict.keys())\n", + " \n", + " ax = fig.add_subplot(111)\n", + " ax.set_title('Distribution of shared variants among the genomic dataset (as compared to the reference genome)\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel('number of shared variants called within a range of bases on one chromosome')\n", + " ax.set_ylabel('percent occurence of the amount of shared variants')\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 22, "metadata": { "collapsed": false }, @@ -2155,1622 +672,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "values in the matrix range from 185 to 193\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - "hi\n", - 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JTZiMSJIkSWrCZESSJElSEyYjkiRJkpowGZEkSZLUhMmIJEmSpCZMRiRJkiQ1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\n1Ws209KuCjx+JEmStALeTGpXJfBfEfH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9WtrdEmBHr985mbgDgGXAZwABk4DDc9r3WuDv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\nrkJggg==\n", "text/plain": [ - "{}" + "" ] }, - "execution_count": 140, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "find_percent_occurence()" + "graph_percent_occurence()" ] }, { From f1ca8a04d4bbf9c9453a0c4945237c5fadae0eb2 Mon Sep 17 00:00:00 2001 From: Nick Hill Date: Wed, 6 Jul 2016 14:27:30 -0600 Subject: [PATCH 06/10] added mean computation function --- python_notebooks/pileup.ipynb | 2 +- python_notebooks/variantMatrix.ipynb | 83 ++++++++++++++++++++++++---- 2 files changed, 73 insertions(+), 12 deletions(-) diff --git a/python_notebooks/pileup.ipynb b/python_notebooks/pileup.ipynb index c0c2785..6d07e10 100644 --- a/python_notebooks/pileup.ipynb +++ b/python_notebooks/pileup.ipynb @@ -237,4 +237,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} diff --git a/python_notebooks/variantMatrix.ipynb b/python_notebooks/variantMatrix.ipynb index 74e888c..1a5dd5c 100644 --- a/python_notebooks/variantMatrix.ipynb +++ b/python_notebooks/variantMatrix.ipynb @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -468,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -477,7 +477,7 @@ "data": { "image/png": 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AAED/IREC9Dgze5ak70p6nsJP6pqqP607u1txAQAAAEA/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\nS/KEBfezm9xQVbdV1RtG26V/u6r63CTPSPLeJFdaLzPb5uX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6Tas7AGAzdo+kLePjtWY2oDDmtu90A2Y2x8zONrNLzexi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\nIXQAAAAAJiF0AAAAACYhdAAAAAAmIXQAAAAAJiF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GJHvmp9OzNtflzVyX5KLufnpmvyxs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\nQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -536,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -568,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -579,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -624,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -635,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": { "collapsed": true }, @@ -663,7 +663,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -679,7 +679,7 @@ "data": { "image/png": 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JTZiMSJIkSWrCZESSJElSEyYjkiRJkpowGZEkSZLUhMmIJEmSpCZMRiRJkiQ1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\n1Ws209KuCjx+JEmStALeTGpXJfBfEfH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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -690,6 +690,67 @@ "graph_percent_occurence()" ] }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def mean_percent_occurence():\n", + " \n", + " occur_dict = {}\n", + " occur_dict = find_percent_occurence()\n", + " \n", + " i = 0\n", + " mean = 0.0\n", + " count = 0\n", + " for i in occur_dict:\n", + " print (i, occur_dict[i])\n", + " mean += ((i*occur_dict[i])/100.0)\n", + " count += 1\n", + " \n", + " #count = count/2\n", + " print (count)\n", + " \n", + " \n", + " \n", + " print()\n", + " print (mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "values in the matrix range from 185 to 193\n", + "192 27.125\n", + "193 13.5\n", + "185 0.25\n", + "186 1.25\n", + "187 3.75\n", + "188 4.625\n", + "189 5.25\n", + "190 15.875\n", + "191 28.375\n", + "9\n", + "\n", + "190.91125\n" + ] + } + ], + "source": [ + "mean_percent_occurence()" + ] + }, { "cell_type": "code", "execution_count": null, From 52cfebfb4291c4773307a5a1b1ac095a195a9668 Mon Sep 17 00:00:00 2001 From: Nick Hill Date: Fri, 15 Jul 2016 10:39:14 -0700 Subject: [PATCH 07/10] added kmeans clustering on the variant matrix --- python_notebooks/variantMatrix.ipynb | 779 +++++++++++++++++++++++---- 1 file changed, 660 insertions(+), 119 deletions(-) diff --git a/python_notebooks/variantMatrix.ipynb b/python_notebooks/variantMatrix.ipynb index 1a5dd5c..ba2c1d1 100644 --- a/python_notebooks/variantMatrix.ipynb +++ b/python_notebooks/variantMatrix.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 71, "metadata": { "collapsed": false }, @@ -38,7 +38,7 @@ "source": [ "from __future__ import print_function\n", "import ga4gh.client as client\n", - "data = client.HttpClient(\"http://1kgenomes.ga4gh.org\")\n", + "client = client.HttpClient(\"http://1kgenomes.ga4gh.org\")\n", "\n", "import collections\n", "%matplotlib inline\n", @@ -47,8 +47,12 @@ "import matplotlib.pyplot as plt\n", "import matplotlib.mlab as mlab\n", "from mpl_toolkits.axes_grid1 import ImageGrid\n", - "#import Figtodat\n", - "#from images2gif import writeGif" + "from numpy.random import RandomState\n", + "from sklearn.cluster import KMeans\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import unirest\n", + "import requests \n", + "import json" ] }, { @@ -60,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 72, "metadata": { "collapsed": false }, @@ -75,7 +79,7 @@ } ], "source": [ - "datasets = list(data.searchDatasets())\n", + "datasets = list(client.searchDatasets())\n", "print(\"Datasets\")\n", "for dataset in datasets:\n", " print(\"Name: {}\".format(dataset.name))" @@ -83,18 +87,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "dataset = data.getDataset(datasets[0].id)" + "dataset = client.getDataset(datasets[0].id)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 74, "metadata": { "collapsed": false }, @@ -102,7 +106,7 @@ "source": [ "release = None\n", "functional = None\n", - "for variantSet in data.searchVariantSets(datasetId=dataset.id):\n", + "for variantSet in client.searchVariantSets(datasetId=dataset.id):\n", " if variantSet.name == \"phase3-release\":\n", " release = variantSet\n", " else:\n", @@ -111,15 +115,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "callsi = list(data.searchCallSets(release.id))\n", + "callsi = list(client.searchCallSets(release.id))\n", "\n", - "variantSets = list(data.searchVariantSets(dataset.id))\n", + "variantSets = list(client.searchVariantSets(dataset.id))\n", "variantSetId = variantSets[0].id\n", "\n", "call_set_ids = []\n", @@ -144,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 76, "metadata": { "collapsed": true }, @@ -157,7 +161,7 @@ " \n", " dictionary = {}\n", " \n", - " variants = data.searchVariants(variantSetId, callSetIds= call_set_ids[0:num_people],\n", + " variants = client.searchVariants(variantSetId, callSetIds= call_set_ids[0:num_people],\n", " start=begin, end=stop, referenceName = num_chrom )\n", " \n", " i = 0\n", @@ -185,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 77, "metadata": { "collapsed": false }, @@ -211,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 78, "metadata": { "collapsed": false }, @@ -261,7 +265,7 @@ " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEzOSJd': 16}" ] }, - "execution_count": 8, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -332,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 79, "metadata": { "collapsed": false, "scrolled": false @@ -355,7 +359,7 @@ " np.zeros((h,w)) \n", " #np.reshape(callMatrix, (h,w))\n", " \n", - " vs = data.searchVariants(variantSetId, callSetIds= call_set_ids[0:num_people],\n", + " vs = client.searchVariants(variantSetId, callSetIds= call_set_ids[0:num_people],\n", " start=begin, end=stop, referenceName = num_chrom)\n", "\n", " for v in vs:\n", @@ -379,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 80, "metadata": { "collapsed": false, "scrolled": true @@ -388,26 +392,21 @@ { "data": { "text/plain": [ - "[[193, 190, 191, 189, 189, 191, 190, 190, 190, 190],\n", - " [190, 193, 192, 192, 192, 192, 193, 193, 193, 191],\n", - " [191, 192, 193, 191, 191, 193, 192, 192, 192, 192],\n", - " [189, 192, 191, 193, 193, 191, 192, 192, 192, 190],\n", - " [189, 192, 191, 193, 193, 191, 192, 192, 192, 190],\n", - " [191, 192, 193, 191, 191, 193, 192, 192, 192, 192],\n", - " [190, 193, 192, 192, 192, 192, 193, 193, 193, 191],\n", - " [190, 193, 192, 192, 192, 192, 193, 193, 193, 191],\n", - " [190, 193, 192, 192, 192, 192, 193, 193, 193, 191],\n", - " [190, 191, 192, 190, 190, 192, 191, 191, 191, 193]]" + "[[21, 20, 20, 21, 21],\n", + " [20, 21, 21, 20, 20],\n", + " [20, 21, 21, 20, 20],\n", + " [21, 20, 20, 21, 21],\n", + " [21, 20, 20, 21, 21]]" ] }, - "execution_count": 10, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "matrix = {}\n", - "variant_matrix(matrix, 10, \"1\", 100000, 140000)" + "variant_matrix(matrix, 5, \"1\", 100000, 105000)" ] }, { @@ -419,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 81, "metadata": { "collapsed": false }, @@ -429,8 +428,6 @@ " \n", " callMatrix = variant_matrix(callMatrix, num_people, num_chrom, begin, stop)\n", " \n", - " #callMatrix = callMatrix.squeeze()\n", - " \n", " fig = plt.figure(1,(10.,10.))\n", " grid = ImageGrid(fig, 111,\n", " nrows_ncols=(1,1),\n", @@ -447,9 +444,7 @@ "def visualize_matrix_grey(callMatrix, num_people, num_chrom, begin, stop):\n", " \n", " callMatrix = variant_matrix(callMatrix, num_people, num_chrom, begin, stop)\n", - " \n", - " #print(np.asarray(callMatrix).shape[0])\n", - " \n", + " \n", " fig = plt.figure(1,(10.,10.))\n", " \n", " grid = ImageGrid(fig, 111,\n", @@ -468,43 +463,29 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { - "data": { - "image/png": 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AAED/IREC9Dgze5ak70p6nsJP6pqqP607u1txAQAAAEA/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\nADCMPYtuAFgOr33ta8+7Zn19vWusw4cPd9UdPXq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6Tas7AGAzdo+kLePjtWY2oDDmtu90A2Y2x8zONrNLzexi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\nIXQAAAAAJiF0AAAAACYhdAAAAAAmIXQAAAAAJiF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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 24\u001b[0m '''\n\u001b[1;32m 25\u001b[0m \u001b[0mmatrix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 26\u001b[0;31m \u001b[0mvisualize_matrix_grey\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"1\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m200000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 27\u001b[0m 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\u001b[0mv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcalls\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 23\u001b[0m \u001b[0mouter_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcsid_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcall_outer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcall_set_id\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0minner_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcsid_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcall_inner\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcall_set_id\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/Cellar/python/2.7.11/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/google/protobuf/internal/containers.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 200\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m \u001b[0;34m=\u001b[0m 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( j == 300000 and i == 205000): break\n", "\n", "visualize_matrix_grey(matrix, 500, \"1\", 100000, 105000)\n", "visualize_matrix_grey(matrix, 500, \"1\", 105000, 110000)\n", @@ -528,24 +509,243 @@ "#visualize_matrix_grey(matrix, 40, \"1\", 195000, 200000) TypeError: Invalid dimensions for image data\n", "'''\n", "matrix = {}\n", - "visualize_matrix_grey(matrix, 40, \"1\", 100000, 140000)\n", + "visualize_matrix_grey(matrix, 1000, \"1\", 100000, 200000)\n", "matrix = {}\n", - "visualize_matrix_color(matrix, 40, \"1\", 100000, 140000)\n", + "visualize_matrix_color(matrix, 1000, \"1\", 100000, 200000)\n", "\n" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 83, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def k_means_clustering_on_variant_matrix(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", + " \n", + " # number of individuals ()\n", + " N = num_people\n", + " # randomization\n", + " rand = RandomState(1123581321) \n", + " # matrix generation \n", + " callMatrix = variant_matrix(callMatrix, N, \"1\", 100000, 130000)\n", + " # initialize KMeans clustering object\n", + " kmeans_obj = KMeans(n_clusters=clusters, n_init=10, \n", + " init='k-means++', precompute_distances=True,\n", + " tol=1e-4, random_state= rand)\n", + " # Compute clustering and transform matrix to cluster-distance space. \n", + " labels = kmeans_obj.fit_predict(callMatrix)\n", + " \n", + " label_list = []\n", + " for i in labels:\n", + " label_list.append(i)\n", + " \n", + " return label_list" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def assign_labels_to_indexes(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", + " \n", + " \n", + " label_list = k_means_clustering_on_variant_matrix(callMatrix, num_people, \n", + " num_chrom, begin, stop, clusters)\n", + " dictionary = generate_dictionary(num_people, num_chrom, begin, stop) \n", + " dictionary = normalize_indexes(dictionary)\n", + " \n", + " i = 0\n", + " j = 0\n", + " k = 0\n", + " label_index_dict = {}\n", + " label_index_pair_list = []\n", + " for i in label_list:\n", + " pair = (i,j)\n", + " label_index_pair_list.append(pair)\n", + " j += 1\n", + " \n", + " \n", + " label_index_pair_list.sort()\n", + "\n", + " i=0\n", + " j=0\n", + " k=0\n", + " for i,j in dictionary.items():\n", + " l = label_index_pair_list[k]\n", + " dictionary[i] =l\n", + " k += 1 \n", + " \n", + " #print(dictionary)\n", + " \n", + " return (dictionary)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#matrix = {}\n", + "#assign_labels_to_indexes(matrix, 100, \"1\", 100000, 200000, 28)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def cluster_variant_matrix(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", + " \n", + " csid_dict = {} \n", + " csid_dict = assign_labels_to_indexes(callMatrix, num_people, num_chrom, begin, stop, clusters)\n", + " \n", + " callMatrix = np.array(callMatrix)\n", + " \n", + " h = len(csid_dict)\n", + " w = len(csid_dict)\n", + " dimension = h*w\n", + " \n", + " callMatrix = [[0 for x in range(w)] for y in range(h)] \n", + " np.zeros((h,w)) \n", + " #np.reshape(callMatrix, (h,w))\n", + " \n", + " vs = client.searchVariants(variantSetId, callSetIds= call_set_ids[0:num_people],\n", + " start=begin, end=stop, referenceName = num_chrom)\n", + "\n", + " for v in vs:\n", + " for call_outer in v.calls: \n", + " for call_inner in v.calls: \n", + " outer_index = (csid_dict[call_outer.call_set_id])[1] \n", + " inner_index = (csid_dict[call_inner.call_set_id])[1] \n", + " # can be 0 or 1\n", + " A1 = call_outer.genotype[0] \n", + " A2 = call_outer.genotype[1]\n", + " B1 = call_inner.genotype[0]\n", + " B2 = call_inner.genotype[1] \n", + " # True for the shared genotype\n", + " if (((A1 + A2 ) > 0) and ((B1 + B2) > 0)):\n", + " callMatrix[outer_index][inner_index] += 1\n", + " elif (((A1 + A2 ) == 0) and ((B1 + B2) == 0)):\n", + " callMatrix[outer_index][inner_index] += 1 \n", + " \n", + " return (callMatrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def visualize_cluster_matrix_color(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", + " \n", + " callMatrix = cluster_variant_matrix(callMatrix, num_people, num_chrom, begin, stop, clusters)\n", + " \n", + " \n", + " fig = plt.figure(1,(10.,10.))\n", + " grid = ImageGrid(fig, 111,\n", + " nrows_ncols=(1,1),\n", + " axes_pad=0.1)\n", + " \n", + " ax = grid[0]\n", + " ax.set_title('Color matrix of variant clustering\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel(\"Individual's call set ids\", fontsize=12)\n", + " ax.set_ylabel(\"Individual's call set ids\", fontsize=12) \n", + " ax.imshow(callMatrix, origin = \"lower\", interpolation=\"nearest\")\n", + " \n", + " plt.show()\n", + "\n", + "\n", + "def visualize_cluster_matrix_grey(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", + " \n", + " \n", + " callMatrix = cluster_variant_matrix(callMatrix, num_people, num_chrom, begin, stop, clusters)\n", + " \n", + " fig = plt.figure(1,(10.,10.))\n", + " \n", + " grid = ImageGrid(fig, 111,\n", + " nrows_ncols=(1,1),\n", + " axes_pad=0.1)\n", + " ax = grid[0] \n", + " ax.set_title('Greyscale matrix of variant clustering\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel(\"Individual's call set ids\", fontsize=12)\n", + " ax.set_ylabel(\"Individual's call set ids\", fontsize=12)\n", + " \n", + " ax.imshow(callMatrix, cmap= 'Greys', origin = \"lower\", interpolation=\"nearest\")\n", + " \n", + " \n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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DB67pU7dDoMyzPT1paiCdXnvhdcAuFYylf0ulUjh48CAymQwOHjwojuRan9k/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VmZ1f3oo4/i+PHjBrjr+z5u3bplk29CKxUVFaGvrw/Dw8PYvHmzwS08+uijBqdC/Mlf//rX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\nh4dFrvhQXFdXh83NTdTX1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g6HAwMDA4hGo3j++efxN3/zN5Jt+NRTT8mJlq4EQBj4cEp7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\n3sSB1wHAsWPHJA6GMDCWkXFfACSTjTBwbr15FxUVIRAISPaf1+uV9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u6+3t3d/f92d3d/\n+tZbb8382gn+D43u7u63Dh8+DK/Xi+XlZWxsbEhv0/n5eaTTaeTk5IjrNhKJoLKyEqlUCul0GtnZ\n2Uin0yguLpYjW35HV9CdO3fkKF0/SGVnZyM3Nxe5ubmIRqMW4aBbgZm7S0tLcm1OTg7sdjs2NjYw\nPDyMvXv3oqSkBBsbG8jNzZV5tHtIu0dzcnIwOzuLZDKJyspKpNNpWTcnJwfZ2dnwer3IycnB8vIy\nnnnmGWxsbCAnJ0f+0e1L+jidTiwuLmJpaQlutxs5OTkoKSnB/fv3xR1TWFgIu92OxcVFpNNp+Hw+\nZGdny71+v19cKKFQSHpdrq2toaysDDk5OXKSQTcs4Q2FQrDZbFhcXITX60U0GkV1dbXQTV8LAG63\nW1wpe/bsQSqVgtvthtPpRDqdlr9Ji9zcXDx48ED4Sjz5Jl5UVCS/04VO2tbU1KC6uhpra2tCe02j\nwsJCuFwu4Tf5zI23vr4eWVlZ4nYnHuQXXRUOh0O+5xF/SUkJIpEIHA4HAoEASkpKpCenvnZxcREH\nDhxAaWkpFhcXBQbtwuEcBw4cQDqdRlZWFux2O3w+H6anp0UPSC/eT9miq4NuNW3EiMvKyopFlsk7\nuhBzc3NRXV2NRCIhcldSUgKHwyHGli5XurMoK5WVlcjPz4fX68WvfvUry1rUP+o5aZSVlSU2wel0\nwm63W+SDrqni4mLk5OSILhGOQCCA+fl5pFIpi06WlJTIPIFAANFoFHv37pWwhbW1NYusk5YMmygp\nKYHL5RK94D/aKL488B7zOs6RSCTkASaVSonclpSUiCuIeuD3+5GVlSU2kPymLtBFFQwGZf6f/OQn\n+PGPf4yNjQ1UV1cjOzsbqVQKdXV1uHPnDr797W9jcnJS4GI9NcqmDkVh2IvW00AggOXlZbhcLszO\nzuKZZ57B/Py84Es9yM/Px/3794WOvF/r0eHDh6WsB+UqlUpZQmUoy4FAAHv27MHw8DByc3PFjcoQ\nHtqxAwcOiA2njGqbePjwYWRlZSGdTgtNaftpS/gvOzt7Gx6EJysrC4uLixa50vcRZ8pypr3I6/Xi\n2WefxerqKtbW1jA7O4vKykq4XC6xM7pCAffA4uJimZOyzf2Jazx48AALCwvIy8vD7OwsHA4HiouL\nkZ+fL63P8vLyMDExYdF3yjLhd7lcWFlZQW5uruiuxi0UCmFtbU14xM96L5qYmBB7lkqlUF9fL7Zy\nY2NDXpL4ANba2oqPPvoIbrcbJSUlcLvdcv3y8jLu3LkjNo/2ljobjUZx8OBB4aveB0xbHQqFsLGx\nId/rfULz8sGDBxgZGXlsLtqvlUWblZU1DSCUTqcTWVlZvQA+ALAC4P9Jp9NHvvru/3ND18HjG9dv\nUgfPrAGkv9OlHfi3zlzUrhneSyHeqQ6eTogArFljZvadDtLkWp2dnThz5sy2Uw66aQBY3j50jFmm\nOng8oTp16hQAWHoE7lQHT9ei0nTQmVnMrtL1rXaqg9fU1GQpS0Netre3W+rgaXy/bh08nWHlVxl7\n2mVpZr/pemKZ6uDxBHGnOng85WEdNF0fioOw69pMALZlcWocNC6UtVOnTiGRSMhJr8Z18j96QlKe\n9akEM+DodtL10chjM3ONbjnymnhrOumaaYSDpwQcuiaczoDk27euUUXYtH5Tps3Txkx18JhBRzx0\n2MKlS5dEDpnRyaw9yrI+2aIeU0+ZeZvptPU3rYNHvdbZ58RJu3A59Bw6y5N6wTp41GfiZPJMVx/Q\nAeAul0vCDLR8aT0ZHx/Hm2++aclE1fCbsJuZoNQH6gbhz1QHT9dbI87aRUkd3akOng7FId9YB4/y\n87+zDh5lzaw2wFNT7WbVp7SchzKrbXB1dbWlDh69CrpcDfX8N6mDx3Upwxof0ox1P3nK9lV18Mx1\nCAP159fVwSO8HKSnDvHRdKGckSamTre3t2+rg6f3dq3rv0kdPLPLiNbbqampx5ZF+7VO8Lq7u7vT\n6fRbWVlZeQD+J4D/kU6nw93d3f/fW2+99T8fByD/FaO7u/uthw8foq6uDm63Gzdu3EAymURzczPu\n3bsHu92OwsJChMNh3L17VxIN/H4/1tbW4HA4kJubiwsXLuDhw4fweDyIRqNyikTDf/78edjtdng8\nHjgcDoyMjCAUCokQxWIxeDwelJeXI5lMIhwOIxQKwev1ykkBADlOt9lsiMVisNls2x4COTewVVT4\n4cOHcDgciEQiOHToEOLxuOCfSqWQTCZRXl6OaDSKWCyG4eFhDA4OorOzE9evX0dHRwfee+89VFVV\nobCwEIWFhYhEIrh16xaefvppbG5uIpVKIR6PI5lMyjVFRUWIRqPweDwSZMxgWeJ1/fp1hEIhuFwu\nXL16FfF4HHa7HTU1NVhfX0c0GhX6FxYWIhgMYm1tDdFoFHNzc6iqqkI0GkVNTQ2uXbsmcyeTSdhs\nNqHb3NwcmpubceXKFczNzWFzcxN9fX1ob29HOBxGPB5HVVUVysvLYbfbEYlEUFhYiGg0isHBQTx8\n+BA2m0346nA4UFhYKPxKJpNSz2pzcxORSAQejwd2u13mJ13IR9KIMIVCIfT09IgBKy8vx/r6OnJz\nc+FwOHD16lXcuXMHm5ubFhgikQju3LmDO3fuIBQKCT9ptJPJpPCrqmqr4XcwGEQymcT8/DyGh4fF\nENHw37hxQ2Syr68P0WgU8Xgct27dEjkvKyuDzWbDgQMH4HA4sLa2hr6+PtmAtUzb7XY5VSWv7969\ni7m5Ody6dQvBYBCxWAypVEpkORaLYWJiwqIrwNZD+tramtCfxnlwcFDgjMfjCIVCuHr1KlZXVzE3\nN4fV1VUMDg5KdxMGoHMtj8cjekcalZWV4caNG4IHAOEpZY84HDp0CGtraygvLxdZ7ujokDpsTA7o\n6elBU1OTzEOa2mw20cHCwkLs2bMHa2trkszj8XhQWFiIvr4+NDU1YWRkRORqcnIShYWFGB4ehsPh\nED4Eg0EAj+I0KYOcg7qSm5srm97Q0BCeeuopTE5Oij4nk0k5UecJjN1uR19fH3bv3i1ySNrfunUL\nx44dw8bGhmx+jY2NuH79OuLxOFpbW2Gz2VBQUID5+XkAQGFhIZqbm7G5uYmhoSGxG1o3R0ZG5HM0\nGkV9fT3W19dx9epVFBYWor6+HvF4XPAlPVtaWnDt2jXhO+GnfYrFtmpKMgmtvLwcBQUFsNlsGBkZ\nwerqquiV3W5HfX09GhoacPHiRcRiW3G5FRUVGBoaElu7uroqYSzcW/Lz8y02cXNzU3AZHh6W70Oh\nkOw9HNFoVPCYmJiAx+MR+x0MBmGz2RCPxzE6OopAIIDNzU3hHeU3FovB4XBYAvepXz09PXj++efR\n29sr66ZSKYyMjGBzcxPhcBirq6vweDzYs2cPbDabRQZoK5uamuQhh+tyH1xbWwOwdWp/4cIFHD16\nVPgyPz+PaDRqsV91dXW4cOECgsGg6JXH45EXJa7hcDhw48YNtLS04B/+4R8QDAZRX18vnwOBgMgU\n1+CLyerqKiYmJmQ+6k9paSmSyaQkwmxubsrJeG9vL5qbm+F2u7G8vIz3338fDx8+FHtL+GmDM+0D\nlIPh4WHEYjGUl5djcnJS4OPg9byH8Zf/u5MsprOysloBPA3g39Lp9MOsrKx8AA8fBxD/lcPlcsmm\nyoel5eVly+kS3x75dL2ysiInAfr4mBtkXl6eJUhT/x4IBGQD1G/h+s1Pr83vgC1DzbXNJ30d3GvC\nzTdCxr3pk0Wurb9PJBJYWVmxvP1pePidLiSpA48BWGjgdDoFbj108Lp+w9RBtRonjTsTSoiXnisW\ni0m8XCSy1WpqaWnJcppF13cisdVWSd/L9XStIr6lsnCrrhWl+cf7mSjC+zOdwpJGxEWfUpBXek5+\n1m+JZkKFKUf6Wo0b5ZnfU36Kioq2XW8maGieUFY0jJloYsKcSfb5dqx/0/cD2CZHLCyq6/Vp2Elf\nrktdN09aNG30/zpAmkH9moYMzNZwEQ7KpI7N0skfml7URcqJpq+upaW/1/Dr0yktK9XV1ZIkwaH1\nORaLWWJ6SUcND78z79OyTT3SwfV+v1/keWVlRa7R8qLhWl5eFh0jnJpX5vqkL+Ewk3pIOwbik16k\nv5ZJulL/f/bePibOK80X/BXcBYoYylSNjQOFXQTwuGrKQCBrcGjawY6cdA8Zj8by/Sd3vZPsla52\nV1nFrV1t3zvaGzNXq3tn72qSuZldabU78Y6lnpZuhpl4Jt2dpdO4M3ZMPBsIlk3ZbmgKgwm4Y0oU\ndlwm/nj3j/Lv4fceCrfvND1f6yNZLqre95znPF/nnOc8H/y7paXFxwMa8FMo+KiiosIHN38jv2Wz\n2VXPPIwHXSsQ5+daolUm1NLm6gHCoN/pWqSBMxw3EonYmIovl4cJk76vcgOs6BW6ztAlhXiiXtT1\nis8p/dmPwtPU1OTT1+5n6n7Ve+xb5culn9KN/ZCGpGs0GvWtszp/DaJx1wGFh/zn3ra4qYDc25n1\naI+aB+9/APCnAH4HwL958F0vgL9eV2h+Cc2NDl0r9xqbWzSb15kaXceowkLjaMFyRnzps4XG5zN6\nDZJO+wutr5UjR3MzsbYjo7/Gx8d9Gw937LXyZ2nxa2BlYdb3FQc/rx8dT3GxVk6kdDrtyyXI7Ova\nNPJJx9Hi0/zNhY9/6xWR4tqNYnZprQWw3aaRd8RfoTx1pBWditl4gnNhdRufoUl/rd/ZmCes0NWA\njkOcaOH5Qn2vxf+F+gTy83ILif+8Pgs1N3caeeVh8rFWv6wqwVaouPhaeQjd79fiB/ZD+SHPK34L\nwcd5ujJb6O+1YGQjH049qNBz9erVVfLswuSORznSsdxgGVfWChWbB/y5O91C7WyubnBlm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bUHAxIO6j0agPfvav+FcB5nzU/K7404g5fZ59FaITlYXSwH2Wxbh5fcTvyKcufV3eUhhU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\nXHKPR53G9sptsKfSimXX//tcdPHixUX0dV3wPtPsW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PggYFcKmrmslNNPx8P78XFAk3K6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\n0Xf3a4wT46O7PjbmDXjEZ5+L6KO7uzscn/scGtum/fv3B5ki0rqvry/Y7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vf/e/X+I/9M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TE2Zs+QCo/6u88eFCecOhBlJxIa7cyHt7e+13PpAuLS0F5HlpaSlA9/b2dty7dw9vv/023nzz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XoVKJZ8B3YzVCjIJvsQDoet/wRtzc3NRX5+vrXT0NCAdDqNhYUFNDU1YXl52Qee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\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/UF6xWMxn16rHuh5xXNop+yX0EfmibNgX7+d1rl2pDSitlA/niJ+1H/UTupuq8lFZ0IbZ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yN0o4+cZe1GOD169Ejgpw/W8ePHxe9ibm5O/KBIQ+ZKI04cu1gsIpfLiW/Q1tYW5ubm4PV6USwW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\nHAAvAig2xpxO92FVSLnXQ+edxpiedFnDxpjvfJS+eHh4fPzwC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bt5UNijHeDm9/WZQpxxWOF/tuinwEH5zXvrjvtb6+N0d9X9iJ7c0+T8P5P/B1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sbw5aN2AO9ll9LV6I3wTo+P+nDD/CikUIfk0xy1pDITfLLjyHDMGNOKtoI+z+XYIbl4pV1mB81/\ngRnoM+H5BXrF8BhPPQqqwV3sRu+nNizt4RkfncXPx44jUj40tJbnrL8ZPkyn2ovKaQyHbHU22w4u\n9ivNUV6CT3NE2Dw/bs2s6vgYfly+2YHgFf2N6iPTPOafcYVVlyNl0AaOTWMeqNxObm4GXgT/9hJ6\nMp43dTJfQ1d2VNmFR2CRv2SfwPoxoWe80vZlflKPCOPjKYFrg9eIbxl7lv1WW9M2s2PR9GI9xLGm\nvLIesBR3lo362nD03Ygvfxlev8r11nfwxq5XCeQvu7Kl1BftCefXwXj7UKTfqGtkOxe+Xko3Pc/2\n97vo3D7eQ+pl5/u96vWrwHnlfZN+nUv3gHqD1yvpJuGRbqPyGvW/8eslbfAWCi+7fh2bey1Z/XHw\nxS7essnMLuxwvJaevKH62fYvfr1M/6i9lObyXPfT/HVjAO9R9zK8XglWss3Mm7xwFu2vc71K5+5X\nhWt2ge5cwJNsP9RXrXshHLm+Cbq/8evbXun6Ta+ibVZ7dZdHlWFFFuroKrlmtaCu1uUVYl1cLcR0\n6Yo/XRXL7WGZOK8y41W3YRV0H/mWrerlVbrpymDiBcMOKxhpJbC3zfJj3LOPrEDl1VeXR5VF3gT9\n5/KrdhVztiLT9TpZLR70lHjEPoF1XFc7+gpGsu9gb9Tenlkjl2aVqeg6y3vPrNEHtl2WQ2M/AiNs\nmcHbx8iqZJeDbBWkbbCesL0AZlid2V8eVZbhEuxYZHt5VBk969vyl0eVvf7nt2oEb+wt/WXD9NgQ\ndAzGRW/Kr1P+opGSZlpV8HrpiJQMmV907XbthpWv8lauZRini6aQ9RmPPmRTgmPtcJkwVTJyvQov\nXnaFqZhy8ZsgT7fysD5GJTGsz9OOqjM8lTX2lomNM1VuOsWN37xx7ui0Q9LGGL8YZ54G8fKkQ687\nMgg58TQh2uFpNt68NLuYToY9Vg6/lebRlAiBrXV5c2DdDFjrZ20wT7WdMRz0mswtPRUko+fDjXYD\nWqXpoqlijJipzr6S3C+Am9l7swk133tJe0j9GHuGTZa1vVed6udp44zPuhnyGH9eOmJ4wfXhRtno\nWPwoNusNeMlm2MDrdXxlU5Z4MVbuZb5ay79KHMvSTl6l3uuU9zoj+jj2W3nxTczc/e6bB/mbdSFJ\n9WR70+50p2bTkmw6k4JYfWND2a3pqd+bzMzu2PAb30jIRFkk23rS/Mxssizl6Zm2d7K9aVuzU7+H\n/0iKDrQsIxyHX/A+tqu2NaVpCC4/rb8nJel4Z+PUJi9ObatP+Ga1zsn2pm19eupJvqCHE4C9DOoJ\nrmY1uXXy4jTiZJHvTJNhFS3gTM0mn1pNvLYIBwnUjP8OVlQhoZb+T7C4gWTNbTsvZgKPZSN07E7p\nPi60he8C49iu2tbsea03NbvTET1HFvDZ7SMs5qvv9s70j1xoA+UcRoEJPdx6cRp1nC/i6R3iF3Dl\nBTcuN7Sd0WNke4DHPBN+ertTKXPPPLHd5Us8RDm1Pb3Am4mJTyjX1ovTRvZqt84z0Ep2iOdOg5Gu\n8QW5sj4yTRnerMdJOSTZM51K48RIl63qosKfLM3sA4u+YFb1BjBWds3eJf/kC4PYb5K/CnZvxG9c\nRZZf2FW70z13WJP5QNsdwC6wHm6X9kmv4Kuhh2jn2vbK7WGytKBTO0fDAoHGh+uiiIIrwwbefO0W\nf+l0zGI5jwmJTDnuQK/HYtEXiA+oW/i0m8DCNTGzO8+izZq1sSjY7VT8PN3bVVxnEU7jJ+nZFsWN\nLYkhgMN+v6FF+DOxgiOVZ5s+2R5evhsfoXEDF/mCO2hjbnbnwMwKXNw3i7bldRI/9Gtd3/Y06uUU\n7eUU7eUU7eUU7eUULent5RStT8NdTtHa5RTt5RTtr/x5I0B+Uz+WBEw4Jjiq4AxJSffEQPVeEGgf\ngxkcJpdBgIIQ2aC0rP+XDgoHNlUMONkQgJNTCBrnQIGJAzjo4qAJI+cgFMqLowh86GMgCcF2xPg4\nEKvh8K7hSi87VXbSjG9jaHIaCcuL22F6XXdWwrs+6hV3PPUkA3Zs7MSbzmff4vNohBbgzjvfK62q\nz00nY0F4cdmuwmOeBr2VzjLzIuAinVuGu2eRZ+pYGTfGne1L7Y9th19g9qTtrKMcTjqQIKRBPXSC\nhFbARoBSmrUDwXatLyCsy2y/TcCWFwIENdbzVGbkAwI+Xa5f+nx/fcvrKv6Ku9od6zzjH+CxTxea\n94ivsNHA80XLI5ab2yfaGOmQBxnTaSesh+At7nPsSTt0i5Zf3OlgeT+ib33hYR+87urAhuPH/pLs\nHL41i4Ha0Ve7DfSsRFeIzyor7fiGlwm2H5YptdnEbOkQa5saF1lmTAMPmqj/bWyd4oD6GD8yUvxY\nZrdvsoP31k/R+n5s2LMOQ+i830yZrji5WYeZfR88mhriez6dUOrzPngTk+mHUtf3J5LpKy4b9gCa\nyu+j2pbvwWd1yuZE98ErQ9dhSvGotsNTcrwfD2/w7PvgzW10HzyeOtg5isPlTlsZ1sYUzs7GadgH\nz3nxjOqW3zz8j+H1Y7tqOxvPK75Er2/QSrkl4L/jS7JRXoHOsX3wwgaiMwv7H/F+XdAr319vWmX6\ns7LPFk+j8AX6g4wEH6Udl9O6tLqXotDKvNYp0J1nVG9G90jGqM96z7IOU/jPLNqdTDPxPnjOV6Oy\nyZQ66zT26ZrM6/Qh243jT3YLGpkOlqnv28b8MgtTXrpnlvMF+5zp9I2Z7znZ7Mn2rJZzGyoX7Jqn\nAEHThOVjCYxix6xHSOVgPfcpbbFD8GIya+GfbG/alp3GtAh6/t/YVfuLRn5DdIJxd91+ZlHvhN87\nBI/3IVWa0R50b2wfPJ4izPbBA6+bNAXy/UFOG6fVx8zKHoHFD4ztg+fw6DfvG8i6henabB88I/iN\nD56WKfLZ8yrPadQLyOLYrtqhPQ+blvtzTtPhPTlFpuy3fR/WaeXJhxtRVuoDvR3sxXcv4sh+KdPZ\ncE0jfwJfKP4hNk+WdW9CTnsK++cBLts6xYGAD/G+8WOJ3b7JffDeSC/xN/Vj5c1hf33LD1DGlBMO\nbsbn8/V1P5D61no/3NMDk3GPy+INEdMQfkgxvT1ym4B9a73vQ8GAh7qfr6+HD8Nh+ICJw6S5DW7L\n8VuVA6VlaJo/4NuX603HkZ+DBxgNQBnnWR9x1QOtGSd8nJdEE6ZVAAftYmQDOPhh4gtr8Mc9xoN5\nEfBeWcM/fo76LEulA/CBE7elcry+/jzgxbxjWJluNXwlfoB+1SHXHbIFhgGYfCA967i24zj0FmQN\nXFk+Tn9f2wq2sqptse4wzxrZ9FGWrOcMN/Cw/AeNqqdsA/hmn6ByZz6rb2H9gnwxkuTPWd5af5Hr\no/JD8WZ/tr++5Z/P19d9ylnpVBoxQqe4KHzVRfCVp8C+XG+uN3/5ZbAJzAywvgS/2wkvulYH1qty\nkHsfdZ91A7A2f/ml1zvbEP0jm153tra/uE7t1fHuKw9A7yPiK2StsFWH2PZAB+tksMWi3+xvQtwR\n+hv76iyty3KFbqoOsM1msYjt1mMm+SW+x7Qob8f8pE+vA+eu9S1Mw0V+gL/ZJqEn+A2rYRvO4kYW\nB9i/aspBZtvsQ+0NjuB9652wb7yD111O0V5O0V5O0Sqtqs+XU7Sx3OUUbfQBl1O0LY0aHy6naC+n\naH/TpmivlI7QW3lduXJlfbZRVu9Nzc6/NwyxPnl63d69/bw9oqwMpdvcfFWYzczO3x+K+FEjnw73\nfGuVD+KRaI/vDiuneCsCni4J7RW8zAhe2cZAl3f7tOq0/nfYZnbydNO2fkCbCPMU88x8heX5gdnk\nC7PH18yuraUO2ip02oENK8gOLPJrXngwK8vsV1aX1wNH8NCGuo/LUPwvvtq0rdunFSdc94SXhYaT\n/VIesI8S+suKsMdlyozx920AphUP/OdTGiDrMG2ypKmgGcHriR9Y5Vguh19w4iN4JmW7EPDAaSNY\njEPYwmDawmK+AjbraVj5TFcoN4swbGku85P9zWFl2QfxeDznO/HI+VhwfHyXpsHACxOeEz1mg17a\nB0Qv24NOeS6j3Z0fmK/UTXXEqNzMol6TnjqPjohHwIts2O1NaHO6LOELdIV0nfEL0464aHV04PUs\n2eLCRF91xfcRwSMcnR9EY7BDq20pfPgT+yD6gif71+3dH9RVs0+eXrd3Hzx3mwhbsEyr7cJfndyM\ntpH5N9jSd79TjzJs8C+nDBzb1QEf0iv4aj479eTppr1nn9nf/84Pq03BlsTe3NeVVc7BJy4s2H/w\n/cuWp6CD7YJt0YxkeSCym7Y2rbHoZ1/dsv4H9wP/WM98tSzZBduAWY1JGos8Zpbf5++LXD6tvGFb\n5XuZn+Q2TvYLf2aDjPCbfSbL3G3GIs5M0y++2hy2rDqoeuI2jTjL8Vn9FdsqxQGVyy++GuCqTfEF\nu7py12y9Xl/JS73e9dbvg9fkoZT5cF5iHQ57LvkarnBH9WBhz1ngLSUkyPA5q5NZ/QQFhtMteQoo\n8/iu1W0hCL6VZ25oS/PzMF2JjuoSbz/AmvJLkG/0+G49bHtnY8gxOEeOE/GDD2K2DwYYWs5zHzYK\nz4Bvyc9xHJb1nL3JbGjT+T2tcMH3CbX1+C6VZye8X/mGQ6LRobBpPeDaz/ebVn7gP3gxIby5bdDM\nz70+8d2IL+dHsh3Gssri8KzKEcv80dG9U3KKgsMrbd15Nny4sw79CGeXzuLB3ufvV13hD3AAn+5Q\nfmgILCyraT2wO9Ppycx8+5o7z6osXA7vW9Bt6Dt4g3tuewjy25uu686jo2h3+M+H1GtbbHdervDC\ndaOUu/Os0gtbYJ8AHI7tamxvWeUAOOCZ20+i6yxvLgs9PH8/6pLDnJbgLXbpOBzR91HFE7aKesxD\n9ht+IDzZkfuGWYUHuaEMZLayawGvq3bsdgrdZtvk3+fvF/7OWn47vctqS4GP7KunFZbjM6s82Nkg\nHSi6fGxX7fjrq66jrC/A233CtNKrPtGIl5nvh/xQ79hqm0yHw4dNk7yZ5onQzbHo8Iz0lfAAL71z\nNyVfPo3+xOWu9r8U+oqOsFzO3yc+zqL/YV/L+aJMG+IAyvNvppl1Fj7z8d0KD/oL33FsVwM/Qzws\ntuIxQvoSbOsaB7TfAd4HXzSNH9epN3i99R08XCc3Ny/czDI9L7Dcw2aQZrJZqdEZe1yHvkObyaa9\nfO0uxs813V20uDJefMZktrkjw9ntLj7T0DfnLXVOnm42G31m1+MfWeCjnsfX4DPCj7Ax6KItn+Fr\ncyprLzmDEWUWcYPhC887HGlfN8jGm6dfRPtuF3E0G0Y5zMzulL0IJ1+0G2De6ctzhW0R9uMfxdGc\nyReEN+vNIo6eoO0gc9IP3oy52YxU9Xw+wAOdLocvahVvW3gxes0rnq7b5dt1ZS64jcmKcDq5uZni\nwPyYJHAb+xKbZDgNz0o9Pq6P5X3ROat89m6Qs9AadFrws7n5iIXqufqyrI3Aj0T3mc4b9tDMqs7i\nqKxXkTvri/I72KQNfi/YjBz3x7Cya3dho5sIu4+Q5xoHUt9U7t25W39n/oht2kf+MlgHZNOvchGf\ndjuzn764HfEoOnDnbtV5s6ibvMH66Gb18+ojUlu0Ae/drvVfjY5dEBu1fIYPb7IOn8n8hP6mMZvx\nsGQTeil/Ee6sj9nvJk5YolNv4vq28+T+OHLwQu5ZX+fVNa/Eyy1qjoLni3VtbgHnbvlzyZPR3LGQ\n7yQ5cY8s/tdnIWeki3jtGc3zc74d5yn1sR3k9zAfQh7MitpbxNyBJieF8aacE6Zf+aftZjk6IV+t\nqzRAhprvpLkvmhfC7YU8rUWs1+TFSO4EcG3yNnqqv6q0aI6WJw0n+YIZb4KOdS1ODDvDnfM6WSac\n78U6xonMnEf4SGSa4aR5LqmOqF2IPQW9I7o4X0VzeEIuY9IO5zOBxsCvRctvztliuvbYPvqIJ7en\n+oX7X643w3Mt73SyPnVVRx3vJEdObYUXez0yWlTTRxkBJ81RAr3BN5Adgz+c2/keAAIAACAASURB\nVLXuhhw8xguJ5JpjqDrvsiU/AfwZF8VD7YlhYkGE5laFXCxq99Z6P9rNqs155fy6rIzaYUory1Zz\njRcWdIvzODOfoDlmmsOH+MA6u2cRB7Z95Q3bvsYizedjHxfy6xhWn+Pc+AfcI/6G35qLSzzKcA74\nrMSOV2R3i3af2CB79S0jcll3sveuyDDoSne5D96rE0eOyzs/tOITnTle7eerBPleHw0G93h1nBsi\njHRVhRieLeQ3nC/DI4ccPgyH4ReY++tbDU3AhVdrIYkYTtidB3/6WseVk547DyiJlJOZA19Wtdy6\nj6unGnwXkaawAovk4e2RITq9gr/fYzyU973QxOWJLnY2gRdMR5fAyNpa1VWzqOdBdgxWJ7CIr9qx\nD/osepQGEJKVrnTj4BLaYZmJ7TjMRazPzlRxd70pMII9XKQrK5E524zKtI80hvJiA/jmVcFqb4HP\nvcAh2/aOhehWkLfWz/RXaUpsV1cM8kq9hp/qn7idLsFD4Af+UNAM9xbJykzqHATbXdHqSMIz829n\nG7UjyfJi3eBVkUGebE9k0/vrW2t7um55pR0w4YH6xOCTMt/PfO2JjpW1clH9TnRU6Vd/wbsArBdx\nEUDanvKyj7hw2WC3i9qe+lZfcKH8Uj+ZtMH6wL8DHL7HtDC8XnAkP842zb4nyEVidmaD7F+ho+G+\n+nbyoZcdvNfo4IU32Y4Uq4s9b3Uy/GarvXd/CyDj1BVM2WiHvnGgXS3Lb8V6341E7nHw9Lf/BeG/\nssgHclL6NoFy/p8cApdpRmcWRCMFCB4JCCNy/ObUC7694E68hvPkkYrw1sT8JdoamXfW8qNrV2bx\niEnzhtZXOsD70IlZ5G2Fzk0nfOiskcnY2zTjCh6FsgvS1UWrk4EnpPuKJ9/jUadsVFnfYMf4zfTz\nCKPiw3SBR82oAOtHYiOKQ2bXzAvldxhxY+dOep2+1XeRLugKj5Y1MhDd5U5gOiqu9st0LeQZBb+g\nO31bJ2tDfal2EFD/kcWO1xjc1DYBm2xER0zdx4gOZe1whzSzFfXh69UwCBB0SDvkgKEdN6ZDXnIy\nWgNPtQO5iPzk9llHVW90dAx0YGDD/RR1DBkvjo9N/BSbYr0H3LSe2qzqXBLbGtrYF/HvPuLDdhZe\nJMTHcwxiPWE/zKtoFccwsydxgGW47tpVtBwn1Fe8yQ7eb0UOns51bz04tcfPhsN90wN+D+Ih5ria\nQ9IFLupkl7bz+FnBKzkYXXOwQv5fcp0f1BwSHArdHHKOdnSOnw7mxodXCOlB6Moz/620FJwynHEI\nOfgMGvR/4NkBlaPL+ZjQ5nwpeELmGRzOJQOd+M3XRYdI84Hcevg556g9fhbzhjjnkOuwvvHqNa4X\n8LvokPXCX86za/S5lPvkrOLZwKQL9/DN+SXpwdtz0QfN36P2wX/WKeStqOzYjjSfSXHAPdCI33wf\nes85Q1sPTtsD7QkXtnvomeb8Ie+J+cbtMo6BTrJDlrfaisIws5Brh/ZxsZ6jHdRh3WCfgG/OF4Kc\nHF9qA3VVf9R2mA+MO35/uFHxcniJ71T8s3Yv8qeAi/xBhRt070A+Fn0M48+4aOxp+CZ+N9BJOqt6\nxL7w/KCNRTfsofMGehRWgyY46oV2sucMl3GFrnA+H+PKMuEyjA+vUGXZs26GmH1A+j6vbeJyPA9E\nxw9yHwOcWP+RA5/FgYB7cn24kdvtm77e+m1S1gvzlUFbD4ZVpne3y3LxKRXmFUtmvoWFL62fm6+K\nenKzLPc3WspfVpX5thczQYZXT2GLgnuEl1mTyHtyU56Z1dVVXL5sVfCXv9q3n96uibQn22WLi6XV\n7RGWQ72TpwOeT/bLljF0YTm5byczK7i8OHU8nuzTlgdW6AauhY/f/c5ps21F4N9RbJO3T/FtaJZm\nP366bz/9we0gA+fNgdVtLJjODwb+nn+POjCzikfYdmNO9JV6frg7VoqB9wdEL7Zu4cBJv8Gj8/et\nbjlTnv/46b799MHtCp94wXiGi1dG4mJ9Qtu0As9xB95PSU68hYNFOu/u37L+wf0oKzwHP3mV5syC\nPvIqS8APOmICo1xuT4VelrNNKSB9WuuGrW3uCS3cjhGeoBF+YCZtW4QNe+GtQb74qtjHnOyYeQA8\n5q393N2/Zf3t+1VuUt63ZsICAdZHbEdR+NpsqcQwYW8vntuT7WHbkrtPB9kG3ZkSTiy7YgvN1hVz\nsuMD2rZiXuX8/Zuf289v/9DRurt/y/oX9+P2SYwz7pX2g/18MbwUvXv7edyKZh79caOTha8/3t+3\nlV0b8JmZ3b1Jsgedy9rue19/Zn/4d/5MteWn1+sWK6JHJ/vDFhhNGZRTG8/se9bSgS2KoFuuQ9AH\nhkX4pLHoYKDhf7zy3BcfuI/+ItGDB/ejDpS4EXwdxSK3HejhB+TjDgjGlGDds7AdmePMPoLuPblZ\n+etb8EytxjWOseARbAH/Rd5Pbg6L3GDHT7av2/e+89wmXwz8eWg3Bj1R38qxGrJk3oiv/vHN/WGR\nC+u5diJL2Ss/Mlu/oW1S3voO3v76li+R/8zesz372D62PTMrS5dtWN21smt2/PVVu/rOsZmZ/cQ+\nso/sJ3b89VX7+J09u2EP7diu2lU7tt/7+h/bx+/sed1rtrKrdmzXbGUf2U/sJ/bRsCTfhrcmlFnZ\nNW/zY9uzPfvYVnYtf1sssPnZDXtoe/bxsN0A3QPMH/6nP7fP/8PvD6vVbNimALihDNp7aDfsJ/aR\nvXv7ua/k5Gtl12zv64/ts3fes4/sJ94O8Hnv68/s43f27JqtzMzsI/uJ/fzBD+3uzYHfP31w257c\nvO58QN2VXbP+9n27u3/L7z20G/bTF7ft+9uf20/sowbf/sV9u7t9y8zM6dl6cGp3b95yvCDDn9hH\n9tBuOAzmH/hhNowiAibLEXIBrpA50wB60dbDr2/YZ++818jsva8/s6vvHAd9eGg3XA+v2rHtff2x\nffzOXuDFx7bn9KOO2bDNBPOi4euD+3b35i3Xtb2vP7ar7xwHHgDWZ/ae2wXDAI9/+Ozntt/92GUF\nmHzhHmQC2IALuq/ZymUCnX1oN1wHGS7uQV7MU+Y/8AavMj1TXBkHphF0oG20B9z5GfML5aB7zGdt\nT2G/+4Pn9uTp9aBbTDP0lOn/yH7ivOY21H8wDOjBjXce2sOvb9jH7+xZ/4P7dvJ00/X8qh3bnn1s\n95/19nn3/UA346HwoV+f2XtuP2bm/sJfEErn8ofPfm63urvuK/lSmz+2q/bT27dd9x7aDfvp7dvB\nVzEe//id3wu+GHYL3/DTF7ftysdr+/zvfN9tBXvjKb3v3n5uV/7u2vb/7x97W4AHvKHv8Pk37KH1\nt+/7oADkBpuFb8M9wAFud7dvOR3v2Wcef4AXZAxZsh1wGaZHY9E/u3Lf/s319YDbNVvZuy+e24+3\n9+v/8hIwZt9om+2O9Rv8ga+6YQ89ZjKu8IEcGzM7+sh+YmZmP7/9Q9eHd28/D7qhcFiv4HMZZ8iz\nf3Hf/rl/5Uv77J33go7Bpp8/e9f2ux873YwjaAUOHAegeyi79eLUfry97/HFbFjVjJ0vGNfbV+6/\nsQ7eG5nn/U39GOeDreo8d1jRonP9kvuhuSohN6KU1fqPRubXNSeN8Qp5G5zvInlknAPEePnqOMkX\n0FwIz79Y1TpZ/l9IwO2tzcNYxLabhPZVxLVZoSn81xwLzm/w3BnOaVsJTxaxHvAPuVGSvxZyRjQH\nkMqHtruYS9LkQyY8QnnOYdTEYM1lYd74M8nPYxz2qA2GoTlampPIOYYhf4YToVe1rK5KznIIOfeH\nc8ZUl5k3Td4S2SLkpLzQvFfX2UXbFsvNcVoJHYl+OA3kE4CD2xu1xyu6A0/VfjRfqyO9FX3I8oeY\nr1qOVwH6tyRyq094JDQ6nEQPGT7LzXHmhReEFxLxWR5sm2qnITG/q/xm+bB/SHWyq3XDyvVV1CFt\n9/r6c4ep+cxN7jHlewVdS3Bp8tBIBmN0aF4Y55Vx2WDzEov2jBbUddbwPPCB9IP9ydiq7hAzC357\n1tLT4Mo5pRI3tQ3wZ490wetqzmW5F+RE8JgmXYjn8ZAWaDQ2LP40s0HGx9sRncx0YN2/hYsszOw/\nMrP/3cz+NzP722b2J83sT5vZIzP7AzP7H8xsU8r/H2b2j8zsL1zUwUuD9EoSRMs9D7qZ4UuSaFCa\nZFFGUIpegl2ymCD7sHKxQ1HYbFghCHIiahL43FloPXIuTvNKykiHigOc8ok7i8FQOXlYjJydTljJ\nXGCEJf/qOJOFDZpwrJ0S7TBknYc0IJFTYN4EJyFthU6rOKWG90QDO6bQQepyOtB+45gTfc70XHVb\nYUCnuTw77CxwK8+bRQDyMsDBuOHFIrbDZTL74xczxpnbSgMe6X+z8rCLOsIwA820gOuR1YVGSnOw\nTbHr7KUp64AFHFSX+rqCNPCZXjQyO9SOQdO5ET3as7hQIeuUq202fE8WGSg8DbrqR7hzGHhOnXv2\nq2iHt3hZ9+1LKesvfuvWN2HV5KreD7GH4REs7XD7S4b4atZf9SehQ9PXlZwaH9T/wrc6j5MXJjzn\nlz7VQV14w98qq1Cmj20or923im9R3WE5Kbyg912UGccH3q1BY3uAKXEgyLCnznXf6jHX2bO3rINn\nZn/WzP4vM/uT5f9DM/tLZvY3zOzDcu+vmNlfL7+vmtn/ama/a2b/kpn9n1ammrMOHitb6DBIoAxB\nadEqYHBMfVSIrHOnwtMevQpbFaxxqur8ugibnVZm7KygUEhemaYfDfINv8hIQtAjuhhX7iSx49LO\na+awmlEdCnqhI9BFZ8OdDuaHjnxmToLLa7DWjtZYJ507uSzTwAMdyREcdMRMYQW+dq2eqg5lHV6F\nwTJHUFEHrjrN+sp2oPJRnjdy0AAgnahMNoEnfd4W11PnrnrKNsAOvLHhpHPDdGkgZ11Rnga7S2xN\naVZ+NLbLttILXxYtjiHACm9VFxU+84d9AY/guN8lm+DOAduuw05WpaoOcMc300mXz8gq2nTEe5V3\nTjN7846H+I89qaO+P5XZqrWLYIsky0Z2iU1rLEJnZQyPzC4YJtu4xqJgt30rF+2AZfcyPxna4Nmy\nVZRvQ3vyoqRluAPGeuK/ZfAj9VcjcaChdRXvX2S3b7KD963n4F25cuVPm9lzM7tuZv+vmX1mZv+5\nDWmQ3Xq9/idXrlzZMrOn6/X6965cufJXbWDA3yj1/56Z3Vmv1/8ggb1e9xaTWpHMymfRzq0uxECi\n6AdyBJlZSBL1xP6S/Kxn4enZfXo2IieEhrPuyoXzHcMiAaO25J5ftHJrd2WexOrJq5zcu6Ske12p\nxUn1JXH98bW4i32W3I7zfjlp2c9yLAsifvbVLfv979z38/k8WRUJ5JzIOq3Jxp5oXhKhv/ed5+GM\nWE+gZf4Wnjh8lrkmOhf58pmYfvyZEa0MCwn05YxM34keSbjZIgqTBOgji8nAnDRNF58vi0TzcH4n\nknyXVLboF5L1gz5x0rMRDEqCD2flalL/srWRcH4kw8/4bRYWLZhZfhatWZMw7QtXdPHSjJ6PLTxg\n2rPf5WJ+I6nb71m70MdMeFto4LNacZ5qk5DPMgBfQDfkeq/YYC91ZHVsgIlEdlz3ymKFF8+rPVOS\ne6ij9qILSJjvtIALi5v+8le0OEqT6nURjOohL3qZDae0+LnZDI98QjhjmNuZj59Fy8f/8YIaPovW\njHwQaCwwfCGbUfwodISFObo4hukvPA0Lt1gO98iG0X65mhg1q7Zx50fD8WM44/T7+5/bZ/aebf3g\ntJ4ZDDzIf4az2lk39FqK3i/l3G+Ju8FmzaLOsQxoxwA9ixb8dd6yXZM/8nOLoSOEM/t1j0FFDmFh\nI+yeFyESjrrYh+NAWMxx0C7oevwjihO4iq/YODNbv005eGb2+zZ07v6JmS3KvX8mZf5p+f4vzOzf\npfsHZvbe2Ahe9pZ14T54nKtCU2zhTV/yDcKbmuZxaV2ZVtB9esJ/eTY2KgM6LjrJItyjN65sHzym\n0/mwiOWat+uXjOCFNyoZwWuG8eVtN+TyFHo4H4dlGEZUdISwS2iUN9AwckntKbzQlu6l1BOPlA80\nRae8YN0IeMr9gHfyphr4nOmXjlwJDB9tIRgX6XSGU5MXM6brqs/ZCN4i4qmyGdUzxbW3lEZuS9/+\nm2fchr7tX9CeTnONnWShNh1GFRYtDaO2y7qb7e1F9gydT9MGLoJPU4ZBboUXYydZqH5nNs8jeI57\nMoKX2Wijm/3FJ1k09Vb1JAumtZlZUB+uZcTP8z0u0/hFjj/is9VfMw3NyJ3YLY/gNTgRXq+yD97Y\nCB7DCidZSH6njoo2vGQdhw94hX3wMl+qswCNbbAdi01rXjvzurH1l+yDp7F4zK7sDY7gvREgv2bn\n7l82s2Mz++fN7HdsGMH799Cho3L/z6/Swftrf8LWe3/W1nt/3tZ/709VocKx6VA7hJVNqzYGRErE\n01E8TK91dah33efHEnE+Txp0NNgVReYptECHBEkfRiflHxuK5oRkLrMnbWUdI8bxkcXkW85FQJ10\nyo2CIzv/MKVD9TXoPxLZsMzVGXMZ/M6mdFmWDd+72Ebm0JkHqaPsBNcuyl/zXhg2cA45MH38rfqs\n0x3c6Wa5aNv8rQFapzibDncf6dEFBg3eiaPl9vz3Irajduf/+5a2bHoIASULaozPRe1xsOHpKy6f\ndSDAO7Vn1WXWP5VDCM7oOCmfuWxmh11Ck+pXF3WHjxjUIM/4qm1yUA84JDl4bEOcD9roHuXBqQ2o\n7a8XQ+d0T9pgGrkT4L5Jpt1flurT+FuJP40tUgcIdTnuhNhE9OBZk4MnuuH0y3Ript8Km+lTetTP\nMa4XtdOkePBLOP9O4Izl4HFZTidgX662or5tzNY1bYhlp8cish7/TbP1TRv6Kn/tT7x9Hbx/x8x+\nRv9/ZGb/pQ0LKP6Fcm/LzP5R+f1XzeyvUPn/3sz+/OuM4GkOSjBUHt14lRE8coxpwNa62lG5aARP\nPplRBjr47aOPuAVH1RGeb2oET/nxq4zgdfEbv/+4RvDUoTb8ZvpfZQQv44ME+MsRvPZekM+vMII3\nZiN8n2nktsb0MeXXyAhe0EmlVTr4TaepawPnGxvBK7r2jYzgMQ1/3CN4SY6u6t6vPYKXvLAGHhc8\nGtmpPYy88AVYi+QedOglI3ghp/C3eAQP9x9JJ66h6SUjeCk+HXXqWJa/gSN4v/tG5nl/vesPzOw/\nvnLlyp8ys6/N7Idm9j+b2Vdm9u/bsNjiL5nZ3y3l/1sz+9tXrlz5z8zsXzSzP2dm/9MY8PMjs4n+\nng+/D8vu0bvIQ0BOwNTs8JnZ7lGtZzaU3zkymyS5B4C3e1TL8eV1R/DCNZlG2Lyj9mHB9TyBbWZ2\nbXvTVmenlR7OF7SSz3BU/k8LvsuhzKHspA06QZNZLLe7FB5OKY9KaMY95R/u7aKdwvcdgrtzNOwP\ndE5wzo/Mtl6cDu2bmZ1VGQIew2ea9D/z3ZaVx4dnJfeOZU3wIGflX8Cj8DvwYTq0cW1703Y2ToN8\ncJ0LnoB5nugW8xUX8xnyDnQKLIVxeGa2W/gLGBfpdIaTPmcalOd6j2XP+DL/gbfyJLMpp2kZbRk0\nOh/IJpS2ybzqZqO3QtvORtseaOW2H58NuqD6jvpmUb92Kc/IBAe+mBcuw2Wtu/Xi1HOWDs+qzm8V\nnALddgF86IZV2zUb8Dw/GvYHC3r84jT4SoWpsm1sQ2hlPNQ/qO5h70Dc31LZU73dpdnV7eOol8UX\nM45oz/Msl9UfQXaMP+sEy5d17PyA9BA6M633lQ8sq0Mz22E6xDau2nHVJfGXxvVGeMMX6Ax+TWDB\nb3Pccj5b5IXGRm+H44/IKPsNOJPZwKedDXMfyDgH22A+CH/QV2B8nNdsh10uF9gCeK/6wJf61zdx\nfetHla3X639oZv+Vmf0vZvYPzeyKmd23oWO3e+XKlT+wodP310v5YzP7r22Y1v3vzOw/WJfhupdd\neoSSX+X+yc3hFAs9poSPiuLEbf8tMPmIGK4b2jM5ZsvGy+HZhxv1HuBOyhEw6RFpczmGqHz0CKUM\n/4DLGN+ofIb/bhePmkE58Nnm8Rkfm6MwVQbYIPLDjUgHjuJiGpU3uMc8xKVHk11EL9p0euiemXny\nudLy4UbdcNiMjs0i+aCOHy2mMrPK2zFaTm5uNvqCK+jzPMLQi+WS2UHzX2DyfRzhNSF6X3pMzzzi\nyfKeZLgLnXo/tWFpD8+cBqEjyIcupVdpBRzW3wyf1KZHZHkRDhl9T7avB3rcrxxEmTHdwIefQ79g\nM3gOfYGOj+GnNKpdmcUj5bTcGJ2Njkp91rdUvoLrpNg4481yBb0nNzcDL9i/vcx/ZjzHxUfWndzc\nHD1ijX2hfk/mRR4ZLyUu8Oa7E3r2qn6Sj15E3GL+cf3Gb+i9C55d5M8CTeR3G59k1ixmu8ie8Ezt\nVvnKuue8t4jPhb7jDV3fegfPzGy9Xv/N9Xr9r6/X639jvV7/pfV6/f+t1+t/ul6v/631ev2vrtfr\nv7Ber/+Qyv8n6/X6z63X639tvV4/ugi2r2jFW6y8uR5avYdVUpNZuU/lMbqDe4dnESbg8Rsqlzm0\n4f/5US2/s1Ha0rL0X383bZf28GZ+aPU/3mBQj2nxkQDgY/Xj/Doimpf1LQg8A83MX6exlN+x2j74\nsvXitNJi9Rnz/Zza9tVrywr7qh07b5jec6IT9x1vwvdceGGzih+XZ1niPuoCd/DdnwF3GqFymRV5\n++hG4ZHL5yjSH2Qk+OyM0ALcwTfVF5u1+hxkaFHfgj0QPOZp0FWWxTLyYscEF9KRANcSvFmeSTss\n/8z+2HYCPSb3SfeUL6zLjE/gy1mFo/gD9lU7btplPrLu2nQcn6DfCYwg3yJLHk1gmmwmMiMfcJ7Q\nqvqF5/BpoPE84WeD+1mCD9kG2xXDm9BKTKbZ+VDqb704dXygg8ojlpvbZ+E1aN3ZaOPJZDZ84NeC\nHyA9ddwp9gT7VRucRX4Cj52NaCOgif0D+0PUvWarwEOX91HE0X2rJXid0ccs2BngYuaD9cN9+DT6\nU7Wrph2yU8ZReao6q/FO2ww+ZBplxjI52d50PVP/29j6VGyQcL9mq8Yex+z2TV6/ER28b/KCgdiU\nDGk6KOGOUcDhYDGtwZMdF9/zoDWt/3l4HEbIdb2ztaydu6AU04oblGZnoxjMtBoO/rND9SFpi4EW\nuCCou7MshmZUDx/uFO8AL8AinrFjYdxB12RG+JMxnGxvOk6AhTrg4WRGbS8rfJRDpwrtwdFzsMF9\nx3uj4ss6wcEPMmJ5cTvsSLmzssO8WFrQK8BFOzsbgxN1HmxUOOzUGR7rDPTD8TurMvVONbUPfXEb\nyPT5LOq+1xO5cMeTeXrOukoB0/k0qzCZ56CLbcB1EXiTw4VMefqcZTmZVZ5yW5AH7nmnelrbCuVI\nD8+lnOvrrOJzTrSBJ+w7PNgUuW69OG3aZT6y7ro+EU9dzmdVVzIYsB/4B9hOsGeSmdoh2gYuTKvq\nl+Nb/MA1W3ld2DLD5xcVtTsjOXrgm1kDjzsq3lEg/F33lpHnwNt915LkNhuOADvkNpaRRuiEb4Ei\nMBxf5pNVf8z+wnWMOlwsb/f9ZANen2zFBwyswkR750flaDf2K0ekF8vKL3Qi0xi4QR9ql2XK8YN1\nxfWJcGU/ou1wTOUXEMgIvxmOy4r0neMo8wWdaNZxtmnYCuPEMU1tneMA+5jzo9ppZn87Zrdv8nrr\nO3isbOzw+C2KDRUKDyPBPTYcD4IIylBuazsJXNc7W9P4NhE6mstaF6M9/LbgHTMKdh5EpjXwc+eB\n31SgwN5RlDcPBG/ufHpgSgIx2mPc9S2JnRQciHdACyzuOLsRou2pBSeENyvubMFBcrBRZ8GdNe0w\n8Agel2eHDZzYkcK5HzIvphb0CnDRzuHZcCYid8I9SBxF+rlzxm+QIVhsVJkCrx1qnzuJ7MSCPm9E\n3fd6Ihc4JdZpPGNZQxbOp6MKk3kOuvTFIYzgkcP1TuZZlDNoQzAALmx/aMv/E73h/jTq4UTKaUcZ\nZRzGWYWjtELnT7Y3m3aZj6y7rk/EU5fzRjsSEDohS8J3Wm0n2DPJTO2QRzfQFnfkWL84mB+e1U4S\n2zLDh+6yrekInnZwxkbwPFhuRPx5dIV5Drzdd01Jbke1c6pxI3Sel9U+FIbjy3yy6o/ZX7iO0QsK\ny5s7uJCl1ydb4Rcqf0ncqDrGI3iID64X08qvk+3NYNchBr5kBC/QM4264vpEuLIf0XY4phrxBzLC\nb4bjsiJ95zjKfOGXvItG8Bgnjmlq6xwH2MdMZoO/55eui+z2TV5vfQfv8rq8Lq/L6/K6vC6vy+u3\n7vq2t0n5hrdgaZaf+5mzsrzZD6NOtpAIezItBB6WWkudsK8O79nTJ+VHPn7wMd9ftbDHthEIR/OU\n5eC67QQvEw/L+3mPq0V77FCzTL3ADftY8d5IdJ6o74+1Iliy1QxvH8ByQblwcLbuVbWyyBfd9oK3\n0ki2DRnbgkD5A9z5XFzdPiOcYUlL7vng86AXynuiQbdtafbjkr3DoNdhL7Cu4hJ4luk56VvYroDq\nh2cd4UjbDvH2GQEX2ptM8XIaFnFbj8CLVWyHy2T2l24k28W20q0rFrKtCW870kcdCTBp2wfXg6Ib\nvGWH8oi3Usi2Vgk0JVsuNFs9sS4V22kOtl/FOmndPtLEvjTIp/Di+vrzyM9s6xzhtW6Ton5C4TXb\na/QR/2yblEdGeNN2Ga7Luk3Kovqgxt5oixbYNG+5wXwa2ybF4WUb7RM/v1xvhv0/mZePNNbRN/Ty\n1no/buXB/pL4Bt/qZTRudLFd3SbH95fjbZpkm5RGVlxmEdsIvGZbFnmo7mRbnageNltcjW0KTjhr\nTHZ8hLewWec9yZn1WP2jvU374H3jHbxinC6o1eB4YCxBEYoh7q9vVeVkA20a8QAAIABJREFUpVvF\n7y/Xm9Vx83MJuE3dvnYosfkkBwLgGr67BHYXYeIQcSgoaAy0dqS4PSneyiI/Ovq/iAEKnRpuG0ED\n9/bXtyoO0om4td5vnQvqMA8Lvl6eHG3gGztTcazc+WV8w95ZKqO+6kLjzEl+AdbKmv/Oo55kSAGD\n5ZM6e93zinQ0yISdUSd0qK6o3nBA6mIbX64317fW+5XWMX6xjqijZTlwZ40CMt9zHWBb1E6TdCA5\nwLsNaFssNwq6/Bt0hs4gv1DIiwMCpgbAAEfsDeUDPJZ3J3JlnaKAH+xTdbAbsf0V8XjRwkW7Qd4a\n9PoIP8itPAf86+vPQ9tOc2KbzB/2TcwL5zfjTT4h2IfY+631vuMDvQovX2R3t9b7a/tb6xjY1X9Q\n26BXfeIYLo1MynP3c12sy75uz9p67BPUJtk2Nn/5ZevD6KWDfXfQgVWFwfGJZdD4w07k0gtdi3ia\nj/pabgN26p3uVfwd+F5k6ac6sU0yHhyLyF8jHoY40wmNia03Nij88XY0BmmdxZvt4L39U7QlwfHY\nrtr5++YrWnhlJnIbcK7gNVt5TsXJ9uaQ91Dqnr9f7h0NuWTHdrU9Uw/fR6WePpvVVV3Ii7AjM7s3\nzNUjCXrrxWlNir5nnsfk+VqEFxKDnZ5ZXbm09eLUVwPZvaHesV01W9YVdeFD/LDlcHavn6lYyly1\n45B/cs1WQ5lS75qtKg4lBwU5K1ftON6bVRjgsT+7R+Wntd3At1nB9R7RMK25Rnwv0HnPQr4G5MpJ\n2bw3ovNwSavCZvG+zWw4P3IZ6XQ+3Ks82Hpxane3b9nWi9PhjMblcN6iy7R8Jp+anytrH1jUj1ml\nDfwHn0/2N4Ou+Oce6c3UvG1OFocewnbCc/CdeHr+fqVx8qlVWUwrXcDZbeIe8bLAdNsr96/ZquYI\nfVp123PG3rdgE67P0wiX7Y5pZBx8FT3zo8BmnwAc0BZ8BD4BjtyDrvQv7rucgrynJFexjyypPzwX\nGPBnJ9ub/rHp0HawsaLz8GW84rFpYxbhQx9g727HU7Of2EdDnQ8qvxs7VXsqv0/2N91GlN+aQL+y\na8HP4oxS8BWwIEPolbd5bzibFPReteNq9/ARH0R+nL9f9Q30qk/0c2q57izS6vwpPuH8fbEL4ued\nH5ndWYi/OaKyR/FeiEVTs4/f2at1Z1Z9+gdWz4gtuqk6AHrdTo4ibPcRs2oPK7vm9ue+iPyX+8cl\n6XyRKbeB+Mflm9+MT9EVt797BI98B3AAT67ascv+qh3bk5vXq/85Ers4inatccBtuti3r1yneA27\nUJ16o9e3Pcr2jY/g0ZC4DpHykTLhLaJPdr3u4xRZNvXAdfx4K6q7R9NGOi2RfdarOByPthQ2j6yE\nI3B4hIbfpHpqf5HUo5ELnj4MZYhm5hEfF4S2+UgYDFvjHk9rKY/BT8iFpyR4WjTg2Vl8U+siLN2B\nnEcmsiOT8L2X8Ae4YxqUecN6lU1JpacGEB+cJqKBd6nHR/kfdHdRdSjIPdHnTM9VtxUGH5WE+3sW\naXB4Xds+7DHodx/5H0aQlBf6Rt7H5w2ti9gG8OG2+AihbLqQdRnfrCMMM9C8qnUeWU1TUJqDbYpd\nA4dAE+m3wlBb4tENtmeerkOdtG4nNJEvVT3as2HUgvmpNqa22fB9UdsJdtVFPgScuoSOrs6Y8DRs\nsL8F6fIinsIRRrvEVtin6ukkjL/LrmunNsMIIsuWRqR85E58Neuv+hOORTyyqvFB/S98a5NuIbEK\n9qDHJmq9MC26iLiqv9KpyyBn1lH+rXDUlybw0tQSrkdxRmOmxuQsDgQZ9jQS2Ld6zHX27HKK9tWJ\nY0WjaR8NGCH/bkVBSqc4+F5x+twBCcPZUEpuq6+K0ASmvuIY7gkcneoJRrqQ30kHz6ewVhUXPVBZ\nh8Z52ot51nSoePqilA8OspQL07ddfebGyW2t4rQdT6MEw6cpkmYoXTpOgT86RN7X8hz4+D7z1qcR\niXfMT56m1ekR7uhBDgF3ghemMNjhZLR0lc/uoJRW1edFvI96jW7LNEx4RoGumTZZ0LQJTYk009Mo\n39X/0L8w5dqLnEWnM/sLtsN63cW2m6nuxIbDNJJMu0CPdSqObc2nmJTmlch1IXYocgr6TTBYV3RK\n/9Z6v8lrbXjJutFFfFiHOQDqS+TmL7+MQVPhq20KPmwbwa4YHuPet/izjXKOnOOtL/ds02Q3YcpS\n4gn01+uwH2A+sa9kXys4h1y+Re2g+XQwy7rACp1s8cGgw1OTuvg8+J2OfGsWAzkmafwS2bjf7vMU\nB5ZRkOOqLcMpLcG2xB+zzoL/jY4SHpo6M2bTKc3sF8Tvq4+5vv486toFdnvZwXudDt6I84BR6Mhe\nePMiA+I3ovAWQW8S+ubUjBaNGGIYSeQ3ClaArJPCRk7BhUf7QqdJOikebHupR/ixg81GWritxln3\nEUe87XDuRQjuwnd++w3Bg96WAv2LhL9EWypz5m8vZbp8NKaRpfK9lzbUoXeRB43T0LbUuZBuhbfh\nheAsHcXwu0t4zXohQZlHlbjtAIf1cSHP5QVBea4jw4Em1quEF2rfocPE9qe2vGhpC/KjNnjEtXHw\n/cvb40DLHXsuH/hIusudvrSO2q/IIfBt0dpzUzazwz6hSfWrj7rjC0nYjxB8xTngIy8rgQ/SDso1\nI0GseyvhefYSR+V99FE7p2IrwTethA627UVOa+Cpxp9FMmIs/jqMWnFsYnrKs9FFFn0sz/FRY2Cj\n413EOaVH/VwXf4+104zIEX/D7wwOxzuNleojWbfZprXTNsKLLA4E3ero5TaxKbXbN9nBu1I6Qm/l\ndeXKlfXZhtkvvtq0Y7tq795+bjYbcsreffF8mPvGhTyLe2bn36v5Myfbm0OugpnP25/sl3vleB/P\n15hFODgC5fyA8nGW1B7m8+komifbBbeDUu8LwhFtTem/FTjZMSeSl2AHFa8n+9ft3R88t7tPb1n/\n4H5a92R/07YenA78KrzDdXJzs+ZwAC6ebRd+P3g+4DAveBwMuNzdv2X9i/sDbx+cRnyZl4VPd7eH\n8oC99eJ04NPt50OZWcEH+S7ziD+ODHOe8386psblirYZn7lVfEHvknjBdODictIW4N7dv2X97fve\nZuArYEC2mc6A/1Nr9PFkv/Akw4twaGAsq40475Hbwxd0Ec+AJ3BE7hHJMvBgbg3cJ/vXB70p5dke\nWP9Cu8DjoOT6mFW6D8j+GAf1A7Ap9gksf6a36Njdm4PtuO4pb80iz2ZVV57cvF7tIyvPtGY0j5UB\njHn1XeCJ2ZB39WRf/B/zkHO32A5B29yiTU/pPmyr+IIfb+/bTx/c9upPbl6veXUoa1Zt8YP6+2R7\n0x7ajWAb4Dfz4/x7Zj/7qtgQeCL4n9wcYF2zlfPceQBfTXTfvXnLHtoN+/ntH0abAo6QxTzGh+A/\nDsxOnm62+Ywmv1lm5GtsWXPuzt+vceBCn2kW/b3Eou/vf26f2Xu1vsq3/A92ofBh4xqL0DbBct/G\nvFlWfJq4qfokbdzdrr7y7s36O/hM9mesq5a0CRx/cN+PgXtoN9ymj+2qfe87z+sZwV9YE9uD3nMM\nFr90d7/orvLcpM7c7Mo1s/V6fWWk1Otd3/Yo2x/HCF72Vsv5A80IXpfkEsk9zZ/w/Bx6O+AyyO/Q\n0a8wetHJ/0V8pnklzZv8SpbQL+hNhYeo9c2jr7zYs/gm5G+QBRbz7JGWl7euwIc+vjVxzgG/FTMP\neapc3xo530Hp1ZE4wGJ8m1En4hWXZxpwP+DaV75z3hfrldPdVZn6VjG9yKeP9LOMFB/NvVFdw+hC\nk0O1aPWZYYT8yF7KdhUe8zTorYwCMS8CLjT6zXoOXjZ5MTJykY1SsH2p/bHt8MjInrTt8mPYizbf\nUEd02U73CD+mFbCRh6o0sw2pXesIHusy228z+iGjbzyCF3JmVWbkA3SkIdMvfb6/vuV1FX/FXe2O\ndZ7xD/DYpwvNe8RX2Gjg+aLlEcvN7RNt6OictI0ywSf2kbecq8b+ohnBWrT88tHEVZT3I/pm/6A+\nGKNIzMPgL8nO4VuzGMi2qnnJDT00ssojeIxrsL+kHc5bD76oj202MZtH1hdtmxoXWWZMA4/gqf9t\nbJ3igPqYbARvzG6Hbtna3kgf6NvuhH3jHby+zdEIS5Z1WnEleVNsBAv5xpBuJ2VVyaQuFF5zWHzo\nmWHT0K8rLJenTpvP7bNTkmkEDhrrLi4DZ3748LJOe5Z7IScMbRGPwxQkd0p7qUvTD4HvXW2bF1mk\neRVUtqnXEd4ypeS8UBlxeZZlZ5Fenf6U/5q/xu1pzpN24rkt7TiF3JCO5MX5W6Ir2inJOp+Nnvcx\nd2aUXzT9mL3sNNOnjE8X7+mWF5Bz6CR3pFNEp8t8YQ3NLDfHSfnFHRaZ5mt0s6PtK9QmCY7aW6rr\nZAtZWQ1w/EKT6WCgeRWfOY9XLdxRX8Y+pYs0Brmx3+nj9kZMc9AJtTXCJ2yrovxW3vFvxm1RO5uc\nw8g8CDqwGMra03UIxI2/I31r8lUzH6y+cmGNzFDfOwYr4hvbu8gz+AS1ScLV88AYj67yKPhuTs1Y\nkG73SVtkO5nfZr1lXH3KXHS7aaN0nHzKfxF/a6x+RJ1U5+dK2ih8CdttLWo8hH/2jhnTmNj6qFx6\naacfKU9lLzt4r9HBY6VC0HGDIafVBCpxdNorD0IXpeG3Th0Ra9qTwN/kBGiAlmDCb7Kj+QKJY0Kn\nIuSyqRPXoMhlKACgw9oEFsKV34BSR0gOR9/Og6OgIBjeFhfEe8GfO5f6P/B+IXSq02F4LEuhI4w8\niZP174XQ1tWORTZalumW8pX5ERxn8tERKh5d5iDNyczchuq0v8X2EVftdKNtHeFIO0JqD4luN6OQ\nSYdLZdp0LEVPgw10gheVCQnrbKN9hBFoXUQ4asNaP6O5oSmzXQ32iwRPoVNp1E712IsA88dHa3q5\n17Wd5DDK2oudLtqVq5l/gz9hP4tvHv0JCx1Ir5pR9NJOs0mz+I9m5kf8h8u6T/yFyJf9Yhj5FVts\nOvVdxE3pV/vSAYCAq9TTzpDOJjRl5aUE7fHLiOtTH+8FWtVPUhucQ6n5lA3t4gcy/jQ8WYhNl0GL\nECOyuJHEAZ2JAtxR304+9LKD9xodPAQorBQKmx4XwfvqpBUJuLdQvlkRRYamI378hhbaIqXBb15R\nE1a0Su8e5XilaFhdySNolFTshlfuYRNLfkMJo2F9rRveTNmR9cnq0C6WCyNUQjfqAn5YpcudCpEB\nww5vo0QbaNIVjCHgEX/waTa3ZucqwdHp6+PmmHjGb9wM19tZ1BEP5kVYLSrwwgpK1o2EFtB6a73v\n7fFKRN7k1eVMMFwGHfGyp+ccfFlmiypftrtgY6S7YVSF9Ry0C766Apz1THW6eUvuo+2sewt8cP3t\nLeo926jYMG8sHvjS1fZYLlz++vrztiNDfGfdhX6xj0rtPoOxqHgCn+vrz8MKR5TRlY5hhoHwYV8U\nRkBYNgvzUTB9WUhxF7tjnWf8FV4jI4LP7YRNkxc0osK+jvQEo49N3Eh4gHLNBu4r4W1vgb9aDh2B\nYFs0yra/vhU3e8468VSPffCX68315i+/TH0TeI123bdmMbBL2uL/xB/n+aLyXzc/ZvsL9illggz6\n6JcYDseOFJ7whW0yxCLxqY0P0Ni+ijs7qI/BJtONH1O7XVx28F6dOBnBQ8/9VxnB05ERHXHg5zoq\nkb0BsiHqCF74n7yB8H9+E3cD7GJ73lZHcFZ1BG90FEDrcBl6a2pyyNgxlXshB2IhOOEjvFS5hLor\noX9R21H839gIXif0Ei8yHjquzMM+jmKyg2PehynbRJ7ZCB7LKRvBy97AR0fwGE+Sy5hOB30lGlQ+\nDc9VDjwSQME8G8FL88woMODt+VVG8LKRs1cewROb5DLpm77oejOapmUXse1XGcFr7EyDsOCY2Z+2\n8cojeBwsqf6rjuABd7WNzL81/lh1kuuyDFfUZh/roRMcbErwDjymTqqOiins5nf58MxQM6qlHTry\nN68zghemuBM8Ru1CbD+LRcFuF+MjeJncsna0DYYHGTV2w75TY1fCn2YEj3WMXlh+lRG8DPfMphr+\n95cnWbzWNcGqmaXZ4ZmF3e7Pj4ZPWHVUdkk/p1Uwk9lQ9/yowpjMCuxl/X9+NKzW29kY7qMenqHs\nbm9hx/EAi//LDvVom8sBr/OjYTdxp4dpQlvlHtra2SgnCxxZ85mUuuAD/0cboGtnYyjz+G6ky2le\nDjTvbFQ4vsv3EbWzrDz2dsqKTtBrR0M7J9ubgX6sTtrZqLgB/s5GhM//A69JviwvljPTy7w+F1pY\nr7gtKzjzKSMM26bDc+AIesCzO88IVqkHvj6+S3oo+sztG/EN5Vw2hUcn+wN/gR/K8kdl5ro6rXbg\n5UgXYBPKG26fdSfVv6JTLn/SD+wWP5mZ3ekIh2m9f35Ud553PsyiDAMvl1Enzo+q7TCfQ9lp1K8x\nXWd9b3gwJTuZRZiqbwyD/R7vvM/+BHWh8yfbmw3dDBc6yboHXWLbAi+u2rGdHw06e34UTxxAWbbF\nAP9ITg6Ytr7K+T0lnZoOdsB+BCct3N2+5fUge/hqlglOupiwTAVvb+8o8hNtut1SLGEdZPneeTbo\nqdPxaZS3ysyOoqyBO9s06nMs6l/cDz5X8Qhxiu2C+AuesN1xeeA3mQ08h49W+IdntRy3M/nUAt89\n/nw6yAX3+HeIv7MSX9neP235gzo42QZw3KZJT9Q3BR/GdJMtMn8Oz8pJH1OK4dNqF1ynWV39a15v\nfQePr93uFQodyO+DWHe3G+49fmZhWfTjZ239x8/aNs8PrLkeP7sAHq65wJpXfCbz4fPui+feBto5\nP4jls2syH/lf6p7c3DSbC+4HLY67i4vhmg11nmxfb3DisqAJZd598XwoC5oXZlsPTp2/WTsX4eD3\nk2e7XaTzPKHTzKKe0KU8ynDY7YgHCU4X0XSnH76BE7fH/M/0x7cesAtsobSbbvsyBrvAS/mk7Uvb\noNNt4CUXdJ3bVVmGrYUuuLYenEYdSGSKtk5ubqb31VYuuhhPwNvtclmAznPZfkH9x527F+s/yxxb\nOag9o/2tB6ctL+f5N1+or88e2o0Bxz7B6WWXlGG62TcwDo+fDeVgB87X4kNu2EMvH/R7Pu6rjNui\ncrudBZ3OdNsSnmXyY/5cGC/GcKS6k/lwb8JyL9ePt/cj3Hm0J8BSXc/wGvMfjC/iUWbvo/5H4qfe\ne+VrREfQfvDrAv9V4snL+hKse/h9fhB/q128Uv/kNa/fig7eOXXUzGrn4JOz4dNcB/n95p7A5eca\nrD45i/fgjLIOpZZ7/Czex3+mD4aV4a3lvS36Bi8+OYtG+slZdIbKM/9NuIMuGJHy4t0Xzx0n1Ecd\n/v/JmeB5UMvBCaG9rOOsfIHMuT0tD1zH5JXSLnyZzOMz7SSqHAN/qGOusgQOoT5fIzrg8hd6X6b7\nXG/MHpinKU4W5Zg9V/rBy0xvIVOuw7LEb9W7QJNFvWVZ437QExtsgMuxjp8LbcqTcB3ENrhdxlF1\neoz/H25UXclgBL6YpTqQ8VJ1W18YG30+iG0wXcBv68HpKPzG7hJfiHqpb7C2HOCpj27sh2hCee8M\nin9uXuD4YyL7g3EdhKwgP20ryDvRd5Y1aHKZW8QTdUGT+iZcu12Lo15oB885PqnNaPsKQ31zVkf5\n4Pfodxr7hKfaZgazsemEDo1pyieVy0XXmN2+yeu3ooN3eV1el9fldXldXpfX5fXbdP3ut43AN35N\nzSbl28w8r2Fnw8zO4r2T7U3bmg6jVTvPLO7CL/c8x8LoP3INzGznqLaPup7nNIv5aE1Z+r+zQb8l\nzwzXpHyfbG/ajg25CU77rNbzNqZUr9zfIZZx/tYO4TWZFR4IzV6+4O45DkzLzGyyHP6fbG/azsZp\nhV+e2bTyeEL8ZrlAlsd21XY2nld8iV7QBL4w/x1fokt5BTohI9CA+y63Z0Nb4LvjQnQFGRTe72yY\n/cyu2e9vPK98JD0D7t4WZCT4KO1K68n2pm3ZaaMvjsf/z97bhVaWXWmCK7IqnWVFkOqmmSrZFAXG\nw2CEZC6NBkIZ0CeIKHW5evzQJF0TL8qeokatDIaAo8LgGhqDIgYzDKZMS5APmVHCD3PyYQI32Qxj\n/JByiAgGpYJGBZe5QhRM0fOSOEVPPViulCjRlO88nP2t/a1v76vMsJXOnGwduOjq3L3XXv/7b+21\nSZ/Bf9R33VuI78wyLczToMdEN/PJYQIXwIOOG5U3KosP8AQOLGfRabYbx59sx+lhOghX6L3DHvTv\nwJOpYcTH6cffE4syZflY0l/bi+0SnCmq6/o1EFt7msvd4Jk/w2C+pbKHNmszg72g51WZkQ+YWijh\nq35Nye//1mbtXxj5DYHPuLtuMz4Vft8QeGZUdr/En2204PnVyCPX5QWzEexzkGUwMzgONHLbLqer\nx9nHLETeAvfdp9nfBvul765/3EfAFy4cRxs5yfrOPiz44EFP062FvSxP8ZeQhftWxIvx7+R7uF2V\nKftt15XBcbBNlpX6QG+HYtYYR/ZLNZ0Nz6Bs0/lC/R94wTYNWwFOwf+KrXM/oD4GvC/8WMVu7SNW\n/p7r+bRPun7Sp2j9pA+dquETLdVTS3Lip5YnyE/qdOWJweIkVe2UEOEVTpPxyc/K6Uw+lainQfnE\nT+3kUjhF2tXr4KP5iviEF077FKfJukiXnnICXM5HFU4jdRP4RKkCUO6D8XR5qq+JuDH82imtIKMu\nwihOZSm+Aqt6ykxOorE+hJxcFbwUpuoo084nxzjbeu20nuoSy7B2AhnpBPA76+qk05bKu3DqcoI+\nO1w9SUj2UJNlwV890Sf6x7AAu6anSgOf2vPf+XRjc45cWL8qJwJr5av6RPgoPwrbZb/XRjxxcrDg\nJdmX+oAq/MrJSebrxLtomxJm1TfqSWP1b03Eg+Ua6EqwAs9V9myrI7qLFjKlE7hF213Eo2bLeL8+\nQb7Kz0BHRzjLSfRwkpz7porvQRoPllNNv7h/ZFiaty2020V6As+IB3qauNZvsi0pr/3dSHyLynJU\nwtM2OWcj6wn7K+5nCvzVt1T6B/b3jF+130hl7fIU7fM9HxWD54HFFDDN++cIfpwUg4fAy48bg4dA\n2No+/8QYPMvBs4h54IBNbkefgAuCPilGATFjHAswiebnicFj/Dlw1WPwLPN/UmxOeCqxESEmSgJq\nlS9FDJ7FwNZfJgYPujORLxTAjMBsjQECfzQYm2P6WGdqMXiQKcfRQKeLuA7SVw48VplrDJ4eCFCe\nBlkTzIl2QXT5U4vBqxw8UZ1CW+fF4KEtxUljwDSGcqmJMXh8sEJj8BDsDzi1wOnzYvCqh1WAD/G0\nRoPCqMbgVXBhmk5F3owv88NxJH/kz0fF4Nn5/OfYOOV3Nb7po2LwKvSa1eO+ihg8K32EtqX+qKrv\nKznmjvueAHMrluU2GM4vE4O31NRj8PBoHwYcmXbI/ePE4HG97adWHCAErtBjteciBi8dGnG9p++T\nYvD4MI62yeVQtxbLC7qB06QYvFo/wDZbe34dMXgXMkr8rH5McxylUXntqjKfKXGiVM4LxbNhmiWE\nlRjO/yZJDMNv6feQSJTzCY3ku64U6KyDZswh59VI/sosy+s0Fuvx7INzZ1GZkIyzKRNEhqvKZCYX\nriDq8spN7aoyL0+z8JD0lFclJE9VWDFiPhBsneGHXFOclHQUcyYxfF7NVR4VNy20kQchPxfzW/Jd\nhdUC1g/GZ0R4tZRxn/VHcmrpKlLQ81G84inoDus064jki3N8KK+UrihVbYVsschl19TbweoDJ6Rl\nmOHGlc4KOqqrJQm2+gS2HW7PV/ZYLiKrQteJZq/P+pA+Ra60TvAVGEG3yGZDYnHSFZVp0QbrCdtL\nG3PeAb5eVabJhgvbFDtVP6FXlYG3mhw76GSX6zo+I+KB+u4uXlVWrD52VKetJITnMoQD30uqvrTw\nc4KPJvjWRMDBJ+i7JutlSA6vPCc+uG/toq24bo6kDe4zu7xSyvQE/SLecb/LuBa5BdvJV5Vp0nV/\nx/2+wiOeMz+9P2wyXYUNqz+t9QNCa3FVWe2T4NkFruD9xv379y94yPjZeR48eHD//m+Z2RtmR/9y\n2vb+8My++ntm/+Ebv2fX3/3LPtfNT81sxuzFVfO8OV/8+t/atR+c9UdQ/sTsxaHZ9iOzr/6e2fam\n2Vd/ZGY/MLMvp7LDsz5/zS/M7AWz04dmLy6Y2Y9Tvd/Kv9kv+vbsBbNrL5zZF3/7b+3a/3JmdmRm\n3zQ7+v1pu/bumdmPe/h2lD5f7uHZIMH5stmLRxkvmzE7/cYX7Cs/eL+n6aep3H76OzCzH/V0vnhk\ndvS/TdsL987sP/3rL9jv3HvfXpyxXG/G7MUXer7Zj/qcaNf+27Me91Tm2u+e9Tz4hdnpj8xe/td/\na3u/c2ZffYXoGiYeHuVyL75gdvrHX7CvvPu+2Z/08L96vYf5xW/0fN/eNPvqP09tLZidfv0L9pW/\ned/sqIdt98y++MfEt0HCJ/H+a/9Dwv9PehinP7KevsQP/3+h5wX4e+2FTFPg35B+/1Fff+rN9NuM\n2Ve3ejrAm9P/qYd/7XfP7OYrCR7a+mYvx+sLf2k2NPv3X//HPS/An++Ybf93SabA/Z9lnTm9m3XL\nvpzpmVow2/4zs6+hvWGvpzdfIf35cv6+/Wd9Gy8m3QAM+2YP82ij18PTr3/BZu3Qrv3gzF58wexF\n1slfZB5tb5p99RV6v9DLYmoh/f/PzOwetf1bfVtsK5b08toPzpz/X/z639o3/8uznneDxAfI8hfm\nugK9vrZwZtf+Z9K7H2ecvnq9r/di+v9oY9qu/c2Z28iL38wytZ+a5x178YWkb/AJvyB7G77f696w\nb+dF8Hqf7Ci9O71r9uI7va585W/ed91yG/5pKv9l8hM/zZ+b93olRkCBAAAgAElEQVS4LgfoqZQD\njGsvJLz+pC9z7T/2+H/l/3rf7LtUf9jz8GhjOtOY2jl9mGxlJutigP9Cz+Mv/nFv7/AF1949s//6\n63t27Qdnbg//4Ru/Z79/8F6ww//002yb3hZ08re/4LZhPyX/luh9cbVv+9//8T+2v/7D97Of/QHp\nxu/1unf621+wsb1g13/wl65X194969tcJbva79v537/039j/+OffN/tm0qvhmefKPP2R2ZP/0+yr\n98jX/c1Z8B+wZXvB7P5rZvc70i34FfYXyS/+9R++b19Ncka5L36jx9W+28vy2n88y/6G+h37cbZ9\n7YtePDL77xf+17591P1Bz+f7f2Z285/nel/5m/ddh18kO/vaK+RDfkztHlGfmfqGF4fJx/2g/x19\nJvhtP+5t9UXG/xdkn1/Obby4muzn61+w/wq+8hv5O/dFoOHa7555/6E4gyYb9jyfP/jrnidJT74y\nfN/sO31M3X9h/6/9w3fPsg+FXOBXyNa5H3DdS/Y9c7/XXX9P/QT0AD70wb8zu3///gO7iOfTXmX7\ndazgFXFAoxjLgtEzzwSLDOdtJbZBVkL0dy4T9v155aSNZcOe/Kj8rbqSkmYcRbwAr0DyLKGl9tN7\nja/i1TCfqTRlrFQo30a6Ah9oRYNjYTS+oYj50Bl6KoeZVS0WJ8BqMqyAL8/uiD7Gi2MpFF+WJfNP\nVyWB8zrxEbPbIs6mi3VC/FZX4qOxN6prYeattOqsuqLnuhoYZKw63YqsaXXEeTESXGiliD8cY1as\n7DWi02qPTd1GQtyg0FPEIXZRD4FrsTLcRf1nOw3yr8z0H48XA42uP63Ile265o9Iv6swyD8AH169\nCnFOBJ91Q2OvwqrWSHhPv58Xx1azzfCddb7Cb42/UpqBP+SAlTaO4Qp0d1FuHD8YfJDaW2VFiu12\nnfRAfUfhi2gVR/kVVk1J3oDF/qDmg3kVydvlFTzCEavmtVU3tVO2M6UHPAu22pX3s6u/4nZYXoGP\nwtPCn8mqWPCXzBf132SjvnIvfZv2ydV+oCUZtrQyKH6sZrd2gSt4V9JA6HP5XLlyZTzuLJ/oebs/\nibY5t2rt2w/7kTeehVzOzGxm7diONvqTV7dupkS76dTNzvKi3Xp7r8/H9mTaZtaOfXYX/vJDmclP\nr6cVIMbLLMO7eewJSfk3M4unhBB3tt/v5//phxv21tpaTqY6N52zwe+nskMLeO9sLNqttb2A6ulW\nv/Ky8yT9Nkx1BxmPnY3EAz45SbQebUzby9eOezqtnyFPrWQeOE70HG1kXnr5YcLjZsLxjf7d5nKS\n4Zb12cmfWaTzXl/29DrFYixImzgtBV4fHHs92xJcLdZ1XFN9jp+BbMCj07tJ3lu57OtPNuytt9cK\nXpxu9WWdfn5qugWZQEZblnWEcU+xI/Nj0imsTuKEGp0eO9ro9XDnyaLN2mFPK/HL69dwYrgE/2hj\nukygLHWPlomvC2QDiS7E2ziP8Bcw3iBaWCaspwnW5saqtTcfOp5uy5bLArba+emW2bMPs+04bVvS\nXpIL9Av6uLmxau3awyw3KX96N9GJpM2sj/fSu0Eqe110BXJKtrKzvGi3DvZsZ663o80nq3bHHvX6\nDt0ZCE6QXbKF060cKzu10LerfvDla8fZxs3sleXH9t7abUdrc2O1v03hnsVT3ZAL82AgPmalTw5+\na23PcQl+iXTX7Ylk9acfbtisHfb0LZD/gK6+kevtbCzaq2fv2M9++KXs7+CD6PTs9mtmS6PkZ5Ot\ncJn7m2nlTv0d0wqbZRySfh5t9DqDPsJ9FPSBYZFe4x37U/c5a2ve7tFcktkzy/q1n+RU4w3bE7dl\nZLfQw3vk47YIxoBgvWFZF4bJj6f+gu2IfRH4u7NRyiP4I+ar4kw07Sz3Cedhxzsbi3b92p5NPev5\n88ju9D5CfR7HfKssFR8ze315w946WIv+VuM5U9krr5mNx+MrdhHPp73K9kmv4OlM1GeeTZyNhBls\nV84wdLWCZ2lhptHkk1I8Oq+tBjFeYbWmkdlQZaarszhd8avN5sIqVJfjs3QFRVdlePVNZ2wnVyW+\nRGbEvOLis0KZmfLKT21GWj2N1QlvaaVM8V8X/vP/umpZmw3rKo2ehFM6wupRE9sqVjMqJ+8Yh/UK\nPrqSuG4RNtOvOlRb0VQYYdWEVtlYn1WnWV/ZDoqVFuF5IYcu0qsz6ppsAk/aeltcT1fiVE919YDx\nCrKqrF4xXbpSw7qiPA12V7E1pVn5Udgu20orfOlKHBkn5a3qosJn/rAv4LtI3e+STaxbtEVd2Sls\no+LfYEuTdNLlM6qfomVb9r+jyuqj4B14QCvgwSe2JWz9HmQ2Ku0i2CLJspBdxaa1L8Jq1CQ8anbB\nMNnGtS/SVXOVS1ipa+rvan4ytMGr6KMo34L2ykq4luEVNtYT/17ZnSn81YR+oKB1FN+fZ7f9sGxs\nFzIG+rQHYZ/0AE8dOA+q4GBcmDSQ4OD42rswAGszPHXCXLemkMUgg/8X5SoGl40o2EgGBLp1XNvm\nSu/XrXS4eM/bJcyzd7W8GGXgQxuNCu/W6Td1uM7vkeDc5G2rdyv0smPlzonxVePXwSXLi9vRDglO\nIfCujXoVOsUuO9sgT+mEQ1u0Jcf4FANh0TUMzlRftHNTZwiZc8e2TjAAj3ka9FYG+MyLgAtts7Ce\ng5fMM8Yz6LTYN9uX2h/bDg9E1qVtlx/D7qgcdQjFYKMhnrQlrYCNAzhKM9uQ2rVOmliX2X6LzpE7\nsCamSdGtOLVD4DtpYMUy1d83xqteV/FX3NXuWOcZ/wCPfbrQvE585QGew+9KHrHc3D7Rhg42pW0e\ngLDdMm95gMz+gnFgXWN+AWcMFNhG8Lc2wGPfgwGe48f+kuwcvrXWB7KtcrsqU+aZ6wrxWWXF9szt\nOA61cBdqs+izZUKjbWq/yDJjGvywRhP5W7V16gfUx9TSpEyy24sc4H3uEx3z5cKnWykZ54okOh5S\nhbR8ykkTsS10A/BSfXz3S6tTUsbdpzmx4ul+rssXutcSHTtsLPnuRzi7ZrY0zG3j2U10zGuiY07M\nSDSind2nZktpuZkTHe+epKSOK+m9JPo1s5AYdPfEbCnxl+liPuDSZVx+7X/pt6VBDx8XL4PfP5+b\ntpf3cyJhXDb98tV0vBzH+VO9pWGWO46de5Lak8yvkDB4kJOQLi2cn+iYccVF2yFxKf5fyDi5vgx6\nOd61Q3v5KvFR5AP6QY8l/J2H1N7200iL05q2hVhfprClv0/6TDJHfU8OikSgT0mXr+b64Okp6Spo\nAcwb9C7gMiBdwAO+AvYg4ws8/bch8YpkxDDZ/vhCe9AY6CCZgjduC4PI192TXk92N5PuJTt2Ppxk\n/JhW4DJzcNzL14hHluuDzqUm48OXswOOy59YCBh+AftKThR8upUuWN8nfbakYytRZuA59BDPjX0L\n+rVrvT3sJrktJV78ho3s7y3rMhLrgucuSyPdJh67nx5S4mCLvsEsbx0zzfgdcp+U6NjlayS3hZzo\n2NsgXQMPzMwTYZ9u9WV2iV/w1Sx39ydIgUT261vggyhv7yMqfpgTHcMXgi7IBDo/a4euS1Pkm+Bf\nwC/4Vtj1lEXbN+vbukH/a6Jj9tvQr1Pi8/eS/QT7G2ZeOtzUp2K78xR9FX1XmXOCe/jcwB/uF+Hf\nLOsY2/TMwXGgfZd47XaQbJ37Ade9/cx7t0c7324vEx0/zwpe14+e/ZgyHzXHke9RDsL9YDwdUljw\n8e9wbD3B8KP8XYYzbuUoO/8m7XFqE8BDXaR88NQPBCfATzA9/csotud0jDJeOMKOFYLi0+VgbMeJ\nfg9pI9pcRlOkhLQVtErAOOGjvORtFYbtQedEP9771g7hzzP44n/ifaCJy3eCbxtlqXTwe5aB612X\nf/PUETW+Eq4qz6DDrQXYTL/qkOoSy5BhQp4nV0Uuk3S6i7IOqQtGERfmucrB2xpZHd+KbBjG4/Fi\nta1Qr7NAY6GnI+FNV0lrQ3LX9gIcoRV1eAUs0Kb1W4u2W6tTsV22FfCEbafAcVShUdto6/BVF52v\nTay/OH4cbMJXWVhfyF/B7lFffRXaDulYKvgD1uL4sf/uPGhFD1M79ufjqr2qrcCHY3WQ7amwf9Vd\nkRno0DrqWzVtiur1xL6ojb5qkr4H/egyvcHGpS9iuw0pgLrsi2q2qjJTP8ltYNXRdaGT9kTmwa6l\nD2fa2I6hY5Cr9s/qryb2A0Kr6+7HsFu7wBW8z/0hi5Or+UADAkl3lunwAB4EjKJcCsT0QFQE9Q4q\nAfYUKBoCR/kZUhsc7EnlTrcsB7wCtiSu5KuKONh4+6nZ4Xg1BoQOBDc6kDH1rP/ND3XQs51mfT//\nMP02sHBAw4yCzsHDNywGmA7MtufTrBp1TfjH/Ae+iSfbaRZ1um/2Fx+u2r+69jAHcKdAaARc756Y\nLSENQaITAfjbr1FiS1pFMZNVrYR3OBAxsBgQDdmBXgS7TzhkAX5vb5ottVmGZj1NCPgOhwQqeNb4\nY5YPZPhBEw6CF9xdf55RUD6tdAZ+0AEbllXBL+AieszveSV1aVQ/EOAr4eAf+Aq928p0YUV2qbWg\nK34VEYK0aUXTcUow+RDR9Wt7mV/ctkXYsBfQ5QdW0oEo+I1wAMCINrEfBIzzLgCX395MdHa5ju8o\n4ABGOuwQdJzb5GD7FKT/5pVj+yfj/tAF8HEdmBT0vhWTOMOmoRvwJ9vzeeXDzOz1jQ176+aa47Xz\nhA4dsb6bRZ1P3/3gRqLzaLnnN3CBPv78w3gwpzjkY2abT1bt0GbtrZtrdrpPB2SYzv3c7qv2jr23\ndtvt5ucf9rjsnmQa3f72+wMVd8eEL9PFOCmtFPwf+pWhlf5HdIhhse3W+qLTreRzbj7MsOCboGOp\nHh+uY964bpv4GcC7l+mB327XHgY+8SpdOCDFODN99M4P7i2UuhFkDv5vRd8CnJkmPRx1tDxtoyvH\nPU/gZ68n3tIYgHnxcXx1OLhC+BV1zOzKptn4gg5ZfO5vsgidSRLgrYN4avToybTtbCza0XJ/glaz\nlU89s9xxCzycIAuPlpHTkEV5bmcSHc+SU0XdFcJrpTdSzr6uD+rtbCzmdlbib3iWuojLzsai7cwt\nTkYOTkroXOqk/fT7I7sT2sVvzveVXBd4qAwAY4rK7mwsuoxRb6kr8QLPpp5FHgIenknZ/xne0ZNp\n21xeDT9Dj3CSlmmBHAEfZY+eTPsn6MxK/k3bZnxAB8ttc3m15wm1je9O77PMfy5Te8LvNZ4STyAL\nloPrUKJvZ2Nxoi3wA509ejJtS12WN/CGvqIt5z+15eUt0lijl3mttoDfXbeFD1PPst4cPZl2Xu/M\n9f4FsFl/GQbqF3QmPqAM48R2VtAk+N1v+7bZntWvBN1IvIQdMT8e2Z1eNsn+1dYend2ZyCNtS8ux\nXtT8E+CEiYHCEblX/eNKpFMftRvcRsP17m9mvjI+7t+Wp112k+zXVvqbPmAX/ECfduYWC18TcD2H\nB1PPevwCL5M8XS/FP6Pe0XL2D9W2ariQjKdWel9U87MM8zwfx7pftCH0sk+dIn5OkdzOe2r2pHqm\ndsvy5nLwg85Twu88H3pRz+d+gBfSnwz79Cebc6t5dJ322Wft0A5t1o7mpu3nH057nUOb9f11jMoP\nbbaHO8xH2UM7GKWnMmFmkdrzFcKN6bJs+v9orvzN2xrSJ8VnrNsDp8lxeaOvj7gbxGEAz0Ob7X+j\nepgNHdqs2aCvM2uHoQzTjJmQ4058mHoztm8LZvM2yu8SrNO75nx3mpjfTOsw0bEQy87aodk+8XeQ\neRNWaPfTKgjx8GhuOs66BrTyu0B1QW8qP3Nw3NOjvBn08gVOri9JDw9t1qbezH9nDo79E+jfz7+F\no/cLhN9+pAU4z9so8im1DxxAr8uG6o9s3myBdH1Avy/Edvy3hSxrp5v4OWuHPc5DM7vX/z9zcOw6\n4jo/yLCP5qZdZx3PfdIp0gm05bxamPCeaRzGtoL8CLbjRbrs+AzIVodZLo7fMNMK2G5Pw8gjr096\ny3ZYrbNP31kWYseQ5awd9ulHqPzMQfKLsvrlvNinz1D0a5jsP/0Onzb70mHAb2Tz0cbYNlnnE4/d\nNtaOAx9CnQXyD7XVu0GG9R37rtu1y36f6FzI/D48mw36422Ivb155djujqezX6MygOn2QHpd87c7\ny4vZtw0SHwfJLya5zduo9+kCy+1qkPkQ+qKh2XftO85L9tHB7wzIt7IOqO1zW2q3bwjPhsIb9h/0\nDilh2JcAT/TPKB/kMYjwuF8B30JfQW0e2mzP9wHBJZsO+KC+9tVcV/CBfXgfoTZVs9sLfH7zYsF9\nBp+0dD1jMsAAQ83M7pnNDI5tZoHy6kAQc4chJ5uZ2ezyoS9ZzwyOw7ZGdevRLLzbfi1vMTlelrdO\nsY01M4i/mZlN0favbtHObhxmxQPNUMq0woYtlZnBcXYmvC1leRtmdrmHF/JbJdhHc9M2s5VpDfnD\nUtvYmnSa0zbSLdvLOCX+Ty2YTR1keL5Fu2X2YHk9b0ulzm9+eeQBrDgY4fgMaYt2M25fAf4Ub3Wt\nZH6c7lsfkM4yxBYJrei507tndmuFtvvp79Fcv+XCW7Qz+8c54Hm/5MX2075swJu3LCfoVpGnjPls\n5vce3h8cZzqGsTyHAbQHD+30btKBgeV7gK2yNaE4bVl/KGaB4N8zm3kj67MNyFYGuSrkEP6fsEUL\nO5q0RRvwTbKyQYY1byPfImKbYHsA7IBX2rKc35i2meFxoC1s0d7LW0SoDztAh4cgcMBGfd+iXTC7\nNdzLvkW3aIeljnOuQNvPdjybfNn8Mvk/4HDPbP7JKOiEb60N61u0s8t9fkQcegIe8AXzy6MgS6f5\nI7Zo0f7sk8MwmJqdOwy4gFes58V26LDfOp4dH/YreOk980C3EGftsB+ckg7NLh8WeHueuzRBnV0+\nDEH+2/PZ/7lvor4C+AEH0PHy3Tww5D5iZnBsM8O9XM8sfA8HDIbkoxJPR8vzvS7hd/joBQtbtPM2\ncl4wb9ie/MBietw+0N5d6if3LeZM3c9+lu1vaiHB4SfRcXrdbPbDLINZI3koT7GblLZoX77br4z6\ngZEtsQ3w8F6vc+DJjB3bztyivXx3r7dp1lHYLdUN/QBwT7YAGwyhIzVffsHP534Fj7fZ7m9aue+t\nz1b8jsSs9zczDFyaPWk7D53Q6VZf/lRg6gXkuLB8ipZ/+bJjvKs9wIsvk/YLsBnGihW0T7p0G/iB\ndt924gEOXRyOy6R1S7N2UTVvS05akr5PHRbzhLc2bx3seXvFxdaER+3ydvyvF6z7I99567jWRni2\n+k7cLPOvduF8+3YfC8NbQ9tP++0Bpn8S7nxBefHOSllMrfTbSMAbeqNwWc8m6dzpVglf4U2tCO4r\nOZaFbYJxn7glTs9Sk3mz1GReBVxlIDoJ7q2DvaBfKtPiYnLBw59KXYUDvcD2DycXV94B/lJjxWX2\nRTsTcGR+QA9n3u4narfW9npZCCyEroRL31/L+GBgpXAZZ75Y/q2DtR6G6PAU2RH/FnRQdU9sGuXg\nT1ynSI/cN1bCV0ArLrkHnfywT565eRzwxrYs08T8gC2b1WEzXaAbdDj/RfawH8Vx4rutyN879ijE\nCJ9eTzJ7LdbTxPe2lXn5UVuzjO8de1T4pEm8qPWlTMe57a5U6hDcal3SE5dbKsc6Dj05l8+VB/zC\nGOCOPcp8hD94Wq9zkc/nfgVv98RsKY2acYway6acaoRnPj6rJRjh2P0+HS9PZfm4PY6Fc6oL/ObB\nsIKjWYZnw3h8ncvdmICXWTzSjTaYDk41sTRMeKYj8VyP+YaZFqdnMOtnL8AH9E7RCh+3h++7Zn1K\nE55ZMsxh5jHziWeiZrkdTlmAVRCknWD88Q784P8D74nHzD9NJcDH/sELpoNTorAuOd9TCgPbyrT5\nEXmhH7gCn5CmYyh8xQoL0T9plqhpQByGrGIyfrtyfJ95yqlQnN4EE/LhFDKaRoLlEGyE7CGktbGo\nK85fbHuQPIEr6rkdVWxd0w/d2I+8ZhuGvU1Je0wD0wX58oEYtWGtbxZXTGqpOvQJvkPlP7Q+Dklw\nBD+YRk7vYya2RfBVF+HHjlKajJCmAytD0DmLfpP9G6+qM7+dL6AVKWcoBUbQjUGCNUcrbNAri3qI\n1cj5uVFpr4Q36zvzOfjERCvDBt7qL5gOEzlAT5HaxKwiO4v6WuuLfsNmbWafUr+AT1elD6PVL06b\nw3LXvijQN8j0bEP/SZ9cZwTXmp8M+pDg3diP30NfRO80ZYqWAY5uk0lPwuqclb5J+41aP+C6t9Cn\nj4Husq1rurNCpy7g+dyv4PFTzPTT4zNGfHjFZqVcNcA7ru//r5h9+2ouy3VRVleOtAy3U8WVynA9\nBE57GyuVuoQr8KzxpGhfZ0IVOLWHZ+XfvvoRqw2VFTkzqx7wOFqeLmGlNqZEPoof/1/jva5i6e/f\nvmoTg22LGaPIq0YTVhFQT3GvzUIxmFO+qp5OCuTlcjXZhKBzkktNpxVn8IRhnqZtE6wCAb8pfVd7\nVuq2q7Kp1We4yt8isH6lXu48/dC6Nb/AtOLhts+jQXUpwJyAS80u8Hf7KQXNf8RqrfKc/ZrDlXrf\nvmquLxysX3u+fTXaYs2PqG1MesAT9Y94duYWHR/ngX0MH2hZfmZ9mEPhx7biyqXSwj6ipsOT2vLf\npT/ilaPaSv+kvqjWLr6zLaluqs6d92AystT0PGdcJtlnwGmlYnfEv0m2ov4s0FjxnTW/Pun5OKv4\nNf+MtsELtDlJnz8uPs/zfO4HeEutxaDWhRwMObVAq05Y7RiY2RvmR7eP5qb7UfYgviuCI+n3KW5v\nIO8owHTqTQsBs2in9vEVnmFZfmqhn1GMbN6TNYbgW+CYZoBcD0Gk4AVgne73v/msMeGOMuCB85Dx\nTf/vniT+p/YL/g0z/5GmYYrqYoY5svnMGwqEtkGe/YI20H+63/8FHJYNPqfECwQGI7lvkNegpN9l\nSrNr5v3UQg483z2J8rpxNQace8oPfARPfQ98oNu+ujrIs0YNXA+0kk6e7mf8UWaKbAQHdQp+nafv\nwywLwEMZ14dBtrnwrqZT+xnP3ZPMT/AE+gqZs40EXIeRR4c2G/lF5VgP1f6Bh9sH1Q9lh8Jzgn1o\ns/3s/mqkGeWdTtInT/ZKclIdZxjhwBNWT69SMHgqD7+ys7wYZAp+TlEbzA8E6YMGlIFPA4344JAH\n60TNNsHjo7npbBsLmd/sGzhdDtOsNjqyecdnqY19gOsN+UTYJ3h9NDdt95+a3W8ybK/3Rs+Do7lp\nT7bM+hZ8k9g3+xr3i/vER+Kn+8w3S74ttRaTzJ9EPsCPum4nuK5jhNck3rAuc1vBdhZ6/Ly9Qey3\n0B/Bzxb+qma3iSfoiyEjtoGij2X72484M01Hc9N2tJHt+GhuOvNk0NuE6xm14UnY2bdU9DkcMBL8\najZgA7vY59NORvxrTXTcWEzEWUmcqslaPYkiknY2MdFxNeEqJ5dsrEjmyLDPS3SsyY6riY4pmWiR\ncLeLbTFeSHS8Ot4IyXS5Lic61gSNmuiYE1Q6XcJPJL7U5L5F4s0mvkN5lgfzDfhwstSLSHTMCTH9\nd6Z3Et8/KjkxwQ28QNLN5hxYwmvmqybzrCXg9f8boXFCouPV8UY90XET6cO1PuclOnb4DbUlScE1\n0XGwh3N0RctcdKLjWsJaJBY/L7FySIg6KWlxU5avJUK9qETHRRLi8xIds294zkTHLstU73kTHauf\nqCZyR4Jg8rP+t8m6tzreCImOXfZtTKaOdqb/7oNgr+sm9tZEHhT+o40+6dxExy35q6aexJtldm6i\n41betZFPtbos18IWmJfPmeiYE1Bz8uNfNtGxwxtZ+F5LdKy2oH6X/S8nOmabrvXFgdei94G37F8b\n0t0Jvp19qF1gouMLAfJZ/ZhZmf0aAzS59y7cBzii7115Wb1npk5la3ca8n1zetcg308IvPjeSb57\nEZ/iDs424uXZx5tMl9NItPo9jqNcR+8q9fv1OqrfxjLOg4ay8qNcl+HjHd8F6M6c2tP7Hvl+Szhg\nh91GvuFWC64H/MOdpG1sr7jvlWji8qHtJt6bWNzzWuER37sLnMMAqI14Mg7hnlaSJ98tyvchrguM\n4n5FuWtxXe6WDPdIcsfUnH9/5qQ7c9eZP6LLzJug/1x+FO8oZV7o3Zuus13ZFsvNcRoJHRX9cBrI\nJwAHHqyyTapcWFZ8byna0PtlVR/YdlkOhf0IjNDhd6Tfo4iPy4H9XlO2Ee4HJXsBTMeZOzzCCx0x\ny4NtU+0UNoL34LfefQv/UNXJJtd1fNqMY+H7U9nF8eNwX6ji7e1x36I+sYKL3rnKMphER/Ct0DfR\nCfcJ8o513hc5Git4HvhA+sH+xOXeVuyG7ZYGxExPgWtXud+dfJuW/2A87eX5O/Pd63QiJ4LHNIWF\nko76QxooFjYs/rRmg4yPtyM6WdOBcXuxd9F+7rdoOb6rejrLaN9+wu+Ig2J4DLcW+4ETWEXMXWXv\nH2W+d2LxBCDFW3zvJMI+3Yp4VR+lZyXTw6fvanv/HEMCvPk5Wp6uxowVJ1Itx2Qwn2pxJHiYpu+d\n5FgePimFmAZ/OH5vpYyz4wf/I55GYwD10VPNHCdTjZVM/zOPzCbEKlZO/E6KI2KeaRnA1piiqRWr\nnvaaWonlGcYkHBEzVei0TZYrYHKMUC3e8Lw4q6mVErfTit15ma2Il7bFsGBXZjbxVLfaQmEvpJcT\n4z0FtiYarrWl9Vhmk+AGGBNO3+7MLVbjksyinBSXGv8mxR6dbpUxeLcO9sy2oi+bFFNVjSmrPDi9\nWos75lOvj+xOwAf8X2oSPhU7gU/+9tV6XJo+k+IqraKD/BvjWsTvSt9hZh+ZXaHWF1VtW2LUUI91\nE/HGNRsEXrUsBBNjG2sxm4Qr16nF0E2K2fzI073p2X56fvFZOiwAACAASURBVNxleFI/o/1szZ9W\nYyct+59HdifrwTl+7uNkEniu59NeZfu1rODJDAczrmJ1h1bmeEbDqw1hFkCzKqww6IqC1i1WaVqa\nkdPsaJ1mMzoDqa3E8KyltsrBq3FMI69K1VaReEauZdalrWJm10QcMfv3FblOZj7C97DSyTPYNGMM\nK04yI62tgtVkrjMxLsMrOLrqwLIs+N7ENgIfaDaqs36djeoqDst/3UpcATuswMpqsJbTVYliJk0r\njLyioTrNq3Iqy3cFlxrP2QaUpqBXFV4U9t3FdtTu/P+2pK22osErVCorxue89nj1BTal7YYVB9Jd\nr1PBlfGtwtDVIlm9qq1gVe2wqdCk+tVE3Xk8Xox1K6ugNdt02Loi1gkupKPQodrqLm9p12xFbR+h\nAuvSBtPoNLNv6kQuXeRtjdbgr6T/qa1qqb/mfif0TUQPfkNYS/DZYlOQk/oH1W+FravOTI/6Ocb1\nvHaYNuWv7tgoHN19qrXJu1Tsy9VW1LdNsnXmLesW/P0km1K77YdlFzMG+tzfRbs4fmzzNuqDHK1P\n4vjwaWsbzet9Qkcze/XsHTt+NmPT149s9qU+Iea8jew79l07PJvtk15anwkc7x68tG6P7I7dsUe2\nfvbAHry07nU8w7uZlwEOhzZrj87u2IOX1u3QZm1k856jCTNM/l+/oy2ejX7XvtPPUM/u2Dsvveq/\njWze5m1kD2zd1u2BPTq7Y8fPZmyx2XFe4Dqhd1561eE9sjs9rmez9s5Lr9rtp+/ZYrNj8zZyfF49\ne8dpRnngDrqYD+tnD+zOS49s1g5t7ftv2ca3Xrf1swf2zkuv2qtn79idlx7ZyOadx2jrO/Zd2/v+\nLVv8VsZ5ZPO290e3bOOHr5tZCgo2s4dPW1ttNu3R2R2bfenQ5Qu8gBPzB8/e01u22mx6xnSUP7RZ\npwHvQe937Tu97rwxY4+/9YrzDnKAXgHuI7tje09v2UbzusuR/+IB7mgLMoLOAB+mnWn5rn3HRjZv\na99/y2zBbKN5PejL3tNbttjsBH0G/1H/9tP3HM/Zlw69LOsnZAG9x/v1swdOd+DTs5mAy97TWzZ9\n/cgevLQedO+79h2nCTxbbHYcT7M+5QZwY/tGW4DJ9of3aAN6DX7h/atn79g7L73qesiwoRNm/VVc\nwAd2rO3Bd8B2zXpbu/1H79njH74S2jUz5yPaMDN7+P3WHn/rFbv99D3nKfBRn6EwwKc7Lz1yu9j7\no1tm98xWm03X85rMoBvsU5hW1Nlooh3i97Ur/8Yej3/fecL8VNzBV8YHOs/4AxfAMzP30ex7gD/b\nqC2YPW56nq89fcs2mte9PHw65Lb2W1+yfzhedRzRBnwKZMD9w973b9nGt153HwM/Dz49bl6xR3Yn\n30hh2efDjkY2b3tPb9nj5pWiL1l7+pbZvtnqtzZd3lwPMoAPYx/8yO7Y3ldu2fRfHTkP2V+amdv5\n7T96zzZ++Hroz9i/4+H3+J/pgd++Y49s7ftv2eK3dpzPKA8ZQeZsL1wGvgI4wragR6qzQd+TzwV/\nmC/QLfa1bNPwPcCJaVZb534AdMHH7H3llq3+P5uua2ijZrdrVx7a+ILuor2QUeJn9WNWHp7wOAya\neSGgkoP5x20ZRMvvOHizCCCV4OpJAee1gM0i4JyDObvygEcRhIwZOgVNox4HjqLeulFMIsVTOF1t\nDycETLcxaDYE5nL8HfHBA1C7PKMD/BB4zjxsYwB0CHJtMmylNwRySyAz84d5GA4ScPmRtEP0Anfn\ne0vyJb3iYF/IFEHC4KMGwnNbeF/g09VpAe5+QKIraS30eRR1FfU8uLyNMtYYQtZbPWQTeEG4bIxX\nM12s57QiAjtgPFmn1b6DfYn9hYMerQU+8PtwIGlEcmtFl0eR/2yngKO0hvjftqQ5BIMnHYB+FQeX\n2liuBoP55vxqLNrzBJmxD6jRyvqluhhiIVM7Cr+wTcEHKyzA33c5yDewjw4+tY3yPLnaH/IAfF/Z\nYx4lfNfNwiELBPizT9G2eUU++AHmLXDnVb9RxIF1LfAr2YEH67ONkK2wD+O+SHVb/WU4pEb9Y2Ff\n7HuoXZVpkEGXD5MFe2dd6KK9cBvgCfsi/l7TWabJYw8rfMFKM+B4vO0ox2Jq36Z9cq0fqPoYscdJ\ndmsXuIJ3IUA+qx/j5eLGglPFEm0ISKZAUQ7+rL2rbS3q0jiX0eVmXa7lsrzEX2z7adsNLR+P4rZw\nWMZmh0D18H6d+MHbChy4XttK021SXW7n7QDeAsC7sA3SRB5yMLxuzX0wni63pDqiqYnL6OB/cUgA\nH+KVbg9wO0wvdziBd23Uq9oyvm9ftSKfNtLPMqpt79Ro8a2qUW5PaVV9ZhiQOW/j1IL6madBb4nu\nwCfFpct0sZ6Dl8W2SSvbIsQr1ema/bHt8PbMurTt8mPYXdwC5G2+2rbLOuGnE0p0Ttou8zFsC40y\nvion1u8ajCDfNtsO2/NEmZEP0G2qmn7p7+iU3ZYFfm0rLuDTlvwO8NinC83rxFfuXB1+V/KI5cbb\ny+yDCntrY5ngE9vIWw5tYH/BOLCuMb94QMry5m1a9g/qg8dNHsg4fuwvyc7hW2t9INtqCNFpKvSM\nRFeIzyor3TLmNoL9sEypzaLPJpq4Hy34QjZZs2lfTGgif6u2Tv2A+hhMMtSP1ez2Igd4n/tDFiGf\nD+VJunG1zxx9wyzmi0KeH8u5t/gd8vUgDw5y6gAecvPsWsyVc8P6d8i3w3mEblzNWa2R785zS1n+\nDbmDds1CTiLOu4SM45wHCfWM8vKEHEILmRc3zEJeItzcgdxKzDPQzDl8dq1sezeVx/9Hc9P+7gb9\nxjyeWsj8hFyA8+l+v9QOPiE3llXyIuFzwyK+QSdSniVkWnc6r9I7y+8Dril3EviCHEqsV5zvDHnD\nZu3Q80N5nijJR+VtDc2z7gMWPp57jHJHAXfPE2f5t5AXivSZYUDmnKvqBsEALdBp/OayHpIsAG9o\nIWcaeGFCj+Mv9sN4wr6K/FeUk6pmf7YQ20B+PW4LuLItqw27vi5k3fObGci3cN49z/OV5Hpos0W7\nzEfNg4jfPAfgIOoy26/LgvIF7p5kfJDnjPUcvgF1gq8zwUdym2kuP+gcaAR+gA+eq23yd+cVfB7Z\nlcMjvdDcbM6HJIejuemS55IXzXV5od+e85sGBufk/aTvyIPndsu+l+TFfU+ARznf2A8GGx5GP+yw\nyBcyXW4rg5yLzf3UIOPpPDTyrWYFjWyrsAf0R9r3BP0YSl8psmJfE9oBDpS7jn2r+mPvs4km+B22\nCb9Vg+yLbZr7Gaad+3bvqxM+3A8EGxpQjtpB1uea3eJ2l4t6PvcxeOPGzN5IySuvHNtSa7a5sdrf\nBUrXhLgSD/vTULjY2wZmdk8ugR/172yFykKZFswvukeG86Um/xYuxU5OYeZmvgvvaHm6vxuvcnLV\nL4ReyP8DLzOznY3FeI8g2gMdW+n7ltnRk2l7+dqxPftw0a5f2ytPFA17vtlWn7B35uZxDwPPioXL\n23/+YSqzQnSBh2b5IvYFs50ni/Hy6fQcbfR1tjczTbbQJ5u89XaiK8nj6AnxbZDwGSber0T8/U7J\nBcID/3OW+EGmKfBvSL8DHi4nR125c9FPSw1JBltU9g3z5LLgxemW2dSzeEl5uPNYdMtWIl/9gXNN\nbZhZoU/br8UksQ4jwTza6PVwZ3nRZu0w6zg/pNPbm+Z3b3pC3rvUeUFfVlLbTf890GNJrumCblsQ\ne2D943aRzBx8hZ5bhhtkmmCBRpcPcMcDmx4SXmTDbm+QM/N5n2AY0fqM8Eu6xTbsuia2wTQ7zEGl\nDMOgTjb8ZiR/ohP2x+3gWjUz0kWFv5X5477g7WP3jai3ubFq7cFDt4lwAnuBbDfpzM5c9BNV/7bV\n+5O/v7KX/Wyix3VjpYc1snlr1x4GvYL+3X/N7H7X47WzsWivnr1jP/uDL4VL62HzuGJuqbPs694+\nDv4Dtuw+if0F9wMW/eLfX9nr4e7nctBTlxn7G+p33EYm9EU7Txb9JDPXDXLl/oUWOLY35aSo9EXe\nD5q5re88WbRbN5O83ujfOR+38rvQN6qfpDZ2lhO8QdKF9J37IqcB9dkvKn+GwpOkJ7Dpo7n+VDT3\nzwFHfofv6b3rXrLv3xj3cLlv0/vs4UOvvGY2vozB++iP0fI4b1FqHjxf1uXYF3rH2xsFPH5Pf8PS\nN7/rKu3RMnGoMyq3JnTrkbcneDnZl8hpaRu0FNs1XIeWooErtom4TIjXaDIdvDwftleIzx6vIu3q\nMj6WuTfGq8U2LGTIWxC8nYayupXO7ekWqG73sUwLfJkfnfzWRR4xH/AJ/Gvjkr/iqdsLhe41cXuh\nhjvLXbexa1tsHOekW95VfrUW5MG6GuhqY9mCHuZra0GvdGuaecf6Mcn+ClmOZFuHt5QaoYW26Kr2\n1gp/GsFL7AexwMG30P8cpqH6GORU2YKv+iuyC48BaiJNbLNqC6yfDr8jfo4Ij+S3PAGx2My64FvY\nZkv8pffgd7D3in9XX4ztYsenjX2Aboci9or9buGzWtK30YQyTQUnpZX6A9AbbJDgqw5N9FGVvujk\naiUP3ijrGMudeeM0ttGmtC9Sn8U+LvgChtVNwFnttsLfwGvir9qF+j31HR5Hl+pge5pj62o+r0p3\nxVZRz2NVWyv7C9Epu8At2gsB8ln9GO/tk8DhKIKgWCiieBrfwB2yxm6xA6t1SEV7EmcH4RdxU40o\nZxNhwwEoTbrv77AR5yF18AmDs86qis1xM4VyS7wQymk8RoApvAyOTg1H4yrIWSv+Ojjm/wPvdbDQ\nxAEQw1PnVuOhOp0wiBtF2mp8ZVyrAybla1PqadWRSDmFwTLnYGTW50lxPoyjxp2q3io90EsdwDC+\nNdkEnrT1trhedQJDuLMNOG1dbJftTdvjMgWt0rkpflo/1Gnqdaq2y7aiHWZX4qgdrtoh66LCZ/6w\nL0AnjI9OFjTmV+N/C9uo+DfY0iSddPmMKoOCJtqy/x31g9PapEttJXTY6hPbErZ+DzIblXYRbJFk\nWciuYtPaF/GkuIZHzS4YJtu49kW6eKByYd4wTydOBmttjOKEi+Vb0N5K3Qp/3A/z4JVtOsWen+uv\nJvQDBa2juk3V7PZygPccA7zCyaUZUQgQ1RM9bVZAnh3yO1cC+l8dAZcJytrFlYOagqhDK2Y9ldUJ\nn32QQQQnISuG7uhIidVxuRHQ6gY79FC+Mot0/Mlp8IkzwAoDZ+442rpcMLNSB+A0yeAmGDU7bXwq\nKzQ1x6yDQZ718SCd9Yo7d8gUq5K82uifVtqiQy5F599Y4D/rGk6LFfoyquh4E+t7vcpBnZpTDXpM\ndDOfClxo8Kidg3bOOvP1dtS+K50N46AdULDNttRHHmxoB6gdL9up0yy0AjaC+JXmWsfkds07CzzJ\nJLtkGIV8aVWCdWyizNgHED6AX+iX/F4Mkior9PitOBwiOh/sSu2XVoXUj7CNBp7r6m0X5eb2mdoo\ndixY36hM8Ild5C0PCHTAFPqaUckv4MyrmDpg0YFSGGC25Qpo8Jdd5hd8a60PPLkaB/rFoI7o4RU8\nPi0bfFcrMq8MYIP9sD/hNtWfsS8dlW1qvxh8LdHAGSYmTeyr/YD4GL4qlduo2e3lAO95BnhyNDkc\n5+4sGD8fGw+DvhGVJxjF8fIulvN2RvE3PnrOCuRpFEakXKm+3mHJv3EqBlZupkNTTeC3d03SGgh+\n447u69MybWyLceQOgGG5UxzlZWtOORB43OWOkHkdls1HZf2JR/srMmf+8vH5UL4VGkSWyneUCykc\nRI7QNU19oakRmD9BH0WHg04knD0NySjKJ5TjtkgvUMZn/qBZ2+a/JGtN68K4VHlONhB4LLpf44Xa\nN9+Lyfantlykn+FyYv989yXjwfic115I2SAdf6FzrLtNtpMargHfCgxOPcG2U0tXwfaluhH+jrL9\nqh9i3YF/YD8S4CvO9H1jvOodJOpzR8rt1FK+qO69a1GG2L1Aebb9d83G9mQcfDBoVVvh9DfvWqSD\nbbnQ64q/1f5HbRHtBXlzv0N9U/Blo8gL9tmFDnd5MDnJvos+bRT1yWE1+ffinuNRiWNhR0Sb8pe/\n1+Bwf8dpUELZ1BexbqM/RN3q/ccTbL1IGcS20Aid59jt5QDvOQZ4YdROChNmUcz42uyXZ8w0C2GY\nz7uCV1uu1dkL8PxVVvB0Rsyd6a9jBY+P5J+3gsczW15dCLNnmjH/qit4uuoVZnVNlNcvvYJHOKl8\neQXPt7W6iPtHreAVqSJE1yau4FX0+RNfwUu8CHGmo0z/5Qre5BW8YIcqJ9LvKow24uuDO7LnGi9/\nlRU88P55VvAKu+vENsSuAp1dSfN5K3gcmvK8K3jq71jXLnwFT/uSUfQ1bH8ahlJbweObLPh39jsf\nZwWPV9dqK3jqt8MKnvjTYH+Vdn4tK3jqa1kmo4jPeSt43I+qj/m0VvA+92lS/Bj80PKJxnTUHEe8\n8W7m4NhTMXC6B05TgXeedoD+x++n+3RcnOoiRQCn5ECahVCW/tfvRdvDnF5l5uDYj6yDZj8avh9p\n8WPrwMfikXeny2J55hloZv46jcN4dB4pKXZPEp4nBH9fjvRTWywXx3nYpxkBb5jeU6IT7x1vwvdU\neIEj+pzywr+fxPeoC9zBd/+NUmawPqCd3ZM+Qzt44KloBHeGxykmgM+NCbQAd/BN9QWpAVifgwwt\n6luwB4LHPA26yrIYRl7cMMFF0ysArlXwZnlW2mH51+yPbSfQY/KedE/5wrrM+AS+nGQ4ij9gz9ph\n0S7zkXXX0ydU8An6XYER5JtkOWuH0Z7BywWRGfmA0wqtql/4HT4NNJ5W+FngflLBh2yD7YrhTdGJ\nX6bZ+ZDqzxwcOz7QQeURy83tM/EatHrqFJIp0mrArwU/QHrquFPfE+xXbXAh8hN4eNomy7BgQ+zD\n1PfM2yjw0OW9H3F032oVvE7oYxbszNOlXI08Y11BihKVFfMptEN2yjgqT1Vntb/TNoMPGUSZsUyO\n5qZdz9T/FrY+EBsk3OdtVNjjJLu9yOdznybl8Xixeg3OOy+9Gq4TwxUvuEJGr3vRd+3BQ7+UGf8f\nzU3bzMGx51y6dbDXH7s+2PN3fO0V8HrrYM3MzF6f2zAz8//50mdci8LXbeGaE1xFYxavPlm3B/bA\n1m3m4Ng251a9XVzL8sDW7VV7J13D/Si0hStZ7tgjW7cH9tbBmh8bxwNaAZdxrPETdV6Ze+zXyrxj\n+RqkQ5u1BxavcFu3B9Xrwx6d3bGf/d9f8vQHXJ/xZ54w/yFzvgoO+LKMZu3QZg6ObWdusbgiDHx/\nZHfsHYtXvYHHyge+ZomvU9Irf7gt8IevBoNuMa6ADZxfmXscrjzTa+9Yn3HNE/QC+gsYeGdmoW2+\nGgkPXwWE31+1d8JVd8rzWwd9OoXX5zbsga0HmiDDGo/YjlAGV38BplnvqKEX0Md1S9dhJRsBTeAP\n2z/zheUO22H6AZ/bA19Ay9fO/sr+6qWveT2Wo5Z91d6xd+xVt2etw7IFjFsHe7Y5t1pcJwXbufPS\no8BntVnVDdZpvq6L/cmsHQZe3P7+e/bBt/6B12VbRtuMl/oIs3w9HPOB4bFPhJ9lPrGs/umV23Z3\nPF3YCvAC3a/aO7b39JaN/9EVe31uI1yzpjTCfvm6LJYLX1HJ/Fb7Rv/BslXbQhvsr7m/gUzag4cu\ne65/+4/es8Uf7rivAt14UP5rZ3/l/aP2gbB9xpF1nukGb5hPtf4U/mpzbjX0q9xvMgzIiHnNvOL+\nkH08+AM6oWfsu9Efoq5Z7FOVZrzTfsCvCUw6evvpe/ZB8w+KPkjt1szs9pU9G19QmpTfvAggn+WH\nFRjff/bDL/V5ew76/Dbzc73CsbO6dbBnM8M9s+U4OLG5BG9oNprL99va0GzGjn2QZ3P9LHl27jC8\nqw0WbJjwS7CRV2k0l++pnbVDr4PvrNwwGtAEeOwAFNbMwbH95Ppte/bhYqg3PzcKNI/m5t348OzM\nLdrMcM9mrK/3aG4+4NTefGg7T+IA5NbBntnQ7L2t23a0MW3zNrKZg2Pnv/J45uDYZucO7V9de2h/\n8eFqcA7IUQWeoUMDPOav05b4wTJnnrLhh/JJjk4D/dbaQzucmy34x3TxgA08wjt2UmbZ6LmtGq7A\niXFludowyxEfdA6h3FzUbbx/NDdvs3OH9pNrt+0vPlwtdN/bnotw8Ixsvsc//c644AkDarIBpgkD\n9mAvFjsHfmeWnStPSIDDrbf33PZnifajuWmnHfIDTeAd3sHeoIuKB7ennd4ju2MzB8f2s3tf6vOA\nMf/NCj7OrB3b/MbI8S1kZlnf/Ek+hycE/PzsD75km09Wq22iDmTHtNRowqAFAyrozh17ZOP/44rZ\nH2T82J8FfBMOeAfc/821Nfv5h9Ne/ifXb9vUswxvNumrd5TJB6tuHs7N2j+9ctveHT+2+we3zeYO\n7V9cWbPZcdYDtv2fXL9tVx+MzX7HvA38Dp9lc4dhADdrh44v6Dici4OLmh+C/Hhgiv7n0dy8/4Xd\nQkZeP9Ec9IZsn/VlvH7FXrcNrwu68aD8z+59qc9rmOpioAXZ1PpD4Ax6Zu3Q3lvr/TxwDv7L4gQa\nMmf4TNsju2M/uXbb+fuT6/k7+lO2T+7vRjZv7dsP7Wh5OtCJvmhnY9EHrj+51veHeFjHGWd+YBfQ\nf5Yx9Gf8766Y/SNz/G4d7FXt9qKfz/0K3jglo0QHYgPrBysTEh17ckNJdBySHALelrzHEix+5+TB\n+O0Ns9PrKdnjgJJkWko+2mW4R8s5ebAnh2VazEKy22cfxkSgRxvTeWl833JCSKpXJA81SnqbksZ6\nElvi186GJCvmxLKDvu2Xrx17UktPmMo8HYRmQ6JVJD3d3kxJIm/u9QlhU5LpzSdJhgwbvAed4DUl\nCmYaiuSdLD8uvyA0MK7gJSU6xv/gkSbzNZNkz0Tv/c0+4aonfTVKCMsZ7/GAHugbJwcl3M1SQl3S\nryKZLdkIJ5F1PPF7jV8kf2xjFImU37T4aOJuk4Spkuj4lGTnmfrfpITKZjnRccVGAJN1FMnPbRiT\n9YIf2CLzRMdED+zNaZPkp5yAWmFvbqz2SXeHgl/6//RuovMZwa0lOl4RHTcr5TiwLPNkO3fsUebz\n0KLNso9LtgC8Q0Js8oNInM4JxF958tjeW7udZVtLZI6HbTPx/dmH9UTHRcJl6DloHlrwyfc3zT4Y\nb9isHXqi483l3AeE5PUDSnT8wy+53/WkveQbtl/r6yFZvZZxvWCclFbYbOobbJiTUMN/A35IAq58\n40TH/I705fUnG/bW2lqQx8vXjm3qGfVJ+3IRAOEV9JuTBuMd96dD8h1clmFxouNz+k3YKfqBItEx\n8wE2C5oWot8Lt9MgiT4lf97ZSIn/U5LqzeVVa28+LH0engmJjoMMzOz15Y1+Zw50cn9hVGfL7MpT\nu7AVvAsJ5PusfoyCWjWYFYGp6xyYOcrlavfwrWtAZxP/52PUGkSrOcE0sLgWMB2CNhsJ3qSgZw7C\nDQHrlQD5IlA9vec78TgYlQ8AILB/3SLNzF89nKABpAg8xbt1+o15HA4RjATn5vIu2oJ2oiXkG6wF\nyXelPjMMyJwDvflAB+AxT4PeEt2BT4oLBUqznoOXReBzLfha7Ls4tNBEHLgN5kN430Y9BA7rRB8H\nWesBHOdJW9IK2B+ML++iVdss8GlLfgd47NOF5nXiK2w08LwrecRyu7yLtt4Hsq2GVGNNhR46yKMH\nbFRWbM/cjuPQRRz5e01nmSbuRwu+kE3WbBon2Vm/tE+u9QPqYz6tu2gvBMhn9WOkyO4kSdFDpyen\nmPgdO5RgeFRWHQWEqAOmoj05KcundoKiyikxhg+YrIyhPR7YAU5yRsXJ24boQR0+cYaPOh8+TSen\nKNUBhxQrDHNEPCYawinaLuMfnImcqqqekGrL/wPvpQMNA4hW4GnnTXSEgUkb2/K/ndCGel2kvzaR\n0A67GBA0sY3aRwcwPPlwWbSUFqCJbahOh9OxhCvLRztppQdyDfxne6jodjFIlRPBtQ45dEBtLF/Y\nQCN4URm3Nzn9x2VYv7yTFt1ieWv9Gs21QX2BN/szPVUo/NQOmdvRiWcNPvPHO/NW3jWUSoP0lm0x\n2Gk3+SYLlSUGbkFeTRwceKoS0atikpXaWRw/jvYq/qNYGBD/4bJuK/5C5Mt+MUwMxBZdv3WSLno9\nqS/ytBxS910r6wXf15STzaIs222X23NdlcWGMMBkWtVPUhuefaEpk1YXtIsfqPGn4EknNp2yR4Q+\notZvVPoBXagA3Im+nXzo5QDvOQZ4QegQ+OUKXnTU7eUK3uUKnuj55Qpe0WFcruAJrZcreFHGlyt4\nkZ7LFbxPfQXv8x+Dh4vIBznOYGc5xZ1x/ADi4RD0mGK4juYodibF/fz8Q4m/oiPcIa7APuIiZ46P\nwcP7+LVL7PnSaotxPptPJF5A41HwjuJxjp5M58uU+UkxOTM3j+MF7nopPHjI8W61ODu95B0xjnyx\nNF9ITfh6vFKCc3pX4p84JkjjJZm3Gr/IMYCIueJ4OY5nYRos4xpiJQGHeXRwHPmQYqagQzVehJgy\nwDTL8UIcv0R8VV3zGEzVL8vxKcVF5WY5fmZtL8OoxExy3AzHJxbylzgzx5MvCWf8ECeKeEqzQv/C\nZeoLVtWzAleJdQONReymxhjxb8Qvtx3o3tY57Sls0nWzqO9eH/WM6nAsF8dd8iNxSbis3uMb+SL2\nrRzLyJe5h5gofRJ86Mbp9RQrCLklf4E4qe2nFMem8ZwMU2IHHV++0J59FeHB8X/3XzO735AfWelj\nqQ5t1t66uZZjuFj29PfoybS9au+E+EGNZytiirckhtEsxLmyv9B4Vo65Q0wc+h+N2YIsgx2kMu4L\nB1bti0LdCh4B160Ml2OE8YS2UB/0meVYvrWHdrpF+oRUxAAAIABJREFUfSbj+ia1Cbuq2dEbCf+5\nDCP0PysVOHgQe74lOJNtmJnbMce926A/TBhi1Bn/FXon/QDH+p1umf3Fh31co/cvRnH14GnSqSub\nZuPLU7Qf8yFHgpxJs8uHtr2Z8vWY2VRS0hk7diU93Tebumc2M8i58SC0KQQKd+YOF/CmMEAxc8fm\nHaBlxeCOenuz/7vUmTvJ7admSwsWDHCKB5JJadnI2oOHOa+RSQA6dwTDjNPMwbErofMpDRJm1o77\nAe3ctM0sHHvgt5l5sLTzcFgeJNAO4nTfbPep2W9szPYnlMHnQfo7LA1jaqWnC0YLA5m1w3xIYpBp\nBjzuLPyQgkmgvvIkte0B7kleuyfZEL1DvpfbmhkcZ7j7ORg9HNQZ5namFsyeWc8DPwQDfg0i/WZZ\nP22YDy5At5g2PtCy+9RsaSXnD3THm/Tb9ZlkM2X9b6db1nfEQ/PBHZf1tvczT6dYVwXm6b7ZVHLS\nrrPAa5DpMet13nlsFvjmPKL/i0GqWe7YFBeSw+l+onEh6VniTdBHtDfsO5eX94+dBzbItmP7Vgyy\nCj0ErQn2zwFvIZd3monO07spYBz2QYN/z223IvYLHFInisnozH6vj0dz0zYzPI6Hd/bNbtle7tC3\nMv3hgAUdxuG8oaHjS7Id2bxd39+zpbZ/P2uH+VCR8Gv3KfkSM7OVDB9lYWcBl61UbqH3o7tGh5QW\nsu4hDQnkeuvtveyzqaOGT5yfG2UfjwER83XBiskf8HBZYqA0yLDdx5C/gE2jvvcXkPeb5jY8c3Cc\n8wIS36Ys24L3LWK3hzZrM/t7GQ8+9LSf2/059IPqsn2r/TPvoI82TH476ccU5cFznaE2HQ7pxfbT\n3KfaSuqfud9C3UEFDk9ihtQmysKvr+QDXPDl3J/Mzh1GuluLOm/1fsB1L/Xb8zbKtrvftw+7wFPz\nob/q87kf4NU6sZmDY3v5ak4quCSDkKlBSiRLHZRZfLdrZks0k941M0u/o9yu9X+57u5J3x6SQVqC\nZYCXnCTgu8JQp8OdkFk0Mk6UuES4wOkqjUvDSj0ylt0Ts6XkVLQMaHbcbYLRW4a1a2Z37dAdGHCA\n4gcenxCPyXBsvzemNy2XxQN4jAfwvkE0LDUWHCU7CS0POU5VYE3in/+mfEhymyUe1HjGbS2x3NJf\n4MT4ADZwXhpmGjFIPJVyTBdggO/AzwapI4Eum+j5Sf4NsjazQueZ3wXPwbsKTUw7nmAL8o75jYf1\nwv8X2+Ryav8zB8e2fSL6JjZ1Xns+2INuEDyUB83KQ9en/RJXs/w7Hochq0540IntPs3lA01W6gbr\ntNOk+jWMuoNkwUtEM8Pn58ZVkTvrPE5CDkt+sA15EuP9iu5ZP0BwGQ5ym0s00ED52bnD4IN5cs22\noifz2X98HD8UytGAheW9tB9tmP0N9ztm1DcNo42bpdRFC3u2iwUF0Q2n/+C48A+s30j2zLCBc40e\n6MqpwJoyO7cdpo39AOuhfnddJtu0CW26j2R/LfV40IY+e5Kts1xuiOxm7XCiTTlfBe6FPJ92nNwn\nHYOHWIPLQxZx///ykIWFWAiNQeLyga6mjBe5PGRxecgi2GgbYQRaLw9ZBL1lWwx2ennIorBF1+/L\nQxaXhyw+7hjo0x6EfdIDPHYSMHK/FDgJHpcu4zLsMABpLbwLv6WPOi6+EzXAY+eSFKi4cJiUxe+v\n07aaTI9eaM4K7Zdwd/FidVfiEb3nAcBIBlWN/N8KzXThMmgMlzqDJyOhgTsCatPrtrk84zzubLw4\nfpz5ooMRxn9kAVZ4R/Lh+3GdTu4gGzJouhexxj/8Hy4xZ3l18eJz/EW9wOsRfYj+0GGPIh3c8YBv\nrGeFPo8iDHZaLGfGX3U6OErVb9Yp4Xn14nnif6CrwgvWs6A3ZEdBF7qKDbe5LHf+TMPGeNXL8eXv\nOrB0PgjNbouJtsXx43Igw3wkWlUvgpxYvxkGy0V+Wxw/zvTwIIX1Xe2Q8AGO7EuDfBIv7Mk48FP9\namGbLLtR1j22J5UPBkXMt8JXt729Oc1dvpe18Empnem/+yDYS7BX4QHk4WWYtob8gPgO9UWhPyD/\nDXlujFdLX62DeJUj+Z7pv/sg1Ad86DNwXBw/DvrDNIb+SAc3omdOd43P6h+a/FvoE4k25mPgaUW3\nAk3iW7is38uc7Jj/Hzc9L9jvcd/OMLUfQBsb41XnPfAp9Fjs9iIHeJ/7Qxbr1sdk+CGLBQmuxqPL\n7cP8zmOysK+O2DYKFOfYMcRAFPvr2KYx+j7I5RweAkI54aNZDBI1izE0VjkwQbgUwfjPzLbnzebH\n9UMWoNODuyvJYxFT4AmIOcnjgPiSYjIQU+EBtxMOQTgv07uQVBgySocVnP4UaIu4PMbfYyEHGQ/8\nH2SkSXMZH0rgyrEY4EU1cSXB0Lb4kIUGZjMOjusEWOA/Yon4MJAeyMHDdXkLzOORhuYyd95XtiZC\nTMu+xaDjAcWlEj9rsZ5h25aD9QdWBkgLX9nuQjLl/ZJWxoETebutA3fwaZ94BLzIhsMhC2qP49R8\na4gT855zyILtpXiI5kCTPEFf9y0EnSOmj+2ZechxUsEOTWKvCD78id0j2zBKRpsePWThcZfJFkNM\nbTpkwbZR82/3N83ujvtyzhPFPwXAH9qs3bq5l+W5Rf6R6MYhi59cu51tKtkS4qXdVpgH5D88ue5+\nhM1yVJn9/EM6LCK67Y/4TNZR0D+pL0KgP+qrfP1/sosCPg5pTTpkUaHHLPMGCdCVX8VhkZWyDfaV\nnlg7yTfEXHLMOfEu+MaFjCMfkNNDFvA93zsxuy+J250fFVtVv4R2lOdFnQs+ZPHCRQD5LD/3W+sF\nzSf3Ko93PFyGykKx9a/+biu5Q55ayZ/qk9pCmdOEp8OTwN4avoC9/TTfWeo0rCQnY5ZPaG7l//kE\nDz9wvN7WdYt8sd4Q0PZ5cJj2pSb+v/2atEe8xbvTrZ4upX9nbjHQzm34syUDJCnDPJx6RgVW4neV\nX0Ev40Z8OnoybacJB5UXZDXz9nGEv1XyrPa4Xq3UyyAAHe2e4vsEnVSehKei6xP1vwKT4dRsIryr\ntM84bT+N8oau3N+s4C24ql4r7FrdWh2Gpbo7CQ70AjrP90zXeOd0kj5BfuE5B0d9cFXTztxiYc/e\nlj7Eu6UmtgV4DINvhnF/JA94vtREHVHbNYt+NeBq6daXNtuQ+kyvm3wI8Jlayfz3g0oV2vnwytFy\nb8vAORxsWcllAi1kcxP17Jx+ZeqZ1fujc/ql8L3mGwjnqWdR7qi3M7cY8T2vD6vRQ/JnGUyl/ug8\nm+O2PnabJnXO6Tdr7Rw9mXYczRJPUl+8s9HryX29eeUj8FN5PLI7uc0J45DnofdjP5/2NuonvUUb\n9uWxRdrFXES6nB32ytv6u1psFO+71/JwcZwTxydpWf+/K3PuFG03MX4p5CKSuAfebgxbju1lHjzm\nFZdnGvA+4NpmvnOcCutViGVKMr3Mg2e+vcH0oPy6RZ5p7AvjVsSTtREe48BtMB/C+zbqIXDgfF0c\nJ6SxTCFGS2gF7Ms8eKVtFvi0Jb8DPPbpQnOImabtcofflTxiuV3mwbvMg+e2In2b9sm1fkB9zOVN\nFp/gAC8MbGivW50W7/d7XM0oC1MVlwcG/rs4YR2YhM5UBlwhCLspfwsOqYl4rRspkcZnNGTI1A46\nD+ZDcLIjCVpl5VeHx3iTQ2P6lX/abq0DCIOhJtMAGWpnqo5VnQ63FwYBXaxXOF0xTOBaOIWW6o8y\nLToACAHfFV1U3gQda0qcGHYNd540sEx4MME6pjGPBb+ayTipE63qiNqF2FPQO6KLnaF2EGGgXGmH\nO0vQGPjVlfzmAQHTtc720UY8uT3VL7xHzOek8mHyKfoYfEFlAKa2wnF071qM82IZceA6d4CgN/gG\nsmPwhwcO46Yf4DFeiEvSAazqvMuW/ATwZ1wUD7Unhol4Qe24Q0dP7a6ON6LdjMoJFQ/eamXUDqu0\nsmx1IssxaKRDOghRva71RfA5wU91Wce43iTesO1rX6SDRfZxYfDGsNo6zoV/wDvib/iuEz3iUQ3n\ngM9I7HhEdteVhxCD7NW3TJDLuJGDnSLDoCvN5QDv4xOnAzMw93IFLzrO9nIF73IFT/T8cgUvwr5c\nwStpvVzBizK+XMGL9Fyu4F2u4H3SAzyc7gqn9lhh2jy701O0xQkieofRfTgJ2MrpUSrDg0gvL6d8\nwmmdjk56dfHUFpfl02ur4w1XtPGofooWp3pQDyt/wSjktM/GeLU4BainaPWkEXcAjjetBvm7tjzF\nxaf3sKrAOBenuYTecHpVT+oRf5iHzKviZF8n7wnXx+PFzPeW5Et6BRjeTpdP0fJJQXz09CKfgA74\ndHVagLufHOxKWgt9HkVdRT04fJSFjPXUGust0818Ulz8VCDRE059kh0wnqzTat/BvsT+winy1gIf\n+H04tTqSU7Ssy6PIf7ZTwFFai5m80BxO6yUdgH4xT8OpzNppPPIvfOqXT2SyntdkVpz4E1pZv1QX\n/V2b8VP4hW0KPugggT93pKyPeloz+JE2d658cpkHTOrD1838FC3aQN+g9sYy9tUm9gPMW+BOfQ/D\nAyyUDfxKdrA63ojy5lU+9g+jrL813VZ/GU6lUv9Y2Bf7HmpXZRpkkHQl8Flkxfas+gOesC/i7zWd\nZZpCNgrhy8nVyBOszKNc9RSt9Mm1fqDqY8QeJ9nt5QDvOQZ4xSwLjGzi0qoLr8mC12XoYvRPKws6\ne9IVhABPHLyW5RlbsfrS1t/hE1bZOplNtbEeVgd4RlFbAYNChxka0cxlnEaacekKns+OeWm8FXxb\nwZ14jZnVu1aWLfgrMzKlseBHU84KdbWsaGsUZ2SODztgaYtntAFWG2niD89yddbsDqyRstyZdaVO\nFqsSLAPCk9/xio3aiM6SC5noh+h5l3Q20NRZwaMw428t6kfFRhSHml0zL5Tf6MDDaivZTs3edfUF\n9oYJS61dtWleVYANFnXUfpmuTn6jjklX67VOrQ31pc73LuKJFTzFX+FWbROwyUZ0S9x9jOhQrR3u\nXGu2oj4ck+ViBY9pBAydADIdbONdndbA05FVZRdsWGSt9se2wX3RuDEfHLqfooEm48X9Y9F/ik2x\n3gNutZ7arOpcpW8raGNfxN/biA/bmetIxcdzH8R6wn7YFxOUDvGD2g+wDMdNuYLH/YT6issB3vMO\n8HjVp6X8cqLcMERdceOBRDDETpwGD1JEsbiz9/KjigJRhxZmS6yg2lknmOfmSCKlfdcy3kXcHnVY\nYXbdxTLsvNwpyMyMcWUlDqt/pOQ8g2TDLVZdu8i3msFXjVccJBtpGOAr//h37ly406t9GCcZXOmK\nXOHshTfcZq1TDRMChtFY1EX+LoN01ifIk2VVTERqPJLONQyIRJfVCbpDpfKQczHA1k68IZ0dVdqS\nwYfT2AhuMpABDewTgENY3WKbVLmw7rbUtnZ2ba4f9IFsN8hBBoEKg32Yfxqhm+jUVVltI+gJ20uT\n7Z19Qci119KqYRNhFjZPqyI+qG0zv3Wg6f6hETshGsMqWjdhEEPtTv/dB2GgoXiz3JyfWkbtQ3yH\nypbp4LqTVkQDjTLY1b4IE+ugK13Gk/nAK1PFpFJsCngFux3l9nQwF3AdEXztN7uyPIe18HedLONd\nkBPBY5pC3rsR8YhWLas+j+HW+gHGpyFf0Ug5rdNdDvA+PnE6myCHF2YfNCgJjpkNtK0ooxgKK446\n6DAbofLFTI4dnwxQQsemitGUAaEwIB5oFc6BOqbQgbf5PXcOutISyoujGDdl4DU6gGJm2pQ8DB2x\nGE4IGCZ6Q2fa5I/OZquG1sTBAg8gigEhdaTgO3fm/l1nmolHvrrR0Wy6i7iHwUFX4lPEIYmuYSti\n0iA06Hgj70dR32oDisBT1lsZLDMv1gkOBka1leGw2j0SPBtqR50m2ZfaH9sOT2C4rYkDZbWlJuLD\nfAmDIKGVO1ttl/nIuhvsUOVE+l2F0UZ8fWBK9lzjZbECzPi0E/SLZHNyNa6CKf6TVmrUX3EcE+MS\n6OROVvBnGwXPw2og8YjlxquP7IPU37GuhVVe4jfsgVd8zp0sjaL+cX/Avobtj1fO1AeDDmynFwsW\n5Hd4IFjrA3Wgr3Zb89th8iD+NNhfpZ0wiONBZ2eFPAK+MiDWNoMPUV/LMpEdLu3bg61TP6o+Jiwq\nURs1u70c4D3HAE9jCC5j8C5j8DjGAp/LGLzLGLxQjvTQ5daKLo8i/9lOAUdpvYzBu4zBKwb+hAPr\n2mUMXsbhMgbvl/t87m+yGKdbLDiL+OZcyujNmflT1umjuT7pod+0kG5k8Gz1eiOF0Xv+i6z1XIZu\nCOD2Zt7uM2lvv0aJiS1m1d5+Ld7G4E/C63TL7NmH6YYO1N+Ythlc8J1uf/Bs46nezkasY1bP9H/0\nhG6TsFQPWenR1tvHnj3cs47jNgxkFF8w21lOGe45Q7vRrQkL+aaQ7U2zfzvesLdurvWF0g0Am09y\nVvaQ/R+3H9zry55epwSScjG4Z87H75x1nsvTLSAFruClJjveyjw6vWuZD+AfZ/UnejlrPsvDjLK6\ncyZ0vnkFePCtLHpbCMpAn4dW3p4wyPLcWY63DzgM5Rdwgjxq2elxy4TlskrP0XK8teRoOetVuPGC\neBFuH+HbKdT+zIIsjzambXTl2G96Qdt8GwVocf0neoK9MZ/JJsMtDGQ/mxur1q49zHiKHP32nGcE\nl32Lmet60HGCEfwVZJ5s5449yvgMrbRZsYXidoEVy/LdopsFVpLu3Dy2V548tvfWbmfZJpvx2yP4\nYdtcMLv/mtk/GUcfA18VbgthPIy+ky8+3TL70w83bGTzPT4LZpvLuQ/Y3kw38aSbSnY2Fu3Vs3fs\nZz/8kvvdnSfisyDvN5IPv3lclkE5xklphT3CL769F/Rz5uDY4asOBVjso2p9kZm9/mTD3lpbC/J4\n+dqxTT1LOpTkvrlB/SP6rCRntym0xT6B+9Mh+Tguy7DeyDyv3bpi1r+DPjF//ZYU+Hvwl/oA3FzF\nfA6+CTw/2HPaduYW7fq1vd7uhklPbj4sfZ4RXJWlysXMXl/esLcO1jJ+tQTMSYZXnpqNL+gmiwsZ\nJX5WP6bbLDRTPG+LtljurbwLW0BdXLL+yC3aJi4Xa1lfbh+Vy8G+AsYrbgnmB+NyizYsRfMsmWdq\nnSwV0+oCb82dt0UbcGxyed1GDTTwTLoRHjelDBj2hW/RMq+auiyVPx+5RdsJ3DbLlLdog3wI9kdt\n0QbaiZZJW7S65XnuFm0bA7Gfe4u2tYJPYTuPVjMCPUT7R27RNrEd1mlsYevW66Qt2pBGpYt6CBwm\nbdGG7cL2I7Zom+ffonW7pi1Ox5X0m2GElBGMb0srkI3QRLr6aW7RcsiC8lu3AVlGE7dom4yrtzUS\nHeqi3CZt0SoPWMZYxWPaPu4WbcClLfnFW7Qs72KrtGIbE7do2V+SnZ+3RcvhFJO2aNE2eBa2aLuI\na7A/ss9ii7aNOPL3IOu2pCn4JuWL9H/sY9xW2O9J3846E/oB8TGf1hbt5/6qMr+7cWhhlL97YrZr\n/QfvfLVrmN7zrEDe7Z6kmQD9v2v5jrvdk/7DdXdPEi4D+j4sy96w/D//tnuS23J6En2n+z3+u5b/\nx2+ox7Q4X9IHvEB9p8usn1mALuIZaPZZ0TDSFfgwIFwGREuC5bwgmTm/0+zP70Qcms3aocNWenll\nCh/wX/mj/AA8lhfauXE18ge4g+/+G9EVZABdODGbt1GUJ/BOtIa29nM5xkdpV12DPqNt19eKPjMM\nyPwG0eBlCR7zNOgqViWFT1yX7ZHpcbhWL+vyPMm8YtxPiVc3jPSSdLagxxKtXM5K2I7Tfm7ndL+X\nVeDLSaQ5+J5B/9usHQYa3a7IhtSua/gE/SYYN0hPGV/YDtuYy2yYbTn4Oov4AEfVL/w+tdC/A42n\nFX4WuJPdud7tl/xWeOwfgk9leQ7MV8ICz08ij1hubp+pDdDKPJjiFbJUhn0M+zmmmfse5pmvci1U\n+HWS2wjyPqG/5B8K/z/saWIeah8AHN23kg5o36TtqkyZZ6wrbO8sK8ic+5GAw0LEkb+7/aHsINJk\nC2Wb2i86HNFz2Arri/bJtX5Afcy8jQp7rNnt7old7PNpr7J90it4OhP12QSNxIvVgK6cYehqBa+u\n6OodJy0MqxFNpT2ePWDm0chsqDLT1VmcrvjVZnM8Sx53MdhYP2E1obOSX7SCs16Z+QQeNrlcbWbK\nKz+1GamXFxkVKz1NTCYK+BqAzP/XVuWUf/y701uZyeknzBRJpoEHoxIW46DJQxVW4GtT6qnqkOoS\nyzCsxnaEH8llkk7XViPWK/JRnhdy0Bl+F/GtySbwpK23xfV0JU71VFcowuofy6qyesV06UoN64ry\nNNhdxdaUZuVHYbtsK63wpStxZJyUt6qLCp/5w74AK1r48CoYympKouAb1TYq/g22NEknXT4jOtxF\nPGBb9r+jyuqj4B14ICvvzoe2hK3fg8xGpV0EWyRZFrKr2LT2RXwKuYZHzS4Y5qRVV+4H2YexXJg3\nzFOVmfrJ0IaswLJ8C9orK+FahlfYWE/8u67u1fzVhH6goHUU359nt/2wbGwXMgb6tAdhn/QAr3By\nabk8ZOH+JbdoGaZ2qix0VWQfXDVRKYoBz2dli3aUYWlHHMrLNkngAzkNDkgGrDBw5o6jrcvlV92i\nDYMB6UzUuRQdSkO4XPQWLeEeBv0XsEUbaFUdb2J9r6e6Tc5QB5NB1rod90ls0cpWsE7Q1P7O26IN\n759zi5btWLdtlFbA/qS3aIPMalu0pGMTZcY+gPAB/ElbtPj9ebZoeSDC9qCDiKr9UgiH+hG20cDz\nUbmNzXL7OFu0qnvFFm0XecsDAh0whb5mVPILOP8qW7Rct/CXH3OL9uRqHOgXgzqi53m2aIM9y0Ap\n2A/7E25T/Rn70lHZpvaLwdcSDbxFO2liX+0HxMd8Wlu0v3nBC4KfvQfbDvL6hqVlUTNb2u//zlha\nRk6/LQ0zDH23e0K/W16qXeLlXy5vZnZidmPfbGqQt1CmLJadWjDbfpr/5992T3pctW0En88cHNub\n1rdhZjZFuIBGpuc04eL4gTfEL6bZt0Ys47Gr5U/y/4EPtLW2dHBs26Al/cbL7M7D9N2X9y2XwzYC\n8GV6p3jrjugwwhdwmCfA78Z+lBe3w/QC95lBz3fn3SD/5nyDzJIcsQW0NEE+p9wWZCT4BNqpOnBf\noi2SJaGVeQ0cVebAa2rBbPdpqfvM06Cr+xEm8yLgQls2eBwuaOAtTssydZ6JfUP+Nftj23HaiQ5/\nT7rnsLncfm7nlPjvsE+IZqEVuNy1w15nTiLNqH+D9AF2vTQs5XSDYJrCIB1nu5i1w34LfSvSVMhs\nWLYTaBX9Ul5gi/ZGhZ+KO/yh4rN7YrY0SIc7BlbA80dodp20bKM2F3nOPhhtofz88ijoKm/RgkYz\nCwcNZpJfY7tl23bcT7K8CvsV2+Q+YmnY91Hsh2F/xj6q4oOXhmaHNmszgz3bfZp+H8Y+AO3epS3a\nog88oW1aahe8Znp4i3aJfDj7U+iCy1zKsJ3ytuwSfb9R0Vl/yOdym9ovssxYxr5Fa6Sj0ifX+gH1\nMdiiZT+Fds0ivAt9Pu1Vtk96BU9noj6boJG4juwvt2hlNeFyizbge7lFW+o06yvbgcpHeV7I4XKL\ntmprSrPyo7BdtpVW+HK5RXu5RVvBo2YXDFNXXdluLrdoz5fLp7VF+/k/ZHH5XD6Xz+Vz+Vw+l8/l\n85/b82mvsn3SK3g6Q+dVM7+zFaN1WikK8RmVdxpvAHg6y+a6tRlHsYrE/8vsoVg9bGQGMZIVn0r8\nVBHHRPEFOqP2uAOKh2GevavlZdYV+NDGWRPehbtbm8hD5/dIcG5ivIPSyzNnXn1gfHV2p6uHLC9u\nR1ccMOsLvGujXoVVD4nBCrEjbcSd4ekstbYypbqG1TfVF1290NkuZM4rF3xrBuAxT4Peygou8yLg\nQnE0rOfgJfOM8Qw6LfbN9qX2x7bDK03r0rbG2wCHdaJPZ+y68sArOEwrYH8wni7a1Tg0tWtdFWdd\nZvstVj94haLJCVXDalRNZuQDJq2csUz1dySndVsW+GqbBT5tye8Aj3260LxOfOUVPIfflTxiubl9\nog1dTZS2eYWpSM/TZv2B7rK/YBxY15hfwBkrQWwjHE+uq0fse7CC5/hpPHeTdZPturYiru2qTJln\nrivEZ5UV2zO34zh0EUfdsSn6bFmx1ja1X2SZMQ3Y7WP90j651g+oj9G7aM+z235YNrYLGQN92oOw\nT3yAh0ENDXBCNnk2VAzyRvEdO8cCHr+nv8Fw+F1XaY+ULNQZlY5NBy7s3FgZ3cA4EF2Dz5tKHVLk\nsIU1imWKoGNe6k7/B+dMfA5bJYovOQEYCQKe2SnxdoMun3Nwsw7EuT0dQOlggWVa4Mv86OQ32qLS\nTgqfwL82OgzFU51ToXtNdE413FnuOgiuddCQp26rTeRXa0EerKuBrjaWLejR7fhRhFvjhQ7yJ9lf\nIUsNtOcOqRFaKodwgu20wp9G8BL7wY06wbfQ/zzJU30McqoM4Kv+iuyC8+AFGY6i/rHOs346fDrc\nwNuL8Fur442qzawLvoVttsRfeq+HBBSP8J1gYrDp+LSxD9DBFG4wYL9b+KyW9G00oUxTwUlppf6A\nDyUE/z2q69BEH1Xpi06uUqA/yYMHuyjPvHEa22hT2hepz2IfF3wBw+om4Kx2W+Fvsd2uOtuJ/VV8\nk/Oc7MMPNNGBpJrPq9JdsVXU8xtfWiv7C9GpywHe8wzwZIDDJ5HY+eo1KkHx+J3CgyE2sU5YfdCV\nNBlAVoXdVE7FslESbB0QVgcRGLh2FpwK3hdKK4ao8TTF6VCKV1A++QyOHAjeOay25DH46XIhwwnO\nqpU2eWBbcUjBeXRWyJw7UO7QlT/AnU/04h1NAJQDAAAgAElEQVTrVdFWkzv44Aj4tKg4VB4oVjvz\nCh1o3x1WF/EIPKvpueq2wAgOsyNZc6fWCY7C86LT6iL/vWMXefIKUqCff1daR7GNMBjk99pZkv4H\nXZZJDQ/IlGa+rgidrbYb+C6D3tDBdRFXHlwWdKkudfn6pMBnirU8r2MPciRfqnr0rvVXgwV+dnlw\nVxssFHynONVgV2zv2mmKH0F5XBfGA4RgfxLfFQanHfkgsRX2qcWgnfB32ckgIcAjWMF/dzTgPS/O\nWv0J90Wd+TVnRf8g/he+lQewwfbJ9/BqVqGDIwu6Ev6qrPi3LrahvHZbFt9S6A7LSeCFNluRGfUP\n4So+7dubqDMhswPLsKNrRHnAXrHbyxW85xzg8X2VfOcsKy3e+f2MNHPiu+1gxAzPR+dSB8rCd7Bi\nxsB3DNbutcSndg8k32nIeNXuCvT7E8mxe51RxiUocRfvRQTNemeo3rEa7tkUPoFH+B+zY7Qb7hrl\nuomfi+PH8b7aUborckT8pnqgEzzRewT9HfGwetcryZSdBeO6MV7t6VHekF5pWy5Hogd4K+8DDW0u\nz3qq9y8CZ9f1NrZd0+eanjOeQQ9G0uFReeAIuKyf2n64q5d1nviPOx4LebYW5Mx3T06yP757M+Dc\nxbZZX5QvoK+qW22EqTS77Xf5rlOlmfUcn9r9xefZvdLFuvR4vDie/rsPHBbrSuCL2CHjwzjCl6oe\njVsb25+PAz99y0rtUPBke3AdJLtSv6Q4KR1YkXOaR3mwA3viu4bdpkkn4YPUVtinep2uxB9tu/12\nkQeqxzUfWtz9qz5K/An3RY/Hi2N7Mg71WSeZb+5bOytoVN9TDPy7sh77Ee1j1V8FmxW/wzrK38Pi\nzKjU1Rq80GYXZcb9A3yP9uPKB+0H0Abq25Ox46N6HOq0lwO8j0+cbt01WRE5DiLMoFK5yxi8/B4K\neHL1MgbvMgYvbp+z3rOsXRZN5EXApct0aSzPZQxeadfMU9Rh/b6MwSvxv4zBy/LBAOIyBq/sFy9j\n8P5/+DEWOHVYxRbthCVyHvSxcHnAwYpXLP82WRGCEbcRr1rnW3xvSiPQzsCViAdzrbTbZdjoPNh5\nq4E6H0QxC4fHnbcumVNdNnztKHWQhfK+nUkOAjLkQbMO8Iol8KZCo8gxdCiNRX63kV5vi3hY8Ej5\n0IkOVXhRdPDigAPehGuha9BnpbPSuekgyR1bjYYmthMGsBX5B5kQnlW4ncgHM1zlP+nCRD1TXFur\n0shtBX2s/cZtjAhud357BWzS9dpAXWXvdtiWbVRtl3UXK9CjjAvTwX5R6Z7oG0g3MPhg20DniE7M\n+V2ZfGlbjjvZhtqZ4sG+pxjotJO3aGv0+gqf2BnjqL6O8Qiy035B4PBkwung/kd1a1TaAdt/eKf2\nRXVreHC9oPut2HdTsbvKYBF+m/1d8FU6QZtkR7xaSTJSOwtwZIBX4My2wXYsNs0DvAJ/tXXST24L\nE/ow4K9MnADzIgd4/1mkSTndMrMts6Wm/3/m7WPbfmr2vZP+E55U9nsn+btZX/d7JwnGVk5GjN8B\nj//ffprb/N5J//8p/Q68UBbw+P/wm+V3eADfzOzWwZ5976SHi3ZOt8r6jLdtmU2tZF4EfmzR/ys9\nLC+zRTSnsktNpKuGP9MFvmh7zDPQheeU5MhwQS8//A78L+RdKQ86QQtoON2K9DIs8OWU+GnUvspg\nZ26xf0fymVrp/yr9DOPbVzM+rE9ar8Zz4I2yk3jxvZNsI8EeBB7zFLKv6RrrENsEaGZ6jHTM2688\nngy8ie/Bf8UFODDuM28fBzr+P/beP8bSLD0Pei5rPMrt8ZadBLk2P1Bs88MpVctXcIWn3Mhf00uZ\n/AEoGpk0ghpBRG3PII34ykSexPFK1WM2EI8CrhYtmGkXEOl2iBqbEfyDoZspdwf11jgpyEW3Ul7j\nKEG28VYsxd4apko7juzLH9953/O8zzlfde24Znu93E8q1b3fPec97+9zznvecw7TWeON8hWkLyzH\nPj0z+b51ChxvLHkZk4Xi6LA382+q0/Zd7Tfoxm60yeONpWDP9hg/mP7hZp2WQs678fOjJ8AD3MRb\np53OGr8ZX25LdYrhON198hHfw76afchNPHD4rt/IdLIPv4kHkcbNSG7QO9FRtRWWu/kT9hdvXIl0\nMIygW5v5HdtIr73vxu97q2sBD4M3JNpMN1WH2eeqrNh2uO9hv22P8dlpQylzbif4UdYd+lzTKX1U\nX71fJL1iG+HPCkN5XesHXPc2M++47zK5s92aDl/mM0iRrm/KZzAYzN+br+Hz+AKOPlrBV375M7iz\negtXMcMD3OxOqU7PEVYww9Xut49u4s0XtnEVM3weX8AX8HncONzHndVbaA/v4QdW38MX8Hk8wM1Q\ndoarOMIK3sQ2tvEmbuIBbhzuY291zX+zNq29o49W8O4LLwOAw7v5wgPcxAM8wM1Az008cDj23fCy\n+jfxINC0giNv6yYe4AgruIkHePmjd/GlF74Xy/dPcLyxVLRltN/EA2x/9CbefeFlzHDVf3+Am/gC\nPu9wv/ejL+HdF17GA9zEDFfxxcPP4s7qLcd1BUfe/o37+3h1Y8fr2rP90Zt484VttIf3nKYjrOCd\n+1t4dWMHADDD1U4eW/vY21nzd1b2TWzjAW4G/I2Xxg/+bu0b3kYT88/0xfC9iQfYxpsO62W8G+gw\n+IaHycDesxxN5xiW8Y5hMX2mW6bDxld7DObn8YXugvHK887hltsC64bB3P7oTdx84QHeub+Fb/83\nvuw6zg/rdHt4D6+u7risDVej0fTlAW7incMt7K2u4QFuBnoA4OWP3sWbL2w7var7qtumK8Zfkznb\nCOuI0TDDVafR8DXc7THeXMXM8WIbNlmanFleVsbeG62mK5978R5++sOO/2zD6ptU/qaPTJM+rK9G\nA//2Uy9u4f0P1wJPjB9Mo+mltc+0sr0YfaaL3/vRl3DzhQf4zGAL3zG/5fW2/tN3sPbn9oK+W122\nXdOZL97/LF7d2HFetPfv4c7GraADN/EAn33yRcz/0MD9rNFjuvEAN/HF65/F4F+bY+fPvdr5lK0t\nvLqz4/pn/1dwhPb+PQxeOcV783+5sFfDe/nwBK+u7rgPv/nCA7xzfQt7j9fcnl7Gu7iKWYDNcmTd\nPsKK0/Hq6o7rJNui6TfrNfc7hmdvX3R/Hz+w8V5Rl+U6w1V87sV7+JEPd4IOLB+euM2yPZrdWD9o\n8vwCPh/syvrRFRw5PvaOedvnJwHgnftb2Nvo+Nvev+efuS8yGqx+zQ+wXa/gyG3yAW7ii/c/izsb\nnc4cfdTV5f6ZceR37A8AuO6ZfWMK3Nm4Ffo27ePNh94bbGE+nw+qxv21Ps97GfUTX6Ll8C0txfLy\nCCdncu6HhnyLsHLP0qItpXHIWvMJdLmnuhQyK8O4nMsRwtAJbshn4jC2hbl5yafJ7zUPivNaLPwc\nymhuGYWdlU+ci2BLNSHPi5aMuK7x0+TCyw+2HF0L+etSFsOqhtZF5rV8Fs03cVwnMR/wodKlSwlt\npqm2DFjwnmjgvLDqUpHq7iTrUJB7RZ9req66rTA4D8feF3k7bcRRec5Leww3LL3PUMjTdaqNuPPv\nBa2T2AYvUYb3pC+8XOg2TGkOXHZbYAaaaXnUlmy03SI9QOyac1d12Szonyy9Bl1qcxJ74LOkKFTr\nNkIT+VLVo23Ub4Oo2aEuZ7E9WDvBrprIh4BTU6Gjqd9Fq8uZnJ8XjmZqz7mLlnyq2XSRgjBBWEYO\nfQ/DI1ghjcOWcWlJvOajqsvNTdZLS+7X/kH9r/lW57H0G+x7OJdQddDqheViTcEQf8X9qvqdoKP8\nWeGoL63AC3rfRJlx/+AbB9vIz8IHSz8QZGi8JzmzHnOdbSxy8C5OHCsa7TJyoSVBht0t3JnQbiTO\nmeKBYPheMdRQ136rdUxU1pSclcvw4h2CYTfThJQofffctTbu1uJ6vmNIOhSnq5F2iGfFgMp4R/mM\nYWA9iTQYfN9NRHznvBbeSWawfds5wQ67IIkvOnAKOR21XWFcnmUp/DHcw5EtnLdBOAWZtXknsXUK\nxY5Mgef81kF6jZaEu+80Y9louRliu/SeB9dBD9rYjv9GHZ3zkzoRzxFNcGwXXxj0Me1tLhfwZDlx\nO6TTYTBJsuLvbgvWGXK5JsJWW/J2SE91MMq+I+wMbyjHS2lmPZ9EfQo7vblzlrylkDs7E3zbvLOP\n9TzITP1fE/HhTivoV/rdBhRLX/1y6DQD/oo72R3bg+ug2FXBK/3cxHYc10Y6buYRyc3s03jtfUMT\n2+O+wHfiMm0t9TnsK5uyXM0G2d69j2JZt6S/bQUW+Z61+XuRh9oHzEg3e/rAIrCgdkuy4f40nDTR\nopBV8DUzaWMmeDTxc5B1jaZZpU3ui7RfIz3n0wGqfTvpTOhHxcf4Dlv1Y2K383YxwLs4cTKbCBGh\nRiIHZCw+MEnvdLYUZg6TevROR+c8qwrt8YyKDKSYNTcyQ2kibJ6V1mZzPAOxGYfNCrmOznR4llOL\ntGiEjuliXDkKxoODAFN46fW1028i3ziCsI0S/23hP3+vReWUfxqN0Uia0sHvWQYh+iCdUI2vjKvK\nk6MBvBtT9VR1SHVJI5TeBneiJJc+nWZ9ZTtQ+SjPCznoDH8S8a3JJvCkrbfF9XT2rnrKNsAz9MKG\nZ3XauExBK9kU/x7srmJrSrPyo7BdtpVW+DIpcWSclLeqiwqf+cO+wAZo9qebLDj6w7brsNU2Kv6N\nI5s1nXT5zGLU3HBkW/b/s8VdtMpDjThqXxTsti3lwrxhnqrM1E+GNmb0bhblW9DeSt0KfzjCxnri\nn9Mg7Fx/1dMPFLTO6jZVs9vLHOB902+y4GTY9SYmlFafTfksie/rDULiZNHOZk6aXW/ynz219q1M\nsXmCyvYlX3JSriXRDjdTO5u5PUs+58eTe+XhpHgAXbLpptQnHjwTDrXHvKhtjDCaOFncNyTQc7yx\nVN2M8MaVMmlY8bPvIVGf6gzls8r6jSsokq65vNen5Gp9TFaayMuJuIyrPlZmuFkvozh7MvRm/Xfl\nyfHGUr1hlDpdg6e4c1J3X/0aDH10I5Dpynn20QfXksn9qSTSn7cRJTzn+BXTr+Fm1nnmbw0/o1Nt\ntvb9vOTygFtKcLdNFgqrJnPeIGBJ4QVcxDL2aF6vPcbzN67E8oW+VPCwdgwO+2X175zQzvljQKbV\nNi31+WXXj82It/prti0rYzSc1+foxqqgCxWfW8Ox913FNwScNqOOWT3Vg5oP7HsY373VtY/V/xa8\neFYdxDrcRp9fCDRV9Nge48W5fD4HH/u8t7rmbQ4rtvcseB/7ed5Rtk86gqdLOGF5NY3s+aBJDrtq\neDq8oxBtsYylYVxezqKlkrC0wGU1BFxri5faZCmnCPtTKFqXaEM9mo3x8kw46JV4FiICjK+0HULh\nRMPXvESrS2YcNp/83pZo9eDeMHtu43teWvhal2h5aYijGnw4Z6Cflxt0iaCt02K0FktoTKvqsywP\n6RKWy4WXIpmnpKt68CjbGOPiNsf0aLS27V+iLZaCaXmmZn/nLdHy+9oSLZfTA0qDHc/yzL22RBuW\nW6Vda9P1Lv2Zfn0tS7Qsu7DEOavYc4/M2AfUaGX98sgd/e7L0BOU+CvuEgkr/AWX5egy+4eavjbZ\nfoplceUR+Qc+UD60IfbGOqUw2LafuUSrvq3Sl/AhucFGyFYCL7n+jA6bF9+kS7Qhhalm+9oW6zDR\nw3IJB7u3KGXVRnsJbcx6dKf2WfW9rfQVzJdav0k0hP5S/S+PFchOmW/hoGexxz67xSVG8C4FyDfq\nHyTk758pXFqE2pPweGm3bymDl2c8xNrWw7Aabla8amFe/a2WZM90fHkuV5u10hbzwWhMSlZdfpuU\ny166lMYheA79Kx9CyH1SD8dzHcaDl3qcnll9uaQvlK5wiyW/RB8vadSWVnTJwYy7toRh+hT40ObD\nRJUXrBuMp76vLVP1LrVU9Mve1ZZ3eOmCYZyn0zWcVJZ9uq76bPXC8lob8exbilP7qi1/1GjUpR7m\nR20ZiOXbR1tt+Sboxqz7rwnqatOsX8ovxrWm12GS0pCuUcdkOJhfrC3z9cKfZH1muRkvbFODv5/V\n9btm8wHfJvKhhofSrLpngyxe4lM6vfwkbrLgNmo8dv2clJux1B6U/qpf5P5HfLb6a6ZhW96p3dpA\npuYvA/09vOG/beVDBZb5OBv8M6xt4YXyMug4Dc5YRmpnAQ73s22Jc7ANtmOxaeOF+jxOnan1A4w7\n857x67OrxQDvaxjghRlUUhK9qkxnPRx1CUngPKPk6ILU59F4deaQfg94SbQiRB8qMxrvgMnoi8jC\nTP5Th29468YMg+VKKdER+wsRpSbOdMKMlaMNiU8h4ZY6nxDtajK+PJvmKETgidRjowqzvEks7zyc\nCU2VGXCRVD/Jzqb2p5FdHrCEpG3mD80sqzM8nUGSvHRQxrgXs05ymOoMXRazeCVQGKz0RAk0ssdO\ntDcKQO9cB9gW29JxazvsSHuTq6mc09gKbqIfRkMRQWjyrLxIQle5sKwm1PZE8OMBGOsD2W6Qg9iP\nwjC8QnSYfQzDbYTGSaUN1pME1wZ3fBi5wQ+ynJRXJxa2KXaqGxtC9Ip45/6hppNki3xVWRG9lXbx\neB4mFwXe6Tf24UWZGi5sxyLbPjpqG+NUJ4oIk/RFp1co0X+CkufEB9YP9ieumxL9VFlbn1nQI7jy\nJLfoN7WNlu5vnsTPxerGhHy/+j2hye1iEldjTK7h8oBZxEd9cM1Wg46yrtX+ErzLHOBdKAdvMBj8\nh4PBYJQ+vzQYDH5lMBj8/cFgsPYJrBpf7jOmc4fGAEbdWTjHq0vAqPuOu8DxzhJwAByvLnVlR13d\n5cMTDN+G17V3GHd1btzfB+7S71P6P05/U/ntbteOnffk5cbdOVzHq0vd99e7Ov593NXFtPtzvA66\n98uHJx38Azgtod2E//BtOI1HWOlgjhD4MXw7wzteXepgHOQyR1jJNI8I72lXb4arTiemyG0keWAK\n7G2seXsmFyuj5Y93OjhWN/CNyho+w7dL2oLMiRcmI5Or0Xm82ulE+F1grc+IjhEKHh3vLDkfvK1x\nd+bR8eoS9h6vZbwqdIS/JMfjnU4fHL9Er7dBMIxvxztL/tn5luoxz453loI83XbS70xD0K0xyXpU\nh1/o8jjbgn13HUg8nuEqjneIrrtkA3cJRipzhJVOTtwW2x3BYp9wvLpU6sc024L7BIJ1hBVgBG/P\nbJLhDN/O9oqDrCtB10Vvj1eXMp2Ej/kolwPZK5czGMuHJ8DrHX72d7yzlP2f6Wri4QqOgt8Yvk36\nfDf/N/hvD07w2nwpy43teNqdfcZ4vYntbGOi28wz+3yElcyLg8xva8fs4CpmgY8Oi9rxc+hYr7Tc\nNNvt0kvHDtP0ymzD9X0n+3D7zG3ubWTb9rp3K34owVM6DJ8VHGV9HkU/FGgeo0qP6eXRRyvZVx2Q\nngks5g37E5N7aCvp9o37+w7X+syrmGV/w/4r1V/eOnH4jsuUfInQdoQVL6+fQxsH1Hexr0y+3fV6\n3OnF8taJw7E+w/zejfv77vPcZowmkgnuSj/A/ndMfZHhSf1EqDPF5T4XjIT9KoCl9PnnAWwB+PcA\n/MLzjtJdJIIXRvJpBB7C5OkdR+Y8NEyjcH6nkYwQTm7KaEfv0kNblvXvs/ibhvFDFKSpLNHSkkiY\ntWnka1JZEmzze47MMM9CeJpw1wiOt9/E0L3Dpxkk8/AhRWADzm15Dl6I6lBUgsPhAV/WiRaRV00Z\nyuf3AddJ5nsR5p8I3DbLlGegQT6EO8NjnQlLRxVaDHeL4BT6MqvoeBPr15Zog4xb4WkrsqboCPMi\n4EJRAl3qCUu0M8GzibgF+psIM9A0iW0wH8L7SdRDw4GX0kLkg+zY/jvNOtNPsL+Wc/Dcrjni1EZd\nDvardihRL45eBZpUZuwDCJ95m9MMgkyFF8VOVIUvtlngMyn5HeBJdIhp5iVKs9G+c/AKH84RotRG\niMZrf0JldMmOedu3RBvkRLrG/ApRWZI3LxuGpUfxwR5FYnmyvyQ7/1rOwVO7ZXqMZxoBDb6rFZlL\nO47DLOIYPld0VqNi2qb2i8HXEg21c/C0T672A+JjigjeOXaLr/cSLYAP0v9vA/CbAD6Vvn/leQ/i\nnjXAYwMzAek5eJoDoKF7PWYjDLJmZX3t8FSxgiLOpNyMlIk65ULh2/K4j2KzRCv/E/52PIrVUQf+\nEHL0SRth6CCVFZnpYlzZIamzVIfDTjIMCMUJBp7IgNPwLwatTYTtPGwjTTUHafwoBqFNz58M/Dlv\nQ5cVGE/GQR2ADiaCvNqeYx948NVGneScoXBMBS2jmFz4WIu+TkQHftvMn55OIuAky/kmZ8aTHSh3\nNCHRvy1pfSg8Kjr5in44DTI4CfZG7fHxGIGnaj+k6yzvIp+N6rDMmK9aznHgpSIeMM0iPi4HWfbW\nNlhPis56Rjgn+OEO6QZhqZ9hFoO+1L7ZiL3XHDK2pV6dbHLdYmMLDy6k3bX5ew5Tc8jCwIb7FvWJ\nFVyCHYts++ioTspFJ3QAon3RNmQTgPA88IH0g/2Jy72t2I2kFXCecQ0v49e2yp98m5b3lIAmftbJ\nr73TASjbD/OcJxDeH9qEZ1axYfGnNRvUwWAtB6+mA/P2+RyT8quDweAHAPybAP7GfD7/ncFg8GkA\nv3MZUcRP8hnakts0faaQ99lB93ftSv7NwqRntjQ3Aq4lOGcHudzQwqnTXN/qXLuS27O/MwvtjvLv\njNdwDDw9zTCH44wLpt1vT0+p7jTi9RRdGPiMQ78Utrb3w3FXz/BePjzBtSuZFwbrGrryZxySHuUy\nBsv458tQRNdTRB4Zn2xJi/lv7RiPnyLhctrR5bxJ5Y5Xl5xnT9G9Hxrvk8xgtAh8+/70NPPQwvdP\nT4VuljXhC6Zd+OL1R5kWlpfRxPQYf4x+5o39uRynhFPSp2vURk1PTX8gOnkN1Aa6Mme2fDONsrqG\nTAPrtLcn9mAwnTfj0i7UVlgv2BYMz6cgfl7J/DVZWnoC11U9NZyOV5ecXtNx1g+Dbbw9I1k9Rceb\nM2tvnGGzngX9Ij05Xl1yHQzyRradp4j6ZDI1OZiOma0oDOcDLQk9PY3LX24HVzJOLG8vQ/x3+KOs\nz4Yz+4IZrga8bAnYeM46b3zl9k33zMaM3+wbzJ+4/pC/Y77aUqrBN/2+diXbPLd7FTOnzfjAeDvd\n5utOyzLqQ1gH2V8YrkwH9z/uV2l5z+qzHVrbtb7oGrol0+CnxlnHuA8z3rAOcL/BbbHfd7ip3hFW\nMp9GUT7GO9djkzP5AabD+GPl+TOI5iHxyGTLPlBpsqVcg7N8eOL9iemJ2/A08prfaT/A+AzHOb3A\n8aOyXOeyl2gvOsD7UQA/C+DHAfxH6d2/CuBvXi46l//oWUV9Z6/5I5dm64XNekF80c5uPKdJLz2v\ntW9l+BwcvWi974wcPpvJLnf2C5/p4mc+g8uevvOz+PJrAN05QbtSn3jwTDjUnl7w3UcTnyV443C/\noJ8vC+d2+PJp+03x40verT3m9Zl8VlmHC7Dl4cu2rUztnDq/iLtyrhm318dbvrD7IpfB+3lwu/Xf\nlSd88XwNdq/+V2ACSdZykfizYNYePTvNdOU8++iDu3z/5NxL41kPa3iE5xy/YvrFZ1Eyf2v4GZ1q\ns7XvfTgWuKUzFpfvn5T2jLrMz0iHizMlpb7aGt/PzA+fX6kXtdujvkFt2uCwX1b/br8NNzt7Y3yM\nVrvkvc8vu37sRrzVX7NtWRk+g7TvORN7DLpQ8bk1HHvfVXxDwGk36pjVUz2o+cC+h/G9cbj/sfrf\nghfPqoNYh9vo8wuBpooe22O8OJfP5+Bjn28c7nubZxXbexa8j/tcaIA3n8//p/l8/kfm8/mfmM/n\n/3t6/TMA/vXLQGIwGCwNBoOfGQwGvzgYDP7OYDD4/sFg8B2DweDhYDD4pcFg8L8MBoMlKv9jg8Hg\nl1P5HzoP9uKg4+73xUHHsYzBtvYWBx3ncsDioGOG3YdHeBYHHS8OOl4cdLw46Ljy2zfkQccAvvsi\nf5eUK/dXAfzZ9PlbACwB+EkAb6R3fx7AX06fVwD87VTuTwD4uwAGvZssdN27zevznstCeWMhj4Xz\nIJpKvoDkMvDavubQWA4RJ6RWc1H4u+SQheRNWbu3PJiQI6WbPyTBk/OmthFzrIwuzmuyPAzOEwrl\nJZcj8IETUmcxN6QvP4JzpTS3gRNalV7Oe+E8Gsa3yIUgXnF5piHk7DWkOzPhXRv1inMDNcmec084\nz6bID2xLfDS5WnXNEpOLPMFJqc9FHphsNNB8LG7Hfgu5gpMKnxQXyT9kuNuIPNPcF8aNcWf7Uvtj\n23G9bmJbVo71kPOKanlCmncV8tSEVoNtOURKs+Z4sV1rjijrMttvkVMlOZuWd8R6XpUZ+YCAT1PX\nL/19Z37L6yr+irvaHes84x/gsU8XmreJr2ajgeeTkkcsN7dPa6MnZzLIeFbmXTJv7T33PdWcu0nJ\nL84LY3k/pP+ak8o+eN7k3HPHj/0l2bn51lofqLmYareBHtrIU8thZVlpbmLI92T7YZlSm0WfLTmL\n2qb2iywzpoHz2tX/FrZO/YD6GD9uRfxYzW67Ydkcl/E3SAOh4hkMBr+LrrFB+o/0GfQd8/n8Ux9/\neAmkXL6/PZ/Pv0fefwlAM5/P/8FgMFgG8Hg+n3/vYDD4C4kBP5nK/RyA2/P5/BcqsOfzBr79+tEr\nwHoL3Nm5hfb+vW6d3R7KDzjeWOq2Tk/zu0dPurqP7nT/MUUe+XOuC+ckgWaZIypD7R2vLmH5OoXE\nJWoW/oPggOC3VJeXZWk7OEYJxjSXPXsNeP/DNbz04n45o1BcdxNdHJ16vStztgt88CHRMeq2hy9v\nnXhdKzccA3uP13DjejpehmbqVsd5nJWha5cAACAASURBVPDYe7zWbcPfBXAXeHQVuDqP7VlZx3EK\nh+/Ry5Rn598132EkMMYdj0yW1s7ZLvGW+G6/AXmG7LlQY8Ro3QgxR/K1XI/p50iG53W8DdcLrzfO\n5YKujXNZIOPgemN5JQZjk/BFt/X/xv39rOMVfmGUcJ4g64nmxCCXefQKRVeYHgDHj5PeoMPheGMp\nLymy/nG7LdF5Fzh7iWhhuwGCPhafgaAfbOuOF9nF3s4abmztZ3zs2SQ448TrCXD7FeD2LLWZdJF9\ni8MxGaSH9bemj8XDMKwde6zurtjKiOCbbk+B20+A26SLXp7h72b+sC/gd8NN8gmpvWAr1jbZ6d5O\n1r2z3c5XOb9ZlsknqJ9lO9rbWcMMV9Fu3Qt6ZfxkXd3bWcPLH72Lr/wrn8ltjRD8x9PTpO/mw++n\no0vIJw7fh9t28BciE/aLvzPYz3Skcsc7FV/HslZd7umL9h6vdakhu7nNIIcxClsIvGwQ/Qj3Razz\n7H9fz/x7dCfl+pm92+9Ea4Andur9RpKRfea+yNt4P/kB8pU137T3mHRqs4u03djad999vEG834w4\nml3X+gH2HY+eAJ+ad3DtfS26azwePAHm8/kAl/FcMML2ZwH8NQD/NIBvTf8nAP7dS4jefR+AXwDw\n3wD4PwDcAzAE8FtS7jfT//8cwL9F73cBvLzYRbvYRcv1OArl8GXHUxElW+yijbPvdrGL1mlY7KKN\nURWyF4PpOC920Ra0qA6qrziPjsUu2syfbdIFju4VbSx20WI+n194gPdrAP6AvBsC+LVLGOD98wD+\nEYBx+v5TAH7CBnRU7h9+nAFewdQ2C98dJQ1KgpNkI2sqyiiGwopTWyJ6SIrCBqVl/ftiiTZ0hizL\nxRKt0E60+JLHYok20tTGNhZLtIslWh0MWfnFEu1iidZtRfo27ZNr/YD6mG+4JVp+BoPBrwP47Hw+\n/0V69ycB7M3n88/013z2MxgMvhPA/nw+/+70/V8E8BcAfA+A67RE+/Pz+fxPVpZo/2cA231LtNvf\nD+CPAFgGrv8GcP1Pp2Wnrf0YDrZQ+2EKx74OP3Xcl4xSuNqWGjgMr8u0Fwql89KpPZsptGxLfLKj\nM4T6GTaAO49vob1+L4fRDRdacvP2Ulj7+HFeAgvPiJYGdHkLsmRlcEHlaLmCcQzheF4+1JA9lQ/8\nTvTb8pgvNWxSm7J8xDSFpTTGOYXkfTmFZWT85rqG62YljA/kZat0m4C3leT70x/eQrt1Ly5lI7fr\nSyIMk3WMeb0r71hPD7NsXV+tnZpOWv201PnBhxUapJ0qTmoPJh/RdddPfkfLOv7OljU1VUHbl6VW\noLKsmHD35RlbynofWX90uYuWgcKypMld0g2K9gyHVMaWm8IyKdNMvsn1667wy9qo2C7byvFOZ+OW\nerK3k5bqEj62TL630eF0+wlwu4m0Knwg69fZS8Q7+v3VnR28c33Lq/ESW+9yPzI+niqTZBrsjHnF\nNlrTPXS+8SpmcYnP+gBZIjx+vISX8S6+uPVZbyosLyuPk14f7yzh0y+elOkS7A9lmS8sHbJvtyXO\naYaPTVoOrtgBL7uGJdLEJ09NMp/LOCHjxXahPtCWYENbRofAurPT+ThftjdZHkhfNq3Qb4/RsRtl\nUO1/1N8gwgs40/I3ANcrt+nEH1+yZXxGFT5oP8Ay2JW0MPb1AB5/pfvDcvf9zV8Avt5LtD8K4MsA\n/mMA/376/+tImyAuIYr3BMA/kz5vo9tg8ZMA/nx6V9tk8a0AvgsX2GQRZlltDJf6DMYieLyUIXVr\n7/h7bdbEdUOkpqF2aYagkRaeKXDEh8vyTD/MtCfSVlvixEvCOksPkZ2J/K4zWlq+DLPDJuPNM7tq\nOF5C7cYzW1ph+nm5hnHmSIXSxXDPk1EBT9opZr/K95Z4pMu+lRkt413Dk/FVWLUIXtDTWgRPyikM\nlqfe8NHHL53lnge/Zjus86H8JONSyK4SwQuRYqVVbVmjOJNz+C3RcLU3td/iPenL6ZXy1oOaDDi6\novahOlPYrugB088RvMBLWjI7Tw+D7CaRPuar3QahNqO2VNMT9jE1fhd4nOOLT690PsRvp2hiH8B+\nxdq5Nd+JMj0vgke2EvyH+Hl+V/gKaiPYoPC4z6edZ3sawav5MC5fLCeqjVJb3BcVsuEIXhtttmq/\nlXZ6fRF/JjjOA1mVsDaLyLymRMnNLJr2xDQz3doPKO4hLaxisyxDXGIE7+IFgT8F4L8C8HMA/msA\nf+rSkOjy8P5WGvO+i24X7R8E8L8C+CUADwF8O5X/sTSw+0UAP3QO3KhEM7p0mgZzlmfkl1vrtSj8\njgYnduVP7bJjH1AJPFcaghfK0n9Xiln+C9d20Tu+NNmU0XNOEm1el3JG/D3l6Rh+vCzgsLhMm7/b\nxcz27r35WsDV22jTpdf8blLyxH+b0YX3s1zu1nwnLL2EAXqTPwfaKjL3Px7kN/K5RaDVHaPCn5B8\n7XuLwHf7b7rGfHQZzipwGVYtJ2cWLwnXgX2Qj+EiPHEYk2wvfmE45aSE+rXfJv3wz9Vn5fNMbIB5\nRLxgWfLvQb4TwZNo5KWvPn77RfVtbsOufuq1d6LZ+Gpy5Yvva/gFe+Y2mrJOUY5+D0uN6bdb851o\nz6msLSn5xfGVNpTXpnNu70Tz0le/HOrW4NZs02Cb7lkna/zWdvSztmOwWIbBVsQOd+a35ng8D/J0\nHyS6yX2Gf55kOMH+a7Se1/9IH+E8Jj8c+huio+iTZpjj8TzrbFPRs9Se+1bmDduS9mnsD5oI28s2\nPbjWZMC+Un3RjHjLPl78kdHpcla+Jnw8L5Fk5jxmPRH+qh8s5EL2N5+lPo/p1H6C5PxcBni/H/9C\nBG+CKFRSTp3F1hLgwwyDOlbfAEDthFlHU/7mv5Ow/Y8GCkH46XeGzXjZLLXoKGXA6TOPSa7DkYKC\nHzyIYNiz2LYOpJwvE6G7kUFEm3MYePMFz6JqnRHzTWd0GmlxWJP8zmBr51cM6GQQ5fWbCnz9m8VZ\nNUd4tBOqzvoJvs7oWSZO76ScGfsgnfWLdJIjDg/VXiZxoK6R4yqPJpneQo9El4sZuurZpJ5rGaIP\n1E4xGRNai9xC8gn8uRYVYJ/AUaEwSJwQv1vhqeiebjRi+yz0gX9jObSCr8AInR51tDzZMhy2Ce/g\n9yp6GOA3Gab9bvB9cpD+vFOu2c4kfuZBsb3nCFTwy4RHoZNtrsuTFY5iar335mvd4DTB1Ih7iAyx\nD9cyhEOI/KovVT8n+OiEsZjgqS5X+qKHoIFbi4LnzAce4BRRtwlKu5mUgzNeeQkRM9b5WbTF4AuU\nnibmLfPn4Leb/C7IieAxTWEA10p/SP4n+KaKvyrstYK76mRNB+aTr9MAD8CP0+ef6Pt73oO4Zw3w\ntDM2xdLwcnAMbal4Ifxb6ZC5M6stQehSVm2QwMamn0+vxPCywrZOqOiAG1F0dZA0WOQ/dgysgDpA\n5M6GB3HKB6urnTMvQXMdxqO6G2uWecIyDGHzpqRJv6sca0nqSkNYcmgyn5j33NHrso0lMisvWDd0\nGYDfB7yb8h3zuaZfPPiowbAOjWGcp9M1nFSWfbqu+swDGMWX+a+Du9B2j43we6aR23oo8tffgt5O\n+mnT9tjZW9u2ZKT6XvimysCd26jZbrAV6jTNdtieeTNTQfd58CdZn3XgeXold8Jh8F3R75rNB3yb\nyIcaHkqz6p5FGx2+yp59+OT85eVC32jgphsP1B6U/qpflEFIGDCKv2YadGOY2q3uQg4+jOnv4Q3/\nbSsfKrDMx+mGEX/XlO1U7UgGpNr/VOFwP9uWOAfbYDsWmzZeqM/jDSW1foBxZ94zfn12dZkDvPNu\nsvhj9PmP9/z9sUq9b6iH7+rTu/DCfY+cnDqle1TpPrmnCZ7dp8j3gfqdqNN8B56V4fsy/f5IusuP\ny/J3jONvfCei3udp98ryvZR2t6bftZjotHauXUG+oxL5z+/mPUg0jQmW8ewg08z3iTJdzAeM4r2P\n/h/5N+O70WSf9Y7G4TjfI2p3lIa7F0e5rPHG+G/4Go1+h6WVB9F5mvnnnxFxNb4aX/h+UBBOLt9x\nvqfR7mMM8hlF+o0e4xnzVO/GVF0zebO+YJp1wPV5FGGYHoe7NkG/n8Z27DeWtdHt8Gq4jMl2rO6U\ndPE04mt4sh4NxxF3ti+1P7YdozHwi2TKemi4Ml/NdvjOUYd9muEorQb7eHXJ73V1HIiP4Z5W0yfS\nf6tj8mf7ZTs0O+Y7O+0uWtdnk880ysx4zjYT7mE1OSPXdds47e6i5Tts+Vw2hul3CV+JPC7uhib7\nY300uphm50OibfnwBCs4irI+JfmyDz/o7m0Nukq6xvpmfHP9RLTbYIcgf4IoP6bD74gdR90K9weT\njfBdzGYbfgct+R67D9X9FPlLo891k+ya9djvROf2yXb4XlXz23z3q/sxRFnxfcDcjvfDLGfEzypz\n9aXmd4w/5ifcvx0QT8Sm7c5ztku+w5xtnfuBIcnQeM9nLZ5nt5f6PO8o2ycdwSvCwm0cTYeZkYV6\nJ/UZQW2mV4tWFDNwnWFIGF3LViMETWxL33Gkw7dd8wyYZu2BHlp27Ius2CwnbIPXyBTNhHh2z9E5\n44GH12fUXiv4SsRVQ/YhWtlG2WgoXGf3GlFR+erWe51hFW3RLG+baA1RYWlLlxUCHxoUMgmz2Sbr\nAONqPApledlwUuqkRiiLqMksluW2azZSzJBVJvrXExkONE1Q8EgjHEE/KjaiONTsWiMV3EbYFEFL\nUazXyluDy3SZroTUDpWB6K5GiIo6ar9M10R+o+XJoDttWafWhvrSWrqA6Zlvamj74VZt02CTjWyL\nv3AfIzpUa8dgBZ6zTokPtzzFoEMzodFgaP4k0yG5ZzVaA09pqTnQUVn6Zx1VvdHondFhuefup2jF\nivG6yCYLtn/2BzWdUrzU9lUGNV9S+CL+3EZ82M6qKSHk19l3s02z3au/4shrXz/AMpw35TEp3E+o\nr8AlRvAuBcg36h8SEy08bwwPSaRknJasyflRllvABseJll5WB4mcr8W/US6FJylzhzHLdYukVobD\n8BPMkPTN7c0oj4MSdudNmWSq+M0nlD9Av4c8xSYmwztdjCs5Y01GDjAmkaZq8nEr+YaTLDvubMKm\nk4ngQTJivAOdksMU4BH+tY0WASfiu/0vEqtTPc1dDLIR3SoGvsQPbqOmT96GDo4kOTjg11baoRzC\nvkTmoC8zcaYih1oie9D9SaVd4m/Q85ngynIgGgs9JRsI+iY2HJL+lc8Mg2gtNgSJDRf1a/asNFVs\nV22fN/DMZ/F8y8APbYf1r4nwecOP120yX/md+d1gE43AbCLOIWevz7+1cSCpAyqTT9hkMZOcqFnu\n7K2dsMmCB2AJb9d30iP1icEn6UBQ/QXTMYvlDL4O0IOOso309EXVTTsqV7UF5qUOgKgs263xgXMw\nQ87pTN4xT8RPchucQ1nkUwrthR+o8aeNmwx545T1YdW8duk3av0A+9fTK1l3e307+dDFAO9rGeAl\nxbBBHQ/i2PFZEu578zV3RGGXVCuKm2Cw0+KBTW33DbdpsH1HL8FjB8l/DIfhG8y1+XsFTdwW73pz\nZ0eDEe0IrI7hyL+HXaCTPDvkZGbGNRhcg4CT/TkviSYbiBoca5cHFIZP2Kk4K42X8WBeBLxnKPjH\nv/Ogl3kReDeJOHFbKse1+XsBL+Ydw6rpVsFX4ofRrzrETov1ljs+k4XxPnTM0g5vwmBZ6ySJbUYn\nRywHa4t1h3lWyKaNsmQ9Z7iBh+m70ah6yjZg/9knqNyZz+pbtAO0OpaHqTZc1J/U9VH5oXizP9uZ\n3/K/9+ZrHg1TOpVG67wUF4Wvumh89clwqrf01S8Hm+COkW3XbbERXjSlDsxneVc+y4t1w2AtffXL\nXu/0iugf2fS8wRw/PK/aq+PdZh4YvQ+JryZrha06xLZndLBOBltM+s3+JvQ7Qn9hXw2qdVmuppuq\nA2yztb6I7TZMCnlwJgNW9rfP8pPmixznpvQtTMN5foD/s02anthnsxq24Vq/UesHwgQ7DWz5vdo2\n+9DLHOBd6KDj36/PYDCYn9rdd3ZY5Lhy0DFQHjycDik8Xk2HV9KdjX7gIhAPQLWDDc87FHaM8hDV\n9PhBtHaIZe2O03Guw/f+PXoCHM0rBx0zbnxfYDqYNBzWmp5HT7r8AL9fdoTioNbioMm7hHfC8dHV\nlPMgB7kWh4ayDBJP7KDfs4PuUODPvXivvKcyHXTs90LaAaKb+cB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gw4fPDBrl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9PsOkw2WvBcVm5cl8dd9PFzVyjBPtmH+xRq2495Mr/Gt9ZwtB9kv5YawvZrNmiRLVpR4FWO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6J5W/zBfH+zxeF8Y8RGQWMmJ5cTuoD5li9vWEeTG2oFeA69f4nPczOucBXT+nl5rzrJCv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czeqOHFPKhfroMNusUDoaiDymUKfjDe6M8a+LAvqYgfVA83kBF85I/N1tT0rMp7rFBv0RadnTbd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\nYBj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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "matrix = {}\n", + "visualize_cluster_matrix_grey(matrix, 1000, \"1\", 100000, 200000, 14)\n", + "matrix = {}\n", + "visualize_cluster_matrix_color(matrix, 1000, \"1\", 100000, 200000, 14)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Determine Matrix Range " + ] + }, + { + "cell_type": "code", + "execution_count": 88, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "def determine_matrix_range():\n", + "def determine_matrix_range(matrix, num_people, num_chrom, begin, stop):\n", " \n", " matrix = {}\n", - " matrix = variant_matrix(matrix, 40, \"1\", 100000, 140000)\n", + " matrix = variant_matrix(matrix, num_people, num_chrom, begin, stop)\n", " \n", " i = 0\n", " j = 0\n", @@ -556,11 +756,13 @@ " for j in range(len(matrix)):\n", " cur = matrix[i][j]\n", " lis.append(cur)\n", - " \n", - " minimum = min(lis)\n", - " maximum = max(lis)\n", - " print (\"values in the matrix range from {} to {}\".\n", - " format(minimum, maximum))\n", + " minimum = 0\n", + " maximum = 0 \n", + " if (len(lis) > 0): \n", + " minimum = min(lis)\n", + " maximum = max(lis)\n", + " #print (\"values in the matrix range from {} to {}\".\n", + " # format(minimum, maximum))\n", " lis.sort()\n", "\n", " return lis" @@ -568,7 +770,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 89, "metadata": { "collapsed": false }, @@ -579,16 +781,17 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 90, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "def find_percent_occurence():\n", + "def find_percent_occurence(matrix, num_people, num_chrom, begin, stop):\n", " \n", " matrix_list = []\n", - " matrix_list = determine_matrix_range() \n", + " matrix = {}\n", + " matrix_list = determine_matrix_range(matrix, num_people, num_chrom, begin, stop) \n", " i = 0\n", " key_list = []\n", " j = 0\n", @@ -624,7 +827,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 91, "metadata": { "collapsed": false }, @@ -635,18 +838,19 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 92, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "def graph_percent_occurence():\n", + "def graph_percent_occurence(matrix, num_people, num_chrom, begin, stop):\n", " \n", " fig = plt.figure(1,(9.,9.))\n", " \n", + " matrix = {}\n", " occur_dict = {}\n", - " occur_dict = find_percent_occurence()\n", + " occur_dict = find_percent_occurence(matrix, num_people, num_chrom, begin, stop)\n", " \n", " occur_dict = collections.OrderedDict(sorted(occur_dict.items()))\n", " \n", @@ -663,23 +867,16 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 93, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "values in the matrix range from 185 to 193\n" - ] - }, { 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JTZiMSJIkSWrCZESSJElSEyYjkiRJkpowGZEkSZLUhMmIJEmSpCZMRiRJkiQ1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\n1Ws209KuCjx+JEmStALeTGpXJfBfEfH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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -687,42 +884,373 @@ } ], "source": [ - "graph_percent_occurence()" + "matrix = {}\n", + "graph_percent_occurence(matrix, 40, \"1\", 100000, 140000)" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 94, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "def mean_percent_occurence():\n", + "def mean_median_percent_occurence(matrix, num_people, num_chrom, begin, stop):\n", " \n", + " matrix = {}\n", " occur_dict = {}\n", - " occur_dict = find_percent_occurence()\n", + " occur_dict = find_percent_occurence(matrix, num_people, num_chrom, begin, stop)\n", " \n", " i = 0\n", " mean = 0.0\n", - " count = 0\n", + " median_index = 0\n", " for i in occur_dict:\n", - " print (i, occur_dict[i])\n", + " # print the dictionary of the percent occurence of shared variants \n", + " #print (i, occur_dict[i]) \n", " mean += ((i*occur_dict[i])/100.0)\n", - " count += 1\n", + " median_index += 1\n", + " \n", + " median = 0.0\n", + " if ((( median_index + 1) % 2) == 0 ):\n", + " median_index += 1\n", + " median_index /= 2 \n", + " iter = 0\n", + " i = 0\n", + " for i in occur_dict:\n", + " iter += 1\n", + " if (iter == median_index):\n", + " median = i\n", + " elif ((median_index % 2) == 0):\n", + " median_index /= 2\n", + " median_neighbor = median_index + 1\n", + " median_pair_index = (median_index, median_neighbor)\n", + " iter1 = 0\n", + " iter2 = 0\n", + " i = 0\n", + " for i in occur_dict:\n", + " iter1 += 1\n", + " iter2 += 1\n", + " if ( iter1 == median_pair_index[0]):\n", + " iter1 = i\n", + " iter2 += 1\n", + " if ( iter2 == median_pair_index[1]): \n", + " iter2 = i\n", + " median = ((iter1 + iter2)/2)\n", + " \n", + " mean_median_pair = (mean, median)\n", + " \n", + " #print (mean_median_pair)\n", + " return mean_median_pair" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#marix = {}\n", + "#mean_median_percent_occurence(matrix, 40, \"1\", 100000, 140000)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def analyze_matrix_intervals():\n", + " callMatrix = {}\n", + " start = 100000\n", + " place = 105000\n", + " stop = 1000000\n", + " mean_median_pair_dict = {}\n", + " val = 0\n", + " while ( start != stop):\n", + " mean_median_pair_dict[val] = mean_median_percent_occurence(callMatrix, 40, \"1\", start, place ) \n", + " val += 1\n", + " place += 5000\n", + " start += 5000\n", + " \n", + " \n", + " fig = plt.figure(1,(20.,10.))\n", + " ylim(-1.0, 100.0)\n", + " \n", + " i = 0\n", + " j = 0\n", + " interval = 0\n", + " plt.ion()\n", + " for i,j in mean_median_pair_dict.values(): \n", + " if ( interval != val):\n", + " plt.scatter(interval, i, c= \"blue\", s=40) \n", + " plt.scatter(interval, j, c= \"red\", s=40) \n", + " plt.pause(0.05)\n", + " if ( interval + 1 == val):\n", + " plt.scatter(interval, i, c= \"blue\", s=40, label= \"mean\") \n", + " plt.scatter(interval, j, c= \"red\", s=40, label= \"median\") \n", + " plt.pause(0.05) \n", + " interval += 1 \n", + " \n", + " plt.plot(range(len(mean_median_pair_dict)), mean_median_pair_dict.values(), 'k')\n", + " xlim(0, interval)\n", + " plt.xticks(np.arange(interval))\n", + " \n", + " ax = fig.add_subplot(111)\n", + " ax.set_title('Conservation of shared variants throughout 5000bp intervals\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel('interval')\n", + " ax.set_ylabel('percent occurence of the amount of shared variants')\n", + " ax.legend()\n", + "\n", + "\n", + " plt.show()\n", + " \n", + " #return mean_median_pair_list" + ] + }, + { + "cell_type": "code", + "execution_count": 448, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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eVyxb+rtil1124eabb+ajH/0oO++8M7vvvjtLliyhXC7T3d3NVVddxamnnsqO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\nvvE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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "analyze_matrix_intervals()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from numpy.random import RandomState\n", + "\n", + "def k_means_clustering_on_variant_matrix2():\n", + " \n", + " # number of individuals ()\n", + " N = 1000\n", + " # assumed number of populations (n_clusters)\n", + " C = 28\n", + " # randomization\n", + " rand = RandomState(1123581321)\n", + " \n", + " # matrix generation \n", + " matrix = {}\n", + " matrix = variant_matrix(matrix, N, \"1\", 100000, 110000)\n", + " #for i in range(len(matrix)):\n", + " # print (matrix[i])\n", + " \n", + " # linear dimensionality reduction \n", + " matrix = PCA(n_components=2).fit_transform(matrix)\n", + " # initialize KMeans clustering object\n", + " kmeans_obj = KMeans(n_clusters=C, n_init=10, \n", + " init='k-means++', precompute_distances=True,\n", + " tol=1e-4, random_state= rand)\n", + " # Compute clustering and transform matrix to cluster-distance space.\n", + " kmeans_obj.fit(matrix)\n", + " \n", + " # mesh step size\n", + " h=0.02\n", + " \n", + " # Plot the decision boundary. For that, we will assign a color to each\n", + " x_min = matrix[:, 0].min() - 1\n", + " x_max = matrix[:, 0].max() + 1\n", + " y_min = matrix[:, 1].min() - 1\n", + " y_max = matrix[:, 1].max() + 1\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", + " \n", + " # obtain labels on the mesh\n", + " mesh = kmeans_obj.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " mesh = mesh.reshape(xx.shape)\n", + " fig = plt.figure(1,(10.,10.))\n", + " \n", + " plt.clf()\n", + " plt.imshow(mesh, interpolation = 'nearest',\n", + " extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n", + " cmap=plt.cm.Paired, aspect='auto', origin='lower')\n", + " \n", + " plt.plot(matrix[:, 0], matrix[:, 1], 'k.', markersize=2)\n", + " centroids = kmeans_obj.cluster_centers_\n", + " plt.scatter(centroids[:, 0], centroids[:, 1],\n", + " marker='x', s=169, linewidths=3,\n", + " color='w', zorder=10)\n", + " \n", + " \n", + " \n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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9kf5Oc67766d1/MvNhkpaqMoJ94sl3S/p4865JzzPcXGuoROPv/SGHl38hkzS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\nXwDS5xNgXky8yonpF4qK+MoRtplAoTm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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "k_means_clustering_on_variant_matrix2()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "def k_means_clustering_on_variant_matrix3():\n", " \n", - " #count = count/2\n", - " print (count)\n", + " # number of individuals ()\n", + " N = 100\n", + " # assumed number of populations (n_clusters)\n", + " C = 6\n", + " # randomization\n", + " rand = RandomState(1123581321) \n", + " # matrix generation \n", + " matrix = {}\n", + " matrix = variant_matrix(matrix, N, \"1\", 100000, 130000)\n", + " # initialize KMeans clustering object\n", + " kmeans_obj = KMeans(n_clusters=C, n_init=10, \n", + " init='k-means++', precompute_distances=True,\n", + " tol=1e-4, random_state= rand)\n", + " # Compute clustering and transform matrix to cluster-distance space. \n", + " labels = kmeans_obj.fit_predict(matrix)\n", + "\n", + " fig = plt.figure(1,(10.,10.))\n", + " ax = Axes3D(fig,rect=[0, 0, .95, 1], elev=48, azim=134)\n", " \n", " \n", + " centroids = kmeans_obj.cluster_centers_\n", + " \n", + " ax.scatter(matrix[:][3], matrix[:][0], matrix[:][2], c=labels.astype(np.float))\n", + " \n", + " ax.scatter(centroids[:, 0], centroids[:, 1],\n", + " marker='x', s=169, linewidths=3,\n", + " color='w', zorder=10)\n", " \n", - " print()\n", - " print (mean)" + " plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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7yDBM/XBGl2GYC1ADiDAMM6lCvgEEZcMWi8WgGkBQBhuAMkGuCNuQPYBpmphOp0iSpNSG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+bPny5di0aRNWrlyJmjVrJvR9DAYjIkyjy2Dojdq1a2Pjxo04f/48hg8fDrfbHfVYOY30A4EA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\niQvA/257M5vNtrFrNys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bEIRcALmCIJzAP0n3BCfvSUTklVjRJSIiIiKfxB5dIiIiIvJJ\nTHSJiIiIyCcx0SUiIiIin8REl4iIiIh80v8B9UU9VyMTIT4AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "k_means_clustering_on_variant_matrix3()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def callback_function(response):\n", + "\n", + " print(\"Response code= {}\".format(response.code)) #HTTP status code\n", + "\n", + " print(response.headers) # HTTP headers\n", + "\n", + " #print(response.body) # the unparsed response \n", + "\n", + " #print(response.raw_body)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Response code= 200\n", + "Server: nginx\r\n", + "Date: Fri, 15 Jul 2016 17:02:18 GMT\r\n", + "Content-Type: application/json\r\n", + "Content-Length: 437\r\n", + "Connection: close\r\n", + "Access-Control-Allow-Origin: *\r\n", + "Access-Control-Allow-Credentials: true\r\n", + "\n" + ] + } + ], + "source": [ + "#response = unirest.post(\"http://1kgenomes.ga4gh.org\", headers={\"Accept\":\"application/json\"},\n", + "# params={\"parameter\":23, \"foo\": \"bar\"})\n", + "\n", + "#callback_function(response)\n", + "\n", + "thread1 = unirest.post(\"http://httpbin.org/post\", headers={ \"Accept\": \"application/json\" }, \n", + " params={ \"parameter\": 23, \"foo\": \"bar\" }, callback=callback_function)\n", + "\n", + "#thread2 = unirest.post(\"http://1kgenomes.ga4gh.org\", headers={\"Accept\":\"application/json\"},\n", + "# params={\"parameter\":23, \"foo\": \"bar\"})\n", + "\n", + "#rsp = unirest.get(\"http://1kgenomes.ga4gh.org\")\n", + "\n", + "#html = rsp.body\n", + "#print(html)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 70, "metadata": { "collapsed": false }, @@ -731,26 +1259,39 @@ "name": "stdout", "output_type": "stream", "text": [ - "values in the matrix range from 185 to 193\n", - "192 27.125\n", - "193 13.5\n", - "185 0.25\n", - "186 1.25\n", - "187 3.75\n", - "188 4.625\n", - "189 5.25\n", - "190 15.875\n", - "191 28.375\n", - "9\n", - "\n", - "190.91125\n" + "401\n", + "[]\n", + "-11001101\n" ] } ], "source": [ - "mean_percent_occurence()" + "#response = requests.get('https://api.github.com/users/jaimegildesagredo/repos')\n", + "#print (response.status_code)\n", + "#assert response.status_code == 200\n", + "#for repo in response.json():\n", + "# print ('[{}] {}'.format(repo['language'], repo['name']))\n", + " \n", + "response = requests.post('https://api.github.com/user/repos',\n", + " data=json.dumps({'name':'foo'}),auth=('user','pass'))\n", + "\n", + "print(response.status_code)\n", + "\n", + "\n", + "#if ( (!(assert(response.status_code == 201) == True))):\n", + "# print (\"User unauthorized\")\n", + " \n" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, From 3c0fb1e303c639dff203b1b32532f5e9c0ff9471 Mon Sep 17 00:00:00 2001 From: Nick Hill Date: Thu, 18 Aug 2016 16:57:59 -0700 Subject: [PATCH 08/10] population frequencies have been graphed --- python_notebooks/variantMatrix.ipynb | 3417 ++++++++++++++++++++++++-- 1 file changed, 3229 insertions(+), 188 deletions(-) diff --git a/python_notebooks/variantMatrix.ipynb b/python_notebooks/variantMatrix.ipynb index ba2c1d1..00d4ecb 100644 --- a/python_notebooks/variantMatrix.ipynb +++ b/python_notebooks/variantMatrix.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -52,7 +52,12 @@ "from mpl_toolkits.mplot3d import Axes3D\n", "import unirest\n", "import requests \n", - "import json" + "import json\n", + "from multiprocessing import Pool\n", + "#from finch import Model, Collection, StringField\n", + "from finch import *\n", + "import operator\n", + "import random " ] }, { @@ -64,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -79,7 +84,7 @@ } ], "source": [ - "datasets = list(client.searchDatasets())\n", + "datasets = list(client.search_datasets())\n", "print(\"Datasets\")\n", "for dataset in datasets:\n", " print(\"Name: {}\".format(dataset.name))" @@ -87,18 +92,18 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "dataset = client.getDataset(datasets[0].id)" + "dataset = client.get_dataset(datasets[0].id)" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -106,25 +111,25 @@ "source": [ "release = None\n", "functional = None\n", - "for variantSet in client.searchVariantSets(datasetId=dataset.id):\n", - " if variantSet.name == \"phase3-release\":\n", - " release = variantSet\n", + "for variant_set in client.search_variant_sets(dataset_id=dataset.id):\n", + " if variant_set.name == \"phase3-release\":\n", + " release = variant_set\n", " else:\n", - " functional = variantSet" + " functional = variant_set" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "callsi = list(client.searchCallSets(release.id))\n", + "callsi = list(client.search_call_sets(release.id))\n", "\n", - "variantSets = list(client.searchVariantSets(dataset.id))\n", - "variantSetId = variantSets[0].id\n", + "variant_sets = list(client.search_variant_sets(dataset.id))\n", + "variant_set_id = variant_sets[0].id\n", "\n", "call_set_ids = []\n", "\n", @@ -132,6 +137,2108 @@ " call_set_ids.append(csi.id)" ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def map_call_set_ids_to_population_group():\n", + " \n", + " population_map = {}\n", + " \n", + " \n", + " for call_set in client.search_call_sets(release.id):\n", + " bio_sample = client.get_bio_sample(call_set.bio_sample_id)\n", + " population_map[call_set.id] = bio_sample.info['Population'].values[0].string_value \n", + " \n", + " \n", + " \n", + " return population_map" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMjMyMiJd': u'ACB',\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMzU3NSJd': u'MSL',\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMTg3MyJd': u'KHV',\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiTkEyMDg1NCJd': u'GIH',\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMTMxMSJd': u'PUR',\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiTkEyMDMxNyJd': u'ASW',\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiTkExODU0MSJd': u'CHB',\n", + " 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"outputs": [], + "source": [ + "def random_sample_population_group():\n", + " \n", + " population_map = {}\n", + " population_map = map_call_set_ids_to_population_group()\n", + " \n", + " #population_map_list = population_map.items()\n", + " \n", + " population_map = sorted(population_map.items(), key=operator.itemgetter(1)) \n", + " \n", + " \n", + " #randomized_population_map = {}\n", + " \"\"\"\n", + " temp_map = {}\n", + " k = 0\n", + " for i,j in population_map_list:\n", + " temp_map = {}\n", + " while ( k <= 9):\n", + " for l in population_map:\n", + " if ( population_map[l] == j):\n", + " randomized_population_map[l] = j\n", + " k += 1\n", + " \"\"\"\n", + " #keys = random.sample(population_map_list, 10)\n", + " #return keys\n", + " #return randomized_population_map\n", + " return population_map " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + 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end=stop, reference_name = num_chrom )\n", " \n", " i = 0\n", " for v in variants:\n", @@ -189,7 +2296,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -215,7 +2322,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -265,7 +2372,7 @@ " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEzOSJd': 16}" ] }, - "execution_count": 78, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -336,7 +2443,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 11, "metadata": { "collapsed": false, "scrolled": false @@ -359,12 +2466,18 @@ " np.zeros((h,w)) \n", " #np.reshape(callMatrix, (h,w))\n", " \n", - " vs = client.searchVariants(variantSetId, callSetIds= call_set_ids[0:num_people],\n", - " start=begin, end=stop, referenceName = num_chrom)\n", - "\n", + " vs = client.search_variants(variant_set_id, call_set_ids= call_set_ids[0:num_people],\n", + " start=begin, end=stop, reference_name = num_chrom)\n", + " \n", " for v in vs:\n", - " for call_outer in v.calls: \n", - " for call_inner in v.calls: \n", + " #outer_counter = 0\n", + " for call_outer in v.calls: \n", + " #inner_counter =0\n", + " #outer_counter += 1\n", + " for call_inner in v.calls:\n", + " #inner_counter += 1\n", + " #if inner_counter < outer_counter:\n", + " # continue\n", " outer_index = csid_dict[call_outer.call_set_id] \n", " inner_index = csid_dict[call_inner.call_set_id] \n", " # can be 0 or 1\n", @@ -375,15 +2488,19 @@ " # True for the shared genotype\n", " if (((A1 + A2 ) > 0) and ((B1 + B2) > 0)):\n", " callMatrix[outer_index][inner_index] += 1\n", + " #if outer_index != inner_index:\n", + " # callMatrix[inner_index][outer_index] += 1\n", " elif (((A1 + A2 ) == 0) and ((B1 + B2) == 0)):\n", - " callMatrix[outer_index][inner_index] += 1 \n", - " \n", + " callMatrix[outer_index][inner_index] += 1\n", + " #if outer_index != inner_index: \n", + " # callMatrix[inner_index][outer_index] += 1\n", + " \n", " return (callMatrix)" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 12, "metadata": { "collapsed": false, "scrolled": true @@ -392,21 +2509,21 @@ { "data": { "text/plain": [ - "[[21, 20, 20, 21, 21],\n", - " [20, 21, 21, 20, 20],\n", - " [20, 21, 21, 20, 20],\n", - " [21, 20, 20, 21, 21],\n", - " [21, 20, 20, 21, 21]]" + "[[198, 196, 197, 196, 198],\n", + " [196, 198, 197, 194, 196],\n", + " [197, 197, 198, 195, 197],\n", + " [196, 194, 195, 198, 196],\n", + " [198, 196, 197, 196, 198]]" ] }, - "execution_count": 80, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "matrix = {}\n", - "variant_matrix(matrix, 5, \"1\", 100000, 105000)" + "variant_matrix(matrix, 5, \"1\", 100000, 160000)" ] }, { @@ -418,7 +2535,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -463,23 +2580,24 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 24\u001b[0m '''\n\u001b[1;32m 25\u001b[0m \u001b[0mmatrix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 26\u001b[0;31m \u001b[0mvisualize_matrix_grey\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"1\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100000\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mbegin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m \u001b[0mcallMatrix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvariant_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcallMatrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_people\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_chrom\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbegin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0mv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcalls\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 23\u001b[0m \u001b[0mouter_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcsid_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcall_outer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcall_set_id\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0minner_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcsid_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcall_inner\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcall_set_id\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/Cellar/python/2.7.11/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/google/protobuf/internal/containers.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 200\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 201\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 202\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 203\u001b[0m \u001b[0;34m\"\"\"Retrieves item by the specified key.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 204\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "name": "stdout", + "output_type": "stream", + "text": [ + "Response code= 200\n", + "Date: Fri, 05 Aug 2016 23:28:11 GMT\r\n", + "Server: Apache/2.4.7 (Ubuntu)\r\n", + "Vary: Accept-Encoding\r\n", + "Content-Encoding: gzip\r\n", + "Content-Length: 27751\r\n", + "Connection: close\r\n", + "Content-Type: text/html; charset=utf-8\r\n", + "\n" ] } ], @@ -508,16 +2626,23 @@ "#visualize_matrix_grey(matrix, 40, \"1\", 190000, 195000) TypeError: Invalid dimensions for image data\n", "#visualize_matrix_grey(matrix, 40, \"1\", 195000, 200000) TypeError: Invalid dimensions for image data\n", "'''\n", - "matrix = {}\n", - "visualize_matrix_grey(matrix, 1000, \"1\", 100000, 200000)\n", - "matrix = {}\n", - "visualize_matrix_color(matrix, 1000, \"1\", 100000, 200000)\n", - "\n" + "# callback function for asynchronous threaded REST operations \n", + "def callback_function(response):\n", + " print(\"Response code= {}\".format(response.code)) #HTTP status code\n", + " print(response.headers) # HTTP headers\n", + " # visualize the adjacency matrix \n", + " matrix = {}\n", + " visualize_matrix_grey(matrix, 100, \"1\", 100000, 200000)\n", + " #matrix = {}\n", + " #visualize_matrix_color(matrix, 100, \"1\", 100000, 200000)\n", + " #k_means_clustering_on_variant_matrix3()\n", + "\n", + "thread = unirest.get(\"http://1kgenomes.ga4gh.org\", headers={\"Accept\":\"application/json\"}, callback = callback_function)" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -530,7 +2655,7 @@ " # randomization\n", " rand = RandomState(1123581321) \n", " # matrix generation \n", - " callMatrix = variant_matrix(callMatrix, N, \"1\", 100000, 130000)\n", + " callMatrix = variant_matrix(callMatrix, N, num_chrom, begin, stop)\n", " # initialize KMeans clustering object\n", " kmeans_obj = KMeans(n_clusters=clusters, n_init=10, \n", " init='k-means++', precompute_distances=True,\n", @@ -547,7 +2672,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -589,19 +2714,1044 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 16, "metadata": { "collapsed": false }, + "outputs": [ + { + "data": { + "text/plain": [ + "{u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5NiJd': (0, 5),\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5NyJd': (1, 3),\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5OSJd': (0, 9),\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMCJd': (1, 4),\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMSJd': (0, 6),\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMiJd': (0, 2),\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMyJd': (0, 8),\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwNSJd': (0, 0),\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwNiJd': (0, 7),\n", + " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwNyJd': (0, 1)}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "matrix = {}\n", + "assign_labels_to_indexes(matrix, 10, \"1\", 100000, 105000, 4)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def compare():\n", + " \n", + " matrix = {}\n", + " label_dictionary = {}\n", + " population_dictionary= {}\n", + " \n", + " label_dictionary = assign_labels_to_indexes(matrix, 500, \"1\", 100000, 200000, 6)\n", + " population_dictionary = map_call_set_ids_to_population_group()\n", + " \n", + " population_occurence = []\n", + " \n", + " for ld_key, ld_val in label_dictionary.iteritems():\n", + " for pd_key, pd_val in population_dictionary.iteritems():\n", + " if ( ld_key == pd_key): \n", + " #print (\"Population: {} has cluster {}\".format(pd_val, ld_val[0]))\n", + " population_occurence.append((pd_val, ld_val[0]))\n", + " \n", + " \n", + " return population_occurence" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false, + "scrolled": true + 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population_cluster_list = compare()\n", + " \n", + " i = 0\n", + " j = 0\n", + " population_dict = {}\n", + " for i in population_cluster_list:\n", + " population_dict[i[0]] = 0\n", + " \n", + " \n", + " for i in population_cluster_list:\n", + " if ( i[0] in population_dict):\n", + " population_dict[i[0]] += 1\n", + " \n", + " return population_dict\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def map_clusters():\n", + " population_cluster_list = []\n", + " population_cluster_list = compare()\n", + " \n", + " i = 0\n", + " j = 0\n", + " population_dict = {}\n", + " for i in population_cluster_list:\n", + " population_dict[i[1]] = 0\n", + " \n", + " for i in population_cluster_list:\n", + " if ( i[1] == j):\n", + " population_dict[i[1]] += 1\n", + " else:\n", + " population_dict[i[1]] += 1\n", + " j += 1\n", + " return population_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def map_a_dictionary(dictionary):\n", + " \n", + " plt.bar(range(len(dictionary)), dictionary.values(), align='center')\n", + " plt.xticks(range(len(dictionary)), dictionary.keys())\n", + " \n", + " ax = fig.add_subplot(111)\n", + " ax.set_title('Distribution of shared variants among the genomic dataset (as compared to the reference genome)\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel('number of shared variants called within a range of bases on one chromosome')\n", + " ax.set_ylabel('percent occurence of the amount of shared variants')\n", + " plt.show()" ] }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def graph_populations():\n", + " \n", + " population_dict = map_populations()\n", + " \n", + " fig = plt.figure(1,(10.,10.))\n", + "\n", + " plt.bar(range(len(population_dict)), population_dict.values(), align='center')\n", + " plt.xticks(range(len(population_dict)), population_dict.keys())\n", + " \n", + " ax = fig.add_subplot(111)\n", + " ax.set_title('Distribution of populations in dataset\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel('Population')\n", + " ax.set_ylabel('Occurence count')\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def graph_clusters():\n", + " \n", + " cluster_dict = map_clusters()\n", + " \n", + " fig = plt.figure(1,(10.,10.))\n", + "\n", + " plt.bar(range(len(cluster_dict)), cluster_dict.values(), align='center', color='r')\n", + " plt.xticks(range(len(cluster_dict)), cluster_dict.keys())\n", + " \n", + " ax = fig.add_subplot(111)\n", + " ax.set_title('Distribution of clusters in the kmeans quantification\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel('Clusters')\n", + " ax.set_ylabel('Occurence count')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+4qiqdlTVKVX11+P0Pavqp/Z1kQAAy2aerzh6VZK3J7ndOP3xJM/ZqoIAAJbF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\nFu9Octe9fMx7ktx5C2pZCoL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MUqcmu/viJF+a5JuTfGuSUw9veQAAe9NBg1hV/USSP0lyu/n2J1X1Y7tdGADA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\ny5Ocl+SkJI9N8tx5sOcm+ZY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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph_populations()\n", + "graph_clusters()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def cluster_occurence():\n", + " \n", + " population_cluster_list = []\n", + " population_cluster_list = compare()\n", + " \n", + " population_occurence_dict = {} \n", + " for i in population_cluster_list:\n", + " population_occurence_dict[i] = 0\n", + " \n", + " i = 0\n", + " j = 0\n", + " for i in (population_cluster_list):\n", + " if ( i[1] == j and i in population_occurence_dict):\n", + " population_occurence_dict[i] += 1\n", + " else:\n", + " population_occurence_dict[i] += 1\n", + " j += 1\n", + " \n", + " return population_occurence_dict\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def normalize_cluster_occurence(pop_size):\n", + " \n", + " population_occurence_dict = cluster_occurence()\n", + " \n", + " poercent = 0.0\n", + " for i ,j in population_occurence_dict.iteritems():\n", + " percent = (float(j)/float(pop_size))*100.0\n", + " population_occurence_dict[i] = percent\n", + " \n", + " \"\"\"\n", + " normalized_dict = {}\n", + " for i in population_occurence_dict:\n", + " population_occurence_dict[i[0]] = 0\n", + " \n", + " i = 0\n", + " j = 0\n", + " for i in (population_occurence_dict):\n", + " if ( i[1] == j and i in population_occurence_dict):\n", + " #population_occurence_dict[i]\n", + " compute average\n", + " else:\n", + " compute average\n", + " j += 1\n", + " \"\"\"\n", + " \n", + " return population_occurence_dict\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{(u'CDX', 0): 0.6,\n", + " (u'CDX', 1): 0.2,\n", + " (u'CDX', 2): 1.0,\n", + " (u'CDX', 3): 1.2,\n", + " (u'CHS', 0): 6.4,\n", + " (u'CHS', 1): 1.4000000000000001,\n", + " (u'CHS', 2): 5.800000000000001,\n", + " (u'CHS', 3): 5.6000000000000005,\n", + " (u'CHS', 4): 1.7999999999999998,\n", + " (u'CLM', 0): 5.6000000000000005,\n", + " (u'CLM', 1): 0.6,\n", + " (u'CLM', 2): 6.4,\n", + " (u'CLM', 3): 3.2,\n", + " (u'CLM', 4): 2.1999999999999997,\n", + " (u'FIN', 0): 4.8,\n", + " (u'FIN', 1): 1.7999999999999998,\n", + " (u'FIN', 2): 6.0,\n", + " (u'FIN', 3): 3.8,\n", + " (u'FIN', 4): 3.2,\n", + " (u'FIN', 5): 0.2,\n", + " (u'GBR', 0): 4.8,\n", + " (u'GBR', 1): 0.6,\n", + " (u'GBR', 2): 5.800000000000001,\n", + " (u'GBR', 3): 5.0,\n", + " (u'GBR', 4): 1.2,\n", + " (u'PUR', 0): 6.4,\n", + " (u'PUR', 1): 0.8,\n", + " (u'PUR', 2): 6.800000000000001,\n", + " (u'PUR', 3): 4.2,\n", + " (u'PUR', 4): 2.6}" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "normalize_cluster_occurence(500)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def graph_cluster_occurence():\n", + "\n", + " population_occurence_dict = normalize_cluster_occurence(500)\n", + " \n", + " fig = plt.figure(1,(38.,8.))\n", + "\n", + " plt.bar(range(len(population_occurence_dict)), population_occurence_dict.values(), align='center', color='g')\n", + " plt.xticks(range(len(population_occurence_dict)), population_occurence_dict.keys())\n", + " \n", + " ax = fig.add_subplot(111)\n", + " ax.set_title('Distribution of clusters in the kmeans quantification\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel('Population and its associated cluster')\n", + " ax.set_ylabel('Occurence count')\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph_cluster_occurence()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def graph_population_map():\n", + " \n", + " population_map = {}\n", + " population_map = map_call_set_ids_to_population_group() \n", + " avg_populatin_map = {} \n", + " for i,j in population_map.iteritems():\n", + " avg_populatin_map[j] = 0\n", + "\n", + " count = 0\n", + " for i in avg_populatin_map:\n", + " for j,k in population_map.iteritems():\n", + " if ( i == k ):\n", + " avg_populatin_map[i] += 1\n", + " count += 1\n", + " print ( avg_populatin_map) \n", + " print (count)\n", + " for i,j in avg_populatin_map.iteritems():\n", + " avg_populatin_map[i] /= 2504.0\n", + " avg_populatin_map[i] *= 100.0\n", + " \n", + " total = 0\n", + " for i,j in avg_populatin_map.iteritems():\n", + " total += j\n", + " \n", + " avg = total/len(avg_populatin_map)\n", + " print (len(avg_populatin_map))\n", + " print (avg)\n", + " \n", + " avg_populatin_map = sorted(avg_populatin_map.items(), key=operator.itemgetter(1)) \n", + " avg_populatin_map = dict(avg_populatin_map)\n", + " \n", + " fig = plt.figure(1,(15.,10.))\n", + " plt.bar(range(len(avg_populatin_map)), avg_populatin_map.values(), align='center', color='y')\n", + " plt.xticks(range(len(avg_populatin_map)), avg_populatin_map.keys())\n", + " ax = fig.add_subplot(111)\n", + " ax.set_title('Distribution of populations in the 1kgenomes dataset\\n', fontsize=14, fontweight='bold')\n", + " ax.set_xlabel('Population')\n", + " ax.set_ylabel('Average amount this population has been sampled')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{u'ACB': 96, u'CLM': 94, u'BEB': 86, u'PEL': 85, u'LWK': 99, u'MSL': 85, u'GBR': 91, u'IBS': 107, u'ASW': 61, u'TSI': 107, u'KHV': 99, u'CEU': 99, u'YRI': 108, u'CHB': 103, u'GWD': 113, u'STU': 102, u'CHS': 105, u'ESN': 99, u'FIN': 99, u'GIH': 103, u'PJL': 96, u'MXL': 64, u'ITU': 102, u'CDX': 93, u'JPT': 104, u'PUR': 104}\n", + "2504\n", + "26\n", + "3.84615384615\n" + ] + }, + { + "data": { + "image/png": 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/5ub5/XR/Eb4yyZ3TnSP05kX6e23f19eT3K1//7PDhXaZtw8jG5K8J92Po+PTjYD2nHQn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\n8ZqlV9xC8DxwPWFVLWNztd0qs2viNjV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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph_population_map()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{(u'CDX', 0): 3,\n", + " (u'CDX', 1): 1,\n", + " (u'CDX', 2): 5,\n", + " (u'CDX', 3): 6,\n", + " (u'CHS', 0): 32,\n", + " (u'CHS', 1): 7,\n", + " (u'CHS', 2): 29,\n", + " (u'CHS', 3): 28,\n", + " (u'CHS', 4): 9,\n", + " (u'CLM', 0): 28,\n", + " (u'CLM', 1): 3,\n", + " (u'CLM', 2): 32,\n", + " (u'CLM', 3): 16,\n", + " (u'CLM', 4): 11,\n", + " (u'FIN', 0): 24,\n", + " (u'FIN', 1): 9,\n", + " (u'FIN', 2): 30,\n", + " (u'FIN', 3): 19,\n", + " (u'FIN', 4): 16,\n", + " (u'FIN', 5): 1,\n", + " (u'GBR', 0): 24,\n", + " (u'GBR', 1): 3,\n", + " (u'GBR', 2): 29,\n", + " (u'GBR', 3): 25,\n", + " (u'GBR', 4): 6,\n", + " (u'PUR', 0): 32,\n", + " (u'PUR', 1): 4,\n", + " (u'PUR', 2): 34,\n", + " (u'PUR', 3): 21,\n", + " (u'PUR', 4): 13}" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cluster_occurence()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": { "collapsed": false }, @@ -622,8 +3772,8 @@ " np.zeros((h,w)) \n", " #np.reshape(callMatrix, (h,w))\n", " \n", - " vs = client.searchVariants(variantSetId, callSetIds= call_set_ids[0:num_people],\n", - " start=begin, end=stop, referenceName = num_chrom)\n", + " vs = client.search_variants(variant_set_id, call_set_ids= call_set_ids[0:num_people],\n", + " start=begin, end=stop, reference_name = num_chrom)\n", "\n", " for v in vs:\n", " for call_outer in v.calls: \n", @@ -646,7 +3796,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 28, "metadata": { "collapsed": true }, @@ -736,7 +3886,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -770,7 +3920,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -781,7 +3931,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 31, "metadata": { "collapsed": false }, @@ -827,7 +3977,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -838,7 +3988,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 33, "metadata": { "collapsed": true }, @@ -867,7 +4017,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -876,7 +4026,7 @@ "data": { "image/png": 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JTZiMSJIkSWrCZESSJElSEyYjkiRJkpowGZEkSZLUhMmIJEmSpCZMRiRJkiQ1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\n1Ws209KuCjx+JEmStALeTGpXJfBfEfH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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -890,7 +4040,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -946,7 +4096,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 36, "metadata": { "collapsed": false }, @@ -958,7 +4108,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 37, "metadata": { "collapsed": false }, @@ -1037,14 +4187,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "from numpy.random import RandomState\n", - "\n", "def k_means_clustering_on_variant_matrix2():\n", " \n", " # number of individuals ()\n", @@ -1124,14 +4272,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "from mpl_toolkits.mplot3d import Axes3D\n", - "\n", "def k_means_clustering_on_variant_matrix3():\n", " \n", " # number of individuals ()\n", @@ -1167,7 +4313,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -1176,7 +4322,7 @@ "data": { "image/png": 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7yDBM/XBGl2GYC1ADiDAMM6lCvgEEZcMWi8WgGkBQBhuAMkGuCNuQPYBpmphOp0iSpNSG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+bPny5di0aRNWrlyJmjVrJvR9DAYjIkyjy2Dojdq1a2Pjxo04f/48hg8fDrfbHfVYOY30A4EA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\niQvA/257M5vNtrFrNys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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1187,111 +4333,6 @@ "k_means_clustering_on_variant_matrix3()" ] }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def callback_function(response):\n", - "\n", - " print(\"Response code= {}\".format(response.code)) #HTTP status code\n", - "\n", - " print(response.headers) # HTTP headers\n", - "\n", - " #print(response.body) # the unparsed response \n", - "\n", - " #print(response.raw_body)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Response code= 200\n", - "Server: nginx\r\n", - "Date: Fri, 15 Jul 2016 17:02:18 GMT\r\n", - "Content-Type: application/json\r\n", - "Content-Length: 437\r\n", - "Connection: close\r\n", - "Access-Control-Allow-Origin: *\r\n", - "Access-Control-Allow-Credentials: true\r\n", - "\n" - ] - } - ], - "source": [ - "#response = unirest.post(\"http://1kgenomes.ga4gh.org\", headers={\"Accept\":\"application/json\"},\n", - "# params={\"parameter\":23, \"foo\": \"bar\"})\n", - "\n", - "#callback_function(response)\n", - "\n", - "thread1 = unirest.post(\"http://httpbin.org/post\", headers={ \"Accept\": \"application/json\" }, \n", - " params={ \"parameter\": 23, \"foo\": \"bar\" }, callback=callback_function)\n", - "\n", - "#thread2 = unirest.post(\"http://1kgenomes.ga4gh.org\", headers={\"Accept\":\"application/json\"},\n", - "# params={\"parameter\":23, \"foo\": \"bar\"})\n", - "\n", - "#rsp = unirest.get(\"http://1kgenomes.ga4gh.org\")\n", - "\n", - "#html = rsp.body\n", - "#print(html)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "401\n", - "[]\n", - "-11001101\n" - ] - } - ], - "source": [ - "#response = requests.get('https://api.github.com/users/jaimegildesagredo/repos')\n", - "#print (response.status_code)\n", - "#assert response.status_code == 200\n", - "#for repo in response.json():\n", - "# print ('[{}] {}'.format(repo['language'], repo['name']))\n", - " \n", - "response = requests.post('https://api.github.com/user/repos',\n", - " data=json.dumps({'name':'foo'}),auth=('user','pass'))\n", - "\n", - "print(response.status_code)\n", - "\n", - "\n", - "#if ( (!(assert(response.status_code == 201) == True))):\n", - "# print (\"User unauthorized\")\n", - " \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, From 48180a2247ecd5677ac9eec7fa1cafce2c9c8545 Mon Sep 17 00:00:00 2001 From: Nicholas S Hill Date: Thu, 2 Feb 2017 15:56:20 -0800 Subject: [PATCH 09/10] cleaned up variant matrix notebook --- python_notebooks/variantMatrix.ipynb | 3442 ++------------------------ 1 file changed, 217 insertions(+), 3225 deletions(-) diff --git a/python_notebooks/variantMatrix.ipynb b/python_notebooks/variantMatrix.ipynb index 00d4ecb..bae87b7 100644 --- a/python_notebooks/variantMatrix.ipynb +++ b/python_notebooks/variantMatrix.ipynb @@ -11,33 +11,39 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "An interconnected matrix of variants from data in 1000 genomes.\n" + "In the modern era of Genomics and Bioinformatics, tools are being created to interpret large scale genomic data. One such common comparison between two individual's is to compute a person's allele frequency through identifying there genomic variants. This notebook demonstrates an alternative approach to interpreting genomic variants through data visualization. \n", + "\n", + "The GA4GH variant service is used to produce an interconnected matrix of variants from data in 1000 genomes.\n", + "\n", + "Further analysis of specific populations in the 1000 genomes dataset is performed. \n", + "\n", + "The machine learning algorithm, K-means clustering on the variant matrix is performed. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# GA4GH Server Connection Established" + "# GA4GH Server Connection is Established" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Here, like the 1kg example, a client object is used to communicate with the server." + "A client object is used to communicate with the GA4GH server and helpful modules are imported. " ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from __future__ import print_function\n", - "import ga4gh.client as client\n", + "import ga4gh.client.client as client\n", "client = client.HttpClient(\"http://1kgenomes.ga4gh.org\")\n", "\n", "import collections\n", @@ -54,7 +60,6 @@ "import requests \n", "import json\n", "from multiprocessing import Pool\n", - "#from finch import Model, Collection, StringField\n", "from finch import *\n", "import operator\n", "import random " @@ -64,68 +69,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Data Sets " + "# The 1000 Genomes Dataset is Chosen" ] }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Datasets\n", - "Name: 1kgenomes\n" - ] - } - ], - "source": [ - "datasets = list(client.search_datasets())\n", - "print(\"Datasets\")\n", - "for dataset in datasets:\n", - " print(\"Name: {}\".format(dataset.name))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "dataset = client.get_dataset(datasets[0].id)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, + "execution_count": 70, "metadata": { "collapsed": false }, "outputs": [], "source": [ + "datasets = list(client.search_datasets())\n", + "\n", + "# get 1000 gneomes dataset \n", + "dataset = client.get_dataset(datasets[0].id)\n", + "\n", "release = None\n", "functional = None\n", "for variant_set in client.search_variant_sets(dataset_id=dataset.id):\n", " if variant_set.name == \"phase3-release\":\n", " release = variant_set\n", " else:\n", - " functional = variant_set" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ + " functional = variant_set\n", + "\n", "callsi = list(client.search_call_sets(release.id))\n", "\n", "variant_sets = list(client.search_variant_sets(dataset.id))\n", @@ -137,2135 +104,61 @@ " call_set_ids.append(csi.id)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Population Groups are Mapped to Respective Call Set Ids " + ] + }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 71, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def map_call_set_ids_to_population_group():\n", - " \n", + " \"\"\"\n", + " This allows for the individuals being analyzed to be identified based on 1000 genomes population group. \n", + " \"\"\"\n", " population_map = {}\n", - " \n", - " \n", + " \n", " for call_set in client.search_call_sets(release.id):\n", + " \n", " bio_sample = client.get_bio_sample(call_set.bio_sample_id)\n", " population_map[call_set.id] = bio_sample.info['Population'].values[0].string_value \n", " \n", " \n", - " \n", " return population_map" ] }, - { - 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population_map = sorted(population_map.items(), key=operator.itemgetter(1)) \n", - " \n", - " \n", - " #randomized_population_map = {}\n", - " \"\"\"\n", - " temp_map = {}\n", - " k = 0\n", - " for i,j in population_map_list:\n", - " temp_map = {}\n", - " while ( k <= 9):\n", - " for l in population_map:\n", - " if ( population_map[l] == j):\n", - " randomized_population_map[l] = j\n", - " k += 1\n", - " \"\"\"\n", - " #keys = random.sample(population_map_list, 10)\n", - " #return keys\n", - " #return randomized_population_map\n", - " return population_map " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[(u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMjMyMiJd', u'ACB'),\n", - " (u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMjU0MSJd', u'ACB'),\n", - " (u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMjMxNCJd', u'ACB'),\n", - " 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(u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEyNSJd', u'GBR'),\n", - " ...]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "random_sample_population_group()" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# generate_dictionary function" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "generates a dictionary of call set id keys and values for the index of that the call set id appeared throughout a list of variants within a given range on the human genome" + "# generate_dictionary()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 73, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def generate_dictionary(num_people, num_chrom, begin, stop):\n", - " \n", - " #x = data.searchVariants(variantSetId, start=begin, end=stop, \n", - " #referenceName = num_chrom).next()\n", - " \n", + " \"\"\"\n", + " This function generates a dictionary of call set id keys and values for the index \n", + " that the call set id appeared in throughout a list of variants within a given range on the human genome.\n", + " \n", + " num_people - the number of people to analyze\n", + " num_chrom - the chromosome number\n", + " begin - the start position on the genome\n", + " stop - the end position on the genome \n", + " \"\"\"\n", " dictionary = {}\n", " \n", " variants = client.search_variants(variant_set_id, call_set_ids= call_set_ids[0:num_people],\n", @@ -2284,26 +177,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# normalize_indexes function" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "initializes the indexes of the variant dictionay to be {0,...,n} where n is the number of call set ids " + "# normalize_indexes()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def normalize_indexes(dictionary):\n", - " \n", + " \"\"\"\n", + " initializes the indexes of the variant dictionay to be {0,...,n} where n is the number of call set ids \n", + " \n", + " dictionary - call set id keys, call set id index values \n", + " \"\"\"\n", " keys = []\n", " keys = dictionary.keys()\n", " \n", @@ -2320,74 +210,11 @@ " return dictionary" ] }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5NiJd': 20,\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5NyJd': 14,\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5OSJd': 8,\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDE0MCJd': 17,\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMCJd': 27,\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMSJd': 15,\n", - " 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"code", - "execution_count": 11, + "execution_count": 75, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [], "source": [ - "def variant_matrix(callMatrix, num_people, num_chrom, begin, stop):\n", - "#def variant_matrix(callMatrix):\n", - " \n", + "def variant_matrix(num_people, num_chrom, begin, stop):\n", + " \"\"\"\n", + " num_people - the number of people to analyze\n", + " num_chrom - the chromosome number\n", + " begin - the start position on the genome\n", + " stop - the end position on the genome \n", + " \"\"\" \n", + " \n", + " # get dictionary of call set ids for the number of people \n", " csid_dict = {} \n", " csid_dict = generate_dictionary(num_people, num_chrom, begin, stop)\n", " \n", @@ -2462,22 +295,18 @@ " w = len(csid_dict)\n", " dimension = h*w\n", " \n", + " # initialize callMatrix with zeroes \n", + " callMatrix = {}\n", " callMatrix = [[0 for x in range(w)] for y in range(h)] \n", " np.zeros((h,w)) \n", - " #np.reshape(callMatrix, (h,w))\n", " \n", " vs = client.search_variants(variant_set_id, call_set_ids= call_set_ids[0:num_people],\n", " start=begin, end=stop, reference_name = num_chrom)\n", " \n", + " # iterate through each persons call set id and increment cells in the matrix for shared genotypes \n", " for v in vs:\n", - " #outer_counter = 0\n", " for call_outer in v.calls: \n", - " #inner_counter =0\n", - " #outer_counter += 1\n", " for call_inner in v.calls:\n", - " #inner_counter += 1\n", - " #if inner_counter < outer_counter:\n", - " # continue\n", " outer_index = csid_dict[call_outer.call_set_id] \n", " inner_index = csid_dict[call_inner.call_set_id] \n", " # can be 0 or 1\n", @@ -2488,62 +317,40 @@ " # True for the shared genotype\n", " if (((A1 + A2 ) > 0) and ((B1 + B2) > 0)):\n", " callMatrix[outer_index][inner_index] += 1\n", - " #if outer_index != inner_index:\n", - " # callMatrix[inner_index][outer_index] += 1\n", + "\n", " elif (((A1 + A2 ) == 0) and ((B1 + B2) == 0)):\n", " callMatrix[outer_index][inner_index] += 1\n", - " #if outer_index != inner_index: \n", - " # callMatrix[inner_index][outer_index] += 1\n", - " \n", + " \n", " return (callMatrix)" ] }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[[198, 196, 197, 196, 198],\n", - " [196, 198, 197, 194, 196],\n", - " [197, 197, 198, 195, 197],\n", - " [196, 194, 195, 198, 196],\n", - " [198, 196, 197, 196, 198]]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "matrix = {}\n", - "variant_matrix(matrix, 5, \"1\", 100000, 160000)" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# visualize_matrix function " + "# visualize_matrix functions " ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "def visualize_matrix_color(callMatrix, num_people, num_chrom, begin, stop):\n", + "def visualize_matrix_color(num_people, num_chrom, begin, stop):\n", + " \n", + " \"\"\"\n", + " visualizes the matrix in rgb color\n", " \n", - " callMatrix = variant_matrix(callMatrix, num_people, num_chrom, begin, stop)\n", + " num_people - the number of people to analyze\n", + " num_chrom - the chromosome number\n", + " begin - the start position on the genome\n", + " stop - the end position on the genome \n", + " \"\"\"\n", + " \n", + " callMatrix = variant_matrix(num_people, num_chrom, begin, stop)\n", " \n", " fig = plt.figure(1,(10.,10.))\n", " grid = ImageGrid(fig, 111,\n", @@ -2558,9 +365,17 @@ " \n", " plt.show()\n", "\n", - "def visualize_matrix_grey(callMatrix, num_people, num_chrom, begin, stop):\n", + "def visualize_matrix_grey(num_people, num_chrom, begin, stop):\n", + " \"\"\"\n", + " visualizes the matrix in greyscale color\n", " \n", - " callMatrix = variant_matrix(callMatrix, num_people, num_chrom, begin, stop)\n", + " num_people - the number of people to analyze\n", + " num_chrom - the chromosome number\n", + " begin - the start position on the genome\n", + " stop - the end position on the genome \n", + " \"\"\"\n", + " \n", + " callMatrix = variant_matrix(num_people, num_chrom, begin, stop)\n", " \n", " fig = plt.figure(1,(10.,10.))\n", " \n", @@ -2580,82 +395,71 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 77, "metadata": { "collapsed": false }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Response code= 200\n", - "Date: Fri, 05 Aug 2016 23:28:11 GMT\r\n", - "Server: Apache/2.4.7 (Ubuntu)\r\n", - "Vary: Accept-Encoding\r\n", - "Content-Encoding: gzip\r\n", - "Content-Length: 27751\r\n", - "Connection: close\r\n", - "Content-Type: text/html; charset=utf-8\r\n", - "\n" - ] + "data": { + "image/png": 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GzaINLrTYz6H8LPEtlP1Hr++G9Y+3n01JFpxDWUfbU/q8D9HYFmdY3hOZw7nn\nfEx37D1imm9R2vpKypfBF9C/vavpIGa2rx+1nt9IOQ69nrLtfJD+c3d6pt1OZnGsPav2FrM7NpaK\neklc79uBJ9YNf8GJiAdSHsiY9f0TKNlUKE9un+2lXJIkSZKqerX3JVkeOktE7EJJym1M+bWuv5tq\net35TfcgSemP3QcpTzk/k5Jd7F36/Gv6T8SVJEmSNDevozzf6AzKVQf7UBIOvwU+OsmCaWGY7a8x\nSH9sfkB50MmTKA+2W0G5bO9xOfqn8CRJkiTNzE8pt+LtQ7nl4SrKbeh7ZOblkyyYFgZvr5AkSZIk\nSa3wSgdJkiRJktQKkw6SJEmSJKkVJh0kSZIkSVIrTDpIkiRJkqRWmHSQJEmSJEmtMOkgSZIkSZJa\nYdJBkiRJkiS1wqSDJEmSJElqhUkHSZIkSZLUCpMOkiRJkiSpFSYdJEmSJElSK0w6SJIkSZKkVph0\nkCRJkiRJrTDpIEmSJEmSWmHSQZIkSZIktcKkgyRJkiRJaoVJB0mSJEmS1AqTDpIkSZIkqRWLJ10A\nSZOxePNNcqOlm3cSa4PVizqJA7BuSXQWCyC2vK2zWLet7a4et9jkxs5irblxk85iLV6yrrNYAOtu\n6G43mxtmZ7Huu9nVncW65Pf37CxW1+3j7otv6SzWtddu2lmsHba6qrNYq27ZorNYXa4vgN9f2d06\n23XbKzuLddovb7kqM+/VWUBJE2fSQbqL2mjp5jz0owd1EutuH92ykzgA1923225twwO6O1Bbvaq7\ng+tnPfKMzmJ94/TdOou1dNs1ncUCWHPqvTuLdct2azuL9ZFlR3cW61UnvqSzWF23j72Wrugs1gnf\n2rOzWIe+6IjOYi0/9xmdxepyfQGcdNgencU6ZfknO4u1aJvzL+4smKQFwdsrJEmSJElSK0w6SJIk\nSZKkVph0kCRJkiRJrTDpIEmSJEmSWmHSQZIkSZIktcKkgyRJkiRJaoVJB0mSJEmS1AqTDpIkSZIk\nqRUmHSRJkiRJUitMOkiSJEmSpFaYdJAkSZIkSa0w6SBJkiRJklph0kGSJEmSJLXCpIMkSZIkSWqF\nSQdJkiRJktQKkw6SJEmSJKkVJh0kSZIkSVIrTDpIkiRJkqRWmHSQJEmSJEmtMOkgSZIkSZJaYdJB\nkiRJkiS1wqSDJEmSJElqhUkHSZIkSZLUCpMOkiRJkiSpFSYdJEmSJElSKyIzJ10GSROw8XY75H1f\n+cZOYm0KsAT3AAAgAElEQVSxxxWdxAFYvWqLzmIB7Pjl6CzWdfdd3FmsLl2z562dxdpo5ZLOYgEc\n+qIjOov1qhNf0lmsO2u73/CAKzuLBXDr1+/VWax7XHJbZ7G6dPneG3YW65bt1nYWC+Ci/Q/vLNaj\nl7+qs1hnHPam0zJz984CSpo4r3SQJEmSJEmtMOkgSZIkSZJaYdJBkiRJkiS1wqSDJEmSJElqhUkH\nSZIkSZLUCpMOkiRJkiSpFSYdJEmSJElSK0w6SJIkSZKkVph0kCRJkiRJrTDpIEmSJEmSWmHSQZIk\nSZIktcKkgyRJkiRJaoVJB0mSJEmS1AqTDpIkSZIkqRUmHSRJkiRJUitMOkiSJEmSpFaYdJAkSZIk\nSa0w6SBJkiRJklph0kGSJEmSJLXCpIMkSZIkSWqFSQdJkiRJktQKkw6SJEmSJKkVJh0kSZIkSVIr\nFk+6AJKKiPgM8HTgisx8WB12HPCgOsoWwJrM3G3ItCuA3wPrgNsyc/dOCi1JkiRJUzDpIC0cRwIf\nBz7XG5CZz++9jogPAddOMf0TM/Oq1konSZIkSbNk0kFaIDLzRxGx47DPIiKA5wFP6rJMkiRJkjQf\nJh2kPw6PB1Zn5nkjPk/guxGRwGGZ+anuija9Nafeu7tg263tLhZw+d4bdhZrv6ef0lmsb5x+h7t4\nWvOsR57RWaz9lp3ZWSyA5ec+o7NYXdbjydvu2Fmsxy9d0Vms/Tbvtn28as+XdBZrwwPWdBarUx3u\nXy7a//DOYgHsdPzBncV61iGndhbrjMM6CyVpgTDpIP1xeCFw7BSf75OZKyPi3sD3IuKczPzR4EgR\n8QrgFQCLN9+ynZJKkiRJUuWvV0gLXEQsBv4cOG7UOJm5sv6/AvgasOeI8T6Vmbtn5u6LNt20jeJK\nkiRJ0h+YdJAWvj8FzsnMy4Z9GBGbRsRmvdfAvsBZHZZPkiRJkoYy6SAtEBFxLPAT4EERcVlEvLx+\n9AIGbq2IiG0j4vj6dinw44j4BXAK8O3MPKGrckuSJEnSKD7TQVogMvOFI4YfNGTYKmD/+vpC4BGt\nFk6SJEmS5sArHSRJkiRJUitMOkiSJEmSpFaYdJAkSZIkSa0w6SBJkiRJklph0kGSJEmSJLXCpIMk\nSZIkSWqFSQdJkiRJktQKkw6SJEmSJKkVJh0kSZIkSVIrTDpIkiRJkqRWmHSQJEmSJEmtMOkgSZIk\nSZJaYdJBkiRJkiS1wqSDJEmSJElqhUkHSZIkSZLUCpMOkiRJkiSpFSYdJEmSJElSK0w6SJIkSZKk\nVph0kCRJkiRJrTDpIEmSJEmSWmHSQZIkSZIktcKkgyRJkiRJakVk5qTLIGkClu66VT7/mKd0Euuk\nw/boJA7APS65rbNYACsO7K4P3fHL0Vmsy/fesLNY2/zk1s5iXXffxZ3FArhmz+6Wrcv2cWdt9123\njxu2627Zdj5mdWexfv3mLTuLddH+h3cW68GffnVnsbq2xR5XdBbr1Ke+/7TM3L2zgJImzisdJEmS\nJElSK0w6SJIkSZKkVph0kCRJkiRJrTDpIEmSJEmSWmHSQZIkSZIktcKkgyRJkiRJaoVJB0mSJEmS\n1AqTDpIkSZIkqRUmHSRJkiRJUitMOkiSJEmSpFaYdJAkSZIkSa0w6SBJkiRJklph0kGSJEmSJLXC\npIMkSZIkSWqFSQdJkiRJktQKkw6SJEmSJKkVJh0kSZIkSVIrTDpIkiRJkqRWmHSQJEmSJEmtMOkg\nSZIkSZJaYdJBkiRJkiS1wqSDJEmSJElqhUkHSZIkSZLUCpMOkiRJkiSpFSYdJEmSJElSK0w6SJIk\nSZKkViyedAEkTcaaGzfhG6fv1kmsrTqJcud3+d4bdhbr0Bcd0Vms5Xs8o7NYj1+6orNYACcdtkdn\nsS7fOzqLddH+n+gs1l7bHthZrGtWbdFZLICl267pLNavt9uys1gX7X94Z7F2Ov7gzmIt3eOKzmIB\n3O2j3a2zv33RNzuL9bTOIklaKLzSQZIkSZIktcKkgyRJkiRJaoVJB0mSJEmS1AqTDpIkSZIkqRUm\nHSRJkiRJUitMOkiSJEmSpFaYdJAkSZIkSa0w6SBJkiRJklph0kGSJEmSJLXCpIO0QETEZyLiiog4\nqzFseUSsjIgz6t/+I6bdLyJ+ExHnR8Rbuiu1JEmSJI1m0kFaOI4E9hsy/MOZuVv9O37ww4hYBPwL\n8FRgV+CFEbFrqyWVJEmSpBkw6SAtEJn5I+CaOUy6J3B+Zl6YmWuBLwLPGmvhJEmSJGkOTDpIC99r\nI+KX9faLLYd8vh1waeP9ZXWYJEmSJE2USQdpYfskcH9gN+By4EPzmVlEvCIifhYRP1t3/Q3jKJ8k\nSZIkjWTSQVrAMnN1Zq7LzNuBT1NupRi0Etih8X77OmzY/D6Vmbtn5u6L7r7p+AssSZIkSQ0mHaQF\nLCK2abx9NnDWkNFOBR4YETtFxBLgBcC/d1E+SZIkSZrK4kkXQFIREccCy4CtI+Iy4B3AsojYDUhg\nBXBIHXdb4PDM3D8zb4uI1wLfARYBn8nMsyewCJIkSZK0HpMO0gKRmS8cMviIEeOuAvZvvD8euMPP\naUqSJEnSJHl7hSRJkiRJaoVJB0mSJEmS1AqTDpIkSZIkqRUmHSRJkiRJUitMOkiSJEmSpFaYdJAk\nSZIkSa0w6SBJkiRJklph0kGSJEmSJLVi8aQLIGkyNv7tOh7ygd91Emv1snt3EmcSuqpDgNcd/63O\nYr3+mJd3FmuLPa7oLJbGY6fjD+4s1tJt13QWq2t3++iWncW66DOf7ixWl+2jyz74mkOjs1hd67LP\nhzd2GEvSQuCVDpIkSZIkqRUmHSRJkiRJUitMOkiSJEmSpFaYdJAkSZIkSa0w6SBJkiRJklph0kGS\nJEmSJLXCpIMkSZIkSWqFSQdJkiRJktQKkw6SJEmSJKkVJh0kSZIkSVIrTDpIkiRJkqRWmHSQJEmS\nJEmtMOkgSZIkSZJaYdJBkiRJkiS1wqSDJEmSJElqhUkHSZIkSZLUCpMOkiRJkiSpFSYdJEmSJElS\nK0w6SJIkSZKkVph0kCRJkiRJrTDpIEmSJEmSWmHSQZIkSZIktcKkgyRJkiRJaoVJB0mSJEmS1AqT\nDpIkSZIkqRUmHSRJkiRJUisiMyddBkkTsOku2+RDP3pQJ7HWnHrvTuIAbLqy2z5twwOu7CzWrV+/\nV2exHn/IqZ3F+sbpu3UWa6OVSzqL1bVbtlvbWayl267pLFaX7b7L7Rng5N2+3FmsJ77srzqLddPr\nftdZrC73L11uYwBbnbJhZ7G67PM/9qgvnpaZu3cWUNLEeaWDJEmSJElqhUkHSZIkSZLUCpMOkiRJ\nkiSpFSYdJEmSJElSK0w6SJIkSZKkVph0kCRJkiRJrTDpIEmSJEmSWmHSQZIkSZIktcKkgyRJkiRJ\naoVJB0mSJEmS1AqTDpIkSZIkqRUmHSRJkiRJUitMOkiSJEmSpFaYdJAkSZIkSa0w6SBJkiRJklph\n0kGSJEmSJLXCpIMkSZIkSWqFSQdJkiRJktQKkw6SJEmSJKkVJh0kSZIkSVIrTDpIkiRJkqRWmHSQ\nJEmSJEmtMOkgSZIkSZJaYdJBWiAi4jMRcUVEnNUY9sGIOCcifhkRX4uILUZMuyIizoyIMyLiZ92V\nWpIkSZJGM+kgLRxHAvsNDPse8LDM/BPgXODvppj+iZm5W2bu3lL5JEmSJGlWTDpIC0Rm/gi4ZmDY\ndzPztvr2ZGD7zgsmSZIkSXO0eNIFkDRjLwOOG/FZAt+NiAQOy8xPDRspIl4BvAJgw7tvya1fv1cr\nBR10y55rO4kDsMUeazqLBbB61dA7Xlqx9IArO4t18uodO4v1yWVHdxbrhGsf3lmsru23+ZmdxXrV\niS/pLFan7X63L3cWC2CvMw7sLNbqA7OzWHTYL261srvlOvRF3fVVAMu3fUZnsbrs8yXd9Zh0kP4I\nRMRbgduAY0aMsk9mroyIewPfi4hz6pUT66nJiE8BbHKvHTo8ApUkSZJ0V+TtFdICFxEHAU8HXpSZ\nQxMFmbmy/r8C+BqwZ2cFlCRJkqQRTDpIC1hE7Ae8GXhmZt44YpxNI2Kz3mtgX+CsYeNKkiRJUpdM\nOkgLREQcC/wEeFBEXBYRLwc+DmxGuWXijIj41zruthFxfJ10KfDjiPgFcArw7cw8YQKLIEmSJEnr\n8ZkO0gKRmS8cMviIEeOuAvavry8EHtFi0SRJkiRpTrzSQZIkSZIktcKkgyRJkiRJaoVJB0mSJEmS\n1AqTDpIkSZIkqRUmHSRJkiRJUitMOkiSJEmSpFaYdJAkSZIkSa0w6SBJkiRJklph0kGSJEmSJLXC\npIMkSZIkSWqFSQdpTCLijRGxW329V0RcEhEXRcTeky6bJEmSJE2CSQdpfN4AXFRf/wPwz8B7gEMn\nViJJkiRJmqDFky6AdCeyeWZeGxGbAY8A/jQz10XEhyZdMEmSJEmaBJMO0vhcGhGPBR4K/KgmHO4B\nrJtwuSRJkiRpIkw6SOPzN8CXgbXAc+qwpwOnTKxEkiRJkjRBJh2kMcnM44FtBwZ/qf5JkiRJ0l2O\nSQdpHiJi5xmOemGrBZEkSZKkBcikgzQ/5wMJRP1PfU3jPcCiLgslSZIkSQuBP5kpzUNmbpCZizJz\nA+Bg4IvAg4CNgQcDXwBePsEiSpIkSdLEeKWDND7vBh6YmTfV9+dFxCHAucCREyuVJEmSJE2IVzpI\n47MBsOPAsPvhrRWSJEmS7qK80kEanw8D34+IzwKXAjsAB9XhkiRJknSXY9JBGpPM/GBEnAk8F3gk\ncDnwssw8YbIlG27R2uQel9zWSawbtlvSSRyA1WzRWSyAjVbeeZetKycsfXhnsfbb/MzOYgG8/pgO\nH+ny9O5CLd12TWexTt7ty53F2uuMAzuLBXDr1+/VWaylB1zZWawu3e2SLTuLdcK13fVV0G37uGbP\nWzuLJemux6SDNEY1wbAgkwySJEmS1DWTDtI8RMRbM/O99fW7Ro2XmW/vrlSSJEmStDCYdJDmZ/vG\n6x1GjJNdFESSJEmSFhqTDtI8ZOarGq9fOsmySJIkSdJC409mSpIkSZKkVph0kCRJkiRJrTDpIEmS\nJEmSWmHSQRqTiLjPbIZLkiRJ0p2dSQdpfM4dMfxXnZZCkiRJkhYIkw7S+MQdBkTcA7h9AmWRJEmS\npInzJzOleYqIS4EE7hYRlwx8fE/g2O5LJUmSJEmTZ9JBmr8XU65yOB54SWN4Aqsz8zcTKZUkSZIk\nTZhJB2meMvOHABGxdWbeOOnySJIkSdJC4TMdpPFZFxHvjYgLI+JagIjYNyJeO+mCSZIkSdIkmHSQ\nxudQ4GHAiyi3VgCcDbxqYiWSJEmSpAny9gppfA4AHpCZN0TE7QCZuTIitptwuSRJkiRpIrzSQRqf\ntQwk8iLiXsDVkymOJEmSJE2WSQdpfL4EHBUROwFExDbAx4EvTrRUkiRJkjQhJh2k8fl74CLgTGAL\n4DxgFfDOSRZKkiRJkibFZzpIY5KZa4E3AG+ot1VclZk5zWSSJEmSdKfllQ7SmETErhGxtL69CVge\nEe+IiE0mWS5JkiRJmhSTDtL4HEu5rQLgn4AnAHsBh02sRJIkSZI0Qd5eIY3Pjpn5m4gI4M+BXSlX\nPFw02WJJkiRJ0mSYdJDG5+aI2IySbLgkM6+KiMXAxhMulyRJkiRNhEkHaXy+AHwf2IzyU5kAj8Ir\nHSRJkiTdRZl0kMYkM98QEfsCt2bmD+rg2ym/aCFJkiRJdzkmHaQxyszvDrz/2aTKMp21W8KKA7v5\nRc+tTunul0O3+Ul0FgtgxYFrO4u10colncU69EVHdBZr+bnP6CxW1zZd2V3bP+Fbe3YW65y/+kRn\nsfY648DOYq1etcX0I43R0gOu7CxWl8t20f6HdxZrpwMP7izWTat37CwWwD0uua2zWO9989GdxXpa\nZ5EkLRT+eoUkSZIkSWqFSQdJkiRJktQKkw6SJEmSJKkVJh0kSZIkSVIrfJCkNA8RcSkw7ZPiMvO+\nHRRHkiRJkhYUkw7S/Lx40gWQJEmSpIXKpIM0D5n5w0mXQZIkSZIWKpMO0jxExLtmMl5mvr3tskiS\nJEnSQmPSQZqfHSZdAEmSJElaqEw6SPOQmS8d17wi4jPA04ErMvNhddhWwHHAjsAK4HmZ+bsh0/4l\n8Lb69j2ZedS4yiVJkiRJc+VPZkpjFhGbRcROEbFz72+Gkx4J7Dcw7C3Af2XmA4H/qu8H420FvAN4\nDLAn8I6I2HLOCyBJkiRJY2LSQRqTiNg1Ik4HrgXOr3/n1b9pZeaPgGsGBj8L6F21cBRwwJBJnwJ8\nLzOvqVdBfI87Ji8kSZIkqXMmHaTx+QTwA2Ar4DpgS+Aw4C/nMc+lmXl5ff1bYOmQcbYDLm28v6wO\nu4OIeEVE/Cwifrbu+hvmUSxJkiRJmp7PdJDG5xHAn2XmrRERmXltRPwNcBbw+fnOPDMzInKe8/gU\n8CmAjXbcfl7zkiRJkqTpeKWDND43AxvW11dFxH0p29g95zHP1RGxDUD9f8WQcVay/q9obF+HSZIk\nSdJEmXSQxuck4Hn19ZeB/wB+CHx/HvP8d/q3Z/wl8I0h43wH2DcitqwPkNy3DpMkSZKkifL2CmlM\nMvN5jbd/T7mtYjPgczOZPiKOBZYBW0fEZZRfpHg/8G8R8XLgYmpSIyJ2B16ZmQdn5jUR8W7g1Dqr\nd2Xm4AMpJUmSJKlzJh2kMYmIjYDbM/PWzLwd+HxELAFiJtNn5gtHfPTkIeP+DDi48f4zwGdmX2pJ\nkiRJao+3V0jj8z3g0QPDHoW3OkiSJEm6izLpII3Pw4GfDgw7hfKrFpIkSZJ0l2PSQRqfa4GlA8OW\nAjdMoCySJEmSNHEmHaTx+QrwhYh4WERsEhEPpzxE8t8mXC5JkiRJmgiTDtL4vBX4NeWWit8DJwPn\nAH83yUJJkiRJ0qT46xXSmGTmzcBrIuK1wNbAVZmZEy6WJEmSJE2MSQdpzGqi4cpJl0OSJEmSJs3b\nKyRJkiRJUivCq7+lu6bNNt8+H/W413US6/K9N+wkDsB+Tz+ls1gAJ6/esbNYq1dt0VmsLj3rkWd0\nFqvL9dW1k3f7cmexHvzpV3cWq8tter/Nz+wsFsCrTnxJZ7E2Wrmks1hd2uYnt3YW6xHvPb2zWADf\nOH23TuN15ZKXv+W0zNx90uWQ1B2vdJAkSZIkSa0w6SCNSUQ8MSJ2qq+3iYijIuKzEXGfSZdNkiRJ\nkibBpIM0Pp8A1tXXHwI2BG4HPjWxEkmSJEnSBPnrFdL4bJeZl0TEYuApwP2AtcCqyRZLkiRJkibD\npIM0PtdFxFLgYcCvMvP6iFhCueJBkiRJku5yTDpI4/Mx4FRgCfD6OuxxwDkTK5EkSZIkTZBJB2lM\nMvMfI+JrwLrMvKAOXgkcPMFiSZIkSdLEmHSQxigzz53qvSRJkiTdlZh0kOYpIi4CEiAzd55wcSRJ\nkiRpwTDpIM3fskkXQJIkSZIWIpMO0jxl5sWTLoMkSZIkLUQmHaR5iIijqbdWTCUz/6KD4kiSJEnS\ngmLSQZqf8yddAEmSJElaqEw6SPOQme+cdBkkSZIkaaEy6SCNUUQsAR4EbA1Eb3hmfn9ihZIkSZKk\nCTHpII1JROwDfAnYCLgHcB2wGXAp4E9pSpIkSbrL2WDSBZDuRD4MfCAztwJ+X/+/G/jEZIslSZIk\nSZNh0kEan12AjwwMez/whgmURZIkSZImzqSDND7XUm6rALg8InYFtgTuPrkiSZIkSdLkmHSQxuer\nwP719WeAHwCnAV+eWIkkSZIkaYJ8kKQ0Jpn5+sbrf4qIn1KucvjO5EolSZIkSZNj0kFqSWaeNOky\nSJIkSdIkmXSQxiQiTgJy2GeZ+YSOiyNJkiRJE2fSQRqfwwfe3wd4OfD5CZRFkiRJkibOpIM0Jpl5\n1OCwiPgK8FngXd2XSJIkSZImy1+vkNq1EviTSRdCkiRJkibBKx2kMYmIlw0M2gT4c+DkCRRnWmu3\nhBUHDn0Exdg965GndBIH4IRv7dlZLIBNV3ZThwAbbRedxerSydvu2Fms1au26CwWwEX7D9511Z69\nzjiws1hdtvtOt+mndxcKYKOVSzqL1eU661JX+zGAm1bv2FksgE8uO7qzWK8/5uWdxZJ012PSQRqf\nlwy8vwH4H+DDEyiLJEmSJE2cSQdpTDLziZMugyRJkiQtJCYdpHmIiJ1nMl5mXth2WSRJkiRpoTHp\nIM3P+UACUf/3DL5f1GWhJEmSJGkh8NcrpHnIzA0yc1FmbgAcDHwReDCwcf3/BcCnM0mSJEm6S/JK\nB2l83g08MDNvqu/Pi4hDgHOBIydWKkmSJEmaEK90kMZnA2DHgWH3w1srJEmSJN1FeaWDND4fBr4f\nEZ8FLgV2AA7Cn8yUJEmSdBdl0kEak8z8YEScCTwXeCRwOfCyzDxhsiWTJEmSpMkw6SCNUU0wmGSQ\nJEmSJEw6SPMSEW/NzPfW1+8aNV5mvr2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A+fiBw76Sj5/xJ5PUeuQlL5ikTpJ832VXTlYr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\nwCiEDgAAAMAohA4AAADAKIQOAAAAwCiEDgAAAMAohA4AAAD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d8hmfc8lJhHeQTz3t9lXydrEd+SDkrFKfymllmrWlDvuRz9I8iXzm5u3k/n4m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\nq+ox01EgT53ud1ySf8rifB4PyGLZyhGrqm+vqtOr6v5ZhD5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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "\n", - "'''\n", - "\n", - "visualize_matrix_grey(matrix, 500, \"1\", 100000, 105000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 105000, 110000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 110000, 115000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 115000, 120000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 120000, 125000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 125000, 130000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 130000, 135000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 135000, 140000)\n", - "#visualize_matrix_grey(matrix, 40, \"1\", 140000, 145000) #TypeError: Invalid dimensions for image data\n", - "visualize_matrix_grey(matrix, 500, \"1\", 145000, 150000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 150000, 155000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 155000, 160000)\n", - "#visualize_matrix_grey(matrix, 40, \"1\", 160000, 165000) TypeError: Invalid dimensions for image data\n", - "visualize_matrix_grey(matrix, 500, \"1\", 165000, 170000)\n", - "visualize_matrix_grey(matrix, 500, \"1\", 170000, 175000)\n", - "#visualize_matrix_grey(matrix, 40, \"1\", 175000, 180000) TypeError: Invalid dimensions for image data\n", - "#visualize_matrix_grey(matrix, 40, \"1\", 180000, 185000) TypeError: Invalid dimensions for image data\n", - "#visualize_matrix_grey(matrix, 40, \"1\", 185000, 190000) TypeError: Invalid dimensions for image data\n", - "#visualize_matrix_grey(matrix, 40, \"1\", 190000, 195000) TypeError: Invalid dimensions for image data\n", - "#visualize_matrix_grey(matrix, 40, \"1\", 195000, 200000) TypeError: Invalid dimensions for image data\n", - "'''\n", - "# callback function for asynchronous threaded REST operations \n", - "def callback_function(response):\n", - " print(\"Response code= {}\".format(response.code)) #HTTP status code\n", - " print(response.headers) # HTTP headers\n", - " # visualize the adjacency matrix \n", - " matrix = {}\n", - " visualize_matrix_grey(matrix, 100, \"1\", 100000, 200000)\n", - " #matrix = {}\n", - " #visualize_matrix_color(matrix, 100, \"1\", 100000, 200000)\n", - " #k_means_clustering_on_variant_matrix3()\n", - "\n", - "thread = unirest.get(\"http://1kgenomes.ga4gh.org\", headers={\"Accept\":\"application/json\"}, callback = callback_function)" + "visualize_matrix_color(20, \"1\", 10000, 15000)\n", + "visualize_matrix_grey(20, \"1\", 10000, 15000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# k_means_clustering_on_variant_matrix()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 87, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "def k_means_clustering_on_variant_matrix(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", + "def k_means_clustering_on_variant_matrix(num_people, num_chrom, begin, stop, clusters):\n", + " \"\"\"\n", + " returns a list of labels given by the k-means clustering algorithm which indicate which \n", + " individuals should be clustered together \n", + " \n", + " num_people - the number of people to analyze\n", + " num_chrom - the chromosome number\n", + " begin - the start position on the genome\n", + " stop - the end position on the genome \n", + " clusters - the number of clusters to form with this run on kmeans \n", + " \"\"\"\n", " \n", " # number of individuals ()\n", " N = num_people\n", " # randomization\n", " rand = RandomState(1123581321) \n", " # matrix generation \n", - " callMatrix = variant_matrix(callMatrix, N, num_chrom, begin, stop)\n", + " callMatrix = {}\n", + " callMatrix = variant_matrix(N, num_chrom, begin, stop)\n", " # initialize KMeans clustering object\n", " kmeans_obj = KMeans(n_clusters=clusters, n_init=10, \n", " init='k-means++', precompute_distances=True,\n", @@ -2672,16 +476,27 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 90, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "def assign_labels_to_indexes(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", + "def assign_labels_to_indexes(num_people, num_chrom, begin, stop, clusters):\n", + " \n", + " \"\"\"\n", + " assigns the labels from the kmeans clustering to the individuals in a variant matrix \n", + " \n", + " num_people - the number of people to analyze\n", + " num_chrom - the chromosome number\n", + " begin - the start position on the genome\n", + " stop - the end position on the genome \n", + " clusters - the number of clusters to form with this run on kmeans \n", " \n", + " returns a dictionary of call set id keys, (label, matrix index( individual )) pairs values \n", + " \"\"\"\n", " \n", - " label_list = k_means_clustering_on_variant_matrix(callMatrix, num_people, \n", + " label_list = k_means_clustering_on_variant_matrix(num_people, \n", " num_chrom, begin, stop, clusters)\n", " dictionary = generate_dictionary(num_people, num_chrom, begin, stop) \n", " dictionary = normalize_indexes(dictionary)\n", @@ -2706,47 +521,13 @@ " l = label_index_pair_list[k]\n", " dictionary[i] =l\n", " k += 1 \n", - " \n", - " #print(dictionary)\n", " \n", " return (dictionary)" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5NiJd': (0, 5),\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5NyJd': (1, 3),\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDA5OSJd': (0, 9),\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMCJd': (1, 4),\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMSJd': (0, 6),\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMiJd': (0, 2),\n", - " u'WyIxa2dlbm9tZXMiLCJ2cyIsInBoYXNlMy1yZWxlYXNlIiwiSEcwMDEwMyJd': (0, 8),\n", - " 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assign_labels_to_indexes(50, \"1\", 100000, 200000, 6)\n", " population_dictionary = map_call_set_ids_to_population_group()\n", " \n", " population_occurence = []\n", @@ -2775,535 +562,19 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[(u'CLM', 0),\n", - " (u'GBR', 0),\n", - " (u'PUR', 0),\n", - " (u'GBR', 0),\n", - " (u'CLM', 0),\n", - " (u'CLM', 0),\n", - " (u'PUR', 0),\n", - " (u'GBR', 0),\n", - " (u'CLM', 0),\n", - " (u'CLM', 0),\n", - " (u'GBR', 0),\n", - " (u'CHS', 0),\n", - " (u'PUR', 0),\n", - " (u'PUR', 0),\n", - " (u'CHS', 0),\n", - " (u'PUR', 0),\n", - " (u'GBR', 0),\n", - " (u'FIN', 0),\n", - " (u'GBR', 0),\n", - " (u'PUR', 0),\n", - " (u'PUR', 0),\n", - " (u'FIN', 0),\n", - " (u'CDX', 0),\n", - " (u'CLM', 0),\n", - " (u'CHS', 0),\n", - " (u'CLM', 0),\n", - " (u'GBR', 0),\n", - " (u'PUR', 0),\n", - " (u'GBR', 0),\n", - " (u'FIN', 0),\n", - " (u'CHS', 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(u'CHS', 2),\n", - " (u'FIN', 2),\n", - " (u'GBR', 2),\n", - " (u'FIN', 2),\n", - " (u'GBR', 2),\n", - " (u'CHS', 2),\n", - " (u'FIN', 2),\n", - " (u'CLM', 2),\n", - " (u'CHS', 2),\n", - " (u'FIN', 2),\n", - " (u'CLM', 2),\n", - " (u'CLM', 2),\n", - " (u'PUR', 2),\n", - " (u'FIN', 2),\n", - " (u'CLM', 3),\n", - " (u'CLM', 3),\n", - " (u'PUR', 3),\n", - " (u'PUR', 3),\n", - " (u'GBR', 3),\n", - " (u'PUR', 3),\n", - " (u'CHS', 3),\n", - " (u'PUR', 3),\n", - " (u'FIN', 3),\n", - " (u'FIN', 3),\n", - " (u'PUR', 3),\n", - " (u'PUR', 3),\n", - " (u'FIN', 3),\n", - " (u'PUR', 3),\n", - " (u'CHS', 3),\n", - " (u'CLM', 3),\n", - " (u'PUR', 3),\n", - " (u'GBR', 3),\n", - " (u'CLM', 3),\n", - " (u'CLM', 3),\n", - " (u'FIN', 3),\n", - " (u'PUR', 3),\n", - " (u'FIN', 4),\n", - " (u'FIN', 4),\n", - " (u'CLM', 4),\n", - " (u'CHS', 4),\n", - " (u'FIN', 4),\n", - " (u'FIN', 5)]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "compare()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, + "execution_count": 124, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def map_populations():\n", + " \n", + " \"\"\"\n", + " maps populations to there clusters \n", + " returns a dictionary of population keys\n", + " \"\"\"\n", + " \n", " population_cluster_list = []\n", " population_cluster_list = compare()\n", " \n", @@ -3324,13 +595,19 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 125, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def map_clusters():\n", + " \n", + " \"\"\"\n", + " maps clusters to there populations \n", + " returns a dictionary of population keys \n", + " \"\"\"\n", + " \n", " population_cluster_list = []\n", " population_cluster_list = compare()\n", " \n", @@ -3351,7 +628,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 133, "metadata": { "collapsed": true }, @@ -3371,7 +648,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 134, "metadata": { "collapsed": false }, @@ -3396,7 +673,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 135, "metadata": { "collapsed": true }, @@ -3420,40 +697,7 @@ }, { "cell_type": "code", - "execution_count": 57, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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+4qiqdlTVKVX11+P0Pavqp/Z1kQAAy2aerzh6VZK3J7ndOP3xJM/ZqoIAAJbF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\nFu9Octe9fMx7ktx5C2pZCoL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MUqcmu/viJF+a5JuTfGuSUw9veQAAe9NBg1hV/USSP0lyu/n2J1X1Y7tdGADA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\ny5Ocl+SkJI9N8tx5sOcm+ZY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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "graph_populations()\n", - "graph_clusters()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, + "execution_count": 136, "metadata": { "collapsed": true }, @@ -3483,7 +727,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 137, "metadata": { "collapsed": false }, @@ -3498,88 +742,25 @@ " percent = (float(j)/float(pop_size))*100.0\n", " population_occurence_dict[i] = percent\n", " \n", - " \"\"\"\n", - " normalized_dict = {}\n", - " for i in population_occurence_dict:\n", - " population_occurence_dict[i[0]] = 0\n", - " \n", - " i = 0\n", - " j = 0\n", - " for i in (population_occurence_dict):\n", - " if ( i[1] == j and i in population_occurence_dict):\n", - " #population_occurence_dict[i]\n", - " compute average\n", - " else:\n", - " compute average\n", - " j += 1\n", - " \"\"\"\n", - " \n", " return population_occurence_dict\n", " " ] }, { "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{(u'CDX', 0): 0.6,\n", - " (u'CDX', 1): 0.2,\n", - " (u'CDX', 2): 1.0,\n", - " (u'CDX', 3): 1.2,\n", - " (u'CHS', 0): 6.4,\n", - " (u'CHS', 1): 1.4000000000000001,\n", - " (u'CHS', 2): 5.800000000000001,\n", - " (u'CHS', 3): 5.6000000000000005,\n", - " (u'CHS', 4): 1.7999999999999998,\n", - " (u'CLM', 0): 5.6000000000000005,\n", - " (u'CLM', 1): 0.6,\n", - " (u'CLM', 2): 6.4,\n", - " (u'CLM', 3): 3.2,\n", - " (u'CLM', 4): 2.1999999999999997,\n", - " (u'FIN', 0): 4.8,\n", - " (u'FIN', 1): 1.7999999999999998,\n", - " (u'FIN', 2): 6.0,\n", - " (u'FIN', 3): 3.8,\n", - " (u'FIN', 4): 3.2,\n", - " (u'FIN', 5): 0.2,\n", - " (u'GBR', 0): 4.8,\n", - " (u'GBR', 1): 0.6,\n", - " (u'GBR', 2): 5.800000000000001,\n", - " (u'GBR', 3): 5.0,\n", - " (u'GBR', 4): 1.2,\n", - " (u'PUR', 0): 6.4,\n", - " (u'PUR', 1): 0.8,\n", - " (u'PUR', 2): 6.800000000000001,\n", - " (u'PUR', 3): 4.2,\n", - " (u'PUR', 4): 2.6}" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "normalize_cluster_occurence(500)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, + "execution_count": 138, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def graph_cluster_occurence():\n", - "\n", - " population_occurence_dict = normalize_cluster_occurence(500)\n", + " \n", + " \"\"\"\n", + " graphs the occurences of the clusters in each population \n", + " \"\"\"\n", + " \n", + " population_occurence_dict = normalize_cluster_occurence(50)\n", " \n", " fig = plt.figure(1,(38.,8.))\n", "\n", @@ -3594,28 +775,6 @@ " " ] }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "graph_cluster_occurence()" - ] - }, { "cell_type": "code", "execution_count": 69, @@ -3749,19 +908,31 @@ "cluster_occurence()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# cluster_variant_matrix()" + ] + }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 107, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "def cluster_variant_matrix(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", - " \n", + "def cluster_variant_matrix(num_people, num_chrom, begin, stop, clusters):\n", + " \n", + " \"\"\"\n", + " performs similar operation to variant_matrix but with with k-means clustering data\n", + " \"\"\"\n", + " \n", " csid_dict = {} \n", - " csid_dict = assign_labels_to_indexes(callMatrix, num_people, num_chrom, begin, stop, clusters)\n", + " csid_dict = assign_labels_to_indexes(num_people, num_chrom, begin, stop, clusters)\n", " \n", + " callMatrix = {}\n", " callMatrix = np.array(callMatrix)\n", " \n", " h = len(csid_dict)\n", @@ -3796,15 +967,16 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 110, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "def visualize_cluster_matrix_color(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", + "def visualize_cluster_matrix_color(num_people, num_chrom, begin, stop, clusters):\n", " \n", - " callMatrix = cluster_variant_matrix(callMatrix, num_people, num_chrom, begin, stop, clusters)\n", + " callMatrix = {}\n", + " callMatrix = cluster_variant_matrix(num_people, num_chrom, begin, stop, clusters)\n", " \n", " \n", " fig = plt.figure(1,(10.,10.))\n", @@ -3821,10 +993,10 @@ " plt.show()\n", "\n", "\n", - "def visualize_cluster_matrix_grey(callMatrix, num_people, num_chrom, begin, stop, clusters):\n", + "def visualize_cluster_matrix_grey(num_people, num_chrom, begin, stop, clusters):\n", " \n", - " \n", - " callMatrix = cluster_variant_matrix(callMatrix, num_people, num_chrom, begin, stop, clusters)\n", + " callMatrix = {}\n", + " callMatrix = cluster_variant_matrix(num_people, num_chrom, begin, stop, clusters)\n", " \n", " fig = plt.figure(1,(10.,10.))\n", " \n", @@ -3844,16 +1016,16 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 120, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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2PXgQ9rF1H+x7NH/1epV88OEnBf+I1gcffPDBBx988OE2A38HzwcffPDBBx988OE2A3+B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VmZ1f3oo4/i+PHjBrjr+z5u3bplk29CKxUVFaGvrw/Dw8PYvHmzwS08+uijBqdC/Mlf//rX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\nh4dFrvhQXFdXh83NTdTX1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g6HAwMDA4hGo3j++efxN3/zN5Jt+NRTT8mJlq4EQBj4cEp7\ntbCwgLNnz+L06dOIRqPY3NwUWGgbotEocnJyAEASyQg/Za+2tlau+fnPf46BgQF5YOPmyhO2SCSC\n/Px87Nq1C729vdJQno3uCTf5U1RUhI8++gjJZBKHDh0SG8bki/7+fomd+/jjj+HxeMRu6ixvl8uF\n+/fvAwCCwSA+/vhjFBQUIBaLCT2DwSAqKyvx7rvvCq+Z1TkwMCBJHOZpG21PXV0d0um0ZLJz8IFX\n27Tz58+LztOl6vF4ZG/iA9/i4iKi0ajord1ux/Xr19HU1CR2OxqNorOzU7KEab+0faBeLS0tweFw\nyDrcU5lUxaoD+fn58nltbU1kigciDx48EJy4j/Jhj9n3sVgMOTk5GB4elkzwzc1NJJNJzM7OyjND\nbm6uvESae7vWdeo2KwmEw2EcP34cqVQKdXV1+OSTT0TWOJ/WW+pVIpF4kmTxdcepU6cyxuDpIrCM\nkeA1umK8jrHgb/Tx6xg8AF8Zgwc8iqFizIPZyYLXUqFCoZBlHh2rlSkGLxQKoampyRKDB2BbDJ6O\nV2IMni6Iq2PwlpaWZB7gkfuH85kxeMSRcXM6LovuDHaMqKmpwdLSkvzGuA3SkO70TDF45CHpqPHN\nFINHxfqqGDx2/WCvzkwxeDyZ4701NTXw+XwWtx1jaHTcmY7B44MZacA4Iw7CzrV0zTQNz5EjRzLG\n4JEPoVDIEoOjcWUANOVZx3aRlisrKxKDpzso6BhQHYOnK86bbm3S4vTp09ti8E6fPi3rmvpCWCiP\nxPfXxeBlms/UHc5r4kS5NGPwdHwY4WCHFqfTKXOQJjqmSMfgLS0t4YMPPpDNU8NIOuoYvBdeeMGi\nh5pPlGUdpqHn0HRj7OUHH3yAV155Re7TcWLsnKBlQ+uMxlXLl4aFNu3ixYtij1wu1zb4NeyEV8Oj\nY/Dy8vIsMXi0DdpGa5wJP/nJGDzSnPFymkbkzdmzZ/HDH/5Q3NmUFRNHYMv28xrdCUfrLWnLmNqv\nE4M3OTlp6WQxMzMj8moWlf+6MXjnz59He3u7wMfOTToGD4Blf6QOmHsTaWXGuvr9fukwQ5tBWSG9\n2LlG88qMwdNdZswYPOBRbDDXNGWWg/Rk6NVOMXjsLJEpBu/f/u3fLB1mzD2Zuu7z+YSvlD3y7Pz5\n80IXbccy6a3ZfvE/M77xJ3gVFRXIycnB4uIilpeXsba2hm9/+9uYmZmRJ/KpqSksLS1hfn5e3mzm\n5+exsbGBtbU19PX1YdeuXUgmk/Id6yotLy/j1q1bkga+sbGB2dlZRKNRFBUVyTU8pi8rK8Pnn38u\ntZbsdrsI9XvvvSdH8RzhcBhFRUV47733sLm5iYWFBUSjUUxOTmJychK7du3C7Owsbty4gX379mFq\nakrKhzgcDqRSKTx48AC3bt2CzWbDxYsXLfe98sorltY3AHDjxg3Mz89jz549iMfj8ubB43YAqKys\nxMLCgryJlZaWSquqVCqF73znO7hw4QK8Xi/GxsawsLAg6fJdXV24fv06FhYWhP6cg3S/cuUKXC4X\nPvzwQ/zpn/4p/vEf/xGTk5MoKytDX18fXnnlFVlveHgYNpsNn3zyCVKpFGw2G/r6+lBWVobLly/D\nZtuq500ekT4ffvgh4vE4du3ahZmZGeFbKpWS62dnZ5Gbmyt4AbDAOjU1hZWVFXEXx+Nx2Gw2xONx\nVFZW4rPPPsOVK1fE1ciuEGVlZVhYWBDZOX/+PO7du4eenh5xX3O+np4eDA4OShgBT/kAYHZ2FvF4\nHKOjo9i1axfC4bC8dfb392NpaUmKdpLvvb29Is+jo6Po6+uDzWbD6OiohDE4HA4sLy/j9OnTuHPn\njlzLhxwt0w6HAxsbGwC2YuX6+vrw5ZdfIpVKSdmN/6jODgCiE729vVhYWLDgk5+fL6fLubm5Ujcw\nHA6jr68PExMTcuq9sLAgsjI/Py/y8fnnn2fUv6mpKanfSBzPnDkDj8eD3NxcWZsZtKOjoxgeHsb8\n/DxcLhfm5+cRjUaxsLCAGzduoKOjA59//jni8Tg2NjaEziyJ0tPTI3C5XC58+umnlvjYL7/8EtFo\nVHgBAKOjoygqKsKVK1cwMTGBxsZG0c+lpSXMzs5a+FRQUCAdejg4x+zsrNiryclJ0YtXXnkF09PT\nos/EyeFw4MKFC8jPzxd+U0dv3LgBm80mtqGoqAjz8/O4c+cOxsbGUF9fjwsXLsBms6G0tBThcBg/\n+tGP8Omnn4pusOzMhx9+KKUm+Bt1jZ//6q/+Cm+++aboSDwexyuvvIKpqSncuHFD+LNr1y6sra3J\naTttPW0x+fDmm2/C4XDg008/RW5uLv7gD/5AdP7DDz9EeXm5uGBfeeUV+P1+3LhxA++99x7i8TjK\nyspw8eJFpFIp4Xc4HMaePXtgt9vR29uL3/3d38X169fFFU95W1tbEx3SJUMAoKCgAJOTk9jY2EBx\ncTHu3LmD3t5ekU/WW2M27kcffSQ00zZN2yjSUu9Fk5OT+KM/+iOpxcb94cKFC3jqqafw/vvvC99P\nnz4t++Po6CjKysqwuLgoexH1nN6IWCwmMkyejo6OoqurS+RjfHwco6Oj2LNnDx48eICxsTGx5bRX\nt27dwsbGhuVAJZlMorS0FB988AH++I//GBcvXhQe8XNBQYHwnDJrs9nw/vvvY35+Hjdv3pSYS+oz\n6dTV1YXp6WnE43EUFBTgu9/9Lt5//33s27cPi4uL2Lt3Lz744APs2rVL7C1x1rpu7gOUvaWlJSwv\nL+N73/sepqensbi4KPqo+ch7xsbGHmuZlG/8A15paakUWEwmk8jOzpZ+fjwmr62ttZwgscAmXbS8\nV39HFxCP6Xm8b7r16Gah20wX7KUrk66tUCiEZDKJCxcu4N69e2J0+JtZzJdz7+SidblcGBgYkGrq\nDx48gN/vRyqVkvs2NzctR8t00bpcLnHRsugo3Yazs7PIz88XnO12OwYGBkThgUdvgzzOJg3Hx8eR\nk5MjMF29elViRegCoZt7ZGQETU1NuHv3LgCIm9TlcsHtduP8+fOCJ2NT6KIDHhUg5VE43YmkD11v\nyWQSbrd7RxctcdBuFcLK2B7tot27dy+uXr0qb2p00ZaXlyMYDGJ4eFhctExqOHLkiMXw60K9dNHq\nMi7RaFRorWmgwwE6OzuRTqcxPDwsLn5db4sujUAgYCl0HA6HYbPZcOHCBZSUlEgpE9KLsW+68HJB\nQYG4VXiyyphCun1YpJU0DwaDFl3Srh7tonW73UilUhYXbaYgfYfDgYmJCaEVC7oS1traWvT394tL\ndN++ffLANzAwIJ9NFy3n/vjjj5FOpwUOumhHRkZQUFAgLmHttgEgm3V2drZcz0LX6XRa4NNuGq45\nOzuLlpYWlIVqpAAAIABJREFUfPjhh2hoaMDExISFT2tra9tctPv378eFCxfkVIPrUi/cbjd+9atf\nWVy0gUBA7BNdiHR30S2qY0PpoqV80UXLUAvKgXbR7tu3T1zMdOdp3aTeDQwM4PTp01hYWBAX504u\nWoZWAJDwEOoPXXgejwd79uzB559/Lm72vXv3yoOzDrvRLtpz585JWAXdjbHYo0LHLCYfiUTkGrpo\nidv4+DiKi4uRl5eHjz/+GHa73eKiXVtbk+v48K/DJAYGBsTNWV5ejsrKSoyOjgq/adP4gEP7wEFX\nJO9dWloSF63LtVW8ee/evfB6vaLnhw4dEhctaUPXKfcm2kMWtybMeu9h/U3toqW+82GQ9mFgYACH\nDx+W8CPuiSxG7HA4xIVNFy0/j46OWgrGx2IxwYn0pG3SyR/cix48eICrV69idHRUHnL5suF2u+Ug\ng2EPlAGt6+Y+QHgaGhowOzuLyspKXLx40aKPpouWNuSJi/Y3GDobVA9dO0i7J3kta6Dt9B0zk/Tf\n+jtdO42/c5gtkMxr9RGy/i2RSGBpackCh7mG/m1lZcVyn3l9LBaT7zV8ZiYh39p0tiDh4HpUGnMe\n/s3Mt0Qigby8PAsuOsuU8/HeWCwGv99vyZYDsM0Fq/HlfCYeJg/1YEC+vs68l3W6NKxLS0uCj6ap\nprnGhTGg/GdeSxz1WiaPMtXQ0kNfRxnSPNK4mjLO+4qKiqS0g3ktP5s01bLBGoyaTib96d7YSWb4\nt06W0DCY2d4m/XU2r6k7pI3OvMt0nYZV46flTN/L/025Jq7M4NPya9oLk7+cj/Dq7zPZFw2TSZdY\nLIbl5WUL7sSJ17lcrm1ybuqMhsmklc4GzETvr4KdvNDyoumt59PrmXTT17lcLpmX12jbauJk2jY9\nn6aDy+XaZrv0fbTzpuzrvUfjQDwCgUBGetE1mAlXEw/Nd72upqG2l/paymYm+6BpuNM6mXiwE79N\nnpu85H3M0tZ48LPP57OsT74QrkAgsK3Wprkvch6z4gEf6jXcpq7utA+YNmanPduE6XGOb/wJXjKZ\nlCydcDgsFdt36mTBbEC++evsQbfbLZW9WTmdnSxSqRTcbre4IYLBoBxX66rfPDnTnSzu3LkDADIf\nux0ws5AZPPF4fFsnC1bnBoB9+/ZZHuQYDMtgZn0SxcrznZ2d2zpZALBUsaebNZlMyjVMbHC73Zia\nmkJ7eztiMWsnC92lgNX/7XY7ampq5OTh4cOHIuzsDjE3Nwe73S4JBMxOAyCJKLt27RK62e12yaq7\nffs2Hj58KNmbsdij1H1WfWdxV2bRktbl5eVyauZ0Pqqun0qlpDMAq/qXlpZmrGAOPNpgmflIHuhO\nFuXl5VhbW5OuKDqLlpmtfMgjjXQnC2az0j2QTCYtnSzogmAnCz1isZhcx04Weg5W0d/c3MzYyYKy\nSJlmxXtWuSfO7ALB1ndmVw2egBEfYCu7+Ks6WXAw2YOyQl6anSy4Frtp6E4WzM5jJwDgUccLp9Mp\nczNDWXeyACAnxswC5XpmJwuNq8u11YUgPz8f9+7dE5ef2+2WNclXDsoX9Vl3HOHQ+mt2suCpG23C\nrl27LPrMThbUWYfDYelyQrmm3nB+dkphJwvqeHt7OzY3N+FyueT03el0WrLkqYfcWD0ej3Svob1i\npr6mN+2b1t/W1lZcv35d+K7hp+wVFBTAbrfj7t278Hg8Uqng9u3bKC0tFTnUnSz+5V/+RXjK03VT\n33RWaCqVstjEqqoqycQmzpRd7j0cc3Nzgsfm5qYkHSWTScky5xqUIfKOesi9gG5dvRexkwXtid4f\n+OBKeuXn5wsMlAHdxearOlkAWy/zIyMj0v0D2HIlj4yMyP61UycL8pSdirinxmKxr+xkwXkILzO/\nea/ZyYJ0am1tlU4xLHWiu9PQU6PtrQ4v0Lqu9wHSkvtteXm5tG3TdiyT3j5x0X7N0d3d/VZbW5s8\nQHDDSKfT+Od//mcAQCqVsmTRMl5HuygKCgpkY2CQ7uLiohhQ3W90//798tBot9sRCoXkXmaK1dXV\nScsYANJfk0e+yeRWz8e2tjYMDw/LcfDq6qpUN2d2Fzcmh8OBgwcP4pNPPhEDyQxOvsV4vV7JoqVx\n51E2e+ClUinJoi0qKsLIyAgaGhpQVlaGeDyOubk5pFIp1NbWCs7BYFBgoDHm4MPzkSNHsHv3bqTT\nack2CwQCGBkZQUdHh7i5dFcHbqzki85kPnz4MEZHR8XVQBdtOp1GXV2dZKA5HA6UlpZibm4O6XRa\n4OXcpGEwGMTExITwiNe7XC5xQxCmYDAopxTMomX8H7NeR0ZGUFtbK9mksVgMoVAIwWAQd+/exXe/\n+1309vaiuLhYMkKZRUsXNdfSLlq+4WpXSGlpqbhPKWtOp1OyaOmi5QsLs1JJ60AggN27d8sckUgE\nDQ0NGB4eln7GiURCsmhXV1cRCoVEpvkbNzJm0abTaezfv19cGCwbQ51gFu34+DjsdrvlQY19IzW8\npov2yJEjQitm0cZiMaEVX+5Ik46ODskoJI6pVErwYO9QyiPlcP/+/XC73fjss88k4zSZ3Oovy02S\nD7AMpUgkEpJFq3HlRvfSSy/hl7/8JZxOp8CTSqWEjnTDOhwOtLS04JNPPsHx48cl85A4Udepl3oO\nbcOi0ai4rA4fPiyxdeyByYQdus20bDCbu7S0VLJo6XbjQ5zDsdUeqrS0FMCW+/L73/8+/umf/kn6\naNNFy/mDwaDo5r//+7+joaFB9I4hJZR5h8OBvXv3Cixaf1npYHV1VWww4dfus/z8fPzyl79EOp2W\nvqGsk8rQl0RiK0mnuLgYg4ODYmfr6+sl7ETrG/cWh8OB+vp6TExMiI2hHFIfPvvsM5HRRCIh9oI0\nJR7BYBCfffaZ8Jv0bGtrExct+c0TtXQ6LbaQdsvlcsleFAqFUFhYKPd6PB7ZH2hfaH9feukl9PX1\niV4HAgGRY75Eu91uWZc6SXlk+EtlZSVsNhtWV1fR2dkJm80mdOahBHlFveI+HY1GYbfbhZ/BYBAr\nKysCY0VFhXy22+0WnrNihM6iHR4eFvow9CKdTlt0kuE11Gnqyvr6uvSQpoeOe7vWdb0PUPaOHz+O\n3NxcPPvss/jyyy8lJIY0y6S3icQTF+3XHuaxOoc+av5fddGax9H6GN88gtdHr0tLSxYXir6Wxg/A\n/zUu2kyugUxujEzzmG4t7cbQ7knTzWW6FrSLgG4m8zj7N3HRmi6sr+Oi1ffz8+N20fJ6fc/jctFm\nwtWUcfM+uk0yuexMmpr6ZNLJpN9/1kWbic+a/pmu17CabspMOqZhNWXZdOeYLqlMLlpe91/toqXb\ny9R16o5uY7gTz3aydSZMJq3075nonWl+rf8ankQiIeEdO7loM+Gsr6OOajqtrKxsswGmTmaigUkH\nHTZi4mzqtikfmt4aD8ra43bR5ufnS4hALPa/5qIljTUO5joaDo1vJlnVf5vubj2HLhivdevXyamm\np/l9Jt58lYvWlFFT15+4aP83jycu2icu2ljsiYv2iYv2iYv2iYv2iYv2iYv2v5+L1vY4Jnkynown\n48l4Mp6MJ+PJeDL+7xnf+Ae8qqoqjI+PY2xsDFVVVaiursbMzAwikQimpqYwNTWF6upqqTYObNX4\n0cUG2fqLb2V6jI2NSTsh3uPz+cTNqu/ld8yuIlzmfLwuEAggEolYMm51Bi7n1kPDzSLDet1AIICq\nqiqMjY1Jc+Tq6mqhBe/nvPybc+lr+LfP5xM8TLwIf3V1tfSx1TCR/pru5tp6MDNTF4fl94FAAD6f\nT1rx8Fqfzyf0J7wcpCFjQzRemu7ES99P2P1+v4UupKfJA64DbBW+jUQimJycFPqQDhp/4qP5bv7v\n8/nkHsoasFUAlDKkB2WAtCZvTLoTPs0Xcx3SlL0ZiQt5oeEhLJrmZkY51+Lc7HNKODU/yGfNS/KQ\nsGj941oaJpPXvE7LoaYL1wUeNQrXa5IOnMfElfN4vV6LrhFn3q8H5Yuyo3HSOJhzaHnWn9kkXfNa\n05bfk+barnH9SCQi8kW+8RrasIqKCrl3amoKMzMzAgdlW+um/kz6mvTW8xGWycnJjHbQpJHmIfml\ne2uTb3odrqELPWtd0bjzGm0jtD5ovTLtqMaD12raRiIR2aNohzQtTJnRsFIuNQ2AR7aJ9oX08nq9\nFr3Wcqz3I65LPeW84+Pj23TH7/fLXLyf15l6pXVAw0r6kEf8rOfRdoL/mzZQ04I6zHm0To+NjcHr\n9VpwJ/80nJn2AcJD28Vi0qYdy6S3j3N84120NTU1IsisWVdTU4P19XU4nU6UlpaKOyQ7Oxt+vx9l\nZWUSqMpYlfLycnG7MfGCLtxYLCbJFXSFpNNpqaHkcDjgdDolkDQajUqwJZMeGMRZU1Mjgf9utxt3\n795FKBRCX1+fuGQY2MrkC2DriP/o0aPi+qSLo7i4WBIO2DpH39fS0oLR0VGUlpbKPx3ovHv3boyP\nj4vLmde0tLTAZrOJq6SxsVFcPS6XC42Njfjss8/Q1NQkR9IMJq6srJTaVaQ/5yDdGYQ9ODiIP/zD\nP0Rvb68E8LPd0vr6ugRWswWQy+WyBDfrAHHyiPQZHBzE7t27xZVF2urEBWArEJh4MdCcsDLYfvfu\n3fKb1+vF7t270dLSIgaQAbQMHt6/f7/0tdV1wVjfi7TRNc4oXzo5hHSNxWJS666qqgr79+8XGq+u\nrlrkZWhoSOSZ7loGfyeTSdnQcnNzJbhchzJQrinTVVVVkuSwurqKSGSrLhfjk6qqqiSJRre8Yl0p\nM9klnU4L/Vmzj0kDDEime4uyQl5QvzLpH4O/SSO/3y+B9lwrnU5jZGQEwWBQYmIYlJ9Op6VY89zc\nHL7zne9gfn5eXKCkM6vXs8Yca/6xQHNpaal0CGByB21RLBazJF10dHRgeHhYkhcAWPjEhB4mLOg5\nSB8WY6VetLS0YG1tTfSZODERQCeKUQ4ZskHbEAqFpD7a6uoq2traJImgsbERd+/exfPPP4+pqSlJ\ndGLC0eDgIBoaGoQ3Wtf4ORwO4zvf+Y7oCJNN1tbWJPmIMq9badHWU1fIh+9///vyAMkkLdbuGxwc\nxOHDh7G4uIiqqiq0tLTgyJEjmJ6eRl9fH3bv3i2JYUz4YMgBbfjw8DAOHTqEiYkJVFVVSa1HJrkw\nzpg2kPyuq6uTJB3q2tDQkMhncXEx/H4/7t69i2AwKPVGyWvOpW2Urt+o94tvfetb+OSTT8SukN+1\ntbVS99HpdEpfWcoAacokIup5VVWVJHdQhvWeeOjQISwvL2N1ddWS7MeEGNpy2iuGqDBZzOPxwOl0\nSrHvzs5ODAwMCI/4ua6uTnhOmWV7v3Q6LXBzr6CNZw/djY0N7N69G3V1dZIowRqWbInJZBvSk0lu\n1HVzH6Ds0T6zTRwA0UfNR95DGJ8kWXzNoYMz2aqEgZMUhhMnTkgLEbZR0QGRzO7hKZGeb2xsDI2N\njRgYGJB7uOlo5WBA89LSklzPwfsaGhos63ITiMViaGhoALAVh3Lu3DnLaRDXNAM5nc6t9jixWExa\nKhEX1pVLJBJobGzE5cuX5T5mChPPI0eOZAxIJg2rq6uxsrKCoqIiqTe0srKCpqYm2SRPnDghsOTn\n58t3ly9flt8YkBoIBNDU1ITx8XE0NDQgkUjgyJEjGBsbk6B/wuNyuSQIm+118vLy5DMzIXWzdL5B\nNTQ0WGios1RN3ujgV+Ibi8Vw4sQJVFRUSJ9YYKsFD/FmyxrSkbTPz88X+GOxmKWlk647yCbywFZR\nT9Z+0/DxhACAFN2mrDidToTDYXR1dcnaWp51yz7O0d/fvy042IRfZx3y3rGxMSQSCYv8sJAzv+O9\nhDUvL8+iCzqhgvh1dnZakhRIixMnToic6dZGO+nfiRMnMDAwIP2cV1ZWLDrHtSl7lC3WBNSyTN1h\nrA9lpKurC2NjYzIPceYDh9/vx+XLly3yq2sGUs4pt7QXly9fRmdnp7TDIp8o4/qEjnMQf50UQl3W\nweN8IdOJB+T30tISxsfHBR7COzY2Br/fL/Fn5APwKDmMsk39XFlZkYc7rYeEXdOyqalJZI/482/i\nSzqw7iJP0khPyijnojwBj4LnXS4XGhoaLAHyWuZpI/Lz8y26UlRUZGlleOTIEUliIG5+vx8DAwNC\np3Pnzm2r3Uh5ZSIA5+3v7xf7TZj4sKNttcZJ19LT/0ciEXR1dW273+l0oqmpCXl5eSKr4+Pj22SA\nCSqaxma9Oo0TZZD4kIcDAwPIy8uTvYfyqO0VqytwHcoW5+P1+rOuu0kaaJyAR/sdYeOaOmGDe0dT\nU5OlxqW5Z+oT0XA4DKfTuW0foOx1dnZiZmZG6vxRZrRecGSq1/efHd/4Bzzdr7KiokICGnVWEp/C\nE4mECDMFmw9+O823tPSoR6TuAQhA+hFOT09bevvxuJZzc01z5OfnW3rLElb2NOQ8IyMj4rLUDdgJ\n182bN7GysoKjR4+KQhJOzkFaAFtvP7q/I3t4ZpqbfQ51L0fdV5CGXtO4oaEBTU1N0u9U9xrVNKYy\n8OFW9xFsaGjAF198IXTUa7Lvp255o40xaUUe6mH2njV702r6kA5VVVXbaKPxMtciHnwAo/GmfGra\nm65oPvRzmPTXeHD9pqYm4aHuhaxpDWCbnHMOrpNpDs1v0kn3B9V9m3VPVA4daA5gW9/diooK+Hy+\nbT2hSWfymevoa0z9072KNY7kMb9nj0lT/6nDPOUgP3QfVT2nxjk/P190nw+WtDEmP8y+wLwnFAph\nZmbG0rc4U49QEy/iQ3gaGhrgdD7qgU0+U65qamokSD6THOrexbyP/Z/5+9LSEn7rt35Lyv8UFRXh\n7NmzOH369DY91LTWn0kXrU+8T9sl8t/kl+49zIdK0pxwU/9oV9k3lQ+9pD9tkKkruhpDQ0MDpqen\nLX2nCT/p7fV6LXuP7mdO26XpTH2nvdT3knfks4ZH/09a1NbWWu7XMqnpRttKndc46r1K99QFYHlZ\n1vdpO6L7mps2Reun2XPapLWWV23/zF7E+vud1uThBHmmbbbT6bRczxcZ7sl8MTL3Ad4TCoWQn5+P\n2tpagcfpdFrkWNNsaWkJPT09eFzjG/+A98EHH8ibDI/Yi4qKcOnSJUt6tnmawDdNfaKjvwuHw/IU\nf/78eYTDYXnw4JuNvmZwcBBOp1NOZfjkr8ui8Fr+3dXVhXA4LPMwJiocDiMWiwmssVgM/f39OHHi\nBM6ePWuJMdM1zM6fP295C9Nv0VqofD6fvAn19PRIM/j+/n6JiWBbG2bB8e2INdh4gqAfRvSJD99U\nenp65JSAKfyk4dTUlBhWjStP8M6dOwfA+pDQ39+fscMBMwAJLwCRCQBy0kSl5vXaqPB74js4OIil\npa3G3WfPnhXaUUkpV5yXp66XLl1CRUUFzp07h6amJoTDYTQ1NeHmzZuCo87+JY/C4bCFhoSpv79f\n6K9lDdgyaJQXjpWVFYyNjVnkmfTn/adPn8alS5fk1JXXksdVVVWyDuVex48Qb9Lp2LFjoneUc54u\n6bdWzkvcSDO+PevTMk0rwk6Z1npDnLgW1zh9+rTQgWsR1p6eHpFD1kk7e/as0JV6rE+feGoYiWx1\ncTh27JjQnZvhzZs30dPTA6/XK/NpnElHLdPUa8o39XdwcNASD8qh56Aes8xILLZVJmVmZkb0mSdF\n5JkpGz09PRabQlxPnTqFixcvCk9ND8bFixfFHk1NTeH06dMWmdCwU9f4mfoQDocxOTkp8BMWbRto\nozXOhJ/8pF6T5isrK7h06ZJcT7vKE5329nbxlAwMDGB6enqbl0avDQDT09M4d+6c2BjKIWlLWugS\nI9oWcS7KmqZXJBKRPUrbYfNBTv+tT9kI45UrVyz8pL2k7gwODsppI/Va46h1XK9bVVVlmVd7tnjP\nwMCA0Jmwav2jrdH3EAZ9Ek1d5mdtjwkvB+l56dIly5qkC09ICbup006nE729vYI76av3ZMqM3gco\ne6QFAJw7d86ij5qPWm8f5/jGP+ABEDfLpUuXJEZLGyQ9+BaiXbo0HgxYbWxslHspeJyPDwr6Ya2q\nqsry0ARA4pb0E7xen8MMHja/05sBTzt0EKfp0tPr9Pf3i8tIG3AOv99vUVg9r9/vtzxEUYk0XpoO\nJuz8X68bCAQshpq/VVRUyIMYjWZnZ6clKNUMEud3OtHCdL9mup5uUMBqdPm3CSuHDtYeHx+Hz+eD\n3++Xt2WTDtPT0xJnw3n40GDir2mnH7QIkxnkrx+4zbV10kcmnhMX6ojf79/mNtW805trJlnVtGGi\nk75WB2SbdOWDVaah9Us/DJH+Jiw6QUDjyGQjrsW1M9HGpCsD3mlfNGyZ5IzX+nw+zMzMyGZv8kLf\nX11djcnJSYt8aRi1vJn0IW942kBZm5mZseizPgmhi4nzZZpb05GD9oSfgS0Z58MY6c2NWc+p5UjT\nWOsGXZ68T9/v9/tlw+XLN221tiHUqUx7AGWG9DITKfggwKFlWLsUTdiY+FNUVCT80nazuroaPT09\n4r4Ph8OSoMTftZuxsbHRYutMVyzXzLQXTU9PC3zV1dUCM+WSv83MzGyTYZ2wxL81r6g7+mFR220O\n0plJFSbPSUuuo8MsKA+0rfys59lpmAkMvIe6wXl20mlNVz2XSSedXKMTjrhmOByW0A/zxUm/OD+u\n8Y3PogUeZcRQaMwsWj3GxsYkI2hsbEwUW2fpMLuL1wOPMqPM7FEzA09vxoRLZyaZf5tZtPyOQxuh\n6elpyQbSjekzvRUQzp2yaPmbzmLS2VukAX/Xm3emLFoTdjNLinNkyqKlYSI+5kknvzdHpqzYTJm5\n5vXEk7gQB90Q3My0Jl1oHEgjE28OM4sWePSQauKv5+DGpWHiMGUt09rkS6YMQ40LdURn0Zrz7ZRF\nm2k+wJpFy8EHWjMbT2fRZhrmqTeHfkjWsOgMRo2jxkPjmYk2Jl3NjDst25nu/zpZtBpGzs3sPP6t\n4dFZqeYc/I0nYISXWbRangEIPTT+OotWD5PPmk9mFi0f8sws2kx0zZRFS7wzZdHyOm17tK3WNoT2\nMRKJiHxr3pBvXEf/rsNkAKvcmTJq6ormO+2Jthfc5HU2sOa3zqLld1pHdtJ3bYOBR6EJXFdn0WrY\ndRatia/Wq0xZtHrv0XbbpDPx0POYMJt7qs54NbNfTbqbw5RX8mFyclL4nSmLNtMcJq0z7QNmFi3n\n1J+pF/+VWbRZzOz4Jo6srKz0m2++KTEnf//3fy++e749c+gjbT5F83h4cHAQ09PTCIVC+OKLL/DS\nSy/J0bC+lm6GL774AqFQCFNTU5ient4W+6fXczqd+OUvfwngUfo9hcZ8I9GuDP5NuIDtbynmcT1P\nO6amptDR0YFf/OIXEhdixqJpt1tDQ4O0VeLQLrrp6WlpvcS3sV/84hfbYtCmp6clkeWFF16wvHUC\nj461ST/icPHiRbzwwgsAIEfxV65cQXt7u1zD/7/44guJwSP8mgeEg39TOfUxv+nu0G5ozkc5mp6e\nxnPPPWfBg/Pz7U67fanU5KN2o3Au0k7PpfGjbFGGSVeT72bSjh7Xrl2zxCFxDs5J2l28eBE//OEP\nRcb10DL9xRdfoK2tTXhNWBlzQnnx+Xy4du2anDZrfACgo6PD4qI1Zd/EkfeTvqaLU7uyCBv/5rXa\n1aRx1LFMhEvrsD6NJJ01X/R8xJWy8vbbb+P1118X/pHfpm0y+a/de2b8ooZbn4qZLqvu7m68+uqr\n22KNqH96HR0XRlj0/OSVlsWXXnoJkUgEP/jBD/Dnf/7nct8LL7yA27dvW+QdeHS6Rt2lXrz77rt4\n4YUXBN++vj4cPXrUIgNTU1P47d/+bfz1X/+1Rce1rlRVVaG7uxvvvvsuLl68CKfTiZ/97Gf4/d//\nfbmG/ycSCfT19eGnP/0p/uzP/mybvhLuRCKBtrY2seGRSAR/+Zd/iZdffln06bnnnkMsFrPMrfnI\nQd0jHm1tbRbZo5xqtzTtjd53dBhKpr1oZGQEv/d7v7ftXs1Xp9OJt99+G2+++aZFBhhnmcmtTl2g\nLPCzjo2lbC0vLws8Wt403JnsJABcvHhRYvtYcULbFj0HdTOTHdC0XV5eFp2sqqrCu+++i6NHj6Kq\nqkru1fuzhlF/p+0BAAvPGZd59OhRy96mdZv3tLW14Qc/+AHS6XRWRuX+Dcc3/gGPcTA8PmYcA7Oy\ngK1YNwZnMg5Kx8jpLEZmhuosGJ3Zo2NAzPgpHU/A2ArtYjPHiRMncObMGcuD3pEjRySWQx+HA7DE\nGgDAqVOnJG5EZ5wBjzJG+Ran79PunUgkIkGljHkjzXRsGWnEHruaToy/YezDqVOn8JOf/ETivJh5\nSPcK76WCnjp1Cjdv3rRkub766qt45513ADyK+eF9Ol6Dg3MRXtJNv72S56Yh1sZT04fZqV6vF2fO\nnLHQhngxrtPMGjx16pTEZOg4L9Ihk9tTxydymPTXeDCg/MyZMzh27JisrWWSNCMd9fembOuMZLob\nSB9eT8Ot8dLuM70+YM36BR65MUh/uk0Yn6Npcfr0aeGzjsHj76b+UWa5BmEmDvxebw7UUcp/IpEQ\nWdZdNigjx44dkzk1zszgpY6+/vrrePvtty3rArBk8HLwHsoM+aBjDPULhsZL6xLhaW9vl3gx0pkJ\nJKSLqYdaDokT5evy5csW1zHj9n7605/ijTfeEHpyXlMPNa31Z9rJI0eOiD4xDITzkec6jlTbEdKo\ns7MT+fn5QnNm8FNOaVedTie6urpw9OhRvP322yKT9fX1uHnz5jZd0dnd9fX1IiOMHSX8eXl5EtOn\nY5NJA4a1cK5wOCz2m/R87bXXJHaQw4zB03rH/xmH+OKLL6Kvr0/u5/za7oTDYbz++ut45513RH40\nXHqvMmMJ9UOrvk/bEZ3BqnlFGaR+6lhb8pnzUZd1TK2ex7SlGm7Op9ekDut4X8rVq6++iitXrsgc\nZvwLTC7iAAAgAElEQVQo5zT3Aa5x6tQpTE5O4sUXX8Tf/d3fWXIAzAOZpqYmiYV/XA94/y1i8BhL\nBzzKXNUGiVk4VBYelessRwDis6eyA49KrOiNpqioyBJHwnt1zJ1en5sQr6XBrKiokI2Zm5zX68Wx\nY8csLgPOefToUUsZCsZAVFdXS7ZWTU0NpqenJT6M35txUHl5eZIpyLX4IEaa6XIxDDJlMH1eXp5s\n3sSB1wHAsWPHJA6GMDCWkXFfACSTjTBwbr15FxUVIRAISPaf1+uV9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u6+3t3d/f92d3d/\n+tZbb8382gn+D43u7u63Dh8+DK/Xi+XlZWxsbEhv0/n5eaTTaeTk5IjrNhKJoLKyEqlUCul0GtnZ\n2Uin0yguLpYjW35HV9CdO3fkKF0/SGVnZyM3Nxe5ubmIRqMW4aBbgZm7S0tLcm1OTg7sdjs2NjYw\nPDyMvXv3oqSkBBsbG8jNzZV5tHtIu0dzcnIwOzuLZDKJyspKpNNpWTcnJwfZ2dnwer3IycnB8vIy\nnnnmGWxsbCAnJ0f+0e1L+jidTiwuLmJpaQlutxs5OTkoKSnB/fv3xR1TWFgIu92OxcVFpNNp+Hw+\nZGdny71+v19cKKFQSHpdrq2toaysDDk5OXKSQTcs4Q2FQrDZbFhcXITX60U0GkV1dbXQTV8LAG63\nW1wpe/bsQSqVgtvthtPpRDqdlr9Ji9zcXDx48ED4Sjz5Jl5UVCS/04VO2tbU1KC6uhpra2tCe02j\nwsJCuFwu4Tf5zI23vr4eWVlZ4nYnHuQXXRUOh0O+5xF/SUkJIpEIHA4HAoEASkpKpCenvnZxcREH\nDhxAaWkpFhcXBQbtwuEcBw4cQDqdRlZWFux2O3w+H6anp0UPSC/eT9miq4NuNW3EiMvKyopFlsk7\nuhBzc3NRXV2NRCIhcldSUgKHwyHGli5XurMoK5WVlcjPz4fX68WvfvUry1rUP+o5aZSVlSU2wel0\nwm63W+SDrqni4mLk5OSILhGOQCCA+fl5pFIpi06WlJTIPIFAANFoFHv37pWwhbW1NYusk5YMmygp\nKYHL5RK94D/aKL488B7zOs6RSCTkASaVSonclpSUiCuIeuD3+5GVlSU2kPymLtBFFQwGZf6f/OQn\n+PGPf4yNjQ1UV1cjOzsbqVQKdXV1uHPnDr797W9jcnJS4GI9NcqmDkVh2IvW00AggOXlZbhcLszO\nzuKZZ57B/Py84Es9yM/Px/3794WOvF/r0eHDh6WsB+UqlUpZQmUoy4FAAHv27MHw8DByc3PFjcoQ\nHtqxAwcOiA2njGqbePjwYWRlZSGdTgtNaftpS/gvOzt7Gx6EJysrC4uLixa50vcRZ8pypr3I6/Xi\n2WefxerqKtbW1jA7O4vKykq4XC6xM7pCAffA4uJimZOyzf2Jazx48AALCwvIy8vD7OwsHA4HiouL\nkZ+fL63P8vLyMDExYdF3yjLhd7lcWFlZQW5uruiuxi0UCmFtbU14xM96L5qYmBB7lkqlUF9fL7Zy\nY2NDXpL4ANba2oqPPvoIbrcbJSUlcLvdcv3y8jLu3LkjNo/2ljobjUZx8OBB4aveB0xbHQqFsLGx\nId/rfULz8sGDBxgZGXlsLtqvlUWblZU1DSCUTqcTWVlZvQA+ALAC4P9Jp9NHvvru/3ND18HjG9dv\nUgfPrAGkv9OlHfi3zlzUrhneSyHeqQ6eTogArFljZvadDtLkWp2dnThz5sy2Uw66aQBY3j50jFmm\nOng8oTp16hQAWHoE7lQHT9ei0nTQmVnMrtL1rXaqg9fU1GQpS0Netre3W+rgaXy/bh08nWHlVxl7\n2mVpZr/pemKZ6uDxBHGnOng85WEdNF0fioOw69pMALZlcWocNC6UtVOnTiGRSMhJr8Z18j96QlKe\n9akEM+DodtL10chjM3ONbjnymnhrOumaaYSDpwQcuiaczoDk27euUUXYtH5Tps3Txkx18JhBRzx0\n2MKlS5dEDpnRyaw9yrI+2aIeU0+ZeZvptPU3rYNHvdbZ58RJu3A59Bw6y5N6wTp41GfiZPJMVx/Q\nAeAul0vCDLR8aT0ZHx/Hm2++aclE1fCbsJuZoNQH6gbhz1QHT9dbI87aRUkd3akOng7FId9YB4/y\n87+zDh5lzaw2wFNT7WbVp7SchzKrbXB1dbWlDh69CrpcDfX8N6mDx3Upwxof0ox1P3nK9lV18Mx1\nCAP159fVwSO8HKSnDvHRdKGckSamTre3t2+rg6f3dq3rv0kdPLPLiNbbqampx5ZF+7VO8Lq7u7vT\n6fRbWVlZeQD+J4D/kU6nw93d3f/fW2+99T8fByD/FaO7u/uthw8foq6uDm63Gzdu3EAymURzczPu\n3bsHu92OwsJChMNh3L17VxIN/H4/1tbW4HA4kJubiwsXLuDhw4fweDyIRqNyikTDf/78edjtdng8\nHjgcDoyMjCAUCokQxWIxeDwelJeXI5lMIhwOIxQKwev1ykkBADlOt9lsiMVisNls2x4COTewVVT4\n4cOHcDgciEQiOHToEOLxuOCfSqWQTCZRXl6OaDSKWCyG4eFhDA4OorOzE9evX0dHRwfee+89VFVV\nobCwEIWFhYhEIrh16xaefvppbG5uIpVKIR6PI5lMyjVFRUWIRqPweDwSZMxgWeJ1/fp1hEIhuFwu\nXL16FfF4HHa7HTU1NVhfX0c0GhX6FxYWIhgMYm1tDdFoFHNzc6iqqkI0GkVNTQ2uXbsmcyeTSdhs\nNqHb3NwcmpubceXKFczNzWFzcxN9fX1ob29HOBxGPB5HVVUVysvLYbfbEYlEUFhYiGg0isHBQTx8\n+BA2m0346nA4UFhYKPxKJpNSz2pzcxORSAQejwd2u13mJ13IR9KIMIVCIfT09IgBKy8vx/r6OnJz\nc+FwOHD16lXcuXMHm5ubFhgikQju3LmDO3fuIBQKCT9ptJPJpPCrqmqr4XcwGEQymcT8/DyGh4fF\nENHw37hxQ2Syr68P0WgU8Xgct27dEjkvKyuDzWbDgQMH4HA4sLa2hr6+PtmAtUzb7XY5VSWv7969\ni7m5Ody6dQvBYBCxWAypVEpkORaLYWJiwqIrwNZD+tramtCfxnlwcFDgjMfjCIVCuHr1KlZXVzE3\nN4fV1VUMDg5KdxMGoHMtj8cjekcalZWV4caNG4IHAOEpZY84HDp0CGtraygvLxdZ7ujokDpsTA7o\n6elBU1OTzEOa2mw20cHCwkLs2bMHa2trkszj8XhQWFiIvr4+NDU1YWRkRORqcnIShYWFGB4ehsPh\nED4Eg0EAj+I0KYOcg7qSm5srm97Q0BCeeuopTE5Oij4nk0k5UecJjN1uR19fH3bv3i1ySNrfunUL\nx44dw8bGhmx+jY2NuH79OuLxOFpbW2Gz2VBQUID5+XkAQGFhIZqbm7G5uYmhoSGxG1o3R0ZG5HM0\nGkV9fT3W19dx9epVFBYWor6+HvF4XPAlPVtaWnDt2jXhO+GnfYrFtmpKMgmtvLwcBQUFsNlsGBkZ\nwerqquiV3W5HfX09GhoacPHiRcRiW3G5FRUVGBoaElu7uroqYSzcW/Lz8y02cXNzU3AZHh6W70Oh\nkOw9HNFoVPCYmJiAx+MR+x0MBmGz2RCPxzE6OopAIIDNzU3hHeU3FovB4XBYAvepXz09PXj++efR\n29sr66ZSKYyMjGBzcxPhcBirq6vweDzYs2cPbDabRQZoK5uamuQhh+tyH1xbWwOwdWp/4cIFHD16\nVPgyPz+PaDRqsV91dXW4cOECgsGg6JXH45EXJa7hcDhw48YNtLS04B/+4R8QDAZRX18vnwOBgMgU\n1+CLyerqKiYmJmQ+6k9paSmSyaQkwmxubsrJeG9vL5qbm+F2u7G8vIz3338fDx8+FHtL+GmDM+0D\nlIPh4WHEYjGUl5djcnJS4OPg9byH8Zf/u5MsprOysloBPA3g39Lp9MOsrKx8AA8fBxD/lcPlcsmm\nyoel5eVly+kS3x75dL2ysiInAfr4mBtkXl6eJUhT/x4IBGQD1G/h+s1Pr83vgC1DzbXNJ30d3GvC\nzTdCxr3pk0Wurb9PJBJYWVmxvP1pePidLiSpA48BWGjgdDoFbj108Lp+w9RBtRonjTsTSoiXnisW\ni0m8XCSy1WpqaWnJcppF13cisdVWSd/L9XStIr6lsnCrrhWl+cf7mSjC+zOdwpJGxEWfUpBXek5+\n1m+JZkKFKUf6Wo0b5ZnfU36Kioq2XW8maGieUFY0jJloYsKcSfb5dqx/0/cD2CZHLCyq6/Vp2Elf\nrktdN09aNG30/zpAmkH9moYMzNZwEQ7KpI7N0skfml7URcqJpq+upaW/1/Dr0yktK9XV1ZIkwaH1\nORaLWWJ6SUcND78z79OyTT3SwfV+v1/keWVlRa7R8qLhWl5eFh0jnJpX5vqkL+Ewk3pIOwbik16k\nv5ZJulL/f/bePibOK80X/BXcBYoYylSNjQOFXQTwuGrKQCBrcGjawY6cdA8Zj8by/Sd3vZPsla52\nV1nFrV1t3zvaGzNXq3tn72qSuZldabU78Y6lnpZuhpl4Jt2dpdO4M3ZMPBsIlk3ZbmgKgwm4Y0oU\ndlwm/nj3j/Lv4fceCrfvND1f6yNZLqre95znPF/nnOc8H/y7paXFxwMa8FMo+KiiosIHN38jv2Wz\n2VXPPIwHXSsQ5+daolUm1NLm6gHCoN/pWqSBMxw3EonYmIovl4cJk76vcgOs6BW6ztAlhXiiXtT1\nis8p/dmPwtPU1OTT1+5n6n7Ve+xb5culn9KN/ZCGpGs0GvWtszp/DaJx1wGFh/zn3ra4qYDc25n1\naI+aB+9/APCnAH4HwL958F0vgL9eV2h+Cc2NDl0r9xqbWzSb15kaXceowkLjaMFyRnzps4XG5zN6\nDZJO+wutr5UjR3MzsbYjo7/Gx8d9Gw937LXyZ2nxa2BlYdb3FQc/rx8dT3GxVk6kdDrtyyXI7Ova\nNPJJx9Hi0/zNhY9/6xWR4tqNYnZprQWw3aaRd8RfoTx1pBWditl4gnNhdRufoUl/rd/ZmCes0NWA\njkOcaOH5Qn2vxf+F+gTy83ILif+8Pgs1N3caeeVh8rFWv6wqwVaouPhaeQjd79fiB/ZD+SHPK34L\nwcd5ujJb6O+1YGQjH049qNBz9erVVfLswuSORznSsdxgGVfWChWbB/y5O91C7WyubnBlm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bUHAxIO6j0agPfvav+FcB5nzU/K7404g5fZ59FaITlYXSwH2Wxbh5fcTvyKcufV3eUhhU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\nXHKPR53G9sptsKfSimXX//tcdPHixUX0dV3wPtPsW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PggYFcKmrmslNNPx8P78XFAk3K6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\n0Xf3a4wT46O7PjbmDXjEZ5+L6KO7uzscn/scGtum/fv3B5ki0rqvry/Y7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vf/e/X+I/9M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TE2Zs+QCo/6u88eFCecOhBlJxIa7cyHt7e+13PpAuLS0F5HlpaSlA9/b2dty7dw9vv/023nzz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XoVKJZ8B3YzVCjIJvsQDoet/wRtzc3NRX5+vrXT0NCAdDqNhYUFNDU1YXl52Qee\nXFVVhcHBQXzjG9+wJNp8SyctnudZ/7e2tlBZWYm8vDzjC+lh2inSquCnRUVFBl2xsbFhYKaNjY0G\ntkt5Zr9Yx+rqKs6dO4fR0VGUlpYCgLWbTqetbbbDevgbjyL4zOrqql1XcE/qjud5yM3NNZnXsSdA\nL4F+CTCqfqup1C54KPXX1RHS4HmefWcfST91orKy0mSVfXjy5InpNeUqFotZKqqamhqfrq6urlr6\nOPYLAObn57GwsIBjx47h008/xW9/+1scPHjQ5FIBj+fn5y3NFfWDu3vahsq41hEO7/gHdnR0IJ1O\n48SJExgaGkJVVZXxcGFhAb/97W9RVLSTqeHTTz81vVbZcAGumQJqeXnZUkQxzVJxcTE2NjbQ0NCA\njz76yJ5taWkx8F72N0g3CXyrgPPl5eWmZ6yPY04doozx1EJl7/jx4ygsLMRHH32ETCaDhoYG39gD\nsPtjsRhKS0stjVs6nUZpaSmGhoZ8ssn0YMBOGsfS0lLLQkDgerXzlC3tP8cvk8kY0DvlsLi42DdH\n5OXlIRKJmH3Z2try6R9tIeVW56J0Oo3Dhw9jcHAQCwsLaGhoMBtN+SRdx44d28MbypzORQBsniPN\nTG3meR56e3sxMjKC8fFxtLe3G/iy53k2l7FNtlNTU2M2Ijc3F6urqwbUnZ2dbWMbi8XsM/Va51im\nRSM/CdTNcaZdLy0tNf2iLb969arJUl5eni95APk5Pj6OsrIyn23ReYCyVFxcjNnZWdTU1BgAO+U5\nSG/Z5y8L6PiZX+ARU8fzdnKV0tl2cXHRGNrd3Y2jR48iGo3i0aNHCIVCJozAbvqjpaUlXwoY5j5t\nbW3FysqKT0ipzCdOnLBnKawNDQ2WoYEKyxx1+rmzsxOffPKJTfDl5eVmhLXu4uJiu4f5J9PpNHp7\ne7G2tgZgJ5VYRUUFsrOzLVsGcxtWVFRgbm7OJtnGxkbf4qCurg719fUYGRmxe9iHTCZjqN9UlEwm\ng7q6OjNQCwsLOHfunCG79/T04KOPPsK5c+cwNzeH7u5uhEIhRCIR4zEnCfpyEF2di8eXXnoJv/nN\nb1BeXm5GgW02NDTYwqSyshKVlZVWF+ll3lXyMBQKWaoqTsrqH8MFEPlDWru7u1FbW4s7d+7Ywqe7\nuxtzc3NoaGjA0aNHkZWVZW2FQiEcPHgQzc3NvrfdcDiMhoYGbG1tWT82NjZsQcaFD1Pu8JrneTZe\n0WjUZC0c3sE2O3r0KD755BOcOXPGxl3vI35YZWWlT85LS0uRTqcRj8cxOTlpC/5oNGqLBco0/e44\n8dTU1CASiaC4uBh1dXVYWlpCVVWVybryPB6PY2VlxfrD9sn/aDSK+vp6FBYW+sYzlUrh3LlzKC0t\ntXaIOcVFqqt/3d3dWFlZMdrZRy5keF9VVZXJS01Njcn/5OSkLQxDoRDKysoQCoXsxXFhYQFnzpyx\nOquqqlBXV4d0Oo3Ozk6sra2hoaEBc3NzeO2113Djxg1UV1f/f+y9bWyTWZo2eJks+aokTpyiEhwb\nbBLzkrQhqYTmo2iaCp1O14zopiVUs9K0VFLVr9Guerdm/uzsK70q6D+vZn/0tFQrzfzpqu1aMS29\nDPWhhuqaAGF6EnBlVA5GwQ4MJg4B46RJnnFCiHFSxPsjdd25n5PHgephtlvMHAnh2Oc55z731znP\nub8EnvLycsFjc3OzyHRDQwPu3bsnGybpQFjJ35RNjmFZlugrHvD37t2Lrq4uVFRUiDwHg0HxcSJP\naN4gHxL3XBP5ixV4qIfq6+uRSCTwZ3/2Z7h48SLC4TAWFhbkAGPKocY1P3s8HjQ0NCCbzaKzsxPx\neFxwx/GIB+bBo34gz3EdTU1N2L59u/i9ejwe7NixA1NTU1LthXrV7XajtbUVoVAIIyMjqKiowK5d\nu9DW1oaJiQmhC/ktEAiITm1ra5PDSjgcFh3Z2dmJrVu3YmxsTF4kqUtIP+ab27Rpk+w/1N/E5x/9\n0R+hUCggHo8LrYlLj8cjupDj673o0KFDeOWVV/Dll1/KHtHd3Y0NGzbY9M709DR+8IMf4F/+5V9E\n5gOBgByEuD81NjbaDuXl5eW2l6q9e/fKAaq0tFTknHtlY2OjjVb0sxsbG8OuXbtkHu4llZWVgp/p\n6WnR8aSvHsfUpZWVlcjlcgLz3r17hQ8DgQAymQwWFhbQ1NQkMk3d+t3vfheFQkHWTnzyIEsYzX2A\nvNfd3Y2amhq88sorcqMYCAQQj8eFj7Xc8tD3nwe8p2gnTpw4Pj8/j+7ubjnVl5SUCKOTaRcXF1Eo\nFOByuaRUCw8ItP3rN1ZGH/FwRN8InYBUlwfis7W1taivr8fi4qIohurqauTzeWGW1tZWbN68Wb6r\nrKwUZuVbTG1trW3s+vp6VFZW4qWXXkJNTY0Ih8ezUgaL9Vynp6dlLa2trRgbG8N3v/td3Lp1SzZ9\nbrxcp8/nExi5Ofp8Prz00kuYm5tDKBRCOp3GwYMH8ejRI1RWViIUCqGtrQ0PHz4EsLIpl5SUyC3M\nrl27MD8/j61bt6KmpgaLi4s2AdZzAysHIyqS9vZ2zM3NoaGhAffv35e3Wp3UuaqqCjMzK7Udv/zy\nS6TTaTncs+wPxyYOz549i9dff114h/15ENdKPZ1Oy1iLi4soKytDTU2NKIGqqiobX5WUlIgiGRkZ\nQVNTE+rq6uDxeLB161ZbiTwT9/rGiwenQCAg/MA1kB8zmYzwIYum8zBSVlaGfD4vG5dORq3H2LRp\nE6qrq7F582aEw2HcuXNH+pK3NE/zt9bWVlRWVq7x2yGPALDxbS6Xk1tz8v/u3btRVlYmm2dLSwt+\n+9vfIpPJwLIs4c/a2lqUlJQIrqqrq5HJZNDe3o6amho56LNMUSgUErkjjsjXVLqUe/ILFfLMzAy2\nb9+OsrIymbeyshJdXV2YmZkRXvJ6vSJbHAeA3JiPjY3JTVJNTQ3KysqEfuQt4pFzVFZWIh6PY9eu\nXVL6SD/DPlp+OQbpyAMIf2toaMBvf/tbkWfyCl9cydvkDb6YUG44/oMHD1AoFJDP57F79248fPhQ\nZIN6gDqBByCumTzBAz9fJPi5pKQEXV1duHPnDkpKSpDL5WSz5XjV1dUYGBjAsWPHkEqlRBdoPUIc\ntbS0wO12S0nC7du344UXXpBygdSroVAIXV1d+OY3v4lLly4Jv1JeWW6PskKLSiaTQV1dnU0n7tix\nQ3zAeNjhSw33HtJvZmYG3/rWt3D16lWhLaOvq6ur5dDx4MED20uS3ne4fqe9KJfL4dVXX8XU1JTs\nETw8Li4uCq+GQiHU1NTghRdeEBySN8jb3J8o/16vV/iN+gEAtm7dKnTh7RsPedTlukIH91HOwzko\n28QPacTP27dvl3F447tjxw6Mjo6KvHM83TweD771rW/h888/x65du7B9+3abvHs8HtE9IyMjOHDg\ngG3/TafTOHDggOwD9+/ft8lZKBQS3ti6dasEupGftczyGb68PqsD3nMfZAGs5Cdi9mjLstDW1obx\n8fE1Dq48zNGhlrdFZBqak+j8Ctidb3nbk0qlxFTAxt/o58L59Pja58Yp1xThd4ILWPET0r5PfG58\nfNyW0oU+CqlUCnfu3HHMy8N1MoO4mTNJw8NxtM8XxyWszINnWZbkWbp7965tvM7OThsuiSc9NnMN\nMT8RYaVCow+Hhp/f8UZO/838WYcPH5Y1kU4az9rPj/TV/KPXoX2ZyGeci3m12tvbMT4+biuqrvPg\ncWyzzJCmofb/Yn8+y/VrHmAjDCbP6oOZLrIeCAQwPDy8xsFc87ST8znHJH14gND8rtcDrMoT6UPY\nNV34myl3yWTSlvpBy5HmJ66dRenNNAqahpxD6wT+Rnkz/QT1OGYePPI8A7rMw7D5P7Ba3aCY3JuN\n35P+ZqoeLU8ah4w2JM+aOkvLlh6f+oSyQbxOTEzY5KKtrU0+a7kkXbRc1tfXi57gGKauIj5MnJjR\nnqFQCHfu3MHs7KzgkTigLGva8sVKy6sOktGyolOlMI8qdYx+gdL6wtQdhJs6TcsF9S+wqsfJD3xO\n879et7kXpVKpNTrXSZ9XV1fbeEDrY7OvpoHWe0NDQ2hvbxe6OMkl91GNH60LzDmIH77oaT2pP5MW\nnEvPyfH5P19enXBCumoZNmHU54j16BKJRNbsbea+a1nOlWn+Le0/RJDFk9qTEhA+KSHi181dU6z/\neskanRKbmgkt12s6iaS5Hqfkm07Osl+3FUtiasLk9Nt6CUCf1Bew11Mt1oiLf4uDq1PianMOwqAT\nBLNRETHpq9NYZkJYp2bW6ARgSwSsAzVMPK0HnznHk2SB8JrJRIsl034a2SGdiAc+o/934msnuDRM\nHLtYP352kpdicJsyaT67Hq/o5/UcTglg15P99fBQjL5O63Gaw1yTHu9p9eDTJKXVeHpScuCvM9bX\nhUfzldlP/+00hnl4Ap4OR+vB86S1FGvF5NCUpWLPmZ+fdj62p9lbn6Srvy481AsmPr/ufv60Om+9\nggFm7fT/v9pzf8DTt2LrRa3yN12Ljs0pikyPaxYQZlQko3F0pFIoFFoTvcU+rF7B7xjhA9iLa5Np\nzQziZmOEF5uOsiTcHNNpzWx8Q9fN5/PZIop0X6ds5WbklBY6J3ywTUxMSNStPqD4/X5bPx2RqaPo\nnMbXkXkah8WUkFkFRUeXmpGewCqeNY6A4hnQNVw6ctOEXePM7GNGbmk+ddowdOSZOYbZzMg9k6f1\neCZdOaZWmvp5rq9Y5Bp/M2EjTznhVx9sneYyI8PZnGTf7M95ddMHsGLRoubY5GnC6DQXYI+g1DTT\n0evF4C12U+P3+9fAY0YxOsHihD+nqHbAGRe8gdO6rFi1DTMquVhjpRvS2QlfDCbT8Oji7ywKb8oJ\ndfKWLVtsG7TJd2xmHzYdfWuuxYz+1uNq/a11sKalExxOe5GTbHM8EwbNm4xWdpJBwpVMJm2XADoK\n2ITPKfOEhlU/Y0YXm/3X48NiLZVKFYXNbOPj48I3T6p4Y+4Deg0tLS1S07bYGYR9n/al5Wnbc2+i\n1VfpFIy5uTlJCAmsFhRnsmM+R/u/vvIH7GYk7evAZ3gFrK+MeV3L3DzRaFQc5tmPDv5sOpFrR0fH\nms1fz8tEnvqa10zOyaSnN2/elOtx5vDRjKWzetNRm4kl2c/ME6aTvtLvxEw2q5/V37W0tKC/vx+h\n0GrBaJ3Il/2BlcLiHo/HVveR8NI0QBzr5KMmP0xMTKCjo8NGa2C1QgJh1aYDvQaut6WlRfBEXtI5\nmsyku6FQCH19fUKrzs5ODA8PCy+YvAbAxiemqUSbHExTEB3nTZ6iLLA/16vNlDrCTZsbNA7N+QgP\n5Ym0sixLkpzqzYkBACZ8TvAS15ouHNusWmDCyc8tLS02mN1ut03mOE9XV5cNH+RnzQcaN1yvxgvH\n0fKhTaxm3VLTfEfdNDMzg87OTpw/f37NxmBZliOPO+kryjNlh0l1qQPoo2YmD2cffm9WFgBWIjG1\nvJtJaNn4rKnnANgilIEVnte4aWlpkb/N5O9aH5u6l3Qw887pPcBMCq/npY6gDjLxzAAPrlfnMSO/\nkbeo6zRtzNxv1LdDQ0O2OrfkQbpOaH2tn9ff6b0IAK5du2bTU7r2K3nVslbrZOt9Q+PbNK2b62PT\nCZN7enowPDy8Jpedabo2dQT5icmINY34WefDJM/qNdF0qvcKPQ71N/MlEif19fWYm5uzrVtXCWHu\nR6d9QNOAc2tam3uuxufXuSl9Unvub/BMcwuR6nTrND4+vuatl34a+ipb5/Th89qcYppZzL7mLYDu\now8a6135ms8BqzUEOYe+ydDrNE1VxcxU5luZ7qdx8DQMqc1sTr/ptzGzj66NSAVy9+7dNf2Ie9P0\nZ8KnzbJOplETZ05X9npD0XjSJgGTn/Q8ek3mcybsTmYGbabSeDX51OShmzdv2nhAmzf1vLquouZJ\nJ542YSafmWNqkzxxoddczERDeJ1MZE9yA9DjmvgtVkPY7GeOu545zkkvmGs1515vDZq/OIbTmsw1\nA3Yrg/6fc5t8buLDxLnp9uDEX1rWTB43mzY1O+Wc1O1JpuUn8eSdO3ds8Ny9e9c253p4NHWh5mt9\noDH7aNhN3jLXpefS/p+6P/ejYms0vzP3Im31MGHSsuRUd1fjd70bVb0e1l8lbpxk2ElvmHJHnWX2\nd/qs5+D/TmZpvd71XJC4z/BAtx7sehwNO3HBOZ30uTnes2rP/QGPV9RMdsgrffqSMOGgNs9qweAY\nVAZO5hkKjU5yq4WBz2qlQEI7bcD6sGcqLp3A0jRxaBj4PGBX+DQR8xqdpmviQitcPR7HMv1/eFjS\nAqjXRfjNK359ONQmUo1jJ4VfzKeB5m9ep+vkwUzASZqbZgFer5ubmdPLgX6esAcCARteiE+TBvoa\n3+/3214WnEyJ2oSs6W7+byZv1Uk8yUO6kQeIa9LGxLs+JLKvOQ9xSvMy10JaaHgIi8a5mZCVc3Fs\nBjGYZjHOY5r4zAOjlj/OZR4mTD9E0s90YWA/8+Ck5yQeOI65Vo7j8/nWHG40HnUjf+lkuk5rMMco\n5iPm8/ls8gysNVdp3tB6jfOnUimbCZHyTl3AA4X2DWUQAv/WycFTqZTtM/Fr4tv0NWUSXSc96HRo\nNF+GtLmOdNPzcA7TTGgGPpFOem2cg/Kg5crUo3od7Ktxm0qtRptSD2lcFDsccC9ySvKrTbPkVfKm\nlmvNx3o/4ryUU31YNmUn8FXSZy3v7GfKlZYBDSvxQxrxsx5H6wn+b+pAjQvKMMfRMs2AG7120k/D\n6bQPaNN/MBi0uQSYLkjryf6/tT33JlptZgFWo560OUB/x366biyb/k73fZpC0rpmn1lPVl/bAvbS\nY3pcy7LWzK2bnoPPaxjN7/T3Gh+Ei3MxmohmCKc1a9j133oebX5lTU9d29Pj8djg5zW8uV6PZ7UW\nrcYb18Y1acVG84keS49pFq82++rvuT69Bg2LXpc5rllsXvc1G+fSNCrGX/p7Pb7Tc2Z9RI1/9iec\nTnNrWpn8SVrruqMaFyZ/cmy9HhNuTVfTfGvigd+bvKFxzTk0HvT3poyZdCMcGh4nE7mGTxelpzuF\nOa85jklPjVOTJto8p8fQeCM8rEWr+dyJZk66To9fjL/07/yNpjBzfMKu+5l8p+HX/UzdptfsRE+N\nc82Lep2af5z2A5PfzP1hPT3wJPnVOtqkt2VZtnrppLemgTmeCa/J26a+NHnThIs41k33M2VGm/NN\nftIwarlymoew6jlNvWTyrG7mPlps/zN1jGVZqKmpWaP3NFxa1k36mzrGlEfAWW6fZbmy5/6A5+S3\nBMDmL2HWAeXvmtDmd05197TvhunzoYn2tLVodQ097bewXl07/Zuug+e0RvodmPCZ63qaWrTmWpz6\n82/+M2vRarxqXxgnWjxNLVrtm6SrLjjxg1MtWqc1mTywXi1as8YjN6liONB408/8Zy3a338tWtKN\n69N8pvGmefx3rUVr0pfj/SHXojXpoHncxPd6sJvwaDz+PmvROq1Rz+205q9bi5Z/k9dMfD148ED8\nvIrpJ/NvU4/+R6lF64RP83sn2ph+cvRHNGHSYxTbB0wdU2zPNmF6lu25T3Scy+UQDofh8/kQjUax\nsLCAffv2IZvNorS0VA4BuVwO+XxekkzOz89L8tVEIoFsNouGhgZMTk7C6/VKYktmPM/n82hoaEBF\nRQVu3LghWcz5r6GhQRKhWtZKaa2mpib4fD7cunULAGS85eVlZLNZLC8vo66uDnV1dQCAbDaLhYUF\nqcKQSqWQzWalFNi2bdtsBwUmk2VG/GQyKeVW9uzZg0gkgu7ubnzxxRdrbn24zsePH0u+L5Yr49tI\nJpNBQ0MDJiYmcPDgQViWhbq6OllXOp2G1+tFXV0d0uk0JiYmUF5ejra2Njx69AgVFRV4/PixMDsT\nILN8mdvtRkVFBTZv3oxMJgMAaGpqQi6Xw8aNGwVv5eXlaGlpkXI0jx8/xuTkJMLhMCzLEpOJ1+tF\naWkpJiYmZGzicHl5WUo4cW7SK5/PIxgMoqmpCY8fP8bExAQaGxtRWloKy7KwYcMGPH78WHDHw6XH\ns1qaiwksSdumpiY8evQIra2tePToEdLpNCxr5Q2RZXPcbjcmJiYER4TH6/Uim80iGAwil8thYmJC\nkrGmUik0NDQgn89LclryD5tlWdJvcnISCwsLtjFKS0vh8/mwvLyM1tZWVFVVCV2YaFfzdGlpKSYn\nJxEMBoXWLGeUy+XQ0NAguCCMxDl5hOPu2bMH8/Pzgn86KadSKSwsLMgavF6vlNjTJc7C4bDwhJ6r\noaFBcMi1+3w+WJaF0tJSkSnS1O12y9iszjE/Py/zApDM+y0tLTb8B4NBGYc441o9Hg8eP36Mmpoa\nzM/PSwJxJs0lHplMF4DwF+WZYzY0NEgfLb8cg7LCpOfUCRs3brTJcz6fx8LCgshsRUWF0HRhYUH4\nmnLD8fP5vJTr2rNnj8j4wYMHsby8DI/Hg3v37gl8+/btw9LSEnK5nMjh7OysyOaNGzfkc0VFBQKB\ngMgG8U39puX3lVdeweXLl4XuGn7yXm1tLcrLy3Hv3j2ptrG8vIwbN26gsbFR+LC0tBSdnZ3YuXMn\n/uEf/kFoymoIpryx+oplWVLKjToxGAyivLxc5IFlMzmPvrmenJyUdSwvL6O0tFTm27VrF5aXl2UO\n8hBpRznkXsDKEnovSqVS2Ldvn+gTvT/w4Ep81dTUCAzkAfIcZVzLP/et+fl5ACum0UQigba2NqFL\nZWUlEomE7F/ZbBbhcBiJRELGIe9RhjgHq0q0trbi8uXLaGhoQGdnp3zmfFqfeTwrQQx8ljBTnomn\nV155BdlsFo8fPxYzK2Xa5/NJMI7Wt4Sf3zntA8Ql91smOid868nt5OTkM0t0/B/CB09/flJotJlW\nRKfD4P/0J3CaR6fooO1e93Wa37Tx8zsNSzHbvPYPop1fpwzQTrXm3MXSYmgfLmA1Aa8Zwu+UNsFp\nHD2fGdxSbE2mc7C5fvpGmPOYIe2mz52GV/tSOIW487NJ6/UKnWtfOu2TYzbSynTwNQNwisAodskA\nACAASURBVOFWpxQoVhRcN/rKaD8uc03sB6yft8nJ99PJ8dpML2L6kD1pTKfm5Lu0ng/SeuPS14jN\npOl6jv/m98X4geNQfpx8SJ3g0/7Bujn9vV5wArDKh0xuTh88cywnmmu/QbOYvJlqxZQ1nW5DN+07\nWizthVPKEj0Px9F62dTv/I1plTQ8XCt91IrpZcJK3PEZU1/TJ1GvxUwh5NRMv1vNCyaNiqX4Kvad\nmS4KsKc1oq+fCYPJB0468EnrAVbo/7vsvyYu1pMtPbbTHMX0gl6TEx+zERfr4Xk9ePiZAS6Erxi/\nPev23B/w6DzPQ4pTrquenh6EQiEcPHhwzW/j4+Po7e0VJqOzJz/zed1MoTQz3Zv92Xp7e21BF1rQ\nent7EQwGbc8SrpaWFqnEoJt+vqenR5yiOQ/hNOE5fPgwent7betcb8PXzqzmOHp+M8+SmSuILRQK\nybOsJWzSQDutsm93d7eM09vbi/7+fhw+fFi+08EmLS0t6O3tlXHXE2Sn9ZJOxKtu+m+uJZVKobe3\nF93d3QgGV/PDsW9PT4/804q9paVFvtc4M+HhOogvjk2cca3Ek/6etNF9zIhKc4xiuf+4FtKC/Xt6\nemyllUKhELq7u9fwnlPkONfV09ODw4cPC72Jq8OHDyMYDMpcJv7NPF96jRpfmqZ8lrJgypKTvOmx\n2U/zVyAQWCMD5ssFn9frpF5yoiX7FoNB6yv+5vf7HfO6MZ+cnoe4pBwRH1wD+Vn30eMCa3mWz5ty\nrz9rvnDSTxyf63PK91lMP+tGHi2WA5G49vv96O3ttb086+fYR6+5p6dnTTBKMfnVMHd3dwNYe9Ai\nDxVrTgEGmue3bNliw4XP58Phw4cRCARElgDYXqi5RlO3PElPaj3BSxHuv/pgbsoLn9Ht5s2bghPd\n3+Rz/h8IBGRN1LkaP/o53Xj4PXz4MJLJJPr6+oTuJv1MuTX3Af5GXavzVrKfyQtPc5D9uu25N9HO\nz89LweSBgQFks1m0t7fj/v37AFbq912+fBnT09NycmeRa2DFd+bUqVOYn5+Xa18eGlkI/PTp01Lw\nGVjJC9Xc3CwFvmma4e+XL1+WuqLV1dWIx+PI5XJS246mj6WlJTETj4yMIJfL4cqVK1Ln9uzZs3It\nzivxqakpuXqn/4DHs1JDMZPJIJlcKZvyx3/8x7hw4QL279+Pv/u7vxOzCE3Sw8PD2L17t5iKpqam\nYFmW9KmqqpIcS4lEAh0dHchkMrZ6kBcuXBBYL1y4gEwmg0KhgObmZoGN85WXlyMQWKn9ynByr9eL\nZDKJ5uZmnDt3TsaemZnB4uKi4C2VSmHnzp04d+4cUqkUysvL0d/fj9dffx2Dg4PIZDLwer1SiJvz\nERfz8/NYWlqylaCjWYvmi6amJtTX1yOXyyGRSMhYly9fFnMz61YSD1VVVRgaGkIqlUJXVxfOnj0r\nhb5ffPFFzM3NSS3WCxcuYHR0FI8ePbLBkEgkMDo6itHRUTQ3Nws9Wd/UsiyhV2NjI86ePYtgcCU/\nE3HZ1NSEkZERMYFcunRJeLK/v194Y3h4WPg8EFipd7t161apgdrf349EIoHS0tI1PM15SOuxsTGk\nUikMDw8jGAwik8lgbm5OeDmdTmN0dFT4mWasAwcOIJvNCv4bGhowMDCASCQicGYyGTQ3N+PChQuY\nnp5GKpVCoVBAJBLB7t27sbi4KPjjXOTT5uZmwRF1AtfBGpqXL18W3uMa2trapC4xeXn//v2YmpqS\nOpKUSZbkunz5suB0aWlJ6piyNmc2m4VlWQJfRUUF+vv70dbWhmg0Ku4CN27cEBcLAEIHmowSiYRN\nfjkGZYW1qhcXFzE0NISqqircuHFD5I8m+46ODoyNjYn+7O/vR6FQED4k7omPhw8f4ty5c1I7lHjp\n6OhAPp9HWVmZmDMrKirQ3t6Ohw8fSn5Ejun1euHxrOQG5WfW7Z2bm8OFCxdQXl6OHTt2YGpqStZL\n3HV3dwsculE/cQ5g5XaGuM7n84hGo5ienhbaAit1THfs2IGPPvoI6XQakUgEL730EoaGhkR/TE9P\nI51OS73fgYEBlJWV2XTio0eP0NzcjLGxMdv31B26LnMymcTLL7+Mc+fOYXR01Ob/RVmcmprC2NiY\n1Lwm7ci/NGVrXy/uRWfPnsWrr76Kzz77TOal+fHRo0eyB3o8HqmDrHmAurKtrU3qsGq54Z7JGqun\nTp1CZ2en0IW6KJvNiryHQiGcOnUKwWBQ5Kq2tlbqdes5Ll26hJdffhk///nPEQwGsWPHDvns8/mE\npzhHVVUVzpw5g+npaYyOjsp4XBNds15++WVMT0+LKfyll17Cp59+ikOHDqGjowO//e1vcfLkSczP\nz4u+Ja6pg532AdJ7eHgY6XQaL774IkZHRwU+0p39+UxTUxNSqf+sRfvUzePxCPF1tI0ZgWdZliSG\n1RE1Q0NDkuySCoDjMXKGCRXNyCktaPwtmUxK0lczsioUCuHBgwdrot6A1UTNLS0t8lnD5fF4bBE/\nfIb/BwIBeZMn4zFiiol0TXwMDQ3JfGYzI7w0TrkurhOALXlsTU3NmogpMwpL3wrW1NRg7969MjaA\nNX2rq6slQWgsFpPkpXpeM9ouFArZouHMKEUT/zrpNRNVU6k4vZnT6Zb80dHRIT5lxEFbWxsSiYTQ\nIBAISBJawsqxNT01f1iWhWAwiPr6enR0dNienZ2dlWTBJi95PB7pT9NwKLRSP3N4eFhwT54gv2k+\nMcclrSk7VN6BQMAWrEPa8gDC7/TaKUuzs7O2dfE34rWlZTWBsY6203ORbhpHw8PDkmy5vr4efX19\nQlM2jq11AmnFRK56zo6ODsGDGWWnW7GoTD6vZZKyS1OiqY/0OHoMwkU5DgQC2Lt3b9GobeKev2mc\naz4nHilzN2/eFHlPJpOOkchcM58xndl1f+oryojGtxkFCaxGm+uxNF45lhnJyf81D3Ae9qWOMOHm\nb9R1e/fuXaMTmcTc4/EI7ZyiPNm4Pi0XxBs/8/bH5B0zEt5cZ0dHB9xut62uuMYtYaYe5meTB0wd\n6hRlX11djY6ODscIVD0P+2m5qq+vRzQata0nGo2it7cXNTU10l9/NvU2v9P7j4ZBr0lHlM/MzKCt\nrQ1dXV2SwNrn84m8mfpXf+e0D5CW1PfF5FW3Yrzxu7bn/oDH2xMqcMuypGSOeQDThYOTyaRsHtFo\nFMDqhtnV1SXfsa+OsuJborb/6wgsjk3GNv2AzELcei16HPbh38yRZM7JuXjQobnw1KlTkoDRbFxn\nMpmUA4EZoUR4mOOKJi59mNVRWHSqJv4JE3HCZ8zoLRZm59jF1q8DKlKp1SLbvJnV9OHfGs/EjR5P\nRzbp8To6Omz+LOv5E2q8E27iwCw6r/EK2P1BND312olX/aw+WBarb6uju/QYlmXJxs3UDKSLbhoe\nMxpMj6nxqemm+2qTEG9K2J/+ThpHel7yN2nuNBf/pmzpNXIs0opNRwHy1l7LHzdbrTfM+Uy8kFc0\nrzv1N2WNB3CnZ8ym+VW/IGg4Nc/Nzq5EmIdCK5VgTNyykRfN8enbSdmgLmBBeLY7d+7YitibvK3l\nknTUcJr6jTTv7Oy04b0Y/HNzczadxNxtXAf/0Yyo5VX30bJCXUd9pnWizqmmeUvzkKaZTgys4eH4\nnI9j8jktQ3rd5l5EmIrBoSNWOYeWAd3MvUjDxN/1erhnmrKqx9HjaTkNBoOii/gdaaTlzqS5prVT\nH+KcOGlpaZH9kDJjJtQ39RW/A+z7gEkXjusU6avx/6zbc3/A6+rqQnt7u2x49fX1CIfDEsIMQIST\nb470j+FblNvtlpssftfV1WV7m9K/8w3BvHGYmZmRA1xnZ6fcoDEyLJlMorq6Gp2dnfLmOT4+jkAg\ngPPnz9tuCoHVDYMKgG+SVAa8keQmzVsVvkl3dHQgHA7LbQ0bn+fND8sl6X70D6mvXymn1tbWhurq\naoyPj8vNFNepbw49Hg/C4bD0I+yhUEhMW3xL5obD/gDQ3t6Oq1evoq2tzRbeX19fj/7+frklGxoa\nQnt7u+CLb9vMI8U+pC3XosvbVFdXY3h42PY710vcsuwblSLXQhxdvXpVaEGB7+rqkrdplh86ffq0\nmFb1m6c+GNJXh2+c+rbPsiyZw7xpMJu+RR4aGpIbMhNXnZ2dCIfDuHbtmtyOEg6Tp2dmZmw3TcBq\n6T3yJGEmTKQX+R2A3JTws9/vt6VEoO+Ovr0l3JZlob29XfwH9VzkM40jXYqPt10PHjxAX1+fHDT5\nvOZNtnA4LDqEjXTgOIyUpPyQV8zxSO+hoSHpC6y+8JGmuhFPmuf0GA8ePLDdnLJRVinPxC/5is9y\n/YRB8xL7kBaUd36emZlBOBy2+XLyRi6ZTEp5L66R+Ndyd+TIEQAQXBDfXC9LXfH2kHiknFNX37x5\nE0eOHIHb7cbdu3eFrzinlplQKIRwOIydO3fabiSpd3ijR9jb29tFh7e3twsMej8hLFr3mzQhvnjY\nIE8+ePBA8El5D4VCwi9co85px+/0XmRZKxaERCJhkwWOx9tr8ibn5k3WzMwMkskkOjs7heacA1iV\nW+pDRobqMovmTWd7e7ttrdRlWk9wbefPn0c4HMb58+exd+9e22e9F5Fn29vbEY1G5dDV09Njuxzg\nnk2eqq+vh8/ng9/vx/DwsJwZ/H6/7QactOTLfrF9QNOAe57Jk6bPnSnfz6I99z54u3fvRiqVEt+F\n6upqzM3NIRKJIJlMit/b1q1bJU3A/fv3xXeqtrYWoVAIlZWVGBoasinEqqoqxONxSZfA0zuvlcvL\ny+Hz+eRZjtfa2orh4WHMzc3h4cOH4n9UUVEhfi65XA47duzAp59+Krb9XC6Hzs5O8UnZtWsXKisr\nxf9nampKfPVyuRxefvllWXsgEEBZWRk2bdoEn8+HeDwOj8eDxcVFbN68GQMDAza/Aq5zZGQEoVAI\nL730kvgTsA/X3NTUhIcPH2JxcRGDg4OYnp5GWVkZAGBsbAyJRALf+c53kM/n5e3ro48+QkdHBwYG\nBnDgwAFkMhnxzyHjj4yMiLATT/RL2bt3Lz7//HPkcjl4PB6cPXsWr7/+OoAVH8pNmzYhlUrZfBi1\nTxr9dYhD0ghYUUZM/0CFoP1umpqaUFJSgqGhITQ1NWH37t04c+aM0LG1tRUDAwNoamrC1q1bMTc3\nh7GxMezatUt4rL29Hf/4j/9o80tpbW1FPp8XxUBfFK/XC6/Xi2g0itraWvHlymQysCxL6LW4uCj+\nKMDKJrx161Z8+umn2Llzp6RN4ZqpvGtra1FRUWHj802bNiEej6OkpATDw8OiiAk/50mlUpienkYo\nFEI8Hhdzs3Z6Jp7q6+sRj8dFJr7xjW/IpkWepd8i8b+8vIzt27ejpqZG4KyoqEA0GsV3vvMd8WGk\ngk6lUsjlcuJbpOXvwIEDOH36NA4dOiRrpP8T/Xb4QkHe4wGnrKxMfDzJy4uLi8hkMhgZGREeOXTo\nEOLxOJLJJMLhMEKhkMjy3Nyc+BS++uqrOH36NAAILtPpNPbu3SuySZknP3V3d4tZmc9o/qZscoxk\nMolNmzYJL9GHtaWlBfl8XuSZvMKb2k2bNglvUA7pX0k+icfjCAQCKCkpQTqdxvLyMoAVv7KHDx9i\ncHAQ+/btw+nTpwW+srIym68Ux6Rsejwe2+fFxUUMDw+js7MT8XgcVVVVIlfUS5WVlUilUqivr5e1\nUDY17y0uLsLtduP06dPIZrPwer2IRCJyUAsEAuLTWVVVhbKyMvzmN79BRUWFyO3Dhw9F19bXr/g1\nFgoFpNNpVFZWwufzIRaLydoaGhowPDyMQCCArVu34ty5cza9SZ/YXC6H+vqVXG0lJSVCW+pv4nP/\n/v3weDw2XQ3A5tdF/cX/uRcdOnQITU1NmJqawsDAgOwP5MnKyko5INFXTx++CFc8Hpf9iT6qmUxG\nfIfpS753714UCgXhj87OTmSzWZu8z83NCY2y2azso5yHc3DPmp2dFd6sqqqSz/Sf1q5YFRUVsiY9\nHvcO7tUlJSUiw0tLS1hcXLT5O3IdlZWViMfjACB7O/frZDKJAwcOoKWlRfYBrqu7uxtffvklwuEw\nhoaG5MAaj8fXyG0oFMLg4CDy+fwz88F77g94paWlkqvo5s2byOfzaGxsxPj4uAjE2NgYpqamcP/+\nfXEuTafTOHToEBoaGnDmzBksLy/LJtTa2iqbaygUwsDAgAjqrl27MDIyIk69vLXR+ei++OILUZaV\nlZW2a+Y9e/bI3xs3bhTFyXxezOMErDAa82vFYjG88cYbiMVi4uvx5ZdfCszxeBwbNmxAOp1GNBrF\nnj17MDIygm3btuH8+fM2vMViMaTTabzyyitymNi4caM49QIrOfco6JZlCX6ZB6+yshJnz55FY2Mj\n6urqEI/HYVkrTt0vvPACHj16JAIzNjYmY/CQFIlEJDfQvn37cPLkSck7xUMdb4uuX7+Ow4cPi6Bs\n2LABg4OD8Hq96O/vl7xPfJY0mZycxK1bt7C8vIz6+npxJmf+vIqKCjkMcl18lrBaloX5+XnbNT0P\nhtu2bUMkEkEkEkFjY6PQizmpbty4IeOn02nBA//W/GNZli1XFFtTUxOSySQSiQSWl5dtyiefz2N0\ndBR1dXWIRqO4desW9uzZI2YvOugvLCzAslaCNW7duoXy8nLs27cP4+Pj2Lx5M6qqqpBOp+X3uro6\nG0+TxwDY8uDxmfLycsGZaY6homPTGzU30mg0KjksY7EYUqkUWltbRWlHIhGk02ncunVLZIO5IbX8\njY2NyUGZa7x48aLgi3OTlhUVFTL2pk2bJFdaPB5HLBbDyy+/jC+++EJyZhH/dXV1wmeJRAJ1dXXY\nuHEjcrkcvvjiC6Hb6OgoJicnRbcAkP6RSMSWD8yyLExNTaGpqQmDg4NCJ4/HI07jbByDjuWtra3Y\nsGEDAoEAzpw5g+bmZty9e1fkeXJyEvfu3cO+ffswOjoq9NTBDLFYDI8fPxbdUFdXh82bNyMejyOV\nSokjP/NmLi8vo729HZ9//rngk3nwNE9oXGu6p9Np0THxeBwtLS3ychOLxeB2u4XnyQv6Wa6BdDh0\n6BDKy8vx+eefo6KiAsHgSmkw5lKsrKxEeXk5crkctm3bhi1btuCf//mfkUqlcOvWLTQ1NeHMmTMi\nK3yJ4MthX18fmpqacPnyZVnb2NiYTQ4JC/UQsOr2kcvlBJ8cv6amBrlcDpWVlVheXsbGjRuRyWRs\nN1Eci/njFhYWBAd6L4pGo2htbcWHH34oeurLL7/E2bNnUVdXJzDkcjk0NTXJ/phIJOTFkLzN/ai8\nvNyWBy+dTsveMzg4iO9973u4fPmyLY8gc80yiG5wcFDkLx6PY9euXTaXEgZt3Lx5E5s3b8aZM2dQ\nXl6Obdu2yWePZzXfKPdVvsyTRzTM1PHEOfnK41nJl/jhhx9K8AYA/P3f/72MQR2QSqUEF9Qteh8g\nLhmcuHnzZkxMTCCdTksuQ9Oth/vMs8yD99ybaLW9m59NvwI6gusrZ53lmk6nOgs6x+IVLH83M/Oz\n6e+0gGq43G63zflYf2bSW5rxTLjcbrdkIDfH1iYs/k84abLUPgW8Xme295aWFpuZTOPAKQu5Hkdf\niXMOPsvv6GOlcUfneq5Lj2X6UWinYPpZ8DuO40QHnZjYzIxu+k6ZzxNWBjdoP032I241LB6PB7FY\nTG4i6bukzV/m/DRLmt9rmJzWy1s0mpkIN5ULnyPe2EdnnqdZgX3NNZo4Ja31mMSTySM09ervTPnR\n8uXxrJZo0rysE3RrHjFxRNkhTFyTE03Jqxxbw0U4zCohmu+0OVnzF/HC+U1+03Tks6FQSMxN+jc+\na/K4KSuUNx20YlaWCQaD8tnkKY0n4oPjkp9nZmaKjq1p4ASv/l3zkNYThN+ERa+PTeOTa5ubm7PN\n4aQ/+LemK3HN4LtieNb6kk3raq3rNHxOOrWlpUX0oaajNu856TTzO1Ofzs3NrfEz1rpT08wJN3q9\nJv3MCkucj+PQNK/XbPICAx1MfUsdoGmgP2va6aaDGrTvql4TTeXa/1Cvk0E0TjpPf2fuA/yeJmLi\nwmkv+fdsz30evK/b9Kma+fPMRudcp+Sb+nmnBKROwRNOSU3NZ82Etma+qWAwKP4upoMw8PVy7HBj\nMotoa9h1cWknmPQ4urGYtQlTscS5Oj+XmduJARVPm3DS/N4p8pUBGmx0TjZbsaAKE0dOMBRLXgys\n4mQ9uAF7sle2J/HPesEg5hhmAmbdnpRY16k9if/MBMbFWrEkyU9KCOvUxsfHbc854aZYMlQzGeuT\n8FoMtvUSWZvJdIG1+kPnFHNqOmejzn2pxyIMLOC+XhLW9RJaP4lnNUxPaiae9LqL5dczi9brse7e\nvYs7d+7Id5q/i8Fj6mQz4a/OX8d+mp5OfPh16VcsUa+GkY26kBcBJk/6/X6BieP+rsl1i/Gthpf7\nkVPfYs877Z9PK1u6OeUd1HuF1uvmHv80+8l6OrxYM/eVf4/ExmZzFQqFf/dJfl/N5XIV3nrrLYTD\nYbjdbly6dElO/X6/X97qgNXQ+NnZldI5165dk++uXbsGYPVWiY7nfr9f+vJtp6amRnLSaYXC3zin\nLnx96dIlAJDxJiYmcOfOnTWZ4O/cuSPj8G+ODQDf/va38U//9E+2Nc3Nzclcd+7cQU1NDe7cuYMD\nBw7gs88+syWR1I3rvHPnDsLhMCYmJmz48vv9uHbtmjguv/baayIwbrcbZ86cEQdkYCWCjQ7Ow8PD\nOHr0qMDERrzq26Kamhp88sknOHr0qI0GJ06cwFtvvSXf+f1+zM7OIpFIiL8G4b979y58Pp/gQ//N\n+f1+v9Baz81bUf7O8dra2gQffr/ftg6OT5hIA9KUOGVwA2/0TLzqsUx6ciyNV46t+bTYW6LuZzqf\nz83NCc0/+eQT/PjHPxa66KZ5mr/xecoB34CJC823ui+/O3DggMgbeUfDa/K2ljvilfyr59I05Via\nrzWfsunbIsKlZZj4NtemdYuJFz5z+vRpHDt2zHarwP76+bt372L//v0iuxrXpJuZEFfzq5Yl/vb+\n++/jzTfftMFIfOg1ms9yLnN8kxepCwYGBiTwAAC+//3vIxaLiUzwAEBZpOxSX33wwQc4evSowHnx\n4kWbriItv//97+NXv/qVI0+S9z744AP89Kc/xa9+9SvU1NQIDqiryQNzc3O4ePEiPv74Y/zkJz9Z\nI6+mvFGHT0xM4Gc/+xmOHTsmdNm/f79N/rXu1/QlTrkOLRdaFjWfkK9N/tc0N/eiBw8e2HhFwwEA\nV69eRXt7O06fPi38wdsyBqRwTzL3Iu6D7HPt2jXbc+QtU1b1d056Us/xySefSHDixYsX5bPWmZrm\nlBmNL92Ha6N8kU+6u7uFtgBs+7Opr7Ss6n3ApMvw8DC6u7vXyJST3J44cQKFQsHl2Olrtuf+gHf4\n8GExvdJptK2tDQMDA3JdqvMZUXnqnFB8ltfYZkQb++irbl6169xRfBawRz/pcHr9xsHoWX3zYkYz\navNed3c3Ll68KM/TcVrnVDKL2pvPsJnh/+zP1t3djatXr8p3nZ2d4svHSDzikHjnWFQi/E5Hlw0P\nDwseOefbb7+NM2fOyDinTp3CO++8g4GBAdv6iXudR0q/nTmZxjW+tTlb9+cazChCRqD5fD5HHFKg\ndW430lnn3jLNEhoG3WiG0DnStAlI85oZgWbeUnA9ZmQZx2T0M6MHnWAyzf+aH02XAI1vzefmuHTC\nJjxOqUj4HGVBRzUyHZLb7V5DW/KFXuP58+dtkXucW8Omf+O8fDEi3TX+nejS09OD06dPSxUZzesa\n96asUTYA2GRKr8m8gdC/azk2o501XehMf/r0aVu0fjQaXXPToHFN/urp6RHcEa9vvvkmPvnkE7mt\ncJJvPabGBXXT1atXBX5TV2k4dM5O8oSe54033oDb7ca7774Lj8eDgwcPyh6g+dTj8aC7uxvf/va3\n8e677wpNTTklL2sdTr2mo4P5jNYXehwdwcrnKcM6CwJluJhO0zrKlD3Cyghzp5RT+m/KvuYf4pdN\n74fAajS7Hou6g/pOy6rWgXoeM5K0mC7S+4/GKcdyivymmVbzt8aJ1uUck3yi4dHr5LrNfUDrjmQy\nibfffhuRSESCl5gGRssWx52YmHhmB7zn3kSrw8apxJjBm8Ti4a6mpgYPHjyw+axUV1fLs1oR8nf2\n4VgMkdeHQZ20cWZmBtXV1YhGo5iZmZG52Jef6Z+gx/F4VpM6clx+7/F4JPEq/9Y+fdXV1aiurkZ7\ne7st3cfs7KwthYd5OLCsldQT7e3tNoWhfR/oH6FhoX8Of9dJgpn0kePzf+KC4/AzfTh4uHv99ddt\nviP8RxhJM/puaLi14iMO6+vr5Vmzv16D/kxYq6urBe/8jfjk25r2IeI8r732mm3tnZ2d8k+vn+Mx\nlQiVk56P9NK8ZlkW2traZH6ukzCQ1+rr62Vs/k7eM+msf9c8rXmX8HKd7NfZ2Yljx47Z8N7e3r6G\n97Q88G+3222Dk/+YmkHDPjMzg2PHjtlwThi03HKNWuY4t06lwrE1v5GXZ2dnbfjX6+U4pIvb7cax\nY8cEBgbyUJY1jjVdZ2ZmcPToUZs+0GvSPormGFqHabkIh8MCr16T272anJzPkmYa7/xd8xflXX9m\nmhzyLPtqXiEM0WjUto7Ozk7hPa6Rf5u0JR9YliUbqOZJjqV5mXsA4SFvmTxPXmVlEMLM76nD6+vr\nRa9pnHJ+8o8+iPBv4nx2dhZ79+6V9E7U38Rne3s72tra1tDb1AVah2uaMZ0Lf6eMUr+QruRNzT9a\nt2hamTxhzkcY2traBM96L9S8Sv7U31EumbaEv+nPehzOwTRP1DOck7jWtCad6EeoYaPuoX+dlgMt\nt+Y+wN+oa0lLnSbG1OU6ddCzas99FG1jY6MIYi6Xk3DvpaUlAJCSUoVCAS6XC4VCTYVH/QAAIABJ\nREFUAWVlZVKqrKSkRJ5lY2oGph7g38Cqv4BlWRIhqcPXmWJAlyrL5/MSMs3IN6YQiMfjkhYgl8th\n06ZNa0LsLWs1olGXKvN4PAJbSUkJFhcXJY0En9uxY4eUatHltvhMLpfD8PAwlpaWYFmrpcqY9gGA\n9NfRn4FAQCKTmPKCMD18+FDC35kaI5fLSaky4orlW5qbm5FKpSQVytDQEFpbW3H//n2ZT5dmq6qq\nEgHV0VUUHv6dTCZlvYx2sqzV6DStxNLptER+aViZUmFqakrG4np27NiB2dlZwQPnYekaXapsbGxM\nyuvU1tZK2SamQ2HUNrDydkw6kPZcl47Oe/jwIQqFgi0kn+l0ND8zUlrTcm5uDul0WlIpsBF3mqeJ\nV0bvZbNZ200YAFupMh1hxvVzPSx5pEuV5fN5ZDIZgZO8q3mFsDEVC/Gio46rqqpsa/R4PFKqzLIs\ntLa2IpvNSqk57fvDyDzLsiSidseOHRgdHUUikUBtba3MxfkymYzoiaamJgwPD8vYgUAAExMTwuec\ng/8Tfp/Ph/v374vssJQY18Bobl3yCICUeaIcp9NpkYuGhgY8evRIojy5pkKhIKlC+Cz76KhUwqj5\nq7W11cZHTJVBvUV66rJdulwTy/ARnmw2KzqGcsxSZXyGeCBOmMLFvAW6fPkyvve972F2dlYS/27f\nvl10GnUR4WKpspGREZGZuro6CU7gGpmqpbq6GplMBnV1dXLDSrmlDma5P20iZXaHdDptS2lz6dIl\nOUSUlJRIWg3uDZrepBN1FD9TJqjTmO6Fe5nmJ6b7YgsEAlLKk/zD59LpNMLhsPAX8aHpoSPqU6kU\n0um0pMjZtGmT8Id5o860JyYvBwIBnD17VtLGACvl5PhZ67JkMokrV67A7/fLmi5duiS4Y6oy6q2t\nW7fK/kedPTo6KuUHGxoacP36ddlfiU/igqXKzH2AzeNZKZW3detWzMzMYGZmRuRR77labmdnZ59Z\nFO3v/QbP5XL5XC5Xv8vlirtcrhGXy/W/ffV9ncvl6nO5XDdcLtc/uFwut3rm/3S5XDddLteoy+Vy\nrhxsNNNJWrebN2/i/PnzawqsBwKBNdnYgdUkv0x+qK/Mn1QU/mngLFaAm7A6OcynUinxj9AF1vVz\nbMlk0oYP08STSqWQTCbXrHM953VdQNl05DXX4PP51jh/m007pPr9fvT390uRcXM8ZtLXjbh5kpMy\n++n1ORUuL1ak+ubNmza+MeHQiX81vUz/So61njO7E//oSFlzDs6vecWUAzOoiH8fPHhQ5uMz+vdi\nMJmBMLq/kww60d5sOvs+A4jMYAENWygUEhnR/TiXk9N2MXnl2Po7s9IMC7I7BbFos+3TBH+Y6zTx\nwKhrU/ad5tQJt00+MeG5efMm/H6/LcgimUyukWWND5/PZwtWYB9Th7FpJ//1mpPO08+Z8uTkQ6zb\n0zrGF9PPxWTLqU+xRjwV43em2ikGx+8SRKR1MuHj/CZdizVTPzjJO/cHjkseNXWc07o4PuWK+6fZ\nnPSJlnfdT+tpE2YGn+hnzKA/zcfmnBoWU7eY5wegeLBaMRo+zRnh67Tfuw+ey+VqBNBYKBRiLper\nCkAUwFEAbwKYKRQK/5fL5fo/ANQVCoW/dLlcbQBOAvgmAB+A8wBCBYeFuFyuwp//+Z+vCTLQjvgA\nbM6yDJ4wnT8BrHFe1Y70dCinz4TpAK0dO4FVZ2C3241IJAIA2L9/PwDY/tbOnNrRWjt0akdXOoQC\ndsdWOuoSD1wjfWV0kIDpTMpgBe1k7/f7Zc1cj4aRgRGmszmzox87dgzhcBiXLl0SRaCDHPTcf/EX\nf4Gf/vSnMjYdsOn3wPVr+mnHedPBVtNc45cO0ZpGdMTV/KJ/Y2CMxrt2vmc/0xGXtNGO7WwaBj7D\n781AEQ0rxybMr732ms0J3uQlJwdtM3hmaGgIb7/9tmPgh5mygs10cmeQAmHR6zId7vfv328LajJ5\n38SRliP2ocO3duI3gxcYhAJAHMJ1P+3gPTc3h29/+9v41a9+ZXP6ZjMDQDi+6YCtAzGYwFcHV+g1\nc46BgQH86Ec/wqVLl2zyrJ8xg3xIO5pQTb794IMP8MYbb9jwrIPMnIJXNE9zTQw80HpI48IM/mGQ\nhQ5c03BpHfHaa6/hxIkTOHbsmIxLXz8tQ1oncj6NJ9Lh/ffft/Hxe++9h7feessWjMR1nz9/Hp99\n9hneeecd0cHsw/VyjTqQiUEWTgFHes0mTahLdeCWDubjOqlPGIRHXHG/IQ30WFo2KYfUVWYQFvub\nAQF6DKc9jWvQQRZzc3MStMG5zCAlrSdYsYP7quYfzqEDk86fP78mSMnUN3q/MwPtOCf97IhP7occ\nMxgMOgYu6ua0D+hAtzt37uDq1asIBAKOMqVlAAD++q//+vkNsnC5XB8D+L+/+neoUChMfXUI/MdC\nobDD5XL9JYBCoVD4q6/6/xrA8UKhMOQwli3IAoD4U+ggC2A1qIAHFh1kQQdT7dtgBitocx6vcZ0c\n+HWwgRlkoW+pAHuQRX9/P7Zs2WK7fgdWnTxTqRTeeuutokEWNA/rAA3Lcg6yYP4yXatTO1EDzkEW\nvGmhXwcdts1ACNMZWcNLvNO5OxaL4ac//Sl+9rOfAVgNMnnzzTclyGJ2djXHmcezWoZs79696Ovr\ns5W30riLxWLYsmWLzTFemxw1TYsFWQB2R3j9N3EUjUYFD2zHjh2zBS9wvalUSnwzND2A1YLeGg5t\niikW5GDeQJmBPxp/XLeTYzN/d8IXYTLz6/F3rks3DSubU5AF+co8qPDZaDQqylHzrCl/HFPz6Hvv\nvSflnDi3ma/M7XYL/+v1aHnTeNYySbhM+Tl69Cg++eQTgdOkI/NpMSiDc2g6kNc1j+sxtL7iLRhl\nh4dM9jdl1pQFna+SASw6AI1BJAymOH/+PN555x28++67AhdlJhaLSQF3Ni2bpOlbb71l0zHUVZo+\nGg7AOeAtlUrhnXfeKRpkEYvFxPXD47EHWVDvHjt2zKazSG/6VPHAYeo1vV/o9fGzDgbQQQmkhw6y\nMHlIj6X52mkvAoC3334bH3zwgY0eDPxhoIdlWTh69KgtAEWXKtM3aXodZpCFZVmi45wCFJ0CLzS/\n6XHITxq/3d3d8rlYkIUuFUi9p3UTcW4GWbz33nvo7e2Vw9/777+/Ruex6XXrfcBcz5EjRxCJRByD\n/zQtk8nkMw2y+IPywXO5XAEAfwngvwL4b4VC4b8BwPHjx+dPnDjxk+PHj//ViRMn/mcA8ePHj48A\nwIkTJ7oBTB0/fnzUHO/EiRPH3W63KF7a6ln65fbt25icnBQHWqbwyGQy8qbJlsvlbN8xGz59GaLR\nKG7fvm1zTs9kMtInFosBAKanp9HU1IRoNIrp6Wlks1kkEglkMhm0trZK9vBMJiNvdvxtcnJS/NFY\nFYP+SOXl5WhqasKvf/1rlJaWir8ey0k1Nzcjl8tJ6SQ+t7S0JBn7JycnMTk5iYaGBmHMSCSC3t5e\nLC4uIplM4saNG5L5nWsuLS0VH7vJyUnxNykUCkilUsjn82hubhYfiG3btuHKlStobm5GJBJBW1ub\n+G4Rx4VCATdu3EBHRwdKSkrEL4vKwuv14tNPP0U+n4fb7UYul5MSNPRnSCaTgv8bN27AsiyBN5fL\nIRgMCg5pip+dnZW5LcuyrYHfc72xWAxtbW1oaGjAr3/9a0xOToKVUyKRiJTKmZ6eFprt2rVLSlp9\n9NFHaG5ulgNgRUWFzc+Dc4XDYcmeTnjol1coFIQH6dMRi8VgWZaU8mJFAl1thdVPgsGg0Ia+fayG\nMjg4iA0bNsgmSHyxEgF5mnyfSCSQz+elVBlpFYvFcODAAdTX10vmesJBWeJ6Hj16hFgshsnJSViW\nJeXGcrkcmpubsbCwgPLycszOzorfVqFQENiTyZUyUcSRlr+2tjbxbeQaS0tLBV+c+8CBA4hEIggG\ngzJ2VVUV+vv7AUDgWFpaEl8aAJicnITX60UikcDt27dx4MABAKt+vvwciUTQ2dmJjz/+GAAEl5OT\nkwgGg0gkEnC73SgvL5dSir/+9a+xe/duwSnpND8/j/LycpFLPYZ+ede+iF6vF9PT0yLPXFNJSQmm\np6cBQOjt8XgQiUTQ0NCAXC4nlQMSiYTIZiKRwKNHj4QXs9msVKD5xS9+gdLSUty4cUM2Wb64UQ61\nrPFzV1cXpqamEI1GhT+XlpYElhs3biAYDNp8QVlOkPC73W6h5+LiIubm5vDxxx/DslYCvQYHB1Eo\nFGy50W7fvo3KykqUlZXho48+Qmtrq/i60QdT+yECq36KHo8HV65cER1DPV9bW4v6+pVa2aWlpTLP\n5OQk5ufnbX6vlmVh165d6O/vR0tLi5TxmpychN/vRyAQQDweF3pTp1mWJTqKeoJ4mZ2dhdfrFd+6\nSCSC0tJSbNq0CdPT0za9E4vF0NnZiU8//RS3b9+2Jeum7GcyGeTzedy+fRsAkM/nhYdJUx6gxsbG\nMDk5ie985zviMxuNRpHP58XXk/JHedZ74O3bt1EoFLBr1y550Y3FYlJxijJg8ix95oCVcpQsAaZf\nPFOpFDZs2IBcbqUazvz8PJaWlrCwsCD+jNqvnTI1OzuLfD5vk3VzHyDv7d69G+l0WqrIaHkk71Nu\n3e6Vyk3PslTZH0wli6/Ms38P4H8vFArzLpfLvFr8na4a6dTMGnMejwc+n892Y5FMJm0nf2A1IIIR\nr8FgUHw4AoGA7dQ+NDQk4+m/dePtG0/punoGWyqVWuPnpZUPYdXf6cS3vCY2ffjoSKz9h1hMnbeE\n2j9lYmJComu3bNkibzdmChf9NsO3F72uU6dOyZs6D9naxyyZTGLLli02XwqOxyTGqVQKR48eldsB\n/cbEG4WJiQkcPnzY9lbEGyO+gTvdfprJPnlzwnXqN0v+zUZYCTvxpxOe8kZoYmICHR0da/xdTFyw\ncR6OqXFnWZaNt8hP+oaFa2WqA50wV98IEb9cn058SxkJBAISoWbiy8SpTvqrxySN6+vrbbDzpk1/\np3mA8kietSxL8oF1dHTIYYf8CkBuCZ3kj7JDmHw+H/r6+mQdmqbEPccOhULSj2/ZPT09tjQaXC/p\npG+X2fTYW7ZsEbj5HZ/n4fnw4cMYHx8XOdS3e5R18jgbxyBt6EsUCAQQjUbFZ428Ojs7i2Qyifb2\ndrnhJ294PB7Jzcn/9Zq0T9epU6ewZcsWm3+RXisd16PRqA1ezUcaxz09PTbdFQgEbLBwndRFes16\n3mQyiYMHD8Ltdsv4eg/gOvk359Fy09nZabuRJZ71bVFnZ6dtzVpX37x505YQWt98af9Yy7JsfTVv\nAWuTc5u35Hp8vRfp/UPvEUzmTFkyYeQaNV/xM3FJ+utb82g0iqNHj8qNo/ZFIzzkZU1z3sDrg6VO\no8X+5GWuRdOcTd/6axxoKwllg+MEAgGxpJkyrfWviWtzH+BnvSfpvYs437JlCx49eoRHjx7JC6m2\nVPxb2x/EAc/lcv1PWDnc/b+FQuGTr76ecrlcDcpE+9uvvk8D0N6bvq++c2xlZWX45je/ierqarz3\n3nsSzmxeBeur9EAgAI/HYytVRrNCLBazMbNO/8FnZmdXS5RQGZnX0NpES6J3dXXJeMlkUtIDED7T\npMU3LpqYWIrGvCrXGyV/r66utvksmIcGy1otRWTmCwPWlhvjOnRuKMLFZpoaTdMm165NOC0tLZib\nm5ONu76+XgTXsizxk9DCyO/r6+vlYEXlzz48LPIwosPiNY14iOW6qPQ0bfg98c3xdboI02ySSCRs\nZhnC1dvbazsYa6VKXJtmVtKR6+YceqMlrIS7v79f5uC4NL1xTI/HIxuapqM+gPH7WCxmcy/QY5LW\ndHXggYRBDHqTIw9wDFO+9G+cl/jlIVLnv+K4+jmOZebE0jTlOpnqg3DocXTaErOkmm7kr2g0Kgfs\nq1evrlmDxh3/NnFNGuu1mOZO/kaZYBqPBw8eoKury2Y20+vRaV/Y+HJLehIfHo89FRLlnbrA4/Hg\n2rVr8lwwGJS0GcS53iR1P/IL8Us86FRGwOomSf3MzZXwEa+hUEj8pvg818rNnrfoAGwyRNeK4eFh\nG9x8qaSu6+rqkpQ+HJdmPj225kXCqv3ItBzR7Mj9iG4nmi9MXVVsL7KsldQw2oUhmUyio6NDaMzn\nNG9yDuJX00PTQsspaccbSepivogSj9S3ehyuWR86KVv0kzc/c2y995kHTg0zPxO2u3fvyjhutxsd\nHR1CV61b9Yu/3hfY9D5A3uNLaXd3t22/BrBm3yXtp6am1sjz79r+IEy0J06c+H8A3C4UCj9R320B\n8F+OHz9+6cSJE/8rgNvHjx8/f+LECQvAOydOnHj/qz5vA/hLp3WcOHHiOG9HstksGhsb4fF41jXR\njo2NOZpoGxsbbcRJpVYKFzMUntfuNC/SrMcrfl5DFwqFNSZaXstyPJq6du7cicHBQTnZ00SrC8o3\nNjbKtbZpoqWZjKHhLKjOEP5CoYClpSV4vV6biba0tFQEIRKJSISXNtE2NjbKmnVqC5pJaM6gqYxm\nrdnZWWzbtg0XLlxAbW2to4mWgnHjxg0RYqZgoCDv2LEDn3/+uZglGHZPEziwsrnTrKRNtDQ3Aavp\nOXw+H4aGhhxNtDS3T09P48aNG2hoaACAoibacDiMSCQCpughDbxeL3w+HxKJBL7//e/jo48+woYN\nG8QMxbQoVCiciylz6GtG3iINaTbjWnj7QxOaNovSHE3TJDfUhYUFeDweMWdqEy0LvNNES1Mkefr2\n7dvo6OgQswpTAGkTTGNjI0KhEAYHB0UmfD6fpITJ5/PI5/Prmmg9ntWi4nQ7IK5IS5poafalabqY\niZamasuyxMzU1tYmJlpuCjTR0pREkyHTVgAQU7g22xAurpXmoB/+8Idiom1tbV1joqW5M5fLrWui\n1WZO00RLcyWwmtLJsizs27cPNTU1jiZaHoi1+Z4mPe2S4mSiJQ7pdvInf/In+MUvfiEm1Zdeeklu\nCGOxGBoaGmyy6Xa75XNtbW1REy1Nvm63GxUVFVKrmu4h+nBH3quoqIDL5RITrd/vx+DgoOh46lVt\nov3Nb34jerazsxNjY2OyRm0epm4KBAJiom1oaBCZZe41JxMt8coXdLfbDZ/Ph/7+fqE38Xno0CFU\nV1djYGBA6A1gjYmWOgyA7EVerxft7e24fv264JAuLeFwWMzNsVgMP/zhD20mWh6onEy0lmXZXCtK\nS0vF3cPj8cj+1tHRgWw2K3hez0TLeTgHcbKeiZbjaBMt+d3n84mJlvzBg7WTiZYyzVQ9TH1CuaT+\nXc9ES97r7e1FaWkp2tvbRadQj5muFdShz5WJ1uVyHQDwIwAjLpfrClZMsf8VwF8B+B8ul+stALcB\n/AkAFAqFhMvl+h8AEgCWAPwvThG0bHwb1NGe+s0dgJTUmpubk9uqjo4OiXLTV6Y68o0O4IwUsizL\nFtjAPhqW+vp6iRIy34LYV78V8c2Pb3GcS4/Lgsl8++DNDd+qdBbztrY2wYUuXaNv/XRlD8uyZKPS\nsOk16wz5XCMjinlrwwTLMzMzCIfDgje+mWuTLnHI20NGOxJmRsrpWz0AAiejIYkXwm3ebBEPbLq6\nBPvqqiX8XvNTe3s7/H6/HPzpqMs3vIMHDwKA4AdYuanlG2h7e7uYx9gIO+fSubO0QzlNGk5r8Xg8\nEiWn52ajOYn8rAOMiMuZmRm5YSRdOLbmVfK95g1GgXJMBjcNDQ3JOIy2087bprwEAgH4/X7hR9Ka\nsBFXOjhK41KPZ8qOlgW9JvKldnIHIDeF5FefzyfwUNa0uZDw6bUCKzITDodtwR2aLuQ7Nso1+VvT\nibysb1x04mqNN5/Ph6tXryIcDgt9KBeElUEDmjfM22CuVfOXhoU3Lh0dHaKPPB7PGvg17IRXwwNA\nZIPwExbqBuoR3shpPiafUUaJR+o0XU2IOp36qKOjA11dXUIbt9ttq0ah9xNWn6BeI4yUW8oDcWFW\nsiBOHjx4IPze0dEhiXGHhobQ1dUlUdG6mol5m2RaUbgXBQIBdHR0yK0a17B3715bVCwA0a2UAb0H\nmjd75t6lzanU2+QVAHKLDMBGK82Deh7CQPnh77qvpgfhZdTs1atXhdZ6TuKF+yJpY8o0XZXGx8dt\nt/VcM/Gvb/8071HHdHR0iGxpPeYkt/T1fRbt937AKxQKlwCUFPnZMSlOoVD47wD++9OMrw8uOlpJ\nR96xHA4JT6HiAUFHmzG9AYUqFArZogx5qNEMasKhr+11RI3uAzib/vhZ9+XntrY2MQexkQFpBkwk\nEraIOkbx6vEIP9eZSCQEbvbT2d5pOjAjvHTJIG0WunbtmnzH//v7+yWSTZdwGh4eht/vXxPxx41H\nmxYTiQSGhoZsUXRmDiPCS784Nipe0kWbOUxc62z5V69eFVwQR3ymp6dHYNKHy2g0ioMHD9pMRaSP\nSV+uh9+bEcm6jJ7JD0z/ocfjhkIzjS4np3mWG4Gms1nGS/Om/o3ypNc9MzMjZmn2pZLVphXN8/yb\nPKvpSZwRDo0THXmp/9f9uUbNa5yb/XTUrPYNJC9XV1fbSjhpWPQ4eq3sRxmgS4Hmd5rjAIgbCOVw\nZmbGpi9If92IXx2NyQo6nPvixYsCJ/VKe3u7uGJo3iDPsxHX5C+antmHZkDezPD7ubk5gd8c0/Rv\nY1oJj8cjByjCz+e4Tqb20GvW9Lt69aocaEkfVrLQJkLSQfM86aLLrJn6neu9du2ajKn1EOWB9NLj\navnlHJRZ6iSOz7RUpl7jmvSeZkapcj6WkyQvmvpF86bJA5pWAGz0MiuraL2dSqXEH1nzXFdXl/AC\naW5GmHJP5dpJA9Kcc5r6jGuk3Oi9QtN7dtZeycKUaV1+TD+vfZf1s1qOOTdzTBJOwldMbp9l+70n\nOv59NL/fj97eXlvC4L6+PnEEZSJewJ6oVn8HrN7W6PQIbGYiQyYeTSZXkpQyOapZKNxMUqz/NpM0\nmnCZn51g6evrszn7+/1+uUHRiWFTqZQ49JqOok7zMZlqKBSyrUsnvtRz8jv6ZB0+fNiGd6e1hEIh\n9PT02NZDH4aASjhNk6huxD/HpJ+L7hcIBGwBFyYddAJXOrwnk0lJZeMEe19fn3yXSqVsDsQ6sTL5\nwgnP/I3wOyVkTqVWkj3Tpw1YUeZ9fX1Fk17TB47zan66e/cuQqEQ/H4/uru7pa/Gl4lTTWvOoeEx\nYb5586aNn821U77Isxo/Jk8RtkAggMBXSavNBKj9/f02HDFPHufSNNUwp1Ip4U09L/MT6tsL0oHj\nmHyox25pabHxG3Fs4oNySF7iWk1+M8egrIyPj6+5weUchKG/vx9379610dRJv3B+/aIQDAZtekwn\nVtZwMQrUHLOlZTU5reZvMzGy3++34c7ErX5e93P6HcCagDY+x4TPer36ed16enpsa9eJonXr6+sT\nnuA8JozkJ/Ihm8YnaWk+HwqFbHObMpdKpXDgwIE1eorNaQ8zcUy69/b2ylyUM627A4GA7blgMCgH\nS/0d+5lyRZgJw82bN+WQxP76sxNPBQIBGY8XGoTZ3P+caKCbDlDTuCacxfYBc+80m5YNrUOfZfuD\n8MH792osVaZTGVRUVGBmZgZ9fX24fv26vEns3LkTDQ0NiMfjGB8fFz+FiooKlJeXA4D4VdEev7y8\njPHxcTQ1NSGRSOD69eviE5NIJJDNZlFXVyfP0u5O/6Z79+5hamoKqVRK+lrWSq0/+iv09fXh1q1b\nUvYlHA5jcHAQdXV1MjZ9gF588UV8+OGHePz4MSxrxfdgZGREfIMAYOfOnVheXoZlrfjt0X+hv79f\nNg632y2+S/39/WJmHBkZQSwWQyqVQl1dnazZ7XZLqa9oNCrrIh5u3bol9Q0nJyfR1NSEM2fOIBwO\ny+EumUxiampKcExfsMbGRrzwwgtSqisej0uKk4sXLyKbzaK8vBxjY2OS/qOlpUVSTLDFYjGk02mB\n17IsKUEErLyBDgwMYHJyEgsLC9J/YWEBk5OTuHXrFu7duye+mUx30dXVhc7OTnz44YdIpVJ4/Pix\n4LOurg47d+5EOp0W3yje4O3btw8nT55EZWUlBgcHEQ6H5c2OZXA4V0tLCzweDwYHB7GwsCC8devW\nLSwsLACApDmoq6tDJBJBLpfDkSNH4Pf70dfXJ+vkzYBlWYhEImhtbUVTUxMsyxIeiUQi+MY3voG+\nvj4sLS1hdHRU+pIPOQ9x2tjYiGg0KrRmCSb6dwaDQVRWVtpgCYVCqKiowODgILLZLLLZLJaXlxGJ\nRJBKpcQPZs+ePVheXhY4gZWb6HA4LH5qXq8XdXV1iMfj2LBhAwYHB0VuuKbDhw9jcHAQwWBQ1kg8\npNNpWROjr8mHXq8XGzduxNmzZ6VUk2VZmJ+fh2VZ4oNFZ/VoNIrr16+jq6tLdAd9X8kb+/fvxy9/\n+UvkcjmZN5VKobW1VXxsSS/y1w9+8AOMjIzIWiORCB4/fiz8TfnlGPfu3RNfpC+++EL8jYLBIObm\n5kSe6edXWVkppcVIb+oAfVvj9XoRjUbR1taGqqoq0VfUsfSde/XVV/G3f/u3ePz4MWKxGGpqajAw\nMCCywzEpa/SBJN9MTEyIbCSTSczPzwsssVgMra2tAFbSdNAvc2FhQeBvbGwU3tuwYQPy+Tx++ctf\nIp1OY9OmTejr6xMfO/Lh9evXpbTYZ599Jnp28+bNyGQyolPos5bP5zE6upKha/Pmzbh8+bLoGPoq\ner1e7Ny5E2fPnpV0Qtx7qKsrKiqkJF0oFMLZs2fxjW98AyMjIzZfxIaGBpw/f17oncvlcP36dZEV\n6ivigTo4GAxi8+bNmJiYQH9/Px4/fiwyyhst4m3//v24ePEirl+/LjxAPqWMZ7NZmZd/kx/Hxsbg\n9XpFb6dSKRw5ckQyWlB/3bt3T/SDLoEGQHiKuiUUCuH69esoLy9HJBJBSUlPzp1vAAAgAElEQVSJ\nfJ6ZmRGe4v6czWZlTYxyJn68Xq/o5KWlJWSzWcEJZZr7YzAYtKV30fqX+KCs632AvHfw4EFY1kpJ\n0P7+fuE1BvdpuaUOfZY+eH9wiY6fZXO5XIXXX39dfC0AiP8WGYONilSbbWnnp9+F9tmg+ZZ2ftrm\n6bOkQ9sByLOmLwD9BYC1JXl8Pp/tN2DVj0+nJ+A1/zvvvIOTJ0/a/EZ0xm6dRJbPMeGnbtpkQPMt\nM5vz9vLgwYNiMgIgvgzEMX1T6EtkJppOJBI4deqUHO7op6fNe/Qp+fGPf4x3331XfC0ePHiA/fv3\nIxKJ2BIxm2YwmjL4duSUoJq4oN8eTfDj4+NraK2TUptjsRH34+PjOHjwoCSz5eGNN0U//vGP8dln\nn9n8QdiKjc3vNW9pE7uOlNbJVanggsEguru7hU7alK3xQTcG+mwyK71p5tU8rWHS3+vxNY+Yfc3v\nuF5tItGmKe0vyeAYJtkFYPO/5Jg6DQPXSFOl9u3T+NbJb7WcJ5NJvPnmm3j//ffR09MjckwZ1nyo\n+Ytv+UeOHMGZM2dspjjdn2ZIlm4ijXWCbfrvcUw2jqEr6wArtxOffPIJ3njjDUQiERvvWNZqYlpN\nO53AnDcVNFlTjpnUm6ZU0vlP//RPbYmOjxw5gmvXrtnMaBrXZrJirWPom8bk5i0tLWIaNmWU8qTH\n/NGPfgSPx4N3330X9fX1oj80j+p5Dx06hL/5m78RPauTsBNG+pq53W5cvHhRkleb7hJOz2o/Luoa\n4pN8yP1H7xHEhamHdPS4015EnXPy5EmZlzq6p6dHYJiZmcGRI0fwwQcf2PxrHzx4YNuf9FzA6j5I\n/Tc8PCw6zkzsT/7VeNEwax2h9UNbW5vgl7qVMqBpTn7XelHDrNdEv1DugTqxMfmEVZM0PBoXT6Or\nX3vtNVy6dMkmj2YZM/Y9derU85no+Fk33uBZliUJcEtKSjA7O4uBgQGJ8Ny5c6cw/NWrV+WNaWxs\nzPYmwKSVLJhdUVGBS5cuiUJOpVJS+Lq/vx/z8/Py9hONRjE8PCwRQUxgyTdp3jIygoeFjE+ePCnJ\nMPk2curUKUmkyYTFFRUV+Nd//VcMDg5idHQUo6Oj2LZtG4aHh8UssLi4CABSeB4AlpeX5RaJyWa9\nXi88npXI1UQigebmZlRUVOD06dPSp6amRtZcXl6Oubk55HI5nD17FmNjY9iwYcX6n0wmEYlEJOFj\nMplEc3Mzfv7zn+P111/H4OAgDh06hHQ6LX4xtbW1ACBRSy+++KLgKZvNIplMorW1FWfOnJFbkcuX\nL0sRaR04QvwzqpDwEm/E4dTUFC5cuIBCoYArV65I1OyVK1cwPT2NSCQiEda8XYlGo9i5cye2b9+O\nTz/9FJlMBqOjoxKhV1NTg0AgIBHFnCudTuPFF1/EuXPnZD3AauF4ws6EwqQ9by+SyaTwyJUrVyQK\nj7c1jNCmWfnkyZM4cOCA8KvmSZ1c1OPxyPMbNmzAyMgIysrKcO7cOYlaJe+wH31NamtrMTIyYruZ\n0b5B5BE+yzXxEKWLqDMCdnp6GktLS2htbUU+nxd68lZp9+7dolwJG2nkJH+HDh3C0P/H3vf9xHVl\nWa8YdUMRTEFVMBiqcGEoy1SD+eWxsQnNYCM6itxjqZGl0WQUqa15bU2Sl3ns7n9gklE/zMOoSRRN\n+mEsJhONk4mcgDWNY8ujQGwRQ6dBFOJHynTgNoUdF8QWfA9kbdY9XNzuHn/6Prl9JMtF1b3n7L3P\n3vvce87ea1+/blm2e/bsMfBtAr6SVuoLdzdCoRAGBwcxOjqKo0ePIpfLYWNjA7lcDlevXsX09LRl\nhI+NjZmeRSIRjI2NoaqqCqOjowa62tLSgnfffRebm5s+nmtrazE2NmZjZjIZFBUV4cqVKzh9+jQG\nBgaM15GREaytrfmyG7WPzz77zPzV1atXsbi4iEgkgvLycqytrZk9b25u4vjx40in02Z/1A36AGZ4\nE9CXurF3717cunUL9+/fB7C1+7y6uor3338fvb29eOutt0yed+/eNRtTO9SMX/28sbGB69evI5lM\n4uLFiwZOzOzFtrY25HI587n0D7RN8lFQUIBnn30Wv//97/Huu+9iaWkJRUVFtqjzIeDChQvwvC0Q\n5O985zsYGBgwdIIDBw5YXKqeBuXl5SGdTttpAGPOCgoKLHynrKwMiUQCg4ODKCgosKN7Zp8qAP/y\n8rLpK/035dne3o68vDxcvHjR5po+bWlpyfqhP+GD1NDQEFKplBW85xpx8OBBrKysoKioyLdz1tLS\nYjvKzK7mLpmuVel0GqOjoxgfH8eXX36JdDpta09tbS2+/PJLLC8vG8LB9evXUVZWZugGXFvVX330\n0Ue+cYgAkcvl8PXXXxuNjKmkDfAzERzIE/0id6bJ0+DgIJaWlpCfn4+rV6+ar6VNE7Ghvr7edla5\nZjIbmj4rnU7vWAeoe83NzchkMjhw4AA+/PBDALA5pF1wLktKSvD+++8DwNMdvEdpf0otWn7HGoDh\n8HYNQb5Nsa7e/Pw8Tpw4saN+o1ubU+/Veo1KF1s8Hse1a9eszq3+pjsqbt8A8Ld/+7f413/9V19t\nV9Km9Vr/UC1aXsdaseSFtANAR0cHPv/88x01NHnde++9t2utzddffx2cF63J59aQ5PWsQaj8X758\n2XajWO+Sc+XW0lWe3HJXKvdsNmt1HN1apMoDsF1b0a1BSNnPzc1Z/VWtH8r5feGFFwJr0XJcfRvW\nWrSubrn1P0kn509rhVJfOU6QTvJ+7nIH1aJ1xwmiybUHt/avylz1WWtaqsxou25dYXd8ylHr2+5W\ni/aHP/whfv3rX9suN+vgai1a9u3Wp3ZrSbLmpMomqBYtr+FOsVvn2LUXAFY/VGum6hhBtqu2wjrU\nrNF7+fJlvPzyy0YPdzKam5vxn//5n776pq4NKY2kh/7K5YG2ycZatG6tZZ1PAEbPm2++abVoAdhu\nqUvHbvVNtc+ZmRn85Cc/sXrC9B9qA24t2n/5l3+xsWinyqPW+52bm7MTC+VZ/bz6Jl17dA7cWrSk\nb7datKqjWruV96vd3rx50+quuv4S+ONq0bp1YmkfQb5qfn7e/J3WDdZ6uS7/bOSD8n3UWrRKB+kG\n4NNrnkyw1jMAX73jcHhnLVrlSbOPH6UWbWdnZ2CNdFefn+hatI+zPfPMM5tuBQkePX788cc+lGtu\nE/NoUDOseDTFyY1EIj5ASp6l60MiDZHgmy6oMHc3NC2a/REgmceXAHzHI563DQQJbGe18SiOjQCe\n4XDYdzTlHnGwUgCb0pdOp9HX14eZmRlD0Oc1ihXI1HcFUNVsMfaVzWbx6quvmjN0a8Wq3BkfqUca\npCuRSKC/v98Hvsn7lX7An/XlzrnKV7Po9PpsNmvjuH0xrk7lTqRzRdanHDhvrKuomW6cQ/6tQLDK\nu+d5pltKK/smzQxP0GNqPWpTfdZsZK2dy6NQzdDTsYMe8Dj/vCebzRroq5tIQtmwQsWpU6dMz0iP\n6hWbysK1bz3iZFO749/UWeWN12nGHEMABgYG7DvO1W4Z8O545JW6wvkPegGiDKm7WivUpVX1jU37\ncDMgaTtqz25mYZAdqk6zP7dGqWZH8gj7jTfesHv7+vp8taa1uS91DO1QW6Ac2J/qKDPjw+GwT07U\nPWBrcafM1Qa09i6vP3HiBF577TXzweRVszF5jKdHywwXAGCZxWoPLq+cP2bj6vqjAMyUMY8HOd+0\nPZ1zxRJV23zllVdw7do181VuzWte39fXZ+ujuwa6Os6+SXMQP9QVN6NXM1mDxuF8qqwpX8pW7Uz7\n0XAVwA94zmvpIylP+nINh2IIhNrPbrau6wDnmHPX19eH/v7+QJtSGyDfj+sB7/85TMr/7ZbNZk05\nXIfG5jpAF2HbXdTr6uoQDm/jQxFNnffMzs6ipqbGlMgdUxcljsXvGQDPVH29h32pkmrTNyrew3Fd\niJNoNOpLEXfvI59MU3eviUS20cRnZ2d9MSDky4Xe0AcC0kQ5AlsLpuvoPc/zZciSd8qN15JWyo30\n04nrg+Ds7KxPFjonCtegOqILIOeX95GPILlz4WDf6lwiEX+lBgCGPk/+lVZdgHk/+XFlzL70QcjV\nHZWfyiEcDhvsgYsfqZ9Vp+nk2If2GQ6HfbS4cD/kB4DPHqhHk5OTO3Q9yAY451qRQm3XnWP2HeQP\nXNlolQLyp9Vb2Oi4dT6UV+oK+wvaudOHKMqO9Afd49om+1B9Ud44t+6DomYyBtmh2lZNTY3NKf0J\nbY39E7iXY6n8qNvAdqkyrfqjuJq8XrE5lSatOODKifJjCA5pII20L5UTx9ExFN5E55Q6S/+kL/cu\nBFCQX1E9IR/Kn9qia8Ns+tDg6jp9FV+u1Vdpn0o7MThVN/RlgnquduPabTqdNn4Av1/j78xoVb3Q\nhx/3wS+RSNh3Oudq0zqeu667D8Wcax3brch0584dH++uD9ttHeAY6u+DbCrIbmkXj6M98Q94vb29\nto3OoFhCP+jiEA5vHYvx2I+B0yyvw3tHR0fR2dnpCwxngD8DfCORrQBufRtQwEiCc3Lrno3HssD2\n7gDrRvI7fYjTtxQe5+kRhtKkwLzJZBInTpzA8vIyOjo6AmEUuGVOx8hdB7Z4PG4BrS5sDPlSWm/e\nvGlGw+1vxqjpHDAIl8HyvC4c3j4SGR8ft6NGAHZEy1JtDLol/eRP5c+/GShLujVIV+XHIyj254LY\nKh8qTw2UpnwIXZFMJtHR0bGDLt2l1L6oo5xD0sQAadWRoCMPPVagTpJH9sE+OW88ZtZAdpU7aeex\nDuAHaqY84/G4hUaorig/AHDixAnfQ2U8HjeZuUdfTPygbTHwf25ubkewtuoT+2K2L+nVY0Z3/gGY\nT+DxeUdHh11LYF7yoTrExgcN6h77pm/R613gatXf3a5RugGYrShQueqDq+cNDQ0+f6HJWcC2Xqus\nVBepR7FYzHwZA/iZJKFHofQb5M213erqat+iqPLWuSSsiZtYon6EISWcQ+oVfbUm1XV0dKCmpga9\nvb2me8vLy75EM76M08Zc/0Ge3b5Jt+oZ+5uZmfHxMTo6amsL1yXOJedEj9PdREDKlHNUXV2Nzs7O\nHffqvPI+tQvSor7SXYtUn7g2dHR0+HRREyl4vyay8X/1k5qIyP727t3r+wzsBDAGttdll2YdizpF\nmfBvrlHXrl2zHeAgf6U+WGWrIRjar+qku+7Sh7IS0eNoT/wR7alTp+xNhQ8Ye/fu9R3RMhOLzhuA\n74iCbykKgsv+9IhA3yhYu49v9yMjI8hms4aYrVv3LuAhW09Pjx1Dsh0/ftyKerNv3QHTo0IeiXC7\nHNjO+NHjLAA7jhj5VsOjkEQigYGBAbvG3SKnjJgIoHKanZ21rXDP28rWe/3113Hu3DlcunTJjol5\njKE1H8PhsGX36RE1MxiB7bcz3kdHp29w+oanb126+6LHOoB/p4rHBSofHnHHYjH09/f7ZEO+FJxT\njxt5RKdvj/rATv7dWoU8emFz5a98MB6ov7/fd/yvOqnHNK6eu7qtx/A8kqF8eD0BpN3jPj0SV5nz\n2IVNj3rC4bDhXLlg3Ddu3LAjaHenm7+79keddY+hyQO/d49o+eAxMDDgO9bhfPFaDavQeZmamkJP\nT48tkpcuXcIrr7yCN954wzcuAKNJ59M91tWjZd1RYVO+1JZID+OwaM/UFQX6du3QrVVN3aAv5Q46\nfx8aGsIvf/lLvPbaa74jVbWxoN0g/Uw/yVCOoCNazjlp0uNQjsfs8eLiYpN5T0+PD9SZfjUcDtsR\n7RtvvGE6yQc111b0iLapqcl0hA9qpJ/Hw3qcCGzvAPFliH2NjIz4jrSHhoZw/vx53Llzx+er1Uex\nH92151p06tQpnDlzxndEy/7V74yMjOCVV17Bm2++afrjVs9h0xMqDRehDmrGOf2IHtvqXFEHaZ8c\nR/0O+6Mt87P6Y9WdoCNa9ueGLgUd0XKdYTIO9UvrHrNPdx3gGAxv0szkaDTq02OVGcO1HtcR7RMP\ndBwE4PjH3BMEPOgCqGrj36oAbO53LnhrEAgl79HvdeHSxt2RmpqaQMcPbL+pPIo8yCfvUSe/W6uu\nrvZdp3GI7nVuC3rQdYE33e/YCJz5xzS3H9Kt9POzy9duTa95GMil7tTOzs6arHfTN76Ba9Oj4qBG\nfdD7gmQXNOajytKlqbq62rJ3g/rU4wde86hHEkpnkP7odQ/7Xcd/mDyCfgvqlwCq7m9uP48DxPRR\ndNC9lsCsLphsUF/udw+j2QVpZ5uamgqUU+JbIPE/xvdQN3bjOwgoe7e+2Fx9e5jPDgJ5DqJht5f0\nP6Xpjin7J227yTzIhh7GV01NjQ+m40/Vzerqat96pPPkgl//IeBfpdltj+qPdM121y+l71HsqK6u\nzhIhdH6D1mQAOyCgHtZ2G/9R/NYf0554mBRNoGAq+IEDB7C4uGiF2gkSubq6asdUTNveu3evpbdz\nt5PQFyzczt24zc1Nc6KRSMQHB8Eix5FIxGAQamtrkUwmDX5gfHwcjY2N9ndRUZHvNy3QTHiBgoIC\neN5WYfof/OAHmJiYsOL0eXl5BjlCWBfCHjQ2Nloa+PDwMAoKCuwfC343Nzfjyy+/tLRzALh37x4K\nCgpQX1+PlZUVK4qeTCYN5oLyHhoaQnNzswE7EoojEokYPAjln8vlcPz4cYNIYDHydDqNrq4uvPvu\nuwY74XlboLyLi4u4ffu2FXtmMXBCSLiF0jlHnBNCFRDSAICl0d+7d8+3e0u+CCCaTCaxtLRkRdAp\nF0Kh3Lt3Dx0dHRgdHbUi2Jyv27dvo6WlxZxyOOyHPgG23h4JI8Hv9a08FAqhoqICkUjEUvWZds+3\n2NXVVUxPT/tgNAi8TJ1UiAXKIxwOo6WlBYuLi0gkEigrKzM4BsLoqE7TLhTEk9Aw3JHJ5XIoKysz\nIPBcLodMJoOpqSnU1NTYvbQ9zlcsFsOtW7cMPoPFuVnVhbrieZ5BhCiMhdofZUgZtbS04IMPPjB5\ncWyC7mrf8XjcbG9qagpffPEF2tvbcevWLVRVVRmQMSFFOB7npaioCMvLyxgbG0NBQYFBkGSzWfMt\nBQUFSKe3CsPfuHEDt2/fRiqVMn1SWAnOU1VVFa5du4by8nKzX/ahsUvr6+soLy/HZ599hlQqZXZ2\n7949ZLNZLC0tobu726A1qBslJSW4d+8evvjiC3z3u98138D+R0dHcfv2bTQ2Nhp8xPHjx5HL5XD4\n8GEDUi4oKEBLS4uvRBjnRu2an+mbNjc3MTU1haqqKpSXl+PLL7/EF198Yb6hsrISiUTC9Jz9UCc5\nD+3t7QiHw2aLLCJPHaWf3NzcRH19PZLJpIHEZzIZHDx4EIODg0Y3sAXpUlJSgmQyifHxcRw8eBCf\nffaZXUN9A4Dp6WnzPbQZ+gvaPPkgdI0+qORyORQVFRnP9Dfsq6amBrdv3zab5EkG16Lx8XG0tLQY\nPAd1loDehADZ3NxEbW2trY+Ujed5ptuhUAi3b982u1G7raqqMiDsrq4u0+M9e/b4dtpv376N2tpa\n364bH9a5joRCIZPDrVu3DGomHA6jvr7ePhMAXU8jCWuSTqcNSojyoY+nzPfv348vv/zSdOy//uu/\n7Eh53759+OCDD4xv8nD79m0DyaaOhUIhmxfKks8JiUQCX331le0Ah0Ih8zP8x+9v3779FCblUdoz\nzzyzyW3toOLQFDa378PhbUgUnpXrkZ1+pzAWbjyQxgHomTwffBQcWWPY3Dc3BSHW2C8dG9iOuXFB\nGRmDw7gHwA91wu3+8+fPG5gs4I/1I4AnsF3HljIjzxofxViuCxcu2BEasA1yq0dqBJpVuBONXdC4\nR41RUpkB2wCR5FfjR9j06NONkwJgMWK7gYZyHB7Nkdbu7m7E43G8/fbbJjuC81KvgsBaCXSrMTps\npJ1j8eFTQWhd3pUX6tqZM2eQzW5hPqq+EJpB9VkhLUZHR3H27FkMDw/7jorc2BGtLUlAXM41+VY5\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/UF6xWMxn16rHuh5xXNop+yX0EfmibNgX7+d1rl2pDSitlA/niJ+1H/UTupuq8lFZ0IbZ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yN0o4+cZe1GOD169Ejgpw/W8ePHxe9ibm5O/KBIQ+ZKI04cu1gsIpfLiW/Q1tYW5ubm4PV6USwW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\nHAAvAig2xpxO92FVSLnXQ+edxpiedFnDxpjvfJS+eHh4fPzwC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AEhG+AAAAEhG+AAAAEhG+AAAAEg3PKGJ7tqTDJC2NiH3LuIsl7V1mGStpeUTsX+exCyQ9\nKmm9pHURMTWjZwAAgHZICV+Szpd0hqRv9Y6IiH/sHbb9JUkr+nn8KyPiobZ1BwAAkCQlfEXENban\n1Jtm25LeJOlvM3oBAADopKw9X/15uaQlEXFXg+kh6Ve2Q9LXI+KcZha6bs0wLXlgbKt63GzM1ZTU\nemt3zdtERvdEWq3tFq5Lq7Vq0si0WjO3XZ1WS5I+l7geRxyxPK1WN753SPnvH6N68rb91ZPWpNWa\nuf1NabXmTpySViv7/WPO46PSak2fsCClzn3Dm1uHm0P4OlrSRf1MPzgiemzvJOkK27dHxDX1ZrR9\nvKTjJWnYs7vzzRMAAGzZOvptR9vDJb1e0sWN5omInvJ3qaRLJU3rZ95zImJqREwd9qzRrW4XAABg\nk3X6UhN/J+n2iLi/3kTbo22P6R2WdIikmxP7AwAAaKmU8GX7Ikm/l7S37fttH1cmHaU+hxxtT7R9\nebk7QdLvbN8o6TpJP4+IORk9AwAAtEPWtx2PbjD+mDrjHpB0aBm+R9J+bW0OAAAgUacPOwIAAAwp\nhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8A\nAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBEhC8AAIBE\nhC8AAIBEhC8AAIBEwzvdQLuMfESacok73UbL7XfqgtR6c49ILZdmwQNj02odfsB1abWm33BkWi1J\nWnJkpNU6fMKCtFpz5k1Lq3X6m89Lq3XC1W9NqyVJmrQmrdSEicvTas1Z8cK0WnP3vyStVvr7R+L7\n8Fkzvp1S5xfDnmhqPvZ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8\nAQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAA\nJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJCJ8AQAAJHJE\ndLqHtth60uTY9T3/3Ok2Wm71pDWp9Ub1jEytl2V0T952v2za2rRaZ834dlotSTr588em1cpcjxMm\nLk+rlWn6hAWp9X779QPTaq2a5LRat7/rzLRaJy2emlZr5vY3pdWSpDkrXphWa+6SKSl1bnn/+Vp1\n5+IBN0b2fAEAACQifAEAACQifAEAACQifAEAACQifAEAACQifAEAACQifAEAACQifAEAACQifAEA\nACRKCV+2Z9teavvmmnGzbPfYvqHcDm3w2Jm277B9t+2PZvQLAADQLll7vs6XNLPO+NMiYv9yu7zv\nRNvDJH1N0msk7SPpaNv7tLVTAACANkoJXxFxjaRlz+Ch0yTdHRH3RMQaSd+TdHhLmwMAAEjU6XO+\n3mf7T+Ww5Lg60ydJWlRz//4yDgAAYIvUyfB1lqTnStpf0mJJX9rUBdo+3vZ82/PXr1q1qYsDAABo\nuY6Fr4hYEhHrI+IpSeeqOsTYV4+kyTX3dynjGi3znIiYGhFTh40e3dqGAQAAWqBj4cv2zjV3/0HS\nzXVmmydpT9u72x4p6ShJP8noDwAAoB2GZxSxfZGkGZJ2sH2/pI9LmmF7f0khaYGkd5d5J0r6RkQc\nGhHrbL9P0i8lDZM0OyJuyegZAACgHVLCV0QcXWf0eQ3mfUDSoTX3L5f0tMtQAAAAbIk6/W1HAACA\nIYXwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkCjlIqudMOrhddrjwiWd\nbqPllp3u1Hprr9sxtV6W7RauS6u1atLItFonXP3WtFqSNCVxPY44YnlarfEnRVqt2z4yLq3WjV85\nIK2WJJ16xuy0WjO3XZ1W6/nnnphWa+yBS9Nq/fiP+6fVkqRRPXnvjTMPuy6lzn3Dm9sO2fMFAACQ\niPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAF\nAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQ\niPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQaHinG2iXp0YN0xN7jO90Gy03fcIf\nU+vduHBcWq3FB41Iq5W56a+etCat1qiekWm1JGnlrpFWa9kDY9NqbbOH02pNmPhIWq2Vu+6YVkuS\nZm67Oq3WnMdHpdUa3ZO33S+ZlLfdZ79/ZL43zl0yJaXOY+ua2w7Z8wUAAJCI8AUAAJCI8AUAAJCI\n8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUA\nAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI8AUAAJCI\n8AUAAJAoJXzZnm17qe2ba8Z9wfbttv9k+1LbYxs8doHtm2zfYHt+Rr8AAADtkrXn63xJM/uMu0LS\nvhHxN5LulPRv/Tz+lRGxf0RMbVN/AAAAKVLCV0RcI2lZn3G/ioh15e5cSbtk9AIAANBJwzvdQHGs\npIsbTAtJv7Idkr4eEec0Wojt4yUdL0kjd9pOT7z/kZY3Ws/yeTul1JGkBX/cP62WJI06aERqPWya\nsQcuTa23tmfHtFrjr8vbFp94/4NptTL9YdZZqfVePOuEtFrbLVw38Ewt8vJT56XV+nHie372+8f0\nCQvSas352bSUOutXNRerOh6+bJ8saZ2kCxvMcnBE9NjeSdIVtm8ve9KepgSzcyRp9F47R1saBgAA\n2AQd/baj7WMkHSbpzRFRNyxFRE/5u1TSpZJy4isAAEAbdCx82Z4p6SOSXhcRjzeYZ7TtMb3Dkg6R\ndHO9eQEAALYEWZeauEjS7yXtbft+28dJOkPSGFWHEm+wfXaZd6Lty8tDJ0j6ne0bJV0n6ecRMSej\nZwAAgHZIOecrIo6uM/q8BvM+IOnQMnyPpP3a2BoAAEAqrnAPAACQiPAFAACQiPAFAACQiPAFAACQ\niPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQiPAFAACQqKnwZfufbe9fhqfbXmj7XtsHtbc9\nAACA7tLsnq8PSrq3DH9G0pcl/Yek09vRFAAAQLdq9oe1t4+IFbbHqPqh67+LiPW2v9TG3gAAALpO\ns+Frke2XSnqBpGtK8NpO0vr2tQYAANB9mg1fH5Z0iaQ1kt5Qxh0m6bp2NAUAANCtmgpfEXG5pIl9\nRv+g3AAAANCkhuHL9h5NLuOeFvUCAADQ9frb83W3pJDk8ldlWDX3JWlYG/oCAADoSg0vNRERW0XE\nsIjYStI7JX1P0t6Stpb0fEnflXRcSpcAAABdotkT7j8lac+IeKLcv8v2uyXdKen8djQGAADQjZq9\nyOpWkqb0GbebOOQIAAAwKM3u+TpN0pW2vylpkaTJko4p4wEAANAkR8TAc0myPVPSG1VdcmKxpO9H\nxJw29rZJtt1xcuz9hg92uo2WO/Ujs1PrnXD1W9NqHX7ADWm15i6ZklZr1l4/TauV+XpJ0oSJy1Pr\nZVnywNi0Wvce+o20WtNvODKtVrbM1yxzu+f9ozWmT1iQUufiN/9SS25d5oHma3bPl0rQ2mzDFgAA\nwJagv+t8nRwRp5bhTzaaLyJOaUdjAAAA3ai/PV+71AxPbjBPc8csAQAAIKmf8BURJ9QMvyOnHQAA\ngO7W7KUmAAAA0AKELwAAgESELwAAgERNhS/bzxnMeAAAANTX7J6vOxuMv7VVjQAAAAwFzYavp12t\n1fZ2kp5qbTsAAADdrd8r3NtepOpaXtvYXthn8rMlXdSuxgAAALrRQD8v9BZVe70ul1T7o08haUlE\n3NGuxgAAALpRv+ErIn4jSbZ3iIjHc1oCAADoXs2e87Xe9qm277G9QpJsH2L7fW3sDQAAoOs0G75O\nl7SvpDdrw+853iLphIaPAAAAwNMMdM5XryMkPS8iVtl+SpIiosf2pPa1BgAA0H2a3fO1Rn2Cmu0d\nJT3c8o4AAAC6WLPh6weSLrC9uyTZ3lnSGZK+167GAAAAulGz4etjku6VdJOksZLukvSApE+0qS8A\nAICu1NQ5XxGxRtIHJX2wHG58KCJigIcBAACgj2Z/WHsf2xPK3SckzbL9cdvbtq81AACA7tPsYceL\nVB1ulKQvSnqFpOmSvt6OpgAAALpVs5eamBIRd9i2pNdL2kfVHrB729YZAABAF2o2fD1pe4yq0LUw\nIh6yPVzS1u1rDQAAoPs0G76+K+lKSWNUXWJCkl4k9nwBAAAMSrPfdvyg7UMkrY2Iq8rop1R9AxIA\nAABNcrdeMWLbHSfH3m/IyYbLpq1NqSNJo3pGptWSpD0uXJJWa8mMndJqjTjiwbRamZY8MHbgmVpo\nyiVOq7X4oBFptW5/15lptXa//J1ptSZMXJ5WS5K2+cq4vFr3LEurtez0vO1++by898XVk9ak1ZJy\nt8e1l+2YUueOH56mxx9cNOAG0uy3HQEAANAChC8AAIBEhC8AAIBEhC8AAIBEDb/taHuRpAHPxo+I\nXVvaEQAAQBfr71ITb0nrAgAAYIhoGL4i4jeZjQAAAAwF/R12/GQzC4iIU1rXDgAAQHfr77Dj5LQu\nAAAAhoj+Dju+o5WFbM+WdJikpRGxbxk3XtLFkqZIWiDpTRHxSJ3Hvl3S/yt3/yMiLmhlbwAAAFkG\ndakJ22Ns7257j97bIB5+vqSZfcZ9VNKvI2JPSb8u9/vWHC/p45JeImmapI/bzvvNCgAAgBZqKnzZ\n3sf2HyWtkHR3ud1Vbk2JiGsk9f3xrcMl9e7FukDSEXUe+mpJV0TEsrJX7Ao9PcQBAABsEZrd83Wm\npKskjZe0UtI4SV+X9PZNrD8hIhaX4b9ImlBnnkmSFtXcv7+Mexrbx9ueb3v+uidXbWJrAAAArdff\nCfe19pP09xGx1rYjYoXtD0u6WdJ3WtFIRITtAS/qOsAyzpF0jiRtu+PkTVoWAABAOzS75+tJSSPK\n8EO2dy2PffYm1l9ie2dJKn+X1pmnRxt/83KXMg4AAGCL02z4+q2kN5XhSyT9QtJvJF25ifV/og2H\nLt8u6cd15vmlpENsjysn2h9SxgEAAGxxmjrsGBFvqrn7MVWHG8dI+lazhWxfJGmGpB1s36/qG4yf\nlfR928dJuk8l4NmeKuk9EfHOiFhm+1OS5pVFfTIi+p64DwAAsEVoKnzZHiXpqYhYGxFPSfqO7ZGS\n3GyhiDi6waRX1Zl3vqR31tyfLWl2s7UAAAA2V80edrxC0ov7jHuROPwHAAAwKM2GrxdKurbPuOtU\nfQsSAAAATWo2fK3Q06/BNUESF9MCAAAYhGbD1w8lfdf2vra3tf1CVSfbf799rQEAAHSfZsPXyZJu\nU3Wo8VFJcyXdLunf2tQXAABAV2r2UhNPSnqv7fdJ2kHSQxHBFeQBAAAGqdmfF5JU/QSQpAfb1AsA\nAEDXa/awIwAAAFpgUHu+tiTD1oS2W7gupdZ2C5u+1uwm2+/U69JqSdIcTUutl2X1A2PTah1+wA1p\nteZqSlotSVq5645ptW5/15lptZ5/7olptSYcWO8nbdtj7WV5r5ckLTlybVqtCRPz3oeXZL5/HJb3\nnj93yZS0WlLuejzrIznXaf/Afz/U1Hzs+QIAAEjUVPiy/Urbu5fhnW1fYPubtp/T3vYAAAC6S7N7\nvs6UtL4Mf0nSCElPSTqnHU0BAAB0q2bP+ZoUEQttD5f0akm7SVoj6YG2dQYAANCFmg1fK21PkLSv\npFsj4jHbI1XtAQMAAECTmg1fX5U0T9JISSeVcS9TdZV7AAAANKnZK9x/zvalktZHxJ/L6B5J72xb\nZwAAAF2o6et8RcSd/d0HAADAwPoNX7bvlRSSFBF7pHQEAADQxQba8zUjowkAAIChot/wFRH3ZTUC\nAAAwFDQMX7a/rXLIsT8R8baWdgQAANDF+tvzdXdaFwAAAENEw/AVEZ/IbAQAAGAoaPpSE+WK9ntL\n2kGSe8frEZvMAAAbm0lEQVRHxJVt6AsAAKArNRW+bB8s6QeSRknaTtJKSWMkLZLEJSgAAACatFWT\n850m6fMRMV7So+XvpySd2bbOAAAAulCz4WsvSf/ZZ9xnJX2wte0AAAB0t2bD1wpVhxslabHtfSSN\nk/SstnQFAADQpZoNXz+SdGgZni3pKkl/kHRJO5oCAADoVk2dcB8RJ9UMf9H2tar2ev2yXY0BAAB0\no6YvNVErIn7b6kYAAACGgmYvNfFbNfipoYh4RUs7AgAA6GLN7vn6Rp/7z5F0nKTvtLYdAACA7tbs\nOV8X9B1n+4eSvinpk61uCgAAoFs1+23Henok/U2rGgEAABgKHFH3VK6NZ7KP7TNqW0mvl7Q2Il7d\njsY21daTJseu7/nnTrfRcqsnrUmtN2Hi8rRas/b6aVqtE65+a1qtTFMu8cAztdBVs89Nq/XiWSek\n1dpu4bq0Wk+8/5G0Wmsv2zGtVrbM12zlrs/ou2rPyLJpa9NqZb9/ZK7HVZNyntvCs7+sJ3sWDVis\n2Wfe95NqlaT/UfWzQwAAAGhSs+d8vbLdjQAAAAwFDcOX7T2aWUBE3NO6dgAAALpbf3u+7lZ1bS9r\n42t89b0/rA19AQAAdKWG33aMiK0iYlhEbCXpnZK+J+n5krYuf7+r6lpfAAAAaFKzJ9x/StKeEfFE\nuX+X7XdLulPS+e1oDAAAoBs1e52vrSRN6TNuN3HIEQAAYFCa3fN1mqQrbX9T0iJJkyUdIy41AQAA\nMCjNXmriC7ZvkvRGSQdIWizp2IiY087mAAAAuk3Tl5ctQYuwBQAAsAn6u87XyRFxahlu+OPZEXFK\nOxoDAADoRv3t+dqlZnhyg3kG/mFIAAAA/FXD8BURJ9QMvyOnHQAAgO7W1KUmbF9m+422t253QwAA\nAN2s2et8/UbShyUtsX2B7VfbbvaxAAAAKJoKUBFxWkRMkzRV0j2STpf0gO2vtLM5AACAbjOovVcR\ncVdEfELSUZL+JOm9bekKAACgSzUdvmw/1/b/s32LpCsk3SXpf7etMwAAgC7U1EVWbc+TtJekH0v6\nkKQrImJdOxsDAADoRs1e4f4Lkn4aEU+0sxkAAIBu198V7h0RvRdRvaSMe9phyoh4qk29AQAAdJ3+\n9nytkLRdGV6np1/N3mXcsDb0BQAA0JX6C18vqBnevd2NAAAADAX9/bzQoprh+9pR3Pbeki6uGbWH\npFMi4vSaeWaoOtH/3jLqRxHR8Ie+AQAANmf9nfP1bTXxw9kR8bZnWjwi7pC0f6k3TFKPpEvrzPrb\niDjsmdYBAADYXPR3na+7Jf253FZIOkLV+V33l8cdLml5C3t5laQ/t2svGwAAwOagv8OOn+gdtv1L\nSf8nIn5bM+5gSf/ewl6OknRRg2kH2b5R0gOSPhQRt9Sbyfbxko6XpGHPHqvVk9a0sL3Nw4SJrcy7\nA1t72Y5ptU7WsWm1pizMu0zd4oNGpNW6avaZabUk6ZXHviut1oj3P5hWa8EDY9NqKbHWhCPy1qEk\nLZ+3U1qtZdMGPFDTMmfNmJ1Wa9adr02rddXsS9JqSdKcx0fl1VrxwpQ6F1+0qqn5mr3C/XRJc/uM\nu1bSQYPoqSHbIyW9TtIP6ky+XtJuEbGfpK9KuqzRciLinIiYGhFThz1rdCtaAwAAaKlmw9cfJX3a\n9jaSVP6eKumGFvXxGknXR8SSvhMiYmVEPFaGL5c0wvYOLaoLAACQqtnwdYykl0laYXuJqnPADpb0\n9hb1cbQaHHK0/RzbLsPTVPX8cIvqAgAApGrq54UiYoGkl9qeLGmipMURsbAVDdgeLenvJb27Ztx7\nSt2zJR0p6QTb6yQ9IemomivvAwAAbFGa/W3HXqslPShpuO09JCki7tmUBiJilaRn9xl3ds3wGZLO\n2JQaAAAAm4umwpftmZLOk7Rzn0n8vBAAAMAgNHvO19ckfUrS6IjYquZG8AIAABiEZg87jpP0dc61\nAgAA2DTN7vk6T9I72tkIAADAUNDsnq/pkt5v+6OS/lI7ISJe0fKuAAAAulSz4esb5QYAAIBN0Ox1\nvi5odyMAAABDQb/hy/bfDrSAiLiyde0AAAB0t4H2fJ03wPSQtEeLegEAAOh6/YaviNg9qxEAAICh\noNlLTQAAAKAFCF8AAACJCF8AAACJCF8AAACJCF8AAACJCF8AAACJCF8AAACJCF8AAACJCF8AAACJ\nCF8AAACJCF8AAACJCF8AAACJ+v1h7S3ZyEekKZe402203H6nLkitN2fSTmm1xh64NK3WfhMWpNW6\nauf5abWef+6JabUkafWRa9JqHZ74ms3VlLRas/b6aVqtE65+a1otSdKkvO1jVM/ItFqZ6/HwA25I\nq5X+/pG4fUyYuDylzmPrRjU1H3u+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+\nAAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAA\nEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+AAAAEhG+\nAAAAEjkiOt1DW2zn8fESvyql1pqZB6bUkaQFR+a+XlMucVqtxQeNSKt1+7vOTKt10uKpabVuPPmA\ntFpS/vaYZcLE5Z1uoS3WXrZjp1tom+0WrkurtXLX4Wm1lk1bm1Yr8/1eyl2PqyblPLeFZ39ZT/Ys\nGrAYe74AAAASEb4AAAASEb4AAAASEb4AAAASEb4AAAASEb4AAAASEb4AAAASEb4AAAASEb4AAAAS\nbRbhy/YC2zfZvsH2/DrTbfsrtu+2/SfbL+pEnwAAAJsq79r+A3tlRDzUYNprJO1Zbi+RdFb5CwAA\nsEXZLPZ8NeFwSd+KylxJY23v3OmmAAAABmtzCV8h6Ve2/2D7+DrTJ0laVHP//jJuI7aPtz3f9vy1\nWt2mVgEAAJ65zeWw48ER0WN7J0lX2L49Iq4Z7EIi4hxJ50jSdh4frW4SAABgU20We74ioqf8XSrp\nUknT+szSI2lyzf1dyjgAAIAtSsfDl+3Rtsf0Dks6RNLNfWb7iaS3lW89Tpe0IiIWJ7cKAACwyTaH\nw44TJF1qW6r6+W5EzLH9HkmKiLMlXS7pUEl3S3pc0js61CsAAMAm6Xj4ioh7JO1XZ/zZNcMh6b2Z\nfQEAALRDxw87AgAADCWELwAAgESELwAAgESELwAAgESELwAAgESELwAAgESELwAAgESELwAAgEQd\nv8hqu6zebVvdecrUpGp5v+E9YeLytFqStN+pC9JqXbXz/LRazz/3xLRaYw9cmlZr7a65/6TPmjE7\nrdZJFx6XVmvtdTum1Xr5u+el1Zozaae0Wvnytv1Vk5xWK/M9f+Wuedu9lLseV09ak1InRjSXB9jz\nBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAA\nkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjwBQAAkIjw\nBQAAkIjwBQAAkIjwBQAAkIj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bt5UNijHeDm9/WZQpxxWOF/tuinwEH5zXvrjvtb6+N0d9X9iJ7c0+T8P5P/B1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sbw5aN2AO9ll9LV6I3wTo+P+nDD/CikUIfk0xy1pDITfLLjyHDMGNOKtoI+z+XYIbl4pV1mB81/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\nlPMgB7kWh4ayDBJP7KDfs4PuUODPvXivvKcyHXTs90LaAaKb+cB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gw4fPDBrl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9PsOkw2WvBcVm5cl8dd9PFzVyjBPtmH+xRq2495Mr/Gt9ZwtB9kv5YawvZrNmiRLVpR4FWO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6J5W/zBfH+zxeF8Y8RGQWMmJ5cTuoD5li9vWEeTG2oFeA69f4nPczOucBXT+nl5rzrJCv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czeqOHFPKhfroMNusUDoaiDymUKfjDe6M8a+LAvqYgfVA83kBF85I/N1tT0rMp7rFBv0RadnTbd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\nYBj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p9WbNmpVaL0tPT09ard7e3rRafX19abUkaebMmWm1Pvaxj6XVyvzsOOWUU9JqZb5eUvdu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\nNoqI5bVDjrb3U/XTSC+LiNGSjpK0fID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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3871,22 +1043,20 @@ } ], "source": [ - "matrix = {}\n", - "visualize_cluster_matrix_grey(matrix, 1000, \"1\", 100000, 200000, 14)\n", - "matrix = {}\n", - "visualize_cluster_matrix_color(matrix, 1000, \"1\", 100000, 200000, 14)" + "visualize_cluster_matrix_color(20, \"1\", 10000, 15000, 3)\n", + "visualize_cluster_matrix_grey(20, \"1\", 10000, 15000, 3)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Determine Matrix Range " + "# determine_matrix_range()" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "collapsed": false }, @@ -3894,6 +1064,10 @@ "source": [ "def determine_matrix_range(matrix, num_people, num_chrom, begin, stop):\n", " \n", + " \"\"\"\n", + " finds the range of shared variants in a given variant matrix \n", + " \"\"\"\n", + " \n", " matrix = {}\n", " matrix = variant_matrix(matrix, num_people, num_chrom, begin, stop)\n", " \n", @@ -3918,17 +1092,6 @@ " return lis" ] }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#determine_matrix_range()" - ] - }, { "cell_type": "code", "execution_count": 31, @@ -3975,17 +1138,6 @@ " return occur_dict\n" ] }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#find_percent_occurence()" - ] - }, { "cell_type": "code", "execution_count": 33, @@ -4094,18 +1246,6 @@ " return mean_median_pair" ] }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#marix = {}\n", - "#mean_median_percent_occurence(matrix, 40, \"1\", 100000, 140000)" - ] - }, { "cell_type": "code", "execution_count": 37, @@ -4185,154 +1325,6 @@ "analyze_matrix_intervals()" ] }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def k_means_clustering_on_variant_matrix2():\n", - " \n", - " # number of individuals ()\n", - " N = 1000\n", - " # assumed number of populations (n_clusters)\n", - " C = 28\n", - " # randomization\n", - " rand = RandomState(1123581321)\n", - " \n", - " # matrix generation \n", - " matrix = {}\n", - " matrix = variant_matrix(matrix, N, \"1\", 100000, 110000)\n", - " #for i in range(len(matrix)):\n", - " # print (matrix[i])\n", - " \n", - " # linear dimensionality reduction \n", - " matrix = PCA(n_components=2).fit_transform(matrix)\n", - " # initialize KMeans clustering object\n", - " kmeans_obj = KMeans(n_clusters=C, n_init=10, \n", - " init='k-means++', precompute_distances=True,\n", - " tol=1e-4, random_state= rand)\n", - " # Compute clustering and transform matrix to cluster-distance space.\n", - " kmeans_obj.fit(matrix)\n", - " \n", - " # mesh step size\n", - " h=0.02\n", - " \n", - " # Plot the decision boundary. For that, we will assign a color to each\n", - " x_min = matrix[:, 0].min() - 1\n", - " x_max = matrix[:, 0].max() + 1\n", - " y_min = matrix[:, 1].min() - 1\n", - " y_max = matrix[:, 1].max() + 1\n", - " xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", - " \n", - " # obtain labels on the mesh\n", - " mesh = kmeans_obj.predict(np.c_[xx.ravel(), yy.ravel()])\n", - " mesh = mesh.reshape(xx.shape)\n", - " fig = plt.figure(1,(10.,10.))\n", - " \n", - " plt.clf()\n", - " plt.imshow(mesh, interpolation = 'nearest',\n", - " extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n", - " cmap=plt.cm.Paired, aspect='auto', origin='lower')\n", - " \n", - " plt.plot(matrix[:, 0], matrix[:, 1], 'k.', markersize=2)\n", - " centroids = kmeans_obj.cluster_centers_\n", - " plt.scatter(centroids[:, 0], centroids[:, 1],\n", - " marker='x', s=169, linewidths=3,\n", - " color='w', zorder=10)\n", - " \n", - " \n", - " \n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 235, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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9kf5Oc67766d1/MvNhkpaqMoJ94sl3S/p4865JzzPcXGuoROPv/SGHl38hkzS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\nXwDS5xNgXky8yonpF4qK+MoRtplAoTm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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "k_means_clustering_on_variant_matrix2()" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def k_means_clustering_on_variant_matrix3():\n", - " \n", - " # number of individuals ()\n", - " N = 100\n", - " # assumed number of populations (n_clusters)\n", - " C = 6\n", - " # randomization\n", - " rand = RandomState(1123581321) \n", - " # matrix generation \n", - " matrix = {}\n", - " matrix = variant_matrix(matrix, N, \"1\", 100000, 130000)\n", - " # initialize KMeans clustering object\n", - " kmeans_obj = KMeans(n_clusters=C, n_init=10, \n", - " init='k-means++', precompute_distances=True,\n", - " tol=1e-4, random_state= rand)\n", - " # Compute clustering and transform matrix to cluster-distance space. \n", - " labels = kmeans_obj.fit_predict(matrix)\n", - "\n", - " fig = plt.figure(1,(10.,10.))\n", - " ax = Axes3D(fig,rect=[0, 0, .95, 1], elev=48, azim=134)\n", - " \n", - " \n", - " centroids = kmeans_obj.cluster_centers_\n", - " \n", - " ax.scatter(matrix[:][3], matrix[:][0], matrix[:][2], c=labels.astype(np.float))\n", - " \n", - " ax.scatter(centroids[:, 0], centroids[:, 1],\n", - " marker='x', s=169, linewidths=3,\n", - " color='w', zorder=10)\n", - " \n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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Yh46hihNBVznm+7vPg5iyu9SxUUYzG4ZpEvV2aoZRgDRNEYZh1le+yBtXtj7z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+bPny5di0aRNWrlyJmjVrJvR9DAYjIkyjy2Dojdq1a2Pjxo04f/48hg8fDrfbHfVYOY30A4EA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\niQvA/257M5vNtrFrNys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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "k_means_clustering_on_variant_matrix3()" - ] - }, { "cell_type": "code", "execution_count": null, @@ -4359,7 +1351,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.11" + "version": "2.7.10" } }, "nbformat": 4, From d2a8320aea87bf5a9831c99938bfb1ca0a036c3a Mon Sep 17 00:00:00 2001 From: Nicholas Hill Date: Tue, 7 Feb 2017 14:12:19 -0800 Subject: [PATCH 10/10] Update variantMatrix.ipynb --- python_notebooks/variantMatrix.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/python_notebooks/variantMatrix.ipynb b/python_notebooks/variantMatrix.ipynb index bae87b7..b005284 100644 --- a/python_notebooks/variantMatrix.ipynb +++ b/python_notebooks/variantMatrix.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the modern era of Genomics and Bioinformatics, tools are being created to interpret large scale genomic data. One such common comparison between two individual's is to compute a person's allele frequency through identifying there genomic variants. This notebook demonstrates an alternative approach to interpreting genomic variants through data visualization. \n", + "In the modern era of Genomics and Bioinformatics, tools are being created to interpret large scale genomic data. One such common comparison between two individual's is to compute a person's allele frequency through identifying their genomic variants. This notebook demonstrates an alternative approach to interpreting genomic variants through data visualization. \n", "\n", "The GA4GH variant service is used to produce an interconnected matrix of variants from data in 1000 genomes.\n", "\n",