{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Assessing the quality of embeddings" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scanpy==1.2.0 anndata==0.6.4+6.gd9727ca numpy==1.13.1 scipy==1.0.0 pandas==0.22.0 scikit-learn==0.19.1 statsmodels==0.9.0 python-igraph==0.7.1 louvain==0.6.1 \n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as pl\n", "from matplotlib import rcParams\n", "import scanpy.api as sc\n", "from collections import OrderedDict\n", "import seaborn as sns\n", "\n", "sc.settings.verbosity = 1 # verbosity: errors (0), warnings (1), info (2), hints (3), details (4)\n", "sc.settings.set_figure_params(dpi=80, color_map='viridis') # low dpi (dots per inch) yields small inline figures\n", "sc.logging.print_versions()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "title='KL={:.3f}, KL$_{{geo}}^{{disc}}$={:.3f}, KL$_{{geo}}^{{overl}}$={:.3f}'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulated Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n", "... storing 'cell_type' as categorical\n" ] } ], "source": [ "adata = sc.datasets.krumsiek11()\n", "adata.obs_names_make_unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the true graph." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sc.pp.neighbors(adata, n_neighbors=10)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sc.tl.diffmap(adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's go through several examples." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Random Layout" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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RKLMdqlBRKDLp7OzEp59+iqGhIcHlv/76ayuPajp1dXWor68XVefSpUvQarVW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\njfPnz5PyDbO2tsbBgweV2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oWMidQLCgpMlrHUhUwmw4MHD1BcXKw2n6+0tBS3bt1CTEwM\n1q5dq/ae2traIj09nXQm3snJCXv27KG1Th6Ph8TERCQmJlI6TiwW05o7CMxs+Ing0oxhmAMqGtAt\nMQmFQpMHVKa6+I+NjaG2tlZlMKgubG1tGXtuusLRnp4e2pmympqaORFUEAwODkIoFKKsrEx5YSW0\nGnw+Hz4+Pi93gRR5/vw5SktLMTAwALlcDhsbG4SFhcHPz0+ZBXNwcEB8fDwljaCXlxeCgoIMWpur\nq6tJS/jV1dVIS0tT3uhZLJZRPNjYbDbWrVuHpKQkPH36FA0NDcrJCDY2NrQyIMQsSFdXV8bXS5bp\n6WmcO3dOpzO+WCxGYWEh2tvbkZGRoRZc+Pv7IzMzE+fPn9fZDOHl5YX09HRaMykNwdANKlXJhhnN\nmAMqGtDt8Ons7MTQ0JBJBbvu7u6oqKgwyXM9e/aMdEC1dOlS2NvbG9SpRUB2xMaL0N3RGXoskygU\nCty7d09jpkYul6OqqgpVVVXw8fHB3r1757z1Q0/P/2/v3mKrLPc8jv+etdqu1rIhUEq7qFRbA20t\nXfawlkWdaMLWEIWi1Aq7sO0gyI4X24zhau5mrieZZGLmZq50Mx72dsaBfTARYwSHTLChWo2HNOA2\nUHC3jBVQBKXQPvuia3XKUNr1vs86vIt+P0nDuw7vux6SHn7vc/g/Z/XOO+/MurJtcHBQFRUVevDB\nBxWLxSRN7c926dKltHqMq6urbzqh14t4PJ6TVX4pk5OT+vHHH3M2xFxcXKy2trbrbv7effdd39cb\nGhrKa6A6cOBA2tsMDQ8P680331Rvb+8Nr91xxx164YUXNDQ0pIGBAY2MjEzv4LB69WrnVc8uSktL\nZ10MkI5QKFQwqy6DjkDlg+sf4lwGqtbWVr333ntO9VTS5WXoLRQKqaOjQ4cPH3b+XL/1hFyGw4Iy\nufbgwYNpbbx78uRJ7du3b3qH+iAaHh7Wa6+9Nucw9bfffqv9+/fr/PnzeuihhxQKhfTkk0+qpqZG\n/f39s67GikQiam1t1fr16zMyrFFXV6fKykpPS91d5XvPTJchwHzefIyOjnoOv8ePH9fp06dnLasR\nCoV09913p33jmCtFRUVas2aNrzlwTU1Nef/+ulUQqHwIh8O+u0hzvdy+tLRULS0tnuoI+eX1D3U8\nHtfAwIBTkbvq6mrfw1nLli3zfVe3fPlyX5+ZSUNDQ2mFqZTR0VEdPHhQmzdvzmKr/Dl//rxef/31\ntOf8HT58WEuWLFFra6uMMbrvvvvU2dmp48ePX1cPrqamRi0tLRkf+n7iiSf00ksv5WSvw0gkkvee\nRZcbiHyWGPFbmuXYsWO+65TlSyKR8BWo5ioSCm+IpT74/WNaVFSUl3pUjzzyiOd90vzwuglpeXm5\ntm/f7vuPxaJFi7Rt2zZf50pTE6wbGhp8ndvR0eH7czPFS5hK+fTTT3NaFTtdH3zwgefVc++///51\nYTgUCqmxsVEbN25Ud3e3urq61N7enpV5hCtXrtT27dszft3ZxGKxvPcguPz+yNfNh7U2rdIvs/ni\niy8Kbl5RfX295y2camtrC25+ZZARqHzwW5ekubk5L8MtpaWl6uvrS2sZb2Njo69lzosXL/Y12Tca\njWr37t2el9xXVVVp165dzsOnfu7OXIJYpoyNjenkyZOez7t27ZrzHniZNj4+rk8++cTzeRcuXMhZ\nTajZ1NXV5WTOjMsWOZnit5evtLRUa9euzUKL5jc+Pu57qsPExEQgbzzmYoxRb29v2gG2srLS6YYU\nNyJQ+RCLxXwFo3z+Yly0aJF2796tnp6eG+5IUqvB+vr6tG3bNnV2dnq+fiKR8H0XXVFRoR07duj5\n55/XAw88oIaGBtXX12vVqlVavnz59HBDSUmJmpqa9PTTT+u5555zqiWUctddd+mee+5J+/3GGHV1\ndeW9x8Blyx6Xc7PhxIkTvst7fPbZZxlujTd+fla8iMfjOeldnk9q6oBX+dwE2XXxQS5rqmVKeXm5\ndu3apebm5pv+jppZJNSldhluxBwqH4qLi/XYY49p//79aZ8Tj8c9d8dmWigUmt6s9uLFi/rhhx9k\njNHixYuv+8FKJBIaHh5Ou9bWmjVrnCpPpyxdulQPP/zwrK9Za7P2C66rq0uTk5PzDg+Ew2Ft2bIl\nEHV1XOqL+a3blS0uc+guXbqUwZZ419TU5HlrkuLi4rR6TmKxmB599FGX5mXU+vXr9dVXX6W9DU5q\nRWa+lJSUqKyszFdPU+rcQlRWVqaenh5dvHhRH374oYaHhzU+Pq5IJKLa2lp1dHTkvKzDQkGg8ikW\ni+nq1at666235p3U3NbWFqhfjNLUsNXNlmEbY9Td3a2ysrJ5a261trZq06ZNWe+xyebdYiooNTY2\n6tixYzcMpZWUlKilpUWdnZ2B6C2Q3DZtDVoBP5fvnXz3IoTDYfX29urll19Oaw5YJBLRzp079c03\n36i/v3/WKv/RaFSJRCLnNevmU15err6+Pr366qvz1uGqrKzUjh078t4D0traqqNHj3o+Lwjz1lyl\nivAidwhUDjo6OhSNRtXf36/PP//8hkmM9fX1SiQSamxszFML/UttzLpu3brpgpGpPxiRSESxWEyJ\nRCIwAcOVMWZ6OfTY2JjOnj2ra9euqbS0VHfeeWfgSg3U1tb6Ptfr4oFscxm6zcSwr6uqqio988wz\neuONN+YMGsuWLdPWrVtVVVWl6upqtbS0aGRkZHqbkUgkolWrVuWtllE6li5dqmeffVaDg4MaGBjQ\nuXPnrnu9oqJC8XhcbW1tgfiZicfjvgJVEOatofCYXOyanmvGmDM1NTU1Z86cydlnXr58WadOnZqu\nLByNRlVRUZGzz8+F1FBR0Ho4Fqp9+/alXbAwpaioSHv37g3UcMbk5KRefPFFT8NmKXv27PG0Z1o2\nWWv15ZdfamBgQKdOnZoOSbW1tUokEjnf6zDbrLU6c+aMvv/+e0nSkiVLAhkG3377bU8rYtvb29XV\n1ZXFFmE+t99+u77++uuvrbXB+4aaAz1UGXLbbbepqakp383IKoJUsHR2dnoOVLFYLFBhSprqDW1v\nb9ehQ4c8nbdy5crAhClpqpdz9erVgZhjlwvGmIKo1bRhwwZduXJFH3/88bzvXbt2rTZu3JiDVuFW\nVNiDxMAC1tDQoHXr1qX9/mg0qg0bNmSxRf7de++9noaPw+FwYP8vCBZjjB5//HFt3rxZ1dXVs75n\nxYoV2rRpk7q7uwt+7hTyhyE/oMAdOnRIR44cmXNxRF1dnbZu3ZqVTXUz5bvvvtMrr7yisbGxOd9X\nXFysnp4e502OsTCdPn16eki2pKREtbW1gZtXuNAV6pAfgQq4BVy4cEEDAwMaHByc3jstHA6rqalJ\niUTCaRJ7Lv300086evSoPvrooxvKKYTDYTU3N+v+++/P62a7ALKLQBUgBCosVNZajY+Pa2JiQqWl\npQU7fDExMaETJ07o3LlzmpycsZNXMAAABJlJREFUVHl5uRoaGvK+DB9A9hVqoGJSOnALMcYEYrm6\nq3A4XJDlRgAsXIV5+woAABAgBCoAAABHBCoAAABHBCoAAABHBCoAAABHBCoAAABHBCoAAABHBCoA\nAABHBCoAAABHBCoAAABHBCoAAABHBCoAAABHBCoAAABHBCoAAABHBCoAAABHBCoAAABHBCoAAABH\nBCoAAABHBCoAAABHBCoAAABHxlqb7zZknDFmPBQKFUej0Xw3BQAAeDAyMqLJycmr1tqSfLfFi1s1\nUF2SVCzpf/PdFgAA4MkKSVetteX5bogXt2SgAgAAyCXmUAEAADgiUAEAADgiUAEAADgiUAEAADgi\nUAEAADgiUAEAADgiUAEAADgiUAHIKGPMPxpjrM+vf0nj+gdmvP/PxhiToXb/V/Kav87E9QAsLAQq\nAAXDGLNc0mMznqqX9PMMXHenpC2u1wGwcBXluwEAbmm/k/RbD+//8zyvb9fUtlI/SboiaYmkPZLe\n9dU6ScaYTZL+ze/5ACARqABk15C19kAGr7cz+e8xSaOSnpL0hDGm0lr7jdeLGWOel/TPmgppAOAb\nQ34ACoIxpkVSW/LhEUlvJo9LJP2tx2utMMb8VtKLIkwByAACFYBCMTM0/VHSnyRdTj7ek+5FjDF7\nJX0paVvyqVEx5AfAEYEKQOAZY4ok7Ug+/IukfmvtJUm/Tz63xhjzUJqX2yvpZ8njA5rq9RrIVFsB\nLEwEKgCFYIOk6uTx76y1Nnn87zPe8ysP1/tc0iZr7RZr7WgmGghgYSNQASgEM4f7ZoaodySdTR4/\naYxZlsa1eiW1WGvfylTjAIBABSDQjDFLJW1OPvzCWjuYes1aOyHpteTDiKS++a5nrT0yo4cLADKC\nQAUgm/4hzQrpJ+e4xi80FZak63unUvbNOE57cjoAZBKBCkDQpYb7rKRX//+L1tqPJX2WfHi3MeaB\nXDUMAFIo7Akgm9KtlH55tieNMQ2SOpMP37fWnr7J+fsk/VPy+FeS/sdLIwHAFYEKQDa5VkrfOeP4\nijHm72/yvqoZx08ZY/7OWnvB4XMBwBMCFYBAMsaEJP1yxlMbkl/zKUue96/ZaBcAzIY5VACC6ueS\nbvd5LpPTAeQUgQpAUO2ccfwLa62Z60tSuaSLyffHjDGdN1wRALKEQAUgcIwxiyVtST78QdIf5jvH\nWntZ0n/MeMpL5XQAcEKgAhBET2lqLpQk/d5a+2Oa5/1mxvE2Y8zPbvpOAMggAhWAINo54/h1D+cd\nkfRV8rhc/7ehMgBkFYEKQKAYY+6S9DfJh+c0tV9fWpJbylA5HUDOEagABM3M/fj+01p71eP5v9FU\nVXVJajfGdGSmWQBwcwQqAIFhjDG6PlB5Ge6TJFlrT0r67xlPMTkdQNYZNl0HAABwQw8VAACAIwIV\nAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACA\nIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIVAACAIwIV\nAACAo78C3Dt3rlwZadUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 298 } }, "output_type": "display_data" } ], "source": [ "sc.tl.draw_graph(adata, maxiter=0) \n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", "sc.pl.draw_graph(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### tSNE" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/tsne_krumsiek11.pdf\n" ] }, { "data": { "image/png": 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dcM58ve3K9NjPWk9/eMq5xJDO4jbYLl1fAP8HypfCH6LtXE56tJvEV83DHXqWuht+7oIy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\nQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 293 } }, "output_type": "display_data" } ], "source": [ "sc.tl.tsne(adata, perplexity=10)\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_tsne')\n", "sc.pl.tsne(adata, title=title.format(ent, geo_d, geo_o), save='_krumsiek11')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UMAP" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/umap_krumsiek11.pdf\n" ] }, { "data": { "image/png": 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UqVNOuzQIKLfBjxo1CpMmTUJYWJjTynW1oqIirFu3TvWB3yEhIVix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\n3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PFHCCEwbNgwAI0zTTk5OW32UVNTg5SUFAghsHDhQpa8ICKXx2TJRSgUCsyYMQPvvvsu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\nAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 293 } }, "output_type": "display_data" } ], "source": [ "sc.tl.umap(adata)\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", "sc.pl.umap(adata, title=title.format(ent, geo_d, geo_o), save='_krumsiek11')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PAGA + UMAP" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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unnrqKbonWUDGkghOnz4tSTt6vR5NTU1ISEiQpD2C8Geam5vR1dWF9vZ2cwTk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\n0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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 293 } }, "output_type": "display_data" } ], "source": [ "sc.tl.louvain(adata)\n", "sc.tl.paga(adata)\n", "sc.pl.paga(adata, show=False)\n", "pl.clf()\n", "sc.tl.umap(adata, init_pos='paga')\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", "sc.pl.umap(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ForceAtlas2 (FA)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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oJk6c6LL6EBGR4xgsUUBatWpV53MpJQwGQ5f9bW1tTpcxZcoUi9tfeuklAMCa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\nAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 293 } }, "output_type": "display_data" } ], "source": [ "sc.tl.draw_graph(adata) \n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", "sc.pl.draw_graph(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/draw_graph_fa_krumsiek11.pdf\n" ] }, { "data": { "image/png": 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yp06dsvp4RUUFMjMza37Py8vD+++/j7y8vJptpaWlNQlMZWUl7t69CwAYNGgQ\nfvazn8FoNOLq1av3xX3zzTcREBCA3/3ud9i1a9d9j3388cdYsWIFTp8+jcTERABAs2bNEBsbi7Ky\nMnz88cf3Hfu1116zeEmQyNMwWSIicrHMzEyUlZXpitHQWJ/g4GDMmDEDbdq0qXef5s2b3zeW6dix\nYzU//+lPf0LXrl3rlElISMB7772HwsJCjB49GvHx8ZgwYQIeeugh/Md//AcCAgKwbNkytGzZsqbM\nr371KwBaojVkyBCMHz8e7du3x44dO/Dcc8/Z/JyJ3IXJEhGRi9XukXGWsLAwTJw4sd7Hq8cTVUtJ\nSam5LBcWFoaFCxfW2QcAfvrTn2Lfvn14/vnnkZOTg82bN6O4uBiTJk3CkSNHMGHChPv2f+ONN7Bk\nyRL069cPx44dw969ezFy5EikpKQgLi5OwTMlci5hbcIzbyWEyImJiYnJyclxd1WIiOr485//7JLL\nTyUlJVi6dOl9l96qtWnTpmbQt7kf//jHaN68udPrRlSf2NhY5Obm5kopLS8o6AbsWSIicqHKykqX\nJErl5eX1JkoAagZ9l5eX37fdfEJMItIwWSIiciGVE0laExQUhE6dOtX83qZNG8ydO/e+MUydOnVC\nUFDQfeXMxzARkYbzLBERuZCr7v4SQmDUqFEAcN88SzNmzMDSpUvRqVMnjBo1CkKImjLBwcFo2rSp\nS+pH5E2YLBERuVBoaKjLjlWdMA0fPrymxygsLAyzZs1CUFDQfYkSAHTv3p09S0QW8DIcEZELRUZG\nIiQkxGXHE0LUSYCCg4PrJEoA0KNHD1dVi8irMFkiInKxJk2auLsKFkVFRbm7CkQeickSEZGLNW7c\n2N1VsMjSnEpExGSJiMjliouL3V0Fi2rfGUdEGiZLREQu1tBSJe7iysHnRN6EyRIRkYt5YlISHR1d\nZzZvItIwWSIicrHw8HB3V6GOhx9+2N1VIPJYTJaIiFysZ8+eDpULCgrC+PHjER8fr7Q+QggMHjxY\naUwiX8JkiYjIxeLi4hy6Iy4hIQEPP/ww2rdvr7Q+gwcP5uBuIiuYLBERuVhAQACGDRtmVxmDwYC+\nffsCAFq1aqWsLqGhoRg6dKiyeES+iMkSEZEbJCYmom3btjbvbzQasWPHDkgplY15CgoKwiuvvOKR\nA86JPAmTJSIiNygpKcGVK1fsKpORkYH09HQ0atQILVu21HX8qKgo/OQnP0F0dLSuOET+gMkSEZEb\npKamorKy0u5yR44cAaB/AsnXXnuNy5sQ2YjJEhGRGxw/ftyhcunp6bh69Sry8vIcPnanTp04pxKR\nHZgsERG5QUFBgUPlpJTIy8te/HidAAAgAElEQVSD0Wh0+Nj9+vVzuCyRP2KyRETkZfQslyKEQLdu\n3RTWhsj3MVkiInKDiIgIh8s62isFAIGBgTAY+NJPZA+2GCIiN+jVq5dD5Tp16oRLly4prg0RWcNk\niYjIDeLj4yGEsLtc8+bNdQ3uduQOPCJ/x2SJiMgNpJSQUtpdLicnR1fCI6XUdRmPyB8xWSIicoNj\nx445VC43N1f3sUtKSnTHIPInTJaIiNxAz6U0vbhoLpF9mCwREblBeXm5W44bEBDAmbuJ7MRkiYjI\nDdzVu9OiRQsEBga65dhE3orJEhGRG+iZZ0mP3r17u+W4RN6MyRIRkRs0a9bM5ccUQnCpEyIHMFki\nInKDsrIylx8zLi4OAQEBLj8ukbdjskRE5Aauvn0/ICAAY8eOdekxiXwFkyUiIjcICwtz2bGEEJg6\ndSqCg4NddkwiX8JkiYjIDVTcvt+8efMGF8UNDg7GzJkz0alTJ93HI/JXvH+UiMgNVAzwvnXrFt54\n4w2kpKQgNTUVxcXF98UfMGAAevfujdDQUN3HIvJnTJaIiNygQ4cOCAkJ0TXQu6qqCtnZ2Rg1ahRG\njhyJO3fuoLy8HKGhoZx4kkghXoYjInIDIQR69uypO86WLVtQWVmJgIAANG3aFC1btmSiRKQYkyUi\nIjd59NFHdccoLy/HqVOnFNSGiOrDZImIyE0aN26Mvn376o6zY8cOGI1GBTUiIkuYLBERudGQIUN0\nxygtLUVycrKC2hCRJUyWiIjcKDo6WknClJKS4pZZwYn8AZMlIiI3GzVqFEJCQnTFqKiowIkTJxTV\niIjMMVkiInIzIQQee+wx3XG+++47BbUhotqYLBEReYCEhAR06NBBV4ybN2/i/PnzaipERDWYLBER\neYgpU6Y0uHxJQ3bt2qWoNkRUjckSEZGHCA4OxtNPP60rxo0bN3Dx4kVFNSIigMkSEZFHiY+PR/Pm\nzXXFOHnypKLaEBHAZImIyOMMGzZMV/lLly4pqgkRAUyWiIg8Ts+ePdGiRQuHy+fn56OkpERhjYj8\nG5MlIiIPYzAYMHz4cIfLSymRmpqqsEZE/o3JEhGRB+revTsaNWrkcHkmS0TqMFkiIvJAAQEB6N69\nu8Plb9++rbA2RP6NyRIRkYd6+OGHHS5rNBoV1oTIvzFZIiLyUHqmEAgICFBYEyL/xmSJiMhDNW7c\nGLGxsQ6VraysRHFxseIaEfmnQHdXgMgfSSlRWlqKyspKXL16FVevXsWtW7dQUFCA0NBQVFRUICQk\nBFFRUQgNDUWHDh3QtGlTXQN+yTuFh4c7VE5KiTNnzmDAgAGKa0Tkf5gsEblIYWEhTpw4gYyMDOTl\n5aG8vNzuGI0aNULz5s3Rq1cvPPzwwwgKCnJCTcmTBAcHO1w2Pz9fYU2I/BeTJSInun37Nvbv34+M\njAwldyfdvXsX2dnZyM7OxqZNmxAeHo5BgwYhPj4eoaGhCmpMnkbPwrrXrl1TWBMi/8VkiUixqqoq\nHD58GKmpqbhx44ZTj1VUVITk5GQkJycjNjYWY8aMQUxMjFOPSa4VFhbmcNnr168rrAmR/2KyRKRI\ncXEx9u/fj9TUVJSVlbn8+Dk5Ofjss8/QtGlTPPPMM+jUqZPL60DqtW/fHgcPHnSobGlpqeLaEPkn\nJktEOpWXl+PgwYPYt28fqqqq3F0d5OfnY+nSpQgPD8f48ePRsWNHd1eJdIiIiHB3FYj8HpMlIh1O\nnTqFjRs3orKy0t1VqaOoqAhLlixBmzZt8NJLLyEkJMTdVSIHOHo3nN6yRHQP51kickBmZiY+/fRT\nrF+/3iMTJXN5eXn4xz/+gWPHjrm7KuSAyMhItG/f3qGyemYAJ6J7mCwR2engwYNYunQp8vLy3F0V\nmxmNRmzatAmLFi3iOBYv1L9/f7vLGAwGJCQkOKE2RP6HyRKRjW7duoWkpCTs2LHD3VVx2KVLl/Dh\nhx+isLDQ3VUhO3Tv3h1NmjSxq0y/fv0QGRnppBoR+RcmS0QNkFJi165dmDdvHtLT091dHd2Kiorw\n73//G7m5ue6uCtkoKyvLrnm6AgMDMWjQICfWiMi/MFkisqK0tBSLFy/G/v373V0VpUpKSvDZZ5/h\n66+/dndVyAY7d+60a//KykocOnTISbUh8j9Mlojqcf78ebzzzjvIzs52d1WcZt++fUhOTnZ3NciK\nnJwc/PDDD3aXO3HiBCoqKpxQIyL/w2SJyIKzZ89i9erVHn+nmwrffvstzp496+5qUD1OnDjhULnS\n0lKkpaUprg2Rf2KyRFRLfn4+1q1bBymlu6viMmvXrsW6detw9epVd1eFatEzGP/OnTsKa0Lkvzgp\nJZGZ0tJSfP755zAajS49buPGjdGoUSMA2i3fFRUVKC0tRVlZmUtmBZdS4vTp00hLS8OLL76ILl26\nOP2YRETegskSkYmUEqtWrXLJp/HIyEh07twZAwYMQIsWLRpcWf7ixYs4fPgw0tPTnZo8VVRUYNWq\nVZg1axYX5PUQem7/59QBRGowWSIyOX/+PLKyspwWPyQkBN27d8fo0aPtXoaiY8eONWu8nTlzBjt3\n7rTrVnJ7VFZWYteuXXjppZecEp/s07t3bxw5csTucqGhoejWrZsTakTkf5gsEQG4e/cuvvzyS6fE\nDggIwOOPP44BAwYoidezZ0/07NkTt2/fxurVq3HlyhUlcc1dvHgRmzZtwrBhw+yeDJHUiomJQevW\nre3+P/fp0wdBQUFOqhWRfxG+OIhVCJETExMTk5OT4+6qkBeQUmLhwoVQfb4EBATgkUceQWJiIgID\nnfe5JDs7G0lJSU65TVwIgX79+mHMmDENXiok58nMzERSUpLNY+nCw8Px6quv8jIceaXY2Fjk5ubm\nSilj3V2Xanz1I7+XmZmpPFF6+OGHMXfuXAwZMsSpiRIAtG/fHm+99RZiY9W/rkgpceTIEb+7O9DT\ndOrUCWPHjrUpYW3cuDGmTZvGRIlIISZL5PdUznQcERGBuXPnYvz48YiIiFAWtyGhoaF4+eWX8dxz\nzzklOTt79iwOHjyoPC7Zrlu3bujWrRuEEPXu06ZNG7z88sto1aqVC2tG5Ps4Zon8xsWLF5GSkoKr\nV6+ivLwcRqMRYWFhuH79upL4HTt2xIsvvojQ0FAl8RzRt29fxMXFYf78+coHgB86dAgDBw7k5Tg3\nuHv3LpYsWdLgPFh5eXnYvXs3nn/+eatJFRHZh2OWyGdVVFTg1KlTOHHiBPLy8pw2G7cQAuPGjUOv\nXr2cEt8RpaWlWLt2LTIyMpTGbdGiBUaOHIlu3boxaXIRo9GIRYsW2XWpeODAgXjiiSecWCsi5/HE\nMUvsWSKfc+vWLezcuRMXLlxwyXIlM2bMqLmt31OEhoZi+vTpyMvLw7p163Dr1i0lca9du4bVq1cj\nJiYGU6ZMQePGjZXEpfqlpaXZPabuu+++w+DBg116KZjIl/GjIfmM77//HsuWLcO8efNw7tw5lyRK\ngwcP9rhEyVybNm0wZcoUhISEKI2bm5uLxYsXo7S0VGlcqsuROZaMRiNSUlKcUBsi/8RkibyelBJf\nfvklVqxYofyykzWtWrXC6NGjXXY8Rz3wwAOYNGkSgoODlca9fv06du7cqTQm3a+wsBAXL150qOyp\nU6cU14bIfzFZIq9lNBpx9uxZvPfeezh+/LjLjz9lyhSvGUTbsWNHzJkzBw8++KDSuCkpKTh06JBL\nevH8UVFRkcNl9SzAS0T345gl8kr5+flYunQp8vPz3XL8wMBAr5vHpmXLlpg6dSpu3bqFTz/9VNkl\ntO3bt+Ps2bOYMmUKwsLClMQk/bwlkSfyBuxZIq9y584dbN++HfPmzXNbogTArdMD6NWsWTMMHTpU\naczLly9j0aJFTplF3J9FRUU5nPRERUUprg2R/2KyRF4jLS0N8+bNw6FDh9w+m3RVVZVbj6/XoEGD\n0LlzZ6Uxr1+/js8++4wJk0KNGjVCly5dHCrbp08fxbUh8l9MlsjjFRYWYvXq1Vi5cqXHjI0pLS31\n6qTAYDBg0qRJ6N69u9K4165dQ1JSktcnk57EkekZhBDo27evE2pD5J+YLJFHy8vLw0cffYRz5865\nuyr3kVKiuLjY3dXQJSgoCJMmTcLMmTOV9jJlZ2dj2bJlbu/98wVSSofuhhNC8O9PpBCTJfJI5eXl\n2LRpk9KByKrduHHD3VVQokOHDpg+fbrShXizsrKwceNGZfH8VXp6OgoKCuwuZzQa3XKHKJGvYrJE\nHqe4uBj//ve/cezYMXdXxaqzZ8+6uwpKDRkyRGm848ePcx4mnX744QeHyza0jhwR2Y7JEnmUrKws\nvPvuu8oXgXUGT7s0qFf37t2V3yV34MABn/s7uZKeeZa8eUwdkadhskQe4+zZs1iyZInXDA4uLS31\nmrraatSoURg9erTSRXLXrl3r8CzU/k7PpV5PvXxN5I2YLJHbSSmxbds2rFmzxiWDUps2bYr27dsr\nieWLlzqGDBmCt956S9l6ckajEevXr/e5xNIV9CStXESXSB0mS+R2a9euxeHDh516DCEE2rVrh1mz\nZuHNN9/ErFmz0LVrV91xv/vuOwW18zyNGzfGI488oixeUVERFixYgLKyMmUx/UFgoOOLLDRt2lRh\nTYj8G5MlcpvqgdzOHijduXNn/OIXv8Ds2bPv61F6/PHHdcc+deoU7t69qzuOJ0pMTERCQoKyeFeu\nXOEcTHYqLy93uGx4eLjCmhD5NyZL5BaFhYWYP38+rl275rRjBAQEYMyYMZg+fbrFif2io6N19y4Z\njUZkZmbqiuHJnnnmGSU9cNUuX76MDRs2KIvn6/SMO4qOjlZYEyL/xmSJXK6wsBD/+te/nLoqer9+\n/fCLX/wCiYmJVvcbO3as7gVHc3NzdZX3dJMnT0ZcXJyyeGfOnHH6ZVdfoadniXfDEanDZIlcqqio\nCPPnz9f1JmBNZGQkXn75ZTz99NMICwtrcP9GjRqhd+/euo558uRJXeU9nRACL7zwgtJJK7dt24ac\nnBxl8XyVnhseOIM3kTpMlshlKisr8cknnzhtmZCBAwfi5z//ud1v6g31PjXk7t27Pv/GbzAYMHPm\nTLRq1UpZzKSkJK9fMsbZQkNDHS7LMUtE6jBZIpeorKzEwoULnXLpLSIiAtOmTcMTTzzhUPlWrVqh\nY8eOuuqwd+9eXeW9QWBgIGbOnImoqCgl8UpLS7Fy5UolsXyVo8lSo0aNEBMTo7g2RP6LyRI5nZQS\nCxcuxJUrV5THfuihh/DWW2+hS5cuuuLovesrPT0dlZWVumJ4g9DQUMyePRvBwcFK4uXk5ODQoUNK\nYvkao9GIvLw8h8ryjkMitZgskVMZjUYsX77cKYnSI488ggkTJiiJ1bVrV12TMEopda3j5U2ioqIw\nY8YMXXMAmduxYwfS0tKUxPIlJSUlKCkpcahsWVkZB3gTKcRkiZxq69atSE9PVxozICAAs2bNwvDh\nw5XFDAoKQq9evXTF8NUJKi2JjY3FrFmzlCyLIqXE2rVrcf36dQU18x16e4fYu0SkDpMlcpoLFy7g\n6NGjSmNGRUXhjTfeULZciTm9i8ieP3/er+5AiomJUZawVlZWYvfu3Upi+Qpb7uasT0BAgLLlaoiI\nyRI5SVZWFlasWKE0ZmxsLF5//XVlA4xri4yM1DWRX0VFBc6dO6ewRp5v+PDh6Ny5s5JY586dw7Fj\nx5TE8gWBgYEOX+qMiYnRPX8YEd3DZImUO3fuHJYsWaK0l6V3796YPXu2rlupbdG9e3dd5ZOTkxXV\nxDsIITBt2jRli7Zu3rwZ33//vZJY3i47O9vhmwaYKBGpxWSJlMrIyMCaNWuUJkqJiYkYN26ckvEx\nDRk4cKCu8rdv3/a7gbVCCLz66qtK7pCTUmLz5s1+dTmzPnfu3HG4rD/cmUnkSkyWSJk7d+5g1apV\nSt/o+vfvjzFjxiiL15Dw8HDd46FOnz6tqDbeIyIiAtOnT1cSq7CwEOvXr1cSi4hIBSZLpMyXX36p\ntFclISEBTz31lLJ4ttI7o7fqQe3eom3btnj00UeVxDp9+jR27NihJJa3ioyMdEtZIqqLyRIpceDA\nAWRmZiqLFxcXh2eeeUZZPHt069ZN1xxCeXl5ulaL92bDhg3TPcFntYMHD+L8+fNKYnmj9u3bo0mT\nJg6V1bveIRHdj8kS6Xbp0iXs3LlTWbzOnTvjhRdeUBbPXgaDQfeisbt27VJUG+/zzDPPoEWLFkpi\nbd26FUajUUksbyOEQNOmTe0uFxkZia5duzqhRkT+i8kS6aJ6fa+YmBhMnz7dJYO5rRk0aJCu8qdO\nnVJUE+80fvx4BAUF6Y5z584dLF++3C8HfJeXlzu0QHPbtm15NxyRYkyWSJfPP//c4SUZamvdujVm\nzpypJJZeXbt21XU7fFlZGfLz8xXWyLu0bNkS06dPV/KmnZGRgX379imolXc5ceKEQ2MAc3Nz/TK5\nJHImJkt2kFKioKAA169fR0FBgd+/IG3duhVXr15VEqtRo0Z4+eWXlfRGqKJ33Ie/TVBZW7t27TBk\nyBAlsQ4dOuR3t8OfOXPGoXK3b992qEeKiOqnZiVMH1dSUoLU1FSkpKTg1q1bNdujoqKQkJCA+Ph4\nNG7c2I01dL3U1FRla6EZDAZMnDgRAQEBSuKpEh8fj/379ztc/vjx4xg8eLDCGnmfQYMG4cSJEygs\nLNQVp6SkBNu2bXPboH93KCoqcrhscXGxwpoQEXuWGpCRkYH3338fycnJ9yVKAFBQUICvv/4a7777\nLs6ePeumGrpeeXk5tmzZoizepEmT0KFDB2XxVGnatKmuJPj69et+vzhso0aNMHXqVCU9hikpKX61\nfpyecXvuHvNH5GvYoqy4ePEili9fjrKyMqv7VVVVYc2aNX6RMEkpsWzZMmWXRCZNmuTRd+507NhR\nV/mvvvpKUU28V6tWrTB79mwl45f27t2L1NRUBbXyfM2aNXO4rCN30RFR/Zgs1aOiogKrVq2y67bl\ntWvXKhvs7KmSk5Nx+fJlJbHGjRuney02Z3v88cd1lb906ZLfj20DtMH7ffv2VRJr165dfvE3dfTv\nFRsbi+bNmyuuDZF/Y7JUjyNHjjTYo1SblBLr1q1zUo3cLzc3FwcPHlQSq23btl4xcV5ERAQ6d+7s\ncHkpJTIyMhTWyHs9/vjjSno8iouL/WI5lK5duyIqKsrucv3793dCbYj8G5OlenzzzTcOlcvIyPDJ\nT72FhYVYunSpklghISF48cUXlcRyhWHDhukqf+nSJUU18W4hISF45ZVXlIxfOn36NA4cOKCgVp5L\nCIEnn3zSrsuXHTp0QM+ePZ1YKyL/xGTJgsLCQpSXlztc/siRIwpr4xk2bNhgd09bfaZNm4bw8HAl\nsVyhdevWusr/8MMPimri/Ro1aoTHHntMSaydO3eioKBASSxP1a1bN8TFxdm0b7t27TBp0iSPu6uU\nyBcwWbJA70KoKSkpimriGQ4dOoSLFy8qiTVs2DC0bdtWSSxXCQ4OxgMPPOBw+fT0dFy7dk1hjbxb\nQkKCrkub5pYsWeLTy6Hs2LHD5htHoqKiEBoa6uQaEfknJksW5OXl6Sqvd04ZT5KRkYHt27cridW5\nc2dlq9K7mp7xVVJKpWvneTuDwYBJkyYhJiZGd6xbt25h69atCmrleU6fPm3XGMFTp07h8OHDTqwR\nkf9ismTB3bt3dZX3lXWZCgsLsWbNGiWxwsPDMXnyZCWx3GHw4MEIDHR8DtcLFy5wokAzQUFBmDNn\njpLJXFNSUnzqA0o1R26mOHTokE+OmSRyNyZLFugZrwRo4zK8XWlpKRYvXqxknFJAQADmzJmjK9lw\nN4PBoHvpjr179yqqjW8wGAwYOHCg7jhSSqxatcqnkoS8vDyHerhv376NCxcuOKFGRP6NyZIFeme/\nfeihhxTVxH327NmDmzdvKok1ZswYn5gkb/jw4brGhPBNrK7+/fsrmRMoNzcXmzdvVlAjz5Cenu6W\nskRkGZMlC/RehuvXr5+imrhHYWGhsrEPbdq0QXx8vJJY7mYwGNCiRQuHy/v6nVuOCAkJwfTp0xEc\nHKw71rFjx3D69GkFtXK/0tJSh8uqumuViO5hslRLVVWVrgUsAXj9oroLFy5UEic4OBgzZszwqXWq\n9PSQGY1GVFVVKayNb4iMjMTYsWOVxFK1uLO76ZmLSsU8VkR0P995F1PE3z+VHThwALdv31YSa/z4\n8T53K3OfPn10la+9GDNp4uLi0KpVK91xLl++jKysLP0VcrM2bdo4XFbvvGBEVBeTpVr0DkL25gnh\nfvjhB2W3uD/66KPo1q2bkliepH379rrOkaSkJF2XWHyVEALTpk1T0iuyatUqXL16VUGt3OfBBx90\naKmTkJAQPPzww06oEZF/Y7JUi95kJyQkRFFNXEtKqWy9rdjYWN1LhHgqIQQGDBjgcPmCggKfm7RU\nlfDwcCWX40pLS7FkyRKv7sUzGAxISEiwu1zv3r2VjP8iovsxWapF7xxJkZGRimriWps3b8b169d1\nxwkLC8PEiRMV1MhzDRs2TNcb0r59+3zqNneVevTogR49euiOc/fuXWzbtk1Bjdxn8ODB6NChg837\nt2zZ0msnfSXydEyWajEYDLrG2XjjGJ3z58/j2LFjuuMIITBnzhyvTRhtFRoaqmsh4LKyMqSlpSms\nke8QQuD5559Hy5Ytdce6cOGCsvF37hAQEIApU6agS5cuDe4bGxuLGTNmeG3PNpGnY7JkgZ7Bld42\nZqm4uFjZ5bcxY8boWkPNm3Tu3FnXXY/Hjx9XWBvfEhgYiFmzZilpS1999ZWCGrlPcHAwpk6diqlT\np+LBBx+s0/PdoUMHTJw4EbNnz/b6u3CJPJn3TqnsRO3atUNmZqZDZfXO0eRq69evR0VFhe44rVu3\n1jWWxxvpGYycnZ2tsCa+JzQ0FAkJCbqnAkhPT8dXX32Fp59+WlHNXE8IgQcffBAPPvggioqKcOfO\nHQDaGC9f78Ul8hTsWbKgSZMmDpf1pm7/48ePO5wU1jZu3DglcbxJRESEw2VLS0thNBoV1sb3jB49\nGrGxsbrjHD161CeWmikvL0d5eTlCQ0MRHR3NRInIhdizZIGetd1KSkogpfT4xXRv3LiBjRs3KonV\nv39/XTNbe6uePXvi8uXLDpUVQnj8OeJuQUFBmDFjBhYuXKh7KoD9+/djwIABXjmmMDs7G0eOHMG5\nc+dqEmyDwYDu3bujf//+dg0CJyLHsGfJAj13KqWmpsJgMEAIgejoaFRWVlrd/9ChQzVvnEOHDq3Z\nXr2tofKOuH37NhYsWKDkjqwmTZrgqaeeUlAr79O7d2+Hy0opcenSJYW18U3BwcGYPn267lngKyoq\ncOLECUW1co2KigqsXLkSn3/+Oc6cOXNfT6TRaMTZs2exePFiLF++XPfi30RkHZMlC8LDw5XEuXXr\nFr7++mur+6xcuVLJsWxVWVmpbGJEg8GAadOmKaiVdwoNDUX79u0dLr98+XJlixX7svDwcMTFxemO\n8+233yoZn+cKVVVVWLFihU13TV64cAHLly/nUjpETsRkyYLWrVvrvhOnetzTmjVr6t3HaDRizZo1\nLp1Ebt++fbhx44aSWOPHj/ebu9/qM3r0aIfLlpeXY8+ePeoq48MGDx6su3fpzp07WLJkiVfchHHg\nwAFcvHjR5v2zs7Oxb98+J9aIyL8xWbJACKFr8C4AjBgxAhEREfjiiy/qvZS2b98+5OXlYcyYMbqO\nZavMzExlA11bt26Nnj17KonlzWJjY3UtL3H69GkUFxcrrJFvatOmjZLZvXNycrBixQqnXN5WxWg0\n4ujRo3aXS0lJYe8SkZMwWaqH3nXNysvL8eyzz+LGjRv19h6sXLkSBoMBkyZNsilmUVERBg4cCCEE\nJk2aZNcL45UrV5CUlGTz/tYYDAa89NJLSmL5grFjx6Jp06YOl2/oUi1pevXqhWeffVZ3nJycHKSm\npiqokXOkpaWhsLDQ7nJFRUU4f/68E2pEREyW6qG316SoqKhmlmdLl+Kqqqqwbt06DBs2zKZJMEtL\nS/Hss8/i8OHDeOGFF5CUlGTzpcL8/HwsXrxY2a3qY8eO9cq7ipwlICBA10SmGRkZCmvj2+Lj49Gu\nXTvdcRzpuXGVnJwct5QlovoxWaqH3vldiouLMWbMGERGRmLDhg11eoF27dqF69evY8qUKQ3Gqqio\nwIQJE7Bnzx6MHz8eK1asQGCgbbM+FBcX4/PPP0dZWZlDz6O2Pn36oFevXkpi+RI90wAUFBQgPz9f\nYW18W//+/XXHuHbtmscmFnoGofOuOCLnYLJUDyGErvmWKioqEBgYiLFjx+L69et1LsWtWrUKgYGB\neOGFF6zGqaqqwtSpU7FlyxaMGzcOK1eutDlRAoAvvviiZsZfvSIiIpRcBvFFUVFRusoXFBQoqonv\ni4uLU9K7tGnTJmVtQyU967txbTgi52CyZEWfPn10ld+2bVvNpbi1a9fWbC8vL8eGDRvw2GOPITo6\n2mqMV155BWvXrkWzZs2wYsUKu5bY2LdvH9LT0x2rfC3BwcGYOXOm7juSfJXec4VsFxAQgMmTJyMm\nJkZXnGvXrmHBggUe16vXsWNHt5Ql15FSIj09HRs2bMD8+fPx8ccfIykpCbt37/bIBJ6YLFnVr18/\nXeVPnTqFxx9/HE2aNMH69etrLsVt374d+fn5mDx5coMxli1bhsDAQNy6dQvz58+3+dhnz55VNnBY\nCIGXX365wcTOnz3wwAO6poBgEmqfsLAwzJw5U/c5eefOHY+bo6hjx44OPa+mTZuiS5cuTqgRqVJW\nVoYDBw7gH//4B5KSknDy5En88MMPuHr1KtLT07F37168++67WLZsGW7cuKFk4mBSg6/QVui9tFJW\nVobr169j3LhxuHbtWs1t+6tWrUJoaKhN66k9/vjjSE5OhhACv/nNb2xagPXixYtW53ey1zPPPOOX\ny5nYq2/fvg6XXb9+vdgLMHsAACAASURBVEN3QPmzoKAgDB8+XHecGzdu4Pjx4wpqpIYQAomJiXaX\nS0xM5BI6HuzGjRuYN28edu7c2eCkwBkZGfjwww/xzjvvYNu2bTh58iTS0tKQk5PDBMpNmCxZYTAY\n0KlTp3ofl1LWGVBpaSC3+V1xpaWl2LhxI5566imbFsJcv349Ro4ciddeew3FxcV4/fXXre5/69Yt\nLFu2rMG4tkpMTER8fLyyeL5s5MiRDk9mWlBQgNWrVyuuke/r0aOHrrGF1bZu3epR48b69+9v140U\nDz30EAYMGODEGpEj7ty5g2PHjuH999/Hhx9+aPecasXFxTh8+DA2bNiAlStXYsGCBZg3bx4OHDiA\nkpISJ9WaLOFCug3o1asXMjMz62yXUmLXrl3IzMzEjBkzEBYWhpKSEuzfv/++/bKysjBhwgQ0a9YM\nGzZswKhRo1BYWGjTJTjg3oDNv/71r9iwYQO2bduGZcuWYfr06XX2vXbtGubPn69sioDo6GiXTZjp\nC0JDQzFs2DCHZ+XOycnB5cuX0bZtW7UV82GBgYEYOnQoduzYoStOVVUVPv30U7z55psunVHfmnHj\nxiEsLAzfffddvb0JQgj069cPY8aMYa+Sh6iqqsLZs2dx+PBh5ObmKo+fn5+PnTt3YteuXTVriDZp\n0gRxcXGIi4tDdHQ0B/o7gfDFLj0hRE5MTEyMiluDpZT405/+dF8CUp0oVSdGbdq0wcSJE7FmzRrk\n5eUBAJo3b44f//jHEEKgc+fO2LNnDxYsWIDu3bsjJycH165dQ1hYGABgz549eOSRRzBkyJCamNUv\nfNV31QHAihUrMHXqVDzwwAM4d+7cfUuNHDp0CDt27FDWRRsQEIDZs2frHkTrjzZv3oyUlBSHyrZs\n2bLB3kOqa8uWLThy5IjuON27d7d5klhXuX37NlJSUnDixImaS7Xh4eHo3bs3+vXrV7O0ErnfnTt3\nkJSUhGvXrrm1HtHR0ejSpQsGDhzoledHbGwscnNzc6WU+ubwUYg9Sw0QQuDBBx+8b0HLioqK+3qb\n8vLy8P77799XrqioCBUVFQgODkZGRgaefPJJLFiwAOfPn8e0adNqEiV7TJkyBYsWLUJycjLmzp1b\nMyP33r17sXv3bgefYV1CCEydOpWJkoMSExMdTpauXbsGo9HIAd92euqpp9CsWTNs375dV5zz5897\nXO9ekyZNMGrUKIwaNarmQxvPD89TXFyMxYsX49atW+6uCm7evImbN2/i8OHDCAwMRNeuXTF69Ghd\nKw34O7Y4Gzz55JP3/R4cHIwZM2ZYnbW5Y8eO93XnZ2Zm1vQE2XoJzpKPPvoIoaGhWL58ObZu3YrN\nmzcrTZQA7Y3H2lgtsq6hwZvWSCm5ZIWDBg4ciObNm+uOs2HDBgW1cQ6DwcBEycPcvXsXBw4cwCef\nfOIRiVJtlZWVOHv2LD744AMsXryYN5I4iD1LNoiKikL79u3vuxMtLCwMEydOrNOjBABz586tk8Hf\nvXsXq1atwqOPPlpn/5EjR9a5fFbf5bQuXbqgpKQEVVVVWLlypbJ5lKr17dtX95QJ/s6eubAsyc3N\nRY8ePRTVxr8kJCRg27ZtumLk5+cjOTkZjz32mKJaOa60tBTHjx/HqVOnUFRUVDM+pW/fvujZs6dd\nE9SSWqWlpdi+fTtOnz7t0Qszm8vKysI///lPNG7cGN27d8fIkSMRHh7u7mp5BbY0G40ePRoLFiyo\n+b2kpKTe2/PXrFlTM+jb3L59+9CrV6/7xho5ori4GJ988onyycvCw8M5Q7cC0dHRMBgMDg+055IV\njuvduzd27dqla8kQAPj222/RtWtXtG/fXlHN7COlxJ49e3Dw4ME6z6WgoADZ2dnYvn07HnvsMV1T\nVpD9pJQ4d+4ctm7diqKiIndXxyHFxcVISUlBSkpKzet+165d3V0tj8b+XBvFxsaiWbNmALQ3s6VL\nl9YM5q4tLy8PS5cutfim98knn+iqx6lTp/D2228rT5QMBgNmzpzJO2oUCAoKQsuWLR0u760vwJ4g\nNDS0zmVzR61evdptieumTZuwd+9eq0lfSUkJNm7ciIMHD7qwZv6rsrISycnJePvtt7FmzRqfaadF\nRUVYsWIF/va3v3EIgBVMluyQkJAAQHszNB/T06ZNG8ydO/e+MUydOnWyeDmmoqIC//jHP+y+tl1a\nWoqPP/4Y69evd7D21k2aNEl3jxfdo2ex1/Pnz+PUqVMKa+Nf+vbti969e+uOc/fuXWWz4Nvj8OHD\nSE1NtXn/HTt2ICMjw4k1oqNHj+Lvf/87vv32W9y9e9fd1XGKsrIyrFq1CgsWLPCay4quxGTJDomJ\niQgKCoIQAqNGjcLQoUPRpk0bzJgxA02bNq0Z9D106FCMGjWq3l6akpISzJs3D1u2bGnwVv+SkhIs\nW7YMf//733H16lVnPC2MHTuWXbCK9enTR9dkiRs2bOBATB2effZZJeN5UlNTXfrGIaV0qKeIvUvO\nkZeXh7fffhtfffWV3yQQOTk5mD9/vt88X1txniU7HTx4sGYCPCllzfQA1crLy2sSKhvrig4dOiAx\nMRFt27ZFYGAgysvLcfjwYRw9elTXnVW26N+/P5566imnHsNfHT16FF999ZXD5bt06YJp06YprJF/\n2b9/P3bt2qU7Tp8+fTB27FgFNWpYWloaVq5c6VDZN954o2aoAOlTUVGBpKQkm5aX8lVxcXE1q0+4\nGudZ8gGJiYn45ptvUFZWBiFEndl+7Z39V0qJixcv4uLFiyqraZP4+HgmSk7Ur18/5ObmOrzuWGZm\nJudc0mHo0KE4fvw4bt68qSvO8ePH8cADD2DIkCGKala/77//XlfZgQMHKqyN/5FS4ujRo9i+fbtH\nLa7sDufOnUN2drbbbnLwNHwVtpPBYLBpAVxPN2TIEN755gJ6klGj0YgzZ84orI3/mTVrlpLLcTt3\n7nTJBxo9PcnO7oX2dfn5+fjoo4+wZcsWv0+Uqi1fvpyX40yYLDmge/fuXp1tP/PMMxg9erS7q+EX\n9L7QXLlyRVFN/FN4eLiy5Utqr/voDHoSO8655LgtW7bggw8+wI0bN9xdFY9SXl6Ojz76SHfvrC9g\n63LQ1KlT8be//U3ZWmyuEBgYiNdffx3R0dHurorf0LugpTedX56qS5cuaNOmTb1TfdgqMzMTZ86c\nQc+ePRXVrK4WLVo4XFbPdBX+6saNG1iyZInbbqYICAioWQw3IiICPXv2RHx8PEJCQmAwGJCZmYnU\n1FTk5+ejoqICJSUlLp/OIj8/HwsWLMCsWbN0nZ/ejsmSg4KDg/HEE0/oni3YVUJDQ/Hqq69yAKiL\nGQwGREREOPxizAkq1Zg2bRr++c9/6r68sn79ekRGRjpt7bi+ffti9+7ddtezSZMm6NKli1Pq5KuO\nHTuGr776yuHJY/UICgrCxIkT8eCDD1rdLy4uDnFxcTW/G41GfP/99zhy5Mh965M6W0lJCebPn4/R\no0dj0KBBLjuuJ+HdcDq9++67yieIVC0sLAyvvfYaoqKi3F0Vv7Rz504cOHDAobJCCMyaNQvt2rVT\nXCv/c+TIEWzZskV3nMjISMydO9dpA+83bNiAkydP2lWmeioTatjZs2exa9cut6zjFhYWVrOklN5F\nbYuLi3H9+nWcOXMGqampLh1nFRISgiZNmtRMlaP6Q7gn3g3HZEmnkpISvP322275dGKLmJgYvPTS\nS3bfpUfqVFZW4q9//avD50hYWBh++ctfcnZ1BbZu3YrvvvtOd5wXX3zxvk/8KhUVFWHBggW4ffu2\nTfu3a9cOM2bM4JglG6j6/9ujR48eeOihhxAaGlozPYwz5ObmIikpCSUlJU6Jb010dDSefvppdOzY\nUUk8Jksu4spkCQCuXr2Kjz/+2CXHskdiYiKeeOIJvsl6gK+//hr79u1zuPyYMWOQmJiosEb+a8mS\nJbrvbGvbti3mzJmjqEZ13bhxA59//jmKi4ut7tehQwdMmjQJoaGhTquLt5NSIjU1FXv37kVBQYHL\njtupUyckJia6fMLfc+fOYePGjW65O/Lxxx9XcpmOyZKLuDpZAjwrYQoICMBLL73ESzceZuXKlUhL\nS3OobGRkJH7+858rrpF/Kioqwrvvvqu7N3j48OF45JFHFNXqnuLiYqxYsQK5ublW9wsLC8NLL72E\nVq1aKa+DrygrK8OSJUt0D+63R9u2bfHcc8+5ffmo7OxsHDx40OHXHEc999xzuhd39sRkiVMHKNKy\nZUu8+uqrbp9AsEOHDvjVr37FRMkDDR8+3OGyd+7c4Tw6ioSHh6NHjx664+zduxfJyckKanRPeXk5\nkpKSGkyUgHtLIeXn5yutg6/45ptv8Pe//91liZLBYMDIkSMxZ84ctydKANC+fXtMnjwZ//3f/+20\nS8aWbN++3eoC0N6KyZJC1QvquuPW/JCQEEyePBkzZ87k+CQPpfcFxJY3ULLNmDFjEBERoTvOt99+\nq3QR20OHDtk1t1ZxcbHyhM3bXb58Gf/617+wZ88el0290bp1a/zyl7/EiBEjXHI8ez355JOIjIx0\nybHKysp8ciFwJkuKRUZG4qc//Slefvlll326iI+Pxy9+8Qt069bNJccjx+gdV1JWVqaoJtS4cWPM\nmTNHSU+wqgHDRqMRKSkpdpdLS0vz+DtyXcFoNGLr1q1YuHChyyZRDAkJwcyZM/GjH/3Io8eNRURE\nYObMmbrvwLPVoUOHXHIcV+LtE04SGxuLn/zkJ7h8+TK2bdvmlK7gbt26Ydy4cR7dSOmeFi1awGAw\nODxWhpdb1GrSpAkeeeQR3YvtXrhwAbdv30aTJk10x3Ek6TEajUhNTfXYXg1XSE9Px+rVq112+Scg\nIAAjRozAsGHDXHI8FZo1a4bXXnsNx48fx8GDB5062N0XZ0JnsuRkbdu2xauvvooffvgBycnJyMrK\n0jWwNCIiAgMHDsSgQYN4l5uXEUKgdevWDl9O27NnD7p16+YR4yF8RUJCAvbv36+r1656MWy9g1r1\nvMH44puTLQoLC/HFF1+4dILGuLg4TJgwAQEBAS47piohISFITExEYmIiDhw4gJ07dzrlONVtQtVU\nAp6AyZKLtGrVCjNmzICUEnl5efjuu+/w/7N352FVluv+wL/vYq0Fi1EUUREVUAEHUBBMDYdCy6nM\nzHljNug5Tafa7fb57eE6ezq7fXad3T61r23ZaLrLlEotLUvNUtMUkMQBRcSJQWWSQcYF7+8PWqQC\nwnqfZ418P9fllcK6n/c2BG6e93nv++LFi6isrERzc3OH99b1ej1CQkIwatQojBo1yiU/Qekn06ZN\nw5o1azTFms1mbNu2DQ8++KDcpLoxk8mEhQsX4v333xdq6rd161ZUV1cL7TSIzBHsbsNOVVXF4cOH\n8cUXX9itGaOPjw8eeeQRu93KsrXbb78dxcXFOHLkSJdjMjMzsWXLFgAtnzu/+MUvOvyelJaWhsuX\nL7e2Erj99tvtMl/RVlgs2ZmiKOjfvz/mzp17w9tVVcW1a9dQVlYGRVHg7+8PPz8/hz9dR3INGjQI\nffr0weXLlzXFnzt3DpWVlXY7rNkdhIeHY9myZVi7dq3mb7zNzc34+uuvUVtbi7vuukvTGt7e3pri\ngJZvXN1FbW0t3n33XRQXF9vtmhMnTsSdd95pt+vZy9SpU3H06FFNdztqa2tx9uzZDsfsnDx5UvPk\nAmfE78ROQlEU+Pr6YuDAgRgwYAACAgJYKLmpxYsXC3Xx/frrryVmQ0BLF2wZ40IOHDiAY8eOaYqN\niorSfGvdno+GO0pDQwN2796Nv/3tb3YrlOLi4vDEE0+4ZaEEtLTR0PJvx3JO9sSJEx2+pqmpCamp\nqW7zdDa/GxPZWUBAACIiIjTHi3afpvaNGTNGyg8oBw4c0BTn7++vaccwMDDQ7YfoXr58Gf/4xz+w\nZ88eu9x28/X1xWOPPeYUzSVtLSkpyep/9+Hh4TAajTh58mSHH48LFy6gqKgI06dPl5Gmw7FYInIA\nkcP51dXVEjMhCz8/P4wYMUJ4ncLCQk1Pv5aXl2t6QmnIkCFu+7DHtWvXsHHjRrz++ut2+Xfv4eGB\npKQkPPbYYwgODrb59ZxB3759kZCQYFWMXq9HVFQUampqcO7cuXZfc+zYMeh0OixcuLDd91+8eBGP\nP/44wsLCYDQa0bt3b8ydO9dp2w6wWCJyAJHzKc46tNkdzJo1C3369BFe5+TJk1bHpKena7pWVwfu\nuhJVVXHkyBG88soryM7Otss1g4OD8fzzzyM5OVno89MVadmZtPxg0d6tuObmZpw4cQKxsbEICQlp\n8/5Dhw4hNjYWr732GgwGA+bMmYMhQ4Zg8+bNuP322zudiegILJaIHCAmJkZzLKfL246lyaDoI8/f\nffcd9uzZY1WMNU8lXS83Nxc1NTWaYp1RSUkJ/vnPf2Lz5s126ZukKArGjRuHlStXwtPT0+bXc0Za\nvqYMGTIEnp6eyM7ObvMDXF5eHmpqajBjxow2cXV1dbj//vtx9epV/OlPf0JOTg5SU1Nx4MABfP75\n5zAajZYfAAwa/zo2wWKJyAHCw8NhMGj7WmA2m3nI24YsA2pFOuI3Nzdj9+7d+Pzzz7v0esvTsFqI\nxDqbrKwsvPHGG3brwO3n54ennnoKd999d7duy6KlWLrVrbjjx49Dp9Nh+fLlbeI2btyIgoICTJky\nBb/97W9vuIU8Y8YM/L//9/8sf/S1OikbYrFE5CCJiYmaY/fu3Yvjx49LzIZuNnToUOE10tLScPjw\n4U5fJ3pr1ZXPLKmqivT0dKxatQqbNm2yy26STqfD5MmT8R//8R9u0zdJRFBQkKZ/Q+3dijObzcjO\nzsaQIUMQGRnZJubbb78FADzwwAPtrrlo0SLLb51qm4/FEpGDTJ48WWhUzfbt2yVmQzeLiYmRcltm\n//79nQ50FZ3tJmMosCPU19fj3XffxbZt2+zWDiAkJARPPvkkpkyZwlvaPzKZTPD1tX4jZ/DgwfDy\n8rrhVtyZM2dQV1eHUaNGtRtjefghLCys3fdfdwvcqbb6WCwROYjRaMSyZcs0f8Gurq5mGwEbMhqN\nGD16tPA6paWlnX6cRHdTXK2XTVVVFXbt2oWXXnoJFy9etMs1dTod5s+fjxUrVnA3qR1aiiW9Xo/o\n6Ghcu3YN58+fB9DyFJxer8fw4cPbjensB4frWhHc+oV2xmKJyIH69euH6OhozfGuPD7AFdxxxx3o\n27ev8DrffffdLW+1iQw1VRTFpW7DnT17FqtWrcK+ffvsNqokKioKzz33XIffwKml/9vNVFVFQ0PD\nLeMst+KOHz+OxsZGnDp1CkOHDu2wZ5jl6biOWg5cN+fPqR77ZbFE5GB1dXWaY7WOTaGu8fT0REpK\nCkJDQ4XWycvLw/r16zv8xiPyb0DkVq49FRYWYsOGDVi7dq3Q39ca3t7eWLJkCRYtWtTt2gFY6+b2\nAaqqYteuXVizZg1qa2sB/LQDeunSpdYdooiICJhMJpw8eRKnT59GQ0MDRo4c2eEPGZMmTQIAfPTR\nR+2+f+PGjZbfap9ubQMslohcWHcboOoI3t7eeOihh4RHiuTm5iI1NbXdHSaRj6MrFAFffPEF3nzz\nTU39p7SKi4vDL37xCykH9buD3r17t/7eUijt27cPhYWFWLduHcrLy7F//34AQHFxMXbt2gVVVeHh\n4YHo6GhUV1fj66+/htFoRGRkJOLi4tq9zoIFCxASEoJvvvkGf/7zn2+4Lbd9+3a8+OKLlj86Vfdd\nFktEDtazZ0/NsVrbD5B1dDodRo4cKbxObm4usrKy2ry9pKRE85rOeki5qakJR48excsvv4xDhw7Z\n7boDBgzAc889h3vvvdelbk862vV9vhobG6+/HYbCwkK88sorNzRAzcvLa91pstyKKykpQVRUFAwG\nQ4fnwry9vZGamoqAgAD89re/RVRUFBYsWIAJEyZgxowZaGxstNwStP1jkVZgsUTkYGPGjNEc66pP\nQbmiqKgoTYdgb9Zep+7OzoXcijP+G7A0lvzkk09QVVVll2t6e3tj9uzZePjhh6V8nLqb62/pG41G\npKSktNt9G2h5ei4lJaX1wYLw8PDWHU7LDxW3GvkzYcIEZGZmYsWKFairq8OWLVtw/vx5LFy4EPv3\n73fKj59z/khC1I0EBwfD399f0+PjRUVFOHjwIG677TYbZEbX8/DwQHx8vNWduW9WUFCArKwsxMbG\ntr5NZGfJmb6xlJWV4bvvvkNmZmanTz3JNHr0aO4kCbr564/JZML8+fPxyiuvtHntypUrYTKZWv/s\n4eGBX/7ylze8xnJ4f8qUKe3+WwgPD8cbb7whI3W74M4SkROYOnWq5tjt27fj9OnTErOhjiQlJXX4\n07Y1Pv30U+Tk5LT+WeRpuPp65zgHe/DgQfzzn//E4cOH7VYo9evXD8uWLcOcOXNYKAm6+dxcbW0t\nUlNT231tampq66HvjogcL3BGLJaInMDIkSOFDqLu3r1bYjbUEYPBgJ/97GcYOHCg0DpNTU1ITU1F\nUVERAAiN2ujRo4dQLiJUVcWZM2ewevVqbN++3W5DnhVFwYwZM7By5UrhOX7U4vqzbw0NDVi3bl2H\nt9Ish747un2sKIqUgdTOhMUSkRNQFAULFizosKttZ4qKithGwE4ss+OCg4OF1jGbza239Hx8fDSv\n46hvSnV1dVi7di3+9a9/4dKlS3a5psFgwJQpU/Dss89i7Nixdrlmd3H9v0GDwYCIiIjWP4eEhODp\np5++YVc1IiKiwwdMBg8e7FS3h2VgsUTkJPR6vdCOxcGDByVmQ7fi4eEhNNvP4tSpU6isrERQUFCX\nY1RVxbFjx7Bhwwa8/PLLGDt2LPz8/BAfH4/f/OY3yM/PF87rVmpra7Fv3z787W9/67CxoC2EhYXh\n+eefx+TJk53yULur69+/f+vvFUVBcnJy623nlJQUBAYGth76TkpKQnJycoe3PidMmGCvtO2GB7yJ\nnEh1tfbWIvYaG0EtYmNjsXPnTqEzQ6qq4vvvv0dMTAwyMjI6fX1FRQU2bNiAwsJCKIqCAQMGYOzY\nsSgrK0NWVhZeeOEF/P3vf8fq1auRkpKiOa+OnDx5Ep988oldht1aeHl5YezYsZg8eTJ0Ov58bysT\nJ0684d+gpWCaNGlS61NvJpMJy5cvh8Fg6LBQCggIcMtboyyWiJyIyDdekUKLrGc0GnHbbbcJPx13\n4MCBLg2RraqqwltvvYWqqipERUVh+vTpWLx4ceuTkPX19Xjvvffw7LPPYtmyZSguLsbPf/5zodws\namtr8c0339i1XxIAJCYm4q677nLaXlLuJCAgAB4eHjeMoFEUpc3cwc7mEN555502yc/R+C+QyImI\ndGO256Pa1GLKlCkoLS3F8ePHhdbJzc3t9DVbtmxBVVUV4uLiMGfOnDbv9/T0xMqVKxEbG4uJEyfi\nV7/6FZKTkzuc/t4VV65cwf79+3Hs2DG7zXEDgKCgIMyYMeOGczNkexMnTsQ333yjOd5oNLY2qHQ3\n3NMkciKRkZGaY11t8rw7UBQF8+bN03wwv6vy8/ORm5sLDw8P5Obm4k9/+hNeeOEFLFiwoM05pXHj\nxuHZZ59FQ0MD/vKXv2i+ZnZ2Nt58800cOXLEboWSp6cnFi1ahCeeeIKFkgMkJSUJxScnJws92enM\nWCwROZEBAwZoPpdRVVWFo0ePSs6IOqMoCubOnWuz8zQVFRX48MMPAbS0HPD19UVUVBT69++P0tJS\nvPDCC4iMjMS6detaYx599FEALf2crOmgraoqTp06hbfeegsbN2606+zByMhIPPPMM4iKirLbNelG\nHh4euO+++zTFhoaGuvUTirwNR+REPD09ERMTc8OcJmts2rQJPj4+/Knczvz9/REZGSl9UKzlnJLl\nPNrUqVNv+Ok/ICAA3t7ebc4pRUZGIiQkBIWFhcjOzu7SN7Hy8nKsX7++S+enZBowYADuvfdeq54I\nJNsZNWoUsrOzcerUqS7HeHl5YcmSJTbMyvG4s0TkZCZMmKC5G7Gqqti8ebPkjKgr7rjjDnh6ekpd\n03JOycvLCwDa9HYKDg7GypUrsWvXLuj1evzqV79qLbT79u0LoGW8yq00NDRgz549WLVqlV0LJaPR\n2DrLjYWSc1m0aBGGDRvWpdf6+Pjg4YcfvmH8iTtisUTkZIKDgzFjxgzN8VVVVRx/4gDBwcFYvHix\ntIKpoKAAubm5MJlMrQ0Dbz4PEhcXB6D9c0qWhoEdHfw3m8348ssv8fLLL2P37t12u+Wm0+kwefJk\n/PznPxcaIk22tWDBAsyYMaPDnlY6nQ7Dhg3DihUr0Lt3bztnZ3+8DUfkhBITE3H58uUu9d5pz7ff\nfis0PoW0GTRoEB599FG8+eabHY6C6Krs7GwAwIgRI1BWVobS0lJcu3at9f1+fn43nO959NFH8dJL\nL7WeU7J01Q4NDW2zdnFxMT788EOUlZUJ5WitkJAQzJ8/36EjWqjrxo4di8TEROTk5ODkyZOora2F\nXq9H7969ER8f362ag7JYInJSIoMor1y5IjETskZQUBBiY2ORnp4utI7l9llISAg8PT2Rl5eH/Px8\nxMbGAgCmT59+w6Hy688p7d27F+fPn4enpyeio6NbX3P27FkcOHDA7juPgYGBmDt3LgYMGGDX65I4\nRVEQFRXV7Q/e8zYckZMSaVDZ2NjIvksOJDIKRVVVNDQ0tO4i+fr6tp4fOXr0KOrr6zFs2DAMHz68\nTazlnNLatWsBAHPmzIG/vz9UVcVnn32GtWvX2rVQ0ul0mDBhAp566ikWSuTSuLNE5KREGlQCQHNz\ns9v2PHF2wcHBiIiIQF5enlVxqqpi165dyMvLa+1tZDab8fnnnyMoKAglJSXYtm0bvLy8UF1d3WZY\nqeWc0qZNm6DX6/Hkk09i7969OHDgAGpra+X85bpAURSMGTMGkyZN6la3ash9sVgiclLDhw/H9u3b\nNcdXVlYiMDBQ76SOywAAIABJREFUYkZkjfvvvx/vvPNOl88FWQqlffv2AUDrQfGvvvoKV69ebX1b\nVlYW6uvrER0djQULFrTGNzc3t3YCb2howH/+538iLS3Nqj5LMvTo0QOLFy9u8+QekSvjbTgiJ+Xn\n54eAgADN8WvXrkVdXZ3EjMgalkequ/oxbGxsvGEnynIb1lIoAS2FyKBBg3Dq1CksWrQIt912GxYs\nWIBZs2YhODgYpaWlAIClS5fCZDLZtVAKDQ3F/Pnz8dRTT7FQIrej2Opcg6IoBgAxAAIBlAA4pqpq\nl3vmK4rSH8BkAFBV9QMrr53fv3///tePACByRZmZmfj00081x0+aNAl33HGHxIzIWvn5+Xj77bc7\nfZ2qqqisrMSGDRtQWFjY5v0hISFISUmBp6cnduzYgaNHj6KmpgbNzc1QFAV6vR6NjY0IDw/Hgw8+\naIu/SruMRiOWLFmCQYMG2e2a5N5CQ0NRUFBQoKpq20c5HUT6zpKiKD0URXkVQCmANABfATgMoFRR\nlNd+LIK6IgHAvwCslZ0jkasYPXq0UMO+AwcO8KC3g4WGhrYevO6I5Rbchg0bcM8997T7mgceeAAN\nDQ146623cODAAVy7dg2jR4/GnDlzEBkZicbGRgDAhQsXNHeAt1ZERAQeeeQRFkrk9qQWS4qihAE4\nBOAJAL4AlOt++QNYCSBbURRr+qJra2VM5AYURcGDDz4IvV7b8cLGxkbk5ORIzoqsNWHChA7fd/1Z\npcLCQrzzzjvtvm716tVYvXo1CgsLERUVhWeeeQZvvPEGPDw8cO7cOQBAdHQ0dDodNm3ahP3799vi\nrwIAGDx4MJ588kmkpKTwlht1C9KKJUVR9AC2ABiClgLnCoB3APwvgC8AmH98uy+AdYqivCTr2kTu\nzNfXV+jJuKysLInZkBYxMTGt/ZFudvNZJcsO0c3q6+tRU1MDb29veHh4YNu2bZg0aRI++eQTNDU1\nYfbs2Vi0aBGWLVsGnU6HXbt2tTamlMXDwwNz5szBz372M/Tq1Uvq2kTOTObTcMvQckZJBfAJgAdV\nVa2xvPPHXadXAcxGS9H0c0VRfFRVfVxiDkRuqbm5WXNsZWWlxExIq7lz5+L8+fOoqKi44e1GoxEp\nKSlYu3YtioqK2sQZDIbWAkpRFOh0Opw8eRJeXl4IDAzEuHHjMHr0aPj7+wNoGUw7btw47N+/H3v3\n7sX8+fOFczcajZg4cSLi4uJaR68QdScyiyXLZ+RpAEtUVb3hxyNVVc8BuFdRlP8E8MKPb/43RVHq\nVVV9VmIeRG7H09OzdfK8tSz9esjxpk+fjg0bNrR5u8lkwoIFC/DKK6+0ed/DDz+M999/H9XV1YiP\nj+/wTNP14uPjsX//fpw6dQr19fVC8+pGjhyJ++67jz27qFuTeWZpNFp2ld69uVC6nqqqf0XL2SWL\n/1AU5TcS8yByOyIHaIuLizUXWiRXdHQ0pkyZ0ubttbW1SE1NbTfms88+a+2X1b9/156PCQoKgp+f\nH8xmM4qLizXlGhISgrlz52LevHkslKjbk1ksWQZZnenshaqqvg3gKfx0+PuPiqI8LDEXIreSlJSk\nOdZsNmPr1q0SsyERkydPRnh4eOufGxoasG7dunbbBQBAYWFh6+25mzt234rltdb2WjKZTFiyZAlW\nrFjR4Tkrou5GZrFkGYft35UXq6q6CsAff/yjAuB1RVFmSsyHyG0EBgZ2+vj5rZw6dYq7S07k+ltp\nBoMBERERrX8OCQnB008/jZCQkBteA8CqHR7LkN2uto7Q6XQYOXIknnjiCQwdOrTL1yHqDmQWS5bH\nOaZ2NUBV1d8DWPfjH/UANiqKov1HaCI3Nn36dKH4HTt2SMqERAUGBmL06NEAWg5tJycnIykpqbXx\nZGBgIFJSUhASEoKkpCT069cPAFqH63aFpTi2HPy+lSFDhuDZZ5/FvHnzeICbqB0yi6WdaNkhmq8o\nijUtgx8B8PWPv/cGsI07TERtDRo0CGFhYZrjz5zp9A452dHs2bMRGtrSoNhSMC1fvhwmkwmqqsLD\nwwPLly9HcnJya7HU1akEVVVVqKiogIeHxy2bmgYEBOD+++/H0qVLrbrFR9TdyCyWVgGo/3HNbYqi\n/JeiKOGdxEBVVTOA+wCk//gmPwCfAXheYm5EbkFkMO61a9dgNpslZkNaNTU14dChQzcUP4qiwGg0\ntjapXLNmDZqamqAoCqKiogAAhw8fbp0ZdysZGRkAWg6Ue3l5tXm/t7c35s+fj6effhoxMTGS/lZE\n7ktasaSq6gUAz6Bld8kTwO8A5CqKUt6F2Gq03L47cN2bx8vKjchdGI1GofiGhgZJmZAWlZWV2L17\nN/73f/8XX331VZv339zNe926dSgvL8f27dsBtBzWf+utt27Zd6uwsBD79u2DTqdr0zlcp9MhPj4e\nzz77LIYPHw5F4YAEoq6Q2WcJqqquVhSlGsD/AbC0d73SxdhKRVGS0dK48lG0tCEgousMHz4cBw8e\n1Byfm5vLJ5wcQFVVHDlyBFu3br1l36ubu3kXFha26b1UXFyMDz/8EDNnzkSPHj1a397c3IysrCx8\n8cUXMJvNSE5Obm01oCgKxo4di6SkJN5uI9JAarEEAKqqvq8oymdoaVJ5F4CKTkKuj60DsFJRlE8A\n/B7AWNn5EbmygQMH3tDR2Vo7duxgsWRHVVVVSE9PR1paGmprazt9vaWbd0etBPr06QNPT0/k5OTg\n9OnTCAkJQUBAABobG1FQUICamhro9XrMnj0bCQkJAIDevXtj4cKFHE9CJEB6sQS07BIBePvHX1ri\ntwPYrijKcLSMUCGiH40ePRppaWmaYqurq5GVlcWCycZqamrw6aef4tSpU1bHmkwmzJ8/v91u3osW\nLUKPHj2QnZ2NrKwsFBQUoKioqN3RJwMGDMDkyZMRERHB221EgmxSLEnkCWAKgLbzAYi6qWnTpiEj\nI0PzvLgDBw6wWLKRqqoq7Nq1C0ePHtX88blVN+/U1FSkpKRg+PDhGD58eIdrTJs2rc15JSLSTubT\ncFIoiuKjKMpKRVHS0PKE3MrOYoi6E4PB0Pp0lBZXrlzhQW/JamtrsXPnTrzyyis4cuSI5kKpK928\n161b1+nHLz09vcvNKImoc06zs6QoSiJaCqOFACxd0RTwoDdRGyItBJqbm1FeXo4+ffpIzKh7qqqq\nQmpqKi5evChlPUs3b0uxFBISgvnz5yM1NbX1bREREa0dvTtSXl6O3NxcduImksShxZKiKP4AfgZg\nBQDLfYHrb66rAL61d15Ezi44OFgo/tKlSyyWBFRWVmLjxo0oKCiQuq6lOSUA5OXlISUlBSaTqfXQ\nd0REBJKTk7t0Bmn37t0slogkURyxVasoyni07CLNB2DCjQUS0DI6ZS2A91RVPa9h/fz+/fv372q3\nWyJX09jYiBdeeEFzfGhoKB555BGJGXUPxcXF+Pjjj3H58mWbXkdVVTQ2Nt7QV6uhoQEGg8Gqw9px\ncXG45557eMCbXEpoaCgKCgoKVFUNdXQuFnbbWVIUpQeAZWjZRbKcTLz+M7gKQCpaCqS99sqLyBUZ\nDAb07t0bxcXFmuLz8/Nx+fJl7i51UUlJCT766CObF0kWlm7e19PSkDQzMxNGo1F4riBRd2fzA96K\nokxUFGUdgEIAf0dLoaSg7e22PqqqPspCiahrZs4UG6G4a9cuSZm4r0uXLmHVqlX45z//abdCSbaD\nBw+itLTU0WkQuTSb7CwpitILwINo2UWKtLz5upccQ8ttthC0jEixNKQkoi4KCwuDyWTqUrPD9pw/\nfx7Nzc3Q6ZzuoViHq6+vxwcffIALFy44OhUp0tLSuLtEJEDqV0lFUe5UFGU9gHwAL6GlULLsIl1G\ny85SnKqqsaqq/u+PbyMijcLDO51V3aGGhgbpB5RdXU1NDXbt2oUXX3zRbQoloGUA763GrBDRrUnb\nWVIU5TSACMsff/xvDYAtANYB+EpVVW3NR4ioXUFBQULx1dXVkjJxbaqq4vDhw/jqq6/csgdVY2Mj\nPvjgAyxcuFB4GDNRdyRzZ2nwj/+tALARwCIAwaqqLlVVdTsLJSL54uLihOL5xCiQlZWF//u//8PW\nrVvdslCyyMvLw/r167nDRKSBLQ4reALoi5aZbiNssD4R/ahHjx7w8fHp/IUdOHr0qMRsXEtRURHe\neOMNbNq0CZWVlY5Oxy7OnTuH/fv3OzoNIpcjs1j6FIAZLX2TJgL4NYDvFUW5qCjKS4qijJJ4LSL6\n0eTJkzXHVlVVYd++fRKzcX5XrlzBq6++ijfeeANFRUUOySE4OBihoda3kJHRLyk9PV3zOBai7kpa\nsaSq6n346em2H/DTwe7+AH4O4LCiKEcVRXleUZT+sq5L1N0lJCTAw8NDc/z+/fu7xRyxyspKpKam\n4rXXXkN5eblDchg0aBCWLl2KJUuWaDpcL+PjVFlZiZycHOF1iLoTqa0DVFUtBfAqgFcVRRkJYDmA\nJWi5LQe09Fj6HwB/URTlWwD1Mq9P1B0pioKgoCDNfYBqa2uRk5MjNJzXmamqioyMDHz11VdobGx0\nSA59+/bF3LlzW8fUHD58WHPh4+vrK3ww//vvv0dkZCTbRhB1kc0+U1RVPaaq6i8ADAAwGy3duRvQ\nstukAzAFwN2W1yuK8oCiKJ62yofInfXo0UMo/ocffpCUiXPZv38//v73v2Pbtm0OKZR8fHzwwAMP\n4N/+7d9umOentTcW0HILb8CAAUJ5nT9/Hh988AHMZrPQOkTdhc1/rFBVtUlV1c9VVV0IoB+AJwAc\nxE+36Sw/Xm0AcEVRlLWKosxQFEX7fQWibmbw4MGdv+gWSkpKJGXiHC5cuIB//OMf2LFjB6qqqux+\nfR8fH0yfPh3PPfccRoxo+5yLwWDQvLbRaMSyZcvQt2/fzl98C2fOnMGHH34otAZRd2HXPVhVVa+q\nqvqaqqrjAUQD+CuAAvxUOPkBWApgK4BLiqK8pijKJHvmSOSKYmNjoddrv6teWlqKmpoaiRk5Rl1d\nHd5++228++67KCsrs/v1/fz8cO+99+IXv/gFbrvttg4PZIsUOn379oVer8edd96peQ2LM2fOuO2u\nIpFMDrthrapqjqqqvwIwCMBdAD4AUIufCqeeAFYC+NpRORK5Ck9PT6HdJVVVsWPHDokZ2VdtbS12\n7NiBl156ySG9o3x9fXHffffh5z//eZd6Xw0cOBB+fn5WX0en0yE+Ph4AMGTIEAQGBlq9xs22bduG\nujpOmyK6FYef7lNb7FRV9WdoOQi+AsA+/FQ0iT8rS9QNTJkyRSj+6NGjQmdpHEFV1damkvv377f7\nI/FGoxH33HMPnnvuOYwa1fXuKHV1dbh27ZrV1wsPD28tshRFwW233Wb1Gjczm804fPiw8DpE7swm\ng3S1UlW1CsDbAN5WFCUCLcN4UxybFZFrELkNBwBNTU04cuQIxo0bJykj28rPz0dqaqpDGkqaTCZM\nmTIFY8eO1RT/ww8/aCrsbt6NGjt2LAoKCoSbi6alpWHChAlCaxC5M2k7S4qivPzjLyldu1VVzVNV\n9XeqqkZ0/moi8vHxEW5amJubKykb26moqMCmTZvw9ttv271Q8vHxwYwZM/DLX/5Sc6EEQPNOTnZ2\n9g1PsCmKgrlz5wrlAgBXr17F999/L7QGkTuTubP0DFqebPsGwHGJ6xJRF5hMJgwdOlSo4eDZs2dR\nVVWl6TyNPezfvx87d+60exNNT09PzJw5EzExMcIFqaqqmp8+rK+vR1VV1Q1nlRRFwYwZM5CVlSV0\n9ujLL7+Et7c3YmNjNa9B5K7sfmZJUZQ8RVHOKIoy1d7XJnJ3iYmJQvHNzc1IT0+XlI08OTk5eOWV\nV7Bjxw67FkpeXl6488478cwzzyA2NlbKuBFVVYX+Dh0NwrXmzFRHtmzZguLiYuF1iNyNIw54h/34\ny9sB1yZya6L9loCWW0TOMjusvr4eH3/8MdavX4+rV6/a9drx8fF4/vnnMXHiRHh5eUlbV6fTCY2n\n8fZu/0unaKEMtBTLaWlpwusQuRunOuBNRI5XXV2NwsJCTYNeZdq9ezf27t1r91tuAwcOxKxZs27o\nuC1TQ0OD5r9TYGBgh8VSr169EBYWhnPnzglkB2RlZWHq1KkwGo1C6xC5E4e3DiAieRRF6fCbqTWy\ns7MlZKPNlStX8Oqrr2LPnj12LZRCQkKwaNEiPPTQQzYrlADg3LlzmnfuOnviccmSJcJPRdbX1+P8\n+fNCaxC5GxZLRG6mX79+wms4qljKysrC6tWrUV5ebrdrBgQEYMWKFVixYoVdhgmL9LLqbPCtwWDA\nAw88IHy2atOmTbh06ZLQGkTuhMUSkZsRHbIKAOXl5bh48aKEbLrm5MmTeOutt7Bp0ya7nZfS6/W4\n44478OSTTyIkJMQu17RcV6uuzJSLiorCvHnzNF8DaCno1qxZgytXrgitQ+QuWCwRuRkZIzCAlgLG\nHnbs2IENGzagoKDALtcDgIiICPzyl7/EpEmThG9bWat37942jx0xYgSGDx+u+TpAy+24jRs32v3M\nGJEz4gFvIjcjOo3e4sKFC1LW6cjZs2fxxRdf2PVR9dDQUMydOxc9e/a02zVv5uPjozl2zJgxXX5t\nUlISTpw4oflaQMuA5dzcXAwdOlRoHSJXx2KJyM0EBwfDz88PVVVVQusUFxdDVVUpvYWuV1FRgQ0b\nNqCoqEjqurcSEBCAqVOnYuTIkXa7Zke0du/W6XRWFcL9+vVDaGio8GDh9PR0FkvU7fE2HJEbknEG\np76+HmfOnJGQzU+OHTuG1157zW6Fkk6nw9SpU/HMM884RaEEaL+92dzcbPWtyrlz5wo/HXn69Gme\nXaJuzxY7S4sURRkt8XVQVfWPgjkRdSvDhg3DqVOnhNfJzMzEkCFDhNZQVRVpaWlIS0vTPOZDi9Gj\nR+POO+90utEtIk/D1dTUWPX6nj17Yvny5Vi7di2qq6s1XVNVVbzzzjt48MEHpTxpSeSKbFEsLezk\n/ZbTgp297nosloisMGLECGzevFl4nZycHDQ1NWnuON3U1ITU1FQphVtX+fv7Y/78+Q5vqtkRkaf9\ntBxG7927N372s5/h9ddf13zd+vp6fPDBB3jyySfh6empeR0iVyX7Npxig19EZCW9Xi/lrJHZbBY6\nJLxlyxa7FUp6vR5z5szBs88+67SFEgChp8uCgoI0xfXu3Rv+/v6arwu0dHbPyMgQWoPIVcncWfqD\nxLWISJDRaER9fb3wOnv37kVMTEyXX3/16lWkp6cjKytL+JB5VyiKgsTEREycOBG+vr42v56I2tpa\nzf9PDAYDevTooSlWp9MhPj4e33zzjaZ4i127dmH06NFSusQTuRJpxZKqqiyWiJxIv379hOeEAS1P\nxRUUFKB///63fJ3ZbMa2bdtw5MgRu/Xm8fHxwcMPP+zQVgDWqKqq0vz/pqmpSejaY8aMwb59+2A2\nmzWv0dzcjNWrV+OZZ56R/pQkkTPj03BEbkrmrajOdiSampqwfv16/PDDD3YrlMaNG4dnn33WZQol\nQOwWnGhx4uvri3nz5gmvU1lZiZ07dwqtQeRqWCwRuSmZRcSZM2c6nNd26dIlvPnmm8jLy5N2vVsZ\nPnw4HnvsMdx9992aD547ishtQhm3GKOjo7FwoTXP1rTv4MGDQjtURK6GTSmJ3JTMMR6qqiIrKwuT\nJ09ufVtBQQG+/PJLu82Q8/Pzw/Lly11qJ+lmloP3WnaYZPWJioqKwoABA4Q+bk1NTUhLS8P48eOl\n5ETk7LizROSmZM2Is8jOzm79/ZkzZ/Dee+/ZpVDS6/WIj4/HE0884dKFEgBkZWVpvhUn8/B6YmKi\n8Bpff/01rl27JiEbIufHYonITYWGhgoNbb3ZlStXcO3aNZSWlmLjxo1obGyUtnZHoqOj8dxzz+Ge\ne+5xi/4+Ip2wtTaVbM/w4cOFn2gzm81Yv369pIyInBuLJSI3JvOQt6qq2LJlC9588000NDRIW7c9\niqJg5syZWLhwIby8vGx6LXsSOecj84yQh4cH7rvvPuF1CgoKcOzYMQkZETk3nlkicmOy+xydPn1a\n6no30+v1GDduHBISEhAQEGDTazmCyG6OyWSSmAkwdOhQDB48WHj+3+bNmzF06FC32Pkj6gh3lojc\nmD2aQsoSFhaG559/HsnJyW5ZKAEth6u1io6OlphJizlz5givYRlpQ+TOWCwRuTF79TwS4evriylT\npiAlJQVGo9HR6djUwIEDNQ32HThwIPr06SM9Hz8/PwwdOlR4nTNnzkhpgErkrFgsEbkxLd+Y7SUs\nLAzz5s3DM888g8mTJ0Onc/8vR0VFRZp2+26//XYbZNPigQcekHILbcuWLRKyIXJO7v/Viagbi42N\ndXQK7Ro5ciSWLVuGkSNHulxjSRGHDh3SFNerVy/JmfzEaDTi0UcfFV7n6tWr+Mc//gFFUbr8S3RW\nHZG98IA3kRsbPnw4tm3bZvOn16wxatQo3HPPPd1utlhtba3mJ8fS09Nx9913S87oJ0FBQRgzZgwy\nMjKE1snKygLQMrOvK0/b2eLWIpEtsFgicmNNTU3CA1hlGTFiBBITEzFo0CBHp+IQBQUFmh//P3/+\nvORs2rr99tuFiyVL762goCD861//kpEWkVNgsUTkxo4cOeLwYkmv12Px4sWIiIhwaB6OJrK7V19f\nLzGT9gUGBmLEiBE4fvy4za9F5Gp4ZonIjf3www8Ovb6npycLpR+JPOlnrx5Gc+fOdchB++XLl0NR\nFHz77beYN28eTCYTevfujb/+9a8wGAwwmUyoqKhoN3bYsGHQ6XR8Go9sisUSkRu7evWqQ66r1+sx\nZswYrFixgoXSj0JCQjQfZh8wYIDkbNrn4eGBadOmCa9TWVmpqYHpypUr8fXXX2P69OkIDAxEYmIi\nZs2ahbq6unZ7OR08eBAnT57EHXfcgbCwMOG8iTrC23BEbqy5udnu1/T398fjjz/Ojs438fb2RmBg\nIEpKSqyOlTH4tqvGjRuHtLQ0lJWVaV6jubkZ69evx4IFC6xqpllYWIisrCyEh4e39girrq7Gli1b\nsHbt2jZP7b333nsAgIceekhzrkRdwZ0lIjcmc1J9V5hMJqSkpLBQakdFRYWmQqlv374ICgqyQUYd\ne/TRR4Vux1VUVOB3v/sdhg0b1mHbgPaelps9ezbCw8MBoPV1M2fORN++fbFv3z6cPXu29bX19fX4\n8MMP4e/vj/vvv19zrkRdwZ0lIjfWr18/lJaW2uVagYGBWLx4sd2/sbsKrU+a+fj4SM6kcyaTCcnJ\nydixY4emeIPB0Lqj5OXlhSFDhrQpvhISEtrEjRo1qs3b9Ho9li1bhhdffBHr1q3Df/3XfwEAPvvs\nM5SXl2PFihVCM/eIuoLFEpEbq66utst1oqOjMX/+/G7RhVsrSw8ia+Xl5aG2tlb6IN3OJCYmIisr\nC5cvX7Y61tvbG/PmzWv9c2hoKJYtWwaDwXDLuJ49e7b79ocffrhNscRbcGRP/MpG5Kaqqqrs9oRQ\ndxlXIkLrUGNVVe1W9F7PYDBgyZIlUnYK8/Pz8fnnn3f6uo7+DUVFRSEpKQm5ubn4/vvvUVxcjO3b\ntyMqKgrjx48Xzo+oM/zqRuSmOnrUWrbQ0FD07dvXLtci+/L398fDDz+MsWPHtvt+VVW73D/qyJEj\nmgtGoGV3CQA+/vhjbNmyBWazmbtKZDcslohIyKRJkxydgkvw9/fXFKfT6Rw6ENlkMmHGjBltzk6p\nqopdu3ZhzZo1qK2tBfBT4826urrWp9muf/3HH3+suUnqggUL4Ofnh82bN2PTpk3w8PBASkqKprWI\nrMViichN2eMb7PTp0zF06FCbX8cdaN19i4qKgpeXl+RsrHd9sWQplPbt24fCwkKsW7cO5eXl+Oqr\nrwC0PKm2a9euNgXT+fPnsW7dOk1jX3x8fLBgwQLk5uZi+/btuPvuuxESEiL2lyLqIh7wJnJT/v7+\n8PDwsMm4E6PRiHvvvRcjRoyQvra7unLliqa49p4acwTL3DfL7/Py8lr/XFhYiFdeeeWG12dkZKC8\nvLzdc0ivv/46hgwZgkmTJmHlypVdzuGRRx7B22+/jebmZt6CI7tisUTkpnJycmw2Fy4uLo6FkhXO\nnTunucmjvXtldeT6+XRGoxEpKSlYt24dCgsL2319bW3tLefMHTx4EHq93qpiKSEhAV5eXvDx8cG9\n997b9eSJBLFYInJT2dnZNlt74MCBNlvbHZ06dUooNjg4WGI2cphMJsyfP7/NjhIAPP300wgMDOx0\nDUtH7jVr1mDNmjWdvn7r1q2oq6vD448/LjRrj8haPLNE5KYsh25l8/Pzs2qEBYl9LGz1cbRWjx49\nbvhzbW1tu/PaACA1NbVLeX/wwQedvsZyWDw/Px+//vWv4eHhgccff7xrSRNJwmKJiKwyZswY9lSy\nkl6vfRNfJFam0aNHt/6+oaHhlrfgLIe+O2srUFNTgz179tzyNWvXroXJZMLAgQNx8uRJ/Pu//zsG\nDx5s/V+ASAC/4hG5qesP5MoSHh6OpKQk6eu6O5HbaM5yCy42Nrb11pfBYEBERETr+0JCQvD000/f\n8HRaREREpx27AWDPnj23PFs3cuRIeHt7IyAgAI899hhefvllgb8FkTYslojckKqq0mfCDR48GIsX\nL4aHh4fUdbuDyMhITXE+Pj4YNmyY5Gy08fT0xB133AGgZchtcnIykpKSEBISgpSUFAQGBiIlJQUh\nISFISkpCcnIyFEXpdN2mpiZ88803Hb5/woQJKCsrQ3l5OVatWsWzSuQQzrG/S0RS5efno7KyUuqa\nd999d5d2CqitWz0VdiujRo1yquJ03LhxOHPmDHJzc1sLpkmTJrUWMCaTCcuXL4fBYOhSoWSxb98+\nxMTEOM0uGtHNuLNE5IZExkp0hIWSNqqqIiMjQ1NsQECA5GzEzZ49u/X3iqK02ekxGo1WFUoWt9pd\nInI0FksogSQdAAAgAElEQVREbkjLN6tb8fb2dujIDVeWn5+P8vJyTbEnT56UnI24gIAAREVFSV83\nOzvbbvMMiazFYonIDd38mLeouLg4p7od5Eqqq6s1x9pih1CGCRMm2GTdbdu22WRdIlEslojcUJ8+\nfaQehHWWkRuuSGSXz1lbNAwcOFDzrLtbuXDhApqbm6WvSyTKOT8TiUjInj17Ou1x01XTp0+XvlPV\nnYj8v3Pm/+/Tpk2TvmZ9fT1ycnKkr0skisUSkZtpampCWlqalLUiIiJw2223SVmru+rbt6/mw/Fx\ncXGSs5EnPDwcXl5e0te9dOmS9DWJRLFYInIzx48fR01NjZS1BgwYIGWd7uzs2bOaGoSaTCbN/Zns\nQVGUG56Mk8UWzVSJRLFYInIz586dk7ZWXV2dtLW6K627fCaTyWnPLFmMGDFC+jgWk8kkdT0iGZz7\nM5GIrFZfXy9tLfZWEnf69GlNcWVlZdJ2CG1p5syZUtcbOnSo1PWIZGCxRORmZD4FZ4snnroTs9kM\ns9msOd4VdvZGjx4Nb29vaev16dNH2lpEsrBYInIzoaGhUtbx9fVFdHS0lLW6K9HeVLJvcdmCoii4\n9957pazFXl7krFgsEbmZmJgYeHp6Cq8zZswYfvMSpCiK5p0SHx8f+Pr6Ss7INqKiojBr1izhdXr2\n7CkhGyL5WCwRuRmDwSBcLIWGhuL222+XlFH3NmbMGE1x8fHxTn/A+3oJCQlISkoSWmPUqFGSsiGS\ny3U+E4moS7788ktUVlZqjvf19cXSpUt5uFsSLR8LRVE0F1mOlJycjLvuuktTrF6vd+q+UtS9sVgi\nciNnz57FwYMHhdbw9/e3SbPB7qimpgYHDhywOi4uLg4BAQE2yMj2xo8fj2XLllm9u3n77bdLPShO\nJBOLJSI3IqNzt6qqEjIhAMjMzERTU5PVcRUVFTbIxn7Cw8Px9NNPo3fv3l16fUJCAqZMmWLbpIgE\nsFgichNVVVU4deqU8DrOPI/M1Rw5ckRT3JkzZ1BVVSU5G/symUxYsWLFLXeMevfujXvvvVfK4XAi\nW3L+51KJqEsuXbokZWK7rNYDpO28kkVVVRX8/PwkZmN/BoMBU6dOxZQpU3DixAkUFRWhsbERXl5e\nGDJkCMLCwhydIlGXsFgichMyZmrpdDo+keQk3Ol2qF6vR2xsLGJjYx2dCpEmvA1H5CZkHMoeMWIE\nfHx8JGRDQMtheUfEEpFcLJaI3ERoaKhQE0lfX19MnTpVYkakdZcuIiLC5W/BEbkTFktEbsJoNAo1\nMZw2bRp3MyTTWvAkJiZKzoSIRLBYInITTU1NQueWZIxIoZ80NTVhx44dVscFBwcjMjLSBhkRkVYs\nlojcxIkTJ4Ti2bFbrpMnT6K6utrquB49erjUmBOi7oCfkURu4uzZs0LxXW0gSF2TkZGhKS43N1dT\nkUVEtsNiicgNNDc34/Tp05rje/bsyQPFkpWWlmqKa25uRllZmeRsiEgEiyUiN5CZmSm0G8FGlPJp\nGXMiI5aI5GOxROQGDh06JBTPae/ymUwmzbEcKEvkXFgsEbm4/Px8XLlyRXN8UFAQx07YwLBhwzTF\n9erVC8HBwZKzISIRLJaIXNylS5eE4m+77TZJmdD1xowZA0VRrI5LSEjQFEdEtsNiicjFXbx4UXOs\n0WjEmDFjJGZDFjU1NVYXPX5+fhg9erSNMiIirVgsEbm4q1evao718fHhLoYNNDU14cMPP0Rzc7NV\ncQ888ICUGX9EJBeLJSIXV15erjmW401sIzs7G5WVlVbHXb582QbZEJEoFktELqy8vBxVVVWa40NC\nQiRmQxbp6el2jSMi22KxROTCfvjhB6F4rU9sUcdUVcWFCxc0xV65cgU1NTWSMyIiUSyWiFyYSMsA\nHx8fDBgwQGI2BAANDQ1QVVVzfH19vcRsiEgGFktELkxkLAa7dtuG0WgUivf09JSUCRHJwmKJyIWJ\nHO7u2bOnxEzIQlEUzYVor169hDp/E5FtsFgiclE5OTlobGzUHN+3b1+J2dD1YmJiNMWxISWRc2Kx\nROSivv/+e6F4X19fSZnQ9Zqbm5GZmWl1nNFoZENKIifFYonIBZWUlODs2bOa4xVFQVBQkMSMyOLU\nqVOaRtDcddddbEhJ5KRYLBG5oLy8PKH4oUOHsiGljWjtlSTyZCMR2RaLJSIXJHKwGwASExMlZULX\nq6mp0VzIHjt2THI2RCQLiyUiF5STk6M5NiAgAEOGDJGYDVlcu3ZNc2xNTY1QfyYish0WS0Qupri4\nWKi/EhtR2o5Op/1Lqk6n45NwRE6KxRKRixGdHyay+0G35ufnB71eryk2MDBQcjZEJAuLJSIXIzqZ\nXmTwLt2a0WhEWFiYpti4uDi5yRCRNCyWiFzM1atXheJ5LsZ2qqqqNA3R1ev1LJaInBiLJSIXcu3a\nNVRWVgqt4efnJykbullGRgYaGhqsjhs/fjy8vb1tkBERycBiiciFZGZmCu8MxcbGSsqGrtfc3IzD\nhw9rjiUi58ViiciFZGRkCMV7eXlh5MiRkrKh6xUVFWk+DybSCoKIbI/FEpGLMJvNwueVJk+eDIPB\nICkjul5dXZ1DYonI9lgsEbkIs9ksFK/T6RAfHy8pG7qZ1pYBorFEZHsslohchEjDQ6DlXAxHathO\nUFCQ5o9RcHCw5GyISCYWS0QuQkahc+nSJQmZUHt8fHwwcOBATbEJCQmSsyEimVgsEbkI0c7dANDY\n2CghE2pPSUkJCgoKrI7r2bMnBg8ebIOMiEgWFktELqC8vBxFRUXC63h5eUnIhtqzd+9eq4tRRVFw\n3333cSYckZNjsUTkAmpqaqSsExkZKWUdulFNTQ2OHz9udZyqqixgiVwAiyUiFyDatRtoOYAcHh4u\nIRu62fHjx9HU1KQp9siRI5KzISLZWCwRuYCvv/5aeI0JEyZIyITaI1LMVldXS8yEiGyBxRKRk8vL\ny0NJSYnQGqNHj+agVhvimSMi98ZiicjJyXgKjsNzbSsgIEBzrL+/v8RMiMgWWCwRObnz588Lr5GZ\nman5TA11bsSIEZobUo4aNUpyNkQkG4slIidXW1srvEZ1dTUbUtpQRkYGmpubrY6LiIhAr169bJAR\nEcnEYonIiZWXl0NVVSlrcVirbTQ2NmLfvn1Wx+l0Otx55502yIiIZGOxROTEZJxXsjAYDNLWop8c\nPXpUUyHq5eWFkJAQG2RERLKxWCJyYjLOKwGAh4cHgoKCpKxFN9I6s6+mpgYXL16UnA0R2QKLJSIn\nVl9fL2WdESNGwNvbW8padCORPknssUTkGlgsETkxDw8PKeskJiZKWYfa0voUHMD+TESugsUSkZOq\nrKxEeXm58DpxcXEIDQ2VkBG1JzAw0CGxRGQ/LJaInNRHH32EhoYG4XW4e2FbPj4+muJCQkLQt29f\nydkQkS2wWCJyQgUFBdIO/x49elRTDyDqXHl5OTIyMjTFJiQkSM6GiGyFxRKRE5LZMqCxsZE9lmxE\n68epV69eiImJkZwNEdkKiyUiJ5STk+PoFKgTZrMZmZmZmmJ9fX2h1+slZ0REtsJiicgJyRhxYmEw\nGODl5SVtPWpx9epVzR8njp4hci0sloiczKVLl6SNOAGAmJgYocfbqX2NjY0OiSUi++NXUCInc/To\nUanrjRgxQup61MLT09MhsURkfyyWiJxIc3Oz5vEZHeEtH9vo0aOH5nl7gwcPlpwNEdkSiyUiJ3Lg\nwAFUVlZKXVP2etTi0KFDmm+nsaM6kWthsUTkJFRVRVpamk3WJblEPlYhISEYOHCg5IyIyJZYLBE5\nidOnT6OiokL6un5+ftLX7O7y8vJQVlamKTY2NlZyNkRkayyWiJzEhQsXpK+pKAqbH9qAyMeqpKRE\nYiZEZA8sloicRGlpqfQ1e/XqhYCAAOnrdndsG0DUvbBYInISxcXF0tesq6vjXDgbMBqNDoklIsdg\nsUTkBMxms+YzMLdSXV2NgoIC6et2dyK30sLCwuQlQkR2wWKJyAl88803Nntqraamxibrdle1tbU4\ndeqUplg/Pz9ER0dLzoiIbI3FEpGDmc1mzdPru4KjTuTKzMyE2WzWFJuQkMCPB5EL4mctkYOlp6ej\nvr7eZuv37NnTZmt3R8ePH9ccGxERITETIrIXFktEDnb48GGbrd23b1/06tXLZut3RyK3NWtrayVm\nQkT2wmKJyIEaGxtt0jLAgrd85FMURXMsPx5EromfuUQOlJOTY9NH+wsLCzkbTqKmpiah3SHeEiVy\nTSyWiBzo6tWrNr/G2bNnbX6N7uLo0aOoq6vTFBseHo7AwEDJGRGRPbBYInIQs9mMH374webXseXh\n8e5G5KnFxMREiZkQkT2xWCJykI8//tguc8LYMVqOK1euaG7w6ePjg6ioKMkZEZG9sFgicoCcnByc\nPHnSLtcKCQmxy3XcnUiHdW9vbx7uJnJh/OwlcoDNmzfb5TpGoxFBQUF2uZa7ExmAa6vu7ERkHyyW\niOzs9OnTduu309DQYLcdLHcn8v/Rx8dHYiZEZG8slojsLC0tza7Xs+Uole6isbERubm5muNHjhwp\nMRsisjcWS0R2lpeXZ9frnT17FlVVVXa9prs5evQoGhoaNMUaDAbExsZKzoiI7InFEpEdNTY2oqmp\nye7Xra6utvs13cmFCxc0xw4YMIBPJBK5OBZLRHZ08OBBh1yXT2KJuXz5subY0NBQiZkQkSPwKyiR\nndTW1mL37t12v65Op4Ofn5/dr+suGhoacOXKFc3xnp6eErMhIkdgsURkJx9//LHQHDhfX19NcQaD\nAV5eXpqv291lZWUJfdwGDRokMRsicgQWS0R2UF1djTNnzgitsXjxYnh4eFgdV19fj1OnTglduzsT\nGUnTp08f9O/fX2I2ROQILJaI7CAzM1Mofvz48QgJCdHcYJLtA7QrLi7WHMsRJ0TugcUSkR2IFkuW\nPj2lpaWa4vPy8jhQV4OysjLNLQMAYPDgwRKzISJHYbFEZAfl5eVC8X5+fmhoaIDZbNa8hr26hrsT\n0QaiWs+ZEZFzYbFEZGOiu0r9+/eHn5+fpvNK1xON727MZjOOHDmiOb5///7o2bOnxIyIyFFYLBHZ\n2M6dO4XiExISALQUOyLffA0Gg1Ae3c3Vq1eFduMsHzcicn0slohsKDMzEzU1NZrjPT09bxiVER8f\nr3mtY8eOaY7tjurq6oTiOQ+OyH2wWCKyIdGO3TNnzryh+3ZcXJzmtfhEnHUOHDigOdbLywt6vV5i\nNkTkSCyWiGyksbFR6LFzX19fxMTE3PA2kRljly9fFnqyqzspKSnBiRMnNMdHRkZKzIaIHI3FEpGN\nlJeXC3V+jomJgaIoN7xNtNhh+4CuEX0KLjExUVImROQMWCwR2cjhw4eF4tvr/Cw6vZ5PxHVNVlaW\n5tjQ0FAOzyVyMyyWiGxAVVUcP35caI3o6Og2b9Pr9ejbt6/mNXNyckRS6hZqa2uFDnfPnDlTYjZE\n5AxYLBHZwMmTJ1FdXa05vk+fPh3uAokUS6dPn9Yc213s379fKJ6NKIncD4slIhsQuY0D3Hp3olev\nXprXLSsr0xzbHTQ1NQkNztXr9fD29paYERE5AxZLRDZw8eJFzbHe3t4YOHBgh+/39PTUvHZVVZXm\n2O5AdEdw5MiRPBdG5IZYLBFJVlJSgmvXrmmOHzJkyC3f369fP81rX7t2jTPibkH0nBmfgiNyTyyW\niCQrKSkRih82bNgt3x8SEiK0vkhHcXdWXl4udAC+Z8+ewh8bInJOLJaIJBM5RK0oSqcNDW/uvWQt\ns9ksFO+u9u7di6amJs3xw4cPl5gNETkTFktEEqmqKjSDLSAg4IbxJu1RFAU+Pj6ar5GXl6c51l3V\n1NQIHewGgPDwcEnZEJGzYbFEJFF+fr5Ql+3Jkyd36XV9+vTRfI0LFy5ojnVXO3bsgKqqmuODgoIQ\nEREhMSMiciYslogkys7OForv6qT63r17a77G5cuXNce6K5E5cAAwduxYSZkQkTNisUQkUVFRkeZY\ng8HQ5Un1fn5+mq9TUVEhdDbH3Rw4cEBoN9DPzw8JCQkSMyIiZ8NiiUgikcG5AQEBXX5tWFiY5us0\nNzezfcB1Dh06JBQfHR0tfOieiJwbiyUiiSoqKjTHDho0qMuvDQoK0nwdQKyocyenT5/G1atXhdaI\nj4+XlA0ROSsWS0SS1NTUoLKyUnN8bGxsl1/r6ekptJshUtS5i+bmZmzevFloDS8vL6FZfUTkGlgs\nEUly6NAhzU9UBQQE3HLESXtMJpOmawEslgAgJydHuEEnO3YTdQ8slogkEemvpOWxcy8vL83XExnH\n4i72798vFK/T6TBp0iRJ2RCRM2OxRCSBqqpCZ1+0jMno6pNz7SksLNQc6w7OnDkjNOwYaJnhJ/Ix\nICLXwWKJSILKykqhx/GNRqPVMT169NB8PZEGjK6utLQUqampQmsoioL7779fUkZE5OxYLBFJUF9f\nLxSvZWdJ5Im4xsZGzbGu7ttvvxX+eI0ePRqenp6SMiIiZ8diiUgCkdsxiqJoKnz8/f01X7O6ulpz\nrCu7fPkyjh49KrSGTqfD1KlTJWVERK6AxRKRBOfOndMcq3V0yYABAzRfs6qqSnOsq6qtrcWaNWuE\n1xk/fjy8vb3FEyIil8FiiUiC7777TnOs1qaGIn2WRB+Zd0WbN29GXV2d0Bo6nQ4TJkyQlBERuQoW\nS0SCKioqUFZWpjneEU9UdbfZcCdOnEBOTo7wOrNnz+auElE3xGKJSJDouAyth61Fhumqqgqz2aw5\n3pVUVlbi448/Fl4nIiICcXFxEjIiIlfDYolIkOicNS1tAwDA19dX866Uqqq4cuWKplhXoqoq3nvv\nPSmz8KZPny4hIyJyRSyWiASJ7PAA1g3Qlak7dPH+/PPPhW6RWoSFhWk+iE9Ero/FEpEgkX5HPXv2\nRK9evTTHixzyLioq0hzrCtLS0pCeni68jqIoSE5OlpAREbkqFktEgkT69gwdOlTo2iLz4UQKLWdX\nUlKCzz//XMpad955J0JDQ6WsRUSuicUSkaADBw5ojhXtJC0y8kSnc99P/927d0tZx2QyISkpScpa\nROS63PerJZGdiJyJqaysFLp2YGCg5tiKigqhazuj+vp6rFu3DidOnJCy3rRp06SsQ0SujSOziQSJ\n9CwSvRUmMvLE3bp419XVYfXq1cKtHCz69evHVgFEBIA7S0TCDAaD5tjg4GCha4ucWZLxlJizqK+v\nx6pVq6QVSh4eHpg/f76UtYjI9bFYIhIkMn1+/PjxQtcWGYjrLsN0Gxoa8Prrr0vdKVu6dKnQLU4i\nci+8DUckoK6uTvO5Ix8fH+EeTSKjN9xh5El9fT3efPNNaTtKADB58mSEh4dLW4+IXB93logEZGVl\nae4ObTaboaqq0PV79uypOVb02o7W3NyM9evXo7S0VNqaiYmJmDJlirT1iMg9cGeJSIDIN+r6+noU\nFxcLn1vSypV3lgoLC/Hll1/iwoUL0tYMDg7GzJkzpa1HRO6DxRKRANGCo66uTihe5Gk4V91ZOnz4\nMLZu3So1fz8/PyxdulTaekTkXlgsEQkQOTMEiD1JB0DzIF3ANTt4Hzt2DJ999pnUNXv16oWUlBSh\nwpOI3BvPLBEJGD58uOZYRVGEzhxZ1uguioqKpBdKwcHBeOKJJxAQECB1XSJyL9xZIhLg6+urOVZV\nVVRWVgpNszebzZpjXeHMkqqqOHHiBNLS0nD+/Hnp60+ePLlbFZxEpA13logEHD58WCg+IyNDKN5o\nNArFNzY2CsXbktlsxkcffYSPPvrIJoVSfHy80M4gEXUf3FkiEpCfny8UX15eLhTfq1cvofiKigoE\nBQUJrWEL165dw9q1a3HlyhWbrD9gwADMnj3bJmsTkfthsUQkQHRkiOitMA8PD4deX7aqqiqsX78e\nRUVFNrvGkCFDsGTJEt5+I6IuY7FEpFFpaalwQ0QfHx/hPDw9PVFfX68pVrR1gSyNjY346KOPkJOT\nY9PrDBw4kIUSEVmNxRKRRmlpacJryDgzI1IsnT9/HoMGDRLOQau6ujp88sknOH36tM2vFRMTg7lz\n57JQIiKrsVgit6Gqqt2+ETY2NiIzM1NojYCAAERGRgqtUVNTo3k2HdByNsjempqakJmZiT179kgd\nftsRLy8vTJo0SXhoMRF1XyyWyOmUlZXh1VdfxdatW3HmzBnU1tYiKCgIiYmJWLRoERYsWHBDUVRX\nV4cXX3wRer0ev/71r+2SY1ZWFhoaGoTWGD9+PMrLy9Hc3AwfHx+YTKYuxZnNZlRVVaGwsBBbt24V\nykGns+0DsU1NTcjOzsa5c+dQXFyM4uJi1NbW2vSa1/P29sZTTz0FLy8vu12TiNyP4qojD25FUZT8\n/v379xd9UonsLzMzE9OmTUNpaSnCw8MRGxsLvV6PixcvIiMjA01NTZg2bRo+/fTT1m+Af/zjH/G7\n3/0Ov/nNb/Df//3fNs2vsbER69atw8WLF4XW8fT0RFNT0w19kiIiIpCYmAhvb29kZGQgNzcXdXV1\nMBgM6NevHyIjI1FWVialULPo169fax4mkwlRUVGIjo5GTk4OiouLb3j74MGDkZ+fj/Pnz6O+vh6e\nnp4IDAxEYWEhioqKcO3aNdTV1aGurg4NDQ2thZjWQcOifH198eCDDzrl035E1LHQ0FAUFBQUqKoa\n6uhcLLizRE7DbDZj3rx5KC0txerVq7Fy5cob3p+bm4u5c+dix44d+M1vfoO//e1vAOz3zbiurg6r\nVq2ScuuovTNGeXl5yMvLa/e1586dw7lz54Sve7ObnzorKCjA119/3eZ16enp8PDwsOrpOUcVSUDL\nE2+zZs1Cjx49HJYDEbkPNqUkp7Fv3z6cPXsWEydObFMoAS3fANeuXQsAeOONN+w6CLawsBCrV6+2\nyxkbZ+VsbQbak5CQgKeeegpLly5loURE0rBYIqdhaUB4q0PacXFxeOihh7B06VLU1NQgLCwMf/jD\nHwAAf/7zn6EoCn7/+9/fELNz507MnDkTvXr1gpeXF4YNG4bf//73bQ43nzt3Doqi4IEHHkB+fj5S\nUlLQs2dPeHp6YuzYsUhPT2/N8/3338df/vIXvPTSS/jwww+Fm0uSuMTERMyaNUt43h4R0c1YLJHT\niI2NBQDs2bMHv//973H16tV2X/fOO+/g9ddfh4+PD+bOnYuYmBgAwMiRI7F06dLWdQDgf/7nfzBt\n2jTs3LkT0dHRmDVrFiorK/GHP/wBSUlJNxQ51dXVAFpuh8XHx2PTpk3o06cPAgMDUVBQgPfffx+H\nDx/Gm2++iZKSEoSHh8PDwwMnT57Eu+++K+0cEVlvyJAhuPvuux2dBhG5KR7wJqfyyCOP4J133vn/\n7d19TFVngsfx33M9hwteefEVuFiwGKqCUC0t2i6NTYklnU62JZXO2Kld/uhMbLKbJvNP9482bf9s\n003W7aaNadPgmN0Z0hmju1NjN2vIqqOh1r7YFokyFlpLVV5EC0W4wLN/cLlzETyAwr1X/H6SG59z\n7jnPfTSY++M8b5Ik13VVXl6uTZs2RaZ+TzSr6dVXX9Vrr702boB3fX29KioqlJOTow8//DASovr7\n+7V9+3bV1tZq69atevHFF9XQ0KDGxkbt2LFDkpSXl6enn35afr9f1lrV1dWpqalJklRaWqrHHntM\nPp9P/f392rlzp7q6ulRdXa2ioqLZ/idCFMdxdO+992rz5s2zPrMPQGwwwBuI0tLSoqNHj+rixYsa\nHByU4zjavHmzFi9erHfeeUc9PT2qr69XfX29JCklJUWPPvqoXn75Za1bt27S+t944w1Za7Vjxw6V\nlJSor69Pzc3NOnv2rO6//37t2bNHdXV1ys7OVlpa2ph7Kysr5ff7JY10C65du1ZNTU2RNo5+Mfv9\nfq1cuVJdXV03vfUJpic3N1dbt25lWQAAs46whJhramrSgQMHdPny5XHvXb58WYFAQK+88opc19XJ\nkyd16NAhNTc3q6+vT3v27NHevXv1/PPP64knntBdd90VmXXV29urAwcOqK2tTb29vZFZXT6fT2+9\n9da4MLN8+XI1NjaqtbU10pUnjey3lpWVNeba0W1JMjIyxn05jx5HLwOA2VVYWKgtW7awGjeAmCAs\nIaaOHz+u/fv3T3rd6ODr3Nxc1dTUyBijEydO6PDhw2pvb9fbb7+t4eFhZWZm6tChQ5KkEydORGZA\n9fT0RMYQVVVVeX7WtStgJycnX7dLZ6oLR2J2+Hw+VVZWqqysLN5NAXAbISwhZs6cOeMZlC5evKie\nnh7l5eVp3rx5kfOjT2xKSkpUWFio2tpanTt3Tl9++aUyMzMnrGt0LN68efMm3X/t2tlTjH1JTEVF\nRaqqqhrzswEAsUBYQsx89NFHY46ttQqFQkpKSpIk1dXVqbOzU88995yWL594XJ/jOCopKdG5c+c8\nt81ISUmRz+fT8PCwHn/8cTkOP+q3qpUrV2rLli2MTQIQN/wKjZhoa2tTZ2dn5Nhaq4MHD6q2tjYS\nerKzsyVJ+/bt81xwsqOjQ5K0bNkySROvy+Q4ju644w5Za9Xc3DzufWutamtr9d5774lZk4nHdV1t\n2LBBL730kp555hmCEoC44tdtxMTx48cj5dGgdOTIEUnS7t27VV1drQsXLkiS2tvbtXPnTj377LOa\nP39+5L7h4WF99tln+uSTTxQIBCIz4kafGl27hcjGjRvV2tqq/fv3Kz09PRLGhoeHVV9fr5aWFi1Y\nsGDcYG7Eh+M4CgaDKi8vV0FBQbybAwARhCXExPnz5yPlUCg0Zg+0tra2yPpG0de/+eabysnJUWpq\nqkKhUGSWWyAQiKyBJP1tzNGnn36qK1euqKCgQKWlpVqzZo0eeOABHT16VO+++66ys7OVmpqqCxcu\n6NKlS3JdV0899RRddHG0dOlSFRcXq6SkROnp6fFuDgBMiG8JxET0tPqkpCRt27ZNu3fvVltb27hr\nM3OnVRAAAAgESURBVDMzVVBQoG+//VadnZ1qa2uT67patGiRysrKVFZWNmZW2urVq7Vx40adPHlS\nZ86ckd/vV2lpqSTpkUceUV5enj7++GN9//33On/+vNLT07V+/XqVl5dr8eLFs/+XT1B+v18DAwNj\nujxd15UxZsLVyEfHgE2H67pasWKF0tLS5LquXNdVdna2srKy5Pf7xzw5BIBExQreiIn3339f3333\n3Zhzly5dGvdESZJeeOEFLVy4MFZNm1Mcx5HP5xsTdpYsWRI57ziOlixZotLSUgWDQXV3d6u9vV2D\ng4NKSUnR8uXL5fP5dPr06chioSkpKVq1apXS0tL09ddfq7W1VQMDA3JdV7m5ucrMzFRHR4dCoZD8\nfr8WL14sY4wcx1FaWlpkAD8ATEUiruBNWEJMHDlyRAcPHowc9/X1XffJUjAY1LZt226LNY2Sk5NV\nXFwsn8+nL774QlevXpU08kRm7dq1uu++++Q4jj7//HNduXJF1lqlpqbq7rvvljFGp06dUl9fnxzH\n0dKlS1VUVCTHcXT16lWFQiElJycTVgDcUghLMUJYSjz9/f16/fXXZa3VwMCAamtrJwxKo4LBoGpq\naubEF31WVpYKCwvV3d2tjo4ODQ0Naf78+Vq9erWKi4vluq6kkYHvo4PU/X4/q1MDuC0lYlhizBJi\nwu/3q6ioSF999ZVc11V+fn4kLAWDQVVXV+uDDz6InMvPz4+EiESXk5OjNWvWjP4H148//qjBwUEl\nJydr1apV110z6lrGGKbIA0ACIiwhZiorK/XNN9+ot7dXFRUVkqSzZ89GutxGB33n5+eroqIioZ6s\nBINBlZSUKCMjQ93d3XJdV4FAQAsXLoys9yRJeXl5cWwlAGA20A2HmOrq6tKuXbsi42+iV/CWFBk4\nHI+gZIyRMUbz5s2T3+9Xenq67rzzTq1bt+62njUHALFENxxue4sWLdL27dt17NgxNTQ0jAtFsRyj\nZIxRUlKScnNztWnTJuXk5MTsswEAtw7CEmIuJSVFDz/8sB566CG1tLSooaFBp0+fnvHP8fl8Sk5O\nVk5OjjZu3Kj8/HxZaxOqew8AkPgIS4gbn8+n/Pz8yGDvY8eO6dSpUxoaGhpzXVJSkhYsWKCenp4J\nF0tMTU3VPffcowcffHDSHekJSgCA6SIsISEEg0E9+eST6u3t1enTp8esHbRixYrIqtKNjY3q6urS\n0NCQAoGACgsLlZGREe/mAwDmMMISEkogEND69esnfC8pKSmyeS4AALHii3cDAAAAEhlhCQAAwANh\nCQAAwANhCQAAwANhCQAAwANhCQAAwANhCQAAwANhCQAAwANhCQAAwANhCQAAwANhCQAAwANhCQAA\nwANhCQAAwANhCQAAwANhCQAAwIOx1sa7DTPOGDPg8/nc7OzseDcFAABMww8//KDh4eGQtTYp3m0Z\nNVfDUq8kV9LFeLcFAABMyzJJIWttIN4NGTUnwxIAAMBMYcwSAACAB8ISAACAB8ISAACAB8ISAACA\nB8ISAACAB8ISAACAB8ISAACAB8ISgBlljHnVGGNv8PWvU6h/b9T1fzXGmBlq955wnf84E/UBmDsI\nSwBuGcaYJZJ+FnUqX1LFDNRbI6nqZusBMDc58W4AgDmtTtIfpnH9Xyd5/2mNbGV0VVK/pHRJv5b0\nvzfUOknGmJ9L2nmj9wOY+whLAGZTk7V27wzWVxP+87ik85KqJT1hjFlqrW2fbmXGmH+S9C8aCWAA\nMCG64QDcEowxxZLWhw8PS/pTuJwk6R+mWdcyY8wfJP2bCEoAJkFYAnCriA5E/y3pz5J+Ch//eqqV\nGGN+K6lZ0i/Cp86LbjgAHghLABKeMcaR9KvwYZukBmttr6R94XN3GWM2TbG630pKDZf3auRp1Scz\n1VYAcw9hCcCtoFJSVrhcZ6214fLuqGt+M436vpb0c2ttlbX2/Ew0EMDcRVgCcCuI7oKLDkj/I+lC\nuPykMWbRFOraKqnYWvvhTDUOwNxGWAKQ0IwxCyX9ffiw0Vr72eh71tohSf8ZPvRLenay+qy1h6Oe\nTAHApAhLAGbTK1NcubvFo45faiQISWOfKo36XVR5ygO9AWCqCEsAEt1oF5yV9B/Xvmmt/VzSV+HD\nQmPM38WqYQBuDyxKCWA2TXUF758mOmmMWSVpQ/jw/6y1313n/t9JeiNc/o2kv0ynkQDghbAEYDbd\n7AreNVHlfmPMP1/nusyocrUx5gVrbfdNfC4ARBCWACQkY4xP0jNRpyrDr8mkhO/799loF4DbD2OW\nACSqCknLb/BeBnoDmDGEJQCJqiaq/EtrrfF6SQpI+jF8fYkxZsO4GgHgBhCWACQcY0yapKrwYY+k\n/5rsHmvtT5I+iDo1nRW9AeC6CEsAElG1RsYeSdI+a23fFO/bFVX+hTEm9bpXAsAUEZYAJKKaqPLv\np3HfYUlnw+WA/rb5LgDcMMISgIRijFkpqTx82KWR/d+mJLyNCSt6A5hRhCUAiSZ6f7c/WmtD07x/\nl0ZW+5ake4wxpTPTLAC3K8ISgIRhjDEaG5am0wUnSbLWtkg6FHWKgd4Aboph820AAIDr48kSAACA\nB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8IS\nAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACAB8ISAACA\nB8ISAACAh/8HIlUTMIYhRWEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 293 } }, "output_type": "display_data" } ], "source": [ "sc.tl.draw_graph(adata, random_state=2)\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", "sc.pl.draw_graph(adata, title=title.format(ent, geo_d, geo_o), save='_krumsiek11')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PAGA + FA" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/draw_graph_fa_krumsiek11_paga.pdf\n" ] }, { "data": { "image/png": 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zkCTprCRJf5MkaZUkSe9LkjQFtxY6FADeNR+dcDeOB//S1t5LPMrfMrzNkBfa0wFYLYRY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\nACYISQAAE4QkAIAJQhIAwAQhCQBgwj+vFyQg9mkjmgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 292 } }, "output_type": "display_data" } ], "source": [ "sc.tl.draw_graph(adata, init_pos='paga')\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", "sc.pl.draw_graph(adata, legend_loc='on data', title=title.format(ent, geo_d, geo_o), save='_krumsiek11_paga')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get some statistics" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# get statistics\n", "statistics_ce = {'algorithm': [], 'values': []}\n", "statistics_ged = {'algorithm': [], 'values': []}\n", "statistics_geo = {'algorithm': [], 'values': []}" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n_realizations = 10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "tSNE." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.tsne(adata, random_state=rs)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_tsne')\n", " statistics_ce['algorithm'].append('tSNE')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('tSNE')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('tSNE')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "UMAP." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.umap(adata, random_state=rs)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", " statistics_ce['algorithm'].append('UMAP')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('UMAP')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('UMAP')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "UMAP + FA." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.louvain(adata, random_state=rs)\n", " sc.tl.paga(adata)\n", " sc.pl.paga(adata, random_state=rs, show=False)\n", " pl.clf()\n", " sc.tl.umap(adata, init_pos='paga') \n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", " statistics_ce['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "FA." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.draw_graph(adata, random_state=rs)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", " statistics_ce['algorithm'].append('FA')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('FA')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('FA')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PAGA + FA." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.louvain(adata, random_state=rs)\n", " sc.tl.paga(adata)\n", " sc.pl.paga(adata, random_state=rs, show=False)\n", " pl.clf()\n", " sc.tl.draw_graph(adata, init_pos='paga') \n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", " statistics_ce['algorithm'].append('PAGA\\n+ FA')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('PAGA\\n+ FA')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('PAGA\\n+ FA')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the statistics." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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1aH9qeX0sM+9vUF7VifeRJEmSJElSj4qI/YHjy+yNwEGZ+Uil/AzgamB34MSI\n+Gpm3tBmN6dT7JgG8OHM/FBd+Rcj4r3AZyhWcJ4dEdMz84nKOLYAPldm/wbsn5m31I1zNkUg9LkU\nAdVPtzlOSZKkhjq14nNSJd0qiFfdQnZY5wGMYR8ARMSzGZxIrgS+UVdleiV9EvDPrBn0hGLy93rg\nhoh4SYNuau/T6l1gLd9HkiRJkiRJPe/9lfTx1aAnQGYuBo4Bsrw1s53GI2IqcEiZ/UWDoGetn88C\nl5TZ3YH966ocD2xVpj9cDXqWzw8AxwH3lLfevzZb80qSJFV1alIxsZJudd5ltXxi01rd6YOI2Ab4\nNoO/m7MarNis36L3AopvxM2jCCa/ADiF4hzPzYGLIuL5mVk9V7Q2ruGcDzqi94mIBUMUbzcwMMDc\nuXOH29y4smjRojXyd9xxB0uWLOnSaCTp7/l3SqNhYGCg20OQJElSF0TE5kDtTM1rM/OmRvUyc15E\nzKH4TOrQiNg0M4f7D5GXV9Lntah7AcWZogD7AnMqZceU1xXA2U3GuTwizgI+TLE44GDgx8McpyRJ\nUlOdWvHZV0kvb1G3Wt5O4HXU+yi34vgxMK289TvgPxpU3ZHBb8/9c2Yek5nXZeajmflIZv4EeCnF\nth1QrAat37Kj9j6t3qW+jt+AkyRJkiRJWr8cQHFeJsAVLepeWV77KQKK7bgFeBi4vUW96u5kW9YS\nZYB2nzL7y8x8bBjjBHhlO4OUJElqplNBtKWV9IQWdasHlq8YL31ExCSKoOezylv3A0c0mqBl5oyI\neCewQ5PzO8nMVRHxLoqJ27YU37LbMTNr53UupVi92epdRvQ+5RimNCuLiAV9fX07TJ8+vVmVcW3T\nTdfcWXi33XZj2rRpTWpL0tjz75RGQ19fX+tKkiRJWhftVUnPa1H31kp6bwa3pR1SZp4FnDXM8exR\nSd9fd7+20KLdcUqSJK21Tq34fLSS3rhF3Wr50qa1xrCPiNgFuIbBoOeDwMsz845mz2TmsmZBz0qd\npRTb5tYcUEnX3qfVu9TXaed3JkmSJEmSpN43tZKe36Lu3ZX0zp0eSERsAPxT5dZ1lfTUSnr+UO1k\n5t8Y/Hys4+OUJEnrp04FPh+qpLduUXerSnpxt/uIiH0pJmi7Veof1OyshBH4XSU9uZKuvU91rM2M\n9HcmSZIkSZKk3jepkr6/aa1CdRvaVp+hjcSJwO5l+o+sGfhsZ5wwONbRGKckSVoPdWqr2+q+/zsB\nNw5Rd6dKen43+4iIw4FvAJuUt/4MHJKZf2xjXK0MNLl/O/B0YLOI2KL8llszI/2dSZIkSZIkqfdN\nrKSXtahbLZ/YtNYIRMR+wCcA03BpAAAgAElEQVQrtz6YmU806a/VOKt1hj3OiFgwRPF2AwMDzJ07\nd7jNSZLasGjRojXyd9xxB0uWLOnSaLSuGBhoFkYbmU6t+Kzuyb9H01p/X95qr/9R6yMi3gR8h8Gg\n543AC1sFPSNim4g4MSI+Up7z2Ur1nM2FlfRI3mdV3XOSJEmSJEla91UPe1/eom61vFOLHoiIvYFL\ngQnlrf/LzAvrqrUzzmqdjo1TkiSt3zo1qfglxUSlHzgYmDVE3ZeU1yeAn3ejj4h4DfB/wIblrSuA\n12bmo/V1G+gDPl+m746IszIzh6j/skq6uvXHHOCUMn0w8ItGD0fEJsB+ZfbGzHxkGGOUJEmSJEnS\numNpJT2haa1CfyW9ohOdR8TzgcuBLctbvwLe1aBqO+OEwbEOe5yZOaVZWUQs6Ovr22H69OnDbU6S\n1IZNN910jfxuu+3GtGnTujQarSv6+vpaV2pDR1Z8lsG4H5XZgyJir0b1ym+GHVhmL8/Mh8e6j4jY\nBfgag0HPS4DDhhn0JDMXMbjqckfgsGZ1I+LlwAvK7DWZ+edK8VXAA2X6HRHRT2NvZ3BV6gXDGaMk\nSZIkSZLWKdXPrTZuUbdavrRprWGKiFcCVzIY9LwReGVmPt6gejvjrNZZ63FKkiRB57a6Bfh0eQ3g\n6xFRPcyciNiW4jzNKG9VzwMYyz6+Cjy5TF8PvCEz2/322+mV9JcjYtf6ChHxHOD8MpvAzGp5Zq6s\ntDMFOCci1liBGxH7Ah8tsw8B57Q5TkmSJEmSJPW+hyrprVvU3aqSXrw2nUbEO4DvM/hZ2i+Bl2Tm\nQ00eaWecMDjWtRqnJElSTcf2z8/Mn0XEbGAGsCdwc0ScAfwB2BV4N7BdWf2czPxpfRsRMR/Yucwe\nlJlzOtlHuQLzRZVb3wQOjQhaeDwzf1zJnwMcBbwcmAzcGBHnUGzzMQF4MXAsg7/fD2Xmzxq0+0ng\nzcDTy+vuEXEu8CDwDxSrPWsrQd8zxKRSkiRJkiRJ667bK+mdKFZdNrNTJT1/pB1GxCzgg5VblwNH\nZeZjQzxWP86h2t+SwYDq/JGMUZIkqV6nDw5/B7ApcCSwPfCRBnW+RRGg7EYfx9XlP92gTiN3AVNr\nmcxcFRFHUqwePYpikvaeBs+tAE7LzI83ajQzl0XEy4AfA88A9mHw/NCaJ4D/yMzzhjlWSZIkSZIk\nrVturaT3AC4eou4elfS8kXQWEV9kzc/WZgPHlzuYDeX3wCqKXeb2aFF3rccpSZJUr5Nb3ZKZKzLz\ndRRByUuBe4EB4H7gh8CRmXn0CLaW7VQfDc8FHeE4HsvM11Os+vwm8BdgObAEuA34LDC9WdCz0s7d\nwLOAk4HrKLYEGQDuBs4Dnp+Zn+nUuCVJkiRJktRzfknxuRPAwS3qvqS8PgH8vN2OIuJ/WDPo+fHM\nfOswgp5k5lKKHdEA9ouIoc75fEklfXW745QkSWqk0ys+AcjMi4CLRvDc1NHsIzP3bHdMw2jzJ8BP\n1rKN5RTnfZ7eqq4kSZIkSZLWL5n5SET8CHgNcFBE7JWZf7dKMiL2Bg4ss5dn5sPt9BMRbwD+vXLr\nA5n5iTaHeyHFEU4TgX8Cvtign40pdnUDeAC4os0+JEmSGuroik9JkiRJkiRJo6J2ZFMAX4+ISdXC\niNgW+EZZDvDJdhov2zuzcuv0EQQ9oTga6v4y/fGIeF5dP33AV4DJ5a3Pl4sCJEmS1tqorPiUJEmS\nJEmS1DmZ+bOImA3MAPYEbo6IM4A/ALtSbE+7XVn9nMz8aX0bETEf2LnMHpSZcyrF7wW2LNMPAddG\nxBHDGNpfMvPGyjgfioh/pwhuPhn4eUScRbFd71YUq0CfVVa/BfifYfQhSZI0LAY+JUmSJEmSpN7w\nDmBT4Ehge+AjDep8izXP6Byut1bSWwIXDPO52XXPkplfjYinALOAfuCk8qfqFuAV5bmgkiRJHeFW\nt5IkSZIkSVIPyMwVmfk6isDnpcC9wADF1rI/BI7MzKMzc0U77UbENhSB1E6O9RPA8yi2vr0LWA4s\noVj5+V7guZl5Tyf7lCRJcsWnJEmS1GXLly9n4cKF3R5GQwsWLBgyP95MnjyZ/v7+bg9DkqRRlZkX\nAReN4LmpTe7fz+DZoB2TmTcBx3W6XUmSpGYMfEqSJEldtnDhQmbMmNHtYQzLzJkzuz2EIc2ePZtp\n06Z1exiSJEmSJKkL3OpWkiRJkiRJkiRJUs9zxackqWe5NWTnuDWkJEmSJEmSpF5n4FOS1LPcGrJz\n3BpSGl+W7foyVm28WbeHUVj1BLHisdXZnPAk2GDDLg5oTRsse4SN//CTbg9DkiRJkiSNAwY+JUmS\npHFm1cabkRO37PYwVku26fYQmlrV7QFIkiRJkqRxwzM+JUmSJEmSJEmSJPU8V3xKktYZbwK26vYg\nSiuBhyv5zRlf/9N9EPh6twchNRARRwBvB54HbAEsBn4DnJ2Zl3Wg/Y2AYyn+ZOxD8Z/nI8A84ELg\n3Mxctrb9SJIkSZIkaeyNp89gJUlaK1sBTyG6PYzVduj2AIaU3R6AtIaI6APOA46uK9qh/Dk8Is4H\njsvMlSPsY1vgEmDfuqKtgReXP++OiMMz808j6UOSJEmSJEndY+BTkiRJ48GXGAx6zgfOBO4Cng6c\nAGxHsVLzb8BJ7TYeERsC3wNeUN5aCJwF/BHYCXgb8DRgD+DHEbFPZj4ywneRJEmSJElSFxj4VFPL\nly9n4cKF3R5GQwsWLBgyP95MnjyZ/v7+bg9DkqRxKSL2B44vszcCB1WDjhFxBnA1sDtwYkR8NTNv\naLObtzAY9Pwp8Jq6Pj4LfAM4Angq8B/AqSN4HUmSJEmSJHWJgU81tXDhQmbMmNHtYQzLzJkzuz2E\nIc2ePZtp06Z1exiSJI1X76+kj69faZmZiyPiGOBmIICZwJFt9vH6SvqdDfpYFhHvAA4D+oCjMPAp\nSZIkSZLUUzbo9gAkSZK0/oqIzYFXlNlrM/OmRvUycx4wp8weGhGbttlV7RtIj2fm7U36uA+one05\ntc32JUmSJEmS1GUGPiVJktRNBwAblukrWtS9srz2Awe32U9thecmEbFVowoRsQEwqcwubrN9SZIk\nSZIkdZlb3WrYlu36MlZtvFm3h1FY9QSx4rHV2ZzwJNhgwyEeGFsbLHuEjf/wk24PQ5KkXrBXJT2v\nRd1bK+m9gUva6OdXwPMptsr9N+CDDeq8Ddi6TF/eRtuSJEmSJEkaBwx8athWbbwZOXHLbg9jtWSb\nbg+hqVXdHoAkSb1jaiU9v0Xduyvpndvs5zPADGAz4AMR8RTg/1FsbTuFIuj5r5V+PtJm+5IkSZIk\nSeoyt7qVJElSN02qpO9vUffBSnrrprUayMz5wMuBuyhWfb4NmAs8BtwOvJ9iy92LgP0zc0E77UuS\nJEmSJKn7XPEpSZKkbppYSS9rUbdaPrFprSYy81cRcRTFFrmTm7T/e+DRdtuOiKECpdsNDAwwd+7c\nphVWrlzJaaedNjjWvk0g/I7isOQq4sg9V2cfeughlixZ0sUBSZLWBQMDA90egiRJkkbAT1MkSZLU\nTX2V9PIWdavlbX2BLyI2ioivAtdTBD2vp9ja9mjgX4CfApsApwA3R8TT2mlfkiRJkiRJ3eeKT0mS\nJHXT0kp6Qou6/ZX0ijb7OQ84pkz/d2b+Z1355yPincAZwA7AVRGxR2YOa+lgZk5pVhYRC/r6+naY\nPn160+fvvPNOTj755NX5x/d63bg6W308i8cfYuK876zOz549m2nTpnVxRJKkdUFfX1/rSpIkSRp3\nXPEpSZKkbqpuK7txi7rV8qVNa9WJiAMYDHr+oEHQE4DM/DLw+TK7I/Du4fYhSZIkSZKk7jPwKUmS\npG56qJLeukXdrSrpxW30cWQlfXqLup+upF/dRh+SJEmSJEnqMgOfkiRJ6qbbK+mdWtStls9vo4/d\nKum5Q1XMzL8A95fZXdroQ5IkSZIkSV1m4FOSJEnddGslvUeLutXyeSPsr9V2ugBZXp8YYR+SJEmS\nJEnqAgOfkiRJ6qZfAsvL9MEt6r6kvD4B/LyNPhZU0s8dqmJEbAdsU2bnt9GHJEmSJEmSuszApyRJ\nkromMx8BflRmD4qIvRrVi4i9gQPL7OWZ+XAb3fykkj4pImKIuv8C1Movb6MPSZIkSZIkdZmBT0mS\nJHXbp8trAF+PiEnVwojYFvgGgwHJT7bZ/sXAH8v0AcBnImLD+koRcTTwH2X2YeCMNvuRJEmSJElS\nF23U7QFIkiRp/ZaZP4uI2cAMYE/g5og4A/gDsCvwbmC7svo5mfnT+jYiYj6wc5k9KDPnVNofiIhj\ngTkUZ3yeDBwSEecDfwK2BF4DvLL2CPDWzHygg68pSZIkSZKkUWbgU5IkSePBO4BNgSOB7YGPNKjz\nLYogaNsy81cR8bKyje2BZwKzGlR9hCLoefFI+pEkSZIkSVL3uNWtJEmSui4zV2Tm6ygCn5cC9wID\nwP3AD4EjM/PozFyxFn1cQ7GC9GTgauA+YCXwEPAr4DTgqZl50dq8iyRJkiRJkrrDFZ+SJEkaN8qg\nY9uBx8ycOsx6jwGnlz+SJEmSJElah7jiU5IkSZIkSZIkSVLPM/ApSZIkSZIkSZIkqecZ+JQkSZIk\nSZIkSZLU8wx8SpIkSZIkSZIkSep5Bj4lSZIkSZIkSZIk9TwDn5IkSZIkSZIkSZJ6noFPSZIkSZIk\nSZIkST3PwKckSZIkSZIkSZKknmfgU5IkSZIkSZIkSVLPM/ApSZIkSZIkSZIkqecZ+JQkSZIkSZIk\nSZLU8wx8SpIkSZIkSZIkSep5Bj4lSZIkSZIkSZIk9TwDn5IkSZIkSZIkSZJ6noFPSZIkSZIkSZIk\nST3PwKckSZIkSZIkSZKknmfgU5IkSZIkSZIkSVLPM/ApSZIkSZIkSZIkqecZ+JQkSZIkSZIkSZLU\n8wx8SpIkSZIkSZIkSep5Bj4lSZIkSZIkSZIk9TwDn5IkSZIkSZIkSZJ6noFPSZIkSZIkSZIkST3P\nwKckSZIkSZIkSZKknmfgU5IkSZIkSZIkSVLPM/ApSZIkSZIkSZIkqeeNSuAzIo6IiMsiYnFErIiI\nBRFxcUQcNl76iIgNIuKoiPhuRNwdEcsiYklE3BYRX4yIZw6znRdExDkRcXtEPBoRSyPiroj4ZkQc\nMozn3xMROcyfy4czJkmSJEmSJEmSJGl9s1EnG4uIPuA84Oi6oh3Kn8Mj4nzguMxc2a0+ImI74ELg\nRXVF/cAzy58TIuLUzPxYkzY2Aj4PnNCgeKfy5+iI+A4wIzMfa/JKeze5L0mSJEmSJEmSJGmYOhr4\nBL7EYEByPnAmcBfwdIoA4XbAscDfgJO60UdEbAz8ANinvHUXcC5wOzAROAh4I8Xv5qMRsSIzP91g\nHNWg56PAV4BfA08Azwb+CdgSeB0wISIOz8xs0E4t8HkH8P4W735vi3JJkiRJkiRJkiRpvdSxwGdE\n7A8cX2ZvBA7KzEcq5WcAVwO7AydGxFcz84Yu9HEyg0HPy4EjM3NppfwrEXFWWfYkYFZEfDsz76r0\nsy+DQc+7ynHcWWnjGxHxWeAKitWjr6YI1n6z7n02AvYos7/MzIuH+auQJEmSJEmSJEmSVNHJMz6r\nqxWPrwYkATJzMXAMUFv1OLNLfbyzvC4B3lwX9Ky1cw1wapntB46rq1Ld3vbtdUHPWhsLgTc3eabm\n6WX7AHMblEuSJEmSJEmSJEkaho4EPiNic+AVZfbazLypUb3MnAfMKbOHRsSmY9lHROwGTC2zl2Xm\ng0N0eUElvW9d2cvL618z8yfNGijHeEeTNmDN8z0NfEqSJEmSJEmSJEkj1KkVnwcAG5bpK1rUvbK8\n9gMHj3EfmwM3AIuB37dooxoU3bKWiIh+4E7gbuCWFm1U2+mPiE3qygx8SpIkSZIkSZIkSR3QqTM+\n96qk57Woe2slvTdwyVj1kZnXA88dZn97VNL31xKZuRx44XAaiIgNKbazBXi8wba6tcDnfZl5b0QE\n8AxgZ2AZcEe5Za4kSZIkSZIkSZKkIXRqxefUSnp+i7p3V9I7j7M+qt5eSV83wjaOYnC1aKM2aoHP\n30fEvwF3AbcBPwSuBu6JiOsi4qAR9i9JkiRJkiRJkiStFzoV+JxUSd/ftFahuoXs1uOsDwAi4tnA\n8WV2JfCNEbSxKfCJyq3/qyufBGxXZvcHPgns2KCpfYErI+I/2h2DJEmSJEmSJEmStL7o1Fa3Eyvp\nZS3qVssnNq3VnT6IiG2AbzP4uzkrM//UZhsbAOcxuNp0HvC1ump71+WvB2YBvwAeo9jy9p3AO4AA\nPhER92RmfTtDjWPBEMXbDQwMMHdu86NFV65cyWmnnbY6n32bQHQqVr6Oy1XEkXuuzj700EMsWbKk\niwOS1k31f6eeTOe+0bOu2xk4rZL371RvGBgY6PYQJEmSJEmSpHGrU58P91XSy1vUrZa3E3gd9T4i\nYgvgx8C08tbvgLZWWpbndJ4NHF7eehx4Y2Y+UVd1KsVqUihWlO6XmZdk5v2ZuTQzb8rMExhceQrw\n2Yh4UjvjkSRJkiRJkiRJktYHnVrxubSSntCibn8lvWK89FFuPftj4FnlrfuBIzLzseEOMCI2BM4F\n3lLeWgXMyMxb6+tm5v9GxFeAnYCFmbmyvk5Z79yIOAJ4NcV2v0dSrCZtKTOnDDHWBX19fTtMnz69\n6fN33nknJ5988ur843u9jpy4ZdP6GhSPP8TEed9ZnZ89ezbTpk0b4glJI1H/d+pE4ClE9wbUQ+4l\n+UIl79+p3tDX19e6kiRJkiRJkrSe6tSKz0cr6Y1b1K2WL21aawz7iIhdgGsYDHo+CLw8M+8Y7uAi\nYiLwXdYMev5TZn672TOZ+URm3pmZrVawVgOdBwx3TJIkSZIk6f+zd//hlZbVofe/C8gERgYEJIxh\nhJlSnVaYGW3VY2vFDlYP4lEQa8HW45QWqUWo1L6tl522qOeM76u+tm9bBCvFkkLRggqcoxUVBH8U\naeWHzIgWURlKDJIXGZgBZpIMrPPHfmbyJCTZeydP8uwk38917Wuve99r3/dKYIaQtZ/7kSRJkrRY\nVNX43FaKD2uSe2gpHqx7j4h4KfBN4Hml/PWZeUerhUXEEcBXgdcXL+0G3pqZl7a6RhPfK8W9Fa0p\nSZIkSZIkSZIkLRhVNT7vLsVHNcktz2+tc4+IOBn4Co0jZAF+BLwsMze3WlREPA+4BXhR8dJO4A2Z\n+U+trtGCkQrXkiRJkiRJkiRJkhacqhqf5XtYHtsktzy/pa49IuI3gc8ABxQv3U6j6fmDVguKiOOA\nrwMri5d+CrwyMz/XwnvPjIg/j4gPtrBV+V6dA63WJ0mSJEmSJEmSJC0W+1W0zi3AENANnABsmiL3\nlcXzkzSahnO+R0S8HvhHYN/ipetpXKX52PjcyUTEzxTv6yle+k8a9wW9e/J3jfHHFMfrRsTHM/OH\nU+S+qhTf3GqNMzU8PDxmHLu2z9XW897479X476UkSZIkSZIkSZKqVUnjMzO3R8QXadzjcn1ErMnM\np11pGRHrgFcUw+sy89G53iMijgH+idGm57XAb2Rmy52piFhC42rRI4qX7gFOyMz+VtcAvszofUV/\nH/i/JtlrOXBWMXwM+Gwbe8zI4ODY26MecM+X52rrBWdwcJDVq1fXXYYkSZIkSZIkSdKCVdVRtwAf\nKZ4DuCIiDi9PRkQP8MliHuDDNe1xKXBgEX+LNpuehb8AXlDEj9C40rOdpifAhcDuIn5ncb/RMSLi\nWTQas4cUL32wnWaxJEmSJEmSJEmStFhUddQtmfm1iOgDNgDHAXdGxEU0roZ8LnA2sLxIvyQzvzp+\njYjYChxdDNdn5k1V7hERrwZ+pfTSp4CTIoImnsjMLxVrHAq8szT3WeAFEfGCCd851pcy84nia/lu\nRLwX+J80/jlcHRGfBr4A7ALWAWcCh+15L/D/tLCHJEmSJEmSJEmStOhU1vgsnAUsA04Fng28f4Kc\nK2k0KOvY44xx449MkDOR+4CVRfwmRq8YBfid4tGKVcDWPYPM3BQRSeNr2LdY+00TvO+fgTMyc/cE\nc7Omp6dnzHjnc19F7n/QXJYwb8Wu7WOOBh7/vZQkSZIkSZquiDgFeBvwYuCZwCBwK3BxZn5+lvY8\nG/gocG1mntJC/h2MnpjWzJsz81MzqU+SJAkqbnwWR8a+MSLeQKMZ+GLgUOBRGsfKXpyZV9e4x5qZ\n7F3hGntl5gci4rPAO4ATaFzxui/wE+AbwKWZeUOVe7ZqyZIlY8a5/0Hk0kMmydZUxn8vJUmSJEmS\n2hURXcBlwGnjpo4sHidHxOVU/AH6iPh54INt1vn8qvaXJElqVdVXfAJQNB7bbnBm5srZ3CMzj2u3\npgnWOAc4Z6brjFvzP4Bzq1xTkiRJkiRJC86FjDY9twIfo3FS2Wrg7TRuAfUW4BEq+l1TRKyicWum\nA5vllvwcsOdT4B8Dvtgk/1vTKE2SJOlpZqXxKUmSJEmSJKk6EfFy4MxieDuwPjO3l+YvAm6kcaXl\nORFxaWbeVsGeV9JoqLZjXSm+MjNvnEkdkiRJrdqn7gIkSZIkSZIkNfXuUnxmuekJkJmDwOlAFi9t\nnO5GEbEkIt4DfIX2m54wtvG5ebp1SJIktcvGpyRJkiRJktTBIuJg4MRieHNm3jFRXmZuAW4qhidF\nxLJp7PVrwHeBD9A4LW43sKnNZfY0Pgcy86ft1iBJkjRdNj4lSZIkSZKkznY8sG8RX98k94biuRs4\nYRp7vQU4poi/C7wM+Ps219jT+PRqT0mSNKdsfEqSJEmSJEmdbU0p3tIk965SvG7SrKn9FHgX8MLM\n/Pd23hgRy4GeYrileG1pRPxSRJwUES+JiP2nWZckSdKU9qu7AEmSJEmSJElTWlmKtzbJvb8UHz2N\nvS4Azs7MJ6bxXhjbbH0sIi4D3kTjCtQ9noiIfwL+PDMfnOY+kiRJT2PjU5IkSZIkSepsh5fih5rk\nPlyKD2t3o8y8td33jLO2FL9vkpylwNuA10bESZl55wz3lCRJAmx8SpIkSZIkSZ1uaSne1SS3PL90\n0qzZU77i8yng74CPA3cDB9C4X+lfAC8EeoHPR8QvZOZgK4tHRP8U08tHRkbYvNlbi0rSbHjggQfG\njL///e+zY8eOmqrRQjEyMlLpet7jU5IkSZIkSepsXaV4qElueb6Oix5WFM9PAm/IzLMz89uZuTMz\nH87Ma4BfAr5c5B0JnF9DnZIkaQHyik9JkiRJkiSps+0sxUua5JbvpTk8C7VMKTN/NSIOBJ6VmVsn\nyRmKiN8GfkSj3t+OiHdlZrOmLpm5YrK5iOjv6uo6cu3atZOlSJJmYNmyZWPGz3ve81i1alVN1Wih\n6Orqap7UBq/4lCRJkiRJkjrbY6V4/ya55fmdk2bNosx8bLKmZylnALihGC4FXjTbdUmSpIXPxqck\nSZIkSZLU2baV4sOa5B5ailu6b2aNvleKe2urQpIkLRg2PiVJkiRJkqTOdncpPqpJbnl+a/WlVGqk\n7gIkSdLC4j0+JUmSJEmSpM52Vyk+FrhmitxjS/GW2SlnYhGxCng90AN8OzOvavKW8v06B2atMEmS\ntGh4xackSZIkSZLU2W4Bhor4hCa5ryyenwS+PmsVTWw58P8Bfwr8wVSJEbEvsL4YDgG3z25pkiRp\nMbDxKUmSJEmSJHWwzNwOfLEYro+INRPlRcQ64BXF8LrMfHQu6iu5jdH7kb4sItZOkfu7wJFFfFVm\n7pzVyiRJ0qJg41OSJEkdIyJOiYjPR8RgRAxHRH9EXBMRr61wjxURsSkivh0R2yJiV0T8KCI+EREv\nqGofSZKkin2keA7giog4vDwZET3AJ4t5gA/PYW0AZOYwcNGekmjUecT4vIg4EfirYrgTeP/cVChJ\nkhY67/EpSZKk2kVEF3AZcNq4qSOLx8kRcTlwRmbunsE+bwU+Chw4bmpV8XhrRPxpZn5ountIkiTN\nhsz8WkT0ARuA44A7I+Ii4B7gucDZNI6aBbgkM786fo2I2AocXQzXZ+ZNs1DqB4DXAuto3G/0OxHx\nceBOYBnwGuBUGo3RBM7OzHtmoQ5JkrQI2fiUJElSJ7iQ0abnVuBjwH3AauDtNH6J9xbgEeDc6WwQ\nEf8duJTGL9l2A1cAXwVGgF8DfgvYF/hgRDyQmZdN70uRJEmaNWfRaB6eCjybia+UvJJGE7QWmfl4\nRLy6qOMVwLNo3PNzvB3AuZnZN5f1SZKkhc3GpyRJkmoVES8HziyGt9O4+mB7af4i4Ebg+cA5EXFp\nZt7W5h7PBi6g0fR8DHjduCscLouIq4D/VeR8OCI+lZkj0/yyJEmSKlccJfvGiHgD8DvAi4FDgUeB\nbwEXZ+bVNZYIQGYORsQJwBtofHjtJTQaoE/Q+JDb54CPZeaPaytSkiQtSDY+JUmSVLd3l+Izy01P\n2PuLs9NpHI8WwEYaVzm04y+Ag4r4bRMd65aZn4uITwFvBo6gcYXC9W3uI0mSNOuK5mbbDc7MXDnN\n/bYyeu/QVt/zFPCZ4iFJkjQnbHxKkiSpNhFxMHBiMbw5M++YKC8zt0TETcB64KSIWJaZO1rcowv4\njWL4zcz81BTpF9A4TvenxUOSJEmSJEnzhI1PSZIk1el4GvfVhOZXV95Ao/HZDZwAXNviHr9K4wg4\ngH+YKjEzbwZubnFdSZIkSZIkdRAbn2rZPru281TdRezx1JPE8ON7h7nkGbDPvlO8YW7ts2t78yRJ\nkgSwphRvaZJ7VyleR+uNzxeW4m/uCSJiGY37hh4C/Bj4TmZmi2tKkiRJkiSpw9j4VMv2v+fLdZcg\nSZIWnpWleGuT3PtL8dFt7HFcKf5RRCwHPgT8OnBAae7HEfF+4GIboJIkSZIkSfOPjU9JkiTV6fBS\n/FCT3IdL8WFt7HFU8bwLeB6NI3Unev+RwN8BvxwRv5OZHXPYhSRJkiRpcRgaGmJgYKDuMibU398/\n5bjT9Pb20t3dXXcZmlYBNcwAACAASURBVGM2PiVJklSnpaV4V5Pc8vzSSbOeblnxHMDnaDQ9rwU2\n0The92Dg1GJ8CLAB+CHwP1rdICKm+r+95SMjI2zevHnShN27d3P++efvHWfXARD7tLr94pZPEaeO\nXtS7bds2duzYUWNBkqSFYGRkpO4SJEmL1MDAABs2bKi7jJZs3Lix7hKm1NfXx6pVq+ouQ3PMxqcm\n1dvbS19fX91lTKi/v3/MX6qbNm1ixYoVNVY0td7e3rpLkCSpU3WV4qEmueX5dn6OPbB47qZxVeeF\nmfmO0vwu4KKI+AZwC42m6p9FxCWZ2Zkfs5UkSZIkSdLT2PjUpLq7u+fNpyFWrFgxb2qVJElj7CzF\nS5rkls+nGW5jjyjF/wmcN1FSZm6JiA8C7ytq+W3gA61skJmTfgIrIvq7urqOXLt27aTvv/feeznv\nvNGynljzRnLpIa1svejFE9tYuuUze8d+oleSVIWurq7mSZIkSeo4Nj4lSZJUp8dK8f5NcsvzOyfN\nmnqPKzNzqrPrPkmj8Qnw8jb2kCRJkiSpcr8JHFp3EYXdwKOl8cF0VpPpYeCKuotQ7Trp30lJkiQt\nPttK8WHAfVPklv9fb7CNPbaX4u9NlZiZ90TEbho/J3fuOfqSJEmSpEXhUOCIMQcZ1evIuguYUtZd\ngDrAPnUXIEmSpEXt7lJ8VJPc8vzWNvb4USlu5f8W9xyj68/KkiRJkiRJ84i/zJEkSVKd7irFxzbJ\nLc9vaWOPcu7KqRIj4kBgaTH8cRt7SJIkSZIkqWY2PiVJklSnW4ChIj6hSe4ri+cnga+3sceNpfi1\nTXJfVorvbGMPSZIkSZIk1czGpyRJkmqTmduBLxbD9RGxZqK8iFgHvKIYXpeZj7axx7eB7xbDF0bE\nSVOkv7MUf6rVPSRJkiRJklQ/G5+SJEmq20eK5wCuiIjDy5MR0QN8ktH7c354Gnu8txR/IiLWjk+I\niHcDrymGN2XmbdPYR5IkSZIkSTXZr+4CJEmStLhl5tciog/YABwH3BkRFwH3AM8FzgaWF+mXZOZX\nx68REVuBo4vh+sy8adweV0XEPwJvBY4A/r0YfwNYAvwG8Koi/THgzMq+QEmSJEmSJM0JG5+SJEnq\nBGcBy4BTgWcD758g50oaTdDpOgN4BDgX6AbeVjzK+oHXZeYPZ7CPJEmSJEmSauBRt5IkSapdZg5n\n5htpND4/BzwIjAAPAV8ATs3M0zJzeAZ7PJWZ7wReAlwM/BDYCfwU+HfgXcCxxT1BJUmSJEmSNM94\nxackSZI6RmZeDVw9jfetbCP3VuDWdveQJEmSJElSZ/OKT0mSJEmSJEmSJEnzno1PSZIkSZIkSZIk\nSfOejU9JkiRJkiRJkiRJ856NT0mSJEmSJEmSJEnzno1PSZIkSZIkSZIkSfOejU9JkiRJkiRJkiRJ\n856NT0mSJEmSJEmSJEnzno1PSZIkSZIkSZIkSfOejU9JkiRJkiRJkiRJ856NT0mSJEmSJEmSJEnz\nno1PSZIkSZIkSZIkSfOejU9JkiRJkiRJkiRJ895+dRegxWFoaIiBgYHK1uvv759yPFO9vb10d3dX\nuqYkSZIkSZIkSZJmj41PzYmBgQE2bNgwa+tv3Lix0vX6+vpYtWpVpWtKkiRJkiRJkiRp9njUrSRJ\nkiRJkiRJkqR5z8anJEmSJEmSJEmSpHnPo241J3p7e+nr66tsveHhYQYHB/eOe3p6WLJkSWXr9/b2\nVraWJEmSJEmSJEmSZp+NT82J7u7uyu+ZuXr16krXkyRJkiRJkiRJ0vzlUbeSJEmSJEmSJEmS5j0b\nn5IkSZIkSZIkSZLmPRufkiRJkiRJkiRJkua9WWl8RsQpEfH5iBiMiOGI6I+IayLitZ2yR0TsExG/\nHhGfjYj7I2JXROyIiO9GxEcj4udbXGd5RHwoIu6KiCciYntEbI6I90VET4trdEfEOyPi5oh4NCJ2\nRsQPIuLvImJtK2tIkiRJkiRJkiRJi9l+VS4WEV3AZcBp46aOLB4nR8TlwBmZubuuPSJiOXAV8Cvj\nprqBny8eb4+IP8vM/3uKWn4V+CxwyLipNcXj7RHxpsz82hRrHAlcBxw3buqY4nFGRPxRZv7tZGtI\nkiRJkiRJkiRJi12ljU/gQkYbkluBjwH3AauBtwPLgbcAjwDn1rFHROwP/AvwwuKl+4BPAHcDS4H1\nwJtpfG8+EBHDmfmRCdZZDfxv4EAggU8BXwC6gFOA1wE9wDUR8ZLM/MEktXyB0abnzcDlwKPALwNn\n0mjG/k1EPJCZn27lGyRJkiRJkiRJkiQtNpU1PiPi5TQadQC3A+szc3tp/iLgRuD5wDkRcWlm3lbD\nHucx2vS8Djg1M3eW5v8hIj5ezD0D2BQRn87M+8atcyGNpifAWzPz8tLcJyLiHcAFNK4G/SsajdDx\n/pjGlaEAHwfenplZjK+IiMuA64t9LoiIf8nMJyZYR5IkSZIkSZIkSVrUqrzH57tL8ZnlhiRAZg4C\np9O4OhJgY017/F7xvAP4rXFNzz3rfAP4s2LYDZxRno+IFwEnFMNrxzU996zxUeAzxfC/RcS6cWt0\nA+8shj8Bzis1Pfes8W/Ae4rhEYw2fSVJkiRJkiRJkiSVVNL4jIiDgROL4c2ZecdEeZm5BbipGJ4U\nEcvmco+IeB6wshh+PjMfnmLLfy7FLx03d3op/ugUa/xNKR5/T9JXAYcV8ScmasAW/h7Yc5Xn6ZPk\nSJIkSZIkSZIkSYtaVVd8Hg/sW8TXN8m9oXjuZvSqybna42DgNmAQ+I8ma5SbooeMm1tfPA8B35hi\njVsYbVq+ZpI1YIqvJzN30bj3J8BLI2J8LZIkSZIkSZIkSdKiV1Xjc00p3tIk965SvG7SrFnYIzO/\nlZkvyswjMvN9TdY4thQ/tCeIiH1o3EMU4AdTXKlJZg4D9xTD4yJi39L0dL6eGPc+SZIkSZIkSZIk\nSVTX+FxZirc2yb2/FB/dYXuUva0Uf7MULwf2b7GOci37Ab2l11cWz49n5kNMrYqvR5IkSZIkSZIk\nSVqw9qtoncNLcbMmXvkI2cMmzapnDwAi4heAM4vhbuCT06xjolr2NDH3rDOdNVoSEf1TTC8fGRlh\n8+bNrS4nSR1n9+7dnH/++XvHB1LdJ3oWuqOB80vjbdu2sWPHjrrKUYtGRkbqLkGSJEmSJEnqWFX9\nfnhpKd7VJLc8v3TSrHr2ICKeBXya0abwxzPzh9OsY6palk4w3+4akiRJkiRJkiRJkqjuis+uUjzU\nJLc8387+s75HRDwT+BKwqnjpe8CfzKCOqWrpmmC+3TWmlJkrJpuLiP6urq4j165d2+pyktRx7r33\nXs4777y943OAI4j6CppHHiS5oDTu6+tj1apVk+arM3R1dTVPkiRJkiRJkhapqq743FmKlzTJ7S7F\nw52yR0QcDtwIvLB46SHglMx8fAZ1TFXLnnVmsoYkSZIkSZIkSZIkqrvi87FSvH+T3PL8zkmz5nCP\niDgG+BfgecVLDwOvzszvz7COqWp5jMaxtTNZQ5IWteHhsZ8F+SkAWUcp885Px43Hfy8lSZIkSZIk\nab6pqvG5rRQfBtw3Re6hpXiw7j0i4qXA/wIOL+W/KjM3t1hHM5PVsg3oGTff7hqStKgNDo79K/GT\nNdWxEAwODrJ69eq6y5AkSZIkSZKkaavqqNu7S/FRTXLL81vr3CMiTga+wmjT80fAy6ZoepKZPwEe\nbbGOcs4u4MHS63u+noOKe4u2sga09z2TJEmSJEmSJEmSFoWqGp93leJjm+SW57fUtUdE/CbwGeCA\n4qXbaTQ9f9BCLd8tnp8bEV2TJUXEEuC5xfCuzHyqND2dr+epce+TJEmSJEmSJEmSRHVH3d4CDAHd\nwAnApilyX1k8Pwl8vY49IuL1wD8C+xYvXQ+8ITMfG587iZuAX6Jxj86XTrRH4ZcYbazeOMEa7yni\nE4B/nWiBiDgA+OVieHtmbm+xRkla8Hp6esaM30xrZ5CrcY/P8tHA47+XkiRJkiRJkjTfVNL4zMzt\nEfFF4PXA+ohYk5lPu9IyItYBryiG12Xmo+NzZnuPiDgG+CdGm57XAr+RmcOt1gJcxWjT8g+YvPH5\nzlL8z+PmvkLj986HAWdFxIcyc2iCNd7GaPN0/BqStKgtWbJkzPgw4AiinmLmnRwzGv+9lCRJkiRJ\nkqT5pqqjbgE+UjwHcEVEHF6ejIgeGheX7PmN9Idr2uNS4MAi/hbtNz3JzDtoNC4Bfj0ifn98TkSc\nA7yhGN6YmbeOW2M38NfFcAVwSUSMaURHxEuBDxTDbcAl7dQpSZIkSZIkSZIkLRZVHXVLZn4tIvqA\nDcBxwJ0RcRFwD437XJ4NLC/SL8nMr45fIyK2AkcXw/WZeVOVe0TEq4FfKb30KeCkiKZXBz2RmV8a\n99q5wK00rsa8sFj72mLuFODkIn68qGsiHwZ+C1hdPD8/Ij4BPEzjmNy30TjaF+CdmbmtWaGSJEmS\nJEmSJEnSYlRZ47NwFrAMOBV4NvD+CXKuZPJG4Gzvcca48UcmyJnIfcDK8guZ+d3iXqGfBg6m0ew8\nZdz7tgGnZuZ/TLRoZu6KiFcBXwJ+Dngh8Lfj0p4E/iQzL2uxVkmSJEmSJEmSJGnRqfKoWzJzODPf\nSKMp+TngQWAEeAj4Ao0m4GntHi1b4R5rprvvJLVcT+NqzQ8B36Vxdecu4HvA/wscO/6q1QnWuB94\nAXAe8E0azdIR4H7gMuAlmfmXVdYtSZIkSZIkSZIkLTRVX/EJQGZeDVw9jfetnM09MvO4dmtqYc0H\ngXcXj+muMUTjfp9/3SxXkiRJkiRJkiRJ0tNVesWnJEmSJEmSJEmSJNXBxqckSZIkSZIkSZKkec/G\npyRJkiRJkiRJkqR5z8anJEmSJEmSJEmSpHnPxqckSZIkSZIkSZKkec/GpyRJkiRJkiRJkqR5z8an\nJEmSJEmSJEmSpHnPxqckSZIkSZIkSZKkec/GpyRJkiRJkiRJkqR5b7+6C5AkSZIWu+Hh4THj2LW9\npkrmn/Hfq/HfS0mSJEmStHjY+JQkSZJqNjg4OGZ8wD1frqmS+W9wcJDVq1fXXYYkSZIkSaqBR91K\nkiRJkiRJkiRJmvdsfEqSJEmSJEmSJEma9zzqVpIkSapZT0/PmPHO576K3P+gmqqZX2LX9jFHA4//\nXkqStBBFxCnA24AXA88EBoFbgYsz8/OztOfZwEeBazPzlBbf87PAu4BXAc8BngB+CFwJfCwzd8xG\nrZIkafGy8SlJkiTVbMmSJWPGuf9B5NJDaqpmfhv/vZQkaSGJiC7gMuC0cVNHFo+TI+Jy4IzM3F3h\nvj8PfLDN95wOfAI4oPRyN/Ci4vF7EXFyZt5VVZ2SJEk2PiVJkiRJkqT54UJGm55bgY8B9wGrgbcD\ny4G3AI8A51axYUSsAr4AHNjGe44HLgf2BUaAS4BvAMuANwPHA8cAn4uIF2XmT6uoVZIkycanJEmS\nJEmS1OEi4uXAmcXwdmB9Zm4vzV8E3Ag8HzgnIi7NzNsq2PNKGg3VVt+zH3AxjabnMPCazPxKaf7v\naFw9+sfASuC9VNSklSRJ2qfuAiRJkiRJkiQ19e5SfGa56QmQmYPA6UAWL22c7kYRsSQi3gN8hTaa\nnoVTgOcV8UXlpmdRZ9L4Wm4tXjorIg6fbq2SJEllXvEpSZIkSZIkdbCIOBg4sRjenJl3TJSXmVsi\n4iZgPXBSRCzLzB1t7vVrNI7QPaZ4aTeNKzRbbaSeXoo/OkmdGRF/C/QBS4A3AB9vp05JWqiGh4fH\njBtngedEqRpn/Lnp47+XWhxsfEqSJEmSJEmd7XgaR8cCXN8k9wYajc9u4ATg2jb3egujTc/vAmcA\ng7Te+PzV4vk/M/OeJnXu8RpsfEoSAIODg2PGn6ypjoVgcHCQ1atX112G5phH3UqSJEmSJEmdbU0p\n3tIk965SvG6a+/0UeBfwwsz891bfFBG9wGHFcMo6M/PHwKPFcLp1SpIkjeEVn5IkSZIkSVJnW1mK\ntzbJvb8UHz2NvS4Azs7MJ6bx3pWleGsL+fcDBwPPiYgo7v8pSZI0bTY+JUmS1DEi4hTgbcCLgWfS\nOFbtVuDizPz8LO3ZBdwC/AJwZ2a+YDb2kSRJmoHDS/FDTXIfLsWHTZo1icy8td33lLRTJ4zWuh+N\nBugjM9hbkhaEnp6eMeM3M42/zBepnzL2aODx30stDjY+JUmSVLui+XgZcNq4qSOLx8kRcTlwRmbu\nrnj7jTSanpIkSZ1qaSne1SS3PL900qzZ0U6d43OW0kLjMyL6p5hePjIywubNm1vYWpI60+7duzn/\n/PP3jg/Eexa26mjgeaXx448/7n8T5oGRkZFK17PxKUmSpE5wIaNNz63Ax4D7gNXA24HlwFto/DLs\n3Ko2jYhfoNH4lCRJ6mRdpXioSW55fq5/99dOneNz/D2lJEmaMX+gkCRJUq0i4uXAmcXwdmB9Zm4v\nzV8E3Ag8HzgnIi7NzNsq2HcJ0Ic/E0uSpM63sxQvaZLbXYqHZ6GWqbRTJ0yj1sxcMdlcRPR3dXUd\nuXbt2laWkqSOdO+993LeeeftHZ8DHEHUV9A88iDJBaVxX18fq1atqq0etaarq6t5Uhu8QlqSJEl1\ne3cpPrPc9ATIzEHgdCCLl6q6QvN9wHF4LylJktT5HivF+zfJLc/vnDRrdrRT5/icua5VkiQtQDY+\nJUmSVJuIOBg4sRjenJl3TJSXmVuAm4rhSRGxbIb7/hfgj4vheVPlSpIkdYBtpfiwJrmHluLBWahl\nKu3UCaO1DmXmo7NQjyRJWmRsfEqSJKlOxwP7FvH1TXJvKJ67gROmu2FE7E/jiNt9gX/JzL7priVJ\nkjRH7i7FRzXJLc9vrb6UKbVTZznnvlmoRZIkLUI2PiVJklSnNaV4S5Pcu0rxuhns+QFgNY0jbs+a\nwTqSJElzpfxz0LFNcsvzzX6+qlRmbgMemKCOp4mIFcBBxXBO65QkSQuXjU9JkiTVaWUp3tok9/5S\nfPR0NouIlwPvLIZ/mJk/ns46kiRJc+wWYKiIm5188cri+Ung67NW0eRuKp5/NiKeM0XeK0vxjbNX\njiRJWkz2q7sASZIkLWqHl+KHmuQ+XIpbuWfUGBHxDOAfaHz4718y89J215hi7f4pppePjIywefPm\nSRN2797N+eefv3ecXQdA+BnFluRTxKnH7R1u27aNHTt21FiQJGkhGBkZqbuEMTJze0R8EXg9sD4i\n1hT3QB8jItYBryiG19V038yrgDcX8R8wel/1vSIigHOL4W7gM3NTmiRJWuj8bYokSZLqtLQU72qS\nW55fOmnW5D4EHINH3EqSpPnpI8VzAFdERPkDZERED/DJYh7gw3NYW9nnGL3X53kR8bryZNH0/BDw\ni8VLl2fmT+awPkmStIB5xackSZLq1FWKhybNevp8Wz/HRsQrgd8vhpUfcZuZK6bYu7+rq+vItWvX\nTvr+e++9l/POO2/v+Ik1bySXHlJliQtWPLGNpVtGLxLp6+tj1apVNVYkSVoIurq6mifNscz8WkT0\nARuA44A7I+Ii4B7gucDZwPIi/ZLM/Or4NSJiK6O3DFifmTfNQp0jEfEO4Es0fma7JiIuA66n8eG1\n3wKOL9IfAN5ddQ2SJGnxsvEpSZKkOu0sxUua5HaX4uFWN4iIg4BP0Lj6odIjbiVJkubYWcAy4FTg\n2cD7J8i5kkYTtDaZeUNEbAAuBvan0azdMC7tfuCkzByc6/okSdLC5VG3kiRJqtNjpXj/Jrnl+Z2T\nZj3dXwJHAY/iEbeSJGkey8zhzHwjjcbn54AHgREa90r/AnBqZp6WmS1/SGy2ZOblwBrgo8APaPz8\n9gTwbeB8YE1mfqe+CiVJ0kLkFZ+SJEmq07ZSfBhw3xS5h5bilq4MiIjXAL9bDCs/4laSJKkOmXk1\ncPU03rdymvttZfTeoe287wfAOdPZU5IkaTq84lOSJEl1ursUH9Uktzy/tcX1TyvFn4iInOhRyllX\nev2mFveQJEmSJElSB7DxKUmSpDrdVYqPbZJbnt8yC7VIkiRJkiRpHvOoW0mSJNXpFmAI6AZOADZN\nkfvK4vlJ4Ostrv83wDUt5O05Km4r8IdF/FCLe0iSJEmSJKkD2PiUJElSbTJze0R8EXg9sD4i1mTm\n067mjIh1wCuK4XWZ+WiL698O3N4sL2LvLasezcxWGqWSJEmSJEnqMB51K0mSpLp9pHgO4IqIOLw8\nGRE9wCeLeYAPz2FtkiRJkiRJmidsfEqSJKlWmfk1oK8YHgfcGRF/HhGnR8SfA3cCP1/MX5KZXx2/\nRkRsjYgsHr86J4VLkiRJkiSpo3jUrSRJkjrBWcAy4FTg2cD7J8i5Ejh7LouSJEmSJEnS/GHjU5K0\nYDwMQNZcRcNuoHwDwoPprP/oPlx3AdI4mTkMvDEi3gD8DvBi4FAaf5S+BVycmVfXWKIkSZIkSZI6\nXCf9DlaSpBm5ou4CJM1Y0dxsu8GZmStnuG80z5IkSZIkSVIns/EpSZIkdZh9dm3nqbqL2OOpJ4nh\nx/cOc8kzYJ99ayxorH12ba+7BEmSJEmS1CFsfEqSJEkdZv97vlx3CZIkSZIkSfOOjU9J0rzV29tL\nX19f3WVMqL+/n40bN+4db9q0iRUrVtRY0dR6e3vrLkGSJEmSJEmSZsTGpyRp3uru7mbVqlV1l9GS\nFStWzJtaJUmSJEmSJGk+svEpSZIk1cwr2KvjFeySJEmSJC1eNj4lSZKkmnkFuyRJkiRJ0sztU3cB\nkiRJkiRJkiRJkjRTNj4lSZIkSZIkSZIkzXs2PiVJkiRJkiRJkiTNezY+JUmSJEmSJEmSJM17Nj4l\nSZIkSZIkSZIkzXs2PiVJkiRJkiRJkiTNezY+JUmSJEmSJEmSJM17Nj4lSZIkSZIkSZIkzXuz0viM\niFMi4vMRMRgRwxHRHxHXRMRrO3mPiFgTEbsj4pEmeVsjIqfxeO8Ea53cxvv/Y7pfmyRJkiRJkiRJ\nkrSQ7VflYhHRBVwGnDZu6sjicXJEXA6ckZm7O2mPiHgGcDmw73TqatFTE7y2bhb3kyRJkiRJkiRJ\nkhaFShufwIWMNiS3Ah8D7gNWA28HlgNvAR4Bzu2UPSJif+CzwNoWazgLWNpC3lrgfUXcD3x8gpw9\njc9HgDOarLejpeokSZIkSZIkSZKkRaayxmdEvBw4sxjeDqzPzO2l+YuAG4HnA+dExKWZeVvde0TE\nCuAq4KWt1pGZX2qh1gOBDxXD3cAbM/MnE6TuaXxuzsxrWq1BkiRJkiRJkiRJ0qgq7/H57lJ8Zrkh\nCZCZg8DpQBYvbax7j4g4hUYDteWmZxs+Ajy3iN+bmf8+wf4HAj9TDDfPQg2SJEmSJEmSJEnSolBJ\n4zMiDgZOLIY3Z+YdE+Vl5hbgpmJ4UkQsq2OPiPiZiPgKcDVwePHy3wM/brWeJrUeT+M4XGg0ND84\nSepaIEp5kiRJkiRJkiRJkqahqis+jwf2LeLrm+TeUDx3AyfUtMfxwPoi3ga8NTPfRuNI2hmJiH2B\nC0ovvT0zJ1t3XSm28SlJkiRJkiRJkiRNU1WNzzWleEuT3LtK8bpJs2Z/jxHgQmB1Zl7WRh3NbGC0\n1k9l5jenyN1TWwLfgb1Xo746Il4ZESsrrEuSJEmSJEmSJElasParaJ2VpXhrk9z7S/HRNe3xr8DK\nzBxoY/+mIqILOL8YPknz+5juaXxuBU6PiD8GVo9b8y7g/Mz8TIWlSpIkSZIkSZIkSQtKVVd8Hl6K\nH2qS+3ApPqyOPTLznqqbnoU3AUcV8VWZ+aPJEiMigOOK4Soa9xhdPUHqscCnI+KC4j2SJEmSJEmS\nJEmSxqnqis+lpXhXk9zy/NJJs+rZY6beWYo/1CT3GODA0vhu4H/SuH/ptmL+vwN/BHQB7wAeADa1\nWkxE9E8xvXxkZITNm721qCTNhgceeGDM+Pvf/z47duyoqRotFCMjI3WXIEmSJEmSJHWsqq747CrF\nQ01yy/PtNF7nYo9pi4j/ArykGH45M+9o8pZjGK3zJuAXM/PyzPxJZg5l5ncz8z3Af6NxbC7An0fE\niqprlyRJkiRJkiRJkua7qpqCO0vxkia53aV4uMP2mInfK8V/3Sw5M78YEUuBI4FHMvPxSfK+FBEX\nAufS+LrOAP5HKwVl5qRN0ojo7+rqOnLt2rWtLCVJi8LQ0BADA9WchP7oo4+OGS9dupRly5ZVsjZA\nb28v3d3dzRO1oHR1dTVPkiRJkiRJkhapqhqfj5Xi/Zvklud3TppVzx7TEhH7Aq8rhtuAL7Xyvsx8\nCri/hdTLaDQ+AY5vu0BJUksGBgbYsGHDrKy9cePGStfr6+tj1apVla4pSZIkSZIkSfNZVUfdbivF\nhzXJPbQUD3bYHtP1y8CziviazKz6BlzfK8W9Fa8tSZIkSZIkSZIkzXtVNT7vLsVHNcktz2/tsD2m\n6+RSfOUsrF91I1WSJEmSJEmSJElaUKo66vauUnwscM0UuceW4i0dtsd0nVg87wCub+UNEfEm4LlA\nD/CnmfnEFOnle3VWc/M5SdLT9Pb20tfXV8law8PDDA6OHjrQ09PDkiXNblHdut5eDwCQJEmSJEmS\npLKqGp+3AENAN3ACsGmK3FcWz08CX++wPdoWEc8Enl8Mb8vM3S2+9Uzg1UX8v4Ebpsh9VSm+ub0K\nJUmt6u7urvS+matXr65sLUmSJEmSJEnS1Co56jYztwNfLIbrI2LNRHkRsQ54RTG8LjMf7aQ9pukX\ngSji29p435dL8e9PlhQRS4E/KoYJXNZWdZIkSZIkSZIkSdIiUNU9PgE+UjwHcEVEHF6ejIge4JOM\nNgk/3KF7tOu4UvztNt7XB+xpyr4xIt4xPqFoev4z8LPFS5/IzB9Mq0pJkiRJkiRJkiRpAavqqFsy\n82sR0QdsoNEMvDMiLgLuoXEvy7OB5UX6JZn51fFrRMRW4OhiuD4zb6p6j1nws6V4cNKscTLz/4+I\ncxi9gvOCiHgd1BWc8AAAIABJREFU8FkaDdGfA34XeE4x/23gXTMvV5IkSZIkSZIkSVp4Kmt8Fs4C\nlgGnAs8G3j9BzpU0GpSdvEc7jizFbR2rm5mXR0QX8FHgAOC/Fo/xvgKcVhz3K0mSJGmeGBoaYmBg\noLL1hoeHGRwc/bxlT08PS5YsqWz93t5euru7K1tPkiRJkqS5VGnjMzOHaRzb+gbgd4AXA4fSaAh+\nC7g4M6/u9D3atKwUP9LumzPzHyLiehqN2hOBY4Bu4EEaX88/ZeZnqyhUkiRJ0twaGBhgw4YNdZfR\nsr6+PlatWlV3GZIkSZIkTUvVV3wCUDQe224+ZubK2d6jqv1L73lVBfveD7yneEiSJEmSJEmSJElq\n0z51FyBJkiRJkiRJkiRJMzUrV3xKkiRJkhr3zOzr66tsvf7+fjZu3Lh3vGnTJlasWFHZ+r29vZWt\nJUmSJEnSXLPxKUmSJEmzpLu7e1bvmblixQrvySlJkiRJUsGjbiVJkiRJkiRJkiTNezY+JUmSJEmS\nJEmSJM17Nj4lSZIkSZIkSZIkzXve41OSJEmSJEmSJKkDPQxA1lxFw27g0dL4YDqryfRw3QWoI3TS\nv5OSJEmSJEmSJEkqXFF3AdI8Y+NTkiRJkrTgDQ0NMTAwUNl6w8PDDA4O7h339PSwZMmSytbv7e2l\nu7u7svUkSZIkaTGw8SlJkiRJWvAGBgbYsGFD3WW0rK+vj1WrVtVdhiRJkiTNKzY+JUmSJEmSJEmS\nOkBvby99fX11lzGh/v5+Nm7cuHe8adMmVqxYUWNFU+vt7a27BNXAxqckSZIkSZIkSVIH6O7unjcn\nf6xYsWLe1KrFw8anJEmSJGnBq/qT87P9aXc/nS5JkiRJ7bPxKUmSJEla8Gb7k/N+2l2SJEmS6mfj\nU5IkdZyhoSEGBgYqW294eJjBwcG9456eHpYsWVLZ+r29vXR3d1e2njRTVf4Z6u/vn3I8U/75kSRJ\nkiRJVbHxKUmSOs7AwAAbNmyou4yW9fX1eZWPOsps/hkqH+1ZBf/8SJKk+azKD5z5gU1JkmbOxqck\nSZIkSZIkTcN8+tCmHziTJC0GNj6lRcgjJCVJkiRJkiRJ0kJj41NahObTpxHBTyRKi1Fvby99fX2V\nrdff3z/meM5NmzaxYsWKytbv7e2tbC2pClX+GZqLDzhJkiRJkiRVwcanJEnqON3d3bP6gYcVK1b4\ngQotaFX/GVq9enVla0mSJC0kVX7gzA9sSpI0czY+JUmSJEmSJGkaZvNDm35gU5Kk9tn4lBYhj5Ds\nHN5vVZIkSZIkSZKkatj4lBYhj5DsHN5vVZIkSZIkSZKkauxTdwGSJEmSJEmSJEmSNFM2PiVJkiRJ\nkiRJkiTNex51K0k18n6rkiRJkiRJkiRVw8anJNXI+61KkiRJkiRJklQNj7qVJEmSJEmSJEmSNO/Z\n+JQkSVLHiIhTIuLzETEYEcMR0R8R10TEayta/8CIOC8ibijt8XBE/FtEnB8Rh1WxjyRJkiRJkuae\nR91KkqQZGxoaYmBgoO4yJtXf3z/luJP09vbS3d1ddxlzLiK6gMuA08ZNHVk8To6Iy4EzMnP3NPd4\nKXAVMP7mx4cALyke50XEmzPzuunsIUmSJEmSpPrY+JQkSTM2MDDAhg0b6i6jZRs3bqy7hEn19fUt\n1nvzXsho03Mr8DHgPmA18HZgOfAW4BHg3HYXj4jVwHXAwcVL3wSuBH4M9ACnAicAzwSujYj1mXnz\nNL8WSZKkWRURpwBvA15M4+eXQeBW4OLM/Hwn7BERD9P4gFkrfikzb5lurZIkSXvY+JQkSVKtIuLl\nwJnF8HZgfWZuL81fBNwIPB84JyIuzczb2tzmrxlter4vM987bv6jEfGHwF8CS4CLI2JtZj7Z5j6S\nJEmzZo5OyZjxHhFxFK03PSVJkipj41OaBzxCsjqL9QhJSepw7y7FZ5abngCZORgRpwN3AgFspHGF\nZksiYiXwX4vhv07Q9Nyzz19FxCuAk2k0WV8O3NTqPpIkSXNgVk/JqHCPdaX4/cAdTfa8e5q1SpIk\njWHjU5oHPEKyOov4CElpVg0PD48Zv/A5J7C0+6Caqnm6J596kqGRx/eOu7uewb777FtjRaOeGNrO\nHfd/Ze94/PdyoYuIg4ETi+HNmTnhL8Uyc0tE3ASsB06KiGWZuaPFbV5dii9rkvvPNBqfAC/Fxqck\nSeoQc3FKRoV7lBufl2bmve3UIUmSNF02PiVJ0owNDg6OGZcbeWrP4OAgq1evrruMuXQ8sKcLfX2T\n3BtoND67adyP89o29vkO8ByaX03wcCn2eDZJktRJZvWUjIr32NP43E7jqlFJkqQ5sU/dBUiSJGlR\nW1OKtzTJvasUr5s0a5zM/HhmrsnMZ2bmTU3Sjy3FD7W6hyRJ0mxq55QMRk+sOCkiltW0x56f1b6T\nmdlqDZIkSTPlFZ/SPPSHax/jiKVP1l3GXiNPwcO7Rj9Hcej+T9HVIR+rePCJffmrzQfWXYYkaXIr\nS/HWJrn3l+Kjqy4kIvYBfrf00jer3kOSJGma5uKUjEr2iIhnAMcUw80t7i1JklQJG5/SPHTE0idZ\nceBTdZcxxqqDOqseSXOrp6dnzPhlP3sKB+7vKaGteGzXNv71B9fsHY//Xi4Ch5fiZldYlo+hPWwW\najmHxv2qAH6AjU9JktQ5ZnJKRquNz6r2WMPoKXNbACLioCLvQOBBYHNm7m6xrkoNDQ0xMDBQx9ZN\n9ff3TznuNL29vXR3d9ddhiRJY9j4lCRJM7ZkyZIx4wP3P4SDD3hWTdXMb+O/l4vA0lK8q0lueX7p\npFnTEBG/DHy49NKfZmbLxytExFS/lVo+MjLC5s1e8KCZe+CBB8aMv//977Njx46aqlnc/GchLWwj\nIyN1lzDeylK8tUnudE/JqGqP8i0J9omIa4HXMno1KcAjEfFxYNP4+4jOtoGBATZs2DCXW07bxo0b\n6y5hSn19faxataruMiRJGsPGpyRJqtxju7bVXcIYTz61m53Do7+MPmDJMvbdpzN+DOq071UNukrx\nUJPc8nxl/wAjYh3wOWBP1/kfM/OqqtaXJEmqwFycklHVHmtL8d9O8v5nAn8CvC4iTszM/2ytREmS\npKl1xm/8JEnSglI+ulVqYmcpbna5a/kcreEqNo+IlwDXAXvOZv434PfbXSfz/7B373F6VfWh/z9f\nQjIx3CLigEO42WqsCBirrdqqXLQNWpGL14JNuNRTcjwVRWst9QfqybFWU+jlBLX1QBRExAtWLLEq\nglrUqqCgrdYL0AyBDAgBIpAJyfr9sfdk9jx57rOf63zer9fzmrWfvfZa67ns2d+ZtfZaaUmdOsbn\nz59/4JFHHlkri9S0vfbaa8b2U5/6VO+06BE/C2m4zZ8/v3Gm7urGLBll1VG843Mr8DfAR4HbyDo8\nXwJcQLYO6G8An4+I56aUHqEJs51p47HHHuP8889vpqqum5iY4OKLL965ffbZZ/f1Uhj333+/sx1I\nc4yznqgTyp5pw45PSZIk9dKWQnphg7zF/U39Y6yeiDge+CTZWlMANwHHp5Qenm3ZkiRJJevGLBll\n1TE1IOxXwLEppX8v7NsEXBYRXwCuJ7s79EiytdaLyw50Tdp9BGK3xhm74PGjY/zJ/3rz9Pa++5L6\nqRM+7SAea/TVkCSpt+z4lCRJUi8V5/p9AnBHnbz7FtITs6k0It4ArGV6ralvkXV6bp5NuZIkSR3S\njVkySqkjpXRoROwD7JVSqnp3Zkrp/og4A/hu/tSf0GTH52xn2rjttts455xzdm4/fMQppEWPr5m/\nt/rrLqp4+H4W3frpnduu8SnNPc56ok4oe6YNOz4lSdKsjY2NsW7dutLKGx8f57zzziutvE5bvXo1\nS5bU/P9LS8bGxkopZ4D8pJA+mOyuy1oOLqRvb7fCiFgN/EXhqfXAK1NKv2q3TEmSpA7rxiwZpdWR\nUnoAeKBeASml70XEfwBPB54cEQemlO5strGSJEnV2PEpSZJmbWRkpNQRfmV3pE5OTjIxMX2D4Ojo\nKAsWNBrE3ryxsTFGRkYaZ1Q1PyqkDwfqLRB7eCF9azuVRcT/BVYVnloHnJVSeqyd8iRJkrqkG7Nk\n9GImjv8k6/gEGAPs+JQkSbNix6ckSeo7ZXekAixdurTU8lSab5GtETUCHAusrpP3uPznduDrrVYU\nEX/NzE7Pv0opvaPVciRJknqgG7NkdH0mDmDbLI6VJEnaRX+s3C1JkqQ5KaX0IPDFfPOYiDiiWr6I\nOAp4Ub65Pp8+rWkR8WrgbYWn/txOT0mSNEAqZ8mop91ZMmZdR0QcERFviYi/iohjm6izuF7Exiby\nS5Ik1WXHpyRJknptTf4zgI9HxBOLOyNiFLgi3w/w/lYKz8v7YOGpv00pva/NtkqSJPXC1CwZkM2S\nUU+7s2SUUcczyGK7twOn1ysgIhYDz843N7i+pyRJKoNT3UqSJKmnUkpfi4h1wAqyf5b9ICIuBn4K\nPIVsetoD8uwfSSndUFlGRNwOHJJvHpNSur6w+83A4/P0/cCNEXFiE03775RSvSneJEmSuiKl9GBE\nfBE4gXyWjJTSLndzzmaWjJLq+CpZZ+g84KSIOCCldHeNKv8MWJin1zXbTkmSpHrs+JQGwOTk5Izt\nTQ97s3azKt+ryvdSktQ33gDsBZwMPAl4d5U8n2TmGp3NWllIPx64ssnj1lUcK0mS1EtryDolp2bJ\nODaldM/UztnOklFGHSmluyPiSuAPgT3yMk5IKW0p5ouI08nuCgWYAC5qo62SJEm7sONTGgATExMz\nti+8Za8etWTwTUxMsHTp0l43Q5JUIaU0CZwSEScBZwDPAfYFHgC+A/xjSumzrZYbEfuRdaRKkiQN\ntC7MklFKHcC5wAuAg4BjgB9FxIeB/wL2Ixvo9uI87yRwWkrply28FZIkSTXZ8SlJkqS+kXduttzB\nmVI6tMbz9zJ9R4LU0NatW9m4cWOvm1HT+Ph43e1+MjY2xsjISK+bIUnDppOzZJRSR37X53HAp4Ej\ngIOB/10l6wSwMqX0pVm0VZIkaQY7PiVJkiQpt3HjRlasWNHrZjTtvPPO63UTalq3bh2HHXZYr5sh\nSUOlU7NklF1HSumnEfFs4FTgNcAysiUHHgB+DlwNfCildP9s2ipJklTJjk9pAIyOjs7YfvORD7H/\noh09as1g2fTwbjOmBq58LyVJkiRJGjRlz5JRZh2F4yeBS/KHJElSV9jxKQ2ABQsWzNjef9EOluxp\nx2c7Kt/LVjn9XbmcAk+SJEmS1E2Tk5MztuPRB3vUksFT+V5VvpeSJPUDOz4lqQVOf1cup8CTJPW7\nNx+5hf0Xbe91M3batgPue3S3ndv7LtzB/N3qHNBFmx6ex4W37FlaeQ44K5cDziQpMzExMWP7cT91\nidF2TUxMsHTp0l43Q5KkGez4lCRJkqQa9l+0ve9m2jhs7/5qT6c44KxcDjiTJEmSNBf0ydhgSZIk\nSZIkSZIkSWqfd3xK0ixsf/52KG9Gt9nbDjxS2H4cMK9HbalmC8y7sZ8aJEmSJEmaS0ZHR2dsP/KU\nl5AW7t2j1gyWePTBGVMDV76XkiT1Azs+JWk29gT26XUjJEmShp8DzlrkgDNJqmrBggUzttPCvUmL\nHt+j1gy2yvdSkqR+YMenJEmSJKn/OeBMkiRJktRAR9b4jIgTI+ILETEREZMRMR4RV0fEy/q5jog4\nIiIei4jNTea/MCJSk48P1ilnt4hYGRHXRcR9EfFoRNweEZdHxO+2+3okSZIkSZIkSZKkuaLUOz4j\nYj7wMeA1FbsOzB+viIjLgNNTSo/1Ux0RsQdwGa1NTnRUC3lr1bs38M/Aiyp2HZI/XhcR708pvX22\ndUmSJEmSJEmattujD7Kj142YsmM7MfmrnZtpwR6wW/9MW77bow/2ugmSJDVU9lS3a5nukLwd+CBw\nB7AU+BPgAOA0YDPwv/qljohYCHwGOLLFtkx1fH4DWNMg721V6g3gKqY7PX8IfATYBDyT7PXsDfxZ\nREyklBrVIUmSJEmSJKlJC3/6pV43QVITUkoAZP9Sl6TaSuv4jIgXAGflmzcBx6SUHizsvxj4KvB0\n4I0RcWlK6Xu9riMilpB1Pj63xbYsAfbNN69LKV3dyvG504Dfy9P/ApyUUprMt6+IiH8EvgY8Cfjf\nEfGJlNKdbdQjSZIkSZIkSdJAWr9+PQDHH398j1siqd+VecdncSrWs4odkgAppYmIeC3wAyCA84CT\ne1lHRJwIfBh4YovtgJnT3N7SxvEw/XoeJXs9k8WdKaWfRcQbgM8DC4Fzgbe0WZckSZIkDYzJycmZ\nT2zpTTsGVsX7tcv7KUmSNCA2b97M2rVrAXje857H4sWLe9wiSf2slI7PiNgHWJ5v3phSurlavpTS\nrRFxPXAM8NKI2Cul9FC364iIJwP/lOeZ8k/A8WTrhDZjVh2fEfEM4PB88zMppbuq5UspXRMRvwCe\nDLw6Is5NU/f1S5IkSdKQmpiYmLE978b+WeNsEE1MTLB06dJeN0OSem5sbIx169b1uhlVjY+Pc955\n5+3cXr16NUuWLOlhi+obGxvrdRM0R6xdu5YHHngAgIsvvph3vOMdPW6RpH5W1h2fLwSm/gr9coO8\nXyHrcBwBjgU+14M6Xsh0p+f9wJtSSh+LiNubbAtMd3w+DPy8heOmFDtdG72e68g6Pg8kW4f0B23U\npyGy6eH++qfPth1w36O77dzed+EO5u9W54Au6rf3SpIkSZIk9c7IyAiHHXZYr5vRlCVLlgxMW6VO\nuemmm3ZOcwtw7bXXsnz5cpYtW9bDVknqZ2V1fB5RSN/aIO+PCumjaL7js+w6tgH/CFyQUrqnyTYU\nTXV8/iiltCMi5gHPAMbIJhX6j5TSL+scP5vXY8fnHHfhLXv2ugmSJEmSJEmS1DFbt25lzZo1uzz/\ngQ98gEsuuYQFCxb0oFVSf5maIDQietyS/lFWx+ehhfTtDfJuKKQP6VEd/wYcmlLa2EL9O0XE44Cn\n5Ju3RcRq4A3AfoVsOyLiy8Cf15iW99BC+vYGVbb7nkmSJEnSQBodHZ2xvf3528Hxf83bMnN64Mr3\nU5JUjq1bt7JxY1v/YtzF+Ph43e3ZGhsbY2RkpNQypU66/PLL2bBhwy7Pb9iwgcsvv5zTTz+9B62S\n+svUHdHHH398j1vSP8rq+HxiIX1vg7z3FdJP6EUdKaWftlBvNc8ApibyfHWNPLsBvwccHRFnpJQu\nr9hffD317gyF9t8zSZIkSRpIu4zg3xPYpydNGQreESFJnbFx40ZWrFjRkbKL632WYd26dUM9dW6Z\nndAAk5OTM9YcHx0dLfV6akd0fXfccQeXX175L/Vpl112GccddxwHH3xwF1sl9ZfNmzezdu1aAJ73\nvOexePHiHreoP5TV8bmokH60Qd7i/kU1c/WmjmYdVbH9r8D7ge+STaF7FPAW4BRgAXBpRIynlG6o\n0q6taepe5Nraej0RUW9Y2AHbtm3jlltuabY49VBKiYsuuqjXzajprrvu4n3ve9/O7be//e086UlP\n6mGLanvwwQdn9b1/7LHHOP/886efWAg4i0DzEvC86c3777+fhx56qGfNkQbNtm3bet0ESZIkSepL\nneyE7oRh74iejZQSa9asqfs38LZt21izZg0XXXSRU3xqzlq7di0PPPAAABdffDHveMc7etyi/lBW\nx+f8Qnprg7zF/a3U3406mnUwsIPsrs73p5T+rGL/jcCNEfFu4J15G/4hIo4sdHJOvZ5Gr6UyTyde\nj/pcRLD77v370Ve2bffdd+/r9kqSJEmSJEnqT+vXr+f73/9+w3w333wz69evd4pPzUk33XTTzmlu\nAa699lqWL1/OsmXLetiq/lBWz8QjhXSj+/2L9+9P9lkdTUkp/X8R8R6y9TZ/Xifr+cArgCPJpsf9\nXeDr+b6p19PM/AhtvZ6U0pJa+yJifP78+QceeeSRzRYn1bTXXnvN2H7qU586tCPWbrvtNs4555yd\n29t/b7tTrrXiAZj3r9NrTTm6UWrN/PnzG2eSJEmS1DVjY2OsW7eulLK6MbWq1O+KU3c2Y+3atU7x\nqTln69atrFmzZpfnP/CBD3DJJZfM+WUuyur43FJIL2yQt7j/kZq5elNH01JK24CfNciTIuIy4K/z\np17IdMfn1OtpZiL3jr8eSZIkSZIkSa0ZGRkpdUDv0qVLSytrrimzExpgfHx8xjqrq1evZsmSmveZ\ntMyOaEntuvzyy9mwYcMuz2/YsIHLL7+c008/vQet6h9ldXzeX0g/AbijTt59C+mJmrl6U0cn/Gch\nXbyaTb2eiIh9U0r31Smjn16PJEmSJEmSJPWVsjuhKy1ZssRZq7pg8eLFrFq1ive+971N5V+1apV3\ne2pOueOOO7j88str7r/ssss47rjjOPjgg7vYqv5SVsfnTwrpg4Gb6uQtvtu391kdnVBrBeafAL+f\npw8G6nV89tPrkea0ycmK2aa3VM+nGirer13eT0mSJEmSJM1py5cv59prr224zueyZctYvnx5l1ol\n9V5KiTVr1rBtW61uJ9i2bRtr1qzhoosuIiK62Lr+UVbH548K6cOBq+vkPbyQvrXP6mgoIhYCpwP7\nA4+mlP6qwSHF+Q82FtKVr6feb/GOvR5JrSmutQEw78Z5NXKqGRMTE07jI0mSJEmSpJ0ignPPPZcz\nzjijZgfP/PnzOffcc+dsx47mpvXr1zccEABw8803s379eo4//vgutKr/7FZSOd8CtubpYxvkPS7/\nuZ3p9S77pY5mTAJrgPOB8yNijwb5X1JI31hIX19IN3o9U/vvYWaHqSRJkiRJkiRJQ+WQQw7h1FNP\nrbn/tNNOm9NTeWru2bx5M2vXrm06/9q1a9m8eXMHW9S/Sun4TCk9CHwx3zwmIo6oli8ijgJelG+u\nTyk90E91NNmOHcB1+ebU3Z9VRcThwMn55u3A1wrl/BdwS7752ogYrVHGCcDU5PGfTCmlthsvSZIk\nSZIkSdIAOPXUUznooIN2ef6ggw6q2ykqaW4ra6pbyO6CPAEI4OMRcWxK6Z6pnXnH3hX5foD392kd\nzfhb4GV5+v9ExHdTSt8qZoiIJwOfA+bnT70zpbS9opwPAB8FFgFXRMQJKaVfFcr4deBD+eY24KJy\nX4bmqq1bt7Jx48bGGZs0Pj5ed3u2xsbGGBkZKbXMdo2OzhyjsP3522HPHjVmEG2ZOT1w5fspSZIk\nSZIkAYyMjHDuuedyzjnnzHj+rW99KwsWLOhRq6TeWLx4MatWreK9731vU/lXrVrF4sWLO9yq/lRa\nx2dK6WsRsQ5YATwD+EFEXAz8FHgKsAo4IM/+kZTSDZVlRMTtwCH55jEppevLrqMMKaUvRcQ/AWcB\newE3RMRlwFeBBDwXOIOsQxPgkpTSZVWKuizPdzTZdLbfj4gPAePAM4Gzgb3zvO9OKf2sE69Hc8/G\njRtZsWJFx8o/77zzSi1v3bp1HHbYYY0zdsEuQdWewD49acpQMEiVJEmSJElSLc961rNYvnw569ev\nB+D4449n2bJlPW6V1BvLly/n2muvbbjO57Jly1i+fHmXWtV/yrzjE+ANZB2BJwNPAt5dJc8nyToo\n+7mOZvwJ2Zqj/xNYQNaBeUZFnh3APwBvrlZASilFxEnANcDvAL9O9btULwRWl9NsSZIkSZIkSZIG\nw6pVq/jmN78JwNlnn93j1ki9ExGce+65nHHGGWzbtq1qnvnz53PuuecSEVX3zwWlrPE5JaU0mVI6\nhaxT8hpgE9kUrfcC1wInp5Rek1Ka7Oc6mmzH9pTSG4HfAv4f8DPgEeBXZHegfgj47ZTSm/J1QWuV\nsxl4IVmn6XX569gG3A18Bjg2pfQW1/aUJEmSJEmSJM01U1N8zuWpO6UphxxySN01bk877TQOPvjg\nLrao/5R9xycAKaXPAp9t47hDO11HWfUXjvkO8J1Z1rsDuCR/SB03NjbGunXrSitvcnKSiYmJnduj\no6OlTmE6NjZWWlmSJEmSJEmSBstcnrZTqnTqqafyla98hQ0bNsx4/qCDDqrbKTpXdKTjU1J/GxkZ\nKX3NzKVLl5ZaniRJkiRJkiQBc3raTqnSyMgI5557Luecc86M59/61reWekPSoLLjU5IkSZJyk5Mz\nV8zY9HCpq4MMtcr3qvK9lCRJKtq6dSsbN27sdTNqGh8fr7vdT8bGxhgZGel1MyR10bOe9SyWL1/O\n+vXrATj++ONZtmxZj1vVH+z4lCRJkqRccfp+gAtv2atHLRl8ExMTzgoiSZJq2rhxIytWrOh1M5p2\n3nnn9boJNa1bt6702d0k9b9Vq1bxzW9+E4Czzz67x63pH3Z8SpIkSZIkSZIkSQNk8eLFrFq1amda\nGTs+JUmSJEmSJElSKcqexnhycnLGzCyjo6OlrmPoVMEaZMuXL+91E/qOHZ+SJEmSlBsdHZ2x/eYj\nH2L/RTt61JrBsunh3WZMDVz5XkqSJNXz5iO3sP+i7b1uxk7bdsB9j06vYb7vwh3M75Pl3zc9PI8L\nb9mz182oadCmMXaqYA2yiOh1E/qOHZ+SJEmSlKscOb7/oh0s2dOOz3aUOQpfkiQNv/0Xbe+7uOuw\nvfurPZKkxvpkjIokSZIkSZIkSZIktc87PiVJkiRJkiRJUinGxsZYt25daeWNj49z3nnn7dxevXo1\nS5YsKa38sbGx0sqS1Ht2fEqSJEmSJEmSpFKMjIx0dM3MJUuWuCanpJrs+JQkSZIkSZIkSRpCW7du\nZePGjaWUNT4+Xnd7tsbGxhgZGSm1TM09dnxKkiRJkiRJkiQNoY0bN7JixYqOlF2cgrgM69at825e\nzZodn5I0G1t63YAK24FHCtuPA+b1qC3V9Nv7JUmSJEmSJEkaGnZ8StIszLuxn3oVJUmSJEmSpNaU\nORVqJ3R6etWyOV2r1Ft2fEqSJEmSJEmSNEd1cirUTih7etWy9dt0rWNjY6xbt66UsiYnJ5mYmNi5\nPTo6yoLnTSoGAAAgAElEQVQFC0opG7K2SrNlx6ckSZIkSZIkSdIQGhkZKbUjdunSpaWVJXWCHZ+S\n1IIyR0h1wvj4+IxRb6tXr2bJkiU9bFF9juKSJEmSJEmSJJXFjk9JakHZI6Q6bcmSJQPVXkmSJEmS\nJPXW9udvhz173YqC7cAjhe3HAfN61JZqtsC8G/upQdLcZsenJEmSJEmSJEnK7Ans0+tGSFJ7dut1\nAyRJkiRJkiRJkiRptrzjU5IkSZIkddXWrVvZuHFjKWVNTk4yMTGxc3t0dJQFCxaUUjZk69KPjIyU\nVp4kSZKkzrHjU5IkSZIkddXGjRtZsWJFr5vRlHXr1nHYYYf1uhmSNHQmJydnbG962MkJm1X5XlW+\nl5I0l9nxKUmSJEmSNEeVefcteAeupOYVf1cAXHjLXj1qyeCbmJhg6dKlbR+/S8fpllk2aK6peL/s\niFYtxl3dYcenJEmSJEmqq+x/0oyPj5dWVqeV3dZ++wfSIN19C96BK0mdUNkJPe/GeT1qyXCYbUe0\nhpdxV3fY8SlJkiRJkuoatH/SlOm8884rtbxB/QeSJEnSXDOXB//B4A4AtONTkiRJkiTV5ZRt5Znt\ne+k/4AbzH3CSdjU6Ojpj+/VPfZj9Fm7vUWt2tW0HPDA5vZbmPgt2ML9PliG999F5fOy/Fu3crnwv\nJZVjLg/+g8EdAGjHpyRJkiRJqqtyCjy1b7bT3/kPuMH8B5ykXVWuQ1fsyFNrZrumnx2n5fL9lHqr\nT8aoSJIkSZIkSZKkbpttx6lm8v0cHs56Uq5uvZ/e8SlJkiRJkiRJ0hw1NjbGunXret2MmsbHx2fc\n8b969WqWLFnSwxbVNzY21usmqCTOelKu2c580iw7PiVJkiRJ/W9LrxtQYTvwSGH7ccC8HrWlmpLf\nL6dsK89s38vKkfLLDjqWRSN7z6rMMm3fsZ2t2361c3tk/h7M261/To6Htz7IzRuu27ntnRxS75Td\n2TY5OVlqJ8WmTZv4u7/7u53bf/qnf8r+++9fWvmjo6Ol3Rk42462kZGRUqf9Lns96k5zvWdpuNjx\nKUmSJEk1bHq4f/5ZD7BtB9z36PSKJfsu3MH8PlnApNPv1bwb++uzmGucsq08s30vK/+pX+zEU+u6\ndeeBpF2V3dl22223lb4OcFGxE7QMw7zGcKfXo3a9Z0n12PEpSZIkSTVceMuevW6C1BfKviuncsq6\nflb2dHpOfydJkjQYKmfqcKaN1lTOtNGtWWTs+JQkSZIkSXWVfVfOIFmyZMmcfe2SJElzWeVMHc60\nMTvdmkXGjk9J6qGy1zwYHx+vuz1brnkgqdMi4kTgj4HnAIuBCeC7wD+mlL4wKHVImr25fIcheJeh\nanO91XL5fkrDo9Nrhpa5JicM97XZz0JSL9nxKUk95JoHkpSJiPnAx4DXVOw6MH+8IiIuA05PKT3W\nr3Vo8NnZVl5n22z/gTSX7zCE4b/LsMxzba79M/TQQw/195SDAiRV0YnYwTWA2+NnIamX7PiUJElS\nP1jLdIfk7cAHgTuApcCfAAcApwGbgf/Vx3VowNnZNtydbeofZZ9rc+mfof6e8veUJEnqDgfGDuaA\nMzs+JUmS1FMR8QLgrHzzJuCYlNKDhf0XA18Fng68MSIuTSl9r9/qkNTfnHJNqs5zQ5IkqToHnA3m\ngLNIKfW6DeqBiBg/8MADDyx7/T9JrSl7jc9u/JPBNT6l3lmyZAl33nnnnSml8obb9YGIuAZ4Wb75\nrJTSzVXyHAH8AAjgsymlk/utjjp1G3fNYV7rJWkwDWvcNeyMuyRJ/cy/D6srO+7yjk9J6iHXPJA0\n10XEPsDyfPPGah2SACmlWyPieuAY4KURsVdK6aF+qUOqxWu9JEmSJAn8+7Bbdut1AyRJkjSnvRCY\nl6e/3CDvV/KfI8CxfVaHJEmSJEmSesyOT0mSJPXSEYX0rQ3y/qiQPqrP6pAkSZIkSVKP2fEpSZKk\nXjq0kL69Qd4NhfQhfVaHJEmSJEmSesyOT0mSJPXSEwvpexvkva+QfkKf1SFJkiRJkqQe273XDZAk\nSdKctqiQfrRB3uL+RTVz9aCOiBivs/uAbdu2ccsttzRbnCRJ6rFt27b1ugmSJElqg3d8SpIkqZfm\nF9JbG+Qt7m9lAF836pAkSZIkSVKP+c8cSZIk9dIjhfSCBnlHCunJfqojpbSk1r6IGJ8/f/6BRx55\nZLPFSZKkHps/f37jTJIkSeo73vEpSZKkXtpSSC9skLe4/5GauXpThyRJUtdExIkR8YWImIiIyYgY\nj4irI+Jl/VRHRCyLiHURcXtEbI2IeyLiGxFxdkQ0GpAmSZLUMu/4lCRJUi/dX0g/AbijTt59C+mJ\nPqtDkiSp4yJiPvAx4DUVuw7MH6+IiMuA01NKj/Wyjoh4C/DXwLzC0/vlj98BzoyIV6SU7mynnZIk\nSdV4x6ckSZJ66SeF9MEN8hb3395ndUiSJHXDWqY7JG8H/hx4HXABcHf+/GnAhb2sIyJOBdaQdXr+\nCvhAXsabgB/k2X4TuDoiRqoWIkmS1Abv+JQkSVIv/aiQPhy4uk7ewwvpW/usDkmSpI6KiBcAZ+Wb\nNwHHpJQeLOy/GPgq8HTgjRFxaUrpe92uIyIWA3+Xb24GXpBS+mFFGevIOkKfDbyRrJNUkiRp1rzj\nU5IkSb30LWBrnj62Qd7j8p/bga/3WR2SJEmd9vZC+qxihyRASmkCeC2Q8qfO61EdZzG9fMC7ip2e\neRnbgNOBqSlu3x4R3pwhSZJKYcenJEmSeib/Z9oX881jIuKIavki4ijgRfnm+pTSA/1UhyRJUidF\nxD7A8nzzxpTSzdXypZRuBa7PN18aEXv1oI7X5j8ngX+sUcZW4MP55hNpPDhNkiSpKXZ8SpIkqdem\npjYL4OMR8cTizogYBa7I9wO8v0/rkCRJ6pQXkq2XCfDlBnm/kv8cobUOxVnXkXeeLss3v5VS+lUT\nZQAc30I7JUmSarLjU5IkST2VUvoa2TpPAM8AfhAR74yI10bEO4EfAL+R7/9ISumGyjIi4vaISPnj\n6E7UIUmS1EPFGSsarUNeXN/8qC7XcTjT/2/sVDslSZJqcv58SZIk9YM3AHsBJwNPAt5dJc8ngVV9\nXockSVInHFpI394g74ZC+pAu19F0GSmlzRGxBdiT1topSZJUk3d8SpIkqedSSpMppVPIOiWvATYB\n24B7gWuBk1NKr0kpTfZzHZIkSR1SnKb/3gZ57yukn9DlOlopo1hOK+2UJEmqyTs+567Ru+66iyVL\nlvS6HZIkqUl33XUXwGiv29FJKaXPAp9t47hDO13HLBh3SZI0YPow7lpUSD/aIG9x/6KauTpTRytl\nFPM03c6IGK+z+8C77rqL/fffv9niJElSj917771QYtxlx+fctW3Hjh3ceeedE71uyCwckP+8u6et\n0BQ/j/7hZ9E//Cz6yzB8HqNkdyhqsBh3qWx+Hv3Dz6J/+Fn0l2H4PPot7ppfSG9tkLe4v5X//ZVR\nRytlFPOU9T/KtGPHjscmJiaMu1QWP4/+4WfRP/ws+sswfB6lxl12fM5RKaU9et2G2Zoa4ZdS8vaJ\nPuDn0T/8LPqHn0V/8fNQrxh3qWx+Hv3Dz6J/+Fn0Fz+PjnikkF7QIO9IId3KFP5l1NFKGcVymm7n\nsH+vPH/6i59H//Cz6B9+Fv3Fz2NXrvEpSZIkSZIk9bcthfTCBnmL+x+pmaszdbRSRjFPK+2UJEmq\nyY5PSZIkSZIkqb/dX0g/oUHefQvpVqZ8LaOOVsooljPIU9NKkqQ+YsenJEmSJEmS1N9+Ukgf3CBv\ncf/tXa6j6TIi4vHAnlXKkCRJapsdn5IkSZIkSVJ/+1EhfXiDvMX9t3a5jh8DO2ZZhiRJUtvs+JQk\nSZIkSZL627eArXn62AZ5j8t/bge+3s06UkqPAN/ON58fEfXW+TyukP5qC+2UJEmqyY5PSZIkSZIk\nqY+llB4EvphvHhMRR1TLFxFHAS/KN9enlB7oQR1X5T8XAWfWKGMh8IZ885fAl5ttpyRJUj2RUup1\nGyRJkiRJkiTVEREvBG7IN38IHJtSuqewfxS4HviN/KmjU0o30IIy6sjX7vwvYD9gS17Gdwr75wMf\nBV6bP3VBSuldrbRTkiSpFjs+JUmSJEmSpAEQEZcCK/LNu4CLgZ8CTwFWAQfk+z6SUjqryvG3A4fk\nm8eklK4vu468jJXAJfnmVuDDZFPp7kt2F+gz830/BH4rnyJXkiRp1uz4lCRJkiRJkgZARCwArgBO\nrpPtk8DrU0qTVY6/ncYdn7Oqo1DO24HVwLwaWX4ILE8p3VmnHkmSpJa4xqckSZIkSZI0AFJKkyml\nU8g6Ja8BNgHbgHuBa4GTU0qvqdch2a06UkrvA54DXArcQXbn50Nkd36+GXi2nZ6SJKls3vEpSZIk\nSZIkSZIkaeB5x6ckSZIkSZIkSZKkgWfHpyRJkiRJkiRJkqSBZ8enJEmSJEmSJEmSpIFnx6dmLSJe\nFxFHNcjz1Ij4y4j4ekRsiIhHI+L+iPhJRHw6Is6KiMc3KOPoiEj541cRcVgLbbygcOyJVfZfWtjf\nzuOCZtvSqoq2t1RPsY0Vzx9d5TW8qsWyl0TEjlp1NDj2DyrqPraFYy9o8FmkiNief0f+OyLWR8Tb\nImLfVl5fgzY0833ZHhFbIuIXEfG5iFgVEYtaqGNBRPyyUN6HS2j3UyPiLyLii/l786uI2BoRd0bE\ndyLiAxFxzCzKPyAithXa/BezbXOvNfl9q/W4qInyry7k/3lERDdeV6d4btQsf+jODfVOGHcZdxl3\neW1hOK8tTX7fjLtynhs1yx+6c0O9E8Zdxl3GXV5bGM5rS5PfN+OunOdGzfL799xIKfnw0dYD+DXg\ny0ACjq6RZyHwt8C2PF+9x73A/6hT39EV+b/cQlsvKBx3YpX9lzbRvnqPCzr4Pl/Qbj3FNjZ4LxPw\niRbLfnNlGS0ce1W7dVe8H608Nlf77Nv8TNr9vtwFPK/JOk6pOPYhYM8223sYcDWwo8l2fhN4Thv1\nnFtRzi+A6NS50Y3HLL5vCbioQdn7AZMVx7y41695lu+X50b1eobu3PDR/QfGXcXHBR18ny9ot55i\nGxu8lwnjrlZee7vfF68tA/aYxfctYdzluTFdz9CdGz66/8C4q/i4oIPv8wXt1lNsY4P3MmHc1cpr\nb/f74rVlwB6z+L4ljLs8N6br6dtzY3ek9r0eOK7WzojYDfg4cFL+1ATwaeD7wH3AAuBQ4PeBFwJP\nAD4YEU9IKf2fJuo/LiLOTCl9pO1XUN3fA9e1eMyPS25DL7wsIhamlB5tMv+r26kkspGOL883NwH7\nAydFxH4ppXtbLO5K4BPVqiH7I2SM7Ht6FLAP8KmIeGFK6cZ22l5Dre9LAIuAQ4AzgScDBwBfiogj\nU0q/aFDuivzn1Hu0J/A64B9baVxEHE8WeO+RP7UN+Fre5ruAh4FR4PnAS4G9gecC10fEKSml9S1U\nV9nmw4AXA19qpc19rNb3rZafN9j/h8B84FFgK9l39I/J/sAeBp4btds8bOeGusO4a5pxV5OMu7y2\nDDDjrtZ4btRu87CdG+oO465pxl1NMu7y2jLAjLta47lRu839c270uufVx+A+mDky5Ogq+88s7P9n\nYK86ZZ0APFLIf0yVPEez62iE+4EntdjWRiPgVvb6va3T9gtaPHbne1XnvXywkD6hyXIPYnrEyPZq\nddQ5dlWhvjcW0ud24v0gu+hcUjjmphI+k5a+L2R/9Pxr4ZjPNMg/yvSo0XcB9+Tp77TYzhcwc4TV\nVcAhdfIvBv6hkH8zMNZkXc8qHHdOof1XlXk+dPsxm/OvibJvysv9GvDJPL0VeGKvX/csXpPnxq7H\nDuW54aP7D4y7evE+X9DiscZdxl1eW2b3Wbd9/jVRtnGX50bPPzMfg/PAuKsX7/MFLR5r3GXc5bVl\ndp912+dfE2Ubd3lu9Pwzc41PddKb8p/3A6emlB6qlTGl9M/A2wpPndtkHYuBte01T7l/IQvqILul\nvhmvIguw7gH+o8X6VuQ/J4APk30/AM5qsZympOw38f8kG3UJsCwarNHRgTZMAmcAj+VPvTwi9qtz\nyKmw847868mmJgB4dkQ8s5k6I2JPstFa8/On3ptSelVK6Y467dycUnoj8L78qX2AZkajwvTnCvC5\nvN0Ar4iI0SbLmDMi4ghgWb75dbLRwZAFRiuqHjSEPDc8N1Qq467BYNzVYV5bvLZUMu7KeG54bqhU\nxl2Dwbirw7y2eG2pZNyV8dzo/blhx6c6IiJGgMPzze/UCwILPgJsydMvapD3s2TzXAOcGBFtTUMh\nAO4muxABnBAR8+tlzk29358hGwHXlIh4GvBb+ebn84vAZ/Ptp0XEC5stqxUppYfJAt4pz+lEPQ3a\nMA58K9/cHah30Zq6cGwGvkE2OmrKG5qs8m1kU58AXAuc1+RxAOcDt+fpV0fEXvUy59+ZP8w3f5RS\nuo3pNs8HVrZQ91xRDA4+D1xDNtUEZNN/zBmeG9LsGXcNFOOuLvDaogrGXTnPDWn2jLsGinFXF3ht\nUQXjrpznRm/Z8amWRcQFEZHITogpX42IlD8P2dzQU9+vQ5spN6X0CPBBYB3Z2gfz6mT/b+DPC9t/\nHxFPaKYeVfWp/Odi4Nh6GSPiYOC3881P1stbxcpCeioAvLzwXCcvgOOF9BM7WM+s2pCP4pkaoXdN\nSmkb2Rzsd+fP/WFELKpXSf6H2Nn55g7gLflIwKaklLaS/WF2G9n5uE+DQ15GtnA5TH+unyKbWgE6\nNLpxUEXE7mQjuQA2At9OKf2KbHQUwFMjotEfw8PGc0OqwbhrKBl3dYfXFhl3Vee5IdVg3DWUjLu6\nw2uLjLuq89zoETs+1REppXvI5tKH7JfaW5o87m0ppZX5z0Yjqy5meuTWKHBRe60V2bQDzU7/8ar8\n5ybghmYriIjdgNPyzV+SzXMO2W3wUxeBV+aLwXfC4kL6gQ7VUUYbiiOjrgDIz4WP58/tA7ymQT0v\nZvpi+q2U0o9bbCdk0yE8OaV0dj5CqZ5qbb6fbFQXwFMi4pg22jCsfp9scXOAKwuByMcKeZodzTUs\nPDekWTDuGjjGXd3htUVg3FWN54Y0C8ZdA8e4qzu8tgiMu6rx3OgROz7Vjk8AJwFXFp57Z/7cSYXn\niiOb1kTE1yJiRVkj1fJfnmcBj+ZPnRYRx5dR9lyTUroLuDHfPLHB6MOpaT8+3USwXvRi4MA8fWU+\neoWU0g6mvysLgT9qocymREQwc2Tf98quo4k2LAKeV68N+cioqWkCJpgOlqG1IOHFhfQXWmjmTs1+\ntvn89C/LN29KKRXXwJjLgU09xeCg+B79K9kfWACnRMS+3WtS73hueG6oIeOuIWPc1XleW7y2FBh3\nFXhueG6oIeOuIWPc1XleW7y2FBh3FXhu9PbcsONTLUsp/TildDVQHDnwjZTS1fnzU84nuz16yguA\nS4F7IuL7EfG3EfHK2QSGKaX/At5VeOqDjeagVk1X5T+fSPZZ7SIiDmF6zYIrq+WpY2UhfVnFvo8W\n0p2Y/uNNwFPz9M+A73SgjkZWMz1NwHUppU1V8ryUbDQnwCdSSlMLYJNS+j5wa7753Ih4Rp26jiyk\nO/1a/5DpRbMrP9cvkI12BDjJ6XkgH+F5Qr75Hymlm6f2VYzmGqEDfxT1Kc8Nzw3VYdw1tIy7Ostr\ni9cW467qPDc8N1SHcdfQMu7qLK8tXluMu6rz3OjhuWHHpzomn/7jOOCbFbuCbN7qPyULPiYi4saI\neGNE7NFGVR8Apn6ZHgy8r80mT7lkav2GJh+XzrK+fvFpYGoKglrTf0yNfttIttByUyJib+DEfPNn\nKaUZ34l8ZMjUqJfDI+L5zZZdo755EbFfRBwbER8FLizsfls+6q6jImL3iNg/Il4WEdcA5+S7tjFz\nvY6iWiOjphQD5nqjZpYU0tUuqmWaavN28qkNpuSjHD+Rb44w8/UNovOb/J1we50yXkv2XkDjz3go\nF3333BjKc0N9wLhr4Bh3lchry1BeW4y7SuC5MZTnhvqAcdfAMe4qkdeWoby2GHeVwHOjv84NOz7V\nUSml24DfJRvJcQPT8+oX7UZ22/ffAz+LiBOq5KlXx2PAGcDUiIg/iYiqI7hUW0rpTqaD9pMiIqpk\nm1rv4FMtBlOvBh6XpytHgkwp/nJv9gJY9cJM9l24B/gK8Po8bwLeUTFKswxV/3Agu6jdTTa3+dTt\n/5PAmSmlXUbeRDbNwx/kmz9OKX23Sl0fJ7uoQDbVzcIabSr+QXVfvcZHxJebCGw+UePYZwDPyje/\nlFK6u0q24ufa84Wt+8DUBT8xc3qk7MlsNNcP882nR8TvdKthHeC5kfHcUNcYdw0O4662eW3JeG1p\njnGX58YUzw2VzrhrcBh3tc1rS8ZrS3OMuzw3pvTFubF7ryrW3JEHDB8DPhbZHNAvAY4BXsT0dAxT\nDgCujogVKaVqoxxq1fH9iPhr4C/IRtj9U0QclVJ6tMGh1fw9cF0L+f+7jTr61VXA88nWJnguhdGL\nEXEo8Jx885Mtllsc3VErEPw42WjG3YFXR8Q5KaUyFmV/iGx+9AtTSv9WQnntuA/4PLAmpXRrjTyv\nAxbk6arvUUppY0R8Bfg94PFkgXm186T4vV9QZX9ZGn6uKaVvR8RPgKXAb0TEC1JKX+9gmzrpSqZH\nLdXzcLUnI2Ip8Nv55g0ppQ01jv8o8Nd5+g1Ar7633eC5MRznhvqIcddAMe7qDK8tw3FtMe4qn+fG\ncJwb6iPGXQPFuKszvLYMx7XFuKt8nhs9Pjfs+FRXpZTuJbsF+gqAiDgQWE520kyNWgtgbUR8IaVU\nd4RChXcDJwNPIwsw3wW8vY1m3tSBUVKz8VghXW1UWlURUbyju9lF2T8N/E1ezynMnLZlatqPcaYX\nhm+mHb9GNgoSsl/6r6o+uA6Au4CDgEXAqcDaBsXXujBvIwsANwE/7fBUH7X+cNiat2FjSukXTZSz\nspA+ICJqTYGwrZD+Y6pf7DYBv5annwTUq///A/6hyvMH1ngeyKZXAU4rPLW0Tpt/WUj/MTCogeCP\nZ/m7YWUhvbXO+7V/If2qiHhTSmnzLOrtFc+NzFw4N9SnjLvaYtxVm3GX15ZuMu5qjedGZi6cG+pT\nxl1tMe6qzbjLa0s3GXe1xnMj09fnhh2f6ql8uomPAB+JiJeTjYLaM3+cCby/hbK2RsRZwNfIphM5\nNyKuTCndVH7Lu6rdERvFW9wfaeaAlNKGiPg22ei3k4G3FnZPBYJXpZTSLgfXVhwJsi/w3iaP+2Ma\nB4KzvTCXYdZ/OETE04FnF556Y5OHviAinpZS+nHF8z8iG8kI8AzqjKBKKVUN6iPiaQ3q/n2yEatT\n3tkg/5RX5oHN/U3mHwr5H2bF4OD380cjj8uPqxl49DHPjYznhvqGcVdTjLtqM+7y2jIQjLva47kh\nlcu4qynGXbUZd3ltGQjGXe3x3Og81/hUR0TEioj4y4j4380ek1L6PPC2wlPPbLXefGqHqeBhHvD/\nImLQO/jvKaT3beG4Yt57auba1afyn4dFxLMAIuIw4Dfz55ue9iOyoW6vb5ixumdGxG+1eeygmc1C\nz9UWti6OOvq9WZRdT7ttfhztfycG2XHMXGi8FUO56HuTPDekJhh3lcq4a/h5bRl+xl3t8dyQmmDc\nVSrjruHntWX4GXe1x3Ojw+z4VKdcALwHOC+yhXqb9S+F9H5t1v0O4I48fRTtTf/RT24rpA9r4bji\nKI1mbq+f8qlC+pT859Qi73eklL7VQllHA4fm6S+nlKLRA/hQ4fihvwBWTBOwHdi/iffomEIRfxQR\nIxXF/gvZ1AoAL8+n2CmzzYuBV+Sb9wELmmjz6YUihv5zrWJlIf3aJt6vPZj+DI+MiN/epcQh57kh\nteQCjLvKYtw1xLy2zBkrC2njriZ4bkgtuQDjrrIYdw0xry1zxspC2rirCZ4b3WHHpzrl+4X0a1s4\nbu9C+o6auepIKW0B/kfhqXcCv9FOWX3iZqbXPfjtKr/Yajm2kP73ZitLKd1RyH9y/vOV+c+rmi0n\nVxwJ8vEmj1lXSL82IvZqsc5B8xJgLE9/JaU00cQxNzB9fjyB6c8JgJTSg8CH8835wIUltLPotcDU\n9/BTKaVt9TJP5QN+laefERHPK7lNfSsi9gZOyje3AP/c6JiU0sPMPN+qjeYadp4bUvOMu8pj3DXc\nvLYMOeOutnluSM0z7iqPcddw89oy5Iy72ua50QV2fGo2igtoV36Xriik/zIiDm6yzGLvf8NflrWk\nlL7IdEAxwvR8/QMnpfQQ8NV8c2/gzY2OiYh9gD8qPPWZFqudGgX3tIh4CfCcfPvKZguIiD2YHkG3\ntdk2pJS+CfxXvrkn8Lpm6xxQxWD5ipq5ClJKCfho4alqo2beA9yVp18VEe9ptkH5Z1dv2p522ryF\nmd+BuTQK7lVk0zoAfC6l1NQaJMz8o+g1c+CPokqeG9JMxl1dYNxl3FXJa8vAMe5qj+eGNJNxVxcY\ndxl3VfLaMnCMu9rjudEFdnxqNh4upB9fse8q4Bt5+knADRGxvFZBETE/It4B/Gn+1LeBL8yyfW8G\nNs2yjH7xV4X0uyLijFoZ86lWrmJ6seH1KaXvtlhfcfqPqTUkftFiOa8kC+QArk0pPdDCscUL4NCO\n/MkD9hPzza3AZ1s4vPgeHR0RTynuzN/vk4CpoOMvI+LzEfGMOu2ZHxErgf9kOoiH6akSiIilwHPz\nzY3A11po86WF9GvykWFzwcpCuqngIPd1pqft2QM4tawG9TvPjTlzbqg1xl3dY9w1hLy2zJlry8pC\n2rirCZ4bc+bcUGuMu7rHuGsIeW2ZM9eWlYW0cVcTPDe6d24M+iLY6q3xQvpd+ZQU84ArUkqPRcQr\nyH6RPZ1s3vtrI+KHwDVkv9w2A4uBI4ATgEPysv4bOCkfydC2lNL9EfFGWp+u4lkRsbmN+q5u9ZgW\nysIc9FYAAA6mSURBVL4uIv4a+DNgAfCRiDiHLGC7A3iUbI2I3yK71X0qAPsFUDNorFPfbRHxPbIF\n3n89f7rpRd5zLY8EKfgY2SiV3YDfjIhlKaWbWyxjELwGWJin/6WVYDml9POI+Abwu0AAZ1GxvkdK\n6dsRcRzZRXR/4A+AP4iIm4Avkn13NpNNr3AE2YW3+EfdJLAaeG/hueLnemVKqTgStpGvkp3fBwOL\nyAKbi1s4fuBExK+RfUaQzYH/r80em1JKEfFRsjVkIBsZ9cFSG9i/PDeG/NxQW4y7ZtZn3DWTcVdj\nXluG/Npi3NU2z40hPzfUFuOumfUZd81k3NWY15Yhv7YYd7XNc6Nb50ZKyYePth5k80nfA6SKx28U\n8uybf5m3V8lX7fFZ4MAa9R1dyHdRC+38TEUdJ1bJc2mT7av56NJ7/haykYfNtGk9cEC77yXZL85i\nectq5Pt+5XtAFtTvyJ9/CHhcG6/1S4W6Ly48f0Hh+Qt69N0vfl9WzqKcfyuU86o2jj+zcPwmYH6N\nfPuSjWR8pMnvzsPAh4CnVJSzG7ChkO85bbT5PYXjb+rF59die2f1fQPeVTj+Q20cf2jhXErAb/b6\nPWnQXs+NOXJu+Oj+A+Mu465k3IXXllbbPFDXltl+3zDuarccz40++Dx99NcD4y7jrmTchdeWVts8\nUNeW2X7fMO5qtxzPjS59Zk51q7allH5JFlB8nmxkx1ayUQNPKuS5L6V0NrCULIi5lmw++/uAbcDd\nwE3AGuC5KaWTUkp3ltzUVcD9JZfZEymlvyELst5GNkpjA9not+1kozW+TzZC5kUppeUppbtnUV1x\n5OBPU2sj0F5PNvIEWpvjvah4+/4f5nOND418OoLn55tbyEaGtuoqpqfgGWV6qoQZ8vNwFdnomrPJ\n/jj6aV7vY2R/0P2Q7D3/I+CglNL/SCn9tKKoY4ElefrnKaXvtNHm4ue6LCKeUzPngIuIYObaI62O\nBCWldDszp5AY2qlwpnhuAEN+bqg9xl3dZ9w1PLy2AEN+bTHuao/nBjDk54baY9zVfcZdw8NrCzDk\n1xbjrvZ4bgBdPDci73WVJEmSJEmSJEmSpIHlHZ+SJEmSJEmSJEmSBp4dn5IkSZIkSZIkSZIGnh2f\nkiRJkiRJkiRJkgaeHZ+SJEmSJEmSJEmSBp4dn5IkSZIkSZIkSZIGnh2fkiRJkiRJkiRJkgaeHZ+S\nJEmSJEmSJEmSBp4dn5IkSZIkSZIkSZIGnh2fkiRJkiRJkiRJkgaeHZ+SJEmSJEmSJEmSBp4dn5LU\nYRFxaUSk/LGyheMOLRx3e5X9Kwv7px7PabFtv1Nx/C711Dn2jYXjdkTEr7Vw7KVV2l752B4RWyLi\nFxHxuYhYFRGLWnl9mtua/J7VepzTZB3fLxxzXadfkySpPuOuqscad6njjLskae4x7qp6rHGXusLY\nqz47PiVpuJzSYv5Xz6KuFYV0AH88i7Kq2Q3YAzgMOAH4v8DPI+J5JdcjtSUijgKOKjx1dEQ8pVft\nkSR1nXGX1CXGXZI05xl3SV006LHX7r1ugCSpVKcAf95MxogI4JXtVBIRTweenW9uAvYHVkbEO1NK\n21os7u+BaqOGAlgEHAKcCTwZOAD4UkQcmVL6RTtt15xV63tWy61N5Jn6Y+geYD+y7+xZwNtba5ok\naUAZd0nVGXdJkspm3CXVZuxVwY5PSRoODwF7Ab+eB0m3NHHM7wBjeXoHrc0CsDL/+RjwPuBvyILB\nE4BPt1AOwE0ppavrZYiIDwDXAC8hGxX3AeDkFuvR3Nbwe9aKiNgdODXfXA88DXgO2R9Ef9nGH0SS\npMFh3CXVZ9wlSSqLcZfUmLFXBae6laRcRBzdztoEfeLzhXSz039MTftxM1kg2ZSImAeclm/eBFwO\nbM+3y57+A4CU0iRwBlngCfDyiNivE3Wp+wb03DseGM3TX2f6D6BR4BU9aZEkDZAB/d0/xbhLA2tA\nzz3jLkmahQH93T/FuEsDbUDPv4GPvez4lKTh8B3g9jzdMBCMiN0K+T7ZYl0vAZ6Upz+fUpoAbpja\nFxGHtlheU1JK48C38s3dgWd2oh6pSVNTfiTgC8BVhX1v6H5zJEldZNwldZdxlyTNXcZdUvcNfOxl\nx6ckDY+p0TeHR8TSBnl/l+lpP1oNBFcW0p/Nf16e/9yNbH2CThkvpJ/YwXqkmiJiX+Dl+ea3U0ob\n8zU4vpk/9+KIOKw3rZMkdYlxl9QFxl2SJIy7pK4ZltjLjk9JGh7F0TeNRsG9Kv/53VYWTY+IfZie\n0uDWlNKP8vSngEfz9Bn59CCdsLiQfqBDdUiNvA5YkKevKDz/sfzn1ILvkqThZdwldYdxlyTJuEvq\nnqGIvez4lKTh8e/AhjxdMxCc5bQfrwEW5umpCx4ppQeBz+WbY8AftFhuQxGxCHhe4anvlV2H1KSp\nKT8eAz5ReP5KYDJPn54vBi9JGk7GXVJ3GHdJkoy7pO4ZitjLjk9JGhIppUQ2Eg3gWXXWHngB02sW\ntDvtxw7g4xX7PlpId2LR99XAPnn6upTSpg7UIdUVEU8HnpNv/mu+5gcAKaX7yNY+gOwcK/0PIklS\nfzDukjrPuEuSBMZdUrcMU+xlx6ekOScijo6IVPkAvlrIdkm1PBFxQY+a3axPFdK1RsG9Ov/57ZTS\nHc0WHBFPZXoE2ldTSndWZPkiMBWcLY+Ig5otu0Z9u0fE/hHxsoi4Bjgn37UN+PPZlK3e6PG5V6vc\nysf1DcpZUUh/rMr+4h9EA7HguyR1knGXcZd6w7hLkuYe4y7jLvWOsVd/seNTkobLN4GpAG2XQDCy\naT9OzjevbLHsPyqkd7n4pZS2Mz33+zzgjCbLrXpxJgv47gauAV6W550EzkwpfafFtkuzFtlaHqfl\nmw8xPd1N0b8Av8zTvx8RB3ejbZKknjDukjrEuEuSVMG4S+qgYYu9+noeXknqkB8CJ1V5/hnAe/L0\n3wPXVcnz4041qgwppRQRnwLeBDw3IsZSShsLWV4IHAAkZi4OX1dEBPD6fPMR4DM1sn6U6ZFqZ0bE\ne1JKO1p5DTXcB3weWJNSurWE8tQbvTz3apVb6d46+15MtqYHwKdTSo9UZkgpTUbElcAqsgFmZwLn\nt9hWSRomxl3GXeoN4y5JmnuMu4y71DvGXn3Ejk9Jc05K6V7g6srnI2JzYfOmlNIuedr0WLGaFo4r\n3pX/WM1cu5oKBINstNs/FPZNTftxY0ppvIUyjwWmRvFsBP5nFhtWtQXYEzgIWE42GqieWhfnrWQj\njDamlH7RQlvVp3pw7hWVUe7KQnphRNSagmaPQvqMiHh3PkJUkuYc4y7AuEs9YNwlSXOPcRdg3KUe\nMfbqL3Z8SlLnPVpIL2jhuOKFZJdRNnX8G1mwNkY2/cc/wM4pC6am/Wh1kffiHO+/Bry3yePeQONA\nsFMXfak0EbEPcGLhqdfmj0aWAMeTTWEjSeo84676jLvU94y7JGlgGHfVZ9ylgTCMsZdrfEpS591T\nSO/bwnHFvPfUzFUhpZSYnprjBRHxxDz9QmB/YAczF4WvKyL2ZDqAbNXLImKscTap770aWNjmsX29\n4LskDRnjLmnwGXdJ0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" ] }, "metadata": { "image/png": { "height": 319, "width": 927 } }, "output_type": "display_data" } ], "source": [ "_, axs = pl.subplots(ncols=3, figsize=(12, 4), gridspec_kw={'left': 0.07, 'wspace': 0.22})\n", "# df = pd.DataFrame(statistics_ce)\n", "# df.to_csv('./write/krumsiek11_ce.csv')\n", "df = pd.read_csv('./write/krumsiek11_ce.csv')\n", "ax = sns.boxplot(x='algorithm', y='values', data=df, ax=axs[0])\n", "ax.set_title('KL')\n", "ax.set_ylabel('')\n", "ax.set_xlabel('')\n", "# df = pd.DataFrame(statistics_ged)\n", "# df.to_csv('./write/krumsiek11_ged.csv')\n", "df = pd.read_csv('./write/krumsiek11_ged.csv')\n", "df.loc[df['values'] >= 1, 'values'] = 1 # cut off one outlier\n", "ax = sns.boxplot(x='algorithm', y='values', data=df, ax=axs[1])\n", "ax.set_title('KL$_{geo}^{disc}$')\n", "ax.set_ylabel('')\n", "ax.set_xlabel('')\n", "# df = pd.DataFrame(statistics_geo)\n", "# df.to_csv('./write/krumsiek11_geo.csv')\n", "df = pd.read_csv('./write/krumsiek11_geo.csv')\n", "df.loc[df['values'] >= 0.23, 'values'] = 0.23 # cut off one outlier\n", "ax = sns.boxplot(x='algorithm', y='values', data=df, ax=axs[2])\n", "ax.set_title('KL$_{geo}^{overl}$')\n", "ax.set_ylabel('')\n", "ax.set_xlabel('')\n", "pl.savefig('./figures/krumsiek11_diff_embeddings.pdf', bbox_inches='tight')\n", "pl.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Early stopping" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# get statistics\n", "statistics_ce = {'algorithm': [], 'values': []}\n", "statistics_ged = {'algorithm': [], 'values': []}\n", "statistics_geo = {'algorithm': [], 'values': []}" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n_realizations = 10\n", "maxiter = 50" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.umap(adata, random_state=rs, init_pos='random', maxiter=maxiter) \n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", " statistics_ce['algorithm'].append('UMAP')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('UMAP')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('UMAP')\n", " statistics_geo['values'].append(geo_o)\n", " # sc.pl.umap(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.louvain(adata, random_state=rs)\n", " sc.tl.paga(adata)\n", " sc.pl.paga(adata, random_state=rs, show=False)\n", " pl.clf()\n", " sc.tl.umap(adata, init_pos='paga', maxiter=maxiter)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", " statistics_ce['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_geo['values'].append(geo_o)\n", " # sc.pl.umap(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.draw_graph(adata, random_state=rs, maxiter=maxiter)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", " statistics_ce['algorithm'].append('FA')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('FA')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('FA')\n", " statistics_geo['values'].append(geo_o)\n", " # sc.pl.draw_graph(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.louvain(adata, random_state=rs)\n", " sc.tl.paga(adata)\n", " sc.pl.paga(adata, random_state=rs, show=False)\n", " pl.clf()\n", " sc.tl.draw_graph(adata, init_pos='paga', maxiter=maxiter) \n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", " statistics_ce['algorithm'].append('PAGA\\n+ FA')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('PAGA\\n+ FA')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('PAGA\\n+ FA')\n", " statistics_geo['values'].append(geo_o)\n", " # sc.pl.draw_graph(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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x+5Xd2miNpMdExEXT7ScAAEAzZZ8RkyRFxMWSLp7G6w7udBs1dYxIWpU/AAAA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\nRK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 316, "width": 305 } }, "output_type": "display_data" } ], "source": [ "# df = pd.DataFrame(statistics_ce)\n", "# df.to_csv('./write/krumsiek11_early_stopping.csv')\n", "df = pd.read_csv('./write/krumsiek11_early_stopping.csv')\n", "ax = sns.boxplot(x='algorithm', y='values', data=df)\n", "ax.set_title('KL after early stopping')\n", "ax.set_ylabel('')\n", "ax.set_xlabel('')\n", "pl.savefig('./figures/krumsiek11_early_stopping.pdf', bbox_inches='tight')\n", "pl.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Paul et al. (2015)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "adata = sc.read('../blood/paul15/write/paul15_denoised.h5ad')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sc.pp.neighbors(adata, n_neighbors=10, use_rep='X_diffmap')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### tSNE" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/tsne_paul15.pdf\n" ] }, { "data": { "image/png": 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CCNR9fwPBaeGPRHG/ZoytcnyTxoX4zcJFNpWA+O1xtHOvtqhH/JZbC/O3KgAA57wIj4wp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\nAAQQkgAAAAL+Hw79B2Xpdbu+AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 292 } }, "output_type": "display_data" } ], "source": [ "sc.tl.tsne(adata)\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_tsne')\n", "sc.pl.tsne(adata, title=title.format(ent, geo_d, geo_o), save='_paul15')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UMAP" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/umap_paul15.pdf\n" ] }, { "data": { "image/png": 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ANrvx+R+w77UD/cfXP0ucve8hDLCwLH9TBgfTNkCoDbddjme6Gs+3L9QsxYq/v4Gwhs93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\nAAADsQQAMBBLAACD3+kT3sWJTM0ZAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 293 } }, "output_type": "display_data" } ], "source": [ "sc.tl.umap(adata)\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", "sc.pl.umap(adata, title=title.format(ent, geo_d, geo_o), save='_paul15')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PAGA + UMAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the denoised graph, PAGA initialization does not seem to work well, for some reason." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Transition matrix has many disconnected components!\n" ] }, { "data": { "image/png": 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MlqjDqWMX7tcsTaj/2om+uepZIlNfMnjbv+3gX8LEvtK0MHKe68l1WH3M7r7gMidAPOB0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TU1On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\n7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0AMqqmpifYQZIyJ9hAAICSEJSAGJScnR7V+SkqKCgoKojoGAAgVYQmIQeXl5dEegrq6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\nAAji/wNkjKGG96O40wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 293 } }, "output_type": "display_data" } ], "source": [ "sc.tl.umap(adata, init_pos='paga')\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", "sc.pl.umap(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FA" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/draw_graph_fa_paul15.pdf\n" ] }, { "data": { "image/png": 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TYWFhmDdvHqKjoy0qByGkf2KuusyBNRhjFRERERHanygJsTeZTIbc3Fzk5eWh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\nRERERCSBYYmIiIhIwv8P7hNLuSBiXGoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 293 } }, "output_type": "display_data" } ], "source": [ "sc.tl.draw_graph(adata)\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", "sc.pl.draw_graph(adata, title=title.format(ent, geo_d, geo_o), save='_paul15')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PAGA + FA" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Transition matrix has many disconnected components!\n", "saving figure to file ./figures/draw_graph_fa_paul15_paga.pdf\n" ] }, { "data": { "image/png": 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AThAEoQdSlohZR2VlpVVG2HFxcVi/fr3Fqz6mCA4ORnBwsFn5Vq1ahTNnzmil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H3QBgxMkq2trYVer0dgYCDmzJmDrVu34qmnnnJ6M+PvMxqNUCgUoxp50el0yM3NRWtrq3Wl1KlT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\nuG7JrAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 293 } }, "output_type": "display_data" } ], "source": [ "sc.tl.draw_graph(adata, init_pos='paga')\n", "ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", "sc.pl.draw_graph(adata, title=title.format(ent, geo_d, geo_o), save='_paul15_paga')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get some statistics" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# get statistics\n", "statistics_ce = {'algorithm': [], 'values': []}\n", "statistics_ged = {'algorithm': [], 'values': []}\n", "statistics_geo = {'algorithm': [], 'values': []}" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n_realizations = 5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "tSNE." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.tsne(adata, random_state=rs)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_tsne')\n", " statistics_ce['algorithm'].append('tSNE')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('tSNE')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('tSNE')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "UMAP." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.umap(adata, random_state=rs)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", " statistics_ce['algorithm'].append('UMAP')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('UMAP')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('UMAP')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "UMAP + FA." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.louvain(adata, random_state=rs)\n", " sc.tl.paga(adata)\n", " sc.pl.paga(adata, random_state=rs, show=False)\n", " pl.clf()\n", " sc.tl.umap(adata, init_pos='paga') \n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", " statistics_ce['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "FA." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.draw_graph(adata, random_state=rs)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", " statistics_ce['algorithm'].append('FA')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('FA')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('FA')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PAGA + FA." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.louvain(adata, random_state=rs)\n", " sc.tl.paga(adata)\n", " sc.pl.paga(adata, random_state=rs, show=False)\n", " pl.clf()\n", " sc.tl.draw_graph(adata, init_pos='paga') \n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", " statistics_ce['algorithm'].append('PAGA\\n+ FA')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('PAGA\\n+ FA')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('PAGA\\n+ FA')\n", " statistics_geo['values'].append(geo_o)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the statistics." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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KkiS1k8cff5yVK1cCcOyxxzJnzpwWZyRJUvvxCUdJkiRNS52dndvtR4vyGNGz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\nR0mSpOmpfBf+ITViy+dr3d2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" ] }, "metadata": { "image/png": { "height": 319, "width": 910 } }, "output_type": "display_data" } ], "source": [ "_, axs = pl.subplots(ncols=3, figsize=(12, 4), gridspec_kw={'left': 0.07, 'wspace': 0.22})\n", "# df = pd.DataFrame(statistics_ce)\n", "# df.to_csv('./write/paul15_ce.csv')\n", "df = pd.read_csv('./write/paul15_ce.csv')\n", "ax = sns.boxplot(x='algorithm', y='values', data=df, ax=axs[0])\n", "ax.set_title('KL')\n", "ax.set_ylabel('')\n", "ax.set_xlabel('')\n", "# df = pd.DataFrame(statistics_ged)\n", "# df.to_csv('./write/paul15_ged.csv')\n", "df = pd.read_csv('./write/paul15_ged.csv')\n", "df.loc[df['values'] >= 1, 'values'] = 1\n", "ax = sns.boxplot(x='algorithm', y='values', data=df, ax=axs[1])\n", "ax.set_title('KL$_{geo}^{disc}$')\n", "ax.set_ylabel('')\n", "ax.set_xlabel('')\n", "# df = pd.DataFrame(statistics_geo)\n", "# df.to_csv('./write/paul15_geo.csv')\n", "df = pd.read_csv('./write/paul15_geo.csv')\n", "ax = sns.boxplot(x='algorithm', y='values', data=df, ax=axs[2])\n", "ax.set_title('KL$_{geo}^{overl}$')\n", "ax.set_ylabel('')\n", "ax.set_xlabel('')\n", "pl.savefig('./figures/paul15_diff_embeddings.pdf', bbox_inches='tight')\n", "pl.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Early stopping" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# get statistics\n", "statistics_ce = {'algorithm': [], 'values': []}\n", "statistics_ged = {'algorithm': [], 'values': []}\n", "statistics_geo = {'algorithm': [], 'values': []}" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n_realizations = 5\n", "maxiter = 50" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Transition matrix has many disconnected components!\n", "WARNING: Transition matrix has many disconnected components!\n", "WARNING: Transition matrix has many disconnected components!\n", "WARNING: Transition matrix has many disconnected components!\n" ] } ], "source": [ "for rs in range(n_realizations):\n", " sc.tl.umap(adata, random_state=rs, init_pos='random', maxiter=maxiter) \n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", " statistics_ce['algorithm'].append('UMAP')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('UMAP')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('UMAP')\n", " statistics_geo['values'].append(geo_o)\n", " # sc.pl.umap(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.louvain(adata, random_state=rs)\n", " sc.tl.paga(adata)\n", " sc.pl.paga(adata, random_state=rs, show=False)\n", " pl.clf()\n", " sc.tl.umap(adata, init_pos='paga', maxiter=maxiter)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_umap')\n", " statistics_ce['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('PAGA\\n+ UMAP')\n", " statistics_geo['values'].append(geo_o)\n", " # sc.pl.umap(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.draw_graph(adata, random_state=rs, maxiter=maxiter)\n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", " statistics_ce['algorithm'].append('FA')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('FA')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('FA')\n", " statistics_geo['values'].append(geo_o)\n", " # sc.pl.draw_graph(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for rs in range(n_realizations):\n", " sc.tl.louvain(adata, random_state=rs)\n", " sc.tl.paga(adata)\n", " sc.pl.paga(adata, random_state=rs, show=False)\n", " pl.clf()\n", " sc.tl.draw_graph(adata, init_pos='paga', maxiter=maxiter) \n", " ent, geo_d, geo_o = sc.utils.cross_entropy_neighbors_in_rep(adata, use_rep='X_draw_graph_fa')\n", " statistics_ce['algorithm'].append('PAGA\\n+ FA')\n", " statistics_ce['values'].append(ent)\n", " statistics_ged['algorithm'].append('PAGA\\n+ FA')\n", " statistics_ged['values'].append(geo_d)\n", " statistics_geo['algorithm'].append('PAGA\\n+ FA')\n", " statistics_geo['values'].append(geo_o)\n", " # sc.pl.draw_graph(adata, title=title.format(ent, geo_d, geo_o))" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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b3Q1sBhhyBQAASByBDgAAIHEMuQJAwjo7OzfaX/fKdeF+rmiNxzce9i79/gCN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\nHeyJiMeAy/LitsDbGm53oDwHXTllyXeHXYbZOqrqbn0WuLh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" ] }, "metadata": { "image/png": { "height": 316, "width": 314 } }, "output_type": "display_data" } ], "source": [ "# df = pd.DataFrame(statistics_ce)\n", "# df.to_csv('./write/paul15_early_stopping.csv')\n", "df = pd.read_csv('./write/paul15_early_stopping.csv')\n", "ax = sns.boxplot(x='algorithm', y='values', data=df)\n", "ax.set_title('KL after early stopping')\n", "ax.set_ylabel('')\n", "ax.set_xlabel('')\n", "pl.savefig('./figures/paul15_early_stopping.pdf', bbox_inches='tight')\n", "pl.show()" ] } ], "metadata": { "kernelspec": { "display_name": "nowarn", "language": "python", "name": "nowarn" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }