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zurk/stats.ipynb Secret

Created May 29, 2018 07:43
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Indentifiers dataset stats computation
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Basic stats and plots of identifiers dataset"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import os \n",
"from collections import defaultdict\n",
"import csv\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"from tqdm import tqdm_notebook as tqdm\n",
"from matplotlib import ticker\n",
"import matplotlib as mpl\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['repos2ids_Java.csv',\n",
" 'repos2ids_C.csv',\n",
" 'repos2ids_Objective-C.csv',\n",
" 'repos2ids_JavaScript.csv',\n",
" 'repos2ids_Python.csv',\n",
" 'repos2ids_C++.csv',\n",
" 'repos2ids_Go.csv',\n",
" 'repos2ids_C#.csv',\n",
" 'repos2ids_Ruby.csv',\n",
" 'repos2ids_PHP.csv',\n",
" 'repos2ids_Shell.csv']"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"id_datasets_dir = \"/home/k/sourced/workdir/repos2ids_by_lang\"\n",
"datasets = os.listdir(id_datasets_dir)\n",
"datasets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Helpers"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"fontsize=14\n",
"font = {'family' : 'DejaVu Sans',\n",
" 'weight' : 'normal',\n",
" 'size' : fontsize}\n",
"\n",
"matplotlib.rc('font', **font)\n",
"matplotlib.rc('xtick', labelsize=fontsize) \n",
"matplotlib.rc('ytick', labelsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def align_y_axis(ax1, ax2, minresax1, minresax2):\n",
" \"\"\" Sets tick marks of twinx axes to line up with 7 total tick marks\n",
"\n",
" ax1 and ax2 are matplotlib axes\n",
" Spacing between tick marks will be a factor of minresax1 and minresax2\"\"\"\n",
"\n",
" ax1ylims = ax1.get_ybound()\n",
" ax2ylims = (0, 7)\n",
" ax1factor = minresax1 * 6\n",
" ax2factor = minresax2 * 6\n",
" ax1.set_yticks(np.linspace(ax1ylims[0],\n",
" ax1ylims[1]+(ax1factor -\n",
" (ax1ylims[1]-ax1ylims[0]) % ax1factor) %\n",
" ax1factor,\n",
" 7))\n",
" ax2.set_yticks(np.linspace(ax2ylims[0],\n",
" ax2ylims[1]+(ax2factor -\n",
" (ax2ylims[1]-ax2ylims[0]) % ax2factor) %\n",
" ax2factor,\n",
" 7))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def plot_like_in_paper(df_ids, df_subids, lang):\n",
" border = 100\n",
" mask = (df_ids['token'].str.len() <= border)\n",
" df_ids = df_ids[mask]\n",
" df_ids.loc[:, \"lengths\"] = df_ids['token'].str.len()\n",
" df_ids.loc[:, \"splits\"] = df_ids['token_split'].str.count(' ') + 1\n",
"\n",
" splits = df_ids[['splits', 'lengths']].groupby(['lengths']).agg({'splits':'mean'})\n",
" counts = df_ids[['splits', 'lengths']].groupby(['lengths']).agg({'splits':'count'})\n",
" counts = [e / 100000 for e in counts['splits'].tolist()]\n",
" xs = list(splits.index)\n",
" splits = splits['splits'].tolist()\n",
" \n",
" fig, axes = plt.subplots(1, 2, figsize=(15, 4))\n",
" ax = axes[0]\n",
" for spine in fig.gca().spines.values():\n",
" spine.set_visible(False)\n",
" ax.bar(xs, counts, width=1,ec='black')\n",
" ax.set_ylabel(r'Number of identifiers $\\times 10^{{ {:2d} }}$'.format(5), labelpad=10, fontsize=fontsize)\n",
" ax.set_xlabel('Identifier length', fontsize=fontsize)\n",
" ax2 = ax.twinx()\n",
" ax2.yaxis.grid(which='major', color='grey', linestyle='--')\n",
" ax2.plot(xs, splits, '-', color = 'r')\n",
" ax2.set_ylabel('Average number of subidentifiers', labelpad=18, fontsize=fontsize)\n",
" ax.spines['right'].set_visible(False)\n",
" ax.spines['top'].set_visible(False)\n",
" ax.spines['left'].set_visible(False)\n",
" ax.spines['bottom'].set_visible(False)\n",
" ax2.spines['right'].set_visible(False)\n",
" ax2.spines['top'].set_visible(False)\n",
" ax2.spines['left'].set_visible(False)\n",
" nticks = 9\n",
" align_y_axis(ax, ax2, .20, 1)\n",
" ax.tick_params(axis='x', which='both', bottom=False, top=False)\n",
" ax.tick_params(axis='y', which='both', left=False, right=False)\n",
" ax2.tick_params(axis='y', which='both', left=False, right=False)\n",
" plt.xlim([0,55])\n",
" plt.ylim([0,12])\n",
" plt.title(lang)\n",
" \n",
" best = df_subids.sort_values(by=\"num_occ\", ascending=False)[:20]\n",
" top_20 = best[\"num_occ\"] / 1000000\n",
" top_20_n = best.index \n",
" \n",
" ax = plt.subplot(122)\n",
" bars = ax.bar(range(20), top_20, width=1, ec='black')\n",
" ax.set_ylabel(r'Number of tokens $\\times 10^{{ {:2d} }}$'.format(6), labelpad=10, fontsize=fontsize)\n",
" ax.set_xlabel('Token name', fontsize=fontsize)\n",
" plt.xticks(range(20), top_20_n, rotation=90)\n",
" ax.spines['right'].set_visible(False)\n",
" ax.spines['top'].set_visible(False)\n",
" ax.yaxis.grid(which='major', color='grey', linestyle='--')\n",
" ax.tick_params(axis='x', which='both', bottom=False, top=False)\n",
" plt.title(lang)\n",
" plt.tight_layout()\n",
" fig.subplots_adjust(wspace=0.4)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def load_data(dataset_path):\n",
" lang = dataset_path.split(\"_\")[-1][:-4]\n",
" df_ids = pd.read_csv(dataset_path, na_filter=False)\n",
" \n",
" subidentifiers = defaultdict(int)\n",
" with open(dataset_path) as f:\n",
" for i, line in enumerate(f):\n",
" if i == 0:\n",
" continue\n",
" sline = line.split(\",\")\n",
" for s in sline[-1].split():\n",
" subidentifiers[s] += int(sline[1])\n",
" \n",
" df_subids = pd.Series(subidentifiers, name=\"num_occ\").to_frame()\n",
" \n",
" \n",
" return lang, df_ids, df_subids"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"def print_size(lang, dataset_path, df_ids, df_subids):\n",
" print(lang)\n",
" print('# identifiers: {:8}'.format(df_ids.shape[0]))\n",
" print('# subidentifiers: {:8}'.format(df_subids.shape[0]))\n",
" print(\"File size: {:8} Kb\".format(int(os.path.getsize(dataset_path) / 1000)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Stats"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Java\n",
"# identifiers: 8317765\n",
"# subidentifiers: 313095\n",
"File size: 428400 Kb\n"
]
},
{
"data": {
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IYzCQ8D22HDgauDO6fRfQjfA914XwD+DtZY4JyQrIzDLN7B4z2wtsBXpG43eb2fXJet/GwN1nuPvZhJWcXaOjpbufreSEiIhI7dWqSOYnTwqrKOYDrxE6bTwIjCAUpKzz6okYqUimiIg0hIZI4ieUmf0UGAf8kFCY8zR332Bm44Bb3H1wrAFKvahIpoiINIAan//UqT6Du28EzgcGABui28MbaXJCREREKvd14Dp3fxwou7VjJdA3npBSn5l1N7OH4o6joXTulo2ZJeTo3C077v8cERGJSX2KZG4jnJxcCvwdSGYPdhEREYlHF2BjBeMZpGax7VTRDrgKuCbuQBrCjq2b6XHLnIS81sa7xyTkdUREpPGp04mFmaUDfyFUER8I5AOzzexSd6+oy4aIiIg0TquAYcA75ca/RjMuRG1mV1bzEC0DEBERqaW6dPHIAmYCJxJanG03swsJLbaeMLNL3P3jBMcpIiIi8bgTmGZm3QmdKr5qZicTilOPjjWyeOUDB6i8jpXanIuIiNRSXb48cwjLPYe5+3YAd3+PUCSzNTAkceGJiIhInNz9CcJqiZGEGhS3Ey5SfNndn40ztphtI7QSbV3RAZwbd4AiIiKNTa1XULj7YsK2jvLju1FyQmqhc7dsdmzdXOFcetZRHCmsfCFOp67d2b5lU7JCExGRMtz9aUILbylVAJwJ/LWSeacRdm0RERGJk4pbSWyqKqi18e4xVRbbUgEtERGJ2b1Aqyrm1wMX1PdNzGwYcCOlK1ivdvf8MvP5hGKcZb3q7mfX971FREQamhIU0jilZ2JW8YUpra4QEakfMyum8toKn+Lu6UkOJyW5+4vVzO8HFiTgrVoRuqY9Gh0VeRb4lzL3VbBcREQaJSUopHE6crjK1RciIlIvX6M0QdERuAv4P2BxNHYOMJZQj0KSyN2fBJ6ET1ZLVOSQu+9osKBERESSRAkKERER+RR3n1ly28z+Btzq7v9d5iEPmdkSQpLigYaOL1WYWQ/gm4Tfj5eb+wnwiLuvb4BQhprZTuBDwqqN29x9ZwO8r4iISEIpQSEiIiJVuRD4fgXjzwO/aeBYUo0BE4BuZnaluxcDmNkU4EtUviUjkf5OKNT5NtAT+CnwnJnluPuhCoM2mwxMBujUqRNTpkwBYPDgwbRv3565c+cCkJ2dzciRI5k6dSoAWVlZ5ObmMnv2bHbuDPmPcePGsX79eiZPnkxWi9WsLOrEAc9kcGYogr3tSBtWFHXm4hZrAfjYM3imsC/DM9+iTVoI77nCPvRKf59e6R8A8MxJJ/HWW28xf/58APr27cugQYN47LHHAGjTpg2XX34506dPZ8+ePQBMnDiRpUuXsm7dOgBGjBhBUVERCxaEXTb9+vWjf//+zJgxA4B27doxfvx4pk2bxoEDBwDIzc1l4cKFbNiwAYBRo0axd+9eFi1aBMCAAQPo06cPs2bNAqBDhw6MHTuW/Px8CgvDrpq8vDzmzZvHpk1hq+no0aPZtWsXS5YsASAnJ4du3brx+OOPA9ClSxfGjBnD1KlTKS4uJi0tjby8PObMmcO2bdsAuOSSS9iyZQsFBQX1/pxWrFgBwJAhQ2jdujVPPx1q3/bu3Zthw4aRn58PQMuWLZk0aRIzZ85k9+7dAEyYMIGVK1eyatUqAIYPH05GRoY+J31O+pz0OVX7OeXk5FBTVi7h31zplxADM6tXkcyqnqv/r0UkRTW6rg5m9g7wB3f/ZbnxHwLXuXvPOOJKFdEqivnAa8Ak4EFC6/ULE716wsz2Ad8uWySzgsd0ATYCE9y9sg4jnxg4cKAvW7YsEbFV+b1dG/oeFxFpcmp8/lOnFRRmdipwxN3XRvcvIlSQXgXc4+5H6vK6IglRRQFNUBFNEZFa+jHwsJldQGkNirOBLwDXxhZVinD3jWZ2PiFJsQE4DAx397djimebmW0BTozj/UVEROqjrls8HiIs61xrZt2Bx4EXgG8BbYBbExJdxMxuBX4O3O/u367icacBvwcGA7sJVzF+Un5fqDSMzt2y2bF1c8O/cRUFNEFFNEUkddWgpaQRClNOBtoCrwLfcvdVyYrJ3R81s7XADcBXouE1wLnu/mqy3reR2UbotHEpYcvFlrgCMbMTgK7A9rhiEBERqau6JihOJixlBBhP6Lf9pejqysMkMEFhZmcTTsRer+ZxbYBngIXAoCjGh4H9wK8TFY/U3I6tm5UoEBGpnepaSt4M/ADIBdYSVjc8Y2YnufveZAUVJSImJuv1GzMzSwf+AvQHBgL5wGwzu9Td693u08xaAX2iu2lAtpmdQbgQsxu4A5hFSEj0BH4B7CR0XREREWlU0ur4vHRKe2yPIGp/BbxFaEeWEGZ2LPAYcA3wQTUPnwi0BK5y95VRBfK7ge9bVev9RUREUoS7P+nuP4q+w4rLzkXfZd8Ffunus9x9JWF7ZWvgikTGYWbtyt6u6kjk+zY2ZpZFSAScCpzv7q8Riop2AZ4ws6MS8DYDgeXRcTRwZ3T7LuAIcBphJes64BFC4uqcZCasREREkqWuCYqVwDfN7DxCguLv0XhX4L1EBBaZAsx09+dr8NhzgBfd/WCZsacJJwk9ExiTiIhIHHoBnYB5JQPRd95CYEiC32uXmXWIbr8H7KrgKBlvzkq24gxz9+0A7v4e4dyoNQn4XNz9BXe3Co5cdz/o7qPcvYO7Z7l7j2g8hv2VIiIi9VfXLR63ALMJ+2Qfcfc3ovGvAEsSEZiZfYOwpHFSDZ/Sic/u+Xy3zFylxaoKCgrUaiYJrWZKWo4tLszmuLSPOSUj/L7WFrVnV/ExjIrm3ys+hsWHezCmxRoMxzHuB87J3MgJafsBeKmwJ+3T9nNSRjgXfnHAADJsH+dkhWKX7xa3Yunh7oxpsYbCyZNJy3qTpwpPZmjm27RNCzmrBYW96Zr2EaMmT2bKlCn6nNS6SZ+TPqcG/5w6dqzXIsNO0c93y42/S7hAkEgXErYPAFyQ4NduMtx9MWGFQ/nx3SQ+aSQiItLk1bnNaLTnso27f1BmrCdwwN131isos5OAl4ChZTqFvACsrKxIppnNA7a4+zVlxrIJrbaGRCcRlVERzSSoruVYda1Ck/bcey+FI4crnFOHDxFJshpvOSzfUtLMhgAvAz3cfVOZxz0EdHX3UQmOVZoBtRkVEZEGkLw2o2aWSUgeXFmSPCjh7u/U9vUqcQ5wArCqTPmIdGCYmV0HHOPuh8o9ZwefrX/RscycJEFsnTrqo4ouHyrcKSIprOS7rCNQNpPakSR/z0W1FK4g1FoAWA38udy2ShEREZF6qXWCwt0Pm1kvkrvqYDZQPp3/MPBPQrvRiqpiLwbuNrOj3P3jaOwiQuuvd5IUZ7NXVacO/WNfRCSh3iYkIi4ClsIniYPzgJuS9aZmdibwBKEQdcmWzmuAn5nZ6KgwpIiIiEi91bVI5iPANxIZSFnu/mHUieOTg9AudHd0383sF2Y2v8zT/gQcAPLNrL+ZXQb8ELjPtU5QREQaATNrZWZnRG0kP2kpaWbZ0XfZb4BbzOwyM+tPaGm5j/AdmCxTCFtLurn7MHcfBnQnFOecksT3FRERkWamrkUyjwEmmtlFQAEhefAJd7+hvoHVQGfgc2Xe86MonvsJqy8+AH4N3NcAsYiIiCTCQKBs56o7o+MRIBe4h9Bq8n6gLfAqMDLJLSX7EbZ1fvJd7+77zewuPrvaUURERKTO6pqgOAUoWdLZu9xcUlYruPv55e7nVvCYN4BhyXh/ERGRZHP3F6iikFS0iuKO6GgobxJaaa4uN94ZWNeAcYiIiEgTV6cEhbur5ZiIiEgTZWbtytz9d+B30YqJV6Kxs6PxHzZ0bKnGzE4FjpTpOnYRcBWwCrjH3Y/EGZ+IiEhjUtcVFJjZxcC3CCsoRrn7ZjPLA9529/lVP1tERERS2Ht8ekWkEepceJn7AI8Tumw1Zw8RaoOsNbPuhN/JC4RzpDbArfGFJiIi0rjUKUFhZhOBPwBTgRFAZjSVDtwMKEEhIiLSeGmlZM2dTOm21/HAq+7+JTO7gNCBTAkKERGRGqrrCoqbgW+4+/Ro1USJV4C76h+WiIiIxMXdF8QdQyOSTmn78xHAk9Htt4COsUQkIiLSSNU1QXEisLiC8X2E5YwijVN6JmaV1qejU9fubN+yqQEDEhGJl5mdWdW8u79W1XwzsBL4ppnNISQoSlZMdCVslREREZEaqmuCYhvQF9hYbnwY4YqBSON05DA9bplT6fTGu8c0YDAiIilhGaH2RNnsbdn6FM29BsUtwGzgRuCRqKMYwFeAJbFFJSIi0gjVNUExhVDRu2R7R3czO4/Qn/2ORAQmIiIiKaFXufuZwOeB21B9Bdx9oZm1B9q4+wdlph4EDsQUloiISKNU1zaj95jZscAzwFHA88Ah4F53vz+B8YmIiEiM3L38akmA9Wb2EXA78FQDh5RyolaiH5QbeyeeaERERBqvOrcZdffbzOxnwKlAGrDa3fclLDIRERFJZW8DZ8QdRCowswmE+hMdCOdEn3D3r8QSlIiISCNU5wQFgLsfIOxNFRERkSbIzNqVHwI6E7Z0rm3wgFKMmf0K+C5hNek2Pl2fQ0RERGqhxgkKM/sbMMnd90S3K6WrBSIiIk3Ge3z2H90GbAYmNHw4KedK4OvuPjPuQERERBq72qygeJ/SE5Td6AqBiIhI1T76CFatCsfKlfDb38YdUV1cUO5+MbALWO/uRTHEk2rSgH/EHYSIiEhTUJsExcPAQQB3z01KNJJyOnfLZsfWzXGHkTrSMzGzCqc6de3O9i2bGjggEUkJRUWwejW89lpIRJQkJLZsKX3MMcc0ygSFuy+IO4YUNwWYhLqYiYiI1FttEhTPE/ac7jSzDcAgd38/GUGZ2beAfwV6RkOrgJ+6+9xKHn8+8D1gMHAssB74jbs/lIz4mpMdWzfT45Y5lc5vvHtMA0aTAo4crvT30ex+FyLN1ZEjsG4dLFtWeixfDgcPhvkWLeDUU+H886F/f+jXL/zMzq72pc0snfAP3UmE79ztwGPAHXGtVjCz4cDH7v5qdD8XyCN8N/9ABbI5DrjCzC4CXgcOl5109xtiiUpERKQRqk2C4gNCL/SdhMRBWpWPrp8twC3AP6P3uQqYbWY57v56BY8fArwB3EM4mRsFTDGzj939T0mMU0REmrotW2DJEnj11XAUFMC+6N/kLVvCmWfCddfBwIGQkwN9+kB6el3f7RbgW4TvvTeA04FHCK28f1Lv/5a6+Q3R6gAzOwl4EPgjMBT4FfDNmOJKFadSusXj5HJz2g4rIiJSC7VJUMwCFpjZdsIX7jIzO1LRA929d32CcvfHyw3dZmbfBM4hXJ0o//iflxv6LzO7ABgHKEEhIiI1s3dvWBFRNiGxbVuYy8yEM86AK6+EQYPCcfLJ9UlGVGQI8IS7PxHdfycqTH1WIt+klvoQkiUQvlefcffrzewswrlBs05QuHv5Gh0iIiJSR7VJUFwH/A04EbiPUJNibzKCKita7vpVoBWwqBZPbUNYiSEiIvJZH38MK1bA0qWlx5tvgkcXvT/3ubBN46yzwjFgABx1VLKjegm43sxOdvc3zexU4ELgF8l+4yoUAyVZmBHA/0W3dwDHxxKRiIiINEk1TlC4uwNzAcxsAPBrd09agsLMTgMWA0cB+4BL3f2Nqp/1yXPHEE6izq3J4wsKCigoKABg8ODBtG/fnrlzQ7mL7OxsRo4cydSpUwHIysoiNzeX2bNns3PnTgDGjRvH+vXrWbFiBQBDhgyhdevWPP300wD07t2bYcOGkZ+fD0DLli2ZNGkSM2fOZPfu3QBMmDCBlStXsmrVKgCGDx9ORkYG8+fPB6Bv374MGjSIxx57DIA2bdpw+eWXM336dPbs2QPAxIkTWbp0KevWrQNgxIgRFBUVsWBBqG/Wr18/+vfvz4wZMwBo164d48ePZ9q0aRw4cACA3NxcFi5cyIYNGwDo0aMHvdJ30z9jBwDri45na/GxDM8K81vGjmU5cHHWm2RYMQBzDp3CoMzNjJo8mawWq1lcmM1xaR9zSkb4fa0tas+u4mM+mX+v+BgWH+7BmBZrMBzHuB84J3MjJ6TtB+Clwp60T9vPSRm7AHhxwAAybB/nZIXlrZfCAAAgAElEQVSilO8Wt2Lp4e6MabGGwsmTSct6k6cKT2Zo5tu0TQv7whcU9qZr2kefvO/Kok4c8EwGZ4YioNuOtGF7VhZfbrEagI89g2cK+zI88y3apB0C4NE2beifsZ1e6R8A8I/DXTiCkZO5lcLJk3nhhRdi+ZxGjRrF3r17WbQo5PAGDBhAnz59mDVrFgAdOnRg7Nix5OfnU1hYCEBeXh7z5s1j06bwOxw9ejS7du1iyZIlAOTk5NCtWzcefzwsaOrSpQtjxoxh6tSpFBcXk5aWRl5eHnPmzGFbdIX5kksuYcuWLfrzpM8ptT6nfv2Y8+CDtN22ja4ffcSAzEzef/ZZ2m7aRFpx+HvrUNu27OjWjV1jxtD9ssvY3acPL65e/enP6dFH6/05dezYkWrcDbQGVkerFDOAn7n7A9U9MYmWAv/PzJ4BzgMmR+M9Cdsqmz0zuxj4NtAbGOnum80sD3jb3efHG52IiEjjYe6puT3SzLKAbELRy/HAN4Dz3X1lNc87F3gKuMXd/6uGb5eav4QUYGbVFsmsqmhkc3tuqv55Emk2PvwwdNJYvjx00li9Ohx7y+TTjz8+bNUo2aYxaBB06waVdOhJsCrfxMwuJ9R1uIlQhPIM4LfATe7+x+SHV2FM/QnbJXsA97n7ndH474G27j4xjrhShZlNBP4ATCWsNu3n7hvM7F+By9x9VKwBVmPgwIG+bNmyer9OdecLtaHvUxGRJqfGJ1k1XkER7YGd5O57otuVcvev1PR1q3iNQkI3DoACMxtE6NRxbRUxDgWeBH5ci+SEiIg0Rnv2hERESSeNggL45z9L5zt1Ct00rroq/Cw52rePL+bq/Qq4192nR/ffMLMewK2EwpQNLrowcHoFUzcCFdaiamZuBr7h7tOjVRMlXgHuiikmERGRRqk2NSjep3SlQVLai1YjDWhR2aSZDSNsQbnd3X/TYFGJiEjyHTkSVkS88krpsWZN6Xx2duiicfXVoZPGmWfCCSfEF2/dteSz/+g/QnI7Z9WJu38cdwwp4kTCltTy9hHqYYmIiEgN1aYGxdUV3U4GM/slIdmwmbAX9wrgfGB0NP8LYLC7j4junx89/gHgT2bWKXqpI+6+K5mxiohIEuzYEVZFvPIKLF4cumqUtPY84QQ45xy44orS1p6pvSqiNp4AfmhmbxO2eHwe+D7waKxRSVW2AX2BjeXGhwFvNXw4TUB6JpagLVedunZn+5ZNCXktERFJvtqsoPiEmWUDm72CDYJmlu3u9f0m6ARMi35+RGgterG7Px3NdwY+V+bxuYSrTjdGR4mNhCJeIslXzQmVTpJEKrFrV9ieUbJVY9ky2Lo1zKWnh+4ZV10FZ58dEhO9ezdUvYg4/BvwE0LCvQOhCOV/o60CqWwK8Lsy2zu6m9l5wD3AHbFF1ZgdOZzQehYiItJ41ClBAbxNSBLsLDtoZsdHc/VqCu/uubWZj+5X+RyRpKvmhEonSSLAwYMhGfHKK/Dqq6G158YyF5779oXhw0tXRuTkwDHHxBdvA4u6Y303OqQRcPd7zOxY4BlC57HngUOEWiL3xxqciIhII1PXBIVRceeLVoD2pIqICBQXw/r1IRFRkpBYsQKKisJ8r15w1lnw7W+HhMTnPw/HHhtvzAKAmW0ABrn7+2b2Y8I/tg/EHVeqcvfbzOxnwKmEeiGr3X1fol4/qrN1I5ADdAGudvf8MvMG3E5oAdsWeBX4lruvSlQMIiIiDaFWCQoz+11004FfmFnZk5V0YDDwjwTFJiIijcWHH8Ibb8Drr5ceb7wB+/eH+VatYPBguPnmkJQ46yzo2DHemKUqnQlbJ98n/MP3D4ASFBUws8nuPiVK4CwrN/cHd78uAW/TClhJqEVSUT2Sm4EfEFaTrgV+DDxjZidFq3JEREQahdquoDgt+mnAKUBhmblC4DXg3gTEJSIiqaqoKKyEePHFcBQUfHqbRtu2oW7EtdfC6aeHxMSpp4Z6EtJYLAceMrOXCN/5N5pZhSsC3L2518e428zed/dZZQfN7EHgi4l4A3d/ktBGHTPLL/c+RtgS9MuSGMzsKsI23CuABxMRg4iISEOoVYLC3S8AMLOHgRuUlRcRaQY+/jh00ShJSCxaBHujv/579QqFK6+7LiQjBgyALl2achHL5uJq4KfAWMKqyS8DRRU8zlEBz/HAX83sQ3efD2BmU4BRwAUN8P69CEXF55UMuPtBM1sIDEEJChERaUTqWoPiGuBrZjaCUGX8U/3Z3f0r9Q1MRERisG9f2J7x2muwfHk4Vq2CwmjBXP/+MGkSnHdeOLp1izdeSQp3Xwt8FcDMioHh7r6z6mc1T+4+38yuBWaa2ReBPGAkcIG7b2iAEEpaq79bbvxdoGtFTzCzyYR6FXTq1IkpU6YAMHjwYNq3b8/cuXMByM7OZuTIkUydOhWArKwscnNzmT17Njt3hv8dxo0bx/r165k8eTJZLVazsqgTBzyTwZmbAdh2pA0rijpzcYu1AHzsGTxT2JfhmW/RJu0QAM8V9qFX+vv0Sv8AgGdOOol2aR+Rkxm6+Ww+chxritozssU/AdjvWTxX2IcLs9ZzjIW/m+YdOpFTMnbRPf1DAAoOdyUdZ9TkyUyZMoV+/frRv39/ZsyYAUC7du0YP34806ZN48CBsHspNzeXhQsXsmFD+NhGjRrF3r17WbRoEQADBgygT58+zJoVFst06NCBsWPHkp+fT2H0d2ReXh7z5s1j06bQtWv06NHs2rWLJUuWAJCTk0O3bt14/PHHAejSpQtjxoxh6tSpFBcXk5aWRl5eHnPmzGHbtm0AXHLJJWzZsoWCgoJ6f04rVqwAYMiQIbRu3Zqnnw4N8nr37s2wYcPIz88HoGXLlkyaNImZM2eye/duACZMmMDKlStZtSqUNhk+fDgZGRnMnz8fgL59+zJo0CAee+wxANq0acPll1/O9OnT2bNnDwATJ05k6dKlrFu3DoARI0ZQVFTEggULAPQ56XPS59REP6ecnBxqyiroFFr9k8zuAb5HqFS9jXIFM9396lq/aLxq/0toQjp3y2bH1s2VzlfXmaKy+armmutz6/LnTSRpPvggJCJKjuXLYd06KPn/9IQTQuHKz38ezj03HMcfH2/MjZ+WljRRZvYN4PeE1rDnu/s7SXqffcC3S4pkmtkQ4GWgR9k272b2ENDV3UdV9XoDBw70ZcuWVfWQmsaV0NagiXwtffeKiMSuxuc/dV1BcRXwdXefWcfnSwrZsXVzlf/oFpEm4P33Q62IgoKQjCgogLffLp3Pzg6JiK9/Hc48M9zu2lVbNQQAMzud0EXiVEJSfzXwK3dfGWtgMSlTNLy8ncAbwPct+rPj7jckOZwd0c+OwKYy4x3LzImIiDQKdU1QpKFuHSIiqckdNmwI9SJeeikca9eWzvfuDTk5MHlySEaceWZYLSFSATP7CvBX4EXgqWh4KLDczC5z9ydiCy4+p1Uyvp7QcaNkviEu3b9NSERcBCwFMLOjgPOAmxrg/UVERBKmrgmKKcAk4I7EhSLSxKVnYpVcje7UtTvbt2yqcE6kWh9/HFp6Ll5cmpTYEV04bds2bM3IzQ3dND7/+TAmUnM/BX7m7reXHTSzu6K5ZpegKCka3lDMrBXQJ7qbBmSb2RnAbnffZGa/AX5kZm8C64B/B/YBf2rIOEVEROqrrgmK44ArzOwi4HXgcNnJBljOKNL4HDmsrTRSf4WFIRlRUADLloXjjTdC60+AHj1gxAgYOjQUsTzlFEhLq/o1RarWF/ifCsb/B7i5gWNJSWbWEfgWpVtgVgEPJLCw6EBC3a8Sd0bHI0AucA9wNHA/0BZ4FRipbmsiItLY1DVBcSqlWzxOLjenSkQiIolQslXjlVdKj9dfL+2o0bYtDBwIN90UtmwMHgzdu8cbszRFO4EcwvaFsnL4bOeIZsfMzgX+TvhdLI6GJxHqUIxy98WVPrmG3P0Fqigw5qEK5B1oZauIiDRydUpQNPTSRhGRZmHv3rAiYvHi0oTErl1h7phjYNAg+O53Q1IiJwd69VIRS2kI/w08aGZ9gEXR2LmEopm/ii2q1HEv8GfgOncvBjCzNOAPwK+BITHGJiIi0qjUdQWFiIjUR1ERrFwJr74KS5aEY9Wq0hafJ58Mo0fD2WeHo18/yNBf2RKLnxLqGfwA+Ek0tg24Haism0VzcgaQW5KcAHD3YjO7D1geX1giIiKNT53Pds3sYuDbQG/CPsfNZpYHvO3u8+sTlJndClwGnAQcAl4Bbq1pOzMzOxF4DTB3b1WfWEREEmLvXli4EJ5/PqyMeO01OHgwzB1/PJx1FowfH7ZpnHUWtGsXb7wSGzPrDPwS+BLQGtgAfNPdF8QRT7R94D+A/zCz1tGYahuU+gjoBawtN94L+LDhwxEREWm86pSgMLOJhKWLU4ELgcxoKp1QMKteCQrgfOABQrssA+4CnjWzU919dzWxZQHTgYXA8HrGISJSN4cPh9URzz4L8+eHpERREbRoEdp6/uu/liYjtFVDImZ2HPAy8BIwGthFuBCQqGKL9aLERIWmA380s5v59BaYuwlbP0RERKSG6rqC4mbgG+4+PVo1UeIVQjKhXtx9VNn7ZvYvhCsU51J9O7O7CZ1FFqAEhYg0lIMHQ2eNxYvhhRfCaol9+0LiYeBAuPFG+MIXYMgQOProuKOV1HUzsN3drywz9nZcwUiN3Ey4mPIQpedVh4H/An4YV1AiIiKNUV0TFCdSWqm6rH1Am7qHU6nWhL7fH1T1IDMbDYwBPg+MT0IcIiLB5s2waFFISCxaBP/4R1g1AdC3L1x5ZWj3ef752q4htTEW+LuZzQAuINR6mArcH221kBTj7oXAd6LtqZ+Lht9y9wMxhiUiItIo1TVBsY3QF31jufFhwFv1iqhivyW0Na20VZeZdSFUGr/U3fdZLZZLFxQUUFBQAMDgwYNp3749c+fOBSA7O5uRI0cydepUALKyssjNzWX27Nns3BlW3I4bN47169ezYsUKAIYMGULr1q15+umnAejduzfDhg0jPz8fgJYtWzJp0iRmzpzJ7t1hx8qECRNYuXIlq1atAmD48OFkZGQwf37YLdO3b18GDRrEY489BkCbNm24/PLLmT59Onv27AFg4sSJLF26lHXr1gEwYsQIioqKWLAgbFvu168f/fv3Z8aMGQC0a9eO8ePHM2nSJI5rsRqApw6dxICM7XRJD6/5RI8e9ErfTf+MHQCsLzqercXHMjxrAwBbxo5lOXBx1ptkWKgPNufQKQzK3MyoyZPJarGaxYXZHJf2MadkhN/X2qL27Co+5pP594qPYfHhHoxpsQbDcYz7gXMyN3JC2n4AXirsSfu0/ZyUEToavDhgABm2j3OyNgHwbnErlh7uzpgWayicPJm0rDd5qvBkhma+Tdu0sM9/QWFvuqZ99Mn7rizqxAHPZHDmZgC2HWnD9qwsvhz9Lj72DJ4p7MvwzLdok3YIgEfbtKF/xnZ6pYdc2T8Od+EIRk7mVgonT+bdjG2sKWrPyBb/BGC/Z/FcYR8uzFpPZvS+8w6dyCkZu+ieHrYmFxzuylEnncSUKVOq/JymTZvGgQPhfDc3N5eFCxeyYUP4HEaNGsXevXtZtCisLh4wYAB9+vRh1qxZAHTo0IGxY8eSn59PYdSiMi8vj3nz5rFpU/gdjh49ml27drFkyRIAcnJy6NatG48//jgAXbp0YcyYMUydOpXi4mLS0tLIy8tjzpw5bNu2DYBLLrmELVu2NL0/T8XFXJydTdarr7L3qafotH49rT4I/w8UZWays2dP9owezclXX83/bt7MB5lh11vumDH6nFL07724/jx17NiRavQGrifUfPgloQDjf0Zzv6/uydLwzCwb2BwlJN4oP+fum+KJTEREpPGxulyQifZZXg3kEXp/jwF6Elpt3eHu9ycswFAF+3JgqLtvqOJx84EX3P0n0f1c4Pc1LJLZrK9KmRk9bplT4dzGu8dUOlfdvJ5bi+feeykcOVzpczt17c72LTrHbTCFhaGI5cKF8OKL8PLLECUk6NoVhg6Fc88N2zVOPx0yM6t+PZFSVWbPzawQWObuQ8qM/ZyQfD8l2cFVEE8mMA34kbsn4wJEo2dmR4DO7r6z3PjxwE53T48nspoZOHCgL1u2rN6vU9W5RG1V931a29fS4iMRkdjVePVAnVZQuPs9ZnYs8AxwFPA8odvGvQlOTvwHITlxQVXJiciFwHAzu73k6UCamRUB17v7lETFJZJwRw5Xm9yQJDp4MBS0XLgwHIsXQ3R1nb594bLL4LzzYNgw6NlTBS0lmbYDq8uNrQG+E0MsuPthMxsJ3BrH+zcSRsUXOloBHzdwLCIiIo1anduMuvttZvYz4FRCfYjV7r4vUYGZ2W+BCYTkxJs1eMpp5e5fAtwGDAa2JiouEWkC9u4NSYiFC2HBAliyJKyaMIMBAyAvLyQjhg6F6pfkiyTSy4QW22VVtKWyIf2V0Pr73hhjSDlm9rvopgO/MLOyNSfSCecf/2jwwERERBqxOicoAKL9lvVfF1iOmd0P/AuhWNgHZtYpmtpXkgQxs18Ag919RBTLynKvMRAoLj8uIs3Qzp1hq8ZLL4Wfy5dDcTGkp0NODnznOyEhce650LZt3NFK8/YfwCIzuw2YQSj6fAPwoxhj2gT8u5mdR/jO31920t3viyWq+JVcGDHgFKCwzFwh8BpK6oiIiNRKjRMUZvZQTR/r7tfULZxPXB/9nF9u/E7gjuh2Z0qrZYuIlNq4MayMKKkhERVQ5Kij4Oyz4bbbwpaNc86BVjUpUyPSMNx9qZmNBX4O/D9CcuD/AQ/EGFYuoYvW6dFRlgPNMkHh7hcAmNnDwHfcfU/MIYmIiDR6tVlB0b7c/WFAMaUVq/sTtnosrG9Q7l7tBm93z61mPh/Ir28sTUHnbtns2Lo57jBEksMd3norJCRKjqiTAscdF7ZpXHttSEjk5EBWVrzxilTD3ecCc+OOo4S794o7hlTm7lfHHYOIiEhTUeMEhbt/ueR21Ov7IHC1u++Pxo4B/ki5FlsSvx1bN6sAozQd7vDPf8ILL4RjwQKI2mfSvn3YqnHjjeHnaadBWlqc0Yo0KWbWEdjl7sVxxyIiIiJNT11rUNwAjChJTgC4+34z+wlhW8bPEhGciMhnEhIvvADbt4e5zp1h+PDS4+ST1WFDJMGiVqM/A74JHE0o2rnBzO4GNrp7nNtPREREpAmpa4KiFdCFz7ZC6wy0rFdEIvJZ6ZlYJf/w7tS1O9u3bGrggJJs0yaYPz8czz9fukKiUye44AI4//xwnHiiEhIiyXc78GVgEvCnMuNLgFuItz5GLMxsGLDI3YvijkVERKQpqWuCYhbwsJndBLwSjZ0N3E1oRyYiiXTkcKXbdJrEFp3du0MiYv58ePbZsGICoEOHkJAoOZSQEInD14Fr3H2BmZXd2rGSsJqiOXqecFFmp5ltAAa5+/sxxyQiItLo1TVB8U3g14QilJnRWBGhBsWN9Q9LRJosd1i/Hl55pfRYvjyMt2oVtmpcfz2MGAH9+yshIRK/LsDGCsYzqGe78kbsA6AXsBPoSSgSLiIiIvVUpxMLdz8IXB+toChp9flW2ZoUIiIA7NkDixeHRMSrr4Zj9+4w16oVDBoEd9wREhKDB0NmZpUvJyINbhWhc9c75ca/BhQ0eDSpYRawwMy2E1qtLjOzIxU90N17N2hkIiIijVi9rnxECYnXExSLiDQFhw6FhERJDYklS+DIkbASol8/uPRSOPvscJxyCqSnxx2xiFTtTmCamXUH0oGvmtnJwBXA6Fgji891wN+AE4H7gIeBvbFGJBWrooZTbTXJmk8iIimmxgkKM/sbMMnd90S3K+XuX6l3ZCLSOBw5AitWhNoR8+fDiy/CwYOhveegQXDLLaF+xODB0KZN3NGKSC25+xNm9jXgR0AxoWjma8CX3f3ZWIOLibs7MBfAzAYAv3Z3JShSURU1nGqrSdR8EhFJcbVZQfE+YRljyW1pQJ27ZbNj6+ZK55XVlwZTXAyrVsFzz4XClgsWwIcfhrlTT4W8PPjCF0ItiWOPjTdWEUkId38aeDruOFKRu18ddwwiIiJNRY0TFGW/gPVl3PB2bN1c5RUAZfUlaYqLYc0aWLgwJCVeeAHeey/M9eoF48aVdtno0iXWUEUkeczsQuDU6O5qd38uznhSiZl1BL5F+P04oQ37A+7+bqyBiYiINDLNtfq2SNNRzf7aWq+uOXgQli2Dl16Cl1+GRYvggw/CXPfu8KUvlSYkevSoZ/AikurMrBehKOTpwLZouIuZvQGMc/cNsQWXAszsXODvwLvA4mh4IvA9Mxvl7osrfbKIiIh8ihIUIo1dNftrq11ds3t3SEa8+GJISCxbBocPh7lTTgkrJIYODUfv3mr7KdL8/JFQALK3u28CMLNs4BFgKnBhjLGlgnuBPwPXuXsxgJmlAX8gtGQfEmNsIiIijYoSFE1FAqtUSxO3ZUtIRixcGH6uWhXGs7JCUcvvfx/OPReGDIHjj483VhFJBecAZ5ckJwDcfZOZfY/SFQPN2RlAbklyAsDdi83sPmB5fGGJiIg0PrXp4jEMWOTuRUmMp+x73QjkAF2Aq909v5rnGPAdQuuvXsBu4BF3/2Fyo00RVVxFV32K5i0bID8/1I5YsADeeSdMtG4dEhFXXAHnnReSE0cdFVucIvJZZnYr8HPgfnf/dkxhbAKOrmD8KKDy6s3Nx0eE84615cZ7AR82fDgiIiKNV21WUDwPdAZ2mtkGYJC7J6ubRytgJfBodNTEr4ExwE3AG8CxhHhFmpUue3Zy9qY3OGfjG5y9+Q26A1x9dVgNMXw4fPe7ISFx+umQoUVUIqnKzM4GJgOvxxzKD4DfmdkNwFJCEcjBwG+iueZuOvBHM7sZWBSNnQvcTdj6ISIiIjVUm3+dfEC4GrAT6AmkJSMgAHd/EngSwMzyq3u8mZ0E/BtwuruvKTOlpZXSpKUVH+E04MvLnyRn6xoGbllN9kehaPwHR7Xm1ez+3PPRu/zn669Dv36QlrQ/tiKSQGZ2LPAYcA1wewzvv5fS1uIQVku8DJRsY0gDjhBibNOw0aWcmwEDHqL0vOow8F9A81jFKSIikiC1SVDMAhaY2XbCScsyMztS0QPdvXcigquFS4ANwBfNbC7hxGkBcJO772zgWESSpmXhQc7YtpaBW9eQs3UNn9/6ZviXwbwH2HXMcRR0PYWHB36FV7JP4832PXFLY+PdY/jP006LO3QRqZ0pwEx3f97MGjxBAcS1naTRcfdC4DvRdpzPRcNvufuBGMMSERFplGqToLgO/j975x0mVXn98c/ZRsdKR7o0aYoasYANUDGKJWoEE0yQny1qjDExdo0xKvbEqCGILdFYglGjYkXFDgqiFCnSdpciKk3YhT2/P84ddpid3Z22e2fZ83meeXbnvfe+c+adO3Pve95zvof/AnsDdwAPYare2UAXoCNwBjAGc6CMB54XkUHRwlXxmD59OtOnTwfgwAMPpEWLFrz44osAdOjQgWHDhjFhwgQACgoKGDNmDJMnT2bVKvN9nHLKKSxYsICZM2cCcPDBB9OsWTNeeeUVM65LFwYPHsykSZMAaNy4MaNHj+bpp59m7dq1AJx++unMnj2bLwLBwiFDhpCXl8frr7++/XkRpQxr8BUAG7WAN0q6cWTBAppICSXjxvEWpfTKW81euZbyOr20Hbkow8eNo6DBlyzethuLt+3BkQULAFhX1oCppV0ZPXo0uzb4EoCXtvSgf14RbXPXAfB8x450zl1Ln7xiABZs3YMVZbswpMCqyi0fOZJPgWML5pInNswvbOnFAfnLtr/u+yUd2DVnM73ybLzmbW3B6rIm27evKWvC+6UdOb7BHARFEf4KDMpfwp45GwF4t6QTLXI20iNvNQDv9O9PnmxgUIFptq0sa8rHpXtxfIM5lIwbR07BXF4q6cmh+YvZLecHAKaWdKFdzvfbX3f21tZs0nwOzLcU6sJtzSkqKODHwVhs1jxeLenOkPyFNM/ZAsAjzZvTJ6+IzrlWdvOz0rZsQxiYv4KSceNYmVfInK0t4n5O+cHrTtmyd4XPqWGPHgwNXjf6c2q+fh2tl65gGzDykXPZq7iQXC2jDGFZy7bM7NuPr5o15PmeI/lut93ok2/RE2xtQrOyEoYULKJk3P9x0kknMXnyZMaMGUNBQQEAEyZMYORJJzN82FAARowYwerVq/noo48AGDhwIO3bt+e5554DoG3bthx//PFMmDCBsrIycnJyGDt2LC+88AKFhVZ58MQTT2T58uVZ/33q3r07BxxwAI8//jgAzZs354wzzuCJJ55g3To790eNGsXHH3/M/PnzATjqqKPYunUrU6dOBWCfffahT58+PPnkkwDsvvvunHrqqTz22GNs2mTzkjFjxvD222+zaJF9X4YPH8769et57z2LAu/fvz/dunXjmWeeAaBly5aMHDmSSZMmUVJSAsDYsWOZMmUKS5cu9c9pJ/icWrVqRXWIyDlAN2B0tTvXEKr6cFivXVcJHBKfh22H4ziO49RlRFWr3yv2IJGHgItUtcYdFCKyAbiwKpFMEXkQOAfooarzg7bumGDVQar6YTUvk/wg1DIiUm0pyapEMv3Y7D+20+X/pduaZZaqEaRrdPquCIBNwMwOffm4XW+mt+/Np217sK5h04y8biq/AY7jpEyV5ZaClMV3gUNVdV7Q9hYwO0SRzIhtuwMtiUnxVNUvw7HIiSAi11ExFWilqrau7tj9999fP/nkk0zYUOW1KBmqu66F2ZdfMx3HcVIi4XKTKSnkqerZqRxXgxQBWyPOiYCvsPzYDkB1DgrHqXWabNlE/6L5DFwxh97AIXf/lOZbLGJkTeNd+KR9bx7d9zg+ad+b/z36G9r99OZwDXYcpzYYBOwJfBFVOjoXGCwi5wJNVHVLbRokItZlGpQAACAASURBVPtiUZORXDHBHPuRv7m1aY9TKfOAw6Oex03DdRzHcZxsJmUJfxFpBVwA9MZuUL4E7lPVlRmyLRmmAXki0lVVFwZtXbCbpiUh2OM4O5BTto19gGNnTWFA0Xz2LZxHj9VLtqdrfAG80PMwprfrxYx2PVm8W1son5xQ47V9HcfJFiYDscvZD2FO9z8BJbVukYk/rsBKea+kDkQd1lO2qmpx2EY4juM4Tjqk5KAQkUOAl7EblfeD5lHAr0VkuKq+X+nBifXfFMu/BQsl7SAiA4C1qrpURG4GDlTVo4J9XgNmABNF5JKg7S4sciL9uEXHSQZV2q5fTf/C+fQvms+Aovn0LV5AE4CX7mFdgybMbL03fxl0OtPb9eSztj34/O4z6HiMa9I5Tn1HVb8DvotuE5GN2PVvdjhWsTfwE1VdENLrZy0iko+l5PwskpITIl1EpBDYgt3//EFVF4Vsk+M4juMkRaoRFOOx2t7nRgQoRSQHuB+4HTg4Tbv2B96Men598HgYE8FsQ7lSNqpaJiLHA/cAbwM/AK8Cl1YnkOk46VKwtZQ+KxdwMnD0f/7EfoVzab3BRAC35ObxZcuuPNX3aF6f8QIrxt7P4t3bopIl5T5z84kKI9+B1u32omj50lo2yHGcLORdoBfgDooYVLVURDoTflTJh9j90VxMJ+Qq4D0R2UdVvwnTMMdxHMdJhlQdFAOAMdGT/8BJcAfwabpGqepbVCGkoapj4rQVAT9J97Udpzraf7+SfkVfMaBwHgNXzKHPygU02GZJGEtXLuSDDn2Z0bYnn7btydyWnSjNzQdgyYwX6LhH+zBNr8i20ioFNB3HCR9VPTxkE34JTBCRLsBsoDR6o6q+HYpV2cPDmFD3b8MyQFVfin4uIh9g5dd/jlVeI2b7OGAcQOvWrXnwwQeB9Cr6jKuiQtbMrW04toEFmMSrkPVGSTc6536zvULWqz16sHvO9wzMXwHAsm27Vlohq4lY1lO8ClmJVDIbWjCfhmLX8NhKZh+V7kVjKd1eyezjH/2Ib775xisv1aPKS/45+efkn1NmPqeBAweSKKlW8SjGHBQvx7QfC0xU1TZJdxouYa98VItX8Qjn2N02fU//oq/oX2TpGn0WfULLYNuW3Hxmtd6bGe16MqNdT577z59omAU2Z+pYVyt3nBohYRXrbEFEDgeegO0/f9GoqtZrkUwRuQ9Lc10MTAc2Rm9X1YtCsutNYK6qnlfVfl7FI4m+xp8E20qr37EaPELRcZx6SM1W8cBuVP4hIpcD7wVthwC3YKkfjlPnaFzyA4cBwz56lgFFX9GvaD4dvjfN1zKEr/bcixeARcPO57M23ZnXouP26AgwQZaOoVjuOI5TozyAaT3djItkxqMXpoMFJtAdTShjJSINgZ7smC7rpEsVUYfJsGT8SZWmVyaLOzscx9nZSNVBcTnmBZkY1Ucp8Dfg9xmwy3FqlLxtW+mx+msGBJER/Yq+Yu9vllmtvDcnsrx5S2a22ZvH9j2OmW26M7tVVzY2aGwrMfseF7b5juM4tUl74LioKllOFKp6RNg2iMh44HlgKRbpcjXQBEs/cbKNDDk6wNMxHcfZ+UjJQaGqJcDFInIF5WKVC1V1U8Ysc5xMoUqb9WvYt3AeAwrn0QvY/67TabTVcl+/adScWW325pXuBzPlvX9RfOFjfNNk13BtzgaqENAEX7VxnHrEq8BAwB0U2Ut7LIJ1T2A18AFwkKp6qfWdnWqu1Ul1VdCQbSWb0+7H7w8cx0mHVCMoAAgcEp9nyBbHyQi7A4ctnkG/oq/oV/wVA4rm02p7VY18ZgD/HHAMn7Xpzqdte7B8l1YQXNyXvPcvOrpzwqhmhcdXbRyn3vAycLuI9MOu+bEimc+GYlUWEWhwXYileAxT1WUiMhZYrKqv1/Trq+oZNf0aTpaS4WgMT2FxHCds0nJQOE7YNNmyiX7FC+hb/BX9iheYbgTAv68BYOHu7XivQz8+a9uDT9v2YE7LziwYfxIdjzonVLsdx3HqEPcFf/8QZ5sC9V0kcxRWZn0CcCQQESfKxVJia9xB4ThZRSadJu7scJx6hzsonDqDaBnd1ixj38J5dAMOm3gh3dcsJTeodrtsl1bMat2Nv3y/kmVn3MQXrbqyrmHTcI12HMep46hqTtg2ZDmXA+eo6hNB1ESED4AbQrLJcXYO3NnhOPUOd1A4WUvzzRvYb8Vc9lsxh30L59G/aD7NS0zm5FtgZtM9eKX7ID5r04NZbfZmbeNdgCBEsWP/EC2vJ1SR9+oXbsdx6hF7A+/Had8ANK9lWxzHqQwXJ3WcOkHSDgoRyQfeBX6mqvMyb5JTL1Gly9oVDFwxh/1WzKEfsM/dllK7VXKY16ITz+1zOJ+1sVSNtyacS4fTrg/X5vpOFRd6v3A7zs6DiFxa1XZVvaO2bMlSCoHuQKwg5WBcWNRxdk4yJE7qCzqOU5GkHRSqWioinfE66E4a7PrDOnoCw9/9JwOK5jGgcD67bV4PwHcNmzIN+N9hZzGjXS9mttmbTQWNdjjeTz7HcZxa41cxz/OBNsAPwCqgvjsoHgTuiUrv2EtEDgNuBa4LzSrHcWqODEVjeNqJ41Qk1RSPh4FzgN9m0BZnJyWnbBu9Vy1m4Io5DCicx4CieXT+tgiAsmn/Yv6eHZiy90FMb9eL6e16sWiPdnx96wl0PPj0kC13HMdxVLVzbJuItAIeAv5e+xZlF6p6q4jsgpVjbQi8CWwBxqvqX0M1znGc7MbTThynAqk6KJoAo0RkKDAd2Bi9UVUvStcwpw6jSudvCzkWOOE/f2LQ0lnsunkDAMVNd+eztj34d79hvDz1YVZd8iQbGzQO114n81QT+uhefsep26jqShG5Evg38J+w7QkbVb1SRG4CegM5wJequiFksxzHcRynzpGqg6IXMCP4v0vMNo++r2fklG2j87eF9C1ewCFfz+TgJTNpt341AMuLv+KVvQcxrVN/Pmrfh+Lme24/bsnUh+nozomdk2pWBNzL7zg7BTlAq7CNyBZUdZOIzA3+d+eE4zi1S4Z0McAXkpxwSclBoapHZNqQeIjI+VgaSRvgC+ASVX2niv3PxMp9dQfWAa8Bl6lqcS2YmzZt2negeMWysM2okmZbNtJz1WJ6BY+uQN87T6PR1i0AfNuwGe917Md9HX/Ck1PuY+u5EyFDP5aO4zg7OyJyBXAy0ANLE/gAuEJVZ4do08mxTdh1+QKg0mtyfUJELgEuBdoFzwsxbY67VNUXbhzHqXmysCSrOzqcVMjaMqMicjpwN3A+VjXkfOAlEemtqhXOdBE5BHgUuAyYjK3q3Ac8DhxVW3anQ/GKZVlVFaHplk0MAYZ9+Az9ihfQr2g+Hb5fuX372kbN+RR4fMAxzG3ZmS9adWFui06o5JjNU+6jozsnnHh4iVLHqYzDsWvXx5gj4AbgteDatzYkm56Oea7AauAN4De1b052ISK3AuOA2ygvNzoIuAZz5FwekmmO4zip4SKgToik7KAQkWOBC7EUj2GquixQsF6sqq9nwLZLgUmqGhHg+pWIHAOcB1wRZ/9BwHJVvTN4vlhE7gXuzYAtOz2NSjbTe9Ui+hV/Rd/iBfQv+oqua5fbxrceYtkurZjVuhtP9B/Oly07M6dlZ1Y23YMlt/6YjkedE67xTt3DS5Q6TlxUdXj0cxE5C/geOAR4PiSbcsJ43TrEWGCsqkY7ct4QkXnAA7iDwnGc+oqLgDopkJKDQkRGAfcDE4AjsZJjALnYhTgtB4WIFAADgfExm6YAB1dy2DTgTyLyY+AFYA/gDOB/6diyM9KwdDO9Vy2mb/EC+hYvoCfQ667TyNUywIQsZ7Xpzn/2OZzX3nmMlb96nG8b7xKu0Y7jOPWTZpjWw7dhG+JUyaxK2ty54ziOkwlcY6PekGoExeXAOar6RFTdb7Bc2RvSN4s9MWfHypj2lcDR8Q5Q1fdF5AwspaMR9t5eBX5e3YtNnz6d6dOnA3DggQfSokULXnzxRQA6dOjAsGHDmDBhAgAFBQWMGTOGyZMns2rVKgBOOeUUFixYwMyZMwE4+OCDadasGa+88goAXbp0YfDgwUyaNAmAxo0bM3r0aJ5++mnWrrWI3dNPP51DDjmEfRt8CcBnpW3ZhjAwfwUAnw8ZQhGlDGvwFQAbtYA3SrpxZMECmkgJJePG8Ral9MpbzV6539n7Km1HLspJP/sZvRf/mxZfF9J9yUJ6rFqy3RmxusmuLG/Xjilde7G0TXse3mMwbXYroW3uOgDmLu1I52bbODTP7FqwdQ9WlO3CkIJFACwfOZJPgWML5pIn1ucLW3pxQP4yho8bR0GDL3m/pAO75mymV56N17ytLVhd1mT79jVlTXi/tCPHN5iDoCjCX4FB+UvYM8cKxLxb0okWORvpkWfim+/070+ebGBQgf24rCxrysele3F8gzmUjBtHTsFcXirpyaH5i9kt5wcAppZ0oV3O99tfd/bW1mzSfA7MN92Pwm3NKSoo4MfBZ7BZ83i1pDtD8hfSPMc0Nh5p3pw+eUV0zv22wudUMm4cK/MKmbO1RdzPKT943Slb9q7wOTXs0YOhwesu3rYbi7ftwZEFCwBYV9aAR4ChBfNpKFsBeGlLD/rnFdE2dx0l48bxWc56GkspffKKK3xOJePGsTF/Me+Wdq7wOQ0fPpy9g9eN/ZzeHziQbbKJQwu+BqjwOW0eO5ZXK/mcImM8Z2tLvitrWOFzGhds36o5FT6nf7ZoyUEHHUT//v0BmDZtGhs2bGD4cFtYLl61mqeefKLa79Ps2bP54osvABgyZAh5eXm8/rr5Trt3784BBxzA448/DkDz5s0544wzeOKJJ1i3zs79UaNG8fHHHzN//nwAjjrqKLZu3crUqVMB2GeffejTpw9PPvkkALvvvjunnnoqjz32GJs2bQJgzJgxvP322yxaZN+X4cOHs379et577z0A+vfvT7du3XjmmWcAaNmyJSNHjmTSpEmUlJQAMHbsWKZMmcLSpTaGI0aMYPXq1Xz00UcADBw4kPbt2/Pcc88B0LZtW44//ngmTJhAWVkZOTk5jB07lhdeeIHCwkIATjzxRJYvX54Vv3v17XNq1SppTcm7gc8oTx0IBRH5EZYu2ZKYSbdX7uIRTI/j4pj287DUU8dxHCddslBjAyC3oCHbSjZnTT9Q9x0wkop2k4hsAnqp6hIRWQ/0V9VFItIVmK2qjdIySqQtsAIYoqpvR7VfA4xS1R5xjumNOSTuAl7B8j5vAz5T1Z9V85JZIWAlIlWGvVdXFSGyfbdN33Pgsi84aNnnHLT0c3qs/pocYHNeATPa9mR6u17MarM3n7fqRnGzIE0jA6/rx+5cx2ajTZHtrjnn1GESviMSkTuwSMBDVXVRzZlUrR2XAbcCC4BCdrxmqqoeGYphISIi90Q9zQNGY2PzQdD2I6At8Liqnl/L5iXF/vvvr5988kna/VR1D5Ms1V0H6npf2WhTJvvKRpuyta9stCmTfWWjTdnaV0ZtGn8SbCvNSF8ZdHYkfP+TagRFIVYpY0lM+2BgYYp9RrMG2EbF8mWtgMoqclwBfKSqtwXPZ4nIRuAdEfmDqi7PgF1ZzZ4bv+XSdx7j9Fmvkqtl/JDXgE/a9eJxYO6oW5jVujslefnV9uM4WY0LbDr1ABG5E3NOHBGmcyLgYuAiVf1LyHZkE31jnk8P/nYM/hYHj561ZpHjOI7jQJ3X/kjVQfEgcE9UesdeInIYtsJyXbpGqWqJiEwHhgJPRW0aCjxTyWGNMadGNJHnO3UOaMHWUn4LXP3gOBpuLeGR/UbwfM/BfN6mG6W5+eaRa79P2GY6TmaoSmCzmpA9d2A4dQERuRs4HXNOzA3bHqA5rue0A7VVbt1xHMdx6hspOShU9VYR2QVLqWgIvInVax+vqn/NkG13AI+KyEeYAOa5WLjk/QAi8khgSyR943ng7yJyHuUpHncBM+KVJd0pUGX4V+/zhzcn0hF4tUNf/nTEL1m8e7uwLXOccKjGY+wK0E62IyJ/Bc4CRgLfikjrYNMGVd0Qkln/Ao7Byp86cRCRVlillViNDlXVv4VjleM4juPUPVIuM6qqV4rITUBv7GL8ZSZvnlT1SRHZA7gKczbMBo5T1UhaSYeY/SeJSDOs9OntWFm2N4DfZcqmbKL3ykVc/cbfGbT0c+bt2YGhwFenXBO2WY6T3Xh6iJP9RPQKYqthXU8GIhRTZBlwvYgcglWm2CGxVVXvCMWqLEFERmNVzQSrtrKDRgfgDgrHcRzHSZCUHRQAqrpJROYG/2d8ZUdV76OSFRtVPTxO273AvZm2I1O0ad+B4hXLKt2+B3DUgg8ZuGIOvVcuJr+sFFEQlC1Ao3/+HlTJK9vGvoXz+K5RM64adj7/6j+cRbeduD3x1XGcSvD0ECfLUdXMyIpnlrHABqzMd2ypb8UiHuszN2Eprjeo6tawjXEcx3GcukzKDgoRuQS4FGgXPC/EblLuUpfYj0vximXbJ0c5Zdvo9s0yBq6Yy8AVc9hvxRy6fFsIz9xIaU4u8/fsyKb8hqiAIgh2F6g5OWzJyeXBA0/ivkGnsa5h01Dfk+PsNFSXHlKFA8OdF87OjKp2DtuGLKc5MMmdE47jOI6TPik5KETkVmAcVsYzUpt9EHANlo5xeUasy3ZUYf16+OEHe2zevOP/GzdCcTEUFkJREc8BnR6+hJYb1tJi43fkahkAaxrvwox2vXjg20IWnflnZrXemy35DXZ4qSW3HE/HM/8cwpt0HAfw6AvHcSrjcWAEWRzB6TiO4zh1hVQjKMYCY1X16ai2N0RkHvAAO7ODYv16ePVVeOEFePFFWLUqseNatKADsLbRLsxp0ZmVTXdnyW5t+aR9L5bs2gZEzAmxV58aNd9xnBrAoy8cpz5zKTBZRI4CPqeiRscNoVjlOI7jOHWQdDQoZlXStvOV9Fy40JwRL7wAb70FpaWw665wzDEwcCA0bgyNGkHDhvY38mjcGFq1skdBAfuK0PG068N+N47j1DZpRF/kFjRkW8nmuNvcueE4WcH/YVVO1gDdqCiS6Q4Kx3Ecx0mQVB0UjwAXABfHtJ8HPJqWRdnEJ5/AWWfB3KAMfa9ecMklcPzxcPDBkJeWxqjjOE5CpVE9tcRxspqrgd+o6p1hG+I4juM4dZ2EZ9gick/McaNFZDjwQdD2I6Atlou5c7DXXvY47zwYMQK6dg3bIsdxnHLSSC2pKjID3LnhOEmQC/w3bCMcx3EcZ2cgmRCAvjHPpwd/I9Uti4NHz3SNyhpatYIpU8K2wnEcJzWqSi2pIjID0nNueFrKzoeItALOAroCV6vqGhE5BChU1cXhWhc6DwGj8FQOx3Ecx0mbhB0UqnpETRriOI7jZBHpODfSSEtx50b2ISIDgdeBxcA+WAWvNcBQoDtwZnjWZQWNgbFBVOksKopkXhSKVY7jOI5TB0lZRCFYTTkEaMmOwpiqqn9L17C6Spv2HShesSxsMxzHcbKTGtTccOdGjTEeuFtVrxWR9VHtrwBnh2RTNtEL+DT4PzaKVHEcx3EcJ2FSclCIyGhgAiDAt1RUrK63DoriFcuqXHV0HMdxUsSdG2ExEPhlnPYioFUt25J1eISp4ziO42SOVCMobgJuBW5Q1a0ZtMdxHMdxMk9Izo3Ybap1ckH9B2C3OO09gVW1bIvjOI7jODsxqToomgOT3DnhOI7j7PSk49yoRq+jjvAccK2I/CR4riLSCbgFeCYso7IFEamygoeqnlBbtjiO4zhOXSen+l3i8jgwIpOGOI7jOI6TlVwG7A6sxgQh3wUWAN8BV4VoV7bwTcxjHdAZGIyJiTqO4ziOkyCpRlBcCkwWkaOAz6moWJ2RUlsicj7wW6AN8AVwiaq+U8X+Q4A7MJXxQuBWVb0/E7Y4juM4Tm2R7PWvJlHVdcChInIksB+2uDFDVV8Lw55sQ1XjCoWKyO2Ys6LWyKbzxnEcx3FSIVUHxf8Bx2ArA92oKJKZtoNCRE4H7gbOx1ZrzgdeEpHeqlpBrUxEOgP/AyYCo4FDgftEZLWq1vsQVMdxHKdukOz1r7ZQ1TeAN8J6/TrIA9jnd31tvFi2njeO4ziOkwypOiiuBn6jqndm0pgYLsV0Lv4ePP+ViBwDnAdcEWf/c4FCVf1V8HyOiPwIC011B4XjOI5TV0j2+lejiMg1lWxSYDOW7vGyqv5Qe1bVCXrU8utl1XnjOI7jOKmQqoMiF6hSFCodRKQAK2s2PmbTFODgSg4bFGyP5hXg5yKSr6qlcY5JmjbtO1C8YlkmunIcx3GcHUjx+lfT/AToADTB0icB2gIbMV2KvYBVIjJEVReFY2J4iMg9sU1YisWxWFRnbdiQjeeN4ziO4ySNpFLyTETGA+sypTURp/+2wApgiKq+HdV+DTBKVSusSojIfOCxaJtEZDAwFWirqkVVvN7LwJ4ZfAuO4ziOE481qnpMZRtTuf7VNCIyBkudHKOqy4O29tjk+zHgReDfwHpVHVnb9oWNiLwZ01SGOW7eACbWRsWzZM8bERkHjAue9gDm1bSNjuM4Tr2myvufaFKNoGgMjBWR4cAsKopkXpRiv6GQ6GA5juM4Tj3kWuDEiHMCQFWXi8jlwGRVfURErsTKkdY7VPWIsG1IFlV9EHgwbDscx3EcJ5ZUHRS9gE+D/3vGbEs+JKMia4BtQKuY9lZAcSXHFFey/1a8zJfjOI5TN0jl+lfTtAIaxmlvALQM/l+JLV7UG0Rk90T2U9W1NW0L2XneOI7jOE7SpOSgqOnVAlUtEZHpwFDgqahNQ6lc8PJ94KSYtqHAJ5nSn3Acx3GcmiTF619N8xrwQJAWMD1oGwj8DXg1eN4XWByCbWGyhuoXZZTUF4MSJkvPG8dxHMdJmhq/aKbBHcCjIvIRMA2r0tEWuB9ARB4BUNWfBfvfD1woIndhpb0OAcYAP61dsx3HcRwnLaq8/oXAWOAR4ENslR4gBxNgPCd4vh6rmlWfqGqx5hjgYiyKs7bItvPGcRzHcZImJQeFiFRZwUNVT0jNnB36eFJE9gCuwtSwZwPHqeqSYJcOMfsvFpHjgDuxklqFwEWq6isHjuM4Tp0hgetfbduzCjhGRHpQXjpzrqrOj9onVihyp0dVp8a2ici+wG3AYdhiyY21aE9WnTeO4ziOkwqpVvF4KKYpH+iPlRp7VlV/kQHbHMdxHMdxsh4R6QzchJVkfRb4g6ouDNcqx3Ecx6l7pKpBcXa8dhG5HViXlkWO4ziO42QVItIdOBWLXiyI3lafFyWCiIVrsHSKacDBqvpxuFY5juM4Tt0lJ8P9PQBckOE+axQROV9EFovIZhGZLiKHhW1T2IjIYBH5r4isEBEVkTEx20VErhORQhH5QUTeEpF9QjI3NETkChH5WETWichqEXleRPrE7ONjBYjIBSIyKxirdSLyvoiMiNru4xSH4BxTEflLVJuPVUAwDhrzKI7a7mOVAYLv6izgx8AvsDSP4zBh6j1DNC1UgtKqC4EhWBnWI9054TiO4zjpkWkHRY/qd8keROR04G7gT8C+wHvASyLSocoDd36aYrmrFwM/xNl+OfAb4FfAAcAq4FURaVZrFmYHhwP3AQcDR2JiaK/FlJ7zsTKWA78D9gP2B94AJotIv2C7j1MMInIQMA6bGEbjY7Uj87B8+8ijb9Q2H6vMcANwvaoOArYAZwGdsOoeb4VnVujciKW4LgfODxz7FR4h2xgqIjIx3vdNRJqIyMQwbApev4OISJx28XvA+oeINBSRU0XkdyKya9DWVRIsJeykhoi0FZGDgoXR7Y+w7coUwXnVR0T2EZF4pbpT6bORiBwtIh0z0V+2kqoGxT2xTdiN4bHARFX9VQZsq3FE5ENglqqeE9X2FfC0ql4RnmXZg4hsAC5U1UnBc8EESP+iqjcFbY2wG//LVPWBsGwNGxFpCnwPjFTV532sqkZE1gJXAA/i47QDIrILMAOrnnAtMFtVL/RzakdE5DrgVFXtE2ebj1WGCK4D/VR1UfC9Hayqs0WkL/CiqtbLCZ2ITKL6MqOVpsXWB0RkG9AmEFqNbt8TKFbVhFONq3AcKLBZVVdnwK49gFWqmlvN8f8FRqvquuqcUMkKx4tIK6wSXUtiFhJV9b4k+jkdOKqSftIWs08WEXkQeBOYqqqFGejvGmC8qm6KaW8E/FZVb0iwn25YueRmwK5A9+C3bjywq6qOTdfWVAh+X/8P6Ar8QlWLRGQksERVP02in8XE/51SYDOwAPiHqibkTBUTAj6C+OfV5Qn20Rb4JzA4sEOibazu+xenv1aY47wrcLWqrhGRQ4BCVa318tcikgfcDFyIpUQK5ty/F7hSVUuT6GsS8JGq3iciBVip732AEuAkVX0pBdsOJH665iPJ9FWTpFpmtG/M8zJgNfBrIDSPeDIEH/JAYHzMpinYirgTn85Aa2ycAFDVH0TkbWzc6vNNfzPsx/rb4LmPVRxEJBcTkmuKRS35OFXkQcxR+qaIXBvV7mNVkS4iUohd/D/ExAkX4WOVSdYDkdWfIqAbFmWXB+wWllFho6pjwrYhWwlWniV47CYi0eVWc4ERwMoku/2aKhxCIrIOeAi4XFWrK++6w4QoiqbYpK06vok6/psE9k8IERkNTMDs+5YdbVQsajORfm4DLsEcAoUk4Eirpr/zsRTuzkCfYAL/e2CRqv47wW4aA7cA7URkIRZ99RbwVooOi2uxErqbYtobB9sSclAAd2EOivOA76La/4udT1WSTCRQono9IjIseP2XsAjdRsGmrsAYYGSir4m9h0ux6+OHQduPsEnq/Vj0+7MiMkpVn6zGrsuBPwNLsO9v7PmZKHdhJat7Ax9jZZlbYZ/Zr5PoBxEZCLwOLMYm7rcBa4ChQHfgzCT76w1sU9V5wfOhwM+BL4BbVXVbVccH3Ar8FNMmejdoOwxzWuSQXEnu4UAkMOAEbK7RASBRiwAAIABJREFUGku3vA47RxJCRHoCz2PfY8E+gzygFLuHqtsOClWtqvZ3XWFP7CIZe4FcCRxd++bUGVoHf+ONW7tatiXbuBv4DHg/eO5jFUWwGvA+NtHZgHl+PxeRiEPQxwkQkXOwCeDoOJv9nNqRD7GbtbnYas5VwHuBzoSPVeb4EDgU+BJ4EbhdRPpjGhTvV3WgU29Zg01YFDtvYlFsEpkMP8Vu/O9nx4nWOOxGfVfsN2B9ZX1HRQArcLOIRE9uc7FJ22fVGRIdFZPhCJmbsPd4QwJOlqr4GfBTVX06XYNE5BIsXe4WbHIaYQW2QpyQg0JVRwf9dcN0Ww7HJmztRWSBqiabJl6Zk2lfYG0S/RwMHKSq22KyfpYCbRM4vkXM88HYwu3nwfM+2KT07SRsuhG4NFg1Xx/V/haWtpgMXYA/q2r0ZxdxNvRW1ZNF5A/A74EqHRSY8+C8DEQgDgFGqOpcEVFgtapOE5Et2Ht/NYm+xgN3q+q1MWP1CpDKd3Mi5kCZJyJ7Ac9h434B0ByL/K2OM7Gol/9FtS0UkdWYAzIZB8VuWOQnmCPnGVVdJSJPAFcm0Q/Y+5oODACKg7+7AH/DfjuzhqQcFInmYqlqMj8MjlPnEZE7sBv4QxP0rtZH5lH+Y3gq8LCIHB6qRVmGiPTANHEOTSYEsL4SG9ooIh8Ai7DVjg9CMWrn5FJsZRlsItgMOAWYH2xznFiOwCaQb2DnSvR9YQkWpp7sqvl5wK9V9dmotjdEZB5wsaoOEZFVwPVU7vyIRAAL0CuwJdquGVSMrK1NmgOT0nROgE2Iq3W0JMi5wDmq+qKI/DGqfQa2Yp0si4A9MKdyKyxFvKDKI6IIJqER59eiYIIbIRdbBLk/SZvy47R1wNJ2q0RVfxxl2xWYdtvZqroxaGsC/INyh0Ui9AH+F6d9LZCsLsbJmP5XLM9ik9IxwDPAHxLoKweLVkiXRpgTE+w9tcSuJ18C/So7qBIGAr+M016EnV/J0hM7t8HuVT9U1eNE5AgsGiURB8UumIByLAsxR2oyFAN9RKQIi6YYF7Q3xSIfkuEAYIiqbhSRMiBPVWcEzqp7SX7sa4xkIygiHvGq0BT6DYM1WGhL7MnbCjsZnPhExqYV5l0m6nm9HDcRuRM4AzgiCC2P4GMVhaqWYLmOANNF5ADMG39T0ObjBIOw6K4volZycoHBInIu5TeDPlZxUNUNIvIFsDcwOWj2sUqDIF+1J8GKdZDvfV6oRjlZj6pOBRCRzsBSTUXwrCI/Iv4kbzZ24w0W0dO+CruOCOx6CHNqrMuAXZnkcSz95d40+3kQi8K7Ll2DgI7YGMdSSnnqQbUEk6DDscWcNcBU7P2eo6pLkrDnQszBNBFbQY52IpQAX6tqMpFdUzBHa2SSqyLSHHN0vZhEPwAXAUdFnBMAwWTwRmxif1OlR+7IWizS7+uY9v0wUd5k2ISlFyyIaT+M8vSYXOKL4sfyNywqIdmV+1jmYteVrzFH2rkisgyLUliRZF8/ED/VsCflkQfJkEu54/Ioyh1FC0nc4TETOxdiK1teTPKOw4lYZEshNm+NOIh+hI1jMgjln/lq7Bybh51T3ZLsq0ZJ1pFQVWrHMdjAp+v1rRVUtUREpmM5Sk9FbRqKeRKd+CzGbu6HYnljiCnTHgb8NkS7QkFE7gZOx5wTsT8UPlZVkwM0wMcpmsnAJzFtDwFfYZEV8/GxqpRgLHpiedd+XmUAVd0qIs9i45qxXHunfqCqS0Skr4ikLfaH5b2Po+L39xzKnZAtSCC8P5KWEYh1dgU+U9UtSdhSU1yKVbg6CnPG7LBCmqjwI7ZKe2aQPz8rTj8XJWHTImxiHOtEOI746TuV8WdsUnQjFiWSsKhpNKr6MGwXf5yWgWiTS4E3g0ichthksBuWDnhakn01xdJCYselDaaNkSj/BG4TkdMIFn5FZAgW3VOtLkYMdwP3icj+BNdCzKE3BvsswOZwiUycrwf+JyKfYk6r2PMqIY2NwKZIGuYNwMtYCtcWLAIyGZ4DrhWRn0TMEJFOWEpSKvO52cB5IvIC5qCIREy0ozzqozoux8bpaMqjOQ/Czo1jkzFGVW8IFl46AE8Fi31g8+1bkukLe2/9se/0R8DvAsHgc6jowAoXVU3rgeV6vYadVPcALdLts7Ye2MSyBFPK74V9YTYAHcO2LeRxaYqF4g/APG3XBP93CLb/DvNYn4yFoT2BefaahW17LY/TX4F1mIBR66hH06h9fKxsHP6MTQw7YSG2N2M5msf6OFU7dm9hlSj8nKo4NuOxXNbO2GrCC8F3sqOPVUbH+UPg6LDt8EfdewDDMNHJ/wT3iV2C9t8Ak5Psa0TQ1xfApOAxG1tBPS7Y53zgjgT6aoppJ5Rhq5IRu+4HrgtxvH4V2LQqeG+fRz1mJdHPm1U83kjSprOxVe1R2D3yKCyFZiNwehL9HIVNiN8JPrPPsUiRk4E9Uhir3kCPqOdDgcewCWVukn01wkQH/4IJkY4FGqVg0yRgGRZV2yl4nIE5dyYl0U8+Fl2yLTgftgb/P5rsewv6OwMTJV8bPN6L/uyC998wgX7+FNjxMXa9fT76kcZ53xhzgu2ZwrHNMSHKdYFtK4Lxmgo0SaG/wcEYlWGVKSPtN2P6D4n00QFzRtyEOUmeAf4YtHVIdZzSfWApIicH/3cB5kT93hwRll1xbU3jTXbGPHylmLexa9hvJsX3cT4WYrQFEw4ZHLZNYT+wEDyN85gUbBcsbLAIu1mYiqk6h257LY9TvDFSom5ufKy2j8Ok4AK9JfghfA0Y7uOU0Ni9xY4OCh+r8rGIOBxKgpuSZzDRLx+rzI7zsVjI6khgLywHevsjbPv8kb0PzLl1fvD/esodAQOxEoDJ9rcXNlF4Nnj8KZUbfmwSOg1bfNkQZdfxwMwQx2sVprMR+mcXY9c5wTW8LHgsB36ZRn+NMIfFxOC+oDSFPj4Azog6LzZh4fjLgZtDGqdGwbm1mXLnwpagrXEK/XXFdBBOA/ZO4fg8LNIlaQdQJf19RxJOqSr6GQnkZ3jsj8TEJy8nTYc6luaxW0xbJxJchA8++5Zx2vfAKoQkY8tpwLCo59cE5/grWKnkdMdtd0Ay+Vlk4iGBcQkT1Ii+BhPNmQb8TlU/rvoox3Ecx3HqIoGYVoTomwYBVJOsWe/UH0RkI7CPqn4diBv2VytR2RmYo6oNq+mipuxajlWS+jjGrki6R7OQ7PoGOFBV4wnspdJfQyxdQYGFqppICdWq+tsTyFHVVHL7EZGWWLr44cHf7lgq3lRV/WmSfX2HjdV8Efk1cIKqHhERM1TVTkn0tR9WlrV30DQHuFNVZ1R+VJX9NcGcC2DjvrGq/WsSEdkM9FTVrzPQVxEmsjg/zX42YVE0TwGPquq0dG1L057/AqNVdV3wf6Wo6gkJ9FcGtNKYNCYR6Qh8qapNkrDtS+ASVZ0SnKfvYfPwY4BiVU24jGpQEvdiVV0f094EuFcTT9GpcZKt4nEllvv3NXCiqr5cE0Y5juM4jpM17AylxZ1wyKTYHyLSGIt6aInpGG1Hd6zuUR27EV9TpRm2+hkWD2EpFIlqTcRFRPKx6JILsQoZAmwRkXuBKzXFKlGqmmgOfjyb5mAOiZVYNNudwFuqOi/FLjMhZoiIjAIewSrORPo4CPhIRMao6mPVHF/t5DYiep3I5DbY/56qtmtyGiIzMSfV10kcUxl3ApeIyAWa7Ar3jrTCIkPOBKaKyFIsKv8xrajnVgERuSbRF9LEdFu+odz5nrLWUqbKGMfQEROyBCvtPVlVbxWRKVgURTL8HCsnuz6mvRFWmrhuOiiw3LEfsIvK+SJyfrydEv0COo7jOI6T3WhQkcFxUiBjYn+B4Ny/sDDpWBSbACTKx8AJwF1RxwP8H7ZCGRaNgbEiMpz0xC1vwUQHz8Xy88F0oG7GHDuXJWqQiOyGpcodQXzHUMsEu7qL9BwSsWRCzBBMJ+BqVf1TdGNQMvSPmK5FVWRkchtD35jn+ZhQcS6QjLAs2Gd3u4hci6Wy7xDNoarVispGcRim0TAiWNmPPT8Tmv8FK/gPAQ+JSFtMI+NM4AoRmaGqB1TZAfwk5nlH7LsTKV3cFkv5+ZoEnH0aiObG/p8CNVHGeDPmOIXytCgwfa2EIr1EZPfAJgF2E5FoYdlcTN9nZZJ21ShJpXiIyCSqLzOa7ofrOI7jOE4WISJ9sclbupUYnHpEsJI/CZuACJaTn4MJAI5R1YSjFQIl+4+BP6hqYXX7V9PXwdjq4xNYOc4JWBnnHwGHpRrany4i8mYVm1VVj0ywn2Lse/q/mPYRwARVbZOETc9jY/MwNonZYR6gqg8k2ldUn62A1apaVu3OlfcxGKt8tQvwcCQ8XURuBrqr6ikJ9rMRS/FZENPeDRMmTab6Ro0RpOv8A3hHVe9P4riMpegF5XkrJdX5n4gUAD8GrgL6JWnT2djq/89VdWnQ1gFzgDyuqhOrOr4myGQZYxGZjEU4vAtcDXRS1cLAiXmPqvZIoI8yqp6/K3CtqiZaBrfGSVqDwnEcx3Gc+oOIDAP+C7yECa71CvL1f4NN5kaGaqCT9YhIFyytIwf4VFW/SqGPjdjkJVP6DH2wtOWBgV3TgVtV9fNM9B8mIvIDMCA2WkFEemLj3yiJvtZjugNpOW1EJA9LOzkPm3B1D35HbsEcnfel0Gcu0FxVv41q6wRsSlQnI4jAmKyqE2LaxwKnqGpSZSFrEhHZB3hZVfdK4pghVW0PM0Iu0AsZBUScSc9iaR5VOepi+1gMjFTVmTHtA4DnVLVjpuwNAxFpD/wNqwxyd8ThIiJ3YXow1UZVBeeAYGlMp7BjKeYS7PuXltM30ySb4uE4juM4Tv3iRuBSVb0vmKxEeAsrF+k4cQlE2WI5RkQUC11eADyZ4M3xNKAHpjGQrl29scoRPw+eD8NWYY8XkS+TiezIUmYCFwEXxLRfTPI58AuJSetIkeuwVfLRWOpPhI+wktBJOyiCz+nbmLavk+zmJUwvYH+sMgiYBsXJwHUicnJU38nonNQEe2IlchNGVacGESsXYCKgCnwJ3KeqKYX1Bw7HSF9zVHVRksffhkVVtQReBsYB/1XVLSmY0wpzeMXSEBuvOo2qLse+N7HtlyTRx1SAQJx4WTqRS7WFR1A4juM4jlMp2VqJwcl+gvSAw7DUjtlBcx9sNW86ljrQFIvEqXLiHEwU/wjcAXxOxfz3hFf4ReQD4C5VfUJE9gLmYsKN/bCqAldU2UGWE6Q//A8rvxw96W4LHKuq71Z2bJy+hmCh95cBs1N13ojIQiztZGrM70gP4ENV3TWBPjJabSHoM9HJWlLpEOkgIpfGNgFtsGiDN1R1VBJ9HYI5YVYB7wfNgzDnwHBVfb+yY+P01RxLMzkF+05HbHsGKzsbK75YWT/TMG2PJ5PUwIjX13NAF6wU7seY0+RA4AFgsUf4VSTQ/eiACehuR1XfDseiingEheOEjIj8BeijqofXwmtNAvZU1eOD5zlY6NipWC3kI4Ax0ftk+PXfwm5wLsx036kQrOL9RFWfDtsWx8liMlqJwalXTAM2YJOXTbC9EsffsVX+47AKCrdjAnBVEfmdfjDOtmRFMntignVg17+PVPW4IOT8IcoFF+skqvq2iHTHVs17Bs1PYavmyYZyL8BWqGdAeUWKqNdKdNzbAkvitOeR+HwkWpByLQno4lWHqmYiOiTT/CrmeRmwGjs3b06yr/GY1sq5kZXz4N7vfux7d3ASfd2NOfGOoFxM9pCgr7uAXybSiaoeksRrVsdYTB/lPcor8ORgGjPnZPB1QiHQ57gSE73tgAmmbidJvY62WPTSYOy7I+z4HcqakuHuoHCcGiTWIVCLr3s48CbQQncsC3Yx9oMU4TjgbKwm+SLsgv9pzD51HhG5DjhVVfuEbYvj1EEyVonBqXdcDBwZcU4AqOomEbkJeD0ol3cL8FoCfXXOoF0ZKVGZzQSOiCsz0NW/MCHKi4gjkpkEX2ATo69j2k/DommqJabawpgU7dgBERlQXfRObaOqmTzXB2CCtNsjRVS1TETuIPmKICdgeg/vRLW9JSLjgP+QoIMCtmuSHEj8lfxHEu1HVVcDxwUOuYgzbq6qzk+0jyznRuB0zDF1J6ab0wlLkbk6yb7uwpw4vbFok2Ow37sbgF9nxtzM4A4Kx6lHqOr3MU3dgCJVjS6rVkKaiEi+plhn3XGcrOMqrBLDEsx5+WXw959YiT7HqYymWGj6nJj21pTn0q8jgftRVY23+p4qmSpRmTWIyH7AZ8Hkc7+q9k1S8HJ/4EBVnV3tnlVzPfBYkFKTC/wkEO08EytzWC3VpXVEoap6YoL7zhCRT7FKLv+Mc59U1/kec+7FlnftDHyXZF+NiF9KdS2m+ZAQwef+fGCDYJPmPCxtawsWVZUUgUNiZ3FKRHMaFv3ysoiMx4Q/F4rIHGAolsqSKEOAEao6N4ggXq2q00RkC+YIeTXj1qeIOygcpxYJFKdvodzL/DAxIVVi8ZO/xUr6tcXCK29R1ceC7Z2AxVhY6rlYeN3XWEmjV4PtEQXk1UE45sOqOiY6oiP4PyIQppiKb6c4aSCJ2nMmFk43KNj/LwmMRwH2ozgKSzH5ArhKVV8Jth8evJejMfXvvtjkaFz0DZaI/AIT4NoTeB3Lt/yrqoqIjAGujXqfAGer6qTg/91F5CksmmQlcE3kvTmOA4GzcZSIXAPsSxqVGJx6x3+Af4jI5diKHcABwK2YYj/YKmrciUWgO/G8qpZGixXGI0kBw99hJSovw66PkcodJ2CijXWRTzDHz6rg/0gIdyzJpsN8CTRP1zhVfT6IwvoDlrJwLZY28mNVTSSCBuJPjtOlB/ALLNpkvIj8B/hHMpUkMoGI3JPovolUbojiCcq/g9FpGbdg0THJMA24UUTOikrZaoI5n96r8sgduQuLmhkAFAd/d8FSjq+q7uBgrK5Q1Y3VjVuSY5WNtMK+g2DpchGtlpexzzAZGlHugF2L6ZDMD/rvl56ZmcUdFI5Tu/wGm8SfA8zC8kNHUZ4LCyYCdmqwbR424f+7iHyrqi9G7XcT5gg4H/tBf0JEOgLLMAGjZzABsrXAD3FsuRhbEf0FdsNYmfBVovbcjN3s/ZIY8bIqeAjoijk3lmNOgudF5ICYklE3YzeURVgO5OMi0lvNAzEIW/m4ArsZHoI5MyI8iYmyHY+lsoCtKES4Bvh9cPwvgYki8rYG9bQdp74jIiOBF9XKO2akxKNTbzgXE7V8jPJ7zq3AROx6ARZdUVmu+NOUT7qr0gpKatIdaDS0IKZEJbYauamSw7KdzphOQeT/THEVcIeIXEV8cdKERQ6DxYdXUjUkOsUjUwSO1itE5ErgWCzt9WURWY6dpw8HlRRqmr4J7pdsis3lmKNqIuXfwVLMGfD7JPu6FJsYrxCRWUFbX+wec1gS/RyAla7dGIiU5qnqjMCJci/VT5b7Uq7F0I/Kx2RnqASxFFscXIotEA7HnDuDiH9vXxVzsTSYr7FqPueKyDLs/n5FhuzNCF7Fw3FqkDjRCIXYyv5NwfMc7AejUFUPDzzRa4Bh0Tl+Qb3j7oGIVycsYuFcVX0g2N4Om+AfpqrvVqZBEceey4ALVbVTvH2StOcyVb29mvF4i0AkU0S6Al8BnaKdASIyORiP86PexzFRURWHAO8Ce6nqchH5F7Cbqh4T1ceDwDmqKsHz64ijQRFEVPw5otge5ESuwyI0PIrCcQAR2YTdCD2FVTiYFrJJTh0juJZ0DZ4uVNWNYdqzsyMiHbByghVu8kWkQzIO+JgqF9H9CbVY2aK2EJGGwHnYwkgB5lB7FviNqmbVJC4ZAnHa6O9gSo64oJ9RlOs9zAEeV9WEJ8sishbYX62KywLsnuuN4L7wc1VtnIptOyMicjOwQVVvEpFTsaiX5Vg62m2qmrDOjIiMAvJVdVKQBvYyFnm8BfiZqj6V+XeQGh5B4Ti1hIjsguXibi/pFOSKfgjsFTT1xvL4Xo5KRwDzFH8d0+WsqP8jqtwtM2lzkvZ8kmTf+xHks8eogjcA3ojZt7L3uhy7SD4fs/+HJK7evL1vVd0qIqvJ/Dg6Tl2mFRZFdSYwVUSWYvoTj6nq3FAtc+oEgUNiVrU7VoKI5GNRGH8IInmcqlmM3W+sim4UkT2Cbck4FY5I1QgRWQd0UdU1YqVFK10VVdW000jSQUQOxCJKT8cWKv6MRR20wUQEJ2Mr/3WSwCHxebU7VkEgbrtMVe+PaT9XRNqpaqKijbOB/pg4+0fA70RkG3bftiAJe/KxqOGjVPWLRI+rS2hUyWNVfTqI7DkYmK+qLyTZ1+NR/88IFhh7Akt1R0H90HEHheNkF5FyVz/GwrmiiU2b2P48SHWIPj4Me5JdEcvBblYOiNNXrCc+envkBidT7zX2tTWDfTtOnUettv1DwENiZcrOwJwVV4jIDFWtszftTt0g0KAYRh0v/1mLxJYPjNAU2JxMR6o6NQ07fgWsD/7PivLisYjIpVhaR3fgRSw64OWoqhdLReSXVFyUqWm7umOO4XhVLn5Rm7ZEcRbwkzjtM7DvZqIOipuAJsH/VwMvYNGyazAHUUIEvwul7BypHAmhqh8AHyS6v4hMTHC/MM+rCriDwnFqCVX9XkSKgIMIIgQCAcoDMW0FMKGaLUBHVY2NIkiGSCWOdEMvM2VPPCLlTFunKUY1l4qrGgfGPC8hi+o7O05dRVULReQvmH7NVVgklOPUBs8CJ2PlbZ04RAkGKnBzkJ4VIRe7NqZUUjNwTsabLL9d2TGq+nDU05OARzHR07SrhWWQWzAtqomqujJ6Q1Q6zCqSKKGZLiIyAtMR+xQYiAnMdsUiTN+p4tCapiXlOifRrCGJ8ryRlN3g/4VALxHZHfg2XlpSNdyLOcvPVtWtSR6blVQnCBxNAuLALWKeD8ZEaiPRNH2wRblKv8dh4A4Kx6ld7sZ+SOdjPw7nY+GDRWArlWJlhMYHzou3sRWPg4AyVX0wwddZgt2gjBCR54EfVHVDssZm0J54fc8XkceBSSLyG8wDvzsmZLkoCUX2e4B3ReS3WAjmYOxGKJqvgY5Bzt1SYL2qbknVdsepj4jIEdjq4ilB07OYaJrj1AZLgatE5DAspXCHqD1VvSMUq7KLiNCiAL3YsWx4CXadTcrBEzgm/oldWyOVQaInkYk6/zdhlctKReQZTM8mneiMTJGLVe2oNB0mcKg8HO/gGuIG4HpVvTlIjTkLS299lKg04RBYChyGpWZEMxhLua0UsRKxo1V1nVRRLjaIBt6ApYH8Vasv+3oYJo6+QkRmU/F34YRqjs9GqhIEjqZacWBV/XHkfxG5AotQPjuiAxToA/2DNNN/Mo07KByndrkdUySfEDx/FHgcu5GIcDVW7vIyTGV5HbbicWuiL6KqK0TkWiyMbgJWU3pMijanbU8VnI2V9roVaI9VHPmI8jKp1aKq74vIOViZqxuA17AVkT9G7fYMtvL2Olai6WxgUvrmO87Oj4jchqV1tMREtcYB/3Unn1PLjAG+xVT7Y1X+FasWUq9R1SMAROQhrPT4ugx0exdW5as3tpJ/DLZafgPw6yRsOzOYDJ2EpYi9GkSV/gvTs5mdAVtTJSPpMBmkB1aBDCwNtbGqbhaRG7A0lLDO9QeAO8VKxEeiao/CBEWrK3n5DeXjXF252AaYHsVBWOnfqliD3ePtNKhqTaUZX4TpdWx34gSVVG7E7o9vqqHXTRqv4uE4zk6HiNwJHK2qiZbtchynEkRkGiZQ+GQyJQUdxwkXEWnEjpUbki1LiIisBEao6ieB6OX+QQTkCOBqVT0oRdtaYHoD5wI9VbVWF02j0mEuwDR24qXDlKjqIbVpV2BbETaR/FJEvgCuVNXJIrIv8LaqNqttm6Jsuxm4hPJUnxLgblVNtmRpda/TG/hYVZtUsU8O5SKPSUcJ1wWqEiYF2qrqNUn0tR44SVVfi2k/Gng2bKHaaFwIznGcOo+I/FZEBohIt+BH+1xMfdtxnDRR1UNU9W/xnBPBjY3j1Dgick1Q4jC2vZGIJHyTXh8QkQZi5cDXAjOxCiprReTuoIxmMjTCVqkJ+otUufqSipEsidrXEDgSGI6JUy5LpZ806Rs8IukwfaMe3bB0mDEh2AVWiezQ4P8XgduDqNiHCDfFI1JVYk8suuEgrJx9Rp0TAfOwahVVmoNF9LaugdfPFs7CtEhimQH8PMm+nsHErs8QkU7B4wwsxSPRtOpawSMoHMep84jIk5h2xS5YzugDmEfff+AcJ8OISDssTeoXmICuC9A6NU5QhrBNJVoBq/w8LCdQ7h8G/I7yCe0gLBT/tWTU+kXkI+AaVX1ZRCZj+gBXYhU6TlTVvRPsR4ChmI7NSCxt5CksvSM04ccMp8NkBBHpAjRV1VmBU+524BBgPnBpINzpACLyOTBOVUN13NQUIrIZ6K2qi2LauwBfqmrCDscgoup27NqdHzRvxRwUlwWlaLMCd1A4juM4jlMlIpILnIgp2Q/DVmSfBJ5S1cVh2ubUD0SkDGilqqtj2o8G/qWqsWr19ZYglPtkVX01pn0o8EwyodwiMgrIV9VJgdD0y9gK+hbg56r67wT7KQaaAy9hKWMvZlk1j6whcARlY8WTrENEjsUqSl3A/7d390F219Udx9+fRDo8CcWOgFNoQQQhPDQ8yUMYMLQdbcfS1imhyKNWRJuWSocB2oJiVcYqFcESGXQiCAQM6bS0QuoMbbVlikWBlEdHQopGIIFYAhJAA5z+8fvtcLPsZslmd383N+/XzJ299/x+93fPbjI7e8/9fs+B/xm0D6bapvqfHjYRhySnAxdU1dvGcc1tWHfr15r1nd8Fm2RKkqQRJXk78EHgVJru6AtoChSnVNWDXeamzUP7Zrva27IkwydIbAlcOdJzN2NrgMdGiD9G08X/dauq63vu351kN17d979qtOeN4EKMn0bGAAALjUlEQVSagubqDXn9zVS/TjzpRwtpfgfcBbyUZJ3mzf3UV2GcNqYx6YjagsS9E5Pe5HAFhSRJeo0k/0kzI32dP5CTrAV+zQKFpkKS02j6BMynac7XO3bw58Cjg7q8e7yS/BVNf4jThxpjtsu75wMPVNWn1vf8Ea53As2boh0Z1r9uEx3j2PeGTTz5DZpx9P0w8aSvtL8fRjV85cGmaKoak/YTCxSSJOk1krwEXAFcVVUP9MQtUGjKJZlLM8Hgvvbxb9I0iXsA+GxVvdxlfv0kyT8Dx9DsLx/6pHR/mpXT63wSP1aBoR0z/FGa8d+PM2wkZ1W9f2Ky1mi6nnii7rUFqxntw4cGdWrJEP+DS5KkkRxKs73j9iSPAl+j+QRP6sIpwE+A+5LsCvwjzZvtuTS9Df6iw9z6zSqalU+9xtsr5lTgxKpatHEpaTz6ZOJJX0uyE83vhz1oRt+uSjILeHxQeiS12zK+23UeU8UVFJIkaVTtH8jH03T+Popmiff5wFeq6ukuc9PmI8lq4B1V9YMkZwPHVdXsJLOBr1bVbt1mOJiSPAUcUVVLu85lc9GvE0/6UZKDgX+lKcDtS7PCZFmSi4C9qup9Xean8Zk29imSJGlzVVUvVtW1VTUb2Af4HHA2sCLJ4m6z02ZkOs3ea2j6Idza3n8E2KmTjPpckkOSnNAuDyfJNkk2dPX0VcDJE5+d1uMJmhVC2wKnAztX1ZkWJ0Z0CU0/hgNpJssM+SbNaFZtgtziIUmSXpf2U9Tz2yZ876FZVSFNhfuBjyT5Bk2BYmhLxy/TbGlQq13yfjPwDpqeEXsCy4DPAy8Cf7YBl/tF4H1tz497gbW9B6vqrInIWetw4snrdzDN+OvhnsDC5SbLAoUkSdogbUPCm9ubNBXOo/lU+RzgmqFmmcBxwJ2dZdWfLgVWAr8E/KgnfhPwxQ281gxgSXt/72HH3Cc+Carqy13nsAl5AdhhhPjewJNTnIsmiD0oJEmS1PeSTAe26+19kmQ34Pmq8s1IK8lK4Ner6v4kP6WZurMsye7A/VW1TccpShMiyVXAzjR9klbRjNctmuL5v1XV2R2mp3GyB4UkSZL6XlW9PLwxa1U9anHiNbbi1X4dvd5Ms8VDGhTnAG8CngK2Bm4HlgKrgQs6zEsbwRUUkiRJ0oBo+3TcW1V/2a6gOIBmq8dC4OWqmtNpgtIES3IscBDNh+93V9VtHaekjWCBQpIkSRoQSWYA36bpHXEM8A2aEYzbA7Oq6pEO05MmTJKZVbVk7DO1KbFAIUmSJA2QJDsDH6GZcjANuBu4oqqe6DQxaQIleQV4ELgWuL6qftxxSpoAFigkSZIkSZuUJHsBJwEnAm+l6UFxLbCoqp7pMjeNnwUKSZIkaUAk+RNgdVVdNyx+Ms0UlHndZCZNniSH0RQr5gDbAbdU1fHdZqXxsEAhSZIkDYgkS4E/qqpvD4sfBXy1qvbsJjNp8rWFiiuBA6pqetf5aMM5ZlSSJEkaHLsAPxwh/uP2mDRQkuye5IIkD9Fs8/g/4IMdp6VxekPXCUiSJEmaMCuAmcCjw+IHAaumPBtpkiSZS7Ot43DgPmA+sKCqHus0MW0UCxSSJEnS4FgAXJ5kDfCtNjYb+AJwfVdJSZPgPOAG4Myquq/rZDQx7EEhSZIkDYgkWwBfA04AXm7D04CbgFOqam1XuUkTKUmAHYG5wAygaMaOzquqlV3mpvGzQCFJkiQNmCRvAw5sHy6pqoe7zEeaaEmOBP4FeBK4ow0fQVO0eFdV3THac9W/LFBIkiRJAyLJ9lX1zCjH3lpVy6Y6J2kyJLmDpvfEh6vqlTY2jWaKx35VdWSX+Wl8nOIhSZIkDY57kxw9PJjkA8CSDvKRJstM4G+HihMA7f3P8+rqIW1iLFBIkiRJg2MBcFuSi5NMT7JDkr+naZL50Y5zkybSM8DuI8R3B1ZPcS6aIG7xkCRJkgZIknfSNMp8imY//uPASVW1tMu8pImU5AvA8cC5wH+14VnA3wBfr6o/7yo3jZ9jRiVJkqTBcjuwGDgDeIlmj77FCQ2ac4EA83n1fe1a4EvA+V0lpY3jCgpJkiRpQCTZC7gB2AE4HTgGuACYB5xXVT/vLjtp4iXZGtijffhIVT3fZT7aOBYoJEmSpAGRZA3wD8AfV9Wzbeww4Frgxao6oMv8JGl9bJIpSZIkDY4zq+rkoeIEQFX9N81Ugzu7S0uSxmaBQpIkSRoQVXVdkt9KckuSB5Ps2h46kWbrhyT1LQsUkiRJ0oBIchKwEPgBzbjFLdpD02maCkpS37JAIUmSJA2Oc4EzqupsmgkeQ74DzOwmJUl6fSxQSJIkSYNjT+COEeLPAdtNcS6StEEsUEiSJEmD43FgrxHiRwOPTHEukrRBLFBIkiRJg+Mq4PIks9rHuyY5Dfgs8KXu0pKksaWqus5BkiRJ0gRJ8mngbGDLNvQz4JKqurC7rCRpbBYoJEmSpAGTZGtgBs2K6Qer6rmOU5KkMVmgkCRJkiRJnbMHhSRJkiRJ6pwFCkmSJEmS1DkLFJIkSZI2eUluTLKo6zwkjZ8FCkmSJEmdSVJj3K7uOkdJU+MNXScgSZIkabP2lp777wG+PCz2wtSmI6krrqCQJEmS1JmqWjF0A1YPj1XVMwBJDkzyrSQvJPlJkq8keeNo101ySJInk3ysJ/beJPckeTHJsiQXJdmi5/iKJOclmZ/kp0mWJzlrffkn+UyS7yU5Ncn/Jnk2yaIkO/Scc2SS29q8n0nyH0kO7Tm+Zbta5IwktyR5Psn3kxyVZLf2uWuS3JVk/2Gvf3SS29ufy/IkX0yy7Qb8E0h9wwKFJEmSpL6WZDvgm8CTwKHA8cCxwJWjnH8scBvw8ar66zZ2HDAfuBSYAXwIOAX4+LCnnwPcCRwIXAZcluSgMVJ8O/A77e23gSOAi3qOb9u+9izgcOAh4NYk2w+7zoXA1cBM4H7gRpoVJZcCBwFPt9cZ+j4PBhYDC4H9gTnt9Uf8uUj9LlXVdQ6SJEmSRJI/AG6qqgyL/ylNIWHXqnqhjb0buBX41apanuRGmi3sC4BrgDOq6saea9zZXvtzPbE/BOZV1ZvaxyuAxVX1/p5zlgOXVdUlo+T8GWAusHNVrWljnwR+v6r2G+U504BVwIeqalGSLWm2slxUVZ9ozzkE+C4wt6rm9XzPi4E3VtVzSRYCT1XV3J5rHw7cAWxfVc+O8qOW+pI9KCRJkiT1u32Ae4aKE63bgbTHlrexI4HfA95bVf80dGKS0KyI2D9J74qJacBWSXaoqqfb2L3DXvtxYMcx8ls2VJwY6TlJ3gJ8EjimjU8HtgZ+Zdh1el97Zfv1vhFiOwLPAQcDuyQ5reecoeLOHsA9Y+Qt9RULFJIkSZI2Zb1Lwh+m2QbxgSSLq2ptGw9NMeIC4OYRrtG70mDtsGPF2Fvjx3rOApqCxFnAj4Cf0RRYfmE916n1xKb1fL0CmDdCTstHiEl9zQKFJEmSpH73EDAnyVY9qyiOonnD/v2e856i6cPw78DCJHOqam1VvZJkCbBXVS2dysTb1RuzgNOqanEb24WxV2W8HncD+0719yRNFptkSpIkSep31wCvAFcn2S/JbJqVAzdU1TorBapqJTCbpnHlwp4pHZ+gWVnxsST7JtknyZwkF09m4tU0/XsYODXJ3kkOA25gYsanXgy8M8nlSWYm2TPJcUmumIBrS1POAoUkSZKkvtY2e3wXsBNN48hFNKskPjzK+StppnzsDXw9yRZtT4rfBd4NfA/4Ds3Ejh9O+jcApwJvBpYA1wF/BzyxsRetqrto+lrsQ7Nl5B7gU8CKjb221AWneEiSJEmSpM65gkKSJEmSJHXOAoUkSZIkSeqcBQpJkiRJktQ5CxSSJEmSJKlzFigkSZIkSVLnLFBIkiRJkqTOWaCQJEmSJEmds0AhSZIkSZI6Z4FCkiRJkiR17v8B6nM4ZN0ULO4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"C\n",
"# identifiers: 13542128\n",
"# subidentifiers: 918000\n",
"File size: 555799 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Objective-C\n",
"# identifiers: 2497159\n",
"# subidentifiers: 106008\n",
"File size: 126032 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"JavaScript\n",
"# identifiers: 5160118\n",
"# subidentifiers: 373673\n",
"File size: 206903 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python\n",
"# identifiers: 5369217\n",
"# subidentifiers: 437444\n",
"File size: 226556 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"C++\n",
"# identifiers: 10263989\n",
"# subidentifiers: 620168\n",
"File size: 444116 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Go\n",
"# identifiers: 1864216\n",
"# subidentifiers: 131742\n",
"File size: 81093 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"C#\n",
"# identifiers: 4292932\n",
"# subidentifiers: 180729\n",
"File size: 190728 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ruby\n",
"# identifiers: 952457\n",
"# subidentifiers: 82728\n",
"File size: 38285 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"PHP\n",
"# identifiers: 2047665\n",
"# subidentifiers: 143480\n",
"File size: 89477 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shell\n",
"# identifiers: 559203\n",
"# subidentifiers: 83370\n",
"File size: 18917 Kb\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"for dataset_filename in datasets:\n",
" dataset_path = os.path.join(id_datasets_dir, dataset_filename)\n",
" lang, df_ids, df_subids = load_data(dataset_path)\n",
" print_size(lang, dataset_path, df_ids, df_subids)\n",
" plot_like_in_paper(df_ids, df_subids, lang)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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