Skip to content

Instantly share code, notes, and snippets.

@davidmcclure
Created January 7, 2019 13:59
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save davidmcclure/8ca7a33773253d1a1d8e2e412c6845c6 to your computer and use it in GitHub Desktop.
Save davidmcclure/8ca7a33773253d1a1d8e2e412c6845c6 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"from tqdm import tqdm\n",
"from sklearn import preprocessing\n",
"from scipy import stats\n",
"from itertools import combinations\n",
"\n",
"from news_vec.utils import read_json_gz_lines"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import altair as alt\n",
"import seaborn as sns\n",
"\n",
"mpl.style.use('seaborn-muted')\n",
"sns.set(style=\"whitegrid\")\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"154700it [00:00, 380068.39it/s]\n"
]
}
],
"source": [
"df = pd.DataFrame(list(tqdm(read_json_gz_lines('../../data/clf-ts-acc-ova.json/'))))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>acc</th>\n",
" <th>domain</th>\n",
" <th>window</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.630847</td>\n",
" <td>foxnews.com</td>\n",
" <td>83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.638432</td>\n",
" <td>dailycaller.com</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.653603</td>\n",
" <td>foxnews.com</td>\n",
" <td>43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.687737</td>\n",
" <td>wsj.com</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.780025</td>\n",
" <td>buzzfeed.com</td>\n",
" <td>68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>0.710493</td>\n",
" <td>breitbart.com</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>0.738306</td>\n",
" <td>rt.com</td>\n",
" <td>47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>0.729456</td>\n",
" <td>bloomberg.com</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>0.735777</td>\n",
" <td>sputniknews.com</td>\n",
" <td>47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>0.640961</td>\n",
" <td>dailycaller.com</td>\n",
" <td>68</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" acc domain window\n",
"0 0.630847 foxnews.com 83\n",
"1 0.638432 dailycaller.com 9\n",
"2 0.653603 foxnews.com 43\n",
"3 0.687737 wsj.com 54\n",
"4 0.780025 buzzfeed.com 68\n",
"5 0.710493 breitbart.com 54\n",
"6 0.738306 rt.com 47\n",
"7 0.729456 bloomberg.com 64\n",
"8 0.735777 sputniknews.com 47\n",
"9 0.640961 dailycaller.com 68"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"foxnews.com\n",
"LinregressResult(slope=0.0005066095204220417, intercept=0.6082914699392498, rvalue=0.6024311126576416, pvalue=0.0, stderr=7.037021326650503e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dailycaller.com\n",
"LinregressResult(slope=0.000241471535083612, intercept=0.622597472613545, rvalue=0.32696437388115873, pvalue=1.0950920870581432e-225, stderr=7.3171372399418395e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"wsj.com\n",
"LinregressResult(slope=0.0002069867928332538, intercept=0.6686689500225036, rvalue=0.29791590336574675, pvalue=6.770559273257368e-186, stderr=6.953345776424445e-06)\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA4YAAAFFCAYAAACwkPM+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xt8HPV97//X6mpJluW1JF9B5EQOk/aQlNRp0kCgxMa4CbENbXNKo95O6CPtaZtfm0fcBwXT/nKKbQ6/wCE9TXMrvzRJI0KbnIDsGJCFDbHBCQlucowBT7D4VbIt25JWq5Ws6660vz9mVpI1K2lkz87O7r6fjwcPvDNfzXx3dmZ2P/P5XkLJZBIREREREREpXEXZroCIiIiIiIhklwJDERERERGRAqfAUEREREREpMApMBQRERERESlwCgxFREREREQKnAJDERERERGRAqfAUEREREREpMApMBQRERERESlwCgxFREREREQKnAJDERERERGRAqfAUEREREREpMCVZLsCXjp27Fg58CvAOWAiy9URERERERHxWzGwBvjJhg0bxtz+UV4FhlhB4ZFsV0JERERERCTLbgJedFs43wLDcwDXXnstZWVl2a6LiIiIiIiIr8bHx/n5z38OdmzkVr4FhhMAZWVllJeXZ7suIiIiIiIi2bKornUafEZERERERKTAKTAUEREREREpcAoMRURERERECpwCQxERERERkQKnwFBERERERKTAKTAUERERkcCJRCJ85jOfoa+vL9tVESkICgxFREREJHCam5s5ceIEzc3N2a6KSEFQYCgiIiIigRKJRDhw4ADJZJLW1lZlDUV8oMBQRERERAKlubmZyclJACYnJ5U1FPGBAkMRERERCZRDhw6RSCQASCQSHDx4MMs1Esl/CgxFREREJFA2btxISUkJACUlJWzatCnLNRLJfwoMRURERCRQmpqaKCqyfqYWFRXR1NSU5RqJ5L+STG7cMIyPA/cDZcCjpmn+44x11wNfn1G8HoiapnndjDLvAX5kmmZ5JuspIiIiIsFRW1vLbbfdxv79+9myZQsrVqzIdpUKXltbG62trUSjUQDuuusuNm/enOVaiZcyFhgahrEO2A1sAMaAo4ZhPG+a5usApmn+DLjeLlsJ/Bj4kxl/Xwl8ASuoFBEREZEC0tTUREdHh7KFAaMRYvNXJpuS3gocMk2zzzTNIeC7wG/NUfZe4Aemab44Y9kjwKMZrJ+IiIiIBFRtbS2PPPKIsoUBsXnzZh5++GEaGxtpbGxUtjAPZbIp6Vrg3IzX54D3zS5kGMZy4JPAu2Ys2wZUmqb5XcMwFr3jEydOLPpvRERERERkfoODgwAcO3YsyzURr2UyMAylWTaZZlkT8JRpmt0AhmGsxuqXeOvl7vi6666jvFzdEkVExH+RSIQ9e/awc+dOZTpEJO9UV1cDsGHDhizXxHv5cv8eGxu7rERZJpuSngVWz3i9BuhKU+4O4IkZrz8K1AKHDcP4GYBhGD8zDKM6UxUVERHxSnNzMydOnNCE3CIiOabQ79+ZDAyfAzYZhlFvDyTzm8CzMwsYhhHCGpzmh6llpmk+Zppmo2ma15umeb297HrTNAczWFcREZErFolEOHDgAMlkktbWVg3SICKSI3T/zmBgaJrmWWAn8DzwM+Bx0zR/bBjG04ZhvNcuVg+Mm6Y5mql6iEj+ikQifOYznynIm7cEU3NzM5OTVq+JycnJgn3qLCL+0XehN3T/zvAE96ZpPm6a5nWmaV5rmub/Yy/7iGmar9j/7jZNc/UC20jXV1FEpOCbfEjwHDp0iEQiAUAikeDgwYNZrpGI5Dt9F3pD9+8MB4YiIpmiJh8SRBs3bqSkxBrXraSkhE2bNmW5RiL5z8+MWdCyc/ou9I7b+3fQzgEvKTAUkZykJh8SRE1NTRQVWV+tRUVFmphbxAd+ZsyClp3Td6F33N6/g3YOeEmBoYjkJLdNPvL5yZ4ET21tLbfddhuhUIgtW7bk9HDnIpnk1b3Zz4xZELNzav7oHTf37yCeA15SYCgiOcltk498frInwdTU1MR1112nbKHIPLy6N/uZMQtidk7N17210P07iOeAlxQYikhOctPkI9+f7Ekw1dbW8sgjjyhbKDIHL+/NfmbMgpidU/N1by10/w7iOeAlBYYikpPcNPnI9yd7IiK5yMt7s58ZsyBm54LWfL2trY0dO3Zw9913c/fdd7Njxw7a2tqyWicvBfEc8JICQxHJWQs1+cj3J3siIrnIy3uznxmzoGbngth8va+vLy9b6QT1HPCKAkMRyVkLNfnw+smeBrIREblyXt6b/cyYBS07lxKk5uubN2/m4YcfprGxkcbGRh5++GE2b96c7Wp5xstzIIi/KRQYikje8vrJngayERG5cl7fm/3MmAUxOyf+8uocCOJvCgWGIpK3vH6y19raqoFsRESukNeZNz8zZkHKzkl2eHEOBHVwvJJsV0BEJJOampro6Ojw5Mleqk9MPB6nubmZT33qU15UUUSk4Hh1b/ZLW1sbra2tRKNRAMLhMFu2bMmrZpLin3QDMAXhN4UyhiKS17x6unvw4EGSySQAyWSS5557zovqiYgUpFzNvOXroCrir6AOjqfAUETymledu1euXDnva8mOIHbeF5H8k61BVU6dOsUdd9zBW2+9lfF9iX82btxIcXExAMXFxfMOwOTn95wCQxHJa1517u7u7p73tWRHEDvvi4h45aGHHmJ4eJgHH3ww21URDzU1NV3SCmm+JtV+fs8pMBSRvOVl5+5NmzYRCoUACIVC3HrrrV5VMy1lwhYW1M77bujzFZGFnDp1io6ODgA6OjqUNSxAfn/PKTAUkbyVrnP35Wpqarpk3q1MD5igTNjCvPx8/abPV0QW8tBDD13yWlnD/NHc3HzJlC1zfRf4/T2nwNAlPd0V8ZcX15yXnbtra2vZsmULoVCIX//1X8/ogAm5nAnzU1A77y9En6+IuJHKFs71WrLDz98nfn/PKTB0SU93RfzlxTW3cePGS5p/zte52w2/JjbO5UyYnzZu3HhJFvdKP9/5tLW1sWPHDu6++27uvvtu2traLntb+nxFxI1rrrlm3tdi3ZtT9+UdO3akvTd7ef+G+X+fzN7XXHVy+/3l5/ccKDB0RU93Rfzl1TX3kY985JLO3bfffruX1cyYbGTCcrFVRFNT0yVNcfyYD82LoepzNdMpIv665557Lnl97733Zqkmweb2vuzF/dvt75OF9uX2+8vv7zlNcO9CUCehFMlXXl1zTz/9NKFQiGQySSgUYv/+/Vd07c58SpjJe8DGjRt59tlnSSQSvjwhBP/em5dqa2u57bbb2L9/P1u2bLns5r1tbW088cQTwNyTVm/evJnNmzezY8eOqdeXKxufr+SfIE647mWd3FyX+W79+vVcc801dHR0cM011/D2t789Y/vy83i7OU/cnkubN2+mtbUVgIcffjjt/tzcv93ub6HfJ7P3NVed3Hx/pepUWlrK+Pg4v/iLv+goN1e9b7755rT7XYgyhi7o6a6Iv7y65g4dOnRJxvBKrl0/Ww74/YQwl1tFeNW8189Jq7OR6ZT8FcQJ172qUxDfm9/uueceKisrfckW+n283ewvaHXyMiZw+/01OTlJUVERH/jAB+Ys49VxUsbQBT3dFfGXV9ecl9euny0HvMqEuZXLrSJqa2t55JFH0q7z8omzl9x+vpFIhD179rBz586MnwPiTpA+E7eZCT95WSevrssgZlYXY/369Tz11FMZ34+f90E354nf57fb/Xn5u2K+7690dbrzzjtd13tsbOyy6qSMoQt6uiviL6+uOS+vXb9bDvg10A3kf6uIIGYd3Hy+GvQsePSZ5K4g3gck9+R7TKDA0IXU091QKOTL03uRQufVNefltXvDDTdc8vrGG29MWy4XB3Hxe9Qzv2zevJmHH36YxsZGGhsbefjhhwOTJUg9KZ4vW5irzXvzlT6T3BTk+4DknnyPCdSU1KWmpiY6Ojry7smASFB5dc35fe16NYiLn4PBNDU1ceDAASA/n4Dmolxu3hskXg5yoc/EG7netDNIdCyzI59jAmUMXVro6a7XvMo65GL2QgTcXXNuzm+vrt2jR49e8vqll15KWx8vMgp+Zyby/QloLsr35r1+82KQC30m3lLTTu/oWPrL75jAT8oYBlQuZh0k9+T600Y/z++NGzfyzDPPMDExQXFxcdrmll5lFLKRmcjnJ6B+8fJ68nPQs1y/D8zHy0EuNBCdN4I4aE6u0rH0Vz7fK1MymjE0DOPjhmG8bhjGKcMw/mzWuusNw/jZjP/OGoZxwl53o2EYP7GXHzQM45pM1jNocjXrILkrF582+n1+NzU1UVxcDEBxcXHaAMrLaTb8zkzk8xNQv3lxPWVjgINcvA/4Kd8HnRARd/L5XpmxwNAwjHXAbuCDwC8BnzQM4xdT603T/Jlpmtebpnk9cAMQBf7EXt0M3G2vawb+V6bqGUTpsgXZ3I7kr1zulO/V+d3W1saOHTu4++67ufvuu2lra0tbzk1zS68GccnXwWDynZfXk5/Ne3P1PjD72t2xY8ec168X1ORapLDl6r1yMTKZMbwVOGSaZp9pmkPAd4HfmqPsvcAPTNN80TCMcuB+0zSP2+uOAw0ZrGfg5HLWQcQvXp/fbp4ALjTFgJfTbMwMepWZKEx+TlmSy/x8eq/PRETyWSYDw7XAuRmvzwFXzS5kGMZy4JPAfwcwTXPMNM1v2euKgM8CmZ/ZM0CUdfCWBuDJT16d37OfAM739G+h5pbKKIiX1Lx3ftl4ep+rA9GJiLiRycFnQmmWTaZZ1gQ8ZZpm98yFhmGUAd/AquOexez4xIkTiykeOO9617t49tlnL3l97Nixy9rO/v37AZiYmLjs7eS6p556ihMnTvDoo49yxx13ZLs6C/r3f/93XnnlFS5evAjA0qVLee9738sv//IvZ2yfg4ODADl1fnh1naR4dQze9a538dprr11RfZ566tJnYbl07r7wwgvA3Oft7PP7lltuWbDMlV4Dbj5bt5//lW4rG9e3W7l4HwDvPt8gvn83319BrHcQPxOvrksv6uTmPrgYXh0nv+6D2SgT1Dq54ef+MhkYngVumvF6DdCVptwdzAr8DMNYCuwFIsB20zTji9nxddddR3l5+eJqGzCvvvoq+/fv58Mf/jC33HLLZW0jEokQCoVIJpOEQiHe/e53F9yT50gkwk9/+lOSySQ//elP+fSnPx34Y9DX14dpmnR3W89K1qxZw9ve9jY2bNiQsX1WV1cDZHQfmeDFdZLi5TH40Ic+dEV//8ADD1zSlPTVV1/lgQceuOJ6ZVpfXx/Dw8PA3Oft7PPbTZkrvQbcfLZuP/8r3VY2rm+3cvU+4NXnG7T37/b7K2j1hmB+Jl5dl17Uyc19cDG8Ok5+3QezUSaodXLjcvY3NjZ2WYmyTAaGzwGfNQyjHhgCfhOryegUwzBCwAbgh7P+9lvAKeCPTdNMZrCOgTXf0PGLmYw3FLISt6FQqCCnrMjFCYk1/LR7fk2x4PcQ1UEbFt/t+9+8eTOtra3A3Oft7PM73THM52vAy/fW1tbGE088AeTWsOm5Wm+/efX9lc/He/a96a677rqs9+b3denmPlgIUyNI8GSsj6FpmmeBncDzwM+Ax03T/LFhGE8bhvFeu1g9MG6a5mjq7wzDeA+wHbgR+Kk9ZcXTmapnULnpx+BmMt6JiQnAakpaiIPPaACe/OZ3fx+/BrkI6rD4+TxEd67K1c8kV+vtJy+/v/L9eAft/XlZn6C9N8lvGZ3g3jTNx4HHZy37yIx/dwOrZ63/Ken7J2ZVJBJhz5497Ny5M+tNETUZr3s6BsHi9xNQr56Uu7nm3Lw3t+//3//93yktLWV8fJzq6mqOHTuW1afE+ZzBy2VuMrReZVS85Kbe4t33Vz4fbzeZN795dbx135VsyOgE9/mkubmZEydO5NRcgEHNOvhJxyCY/HwC6vfTVjf7c1NmcnKSoqIiVq5c6WX1pEAp65B79P0lIn7LaMYwX0QiEQ4cOEAymaS1tZWmpqasZw3dSA2dv3///oIdOl/HIFj8fgLq55NyN+/N7fvP5yf84q8gZlTEHX1/iYjfFBi6kIsDmKT4NTiHVzLR1DDXjoEsTJ3yRaQQBOn7S/ddkfynpqQu5PIAJrk6QbKXzZ5y9RjIwtQ8TkTyWRC/v3TfFclfyhi6oAFM/KPO1rnLq6fJbraj88Q7ygKIGzpPRPddkfynjKEL6gAu4p5XT5P1VNpfOt7ihs4TEZH8pYyhC246gAdxSHApbH4/4ffqabKeSntH2VfxildTtuQ7N78FdJxEJKgUGLrktgO4nqRK0KTOyXA4nOWaSLboHBA/6Xxz91tAx0lEgkaBoUupDuBzKYQhwSORCHv27GHnzp2B6ggv6SkTJDoHxE8639z9FtBxEpGgUmDoo1xvPtLc3MyJEydyaroOkXyl5usi/mpra+OJJ54Acu/7eyG6n4gIaPCZrMjFzvuRSIQDBw6QTCZpbW3NufqL5KtcvJ+I5Kp8v97y/f2JyPyUMfRRLjcfaW5uZnJyEoDJyUlH1tDvbKibJ7e5nqGdTz6/N3GnEJqvzyefr4F8fm+5bPPmzbS2tgK59f3tRqHfT0T8FOR7vDKG4sqhQ4dIJBIAJBIJDh48mLacn08b3e4rn5+A5vN7E3Ejn6+BfH5vIiKFLoj3eGUMZUFtbW0sWbKE4eHhqWXXXnvtJWX8zoa6eXLrZ51ydWoIt/K5b43kplxugbGQfH5vbqnPm4g3gpydKlRBvscrMBRXVq1aNfVUIxQK8YEPfCDLNQqmfB5+PJ/fm4gEU9CepovkKn2HixsKDNE0DAtJPdm466676Ovr46Mf/Sh33nlntqsVKEF++uOFfO5bIyLBoz5vIt7I998n4q28DQwXkzov5GkYFtNcZ9WqVYyNjdHU1ORnFUVEREREJMPyfvCZhTp2ahoGi5sOsKWlpTQ2NiqrKiIiIiKSZ/I2Y+g2db7QNAy5ym3G1M/mOuoALSIiIiISTHmfMVyI22kYclUQh8INYp1ERERERApZ3mYM3dq4cSPPPvssiUSCkpISNm3alNX6eJVVC2Jn4yDWyQ0vM52a9kFERBaiFjYikg0FnzFsamqiqMg6DEVFRYEZWEVZteDx6jPRZysiIm7o+0JE/FTwGcPa2lpuu+029u/fz5YtWxwDq+T7xOWFzs3n6+VnomkfRERkIfotICLZUPCBIVhZw46OjnmzhZoYNL/p8xURERGRQqbAECtr+Mgjj6Rdp6d2+U2fr4iIiIhIgQeG6twtIiIikn++9KUv0d7ePvU69e/Ug+DGxkb+23/7b1mpm0hQFXRgmKJmhCIiIiL5o729HfONU6xacQ0A5cXLAOi/EOdCX0c2qyYSWAUdGKoZoYiIiEh+WrXiGn53y/2O5d9q3ZWF2ogEX0YDQ8MwPg7cD5QBj5qm+Y8z1l0PfH1G8XogaprmdYZhNADfAlYCJtBkmubFTNZVRERERESkUGUsMDQMYx2wG9gAjAFHDcN43jTN1wFM0/wZcL1dthL4MfAn9p9/EfiiaZpPGIbxN8DfAPdkqq4iIiIiIrlgof6TkLt9KL18b+pnuniZzBjeChwyTbMPwDCM7wK/BfxdmrL3Aj8wTfNFwzBKgZuBO+x1Xwd+gAJDERERESlw7e3tvPn6Ka5e1gBANVb/ydEz4wCcHujMWt2uVHt7O6de/zkNy9YAsIwKAMbPDALQOXBukdsyaVi22t7WEntbMToHzntZ7byRycBwLTDz0zsHvG92IcMwlgOfBN5lL6oDBkzTTMz4u6sWs+MTJ05M/Xtw0DqRjh07Nmd5r8r4vb9Cr3c+v7cg1kn1Dl6ZINZJ9Q5emSDWSfUOXpkg1ulK6m0tWzLv38zebhDq7abM4OAgVy9r4K/ef1/av/ncy3sc7y8I9XZTZnBwkIZla9j5q59M+ze7f/RV1+/N2tZqdt7wB87tHP1G1s8Bv4+3G5kMDENplk2mWdYEPGWaZvci/25O1113HeXl5QBUV1cDsGHDhjnLe1XG7/0Ver3z+b0FsU6qd/DKBLFOqnfwygSxTqp38MoEsU5zlZndRLC72/oJ+e1vfxuwmghWV1fTPxyfd9uzt+tVnWbXJ1Wn2c0WL3d/1dXVjMbG5/ybVJnZf3M5+7rccunKLPS5gRXglFO94P7dvLfq6mrGYzHX25lvW9kqc7nbGhsbuyRR5lYmA8OzwE0zXq8ButKUuwPYM+N1D7DMMIxi0zQn5vk7ERERESkw7e3tmCdPsTI1FUWJ1ZQy2h2nO0tTUbS3t/PzN06xdnkDlUVWfS6es4K3rv7cbdoJ3vXVm24muhaAZVQCMH7GGl+yc6CLUHkxlM8fGErmZDIwfA74rGEY9cAQ8JtYTUanGIYRwhqc5oepZaZpxg3DOAL8NvA48PvAMxmsp4iIiIgEwMwgZK6BRwBWrriGuz7snIriiWfcT0Xh9SAua5c38Ce3OOv05Rdye3oMK6B7k4Zqq2fXsuRSAMZPj9A5eGZR22pYtpad7//TtOt2v/xFTo9dcLUdt+fJYraTbluFNkBNxgJD0zTPGoaxE3gea7qKx0zT/LFhGE8Df2ua5itYU1SMm6Y5OuvP/xT4hmEY9wOdwO9kqp4iIiIiEgzt7e2cPHmK+hXXUGZnAiPdVpPQHo+zge3t7ZhvnGJ12Mo8LrEzfbHz1v7OR7OTfQyihuqruO9XPu1Yvucnj2ahNjOzj6tnDFAzALCogWWmB6hZBcAyyu1t9dM54C5IzScZncfQNM3HsbJ+M5d9ZMa/u4HVaf6uA7glk3UTERH/6KmsSGFzm50DqF9xDR+7/W8c2/jO/gc8r9fq8DX819ucWT6Afz6wi66urkvqmOns1Mzl85Xxip+ZN681LFvNzg98wrF89w+/tsjtrGLnDb/r3M7RbwHuzt2hoSGqqqrmLZML33MZDQxFRETA+pI8fvJ1QrXWE/mk/e3zas8ZkpGBrNTJzQ+ioH+Ji+SKVCawrtbKzpXa2cDeHis71xsJZnZuZGSEn79xijVha2qICjurOHje6j94Luq+/2CqH+K6GmtbVSFrW0Nd45yNTW/nzddPcZVdZqldZuTsOGdi3vdVnG4mejXLklbfvvHTVkO+zsHTi9zOz2moXgfAsmSVva0hOgfPelxrf01lFWtWArAsZGcVz0YB6Ix1EyovITmWoKGm3i5TZpfps8v0+F3ty6LAUEREfBGqXUbJ9l91LE+0/CgLtUkFq28Qql1OsqQIgFd7rFmWkpH+rNRJJJ/V1V7DHVudmUCAp/Z5nw30yppwA3+0KX1W8bGDi+s/uK6mgT+/eadj+RcO757691U1Dfzljc4yn39pt2OZFxqqr+a+9/6VY/meVz63yO2s4773f8q5nZf/4bLrFhQNNSu5/4b0Pdt2Hf02p0f7aKip5/4b/0v6Mi/9Wyar5xkFhiIiUrBCtcsp3bbJsTy+92AWaiMiIpI9RdmugIiIiIiIiGSXMoYiknfUd0y8okFzRBbmZnCOrq4uykrrfa+bSJB49ftkoWvuF37hF7j++usXXT8FhiKSd9rb23nt5HEqa2HCvsv9fz3HARiOZLFiknOm+yGGAWb0RTxPMhLNZtVEAiM1sMwKe2CZEntgmW57YJm+SAelpSHKSrNWRZFAsAayOUlDTf2MAWqsHyaLGaBmejsrAFgWKrG31U1nrI+qqioFhiIiKZW18M6POlvLn/z+ZBZqk9+8Gu48qHUK1YYp3bbZsTy+t82xr/n2p8yi+MnvlhMraq/h9m3pB5bZv/cBBge8H1FT5ublNBvirYaaeu7/4G84lu968XuA+6k/GmpWcP9NH3Vu58j3L7tuCgxFROSKTE9FUU2yJAnAqz3WMOfJyGAW6+TPiKPT+7Ke3CZLiu39XbD31+fp/kTcaG9v5/WTp6iuayBZamXwTvdaUywM9ipIy3cjIyOcev0UDUutaS+WJa1zYLzTOgc6L+ocCKrpbGAdAMtCVqp9/GwvnbHejO5bgaGIiFyxUG01Jdt/xbE80fKTLNTGEqpdTsm2WxzLE3tfyMC+VlC6dUvadfF9rZ7vT8SN6roG3r/9Psfyl1v2ZKE24reGpQ3c+95706578JUHfa6NLEZDTR33f3C7Y/muF1syul8FhiIiIhnmtlmXmpuKn9w2WXNTJmii0SjdfRG+1eqcZ/BCXwfJslrC4XAWaiYSXAoMRSTjgtgHS6NNip9GRkY4fvLkjOam1tfvqz3d1ussNDfVNSDt7e28cfIUNbVWc8OQPWhMV884sch0U8M3Tp4ibA8sU2SXOd8TJxrp8LnGIpJJCgxFJOPa29t5/Y3jVFu/iUlaXbA4fcEaKXQwC12w2tvbOXHyOEtqrdcJ+254quc4o4sYuTSIQa8Ek9Xc9MNp18X3PeNzbVJ9I08SqrWmEEiWWCPkvdoTIRlxPzqe5Laa2gZu3r7Tsfxwy+6pf4drr2Hz9vsdZdpanNm4oAiHw4TGl/K7W5z1/lbrLpaHNUSqyGwKDEXEF9Ur4P0fDqVd9/IzSZ9rY1lSC2/f5hy59K291silbufm6h3opdjqI86k/VvjtV4r6J3IbD9xkSsSqq2nfKtzdLyxfd/LQm0kn8XjcXojHTy174G063sjHRSXqHmnSDYpMBSRnOLn1Ajt7e28evI4ZXbQN2EHfaYd9I33QmVpFcV1sPROZ4AJcPFJZ5CZS1lFP4+3sq/u5Oq55JVcbQLrZb2DOEWMiBfi8TgdY+fY/aOvpl3fMXCOumhCDxAyRIGhiOSU1OT1VSumJ6//j24rUBvKQJPUsjpYsz190HeuZRJi7rZjNds7DnXFUGoFi8d7X7NW9k54UdWMSE1FQd1SKLUyu8dTQ933XszIvkK1NQAkS6wM86s9Z63XEZcHO89NNwGtndFX0Wr6mYwsoh10jrLev0lR7WoAkiVLADjRE2Mycj6bVZuX9aDpTUprrwZgoqQagJM9o8Qjpxe9rddOvklVXQMTpdZ2/qN3DIChgE5FUVpaSs2yBu7Ymn6uw6f2PUDY5+ad0WiU7miEfz6Qvkns+WgHyVDC1zriGx+oAAAgAElEQVS5EY1G6R3o5XMvpx9d9vRABxNFE6DWsrJICgxF5Iq4HdVuIYuZjLdqBbz7dmez1OP7s9Mk1bW6YorvrHYsnnjSmuvPbRbAi6yD2+ycVe+llGx/j2MbiZafLrifxQrV1lCy/ca06xItL2nSZluotpbSrVsdy+P79nm6Hy+zuF6d3wBFtaup3PaHjn0M7/36ouo9c51X722+epfWXk3d9r9y/H1vy+cW3MdsVXUNvHu7cyqC4y35Pw1BNBqlOxLhiWecAV13pANK/W+SGo1G6env5csvOOvU1d9B/ZI6ZblcKC0t5erylez81U+mXb/7R1+lLOz8HhVvKDAUkSuSGlimxh5YJmQPLHP2wnFii8jgjYyM8PrJ4yxNDVBj35067WzgxQKYI9zKhJyAujIotbKIx3t/bq20J6YG7DJWloTShF3uFPSOLnJfr0Fdlb2d1P7+w97f0OW/kQyyRvd8I01Wsct6rayip1LZyaJZA9Sc6LEyk5OLGKRmOtO3kmRJub2dqL2d7qlyVplV9v5S5fqZjFxY5L5+TrGdVZwsqQDgtZ4BACZmZBatcmuZLKm0y1y0y3Qtan+vnnyT4tqr7P0tBeD1nhEmImdcb0f8FQ6HKRpbyn+9zTlADcA/H9hF71DwMrDhcJiKoSr+6v3OOSoBPvfyHs6OLS4LLQIKDEUKlpf9lGpWwA2/7szgHX12cRm8pStgw0fSD1Bz7OmAZwO9UldG8Z1rHIsnnjw3o8wSSu54u6NM4qm3FrmvKkq2vyvtqkTLq4vblo9CtTWUbLs57brE3sM+1yb/FdXWU771Y2nXje37ziK3tZIlWz/uWD667/EZZVZRse33HGVG9v7LovZVXLuaym1/lHbd8N7HZpRbS9W2P3aUGdr7lUXu7yqqt/+lY/lgy+ddb2NRmfwCFg6HIb6Uuz7sDOieeGaX701SU3UqHa3iT25x1unLL+xiabjM9zqJN6LRKL2xbnYd/Xba9R2xbiaKkrDE54plgAJDkTzj9odFe3s7b7xxnOVhKLK70J07b2Xn+qP+1VdEvOdVE2/xf8CrEyffpKLOmlcwbvcfbLf7D44EtP+gl6LRKD2RCN/Z7xy9tCfSQVEWmonms2g0Su9gL3tecTZn7hg8TV00mE1grX6W3ez+4dcc66wBaiZc1XtqO0e/lWY7F6iLFshDaZsCQ5E8kwr4UvfDVNB33g76ojOCvuVh+NBtzgzd8wcK60Yokm+mB6ixhtRNllgZlFd7eklGNIfKYkw3S13HZInV9Pq1Hqup9UTkrOf7q6hroHH7Penr0vKQ5/sTyVfTQd83HOs6Bs5TF510tZ1wOEzVMNx/w++kXb/r6Lc5PZof/V0UGIr4wO/h5cNhuHVz+nXPtbnfjoZEF/GXl9dcqLaOsq3bHcvH97VcYS0LT3HtOpZu+3PH8ot7v5CF2uS3cDjMZHwpH7vdOXrpd/b7P3JpPB7nXLSDxw6mH7n0XLSDRLl3WTWr2WIvn39pt2PdmVgHdZXeZvDC4TBVFyu4773OQZH2vPI5ysLu2kdamcce9rz8D451HYNnqYta/ZR7B3rY/fIX026jY6CLiaJJKHdZ76Fidn7gE451u3/4NcrCy4hGF27+ZG0nxM4bfte5naPfoiy8fOHK5BEFhiI+aG9v5+Qbx6kNQ4mdweuxM3iRADfbTGUfa1ZMDyrTdcGq92IGlhERd6YzfStmTEVhDcySjOiiExFxywr6ith5wx841u0++g3KwjVZqFWwKTDMIZr8ObfVhmHbJud8eHsPOidAh7n7BC10DnR1dU01H/VCzQq4OU1z08NqbiqSEaHaFZRuvd2xPL5vfxZq445aF0i+Ki0tZWXV1fzRpvQjlz52cBfVHg4sEw6HWTJcxV/euNOx7vMv7abC5b7i8Tgdox08+Er66Us6Bjtc9x+c6of4k0fTbOfM1HaqLpZx3/s/5Siz5+V/oCxsNcOuGipl5/v/NO1+dr/8RU6PuR99WLynwDCHtLe38+brJ2iosYbdrg7FARg7a30Jd8ZGslY3uXKprOIK+x6dyix2nz9O34ys4hszyhTbZS7Y2ce+KJSVVVFV5VOlRUSYORVF/YwpLawM52KmtBARkexRYJhjGmoquPeDzmHqAR58cZFD1ftEmU73VoTh9jRZxf0HJy8ps+XW9FM6tD6X5GIwp58TkTxnTWvx247lY/v+NQu1ESlspaWlXF15Nfe+99606x985UHKXGYfrWzgEu77lU871u35yaOUhSuuqK4SHAoMJePa29v5+RvHWVNjBTMVIasJ4mCXNU/auZj12u8BWiQ3RaNRhiJwfL+zKetQBKKlVnp1OAInv+8ccWw4AtGSaCCH3/aKm4cxXV1doGm1RERErlg8HqdjrJtdL/1b2vUdsW7qKq3fwb2xHna9+L00ZXqoqyxy37w3FmHXke+n2U6EotiKRb4DiwJD8cWamhCfvDn9r9CvHh4HpgPI1TWhqeBxwA4ez8fUn03ELatZ32tQZz/FLU0AcLzXblXQO0JV6RIoK85SDfNLNBolGekjvq817fpkpI846bP8IiIiQZHRwNAwjI8D92M9l37UNM1/nLXeAL4ChIHzwF2maUYNw3gb8E1gGdAP/IFpmh2ZrKtcHreZiWqX21tdE+ITv+YcivprP4h7VievM48adMFf4XCYWPw0777d+UP7+P7k1JO2/sRp3vlRZ7Pck9+fJBwOE41GGY3AW3udWcXRfMgq1lVQcsc7065KPHUSfH7YYgVPAyRafuRYl4wMeH68rf31k9j7Qpr99RMtWeLr5zsxMUEyEiG+75m065ORCNGS0tw+56RgRaNRIpEI+/c6J6UHiEQ6CJHwuVYi/iktLeXqJWHuv/G/pF2/66V/o8y+v1cNT3L/B3/DWebF71Fm/z7pjfWy60Xn1EIdsV7qKovtuRXj3H/TR53bOfJ9amoub8TVjAWGhmGsA3YDG4Ax4KhhGM+bpvm6vT4E7AX+wjTNZw3D+B/AXwP3AA8A3zZN80uGYXzK3o5zghHJulSWb53dTLTKzvQN2Zm+s7EkxWVVVPvY/Ly9vR3zjeOsWm7VqbzIqlP/uVe50O/9j+HUoDF1y6HUjkN6z1mDwfT2e747EQmYcDjMmcQ4pVu3pF0f39dKcSTKBGr5IP6JRqMM9vbycssex7rB3g6ixd7OhyciuS+TGcNbgUOmafYBGIbxXeC3gL+z1/8yMGSa5rP26z1AahbJYqxsIUAVkNPDbfqdwfLbupoQf3pT+tlIv3hkjPMefnpus3Orlodo+pDz9G5+PuHYznzbcvu51C2H39jkbJb3vYMTrv5e/BcOh4kkTvP2bc6s4lt7J/WDyWNW8DREyfZfdaxLtPzI8+Nt7W+Ukm23OPe39wXX+7Myj1Hie9sc65KRKNGSclfbKi0tJb6smtKtH067Pr7vGZ1zkrPC4TDxxFJu3+aclB5g/94HGBzo9LlWwRONRunp7+ULh52T15/t76C+QsG62IP9DE9w/we3O9bterFlKvOYCZkMDNcC52a8Pge8b8br9cB5wzC+AbwHeBVITX7yN1gZxv8LqxnqBzJYz4xrb2/n1Buv01CzFIBldlZtvKuTztjFbFYt56SygauXh1hiZwJj5+x+iIvIBqa2U28/iiizY4M+O9PX0281gXUTPEphi8fjTPTCxSedTVIBJnohWhy8ZqnxeBx6R0m0vJq+QO+Q63pbwdMgiZafONYlI4O53yxXJAeFw2EuTlTx/u33Oda93LKHcLiMaDRKf6SXwy3OQKU/0kFFSR0A0UiEtpZdjjLRSAflJbW6vkXyhOvA0DCMm03TPGwYxgrgZtM0n1rgT9L1tJ/5y6kEuMXe1iuGYTwA/E/gD4FvAJ80TbPFMIzfBJ40DOPdpmm6+uV/3333cfGiFXCdO2fFpn/8x388tX7NmjVs3bp16vXg4CAAx44dm3ObbsrMVW5wcJCGmqXsvGmDo/zuI8cYHBzks5/97FRd56p3JBJhjbP7nWP/s/d9ufV2U2ZwcJCF5lKfmFg4a5batpsyq5eH+P1bnAfimy/EF7Wd+uVw18b0l8AThxL0Dl7kZJrgMTIjeFzM/vwoA94fbz/KgFXvBU7vQNY7mUymv9vNMDIyQknJ/LfbXK73yMj8zQK8ev/g//ldUlJCqDZM6bbNjvXxvW2UlJS42lYuXpduP5Og1Wnx9Z77QpguM/c33XSZuc/x6TJz3+Wmy8w/XLCbctNl0rfmSZVxc+0uZPr6XjJvucVdA3Nvy88ysLh6hxY43iUlJaxbfg1/frNz8vovHN7NZMmYVW6B7QCUzlNmqt4ufjMClLs4L8tdnN/lLq6T8gW+eBZzvOc7An6WgeDVOxUHLZarwNAwjN3ADcCHgErgrw3DuM40Tefjo2lngZtmvF4DdM14fR540zTNV+zX3wa+axhGPfBO0zRbAEzT/N+GYXwZqANczZLbe/48y5PWyRm2J9pdMjgMQEesj+rqajZsmA7SqqutoVFmLoNLmxt2d3dblfz2t6fWp7JFM7NKs8s1NjZSXV3N+OCMGcpnqa6u5uLFi1w43UlDTZVdb2td+UAEgM7YEKHyJQte5G7fW7q/W6hcujLV1dUMLfAdXFy88MiHqW0PzLOtVJn5kqypMv0uyvQtcM0UFxdTWw0fmyN4/M6hxNS2xlzsb3Se+QVTZUZclBleYJ7CxRzv+eY8TJWxL515ywy4KNM/TxmAyclJBiNw7On0z38GI1C9OmE1AZ3nt0pqf72jC5e5sECZaDTKeC+ca0mfDRzvhdJQiOI6WHpn+i/Ei09OsrZurfVibOE6MXbORZkLLsrMf7ssKysjXlNMyfZ3pV2faHl1Rr3nv39VV1cTKZ2gZPuvpNnOT1hbb29nNLZwvUcH5q335OSkPajM4bTrk5F+EqsqrAzG6NwX5vT+3JSZ+0KZLjP/Cb6Y65LRuU/w6TJzn7zTZeY+4VLndzLSw9g+57DpyUgPiVWr7OMYcVnvPhdl5j+XrDJzd86eLnPl55L358D8n1s0GiUeOU9vy+cc6+OR0yRWWc0Iu8fmuVHM2NZQ73mOtzzoWD/U20mNva3+sfF5t1NdXQ2l49y83RmoHG7Zzdp66zdUUWmczdvvd5Rpa9nF6nrrh8nI6PyDxBUXF9Mb6eCpfdYANcPD1udcWWk9fe2NdPDOd64HIDIy97ZSxzvqoox55hTfarV+ql4csfa3tGI5F/o6MFatnyrzzwecZQDORzsocTF689R36sX5jzfA0ODCZUYGFi4zGpu7DCzunjPev/D9ZLx/4fvSeP/C18n4Ai3lFlXv2NzX+HSZhe8V47GF7zmnTpvsOmr9to+NWe+zptz6zd4Z66a4fOGQamp/A3PfU6fLzH//tsrM/ZksXbp0wfqk4zZjuB2ruSemaZ4xDOPXgGPAfIHhc8Bn7UBvCPhN4JMz1h8F6g3D+CXTNP8PsNXeZi8wahjGB03TfNEwjBuBQdM0XQWFAOuql/PpX0rf+nTXkfTDiadjNQF9g2tqalgWsp5wxLus2LZjxolmNRO1ukQusx+EjHedoXOeEzadhpoq7rvpP6ddt+fIa5wedddfTfMBStBEo1EG++DlZ+YI+vogOTkx30N5Ec+lRi6N7z3oWJeNkUuDKBqNMhnpYWzfd9Kun4z0EC1xN++WFLaKigoaG9dOvW5vt34j1dXX2/9fT2Nj4yUP26/E7K4eEXt/V62qZ/mq9Wm7gvTaZdattupUs3q9NeerFLTZ58pAu/UQrH7dVQCsXxe2zpM8GF/MbWBYaprmzEcz41zaLNTBNM2zhmHsBJ7Hau/wmGmaPzYM42ngb+3mo3cC/2QYRhVwBvg90zSThmH8BvAPhmFUAINYQWVWXFNTw/03/5pj+a7DP5j6d0PNMu6/+YY0ZY5mtG5zaW9v583XX6WhppTqkBVMjp09CUBnzPoY3QyIM3P5fGWksEWjUWJ9cPRZ5x0x1geVZXNnCGYqLi6mcsUEGz6SvpnJsaeTvv/4DIfDdE+cZs329BHruZZJSmKlTDD/k1vxjjWISwUl225Ouz6x97CCFJesAXomKd/qHDZ9bN/3pqZ1CRorWO1meO/XHesmI+eJlvg/eFQ0GiUR6WWw5fOOdYnIGaIlVgbvQqKCuu1/5SjT2/I5wuH5mzTOFA6HiU1U8u7t9zrWHW95kHB4oYZv/lu7di0PP/zw1OvUb4mZy1LLe/o6+M7+Bxi2M3iVdgavp6+D2pXrXe1v9gPwufa3UJkdO3YweD549/jTA5187mVrxNmBMStZsay8ZmpdUbnmTnWrc+ACu49+C4CY3QSspnwpnQMXWM9yV+fSjh07GD87d6uJXOE2MHzJMIxm4P/Fiof/AHh5oT8yTfNx4PFZyz4y498vc+mANKnlPwbe77JukkZDTSn33LjSsfyhl6ymrlbweJyrl1k/eKvtxxyjZ05wemA65n/z9eOsq7HKpKaiGD57grOxeZ8LiFwiHA5zcfw07/9w+i+ql59JMn6xFBRgFTQrgxcj0fJS2vXJSIw4RYA389+kRi4t3bbJsS6+96ACTKxjdDYxSfnWj6VdP7bvO57PPzkZ6WZk77841k1GLhAtyYNH8jKvmQ+d++0M3tUrrQxe7crprGJ3XwdPPGM1XBuyA8iqiuV093UQdhk8eq2rv5Mvv7CLQbupc/WSmqnl167xrk6zH8yftY/Tyqus4/QO7Exnjk4d2Tlwjt0/+ioAsTGrj1FNefXUuvWuZ8demDMbaDXzrL/qKtazvOCSIG4Dw09hTTPxKNZp1sb0tBOSo65eVsRnbnA+oXzk6HRb83U1RfzFB51PHv/+xfn7QEjhCIfDDI+f5oZfdwZ9R5/1P8uXy6LRKPSOMfFkmn6GvWNEi+3sTe8oiafeSlNm1PMRUK06DZJo+Wma/Q0GcsRVyW9WsFpE5bY/dKwb3vt1wuHLm9h5LtFolIlIDxf3fsGxbiJylmhJPeFwmHOJJVRv/0tHmcGWzxMOu3uYEY1GGentpb3lobTrR3o7837+wZnZmbmyfF/60pcued2Xaia6sp7wyvTNRDNt5j4v2PVZs8YK1K5ds7hmsmdinXz+JWuk2JnZwDOxTt6xbr37DFZn7j1sraioYO2MJscD7VZCo/4qa9l6qhd1LDsHzrP76DeA2dnA86yn5rIyy/nMVWBomuaQYRgtpml+ZsaopAsMJSEiIuKelcEbpmT7jWnXJ1peonRglPmHuMhtVtY0Qnzffse6ZCRCtKR0EVOI9DK+ryXNdnqJlhQHMriwgr4QFdt+z7FuZO+/EA4vT/NXUmiC+GPeTUA7c7yHucwOarvsIHPVunresS47Qa+fFtPkeCHObGAvAPVXrWM9NXl/LC9HJkclFRGRRQiHw5ye6KH4zjWOdRNPnpv6IX96IkLJHW93lEk89VZGJoo/PTFIyfb3OPfX8tNABhciXgqHw3Qlyli67c8d6y7u/QLhcJWn++qbqKRx+z1p17e3PBTI/oPinSAGvblKx3LxMjkqaWB1dXVd8qRBE5eLiEgQWFnTOKVbb3esi+/bPzUgjJVV3OcoY2UVS+ztTFC2dbujzPi+lqwE9Kn+g6P7Hnesm4x0Ey0hK4PGTER6GNr7Fce6iUjXVDNRkXzWOXiaPa98jtiYlZ2sKV82tXw97/B2XwNd7H75i0C6/oNdrOdaT/cni5OxUUmDbGRkxJ6GwrrZLwtZg6vEu84D0BEL3ihsIiIiIiJempkIGWg/C0D91dbghet5R0anEBlot+bkrb9qjb2/a5WYybLLHZX0D3ExKmmQXVMT5v6bnCPRAew64pzTSkRyy3AETn5/krjdG7q0cno59f7XxxrEZYKJJwedK3snNIiLuGZlAxOUbt3qWBffty+w55HVfxCWbP24Y93ovsezUm+rmWgpVdv+2LFuaO9XCIcvb5JokSDovNjJg688CEBs3BrEpqasZmrdetZ71jfSDTXtDL7Fjkr6P7FGJX0O+O+ZqpSIZF40GqU/Cs8fcA7/3h+FJeW5G6jMfOKYetL5n+rtZfV4+gRUREQkaJzZOauZaH2D9WR0Pfk/kI0sntvA8N3AO4A+IIQ1EI0JNGSoXiJ5JRqNEonC3oPOFtiRKJTkcBAWRH4+AXXLGsSli+I7nfMvTTw5qM9fpADEI6fpbfkcABPD1g/14splxCOnod7bvlx+64t0sH/vAwCMDFvzClZULp9at7I+O3MLeuFctJPHDlrDagyO2HMUVtRMrateHbz3VgjZuc6B8+z+4dcumYYitXw9y/yvT6yHXS/9GwCxsSG7TlVT69avWzFd7sXvERsbtstUzihT63e1L+E2MHwM+CbwW8CXgTuA/52pSolI5oXDYUbHTvOh25zzDz5/IDk1yEV/HxxOl1Xsg4oyBbQiMj2wzNi+f3WsswaWCRX8vWJ2dqbd7s/VWL8S6r3ty+U353uzJ1yvr7f/n7vZqdn17rbf29rV1nurXr2493Y21skXDltzFA6O2kHmkhrOxjq5dm3wAsygurRvZA8wc67DZb6fb84MrTVeSf26q606rVuRpkz/rDK1Wb8PuA0Mk6ZpPmQYRh1wEvgY8FLmqpVfotEovf2D7D5yzLGuo3+Quorc/XEdjUbp6U/yxSPpJ7w/258knhzl3FiSrx5OP9Hquf4kiQrrAuruT/K1HzhnKTvXn2TC5XGKRqN09ydpfj7hWHehP0lyif/HOxwOkxg7zbZNRY51ew9O5uznL5KSjAySaPkJyWHrXhCqLJ9ano0+nVLYrNFGuxne+1ja9RORc0RLJny997qdlDwX5XN2ysv3NjswOG8HmavX1nPt2twNnlM6B8+y5+V/AC4dcbRz8Kzno426aRnkp8s5T4LSomkmt4FharSEduA60zRfMgyjOEN1EpGACIfDjIyf5uY0WcXDdlZRJF2fzsZ66wmo+nQWBmtgmSTlW3/bsW5s37/qXiFCfgfQzmyYNdJ//dWrNdpoDnEbGL5sGMa/An8D7DcM41pgInPVyi/hcJiqkUF23rTBsW73kWOU5fAXZjgcpmzkDH96U/oJd794ZIzzI0tYWTHMJ28uS1vmq4fHqbaPQfHIGT7xa6WOMl/7QZxlLo9TOBwmNHqGpg85T+/m5xMsz+HjLeKGNQLqMImnTqYv0DtMnBLAm+d7QezTKYXNGm20mMptf5R2/fDexwiH/e+DJJKv8jnoLSRuA8NPA+83TfPnhmH8JXAr4BxvWjIqHo/TOZbgwRffSru+MzZCXWXuNkt1I9VM9JsvOJubnu9PMpmFZqJeSQ1Qs3+OAWpKXQ5QE4/HiUbhuba59gPlWRjsZrAPXn7G6qs4NmItK6+YXlee/rlBRo1G4K291vFO2NNalFRayxfT/HGiFy4+aW1n0t5OUeX0Ouq8qa8sTjLST2LvCySHRwEIVS6ZWk79Go/31Ud8X6v17+ERe38VU+sozcIJLgVvsLeTl1v2MDZs9WUrr6yZWk6d+rOJBFVnrJddL7YAXDJITWesl/Xr6uwyfew68n27zIhdpoLOWB9h/tNl7ddVYGiaZhL4kf3v/cD+y9pbjolGo0T6+9l1+AeOdR39/dRWVORsECILi8fj9PTDdw45+yoC9PRDUQ4Hon5yDkxgNSu8epW9fBV0dXWRYCjrdWqsb1xU88eKior0TSnr7GV1/jeltEZAjVJyxzvTrk88dZLSWJL0vX7zQ/rmrXYwWL9mUZ9JMhIlvtd60jIz6EtGolC/ep5zaZW9v1V0dXUxfNnvRmTxLr0GrL5sV9fZT7zq1quJt0hAOZvlWtdp/bo61q+rS9ssd7rMStavW0lDw+VNHOE2Y5hTzg70s+tIa9p1Hf19JIpCUOFzpTxQWlrKVUtKufeDb0+7/sEX36I8z4OUcDhM0egZfv8WZ3PTb74QpyYL798aXAi+d9DZurq3H4pdBo/hcJj42GluTzNAzX57gJpoNEpfFFqfc44SCtAXhVAIwmG4dXP6/TzXhu/BrNtBFzq7e11tb6gPju9PMm5nHssqppez0ts6LWTt2rVp/0ZNKbPLq+atcwd9q6eCQrfnUqSnexHvQOTKqIm3SG7yYiCbsbExTpw4seh952Vg6JVwOMzSkRHuv/nXHOt2Hf4BpXkehBW60tJSlleO87GN6S+T7xxKTAVr4o2LfXDsaSvonR30XbSDvnSZoLettJetdP6Qv1LjvXCuxWomOmGnfIorp9epmWh+87LfjNXc9Bnr3+mam9a7fKohgTQROcNgy+cBmLTnKCyqXMZE5EzOz1EoIoUhLwPDdcuW8+lf+kDadbuOtNI5ctHnGi0sGo3SGxtiz5HX0q7viA0xUVQMS5yZsvTbivPQS86n052xOHWVViDTOzDJI0dHHWVOD0xSF83vJpJWX0V4Yo5mot39QMjZjzGdcDjMxOhpfmOTcyCP7x30djj0cDjM+NhpttzqHCUUrEzixaFSyMFGgnNlZhpmBX1+DlE9Z7ZoVjNR3/WOknjK7ms8bJ/DlSXQO7q4QLV3iETLq/Z27HOmsmxqnYJe78ydebSDwfqVatqXw5yfb5e1vH7V1ByFIrmsc/AMe37yKACxMevBR035MjoHz7AePfjIF3kZGIpI7gniiGZZqVPvOBNPnoNhu2lyZfHU8nSB6CXB6iL6M87dN/Jt1oIs9I3MZ27PJTXtc2cycp7hvV8HIDlsPewNVS5lMnIe6mt8r08Q718iXnH2ebMefNRfvYr16MFHPlFgGBDhcJiq4Rj33fSf067fc+Q1To+6myEkHA5TOXyBe250Nkt66KXuqX6IFUNn+cwNSxxlHjk6ypI8zhaCdYySo6e5a45mok8cShAdzs3Mm+QuN4PYqG+kFDrnwxGrb3Jj/Tqor9EDDRGP6cFH4SjIwDAej9MxFmXXkYNp13f0R6mtKM/rppRuRKNRemKT/P2LY451Z32QbNwAACAASURBVGKT1Of51BgifvOzmeyi9F4k0fLTNM1NLy6quWkyMkCi5UfWv4et+0qospxkZGBR04MkIzESew/b25k9FUUM6te635jkHK8ejizGROQsF/d+gcnhQQCKKqunllN/raf7GuntpL3lIQDi9jQTpfY0EyO9nVDnbbO9WKSTwy27ARi197eksoZYpJO19daUFtFIB20tu6w6DPcDUFG5nGikg9X1mvZCJF8UZGAoIiLupM9i2sNgL6KP5dx97K7yZnqQVDBYv1bNmsRTl55v561l9autBfXXenq+Oa8TKxBtrLNbANW9w9OMqHN/Vt+xtfX1rK1fn/a9pcqsrq9n9RxlRCQ3FWRgWFpaSkNFFffftCnt+l1HDmrEUazmluXDZ/mLD5Y71v39i2NU6hiJ5D2vsph+N4F1KxnpJ773YJrMYz+k5j3MUclIL+P7rAmSk8PWkLqhykqSkV6or7PL9DC273tpyvRAfS0Ak5EexvZ9x1EmtS5VLl/5mclfTF/Uod5Ojrc8yLid5Suzs4pDi8gqejEsvojkj4IMDEVEsqJ3goknB2HYmv6CyqKp5RoB1H/pM492MFi/JqczIXNnaOugPv0Eye3t/XaZq6G+duEyMFXObQZrMtLN6L7HSQ4PARCqrJpaTn3Y/vcFRvb+CzB7YJkLUL/c1X7y3aXnrpVVfNusrKKIyGIpMLxC1uTmA+w6fNSxrqN/gLoK9cMTEXcDy4jdf7DlJevfM/ohptZRv86zfQW2T6cHMpUJupJBii69BvqsZfVXWQvqw3MEopHpcvXLM3KdTES6GNr7lTT9B7s87z/olXw+d0UkexQYisgVi/XB0WetienH7Inpyyus5etWZbFiAaIfcgubO8tlB4P16xRA57DLuQau5FqZiJxneO9jAEzamceiyqVT66hfNitYvQDMzBp7239QRCToFBheoXA4TNXIEPfffINj3a7DRylTtlDy3Fw/5tetamTdKmXCxD0NiS5ecd6XeqzlU4MULXNM/6LzTUQKnQJDEZlXrA8OH0gyamcCl1RML1+7Sj/mRbyWjPQR37ef5LB10YUqK6aWU7/S/neE+L59jsFgkpEI1C9i7o88pfuSiMjiKTAUkTml6xe3dlWj/X9lA0W8ln5AHHtQkfqV8zS3tYPB+npdlyIiclkyGhgahvFx4H6gDHjUNM1/nLXeAL4ChIHzwF2maUYNw1gDPAasBYaBJtM0/yOTdZXMOhdL8tXD1uTYg6NWX7TqJaGpddWajzor+qPwfJpsYH8U1qxWvzgRvy32mtN1KSIiXslYYGgYxjpgN7ABGAOOGobxvGmar9vrQ8Be4C9M03zWMIz/Afw1cA/wL8B3TdP8smEYfwI8BPx2puoqmVVRUcHaGU+wu1OZp7XWsuq17ie3dutCf5Lm5xMAXLQD0aVLQlzoT7I8t6cm80y6zMSa1Y32/5UNFJHFseY7/Nc0U1H0QP2KbFZNRERcyGTG8FbgkGmafQCGYXwX+C3g7+z1vwwMmab5rP16D7DcMIw64JeAzfbyfwYOZrCekmFuJ6R2M9w5wPn+JN98IX5JwJdaXrPGGdBE7KDnqjWNLF/jfRDqpb4o7D9ozXE3YmfxKiqs5StXe7svZQNFxCuXPmiKWsum5jpcoQdNIiI5IJOB4Vrg3IzX54D3zXi9HjhvGMY3gPcArwKfAt4BdAKPGobxIfvff+5lxSYmJhYsMzhozWe0xEWZch/KQKrexfOWSW2rzEWZUhdl5ttbqkzRvDWyyh07dszxdzOXpZafjyX52g/SBH2xJKHqQdasWcPaq/4TAEOD1um1rM5KAa5dCkuXLuV973sf73vf9Kn21a9+FYDf+Z3fmVr2s5/9bIFaL+48cVMmEoW9Byexx5PAHk+CSBSWVFnvbZ393gD6B6z3t6JuDeuqrPd27tw5+qLQ+px1fGYGj2AFkMXF7urt5jNJ9z7mK+PltvwsE8Q6XUm93Z6XmTgHCvF4B72MH/ubed9Nd8+d/TdBqXcmygSxTqp38MoEsU6qd/DKeL2thWQyMAylWTY5a9+3ADebpvmKYRgPAP8T+CesQPH/Nk3zLw3D+CPgG3ZZTxQXzx9cAVRXWxPcxuf5gZUqMz4Yc1EmunCZgci8dVpMvccGFi4zOne1p8oMu9jO0AK/Qaurq9mwYYPj72YuA7j++uun1vXMam66zG5uejlZrnT7q66upu/i/PVe1PGeZ1vV1dU0NjZOlU1lK+vtZpv1q53vDdK/vy996UtT25m5rVX2tlathq6uLmB0wXq7+Uxm/81CZbzclp9lglinK6l3dXU1jPUs+HeZOAcK8XgHvUwQ66R6B69MEOukegevTBDrpHo7y4yNjXHixIl5t5tOJgPDs8BNM16vAbpmvD4PvGma5iv2628D3wUeAAZN0/y+vfxx4H9lsJ45pTM2woMvvgVAbCwOQE156dS6d6zzv05nY0m+eGQMcA4sczaW5FqXA8vkc9NGr96bm+Bxx44dvPFGL8+1Wa9nZxWjUVjtcbNUCaDeERJPnbT+PWzdK6gsnVpHXXaqJSIiIsGUycDwOeCzhmHUA0PAbwKfnLH+KFBvGMYvmab5f4CtwDHTNNsNwzhrGMaHTdN8JrU8g/XMGbMHcRm0s0Ur11nL3rHO//5zs/uNnLf3vdrO9F27tjAGMenth+8dnGDYTtRVLpleXufzYDdzDWe/2s4qrtbAMnlvzikN6t5uLajTOSAiIiKXylhgaJrmWcMwdgLPY3V5e8w0zR8bhvE08Ld289E7gX8yDKMKOAP8nv3ndwJfMQzjc8AA8AeZqqdfOmMX2X3Eim9jo9a0DTVLyuiMXWS9y4ya14O4eCHfJxHu6YfvHLJGN50d9PX0Q+2a9KN71q1ptP/v/w/wfP9MZGE6B0RE3Gtra6O1tXXqO3zHjh1s2bKFzZs3L/CX2ZWr9Zbgyug8hqZpPo7VFHTmso/M+PfLXDogTWq5iYd9CrNtdmAwkOpjtraB9RmYqkG8UVFRccln129/RlfbQV8qKMznJrAiIiKFYsWK3JxWJVfrLcGT0cAwW84O9rPrSCsA/fbM3cvtmbs7Yn2EysroiEXZdeTgHGWirF/rXScst/3COmND7DnyGgCxMTurWG6NL9oZG2J9VvoPTvL3L1r9BwfGrP6Dy8pDnI1NZqU/o5d6+uEJOxs4ZGcDq2ZkA41fcJehFRERkWByk1XbvHlzTmbZcrXeElx5GRi+bf16hoasCXans3OrAFi/dhVDQ0NUVVVNlZ8us9ouszrrffWm6rTubVad1nnfJPH0wCSPHLUioplB3+mBSd6Rpk7nUn3V1jVO9WfMVbPrHp2VDVyRhSagIiIikhnKqoksLC8Dw/vuu4/ycmtWQDdZnkLsqzc76DmbGsjmqsapoDCf+ynl83sTERERi7JqIu7lZWDopY5YjF2Hf0D/qJVZW75kydTy9WutUWM6YwPsOnwUgNio1eyyZkk5nbEB1wPLeK0zFuehl7qJjVmTndeUF08tf8c6BUYiIiIiEkwaWCc7FBjOY2ZWbbq5qRXprV+7Nm1Tw+lyV00NLOO3RhdTWoiIiIiIBJmaAPtLgeE8Lme0ySBk3jRKpoiISDApEyJ+ytXzzcsmwLOPQVtbW+Dff7YoMBQRERHxWaFnQuLxOJ2dnfT19RX8sfCDjrGOgRsKDEUkb7W1teXcU9J8pye3UugKfTCU1D3gzTffJJFI8Gd/9md84hOfyJtjErTvnUI/38C7Y5Cr2dfFUGAoInlNTwiDSZ+LSOGKx+MkEtY8wn19fVy8eDHLNfKW7m/5LZ8/XwWGIpK39KQ0ePSZiBS2zZs388Ybb0xlDIuLizlz5ky2q+UZ3eNyk5tsYCF8tkXZroCIiIiIFI5Dhw5NZQwTiQQHDx7Mco1ELCtWrMjrjOBClDEUEREREd9s3LiRZ599lkQiQUlJCZs2bcp2lQCIRCLs2bOHnTt3FnRwUIgKIRvohjKGIiIiIuKbpqYmioqsn6BFRUU0NTU5yqQGcWlvb2fHjh20tbVlvF7Nzc2cOHGC5ubmjO+rkLW1tbFjxw7fP9985PWxVGAoIiIiIr6pra3ltttuIxQKsWXLljmzc34264tEIhw4cIBkMklrayt9fX2+7LeQBbHZZiQS4TOf+UzOff5eHUs1JRURERERXzU1NdHR0ZE2Wwj+N+1rbm5mcnISgMnJSZqbm/nUpz7l2/5ny+epEYLcbHNm1jibn79bcx3LsbGxy9qeMoYiIiIi4qva2loeeeSRwGSMgjogThCzavlKWWNlDEVEREQkB83OqrW1tV12JipoA+IEOauWr4KWNc4GZQxFREREJGd5kVVzMyCO5LegZo39pIyhiIiIiOQcL7NqqQFx9u/fP++AOJK/gpY1zgZlDEVEFqChtUVE8l9TUxPXXXddxrOFs79T9H1y+byc1kRZYwWGIiKuaRAAEZH85feAOPpO8YZXx9HtNCr5TE1JRcQ3uTr8tgYBEBFZWK7e4/2m7xTveH0sF5pGJd8pMBQR3xXiUzgRkUKhe7zkqlTWuFApMBQR3+TzU1I9Kc9dqT4qkPnPTeeJv8c7yCKRCHv27GHnzp2OQMrL88TP453P93iRQqA+hiIiHlKfkdzk9+dW6OdJob9/sOZMO3HiBM3NzXOW8eo46XiLiBvKGIqIeEBPynOXn5+dzhMdA7Cyha2trSSTSZ599lmampouCdy8PEZBPd7zZUzFezre4oYyhiI+8nJY5UKm6SOCKZ/P71wdXj5X6+1GLt8HmpubL5lIe76s4Vxy+f2Du4ypeGeh453P929xL6OBoWEYHzcM43XDME4ZhvFnadYbhmG8YBjG/zEMo9UwjPCs9e8xDGMsk3UU8Zua9HhHxzJ48v0zydX3l6v1diMX39vBg/9/e2ceL1dR5fFvSMISQNTIvgVBjqOJEEBwQ4GQsIo4MqI+BFRwQ1wGRlFxgzGgbIo4gsAMjICoMCAaCUkIERAlJsgmekAIUTAIJogQQwjJmz/qdl51veqXfnJfv9vdv+/nw4d093m1nFv3nFN16ta9kd7eXgB6e3uZNWvWP11WO/Z/8eLFzJgxg97eXm644QaWLFky3E0qlcWLF3PCCSdUpl9phrpRu9pxLA2Gql2XKjJkW0nNbEvgq8CuwHLgNjO7yd3vK34fAVwHfMLdp5vZ6cBJwGeK38cA5wFrD1UbhWg1Vd3SUyWaOXShTD2m9c2cObMtrlEV293J47td+9au7W5mfLe6b80c4tLsfbnJJpuwcOHCus+DpV2vLYTs1apVqwBYtWoVl19+Occff/wwt6o84uxcFfqVy1Cn7SprPFX5gK2qXJcq62goM4b7ArPdfYm7LwWuAg6Lft8FWOru04vPU4FvR7+fBZwzhO0TQlQYHQbSHO3abiGaoWrju9n2rEnu8ccfH/BzpzN79uy6icqNN944zC0qjypmQ8vMUDdL1e7dKl6XqukIhvbwmS2ARdHnRcDu0ecdgMfM7FJgInAPcDyAmR0CjHH3q8xsCJso2hUdd965tHoVvF1X3bthdfeF0uq+dbIum6HM/ldxfDfTpmbbPWnSJKZNm0Zvby8jRoxg3333HXR72pl99tmH6dOn8/zzzzNq1CgmTZo03E0qjSpmQ8vIUDdLVX1qq65Lq3c9lc1QTgxHZL5bldS9F/Bmd59nZqcCZ5vZScDJhIzjP8W99967+t9PP/00APPnz28oX5ZMq+vr5nY//PDDjBkzZrXsww8/3FC2Su0eDFVrd5ljqdup0lh6+OGHefrpp5u6n1p9bV+ongbTtzIou74qjZNmZFqt72ao6vieMGHC6onRyJEjmTBhQiVsZqvGXK3/8ecq9L8Z1tT/mTNn1mVDZ8yYwRve8IaWtS/HokWL+n1+IfpuRz/fqusyFHawlfoeyonho8Ce0efNgT9Hnx8DHnD3ecXn7xO2mx4MjAVurmULzexOYE93f7qZisePH88666wDwIYbbgjArrvu2lC+LJlW19fN7d5111059thjG/79cLSpWZlmqVq7yxxLraSKR3RXaSyVfS+VyQvV02D6VgZl11elcdKMTKv13QxVHt/33HMP06ZN44ADDmCvvfZqSZ1roqwx14zdrWL/m2FN/Z88eXJdNnTKlCnD7g+nTJlSl6Heb7/9XlCbqubnm6FV12Uo7OA/o+/ly5fXJcqaZSifMZwFTDKzjYuDZN4BTI9+vw3Y2Mx2Kj6/FZjv7he5+/buvrO77wxQ/LupSaEQQsS045HoOjZcNIPGSXvT09PD+PHj6enpGe6mlE4zdrdT+9/T08Naa4Xweq211qpE/3p6ehg1KuSCRo8eXYk2tZoqXpc1MRyvGxqyiaG7Pwp8HrgJuBO4wt3nmtnPzGw3d18GvB240Mx+C+wDnDBU7RFCdB9VfNi8War4ULqoHhon7cvYsWM566yzOu76tbPdLYOxY8cyZcqU1Zm5KlzfsWPHst9++1WqTa2mitelWVpp54dyKynufgVwRfLdgdG/b6f+QJpcGblnFUUb0u0HM4jWU8VDAJqhyg+mi+qgcSKqSLN2tyqvDmiWwcQwPT09LFy4sFJZqSq2qdW0mw6Gw8YP6QvuhcihFW7RKjr5SPSy0Yt/hRBl0IzdbeesYjMxTBWzwVVsU6uRDtbMkGYMhxNlp6qHVrfLQ+O7OTr5SPSyabfV+05Gr9kQrSYdAzNnzvynr38zdrcdd3Mohil3nIhq0vEZQ2WnRCej8T0w7fiw+XDQzqv3nUyr72/ZE1HGGGjG7mo3R3sjW9G5dGzGUCs7opOp4sufq5h1qD1sPm3atEo8bF5FHcGaV++r2u5OpdX+S/5SlDkGmrG72s3RnshWBKr4Gqyy6PiMoRBizZS5+le1lcQqHoleNR01u3pftXYLIarJmuyudnOIdqYdX4PVLB2bMRRCrJkyV/8GU1YrV9tqD5tXgaqutq5p9b6q7RZCVJM12d2q7eYQolnSRy96enqGfPy2Mmbq6oxh+uJIvSBY/LNoLA2OTl5ta0facfVe95wQ7U0Vd3MIsSZyj160os5WxUxdPTGsoe1Roiw0ltaMDjqpHp3+4l+9ikOI6qFXB4h2pNUHJ7U6ZurqraTaHqWjh8tCY6l52vGY8nal3V/IPBCDuef0Ko4Xjg4gEhoDQrT+4KRWx0zKGApAmS7ROnRMeetp1xcyl4Ey1OUiXyE0BkQ30+pHL1odM3V1xrCKtHpFrmqZrk5/fUIzVLHdM2fOLK09rV5t6+RjpddE1e7v4UAZ6nLQWBIaA0K0/uCkVsdMyhhWlG5fkevk1yc0S9XaXVZ7Wr3apoNuuhtlqIUQQpRJKw9OanXMpIxhxeiGFbmBMjhlvvKgXXVZxXa3+uXHZTEcx0qXRTdnOsuk7NXWdr0u7dpuIYSoGq18DVarM5TKGLYh7X5Me1kZHGWC2pdWrbYNx7HSZaHxXQ5lr7a263Vp13a3gnb3qUKIzqaVGUpNDNuYqm01bIayDoLQgRKtp8wj/1t10Em7biNs5/FdtVdDlPkqjna9Lu3a7lZTpk+t2n0ghGhfWnk4nCaGbcjkyZM588wzufjii7n44os588wzK7f1sBFlZXDaORPUrrRjxmGfffZh1KiwY74VD22XRTuP7zLGSdkZnLJWW9v1urRru1vFUPjUdrSXQgihiaFoKWVlcNo1E9SutGvGodUPbZdFu47vssdJWRmcslZb2/W6tGu725V2tZdCCKGJYQvp5OcYmu1bWRmcssrp5GtSJu2acShzG2Er6fZMZ1V3RbTrdWnXdkP1tmQ20552tZdCCKGJ4TDQjs8GNsua+lZWBqfsTFAnX5MyaOeMQysf2i4LZTqrSbtel3ZtN1RvS2Yz7en0+0AI0bnodRW07hjvKr6GoCya7VtZx+6WVU4nX5MyafULVsuklcdKl0Wrj6cui3YeJ83QrtelXdtdtdfNNNueTr8PhBCdizKGVG9FstMpK4PTjpmgdqWdMw7tSjuO724YJ+14XaA92121LZnNtqcb7gMhRGfS9RNDPSTeepo5CKKZ5zhaeXwvwIoVK3jwwQe7coy067N67Uyrx3cZdMM4acfrAu3Z7qptyWy2Pd1wHwghOpOunxhWbUWyigzHAS1VyuLW+v/AAw+wdOlSjjvuuK48oKYdMw6i9WiciLKo2qE5g2mP7gMhRDvS9RPDqq1IVplWHdBSxSzuihUrVo+TJUuW8Mwzzwxzi1pPO2YcROvROBFlUbUtmYNpj+4DIUQ70vUTw6qtSA4XA23dbPXR8VXL4k6ePJntt99+9TgZOXIkjzzyyLC2qRn0Kg4hRDtTtS2ZVWuPEEKUTddPDKu2IjlcVGnrZhWzuFVsU7PoVRxCiHalalsyq9YeIYQok66fGGoFsHpbN5vN4rbyxcfDkVl+of2r6kvC25mqvWxbiE6nalsyq9YeIYQok66fGMLAK4DNbsdL5YZ7y95gthFWbetms1ncVmY5hyOzXKUsrgjomgghhBCiUxnSiaGZvcfM7jOzP5jZcZnfzczmmNldZnaDmb2k+P6NZvZrM7vTzG40s22Hsp3N0Ox2vKpt22umPVXbJtlMFrfVWc5WZ5arlsUVuiZCCCGE6GxGDVXBZrYl8FVgV2A5cJuZ3eTu9xW/jwCuAz7h7tPN7HTgJOAzwOXAIe5+t5m9HzgXeNtQtTXOAhx//PF1v02ePLmp7XfNyrWKwbRnn332Yfr06Tz//POVOYCnp6eHhQsXDpgtTLOc6bVrdZvKZDj6JwZG10QIIYQQncxQZgz3BWa7+xJ3XwpcBRwW/b4LsNTdpxefpwLfNrN1gJPd/e7i+7uBbYaqkcoCVPMAnjU9xzEcWc5WPltStSyu0DURQgghRGczZBlDYAtgUfR5EbB79HkH4DEzuxSYCNwDHO/uy4HLAMxsLeDLwLWDqfjee+9tWvbaa69l5cqVAKxcuZJzzjmHQw89dDDVdQQTJ05k7ty5TJw4kQULFrBgwYLhbtKATJgwgXnz5rFy5UpGjhzJhAkTmD9//nA3qzQ6vX/tiK6JEEIIITqZoZwYjsh8tyqpey/gze4+z8xOBc4GjgYws7WBSwu5qYOpePz48ayzzjpNyZ566ql1E8N77rmHU089dTDVdQTjxo1j6tSpfOpTn6rUM5KNGDduHEcdddTqIL1d2t0snd6/dkTXRAghhBDtwPLlyweVKKsxlFtJHwU2iz5vDvw5+vwY8IC7zys+f58io2hmGwDTCZPCt7n7iqFqpF5wH2i3I7g7/TUjnd6/dkTXRAghhBCdzFBODGcBk8xsYzMbA7yDMNmrcRuwsZntVHx+K1Dbl3UZ8AfgncXW0iGjis/Xiebo9BcNd3r/2hFdEyGEEEJ0KiN6e3uHrHAzew/wOWBt4CJ3/7qZ/Qz4YrF9dA/gW8D6wCPAe4EtgTuA+4BapvDP7n7gmuqbP3/+OGDBYLaSApx77rlMmzaNgw8+WKcMioYsXryYqVOn8vnPf17ZIiGEEEIIUUmiraTb7brrrg83+3dD+Ywh7n4FcEXy3YHRv2+n/kAagMfJP584ZLTyNQSifRnotSZCCCGEEEK0M0P6gvt2od2erxOtR681EUIIIYQQnYwmhkI0Qe7l5kIIIYQQQnQKmhgK0QR6ubkQQgghhOhkNDFsksWLF3PCCSdoC2GXoteaCCGEEEKITkYTwyaJDx4R3YdeayKEEEIIIToZTQybQAePCL3cXAghqol29AghRDloYtgEOnhEgF5uLoQQVUQ7eoQQohw0MWwCHTwiQK81EUKIqqEdPUIIUR6aGDaBDh4RQgghqod29AghRHloYtgEOnhECCGEqB7a0SOEEOXR8RPDMh5K18EjQgghRPXQjh4hhCiPjp8YlvVQug4eEUIIIaqFdvQIIUR5dPTEsMyH0nXwiI4EF0IIUS20o0cIIcqjoyeGeii9XHQkuBBCiKqhHT1CCFEOHT0x1EPp5aEjwYUQQlQR7egRQohy6OiJoR5KLw9lX4UQQgghhOhcOnpiqIfSy0PZVyGEEEIIITqXjp4Y6qH08lD2VQghhBBCiM6loyeGoIfSy0LZVyGEEEIIITqXjp8Y6qH0clD2VQghhBBCiM5l1HA3QLQPPT09LFy4UNlCIYQQQgghOgxNDEXT1LKvQgghhBBCiM6i47eSCiGEEEIIIYQYGE0MhRBCCCGEEKLL0cRQCCGEEEIIIbocTQyFEEIIIYQQosvRxFAIIYQQQgghupxOO5V0JMBzzz033O0QQgghhBBCiJYTzYVGDubvOm1iuDnA/fffP9ztEEIIIYQQQojhZHPgwWaFO21i+GtgT2ARsHKY2yKEEEIIIYQQrWYkYVL468H80Yje3t6haY4QQgghhBBCiLZAh88IIYQQQgghRJejiaEQQgghhBBCdDmaGAohhBBCCCFEl6OJoRBCCCGEEEJ0OZoYCiGEEEIIIUSXo4mhEEIIIYQQQnQ5mhgKIYQQQgghRJfTaS+4r8PM3gOcDKwNnOPu324g9yLgNuBgd3+4gcyXgHcWH6e5+6czMqcAhwG9wMXufvYAbTsD2Njdj878NhvYFFhRfPUhd789kXkr8GVgfeAGd/9EppxjgI9FX20HfM/dP5bIHQF8tvh4vbufmCnrJOB9wHLgB+7+1ei3Ov2Z2b7A2cB6hezJOR2b2WhgOnCqu8/JlPNB4OMEfc4r9PBcRu4jRT9HANOATwMbpvUVdR4H/Ju775Up57+BPYGlhfhXgBsTmdcD5xTl3w0cBaxbkwFeBUyNVLclcDvwnqScKcAZhBeQ3gEc06BvRxf9WQnMBv5GGGNQjMNU34Rx02+sxvoG3pLK5PRNGBepXKrvZ3L1xfoGbsqUk+r7d8BrEplU3w8A76jJAHMa6PvXmfpSnT8cl1XIpPr+eyGz+p7O6HsVmfs+M7772YeMzh8F/jWRSfW9LFdf/MdnXQAAG85JREFUou+bM3Wl+nZgQiKTG98nx2UBv8/o/Eng+aSsVN9/zPQt1fcJ7v58bB/NbGfgQmCjol8fTmWi/l8K3OTulxSf43LeRrinRwALgPe5+5OJzNsLmZGEMfRBd38uLSuq7yDgPHffLlPfF4EPFLoBuNDdv53IGHAB8BLgMeBdcZuAbwCXRLreGHjS3ccn5exSlLM28CfgCHf/W6ZNBwBfK8q6B9gKeBmRrwG2J/KbhPHfzx9lbFU/vwXsT3QfArtlZA6ifnwdnKsv7guwTaac05Lvnifco7HMJiR+M9Pu7wPvjnS+HfA08FRS1iuI/CawS6ZNexP5TcI9ldaf2pPbU5mi77H93jBTTs5+75eRS+3Jzbn6ijpr9uSsTDmpPZlGuN6xTGpPfkgYW+sDNxT/5ez3BZn6UntyTVxWIXM0ffbkL4SxXWM74HvAtZG+nXAP1Mm4+8cSfe9AJpYq+lTT+VNFP3sTmd9G+v4jsFmuvkjfHyfY+LSuMZG+X1r08alE5nLq9T0H+EhS1mKCX6uxPcGHLUjKuo4+ff+doOe0b/Oot9/zgc8UMte7+4kZ+31zKlNrSM1+E+7dzybl9LPfBNuRyqU2/Kaijbn6DgLOA76QKSe133cCr01kUvt9NVC7f64HLiNjv4HTM/WlNvy6uKxCJrXfDvQQxeWN/CWDoGNfcG9mWwK3ArsSlHYb8G53vy+R24OgxFcCO+YmhoXh/grByPcSjMV57n5NJPMW4KvAXsBo4D5gf3f3THmTgCsJwejRyW8jCMHhNo0uppm9HLgF2INg/GYDU939+gH08WqCQXy9u/81+n4M8AiwI2HS8Qvg8+4+K+n/2cCbCEbpGuASd/+/VH9Fe5ww8fgTwVlcD7yfSMfFDfXfBGd6AMEQxuWsXfztrgSnfAnhxrwtkRsBzAB2Bp4l3AhXAseSXFMze1Uh+weCYaq77mZ2DzDF3RcV8mnflhR928/d7zaz7xMM/QFpXcXfb1bo8zPAF5O6/lTU9Tszu4owpu5J6luHMDF9rbsvMrPrCIG80TcOLyIYipq+f0lwIBMjmfMI47Gm75MJAXo8nmcAxyT6XgrslMj9FPhopO+7imtQV5+7XxPpezFh8lh3/wCn1PTd4B77X4IBrel7NrAt8C9pXYm+TwE+mKnv3EjnNwNbECbysQ6Oj/R9LWGiuiN99/ShwE8ifd9GcJg7RTL7F0MgHt+9ZOxDoc+azq8v6toxI1PT952FvncmsTORvp8orl1a11WRvnP26tBCD/H4XgTsnpZVs2uFzucXcq9L6psV6XsOIej7l0QmHt//Rbg37yKyj2Z2L2Hh5FdmdjEhGLk/kdmC4FQnAR9190tiO0sItn5f1PVoMUnfiOB8azLHFeXu4u5/MbMrgdnu/t2czTazTQmB13ruPi6VMbOfEOzyL4vxQNKm9xVt+oS7Tzez0+mzZ/38Q2Gr5wIfJtiGuK5birquN7OzgGUeFuTi+j5Z9G8vd7/PzD5NsEsvrvmaBn5zc2CL2B9lbONCEr/V4J6eCGwSyeTG4Rhgy9T/JX2ZktRV5zdzfrSR3yRMRrP+NvKbGwJbRWXl/Ob2wGZJ/2O/eUPR/52S+i+gz57MJtiknROZh+izJ+8Hzkz6cRVh8hHb7z8WsrHcFcC/02dPbgfGpfUV46hmTx4Bts7o7ev02ZOcbs8EzqfPnlwHvBkYn9ZV6Ktmv48lTDrS+r5Lnz25nmBvJiQ6+A8Se1IsQNWu4z5FHXF88o2iv6tjJGBspO8D3H1OZkz0ECZidTGKu58Tybyn0Hkcn3zF3WekMVkcn7j7XkldrydMcFbHJ5n2TCquZ2y/b3b376Rl1WLASOf7u/sDSX2/IYlR3P2iSOYIwkSopu/vFt9tQxRLEha3avb7EsJCw7aJzH302e9PEvx+fG99tRhLsf0eS1jAieWmAv9Fnw3/EXBgWp+7z4rs9xjC/b1j0qZPUNjvBvf7yYS4oma/zyT4kK3Tugpd1+z3J4AfZer7En333jcJMUxc1hlF32r2+7uEOO7lRHE5If6p85e1MdAsnbyVdF+CU1/i7ksJRuOwjNyxhIv55wHKWkRYyX7O3VcQMhvbxALu/nNg78IpbELIxi5NCzKzlxIG+dT0t5oIwYleb2Z3mdnHMjJvJ6wOPFK053CCQRiI7wCfiyeFBSMJ42B9gmMeTf1qFQRndoO7/93dVxIc/KHFb6n+dgcecPcFhS4uI6xYpTr+AGGg396gnOXAR4o6ewmTpm1SOXdfALyquMYvJgR7+6b1mdk6BMPzhVx9ZrZ+Uf6FZna3mX0l06bJwC/d/e7i8/GE1cZG4+cMgjHbPyMzEniRmY0kZByXZep7TVFfzRH8DPhbMg53TPR9NfBQZqzG+l5M//G8bkbf62fkViX6Xgc4K60v0ffyTDnbxPomGLgTE5lxib6/ABw/wH1Y0/e8BvXFOl9FWKlNdRDr+7vAo8k9/eJE398C5mbu+7rx3cA+PJvofBbwk0xZsb5HAMemMom+n2pQV6zvfYB9Epmd6T++v54pK7ZrZxAc/+szMrG+nyFkTmOZ3RN9/5Rgo1fbRzPbljDx+lUhcwkhGEhtaA/wY0JGImdnRxMmjI8Wn+8mBPKrZQodjysCivWLdj45gM2+iDDxaWTXdwM+U9iT88xs80RmF2Cpu08vPk8l2MtG/uGzwM8JQVQqMxJ4UfHvMcCyTJteASz0vsXR3xLGfOxrUr85JyMD/W1Vzm+lfnMRwdeslsncF+sS7s26+pK+bJSpq65+QnCUyuT85pKMXMx3CMHfykQm9ZsbZMpJ/eZTwF+S+v9BvT15BHgs49tje7Jnph/X0t9+vzkj9wPq7cmWwIy0vsSevCxTzt3U25PzMzKjqLcn84ArB4hbavZ7Yqas26m3J9sWZccyj9HfntTilO8AnyME0Wl88m+xTBEjpfFJOiY+R5iQ5mKUuKxf0z8++VtaXyY+SetaRhKfmNlaicxr6W+/r0nLSmLAM4Dz3f2BjEwuRonr24Z6fd9AWNCPY8kV1NvvKzIyy6i332vRPyZdTH/7vU1G7q/0t+Fk6oPIfmfKWUZkvwlZ2FTmH9Tb77OB5xrUBX32e26D+mIbvn6m3U9Qb7+fAtZO4vLj6e8va+O7aTp5K+kWBEdUo7byXYe7HwNgZg0Lcvff1v5tZq8gGKE3ZORWFBOKEwkrAo+mMoSb//OElYAcLyGson+EsNVhjpm5u8+MZHYAnjOzGwjbEn5Cf4OymmLlcj13/1GmzU+b2RcIK9fLCIHAbYnYHcA5ZnYa4WY4hGJRIaO/nN4XuvstsY69b3vjJ3PluPtCwio0ZrYxYTX0aC9W7pKyVpjZsYQVyrmEraLPJdf0NMIK4IIG7d6UsOr4IUIQ+1Pg+0m7dwCeMbNrCEHlLcAH3P3ZdPwU42QvwsrN8rTNhKzbHMIWjQXAVe5+eSJ3F3C2mW1NCMB2pzAY0Tg8l3p9zyME/XVjtWb4C30/XDMcDWRifefkUn1flsok+v5Hppw3FfqJ9T0e+GUkc2ZG3ydk6srqOyO3MNH56Zk2zYr0fRiwaXJP58b3lul9n45vyNqHPxbjvE7nmbJ6E33Pz9iZs6gf32ldo+g/vo8ys60imc1y+m5k1xKd52TSMf6DRGYuMDXR9wRCMFezjzl9T0xkcPczija9qfiqzs66+2JC8IyZrQecRJiAfDYpZ4WF7TqXFX2YQQgg6my2mX2cYBdrDriuPjPbgLDifiJhy/Ilhf4/FpWzA/CYhe1TE+lbjOnnH8zsxYQV5AlpXQX/Dsw0s28QJuV7ZOQeALY2s53c/S7CRGlEocv1CNfqB9Treykh4F4tU/ij1H7281tBncFvFWPlIELW44ikrJnRuJhDCALr/F/R91pf1s7UldZ/O31Z8JrMSGBG4jenpWVFbdq3+G5urm8En1vzm3cTMuexzAnAGZHffC3Qm9T/20TfGwAbpr49sSdbAg9nZFJbchcwMiMX25O/A4szsURsT9bLlPM/1NuT+4G1EpmnqbcnaxX67Re3xLaEsNCUi29iewIwO5H5HnBmYk82i+MfM3s3/e3JVmmMlLPfxec0lsrZ77Ss1F/emSmnLj5J67KQkU3t9wfMbEEk8xka+8t+MWCi85xMvxgladOO1McnBxEWWuJY8rlE3w8RtlLWxZvu/ouiDW8iLGL2i0mLyXdsv79FsM/95BIb/uVUJrHfvZn67qa//b49kdmK/vZ7alpX0ebV9nuAmDu14Wm776befm8CbGBh0awWlz9PZnwzSDo5Yzgi892qF1KghRT6TEJm44GcjLt/ibCPeGvCqmr898cAf3L3GxvV4e6/dPcj3X1psWpzMSEVHjOKsLJ7BGE7xe6EZ4Ea8SHCakauT68hbDfZlrBlaCXhZojbdCPhxphDWJW4lXDD5yhV7xa2Nt1IeCZpTiM5d7+QsLXgMcINFZcxmbBV6H8G+PuH3P3t7v64u/+DYHRyet+PcANPJARxJzUo8oPAf8WTlKg9mxEmJeMJOv8Vmevj7vcX5V9HMPJ3Exzm6nEIPJipe1UzYzUnk9N3Ti7Vd9KmcWT0nZTjOX0n5WT13aBv/fSdlPV0Tudpm3L6Tu7pV+T0PdB9H5OTS3Wek0n1nch8MKfvRGZSTt+JzLo5fTdqd6rzROYLOX0nMm9J9D0GWJ7Yx9Se/BuwYiAbSsiUZO2smW1EyLwvA27Nybj79e4+lhB8zUjLMrPxhOfuTi2+2iCVcfdn3P1Ad/+Dh8zEg8DYpL5RhMDsW+7+GsJq8Ssa9K2HMLE9JNOe9Qh+YpK7b07YbnRTpk1/A44EvmtmvyYEqcsSX3NKUu9DhAziQP5oQL8V3WOfLMZgP5loXKxLuC6xzA+TvjyRqeulyXfnAfcmMr+iv9+0AfzthwhjNte3j1LvN58A7klk9qfeb/6F8GxYXP92iSpHZmRS3z4y04+jCl2vtiXA443kInvyLPCuROYY6u3JiEw5eyb25L7i+1gmtd9rE543zfUttiW5+OYz1NuTxwnbNGOZ15Ox39THP43ik4YxUkI/uYzP7CeTiU9WywwQn6yWGSA+iesaKD7J9S/1mXGbGsUocZvS+OQJwpbMOJacktRpBDvXMN4kTGSyMWlkv+8iTNyycpENv52w+BfLnEy9/R6dKefDif2+jpCpj2VeSb39fobwLGOubz3Ate7+eIOY+2Tqbfg1hKxsLHMM9fb7F4SM7Bz64vKR9GfQ8XcnTwwfpf4h380ZeLvogJjZGwk3/0nufmnm91daeOiT4sb9P/oO0qhxODDFzO4kOOBDzOycpJw3WXiWosYI+h5mr/EYMMvdn3D3ZYSAoV82tChvbUIAdl2Dru0H3FgYnOUER7ZXUsaGwP+5+2s87H3/B/kJCZSodzN7JWHwX+rupzaQ2bq4NhQ38JX01/u7gVcXer8I2M3MfpCUM8HM3hF91Ujvv/KwDWUlIWDJ6p2wUn1lg9/2JAQtD7r7KsKzOntl+rYuYZviRHd/A+GZkSepH4c5fT/PAGO1KLvfeM7pO5VroO+3JGXl9H1jUk5O3y9Kysnpe78GfavTd6Z/OZ0fkLQp1fdKgrOL7+m9E33vQgiuBrrvG9qHWOfAjzIyeyT6vpWQ2ayTSfT92mIlPZY5PNH3VhTZ50jmpIy+9x7Arh0KXNmgb4cn+p5F8exlJLN7ou9/AdaO7SNhEhrr+19TmdSGFuX2s7MWtnLeQggqns3I/I+FAy5qXA68OpUjbDPbnJCd/xkhkP9Qpqz3R2XtR1jdjcs5kbCtbV4hMxbYvkHfauO7nw8p2rDM3ecWshfk2l2U9Yi77+HuryXYib9EbRxBWB2P9b0HYbIWy6R2saHfiu9D4MGMzJbJ2LmT+onnCIKe4778q4VnnmKZnZKyX064RrHMX+nvNw9p0O7VfrNB3w6l3m/Ope8gq5oM1PvNJwnPj8X1T6Ze3ysIOwkG8u1LMv3YPWO/c3HCWxJ7Mg94JpF5PfX25GXA6ETmqMSePEXYAhvLnEy9PZlP2HqX61tsv3PtPop6e3Ir0JvIvJn+/vIh6uOfnL98jIFjJCAfS6U6T2Ua+MudknJy/vJHSTk5f7kyKScbnwwQA67WeUYm5y/3TtqU+svNCDtc0lgy1vdBwOMDxZuEXRH9YtLEfh9DPnbdJ7HhTxEWbmOZ11FvvzclHM4VyxyY2O83AE8lMidRb7//ThiTub7F4zvX7tdRb8OfBMakfaPeft8HPJjE5QspIf7u5K2kswiZjI0Jadl3EFZIBo2FVPm1wOHuPruB2MuBr1hIhfcCbyNsDViNu0+Oyjya8BDpp5JyXgycYmZvIKxkHEU4bCDmp8ClFtLTTxMC3GsbtOs1wP0e9rjnuAv4uoX92P8A3ko4ySlmO+B/zWw3QjB5DI2zIreH7tkOhO0H7yHRQzMUk9EZhP3ulw0guhFweRFcPEXYPnJrLODuq29wM9uLkHE5PClnBPANCwecPEMYK+mkagbhGm/t7n8inJ43P9P2lxG2WyxIfyu4FzjLzDZ1978Qxkqqcwi6nm3hofTlhAfrXw0cGo3DVN/vJ0xW3j7AWN2YkFVYPZ5z+m4w7lN9H0lwdIfUZDL6Po0wDuNyUn1/vGh33LdU3+8qynlr3LdU3w3aner8SMI2xQMjmVTfxwLrW3j+o3ZPX0DYHlbT9zuBFycyufGesw/fi3VuZgdmZG6m//jeLq2vpvNC3+cCL01kfp7o+yjgJYnMB4HTkvH9Z8JzLXV2LdZ5g3ZfBnwk0vdhwEZJfZcm+n4S+Jq7XxHZx/eZ2b1m9kYP243uBH7o7mcMYEPP9L5TSY8mOOcTCcH7D939P2PhROZ3Zrabu/+xuLaXufuHY7mivk8V340D5rj7uKSsTxdl3USYbP0W+LG7nxbJfIQwWaptDfoxwdG/N67LwkEquxKe5+nnQ4q2/N4s7IEsdHuL9x1gUZM7AfijhYNj/ky4B9YtAryarzkCuCzym5MIuxRimdQfQd5vfYzoPjSzgzMyP6R+fO1NGJd19XlxgE/RlyOAlycyVxHuy1rZBxEmeLHMx4ELEr/5UPJ3tf6t9puFfNruLwNvj/zm3sC2mfqujfzmKwjbLeP6ryLsgqjZk00I9mQg3/5L4BOJzCz6+8tcnDCLenuyAcHG1dWX2JOzcjLU25OtMjKnA8dG9mQ0YZtsXTkZf5lr93mE571q9qQXGJXIzKHennyckKl+aRT/5OKTOcAOA8RINepiqQYxShpv5eKTh4CNajK5+IRwoNzmUTm5+ORmwmFHNZlG8Um/GDCj81QmF6M8CCyJZFJ/uTPhmsSx5M+BwyL7PY6wLXmgePOPwORE5g7CuFhtvy08S5zGrn8g2K+aDd+0kK2rz90PKr4fR8iG/jWRua8ou2a/X0nYBh7LnAu8N7LfLyHc33V1xfa76F+jdu8W2fANgeUZPc2I7PdnCbZiFPVx+WsjfR9JONRuUHTsxNDDyUWfJ2ypWRu4KJqND5YTCaumZ1vfMxXnu/v5UX0/Ky7YbwgrOVe7e6OM0UDt/mlUzkjg2x6dalfI3G5mXydMgEYTjF+jbZIvJzzQ3qi+GWY2kWBAVhCCp9MTmbvN7GrC1oyRhFd//KJBec8Wzvtqgs5+RnB+g+UYwk19opnV0vHXufsXk/rutfAMx22EFfBbCI5sUBR9PI2w+jeacP2+n8j8ycw+BPykCADupP82CFizzn9nYY/5TWb2PMEo9Fu0cPfFZvZlguEaTVgpHkEyDoGj6dP3Pwg7ARqOVULWIR3PP6C/vpdn5M4nTPRq+u4t/huovq0HKKem77816Fus7xGEbRGpzB3U6zt7vxK2N9Z0PqZofyrzZfr0fUVRZ909bWZPUD++/57KkJCzD4SV+FTnTyVl/WdRXzy+f7WG+pYQHHIsc4qZ/TXS99WE6xvLfM/MllA/vt9P2MaV6mD3ms4b2L7TzOzP1I/x/05kLi/qWa1vd78i1R1hG86FRSD2G4JDHiyHELZXjTSz2iFk87x4Vq7ox2ILR/7/1Mx6CcFBbhK0Rtz9iZqtIPifW0nskrsvs3C0+oVFAPAI8N5McRsTtjQ/26CuJwub+8MiCHmccOJpKreqaNN0wqFRswjjIfY1v0j85vmEIKWhPyrK7ue3CEFweh8+mpT1TQvZivi+GLmG+h4hBFmNyhkJfJNwf8UyP8/4zU8RDqCoq8/M3knf+M755G+a2bPU+807M/XFfvNrhK2Ncf3fITxHFNuTixjYt/+OcChULDOKjL/MyH2LkC2P7cl1a6jvacL1TMtZQb09uT+ROZWQlYntycmZunYjst8N4pvvECZEsT35QiJzDsGPxPb7AUIGqlZ2Lj5ZwAD+OiL167kY5Q9JX3LxyW2Ee7rpunLxSaauRvHJwZn+pX1J68vFKLUMd00mjU+uIGzRT2PJa6i339/OyMT8lpDdj2XuIzxjXGe/Ca+WieU+SdihENvwb62hvmcblDObevt9cyLzJcLOl9h+n5epq85+N4i5P0mwy7ENT8uaSljYiO33XJK43MxesL/s2NdVCCGEEEIIIYRojk5+xlAIIYQQQgghRBNoYiiEEEIIIYQQXY4mhkIIIYQQQgjR5WhiKIQQQgghhBBdjiaGQgghhBBCCNHlaGIohBBCrAEzO8XMjhzk35xoZpcMUZOEEEKIUunY9xgKIYQQZZG+Q1UIIYToNDQxFEII0fWY2W+A/3D3WWb2LuAS4CXFi+gvBN4GfN3dzyxebn464YXPWwDfdPdvmNlowguFJxNeUvwX4Kmi/K0IL+oeB4wALnX3M8zsGmCau19kZq8jvLx9e3d/qHjZ/Ebu/ulW6UEIIUT3oq2kQgghBFwD7F/8e3/gSWBPM1sLOAi4I5JdB/iru78ROAw43czWBT4K7Ai8ijA53Cb6m8uBm9x9AvBG4IhiAprW+xiwb/H5bcBVZXZSCCGEaIQmhkIIIUSYoB1Q/HtP4GzC5G4P4EHChC3mx8X/7yBMFNcnTOiucPfn3H0pYTKIma1PmAx+G8DdnyJkJA8AfgLsZWajgP2A/wQmm9kWwKbAr8vuqBBCCJFDE0MhhBBdj7vfA6xtZocAfyBM2KYAhwBXZ/5kWfF3vcXnEUBv8f8azxf/Xyv5vvbdaHd/EvgN8FZgI+B/gTcDhwLXROULIYQQQ4omhkIIIUTgGuBrwAx3/z1hotZDfmKYYzpwpJmtW2wtPRzA3Z8GfgUcB2BmGwFHAjOjeqcCNxayDpyEtpEKIYRoIZoYCiGEEIFrgFfSN2GbCSxy9z81+fcXAPOAe4GfAwui33qASWZ2DzCXMNm8pPjtWsCiem8ARgO3/VO9EEIIIf4JRvT2apeKEEIIIYQQQnQzyhgKIYQQQgghRJejiaEQQgghhBBCdDmaGAohhBBCCCFEl6OJoRBCCCGEEEJ0OZoYCiGEEEIIIUSXo4mhEEIIIYQQQnQ5mhgKIYQQQgghRJejiaEQQgghhBBCdDn/D+D4kmzFCEGQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"buzzfeed.com\n",
"LinregressResult(slope=0.0004332252383134255, intercept=0.7765377044352365, rvalue=0.541430820139915, pvalue=0.0, stderr=7.0528112269092826e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"breitbart.com\n",
"LinregressResult(slope=3.0381623909858276e-05, intercept=0.6656716279284519, rvalue=0.04380598502077582, pvalue=2.911796058557678e-05, stderr=7.264194578337413e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"rt.com\n",
"LinregressResult(slope=7.586753019589044e-06, intercept=0.7339961294877447, rvalue=0.012045079284910672, pvalue=0.25059261442747777, stderr=6.603007796549267e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"bloomberg.com\n",
"LinregressResult(slope=-5.3182108201942984e-05, intercept=0.7298653060097468, rvalue=-0.08387994723440038, pvalue=1.104381072719321e-15, stderr=6.623708628158489e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"sputniknews.com\n",
"LinregressResult(slope=5.716342724319156e-05, intercept=0.7570351796740563, rvalue=0.08258536001972203, pvalue=3.008816647102003e-15, stderr=7.2319619833074054e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"nytimes.com\n",
"LinregressResult(slope=-4.756649122630991e-05, intercept=0.6382707209832059, rvalue=-0.07064282202554889, pvalue=1.5155929836571243e-11, stderr=7.041638795533047e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dailykos.com\n",
"LinregressResult(slope=-0.0004172381398869247, intercept=0.7206594077059005, rvalue=-0.5161605208784537, pvalue=0.0, stderr=7.258543657389893e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"apnews.com\n",
"LinregressResult(slope=5.7085707200191115e-05, intercept=0.6840328848935737, rvalue=0.0869569450789098, pvalue=9.588945149404529e-17, stderr=6.856491548155971e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"washingtonpost.com\n",
"LinregressResult(slope=4.490414724478419e-05, intercept=0.6185886411300288, rvalue=0.05988411669248448, pvalue=1.0846787884216834e-08, stderr=7.847326566099882e-06)\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA4YAAAFFCAYAAACwkPM+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3X14HHd97/23ni3JkryWZFtyonBik+Gck1MIoaFNiAl2HB9IbYe2nBNQe9rT9oLTnuZquZNePDjtzd3YTnOTEEoplJCblhaHtFASyZj4IXbATlwM8YE6TuIBK0SyJdmWVqvVWpIl7WrvP2b0YM1KmrVnZ2d3P6/ryhXv/H6a+e3OPsx3vr+HomQyiYiIiIiIiBSu4mw3QERERERERLJLgaGIiIiIiEiBU2AoIiIiIiJS4BQYioiIiIiIFDgFhiIiIiIiIgVOgaGIiIiIiEiBU2AoIiIiIiJS4BQYioiIiIiIFDgFhiIiIiIiIgVOgaGIiIiIiEiBU2AoIiIiIiJS4Eqz3QAvHT9+vAL4ZaAXSGS5OSIiIiIiIn4rAZqAH998881jbv8orwJDrKDwSLYbISIiIiIikmW3Ay+6rZxvgWEvwA033EB5eXm22yIiIiIiIuKr8fFxfvazn4EdG7mVb4FhAqC8vJyKiopst0VERERERCRb0hpap8lnRERERERECpwCQxERERERkQKnwFBERERERKTAKTAUEREREREpcAoMRURERERECpwCQxERERERyWvhcJj777+fgYGBbDclsBQYioiIiIhIXtu1axcnT55k165d2W5KYCkwFBERERGRvBUOh9m/fz/JZJJ9+/blXdbQq2yoAkMREREREclbu3btYnJyEoDJycm8yxp6lQ1VYCgiIiIiInnr0KFDxONxAOLxOAcPHsxyi7zjZTa01MN2ORiG8RHgQaAceNw0zb+dU24AXwFCwDngXtM0I4ZhvAX4R6AWGAR+xzTNzky2VURERERE8s/69evZu3cv8Xic0tJSNmzYkO0meSZVNvSjH/3oFe0rYxlDwzBWAzuA9wBvBz5qGMZ/mlVeBLQDf2Wa5tuBnwCftIsfAr5pmuY7gH+19yMiIiIiIpKW1tZWioqKACgqKqK1tTVlvVycudTLbGgmu5LeCRwyTXPANM1h4NvAb84qfycwbJrmXvvxTmAqo1iClS0EqAZGM9hOERERERHJU/X19TQ3NwPQ3NzM8uXLU9bLxZlL169fT2mp1Qn0arOhmQwMm4HeWY97gWtmPV4LnDMM4+uGYZwAvgxctMv+HPi/DMPoBu4HHslgO0VEREREJE+Fw2F6enoA6O3tTZkRzNWZS1tbWykutkK64uLiebOhbmRyjGFRim2Tc459B7DONM2XDcN4CPgc8LvA14GPmqbZZhjGbwDPGIbxS6ZpJt0c+OTJk1fVcLlyQ0NDPP3003z4wx+mpqYm280RERERkQL37LPPTo/DSyQSPP7449xzzz2OOolEYsE6QXXTTTfxox/9iJtuuolf/OIXV7yfTAaG3cDtsx43AT2zHp8Dfm6a5sv2428C3zYMoxF4m2mabQCmaf6rYRh/BzQAfW4OfOONN1JRUXG17Zcr8IUvfIE333yTV155hfvuuy/bzRERERGRAvfQQw9dFvS98sorPPTQQ2nXCaq3vOUt7Ny5k49//OMsX76csbGxK0qUZbIr6fPABsMwGg3DqAJ+A9g7q/wo0GgYxtvtx5uB40A/cMkwjPcAGIZxGxAzTdNVUCjZk6speBEREb/l4iQX4o7ObfC4GYfndqxeEM9vfX09jz322LxjJ93KWGBommY3sA14Afgp8JRpmj8yDON7hmG8yzTNUeCDwFcNw3gVWA/cb3cX/XXgMXvs4f+LFVRKwOX74qEiIiJeycVJLsQdL87tgQMHeOCBB/j93/99fv/3f58HHniAAwcOeNjKwuJmHJ7bsXp+fXbnvgf8OP8ZXcfQNM2ngKfmbPvArH8fA25J8Xc/At6dybaJ91JNl6vupCIiIpeb28OmtbX1qu/0SzB4fW6nslKhUMirJhak+vp67rrrLvbs2cOmTZtSnhM3dbLx2fUzM5nJrqRSYLycLldERCRfqYdN/vLq3G7cuJFHH32UNWvWsGbNGh599FE2btzoZVMLTmtrKzfeeOOCs3YuVsfPz+7c94Af51+BoXjGy+lyg9h/W0RExAteLkgtwaJzG1xuxuEtViffz29Gu5JKYXGTgndrdv9tdUcVESksBw4cYN++fUQiEQDuvffevMqWrF+/nr179xKPx9XDJs+4Obf5/v7ORXPPSSgUYtOmTY7z4sVn1+2xskEZQ/GUmzT9YjS7qYiIgDW2Jh9/A7zsYSPBks65zdf3dy5b7Jx4+dkN4vlXxnARQY7qg2gqBX81UvXfVtZQRKRwbNy4kY0bN/LAAw9MP84n9fX1rFu3jueff573vve9mngmj7jpPZXP72+vrpv9vv6ee04effTRlPW86B3n9ljZoIyhS0GM6vNVvvffFhERkfzlRe+pXOfVdXMQr7/z+fwqMFyEZoXyn2Y3FRGRIPJqYrRwOMzhw4cB+MEPfhC4C1+Zn5v3gFeLjecir66bg3z9nc/nV11JPeJmILG6pbrT2trK/v37AY29yDS9J0XEDX1XWLyaGE1DJnKXJseTIJnvu3ndunVXtD9lDD3mJuUdxLR4kEz13y4qKrrq2U3FHb0nRcQNN98V+brckJcTo2nIRG7S5HgSVF5dx+VtxjDbg1ZTHcerwaZunluu391tbW2ls7NT2cIMC/IAaBEJjnS+K/I1o+Jllk/LVeSmXMz0BvF6MIhtylXzfTePjY1d0f7yPmOYz5mQfM5O5nP/bcnfjIJIocvnjIqXWT4tV5GbcjnTG8TrwSC2qdDlbcYwnzMhbp5bPj9/yX35mlEQKXS5mFFxa/369ezZs4dkMklRUdFVZfm8mPJe/JeLmV4vrwfdzKfhd5vEW3mfMRRxQxks/+RzRkGk0OVyRmUxH/jAB0gmkwAkk0nuvvvuq9pfPk95n6+/qcr0WpTpy195mzGU4Alyn3JlsPyTzxkFkUKXixkVt773ve9RVFQ0nTHcs2eP47srnYzK1JCJXJHOb3i+/qbmc6b3wIEDPP3008D859bNfBqS25QxFN8F7U6TMlj+yueMgkihy+eMyqFDhy7LGC703RW03zkvLfbc8v03NZ8zvfn8vhV3FBiKb4K6WGmqDJZkzvr16ykttTor5FtGQaTQ5fNyQ26+u+b+zgXhN84rbn/D8/03NV8nx9u4cWPgrs/EfwoMpeApg+WvfM4oiEj+ZlT03eWOflNFcpcCQyl4ymD5K58zCiJu+T05h5/Hy9eMSlC/u4I20cutt9562ePbbrstSy0RkXRp8pkC59XUw7mstbWV/fv3A7oL7JfW1lY6Ozv1WkvB8ntyjnydDMRvQfzu0rktXEGe1E9ykzKGAhT2gOOg3gU+ffo099xzD2+88Ua2m+K5fM0oiLjh9+Qc+T4ZiJ+C9t0VxHN79OjRyx6/9NJLWWpJ4SjkazjxVkFnDHWnxd3Uw25ep1x/LYN4F/iRRx5hZGSEhx9+mK9+9avZbo6IeMTvJVuCtkSMm2nx3e4nl393vBC0cwvW8IznnnuORCJBSUmJhmdkkBaKF68pY4jutLjl5nXK1dcyaHeBT58+TWdnJwCdnZ15mTUUKVR+T84RxMlAvPytyNXfHS8E8dy2trZSUlICQElJSaBuuIrIwgo6YxjEOy1BvAPq5nUK4muZyx555JHLHhdS1jCInwERL/m9CHzQFp3fuHEj+/btA67ut0K/O8E7t7D4IvD6jhcvedUDwcv25PL7WxnDgCrkO6DCdLZwvseFQJ8ByVd+L3ugZRbyV1DPrZslS/QdL14J4nspiG1yo6AzhkGkO6ACcN11110WDF533XVp7yNX71rpM+COZhTOXYtlVHL9eOKfoJ7bqeEZqfj9HZ+rv4Xijlc9ENxw817K9WsYZQxFAugTn/jEZY8/9alPXfG+cvWulbij85ub/F4EPl8XnRedW7f0XSleyef3UkYzhoZhfAR4ECgHHjdN82/nlBvAV4AQcA641zTNiGEYTcCTQDMwArSapvlmJtsqweDlnb1cvku4du3a6azhddddx/XXX5/2PnL9rpUszM2MwhJcC2VU8uF4QZHLvwNu5eu59WrsWDYylEEa8ybeKYTrqoxlDA3DWA3sAN4DvB34qGEY/2lWeRHQDvyVaZpvB34CfNIu/idgt2maN9n/vnwmDsl7mrHOyhpWVVVdVbZQRERy93eg0OXqecvVdotkMmN4J3DINM0BAMMwvg38JvCXdvk7gWHTNPfaj3cCywzDaMAKJKdur/w9kP35l8UXXt6NyfU7O2vXruXZZ5/NdjNERHJWrv8OFDI/x455KVfbLQKZDQybgd5Zj3uBW2Y9XgucMwzj68BNwCvAfcBbgS7gccMw3mf/+4/TOfDJkyen/x2LxQA4fvz4vPW9quP38dRud7zc13z+z//5P7z88stcvHgRgKVLl/Kud72Ld77znVk/nt+vt1cWapPfr3eQBfHcSf7y6v0WxN8mL+Xz59LP90CQrgW8/t11Wy9odYLYpsXqzD13d9xxx7zXC0Fqdyb2tZhMBoZFKbZNzjn2HcA60zRfNgzjIeBzwFexAsX/2zTNPzUM4w+Ar9t1XbnxxhupqKgAoKamBoCbb7553vpe1fH7eGq3O17uaz4DAwOYpsmFCxcAaGpq4i1veUvGjpnO8fx+vb2yUJv8fr2DLIjnTrwRDofZuXMn27ZtC8xsk16934L42+SlfP5c+vkeCNK1gNe/u27rBa1OENu0WJ25526h64Ugtftq9jU2NnZZosytTAaG3cDtsx43AT2zHp8Dfm6a5sv2428C3wYeAmKmaX7X3v4U8IUMtlNykFeDu91MTBDE6YlztXuUVxNBuH3+bt4nWvYheAphwhA3du3axcmTJ9m1axf33XdftpuzKJ233KXvwcXl6u+uaLK2dGRyuYrngQ2GYTQahlEF/Aawd1b5UaDRMIy32483A8dN0+wAug3DeP/s7Rlsp+Qovyeo0WBy7/j5Wro9ls6vN8LhMPfff78nr2Uhn5NwOMz+/ftJJpPs27cvp16HQj5vuU7nTqSwZSxjaJpmt2EY24AXsJareNI0zR8ZhvE94C/s7qMfBL5qGEY1cBb4bfvPPwh8xTCMzwJDwO9kqp2Sm7wa3O3mDqCXdwnzeRrroGZWF3uf6E6it7zIcuXqnXkvM2a7du1ictIafTE5OZkTWcNcPW9B5Hf2Vd+DIgIZXsfQNM2nsLqCzt72gVn/PsblE9JMbTdJY0yhSC6ZuhsbCoWy3JLMyPfnJ/Obm+VqbW0NzNg4P3nxGTh06BDxeByAeDzOwYMHAx8Yivf0fSoifspoYCgil8vVaazdZDqVLRA/s1xBHM/m5Wdg/fr17N27l3g8TmlpKRs2bPCqmZJlQexdUeiC+H0ikg2ZHGMoInlEY09kMamyXJmWr+/L1tZWioutn+ji4mJaW1uz3CLxWr6+d3OZzokUOmUMRWRRuZrpFH/5meXK94xKfX09d911F3v27GHTpk1X3CVXs00Gj1fv3SBmuYLYJjfy/ftExC1lDEVExBPKcnmrtbWVG2+80ZPXUZmQ/BXEcxvENonI4pQxFBERT3iV5RJLfX09jz322FXtQ7NN5q8gZrmC2CYRcU+BoYjIInK1e1Q2tLa20tnZqWzhPIL4Xgpim0TcUFdpEW+pK6mIiEt+do/ycqF4P01luZQtXFgQu9oFsU0ibui9K+INZQxFRBbhpnuUm6xLOpkZLxaKL3RuX283y7F4xcuudl61W93/3PHzfeKlXG23G+oqLeItZQxFRDzk5s71YnXmLhSvO+FXx4tzElS52u5clauvd662W0T8pYyhiIgH3GRd3GZm/FwoPp+5fb3dLMcSxLFMWkbGG24zy7n6eudqu0XEf8oYiogETDYWihd3lHnJXzq3IlLolDEUCRjNECheLRSv95J3NJYpf2mMpYiIRRlDkYDS3evC5fVC8XoviYiIyGKUMRQJGN29Fq8WivdqNlURERHxx5e//GU6OjqmH0/9e+q3fM2aNfzhH/5hRo6twFBEJID8Xih+KqMYCoV8OZ6IiIg4dXR0cPq1U7TUNQBQW1QGwHh3P13R/oweW4GhiEgATS0Un2nZylCHw2F27tzJtm3brjgjKiIiko9a6hp48D1bHdu3v9iW0eNqjKGIiPhu165dnDx5kl27dmW7KSIiIoICQxER8VA4HOb+++9fcLKbcDjM/v37SSaT7Nu3TxPjiIiIBIC6kvogm4NIRUSuVjoT1MzOBN53330p97dr1y4mJycBmJycXLCuiIiI+EMZQx90dHRw+vXXGO/pYryni9qiJLVFScZ7ujj9+muXBY0iIkG12LIXbjOBhw4dIh6PAxCPxzl48GBG2isiIiLuFWTGcLEMHnifxWupW8q22292bN9x5LhnxxARyQS3E9S4zQSuX7+evXv3Eo/HKS0tZcOGDZlrvIiISEDMjkHmiz+yqSAzhlYG73Umes4x0XOO2qJiaouKpx+ffv11ZfFERNLkNhPY2tpKcbH181NcXOzbkhwiIiLZNLUUxXh3mNqicmqLyhnvDjPeHeb0a6eyHn8UZMYQ4Lq6EA/envou9fYj1sWMm6heYwNFRCxuM4H19fXcdddd7Nmzh02bNmm5ijnSGdMpIvkliPNSeNUmNz32hoeHqa6uXrDOVFYtV6/RW+oaefA9v+7Yvv3F72ShNZcr2MDQjanM4nV1ddQWFQEw0dMDQGc0Crj7sIiIFILW1lb2798PLJ4JbG1tpbOzU9nCBUyN0QyFQlluiYj4paOjg5+/dppr6loAWFpUC8Bo9zhno11Za9Pp135OS801ANQmlwIwfmaUrtjZNPfzM1pqm639UGXt5+xFALqGeiiqKCE5lqCltsmuU2nXidl1eqf3Z+1r1aw6Q3adc1f2REWB4WKuq6vjwXXvdWzffvgHwMzEMi111ge31oofGe85S1d0yLd2Zks2xmuK5LsDBw7w9NNPA7mVLUonE1hfX89jjz3mY+tyh9sxnSKSn66pa+FPb9vm2P75l3YAWZoro+YaPv3LH3ds3/njx121aSpR0lLbzLZ3/1HKY+w49iXOjJ2npbaJbb/y0dR1fvjETJtqV7HtV3/PWeffvubmKUkKCgw90FJXy4PrbnVs3374aBZa46+Ojg5+9voJVtdZEXF1URKA4Z5XAOiOJrPWNpFclqvZImUCRUQyayqreG2tlVWswUpOXDo7DsCZIf8zi9PZwJrVANQmre6g42eG6Yp1+94euTIZDQwNw/gI8CBQDjxumubfzik3gK8AIeAccK9pmpFZ5TcBPzRNsyKd4+7cuZPh4WEg9V2Unp4eGgtz3p2MWF1XxB/dnvoUfenImM+tEcl9GzduZN++fUDuZYuUCRQRybxra1v4s3d/OmXZZ4/t9Lk1lpaa1Xz63c6ZqHce+5sstCa/LZah/Y//8T/yjne8I+39ZiwwNAxjNbADuBkYA44ahvGCaZqv2eVFQDvwJ6Zp7jUM46+ATwKfsMurgC9iBZVpefP0aZYlrcCvtqgEgIme8wB0RgcoKi+Hyup5/z4b1CVTRERERPwU9OUTMs1tF1gvJ83xwtTspi111pCN2iIrpBvvvkBXdIDq6upgBYbAncAh0zQHAAzD+Dbwm8Bf2uXvBIZN09xrP94JLJv1948BjwPOPpqLWF2zjI+//VdTlm0/so+u0Yvp7jLjrBP8Ki111puqtigBwHj3mwB0RYdd70uzqYqIiIjIYmYmlrmW2mQNAONnLgHQFTuTzab5wnr+Ji21KwGoxeoBN352kK6h89P1Tr9m0lK3wqpTZNfptjo5dkUvUFRRSnIsTktdo12n3K4zYNfp87ztLXXLefD2X3Ns337ku1e8z0wGhs1A76zHvcAtsx6vBc4ZhvF14CbgFeA+AMMwtgBVpml+2+pt6q1EIrFonVjMmv1oiYs6C/VzTadOS101n779P6ess/PIq7z55pt87GMfm97W22u9vLO3NTU10dvby7kzb9JSV0aNHWCOdZ8CoCs6QSwW4/jx4ynbMHf7YnVisdiinXLnHu9Kj3Uldfw+ntodvDap3f63yStBfG5Ba5PaHbw6QWyT2h28OvPVi8VilC5w1Tj1N2ULXlm6v/aKxWK01FzLp9/1Z4597Hz5s7OuY+cPGWbqzH9FOFOnaMF2p3ONvti19Wc+85npa2VwXjc3NTVZz792Jdtu/S3HPnYc/casa/QVPHjrh1Mea/vRb/LmcB9vqWvkwdv+W+o6L/2L53HDQnUuXryyJFgmA8NUZ35yzrHvANaZpvmyYRgPAZ8zDOOTWOMS78xUw0pKShatU1Nj3TWZsF/8heqMx6Iu6kQWrzMUXrBNiUSCc2c6aamzpuVdVmq9nOVDFwDoio5SU1NDTU0N5XVlfOK2FY59PPLSBSpqarj55ptTtmHu9sXq1NTUMDz/SzRdZ+7fXMmxrqSO38dTu4PXJrXb/zZ5JYjPLWhtUruDVyeIbVK7g1dnvno1NTWMDo0v+jeXovPXmarn5tqrpqaG8cFLix5vfHDURZ35e7dN14kuHLCkc40+vsDs/zU1NVy8eJHzZ3poqV0FQKjE6pVXEZ2ka+jc9DXzeHRw8WMNzX8dn3a7F7jen6kz/xwdM3XmPydLly5dtD2pZDIw7AZun/W4CeiZ9fgc8HPTNF+2H38T+Dbwa0A9cHgqW2gYxk+B203TXCQEyX8tdZV86j3Xpyx7+MU3fG6Nt9z2c1c3WREREZH59fT0XHZ9VIjjB8Fe0uLW33Fs33H061loTfBlMjB8HviMYRiNwDDwG8DsRUmOAo2GYbzdNM1/BzYDx03TfBJ4cqqSYRhJ0zTTHz0pOWdq6YtVdUVU2steDNnLXpybteyF+foJVi0rYkmxtS3aa9cZ1NIYIiIiIqOjo5x+7TQtS60lLWqT1pIW411WprHrov9LWkjwZSwwNE2z2zCMbcALWDOLPmma5o8Mw/ge8Bd299EPAl81DKMaOAv8dqbaI+lzO1OTl1bVFfF77y1zbP/aDyZm6iwr4n/c4azzj9+fcGyTq6OJjERERLzh93VVy9IWPvWuT6Use/jlhz09luSHjK5jaJrmU8BTc7Z9YNa/j3H5hDSp9rHwKFXJGGsB1ROsrrMGE08tXj/SfZLu6ORCfyp5oqOjg9dfP0HdcrBXfqHn/AkAogNZbJiIiEiOsXpGnWZ1nZXFqy6ysnjDPeN0R5XBk+zLaGAouW91XTF/8h7nvEd//aIWri8Udcth3V3O+zOH91s3CtzcAXWTVdRaniLB4/fn0qvvExG/uZ0nYXVdC3+8bpvj7794eIcPrRRZmAJDEbkqHR0dvGZnFWEms9h9/kRaWcWOjg5eO3WCpfZ+kva3U9cFK0N5URlKEd91dHRw4tQpiuuttbmSpdbaXCf7rFn1JsPers1lHc+kuH6lfbwK+3iDTIbPL/SnIlk1lQ1sXtZCVbGVCbzYa43n6xlUNlBygwJDyTu64+yO27ubbtQth1v/qzOreHRvehMCLV0ON38gde/x49/T5EIi2VBc30jF5g+lLBvb/a0MHG8llVucUw6Mtv+T58cS8VLzshb+1x0POrb/3fe3Z6E1IulTYFig/BwA7feUyR0dHZivn2DlMivAqLBnLx3sfYXzmrl02tT4wWUhKLbXpO09Z2XnBhderierNCFObjtw4AD79u0jErHeZPfeey8bN27Mcqskl3h588+r7xPdkBQRr0QiEfqj/Wx/sc1R1hntp6GqhFAolJFjKzAsUFMTy1xba0UENVgB06WzJzkz5O3EMqOjo/zs9RM01VmB2tRSFDF7KYreqPfB2splRbS+z/n23vVC3PNj5bJlIXhfivGDL+wPbgDd0dHBq6dOUL0cEvYpftPubjqs7qY5Y2BAJ0uuzEx3U2vR6mTpEgBO9kWZDJ+7gn39jJL6ZiZLqwB4tc9agDsR7lnoTx37eeXUzympvwaAyVJrcenX+kZJhM+m1Sbxj8a2i1xOgWEBu7a2mPtvXeLY/tjRS54fq6muiI+uK09Z9sThcc+PJ/mtejn80t3OgPbEnuAGtGLZuHEjGzdunL7wUrawcHjZfb24fhVVW37XsX2k/R8cx1rseCX1zVRv+ZhjX8PtX0mr3SX111Cz9U8d+4m1fd5VmxSA+M/qYXSaVaHrAFhijw2MnrOWvzoX6cxa2yQ4rAzeBbYf/WbK8s7oBRLFSXBeUl+RUChE9UiCB9+z1VG2/cU2yjOULQQFhiIiIuKDmUzfilmTylhdiifDFzJwrJ9RYmcVJ0srAXi1bwiARBqZxZl9rWaytNrez7C9n+609vPKqZ9TVn+t9belNQCc6rvERPiM6/2It1aFruN/3uUcFwjw9/s1NjCoIpEI/UMX2PFvX3OUdQ710hBJZKy7ZT4ryMBwYmKCzrEI248cTFneORihvrLCszdUJBKhfzDGjiPHUxwrRkNlRG9en+Vz95F07pQHqU09PT2+fiPp7r2I/4rrV7Bk80cc2y/tfipF7atTUr+Kqi1/kLJspP3JNPe1mqVb/tix/WL7F9PaT1n9tTRs/TPH9v62z6a1Hz/5/V3p57hPN/yeJ0GCx8rgwYO3fjhl+faj3+TMJXfDI6zsYx/bX/yOo6wz2kdDVXFWY4KCDAzdikQihAcH2X74B46yzsFB6isrCz6gi0Qi9A0m+dKR1Osadg8mmSyegEqfG7aIqQlqGpdZj8vtyVcGeq2xan2DWWqYB6YmlZl6a05NLHPOnlgmkoWJZaaWtKiZWorCXtLizHmrTbEBqCivpqzG3zadPHWCJfXW47j9bXi67wSXwv61Q0QkyDo6Onj91GlC9VZ3y+JSq7vlub4JImHvu1p2dHRw6tRpGpdfR7l9rPAFq2tn34D74011E1253Gp3RYm1r8HzE5xPYz/WPAmnaQpZi9JX2t1NY+esYTC9ES1FkQ2hUIjq4RK2/ervOcp2/NvXKA/VZqFVuS8vA8PuoUG2H9mXsqxzcACKi7gxg3MkAAAgAElEQVRuWYgHb9+Qss72IwcpC4WmZ81biJUNHGL74aMpjjU0nQ2sHo2x7fabHXV2HDnuuq/wxMQEXWNxHn7xjZTlXdFRGqqUfXSrcRncuz71R+DpQ7k9SU0oBHfOM3Tr+QP+tmVKzXJ49/tTL0Vx7Lkk4xd9bhCwpB6u31Ls2P5Gu7cTMBWKAwcO8PTTTwPWj/amTZs0hrBAeDl+sJAFtTdLqP46Nm51drc80JaZrpaNy6/jQ3f/uWP7t/Y8lNZ+Vi6/jt/a5Gz3N/al1+6mUAt/sCF1d9MnD6q7qZesXn297PjhEynLrW6i8cBd61rtvsD2l/4lZXln9AINVUV29nGSB9/z644621/8TkbHD7qRl4GhV0KhEEtHR3lw3XsdZdsP/8B18JjPQqEQ5aNn+aPbK1KWf+nIGOdGy4AJfxsmIlkxNdto0H60JbNmxg82kiy1Jho72We9FybDfdlsWk6xejL8nMoGKzs1YXej6Oi3euWM9is7Jd6KRCL0x/rZ+bKzO3Nn7AwNkQZ9nxeQvAwMV9cu4+Nv/9WUZduP7KNr1LvUhJUNHObBdbc6j3X4qKeRf1lZGdcsKeNT77k+ZfnDL75BhT68vnN7p9yPMRNgjYcodibBRDJu48aN7Ntn9dZ49NFHs9wa8VtxfSMVm/+7Y/vY7n/OQmtyV2VDC2u2fiJlWUfbIz63xjtBHP8uwVNWVsa1FSvY9isfTVm+44dPUB7ycdyJS2VlZVy7JMSDt/23lOXbX/qXrGcD3cjLwFDEC24HnHd0dHDq9RM0LIMyOyDrt8cq9s8aq3jq9RPUh6DUrtNnj/kLp5F0nho/uNz+bimx93Xe3tdABMrLq6mudr9PERHJP15N4pLuseY7Xk9PD0NDIzTYYxXL7PGD/X1Wj6L+NMYrejWxjNgJjouVfPpdzkmRdr78WcpD7tZgsDKPfew89jeOss5YNw2RRgD6h/rYcexLKffROdRDongSUndCy4jp2U2PfiNFe87TEEkWVMZUgaHIPEZHRzmVYoKacIoJahqWwa9vKHHs4zsHE9P/rg/Blg3OVF77wfTGsy0PwaY7U4/V2/d8kovDae1ORAqULq7zW0dHB6+dOk1NQwvJMisIO9NvTZgS87hL6tSEMcvtoK/UDvou2EHfQLiTsrIiGuqv457NzrGDAM/udj9+sKOjA/PUaVZMTSxjHy9yYYILaUwsk6usYKafzx7bmbL8zFAnieIElPncMMl5CgwDwpq+dpidR15NWd4ZHSZRXAJL9Cn3U+My+NA8E9R8K8cnqMlnXk2EEdSJIKSweZUJssYFnqKo3rqTPzU28JW+MEmNCww0t99xNQ0tvHvrpx1/f6wtdUBxNZbXX8fdW1IHfXvaHyI25G0wumL5ddz7fueEME8/p8lgABKJBJ2xTh5++eGU5Z2xTk/HD1qZx3I+/e77HGU7j/0N5SGrK1P1cBnb3v1HKfex49iXODN23pP2wOxs4NcdZZ1D52iITNqzmxax7dbfcrbn6DcoDy3zrD25QIGhiOSdjo4OXj11gqp6SNjfcr/oszK9I2ksRWEtSH2C8gbrccK+L2P2W/sa7/eqxSLuzQR09SRLrTf4K31WIJcMp7fWSlF9IxWbnbPjje12rrElwWF9x/2c6oYWEvYENW/aE9QMa4KanGYlCvr5/Es7HGVno500VFnBXOVwNX/2bmfQD/DZYzt58+IbkEhZLDIvBYYBYU1fG+XTt//nlOU7j7zKmUv+fsIjkQh90Un++kXnGoVno5M0amkMCbCqenjbrzm77p76bnpdd8sboGlr6tl8etu0rEVQ+Tm+KhuK6usp27zZsX1i9+4stEayobqhhV/a+inH9hNtqTNEUljKysq4tupaPvUu53sE4OGXH6Y8VO5qX9Mzl/74cUdZZ+xsYGcutbKBxWy79XccZTuOfp3yUF0WWuUN6wZCmO1Hvuso64yGKY4uv6L9KjAUEZG8Y2XVXqeofhlJe8anV/p6AUiGBxf607yg8YMiuSkUCrFkpJo/vW2bo+zzL+2g0mUwJ3IlFBjmIesuwgSPvHTBUdYVnaDBZaYvFApRMdLNn7zHOT3UX784RpXHd4cikQgXBpN87QfONQ97B5MkKpWhFBH3iuqXUbrlDsf2ePv3Xe/DTYAVxMzjTHdTqx90stTqB/1KXz/JsPpAi0U3EMQNa/zgEj79yx93lO388eOUhyqz0KrCZvU0nODB23/NUbb9yHepq7uybKgCwwJlDcid5LGjlxxlZ4YmaYgoCBMRmck8Wt+HM9nHcyTTWWsmC4rqGyjfvNWxfXx3WxZaI0HU0dHB66dOU1ffAkCRPbtnT9840bDGKnotEonQN9jPFw87xw92D3bSWBnMLplSOBQY5qFQKETVyHk+cdsKR9kjL12gIhQiEgneBU0oFKJk9Cy/917nzKtf+8EEtXa7Lwwm+cfvO7OK5waTTC7J3YA2iHduI5EIgwNweH/SUTY4AJXluft6S27KxiLZRfUhyrZsdGyfaD/guk3Dw8NUz1pgNB/HPcrCIpEIE+F++ts+6yibCJ8hUpqdoKCuvoV1W53dFg+3OYMXEclvCgwLlDWjVTf33+pcuPSxo5dYoot933V0dHBq1uL1dmKCC+dOMBC8OF4kK2YyeFY3mWSptabnK3091uNwNIttWm63qcRu03m7TQNUl5UzPDExq87UbKIXpuuISH4LhUKUj1bzx+ucgfgXD++gWuMHJcsUGEpOCYVCFF86y/+4w5lV/MfvT1CX4wHt8hDcvcE5A+aeg9mZ/TIUCjE6foZ1dxU5yg7vTypbKFlRVF9H6ZZ1Kcvi7Yd9bo2lqH45ZZs3pSyb2L0Phi7add4/T53nMtk8CYBQKMT5eCUNW//MUdbf9llCIeeNWhERPykwlIybmJigdyzJE4fHU5b3DiaJ+zyxjNUlFZ6eZ5H6C4NAkbO7qmRfJBJhOAwn9ji7tw6HIVKm7q0iQRSJRJgMX+DS7qccZZPhC0RK8f2zG4lESIT7GG7/iqMsEe4hUtroqk2RSIR4uJ9Y2+cdZfHw2ax1E5WrNzExQW+kkycPbk9Z3hvpJF6h8yv5QYGh5J2pcYi7XnAGfecHkySXqF+m+C/f19UTERGR3KbAUDKurKyMFZUTfHRd6r7zTxwep8bnO22hUIjkpTPcuz71R+DpQ3EiI2VA6iynZE8oFCI6cYZfutvZvfXEnuB2b7XGoZ2AhhIos7oGn+h/1SrsT7jeT64unyDuuLmBkKtCoRDdcViy+SOOsku7n3L92Z3KPI60/4OjbDJ8jkip9flKhC8w0v5kyn0kwr1EShOEQiF64mVUb/mYo85w+1cIhZZOZxUvtn8xxX66p7OKvfEl1Gz9U0edWNvnCWk6/0CKRCJciIT5+/2ps4HnIp1QBE2h6/iDDQ+mrPPkwe3UaGygpKEr2sf2F79DdGwEgLqKqunta1fX2//uZ/uL1gzSs+t1RftZu7ohY23LaGBoGMZHgAeBcuBx0zT/dk65AXwFCAHngHtN04wYhnEb8HmgDAgDv2eaZmcm2yr5IxQKUXTpLK3vc769d70QZ1lAA4dcFYlEiA7A0b3Orp3RAajSzKUzGkoo+WCNY3PimZjrXVgB5klosMcjlVmZ8RP9p6HfWn7G7cydCiCDZ2b9weWaoKYARSIRRvv76Wh7JGX5aH8XkRJ1WxTJVbNv7g11DALQuPpaANaurk9582/I/g1vXN3A2tUNrFmz5rLfeC9lLDA0DGM1sAO4GRgDjhqG8YJpmq/Z5UVAO/AnpmnuNQzjr4BPAp8AdgFbTNM8YRjG7wFfAJyLMUkgdEeTfOnIGACxS1ZwULOkaLqsRDfSfDUxMUEkAs8fSF0eiUBFRfCCtYmJCS6F4fj3nAEmQEzjB2c0LKH0nusdm+PPvgFMBRevQoOdpZgOHq1y+kd9aWa63AS0PT091i3DPGZNUnO3Y/vE7j1ZaE3wWJnHYqq2/K6jbKT9HwiFrBlre+IlVG35g5T7GGl/klCo1vXxeuLlLN3yx46yi+1fJBSqTvFXkgtCoRDFY0v5n3elzgb+/f7t9A9rPceg6ho6x45/+xrRsYsA1FUsnd6+Fnefb7/NviE79dv26KOPLvg3qerN/l30UiYzhncCh0zTHAAwDOPbwG8Cf2mXvxMYNk1zr/14J7DMMIwK4EHTNE/Y208A96Vz4O7YINuP7ANg8JJ1AbRsiXWB1BkdoKhckYpX5t7ZOGdfyK1qtrbf0GxfyDHid9Ou2sTEBH2D8K15JqjpG4TiHF430SuhUIiR8TPc+l+dXTuP7g1u186811BJ6T1vS1kUf/aUz41xxwpoX0uxFEW39TgcpbqsAsrULS9fTXUTHW3/J0fZZPg8kdL8/k4JhUIMJKpYs/UTKcs72h4hFKrwuVUi7nTFutl57G8AiI5ZPWHqKmroinWzlhs8Pdblmbc+ABqvaQZgLbUZzarls0wGhs1A76zHvcAtsx6vBc4ZhvF14CbgFeA+0zTHgG8AGIZRDHwGeDadAzesWsXFi9bdg8hFa02rJTVWn92VNVWEw2E6oxG2HzkIpAoeI6ysse4ALjR5dCxmvekX+or2qg5AIpEAShasM7WvhULfqToL3XSfqrPQ0WKxGLfccgu33DJzWp944gkAPvzhD1++LRZ21e6g1AFIJpM4Q53LjY6OMjo6ylAUvnPQOU6sfxDGkz3U1Di7D6bbJrftLi4uprYW7nSuxw1YmcTS0lJ6enqIRuGFVIvXRyA56V27Y7EYsSgce26ebOAAFJGkph5u/kDqV/3495KUlpYuesx02nRpCN5ody4FcikMPROLP3+AN998k499bGZ8Um+v9bU3e1tTU5Ordh8/ftzxPGZvm719of244bbdmzdvXrRNqY6/UJ356sViMWspiq23pfybeNtLJCLDC+539r4Xq/OZz3xm+nlfzXlzw/r+XrxNQasTi8WYHBpibPe3UtaZDPfRMzHm2XfF6OjC2ezR0VFKSxe+dHF7Tmbqzf9NP1PHuYyQs8787ZqpM/8v70ydhW9eT52X4aFhTrQ97Cgf7u+iZ7zaPifzX1nMHM9NnfmvhtzUgXQ/A1d3vGy0OxaLcTE6zN993zlesWewk6VJ65wUu3i9S13UKVvkqjGRSCzau2Lm+nPx92XFIu/vpqYmVl7bxBjWb2qkdwiAJcuqWbmsiaVLl9Lb28v5oV52HPsScHnwCNA11MOki8hk7vVnqmtPgJ/+9Kc+X6MvzO3v/HxtmPu3C7VpKg5KVyYDw1TftLOvwEqBO4B1pmm+bBjGQ8DngN8FMAyjHPi6XW9nOgfeuXMnFRXWy5Uq/Tq3u9J0393mVQCsbV41fadhYoEfmKkfwvHY/Asqz9SZfybM6TpDCwdPJSULB4Wz9zU2tHidSwusAz1VZ2SR/dx8880p/2729pqaGhb7nZ76u6EF6k3ViS7wXp+qM+iizsAin5ny8nKWVU3woXkmqPnWoTj1Tc1EIhGGFngtKysrqamp4dIC17NTbRpdpE4kEmEgAvueTx1gDUSgqGjxNQ9ramqIx+NEXbQ7tkCyd/q8LVInHo8zuMi640VFi4XhM8cLL3DtOFXHHm63YJtY4P099fwZW7hNiUSCX3T/ghJ7LPikfY3RNfYLq7zfOt5i+5r7eUr1WZrePnZ+wf0AMNbnot1d0GB3g7Pb/Ysx+3uof9h1m1Idf6E689WrqamBSwucFNL7HuTS/B/ympoaLl68yC+6z1JUv4xkhXVh9Kb9N8nw4Mx5W+DDO3OshXtFpNfu+d/gM3Xmf4PP1Jn/DTdTZ/7fnZnPycLnZPqzcmn+MZAzx1v4t7CmpoaBskEqt/y2o3y0/Z9oblxm72fx393F3ktu3ydWHTfvAW/O24Wxhb90ps5LZGj+Nk2dk8Gx+SdQmzpe7NLidYYvzb9809RvUzjcyZ72h1LWCYc7KcLdbxNAeHTh4wFEXNQZHFm8TnR44aWp3H524/E4F6OLn5Ph2OKv9+jQ4nUuRReeHC+d75zxwcXfl+ODC7+/P/OZz1y2bd7r71k3kYY6rN+yxmuaAFjLDVYvs0XeKun8Xo4vcKEz/dyig4vXGVp4Rnu3r3e6v6nz1aupqWF8aP5zsnTp0kXbk0omA8Nu4PZZj5uAnlmPzwE/N03zZfvxN4FvAxiGsRRr/GEY2GqapqcLys2dcGG+Pr5e9t/til5kxxEr0o/aX8J1S8rpil5kbXM6+xnl4RetcULRMetlqbMvaLqio7x1tWdNFpdCoRCJS2f49Q3OL4XvHEwEtttTKBTi0tgZ3pdi8foXPF68PhQKcXH8DO9+f+rg79hzScYvejcLbCQSYSQMp77r/HUZCUOk1OoCHI6f4fotzkzAG+2TaT3/kgZY+sHUGYWLzyx+MZQ1DdWUbv0vKYviba/43JjsKKpfRtmWDY7tE+0Hs9Ca4LHG801SsflDKcvHdn+LUCg03QV0bPc/O+pYaxQWBfa7MBeFQiGiiSp+aeunHGUn2h72tLtpJBIhEg5zoM2ZCYuEO6korXe1n0QiQX+4k2d3pw4e+8OdlNj76guH+dYeZ72+cCfFZfWu15a8MBDmG/uc7T4/0Emy3N1+3AqFQpRdquZ/3eEcr/h339/O0gDPXNoVO8POlz9L1M4q1FXUTm9fy1s9O46b6+8HHniA8bPuJ2TzS1f0AtuPfhOA6Jh1A6Cuonq6rKii1Jpt9KV/madOH2tXL/e72WnLZGD4PPAZwzAagWHgN4CPzio/CjQahvF20zT/HdgMTOVIvwGcBj5mmmbq1EgOmTsObyZD2cLaZlz3g66srKR51r5i9t+sWG1te+tq9/uS3BQKhRgfO8OmO1MHWPueT3JxWMtsiIiIf0KhEBPxpdy95c9Tlu9pf4iBsK5NvHRmqIvPHrM61A2NWVmx2oq66bLiisV74cDcsXrWeO7Ga1cAsJa3ZuW6smuolx0/tLqHOrub9rKWxYd5eMl5HW/1jmhcfQ0Aa1eHGB4eprq6eladiF1nasbR5Tmx3FDGAkPTNLsNw9gGvIDVYf5J0zR/ZBjG94C/sLuPfhD4qmEY1cBZ4LcNw7gJawbS14CfWCta0GOa5gcy1dZMc3uHZDHNzc0p/yaTmU6RXBQKhRiMn+Ftv+bM4p36bnrZwELnZl09LXshVmYxScXm/+4oG9v9z/rM5bBQKMRYfCkbtzozYQfathMKuZsmuKysjLraFu7ZnDp4fHb3Q9P7mpxYyofudtb71p6HXB8vFApRNL6U39rkbPc39m1nmcv9BNHcAKO7w8r0rbimEYC3stbqkpl67rzLuJkl08/rSmcQZi3XMzOxTI3vAZbbnobp1gmijK5jaJrmU8BTc7Z9YNa/j3H5hDQAF1hoJLjPOqNRth/+AYP2uIBlS5ZMb1/bbL1Ju6JDbD98FICoPaajbkkFXdGhNLuJDrPziLXgddQeF1BXUT5dtjYL3US7o5P89YvWcxoas5K3tRVFdEcn1W01DZFIhHAE2g86uxWGI1AawOUjRGBmplAalkKZ9R1wot+evr3/yga3i4jIlXPdJbPLu95DXbGz7Pzx4wCXdTntip31vbtpOrqGzrHj6NcBLlvWwlrSos6uc54dR7+Ros551rLsio7rh67oANuPfBeA6Jg13rCuopKu6AAh/sMV7TOjgWGuuzy9PtX9075j0dy88CKUzddMdxNN91iX7Wf1W6zjrXa/L6/MPV7v1FIUq9dMd1sVEe+4yc5lRcNSSrfe5Ngcb/tJFhojIiJ+cl6jWlOGNF67crq7aRA5290PQOM1q1lL3TzX8WG7zjWsZVkOPbepuGEFa1evoKWl5Yr26zowNAxjnWmahw3DWI41k2haS0jkIq8WoUz3WFezHy9lo03nokm+9oMJLl6yMhNLlxRNb69NI/saNKFQiPjYGbZscHZtbD+oro1isbJzJ6GhHMqsqa9P9P/MKuzXuFGxRCIRkuEwE7t3O8qS4TCR0lLXk3Mkw32M7f5Oiv30ESkt1neTSA7rutjFwy9bS5pEx61xiHXlddNla1nraj9BvEZ1I5+7gC723MbGxjh58mTa+3UVGBqGsQO4FXgfUAV80jCMG03TdE71JHKFZt/96LPvfDQ3W9tq05ikRySnNZRT8sEmx+bEM70pKst8rKBnkHj79x1lyfAgkdIlCnqk4EUiEQbD/Rxu2+EoGwx3UlnaoM9JjnJmlKzun40t1jjEtawNbDZMssdtxnAr1iL0mKZ51jCM92LNIKrAMKC6ohM88tIFomNW1qGuomR6e1DHBgZtALTfpsYh7plnHGKZxiH6LhKJMN4PvW2pl5wY74cknq6mI7KoUCjE2Xicss2bHWUTu3dPLx+RDPczvrvNUScZ7idSWmLvZ5KKzb/uqDO2+zv6vslxkUiEWH8/x9qcS0HH+juJTC2+KnkpV7N8kl1uA8OyOWsJjrPo8pOSLWu0pAXnB5PsesGajmt2t9Tzg0mWOZMxIpJnrKDnEqVb7nCUxdu/72nQYwVhA0zs3peyPBkeYCI4c6qJTAuFQozGq1m3dZuj7HDbDkIBXntPRLznNjB8yTCMXcD/BySB3wGOZaxVclUKPfM2t2tE2A6Cr2law7Km4AbGoVCIibEz3J1iHOIejUPMilAoxIXEGZq2pl68vrdtktJoGQmtG7mo2RPrgHNynXzv0pRIJOxxgc+lLLfGBpZ59jm3AuME5Zu3OsrGd7cVxPdJInyOkfYnAZgcsWYaLK5aOl1GY23W2uaHUCjExUQ17976aUfZsbadOR30RSIRLoTDPP2cs+PahXAnlHm7eL1IoXAbGN4H/CXwONaqKAfsx5LDzgxN8thRaxmO2UtRnBma9HDiYf+5nca5bxCePmRlFYetl4FqazUS+gahNHd/Mz0VHYDD+5NcsmZCZknlzPbmldlrl+SWqWUviuqti/Gk/evzSt9ZkuGhLLbs6llB2DhlmzelLJ/YvY+ScIQESZ9bVrjm3mjo6Oiztjfas5g11k7fJEyEexhu/wqTI9ZC2sVV1uLZiXAPNN7gX6NFRLLMVWBomuawYRhtpmneP2tW0pEMt00yyLk4qt3l9Jo1vDVF+dXqjSZ54rCVVYnZXTtr7BlHe6NJanyecXTu84vYz//aJmv78iasxWEZ9rdhATP7dZrK8DSvXGP/P7jZVwmmovpaSrf+imN7vO2HWWiNv8rKypioraFs8/tTlk/sfm7W2MAwE7v3OOp4nVXMZ27HV335y1+e/ndHx3kA1jTa4w0ab/D8O24ifIb+ts8CkBixboiUVNUyET4Djbl8S9ZfoVAIJpZy7/udi9c//dx2QgFevL472sUXD1uT/cQuWTOF1iypozvaxQ3N1iyhZ6NdfP4lq87QmFWntqKOs9Eu3rra3UyiIldCs5IWKD8HJc8Nwi7MmXG0Jo31HgHODSb5x++nWNJiMEmdy/GDbrOK4d5+1+3KR4XeLVlE8puf33HOLGa3tb1xBTS+VTfaCsDc98A5e6bQVc2N3NCcepbQHrvOytWNvHW1ZhKVzNKspJJxXgahs78Q++0f0NV2lq+uKf/HKYkE0ezxg3PHDkJufy6tDF6EifYDjrJkOEKktMLTDJ7VLXWCss13O8omdu9RtjCHub0hKfkrn9fVk/ygWUklp7i5uyu56+IAHP+elQket8c0llfOlLHC+vfwAJzYk3TUGZ5VR/wzM36whmSpdf5e6TsDQDIcy2bTJGAmwxe4tPspkiNWN/2iqurp7TS6D3onw+cYaf8HAJL2xDJFVUuZDJ+DxjpvGw0kwt1cbP9iinGI3dPjEBPhs8TaPm+1z+4mWlxVSyJ8Vt1EC0TPYBd/9/3tl3URndp+Q5O6gErwXemspL+LZiUVEQ9VVlamHNPYssLetiJVVyyrzlvm1FF3LP8V1ddQuvWXHdvjbT/OQmu8Y2XwxijbstFRNtF+QBm8NFz++R6wtjVeY21oDLn+7Dq/B/rtfa2GxjrPM9SXt/ucfaxV1gZ7HOJcHR09dr2V091EJb/NPsfn7e6fTU3WYvI3NKkLqOSGdGcl/RzWrKTPA/9Ppholkmv6B+E7BxOM2LObVi2Z2d6gdRNdaW5uTtml6kq62PjZHWtiYoJEP1x8JnUnikQ/REoiCiBcsLptRom3vZSyPBmOMkExUOlvwwrcZLiPsd3fAiA5Ys07V1RVNV1GY72r/Xg1ns/vhbuvpKfK1bRptL+LjrZHAJgYsTJPZVV102U0KPsYROrRJPnAbWD4S8BbgQGgCGsiGhNoyVC7RHJGqixXgz3usSHA6yaKiCzGmZ0btLY3XmttaKzXd5yHnK+31XV1TYPdR75Bk9SISOa4DQyfBP4R+E3g74B7gH/NVKNEconbu+DhCLQfnGTEHhdXZSc9whGY6pWUz2IDcOw5a/zZmP0aVFTOlJGjayKWlZWRqBtn6QeLU5ZffGZyehkC+hMknkkx5q4/oawiU902RyjdelvK8njbSxCOkQwPEm8/nLJOMjxIpLSy4F9Lr7jNzmnSFG/o9Q6m3kgXTx605luMjdrjByvrpstqVmn8oOQHt4Fh0jTNRwzDaABOAR8CUvf1ERGHVFnFxlVr7P9nL6s4GIEXUixePxiBJg+D1fnGBl5rr4nIytyeuVJyk9V1dZCJ9oOOMivAXKIAUySHnR/o5Bv7rIDu4qiV7V5auYzzA50sW+kumKusrKR5zcxiyxfs8YPNq6zxgzWrNH5Q8ofbwHDqFncHcKNpmi8ZhlGSoTaJ5B0v18oaiMC+563M26gd0FVWzpSVl0MkAs/bs+vPrROJwKpVqYPVJjtYbVqVXqAWHYCje53ZwOgArF7p/5igIAqFQpxJ9FDywRpHWeKZmAIQl6yF4isp3bIuZXm8/bBeyyyxxiL+c4oZR/ugcXk2myYB0R/u5NndDwEwMmIFalVVy6bLGhqtYK1voJNv7afOS2gAACAASURBVHmIETuYq6pcNr29foW7gG7ub1jYDuiuWdnIspVrXd+QvZLx7yK5ym1geMwwjH8G/hzYYxjGDUAic80SkVTmy7yttAO6latgeHiY6upqR51Vdp2poNCrgfLztWn1yjWszmImcCQMp747yYQ1VwZlVTPbsW70cikMb7Rbk8bE7XqlVdb2qTpBY3VJvUT82Techf2X1CU1DVbX1UuUbdngKJtoP6jXMQ2X32iKWNumxyEuV0YlA4b7uzjR9jDj9gQ15fYENcMBnaDGmnl6JvPWYQdqDY2N9v+dmbdBu861K6w69SvcB3Ru1408F+nk7/c7s4oA5yKd1KmbqBQQt4Hhx4F3m6b5M8Mw/hS4E/hI5polIqkEcXHcIGYDU2VD/0Ojva0xdbA6VW9N45rpOn5377WCvjESz/Q6C/vHiJREfG3PTJtixNt+kqJNMQWiAng7I+Nk+Dyj7f8EzF2j8Dw0LrvKluaHy7/jrE5db8nyBDUD4U72tFvZwFE7G1hpZwMHwp287W1rAzfz9Nzfgn47EF1tdxOtUzdRKTCuAkPTNJPAD+1/7wH2ZLJRIkHRNwjfOhQHcCxF0TcI9VqKIpC8ml4+iBM8WF1Sw5Tec72jLP7sGwrSJKc5eyCEre2N10DjMl2k27wcnuBGJNzJgTYrqzY76IuEO1mVItM3lQ1cYWcDV6SoEwRBvLEpkk1uM4YiBcfZpcWeMMVeiqK+SROmiLesoK+Pkg867zgknunNStBntSlG6dabHGXxtp8oEBVP6UI9eOYL+lY1Nk4HhTpvIvlBgaHIPLLxQzcQgT0HrTFvsyeNGYjAigJY0kL8MzExYY1VbHsldYX+YXUTDbBkOMzE7t2OBeeT4TA0BnSArOQkBX0ihUOBoUhAzDeJy4pVa1iR5iyhIpK/Uo2hXTMVDDY2agF0ERG5IgoMRQJCd2WDabwfetusLG7Cnrm0pGqmrLQsSw27SmVlZYzXLaF0639JWR5ve0XZwoByO74sGe5nfHcbwGWZxWS4HxobrO3hPsZ2fydFnT5orM/sExERkUBRYCgiMo/5srhrGuztDdDT08Mlhv1u2oKsmURHiD97KnWF/hEmKAX8W47WWkx+iHjbDx1lyfAQkVJ1W/XSvO/dxgZobJhnZt5Bu8610FivXgoiIgVGgaGIyDzcroMV6e/3tV1BYwV9MeJtP3aUJcMxIqX+L7NR6IK4tI34L9bfxbG2nYzZax1W2Gsdxvq7oMFany8a7uJw2w4ALtn1llTVEQ130dwY3DX8Lgx08vRz1kypw/b6g9WVy7gw0EloRXDbLRJkGQ0MDcP4CPAgUA48bprm384pN4CvACHgHHCvaZoRwzBagG8AKwATaDVN82Im2yoiki+smUQjlN7ztpTl8WdPURZNMu5zm87Ghynd+ivO9rT9MCPZwmR4kHj790naa80U2WvNJMOD0OjtWjPJ8AATu/dZ/x4ZtY9XOV1GWbmnxxNZzOVjUe2F4hvssagNqZePmKrX3NhIc0CXmABnRnzAbvc1KxoJrQhuu0WCLmOBoWEYq4EdwM3AGHDUMIwXTNN8zS4vAtqBPzFNc69hGH8FfBL4BPAl4EumaT5tGMafA39ubxcRkYCxgr6LlG79ZUdZvO3HWekimnqCFjsYbGxKa4KWZDjCRPsB69+zgr5kOAKNqxbotrnSPt5Kenp6GLniZyOSPq/Wcw0ijcmXXHbgwAH27ds3/VvxwAMPsGnTJjZu3JjllmU2Y3gncMg0zQEAwzC+Dfwm8Jd2+TuBYdM099qPdwLLDMMoA9YB99jb/wH4AQoMRUTEJa8WAJ8/6Fs1HRS67XIc7ruQxjMQEZF8tnz58mw3wSGTgWEz0DvrcS9wy6zHa4FzhmF8HbgJeAW4D2gAhkzTjM/6u2vSOfDJkyen/x2LxQA4fvz4vPW9quP38Qq93fn83ILYJrU7dZ2pbW72HZQ6AIlEgsUmnwluuxffV6pzNPfcLnbMWCzGLbfcwi23zPx0PfHEEwB8+MMfnt42337ntsHqbvockLq7aWzJzL8ndu+Zt46b55bquSxWL2h1gtgmtTt4dYLYJrU7eHWC1Kbly5df9hsyZb79efkaLCaTgWFRim2Tc459B7DONM2XDcN4CPgc8OlF/m5RN954IxUVFQDU1NQAcPPNN89b36s6fh+v0Nudz88tiG1Su1PXqampsTrLu9j3QvVm6vS6qHPeRZ2+BdtUUrL4jKQz+5p/8pjpOpcGXdSJuqgztGCb3LbbcY5wntuamhq4NP/w9bn7WWhfi9V5xzveMfMcmZ15XGFtaFwxnZ2cqjdfHTfPzU2bgl4niG1Su4NXJ4htUruDVyeobXLjSo43NjZ2WaLMrUwGht3A7bMeNwE9sx6fA35umubL9uNvAt8G+oBawzBKTNNMpPg7ERGRnKJZQkVEJOiKM7jv54ENhmE0GoZRBfwGsHdW+VGg0TCMt9uPNwPHTdOcAI4A/93e/j+A5zLYThERERERkYKWscDQNM1uYBvwAvBT4CnTNH9kGMb3DMN4l2mao8AHga8ahvEqsB643/7zPwI+ahjGa1hZxwcz1U4REREREZFCl9F1DE3TfAp4as62D8z69zEun5Bmansn1vhDEZHAS/TDxWesodCT9poExVUzZTRkp10iIiKSv+Zb+mLdunVXtL+MBoYiIvlu3uUMGuztDaS1Zp4sLhmOEm8/bP3bsXh9FBqbs9Y2ERERv3m19IUCw0UEeRFKEck+t5OKuFkzTxZXWVk5z+L1djDY2OwI1kVERPLRxo0bU8YkY2OLTJc+DwWGLgVxEUoRkULT3NzsWDgeNHOniIjI1VJguIj5InERkbT1J0g8E4MRe2nWquLp7RqHKCIiItmkwFBExAcpuz9e6TjE/kvEn33D+vdI3Pp/VSn0X8pMgNl/kXjbT2Bk3D5W+fT2XA9ok+FBJtoPphirOAiNTdlsmoiIiK8UGIqI+GD2WMQFxyH2j5N4phdGEtbGqhLr//3j0wHkbJcFmRmY6CZ1QNtibZh1vGQ4RrztxyRHrHENRVUVACTDMWj0rDmeSj1W0Q4GG5s0VlFERAqKAkMRkYBwk1V0M9mNlxPduAlov/zlLzvb3XittaFxdvA4RLzthwCXBZDJ8NB08JgMR4m3veSoM1VG42pfn5uIiEihUGAoIhIQuRqopBs8wuwA8prp4HGumTp2MNi4Wlk8ERGRDFFgKJ7Qsh4iAdM/SvzZU9a/Ryas/1eVTZdRtsTX5rhd1iPdOiIihUrXXuI1BYbiKS3rIZJ9849DvN7a0AA9PT0MM+5300RExGO69hKv5G1gqLso/tKyHuInfb4X5nYcYv+pV4m3vWJtcMw4OpzzM46KiOQzN9defv9eZuN4uhbwTt4GhlN0F0Ukf+nzfeXmzyq+xdqQYgZUERHJTX7/Xvp5PF0LeCdvA0NlsLyTq9mZILZbd7a8oc/31buSMX8iIpJb3P5eenV94vfvs5/HC+J1pdfyNjAU7+XqHZmgtTto7RERERHR9Yk7+fw65X1gGA6H2blzJ9u2bXOcyEKI/L2Qq9mZILY7iG0SEclX+p0XcedKxiseOHDgij5Lbj6XXn52vWq332M6vWp3OvI+MNy1axcnT55k165d3HfffSnr5HPkLyIiUuj0Oy/iHa8+T2724+VnN1fHPfrZ7rwODMPhMPv37yeZTLJv3z5aW1sve3GVvREREclf+p0X8Y5Xnyc3+0nnWAv1Dkx3X1fLy2Nl4/ur2Nej+WzXrl1MTk4CMDk5ya5du7LangMHDvDAAw/Q0dFBR0cHDzzwAAcOHMjafkRERETEO1OTuOj6zD+zewfK1cnrwPDQoUPE43EA4vE4Bw8ezHKLLMuXL/ckLezVfkRERETEG7o+8084HGbfvn0kk0n27t3LwMBAtpuU0/K6K+n69evZu3cv8Xic0tJSNmzYkNX2+JmCz9UB9/m+EKuIiFe0/E3wZGOyCLl6Xl4LqPuyv3bt2nVZEmihOUUWoutBS15nDFtbWykutp5icXExra2tWW6R/3L1rpXf7a6rqyMejzMxMeHbMUVErlaufsfnO52X3KTzlnsOHjxIMpkEIJlM8vzzz1/V/gr9PZDXGcP6+nruuusu9uzZw6ZNmwrqROfqHatsLYz6hS98gT179rB27dqcfN1EpPDk6vd8PtM5yU06b7lrxYoVdHZ2Xvb4Sug9YMnrjCFYWcMbb7yxILOF4s7c2WvVP11EREQKTTgc5v7778+p66ALFy4s+Hi2XHx+fsv7wLC+vp7HHnssZ7KF+TzjaFCfmxez13r53IL6OolI7pn7faLvEpEr4/dvczauBXJxds8NGzZQVFQEQFFREXfeeee8dXPx+fkt7wPDXJXPfZyD9ty8nL3Wy+cWtNdJRHKXvk9EvOH3Z8mv4+Vq76nW1lZKS62RcWVlZfP2EMzV5+e3vB5jmIvyuY+zl4uVpuP06dM88MADfO5zn+P66693lHsxe22uL2gqIvkpiN8nQZtNVbMRihvZmgPBL6l6T13J7J5+q6+vZ9OmTYvOJ+L38/PyOtZPGc0YGobxEcMwXjMM47RhGP87RflfGIbRaRjGT+3//re9/Z2GYfzYMIx/Nwzju4ZhLMtkOyV4vEz3P/LII4yMjPDwww+nLP//2zvzMDmLav9/xoTFAIIism+KHK8mAoZFcYuBsCrqFa9CvIrIoiJu5Ccg4G5ACKgI1wXw4hJAhQuCIcuEEEERIhFIInqAkImKIBiQhBhCAvP7o95OqmuqZzrhnZ53er6f58mT6e7TtZyuOnWqTlW9ur1WCCFaSxUjmFUskxCtoqrP/m6GZu4TaXX9Buu21X6bGJrZ9sDXgTcBewAnmNmrE7F9gPe7+57Fv4uL978NfMHd9wAcmNBf5RSBVatWsXDhwkqE1ssM9z/wwANrbqtavHgxDz74YA+Z2u21HR0dQ+72WiGEaDXjxo3jsssu47LLLmPSpEkDHpkbN24ckyZN4txzz2WLLbbg85///ICXSYhWM3bs2DVbMqvw7O91oZn7RFpZv8G8bbU/I4YHArPc/XF3Xw5cDRyZyOwNnGpm88zsIjPbuHh/GPCi4u8RwIp+LOeQpna4+f7772f58uWcc845A12kUi6DqfGNb3yj7nVvUUPdXlsNdPmOEGIgaNUKv2ycqCLtvnuqlfUr049tNf15xnA74OHo9cPAvrUXZrYpcBchGtgFXA6cBZwBfBboNLNvAcuB/dYl4wULFjyPYj8/li1bBsDcuXMHrAzrQldXF0888cSa8Pr8+fOZPXs2m2222YCVqbOzsy7cP2PGDPbff/8ecs3oOn62Te11Tn7p0qU89dRTzJs3r2Hdq/jbNlOmVsqUkVZXVxfLli1jxIgRa2S7urrWW++tKvdAyFSxTCp368tUFlUsd1n5LV26lKuuuoqjjjoqa+OXLl3KtGnT6O7uZurUqYwaNSorV0bd1sXGDfX23epyt5qqlWmvvfZizpw57LXXXixatIhFixYNdJFKpVX1a9aPrSL9OTHsyLz3XO0Pd38KOKz22szOB35oZl8DLgMOcPc5ZvZZ4MfA4c1mPHLkSDbaaKP1Lvj6UDu8Xnt+yuOPPz4otqKMHj2aFStW8PDDD7N69Wo6OjqYP3/+gB44HjduXN1lMAcddBCjR4/uIVcbtHOf1dh5553rJoc777xzVv7CCy+kq6ur17o3k1+raaZMZch0dnauadtXXnllrxczPN/8Ro8ezfHHH9/wu+tKs79bq3RZpkwVy6Ryt75MZVHFcpeVX182/sILL6x7nZNbFzvYG83YuNSn6C2/smx8sz5MFftAFftTM1StTLvssgsTJ07kM5/5TFseq2lV/Zr1Y/uTlStXrlegrD+3kj4EbBO93hb4e+2Fme1kZsdGn3cAq4CRwAp3n1O8/31gTD+Ws1QG4+H1qh04LjPcf+qpp9a9Pv3003vIDOa94K1kMLZtIYRoxsY3Ow6266MKBio/US0G27O/15VW1W8wb8vtz4jhTOBLZrYVYTvoe4ATos9XAOea2c2EraQnAdcCDwA7mpm5uwPvBH7fj+UshSpeCd4sZTyuoUxql8H0dfVwM+y2225rooY777xz9nEVg/WK5lYymNu3EKI1VPWxD83Y+GbGwVbawcH6aIRm2kBV20krSXXQ2dk5pOrf7pTpx7aafosYuvtDhPOCNwN3A1cUW0NvNLO93f0x4ETgBsLNox3A+e7+BHAM8HMzmwccC3y4v8opqrmyUeZlMKeeeiojRozIRguhehFTIYQYzFQt6tSMja/iODiYaaYNVK2dDATSQTksWbKEU045pVI7vgbrpYb9+oB7d78CuCJ577Do72uAazLfmwpM7c+yibVUcWWjFu5vxLo8IHm33Xbjuuuua5hW1SKm7YxWioVoX1od5WrWnjRj46s4Dg5GmmkD2oEiHZRNfKNwVXZ89eXHVpV+fcC9GDwMxpWNslbatFLcerRKKoQoi77sSbM2fjCOg0IMdXRPRLn0a8RQDB5aubKxZMkSJk6cyBlnnNFwMO9LZl1W2/pKayivFLc6gqdVUjFY0ZmgcmlmHOiLZu1Jsza+iiv8ZehpXXbY9JVO1XZ8qF+2P331Ad0TUS6KGIqW08xDhMt80HAzaQ31lWJF8IRoDvWVcmjVw+RrDFYbX5aeymy3VewDVSyTKIe++oDuiSgXRQxFS0lD/uPHj+9hzJuRKTM/qOZKcSuocgSvjJVyIcqiyn1lsFGmjW+WwWjjy9JTWW23in2gimUS5dFMH9A9EeWiiKFoKbmQ//rIlJlfX3R2djJhwgQWLlzIwoULmTBhAp2dnetdJtEcZayU17ZQ6XcbmqjvlkeZuizTxrczfemp3dt3Wfa73fXUzjRjK3RPRLloYjgAtPJa3apd4dtMyL/MbQFlpqWtKq2jzMPk+t2E2kB5lKFLbf1qjmb11M7te7Buga2a7zVYaaYP1M4Qd3R0DLl7ImLKanPaSjoAtPJa3apd4dtMyL/MbQFlpFXFrSpVvASgTMo6TF7F3060jqo+PmEwUqYum7HLulSkbz21u30bzFtgq+Z7DVaa9eHGjx/P4sWLh3S0sKw2p4hhi2nltbpVvMK3mZB/mdsC2n2LQbuuFCuiIAYz7dovm6Wvlet1scvtrMsy9SSqw0D4Xu0aoWy2D9TOELerreiLMtucJoYtppVnK6p4jqOZkH+Z2wLadYvBuHHjmDRpEpdddhmXXXYZkyZN6rEi2upzFWXmN3bsWDo6OgDo6OjQYXIxKGimXw4F+jof3IxdTnXZjnosQ0+iegyE79XqW35bhfpAc5TZ5jQxLJm+Vm1aGQmpatSlmWvDy7xafLBeU14WrV5xLyO/ww47jO7ubgC6u7s5/PDDyyiaEKKfaXbleqjbZempfWm171XF3WFloj7QN2W2OZ0xLJm+9vi28lrdql7h28y14WVeLT4Yrykvg1afqygzvxtvvJGOjg66u7vp6OhgypQpQ+qcRlkPpBaiGco8G9ns+eChapdrSE/tS6t9r3Z/wLv6QN+U2eYUMSyRZlZtWnlmQOcTxGBl1qxZdRHDqkS7W0k7n60S1UQ3jrYO6al9abXvpbYkymxzmhiWSDN7fFu5X1p7s8VgZezYsQwfHjY09PeKa3o2Mncuspnzk2WesRw3blyf59SaKbcQzVDm2chW9t11oWqXc1RVT+L502rfS21JlNnmNDEskWZXbVq5X1p7s8VgZCCi3c1ES8qSKRNFFkWVqOpOlapdzlFVPYlyaLWfp7YkympzOmNYIs3u8W3lfmntzRZLlixh4sSJnHHGGYNmAlFb/ZoyZUq/r7g2czayLJkyafdnmInmqFr/bmXfbZb0mMf48eMHvFxV1JMoj1b7eWpLoqw2p4hhiWjVRlSRqq2UN4ui3YOP2qU5rXg8ighUsX9Xre9W8dFNUD09icGL2pIoC00MS0Rn+kTVGMzXWA/1B9YOVrS1tXVUtX+3uu9W6TFR64JsXPWo2lnUZlFbGpxUsb1pYlgyWrURVaKqK+WiNZR5IU4zNHNpzlCnzIuM1L8DfUVNdTmHaJYqRuBF+1LF9qaJYclo1UZUiaqulIvW0sooXhVXQKtIGRcZqX+H9jZ9+vTKPCZKDF6ajcDLxokyqOqOD10+I0Qb0+oH7YpqMRAX1MQroLmHLKcPU+/s7BxSkcUyLzJS/w7trTY5XrVqVbbd6XIO0QzNPii+LxsnRDM0295ajSKGQrQxWikXraSZ6E0NnUV8/qh/w0033UR3dzcA3d3dzJw5MyunYx7Vo2qRt2Yi8FWN8ojBR1V3fGhiKEQbowuRRBmsy5m3NHqTkj5MfShFC8tG/Rte9rKX9fq6ho55VI+qna9q5iyqzvWKsqjq2WdNDIVoc7RSLsqiryhfs9EbUR5DvX8/+uijvb4W1aSKkbdmIvBVjfKIwUdVd3xoYihERSlrm41WysXzJY3yNbpxtNnojSiPod6/DzjgADo6OgDo6OjgwAMPHOASiWaoYuStmQh8VaM8YvBR1R0fmhgKUVGqts1GiL5Q9Ea0mvHjx9c56lVZdRe9U9XIW18R+KpGecTgpIo7PjQxFKKCVHGbjRB9oehNuVTtco4qsuWWW3LwwQfT0dHBIYccUplVd9E7VY289RWBr2qURwxOqrjjo18nhmZ2tJnda2YPmNlJmc+/YGaLzezu4t9JxftmZrPN7B4zm25mL+7PcgpRNaq4zUaIvkhXPau0CjoY0a6B5qjiqrvoncEceVN7E+1Mv00MzWx74OvAm4A9gBPM7NWJ2D7A+919z+LfxWbWAVwPnOPuewB3Aaf1VzmFqCJV3WYjRF/EEcPeUDSsd+JHf0ybNq0lehqsv0kVV91F7wzmyJvam2hn+jNieCAwy90fd/flwNXAkYnM3sCpZjbPzC4ys42B1wHL3X1aITMRuLgfyylE5ajqNhvRfjT7KIpmmDx5ct3EsLdIV5WiYZ2dnaXUv0ziR3+sXr26JXqq0m8i2h9F3oSoHsP7Me3tgIej1w8D+9ZemNmmhGjgBKALuBw4C5gHPGJmPwL2AuYDJ69LxgsWLHgexRZi4Bk1ahTTpk2rez137twBLJFolqVLl3LVVVdx1FFHsdlmm2Vlli1bBlCJ37Srq4tly5YxYsQIIJStq6trvcrW2dnJs88+C8Czzz7LjBkz2H///XvILV26lGnTptHd3c3UqVMZNWpUVlfN6KkMXXZ1dZVS/zKpnTEG1pw1bqTLvtpbMzT7mwhRJkcffTSLFi1i0aJFA10UIQT9OzHM7SN6rvaHuz8FHFZ7bWbnAz8E7gXGAG9x9zvN7KvABcAxzWY8cuRINtpoo/UrtRAVYf78+UyZMoVDDz2UMWPGDHRxRJNceOGFdHV1MX/+fE4+Ob+mVXO4R48e3cqiZRk9ejTHH398KWmNGzeOadOmsXr1aoYPH85BBx2UreOFF15Y97qRrprRUxm6LFMHZbHtttuyePHiuteNdNlXe2uGZn8TIYQQ1WflypXrFSjrz62kDwHbRK+3Bf5ee2FmO5nZsdHnHcAq4BHgfne/s3j/SqJIoxBDBW2zGXwM9dtkm71QQmdo+6aZR3+U2d70mwghhOjPieFM4AAz28rMRgDvAaZFn68AzjWzXYsLZ04CrgVuA7Yysz0KuXcAA7/fSogWowPug4+hfptssxdKlHGGtsyzkVWkmUd/lNnedK5ZCCFEv00M3f0h4AzgZuBu4Ap3n2NmN5rZ3u7+GHAicAPghIjh+e6+Ang3cImZ/REYC5zSX+UUQoiyUNSluUh3mVfVv+QlL2nLxZP4we0bbLBBVkdltrfB/PgAIYQQ5dCfZwxx9yuAK5L3Dov+vga4JvO9O9D2USHEIGPs2LF1Z+zSqEtnZyfTp09n4cKFAEyYMIGDDz6YcePGDURx+4VapLsvmYMOOogpU6as91X148aNGxC9LVmyhIkTJ3LGGWf064S09uD23nTUV3tb1/ye728ihBBicNOvD7gXQoihRLNRl3aNcq0Lg/UMbSsf6dCXjsqO8g3W30QIIUQ59GvEUAghhhJ9RV0GKspVRZqJLFaN9LKX8ePH93vUsDcdlR3lG4y/iRBCiPJQxFAIIUpEUZf2pYqXC6m9CSGEKAtNDIUQQogmqOLlQrq9WAghRFloYiiEECXSyjNo7UpVH0WhRzoIIYRoZzQxFEKIkhjqD7gvm6pd0qNHOgghhGhndPmMEEKURO4M2sknnzzApRp8VPWSHj3SQQghRDujiKEQQpREFc+giXLRZS9CCCHaFU0MhRCiJNr9DNqSJUs45ZRTWrZFttX5NYMuexFCCNGuaGIohBAl0e5n0Fp9sY4u8hFCCCFahyaGQghRErUzaB0dHW13Bq3VF+voIh8hhBCitWhiKIQQJdKuZ9Ba/XD3Kj5MXgghhGhnNDEUQogSadczaK2+WEcX+QghhBCtRRNDIYQQfdLqi3Xa/SIfIYQQompoYiiEEKJPWn2xTrtf5COEEEJUDU0MhRBC9EmrL9Zp54t8hBBCiCoyfKALIIQQYnAwfvx4Fi9e3LLoXavzE0IIIYYyHd3d3QNdhtKYO3fuLsCikSNHstFGGw10cYQQQgghhBCipaxcuZIFCxYA7Dp69OiuZr+nraRCCCGEEEIIMcTRxFAIIYQQQgghhjiaGAohhBBCCCHEEEcTQyGEEEIIIYQY4mhiKIQQQgghhBBDHE0MhRCigixZsoRTTjmFxx9/fKCLIoQQQoghgCaGQghRQSZPnsyCBQuYPHnyQBdFCCGEEEMATQyFEKJiLFmyhBkzZtDd3c306dMVNRRCCCFEv9OvE0MzO9rM7jWzB8zspMznXzCzxWZ2d/HvpOTzw81sUX+WUQghqsbkyZN57rnnAHjuuecUNRRCCCFEv9NvE0Mz2x74OvAmYA/gBDN7dSK2D/B+d9+zHt5oYAAAH95JREFU+Hdx9P2tgUlAR3+VUQghqsisWbNYvXo1AKtXr+amm24a4BIJIYQQot3pz4jhgcAsd3/c3ZcDVwNHJjJ7A6ea2Twzu8jMNo4+uxT4cj+WTwghKsnYsWMZPnw4AMOHD+eAAw4Y4BIJIYQQot0Z3o9pbwc8HL1+GNi39sLMNgXuAiYAXcDlwFnAGWb2SeAPwO3rk/GCBQvWq8BCCFEFRo0axbRp0+pez507dwBLJIQQQoh2pz8nhrktoM/V/nD3p4DDaq/N7Hzgh2Z2JfAe4ABgh/XJeOTIkWy00Ubr81UhhKgE8+fPZ8qUKRx66KGMGTNmoIsjhBBCiEHCypUr1ytQ1p9bSR8Ctolebwv8vfbCzHYys2OjzzuAVcB7C9k7gRuB7czs1n4spxBCVI7x48czcuRIxo8fP9BFEUIIIcQQoD8jhjOBL5nZVsByQhTwhOjzFcC5ZnYzYSvpScC17n428EUAM9sFmO3ub+7HcgohROXYcsstOf/88we6GEIIIYQYIvRbxNDdHwLOAG4G7gaucPc5Znajme3t7o8BJwI3AE6IGMoLEkIIIYQQQogW09Hd3T3QZSiNuXPn7gIs0hlDIYQQQgghxFAkOmO46+jRo7ua/V6/PuBeCCGEEEIIIUT10cRQCCGEEEIIIYY4mhgKIYQQQgghxBCnP28lHQiGATzzzDMDXQ4hhBBCCCGEaDnRXGjYunyv3SaG2wLcd999A10OIYQQQgghhBhItgUWNivcbhPD3wNvBh4Gnh3gsgghhBBCCCFEqxlGmBT+fl2+1FaPqxBCCCGEEEIIse7o8hkhhBBCCCGEGOJoYiiEEEIIIYQQQxxNDIUQQgghhBBiiKOJoRBCCCGEEEIMcTQxFEIIIYQQQoghjiaGQgghhBBCCDHE0cRQCCGEEEIIIYY47faA+zrM7GjgTGBD4JvufnEDuRcBtwFvd/euBjJfBP6reDnF3T+XkfkKcCTQDVzm7hf0UrbzgK3c/ZjMZ7OArYFVxVsnuvsdicw7gC8BmwDT3f1TmXSOAz4RvbUr8BN3/0Qi9wHg9OLlVHefkEnrNODDwErgZ+7+9eizOv2Z2YHABcALC9kzczo2sw2AacBX3X12Jp0TgE8S9HlnoYdnMnIfK+rZAUwBPgdsluZX5HkS8F53H5NJ54fAm4HlhfiXgZsSmTcA3yzSnwd8CNi4JgO8GpgYqW574A7g6CSdg4DzCA8g/QNwXIO6HVPU51lgFvAvQhuDoh2m+ia0mx5tNdY38NZUJqdvQrtI5VJ9P5XLL9Y3cHMmnVTffwJem8ik+r4feE9NBpjdQN+/z+SX6rwrTquQSfW9tJBZ06cz+n6OTL/PtO8e9iGj84eA/0xkUn2vyOWX6PuWTF6pvh0Ylcjk2veZcVrAnzM6fwJYnaSV6vsvmbql+j7F3VfH9tHM9gQuATYv6vXRVCaq/4+Am9398uJ1nM47CX26A1gEfNjdn0hk3l3IDCO0oRPc/Zk0rSi/w4GL3H3XTH5fAD5S6AbgEne/OJEx4PvAi4FHgPfHZQK+BVwe6Xor4Al3H5mk87oinQ2BvwIfcPd/Zcp0KPCNIq35wA7AS4nGGuAVROMmof33GI8ytqrHuAUcQtQPgb0zModT377enssvrguwUyads5P3VhP6aCzzMpJxM1PuK4GjIp3vCiwDnkzSeiXRuAm8LlOmtxGNm4Q+leaf2pM7Upmi7rH93iyTTs5+H5yRS+3JLbn8ijxr9uT8TDqpPZlC+L1jmdSe/JzQtjYBphf/cvb7+5n8UntybZxWIXMMa+3JPwhtu8auwE+A6yJ9O6EP1Mm4+ycSfe9Gxpcq6lTT+ZNFPbsTmT9G+v4LsE0uv0jfnyTY+DSvEZG+X1LU8clEZjL1+p4NfCxJawlhXKvxCsIYtihJ63rW6nspQc9p3e6k3n7PBU4tZKa6+4SM/b4llakVpGa/CX339CSdHvabYDtSudSG31yUMZff4cBFwFmZdFL7fTewTyKT2u9rgFr/mQr8lIz9Bs7J5Jfa8OvjtAqZ1H47MJ7IL280XrIOtO0D7s1se+A3wGiC0m4DjnL3exO5/QhKfBWwe25iWBjuLxOMfDfBWFzk7tdGMm8Fvg6MATYA7gUOcXfPpHcAcBXBGT0m+ayD4Bzu1OjHNLOXA7cC+xGM3yxgortP7UUfryEYxDe4+z+j90cAfwN2J0w6fguc4e4zk/pfALyJYJSuBS539/9L9VeUxwkTj78SBoupwLFEOi461A8Jg+mhBEMYp7Nh8d3RhEH5ckLHvC2R6wBmAHsCTxM6wlXA8SS/qZm9upB9gGCY6n53M5sPHOTuDxfyad0eL+p2sLvPM7MrCYb+0DSv4vvbFPo8FfhCktdfi7z+ZGZXE9rU/CS/jQgT033c/WEzu57gyBtr2+GlBENR0/fvCAPIXpHMRYT2WNP3mQQHPW7PM4DjEn0vB/ZI5H4FfDzS9z3Fb1CXn7tfG+l7CWHyWNd/gK/U9N2gj/2YYEBr+p4F7Az8R5pXou+vACdk8rsw0vktwHaEiXysg5MjfV9HmKjuzto+/S7ghkjftxEGzD0imUOKJhC3724y9qHQZ03nU4u8ds/I1PR9d6HvPUnsTKTvx4rfLs3r6kjfOXv1rkIPcft+GNg3Tatm1wqdzy3kXp/kNzPS92yC0/cfiUzcvv+H0DfvIbKPZraAsHByu5ldRnBG7ktktiMMqgcAH3f3y2M7S3C2/lzk9VAxSd+cMPjWZE4q0n2du//DzK4CZrn7D3I228y2JjheL3T3XVIZM7uBYJd/V7QHkjJ9uCjTp9x9mpmdw1p71mN8KGz1HOCjBNsQ53VrkddUMzsfWOFhQS7O79NF/ca4+71m9jmCXdqiNtY0GDe3BbaLx6OMbVxMMm416NN7AS+LZHLtcASwfTr+JXU5KMmrbtzMjaONxk3CZDQ73kbj5mbADlFauXHzFcA2Sf3jcXN6Uf89kvy/z1p7Motgk/ZMZB5krT05FpiU1ONqwuQjtt9/KWRjuSuAz7LWntwB7JLmV7Sjmj35G7BjRm/nstae5HQ7Cfgea+3J9cBbgJFpXoW+avb7eMKkI83vB6y1J1MJ9mZUooP/R2JPigWo2u84tsgj9k++VdR3jY8EbBnp+1B3n51pE+MJE7E6H8XdvxnJHF3oPPZPvuzuM1KfLPZP3H1MktcbCBOcNf5JpjwHFL9nbL9vcffvpmnVfMBI54e4+/1JfneR+Cjufmkk8wHCRKim7x8U7+1E5EsSFrdq9vtywkLDzonMvay1358mjPtx3/p60ZZi+70lYQEnlpsI/A9rbfgvgMPS/Nx9ZmS/RxD69+5JmT5FYb8b9PczCX5FzX5PIowhO6Z5Fbqu2e9PAb/I5PdF1va9bxN8mDit84q61ez3Dwh+3MuJ/HKC/1M3XtbaQLO081bSAwmD+uPuvpxgNI7MyB1P+DH/3ktaDxNWsp9x91WEyMZOsYC7/xp4WzEovIwQjV2eJmRmLyE08onpZzURwiA61czuMbNPZGTeTVgd+FtRnvcRDEJvfBf4fDwpLBhGaAebEAbmDahfrYIwmE1396Xu/ixhgH9X8Vmqv32B+919UaGLnxJWrFIdf4TQ0O9okM5K4GNFnt2ESdNOqZy7LwJeXfzGWxCcvQPT/MxsI4LhOSuXn5ltUqR/iZnNM7MvZ8o0Dvidu88rXp9MWG1s1H7OIxizQzIyw4AXmdkwQsRxRSa/1xb51QaCG4F/Je1w90Tf1wAPZtpqrO8l9GzPG2f0vUlG7rlE3xsB56f5JfpemUlnp1jfBAM3IZHZJdH3WcDJvfTDmr7vbJBfrPPnCCu1qQ5iff8AeCjp01sk+v4OMCfT7+vadwP78HSi85nADZm0Yn13AMenMom+n2yQV6zvscDYRGZPerbvczNpxXbtPMLA/4aMTKzvpwiR01hm30TfvyLY6DX20cx2Jky8bi9kLic4A6kNHQ/8khCRyNnZDQgTxoeK1/MIjvwamULHuxQOxSZFOZ/oxWZfSpj4NLLrewOnFvbkIjPbNpF5HbDc3acVrycS7GWj8eF04NcEJyqVGQa8qPh7BLAiU6ZXAot97eLoHwltPh5r0nFzdkYGetqq3LiVjpsPE8aaNTKZfrExoW/W5ZfUZfNMXnX5E5yjVCY3bj6ekYv5LsH5ezaRScfNTTPppOPmk8A/kvz/Tb09+RvwSGZsj+3JmzP1uI6e9vstGbmfUW9PtgdmpPkl9uSlmXTmUW9PvpeRGU69PbkTuKoXv6Vmv/fKpHUH9fZk5yLtWOYRetqTmp/yXeDzBCc69U/eG8sUPlLqn6Rt4vOECWnOR4nT+j09/ZN/pfll/JM0rxUk/omZvSCR2Yee9vvaNK3EBzwP+J6735+RyfkocX47Ua/v6YQF/diXXEW9/b4iI7OCevv9Anr6pEvoab93ysj9k542nEx+ENnvTDoriOw3IQqbyvybevt9AfBMg7xgrf2e0yC/2IZvkin3Y9Tb7yeBDRO//GR6jpe19t007byVdDvCQFSjtvJdh7sfB2BmDRNy9z/W/jazVxKM0P4ZuVXFhGICYUXgoVSG0PnPIKwE5HgxYRX9Y4StDrPNzN29M5LZDXjGzKYTtiXcQE+DsoZi5fKF7v6LTJmXmdlZhJXrFQRH4LZE7A/AN83sbEJnOIJiUSGjv5zeF7v7rbGOfe32xk/n0nH3xYRVaMxsK8Jq6DFerNwlaa0ys+MJK5RzCFtFn0l+07MJK4CLGpR7a8Kq44kEJ/ZXwJVJuXcDnjKzawlO5a3AR9z96bT9FO1kDGHlZmVaZkLUbTZhi8Yi4Gp3n5zI3QNcYGY7EhywfSkMRtQOL6Re33cSnP66tloz/IW+u2qGo4FMrO+cXKrvn6Yyib7/nUnnTYV+Yn2PBH4XyUzK6PuUTF5ZfWfkFic6PydTppmRvo8Etk76dK59b5/2+7R9Q9Y+/KVo53U6z6TVneh7bsbOnE99+07zGk7P9v0hM9shktkmp+9Gdi3ReU4mbeM/S2TmABMTfY8iOHM1+5jT916JDO5+XlGmNxVv1dlZd19CcJ4xsxcCpxEmIKcn6ayysF3np0UdZhAciDqbbWafJNjF2gBcl5+ZbUpYcZ9A2LJ8eaH/T0Tp7AY8YmH71F6sXYzpMT6Y2RaEFeRRaV4FnwU6zexbhEn5fhm5+4EdzWwPd7+HMFHqKHT5QsJv9TPq9b2c4HCvkSnGo9R+9hi3gjrDuFW0lcMJUY8PJGl1Ru1iNsEJrBv/irrX6rJhJq80/ztYGwWvyQwDZiTj5pQ0rahMBxbvzcnVjTDm1sbNeYTIeSxzCnBeNG7uA3Qn+f8x0femwGbp2J7Yk+2BroxMakvuAYZl5GJ7shRYkvElYnvywkw6/0u9PbkPeEEis4x6e/KCQr89/JbYlhAWmnL+TWxPAGYlMj8BJiX2ZJvY/zGzo+hpT3ZIfaSc/S5ep75Uzn6naaXj5d2ZdOr8kzQvCxHZ1H5/xMwWRTKn0ni87OEDJjrPyfTwUZIy7U69f3I4YaEl9iWfSfT9IGErZZ2/6e6/LcrwJsIiZg+ftJh8x/b7OwT73EMuseFfSmUS+92dyW8ePe33HYnMDvS03xPTvIoyr7HfvfjcqQ1Pyz2Pevv9MmBTC4tmNb98NZn2zTrSzhHDjsx7zz2fBC2E0DsJkY37czLu/kXCPuIdCauq8fePA/7q7jc1ysPdf+fuH3T35cWqzWWEUHjMcMLK7gcI2yn2JZwFasSJhNWMXJ1eS9husjNhy9CzhM4Ql+kmQseYTViV+A2hw+coVe8WtjbdRDiTNLuRnLtfQtha8AihQ8VpjCNsFfrfXr7/oLu/290fdfd/E4xOTu8HEzrwXgQn7rQGSZ4A/E88SYnKsw1hUjKSoPPbyfw+7n5fkf71BCM/jzBgrmmHwMJM3s8101ZzMjl95+RSfSdl2oWMvpN0PKfvJJ2svhvUrYe+k7SW5XSelimn76RPvzKn7976fUxOLtV5TibVdyJzQk7ficwBOX0nMhvn9N2o3KnOE5mzcvpOZN6a6HsEsDKxj6k9eS+wqjcbSoiUZO2smW1OiLyvAH6Tk3H3qe6+JcH5mpGmZWYjCefuvlq8tWkq4+5Pufth7v6Ah8jEQmDLJL/hBMfsO+7+WsJq8Ssb1G08YWJ7RKY8LySMEwe4+7aE7UY3Z8r0L+CDwA/M7PcEJ3VFMtZ8Jcn3QUIEsbfxqNdxK+pjny7aYA+ZqF1sTPhdYpmfJ3V5LJPXS5L3LgIWJDK303PctF7G2xMJbTZXt49TP24+BsxPZA6hftz8B+FsWJz/rokqh2Vk0rF9WKYeHyp0vcaWAI82kovsydPA+xOZ46i3Jx2ZdN6c2JN7i/djmdR+b0g4b5qrW2xLcv7NqdTbk0cJ2zRjmTeQsd/U+z+N/JOGPlJCD7nMmNlDJuOfrJHpxT9ZI9OLfxLn1Zt/kqtfOmbGZWrko8RlSv2TxwhbMmNf8qAkTyPYuYb+JmEik/VJI/t9D2HilpWLbPgdhMW/WOZM6u33Bpl0PprY7+sJkfpY5lXU2++nCGcZc3UbD1zn7o828LnPpN6GX0uIysYyx1Fvv39LiMjOZq1fPoyerLP/3c4Tw4eoP+S7Lb1vF+0VM3sjofOf5u4/ynz+KguHPik67v+x9iKNGu8DDjKzuwkD8BFm9s0knTdZOEtRo4O1h9lrPALMdPfH3H0FwWHoEQ0t0tuQ4IBd36BqBwM3FQZnJWEgG5OksRnwf+7+Wg973/9NfkICJerdzF5FaPw/cvevNpDZsfhtKDrwVfTU+1HAawq9XwrsbWY/S9IZZWbvid5qpPfbPWxDeZbgsGT1TlipvqrBZ28mOC0L3f05wlmdMZm6bUzYpriXu+9PODPyBPXtMKfv1fTSVou0e7TnnL5TuQb6fmuSVk7fNyXp5PT9oiSdnL4PblC3On1n6pfT+aFJmVJ9P0sY7OI+/bZE368jOFe99fuG9iHWOfCLjMx+ib5/Q4hs1skk+t6nWEmPZd6X6HsHiuhzJHNaRt9v68WuvQu4qkHd3pfoeybF2ctIZt9E3/8BbBjbR8IkNNb3f6YyqQ0t0u1hZy1s5byV4FQ8nZH5XwsXXNSYDLwmlSNsM9uWEJ2/keDIn5hJ69gorYMJq7txOhMI29ruLGS2BF7RoG619t1jDCnKsMLd5xSy38+Vu0jrb+6+n7vvQ7AT/4jK2EFYHY/1vR9hshbLpHax4bgV90NgYUZm+6Tt3E39xLODoOe4Lv9p4cxTLLNHkvbLCb9RLPNPeo6bRzQo95pxs0Hd3kX9uDmHtRdZ1WSgftx8gnB+LM5/HPX6XkXYSdDb2P54ph77Zux3zk94a2JP7gSeSmTeQL09eSmwQSLzocSePEnYAhvLnEm9PZlL2HqXq1tsv3Pl/hD19uQ3QHci8xZ6jpcPUu//5MbLR+jdRwLyvlSq81SmwXi5R5JObrz8RZJObrx8Nkkn65/04gOu0XlGJjdevi0pUzpebkPY4ZL6krG+Dwce7c3fJOyK6OGTJvb7OPK+69jEhj9JWLiNZV5Pvf3emnA5VyxzWGK/9weeTGROo95+LyW0yVzd4vadK/frqbfhTwAj0rpRb7/vBRYmfvliSvC/23kr6UxCJGMrQlj2PYQVknXGQqj8OuB97j6rgdjLgS9bCIV3A+8kbA1Yg7uPi9I8hnCI9DNJOlsAXzGz/QkrGR8iXDYQ8yvgRxbC08sIDu51Dcr1WuA+D3vcc9wDnGthP/a/gXcQbnKK2RX4sZntTXAmj6NxVOSOUD3bjbD94GgSPTRDMRmdQdjv/tNeRDcHJhfOxZOE7SO/iQXcfU0HN7MxhIjL+5J0OoBvWbjg5ClCW0knVTMIv/GO7v5Xwu15czNlfylhu8Wi9LOCBcD5Zra1u/+D0FZSnUPQ9SwLh9JXEg7WvwZ4V9QOU30fS5isvLuXtroVIaqwpj3n9N2g3af6/iBhoDuiJpPR99mEdhink+r7k0W547ql+n5/kc474rql+m5Q7lTnHyRsUzwskkn1fTywiYXzH7U+/X3C9rCavv8L2CKRybX3nH34SaxzMzssI3MLPdv3rml+NZ0X+r4QeEki8+tE3x8CXpzInACcnbTvvxPOtdTZtVjnDcr9U+Bjkb6PBDZP8vtRou8ngG+4+xWRffywmS0wszd62G50N/Bzdz+vFxs6ydfeSnoMYXCeQHDef+7uX4uFE5k/mdne7v6X4rf9qbt/NJYr8vtM8d4uwGx33yVJ63NFWjcTJlt/BH7p7mdHMh8jTJZqW4N+SRjo/zvOy8JFKqMJ53l6jCFFWf5sFvZAFrq91ddeYFGTOwX4i4WLY/5O6AMbFw5ebaz5APDTaNw8gLBLIZZJxyPIj1ufIOqHZvb2jMzPqW9fbyO0y7r8vLjAp6jLB4CXJzJXE/plLe3DCRO8WOaTwPeTcfPB5Hu1+q0ZNwv5tNxfAt4djZtvA3bO5HddNG6+krDdMs7/asIuiJo9eRnBnvQ2tv8O+FQiM5Oe42XOT5hJvT3ZlGDj6vJL7Mn5ORnq7ckOGZlzgOMje7IBYZtsXTqZ8TJX7osI571q9qQbGJ7IzKbennySEKl+SeT/5PyT2cBuvfhINep8qQY+Supv5fyTB4HNazI5/4Rwody2UTo5/+QWwmVHNZlG/kkPHzCj81Qm56MsBB6PZNLxck/CbxL7kr8Gjozs9y6Ebcm9+Zt/AcYlMn8gtIs19tvCWeLUd32AYL9qNnzrQrYuP3c/vHh/F0I09J+JzL1F2jX7/SrCNvBY5kLgvyP7/WJC/67LK7bfRf0alXvvyIZvBqzM6GlGZL9PJ9iK4dT75ftE+v4g4VK7daJtJ4Yebi46g7ClZkPg0mg2vq5MIKyaXmBrz1R8z92/F+V3Y/GD3UVYybnG3RtFjHor96+idIYBF3t0q10hc4eZnUuYAG1AMH6Ntkm+nHCgvVF+M8xsL4IBWUVwns5JZOaZ2TWErRnDCI/++G2D9J4uBu9rCDq7kTD4rSvHETr1BDOrheOvd/cvJPktsHCG4zbCCvithIFsnSjqeDZh9W8Dwu93ZSLzVzM7EbihcADupuc2COhb53+ysMf8ZjNbTTAKPRYt3H2JmX2JYLg2IKwUd5C0Q+AY1ur734SdAA3bKiHqkLbnn9FT3yszct8jTPRq+u4u/vWW3469pFPT978a1C3WdwdhW0Qq8wfq9Z3tr4TtjTWdjyjKn8p8ibX6vqLIs65Pm9lj1LfvpakMCTn7QFiJT3X+ZJLW14r84vZ9ex/5PU4YkGOZr5jZPyN9X0P4fWOZn5jZ49S372MJ27hSHexb03kD23e2mf2d+jb+w0RmcpHPGn27+xWp7gjbcC4pHLG7CAPyunIEYXvVMDOrXUJ2pxdn5Yp6LLFw5f+vzKyb4BzkJkF94u6P1WwFYfz5DYldcvcVFq5Wv6RwAP4G/Hcmua0IW5qfbpDXE4XN/XnhhDxKuPE0lXuuKNM0wqVRMwntIR5rfpuMm98jOCkNx6Mi7R7jFsEJTvvhQ0la37YQrYj7xbA+8vsbwclqlM4w4NuE/hXL/Dozbn6GcAFFXX5m9l+sbd+5MfnbZvY09ePm3Zn84nHzG4StjXH+3yWcI4rtyaX0Prb/iXApVCwznMx4mZH7DiFaHtuT6/vIbxnh90zTWUW9PbkvkfkqISoT25MzM3ntTWS/G/g33yVMiGJ7clYi803COBLb7/sJEaha2jn/ZBG9jNcR6bie81EeSOqS809uI/TppvPK+SeZvBr5J2/P1C+tS5pfzkepRbhrMql/cgVhi37qS15Lvf2+OCMT80dCdD+WuZdwxrjOfhMeLRPLfZqwQyG24d/pI7+nG6Qzi3r7fUsi80XCzpfYfl+UyavOfjfwuT9NsMuxDU/TmkhY2Ijt9xwSv9zMnvd42baPqxBCCCGEEEII0RztfMZQCCGEEEIIIUQTaGIohBBCCCGEEEMcTQyFEEIIIYQQYoijiaEQQgghhBBCDHE0MRRCCCGEEEKIIY4mhkIIIUQfmNlXzOyD6/idCWZ2eT8VSQghhCiVtn2OoRBCCFEW6TNUhRBCiHZDE0MhhBBDHjO7C/h/7j7TzN4PXA68uHgQ/SXAO4Fz3X1S8XDzcwgPfN4O+La7f8vMNiA8UHgc4SHF/wCeLNLfgfCg7l2ADuBH7n6emV0LTHH3S83s9YSHt7/C3R8sHja/ubt/rlV6EEIIMXTRVlIhhBACrgUOKf4+BHgCeLOZvQA4HPhDJLsR8E93fyNwJHCOmW0MfBzYHXg1YXK4U/SdycDN7j4KeCPwgWICmub7CHBg8fqdwNVlVlIIIYRohCaGQgghRJigHVr8/WbgAsLkbj9gIWHCFvPL4v8/ECaKmxAmdFe4+zPuvpwwGcTMNiFMBi8GcPcnCRHJQ4EbgDFmNhw4GPgaMM7MtgO2Bn5fdkWFEEKIHJoYCiGEGPK4+3xgQzM7AniAMGE7CDgCuCbzlRXF97qL1x1Ad/F/jdXF/y9I3q+9t4G7PwHcBbwD2Bz4MfAW4F3AtVH6QgghRL+iiaEQQggRuBb4BjDD3f9MmKiNJz8xzDEN+KCZbVxsLX0fgLsvA24HTgIws82BDwKdUb4TgZsKWQdOQ9tIhRBCtBBNDIUQQojAtcCrWDth6wQedve/Nvn97wN3AguAXwOLos/GAweY2XxgDmGyeXnx2XWARflOBzYAbluvWgghhBDrQUd3t3apCCGEEEIIIcRQRhFDIYQQQgghhBjiaGIohBBCCCGEEEMcTQyFEEIIIYQQYoijiaEQQgghhBBCDHE0MRRCCCGEEEKIIY4mhkIIIYQQQggxxNHEUAghhBBCCCGGOJoYCiGEEEIIIcQQ5/8DgnE0smyaZXwAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"msnbc.com\n",
"LinregressResult(slope=-5.772497309921961e-05, intercept=0.7410319325685859, rvalue=-0.0792312298693058, pvalue=3.759920917269582e-14, stderr=7.61424624991444e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"huffingtonpost.com\n",
"LinregressResult(slope=-0.0004908901965392578, intercept=0.6632116045695413, rvalue=-0.5863293502994874, pvalue=0.0, stderr=7.110396059572248e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"thehill.com\n",
"LinregressResult(slope=-0.0005305337352046504, intercept=0.7141393657358577, rvalue=-0.6399243346509097, pvalue=0.0, stderr=6.6791347296336935e-06)\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA4YAAAFFCAYAAACwkPM+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xt4HPV9P/r3Sru6XzxeSbZlEAQZhpyfk5KYloYEh9iWRbjYkMuvEPUamjRNy2nyxH3yC3Z6cmpbHE7Mj6RNQ0M5aZJGQEt+YMkRWJZlwAYnJjjk2AZ7AHFY2ZJsSaPR/bYr7fljZqWVZrQ7kmdnZ2bfr+fhQTvz1cxnZ2fl/ezne/FFo1EQERERERFR5spKdwBERERERESUXkwMiYiIiIiIMhwTQyIiIiIiogzHxJCIiIiIiCjDMTEkIiIiIiLKcEwMiYiIiIiIMhwTQyIiIiIiogzHxJCIiIiIiCjDMTEkIiIiIiLKcEwMiYiIiIiIMhwTQyIiIiIiogznT3cAVjp58mQugN8H0A1gOs3hEBERERER2S0bwBoAv9mwYcOk2V/yVGIINSk8lu4giIiIiIiI0uwWAK+Ybey1xLAbAK677jrk5OSkOxYiIiIiIiJbTU1N4e233wa03MgsryWG0wCQk5OD3NzcdMdCRERERESULksaWsfJZ4iIiIiIiDIcE0MiIiIiIqIMx8SQiIiIiIgowzExJCIiIiIiynBMDImIiIiIiDIcE0OylCzL+MY3voH+/v50h0JERERERCYxMSRLNTQ04MyZM2hoaEh3KEREREREZBITQ7KMLMs4dOgQotEoWlpaWDUkIiIiInIJJoZkmYaGBszMzAAAZmZmWDUkIiIiInIJJoZkmSNHjiASiQAAIpEI2tra0hwRERERERGZwcSQLLNp0yb4/X4AgN/vx+bNm9McERERERERmcHEkCxTV1eHrCz1lsrKykJdXV2aIyIiIiIiIjOYGJJlgsEgtm7dCp/Ph9raWqxcuTLdIRERERERkQlMDMk0M2sU1tXVYf369awWEhERERG5iD+VBxdF8QsAdgHIAfCoJEn/ErfvBgA/iWteDkCRJGm9KIprADwBoBLAGIA6SZLeT2WslFz8GoUPPPCAYZtgMIhHHnnE5siIiIiIiOhypKxiKIriWgB7AXwCwO8B+LIoiv9bbL8kSb+TJOkGSZJuAHAzAAXAV7Td/wHggCRJH9F+fjhVcZI5XKOQiIiIiMi7UtmVdAuAI5Ik9UuSNArgFwA+t0jbbwF4WZKkV0RRLIOaSP5I2/fvUKuOlEZco5CIiIiIyLtS2ZW0EkB33ONuAH+wsJEoiisAfBnAh7RN1QA6ADwqiuKntJ//diknPnPmzHLipQRaW1vnrVF46NAh3HzzzWmOioiIiIiIrJDKxNBnsG3GYFsdgP2SJPVoj/0APgLg/5Ak6WuiKP4lgJ8CuNXsidevX4/c3NwlhpvZZFlGfX09du7caTibaE1NDQ4ePIhIJAK/34+tW7diw4YNaYiUiIiIiIgWMzk5uaxCWSq7knYCWB33eA2ALoN2dwN4Ou7xRQDDkiT9Unv8JAwqjWSt+IlljHCNQiIiIiIi70plYngYwGZRFMtFUSwA8FkAB+MbiKLoA7ABwK9i2yRJagfQKYrip7VNdwE4mcI4XcvM8hFmj5NsYhmzaxRaFRMREREREdknZYmhJEmdAHYCeBHA7wA8KUnSa6IoPi+K4o1as3IAU5IkTSz49XsAfFMUxTMA/g7AF1MVp5slqvK1trZix44duP/++3H//fdjx44daG1tXfQ4ZiaWMbNGYbLKIxEREREROU9K1zGUJOlJqF1B47fdHvdzD+Z3N41tl7CEMYVelGzM38IqX11dnWG7WOVOEIRFz3XkyJF5E8u0tbUZrlOYbI1CWZbR0tKSNCYiIiIiInKWVHYlpcuQrPKWrMpXU1ODffv2obq6GtXV1di3bx9qamoMj7Vp0yb4/ep3BH6/H5s3b152zLEEMxwOs2pIREREROQSTAwdyMyYP6Mq33JZNbFMW1sbotEoACAajeLw4cPLjomIiIiIiOzDxNCBzIz527RpE3w+dUUQn8+37CofYH5imWQqKioSPiYiIiIiImfyfGLoxlkyzVQDb7/99nnVuTvuuOOyzmlmYplkenp6Ej4mlRvvSSIiIiLyNs8nhm6cJdPMmL/nn39+XsWwubn5ss4Zm1jmciaL2bx587yYtmzZclkxeZUb70kiIiIi8jZPJ4Zmxuo5kZkxf0eOHJlXMbycMYZWqaurm5fQXk710avcek+S97GSTURElNk8nRiaXZ/PacyM+bNqJlErBYNB1NbWwufz4bbbbuNSFQasuieXsk4lkRmsZBMREWU2TyeGVs7cabdkY/6smknUalaMVfQyq+/J/v5+VnjosrGSTURERCld4D7dNm3ahIMHDyISiTiiqtba2oqWlhYoigJAXXS+trbWcH3BZIvJx6qKzc3NlzWTqNWSxW0lWZZRX1+PnTt3Oub5J7OUezLR86upqUFNTQ127NgBANi3b19K4zbDzP29lPeA3dx4P1nFqJL9wAMPpDkqIiIispOnK4ZOrapZVeXJ9OqcG7u+LeWedOPzA8zd306sdLr1elvBzb0riIiIyBqeTgytWp/PKjU1Ndi3bx+qq6tRXV2Nffv2XValxIqZRN3KrV3fzN6Tbnx+Zu5vq98DVnHj9baSE8cskzmcNIiIiKzi6a6kgFqhCYVCrqmqObGrnRNjcnPXNzP3pJufnxtl+vWuq6vDoUOHADirdwUlF1/pzqR7loiIrOfpiiHg3qqaE7vaOSkmN3d9M3NPuvn52cmqakmmX28re1ewgmWfTK90ExGRtTyfGLqN3V3tFi57YLTkgRO7/3m561trayvy8vLmbbvuuuvSFI2zWTUu0Mv3k1lWjVnO5LGadnPrkkxERORMTAwt5tZvy51UDTTDqRMLWWXVqlWzP/t8PnzsYx9LYzTOZGW1xOv3kxlW9K5gBctemV7pJiIiazExtJjbvi1fWA1MdyXQLKdNLGSlmpoafP/73599TnfeeSfuueeeNEflPFZWS7x8P9mJFSx7sdJNRERWYmJoIX5bbi+7l+uwuxq8atUqFBYWZmT1ygyrqyWZvvyLFVjBshcr3UREZCXPz0pqJ7tmNnTiLKFWMfvcWltb8fTTTwMA6uvrbXn+ds/+FwgEUF1dzerVIjZt2oSDBw8iEolYUi2JdaWk5bP6NaHEYpXu5uZmVrqJiOiysWJoIbu/LXfbuMClcNoi6bIso6WlhdVgB2G1xHn4mtiPlW4iIrIKK4YWsuvb8pqaGtTU1GDHjh0AgH379qXkPFYzUw00+9xqamrQ0tKSsI2VGhoaZpP+cDjMNcPSLHYvBQIBTE1Nobi4GCdPnvRE1dzNWMGyHyvdRERkFVYMLcRvy81xY6Wzra0N0WgUABCNRnH48OE0R0SA2mU7KysLFRUV6Q6FNKxgERERuRMrhhbK5G/LrawGOlFFRQVCodC8x8sRPzbSS2NDreT1e8nrWMEiIiJyJyaGFqurq0MoFMrYb8tjlUBBENIcibV6enoSPl4Kr14jq/E6EREREdmHiaHFMvXbcq9XcDZv3ozm5mZEo1H4fD5s2bJlWcexe2ykG3n9XiIiIiJyIiaGRCbU1dWhpaUF4XAYfr/fMxVhLy99ArDrLhEREZFZKZ18RhTFL4ii+JYoiu+Kovg3C/bdIIri7+L+6xRF8cyCNh8RRXEylTESmREMBlFbWwufz4fbbrvNc+NH3TghkFlefm52k2UZ3/jGNzL6evIaEBGRV6WsYiiK4loAewFsADAJ4Lgoii9KkvQWAEiS9DsAN2htCwC8BuArcb9fAOAHAHJSFaOVFlZe7r33XlYmPMaL40e93m2TXXet1dDQgDNnzmT0ci28BkRE5FWprBhuAXBEkqR+SZJGAfwCwOcWafstAC9LkvRK3LZHADyawvhSgtUJ74qNH/VatZDIDFmWcejQIUSjUbS0tGTk3zkrrwErj97G15eI3CiVYwwrAXTHPe4G8AcLG4miuALAlwF8KG7bNgAFkiT9QhTFJZ/4zJkzyRtZbOXKlbjvvvvw+OOPzz4+efKkYdvh4WEAWHS/3W2cGJOVz80Ov/3tb/H6669jZGQEAFBUVIQbb7wRH/3oR3Vt7XpNUhGTGU67B5x0n7jZ/v37MT09DQCYnp7Go48+irvvvjvNUdnLymuwf/9+nDlzJiOvYybg60tEbpTKxNBnsG3GYFsdgP2SJPUAgCiKqwHsglpxXJb169cjNzd3ub9+WYqLiwEAGzZscE0bJ8Zk5XOzQ39/PyRJml3GYs2aNbj66qsNY7PrNUlFTGY47R4w+9xkWUZ9fT127tzpqqqwXXHv3r17XlJ0+vRp7N69O2XncyKrroEsy3jjjTcQjUbxxhtv4Otf/7qr7jlKjK8vEaXb5OTksgplqUwMOwHcEvd4DYAug3Z3A6iPe3wngCCAo7FqoSiKvwNwiyRJw2ZP7vXZFsk+bl1w3YkxOZlbx47ZFfemTZtw8OBBRCIR+P1+bN68OWXncurfb6uuQUNDA2Zm1O9JZ2ZmXHfPUWJ8fYnIrVI5xvAwgM2iKJZrE8l8FsDB+AaiKPqgTk7zq9g2SZKekCSpWpKkGyRJukHbdsNSksJ4HPNHVuG95F1uHT9nZ9x1dXXIylL/ycjKyrJlEianveesugZHjhxBJBIBAEQiEbS1tVkWI6UfX18icquUVQwlSeoURXEngBehziz6hCRJr4mi+DyAf5Ak6XUA5QCmJEmasPr8ZqolZr6Vduo312QfVt68vx6gXd/wW/33xM7KRDAYxNatW9Hc3Iza2tqUdo1z6nvOqmtgZ/WV7MfXl4jcKqXrGEqS9KQkSeslSbpOkqT/W9t2u5YUQpKkHkmSVic5htFYRUuZ+Vbaad9cE9nNy+8Bu7/ht+pa2h13XV0d1q9f76klW5bKimuQjuor2YevLxG5VSrHGDqemW+lnfrNNZGdvL4eoF3f8Fv998TuykRsyZZMZsU1sLP6Svbj60tEbpXSiiERkRu49Rt+t8ZNrL56HV9fInIjJobkWa2trdixYwfuv/9+3H///dixYwdaW1vTHRY5UOwbfp/P56pv+N0aN81VHhO9Zlwk3b3MvL5uxfuSyLuYGJLneXlsHFnHrd/wuzVuSi5+KRIip+B9SeRdTAzJs2pqarBv3z5UV1ejuroa+/btW3T2R34DSm79ht+tcWe6ZH9z3LqECnkb70t+XiBvY2JIBH4DSpfPiV2XnRgTqZL9zTFaioQo3Xhf8vMCeRsTQ8p4/AaUrOTErstOjCmTybKMlpaWhH9zuEg6OVGm35f8vEBex8SQMh6/ASUrLKXrcibHROrfnNiH63A4bPg3Z9OmTfD71RWluEg6OUWm35f8vEBex8SQMl6mfwNKRPZqa2tDNBoFAESjURw+fFjXpq6uDj6fDwDg8/k4uRA5QqYvkcPPC+R1Gb3APVFrayvy8vIwNjY2u+26665LY0Rkt9bWVrS0tEBRFADAvffey6oapVRFRQVCodC8xwsFg0FUVlYiFAqhsrKSkwst08L3tyAIqK2t5Xt8mWJL5DQ3N2fkEjmbNm3CwYMHEYlEMrJiSt7HiiFlvFWrVs3+7PP58LGPfSyN0VC6cBwe2aWnpyfhY0Ady9TV1QUA6O7u5r15mfj+tk4mL5GT6RVT8j5WDCmj1dTUoKamBvfeey/6+/tx55134p577kl3WGSj2D2wY8eO2ccLsergTmZft9bWVjz99NMJ21h5vs2bN6O5uRnRaBQ+nw9btmzRHauhoWG2u2lsLNMDDzyw5Jgy3cL39759+9IckfvFlsjJRJleMSXvY8WQCGrVsLCwkN/+UUKsOriTmdfN7GtrZg2zZMeqq6ubN4GH0d8djmUicqZMrpiS97FiSAQgEAigurqa3/6RIS9XHbxcDTX7utXU1KClpSVhm5j4NcwWVvDMni8YDKK2thbNzc247bbbDP/uWDWWycwYWi/fA0RWy+SKKXkfK4ZERGSqYmamWuZlVq5hlqzqYPVYJiurpkRE5E2sGBIRZbClVEMTVcsA68bqOZXRGmbLHfeXrOpg1VgmM2NonVgR52zBRET2Y8WQiIiSMlst83LVye5xfxzL5O37iYjIaVgxdIjHHnsM7e3ts49jP8e+wQWA6upq/PVf/7XtsRERmamWLWWsnhvZvYZZsqqimyu0siyjvr4eO3fuNKyGmql0krsluweIyH6sGDpEe3s73n3rTUx1vo+pzvdR4ptGiW969vG7b705L3EkIrITZ8l05hpmbq2oxXdLpszEe4DIeVgxdJCq0kI8eMt/M9xXf+xNm6MhIppjd7XMiZy2hplbK7QLuyXX1dWl/VqSvXgPEDkTE8MMlazrqtluq+wCS1bdSzTHiV0E6+rqcOjQIQDOqJala4mFuro6hEKhtD9/u1l5va2cxIfcifcAkTMxMbSBmQ/Odmtvb8c7b53ClSVqt6hiRAEAExfO4PzQzJKO8/bZU1hb6gMAFPrU44x2nQYAdA5GrQybHKi9vR1vnT2FUu3LXl+2+v/OS6cw6L4ebo4R6x4oCEKaI1E5rVoWY/d1yvQ1zKy43kbdkpkUZBbeA0TOxMTQBu3t7Xj37FuoKi0CAJRoydNUVwc6BkfSFteVJVn4xs15uu2PHJ8AYD6hXVvqw1dvyTU8xw+PTaKrq2teBZFVRe8pXQncfJtPt/34QfVeZ2V5aZzaRdCKaplVyxA4cYkFqzhxwXkrrze7JTuP3cuD8B4gciYmhjapKi3Czls26LbvPXYyDdGYE6sqri1Vq4qxauBY5xl0DpqvKo6Pj+Pts6ewRqsq5mvHGdaqit2sKnperKpYrBWZolpV8fylUwCAYVYWXcHKapkbJ0yxm9OqxlZxWrdkmmPX+9Lr9wBnXCW3YmLoIumovK0tzcLffUJfDfz+K5NLOs6aUh++vDHHcN/jR6eWFRu5S/FK4KZP66uKAHDiBX45kCkyfRkCM9VAL1dDAed1S3ZihdYMK+O2+33ptHvAavEzrqayi6xb711yrpQmhqIofgHALgA5AB6VJOlf4vbdAOAncc3LASiSJK0XRfHjAL4HIABABvBFSZJCqYzVDcbHx/HOW2dQVZoPACj2hQEAk51qgtgxOJ622IiIyDyvVgPNuv3223HkyBHccccd6Q5llltfE7fG7dWJnNIx46pb7wFynpQlhqIorgWwF8AGAJMAjoui+KIkSW8BgCRJvwNwg9a2AMBrAL6i/XoDgG2SJJ0SRfGLAP4JwPZUxeomVaX5+NYnrjHc99Ar7wGYP55rsaqiE5mNO1kbjlOjTGDnmCB+K20dr1cDzXr++ecxPj6O5ubmtE86YvY1cdpswU6Meyl/K7w6kZOdM67y7wlZLZUVwy0AjkiS1A8Aoij+AsDnAPyjQdtvAXhZkqRXRFHMBbBLkqRT2r5TADhV1RKoYwNPo6o0gGLfNABgsvMcAKBjMJzO0BKKzXC6utQ3Ow5xSBuHeDFuHKJ09hRWr/AhL0vdNtittRlgd0Q34yRFy2PnWD1+K01WcPMadm59D9gdt1uvkxU44yq5WSoTw0oA3XGPuwH8wcJGoiiuAPBlAB8CAEmSJgH8XNuXBeA7APYv5cRnzpyZ/Xl4eBgAcPLk4pO8WNVmsXbDw8MwnrNz/u8kagMA09PTALJNnb+qNIBvfrxCt//hV3tm2wRMHCfR2WJtshJGFIs7sdixVpf68MVP6iP78cvhuTYrfPjTW/VtfvaS2mbha2TnPZDqe8mJbWLbk/1eMiMjI3jr3CkUxSao0f46dfSo3xGN9EP3+mbi9Y5ZuXIl7rvvPjz++OOzjxdre7nnW3iu++67b9G2Xr3ev/3tb/H6669jZESdSfrWW2/FRz/6UcfHbef5Fl6joqIi3HjjjbrrtH///tl/F6anp/Hoo4/i7rvvXnZMZlj1nquoUP9dTfQeSMbsdTLLyrgv93ov5W+FV33oQx/CiRMn5j1O9fO36n1ClMrE0GiWCaOpLOsA7JckqSd+oyiKOQB+CjXG+qWceP369cjNVdOs4uJiAMCGDfoZQWOsarNYu+LiYkwNK0l/Z2pITnjs7OzESWH8sSaHkreZGEzeZszEcUaTfO5fStxDCY4Va5NohY/i4mLda2TnPZDqe8mJbYqLizE0tuivzf7eQII2gHqf5K0ANtxuPEHNyeejutc3E6+302Pyatz9/f2QJAk9Peo/VVdfffWibZ0Ut53nW3iN1qxZY3iddu/ePS8xPH36NHbv3r3smMyw+3onYvY6mWX3fWJVTF5VWlo6LzH8i7/4C1xzjfEQIKtk8vUmY5OTk/MKZWalMjHsBHBL3OM1ALoM2t2NBYmfKIpFAJqgTjyzXZKktPR/NDPmjd3ayK2sGtNpN74vKR0yfTZVM8yOd8r0NewyfVyYW8csm437+eefh8/nQzQahc/nc8Q4WiKzUpkYHgbwHVEUywGMAvgs1C6js0RR9EGdnOZXC3735wDeBfBXkiSlbeCYujD9WVxVWooSn1rFCHepuW1oMEG5jcgF2tvbcfbsKawQgCytP3D3RbXb5kBcgfvs2VMoXQn4tMJvl7b24GCalqFrb2/Hm+dOoXAlMK39BXtf6246yqXxiBzP62vYkTluHYeYLO4jR44gGlU/ukajUY4xJFdJWWIoSVKnKIo7AbwIdbmKJyRJek0UxecB/IMkSa9DXaJiSpKkidjviaL4EagzkL4F4A1RFAGgS5Kk21MVayJXlZZi18ZP6rbvOfpyGqIhstYKAfjUVn3XzRcPzX0fU7oS2GjQ5uih9E32U7gS+PAd+phONXMCIiKn8/oadpSYWyumrIhTJkjpOoaSJD0J4MkF226P+7kHwOoF+9+A8fhEoowX340SYFdKInInr65hZxW3dre0m53L9pjFiji5WUoTw0yQ7IO6U9cM9DIzr4kTEyczcce6f67UerBka11AL2ldQPsXn+OIiMgxvLqGndXc2t3SbnYu25NMMBjExo0bcfjwYXzyk59kRdxBZFlGfX09du7cyddlEUwML5M6DvEtVJWWAABKtFrnVNcFdAwmmNJzAUVR0Dc4ivpjbxruDw2OYjorG8hLtMiEeYqioG9oBo8cn9DtOz80gzJFce0/RO3t7ZDOnsKqFeqLkautdzjQfRqXHLzWYXt7O87FJX1+LenruXhqXsK3UgBqtxgX1VsOO/f5ERF5nVUVLLd2t7QbJ4WipWhoaMCZM2fQ0NDAcZ+LYGJogarSEuzaeLNu+56jxy09z/T0NDoGI3jolfcM93cMjqOswL0JnZVWrfCh7lP627vhxUgaojE/A+hKAbhjs35lyOY2o5VejJldKN7LOHMpEaWTkypYZC9ZlvHyy+o8FC+//DLuv/9+VqccQJZlHDp0CNFoFC0tLairq+PrYiAjE0Oz47TsJAgCCscG8eAt/81wf/2xN/He8AQwY01iIwgC8kc78Y2b83T7Hjk+gTxBgKIo6B2cwfdfmdS1uTA4g3ImoQDMJSGxamBQmKsE9mrdP2WLu3+Oj4/j7NlTiL00sRlHL2rnUzKgu2ls5tKC4NzMpf9fr/r8xxIvFzoPx3QS0VKwgkUNDQ2IRNTPauFwmNUph2hoaMDMjPol+8zMDF+XRWRkYji3DIX6ybnEp35yDnddBACEBp35yTkQCOCKvAC+9QnjhVIfeuU95NqcqCmKgt6BKH54TJ88AkDnQBTh6AS6J6N4/OiUYZvugSgi+e5NMmNJX9kKIKAlYX3dahLSNzDXLigA2wyqgU1LqAaaJQjAlkU+jxxutfx0jlQQBK6/U3+9z/3S/PVub2/H6XOnkFOmPp7WenJLferrO9V32WESEZGHtLW1zVuu4vDhw0xAHODIkSOzCXskEuEyIovwZGJYX1+P0dFRAMbf8Hd1deGqUgG7bjGeQnjPsbbUB+kCgiAgd6wTf/eJXN2+778yiQKtqkhA2QrgM5uzddufbZtOQzT2UhQFg/3A8YP68Y2D/UBBjnuTfgDIKQPWbNcnmADQ3Wh9Uk9ERNaxe4bXiooKhEKheY8p/biMiDmeTAzff/ddrIiqH+RKtFW5w12XAAChwX74cnKA/ELb4lEUBX0Dw9h77KRuX2hgGGUurpYJgoCc8Qv46i365BEAfnhsEhfH81CRP4Yvb8wxbPP40SkUu/T5ExERkfPZNcNrT09PwseUHlxGxBxPJoZri1fg67/3McN9e461oGN8xOaIyI2cOBbViQRBwNjUedx8m36m1OMHo6790oOIUqO1tRVPP/00AK7P5yZ2V96suk/snuF18+bNaG5uRjQahc/nw5YtW5Z1HK5laa1gMIitW7eiubkZtbW1nHhmEZ5MDJ1GEAQUjg9j5y0bdPv2HjuJHH5wdqTY2MHyFerjHK03oayNH+wdWOQXSUdRFAz3AydeMF5OY7gfyPKFYc1iLETkdFyfz73sfO3ceJ/U1dWhpaUF4XAYfr//sitTbrwGTlVXV4dQKMRqYQJMDMlVFEVBz0AUP3sprNt3cSCKmTxru+WWrwA+v8n4bfLMkfQsfUFE5GY1NTVoaWkBwPX53MTuyptb75NgMIja2lo0NzfjtttuW3ZlyqrrbWXl0ap1Oq20lMpyMBjEI488Ymd4rsPEkIhSThAEjEydx02f1nc3BdRK4tRIAIDxzLVERERu4cTKlJWVR6et08mqqnWYGJJjxKqBP35ZXw3sHohiWpukJ2viAv70Vn2nw5+9FEYp/yiQScnGkJodP9rV1TVv3GmisajJ1rvkeohE5nEMFjlRfAWrvr4+7feklZVeJ67TaWdl2Yl/cxaLaePGjcs6HhNDIlqUoigY6AeOHtKPDRzoB/ItXIoiHA5jQgZOPr/IOEQZUALWna+9vR1nzp1CXlB9HNH+Gr7bewoTsvnjjI+P49S5U8jW1jqc0b6zeFNb63A6bq3DU+dOAWXZQEBd5uJU35vqjj7vL2tClCqsFpDT8J70Nie+vlbFxMSQHEMQBGSPX8AXP6mvBv745TBKHPQGJG/ICwLXbNOvUfhe09LWJ8wuA4ruMV6MY6tlAAAgAElEQVTrcOS5uGOVZSP7nmJdm+nnhpd0PiKyf8wbkRluHRtJyTnxb85iMU1OTi7reEwMKSOZWYqiq6sLucZD4jKGIAgYnzqPjVv1F+LoIWuXoggEAigonsKG240v+snnufQFERERuZsTu6TGMDGkjNTe3g7JYCmK/rilKPw5hcgtSFOAtChFUTAqA6ea9V1ORy3ubkpERESUCk7sksrEMAFFUSAPDGDP0Zd1+0IDAwjm51v6YnYMjqL+mDrmaHBSnZ2xNDdndp8vN8/UcRRFQd9gGA+/2mNwjjDKCvjBGVCXorh3kaUonj4SgTJmc0AmKIqCfgVoOWw8Dq9fAXw+/eQ9ix1rQAFeNBo/qAB5ubxPiIjI+5xcwSHvMdslNR3LgzAxdIiFMyAOaV0by9deDQBYt1bt2ojouN2hETmKIAgYDJ/Hh+/Qdzk91czupkREtDxOrOAQ2bk8CBPDBARBQNH4OHZt/KRu356jLyMgCGp1bmAIe44e17UJDQyhLN9c1WXhNPVG3yLs2LED77x1Bg+98h4AYHBSrQyV5qqTtXQMjuPatWrcBWOX8M2PV+jO8/CrPci1+A9e52AUPzymDnIdnlCrT8V5vtl92TmWni6p2LIXDS/qF6C/NBBFNM+9lTBBEDA1eR61W4zH4bUcjmJk1Nx6gIIgYGLyPD5lMH7wRYvHD9pNURSMycC5X+onkRmTAcXv3nuAiIisZfekIm5fKD7ZcayovlpZxTVzvZ1YNU7H8iBMDF1kYVVxWKsqVqxVt1+7Vm0TP6mK3TFd1M69ulLdfl2lVumEA/tlElFGi5+EimtLEpHdvLxQvFXHSkVMdp3PjTyZGHYODWDPsRbDfaGBfkSyfEC+NecSBAGF46PYtfFm3b49R48jx8Iby0xVMX67HcxWOoe7lrAw3GUSBAG+iQuo+5T+9m54MYIVHn+zh8NhKApwuNV4v6IAuR4fPygIAgYi53H9nfolJM79csbTz93NzMwWbDZZM5P0tbe349S5s/AFVyDqV++V073dAICoPHCZz4aIyJiXF4q3qvpqZRXXzPV24lIU6eDJxDCZ6elphAYU7DnWZrg/NKAgmJ/LD49kK0VRICtAc5u++6OsAAGPJ3NEaqL2FnzBUgBA1K92cz7d26k+lgeXeKzkSZ8vuAKBbZt1vx9uMv73gYiIyKs8mRiuLVmBr//exwz37TnWgvYhBZgxntUxVToGR7D32EkAwOCENuNoXg46BkewrtLWUMhi6jhT4Nm2ad2+vgEgO0/try4rQNMiSZ8/V7EsnkAggMLCKWxZ5AvIw62Z20UinqIomJCNF7Of4DjEJbGyS6YvWAr/9o8b7os0vrqkuHzBFfBvu1V/nKaXlnQcIiKiTODJxDCZQCCAqvxC7LpF/y0xAOw51oaAhR8IF51xtLIK6yr1++1yfmgGjxyfUGOaVBPlklwfzg/N4Nq0ROQs4XAYvQPAM0f0k9gA6lqHWXnWJXSCICA8eR53bNZ3f2xuc3b3x8F+4PhB9R6a1CbOzc1Xt69dlcbAyBZzlb5iRP3qfXC69zwAICoPpzM0IiIiMikjE0O7mR0baKeFyWhnbCKbK6pxLeyfxGYpLg5E8bOXwhjRZkAt0mZAvTgQReka++MRBAHTE+fxmc3Zun3Ptk3PJnSRyfPYZpD0NTk86Utm4b0Uu2/WrqrG2lXOvZcEQYAcOY9rtulfk/eazL8m4XAY033AyHP6yiMATPcBSrZ7q49mqoEA4AsWw7/993W/H2n8jQ1RppeVYyOdxsvPjYiI5ktpYiiK4hcA7AKQA+BRSZL+JW7fDQB+Ete8HIAiSdJ6URSrAPwcQAUACUCdJEkjqYw105idNKZzcAbff0VdiiK+qtg5OINr19oUbJz4JKQvloCsUbeVrrE2CQkEAlhRMIXPbzJ+mzxzJOLaD/tWMnsvkTvFqoEoKwIC6t+AU30d6s4+/lkG4sczrgQARP3ql0Sney+pj+V+dHV1uTLBUp/bOWQFywEAUb+6/tCZXnVCsRm5N22xERGRtVKWGIqiuBbAXgAbAEwCOC6K4ouSJL0FAJIk/Q7ADVrbAgCvAfiK9us/BPBDSZKeFkXx2wC+DeCbqYqVjC2sBHXHlqJYWz27NIbd4j80Xc6srOpah8DTi3QT7RkA4AsvP1DyBEVRMNUHdDcaVwOn+oAAgOwyoOgefeURUCuJVn6BkKyCE3tfJktCRkdHUVhYmLDN7Hu8rAj+7R/RxRJpfMPyuJPp6uqaF2PCuG3kC65E4K5aw33hAy0YHxrBqXPn4pJH9Z/f07096mNZnSLdbIV2KW2M2i0lCc0KliP3rs8b7ps88IypYxARkfOlsmK4BcARSZL6AUAUxV8A+ByAfzRo+y0AL0uS9IooigEAGwHcre37CYCXwcTQdlZ2ge0ejOLxo+qkO8NaF9BirQto92AUxZyAh8gUtYJzBijLUzcE1C83TvW9C/RNzLY7de5NoCx/QZv31Md94ygM5GE0PAGUaclhYFpr877WZjQFcb8FX7AEABDV/vU53XsBUXnI9HHGx8e16tzCmUu71MdLmLnUbmry+GnDfeEDLwCYq9D5gisXTR4BaG2CcW16tTbygjZl6nZ/QGvXh6jcZ+XTIiIij0hlYlgJoDvucTeAP1jYSBTFFQC+DOBD2qYyAEOSJEXifu8KKwObntbPHrnQ8LA6YUKeiTa5SdqcPHnS8PcWbreqzfDwMHIcFFNRURHWXPGB2ccjI+ptUVysDghcU6y26e6Ov12Sx53o+Sc7jt/vR8UK4N5Fuok+fSSCvmHjCtBSzmV3G2Bp97cVbczcS2aONT09jYBFMVnVxu/3I6cMWLPd+F7obpyBrz8Lya74cq5lwvu7LA/+u6/RHSOy/725c5Xlw3/39Ybniuw/h+n+CFBWCP/2Dxm3aTxt+fX2BUvg3/6HBuf69ZLub1+wFP5tGw33R5qOOvb+NhuTmkDeodsfPtAc1yaIwF13GbQ5ENemDDl3bde1mTrQaOlzM3vvJjvXcts5rY0TY2LczmvjxJjsjtsMJ8Zt53OzO6ZUJoY+g21G/bHqAOyXJKlnib+3bNnZ+klCFiouLgYAhBP8oxhrMzW8+DfUxcXF2LBhg+HvLdxuVZvi4mJMJvgC3u6YFrZP1AX07QtR/Phlg4llBqO4rnJ+3Ime/0CCoU+x3+tPMjxqKffJpInzTSQowMTajJtoM5akkLOUuEdMnG94LHEbM/dScXExzl8ATrygn7kUAIb7gdwc83F3dAKnmqOY0o6Tox1ntB+4+nq1TVzxbNHjXDLRBpOJY8rOzkayTsdmjrXwWia6vzF5ycS5Eo/9Wsp9gsnFZ9+dbTOx+ILwc20S/61U2ySuHi4p7onF35hm25i9vzGR4I2CpcY9bqLN4jfvXJvFb7ji4mK89tpr87qb9vSo/ww/9dRTANTupupzkw2PEX8sM/euUYyJ2lh5LDvbODEmxu28Nk6Mya64W1tb0dLSAkVR/20RBAG1tbWGC887Ke6lni+ZVMY9OTmJM2fOLDmmVCaGnQBuiXu8BkCXQbu7AdTHPe4FUCKKYrYkSdMJfo88Jn5cUK/2YaWyUt1WksZlPejyLTZz6ZWrtO2r1LFjESTvvhh/rNhxrq7QtlU4dxZUcierxkY60Vy31fkTy5zulRHlpDJElGL9/Wr3eE7k5xypTAwPA/iOKIrlAEYBfBZql9FZoij6oE5O86vYNkmSwqIoHgPwRwCeBPCnAF5IYZzkEGYmljHr0kAUDS+qvZHjq4+XBqJYkYYlLdxssB84eig6W8TIy5/bXmlyjUKzM5d29CQf+2TVBEREZszNOKp+cIn61W7Fp3svIipbt45puviC5ci96zO67ZMHnk1DNESUCWpqalBTU+OI5dustpRqqBOlLDGUJKlTFMWdAF6EulzFE5IkvSaK4vMA/kGSpNehLlExJUnSwj4xXwXwU1EUdwHoAHBfquJMJjQ4iD1HX8aA1m1nRV7e7PZ1lZwxxYkWfoMva9/wX7GmGissXtLC64yqc5Vala9ylburJU5kdkZKspcvKCCwTf+PeripNQ3REBGR07m1GprSdQwlSXoSatUvftvtcT/3AFht8HshALemMjYz4j+EDWkf0sq1ZHBdZeVsgtExOIQ9R48DAAa1MR2lebnoGBzCOuaOtuO6etaxsopLyc3NOJoTN0vo2+rOvqk0RkZERETJuL0aajoxFEVxoyRJR0VRXAlgoyRJ+1MYlyOY+VD82GOPzXs8l0BegXUcF0dES1WWg+x79P2dp59LPGsvUTqZqXabXTfR6nicEhMRkdOZSgxFUdwL4GYAnwJQAOB/iKK4XpKkPakMLpVCgwr2HGsDAAxog6dWaIOnQoMK1lXqCpmGrFzrj8gqigIc1nq5jWtjA/Pz5/atNnd7k4UURQH6pjH9nMFMx33TULIV13U5IYpRq90SsoLls5PYnOlVu1LNLGEiG7OT/SRro8bzNrKD6h+7Gb/6B/DNXnXW22n54hKfIRGR95mtGG4H8BEAkCTpgiiKnwRwEoArE8P8/HxUGnYTVf8BWVe5mpU+cq38/HzDsYGrV1dr/+c4SyKyXlawHLl3/ZFu++SB/zR9jLkEU53ZKupXVwo+0zuAGXlumRa1zWqtTZ7WZhAzcQlfdnA1Crb9peF5xpqeMB0TEVGmMJsYBiRJil+qawoWry1op8rKSsPxZl6q8nUMhvHwqz0YnFTHKZXmZs9uv3ZtOiOjVDN7f3t9nOWYDJz75QzC2vJygYK57Si3Px5BEHB+ugvZ9xTr9k0/N+zYaqFa6RxGpPEN/c6+YVY6yXJZwVXI3/Ynuu3jTf8R12Y1Crb9ua7NWNNPLI/Hzm6y7AJLROlkNjF8VRTFBgD/D4AogD8DcCJlUV2mzuEB7DnWAsCom2g/1pmdY9+l4qtFw9o/KhVr1W3XruW4RyfrV4DmNvU7l/guoP0KUJGC7p8DCvCiwVIUAwqwxsXdTY0qph8o17aVs2KaCRRFQVQeQKTpJd2+qDwAxZ/HhJZMmeuWuhYz/kIAwJu96pqr03Kn5ec6c+4d5JdVAQDCAfWLpPY+dWK78b4OS89HRBTPbGL4AIB/BPAogAiAVu2xI129bh1GR9U/2nPdRNVkcF3lKs8nRpxJ0pzeAeDpI+pah6PagimFeXP7tGEytllsEfiK1dWoiOv+2a8ALYfVtRkXjh/sV4BVJhM6o+RpjdbddM3q9HyBMNIPnHxefW5T2nPLyZ/bhwpzx+Fah9ZRK53D8G//iG5fpPENCIKgJWHDiDT+RtcmKg9D8bOqaJZ6LWWEDzTr9kVlGYo/4Npr6cTlWMzGlB1ci6Jtf6v7/ZGmH+iOY3SspVT58suqUL39m4b72hsfNnUMIqLlMJUYSpI0KopioyRJ34iblXQsxbEt24MPPojcXHVcAhMjMrLwA4ii/SN+5Rp1+8o1QFdXF4BR22IyM5HRwllwYx8+VmkJ3aolJHRO+wJhscS4qkLbXsFqt9epSdEgIo2vGu6PyoMIIwtAftJjCYKAC5EJ+LfdqtsXaXrJtcmVm82NH6yIGzuoLgI9I/ekMaa3kR2sxIxf7W/+Zu8IAGBa7lrScU6fewfZwSsAADP+IgDAW73jmJYvWBw1EVFqZOyspJTZzK51eO5sH57RqopjWlWxIK6qGNSvKpBSXp4FNx3PbUIG3mtSu+5GtK+6/AXq9nSMQ3QrNQkbgX/77+v2RRp/E1dVHEKk8de6NlF5CIpfsSPUtAmHw1ol8AXD/fHVwAuRMAJ33aE/xoFmSxNa9TXpxeSBZw3i6YXiz7I8gc4KViDvri/otk8ceNKgtT2yg5Uo3PZXuu2jTT9a4nGuQPH2r+m2Dzd+b9mxLcZpy4MQkTdk5KykRGYsrE4NLKgqBtcsbayarABNbTMY07pIFuTPbS938Xg+t1qsQlldXs1xiGmiJkVj8G//uOH+SOOrCAxNIGy4lyhztLe3481z76CwrArT2jjE97VxiKMch0hEy5SRs5ISmWG2gmVmrJrReL5yrftneZrG82U6s1Vjsoaa9I3Cv/0Pdfsijb92dddOtfLWj/CBFsP9UbkfgA++YBCBuz5t2CZ84AXbr4H6mswg967P6PZNHnh2ttI7I/di8sAzhseYSVFl0YvMrtFoVmFZFT68/Vu67acaH9KdzwlVRStnXLVyTCcRzVnurKR/DgfPSkpkt74B4Nm2aV13074BoGyN88bzkbWm+4CR59Tvyma0LqlZBXP7UGbdudTlIyYQ2f+efmffBJRsrUtm3xgi+88ZH6RvDBPTPiAMRBpPL9Jm1PNLUcRmLg03ten2ceZSslpsHGIgeCUAYNqvVvrO9U4gLJ9PyfneOvcuisuqEA2UAADO900BAIbTUFVsb2/HuXPvoix4FQAg4Fdj6utV6w59cmhJx5LOvYuKleqxcrVjKT1h9PSbPw4RzbfUWUn/J9RZSQ8D+D9TFRSRmxhVA8u07qZla1gN9Lr8/HzDe6C6TNtWxm6pXqdW3qYQuKvWcH/4QAsCQyOWdYGdm7n0gG6fOlbRr/3ch6kDjQZt+qD4s00lvYIgoDMyg9y7Pm+4f/LAM0yelyAQvBJl2/9et72v8bspOV9xWRVu2v6gbvuJxnpLz2OmGtjV1YWy4FW4+65vGx5j/4HdumMlmim2YuVVuPfTu3THefoFjnIiWi6zieGHAVwLQO0Po05EIwGoSlFcRK7BamBmq6ysNOx+mqrlMdTlI2T4775Gty+y/73ZD+nnpxX4777e8BiR/eeQNxjFaGk2/Ns/ZNym8fTcB/6+EXWB+zG12oCCnNntVlZD7RabuTSwbbNuX7ipLW7SHAXhplZdm6isQPHnMjEi17KqS2asGrhSqwb6tQpej1YN7JdDCAR8yAkkjyl2rPKVVyFHO47cox6n1+JqoJXdW4m8wGxi+ASAnwH4HIB/BXA3gP+VqqCIiMgZjKuh2neCaaiGqrN7TiLSdNRwv9oFNN/TyZqa0EYQuOsu3b7wgQOzz/1CZBo5d23XtZk60Ojp60Pmtbe34+y5d1EaVN/TPi0R6+qdwqC8tO6mK4NX4Y5txtXA5qbdGB4yf7zylVfh83foj/VM8+4lxZRMe3s7pLPvYrWgJrR5WerzH7yoJqIXFXZLpcxiNjGMSpL0sCiKZQDOAfg8AOOFpoiIaFnU8YOTmH6uW7+zbzItY/7MVMS9PEmPmoRNIrCtRrcv3NTKBItcrzRYhY3bd+q2H23cC8D6SXOcZrVwFf5iq75LKgD8+yFru6WavZaX2wYARkdHUVhYmLANq6G0kNnEcFj7fzuA9ZIkvSqKYnaKYiIiIjIUCAQQLsmHf9tGw/2RpqNM1ogsFKsqClo30SytqnixNwxlCRPGkHot3z77LtaWqhXaQp96LUe7ptA5OFdRfeetd3GF1qZIazPeOYULC9pcWaK2KYbaZuKC2t3//FAHsnJ9iE5GUVWktimJqm2mOtQ2HSNc1oT0zCaGJ0RR/E8A3wbQLIridQCmUxcWEZEzTPUB3Y3qjKPT2oyj2QVz+5Y0xq5vGtPPDQNj2mo/BVmz21EWGz/Yi+x71uh+dfq5biY8RJQWQvAq1GzXV9VaG5070YtTK51rS6vwtxv1FdofHN07+/MVpVX42sf1bb736lybK0uq8Pc36ScWAoDvnqhH5+R5VBVV4Vs36pc0AYCHXn/IdMxcHiRzmE0Mvw7gJkmS3hZF8WsAtgD4QurCIiJKv4UfHBabcXSpx+LMpUREqRUbP7gqtqRFtloxG7gUxiUuabEk7e3tePetd1BVfAUAoCRaBACYOj+OjuEL6QyNLGYqMZQkKQrg19rPzQCaUxkUEZETLPwG9HJmnc30sXpEiqJgRu7BxIEndftm5B4ofrAqTpZatfIq/HGtvtL58xbzlc6urq55f5u9NlbP7PIgVcVX4MHf/7ru9+t/86gNUdJCyaq4H/zgB3HDDTcs+bhmK4ZERESLisrDiDT+BtGxSQCAryB3djvK0xkZEdHyjY+P4+2z72KNoI7Vy9dmLh2+qI7V61bcPVZvrhp4JUqixQCAqfMTAICO4fPpDI0SUF+3c6gqXQkAKPGpKd1UZw86BvtRWFjIxNALWltb0dLSMi/zr62tRU2NfkY8IiInMOwmW36luqGc3WRJJQgCOiNA3l36kSgTB55MS7VQURRMy70YbfqRbt+03AXFX84qJmGNUIW/3Gw8c+kTbc4dZ2lWVfGVePDGv9dtr3/9u2mIhsyqKl2JXbfcqdu+59gvl31MJoYOtXLlynSHQERkCrvJUqyb6OSB/9TtU7uJ+phgERE5HBNDh6mpqWF1kIiIyAaCIKArEkDhtr/S7Rtt+hEEoSgNURERpQcTQyIit+mbQGT/e+rPYxH1/wV+oG9iactnkK2icj/CB15Qfx4bBwD4CvJn96G8Iq5dc8I2TqN2E40i964/0u2bPPCfpquFscrjeNN/6PbNyJeg+KO2Vx5j3U1Hmn6g2zctd7K7KVEamJk0xwsTAgH2LrXCxNDFwuEwOjo60N/fz66nRBki4RIaDl/2IioPIdL4a/XnuElqovKQ5yeoyc/PX2QsppbolVcs/touaOPU19cuseRxrOknun0z8kUofm3dUbkHY01PGB5jWu6G4p+2LKFTFAURuQ/Djd/T7YvIF6D4y5g8EllInXzlbVSVrEYJ1C/Ppi4MAQA6hi6mM7TLNjexjPpNb4kvAACY6uxDx2BfSs+d0sRQFMUvANgFIAfAo5Ik/cuC/SKAHwEQAFwEcK8kSYooilcD+BmAEgADAP5MkiQuOqOJTVDzzjvvIBKJ4G/+5m/wxS9+kV1QiTKAmSU0nDieb/Gk5wrHT1ATlRWEm1rVn+OqeFFZAcpXa236ET7QomsT21d5/QcNX6NES59k4nhNtfLoQ/62P9HtG2/6DwjCCiiKYntMXZEcFG37W92+kaYfQBAKbY/JDEVRMNzXhxON9bp9w30hKNnqh84BuQ9HG/fq2gzIIeQzoTXN7LIPXmWmymWmgpfsOLFjAUBVyWrs/NgXdcfY+6sfL+MZOEtVaRl2fWK7bvueVxpTet6UJYaiKK4FsBfABgCTAI6LoviiJElvaft9AJoA/J0kSQdFUfy/APwPAN8EsBvAU5IkPSaK4gPacf44VbG6UTgcRiSidiHr7+/HyMhImiMiIlqc9xLa1UD5asMPe3NtVqkbyld5/kOhndTkMQsF2/5ct2+s6ScQhFIAQFckGwXb/tLwGGNNT0AQSiyNqTuSh+LtX9PtG278HgQh37JzkTO1t7fj7bPvonJFFQq0JS1GutUlLboG3L2khRmzFbzitQCAkmghAGDq/Cg6hjuXfpySNepxZquBwwCAjqFuK8O2LKH1ilRWDLcAOCJJUj8AiKL4CwCfA/CP2v6PAhiVJOmg9rgewArt52yo1UIAKAQwnsI4bWPVUhQ1NTU4e/bsbMUwOzsbFy5cSEXIjtXa2solPYgooag8gEjTS4iOqWty+QryZrejfM3sz+GmtkXbmEloFzLThjKPoigIy33oa9QvARCWz0PxqxW88b4+tDc+bHiM8b4OKNnmqniCIGBkuhA3bX9Qt+9EYz0EIUc9ZqQQG7fv1LU52rh3to0VwuEw+uQQ9h/Ybbi/Tw4h2x809dwURUGPLOPpF/RLRfTIISBg7jhWq1xRha/cql/W4l9fcv+SFmZUFa/Fgzc9oNtef+KfAZirBnZ1daGqZA12/uGXDc+x99ePm47HTNKnJqISqkrUL/JKoK7BO3VhAB1Dl0yfazkxObGynMrEsBJAfFrfDeAP4h6vA3BRFMWfAvgIgNMAYnfTt6FWGP93qN1QP7aUE585c2b25+Fh9RuGkydPLtreqjbJ2r3//vsYHh5GQUHBbNv3338/6TGNtLa2zlYMI5EIDh06hJtvvjklcTuxzfvvv2/6OjopbrNtnBgT4059m9j2RL+32O/Eb092HACYnp6G+h2c+fOl+nqbjzux4eFhrFmzBh9YewUAoFtRj7tmpTYzz9oiFBWps00ma2PmehudP5VtzNwnycTaROVeTB54Vv15bAwA4CsoQFTuxXCeuaRgKeebkXswceBJRMdGtXMVzm4fzkv+kWQp5zLfzmeiTZaJNovHPzw8jPHxxN9xJ9sf387v90P9eJQsplyL2uRdVhsAiEaj8C1+qQHEP7fE5zNzLc0cR5U4brN/cwDAZ+JaZplo4zfRJpCgDaDFHUjYZPZYuQkazrVJfH+rbRK/T373u9/h0vluVJVUAgBKoH6Om7qg9nrrGOrCjB8oKyg2GXfiNur5ulBVslo7X552vkF0DF2cPU5VySrsvFnfMXHv8Z+b/nd3sRgXtlFj6kRVaTlKfOp7eKpTBgB0DPaafm7J2iy3J2EqE0Ojt//MgnPfCmCjJEmvi6K4G8D/BPDnAH4K4MuSJDWKovhZAM+JovhhSZKiZk68fv165Oaql6u4WL25NmzYsGh7q9oka7dhwwZ86UtfSvj7ZtXU1ODgwYOIRCLw+/3YunWr4TmtiNtMm1g1tKenBwDw1FNPLVrFs+J6L+Va2nkP2HUvObWNXeez+n6zK+5kbYqLi4HJxbvJFBcXG//OgmOpx+ld9DgAkJ2dOCk0Ol+q75Pi4mJEO88j0vgqgPkT1ABAVB5EdiAXUXkQkaajWpuFlb5BFF9fie985zuzx7WyyueU+yTa2YnwgQPzkjkAiMoyiq+/Xv25sxNTB9TxKPOTvj4UX389qqurZ88BAO3tAwCA6vIrgfLg7LfpM53nMHngGd1xAGBG7p09Hyb6Ez6X+PO1t/dr51ITc5QLc+NMJwaSXhNMDJpoM7Rom/ntFv8ANddm1ESbxZOV4uJiFBcXYygwgbLt+oXE+xq/i8py9R4ez5lE9fZvGh6nvfFhVJblQlEUjPZdxKnGh3RtRqufXGcAACAASURBVPs6ULpKrSoOTE4ljXt4Inmb0Ylw0jbjCdoAQE5ODkpLqnD3Xd823L//wG6UlQegKAp65RCeadZXFnvlEFatDqKyshKKP4x7P62vzj39wh4IFWqiMzCWOG5FUdCjhPDvh4wreheVEKK+GcN9C48FACMjJq7lcPI240OJ2yiKgotDF/HdE/rxowBwfiiEmSzzcU8NTJhok/j+Vtskf5/klviw86avGrbZe+KHOD+ZvEo3e77Bxd/jc+dbjZ03/5n+XMd/ipzZ4yT+m2Pm393Fzm/0u7ml5dj1ic/ofmfPK8/OxTQ0mfTYU0OLvyaxLz+XKpWJYSeAW+IerwHQFff4IoB3JEl6XXv8FIBfiKJYDuB6SZIaAUCSpP8liuK/Qp2EPfEnnQxSV1eHQ4cOAQCysrJQV1eX5ohUnB2V7MT7zVsWH8+njllB+VqMjo6isLDQoE2l1qYy7V1xUs14dlNtWtfy8iTjHsuA8jLDcTNGyfFjjz224DhxySMwL4FMJv58mTixDhGR06UyMTwM4DtaojcK4LMA4jsMHwdQLori70mS9P8CuAvASQB9ACZEUfyEJEmviKL4cQDDkiQxKYwTDAaxdetWNDc3o7a2Nu0fkGtqajjGj2zj6futbwrTz3UDY1r3pYLs2e1eX6OQ4/nMMZNgLbTc62T2NWFCZy9BEDA4XYAPb/+Wbt+pxocgCIm7GTqZIAiYCRfh83foK4vPNO+GICTpH7nEc2VNFuEvtuorjwDw74f2oG/UeRPHCIKA/NFC/P1N+vGjAPDdE/XonDxvc1TeZXamVC9MUpOyxFCSpE5RFHcCeBFqR/gnJEl6TRTF5wH8g9Z99B4A/yaKYiGACwD+RJKkqCiKnwHwz6Io5gMYhppU0gJ1dXUIhUKOqRYS0eUxrASVadvKljgovW8ckf3n1J9j3akKArP7EMgD+kYRaTyttdG6LhVo45b6Rj2fiBIRESUzO0FNqbqmbIlPm6CmU12mpmOwJ22xWS2l6xhKkvQkgCcXbLs97ucTmD8hTWz7awBuSmVsXhAMBvHII4+k/DxWzaZq1XGIvGo5lSAji3bJLLtG3VCGxbtkll0928brXTKJKDlFUaDIMlob9ePwFDmEXJMziRK5WVVpBXbdfJ/hvj3Hn0JXV9e8CqITZxw1I6WJIXmLVd1V093tlcjr2CWTiIjIPuPj41pVUR3vPTfjqDrRVsegO0bEMTGkpKwaz+XpcWFEREQeJAgCJiNFqNmuH4fX2rgHgqDOJCrLMpqbjNcolOUQfIikOtR5FEVBT7+Mn7foK52X+kOI5jiz0qkoCvoG+/C9V/fq9l0YDKGswNw6luFwGKGJEB56XT9zLQCEhkMoU9TxAn3Dfah/Xb++Zmj4PMoUc+cjoKq0HLs+/t8N9+159b9sjmZ5Fl9whIiIiIiIiDICK4ZEREREtGyCICAcKcId24zXKGxu2o3hIXtn9xQEAb6pIvxxrb7S+fOWPVhh4eymVhIEAXljhfjax3fq9n3v1b3IF3JMHScQCODKgivxrRv1M9cCwEOvP4Qc7ViFI/l48Eb9+pr1r38XOULeEqInt2NiSERJtba2ctIgIiKiy6AoCnoH+vCDo/puop0DIZTnO7PbpqIoanfT3zyq2xcavsDuph7CxJCITOGkQURElGnC4TC6lRCeaNOPVQSAbiWESC4TI7spioK+oR7s/dWPdftCQ90oU6b5miwDE0PyrExfHsPK5+/WiYNY6SRynxn5Esab/gMAEB0bAQD4CoowI18CylekM7SEpuULGG78HgBgZmwIAJBVUIJp+QJQfm06QyOHEAQBOeOF+NuN+m6iPzi6F4Umu4naTRAEFI7k4cHf/7puX/1vHkWOkJ+GqCgVmBiS52V6pYvPP7OfP5Gb6NfglNXt5VcA5StQXV09+2WPk+jj7lK3l68Cyq91bNyUXCAQQEXhlfjLzfqxigDwRNseFDs0oXOjcDiM0GQ39v76ccP9ajUwoiaro9nY+bEv6trs/dWPkSOUpDpUT2JimOEWVpVaW1s9U1Fxa5XLKnY/fydWaDP9HiCy04zci8kD/4no2CgAwFdQOLsd5ea+oDGzBueOHTswI1/EWNNPACysKl4Eyksv63ksh9m4w/J59DWqywJMa1XF7IIShOXzrCqSq6njEHtRf+KfdftCw50oU8rZtdOk2JIle15p1O0LDfahrCA7ZdeSiSEBYFWFrGPnvSTLMurr67Fz507ew0RpFF8xa29X1G3lV6obylfqKmpWnUs9X592vrVAealjq3P6uDvV7eUVrCp6QGximX99ST8WsWsghPI8jkM0IxAI4MrcCuz8wy8b7t/768eRIxTbHFXm8Gxi6MTqhRNlekXFzH3Ce8kcM/eS1de7oaEBZ86cQUNDAx544AELnw3F43uAkomvmBlVy1J1rsXOF9tmlWm5EyNNP8DM2DAAIKugeHY7yq8zdYx0xD3c14ETjfWYHBsEAOQWlM5uR9k6S89lt57+EJ5+QU3CRscHAACF+SvQ0x+CUGH+uV1UQvj3Q+pxRrTjFOWvmN3nz/FZGbZnqeMQc/DgTfp/i+tP/DNyhEJtwphe7D3xQ8NjhIa6MJ01A+SmOlpnEwQBhWPT2PWJ7bp9e15pRI4gaFVFGXuO/VLXJjQoI2tweV+WezYxjGEVgcwoLS2FLMsIh8OLtuG9ZB0z1zJZG1mWcejQIUSjUbS0tKCuro6vUYoVFRWhp6cH4+Pj6Q6FyDbzq6EX1W3lq9UN5ddZWg210vy41W6rV5aVqxvK1rm6Qrnwmvdrz++KinIIFeaf28Lj9GnHWbtavU6lq9ehq6vLVEyCICAwUYiv3Kofi/ivL+1BEcch2m525tLjP9XtCw1dRJkywyruAp5NDK2qXpC3xe6Tf/qnf0JzczPWrVune/0zvapqJTPX0uz1bmhowMzMDABgZmaGVcMUir0mX/rSlxCNRjE1NcX3BDnetHwRY01PAABmtHGIWQVFs/tQbm5yCjuroUsx2teBU40PYUqrBuZo1cDRvg6g7FpTcVtdoUymTw5h/4HdAICxMbU6V1CwYnZfWbm5Sp9V1Vezxxm+OGUqLkpMnTAmgJ03fdVw/94TP8T5yUu2xjSXPP5cty80dAllStTS5FGt9PVizyvP6s832IuygixT51OrimHsuuVO3b49x36J0tLljbX2bGK4FKwyZPZYLVmW0dLSgmg0ioMHD7Ly5BJHjhxBJBIBAEQiEbS1tTExTKF3330XoVAIABAKhfDee+/hmmuuSXNURMb04/l61e3lleqG8pLZqtK03IXRph8ZdBPtMt1N1ErjfR1ob3wYABDWkr6AlvSNa0nf/GqgGvfVZRXqhgX7nSI/Px/V1ZWzj2NVzLLycu3/7q5ikvOoiWgWdt78Z7p9e4//FDlCKRRFSUNkzpXRiaGVVUW3z+7plLFa6ajiNjQ0zEsw0n0NyJxNmzbh4MGDiEQi8Pv92Lx5c7pD8rSHH3543uOHHnoI//Zv/5amaIgSM1MJAoDHHnts9uf2drVSUV2+Rt2Qhm6i+oRWTfqqFyR9Tq1iJlJZWWlY0Ut3FZMym5o8+rDz5j/W7dt7/OfIEaxdO1Wt9M1g1yc+o9u355VnkZPmrq0ZnRguhdkKkhsrTU4cq2Xn+dva2hCNRgEA0WgUhw8fZmLoAnV1dTh06BAAICsrC3V1dWmOyNti1cLFHhO5kdMSLLMJLRFRKjAxTMLseCc3j0Nz0litpVxHs91fk7WrqKiY9yG3oqJi6YGb1NrayjGtFgkGg9i6dSuam5tRW1u77C8TYlXqt99+GxMTE2hoaGCSaaCoqAgjIyPzHhNRZlDkEFob1Zk7x7WxgfkFK6DIIaw2OS6QyK3UcYE92HP8KcP9ocEeTGdFgTybA0uBrHQHQOlnNFbLDeK7v15Ou56enoSPrbZy5cq0V2S9oq6uDuvXr7ckkYu9B375S/3UzzR3fRZ7TETeVF1djQ9evw6rywNYXR7ATGQIM5EhrC4P4IPXr0tJd9ve/hCead6Nn/7iG/jpL76BZ5p345nm3ejtZ08FolRixZBcOVbLbPdXM+02b96M5uZmRKNR+Hw+bNmyJWVxu7my7ETBYBCPPPLIZR2jpqYGH/jAB/DVr6qzpMmyzIlVDGzZsmVe0sz7mCgz2L3+YnyiORBbZqNCnaAmWJGaRJQoEXVcILDr5vsM9+85/hTeG76E0GAP9rz6X4ZtQoM9KCvwOX55DCaG5MqxWma7v5ppV1dXh5aWFoTDYQQCAVc8f7IWJ1ZJju8TIrKDleM+L/WH8PMW/eL1l/pDWLHK3V1gzw914Lsn6gEAQ5Pq7LUluaWz+7JyfaaP1TF8HvWvfxeDk2oiXppbMrt9Ha61MmxyOCaGZNlYLTuZXarATLtgMIja2lpXPX+yFidWSS7+fXLbbbfxfULkEYNyB4427gUATGjLY+QVlGJQ7kCli8cPLqwsylr18YpV5Vixyt2Vx4Wxd2rPreIKtbJ6Ldahq6sLMNHjP/5YQ+2dAIDyK9W5FtbhWi4hYlIgEMCVeQJ2ffy/G+7f8+p/pX3GUTOYGBIAtRoQCoVcUwUw2/3VbDsnPf90LNmR6a666qp5yeBVV12Vxmicy0nvEyK6fPrlMdQEo7K8HJXl7k6e3DzD64XBDnzvVTVZj68G/v/tnXmYVNWZ/z8tCoohaAgq4EKk5RgHoqgxk0VFFI2QGJ04k6WzOInLZCabP5mgo9lEUeNCFjNxndGJkM2MxKQVaUQkxojBFdR5VTQQWVwaBVQEgfr9cW41t06f6q6GW9W1fD/Pw0PfqrfO8t5z3/Oe+57lhTXLOGBYc8nTezcu29htXqVEaCdNmsSydS8w9S/TAAoii8vWvaCoYhlYtuYVLrrvdwCs2fAmAAP79WfZmldoHvbusuVb9wPDRj64vSdksVarkpQ6/bUWp8nmUXvNhlJswOTJkzvWGAKcd955lSpeTVFrdkII0TW1PHiqV8LB+IpksL7nsMEcMKx3ButhnmuXrABg8D57KqpYBjrr2+t28LB30zzs3WXVd90PDKvl4PZKU+9Rp1Knv5Yqt73tJEt9l7JBTb3f3ywp5d42Nzd3RA3322+/bdp4RvdECNHIrG5fSuvtU4DCIy3y3+1Rw9NSV766jBvu9msV1633EbwBuwzs+G7AXtnVrRoH65XegKhUlq1dxcV//i/WbPBHKQ3s946Oz5t5Z8XLkxW9qe+6Pq4i3JFy9erVvV2kilPq0Qjt7e2cc845NaWjUo8q6E4uy3ZS6aModPRF1/Tk3k6ePJn+/ftvd7RQ90QI0WiMGDGCAw9sZo/BO7HH4J3YtGktmzat7bg+sEzHWlSCESNGMPK9zQzYqy8D9urL+i1rWb9lbcf1yPfWbt1qmREjRtB80Ej67v1O1rKetayn797vpO/e76T5oJG6J9tIWSOGzrnPAhcAfYFpZvbT4HsHXAvsDqwCPm1mrzrnhgA3AEOBN4EWM/trT/OvpoPbK01Pj0WoxchqqdPaupPLop1U+hgKHXtRGj25t83NzcycOXOb89I98VFTRUy3n3qPPqud1B/VGOXKilLrVmoEZ/maZVw9368fXPdWEn3ceSDL1yxj5NDajapWmlLXRoqeUbaIoXNuGHAx8BHgYOBM59xBqe+bgNuBS83sYOAR4Nzk658DvzezMcnfhXvJl0itHtxeaRo9sqp2Ur/o3mZLKTMLFDHNjnrW5cCBA9m0aRNvv/12bxdFiMxY8doyrpl3EZfP+ncun/XvXDPvIq6ZdxErXlsGbI0+7jq0L7sO7csbubW8kVvLrkPrI/K4bN1ypi74CVMX/ITJ86cyef5Upi74CcvWLe/tookSKWfE8DhgrpmtBnDO3QqcClyYfH8o8IaZzUqupwK7OefejR9I5l8f/jewTd5cLR7c3hs0cmQV1E7qGd3bbOluZkE9R03DKF5bW1vZ6lrPegRfv6eeeorW1laam5vruq6icUgP6l5MNowZMsQfHzFyiB/01XNktfOGKasAGLzPXjQzUhvU1AjlHBgOBVamrlcCR6Sum4FVzrmbgTHAIuBrwAHAMmCac+6Y5O+v9iTjxYsXAzB69GhmzZrV8fno0aN56KGHelyReqetra0gqjJ79mw+9KEP9XKpKofaCaxbtw6g7uqd9b3NSk+lpFNqXlml1Z3M2rVrmTVrFrlcjjvvvJPRo0czYMCALsvWFZUqd1Yyf/3rX1m3bh39+/fvuC4mm+X97Y5qayelyPSkLVVTuUuVqcYyqdzllzniiCM44gjv5l533XUAfOYznymQCX9TzjKtW7eOfvQr+pu8TPib7vIqJpeuP8R18Oijj/Li2pVcvOA/AVizwaczsJ9//petXcGWEkYmpZZ73bp1vLh2FRfff3OS39ZNapatXcWe6/zEya60lE+7a03C5s2bSyp3KfmV0k78/S3O66+/3m15YpRzYNgU+WxLkPdY4CgzW+icmwJcBVyPHyh+18y+6Zw7Hbg5kS2JUaNG0a+fV9eiRYtobW3lxBNPZOzYkpNoKMaPH18QVTn++OM57LDDertYFWXGjBksXbqUYcOGNWQ7yTtl9Xjfs7QBWemplHS6k8lHsF566SUAVq9eXTTykkV+P/7xjwuuFy1atF0zC7IoUyVlDjvsMM4444yivy9HmbLKK8syVbotVVO5S5WpxjKp3NUnU+78BgwYwLN/e5ZLFl4CwJqNfj3jwL5+N9Vlry+jed/mTr8pZ7kPOeQQlqReAq1d8iIAg/ceAkAzI1mxYkXhaKFI2qWUu3N+ryT5DaOZgR1RzI1rXuu2HhvXvtplmfr06dN1oQvSau9SJqxH8fu7nIv++AcA1mxYD8DAfruwbM1qDh75nm7LE6OcA8PlwJGp6yHAitT1KuAZM1uYXP8CuBWYAqwzsz8kn88ACnuRHqADmbunls/6y4L29nZviIAVK1awevXqul3X04jUuw2oVFuNrddspCnnIjvUloQoP52ndvrprYP39dNbm6n8msZSj2F49smnufgBH3HsHFVcSTOlzVap1mM2sqD4WYd70DxsD/bdd99tSrecA8M5wPecc4OBN4BPAmemvr8fGOycO9jMHgM+DjxkZkucc8udcyea2Z35z7e1EDqQuXtKPeuvXpk+fTq5XA6AXC7XUGss6333Q6hfG1DpdWhar5kNWT5ztbq7p9qSEOWnVtczdh7w+Fkxg/ceCkAzAzIf0C5b+yIX338LEE43fZFmdss0r6zo7v5u2LChY2ldTyjbwNDMljvnzgfuwR9XcYOZPeicuwP4TjJ99BTgeufcrsALwOeTn58CXOucuxxYC3yxXOUUnnqPqnSF3l5XLuokapdGn1mQNVk9c7X47KotCSGKUekBbeeBqJ/mOXjvvWlmt4bbNKes5xia2Qz8VND0ZxNSfy+gcEOa/OdGD9YUiu2nXqMqpdDIb6/rffdDkR2NPrMgK7J85mr1+R00aBBHHXUUc+bM4eijj1ZbEkL0GvU83XRbKOvAUIhaQG+vRXdkNf2v1qfuZjGzoJLHPojsqPW2K4QQ28OyNS9x0f2/AGDNhjcAGNhv147vmvrtyLI1L3PRn35dROZlmodV/0uwsh1wL0StkI+ENDU1KRIiuiSrA8dr9eDy/MyCRtZBJWlvb+ecc85h9erVvV2UDrK4b+3t7cyfPx+Ae++9t6rqJ4QQISNGjKD5IEffYbvTd9jurM1tYG1uQ8d180GOvfbaK5F5F32HvYu1uY2szW3suG4+yFV8s59tQRFDIWjsNZaie7KaslerU/+yRDoonenTp7N48eKq2BAry/s2ffp0tmzx+9Fv2bKlKuonhBDF2JZ1j8Vkqn1aqiKGQpBtJESISlKNUSWx/bS3tzN79mxyuRx33XVXXd3f2IZfQggheh8NDIUQooZJR5VE79LW1sakSZNYsmQJS5YsYdKkSbS1tW1TWrGoWrnIstylMG7cOHbc0U9YarQNv4QQoprRwFAIIajNyFs9R5VqmSzW4fVGVK1S6z5bWlpoamoCtOGXEEJUE1pjKIQQVNd6rlKp17VatboDZpbr8MaNG0drayu5XI6mpqayRtUqve5z0KBBDB06lKVLlzJkyJBen8Jfq+1NCFGbLFvzMhfd97+s2fAmAAP79e/4vHnYoN4sWv1HDGsxCiCEqCy1Gnmr97Vajbxz6YQJE8jlcgDkcjkmTpzYyyXKjvb2dlasWAHAihUrquZ5a+T2JoSoDH6H0wPpO2xQaufSQfQdNojmgw7s9Z1L6z5iWItRACFEZanVyNu4ceOYNWsWmzZtqqu1WqVEsOo9ynPHHXfQ1NTUETFsbW2tiTZZCtOnTy8Y9Pb286adcoUQlSK9w2kpu5tWmrqOGNZqFEAIUVlqNfLW0tLCDjt4M96oa7XqNcozd+7cgsFTrbTJUqjV500IIeqduh4YVnJXNyFEdVLKdPJq2yWxra2tpB0iBw0axPHHH09TUxMnnHBCpwFSpXebrCTjx4/niiuu4MYbb+TGG2/kiiuuqJqoTxZLGKqtTWZJPddNVJbQxtWLfROit6jrgaHeSgohSjnOoRojb6VGwlpaWhg1alSXZa7XqFq1ksURItXYJrOinusmegfZOCGyoa7XGNbr+hshRGmE08lbWlqizkM+8tba2hqNvFWanqx5GjRoEFdeeeV2pyOyodQ21x290Sbb29uZOnUq559/flnzGzRoEEcddRRz5szh6KOP7vXnTdQusnFCZEtdRwz1VlKIxqYn08lLibwJ0R1ZLmGodJvc3khnPU9dzhLpSQhRrdT1wLC79TdCiPqmJ9PJ85E32QmxPWS5hKGSbTLLzdq6m9bX3t7O/PnzAbj33nsbdmM4TX8UQlQbdT2VFPwb16VLlyoKIEQDounkjU1vHGlRbW0u1EFbW1u0/lkc2VLqtL5aPR4mKzT9UQhRrdR1xBAUBRCikdF0cgGVjcxUa5vrTgeV3KxNG8MJIUR1UvcRQyFE41Jtm8qIylJqZCZ/PAhsf1Sx2tpcqTqoZKSzlLxKjXRWG7Va7lLojQi8EKKy1H3EsBSyOHNKCFGdaFMZUQpZRhVrsc1VMtLZk7xqdR1erZa7FOq5bkI0OooYUrgTWyOtcxCiEejqOAchIPs1X7XY5ioZ6Swlr1pdh1er5S6Feq6bEMLT8BHDLHdiE0KIakSzIkQplBLpzKot1WJUVQgh6p2GHxhmeeaUEEJUI12dT6cz1USeUjZr296zDnuSlxCVolbtYK2WW1QvDT8w1O5oQoh6ptRZEbW6bkjR0NLIQk+aYSPqnVq1g7VablF9NPwaw2o7c0oIIbKkuzPjan3dkNaIl0YWemr08wdrlSx33a1XSrGD1bgra63bb1F9NHzEsFrPnBJCiCyo51kRimCVRlZ6que2VO8oopQd0qWoZ8oaMXTOfRa4AOgLTDOznwbfO+BaYHdgFfBpM3s19f0Y4AEz61euMlbbmVNCCJEl9TwrQhGs0shKT7XYlqoxypOnvb2dqVOncv7555fV91BUKRsqrcdqbruifilbxNA5Nwy4GPgIcDBwpnPuoNT3TcDtwKVmdjDwCHBu6vv+wNX4QWVZ0e5oQoh6pZ5nRSiCVRpZ6amW21I1Rnmy2shH1DfV2HZF/VLOiOFxwFwzWw3gnLsVOBW4MPn+UOANM5uVXE8Fdkv9/kpgGvChMpYRqM0zp4QQohTqeVZEqRGsSkVmqpWsIn212JaqNVoWTu9taWmpCX2KylGtbVfUN+UcGA4FVqauVwJHpK6bgVXOuZuBMcAi4GsAzrmTgP5mdqufbdozFi9evK1lFkKIumP06NE88cQTjB49moceeqi3i5MZo0ePZtasWQXXsfrNnDmTxYsXM23aNE4++eRKFrEqKFVPpaZVbW1p3bp1AGUvz8MPP8zTTz8NwFlnncXhhx/OoYceuk1pzZw5k82bNwOwefPmom2zq7o9/PDDLFy4kJUrV2ZSpu7yyzqdrGSyLFNWlJpXtZUpy3JXm0w1lqnS5S6Fcg4MmyKfbQnyHgscZWYLnXNTgKucc+fi1yUet60Zjxo1in79yrYsUQghao5jjjmmt4tQFhYtWkRraysnnngiY8eO7fR9e3s7jzzyCLlcjkceeYSzzz67ISMz3empJ1RbWxowYAAAhx12WFnzWb16NYMHD+7Ic/jw4duc55QpUwoGhosWLWLKlCmd5Lqq2+rVqzGzjmnC21um7vLLOp2sZKC0WQGlpJXV7IJSy12ptltqXlmWu9pkqrFM5Sz3hg0btilQVs6B4XLgyNT1EGBF6noV8IyZLUyufwHcCnwMGATMz0cLnXOPAkea2boyllcIIUSN0dLSwtKlS4uud9MGNZ7u9CS6J8upfd1N7y1l45EsyxPm19bWVlPTGLM6tkbH34hGp5zHVcwBjnXODU42kvkkMCv1/f3AYOfcwcn1x4GHzOwGMxthZoeY2SEAyd8aFAohhCggv0a82Nt9bVDj6U5PorKUupFPpTceqcWNTrI6jkXH3whRxoihmS13zp0P3IPfWfQGM3vQOXcH8J1k+ugpwPXOuV2BF4DPl6s8QgghGo9aPGJBlEYtb+ff3UY+ld54JKv8SrknWd+3rGYFZJVOW1tbTbbJUqj1yLLonrKeY2hmM4AZwWcTUn8voHBDmlgasbWKQgghRLe0tLQwe/ZsoPaOWKhVKr0LbK1FuPLU8/TeUu5JVvctNitgWwZ0WaUDtdsmS6Xe69fIlHVgKIQQQvQmtXjEQq1TqXVatb6dfz0elVXKPcn6vmU1K2DcuHG0traSy+Voamra5nRqvV12RT3XrRrpjQhtOdcYCiGEEL1OS0sLo0aNqsvITLVR6jqt9vZ2zjnnHK3jEttNqes1u2PChAnkcjkAcrkcEydOzKyMQmwPlVz7q4GhEEKIukYbr1SO2DqtYnL5qKIQhJgVLQAAIABJREFUMfJr9ZYsWcKkSZNoa2uLyuVnBTQ1NW3XrIA77riDpia/eqmpqYnW1tZtLnstUqq+K1meSZMmdVumait3lowfP54rrriCG2+8kRtvvDEaLSxVT6WigaEQQgghMqGUXWC1+6OA0qLGpUZKspgVMHfu3IKIYSPuYDxw4EA2bdrE22+/3dtF6aCUNlCLu+lmTVY60BpDIYQQQmRCKeu9dLakgO7XovZkPVtX6zVL3QW10XcwHj9+PE899RStra00Nzf3+lrCUu9/JXfUrUaK1X/Dhg3blJ4ihkIIIYTIhFLWe+lsSdEbUePuIipZrVWsVRTJ9zR69FERQyGEEEJkQim7wFZrZKbSx2w0MpWMGpcaURo0aBBHHXUUc+bM4eijj264NlDJe5J1dC6LZ7eUdtIb53RCZW2TIoZCCCGEyIzu1ntVa2RGG+JUDkWNq4/euCdZRecq/exWet1jJeuniKEQQgghMqO78/mq8WzJcBpdS0tLVZSrXqnGqHF7ezvz588H4N577+XLX/5yQ7WBSt6TLM9DrOSz2xvndFbaNiliKIQQQoiKUm1nS5Z6zIbIhmqMGjd6G8jqnmR9fEJ31Pt9q3T9NDAUQgghREWptrMlNbWxsmR19mCWNHobyPqeVGoTl3q/b5Wun6aSCiGEEKKhqcapjfVOS0sLS5curYpoIdRvG+jJZihZ3JOsp1J2x7hx42htbSWXy9HU1BS9b6EO2traqv4YijyVbpeKGAohhBCioanGqY31TrVFjeu9DZQSwau2e1IKEyZMIJfLAZDL5Zg4cWJR2Vo8iqLS7VIRQyGEEEI0NNW4IY6oLPXaBiodwas0d9xxB01NTR0Rw9bW1k7HbNSyDirdLhUxFEIIIUTDU20b4ojKU41t4Nlnn+Xkk0/mueeeK3te7e3tnHPOOTV1uP3cuXMLIob1tsYQKtsuNTAUQgghRMNTi9PoRLZUqg2EO3d2tWvnZZddxptvvskll1xS1jJBbZ7lOW7cOHbc0U+ArKe1oWkqaZs0MBRCCCGEEKLCdLfm7dlnn2Xp0qUALF26tKxRw/C8vFqJGtb72tBKozWGQgghhBBCVIhS17xddtllBdeXXHIJ119/fVnKFDsvL1yrV43U69rQ3kIRQyGEEEIIIaqMfLSw2HWW1PJ5gNW4NrRW0cBQCCGEEEKIKmO//fbr8jpLanmtntYHZ4cGhkIIIYQQQlQZkydPLrg+77zzypaX1uoJ0MBQCCGEEEKIqqO5ubkjSrjffvux//77ly2v/Fq9pqamhl6rV4tHdmSJBoZCCCGEEEJUIZMnT6Z///5ljRbm0Vq92jyyI0s0MBRCCCGEEKIKaW5uZubMmWWNFuZp9LV6tXpkR5ZoYCiEEEIIIYRoaGJHdjQaZR0YOuc+65x70jn3rHPu3yLfO+fcPOfcY865u5xzuyeff9g59xfn3KPOubudc+XbhkkIIYQQQogSaPQ1aPVMLR/ZkRVlGxg654YBFwMfAQ4GznTOHZT6vgm4HbjUzA4GHgHOTb6eDnzZzA5J/v5xucophBBCCCFEKTT6GrR6ppaP7MiKckYMjwPmmtlqM3sDuBU4NfX9ocAbZjYruZ4K/NQ51w+4wMweTz5/HNi3jOUUQgghhBCiS7QGrb7RkR2wYxnTHgqsTF2vBI5IXTcDq5xzNwNjgEXA18xsA3ALgHNuB+B7wMyeZLx48eJtL7UQQgghhBABM2fOZPPmzQBs3ryZadOmcfLJJ/dyqUSWjBkzhgcffJAxY8bw/PPP8/zzz2eex8MPP8zChQtZudIPk8466ywOP/xwDj300Mzz6inlHBg2RT7bEuQ9FjjKzBY656YAVwGnATjn+gI3J3JTe5LxqFGj6Nev3zYUWQghhBBCiM5MmTKlYGC4aNEipkyZ0sulElkyfPhwpk6dytlnn1223VlXr16NmXWsZxwwYADDhw/nsMMOyyyPDRs2bFOgrJwDw+XAkanrIcCK1PUq4BkzW5hc/wI/3RTn3Dvw6w/bgU+Y2dtlLKcQQgghhBBdMm7cOGbNmsWmTZsadg1avZM/sqOcjB8/nvHjx5c1j22lnGsM5wDHOucGO+f6A58EZqW+vx8Y7Jw7OLn+OPBQ8vctwLPAPyVTS4UQQgghhOg1tAZN1DtlGxia2XLgfOAe4FFghpk96Jy7wzl3uJmtB04BrnfOPQGMA85xzo0BPgF8GHgkObLijnKVUwghhBBCiO4YNGgQxx9/PE1NTZxwwgkNexC8qF/KOZUUM5sBzAg+m5D6ewGFG9IAvER8faIQQgghhBC9RktLC0uXLlW0UNQlZR0YCiGEEEIIUS9UYg2aEL1FOdcYCiGEEEIIIYSoATQwFEIIIYQQQogGRwNDIYQQQgghhGhwNDAUQgghhBBCiAZHA0MhhBBCCCGEaHDqbVfSPgAbN27s7XIIIYQQQgghRMVJjYX69OR39TYwHALw9NNP93Y5hBBCCCGEEKI3GQIsKVW43gaGfwGOBFYCm3u5LEIIIYQQQghRafrgB4V/6cmPmnK5XHmKI4QQQgghhBCiJtDmM0IIIYQQQgjR4GhgKIQQQgghhBANjgaGQgghhBBCCNHgaGAohBBCCCGEEA2OBoZCCCGEEEII0eBoYCiEEEIIIYQQDY4GhkIIIYQQQgjR4NTbAfcFOOc+C1wA9AWmmdlPi8i9E7gf+JiZ/bWIzHeBf0ouW83sWxGZC4FTgRxwo5ld1UXZLgcGm9lpke/mAnsCbycfnWVmCwKZjwPfA3YF7jKzb0TSOR34auqj9wA/N7OvBnKfA85LLu80s0mRtM4F/hnYAPzKzC5OfVegP+fcccBVwC6J7AUxHTvndgJmAVPMbF4knTOBr+P1uTDRw8aI3FeSejYBrcC3gAFhfkme/wb8o5mNjaTzX8CRwBuJ+PeBuwOZDwLTkvQfB74I7JyXAQ4CpqZUNwxYAHw2SOd44HL8AaQPA6cXqdtpSX02A3OB1/BtDJJ2GOob3246tdW0voGjQ5mYvvHtIpQL9f16LL+0voF7IumE+n4KeF8gE+r7GeCTeRlgXhF9/yWSX6jzv6bTSmRCfa9NZDqe6Yi+txB57iPtu5N9iOh8OfAPgUyo7/Wx/AJ9z4/kFerbgNGBTKx9X5BOC/i/iM5fBTYFaYX6XhapW6jvc8xsU9o+OucOAa4HBib1+pdQJlX/m4F7zOym5Dqdzifwz3QT8Dzwz2b2aiBzSiLTB9+GzjSzjWFaqfwmAleb2Xsi+X0H+HKiG4DrzeyngYwDrgV2B1YBn06XCfghcFNK14OBV81sVJDOoUk6fYG/AZ8zs9ciZToRuCxJaxGwN/BuUn0NMIJUv4lv/536o4it6tRvAR8l9RwCh0dkJlLYvj4Wyy9dF2DfSDqXBJ9twj+jaZk9CPrNSLl/AXwmpfP3AOuANUFaB5DqN4FDI2U6hlS/iX+mwvxDe7IglEnqnrbfAyLpxOz3CRG50J7Mj+WX5Jm3J1dG0gntSSv+fqdlQnvya3zb2hW4K/kXs9/XRvIL7clt6bQSmdPYak9exLftPO8Bfg7MTOnb8M9AgYyZfTXQdzMRXyqpU17na5J65gKZJ1L6XgbsFcsvpe+v4218mFf/lL7fldRxTSAznUJ9zwO+EqTVju/X8ozA92HPB2ndzlZ9r8XrOazbQgrt90PA5ETmTjObFLHf80OZfEHy9hv/7J4XpNPJfuNtRygX2vB7kjLG8psIXA18O5JOaL8fBd4fyIT2+7dA/vm5E7iFiP0GLo3kF9rw29NpJTKh/TaghZRfXqy/pAfU7QH3zrlhwH3AYXil3Q98xsyeDOQ+gFfigcDI2MAwMdzfxxv5HN5YXG1mt6VkjgYuBsYCOwFPAh81M4ukdyzwS7wzelrwXRPeOdy32M10zu0P/BH4AN74zQWmmtmdXejj7/AG8YNm9krq8/7AC8BI/KDjT8D5ZjYnqP9VwEfwRuk24CYz+99Qf0l5DD/w+Bu+s7gT+BIpHScP1H/hO9MT8YYwnU7f5LeH4Tvlm/AP5v2BXBMwGzgEeAv/IPwSOIPgnjrnDkpkn8UbpoL77pxbBBxvZisT+bBuq5O6nWBmjzvnfoE39CeGeSW/3yvR52TgO0Fef0vyeso5dyu+TS0K8uuHH5i+38xWOuduxzvyjq3t8Aa8ocjr+8/4DmRMSuZqfHvM6/sCvIOebs+zgdMDfb8BHBzI/QH415S+H0vuQUF+ZnZbSt/t+MFjwfMDXJjXd5Fn7H/wBjSv77nAfsB7w7wCfV8InBnJ78cpnc8HhuIH8mkdfC2l75n4gepItj7TJwO/T+n7fnyHeXBK5qNJE0i37xwR+5DoM6/zO5O8RkZk8vp+NNH3IQR2JqXvl5N7F+Z1a0rfMXt1cqKHdPteCRwRppW3a4nOH0rk/j7Ib05K3/PwTt97A5l0+/5P/LP5GCn76JxbjH9x8oBz7ka8M/J0IDMU36keC/yrmd2UtrN4Z+v/kryWJ4P0gfjONy/zb0m6h5rZi865XwJzzey6mM12zu2Jd7x2MbPhoYxz7vd4u/znpD0QlOmfkzJ9w8xmOecuZas969Q/JLb6QeBf8LYhndcfk7zudM5dCaw3/0Iund83k/qNNbMnnXPfwtul3fJ9TZF+cwgwNN0fRWzjUoJ+q8gzPQbYIyUTa4f9gWFh/xfU5fggr4J+M9aPFus38YPRaH+b6jcHAHun0or1myOAvYL6p/vNu5L6Hxzkfy1b7clcvE06JJB5jq325EvAFUE9bsUPPtL2e1kim5abAfw/ttqTBcDwML+kHeXtyQvAPhG9/YCt9iSm2yuAa9hqT24HjgJGhXkl+srb7zPwg44wv+vYak/uxNub0YEO/p3AniQvoPL3cVySR9o/+WFS3w4fCRiU0veJZjYv0iZa8AOxAh/FzKalZD6b6Dztn3zfzGaHPlnaPzGzsUFeH8QPcDr8k0h5jk3uZ9p+zzezn4Vp5X3AlM4/ambPBPk9QuCjmNkNKZnP4QdCeX1fl3y2LylfEv9yK2+/b8K/aNgvkHmSrfb7m/h+P/1sXZy0pbT9HoR/gZOWmwr8J1tt+G+ACWF+ZjYnZb/745/vkUGZvkFiv4s87xfg/Yq8/b4C34fsE+aV6Dpvv78B/CaS33fZ+uz9CO/DpNO6PKlb3n5fh/fj9ifll+P9n4L+Mt8GSqWep5Ieh+/UV5vZG3ijcWpE7gz8zVzRRVor8W+yN5rZ2/jIxr5pATO7Fzgm6RT2wEdj3wgTcs69C9/Ip4bf5UXwneidzrnHnHNfjcicgn878EJSnk/hDUJX/Az4j/SgMKEPvh3siu+Yd6LwbRX4zuwuM1trZpvxHfzJyXeh/o4AnjGz5xNd3IJ/YxXq+Mv4hr6gSDobgK8keebwg6Z9Qzkzex44KLnHu+GdvePC/Jxz/fCG59ux/JxzuybpX++ce9w59/1ImcYDfzazx5Prr+HfNhZrP5fjjdlHIzJ9gHc65/rgI47rI/m9L8kv3xHcAbwWtMORgb5/CzwXaatpfbfTuT3vHNH3rhG5LYG++wFXhvkF+t4QSWfftL7xBm5SIDM80Pe3ga918Rzm9b2wSH5pnW/Bv6kNdZDW93XA8uCZ3i3Q90+AByPPfUH7LmIf3gp0Pgf4fSSttL6bgDNCmUDfa4rkldb3OGBcIHMIndv3DyJppe3a5fiO/4MRmbS+X8dHTtMyRwT6/gPeRnfYR+fcfviB1wOJzE14ZyC0oS3A7/ARiZid3Qk/YFyeXD+Od+Q7ZBIdD08cil2Tcr7ahc2+AT/wKWbXDwcmJ/bkaufckEDmUOANM5uVXE/F28ti/cN5wL14JyqU6QO8M/m7P7A+UqYDgKW29eXoE/g2n+5rwn5zXkQGOtuqWL8V9psr8X1Nh0zkudgZ/2wW5BfUZWAkr4L88c5RKBPrN1dH5NL8DO/8bQ5kwn7zHZF0wn5zDfBikP+bFNqTF4BVkb49bU+OjNRjJp3t91ERuV9RaE+GAbPD/AJ78u5IOo9TaE+uicjsSKE9WQj8sgu/JW+/x0TSWkChPdkvSTsts4rO9iTvp/wM+A+8Ex36J/+Ylkl8pNA/CdvEf+AHpDEfJZ3WX+jsn7wW5hfxT8K81hP4J865HQKZ99PZft8WphX4gJcD15jZMxGZmI+Szm9fCvV9F/6FftqXfJtC+z0jIrOeQvu9A5190nY62+99I3Kv0NmGE8kPUvY7ks56UvYbH4UNZd6k0H5fBWwskhdstd8PFskvbcN3jZT7ZQrt9xqgb+CXf43O/WW+fZdMPU8lHYrviPLk33wXYGanAzjniiZkZk/k/3bOHYA3Qh+KyL2dDCgm4d8ILA9l8A//+fg3ATF2x79F/wp+qsM855yZWVtKphnY6Jy7Cz8t4fd0NigdJG8udzGz30TKvM459238m+v1eEfg/kDsYWCac+4S/MNwEslLhYj+YnpfamZ/TOvYtk5v/GYsHTNbin8LjXNuMP5t6GmWvLkL0nrbOXcG/g3lg/ipohuDe3oJ/g3g80XKvSf+reNZeCf2D8AvgnI3A687527DO5V/BL5sZm+F7SdpJ2Pxb242hGXGR93m4adoPA/cambTA7nHgKucc/vgHbAjSAxGqh3+mEJ9L8Q7/QVtNW/4E33/NW84isik9R2TC/V9SygT6PvNSDofSfST1vco4M8pmSsi+j4nkldU3xG5pYHOL42UaU5K36cCewbPdKx9Dwuf+7B9Q9Q+LEvaeYHOI2nlAn0/FLEzV1LYvsO8dqRz+/6ic27vlMxeMX0Xs2uBzmMyYRv/VSDzIDA10PdovDOXt48xfY8JZDCzy5MyfST5qMDOmlk73nnGObcLcC5+AHJekM7bzk/XuSWpw2y8A1Fgs51zX8fbxXwHXJCfc+4d+Dfuk/BTlm9K9P/VVDrNwCrnp0+NYevLmE79g3NuN/wb5NFhXgn/D2hzzv0QPyj/QETuGWAf59zBZvYYfqDUlOhyF/y9+hWF+n4D73B3yCT9UWg/O/VbXp2+30raykR81ONzQVptqXYxD+8EFvR/Sd3zdekbySvMfwFbo+B5mT7A7KDfbA3TSpXpuOSzB2N1w/e5+X7zcXzkPC1zDnB5qt98P5AL8n8i0Pc7gAFh3x7Yk2HAXyMyoS15DOgTkUvbk7VAe8SXSNuTXSLp/DeF9uRpYIdAZh2F9mSHRL+d/Ja0LcG/aIr5N2l7AjA3kPk5cEVgT/ZK+z/Ouc/Q2Z7sHfpIMfudXIe+VMx+h2mF/eWjkXQK/JMwL+cjsqH9/rJz7vmUzGSK95edfMBA5zGZTj5KUKaRFPonE/EvWtK+5MZA38/hp1IW+Jtm9qekDB/Bv8Ts5JMmg++0/f4J3j53kgts+PdCmcB+5yL5PU5n+70gkNmbzvZ7aphXUuYO+92Fzx3a8LDcj1Nov/cA3uH8S7O8X76JSPumh9RzxLAp8tmW7UnQ+RB6Gz6y8UxMxsy+i59HvA/+rWr696cDfzOzu4vlYWZ/NrMvmNkbyVubG/Gh8DQ74t/sfg4/neII/FqgYpyFf5sRq9P78NNN9sNPGdqMfxjSZbob/2DMw7+VuA//wMfIVO/OT226G78maV4xOTO7Hj+1YBX+gUqnMR4/Vei/u/j9c2Z2ipm9ZGZv4o1OTO8n4B/gMXgn7twiSZ4J/Gd6kJIqz174QckovM4fIHJ/zOzpJP3b8Ub+cXyH2dEOgSWRvLeU0lZjMjF9x+RCfQdlGk5E30E6FtN3kE5U30Xq1knfQVrrYjoPyxTTd/BMHxDTd1fPfZqYXKjzmEyo70DmzJi+A5ljY/oOZHaO6btYuUOdBzLfjuk7kDk60Hd/YENgH0N78o/A213ZUHykJGpnnXMD8ZH39cB9MRkzu9PMBuGdr9lhWs65Ufh1d1OSj94RypjZ62Y2wcyeNR+ZWAIMCvLbEe+Y/cTM3od/W3xAkbq14Ae2J0XKswu+nzjWzIbgpxvdEynTa8AXgOucc3/BO6nrg77mwiDf5/ARxK76oy77rdQz9s2kDXaSSbWLnfH3JS3z66AuL0fyelfw2dXA4kDmATr3m66L/vYsfJuN1e1fKew3XwYWBTIfpbDffBG/Niyd/3sCVfaJyIR9e59IPb6Y6LrDlgAvFZNL2ZO3gE8HMqdTaE+aIukcGdiTJ5PP0zKh/e6LX28aq1valsT8m8kU2pOX8NM00zIfJGK/KfR/ivknRX2kgE5ykT6zk0zEP+mQ6cI/6ZDpwj9J59WVfxKrX9hnpstUzEdJlyn0T17GT8lM+5LHB3k6vJ0r6m/iBzJRnzRlvx/DD9yicikbvgD/8i8tcwGF9nunSDr/Etjv2/GR+rTMgRTa79fxaxljdWsBZprZS0V87gsotOG34aOyaZnTKbTff8JHZOex1S/vQ2d67H/X88BwOYWLfIfQ9XTRLnHOfRj/8J9rZjdHvj/Q+UWfJA/u/7J1I408nwKOd849iu+AT3LOTQvS+YjzaynyNLF1MXueVcAcM3vZzNbjHYZO0dAkvb54B+z2IlU7Abg7MTgb8B3Z2CCNAcD/mtn7zM99f5P4gAQy1Ltz7kB847/ZzKYUkdknuTckD/Av6az3zwB/l+j9BuBw59yvgnRGO+c+mfqomN4fMD8NZTPeYYnqHf+m+pdFvjsS77QsMbMt+LU6YyN12xk/TXGMmX0Iv2bkVQrbYUzfm+iirSZpd2rPMX2HckX0fXSQVkzfdwfpxPT9ziCdmL5PKFK3An1H6hfT+YlBmUJ9b8Z3duln+phA34finauunvui9iGtc+A3EZkPBPq+Dx/ZLJAJ9P3+5E16WuZTgb73Jok+p2TOjej7mC7s2snAL4vU7VOBvueQrL1MyRwR6Pu9QN+0fcQPQtP6/odQJrShSbqd7KzzUzn/iHcq3orI/LfzG1zkmQ78XSiHn2Y2BB+dvwPvyJ8VSetLqbROwL/dTaczCT+tbWEiMwgYUaRu+fbdqQ9JyrDezB5MZK+NlTtJ6wUz+4CZvR9vJ15MlbEJ/3Y8re8P4AdraZnQLhbtt9LPIbAkIjMsaDuPUjjwbMLrOV2Xf3B+zVNa5uAg7f3x9ygt8wqd+82TipS7o98sUreTKew3H2TrRlZ5GSjsN1/Frx9L5z+eQn2/jZ9J0FXfvjpSjyMi9jvmJxwd2JOFwOuBzAcptCfvBnYKZL4Y2JM1+CmwaZkLKLQnD+Gn3sXqlrbfsXJ/kUJ7ch+QC2SOonN/+RyF/k+sv1xF1z4SEPelQp2HMkX6y4ODdGL95W+CdGL95eYgnah/0oUP2KHziEysvzwmKFPYX+6Fn+ES+pJpfU8EXurK38TPiujkkwb2+3Tivuu4wIavwb+4Tcv8PYX2e0/85lxpmQmB/f4QsCaQOZdC+70W3yZjdUu371i5/55CG/4q0D+sG4X2+0lgSeCXLyUD/7uep5LOwUcyBuPDsp/EvyHpMc6HymcCnzKzuUXE9ge+73woPAd8Aj81oAMzG59K8zT8ItKzg3R2Ay50zn0I/ybji/jNBtL8AbjZ+fD0OryDO7NIud4HPG1+jnuMx4AfOD8f+03g4/idnNK8B/gf59zheGfydIpHRRb46rlm/PSDzxLooRSSwehs/Hz3W7oQHQhMT5yLNfjpI/elBcys4wF3zo3FR1w+FaTTBPzQ+Q1OXse3lXBQNRt/j/cxs7/hd897KFL2d+OnWzwffpewGLjSObenmb2IbyuhzsHreq7zi9I34BfW/x1wcqodhvr+En6wckoXbXUwPqrQ0Z5j+i7S7kN9fwHf0Z2Ul4no+xJ8O0ynE+r760m503UL9f3pJJ2Pp+sW6rtIuUOdfwE/TXFCSibU9xnArs6v/8g/09fip4fl9f1PwG6BTKy9x+zDz9M6d85NiMjMp3P7fk+YX17nib5/DLwrkLk30PcXgd0DmTOBS4L2vQK/rqXArqV1XqTctwBfSen7VGBgkN/Ngb5fBS4zsxkp+/jPzrnFzrkPm59u9CjwazO7vAsbeoVt3ZX0NHznPAnvvP/azC5KCwcyTznnDjezZcm9vcXM/iUtl+R3dvLZcGCemQ0P0vpWktY9+MHWE8DvzOySlMxX8IOl/NSg3+E7+s+n83J+I5XD8Ot5OvUhSVn+zzk/BzLR7R9t6wYWeblzgGXObxyzAv8M7Jw4ePm+5nPALal+81j8LIW0TNgfQbzf+iqp59A597GIzK8pbF/H4NtlQX6WbOCT1OVzwP6BzK345zKf9kT8AC8t83Xg2qDffC74Xb5+Hf1mIh+W+3vAKal+8xhgv0h+M1P95gH46Zbp/G/Fz4LI25M98Pakq779z8A3Apk5dO4vY37CHArtyTvwNq4gv8CeXBmTodCe7B2RuRQ4I2VPdsJPky1IJ9Jfxsp9NX69V96e5IAdA5l5FNqTr+Mj1e9K+T8x/2Qe0NyFj5SnwJcq4qOE/lbMP3kOGJiXifkn+A3lhqTSifkn8/GbHeVlivknnXzAiM5DmZiPsgRYnZIJ+8tD8Pck7UveC5yast/D8dOSu/I3lwHjA5mH8e2iw347v5Y49F2fxduvvA3fM5EtyM/MJiafD8dHQ18JZJ5M0s7b7wPx08DTMj8GPp+y37vjn++CvNL2O6lfsXIfnrLhA4ANET3NTtnv8/C2YkcK/fL3p/T9Bfymdj2ibgeG5ncuOh8/paYvcENqNN5TJuHfml7ltq6puMbMrknld0dywx7Bv8n5rZkVixh1Ve4/pNLpA/zUUrvaJTILnHM/wA+AdsIbv2LTJPfHL2gvlt9s59wYvAF5G+88XRrIPO6c+y1+akYf/NEffyqS3ltJ5/1bvM7uwHd+PeV0/EM9yTmXD8ffbmbfCfJb7Pwajvvxb8D/iO/IekRSx0vwb/92wt+/XwQyf3POnQX8PnEAHqXzNAjoXudPOT/H/B7n3Ca8Uej00sLM2p1z38Mbrp3wb4qbCNrYRSH5AAAFHUlEQVQhcBpb9f0mfiZA0baKjzqE7flXdNb3hojcNfiBXl7fueRfV/nt00U6eX2/VqRuaX034adFhDIPU6jv6POKn96Y13n/pPyhzPfYqu8ZSZ4Fz7Rz7mUK2/faUIaAmH3Av4kPdb4mSOuiJL90+36gm/xW4zvktMyFzrlXUvr+Lf7+pmV+7pxbTWH7/hJ+GleogyPyOi9i+y5xzq2gsI3/VyAzPcmnQ99mNiPUHX4azvWJI/YIvkPuKSfhp1f1cc7lNyFbaMlauaQe7c5v+f8H51wO7xzEBkHdYmYv520Fvv+5j8Aumdl657dWvz5xAF4APh9JbjB+SvNbRfJ6NbG5v06ckJfwO56GcluSMs3Cbxo1B98e0n3Nn4J+8xq8k1K0P0rS7tRv4Z3g8DlcHqT1I+ejFennok83+b2Ad7KKpdMH+BH++UrL3BvpN8/Gb0BRkJ9z7p/Y2r5jffKPnHNvUdhvPhrJL91vXoaf2pjO/2f4dURpe3IDXfftT+E3hUrL7Eikv4zI/QQfLU/bk9u7yW8d/n6G6bxNoT15OpCZgo/KpO3JBZG8Didlv4v4Nz/DD4jS9uTbgcw0fD+Stt/P4CNQ+bRj/snzdNFfpwj79ZiP8mxQl5h/cj/+mS45r5h/EsmrmH/ysUj9wrqE+cV8lHyEOy8T+icz8FP0Q1/yNgrt908jMmmewEf30zJP4tcYF9hv/NEyablv4mcopG34T7rJ760i6cyl0H7PD2S+i5/5krbfV0fyKrDfRXzub+LtctqGh2lNxb/YSNvvBwn8cufcdveXdXtchRBCCCGEEEKI0qjnNYZCCCGEEEIIIUpAA0MhhBBCCCGEaHA0MBRCCCGEEEKIBkcDQyGEEEIIIYRocDQwFEIIIYQQQogGRwNDIYQQohuccxc6577Qw99Mcs7dVKYiCSGEEJlSt+cYCiGEEFkRnqEqhBBC1BsaGAohhGh4nHOPAP9uZnOcc58GbgJ2Tw6ivx74BPADM7siOdz8UvyBz0OBH5nZD51zO+EPFB6PP6T4RWBNkv7e+IO6hwNNwM1mdrlz7jag1cxucM79Pf7w9hFm9lxy2PxAM/tWpfQghBCicdFUUiGEEAJuAz6a/P1R4FXgSOfcDsBE4OGUbD/gFTP7MHAqcKlzbmfgX4GRwEH4weG+qd9MB+4xs9HAh4HPJQPQMN9VwHHJ9SeAW7OspBBCCFEMDQyFEEIIP0A7Mfn7SOAq/ODuA8AS/IAtze+S/x/GDxR3xQ/oZpjZRjN7Az8YxDm3K34w+FMAM1uDj0ieCPweGOuc2xE4AbgIGO+cGwrsCfwl64oKIYQQMTQwFEII0fCY2SKgr3PuJOBZ/IDteOAk4LeRn6xPfpdLrpuAXPJ/nk3J/zsEn+c/28nMXgUeAT4ODAT+BzgKOBm4LZW+EEIIUVY0MBRCCCE8twGXAbPN7P/wA7UW4gPDGLOALzjndk6mln4KwMzWAQ8A/wbgnBsIfAFoS+U7Fbg7kTXgXDSNVAghRAXRwFAIIYTw3AYcyNYBWxuw0sz+VuLvrwUWAouBe4HnU9+1AMc65xYBD+IHmzcl380EXCrfu4CdgPu3qRZCCCHENtCUy2mWihBCCCGEEEI0MooYCiGEEEIIIUSDo4GhEEIIIYQQQjQ4GhgKIYQQQgghRIOjgaEQQgghhBBCNDgaGAohhBBCCCFEg6OBoRBCCCGEEEI0OBoYCiGEEEIIIUSDo4GhEEIIIYQQQjQ4/x89irjm+a4YowAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"npr.org\n",
"LinregressResult(slope=-5.7706664331899956e-05, intercept=0.6231801483268037, rvalue=-0.08547107720135504, pvalue=3.1550081876848676e-16, stderr=7.052476990987162e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"cnn.com\n",
"LinregressResult(slope=-0.00022975669853161334, intercept=0.5808300143756808, rvalue=-0.3127516818634961, pvalue=1.1736656041758654e-205, stderr=7.315494640716811e-06)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for d in df.domain.unique():\n",
" \n",
" pdf = df[df.domain==d].sort_values('window')\n",
" \n",
" print(d)\n",
" print(stats.linregress(pdf.window, pdf.acc))\n",
" \n",
" plt.figure(figsize=(15,5))\n",
" sns.boxplot(x='window', y='acc', data=pdf)\n",
" plt.show()"
]
},
{
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment