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@ucals
Last active February 24, 2022 20:35
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import yfinance as yf\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"from datetime import datetime\n",
"from dateutil.relativedelta import relativedelta\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"pd.options.mode.chained_assignment = None"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[*********************100%***********************] 2 of 2 completed\n"
]
}
],
"source": [
"# Puxa os dados\n",
"ticker = ['^GSPC', '^TNX']\n",
"start = (datetime.today() - relativedelta(years=10))\n",
"end = datetime.today()\n",
"data = yf.download(ticker, start=start, end=end)\n",
"df = data['Close']\n",
"df.index = df.index.date"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Faz a conta\n",
"df['relativo_absoluto'] = df['^TNX'] / df['^GSPC']\n",
"df['media'] = df['relativo_absoluto'].mean()\n",
"df['relativo_percentual'] = df['relativo_absoluto'] / df['media'] - 1"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ktHWGZwD4KbQAcDu0AiY2fY3T96Cd0DdAC8ae7/U7ij+OFmhB55ehZdn2ALgD4algVwH4lYi0QAuAn7Q8fSi04ivN0E5Y30E4oPs5tCxqA7SM3qMpDukhaMUw4q0RS/QegvrYKi3bXtfH8Ay0jNkERH5GNwF4UJ8+eZ5SagmAb0LL7jRAy0p9LdUxJPET/VgfiUgztCzI5DjvwQet2u3XoK0/Ox9aRqrX9OmNd0ELDDYgNkCIO0bRirQ8BOA7SqmdSqn3oLUT+FdUNsp4nb36sc9Ix7gTUUq9D+AT475oVUhvA3CpsSZVKfU5tGDq75axXgCtqFA8pyJ5trARWiC4SkRaoU23/Q+0yriAlt2/X9/WAq3Vww+hZcFfFJGy7r1LDIE2tboZwCZoaw1PU0r59cf/Bm2K7yoAq6EVafobYH6XzoQWzDdCy1qemWS97gvQCusknDadxFnQLi49or/WZmhZf+PiRwu0v48fi0gbtIBwNbSfTVL62uDjAKyBFvg1Q/vcBwH4WN/tdABvK6V29WDsRJSFJHJJBRER5SsRuRjA5UqpBZkeC3WfaNVsHwQwV2XRP+76GtSLlFLnJXh8IYA/K70NQr4RkcsBTFFKXZ3psXSHiHwM7YLA6kyPhYjSg4EhERFBn+b4JoC/KqUeyvR4KH+IyI8B/El1v8IvERGlEQNDIqI8p69pexbaNMazldZKg4iIiPIIA0MiIiIiIqI8x+IzREREREREeY6BIRERERERUZ5zdL1Lbhg0aJAaO3ZspodBRERERESUEUuXLt2nlKqO91jeBIZjx47FkiVLMj0MIiIiIiKijBCRrYke41RSIiIiIiKiPMfAkIiIiIiIKM8xMCQiIiIiIspzDAyJiIiIiIjyHANDIiIiIiKiPMfAkIiIiIiIKM8xMCQiIiIiIspzDAyJiIiIiIjyHANDIiIiIiKiPNdlYCgi94tIjYistmyrFJHXRGS9/v8KfbuIyN0iskFEVorIQQmOOVtEVun73S0i0sVxzxaRz0TkPRGp0rdNEJEn0vFDICIiIiIiymepZAwfAHBS1LbrALyhlJoE4A39PgCcDGCS/t/lAO5JcMx7AHzTsq9x/ETH/S6AgwH8DcBX9G23ALghhfETERERERFREl0GhkqpdwHUR20+A8CD+u0HAZxp2f6Q0nwEoFxEhlmfqN8vVUp9pJRSAB6Ken6844YAuAEUAvCLyOEA9iil1qfwHomIiIiIiCgJRw+fN0QptVu/vQfAEP32CADbLfvt0LfttmwboW+P3ifZcX8N4HUAuwBcCOApAF/uapAicjm0zCVGjx7d5ZsiIiIiIiLKR70uPqNn/VQaxpLwuEqp15RSs5VSp0PLKi4EsJ+IPC0ifxeRwgTHuE8pNUcpNae6ujrdQyQiIiIiIsoJPQ0M9xpTRPX/1+jbdwIYZdlvpL7Naqe+Pd4+iY4LfVshgK8B+AuAXwK4BMAiAF/t4fsgIiIiIiLKez0NDJ+HFpRB//9/Ldsv1quTzgfQZJkaCgDQ7zeLyHy9GunFUc+Pd1zDtQDuVkr5ARRAyyiGoK09JCIiIiIioh7oco2hiDwG4CgAg0RkB4BfALgdwJMicimArQDO03dfCOAUABsAtAP4uuU4y5VSs/S7V0GrdloA4CX9PyQ5LkRkOIC5Sqlf6pv+BGAxgEaEi9QQERERERFRN4m2lC/3zZkzRy1ZsiTTwyAiIiIiIsoIEVmqlJoT77FeF58hIiIiIiKigY2BIVGadPqD2P/nL+F/K3dleihERERERN3CwJAoTWpbvOj0h/DrhWsyPRQiIiIiom5hYEiUJnabAACCofxYt0tEREREuYOBIVGaBfOkoBMRERER5Q4GhkRpYmQKmTEkIiIiooGGgSFRmgT0gDAQDGV4JERERERE3cPAkChNgqGQ/n9mDImIiIhoYGFgSJQmRsbQz8CQiIiIiAYYBoZEaRIIagGhL8CppEREREQ0sDAwJEqTADOFRERERDRAMTAkShNjjSERERER0UDDwJAoTYyppADQ6g1kcCRERERERN3DwJAoTazVSK98ZGkGR0JERERE1D0MDIl64YbnVmHsdS9izZ7miGqky7c1Zm5QRERERETdxMCQqBce+WgbAODsv36Adsv0UT/XGxIRERHRAMLAkCgNAiGFls5wYNjpZ2BIRERERAMHA0OiNCh02dHCgjNERERENEAxMCRKg0KXA62dDAyJiIiIaGBiYEiUBnaboKXTn+lhEBERERH1CANDojSwida7sNTjAAAcuV91hkdERERERJQ6R6YHQJQLbCJo8QYwqMSNg8dWYn1Na6aHRERERESUMmYMiXrIF4isPNrSGUCJ24EJg4uxt7kTSqkEzyQiIiIiyi4MDIl6qM1ShTSkFFo7/SjxOFFR6II3EEKHP5jB0RERERERpY6BIVEPtUYEhtr9YrcDVUUuAEBdqy9TQyMiIiIi6hYGhkQ91BqTMQyg2ONAdYkbAFDT4s3U0IiIiIiIuoWBIVEPtfvCgaFS+hpDS2BY29KZqaEREREREXULq5IS9ZA/GC4us7OxAwBQ4nZgcKkRGDJjSEREREQDAzOGRD0UDMVWHS32OFBV5IZNOJWUiIiIiAYOBoZEPRSIFxi6nbDbBFXFbtQ0MzAkIiIiooGBgSFRDwVDWh/DIpfd3Fbi0WZnDy5xo7aVgSERERERDQwMDLPMln1tuOv1dfAHQ13vTBkV0NcY3nj6FHNbsR4YlngcEVVLiYiIiIiyGQPDLPOL5z/DXa+vxxe7mzM9FOqCscZwRHmhua3ErQWGBU47OtngnoiIiIgGCAaGWWZ7fTuAyIqXlJ2MNYaF7vBU0gq9uX2By44OHwNDIiIiIhoYGBhmGW9Am0IaUgwMs52RMSxyhbu+jK0qAgB4nHa0MzAkIiIiogGCgWGWMQLDADOGWc/MGFqKz9htAkCbStrBqaRERERENEAwMMwyXj2YiNcjj7KLUZXUYZeYx5x2GwsIEREREdGA4eh6F+pPZsYwxKAi00IhBRFAJDbwA8IZQ7tN4HHacOmCceZjNhGAsT0RERERDRAMDLOML8g1htli/E8X4sL5o3HLmdPjPm5kdR02G9bcfHLEYzbhZ0hEREREAwenkmYprjHMDo98tC3hY8ZnZKwrtLLZBJwNTEREREQDBQPDLMU1hpkVSuHnHwwlDgyFGUMiIiIiGkAYGGapAAPDjErl5x8wp5LGyRiKgHEhEREREQ0UDAyzFLNNmZXKz9+oShp3KikzhkREREQ0gDAwzCK+QLgSKdcYZlYqU3nNqqRxqpbaRBgYEhEREdGAwcAwi3T4wg3RucYws1KZShoMKdhEKzQTTQAWnyEiIiKiAYOBYRZp8wXM20FmmzIqleIzgZCCwxb/V8jofajS/Dn+8fX1mHHTK2jp9Kf1uERERESU3xgYZpHaFq95e2tdewZHQqlmDOOtLwT0BvdAWgvQfL6rGX94fR2aOwP4wRPL03dgIiIiIsp7DAyzyMX3f2Le3tvcmcGR5K9WbwBjr3sR/1i0qct9A0EVtyIpoBWfAdJbgOaUu98zb7/+RQ021LSm7dhERERElN8YGGaRpo7w9EBfMJRkT+oruxo7AACPfLi1y32DoRDs9gSBoR4ZpmudoTEuqy/f91F6Dk5EREREeY+BYRb58sGjAAD7Dy2BP8DAMBPa9QJALkf4V2Pxlvq4+2prDOMHhpKmjOHupg6s29uChnZfzGPNXGdIRERERGnCwDCLeJx2lHoccDls8AdDUEqhvi02IKC+064XAHI77Oa2c+/9MO6+/bHG8JjfvYMT/vAuVu5oinnMx4sHRERERJQmDAyziFIKNpvAabfBH1T4+3ubcNDNr2F7PQvR9BejZYjb2fWvRrKqpOlaY9jh18Zz/bOrenUcIiIiIqJkehwYishkEVlu+a9ZRK4WkZtEZKdl+ykJnn+SiKwVkQ0icp1l+zgR+Vjf/oSIuPTt3xWR1SKy0LJtgYj8oafvIduElNb/zmkX+IIhvLd+HwBgYy2LjPSXlk4tY+iyd/2rkSxjKDDWGPYuMBxdWRhx/6FvzMUVR47v1TGJiIiIiKL1ODBUSq1VSs1SSs0CMBtAO4D/6A//wXhMKbUw+rkiYgfwFwAnA5gC4AIRmaI/fIf+/IkAGgBcqm//KoAZAD4AcKJojeJ+DuDmnr6HbKOgYBMjYxhCsdsBQKuUSf3DWLdnXWOYSIcvmHC/8BrD3o1nTFVkYFhZ5II7haCViIiIiKg70nWGeSyAjUqprks5auYC2KCU2qSU8gF4HMAZerB3DICn9f0eBHCmflsAOAEUAvADuBDAS0qp+JVBBqCQ0hqju/TAsEgPDNsYGPYbM2OYQmC4u7kTw8o8cR8z1hgiKjDc0dCe0tRgfzCEa55cjrV7WiK2e5w2iMTPUhIRERER9ZQjTcf5MoDHLPe/IyIXA1gC4IdKqYao/UcA2G65vwPAPABVABqVUgHL9hH67T8D+AjAZwDeB/BfACemafxZQSkFEW19W7slG+ULprFLOiXVnUqfDW0+jIvK6BmMGabeQBDa9Qzg+49/iv8u3wUA2HL7qUmPvam2Dc8u2xmzvcTjTDh9lYiIiIiop3qdMdTX+/0fgKf0TfcAmABgFoDdAO7s7WsAgFLqYaXUgUqpCwH8AMDdAE4WkadF5A8iEvNeRORyEVkiIktqa2vTMYw+pZQWUAwrK4jsW5fGJumUXHOHdk0iUcXPpnY/7n1nI5RS+hrD+L9CXv35x/7+HQRDCq3egBkUpiJR8De4xI254ypTPg4RERERUSrSMZX0ZADLlFJ7AUAptVcpFVRKhQD8Hdq00Wg7AYyy3B+pb6sDUC4ijqjtJhEZDmCuUuo5AD8EcD6ARmjTWSMope5TSs1RSs2prq7u+TvsJyGlIBCMqSpEpz+EulYvgJjZiNSHWvSMoTdBYPiz51bh9pfW4IONdXpgGP84RmDf0hnAur0t2Nvc2a1x+IPxX19EMH98FaYMK8Uh46u6dUwiIiIiokTSERheAMs0UhEZZnnsLACr4zxnMYBJegVSF7SpqM8rpRSAtwCco+93CbQpo1Y3A7hRv10ALW4KQVt7OKAZGUOjEuX2ei24CPW2ggmlzFhjqE0B1ew/tMS83dShBY7+YAhBlThjaJ3+2+EPormje83orRnLI/eLvahR4nEgyEwyEREREaVJrwJDESkCcDyAZy2bfyMiq0RkJYCjoU37hIgMF5GFAKCvIfwOgFcAfAHgSaXUZ/rzfwLgGhHZAG3N4T8tr3eg/vxl+qZHAawCcBiAl3vzXrKBUXwmHBhqRUp4+t9/jDWGXn84MJtsCQwNIoJQkoxhwJLx8/pDZj/CVPkszy8tcGLi4GLcfOY0c5vDLrxgQERERERp06viM0qpNmjBm3XbRQn23QXgFMv9hQBiWlkopTYh/vRTKKU+Rbh9BZRSdwG4q/sjz05G8ZkhpVqlyxa9GikTQ/0nnDEMB2aJ4q+gUrAnqBBqnQrqDQS7/RlaM4b1bV68fs2REY/bRBBgYEhEREREaZKuqqSUBgow+xha9bZJOqWutTO2+Iw1M2d8FAIgGFSwJSgS47dMJfUFQt0O4qyvX9fqi3ncbhN+L4iIiIgobRgYZpGQnjF02iVmO/WPQEgLyKxrDK0/f6VP7BXRMoaOBIGhLyJjGEpYTCaRyIxl7OdvF0GQGUMiIiIiShMGhllEKz4jMQ3MuxlTUC8YsZY15ooIDM2MoRaYJc4YRgaGy7ZFt/JMzhpYxrsuYLcxMCQiIiKi9ElHVVJKEyNjGC0YYmTYX6Kzcw6bRATmZmAo0NpVJFhj+N1jJpm3mzv8eOyTbThn9kicP2cUhpS6Y/Z/csl2PLF4G8Ze9yKWb2+MmEoaL/xjYEhERERE6cTAMIsopa1di8YiI/0nOthy2AUqTspOoBefSZAxnD2mAstvPB4AsL6mFUoBM0aWwW6XuBngHz+9Ej95ZhUA4KVVuyMyjvFe32YTdAaC6PB1r9opEREREVE8DAyziIKCLU4Gipmh/hMdgznttrhrDP0hBaWQMDAEALfDDgB47JNtAIBCl0PPQEZGhtGBny8YiswYxvn4HTbB9voOHPf7d7p+U0REREREXWBgmEVCIcQNDK0VLqlvRU8lddltsP74jYcvuf8TAEg4lRQAXI7IX68ilx22OEVj2qOyfv5gCA9+uCX8mnGObXxPdjZ2JHx9IiIiIqJUMTDMIonWGForZFLfilljGDWVNDpIS1R8BojNJnpcdj1jGHmUVz/fE3E/EFTYVNsWHkOc17AWp1m4ajfGXvcinli8LeFYiIiIiIiSYWCYRRQQU5EUANeR9aPoOj97m714b/2+hPsnm0oabcaIMq1oTFTw+dSSHRH3rUHfFUeOx30Xz4k51veOmYT9h5YAAK769zIAwL/e35LyWIiIiIiIrBgYZhGlVNziMx1+Bob9JVHPSG8giJrmTnyyuT5ie6I+htE23XYKqordcauJBoKJ719/8gEYN6go5niTh5bgywePithW5Gb3GSIiIiLqGZ5JZhGlAJseqo+pKsTWunYAsWvQqO8kCgzr23w45NdvxmzvKjC84dQDMGVYqTnl1GGTmCqz0RnEgJ62PHX6sKTHLnDZI+4XRt0nIiIiIkoVM4ZZJKTCVUmPnjwYgBYgcipp/1BKIVEB2LpWX9ztw8oLkh7zssPH49CJg8z7NptAKSBkeaHoQNG4EGBMFU1kZEVhxP0iF6/zEBEREVHPMDDMIiFLH8MbTj0A7193DEZWFHAqaT8xEnc/OG4/c9tX540GANS0dMZ9ztiq2GmeyRgZRmuWMBQVGNa3aUFoaYEz6bHmjquMuB9dBZWIiIiIKFU8k8wi1uIzDrsNI8oLUOB0cCppPzGmkVpnh35jwTgAwJ4mb9znjK4sjLs9EWNKaTBJxjAcGCbPADrtNtx30WzzPi8gEBEREVFPce5ZFlFx2lUUuOzo8AUyM6A8Y2TxbDbBM1ceio01ragqcgFInDGMXufXFUecwDA6Y2hMWy31JM8YAsAJU4eatzt8Qexr9aKswAmnndd8iIiIiCh1PHvMIkrFNrgvdNqZCeonxuxOEWD2mAqcd/AolHqcsNsENS2xGcP9hhR3+zXsenWhQETGMLJHhvF5dzWVNNqWujbMueV13Pfupm6Pi4iIiIjyGzOGWUQrPhO5rcBl51TSfmJMJbVbgnObTVBR6EJNczgwPGnqUPzg+P0wvrp76wu1Y+uvZc0YJih4U+Lp3q/njoYOAMBvX1mLPU2duPnMad0eHxERERHlJ2YMs0hIKUhUJ8NCl51VSfuJEaBFZ22rilyotUwlvefCgzB5aEmPpmva7V1nDA0juqh4mszDH23t8XOJiIiIKP8wMMwiSiF2jaHTjkBIwR+MHzxQ+hjr/qI/g8oiV8RUUoneoRuMNYZGdrLNG8D2+o64+5aksMYQAFbddALOmzOyx2MiIiIiImJgmEWsfQwNRnETTifte8qYSho1n7fE40Bjux8A8PvzZvbqNYxpqkbG8FcvfN6r4wFaAFnWzfWIRERERERWDAyziC8QiulFV6g3Led00r6XaCqpy2EzC8JEB43dZTw/GNRebF9r/DYY3VXA5vZERERE1AsMDLOIN05gWODS7rezZUWfM6aSRsd+TR1+87bD1rtfGXtUg3uHXo2m2N27wK7Y3b22GUREREREVgwMs4gvGCcwdOoZQ7as6HPGVNLoNYTvrd9n3k5XxvARvTiMQy9G43H27ldxZEVhzLZZv3oVb6+t6dVxiYiIiCg/MDDMIr5ACG579FRSLRPEqaR9z5hKmiz4c/QyMDSe/89Fm+EPhsy2FQUuOxZMHIRBxW7MHFmGu86f1a3jThwc21Oxsd2Pv73DnoZERERE1DUuTMoSnf4gapq9caaSsvhMfzEqhSaL/ez23gWGxZbehMGQwqbaNgDA946ZhHNmj+xxxdOxVfF7Kn64qQ4NbT5UFLkAaJnKG55bjS9+dZL53SIiIiIiYmCYJX767Cr4giEzODEUOPWMIaeS9rlwu4q+yxhWFLrM2x9tqsPavS0AgC8d1POgEEDEBYVSjwPNneE1qSt3NuGB9zdj6vAyLFy9GwCwo6Edk4aU9Pj1iIiIiCi3cCpphi3b1oCx172IZz/dCQD4YndLxOPGVNKf/Wd1v48t3xgxuT1JgGYE6j01piq8FrDTH+5N2du1i1Yrbzox4n6nP4i31tbiz29twPb6dgBAXZsPf3htHcZe96K5tpKIiIiI8hcDwwx7a01kcZAbT58Scd+Y7peutgaUmDmVNOq34skrDjFve3oZGJZ4nPj5adpnnM5gEAD+c9WhcdcmWiva+vU2GfVtPvzpzfUAgFp+t4iIiIjyHgPDDLOGBvPGVeLgsZURjxc6w7N9jUIl1DeC5hrDyIBtrCXLV5iGdXnGMkVfIJR8x246cHQFzjxwRMz2pnZ/zLZdjR3mtNa9TQwMiYiIiPIdA8MsEq+XnbVACNcZ9i2VIDAssnwu6SjYYmQKO/vw8/zh8fuZtxssgaHx1n7/2jqzoFEbe2QSERER5T0GhhlmLTjS4o09QXdaqmAyMOxbRkI2XmBYqlcTLXT1vl6TTQ8MvXrG8O4LDuz1MaN999hJ+OyX2lrDpo5wYGgsJ2z3Bc3vUzsDQyIiIqK8x6qkGWaNQeIVNrEGjuxl2LeMqqTxlv69+aOj8P6GfSgrcPb6dRxmYKh9nhOq47ea6C1jPaQ1MIxn/d5WHLP/kD4ZAxERERENDMwYZphYVhk6E/TIO+6AwQCYMexrRvGZeG0jBhW7ccas2PV7PWFkJI2ModPeN7+GdpvAZbehsd2XdL/fvboWa/Y040dPreDFByIiIqI8xcAww6wxSKIA4ZJDxwLQKklS3zHbVaS5Wmg04/hevV1Fb3sjJuN22tAYlTEs8UROFPAHFR79eBueXroDd7y8ps/GQkRERETZi4FhFknUCmF0pVYVc5veg476htmuom/jwnBgqE8l7auMIaBNT46uStrSGV5TeMCw0ogxPPDBFnNKLRERERHlDwaGGfTSqt34/WvrzPseZ/yPY3h5Aew2wbY6BoZ9KbzGsG8jw+ippH2ZofQ47TEZQ6vvHjMRANBgmW66s6Gjz8ZDRERERNmJgWEGbahpjbh/wdzRcfdz2m0IhhT+/NYG9jLsQ2ZV0n6aSmqsGXU5+u7X0ONMvsbQmFa6emeTua01TnVcIiIiIsptrEqaQcWWtV5rbzkJbkfXPfKaO/0o1xuTU3qpfppKamQMv9jdDCB+/8p0KXDaEe9awpNXHAK3w2ZOn123N3yRgkWOiIiIiPIPM4YZZA0InLbkH8WF87VsonV9GKVXf00lNTKGn25rhE0Adx9mDN0J1q3OHVeJmaPKUeKJbb9R29IJfzDUZ2MiIiIiouzDwDCDrNUhu5q+eNiEQQAYGPalRA3u081aa6bI5YjbHiNdjIJGZQVO3HH29JjHoyuUAsC3HlmGHzyxvM/GRERERETZh4FhBhW7U2+WbmR2Trn7vYj1YJQ+/TWV1FqFtNDd9fTh3tjdqBWScTtsOP/g0Th0QlXEmsbBJW585+iJ5n3jvb+/YV+fjouIiIiIsgsDwwwqjpOtScSa2TntT4v6Yjh5r7+Kz5QVhC8I7G329ulrrdcLHNW0aK/z6DfnY90tJ5uPiwh+dOJk8/6TVxwCADh8UnWfjouIiIiIsgsDwwzqTtGR7gSR1DPBfsoYlhf0X/GgOWMqurf/2ErsP7QEvgDXGBIRERHlEwaGGRRvfVciRS4Ghn0t3OC+byPD0VWFOOvAEX36Gob7Lp7T7ee4HDZ4A6xMSkRERJRPGBhmUHcyhpVFbFHR11Q/BYYA8IfzZ/X5awBARWFq61itWVK3wwYvM4ZEREREeYVpqAwqdKVeeMTlsGHRT47GgjveQkGCFgTUO0aHhv4IDAHg11+ajqo+DvhTrXj64fXHoq7VB0D7rnX6GRgSERER5RMGhhnU3TYFIysKcdqMYfh8V3MfjSi/mVNJ+ymPfsHc0f3yOu9eezQc9uTftSGlHgwp9QAA3A47mjvYFoWIiIgonzAwzLChpR4EQqlnZ9wOO6f59ZH+nEran0ZXFXZrfzfXGBIRERHlHa4xzLDnv3MYXr/myJT3dzt50t5X+nsqabZy6WsMt+xrw3n3foitdW2ZHhIRERER9TFmDDNssD59L1Vuhw1erv/qE6F+aleR7Yzv2DcfWoL1Na1YurUBY6qKMj0sIiIiIupDzBgOMB6nHS3eAJZurc/0UHJOeI1hfkeGbocdvmAI62taAQB5nkAlIiIiygsMDAcYt0P7yM6+50PUtHRiW117hkeUO/S4kFNJHTbUt/nM+x0+ZqiJiIiIch2nkg4wbke4VcXcW98AAGy5/dRMDSdn+AIhc+1mnicMzYsPhk4/17QSERER5bpeZQxFZIuIrBKR5SKyRN9WKSKvich6/f8VCZ57ib7PehG5xLJ9tn7MDSJyt+g9HUTkDhFZKSIPWfa9UESu7s17GGiiT9opPabc+DJ+8swqAMwYRvfJ7GBgSERERJTz0hFlHK2UmqWUmqPfvw7AG0qpSQDe0O9HEJFKAL8AMA/AXAC/sASQ9wD4JoBJ+n8niUgZgIOUUjMA+ERkuogUAPg6gL+k4T0MGG4nA8O+EAgp83a+rzH0W34WAOBlYEhERESU8/oiyjgDwIP67QcBnBlnnxMBvKaUqldKNQB4DVoAOAxAqVLqI6U1lXtIf34IgFPPHhYC8AP4EYA/KaX8ffAestbw8oJMDyHn5XlciPMPHoVDxlfhjrOnw2kX+IKq6ycRERER0YDW28BQAXhVRJaKyOX6tiFKqd367T0AhsR53ggA2y33d+jbRui3I7YrpVoALATwKYDdAJoAzFNKPdfL8Q84h4yvyvQQcp49z6eSjigvwGOXz8f5B4+Gy26DP8jiM0RERES5rreB4QKl1EEATgbwbRE5wvqgnvVLS7pBKfUbfcrqDwHcDOBGEblMRJ4UkRviPUdELheRJSKypLa2Nh3DyDiP045zZ4/M9DBymuR5YGjldCQODH/7yhpc/+zKfh4REREREfWFXgWGSqmd+v9rAPwH2nrBvfqUUOj/r4nz1J0ARlnuj9S37dRvR283iciBAATAWgDnKqXOAzBBRCbFGd99Sqk5Sqk51dXVPXuTWei3587EY9+cb95XSuG1z/cys5Mm+T6V1MqZJGP4l7c24rFPtsd9jIiIiIgGlh4HhiJSJCIlxm0AJwBYDeB5AEaV0UsA/DfO018BcIKIVOhFZ04A8Io+BbVZRObr6wkvjvP8mwH8HIATgFE+MQRt7WHesBahef2LGnzzoSX44+vrMzii3JHvVUmttKmksUn/xVvqMzAaIiIiIuorveljOATAf/Rpdw4AjyqlXhaRxQCeFJFLAWwFcB4AiMgcAN9SSl2mlKoXkZsBLNaP9SullHGmeRWABwAUAHhJ/w/6Mc4EsEQptUu/v1xEVgFYqZRa0Yv3MuB4LP0M1+1tAQDsaGCz+3TI96qkVk67xGQMlVI4994PMzQiIiIiIuoLPQ4MlVKbAMyMs70OwLFxti8BcJnl/v0A7k+w37QEr/kcgOcs938ErTpp3rFmDGuaOwFwbVy6MC4MM6aSbq1rw8iKQmyrb8df39qQ6WERERERUZr1JmNIGWSd7ljT4gWgLbyk7mto80Xc51TSMKfdhjV7WnDkb9/Gj07YD499sh07GzsyPSwiIiIiSjN2Sx+gqopd5m0jMGRk2DMba1sj7tuZMjS5nTZsqm0DACzf3og9enaaiIiIiHILA8MBqtTjxLpbTgYA1LToU0kZGfZIY7s/4j4ThmHb68PrVquK3AyaiYiIiHIUA8MBzOWwoaLQie312tS+XApo2rwBfL6r2byvlMLdb6zH3j7IWDV1RAaGnEoaVmeZZltR5IIjTmB428Iv+nNIRERERNQHGBgOcJMGl5i39zTlzjS/7z++HKfc/R6m3vgyNu9rw6qdTfj9a+twzZPL0/5ajQwME3r6W4fixtOmoKLQiVavH3bLz+b8OVor0vve3YQPNu7DJfd/glZvIFNDJSIiIqJeYGA4wJ0wdYh5e9GGfRkcSXot2ap1L2nzBfGv9zdjQ422DrDDF0z7azW1RxefSftLDFizx1TgGwvGYXRlITbVtqGiSFvbeumCcfjVmVPx45MmAwB+8sxKvLOuFq99vieTwyUiIiKiHmJgOMAVuXOzsKx13d9DH27FNU9qbSoddu0r+9aaGry1pqZXr7FqRxPGXvciPtoU2aydbT9i7T+0FGv2tGBomQfjq4tww6kHwO2wY8qwUgCAW++r+d66yIsTgWAILZ3+mOMRERERUXZhYDjAueyRH6FSKkMjSa8ZI8vibnc7tPf79QcW4+sPLEZ9VKuJ7nhjzV4AwCdb6rvYkyYPLUF9mw+7mzoworzADJ5LPE4A4XWa766vjXje9x7/FNNverV/B0tERERE3cbAcIBzOSI/wob23MjOjKoojLt93KCiiPvvrquNu18qKgpdXe9EAID9h2lrWbfXd0RcjChwaplCIzDc1+pDKBS+OLFwlTa1NNkFC18ghGZmFYmIiIgyioHhABcdGO5syI3m42v2NKMkzjRZrz8EACgv1DJVvSl2UlbgjNl26YJxPT5eLptYXWzetn7nCl1aYOgLhMxt7f7YdaC+YChmm+EHTyzHjJtezZlsNxEREdFAxMBwgIs+l97R0B5/xwEkFFLYVt+OE6cNjdg+uMSNDj3ocNi0r25vitHE68k3tNTT4+PlMo8eAAKR61oLLdsN7XGC9U5/4sBw4erdAICtdQP/u0tEREQ0UDEwHOCiM2Y7BmDGcMu+tohegvtavfAHFcZUhqeTzh5TgapiN9p9RmCoBXVtvp5nDAOh2GClusTd4+PlMqct/KeixBMODAviBIZtcYJ1byBxAD9jhLae9JJ/fYJgiFlDIiIiokxgYJhjdjYOvMDwqN+9jfm3vWFOJdyl92McXRUODD1OGwqcNnTqGcOgvm9vMob+YGQQMrKiAEdNru7x8XKZwx7OrhoFZwCg0BU73bctTsbQmyRjOF6fprq1rr1Xa0aJiIiIqOcYGA5wZ8wajmtPnIwHvn4wBhW7BtxU0ka9h2CHP4jPdjUDAHbrwe3YqnChGY/DjkKXw5xK6tfXrP3t3U09fm1rdmpQsRuLfnIMylmQJi6HZdptqSVjaLdJzDrX9jjBerxtBuvawuhjEREREVH/4FnYAOe02/DtoyfiqMmDccCwUtS2eHt8rE21rZh+0yvYXt9/waV12mGd3nrCzBhWFpoFYtxOGzxOu5mN8luKnYR6OP0wEFEQhVMYk7H2diz1RBbtMdYZVugFgawZw0HFWqC9qylxJttv+fzYQZKIiIgoMxgY5hCX3YZAL9ZoPbF4O1o6A3hh5a5uP/ebDy3B0b97u9vPC1qmc3bo6wXr27yw2wTlhU4MK9OKwXgcdgwqdpnBoz+oYMQq3kDiaYrJWH9WXNqWOusaQwBo92rB/RC9cM/rX+zFxtpWAMCI8gIAwNf/tThh1dGI70CciqZERERE1PcYGOYQh116VbzDeK5dup+3ee3zvdi8r63bz/NbCsC06QFGIKRgtwlExAw23E47qkvcqGv1IhAMwRcMme0sOnsYTLy1NryeLcRWCSkricoYGq0ohupB/L8/3oYz//w+AKDU0hJkt54JjhYIKTj1NYy9yXgTERERUc8xMMwhDlvvMobGc+O1cegr1kD2h0+tAKBNDTWC09F6ZVKvP4jBJW6EFLBXDx6MoKMzScXLZKyFTno6HTUfRWcMjd6PDXo2FwBajCm/lum6uxNMJw2GQqgs0qacXvfsKqzc0ZjO4RIRERFRChgY5hC7TaLWzfVMc2fPW0B0lz/OeIOhcHD6lXmjAWhZKaOVxC69OI2RuUrWIy9VTBimLjow/MHx+wEAZo4qN7dNqNYKBwUipgrH/5wCIYXh5QUYN0h7ztf+tTidwyUiIiKiFDAwzCEOm/QqY2ic8N/79saYKX3WPoPpFG/qa0gpMzA8YFgp/n3ZPNx4+pSYwNCojtnew16GdpvggrmjAACjLD0TKbnoqaTFbgc+/umx+NmpB+Drh40FEP5c/cGQWYAm0frBYEjBYROcNmMYAKDeknkkIiIiov7BwDCH9HaNoVF50hcMYfWuJnP7yh2NmPnLV/HSqt29HmO06F6Cnf4gAqFQxHTWwyYOwuASDwaXaGvYdjRogeGICq2wSU1z99el+QIhBEMKIysK8beLZuPBb8zt6VvIO+WFzphtQ0o9cDvs+MXpU3Hh/NFo6TSmkiozkEwUwBtrSq88akLfDZqIiIiIkmJgmEPsvVxjGAzFbwGxpU5rX/Hf5d2vVtqV6KmvOxraEQwBtjgFcCr0dWg1zVoRk3F6n8MdjYlbISRiBCkFTjtOnDrUzEZSYn+/eA5uPnManPbkfzZKPE40d/qhlEIgFDIzu4mKBH2yuR41zV4Uuhy49sTJAICL/vlxegdPREREREk5ut6FBgpHL9cYWp9qzTxWF+tTOJP0ouv5a0YGsj96aiXGVBUiXuxR4NT65RnTWoeXF8Blt2FHQ/f7Lhr9E4vc9m4/N18dP2VISvuVepzwBxU6/SH4gwpDSrWMYUecJvfG579Jr2g7Us8Cv7d+XzqGTEREREQpYsYwh9h7ucbQmjG0BmxKb/6+qweZuXi217fjT2+sh1LKbG7+vWMmAgCWb2/Ef5fvgsMW+9W02wRuh80MDD1OO0ZUFJhTS7vD6JlY6OK1kXQrLdB+pgtX7caepk5z7eqdr67DJr2/ocHI3M4bVwkg3PeQiIiIiPoXA8Mc4tTXGO5s7IhoHZAqa1AZtJTpNOLFfa3pKQryvcc/xZ2vrcOGmlYzGD32gMhsVJy4EABQ4LKbgaHTLhhRXoCdPQgMjZ6JzBimX6m+pvCHT61Ahz9oVnxt8Qbw9QciK44aWcTTZw4HEO6FSERERET9i4FhDrHbbPAHQzjs9jcx79dvdDvDZ11XaM0YdtX8XfWw10NDux++gPZchz1yTaE9zhpDAHA7bFi2rREA4HTYUFrgQJu3+1VJ28w1hswYplt0O4uXVu8xb0evM2zXA8NClxagDy/TMoZlBbEFboiIiIio7zAwzCEOm5hVPn2BEA69/U387Z2NuP2lNSk9P5AgGAwmCfxqW7wYd/3Cbo2zXD/pb2z3oVUP6ordkcGEzRY/MLQGrC67DS67NrW0u8FpOzOGfWb6iDI4Enx+0VOEjcDQWD9qfO5NHf4etyEhIiIiou5jYJhD7HFOxn/90hrc+87GlJ4fjMgYhrdbM4m+QGRxm5U7Grs3SADlhVp10X2tPrR0atNCo3vjJQoszp0zyrzttNvgDYRQ0+LFn97c0K0xtHGNYZ+pKnZHFKqZOrwULof2p8bjjPyT0+HXM7eu2AB9Y01bH46SiIiIiKwYGOYQpz1+MJWqiDWGCQrRtEZN24zuQ5hK5s5oX/D44m3mWsjo6Yfx2lUAQJXesgIAXA4b6vR1j8+v6F4rjQ5WJe1T1kDv35fNwxvXHAkAmDmyPGK/8FTS2ACdGUMiIiKi/sN0SQ6xJ6rYAi3rl2h6pnUfl90GXzAUmTG0xHqtnQFUWoKzQCgygxgMqZj1goms3NGElTua4HHa4LTbUOpxoFlvjB4v+wkAbmc44HDaBZ0BI8Dr3le5LUlAQr1nFKD58UmTUV7oQnmhC+Ori+CNaqcSvcbQameaquASERERUdeYMcwhiaZfAkCjXskzmUBImVP+IqqSWm43d0YeJ7oPoS+FPorR+xjTSK2VSRMGho7wV9Zlt6FFDySL4gQWybR7jamkzBj2ha/OGw0AOGq/wea2Aqcd3qjiM0bmNt5U0o831ffhCImIiIjIioFhDkkUTAFaT7muBC2BYaIKpdFTSQNRU0nrU2iTYVQiNRjTSG8/ezqGlLoBAJKkKqnBabeZaxQ/2FiH7fWpN7pv8wXhsmuZSkq/SUNKsOX2UzFleKm5zeO0o9Ofesbw4811fTtIIiIiIjLxrDiHJJvCecNzq7t8flCfSmrcNlin9BkZOvM5ejbxxKlatq8uhV6H0WvHjGmHbocd1564v/aaDfGDvIjA0GHDhfPHmPeXb2/s8rWtYyjk+sJ+5XHa0BGVMVy9qwlFLjuqitzmtvevOwYHj61IW99MIiIiIuoaA8McEt0KoLsippJaAkNru4tWb/yppGfOGgEgtYxhbYs34v5+Q4rN24dPGgQA5lrDaG5HOJgbWurB1cfth4v04DB6WmsyD324FY3tXU+vpfQpcNoj+hi2+wJ4YfkuHLFftfm9A4AR5QWYO64SHf5gj3tkEhEREVH3MDDMIcnWGKYiGArFXWNo1RqdMdSDscH6FND1NS0IdLHOsLY1MjCcYalUOaTUg+8dOwkPfP3guM811jvOGVNhTp397jETtbGl2Oh+b3NnSvtRermddjR3+vHOuloAwPJtjWjxBnD4pOqYfQucdgRDKqbqLRERERH1DQaGOSTeGsNSSxuIrjJqQYW4U0mtojN5RqA2uMQDALht4RpM/NlLWLatIe7zW70BbK1rx6ULxpnTQmeMLIvY55rj98OhEwbFfX6xXn30rINGmNuMiqRtKQaGLZ3MFGaCx2HH9voOXHL/J1izp9mcVjrVsg7R3FevPnvo7W9i1Y6mfh0nERERUT5iYJhDrGsMR1cWoqrIZbZlAIBHP96a9PkRGcMEgWH0GkOj+Ex0H8JHPtJeyxcIRUwH/OaDSwBoVUS9AS2zOKysIOm4rOaNr8JrPzgCX50XXltoBBHRhU0SMRKap80YlvLrUu8VuMJ/btp9QTMwjFeR1Ni2r9WLBz7Y0i/jIyIiIspnDAxziHWN4bhBRahr80UEeF0V8wgEtTWGIoA/wXTQpqi2F0bG0GYTM9sIaA3qvYEg5t72ekTz+Q83aZUmHZZ9ywqcXb21CJOGlETct9sENontqZiIsd9pM4Z363WpdzyW9aGdvqAZyBc4YwND677TRsRmFImIiIgovRgY5hDrVNLh5Z6Yx0NdFPIIhhScdi3A8wVig6xitwPNUYFhQA88HTaJqPJpEy272Njux8o4UwHLCpw4cHQ5AEQUHukpp92WUg9FADDix2TtPSj9PJYA8PkVu3D/os0AALcz9vO3fif4ORERERH1PQaGOcRafKai0BXzeLI1hku31mPJ1gbYROBy2MxpnlaFLntMxtA4pk0EhZYTf7tNzODS2l/wwvla4/ML5o7Gw5fOw3s/PjqVt9Yll90GfyC1QiVGYZ3eFuuh7rEG7nVtPny+uxlA/Iyhtb9kdK9MIiIiIko/R9e70EBh70VgePY9HwLQgiW3I372bdygIrMdRSik8PyKXWbw57BJxFoxETGDyx0N4T6INhGUFzrhctjgctjMYjK95bBLwumv0YJ6ytDGwLBfrd3TYt7eWNuKqiIX6tp8KPHETiV2WtbLdqcNCRERERH1DDOGOcQaGJYXxp5sp3KCbbfZYqaSHjS6HIdPGoRRlYVoaNcCw2eW7cDVTyzHv97fbL629eh2fY0hAOywNKv3B0MRaxHTxWm3pbzG0Igf7cLAsD997bCxcNltuGj+GGyqbUO7L4gvWarLWllnPQcYGBIRERH1OQaGOaTLjGEKzcLtNm19lzUwDIQU7DYxMzxKKWyt04K95s4AbKJlCMcPKjKfIwLzGM2dAXMKqjcQipgmmC5Ouw2+VKeS6oEG1671r6MnD8a6W0/G9BFae5IOfxCVcb6nQOR62GCKAT8RERER9RwDwxxis2TAij2xUzSj1wfG47DZsKWuPaKSaCCo4LAJKopc8AVCaPcFUdsSblJvBFh3njvL3NbuC0asU9ypTyf165VP083lsHVjKikDw0w6cepQ83ZlcdeBITOGRERERH2PgWEOsfYxtAZfoysLAQDPLtuJhrbkLSuswZLRfzAYUnDYbKgs0k7i69t8WFcTXi9mBKRlhU7ccfZ0AMCuxg54LX0Fjemk/kBfTSUVLNvWgIc/St6rEQhnTvtgGJQCa8/LxBnD8G2uMSQiIiLqezw1ziHWjKE1+Hriivnm7Z2NHUjGYRPceNoUADALzfhDIdhtYp7E17f5zMeAyGDyjFnamrEPNtbBFwya240CNL5gCE5H+jN1RW4HdjR04OfPrU663yl/fA9XP/4pAG09JfU/a9Ef42JDtOHlBeZtZgyJKBfUtXqxZV9bpodBRJQQz4xziLX9wpiqQvP20NJwT8OWzkDSY9hsYp6U727qBKAFghVFTnPaX327L6KFgHXNoHUMkRlDYypp36wxnDmy3LytEqylVErh893NaGjXptSy+EzmJQoMZ40qx/++uwBuhw2BFKcIZ7OXVu1Gh0+7UPLgB1vw7LIdGR4REfUXXyCEulYvvnTPBzjqd28n/DeKiCjTGBjmEGvmrsTjxF+/ehC+Mm80xBIAtXQmX2c4oboYw8u1QHLp1gZ0+IJobPdjWFlBOGPY6ouY3peoGfkNevbOZbdhl56p9PXRVNJrT5xs3o7XgxFAxLpIAGDCMPMSBYYAMG1EGVx224DPGC7b1oAr/70MN7/4OQDgF89/hmueXJHhURFRf7nmyeWYfcvrZtE2awsnIqJswlPjHGKLyoCdMn0YbjtresQ2o91EIhfMHWVmDH/x/GfY1aT9Aza83IMK/SS+od0X0RrCbQkMrUFonT7dtLzQiXa/li3xBUN9UnymyO3ATadrU2DbfcG4+2yobY24z7VrmZcsMAQAu13Mz+mI37yFc+75AMu3N0ZUzc12+/QLEjXNnRkeCRFlwv9W7o64/8nmejR3cZF2e3079vJvBhH1MwaGOcRafCaRugTFZzxOGy6YOxrlhS5UWU7Wj73zHQDAsLIClHoccNgEdW2+iCxOV4FesccBn97TsK+mkgJAoUsratLuiz9ddmNt5NqOjgQBJPW94w4YAgAojdPc3sougqVbG/DCil3YVt+OJVsbcOZf3sddr6/rj2GmhZHBdjvsGR4JEWWDHz61AjNuejXpPof/5i0c8us3+mlERESa2J4GNGAZGcNkbRg64wRDrd4AOv0hjNXXJUqctXfDywogIij2ONDmDSBoWWPY5o0MxD775YmY+otXzPslbgf8+v7+gOqTqaQA4HZqx+30x88mbayJzBgWufn1z5Q7z50JXzAUUYgmnro2H+rafPjuY59GbN9UO3AKOJiBoTPye3/9sysRCCqMHVSEbx89MRNDI6IMCuo9gqMZMyI4qYWI+hszhjnEKPziSZLB88Yp5FHXqk11qyp2J3zekDK3/ho2+IMKgZDCzFHlAIC9zZFr96IDrtICp/kPnVaVtG++dkYmMpCgIfq+1vA4rzxqAqbpjdap/5UVOlFdkvj7loqBMhXYq2fL3VHf+8c+2Y6nlu7Ab19Zi9AAeS9ElJpAMISa5s6khWbW7GnGOfd8gD1NkVNGt9YNnAtfRJRbGBjmEOPKo8eZeMpavLVZRmP4ZFNCjWlwLrvAHwwhEAph9uiKLsc0d2wlCl12bKxtxVtrauALhOBMYcprTxiBsbViqpU1kDh80qA+GQP1j5c/24NfPJ+8NUm2MKrzJptKunpXU7eOWdfq5ZpFoiz221fXYu5tb+CJxdsT7vOz/6zGkq0NeH7Fzojt6/a2JngGEVHf6nFgKCKjROQtEflcRD4Tke/r228SkZ0islz/75QEzz9JRNaKyAYRuc6yfZyIfKxvf0JEXPr274rIahFZaNm2QET+0NP3kKviBYbv/fhoAPErdhrrBa2tJi6cPzrusR12rX1AIKRQ5LZjTFUhDptYFbPfny44EBfOH41HLpsHl8OOdl8QX39gMbyBUEzmJF2MjKE/QXsDf4IWGzQwLVq/L9NDSEmiqaRW9QnW/iYy+5bXcfa9H/RqXNQzgWAIrd7kbX+I3l2n/X167JNtAIBhZZ6YfZZvbwQAbNGrlRp260XfSrjcgYj6WW/OjgMAfqiUmgJgPoBvi8gU/bE/KKVm6f8tjH6iiNgB/AXAyQCmALjA8tw79OdPBNAA4FJ9+1cBzADwAYATRVsI93MAN/fiPeSUTr3ypyfOCeioykIML/PEzRgaGTZrYLhgYrV5+/vHTjJvO+wCXzAEpbRppW//6Cj8+7L5Mcc8feZw3HLmdLgctogM4b5WL4pcffOPnVF8J1F7A+sUU0cXa9soO/34pHBbkrpWH16MqvaXbUIhhb+/twlA8oxhokq6yWyvZ8n7TPjxMysx7RevsBcdJVXs1n7fV+xoQonbgQ+vPzbhvit3NEbcNy4m8RtGRP2tx4GhUmq3UmqZfrsFwBcARqT49LkANiilNimlfAAeB3CGHuwdA+Bpfb8HAZyp3xYATgCFAPwALgTwklKqvqfvIdeMrChEiceBn55yQNzHXQ5b/MDQyBhaAjhrMGedYuqy28ziLg67xC1UEy36qmdfFX1x2JJnDK1TSVMZN2WXey88CFccMcG83+IN4NuPLsOWfdm7Hmd9TWtK2cDoAk6UvZ5dpk37Y9Yw+7ywYhfGXvdiRGXq+jZfRn6/rP/OBfWLCImuR+5ujJwW7tUv8iZaL09E1FfSMp9ORMYCOBDAx/qm74jIShG5X0TiLUQbAcA68X6Hvq0KQKNSKhC1HQD+DOAjAKMBvA/g69CyjsnGdbmILBGRJbW1td1/YwNMgcuOVTediGP1VgDREgWGQf0fH4ctfqN6a5DosIuZmUxW/dRq6vDIIi+1rd4Ee/aOy6GNx59gjWGigJEGhqnDy+J+57rqB5ZJ1u9ce5KT02QZwyVb6jH2uhezOgDOR3Wt3Zv+S33vD69pbWx2W4q5HHTzazjl7vf6fSzWwNC4venXp8bdt6HdF1GAqlP/d7rTH2JhKiLqV70ODEWkGMAzAK5WSjUDuAfABACzAOwGcGdvXwMAlFIPK6UOVEpdCOAHAO4GcLKIPC0ifxCRmPeilLpPKTVHKTWnuro65pj5psBpR1ucHn/+OFNJrUGitb2EQPDBxrqY/ZOJzhCOKC9IfdDdYIz5hRW78Pmu5pjHExWloYEhUaa5pTN7MzfWac3/WLQ54UlevN9Lw38+1TJU763XLm4d8Zu3ej2uXY0deGpJ4qIY1LW6tr65wEU9F9Izc8Ys34B+YWZr1Bq+/lBsWTJhXd7xytVH4N4LZ5vZw2FlHoSUNgPCYGQMAaDDz367RNR/ehUYiogTWlD4b6XUswCglNqrlAoqpUIA/g5t2mi0nQBGWe6P1LfVASgXEUfUdutrDgcwVyn1HIAfAjgfQCOAxBP4CQAwpNSDmubYk5nfvLwGQGQG0HrbZVkbtWpnuHqiO0n102QuP2J8j57XFWMq7NNLd8S9Qpxo7SFlvwvnj0Z5gRMAcPuXpuPmM6eZj7VkccYwEJWlfn7Frrj7dSTJGBqFkn7+38/wjQcWY1t9909yn1qyPaJYz4X/+BjXPr2S0yF7wLhQto8Zw6xj/Ik3WsQYxV0yodhjCQwt/4ZOHlqCk6YNNcc6uFQrSmOMWbttmWnQg/XHREQ91ZuqpALgnwC+UEr93rJ9mGW3swDEqym/GMAkvQKpC8CXATyvtNX8bwE4R9/vEgD/jXruzQBu1G8XQFufHYK29pCSGFbmMaudWS3b1ghAqzhqsK43LNNPyKMVpBgYHj9lCI7YL5yx7auKoF0dl+s1Bq5bzpwOm36x4stzR+Oi+WPMx9q82XviFH0x4uonlsfdL9l7sGbm31xT06NxXPv0Slz4z4/N+7Ut2gWigdILMpsYJ/xXPLwUt7+0hutDs4iRMTQutGTywod1Pk2yFlLThpcCiGwlZQ0MO5kxJKJ+1Jsz9MMAXATgmKjWFL8RkVUishLA0dCmfUJEhovIQgDQ1xB+B8Ar0IrWPKmU+kw/7k8AXCMiG6CtOfyn8YIicqD+/GX6pkcBrNLH8nIv3kteGFpWgObOQMITGUeCjGFFYTgwtLamiFf9NB6Xw4bfnD2ju8Pttq6mtgaCCpMGF+Oc2SPNf4xp4Hr9miMBIKLQRLYxAq+pUd+3UZWR06mTvQdnkvYuH2zoumVHvLYeRu0lVtbsviJ3+CT/3nc24t11ub9+faAwvs4ba1vR4QtGLB/4rJu9QnvLelGotCBxwbVpI7Q1+L4EwSDXxhNRf+pNVdJFSilRSs2wtqZQSl2klJqub/8/pdRuff9dSqlTLM9fqJTaTyk1QSl1q2X7JqXUXKXURKXUuUopr+WxT5VSl1ru36WUmqqUOsm6H8Vn9FHaozfGrm3xmj2WgKiqpJY1hoNL3ebtf182H0P0+6lmDIHk/zCmS9cZQ4X9hpTgd+fOjMiO0sBkrFVtHQAZw59FVQq+cN6YiPttKUwljecr//gYr32+N+kYrJlCIxA0sq+JEobtvgCeWLyNgWMc0RMPgvwZZQ0jY/iTZ1bhu48ti5glcurdi/p1LLsaw7NzhpclXldvzMgx1vq3eQN4afUe8/FExdSIiPoCz47zyFA9MNymL8T/wRPLcf2zq8zHrVdXrRnDcYOKI45j/EOWbHpMtO4EkT3VZWAYDEUEv5T9rjpqAs6fMyruYx6nDVVFLizf3tDPo0rdS6u0PosFrsjv/4XzIwPDZBVLnV1kwr/50JKUx1Ont86widHzM3424sdPr8RPnlkVsaaYNN5ACCUeBwYVaxfIWrO4+FG+CVmC9Ne/qMlYULW3uROv6hdsrjl+P/z89Ckx+zx71aF47JvzzTWrRsbwzlfXRezHjCER9ScGhnlkvyElAGA23I4u819Z5DJvWwOo6BYBJ04dCgAYXZn6sk4RwYjyAvzohP26N+hu6Cro8wdVyi02KDv8+KT9ccc58achiwjOmTMSr39Rg8b27CwE8vhirfKny2Ez275UFrlQGBUovrGmJmGhjFSy26m27NjRoGUxjF+D6DWGZ9/zAcZe9yL+t1ILaK3VifPZjoZ2cyqi1x/EObNH4q0faVOZWcAne0RnwDfrLV6Gl3kwZ0y8zll9w6gkDADfO3YSSj2x6/QPGl2BQyZUmVPFfUGjYE7khS4fA0Mi6kf8Vz+PVBa5MH5Qkdl/q9hS/v/wSYMwyhLoGVdeh+oV06y+c8xEvHvt0RH7p+L9647Bd46Z1JOhp8TZxUlsMKS63IcGlqnDyxAMKdS0eHH9s6uwfm9LpocUl8Nmg1uvTOhx2CASe4HizL+8H/e5zhSy3Kt2xM/sRReu2NGgzRYwXj8QVNha14Z2XwBKKSzdGnlSyuI0mgV3vGVORfQGQnA77CjS2xFkc7uUfKKUilk//3u9r2GR29GvAVZTR+qVko2MoVFwZkNNa8Tj8XoPExH1FZ4l55l546uwT28wbw0MS6Mqjw4u0QLCn54auTYKANwOO0ZXZV8R2K4yhoFQCHZOJc0pxhTlNXta8Ngn23Dx/Z9keETxKSgzs+RxdW9atSuq+IzDJrhswbiIbYmCk8Z27QTVWONoZAyN34JASOHI376Nr/1rcdzMl5+VfCOEQgq+YAhuhw02m6DY7WDGMEtsqWtP2NqhyO2A199/3+V2bwDFbgfW3HxSl/uW6FVujexmdN9CTiUlov7EwDDPTKguQl2bDzUtnRGBoT0qg1FZ5MKW20/F/80c3t9D7LFUppJ2tV6LBhYjMPzeY58CAHY3dWZyOAn5A+HMm5G1diepNmplnf48bUQp3vjhkRhREVnMIlFJe+OksrzQifJCp5kxNNYYGuvjPtlcj844J84BFr6IYGSd3HpF5mK3g2sM02h3UweOvfPtiMItqVqkV+g9aHR5zGNFbnu/ZgxbvUGUFThTWoc/ZZhWsXhXYweUUlAKKHTZcc3x2rILBoZE1J8YGOaZCYO1QjJzb30j4iS6q1YPA4F1mmiJJ7YKajCkWI00xxS4BsbnaS3yYhSiMdYZ/vSU/SPuRxNLR7QXvrMAY6qKIvqcAbFZBoMxFdRhFwwvK8DuRu133vh1r2sLF3OO18YmwJPSCEYAbjQsL/Y40OJNfdqg1ba6dqzdk51TnzPl8U+2Y2NtGx63VMtOVb2+ROKpbx2KD68/JuKxIpcD3n7sB9juC8QUnErEZhOUeBxo8wbhDYQQCCl895hJOGW6tpZ/Z2N2Xuwiotw0MM6qKG2GlITXDH64qc68bcuBwND6Hlo6Axh73Yto0KswNrT50OoNcL1GjulOZdxMmDZCywbMHFlubjOynMZFivGDinHN8fuh3ReM+/20Vlo01gZ2RE2ZS5QxNAJSh82GiiInGvW1T8Zx6tvCRXuO+t3bMc9n4YtI97y9EUA4oK4odEb8DAFtHefY617Ex5a/r9HeW1+LI377Fk686118vqu57wY8wBjZ8Z60AOkMBOG0C+w2wbCyAtx57kzzsRKPM2lLmHTzBkIp9/kFtItCHb4g9ugXa0sLHJhQXYwStwMbsnTdNBHlJgaGecbak9AqV1txXf6wVsr/xuc/AwC8n0JDcBo4Cl2xmeF4ma9MqSxyY+aocthsgiuOGA8gnDE0pm877IKKQm2N77o4J4Hxegl2BiJPchNlDI1y/U67oKzAaVZvNZLrW/TWNYm8taYm6eP55m/vahWdjcxrVZEb+1ojA8MV27VCQP9ctDnhcdbsDn/O2xuSfwb5xAwMk1yP2NXYgS/f96F50c/Q6Q+amVwgPN0XACYOLkZTh7/f1oP6AiGzqEwqilwOtPkCWLGjEYBWsVREMKjEjfr2nmWkiYh6goFhnqksdMXdrpCbkeFW/cT3w41aQBhviikNXPH6Y7b5tJO/nY0dCPVzVc26Vi+8lqAtGAqZ61qNdjFGYGgkuB02m1n86bQ/xTbhjlcZtFPPfkwfUQaR8P1oxhpBu82GsgIXmjoC+mtrL373G+tjnvO7c2fiIr3P4oMfbk32dvPWlw4aCQCYNKQYm/e1YXdTeE1csf435tXP96IlQRsRazaJlV/DjO9lSCl8tKkOd7y8Jmaff7y3GR9tqsfTS3dEbO/0h+C2/D0o0tfQTx9RhiH6BdF9LV70B18gFFM0KplijwPNnQFzeYdR8VvLSPfPmImIAAaGeSfRlNFcyRg+c+WhGFGuFeaYP74Sta1e1Lf5zKv6PhbTyCnxAsMOXxAbalpx2O1v4v73E2dt+sLsW17Hdx/91LzvDyqzKJIxPc7IaoglYxivfYXBiBte+8ER5rb546sAALecOQ0ehz1hxtCcSqpnDJs6fFBKJV1TXF3ixhmzBk7Rqf72g+P2w4JJgwAA580ZhZBSePRjbU3c+xv24RJLZdzpN70a9xjWAIbFRcKMr2UopPDl+z7CPW9vjLm4U1qgBXzRvTu9/mBEwD1/XBVOmjoUt541zQwS+ytj6A2G4HKkPs19WJkHuxs7sKuxA6Ueh1kYrrLIhfo2ZgyJqP8wMCQAWtXCXDB7TAX2H6plZk6eNgxKwWxMDfAkLNd4XLEFh9p9QazZo63bemddbbePqZTCve9sjJmq1hVjCuurn+81twWCITj1KWXGOkCjYI4xndNpF1QVhTP52+vbUdMSLjhhrDEcUhZeH3zy9GFYceMJmDmqHAUue9yKooDWjgLQikt5A0H4gwqLNuzD8PLIqqb//fZhEfeHWl4rXtYm34wbVGTetmaCRlUW4uAxlXhvvTYj4ZmoLBaAuAVmrH+HmDEMi7fGMLoVi9EsvjmqV2BnIBix5rjAZce9F83GjJHlZqCVqJ1FunV3Kunw8gKsr2nFQx9ujfjdrCxydfvvEBFRbzAwJLgdNvz4xP0zPYy0+d25M/HoN+dhrH4yd9E/w1fwGRjmFpfdZmYZKvXgqt0XNKdQ1jR3fxrWqp1NuP2lNfjBk8tTfk6nP4jLHlwSsz0QUubJrnFSamQ5jWlzdpsNh06owtGTqwEAh//mLcy99Q2061NijXNkW1RWsUy/mFPgTJwxNL7vDpsNw8u0E86rHlmGoaWeiP2mjSjDh9cfg9NmDMOskeUYWVGI2780HYBWcOVHT61I9UeRk6zrPKOnCE4YXIzt9dqU9UJ3bJbI6BtrZS0eFGBgaDIuovzr/S3mtob2yMDI+H2KDhg7/YkLvhgVf/tr/bEvEEy5HQ2gZekNX9WncQNARZEL9W2+uOuMiYj6AgPDPPT0tw4xb5e4HVh7y8kpl9YeCCqKXDh0wqC46yl/Z6lURwOfiJgnisYavqYOn3myvbMH/dCMwG1rF4VZrH76n1URVX4N/qCCQ08NGsFAgV4wx7hf7HZARHDxIWMjnlurr4cysieJZn96nLbEU0ktxWe+sWAcvnTQCLR4A+iMqn5qVHL881cOMgPOL88dbT7+9NIdMVP38ok/mDgwLHLZzWxwsTt25kV0YANEVpFlr8gwe5wveXShJeNnF/19jC4+Y2XMJmjxBlDb4sX2+vaYarLp5At2b41hkaWI1qnTh5m3Kwtd8AVD/VpRlYjyGwPDPDRnbKW5GD8X2lQkMmV4acT9u86fhYPHVmZoNNRXjJP22WMqAABr9rRg9U5t+nBP1hTFa+XQleXbGs3bp84In9hpU0m1411y6Fgcs/9gXHKIlhEwKgSP1JvVG+vWDEamKWQGhvF/Vwv0UvfxGNMU7TYtgD52/yEAgA01rSm9L2vWI1GBm1zV1O7H/Ys248y/vB9xgcEdNUXQYbfBr/+cra1Fbj1rGgCgMU5VSWsgHwxxFoMhXt9MfyAycP6jXjCpuSPyd7vDH0zYvsaYftrS6cfBt76Ow3/zFg66+TW8vHp3OoYdo7tTScdXh6cqF1myzsYsiPpWTiclov7BwDBPGWtm4l2hzRXaifBg8+Q2l4Ng0gLDQpcdv3l5LR74YIu5PVGPv0SMaVtNHd3IkFm+WtbCLsGQMvsVVha5cP/XDkZVsRYQ3n/JwfjX1w82T2addhtOnjbUfK4x9TTRVFJDqccZs97KYFRINaboTRpSDAD4YndqvfOs78WbZz1AH/pwC371v8+xfHtjxHZ31HRFl13MKbvWPpTnzNYqlza2+9DpD0ZMY2/nVNK44v0sontpGkHe9oZ2+AIhvLhyNxZvqUebN5BwKqlR9de4YGR4f0PiXpOA9rfgumdW4pPN9Sm/B6D7VUkPn1Rt3nZbsp7D9OnfPZn5QETUEwwM89RhE7TsRKITylzhctjME1p7ksqPNPCNrizEpMHFMdv3NnfG2TuxnjTXtnpv/T688tkeAIDf0q4i2uBSD46ePDhim/Vk8ponVyAUUmZVxkTXNcoKwo3ro9XpWc9BejA6aXBx0oqk0R65bB6K9GnmOxry6+S0LEFBruhMkMNug1Laek5rEON22FHosqOh3Y/9f/4yTrs73Iqk0x80171xKmmYP87PoqnDF5G9N6aF7m7qxH43vIRvP7oM5977IdbtbY2o9mrldtjgstvw7rrIPrahLn7XO/xBPL54O75834cpjf+FFbtw5SNLux0YAtqMllOmD43YNqZKa1thrGElIuprDAzz1IGjtWl3uX612vqPczdm9tAAYlShrS52xxSkAGD2BktVT6pEWkOt+jYfrnh4KQDtpN9oV5EKa9BR2+JFbavXssaw+xnDfS3aCXVVsTYlTUTwwNfnmo9/6cAR+Obh4xKO58DRFbhFnxJ5wd8/Svl95IJEAZsj6g/J5n1tAIA7XloDf1RWtaLQZU4lXbs3XJ20wxc0K2Uu2dq9bFQuM6aSDrdUxf3GA0tw0M2vmVmzpg5/3AtAABIWfBERlBY4YzJvDe0+bKhpwa4EGbkbnlsNINwyJpk7Xl6D7z72KV5avQedPQgMzzxwBP761dkR24aVeeCwCbbWt3XrWEREPcVT5TyVK+0pumI90U50Yk0D26PfnI/nv3MYbDbB1jhX1o0T91SlqwCgUkrvY5j6n9noaYpKhU9KE319XQ5bwmq7De0+lHoc5lRSAJgxqsy8/fvzZ+Fnp05JOqboNV75ItHU2egTfmP66MJVu+ELhiACPHmFVuCrrMCJxjjFZ5o7A+b6sVc+2xvzeL76XJ/ivCvOxZzDbn8TgBYYWqt4Wu2oT5zVNvofWi1ctQfH/f5dHHr7mzH9En//6lo8u2xnymO/5+2N5u1gSHVrjWEiDrsN5YUufLK5Pm4rFCKidGNgmKeM6Ti5LjJjyMAwF1UWuTBjZDmA+Nm+659d1a3jWY+RanuTeA3qAyGFQCjUrambLnvkVLialk60dgbgdtjivgagNa9PlN1qaPehPKo6r9PWvT/70Wu88oU3EH9tavQJv4L2s9/V1Al/MISJ1cWYO04rclVR5Iw7Bbe+zWdO76Wwl1ZrU7ATZds6/UF4A6GEgWF0BVOrMn2d4ewxFbj+5Nj2TC+s3BURHN795oaUxx1Puqr4uh02LN7SgB8+tQK7m/JrOjcR9T8GhnmqxJMfGUNr43AWn8l9oysLe30M67qjdm9qhWvifbP8wZA2lbQbgVj0CfH//fl9vL2uxmzFEY/TboM/FMKm2taYrEdjux8VUbMDunuBxJdnRWcMRsbwh8fvF7E9OqtrXRfX3BGI+AzLC1zYtC+yAqwvEMKOhg5zei8As2dlPrNehHn2ykNx5VETYvYxWrhUW4Lqh74x12zxkGwauFG0ZlCxC1ccOQEXzB0V8fj3H1+ORRu0NYjR/Q4nJ/n9AxDzewekXvm3K9bpr4f8+s28/X0kov7BwDBPVRQ6cfZBI/H783K7r5+1WTCLz+S+5759GP78lQPN+1ccMb5bjaaByMCwLcUT9nhfLX9Ayxg6u7HGsDhOg/RNtW04YFjiE1O7TdDpD+GYO98xS/kbGtt9KIvOGHZjPADM7FdhDvU6TYXXH0KJ24FjDogsEDSyvCDivrXFwqIN+yKm7ZYXOmMKqjz04Rbsa/XizFkj8OA3tPWey7Y2pnn0A48R9AHAtBFlOH/OqJh9VulVRY2iLABwxH7VZhCZbC2gUZm0SF/bedtZ0wFEXkxas0ebylpjGUuRyw6nI/nvTLy1zX3lpdW78e662n57PSLKLwwM85SI4M7zZuJLB43M9FD61JDScBGD7kzpo4GpssiF02YMN++XFjjhDYS61bLCenIZnTnojnfX13a7+MzgEk/c7fsPLY27HUBE1dP/rdxl3t6yrw0rdzbFZAwTTUlNZNqIMswcWWYGiPnCGwjC7bSZrX3uOn8WVtx4AgaXRn5GJ1sakgORU00rooJyQKtaO7qyEEdNrsbsMRWw2wQfbUreNiEf7ImqHlxhme3x89O0dbDGz2nqiLKIfY2vtEqyQNj4G2Bk3EQEn/3yRLz5wyOx/MbjMbjEjbV7tCxfjWUsIysKsXpnc9IWL40d2jrSG0+bgk23nYLvHTsJt589I/Gb7YbKosjv0PcfX46L7/8kLccmIorGwJBynnFix6mk+eOr80YDCK8r6k5PQut0tFSfJ3Emk179xHIEQt2bSlpdGn/t1OAE24HIKpkba9vMaW1H/e5tKIW0rGWz26RH1VoHMm8gpLeccGDL7afizANHxG1hce7skVj9yxPN+9a1ZQWWLKuIFrh4A0EMLfVARFDsdmDq8FIs29bQt29mANgTVXDG+N0Fwlm999bvg8dpw3j9b7px0cO4AHhKVJBuZUxVPdaSAS5yO8wCL5OHlmDtXi3422vJGI6o0DLEJ//xvYTHNrKdYwcVwmYTXHP8fhgRlVnuqUU/ORqf/vz4mO0/fHJFWo5PRGTFwJByXoHe24rFZ/LHLWdOw+Zfn2JW3zVaBqTCul6oN42ljUCqoBtTMAcnKKqRbBpn9Pf6iz2RmY2zDhyR8usn4rDZ8q7fnhYYdv1PpBHg/e0irdWAteeckXEudjugFNDpD6HTH4pYpzio2J22QiUDWXRgaDVrVDkKXXZs3teGiYOLUVbgxNXHTcLTVx4KQPsZrvjFCfjO0RMTHsNYSlDkil94bWRFIfY0aQGeNWO4YOIg83aigkRGJtMogpVOhS4HKopc2HTbKfjNOeEs5DPLdnRrJgQRUSoYGFLOM06q4xUIoNwkIhARlBdo07DitQxIxPo1+WJ3S+IdI14v8WPGmqZUDCmNP5XUk6BxNxC7ZnBfqy9iTNOipt31hN0mZj/FfNHpD3arF93U4dp03zZf+GTd+JkZFyh2NrabmUjDrsYOrN7ZjIa21L+juSjZ72hZgRMnTBkCQMseigiuPm4/TKgujtgn2awQYwp1on8GSgsc2NfqRU1zJ+otn4U1wxhvBsHrn+/F715dhwOGlfZppVmbTXDenFHmbIhE4yEi6g0GhpTzjIxNO6+u5h2jrH1tq7eLPcOsAdC972xMsmdqSroRGFbGWZMGaFmDRAIxlUi1k9pJg4tx0tShKb92Mvk2lbS2xYvXPt/brcqSw8tipw4aF6NOnDoUhS47fvfKOngDQXgsGcM1e7SLD69+vqeXox7Yor/HAHDaDG1qqNMuWDCpWtuvh5nrc+do6+mNAD6aUbV07m1voN0XhE2AZ686FGOqisz1tc1RgZhSClc8shRA/7WAsha6aejGBS8iolQwMKScZ2QMO3wMDPPNEH1tXrJpagBQ1+o1p42GojJjyQpapKI7GUMj4xE9PTRetVKD0Sfv8EnalDfj5LWrwjczRqaeSbTbJO6Je64yguvuvGebTXDGrOG4+cxp5rYDhmlByOGTBuFrh47FK5/vQU2zNyJjaHh33b5ejnpgMy483HvhQea2P5w/C5/+/HiICCYO1rKD88ZX9ej4J04dii23n4pRCVrazB5TYd5+4IMtKHI5cNBobds3Dx8PAOjwRbaK+GhTvTnu6KCxr1x74mRzeQT/TSOidGNgSDnv0AnaCfPQsvjT9Ch3lRU44XbYIsrPxzP7ltdx2O1vAoidctycQin66EqfF1napBR3IzAEgGU/Px5Lfnacef/Y/Qdj/KDihPsbUxDP1isM//aVtbjonx/DHwpFtE6wWnXTCXjqW4ekPCaHTRAM5U//tEl637ruTg3845cPjPjszzpwBF65+ggcNXkwpo0og1JAqzcQscZwVKWWaXxx1W5Mv+mVNIx+YAqGFIpcdpw0LVxAxmm3mdVJZ40qxytXH4FvHDa2T15//vgqPHrZPPN+i6UisRGI/d9fFkVM+d0bUb00PcVmujKqshD/vGQOgHCvTSKidOmfuQ9EGXTxIWOwYNKgiPUolB9EBENKPV1mDK2ik0S7mzoiKiTGfZ2o+5OHhvsOdjcwNMrTf/LTY1Fe6OpyndtPTzkAQ8s8OHp/bS1Uc2cA763fh2FlnoQtWko8yd9PNJtNsLWuHR2+YLeK6Qxkq246odcFq0TE/C5Ypxp6LBnDZ648FHNvfQNA//bDyzaBkOry5239veoLibKJBS7td1Ap4PPdzThML0hjzC64/Ijx+PZRiQvfpJvxN4HN7oko3ZgxpJwnIgwK89jQUk/Elf1k6tt8+GRzZE+53Y1dPzd6+qn1+1bcw7VHg0s9KRU/GVVZiF+cPjWmcqk/qCJaWfSGQAtavvvYsrQcbyAo8TiTru3syfEM1ozh4BKPmTXMZ8FQ+r6vPVVVHF7j++OTJpu3rVN/t1mqznb6tcDsG4eNi9vKpK8Y42HGkIjSjYEhEeW0waXuLqeSGn767Cr8/b3NAID79PYDu5qSt6wIhhTq2nw4Y9ZwM0NnnbZclGR9YDpFZwcDoVBMxdKeMqo0frCRjdh7ypo5jm6D8eyVh5m3//LWhoTtK2pT/B4PRKlkDPuacSHg0gXjcJUlA2idKf7qZ+EiQUb7ilTamqQTM4ZE1FcYGBJRTivxOMx+cl3ZbcksGifyXbUReHddLWpbvDhhylC89P3D8btzZ5rTQQGgxN0/mQQRgcuScWls98NhS8+f+N36VNyhCdppUNeswUN0+5HqEjfuOHs6AG2N6A8eXx7z/Ic/2oqDb30dG2pSa6Ey0ARDoYRTn/vTlttPxQ2nHhCxbf+hpbjiyPE4fNIgs4osAPxDv4hkzQD3B+O7lKivIhFRTzEwJKKc5nbYU24E7Q+EzOqHh0yogtMuEX3p4vlsVxMArd/ZpCElOGf2yIg1iZ5+PGn0BSMzCOnKGO7Ws6aDS/uuT1uusxYCilcUaFRFeH3bG2tqYh5//fO9AIAV25v6YHSZlw0ZQ0N0MSm7TXD9yQfgwFHl2NvciYD+e2ZUMo5XZbYvGRnD/y7fFdFzkYiotxgYElFOcztt6Ewy5cran88bCEIAnDR1KEQERe6us43tviAcNknYhD76JLM/pWuKm/Ejqi5hxrCnrEH657uaYx5PVPjEYARNudqPNZhFgWEiw8sLEFLArsZOrNoRDtD7e9zG7/U762px56tr+/W1iSi3sSopEeU0j8MOXyCEUEiZfQKt2nzhwK/TH4LdJmaWr8jlQJs3+Yl4hz97K3UGe9mD0TBvXCU+3lyPNCUg85K1kND3j50U8/iwLtrp+PUslTdHA8NsyhgmMqxcKxJ0xG/fMrf95SsHJdq9z1i/S4la0hAR9QT/ohBRTjMyeYkq+LVaWgR4A0F0+oPmczxOGzr8yTOGnf6g2efM6rUfHIFHLp0X5xl957qT98fYqnDmqbkjPe0PHvzGXFQVueDPoyb36WY9gR9dFZsddNhtWPyz48xpyMGon7UxHTpXK1GGQior1hgmM6I8Nnjff1jfttCIxzp19emlO/r99YkodzEwJKKcZmT/Eq0zbLVMFW31BtDpD5pTtRw2W8wJerT2BL39Jg0pwYJJg3o67B751pET8K0jJ5j3/cH0BBEepx2Dit05m63qD6lkdqpL3LjyKO3zs1acfGddLRZvaYjZnszG2lYc+KtXsX7vwChWo2UMs/uUZFhZbFuRsVVF/T4O67TkVm8AHV2sgyYiSlV2/xUmIuqlrjKG1qbigaBCpz8Ejx7o2WyCrmKrDl/8jGGmnDN7JA4YVgogthhNb6zd24LXv6jBR5vYsqInUp0mGa/i5CX3f2LeTjVj+NynO9HQ7sejn2zrxigzR1tjmOlRJFfkduCbh4+L2JaJ6a/R65YPuPFlvLxaa6Nx8/8+x7/e39zvYyKi3JDlf4aJiHrHyBhurWuL+7iRMRw3qAiBkIIvGEJ5gdZuwm7Tmtcr/b94sm2NocNuwyOXzsWoygJcccSErp/QTfe8vTHu9nfX1ZoVWgcypRTeWVeL7ZZG5v2pqUPrYbhiR/yfZaotCowAc/O++N/7bOMNBOHp5+qePfHjk/bH9Sfvj2uO3w8vff/wTA/H9O76WgDAPxdtxi9f+Dzh3ysiomQYGBJRTjOmp51/30dxHzfWGM4bV2luKy/U1nnZRRAMKYy7fiF++p9VcZ+fbRlDAKgqduO9Hx+DyUPTt/7JCDQSTcm9+P5PcOrdiwb8Cak3EMIl93+C51fsSvuxbzj1APznqkOT7lPXqrUfeHHlLuxq7MDDH25BgdMOh00worwAq3Y0IZTCWk8js7h8e2NK+2daR4Ip2dnGabfhiiMn4HvHTjIz89lgTGVhxOf89/c2ZXA0RDRQMTAkopzm72LqXatXy9BUFYeb0pfrBUBsNkFID3Qe+2R73Od3JCg+k2uuP3l/AMCQOE3urcFgXwRU/ckIfPviM73s8PE4cHRF0n2+pa8xnDGyHFc/vhw//+9n6PAHEQgpXHnUBCzZ2oCPNnc9ndd4H43tfuxr9fZ+8H2swx9K2PKFYp0/ZxSOnlxt3lcIZ5sB4L31+zIwKiIa6BgYElFO66oAi7HGsKIwHBiWRWUMkxkomY7euuTQsQCAoXHaKjRb1mluqGntryH1iXa9kEdhhj7TEo/WRarTH4yZNnrStKEAgLV7ui4o8+m2RvN2pz/7K5l+sbs5og0DJXfHOTPwj0sOxm1nTQcA3P7SGhx482sZHhURDXT8K0xEOa2roO2/y7UMV3mhNWOo3bbZpMtiH9b2FrlMRFBV5Iqo4mqwTi8d6BUSO4yMYYYCQ2OdXac/iEHF7ojHjGC1q8qktS1eLNnaYN7vyPJqsrsaOwAAL67cneGRDCx2m+Ar80ajssgVsd1hEzRbsodERKliYEhEOe30GcMBANNHlMU8tr2+Hat2akU+3JZshbHG0GGThGvqDL6gyptMR5HbgfauAsMsD0K6YgS2mZoebLQieGrpjpgLDkbLi64Cw021kVnbzfvSn8VNtQhOKoyLDSdNHZq2Y+aToVHTu4eXF0Rk8YmIUpUfZzNElLdsNsFZB45AfZsv5jHr2itrbzCz+EwKGUN/MARXttfZT5NClx2t3tiAwDpVcaAHhkaQm6kssIig2O3A1rp2vLgqnEH733cXwGETiHQ9PXpLVAXebz2yLK1jXL+3BZNveBkvr05Phs8Ixs87eGRajpdv5oyNXLc6vroIOxs6ItYcEhGlIj/OZogorw0udaOmpTOmYmaj5cTJYWmubWSLbCJdZkb8wVBEUJnLit0OtMXJGFqDwa4yrNkuoK8pdWSgP53BWrn0gGGl+N93F2DaiDKICJx2Gxau3oO731if8Pmb97XDaRf89pwZfTK+RRu0wibvpqnASUeGg/GB7uyDIgPqsw4cAV8whLfW1GRoREQ0UDEwJKKcN7TUA39QxWQNN9eGMytOy3RQo4G03SbwdlG4QwsM8+NPaZHbgXZfbGB45l/eN28P9DWGRhVaWwYDwyGWAj//+trBmGaZBu2227ChphW/f21dwudvq2/DqMpCnDx9GABgwcRBaR2f8ZNJV/Dc0YeVYPPBjJFlqNBnOQDAvHFVGFzixutf7M3gqIhoIMqPsxkiymvGGpy9zZFl+z/YWIfqEjdW//JEOPWTXOt6nTfX1KCmJXGp/1BIwR9UeRQY2tHqDWhrM/UG7NaqrXabYHtDBz7d1pDoEFnPSCrbJHOBoXVqcnQV2BZLxjbRlNLmjgAqCl0odjswoboIZQXOuPv1lPGJp6tlpXExgRnDnhERLL3hePN+gcuOSUOKsaepM4OjIqKBKD/OZogorw02A8PIE6UlW+tx9ORqFLsdZsbQkWRa6NaotVv+kHZinjfFZ1wOtHmDOPw3b+H0Py8CAHy+q9l8vKLQiQ01rTjrrx9kaoi9ZmYMMzg7ONU1qw3tsetmgcjemqUFTmze1xYzjbo3jDWloTQc8801e/HqZ3sAIKYKK6XOZhOcN0ebUupx2lDocqBtgGfviaj/5cfZDBHlNSPrEh0YtnkDqCzSTkZTORl/e20tPtvVZK6jMzId+bLGsMjtwJ6on+H2hnbztrXlx0BlZEAlgxnDVKexNrTFLy7S4Qu3UDlvzih8vrsZ5/3tQ4y97kWEuujLmYqOqO9/T32wcR++8cASPLd8F1wOGwYVD/zvTybdetZ0LLnhOLgddhS57Phid3OXhYqIiKwYGBJRzqvWMxHRQU0wpMx1UlX6SWm84iqGNXuacerdi/D9xz/FCyt2YdavtIbS+TKVtLwwdkqitTiPdZ1Tc+fArIhoJMHsmUwZJrHxtlPwyKXzAAB1bfGnOXf6g2YfxsMmaOsLF2/RpvcmmxqdKuN3ZHeKUxV9gVDcIPL9DeHiNS67LaPBeC5w2m1m1nXdXq1FyR9fT1ykiIgoWn6czRBRXnM5bCh2O9DcEQ76lFIIqXB2xjihGlVZmPA4da3a1L03vqjBy6v3mNvzJTCcOjxcBKVIDzyeWrLD3GbNGP7g8eX9Nq50yoappMnYbYIJg4sAwFznGU2bSqp9J40A0XDpg4u7/Zq+QAgPf7QVTe1asG9MYd3VpDWmf2ttDVZsb0z4/DP/8j4OuPHliG1KKexs6DDvp7MvIsFsVbGhJv09LIkod+XH2QwR5T2P04ZOy8mnMaPOrmcpPE47Hvj6wfjnJQeb+0RPLzUacQdCKiIjli/VFK0ZQaO/4wcb68xt5ZYiJ2+vq+2/gaVRKAuKzwDA946dhPu/NifuY8PKCjBpcHHEz97KusYwOjD8bFczNtS0dGssb62twc+fW42z7nkfSikz2Njd2IlAMISv/2sxzvjL+wmLnXy+W1uHavz+vLW2BuOuX4jPLOtTh5cXdGtMlNwlh44BEJ4JQUSUij4JDEXkJBFZKyIbROS6OI+7ReQJ/fGPRWSs5bHr9e1rReREfVu1iCwSkdUicqZl3/+KyPC+eA9ElFvcDntEjz1jLZk19jtq8mBUl4QLYPz9ksgTc+vV9+WWDEn0yXeuKvGEA79ASMWsV7MGU8E4a9nqWr349r+XZfU00/Aaw8yO45rj98Mx+w9J+Pi88ZVYsqUegThryKxrDONdtHj9ixo8v2JXSuP49Utf4IqHlwIANtW24c01NVi5owkigC8YwvuW4HTt3uQB5x0vrQEA/O2djQCA9Zbfp5EVDAzT6dIF4wEA//54G7bXt3exNxGRJu2BoYjYAfwFwMkApgC4QESmRO12KYAGpdREAH8AcIf+3CkAvgxgKoCTAPxVP94FAO4FMBfA1fq+pwP4VCmV2r9uRJTXPE4bOv1B3P3Geuxs7EipX110URnr+ixfIHxC7nHmx+SLEo8j4r7PEpRsuPVktEX1OIzuefinNzfgxVW7I6afbqtrx9o93ctg9SWjeme2rjE0zBtXhTZfMCLrBmgtVLyBkBkY2m0SUzX39pfW4HuPfYprn1oRU2nXandTB/72zqaIbVvqtCDjjrNnAABu+d/n5mMPfrAF6+IEh8Y07aeWbke7LwCHLTye/YeWYP+hJfjduTO7fM+UOuv392bLZ0RElExfnM3MBbBBKbVJKeUD8DiAM6L2OQPAg/rtpwEcK9qq8zMAPK6U8iqlNgPYoB/PD6AQgBtAUEQc0ALE3/TB+IkoB3mcdnyyuQG/f20drntmZThjmCQ15E7ShsIbERjmR8YwOvvU0hkO/Bx2m3nf6AW5eV9k0NEZp5H5Eb99Cyfe9W6fjLcnsmUqaVdmjNTWe0Zn6Yzp0tYs9vhBRXGP8dTSHbj2qZUJX8NYU2u1aL02RfiU6cPgcdpQ5A5fLHhzTY2ZXbRy6RdYOv0hvL22Fi2WjPHhkwbh5auPwLAyZgzT7cDR5QCSr5smIrJydL1Lt40AsN1yfweAeYn2UUoFRKQJQJW+/aOo544A8Kj+3+UAfgLgKgAPK6WSzo8Qkcv152C/qirgppt69o6IaMC7ePF27NaLZYz5ogiOzf/D1Ys24uC91cBbFXGfs783gKsXbYr7mNU477tAHpzYFgdDuHrRBvO+94Z3cPXSHTh0wiDgpsX4yuo9OHBPMw4ZX4UPN9WhMurncuTq3Ri6pwUHNgwFXioFAFy9aJ324E3dL4rSFybuacHVq3djUHARUJS9ffWG659F3UePoePQcdjZ2IGJg4sBn/adnV87GHirHADw03W1WLatAYUuR0wWd/iqAmDPKzHH7/QHUbe5Hldva8AZs0agotCJBz7YAiwCZgIovO0T3LJ8J5o6/DjKEuhVFbnx0GsPYEiJBydOGwoA+Nq7GxEIKviCIaxb9G8cDeBoAINLPDglNBRYzHVwfeGpUAh/XrQBh+4eBCypzPRwiGgA6IvAMO2UUk0ATgUAEakAcB2As0Tk7wAqANyplPowzvPuA3AfAMyZM0cxMCTKXy/842Ms0svjnzpjGI46YxruCryGstOn4KDDxsV9ThGAu657sctjf+3G44Ec6OHXFXtI4S7/QvP+XQCwACg9bQrmLhiHQzr96FxTA3+RG3f982McesUhGDYufEL6j3s+wNKtDdj/woNwwLRh2jE6tZ/v1Ted2o/vJLE1y3firseX4/QfHonK6uJMDychJ8LfzeeqS7A21IJl1x6P7fXtuCv0PkafNxOzDtIanq97bxPuevELzBlTgSVbGyKOc9Docpx31WExx//mPz/Ge8F9wGhg7mXzMHR0Be6yVBa9+pen4s1/L8VLq/fA2uf+wNHl+HRbIwBgi/6Z/vmmV1DicWJnY7gK6ajKArz342PS8aOgBOxK4S7fQoSOmYi5J0zO9HCIKFv88pcJH+qLqaQ7AYyy3B+pb4u7jz4ttAxAXYrP/TmAW6GtO1wE4BIAN6Vn6ESUq6zrAJ02QTDFtWSjLdOwSjwOfHj9MWarBkMuNHZPhXU95nEHhAujGGvYSj1OnDFrBBz61MHowihL9aAkXo/1dDReT4dwu4rsnkoKAIdOqMLkISXmdNIdDe3YphcasbYWadan+B40JjYzvmxbY9yWBqt2hlthuBw2eJy2mII84wYVmUHhnefOxAlThqC1M7YPqC8Yilmfmi+VfDNJROB22OBlk3siSlFfBIaLAUwSkXEi4oJWTOb5qH2ehxbQAcA5AN5U2or/5wF8Wa9aOg7AJACfGE8SkUkARiql3oa25jAEQAHI/TlcRNQrbsuJ6Lb6drPhdlcBQKEeBP7vuwuw4sYTMKysACMsFRRfvvrwPhht9vvesRPN29Zqr0C4r6O1OE2tpXCPP86J6oba7Oi3FtKHlmztabYoK3BGrDFs6vCbP1vrhZAx+sWNY/cfHPc4x/3+HbPojqHUUoHW5dCazytz/aX2/2mW4LOswInSAmdEpdGx172Isde9iE5/KGJNLhBZ4Zb6jsthg9fPwJCIUpP2wFApFQDwHQCvAPgCwJNKqc9E5Fci8n/6bv8EUCUiGwBcA21qKJRSnwF4EsDnAF4G8G2llPWM41YAP9NvPwbgSmiB6B/T/T6IKLd8aCmrv2xbI657Viu60Z2MoZExMwplfPngUdh/aGm6h5r1RpQXmAEzAByxX3XE40b/x0AwHGzsaw0Hhu+srUVDm1bYxPj53rbwiz4bb3cYGcMBEBfGVBv1BUJmtVynpQ/Llw4agXevPRrzxlfhmSsPwW/0iqJWTy3dEXG/oiicBY9+nTK9X+WMUeXmtiGlHjS2xxarMcyxZCtnj6nAny44MOG+lD5uhx3eQLDrHYmI0EdrDJVSCwEsjNp2o+V2J4BzEzz3VmgBYLzHzrPcrgFwaDrGS0S5r74t8qT1k831ALrODP323Jk4auVuTB0eDgCNaqX7DSlJ8yiz36KfHI0SjzMiCIj+ORhTSa2ZwQbL/s9+uhP72nx46BtzUV3ixrb6dry9thardzZh2ogyZFIqbUyyhbXtA6D9XEdVaIG2NTAUEYyu0rbPHlOJ2WMq8caavTh0wiD84vnPAAA7onrdWSuHuuyRr/P8dxYAAIaXecxto6sK0dwRO43UMGFwMTbedgqA7G8FkktKPI6I6sGAdgHh2qdX4NIF4zBjZHlmBkZEWSk/mm8RUd4bUR4549xoMdFVAFBW4MRX5o2GWALIVq92ojU6D8vAj6woRFmBMyLwiGY85resG2xsj2xqv7epEwAQCClUFGoZqD36tkwKRU2XzGbbGyKDuRdX7sa9evP46GAu2t8umoNLDh1r3rcu8Wz1BiJajRhraK84Yjx+fNJks/2B9XeirMCJ35wzw/wso7nsNthtwqCwn5UXOmN+9z7cVIf/Lt+F//vz+3hhBVtBE1EYA0MiygtPX3kIHvrGXPP+MD3b0cX5c1zfOnICXA4bZscp5pEvkgeG2sn/wx9uMbdFn5wOL9d+/qGQQqFLm7zSmQVT3oyM4UBYY/h5VHN7q+jpn4lcukCryGtdA7pyRyOUAk6bMQwnTBmCSn1a6fWnHICrjpoY8fyF3zsc/7h4DgBg7KAivPvjo3HxIWNiXqeqOD8KNGWb8gInGjsiZ0tYCwQZFxKIiAAGhkSUJ4aVFeCI/apx/hyt8LEx5a4n1SeP2K8a6245OWIdVr5JlpESaD/TxVvCrREaotafDS7RAsNgSKHIrWVv31xTk+5hdpuROZMBEBhee2LiFgRGcN6Vn51yAE6aOhT/XbHT7HFoTLO+5cxpuE8P+hKZMrwUx00JV6gt8TjxqzOm4bFvzsc5s0ea2+ePr0ppPJReFYUuNLRFXpRZvStccZZTSYnIioEhEeWVO86ZgWK3Ax/oxWgGQluCbOR0JP65jarUpu3OtBQnafUG4LQLputrCI3MnBYYahnDZ5ftxK9e+LyPRpwaZbaryOgwUnLJoWPxwXXH4PnvxPYhTHXKps0mOHHaEHT6Q9jb7EUgGMIjH23DlGGlvWrDcsiEKtx61jTz/pBST5K9qa+UF7oi1gPXt/lwz9vhLCEL0xCRFQNDIso7DrugQ2+xcMgEZjJ6ItlUUhHBzJFlEevN/IEQXHYbnvrWIRhU7EanXj0zqBSKXOE6aPe/v7nvBp2CYGjg9DEEgOHlBWbxn3MtGbruZDwr9ACwvs2HmhYv9rV6cd6ckV08q2tuhx3vX3cM3v7RUb0+FvVMVbELbb4g2n0BzPzlq7jxv6sBACVuByYPKUFrZwAPvL8Zy7c3ZnagRJQV+qQqKRFRNjOqOYoAlXnSnD7dHF1kpDxOu9krEtAqlDodNnicdgwqdqFVr3qprTHMnmbnZvGZgZAy1Hmcdiy94TiUFTjxoxMnY/3e7vWENLJ5P/vPKtz15VkAgOqS9GT4oos+Uf+aNLgYAPDqZ3vR1OHH/1buBgD89cKDcNfr69HmC+AmPUu/5fZTMzZOIsoODAyJKO/Ut2mFNordjgEVAGQTIyOVqGl6gctu9ioEAF9QmVnGA4aVmn0lA3pgeO+Fs3H/+5tj2or0l39/vBWLN9fjueValcauAt9sU1XsBqAFed2dtrn/UC3juGZPC5r0IkGlBTw9yAVG+5ern1gesb2swIkCpx0fb66L8ywiylf8y09EecfIChktK6hnFv/suIQBxLAyD5ZsaUBNSyd+/+o67G3uNAvW+IMh7GnuxIcb6xAMKdhsgpOmDcVrn+/FzoaO/nwLpp/9Z3XE/WzKYvY167TTrXo/w1JP/LYTNLAMK/OgssgVc8GlvMCFRRv2RWxrbPf1al0pEQ18XGNIRHnLOcCyQtmmusQNtyN+APXVeWPQ4Q/ilD8uwuOLt+OttbVmpcytdVrwccfLaxBSyszOFbhsZmXMTBsIVUn7wvq9LQC0jBINfCKCkRWx03njfb6zfvVafwyJiLIYA0MiyjvG1DlHT5oYUkqmjSjDpMHF2Nca7o9nTCX1OLX/r97ZBG8gZG532e3wB1XswfoBrxFoFq7aAwAoZWCYM4w+lEdPrsaE6iIAQInHgd+dOzNm31U7mmK2EVH+4FkREeWdI/erBqBVJ6W+Ez0d02lOJdWCv0BIob7Nh3K9eqnTLgiEQv07SACBYAghBYyp0npb3nDqAf0+hkz7z1WHAgB2NmpTeUs8XGmSK4zAcERFAR6//BA8+s15sNkEg4pjp42e/udFERdziCi/MDAkorzjcmh/+pw2/gnsS9v09WoGp/5zv+qoCRHbywu0E1S7Tcx2Ef3JF9SC0QvmjsZnvzwRlx0+vt/HkGlGkRIAGFTsTtqOhAaWgH4hZmxVEapL3Dh0wiAAMHuKRptzy+t4fsWufhsfEWUP/uUnorzjdvBPX3/Y1xpZ8GJMpZaRO2Hq0IisXJWeuXDYBIEMBIZevxYYuh02FLnzM1NmDQQHl7gzOBLqK3PHVUbcryp2Y8vtp2LL7afia4eOxdGTq83HXlzJwJAoH+Xnv4BElNeMjGFQZWY9W75wO2zwBsJTQy9dMC78mKUi7LhB2ronu80GpbTehv3RRmTF9kbsbe7EzFHlAMLfi3w3uJSBYS75+WlTcMR+1QkzhABw0/9NxcJVu/HW2loAyNsLJET5jv8KElHeKdCDEm8g2MWe1Bu3nTUdgFZs5icn7W8GYABwxqzh5u3x1VoTbmPNZ39lDc/4y/u4/OGlZsbQlefTJ42elMwY5pbqEjfOmT2yy0q7BZaLNS2d2VEdmIj6V37/K0hEeWniYK0q6fb6zPTMyxdGtvCMmSNwZdS6QmufPKN0vl3PEvb3OsMv9jQDiMxi5qNz54wEACyYVN3FnpSLrBnzlk5/BkdCRJnCuQJElHemDC/N9BDygk/PyCaaonng6HLsaeo07xv9DP2hEArQt0GaNVv8vt7ouyiPmtrHc/yUoXj9miPMCyeUX2aOKsf5c0Zh6baGiCngRJQ/GBgSUd5h8+7+UVWsTUk01hBG+89Vh0FZ1nmaGcN+6GW4eV+beXvNHq2pe6Erv/9JtNuEQWEeK3Y7cMc5M3DZg0uwq5GzKYjyUX7/K0hEeeuZKw+NWFND6XfajGEocNpxjL52LR7ruieHvsbPWGPoD4bwh9fW4YojJ6Q9mG/uCK+h2tusZS2L3Pw+EAVDIXy+uxlKqS7XJRJRbuEaQyLKS7PHVHBKaR8TERw3ZUjKFUYdUWsMn/t0J/769kb84bV1aR+bUegGALbWaf0WWYmRCGZl0lc/35vhkRBRf2NgSEREWcGYSvr9xz8FEK6MqHrRVkQphQfe34z6tsieigeNroi4P7qyEOOq4k95JcpHn+1syvQQiKifMTAkIqKsUNeqBW8fb64HAPx3+U4AgKcXU36/2N2Cm174HFc/sTzmsf2HlpgFZ+aPr+yX3olE2W7SYK19zOpdzRkeCRH1NwaGRESUFY47ILwW0R8MYcUOLWPRm3VOIT3bWNvijdje2O7Dwu8djmU3Ho/vHTsJPz3lgB6/BlEuefKKQzBrVDmWbKnvVbaeiAYeBoZERJQVJg0pwW/PmQEAEVURR5R7enxMYy1hIBguv//J5nrM+tVruOedjXA77Ljm+P1QXujq8WsQ5ZKKIhfOOnAEmjsDqG31dv0EIsoZDAyJiChrDC7VgsB9rV4MKdXaXdhtPf+nShBZ0AYAttRprSqmjyjr8XGJctlYvcWMUZiJiPIDA0MiIsoaRluKpg6/ueYwGOp5s22/nils7vSb25o7tNszR5X3+LhEuWxMZSEABoZE+YaBIRERZQ0jMNzX6jP7GQZCPV/nZDx3X6sPH26sA6AFhiJACdtTEMVVXqj9HrZYLqgQUe5jYEhERFnDCAzX720xtwV7Exha1hb+7d2NALRsZKnHySqkRAkYlYA7/MEMj4SI+hMDQyIiyhqlHi2Lt2ZPODDsTcbw0Y+3AQAGFbuxeZ+2trC5M4DSAmYLiRJxO7TTw05/z6dxE9HAw8CQiIiyhsNuQ7HbgS92h3uo9SZj+OynWi/E8kInOnxa9qOpw29mJokoloigwGlHJzOGRHmFgSEREWWViYOLsU8vPAMAgWDve6mVeBzmtLh2XwCFTmYMiZLxOG3mxRQiyg8MDImIKKtcfdykiPu9qUpqUApm9sMfVHA5+M8fUTKlBU40drD4DFE+4b+MRESUVY7cr9q87XbYelwAI2SZgjprVDn8QQV/MAR/MMTAkKgLw8o82N3YkelhEFE/4r+MRESUVUTC1UJLC5xo9fYsMPTrmcZrT5yMkRUFALSsoS8QgtPOiqREyQwvL8AuBoZEeYWBIRERZa0StwOt3kCPnmusTXTYJKL8vi8YgtPOf/6IkhleVoC9Ld6Ili9ElNv4LyMREWWtIrcDbb0NDO02FOiBYadPn0rKwJAoqeHlBQiGFGpavJkeChH1E/7LSEREWavY7UBrZ88CQ2MqqdMuKHCFM4b+gGLGkKgLI/Tp15tq2zI8EiLqL/yXkYiIslaxx4GWbmYMv/TX9/HLFz6zTCUNZww7/EH4gyE4HVxjSJTMnDEVsAnwyZb6TA+FiPoJGzkREVHWufnMadiwtwXNnQG0ertXMn/ZtkYs29aISxeMAxC5xrDNG0C7LwiX3Z72MRPlkiK3A2OqirB+b0umh0JE/YSBIRERZZ2L5o8BAPz8udVo62FV0vAaQzGrkr6wYhc6/EFMHV6anoES5bCJg4uxoaY108Mgon7CqaRERJS1ij09X2MY0NcYOuw2jKwowKTBxXh88XYAwKETq9I2RqJcVV7gxPqaVtzx8ppMD4WI+gEDQyIiylrFbgd8wRC8AS1ruKGmBa9/vjel5/r1jKHTJhARnD17pPnYsLKC9A+WKMcYU7DveXsj2n09u0BDRAMHA0MiIspaxW5txYORNbzykWW47KEl2JlC421vIJwxBIAhpe4+GiVRblJQ5u1atq0gynkMDImIKGuZgaFembSi0AUAeHbpjrj7W5txn/mX9wFoawwBwONgwRmi7rAGg6097CdKRAMHA0MiIspaxZ7IwLCqWAsM73xtHZTSshlr9jRj9c4mAIDPEhgaHDY9MHQxMCTqDmtz+54WgSKigYOBIRERZa3oqaS+QDjwm3vbG1i3twUn3fUevnTPB7jp+c/wjQcWxxzDYdP+qTN6GRJRauaOqzRvX/TPj82LMUSUmxgYEhFR1oqeSmrNCNa2eLF0a4O2PRDCAx9swUebYptxO42ppHpgOHtMRZ+OmShX/OiEyXjtB0cA0Nbsbq/vem0vEQ1cDAyJiChrlehTSRvbtSb3RkGZU6cPAwDUNHddEMMoPjNteCmuP3l//POSOX0xVKKc47TbMGlICf5xsfY709Duy/CIiKgvMTAkIqKsNbKiEE67YEOt1mTbGwjh8EmD8NX5owEAf3h9XdznvfCdBeZtY42hw27DFUdOQLlewIaIUlOkZ+7bWICGKKcxMCQioqzlctgwoboYa3Y3A9CmjLodNnNaaCKTh5aYt512/lNH1BslUUWgAEAphT1NnejwsSgNUa7gv5ZERJTVhpV5sK9Vm8K2ra4NLoety9YTLocN5YVOAOF2FUTUM0bGsL7Nh2117QCAhz/aivm/fgMH3Pgy1uxpzuTwiChNGBgSEVFWK3Q70OYLYNH6fWjzBfHmmhp4nIn/+br9S9MBAA9/Yx5OnzkcI8oL+muoRDmpyK1diLnu2VU44rdvwRsI4uPN4UJPq3Y0ZWpoRJRGjkwPgIiIKJkilx3t3iA+26WdfHb6Q2a10mj/vmweDps4CAAwfWQZ/nTBgf02TqJcFf371uELotQT3ibCrDxRLuhRxlBEvioiK0VklYh8ICIzLY9t0bcvF5ElCZ4vInK3iGzQj3OQ5bFLRGS9/t8l+ja3iLwsIqtF5CrLvvdZn0tERLmn0OVAuy8Auy188lld4janiloZQSERpU90D9B2XxDDysKZePY3JMoNPZ1KuhnAkUqp6QBuBnBf1ONHK6VmKaUS1QQ/GcAk/b/LAdwDACJSCeAXAOYBmAvgFyJSAeBEAIsAzABwkb7vTAB2pdSyHr4HIiIaAIrdDrR6A7BZshIiYjauryzSqoxeddSEjIyPKNdFZwTb9SndhmufXomJP10Ib4CFaIgGsh5NJVVKfWC5+xGAkd08xBkAHlLaJaaPRKRcRIYBOArAa0qpegAQkdcAnASgEUAhACcA46/TzQC+1ZPxExHRwFFR5EJIxZbKN05Cf3D8frho/phMDI0oL/346RVYvr0xYlsgpPDeun04bsqQzAyKiHotHcVnLgXwkuW+AvCqiCwVkcsTPGcEgO2W+zv0bYm2vwZgLLQg9G4R+T8Ay5RSu5INTEQuF5ElIrKktra2G2+JiIiyRZWeEWzQm9wbWjq1QHFkBYvLEPWnZdsaAQBnzhoesf2yh5agoc2XgRERUTr0KjAUkaOhBYY/sWxeoJQ6CNp00W+LyBG9eQ0AUEoFlFJfUUodCOApAFcDuFNEfi8iT+uBYrzn3aeUmqOUmlNdXd3bYRARUQYYU0VbOrXA8PvHTop4fBQDQ6KMuOb4yTHbNu1rzcBIiCgdUg4MReTbekGZ5SIyXERmAPgHgDOUUnXGfkqpnfr/awD8B9pawWg7AYyy3B+pb0u03eoqAA8BmA+gCcD5AH6Y6vsgIqKBxQgMa1u9AICvzBsd8fiI8sJ+HxNRvnHZtVPGoyZXm/dHVxXilauPwC//bypmjSoHANS2MGNINFClHBgqpf6iF5SZBW1t4rMALlJKrTP2EZEiESkxbgM4AcDqOId7HsDFenXS+QCalFK7AbwC4AQRqdCLzpygbzOOXwHgNGiBYSGAELSpq7xcTESUo4zAcE9TJwDAaY/8p6vAlbzZPRH13qc3Ho9VN52ASw4dG7F98tASXHLoWPz2nBkAAH8wlIHREVE69LSP4Y0AqgD8Va9UFdArkA4B8B99mwPAo0qplwFARL4FAEqpewEsBHAKgA0A2gF8XX+sXkRuBrBYf51fGYVoLK97q1IqJCKvAPg2gFUA7u3h+yAioixnBIY7GzoAhEvnnzdnJNbt5bQ1ov5QpPcyLDRaV0S1LjQu2ARCDAyJBqqeViW9DMBlcbZvAjAz9hlmQGjcVtCCunj73Q/g/gSP/cByuxNaRpGIiHKYx2lHkcuOFm8AHqfNzBD+5py4/9wQUR8qcsc/dXTYtUjRH2RPQ6KBKh1VSYmIiPpUm09rTREM8aSTKJOMCzNRCUMzY8ippEQDFwNDIiIaMJiNIMqsIlf8jKE5lZS/o0QDFgNDIiIiIkqJmTGMShmGp5IyY0g0UDEwJCKirHf/1+YAABy26AlsRNSfCvXA8LIF4yO2O23GVFJmDIkGqp5WJSUiIuo3E6tLAIQrkhJRZjjtNmy5/dQ427WLNgFmDIkGLGYMiYgo6xnT1DzsWUiUlex6Nt/PAlFEAxYDQyIiynpVxS6UFThx0+lTMz0UIopDRFDosqPNG8j0UIiohziVlIiIsp7bYceKX7B1LVE2qy5xo7bFm3SfmpZOVBS6zCqmRJQ9+FtJRERERL02uMSNmpbOhI8HgiHMvfUNXPvUipSPube5E7saO9IxPCLqAgNDIiIiIuq1wSUe1DQnzhj69MI0zy3fldLxAsEQ5t32Bk7+43tpGR8RJcfAkIiIiIh6rbrEjZokU0m728ri8cXbAQBNHf5ejYuIUsPAkIiIiIh6bXCpG63eANp98QvQ+LvZymLNnmbtuCXuXo+NiLrGwJCIiIiIem1wiQcAEk4nDVgyhqEU2loY+7d0stIpUX9gYEhEREREvTakVMvsJZpOas0Y7mtNXr0UCK9J7PAHu51tJKLuY7sKIiIiIuo1I2O4pzl+ZVJrcFf//+3dd5xcdb3/8fd3d2Z7zWazZNMJ6SSBENIIhCLSQe61IWK5+OOKeFXEAopcLu1yL5Z7RVEBFUERuAiCEkoAEUJACC0hhZCy6ckm2d5mp3x/f8yZ2Znd2T6z7byej0ceOXvmnO98Bw5h3vl8S1OrxhRkJbzutpWb9P7e2rhz9S0BjcrNSFJPASRCMAQAAEC/jS1ygmFt4u0lAjHDR6saWztt5+6Xt3c4V9fsTxgMm1oDyvKkKy3N9La7ANphKCkAAAD6rSDLq9yMdO2v7b5iWNOUeKVRaxPPPUw0z7A1ENLsG57VxXe9qiM9GJoKoGsEQwAAACRFbqZHza3BhK/FblfRWcVw9dbDCc83++PbfG93jaZf/3T4eE+tbnhiQ1+6CyAGwRAAAABJUd8S0ENv7k64ZUUgdo5hgmC4/VCDLvv1Gwnbbd/eX97bF/fztkMN+u6j69TiTxxKAXSPYAgAAICkiFT2/rpuf6evSdKOw43RY38wpE/+6jWd/qO/d96uU4Wsb/HrgdcqZNpNKdx8oF4Pr92t5zcd7E/3AVcjGAIAACCpYvcsjGhywt24omy9t6cmen7dnlq9saOqy/b+8+nNkqRr/7ReP3hig+55ZUf0te+ePTMJPQZAMAQAAEBSRBYHbQ10HNIZqfotmFSsisON8jnXBLvY7P6Oj8+TJO2qapIUHjLa3oyj8qLHXa12CqBrBEMAAAAkxWNfOUlS4oDW6MwTnFNeoJCVZlz/jCRF5wWeN2+s1t/4UT31teXRe/KzvPr+ubMkSftrm1Xd1LHd3Iy23dcO1bM6KdBXBEMAAAAkxXETipSTka6Xthzq8FqDs+XE3HGF0XP+YEi+QHhRmi+fMlX5WV5letKjr48pyNTxE4skhecRVjd23OZielm+Mj3hr7R3vrhVVz/8brI+DuAqBEMAAAAkTVNrUOv21Ko1EIo7v6+mWflZHh1b3hYMG32BaMUwyxv+WpqR3vb1dOKoHJUXZUuSfremQq3B+Da/eNJkFedm6INbztGEUeHrHn9nb/I/FOACnu4vAQAAAHqnuTWoDE9byDvS2KrSvEwV5nij5+pb2oJhpFLo9bQtOVqSmxGtKL70Qccq5HXnzIoexwbKYMgqPc10uB5A56gYAgAAIGnOnzdWUsdN6X2BkDK96XHnHn1rTzT4RSqG3piAZ4xRVrt7JGn22AI9/80VccEzdggqcw2B3iMYAgAAIGnOnF0mqeOm9K2BUFyQk6S7XtqqIw3hBWUioTE2GHYmP8ujY8bkxZ3L9Lbdt+z2F3rfccDlCIYAAABImkiFL7JvYYQvEFRmu9DnD1q9s7vauS9SMex+CKgnwTXNMe8XspK1nW+DAaAjgiEAAACSJicjHAxb2g0lbQ2E4qp6EdsONciYtjmC2d50nTm7TPd98cToNetv/GjcPZ60ju1sPlAvqW3VU4aTAr1DMAQAAEDSZDsVw6/84W0d872V0fOtwVDcAjERe6ublelJkzHhKqAxRvd8bqFOnTEmek1+lldPf/1k3fKxYyVJly+f0qGd7549U+cce5QuWzpJkrToNoaTAr3BqqQAAABImmynYljZrmLn87fNMVxz7enyB0NaccdLClklXGCmvVljCzRrbIE+u2RSwtevPHWqJOmFTQf7033AtQiGAAAASJrsdiHPWitjjJpag9HXInsTetON/EGrLE/3wbCnRuVmRI9rm/0qzPZ2cTWACIaSAgAAIGlyMuLrDntrmmWt1eEGn0rzM+Nei1QK87OSV6s4bkKRLl08UZK0tbIhae0CIx3BEAAAAEmT1y7kXffYetW1BOQLhDoEw+wUBENjjK445WhJ0sZ9tUlrFxjpCIYAAABImrzMcMgrzvGqOMer+pZAdIXQDsEwIxIMkzvcc3xxjtKM9Ng7e5PaLjCSEQwBAACQVC9/+zQ9/80VWjq1RI2+gDYfqJOUIBg6FcOjCrKS+v7paUbzxhep0Rfo0fWtgZAu/Nlqrdl2OKn9AIYTgiEAAACSamJJjkryMpWX6VGDL6CvPviOJGlMu2DY2BoObtOPyk96H6aX5am22d+ja/fVNGvdnlpd99j6pPcDGC4IhgAAAEiJ3EyP9te2RH8uzYuvDO6uapYkzShLfjAsyslQTVPPgqGzhaJC1ia9H8BwQTAEAABASrTfy7AgO/EiM9PL8pL+3oXZXvkCIbX4g91em+YkQ3Ih3IxgCAAAgJRoDYSix8uPGS0TKc21037uYTIU5YQXtOnpcFKJYAh3Y4N7AAAApEQo1Ja0POkdQ+GfrlyqfTUtnQbG/ijKDm90X9XYqrJuFreJvL0lGcLFqBgCAAAgJc6bNzZ6vOVAfYfXT5g0ShfML0/Je48vzpYk7a5q6vbaSDANkQvhYgRDAAAApMQ/LRivV75zmiRpX8wiNANhSmmuJOnHq7b0+B4Wn4GbEQwBAACQMuOKsgflfQuywnMMNx+o73YBmsiQV2Ih3IxgCAAAgJRJSwsP04wdVjrQbn1qkx78x65OX48UCikYws1YfAYAAAAptf22c6MBcSB9ZvFEPfiPXXrg9Z3RnxOJDCFl8Rm4GRVDAAAApNRghEJJOmPmmB5dF4mDzDGEmxEMAQAAMCLlO/MMIx78x664LTQiohXDAekVMDQRDAEAADAi5WfFz5r63uPrtWrTwQ7X2ehQ0gHpFjAkEQwBAAAwIrUPhpK0r6a5w7lQdPEZkiHci2AIAACAEWlUbkaHc80Jtq4IUTEECIYAAAAYmXIyPMpIj/+6u7uqY8UwEghZfAbJ8OyGA1qz7fBgd6PX+hQMjTGnGmNqjTHvOr9uiHntbGPMB8aYrcaYazu5P9MY87BzzT+MMZNjXrvOOf+BMeYs51ypMWa1MeZ9Y8zHYq59whhT3pfPAAAAgJHv8auWaXpZXvTnP76xS1sr6+OuYfEZJNO/PvCWPnPPPwa7G73Wn4rhK9ba45xfN0mSMSZd0s8lnSNptqRLjDGzE9x7uaRqa+0xkn4i6b+c+2dL+rSkOZLOlnSX0+Ylkn4paZGkbzjXXiDpHWvtvn58BgAAAIxgc8oL9dzVK+LOnffT1XE/UzEEkj+UdJGkrdba7dbaVkkPSboowXUXSfqdc/yopDOMMcY5/5C11met3SFpq9OmX1KOpExJQWOMR+GA+N9J7j8AAABGoN98YaF+f/liSdKx4wrjXmOOIZLhjR1V+uy9w69SGNGfYLjUGPOeMeZpY8wc59w4SbtjrtnjnGsvep21NiCpVlJJF/c/qHBoXCXpNklfkfSAtbapqw4aY64wxqw1xqw9dOhQbz8fAAAARojTZ5Zp+bTRWjR5lDxpJu41a+N/B/riv5/ZrNVbw3MLrzx16iD3pvf6GgzfljTJWjtf0p2S/py0HiVgra211p5nrV3ovPcFkh41xtxjjHnUGLO0k/vuttYutNYuLC0tTWUXAQAAMAwUZHtV2+yPO9c2x5BkiL752Ysfau3O6ujPZfmZg9ibvulxMDTGXBVZbEZSnrW2QZKstSsleY0xoyXtlTQh5rbxzrn2otc5w0ILJR3p4f0/kHSrwvMOV0v6vKQbe/o5AAAA4F6F2V7VdQiG8b8DvfXD57bE/Xzu3LGD1JO+63EwtNb+PLLYjKSQMydQxphFTjtHJL0paZoxZooxJkPhhWSeTNDckwoHOkn6uKQXbXhH0SclfdpZtXSKpGmS3ojcZIyZJmm8tfYlhecchhReQCq75x8ZAAAAblWY7VVNu2Boo3MMSYY9dfNfN+rRt/YMdjeGpPxMj8YUZA12N3rN08f7Pi7pSmNMQFKzpE87wS5gjPmqpGclpUv6jbV2gyQZY26StNZa+6SkX0t6wBizVVKVwgFS1toNxphHJG2UFJB0lbU2dhfSWyV93zn+o8JDWK+VdIMAAACAbozK9aqpNajm1qCyM9IltVUKiYU90+AL6Nerd0iSJpXk6Ir71+rFa05VcW7GIPds8Jw1p0zPbjioF65ZodF5w28YqdTHYGit/Zmkn3Xy2kpJKxOcvyHmuEXSJzq5/1aFA2Ci1z4Zc1wpaVmvOg4AAABXO7o0vKfhrBue0V++ulxzxxfGVAwHs2fDh8/fVre59alNqm7ya/OBei2dWjKIvRpcRdkZOqogS1NL87q/eIhK9nYVAAAAwJA1bUzbF/fnNx2UxNzC3moNhqLHG/bVSpIyPKazy13h4bW7daCuZbC70S8EQwAAALjG5NG50eMsb3goKXMLe8cfaPvn5Q+Gj1v8oc4uH/Gu+sPbg92FpOjrHEMAAABg2PGmt9VFsrzhYyqGvdMaDHY4d7jBNwg9GVy3PrVRr249MmI+OxVDAAAAuFKGJ/xVmP0Le8cX6Fgd/PpD76ricOMg9Gbw3PPKDm3cX6eiHO9gdyUpCIYAAABwlTsvOV5SeOsKiYphTx2sa9Hka5/S79ZUJHx9X01zwvP3vbpDl9z9egp7NriqGluVm5GunzrP1XBFMAQAAICrzBpbICl2Y3uSYU/8/vWdkqRH1sbvX/iFZZMlSY2tHYeYStKNf9mo17YfSWnfBtPhhlZdML9cF84vH+yu9AvBEAAAAK7iSQuvoBkMhYdEsvhMz9z54ta4n689Z6auOm2qLls6SZLU6At0ef+tT21U5TBfuVMKPy//8ZcNceciCxkNZyw+AwAAAFdJd4JhwFlRM+TeBTV7LFF4/tLyKfKkp6myPhz2vvHwu/IFgvrUiRMTtnHPKzu043CT7v38wpT2NdUefWuPfvtqRdy5TO/wr7cN/08AAAAA9EIkGEaGkFIv7F77BWdWTC+Vx1nhtTQvM3r+3ld2dNmOPzj8U/j6vbUdzmV5hn/FkGAIAAAAV4lWDJ1Jhswx7Jo/GNKm/XVx5+74xLzosTFtm9t/WNnQZVvedNPl68NBdoJhoyNhKCnBEAAAAK4SrRg6wZA5hl27beUmXXzXmrhzmenxQei3XzgxehwZWpqIPzj8/1nvr+34+Vr8iRfeGU4IhgAAAHCVdNO+YjiYvRn61lZUdzgX2QMy4rSZY6LHgaCVLxDU3S9vU2Vdi7Ji5t9tP9x1RXE42F/brEklOcpIb/tctc3+QexRchAMAQAA4Crp6ZFVSSMVw7bXRsIcuGRLNHSyfTCUpGvOnC4pPB/xhj9v0G0rN+v2pzerrCBLkvTZJRO1p7pZNU2tuvBnq7Vy/f7UdjxF9tW0aMHEYn1wy9m67eK5kqgYAgAAAMNO23YVHecYjoQv+MmWndEWDK8/b5Zuu3hudDhurMmjcyVJp/3wJa3dWSVJenbDAe2uatIXlk3WBfPKZa103E2rtG5Prb7yh7cH5gMkUW2TX/trm3VUYZaMMZrifOajS3MHuWf9x3YVAAAAcBVPWrg20uqstBkfDEPKzxqUbg1ZJbkZ0eMZR+Xr5GmlCa+LrSJuO9So4hyvqpvCQyzHFWVrVnlBajuaYu/vrdX5d66WJJUXhh+SpVNL9Kcrl+n4CUWD2LPkoGIIAAAAV8nwpCknIz06Lyx2KCkVw47GFrUl5cwutmVoP7x0xfS2ALlgUrHyM+NrUqNjtrkYDu5/rSJ6XBLT9xMmFSstQQV1uCEYAgAAwHWKczJU1dgqSbIxOxn6AgTD9mIX58nqYiP3QLsVR+eUF0aPjx1XELethSQdbvCpurFV979WER3Wmwr1LX4FkjB39ECdL3qcnzXyBl6OvE8EAAAAdGNUboaqmsLBMBSTGVr8LD7TXmyo6mq/vjqnAnvB/HL96BPzleFJ0+YD9crP8kQrjY9/ZZlK8zO1/L/+Jkm6+K5XVXGkSXmZHv3TgvFJ73t9i19zb3xOX1g2WdPK8nRUQZbOmFXWp7Yq69q2qcjP8iari0MGwRAAAACuU5yboWqnYsjiM10LxFTzuhowGVmA5czZZdFhpT/65Py4a46fWCxJ+v65s3Tryk2qONIkSdHqbbI9/OZuSdKqjQd135oKSVLF7ef1qa1D9W0VwzH5w2sYbE8wlBQAAACuMyrHG60Yxs8xpGLYXiBo5UkzuuVjx+qYMXmdXnf8xGK9+f2P6ML55d22efnyKdHVYaXwxvepGMa7+UC9pPAWGhE1Tb0PocGQVVVTq5ZNLdHXz5im8qLspPVxqCAYAgAAwHXCFcPw0Ecqhl0LhKyKczP02SWTOswTbK+0h5W0tDSjUTGrnd77ynbNuP6ZpFYOgyEbrfIdbmir9v11Xcf9E2ub/F3uYdngC8ha6fSZY3S1s1/jSEMwBAAAgOuMyslQgy8gXyCo2GVPWlh8Jo61Vn98Y1fcMMpkiQ2GR5xA+IFT4euvFzcf1NTvrdTftxzq8Nrbu6rjfrbWav5Nz+nqh9/ttL1GX0CSlJc5cmfiEQwBAADgOkVOKNld1aTrHlsfPc9Q0ngfVjakrO1E21XsPNKYlLZ/+OyWhOfnjS/sEHIPN4RDaaJKYkQkGOYSDAEAAICRI7Kn3mvbq+LO/8eTGwajO0PWa9uOSJJ++dkTkt52olGpz208mJS2E21+8e8XzFZepkfNrW1V4Z+s2qITb32+2/bqWpyK4QjcpiKCYAgAAADXiVR+DrerHtU7lSGEvb2rWuWFWTr72KOS3vaEUTmSpDsvOV6XLp4oSXpxc2XcthB9Fbvf/GkzSiVJnvQ0edPTtHZntd6sCP+FwP++8GGP2otUGUsTVDlHCoIhAAAAXCc3M7yvXqq2SRgpapr8Ki3ISknb3z1rpv7wpcW6YH65br14bnT+3h3PftDvttNiypE3XjhHc8cV6ry5Y6NzDj/xy9f0/t7advd03l5lfTislqXon8VQQDAEAACA60RCSI2zKTsSa/QFlJvR+ab2/VGY49VJx4yO/jxrbL4kqbWL1UF7Kujsvbjq6lM0qSRXf/m35XGL3UjS+Xeujvs529v556ys8yk9zaikXRsjCcEQAAAArhMZSlpLMOyUPxjS2p3VamwdmJVaf/Kp4yRJ08vy+9WOLxDUnuomfWrhBE1r19Yz3zhZlyyakPC+Jn9Q1iaanSgdrGtRaV6m0roqKw5zBEMAAAC4Tl6CYHhBDzZmd5O/ba6UJH1woG5A3m9cUba86UZ1/QzrL31wSHUtAZ09t+O8yJlHFeiWj82N/nzchKLosbXSNY+8l7DNg/U+lRWM3PmFEsEQAAAALpTjDI+MDSFlzubsnVWN3GZXVZMk6Q9fWjwg72eM0TFj8rVhX51Wf3hYf35nb5/a2bgvHGSXxwxTjZWeZqLDRjPS07Royqjoa48leM9QyGp3VZNK80fu/EKJYAgAAAAXys1w5hg2tS0+4/WEvxoHQgRDSdpb06ycjHQtmFg8YO+5cFKx3tlVrc/++h/6RhcbznelrsWv/EyPvOmdR53IUGJPutEj/7pUd126IPrajU9u0K9X75C1Vr9evUM3/XWjdhxuVEH2yN2qQpJG9qcDAAAAEkhLM8rJSI8bSprhBAl/MNRlqHCLvdXNGl+cLZNow8EUWTi5WA+8vrNfbdQ2+1WQ7e3ymshfCKxx9mk859ijNGV0rnYcbtR9ayokSXPKC3TzXzdG7/GmjexnYmR/OgAAAKATuZkexRYHM72RYEjFUApXDMcVZQ/oe84bX9TvNuqaA90Gw/ZVYWOMLlsyKe5c++0srlhxdL/7NpQRDAEAAOBKkQVoIiIVw0AStksYCfbWNGtc8cAGw/ZbSrT4e7ci6gOvVejvWypV2Idhn59ut1rpLU9tivt5amler9scTgiGAAAAcKXIJvcRWc6CJL4AwbDBF1BNk1/jinIG9H3z24X1+pZA3M/PvH9A8258ttPA+IMnNsgftCrI6rpieMfH53U4l+VJvI/h0qNLdM2Z07tsbyRgjiEAAABcKSNmHuHU0lwVOsMPG3yBzm5xhZ1HGvX8pvBWFWMLB3Ylzvb7BB6q96k0v22biC///q2484cbwr/PuP4ZnXRMSfS67qZFfmLhBFXW+zRrbNs+h7HvvWjyKL1RUaUzZ5fpns8t7M9HGjYIhgAAAHCldCcIeNKMXrjmVL30QTgM1be4Z9P76x5bpz++sVubbjpb2c4WHl998B2td+bXleRldHV7yl332Do98dXlkuK3EfEFgvrqg+/o+U0H9eD/C2+n8erWI9HX/+WkKd22fdVpx3T62iNfXqp3d9do0qiBrZgOJoaSAgAAwJXSnLKSJz38e74z/LCuxT0Vwz++sVuSdPNTG2Wt1U9f+DAaCqWOc/4Gwq0XHxtdCOa9PbWqrGuRJG2tbIhe0+gL6vlNByVJT63bH3f/jRfM1uKjS9RXkcLhcROKVDwIn3+wUDEEAACAK0WCYbrze0FW+Ktx+3ltI9WOw43R47d3VquuOaAfr9oSd81Ar0oqSZcuDofCl7ZUandVsxbd9oI23XS2Ho/ZfP7Niqro8V/e2xd3/9x+rGy68msnD3qVdLBQMQQAAIArRYaSRuaWRSqGbhlKumbb4ejx5gP1+shP/h79edqY8Aqchd1s+5BKOd62GtasG57Ruj21ynK2FIldMbR9hXdqaW6f33N2eYHKCgZ2XuVQQcUQAAAArpQWM8dQkvKdimFDHyqG7+6u0bbKBv3zCeOT18EU21vdHPfzoXpf9PiByxfrqAFeeKa9nHarxr667bAWTirWmxXVHa79zOKJOm3GGG05WK+iHHdW/PqLYAgAAABXcqYWRiuHORnpSjPhoaRNrQH5g7bHFbOP/fxVSdL588cqs5NtD4aavTXNKi/M0l+/drIW3Lwqev7mi+YMeiiUwv8+Ylkb3nuyIMsTrRIeP7FICycV61tnzVCmJ11nzi4bjK6OCAwlBQAAgCtFh5I6cwyNMcrL9Ki+xa95Nz6nT/xyTY/b8jopc92e2m6uTJ1GX0B1vRgG+8GBes0cW6BRuRl66Iol0fOzywtS0b1eO8bZUP7bZ82InsvJ9OjRK5fp3y+YrS8tn6K7Ll2g7583e9iE8aGMiiEAAABcKboqacz+dflZXtU0+xUIWW052KD399bq2HGF3bZ17LhCvbOrRmsrqnXi5FEp63NXVtzxNx1uaFXF7ef16PrG1kC0IhqZUyhJo/MyO7tlQH3rrBk6Y1aZTpleqqff36/399apIMuj6WX5ml6W330D6BUqhgAAAHCl9ovPSOHhlU+827bK5fl3ru5RW1lOxepIg6+bK1PncENrr65vbg1FF3MpiQmDQyUY5md5dcr0UknS2MLw6qjji92zr+BAo2IIAAAAV0pUMUwkFLJx4TGRZn9QUrgKN9CONPjiFlzxB0Pypndf//H5g3FDMB+6YomslXIzh15EiGyb0Z8VR9G1ofdvHQAAABgAaQkqhonU+wLdLkLT4gTDBl8wOZ3roVDI6oRbno8719QaVGF2OBj+ZNUW7a5u0o8/eVyHe1sCQWXHLPCypB+bwqfat8+aoamlufrILBaXSRWGkgIAAMCVoquSmq6DYSAY6rataDAc4D0Q6xNsrdHcGu5LdWOr/veFD/XY23u17VCDGn0BnXrH33TO/76iYMjKH7TRIbBDXW6mR5ctnSxPDyqh6BsqhgAAAHClSKUwvZOK4ZzyAm3YVyd/0HZ4zVqr6ia/RuWGh3C2+MPhMTKkdKDUNHecV9jkDGddvbVtA/szfvR3LZtaooojTZLahry23xIC7kXkBgAAgCtFKoWxwfClb50aPY4swuKPqRiu2nhQ7++t1f2v7dSCm1dp55FGSW2BsNnffXUxmWqaOlYof/rCh7LWKhCK78uabUeixyv++2+SpJI8NoNHGBVDAAAAuFJ6gorhpJK2VS+PLs3V37cciguG/+/+tXFt7DjcqEkludGhpL4BrBhurazXC5sOdjj/53f3adGUEnU1QrbaCZRlBYO/kT2GBiqGAAAAcCWToGJoYtLU0c4G64FQx6GkES3+kEIhK18gHB6rm1r1f2t3y9rO70mWs//nFf30xa1x5y46rlyS9L3H1+uhN3ZJil/Jc/tt5+rlb58mSSrNz9SiKYOz5yKGnj4FQ2PMt40x7zq/3jfGBI0xo5zXKowx653X1nZyvzHG/NQYs9UYs84YsyDmtc8bYz50fn3eOZdpjHnGea+vxFx7d+y9AAAAQE9F1jHpbPGZMfnhoaStgc6Hh9a1+KOhUJIO1vn07UfX6dkNHSt5yZYosJ43d2z0+L09tZKkx686STddNEerrj5FaWlGE0ty9Lt/WaQXrlnRo20t4A59Gkpqrb1D0h2SZIy5QNLV1tqqmEtOs9YeTnhz2DmSpjm/Fkv6haTFTrj8d0kLJVlJbxljnpR0sqTVkm6T9Kqku4wx8yWlW2vf7stnAAAAgLt50sKhqLPtKjKc0BQZSpqoCljV2Krqpo4LwOyraU5WNztVkOVRXbtVSSMbwsfKy/Doc0snx51bkeA6uFsy5hheIumPvbznIkn32/B/Xa8bY4qMMWMlnSppVSRkGmNWSTpbUo2kHEleSZH/cm+W9OV+9x4AAACulOUNr8jZfoP7337hRPmDIXmc/SwilTlfgsrh7U9v1u1Pb5YkFed4o3P3WnuwxUVftPiDMkbypqWpqbXjfMYsb7omjMrW7qq2YNrdPo2A1M9gaIzJUTi4fTXmtJX0nDHGSvqVtfbuBLeOk7Q75uc9zrnOzv+fpMskvS7pDmPMhZLettbu60//AQAA4F6RrRraFwJPmzlGkvT69vAqni9vOaQDtS16PsFCL7Fit6rYtL9O1Y2tKs5N7qqfx930nEbnZerPV53U6dzHh69Yql1VTbr75e26+PhxSX1/jFz9rRheIOnVdsNIl1tr9xpjxkhaZYzZbK19uT9vYq0NSPqMJBljvJKelXSRMebHkiYqXH18sv19xpgrJF0hSRMnTuxPFwAAADDCZDsVQ38n1b28zPBX5TvbLfDSmZaYrSqeeHefmlqDuudzC/vZyzbBkFWLP6Q91c2qrPNJkm66aI6WHF2ij/6k7et2eVG2youyteTokqS9N0a+Hs82NcZcFbPgTLlz+tNqN4zUWrvX+b1S0uOSFiVobq+kCTE/j3fOdXY+1lck3S9piaRaSZ+SdE2iPltr77bWLrTWLiwtZRw1AAAA2mQ7FcPOhn0WZnt71V56uyGbayuqtP1QQ9JWKI3dmuJ/nt8iSZpTXqDpZflJaR/u1uNgaK39ubX2OOfXPmNMoaQVkp6IXGOMyTXG5EeOJX1U0vsJmntS0uec1UmXSKq11u5XuBL4UWNMsTGm2Ln/2Zj2iyWdr3AwzJEUUnjoanavPjUAAABcLzKU1NfJpvSFOV0Hw/PmjdVvv3hi9OfIthC/uuwE/dvpx6i6ya/Tf/R3/efTm5MSDg81+KLHz208KG+60eyxhZKkX1y6QL+67IR+vwfcqz/r014s6TlrbWPMuTJJq40x70l6Q9JT1tpnJMkY82VjTGSxmJWStkvaKukehauAcoak3izpTefXTe2Gqd4g6VZrbUjhwHiypPWSHujH5wAAAIALRYaSdlYxLMjy6mtnTIs7d/15s/TG98/Qx08YrxsvmKM5Ywuir/3hS0t07Tkz9dHZZZpU0rZ34N0vb9eLmysTvkcwZPX4O3vkD4b0zq5qTb72Ke2vTbyiacXhRmV60nTWnDJJ0vETiqNVz3PmjtVZc47q4ScHOurzHENr7X2S7mt3bruk+Z1c/8uYYyvpqk6u+42k33Ty2tUxxy0KVxQBAACAXosOJe1in8IrV0zVT1/4UFJ49dIzZ5dpTH6WfviJ8FdefzCkk6eN1r8sn6LS/Ex9ecVUSdKU0Tlx7VQcaUrY/ksfVOrqh9/Tpv31qmsOr2j68V+8ptH5mXrsymV6ecshvVFRpeXHjNaOw42aXJKrNGffxSVTmUOI5EnGdhUAAADAsBOpGPoCHbd9iMjyhgfYFeV49fb1Z3bY+sGbnqYHLl/c4b4FE4t1+swx2lXVpJ1HGrVpf13C9v3B8BDTlev368L54WU89tY0a29Ns6Z+b2X0ul+8tE3TxuRpyujcaL+XEQyRRARDAAAAuFJORvircKL9CSOMMaq4/bxet22M0b2fW6igtfrUr17To2/tUV6mRzdeOCfuukZfeIP6PdXN0cDXmQ8rG3T8xCJdfeZ0LTm6RIsmj+p1v4DO9GeOIQAAADBsZWeEvwp3NZS0P9LSjLzpaaprCYe/+9ZUdLgmdkGZH63aEj2OVCrbs1YaW5itT544gY3rkVQEQwAAALhStlMx7GzxmWTZWtkQPb7/tYq41zbsSzzEdEZZvn5w/mx9ZvFEvfKd06Lnrzjl6JT0ESAYAgAAwJVynKGbSdpmsFPlhVnR4xue2KCqxtboz82tAc0pL9DRpblx99Q0+3X58im67eK5mjAqR187/RhJ0oRR8YvaAMlCMAQAAIArRVYlTbWH/3WpbrqobW7hsttfiK506guElOFJ0yQn8EX2Qqxp8se1cfWZ07X55rOV1c08RKCvCIYAAABwpUzPwHwVnjAqR59bOlnbbjtXktTiD+nHznxCXyCkTE+arj9/tr555nR9+6wZkqTa5vhgaIwhFCKlWJUUAAAArmSc/QCPm1A0IO+XHrNYTCSUtgZCKsj2amppnr52xjRVO8NMDevKYIARDAEAAOBar3znNBXnZgzY+9116QJ96//eU1NrUAfrWsJDSdPbKpfFuRm65szpmjm2YMD6BEgEQwAAALjYQC/mcu7csfKkGV3xwFt6dethtQaCymy3NcW/nTFtQPsESMwxBAAAAAZUUU64QvnNR97TtkONKsz2DnKPAIIhAAAAMKCKc+KD4JdPmTpIPQHaEAwBAACAATRldPyehRNL2JsQg49gCAAAAAwgT3qa/nTlssHuBhCHYAgAAAAMsNF54XmGn186aZB7AoSxKikAAAAwwCaV5Orpr5+saWPyBrsrgCSCIQAAADAoZrFXIYYQhpICAAAAgMsRDAEAAADA5QiGAAAAAOByBEMAAAAAcDmCIQAAAAC4HMEQAAAAAFyOYAgAAAAALkcwBAAAAACXIxgCAAAAgMsRDAEAAADA5QiGAAAAAOByBEMAAAAAcDmCIQAAAAC4HMEQAAAAAFyOYAgAAAAALkcwBAAAAACXIxgCAAAAgMsRDAEAAADA5QiGAAAAAOByBEMAAAAAcDljrR3sPgwIY8whSTsH6O1GSzo8QO8F9+H5QirxfCHVeMaQSjxfSKWR8HxNstaWJnrBNcFwIBlj1lprFw52PzAy8XwhlXi+kGo8Y0glni+k0kh/vhhKCgAAAAAuRzAEAAAAAJcjGKbG3YPdAYxoPF9IJZ4vpBrPGFKJ5wupNKKfL+YYAgAAAIDLUTEEAAAAAJcjGPaAMWaCMeZvxpiNxpgNxpivO+dHGWNWGWM+dH4vds7PNMa8ZozxGWO+1V07cLdkPV8x7aUbY94xxvx1oD8Lhp5kPl/GmCJjzKPGmM3GmE3GmKWD8ZkwtCT5GbvaaeN9Y8wfjTFZg/GZMHT04fm61Bizzhiz3hizxhgzP6ats40xHxhjthpjrh2sz4ShI1nP10j5js9Q0h4wxoyVNNZa+7YxJl/SW5I+JukLkqqstbc7f8AUW2u/a4wZI2mSc021tfaHXbVjrd044B8KQ0aynq+Y9r4paaGkAmvt+QP3STAUJfP5Msb8TtIr1tp7jTEZknKstTUD+oEw5CTx/5HjJK2WNNta22yMeUTSSmvtfQP9mTB09OH5WiZpk7W22hhzjqQbrbWLjTHpkrZIOlPSHklvSrqE72DulsTna0R8x6di2APW2v3W2red43pJmySNk3SRpN85l/1O4QdJ1tpKa+2bkvw9bAculqznS5KMMeMlnSfp3tT3HMNBsp4vY0yhpFMk/dq5rpVQCCm5f4ZJ8kjKNsZ4JOVI2pfa3mOo68PztcZaW+2cf13SeOd4kaSt1trt1tpWSQ85bcDFkvV8jZTv+ATDXjLGTJZ0vKR/SCqz1u53XjogqayP7QCSkvJ8/Y+k70gKpaJ/GN76+XxNkXRI0m+docr3GmNyU9ZZDEv9ecastXsl/VDSLkn7JdVaa59LXW8x3PTh+bpc0tPO8ThJu2Ne26Nh+MUdqdPP56uzdoYVgmEvGGPyJP1J0jestXWxr9nwmNwejcvtqh24V3+fL2PM+ZIqrbVvpa6XGK6S8OeXR9ICSb+w1h4vqVESc3QQlYQ/w4oV/lv6KZLKJeUaYz6bou5imOnt82WMOU3hL+7fHbBOYthK1vM13L/jEwx7yBjjVfhf9B+stY85pw86Y4ojY5Qr+9gOXC5Jz9dJki40xlQoPETmdGPM71PUZQwjSXq+9kjaY62N/A3oowoHRSBZz9hHJO2w1h6y1volPSZpWar6jOGjt8+XMWaewlMqLrLWHnFO75U0IabZ8c45uFySnq8R8R2fYNgDxhij8LyaTdbaH8e89KSkzzvHn5f0RB/bgYsl6/my1l5nrR1vrZ0s6dOSXrTW8rftLpfE5+uApN3GmBnOqTMkDatJ9UiNZD1jCg8hXWKMyXHaPEPheTpwsd4+X8aYiQr/pcJl1totMde/KWmaMWaKs3jWp5024GLJer5Gynd8ViXtAWPMckmvSFqvtrlb31N47PAjkiZK2inpk9baKmPMUZLWSipwrm+QNFvSvETtWGtXDtBHwRCUrOcrdsiCMeZUSd+yrErqesl8vowxxyn8t6QZkrZL+mLMJHy4VJKfsf+Q9ClJAUnvSPqStdY3kJ8HQ0sfnq97Jf2zc06SAtbahU5b5yo8Fz9d0m+stbcO1OfA0JSs56uzdobbd3yCIQAAAAC4HENJAQAAAMDlCIYAAAAA4HIEQwAAAABwOYIhAAAAALgcwRAAAAAAXI5gCAAAAAAuRzAEAAAAAJcjGAIAAACAy/1/vKSGNqvtAt4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Mostra\n",
"fig, ax = plt.subplots(figsize=(15, 9))\n",
"ax.plot(df.index, df['relativo_percentual']);\n",
"ax.axhline(y=0, color='r', linestyle='-', lw=0.5);\n",
"ax.set_yticklabels(['{:,.2%}'.format(x) for x in ax.get_yticks()])\n",
"ax.set_title('10 Year Treasury Note Yield Index (^TNX) / S&P 500 (^GSPC)');"
]
},
{
"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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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