Prophet Algo 2_15_pub.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from fbprophet import Prophet\n",
    "\n",
    "\n",
    "import requests\n",
    "import json\n",
    "from pandas.io.json import json_normalize \n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#urls\n",
    "d = dict([(\"BTC_2h_url\", 25)])\n",
    "BTC_2h_url = 'https://min-api.cryptocompare.com/data/histohour?fsym=BTC&tsym=USD&limit=2000&aggregate=2&e=CCCAGG'\n",
    "BTC_6h_url = 'https://min-api.cryptocompare.com/data/histohour?fsym=BTC&tsym=USD&limit=2000&aggregate=6&e=CCCAGG'\n",
    "BTC_12h_url = 'https://min-api.cryptocompare.com/data/histohour?fsym=BTC&tsym=USD&limit=2000&aggregate=12&e=CCCAGG'\n",
    "BTC_24h_url = 'https://min-api.cryptocompare.com/data/histohour?fsym=BTC&tsym=USD&limit=2000&aggregate=24&e=CCCAGG'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#requests\n",
    "\n",
    "BTC_2h_response = requests.get(BTC_2h_url)\n",
    "BTC_6h_response = requests.get(BTC_6h_url)\n",
    "BTC_12h_response = requests.get(BTC_12h_url)\n",
    "BTC_24h_response = requests.get(BTC_24h_url)\n",
    "\n",
    "\n",
    "if (BTC_2h_response.status_code == 200):\n",
    "    BTC_2h = (BTC_2h_response.json())\n",
    "    BTC_2h = json_normalize(BTC_2h['Data'])\n",
    "    BTC_2h['time'] = pd.to_datetime(BTC_2h['time'], unit='s')\n",
    "    BTC_2h_noIdenx = BTC_2h.set_index('time')\n",
    "if (BTC_6h_response.status_code == 200):\n",
    "    BTC_6h = (BTC_6h_response.json())\n",
    "    BTC_6h = (BTC_6h_response.json())\n",
    "    BTC_6h = json_normalize(BTC_6h['Data'])\n",
    "    BTC_6h['time'] = pd.to_datetime(BTC_6h['time'], unit='s')\n",
    "if (BTC_12h_response.status_code == 200):\n",
    "    BTC_12h = (BTC_12h_response.json())\n",
    "    BTC_12h = (BTC_12h_response.json())\n",
    "    BTC_12h = json_normalize(BTC_12h['Data'])\n",
    "    BTC_12h['time'] = pd.to_datetime(BTC_12h['time'], unit='s')\n",
    "if (BTC_24h_response.status_code == 200):\n",
    "    BTC_24h = (BTC_24h_response.json())\n",
    "    BTC_24h = (BTC_24h_response.json())\n",
    "    BTC_24h = (BTC_24h_response.json())\n",
    "    BTC_24h = json_normalize(BTC_24h['Data'])\n",
    "    BTC_24h['time'] = pd.to_datetime(BTC_24h['time'], unit='s')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>time</th>\n",
       "      <th>volumefrom</th>\n",
       "      <th>volumeto</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9837.86</td>\n",
       "      <td>11417.84</td>\n",
       "      <td>8938.7</td>\n",
       "      <td>10836.45</td>\n",
       "      <td>2017-11-29 12:00:00</td>\n",
       "      <td>139590.31</td>\n",
       "      <td>1.442467e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     close      high     low      open                time  volumefrom  \\\n",
       "0  9837.86  11417.84  8938.7  10836.45 2017-11-29 12:00:00   139590.31   \n",
       "\n",
       "       volumeto  \n",
       "0  1.442467e+09  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BTC_12h.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc_intervals = [BTC_2h, BTC_6h, BTC_12h, BTC_24h]\n",
    "first_dates = []\n",
    "last_dates = []\n",
    "for df in range(len(btc_intervals)):\n",
    "    last = len(btc_intervals[df]) - 1\n",
    "    first_dates.append(btc_intervals[df]['time'].iloc[0])\n",
    "    last_dates.append(btc_intervals[df]['time'].iloc[last])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#NEED to iterate over everything else\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  elif np.issubdtype(np.asarray(v).dtype, float):\n",
      "INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a875cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a8f8b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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BAGz5RTin+mK88Nd14DkWWkaHc6ovTjJ945QtkiShz8ehsCh/iI/R6HIFwGRrUWjRo9vDgrZkYaLViNFav2Q1UtOX63pXyzmSUyc1zejHjQ//lNWQT2eoxvjzT35NJexS4j2akArjcR0UTYK8+eabUVtbi08//RQ5OTmYMWPGkL8/++yzuOqqq0BRFKZNm4bJkyfj4MGDSpo06hRm6VWpmaxGkBcGxj/raeSadDjQ5YY3yKMwS48AJ6C21YFtTXZsa7LDczIFwxPkcbjHh1zjQI55rpHBwR4POEGEKErY3+VGdoRpeVZDci3eams+B8exEAUBPMeituZz5JgGdOcvXoqnX9yE1Xfeh6df3JR0DnJIBxhIsxAlwBWM39FCkiQc7fUi62S+craBxuEeL0RRGpX1U0pDKU01+afW80T8y6yO3JrEPwJBXShWpAcA3d3dKCwsRHNzM1asWIGtW7fCZrMN/v22225DUVER1qxZg66uLixatAh1dXXIz8+PqkmK9NRBq92PfV1u5J8cxuEKcDDpaEwvsGB3qxOgAJuBgTvAIyAIWFhsRZPdBz8rIstw6ouLXi+LqfkmGGga9Z0uFFpG3kQdvV1J7yDfdt0Vg7vEqQTCieLwcyi1GTGzMHanDbuPxdZG+5A3iW4PiyVlVhRE8DkSLC9Cpx2dwj7yWlAHZB3UAVkHdUDWQR2MtXUY9SI9ALj66qsxZ84cXHrppfjTn/4Em82GdevWYd26dQCABx54AF9++SXmzZuH6upqPProozGD4/HA7z84rErNZDQkSUKj3QeL/tTObraBQb+Pwy82NcCg1cB2cic4y6CFzcCgttWBfh83JDgGgBwjg6O9Xuzv9iDHOHL3GADeaOhLypdIu8QbtjcnpRGN4TpmHY12VyBuu7djvb4Rw06y9DQOd3vw+w8OxX3eACfg0+N9ONzjgSCOfK5MXwOZ1lSTf2o9T8S/zOrIrUn8IxDUhaIB8meffYb9+/ejrq4O1dXVAIDVq1dj9erVAAZyVt5//33U19ejoaEB119/vZLmqIInNx9RpWYyGu4gD3eQh2HY+OcCsw7v7O2AYVggyNAaTMgyoMA8sn0fraGg12pAU4ja9uzNffaEbQsxf/FS3HT7zwZ3jl/ekX4njEg6DK1BkBfx8aefY+3ataipqRnxmH4fix5vcMSHAyNDwxXk8eTmo6hrc2Jrkx07WxzgBXGERpvTD0GUcLzPi62N/SMGlWT6Gsi0ppr8U+t5Iv5lVkduTeIfgaAuxndPNYIidLiC0EaYbBepp3Eif8/WR945lotQK7e9tdsVSbU4sHsH7rv5m+BYFjqdDps3b0blGWeixxNEi8MPHy/CFGVUdmjX3OHnoNVQ6PfxaHMGThY8DsALIo73+2EzaKGlNfAEeXx2og/5Jh20Ggqak2shSVLcNSAQCAQCgRCfsTOpgKAKBFFCs8MfsZhOjYTykQGk1Pc4EQ7U1oBlWQiCAJZl8dT6v+GOex/Emx9uAUNrUGjWwRJlmEho19yi18LA0MgzMjjc6wUXtovc4wmCF6TBThkWvRb5Jh1YQYSXFeA82YvZExRk941AIBAIhNMREiBnmH/ffo4qNRPV6PUEwQtixB1kAHjsmwvStmU4D1xUmvJjQx0tOp77yWBHi3SI5N9ZXzkXDMOApmnQNI1X/vU8nv/Do7jnpm/iUF38QoBwTS2tgShKaLH7AQzsCh/p9SF7WCcPWkPByNAw6WhY9Frcf+kc9HiCSAe1Xpty6ajJFiU0iX+Z1ZFbk/hHIKgLkmJBSBheELG/24Nsw9i5bBZXnQOG0YGiaVCMDour5L9JL1iyDI/8/VUcrN2KttZmvPfqCxBFYUhAnsxoa9vJwsUSmwFeVoCX5SN29wjHxNBodvgxOc9E0iwIBAKBQEgTsoOcYS59Kr0dTKU0E9FodQYQ5IURxXnh3P1KXdq2DOfhD1pTfmyoo0XR934nS7u3aP6dufQsXPdfP8Y1134XDKMDTdPQMjpYc3LjjrYerhnanW/s9+NEnw/GGOc7xP0b6+HnBLgT6MkcDbVem3LpqMkWJTSJf5nVkVuT+EcgqAsSIBMSIsAJONTtQY5xZCcKtRMKipXqhQwAJh2NbAMzosWc094/YmhJItiMDI73edHtCQ5ppxcLrYZKO82CQCAQCAQCSbEgJMjRXi9oDaLmHo8lejxB1He6Ud/hxr5ONxYUZ+NHX6mQTX/+4qVDgnGG0YHHwNCSRFM8BnKMNYBEJZwykaXXotkRwJQ8M0mzIBAIBAIhDeg1a9asGW0jkmH9+vVYtWpVRp7L7XYjKytLVk1JAqqm5qlOM5aG08+hocONPJMuocCrssSali3DCfg8WFhRkJYGL4podbP47ZZj+L9PjuODw7040O1GkBexvdmBq+ZNGDHIIxrJ+FdUXIIzzz4XJWWTcOtP7466ix1JU6+loU9ict78MhucQQ5FWXroE0jLGE6sayDV14Jc17vS17gcOjU1NfjnP/8JrVaLsrIyRWyLtQ5qOtdKaKrJv+HrMN78U0JTCbuUeI8mJM9YW4dE40hFR00rARk1nXm2NfUjwIlRW5UpTbKjpofzen0HnvzsBDysgFKrAZfOLcKyMhtmFFjQ4vTj28/vwk/PnYzrF6feLUMt9HlZTMk3YVp+7NHXyUJeC7GpqalBdXU12LBe2FVVVbI/D1kHdUDWQR2QdVAHY20dVDFqmjCSpb/+UJWa0TSCvIB+H5dwcHzLs+n1Gd5bux3PPvW7IcVsP3vjRMp6PlbAE5+dQD6AdVfPw8bvL8HNS8tROTEbOq0GU/PMmDchC2/s64w7LhpI3z+lNEMa2QYtWuwDo6+DvIDjvV7UNPYP6ascDbVem3LpKGnLli1bhvTC3rJlS8ZtU9O5VkKT+JdZHbk1lbCLQFASkoOcYbrd8hdRyaEZTcMd4JFMNqvdx6VsQ2ioB8exYBjdYNcJZ2BgAMarezvQ2O/DD8+ugEmXWArBOwe74WUF5DMaLCmzRTzm8soJ+N8Pj6C+w435xdkx9dLxT0nNkAZDa2D389jf5UarIwBgYLhL+7DpfJFQ67Upl46Stixfvhw6nW5wB3n58uUZt01N51oJTeJfZnXk1lTCLgJBScgOMiEm/T4uY4V5oaEekTo+cIKIP3/RiJf2tOOGF3fjaK83rp4kSXi5rh0zC8wxj7toRj6MjAab9nWm7YMaMDEatDkDyDEyyDfrkGdicKjHm9AuMiE2NTU1Q/4boqqqCps3b8bDDz+sWHoFgUAgEDIHCZAzTGVJ7B3K0dKMptHtCcKkS/yLhilxgtFYhIZ6hHoIhzo+TMrRo6bJDleQx01nlsEd5HHji3uwsb4DfIygb1ebE8f7fPjmguKYdpl1Wlw0owAfHO6Bl43dRzgd/5TUDNew6LXIM+lAn/xgo6U1kCQJbc5ATA21Xpty6aSrMZhn3HkU1dXVEYPke++9N6XgWA3+ya0jtybxL7M6cmsqYReBoCSkSC8GYy3xPFVqamqwZcsWLF++fMibO8uL2HykJ+4UNznZW7t9xNQ5R28XHttux7ZmO/5z6zI4Azx++Z9D2NbsgJ7WYHaRBfMmZuOiGfmYU3Sqkvaetw9ge7MD79yyFIY4HSr2trvwg5fr8IuvTscVlRMU9XE04AURrqCA5dPywNDJfy4+XV4LsVi7di0eeOABCIIAmqbx8MMP4957782oDWQd1AFZB3VA1kEdjLV1IEV6KuXejXtVpRnaFXv8044Ru2LuIJ90P92nPz6asi3AQA/hm27/2ZB2aH/b1oVPjvfhohkF0NIa5Jl1+OOVlfjtN2bj6vkTwYsSXtzdhps21OGt/V0ABnodf3ysD5fOLYKBoePaNW9iFibnGvFGQ+w0i3T9U0oznoaW1kCUJLQ6/FGPUdu1KbdOuhqhPOO8i+9IKc84FmrwT24duTWJf5nVkVtTCbsIBCUhAXKGeXF7i6o0Q9X3lgVfG1F9b/ezoJNMP/7wZIAai+GdKiJ1rgjny8aBfsUXzzzVC1lDUbhgWj5+dv4UPHftQnyw6iwsLrFizfuH8ZeaJmys74QoSrhm/sSE7KIoCpdXTkB9pxtPfX4iajpCIv4lixyaiWjYjAyO9HrB8pHTUtR2bcqtk65GKM/YsuBrsucZq8E/uXXk1iT+ZVZHbk0l7CIQlIR0sTjNCe2KARixK9blDibcLSJRhnequPPBR/D4r+4b0bki/HgAyNMjZoeJLIMWT14xF49sPopntjVDQwFVFTkosxkTtu2KuROwu9WFf9S24rmdrVhabsOty8pxhsyDT0YLrYYCJGB7sx3T880osOihGQeTETNJVVUV8MbbpAiPQCAQxjlkB/k0J7QrBmDIrhgniHAFeBhSmMgWi+GdKj56982onSv21m7H6pu+BwBw1GxCw64dMbUZWoNfXjQdt509CRSA7y4qSco2i16Lxy+bgzd/sBT/dVY5Gvt9+Okb+9DjUa49UfgueibIM+tAYaCA8ZPjfWiPkXIRDZYXsavVgQAnyG/gOKGmpgZr164dUchHIBAIhLEBKdKLgRKJ512uAIqyDarTHK5h97HY2mRPukCv3xtErjn6Y0I7yDzHQhu2gxz6d/gO8rNP/Q5/fr8WmgtXQ3rhp7jtxu/iptt/NkRreEFfiAAvDAnu49kViRaHH9c+vwtfmZyDx74xJ2WdaITOhaCzgGY9I3bPkyEVu1hehCPA4YJp+TAwdMzrKPy1cKLPi11tTkyyGbGo1BZzFzrSdcUKEiRJgigN7GobGRomHT3YdSMRnVSQ67UXTyeVqXqJ2hbrnpQp/0ZLU03+DV+H8eafEppK2DXWisPGK2NtHUiRnkqpb3WqUnO4ht3HgU6yQA8AjnXH7k88f/FSPP3iJqy+8z48/eImXPXd7w/5d3iAuLjqHGDW+dC5e6B1dgy2fQNOBZdPP/4IbrvuihE7sMN3vuPZFYkymxG3nlWOj472YcuxvpR1ohHaTWcKJo/YPU+WVOzSaTWgKKDfxwJI7DriBBFHen0ozTagx8vhWF/s5w3X9AR5bG1yYHebA3vanajvcGFXmwNfNPbjw8M9qG1xRJ1mqMQ1nq5OtF3iVKbqqdE/OSH+ZUZDTh25NZWwi0BQEhIgZ5hb/iH/7rccmsM1ur1sSvnHv3nnQNxjhneqiNS5AgAsFXMhFc9GYW4R1g0Lnoenarz96ksxC/0SsSsS1y8qwbR8Ex77+Cg8QT5lnRDhBYmhvs+F1/xySN/nVEjVLjOjRcvJiXuJXEftzgBESYSW1iDfPFD01+2O3l85XLPDFYBWAxSY9Sgw65Fv1p38WYd8sw7d3iDcwch9qJW4xtPRCe0SP/DAAyO6v4Ty+mmaTrjbhdr8kxviX2Y05NSRW1MJuwgEJSFFeoQR8IIIp59DnomRTTNWOkQkfKyAe94+CJtRC/DiiMeEgkseLDQ0jTdf+RcEgY9Y6JcOWlqDX1RPx00b6vB0TVNaWpFGaT/94ib8aisnq83JYNLR6PYEE8on5gURh3u9yDEMXBcaioLNwGBPmwtnVdDINkS/XgRRQpPdH/MYLUWh18PGPEYtRNolDqVRhPL6I/UWJxAIBMLYgOwgE0bgDPAQJSnpHsjRiJcOMRxJkvDQB4fRaPdh7SWzIx4Tnqpx2be+C0HgIxb6yUHlxGx8a2ExXt7TDgDodKdWtBdplHb4LvpoEZ5mEYt2VwCCOLB7HEKv1UCv1eCLE/1o6HDBF2USYb+PBSeIMceWW3RatDj8UdMs1ES8XeJ0puoRCAQCYfSh16xZs2a0jUiG9evXY9WqVRl5LrfbjaysrPgHJkFhlgHzSuVtGyaHZmGWAVMLzTjS48H+Lg9MDA2dNvnPTzlmHaYWWob87p2NG7Dt8y0QBQGQJJSUTcIZS6MHDi/sasO/drfj9nMqcMnsIhikAGaV5o04rqi4BGcsrYLVloN3X38FkCRoGR1u/endKCoe2sEikl3JcEaxFd2eIA71ePCPPe1oc/gxrcCc1G4nTdN4u2YvkF0IJuActDNd24D0/KNAwRPksagsJ+p15HC6cMQpIluvHVFMp9NqYGJo9PlYHO/zQZSAXCMDiqIGr80DnZ7BY6NBayg4AhwmZBmgH3YLcrxcAAAgAElEQVScXNe4HK+9wiwDLjmrEhdeeCGmTJmCBx98EFVVVRBEaaDzS5ypjenYFuueJKd/ar1HqcW/4esw3vxTQlMJu5R4jyYkz1hbh0TjSNLFIgZjrTIzHQ53e3CszwuGpmA1MNDItHsMDO1cQeuNuOSRDSguLcUPlpaPOHZniwM/2liP86fm4dGVs0FRFBy9XbDlF8VM00g2hSNVOlwBvLCrDZsaOlGcbcCG7y1KeKfdE+Sx8pkaBHkBDy8x4KJzzlLMzmTp9rBYPi0PxgjBXZAXsOPACXiYLBTE6ZQhShJ6vSym5psxo2AgYPexPD451o8CMxP3XPX5WEzPN2NynnmorijJ3rOZE8SUxm5HwhXgUN/ugocVcMG0/JQ+XCbC6XRPUjNkHdQBWQd1MNbWgXSxUCkV97ytOs1+H4sVv/sE+WYdcoy6hIPjbk8QzfahfXSv/tMXgz+HPnuF0iGu/9mDmHT3i9jULODPXzYNdoYI0etlcf+7B1FmM+LBFTMGg6mbNxyNm6YRrdAvkl3pcPvztfif5VNx1wVTcbzfh70d7oQfu6GuHV4eYBgGG9qNEE+eHzlsS1eDoiTMfuC9Ib8TRAnNdh8+PdaHbncQeSZdXB0NRSHfrMORHg/aHX5U3PM2Ol1BaCgk9EFiIM1iaNGfK8Bhyn3vgBMiTwBMlPDXiZ8TsLXRDn8KvZzDdQRRwrFeD7440Q9elCBBQp93ZApOvL7IctwX5Lq3qPEeJZeGnDpyaxL/CAR1QYr0TnMkScKBzoEgL5ldY14Qcdtr9ehyB7Hu6nmonHhqyp2X5XHXvw9gX5cbi0qtWFZuQ46lAm/oBAT9ItasmI4Xd7fh1x8ewfyJWcg16SCIEh547yA8rIA/Xz0PZt3QS3NI/i6G5u+OBhdNL8DjW45jU0MnFsSY8BfCE+TxQm0bzp2Si+pp+Vjz/mFs2NOO685IbpiJUljCzrckSejxBHGgywMfJyLXqIXGqE34+tBQFPJNOtR1uAAATXY/rIbEbjV6rQZOLwtPkIdFrwUviNjbPqDT7gxgUq4pSc8i0+9l0eUJ4mCXG2eU2pJ+/JEeD/p8HJx+FiKAPJMOtIaChqLQ7AhgovXUBMdU+iITCAQCYXQhO8inOV3uIJyByIVVsXi1vgNNdj/0Wg1+8sY+HA/rh/vjTftQ2+rAeVNycbzPh//bchz3v3sIeSYdnr/uDHxjThEeungmvCyP//3wCCRJwt+3N2NHixN3XzAVU4d9vQ6c6lpB03TaLdHkwKSjsWJmAT443ANPlNZk4Wyoa4cryGPVsnKsnF2Icybn4qkvGkfswI8WodSKTlcANU127Gx1QquhUGjRDSnKSxQtrUG2fiAoDvBCUqkMGgx8mwAAR3t98LIDu7xHer3g09xFDtHqDKDIokeHK4DeGJMSh+/8uk++Vpr6fRAEEXkmHQrN+sG8bJOORr+PG7IznUpfZAKBQCCMLmQHOcNUzypUjaYgSjjQ7YHNyGBxRU7EYyLl9roCHJ7Z2oylZTbcVz0NN79chzteb8Afr6wEo6PR0OHCry+Zha9OLwAAtDr9ONrrw1nltsECpql5ZvzoK5Px+0+P45HNR7GpoRNfn1WIy+YUjbBhQbEJ8xefgadf3JRynnE0/5IlXOeKuUXY1NCJDw734Mp5E6M+Jnz3eHbRQCHD/dXT8K3nd+GhDw5j0aT0bZPDv/llVuxqdcCi16IoyQmKkTAwNBaW2wYD5USx6Gm0Ovyw6Ggc6/Oi0KLD4ooccKKITlcQpTnG+CIRCL1OApyAfh+LQoseGgqo73Tj3MnMiA8CkXZ+C6bPw/wyK3JipJtoKKDXE0RZzsBud6jjRUgnUl9kOe4Lct1b1HSPkltDTh25NYl/BIK6IEV6MRhriefJ0mz3YV+XG4VRCq8i9e2dv3gpfv/pcfxrVxte+O4ZmFFgweEeD1a9shc+TgAF4Ndfn4WvziiI+/yiJOGHr9VjZ6sTk3KMeP66MyIOJwkV6akNSZLw7X/ugomh8dy1C6Me97ftzXj6yyY8f93CwQAZAN7a34U17x/GV6fn41dfmzmic4OayPQadHuCYGgNjIxmcCoiy4sI8CLOm5oXcyx1PNqdfuztcA0WHPZ4g5ieb8bU/KFdQNauXYsHHngAgiCApmk89NBDWHbNrbDo6Ji76gFegCQB50w51XmlpqZGlr7I4/2eNFYg66AOyDqog7G2DqRIT6Xc/NwOVWiyvIhD3V7knmxT9sjb+0ccE6lvb6vDjw172nHZ3KLBLgUzCiz4/eVzUWo14isTshIKjoGBXNU1X5uJ6un5eOwbs6NO7vvDZ+1J+zecSP6lq0NRFK6YOwENnW4c7R05cpkXRGxrto/YPQ6xcnYhfnruZNQd78OPNtbDGeCiPu9vtxzDJX/dhpV/3YaVf9uOy/++Aze+uAd3vrkfj2w+grtfrZPVN7lIVVOn1UBDnRoZ/sjb+6HTauDnhZiT+2IRep20OAIwM6d2tXONOhzu8Y7oBT281/HiqnPACiIee+9gzOcxaGm4WWEwHQOI3xdZjvuCXPcWtdyjlNCQU0duTeIf4XQj3cJrpSEBcobZfLB71DUFUcK+ThckSRrcCatttI84LlLe7x8+PwGGpnDb2RVDjj2jxIqN31+CpgiBYiwmZOnx6MrZEfOOQ9S1+5LSjEQk/+TQuWR2IbQaCm/s6wQwsHu45VgfHvzPIaxYvw0/2tgAQZJwW9WkEVoUReH6xaUwaSjs63Lj5g11aHeODP4OdLmxYU87Sq1GLC3PwdIyG+YXZw2kIjj9ePdgN451eQa7YsjlmxykqmkzMLCG9ZgO6dgMDA71eCGKyfu6+WD3YHqFkTl166M1FCw6LbY22vFlYz96PEGIojQ4Ee/hhx/G5s2bUTJrIfRaTUI+0RTQ7Uk8kJfjviDXvUUN9yilNOTUkVuT+Ec4nZAkCXXtrpQ6CWUKkoN8miGKEho6Xeh0B1EYJ8801J4tlPdLFc/CR5/VYXXVJOSb47f8Oh2wGRlcMDUPb+/vRreHxRcn+hHgRWTptTh3Si4unJqHsyblxB0e8acr5+HOf+/H7a834IXvnjGkH/HTXzYhW6/F7y6bA0uEfN73Dnbjmc1HsKfNhUUyN+JXG3qtBs4Ahz1tTkzM1iPbwMCkoxPuRW33saAitJwz6WiYdDR8rICdLQ5kGRicWWZFVVUVqqqqwAkiPjrSi9wEx69n67VotgcwJc8s20RKAoFAGC84Azz6vKyqJ6eSAPk0Qjy5c9zuCsQNjkPMX7x0sCDux5saYDNq8R2VtCZTC1fPn4gPjvRiT5sTK2cX4oJp+VhSak2q+8OiUit++43ZuO21ejzx6XHcWz0dALC7zYkvm+y445yKiMExAJw/NQ/PbD6Cdw92j/sAGQDyzTq4gzy6O4IAKOQYGSwttyUUiLY6AzDF+LASCpTtfhZ1bS4sLrOB1lDo93EQpcRbITK0BnYfhzZnAAUWHfTa5KfrEQgEwnil3elHQMW7xwAp0ovJWEs8j8f+Lhca+/0oNOuS3tXa1+nGjS/twe1fqcD3zyxTyMLIqLVIL5wudxAFlsSHrETjyc+O4/naNjxx+Vx8pSIHt76yFy0OP9646cyYu9APvHcQn5+w4z+3LpNlitvw7iVqXoNuD4uzK3JgNcbe3Q3yAj460ouCBK//bk8QZTYj5k7Iws4WB/ycMKI/dywCvABXkAclATaTDuVWAyZaDWntKI+3e9JYhayDOiDroA6SXQdeEPHR0V7wooTlU/NgSuK+KgekSE+l/Gtb86hoCqKE5hjB8fsnc2ij8dftzbAatPjmgujtzBLRSYVPjjnT1pDLrmg6RVn6lIPjcM3bqiowLd+Ehz84jHcOdmNPuwu3LCuPm6JRbGTgDvL4srE/JRvC7Rg+tXDjC8/hX3//y4jphclopkssHa1mIJgdDi+I2NXiwI5mO+ranHjyo6MR0yuiUWDWocnuw6FuD3q93ODOc6I+GbQ0Cs16FFj04AURu9tdQ/qFhyPHfUGue8to3aMyoSGnjtyaxD/C6UKvl4UgJjecbDQgAXKGue/1+lHR9HMCJEQPDv6y5VjUxx7s9uCz4/34zqKSuDtosXRS5R87e9LWkMsuJfwLae6t3Y4X1j2B75VzcAV5PPifwyjJNuCKyglxNT5s6ESOkcG7h1I/VyE7wruXcGwQjz1wF57785MRR3wnqpkusXSy9Fq02P0jctl6PEF0uoMI8iIcfg5//ugobIbEcoiBgddKgVmPo72+IaOyU/HJyNAotOhwsNuDxv6RRaep3BcCnIBD3e7BgkW57i2jdY/KhIacOnJrEv8IpwvNDj/MOvWHnyQH+TTBzwkpf7X7123NyNJr8e0F5KsspRjec/rK376Kl08I+K+qSQlPoVsxswCv13cMjmlOlVD3Eh4sQFEQRBGSKA62+hvNEd+RYGgNggIPV4AfTLOQJAnH+3zINmiHFDwmM9EPGOhwUZSlgxz7HJqTAfe+Thc0FFCek/rYbEGUUNfuRIcrCBNDDw4lSYUgL0Cr0aTVW5pAIBASwccOFOcVWvTwcWz8B4wiJEA+TXAHeNApvP8d7vFgy7E+rDqrPK2gS030eVmIGNh109MamHRaaEc5OBjScxos8pu34tUbVqMiN/HA5+szC7BhTzs+OtqLy+bG33WORnj3EmtOLh7/1X3gOFYVI76jEUqzCAXIrgAPV5BPuBg1FnJ+DUhrKHQcrMPLz3yKZWefi3mLzxz8myRJCX2IlSQJh7rdsPs5TMzSY3+XB3lJdpVx+Dn0eYPocAXhCfKgaQ0qcoyYmG1I2icCgUBIlC43q/rUihDjI+IZQ/z1hiWjounwczEntd1zyeyIv//nrjaYdTSuXZjY7nE0nXS445zYec+JELLLFeCQZdBi3sRseFkBPZ4gmu1+5JqYhHYXlfDvnktmQ9/PDO7aahkdlpx9TlLB8T2XzMbcCVkosxnw7sHulALkcN/Cu5dMmzUHn29+D+dUX5z07rFc5yueTijNYlr+QFu1FocfumHrmSlbYrG3djtu/+6V4DgWG9b9Hn984XXMW3QmbrtwGjxBAVmG+LfkVod/oNjWMlBPoNVQONDlwTM3LE7IBneAR02jHVrNQNeOAosevCihsd+Ho71e3LdS/mtcjvueXPfO0boHZ0JDTh25NZWwizC2EEUJjXYfrAnc59TA2LByHDFPgTZciWg6/BzMMXaApxaOHNQhSRK2Ndlx3pRcZCeYuxlJJ10m5aa/Czi10IwgL4IXJSwozoZJp4VFr0VRlh4WvRaHuj0J9XZWwr+phWbkTh7aczrZQHRq4UBgePHMQvx1WzNqGu2oqshJWiMS8xcvRfmkSSl1sZDrfMXTCU+zMDAatDr9yDMNXc9M2RKL4d8U1G37AovOXIYpBWZ0eQLIMlhiPt4d4HDM4UZeWLGtzcig0x1EudWYkA3trgC0GiA37PxoNdTgvx0+Fk4/F7crSDLIcd+T6945WvfgTGjIqSO3phJ2EcYWdj+HACcge4x8G63+LOlxxrJHNmdck+VFsIIYM43g1udGtjxpdvjR5+NwRkniN7ZIOunyP282pq1x63M74QhwWFhiHdFSZmK2HhKkhCbRKeFfSHP+4qW46fafpZTjG9K4ct4EFGcbcMemBvz49YaII7DjacRjb+12PPvU7xIq2JPrfCWiE0qz6HQFQYEa8TVeJm2JRqTplABw14Y6NPf7Y04I9AZ57O/ywGoYmRKUa2Rw6R8/h93Hws8JEKLoCKKEZoc/5gfee1/Zi2aHPwXvoiPHfU+ue+do3IMzpSGnjtyaSthFGDtIkoTDPR6YdWOnJ/zYCOMJaZHqKMfdbS4AwKIkAmQ1Mz3fjIIIOal6LY1ymxHtzgByTGN7QmChRY9XbliMl+va8bftLfjOC7uw6qxJuGVZuSz6w4sJn35xk2qK9kJpFpSGUu0OxfDplOHnLiiIcAa4iNcgy4vY1eaEVkNFbPkX6n29rdkOgAIkCXlmHRaV2oYU3/X7WPBxPiwDA2kc0/PNcdsLEggEQiL0+zjYfRyKstL/RjhTkB3k04CBADn5pPjaVifyTAwm5ST21a3SSJKEDlcQXpZP6nGe4MDxU/OifzVeZjOBi7F7N5bQaTW4fnEpNt20BBdOy8f6rU042O2RRXtIisDJrhZqYSDNQkKAE2QZlqIU0b4p0NEadLgCI44XRAl7250IcAJMcXZfCsx6FJh1KLDo0evl0DpsJ7jZ7o85STAETVFod460hUAgEJJFkiQc6vHAoh9bH7jV+y4yTrluqfxT6OJpOgIcmDgtLL46Z2R+6e42J84osSbVHi6STrqcNyUbwMDs9mKrHgA1YoY7L4hwB0YGzpIkwcsJuHpRCTQxds2yDFrkmXWDwXQ0lPBPDs1IGlYDg/urp8NmZPDYx0fjppAkYke0FIF0NBMhUZ0sPQ1rlPSBTNuSrGaWXotWZ3BIekSoY0WPjx2SM5yIXbkmBge7PYPfIPk5AV2eYNyvOL86pwhWgxYn+n1RUzWSRY77nlz3ztG4B2dKQ04duTWVsIswNuj3cXD6uaQmkaoBMmo6BuNljOXWJjsEQUzq69J2ZwCXPbsDdy2fim8n2MFCKUJjjrs9QZxdkQuTjsbBLjeaHQHoaAq8COhpCma9Fg4/N6TYrs/HotRqwJwJ2XGfp8/LYnuzXZbWYGrirf1dWPP+Yfzyoukpt38LHzU9fAz1eGM0/ev2BHFmmQ35Fj0kScLBbg9O9PkGO1YkO/Lb4WeRZ9ZhYYkNTf0+HEywGDVky6ISK4pI67cRjJf3hrEOWQd1EGsdJElCTZMdvCCOCJB7vCzOm5JLRk0TBvjGHz/LqKYkSXAFuLhfOd/18p4h/97VNjDeOdn84+E6cvDQ+y3wsQKsRgZW40A7tsqJ2TijOBsVuSacXZGDC6bnY0mZDTlGBv2+gebjvCCCAjA135zQec8xMjAyNIK8GPUYJfyTQzOWxiWzCzF/Yjb++HkjXAEubTuSKSaU63zJfY6iFRoOH7MdqRBRyWvAqKXR4hgo1tvX6UZj/6ngOFGNcKwGBm3OAHo9QRzv9yWUmx3Ssei0OBZh6l8qyHHfk+vemel7cCY15NSRW1MJuwjqp8/LwuEbe7vHAAmQM07DycK3TGkGeBGiJMVtzH28Z2i3g91tTmTrtZiaP7QXb7wOBsN15KDJHoSH5TE1rC8wRVEothkxvcACq5EBRVGgNRQWllhhYGi4Ahz6/BxmFVqg19IJnXeNhsL0fDPsfi5qOoIS/smhGUtDQ1H4+QVT4QxwWFfTlLYdyXzpJNf5kvMcxQqCE8mxVvIasOhpdHmC2NPuRIvTjwJzYsFxNLsoioLNwKCu3ZVwbnZIx6Sj4fRz6HIHk/AkMnLc9+S6d2b6HpxJDTl15NZUwi6CuhFFCYe6PchSadF0PEiAPM5JtUBvV5sTC0uyhwTWieyuhR+baCuwRGBoDfITSH3QaTVYXGqFKA10NShJsDdsiGKrAdMLzOjxsgm1fRsNUjm3MwstuHr+RLy6twN//PzE4C57Ktz91gH87M194GUsasxkplesIDjZHGu5oaiB9nS9HhaFZn3K4+HDMTA0RElKqDhvONkGLWpbHNjZ4oibn08gEAjhdLkDcAX5uMXFamVshvVjmEIFWpzE0vQG+YTC4xzTqcKmHk8QLY4Arp4/dILd8CEHtTWfj/iaPcfEyN4KLFtPY1q+eUi7qliYdFosmzQwJCNUmJfoeaeogV1kADjS40GhRT/kQ0L4eZKLZDSjndtENH50dgVcAR7/2NmKl/a045r5E/H9JaWDbcUS0WjocOHjY30AgD9/0Ygfnzs55vHRNHlRQkOnC3vaXNjT7sLedhfOn5qHB1fMSEonGUIaoSA4NLUwPAiO1YZNTltiaQ4fcJKKxnDiFfhF0zFoaRiyaDgDHD473o/pBSZMy489zCQSctz35Lp3ZvoenEkNOXXk1lTCLoJ64QQR+7s8sCU4ZEyNkCK9GIyHAoD6dif6vFxCI2xD/OdQN+5/9xD+cd1CzCnKGvx9KDjjuYHAIlrg++xTv8PTjz8CURBA0zRW33kfbrr9ZynZL0oSmlra8I2lszPak3WgqbkXx3q9CeeAZgI5zm1jvw/P7mjBewe7UTkxG3/71oK4jwkVh9391n7saHFi+dQ8/Ht/Fx5dORvV0/MTet4gL6KmyY5PjvXh0+N9cJ7sOlKRY4SBoXGkx4O3bl4asVe13Kip0DAZW5It0pMTUZLQ7WGxsDgbJTZ1tH4cLcbDe8N4gKyDOoi0Dkd6BgqM82IUBZMiPcIQfv/B4YxqOgI89AnkHW7Y3jz484d7joCBgGDL/iHHhHbXVt95X9TgeMP2Zlm/pnYFeHx+wp12cJzseacoCjMKzCixGeAIK2wLP09ykYxmtHObjEZFrgm/+tpM3HHuZNS1u3C014u9tdtxz1MbYqZtNNv9+PhoH66ZPxH3XjgNlROy8Kv3D6MxRiFXyC5JknDH6/X4n3/vx8dHe3F2RQ5+s3IWPli1DK/euASPfH0WBAl4Y19XTJ1UGe5fOlML5bwGQh86X6g5HjdtKdJjw1Nt5LIrmo6GopBvYlDf4YrYUjEWctz35Lp3ZvoenEkNOXXk1lTCLoI68bE8jvV6YZNxXP1oQALkDPPk5iMZ0xRECd4gn1Bhzss7WgAMvOluaWgC11iH279z5Yg37PDAIlIu7Ms7WhIKpBNBECWwgohNDf0pPT6cVM47RVGYVWiBJFFgT3a2CJ0nOUlGM9q5TcWub8wuAkNT+OtHdbjtuitwhCqNGaS9sKsVWprCtxcWQ6fV4NGVs6HXanDXW/ujFnKF7NrV5sSuNhdWV03CB/91Fh6+eBa+Or1gML2jPMeIpeU2bGrojNh7N53zHgpC4/mXKHJeA6G0JevZ1yU1eCVSPYBcdsXS0dIaGBkae9qd4IXo3V6GI8d9T657ZybvwZnWkFNHbk0l7CKok8M9HjC0JuG0SLWiaID85JNPorKyEnPnzsUTTzwR8ZgtW7Zg4cKFmDt3Ls4//3wlzTnt8HNC0vV5H3+5HVJeGdDSEPMNO17BXjo7dCHsfg7T8qNPv8sEei2NygkW2GO0R8s0cpxbALAZGVwwNR+ftQfBngxKo625PcDjrf3dWDm7aLCPblGWHmsvmYV2VxDf/EctXtrdFnWwxD9r22AzanH94hIwdOTbzlXzJqDTHURNkz0tv4YTCkKB6P6NFqFvBABAy+hgzclNqABzNCcaWvRa+FhBtumMBAJh/OAO8OhwBWFNIq1TrSgWIDc0NOCZZ57B9u3bUVdXh7feegtHjx4dcozD4cAPf/hDvPnmm9i3bx9eeeUVpcw5LfGyQlLHn+j34W3tAiDog+b4tpjpEUq/QQd5EQytQUWuKf7BCjMh24BCix4O/6kgmRfEmD2FxwpXzpuAILSgZ54LAFHX/M1DDgQFEdcvKhny+yVlNrz8vcVYWJyN//vkOG7asAdHe4e2G2vs9+GzE/345vxiGLTRU2WWT8lDnonBa3s7ZPDsVAqCNSd3SBCa6c4UsQh9IwAAdz74CB7/1X0JdYkZ7W4beSYGTXY/Opz++AcTCITTBj8ngKKgmrqddFAsxD9w4ACWLVsGk2kgwDn//POxceNG3H333YPH/Otf/8JVV12F8vJyAEBhYaFS5qiGf98u/xtZNM02px/GGAFJOLcun4ZbXq6Dlmaw5iwreszfj1k0NPAGzYADoGWYwTfox74Zv+ArERwBDotLrGBoDf5+7cy09dI57xRFYU6RBZ8e78MvL5+Lbg8LHU2BAhDghZhBXyLIcc5S1VhcakWJ1QDLNT/GEm89qiOkxDj8HDYdcuC8KbkRP7CUWA148oq5+OBwLx7/5Bj+69W9ePbbC1GeY8Rj31yAF3a1QU9r8M0FE0c8NhwtrcFlcyfg/+1sQacrgAlhE9yS9W94t487H3wETfbI/iXLcFs4QURtqxOfHu/DkjIbLpyWWNFiiPmLl+KxMg8+fXlb3C4x4Y8Z3m3jsTJ5dnQTOdcURSHPxKC+ww2bSQdjnBoBOe57ct07M3kPzrSGnDpyayphF0F9eFke9DgIjgEFA+TKykrcf//96Ovrg9FoxDvvvIMlS5YMOebw4cPgOA7Lly+H2+3GT37yE9xwww0jtNavX4/169cDADo7O9He3q6U2UPo6emRX7PXh3aNvIMGImnyooQTTQ7YjFo44lyrO9u9WPtJO2wmLdZeWILiLB0wd6B9l6M3ctFU+aRJeOCJv6Lt4G6UzFqIsvJJcPR2we0IwBGyRUIqLZjhYwUYGRq8m0e7h4Ldbk97zeU47xOoINr9LkwqpGA1aNHpDqKxww+bMb2X0ZBzNgoaX5tswd/3BHDj+RehvMwyuOZ9Ph6vHrDjrSMOBHkJ10w3R70eAGBpHvD7i0pwx3stuP21Ovzh4jK0O4J4a38XVkzJhsZnhyPOYLbqEi2e2wG8tOMYvr/gVKCZrH+fb34PHBuEKIrgwKKzrRkXXHEjynMNMX1IBLcjADvlQUOPH28fcWJrmxcediAfd/PhbszP5qFNMvfO7Qhg5uw5YLQnP3RqGcycPWeErR7HqXz88kmTUD5pEgCMfO2lQTI6/iCPL+vtmFVkibljJMfrT657pyy2DHtvGG/+KaGpiF0KvEcTkid8HZp7PAgGeDh88TeOvH4encZgRjtUJYNiAfLs2bPx85//HCtWrIDZbMbChQtB00NPAs/zqK2txebNm+H3+1FVVYWzzjoLM2YM7YW6atUqrFq1CsBAe45MtnWR+7nO/sPbaPzNSsU1u91BmHIZ2Cyx+586/Bx+U3Mc+RoKz1y3KOF+qbwgYukFK3DBLdfhaK8PzfaBdi4Pb/gCr/3oK/BzAux+Dnpag1wTM+TNU5IkBHgRBq1mxJuql+WhZeq3tHUAACAASURBVAUsm5w32Jruzj/sRuMFZyZkVzTkOO/FAK549m00/mZghy07wKNb6oMtzbZkoXM2WhrfOjMH/6+uF3/5shMX/fBs7Ot0Y2NDJ9492A1BlLBiRgGummbCounlcbVs+cDvL7fittfq8dAXPXD2esGJEm46expsCaTL2PKBsysceO+4ByvnV2BynglaDZW0f+dUX4wX/rpusCXhOdUX41cftA5q9HoHvgXITrJHZ5AX8fCGGhhsRhzq8SJLr8UF0wqwfGoeOEHEPe8cxB4nja9OL0hKd8C/i/H0S2/EbfkWrc2bHNdRsjo2AF2eIHhjFibFWF85Xn9y3Tvl0gl/bxiP/smtqYRdgPzv0YTUCK3DiWAfcrOphLpncV4WEyZmvs1boihq1c0334ybb74ZAHDfffehtLR0yN9LS0uRl5cHs9kMs9mM8847D3V1dSMCZELytDr9MDHxL9A/fn4C7gAPq1aT1DABZ4DHtHwztLQGk/OMaHH4BqvaWV6EJ8jj7IpcdLgCaLL7kWdiwNAauAIc/JwIq5FBj5cFraFgNTCQJAl2P4dsvRZVFblJ9W0eLSx6GgaGBieIUQvPhuMJ8nAGeFgNWlhUMn4z36zDuVPycKLZjmv/uQvH+nwwMhpcNqcI31tSilKrMald1/nF2Xjo4pm45+0DKGc0ODdKakY0vrOoBHe83oDrXtgFg1aD2UXJD6aIOPBj6xcABrqj3LyhDrwk4Zlr5qP36N6E+hBLkoQfbawHAHCihPurp+HrswoHdz8EUcLELD1eretIOkAOt3u0+zInS55Jh/1dbuSZdaq5pgkEQuaRJAkeVkDeGG/vFkLRu1l3dzcKCwvR3NyMjRs3YuvWrUP+fvnll+P2228Hz/NgWRbbtm3Df//3fytp0mkBJ4jodrPIN8e+SHe3OfHGvi58b3EpPt2beAqDKEkQJAnF1oEcUb2WxvQCCw52uwEA9gCHM8tsyDPrkGfWId+sQ127C6IkodCix+IyM7INDPycgFaHHyf6/dBQwPyJ2ZiYbRicfqd2KIpCqdWAxn5fQh8unAEOGopCVUUO6jvc8AR51QQU31owEY8226HXanBf9TSsmFGQlm3V0/Px0/OmYGNNI25cUhr3+HCWlefg9e+fib0dLuzrdA92tdjX6cbcCVlxHn2KaMHmF439aHMFQGso3PziDjj/shq8oyvu1Me6joGpf5MYDTZcv2jEtx+0hsJV8ybiT1824kS/D5NVUGCaCbQaCiaGxr5OF5ZNyh1tcwgEwijBCiIkaXwU6AEKB8hXX301+vr6wDAM/vSnP8Fms2HdunUAgNWrV2P27Nm4+OKLMX/+fGg0Gtxyyy2orKxU0qRR5yfV0xXXtPu4gfTfGBcpJ4h4ZPMRTMzSY9VZ5ZigTzwHyBXgUWozDskbKrUacKLPh6/Pn4j5E7KHTEObkG2A1ciAE8QhX2kbmYHAenKuCRIQdRf2B0snJGxbNOQ678N1Ci16HO2Jn1fn8LPQa2ksLrPByNBYVk5je7MD7gCPb51ZlrZd1yQZhA5naXkOLj+jBDecXZG2LSG+u6gEUpDDwmJr0o8tsRpQYjXg67MK4QxwuOG5nbj3nQN44TuLUv52IXSeX9vbgXyzDo+unI3VL+8Cd+kvgJfvAx90xyyMe3lPB7L0Wly5cGLU19bllUX4y9YmvLa3A/+zfGrStg0nmSl7clxHqepY9Fp0e4Lwc0LEgj05Xn9KvYbVokn8I4x1gnzivdG3HOvD1iY7lpRaVZtiQUZNx2CsjrHc1ToQeMXaAfz79mb8+csmPHH5XJwzObldny5PEOdMzh2Rv9njCcIT5DE5T97exWpeB1GU8PHRXlj02qiFWf0+Fha9FotKrdCHdbzwsTy2NTmgoZDQbi3Li6A11GDzdUmS4AkK8HE8eAmYYNEr1ph9NEccA0B9hwu3vLIX503JxWMrZ6e8Q9HmDOCKZ3fg5mVlWF1VgVc/2orf1LoBZzeYL/+BdY89hAVLlo14XK+Xxcq/bce1C4vx3+dNifkcv3j3ID470Y/3bl0Wt7tDLIZ34nj6xU0onzRpVNchFr1eFpUTspIaQ+0N8jjY7cHCEuuYGiqg5nvS6QRZB3UQWoceTxC1rQ4UmOPX5dzych26PEEc/vkFsCRZC5IuZNS0Sln66w8V1QylV5h10d+YD/d48LdtLbhwWt5gcHzLs4lNF/OyPHKNTMTipgKLHt9eV5Ok9fG57G/1aWvIdd6H62g0FIqtBniCkUfvugM8DAyNxaW2IcExAJh0Wiwtt+HHL+wCF2cqWZAX4QxwcAY49HjYgf95WWQZtKC7DuOuf9Rg5/atMTXikeg1EIvh0xXDNSNNXkyUJ987iDu+UoGPj/ZhQ11qHU1ueXY7NjV0gqKAKyoHWs5dc+FZuGtRFgz5E8Fd9gs8tI/Gi7vbRqzna3s7IIoSrpk/Me55umb+RHhZAe8d7E7KtuEk22tcjvVLR8fE0Gh1BiL+Ldrrr7Hfh8Z+H9oS6Kes1GtYLZrEP8JYx8cK0CTQuuporxd72l1YObtI1SmV6tzXHsd0RxnJK5dmvPSKTlcAP9m0DzajFndfMG3I4xLBywqYXRY9D1QJ/3q9kYPPZJDLrkg6RVl6NPaP7F8W4AVwoogzy3Ojjvs267Vw+jn0+TgUWXRR180V5FA5IRslNgOCvAg/J4ChNajftQNXrrwYhT9+BT+74So8/eIbKRd5JXoNRCNS72G7b/pgQDx8NzQZO+0+Dt9dVILaNid+98lxvNHQhcm5JkzONeLrswtRao2/a2n3cXhjXyfOnZyHCVmndji+XX0WrjhfxIdHevBKXQce/+Q4XtvbgaevnocCix6cIGJjfQfOrshBmc0Y9zwtKM7GtHwTXtnbMaSIL55twwkNA+HBJjQMJN31S1fHyGjQ42UR5IURHwYjvW58LI9mRwDF2QYc6vagKEs/4nHxNFJB6XvwaGrIqSO3phJ2EdSFK8BBl0DB+qt7O6CjKVw0I7me8ZmG7CCPM2J1r3AFOPx40z74OQFPXlE5ODI4UQK8ABNDIy+JbhenA1YDA1qjGTJmeWDSHo8lZTaYE0ifKLcZ0B8lMOFFCRpKg6JsPSiKgoGhkWMa6BiwZcsWsOzAGGWO40Z1jHL4jifHBvHYA3cBGAiM337tpbQnL1IUhYdWzMSNS8pQaNGhodOFv2xtxn+/sQ9igpli/T4OV88fmdOu12qwcnYRnrt2If50VSW6PSxufWUvOl0BfHS0F30+Dt9akNhXuRRF4dsLinG4x4vz/vwlvv18LR78zyHUd7iS8jfUiWP1nfcl/YEiUdLZ1R8ORVGgKApOf2IfaBvtPjA0oNNqIEnAiT4ylY9AGMu4gwIYbewdYS/L450D3VgxoyDpNpuZhuwgZ5jKkmzFNIO8gG5PEPkRAliWF/E//z6AZocfT11ZCV/TPjz70qninykF8fOGXQEBC4uzYn4looR/MwsSz2mMhlx2RdKhNRQmZOnQ4ghAq6EgQYIgAguLs5GTwIeJypJszCrKQr+Pg48VYBqWHuMMcJica4pYxLh8+XLodDqwnUfBhE00TIVEroFYhO94gqIgiCKCnUfBcywgIand0Gi2ZRm0+NFXKgZ////ZO/PwNupr739HM9oly7sd2/GafSPBWXASEoMptGULBGgDLYUCZe1bbmmh0EuXhzZQemkvBRoItFBuWUvDvuNiQhKHJIbEZE/sOHbifZG1a9b3D0VGskbSSBrZYzOf5+lDY4+/Or/ZdObMWd492It73zuEbW1DcXPpSUqDYpMOZ5RlxdxuWWkWHrt0Hn786l7c8K9mWPUUpmYaUFOeFWZLLNbMK0SeRY+93Q4c6HFhy7FBbG4dxHNXLhrp/iK2vtEk0vYt0eMnluMMADbBjeamHUk55EZKg5MOH/Kt4TmIo68bD83i+KB35CE9y6TFsUEPSjINUfPx03kNK0FTXZ/KREYQBLhpFplxWry9e6AXHobDZRIDDuOJWqQXg4lWANAx5MH+HpdoZPhPn7Ti+S9O4nffnIkid1vCr7sZjoeL5nDWtNwxL6aZCMfB6WPR7fRBT2qgowL/S6SvNAAMexlsaxtEllE74gwLgoA+N43aablRC74aGxvR0NCA7BmLMP/0pZIatCeK1CK9YNcFW1Y2HvrtPSODOoLOl9SODFJhOR4XP70TpVlGbFi7IOp2OzvsuPnfX+LHK8vxg8XSujQc6HHi1k174fCz+OmqSlx5enHSdp4Y9uKq575AVY4JGy9bAEpi3+zRBI+DIAj45buHkGfR4fYzK5IqWnz60T9hw0PrwXMcSJLEmu9ejbdORfqTSYMBAi0gBz0M6qbnxlzj/h4HOod9yDJ+dY0M+xjYDFpUT81MeC1jzUS4J30dUI+DMujs7ERufiH+c6QvrIPVaARBwHf/+Tl0pAbPrluIfg+DVZVjPyhELdJTKHdvak6LpiAIODbohTVK9GVr2yBWVmTjm7PyRYt/Nnx8NOZnBAeDxHOO07G+B+rbU9aQy65oOlYDhel5FpRmm1CYYUjIOQ5q2oxaLCq2YdDLjBTtOfwsijIMMbsh1NTUwDHzfNSeuRJehktgNeHEOweksKB6Ka697ae49KprsOGF17D8jidHHK3g75JxjqPZRpEafGdhMXZ2DONgryvi97wg4NldJ3Dbpi9RaqSwZp70loGzC6x44rIFuPy0Kbh43lcPB8nspxKbEf99znQ0dznxeOPxiN8nqtnc5cQHh/vw3Ocn8UpzV1IawYg/SZKgtDqAABiGRuY5NyedBqMhCPCCgGFfeJrFz1/ZA5rlwfHCSPTYNur1qs2gRY/Th7ZBD8TiNum+hsdbU12fykTGz/JAnAf1PZ0OtAx4sHZB9FaZSkJ1kMeYF3Z0pEVz2MfCTXOi0UOnj8XxIS/mTwkU143+YqyuWYmP9keflBbMrS3KiHw1LGaL3LyxbyBlDbnsStfxC1KYYcDpIU6yn+UlTaF7YUcHsk1aMHzyL4RinQPJsKB6KdqJfFmixbFsu3R+Icw6Es99fiLs58M+Bne8sR9/2XIMtdNyQbB8hFMWj+l5Ztx11jSYQyIcye6nb8zIwyXzCvHMrhPYfmr4SbKaz39xMjB1siwL//NJK3Z3DiesMTrH+fy134VWq4N14TeTSoMJoqc06HYGulmwHI/9PQ78a9cJ/OdoPz481IvNLYPQkQQ0Il+QOWY9DvQ40dRhj3jYmyjX8HhqyKkjt2Y67FJRDn42fnDmX81dsOhIfHNmcpNGxxrVQZ4knLR7oSPFn8gOnJpwN7cg4CAnWvxj9zGoyDFF7cSgIi+FGQZUF9vQ76aRadTCJnFsp1lHikbegshZkKUkLHoKF88txAeH+tB9qlJ+V4cdVz73BRqPD+FntZV44NuzxtnKAHesrkRljgm/fPcg/tjQgvcO9uKEXVpxWnPTDjz/9ydQv/UzfHy0H5fOL8TvvzUTU6x63PXWAck2sByPDrsXTSfs6DSXw7DiOzhElaBVX4qrH/43AKRUFGjRUeh0+DHkobGtbQgnhgLOcp5ZhzyLHrlmLTKN4m9YKA2BfIsewz4Wn7YMoMch3jZORUVFWXgZLmaDN7uXQf2Rflw4p0BSZx8loBbpTRJODPuQbRJ3pPZ1B149zy6wjPwskeIflhcwNYHm/yqpU5BhwLKyLEktc4IYtSR0pAYsL0QMLREryEpHV4TxYt2iIry0+ySe3dUBLanBc5+fRGmWEX+74rSExlOnG4OWxIPnz8YfPj6K1/d246XdgZ7OZVE6zwQZOX60H8R+N4hFF+CKhUXIMGjxPxfOwbUv7YYFgU41oyvDQ6fxzV20BNe93Ix9Pc6on1Wm1aR0bpAaAizHo7FtCFY9hZxRNRFSXq1mnpq8ubvTgbNMOvXhXEVF4Tj8bNQgHQB8fLQfLC/ggjnKHHQkhuogjzGf3VMnu+Ybt61Ap8sv+soSAPb1OFGaaYz5evnJaxaL/pzheJi1pOSJYOlY3+s/TH38uFx2pWN90TRjFTuIaRAEgRyzDsNeJqITQFjeOWjRkcrRzoFUkEszns6UDAPqpufh5T2BfNzLF0zBT86sCItUjJUt8SjPNmHD2gVgeQEt/W78fWcHPm0ZQL+bjtp6ceT4UXpg9tmYgQHknzo/puWa8etzZ+Dedw7iO//3OX55zvSRjh6jH4yu/cu/sa+HxXVLp6K6xIZ8ix6ZRi04XgDD8Xju85P4155ODLjpCMc2EbJNOhDASM1CMvssWKja5fChLNs0Ia/hsdaQU0duzXTYpaIcnH4uZkDng8N9KMsyYkaK3ZLGEvWxfIz58sSw7JqfHOmHNUYV6P4eJ+aERI/FaOl1i/7cx/BRI9NipGN9h3ojh3Akilx2pWN9cmgGNfLMOvhEcsHE8s5HE+0cSAW5NKXoXL8s4PQ9fPFc3HX2tIjXeGNpixQoDYGZ+RbcsrwMpCBg05ddUbcNHj9iwXmA3oTvnhZebHjO9DzcuaoSNiOF21/fh1+/fwgOHxPem5ph8PJBByqyjbixpgxLS7NQnm1CplGLHLMOhRkGXDK/EFoEvsxSXVtoQW+y+8xmoNAy4AHHC2HXCcvxONrvwoFuJ/Z1O/Bl5zAGPbQkTaVfw0rRkVszHXapKAeXnxVtRQoExtDv6hjGuTPyJkRxXhDVQR5jrn9W3hZ1Th+Lh94/FDWnp9flR6+Ljvua+YF3xHMY/RyXUEcGudcHAHe+1Zqyhlx2pWN9cmgGNSx6CmJ1elLyzqOdA7GIl9ecjGayOpU5Zjxx2QKsiNIPeSxtSYSyLBPyKQ3+3dwFmhUfOb6geikeff5VmM9chxkZBC6qPSNim39ua8P/rVuE65dNxXsHe3HLpr2Yv3TFyIORZnoNBmHCtUtKo75tqswxI5/S4N0ExmRLIdl9piU18LMc+l3+sOvkSL8bh3vd6Hb60Oek0e+m0dg2iJZ+F/g4hapKv4aVoiO3ZjrsUlEGLC+A5fmoXa4+OtIHAcC5E6Q4L4iaYjHBOdIX2doqlP3d4QV6iSIAkibBAYF+vMH/1tTUJPV5Kqlh1pHQEAQEQYh4Uh+ddx6am5pMzulY5TUHne9kh1dMFAY8DD480ofzZ0fm6PW6/Hi5NwMugsaPVkUvONSSGtxUU47Z+Vbc8eZ+vJGTj78+/yqaGrfiHeNSMKQeU9zH8PSj/4x53Pf3uNA26InaQSXVcycRrHoKRwe+ikAPuGm0DngiRrObdRQO9box5GEwb0rGhCkEUlGZ6ATbkkbjg0P9mJFrRoWEjkxKQo0gT2D6XX50OWNXee/rcYHUEJiRn2TejwCYJHzRNDY2oq4ukGNWV1c34iyrjC0UqYFVT8HP8qBZHp9u2YpH/vRH7N71Wdh2Qed2w0PrcfO6NUl1thDrpy03QTsBJG3nRKEi24gXv+gM60RCszye2dmBtf/YhU9aBvD9+dlYVZUTV2t1VQ5uPKMU7xzoxX6yBLMvvBZtLgHfyGdx25WXxD3uGgJRo8hynDuJYNSScJzqq0yzPPZ0OpBppCIeAEkNgQKrHsM+Bk0nhmN2dFFRUZGPwJsv8ehxl8OH5i7HhIseA6qDPOasv2S+LDocL2BvtxOZBi1urK2Kut2+Hiem5ZhweE9TzFfhYhosx0OvJSVVkDc0NICmaQy89whomkZDQ4PktcTjzrOlTT6LhVz7XS6deJqNjY24//77JT9ohGrkW3UY9DL4fNdnuPuHl+P/HvkDbr0y3JERc25jnUdiSMlrTlRzNEE7B957JGUnPFVb5NYZrfmdhcU40OvCni4HAODT1gFc8X9NeHRrG5aVZuHlq6vxg9Nyo6ZHjLbrumWlqK3Kwf9ubsWDDUdRYNHB0Lo97kPNjbVVWDo1E+8e7BV1MpN5MEp1nxkoDW6urcKhXidYnoeBiv7QnmnUweFj4KbF+7KO1TU8Hhpy6sitmQ67VJQBzfJRW7x9eLgfQKAP/ERDTbEYY65cViqLTvuQBz6Wg9Wsx7lzxaeD8YKA/d1OLM4WcPO6y2O+ChfT8LE8siX24K2trYVOp4N370fQ6XSora1NeE3RWDMvN2UNufa7XDqxNIPReJqmodPpUF9fHzdlJVSjNNOEQqsBf3n9i68KtADs2PrpyHEPOrcs6BHndkGU8ygawbzmWK/ao52bUgna6d37UUrDK+SwRW6d0ZpehsNjW9uwcXs7tBoCW9uGUJ5lxKOXzMMZZVkAAHu/Q7JdGoLAb8+bgWte3I1jg178vLYKs7kVePqR8OMupkMTBH7zwWHs6XJgYZEt7Pdi546U9aWCVU9hQVkW2u1eFEjo7qIhCPQ6/RHdXICxuYbHS0NOHbk102GXijJw0Ry0BnEX+YPDfZhXaEWxLf6gMaWhRpDHmPJfvJ2yhpfhcKjPhaxTzfbXPrZVdLv2IS9cNAeityVuxEdMw8dK72BRU1OD+vp6lPzsdUkOXSIs/8sXKWvIsd/l1ImlGYzGcxw3Eo2PF1EO1dBRGlj0FM466yzodIEIr06nw7TTvyrsEivai3YexSLe+OhkNEfrb3jhNZT87PWUc5xTtUVundGaRi2JNfMKsaPdjt2dDty+qgIvfu/0Eec4GbvMOgp/vngublhWijXzCiUVa659bCvOmpYDPaXBewe/6mYRLMgEEKERr1gz1X1GEARu/scu5Jp0kqrgrXoKHXavaAR8LK7h8dKQU0duzXTYpaIMXLR4i7fjQx4c7HXh3AkYPQbUCPKE5FCvExRBRAyDGM3+nkAB31kLZ2BbghEfABAEiEZgolFTUwO8/rZaoJciwWh8MIKck5OTcEQZ+OqhpaGhAatXrwZZPAtOHwurIXBMExkWk25YXsCAhxaNDi6oXgps3xrX1rEsHEsX1y4pQbZJi2/Nyo/aEzlRSmyBtm5BpBx3s45CbVUOPjzch2uXTEXP4T0RBZnX3vZTAGM7hIaSODhHT2kw7GPg8nMj57uKior80CwPl59Bjkgq5nsH+0AAOGdG6m+BxwP1zjHBGPLQ6HT4kS/hy3NfjxNGrQbnrVyGkjivwkUhAJNOrQQfa0Id29raWtGIstSHkJqampFtnT4WW44NwCyQUfNYx4sBNw09pYGP5WLml0ZjskwKzDBo8f3qkvE2AwBQbbDjIx+NS57egUU4AZoXIIgMmpEyhGY8IDUE+lx+1UFWUUkjdi8DQSAi3uz4WR6vNHdheXnWyFCjiYZ65xhj6mblJ/23giDgQK8LZi0ZdjJWl4u/gt3X7cTsfAtIDRE3ajRag+UF6DQE9Ak6K6msLxoryjNS1pDLrnSsT0wz1LEFEBZRFsvvlmKX1UChKteMo31umHVkxNuBaOdRKkjRtHtpFFj1yDQGhkKIOcjxdKQ4aXKtb7z2Uyyam3YgXxiSpRVedXkWmpt24KEbLwVvsEFY/UN8VnUG8P1HoPngYVB9LWFvoaTkJMuxzxLVsOoCaRYVOaaw++VYXcPjoSGnjtya6bBLZfzpdPigpyIDLu8c6MGQl1HMA38yEMIE64WzePFi7No1Ng3HOzs7UVRUNCafJYUehw+fnxyW9DTGcDxW/3UbvrOwCD85szLhz3L5WWQYtVhUbIu/cZpR2nEYDxobG0ciyqmksAiCgCEvg6P9bgy4aRgpUlKEzd7fg8zcQH9eXhDQ56aRa9JFbQwvFR/LwcfwWFmZDR/DY1vbYFLRhmAEmWUCTtpEjSDHI/Q4BElH9PzpR/+EDQ+tB89xIEkSF/zX/diqmwWfz48/LrdiydJlETYoMb2l1+XHyooc2aPI6j1JGajHYXzheAH1R/qgcQ8hK++r+xIvCLj82SaYtCSeXbcwat1An5vGqspsmGJMAk4HUv1ItUhvjLnumZ1J/R3HC9jf60KGyI1+/dv7I352oMcFmhMkDwgZrZFIB4tQkl1fLH7+RkvKGnLZlY71SdGsqanB3XffHdU5lmoXQRDINumwtDQLy8uzAQLwMYF2WGLnkRhDHgZZRi36JYz2jaXJCwKGfSwWFtugp0hY9RRIDQFOZBJaNJ1YhWOJ2JIIcunIpRmMnues+aUs/ajXv70/ooXfxStOw/oLFsAFPfYIUyL+Jl6xphz7LBmNYJpFKON1DY+Fhpw6cmumwy6V8WXYx4DjBYz2f7ccG8TxIS++V108oUZLj0ZNsRhj6pMc4XrC7oWP5ZChj4yuNbUNRfxsc+sASA2BZaXSXkuO1uAFIamoS7Lri8XWtuitraQil13pWJ8cmslo2IxazMq34IuTwzBoSdHzaDQsx4MgCCwqtuFQnws9Dj9yYuTDR9P8Yudn2PLpZnzrG2cjZ3ZgwIxGQyDfoofdw0Sce2I6YpHTYOFYIrYkilw6cmkGnVnTtKVwpNgKL2jLPeevEG3hVzc9F8/s7MBFcwsSivTLsc+S0bDqKLSPSrOYTNdwOnXk1kyHXSrjS4/TL9q94p9NJ1Bo1aNu+sTsXhFEjSBPAPwsh8N9LmQbpEd0N7cOorrYltKrRSkT9FQmNvkWPUxaEj5WfKjCaAa9LGblm2HQkphTYIVZR8J5asqZVLY1bsNtV63BPx/5A6697MKw1nVTMgzwcdJsGYtJfhOBYOs2ALKmlohFhf/fygpwgoDHtrbJ8hnpRkdp4GU4DCd4jqqoqMRGEAR0DvtgGVXIv7fbic9POrBuUXHcTltKR3WQJwAn7F4IgvQWRx12L1oHPVhVmZ3U53G8AEpDQC9hgp7KxEajITAjzzwyyjcWPoaDSatBkc0IANCSGiwqsYHhBdi9DLwMB1YkPSKIIAjocflxsGk7WIYJ68oRJMNAQRCi31RD++1KmeQ3lvCCAJd/fByxoBMb/G+8vsTJUmwz4KpFxXj7QC/2dTtl1U4XFh2FXR32hB/kVFRUouP0s6A5IcIvea7pBCw6EmvmFUT5y4mDWqQXAyUUALAcj49bBpChIyU7yP/8/AT+d/MxVvGM/gAAIABJREFUvHHtEhQlMb3GTbMw6Ugsnip/tX4yKOE4TGY4XsDm1gHoSU3UhyJ7fw/8+kwsnmpDvjX8nBr2Mugc9sHpZ+Hys/AwHPIs+ojowZCHRr5VD1fbPpxzzjlR+zp/2joAkoh8QBNLqQCgiOIwjg8ULhIEkGPUSr5WE0WsSG806W555/KzuPQfu1BiM+KJy+ZDm6a1yombDnyZn1GWlVBv92io9yRloB6H8aO1342jA27kmHQj9yWXn8XZjzfiykXFuH1V/OYAapGeShjPf9ae0PZ9Lj9Ykae0UD7Y1x32780tg5iea07IOX71ixPoc/nR56bhprmk+xYmuj4pvLa3P2UNuexKx/rk0ExFg9QQmJlnxlvNnaK/FwQBTh+LHLMWeSLnhc2oxexCK5aWZeHsGXmYNyUDg95AAV/w3OQFAQwvYFquGcuXL0d9fT3uu+8+0aEnUzL0cNPh0b4P9nWLplTEKw4brRG6piEJRYZi+2LT5yfC7GM4Hn1uGvMKrajINsFFS0sRiWZbsgQ1Uk09iWeLRU/hxysq0NzlwFXPf4E9nfFrBORcXzKYdRS0GgKfHR/C01uPpWzLaMb7Gk6Hjtya6bBLZfw4MeyDZZRje7TfDV4AFk/NHCer5EV1kMeYe179UvK2giDgSL8HGYbYucBPNHzV5cHuZbCnczih9AqHj8E/tx3H8opsrKrMxjkz8lCaZZL896Eksj6pPPifjpQ15LIrHeuTQzNVjQKrAc83HoebZuFnefhZHl6GQ5878NBkM1KYV5ghqSJ5aqYRZi0FL8ONnJtDHgaVOeaRSEGsrhw5Jl1YqgbLC3iioSXllIrQ68TpZyGAwLCPSUjDw3B4rvE49BSJXheNfjeNIS+D6hIbyrJNKLDqQXOJv5QLtS1Zghpy7qdoXDi3AH+6aA7cNIfrX96DB/5zNGZ6iZzrSxaLngKlIfDbN/eLjqBOBSVcw3LryK2ZDrtUxgcPzcJNsxFv+Y70uwEA03PN42GW7KhdLBTMkJeBm2YTiuZubRsEJwCrKnMkbS8IAnwsDyAwxUvl60mwnzGlCdzwBAggNQTmFWQgz6rDQC8Hs8RX06SGwNxCK7YfHwSAEWe3PNso6e8zDFpoiEDU2eFjwfCB87N87iLRzgrJ4GN5zC20Yl+3E7wgSJ4s6GUCtiwry4KHZtHvppFh0CLzVEvEDD0FUoOENOUmWLSX7tSTVZU5WFySiQ2NbXhpdyecfha//9astHyWXATTK5x+Vr3fqagkid3LRLR2AwIOslVPId8Sf9LvREB1kBVMa78n4U4Sm1sHkWvWYXaBRdL2wz4WRRmJ5ymrTE6WVyRX2DmaHLMOxadSfIa8NGblWyVPZdzx2Xa8+fq7KJ23FHWrV46cyz5WwLzTl6Ts8NEsD4OWRInNCA/No33IE7NVXSh8SOTRpKNQOuoVI0VqoraqG0viTc6UC5OOxB2rq8DxAl7b2w2nj01o3YIgjEuf1B6nX3WQVVSSpNcVGDI1mqP9HkzPNU3o3sehqCkWY8xTVy+WtJ3Lz6LP7ZdUUPKLb88GEPjib2wbwqrKbEnRK14QQHM8qnLNku2Kh1w6oTx4QeKTAEej5PXJoakUjVBm5ltxS900aDUalEjMh29sbERdXR0e/5/1+PWProC/Yz9MOgpPXb0YVbkmDHoSS4kIJXidOPwsKrJN0GgIVOQYQRCBYth4sLwAHanBk1dXx9yuKMMAnwQ9MdtSQQ6NZHXOn10AmhPw0ZE+yZosx+NHrzTj0S3ScoLlWt+d35yJ9iEv+BgdVxJFSdffZL5HqYw/PC+g1+WHcVTwjhcEtAy4MW2SpFcAqoM85swvkTa6ud3ugVZiD8Gq/MAJueuEHR6Gk5xeMexjUJpphEVPSbYrHnLphDIzP7l86FCUvD45NJWiEYpRS+IbMwswt9AquatDQ0MDaJoGx3FgaBqffPLJiG0V2SZQGgI0m5jzGaQq3wxBEMALAgqtgbQlPUViVr4Fg95A/qyH5tDr8uPksC9iop+HZlFg1WNBSewCFJuRgiAICeW5Bq/hVJBDI1mdOQUWlGcZ8fYB8WEQYpqv7e3GFycd+MeuEzjY60qLXWJML7SC5viE889joaTrbzLfo1TGHxfNghe+SssL0uXww01zqoOskjzL1tfH3cbHcGgf8sImcdTzDc8E2pVsbh2EUavBEgkVpLwggOUEVJ46maXYJQW5dEK5+O97U9ZQ8vrk0FSKxmgu+etWFCaQwlNbWwudLlBgptPpUFtbO2KbltRgToEF9iQdmxue2QWXn0OBVQ9DSPSjyGaEWUei2+kDSRKoLsnEtFwTHKM+x88JyLfo4+4nPUUi26QbyVeWaluqyKGRrA5BEPj27Hzs7nTgxLA3rqbLz2LjZ+2YX2hFlkmLPza0xH2gkHN9OlKDLodPFj1AWdffZL5HqYw/w14GBCKv1aMJFugFgggYt1oNKagOsgLpsHtBgEjoxBGEQC/bM8qyovay5fhAu64+tx/9bhqVOeaI1yQqKuNJTU1NzBZwhRkGZJu06Hf74U8ikuxlOZSN6tBCagKjs5eXZ6OmLAv5Vj2mZprAiLyCz5CYX1ucYYCHSbzd20Tm27PyAQDvRokih/Js0wkMehj8rLYKt64ox55OB94/JJ6ekQ6segonhv2SUmtUVFS+otvph0kbeR8MdrCoypHmIDv9LAosurBghdJQi/QUhp/l0DrgQZbE6HGQg70u9Lpo3BIjvaLXTWOqzYB8ixk2o1Z1jlUUSU1NjWj7NyAQqTytyIbOYR9ODPsw7PKDJAjJRXZ6UiN6bY0uLLMaKGSbdHDTLMw6Cn6Wh1lHSr6ZZ5m0YQV9XwcKMwxYXGLDOwd7cf2y0qiFOj1OP577/CTOm5mHuYVWzC6w4N/NXXj402NYVZkDky799yVSQ4Djedi9DHKT7PmuovJ1g+V4DHoY5Jgi76FH+90othkkX78+lsfpCk/HUCPIY8y6pVNj/j4QPY7M74nFOXMKsLl1EBoCWFEuPv3Oz/LINFA4rdiGKTYjTDoq7Assnl1SkUsnlIvmSsupjoWS1yeHplI00qUZqmPQkqjMNWNVVQ5WV+XAYqDgkTCcY+WMPJSfKs6TQmWOCe5Tum6axZQMfYQt0TDrqRHHWgrnzEluLKs3JEqdrIZctgDAt2fno8Puw5dd4WOoQzUfbzwOXhBw6/JyAIFXrD9bXYU+N42nd0bveS73+owUiRPD8qRZKOn6U+p1nA67VMaWQP948c4zR/vdktMrnD4WeRa95DTS8UIdNR2DsR5jSbM8Go72w2bURozpjceVz30Ok5bEU1ecJvr7YR+DQqsecwoz5DB1TFHHiUqnsbERDQ0NqK2tjRqFTQYlH4M+lx+7Ouwx+4X7WA4+hseZlTnQRUlBGg3HC2g42g+zjsSQl8Gysixkm6T392wf8mBftwsaArAkEH2OReioaYePgY/lYaA0imlZ5vKzOO/Jz3DhnAL84uxp4AUBvU4/jtu9aB/yom3Ii5d3d+J71SX4yZkVYX/7q/cP4cPDfXhi7QIsKEr+PtXctENSD2hBEDDgYbCyIhsGLZlQUELJ18PXCfU4jC2t/W4c7XdHvLHr6e7ChS8dxXVLS3FjTVlcnV6XHzXl2SP948caddS0QrngkU+j/u6E3QsBSNg5vv2FL3C4z43VVdEjrTQrxPxyj2VXIsilE8q1LxxMWUPJ65ND84JHPh1pkXbvvfeirq4OjY2NY25HujRj6eSYAnls0aK1giBg2Mvgj+8ckOwcA4G3OJU5Zgz7WGgIAhmnWi5KXVNplgm103Iwp8ACEIHUAjZKa7Gfv7xbsl1BfCyP04psYHkBfpZPSkMuW4JY9BRqq3Lw9oEefPefTTjz0W244O87cd8b+/CHj1vwxr5uLJmaiR8uiYwm/nRVJQqtevzXG/vQNuhJyq7mph24ed0abHhoPW5etwbNTTui6hAEAUpD4NNjA/jwUC8+OtyHAz3OiO2lINc1LAdKvY7TYZfK2NLl9MGsj3zQPz5MgxeAqtz4Hadcfha5Zt24OceJoDrIY8zekw7RnzMcj5YBd1InTcepL5OY46UJxMwNimZXosilE8qhvsiq+ERR8vrk0Nx70hHWIo2maTQ0NIy5HenSjKWj0RCYnmOGwy/e3WLIy6Ak04iD3Yk7P1My9GA5Htkm7UirukTWZNSSmJplwoqKHMyfYkW/2y+am9za507ILpefRY5ZhyKbAQuLbbB7mYQ1gMDDg8PHwOVnR7pIJKMTyrpFxSjNNGJKhgGXnzYF99RNg54g8O71S7H5luX469r5osNEMo1aPHLJPJAaAj9+dS/6XP6w30uxq6lxCxiGBs9xYBkaTY1bIrYJ1ck0apFn1iPPokeGnsLxQW9ShXtyXcNyoNTrOB12qYwdNMvD6WdhEBkQcsweuFalpFi4aXbCtIJTHWSFcGzQA0FIPHocpCzLGFGdH4aAhKfyqUwsorVI+zpQmKGHhtBERGj9LA+CIDAzX9pkydEYtCSmZhlH+ianwtQsE6blWtDnosN+7vKzCWuFfsnkWfSYleD6aJZHn4tGn5tGtkkHs45Cv4dBv5uO/8dxmFdoxXNXnY4/XzQXt6+qxKXzp4zYGW/CVonNiIcvnothH4ufvLYv4X1TXbMSWm3gGqC0OlTXrJT8t6SGAAgBziSOh4rKZMfpZxEtIbd1yA89pUGJzRhTw02zyDbpkJVAqtp4onaxGGPyRb5oHT4GLf1u5EqsxA/F5WfBCQLOFuleEczFW7B0BWYvWhxzWIOYXckgl04ouebUT1Mlr08OzXyrfqRFWrI5yEpdmxQditSgKseIlv6vxkazvAC7l0F1iQ16ikzaljkF1rCWi6msaXquGR6aRZ+LhllPYtjHIsuoRaZJCx/LiUZnRuOmWWSZdGHdOCpyTMgyaTHooePmSftZHi6axewCCwoz9CMjwL0Mhz6nHzZjoAOHnP1Js0Sq3qMxu8CKBy+YjZ+8vg+//+gI7j9/dpgGLwj49fuH4GN41E3PxZmV2TCfGvm9oHopNrzwWswc5Fi2aEAEjkmCX+ByXcNyoNTrOB12qYwNghCYnqeL4kO02mlU5Zji5vG7aQ7TiyZG9BhQi/RiMhYFABwvYHvbIFhekDRWejQfHOrDPe8exFNXLMDCoq8mFQVz8RiGhlarxd/+9SauuuAcOU0fM9RCjPFnIhwDH8OhoaUfVj0Fl58FQRCoyjGjMscUN3I5lrAcj50ddvhYHnPyLci36nF8yItDva64D8n2/h749ZlYVpYVUShDszy2HhuEliRitnDsc9GYW2jB1ChvnJo7hzHgpse98O/J7cfxxPZ2bFg7P2z40atfduH39UeRoafg8LPQkxqsrMzGukVFYffAZPAyHChSgzPKxLsBBZkI18PXAfU4pBeG49Hn8qN1wAOHL5DWJfaW+5zHt2FVVS5+9Y0ZMfV6XTTOmpYz7r2P1SI9hfLnDw+H/bvD7oXDzyXlHAPAJ60DKNBpMH9Ud4rQXDyGYbB357aE7EoWuXRCeWp7V8oaSl6fHJpK0UhWs7GxEffff3/UwkIpOgYtidIsI/wMjzkFVpw1LRdVueYR51gp5wBFBqZdrqrMQUGGAQRB4KUd7ZCS+epnedgMFLJFoqCPfXwUi0pscPrZiDHZQQRBgAABeTE6fry1uxO+JMd5R+OlHe0J/833F5egKEOPPza0gOUFvLSjHYMeGo9sacPpxTZ8eOMZePLyBVgzvxC7Ouy4/uVm/PClPfikZSBmD+pYthgoDeweJuE8ZCVdf5P5HqUydrj8LD5pGcCeLgcIAAVWvahzPOCmYfdxcfOPfQyHDIM83XzGCtVBHmMerj8y8v/dfhYHepyiX3ZS8DIcth4bhEFkLnpoLp5Wq0XdWWdJtisV5NIJ5e87ulPWUPL65NBUikYymlK6b0i1bVaeFbXTcjE1ywTtqNeBSjoHKFITds1uaGiBidKAjuOYumgOM/ItohHxh+uPINOoxcw8CwY84rnEbppDvkUf80tq4+ZWaMnIfO5UeDlGf+NoGCgSP11VidYBD17Z04mXd3bg4U+PwcNwuLtu2sgExJ/XVuGt65bi57VV6Hf7cceb+7Fh2/GkbCGIxPOQBUFQ1PU3me9RKmNHl8MHQRCQb459vzg6ECh6jVd456LZuDnKSkN1kMeR/T1OGChNwoV5LC/gtb3duPSZXXBFGZAQzMW76Y57cP/fX0HtmSvkMFlFRXZS7b4RikZDSB4EojSmZhrhpKM7ZnYvjTyzNm4aRnm2CXkWPezeSCfZw3Aoy4r/JTU10winT7wryFiyuioHy0oz8XhjwOF9+0Avrl5cgors8PQQo5bEdxYWYdM1S7C8PAtvH+hBstmDGhCwe6WvPbhttKi9ispEQxAEnLD7YJXwZjs4YnpaTuwWb7wAyRNPlYLqII8TfpZDfxJ5fnu7HLjyn5/jdx8dQaFVjycvXxB12wXVS3HVTbdj8bIzYhboqaiMJ1/n7huh5Fp04KI4dQzHgxeAimxz3HxqjYbAvEIrAAK+kEl7LC+AIjWSCtAKrXow8mZZJAVBEPh5bRW8pyLrxTYDfhhjIhulIXDujDz0umgc6HUl9ZlmHYkel/RuHidPTeMbjBK1V1GZaDj9LHwcF/EWTowvu5zIM1Ex7ysMx8OgJWEegzHycqJ6TWPMm7cF2g45fCyAxCNdv68/ChfN4g/nz8bfv3MaFhXb8ODl4tPzgMAEMSkpHEG7UkUunVD+/t2ZKWsoeX1yaCpFIxnNYPeN++67D/X19aLdN5S0vnTtJ6uegoEiwYjkvw56GcwrtMYcdBJql0FLonpqJhx+diRVwuFjUJppjFtp/uZtK5FhoGDQxk/5kEqse1Q8yrNNWLewCF0Mj7vOqorb6WNlRTZIAmhoGUjKFn0CecgMx+PksA+/uXgejokMN0kEpZ+fStBQGRt6XX6QEvwTXhCwq8OORYWxo8dOP4sSm0FRxdJSUB3kcaLX5YeeSuxkOdLnxpF+N65ZMhV103MlnWw0J4S1g1JRUSI1NTW4++67ZR2PPdEgCAIlNkNE/qvdy6DAokdhhiEhvUyjFvMLMzDgpiEIAlhewJQMaa22CIJARbYJDoX0BP7xygr84YLZWF4eOQypuWkHnn70TyNT8zKNWiwstuGTKA5yPAiCgABpecgD7sAEMZOOxICbhlsh+0tFJVkEQUCH3YcMkWE+oznc58awj43rILN87MJgpaI6yGPMhY9ugSAI6Hb4R3p3SuWdgz0gT71CDOXOf+2J+je8IEj6nAsfjZw4lQxy6YTywxcPpayh5PXJoakUjXRpKml96dxP+RY9QoO2wz4GvADMKbTGfSAWs6s404DybCM6HX5Y9ZSklK6gTp5ZF7MbRCLEukdJgdQQ+N/3I+8D0UZLr67MQcuABx32yCmcUmwhCQJDnvh5yO12L8w6De781x6QGgKdDp+E1YgzEc7P8dZQST9OPwsfKy29YmeHHQBiOsjcqdSujCQ7dY0nqoM8DrhpDjTHJ1Scx/EC3j3YhxXlWQmPo441YlpFRUU5WPUUdGSgSKzH5UemQYua8qyYfY1jEZgiaEW+VYfyWJM2RTDrKWQYKHgZ8ULgaIyO6KaTaKOlV1cFBiclG0U260j0xpkq6GU4DLiZkQCEzaDF8SGvWqynMqGRml4BBBzk8iwjck3RnV8XzWKKVT8hi6cnnks/CRj2MglPqdrZYUe/m8a3Z+dL/hua5WHWUZKeBFVUVMYfjYZAaZYRgx4a1fmZCT8Mi0FqCCyZmoVkvp9m5lmwo90OkiBi5j8HCR9QpMOGF14TnWYnF8F2lizosNHSxTYDZuSa8UnrAL5XXZKwrp7SoN/NgOF4CEKg/zQAWENeO/c6/SBD9imlIcBwPAY99IR8nayikkh6BcPx+OLkMC6YUxBzO5rlUThBpyiSv/nNb34z3kYkwsaNG/GjH/1oTD7L6XTCarXKqikIQPapPMBoYxvFeGJ7O7odPvzynBmiked5xZETpNw0izyLDvkSbtaCANRURY6rThS5dEJxOJxYPTu1aUlKXp8cmunWSPZaUNJ+V5ItsTSzTVqUZJpEe4/GOg6x7NIQhOQCmVAdk46CzUDh2KAHWo0mboHfO5tewmdbGsBzHCAIKJ5ahkVLA3nlYveoRBmtUVBUjCXLz0Tx1DLccPudYc54v5vGOwd6wex8HQaKQEFRcVSd0RAEATfN4viQF60DbnQM+9A+5AHHA5lGCi6XE61OAUYtOXI/nldsgyAEelUXJ9HvdaKcn+OpMZp0fEd/nXH6WRwb9CBDH//B/MsuBzZ92Y1rlkzFFIMAg8kSsQ3LC6A5AbMLLIqKIEv1I9M6avrhhx/Gk08+CUEQcMMNN+D2228X3W7nzp2oqanBiy++iMsuuyym5kQfNc1yPOqP9CPHpJX8heWhOZy7cTu+NSsfvzxnuuTP6nPRWFBkRdEEa849GnWc6PijHgNlMF7Hoc/lx64OOzIN2piR5GAEmWUCEd10R5Bj8eYn2/HbLxgQHz4K3ZFPE7YlmH8dfNvHCwIGPDQsOgpW1oFOziQafOh1+bGqMgfmCZhzOdFQ70vy0tLvQuuAB9kSWkFu3H4cT25vx0c3nQHBNYjM3MhI8oCbRlWuCVW5kc7zeDLuo6b37t2LJ598Ejt27MCePXvw1ltv4ejRoxHbcRyHu+66C+eee266TFEUZ9xfD14QEmp38p+j/fCxPM6Pkl5x/dNRcv0IwCrhSRAAlv7+I8n2jIVOKBf97cuUNZS8Pjk0laKRLk0lrU+p+ymd68uz6LF4aibsPiZm67fQAUWhDmnUe1QCJKrR17wNcPRCqFgSlp8sVUdDEGGpcBqCQJ5ZD44XcKjPHfYGMFST0hA4MZx4sZ56fqqMJw4fgyN9bsnFdDs77JiVb4EtSuEvLwjgIST1NkUppM1BPnDgAJYtWwaTyQSKorB69Wps2rQpYrtHHnkEa9euRX6+9NzaiUy/i054ct47B3tRnGHAaUUZor8Xq7YWBAEaQHJj7l6nPyGb0q0TSr879dZJSl6fHJpK0UiXppLWp9T9lO715Vn0qC6xYcgXu0fwguqluPa2n4ZFa6V0hIhHohqLl68E2dYElC8EmTVlJD85VVssego5Rm1Yfniops2gRdugJ+Ee0ur5qTJeeGgWO9vtMOsoSUPFvAyHL7ucWDI1M+o2w14GpVnGmGOqlU7a3gHNmzcPv/zlLzEwMACj0Yh33nkHixcvDtvm5MmTePXVV/Hxxx9j586dUbU2btyIjRs3AgC6u7vR2dmZLrPD6OvrS4su5xyE3SPNSe5yMdjZbsdV87MxPNAbdTt7f0/Yv/0sD61Gg+5u6c6lXPs1HcdHDk11fclrpHItKGm/K8mWZDTjHYexWF+xxo9DJ93IMmihSSDEMvoelQyJaJSWleGutavxP4c1sF73KPS5RSN/n6otruHBiDlPoZouL4N9LS4UWBPrXT3Rz8+x0AglXd/RXycYTsC+bgdYngd0FKTMg9zZ6QbLC5hjE2Dv74HLPhi+gRDo315hsKGzM7mJlkogbQ7y7NmzR1InzGYzFi5cCJIMf5K4/fbb8Yc//AGaOHfZH/3oRyMJ1YsXLx7TnCM5P8vHcCjNMSGvoFDy36zfvh96SoN1S6chM0olaGVeV0T+z4CbxvR8C4qypbV2mlfcIsta5dIJZWbewZQ1lbw+OTTHQiMZfSXtdyXZkopmtO3Gan1FAGx5HuzrdiLfopPUkUfsHpUoyWhcev55mFntxK2bvsSd9V144rL5qMwzp2wLgDCN0baZWB52lsdphTmSi5Mmy/mZTg0x1Bzk5OF4AV+csEOboUWBhLzjIPsPHAOlIbBidtlIC8rQ89/pY1GRR6EqRoR5IpDWIr1Q7rnnHpSUlOCWW24Z+VlFRQWCH9/f3w+TyYSNGzdizZo1UXUmcpFer9OPz08OI88s7UTc0T6EWzbtxc3Ly3Dd0tLEPstFY1lZpqRke6WjFmKMP+oxUAZKOg4t/W4c7nNBSxKwGbQJt64cS/Z1B5xkm1GLJy5bkHLbKXt/T1wnu9flR3VJJvInaIuriYCSroeJSLfDh89PDKMgwXP0e89/AZNWg42nxraPvh56nD7UlGcjS6H+x7gX6QFAb28gJaC9vR2bNm3ClVdeGfb7Y8eOoa2tDW1tbbjsssvw17/+NaZzPNHpdPjwQmObpG1ZXsD/fNKK4gwDvnd67D6eGz6OLH4kIMCSwKS+uzc1S952LHRCeaC+PWUNJa9PDk2laKRLU0nrU+p+Guv1VeWasboqB1OsBvS5adi90XN7xe5RiZKKxtxCKx69dD7sXgZ3vpLaVD8xxGyz6CgcHXBDagxKPT9Vxppjgx5YE+y2MuxjcKjXFTX/2MtwsI3K0Z+opNVBXrt2LebMmYMLL7wQjz32GDIzM/H444/j8ccfT+fHKhKOF9DrovHJIWk5U680d6J1wIP/WlUBfZwG/R/tD8+no1keJh0lqbF/kBd2dEjedix0QnljX3LTsEJR8vrk0FSKRro0lbQ+pe6n8VifSUdh7pQMrK7MAccLUUdTj75HJUOqGvMKrfh+dQncHgZH+90p2xOKmG0mHYlhL4NhX/Q6kNBix2j7vbGxEffffz8aGxsl2TLZz08VeXD5Wdi9TMKTdne22yEAWFaaJfp7z6k+4Il06lIqaW3U+Omnn0b87KabbhLd9plnnkmnKePOsI8Bx0urah7y0HiisR3LSjNHRqYmgpflMCXB4hAVFRWVZDHrKeRadHD6WFgU3P/38tOm4N1dHfi/phP47Xkz0/55ekqD1n43FpXYIhyGHocPuzsdKMsyoTRL/H7d2NiIuro60DQNnU6H+vp61NTUpN1ulclPl8OXcEctANjebodFR2JOofiAFk4QEo5KKxV1BvEY0eeRJsE9AAAgAElEQVSiJU/O+9uODnhoFnesrkzqKYzmeORIzHNWUVFRkYNCqx5eJrHWZmNNsGfre4f60O1IvFdxomToKXQ5fTg+5A37uYdmsafTAYuORIfdg09aAm/JfAwXtl1DQwNomgbHcaBpGg0NDWm3WWXyw/EC2oa8yIjSwzgagiBg+/EhLJmaGdW5JkBIbi+rdMasSE8uJmKRniAI+PhIP8w6Eg4fg2xz9IR4lhdw3sbtWFaahfXfniVJf9DtD9PsddNYVZGd0CSnHocPBRmpR53l0gllz+HjOG1GWUoaSl6fHJrp1kj2WlDSfleSLclqxjoO470+l5/Fp8cGkS/ycD76HpUMcmgAwMFuB37w0h58Z2Exfrq6MimN0UVJsWzjeAH9bhpLSjORZwkMGtnRPgQfw404KIIg4NiAG/lWAxZPzRy5d4tFkIGA41xbWysaTZ7M96jRqEV6yRGcjCk2CTIWx4c8WPuPJvzi7Gm4bMGUkZ8HrweOF+Dws6ibnqvoFAtFFOmpBHD5Ofh5HhSpQUtv7Ny3XR12DPtYnDsjV5J2c9MObHz6OTQ3BSY5cbwAikDCeUVfnhhOaPt064RyqNeTsoaS1yeHplI00qWppPUpdT+N9/rMOhJ6DSE6RCTafY8XBDhj5OhK0UgUp5fFuTPz8ereLjh8qQ8wAWLbRmoIZBq1+PzEMFx+Fkf63Bj2MWHRO4IgMOAMdKDd1jaE4VMFjzU1Naivr8d999034hzX1dXh3nvvRV1dnWhe8mQ/P1VS5/igF6YkBnhsP24HAJxRJl6g52M5ZBu1inaOE0F1kMeAAQ8Nzamu8g+8cyDmth8e7oNZR6KmPDuubnPTDty8bg12EjNx87o12PTcM3jqkYdw8uDuhE/Q65+VJyovl04od77VmrKGktcnh6ZSNNKlqaT1KXU/jff6CIJAQYYe7lFpAkD0+16fm4af4+GXMHUu3r1TKg+8cwBXV5fAy/D4V3OXbJqx0FMaGCgNdrQPoWXAjRyR9lcPvHMAFj0Fo1aDxrZB9LsCk+dqampw9913o6amRlLKxWQ/P1VSw0Oz6HP7k6oV2N4+hGKbASVRxkd7GR7Zkyi9U3WQx4CTw15Y9PGf1liOx8dHB7CqMidq54rmph14+tE/oblpB5oat4BhAlEHhvbjwXt/jr/9+QHcvG6N5IpnFRUVFbnIM+vhZ6Vl7Q24aRTbDJhTYIHDn/o4+USYnmfG8rIsvLS7E0MeKbPDUseip0ASBLKNsXtGG7UkrAYKzV2OiBZxtbW10Ol0IEkSOp0OtbW1abZaZaJDszxa+91oH/Sg2+HD8UFvUj3LWY5HU8cwzijNDPNDQhEAZBgmR4EekOYuFiqBnoAOH4d8S+ynquamHdi0tRkOfia+ESW9IhgxZhgaWq0Od/x6PbTagC6h0YDjeQg8D+ZUZEGtdlZRURlLMgwUpHz3DvsYmPUU5hYEKuEP9rnBcoE0NDGCX8TNTTuwoHqpLLbetLwMN7zcjFs37cWGy+aPFPClE6lROwNFwuFj4fJzsIY4HMGUi1g5yCoqoXQ7fNjb7YSe0kBA4IEry5h4lPfLbic8DIdCth83r1s74odseOE1lJadqhESkFTqhlJRI8hpxu6hQRBfRQFurK2K2Cbo+L619wTgd8M8IN4QPxgx5jkOLENjeGgQG154DfOFVtx13x+h0+mhSTKysP6S+Qltn26dUO48e2rKGkpenxyaStFIl6aS1qfU/aSE9Rm0JMw6MiJlIvS+56E58AJweokNFKkBRWowPdeMbY2NolGp4P1x8IPHcPO6NRG/T4Tmph2YL7SiuWkH5hRY8dBFc3BsyIMfv7oXrhSi2GL39VQ1NASBQZHodmjKhRiT/fxUkY4gBLpV5Jp1yDXrkGfWI8+sT6692/EhaAjAf3hHmB/S1LgFQKDBgJYk4s5tmEioXSxiIEeFbFOHHW6ahTnGVLunH/0T/vrnByHc8DSI1h24ZYEV197204jtgl8ULEODOvXkFhpNaWzchiNffIbvXvTNSRVZUCuVxx/1GCiDiXAcjvS50DboCRtzz/ECnH4WNCfArCNxWlEGbCGTtjZ/uhXnnnsOGJqBVhd+b3v60T9hw0PrwXMcSJLETXfcg+qalWhq3ILqmpWSI8qj38AFP2PLsUH87M39mJ1vwaOXzot5rw4iZdR0qvgYDiCAFRWJ98L/ujARrofxxOljseXYQMLdKsS45sXd0BDA7dPoCD+ktKwMlDUHVj2F06NM2FMSahcLBSAIAgY8NIwhrxzWPrY1YrvqmpUgK6sBgwVk62eorlkpqregeik2vPAabrrjnrAvkKBm1fxq/Oq/f5mUc1z+i7cT/pt06oSy/C9fpKyh5PXJoakUjXRpKml9St1PSllfjlmH0EYWdh+DKzZsw5QMPWrKs3BmZXaYcwwAW7dsBsMw4PnwqBQQuD9qtTqU3fUWKK0Otqxs3LxuDTY8tD6hiHLwDdzUn70e9hkrK7LxwLdnYX+vC49uaUtqzWL39VQ1DNpAmsXo3sjxmOznp4p0up0+kDJ0lBj2Mdjf48Sy0qyofoiPnVwFeoDqIKcVP8uD5xE3IX5B9VIsvfYe6MHir/f/OmZEZEH1Ulx7208jtgm83tAgaxLMP1dRUZm4ZJzKs2V5Ab0uP2yn/j2nMAOZUVpA1dbWQq/TQUOSoLS6sCBB8AsZADa88BqGhwZFX/HGI+hoA4j4jNppuaiblov6o/3g+PF/qRosgjqwe1fMUdUqKtHgeQHtQ17YZCiae6VhF3gByPUGur6I+SGTrUAPUIv00opPQusiAHDTLPbYCZw3txinL5mR1Gc5fAxKs0zQJJFbpKKioiIXFKlBlkmLPpcf86ZkoDRTvCVUKMHis5fefA+l85di/ulLwn6/oHopsH3ryBeyVqsDCzrC0Y1F0NH+7XYmIj0NAM6eloMPDvdhT6cDp5fYJK5W/gLC8FQQLbJffB3XXHxuyroqXy/sPgY0x4Mikw+aCYKAx9/djr812wGOwUO33Irpz/1b/DyfZAV6gBpBTitehouo6K4uzwr7d7fDh+tfboaP4XDR3ORy2qrLs8DyAqZkJJ9nVDcrP+m/TYdOKCvKM1LWUPL65NBUika6NJW0PqXuJyWtb0aeGWdW5qA8O/DQLkWzpqYGD/3uN/jmWWeix0VHDBwJ3jujveKVwoLqpaguzxL9m+Xl2dCRBD4+2i9ZL+jMelt2pFxAGFxfeDE2g82ffCI6fCUak/38VJFG57AvpYK5Ppcf//XGfvztMAsMdgAv/QKc3yv6xobjAS1JwDDJHGS1SC8GqRYAHOx14qTdh8woaQ9fdjnwszf3w8/yeOD82TijLEt0u3j4WR4sL+DMyuxJM8EmFLUQY/xRj4Ey+Loch5N2L5q7HLDoqISngkol2Es+tNDvp2/sw6E+N9764ZKY99JgkZ5YAaFYgXWidoUWQa3/+79wzcXfCCt6VAnwdbkeEoXhePznSD+yTbF7bkfDTbO45JldcNMcLiklsOnnl4Oj/aLNAQCgq7MTRcVFOL1E+QV6gIxFeo888giGhoZkMerrhsPLwjDqCW792/sBAFuODeLGV5ph0JJ4+rsLk3aOAeCBt/ejLMuYknN83TM7k/7bdOiE8vM3WlLWUPL65NBUika6NJW0PqXuJ6Wur7GxEav++4WEhhcVZxqxoiIbPpYfKVIL3juD0BJT2Eaz/u39I07o6EK/s6flosfpx4FelyStYF5z/mW/SijdI5pdQGSE/LTqpehzSR9mMtnPT5X4DHkY8EL8+qdofHi4H4MeBg9fPBc/u2g5Hn/+1ZhvbPycgNxJ+AAX10Hu6enBkiVLcMUVV+C9996LmOyjIo4gCBj2MdCNcpCb2gIPG09ub8eUDAP+8d2FqMg2hW0TbUpNNJpPDCMvziCSeNQf7E3p7+XWCWVrmyNlDSWvTw5NpWikS1NJ61PqflLi+hobG1FXV4d2NgN1dXUJOckZBi2qp9rg8LNgeWHk3gkAfW4/vCyHXpcfgx4abAKFdU1tQxE95YOvjc+szAapIfDx0QFJWkFn1li1NOF0DzG7QnWDRVAWHYmTdq/k797Jfn6qxKdtyAOTNvn0ijf29aAi24jqU7n40ZoDhGKZZAV6gAQH+Xe/+x2OHDmC6667Ds888wymT5+Oe+65By0tqUf1JjM0x4OL8gQXbJly3sy8iPSLaJENMViOHxmTapLQu1NFRUVlLGloaABNB+5R9KkJn4mQbdJhdoEVA+6vIqh9bj8KLHqsrsodyXN2+Fn0ufzod9PwMVxcZzIY+SVHdc2wGbRYXGJD/dF+SQ6pn+XxVHsgwCHXhL/RUKQGfo6H3cvE3Tb4AJLIg4jK5MLpYzHgpiVPbRxN26AHzV0OXDinUPJbaUEI9DefbEh6xCAIAoWFhSgsLARFURgaGsJll12GO++8M932TVh8DA9EucHubLdDALCsNDKtQiyyMTqi3O+m0evyw8PyyJOhAbiKiopKOqitrYVOF3i7leiEz8bGRtx///3oPLgbxZkGAECvK+AcLyiygdQQsOgpTM+z4OxpuTijPBsz8y3QaAh0O/0xHdxYhX5nTctF+5AXrYOeuDY+3ngc244HIr8OHxNxr070bWA0LDoKTSeGI6b9BfdRY2PjSLQeQMLRepXJQ/uQB7ooI9ul8Ob+HpAEUMGclHTu0iwPA6WBnpp8DnLcIr2HH34Yzz77LHJzc3H99ddjzZo10Gq14Hke06dPH/NI8kQp0ut2+LD7pEM09eH3Hx3BB4f7UH9TTcTIx9EFGnf8ej0e+u09I9Of/vLPVzFr4WIsK8uclCekGGohxvijHgNlMBGPQ2NjIxoaGlBbWxsxxCja74LOHk3T0Ol0eP+DD0EUzYJZR444x7HY1R6YYJpMFK3fTeNbT36GG2vKcP2yUtFt7P09OE4bcf3Le7C0NBOftdtxUSmJ939x2ci9evS9O9UUDJefBScAy0ozYdZTEfvoBz/4AZ588klwpwoG77vvPtx9991Jf95EYCJeD+nEx3D4+Gg/cs26pPKPWV7A+U99hqkGDgd+d7mkc9fuZWCgh7Fi3rRUzR8zZCvSGxwcxKZNm/D+++/j8ssvh1YbSAnQaDR46623Urd0kuLwsdCSkSfoB3u7sP34EJZOzRSdhz46sjG6Kf72rZtRZNOHOcfPf9aesr1yaMipE8pre6W3XYqGktenlOOn1LXJpaMkW9KhqdT11dTUoOzsq0Sd47q6Otx7770REc9gagbHcaBpGls+3YzWHidOk+AcA0BFjgmeKBPoPtjXHfNvc806LCjKwEdH+uBjxTW8LI/ffHAIUzL0ePCC2agusOC9dj9oghq5V//n3TdiDjQZHV2OZ5dFT4EkgB0ddngZLmIfAYEofcaibyUcrY+Hks5Pleh0Dgcm5yVbnLf9+BAGPAym2A9JHsbD8AIyDZNzQFlcB/m3v/0tysrKRH83e/Zs2Q2aLDj8jOhrjic+aUWX049lMbpWhCbEj86Vm7dkOXLN4WkV97z6Zcr2yqEhp04oD/6nI2UNJa9PKcdPqWuTS0dJtqRDc6Ktb7SDF5qfHEzNIElyxNn71ev7JA9CyjJqYaBIMCL9g59oiP/W87yZeTja70HtXxtxzYu78efNrfjgUB+OD3mwe9dnuOu5BnTYffjVN2bArKPQP+gBDQqa6otH7tVnf+si0TxnQLzWRIpdFj0FCAK+ODGM1atXh+2jq6++GvX19cg691bU19dHPJCkgpLOTxVxWI5Hy6AnYnJeImk+r+/rRrZJi0tq5kY9dyMR0taKcbxRK7vSxLA39uu9M8qk9QsMRpSbGrdg0RkrMHXO6bAmmXyvoqKiohSCTnAwRSA04hmcrBeWfvH625K1NRoClTkmHOx1IdeceIefyxdMQVGGAV+cHEZzlwOv7OnCc9zJwC9pD6ArAdn8LnRn6oGpgVfPqyqzsYu6AlfVVKFm+XIsqF6KabPmRPRaBkbVmuBUhI5YJsm2DIMWvU4/zli4OHIfAcDrb8vqHKtMDHpdfnC8ACokMBc+lTF2qsSQh8bm1kGsW1iE05dUjvgdo8/dUFiOh06jgU7kbflkQPW00gDN8mA4XjSFAgBKbAaU2OKPXw2yoHopFlQvhcvPwmbUSnrFqKKioqJkRJ3gUb9PxdErsOqxv8cJQRAS7hFPEARWVmRjZUU2gMDghdYBD556cRM+PnAAoAwQPv0Hmk7PHXEeblhWis2tg6CWX4oF1YHc5eC9ezTBN4Oh47Lf2h6/S0UQg1aDtkFPzH0UK/dbZXIhCAKO9ntg1YdHcsUexKI5u6/u7QbHC7jw1ETfaOduKB6GQ75VD0KQfu5OJFQHOQ34WA4RM6YBfL7zMwywLBZL943D8LIcZmVYI37+1NWLkxOUWUNOnVAevKAyZQ0lr08px0+pa5NLR0m2pENzIq4vESc4UbsMWhJFGQYMeGjYQnIkf/HtxFMDtaQGM/Mt+P6KWdj26C9GInLBV8+/+PZszC6wYmVFNp7//CTWzp8SdYIqEP5mMKixRDiE5iatpEI+q55Ct5OGh2YjWnw+dfXiiAK+VFMulHR+qkTi8LFw+1nkW8PTL8UexMQ40OPExsbjqCCG4G7bB+RIKyb1czxyzTrw0ubqTDiS7wWiEhUfwwMIbw7S3LQDt/7sbngFDbY8/WBSbX8EgYjILwKA+aeaeaeCHBpy6oQyM98Uf6M4KHl9Sjl+Sl2bXDpKsiUdmur6IinLNsHPhOchV+Wbk7Yh6Nhec/P/C3tdHdS8dXk53DSH3390JG4f5WCtCQDcvG4NXnv8gbi974MQBAFSA5wc9kX8bn6JLWZ+dzIo6fxUicTlZ6ER8eZitTMM/ds7Xt0N1tGPtsd/IvkcDEBM6pRP1UFOAw4/A2pUBLmpcQuYorko0WrAt32Bt195MaH+mD6Wg1VPwqCNTIZftr4+ZZvl0JBTJ5SL/743ZQ0lr08px0+pa5NLR0m2pENTXV8kNgMFs54aGVcNADc8k1qb0AXVS3HlD28MczaCmtPzzLh1RTk+bhnA6/t6JOkFX4MX3/x03I4BodgMWhwb9EYUIi5bXy9a5JgKSjo/VSIZ9NDQk+KFcrGm4AmCgN9/dAR9PgHEuw9BcNsln4McL4AkMGkL9AA1xSItOLwsdJQGzU07Rl6hVdesBHEyUJhHcn688a/nwXGs5P6YbprDtJzkIx8qKioqXzcIgsDsAgt2ttuhJTVJ12+E3svj3auvOr0Y29oG8dAnLTi92IbSrNg5dcHX4AAkdAz4CkpDgBN49Ln8KBpV0xIvv1tlctHvYWBMYrT0pi+78eGRfqwtp/BWfytYSV0rAngZDrkWfcL5/RMJ1UFOA8N+Fi3NTbjtqktGctX++OyrQMF0AMBFV1yFV194VlLifBBeAHKSqMZWUVFR+TqTZ9FjTqEV+3ucyI9xD43mBIt1AiiN0voUwP9n78wDoyrP/f89s++Tyb6SEMIeQAygQRQUbV2xra3V3t62LrXY9V7tpu299dfeWm9rvfVerRS3VmuttUW0rdoqioICgbAJCATCErJvk9nnrL8/QmKW2c97hjfJ+/lLmZnvPE+eWZ55z7NAx3G472OzcfPvd+OHrx/GUzcuGjVZYCxDl8H/33Yh7WUiLrMBx3pCKHFZxiUqapscGRMDXpQRFSS40ix16AvxeOidZlw4LQffu74W11Qkn1oxkogoo2aS5ySsxIIwoiQjIkjYu+O9UYO2X204BAXA4ioPrrnhpjRmDA5eyjDo4tf63LysQrXdJDRI6oxkzfw81Ro0+0dL/Gj1jZQOTbZoocn8i0+lx4oqjxU9IR6Xzysad3usucRDjJoEEOfy81jNIqcZ966uwaHOAH7XeCapfQvrluHyeUVpb9qzGPQI8CKae4PDNc+TMX6M+IQECcjgEPelAx2ISjK+vWoGdByXsBQjFgoGRw5OZpKumqYN2ldN+yMi3jvZh/bDe0etjL7oJy9iWw/w9tp6GPS6tC7Z9QZ5lLotqC1xqXFnwsLWiZ57WAzogMUhcyRZwe4zXgxEBHiso0++nn7kITz2y/shn13TvPbue4cb6IaS56HP8qET5Jz88Yn2WL7910PY2eLFX29dqlkyIckKeoI8ynIsmF/kTHhaPdlg7wfgjDeEgx3+cQvEEiHKCtY81YDpuTY8+qkFaT+nrCjoDwm4fFYBdDpuwsWB2KppRnoMrjdVxnWPNkfMWFzmxj1/2Q8gceH8EJKsoCvAw2U1YEZ+/Prja/9vi2q7SWiQ1BnJLc8fVq1Bs3+0xI9W30jp0GSLFprMv8TodRwWlrrw45cPQpRHnwuN3Vg68qpeKpMAvvOnvTGfc219JYK8hOd2t476d0lWcP+mJqzbdhIhXkqokYpfRU4zOn1R7DjtxdUPT874MWLTGxRgMXzUKJfK5rx3jveiK8DjxkWZJbVhQUKu3ZjyZsuJCqtBJkxLfxjWsy/WoUHb3YEoTm5pwPW1xdi4/VRKOmFBgj8qYlaBHdNz7QlfiAdafartJqFBUmckR7rDqjVo9o+W+NHqGykdmmzRQpP5lxyzQY/TvSEMhIVRPR1j5xKPTYKTLU1o7g7G/PeafDsun5mP5/e04ebFZcOzkZ9qOI0NH3QAAF76oANfvagqrkaq5NlN8EUEHGr3ZbQcJRG0xI8xnr6wAJth8Kwz1c15L+xtQ6nLPLwIJ13CgoTpuerHr9IOO0EmSESQ0B2Mwj5m7MmuMwMAgKUVqa2XlhUFvoiI+qpczMh3TPpfaQwGg5FNZEWBPKa6MN0azFT58oXTEBYk/P5sLfLuMwN4fMdpXDWnEE9/dhFKXRb85I0mAMDhLnUbF4bKOHwRUZ3RjAnBUIPeUFlNKvXyx3qC2N06gE8vLM14qouscHAnWIQzWWAJMkF6Ajx0HDful/vOFi9cZgNmFdjhsSV/UYV4CcUuc8JNTCMZuz0nE0hokNQZSb5d/YUOmv2jJX60+kZKhyZbtNBk/qWuU5FjJZpEJvpcn5Fnx8dmF+CFfW042RfCD18/jDK3Bd+/bAYWlLjw1GcX4adXzYYM4It/3Iv1209BHDPbOB3cViPafOMXiKiBpvgxPiLIixjZoZeoVAgYPGH+8XOvw6gD1sxPXkMfC1kZnH/sME3+AgTWpJeAdAvP32vuBYBRyzwURcGap3ZiTpEDv7h2Xko6XcEozi/LQRH7QAHAGjFogMWADlgcyOCPiNh6oheFjsw+Y709nSk16Q1xsi+EG59thNWoR1SU8dubzsOcQseo+wxEBDy4uRmvHe7CrAI7/vuauajISTxDORaSrMAbEXFZTd6kb9ib6u+Hlv4QDnUGkD+iXCjRuMK1X/oX8F/4NXRN7+OJr1yV0dWSIC/CbjKgbsQV8YkWB9akl2UCURG+qDhu012rL4J2f3S4vOKFhtPJxRQgx5r6r7P/eeNoWrZqpUFSZyRPbG9XrUGzf7TEj1bfSOnQZIsWmsy/1HWcFgMKHGb4CZ0iJ/tcr8q14YICHYK8hM9U6cYlxwDw+v52/OTK2XjwunloHYjgkfdOZmTLn3e1QJJl9IWEjB4fC5rix/iIvpAAi2F0GjeyVIgXZdz6wj5c/cQOfGOLH/zN/wMYLcCev6a8sXEsYUFCoWNyzz8egiXIhOjyR2PW8+xqGV1//KedLQl1woKEHKsRZkPq6xsf3tSUhqXaaZDUGclTDR2qNWj2j5b40eobKR2abNFCk/mXns6MPBvCI1ZQqyHZ5/r+xgY0/uxL4F59EH/59qdjThgY0lg1Iw9XzCrA9lP9GZVa/GlnC2xGPU71h9J+bDxoih/jI3qD/LgEeSTvNvdif7sPtcVOLC6yQHeqEdzW38E40JbyxsaxKJga9ccAm2JBBEVRcMobjrnJpuG0F/l2E6qSrBsdIsRLmFs0/nSBwWAwGOTIsRrhshiGLxlrSeO2rRAD/VAOvwtJr0+6PXVFlQcbD3Rgb5sPS1Js7h6Jw2xAV4BHWJBgNaZ+2MKYOERFCbyswJ2gjOblg50ocprxs6vnQq/jsH+WcbD84p47MiqvkBUFuilSfwywE2QiDERERHgJxjEvVEVRsOuMF0sr3CmP3JEAeGxT4/IFg8FgnCs4jkNtiQthQUJEJHOSHI9kzVNjWTbNA6Oew5YTfRk/p54DOv3RlO7rDQvY2zqACdaSNKUJ8dLgOrs4tPsi2H6qH2vmFQ1f3VY7qSXES8i3m6bMZC2WIBOg3ReBKcZljua+EPpCwqgTgJ9/ZlFcHUGSYTHoxo2JS8Zfv57ZpRLSGiR1RvLUTbNVa9DsHy3xo9U3Ujo02aKFJvMvfR231Yil0zzwRUTwYuaTIxJ9rgOpLRsZqWEz6VFX5sbWDBLkIR2n2YATfaGkSa8gydjbOoDT/WF0B2In1DTFjzGIPyIi0bnbXw91Akg8rSKVpSIjiYgyijJsbJ2ITI1zcg2RZQVnvOGYa0R3tngBAEvLU7tE5o+KqMq1ER3wzmAwGIz45NpMWFKRg52nvci1GcddCSRFsmUjY1kxPRcPvtOMFm84o2kWJoMO/WEBp/rDqPRY436vNHUHwIsy8mxGHO4KIt9unjInhBOJsCDhSFcAoixDUQYT5Hj1x7Ki4K8HO7FsWg5KXJaY90l1qcgoXSiarUynEXaCrJIgL0FUFBhifKDsafWh1GVGqfujF+h3X9wXV0uUFRRk8Ovsukcy60YlrUFSZyS3/vGIag2a/aMlfrT6RkqHJlu00GT+Za5T4DDj/HI3ekN8RpqJPtcz1RjacpbuKfJInTy7CYc6/TjQ7ovZ8Nflj+BEXwi5NiMsRj2CvIj2GDOUaYrfVOVUXxgd/gjCvIyoKMNs0MERo+8JGOx9avdHcf384rh6qSwVGYkkK9BzXNpXuCcyLEFWiTfMQ4/Yv7aP9QQxqyC1hjtJVmDQ62I2+jEYDI0WPhkAACAASURBVAZDW4pdFjhMBlWlFiQpz7GiymPNqMxiCIOOQ6HdhHZfFDtO9cMXERAVJUiygoggYX+7Hx6rafh0OcdixJHuoKpFJQzyREUJp/pDyLWaYDPpYTXqx42UHcnLBzrgthiwakZe3PukWxcfFiQUOKbW1QWWjamkMxCFxTj+d0ZUlHHGG8blM/NT0vFHRZQ4p9aLj8FgMGiiPMeC4z0h5BnoaJS+uDoXf9zbpmrSBsdxyLOb4I+IeO9EHziOw4d7dmJfw/uou3A5li+/aPi+JoMOA1EBrQMRVObaSLnBUEm7b7A2PJXV0N6wgM3Nvfj0gpKYvVFDDNXFx1oqEouwIGNmAR3vi2zBEmQVSLKCvpCA3BgzAU/1hyApg2tGR3Lj0opx9xUkGYIsoyrDD6RvrZ6Z0eNIa5DUGcmty+JfJkoVmv2jJX60+kZKhyZbtNBk/qnXybObcbQ7mLZmrM91EhoXVeXi2cZWNJz24tKa1A5b4tnitBjghAH7Gxtwz62fgSDw+OO68bWnHosRR7sDKHFZhhMsmuI31RAlGcd6gsixpJauvXa4C4Kk4Pra5N+bqdTFS7KCgYgAHQe4p1D9McBWTSck2frE/hCP7af6Y64rff1wF374+hH88fPnoybfHuPRgyiKgs4Aj8WlLpRm0IgxFZhoaywnIywGdMDioC2yrOCtYz1wmQ0JT+vSXTWdKaIk4/LfbMfqmfn4jytmEdF8+pGH8Ngv74csSdDr9Vh7972oq18x6iSxJ8hjZr4d1Qm+u2hgKrwf2gfC2NvmT2l7naIouPm53TDpdXjm5sWqnleSFfSFeXDgUJVrQ7nbAnucEtCJFge2ajoL9IcE6ON0Bh/vDUGv41A5ZkHI7U+PHqfSFxJQ6bGqSo6X/fTNjB9LUoOkzkjWPPmBag2a/aMlfrT6RkqHJlu00GT+qdfR6TgUO83YsWNbWuOvxn6uZ0IsDYNeh/pKD7ae6Eu5LjiZLWNrT92eXNx58yfw2C/vx503fwL7GxuQYzHgeF8IwtnnpCl+UwlFUdDUE4LLkrgxbmhc2yvv7MCxnlDC5rxU6Q8LqPTYcGlNPmYXOuImx5OZqecxQdr9EdjNsV+4x3qDqPRYx40M6g8Jw/8d5EVYjHrMLlS3Oa8rxWHwWmuQ1BlJT1BUrUGzf7TEj1bfSOnQZIsWmsw/Mjoth/bg21+8AaIgpDz+auTneqbE07h6biHeaOrBf799HPeurkk6BjSZLWNrT0dNMwA/vOVPkgV0+CKo8Nioit9kJsSLONwZgMdmgttqgCApCPJizKvUQ4wc14bLvwbTgsvx8dkFquxQFAWyAlR6rAnrmCc7LEHOEF6U4YvEf+E294YwL0niG4hKWFGdq9ncTQaDwWCkR+P29yDyAmR5dMIYD62rFC+uzsMtSyvw9M4WlLkt+FKG9c77GxtGlVGM9MloNEEEP2qaQY7FiKaeEErdrPQvW/QGebT7ougJ8pCVwbnDjiRj1YZ/4HAGoGY5pis9cce/pUqQl1BgN8E2RVZKx2Nqe68CXyT+r/SwIKF1IILr5o2vUasuGKzpiggScqxGIkO3a8tcVGiQ1BnJ7AL1H9A0+0dL/Gj1jZQOTbZooTkR/Nu2bRs2b96MVatWob6+/pzYlUxn9WWX4r/+ywRB4JOOv1IUBV1BHhW5NoiSDIOKw46h74ZY3Lm8Em2+CB557yRKXRZ8LMEJYSydREsh4k0zMOp1iIQFdPkjVL0+JzMd/iicFn1aE0uGSmb4mougmG345AK3ajtCgoz5xeyHEWvSS0CiwvMPO/1oG4ggJ8YEi0Odfnzh+b34+bVzcVmczuPeEI9ZBY6MJ1dMJSZaA8BkhMWADiZyHLZt24bVq1eD53mYTCZs2rQp7SQ5W7zyxma89NobuOSSlTFPj709nXDnFaIryKPKY4XFqEdTdxD5du3GYPGijK9u+ACHOv34zacXYkFJ6glnrMa8W75+V9LHRUQJoqTg4uq8lEaQRgQJZoMua9tgJ/L7YSyiJGNTUw/ybMa0/377Gxvwgy09kK0u/O2Oi1T9/UVJRoCXcGlNfspjZydaHFiTnsZ0+KNxN8oc7wkBAGbkjU9+H3v7GABAVgBPjOQ6E+7ZsJ8KDZI6I3lg02nVGjT7R0v8aPWNlA5NtmihSbt/mzdvBs/zkCQJPM9j8+bN58SuVHQuX7kCN375m/FLKxQMJ8dzi5xY9/ZxcNzgNtRMGfpuiIfJoMOD182Dx2bCw1tOpKWT7lKIISwGPUKCjLsSbAr0R0Sc7Atha3Mv3mrqwYed/phlJ1q8riYT/qgIWVHiJrdDjXixGkfd1bVohxOfOb9S9Y8Tb0TE9Fwb28kAliBnRIgXERWluLXDzX1BmPQcymPUbr15qBOSrEDHAU5CXaHPN7RQoUFSZySvHOxVrUGzf7TEj1bfSOnQZIsWmrT7t2rVKphMg0mayWTCqlWrzoldqejYTAY4zQZERGncbYqioC8sDCfHHMfhT7taUJNnhzecebPem4c6k94nx2rEvywuw942Hw51+lPWGSqjWHv3vSk1HY7EadZj455WhIXxf4uTfSFsOdGLI10BcBxQ6DDhZF8YR7uD45JkLV5Xk4neEA9DnKR0qERm5KSRkbx8oBN6Drg2RllnOgw15xW74jcFTiVYgpwBIz8Ex/6q29/YgHd2H0SxJf7WmxAvoWiKrWxkMBhTm/r6emzatAk/+clPqC6vGGJGnh0DYXHU6mlFUdAd5FHqMg8nx0OU51jBQd0pciqsmV8Eu0mP5/e0pfW4hXXLcMvX70orOQYA69mVxg2n+kclySf7QjjQ4UO+zYR8uwkWgx4cx6HAYcKxniCae9NfuDKVafdF49Yej5o0Igw2jg4hyQr+/mEnLpqeq7rEJ8hLKHSw5rwhNE2QH374YdTW1mL+/Pn41a9+Ne725557DgsXLsSCBQuwfPly7NsX/zIOTZzoDcFpMoz7Vbfhud/izps/gdM+EWd2vxN3hmZEklDssmTXaAaDwTjH1NfX45577qE+OQaAErcFSyrc8EYEhAVpuCFvmseKqlzbuEvZJoMOM/JtGFBxipwKDrMBa+YV4Y2j3egOZG90mqwo2HGqHyFexKm+EA52+FBoN487CNJxHAodJhzuCuB0fyhr9k1kIoKEQHSwfjsWiUpkmntD6A0JWD0ztU2LiQgJ0rjdDVMZzZr0Dhw4gJtuugkNDQ0wmUy48sorsW7dOtTU1Azf5/3338fcuXPh8Xjw2muv4b777sOOHTsS6p7rJj1fRMB7J/pQ6DCPa3xYetEl2LFzF5Q7nwP33rP46so54xoh+oJRiAqHVTV5w7/M1dLpi6BIZcJNQoOkzkj2HT2FRbMqVWnQ7B8t8UukkWkTBk1/d5psyVQzURwmg39aa2SiMxAW0HDai4goocpjxfxiFzo62kfFYUgzKkrYfKwXHqsx4Sa+WPQFo8i1p3Zp+4w3jE/+dhduXVaBO5dXZayTrm2+iABJAaKihHy7OW5JADB4kj4QEXBpTT6Mep0mr6uJ1hwWjy5/FLtbB1CQ4AR47Ji+If68rw0PvH0cG29ZErOsM1XSbcgcyUSLwzlv0vvwww9xwQUXwGazwWAwYOXKldiwYcOo+yxfvhwejwcAcOGFF+LMmTNamUOMdl90+ENh7K+6y65aA0NRNQBA722L2QhxuN0Pu0lPLDkGgA/ODFChQVJnJEe61J9C0OwfLfGj1TdSOjTZooUm808bHbfViOVVHswvdmJ+sStm8jCkaTboMSPfhv4MTpGPd6VeklCeY8Ul1Xn4ywft4+qk09FJlSFNl8UIi0GXNDkGAIOOg6wo6PQNnnJr8bqaLHQFojDrE/8945XI7Gv3Ic9mRJnKHx++iIjZhQ5W+jkCzQpNamtr8YMf/AC9vb2wWq149dVXsWTJkrj3f/LJJ3HVVVfFvG39+vVYv349AKCjowNtbenVXmVKd3c3AGDXrl3Ytm0bLriwHkrRDNiNBnhDwLTKSvzisaewt7EB59Utw7xFi9FsKscfW4Ef3PUNTKushLdndMPEL/9xDC98YQ7a2shdGrv9mT14/5vq9q6T0CCpM5Lv/q0ZK6rVzXak2T9a4pdIY+i9QFIz2zo02ZKpZqI4TAb/tNZQo2MB0NExmOSNjcNITZOsIDowgK4AB1Mac5EfePUYnvxsTfI7nuW6aiveae7FS7uO46qajz4f09XJxLZUv70UScbegV5w5W7c/sxe4q+rTD+XaEJRFBxv8cJqNMAbSO0xh/btGc479rS4MS/fgoHeroxtECQFgiRDcoloC6SfIE+GOMRCswR57ty5+N73voePfexjsNvtOO+886DXxz41ffvtt/Hkk09i69atMW+/4447cMcddwAYPBrP5lH+qVOncNNNN4HneRhNJvz0yRexcsVFw7cvX30llq++8qMHFARg7erANVd+DLqY41aOYVZVBTw2kvMy9xD4m5DQIKlDWpP5p1YjM32a/u402ZK5Zvz7TQ7/tNUgpzNaY7SmxZ2HnS0DyHGmU+pwDDn5qU8hWJmnYNbefmxs8uPGZTNHlHSkp6OFbSPpCkRhPXulWIvv7ol0aT8W/ogIk8+AvATrpEeyv7EB37nz1sFFNu4i8F9ah5vrClXFvCvAY0mpU9XWxIkeh1ho2qR32223obGxEe+++y48Hg9mzZo17j779+/H7bffjpdffhl5eXlampMRI2d3CjyPw43bEs4jPN4bRHWuPWZyLJ8t9yaxPY/BYDAYdFLgMKPIacZAgo2rauE4Dl9aWoHjvSE8uPm45iuvM8Vq0ONEL2vWi4c3zMc5TIvNqIkWBYMlnYtKnBk/Py/KMBt0KHKywQFj0XSWR1dXFwoLC3H69Gls2LAB27dvH3X76dOn8alPfQrPPvtszOSZBoZmd/I8D73RiIL8/LgrO4HBjtKLpufG1ArxEr6yakbazRvJuP+TC6jQIKkzku9eVqFag2b/aIkfrb6R0qHJFi00mX/Z1UmkyXEc5hY68G5zLyRZSekz/yurZqT9vB+bXYAPuwJ4tvEMChwm3LpsWkY6Wtg2hMOsR1cgih9dN4+gRZMDRVHQMhCBLY2epKHeJxE8UD4fRh0wu9CRsQ3eqIAFRS7ieclkQNNV0xdffDF6e3thNBrx0EMPYfXq1Vi3bh0AYO3atbj99tvxl7/8BZWVgxMKDAZD0s7CczHFYtu2bXjp1X+idN4SHNu7I+7Kzv4QjyvW78C/XTIdnz+/fJxedzCKhSUuVZcxpiITrUN2MsJiQAcsDnSQahyO9wTQ1BNEAeGpEiORFQU/+scRvHa4Gz+6Yhaum0+6vEI9fSEe0zw2VYlcLCb6+6F9IIw9rT4UpVWK89FEi1cty+BxO7H+M4syen5elBEUJKyakQdDGvXyY5locTjnUywAYMuWLTh06BD27duH1atXAxhMjNeuXQsAeOKJJ9Df34+9e/di7969WUt806W+vh5rbvk6ll1Yn3Ae4ebjgxvfziuN3VCmKByW/+wt4vZVff/vVGiQ1BnJ8v/do1qDZv9oiR+tvpHSockWLTSZf9nVSUWz0mODSa+HIMnjbgsLEloHwpDOLha54dH3MnpuHcfhP6+YhWXTcvBfbx7NWCcRajXdFiM+/tA7MbfxTVV4UcbBzgA81vRLLhfWLcPNX/kWToeARXHyjWRI8uBGyNpip6rkeDLD/iopIskK9FzilZ2vHOxEdZ4N84vG/0qOiBJcFnKj3RgMBoNBNwa9DjPzbfDGqEX2RURU5drQG+JVP49Rr8PPr5mLghQbvbLN0OX7zcd68EG7D96wQG3NdLY43huELCswxVkOkqjXCQAOdPghyQoWZlB/LCsKeoI85hc72dKyBLB9ghmwsG7ZuFmEzb1BfNDhx79dMn3chiUACEQlzCF8eYnBYDAYdFPisuBodxCCJMN49qQuEBWRZzeittiFqCjDS2D7nsNswBWz8vHu/nYEoiIcZvq+3gvsJnQHomjpD6Esx5rx6edExxcRcLIvFHc19NCW3ni9TgCwv90HAFhY6kr7+XuCPKrz7GxrXhLYCTIhXjnYCb2OwzVzCmPeLisKcm0mrI5zuxpIaJKySwv/LqpK/wNgLDT7R0v8aPWNlA5NtmihyfzLrk6qmga9DrMK7KNOkYO8hFkFg0sZaktckBVg8TSPajtWzshDSFaw9URfxhqxTi7rqtTbVlflAcdxcFuMKHSY0TYQRYgXVetONBRFwcEOP2xGfdzpFaMmVQg8GreNH4G7r82H6blWuNOYiqUoCroCUZS6LZhVYI95mMf4CE2b9LTgXK2afudYDywGXcxaHUGScfUTDTivzIVfXDu+U1eQZIRFGatm5LEXZAZMtAaAyQiLAR2wONBBunEQJRmbj/fCYdIjLEhwWoxYUpEzfHuXPzI4N9ligILBAxWDTgdznMvv8ZAVBVc9vgOLy9x44Jq5aT0WSO3kkhQ9QR4z8+2ozrdnrDER3w89gSgaWrwoSlAOMxQHUeBhiBEHWVGwet12rJ6Zjx9ePjOl55XkwbKK8hwL5heTnVox0eJARZPeVGHriT70hwVcP7845u3+qIhytwUcx+G23+4k/vwkNEnZpYV/33nluGoNmv2jJX60+kZKhyZbtNBk/mVXJx3NwVpkO/rDAsKijFkFo5PCQqcFz249AYNeB4tRB4fJgP5w+rXJOo5DqUmP90/2IyqObwxMRryTy/v/fihtrbGM1XBbDDjRF4Is03tGF4iK6PRFiGqe6g/DnmSsW6JeJwA40ReCPyqmXH/MizK6gzzmFDqwoISNdEsV+oqUJiAvH+xEgd2ECytjX4YSZWW4eWLT4czXQcaDhCYpu7Tw772TPtUaNPtHS/xo9Y2UDk22aKHJ/MuuTrqapW4LjnQHUOw0x1wWtb25FxeM+A55/0QfIoIESxozcgHAF+QREmTsbPFiRZyZ/PEYOWN35JSmxpP9aenEYqyGUa8DLwnoDwvIi1OLe65QFAWt3ggOdPggA1hlMcBmUp8uhXgRXQEeBfbYZRFD49vq6lfE7HUaYmeLFwCwKIX646gowxcVsLTCjUK2DCQtWIKsku5AFO+f7MMXl1TAEONXmSQrMOp1cFHYMMFgMBiM7GDU63B+mRv2FL8LSt0WHO0OpJ0gA4DdpMfm470pJ8htAxHk2U3DJ5cjkzQtsRr0ONUfoipBjooSPuz0o80XRZ7ViAAv4Wh3AOeV5SR/cBI6fFHoOMQstUy1vOUfR7rw8JYTmFVgx7Sc5E12/qiI2iIXS44zgGVtKvnboS7ICrAmznD2AC+ixGWGjl3SYDAYjClNfhpj2DxWIzKtPlhe5cE7x3txz2U1SS+nn+wL4XPP7cYl1Xl44Jq5CU8uSeMw69Hpj2Z0Uk4SX0SANySg3R9Ff0iAXofhGmG3hUObL4pKDw+PLfNEXpYVnOgLIccSO+0aVd6CwfKWkXFQFAXPNJ7B/209ifPLXHjwunkp9TTJioJ8Bz0/QCYSrEkvAak06X3uud2wGPR46rOxN9l0BaJYWpGT1gcjYzQTrQFgMsJiQAcsDnSQjTjIsoI3m7qRYzGmXTP6zyPduPe1w3j8MwuxuCz+KDVJVvDlF/dhf7sfAPD7zy3O+jjSnrO1sZW5trQfOzIOiqIgKsppJ9r9IR7bT/VDx3GwGfWwGnXjEs8gL8Kg16G+0pNSUtob5BHkRVTkWIfv3xOIYmfLAArjJKuJGvMURcGD7zTjhb1tuGJmPu77+OyUGjhDvASTQTeqdEcLJtrnEmvSywJtAxEc7Q7ispq8hPdzj9iU84cdp4nbQUKTlF1a+LfxQI9qDZr9oyV+tPpGSocmW7TQZP5lV4e05lgNnY5DkcOMEJ/e9rl/HuzA8ioPjHpueLtrPF7Y24b97X5879IZcJoN+M22U3E11RJPw2U2oLkvpHpxSF9IwM4WL8QYWwsT0eGPwqTXId9ugs2kj5kA200GeEMCOv3RhFr+iIhdLV7sONWH/e0+HOr0DzchnuoPw2aMn3Ilasx7fk8bXtjbhpsXl+KnV89JebpJUBAxLYeVVmQKS5BV8E7z4IfPyhmxE2RRGvw1axxx6nzvSx8Qt4OEJim7tPDv52+1qNag2T9a4kerb6R0aLJFC03mX3Z1SGvG0ih2WRCR0kuQf7P5OBxmA5ZW5ODNph7saR2Iueq6xRvGo++fxMXVufj0whL8a10Ztpzowwft45uif7NZ/SSheBomgw4RQcLJvrAq/U5/BJ3+KFoHUp86IcsKWgciKS1VybEacagzgFZvGM09QXzY4ce+1gHsax3AntYBNLZ4sfVEL/wRAUVOC4odZpzuj+CDDh/8kcHmPLsp+fSKW75+16jkeG/bAB7eegIrq/Nw1yXVcWcnj2XoB0cuRfXdEw1Wg6yCzcd7UZ1nQ0WcQvmoJMPNmvMYDAaDkQEuiwFQMutf+czCEtz910P48ov7YTHocF6pC7UlTszMd2BWgR0/eaMJRh2Hey6rAcdxuOm8MvxhTyse23YKv/7UAsKeJCbPZsKhTj8EWcbM/PQXWMiygjZfFCUuM452B1Hqtow6mIqHLypCkOSYDfZjMRt0iIoSDnT4oecGT/j1I+zkOCDfbhpOYDmOQ6HDhHZfBN6wELc5LxF9IR73/P0wSpxm3PexWWk9PshLKLCbYTacu9ruiQ7L3jLEGxawt3UAX1xaEfc+UVFGuTv1LTcMBoPBYAxhNephM+nBizJMaS4Nubg6D29+5ULsPjOAnWcG0HjGi6caWkY1/v3HFTNReLY/xmbS40tLK/Crd09gV4t31CKTTBg7siwRet1gMnmsOwhRkjGn0JlWY/tQouuxGhGISmjpD6e0gKTTH4UxjeeJNZ4vGQV2MwYiAnKs6T1WlBXc++ph+CIinr5pEZxxmvviERJkzC1iq6TVwBLkDNl6og+SAqyKU14BAJKijLt088QXlhC3hYQmKbu08O/n11ar1qDZP1riR6tvpHRoskULTeZfdnVIa8bTKHGZcbIvhFxDapfKv3/1Rxv0XBYjVtXkY1VNPgAgIko43hNCU08QvCRjzbzR05c+vbAEv28cPEV+otw9fGI5UjMVYo0sS6ahO3vieqo/AlkBakuSz/gdYmSim2M14lhPEGU5loSnp7Ks4Iw3DGcGSW+6pLMOGgCOdgfw8JYT2HVmAPd9bBZmFaTXOCkrCnQc4LGxAzo1sBrkDHnneC8KHSbMTdjxy8Eypih/QXn8juJMIaFJyi4t/JtdmH5381ho9o+W+NHqGykdmmzRQpP5l10d0prxNPLtJohpzHubURj/5NRi0GN+sROfqC3GjYtKx12ytxj0uOPCadjX5sPvd7empBmLWBv5UtHgOA4FdiNavGH4IkJKzzW41CMM59nDKIOOgwIkrWn2RUXwKZZXZIu2gQj+4/Uj+Jfn9uDDzgC+vaoa186LPUI2EcGohCKnOaUyE0Z82F8vAyKihG2n+rGyOi9xTZCiwDLmF+wF928ibg8JTVJ2aeHf9U8dUK1Bs3+0xI9W30jp0GSLFprMv+zqkNaMp+E0G6DXcSlPefjyb9WNQf1kbTEuq8nDI1tPoPGMNyPNoY18er1+eCNfqhocx8Fi0KGpO5jS/f1REVFJHjWCNddmxPHeIHa19OO9E71462g3dp3uBz9i/Xa65RVaExEk/Ovze/BWUw++sKQcG29ZgpvOK8tIKyxKKHez6RVqYQlyBjSc9iIiynGnVwAfbdBLt26MwWAwGIwhDHod8mwmBNMc95YpHMfhP6+YhfIcK+599TC6A4lHm8Ui0ciyVHBZjOgMROENJz9F7g5ERzXLAYPlGh6LEWFeBgcOdrMB/WEBjWe8iIoSFOVseQVFTfR723wYiIj42TVz8I0V0zOqdwYGyyv0Oi7tmmfGeFj2lgGbj/fCYdKjLsFltagow22l583HYDAYjIlJTb4dQV6ClOlqvTRxmA34+bVzEeQlfONPOwEM1hWnQ6yRZelgN+pxtDuQ8ORcURS0eCMxE12TQQebSQ+zQQeDjkOuzYQQL2LXaS+6Ajx4UR63+Otc0nhmAHodhyXl6poj/VERJS4LVb5NVNhfME0kWcGW5j5cND03YX0PL8lwmcf/grt5WfypF5lCQpOUXVr4t2Z+4kUsqUCzf7TEj1bfSOnQZIsWmsy/7OqQ1kyk4bYaMafQgd5Q8hPVyzOoWY3FjDw7vjhDh2M+Bf6O47jz5k+MS5J7zm6MAwYT6KcfeShuIp2uXQ6zAT2BKPpHnCIHoiK6/FFExcHT9IgoI5zGhI8cqwkRSca+Nh8MenrKKwBgZ4sX84ucsCWZlZyMqKig1MXKK0jAVk0nINaq6cbWAXxtwwE8cPUcXD6rIO5juwM8zitzoZi9UFUz0dZYTkZYDOiAxYEOzkUcZFnBjtP9iAhSxpff0+XpRx7CowdCQM2F0P3ua7jzK1/BLV+/CwDQ4Yvgs7/fDV6SMdsFHN64HlLTdpj4QEZlFbEYWvFck2dHc28Q/WEBCgAOQK7NBH6gByGTG/lpLsMI8RIsRl3KSze0JhAVcdm6bbhlaQXuXF6VsY4kK/BGRKyemZ/2enI1TLTPJbZqWiP+erATTrMBF1cnOdXklJg74a/9vy3EbSKhScouLfy75fnDqjVo9o+W+NHqGykdmmzRQpP5l10d0prJNHQ6DgtLXIhKcsJ1yt/5017VtgxRV78CpoY/odhsBi76POrqVwAYLG144O3jkGQFn15Qgpb+MMSVX4Zy2+OIXvcD/P69D4dPltXYZTcZMHC2dliQFBQ6zChymFFgN4EXZXQFonCnOR8YGJz5TEtyDAB7WgcgK8BSlbOnA7yIUpc5q8nxZIYlyGngj4p4+1gvrpxdkHQXuqJwsMbYu36gdfwaT7WQ0CRllxb+HelWt4IUoNs/WuJHq2+kdGiyRQtN5l92dUhrpqJhhjnFnwAAIABJREFUNxtQW+RKWGrRnOL0h1RYWLcM6x5/AmadDsqcVTBVzAMAvNnUg60n+nDn8ircvWoGHlrhgvH5u8DteAFwFeItuRofW78Dbx3rUW1XocOMQod5VOkBx3GwmfTIsRonxSizXWcGYNJzWJDG7OdYREUFJeyqNTEm/isri7xxtBtRScZ18xPXUsmKAoMOME2CNy6DwWAw6KEsx4IChynlOcFqGSqVcFkMeHhLM3wRAQ9uPo65hQ589rzBy+qLllyA3/z6UXx1RQ2evGYanrpxEYqcZjy760xWbJyoDNVtbznShkWlrqQHb4mQZAUGPZteQRI2ZiEN/vZhF2rybUmWgwC8KMNpMcackVzoNBO3i4QmKbu08C/frv5lSrN/tMSPVt9I6dBkixaazL/s6pDWTFWD4zjMLXJiS3Mf7LIy7nK6FtvTPDYjPrO4DA9ubsbXNhyANyzg4U/UjlqysbBu2ai64+vmFuHR90+iwx9FsdPMtrqNYWjbIK83Q/nKM6jLD6jS80dFlLHyCqKwJr0EjCw8/13DaXzphX3490uq8S/nJx7ePRARUOK0YG6xMxtmTnomWgPAZITFgA5YHOiAhjg0dQfQ3BtKu0EtUwRJxmef3Y3T3jD+ta4c37p4esL7n+oP4YbfNeLuldW4eXFmCy+S4e3pRE4+makdJNnf2IDGbVtRV78ibrPi0488hMd+eT/k6mXAdffgU/oPce837sj4ObsCUVxQ6UGuLTuvh5HQ8H5IB9akR5jXDndBr+Nw9Zz4kyuGECQZrjiNA//zxlHSphHRJGWXFv49sb1dtQbN/tESP1p9I6VDky1aaDL/sqtDWjNdjapcG0x6HSLi6AUiLzScVm3LWF5oOA2jXocfXj4TV84uwFcunAYg8Wi3So8NM/PteLOpRzO7aGToZPixX94fczTeEEPbBrlp5wFCBFdeuCjj5xwsr9DBnaXpJlMFliCngCDJ+OfRHqyo8sCTwq8zReHizjJ8eFMTafOIaJKySwv/nmroUK1Bs3+0xI9W30jp0GSLFprMv+zqkNZMV8Oo12F+sQMD4dHTIv60s0W1LWMZ0jy/3I3/umoOLEZ9Song6pn52NfmQ1cgqoldNNK4bSsEgYcsSRAFHo3btsa839C2wZxFq7Cg0Ibzl16Q8XP6oyLK3Ky8gjQsQU6B1z7sQn9YwDVzC1N7QJwRbwwGg8FgkKLAYUaR04y+EJ/1504lEbx8Zj4A4O1jvdk275wxdDKs1+thMJqGR+PFonTOeeiHFZfVVqp6Tl6SUeqyqtJgjIc16aXA0ztb4LEasbzSk/S+iqJABw4WFd2oDAaDwWAkg+MGR4PtbPHCGxGQk8VL7EOJoAg+biJYlWtDdZ4Nm5q6s2bXuWboZDhZDTIA7GrxAlA3/1iQZJj1OrhirNtmqIM16SVgqPD8ZF8If9nXhhXTc5PuN4+KMhQouGh67EUiH5wZwIJyN1E7SWiSsksL/97aewyXnVejSoNm/2iJXyKNTJswaPq702RLppqJ4jAZ/NNag5TO2Dica/8igoQdp/qhKECXL4IZSSYtpcvxrkBMzVSa0X6z7RSe2HEa6z5Zi7oUDpnSgdYmvVT56oYPcLwniFdvvyDj8oi+EI/peTbU5JONeTqwJr0pTFWuDUtS/IXHizL7JcdgMBiMrGEx6rF0Wg5kAGFBSnp/UiysW4Zbvn5XwlPSy2flQwHw9Mv/jNuwNhU50O5Dw2kvPl9Xrqp2WJQVFDnYchAtYAkyYcKSlHDsznWPxC7YVwMJTVJ2aeHfrX88olqDZv9oiR+tvpHSockWLTSZf9nVIa2pVsNmMmBJhRs/2nhAtS1j+e6L+zJ+bODEAXD9rWjXlyec6nCuSDSJQ0ue3NkCt8WAGxaUZKwRESU4zQY4M1i3zUgOS5AJIp+tP853kB9Ez2AwGAxGIlxna5CjonyOLfmI3dvfg3JkCwCAX/Jp7Hyf/A+UTEl1JFsqOukk2Ue6AtjS3IebF5fFnXiVCoGohEoPa87TCpYgE8QXEVHutkyK3fAMBoPBmJiEeDH5nbJEXf0KmPb9DQCgLPsMNtmXoSsQPcdWDTJ2Esff//zHtE+TM0myn97ZArtJj88uUle3KytgB3IawjI5gvCijLKcxL/mvrV6JvHnJaFJyi4t/Lt1WbFqDZr9oyV+tPpGSocmW7TQZP5lV4e0Jim77rikGgLhA+Qbl1Zk/NiFdcuw7vcvYqZyBl+ebUBLmMPnntuN/W0+ghZmxsiRbDq9Hq+8+IdRiW7bQASilPiPmerc4yFO9oWwqakHNy4qVVUaEeIl5NqMsLKRsprBplgkYGRn5jvHemAx6OJOsYiKMgRJxiUz8sBxbFg3SSZah+xkhMWADlgc6IDmOIiSjDeP9iDfbqTyu+hkXwjfeOkArEY9/vD582FQ0aBGYorF0CSOjrYzeOn5ZyBLEnR6A5b++/9ip1KO6+cX4weXx//xMnSCLAqD4+4ee35jwqbFH/3jCN5s6sHfbl2a0uKxeHQFozivxIUS97kvsaD5/RALNsUiy/ijIqpybUk/kJb99E3iz01Ck5RdWvi35skPVGvQ7B8t8aPVN1I6NNmihSbzL7s6pDVJ2bX8gbfgsRkRIViHfPvT6hvYhjSqcm3495XVaO4L4W+HOlXrqmVoEsc1N9wEo9EEnc0FrLkXO+RyeEzAxgPteO3d7Qkf/9jzG7H27nuTJsen+kN4/XAXPrWgWFVyHBElmPV6Vl6hMSxBJoCiKJAVBUXO5C/WLj/52isSmqTs0sK/nqD6ejqa/aMlfrT6RkqHJlu00GT+ZVeHtCZJ/0qcZgR5cuPe+kMCUY1LZ+RhYYkT67adyupYukQsrFuGex7fAMfaJ8BVL8G/zDDA/9jtUKIh/GjD9oS1xYnG3Y1s4Fv3/ikYOMCy/+8ZNwQqigJvWEBtsYP1O2kM++sSIMhLKHSY2XppBoPBYJxzcmxGyBQXT3Ich29dXI2eII/ndreea3MAAK8c7MDP9kuwOFx4/DOLkHNqG0R/L9DwZ8hVdXjl/dRG3Q1EBDzw1jHsbPGOauD7yjf+HW809UDc8Wf87qEfZzw1wxsRUJ5jRaGTzT7WGpYgEyAkpD5qpbbMRfz5SWiSsksL/2YXqK+xotk/WuJHq2+kdGiyRQtN5l92dUhrkvTPYTJArwOkFLNkUZIxEIl/SlxdYFdt11iNRaUuXFqTh2d2nUFvkFetP5J0xq5FRRk/fbMJP36jCQtLnfj95xZjYalruIFPt+9VINCDfda5GGrZOuMN41fvNmPjgQ4II5r4jnYH8IU/7MWf97fjrlcO4vX3dw838AnLboRBDEPe9VLKDX1j4UUZisJhdsG525o3lWBNeglIpUlPVhT0hwSsnlWgahsOIz4TrQFgMsJiQAcsDnQwEeKwt3UAA2EBjiSbXUVJRk+Ih1Gng9tqVNU0ly6n+kO48dnd+GRtMb5/WU3ajx/ZpCdIMox63fCprSDwMCZpmpMVBbf/aT/2t/twy9IKrK2vHPU9PtTAF66ux1NHRXx7ZTVO9IWw8WDn2dJKoMRpxpeWVsBs0OFnbx2D22LAdy+twS82H0ckGkX4ia9CtOdBvuEnWG3vwdZffC3lhr6xdAaiWFxKR2PeSCbC+2EkrEkvS4R4CYVOc8rJ8T0b9hO3gYQmKbu08O+BTadVa9DsHy3xo9U3Ujo02aKFJvMvuzqkNUn7V+QwISwmru8VJRm9IQGLS92YnmeLe4r82NvHVNsVS6PSY8MNC4rx5/3t+I/Xj6Anw5PkIC9izVM78Z//OIJd76c+dq3htBf72334/mU1+NpFVeO+x4dqi79y5YWoybfhwXeasfFgJz5VW4y/37YMD18/H3l2E3721jHc98+jmF/kwLM3L8aqGXl4+Pr5EKFHwdrHkH/D9+ExAf/vljUpN/SNpS/Eo8hhRrGLlVZkC5YgqyQkSChypN6N+nxDC3EbSGiSsksL/1452Ktag2b/aIkfrb6R0qHJFi00mX/Z1SGtSdo/t9WIRNeHh5Lj80pdKM2xotRliVuS8SaBaRPxNL51cTVuW1aBN5u6ccPvduH5Pa0Q0yygfuVgJ7qDPF79sAvNxRcOzzY2GE2oq18R93EvH+iA22LAmnmJR8XpdRx+dMUsfG5xGf7yxTp877IaFDjMuGh6Lp7+7CI88sla3L2yGr/+1ALk2QfzgZp8O35x7Vx0RIAu2PG1S2bCYtAnbOiLx0BEgM2ox4ISF5Wj+yYrbIE3AXJUjGthMBgMBoM0NpMBFqN+uPRgJEPJ8aKzyTEA2M0G5NlNCETFpGUZJDEbdLhzeRWumVuEX2w+jl++04z+sICvLq9K6fGSrOCPe9uwsMSJOYUO/GlfO2568M/IO70ddfUr4iai3rCAzc29uGFBCUyG5GeFc4ucmFvkHPfvHMfhwkoPLqz0jLtt2TQPfnrlbGw90YdrkyTh8QjyIgAO51fkpGQngxzsr60CXpRhM+rZJhsGg8FgUEeVx4reEA9+xExkQZLRGx48OR67+XV6rg2hczR2bZrHiv/9xHxcXJ2LjQc6km6wG2JLcy9aByL43OIy3L1yBi6rycMfmyWUXvH5hKe0rx/ugiApuH6++k2tibh8VgHu+/jsjGq7I6KEsCBjaUUOyzPOAaxJLwHJmvT6Qzwqc22YmUZHaacvgiLCNUQkNEnZpYV/+46ewqJZlao0aPaPlvgl0si0CYOmvztNtmSqmSgOk8E/rTVI6YyNA83+dfgi2N/mg0HPwWrQoz8soK7cHfO5JFnB28d64DTpR33X9QWjyLWrW0qRqsa7zb2465VDePC6eVg1Iy/hfb09nfju251o80Ww8ZalMOg4REUZX3/pA+xp9eH8Mhc+taAEl9Xkjzp9VRQFn3tuD4x6Ds/cvFiVX1oRiIoICxKWVXqQS/lVatakxxiHICvIt6f3wv3gzABxO0hokrJLC/+OdIVUa9DsHy3xo9U3Ujo02aKFJvMvuzqkNbXyr9hlwYrqXNhNengjApZUxE6OgcFa2+m5VgxERy9nOt4VVG1XqhrLq3KRZzPi5YMdSe/b1BfB7tYBfPa80uETWrNBh19dPx/fWFGFrgCPH75+BFc/uQOvnNXb39iAnz/yGzT1BLFG49PjTFAUBb1BHhzH4aLpedQnx5MZliBniKIo0HEcnGnWat3+DPnTbxKapOzSwr/v/q1ZtQbN/tESP1p9I6VDky1aaDL/sqtDWlNL/2wmA5ZWeHBJdV7SBRMlMZr1Hnj1Q9V2paph0HG4dl4R3j/Rl3SqxYbDXliNOnxiTKJrNxnwxSUV2PClJXjkk7UoMkn48RtN+MZvXsHamz+JF/e0AEIU5WH1E5JIIskKOgM8Slxm1Fd54LSwNrFzCUuQMyQkSMi3m8bNRWYwGAwGgzZ0Og72FA50bCYDChxm9IXILu9Ih+vmFUFSgL8lmJ6xZdsObDruxfJ8xE0kdRwHW08TTjxwE/DBP7At7AF/xTeB2ReDO/Y+Ptz5nlYuZMRARMCMfBtqS1xsjTQFsAhkSIiXUeJSV5PFYDAYDAZtLChxwmUxoCfIQ4s2pWSb7qpybTiv1IVXDnWOe35ZUfDE69tw1+snIAN498FvJNyY17htK0Q+ArzxKLh3nwZqLgTMdhiOvJNwBNy5QJQVlDgtbJQbJejvu++++861Eemwfv163HHHHVl5Lr/fD6dzcKzLqb4QDDoOurN1TkFBwuwCR9pjVwqdFiwodxO1k4QmKbu08M8kR7B0RmYjcoag2T9a4pdIY+R7Idt2kdKhyZZMNRPFYTL4p7UGKZ2xcZhs/hl0OpS4LIgIEtr9UZTlWFBTmP77fyQeuwkzCh3Dm+52bN2M1156EUuXX4yi0rKYj3nlYCcuqMxBsdMCQZLx1rEe/OC1w3ijJQoEvcA//xdc+xGUVVRi8bL6mBp6vR6vvfQioCgw9p7Apy6/GGY+gB/ffgMWLbkgZfv3Nzbg1Q0vQK/Xx7VXDYIkAxyH2YWOCZcgZ/r9cK5INY9kUywSEG+KhSDJCIsyVs3Im3Av5InIROuQnYywGNABiwMdTJU4KIqCYz1BNHUHUeRMfMVUlBWEeQmSokA+u4bZpOfgshhH3e/pRx7CY7+8H7IkQa/XY+3d9+KWr981Ti/ES7jy8R2oq3Cj3G3Ba4e74A2LmOax4spCAb/9t09D5KNJ10kDH62MTjQXORHprK/OlN4gj+p8G2ryU5+KRQsT7f1AxRSLhx9+GLW1tZg/fz5+9atfjbtdURR885vfRE1NDRYuXIjdu3draQ4xAlERxU5zRslx1ff/TtweEpqk7NLCv+X/u0e1Bs3+0RI/Wn0jpUOTLVpoMv+yq0Nak0b/OI5DTb4dX31mFwJRcVxphCgr6A7y6ApEEYyKyLUbUZlrxcwCB+YVORAVleESiRseHaz3ratfkdKmO5tJjytm5WNLcx9e3NeOuvIc/Or6+XjxX+twx1X1WPeHl/ClO7+ZUrKayfa6kTRuS319daZIUFDoYGWbNKFZi+SBAwfw+OOPo6GhASaTCVdeeSWuvfZa1NTUDN/ntddeQ1NTE5qamrBjxw7ceeed2LFjh1YmEUOQFZS7rcnvyGAwGAzGBGboIKixYQfuve0zo05Ri2efh1kFdpS6LTEXWXT4owgJEuymj1KNhXXL8NjzG1M60f3aRVVYXObGium5yLGOPoleWLcM0yorkZOvrvwuFYaSehF80vXVmSBIMiwGfdpTsRjaotkJ8ocffogLLrgANpsNBoMBK1euxIYNG0bd5+WXX8YXvvCFwVWNF14Ir9eL9vZ2rUwiQiAqIt9uYuNXGAwGgzFlaNq7HQL/0Snq9q1b4DTrMT3XFnfLW6nLghA/fiNeqie6uTYTrp1XNC45zjZDSf3au+8dPrFO1miYDv6oiGk5rDmPNjTL8mpra/GDH/wAvb29sFqtePXVV7FkyZJR92ltbUVFRcXw/5eXl6O1tRUlJSWj7rd+/XqsX78eANDR0YG2tjatzB5Fd3f38H/7e72IGnQYiIioLXairS2ckeZFVS7i9pPQJGWXFv4tLbVMav9oiV8ijZHvBVKa2dahyZZMNRPFYTL4p7UGKZ2xcZhs/sXSvCR/MZ4yGiGKgMFgxLSZs1GAADo6onEfFxEkBPoGYIwYsajUBm9P/LFtmRDw9hHVS8S0ykpMqxzc6Pr+ptfxnbW3DJ+m/2Ld05i3KPONfANhAbLZhTbeR8rcrJLp9wPtaNqk9+STT+LXv/417HY75s+fD7PZPKoW+dprr8X3v/99rFgxeLli9erV+O///u9xifRIzmWTHjB4ueni6lz2Sy+LTLQGgMkIiwEdsDjQwVSMg6IoePylf2LX+1swf0k9Vq+8GLUlrqSP23y2wV2Lub7ens6slFiMJdVGw1TgRRkRaWI3/U+09wMVTXq33XYbGhsb8e6778Lj8WDWrFmjbi8rK0NLS8vw/585cwZlZeTHp5BiICJiZr5N1Yv4tt/uJGgROU1Sdmnh33deOa5ag2b/aIkfrb6R0qHJFi00mX/Z1SGtSbt/HMfhho9fijW3fh3zFi9FTb49pceWuiwIREXc//dDxO06V6TaaJgKfp6VV9CKpglyV1cXAOD06dPYsGEDPve5z426fc2aNXjmmWegKAq2b98Ot9s9rryCJqxGXdI1ncnYdLiLkDVkNUnZpYV/751Uf9mJZv9oiR+tvpHSockWLTSZf9nVIa05EfzLtRlRaDdjTqEDljh1x2MpcJggyAoaT/YTt+tcEasmOVMkWUGhQ11ewdAGTTvNbrjhBvT29sJoNOLRRx9FTk4O1q1bBwBYu3Ytrr76arz66quoqamBzWbD008/raU5qtDpOMzMdUCvY7/yGAwGgzH14DgO55e70/oedFmMk/J7c2HdMtWzkCPi4IQPhzm1HxuM7KJpgrxly5Zx/7Z27drh/+Y4Do8++qiWJhCj0G5iq6UZDAaDMaUxpFlLrNdxyLebNLJmYhOISphXNPE2500V2Ca9BEy0wvPJCovDuYfFgA5YHOiAxSE92gfC2NfuQ4Gd7CHTuWrSI4GiKOgOClhVkxd3TN5EYaK9H6ho0mOM5w87TlOpScouLfzbeKBHtQbN/tESP1p9I6VDky1aaDL/sqtDWnMy+5djM+HdI5NzFFimhAQJ+XbjhE+OJzMsQc4y9770AZWapOzSwr+fv9WS/E5JoNk/WuJHq2+kdGiyRQtN5l92dUhrTmb/rEY9/rDtFCKCRMiiiU+Ql1GRwzby0gxLkBkMBoPBYGjOQFRERGRJsqwo0HFAHqvNphqWIDMYDAaDwdCcCys9CERFhCfISbKiKBCk8auy1eKPiih1WzRZnsIgh/6+++6771wbkQ7r16/HHXfckZXn8vv9cDqdRDVrS92oLnBQp0nKLi38K7VImD+tQJUGzf7REr9EGpm+F2j6u9NkS6aaieIwGfzTWoOUztg4TDb/tNCsLXVjfqkbBXYzTvWHICsKTCoTxEgoCIuNrK9DKIqCrgCPoCDDYdITnTThi4iYW+ScNPXHWuRKWpJqHsl+vmSZBeVuKjVJ2aWFf7MLbao1aPaPlvjR6hspHZps0UKT+ZddHdKaU8U/t9WICyo9CPISZEqHaCmKgq4gj+l5NpS7zfBFRWLaoiTDpNchx2IkpsnQBpYgZ5kL7t9EpSYpu7Tw7/qnDqjWoNk/WuJHq2+kdGiyRQtN5l92dUhrTiX/XBYjKnOt8IYF1bqkGU6Oc22YU+hAVa4dUZFcmcVAVERlrhW6Sbg8ZbLBEmQGg8FgMBhZpcpjgygraZ0i729swNOPPIT9jQ2a2DQ4m5hHlceKOYWDCzzcFgNcFkNaddOyosRtRpRkBSVOtlp6IqDpJj0Gg8FgMBiMsdhMBkzLsaLdH4HHmnyaw/7GBtx58ycgCDyMRhMee34jplVWErNnqOa4KteKuUXO4ZpjjuMwI8+OPa0DKdUMS/Jgkg0ABXbdqDXbQV5Ent0Eu5mlXhMBdoKcZW5eVkGlJim7tPBvzfw81Ro0+0dL/Gj1jZQOTbZoocn8y64Oac2p6F9Vrg2CNJicJqNx21YIAg9ZkiAKPBq3bVVt0xBDyXFlrhVzCp3jGvIKHGaY9LpxEy3G2j2YHEcxt9CBWQX2cSUkQV7C9Fz1PTWM7MBWTSdgoq1PnKywOJx7WAzogMWBDlgcyHGg3YcOXwQeW+JT5KETZFHgYRhxgqx21fRQzXGlx4q5hc64tcEn+0I40hVAvt2EsCDBFxGh4wAFgMWgg82oR0+Ix9xCJ6rz7eBFGe8c74HLYoRBx0GUZPh5CZfW5I86VZ4MTLT3A1s1TSnX/t8WKjVJ2aWFf7c8f1i1Bs3+0RI/Wn0jpUOTLVpoMv+yq0Nac6r613V0H36/7mHs27Uj4eMX1i3DY89vxNq778Vjz2/Ewrplo27PtD7ZFxVR7DAnTI4BoMRlhgIFXYEoAGDZtBxcPqsASytykGc3wRsVMb/Yhep8OwDAZNBhZoED/eHBcouBqIhKj3XSJceTGVYIk2UOtPqo1CRllxb+HekOq9ag2T9a4kerb6R0aLJFC03mX3Z1SGtORf+2bduGa6/6OKI8j+fXPYRfP7cR5y29IK7Gwrpl4xJjYER9Ms/DaDLFTKDjERVlVObakk6VMBv0mFPggMWoR6HDPHz/fIcZ+Q4zamVlnEaZ24KmniAESYYkKyh1sea8iQQ7QWYwGAwGg5F1Nm/eDJ4frCuWBAFbtryb0Srqxm1bIfA8ZFmCIPDYlWJ9sigrMOh1yLGmNpO4Ks+OYpclZjId69+Meh3mFNjR7o+y5rwJCEuQs0yh00ylJim7tPAv367+Q4Vm/2iJH62+kdKhyRYtNJl/2dUhrTkV/Vu1ahVMJhP0ej1MJhNuuu7jCAsyfJH05iMvvuAiGE3GQR2jCdWLLkAkhbFs/oiAcrdF07KHEpcF+XYTa86bgLAmvQRMtMLzyQqLw7mHxYAOWBzogMWBHNu2bcPmzZuxatUq1NfXI8SL2NrchxyrMWni6u3pRE5+EXqCPLzNH6B5XwNWrVqF2YvqsK/Vh6gkw2rQwR5nVXSXP4r66bkpnyBnSkSQYDboiK6rpomJ9n5gTXqU8j9vHKVSk5RdWvj3xPZ21Ro0+0dL/Gj1jZQOTbZoocn8y64Oac2p6l99fT3uuece1NfXAxicj1zhsWIgxVNkSR4847v+ilXDOrk2Ey6uzsX5ZW7YTHp0B3n0h0brCZIMi1EPt0X7sgeLMXaCzqAbliBnmYc3NVGpScouLfx7qqFDtQbN/tESP1p9I6VDky1aaDL/sqtDWpP59xEVOVaIcmoXt71hAdV5NljGLPEw6HUodJqxdJoHq2ry4bTo4R2RdPuiIqZ5LCxxZcSFJcgMBoPBYDCowWE2oMBuRiAqJrzf0N6OaR5rwvtZjXosKnWDA4cQL519rIJCB5sqwYgPS5AZDAaDwWBQxfQ8G0JJGu38EREz8m0wG5KvgLYY9agrdyPAiwhERdhNBjizUF7BmLiwBDnL/PXrK6jUJGWXFv49ddNs1Ro0+0dL/Gj1jZQOTbZoocn8y64OaU3m32g8ViMsRj2iojzuNklW0OmPwm01YJon9ekQbqsRi0pc6AsLqEpy6sxgsJ9PDAaDwWAwqEKn4zAzz44DnT4UGD4aERcWJPiiIuYUOmCOijDq0zvnK82xYhmAfEfi1dYMBjtBzjLXPZLaAPNsa5KySwv/bv3jEdUaNPtHS/xo9Y2UDk22aKHJ/MuuDmlN5t94ilxmcODQH+LRHYyiKxiFICtYXpWL6nx7xg12ZTnWlMoyGFMbdoLMYDAYDAaDOox6HeYXOxERJbjMRliNethMek0XezAYQ7AEmcFgMBgMBpWU57BaYca5QX/ffffdd66NSIf169fjjjvuyMpz+f1+OJ1OopqKAtTPyKNVBzeNAAAWCUlEQVROk5RdWvjn8/mxcq66LT00+0dL/BJpZPpeoOnvTpMtmWomisNk8E9rDVI6Y+Mw2fzTQlMLu7T4jmakz0SLQ6p5JFs1nYCJtj5xssLicO5hMaADFgc6YHGgAxYHOphocWCrpill2U/fpFKTlF1a+LfmyQ9Ua9DsHy3xo9U3Ujo02aKFJvMvuzqkNZl/DAZdsAQ5y3T5o1RqkrJLC/96gom3KaUCzf7REj9afSOlQ5MtWmgy/7KrQ1qT+cdg0AVLkBkMBoPBYDAYjBGwBDnL1Ja5qNQkZZcW/s0uUN/FTLN/tMSPVt9I6dBkixaazL/s6pDWZP4xGHTBmvQSMNEKzycrLA7nHhYDOmBxoAMWBzpgcaCDiRYH1qRHKfds2E+lJim7tPDvgU2nVWvQ7B8t8aPVN1I6NNmihSbzL7s6pDWZfwwGXbAEOcs839BCpSYpu7Tw75WDvao1aPaPlvjR6hspHZps0UKT+ZddHdKazD8Ggy5YgsxgMBgMBoPBYIyAJcgMBoPBYDAYDMYIWJNeArQoPO/0RVDkslCnScouLfzbd/QUFs2qVKVBs3+0xC+RRqbvBZr+7jTZkqlmojhMBv+01iClMzYOk80/LTS1sGuiNYdNViZaHFiTHqV8cGaASk1Sdmnh35GukGoNmv2jJX60+kZKhyZbtNBk/mVXh7Qm84/BoAuWIGeZ258hf/pNQpOUXVr4992/NavWoNk/WuJHq2+kdGiyRQtN5l92dUhrMv8YDLpgCTKDwWAw/n97dx8UZfnuAfy7umKiglmCtmAIosAKKMpZ6aiBjE7h79D4ioyaWjM0jZPjmJpZGdZ46Fc62tvk+I7hwdR8wTQttjROLurgSwcNz28aKATziAqogLhynz8cd5aXRWSf59n7we9npj9c7v3udd1XyO3y7C6RFGw2GzIyMmCz2TxdCj3mjJ4ugIiIiMhmsyExMRH19fXw8vKC1WpFXFycp8uix1Tn9PT0dE8X8SjWr1+PtLQ0TR7r5s2b6Nmzp6KZfj2fQGSAr3SZStWlRn9eDXWIDfF3K0Pm/mSZX2sZ7f1ekGnfZaqlvZmtzaEj9Kd2hlI5TefQ0fpTI7MtGVlZWcjNzcW9e/cghEBwcDBGjx7tcr0aP6Pp0eltDm09R/JdLFqht1dmdlScg+dxBnLgHOTAOajjUZ9B5hzkoLc58F0sJBW09KCUmUrVpUZ/z312xu0MmfuTZX6y9qZUjky1qJHJ/rTNUTqT/QFxcXGwWq348MMPeXkFeRyvQSYiIiIpxMXF8WBMUuAzyERERERETnhA1lhimJ+UmUrVpUZ//x7k43aGzP3JMj9Ze1MqR6Za1Mhkf9rmKJ3J/ojkwhfptUJvF553VJyD53EGcuAc5MA5yIFzkIPe5sAX6Unq1a2npMxUqi41+luc84fbGTL3J8v8ZO1NqRyZalEjk/1pm6N0JvsjkgsPyBqzFv2flJlK1aVGf7+WVLudIXN/ssxP1t6UypGpFjUy2Z+2OUpnsj8iufCATERERETkRNUD8po1a2A2mzFkyBCkpqairq6u0df/+usvJCQkYNiwYYiKisKhQ4fULIeIiIiI6KFUe5FeWVkZRo0ahQsXLqBbt26YNm0akpKSMGfOHMeatLQ0DBs2DK+//jouXLiApKQklJSUtJrLF+k9fjgHz+MM5MA5yIFzkAPnIAe9zUGKF+nZ7XbU1tbCbrejpqam2QYaDAZUV9+/vrSqqkpXG9xe/3XiLykzlapLjf72FVa4nSFzf7LMT9belMqRqRY1MtmftjlKZ7I/IrmodkA2mUxYtGgR+vfvj379+sHX1xfjx49vtCY9PR1ZWVkICAhAUlISPv/8c7XKkcayvf8jZaZSdanR38c/lbqdIXN/ssxP1t6UypGpFjUy2Z+2OUpnsj8iuaj2UdM3btzA/v37UVxcjF69emHq1KnIysrCzJkzHWuys7MxZ84cvPnmm7DZbJg1axYKCwvRqVPjc/v69euxfv16AMDff/+N8vJytcpu5OrVq6rkqlG/EplK1cX+PJOpZoY73wsy7btMtbQn82Fz0Ht/WmQokdPSHDpSf2plKl2XWj+j6dF01DmodkDOzc3FgAED0KdPHwDApEmTcPz48UYH5E2bNuHw4cMA7n/+el1dHSoqKuDn1/gTd9LS0pCWlgbg/rUjWl6KofxjnZE0U6m62J9nMtXPaF++TPsuUy3tz3S9rmP0p26GcjmNMzpef8pnqlGXGj+jqT064hxUu8Sif//+yM/PR01NDYQQsFqtCA8Pb7bGarUCAH7//XfU1dU5DtQd1caXR0iZqVRdavT38T+C3c6QuT9Z5idrb0rlyFSLGpnsT9scpTPZH5FcVDsgWywWTJkyBTExMYiMjERDQwPS0tKwfPly5OTkAABWr16NDRs2IDo6Gqmpqdi6dSsMBoNaJUkhMsBXykyl6lKjv8F+3m5nyNyfLPOTtTelcmSqRY1M9qdtjtKZ7I9ILqq+i8WKFStQVFSEwsJCfP311+jatSs++OADJCcnAwAiIiLw66+/4ty5czh79myzF/F1RJb/tEqZqVRdavT30uZCtzNk7k+W+cnam1I5MtWiRib70zZH6Uz215zNZkNGRgZsNpvbj0/0qFS7BpmIiIioPWw2GxITE1FfXw8vLy9YrVbExcV5uix6jPCjpomIiEgqR48eRX19Pe7du4f6+nocPXrU0yXRY4YHZI2l/luglJlK1aVGf8nmp9zOkLk/WeYna29K5chUixqZ7E/bHKUz2V9j8fHx8PLyQufOneHl5YX4+Hi3ayB6FKp91LRa+FHTjx/OwfM4AzlwDnLgHLRhs9lw9OhRxMfHt3h5BecgB73NQYqPmqbm/vF5npSZStWlRn9zs4vczpC5P1nmJ2tvSuXIVIsamexP2xylM9lfc3FxcXj77bd57TF5BA/IGissq5YyU6m61Ojv4tVatzNk7k+W+cnam1I5MtWiRib70zZH6Uz2RyQXHpCJiIiIiJzwgKwxv55dpcxUqi41+nu6u/vvRihzf7LMT9belMqRqRY1MtmftjlKZ7I/IrnwRXqt0NuF5x0V5+B5nIEcOAc5cA5y4BzkoLc58EV6klrz4/9KmalUXWr0tzH/stsZMvcny/xk7U2pHJlqUSOT/Wmbo3Qm+yOSCw/IGvvU+i8pM5WqS43+Np/82+0MmfuTZX6y9qZUjky1qJHJ/rTNUTqT/RHJhQdkIiIiIiInPCATERERETkTOjN8+HDNHqusrEzxzN9KK6XMVKouNfqznvmX2xky9yfL/FrLaO/3gkz7LlMt7c1sbQ4doT+1M5TKaTqHjtafGplq1KXGz2h6dHqbQ1vPkXwGmYiIiIjICQ/IGvuPL/5bykyl6lKjv1d2XHQ7Q+b+ZJmfrL0plSNTLWpksj9tc5TOZH9EcuEBmYiIiIjICQ/IREREREROdPdJek8//TSCgoI0eayrV6+iT58+mjwWucY5eB5nIAfOQQ6cgxw4BznobQ4lJSWoqKh46DrdHZC1pOXHWpNrnIPncQZy4BzkwDnIgXOQQ0edAy+xICIiIiJywgMyEREREZGTzunp6emeLkJmw4cP93QJBM5BBpyBHDgHOXAOcuAc5NAR58BrkImIiIiInPASCyIiIiIiJzwgExERERE50c0BubS0FAkJCYiIiIDZbMann34KALh+/TrGjRuH0NBQjBs3Djdu3AAAFBUVIS4uDl27dsWqVascORcvXsTQoUMd//n4+GDt2rUtPuYrr7wCPz8/DBkypNHtu3btgtlsRqdOnVp9a5PFixcjLCwMUVFRmDhxIiorKwEA9fX1mDt3LiIjIxEdHY2jR4+6szWakmkOrva3KVfzOnnypOPxo6OjsXfvXrf2Rkt6nIOrddu3b29UQ6dOnXD27Fm390gLSs0BANasWQOz2YwhQ4YgNTUVdXV1LT5mZmYmQkNDERoaiszMTMft77zzDgIDA9GjR49Wa3a17s6dO0hJScHAgQNhsVhQUlLyqNvhMXqbQ01NDSZMmICwsDCYzWYsXbq02Zpvv/0WBoNBV2+fJcsc2rK/DxQUFCAyMhIDBw7E/Pnz8eCq05SUFMffSUFBQRg6dKjb+6MVvc2htXW//PILYmJiYDQasXv3brf35pEInSgvLxcFBQVCCCGqq6tFaGioOH/+vFi8eLHIyMgQQgiRkZEhlixZIoQQ4sqVK+LkyZNi2bJl4pNPPmkx0263C39/f1FSUtLi148dOyYKCgqE2WxudPuFCxdEUVGReP7558WpU6dc1nzkyBFx9+5dIYQQS5YscdT2xRdfiDlz5jjqjImJEffu3WvrVniUTHNwtb9NuZrX7du3HfcvLy8Xffr0cfxZdnqcQ1vW/fbbbyI4OPhh7UtDqTlcunRJBAUFiZqaGiGEEFOnThVbtmxp9njXrl0TAwYMENeuXRPXr18XAwYMENevXxdCCGGz2UR5ebno3r17qzW7Wvfll1+K1157TQghRHZ2tpg2bVo7dsQz9DaH27dvi59++kkIIcSdO3fEqFGjxKFDhxxfr66uFqNHjxYWi6XVnzGykWUOD9tfZ7GxscJms4mGhgbxwgsvtLhu4cKFYsWKFe3fGI3pbQ6trSsuLhbnzp0Ts2bNErt27VJoh9pGN88g9+vXDzExMQCAnj17Ijw8HGVlZdi/fz9mz54NAJg9ezb27dsHAPDz80NsbCy6dOniMtNqtSIkJATPPvtsi18fM2YMevfu3ez28PBwDB48+KE1jx8/HkajEQAwcuRIXLp0CQBw4cIFjB071lFnr169dPMsgUxzcLW/Tbmal7e3t+P+dXV1MBgMLmuUjR7n0JZ12dnZmD59ussaZaPkHOx2O2pra2G321FTU4Nnnnmm2ZojR45g3Lhx6N27N5588kmMGzcOhw8fBnB/T/v16/fQml2tc655ypQpsFqtjmfTZKe3OXh7eyMhIQEA4OXlhZiYmEbfD++99x7eeustPPHEE+3YDc+RZQ4P298HLl++jOrqaowcORIGgwEvv/yyo7YHhBDYuXMnUlNT3dscDeltDq2tCwoKQlRUFDp10v64qpsDsrOSkhKcOXMGFosFV65ccfxl1LdvX1y5cqXNOTt27NDsf/rNmzfjxRdfBABER0cjJycHdrsdxcXFKCgoQGlpqSZ1KEmmOTjv76M4ceIEzGYzIiMjsW7dOscBTk/0OAdX67755htd/SBy5s4cTCYTFi1ahP79+6Nfv37w9fXF+PHjm60rKytDYGCg488BAQEoKytTpH7nbKPRCF9fX1y7dk2RbC3pbQ6VlZU4cOAAEhMTAQCnT59GaWkpJkyY0K48Wcgyh6b72/T+AQEBrd4/Ly8P/v7+CA0NfXjTEtLDHNqzTgu6OyDfunULkydPxtq1a+Hj49PoawaDoc3PAtbX1yMnJwdTp05Vo8xGVq5cCaPRiBkzZgC4fy1nQEAARowYgQULFuC5555D586dVa9DSTLNoen+PgqLxYLz58/j1KlTyMjIcHl9laz0OAdX606cOAFvb+9m1zjrgbtzuHHjBvbv34/i4mKUl5fj9u3byMrKUrPkDklvc7Db7UhNTcX8+fMRHByMhoYGLFy4EKtXr1btMbUgyxya7m97ZGdn6/Yf7XqbgxLzUpKuDsh3797F5MmTMWPGDEyaNAkA4O/vj8uXLwO4/+sSPz+/NmV9//33iImJgb+/P4D7F7U/uCB/3bp17apv7ty5GDp0KJKSkhy3bd26Fd999x22b9/u+J/RaDRizZo1OHv2LPbv34/KykoMGjSoXY/pCTLNoaX9bWkODxMeHo4ePXqgsLCwzffxND3OoaV1D2j5Gx0lKTGH3NxcDBgwAH369EGXLl0wadIkHD9+HCdOnHDMIScnByaTqdFvmy5dugSTyeQy9969e477L1++vNUanLPtdjuqqqrw1FNPtWkPZKDHOaSlpSE0NBQLFiwAANy8eROFhYWIj49HUFAQ8vPzkZycrJtL8AC55tB0f5vOwWQyNfqVf9P72+127NmzBykpKe5vjMb0NAdX6zxNN79PFkLg1VdfRXh4OBYuXOi4PTk5GZmZmVi6dCkyMzPx0ksvtSmv6b8KAwMD3X7l/JYtWxr9+fDhw/j4449x7NgxeHt7O26vqamBEALdu3fHjz/+CKPRiIiICLceWysyzcHV/jadgyvFxcUIDAyE0WjEn3/+iaKiIgQFBbXpvp6mxzm4WgcADQ0N2LlzJ/Ly8tr0mLJQag79+/dHfn4+ampq0K1bN1itVowYMQIWi6XRHK5fv45ly5Y5Xn3+ww8/ICMjw2Vu586d2zzHBzXHxcVh9+7dGDt2rG6uy9fjHN59911UVVVh48aNjtt8fX1RUVHh+HN8fDxWrVqFESNGtG0jPEymObS0vy3NwcfHB/n5+bBYLNi2bRveeOMNx9dyc3MRFhbW6DIMPdDjHFpa53GaviTQDXl5eQKAiIyMFNHR0SI6OlocPHhQVFRUiLFjx4qBAweKxMREce3aNSGEEJcvXxYmk0n07NlT+Pr6CpPJJKqqqoQQQty6dUv07t1bVFZWtvqY06dPF3379hVGo1GYTCaxceNGIYQQe/bsESaTSXh5eQk/Pz8xfvz4Fu8fEhIiAgICHPU+eIV4cXGxGDRokAgLCxOJiYku3zVARjLNwdX+NuVqXtu2bRMREREiOjpaDBs2TOzdu1epbVKdHufQ2rqff/5ZWCwWJbZGU0rOYfny5WLw4MHCbDaLmTNnirq6uhYfc9OmTSIkJESEhISIzZs3O25fvHixMJlMwmAwCJPJJN5///0W7+9qXW1trZgyZYoICQkRsbGx4o8//lBuo1SmtzmUlpYKACIsLMxR74YNG5qte9g7JclGljm0dX+FEOLUqVPCbDaL4OBgMW/ePNHQ0OD42uzZs8VXX32l5BZpQm9zaG3dyZMnhclkEt7e3qJ3794iIiJCjS1rET9qmoiIiIjIia6uQSYiIiIiUhsPyERERERETnhAJiIiIiJywgMyEREREZETHpCJiIiIiJzwgExE1EGkp6dj1apVni6DiEj3eEAmIiIiInLCAzIRkY6tXLkSgwYNwqhRo3Dx4kUAwGeffYaIiAhERUVh+vTpHq6QiEh/dPNR00RE1FhBQQF27NiBs2fPwm63IyYmBsOHD8dHH32E4uJidO3aFZWVlZ4uk4hId/gMMhGRTuXl5WHixInw9vaGj48PkpOTAQBRUVGYMWMGsrKyYDTyeRAiokfFAzIRUQdz8OBBzJs3D6dPn0ZsbCzsdrunSyIi0hUekImIdGrMmDHYt28famtrcfPmTRw4cAANDQ0oLS1FQkIC/vnPf6Kqqgq3bt3ydKlERLrC370REelUTEwMUlJSEB0dDT8/P8TGxsJgMGDmzJmoqqqCEALz589Hr169PF0qEZGuGIQQwtNFEBERERHJgpdYEBERERE54QGZiIiIiMgJD8hERERERE54QCYiIiIicsIDMhERERGREx6QiYiIiIic8IBMREREROTk/wHOfpTTHa1sPgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109177dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e725748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "btc_intervals = [BTC_2h, BTC_6h, BTC_12h, BTC_24h]\n",
    "btc_timeperiods = ['2h', '6h', '12h', '24h']\n",
    "def changeToProphet(df):\n",
    "    df = df[['close', 'time']]\n",
    "    df = df.rename(columns={'close': 'y', 'time': 'ds'})\n",
    "    df['y'] = np.log(df['y'])\n",
    "    return df\n",
    "\n",
    "def runProphetPrediction(df, periods, scale, frequency):\n",
    "    m = Prophet(changepoint_prior_scale=scale, yearly_seasonality=True)\n",
    "    m.fit(df)\n",
    "    future = m.make_future_dataframe(periods=periods, freq=frequency)\n",
    "    forecast = m.predict(future)\n",
    "    #This is causing issues for soe reason. Or maybe its right. It is plotting the lines at different levels\n",
    "    forecast = forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']]\n",
    "    m.plot(forecast)\n",
    "    for changepoint in m.changepoints:\n",
    "        plt.axvline(changepoint,ls='--', lw=1)\n",
    "\n",
    "\n",
    "    \n",
    "for i in range(len(btc_intervals)):\n",
    "    btc_intervals[i] = changeToProphet(btc_intervals[i])\n",
    "    runProphetPrediction(btc_intervals[i], 5, 0.005, btc_timeperiods[i])\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  elif np.issubdtype(np.asarray(v).dtype, float):\n"
     ]
    },
    {
     "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>ds</th>\n",
       "      <th>trend</th>\n",
       "      <th>trend_lower</th>\n",
       "      <th>trend_upper</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "      <th>daily</th>\n",
       "      <th>daily_lower</th>\n",
       "      <th>daily_upper</th>\n",
       "      <th>seasonal</th>\n",
       "      <th>...</th>\n",
       "      <th>seasonalities</th>\n",
       "      <th>seasonalities_lower</th>\n",
       "      <th>seasonalities_upper</th>\n",
       "      <th>weekly</th>\n",
       "      <th>weekly_lower</th>\n",
       "      <th>weekly_upper</th>\n",
       "      <th>yearly</th>\n",
       "      <th>yearly_lower</th>\n",
       "      <th>yearly_upper</th>\n",
       "      <th>yhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-11-29 10:00:00</td>\n",
       "      <td>9.996874</td>\n",
       "      <td>9.996874</td>\n",
       "      <td>9.996874</td>\n",
       "      <td>9.192076</td>\n",
       "      <td>9.365334</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.719892</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.719892</td>\n",
       "      <td>-0.719892</td>\n",
       "      <td>-0.719892</td>\n",
       "      <td>-0.008318</td>\n",
       "      <td>-0.008318</td>\n",
       "      <td>-0.008318</td>\n",
       "      <td>-0.708744</td>\n",
       "      <td>-0.708744</td>\n",
       "      <td>-0.708744</td>\n",
       "      <td>9.276982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-11-29 12:00:00</td>\n",
       "      <td>9.995624</td>\n",
       "      <td>9.995624</td>\n",
       "      <td>9.995624</td>\n",
       "      <td>9.190023</td>\n",
       "      <td>9.365076</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.719360</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.719360</td>\n",
       "      <td>-0.719360</td>\n",
       "      <td>-0.719360</td>\n",
       "      <td>-0.006159</td>\n",
       "      <td>-0.006159</td>\n",
       "      <td>-0.006159</td>\n",
       "      <td>-0.712974</td>\n",
       "      <td>-0.712974</td>\n",
       "      <td>-0.712974</td>\n",
       "      <td>9.276264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-11-29 14:00:00</td>\n",
       "      <td>9.994375</td>\n",
       "      <td>9.994375</td>\n",
       "      <td>9.994375</td>\n",
       "      <td>9.181096</td>\n",
       "      <td>9.357290</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.722146</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.722146</td>\n",
       "      <td>-0.722146</td>\n",
       "      <td>-0.722146</td>\n",
       "      <td>-0.004136</td>\n",
       "      <td>-0.004136</td>\n",
       "      <td>-0.004136</td>\n",
       "      <td>-0.716913</td>\n",
       "      <td>-0.716913</td>\n",
       "      <td>-0.716913</td>\n",
       "      <td>9.272228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-11-29 16:00:00</td>\n",
       "      <td>9.993126</td>\n",
       "      <td>9.993126</td>\n",
       "      <td>9.993126</td>\n",
       "      <td>9.181810</td>\n",
       "      <td>9.355327</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.724737</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.724737</td>\n",
       "      <td>-0.724737</td>\n",
       "      <td>-0.724737</td>\n",
       "      <td>-0.002332</td>\n",
       "      <td>-0.002332</td>\n",
       "      <td>-0.002332</td>\n",
       "      <td>-0.720565</td>\n",
       "      <td>-0.720565</td>\n",
       "      <td>-0.720565</td>\n",
       "      <td>9.268389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-11-29 18:00:00</td>\n",
       "      <td>9.991876</td>\n",
       "      <td>9.991876</td>\n",
       "      <td>9.991876</td>\n",
       "      <td>9.175293</td>\n",
       "      <td>9.354491</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>-0.724396</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.724396</td>\n",
       "      <td>-0.724396</td>\n",
       "      <td>-0.724396</td>\n",
       "      <td>-0.000815</td>\n",
       "      <td>-0.000815</td>\n",
       "      <td>-0.000815</td>\n",
       "      <td>-0.723935</td>\n",
       "      <td>-0.723935</td>\n",
       "      <td>-0.723935</td>\n",
       "      <td>9.267480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2017-11-29 20:00:00</td>\n",
       "      <td>9.990627</td>\n",
       "      <td>9.990627</td>\n",
       "      <td>9.990627</td>\n",
       "      <td>9.178272</td>\n",
       "      <td>9.358927</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>-0.723549</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.723549</td>\n",
       "      <td>-0.723549</td>\n",
       "      <td>-0.723549</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>0.000355</td>\n",
       "      <td>-0.727026</td>\n",
       "      <td>-0.727026</td>\n",
       "      <td>-0.727026</td>\n",
       "      <td>9.267078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-11-29 22:00:00</td>\n",
       "      <td>9.989378</td>\n",
       "      <td>9.989378</td>\n",
       "      <td>9.989378</td>\n",
       "      <td>9.172450</td>\n",
       "      <td>9.354236</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>-0.723524</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.723524</td>\n",
       "      <td>-0.723524</td>\n",
       "      <td>-0.723524</td>\n",
       "      <td>0.001136</td>\n",
       "      <td>0.001136</td>\n",
       "      <td>0.001136</td>\n",
       "      <td>-0.729843</td>\n",
       "      <td>-0.729843</td>\n",
       "      <td>-0.729843</td>\n",
       "      <td>9.265853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017-11-30 00:00:00</td>\n",
       "      <td>9.988128</td>\n",
       "      <td>9.988128</td>\n",
       "      <td>9.988128</td>\n",
       "      <td>9.166916</td>\n",
       "      <td>9.351195</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>-0.728161</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.728161</td>\n",
       "      <td>-0.728161</td>\n",
       "      <td>-0.728161</td>\n",
       "      <td>0.001505</td>\n",
       "      <td>0.001505</td>\n",
       "      <td>0.001505</td>\n",
       "      <td>-0.732390</td>\n",
       "      <td>-0.732390</td>\n",
       "      <td>-0.732390</td>\n",
       "      <td>9.259968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2017-11-30 02:00:00</td>\n",
       "      <td>9.986879</td>\n",
       "      <td>9.986879</td>\n",
       "      <td>9.986879</td>\n",
       "      <td>9.169586</td>\n",
       "      <td>9.343430</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.735289</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.735289</td>\n",
       "      <td>-0.735289</td>\n",
       "      <td>-0.735289</td>\n",
       "      <td>0.001458</td>\n",
       "      <td>0.001458</td>\n",
       "      <td>0.001458</td>\n",
       "      <td>-0.734671</td>\n",
       "      <td>-0.734671</td>\n",
       "      <td>-0.734671</td>\n",
       "      <td>9.251590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017-11-30 04:00:00</td>\n",
       "      <td>9.985630</td>\n",
       "      <td>9.985630</td>\n",
       "      <td>9.985630</td>\n",
       "      <td>9.160103</td>\n",
       "      <td>9.331121</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.736912</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.736912</td>\n",
       "      <td>-0.736912</td>\n",
       "      <td>-0.736912</td>\n",
       "      <td>0.001009</td>\n",
       "      <td>0.001009</td>\n",
       "      <td>0.001009</td>\n",
       "      <td>-0.736689</td>\n",
       "      <td>-0.736689</td>\n",
       "      <td>-0.736689</td>\n",
       "      <td>9.248718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2017-11-30 06:00:00</td>\n",
       "      <td>9.984380</td>\n",
       "      <td>9.984380</td>\n",
       "      <td>9.984380</td>\n",
       "      <td>9.152189</td>\n",
       "      <td>9.336490</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>-0.737789</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.737789</td>\n",
       "      <td>-0.737789</td>\n",
       "      <td>-0.737789</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>-0.738450</td>\n",
       "      <td>-0.738450</td>\n",
       "      <td>-0.738450</td>\n",
       "      <td>9.246591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-11-30 08:00:00</td>\n",
       "      <td>9.983131</td>\n",
       "      <td>9.983131</td>\n",
       "      <td>9.983131</td>\n",
       "      <td>9.151082</td>\n",
       "      <td>9.328665</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.743436</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.743436</td>\n",
       "      <td>-0.743436</td>\n",
       "      <td>-0.743436</td>\n",
       "      <td>-0.000931</td>\n",
       "      <td>-0.000931</td>\n",
       "      <td>-0.000931</td>\n",
       "      <td>-0.739957</td>\n",
       "      <td>-0.739957</td>\n",
       "      <td>-0.739957</td>\n",
       "      <td>9.239695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2017-11-30 10:00:00</td>\n",
       "      <td>9.981882</td>\n",
       "      <td>9.981882</td>\n",
       "      <td>9.981882</td>\n",
       "      <td>9.148423</td>\n",
       "      <td>9.321760</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.746343</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.746343</td>\n",
       "      <td>-0.746343</td>\n",
       "      <td>-0.746343</td>\n",
       "      <td>-0.002299</td>\n",
       "      <td>-0.002299</td>\n",
       "      <td>-0.002299</td>\n",
       "      <td>-0.741215</td>\n",
       "      <td>-0.741215</td>\n",
       "      <td>-0.741215</td>\n",
       "      <td>9.235538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2017-11-30 12:00:00</td>\n",
       "      <td>9.980632</td>\n",
       "      <td>9.980632</td>\n",
       "      <td>9.980632</td>\n",
       "      <td>9.150150</td>\n",
       "      <td>9.327347</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.746280</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.746280</td>\n",
       "      <td>-0.746280</td>\n",
       "      <td>-0.746280</td>\n",
       "      <td>-0.003825</td>\n",
       "      <td>-0.003825</td>\n",
       "      <td>-0.003825</td>\n",
       "      <td>-0.742228</td>\n",
       "      <td>-0.742228</td>\n",
       "      <td>-0.742228</td>\n",
       "      <td>9.234352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2017-11-30 14:00:00</td>\n",
       "      <td>9.979383</td>\n",
       "      <td>9.979383</td>\n",
       "      <td>9.979383</td>\n",
       "      <td>9.139282</td>\n",
       "      <td>9.319531</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.749514</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.749514</td>\n",
       "      <td>-0.749514</td>\n",
       "      <td>-0.749514</td>\n",
       "      <td>-0.005419</td>\n",
       "      <td>-0.005419</td>\n",
       "      <td>-0.005419</td>\n",
       "      <td>-0.742999</td>\n",
       "      <td>-0.742999</td>\n",
       "      <td>-0.742999</td>\n",
       "      <td>9.229869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2017-11-30 16:00:00</td>\n",
       "      <td>9.978134</td>\n",
       "      <td>9.978134</td>\n",
       "      <td>9.978134</td>\n",
       "      <td>9.139908</td>\n",
       "      <td>9.316010</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.752354</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.752354</td>\n",
       "      <td>-0.752354</td>\n",
       "      <td>-0.752354</td>\n",
       "      <td>-0.006981</td>\n",
       "      <td>-0.006981</td>\n",
       "      <td>-0.006981</td>\n",
       "      <td>-0.743533</td>\n",
       "      <td>-0.743533</td>\n",
       "      <td>-0.743533</td>\n",
       "      <td>9.225780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2017-11-30 18:00:00</td>\n",
       "      <td>9.976884</td>\n",
       "      <td>9.976884</td>\n",
       "      <td>9.976884</td>\n",
       "      <td>9.133411</td>\n",
       "      <td>9.314297</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>-0.751894</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.751894</td>\n",
       "      <td>-0.751894</td>\n",
       "      <td>-0.751894</td>\n",
       "      <td>-0.008414</td>\n",
       "      <td>-0.008414</td>\n",
       "      <td>-0.008414</td>\n",
       "      <td>-0.743834</td>\n",
       "      <td>-0.743834</td>\n",
       "      <td>-0.743834</td>\n",
       "      <td>9.224990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-11-30 20:00:00</td>\n",
       "      <td>9.975635</td>\n",
       "      <td>9.975635</td>\n",
       "      <td>9.975635</td>\n",
       "      <td>9.134414</td>\n",
       "      <td>9.316019</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>-0.750407</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.750407</td>\n",
       "      <td>-0.750407</td>\n",
       "      <td>-0.750407</td>\n",
       "      <td>-0.009623</td>\n",
       "      <td>-0.009623</td>\n",
       "      <td>-0.009623</td>\n",
       "      <td>-0.743906</td>\n",
       "      <td>-0.743906</td>\n",
       "      <td>-0.743906</td>\n",
       "      <td>9.225228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2017-11-30 22:00:00</td>\n",
       "      <td>9.974386</td>\n",
       "      <td>9.974386</td>\n",
       "      <td>9.974386</td>\n",
       "      <td>9.140385</td>\n",
       "      <td>9.317030</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>-0.749092</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.749092</td>\n",
       "      <td>-0.749092</td>\n",
       "      <td>-0.749092</td>\n",
       "      <td>-0.010522</td>\n",
       "      <td>-0.010522</td>\n",
       "      <td>-0.010522</td>\n",
       "      <td>-0.743753</td>\n",
       "      <td>-0.743753</td>\n",
       "      <td>-0.743753</td>\n",
       "      <td>9.225293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-12-01 00:00:00</td>\n",
       "      <td>9.973136</td>\n",
       "      <td>9.973136</td>\n",
       "      <td>9.973136</td>\n",
       "      <td>9.129786</td>\n",
       "      <td>9.310343</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>-0.751691</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.751691</td>\n",
       "      <td>-0.751691</td>\n",
       "      <td>-0.751691</td>\n",
       "      <td>-0.011036</td>\n",
       "      <td>-0.011036</td>\n",
       "      <td>-0.011036</td>\n",
       "      <td>-0.743379</td>\n",
       "      <td>-0.743379</td>\n",
       "      <td>-0.743379</td>\n",
       "      <td>9.221445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-12-01 02:00:00</td>\n",
       "      <td>9.971887</td>\n",
       "      <td>9.971887</td>\n",
       "      <td>9.971887</td>\n",
       "      <td>9.130762</td>\n",
       "      <td>9.302951</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.755970</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.755970</td>\n",
       "      <td>-0.755970</td>\n",
       "      <td>-0.755970</td>\n",
       "      <td>-0.011105</td>\n",
       "      <td>-0.011105</td>\n",
       "      <td>-0.011105</td>\n",
       "      <td>-0.742789</td>\n",
       "      <td>-0.742789</td>\n",
       "      <td>-0.742789</td>\n",
       "      <td>9.215917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-12-01 04:00:00</td>\n",
       "      <td>9.970638</td>\n",
       "      <td>9.970638</td>\n",
       "      <td>9.970638</td>\n",
       "      <td>9.126455</td>\n",
       "      <td>9.303534</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.753908</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.753908</td>\n",
       "      <td>-0.753908</td>\n",
       "      <td>-0.753908</td>\n",
       "      <td>-0.010690</td>\n",
       "      <td>-0.010690</td>\n",
       "      <td>-0.010690</td>\n",
       "      <td>-0.741986</td>\n",
       "      <td>-0.741986</td>\n",
       "      <td>-0.741986</td>\n",
       "      <td>9.216730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-12-01 06:00:00</td>\n",
       "      <td>9.969388</td>\n",
       "      <td>9.969388</td>\n",
       "      <td>9.969388</td>\n",
       "      <td>9.129054</td>\n",
       "      <td>9.308536</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>-0.750279</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.750279</td>\n",
       "      <td>-0.750279</td>\n",
       "      <td>-0.750279</td>\n",
       "      <td>-0.009770</td>\n",
       "      <td>-0.009770</td>\n",
       "      <td>-0.009770</td>\n",
       "      <td>-0.740975</td>\n",
       "      <td>-0.740975</td>\n",
       "      <td>-0.740975</td>\n",
       "      <td>9.219109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2017-12-01 08:00:00</td>\n",
       "      <td>9.968139</td>\n",
       "      <td>9.968139</td>\n",
       "      <td>9.968139</td>\n",
       "      <td>9.130788</td>\n",
       "      <td>9.297732</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.750654</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.750654</td>\n",
       "      <td>-0.750654</td>\n",
       "      <td>-0.750654</td>\n",
       "      <td>-0.008347</td>\n",
       "      <td>-0.008347</td>\n",
       "      <td>-0.008347</td>\n",
       "      <td>-0.739759</td>\n",
       "      <td>-0.739759</td>\n",
       "      <td>-0.739759</td>\n",
       "      <td>9.217485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2017-12-01 10:00:00</td>\n",
       "      <td>9.966890</td>\n",
       "      <td>9.966890</td>\n",
       "      <td>9.966890</td>\n",
       "      <td>9.131492</td>\n",
       "      <td>9.301128</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.747615</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.747615</td>\n",
       "      <td>-0.747615</td>\n",
       "      <td>-0.747615</td>\n",
       "      <td>-0.006443</td>\n",
       "      <td>-0.006443</td>\n",
       "      <td>-0.006443</td>\n",
       "      <td>-0.738343</td>\n",
       "      <td>-0.738343</td>\n",
       "      <td>-0.738343</td>\n",
       "      <td>9.219274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2017-12-01 12:00:00</td>\n",
       "      <td>9.965640</td>\n",
       "      <td>9.965640</td>\n",
       "      <td>9.965640</td>\n",
       "      <td>9.135761</td>\n",
       "      <td>9.317173</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.741059</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.741059</td>\n",
       "      <td>-0.741059</td>\n",
       "      <td>-0.741059</td>\n",
       "      <td>-0.004102</td>\n",
       "      <td>-0.004102</td>\n",
       "      <td>-0.004102</td>\n",
       "      <td>-0.736730</td>\n",
       "      <td>-0.736730</td>\n",
       "      <td>-0.736730</td>\n",
       "      <td>9.224581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2017-12-01 14:00:00</td>\n",
       "      <td>9.964391</td>\n",
       "      <td>9.964391</td>\n",
       "      <td>9.964391</td>\n",
       "      <td>9.142690</td>\n",
       "      <td>9.316714</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.737407</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.737407</td>\n",
       "      <td>-0.737407</td>\n",
       "      <td>-0.737407</td>\n",
       "      <td>-0.001385</td>\n",
       "      <td>-0.001385</td>\n",
       "      <td>-0.001385</td>\n",
       "      <td>-0.734925</td>\n",
       "      <td>-0.734925</td>\n",
       "      <td>-0.734925</td>\n",
       "      <td>9.226984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2017-12-01 16:00:00</td>\n",
       "      <td>9.963142</td>\n",
       "      <td>9.963142</td>\n",
       "      <td>9.963142</td>\n",
       "      <td>9.143679</td>\n",
       "      <td>9.312156</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.733143</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.733143</td>\n",
       "      <td>-0.733143</td>\n",
       "      <td>-0.733143</td>\n",
       "      <td>0.001629</td>\n",
       "      <td>0.001629</td>\n",
       "      <td>0.001629</td>\n",
       "      <td>-0.732932</td>\n",
       "      <td>-0.732932</td>\n",
       "      <td>-0.732932</td>\n",
       "      <td>9.229998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2017-12-01 18:00:00</td>\n",
       "      <td>9.961892</td>\n",
       "      <td>9.961892</td>\n",
       "      <td>9.961892</td>\n",
       "      <td>9.152216</td>\n",
       "      <td>9.328041</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>-0.725552</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.725552</td>\n",
       "      <td>-0.725552</td>\n",
       "      <td>-0.725552</td>\n",
       "      <td>0.004848</td>\n",
       "      <td>0.004848</td>\n",
       "      <td>0.004848</td>\n",
       "      <td>-0.730754</td>\n",
       "      <td>-0.730754</td>\n",
       "      <td>-0.730754</td>\n",
       "      <td>9.236340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2017-12-01 20:00:00</td>\n",
       "      <td>9.960643</td>\n",
       "      <td>9.960643</td>\n",
       "      <td>9.960643</td>\n",
       "      <td>9.155171</td>\n",
       "      <td>9.327056</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>-0.717100</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.717100</td>\n",
       "      <td>-0.717100</td>\n",
       "      <td>-0.717100</td>\n",
       "      <td>0.008174</td>\n",
       "      <td>0.008174</td>\n",
       "      <td>0.008174</td>\n",
       "      <td>-0.728396</td>\n",
       "      <td>-0.728396</td>\n",
       "      <td>-0.728396</td>\n",
       "      <td>9.243543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>2018-02-18 18:00:00</td>\n",
       "      <td>7.642884</td>\n",
       "      <td>7.642884</td>\n",
       "      <td>7.642884</td>\n",
       "      <td>9.228067</td>\n",
       "      <td>9.397804</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>1.671356</td>\n",
       "      <td>...</td>\n",
       "      <td>1.671356</td>\n",
       "      <td>1.671356</td>\n",
       "      <td>1.671356</td>\n",
       "      <td>0.005153</td>\n",
       "      <td>0.005153</td>\n",
       "      <td>0.005153</td>\n",
       "      <td>1.665849</td>\n",
       "      <td>1.665849</td>\n",
       "      <td>1.665849</td>\n",
       "      <td>9.314241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>2018-02-18 20:00:00</td>\n",
       "      <td>7.638287</td>\n",
       "      <td>7.638287</td>\n",
       "      <td>7.638287</td>\n",
       "      <td>9.226496</td>\n",
       "      <td>9.402908</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>1.680787</td>\n",
       "      <td>...</td>\n",
       "      <td>1.680787</td>\n",
       "      <td>1.680787</td>\n",
       "      <td>1.680787</td>\n",
       "      <td>0.003893</td>\n",
       "      <td>0.003893</td>\n",
       "      <td>0.003893</td>\n",
       "      <td>1.673772</td>\n",
       "      <td>1.673772</td>\n",
       "      <td>1.673772</td>\n",
       "      <td>9.319075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>2018-02-18 22:00:00</td>\n",
       "      <td>7.633690</td>\n",
       "      <td>7.633690</td>\n",
       "      <td>7.633690</td>\n",
       "      <td>9.230940</td>\n",
       "      <td>9.404341</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>1.689624</td>\n",
       "      <td>...</td>\n",
       "      <td>1.689624</td>\n",
       "      <td>1.689624</td>\n",
       "      <td>1.689624</td>\n",
       "      <td>0.002808</td>\n",
       "      <td>0.002808</td>\n",
       "      <td>0.002808</td>\n",
       "      <td>1.681633</td>\n",
       "      <td>1.681633</td>\n",
       "      <td>1.681633</td>\n",
       "      <td>9.323314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>2018-02-19 00:00:00</td>\n",
       "      <td>7.629093</td>\n",
       "      <td>7.629093</td>\n",
       "      <td>7.629093</td>\n",
       "      <td>9.234046</td>\n",
       "      <td>9.404469</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>1.694024</td>\n",
       "      <td>...</td>\n",
       "      <td>1.694024</td>\n",
       "      <td>1.694024</td>\n",
       "      <td>1.694024</td>\n",
       "      <td>0.001871</td>\n",
       "      <td>0.001871</td>\n",
       "      <td>0.001871</td>\n",
       "      <td>1.689429</td>\n",
       "      <td>1.689429</td>\n",
       "      <td>1.689429</td>\n",
       "      <td>9.323117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>2018-02-19 02:00:00</td>\n",
       "      <td>7.624496</td>\n",
       "      <td>7.624496</td>\n",
       "      <td>7.624496</td>\n",
       "      <td>9.232045</td>\n",
       "      <td>9.407593</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>1.696125</td>\n",
       "      <td>...</td>\n",
       "      <td>1.696125</td>\n",
       "      <td>1.696125</td>\n",
       "      <td>1.696125</td>\n",
       "      <td>0.001045</td>\n",
       "      <td>0.001045</td>\n",
       "      <td>0.001045</td>\n",
       "      <td>1.697156</td>\n",
       "      <td>1.697156</td>\n",
       "      <td>1.697156</td>\n",
       "      <td>9.320621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>2018-02-19 04:00:00</td>\n",
       "      <td>7.619899</td>\n",
       "      <td>7.619899</td>\n",
       "      <td>7.619899</td>\n",
       "      <td>9.233586</td>\n",
       "      <td>9.408606</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>1.703867</td>\n",
       "      <td>...</td>\n",
       "      <td>1.703867</td>\n",
       "      <td>1.703867</td>\n",
       "      <td>1.703867</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>1.704814</td>\n",
       "      <td>1.704814</td>\n",
       "      <td>1.704814</td>\n",
       "      <td>9.323766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>2018-02-19 06:00:00</td>\n",
       "      <td>7.615302</td>\n",
       "      <td>7.615302</td>\n",
       "      <td>7.615302</td>\n",
       "      <td>9.235334</td>\n",
       "      <td>9.414643</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>1.712409</td>\n",
       "      <td>...</td>\n",
       "      <td>1.712409</td>\n",
       "      <td>1.712409</td>\n",
       "      <td>1.712409</td>\n",
       "      <td>-0.000454</td>\n",
       "      <td>-0.000454</td>\n",
       "      <td>-0.000454</td>\n",
       "      <td>1.712397</td>\n",
       "      <td>1.712397</td>\n",
       "      <td>1.712397</td>\n",
       "      <td>9.327711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>2018-02-19 08:00:00</td>\n",
       "      <td>7.610705</td>\n",
       "      <td>7.610705</td>\n",
       "      <td>7.610705</td>\n",
       "      <td>9.240115</td>\n",
       "      <td>9.421518</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>1.716137</td>\n",
       "      <td>...</td>\n",
       "      <td>1.716137</td>\n",
       "      <td>1.716137</td>\n",
       "      <td>1.716137</td>\n",
       "      <td>-0.001220</td>\n",
       "      <td>-0.001220</td>\n",
       "      <td>-0.001220</td>\n",
       "      <td>1.719905</td>\n",
       "      <td>1.719905</td>\n",
       "      <td>1.719905</td>\n",
       "      <td>9.326842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>2018-02-19 10:00:00</td>\n",
       "      <td>7.606108</td>\n",
       "      <td>7.606108</td>\n",
       "      <td>7.606108</td>\n",
       "      <td>9.232435</td>\n",
       "      <td>9.415474</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>1.722451</td>\n",
       "      <td>...</td>\n",
       "      <td>1.722451</td>\n",
       "      <td>1.722451</td>\n",
       "      <td>1.722451</td>\n",
       "      <td>-0.002053</td>\n",
       "      <td>-0.002053</td>\n",
       "      <td>-0.002053</td>\n",
       "      <td>1.727333</td>\n",
       "      <td>1.727333</td>\n",
       "      <td>1.727333</td>\n",
       "      <td>9.328558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>2018-02-19 12:00:00</td>\n",
       "      <td>7.601511</td>\n",
       "      <td>7.601511</td>\n",
       "      <td>7.601511</td>\n",
       "      <td>9.240053</td>\n",
       "      <td>9.422265</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>1.731461</td>\n",
       "      <td>...</td>\n",
       "      <td>1.731461</td>\n",
       "      <td>1.731461</td>\n",
       "      <td>1.731461</td>\n",
       "      <td>-0.002991</td>\n",
       "      <td>-0.002991</td>\n",
       "      <td>-0.002991</td>\n",
       "      <td>1.734679</td>\n",
       "      <td>1.734679</td>\n",
       "      <td>1.734679</td>\n",
       "      <td>9.332972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>2018-02-19 14:00:00</td>\n",
       "      <td>7.596913</td>\n",
       "      <td>7.596913</td>\n",
       "      <td>7.596913</td>\n",
       "      <td>9.243247</td>\n",
       "      <td>9.424267</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>1.736784</td>\n",
       "      <td>...</td>\n",
       "      <td>1.736784</td>\n",
       "      <td>1.736784</td>\n",
       "      <td>1.736784</td>\n",
       "      <td>-0.004059</td>\n",
       "      <td>-0.004059</td>\n",
       "      <td>-0.004059</td>\n",
       "      <td>1.741940</td>\n",
       "      <td>1.741940</td>\n",
       "      <td>1.741940</td>\n",
       "      <td>9.333697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>2018-02-19 16:00:00</td>\n",
       "      <td>7.592316</td>\n",
       "      <td>7.592316</td>\n",
       "      <td>7.592316</td>\n",
       "      <td>9.245437</td>\n",
       "      <td>9.418063</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>1.741999</td>\n",
       "      <td>...</td>\n",
       "      <td>1.741999</td>\n",
       "      <td>1.741999</td>\n",
       "      <td>1.741999</td>\n",
       "      <td>-0.005274</td>\n",
       "      <td>-0.005274</td>\n",
       "      <td>-0.005274</td>\n",
       "      <td>1.749113</td>\n",
       "      <td>1.749113</td>\n",
       "      <td>1.749113</td>\n",
       "      <td>9.334316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>2018-02-19 18:00:00</td>\n",
       "      <td>7.587719</td>\n",
       "      <td>7.587719</td>\n",
       "      <td>7.587719</td>\n",
       "      <td>9.253971</td>\n",
       "      <td>9.423394</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>1.749912</td>\n",
       "      <td>...</td>\n",
       "      <td>1.749912</td>\n",
       "      <td>1.749912</td>\n",
       "      <td>1.749912</td>\n",
       "      <td>-0.006636</td>\n",
       "      <td>-0.006636</td>\n",
       "      <td>-0.006636</td>\n",
       "      <td>1.756194</td>\n",
       "      <td>1.756194</td>\n",
       "      <td>1.756194</td>\n",
       "      <td>9.337631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>2018-02-19 20:00:00</td>\n",
       "      <td>7.583122</td>\n",
       "      <td>7.583122</td>\n",
       "      <td>7.583122</td>\n",
       "      <td>9.249734</td>\n",
       "      <td>9.428009</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>1.758168</td>\n",
       "      <td>...</td>\n",
       "      <td>1.758168</td>\n",
       "      <td>1.758168</td>\n",
       "      <td>1.758168</td>\n",
       "      <td>-0.008135</td>\n",
       "      <td>-0.008135</td>\n",
       "      <td>-0.008135</td>\n",
       "      <td>1.763181</td>\n",
       "      <td>1.763181</td>\n",
       "      <td>1.763181</td>\n",
       "      <td>9.341290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>2018-02-19 22:00:00</td>\n",
       "      <td>7.578525</td>\n",
       "      <td>7.578525</td>\n",
       "      <td>7.578525</td>\n",
       "      <td>9.256144</td>\n",
       "      <td>9.431414</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>1.765507</td>\n",
       "      <td>...</td>\n",
       "      <td>1.765507</td>\n",
       "      <td>1.765507</td>\n",
       "      <td>1.765507</td>\n",
       "      <td>-0.009747</td>\n",
       "      <td>-0.009747</td>\n",
       "      <td>-0.009747</td>\n",
       "      <td>1.770072</td>\n",
       "      <td>1.770072</td>\n",
       "      <td>1.770072</td>\n",
       "      <td>9.344032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>2018-02-20 00:00:00</td>\n",
       "      <td>7.573928</td>\n",
       "      <td>7.573928</td>\n",
       "      <td>7.573928</td>\n",
       "      <td>9.249738</td>\n",
       "      <td>9.435578</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>1.768150</td>\n",
       "      <td>...</td>\n",
       "      <td>1.768150</td>\n",
       "      <td>1.768150</td>\n",
       "      <td>1.768150</td>\n",
       "      <td>-0.011435</td>\n",
       "      <td>-0.011435</td>\n",
       "      <td>-0.011435</td>\n",
       "      <td>1.776861</td>\n",
       "      <td>1.776861</td>\n",
       "      <td>1.776861</td>\n",
       "      <td>9.342078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>2018-02-20 02:00:00</td>\n",
       "      <td>7.569331</td>\n",
       "      <td>7.569331</td>\n",
       "      <td>7.569331</td>\n",
       "      <td>9.255574</td>\n",
       "      <td>9.421258</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>1.768320</td>\n",
       "      <td>...</td>\n",
       "      <td>1.768320</td>\n",
       "      <td>1.768320</td>\n",
       "      <td>1.768320</td>\n",
       "      <td>-0.013151</td>\n",
       "      <td>-0.013151</td>\n",
       "      <td>-0.013151</td>\n",
       "      <td>1.783547</td>\n",
       "      <td>1.783547</td>\n",
       "      <td>1.783547</td>\n",
       "      <td>9.337651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>2018-02-20 04:00:00</td>\n",
       "      <td>7.564734</td>\n",
       "      <td>7.564734</td>\n",
       "      <td>7.564734</td>\n",
       "      <td>9.254734</td>\n",
       "      <td>9.426050</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>1.774056</td>\n",
       "      <td>...</td>\n",
       "      <td>1.774056</td>\n",
       "      <td>1.774056</td>\n",
       "      <td>1.774056</td>\n",
       "      <td>-0.014839</td>\n",
       "      <td>-0.014839</td>\n",
       "      <td>-0.014839</td>\n",
       "      <td>1.790127</td>\n",
       "      <td>1.790127</td>\n",
       "      <td>1.790127</td>\n",
       "      <td>9.338790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>2018-02-20 06:00:00</td>\n",
       "      <td>7.560137</td>\n",
       "      <td>7.560137</td>\n",
       "      <td>7.560137</td>\n",
       "      <td>9.248584</td>\n",
       "      <td>9.426234</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>1.780624</td>\n",
       "      <td>...</td>\n",
       "      <td>1.780624</td>\n",
       "      <td>1.780624</td>\n",
       "      <td>1.780624</td>\n",
       "      <td>-0.016438</td>\n",
       "      <td>-0.016438</td>\n",
       "      <td>-0.016438</td>\n",
       "      <td>1.796596</td>\n",
       "      <td>1.796596</td>\n",
       "      <td>1.796596</td>\n",
       "      <td>9.340761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>2018-02-20 08:00:00</td>\n",
       "      <td>7.555540</td>\n",
       "      <td>7.555540</td>\n",
       "      <td>7.555540</td>\n",
       "      <td>9.250982</td>\n",
       "      <td>9.423515</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>1.782521</td>\n",
       "      <td>...</td>\n",
       "      <td>1.782521</td>\n",
       "      <td>1.782521</td>\n",
       "      <td>1.782521</td>\n",
       "      <td>-0.017884</td>\n",
       "      <td>-0.017884</td>\n",
       "      <td>-0.017884</td>\n",
       "      <td>1.802953</td>\n",
       "      <td>1.802953</td>\n",
       "      <td>1.802953</td>\n",
       "      <td>9.338061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>2018-02-20 10:00:00</td>\n",
       "      <td>7.550942</td>\n",
       "      <td>7.550942</td>\n",
       "      <td>7.550942</td>\n",
       "      <td>9.257673</td>\n",
       "      <td>9.423628</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>-0.002829</td>\n",
       "      <td>1.787249</td>\n",
       "      <td>...</td>\n",
       "      <td>1.787249</td>\n",
       "      <td>1.787249</td>\n",
       "      <td>1.787249</td>\n",
       "      <td>-0.019115</td>\n",
       "      <td>-0.019115</td>\n",
       "      <td>-0.019115</td>\n",
       "      <td>1.809193</td>\n",
       "      <td>1.809193</td>\n",
       "      <td>1.809193</td>\n",
       "      <td>9.338192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>2018-02-20 12:00:00</td>\n",
       "      <td>7.546345</td>\n",
       "      <td>7.546345</td>\n",
       "      <td>7.546345</td>\n",
       "      <td>9.251280</td>\n",
       "      <td>9.424912</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>-0.000227</td>\n",
       "      <td>1.795015</td>\n",
       "      <td>...</td>\n",
       "      <td>1.795015</td>\n",
       "      <td>1.795015</td>\n",
       "      <td>1.795015</td>\n",
       "      <td>-0.020072</td>\n",
       "      <td>-0.020072</td>\n",
       "      <td>-0.020072</td>\n",
       "      <td>1.815314</td>\n",
       "      <td>1.815314</td>\n",
       "      <td>1.815314</td>\n",
       "      <td>9.341361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>2018-02-20 14:00:00</td>\n",
       "      <td>7.541748</td>\n",
       "      <td>7.541748</td>\n",
       "      <td>7.541748</td>\n",
       "      <td>9.247758</td>\n",
       "      <td>9.433635</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>1.799509</td>\n",
       "      <td>...</td>\n",
       "      <td>1.799509</td>\n",
       "      <td>1.799509</td>\n",
       "      <td>1.799509</td>\n",
       "      <td>-0.020706</td>\n",
       "      <td>-0.020706</td>\n",
       "      <td>-0.020706</td>\n",
       "      <td>1.821312</td>\n",
       "      <td>1.821312</td>\n",
       "      <td>1.821312</td>\n",
       "      <td>9.341257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>2018-02-20 16:00:00</td>\n",
       "      <td>7.537151</td>\n",
       "      <td>7.537151</td>\n",
       "      <td>7.537151</td>\n",
       "      <td>9.249940</td>\n",
       "      <td>9.433093</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>-0.001840</td>\n",
       "      <td>1.804365</td>\n",
       "      <td>...</td>\n",
       "      <td>1.804365</td>\n",
       "      <td>1.804365</td>\n",
       "      <td>1.804365</td>\n",
       "      <td>-0.020979</td>\n",
       "      <td>-0.020979</td>\n",
       "      <td>-0.020979</td>\n",
       "      <td>1.827184</td>\n",
       "      <td>1.827184</td>\n",
       "      <td>1.827184</td>\n",
       "      <td>9.341517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>2018-02-20 18:00:00</td>\n",
       "      <td>7.532554</td>\n",
       "      <td>7.532554</td>\n",
       "      <td>7.532554</td>\n",
       "      <td>9.258104</td>\n",
       "      <td>9.434695</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>0.000354</td>\n",
       "      <td>1.812415</td>\n",
       "      <td>...</td>\n",
       "      <td>1.812415</td>\n",
       "      <td>1.812415</td>\n",
       "      <td>1.812415</td>\n",
       "      <td>-0.020866</td>\n",
       "      <td>-0.020866</td>\n",
       "      <td>-0.020866</td>\n",
       "      <td>1.832927</td>\n",
       "      <td>1.832927</td>\n",
       "      <td>1.832927</td>\n",
       "      <td>9.344970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>2018-02-20 20:00:00</td>\n",
       "      <td>7.527957</td>\n",
       "      <td>7.527957</td>\n",
       "      <td>7.527957</td>\n",
       "      <td>9.255925</td>\n",
       "      <td>9.444270</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>0.003122</td>\n",
       "      <td>1.821303</td>\n",
       "      <td>...</td>\n",
       "      <td>1.821303</td>\n",
       "      <td>1.821303</td>\n",
       "      <td>1.821303</td>\n",
       "      <td>-0.020356</td>\n",
       "      <td>-0.020356</td>\n",
       "      <td>-0.020356</td>\n",
       "      <td>1.838537</td>\n",
       "      <td>1.838537</td>\n",
       "      <td>1.838537</td>\n",
       "      <td>9.349260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>2018-02-20 22:00:00</td>\n",
       "      <td>7.523360</td>\n",
       "      <td>7.523360</td>\n",
       "      <td>7.523360</td>\n",
       "      <td>9.264932</td>\n",
       "      <td>9.449309</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>0.005182</td>\n",
       "      <td>1.829735</td>\n",
       "      <td>...</td>\n",
       "      <td>1.829735</td>\n",
       "      <td>1.829735</td>\n",
       "      <td>1.829735</td>\n",
       "      <td>-0.019458</td>\n",
       "      <td>-0.019458</td>\n",
       "      <td>-0.019458</td>\n",
       "      <td>1.844011</td>\n",
       "      <td>1.844011</td>\n",
       "      <td>1.844011</td>\n",
       "      <td>9.353095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>2018-02-21 00:00:00</td>\n",
       "      <td>7.518763</td>\n",
       "      <td>7.518763</td>\n",
       "      <td>7.518763</td>\n",
       "      <td>9.263976</td>\n",
       "      <td>9.442619</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>0.002724</td>\n",
       "      <td>1.833873</td>\n",
       "      <td>...</td>\n",
       "      <td>1.833873</td>\n",
       "      <td>1.833873</td>\n",
       "      <td>1.833873</td>\n",
       "      <td>-0.018196</td>\n",
       "      <td>-0.018196</td>\n",
       "      <td>-0.018196</td>\n",
       "      <td>1.849345</td>\n",
       "      <td>1.849345</td>\n",
       "      <td>1.849345</td>\n",
       "      <td>9.352636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>2018-02-21 02:00:00</td>\n",
       "      <td>7.514166</td>\n",
       "      <td>7.514166</td>\n",
       "      <td>7.514166</td>\n",
       "      <td>9.268027</td>\n",
       "      <td>9.439377</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>-0.002076</td>\n",
       "      <td>1.835850</td>\n",
       "      <td>...</td>\n",
       "      <td>1.835850</td>\n",
       "      <td>1.835850</td>\n",
       "      <td>1.835850</td>\n",
       "      <td>-0.016610</td>\n",
       "      <td>-0.016610</td>\n",
       "      <td>-0.016610</td>\n",
       "      <td>1.854536</td>\n",
       "      <td>1.854536</td>\n",
       "      <td>1.854536</td>\n",
       "      <td>9.350016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>2018-02-21 04:00:00</td>\n",
       "      <td>7.509569</td>\n",
       "      <td>7.509569</td>\n",
       "      <td>7.509569</td>\n",
       "      <td>9.260476</td>\n",
       "      <td>9.435874</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>-0.001231</td>\n",
       "      <td>1.843594</td>\n",
       "      <td>...</td>\n",
       "      <td>1.843594</td>\n",
       "      <td>1.843594</td>\n",
       "      <td>1.843594</td>\n",
       "      <td>-0.014757</td>\n",
       "      <td>-0.014757</td>\n",
       "      <td>-0.014757</td>\n",
       "      <td>1.859582</td>\n",
       "      <td>1.859582</td>\n",
       "      <td>1.859582</td>\n",
       "      <td>9.353162</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1006 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      ds     trend  trend_lower  trend_upper  yhat_lower  \\\n",
       "0    2017-11-29 10:00:00  9.996874     9.996874     9.996874    9.192076   \n",
       "1    2017-11-29 12:00:00  9.995624     9.995624     9.995624    9.190023   \n",
       "2    2017-11-29 14:00:00  9.994375     9.994375     9.994375    9.181096   \n",
       "3    2017-11-29 16:00:00  9.993126     9.993126     9.993126    9.181810   \n",
       "4    2017-11-29 18:00:00  9.991876     9.991876     9.991876    9.175293   \n",
       "5    2017-11-29 20:00:00  9.990627     9.990627     9.990627    9.178272   \n",
       "6    2017-11-29 22:00:00  9.989378     9.989378     9.989378    9.172450   \n",
       "7    2017-11-30 00:00:00  9.988128     9.988128     9.988128    9.166916   \n",
       "8    2017-11-30 02:00:00  9.986879     9.986879     9.986879    9.169586   \n",
       "9    2017-11-30 04:00:00  9.985630     9.985630     9.985630    9.160103   \n",
       "10   2017-11-30 06:00:00  9.984380     9.984380     9.984380    9.152189   \n",
       "11   2017-11-30 08:00:00  9.983131     9.983131     9.983131    9.151082   \n",
       "12   2017-11-30 10:00:00  9.981882     9.981882     9.981882    9.148423   \n",
       "13   2017-11-30 12:00:00  9.980632     9.980632     9.980632    9.150150   \n",
       "14   2017-11-30 14:00:00  9.979383     9.979383     9.979383    9.139282   \n",
       "15   2017-11-30 16:00:00  9.978134     9.978134     9.978134    9.139908   \n",
       "16   2017-11-30 18:00:00  9.976884     9.976884     9.976884    9.133411   \n",
       "17   2017-11-30 20:00:00  9.975635     9.975635     9.975635    9.134414   \n",
       "18   2017-11-30 22:00:00  9.974386     9.974386     9.974386    9.140385   \n",
       "19   2017-12-01 00:00:00  9.973136     9.973136     9.973136    9.129786   \n",
       "20   2017-12-01 02:00:00  9.971887     9.971887     9.971887    9.130762   \n",
       "21   2017-12-01 04:00:00  9.970638     9.970638     9.970638    9.126455   \n",
       "22   2017-12-01 06:00:00  9.969388     9.969388     9.969388    9.129054   \n",
       "23   2017-12-01 08:00:00  9.968139     9.968139     9.968139    9.130788   \n",
       "24   2017-12-01 10:00:00  9.966890     9.966890     9.966890    9.131492   \n",
       "25   2017-12-01 12:00:00  9.965640     9.965640     9.965640    9.135761   \n",
       "26   2017-12-01 14:00:00  9.964391     9.964391     9.964391    9.142690   \n",
       "27   2017-12-01 16:00:00  9.963142     9.963142     9.963142    9.143679   \n",
       "28   2017-12-01 18:00:00  9.961892     9.961892     9.961892    9.152216   \n",
       "29   2017-12-01 20:00:00  9.960643     9.960643     9.960643    9.155171   \n",
       "...                  ...       ...          ...          ...         ...   \n",
       "976  2018-02-18 18:00:00  7.642884     7.642884     7.642884    9.228067   \n",
       "977  2018-02-18 20:00:00  7.638287     7.638287     7.638287    9.226496   \n",
       "978  2018-02-18 22:00:00  7.633690     7.633690     7.633690    9.230940   \n",
       "979  2018-02-19 00:00:00  7.629093     7.629093     7.629093    9.234046   \n",
       "980  2018-02-19 02:00:00  7.624496     7.624496     7.624496    9.232045   \n",
       "981  2018-02-19 04:00:00  7.619899     7.619899     7.619899    9.233586   \n",
       "982  2018-02-19 06:00:00  7.615302     7.615302     7.615302    9.235334   \n",
       "983  2018-02-19 08:00:00  7.610705     7.610705     7.610705    9.240115   \n",
       "984  2018-02-19 10:00:00  7.606108     7.606108     7.606108    9.232435   \n",
       "985  2018-02-19 12:00:00  7.601511     7.601511     7.601511    9.240053   \n",
       "986  2018-02-19 14:00:00  7.596913     7.596913     7.596913    9.243247   \n",
       "987  2018-02-19 16:00:00  7.592316     7.592316     7.592316    9.245437   \n",
       "988  2018-02-19 18:00:00  7.587719     7.587719     7.587719    9.253971   \n",
       "989  2018-02-19 20:00:00  7.583122     7.583122     7.583122    9.249734   \n",
       "990  2018-02-19 22:00:00  7.578525     7.578525     7.578525    9.256144   \n",
       "991  2018-02-20 00:00:00  7.573928     7.573928     7.573928    9.249738   \n",
       "992  2018-02-20 02:00:00  7.569331     7.569331     7.569331    9.255574   \n",
       "993  2018-02-20 04:00:00  7.564734     7.564734     7.564734    9.254734   \n",
       "994  2018-02-20 06:00:00  7.560137     7.560137     7.560137    9.248584   \n",
       "995  2018-02-20 08:00:00  7.555540     7.555540     7.555540    9.250982   \n",
       "996  2018-02-20 10:00:00  7.550942     7.550942     7.550942    9.257673   \n",
       "997  2018-02-20 12:00:00  7.546345     7.546345     7.546345    9.251280   \n",
       "998  2018-02-20 14:00:00  7.541748     7.541748     7.541748    9.247758   \n",
       "999  2018-02-20 16:00:00  7.537151     7.537151     7.537151    9.249940   \n",
       "1000 2018-02-20 18:00:00  7.532554     7.532554     7.532554    9.258104   \n",
       "1001 2018-02-20 20:00:00  7.527957     7.527957     7.527957    9.255925   \n",
       "1002 2018-02-20 22:00:00  7.523360     7.523360     7.523360    9.264932   \n",
       "1003 2018-02-21 00:00:00  7.518763     7.518763     7.518763    9.263976   \n",
       "1004 2018-02-21 02:00:00  7.514166     7.514166     7.514166    9.268027   \n",
       "1005 2018-02-21 04:00:00  7.509569     7.509569     7.509569    9.260476   \n",
       "\n",
       "      yhat_upper     daily  daily_lower  daily_upper  seasonal    ...     \\\n",
       "0       9.365334 -0.002829    -0.002829    -0.002829 -0.719892    ...      \n",
       "1       9.365076 -0.000227    -0.000227    -0.000227 -0.719360    ...      \n",
       "2       9.357290 -0.001097    -0.001097    -0.001097 -0.722146    ...      \n",
       "3       9.355327 -0.001840    -0.001840    -0.001840 -0.724737    ...      \n",
       "4       9.354491  0.000354     0.000354     0.000354 -0.724396    ...      \n",
       "5       9.358927  0.003122     0.003122     0.003122 -0.723549    ...      \n",
       "6       9.354236  0.005182     0.005182     0.005182 -0.723524    ...      \n",
       "7       9.351195  0.002724     0.002724     0.002724 -0.728161    ...      \n",
       "8       9.343430 -0.002076    -0.002076    -0.002076 -0.735289    ...      \n",
       "9       9.331121 -0.001231    -0.001231    -0.001231 -0.736912    ...      \n",
       "10      9.336490  0.000466     0.000466     0.000466 -0.737789    ...      \n",
       "11      9.328665 -0.002548    -0.002548    -0.002548 -0.743436    ...      \n",
       "12      9.321760 -0.002829    -0.002829    -0.002829 -0.746343    ...      \n",
       "13      9.327347 -0.000227    -0.000227    -0.000227 -0.746280    ...      \n",
       "14      9.319531 -0.001097    -0.001097    -0.001097 -0.749514    ...      \n",
       "15      9.316010 -0.001840    -0.001840    -0.001840 -0.752354    ...      \n",
       "16      9.314297  0.000354     0.000354     0.000354 -0.751894    ...      \n",
       "17      9.316019  0.003122     0.003122     0.003122 -0.750407    ...      \n",
       "18      9.317030  0.005182     0.005182     0.005182 -0.749092    ...      \n",
       "19      9.310343  0.002724     0.002724     0.002724 -0.751691    ...      \n",
       "20      9.302951 -0.002076    -0.002076    -0.002076 -0.755970    ...      \n",
       "21      9.303534 -0.001231    -0.001231    -0.001231 -0.753908    ...      \n",
       "22      9.308536  0.000466     0.000466     0.000466 -0.750279    ...      \n",
       "23      9.297732 -0.002548    -0.002548    -0.002548 -0.750654    ...      \n",
       "24      9.301128 -0.002829    -0.002829    -0.002829 -0.747615    ...      \n",
       "25      9.317173 -0.000227    -0.000227    -0.000227 -0.741059    ...      \n",
       "26      9.316714 -0.001097    -0.001097    -0.001097 -0.737407    ...      \n",
       "27      9.312156 -0.001840    -0.001840    -0.001840 -0.733143    ...      \n",
       "28      9.328041  0.000354     0.000354     0.000354 -0.725552    ...      \n",
       "29      9.327056  0.003122     0.003122     0.003122 -0.717100    ...      \n",
       "...          ...       ...          ...          ...       ...    ...      \n",
       "976     9.397804  0.000354     0.000354     0.000354  1.671356    ...      \n",
       "977     9.402908  0.003122     0.003122     0.003122  1.680787    ...      \n",
       "978     9.404341  0.005182     0.005182     0.005182  1.689624    ...      \n",
       "979     9.404469  0.002724     0.002724     0.002724  1.694024    ...      \n",
       "980     9.407593 -0.002076    -0.002076    -0.002076  1.696125    ...      \n",
       "981     9.408606 -0.001231    -0.001231    -0.001231  1.703867    ...      \n",
       "982     9.414643  0.000466     0.000466     0.000466  1.712409    ...      \n",
       "983     9.421518 -0.002548    -0.002548    -0.002548  1.716137    ...      \n",
       "984     9.415474 -0.002829    -0.002829    -0.002829  1.722451    ...      \n",
       "985     9.422265 -0.000227    -0.000227    -0.000227  1.731461    ...      \n",
       "986     9.424267 -0.001097    -0.001097    -0.001097  1.736784    ...      \n",
       "987     9.418063 -0.001840    -0.001840    -0.001840  1.741999    ...      \n",
       "988     9.423394  0.000354     0.000354     0.000354  1.749912    ...      \n",
       "989     9.428009  0.003122     0.003122     0.003122  1.758168    ...      \n",
       "990     9.431414  0.005182     0.005182     0.005182  1.765507    ...      \n",
       "991     9.435578  0.002724     0.002724     0.002724  1.768150    ...      \n",
       "992     9.421258 -0.002076    -0.002076    -0.002076  1.768320    ...      \n",
       "993     9.426050 -0.001231    -0.001231    -0.001231  1.774056    ...      \n",
       "994     9.426234  0.000466     0.000466     0.000466  1.780624    ...      \n",
       "995     9.423515 -0.002548    -0.002548    -0.002548  1.782521    ...      \n",
       "996     9.423628 -0.002829    -0.002829    -0.002829  1.787249    ...      \n",
       "997     9.424912 -0.000227    -0.000227    -0.000227  1.795015    ...      \n",
       "998     9.433635 -0.001097    -0.001097    -0.001097  1.799509    ...      \n",
       "999     9.433093 -0.001840    -0.001840    -0.001840  1.804365    ...      \n",
       "1000    9.434695  0.000354     0.000354     0.000354  1.812415    ...      \n",
       "1001    9.444270  0.003122     0.003122     0.003122  1.821303    ...      \n",
       "1002    9.449309  0.005182     0.005182     0.005182  1.829735    ...      \n",
       "1003    9.442619  0.002724     0.002724     0.002724  1.833873    ...      \n",
       "1004    9.439377 -0.002076    -0.002076    -0.002076  1.835850    ...      \n",
       "1005    9.435874 -0.001231    -0.001231    -0.001231  1.843594    ...      \n",
       "\n",
       "      seasonalities  seasonalities_lower  seasonalities_upper    weekly  \\\n",
       "0         -0.719892            -0.719892            -0.719892 -0.008318   \n",
       "1         -0.719360            -0.719360            -0.719360 -0.006159   \n",
       "2         -0.722146            -0.722146            -0.722146 -0.004136   \n",
       "3         -0.724737            -0.724737            -0.724737 -0.002332   \n",
       "4         -0.724396            -0.724396            -0.724396 -0.000815   \n",
       "5         -0.723549            -0.723549            -0.723549  0.000355   \n",
       "6         -0.723524            -0.723524            -0.723524  0.001136   \n",
       "7         -0.728161            -0.728161            -0.728161  0.001505   \n",
       "8         -0.735289            -0.735289            -0.735289  0.001458   \n",
       "9         -0.736912            -0.736912            -0.736912  0.001009   \n",
       "10        -0.737789            -0.737789            -0.737789  0.000195   \n",
       "11        -0.743436            -0.743436            -0.743436 -0.000931   \n",
       "12        -0.746343            -0.746343            -0.746343 -0.002299   \n",
       "13        -0.746280            -0.746280            -0.746280 -0.003825   \n",
       "14        -0.749514            -0.749514            -0.749514 -0.005419   \n",
       "15        -0.752354            -0.752354            -0.752354 -0.006981   \n",
       "16        -0.751894            -0.751894            -0.751894 -0.008414   \n",
       "17        -0.750407            -0.750407            -0.750407 -0.009623   \n",
       "18        -0.749092            -0.749092            -0.749092 -0.010522   \n",
       "19        -0.751691            -0.751691            -0.751691 -0.011036   \n",
       "20        -0.755970            -0.755970            -0.755970 -0.011105   \n",
       "21        -0.753908            -0.753908            -0.753908 -0.010690   \n",
       "22        -0.750279            -0.750279            -0.750279 -0.009770   \n",
       "23        -0.750654            -0.750654            -0.750654 -0.008347   \n",
       "24        -0.747615            -0.747615            -0.747615 -0.006443   \n",
       "25        -0.741059            -0.741059            -0.741059 -0.004102   \n",
       "26        -0.737407            -0.737407            -0.737407 -0.001385   \n",
       "27        -0.733143            -0.733143            -0.733143  0.001629   \n",
       "28        -0.725552            -0.725552            -0.725552  0.004848   \n",
       "29        -0.717100            -0.717100            -0.717100  0.008174   \n",
       "...             ...                  ...                  ...       ...   \n",
       "976        1.671356             1.671356             1.671356  0.005153   \n",
       "977        1.680787             1.680787             1.680787  0.003893   \n",
       "978        1.689624             1.689624             1.689624  0.002808   \n",
       "979        1.694024             1.694024             1.694024  0.001871   \n",
       "980        1.696125             1.696125             1.696125  0.001045   \n",
       "981        1.703867             1.703867             1.703867  0.000285   \n",
       "982        1.712409             1.712409             1.712409 -0.000454   \n",
       "983        1.716137             1.716137             1.716137 -0.001220   \n",
       "984        1.722451             1.722451             1.722451 -0.002053   \n",
       "985        1.731461             1.731461             1.731461 -0.002991   \n",
       "986        1.736784             1.736784             1.736784 -0.004059   \n",
       "987        1.741999             1.741999             1.741999 -0.005274   \n",
       "988        1.749912             1.749912             1.749912 -0.006636   \n",
       "989        1.758168             1.758168             1.758168 -0.008135   \n",
       "990        1.765507             1.765507             1.765507 -0.009747   \n",
       "991        1.768150             1.768150             1.768150 -0.011435   \n",
       "992        1.768320             1.768320             1.768320 -0.013151   \n",
       "993        1.774056             1.774056             1.774056 -0.014839   \n",
       "994        1.780624             1.780624             1.780624 -0.016438   \n",
       "995        1.782521             1.782521             1.782521 -0.017884   \n",
       "996        1.787249             1.787249             1.787249 -0.019115   \n",
       "997        1.795015             1.795015             1.795015 -0.020072   \n",
       "998        1.799509             1.799509             1.799509 -0.020706   \n",
       "999        1.804365             1.804365             1.804365 -0.020979   \n",
       "1000       1.812415             1.812415             1.812415 -0.020866   \n",
       "1001       1.821303             1.821303             1.821303 -0.020356   \n",
       "1002       1.829735             1.829735             1.829735 -0.019458   \n",
       "1003       1.833873             1.833873             1.833873 -0.018196   \n",
       "1004       1.835850             1.835850             1.835850 -0.016610   \n",
       "1005       1.843594             1.843594             1.843594 -0.014757   \n",
       "\n",
       "      weekly_lower  weekly_upper    yearly  yearly_lower  yearly_upper  \\\n",
       "0        -0.008318     -0.008318 -0.708744     -0.708744     -0.708744   \n",
       "1        -0.006159     -0.006159 -0.712974     -0.712974     -0.712974   \n",
       "2        -0.004136     -0.004136 -0.716913     -0.716913     -0.716913   \n",
       "3        -0.002332     -0.002332 -0.720565     -0.720565     -0.720565   \n",
       "4        -0.000815     -0.000815 -0.723935     -0.723935     -0.723935   \n",
       "5         0.000355      0.000355 -0.727026     -0.727026     -0.727026   \n",
       "6         0.001136      0.001136 -0.729843     -0.729843     -0.729843   \n",
       "7         0.001505      0.001505 -0.732390     -0.732390     -0.732390   \n",
       "8         0.001458      0.001458 -0.734671     -0.734671     -0.734671   \n",
       "9         0.001009      0.001009 -0.736689     -0.736689     -0.736689   \n",
       "10        0.000195      0.000195 -0.738450     -0.738450     -0.738450   \n",
       "11       -0.000931     -0.000931 -0.739957     -0.739957     -0.739957   \n",
       "12       -0.002299     -0.002299 -0.741215     -0.741215     -0.741215   \n",
       "13       -0.003825     -0.003825 -0.742228     -0.742228     -0.742228   \n",
       "14       -0.005419     -0.005419 -0.742999     -0.742999     -0.742999   \n",
       "15       -0.006981     -0.006981 -0.743533     -0.743533     -0.743533   \n",
       "16       -0.008414     -0.008414 -0.743834     -0.743834     -0.743834   \n",
       "17       -0.009623     -0.009623 -0.743906     -0.743906     -0.743906   \n",
       "18       -0.010522     -0.010522 -0.743753     -0.743753     -0.743753   \n",
       "19       -0.011036     -0.011036 -0.743379     -0.743379     -0.743379   \n",
       "20       -0.011105     -0.011105 -0.742789     -0.742789     -0.742789   \n",
       "21       -0.010690     -0.010690 -0.741986     -0.741986     -0.741986   \n",
       "22       -0.009770     -0.009770 -0.740975     -0.740975     -0.740975   \n",
       "23       -0.008347     -0.008347 -0.739759     -0.739759     -0.739759   \n",
       "24       -0.006443     -0.006443 -0.738343     -0.738343     -0.738343   \n",
       "25       -0.004102     -0.004102 -0.736730     -0.736730     -0.736730   \n",
       "26       -0.001385     -0.001385 -0.734925     -0.734925     -0.734925   \n",
       "27        0.001629      0.001629 -0.732932     -0.732932     -0.732932   \n",
       "28        0.004848      0.004848 -0.730754     -0.730754     -0.730754   \n",
       "29        0.008174      0.008174 -0.728396     -0.728396     -0.728396   \n",
       "...            ...           ...       ...           ...           ...   \n",
       "976       0.005153      0.005153  1.665849      1.665849      1.665849   \n",
       "977       0.003893      0.003893  1.673772      1.673772      1.673772   \n",
       "978       0.002808      0.002808  1.681633      1.681633      1.681633   \n",
       "979       0.001871      0.001871  1.689429      1.689429      1.689429   \n",
       "980       0.001045      0.001045  1.697156      1.697156      1.697156   \n",
       "981       0.000285      0.000285  1.704814      1.704814      1.704814   \n",
       "982      -0.000454     -0.000454  1.712397      1.712397      1.712397   \n",
       "983      -0.001220     -0.001220  1.719905      1.719905      1.719905   \n",
       "984      -0.002053     -0.002053  1.727333      1.727333      1.727333   \n",
       "985      -0.002991     -0.002991  1.734679      1.734679      1.734679   \n",
       "986      -0.004059     -0.004059  1.741940      1.741940      1.741940   \n",
       "987      -0.005274     -0.005274  1.749113      1.749113      1.749113   \n",
       "988      -0.006636     -0.006636  1.756194      1.756194      1.756194   \n",
       "989      -0.008135     -0.008135  1.763181      1.763181      1.763181   \n",
       "990      -0.009747     -0.009747  1.770072      1.770072      1.770072   \n",
       "991      -0.011435     -0.011435  1.776861      1.776861      1.776861   \n",
       "992      -0.013151     -0.013151  1.783547      1.783547      1.783547   \n",
       "993      -0.014839     -0.014839  1.790127      1.790127      1.790127   \n",
       "994      -0.016438     -0.016438  1.796596      1.796596      1.796596   \n",
       "995      -0.017884     -0.017884  1.802953      1.802953      1.802953   \n",
       "996      -0.019115     -0.019115  1.809193      1.809193      1.809193   \n",
       "997      -0.020072     -0.020072  1.815314      1.815314      1.815314   \n",
       "998      -0.020706     -0.020706  1.821312      1.821312      1.821312   \n",
       "999      -0.020979     -0.020979  1.827184      1.827184      1.827184   \n",
       "1000     -0.020866     -0.020866  1.832927      1.832927      1.832927   \n",
       "1001     -0.020356     -0.020356  1.838537      1.838537      1.838537   \n",
       "1002     -0.019458     -0.019458  1.844011      1.844011      1.844011   \n",
       "1003     -0.018196     -0.018196  1.849345      1.849345      1.849345   \n",
       "1004     -0.016610     -0.016610  1.854536      1.854536      1.854536   \n",
       "1005     -0.014757     -0.014757  1.859582      1.859582      1.859582   \n",
       "\n",
       "          yhat  \n",
       "0     9.276982  \n",
       "1     9.276264  \n",
       "2     9.272228  \n",
       "3     9.268389  \n",
       "4     9.267480  \n",
       "5     9.267078  \n",
       "6     9.265853  \n",
       "7     9.259968  \n",
       "8     9.251590  \n",
       "9     9.248718  \n",
       "10    9.246591  \n",
       "11    9.239695  \n",
       "12    9.235538  \n",
       "13    9.234352  \n",
       "14    9.229869  \n",
       "15    9.225780  \n",
       "16    9.224990  \n",
       "17    9.225228  \n",
       "18    9.225293  \n",
       "19    9.221445  \n",
       "20    9.215917  \n",
       "21    9.216730  \n",
       "22    9.219109  \n",
       "23    9.217485  \n",
       "24    9.219274  \n",
       "25    9.224581  \n",
       "26    9.226984  \n",
       "27    9.229998  \n",
       "28    9.236340  \n",
       "29    9.243543  \n",
       "...        ...  \n",
       "976   9.314241  \n",
       "977   9.319075  \n",
       "978   9.323314  \n",
       "979   9.323117  \n",
       "980   9.320621  \n",
       "981   9.323766  \n",
       "982   9.327711  \n",
       "983   9.326842  \n",
       "984   9.328558  \n",
       "985   9.332972  \n",
       "986   9.333697  \n",
       "987   9.334316  \n",
       "988   9.337631  \n",
       "989   9.341290  \n",
       "990   9.344032  \n",
       "991   9.342078  \n",
       "992   9.337651  \n",
       "993   9.338790  \n",
       "994   9.340761  \n",
       "995   9.338061  \n",
       "996   9.338192  \n",
       "997   9.341361  \n",
       "998   9.341257  \n",
       "999   9.341517  \n",
       "1000  9.344970  \n",
       "1001  9.349260  \n",
       "1002  9.353095  \n",
       "1003  9.352636  \n",
       "1004  9.350016  \n",
       "1005  9.353162  \n",
       "\n",
       "[1006 rows x 22 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def runSingleProphetPredictionData(df, periods, scale, frequency):\n",
    "    m = Prophet(changepoint_prior_scale=scale, yearly_seasonality=True)\n",
    "    m.fit(df)\n",
    "    future = m.make_future_dataframe(periods=periods, freq=frequency)\n",
    "    forecast = m.predict(future)\n",
    "    #forecast = forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']]\n",
    "    return forecast\n",
    "\n",
    "runSingleProphetPredictionData(btc_intervals[0], 5, 0.005, btc_timeperiods[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SMA Cross Overs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc_intervals_timeIndex = [BTC_2h, BTC_6h, BTC_12h, BTC_24h]\n",
    "for i in range(len(btc_intervals)):\n",
    "    btc_intervals_timeIndex[i] = btc_intervals_timeIndex[i].set_index('time')\n",
    "    btc_intervals_timeIndex[i]['sma5'] = btc_intervals_timeIndex[i]['close'].rolling(5).mean()\n",
    "    btc_intervals_timeIndex[i]['sma10'] = btc_intervals_timeIndex[i]['close'].rolling(10).mean()\n",
    "    btc_intervals_timeIndex[i]['sma20'] = btc_intervals_timeIndex[i]['close'].rolling(20).mean()\n",
    "    btc_intervals_timeIndex[i]['sma50'] = btc_intervals_timeIndex[i]['close'].rolling(50).mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x100b400b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e6114e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x100b342e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e860b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "smaplot = btc_intervals_timeIndex\n",
    "for i in range(len(smaplot)):\n",
    "    if i == 0:\n",
    "        smaplot[i] = smaplot[i].tail(100)\n",
    "        smaplot[i] = smaplot[i][['close', 'sma10', 'sma20']].plot(figsize=[10,7])\n",
    "    else:\n",
    "        smaplot[i] = smaplot[i][['close', 'sma10', 'sma20']].plot(figsize=[10,7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tweepy as twpy\n",
    "from textblob import TextBlob\n",
    "consumer_key = 'fba8sGRIIg0EoQOtfgxHGv7EI'\n",
    "consumer_secret = 'z8LKzW9epwOPWsYfE1QXIApFlo1VrbM6rGP9K7zdr9tXa3TocS'\n",
    "access_token = '893107128092606465-r9EFEkdoAoQyuHEOSMrQMdvUG7rAOBO'\n",
    "access_token_sedret = 'ZeGap5yg7GF7WdJ31wG2vb3NxVALCH5PUJj6hsCPPOv5e'\n",
    "auth = twpy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_token, access_token_sedret)\n",
    "api = twpy.API(auth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tweepy.binder:PARAMS: {'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'965649270530543615', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'965346549625737215', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'964894556851449855', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'964464506326970367', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'964032887262769152', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'963527031815331841', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'963186785588301823', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'962808463360385024', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'962319782442946559', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'962019887123058690', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'961631543847477248', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'961284360493289471', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'960915068966842367', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'960531544829054975', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'960068202054250496', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'959571155391799296', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'959187512165126143', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'958771413829214207', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'958335145668378623', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'957917261054009353', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'957382557955477505', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'956988729796841471', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'956722957044322303', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'956304381309280257', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'955917595445735424', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'955578128151269375', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'955124639910518784', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'954647838092296191', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'954167800133816319', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'953812248774041600', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'953373356958642175', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'953008425289551874', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'952496082386341887', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'951948766415867903', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'951595241915736064', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'951259194405150720', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'950942126279397375', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'950669178767372288', 'screen_name': b'BTCTN'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
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      "INFO:tweepy.binder:PARAMS: {'max_id': b'951997962913304575', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'951667571777994751', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'951399554498400255', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'951137422645039103', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'950760081150263295', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'950460878582943743', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'950200615535304703', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'949854111146520576', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'949431273830858751', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'949053057580589056', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'948766895657725951', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'948464147582410751', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'948042157922717695', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'947740163861446655', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'947438183100198913', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'947075752385658880', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'946818361744351231', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'946470928036302847', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'946169824115286015', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'945884462189031424', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'945565801125265407', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'945278210274676735', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'944961863967584255', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'944599435220156415', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'944307842353455103', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'944032265490911231', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'943768658114990079', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'943567966175625216', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'943300048212905983', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'943016820486955007', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'942733763674623999', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'942518731518988289', 'screen_name': b'bravenewcoin'}\n",
      "INFO:tweepy.binder:PARAMS: {'create': b'True'}\n",
      "INFO:tweepy.binder:PARAMS: {'max_id': b'942183568951844863', 'screen_name': b'bravenewcoin'}\n"
     ]
    }
   ],
   "source": [
    "users = ['BTCTN', 'kyletorpey', 'hodlhodl', 'bravenewcoin', 'coindesk', 'Cointelegraph']\n",
    "dates = []\n",
    "tweets = []\n",
    "idString = []\n",
    "userName = []\n",
    "for i in range(len(users)):\n",
    "    user = users[i]\n",
    "    for status in twpy.Cursor(api.user_timeline, screen_name=user ).items(2900):\n",
    "        dates.append(status.created_at)\n",
    "        tweets.append(status.text)\n",
    "        userName.append(status.user.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "combinedTweets = pd.DataFrame({\n",
    "    'dates': dates,\n",
    "    'tweets': tweets,\n",
    "    'user': userName\n",
    "})    \n",
    "combinedTweets = combinedTweets.sort_values('dates')\n",
    "combinedTweets.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "combinedTweets['sentiment-polarity'] = combinedTweets['tweets'].apply(lambda tweet: TextBlob(tweet).sentiment.polarity)\n",
    "combinedTweets['sentiment-subjectivity'] = combinedTweets['tweets'].apply(lambda tweet: TextBlob(tweet).sentiment.subjectivity)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#getting last and first date of time periods. \n",
    "\n",
    "btc_sentiment = [BTC_2h, BTC_6h, BTC_12h, BTC_24h]\n",
    "\n",
    "\n",
    "lastDates = []\n",
    "firstDates = []\n",
    "for i in range(len(btc_sentiment)):\n",
    "    last = len(btc_sentiment[i]) - 1\n",
    "    firstDate = btc_sentiment[i]['time'].iloc[0]\n",
    "    lastDate =  btc_sentiment[i]['time'].iloc[last]\n",
    "    lastDates.append(lastDate)\n",
    "    firstDates.append(firstDate)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Tweet are resampled to a 120 min time interval. This may need to be adjusted for each time period. \n",
    "timePeriods = ['120Min', '360Min', '720Min', '1440Min']\n",
    "tweetTimeSentiment = combinedTweets[['dates', 'sentiment-polarity', 'sentiment-subjectivity']]\n",
    "tweetTimeSentiment['dates'] = pd.to_datetime(tweetTimeSentiment['dates'])\n",
    "tweetTimeSentimentPeriods = ['tweetTimeSentimentPeriods2hr', 'tweetTimeSentimentPeriods6hr', 'tweetTimeSentimentPeriods12hr', 'tweetTimeSentimentPeriods24hr']\n",
    "\n",
    "\n",
    "\n",
    "for i in range(len(lastDates)):\n",
    "    tweetTimeSentimentPeriods[i] = tweetTimeSentiment.resample(rule=timePeriods[i], on='dates').mean()\n",
    "    tweetTimeSentimentPeriods[i] = tweetTimeSentiment.fillna(0)\n",
    "    tweetTimeSentiment = tweetTimeSentiment.set_index('dates')\n",
    "    #mask = (tweetTimeSentiment[i].index > firstDates[i]) & (tweetTimeSentiment[i].index <= lastDates[i])\n",
    "    #tweetTimeSentimentPeriods[i] = tweetTimeSentimentPeriods[i].iloc[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting Started WIth Backtesting using ZipLine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from zipline.api import order_target, record, symbol"
   ]
  }
 ],
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