Power Oscillator.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import style, cm\n",
    "from sklearn.linear_model import LinearRegression\n",
    "import matplotlib.ticker\n",
    "from scipy.optimize import curve_fit\n",
    "plt.rcParams['figure.figsize'] = [14, 8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"C:\\\\Users\\\\Aman\\\\Desktop\\\\Aman\\\\crypto_finance\\\\BTC_USD.csv\")[[\"Date\", \"Value\"]]\n",
    "df.Date = pd.to_datetime(df.Date)\n",
    "df.sort_values(by=\"Date\", inplace = True)\n",
    "genesis = df.Date[len(df)-1]\n",
    "#Genesis block is 3rd Jan, 2009, above value is actually 2nd Jan\n",
    "df = df[df.Date >= \"2010-09-16\"]#useful data from exchanges from 2011 onwards\n",
    "df=df.reset_index()\n",
    "df=df.drop(\"index\", axis=1)\n",
    "delta = (df.Date[0] - genesis).days - 1\n",
    "#728 days between Jan 1, 2011 and Jan 3, 2009"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "622"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df.Date[0] - genesis).days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>Date</th>\n",
       "      <th>Value</th>\n",
       "      <th>ind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-09-16</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-09-17</td>\n",
       "      <td>0.060900</td>\n",
       "      <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-09-18</td>\n",
       "      <td>0.062599</td>\n",
       "      <td>623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-09-19</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-09-20</td>\n",
       "      <td>0.063300</td>\n",
       "      <td>625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4047</th>\n",
       "      <td>2021-10-15</td>\n",
       "      <td>57397.740000</td>\n",
       "      <td>4668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4048</th>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>61641.170000</td>\n",
       "      <td>4669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4049</th>\n",
       "      <td>2021-10-17</td>\n",
       "      <td>60948.780000</td>\n",
       "      <td>4670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4050</th>\n",
       "      <td>2021-10-18</td>\n",
       "      <td>61546.210000</td>\n",
       "      <td>4671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4051</th>\n",
       "      <td>2021-10-19</td>\n",
       "      <td>61971.590000</td>\n",
       "      <td>4672</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4052 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date         Value   ind\n",
       "0    2010-09-16      0.150000   621\n",
       "1    2010-09-17      0.060900   622\n",
       "2    2010-09-18      0.062599   623\n",
       "3    2010-09-19      0.060000   624\n",
       "4    2010-09-20      0.063300   625\n",
       "...         ...           ...   ...\n",
       "4047 2021-10-15  57397.740000  4668\n",
       "4048 2021-10-16  61641.170000  4669\n",
       "4049 2021-10-17  60948.780000  4670\n",
       "4050 2021-10-18  61546.210000  4671\n",
       "4051 2021-10-19  61971.590000  4672\n",
       "\n",
       "[4052 rows x 3 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"ind\"] = [x+delta for x in range(len(df))]\n",
    "df #index represents number of days since genesis block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RUQOaNWuWw74FCxbY7A5cF2+++SYyMjLw3XffYfv27RgwYADatGmDmzdv4sKFCzh06BB+//vfW2ZqJk+ejMWLF+Ptt9/G/v37ERERgezsbGzbtg1jxozBunXr6i236rRo0QLfffcdEhMTMXz4cAwYMABdunSBQqHAlStXcOzYMeTl5eHixYtQKpUAKl81s3fvXvzjH//A8ePHERcXh4KCAqxfvx5Dhw7F5s2bndqY6V5Lly5FQkICXnnlFXz11Vfo3bs3WrRogfz8fJw9exanTp1CUlISwsLCUF5ejrFjxyI0NBS9e/dGWFgYjEYj9u/fj7S0NMTGxlo23lmzZg2WLl2KuLg4REREoGXLlrh8+TK2bNkCqVSKOXPmVJmXRCLBl19+ibFjx2LmzJlYv3695T22GzduhFKpxJIlS+zuulwf+vTpg9deew2LFi1CXFwcxo4dCx8fH6SkpODkyZOIiorCO++80yDXdiQ8PBwff/wxXnvtNQwePBhjx45FUFAQDh8+jAMHDqBNmzb49NNPrc5ZuHAhRowYgblz52LXrl2IiYlBbm4uNmzYgNGjR1v+PJpDXkOHDsX//d//YefOnejWrZvlPbZqtRqff/55tcsJanMfgwcPxvr16/HKK68gISEBGo0Gvr6+ePHFF2uUOxFRbbCwJSJqQPdvPHOvefPm1WthK5fL8d1332Ht2rVITk7Gjh07oNPp0LJlS4SFheHVV1+1eg1OcHAwtm7dij/96U84dOgQdu/ejcjISHz66acYOHBgoxa2QOXuqwcOHMA//vEP7Nq1C0eOHIFcLkdQUBB69+6N9957z2o9X2BgILZv34758+djx44d+PXXX9GxY0d88skn0Gg02Lx5c43X/wUHByMlJQX//ve/sWHDBqxduxZGoxGBgYHo2LEjPvroIzz66KMAAI1Gg/nz52Pfvn04evQotm7dCrVajbZt22LBggV49tlnLa8BmjBhAoxGIw4fPowNGzagrKwMQUFBGDFiBGbPno1evXpVm1vPnj2xZ88efPLJJ9izZw927doFX19fxMfH4/XXX6/165ec9e6776J79+7417/+hTVr1kCv16Nt27Z444038Morr1jWijamZ599Fh06dMDnn3+OzZs3o7S0FMHBwXjxxRfxxhtv2Gx81KVLF+zYsQPz58/H3r17sX//fnTr1g1JSUnIzMzEli1b6mXNqCvk1atXL7z11ltYsGAB/vWvfwGoLDzfeecdpx9Zr+l9JCYm4sqVK1i9ejX++c9/wmg0IiwsjIUtETUKSVFRke2zVkRERG7s/fffx6effoq//e1vmDFjRlOnQ27ghRdewJo1a7Bu3To8/vjjTZ2ORU3zSk5OxuzZs+1uCkdE1JxxjS0REbkte+/ZTU9Px1dffQWFQoFRo0Y1QVbkqkRRxLVr12zaU1NTsW7dOvj7+6N///7Mi4jIDfFRZCIiclvDhg1DWFgYoqKi4OnpiezsbGzfvh0mkwkLFiyw+85cenCZzWZ069YNAwYMQGRkJORyOc6ePYuUlBRIpVJ8+umnUKlUzIuIyA2xsCUiIrc1Y8YMbN26FevXr0dxcTG8vLzw2GOP4aWXXsLIkSObOj1yMTKZDC+88AL279+PX3/9FTqdDn5+fhg1ahTmzJmDRx55hHkREbkprrElIiIiIiIit8Y1tkREREREROTWWNgSERERERGRW2v2a2znzZsHDw8PSCQSaDQavPHGG02dEhEREREREdWjZl/YAneLWyJyD1lZWYiMjGzqNIiIiIjITfBRZCIiIiIiInJrLj1jm5mZie3btyM3NxdFRUWYMWOGzQvKU1JSsG3bNmi1WoSEhGDSpEno1KmTVcwnn3wCiUSCoUOHcst8IiIiIiKiZsalZ2z1ej1CQkIwefJkKJVKm/6jR49i1apVGD16NN59911ERERg8eLFuHXrliVm3rx5eOedd/Dyyy9jy5YtyMvLa8xbICIiIiIiogbm0oVtTEwMnnrqKfTq1QsSicSmf8eOHejXrx8GDBiA4OBgTJ06Fb6+vkhNTbXE+Pn5Wf4bExOD3NzcRsufiIiIiIiIGp5LP4pcFZPJhNzcXAwfPtyqPSoqCtnZ2QAqZ3xFUYSHhwcqKipw9uxZxMbGVjluVlZWg+VMRM7j30UiIiIiuqO6jUXdtrDV6XQQBAE+Pj5W7T4+Pjhz5gwAoLi4GF988QUAQBAEPPbYY2jfvn2V43InVqKmx12RiYiIiKgm3LawdUQURctjywEBAXjvvfeaOCMiIiIiIiJqSC69xrYqXl5ekEqlKC4utmovKSmxmcUlIiIiIiKi5sttC1u5XI62bdsiIyPDqj0jIwMRERFNlBURERERERE1Npd+FLmiogIFBQUAKh8xLiwsxKVLl6DRaODv749hw4Zh2bJlaN++PTp27IjU1FRotVoMHDiwiTMnIiIiIiKixiIpKioSmzoJR86dO4eFCxfatMfFxeG5554DAKSkpGDbtm3QarUICQnBpEmT0KlTp8ZOlYjqETePIiIiIqKacOnClogeTCxsiYiIiKgm3HaNLRERERERERHAwpaIiIiIiIjcHAtbIiIiIiIicmssbImIiIiIiMitsbAlIiIiIiJyZ8YieO3tB+8dkZCU5TZ1Nk3Cpd9jS0RERERERPbJr2+DtOwC1BnzLG0+KT2gHX0bkEicHkdSkQ9V1qeAVA59xKsQPVo3RLoNioUtERERERGRm1Fc+g880/7Xfl9eMoyhUwGJcw/o+uyKsnwtLT2Psj5r6yXHxsRHkYmIiIiIiNyI7NYBh0UtAHieehmeR58GRLH6wUw6q0PFjV2AYKhrio2OhS0REREREZGbkBX+Aq9D8dXGKW7sguzW3mrjpGUXbBslitqk1qRY2BIREREREbkJr4OjnY71yPprtTHe+x6zbazB+lxXwTW2REREREREzZFgdNilzPknlJe/b8RkGhYLWyIiIiIiombIFDDYbrtU+xvUZ/5fI2fTsPgoMhERERERUTMkKzpm0yYtzYH3/kEOz9H1T2nAjBoOC1siIiIiIiJ3YNbXKFxxY5d1gyjAe0/Pqi+haV/TrFwCC1siIiIiIiI3oE5/q07nK66srLJfhBSQedXpGk2FhS0REREREZEbUF7+1m57Ref3UB79mU27oGhhdex58g9Vji+qAgGpe27D5J5ZExEREREREQDAEDoJokcIzN5d4XVw5N0OmWeNxhFrGO9KOGNLRERERETkpgSPUIiqYACA2burVZ/EUAiIYuXX5XnVjiUry6n/BBsJZ2yJiIiIiIhclVkP9en/heLaFrvdpbHJgERSeSD3seqTCOXw3h0DQ9vnIDEWNXSmTYqFLRERERERkYuSF2yFMm+F3b7S3j9A8O1xt+FOgXsPaUUePM7Nd+paZs92tUnRJfBRZCIiIiIiIhelvLKm0a5V0e2vjXat+sbCloiIiIiIyEXJik857BPl3nUau7TnfyxfG0KnwBQwrE7jNSU+ikxEREREROSGzC1ia32uIWQiTMFjoY1vHmtvOWNLRERERETkqgSD4z6JrNbDVnT9U63PdUUsbImIiIiIiFxUQ+xmLKgCIXqE1Pu4TYmFLRERERERkYuSCPoaxZf2WVttjKjwr206LouFLRERERERUTNhajUYhjYTqw6y81ogd8fCloiIiIiIyBWZyx12GUIT7XdIpCh/6F8o7ZXs8FxZSUZdM3M5LGyJiIiIiIhckERf4LDP7BNT5bmm1vH1nY5LY2FLRERERETkgqT6Gw77jNU9bgxAO+IKzJoI23ODRtcpL1fEwpaIiIiIiMgFSQz2Z2xLe30PUdmi+gHkGugGHUfJoBMQpSoAgChRoCJynlWYWTDjZtnNOufblORNnQARERERERHZkpblWh0bQqegvMeXNR5H0HSA7tG9kN9KhallHIT/PsZcaijFxsyNWH56OYK9gvGvJ/5VL3k3BRa2RERERERELkiV/XfrBlGs9ViCd2cYvDsDAK7rrmNl+kqsPbsWOoMOAHCl5ArO3jyLLq261PoaTYmFLRERERERkQsSlS0B/bW7DYKhTuNl3MhAcloyduTsgEk02fQnpyXj/cHv1+kaTYWFLRERERERkQu6/7U8psDhNR5DEAXsu7QPSWlJOH71uMM4hVQBD7kHRFGExA3fc8vCloiIiIiIyNUYi2yaBHWo06eXG8vxU9ZPSE5LxqXiSw7j/Dz88HTU05jYdSL8Pf1rlaorYGFLRERERETkYpR5y23aRGXLas+7UXYDq9JXYe2ZtdDqtQ7j2vm1w7ToaYiPjIeH3KNOuboCFrZEREREREQuRlp6waZN8GzvMD7zViaS05KxNXsrTILt+tk7eof0xjMxz6BfWD9IJc3n7a8sbImIiIiIiFyM4Blu2yhTW8eIAn65/AuS0pJwJP+Iw7HkUjlGRozEtJhp6Ozfub5TdQksbImIiIiIiFyMxFxmdawPf9bydYWpAlvOb0FyWjIuFNnO7N7ho/LB+K7jMTlqMgI0AQ2WqytgYUtERERE1JyIAhT56yAxFsLQZiKg8GvqjKiGpCVn4JH5oVWbqA7HrbJbWH1mNdZkrEFRhe3mUneE+YRhWsw0jIkcA7VC7TCuOWFhS0RERETUjKgy/wKP8wsBAIq8lSjtvwOQyJo4K3KaSQfvvXFWTZlGBf597ih+2rsKBrPjd9n2bN0TiTGJeCz8McikD9afOQtbIiIiIqJmRHllleVrufYE5Df3wBQwpAkzoprw/PV5AIAoAgf0aiwr9cVevSeAs3bjZRIZhncYjmkx0xAVENWImboWFrZERERERM2ItPyy1bGs6AQLWzciXN+GH8q9sEznh0yT0mGcl9ILT3V5CpO7TUZrr9aNmKFrYmFLRERERNSMeWR+AGlpFspj/gbIPJs6HXLgdsVtrM34Aauvh+Om4LhMC/EKwdSYqUjolACNUtOIGbo2FrZERERERM2E4soau+3KK6shKgNQEfVBI2dE1blYdBHJacn4Kesn6M16OCrRugd2xzPdn8GgtoMeuPWzzmBhS0RERETUTHj+9oLDPvn1rQALW5cgiiKOXT2GpLQk7Lu0z2GcFCJGepRiUv+PEdNhXCNm6H5Y2BIRERERPQBkZTlNncIDz2g2YnvOdiSnJePsLfubQQGAl0TARM9i/E5TjBZ9v4WpdXwjZumeWNgSERERERE1oGJ9MdaeWYuV6Stxo+yGw7hgmQkzNFpM8iyGt1QEAGhZ1DqFhS0REREREVEDuKS9hBWnV2BD5gZUmCocxnUL6IbfhUfjyfwPoZDcbde3e7ERsmweWNgSERERET0oRDMg4cZDDUkURfx2/TcknUrCntw9ECHajZNAgkHtBiExJhEPBT0E1cWvoLhqHVPR+Z2GT7iZYGFLRERERPSAUOZ8DkPE/zZ1Gs2SSTBh14VdSEpLQvqNdIdxHnIPJHRKwJToKQj3Dbe0S/QFtsFy74ZItVliYUtERERE1BwIpmpDPM4tYGFbz0oMJfjx7I9Ykb4C13TXHMYFeAZgSrcpeKrrU/BR+Vh3iiI8shdZNQmKFg2RbrPFwpaIiIiIqDkQHK/hvEMimgBRBCSSamPdjlELddorkN8+BmPgCFRE/QWQqRrscvkl+Vh+ejl+PPcjyoxlDuM6+3dGYkwihncYDoVMYTdGdmuvTZsxeGy95fogYGFLRERERNQMSAS9U3HS4pMQfB9q4Gwan/Ly91Be/REAoLq0DKpLy1Dy2H4IPtH1ep1T108hOS0Zuy7ugiAKDuMeC38Mz8Q8g17BvSC55xcJ0pIzkJVkwBgwBFD4VeZ7cYnN+Yb2s+o17+aOhS0RERERUXNgrn7GFgA8shaiLDapgZNpfOoz/2fbdup/IHh3hdmrKwztXqz1DK5ZMGNP7h58f+p7nCo45TBOJVNhTKcxmBo9Fe382tn0Ky98BXXGXMtxaewKmIJGQZR52sQKXp1qleuDioUtEREREVEzcP+MraAOQ3nX96E5McM6zlgECCZI9Fchv30MJr9eED3D0RzJtb8C2l8BALLikyh/eGmNzi81lGJD5gasOL0CV0quOIzzV/tjUtQkjI8ajxYe9tfGag49Cfl9jxxrjk1BWY8vICs6Yfvb++cAACAASURBVNVeHv1pjfKkB6SwFQQBf/nLX+Dv749ZszilT0RERETNz/276ooyDUytBtnEyQv3w3drq7txUg/o+u+C4NOtoVNsUsr8H1D+0L+dWl98TXcNK9NXYt3ZddAZdA7jOrbsiMSYRIyMGAmlTOkwTlJ2yaaovcPz5B9s2syaiGpzJGsPRGGbmpqKwMBAmM3mpk6FiIiIiKhBSHWZ1g0SKSCxv1mRVZhQAeWVVajwmd9AmbkOecFWmIJGO+zPuJGBpLQk7MjZAbPouHboF9oPiTGJ6Numr9X6WUeUl7+rUZ6CJrJG8fQAFLbFxcU4ceIERo8ejT179jR1OkREREREDeL+DYgkxmJA6ngW8V7ygm1A1+Zf2GqOTQUAFA85C9GjNYDK9bP7Lu1DUloSTlw74fBcpUyJ+LDemNrjeUQE1mzzLWXu1zWKFz1CahRPLl7YZmZmYvv27cjNzUVRURFmzJiB/v37W8WkpKRg27Zt0Gq1CAkJwaRJk9Cp092F1j/88AMSEhI4W0tEREREzZqgDoesJMNybAwZB0irn7EFAIn+RkOl1Tiq2J3YHp9dXXAz6jOsK/PE8tPLcbn4ssNYPw8/TOwyHs9ffRetDGeBo9+jLGYxjOHTbYPNekjMpVCdXwSJsQj6jq9C0EQAcg1gLHQqt/KuHzTP1zE1MJcubPV6PUJCQhAXF4evv7b9LcfRo0exatUqTJ06FZGRkUhJScHixYvx5z//Gf7+/sjMrHwco2PHjjh37lxjp09ERERE1GgUBT9bHZv8YgEA2uEX4bu9XZXnCp5trY4lFdeguLYJZq/OMLcaUK95NghTidOh180yfF/qg+W7/gatKHMY186vHRJjEjG642gE7uoEiezuRJln2hwUBw63zPoCgEf6XKgufmU1hjIvCSWDjsPsHQVpuePi+V6Gdi85fS90l0sXtjExMYiJiQEAfPPNNzb9O3bsQL9+/TBgQOVftqlTpyI9PR2pqal46qmnkJ2djTNnzmDevHkwGo2oqKjAf/7zH8yYMaMxb4OIiIiIqGHZWQ8qeLar/ELhh/JuC6FOf8Ph6RJT8X9PMsDz6EQobu6x9Onbz0ZF1Af1mGz9s+RfhQyjEst0vthc7gUjHM+I9gnpg2e6P4O40DhIJVJAFO2Orz41B2V9VgMApLrzuL+ovcN7Ty/nbgJAeZf5gNSlSzSX5bbfNZPJhNzcXAwfPtyqPSoqCtnZ2QCAUaNGYdSoUQCAc+fOYffu3dUWtVlZWQ2SLxHVDP8uEhEROU9uuon7V31mXQOEgsp/T1sWl6JDFefLSrORlZWFFiU7EHFPUQsAqgv/RJpiRn2mW+805afhY6ddEIFUvRrLdH44aFA7PF8BEWPUOowMHw/f4OeBCiD7fGVN0brwG/jaO+fGdsvPK0GFSfCu4z2cC/0SJUIswJ+B7IqMrHpDLbctbHU6HQRBgI+P9UfYx8cHZ86cqfW41X3DiKjhZWVl8e8iERFRDUiL9UCOdVtE5x6Wr+XXI4FrVY8RY/wacu3Pdvs6hXpAVIfVNc2GIZrheWKBVVOFKMH6Mi98U+qLbJPjDbR8JWZM1RRjuqYYgTIzULIE2gEf3Q0wFsE38wuH50epj8MYOhnKnFbATedTLh6aBVXWXyG/tR/l0Qth9nsYrWWeaF39qeSA2xa2joiiaHfL7c6dO6Nz585NkBERERERUcOSGKyrKlNL6w1XRXn184mqC1867JPfPgajCxa20tJsq0d9b5plSCr1QXKZDwqFKtbPygx4zkuLcWodPKWiVZ/sZirMrQYCgqnatcmeJ2dCGzoZ6jPv1ChvURWAiuhPanQOVc1tC1svLy9IpVIUF1s/715SUmIzi0tERERE1JxJ9daFrahsZX2sCq7T+J6/Pgtt4FDgvgJZUpEPiGLl62maYCdfVVZlcXjOqMA3pb7YUOYNQxXrZ3trPPB71UU8riqD1EGY1+EEaOOLICs66lwSNdyRuSzm7zWKJ+e4bWErl8vRtm1bZGRkIDY21tKekZGBXr2cX6BNREREROTulJe/szoWVAHWx/ftelwb6rTXUP7wvy3HqnMfwOP83VlH7fCLgMKvztdxlvzKOhzO3oBlpa2xT+/pOE4ix7AOwzAtZhp6GNLh+dsL1Q8uilDmrXAuEXO5kxkD+g6vwBhm5zVBVGcuXdhWVFSgoKAAQOUjxoWFhbh06RI0Gg38/f0xbNgwLFu2DO3bt0fHjh2RmpoKrVaLgQMHNnHmRERERESNR35rr9WxqPS3DnDyfbZVUeavuVvYimarohYAVLnfQN/x1TpfpzoGswFbzm/Bil/eRZbJ8Uy0l9IL47uMx6Ruk9Daq3L1qnjVuY2ZJOWXbX5Z4DBWMNhtN2s6QjfwKCAYAJnKqbGo9ly6sM3NzcXChQstxxs3bsTGjRsRFxeH5557Dr1794ZOp8PmzZuh1WoREhKCOXPmwN/fv4pRiYiIiIiaD/n1LTZtgmdVeyDXnvfu7ih5bK/dPuXFfzVoYXu7/DZ+OPMDVmesxq3yWwDsbwoVJjNicp+3kdA5AZ4K65lcZzfA8knpbrdd3/5lqC78w6pNWpxmE6cddePuLxNY1DYKSVFRkVh9GBFR4+GuyERERM6RF+yE5ugEm3ZtfJFNm+9m28eES/ush+bIuBpdU9/uJRjCEuG97zHb6464DHnhIZh9ulWuu60HF4ouIDktGZuzNkNv1juM66WswPOaIgz1KIPuCdv7BwCIZvhuqd0kmFkTAd2g43a/j/cSPEJRMuR0ra5BtefSM7ZEREREROSYR8YfbdqMrQY5da4xcARMAYNh9uoKmc72dZllD38Nz1+fs2mXFx6CrMT+6zV9t1XOiIpSNXT9d0DwiXYql/uJooij+UeRlJaE/Zf3O4yTQsRIj1I876XFQ8rKotfk18fxwBIZioflwGdHzWe0dQOPVeYm9YBEqHCcU0VejcemumNhS0RERETkjkw6yEpt14yaWj/p1OmiTAMAMLeItVvYGoMTgF9tz5OWZEBUBVY5tkQohyrnHyh/aIlTuViuaTZiW842JKcl49ytcw7jNDIZJnvcwnRNMULlJqu+sp5fV3kNUdkS2vgiKPJWwfPkS84n999dn03+/aG4scthWEXnd50fk+oNC1siIiIiIjckrbhmt12UOd4h2HqA/64BFR2sTJTIUB79KdSnX7duFo2QVFypdnjllZVQXlkJANCHPw99p7kQpR6Vrwy679VA2got1p5di5XpK3Gz7Ka94QAArb1aY2q3qUjMfxe+5kKrvuLH0yB6tAEk0mpzAwBjm4mo0J2FMn8tpOWXnDqnUtXjCx51e7US1Q4LWyIiIiIiNySpyLfb7qiwNQYMsZppNPtVviLT7NsDyEuye46h7fMQZV41m9m0Q3VpGVSXllmOdf12wNyiNy5pL2H56eXYmLkRFSbHj/d2C+iGxJhEDGk/BHKpHB6KLCDH+n2wzm4MZSGRQN/lPei7vAdZ4SF4HRzpMLS828J7T6xyWMGzXc3yoHrBwpaIiIiIyA1JK6466LC/W7CxdYKlsDV7tochLLGyPXgs1OlvOryOsc0EoI6F7b1EETiTMgZfaSZhz6X9EGF/xlgCCQa3G4zEmET0COoByT2zvIKylVWsITSxTjmZW/SBMXAkFAU/2/QZg0bBEDr5nsSqLmzNLapY40sNhoUtEREREZEb8jj3vt12UWF/115j+HSUqkMhLc2BMXgs8N+ZXVEVgLKYxfBMm2OJ1cVtu3uiRFYv+RpFYGu5Bl+X+iLN6AHc2mc3Ti1XI6FzAqZET0GYj/1Z2Ps3bxKqWfNbLYkUZbErIKnIh/rUbChu7gEAGMKeQXn3z21iHSnt+W29fb+oZljYEhERERG5GVXmhw533xW8HL8yzxTwOBDwuE27MXw6SlUBkN0+AmPoVJsxDCETocxfXatciwUpVpV549tSX1w1Oy4/AjwDMKXbFDzV9Sn4qHyqHFOiL7A6FpUtapWb9aASiOo2KItdBcWVFYBEAWObSfYC7Z5e2vNbmIIT6p4H1QoLWyIiIiIiNyItzYFH1scO+0UHjyJXxxQ0CqagUXb7Krq8U+PC9rJJjv+U+mJNmTdKRceznF38uyCxeyKGtR8GhUzh1Niq3H9bHdfXO3MBADIVjOEzqgiwfy8mO78woMbDwpaIiIiIyI0oL1bzCh2pqt6vKarDoB15Hb4/B1m1Fw8+BYnxNjzO/gkSUynKen6Nk7fOI/nkf7DrxmkIouBwzMc9BUwevBS9gntZrZ+tjirrE5s2QdXa+ZupI6nOwWuIZF6NlgPZYmFLRERERORG5DdTHfaZNZGAxLlZzxqTqaCL+xnq068Bohnl3f4K0TMcIsJR3HsN9lzcg++3/z+kFaQ5HMJDImC8ugQzvIrR1icUupBY569vroD3np6Q2tkNWvDqXJs7qhV77w4u6/FVtZtKUcNiYUtERERE5EbM3t0gszNraNZ0QnnMpw1aYJlbPgLdgF8sx6WGUvx47kesOL0C+Tr7rx8CgFbqVpjU8XHMKPgrWsoqZ3FF/fUaXdtrbz+7RS0AiKpWdtsbizHU3lpcakwsbImIiIiIXJhU+xskRi3M/o8BEikkgsGqv7zLfBgi5jg4u2Fc1V3FyvSVWH9mPXRGncO4ji074pmYZzAiYgSUUgV8t3xk6ZOYywDBCEidm2GWleXYbde3f7lmyVOzxMKWiIiIiMhFKS8sgTpjHgDAEDIe5Q8vg1SXaRUjeEc1Wj7pN9KRlJaEnTk7YRbNDuP6h/VHYkwi+oT0sVo/K8q9ITGV3A00lwJS+68nupfs9jGHfYbw6c4lT80aC1siIiIiIhd1p6gFAGX+Wugj50JWal3YinJNg+ZgFszYe2kvktKS8Ou1Xx3GKWVKxHeMx9ToqYhoGWE3RpR5WhW2EnOZw/fu3ktWZL+wLeuxBIJXp2rPp+aPhS0RERERkSsSjDZNmkNjbMM8ghvk8uXGcmzM3Ijlp5fjcvFlh3EtPFpgYtREPB31NFqqW1Y5psRcZn1sKoPoRC4SY5FNW8mg4xA09gvohqRv+3uocpdajsu6/6PRcyBbLGyJiIiIiFyQ+tRsmzapnQ2XRM929XrdgtICrEpfhbVn16JYX+wwrr1feyTGJGJUx1HwkHs4NbbVY8gAZIUHIHh1rPY8Uaa2Ota3m9kkRS0A6DvMgfzWAch0Z2AIHgtj6JQmyYOssbAlIiIiInIxPtvCITE5Liobwrlb55B0KgnbsrfBJJocxj3S5hFMi5mGuNA4SCXSOl3TM+0VaNtMBqRK292cRTNgKgHkPjYzvaLcu07XrQvRMxy6AfsBQQ9I1XzNj4tgYUtERERE5EIkhttOF7WmFn3rdC1BFLD/0n4kpSXh2FXHGzTJpXKM6jgK06KnoZN//a5p9f05CKLME+XdP4epZT+IHsGAUQvNkQmQFx2FqUVfyG8ftj5J5lmvOdSYRNb0OZAVFrZERERERC5EUnHF6Vh9+1m1uka5qRybszZjedpyXNRedBjnq/LFhK4TMLHbRAR4BtTqWvcyhEyAMv8Hm3aJuQyevz4PUe4LXb/tUF34AvKiowBgW9TC9tFkIha2REREREQuRGIudzrWFDy2RmPfLLuJNRlrsCZjDYr0thsy3dHWty2mRU9DfKd4qOX1V0SaW8YBdgrbOyQmLRRXVkJ5+duqx2nEVxyRe2BhS0RERETkQmTFp52KK++20OkxswqzkJyWjK3nt8JoZ7flO2KDYzEtZhoeC3+szutn7ZFf31ptjEf2Z9XGmFsNqI90qBlhYUtERERE5EpEx4XnvUwBQ6oeRhRxMO8gktKScOjKIYdxcokcwyKGITEmEV1bda1RqjVlChgKxY2ddRqjLObv9ZQNNScsbImIiIiIXIhEX2B1LCgDIDXcsIkTNO3tnq836bH1/FYkn05G9u1sh9fxVnpjfNfxmBQ1CUFeQXVL2kmGts9DnTGv1ucXP34aojq0HjOi5oKFLRERERGRC/E4b/2IsejRGrivsNWHP2tz3u3y21hzZg1WZ6xGYXmhw/FDvUMxNXoqnuz8JDwVjbyzr1SBkkdT4b1/YI1OM4Q8jfIeXwJSli9kHz8ZREREREQuTFqaY9NW0XW+5euc2zlYfno5Nmdtht6sdzjOQ0EPITEmEQPbDoRMKmuQXJ0heLarUXzxsGyISv+GSYaaDRa2RERERESuwmj7/lpTwFAorm2wahNlXjhy5TCS05Kx//J+h8PJJDIMaT8EiTGJiA6Mrvd0a0XuY7fZEPwUlFfXWbXpw2ewqCWnsLAlIiIiInIRMu0JmzZ9uxcsha1BBH4q98K/101BZmGmw3E0Cg3GdRmHyd0mI8Q7pMHyrRWJBKW910Bz9GlLk6AORXnPr6EveRPee+MAACbfntBHzm2qLMnNsLAlIiIiImpsogip7ixEVRBEZUtLs8RUahNqbtkftzTRWH0tD9+V+qBAkAOwX9QGewVjSvQUjO08Fl5Kr4bKvs5MgcNgaDMJyiurAADlXRcAAATvrtDGO36/LpEjLGyJiIiIiBqR7GYqvA4nWI51cVthbhkHiCJU5z+1is3yGYBlv3yETRcEVJha3j+URXRANBJjEvF4+8chd5MNlsp7LIG+/SyISn+I6rCmTofcnKSoqEhs6iSIiO6VlZWFyMjIpk6DiIioQfhu9rNp0466CY+z70B14UuIInDU4IFlpb7YVaGBox/WJZBgcLvBeKb7M+ge2B0SiaRhEydyYe7x6xwiIiIiomZMczgB4q0D2FiuwbJSP5w2qhzGquVqjO08FpOjJyPMhzOdRAALWyIiIiKiJlUsSLHy0ml8qwvHNcHxj+eBmkBM7jYZ47uMh7fKuxEzJHJ9LGyJiIiIiBqLePfB4ksmOf5T6os1Zd4oE6UOT+nSqgueiXkGQzsMhUKqaIwsidwOC1siIiIiokYiu30Ixw0qfK3zxfYKDQTYXxcrgYghHmWYNHQ5erbuyfWzRNVgYUtERERE1MBMggl7zv+EFb+8jV+NbRzGeUgETFCXYIZXMfyHHYXo2a7xkiRyYyxsiYiIiIgaiM6gw4/nfsSK0ytwVXcVgIfduACpCdM1xZiiKUYLqQAA0LKoJXIaC1siIiIionp2VXcVK0+vxPqz66Ez6hzGdZHr8byXFvFqHVR82pio1ljYEhERERHVk/Qb6fj+1PfYdWEXzKLZYdwgVRme8ypC94HrAFUrqFL7NGKWRM0PC1siIiIiojowC2ak5qYiKS0Jv13/zWGcEgLGeerwnEaLjgojAEDbMg6wszGUMWh0g+VL1ByxsCUiIiIiqoUyYxk2Zm7E8tPLkVec5zCupbolJnZ9Gs9e+SNayQRLuzHoCbtFLQCY/WLrPV+i5oyFLRERERFRDVzXXceqjFVYe2YtSgwlDuM6+HVAYkwiRnUcBQ9jAXyuzbXqL4/+1PFFBEN9pUv0QGBhS0RERETkhLM3zyIpLQnbs7fDJJocxj3S5hEkxiQiLjTO8v5ZSbltASyqAhxfjO+tJaoRFrZERERERA4IooD9l/YjKS0Jx64ecxinkCowquMoTIuZhsiWkTb96tNv2J4kkVq+FCGBBKLl2Ozbs26JEz1gWNgSEREREd2n3FSOzZmbkXw6GbnaXIdxfio/TIiagIlRE9HKs5XdGEnZRcgLf6nyemWxK+F5bAokECCoWsPk/1id8id60LCwJSIiIiL6r5tlN7E6YzV+yPgBRfoih3FtfdtiWsw0xEfGQy1XVzmm/PaRaq9rChqB0v47IC1OhzH4SUDmUePciR5kLGyJiIiI6IGXVZiFpLQk/Hz+ZxgFo8O42OBYJMYk4tHwRyG951HiqkhMOps2Y+AImzazXy+Y/Xo5nzQRWbCwJSIiIqIHkiiK+CXvFySnJePQlUMO4+QSOYZHDEdiTCK6tOpS4+tIS7Nt2soeXlrjcYjIMRa2RERERPRA0Zv02HJ+C5LTkpFTlOMwzlvpjQldJ2BSt0kI1ATW+nrymylWxxWd3wPk3rUej4hssbAlIiIiogdCYXkh1mSsweqM1bhdcdthXKhPKKZGT8WTnZ6Ep8KzbhcVRchKMqyazD4xdRuTiGywsCUiIiKiZi3ndg6STydjc9ZmGMwGh3EPt34YiTGJGBA+ADKprF6uLSm33VFZULepl7GJ6C4WtkRERETU7IiiiCP5R5CUloQDlw84jJNJZBjaYSimRU9DdGB0veehzF9n0yZ41XydLhFVjYUtERERETUbBrMB27K3ISktCVmFWQ7jvBReGNdlHCZHT0awV3DDJSRU2LZJJA13PaIHFAtbIiIiInJ7RRVF+OHMD1idvho3y286jAv2CsbU6KlI6JwAL6VX/VzcVArllZUApDCETwckdx9j9sj6q1VoReRb9XNNIrLCwpaIiIiI3FZuUS6Wn16OTZmbUGG2Mzv6X9GB0Xgm5hkMbjcYcmk9/ggsGOG9tx+k/11Lqz79Kkp7fQ9T6zGQlF20CTf7dK+/axORBQtbIiIiInIroijixLUT+P7U99h3aR9EiHbjpBIpBrcbjMSYRPQI6tEguchv7bUUtXdojj8DfYc5UOUstok3BQxtkDyIHnQsbImIiIjILRgFI3bk7EBSWhLO3jzrMM5T4YmEzgmY0m0KQn1CGzQnVbZt8QrAblELAJB5NGA2RA+uZl/YfvTRR9Dr9RAEAbGxsRgzZkxTp0RERORWJBX58DowFNKKfAiqYJQMSQck0qZOix4gxfpirDu7DivTV6KgtMBhXJAmCFOip2Bc53HwVnnXXwKiCNntQ4DUA2a/h++2mysgv5Xq9DClsavqLycistLsC9tXXnkFarUagiDg448/Ro8ePRAeHt7UaREREbkNj3PvQ1qRDwCQ6q9CfWoOynv8o4mzogdBXnEelp9ejg3nNqDcVO4wrmurrngm5hkM6TAECqmi3vPwOP0GVJeWAQDKu/wJhoj/BQAo85JrNI4paES950ZElZp9YatWqwEAJpMJJpOpibMhIiJyL7LCX6DMW2HVpsxLYmFLDUYURZy8fhJJaUlIuZjicP2sBBIMbDsQ02KmoWfrnpA01Ct0jMWWohYA1Gf/W9gKRigv/cfpYcoe/qYBkiOiO1y6sM3MzMT27duRm5uLoqIizJgxA/3797eKSUlJwbZt26DVahESEoJJkyahU6dOVjF/+ctfkJ+fj0GDBnG2loiIqAZU5xc1dQr0gDAJJuy+sBtJp5NwuuC0wzgPuQee7PQkpkZPRbhvw/9cJzEW2raVXYRPykNOj6Hrvxtmv571mRYR3celC1u9Xo+QkBDExcXh66+/tuk/evQoVq1ahalTpyIyMhIpKSlYvHgx/vznP8Pf398S9/bbb6O8vBxLlizBlStX0KZNm8a8DSIiIreluLGzqVOgZk5n0OHHsz9iefpyXNNdcxjXyrMVJnebjPFdxsPXw7fR8pMIRpu2mhS1AFjUEjUCly5sY2JiEBMTAwD45hvbxzd27NiBfv36YcCAAQCAqVOnIj09HampqXjqqaesYtVqNbp06YLTp0+zsCUiInKGaP8RUABQ5K+FMWR8IyZDzU1+ST5Wpq/E+rPrUWosdRjXqWUnJMYkYkTECChk9b9+tjrym3vqdH551/frJxEiqpJLF7ZVMZlMyM3NxfDhw63ao6KikJ2dDQAoKyuD2WyGt7c3jEYjMjIyMHRo1e8Oy8rKarCcich5/LtI1PQkQgV6OehTnnwVZ3RRECVy+JQehk/ZQRR7xqFY07dRcyT3c774PH66/BMO3zgMAYLDuJ4teyI+LB7d/LpBIpHgYs7FxkvyHg+dX1Cn8zNMQyHy3zSiOouMjKyy320LW51OB0EQ4OPjY9Xu4+ODM2fOAABKS0uxZMkSmM1miKKI2NhY9OhR9cu5q/uGEVHDy8rK4t9FIhcgMdwGztvvkwvFiAz1hNRwE16ZLwMAWt9ORnnX92Ho8D+NmCW5A7Ngxp7cPUhOS8Zv139zGKeSqRAfGY+p0VPRoUWHRszQAVGEPFPrVGh51w+gPvP/bNo7dupa31kRkR1uW9g6IoqiZVe8gIAAvPPOO02cERERkZsSKqrslpZdgCr7b1Zt6jPvsLAlizJjGTae24jlp5cjryTPYVxLdUtMipqECV0noIW6RSNmWDVlzmKn4koG/AJR4WdT2ArqsIZIi4jscNvC1svLC1KpFMXFxVbtJSUlNrO4REREVHMSc9WFrUfmh5DfPmzTrv7tRZT3+ApoqNevkMu7rruOlekrse7sOpQYShzGRbSIwLSYaRgVMQoquaoRM3SO/Nb+amPKHv4GgndU5dcxf4Nn2v9a+sqjP2uw3IjImtsWtnK5HG3btkVGRgZiY2Mt7RkZGejVy9GKICIiInKW5uCIKvvtFbUAoLyyGsorq2EIGQ9IFDAGjYQpeGxDpEgu5szNM0hKS8KO7B0wiSaHcY+0eQSJMYmIC41ruPfP1gPFjR3VxhiDRt/9OnwGSlr0heLaZphaxMLcalADZkdE93LpwraiogIFBQUAKh8xLiwsxKVLl6DRaODv749hw4Zh2bJlaN++PTp27IjU1FRotVoMHDiwiTMnIiJybxL9DUj1BXUaQ5m/tvK/V1aiNHY5TPcUANR8CKKAfZf2ITktGceuHnMYp5AqMLrjaEyLmYaOLTs2YoYNRzviCiCznmkWvLtC7811tUSNTVJUVOR4L/8mdu7cOSxcuNCmPS4uDs899xwAICUlBdu2bYNWq0VISAgmTZqETp06NXaqRFSPuHkUUdOTFR6C18GRVcYIHiGQVuQ7PaZ29G0+ntyMlJvK8VPmT0hOS8al4ksO4/xUfng66mk8HfU0Wnm2qr8EBAMgkVX+rz6JZqjOfwaPzKp3Q9a3fxkVUXXbMZmI6o9LF7ZE9GBiYUvU9OQ3UqA5Mq5ex9T1/ZGPZjYDN8puYOr5vwAAIABJREFUYHX6avxw5gdo9Y53DG7n2w7TYqYhPjIeHnKPes1Bkbcc6vR5EKUKVHT9C4yhk+o2oLEYUn0BFFfXwiPzQ6dOKRl0AoLGBXZuJiIALv4oMhERETUNibGo3seUlWazsHVjmbcykZyWjK3ZW2ESHK+f7R3SG4kxiegf1h9SibT+EzFqoU57HRKhHBIA6tOvwxicAMhqVzxLi9OhORQPaQ0+84KqNQTP9rW6HhE1DBa2REREZKuaV/3YY/buBt2AA/Dd7Ge3X37tJxjaPl/XzKgRCaKAg3kHkZSWhMNX7G8WBgByiRwjIkYgsXsiOvt3btCcZLpzkAjllmOJWQfv3dEofWSjZXfimvA8Md2porZkwGF4nH0PgIiKLu/xsXoiF8PCloiIiGwJxhqfcmd32OIh56A5PBYy3RmrfsXNFEj0NyC/sROeJ2dBhATFwy8ACvuFsDM5Kq6shEx3Hv+fvTuPj6q89wf+ObNPMplsJIFAIEA2kgyLLArIJgICgqKsSahLW3+t99bb1rZ37W1rbW293tbbW7XqdWlNWN1AkE22oiKKCmQhJKxhTQIhk0wy+zm/P6LBYeZMZpKZyQQ+79err+Y853ue5wsEyXee8zyPI/0+iPGjutcPebG5bNhyfAtKy0txqvmUbJxRa8T9I+7HsvxlSI1NjUhuyibvAlvhuIy4v0+CqE2DteC/4BqwMLDOnC1Qtp3wG9I2bi1caR07hLePXxN0vkQUGVxjS0RRh2tsiXqf5swr0Fc8HtQz5rsuXXsdVHRAc/aNgPow31XvtbNsQDme+gv0Vf/SeS0pDWi5sxqCqxWxBxZBaalG24R34EqZEXTfN6smaxPWVa3D+qr1uGq7Khs3yDgIxYXFWJizEHq1PoIZAoZ9t0PZUtFlXOvteyDGj/YbE/PpYqgbP5C9b5n0AdyJ42TvE1H04IwtEREReRMdHpeOjAcA0Q7Ned8zVm23/NVzjaNCA8fghwIqbOO3pkHUD0brjENAEGsy1Rff8bgW3BZoT/4ZmnOrobCeAQCPDbCsBc/AMeThoMa4WZy8ehJl5WXYfHwzHG6HbNyY/mOw0rQSUwZPgVIR4t2IAyQ4WwKKM3yyEC2zTgIKFSC6oLqyF5IqDu7ECYDoQNyuUVDYL/p8tm38m3Cl3hnKtIkozFjYEhERkbfrXkWWVAbY8v8Hrn5TEXP4Ua9wV38fr34KCthy/xO6Y090OZzCWgftsV/DnveLwPKTRKiuer+Sqqv9newj+sqfQF/5E7TMPAZJlxbYODcwSZJw4PwBlJaX4uNzH8vGKQUlZg2bhWJTMQpSCiKYoW+CvT6wOFcLFO2nIer6I37boICekQQ1Wuac7fZGVETUe1jYEhERkZfrZ7IkhQYA4Ox/D+CjsJXbSMc+/EcBFbYAoDvxRziGPgpJm9JlrOrSpoD69MW4s2NzI1firWgbv7b7a3z7KIfbga0ntqK0vBTHm47LxhnUBiwasQgrClagv6F/BDP0Q3JDEO0Bh8ftDe414pY5Z1jUEvVRLGyJiIjIi/bUCx7XgvurXWhVsbDm/85jbasj41vyHQkCWmadgHHH8IDGNX6QjZY7a/0Xt5IbsV/4GTNAqqsHYNyZj5a7LvS4r76g2daMN6vexNqqtbhivSIbl25IR5GpCPfk3INYTWwEM+yaqmG77D37sH+C+lwpFA75X5s/beNWAcqY7qZGRL2MhS0RERF1SXV5T+fXjsz/B9WVv0Nd/z5E7QDYh37f77OSJjm4sRq2wpmxUva++mxpUP35I7jbAXf7DV3QnG4+jVUVq7CpZhNsbvljnEamjkSJqQTTM6dDpYjCHxFFF2IPrvBqdscVwDLxfUAdD1XDVqAbhW3rlH0QjaZQZElEvSQK/6tFREREvUrycWDCN1//FAS0jy2DYLsASZMY8qJQ6KIwiSn/p4D7sty2Ce6E8YjfKr+mVl2/Bc70+wPusy+QJAmfX/wcb5S/gX11+2TjFIICMzNnoshUhFFp0X1ckrL5c682V/I0tN224VqM5VhQfbZNeBuulDt6nBsR9T4WtkRERORJ9N4V1339sSmCAEk/MOAubTn/AV3Nk17tztS7oG7Y6tm1qw3qc2uhPfVniDHDYC18JqB1t9eTFHq4k28HAL+vQ8d8+W20SxKc6YsAoXd2+g0Vp9uJ7Se3o6y8DNVXqmXjYtQxuDf3XqwoWIGBxsD/HHuT/sg/eLXZsn8SVB/to56Hq990SJoUQKEOVWpEFAV4ji0RRR2eY0vUy5wtiN8+2KOp9fa/Q4wf2f0+JRHx7yd5NFnzfwdn/wUw7vLcadeZMguqy7shSK7OtvbR/wfnwMWAqw3x27wLMVf8GKjMX8IdVwBn+mKI+oyOWdhvbmrltkPZWgXDR77PtZUUOrTMqQO+2iirL2mxt+Dto29jTdUaNLQ1yMb1j+2P5YXLsShvEeI0cRHMsIdEJ4xb0iBA7GxypC+Gdcz/eYTFb/beCMyW828Q7A1wpt8Pd9LEsKdKRL2DM7ZERETkwdeusz0qagFAUKB1yofQVT8BKNSwjfg1xNhhAABrwdPQV/6sM1TduMPr8ZhD30GbKgaSj9eeHQPuhfWW1wGnGVDHy+eg1MKdMAbOfjOgvrzbO0XRhvgtqbAW/jccgx/qE+fdnm05i9UVq7Hh2AZYXVbZuPx++Vg5ciXuGHoH1H1wplJhPetR1AKAw8fabme/O6C+vOtaTPr9sGf/zCuOiG48LGyJiIjI03WFrahLD023xkK0T1jn3a4N7EzZmC8eRvvYv3m123P+o+MLf0XtN+Nz/8NnYfs1fcXj0Fc8jpZZpzrWEEcZSZJwqP4QSstLsef0Hkjw/fKdAAHTh0xHsakYY/qPgSBzJFPIOL86NzYuHwjB5lOCvQGAomPzMVeL1313wlivNvvwxzoLW0mhgS3vVz3Og4j6Bha2RERE5EFwNHleu1rDOl6gm/cIog26o7/wav965jdQ7vgxAcUZ9o5H6yz5c14jzSW6sPPUTpSVl6GisUI2TqfSYWHOQhQVFmFw/GDZuFBSXXoPsZ9f28namTYPCkstXP2mwVbwdNCz39raZ3yuyf6aK2GCz3Z3v+mw3LoBqqsH4Oy/AJJ+UFDjElHfxcKWiIiIPGgurPe4DndhC1Xgaz2VlqMe167EW4N/ZVhQeJ3F65Mk+r8fIa2OVrxb/S5WV67GJcsl2biUmBQsL1iO+/LuQ7wusNnrkHC1ehS1AKCufx8AoGyrhfbM/8E872rnemeF5ThUjTsgxgyFK3WO5zpoAIrWKr9FLQBIKoPsPXe/aXD3m9adXwkR9WEsbImIiMiD9uT/RnxMUZ0IhfNq0M9196gWx9DvwTFoBRTWOmjOvAJt3eteMQpnE/RfPAzrLa/6GNgCfdW/Qtn8OZzpS2Af/kOvAq2nLrRewOqK1Xj32Ltoc7bJxuUm56LYVIw5w+ZArYz8+lldzVNdxmjqXodjyENQWGoRt3e8xz1r4R/hSF8E1dXPAHcbYr94sMv+JG1qd9MlohsUd0UmoqjDXZGJepevnWXN85vDOqaqcSdiPw3+LNm2cavgSpvX8wTcNmjO/s1jE6uvtY9+Gc6BSzzaNKf+4jHja5m8G+6EwF5x7kp5QzlKj5Ri5+mdEP3MGk8ZPAUlphKMGzAu/OtnvyLYLkLZehTu+DGd6499fb/40nr7HuiP/gKqK3t7nIe18I9wDHmox/0Q0Y2DM7ZERER0jdt7Z11XYviPSHGlzET7qBcQc9h7p1s5tuE/hCv1rtAkoNTBkfmIz8I25tB30ZI8GarL++BMuwtQx3u9xqw/8o+wTP2o28O7RTf2nNmD0vJSHK4/LBunVWpxd/bdKDIVYWjC0G6P1x0K8xEY9s+D4LbAHZuFtolbIWn7Bfy8ruapkBS1AOAYVBSSfojoxsHCloiIiDopzYe82mx53hs2hYNz0ArAR2HrGHAvNBff7bx2x+bAMvXjkOy8GyjjzvzOr10+duNVtlZCff5NuA1ZEI2jAn4tuc3Rho01G7GqYhXOt56XjUvWJ2NZ/jLcn38/EnW9s1Oz5vxaCG4LAEDZdhy6qn+F1fRswM+rG7YFPaYraTLaJm6G8uqniD2wCGLscFhu2wgotUH3RUQ3Nha2RERE1On6HZEBQArwGJ1QcKbN69x46GvWW16HFYBgPQ8IAqQQHT/UXarmz322xxz6TufXrdM+hWjIke2j3lKP1ZWr8Xb127A4LLJxWYlZKDYV467hd0Gr6t1iTtW4y+Nac2E9VE3es9Siph8Ujss9Hs+a92s4hv8AAOBOnICWu+QLfyIiFrZERETUSXCZvdrE2Mitebfl/KtHYds6ZV/n15J+YNjHbxu/HrGfLek6sAtxeyfAPOes147PVY1VKCsvw46TO+CSXLLPTxw0ESWmEtw28LaIrZ/tiuRjllRhu+AZI6jROus4BNtFGHeOCKp/x4B7Ycv/ba9/cEFEfRMLWyIiIuokXLfG1m0cGdFXfkWjCeY5ZyE4rkDSDwn5TsNdcaXOQuu0TxG31/c5qcGI35aB1mmfwhWbhX11+/DGkTfwxaUvZOPVCjXmZc1DsakYWUlZPR4/1CRtWpcxjsEPdMQq9V3GttxZC2XzF3DHj4SkG9Dj/Ijo5sbCloiIiDoJTs8ZW1fy7ZFPQhUHKYizbUNNNOTAcusGGA7c06N+2kUBG96/E69Io1HXck42LkGXgCX5S7B0xFIkxyT3aMyw8jPD/DVn+uKOL9QJcMflQ9la5TPOOuI3kLQpcKXNCWWGRHQTY2FLREREnXTHnujtFKKCO3lKt5+tdyvxRpsRq9uMaJaUAHwXtZkJmSguLMb87PnQqXTdHi9SVFe63vXZnXhtprvttvegOfk8oNRBcFyB9vRfOtonvAVXysxwpUlENykWtkRERASg44zS66nqtwD5v+2FbHqZoAgq3JU8BRWqXJRWb8AmqwFOyL9CPSF9AkpMJZiUMQmKIMfpNa5WCKLNb4h5zjmP3zdJkwx73s87r20FvwtbekRELGyJiIgIAKA9+WevNlf/hb2QSXRyx+ZA2Vbj0SZKwNacl/FG7U58emEXAN+vUKshYW7/LBRN+g1ykuV3Sw4Hbe3T0NV0fDjRPvolOAcuDboP9cUNfu9LyhhAZehWfkREocDCloiIiAAA6nNlXm2ObhRBNwrz7NOI357Zee3I/A5cibch7sOpsEkC3m034FX7QJzY+5RsH/GCG0WxLVgZ24I0xSm0xL0Eyc+Ygq0emjMvA4IKjiHfgaTt16Nfg+C42lnUAkDMoUfQDgHO1FmAOiHgfhT2er/33XHB7YBMRBRqARW2ZrMZu3fvRlVVFRobG2Gz2aDT6ZCSkoKCggLMmDEDRqMx3LkSERFRGAmSd8klxg7thUyihDoB5rmXobq8G5I6Ee7EcbjSfgXPJ/wQ62u24KrLCcDh89EhSiceNphxn74VMYprv6/6w99D+/i1vseTJBh35nZe6mp/B/O8K4Cg7P4v4eLbXm0xh74LILi1rrpjv/Z735b7c7/3iYjCrcvCtrq6Gi+88AKsVivUajXS0tKg1Wpht9tx/vx5nD59Gnv27MGjjz6K7OzInXNHREREISY5vdsUXR/bckNTqOBKnYUTTSdQ9vcn8P7x9+Fw+y5mAeCW/rdgpakE0416aC9thPbUcx731Q3bAEn0uYZX62Pjrvj3k2Ge39zt9P29Qhz76f1oN/0JzsHf8t/JdUdAfU1S6GGZtA2iIRsI4HgfIqJw8lvYtra24sUXX4RKpcJ3vvMdjB07FkrltU8N3W43Dh48iLVr1+KFF17AE088AYOB6yuIiIj6IjE2C8qWI56NET5HNppIkoQD5w/gjfI3sP/cftk4paDE7GGzUWwqRn5KfsezAGyJ47wKWwCI2z0abkMubCN+BTGuI15hPgTdiT/67F/RdhJi7LBu/RpUV/7u935M+WNoTRgD0WiSjdGcW+PV1jZ+fcdsb1/Z/IqIbnh+C9t9+/bBZrPh3//93zFo0CCv+0qlErfeeivS09Pxm9/8Bvv27cPcuXPDliwRERGFj6RO9LhuH/VCL2XSuxxuB7Yc34Ky8jIcv3pcNs6gMeC+vPuwvGA5+hv6ewfIvEKssNZ1/M9+CZYp+wAA2tMvyo4Tt+cWmGefDmpNLABojz0ZUFzcviloubMWkjbFO9fWo9BX/Mir3ZU8mUUtEUUVv4VtVVUVRo4c6bOo/aaMjAyMGjUKlZWVLGyJiIj6KtHueRkzpJcS6R1XbVfxVtVbWFu1FlesV2TjBsYNRFFhERbmLESsJrbb4ylbygGXBVAZoDm32m/s15tYtcw8BkmX1mXfgvUcdMefCTiXmIPL0TZ5p1e7vvJfvNrcMUMBZUzAfRMRRYLfwvbixYuYM2dOQB1lZWVh69atIUmKiIiIIk919RPPBoWudxKJsFPNp7CqfBU21W6C3W2XjRuVNgolphJMHzIdSkVgGzq5DblQWo7J3lfXb0XMoe8EnGvczjy0zL8KhaUWhr9PhCC5YC38IxwDFwOqOEByI/79ZP85xeVD2Vrl0aZsqQCczVDYGyDGDgcEJRStVVBd2ev1fPuENwPOl4goUvwWtu3t7YiL830e2/ViY2PR3t4ekqSIiIj6EuXVz6CtfRqSJgm2Eb+GpE3t7ZSC57Z5NUkKbS8kEhmSJOHgxYMoLS/Fvrp9snEKQYGZmTNRbCrGyLSRQY/TNvF9GHcMl70fTFELAAIkxBxcAXX9ls42fcWPOl8Xdhty5R6FI30prGNeApxmGHeOgOC+9nObINo7Z4VFdSIUzqs++3AbRnQUvkREUcZvYet2u6FQBLZ+QqFQwO12hyQpIiKiPkN0IubgCigclzuuJamjeOhjlObD3o03YGHrdDux/eR2lJWXofpKtWxcrDoW9+beixWFK5Ael97t8SRNMqyFf/S5TrW7vlnUXs/f7LDV9NXmVOp4tMw5h/j3k3zGyRW1AGC5fU9AORIRRVqXx/2cOnUqoOL25MmTIUmIiIioL1E27b9W1ALQXFjXJwvb69fXdvA+17avMtvMeLv6baypXIPG9kbZuP6x/bGicAXuzbsXcZrA3lrriqTQBBXfPvJ/4TaOQtyHU0MyPgCY5zYA38xDUEBSxkJwtwXch7XwD4Dyxvuwg4huDF0Wtrt27cKuXbsikQsREVGfI4jer/D2RZqzpV5toq77M5XRos5ch9UVq7GhZgNsLvk/q4KUApSYSjBz6EyoFF3+eBScIGe+nQOXAwo1zHMvQ1/xI2jOvtGj4dvGr/Msar8STFHbdstf4RpwT4/yICIKJ7//5X788ccjlQcREVEf1ffPeRVs9dBcWOd9Q9X9HX97kyRJ+PLSlygrL8OeM3sgycw8CxAwPXM6SkwlGJ02GkKYzuwNdMbWmToH7ePXXmtQqGAd+b+QFDpoz7wc9LjOtLvRPs77A4uvtU75CHH7JvvtwzGoGFbTs4BCHfT4RESR5Lewzc2V34CAiIiIgL5e2Aq2SzDuzPNqtw/7QS9k0zNO0Yldp3bhjSNvoOpylWycTqXDPTn3oMhUhAxjRvgTC7Cwbb/lrz7bnQOXyBa25nlXAUGAruKnHjGOgUthHe3/lXjRWADHoGJozpV1tlkLnoH63CoobBdgLfg9Z2mJqM/o0bs2TU1NMJvNSE1NRWxs3/xUl4iIqGdE7ybJDQiBHQfT23wVtQAgqX1vLBSNWh2teKf6HaypWINLbZdk41JiUrCiYAXuG3EfjFpj5BLs4nvBPvjbsOX/Vnb9qjthPBwDl0Nzfg0AQBJUcA64p2PN61ezzLbC/4J92D9A4WiCGJMJSRPYn5911HOwZf8UgtMM0TgSEAQ4MoPbqZmIKBr4LWxPnjyJyspKTJs2DUbjtX8AzGYzXn75ZdTU1ADo2BH5zjvvxOLFi8ObLRERUbTxtemSaAeUMZHPJVjOZtlb7jjfBW80Od9yHqsrV+PdY++i3Sl/5GBuci5KTCWYPWw21MroeKXWlTQZbRM3BxYsCLCO/gusBU8DSr3sa8FSTCbcMZlB5yLFZN5A24QR0c3Kb2G7Z88eHDt2DAsWLPBof/3111FTU4Ps7GxkZmbi6NGj2L59O9LT0zFp0qSwJkxERBRNBLd3YSu4bZD6QGGrsJ712S5q0+BKuTPC2QTuSP0RlJaXYtfpXRAlHzPmX5k6eCpKTCUYO2Bs2NbPBsZ7bFvuvwffjTqCs8xERH2M38L21KlTGDNmjEdbQ0MDKisrkZ+fjx/+8IcAAJfLhd/85jf46KOPWNgSEdHNRbR6t7l9tEUhhfWcz/a2WzdG3WZBbtGN3ad3o7S8FEcajsjGaZVaLMhZgKLCImQmZEYuwSC5Eyf2dgpERDcUv4Wt2WxGWlqaR1t5eTkAYOrUa2erqVQqTJgwAVu3bg1DikRERNHL14wtJGfkE+kGucJWUhkinIm8NkcbNtRswOqK1Tjfel42LlmfjGX5y3B//v1I1CVGMMNu6tUZZCKiG0/Qm0edOHECAJCTk+PRbjQa4XA4QpMVERFRX+HjHFtBcveJNYuyhW0UnF97yXIJqytX452j78DitMjGZSVlocRUgruG3wWNMrDdhyPNHcdTJoiIws1vYZuSkoLa2lrMmDEDAOB2u1FdXY3+/fvDYPD8NNdisSAuLi58mRIREUUhwefmUX1jxlaweRe2rVM+7NXZxKrGKpSWl2LHyR1wS27ZuEmDJmHlyJWYkD6hl9fPdk3SZ8AxqAiac6sgCUpYRz7f2ykREd1w/Ba2kyZNwvr167Fx40bk5OTg008/hcViwcyZM71ia2pq0L9//7AlSkREFJV8rKcVnGaoGnfBbciGpI/AOandpLA3eFy3TXgborEw4nm4RTf21e3DG+Vv4MtLX8rGaZQazM+aj6LCIgxPGh7BDHvOOvI52DMfAVTxEGOH9nY6REQ3HL+F7bRp01BZWYlNmzZ1tuXm5mL27NkecVeuXEFlZSUWLVoUniyJiIiilK8ZW8P+OQAASaFH223vwZ04LtJpBUR1ZZ/HtaSOj+j4VqcVG2s2YlXFKpxt8b1DMwAk6BKwNH8ploxYguSY5AhmGEKCADF+dG9nQUR0w/Jb2KpUKjz22GM4ffo0GhsbkZycjGHDhnnFud1ufPe73/Vad0tERHTDc7XK3hJEKwwf34nW2/8OMX5kBJMKgMt73aqkjMymUY1tjVhTtQZvHX0LLfYW2bihCUNRYirB3Ky50Kl0EcmNiIj6poA2j8rMzERmZqbs/dTUVKSmpoYqJyIioj5DW/d6lzFxH05Fy4wjkGIGhz8hH5TNX0CwnoMrdTag7CgQr5+tBQBJHd69Mo5dOYbSI6XYdnIbXKJLNu7WgbeixFSCiYMmQiEowpoTERHdGPwWti0t8p+iCoIAtVoNnY6foBIR0c1JfeGtwGMvbYBj2A86LkQnlOYvIeoGQtIPDFN2X417bg1iDn8PAOBKGIe2STsAQYDu2JNesZLKGPLxRUnER2c/Qml5KT678JlsnEqhwtzhc1FsKkZOMt8AIyKi4PgtbH/yk5902UFsbCwKCwtxzz33oF+/fiFLjIiIKNrpD38/4Fil+TAAQLA3wvhBtse91ulfhmxDIfW5VYg5/CgAoH30S9Af+cfOe6rmg1BePQB34gQoWyu9Hw7h+bU2lw2bazejrKIMp5tPy8bFa+OxeMRiLC1YipSYlJCNT0RENxe/he3dd9/t92GHw4FLly7hiy++QGVlJf7t3/6NxS0REd00BDHw89vFuAIAQNwe742k4vaMQcvMo5B0A3qWj+NqZ1ELADGHHvGKMey/y+ez1oJnejT21660X8G6qnVYf3Q9mm3NsnGDjYNRbCrG3dl3Q6/Wh2RsIiK6efktbBcuXBhQJxcvXsRTTz2F9957Dw899FBIEiMiIrqRCM4mxBwshuAy+7yvPf4H2Ar/q0djqC7v7vazjoGLezT28abjKCsvw/vH34fTzzm+YweMRYmpBFMGT+H6WSIiCpmANo/qyoABAzB16lQcOHAgFN0RERHdcLQn/9f//TMvwzbiSUCp7fYYgvV8t55zJU0G1AlBPydJEj45/wneOPIGPjn/iWycSlBh1vBZKC4sRn5KfrdyJCIi8ickhS3QsTOyxeJ9dAAREREFRtX0EVwpd3T7eX31z7v1nC33P4KKt7vs2HJiC8rKy3Di6gnZOIPGgPvz7sfyguVIM6R1KzciIqJAhKywbW5uhl4fXWtkmpqa8Morr6C1tRVKpRILFizALbfc0ttpERER+aQ5+Wdo6v4Kd1we7MN/1Hk0TyCUzV90a0z7kO/CnTQxoNir1qt48+ibWFu1Fk3WJtm4QXGDUFRYhIW5CxGjjulWXkRERMEISWHb3t6Ojz76CMOHDw9FdyGjUCiwbNkyDB48GC0tLXjyySdRUFAArbb7r3kRERGFgiPjAWjO/tWjTX15V8f/X9oAXe3vYZ7bACg0vjtwW6Fq2NGxu7GggK7mKb/jWSa+D8P+eV7tgazrPdV8CmXlZdhcuxl2t102bnTaaBSbijF9yHQoFcou+yUiIgoVv4XtZ5/JnzcHAE6nE5cuXcKnn36K1tZWzJ8/P6TJ9VRCQgISEjrWDBmNRsTExMBisbCwJSKikBC1qVDYG7r1rC335xB1adDVPi0boz/yj7COfsmzUZIQ+8ndUDV91OUYrqTbIerSYMv/PSRtcKcWSJKEzy58htLyUnx49kPZOIWgwMyhM1FiKoEp1RTUGERERKHit7B9+eWXA+okIyMDDz30EDIzM0ORU6eamhps374dZ86cQXNzMx588EFMnjzZI2b37t3Ytm0bzGYz0tPTsWzZMuTkeB/sfvr0abjdbiQlJYU0RyIiunkJrvZuPWcf+g+QtP3gTvT/CrDm/DrYcv4dUsyQzjZVw/aAilrHgEWw3vJa0Lk53U5sO7GB5OwAAAAgAElEQVQNpeWlqGmqkY2LVcdiUd4iLC9YjvS49KDHISIiCiW/he3jjz/u92G1Wo3k5GTEx8eHNKmv2e12pKenY+LEiXj11Ve97n/22WdYu3YtioqKkJ2djd27d+NPf/oTfvWrXyE5ObkzzmKx4NVXX8UDDzwAQRDCkisREd1kJBGCO7hNEx3pi2HL+xUk/UAAgKvf1C6fUTdsg9s4Uvb8WTm2/N8GFW+2mfFW9VtYU7kGl9svy8b1N/RHUUER7sm7B3GauKDGICIiChe/hW1ubm6k8vDJZDLBZOp4rem117w/dd6xYwcmTZqEqVM7fjAoKipCZWUl9u7di/vuuw9Ax+vSzz//PObOnYusrKzIJU9ERDc2V/AnAdgK/guSJvFag6BE6+17EffhNNln1OdWQ2/+WVDjtI95BZJugHe76VnElP+w87pt3BrUmetQVlGG92reg81lk+2zMKUQJaYS3DH0DqgUIdt7koiIKCT67L9MLpcLZ86cwezZsz3a8/PzceJEx9EDkiThtddeQ15eHiZODGzHx9ra2pDnSkTB499FinZ5dQ8H/UzN6XpAuH42NAaDEkvQ/2qpz2dU5i+DHqfWPADONl9/hyYjbuCfkdL8JnYpJ2P9R2/j8yv/DgmSz34ECBjfbzzmZ8xHrjEXgijg1IlTQedDRETUU9nZ2X7v99nC1mKxQBRFGI1Gj3aj0YijR48CAI4fP46DBw9i4MCB+PLLjh8Mvv3tb2PQoEGy/Xb1G0ZE4VdbW8u/ixTVFK1VMNSUB/1cdk6e7xvDn4XjsB2aC+uD6k/UpsGW/xRivrxWZNuH/RMyR0zyGe8Undh58gRKTxlQdXm1bL96lR735N6DFYUrkGHMCConIiKi3tBnC1s5kiR1rqPNzs7GSy+91MUTREREwVE1fBD0M87UOfI3FSpYx7wM65iOTRtjPr0f6sadXfbZeucxAEBL4q1Qmg/BlXw7oPbe96LV3oq3q9/Gmso1qG+rl+0vNTYVywuW4768+2DUGmXjiIiIok2fLWwNBgMUCgVaWlo82ltbW71mcYmIiEJJkFwBxVkmfQBtzZOAKg7WEU8G3L9zwH1dFrbWwj92fi3pB8L11YZU33S+5TxWVa7ChmMb0O6U38E5r18eSkwlmDVsFtQKdcB5EhERRYs+W9iqVCoMGTIEVVVVGDduXGd7VVUVxo4d24uZERHRDc8d2DE/7sRxaL/13aC7d6XMlL3XPvI5uJMmQYwdKhtzuP4wysrLsOv0LoiSKBs3dfBUrBy5Erf0v4WnBhARUZ8W1YWtzWZDQ0PHwfeSJKGpqQl1dXWIjY1FcnIyZs2ahVdeeQVDhw5FVlYW9u7dC7PZjGnT5HeXJCIi6inBbe0yxpr3y273L2lTfLY70+bCmVHs855LdGH36d0oLS9FeYP8+l+dUocFOQtQVFiEIQlDZOOIiIj6kqAKW1EUUVlZicuXL6OtrQ2S5LmLoiAIuPvuu0OW3JkzZ/DMM890Xm/cuBEbN27ExIkT8fDDD2P8+PGwWCzYvHkzzGYz0tPT8dhjj3mcYUtERBRyARS2juE/7DJGlqD02SxpUr3aLA4LNhzbgNUVq3HBckG2y376flhasBSLRyxGgi6h+7kRERFFoYAL27q6Ojz//PNoamryGxfKwjY3Nxcvv/yy35gZM2ZgxowZIRuTiIjIH1XDDmjrXu2dwV2tnV9etFzEmoo1eKf6HVic8mfqZidlo8RUgjnD50Cj1EQiSyIioogLuLBdtWoV7HY7Hn30UeTk5CAmJiaceREREUUlfcVPvNrsQx+F9tTzndfWgv8Ky9iu/vNR2ViJ0vJSfHDyA7glt2zs5IzJKDGVYEL6BK6fJSKiG15QM7YLFy7E6NGjw5kPERFR9JLcUFjPeDW7Em+FGDMU6vNr4U64BY6MkpAO65aAnbYYvHhwEw7V/0Y2TqPUYH72fBQXFmNY4rCQ5kBERBTNAi5sjUYjlErfa36IiIhuCqLDZ7M7aTJc2n5wZH43pMO1iwLetMbhNUs86txqAId9xiXqErE0fymW5C9Bkj4ppDkQERH1BQEXtnfccQf279+PGTNmQKWK6s2UiYiIwkO0ezU5U+dA0vYL6TANbQ14sS0da1rUMEvyHyoPSxiGElMJ5mbNhValDWkOREREfUnAFWpiYiIUCgV++ctfYvLkyUhKSoJCofCKGz9+fEgTJCIiihaC6PRqax+3JmT9V1+uRll5Gbad2AaXpJONu23gbSg2FWPSoElcP0tERIQgCttv7k78zjvvyMaxsCUiohvWda8ii9oBQA8LS1ES8WHdhygtL8XBiwdl41QKFeZmzUVxYTFyknN6NCYREdGNJuDC9vHHHw9nHkRERNFPum7GVqHudldWlxWbazdjVfkqnDaflo2L18ZjSf4SLMlfgpSYlG6PR0REdCMLuLDNzc0NZx5ERERRT9X8hce1wloXdB+X2y9jXdU6vFn1JprtzbJxQ+KHoLiwGPNz5kOv0gc9DhER0c2Eu0AREREFSHvsiW4/W9tUi7LyMmw5vgVOH2t1vzZuwDgUm4oxZfAUKATvvSyIiIjIm2xh+/rrrwMAvvWtb0GhUHRed+XBBx8MQVpERETRR9l+Oqh4SZKw/9x+lJaX4pPzn8jGqQQVZg+fjWJTMUb0G9HDLImIiG4+soVtdXU1BEGAKIpQKBSorq7usjPuzEhERATYXXZsOb4FpeWlONl8UjYuThOH+0fcj2X5y5BmSItghkRERDcWobm5WertJIiIvqm2thbZ2dm9nQaRl/jNCV5t5vnX1sletV7F+qPrsa5qHZqsTbL9DIobhCJTERbmLESMOiYsuRIREd1MuMaWiIjIH0mE+vwaKGz1XrdcSZMBACevnkRZRRk2126Gw+3wivva6LTRKDGVYNqQaVAqlGFLmYiI6GbDwpaIiMgP7bEnoDvxrFe7JAF74xfib1sfw4dnP5R9XikoMXPoTJSYSlCYWhjOVImIiG5aLGyJiIj8uL6odUjAe1YDXrXEo/rii7LPGdQGLMpbhGUFy5Aelx7uNImIiG5qLGyJiIgCcFVUYHWbEW+0GdEgyv/zOcAwACsKV+De3Hth0BgimCEREdHNi4UtERGRH6dcKrxuiceb1jjYJPlzZQtTC7HStBIzMmdApeA/r0RERJHEf3mJiIiuI0kSvrj0BUrLS/H3hgxI8H2cnUJQYEbmDJSYSjAqbVSEsyQiIqKvdauwbWpqQmtrK9LS0qDT6UKdExERUa9wik58cPIDlJaX4ujlo1+1ehe1epUO9+YuworCFRhkHBTZJImIiMhLUIXtl19+iTfffBONjY0AgB/96EcYMWIEWltb8d///d9YuHAhbrnllrAkSkREFC6t9la8Xf021lSuQX2b97E+X+uvcGH5yAewaOQjiNPGRTBDIiIi8ifgwvbIkSN44YUXMGzYMNx222147733Ou/FxcUhKSkJH3/8MQtbIiLqM861nMPqitV499i7sLqssnEFaju+E9uMufo2tI9/PIIZEhERUSACLmw3bdqErKws/OxnP4PFYvEobAFg2LBh2LdvX8gTJKLgCe11gCoOkiaxt1MhijqSJOFIwxGUlpdi9+ndECXRZ5wAAVMHTcD3rO9gvMYGwfcyWyIiIooCARe258+fx+LFi2Xvx8fHo7W1NSRJEVH36cp/DG3dq5CUBrSP/StcKTN7OyWiqOASXdh1ahdKK0pR0VAhG6dT6rAgdwGKCopg+mQyBK0tglkSERFRdwRc2KpUKjidTtn7TU1N0Ov1IUmKiLpHaD8Nbd2rHV+7LdDW/I6FLd30LA4L3j32LlZXrMZFy0XZuH76flhWsAz3j7gfCboECNZzENyWCGZKRERE3RVwYTt8+HAcPHgQs2fP9rpntVrx4YcfIjc3N6TJEVFwVE0HPK+bPwNEJ6BQ91JGRL3nouUiVlesxjvV76DN2SYbl52UjZWmlZg9fDY0Sk1nu6pxZyTSJCIiohAIuLBduHAhnn76afzhD3/ArbfeCgCoq6tDfX09tm/fDqvVigULFoQtUSLqmuC84tWmaKuFGJffC9kQ9Y6KhgqUlpdi56mdcEtu2bjbM25HsakYE9InQLh+Aa0kQXv6Ra9n7IMfDnG2REREFApCc3OzFGjwsWPHUFpaivp6z6MQUlNT8eCDDyIrKyvkCRJR4HQVP4X2zMsebW3j18GV6v2mRTSrra1FdnZ2b6dBfYhbdGPvmb0oLS/FofpDsnFapRbzs+ejqLAIwxKHycbpv/wONBfe9Go3z28OSb5EREQUWkGdY5ubm4tf//rXOHv2LOrr6yFJElJSUjBkyBDvT7uJKOIEp9m7zcVN3ejG1e5sx8ZjG7GqYhXOtZ6TjUvSJ2Fp/lIsGbEEiXr/u4Ur2k75LGqt+b/vcb5EREQUHkEVtl/LyMhARkZGqHMhoh4SRB+7t7KwpRtQvaUea6vW4q2jb6HVIf89PixhGEpMJZibNRdalTagvrW1T/lsdyVP7lauREREFH4BF7b79u1DRUUFvv/97/u8/8ILL2DUqFGYNGlSyJIjoiCJdq8mwdnSC4kQhcfRy0dRWl6KHSd2wCW5ZONuG3gbSkwlmDhoYtBvFKmaPvbZLhoLg+qHiIiIIifgwnbv3r0YOnSo7P2EhATs3r2bhS1Rb/JV2LpY2FLfJkoi9tXtQ1l5GQ5ePCgbp1aoMTdrLopNxchO6t4abdWlzVBYvV9pNs+72q3+iIiIKDICLmzr6+sxZcoU2fvp6enYv39/SJIiou4RfBa2fBWZ+iary4rNNZtRVlGGM+YzsnEJ2gQszl+MpflL0S+mX/cHdFkQ+3mxV7N53hWA+0gQERFFtYALW0EQYLHIH1RvsVggimJIkiKibnJ7F7ba0y/Clv9bQFBGPh+ibmhsb8S6ynV48+ibMNu9N0T7WmZ8JopMRZifPR96lb7H46rrt/q+wb87REREUS/gwnbw4ME4cOAAZs+eDbVa7XHP4XDgwIEDGDJkSMgTJKLA+ZqxBQD1uTVwZnjPRBFFk5orNSirKMPW41vhFJ2yceMGjEOJqQS3D74dCkERsvGVVw+ErC8iIiKKrIAL23nz5uHZZ5/F7373O8ybNw8DBw4EAJw/fx5btmxBfX09li5dGrZEiSgAMoWtqukjFrYUlSRJwsfnPkZpeSkOnJcvLFWCCnOGz0GxqRh5/fLCksv1Z0ADgG34D8MyFhEREYVWwIVtfn4+HnroIaxevRovvviixz2dTocHHngAhYXcMZKoN/k87geA4GyOcCZE/tlddrx//H2UlZfhZPNJ2bg4TRwWj1iMZQXLkBqbGrZ8BB8bRgGAPevxsI1JREREoRPUObYTJ07EmDFjUFlZicbGRkiShNTUVBQUFECn04UrRyIKlOjw2czClqJFk7UJ66vWY13VOly1ye80PMg4CMWFxViQswAx6piw56U7+nOvtvZRfwFUcWEfm4iIiHouqMIW6JidHTt2bDhyIaIeEtycsaXodPLqSZSVl2Hz8c1wuH1/AAMAY/qPQYmpBFMHT4VSEYFNm1wWGPbPhbKl3KPZmTYPzkHLwz8+ERERhUTQhS0RRTG5GVvHlQgnQtSxfvbTC5+itLwUH539SDZOKShx57A7UWIqQUFKQQQzBDTn13oVtQDgTL0ronkQERFRz8gWto888ggEQcBzzz0HlUqFRx55pMvOBEHwWn9LRBEiSbJrbBX2eqgatsOVOjvCSdHNyOF2YNuJbSgtL0VtU61snEFtwKIRi7C8YDkGGAZEMMNrtDW/89nuzCiJcCZERETUE7KF7d133w0AUCgUHtdEFJ2U5i/83o/9bCnM8/lKMoVPs60Zbx59E+sq1+Gy9bJs3ADDABQVFuHe3HsRq4mNYIbf4GpDzOHvQeFo9LrVbvoTEMJjhIiIiCj8hObmZqm3kyCinjP8fRKUrVV+Y9pHvwTnwOg/lqu2thbZ2dm9nQYF6EzzGayqWIX3at6DTWadNwCYUk1YaVqJ6ZnToVL07koYzYlnoa/+pVe7LfufYc/+F0AQIp8UERERdVtAha3D4cCf/vQnTJw4EZMnT45EXkQUDElE/PtJXYcJKrgTxkN1dT8kQQ3L1P0QDVkRSDA4LGyjnyRJ+OLSF3jjyBvYV7cPEnz/U6IQFLgj8w4Um4oxKm1UhLOUF785wWc732ogIiLqmwL6yFyj0aCurg4TJkwIdz5E1A0KyzGvtrZb/obYL77l0SZILqiu7v/qayfi9o6DPfN7sOU/xRkqCohTdGLHyR0oLS9F9eVq2bgYdQzuyb0HRQVFGGgcGMEMu88+7J96OwUiIiLqpoDfBcvNzUVtbS2mTp0aznyIqBv0R37g1eYasDCgZ7Wn/wJRNwCOzO8BSm2IM6MbRYu9BW9Xv401lWvQ0NYgG5cWm4YVhSuwKHcR4rRRegas2+qzWdRnRDgRIiIiCpWAC9vly5fj2Wefxfr16zF9+nQkJyd3bixFRL1L1XzQZ7sr6Xaomj7s8nl99S+gr/4FrCOehGPYP4Y6PerDzracxeqK1dhwbAOsLt8FIQCM6DcCK00rMXPYTKgV6ghmGDz1+fU+251pcyOcCREREYVKwJtHPfroo5AkCW63G0DHbslKpdIr7rnnngtthkTknyQh/v1Er2bz/GaoGncj9tNFQXXXMuMIpJjBocquW7jGtndJkoTD9YdRWl6K3ad3y66fFSBg2pBpKDGVYEzaKAjuNkBtjHC2QZL5+2K57T24k6f0QkJEREQUCgHP2I4bNw4C1+ARRR93m+wtV8oMONPuhrp+U8Ddxe2bgpY5Z2TGsgEKDY9CuUG5RBd2ntqJsvIyVDRWyMbpVDoszFmIosIiDI4fDGXTARi2JHfeb516AGJcbiRSDpqy6SOf7SxqiYiI+raAC9uHH344nHkQUTcJjia/953pi7wKW2fKTKiu7IMgOrz7c5mhOfm/ULSfgaQbALitULZUAKIDquaDkJR6tI95Be7k20P666De0+poxYbqDVhVuQqXLJdk4/rF9MPyguW4P+9+xOviO9u1x5/2iNMefxrWMa+ELd+eUDfs8GqzD320FzIhIiKiUOqysHU6nTh06BAuX74Mg8EAk8mEhATfxyQQUeQJTu/C1m28dqyKK3ECJCggQLzWljIT7vgx0B1/xmef+qM/lx/P1QJ9+Q9hmfYZd1Lu4y60XsDqitV499i7aHPKz/znJOWgZGQJ5gybA7XSe/2sunGnx7XquutooWrcBe3J//Fqt+X/theyISIiolDyW9iazWY8/fTTaGxs7GzTaDR47LHHkJOTE/bkiKhrCsdVrzZb3i87v5b0GXAMfgDautcAAO7YLDgyvgWoDHAOXA7l1f2I8bGrsj/KtuNQtJ+EGDu8R7lT7yhvKEdpeSl2ntoJURJl427PuB0lphKMTx8f3FIUIeCXgUJDdEB9fi3UF9+FsvlzKJwdZ9Hah3wXoj4DgqsFksoAffUvvR5tH/1SZHMlIiKisPD708e7776Ly5cvY9asWcjLy0NDQwM2bdqE1atX4xe/+EWkciQif1wtHpeSKg6ulBkebbaC30M0miA4r8KRsRJQGQAAoiELoiELbZpUxB5cFtSwsZ8sQOuMw0CU74BLHdyiG3vO7EFZeRkO1R+SjdMqtZifPR/FpmIMTRjavcGEIL4nJBGCvRGSNqXba7f15T+G5lypV7v2zMtdPuviK/VEREQ3BL+FbWVlJSZOnIglS5Z0thmNRrz88stoampCUlJS2BMkIv8Et83j2pl6l3eQQgPHEPl18q60OWgf9TxiDge+1lBhuwD1hbfgHLQ84Gco8tqd7dhwbANWVazC+dbzsnFJ+iQsy1+GxSMWI1HvvWuwLMnHjsmC9475nVxtEJxNkHSDoL74DmK+vPZ9aZn0AdyJ4wIfGwBEl8+iNhCOQSWQdOndepaIiIiii9/CtqWlBVlZWR5tX1+zsCWKEuJ1Z4sqdd3qxjmoCJaYTOjLH4fScrSzXRJUECSXz2dUl/ewsI1S9ZZ6rKlcg7eq34LFYZGNG544HMWmYswdPhdalTb4gdztPhp9Hw+kPrcW+oofQfD5DGD4+E6YZ58B1PE+73+T8vIeGA7cG0ymHlpmVkPS9e/280RERBRd/Ba2oihCrfZ8pezra6fTGb6siChggtuzsJUU3StsAcCdNAmWafuhaKmAsvkLuFLnQNKlfXXThvitnoWA5vwaiIZs2Id8G4LbxkIhChy9fBSlR0qx4+QOuGQ+kACAiYMmosRUgtsG3tb9o9yczTB8NNurWWE7j9iP74I9+5+vvRbvbkfM4f/XZZfx24dAUhrgjsuHLe8/fe6+rbq0GbGfF3crZVfirWgbvy6g4pmIiIj6ji53+GhsbMSpU6c6r63Wjh+iL126BJ3O+wfooUO7uSaLiLrl+leRoYzpcZ+isRCisfC6fnVoG78esZ8t8WjWHfs1dMd+7dWHZdIOuBPH9zgX6pooidhXtw+l5aX4/OLnsnFqhRrzsuah2FSMrKQs2biASG4YPpoFZVutz9uqq59A8eVDaJ15FFDoEL818Fd+BbcFquZPYfjkbjgGFcM66rmOG2474naPhMJeL/usffC3YSt8BoLtPCRtWudGVoKzGZLa6P81aSIiIuqzuixsN27ciI0bN3q1r1692mf8Sy9F1w6Tf/7zn1FbW4u8vDx8//vf7+10iELvuleRpW6+ihwId9yIgGMNH8+CffBDsJn+GLZ8bnZWlxWbajahrLwMdS11snEJugQsyV+CpSOWIjkmOSRja868KlvUfk3hbIa+8p+hOfu37o9zrgyac2WwFjwN9aX3/Ba1zrT5sBU8BQgCJP0gj3uSJoh1w0RERNTn+C1sH3zwwQilET533nknpkyZgo8//ri3UyEKi+tnbCWlPmxjSdrUoOK1da/BMfgBiPGjw5TRzamxvRFrK9firaNvwWw3y8Zlxmei2FSM+dnzoVOF7gMPbc1T0NX+PqDYropaZ+ocqBu2ddmPvvJnsvfsQx+FbcST3d5VmYiIiPo+v4XtpEmTIpVH2OTl5eHYsWO9nQZR+Fy3xhY9WGPbJYUm6EeULeUsbEOk5koNysrLsOXEFrhE+fWz49PHo8RUgskZk6EIdbEnugIuamW7UCeidfa1JS5wW6FsPgjVlQ+D7ts+5Luw5f+2R/kQERFR39flq8i9qaamBtu3b8eZM2fQ3NyMBx98EJMnT/aI2b17N7Zt2waz2Yz09HQsW7YMOTk5vZQxUeR5bR4VxhlbAHAMKoLm3KqA4xXWc2HM5sYnSiL2n9uP0vJSHDh/QDZOpVDhruF3odhUjNzk3LDlIzgu97gPy/QvPBuUeriTp8CdPAX2nH+FsuljGPbP67Kf9lHPwzmoqMf5EBERUd8X1e9t2e12pKenY/ny5dBovGeKPvvsM6xduxbz5s3Df/7nf2L48OH405/+hCtXrvRCtkS9RLxu86hwztgCsOX+Qvaes/8CWPM9Z9x0tb8HRO6iHiyby4a3q9/GkjeX4AdbfyBb1Bq1Rjw0+iFsWr4JT0x/IqxFLQAIziavNkmhg6QydvmsK34MWu6s7XK9qzup67eFrAVPs6glIiKiTlE9Y2symWAymQAAr732mtf9HTt2YNKkSZg6dSoAoKioCJWVldi7dy/uu+++iOZK1FuUFs9X7cO5eRSAa8f/+OAY/KDPIlZ9rgzOwQ+GL6kbSJO1Ceuq1mF91XpctV2VjcswZqDYVIwF2QugV4d3ll7ZdAAxXz4Ehe0CnGnzve7bRjwJVeMHUDdsle3DmToH7ePXBjxm29g3EPv5Sq/21ulfQozl7vtERETkKaoLW39cLhfOnDmD2bM9z1DMz8/HiRMnut1vba3/XT6JooHa1YiBl59DfNt+KN2eM2gXLl2F2RLe7+NxMu3VTanQOc+i4Lr2mPIf4kjrEDg0g3w+58vN9nfxXNs5bDq7CR/WfwinJD/DPSJ+BOZnzMfY5LFQCAqcOx3eV71jrUcw4uy3O6/V9Zu9YqptY6GMGY6R8F3YtmuGoyr+V0BQf6Z5UA3bBoVkhdp1BUqxFS0xE4ELLgA31/cGERERAdnZ2X7v99nC1mKxQBRFGI2er78ZjUYcPXq08/oPf/gDzp49C4fDgZ/+9Kf43ve+h+HDh8v229VvGFHEuduhatoPd1xh52xpzGf/AXWL751kBwwejtTkMH8f13g32Yb/CFm5JsCZAZzxvp9n/yusBa8H1H1tbe1N8XdRkiQcOH8ApeWl+Pic/M7tSkGJWcNmocRUgvyU/AhmCMR++Ijf++64AgzLGwMAMI9ohKpxJwAB7vjRUDXuAJQxcPZfiGxFz/+5kX9XgIiIiG52fbawlSNJEgRB6Lz+8Y9/3IvZEPWQqxVxf78dCusZSMoYWCZth2gs9Hs8its4MoIJXmPP/XnHF6p4n/c1F9+FzVbv91Xmm4XD7cDWE1tRWl6K403HZeMMGgPuy7sPywuWo7+hfwQzvEbZdtLvfXvmNwpfhRqutLs6L50ZJeFKi4iIiMhDny1sDQYDFAoFWlpaPNpbW1u9ZnGJ+irN2VIorB3Tn4K7HXH7boc175ey8W1j3wDUvgvLcLIW/uHaGaKCAGfKTKgbd3rFGXfmwpHxAKwj/yfCGUaHq7areKvqLaytWosrVvlN7tIN6SgyFeGenHsQq4mNYIbXkSQILvlzcgHA1X9BhJIhIiIiktdnC1uVSoUhQ4agqqoK48ZdW/FXVVWFsWPH9mJmRKGjObfaq01f/UufsaKmX8SKDGveLzvzkFRxcAxc5nHflv8UhCOPQXX1E69nNWf/ClvW45BiBkci1ahwuvk0VlWswqaaTbC5bbJxI1NHYuXIlZg2ZBpUIXh1t6cEm//1u23j10PSJEUoGyIiIiJ5vf+Tkx82mw0NDQ0AOl4xbmpqQl1dHWJjY0ajrFsAACAASURBVJGcnIxZs2bhlVdewdChQ5GVlYW9e/fCbDZj2rRpvZw5UYi4WgMOdWR8K4yJXDfWsB8ACi0UbSfhGPIQoPKcVRQNOWibtBWxH82Cqvkzr+eVbbVw3eCFrSRJOHjxIErLS7Gvbp9snEJQYGbmTBSZijAqbVQEM+xa7IFFPtvdxlFov+U1iLHDIpwRERERkW9RXdieOXMGzzzzTOf1xo0bsXHjRkycOBEPP/wwxo8fD4vFgs2bN8NsNiM9PR2PPfYYkpOTezFrotAR/MzuXc+e/dMwZnIdQQnH0O93GWbP/imUnz8AQbR6Pm4N706+vcnpdmL7ye0oKy9D9ZVq2bgYdQzuzb0XKwpWYKBxYAQzDIzCfBjKNu/1v+a76gGlthcyIiIiIpInNDc3S72dBBH5Frc9Ewpnc5dx1hG/gWPYP0Qgo+AJjivQH/o+1I3bPdotk3fDnTDG5zN9cVfkFnsL3jr6FtZUrkFje6NsXP/Y/lhRuAL35t2LOE1cBDMMjv7wo9CcW+XVbp7f9fcjERERUaRF9Ywt0c0u0BlbR8bKMGfSfZImGa60OV6FreGjGTDfdRFQ6nsps8BozrwCfcXjndeu5GloG/u3zk266sx1WF2xGhtqNsDmkv/zyu+Xj5UjV+KOoXdArVCHPe+e8lXUOrlRFBEREUUpFrZE0UqSIIhdF7b2oY8C6ujeCdyVNNlnu/rSZjgH3AsIAiAoI5xV1wTbJY+iFgBUV/bCuG0IPndo8bJwK3ZePg8Jvl98ESBg+pDpKBlZgtFpoz2OIosqTjMEyQVJ07GMQ3nF95rg9jGvRDIrIiIiooCxsCWKVqI9sLCY6N/AR4zL89mur/gR9IcegaRNQ/vYN+BOHOczrreo67d4XLskYIstFq9a4nHEqQPge62wTqXDPTn3YEXhCgyOj+JNspzN0Jf/GOpL70GQnH5D28avAxSaCCVGREREFBwWtkTRKoDZWgAQ9dG38ZAvtpx/ha7mKY824atdnwX7RWhrn0L7hLd6IzV5ogMA0CoKWNtuxF/bjLjgln+NOCUmBcsLluO+vPsQr4v8ecLBUDXuRuynvnc99sWVMiuM2RARERH1DAtboih1/fpaUZsKhb3BK86VPCVSKfWIqEv3e1/duDNCmQTufPsVrDUnYV27ERZJIRuXr7KjJP9ezB4+D4rEcX1i12DtsScCjm0f80rH6+JEREREUYqFLVGUEtxtng0KHWzZ/wJd7e86m9pu+RugMkQ4s26SAtiAXZKiooA6Un8EZeVl2HlqB0QkyMbdoW3DwwYzbtPYIFx+Drj8HACgdeonEJxNcMcVRuf6Z0mCyvxlQKHto16AM/3+MCdERERE1DMsbImilPa613YBAfbh/wRAgqLtBBxDvgN30m29kVq3SLoBXcYIjkZI2tQIZOPNLbqx58welJaX4nD9Ydk4rVKDhekFeMS+EcNUvtelxv29489FVCeh7da3IcaPDkvO3aVs+rDLGFE/GG0T3oZoyIpARkREREQ9w3NsiaJU/GbvmcI+fYao6ELcLhMU9ot+w8xz/n979x0eVZn2D/x7pmZSJo30EAgkhJKAFNEk0ouFshQRSILyiq5bfNddcXfdXWVl17Wjvru+7qor+FsSCBaqqNTQVBARJSQhhRIIARJIL9PP7w9eRiYzJ5mEJDOTfD/XxXUxz7nPc+4pJNzzlHMRxWfLu+0+to2GRmwp2oL1J9fjYv1Fybg+MhMWxU/H3LF/QqBXIGCsgf/O/k5do/buMrcZWReaSqHNGWHXrktYAYsmBsaInwCCwi1GzomIiIicxRFbIuoeMgUaUj6H34FU+2nWN/H+/hHA3/n1nx11ueEysvOysfHURjQYGiTjBikMWOZbg1maBhgT74fZK/D6AaX0FOWWfI4uQmPypw6PCYZqyKu+BAQ5TH0mAXKvdj2PdjE3OSxqRYU/9HFPdt11iYiIiLoYC1sidySaXZ1BlxC9+6Pu7jL4fxYoGaO88jmSrv0AY+A/Ye4zodNzyK/MR2ZuJnad2QVzK69zap9++KnlMFLVzdbBS4Oqj02Msc9kKK/ubfOasvo8h+2Crhy+hyZBpr9ibdMN+gP08b9vtT/FlS+gOfHfsPgOQtPo/1jvP9saQV8J7W7Ho+DNQ/7a5vlERERE7oyFLZEbEgzXXJ1C1xEEWNQRrU5JVpvKoT7yE+gG/hr6wc/d8iUtogUHSg8gMzcT313+TjJOKVNiRvwMpCemY3jBz6CoabbtR21b2BoGPO5cYWusBiwGCKZGiMoA6zRfZfknNkUtAKiLXoIhahFE734QdJcgyr0B5f/dOkgU4X0sA8or26/3W1UJ7a6B1nPNfkNh8R4AU9AdUF1YB3lDAUSFFhZ1GOSNxQ5zEyGDMXpxm8+BiIiIyJ2xsCVyQ4Lusl2bbtAfXJBJ1xBVgUAba20BwOv0m7Bokzq8K2+zsRnbirchKzcLF+ouSMYFeAXggaEPYMGQBQj2vj76qag5ah/YYvqxKWQy6iceg/exByGvz4MpYDSaRv0/QKa2Gx31/9y5TbEEiFBUHYbs4gaoi16EgOvbIJh9BkHeWNTqufL6fMjr86G88uO0Z8FUB7mpzmG8Lv730PegzxURERH1XixsidyQYLTfJEof+wsXZNI1LOpwyOvznYr1Pr4MdQGjIXr3d7r/ysZKbMjfgE8KPkGtvlYyrn9Af2QkZeC+uPvgpfhxbaus8bRdrD725w77sPgMRMP4L+3bvSIh05U7nfPNvH94zK6traK2vQyR97OoJSIioh6DhS2RG2q5uZIx9G5A4eeibDqfMXqxzRReQ8Q8qC5tlIzX5tyG2nsrAJmq1X6LrhUhMzcTX5z+AiaLSTJubORYZCRlIKVvCmSCzO646sxbdm2GmGWtXrslUeEPoGOFbVfTDXrm/24dRURERNQzsLAlckOCybawFeU+Lsqkaxgj58F4eRuUl7fC7JsA3dAXIZgaoKzcKXmO8tIWGKMW2LVbRAu+uvAVMnMz8U35N5LnK2QK3DPwHmQkZWBQ8KBW85PXnbBrE5XaVs+51fj2sqgjICoDIG8oaD1O1QeGvg/C7D8CZv8R7Rr5JiIiIvIULGyJ3FHL2+EoelZhC0GOptH/AYw1gMIfEATo45ZDcXUPBImdir2/fxSGil1ovu0dQBCgM+mwvXg7sk5m4VzNOclLadVa3D/kfiwcuhAhPiGt5yVaoDr3DhQ1x+wPtXPE3Ow3DIrqI61fTpDDGJ0Os/9ICLpyeJW82ma/FlUwdENfur7uWJBBMFRB1lAEc8Co6yPaxlooqo/ArE2E6BXZrpyJiIiIPBULWyI3JJhs76va00ZsrW7ajMkcdAcaxh2CvOZblNTHYPjZn9iFq8o/xGXfkVhXB3yU/xFqdPZrkW/oq+2L9KR0zIqfBY1S41w6lzZBky+x7lTWvvvL6uN/D/X51Y6PDfgVLN79YIhZCghya7spdDp8v5r2Y1zsz6GL/wOUlzZDVGphCpsByJQ2fYmqIJiD7rzpSfjDFDq9XbkSEREReToWtkRuQlaXC+Xl7TAHjrVbYysqfF2UVfey+A2BxW8IDMXF0Mf+Auqzb1uPFRqVWNPoj8373oURgmQfoyNGIyMpA+NixjlcPytFaL4A7+OO19GKgtJ6ix5niV5hsKjDIdPb7nBdN+kERO8Yh+eYA29H7Qz7Yt0Y82C7rk1ERETU27CwJXIDQtN5+H45BYLF4DhA7t29CbkBY8Q8qM68jUN6Dd5v9MdBvfRrIBfkmD5gOtKT0jE0ZGiHrudz2H6E+IbGlB0d6lOX8Ay8Tzxufazv/5hkUUtEREREHcfClsgNqM+9I13UogdPRZZgtBixseIC1l8bgCLplwV+CjUWRCXg/rHPIjxg4C1csA7ypjOSh83+IzvWbfRiNMnUUJZ/AmPUgg7fj5eIiIiIWsfClsgNyB1sVnQzUdE7RmyrddX4OP9jrDuxDrVG6fvPRqvkWBIVh0XNX8DXWABT/qUOj6oCgGCSvpYuYUW7pyH/2LH8ekHrYDdnIiIiIuo8LGyJ3ICo9G894KYNhnqiszVnsS53HT4t/hR6s14ybpRSh2W+tZjm1Qi5vhj4vyW0iuojkDWehsWnY6O26pI3HLY33fZvGKPu71CfRERERNR9WNgSuQFR0Xpha/Yf1U2ZdB9RFPHtpW+x9sRaHLpwSDJOJsgwPSgUjwjHMFIlXfQKunKgo4Wtg92La++9Csj4I5KIiIjIE/B/bURuoLV7pBoi5sLiN7gbs+laRrMRO87sQFZuFgqvFUrG+Sh9MCdhDhYnLkaUSgHt7kGt9ut9bAnqp50B2rETMow1UF7e7vgYi1oiIiIij8H/uRG5BYvDVmPo3Wgetaabc+katbpabDy1Edl52ahsqpSMC/cNx7SwaXjkrkfgp7pe8Ivm5jb7lxlr4P9ZEOqmlkBU92k7IXMT/A6kQKYrd/o5EBEREZF7YmFL5AYEB4WbKfAONA//hwuy6Vzna89j3cl12Fq0FTqTTjJuWMgwZCRlYErsFJw9fdZa1AIAZGqnr+dz5CdoTnwdFq8wiN79bY4JTeehPvcORJkKFu/+kkWtMXy209cjIiIiItdjYUvkDiy2BV/z0Bdh6P9Y+6bVuhFRFHH88nFk5WZhX+k+iBAdxgkQMLH/RCxJWoIRYSMgSO0+LMggytQQLNJrbG+Q1+fB9+u7AQD6mKXQJb15vQt9JbQ5w53KXz/w107FEREREZF7YGFL5AZajthavPt5ZFFrtBix9+xerD2xFvlX8yXjNAoNfpLwEyxOXIy+2r7OdS5TA04UtjdTn/8A+oG/hujdH8qy9U6dY4h8AOaAnrdZFxEREVFPxsKWyA0I5hZTdGUa1yTSQfWGemw6tQnZJ7NxufGyZFyIdwgWD1uMeUPmQavWtusaolwDwVTX7tzkjWdg8u4Pdem7bcYaw2ehecRb7b4GEREREbkWC1sid9BixFaUe7kokfa5WHcR6/PWY3PhZjQZmyTjBgcPRsbwDEyLnQalXNmxi7WyztYQ+QBU5R86PCbor29UJSqkC2mLVyTqJxwFFD4dy42IiIiIXIqFLZGriSIUNd/YNsnde8T2hys/ICs3C3vP7YVFdLyjMwCMjxmPjKQMjI4YLb1+1klSr4lFFYzmEW/DGL0QmuPLIDPW2ByX1/0AIxZCMNqP9ur7PQKLTzyMEbNZ1BIRERF5MBa2RC6mLP/YvlHmfiO2JosJ+87tQ2ZuJk5UnJCM85J7YeagmUhLTEP/gP6dl4DEa9Kc+DogU8AUMgX1089BXfwKvIpesB5Xn30b+oG/hkxXZnNe7fRSQOnfefkRERERkcuwsCVyMdWF/9i1iQo/B5Gu0WhoxJaiLViXuw7lDdL3fO2j6YMHhj2A+UPmI9ArsNPzcDRiWzelAKJXhE2bxSvSLk67e5B9h61MTSYiIiIiz8LClsjFBJ3tZkuiTA1RE+WibH50qeESsvOysalgExqMDZJxcUFxyEjKwD0D74FKruqyfESFr32bKsSuzRQytc2+LKoQ4BanRhMRERGR+2BhS+RigsV246iGlJ0uyuS6/Mp8ZOZmYteZXTCLZsm41L6pyEjKwNjIsbe8ftYZgtnB5lQy+x9holc4RIUfBFO9ZF8WN/jigIiIiIg6DwtbIldrcasfUR3e/SlYzDhw/gAyczNx/PJxyTiVXIUZcTOQlpiGgUEDuzFDwBh5PxRVX1kfm4JSJGObk/4H3scfljxu6Pdop+ZGRERERK7FwpbIxVrew7Y7b/XTbGzG1qKtWHdyHS7UXZCMC/QKxIKhC/DA0AcQpAnqtvxuZoicB3XR3yAzXIMIGXSD/iAZa/YbKnmsIWU3zIFjuiJFIiIiInIRFrZErtZiKjK64VY/lY2VyM7LxienPkGd3v42ODfEBsQiIykD98bdCy+Fi3dqVgagYdxXUFTugtl/BCzaJMlQi28CREEBQTTZtOsSVrCoJSIiIuqBWNgSuZLFCOGmdawiZICg7LLLFV4rROaJTOw4swMmi0ky7o6oO5CRlIHk6GTIBFmX5dNeolcYjH0z2g4UBDSm7ITvl5OtTRZlAPT9HunC7IiIiIjIVVjYErmS2cFobSdvxGQRLfjywpdYe2Itvr30rWScQqbAvQPvRXpSOgYFO7g9jocxB4xC7X3VgKkOkPs43GiKiIiIiHoG/k+PyIUES9etr202NWN78Xasy12Hc7XnJOP81f64f8j9eGDYAwjxtr99jkcTBEDp7+osiIiIiKiLsbAlcqWWI7ayW19fe7XpKj7K/wgf5X+EGn2NZFyMNgbpSemYOWgmNIquX9dLRERERNRVWNgSuVBn7ohcUlWCzNxMfF7yOYwWo2TcmIgxSE9Kx7iYcW61fpaIiIiIqKNY2BK5kt2OyO0rbEVRxNdlXyMzNxOHLx6WjFMICkwbOA3piekYGiJ9KxwiIiIiIk/EwpbIhVRl2TaPRZlzha3epMfnpz9HVm4WTleflozzVfli/uD5WDRsEcJ8w24pVyIiIiIid8XClshVzE1Qn/uXbVsbhW11czU+KvgIH+Z/iKrmKsm4aL9opCWmYXbCbHgrvTshWSIiIiIi98XClshF5DXH7dosPrEOY89Un8G6k+uwvXg79Ga9ZJ+3hd2GjKQMTOg3AXKZvNNyJSIiIiJyZyxsiVxEdTHbrk0/8DfWv4uiiKPlR5GZm4lDFw5J9iMX5JgSOwXpSelICk3qklyJiIiIiNwZC1siVzA1QnVhrU2TIToNFp8BMJqN2HF6BzJzM1FUVSTZhY/SB3MHz8WiYYsQ6RfZ1RkTEREREbktFrZELqCoPmLXVg1frPt+NbLzsnG16arkuRG+EVicuBhzEubAV+XblWkSEREREXkEFrZErmCqt/71rEmBDxr88cnlHDRbdkuekhiSiIykDEyOnQyFjP90iYiIiIhu4P+OiVxA0FXgG70X3m/0xx6dN0QIAMz2cRAwqf8kLBm+BMNDh0MQhO5PloiIiIjIzbGwJepGRosRe87sQdbR9chrkF4Xq1FoMCdhDhYlLkJfbd9uzJCIiIiIyPOwsCXqBvX6emw8tRHZedm40nhFMi7UJxSLhi3CvMHzoFVruzFDIiIiIiLPxcKWqAtdrLuIdXnrsKVwC5qMTZJxQ/2CkT7mSUwdMBVKmbIbMyQiIiIi8nwsbIm6wA9XfkBmbiZyzuXAIlocxggQMcWrCQ/71GLItA0Q/eK7OUsiIiIiop6hxxe2ubm52LBhA0RRxNSpUzFp0iRXp0Q9lMliQs65HGTmZiK3IlcyzksQMV9Th//yrUOswggRMtT59OvGTImIiIiIepYeXdiazWZkZ2dj+fLl8PHxwd/+9jeMHDkSAQEBrk6NXERWXwh57fcwB4yEKNdAVEcAt3jrnAZDAzYXbsb6k+txqeGSZFwfTR8sipuMpZWvIFD24yiuxW8wIFPdUg5ERERERL1Zjy5sz549i4iICAQFBQEARo4ciRMnTmD8+PEuzoxcQV59FL5fTXN4rH7cIVi0ie3q71LDJWSfzMamU5vQYGyQjIsPikdGUgbujrkTIXviAZntcV3Cn9t1XSIiIiIisuXWhW1RURF27tyJ0tJS1NTUYOnSpUhNTbWJycnJwY4dO1BbW4vIyEgsXLgQgwYNAgDU1tZai1oACAwMRE1NTbc+B3If6pJVksf8Dt6F5sRVMMQ8DLRxr9i8yjxk5mZi95ndMIv29569IbVvKjKSMjA2ciwEQYDq7L/sYgzR6TCF3e38kyAiIiIiIjtuXdjq9XpERkYiOTkZq1evtjt+9OhRbNiwAWlpaYiPj0dOTg7+/ve/Y+XKlQgODoYoii7ImtyVsuKLVo9rTi6HvOY7mIKSYYyYAyh8rcfMFjP2l+5HZm4mvr/yvWQfKrkKM+JnID0xHQMCB/x4QLTA69RKu3hj+Kz2PxEiIiIiIrLh1oVtUlISkpKSAABr1qyxO75r1y6kpKRYpxanpaUhLy8P+/fvx7x58xAQEICqqiprfHV1NYKDg7snefJIqrIsqMqyIOY9jYZxB9CgCsfWoq1Yd3IdyurKJM8L9ArEA0MfwIKhCxCkCbI77nXqzxAszTZtpqBkmEI5WktEREREdKvcurBtjclkQmlpKaZPn27TPnToUJw+fRoAEBsbi/LyclRVVcHX1xfHjx/Hk08+2Wq/xcXFXZYzda+Qmk8QVp0FvbIvzoU/ixHtOPeKoRn/2ToV6xv9UCfKJeOivaMxo+8M3BV6F1RyFa6VXcM1XLOLG3n2Xbu2fP+nYSgpaUdWvQv/LRIRERHRDfHxrd8a02ML24aGBlgsFmi1Wpt2rVaLgoICAIBcLsfChQuxatUqiKKIKVOmtLkjclsvGHkGQVcOv6KXIUCEl/ECRpy512Fc89AXocn/g/VxnlGF1Q3++LTZFyZIr7VN9ZZhUcoLSOk/DYJFB2X5x5A1X4DFJx7G8JmAXGMTLy/S2/XRb8g4QJDZtdP1opb/FomIiIjIWR5b2EoRRRHCTZv/jBgxAiNGtGesjnoC1fkPIKD1Nda6Qc/AFDwOFhHYp/fGvxv8ccSgkYxXQcRsTQMe9q1BgtII5D+AJvnf4Z37K5s4s088Gu7aByh8rjdYjHZ9GaIWsqglIiIiIuokHlvY+vr6QiaToa6uzqa9vr7ebhSXeiGLqdXDZm0iamJ/ie35G7C+IhpnzdL3kQ2UmZHmXYclPnUIkdvugtyyqAUAeWMxlJe3wBidBgAQTPa3AtLH/daZZ0FERERERE7w2MJWoVCgX79+yM/Px5gxY6zt+fn5GD16tAszI7fQymjoFWU/rFY/gI/XzUCNvgaA46K2v7c/lilLMFfTAI2sfTtsy+sLYR2nNdXaHBPl3rD4xrWrPyIiIiIikubWha1Op0NFRQWA61OMq6qqcP78efj4+CA4OBjTpk3D+++/j9jYWMTFxWH//v2ora3FhAkTXJw5uZxgv+FToVGJ1Q0B2KJXw1j6geSpd/j5YXHyX3FXzF2QmeqgOPEr4PJWAIDFKxoynfTuyDeoz/wPBN1FWPyGQVGxw+aYxbt/u54KERERERG1TqipqXHbm70WFhbitddes2tPTk7Gww8/DADIycnBjh07UFtbi8jISCxcuBCDBg3q7lTJzaiLX4FX0QsQReCAXoPVjf44pPeWjFcIMtwX6IeM+KmIS/wdIFPaHBd0lwCLHqJ3f8gaiuG3//YO52YKvBONKa3fU7e34+ZRRERERNQebl3YEnVY4SvY8cM/sLrRH8Um6fWzfio/zB8yH4uGLUKoT6jT3XsfWwLl5W0dSs3sMwgNE7/p0Lm9BQtbIiIiImoPt56KTNRe1c3V+DD/Q3yUuxlVxhDJuGhtNNIS0zB70Gx4K6VHcqXoB/y3XWFr9hsGeX1em+ea/ZPafT0iIiIiIpLGwpZ6hDPVZ5B1Mgvbi7fDYDZIxo3sE4/02x7DhH4TIJfZr8N1ljlwLBrHrIPqQiYAwNA3A6bQe6Go3ANZQwE0Bc+2cu6dHb4uERERERHZ41Rk8liiKOKb8m+QmZuJLy98KRknh4h7NY14KHIABk7unrWt/tsDHLYb+j6I5mEvAfL2jxL3JpyKTERERETtwRFb8jgGswE7Tu9AZm4miquKJeN8BQsWetfhIZ86RClMMPqNQlM35ajv9yjUpe8BAEQIaJj4LSw+A7vp6kREREREvQsLW/IYNboafFLwCTbkb8DVpquScRG+EXgoxB+Lmj+H3033nxUVPt2RJgBAH7ccsqZSyBqLYIj9BYtaIiIiIqIuxMKW3F5pTSnWnVyHbUXboDPrJOMSQxOxJGkJJvWfBN/8P0Bd2mKWfTdO/xW9wtE09sNuux4RERERUW/GwpbckiiK+O7yd8jMzcSB0gMQ4XgpuEyQYVL/SchIysCIsBHWdsFiv4GUKO++EVsiIiIiIuo+LGzJrRgtRuw+sxtrc9fi1NVTknEahQZzBs/B4mGLEa2Ntg+w6O2azNrEzkyViIiIiIjcBAtbcgt1+jpsPLUR2XnZqGiskIwL8wnDomGLMG/wPPip/aQ7dDBia4xc0BmpEhERERGRm2FhSy5VVleG9SfXY3PhZjSbmiXjhvQZgiVJSzBlwBQoZco2+xVajNg2D30BkKtvOV8iIiIiInI/LGyp24miiB+u/IDM3EzsK90Hi2hxGCdAwIR+E5CelI5R4aMgCILzF2kxYmvxHnArKRMRERERkRtjYUvdxmQxYe/Zvcg8mYmTFScl47zkXpiVMAtpw9LQL6Bfh65lt3mUjKO1REREREQ9FQtb6nINhgZsLtyM9SfX41LDJcm4Pt59rOtnA7wCbu2iLQpbUaa6tf6IiIiIiMhtsbClLlNeX47svGxsOrUJjcZGybj4oHgsSVqCuwfeDaW87fWzzhDMLa7HEVsiIiIioh6LhS11upMVJ5GZm4k9Z/fALJol4+7qexcykjJwe+Tt7Vs/CwCiCFh0gFzj8Jisznaqs0UT1b7+iYiIiIjIY7CwpU5htpixr3QfsnKz8P2V7yXj1HI1ZsTPQFpiGgYEdmxDJ1l9IbyPZUDWfAH6AY9Dn/AMBN1lqEtWAaIJiqs5EPDjhlSiQgtRHd6haxERERERkftjYUu3pMnYhK2FW7Hu5DqU1ZdJxgVpgvDA0AewYMgCBGoCb+ma6uIXIW8sBgB4lbwGY/hseJ/4b8jrfnAYb/ZNANo7IkxERERERB6DhS11yJWGK8jOy8bGUxtRb6iXjBsYOBDpSem4d+C9UCs6Z52r6tJmm8c+x9Iga5Yuqs1ByZ1yXSIiIiIick8sbKldCq4WIDM3E7tO74JJNEnG3Rl1JzKSMpAcndz+9bOtMdbYNbVW1Fo0faGLe7Lzrk9ERERERG6HhS21ySJacPD8QWTlZuHbS99KxillStwXdx/SktIQHxTfJbnIG4qcPhUdyAAAIABJREFUjjVEzEHzqA+6JA8iIiIiInIfLGxJUrOpGZ8WfYp1uVkorTsvGRegDsCCoQuwYOgC9PHu06U5yZovthljUQVDN+wVGCPmdmkuRERERETkHljYkp3Kpkp8mPchPi74GLX6Wsm4/v79kZaUhhnxM6BROLjtThcQDJVtxjSNWQ9z4NhuyIaIiIiIiNwBC1uyKrpWhKyTWfii5AsYLUbJuDERY7Bk+BKk9k2FTJB1Y4aAoG+7sBVVXTtqTERERERE7oWFbS8niiK+KvsKmbmZOHLxiGScAiJmahqwtI8fYu55txsztCUYrrYZY2FhS0RERETUq7Cw7aX0Jj0+K/kMWblZOFNzRjJOK5iR5lOHJT51CJebAXMlpCcndzGLEerza9qOU/h1fS5EREREROQ2WNj2MlXNVfgw/0N8lP8RqnXVknHR2mg8GBWPRdWr4SMTbQ+KZkCQd3GmN1/PAnXh3+B1elWboYboDKAzby9ERERERERuj4VtL3Gm+gyycrOwvWQ7DGaDZNzI8JHISMrA+Jjx0JS+A02taB9kburWUVFl+ceSRa3ZJx7yxmIAgEUdhubEtotfIiIiIiLqWVjY9mCiKOKb8m+w9sRafFX2lWScXJBj2oBpSE9Kx7CQYdZ2wdToMF67cwDM/iOhj38KptDpnZ63qnQNlOUfApBDlHtBWbnbYZwpeDwax34M5eVPISq0MIVM4WgtEREREVEvJNTU1DgYkiNPZjAb8MXpL5CZm4mSqhLJOF+lL+YOmYtFwxYhwjfC/vjB8ZDXnWj7epEPQN5wCqLcB7LGEpiD7oR+wBMwB45pd+7y6m/h+9XUNuN0CSugj/0lIFe3+xrk/oqLixEfH+/qNIiIiIjIQ3DEtgep0dXg44KP8WHeh7jaLL17cKRvJBYnLsachDnwUfk4jJHVFzhV1AKAqvxD23Mvb4Py8jYYotPRPPRFQKl1+jkoru1vM6ZuajFEdYjTfRIRERERUc/GwrYHKK0pRdbJLHxa9Cl0Zp1kXFJoEpYkLcHE/hOhkEm/9aozb0FT8Mwt56Uqy4KgK0fTHZscB4givPJ+B9X5NRBEE5qHvgSvwr9K9idCQHPSGyxqiYiIiIjIBgtbDyWKIo5dOobM3EwcOH9AMk4myDC5/2SkJ6VjRNiINvsV9JXwOvXnTstTeTUHMNYAygC7Y/Kqr6Aufc/6WJP/tF2MfsATMAXfBQAwa4dB9IrstNyIiIiIiKhnYGHrYYwWI3ad2YXM3EycunpKMs5b6Y2fJPwEacPSEKWNcrp/xZXPIYjmdudlUQZAZqxxeExVtg6G2F9cv02QuRlQ+EJovgDfwzPa7Fc/4HGO0BIRERERUatY2HqIOn0dNhZsRHZ+NioaKyTjwnzCsDhxMeYmzIWfumtvydM8+C+w+MbD1GcSIFMCkEEwVkG7a6BNnCb/j9Dk/9H6WB/zX1CfX9Nm/8bQe1jUEhERERFRm1jYeoA136/Bv4//G82mZsmYoX2GYsnwJZgcOxlKmbLjFxNkToWJggKGgb+yb1cFQxf/NLyKX5I815miFgCah//DqTgiIiIiIurdWNh6AC+Fl8OiVoCAif0mIj0pHSPDR0LohHu4ChaDU3GiSnok1dRnItBKYeuMhuQvOFpLREREREROYWHrAWYPmo1/HvsnGgwNAK4XurMHzUZaYhpi/GM692KmOqfCjJFzJY+Zg+5E85C/QVPwJ6cva9YmAWYdIPeGoe8SmIPudPpcIiIiIiLq3VjYegAflQ/mD56Pz0o+w6JhizBv8Dz4e/l3ybUEY73DdmPIVCgrdwMAzD6DoI/9eav9GAb8EjJdGdRn/9nmNZuH/BWGAf/d/mSJiIiIiIgACDU1NaKrk6C2NRgaoJaroZTfwvpZJ3id/K3NLXiA6zse108/B5j1gCAAgsKptbiyhmL47h8LAdIfMVHujfrJeRBVgbeaOvUgxcXFiI+Pd3UaREREROQhOGLrIXxVvt1yHZn+il2bqAy6/he5ul19WXzjoUtcBa9Tz8GiCoYpfBZkTWchyjSw+MbDoomCMew+h/e4JSIiIiIichYLW7JSlq2H8vJWu3Z9wjMd7tPQ72EYYv4LgAUQ5LeQHRERERERkWMsbHsxWX0+1CVvQl77HUSFLxS13zuMM4bPurULCQIAFrVERERERNQ1WNj2VhYTfI7MgUxf0WpY/fivgFu5Ly4REREREVEXa3sHIOqR5NVH2ixqzX5DYfEd0k0ZERERERERdQwL215KsBhaPW5RhaDptnf/bxoxERERERGR++JU5F5KlJheXDfpBwimeli8+wEKv27OioiIiIiIqP1Y2PZSgkXvsF307tfKXWeJiIiIiIjcD6ci91bmJrsmUaZyQSJERERERES3hoVtLyWYdQ4aWdgSEREREZHnYWHbW5mb7Zo4YktERERERJ6Ia2zdmWiGuuQ1wGKEYDECogm6oX/rlK4Fi/2IrTFqQaf0TURERERE1J1Y2Lo1AV5FL9q06IY83zm34HEwYqsf+MSt90tERERERNTNOBXZnQkyiEKL7x5EY+d03aKwNUQtgugV2Sl9ExERERERdScWtu6u5bpXi6Fz+m0xFdniO6hz+iUiIiIiIupmLGzdnaC0fWjpmhFbUe7VKf0SERERERF1N66xdXOiTAWbFbVOjtjKq7+BqvTfEIy1sHjHwhg+E6rz/4FgrIYp7D4ILe9jK9N0Ws5ERERERETdiYWtu2s5FdmJNbaCoRo+h38CwfLjqKz63L+sf1dW7rI7R5SzsCUiIiIiIs/UKwrbt956C8XFxRg8eDB+/vOfuzqddhFl9lORxTbOkdcetylqnboOC1siIiIiIvJQvWKN7dSpU/Hwww+7Oo2OETqweZSDW/m0ScY1tkRERERE5Jl6RWE7ePBgeHl5aOHWYsQWYtuFrWDRt/sy3DyKiIiIiIg8lUunIhcVFWHnzp0oLS1FTU0Nli5ditTUVJuYnJwc7NixA7W1tYiMjMTChQsxaFDvuTWNo6nIbWpnYStCBovv4HadQ0RERERE5C5cWtjq9XpERkYiOTkZq1evtjt+9OhRbNiwAWlpaYiPj0dOTg7+/ve/Y+XKlQgODgYA/PnPf3bY9xNPPIGgoKAuzb9bdGQqcjvvdWvsuwSiV1i7ziEiIiIiInIXLi1sk5KSkJSUBABYs2aN3fFdu3YhJSUF48ePBwCkpaUhLy8P+/fvx7x58wAAK1eu7L6EXaHlVGQnilbBrGvXJZoTX21XPBERERERkTtx212RTSYTSktLMX36dJv2oUOH4vTp01123eLi4i7ruyPidSb43/S4vOwc6qojWj0nrOoi+jrZf2HUW6g/Xdrh/Ii6irv9WyQiIiIi14mPj2/1uNsWtg0NDbBYLNBqtTbtWq0WBQUF7err9ddfx4ULF2AwGPDb3/4WP/vZzzBw4ECHsW29YN3NuyYAaPrxcVRECMLCWs9RXewHXHV8rGnkGsirj0BR9TWMEXMQPjAd4YLQiRkT3bri4mK3+7dIRERERO7LbQtbKaIoQmhnIfbkk092UTbdQGj/VGSpzaNMgXfAGD4Lxsi5nZAYERERERGRe3DbwtbX1xcymQx1dXU27fX19XajuD2ZKLPdPMqZXZGFFsWvMfRuGKMWwhg6HZC57VtORERERETUIW57H1uFQoF+/fohPz/fpj0/P19yGnGPZHcfW2du92O7eZSpzwQYI+cBCt9OTIyIiIiIiMg9uHT4TqfToaKiAsD1KcZVVVU4f/48fHx8EBwcjGnTpuH9999HbGws4uLisH//ftTW1mLChAmuTLt7yVre7seZwrbFdGWZV+flQ0RERERE5GZcWtiWlpbitddesz7eunUrtm7diuTkZDz88MO4/fbb0dDQgO3bt6O2thaRkZH41a9+Zb2HbW8gCi2nIrf/dj8tpzMTERERERH1JC4tbBMSEvDee++1GjNp0iRMmjSpmzJyQ3ZTkZ3ZPIojtkRERERE1Hu47Rpb+j8dmIostNgVmSO2RERERETUk7GwdXNii9v9ODMV2e52PzJ1J2ZERERERETkXljYuruWU5GdWWPbcsRWzqnIRERERETUc7GwdXctphHLdJcA0dL6KfUFrfZBRERERETUk7h08yhqm9hixFZVlglVWab1scUrCjLdRRii02HxGQj16TchmOpsO+HmUURERERE1IOxsHV3QuujrTLdRQCAqixLMoabRxERERERUU/GqcjurjOKUm4eRUREREREPRgLWzdn9h10y32ICr9OyISIiIiIiMg9sbB1c+agZOhj/qvD55uC7oLoFdaJGREREREREbkXoaamRnR1EuQEYx2Ul7cBohmCaIQoKCFY9BBlagjmZogKHwgWA0S5BoKpARAUEGVKGCPmAgofV2dP1C7FxcWIj493dRpERERE5CG4eZSnUGph7Jvu6iyIiIiIiIjcDqciExERERERkUdjYUtEREREREQejYUtEREREREReTQWtkREREREROTRWNgSERERERGRR2NhS0RERERERB6NhS0RERERERF5NBa2RERERERE5NFY2BIREREREZFHY2FLREREREREHo2FLREREREREXk0FrZERERERETk0VjYEhERERERkUdjYUtEREREREQejYUtEREREREReTQWtkREREREROTRWNgSERERERGRRxNqampEVydBRERERERE1FEcsSUiIiIiIiKPxsKWiIiIiIiIPBoLWyIiIiIiIvJoLGyJiIiIiIjIo7GwJSIiIiIiIo+mcHUCdGuqqqrw/vvvo76+HnK5HLNmzcKoUaNcnRZRl3jppZeg1+thsVgwZswYzJo1y9UpEVEvwZ8/5Er8/PUMfB+7Fm/34+FqampQV1eHmJgY1NXV4fnnn8df//pXqNVqV6dG1Omam5uh0WhgsVjw8ssvIz09HTExMa5Oi4h6Af78IVfi569n4PvYtThi6+ECAgIQEBAAANBqtfD29kZDQwMLW+qRNBoNAMBkMsFkMrk4GyLqTfjzh1yJn7+ege9j12JhK6GmpgYbN25Ebm4udDodQkJCkJ6ejoSEhE67RlFREXbu3InS0lLU1NRg6dKlSE1NtYvLycnBjh07UFtbi8jISCxcuBCDBg2yizt37hzMZjOCgoI6LUeizuLM592Zz/oLL7yA8vJyTJw4kd9yEnmwzz77DN999x2uXLkChUKBAQMGYN68eYiKiurU63Tm71r+/Ok5cnJysH//fly7dg0AEBkZiRkzZmD48OGdeh1+/rrP9u3bsXnzZkyaNAlpaWmd2jffR8/AzaMcaGpqwssvvwxRFPGrX/0Kf/nLX7B48WJotVqH8SUlJTAajXbtlZWVuHr1quR19Ho9IiMjsWjRIqhUKocxR48exYYNG3DfffdhxYoVGDhwIP7+979bfxDf0NDQgNWrV+Ohhx6CIAjteLZE3aOtz7uzn/U//vGPePXVV3HhwgVcvHixu9Inok5WWFiISZMm4emnn8by5cshk8nw+uuvo7Gx0WG8O/yu5c+fniMwMBDz58/Hs88+iz/96U8YPHgw3n77bZSVlTmM5+fPvZ0+fRoHDx5EdHR0q3F8H3s2FrYOfPHFF/D398eyZcsQGxuLkJAQDBkyBBEREXaxoihi/fr1+Ne//mUzpeDatWtYtWoV9u3bJ3mdpKQkzJs3D6NHj5YsRnft2oWUlBSMHz8eERERSEtLg7+/P/bv32+NMRqNePvtt3HvvfciLi6u40+cqAu19Xl35rN+g0ajweDBg3Hy5MnuSJ2IusBvfvMbpKamIioqCtHR0Vi2bBnq6+tRUlJiF+sOv2tv4M+fnuG2225DUlISQkNDER4ejrlz50KtVuP06dN2sfz8ubempia8//77eOihh+Dt7S0Zx/ex52Nh68D333+P2NhYvPPOO3jyySexcuVK7N27F6Jov8+WIAh44oknUFFRgXfffRdmsxlVVVVYtWqVdVpVR5lMJpSWlmLo0KE27UOHDrX+4BVFEWvWrMHgwYORnJzc4WsRuZIzn/WmpibU19cDuP5lTn5+PsLDw7s9VyLqGjqdDqIoOvyPqat/1/LnT89msVjwzTffQK/XY+DAgXbH+flzb2vXrsWoUaMwZMiQVuP4PvZ8XGPrQGVlJfbt24dp06bh3nvvxYULF7B+/XoAwOTJk+3itVotli9fjldffRXvvPMOLl68iL59+2LZsmWQyTr+3UFDQwMsFovdFGitVouCggIA16dUfPvtt4iKisLx48cBAMuWLWtzKgaRO3Hms97Y2Ih//etfMJvNEEURY8aMwYgRI1yRLhF1gezsbPTt29dhYQG49nctf/70TGVlZXjppZdgNBqhVqvxi1/8QvL/T/z8uacDBw6goqICy5Ytcyqe72PPxsLWAVEU0b9/f+s3NzExMbhy5QpycnIcFrbA9d2Jf/rTn+L555+Hv78/HnnkEcjl8i7L78Y0iPj4eLz77rtdch0iV7v5sx4SEoJnn33WxRkRUVfYsGEDSkpK8Pvf/77V/1y66nctf/70TOHh4VixYgWamprw3XffYc2aNXjqqackNzDj58+9XL58GZs2bcLvfvc7KBTOlzR8H3suTkV2wN/f3249bUREBKqqqiTPqa+vx5o1a5CYmAi5XI61a9fCYrHcUh6+vr6QyWSoq6uzu5bURlZEnoifdaLea8OGDTh69CiWL1+OkJCQVmP5u5Y6k0KhQGhoqHUwo2/fvti1a5dkPD9/7uX06dNoaGjAc889h8ceewyPPfYYioqKsG/fPjz22GMON4kC+D72ZCxsHYiLi8Ply5dt2q5cuYLg4GCH8Y2NjXjjjTcQEBCAX/ziF3jqqadw6tQprF271uG6XGcpFAr069cP+fn5Nu35+fmSU7WIPBE/60S9U3Z2No4cOYLly5c73KDxZvxdS13NYrFI3luUnz/3M3LkSDz33HNYsWKF9U+/fv1w++23Y8WKFQ5Hcfk+9mzyp59++jlXJ+FugoKC8Omnn0IQBAQEBKCgoACbN2/Gvffei9jYWJtYURSxatUqeHt74/HHH4dSqYSPjw+GDx+OzZs3o7GxUXIxu06nQ3l5OWpra3Ho0CFERUVBo9HAZDJZN8/w8vLC1q1b4e/vD5VKhe3bt6O4uBhLly5tdec3InfT1uedn3Wi3iUrKwtff/01fvaznyEoKAh6vR56vR4A7P5Dyt+11Nk++eQTKBQKiKKIqqoq7N69G0eOHMG8efMQFhZmE8vPn3tSKpXQarU2f44cOYLg4GCkpqba7V7M97HnE2pqajr+9UQPduLECWzatAmXL19GUFAQJk+ejMmTJzvc4vvGtzFqtdqm/dKlSxAEQXLHs8LCQrz22mt27cnJyXj44Yetj5252TORu3Pm887POlHv8eijjzpsnzVrFmbPnm3Xzt+11JlWr16NwsJC1NXVQaPRIDo6GtOnT0diYqLDeH7+PMOrr76KqKgopKWlOTzO97FnY2FLREREREREHo1rbImIiIiIiMijsbAlIiIiIiIij8bCloiIiIiIiDwaC1siIiIiIiLyaCxsiYiIiIiIyKOxsCUiIiIiIiKPxsKWiIiIiIiIPBoLWyIiIge+/PJLPProo7h69aqrU+nxOvO1Xr16NX7+8587Ffv0009j9erVt3zN1vp/8803u6x/IiL6kcLVCRARkWf68ssv8cEHH1gfKxQK+Pj4ICoqCsOHD0dqaiq8vLxclyARERH1GixsiYjolsyaNQuhoaEwm82ora1FYWEhNmzYgF27duHxxx9HdHS0q1PskOTkZIwdOxYKBX9VdjW+1kREdKv4G4SIiG7JsGHDMHDgQOvj++67DwUFBXjrrbfw1ltv4S9/+QtUKpULM+wYmUwGmYwrdroDX2siIrpVLGyJiKjTDRkyBDNmzMCmTZtw+PBhjB8/HgBQVlaGnTt3oqSkBNXV1fDy8sKQIUNw//33IygoCABw5coVPPPMM3jggQcwbdo0m37Ly8vx5z//GYsXL8bkyZNhNpvx+eef4+uvv0Z1dTXUajXCwsIwbdo0jB49utUcc3JysH//flRWVkKhUKBPnz4YN24cJk6cCODHqdYvvvgi+vTpAwB49dVXUVdXh8cffxzr169HcXEx1Go17rrrLsyZM8emOBNFEfv27cOBAwdw5coVqNVq9O3bFzNnzsSgQYOscd988w12796NixcvQi6XIz4+HvPnz0dkZGSbr3NVVRWys7ORn58PhUKBkSNHYsqUKVi5ciWWLl2K1NRUa+yVK1ewZcsWFBQUQKfTWV+nm2MKCwvx2muv4ZFHHkFtbS327t2L2tpaxMTEID09HTExMTbXd6bPjr7WFRUV2LhxI0pKStDY2Ag/Pz8MGDAACxcuRGBgYJuvzbVr15CVlYWioiKoVCqkpKRgzpw5bY4KNzY2YtOmTfj+++/R2NhozXXatGkQBMEmtuV7FxUVhbvvvhu33XabZP/Hjh3De++9h+TkZCxZsoQFPRFRJ2FhS0REXeLOO+/Epk2bkJ+fby1s8/PzcfnyZdxxxx0IDAxERUUFDhw4gHPnzuG5556DSqVCWFgYBg4ciMOHD9sVtocPH4ZcLsftt98OANi2bRs+++wz3HXXXejfvz8MBgPOnz+PM2fOtFrYHjx4EOvWrcOoUaMwadIkmM1mlJeXo6SkxFpsSWlubsbrr7+O4cOH47bbbkNeXh4+//xz9OnTx/o8AWDt2rU4ePAghgwZgtTUVIiiiNOnT6O4uNha2H7++efYuHEjRo0aheTkZOh0Ouzbtw8vv/wynnnmGYSEhEjmodfrsWrVKlRVVWHy5MkIDg7G8ePHHW6GdOnSJbz00kvw9fXFtGnT4O3tjRMnTuCDDz5Ac3Mzpk6dahO/a9cumM1m65cHO3bswP/+7//ib3/7m7UwdLbPjrzWJpMJb775JgwGAyZOnAh/f3/U1tYiLy8P1dXVbRa2oijizTffRN++fTF//nwUFhZix44daGpqwoMPPih5ntFoxGuvvYby8nJMmDABEREROHHiBD766CNUV1dj4cKF1tjt27dj8+bN6N+/P2bOnAmVSoXS0lLk5eVJFraHDx/GmjVrMGHCBCxevNiuUCYioo5jYUtERF0iKCgIGo0GlZWV1rYJEyZg+vTpNnEjRozAK6+8gu+++w533nknACAlJQVr165FeXm5deRSFEUcOXIEiYmJ8PPzAwCcOHECiYmJrRYrjpw4cQKRkZFO7557s9raWjz44IMYN24cAGDixIlYuXIlDhw4YC1sCwsLcfDgQYwbN84mt2nTpkEURQDXRxS3bNmCWbNmYfbs2daY5ORkrFixAtu3b8fSpUsl8zhw4AAqKirw05/+1FroT5w4Ea+//rpdbHZ2Nvz9/fGnP/0JarXaGvvOO+9gy5YtGDdunLUduF68P/fcc1AqlQCA8PBwvP3228jPz8fw4cPb1WdHXutLly6hsrISP/vZz2y+oJg5c6ZT55vNZgwaNAhLliwBAEyaNAmrV6/GoUOHMH36dISHhzs87+DBgygrK7N7f//5z39iz549mDhxIsLCwlBRUYEtW7YgMTERjz/+OORyubWPG+9vSwcOHEBmZiamT5+O+++/36nnQUREzuP8FyIi6jJqtRo6nc7m8Q06nQ4NDQ0IDw+Ht7c3SktLrcfGjBkDpVKJw4cPW9uKiopQVVVlLX4BQKPRoLy8HJcvX25XXhqNBtXV1Th79my7n5NSqbSbapuQkGBzq5pjx44BAObMmWN3/o1RuuPHj8NsNuP2229HfX299Y9cLkdsbCxOnTrVah4nT56EVqu1KfxkMhkmTZpkE9fY2IiCggKMGTMGBoPB5lqJiYnQ6XQ4d+6czTkpKSnWohaAdYT5xpcU7emzI6/1jd208/LyoNfrnT7vZpMnT7Z7LIoiTp48KXnOiRMn4Ovra/P+CoKAu+++G6IoIjc3F8D1904URcyePdumqL0R39Lu3buxdu1azJw5k0UtEVEX4YgtERF1Gb1eD61Wa33c2NiIjRs34tixY2hsbLSJbW5utv7d29sbt912G44cOYK5c+dCEAQcPnwYGo0GI0aMsMbNnj0bb7/9Np599llERERg2LBhGDt2LGJjY1vN65577kFBQQFeeOEFhISEYMiQIRgzZgyGDBnS5nMKDAy0Wxfp7e1t83wqKyvh5+dn89xbunLlCgBgxYoVDo+3teHWtWvXEBISYpdLWFiYzeOKigqIooht27Zh27ZtDvuqr6+3eRwcHGzz2MfHBwCsz7E9fXbktQ4JCcGUKVOwZ88eHD58GHFxcRg+fDjuuOMO62h9awRBQGhoqE3bjdfl2rVrkuddu3YNYWFhdq9pRESEzbk3CvyoqKg2cykpKUFeXh6mTJliMzJPRESdi4UtERF1iaqqKjQ3N9usE3333XdRXFyM6dOnIyYmxjoy995778Fisdicn5ycjKNHj6KoqAgDBgzAsWPHrCO5NyQkJOCFF17ADz/8gPz8fBw+fBh79uzBnDlzcN9990nmFhkZieeffx4nT55EXl4eTpw4YZ1KfGP6qhRnNvsRRbHN9ZM3nu8TTzzhsM+ObirUcirsjetMnToVSUlJDs9peUumtq7dnj47+lovWrQI48aNs763H330EbZv346nnnrKqYKyKznz/t4QEREBg8GAb775BhMnTpScBk1ERLeGhS0REXWJG9OIhw0bBgBoampCfn6+3ZpSo9FoN3p74zx/f38cPnwY9fX1aG5utpmGfIOPjw9SUlKQkpICg8GA//mf/8G2bdtwzz33tFqgqdVqjB49GqNHj4bZbMbq1atx4MABzJw506ldd1sTGhqKvLw81NXVSY7a3hhRDAoKcmoH5JaCg4NRVlYGi8Vi8zwrKips4m58sSCXyzF06NB2X8eR9vbZ0dc6KioKUVFRuO+++1BWVobnn38ee/bsaXPLTI90AAAFhElEQVRNtSiKqKiosCmAb4yQtxyNvllwcDDOnz9v95peunTJ5tzQ0FCIooiLFy+2OTvAx8cHv/zlL/Hqq69i1apV+N3vftfqpmBERNQxXGNLRESdrqCgANu3b0efPn2sxajUCNeuXbscbrgjk8lwxx134NixYzh06BCCg4MRHx9vE9PQ0GDzWKVSISIiAiaTCQaDQTK/lufJ5XLrCGNTU1PbT7ANN9a9btmyxe7Yjec6atQoyOVybN261W60GrCfHtxSYmIi6urqrOt5gesjqTk5OTZxWq0WgwcPxoEDB1BVVdXu6zjSnj478lo3NzfDbDbbtIWHh0OpVDr8EsSRvXv3Onx844sWR4YPH476+np8/fXX1jZRFLFz504IgmAdnR45ciQEQcC2bdvs3jtHn+WAgAA8+eSTkMlkeP3111FdXe3UcyAiIudxxJaIiG5JXl4eKisrYTabUVdXh1OnTqGgoABBQUF4/PHHrVOHNRoNEhISsGPHDphMJgQHB6OkpARFRUXw9fV12HdKSgp27tyJvLw8zJgxw644XrFiBeLj49G/f3/4+vqirKwMhw4dQlJSknWasyNvvPEGtFot4uLioNVqUVlZib179yIqKsq6nvJWJCQkICUlBQcOHMDVq1etBdGZM2cQFRWFGTNmICQkBPPnz8eHH36IF198EaNGjYKPjw+uXbuG3NxcxMbGtjpVd/z48cjJycHq1atx7tw56+1+bqxVvvm1Sk9Px8svv4yVK1di3LhxCA0NRUNDA86fP4+8vDz84x//aPdzdLbPjrzWp06dwrp16zB69Gjr2tijR49Cp9Nh7NixbeYml8tRVFSE9957D3FxcSgsLMSxY8eQmpra6vs7btw4HDx4EGvXrsWFCxcQFhaG3Nxc5ObmYsqUKdZcQkNDMXPmTGzbtg0vvfQSRo8ebb3dj1KpRHp6ul3fwcHBWL58OV555RW8/vrr+O1vf9vqGmwiImofFrZERHRLbmwepFAo4OPjg6ioKCxcuBCpqal2xeUjjzyC7OxsHDhwAGazGfHx8Vi+fLnDW9QA16eixsTE4Pz58w6nIU+ZMgU//PADTp06BaPRiMDAQNxzzz245557Ws15woQJOHLkCHbv3g2dTgd/f3+kpqZixowZHV7b2tJDDz2E6OhoHDx4EJ988gm8vLwQExODhIQEa8y0adMQFhaGnTt34rPPPoPFYkFAQADi4uJw1113tdq/Wq3G8uXLkZ2djX379kGhUGDUqFFITU3Fyy+/bLMWOTw8HM888ww+/fRTHDlyBPX19fD19UVkZCQWLFjQoefnbJ8dea2jo6ORmJiI3NxcHDx4EAqFApGRkfjlL38peY/YmwmCgF//+tfIysrCJ598AqVSienTp2Pu3LmtnqdUKrF8+XJs2rQJR48eRWNjI/r06YMFCxbY3VN59uzZ6NOnD/bu3YstW7ZAqVQiMjISd999t2T/oaGh+M1vfoPXXnsNb7zxBp566inrxlxERHRrhJqaGsc3XCMiInIDL774IkRRxB//+EdXp+IRvvvuO/zzn//E73//e8TFxbk6HSIiom7BNbZEROS2Ll68iDNnziA5OdnVqbilluuILRYL9uzZA41Gg379+rkoKyIiou7HqchEROR2Ll68iNLSUuzZswe+vr4sbCW8/fbb0Gq16N+/P4xGI44dO4azZ89i/vz5NlORiYiIejoWtkRE5HaOHTuGTz/9FKGhoXj00Udb3QiqN0tMTMShQ4fw3XffwWw2IywsDBkZGZgwYYKrUyMiIupWXGNLREREREREHo1rbImIiIiIiMijsbAlIiIiIiIij8bCloiIiIiIiDwaC1siIiIiIiLyaCxsiYiIiIiIyKOxsCUiIiIiIiKP9v8B9RxOoZnDO0MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"fivethirtyeight\")\n",
    "reg = LinearRegression().fit(X,y)\n",
    "fig, ax = plt.subplots()\n",
    "plt.yscale('log', subsy=[1])\n",
    "ax.yaxis.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.yaxis.set_minor_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "\n",
    "ax.loglog(df.ind, df.Value, color = \"orange\") #plots ind and Value on log axes (values aren't log)\n",
    "\n",
    "#linear regression - but based on the log-log graph so need to take log of values first \n",
    "X = np.array(np.log10(df.ind)).reshape(-1,1) #makes it a list of lists incase we had multiple linear regression\n",
    "y = np.array(np.log10(df.Value))\n",
    "#now X and y are how they look on a log-log chart\n",
    "\n",
    "ax.plot(np.power(10,X), np.power(10,reg.predict(X)), color = \"forestgreen\") #plot the X and predicted y as per X\n",
    "plt.title(\"Linear regression on log-log plot\")\n",
    "plt.xlabel(\"Days since genesis block\")\n",
    "plt.ylabel(\"Price in USD\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"fivethirtyeight\")\n",
    "plt.plot(np.log(df.ind), np.log(df.Value), color = \"orange\") #plots ind and Value on log axes (values aren't log)\n",
    "\n",
    "#linear regression - but based on the log-log graph so need to take log of values first \n",
    "X = np.array(np.log(df.ind)).reshape(-1,1) #makes it a list of lists incase we had multiple linear regression\n",
    "y = np.array(np.log(df.Value))\n",
    "\n",
    "#now X and y are how they look on a log-log chart\n",
    "reg = LinearRegression().fit(X,y)\n",
    "\n",
    "#remember plt plots on a linear axis and our X and y have been \"logged\"\n",
    "plt.plot((X), (reg.predict(X))) #plot the X and predicted y as per X\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_value(days):\n",
    "    df1 = df[:days]\n",
    "    X = np.array(np.log10(df1.ind)).reshape(-1,1) #makes it a list of lists incase we had multiple linear regression\n",
    "    y = np.array(np.log10(df1.Value))\n",
    "\n",
    "    #now X and y are how they look on a log-log chart\n",
    "    reg = LinearRegression().fit(X,y)\n",
    "    #now need the difference between price(in log form) and output\n",
    "    return (reg.predict(X)[-1]) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "oss_values = np.log10(df.Value) - [get_value(x+1) for x in range(len(df))]\n",
    "oss_values = list(oss_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "ax2 = ax1.twinx()\n",
    "ax1.plot(df.Date, np.log(df.Value), color=\"orange\", linewidth=1, label = \"Price of Bitcoin\")\n",
    "ax2.plot(df.Date, oss_values, color=\"blue\", linewidth=1, label = \"Oscillator\")\n",
    "ax2.set_ylim([-1, 5])\n",
    "plt.legend(loc=\"upper left\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n",
      "1174 0.9618260883557936\n"
     ]
    },
    {
     "data": {
      "image/png": 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IExikEhF5gEajQc+ePXHo0CEcPnzYoSDVuGRNQUGB1YRHxqCyuLhY8nXjkEt3rgnZoUMHvP/++3jvvfdw8uRJ7NixA0uXLsUHH3yAy5cvO33ZmMjISFy6dAl1dXWSgarU78DYO7Vt2za0a9cOWq3WlEQoNTUVH3/8MXbt2mUKslsObzUep0+fPti5c6fN5XVlULFhwwbs378f06ZNE2XKLSwslAyq4+Li0KdPH+zevRv19fXIysrCyJEjERAQgH79+qFdu3bIzMxEYmIi6urqFA31BZrnDIeEhKCgoADHjx/H1VdfLbtvdnY2dDodunTpYjY8OCkpCUuWLIFOp8Nvv/2GrKwsLFmyBK+//jr0ej2eeeYZAM3XTFlZGaqqqlweqJaUlOCjjz5Cnz59JJNjffvttzYdz9o1XFtbi8rKSlFjB+Dac4mIyJk4J5WIyEOMQ2GVLNUSEBAAvV4v+ZoxYc+mTZusHscYxAqXkzEyJv0ZMGCA1WM5m0qlQu/evXH//ffjhx9+QEhICNavX+/0zzH+DrKzs0WvHT16FCUlJejZs6fZHEZj8JWVlYXMzEwEBgaasq6OHDkSarUamZmZ2L59u2lJH6OIiAj06dMHOTk5oiWHPO3MmTMAIJnYaMeOHbLvGzVqFOrr6/Hpp5+iqKjIFLAHBARg5MiRpt8ToGw+KgCEhYVhypQpAIC3335bdj+9Xo933nkHAEzLCwmp1Wr069cPjz32GL755hsAMDuXjNfM5s2bFZXNEefOnYNer8eYMWNEAeqFCxckl+axNBKhbdu2uOqqq1BcXIzjx4+LXvfkNUxE5CwMUomIPGD9+vXIzc1FUFCQormfMTExKC0tFa1bCQDTp09HZGQkPv/8c2RkZIhev3Dhgun/b7vtNkRHR2PNmjWiIGT58uU4cOAAkpOTTZV4Vzt69KhkJb28vBxardYsIZOz/OlPfwLQnL22urratF2r1eL5558H0JxEqiVj8JWfn4+vv/4agwcPNgUcUVFRGDBgAP773//iwoULGDVqlKjHavbs2dBqtZg1axYuXbokKlNVVZVpnqQ7GXvwhY0W586ds5h52hiUvvvuu2Y/A81BaUlJCb744gsEBgZi+PDhisvz4osvIiEhAatXr8bLL79slpEXaJ4/O2vWLOzduxd9+/bFI488Ynpt//79pl7wlozbWp5Lxve99NJLOH/+vOg9La8ZRxl/x7t37zYLOqurq/HEE0+gqalJ9B5joiy5oc/Gc/iFF14w+x1VVlbi1VdfBSA+h4mIfAmH+xIRuVjLJWhqa2tx4sQJUw/OSy+9JDu3rKUxY8Zg5cqVmDx5Mm644QaEhITgmmuuwS233ILo6GgsXboU9913HyZNmoQxY8agf//+qKmpwcmTJ7F9+3ZTD154eDgWLVqE++67D3feeSfGjx+PxMRE/Prrr9i0aROioqKwePFitw0L3LZtG55//nkMGTIEvXr1QlxcHIqKirBhwwbo9Xr89a9/dfpnTp48GRs3bsSqVaswbNgw3HbbbaZ1Uk+dOoXU1FSz9WiNUlNTsXbtWpSUlIh68EaPHo1//vOfpv2E/vjHP+LQoUP4z3/+gwEDBiAtLQ1du3bF5cuXcf78eezcuRNjxozBihUrnPpdpb6H0euvv46bb74ZV111FRYtWoRjx46hX79+yM/Px48//ohx48bJBknDhw9HYGAgSkpK0LlzZ/To0cP0mjFgLSkpwbBhw8x6pK2Jj4/Hd999h2nTpuH999/HN998g7S0NLRv3x4FBQXYvHkzSkpKTI0CLecrr1q1CkuWLMH111+PHj16IDo6Gnl5ediwYQMCAgJMSwoZyzh37ly89dZbGDZsmGmd1NLSUvzyyy+IjIw0zWl1VHx8PCZPnoxvv/0WI0eOxJgxY1BZWYmMjAyEhobi2muvxZEjR8zek5KSgoiICKxevRrBwcHo3LkzVCoV7rnnHnTt2hWzZ8/Gli1bsGXLFtxwww246aaboNVqsW7dOly8eBFTp04VLT9DRORLGKQSEblYy3l9arUa7du3x80334yHHnoIY8aMUXSMt956y5Q5dc+ePdDpdJg2bZpp3c4bb7wR27Ztw/vvv28admocFvjcc8+ZHevmm2/Gpk2b8O677yIzMxNr1qxBbGwspk2bhmeeeUYyW6+rpKWlIT8/H7t27cLGjRtRWVmJuLg4pKSk4JFHHlH8+7HVRx99hBtuuAHLli3DsmXLoNfr0aNHD7z66qt45JFHzNZ2NWoZfLbsOQSah78ag1S5TLZvv/02xo0bh08++QTZ2dm4dOkSoqKi0LFjRzzwwAOmoa7O9N///lf2tblz5yImJgZr167FK6+8guzsbOzatQuJiYmYM2cOZs+ejdWrV0u+t23bthg0aBD27t0r+l306NEDnTt3Rn5+vqKsvkLJycnYtWsXPvvsM6xbtw5r165FdXU1oqKicO2112Ly5MmYOnWqKPvzXXfdBa1Wiz179mDNmjWora1FfHw8brrpJsyePdtsSSDj909JScFHH32ErVu3oqqqCu3bt0ffvn1NPZXOsmDBAiQmJmL16tVYsmQJ2rdvj1tuuQXPPfec5GdFRUVh+fLlmDdvHlavXm3q8R82bBi6du2K4OBgrF69GosXL8bKlSuxZMkSBAQEIDk5GXPnznV6+YmI3E1VUVFhfTIUERERERERkRtwTioRERERERF5DQapRERERERE5DUYpBIREREREZHXYJBKREREREREXoNBKhEREREREXkNBqlERERERETkNRikEhERERERkddgkEp+IScnx9NFIB/G84ccwfOHHMHzh+zFc4cc4enzh0EqEREREREReQ0GqUREREREROQ1GKQSERERERGR12CQSkRERERERF6DQSoRERERERF5DZcEqTt27MDUqVORnJwMjUaD5cuXW33Pb7/9hltvvRUJCQlITk5Geno6DAaD2T7Z2dlITU1FfHw8+vfvj6VLl7qi+EREREREROQhLglSa2pq0KdPH7z11lsICwuzun9lZSUmTpyIuLg4bN26FW+99RYWLFiAhQsXmvY5d+4c7r77bqSkpCArKwtPPfUUnnnmGaxZs8YVX4GIiIiIiIg8INAVBx03bhzGjRsHAJg1a5bV/VetWoW6ujosXrwYYWFh6NOnD06ePIlFixbhscceg0qlwqeffoqEhATMnz8fANC7d2/s27cPCxcuxIQJE1zxNYiIiIiIiMjNvGJO6t69e3H99deb9bqmpaWhoKAAubm5pn3Gjh1r9r60tDQcOHAAWq3WreUlIiIiIiIi13BJT6qtiouL0bFjR7NtsbGxptcSExNRXFyM0aNHi/ZpampCWVkZEhISJI+dk5PjkjKT7+G5QI7g+UOO4PlDjuD5Q/biuUOOcPX5k5SUJPuaVwSpAKBSqcx+NiZNarldyT5Clr48+Y+cnByeC2Q3nj/kCJ4/5AieP2QvnjvkCE+fP14x3DcuLg7FxcVm20pLSwFc6VGV2ycwMBDR0dHuKSgRERERERG5lFcEqSkpKdi1axfq6+tN2zIyMtChQwd069bNtM+2bdvM3peRkYGBAwciKCjIncUlIiIiIiIiF3FJkFpdXY3Dhw/j8OHD0Ov1yM/Px+HDh5GXlwcAeOWVVzB+/HjT/nfddRfCwsIwa9YsHD16FGvXrsX777+PWbNmmYbyzpw5ExcvXsTcuXNx4sQJfPHFF1ixYgUee+wxV3wFIiIiIiIi8gCXBKkHDhzAqFGjMGrUKNTV1WHevHkYNWoU3nzzTQBAYWEhzp49a9o/KioK3333HQoKCjBmzBjMmTMHs2fPNgtAExMTsXLlSuzcuRMjR47EO++8g/T0dC4/Q0RERERE1Iq4JHHSyJEjUVFRIfv64sWLRdv69u2LH374weJxR4wYgaysLIfLR0RERERERN7JK+akEhF5UpVWj+k/laHjsov4v4xy1DUZPF0kIiIiIr/FIJWI/N6TOyuw4Xw9apsM+N+5OqzLrfN0kYiIiIj8FoNUIvJr+0sa8c0Z86D0iR3y0xWIiIiIyLUYpBKRX5u7RxyQ1uk43JeIiIjIUxikEpFf+7lE6+kiEBEREVELDFKJiIiIiIjIazBIJSIiIiIiIq/BIJWIiIiIiIi8BoNUIiIiIiIi8hoMUomIiIiIiMhrMEglIiIiIiIir8EglYj8WhDvgkRERERehdUzIvJrQQEqTxeBiIiIiFpgkEpEfo09qURERETehdUzIvJr7EklIiIi8i4MUonIr+kNni4BEREREbXEIJWI/FrXCLWni0BERERELTBIJSKnadIbUNGgh97gO92TgbwLEhEREXkVVs+IyCmK63QYu64EiSsKcOePZajR6j1dJEV0vhNPExEREfkFBqlE5BQfHq3G4XItACCroAHfnKnzcImU4ZxUIiIiIu/CIJWInOLdw9VmP799sMpDJbGNVE9qRCAz/hIRERF5CoNUIvJbeoMBv/7e+0tERERE3oFBKhH5rU+O10hur24yoK6J44CJiIiIPIFBKhH5rTm7L8u+NiOjzI0lISIiIiIjBqlERBI25TegosE3MhQTERERtSYMUomIZNRxfRoiIiIit2OQSkQkgzl+icidyup1+DGvHgW1Ok8XhYjIowI9XQAiIm/FNVSJyF1K6nRIXVuMi7V6tA1SYcvtseitCfJ0sYiIPII9qeSQrIIG3LWpFE/uvMT5e9TqNBkYpRKRe3x1qhYXa5ufo1VaA57bK5/YjYiotWNPKtmtWqvH1C1lqP19qY7gABXSh2k8XCryFqpWMFZWx3YXInKTr07Xmv3804UGD5WEiMjz2JNKdlt9ts4UoALAR8ek15wk8lbhgZYjafakEpG7xIepPV0EIiKvwSCV7HaZw3vJx7ULsXwL1PIUJyI3iQ1jlYyIyIh3RLJbEzuZyMfprfSUNjFzEhG5iSaYVTIiIiPeEcluXEKSfJ21U5jnOBG5i9Q8fgOnHBCRn2KQSnZjLxP5OmuncBOH+xKRm0glamvkPYiI/BSDVLIbe5nI11kLUo+Ua91TECLye40SN6QGPmiJyE8xSCW7WZvPR/7NF04Pa0Vc9Fu1W8pBRCSVqE0qcCUi8gcMUsluAa1hIUzya9bqf6cqm9xTECLyeytO1Yq21TNDIRH5KQapZDc1Y1TycQarfalERK739WlxgAoADTo3F4SIyEswSCW7MUglX2etJ3Vc5xD3FISI/JbBYMDDWZckX7vMzElE5KcYpJLd1AGMUsm3WetHDWFLDBG5WEm9fCBaauE1IqLWjEEq2Y31d7LEF6YsW0vuxJwlRORqhbXyY3or2JNKRH6KQSrZjScP+TprQShXfyAiV7M075TZfYnIXzHOIPv5QE8ZkSXWqn8GX1hHh4h8ms7CfaaRiZOIyE8xSCUiv2VtrV92YhCRq1kascGeVCLyV4GeLgD5MIlnp8FggMoXJiMSwXpPqnE22LlaFQIuN6FHFG+ZRORcloLUvcWNONQQhBsMNZjWsw0CmbCQiPyEy3pSlyxZgn79+iE+Ph6pqanYuXOn7L7z5s2DRqOR/FdSUgIA2L59u+TrJ0+edNVXICuknqts9CUjX2irsHa+6g1A+sFKTPklDINXF2Hhr1XuKRgR+Q1LIzpWn63Dfy8G4S87KrA8R3otVSKi1sglQerq1asxd+5cPP3008jKykJKSgqmTJmCvLw8yf3/8pe/4MSJE2b/hg8fjhEjRiA2NtZs3927d5vt16NHD1d8BVJAqoLPPITkS6wFqQ06A+YduBKYvvBzpYtLRET+RmmCtlVnGKQSkf9wSZD6wQcfYPr06ZgxYwZ69+6N+fPnIz4+HkuXLpXcPyIiAvHx8aZ/Wq0Wu3btwowZM0T7xsbGmu2rVqtd8RVIAfakkiU+0JFqdbhvbZN4DyZTIiJn0ils3c0ubHRtQYiIvIjTg9TGxkYcPHgQY8eONds+duxY7NmzR9Exli1bhqioKIwfP1702ujRo9G7d2+MHz8eWVlZTikz2Ueqqs76Oxn5QpBqzxI0XJaGiJzJUnZfIiJ/5fQsIGVlZdDpdKJhurGxsSguLrb6fr1ej+XLl2Pq1KkICQkxbU9ISMC7776LQYMGobGxEV9//TUmTHegIAoAACAASURBVJiA9evXY/jw4bLHy8nJsf/LkEWlpYEAgs225Zw6hVAv7dzmueBqbcx+amrSevXvvLle2MbiPtX1DRC25W08dBq9I1ipJNt487VAnpVfpgYQYnU/gOcR2Y7nDDnC1edPUlKS7GsuS1UpzPCqNOvrpk2bkJ+fj/vuu89se1JSktkXSUlJwfnz57FgwQKLQaqlL0+Oia6tAnLN5+h179EDEUHet7JRTk4OzwVXy75g9mNIUBCSkrp4qDDW6Q0GYMdFyzupgwCYL1T43/J2WD4wxnUFo1aH9x+y5GhQHXCsXNG+PI/IFrz3kCM8ff44PZqIiYmBWq0W9ZqWlpaKelelfP755xg6dCiSk5Ot7jt48GCcOXPG7rKSY6Tm5nFOKhl5e3ZfJeeqVmKuWEGtTryRiMhO1tZrJiLyR04PUoODgzFgwABkZGSYbc/IyMDQoUMtvregoACbNm0S9aLKOXLkCOLj4+0uKzmGiZPIEpWXz0qt0lo/WbU8oYnIxTjPnYhIzCXDfWfPno2HH34YgwcPxtChQ7F06VIUFhZi5syZAIBXXnkF+/fvx9q1a83e9+WXXyI8PBwTJ04UHXPRokXo2rUrkpOT0djYiJUrV+L777/HF1984YqvQAqw/k6+7NMTNVb3aZQ4yQO8O/YmIh/DIJWISMwlQeqkSZNQXl6O+fPno6ioCMnJyVi5ciW6du0KACgsLMTZs2fN3mMwGLBs2TJMmTIFbdqIk5lotVq8+OKLKCgoQGhoqOmY48aNc8VXIAWke1L5tKVm3j7c91xVk2jbrV1DseF8velnrcTIXk2w9825JiLfpbOhxVdvMCDA22+uRERO4LLESQ8++CAefPBBydcWL14s2qZSqXD48GHZ4z3xxBN44oknnFY+cpxkkOr2UpC38vZqVINE98WzAyPNglSpntSRHZRl4SQiUsKWntQmPRDspRn0iYiciV0CZDepTlMOASYjbw9SpZIiCW+IjWx1ISIXs+W5yXnyROQvGKSS3Zg4iSzx9hFpUpU9tYI7YhMDVyJyIpt6UvmMJSI/wSCV7CfxsOTzk4y8PEaV7EkNVVsvtdRcViIie+lsyOVgy/xVIiJfxiCV7GaQCEn5/CQjbw9SpcrXPtT6LXFZTi0ThBGR09jSk1rHZZqJyE8wSCW7SQWkrLyTiZdHqVJLyUQEBSAi0HrBD5RqXVAiIvJHtgSplZwoT0R+gkEq2Y1zUsmXyY3sjQuzflvcVdTg5NIQkb/S2/DgvMwglYj8BINUsptUpyljVDLy9rX8OrSRXschNsz6+g4v76t0dnGIyE/Z0pNawSCViPwEg1Sym9RzlaN9/VN5vXiilHeHqEDbIPPbX+fw5uA0TMFwX2bYJCJnsSVIvdzImw8R+QcGqWQ3DvcloxWnakXbvD1IFWbUnNk7HIDyctczUiUiJ7Alu+/lBvakEpF/YJBKdpN6ruo54NcvvfCzePirl4/2FTWoGBMpbbuobL7p+WouRUNEjrMpcZKWz1gi8g8MUsluUgEpe1LJVwj7I4yJlJSewgfLmOGXiBwnDFIf7RMuu28jH7JE5CcYpJLdmDiJLAmTS5/rJYR1PWPPr5K1UgHg5X2XnVwiIvJHwqXbYkLlk7dpbel2JSLyYQxSyW6ck0qWSK1D6k2EFUNjNuI/dA5V9P6LtZwbRkSO0wluJZba9947Uo0GBqpE5AcYpJLdpHpSmxil0u+8/UwQzUn9/b9Te7Rxe1mIyH8JY05rg1B+OF/vusIQEXkJBqlkN6kgpJ4tvOQjhP2gxp7fwbFBio9xiZk2ichBwuy+ASogsa38kN+vTouzqRMRtTYMUsluJyrE2U3rmPCUfrerqBHRn13AQ1nlXtnDLhwJYAxSQ2S6Md5IiRJtW59b5+xiEZGfEfekqvCvGzQIlqmhhXr5fH8iImdgkEp2yywQL9XBnlRqSW8AVp6uU7ysiztJ9V4AQKBE/e+W2CbM7hsh2l7RyJ5UInJMrWDNZbUKSO0YiuwJcYgOEVfT2gYxSCWi1o9BKtlFmHTGqK6JQSqJvf6LeB1VTxPPSW2u+KkkFng9X9e8rY8m0Gw7z3cictSXOebDd9W/18x6aYIwvad4jnw110olIj/AIJXsIjd6s6aJPUsk5o0d7J+flK4YStEZmoPUzhHm88TeOljl9HIRkX+rarxyw3xUYgSHcBQIEVFrxCCV7JJbpZPcXlzHIJXE5Hrevcm5KvkJ1cazelO++bBlL5xqS0Q+bkSHENP/dwpX49ZY83uTNzb6ERE5G4NUssubB6SHbxbVSQev5N98IZjLq5Y/d40x9piOIRKv+cCXIyKvFSpI5Hu1YFrB2Pbm9yZfuJ8SETmKQSrZ5XC5VnK7cFFyIgDwhambSlKRPNJHPPTuni1lzi8MEfmFuiYD6lvEoMEBQLgge5vw3vRDXj0bx4io1WOQSnaRG77JYUgkxReG+7b02nWRZj//pXsjAKBPu0DRvpvyG3DsknSjDRGRJScqzO8djXpx8ja1Snz//Lmk0aXlIiLyNAapZBe5YNTXghFyD59ovGhRL/xjUhuM7hiCMLUK03q2wRBN8xCB9sJxeb/74mSNO0pIRK3MVgXLc0kkHMff91x2QWmIiLyHuFuASAG5OTEc7UtSvC1ItTZULjpUjf/d1N70c05OKQAgTGoRVQDlDTzzich2IWrrEw2kmsYKapj/gYhaN/akkmIVDXrsLmrA5Ua9fJDqZcEIeQe9l8VwjRLlEc4DswXPeyKyh15w8/hTknhdVKmeVN5yiKi1Y08qKZJf3YS09SUoqtOjS4QaBbXSrbisrJOUC7U6nK9uQtcI77jlSPV8PnFtW0XvDVCJz3NLy9cQEcmpFwwziQ8T95tK9aTyUUtErR17UkmR9INVKPp9DdS8ah3npJLNXtjrPXOovpSYQ5rYVlkALdUQc7HGy7qKicgnNAjae4MlIlLJnlQ+aomolWOQSoosy6lVtB+r6iRnbW69p4tg8saBKqcer1LLM5+IbNcgaPUKlZijKjVtlTEqEbV2DFLJqdi6658ig+2fz+lrhMvTAECV1gAdx7oTkY1OV5pPFZBKpMSKGhH5I977yKlYT/dP3pYYyZXu7RWOQe2DRNvPVzPbJhHZZsN58xEmbYMkglQO9yUiP8QglZyKQap/8qMYFe1CArDptli0DzW/fQp7RIiILGmUSO4QI7EWc4CKD1Yi8j8MUsmp9Jwp45d0Cpr1HVjhxesEBqgwMMa8N1XLFhoiskFxnXj0xdC4YNE2qYoa7zZE1NoxSCWnYj3dP+kUdKXGhLau202wYO4YcycRkS0uNYofmJoQ8X1SarhvEx+2RNTKta5aI3kcn5v+SUl8JgzqPCmxrdTKg7YJFNw9WWkkIltoBcN9B8SI57oDgNSds1LL+w0RtW4MUsmpWE/3PwaDQdHfPUSqO8BD+rYzrwz+rV9bm48RJPg+TTz3icgGwikCQTI1Mrlb57dnlC0NR0TkixikkiJyD08hjnj0P0obJpSeQ+4gzFcyUCJbrzXCOback0pEthB2hgbKRKPVTdLbH8i85OwiERF5DS+qNpI3C1M4VNPAvPh+R2nDhDedGXrBeaq2404o6kllCw0R2UA4RUB4TzFKbCN/c+E0AyJqrRikkiKhClOzSmTUp1ZOSdIkwLvW9ROep2qV7UORhRVK9qQSkS2EydaCZWpkkYGQXJsZAErr2TpGRK0Tg1RSJEJhkMp6uv9RsvwM4F1DwcVBqu3HEPa+MrsvEdlC2LAlN9wXALbeESe5XWoZGyKi1oBBKinSVq6JV4BBqv9RGpsJh9h6kk5wotoTpArn2BaxskhENhA2bFmbtz88QbyGai0zthFRK8UglRRRWon3pkCE3KNVDPe1I/NwpKBGWVDLIJWIlFM6J9Xo4eQI0bZGjuAgolaKQSopojS+4PPS/1QorCV507kh7PG3pye1a4T5WqtlnBtGRDYoqjO/ZwjXXha6tWuoaFuT3oD1uXV4JKscy3NqmLyQyIWa9AbM2V2B3l8V4P8yylHFeT4uxSCVFFH63ONwX//zWLayZRC8qe4knEdrT5Ca2DbQ7Ocq4XoSREQW5FY1mf0cH6aW2bNZYIAKN3YKMdu2r6QR924tx1en6zA7uwKb8hucXk4iapZV0ICPj9WgqE6P/52rw1enuFaxKzFIJUWUBp8MUv1PdmGjov28qb3x5xKt2c/2ZPeNFMzTruS4OyKyQbVgPmmPyECZPa8QDgl+80CV2c9P76rApQbei4icZdvFejycVY4Pj1bjH/sqzV6bs/uy6f+rtHpsya/HOUHjE9nPZUHqkiVL0K9fP8THxyM1NRU7d+6U3Tc3NxcajUb0b8uWLWb7ZWdnIzU1FfHx8ejfvz+WLl3qquKTgNLYs4ZJHEiGt/SkSi0VY09Patsg8zexJ5WIbFEhCCYjgqzfiKwlV8qv0aHXVwX495EqyzsSkVXnq5sw8ccyfH26DnP3XMaRcq3kfvVNBoxdV4K7NpdhwDdF2Hax3s0lbZ1cEqSuXr0ac+fOxdNPP42srCykpKRgypQpyMvLs/i+b7/9FidOnDD9GzVqlOm1c+fO4e6770ZKSgqysrLw1FNP4ZlnnsGaNWtc8RVIQGn1W/jQpdat0YaFcau9ZO6GcIgdANiRNwlR7EklIgd8f968IhumoLUsWME+Wj3w1sEq1HjJPZfIV6UfrFJU/80qaEDO5St1izt/LHNdofyIS4LUDz74ANOnT8eMGTPQu3dvzJ8/H/Hx8VZ7PqOjoxEfH2/6Fxx8Jd36p59+ioSEBMyfPx+9e/fGjBkzMG3aNCxcuNAVX4EElCZjuMyKul+xpee8otGAfSXKhga70mcnxHNI7KnLCXs9KrUGZrcmIkXOVooby8IV9KQqXLIctU0GlDCZG5FDludYn3Na12RAhkTPKTttHOf0ILWxsREHDx7E2LFjzbaPHTsWe/bssfjeP/3pT+jZsyduuukmUQ/p3r17RcdMS0vDgQMHoNVKd7+T8yite1dpDaK0+tR62dpS/8Ley9Z3crGFv1WLttmz1mCgRPfrd2fr7CoTEfmX/50T3yuiQ6xXyawtU9NSgw0jXYjIPl/m1EjOJ2fGf8dZn6Vvo7KyMuh0OsTGxpptj42NRXFxseR7IiIi8Nprr2HYsGEIDAzEhg0bMHPmTCxevBj33HMPAKC4uBijR48WHbOpqQllZWVISEiQPHZOTo7jX4pQ3xgKpW0aB46fgibIteWxB88F57tYrwIQpnj/3cWNXvB3aCPaUnAhHznVlh8o0uU2P9ayX0vQT+f53mLyPp4/78mbvLJffB8KKctFTrn0/sbzp7YqCICyB2zO2VwERDBQ9Xe89zhCfJ0KtUye1NKhU7nQR/p+oOrq8ycpKUn2NacHqUYqQbZMg8Eg2mYUExODv/zlL6afBw4ciPLycvzrX/8yBalyx5Ta3pKlL0/KBf9aBNQqy1gW3ak7ekS57NSyS05ODs8FFwisbAL2Fdn0npp23bD0RA2uiw3GvUltEGBHZl2HZF8QbZo86CqoLfRQyJ0//Y4W43CLRArbygKRlNTNOeWkVoP3H2rpfHUTAPP75v29w9G7VyfJ/VueP33rqvBtYaXkfkLxnboiKS7Y+o7UavHe4yCJ+oJS4XGdkNRFvLaxL/H0+eP04b4xMTFQq9WiXtPS0lJR76olgwcPxpkzZ0w/x8XFSR4zMDAQ0dHRjhWarLJlql0Dh/v6DXv+1KPXleCLk7V4fEcFPj1R4/xC2cFSgGrJ3we0FW3jEDsiknKuqgk3/K8I/VaJG/b+2i9C0THiwpRX2+p5LyLyGC4F5TinB6nBwcEYMGAAMjIyzLZnZGRg6NChio9z5MgRxMfHm35OSUnBtm3bRMccOHAggoK8cGxpK2PLo47PRf+hczBR0NO7PD9H1RGhEllMmDyMiKQs/LUaRy9Jj0jqHK5WdAxb5qQ2ssGYyGPKGaQ6zCVjMmfPno2HH34YgwcPxtChQ7F06VIUFhZi5syZAIBXXnkF+/fvx9q1awEAK1asQFBQEPr164eAgABs3LgRS5Yswcsvv2w65syZM/Hxxx9j7ty5mDlzJvbs2YMVK1ZgyZIlrvgKJGDLs07HB6PfcMYtWKc32N2T6WmBEkOVa7QGW6bpEpGfWHJceuRIj0i14mkPChIAm9Rz3XIij7EnISOZc0mQOmnSJJSXl2P+/PkoKipCcnIyVq5cia5duwIACgsLcfbsWbP3vPPOO8jLy4NarUaPHj2wcOFCs/moiYmJWLlyJZ577jksXboUCQkJSE9Px4QJE1zxFUjglES6fDmMUf2HzglR6sVaHbpEeNccZqWGxYvne1VxbUIiskFqB+Xz1qSyisvh1AMi+9U2OfYs5/XnOJfVDB988EE8+OCDkq8tXrzY7Ofp06dj+vTpVo85YsQIZGVlOaV8pJytFxqr6P7DGX/rM5W+G6SGqMUVxmotH0xEpFyQDROvAm3Yl6MNiewnNzRfKQapjnP6nFRqffaV2LakBof7+g9n/K3fPqQsU6W3SusUYvYzg1QiskWwRGOXHK6TSuQejgZIDToDDAYDKhr0aGK92C6+2X1BXo3PRf/hjD+1gyNqPC5CMEmspF6HSw16tAthGyARWWdLT6ot+zJIJbJfnYPXz0fHavDRseZ56H00gVh9U3sktFGWII2asRZFVtl6mfK56D+c8be+WKtz/CAeFCGoNc7OrkD3FQV48WffzlxMRO5hS+8o56QSuYczl3A6WtGEJce8Y8k9X8IglZxO7+CyJOQ7nPG3zqv27SA1RKbSuODXapy1IeEYEbVelu6VwTYEnjZl92WQSmS3M05+fr9zuMqpx/MHDFLJKlvjkEsNfDD6C2cN1a3wYIaPfw/XOPT+cAu1xnf5UCIiAHUWlqMItilxkvIotYJrNhPZRW8wYM5u20ZDrR4X46LS+C8GqWSVrSHnV6drXVIO8i56gwFTfypzyrG+OOm+YTDdIsznhIxMCJHZU5nrYsXL0Bgty+G1QERApYWEarYEnlIZxeWU1DFIJbLH/hKtze8Z4WBdgsQYpJLTbcyr93QRyA32FDeistE5veblbuxJFX6SDfVDSbb0ghCRfzpZIT90MNiGXCrtQ5XfcC5xDRoiu2w4X2fze4LVKqv1AUfXXvU3rF6RVZxiSlLW5dp+E5fjaKBoC+H57OhnW+rZuCY6yLGDE1GrUN4gP/felsRJMaEBkNs7UPACEycR2WfFKftGQfWPsfzM/7nYtiUd/R2DVFKADzoSi7RlLYQWekWJV75yY4wqSmASoHLs0y1VMNnLSkQAUGVhuK9NiZMCVOgpcQ8FgKk925j9zCmpRPYpUjBUPi7sygP+z8nhAIA2gZYf+mHCliSyiOukklUW8j2QH4u0IwJ7/wYN/q93ODSfXjDb7s4RMMLOBVcO92VHBhEBQLXFINW2Y7UPDUCORE4XjeBAzO5L5Dq/TI7Ht2fqEBqowl3dwwAAbawEoY42ivsbBqlkFYfQk5TIYNtvtnIBYY4bl2rRC+ptNuQhkRRs4QCsIxIRAFRp5R+ktiROAoAwmXuOJsQ8SOVwXyLX+MfgSEQEBWBG73Cz7RFW1ohqElZAyCIORiOreFGRlAgrw1qkyNXFNpx3X7It4ensaE+qpeG+1RYqpkTkPyz1pNbZGEyGyvTWaAQNh+xJJXKNaYKh9UbWelJ5SdqGQSpZdcxCVkIiW6i9YKiLXjDH2tGboKWW03NVOpyssD2VPRG1Dlq9AW8eqMSCX6tl9ymrt60xS64iLOxJreVcHSKXkBuiH2ElVwdHJtqGQSpZ9MLey3j9l0qb3pPagWtF+QODHQm1jJ2Obw2NcnJplBPPSXUscI60Mrwn5btih45PRL7r3p/K8PbBKov73No11KZjhsoN9xXUnIvr9KjgMjRETic3RL9LhOX1pISJG8kyBqkkq6JBj4W/ybf+kn+zZxS48YYjrJR1DrdhoUAHCZ8RjnbutlWQ9YTrFRL5nw3n6/BjfoPV/Tq2se3+J9dZI+xJBYBX99vWyEzkT366UI/+qwox6JtCZBVcuVatVQvkMnJ3tRKkcnCDbRikkqyLtfLrulmi5RxWvyD8K8eHWb+dGO/rwnmc7jxnhEtBOJo4Sckah85cU5aIfMPfdlUo2s/W6f1yoz+iJJLZLT1RY9vBifyEwWDAX3dWILdahzNVOjy58xIMBkPzPyvvDZaJRWNDLQepOvak2oRBKsmyN6EMY1T/IPw7j5QY5i2cOjU4NhiAuCfAXfmFGiWyFjiaOEmJHYXWe1OIqHW5WKvsxmbrlAO5e1ZbO9euJvJHtU0G5FVf6Yw5XalDab1ecpm6FwdFmn5+ZkBb2Ws21kpjPeek2oZ3NJJlb929iS1FfkH4V5a6mSwc0c60XML9vcOR2LZ51atAwQ3eXRmk15wT92gG2H2mK/f1afakEpFzyFXcwmQSKtWyZkwkIpX9uqBWJwpS1Srg6f5tsfPOOOyYEIfnBkaK3mcUG2o5rGJ2X9twnVSSZW8PEy9C/yCKKyXOl5u7hCJtSjyqtQZ0j7xyu/FUT2qhxBB2Z/SkXh8fjF1FjY4fiIhaBYMLG2vljiy3fuqN60uwfXwc1L/f7Kq1enx4tAal9To82icC3dqyKkj+p05igmi9ziAakmu8rPq0C7J6zHAroxmYyMw27EklWUrr7l/fGGP2Mxtt/YOwEiZ3M4kNU5sFqAAQrPbcnFQhR+ekAuJkTFK43jBR69KgMyDzYgPOVYmXaWuwL6WDInJ3kqAAYGB7cUX66KUm/HThypSDl36uxOu/VOLDozXo/00R/r67AvnVXGqO/ItUT+ozuy9L9KTaVklYMFyDoADpOvQbB5jIzBYMUkmW0nkyHQWZWTkx3D8I2yJUKpVZlt6IQBUiJRJ5AOK5qk0G1/Y8GEmd0s7oSZWqGApVa3ldELUWOr0B474vwYQfSzHsuyKzzKAAoHXl/Uzi0KM6hEClUuGNIdLLe+0tbh7poTcYRMmUPjpWg0mbytxyDybyFnUSDUkHy7S4UGP+gq0N2X/qFY6jdyfg+D0JoteK69iLYwsGqSRL6XUpvIDZYeQfhPWZABXw7+EaxIUFoF2ICh+MbCfb0KFSqSQDVU9QOboGDYAn+7W1uk8Nc88TtRrrz9fjUJkWAFCvA57aaZ7JV+fmuuhHo9oBaJ56IGV3cXMQXdkofR86ebkJZ6tc2P1L5GXqZZ7JewRTd+xpyI4NUyO+jRoKVqgjC/jrI1lK6+6iYIMNRX5Bakrq2E6hODm1A85O74gJiWEW3y98PvxWrnVq+aS4qqMgLkyNnyfFmX6WannNZoZfolZj64V6s59PVZoPl5UaUXTXVWF4ul+Ew58tdRvr8Ptaq3KNbofLjQG1/E3wRIXr78FE3qJO5loQJv+0dbhvS88MME+yFC6T3MwVDpc1YvTaYgxZXYSNeb6ZvJFBKjkkKEB8AXO4r3+Q6kl1xJtumKvhyjMzKSoIZTM64sdb22P/5HjR68/uuezCTycid7J2LxE21saFBWBJajRGSSzV5ezPlqJWNU+psBSkHr3EeankP+R6Ui81mG8vcyDZ0V1XmTfWx1jJ/utM4zeW4mCZFjmXm/BYdgUafDCrKYNUkqUk1mwfGgC14CzyweuA7CAc1u1o++CmfNf3NLp6TVR1gApD40NMS+20VM6sfkSthrXno7D+a+xACXFGpjY7XGowoKxBb7GiWubKbE9EXkauJ/W7s7VO+wzh9e7OQLGixdD+0no93j9S5bbPdhYGqSRLydzSyKAA0dDG89V80PkD0Tqpnql72cSRYTtEREZSGX1bEo4oMs7PHxIbjLiwK1Wvyd0tT4uQYu9gpaJavcWe1Hw+u8mPyF0LzpybHSqoIFu6/lytuw8uNcUglWQZFAwqmn+9RrLiL5yvQ62PXlBTUjncl+paBoMBz+41H3IrHIrjSr4QxBORMtsLxesit1xmSpg4KfD32pY6QIWv0mIwrnMI7u4RhjdTpLPxWmLt2Tw0Tjp5UnmDHg9mXpJ939pcPrfJf8gN9611YpLDEPPFL1DbZHDLcnRSmbon2tEg5mkMUkmWpcsoWROIOf3bYnh8sGSSmJf2cS2o1s7RntTRHcVzs57dUwGdi27gu4vFlcr4MLXEns5xb1Ibs5/t6TEhIt/xws9XGsGEyVcCWzTmDooNxso/tMd/RkUjvo3t9yBrPak3yGT4bdQbkHPZcg9wBaclkJ+QG+4r9Lf+1rP3ywlTq9C+xTxUrR44a2UUhjNoBZexCkCQD7aUM0glWXIPwj8nh2PXxHg8PygS6gCVqYW4pV/dkKmVPGvNOfNscbbOtZA6vxYfrcFXp503H6SllyUaTlyZHn5EgnkQvuqMb2bXI6Ir5h2ohObTC5KvfXj0yvqjwsRJzpyKau1O+0ifCFHWfUDZPbpKWLslaqWU1lku1tg//FelUqGjoCGqxg1rpguv4zZuzCrsTAxSSZbco0p40sjN8+PC4K1btmC427Ic24LLbm2lexBmZ1dIbnfEutw67JHoSQ1yYRKTIIm7qzCwJyLf8eaBSqQfVJZ8RFj/FSYYdIS1J2t8GzXW39JetL1RQV2bS8iRv6hTOKw3IsixeoJwXqo7kie9dcD8PuWr67QzSCVZcjGmcMSAVE8qcGVdNiIps/o6vl6gUn/aWi653cFnj0VSQ2u+PeOaXmIicr23FQaoAETzzgLdnLRtWHyIaM69kgzjjW6YL0fkDZQmMXrg6nCHPkc4L7XeDfnJPj5eY30nH8AglWTJXb7CZ62wlcio2g1DGsh3Xa0J8nQREOzCnlStRGVv/XkmJiHyB8JRs87soFQ6SElYwXtql3iUSudw8xo0R/uSv1Dak9rbwbqKq3pSa5v0eHpXBUauKcZ7h6tMoxdL6lpPlm4GqSRLtidVkMU1UGYydYRS2QAAIABJREFUto8OgSc3urVrqOR2dw0Vd2UigdJ6cW0vzENrJBKRe32ZY96T4cwcbUrvjt8raBQLFzyo3ZF5lMgbKOlJjQx2/JktXCvVWcvQrMipxSfHa3CkXItX9ldiX0nz6MVFv1WL9o0J8c1wzzdLTW4hOydV4TXLJIFkzQaZSlSum9brc+WaZeM6iwPwnlG+t04ZESlnzE4uzBzqzDuN0tvW2E7iDOpCbQRzHjjcl/yFktF+zmhYDg10TZD6t93mS+q9e7h5OsJ7R8RB6sIRGqd8prsxSCVZcr1ZSi+w0lY05IDc6yc3rbN7vMJ186a7RwaKsgezJ5WodWv4PcirajR/TqZ2sB4wKjVJsJzVQ8nSc+Zu7iI9UqUl4VDEJa1kLhuRNd+etZ7IUG46my2iBBWBEolRVrY4UaHF+lxx2S0tqZPczvPTq+zBIJVkyZ3uqxVc2ABwpopBKtmnwU2njrCy52zrbjbPsKljxmsinxWqYMjuprwGAMAPeeYNbaOcGKSO6hBimipxbXQQ5sis43hDvPXPvCQY8rTyNDOQU+snlTNCijPmjwqXoClwYEmbdw9XYeh3xbhXIhmkxsKaesIy+AqOPSNZcvVpqbl29/cOx9IT5i2wZe5IYUatktKEBkpYmt+a2sF6T4MjhPO1fTQLPBEpdKS8EXd0E99XIp24KHOIWoUVaTGobdIjVK1CgEzmYCVTc85WNYm26Q0G2WMStQZS9VgphXWOz1sLFwypb7BzSH1ZvQ6v7hev924UZWH+rCuTRLoSe1JJli2X0WtDIkUTzJ0ZaFDrNLN3G8ntzlxQvlHmUJ+ObocwF2f3Ej4XdJynTeSzlNyW8mt0kmsSJrlgPnqbwACLwaRcUsOWbpKYOz/9J+klu4haC3dmwBXWA+yJUeuaDEhdW2JxH2NParcI817T/90UY/sHegkGqSRLrgMqSOKsCQ8KwNtDzSdm1zJIJSv+PiBScvuHR8UT/+0l11gizLjnCsI6Iof7Evkmg8GgKGHRhRod5h8Sr6caIfXgdDFrt7jXhkTiyX7iocIb8+pxWa51j6gVcGXSRCHhGsn2ZNBen1uHfCvDhI0JmoRf7apI3x00yyCVZMldRhFB0k8+Ya+UVGsy+T6DwYD8avEQMXskyMyTaK9k8pdCcskE3JHEUi14ODFxJpFvEs7dlJNd2IgFv5o3sgl7Ntwl0EoN796kcAxsH4zeEr28W92UvI7IE9y5HrBacB1mFjTYfIwXf75sdR9jVUfYMO/LCRsZpJIsuQq1VqYxR7jeGof7tk4PZ13CNauKRNvv7y2dYdKatYLkQgBwsVbntLVS62XOwyY3PKSElUQ3Nt4SkRMdr5BumHt+oHTSopY81Scp7MFp6fFrItDu97UT20msoXjBgeQuRN5OaeKk+cOiHP4s4VV4zsakoo06g6K5scYeWmEvsXAJHF/CIJVkGWT6Um+TSAoBiHtSOdy39TlY2oiVZ6SzP97dw75MuaM6hODMtASzbXqD85IMyZ2HSh9SjhA2YNozzIeIPE9qeOC342Jw/9XWG+fy3LTus5ClKaktG9B2FzeKXmfeQ2rNGhWe3/cm2df43lKFwlEYcs5IJDeT8v6Ravz3VK1o9Bh7Uslun5+owYBvCjFhY6nThlA6i1RHVmSQCnNl5hEKe1IZpLY+m/Llh4A5kr0yOlQtupE6I/U7IB+MuuP0FA73ZU8qkW8S3o9u6hyCtE6hTllH0VUsDfdtmVTphvhg0evuaMQj8pRGhee3M5IrqpWk2XaSR7dfMhsFGahSlkDNWzFI9aDSeh2e3FWBc1U6ZBY04B2JZAueJHUJZ02IQ3eZSdjCizmvxruCbnKcMOgyf82xYwcLpm05a86I3HHc0aspTpzk8o8kIhcQ5hEyLumgJEi9r5d0FnNXs3S/bvm4fkoieRJHfVBr5s5GGKmrUKs3QKs34PvcOuwotDxHddtF2+ewGrl6BQNXY5DqQV+dqjVr8fjsZK3nCiNBeA1fHx+MxLbyWcLaCC6GSw0Gp80rJO9gqUHO0SBVmG1XaU+qVm+A3sJ5JvcwurWra9dIBcQtmJbK2ZLB0Pzw+upULRoZ2RJ5nGie1+/3K3WASjLjfUtyWcxdzVL9tOW9Ka1TCHoKGp/dMWefyFPcmThJ6qPu21qOe38qwx+3luO2H0qx4Ih8J9U/9llPmiSHQaqMJUuWoF+/foiPj0dqaip27twpu+/27dsxbdo09O7dGx06dMANN9yAZcuWifbRaDSifydPnnTVV/Bplxr0mLKpFInLL+Jvuyqgs6PVyNZ3REskXyhywkLI5D0sBaKWWu2VCBYEdEqG47z+SyXiPr+IfquKcKhMPK8KkA5SXx8SiRgnZhCWI/x9KX0wvvFLFf64tRyPbL+E6T+VOb9gRGQTYaNZcIuL21Jv6rSebdAp3DPZfS3OSW3xmkqlwgzBmtVaNjBTK6Z0uK8zSHXW/JBXjx/zr/SQvrivUvb9DQ7MDy/28Tq4S4LU1atXY+7cuXj66aeRlZWFlJQUTJkyBXl5eZL77927F3379sXnn3+OXbt24YEHHsBf//pXrFq1SrTv7t27ceLECdO/Hj16uOIruEWQC8eJf36iBpsvNKCi0YAlx2uwo0i6Am+J8LKyVtpwieZkd65FRa5n6ZR19HQWTmm11oOYV92Edw5VwQAgv0aHeQekWyKFgeHYjiF47BrrGTmdoW2Qyuy6Ka3XK1rK4p3DV77LlgsNOKcwcQIRuYYwSG0ZmFq69y0e2c5VRbJKZWm4r6DQwvqIO3uaiNxNGLyN6Rjiss9S2t4jlWDJ0oiy8TJJTFsTlwSpH3zwAaZPn44ZM2agd+/emD9/PuLj47F06VLJ/Z9++mm88MILGDZsGBITE/HAAw/gjjvuwNq1a0X7xsbGIj4+3vRPrfZMC6UzWFvDzBEv7zdvlXlJwRpLQsILS0kQclVb878H57W0Lq6dkyoc7mt5/7W55kmcNuZJJ3US9qRaG5rnTOFBAegbHWT62QDgQKntDUa5NqasJyLnEvWktriPyN0XI4M9P9SuXYh0GYSjAIX3RT67qTX7pcT8OTymYwim2rlCgTVK23uqJVqG7tsqPZLqoeRwfJwabfWY03t6Zj68szi9utbY2IiDBw9i7NixZtvHjh2LPXv2KD5OVVUVNBqNaPvo0aPRu3dvjB8/HllZWQ6X15Nc2ZPqDMJnlJLSCr8TE/y2LpYC0bgwxxqMNIKu1BIrayBIze+UaokU3vfdnekuMcL891Kltf2i+PWS1lnFISI7/HTBPHlJy55UuftiZaPnH4BTe0hXUoX3QeGaqpyTSq3ZWcHopKs1QXhrqMas8emlwc6ZS660vUe4dExFg95sSLDRN3+IwdvDNKI8HlLuuso1gbe7yGfBsVNZWRl0Oh1iY2PNtsfGxqK4uFjRMTZu3IjMzEz8+OOPpm0JCQl49913MWjQIDQ2NuLrr7/GhAkTsH79egwfPlz2WDk5OfZ9ETcoK1YDMB9i4Lzymj+YGhrqbT72stNBAK70Ap2+ZP0YOm0oWrZ9nDmXC3W45x/UgHefC76itDQQgHi5AgDIPXPKoWNrDMFoeUvae/oiOllYUL6kRFyWO9blo1OoASkaHW6P00GlAvJKzK+zhtpq5OSU21w+e8+fhlrB9zpTiA3HVYgONuDeTk2iYc7NDzTz6/f5vZcxLrjArs8n78D7j+8yGICMi+bXZHXFJeTkNNdpDHrz515Lzvq723ucme2AxRAHqpdKipCjvnJ/LRPcJ7Pzq5GTU2rXZ5J34b1HrLLO/JpVX8pHSb0Bi64JwKqCQCSG6XFLSCFycgod/qwSC/Wmlo6fyQUirtSXC+tVAMRBZkXRBeSYhitb7iktvngBObWOtTi5+vxJSkqSfc3pQaqRcC6EwWCwOD/CaPfu3fjzn/+M9PR0DB482LQ9KSnJ7IukpKTg/PnzWLBggcUg1dKX97TOAbVAziWzbU4rb/YFsx9DQkKRlNTVpkNk/FyAlgMVLjYEWC1f+LFioPZKr0/Hzl2R1N76xelqOTk5Xn0u+IoOuhrgdIVo+8iEYCQldXLo2NdUVWJjyZW5mPVtYpCUFCW7f0x9FXDOfFj7kSo1jlQBG0sC0b97DNI6hWK/qhY4ceU6i45si6Qk68NkWnLk/GlXUA6U1pl+/iD3yvXQ1KYd5g8zHzFS12QAdlwUHadnz56K7qHkfXj/8W01Wj2ww7yRKK59NJKSmntaSgXP25ac8Xd3+PzZIS7ftYkdkdTlypw2YX3kbF0AhmS3wd6JceilCRK9n3wD7z3StPvN67fJPbqjY7gaSQDucvJnpbWpx6Jc6wkQYzp0QVJCi46ry1pgn7hzL7l7VyT9Po3obW01ntkjP52ve9fOSIq3f76tp88fpw/3jYmJgVqtFvWalpaWinpXhXbt2oUpU6bg2WefxQMPPGD1swYPHowzZ844VF5Pcudw34NlWhy1cchgmYIEL0LCeS7Mm9S6qGXuGLEODvUFgE5tzI9RYiUrnbUhNH/d2RxMC+ekunu4r6V5vB8fqxFtk0s2JhxuSETuIZVESEnGzc4eyuqrhDDj8NUa6T6LlO+KcbyC0w2odakVPGeFSyg601iFSZnyBCPHamXmy7VtMdf9oT4RWDBcPDXSyNunFVrj9CA1ODgYAwYMQEZGhtn2jIwMDB06VPZ9O3bswJQpU/DMM89g1qxZij7ryJEjiI+Pd6i8nuTKxElSJmwsdXkyBGEA4M4Fk8n15O533SIcr4xpBAk+filtxNLjNTgm07hirQEkr7r5hi+cW+XOxEkAkHlROqGTnG/PSK+XvLOIQSqRs1Q26rG9oAHFddajTakMmzUKJm3+83r5yqM7pXUSV5J7CYLSa6Ple0v/eUh+DUciX6M3GFAryA3hyvVEVSqVaFqPlPxq83vRgVLpuk+koBLzp17hsscMcjSjpYe5ZLjv7Nmz8fDDD2Pw4MEYOnQoli5disLCQsycORMA8Morr2D//v2m7L3bt2/HPffcgwceeAB33303ioqKAABqtRrt27cHACxatAhdu3ZFcnIyGhsbsXLlSnz//ff44osvXPEV3MLdLRwl9Xpsu9iAGzu7Lm218Hpg4qTWRW49wFl9Ixw+dpTgLv7bpSY8tau5N/TFQZF47Zfmob3bJ8RZrFAJCddDc/d1d9HG+SC/yQTlZyuZ4ZfIGSoa9Bi9rhjnfs+a/VByONKHRskOp5ca3aBk9MjIDp6f6gIAozuGmI3EuDY6SHQftDSVYNWZOvxnlHjKVnZhA2Zvv4QGnQFvD9NgfKJvJ2kh/3C+WmdWN40KVhZEOiI0UIVGK4nUhPeZ/SXSKwFEBCmvw7j6e7maS4LUSZMmoby8HPPnz0dRURGSk5OxcuVKdO36/+ydd3wb9fnHP5JsWd52PGNnkcSZZJFFmAkjIewNYYVQKJRdaFktLRQohPArUEbasqFNSSgkJEAII4SQQRZJyMbZw/G2PCXLlu73h5f0ve8t+STdSc/79eJFfDpJJ+nue9/n+zzP59PWE1laWooDBw507j9v3jw0NTXhlVdewSuvvNK5vXfv3ti2bRsAoKWlBY8//jiOHz8Oh8PR+ZpTp04NxUcIC7xMqtre3WBp0KAsmp9oRalfyWVuovLZzmZSvZRJjSp4Ad7siem6lPuyQao/HQEqAJz+aTmqby7ABokBnKXSHRgkhjuTqhV2NbUDLTcmgiCkeWt3Y2eACgD/2tWI0/ITJIOsoxwBt6kqFnuTwl0uJcGNRclYVerBsiNunF2YgP+encXdLy/RijKJNguvIG7neXRdLQ61j1c3fVeNPdfkIy/JuCXOBAEAG5m5Q5+UuJDrPagZCdiKDSmPVC0tS2Yv9w2ZcNKtt96KW2+9lfvY3LlzRX+z21juu+8+3Hfffbodn1Fp8QF2g4zxo7LiUeonf32PimwZexOjTGp0wbN9+dUQ6VITLWjxFLxrlRPLJHxRWeYwpWpSPZ+Rgl2YkmoFD8a6hiAIMQv2iUvqn91cJxmkvvizuNz1RA3VHJEmI8GK+efwA1N/7huRisfW80VYWn3ihfVt1YFVH8MWlKLq5u4J6JmVnyo8+Lm6Bef2coj6fQlj8er2hoC/2fM4FFgtFrQ5pUvDzk3qdLjnmz2TavLDNzec+T6u/7YKz/xUJ7mC0l20LBaxR6BG4Y+9iZHXWnTBnrN9U2y6CRHJZVJZ/ruX37ephkUHXco7hZHlJV0LQcebvFh5nN97eryJyn0JQg94XQu7nK3ije18E4Ro2cV9Q9dWEyruHJ6CawbwA/VWZvAXOBMYr9CuhBxjfF/SjHM+r8D9a5w47dMy1AQhOkmEjy1V4RcCUzNNYuf9Lh2yPMlGLx1TwNxHb3J4p9/Xx5oxZ2s9XmFWevSiXsMNhK3UVROKsObC/y4Wq5cS5oU9e8bm6NdzpSVI7Q5u6bloSHjtNHnxlCu+quqc8N2yQtq/dV25uvJmgiDk4S3Wsuri/pyer32c+9PYNM3PMQL/PKMHnLMKRZUt7IKz1FRCS0tRtHDXqprO+VJNs4DXd4Rm/kbow7icwITLFJXqu91h9kRpO70O1pd7AgJVPaq+Ek0unERBagThZVI7ePqnOukHu4GWDBR7eGqysFkJgafUkkPalE0JY8Oes3q2OyTYLEgIQ5VUfJgrsS4/Qd5sGwDm72vL7q4tkw9E6zy0Qk8Q3cXKuZn1SZUeGPKZAPZ3I1NlX//kXDsGppunHJhHHPMdsZlUqQl0Ywz2+LA9yz+SEruh6ZUc2Ol4Y5HyPbq7XNAnUdHmZpezFScuKMXa9vNHyoJGC+GYU4USClIjiNLpd9L/SnHT8ipdS0dWl6rPxrABiZp4RI8aesK4sGei3mt0rLR6KIgPsUACixpp+zt+qFH1WqFqAyCIWIKXXJBbIGIvu6GZIZPzMAzsUMxmUqXGooYYLPdlsZlcrCbaYRdY2ArAUOCIs+DoDT0xNlt+8arC7cNTm9qSVLxy31s1aoCEWhAq1FCQamD213ux+JAb/9oVmdIR9vJQM+7yVop4YjuEORGVgOs8/ulZ8ntGT34JTyj90ELNS9saUPhBCcZ/UobtYRB7IIhoRGsMwfqL69WHb2REmVTmO+ApHgOxmUllWVHSjLd2N5BPvEHxMEGqI0xzAqvFgqXn5yjut6bMg2ONXlGQmptoxT0ndt/uz0xQkBpBBMVcahvPbo6MkXYwPakX9RWLLsRij0q0wopl6D2A6HmzqG/xocIlnki9MEm5N0Rv1Ng3qeG1HQ1obBVQXNuK276X7l8lCEIaqTuSVJkmG3cpxagmT14AAGxsJpX5Dopr+c39epQoRgMPrq3FA2uckT4MggObSbWHcdHJbrNgmIpKjKc21cLFHOfaS3PRN5X/3KfGiXvgZwwMfRlzqKEgNYIYPcEYTE/qOYXi7NUhCd9HwnyIyn11no3pqZ20ubIFRR+WirafXRh+1c2FU7N1f81dzlZRdoMgCGWSJRbDzvuiEp9y1L9Zv28TF2Oohq2AZMeaXTX8Sg5alO7ig+LgVeiJ0LHLGXjuOsIsLsTriWf5cJ9LlEmVqwKbNSQZNw/qCkpHZ8Xj4dHyvfNmgILUCGL0oZzNmqm5jG1Wi0gJ8WhDmOVUiZARSuEkIDzG05Ewtx4eIk/FrRGQ0icIszM0U/p6vG+1uD+cbb9UKveNhjLPA/WBi8uLDnaJIPoEAS9u47chfX2UxBL94Vn1EJHjHzsbUNMc+JukavBo14PLT+DbPLGwmVS5YDol3oqXTs2Ec1YhnLMKseLiXPSTyLqaCQpSI0ikxi52VVgKcSZV3YWcxqTDSEchehCdEzq/frC6STYLkJlg7PRGfxn1UCC4yUyVmy4ugtCMzKXm9HQ9eKi+FU9vqhP5pCplUpuiMJv4zu4uO7mfZRbHVpSQsq0/bKBBRJZH1tWKtqWEuTTi1iHJGJ2lbeHaYVOXgY02KEiNIJEaupwqbSyC6UkFxJkqL60kRg3HmwJX1/UeMpV6Q6SU7Y7fWIAD1xVgaq/Q+50Fy/56+bL3zZXas6LrymlCSBBaWcgp6fVHEATUt/hw0ZeVeOFnsSaE0mSxIQr7MsvdXePXQZmxrK/CYlysQeXPxkGqwiE1TB7tHaTZrfh8ejYWn6e+DSglDM4HRiQ2P7VBiNTQpdbSJpieVACIY84qyqRGD2/uagz4e1OleksjNUiNwxl2C2ZPTMegdHH5itXSJkYAABf3ky+jMfI65JJD8hNnHkckFDYJguAjCAIqFSoQ3F5g4QEXDkvoKbD3uPN6B/a5X9lfXTmfkTklL7Btp8UHZL17DIIgyGYHWauaWKeRglTD4JSY+4Y7kwoAyfFWSQcCHhlhDqSNQmx+aoMQqQRjsOp7ai9j9nqPhv4coo0KZnK3s0bffmNev+hFfR04eH0Bbh+W0hmM+uN/el3VP0nWMHvOyeFX9lVLMJU8C/a5SDyJIDSgpvyyocWHYzILQOwQ89T4NKS197XlJVpx21Dz20Twqla8ArC6zCPr1ywVCMQqVO5rHMpc/HPTDL62Rm9nChUUpMYgrPy2FMGK5LCiEjRGRwfhEIDgBaH+gatSxUuCzYJNV+RJPt4zybilaLWe4L7f3/9INgcEoZbVpcrVH89vlbd9Yye1Renx+PHSPMw/JwurLsk19DijFqlQc0ulR3YOUaOynShW+CyIChkiNOyVsE0yA5RJJcJOpGI3l8rrNPie1MC/KZMaHawt07e0lwdvhd6/tG5AmrJandxYrqTKGUne29Mo2iaXFe5g/j4XKUgShArm72vCVV9XKe73xq5GzN4iHajyLsuCZBum9XYgJ9H8ASog3abzw/FmrvhMB85mH41Hfvw1Qj73hJhGTi36iSFS3tebTEdshmux+aljnM0q+wgFJoxWO723MHuuPE7iLtHA6tLQ/46fHxbbF/hnUifm2kWP/25UoBeYTaZu9gQDi3rwqvCvL1I2425qFbCtmqxoCEKJ21eK7WWCoU+KcccRvZBqI1h2VP4+4PEF31IUzby1uwGTFpbhoqUV2FtL43Uk8HAq+F87LSP8BxIEmZRJJcJNpBYbF+xXZzAdrHDSZ4cDy1s+PUi+adFApMq24/3OO4vFgm8vzOn822YBbh8a2Dsld54OyjDHqmkHD41KxTRGlIXHGYsrwnA0BEEAQA9HLASpwT9XrThjrLCxwoMH19Zil7MVP5R68MTGukgfUkziYRZe8hOtGJUlXvgOJ4+OSVXeCUBmQmyGa7H5qQ0Cm6kMFwkyhsD+iHtS1T2vXKI5nTA3kVocj2fO17E59k7D6qqbC0XldVKn999PNceKqT85iTbMPycLZxUoqwCWNZHSL0EQ+mDrxuzQv7Ij2kt/1bQzXbasMuDvzw67o/57MSIeZqX9iv7KlUqh5oGRgUHqyZxqMYCCVCICaBmj9BzQBnNsPHiwoaZxu/mIsMA5BW9UUY7aXVo0pnClyn1vGsT3WDUqZxd2BaYPjlJebb39B31KGQkiGvHqpI2gprIhGri4b6Jsf78cq9rFqZ7bXIe+845j7Mel+PZYdFZUHZWwKeqgX6oN9RwbGiqJDj+sppcRKmjjrRbU3FyAD8/pgfen9MC8s3tw98uhnlQi3GgZooJV/uShVhKdjYvVBqk86XrC/CRwKtweOykt5O/7Y7k2wSajaiM9MlpdWU8HY3O6VlQn5dlx86CuBYE91+SL9l9RQr3fBCHFhgrpcWRcjvo2gMdUlueZnYwEK14/PVPVvqw9RpnLiz3OFjy3pR51HgH76ryY9V21rHWNWdlfL69EWZjMLw2nIDX8NDMLVTw3gUhgsVhwXu9EXNwvEekSkfMAlcmlaIOC1AiiZYjSczhrUmkuHWxP6rUDA7NrvWNAZCIWsHBOgHBYLWgNOg1y3xFxK9M7OyxT/qZj9/vgVosFL52a2VnmnJdkw1PjxQsEdWT/QBBcpC6Np8en4ZsLc1W9xvl9HBHvYQsnV/ZPwruT+Zkdfy7skxjwd2OLgDMXlwdsq2sRcEAhoDMjh+vlM6lSvb1fHY3OzLKRYauy7AZc0ZbybM2icl/CyOhZ7tsU4kxqdoyWJUQ7e5yBioQPa8wMBku8xhuJAe87AIBshw3lNxXgb5MyMPf0TKy4SH5irHRPun1oimjbB8XqRNEIItaQKu3rCDqvGZDI38GPM3sq94ZHG4kqbLByEwO/3H11rXBzYreKKNSraFBQmFonUQn0h/XSNj5EaBBnUiN0IArMGChuo1KrJRNtUDQRQTT1pOr4vi6VZSainlSV1wjr7aj2/Qjj8lOFBx/tD1RtDsUqJO8le0mUS0m/hnEHc7vNgluGJGPGwCTFUqNgHv+B7J4IgouU7+dp+W1B6qX9lIPUK/sr7xNtpMYrj6fZjNrxL7X8jGl1FKr+uoOc3zh1bOEi1NHCLJwYMZMKANcOEAepRilNDjcUpEaQiJX7qhxU2eyt2kuEXXkNdhAnjMOjnFXfUIzvvHE4XBnbSHCZzMQ4mJVTNUqTBBGLSF0bHW0M03o7cEqedCnvsxPSkRUD1jMs/r3xUuQkqptKSnmvmhm1Gh8ssVq+GQkqXF5srfKIfiujZifT7eLjSjBoQB1q6CqJIJqCVB3H9t1OdX0h4p5UdRdJInPhN3kFkls3ObySpR/L9M/axXHOscEm8zbVwh9lhKeCuWSGRvF3RRDdgfVIZLFaLFhyXjakqlvzk2JzupRgs+CmQfIq7jkqg3epbLaZCbZSbJyE1QihLxvKPRj7SRnOXFyBfzPtMPEGvaTTOL0JRi1NDjUG/YliAy2TUL0XIH1q3pz1SVX52nFWS8DF7xOkRSsI86Kn4nQHcZyTzKg3Ej3on2aT7JXLUzEpnsRkfl7d0YBKXjMYQcQ4Hs5lMXtiesDfNqtF0g9aytoqFrhlsLRif2q8BX1T1Qap0bdYzQZFKxZhAAAgAElEQVSpdw0XawWoeR4RGs79vAJ1EnMVo2ZSHZzjMnIbUyiJ4umf8YlUuS8AHFbw9gKC70kFxCW/NCCbF9YAu4Nw9UhE8+BssVjw9YU5OD0/MNjMS7RicoGySMv1HJ/al7c16HZ8BBEtsAFSut2C24epCygA46qGhwNeZifB1raA+MS4NGSqLF1V0BgyJWwJabKKHl4AWHm8GatLSUMglLyyvV72caP2pOYlWlHgt0g9XMEJIJqJ3U9uALSUwOod4qnpDQlW3RcAkmwW1PkddVOrgIzYE0aMCpwSafDbh+rvh5sUZ+Ean0czo7LsWDI9BwCwpdKDHTUtuKBPIpJ4aWWGswsdom2vbG/AU+PTOXsTROzCajFM6yW+duSwxfCSPq9H7tgNBfAJbYuVantNozGT6mb7HDUEPveursHGy/NUt1IR2nh8Q53s40YtobVZLXhhUgYeXOtEnNWCZydmRPqQIkYMD7uRJ1I9qQCgptc/WJ9UgCOeFIUm3rFCrUSQeq7GSZ4ajFp+Ey5GZ9txfVEyMlRmJqR8asuaqOSXIPz5yyZmwiox1Lx8Cn9CGMvlvlkOG84t7Fpl/tWQZMRZLZ3VNHEqA7PNVS14fEMtFuxrihqdCrZKLEFD4LOvzhuVisdG4GsVPrRGFiM6v08idl3TE9uuyscZMWh91QFlUsNMlduLP6yvxeEGr2pFPEBlD6kGgglStaxoiMSTqNzXtPD6OdRYqBCR48dyDy5RYalBELFChTswGFh6mD+JvWpAIu5b4xRtj/Xh7oOzsjBvbxMS4yy4Okgrnv/u7RKu8fgE3FCkfzVOuGGD1OGZ2sTrjjZ6Y1I1OtTM36fsGa62TJ2IHBSkhpnnNtfjw30u5R0Z9A7x1ASpbGCsZSF5J6MgvPyYGyf2IOVRM8KT2A+VLUxb75P+WUB20STamfldNZyzCiN9GARhWKTaCqTK7GNsCBHhiGvzeNaLu1c5cd3AJNNrDgTbk9r5fFrADwn/2y8/z85NtGIEzUkNDy0jhJk3djcG9Tzdg9QQ96SyfFCsvKpFGBP2Jjox145+qaFZ33qeUduce3pmUK/Tj1GbvI4jMBQt3DGMP3F8/5fgxhqCiAXGZmudoJo7mDIif90sL2xjdFp9AjZWtARsU6Ml4M95X1Ri8uJybKtuUd6ZUI3SotLQjHjYDFzuS7RBQapJ0Lt9Q83L7a8PzGhZunGTznHQqWZWjjP9jdkh/C1PzrPjibFpOCk7HncNT8HlJwRXVvbJ1GxkJrSdrzkOKx4YGZrMrxGQsjy4d7W4ZJEgiDYeHi3tUcxDS3tOLHLPieqVkjt4YWu9qXtTvz8uVucNZq6zpaoFly+rRFM0yh9HCKVqwVSNGW8iMtCoaxLCXe57tKFVtE3LotODIwNvWKHKvBGhhw12QinQaLVYcP/IVCy/KBfPTEgPWkipf1oc1l6ahwXnZGHNpbkoTI7enp/eKXE4eF3PSB8GQRianozv8HCNpX5DM+geJsetQ5JxQnsFy6Q8O8pvKsCKi3IUn5f5bgn21poni+huFbC50oMWn4CnfxKrx2YFuYhb4fbhzV1U/aIH9S3KwX6lmxYEzACNumGk2h18r53u6r4Kkcb2GvFNQ8shjMwK9H2UUogljA3PWuDLI8qqeUYgP8mGfAn122gjI8GK24Ym4w2a5BAEl2bm9qtFhRUA2YQo0De1bWGw0u1FQbINVosFI7PULQSM+6QcZTcVGF7dfVt1Cy7+sgI1zQL6pti49mxqlY55/GljHW4flmL478Ho/FylvOhRQ6rKpoAyqWGk1BX8RRHuTCpPbr9OQ6CZwfiqUZBqTpZyAlLzFmdFN/ePiN6SZoLoLs2sn6WGQIBCBnU44izolRLXKYakRRSpz39KDD9PeGVbPWqa286jQw1e1HKU77vL81vkvT0JZdTMVVM53r+E8aAgNYyoNbzmoXcm9eXtDbKPezlv2FdDyW66PfDUWlXqUf1cwjj8VCH+3WhoNya5TM8caUIQRBeiIFXDBUILc8EzKc+uvBPaMt3PbzG2kNLHB+QVY5Piuj/o/t/PDWhUUa5KSKNGMfm3tKhrCihIDSNqbF+kEDTeJpUsN5YdccuuNvHiaS2eUrx9N3ICHsLY8MZ6e2xU0JqOOEtgYOoTurcwRhDRgCAIeGt3Q8BYZgEQL3M7owUe/Xh/Sg/V+762owFOA5dhsovvLB1q9LMGS6vJS6mx+zNxYbm2AyMCaJQJUnun2HDb0GRM7e0I4xERwUJBahjpTpCqda45WoW8/nYZyXP2WM/vo+2C7p0ijmTuXlWj6TWIyMPL4NtpBmdILBYLHMziFJs9IohYY02ZBw+urQ3YlmCT7zGllkD9yEm0wTmrEIeu74lnJ6Tjn2dkYv+MfMn9+807HsajU4fHK+D1HQ2oVgigT8xsm3f9ZlgK+nDmQADw3MQMfHiOfOB+tNGLCpf+fuGxglQmtSg9DtuuyseckzMQT/MYU0BBahhR400qRXenmrzMqtw1ypZ5aj10Xi/KbqdYMZgwNryfXWk1mYgcbJl+fQsFqURs8wxHgVUJmr/qT7rdit8MT8E1A5LQw2GTtRc7c3E53tjVgBaDVII8ur4Wj62vVdyvY3F+UEY8Nl2Rh61X5gU8/u+z2oLTVLk0fjvkmxo8TRJB6tRelD01G6TuG0ZUlMlL0t2hmnfTlbsPv7gtsGfVLIquROh5ZkJ6pA+BkIBVMF1yyIXbhmr3LySIaKGMk5FSEtq3wgLqRA0tcu2bW6tasLWqFu5WAfcYoHfwrd3KqukJNsDulwyIt1rQNzUONTcXoMzlQ5rdgqS4tuBUjUfn27sbcVYhBVXB8MQm8cLUtN4O3DeC7oVmg1IiYaRbPakan8vuz1uRNLiQHmEAeD2Np+erE8IgIs/vf1Re/SeIaCYuCOsYKvcNPWrswR7fGHmlW7UVcFI6IBaLBflJts4AFQDSVFQjfXusWd0BEgHwSn2fGJuG+edkITeRBDXMBgWpYSSc5b7s/ryA1E39aoQC/+T4bsbTDI4gCJOQoiJrxWKlmVHIuXqAtLiQPyWNke3NrFIp5KRF2ZeXSc1MCNwWR+dgUJQ2ic8Xnp8tYQ7oMggj4RROUpN5DbeKHoU20UE8mdoTBGESMjSo0ndAE6PQc2KPeHxzYQ4u7ZeI2RPTRUFaBw+sdYb5yAIpV+lvn6ghSE2zW0WZ13+eHiim1E+D5R/RRotPwB82iKuHKt0UpJoVugrCSPcsaJQ5WN+Kv29rQA+HFY2tyhfl4YbQrlCOy4nHxoqu5v+L+1F/RTSgQvOBIAjCEPBEVM7smSD7HJuFelLDwbgcO95tt6g50uDFqzvE/u3FtZEVEKpUamBuJ0XDjTHeasFtQ5Px93a/+ntOTMGAtMDpeAN5pWrm4/0ufHFYrJ9yVX9pkS7C2FCQGka641m4rqwZI3pI28r4BAEXLq3EUQ2lMRUqB99geWBkKq77trrz708PuuFqFTStOBLG4vw+DthI+pIgCJPQyFG4fnxsmuxzbLQQF3b+NDYNNgvwzi+NqPN0/Wb76iJb7itlZ8IyPFPZ9s+fJ8el4fITEmG1ACOz7KKyZrXvS3Qxf18Td/up+fKLUoRxCdlQ/Oabb2LkyJHIy8vDmWeeiTVr1sjuv2PHDpx//vnIz8/H0KFDMXv2bAhMzeqqVatw5plnIi8vD6NGjcLbb78dqsMPCWwmVY3CWwcPr5MXQNlQ7pENUFM4geGxEPd68MpV3tmjrJJHGANeD/V/zlJvzE6En36pYmEImuwQsQybSX1wZArGKviIU4wafuw2C54cn44DM3qKHuuOnkd3UTt8bqn0KO/kh8ViwehsO0ZmtQkRsolYkgzRznclYrGp+0ekII4W1k1LSMbiTz75BI888ggefPBBrFy5EhMmTMBVV12FI0eOcPevq6vDZZddhtzcXCxfvhzPPfccXnnlFbz66qud+xw8eBBXX301JkyYgJUrV+KBBx7AQw89hE8//TQUHyEksOPsmT0TcO+J6iSxlQasBoWR9P6RYhn3HSH24eJNmNV4jRHGgBXWSrRZYKF+VEPzyGhxhmhLlbbJE0FEE2zry82DkxXHMS0iOIS+2KwW0QJ+JP2e1VbAqRVYkoINpIziEWt2+qdRwaiZCUmQ+tprr+G6667DzJkzMXjwYMyZMwd5eXmSmc+PPvoILpcLc+fOxbBhw3DJJZfgvvvuw+uvv96ZTX3nnXeQn5+POXPmYPDgwZg5cyZmzJgREMgandb2z5Kf2Pa1220W/GV8Ov42KaPbr610T51ckIBZgwPV9I42ekXZaj1JInm6oPn2mBvv/9IY0b4UNkh10FhveHpwRGKmf1EZgSMhiMjT2OLD8abAMTRVRe/grMHJAX/PGKhOiZbQB1aRuTGC1SAq5D0AAA9yEgFaYEXzKZOqD1N7kRaKmdE9ivB4PNiyZQvOOuusgO1nnXUW1q1bx33O+vXrMWnSJCQmdjU3n3322Th+/DgOHTrUuQ/7mmeffTY2b96MlpbINtarxSsAf52QjktPaPucHYNShr37q7ZWhZVhC4C/TcqAwy+56fFFdoWS4PPPnQ244qsq3LvaiV7/Pg5fCBcS5NhR0xrwd00znStGR6qqqY4k+IkYpJQJULMSrKrUfm8bmoKB7RmY5DgLbmGCViK02JmBzBPBiE1tRnN6n+4FQ+yavn9w3OITcMuKamS8cwzTv6hAVYj1RKIJNX68hHHRPTdSVVUFr9eLnJycgO05OTkoLy/nPqe8vBwFBQWi/Tse69evH8rLyzF58mTRPq2traiqqkJ+fj73tYuLi4P8JPoz1Ask2oH/c8YDiIfFVYfi4io01lgBKA9wcp+ltFb+NY4cOYI0pw/pcQ64vV2j4abd+9ErkTcIi1eOg/su9Xqd7mOkc0GOh9cFfmf3f3MI9/QL/0LMo1sSAAQO8Gb5DkOBGT770Wr+OHDJkqP410gyh48kZjh/oo29jRYAXYvfGbZW1b/DuycCm2ut6JsoIKP2EIoj3KkSS+ePxeuAfw7llwMH0ZoUmUB106G2+ZoS5UcOwN2NGXVb0VSS39++zt98VbUVnxxoG9fXlnkwe/Vh3NanlfMqfGLl3EmxJaLBG7jAESufPZSE+jssKiqSfCxkBXxsz4cgCLJ9ILz92e1q9mGR+/CRIqPaiZTyJtw5rgBF2XbUVniAHRWKz0sq6I/CZP6qUHVZM7BNuqyvb5/eKMq2o+eucpQ1dwU8tpzeKOLJ8a86JtoUzHd5r7O2U2a9O6/TXYqLiw15LnBhvvvlNQ78/dx+YT2EZUfc2NFQJdpumu9QZ8xy/hw86gZ2in+3zXU29B8wkJSZI4RZzp9oo77CA2zuuremJSWgqKi36uefGIqDCoJYO39Sd5YDrq55Sl5hHxRl2yNyLB/+WAIlO6I4CzB6cPfGV58gAGtKOv/2CpbO33zmwjIAXUHpvw7b8cCkPqqyhLF07owsrsCasi4NhntPTEFRUWEEj8j8RPr80b3cNysrCzabTZQ1raysFGVXO8jNzeXuD3RlVKX2iYuLQ48e5lIcnTU4GZuvzMPo9kHXwTYjSPDJAb68NgAoFfN1vEVuYuBPvqsmtBm6a6mXp9skR0DE488bxWmDC7pZzkSEnrxE6SF9fQUJKBGxhaivXuW9logsCUzs5YmgiJBUP+ybZ2bCYWtT5X1hUka3FwCtFgv8X0EAOlt9eMcwZH5pRFWPjQjbP3w+zVlMj+5Bqt1ux+jRo/Hdd98FbP/uu+8wceJE7nMmTJiAtWvXwu12B+zfs2dP9O3bt3OfFStWiF5zzJgxiI/X5k8VaQZnxCMnsWsUlptY+mOTyRgrNffb22/OA9MDk+dqbWh+O0KdCjELL/P7/i9kQ6OFTBU9VHqz2ykuJbp6AC04GB05L+W9terLwwgiGihtCry/JVCQagrYntRmg7Vg/mVcGq7sn4S9M3pi/3U9cbNOPctSfanVEsrBL25r4G6PVdjFjHiqHDI9IZn93nXXXZg3bx7ef/997NmzBw8//DBKS0sxa9YsAMCTTz6Jiy++uHP/K6+8EomJibjzzjuxc+dOLF68GC+99BLuvPPOzlLeWbNmoaSkBI888gj27NmD999/H/PmzcPdd98dio8QVnISbZjWu2vF545h/AHPLvNreRXEdeLbv8cBjBx3rYSgSmZC4MUdbEY0nXPQ9652BvVasYpRXF/IlsH4yLU+kEgaEWs8u6U+4O+yJoNFOwQXdjGh2WBSt3cOb1u0T4m3qlKLVgsbVHU4QvSUKOv9sax7OgNv725ExjvHkPHOMfxjp/kD3i1VgZWBtChlfkLSk3r55Zejuroac+bMQVlZGYYOHYoFCxagT58+AIDS0lIcOHCgc//09HQsXLgQv/vd7zBlyhRkZGTgrrvuCghA+/XrhwULFuCxxx7D22+/jfz8fMyePRuXXHJJKD5C2Hl/Sg98tL8JSTYLLj0hEf/YKc42+mdfWZTG8Pj2p6YxA2qdh//Etqxt12ORyOYRkSMrwSryfUukINUUrLk0F6csEovUsaWPBBHtFDPVA7s4FSKE8WAXRCNpQcOD9TTV7XWZl+3IpI7NseMXTiVMd46jtMmLB9Z2JQweWVeLawckqVK/NhqCIODyr8RaDGxShjAfIfsFb731Vtx6663cx+bOnSvaNnz4cCxdulT2NU877TSsXLlSl+MzGgk2C24oki8ZkTOVVir37VihYzObdRI+nOx7UXwSOSLx1afbLahiFmmHZ5qrrD5WGZYZj+qbC3DHyhos2O/q3E5BKhHr3DmcrGTMABsoOSXKXcOB1QL4T4fuD7L1SQ02UbmvAEEQ4JYI0r884uZuV8N134qDum+OuXFlf/O19WyubMF3JeKsMi2smx/zLZnEMHJWh3IBLNBVKpzGeLJK9Tqw89nurNjp4QMby4S73NcnCNhfH1gWd8ewZMqmmwirxYJhzKLC6lKyoCFim9+NTI30IRAqyGAW01/fEblS1Ak5garCU3uFTowngZln9f9vKYbML8XCgy6JZwBHGoKrDvipUiya+euVNUG9lp7srGnB0z/V4bND0p+Z5YWf65V3IkwJzTpNxPZqaSVexXLf9sEvjRn8N3MGKkBsYM029GuBfU9CG+EO8f0l3Dv47Qia3JkNNnO6utSD49STR8QI7D0MoLYVs8CKSUotpocDVu+jO3MhJXhCk2Uu+c/+r136CVH6BMATwYqbCpcXZy0pxwtb63HD8mosOqAuUK1wie9r2Q661qMB+hVNxJu7pVcTFYWT2oNU3oVbw7kBsOXDcd1I51GQah5afAIuXCr2202Kp2y42eCV9577mbIfM0FEA+vLxYttcsJihHGYlBfo3R5JpxW20rY7cyEl5HRHpNjj1G4jKMjMFz+VydqGik/2N+GuVTWYvLgCbr9489416jK7GyrE38Hsiel6HR4RQSh6MBFyMuzKPalt/8/lDILsKpQgCOKBuRtnythscS+jTyGoJrqwhnFiJXWD0lPBkAgP5/UWl6UdbfRi5XEq+yWiH7nKI8LYDM0MlEtxRTC7x86t2L5RPQnGE/2ro9rHc7nn3LfGKRvE6s0Px5txy/c1+E9xE44xlT5Swp7+HKznlztfYcLeWkIMzTxNhNz4pTSG+/eUjmS8FB9eVxvw98+cm3t3AqXfjxKXihrN98zIhHPt/+ujYiGGC8gQ25RMzLVzt1/8pThTThBmoKTRiz9vqMVzm+tQ6Za/iRjNtoRQTyJjHdLUKoQ1cPLHKxKRDN0deU8YvKw3VnhwzTdi0aQOmloFKFxauuKvMBwM8/c1ibY9M4GyqNECBakGpX+qOOMpp8LeKjOAzxocuKLE9newqmhfB7EyJ0evFLGINE0gjAnv9ku9HebEYrGgIIn/2ykJrRGE0RAEAZcuq8TL2xvw3JZ6DPxvqWzgwnqAPzaG+urNgs1qQQIzBQpn4OSPnlVlSgSb/XdpsOg5R0XLR72E60MoYG2iWE5ZWIYnNtZK9soeqhefGDcPoixqtECzT4PSJ5XvDsSu6nVtl36tP48NXFVq5NQG+9/sdwfR46AEK4RAdhjqCZElm8R7id+MNRgnzMO3F+Vyty+KQN8RQXSH/XVekVfkS9ukdRrYoIbsKMyFOJsaGfEksR1f6M6jGQODC6521qibs6m18qlXUWYbLnY6W/HStgZ8yMmYAl2tbB08NiYVydSeFDXQL2lQpHRqpJTepGK+341KFXmO8QbZbX4reAVJ2pv3lUhgbjgUpKonnFMr3v3XRnM709JT4lpefoz6UglzwfarAW2+jlKw9xgHDWSmws78XhGKUdHCTFVC2ZN653B1Hqw5THWT2pLZY43q0tHhzKSq5YE1/M/IVuXxFJIJ80JBqkG5cRDfdFzKE0uqfG9Ihjgje1HfRNE2/8GLvZVL9bZpgZ0gULmvMeFN4yiTam6eHJcm2jZvL39VmiCMCk+FfnWpBz9XiVV8AXEJJAWp5oJNfGuoaNWVeqZsPDWESvcjesTj7TMzFfdjg8gkFVUCxxq9eO8XdXY1dWxkbgCkfn/m5xElRAhzQ0GqQbmgjwNTChJE249KrIRJXcC8H/iK/uIgtdHvBVjj6Iv6dl84hzKpwRPOGJH3VjTmm5tZg/kLXgRhBFYeb8YzP9Vhfbl8dr9J4iY39fMK7K8TL96yCzFU7msubFY2kxr+OYNPEEQBW6gt9S5XoUrLJjGUFv2/OuLG8AWlqj1V2cBcCkEQ8I+dDZj+RQWe/qmO600sx9qy7lf0sHNJClKjCwpSDYrNasHHU7MwnbGROM4peQKkfVLZgR4ATs1PQC7TI9rYPhD7BAGHGwLfQ4+LnqfWR6gjnEMuTxRijQ43EiJypNmtOHx9z0gfBkGIWFfWjEu+rMScrfWY/kWlbG+dW+Ke4fYCSw4FLqzWcSbZNHk1F+yaQiTWtetbhACP1pQ4S1gqi5TUaS9kFPcbFTKfV8uo+QLApLzAajm1mdR15R48sq4Wa8s8eGFrPT7e74KrVcBdq2owbP5x3L+6RjaA/uP6WsnHWCbk8Cv6WEGlBKr8iiooSDUwVosFo7IC7WKczdqEk6Su18tPCMym1rWXj9RzBic92hNSmBKZBgOWkxiBUolFiHCRxhEc4BllE+aCV6ImJcJGEOHigbVOdJyFXgH48wbpSet+CT9EQCz08p9icTn78EyxXzdhXOIMkEllFaLTQ5xF7eC6gUk4WabNij0O9ji1MHtiuqgtTMneqQNWuOyOH2qw5JAL/yluQkmTD+/+0oQvj0j3jfM0Vsbl8K9TqUQMGwSzqtCEuaEg1eD0YESPWPuYDrSU+wJAXmLglbzH2TYB4N0I2AAzGNiG/bd3qys7iTWWcQb0sJb7ct7rYh3KvYnIYrGILR26Ma8hCF3YURMYeK6v4PeXerwCXtkureSbzNyjHuVkaPqn8RXzCWNihJ5UVg03PSE8N+PMBCuWnp+NypkFXE2BvCRbQBtOqcuHQzKLOFJc2T8Rtw9LEfVrP76hDjctr1JcyKziBLO/XlkT8Pc9q2tE+3TA82Bfcl4Onhov/sy8ZIlPELCdqb6g3vPogoJUg5PJBKlv7+EHd9LlvvzXHZMduFq1ubJtcsAbCEZndX8FmjWpXiqzuhbLHOH1HIdQ8p7ls0Pi34W1MCLMiZ1Z7fBQJpUwGFIjndL9gnx/ow8j9KQ6mQx9uDKpQNvCYpzVwl1cSYm3YDxT/rpDpQ2NPx2fhxfYLT7kxqpS+VafDBXfh1SZPiBegH9qfBoS4yy458RUXMfY8bQyc1yvT8Bly6pQw1QX9iR136iCglSDw2vS5w3W8zjlTYC0yfNAZuCrcrdFp7yJ64ge3Q9SB6UHvl8KiViIqHJ78cLW+ogew15GgOTK/okYkE4ZiGiA7aXSKnJBEKFGaj3ucZkyYKCrX3Hl8Wbc9n216PEBaTRxNRtG6En1t+YD1AVlesPrsbRZgAImGJPT+ZBS/023t213SDz+xWH5xaEkFVV2Hh/wvoSqMGsr5H+PundEoB1PpduHx9Y7ccfKaux2tuDbY834/rg4iJayXSPMCc0+DQ6vl6zM5Qvwgvq5yoNDDfweAqmSPjb47ehFZQeNfqk2WHTI5N08OBmP+ZVgnc8p84h1Xt8hXc4WKXg9qoQ5YedXnsi2PxOEalgxP5ZWAdhZ04JLvqwEb6r+xDiqBjEbrIhfuH1SBUHAH5iy8Y6gLpzweixtFotIrVoqSBUE6cc6MqmssGUHSqrBUs9juXe1E1N7OZDPBJDsQqn/dIONm8tdPry+oy3Y/fpos2TvKlnmRRc0AzU44ziKZv4Kvy0+Ac9tkc6+SWVLUuItAaVVja0CvD4B26tDI5LDmk9TO5yYtWX8fixIlHKHA57aL2FO4m1U7ksYG0uQWuZen4D5e5u4ASoAFFB2xXTEMYvjbLlnqCnniProsWCvFTsnEIyziAPE17Y3oIkTyf9mu9jKsIOOW4BUH6fSPE1L/+fyY+KsLKuf6R9gssJZ/lQ1+7C8hFwHYgGaghocu80iWlH6sr0Eo60mv1K2JEMqW2K1WERZ2iWH3PjLprqAbQfr9Um3sGNZuFdFzYDU/W/Z0WZd/MSUEDiTANIgiB7YTCorCkIQkYY33KgpS28VgJdlhJUGZVDRmNlgY5Rwzhl21rTgGo5ti1TZbChJ5ryn1SL2/d1T24rrvg0sdd/jbMGmWukFmo5M6UCJlh5Wx6A7zN5SjyWHXAHzDLZ1zf8jKX3VPP0UnuASYW4oSDUBbKXGv3a33Yw3VXqwqlQi+9aOXLkG64V184pqUU+iXrAiCFJCTwSfGd9UweMVsNvZgl9/X43frXVit7MFCw804RenPtlv8q6NbqzMKsjkJRWyohYEEW54C3WVbuXoRM5fdeagJKRS24LpYDNp4ZozuFoFXLC0AluqxOfUDUVJnGeElu5x1ecAACAASURBVCEZ8QGVaP3bW7DYIBUAVpQ0o8RPfPHro/I9pZe2WxFOKeBnW5W+cy19wocavLhxeTWW+IkzyvWkai3bPbNnAn41JFnTcwjjQyO3CeidErgSVteuOLezRjmgNEoTOZuRi4QIgtFZLbPg4PQI+OyQCxcurcSC/S68ubsRJy8sx6wVNZiwsBz/Lu6+pc+igy7RNrmSG8JcFNeKx4v5+/iCawQRCXijDW+hlbWu2FIpHaT+4STKrpgRxtgA7jBMGr456sZ134oVYzsYky3tXRoq7DYLXj89E72SbeiVbMP/TcoAACRJlDmVu7qC1Az2S2wnNd6CB0emYEhGW1+nVBkzL1vZgSAI+EBCsFOOmd91ZXvFPan+5b7qX9NmARZOy0IS9SdFHfSLmoC7hgeqnJ2S1zZQqlGau8AgHpcUpMrzKSdAZFle0iyZVbh7lbPbx/DbNeLXoJXJ6OZdCdVFgogE7G3h5yqPSBl0cHocJjOZHyn/cEBs40aYg2Qm+31UQTyru0z9rAJXfl2F7yR6Ha/snxjS95fj3F4ObLsqD9uvzseUwrY5HS+TCrRVyHSU0UplI4/cUIDHGWs5npilXKn9JpmFITn8X5FdeAgQTtKwQO4VxJVCRHRAo7cJGMX4lHaUSKjp1TGK0pmNGUCUTKJjDf/VRSmqFMreaqWknFXCe3q/VOrlimY2BznRIIju4lMoJfzgl0acsbgCf/s5sNc0wWYRierIvZJR7oGENg7WB1Z+hNKezdnsw/oK+dapSPSj+sNmO6WCVAA4+7MKAHwLwven9OA+5w9jxBUHcn3Ad/5QI/2gAmvLmnGwvlV0/8lN7Kr8I5dCAqAg1RSwNiAV7rYVRbkgNcEG/Pss/mDUwazB4euvYKswKJOqHaWe0RoSwiEIwiRUcNRTOypFvD4B96zmV4c0tvpgUzlzuffEFOWdCEPC9oSWcs4XveD5bbJEOkhlSZBRNdxa1YLpX1Tg9z+KryGeYwQADO8Rj3cnB84ZpeaYgiDgF077iFqmf1GJ0f8rQwWz8N4zqevC5qkaS3HtgMhluYnQQmkSE5DKeHMdqPdCEAQ0coKWeCvw+fRs9E6JU+xH7Z0Svp+fyn27j9KNtKbZh36pwb/+sIw47HR23XgcxmhnJggiCnHKVH4sPSIt+LKvzqtKdfzdyT06hWEI8zG1VwK+OhoemxE1ooFmqyqSsrQrSJa+sbPJBKme1FDp7eX5zVm1VED8kfrOoxbKpJoANpMKAI9vqMPvf6wVbV84LRsTchNUCSbFh3FhkO0XIHVf/VmlYjVYjgGMDP3vR9HATxBEaFhXLl1euULGA7FnklWxX23xedkUoJqcGwcF6iGM6BEvsWf3ketp7mB0VujePxjGBSHi9OgY+VVsNjBkLWK6tqt7vzuGJaNvivrVbvb9P52WLbv/Jf0c2HF1PnqFMeFChBcKUk0A62cKAK/uEHvC3TY0GaflSxs3s6hpTNdrhUpU7kuVqbrz+MY62ccrXF78dk0N7lhZjfXlzSJfVNaOZHgPGvgJIhpwNvsM54v7/BZxj2FuYtuNQm4J848npSlmUkeGMKAhwkMhs9C+rTp0/fOLVQgXjpUok40UchlRKZRKltl8SIvEhdiqMskwtZcDW6/K585hWU7PF3+/ZxYkYOHULKTZLZiQYw9wunhwZArem5KFwiC+B8I80CzUBLAeo1JotYJTs/+wTH1OEXZS8WO5B9VuL3pQTWnYuH1lDZa3Zyg+3OfCqKx4LD4vG+ntKtEupgY7UW3jF2EKZg5Kwnu/kOVMrPHFYRd+/X0NGloFPDYmFQ+NNkaFxNFGsVprR4ZGTiTu+qJkLDogH1Q4NPSzEcaE5ybS1OrT3Wak1SfIZvUBYMuVeYYT4EoIYuqUqHBdsJ9xvcT3ojbJcEbPtqTJSdl2xXal+0bws7xTCh04fH0BgLbf6rNDbiTGWTC1l/qEDGFeaBZqEsbnKK8Mx2uU4FYz6Oo1LrPqvgDwPk2Yw8qassCbxNaqFgydXwqgTQhhFePTajShCKJ7/H4UfxLg76tHRB9PbapDQ3uVxF831+NAXfCCJ6GmI0Ozs4afNevItiitnwUzgSeMRTZnAXv2Zv0VfjfKqPo+NiYVZTcVGLIfNRjLFTlFYCBQuAho69UtbRLfH9Q4S/x5bFpntd7tw5St7PJVtKjFWS249IRETOvtkPR2JaILClJNQqKK1cNdTm3lMGoWJK1ce3Xt8BbwntgkX55KaIdnfA+0BaFuTizS1CrgSEMrnufI+yvd0Ahz0SslDoeu7ynaPpfTOiAIAtaXN2OTgi0DYWyaWn3Y5QwMSjdVRv435VljAG2ZVFergH0SgfSE3LYgVWloogms+eGVs768vQFHG/RdZCnhZPSBNl/Uh0anyaromo2JufIlyydwgnFefzh7+WYmWLB3Rj5qbi7A0vOzsfLiHPx2ZNei6NReDq4Pqz+D0o23EEBEHjorTIKaeKFeqoFAAqXSD0C/TGo0DfRGYUKOXeTt9uBaJ149LVO0r5yF6oiPyrjbtZaPE8aH1xt0qEE8SfvTxjq8sr0teH1odCoe43joEcbH2Sy+J6hRMg01UoFBi0/AwfpWSfX3mYPbMjK8ypwO7iPbmaghM8GCGuYc3lHTqqtQDu/e+ONluRhsgqAp22HttG1Sw8B0+Yo8XmtZHecLYgWVkuOsnZnvSXniMtw4qwX/OasH3F7AbgV8AB7fUIt/7GwEAHx1QbYmyxkidqBpqElQEzBc1V+b7+lJKoQA9ApSKSvHZ0ulB9d+U6X5eb8dkYKXT80Qbf93Mb+E2h2E54+a8hvCXPBKxD5h+vtafUJngArwBW4Ic+DhlOXVyq1YhYk/bBAr0wNtmVQpv+fHxqSiT3twIlcFlGqnaU20kMz5oaWy7MHCigBdMyARQzLiTZGNf35iemdp+8Oju+E/5wfbWpaRIP4N2OmEmvjSYrEgMc4Cm9WCeKsFz03MgHNWIZyzCjEhl/pLCT40mpsENeJJV/bXJrnfLzUOFyqUYFAmNXR4fQKu/7YaX8p4Akpx2QmJGJoZj/tHiLMGgz88HvB3aZNXcyA8uSChU1CJiH6mf1GBd3a3rWrzAhvCnPAWp+o8kf99pcY8AcBL28SLIpMLEvDroV1jnVwmtbcGywvC2PCs6h6XWOAIFna4M5pAkhyX90/CzqvzsfPqfDw6Jg3Zju7fs9n+W95owWZSzfSdEeaCZqEmQU0mNSUI49PXTheXhvpj0aknVU1pcayxqdKDYxxRAiXGZMdjZFZbFvxRThlmmcuHde0iST5BwIVLKyWNvaVYpOBPRkQXa8s8+O1aJx760SmatAFt5xFhPng96lLeh0bhq6OBPXDTezuwaFp2QEZHTjjpvN7yC6+EefBwbo9eAdhe3YJ5xY0oC+L+KXo9JnFvtqlKlsPW2b+rh6o1+wq8ob+F+c50FlwmiE7o1DIJO6qVS1yCUXtLt1sxa7B0mbBeC2RSg+cejWJP0cQiFd5sPF7z6zlNsFnwrzPECw3Ptpdo/lzVgr0ay6OSqTQ7ZvnXrkZuP2AQ1eKEAeAFqQao9tUEr4dWaoi6aVASVYBEES0Si2OTF5fjzlVOnPppebf9f9lsrVyW3ujIqVpfPUBlpR3z8Xm/wHFmcWC307iK4YS5odHcJGgNNLQgd1PXr9yXv/3/OKqyscLrOxqDeh5rDXMBp2S7Q0zhzxulFZTXX5bL3f7WZPnsOmFu/nduluzjPG88tb54hLEoaRT/cLudLaJJppE5WC++98VJ3JhyE6nUN5polRh3OtYtKt0+vLU7uPtoB8H0VxoVXltVglXAkIw4PDhSXc+qOJMqDlM/PxxYrk/r2kSooCCVwEnZ0gJKeo09UiIEC/YHl02MdnJkekv6Mj1XyfFWkb9ZR3mmlIH2txfmYFBGPBacIw5Ypvaicrlo5hyF3/cFzsIRrzeMMD6sNzIAfHusGaM+KsWiA5EZe3mTXjkuO0GcAZIKJGiuHF2oUaL++qh2TQd/2CDVzO2VvLaqVae48ONleRicIa/s24EoSOXsw/a6G0AwnIhSKEg1CVdwbtT+XF+kTdnXHzn/KjMP2GZm4bRsTMoTLx4MTIvjBvzzzg4MNnfWtHKl4wFg+1V5GNuu7Dy1twOLpmVhRI82EaaqmQVBlY0T5kKuR3wdJ5NKkxBzUubiZ0w9PuDe1TVhPpqu99bCtQPV39toLSX2+LHcg101LUGrVnuZHm2pLL0ZeOykQI2KR4JQ/GXv/wLaFpZu+LYKGe8cQ8Y7x7CmNHDx67mJ6ZrfhyDUQEGqSbh9WLLkY6fn2zG7G4NEnNWC6RJiEyYerw3PyB7SK5s9Eqz4YrpYvOjifvzfidfz2+c/xzl7QuQxN7nAgR8uycUT49JVqUgT5seusSpylURGnjA2vNLtDuo0+mrrBa9PVopnJqRjCCcD5JJYNfFx8z5EtDNpUTkGf3gcC/bxLdjkiKZy3ykFCbimvfd0bHY8bh4sPW+Ugl2j9glt+hmf+ZX4HqgPXPw6hbOgThB6QEGqSchxSM8qHxqdhhQ18r8yTJfIpoYjq2am/ig9kVNjttvaSqRfP63LC9VuBe4YxjeqV+tDOyzT+AblROjRagl1/fLqEB0JESoEQcDxJuM1E6v1bH5mQjruGMqfZI/JtnMF3gwuXEyEELcXuHtVDdwayz6iKUi1Wiz45xk9UHNzAb69KDcor3Pex5+1QrrqItthxYkyC+4E0R0oSDUJckGIHvYQUgNzOE6QkR+VhuFdjIfcr5bRLmY1Y2AS5p6eid8MS8ZXF+RICoOotfj5+6kkikQA5S7jBS+EvjhV+KFKZSRDyQEVIoA5DivuGp4iWdmRGGfB25N7iLaTH3ds4/HxF7331rZg2ucVGPVRqSjbGk3qvh1IaYCoei7zt9L0ckhGHLUIESGDglSTwCq6+qOHPYSUGXM4qj9Zz61YQUoxNc1u6eyLsVgsmDEwCc9OzMBoGYErtZOzcTlUlkMEB3mlmgs1ZbU9PyjB81vqwvrblrsDBz5eRlTNeDaN06JCftzRxbmFCZqfwxNb+sumOqwr9+BQgxf3rXaiwW/SIRJOivFZMRtvCgAGpElnZLtbxUcQctDZZRLkMql6BKlSLxEuf0Stio/RgJRi6sOj07jb5ZArHe7gxm6IaxHEBpn+RsJ4tKqsff3r5nrcGMZy7npG4KYHR8lc7by3V3Lg5PnUfO1BDWFcPjhL3i6Lh4szaVl8yB3w+PclXT327O6xbqfCy6SOl1ncVjP3IIhgoSDVJEhlOgEgVYdBQmo+I6UQqze/1MaeGbTUAsCl/VSabvuhRpEwS8bWhiCUmPZFZaQPgdCAlkrezw+7cbghdGPwz1UeXLqsEhcsrcCdq5wBj2VwfLpZYRYpZk9M7wxozy1MwPhcqhSJJhxxFhy9oadoMUIONbY1Nr9TjlX3jYZy3+7As6CRq3YjrUUilJCKShQwQYcbs1S5V7gqcctdPgzOUN4vmuAFqXcMS0ahhhuyFn49lC+6RBBqOVDXihPS6LZhBlo0qgg9ubEOb3H6PLVS6/HBJwCZCVYca/TiQH0r7lhZg6ON/MCzR0Lwi2cX9E3EhsvzUNbkpQA1SkmJt+Kivg7M3dmoan+2z3ofZwE80WaB1ydgeUkzXtzWEPBYrFeMszH6A2ud/B079g/hsRAEzTZMznUDk3RpWpeaz5wWpvKpSnfsKfyy5XjTezvwxNjQ+Y0VhCj4JWKHMR+XYe+MfGTLqI0TxqBV4wrjxwdceGxMKwakBz8tWHTAhd/8UINmn4DJPROwtszDLb/05+Q8O75nLI6u7K++mqRfahz6pdJUJpqRqyRjYYPU57fWifZpaBGQ9V4J9/n2GI9SLRrDzthr1CLCCdX/mZynxmvvX+TBG2gWn5cdNrXEEgNaJYSaXc7AFd4/npQGR4gaYr6/OCckr0vEHqM/Kov0IRAq0JpJBYCxn5Sp7mXlcc/qGri8AnwCsLykWTFABYALOPZn955IVR9EF3YNQWoTszrzuV8/agdyllqjs2LbTiXGq50Jg6F7kNrc3Izf//736N+/PwoKCnDttdfi2LFjss957733MH36dPTr1w99+vTBhRdeiLVr1wbs8+yzzyIjIyPgv0GDBul9+Iamb0pg9uLlUzKQpVNGgzcvOaNn+EQo1pc3K+8URZRwSt9s3bwa/zSWv2Bx5IaeGJVFpXCEPjS0CjgSwv5FQh+0ZlI7mLe3SXknCepbtAW4i6Zlcfvp9bqvEdFBnIZ748vbGlDu6rq/avUKnZQX2/dKrTHqSPJIJUKI7kHqo48+iiVLluCtt97CF198gfr6elxzzTXweqXLOVetWoXLLrsMn376Kb799lsUFRXhiiuuwL59+wL2Kyoqwp49ezr/W7Nmjd6Hb2ieGt8lEnHFCYmYOZhvdB4MkTZBr3bHVia1zMUJUru5gnnrEP75kEoS8QTDxX3F2Sst/HFDrU5HQoSKVhnF9HgrcENREkZxskbbqlqCej+tNjY/X5WHyQUOcHSTZC3XiNhDqty3f6oN03oFLqbvqW3FmYvLOy2Y5K4DlpE94rvlMRoNaP301wwg1wAidOjayFFbW4sPPvgAr732GqZMmQIA+Oc//4kRI0ZgxYoVOPvss7nPe+ONNwL+/tvf/obPP/8c33zzDQYMGNB1sHFxyMvL0/OQTcXF/RLxU3Yeqtw+7uSiOwzNjGxPTwQ85SMK70bQXVXBNLsV1TcX4IzFFdhe3TbRXHp+drdek4hOfjUkJcCWQSurS8mOxuhIKXIWJFmx9rI8pLdHh7O+q8bCg67Ox5uDXLFs1DCIV8ws6Aw8+qQE3ntS4ixka0EEwFvIANpElUb0sGPZ0cBKrONNPvxY1owzCxyq/II7uH8ElZlriVLvGp6CnESqeiBCh64pli1btqClpQVnnXVW57ZevXph8ODBWLdunerX8Xg8cLvdyMgIlHs9ePAghg4dipEjR+KWW27BwYMH9Tp009A7JQ6js+26r/adnGvHBD8vrNdOC6/Ubnf6oMzI4QZxJlUPKXerxYJVl+TCOasQzlmFmJRHvoGEmHE53Vvkqoyxygcz8vF+V8Dfp+fb4ZxViJ3X9OwMUAHgXCYTpWVS78+8YnVlwi+dkhGQGbPbLPjbpIzO8e/+kamahHKI6EfKYi053oJkiQWNSrcPly6rxHGVehfxVmAi3S81ZVJ/JVG9RRB6oWv6rLy8HDabDVlZgQbMOTk5KC8vV/06Tz/9NFJSUjB9+vTObePGjcPrr7+OoqIiVFZWYs6cOZg6dSp+/PFH9OghLZtfXFys/YPEKC8WAauzbMhNEDAcJdD/q5MuC2lwuUP+WxnpXHh+awKAwBXIfQcOoiUxtoJ1M2Gk80cPJmUmYG1N2zmYa/eh3KNtzXLb7mJQ66B6wnn+VHqAt/cEjrfeZhf3GGoqbAC6JufVtfUoLq7S/J4Pr1Mu+xuU7MN4zr3ldBuweJwFggDkO5pQXFyq+f2jnWgbf7RQUREHQNwravG4cEJrHQBx+8Kvvq9R/fp9E324s28Lmkr2Ixq/ZS3nTq0zHoDyIuY1PVvgLTuAYtLRi3pCPfYUFRVJPqYqSH366afxwgsvyO6zZMkSyccEQVCd+Zs7dy7effddLFq0CGlpXUIw5557bsB+48aNw+jRozFv3jzcfffdkq8n9+EJMcND+eKrpAW0bHYHior6hOyti4uLDXUubOd8F4V9+qIog0QIjIjRzh89mJvfij9vrEW9R8DjY9MwZUmFpudbc/uhiEQzVBHu82fPIReAQAXTtJRk7hi7K94F7Ona156UgqKiLNF+cni8ArCKb+kBAAPSbLhjWAou6psoKWQTXVeXvkTj+KOFpKZ64IDYSiYvPQVTR2YAW48H9brHbuiJ5CjXbNB67mRWO4Hj0p60my7PQ06iFWlSNdhEVBHpsUdVkPqb3/wGV199tew+vXr1woYNG+D1elFVVYXs7K5euMrKSpxyyimK7zN37lw888wz+OijjzB27FjZfVNSUjBkyBDs379fzUcgDI43xsp9eThi3J+NCC/9UuPw3pSuYOTh0amYvaVeYl8bDtYHlqi/vrMBr52WGdJjJILj0fViYatUibJI1mbME0S57/EmaWHEYRlxWHVpri5+3kRsMj6Hr7ibHG9BkhbpXz+GZ8ZFfYAaDEpXaV6SFSn0vRFhQtWZlpWVhUGDBsn+l5SUhNGjRyM+Ph7fffdd53OPHTuGPXv2YOLEibLv8eqrr+Lpp5/G/PnzMWnSJMVjcrvbykNjWUgpmog14SQeZEhPRJJbJNTCnbMKseXKfNH2/xQ30eKSQeH1lQ6RqNJgEyIeTgufTxBwqL4VgoRSqpT1zF8npGM1BahENzk1347cRPF0tUNg6x4Nvrqp8RZkO6x4any6bscXTShdqlo8awmiu+i6HJKeno4bb7wRf/rTn7BixQps3boVt99+O4YPH47Jkyd37nfxxRfjySef7Pz773//O5588km8+uqrGDhwIMrKylBWVoba2q7V4D/+8Y9YtWoVDh48iI0bN2LmzJloamrCjBkz9PwIRIQIxnieIAj9yEgQ3w6mFMgLiby5W7osjIgcvInkVQMS+fuymVRmLC5t8mLiwnKM+l8ZxnxchlJO1vSKrypF254Ym4bfDEuOeUsPovvEWS1YcVGuaHtHRu/JcWl44wzlqo45J6fjyA0F2DujJ84q7J4NV7RiUcilUhKVCCe6p27++te/wmazYdasWXC73TjjjDPwj3/8AzZbVx/KgQMHUFhY2Pn3G2+8gZaWFsyaNSvgtWbMmIG5c+cCAEpKSnDrrbd2lhKPGzcOX3/9Nfr0CV0fIxE+gjWeJwhCH3gtRr1T5JWRHl5Xi9uHkW2DP+vLm/Hm7kYMSIvDgyNTJZVJQ0kjM6BuvDxXZPXSAWtJurbMA3erAEf7A/etcaK4thUAcLDei+c21+GlU9sCAkEQcO03VShziQfw+0emdvdjEEQnPFuilPZz1Gqx4KoBSbj8hERkvcfvjX56fJqklzjRhdJoRYtORDjRPUh1OByYM2cO5syZI7nPtm3bZP/m8fbbb3f72Ajj4tVoBB9tpJEvIBFheJOPk7K7esFuGZyMt/dQ5lSOKrcXUz/vyio+u7keNTcXhP04XEz/REGy9GKDjRNE9//vcRy6vif217Vi2ZFAP913f2nqDFLPX1qJtWViz9yhGdS6QOgLL0hlZRx453IH1wxIogBLBVTNSxgJStwTYePp8WmSj8V6JvWlU8LrS0sQPOaf0yWklGADJvuV+97LMbpPs9OMxp9394i9QrfXtIb1GHyCADdTkSsnysZ7qKlVwF2ravDwOrEAEwBc83UlVpU2cwNUAJgp0d9MEMFitYgLUXmLLwPT+AskbFk7wYe+JcJIUJBKhI0bipJxfh8HchxWXMP0R7XGUCa13CXu6ZqUTybiROSZ1tuBj87Nwu9GpmLZ+TkBYl79UuMwa3CgF+bYbL7qZqyyx9ki2nb2kvKwCsMdbggcX1LiLLLCRVKZkwX7XFhR0sx9bNnRZly4VNyH2sHtQylIJfTn4dFdJeT9Um2Y3kfcV/oPid7UBEoRqoKSzYSRoJocImxkJFgx7+y2TE2tx4f5+1ydj8VSJvUdTslkEtsYRhAR4txeDpzbiy8qcmm/JLzjly1sJcGzABbsd4m2eXzAuhorhobpGCYtLA/4W8qXtIM4nWel1wxIpLJKIiTcPyIV2Q4rDjd4cUNREtd+ZlyOHYev74kTPypFnUdo3xbf2WNNyCP3LY0kX2wizFAmlYgI7P1CysIgGnE2iyPyZLqBEiaAnRP+UOrBxgp+yWesUVwrzqJ2cP9OBzLeOYaXfub70OqFIAhwMfYzeUnyt3mbjrMAqwWYRaW+RIhwxFlw69AU/GV8OgZJWCoBQJrdirWX5uHq/om4rF8i/nE6+TmrRW596ZkJZNtDhBcKUomIEM8pvWloCU06tbi2BTO3JCDjnWP47JA40xFueFnjSCiAEoRWePYD53xWgTKOLUms8ZYKO54nNtXhYH3oelTZXlQAeGKs/MRSr1Y9uxX4dFo2Ts6j1gUi8hQm2/CvM3vgnSk9MDCdMoBq4c1PbBag+uYCnN6Trm0ivFCQSkQETpUO3gmR5+Jt39dgZ0NbydsNy6uxs0Y64xEq9tW24ubvqnHj8iqsLafME2FOpEpDZ28JbYbQDNhUlriO/l9ZyI6B5zc9Ple+b1jtccsxa3ASjtxAk1iCMDsLD4oX8sdkx8v2tRNEqKAglYgIvAFvjYRSZHfZUhUYlJ6yqFxiz9Dxq++rseigC0sOubG9OvxBMkHogVRpaCxZ06woceOd3Y2isn0tJve+EAnFsT3C6SrUl7UUcbw/pUfA3wvOycKRG3rixVMykUDqqQRheo40iMsx9FjIIohgIOEkwjC4veHrS/U3qw81Ta0+UaDsz2+GUQ8XYQ54ZfodCIIQ9YI57//SiHtXOwEAr+6ox7rL8jpL9bWIvzW1Clzfx+7CdkzI/V4dSMWW+YlWlLoCX/DCvg6U3NgT5S5fgPIzQRDRC60/EZGCMqmEYQhnkPr+L+HL/Hzwi9g70Z8TSTGPMAly6zq1nugXP3tha1dZ8746Lz7yU/PNSVR/O20MkVAcW+6rJrvLy5J8dUE2dl/bE2+023lYLcCS87JhtViQFGelAJUgohTeEE+aGUSkoCCVMAzNYQxSH5IwqdcbQRDwsMJ7jcoir0nCHMhNVsJ5/UYK1oP0m6Puzn83ajBDZV9HL9hDUDO55GVJ7O3Pu2pAEpyzClF9cyH1mxJEDMDTC0mgSIGIEHTqEYbBHU7HeyCkKpsdNKuYi1ImlTALvVNsSJPoc2StT2KBvXVdY8i+WvXjyRu7GwL+9gkCvi9pxpdHXKrHwWavgC2VHjT51RmLMqkqEiC8E8n/ZwAAIABJREFUSamd6vsIIibhXfpaFuAIQk8oSCUMg9MTGgsaKR4NQza1maO26c+kPMqiEuYh3mrBCydncB9bdsTN3R7NVPuJJ2kZvzzM4tXzW+pxybJKXPtNNX69shqCgrBSpduLMf8rxeQlFThtUTlK2y2AgutJFe+TRL7NBBGT8BTcSRSNiBQUpBKGoaQpvEHqlqrQW8F4FLJLT48nc2zCXFw9IAnzzu4h2v7wulrF8z3aaPLrLW3SkG1YdNCFre3jT4tPwKvbuzKriw+58UGxfB/7P3c2do6X++u9GDK/FNO/qECVO3AM5WVJWXhxbIadpgYEEYvwtO9CIfJGEGqgOxER1chlJMKxOiglBpWVYMVXF2RjbA5lUgnzcV5vB3f7bmds2Ss1+pXaNjBiSLMnpuPGoiQ8NS4NDw0QL4i9+HNbYHqs0YsGJsC9d7UTmyqkF9HmbBX70q4t8+CiLysDtgWr7itV0k0QRHTDGzPIgoaIFBSkElGNXLVtzyRbyN+fLesDgCkFCSiekY8JuSREQpgTq8WC108Tl/26Yqx3ye1t6ydt9QnYxvgfTylIwCunZeKeEalItYm/l0UH25SBayXKhF/eJg5EAeBAnfreV7uKIDU53oqhGV1qvafk2bk+1gRBRD9qvJUJIlxQkEpEjHtPTAn5e8jNmcNhecN7j/em9KBJIGF6risS+/tGe7VvCqdX8+mf6vDtsWbR9nS/klm5WPHTgy7u9k0V/Kz0Ug29v8kqy/TentwD03o7cGEfB145NVP16xMEEV1E+xhOmAsKUomI8ciY1JC/h1em3HdzZehLE3m2HGnU70VECafmB5arR3silRf0fXW0GWtKxUGqv2+qnA7Rbic/M3qsyYvHN9SilSkH0dL7qlYAaWhmPOafk4V/n52FAenkgUoQsQqv+uysQqr6IiID3Y2IiOHgNEMJggCLjlnGVgUtpuNN3pCW/bLqvhNzqQeViB5YJcgmpQvO5PDGrFafgJe3N4i2+1dLyGVSvzgsnRl9ZXsDXtnegKv6JyLDbsVDo1Px9E91qo83mVR6CYLQgI+zsH/NgKQIHAlBUCaViCBWi0U0edO71ETp9e5YWaPvGzLsrgnMkig4SxCEqWBjtmu/qUYj64MSRfA+GU+A7doBiQF/2yz8C583IeTx0X4X3tjdiKIPS1Xt34Hacl+CIAiAn0klCxoiUlCQSkSUeOYM1Ht+K1fuCwDfHxeX6enJC4wK53oZxU6CMBs8i5P/KNinmBkfZ3zaWiVuGxiRFVgxIXWjfYWTgdXKe1N6YPmFOdzHxmRT5QZBEOqJUyG2RhDhgoJUIqKw5YKtOqcaI119eKyJI+9LEFECTwDsw33RG6QqLXp1wLadS1Xd/nmj+tJdKc4uTMBJElZWl52QyN1OEATB48VTAlXbX+WouBNEuKAglYgobCZG76CSFR1hIbl1gggeXhVYNFe0q21HYMvjQpWceGJsGlLay1EeHClWS09lS1UIgiBkmFyQgNuHJqN3ig3XDUzC5bTQRUQQuoMREYU1jt5bq94DUA3spDLHEXjK13oEHG7Q9z0JIlbglftGMwprXp2wwXsobB0+npqF+0d2KaTffWJqgEXOz1fl6f+mBEFENfFWC2afnIFtV+Xj9dMzkRRrgzxhKEjdl4gole7A1Om5n1fAOatQt9dnJ4fJ8RZUugOzPZMWlmPjFXm6q/xurxb3qp1LUu5EFGELUon780MufLTfhZPz7Lh9aLKuit6hRG25LzuWuH3qPt+UggR8V8Lvk394dCoKk21obBFwUV8HeqUE3r4zE6w4emOBqvchCIIgCKNDQSphOHyCwO11Cwa23DfeakFSnAWNfl6Dja0C/ra1HnMm6dt78doOsSjKo2PSdH0PgogkwTic7KppwQ3LqyEAWHTQBSuAXw8Tl6oaEbWZ1NN7Bi5GuVW2pt8/IgWn5ifg/V8acVK2HRNz7Who8eHGQcnID6FVFkEQBEEYDQpSiYjSP9WG/fWBM7jjTT4UJuszIWN97+MsCAhQO/jmmLRXYbAc5ZQRSwmcEIQZKXeLm8iVko1fHHYHVDL8aWOtaYJUNWW7FTMLRG0MCSor5oZlxuPMAgd+NypVeWeCIAiCiGKo2JyIKOsuF/dNKYkdaYGdVEoJmByo9+K/e/VVJf2hlOxmiOhmBac0dQvHksWfd/Y0BvytNstoBJTKfU/OtYsCVAA4pYcXaSo8S3MSKVtKEARBEAAFqUSE4U3o9BQZ8TIBr5wH2G9+qEFZCC1jzuvtCNlrE4RZONoovsYEna2nDtS1YvwnZbhlRTXqPPpJhisF1HYJ0/sEK/DJtGxc1NeB24cmc/e5TWI7QRAEQcQiFKQSEacoPbDqvEXHTCqv3FeOL4/oU/bLm3RfNzBJl9cmCKNz0/IqPLmxFi7mAmQXjTr4oFi/KgZnsw9jPi5DcW0rPjngwsiPSnV53RUlymMD64/qz7gcOz44KwuzT87AtQPEtg6PjqYSX4IgCILogIJUIuKwgaOeXqnspFhJjbSB068aDE2c15nehzKpRHQhlf1bfMiNF7c14MVt9QHbpa6ve1c7dTumf+wMFCxzegTJ4FgL96g4Rl5lCI/nT87AjIFJGJIRhxkDk1B+UwF6OKjUlyAIgiA6IOEkIuLYmIldq46lf2x5nk1hWaZep9LAjRWB/ag5DqvqCSxBmIUTM+NlH39+Sz0e81O0vvrrqlAfEj4/LM54NvsEJHXz+jvSoNwKkCBR7suSZrdi7umZ3ToegiAIgohmKJNKRJx45iz06phJZbMqrC8ry746sSKvFB6vgCaJtO8lywIn48kqRFMIwmwMzlC/znm4oRXryqXFxPTqS+VlTd06VUgoIVfuSxAEQRCEeuiWSkQcUbmvjpnUpUyPaXGtfBD60X5X578FQUBpkxfVHLWUtWXNyH2/BAUfHMfIj0oDJtiNLeLANVOtBwVBmIiJuXaclC2fTe2grEl+gYhz2QQFT3gtXArCx0IovEYQBEEQsQTNnImIwyru6jVZlULNpLqhxYdrv63GkPml6P/fUrzL2GbcuLy689+HG7x475c24ZdH1zlR+O/jote7e7g5fCAJQgsWiwWfT89Rta9U1UEHHp0E03iLXH/cUIv/FDfqriLMskEmU0wQBEEQhHooSCUiDtvGpadwEo9/nqHcC/bpQReW+WVh71/jRImfdQZbNnz/Gicy3jmGuTsDg9kOLj9BrOZJENFAYpwFyUqy2QAaWuQDRL2ue14m9ZMDLty1yom/b28QP6gjNw0iGxmCIAiC0AMKUomIw2ZSvSHOdhSlx+OcwgTJx32CgL2csuDFh9pKgZ3N2mbTX0zPhkVBVZggzIwaTaJGhb7QIxz/1GA4WC/9On/eWBf066rpN72yPy1GEQRBEIQeUJBKRJxQWtCwXNS3zQZmwblZWHp+NtZdlivaxyuI/VWBrn7WJYdc4gclmH9OFk7Jlw6ICSIaUBOk8myZ/Dn90/KQl+MCQLkruGB4XI5d8rFnJqTj2wtzcHIeXesEQRAEoQcUpBIRhy33XXZUbCERLJPyAieWV/VPAgBYLRZMykvA4Ix4UYbE62tT7mVJa1foLVUpjvLjZbmY1pu8UYnoRy5IbW6/lo6qyJRuqmzR65AkeW5zvfJOHPZKKH+/fEoG7hqegrEyQSxBEARBENqgIJWIOMuONgf8/dZufl9nMLDepGl28WzaZhGXG/OSPi9ua8BFSyvwjMpJ7pAMdaqnBGF2rJCOUjsyly9sVb5uSnQq+ZXj7T3ax5fDDa0odwWWePz91Ax8eX42Zg6mPlSCIAiC0BsKUomoxseUD1o5vaFsJtcr8DOpAPBDqTr1zv+dm6XuAAkiCrDJ3ElcGjxKVx5v7sy8BkOLSoXg1aXNyjv58ecN4l7WmwYlU3kvQRAEQYQIClIJQ6JVnEiKVUxQyStLtDJXgU9QViKVYlKeHZ9Nz8Y5vajMl4gd5G4kXxx2I+vdY6pe583djch7v0R1sMnyv/3q+sWv/rpK0+suPKi+D50gCIIgiO4TF+kDIIgL+zjw2eHAPtRjjV5kJHRvDaWBY7jKZk0B8QS73zyxz6kcNxYl4eQ8O2YMTOJmagki2pHrSX1iE19R99Np2bhkWSX3sdEflWHHNfmaj+OhH52q9lNSGib+v737j4+iuv89/t5sEvIDQkISEiCEXyaASIgEE0QBiT/QGsFfEMUfFEUtxdteCwjUH1QBQYN8r7dSRYHCxbSCVitQtVoaJRYFvBfQr7U0VKCIkJgQYiAkIcnePygrm50Nm+zsZhZfz8cjj4czc2b2jHw2OZ85Z84BAKB9kaSi3d3aN8otSTWjCfntSfck1SjtPf1Oats+8bZ+kfr15ededxU4n7Xl4cyAWM9/fg7VNKrJ4Wj1davbOAICAABYC8N90e7iDHpMzWhqGrVv7QZdPi29T3cui3Ni234ycJ7wZgma1p7zj2PGs+l6UnTIeFbw/3FRR63N7eK2/4NvzJtFHAAAmIskFe3OKEk0Y71EozawcU9q2z/D1yHJwPmgLUlqTPO1n3x003vG75k+NjRGWQnuy8M8ZjAZkic9O9pdtod3ZbkZAAD8yfQWdl1dnWbNmqW+ffuqe/fuuu2223ToUMuTZhQWFio2Ntbtp7bW9Un3ihUrlJGRoaSkJI0ePVpbt241u/poB0ZB6K+eVKPGdPMlaLy1cjTDfAGp9X9IMuPD1MFu0819Iv1SnzNevaqLwu02dTF4mPT50VNeT9B28Ljr0jhzLu5kSv0AAIAx05PUuXPnauPGjVq5cqXefvttVVdXKz8/X42NLa9/FxUVpT179rj8RER8P0PqG2+8oTlz5mjGjBnasmWLsrOzNWHCBB08eNDsW0CA+dKT2RKjCUKN9rWlF2hUtw7K6+XfBjYQLIyG0bfkNyNPP+B5YaTnBz1nloGqaWjS7/fW6MM2DM89M3daRKhx/Qr31pzzGq8alEnvzBrIAAD4k6lJalVVldauXasnn3xSY8aMUWZmppYvX64vvvhCH3zwQYvn2mw2JSUlufycbdmyZZo0aZImT56s/v37q6CgQElJSVq1apWZt4B2YNTAffL/fqcTBrPztkaDQUZqdMXWJsmFuV30x7Hx6uCv7BoIMq0Znf/85bG6MO50ktfBblOkh+9RXaNDDodDl75ZpmnFlRr/5wrF/vaQGpt9r6vqm/TAlqOG1+gZbTfcf8a3J1t+eHqkplE/Ka50298timH+AAD4k6l/aXft2qVTp04pNzfXuS8lJUX9+/fXtm3bWjz35MmTuuiii3ThhRcqPz9fu3fvdh6rr6/Xrl27XK4rSbm5uee8LqzPqIm6+VCdfrm9yqfrNhr2pLrvbCnVvCalg/u+nhEsNQOcZe933k9ydGdatMv27glJGhLv3jP5SkmN/s8/a3Sg2VDbn211XWamV+FhrfuX8TqmGWdd96HBHd2Of1l5qsW6/nbPCbd9Q+LDZOP7DwCAX5m6BE1ZWZnsdrvi4+Nd9icmJqqsrMzjeWlpaXr++ed10UUX6fjx43rxxRd17bXX6qOPPlK/fv1UUVGhxsZGJSYmtuq6klRSUtL2G0JA/Ls6RFKE2/41/6zRg12N11H0xlcnbJJch+T+++DXiqty7U/9qjrK8PwuYQ492rNSg8JC9V/7wjU8tlEL+tdp/7/2trlOCF78LmmJ8XfIiNH/xxUDpeu3R6is/vvnpmtLarS2xH2obWFJjWqqqzSr7yl9WmX8u0OSNgw7qX/t/f67+qMo6b+a1fPPX9e1+O+690iYJNcEuk/oyTbFAvEDXxA/aCtiB77wd/ykpaV5POZVkrpgwQItWbKkxTIbN270eMzhcLT45Dk7O1vZ2dnO7ZycHI0cOVLLly/XM88849zf/Brnuq7U8s3DGqq+rZd2f2t4zJd/v5MV9dJO1+t275GitORmvaMfGU/ste2WbkqMtCtjgDTvijZXA+eBkpISfpe0xMN3yIin/4+X/LtCf/q3d++dvnkkTI6IGP2/8npJxkN2Rw2+wG3f5sR6XbnJ9XdC11791NnDTMMJFcekI669qQO6xSktLcarep5B/MAXxA/aitiBL9o7frxKUqdNm6aJEye2WCYlJUU7duxQY2OjKioqlJCQ4DxWXl6uESNGeF0pu92uzMxMffXVV5Kk+Ph42e12t17T8vJyt95V4AyjSZKMhgB7khjZ8vtsAFrn5xe5D7k9o1tU675vf9xvPMRXknK7uw/Tl6ShCe7Dik+ccqizhxVljJbJmdjP+15jAADQNl69kxofH6/09PQWf6KiopSZmamwsDAVFRU5zz106JD27NmjnJwcryvlcDj0xRdfOCdPCg8PV2Zmpst1JamoqKhV14U1mbAkqqEGg+v2MJhI5Y40Gp1AIPzPDM9Lt+SbmPx5mtPMZrO5rXl6yuhp1n8U7K522R7TvYP6xpj6lgwAADBg6l/bzp0766677tLjjz+uxMRExcXF6ZFHHtGgQYN0xRVXOMuNGzdOWVlZmjdvniRp8eLFuuSSS9SvXz999913zhmBly5d6jxn+vTpeuCBB5SVlaWcnBytWrVKR44c0ZQpU8y8BZxHNh9yHzpo1MAcmdxBhc3efcvvx/IygFlCbNKfrktQnMF6pWdEeVgmpi1ubGH91bBmH9NSktrcRV1YegYAgEAw/ZHwU089JbvdrilTpqi2tlajRo3Siy++KLv9+6fX+/btU48ePZzbVVVV+vnPf66ysjLFxMQoIyNDb7/9trKyspxlbr75Zh09elQFBQUqLS3VwIEDtX79eqWmppp9CzgPVNU3adFO116QYYnGDcwwg3Zzbg/jyVgAeOfFkXG67YIoNTY5vFpHNbp59thGMeE2je/dQpLarC6eVrr6rt79wIlTfhr2AQAAXJiepEZERKigoEAFBQUey3z++ecu24sWLdKiRYvOee2pU6dq6tSpPtcR1uKQ+Q2/3xnMChrhYQxgrcGLqtEm9uoAP0SD/tPr6E2CKkkdTUhSHx0aoxkZHVucUC+s2e+BIzWNWv+vGjU4pJ8P7qiEiNMPVFMLD7udO643D68AAAgEXq7Beek7g+6RUA+N5QaDnhT6SwDfdGpl0nmu4b4f39hVP/tbpXZ863lt0wl9I88543vzkRO3b65Q7X8mCH7/61ptzkt0W5v1jJHNZwYHAAB+4dXESYA/xXcwfxZdo8CO9NCTWm/wThr9qIBvPH3f2lp+YFyY3s/r2uJ3s/mkSEbCmz2sqj0rH/3HsQaN2fitRvzRff3tS5PCve4VBgAAviFJRbvr19n8Dn2jxuTROuOXzwxePdPl9JgAPols5ZD5c/WAnhEfYfxn649j4xXixTX2Vze0ePyfVcbH1+Z2OXflAACAKUhSYQkXG6xfKJ1ejqgtjJqq28rqDctmxrt/dmwLs5ACOLfWJqnS6VmAjbxxTbzzv6cPcl9rNb1zqK7o7t37oqUnPcyU1IIx3Ts431UFAAD+R0scltDRQ4PWYE4jr3jqNTUyIilcOV3DJZ1eX3HNGHpMAF81n0XXG/9rRKxLonphXKhmDemk0d2+H9lwd3qUkiNd/3Q9MjTG688YYvBQ6lx+Ncz76wMAAN8xcRIsYUBcmIqPuPd0NjRJoW14lPLr/z7utu/CWONwt9ls2nhtgrYcrlP3aLsujGMtRKA93J0erVHdOuhkg0MDPXwP4yPs2nFLkj78pk7/rGrQpUnhGv6fh0zemHtxJ932l6Nel3/3RwkaEu/99QEAgO9IUmEJ9w+M1stfnnDb3+BwqLXTGNUYTdcr6VfDOns8J9xu01UpLC8BmOGCmLb/aend6dzndgoLUV4vz2uhtqRblPfDdreMS1QGCSoAAAHHcF9Ygqf3vbYa9K6ei6chwlenMBkSEAhdI637p6WPF0nwGRd1YVQFAADtwbotCfygeFp94rEdVa2+lsGKMpK8nz0UwPkrJty7P3u39In0arZgAABgPpJUWIKnJHWPh+UgWmKUpPaIaP2MngDOT//7sliX7RdGxqnyx911Z1qUJCkrIaxVkzEBAABz8U4qLMFuYo9Fk8GyNY9c0PphwwDOT7f2jVTx4TptOVyna3tG6Na+kbLZbHr+8jg9f3lce1cPAIAfPJJUWILdQ5/+AA8z8rbE6J3US2LpSQVwWlRoiF4ezVJTAABYFcN9YQmehvv+45jvw32TLDyJCwAAAABXtN5hCS1NUHKkprFV12rekxrC3CcAAABA0CBJheX9vfJUq8o3fyfVzPddAQAAAPgXSSos74Etla0q39Ds9dM6TwunAjDFpUnhLtt5vSLbqSYAAOB8QJIKy/u2tkn/fdT73tTiI3Vu5wPwn8U5nRUTdnrEwgUxoZqcHtXONQIAAMGM2X0RFOZ9WqU/XJPgVdk526r8XBsAZxsSH65PbkrS3u8aNDQhTNFhPP8EAABtR5KKoLDjW+/XOa1pYHgvEGjdo+3qHm1v72oAAIDzAI+7ERT6dOJ5CgAAAPBDQJKKoLC7onUz/AIAAAAITiSpCBoNTQzjBQAAAM53JKkIGid41xQAAAA475GkwjJmZ3Zq8TgTIgEAAADnP5JUWMZDgztp5hDPieq2Uu9n+AUAAAAQnEhSYRkRoTY9OjRGlyeHGx6fve1YgGsEAAAAINBIUmE5GfFhhvtLTzZ5df5ID0kuAAAAAOsjSYXlPDiok0JtbTu3yeFQ8RHXYcGTLogyoVYAAAAAAoEkFZbTPdqu965PbNO5ee+Uu+3L7krPKgAAABAsSFJhSUMT25ZYbjWYXMnexl5ZAAAAAIFHkgrLuqJ7B7d9NQ3evZd6tk5hhDkAAAAQLGi9w7Imp7u/Szpvx3etvk5SFGEOAAAABAta77CsjgY9oC//40SrrzO4i/FswQAAAACshyQVltWWUboxYa4voHYKsxkmuwAAAACsidY7LMtua/2MR+HNZkn66w1tmyUYAAAAQPsgSYVltaUD9FSTw2U7McJuUm0AAAAABAJJKiwrNMS4J3VbaZ0q64xn+T3VbHcoEQ4AAAAEFZrwsKxOYcZJ6ti3y3Xpm6U6UN3gsv/j0jrVNLj2pIZ5SHQBAAAAWBNJKiwrIcJzeB452aTFu6qd28v/flzXvV3uVo45kwAAAIDgQhMelhUb3nJ4/n5vjfO/Z2+rcjseHWpTSBsmXwIAAADQfkhSYVn2EJvuGxB9znIOh8Nw/51pUWZXCQAAAICfkaTC0h4ZGnPOMg3GOaoWZHc2uTYAAAAA/I0kFZbmzey8tY3GWSqTJgEAAADBhyQVluZNolnnIUkFAAAAEHxIUmFp55g7SZJ00mC877LLY/1QGwAAAAD+ZnqSWldXp1mzZqlv377q3r27brvtNh06dKjFc66//nrFxsa6/QwfPtxZZtGiRW7H09PTza4+LMbmxey8Rj2pd6Sde8IlAAAAANYTavYF586dq7ffflsrV65UXFycHnnkEeXn5+vDDz+U3W43POeVV15RfX29c7uurk6XXXaZbrzxRpdyaWlp2rRpk3Pb0/Xww1LX6Lo9INb0sAYAAAAQIKa25quqqrR27VotW7ZMY8aMkSQtX75cgwcP1gcffKArr7zS8Ly4uDiX7fXr1+vEiRO68847XSsbGqqkpCQzq4zzQGOzJWjszJcEAAAABC1Th/vu2rVLp06dUm5urnNfSkqK+vfvr23btnl9nTVr1ujqq69WSkqKy/79+/dr4MCBysjI0D333KP9+/ebVXVY2NieER6PfVl5Sk3NRvvavRgiDAAAAMCaTO1JLSsrk91uV3x8vMv+xMRElZWVeXWNvXv36m9/+5sKCwtd9g8bNky/+c1vlJaWpvLychUUFOiaa67RJ598oi5duni8XklJSetvBJYSWR8uT6F66R/LdHPyKUlhzn2n6msN/92JBfiC+IEviB/4gvhBWxE78IW/4yctLc3jMa+S1AULFmjJkiUtltm4caPHYw6Hw6sJcKTTvajJyckaO3asy/6rr77aZXvYsGHKzMzU7373Oz344IMer9fSzSM4xH1bKZXWeDz+xpEwl+3oyAilpaW67CspKSEW0GbED3xB/MAXxA/aitiBL9o7frxKUqdNm6aJEye2WCYlJUU7duxQY2OjKioqlJCQ4DxWXl6uESNGnPNz6uvr9fvf/16TJ09WaGjLVevYsaMGDBigr776yptbQBCzqXXDdxnuCwAAAAQvr5LU+Ph4tyG8RjIzMxUWFqaioiJNmDBBknTo0CHt2bNHOTk55zx/06ZNqqio0F133XXOsrW1p4d0jhw58tw3gKDW2pwzhBwVAAAACFqmvpPauXNn3XXXXXr88ceVmJjoXIJm0KBBuuKKK5zlxo0bp6ysLM2bN8/l/DVr1mj06NHq3bu327UfffRRXXvttUpJSXG+k1pTU6Pbb7/dzFuABbV2di9m9wUAAACCl+kLSj711FOy2+2aMmWKamtrNWrUKL344osua5ru27dPPXr0cDlv//792rJli1atWmV43W+++UZTp051DiUeNmyY3n//faWmphqWx3mklUknw30BAACA4GV6khoREaGCggIVFBR4LPP555+77evdu7cqKys9nuMpecX5r7UpJz2pAAAAQPAydZ1UwB9a+44pSSoAAAAQvEhSYXmtzTlDmDkJAAAACFokqbC8kFa+Y0pPKgAAABC8SFJhebyTCgAAAPxwkKTC8lo7WS+z+wIAAADBiyQVltfaIP3023q/1AMAAACA/5GkwvJa2zFa0+DwT0UAAAAA+B1JKiyvtYN30zubvvwvAAAAgAAhSYXltXZFmbkXd/JPRQAAAAD4HUkqLM/Wyr7UvjH0pAIAAADBiiQVltfad1JTou3+qQgAAAAAvyNJheW1JklN6xwqG0vQAAAAAEGLJBWWZ5Ry9vcwOdLAWIb6AgAAAMGMJBWWZzRx0pJLYzWuV4Tb/gg7vagAAADMK27zAAANnUlEQVRAMCNJheUZpZ1DE8IUE+4evhGhJKkAAABAMCNJheUZpZ0hNpvCDKKXnlQAAAAguJGkwvJCDCZCCrFJoQbjgEOJaAAAACCo0aSH5RlN1htik5oc7vvfO1jn/woBAAAA8BuSVFieUZCGSPqsot5t/7e1jX6vDwAAAAD/IUmF5XnqSY0yGNv7y4tjAlAjAAAAAP5CkgrLcxgM67XZbIoOc89e83pFBqBGAAAAAPyFJBVBa2BsqNu+HtH2dqgJAAAAALOQpMLyDDpSJUnTBnV02X44s5P/KwMAAADAr9y7ogCL8ZSkJkTY9cENiSrcW6PBXcJ0V1pUQOsFAAAAwHwkqbA8u8HESWdkJoQrMyE8cJUBAAAA4FcM9wUAAAAAWAZJKizPaHZfAAAAAOcnklQAAAAAgGWQpMLy6EgFAAAAfjhIUmF5JKkAAADADwdJKgAAAADAMkhSAQAAAACWQZIKy7ulT6TL9vjeEe1UEwAAAAD+RpIKy+vVKVQzh3RSiE3q08mu2Zkx7V0lAAAAAH4S2t4VALzx6NAYPTqU5BQAAAA439GTCgAAAACwDJJUAAAAAIBlkKQCAAAAACyDJBUAAAAAYBkkqQAAAAAAyyBJBQAAAABYBkkqAAAAAMAySFIBAAAAAJZBkgoAAAAAsAySVAAAAACAZZiepK5evVp5eXlKTU1VbGysDhw44NV5b731lnJyctS1a1fl5ORo48aNbmVWrFihjIwMJSUlafTo0dq6davZ1QcAAAAAtCPTk9Samhrl5uZqzpw5Xp+zfft23XPPPZowYYKKi4s1YcIE/fjHP9ann37qLPPGG29ozpw5mjFjhrZs2aLs7GxNmDBBBw8eNPsWAAAAAADtJNTsC/70pz+VJO3cudPrc1544QWNHDlSM2fOlCT1799fxcXFeuGFF7Ry5UpJ0rJlyzRp0iRNnjxZklRQUKDNmzdr1apVmjdvnsl3AQAAAABoD5Z4J3XHjh3Kzc112XfllVdq27ZtkqT6+nrt2rXLrUxubq6zDAAAAAAg+Jnek9oWpaWlSkxMdNmXmJiosrIySVJFRYUaGxtbLONJSUmJuZVF0CIW4AviB74gfuAL4gdtRezAF/6On7S0NI/HvEpSFyxYoCVLlrRYZuPGjRo5cmTranYWm83msu1wONz2eVOmuZZuHj8cJSUlxALajPiBL4gf+IL4QVsRO/BFe8ePV0nqtGnTNHHixBbLpKSktLkSSUlJbj2i5eXlzp7T+Ph42e32FssAAAAAAIKfV0lqfHy84uPj/VaJSy65REVFRfrZz37m3FdUVKScnBxJUnh4uDIzM1VUVKQbb7zRpcy4ceP8Vi+cP3iSCF8QP/AF8QNfED9oK2IHvmjv+DH9ndTS0lKVlpZq7969kqQ9e/aoqqpKPXv2VFxcnCRp3LhxysrKcs7K+5Of/EQ/+tGPtHTpUuXl5WnTpk0qLi7Wu+++67zu9OnT9cADDygrK0s5OTlatWqVjhw5oilTpph9CwAAAACAdmJ6krpq1So9/fTTzu0zw4SXLVumO+64Q5K0b98+9ejRw1nmTNK5YMECLVq0SH369NGqVas0bNgwZ5mbb75ZR48eVUFBgUpLSzVw4ECtX79eqampZt8CAAAAAKCd2I4dO+Zo70oAAAAAACBZZJ1UAAAAAAAkklQAAAAAgIWQpCIoLF26VGPGjFHPnj3Vr18/5efn6+9//7tLGYfDoUWLFmnAgAFKTk7W9ddfry+//NKlzOrVq5WXl6fU1FTFxsbqwIEDLscPHDigBx98UEOGDFFycrKGDBmiJ554QidPnvT7PcI/AhU7Z6utrdVll12m2NhY7dy50y/3hcAIdPxs3rxZV199tbp166bU1FRmsA9ygYyfvXv3atKkSerbt69SUlJ01VVX6S9/+Ytf7w/+ZUb8VFZWatasWbrkkkuUnJysQYMG6Re/+IWOHj3qcp1jx47p/vvvV2pqqlJTU3X//ffr2LFjAblPmC9QsePPdjNJKoLCRx99pHvvvVd//vOftWHDBoWGhurGG29UZWWls8xzzz2nZcuW6emnn9Zf//pXJSYm6qabblJ1dbWzTE1NjXJzczVnzhzDzykpKVFjY6OWLl2qTz75RM8884xeffVVj+VhfYGKnbM99thjLpPDIXgFMn42bdqke+65R/n5+dqyZYvef/993XnnnX69P/hXIOMnPz9fdXV1euutt7RlyxYNHz5ckyZN0r59+/x6j/AfM+Ln8OHDOnz4sJ544glt3bpVy5cv19atW3Xvvfe6fNbUqVP12Wef6bXXXtPrr7+uzz77TA888EBA7xfmCVTs+LPdzMRJCErHjx9XamqqCgsLdd1118nhcGjAgAG67777NHPmTEnSyZMnlZaWpvnz57stVbRz506NGTNGu3fvVq9evVr8rBUrVmjhwoX8oT9P+Dt2/vSnP2n+/Plas2aNcnJyVFRUpIsvvjgg9wb/81f8NDY2asiQIZo1a5YmT54c0HtC4PgrfioqKtSvXz9t2LBBo0aNkiQ1NDSoa9eu+u1vf6vx48cH7ibhN77Gzxnvvfee8vPzdeDAAcXExGjPnj3KycnRu+++q+HDh0uSPv74Y1133XXasWNHu6+XCd/5K3aMmNVupicVQen48eNqampSbGyspNPDDUpLS5Wbm+ssExkZqREjRmjbtm0+fVZ1dbXzcxD8/Bk7hw4d0owZM/TSSy8pIiLC1HrDGvwVP7t27dLXX3+t8PBwjRo1Sunp6brpppu0e/du0+8B7cdf8dOlSxf1799f69at0/Hjx9XY2KjVq1erY8eOysnJMf0+0D7Mip/q6mp16NBBUVFRkqTt27e7xcrw4cMVHR3tcxsK1uCv2PFUxox2M0kqgtKcOXM0ePBgZWdnS5JKS0slSYmJiS7lEhMTVVZW1ubPOXjwoH7961+7DYtB8PJX7DQ2Nuq+++7T9OnTlZGRYV6FYSn+ip/9+/dLkhYuXKgZM2Zo/fr16t69u/Ly8nT48GFzKo9256/4sdlsevPNN/Xll1+qZ8+e6tq1qxYvXqzXX39dycnJ5t0A2pUZ8XPs2DEtXLhQd999t0JDQyVJZWVlio+Pl81mc5az2WxKSEjwqQ0F6/BX7DRnZruZJBVB55e//KU++eQTrV27Vna73eXY2b9gpdMvhTff562ysjLdcsstGjNmjKZPn97m+sI6/Bk7zz77rMLCwvTggw+aUldYjz/jp6mpSZI0c+ZMjR8/XpmZmXruuefUuXNnrVu3zvfKo935M34cDodmzJihLl266J133tHmzZs1fvx43X333frmm29MqT/alxnxc+LECd1+++3q1q2bnnzyyRav0dJ1EFz8HTtnmN1uJklFUJk7d67+8Ic/aMOGDerdu7dzf1JSkiS5Pf0pLy93e0rkjdLSUt1www0aOHCgli9fzi/p84C/Y+fDDz9UcXGxEhISFB8fr6FDh0qSrrrqKt13332+3wDalb/j58x1+vfv79wXGhqqvn376uuvv/ah5rACf8fPli1b9O6772rFihUaPny4MjMz9eyzzyoqKkqFhYWm3APajxnxc/z4cd16662SpHXr1rm8ktK1a1eVl5fL4fh+mhqHw6GKioo2taFgHf6OnTP80W4mSUXQmD17tl5//XVt2LBB6enpLsd69eqlpKQkFRUVOffV1tbq448/bvX7OEeOHFFeXp7S09O1cuVKj0MaEDwCETvLli3TRx99pOLiYhUXF+u1116TJL388sv61a9+Zcp9oH0EIn4yMzPVoUMHlZSUOPc1NTVp37596tmzp+83gXYTiPipqamRJIWEuDbrQkJCnL30CE5mxE91dbVuvfVWNTU1af369erYsaPLdbKzs3X8+HFt377duW/79u06ceIE7zQHsUDEjuS/djOtbwSFmTNnat26dXrllVcUGxvrHEsfHR2tjh07ymazadq0aXr22WeVlpamCy64QEuWLFF0dLTz6Y90+klPaWmp9u7dK0nas2ePqqqq1LNnT8XFxenw4cPKy8tTcnKyFi1apIqKCue5CQkJbsMkYH2Bip2zn1Ceub4k9enTh+Voglig4icmJkZTpkzR4sWL1aNHD6Wmpuqll15SVVWVJk6c2C73Dt8FKn6ys7MVFxen6dOn6+GHH1ZkZKTWrFmj/fv3a+zYse1y7/CdGfFTXV2tm2++WdXV1SosLFRNTY3zoUZcXJzCw8PVv39/XXXVVXrooYf03HPPyeFw6KGHHtLYsWOZ2TdIBSp2/NluZgkaBAVPs4TNnj1bc+fOlXR6aMrixYu1evVqHTt2TFlZWVqyZIkuvPBCZ/lFixbp6aefdrvOsmXLdMcdd6iwsNDjOHpvlquB9QQqdpo7cOCAhgwZwhI0QS6Q8XPq1CnNnz9fr776qk6ePKmMjAwtXLhQmZmZfrgzBEIg42fnzp2aP3++du7cqYaGBqWnp+vhhx8mSQ1iZsRPcXGxbrjhBsPrbNy4USNHjpQkVVZWavbs2XrnnXckSdddd52eeeYZVjcIUoGKHX+2m0lSAQAAAACWwTupAAAAAADLIEkFAAAAAFgGSSoAAAAAwDJIUgEAAAAAlkGSCgAAAACwDJJUAAAAAIBlkKQCAAAAACyDJBUAAAAAYBkkqQAAAAAAy/j/A/KroZVh6uAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(type(oss_values))\n",
    "plt.plot(df.Date, oss_values)\n",
    "plt.title(\"Bitcoin's Power Law Oscillator\")\n",
    "#plt.plot(df.Date, df.Value)\n",
    "print(oss_values.index(max(oss_values)), max(oss_values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#add percentiles\n",
    "\n",
    "df[\"ossvalues\"] = oss_values\n",
    "df[\"10cent\"] = df[\"ossvalues\"].expanding().quantile(0.1)\n",
    "df[\"20cent\"] = df[\"ossvalues\"].expanding().quantile(0.2)\n",
    "df[\"30cent\"] = df[\"ossvalues\"].expanding().quantile(0.3)\n",
    "df[\"40cent\"] = df[\"ossvalues\"].expanding().quantile(0.4)\n",
    "df[\"50cent\"] = df[\"ossvalues\"].expanding().quantile(0.5)\n",
    "df[\"60cent\"] = df[\"ossvalues\"].expanding().quantile(0.6)\n",
    "df[\"70cent\"] = df[\"ossvalues\"].expanding().quantile(0.7)\n",
    "df[\"80cent\"] = df[\"ossvalues\"].expanding().quantile(0.8)\n",
    "df[\"90cent\"] = df[\"ossvalues\"].expanding().quantile(0.9)\n",
    "\n",
    "plt.title(\"Bitcoin's Power Law Oscillator\")\n",
    "plt.plot(df.Date, oss_values, linewidth=2)\n",
    "plt.plot(df.Date, df[\"10cent\"], color=\"green\", linewidth=1)\n",
    "plt.plot(df.Date, df[\"20cent\"], color=\"green\", linewidth=1)\n",
    "plt.plot(df.Date, df[\"30cent\"], color=\"green\", linewidth=1)\n",
    "plt.plot(df.Date, df[\"50cent\"], color=\"green\", linewidth=1)\n",
    "plt.plot(df.Date, df[\"90cent\"], color=\"green\", linewidth=1)\n",
    "\n",
    "plt.fill_between(df.Date, -1, df[\"50cent\"], color=\"green\", alpha=0.4) #(x_values, line #1, line #2, color)\n",
    "plt.fill_between(df.Date, 0.75, 1, color=\"red\", alpha=0.4)\n",
    "plt.fill_between(df.Date, oss_values, df[\"90cent\"], color=\"orange\", where = list(oss_values > df[\"90cent\"]), alpha=0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date         2013-03-04 00:00:00\n",
       "Value                      34.25\n",
       "ind                         1521\n",
       "ossvalues               0.142812\n",
       "10cent                 -0.585437\n",
       "20cent                 -0.451246\n",
       "30cent                 -0.364613\n",
       "50cent                 -0.180104\n",
       "90cent                  0.166576\n",
       "40cent                 -0.220148\n",
       "60cent                 -0.141863\n",
       "70cent                -0.0756292\n",
       "80cent                 0.0240007\n",
       "Name: 900, dtype: object"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[900]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_pctile_range(row):\n",
    "    ossvalue = row.ossvalues\n",
    "    ten = row[\"10cent\"]\n",
    "    twenty = row[\"20cent\"]\n",
    "    thirty = row[\"30cent\"]\n",
    "    forty = row[\"40cent\"]\n",
    "    fifty = row[\"50cent\"]\n",
    "    sixty = row[\"60cent\"]\n",
    "    seventy = row[\"70cent\"]\n",
    "    eighty = row[\"80cent\"]\n",
    "    ninety = row[\"90cent\"]\n",
    "    print(ossvalue)\n",
    "    if ossvalue <= ten:\n",
    "        return 1\n",
    "    if ossvalue <= twenty:\n",
    "        return 2\n",
    "    if ossvalue <= thirty:\n",
    "        return 3\n",
    "    if ossvalue <= forty:\n",
    "        return 4\n",
    "    if ossvalue <= fifty:\n",
    "        return 5\n",
    "    if ossvalue <= sixty:\n",
    "        return 6\n",
    "    if ossvalue <= seventy:\n",
    "        return 7\n",
    "    if ossvalue <= eighty:\n",
    "        return 8\n",
    "    if ossvalue <= ninety:\n",
    "        return 9\n",
    "    return 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "-2.6423307986078726e-14\n",
      "0.06724049159691359\n",
      "0.07156982802655398\n",
      "0.08521261127177238\n",
      "0.07493618030145877\n",
      "0.05797108216103175\n",
      "0.06963315972760276\n",
      "0.061201372229436446\n",
      "0.045264431079999445\n",
      "0.0560348205783181\n",
      "0.0543288841024554\n",
      "0.036015948047520174\n",
      "0.046499389094830645\n",
      "0.04410866436805616\n",
      "0.030504597665327315\n",
      "0.0386678647322074\n",
      "0.04033154715676224\n",
      "0.026572704885136522\n",
      "0.04580234863416277\n",
      "0.04511018040911274\n",
      "0.01934962912822491\n",
      "0.27241545842109915\n",
      "0.2309962417398822\n",
      "0.1951414619095836\n",
      "0.09242143036514539\n",
      "0.060266936707233265\n",
      "0.06709365495277808\n",
      "0.11926417105952125\n",
      "0.06526149819603133\n",
      "0.08787738866028472\n",
      "0.01233664630046083\n",
      "0.0019365956796940642\n",
      "-0.014198496455165355\n",
      "0.014006937425898647\n",
      "-0.0014487236079238075\n",
      "0.0026885583981371974\n",
      "0.20927595674459465\n",
      "0.08860111869498855\n",
      "0.1438787264223218\n",
      "0.14336120738242297\n",
      "0.12143008539832434\n",
      "0.10129914352076608\n",
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      "0.16793134930567155\n",
      "0.036024354099701617\n",
      "0.07575420832345947\n",
      "0.13520252955068424\n",
      "0.0541669055172066\n",
      "0.19677579816106316\n",
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      "0.13858620486536877\n",
      "-0.047348815216630036\n",
      "-0.03833190588155433\n",
      "-0.06623515180774608\n",
      "0.0152035624464123\n",
      "-0.020567399640308848\n",
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      "-0.04712233778300168\n",
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      "-0.06576494497105068\n",
      "-0.06083642629519348\n",
      "-0.06768511718636239\n",
      "-0.07551716324312485\n",
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      "-0.09963336628582908\n",
      "-0.09550977025980023\n",
      "-0.10303680671713211\n",
      "-0.11529718809437028\n",
      "-0.11223424268370996\n",
      "-0.13324246870738576\n",
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      "-0.1817547353352683\n",
      "-0.19173367212899695\n",
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      "-0.22498717128571866\n",
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      "-0.22176562618830087\n",
      "-0.22059891433710999\n",
      "-0.19010774387770502\n",
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      "-0.14469412858312247\n",
      "-0.15544212124287515\n",
      "-0.1552604596318905\n",
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      "0.3591029442948468\n",
      "0.36131696057215734\n"
     ]
    }
   ],
   "source": [
    "daily_pctile = []\n",
    "for i in range(len(df)):\n",
    "    daily_pctile.append(get_pctile_range(df.loc[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.18517813277090073\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_pctile_range(df.loc[195])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4052, 4052)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(daily_pctile), len(df.Value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x16b40070>"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"ggplot\")\n",
    "plt.scatter(df.Date, np.log(df.Value), c = daily_pctile, cmap = cm.jet, alpha = 0.7)\n",
    "plt.colorbar(label = 'Percentile band')\n"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "def get_value(days):\n",
    "    df1 = df[:days]\n",
    "    X = np.array(np.log10(df1.ind)).reshape(-1,1) #makes it a list of lists incase we had multiple linear regression\n",
    "    y = np.array(np.log10(df1.Value))\n",
    "\n",
    "    #now X and y are how they look on a log-log chart\n",
    "    reg = LinearRegression().fit(X,y)\n",
    "    #now need the difference between price(in log form) and output\n",
    "    return (y[-1] - reg.predict(X)[-1]) \n",
    "    \n",
    "So here you essentially did log(price) - (fitted regression on log of X axis) -> X axis is no of days \n",
    "What if you did semilogy and curved regression? Turns out its actually the same... curve fitting on semilog is same as linear on log-log. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "The RANSAC method to find best fit (and to also probably get good \"non-bubble\" data\n",
    "Step 1: change to loglog\n",
    "Step 2: perform linear regression - on whole data together (X is index, y is value)\n",
    "Step 3: find the max difference\n",
    "Step 4: remove that entire entry from data frame\n",
    "Step 5: do it again \n",
    "\n",
    "Do all this as long as df.length > 0.5* original"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_furthest_x(y, line):\n",
    "    #y is all the log of values \n",
    "    # line is the linear regression line\n",
    "    difference = [abs(y[x] - line[x]) for x in range(len(line))]\n",
    "    max_difference = max(difference)\n",
    "    return difference.index(max_difference)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def perform_regression(df):\n",
    "    X = np.array(np.log(df.ind)).reshape(-1,1) #makes it a list of lists incase we had multiple linear regression\n",
    "    y = np.array(np.log(df.Value))\n",
    "\n",
    "    #now X and y are how they look on a log-log chart\n",
    "    reg = LinearRegression().fit(X,y)\n",
    "\n",
    "    #remember plt plots on a linear axis and our X and y have been \"logged\"\n",
    "    #plt.plot((X), (reg.predict(X))) #plot the X and predicted y as per X\n",
    "    line = reg.predict(X)\n",
    "    outlier = get_furthest_x(y, line) #index of furthest element from line\n",
    "    return outlier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2026\n"
     ]
    }
   ],
   "source": [
    "df2 = df\n",
    "iterations = int(len(df2)/2)\n",
    "print(iterations)\n",
    "for i in range(0,iterations):\n",
    "    outlier = perform_regression(df2)\n",
    "    #outlier is the xth index from beginning, we need to drop it\n",
    "    df2=df2.drop(df2.index[outlier])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'RANSAC non-bubble data')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(df.ind, df.Value, alpha=0.9, color=\"blue\", zorder=1)\n",
    "plt.scatter(df2.ind, df2.Value, color='red', alpha=0.5, zorder=2)\n",
    "plt.title(\"RANSAC non-bubble data\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}