covid-19.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import things\n",
    "\n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt \n",
    "import matplotlib.colors as mcolors\n",
    "import pandas as pd \n",
    "import random\n",
    "import math\n",
    "import time\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import RandomizedSearchCV, train_test_split\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
    "import datetime\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use data directly from CSSEGISandData/COVID-19\n",
    "\n",
    "confirmed_df = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Confirmed.csv')\n",
    "deaths_df = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Deaths.csv')\n",
    "recoveries_df = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Recovered.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "      <td>Anhui</td>\n",
       "      <td>Mainland China</td>\n",
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       "      <td>Mainland China</td>\n",
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       "      <td>116.4142</td>\n",
       "      <td>14</td>\n",
       "      <td>22</td>\n",
       "      <td>36</td>\n",
       "      <td>41</td>\n",
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       "      <td>410</td>\n",
       "      <td>411</td>\n",
       "      <td>413</td>\n",
       "      <td>414</td>\n",
       "      <td>414</td>\n",
       "      <td>418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chongqing</td>\n",
       "      <td>Mainland China</td>\n",
       "      <td>30.0572</td>\n",
       "      <td>107.8740</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
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       "      <td>57</td>\n",
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       "      <td>576</td>\n",
       "      <td>576</td>\n",
       "      <td>576</td>\n",
       "      <td>576</td>\n",
       "      <td>576</td>\n",
       "      <td>576</td>\n",
       "      <td>576</td>\n",
       "      <td>576</td>\n",
       "      <td>576</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Fujian</td>\n",
       "      <td>Mainland China</td>\n",
       "      <td>26.0789</td>\n",
       "      <td>117.9874</td>\n",
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       "  Province/State  Country/Region      Lat      Long  1/22/20  1/23/20  \\\n",
       "0          Anhui  Mainland China  31.8257  117.2264        1        9   \n",
       "1        Beijing  Mainland China  40.1824  116.4142       14       22   \n",
       "2      Chongqing  Mainland China  30.0572  107.8740        6        9   \n",
       "3         Fujian  Mainland China  26.0789  117.9874        1        5   \n",
       "4          Gansu  Mainland China  36.0611  103.8343        0        2   \n",
       "\n",
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       "0       15       39       60       70  ...      989      989      989   \n",
       "1       36       41       68       80  ...      399      400      400   \n",
       "2       27       57       75      110  ...      576      576      576   \n",
       "3       10       18       35       59  ...      293      294      294   \n",
       "4        2        4        7       14  ...       91       91       91   \n",
       "\n",
       "   2/27/20  2/28/20  2/29/20  3/1/20  3/2/20  3/3/20  3/4/20  \n",
       "0      989      990      990     990     990     990     990  \n",
       "1      410      410      411     413     414     414     418  \n",
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       "4       91       91       91      91      91      91      91  \n",
       "\n",
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confirmed_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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       "      <td>36.0611</td>\n",
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       "  Province/State  Country/Region      Lat      Long  1/22/20  1/23/20  \\\n",
       "0          Anhui  Mainland China  31.8257  117.2264        0        0   \n",
       "1        Beijing  Mainland China  40.1824  116.4142        0        0   \n",
       "2      Chongqing  Mainland China  30.0572  107.8740        0        0   \n",
       "3         Fujian  Mainland China  26.0789  117.9874        0        0   \n",
       "4          Gansu  Mainland China  36.0611  103.8343        0        0   \n",
       "\n",
       "   1/24/20  1/25/20  1/26/20  1/27/20  ...  2/24/20  2/25/20  2/26/20  \\\n",
       "0        0        0        0        0  ...        6        6        6   \n",
       "1        0        0        0        1  ...        4        4        4   \n",
       "2        0        0        0        0  ...        6        6        6   \n",
       "3        0        0        0        0  ...        1        1        1   \n",
       "4        0        0        0        0  ...        2        2        2   \n",
       "\n",
       "   2/27/20  2/28/20  2/29/20  3/1/20  3/2/20  3/3/20  3/4/20  \n",
       "0        6        6        6       6       6       6       6  \n",
       "1        5        7        8       8       8       8       8  \n",
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       "\n",
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     "execution_count": 4,
     "metadata": {},
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    }
   ],
   "source": [
    "deaths_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <td>Anhui</td>\n",
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       "      <td>Beijing</td>\n",
       "      <td>Mainland China</td>\n",
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       "      <th>2</th>\n",
       "      <td>Chongqing</td>\n",
       "      <td>Mainland China</td>\n",
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       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>349</td>\n",
       "      <td>372</td>\n",
       "      <td>384</td>\n",
       "      <td>401</td>\n",
       "      <td>422</td>\n",
       "      <td>438</td>\n",
       "      <td>450</td>\n",
       "      <td>469</td>\n",
       "      <td>490</td>\n",
       "      <td>502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Fujian</td>\n",
       "      <td>Mainland China</td>\n",
       "      <td>26.0789</td>\n",
       "      <td>117.9874</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>183</td>\n",
       "      <td>199</td>\n",
       "      <td>218</td>\n",
       "      <td>228</td>\n",
       "      <td>235</td>\n",
       "      <td>243</td>\n",
       "      <td>247</td>\n",
       "      <td>255</td>\n",
       "      <td>260</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Gansu</td>\n",
       "      <td>Mainland China</td>\n",
       "      <td>36.0611</td>\n",
       "      <td>103.8343</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Province/State  Country/Region      Lat      Long  1/22/20  1/23/20  \\\n",
       "0          Anhui  Mainland China  31.8257  117.2264        0        0   \n",
       "1        Beijing  Mainland China  40.1824  116.4142        0        0   \n",
       "2      Chongqing  Mainland China  30.0572  107.8740        0        0   \n",
       "3         Fujian  Mainland China  26.0789  117.9874        0        0   \n",
       "4          Gansu  Mainland China  36.0611  103.8343        0        0   \n",
       "\n",
       "   1/24/20  1/25/20  1/26/20  1/27/20  ...  2/24/20  2/25/20  2/26/20  \\\n",
       "0        0        0        0        0  ...      663      712      744   \n",
       "1        1        2        2        2  ...      198      215      235   \n",
       "2        0        0        0        0  ...      349      372      384   \n",
       "3        0        0        0        0  ...      183      199      218   \n",
       "4        0        0        0        0  ...       80       80       81   \n",
       "\n",
       "   2/27/20  2/28/20  2/29/20  3/1/20  3/2/20  3/3/20  3/4/20  \n",
       "0      792      821      868     873     917     936     956  \n",
       "1      248      257      271     276     282     288     297  \n",
       "2      401      422      438     450     469     490     502  \n",
       "3      228      235      243     247     255     260     270  \n",
       "4       81       82       82      84      85      86      87  \n",
       "\n",
       "[5 rows x 47 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recoveries_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = confirmed_df.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get numbers confirmed, deaths and recoveries\n",
    "confirmed = confirmed_df.loc[:, cols[4]:cols[-1]]\n",
    "deaths = deaths_df.loc[:, cols[4]:cols[-1]]\n",
    "recoveries = recoveries_df.loc[:, cols[4]:cols[-1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "dates = confirmed.keys()\n",
    "world_cases = []\n",
    "total_deaths = [] \n",
    "mortality_rate = []\n",
    "total_recovered = [] \n",
    "\n",
    "for i in dates:\n",
    "    confirmed_sum = confirmed[i].sum()\n",
    "    death_sum = deaths[i].sum()\n",
    "    recovered_sum = recoveries[i].sum()\n",
    "    world_cases.append(confirmed_sum)\n",
    "    total_deaths.append(death_sum)\n",
    "    mortality_rate.append(death_sum/confirmed_sum) # calculate death per confirmed\n",
    "    total_recovered.append(recovered_sum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get number in numpy. get all data since first row (22 jan)\n",
    "\n",
    "# get day array\n",
    "days_since_1_22 = np.array([i for i in range(len(dates))]).reshape(-1, 1)\n",
    "\n",
    "world_cases = np.array(world_cases).reshape(-1, 1)\n",
    "total_deaths = np.array(total_deaths).reshape(-1, 1)\n",
    "total_recovered = np.array(total_recovered).reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 12))\n",
    "plt.plot(total_deaths, color='red')\n",
    "plt.plot( total_recovered, color='green')\n",
    "plt.legend(['deaths', 'recoveries'], loc='best', fontsize=20)\n",
    "plt.title('# of case', size=30)\n",
    "plt.xlabel('days', size=30)\n",
    "plt.ylabel('# of Cases', size=30)\n",
    "plt.xticks(rotation=50, size=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mjBZ9OmH5Nif0QdadcO7fm3Ad8ALhnG1nwn9PK2BvwvpI/S8FwMyOJazz+oR1PpZwE2Yu4Zg1mPD/3Rx4Nlr/qefiItkVOnKmhx4byoPk3YREjaumhItfB25Jk/7m6LvFRHcxyFHjihA4SsznJ2CXNGk6ULpGSaY7k/E7IOuA43Ms36hY+kF5rI9+QNss3zciXOAk8hyWId2gWJpRGdKMz7HehsfyGJ6j3FsRLvoy3mWNpZ0QW3/tK7jddIyVbWaWdA0pfXd8dJa0HYDuOeZ7MuGEzIH78yhbxvnF0vclnLA44YJzuwzpDo+t4/cqst6ifLaOle+FPNLfE0v/MrBJmjTnpewbmbapo2JpXgNaZUj3m1i6xzOk2Z/stSNbkax1s54MNcsoffe/Yx7rY2bKsv46TZomhMBEIs0JOfK8K0o3K8P3d8TympJpG4nS7kfKnXjChViiNuFyYJ80021B6TvH11X38pPnf0w++xSla1w54YI4Y21OSv9HOuEmQZn1CvwplmZytB7vSM2bcLH9aSxt/zy2pe+itAtzpc2SRz1CQCkx35vSLTfhxkkizQ9kqBkbSzO+omWK8hkSy2t6ZfJKyfeSWL5fkqbmMaEG0cJYusNybFNOCJyX2S9Sprkzlv4tYLM0aQ4iBIOd8L++Wx7b3vfAjmnS9Sd5bFhEmlpXhAveQwDLUu4ehCCNEw2EkybNyFh5zsySl5H8D/g5Q5mybkOUre36b9LUio2lHx5LOzzHb5QxbbSuFkffzQTaZMlnS2DnCm6j8dozWbepDNPvG5v+p5TvtiF5DjIhRz5XxPI5Mc33N8a+vxZokCZNQ8KN3kS6s/PYnueQ5jy7Kh7UTI0rB54n5T+S8F/7cizNpOi3OCVNfl1I1jrLtJ9sS/J653synH8S/gcS2+0soGF1rFs9NtxHwQughx4byiN2APgy9tm/os/mx/+gowPo/Oi7u2Of5wpcfRSbz5AsZelP8uJuJlA/S3kd+Eceyxc/GA6qonVWn2SQ7fUMaeInEqMypBmfY73FTxCG51Guf8fSlzkJj9J0iaXJGTTJMq+OsXxmpnxnhDtih1C6udA6YNcqWP+Jk7gV6U4gKH/gKtHkZSnQLkfa+InogAqW/8BYHjfkSNuGcPffCbUDszUhezK+f2RIk2jm8AOwaY55Pxj73bat4LJuHyvTnzOkGR1L0zGPPGfG0t+bJd0BeaYzQv8/DtyR5vvtSF68LgC2rsB6iDfF+W2WdB1INpdbRpqmKFW5/FRf4GoSOZogU/Zia48M6RpTugnvp6Q5NkRpT4ml+0sev8uLsfQVDeLHmxy+S/YARryJ1FkZ0iS+H1+R8sTyOSuW10uVySuWZyPCzSeP9omMNxoINSYS85+YY5ty4Pc55r0lySZ5S8h+g+nCWL4P57Ht7Z0lr4fzSZfHujszlk+6pu7bkjz/+W+WfPaJ5XN3hjRZtyFK/+fOIvexYHgs/fCKpiXUPkx8d3NVbJNp5t8w5bfdqgJ5tE3Jo0HK94kuNYrJfhNjRmx7bZry3dYkj+1P57FMiby+zmN7rrYmbdRM4GouaYLSUbo9U5a1zDE7ljbePUmZfZdQ69sJ5zg9c5R/RCyvMoEyPfTI9lDn7CLVa3T03BqIdxR6BMkOpUeTh6gTxV7R28/c/aVMad39A5JNVToQmo9kc2s+ZahqHjr2fT9629/MyjQLKpC7Yq/PypAm/vndVTTfDrFONRMnc4so3ZxkLXCyu+fd1CWLd6LnpmRuepQXM9ucZLOFxzz36H7x5jYHVXC2HWKvF+VIexjJUcZGu3u29Ndly8jMdiO5vu50919yzDuxrPVJjs5ULu7+LcnmCVk7La+gm7N89ybhhBRglyzp+hCa10H60QRPhJIuCm519zlp0mQUNQc5NHq7kNB8Iy13/57QtA5Cs5lc21hVLH91uN3L1wR5sru/l+4Ld19NCIQl/DP6D05nYux1Psv8c+x1h4ypsjsm9vo6d/csaa/JMF11iHdsvbiK8hxAqN0LIRj2WaaE7v4UoRYdhA7w22TJdwVZ9ovIYSRHwXzA0zdfTriDEPgFONKyD6bysbu/leX7eLOgyuxH78Rel/kvdPdZhOAvwCAza5eaJnJa7HVlmwkC3JfHsaCqrIy9rq7/pC1S3ldk20+dJjXPxHo3MgxkZGYDCDduAJ5y95UpSU4geWy/PlthPHRHkRhMYsfUzslTfE+orVSXPeTumbo9+JBwPplwe5Z8Mh4PovP2xG/3X3efQnZPkDyeVvTcTzZS6uNKpBq5+9tmNp3Qx80wQm0BCHdaINzxeSfdtGn0j71+NY/0r5K8SN6d0LFlOrM9R99AFWVm9Qj9/BxLCLptQ2jfni5o3pzQDj5n30I14A2iDrUJo+n92WP9b5lZQ5IjuP1I6BugJrwK/MZL90eVkYVR2U4j9PuwPWEdN8yQvD2h+VBFDST5u643s6NzpI+Xo2sF5xk/Cc4VuOoXe/3fHGkT/VQ1z/D93rHXjfNY1viFU9plNbMWhJO/Qwn9NLUm2VdUqvKM8JePFUC2C+c1ZraAcPd880zpSI4muJywD6WK95WULrCVy24kL7jHe/a+tiDsL7+KXu9OqEmZTlUtf3XIFghI5/0c38+Nvc50TEhNl88yLyxn+nQSxzgn1MTI5h2SfflURyC3upX3eP4aoZ8eCMub6YL64zyCJ3nP291XRP2hDSH8H+5C5n0lbcA0Jn4zI+M2EgUThhFqv+xM6JOnSYbkmf4LHyb0qVOPUHuw1M2IKAh+XPR2JqUvzCuqvPtqhbn7EjP7gPBbHmBmzxJuQL7lVd9XaHV6htBsdRPC8e/qNGniAcZ0/cvFj8ft8zgex7e9roTfP52JOYLndUHG44G7rzOzhYTj2i+EjvQzyXY86EbyXGxZHusfwn93Syp+7icbKQWuRKrfA8D/A4ZEw8Aa4SQw8V2+to69zjkccUqarTOmKn0yWWUsDB8/hty1veJqReDK3d3M7ibcvduKUEPumViSIwlNzyD0D5Wp1kJ5zad057uJDlaHE2oxHEA4ift/2TIxs0aE/pxOz5YuRYvyFDSNjrHXv40e+arohW58eOZlGVMF28Ref5MxFSW//wxCZ8PpdIy9vjzHfFOVWVYzG0zogLptnnlU9rdKtTCPE/TV0XOmC0hIBq5ejmr3pIpfZE7Lt3Ax1fUfWFXLXx3K+/+8MMf38d8lY1p3Xx2rAJvPMsc7wG6aMVV2id/oJ3fPuj97GEhjBiGYuYWZNcojkFlR8fXUsoryLOTxvCLzTpyzbE3mwFXqAC2p4tte2m3KzM4n1KZrnO77NDL9Fz5FqEHShHDMTK1FexjJ/+JHqihAUS3nUln8L+EmTAvCDcKjgV/M7H1CIO514O1y1tiMS70Z1JLSAYx8pO4vpfJ09+VmNoYQXOwWDWDyceL76CbhCdHbeE26uI6x15luTmSS7dyjpn/P6pDv8WBRjn0g277bMfb62OiRr5q+ESR1nAJXItXvQUJ/Pg0JJ1BG2PeKo+/yFa/9kU919OUZpk2VWu260qKTjVdIVileQKhh8TnhxGcVYfmh9Eho2Zoh1LTRwJWEE+j/oXTg6n+iZyd3s4zyWOHuY1I/NLMrCdWrhwJ/M7N57p6teeLtJINWqwn9z3xIOBH7hdAJJ5QeCa2y636zSkzbKHeStOInU7mCOc1ir/MZ5S3bPlZly2pmOxJq7CUu9r8iNA2dTjjJj4+Gdzehf5qq3k8qPRqmmXUgOUpqptpUid9ovWcf5S+T6voPrO7RQCssTbOYXMqzLFW53PF9oqLHlMRvlG9zq9TfN9dFWkX9GHvdOWOq8ink8bxW7kdmdiqhk+2EtwgDoMwk3JhIBCbjo92m/S9096Vm9hyheXIPM9s1pXl9VTcThGo4l8rG3SeZWU9Cn0bHE44hmxKO6/sRRm6cGdUYzzY6cqb815rZPJI36bpQ/sBVl9jrue6+Lk2ahwiBKwi/y8ex74aQbKqbKcBYXeceNfp7VpN898nK7LuFOPeTjZQCVyLVzN1nmdk4Qm2Z4bGv/uvuReXIKn4HOlMTorj4hXqu2ihV7WSSQavXgKGZmi9EJ6u1jrsvNLOnCNXXDzKz7dz9h+gCPTFE9OvV1cwypSxrzewMQlXubYEbzeyVqB+fUqJmFonmUUXAvlH/SGVk6fujIuIXNyPc/f4qzDuT+N3b1L4zUsXLt0keeWfbx+J57efu6ZrF5euPJINWVxI6wk5759PMMg4XXgskalutJ3PT2UStnPpm1qQCwau69B+4sSlPs91MlhFqaOTz20LN/b7vEi7s6gGdzWxLd59fyTwLuS3X1v3ob9HzOkKn2Gn78TSzbnnm9xAhcAXhRs4l0fQtSfaV96G7f1Wx4la7nP0QR+cfw8zsN4TOtgcQmmTvSziudAQeNrMO7n5VBcrwDqEmF1H+5W0OuWfs9dsZ0rxG6L+xLXCymV0UqyWWT4AxcTxOdP5ea29EbKDi50NXuHt5a6GL5E2ds4vUjNHRcw+SnTqPTpsys3hHxjvmkT6e5seMqarHAbHXF+Toc6OiHfnWhEQn7fUII6EQPSf+O6uqU/ac3H05cGn0dhNCkCOd/Qi1+gCuyRS0ilTluo9Xq6/qPpgymRl7nStwlXetiaiz0e2zJKnKZU3sK/OAy7IErZqTexkLKRG4ejtLx/fxQH1F+raoS/+BG5v4tlkmoJ6nxO/b1syaZUsY7aM7RG8XVmMzQdz9Z0p3an9aprTlUMhtudbtR2a2PdApejsm2+Az5H/ceoXQ/B5CQCRxXDyBZFPEdH0mVad4LeFctU1a5/i+hLuvcvc33P1Kdx9CqCV1CSGYA3CZmbXKnENG8b7mytP1QLpp0vZbF3W18Hj0dmuivlmjfh8Tgxp97O6Z+mBKHI+N0v1JSs0oxLmfbKQUuBKpGc9Qug+QJcCz5cwj3pHugRlTJcVH68jWCW++4nexco3+t1Xs9YxMiaLRkTL1I1SVylP2Eu4+EfgiejsiagKZCGDNA56rmuLl7VGS/TOdkuHOc17rPnJwju/Ls97eJHmSXFMjxcSbfuyUI218H9gvR9p+ZG96OCH2urLLmvi9vstxp/gAch+zK7SdV1Z0gbFv9DZbp+vxu/VHZkyV2SckL/wGRftjNlX9HyiZJQKRC/MYUTSTxG9klL75kc4AkjWBauK3jY86eYGZVaZ5DJT/eB5PU9nlzXveZtaU5KAKy6hY33T5qMrjFhA6nyYZENmW0Nk7JAOP8e9rSnyUvW0ypgoqPOiAuy9392uBp6OPGlN6gJJ8PUiyzLua2XHZEseZ2fGEjrshjDqarUlm/LvE73Mcyf6Usk1blcdjKb+PSV7f7B8NyiRSLbRxidSAqJ+SmwgjfLwP3FTevkuikeQ+it7uZmYZTzjNrC/Ji/PvqdxocQnx6sC5mhfE+xDaIWOq0Ewq18VnVShP2VMl+tLYlvAbJu4oPVDTo/dEdyavjd4a6TsGz2vdm9lRJGv/ZZL3enP3ecDL0du9zKzaTyCjYdx/iN72z5aW0HwtUStjuJll6xT0/3LkNYlkQPPEcjRdSSfxe20fqxFQSjQE/Z/yyKsy23llDCG5H2cLXD1Bcvjt35lZtk6my4g6fE80Q2xN6abXpZjZtoQmyxDWyyvlmZfkz8y2IlkLpjJBladjry/MtD9ELskwXXV5gmSn5NsC9+cROAXC/mtm15jZdrGP3yE0jwI4zMx2STNpYvpjSNZ6mhj911bGf0gGgIdFN5Ay+S3JIP5zVTgQSap8j1vbAmeWI99SAZGoqX8iEPdKFazL8orXGsp4A8XMOpGsbVQZM2Ovy909TFTT+++xj243s5z9vEVpbot9dE22mvfu/hHJdTM0CpgmAljrgceyzO5xksf2S8ysJo99G73oPyHRh1oH4KwCFkc2cApcidQQd7/c3feIHqMqmE38BOIBM9s5NUF0cvw4yf37uio62Yz35dQ7R9oPY6//lu4OjJn9mtAxe00oT9lTPUjypPqc2OeF6m/oAZLNNY4zs11Tvo+v+wvTBWjMbHfgvlwzipp8JUZ57JnjQhLgzyQDE4+b2SHZEptZBzO7PseFUy6J5geto+YmaUV90iQGQ2gNPJnbw+sAACAASURBVBKdHKeW6VySoxhlyssJQVcIAZsXzSzr3Wwz28XM7kzzVeL32hI4P810DQnbWt9s+Ucqs51XRqL21JfuPj1TInefRXK/aUVYb9tlSm9m+0b90cRdR7Jm2Q1mNjDNdJsTRhVLXMDc5e4FH610AxavGVKZAOF/SAaEBwLXZTh2/InkRf0skhdN1SY6hh5HsmbBUODVbAEngOgG07uEQFvJskRNGxMdkTcAnkwXyDWzHiRvnkAYca9Sov/CxP9/S+DfUa3J1HnvT3IE23WEUXaryzSSHcUfZWZlbkREAdIxZO8gvhR3/5Aw4AWE0c5+RbI2ak03EyTqlzJRa21vMysTnIpGn36KLDf1zKyXmf0lWieZ0rQmdNoOoTb0pxUs9rWE0QshNEGckOPG6f6E0f8Sx/XXyW/bSfwezYFzSdbifT26SZVWdFy5NXq7I/C8mWUcodfM6pnZAWb25zzKJPm5imTNvFuiPlkzMrM20fab6+apSCnqnF2kDnH3f5vZUOAkQl8AH5nZaMKJ8XrCxe2vSN4hfRW4o4pm/xYhKNEQuMjMEidC8eF0E3fb7yfUENmUcIL/kZk9ROjjZivgGMJJyU+Eu9j5NJWojM8ITfvaEO66zgfeIzlqzEp3n5BuQndfYmZPUPou7/hsF+jVyd3XmNk/CCeCiVpXx8eSvEuoYdeH0DHrl2Z2F+HkvSnhLm+iw9pHCJ3PZzOO8BvuADxhZs9QurnDhETtQXf/yMx+SwhObA68ZGZvE0bJ+46w/WwB7Ey4650IxtxUjlWQagzJzugHAdn69LoEOIRQa24I8LmZ3Udofrk5Ybs8MCrrErI0Y3X3583sCsLITdsB75vZq4ST9CLChUIrQlOJQYTBCtYTajDE3Upy+/+HmQ0iXPwvJJyEnxE9vxE9Z+tD4r+x19dGF0BfES46AWa7e6ah7CvEzBoQ1iVkr22V8H+EJiv9COv3q2j/eofQqXdzwjobQlhnnYhtb+7+npn9nRA4bE64iHqMsJ2uBHYl3PFNXNB9SviNpPokRoV18tsG0nL3YjM7jbAtNCVsK4PN7BGSx44TSNaYWQucUcERKitSvq/N7GBCM/+2hP36MzObQNj+igjBly0J/3FDyN6f3g2EANxehG39i+j/6CPC+flAYBjJ/pj+5e6ZBj4or0sIfQl1IRyLp0bznkroQ/EAwnEiEWy73N0/qaJ5lxEd1/4J/IFwjvFmVJ4PCb9zb8IxuCXhBkTWC+MUDxM6ft+MZE29ZdR8U/+E60mORvx0tJxvEo7nvUgu55OUPrbHbUYYrfry6Bj7DvA1Ybm2ALoTRupL9D33iLv/kC6jXKL98jhClxeDCU0cXzWzdwnB5u8J+/52wGGE7TbhDeD4PDtMf4TQd6cRAqaJbS+fUR//SDie7B+V8Vsze5pwPjSf0J9YW8LItwdGr/9LMjArleDuRWZ2EuH/vzHhxvofovfTCcfmzQj/N3sQtpH6hO1DJH/uroceelTBg3DgdkKtg4rm8WUinyxpGhACA57j8STQNI/yji9H+a7KMr/xKWmPIhysMqUvIly8jo591jHNPAfFvh+VoVzj81hvv85Slpk5lrt/SvpTqnC76ZhvOWLTNCNc5Duh9smuKd93JjShy7S8Kwl9dQ2PfTY8w7x6EmqcZcor3W92BCEomWsbdWAB0LoS668BISjphJE6c6XvQghMZSrPLMLJbc5tKsrvLEKQK59lTfv7kn2/cmAi4WJ4Zq7thNAPWqZ8RqekzZlfrrSEi4RE/gPLsf0+mec62y5DHlcQAnLZph0PtCrvMlUkLXnsS2n299EZ0uS17cXSD4rlOSpH2tGxtGX23ZS0JesxS5p6hBqgDrxVkX04TZ57xvLM9FgIHFzZ8lewfO2j/Wx9ntvwN4SbTZZhX3g+x/TFwC1AvYpuUxmma0u4sM8277XAH6to28ualtCf0bgc5bmLMHBG3ssbrZ/ilHzuy3MdZd2GyrM/xaaxlOlSH6sJx5Xhsc+Gp+Sxb57bnhNq4Gc8FyzH9tKIEOj5JY95riAEoRqVcx5vpOSzDNikHOW7ldzHhcTjgcpsz1WwPuO/b3n225lkPxaNiuU7qDJ5lXe9EIJSM/Jc/8uA7tW5jvXY8B5qKihSx7j7Onf/H8LJ/b2Ek+JfCMGI7wh3F/d39+O9nP1o5THvPxH6jXmZEJjIOJKTuz9HuEs6mhAMWEu42JhMqAGxm4dq/DXC3e8m1LYZQwiarc4+RSkfkmwyt4ia6VMlIw/9TiSqxpfp68rdvyHcub2a0CxhFaGfn68I/U70cfecTQWjvKYQam/dE02/IvsU4O7PE2rKnE244zaLsH2uIdz9fDcq/xHANu6+IJ+yZJjXOpLNzwaZWdZRbdz9a0KtnEuBKYT1sozQ0fvfgF5ejpoF7n4PoV+H/yPUcPyRsG2tJuwjbxKat+1PhpEKo/1qCOHu9QLCvjKHcBH3P4STz/nppk3jdEKtrvFRXuuypq68RDPBxO+ak4eOg48n3HW9m7BdLSOUdWGUz7WE3yJtLQF3v4zQR9uthFoiywjrvIiwfx7r7oPcfWEFl0vysz+h9i9Auqaw5ebu7xJqF/6B0PHyfJLHj3cJ++4O7l6QfsvcvcjdTyF0SP9HQnPlmYT/kjWEQPr7hG1zf2BHd3/c3T1NXsvd/QjCselRQu2VVYRj+teE/aOfu//e86u1Up7l+InQyf2JhFpkiePiUkKTzZuAXdz96qqcb5byrCJ0rn0O4XdO7NPfA/8mBCrPpvQgFPnkO5MQ/I+r8WaCCdF2cCbhXGocoePy1YRt6D6gb3RcyZbHBEKtqgsJ/3dfEra/4uh5apTXvu5+UlWcC7r7Gnf/M6H29QWEmsHfE84JVkSvXyXstzu4+6Ve/tE+U2tXPevuOc85YuX7HaG24zWEfXA+4biygnB+/CKhNUAPdx9WzrJJDu7+HmGgnNMI++x3hO1xHeHceRLhfO1EoK1XcQ1w2fBZmuOoiIjEmNkBJPtSutndy/RFJIUT9Q3zHaGK+p9q6kJLwMy+IVzIjHb38nSaLBsAM3uQECydRbhYrdEBK0RERGTjoBpXIiK5xfslurtgpZC03H0OyQ6MzzOzTQpZno1FNJpiYgSwCvdtJHVTNPLZSdHbKxW0EhERkeqiwJWISBZm1hM4Onr7urtPzZZeCuZKQnPOrSjbAbpUj0QzwVWEJiKycbmU0JH2V+QxSqmIiIhIRampoIhICjM7hBDY7wJcTLIPl73c/e2CFUyyMrPzCUPMzwW2z7dvDBEpn6i21VeEwNUhhepvSkRERDYOClyJiKQws3R/jLe4+3k1XhgREREREZGNWINCF0BEpBZbThjZ6U7UFEZERERERKTGqcZVObVu3do7duxY6GKIiIiIiIiIiGwwJk+evMDdt0z9XDWuyqljx45MmjSp0MUQEREREREREdlgmNn36T7XqIIiIiIiIiIiIlIrKXAlIiIiIiIiIiK1kgJXIiIiIiIiIiJSK6mPqyqwdu1aioqKWLVqVaGLIpJTkyZNaN++PQ0bNix0UURERERERESyUuCqChQVFdG8eXM6duyImRW6OCIZuTsLFy6kqKiITp06Fbo4IiIiIiIiIlmpqWAVWLVqFa1atVLQSmo9M6NVq1aqHSgiIiIiIiJ1ggJXVURBK6krtK2KiIiIiIhIXaHAlZQxZcoUXnzxxZzpxo8fz+GHHw7A2LFjueaaawAYM2YMU6dOrZayjR8/nnfeeada8hYRERERERGR2kWBKyll3bp1eQeu4o488khGjhwJVD5wtW7duozfKXAlIiIiIiIisvFQ4GoDMHPmTHbeeWeGDx9Oly5dOPXUU3n99dcZOHAgO+64Ix988AEAixYt4uijj6ZHjx7ssccefPrppwCMGjWK008/nYEDB3L66adz2WWX8cQTT9CzZ0+eeOIJPvjgA/bcc0969erFgAED+Oqrr8qUYfTo0Zx77rm88847jB07losuuoiePXsyY8YMevfuXZJu+vTppd4nDBo0iPPPP5++ffty88038/zzz7P77rvTq1cvDjjgAObOncvMmTO56667uPHGG+nZsydvvfUW8+fP59hjj6Vfv37069ePt99+u5rWsoiIiIiIiIjUNI0quIH45ptvePLJJ7nvvvvo168fjz76KBMnTmTs2LFcddVVjBkzhssvv5xevXoxZswYxo0bxxlnnMGUKVMAmDp1KhMnTqRp06aMHj2aSZMmcdtttwGwdOlS3nrrLRo0aMDrr7/On/70J55++um05RgwYABHHnkkhx9+OMcddxwAm222GVOmTKFnz57cf//9nHnmmWmnXbNmDZMmTQLg559/5r333sPMuOeee7j22mu54YYbOPvss2nWrBkXXnghAKeccgoXXHABe+21Fz/88AMHH3ww06ZNq9J1KyIiIiIiIiKFocBVVZt8Pvw8pWrz3Lwn9Lkpa5JOnTrRvXt3ALp168b++++PmdG9e3dmzpwJwMSJE0sCTvvttx8LFy5k6dKlQGjq17Rp07R5L1myhGHDhjF9+nTMjLVr15ar+GeddRb3338///jHP0pqcKVz4oknlrwuKirixBNPZM6cOaxZs4ZOnTqlneb1118v1Sxx6dKlLF++nGbNmpWrjCIiIiIiIiJS+6ip4AaicePGJa/r1atX8r5evXpZ+4xK2HTTTTN+95e//IXBgwfz+eef8/zzz7Nq1apyle3YY4/lpZde4oUXXqBPnz60atUqZxl+97vfce655/LZZ5/xz3/+M+M8i4uLee+995gyZQpTpkxh9uzZClqJiIiIiIiIbCBU46qq5agZVUh77703jzzyCH/5y18YP348rVu3pkWLFmXSNW/enGXLlpW8X7JkCe3atQNCX1a5pE7fpEkTDj74YH77299y77335lXW+DwfeOCBUnknaokBHHTQQdx6661cdNFFACVNEkVERERERESk7lONq43IqFGjmDx5Mj169GDkyJGlAkJxgwcPZurUqSWds1988cX88Y9/pFevXnnV3jrppJO47rrr6NWrFzNmzADg1FNPpV69ehx00EF5l/X444+nT58+tG7duuTzI444gmeffbakc/ZbbrmFSZMm0aNHD3bZZRfuuuuuvPIXERERERERkdrP3L3QZahT+vbt64kOxBOmTZtG165dC1SiuuH6669nyZIl/O1vfyt0UQRtsyIiIiIiIlK7mNlkd++b+rmaCkq1Gzp0KDNmzGDcuHGFLoqIiIiIiIiI1CEKXEm1e/bZZwtdBBERERERERGpg9THlYiIiIiIiIiI1EoKXImIiIiIiIiISK2kwJWIiIiIiIiIiNRKClyJiIiIiIiIiEitpMDVRuy7775j9913p3Pnzpx44omsWbMmbbqrr76azp07s9NOO/HKK68AMGvWLAYPHswuu+xCt27duPnmm0tNc+utt7LzzjvTrVs3Lr74YgDWrFnDmWeeSffu3dltt90YP358SfrJkyfTvXt3OnfuzO9//3vcHYCLLrqInXfemR49ejB06FAWL14MwGuvvUafPn3o3r07ffr0KTVi4SGHHMJuu+1Gt27dOPvss1m/fn2pst1www2YGQsWLADgkUceoUePHnTv3p0BAwbwySeflEq/fv16evXqxeGHH17ymbtz6aWX0qVLF7p27cott9wCwHXXXUfPnj3p2bMnu+66K/Xr12fRokUAjBgxgjZt2rDrrrumXc+p5fr5558ZOnQoPXr0oH///nz++ecArFq1iv79+5cs4+WXX16Sx957710y/2222Yajjz467bxERERERERE6gR316Mcjz59+niqqVOnlvmsLjj++OP9sccec3f33/zmN37HHXeUSfPFF194jx49fNWqVf7tt9/69ttv7+vWrfMff/zRJ0+e7O7uS5cu9R133NG/+OILd3cfN26c77///r5q1Sp3d587d667u992220+fPjwks969+7t69evd3f3fv36+bvvvuvFxcV+yCGH+Isvvuju7q+88oqvXbvW3d0vvvhiv/jii93d/aOPPvLZs2e7u/tnn33m22yzTUmZlyxZ4u7uxcXFfswxx5Qso7v7Dz/84AcddJBvt912Pn/+fHd3f/vtt33RokXu7v7iiy96//79S62DG264wU8++WQ/7LDDSj677777/PTTTy8pf2IZ48aOHeuDBw8ueT9hwgSfPHmyd+vWrUzadOW68MILfdSoUe7uPm3aNN9vv/1KlmvZsmXu7r5mzRrv37+/v/vuu2XyPOaYY/yBBx4o87l73d1mRUREREREZMMETPI0cRjVuNoAXHbZZdx0000l7y+99NIyNaBSuTvjxo3juOOOA2DYsGGMGTOmTLrnnnuOk046icaNG9OpUyc6d+7MBx98wNZbb03v3r0BaN68OV27dmX27NkA3HnnnYwcOZLGjRsD0KZNGwCmTp3KfvvtV/JZy5YtmTRpEnPmzGHp0qXssccemBlnnHFGSVkOOuggGjRoAMAee+xBUVERAL169WKbbbYBoFu3bqxcuZLVq1cD0KJFCwDWrVvHmjVrMLOS5bngggu49tprS302YMAANt988zLzACgqKuI///kPZ511Vqn1cuedd3LZZZdRr169UssY99hjj3HyySeXvN9nn33YYost0vwa6csVX18777wzM2fOZO7cuZgZzZo1A2Dt2rWsXbu21HQAS5cuZdy4capxJSIiIiIiInWaAlcbgBEjRvDggw8CUFxczOOPP87RRx9d0mQs9TF16lQWLlxIy5YtS4JC7du3Lwk8xc2ePZttt9225H26dDNnzuTjjz9m9913B+Drr7/mrbfeYvfdd2ffffflww8/BGC33XZj7NixrFu3ju+++47Jkycza9YsZs+eTfv27bPOA+C+++5jyJAhZT5/+umn6d27d0mgDODggw+mTZs2NG/evCQ499xzz9GuXTt22223jOvy3nvvLTWP888/n2uvvbYkQJUwY8YMnnjiCfr27cuQIUOYPn16qe9XrFjByy+/zLHHHptxXgmZyrXbbrvxzDPPAPDBBx/w/ffflwTV1q9fT8+ePWnTpg0HHnhgybpPGDNmDPvvv39JEE9ERERERESkLmpQ6AJsiAYNGlTmsxNOOIFzzjmHFStWcOihh5b5fvjw4QwfPpwFCxaUBFoS4n1BpdOxY0datWrFxx9/zNy5c+nVqxcdOnRgypQpGadJ9KNUWcuXL+fYY4/lpptuKlXTadGiRbz33nt8+OGHnHDCCXz77beMGDGCadOm0bdvXzp06MCAAQOoX79+XvO58soradCgAaeeemqpz7/44gsuueQSXn311VKfv/LKK6xatYpTTz2VcePGMXDgQK666qoy6eLeeOMN7r33XiZOnAjACy+8QJs2bejTp0+Z32D16tU0adKESZMm8cwzzzBixAjeeuutku+ff/55Bg4cmLGGVcKKFSsylmvkyJGcd9559OzZk+7du9OrV6+S9VW/fn2mTJnC4sWLGTp0KJ9//nmpvrMee+yxMrXEREREREREZANTvBbqNSx0KaqVAlcbiLPOOovRo0fz008/MWLECJYtW8bee++dNu2jjz5K165dWbx4MevWraNBgwYUFRXRrl27MmnbtWvHrFmzSt7H061du5Zjjz2WU089lWOOOaYkTfv27TnmmGMwM/r370+9evVYsGABW265JTfeeGNJugEDBtClSxc233zzMs3z4mUZPXo0L7zwAv/9739LNYkrKipi6NChPPjgg+ywww5lyt6kSROOOuoonnvuOdq2bct3331XUqupqKiI3r1788EHH9C2bVs+/fRTzjrrLF566SVatWoFwNtvv83YsWN58cUXWbVqFUuXLuW0007j4YcfLllGgKFDh3LmmWeWmvfjjz9eqplgJjNmzMharvvvvx8ITTs7derE9ttvX2r6li1bMnjwYF5++eWSwNWCBQv44IMPePbZZ3POX0REREREpFy8GFYvhFVzAYfNdoWUrkukGrnDz1Ng9lgoeg5a7AwDHy10qaqVAlfVIFsNqU022STr961bt85ZwyqdoUOHctlll7F27VoeffTRkho52QwePJinnnqKk046iQceeICjjjqqTJojjzySU045hT/84Q/8+OOPTJ8+nf79++Pu/OpXv6Jr16784Q9/KDXN0UcfzRtvvMHgwYP5+uuvWbNmDa1bt2bFihW4O5tuuimvvfYaDRo0YJdddgFCv1Tvvfceu+++Ow8++CC/+93vAHj55Ze59tprmTBhAptssknJPBYvXsxhhx3GNddcw8CBA0s+X758OcuWLWPrrbdm3bp1/Oc//2Hvvfeme/fuzJs3ryRdx44dmTRpEq1bt+aHH37gmGOO4aGHHqJLly4laa6++mquvvpqIPym119/PQ8//HCpZezUqRMTJkwoNd2SJUuYMGFCSdpsspVr8eLFbLLJJjRq1Ih77rmHffbZhxYtWjB//nwaNmxIy5YtWblyJa+99hqXXHJJSR5PPfUUhx9+OE2aNMk5fxEREREREdxhzc+w6qcQkFoZPad9Pw88NnJ7m32hx/+DNnsVrvwbuvVrYN6EEKiaPRZWzAIMthwAWw7MOXldp8DVBqJRo0YMHjyYli1b5t387u9//zsnnXQSf/7zn+nVqxe/+tWvABg7diyTJk3iiiuuoFu3bpxwwgnssssuNGjQgNtvv5369eszceJEHnroIbp3707Pnj0BuOqqqzj00EMZMWIEI0aMYNddd6VRo0Y88MADmBnz5s3j4IMPpl69erRr146HHnqopCx33HEHw4cPZ+XKlQwZMqSkn6lzzz2X1atXc+CBBwKh8/S77rqL2267jW+++YYrrriCK664AoBXX30Vd+fII49k9erVFBcXM3jwYM4+++ys6+GKK65g4cKFnHPOOQA0aNCASZMmZZ1m5MiRnHrqqdx44400a9aMe+65p+S7Z599loMOOohNN9201DQnn3wy48ePZ8GCBbRv356//vWvJes8nWnTpjFs2DDMjG7dunHvvfcCMGfOHIYNG8b69espLi7mhBNO4PDDDy+Z7vHHH2fkyJFZyy8iIiIiIhs4d1i7NASbsgai5oZH8dqyedRrCE3aQpOtoGk72KJ37H1bWDEbpv4dXt8btj4EevwNWvWt+WUtr3Ur4NvR8O39YVla7wGt94RW/aFh80KXLlizGH58EYrGwpyXwm9ZvylsfRB0/yu0OwyalB0kbENkYcRByVffvn09Nagxbdo0unbtWqASBcXFxfTu3Zsnn3ySHXfcsaBlkdqvNmyzIiIiIiJShdxh2dehZs68N8PziqKy6ax+CNY02SoEoZpulQxGNWkbAlKJwFTDlrmbAa5bAV/fDtP+HpoQtj8qBLBadq+e5ayMVQtg+u3w9W2wegFs3gvWr4Kl08L3Vi80fWy9Z/LRfMeaawq5fGayCeC8N8HXhd+i3RHQ7khoewA0aFozZSkAM5vs7mUin6pxtQGYOnUqhx9+OEOHDlXQSkREREREZGPgxbDkC5g7Aea/GQIdq+aG75psBW32gS36QdNtksGoJm2h8RYhQFNVGmwCu1wEO/4GvrwZvrweXtwNOpwI3UdBi52qbl4VtWwGfPmPUMNq/coQCOp6EWy5VwhKrfkZFrwPC94Nj+8fg2/+GaZt3Apa7VE9tbK8GBZ9lGwCuPjT8Plmu0DXC0MQsFX/qv296iDVuCqn2lrjSqQ8tM2KiIiIiNQxxeth8ZRkbap5b8GaReG7TdqHvqba7BsCVs27FK7D9NWL4Msb4KubQ5Co0xmw62XQrFPNl2XhhzDtOpj1dKhp1vF06Pp/ITCUjRfDkmnJQNaCd6uuVtb61TB3XGgCOHssrPwx5LnlXtDuqBBUa7FxVkip8zWuzOwQ4GagPnCPu1+T8n1j4EGgD7AQONHdZ5pZf+DuRDJglLs/G5uuPjAJmO3uhyMiIiIiIiJSaMVrYeGkUJtq7gRY8Hbo5wig2Q6hNk4iULVpx9ozsl/jLWC3K2Gn80L/V1/fDt89DDucBbteGoJs1ckd5rwMU6+FeeOhYYtQu6rL72GTbfLLw+pBy27h0fms8FllamWtXhj1V/UczHkF1i2HBpvC1gdHwarDQh6SVp0IXEXBpduBA4Ei4EMzG+vuU2PJfgX87O6dzewk4O/AicDnQF93X2dmWwOfmNnz7r4umu48YBrQojJldHestvxRiGShWpYiIiIiInlY8iWsLIIGzcKjYfPk6/qNq35+61eFwEiiRtWCd2H9ivBdi67Q4eQoULV39Qd/qkKTNtD7Btj5D/DFVTDjX6Gp3o6/hV1Ghr61qtL6NfD946GG1ZLPQ2fyva6Hzv8TgleV1Whz2OaQ8ID0tbJ+/E/4LlErq1V/WDYd5k8MIzE23Ro6nhr1V7Uf1NdI8PmoE4EroD/wjbt/C2BmjwNHAfHA1VHAqOj1U8BtZmbuviKWpglQctVuZu2Bw4ArgT9UtHBNmjRh4cKFtGrVSsErqdXcnYULF9Kkif4gRURERETSWrsMPv0LfH1rCE6kU69h+oBWztfNoWGz5OuVRck+qha8D8WrAQsdm+/wq1Cbqs0+dXv0uE3aQb/bQ62nz6+Ar2+Bb+6GnX4fPmu8ReXyX7sUvvkXfHkjrJwdAkZ7PAAdToL6japmGdLJWSvrvdBEsWm7EKhrfxRs0Wej76+qIupK4KodMCv2vgjYPVOaqHbVEqAVsMDMdgfuAzoAp8dqW90EXAxUqme19u3bU1RUxPz58yuTjUiNaNKkCe3b14E7NCIiIiIiNa3oeZj0v2E0vh1/G4If636Bdctg7fLQxKvk9bLwPv56+cLY58tCH0+5WD3YvDd0OTcEqbbcq/LBnNqoWUfY474QxPlsVGhGOP2OUCNr5wvKXytqxY+hH61v7grBqzaDYPd/wdaHFK7ZZGqtLKkSdSVwVSnu+j8ViwAAIABJREFU/j7Qzcy6Ag+Y2UvAAcA8d59sZoOyTW9mvwZ+DbDddtuV+b5hw4Z06lSAjuZERERERESk8lbOgUm/h1lPwWbd4MC3Ycs9K59v8XpY/0sIYq1bngxoJZ4bbRHmUxVN2eqKFl1g4KPQ7Y/w6eUhiPXVLbDLxSF412DT7NMvmQrTroeZD4fmd9seG2putepXI8WXmldXAlezgW1j79tHn6VLU2RmDYDNCJ20l3D3aWa2HNgVGAgcaWaHEpoQtjCzh939tNSZu/vdRB289+3bVx0EiYiIiIiIbAi8ODQzm3JJ6GNqtyth5wurrolZvfpQr8XGFZjKV8vusM8zoQP6Ty+DKSNDc79uf4LOvy7d/5M7zH8Lpl4HP74A9ZvCDr8ONbWa71C4ZZAaUVcaV34I7GhmncysEXASMDYlzVhgWPT6OGCcu3s0TQMAM+sA7AzMdPc/unt7d+8Y5TcuXdBKRERERERENkBLpsLr+8CHZ8MWveHQz0LQpDr7RZKyWvWFwS/CgRNDJ/STz4Pnd4Tp/wzBxB+ehlf3hNf3hYXvQvdRcNQP0O82Ba02EnWixlXUZ9W5wCtAfeA+d//CzK4AJrn7WOBe4CEz+wZYRAhGAewFjDSztUAxcI67L6j5pRAREREREZGCW78qjHI39ZrQQfoe90OnYYXrF0mCLQfC/uNg7jj45M8hoDj5vNBhfbPtoe/tsP1waLBJoUsqNczc1fKtPPr27euTJk0qdDFERERERESkvOZOgA9/A0u/go6nQe9/QJMtC10qSeUOP74EPzwB7Q6H9seEZpeyQTOzye7eN/XzOlHjSkRERERERKTC1vwMH18MM+6BTTvB4Fdg64MKXSrJxAzaHRoestFT4EpEREREREQ2TO7w/RPw0XmweiF0vRi6X67mZiJ1iAJXIiIiIiIisuFZPhM+PAfmvARb9A21rDbvWehSiUg5KXAlIiIiIiIiG47idfDVLfDpX0KTs943QZdz1UeSSB2lwJWIiIiIiIhsGBZNhvd/DT9/BNscDv1uh023K3SpRKQSFLgSERERERGRum3tcvjscvjqJmjcBvZ6ErY9NtS4EpE6TYErERERERERqbtmvwiTzoFfvofOv4Ge10CjloUulYhUEQWuREREREREpO5ZORc+Oh++fxxadIUD3oI2exW6VCJSxRS4EhERERERkbpl6Vfw2l6wdil0/yvscgnUb1zoUolINVDgSkREREREROqOlT/BG4cABod8BC27FbpEIlKNFLgSERERERGRumHtMhh/GKyaBweMV9BKZCOgwJWIiIiIiIjUfsVrYeIJsPgT2GcstOpX6BKJSA1Q4EpERERERERqN3f44Dcw52Xo/y9od2ihSyQiNaReoQsgIiIiIiIiktVno+Db+2HXy6DzWYUujYjUIAWuREREREREpPb65h74/ArY/kzoPqrQpRGRGqbAlYiIiIiIiNROs1+ED8+GrQ+G/v8Es0KXSERqmAJXIiIiIiIiUvssnAQTj4eWu8FeT0K9hoUukYgUgAJXIiIiIiIiUrss/xYmHAZN2sCg/0DD5oUukYgUiAJXIiIiIiIiUnusWgBvHALF62DQS9C0baFLJCIF1KDQBRAREREREREBYN0KmHAErJgF+70Om+1c6BKJSIEpcCUiIiIiIiKFV7we3jkFFr4Pez8FWw4sdIlEpBZQ4EpEREREREQKyx0m/x6KnoM+t8C2xxS6RCJSS6iPKxERERERESmsadfC9Dug60Ww0+8KXRoRqUUUuBIREREREZHC+e4RmDISOpwEPa8pdGlEpJZR4EpEREREREQK46f/wvtnQptBsMdoMF2iikhp+lcQERERERGRmvfzJ/DmUGi+E+zzLNRvXOgSiUgtpMCViIiIiIiI1KxffoDxh0LDFjDoRWjUstAlEpFaSqMKioiIiIiISM1Z8zOMHwLrlsOBE2HTbQtdIhGpxRS4EhERERERkZqxfnVoHrhsOgx6GVp2L3SJRKSWU+BKREREREREqp8Xw7vDYN4EGPAItN2v0CUSkTpAfVyJiIiIiIhI9fv4YvjhCej5d+h4SqFLIyJ1hAJXIiIiIiIiUr2+vBm+vAG6nAtdLyp0aUSkDlHgSkRERERERKrPD0/DRxdA+6HQ+yYwK3SJRKQOUeBKREREREREqse8ifDOqdB6j9CvVb36hS6RiNQxClyJiIiIiIhI1VsyDd48EjbtAPs+Dw2aFrpEIlIHKXAlIiIiIiIiVWvtUhg/BOo1hMEvQ+NWhS6RiNRRDQpdABEREREREdnAzBoDv3wP+4+DZp0KXRoRqcNU40pERERERESqVtGzsEl7aDOo0CURkTpOgSsRERERERGpOutWwJxXoP3RGkFQRCpNgSsRERERERGpOnNegfUrQ+BKRKSSFLgSERERERGRqjPrWWi0ObTZp9AlEZENgAJXIiIiIiIiUjWK18KPL0C7I8KIgiIilaTAlYiIiIiIiFSNeW/Cmp+h/dBCl0RENhAKXImIiIiIiEjVmPUs1G8KWx9U6JKIyAZCgSsRERERERGpPC+GojGw9cHQYJNCl0ZENhAKXImIiIiIiEjlLZwEK2ermaCIVCkFrkRERERE/j97dx5fd1nn/f91ZemWLklKC13Shq0sIsG2qIOMoICAgqCgyIjKuKCo94wzOjM6i86tzsxPb2dG75+4ICAKKEWwWJEWBXdFhoIIItCNtkmbLrTpmm5JrvuP7wlN06RJTs4533NyXs/H4zy+Od/1czC26TvX9bkkDV/LvRAqYcYlaVciaQQxuJIkSZIkDV/LQph6LoyuT7sSSSOIwZUkSZIkaXi2Pws7noUGpwlKyi2DK0mSJEnS8LQsTLYzL0u3DkkjjsGVJEmSJGl4mhdC/ZkwbmbalUgaYQyuJEmSJEnZa2+BrY86TVBSXhhcSZIkSZKy1/KDZDvT4EpS7hlcSZIkSZKy17wQJp4Mk05OuxJJI5DBlSRJkiQpO/u2wqafw8zL065E0ghlcCVJkiRJys66+yB2Ok1QUt4YXEmSJEmSstOyEMbOgMnz065E0ghlcCVJkiRJGrqOdmh9IJkmGPynpaT88E8XSZIkSdLQtf4YOvdAg9MEJeWPwZUkSZIkaehaFsKoOpj66rQrkTSCGVxJkiRJkoam6wCs+yFMvwQqqtOuRtIIZnAlSZIkSRqaTb+E/W1OE5SUdwZXkiRJkqShabkXKsfCtAvTrkTSCGdwJUmSJEkavBiT4GrahVA1Lu1qJI1wBleSJEmSpMHbuhTaW2Dm5WlXIqkMGFxJkiRJkgaveSGESphxadqVSCoDBleSJEmSpMFrWQhTz4HR9WlXIqkMGFxJkiRJkgZn+7Ow41mY6WqCkgrD4EqSJEmSNDgt9ybbBvtbSSoMgytJkiRJ0uC0LIT6M2HczLQrkVQmDK4kSZIkSQNrXwdb/sfRVpIKyuBKkiRJkjSw7mmC9reSVEAGV5IkSZKkgbXcCxNPgkmnpF2JpDJicCVJkiRJOrL9bbDx5462klRwBleSJEmSpCNbdx/EDoMrSQVncCVJkiRJOrLmhTB2Okyen3YlksqMwZUkSZIkqX8d7dC6BGZeDsF/QkoqrJL5UyeEcFEI4bkQwooQwsf7OD46hLAgc/yREEJjZv/LQwhPZF5/CCG8KbO/IYTwsxDCn0IIT4cQ/rqwn0iSJEmSSsCGn0DnHmhwmqCkwiuJ4CqEUAncAFwMnApcHUI4tddp7wHaYownAP8NfC6z/4/A/BjjGcBFwNdDCFVAB/DRGOOpwCuBD/VxT0mSJEkqb80LYVQdTD0n7UoklaGSCK6AlwMrYoyrYoz7gTuBy3qdcxnwrczXdwPnhRBCjLE9xtiR2T8GiAAxxtYY4+OZr3cCzwAz8vw5JEmSJKl0dHXAuh/C9EugojrtaiSVoVIJrmYAzT3et3B4yPTiOZmgajswGSCE8IoQwtPAU8AHegRZZI43Ai8DHslD7ZIkSZJUmjb9EvZvhYbL065EUpkqleBqWGKMj8QYXwKcCXwihDCm+1gIYTxwD/CRGOOOvq4PIVwXQlgaQli6efPmwhQtSZIkSWlrWQiVY2DahWlXIqlMlUpwtQ5o6PF+ZmZfn+dkelhNArb0PCHG+AywCzgtc141SWh1R4zx+/09PMZ4Y4xxfoxx/pQpU4b5USRJkiSpBMQILfcmoVVVTdrVSCpTpRJcPQqcGEI4NoQwCngbsKjXOYuAd2W+vhL4aYwxZq6pAgghzAZOBlaHEAJwM/BMjPG/CvIpJEmSJKlUbH0M2ltgpqsJSkpPVdoFDEaMsSOE8GHgAaASuCXG+HQI4dPA0hjjIpIQ6rYQwgpgK0m4BXA28PEQwgGgC/hgjPGFEMLZwDuAp0IIT2TO/ccY4/0F/GiSJEmSVJxaFkKohBmXpF2JpDIWYoxp11BS5s+fH5cuXZp2GZIkSZKUX/edCmOPgfN+mnYlkspACOGxGOP83vtLZaqgJEmSJKlQdjwHO55xmqCk1BlcSZIkSZIO1bww2c68PN06JJU9gytJkiRJ0qFa7oX6+VDTMPC5kpRHBleSJEmSpIPa18GWR6DBaYKS0mdwJUmSJEk6qOUHydZpgpKKgMGVJEmSJOmgloUwYQ5MPCXtSiTJ4EqSJEmSlLG/DTb+PJkmGELa1UiSwZUkSZIkKWPdjyB2wEz7W0kqDgZXkiRJkqREy0IYOx0mn5l2JZIEGFxJkiRJkgA69sD6JTDzMgj+U1FScfBPI0mSJEkSbPgxdLY7TVBSUTG4kiRJkiRB80KoroWjz027Ekl6kcGVJEmSJJW7rg5Y90OYcQlUVKddjSS9yOBKkiRJksrd5l/B/q3Q4DRBScXF4EqSJEmSyl3zQqgcA9MuTLsSSTqEwZUkSZIklbMYoeVeOOZ1UFWTdjWSdAiDK0mSJEkqZ1sfg/ZmpwlKKkoGV5IkSZJUzlruhVAJMy5NuxJJOozBlSRJkiSVs5aFMPXVMHpy2pVI0mEMriRJkiSpXO1YBtv/BDMvT7sSSeqTwZUkSZIklauWhcnW4EpSkTK4kiRJkqRy1bwQ6udBzay0K5GkPhlcSZIkSVI5al8PWx6Bma4mKKl4GVxJkiRJUjla94Nk22BwJal4GVxJkiRJUjlqXggTToSJp6RdiST1qyrtAiRJkiRJvWz8OTz5SQiVUDEqeVWOPvh1z1df+wfaR4SNP4OT/xZCSPvTSlK/DK4kSZIkqdgs+/+h7QmoOwMObIeu/QdfnfsOfd/9ykbDFbmtW5JyzOBKkiRJkopJ1wHY8CDMvgpe8Y3BXRMjxI7+Q62+Aq+qGjjq5fn9LJI0TAZXkiRJklRMXngYDuyA6RcP/poQIFRDRXX+6pKkFNicXZIkSZKKyfrFEKrg6PPSrkSSUmdwJUmSJEnFZP1imHIWjJqUdiWSlDqDK0mSJEkqFu3rYdsfYNoQpglK0ghmcCVJkiRJxaL1gWQ7lP5WkjSCGVxJkiRJUrFoXQxjp0Ht6WlXIklFweBKkiRJkopBVwe0/gSmXZSsEihJMriSJEmSpKKw5RE4sM1pgpLUg8GVJEmSJBWD9YshVMIxF6RdiSQVDYMrSZIkSSoGrUvgqFfCqNq0K5GkomFwJUmSJElp27MRtj4G05wmKEk9GVxJkiRJUtpaH0i29reSpEMYXEmSJElS2loXw5ipUHdG2pVIUlExuJIkSZKkNHV1QuuPYdpFEPwnmiT15J+KkiRJkpSmrY/C/q32t5KkPhhcSZIkSVKa1i9ORlpNuyDtSiSp6BhcSZIkSVKaWpdA/cth9OS0K5GkomNwJUmSJElp2bsZtjzqaoKS1A+DK0mSJElKS+uPgWhwJUn9MLiSJEmSpLS0LoHRR0H9vLQrkaSiZHAlSZIkSWmIXdD6AEy7MGnOLkk6jH86SpIkSVIatj4G+zbDNKcJSlJ/DK4kSZIkKQ3rFwMBpr0u7UokqWgZXEmSJElSGlqXQP18GDMl7UokqWgZXJWjjj3wwv9A14G0K5EkSZLK076tsOURVxOUpAEYXJWjloXw41fA9mfSrkSSJEkqT60/TpqzG1xJ0hEZXJWj2qZku+0P6dYhSZIklavWJTCqHurPTLsSSSpqBlflaOJJUDEa2gyuJEmSpIKLXUlwNe11UFGZdjWSVNQMrspRRRVMeokjriRJkqQ0tD0BezfCNKcJStJADK7KVV1TMuIqxrQrkSRJksrL+sXJdtqF6dYhSSXA4Kpc1TbBvs3Jb3okSZIkFU7rEqibC2OPTrsSSSp6Blflqi7ToN0+V5IkSVLh7N8GLzzsaoKSNEgGV+WqzpUFJUmSpILb8BOInQZXkjRIBlflalQdjGtwxJUkSZJUSOuXQHUtTH5F2pVIUkkwuCpntU2OuJIkSZIKJcakv9W0C5KVviVJAzK4Kmd1TbDjWejcm3YlkiRJ0si37UnYsx6mOU1QkgbL4Kqc1Z6ezK/f/qe0K5EkSZJGvtYlyXbahenWIUklxOCqnLmyoCRJklQ46xcn7TrGTU+7EkkqGQZX5Wz8CVA51j5XkiRJUr4d2AGbf+NqgpI0RAZX5ayiEmpf6ogrSZIkKd82PAixA6ZdlHYlklRSDK7KXffKgjGmXYkkSZI0cq1fAtUTYcpZaVciSSXF4Krc1TXB/jZob0m7EkmSJGlkihFaF8Mx50NFddrVSFJJMbgqd7WZBu32uZIkSZLyY/vTyS+Kp9nfSpKGyuCq3NWdnmztcyVJkiTlR+uSZDvd/laSNFQGV+WueiLUHOuIK0mSJClf1i+GSafBuJlpVyJJJcfgSkmfK0dcSZIkSbl3YCds/hVMd5qgJGXD4EpJn6udy6Fjd9qVSJIkSSPLxp9C1wGY5jRBScqGwZWSEVdE2PZ02pVIkiRJI8v6JVA1HqacnXYlklSSDK6UCa6wz5UkSZKUSzFC62I45jyoHJV2NZJUkkomuAohXBRCeC6EsCKE8PE+jo8OISzIHH8khNCY2f/yEMITmdcfQghvGuw9y0ZNI1RNsM+VJEmSlEs7noXda5wmKEnDUBLBVQihErgBuBg4Fbg6hHBqr9PeA7TFGE8A/hv4XGb/H4H5McYzgIuAr4cQqgZ5z/IQKqDudEdcSZIkSbnUuiTZ2phdkrJWEsEV8HJgRYxxVYxxP3AncFmvcy4DvpX5+m7gvBBCiDG2xxg7MvvHAHEI9ywftU2w7clkOLMkSZKk4Vu/GCaeAjWz065EkkpWqQRXM4DmHu9bMvv6PCcTVG0HJgOEEF4RQngaeAr4QOb4YO5ZPmpPhwM7YPfqtCuRJEmSSl/Hbtj0C0dbSdIwlUpwNSwxxkdijC8BzgQ+EUIYM5TrQwjXhRCWhhCWbt68OT9Fpq27Qbt9riRJkqTh2/hz6NpvfytJGqZSCa7WAQ093s/M7OvznBBCFTAJ2NLzhBjjM8Au4LRB3rP7uhtjjPNjjPOnTJkyjI9RxGpfCgT7XEmSJEm5sH4xVI6Dqa9OuxJJKmmlElw9CpwYQjg2hDAKeBuwqNc5i4B3Zb6+EvhpjDFmrqkCCCHMBk4GVg/ynuWjqgYmnOCIK0mSJGm4YoTWxXD0a6FydNrVSFJJq0q7gMGIMXaEED4MPABUArfEGJ8OIXwaWBpjXATcDNwWQlgBbCUJogDOBj4eQjgAdAEfjDG+ANDXPQv6wYpNbRO0PZ52FZIkSVJp27kcdq2Ck/827UokqeSVRHAFEGO8H7i/175P9vh6L/CWPq67DbhtsPcsa3VN0Hx30qS9emLa1UiSJEmlqXVJsrUxuyQNW6lMFVQh1GYatG97Kt06JEmSpFK2fjFMmAPjj0u7EkkqeQZXOsiVBSVJkqTh6dgDm37uaCtJyhGDKx00rgGqa11ZUJIkScrWpl9A516YdlHalUjSiGBwpYNCSEZdOeJKkiRJys76xVA5Bqaek3YlkjQiGFzpULVNSY+rrs60K5EkSZJKT+timPoaqBqbdiWSNCIYXOlQdU3Q2Q67VqZdiSRJklRadq6EncthutMEJSlXDK50qO4G7dueTLcOSZIkqdS0Lkm202zMLkm5UjXcG4QQXgm8DjgFqAOqY4zn9TrnKGAUsDfGuHW4z1QeTXoJhMqkz9WsK9OuRpIkSSod6xfD+ONh4olpVyJJI0bWwVUI4WTgFuAVPXcDsY/T/wH4W+CFEMKMGGNHts9VnlWOgYknubKgJEmSNBSde2HjT+G4d6ddiSSNKFlNFcyMsnqUJLQKPV79+XLm+FEko7NUzGpdWVCSJEkakk2/gs49MN1pgpKUS0MOrkIINcBCoAboAD4DnAS8tb9rYoxrgKWZtwZXxa72dGhfC/vb0q5EkiRJKg3rF0PFaDj6NWlXIkkjSjYjrj4IHA10AW+OMX4qxrgcODDAdb8mGXU1P4tnqpC6G7S32aBdkiRJGpTWxTD1HKgal3YlkjSiZBNcXUrSx2pRjPFHQ7ju2cz2hCyeqUKq7V5Z0OmCkiRJ0oB2rYYdz8L0i9KuRJJGnGyCq5Mz2yVDvK57NcFJWTxThTR2Gow+yj5XkiRJ0mC0Zv5pNM3+VpKUa9kEV93B0wtDvK46s+3M4pkqpBCSUVeOuJIkSZIGtn4x1DQmq3NLknIqm+Cqe+TU5CFed2xmO9TAS2moa4Jtf4SujrQrkSRJkoau60DyyrfOfbDxIZh2UfILYElSTmUTXC3PbM8a4nUXk/TG+n0Wz1Sh1TZB1z7YuSztSiRJkqShe+g1cM9U+N17YMOD0JWniR+bfwMdu2G60wQlKR+yCa6WkKwOeGUIYcZgLgghXAi8KvP2/iyeqUJ7cWVBpwtKkiSpxGx9PAmUJp4Ea78HP70A7p0BS/8KNj8MMebuWa2LoWIUHP3a3N1TkvSibIKrrwM7gXHAD0IIxxzp5BDC+cAdmbcbgW9n8UwV2sRToKLaPleSJEkqPStvgsox8Jol8OaNcPbdMOVsWHEj/OQsWHQcPPGJ5Je0ww2x1i+GKX8O1eNzU7sk6RBVQ70gxrglhPDXwC3Ay4BnQwjfpUfT9RDCu4CZwOuAs0lGaHUB74sx7stF4cqzylFJeOWIK0mSJJWSjnZYfQc0vAVG1Sb7Zl2RvA7sgOZ7Yc134Zn/A3/6/5KfeWdfDY1Xw4QThvas3c2w/Wk47tqcfwxJUmLIwRVAjPHWEMIk4P8AE4Hrug9ltrf0OD0AB4DrY4w/yrZQpaC2CTY+mHYVkiRJ0uCt/V4SUJ3w3sOPVU+E496ZvPZuhua7Yc2d8NQnk1f9fJj9Nph9FYybOfCzWpck22n2t5KkfMlmqiAAMcYvkTRov48ksAp9vAAWA6+MMd7S131UxOqaYE9r8pe6JEmSVApW3gQT5iTT945kzBQ48Xo4/xdweTO87AtAhN9/DO6dBQ+eA8u/BnuPsCj6+sUwrgEmnZrTjyBJOiirEVfdYoxLgTeGEGpJmq83ApOAXcA64JcxRlOPUtXdoH3bH+CY89OtRZIkSRrI9mdh86/hjM9DCAOf323cTDjlo8lrx7JkFNaa78Kj18PSD8MxFyTTCRsuT0ZtAXTuT1YrnP22oT1LkjQkwwquusUYtwFOAxxpartXFnzS4EqSJEnFb9XNEKrg2Hdmf4+Jc+Cln4TT/gW2PZkEWGvuhN+9Cx4dA9PfkIRYVTXQsROmO01QkvJpyMFVCGFW5stNMca9Q7huNHA0QIxx7VCfqxSMmQJjp5XnyoLrH4Bx06H2pWlXIkmSpMHo3A+rvgUz3whjjx7+/UJIZiDUNUHTf8ALDych1tq7oPmezDlVcMx5w3+WJKlf2Yy4Wk2yQuCbgUVDuO5ckn5XXVk+V2mobSq/lQU72uHXV8DUc+BcBxJKkiSVhHWLYN9mOP59ub93CDDlrOQ1979h48+SUVjjZh6cOihJyotsA6ThTOJ2AngpqT0dNj6U/AarclTa1RTG+h9Bx27Y+hjEaM8CSZKkUrDypqRR+jEX5Pc5FVUw7YLkJUnKu6xXFVSZqGuCrgOw49m0KymcNXcl270bYc/6dGuRJEnSwHathtYfw3HvhorKtKuRJOVQIYOr2sy2vYDP1HDV9lhZsBwc2JWMuKp7WfJ+6+Pp1iNJkqSBrfpmsj3+3enWIUnKuUIGV2/ObJsL+EwN18SToGJ0+fS5WvdD6NwDTf8GoSKZLihJkqTi1dUJq26BaRdCzayBz5cklZQj9rgKIVwGXNbP4b8KIVw+wP0DUAOcARwPROBXQy1SKaqogkkvKZ8RV2sXwNjpyQ8+E0+GNkdcSZIkFbUNP4b2Fpj7xbQrkSTlwUDN2c8AriUJnHoKwGuG+KxAMk3wv4Z4ndJW1wTr7hv5jcr3b4f1i+HE65PRVnVzYeNP065KkiRJR7LiGzB6Csy4NO1KJEl5MNipgqHHq699A712AAuBV8UYn8tJ5Sqc2qZkaeG9G9KuJL/WLYKu/TDrquR9/bykOfueEf65JUmSStWeDUmrh+OuLZ8VsCWpzAw04uqLwK093gdgFckIrPcDPxng+i5gV4yxLdsCVQTqMg3a2/4AY6elW0s+rVmQLKF81CuS9/Vzk+3Wx2HG69OrS5IkSX17/tsQO+D496RdiSQpT44YXMUYtwPbe+4LyVSxAGyKMa7JX2kqGnU9VhacflG6teTL/rakP8Kcv0qmCcLBlQXbDK4kSZKKToyw8iaY8ufJgkKSpBFpoBFXfTk2s92Uy0JUxEbVJSORRvLKgs0LoesAzL7q4L7qCTBhjisLSpIkFaNNv4Sdy+G0f0m7EklSHg05uHKUVZmqbRrZKwuuvQvGHwf18w/dXz8PNv8mnZokSZLUv5U3QfUkaLgi7UokSXk02ObsKnd1TbDjOejcm3Ylubf3BdjwIMx66+GrJtbPhfa1yTmSJEkqDvvboPluaHw7VI1LuxpJUh5lM1XwECGESuB0YCYwEagc6JoY47eH+1wVWF0TxE5MuA9UAAAgAElEQVTY/nQyCmkkafl+8tlmvfXwY92fte1xmPa6wtYlSZKkvj1/R/IL1ePfm3YlkqQ8yzq4CiHMAj4FXAWMHcKlETC4KjW1PVYWHGnB1ZoFMOFEqDvj8GPdDdq3PmZwJUmSVAxihJXfSH4mrX9Z2tVIkvIsq+AqhPAq4IfAJJIVBjXSjT8eKsfBtifTriS39myETT+HU//x8GmCAKNqk8++9fGClyZJkqQ+bH0s+Zn0zK+mXYkkqQCGHFyFECYC3wdqgS7gNuC3wNdIRlN9GXgOmA1cSDKNMAJ3AA/lpGoVXkUl1L505K0s2HwPxK5DVxPsrX4ubFlauJokSZLUv5U3Jb9QnX112pVIkgogm+bsHwCmkIRR18QYr40x3tjj+EMxxq/EGP8hxngG8CagDXgbQIzxW8MtWimpPT1ZWTDGtCvJnbULYOIpMOkl/Z9TPw92P580AZUkSVJ6DuyC1d+B2W+FUZPSrkaSVADZBFcXZ7aPxRjvHOjkGOMPgDeQTCn8Sgjh5CyeqWJQ15SEN+0taVeSG+3rYdOvktFWfU0T7FY3N9k6XVCSJClda78HHTttyi5JZSSb4OpUktFW9/Zz/LBVBWOMjwB3kTRx/0AWz1Qx6G7Qvm2ETBdsvhuIMOsI0wQhmSoIBleSJElpW3kTTDwZjjor7UokSQWSTXBVm9k299p/ILOt6ee67v5WLs1WqupOT7Yjpc/VmgXJ9MdJAwwCHD0ZamYnjUAlSZKUjm1Pwwu/TUZbHWm0vCRpRMkmuNqf2e7ttX9nZjujn+v2DHBcxa56ItQcOzJGXO1uTn7wmfXWwZ1fPw/aHHElSZKUmpU3Q0U1HPvOtCuRJBVQNsHVusx2cq/9qzLbM/u57qTMdsgrGaqI1DWNjBFXa+9KtkdaTbCnurmwczns356/miRJktS3zn2w+tsw83IYMyXtaiRJBZRNcPVkZntKr/2/I2nA/voQwuyeB0IItSS9rSLwfBbPVLGobUoCnI7daVcyPGsWJGHUhBMGd379vGTb9kT+apIkSVLfWn4A+7bYlF2SylA2wdUvSAKqc3vtvz2zHQ38MoRwfQjhdSGE64HHgKmZ4/01dVcpqGsCImz7Y9qVZG/X87D10cGPtoIeDdrtcyVJklRwK7+R9Bw95vy0K5EkFVg2wdWizPa0EMJLunfGGP+HJLwKwEzgy8DizLYxc1oz8J/ZFqsiUDcCVhbsniY42P5WAGOmwriZ9rmSJEkqtF3Pw4YH4bj3QMjmny+SpFI25H5TMcbmEMJrgDHAjl6H3wPsA95NEmD19BjwthhjWzaFqkjUNELVhNLuc7VmAUx+OYxvHNp19fMccSVJklRoK29JAqvjrk27EklSCrJqlB5j/EU/+w8A7wshfBZ4LXA00A48GmN8OOsqVTxCBdSdXrojrnYsh7bfw8uyGPhXNxdaFsGBXVA9Pve1SZIk6VBdHbDqmzDtIqhpSLsaSVIK8rLCX4xxDfDNfNxbRaC2CZ6/DWJX6Q3XfnGa4FuGfm39PCAmDdqnnp3TsiRJktSH1iWwZx3M/3LalUiSUlJiqYOKQl0TdOyE3avTrmTo1i6AKa/K7jd23Q3a7XMlSZJUGCtvgjFHw4w3pF2JJCklBQ2uQginhhAWFPKZyoPaTIP2Uutztf0Z2PbU0Jqy9zR2WvKyz5UkSVL+7WmFdfclva0qqtOuRpKUkoIEVz0CqyeBKwvxTOVR7WlAKL3gas0CIEDDML4F6+YaXEmSJBXCqlshdiarCUqSylZeg6sQwikhhDs5GFg5NXEkqKqBCSfCtifTrmTwYkz6W019NYybnv196ufBjmegoz13tUmSJOlQsQtW3gxTz4WJJ6ZdjSQpRYMKkkII40MInwghPBxC2BJC2B1CeCaEcHMI4dQ+zm8IIXwbeAp4S+Y5AWgDPpPLD6CU1DWV1sqC2/+YBE6zrxrefernJj9IldpoM0mSpFKy6RewayUc/960K5EkpWzA4CqEMIckgPos8HKgDhgLzAGuBZ4IIby5x/nvBf4EvJ2DgdV64GPArBjjv+b0EygdtafDrlVwYEfalQzOmgXJCogz3zzwuUdSPy/Z2qBdkiQpf1bcBNW10DDMn90kSSXviMFVCKEauBuYTRJAhZ6HM68q4DshhFkhhH8Cvg7UZI6tAK4Djo0x/leMcXfuP4JS0d2gfdtT6dYxGDEmwdXU18DYo4d3r7EzYPQU+1xJkiTly76t0HwPHPsOqBqbdjWSpJQNNOLqzcBpQAQ2Ah8GmoCTgSuAhzPnVZMEVv9KElg1A+8ETo4x3hRjPJDzypWuuhJaWbDtCdi1YvjTBAFCSEZdbXXElSRJUl6svh269jlNUJIEJKOljqR7bO5u4OwY48oex5aFEH4I/Ax4FfC6zP7vA+9ydNUIN64hGb5dCn2u1i6AUJm7oeb1c+FPn4fOvVA5Jjf3lCRJUjJSfsU3oP5MqDs97WokSUVgoBFXLyMZbXVHr9AKgBhjB/BvmbcBWANcZWhVBkJIRl0V+4ir7mmCx5wPoyfn5p718yB2lMY0SUmSpFKy5X+SRXVOeF/alUiSisRAwdXUzPaRI5zzu8w2ArfGGDuHXZVKQ21TEt50FfH/5Fsehd2rYVYOpgl2q5ubbO1zJUmSlFsrb4KqGpj9trQrkSQViYGCqwmZbVt/J8QYt/V4u2LYFal01DVBZ3uyVHGxWrsAKqqh4fLc3bNmNoyqt8+VJElSLh3YCWu+m/zCsXrCwOdLksrCQMFV9yqCcZD32zWMWlRquhu0F2ufq9gFa78Hx1wIo+pyd98Qkj5XjriSJEnKnbV3Qcdum7JLkg4xUHAl9W/SS5Km58Xa5+qF30F7c25WE+ytfh5sfwo69+f+3pIkSeVoxTeSny+PemXalUiSiojBlbJXOQYmnlS8wdWaBVAxGma+Mff3rpsLXQeS5qGSJEkanm1PwZZHktFWIQx8viSpbFQN8rwbQwhfzNF5McZ4/CCfq2JX2wSbf512FYfr6oTm78H0i6F6Yu7vXz8v2W59PJk2KEmSpOytvBkqRkHjNWlXIkkqMoMNrqYMcLy7B9ZA5wUG3y9LpaCuKWmiuW8rjK5Pu5qDXvgN7GnN7WqCPY0/DqonZfpc2YdBkiQpa5174fnboOHNMOaotKuRJBWZwUwVDDl8aaSp7W7Q/mS6dfS2ZgFUjoUZl+Tn/t0N2ttcWVCSJGlYmhfC/q02ZZck9WmgEVfHFqQKla7ulQXb/gBHn5tqKS/q6oDmu2H6G6B6fP6eUzcXln056XVVUZ2/50iSJI1kK2+CmmPh6NekXYkkqQgdMbiKMa4pVCEqUWOOgdFTYFsRNWjf9AvYuyk/qwn2VD8PuvbB9meg7vT8PkuSJGkk2rkSNv4Umv4NgutGSZIO598OGp4QklFXxTRVcO1dUFUD01+f3+e82KD9sfw+R5IkaaRaeXMSWB17bdqVSJKKlMGVhq/2dNj2x2SKXtq6DkDzPTDjjVA1Lr/PmnACVE2wz5UkSVI2ujpg1TeT9g7jpqddjSSpSBlcafhqm5IpczuXpV0JbPgp7NsCs96a/2eFCqh/mSOuJEmSsrH+fti7wabskqQjKpngKoRwUQjhuRDCihDCx/s4PjqEsCBz/JEQQmNm/wUhhMdCCE9ltq/tcc3Vmf1PhhCWhBBcfzcbPRu0p23tAqieCNMvKszz6uZC2xPQ1VmY50mSJI0UK2+CsdPy395BklTSSiK4CiFUAjcAFwOnAleHEE7tddp7gLYY4wnAfwOfy+x/Abg0xvhS4F3AbZl7VgFfAl4TYzwdeBL4cL4/y4g08ZRkVb20G7R37k+WU55xGVSOKcwz6+dB5x7Y8WxhnidJkjQS7F4L638Ex/0lVAy00LkkqZyVRHAFvBxYEWNcFWPcD9wJXNbrnMuAb2W+vhs4L4QQYoy/jzGuz+x/GhgbQhgNhMyrJoQQgInAejR0laOS8CrtEVcbfgIHtuV/NcGe6ucm22Lrc7V+CTz2kbSrkCRJ6tuKryfbE96fbh2SpKJXKsHVDKC5x/uWzL4+z4kxdgDbgcm9zrkCeDzGuC/GeAC4HniKJLA6Fbg596WXidqm9EdcrVkA1bVwzAWFe+aEk6ByXPH1uXrqU/Dcl6Bzb9qVSJIkHapzH6z4Bsy4FGpmpV2NJKnIlUpwNWwhhJeQTB98f+Z9NUlw9TJgOslUwU/0c+11IYSlIYSlmzdvLlDFJaauCfa0wt6U/vt07oWWe6HhTckIsEKpqIS6M2BrEY242rEctvxP8vXutenWIkmS1Nva78G+zTDHLh2SpIGVSnC1Dmjo8X5mZl+f52T6V00CtmTezwQWAu+MMa7MnH8GQIxxZYwxAncBZ/X18BjjjTHG+THG+VOmTMnNJxppuhu0pzXqqvUB6NgJswo4TbBb/Txo+z3ErsI/uy9rvnPw692rUytDkiSpT8tugIknwdHnpV2JJKkElEpw9ShwYgjh2BDCKOBtwKJe5ywiab4OcCXw0xhjDCHUAj8CPh5j/E2P89cBp4YQupOoC4Bn8vYJRrralFcWXLMARk+GY1478Lm5Vj8XOnbBzuWFf3ZvMcLzt8OEOcl7gytJklRMtj4OW34HJ34QQki7GklSCSiJ4CrTs+rDwAMk4dJdMcanQwifDiG8MXPazcDkEMIK4G+Bj2f2fxg4AfhkCOGJzGtqpmH7/wZ+GUJ4kmQE1r8X8GONLGOmJMsZpxFcdbTDukXQcEWyumGh1c9LtsXQ52rLo7BrBZzyUQhVsGt12hVJkiQdtOwGqKqBY9818LmSJAFDXns2hHBhjPGBfBRzJDHG+4H7e+37ZI+v9wJv6eO6zwKf7eeeXwO+lttKy1haDdrX3w8du2HWWwv/bEhWVKwck/wGsfEv0qmh2+o7oGJ08t/iT5+D3WvSrUeSJKnbvq1JS4Nj3wWjJqVdjSSpRGQz4mpxCGFVCOGfQgjTc16RSlddE+x4Bjr3F/a5axbAmKkw9ZzCPrdbRVUS2qU94qqrA9beCTMugVG1UDPbqYKSJKl4rLolWVBnzofSrkSSVEKynSo4G/g0sDqE8IMQwhtCcJJ62attgq4DSXhVKAd2wfofQcOVSYCUlvq50PZ4ug3aNzwIezdB49uT9zWNBleSJKk4xC5Y/lWY+mqofWna1UiSSkg2wdWXgW1AIJlqeAlJY/S1IYT/HUKYncP6VErqUmjQvu4+6NwDs1NYTbCn+nlwYAfsWpVeDatvh+pamP765H1NI+xZD5370qtJkiQJYP2S5OekEx1tJUkamiEHVzHGvwKmA+8EfkkSYAVgBvDPwMoQwpIQwptCCJW5LFZFbsKcpL9SIftcrV2QNIU/6lWFe2Zf6uYm27SmC3bshpZ7YdZboHJ0sq+mMdm2N6dTkyRJUrflNyQ/szW8Ke1KJEklJqupgjHGfTHG22OM5wInAV8ANpEEWBXABcDdQEsI4T9CCMfnqF4Vs4oqqD2tcCOuDuyA9Yuh4S1QkXJGOuklUDEqadCehpYfJOHVsdcc3FeTGfzodEFJkpSmXauSn9mOvy6dFaAlSSUt2x5XL4oxLo8x/j0wk2RVvweASBJiHQ38PbAshPBQCOGqEIJ/W41ktacnI65izP+zWhZB1770pwkCVI5K+jWkNeLq+dthXANMOfvgvvGNyXbX6jQqkiRJSiz/KoRKOOG6tCuRJJWgYQdX3WKMHTHGe2KMFwPHAZ8BWjg4lfBc4DvA+hDCf4YQTs7Vs1VEaptg3wuwd0P+n7VmQRLWHPXK/D9rMOrnZRq0FyC062nvJtjwY2j8Cwg9/i89dkbyQ6IjriRJUlo62mHlzckUwXEuSC5JGrqcBVc9xRjXxhg/RRJgfaXHoQBMBj4CPJ3phVUkqYNyolAN2ve3wYYHkp5OIS/fxkNXNzepq9BB0Zq7IHZC4zWH7q+oSoK93WsKW48kSVK3NXcmPx/N+XDalUiSSlRe/sUfQpgZQvgksAK4noNTBwG2c3AU1gXAb0II/5WPOpSC7uAq3w3am++FrgMwqwimCXarn5dsC93navXtyRTN2tMOP1Yz2xFXkiQpHTHCshtg0mkw5c/TrkaSVKJyFlyFECpDCJeHEH4EPA98CphFElDtAb4JvCLGWAe8DljIwUDrr0MIf5mrWpSiUXXJKJ98jbjq6oT2Flh9G9QcC5PPzM9zslF7GoSqwva52rkCtjwCjW/v+3hNo8GVJElKx5ZHkjYKcz4EIQx8viRJfaga7g0yKwa+F3gXSTN2ODi66mng68C3Y4w7uq+JMT4IPBhCOAP4ETAN+CBJuKVSV9uU3YirGOHANti9Ftqbe20zX7evg9iRnH/qJ4rrh6DKMZlVFQs44mr1HUCA2Vf3fbymMflv1rk/aSAvSZJUKMtugOqJh7czkCRpCLIKrkIIo4ArgPcB53Tvzmz3AXcDX4sx/uZI94kxPhFC+Dzw38CcbGpREaprgtbF0Lk3CXO6de5NRkt1h1HdwVR7j687dh16r4rqZATXuAaY8mqoaYBxs6BmFhz9msJ+rsGomwvrFiUhXL5DtRiT4GrqOcl/l76MbwRi8t92wvH5rUeSJKnb3k2w9i444f1QPT7taiRJJWzIwVUI4YvANUBd967MdhlwI3BrjHHrEG65LLP1b7SRoq4paRb+yPugs/3giKm9mw4/d8zRSSg16RSYdmHydc2sTDjVkBwvlubrg1E/D1bdkgR0/YVJubJ1KexcDqf+Q//n1DQm291rDK4kSVLhrLwJuvbDiR9MuxJJUonLZsTVX3GwN9UB4F6S0VU/y7KGriyvU7E66s+gchy03JsJoRqg7mUHv+4OpsbNOHRE1khQPzfZbn0s/8HV87dDxShouKL/c2pmJ1v7XEmSpELp6oDlX4NjzodJJ6ddjSSpxGXb42o18A3glhhjH8NoBi/G+AB5Wt1QKRk3E96yHUJlcfWgKoTapuRztz0ODZfn7zldHbD2TphxCYyq7f+8cTOTEWsGV5IkqVDW3Ze0KZj3f9OuRJI0AmQTXF0M/DjGGHNdjEaQimH3/S9NVWNh0qn5X1lww0PJ1MuBmp1WVMPYmbBrdX7rkSRJ6rb8hmSU/YxL0q5EkjQCDHmkU4zxAUMr6Qjq5sLWPK8suPp2qK6F6a8f+NzxjdC+Jr/1SJIkAWx/FjY8CCd+oHx/kSlJyqkhB1chhFUhhJUhhPOHeN2ru68d6jOlklI/D/ZugPb1+bl/x25oWQizroTK0QOfP262I64kSVJhLP9K0oPz+PemXYkkaYTIprdUY+Y1bojXje1xrTRydTdob8vTqKuWHyTh1UDTBLuNb4Q9LdB1ID/1SJIkARzYBc9/C2a9BcZMTbsaSdIIYVN0KdfqzgBC/vpcrb4j6Rsx9c8Hd35NI8QuaG/JTz2SJEmQtDI4sAPmfDjtSiRJI0ghg6uxme2+Aj5TKryqGph4cn76XO3dDK0PwOyrk9UCB6OmMdnuts+VJEnKkxhh2Q1Jr8/Jr0i7GknSCFLI4OqVme3mAj5TSkf9vPyMuFqzAGInHDvIaYIANbOT7e7Vua9HkiQJYPOvYPsfYc6HIIS0q5EkjSBHXOojhHA6cEY/h18bQqgd4P4BqAHmAtcAEVg61CKlklM/Nxkuv2cjjD06d/ddfQfUvjR5Dda4BiDYoF2SJOXPshtgVB3MflvalUiSRpiB1qh9E/DJPvYH4H8N8VmBJLj62hCvk0pP/bxk2/Y4jL04N/fcuRK2/A7O+NzQrqscBeNmOOJKkiTlR/t6aP4+nPTXUDXU9ZskSTqywUwVDL1e/e0f6LUJ+ECM8Se5Kl4qWnWZgYq57HO1+g4gJP2thqqm0R5XkiQpP1bcmLQyOPH6tCuRJI1AA424uhdY3WvfN0lGTn0ZGOhf5V3ALuB54KkYY2cWNUqlp3oiTJiTuz5XMSbB1dRXQ03D0K+vaYTNv85NLZIkSd26DsDKG2H6xTDh+LSrkSSNQEcMrmKMfwD+0HNfCOGbmS8fijEuyldhUsmrnwsvPJybe21dCjuXwSl/l931NbNhzXehqwMqBsqrJUmSBql5IexphZfflHYlkqQRKptVBf8SeDcDj7aSylv9vGR63r4tw7/X6jugYhTMujK762sakyH8e9YNvxZJkqRuy2+A8cfB9IvSrkSSNEINObiKMX4r82rJR0HSiFE3N9kOt89VVwesuROmvwFGDbSQZz/GNyZbVxaUJEm5su0p2PTLpLdVyOb34ZIkDcy/YaR8qe8OrobZ52rDQ7B3Ixx7Tfb3qGlMtjZolyRJubLsBqgcA8e9O+1KJEkjmMGVlC+japOh88MNrlbfAdWTYPrrs7/HuExD992rh1eLJEkSwP7tsPr2ZLXj0fVpVyNJGsH67dIcQuheATDGGKv62J+tQ+4njWj184YXXHXshpaFMPuq5Dea2aocDWOnG1xJkqTceP5byc8pcz6cdiWSpBHuSCOuQo9Xf/uzfUnloW4u7FoF+9uyu75lEXTsgsZhTBPsVtNocCVJkoYvRlj+FZj8yoOtESRJypMjjXz6JRCHsF9Sb/Xzku3W38Mxrx369avvgHEzYeqrh19LTSNs+d3w7yNJksrbxodgx3PwZ7elXYkkqQz0G1zFGM8dyn5JfejZoH2owdXezdC6BE7+aG5W6qmZDWvvgq5OqKgc/v0kSVJ5WvZlGD0FZr0l7UokSWXA5uxSPo2enARGbY8P/dq1d0HshMa356aW8Y0QO2DP+tzcT5IklZ/da2HdD+H49yY9NCVJyjODKynf6uZm16B99R0w6TSoOz03ddQ0Jlv7XEmSpGwt/1qyPfED6dYhSSobBldSvtXPg53L4cCOwV+zcyW88DAcm4Om7N1eDK7W5O6ekiSpfHTug5U3wYw3Qs2stKuRJJUJgysp317sc/X7wV+z+jvJdvbVuauj+wdMR1xJkqRsrP0e7NsMcz6UdiWSpDLSb3P2EMIn8/XQGOOn83Vvqeh0ryzY9jgcfc7A58cIa+5IVhLM5W8zK8fAmGMMriRJUnaWfRkmngRHn5d2JZKkMtJvcAX8KxDz9FyDK5WPMVNh3MzB97na+liyxPTJH819LTWNsGt17u8rSZJGtq2PwZZHYN6XIIS0q5EklZEjBVcA+fhbKV9hWEE899xznHvuuYfse+tb38oHP/hB2tvbef3rX3/YNddeey3XXnstL7zwAldeeeVhx6+//nquuuoqmpubecc73nHY8Y9+9KNceumlPPfcc7z//e8/7Pg///M/c/755/PEE0/wkY985LDj//7v/85ZZ53Fb3/7W/7xH//xsONf/OIXOeOMM3jwwQf57Gc/e9jxr3/965x00kn88Ic/5D//8z8PO37bbbfR0NDAggUL+OpXv3rY8bvvvpujjjqKW2+9lVtvvfWw4/fffz/jxo3jK1/5Cnfddddhx3/+858D8IUvfIH77rvvkGNjx45l8eLFAHzmM5/hoYceOuT45MmTueeeewD4xCc+wcMPP3zI8ZkzZ3L77bcD8JGPfIQnnnjikONz5szhxhtvBOC6665j2bJlhxw/44wz+OIXvwjANddcQ0tLyyHH/+zP/oz/+I//gLq5XPGxRWwZde4hx8877zz+5V/+BYCLL76YPXv2wM4VsCfAlG9xyaXb+djHPgZw2PcdZPG9t30ldOyEycm9/N4rg+894IorrmDLli2HHO/ze6+HSy65JLffe734vef3Hvi95/ee33s9Ff333t9MpaGqhgVLJ/DV95972HG/9/ze8889v/d683vP7z3I7nuvtyMFV68Z8GpJg1M/DzoWQXUnhMojnBhh3yYYXQ9hoFw5C5VjYN8Lub+vJEkauboOQMsiOPNaeH5c2tVIkspMiLGkB0AV3Pz58+PSpUvTLkOlZt198ItL4YJfw5RX9X9e64/hZxfC2XfDrCtyX8fyr8Gj18PlLTBuRu7vL0mSRp5nvgC//zt4/ZNQ+9K0q5EkjVAhhMdijPN773dVQakQuhu0D9TnavUdUD0JZrwhP3XUNCZbG7RLkqTB6OqE5V9NFo0xtJIkpcDgSiqEsdOSFf22Pt7/OR3t0Px9mHVlMqUvH7qDKxu0S5KkwWhdArtWwYkfSrsSSVKZMriSCqV+3pFHXLUsgo5d0Pj2/NVQMzvZtq/J3zMkSdLIseyG5BdwDW9KuxJJUpnKWffnEMIEYCJwpM7TAMQY1+bquVLJqJ8LrYuTkVVVfTQ2XX0HjJ0BU8/JXw1VY2HMVEdcSZKkge1cmYy4Ou2TUFGddjWSpDKVdXAVQqgE/gJ4B/ByYMIgL43Dea5UsurnQeyCbU/CUa889NjeF5IfDE/+Gwh5HghZ02iPK0mSNLDlX01WQz7hurQrkSSVsawCpBDCNGAhcGb3rpxVJI1UdXOT7dbHDw+u1t4FsSO/0wS71TRC2+/z/xxJklS6Otph1S3Q8GYYNz3taiRJZWzIwVUIoQJYBGSWSeN54BHgbSSjqX4ObAFmA2cA1Zn9PwFah12xVKrGzYTRU/ruc7X6Dpj0Eqg9Pf911DRCyw+S0V/5Ht0lSZJK06pvwv42mPO/0q5EklTmsvlX69UkoVUEvgicGGP8ix7HvxRjfGuM8RXATOBLmXNfCnw5xviXw6xZKk0hJH2u2nqtLLhrFbzwW2i8Jjkn32pmQ9c+2Lsx/8+SJEmlp6sDnvkCHHUWTD077WokSWUum+Dqysx2HfD3Mcau/k6MMW6OMf4N8EFgGvD9EEJdFs+URob6ebDtj9C59+C+1d9Jto1XF6aGmsZka4N2SZLUl7XfS/phnvr3aVciSVJWwVX3aKvbY4wdg7lnjPFG4JckI7Cuz+KZ0shQNzfpZbXtj8n7GGH17TDlz5ORUIUwvjHZ2qBdkiT1FiM883mYeArMuDTtaiRJyiq4Oiqzfb7X/u6RV2P6ue4ekibul2fxTGlkqM+0hgTU6TEAACAASURBVOvuc9X2OOx4Do69pnA1dAdkBleSJKm3DT+BtifglL+zF6YkqShk87dRdxOerb3278xsj+7nuu6GOo1ZPFMaGWpmw6i6g32unr8DKqqh4cojX5dLVTUw+ijYvaZwz5QkSaXhT5+DsdOh8S8GPleSpALIJrjalNlO7LV/fWZ7Wj/XzeznOql8hJCMutr6GHR1wprvwvQ3wOj6wtZR0+iIK0mSdKgtS2HjT+Hkv4HK0WlXI0kSkF1w9afM9oRe+39PMhrrjSGEsT0PhBAC8I7M2w1ZPFMaOermwranoPUB2LsBGt9e+BoMriRJUm/PfB6qJ8EJ16VdiSRJL8omuPoNSUB1Vq/992S2R5GsHnhyCGFUCOEU4HtAE0lT94eyLVYaEernQdd+ePKfoHoizLik8DWMb0ymCsZY+GdLkqTis3MFNN8DJ16f/HwiSVKRyCa4uj+zPSuEMLXH/nuBx0lCrdcBTwN7gD8Cb8qcsxf4fHalSiNE/dxk2/ZE0tuqsr/1DPKophE698LeTQOeKkmSysAzX4BQDSf9ddqVSJJ0iCEHVzHGx4F/Bf4LaOixPwKXAc+QhFe9X7uBq2OMzw27aqmUjT8+GYYP6UwTBFcWlCRJB+3ZCKtuhePeBWOPSbsaSZIOUZXNRTHGT/ezf10IoQm4GjifZIXBduBR4JsxRvtbSSFA/XzY8SxMPSedGmoak+3u1XDUK9KpQZIkFYdl/zdpY3DyR9OuRP+PvTuP07qs9z/+umaGgWHYkWUYhFHADcwNxT3TFJLKfpknWzXrWJanztJix+rUyXatTp20Y9pJW9XKFrW0NHdF0dwAFVBA9kUWgWGZmev3x/fmgMgyy33f133f83o+HvfjO3PP957v+4aHMrz5XNdXkvQanSqu9iTG2AL8NPeQtCuTroaWZqiqTnN9J64kSRLA1lfg+Sth37dDvwNSp5Ek6TXyXlxJaoc++6e9fo++0HNwtkG7JEnqvub8CLaugUM+kzqJJEm71OE9rkIId4UQ7gwh7HxXwb297uhtr+3oNSUVQO/RsH5e6hSSJCmV1i3w7Ldh6Ckw+OjUaSRJ2qXOTFydAkRgnw6+btAOr5WUWp8mWDsrdQpJkpTK/F9A8yKYdE3qJJIk7VaHJ64kVYj6pmyPq2iXLElStxPbYNa3YMDroGFy6jSSJO1WMYurnrnjliJeU9Lu1DdBazNsXpk6iSRJKrZFt8LamXDwp7M7HkuSVKKKWVy9Lnd8uYjXlLQ73llQkqTua9Y3sp8FRr8zdRJJkvZoj3tchRBGAU27+fKEEMKavXz/ANQDRwKfJtvf6okOZpRUCPVN2XHDPDdklSSpO1nxQPY46ntQ5U3GJUmlbW9/Un0A+MIung/Alzt4rUBWXF3XwddJKoRtE1feWVCSpO5l5jeh52AYc0HqJJIk7VV7lgqGnR67e35vj63A12OMN+YrvKQuqO0PtQNdKihJUneydiYs+gOMuxhq6lOnkSRpr/Y2cXX3Lp77D7LJqRuBZ/fy+jZgPfAicF+McVVHA0oqoPrRsGF+6hSSJKlYZl0O1XVwwMWpk0iS1C57LK5ijPcA9+z4XAjhP3If/jLG+IdCBZNUBPVN8Mrs1CkkSVIxbFwI834GYz8MvfZJnUaSpHbpzG6MX8od9zZtJanU1TfB0r9AjN4KW5KkSvfsdyG2wUH/ljqJJEnt1p49rnY2OveYkucskoqtvglaNsBmV/FKklTRtqyBOf8Do94JfZpSp5Ekqd06M3F1PtkeV0/mN4qkotv2g+vG+S4ZkCSpks2+ClrWwyGfSp1EkqQO6czE1bbRjEX5DLI3IYQpIYTnQghzQgiX7OLrPUMIN+S+Pi2E0JR7/vQQwmMhhKdzx1N3eE1tCOHqEMLzIYRnQwhnF+8dSSWgfnR2XD8vaQxJklRArZvguf+Chskw8PDUaSRJ6pDOTFy9CAwCijaeEUKoBn4AnA4sBB4NIfwhxjhzh9M+CKyOMY4NIZwLfAN4J7ASeEuMcXEIYQJwO9CYe82lwPIY4wEhhCqy9yV1H/VN2XHDvJQpJElSIb14PWxaBod8JnUSSZI6rDMTVzcDATgzz1n25BhgTozxhRjjFuBXwFk7nXMWcF3u418Dp4UQQozx7zHGxbnnZwB1IYSeuc8vAL4GEGNsizGuLOi7kEpN7QDo0d/iSpKkStXWCjO/BYMmwtBTUqeRJKnDOlNcXUU29TQ1hPD2POfZnUbgpR0+X8j2qanXnBNjbAHWAoN3Ouds4PEY4+YQwoDcc18OITweQrgphDAs/9GlElffBBvmp04hSZIKYeHNsH5ONm3lHYQlSWWow8VVjHEN2XTTIuBXIYRvhRBG5z1ZnoUQxpMtH/xw7qkaYCTwYIzxSOAh4PLdvPbCEML0EML0FStWFCWvVDT1o524kiSpEsUIM78JfcbCyP+XOo0kSZ3S4T2uQgh35T5cQ1b8/CvwryGERWRlVvNevkWMMZ7WwcsuAvbd4fORvHZz+G3nLAwh1AD9yW0kH0IYSbbE8f0xxrm581cBG4Hf5j6/iWyfrF0Fvhq4GmDixImxg9ml0lbfBMv+lv1w67/ESpJUOZbfDS8/Ckf/EKqqU6eRJKlTOrM5+ynAtvJm2zGQLdXbefnezsIOr+mIR4FxIYT9yAqqc4F373TOH4DzyCan3gHcFWOMuSWBtwKXxBgf2HZy7mt/zL2fu4DTgJlI3U2fJmh5Bbashp7en0CSpIox8xvQaxjsf17qJJIkdVpn9riCrIDa8bGr53b16JTcnlUXk90RcBZwY4xxRgjhP0MIb82ddi0wOIQwh2wK7JLc8xcDY4EvhBCeyD2G5r72GeCLIYSngPcB/9bZjFLZ8s6CkiRVntVPwpLb4cBPQHWv1GkkSeq0Dk9cxRg7W3Z1SYzxNuC2nZ77wg4fbwLO2cXrLgMu2833nA+cnN+kUpmpz21Rt2E+DDoybRZJkpQfM78JNX1g3EdSJ5EkqUuSlFCSSogTV5IkVZb182DBDTD2w1A7MHUaSZK6xOJK6u5qB0JN3+yHXEmSVP6e/TaEKjjon1MnkSSpyyyupO4uhGyDdieuJEkqf5tWwtxroOk90Htk6jSSJHVZZ+4q+CohhAAcBUwCGoC+wCvAYuAR4LEYY2fuJCipWOqbsj2uJElSeXv+v6G1GQ7+dOokkiTlRZeKqxDCRcCngNF7OG1+COGbMcYfduVakgqofjQsvzd1CkmS1BUtG2D2f0PjW6H/wanTSJKUF51aKhhC6BVCuA34b7LSKuzh0QT8IIRwWwihZz5CS8qz+ibYuha2rEmdRJIkddbcH8PmVXCI01aSpMrR2YmrnwBTch9H4E7gDuB5YD3QBxgHnAGcSlaQTQauA87tfFxJBbHjnQVrD0+ZRJIkdUbbVnj2ChhyQvaQJKlCdLi4CiG8AfgHssJqHnBujPHR3Zx+eQhhIvBLYAxwTgjhhzHGuzsXV1JB9GnKjhvmw0CLK0mSys6Cm7I/x4/6fuokkiTlVWeWCp6XO74CnLKH0gqAGON04DRgXe6pD3TimpIKqXdum7r185LGkCRJnRAjzPwm9D8EGqemTiNJUl51prg6kWza6toY40vteUGMcQFwLdmeV84uS6Wm52Coqc+WCkqSpPKy5HZY8yQc/CkIndrCVpKkktWZP9mG547TO/i6becP3+NZkoovhGyfK4srSZLKz6xvQl0jjH536iSSJOVdZ4qrttyxuoOv23Z+2x7PkpSGxZUkSeVn1aOw7G9w0L9AdW3qNJIk5V1niqvFueNxHXzdtvOXdOKakgqtfnS2qaskSSofM78BPQbA2AtTJ5EkqSA6U1zdQ7ZX1fkhhAPb84LceeeT7Y11TyeuKanQ6ptgy2rYsjZ1EkmS1B7rZsNLv4UDPgo9+qZOI0lSQXSmuLo2d+wF/C2EcMaeTg4hnAbcCdTlnrqmE9eUVGh9mrKjU1eSJJWHZy+Hqlo44OOpk0iSVDA1HX1BjPGREMI1wIeAYcCfQghPA3cAzwMbgHpgHHA6cBjZhFYErokxPpKn7JLyqb4pO26YBwNflzKJJEnam40L4YXrYP/zoW5Y6jSSJBVMh4urnIuAvsA7c58fmnvsSsgdb8i9TlIpqh+dHZ24kiSptG1dD/ecBVU1cPCnUqeRJKmgOrNUkBhja4zxXcC7gL+TlVO7ezwOvDPG+O4Yo3cUlEpVzyFQXeedBSVJKmVtLfDAubDmCTjhRug7JnUiSZIKqrMTVwDEGG8AbgghjAaOARrIJrFeIbt74CMxRsc3pHIQQrZc0OJKkqTSFCM89glYfCscfRU0npk6kSRJBdel4mqbXDllQSWVu/omWD8vdQpJkrQrz34HZl+ZLQ8c95HUaSRJKopOLRWUVKH6NMFGO2hJkkrOgt/A3z8J+74DDv966jSSJBWNxZWk7epHw+ZVsPWV1EkkSdI2Kx6Ch94L+xwLx10PwR/hJUndh3/qSdquvik7emdBSZJKwytz4d63Ql0jnPx7qKlLnUiSpKLa4x5XIYTWAlwzxhjzsreWpDz7v+JqHgyYkDKJJEnavAruPhNiG5xyG/QakjqRJElFt7cCKRQlhaTS4MSVJEmloXUT3Pu27M/k0+6EfgekTiRJUhLtmXyKQAvwQoGzSEqt11Co7pVNXEmSpDRiGzz8AVhxP5zwKxhyQupEkiQl094le9vOuw64Psa4uEB5JKUUQrZB+/p5qZNIktR9PfV5mP+r7O6Bo9+ZOo0kSUntbXP27wGryJYMHgB8BZgfQvhTCOGdIYSehQ4oqcjqm5y4kiQplTk/ghlfhbEXwsGfTp1GkqTk9lhcxRj/GRgBvB24hWzJYDVwBvALYEkI4aoQwrGFDiqpSCyuJElKY/Ht8OhF0DAFJv4gm4SWJKmb29vEFTHGlhjj72KMZwGNwL8BT5FNYQ0ALgQeCCHMCiF8JoQwoqCJJRVW/WjYvBJaNqROIklS97H6Sbj/HOg/AU68Eaq8CbckSdCO4mpHMcaVMcbvxBiPAI4Evs/2pYQHAl8lW0r4Z5cSSmXKOwtKklRcGxfB3VOhRz845Vbo0Td1IkmSSkaHiqsdxRifiDF+gmwp4dnAH4FWXruU8PP5CCqpSLYVV27QLklS4W19JSuttq6DU26D3o2pE0mSVFI6XVxtk1tKePMelhK+qavXkFREfZqyo/tcSZJUWG0tcP8/wNpn4MSbYODrUieSJKnk5HvxfFvuARDz/L0lFUOvYVBV61JBSZIKKUaY/jFY8mc45moYMTl1IkmSSlKXi6sQQjXwFuA8sumqHtu+BKwDbu/qNSQVUajKNmh34kqSpMKZ9U2YczUc8lkY+4+p00iSVLI6XVyFEA4HzgfeBeyz7Wmyiau7gJ8Av40xbupaRElFV99kcSVJUqHMvwGeuARGvwsOuyx1GkmSSlqHiqsQwhDgPWTTVdsW4YfccTZwHXB9jHFh3hJKKr76Jlj0+9QpJEmqPMvvh4fOgyEnwbH/m006S5Kk3dprcRVCqCFbCng+MCX3mm1l1TrgRuAnMcYHC5RRUrH1aYJNy6GlGWrqUqeRJKkyrJsN956VLck/+Wao7pk6kSRJJW+PxVUI4b/IlgIOZntZ1QbciUsBpcrVe3R23DAf+h+UNoskSZVg0wq4+03ZhNUpt0HPwakTSZJUFvY2cfVPZHcHDMDzbF8KuKjQwSQl1KcpO26YZ3ElSVJXtTRnk1bNi+DUu6DvmNSJJEkqG+3d42or2aTV+4D3hRD2cvoexRjj+K58A0kFVt+UHd2gXZKkrolt8PB5sPJhOPEmGHJc6kSSJJWV9hZXNcCBebheIJvgklTK6hqgqofFlSRJXfXEJbDgJjjiChh1duo0kiSVnfYUV10ar5JUhkIV9B6V7XElSZI6Z/ZVMOtbMO5jcNC/pE4jSVJZ2mNxFWP0/rxSd1XfBOvnpU4hSZWprRXm/wp6j4RBR0GPPqkTKd8W3w7TL4YRb4ajvgtd22pDkqRuq71LBSV1N32aYNGtqVNIUmV68TqY9sHs41AF/cfD4GNg8KTs2H88VPljWtla/wI8+C7oPwFO+KW/l5IkdYF/ikratfom2LQUWjdBda/UaSSpcrS1wIyvwsAj4bDLYOU0WPUIvHQzzL02O6e6dzaJNfgY2CdXZvUe5dROOWhphvvOhhjhpN86TSdJUhdZXEnatfrR2XHDAuh3QNosklRJ5t8A6+fCSTfDiDdlD8iKjvUvwKpckbVyGjz/3/DsFdnXew179VTW4KOhdkC696HXihEevQhWPwmvvwX6jkmdSJKksmdxJWnX6puy44Z5FleSlC+xDWZ8BQYcCiPf+uqvhZAVHX3HQNO7s+dat8Cap7Iia1uhteiP21/T70AYtMNU1oDDoLq2eO9Hrzbnh9ky0EO/CI1npk4jSVJFsLiStGs7FleSpPx46Tewbhac8Ktsb6u9qa6FwROzBx/NntuyBl6evn2J4dI7YN5Ps69V1cLAI3JLDI+Fkf8PauoK9na0gxUPwWOfgBFnwoTPp04jSVLFsLiStGt1IyDUeGdBScqX2AbPXJZNSe37js5/n9oBMPyN2QOy5WkbX3r1EsO518Lz34fXXQYTLs1Pfu1e8zK4/x3Qe184/mftKyUlSVK7WFxJ2rWq6uwH8A3zUyeRpMqw6JZs2d9x12f/j82XEKB+VPYYdU72XFsL3HEsLL7N4qrQ2lrggXNhy2o44yGoHZg6kSRJFcV/DpK0e32aXCooSfkQIzzzZeizP4x+V+GvV1WTLVlb9XBWqKhwnrgElt8Nx1wNAw9LnUaSpIpjcSVp9+qbLK4kKR+W3J7tS3XIZ7NSqRgaJmfLE5feWZzrdUfzb8zu+njAxbDfe1OnkSSpIllcSdq9+iZoXgytm1MnkaTytW3aqvco2O/9xbvu4EnQo39Wmin/1syAaRfAPsfDEVekTiNJUsWyuJK0e/93Z8EFSWNIUllbfjesfBAO+Ux2l8BiqarJNnBf8uesPFP+bF0H970davrAiTcV9/dVkqRuxuJK0u7Vj86OG92gXZI67ZkvQ10DjLmg+NdumAwbF8K6WcW/dqWKER46H9bPhRNvhN4jUieSJKmiWVxJ2r0+Tdlx/byUKSSpfK14AJb9DQ7+FFT3Kv71GyZnx8V/Lv61K9XMb8DCm+GIy2HoyanTSJJU8SyuJO1eXSOEajdol6TOeubL0HMIjP1wmuvXj4J+B7vPVb4s/Ss8dSmMeicc+InUaSRJ6hYsriTtXlUN9N7X4kqSOmPlI1lhdPC/QU3vdDkapsDye6BlY7oMlWDDAnjg3KwInHQNhJA6kSRJ3YLFlaQ9qx8NG9zjSpI6bMZXoHYgjPto2hwNk6FtMyy/N22Octa6Ce47G9q2wkk3Q48+qRNJktRtWFxJ2rP6JieuJKmjVj8Ji/4AB/4z9OibNsvQk7P9tZa4z1WnTf8neHk6HPdT6DcudRpJkroViytJe1bfBBsXQeuW1EkkqXw8cxn06AcHfjx1Eqipg6Gvd5+rzppzDcy9BsZfCiPfmjqNJEndjsWVpD3r0wRE2PhS6iSSVB7WzoSXfgMH/BPUDkidJtMwBdY969Lvjlr1KEz/GAw/Aw79Uuo0kiR1SxZXkvasfnR29C87ktQ+M76abcZ+4D+nTrJdw+Ts6NRV+21aCfe9A+oa4IRfQFV16kSSJHVLFleS9qy+KTu6z5Uk7d262TD/lzDuIui1T+o02/U7CHqPgsXuc9Uuba3w4Ltg0zI46bfQc3DqRJIkdVsWV5L2rPdICFUWV5LUHjO/BlW1cNC/pU7yaiFkU1fL7szujKc9e+pzsPSvcPRVMOjI1GkkSerWLK4k7VlVD6gbCevnpU4iSaVt/Tx48acw5kKoG546zWuNmAJb18HKh1MnKW0v3Qwzvw5jL4QxH0idRpKkbs/iStLe9WmCje5xJUl7NPMb2YTqIZ9KnWTXhp0Godp9rvZk3XPw0Hkw+Bg46nup00iSJCyuJLVH79FOXEnSnmxcBC/8GPb/QLbEuhTV9od9joMl7nO1S1vXw31vh+pecOKvobpn6kSSJAmLK0nt0acJmhe6L4ok7c7Mb0Jsg0MuSZ1kzxomw8uPwablqZOUlhhh2gWw7lk44VdQv2/qRJIkKcfiStLe1TdlfyHbuDB1EkkqPc1LYe7VsN/7sqK/lDVMyY5L/pI2R6l59tuw4CY47Gsw/NTUaSRJ0g4sriTtXX1TdvTOgpL0Ws9eAW1b4JDPpk6yd4OOhJ77uM/VjpbdDU98BvY9Gw4u0f3JJEnqxiyuJO1d/ejsuMEN2iXpVTathNlXwahzod+41Gn2LlTB8DNg6e3ZJG13t3EhPPBO6DsOjv1fCCF1IkmStBOLK0l713tfILhBuyTt7LnvQstGmHBp6iTt1zA52+Nq9ZOpk6TVuhnuOyf7/Tvpt9Cjb+pEkiRpFyyuJO1ddS30bnSpoCTtaMsaeP772RKz/oekTtN+DWdkx+5+d8FnLoNVD2eTVv0PTp1GkiTthsWVpPapb7K4kqQdPfc92LquvKatAOqGw8DDu/c+Vy3NMPtK2PftMOodqdNIkqQ9sLiS1D71o93jSpK22fpKtkyw8S1ZCVRuGqbAigey4q07WnATbHkZxn0sdRJJkrQXZVNchRCmhBCeCyHMCSFcsouv9wwh3JD7+rQQQlPu+dNDCI+FEJ7OHV9zj+MQwh9CCM8U/l1IZay+CTa+BG0tqZNIUnqzr4Qtq2HC51Mn6ZyGyRBbYNnfUidJY/ZV0O9AGPaG1EkkSdJelEVxFUKoBn4AvAk4BHhXCGHnzSQ+CKyOMY4FvgN8I/f8SuAtMcZDgfOAn+70vd8OrC9gfKky1DdBbIXmRamTSFJaLRtg1hVZ+TP46NRpOmef46GmDyzuhvtcvfz3bG+rsRd5F0FJkspAWRRXwDHAnBjjCzHGLcCvgLN2Oucs4Lrcx78GTgshhBjj32OMi3PPzwDqQgg9AUIIfYB/BS4r+DuQyl2fpuzonQUldXdzrobNK2D851In6bzqWhh2arZBe4yp0xTX7Kugug72Py91EkmS1A7lUlw1Ai/t8PnC3HO7PCfG2AKsBQbvdM7ZwOMxxs25z78MXAFszHdgqeL0Hp0d3edKUnfWuglmfQuGngJDT0ydpmtGTMluuvHK7NRJimfLWpj3c2h6N9QOSJ1GkiS1Q7kUV10WQhhPtnzww7nPDwfGxBhvbsdrLwwhTA8hTF+xYkWBk0olqn5UdvTOgpK6s7k/huYl5bu31Y4aJmfH7nR3wRevh9aNMO6i1EkkSVI7lUtxtQjYd4fPR+ae2+U5IYQaoD+wKvf5SOBm4P0xxrm5848DJoYQ5gH3AweEEO7e1cVjjFfHGCfGGCcOGTIkL29IKjvVPaFuhMWVpO6rdQvM/Hq2P1QlbOrdZ3/oOy5bLtgdxJgtExx8DAw6KnUaSZLUTuVSXD0KjAsh7BdCqAXOBf6w0zl/INt8HeAdwF0xxhhCGADcClwSY3xg28kxxqtijCNijE3AicDzMcZTCvw+pPJW32RxJan7evH67O6qEz5XOZt6N0yGZXdnSyAr3fJ7YN0sp60kSSozZVFc5fasuhi4HZgF3BhjnBFC+M8Qwltzp10LDA4hzCHbcP2S3PMXA2OBL4QQnsg9hhb5LUiVob7JzdkldU9tLTDzazBoIjRMSZ0mfxqmZEvnVtyfOknhzb4SagfCqHemTiJJkjqgJnWA9oox3gbcttNzX9jh403AObt43WXs5a6BMcZ5wIS8BJUqWf1oWHAjtLVCVXXqNJJUPPN/CetfgJO/XTnTVgDDToGq2myfq+FvTJ2mcJqXwEs3w4Efh5q61GkkSVIHlMXElaQS0acJYgs0L06dRJKKp60VZnwFBrwOGt+SOk1+1dTDkJNgcYXvczXnmuzPr7EfSZ1EkiR1kMWVpParb8qO7nMlqTt56dew7jkYfymECvzRqWEyrH0GNu5835sK0dYCc6+G4adDv3Gp00iSpA6qwJ++JBWMxZWk7ia2wTOXQb+DYN+zU6cpjBG5PbuW3J42R6EsugU2LnRTdkmSypTFlaT2qx+VHTfMT5tDkopl4R+yaaTxl1bu3n79J0DdiMotrmZfBXWNlbfMU5KkbsLiSlL7VfeCXsOduJLUPcQIz3wZ+oyB0eemTlM4IWTLBZf+JdvPq5Ksmw1L74CxF0JV2dyTSJIk7cDiSlLH1DfB+nmpU0hS4S3+E6x+HMZ/tvJLj4bJsGU1vPxo6iT5Ned/INTAmA+lTiJJkjrJ4kpSx/RpcuJKUuXbNm3VexQ0vS91msIb/sZs4/lKurtgSzO88GMY+TboPSJ1GkmS1EkWV5I6pn40bFyQbVgsSZVq2Z2w6mEYfwlU16ZOU3g9B8Ogoytrn6sFN2ZTZAd8NHUSSZLUBRZXkjqmvgnatkLzktRJJKkwYoSnv5Rt6L3/B1KnKZ6GKfDyI7D55dRJ8mP2VdndIIeekjqJJEnqAosrSR1T35QdXS4oqVItuwtW3J/tbVXdK3Wa4mmYnE3TLv1r6iRd9/LjsGoajLso23xekiSVLYsrSR2zrbhyg3ZJlShGePqL2bTVmA+mTlNcg4+G2oGwpAL2uZp9FVT3hv3enzqJJEnqogq/RY6kvKsflR2duJJUibZNW0387+41bQXZnROHvzHb5yrG8p1U2rIG5v0cmt4DtQNSp5EkSV3kxJWkjqnpDb2Gwob5qZNIUn5152mrbRqmQPNiWPtM6iSd9+L10NqcLROUJEllz+JKUsfVNzlxJanydNe9rXbUcEZ2LNe7C8aYLRMcPAkGHZk6jSRJygOLK0kdZ3ElqdI4bZXpPRL6T4DFZbrP1fK7Yd2zTltJklRBLK4kdVx9U7ZUMLalTiJJ+eG01XYNk2HFfdCyIXWSjnv+SqgdBKP+IXUSSZKUJxZXSmorDAAAIABJREFUkjquz37QtgU2LEidRJK6zmmrVxsxJft//LK7UyfpmI2LYeHvYP8PQE1d6jSSJClPLK4kddyQk7Lj0jvS5pCkfHDa6tWGnAjVdeW3z9XcayC2wLiPpE4iSZLyyOJKUsf1PwTqR8OiW1MnkaSuedW01YdSpykN1b1g2BtgSRntc9XWAnOuhuFnQN+xqdNIkqQ8sriS1HEhwIg3w9K/Quum1GkkqfP+b9rq36G6Z+o0paNhMrwyG9a/kDpJ+yz6IzQvggM+mjqJJEnKM4srSZ3TOBVaN8Kye1InkaTOcW+r3WuYkh3LZbng7KuyOyKOmJo6iSRJyjOLK0mdM/SUbA+UxS4XlFSmnLbavb7jsjvIlkNxtW42LP0LjP0wVNWkTiNJkvLM4kpS59TUwbDTYNEt2dSCJJUTp632LIRs6mrpndC6JXWaPZvzQwg17lEmSVKFsriS1HmNU2HDi7Du2dRJJKljlt3ptNXeNEyGlvWw8qHUSXavpRle+F/Y9+1QNzx1GkmSVAAWV5I6b8SZ2dHlgpLKidNW7TP81GySqZTvLrjgBtiyGsZdlDqJJEkqEIsrSZ1XPwoGHAqLLK4klZFld8KKB5y22pse/WDI8aW9z9XzV0K/g2Ho61MnkSRJBWJxJalrRrw5W26zZW3qJJK0d05bdUzDFFj9d2heljrJa62aDi8/mk1bhZA6jSRJKhCLK0ld0zgVYgssvSN1EknaO6etOqZhcnYsxf/Hz74KqnvDfu9PnUSSJBWQxZWkrhl8LNQOcrmgpNLntFXHDTwceg2FxSW2z9WW1TD/l9D0HqjtnzqNJEkqIIsrSV1TVZ0tJVl8G8S21Gkkafectuq4UAXDz8gmrkrp//EvXAetzXDAR1MnkSRJBWZxJanrGqfC5hWw6tHUSSRp15y26ryGKbB5Jbz8eOokmRizZYKDj80mwiRJUkWzuJLUdQ1Tsn+VX+xyQUklymmrzms4PTuWyt0Fl90FrzzvtJUkSd2ExZWkrus5CPY5zn2uJJUmp626ptdQGHQULCmRfa5mXwU9B8Ooc1InkSRJRWBxJSk/RkyF1Y9D85LUSSTp1Zy26rqGybDyIdiyNm2OjYtg4e9g/wugulfaLJIkqSgsriTlR+Obs+Pi29LmkKQdOW2VHw1TILZmJWBKc6/Jcoz9cNockiSpaCyuJOVH/wnQe1+XC0oqLU5b5cc+x0JN37T7XLVthTlXZyVa3zHpckiSpKKyuJKUHyFkywWX/gVaN6dOI0lOW+VTVQ8Y/kZY/Ofs1zWFRX+E5sUw7qI015ckSUlYXEnKn8ap0LIelt+bOokkOW2Vbw2TYeMCWPdcmus/f2U22TtiaprrS5KkJCyuJOXPsFOzzXIXu1xQUmLbpq16j3TaKl8aJmfHFHcXXPdcVkSO/TBUVRf/+pIkKRmLK0n5U9Mbhr7Bfa4kpee0Vf71aYJ+B6bZ52r2DyHUWEJKktQNWVxJyq/GqbB+Dqx7PnUSSd3VjtNW+1+QOk1laZgCy++GlubiXbNlI7zwE9j3bKgbXrzrSpKkkmBxJSm/tu094nJBSak4bVU4DZOhdROsuK9415z/K9i6xk3ZJUnqpiyuJOVXnyboP97lgpLScNqqsIa+Hqp6ZncXLJbZV0H/Q2DoycW7piRJKhkWV5Lyb8RUWHEvbF2XOomk7sZpq8Kq6Z0VSEuLtM/Vqkfh5ekw9iIIoTjXlCRJJcXiSlL+NU6Ftq2w5C+pk0jqTpy2Ko6GKbB2Jmx4qfDXmn0V1NTDfu8r/LUkSVJJsriSlH/7HA89BrjPlaTictqqOBomZ8dC311w88sw/5fQ9B6o7V/Ya0mSpJJlcSUp/6pqsr/YLL4NYlvqNJK6A6etiqf/Idmv85IC7HPVthU2LIAVD8HTX8o2gndTdkmSurWa1AEkVajGqbDgBnj5cRg8MXUaSZVu27TV0Vc6bVVoIWT/OLHg19DWkv1jRXtsXQcbF0Hzouy4ceH2j7cdNy0D4vbXNEyGgYcX5G1IkqTyYHElqTAapgAhWy5ocSWpkJy2Kr6GKTD3Wlg1DQYfC5uX71BALXx1GbXtuZb1r/0+tYOy37e6Rhh4RHbsPRJ6N2Yf9zuo+O9NkiSVFIsrSYXRawgMngSLboVD/yN1GkmVzGmr4ht+GoQquPtMaNkAsfXVXw81UNeQlU/9J2STU3WNWSG1raiqGwE1dWnyS5KksmFxJalwGt8MT30OmpdB3bDUaSRVIqet0qgdCK/7Cqx7dvt01I6lVK+hWbElSZLURRZXkgqncWpWXC2+DcZ8IHUaSZXIaat0xl+SOoEkSeoG/KcwSYUz4LDsX94X35o6iaRK5LSVJElSxbO4klQ4IcCIM2HJHdC6JXUaSZVm27TV+H932kqSJKlCWVxJKqzGqdDyCqy4P3USSZXEaStJkqRuweJKUmENOw2qal0uKCm/lv7VaStJkqRuwOJKUmH16ANDT7G4kpQ/Lc0w/WKob3LaSpIkqcJZXEkqvMapsO45eGVu6iSSKsHT/wGvPA+TfuS0lSRJUoWzuJJUeCOmZkenriR11cpp8OwVMOYfYfgbU6eRJElSgVlcSSq8vmOg30Gw6JbUSSSVs9bNMO0CqBsBR3wrdRpJkiQVgcWVpOIYMRWW3wNb16dOIqlcPfOfsHYmHPMjqO2fOo0kSZKKwOJKUnE0ToW2LdmdwCSpo15+DGZ+A/Y/H0ZMSZ1GkiRJRWJxJak4hpwIPfq5z5WkjmvdAg9/AHoNhSO/nTqNJEmSiqgmdQBJ3URVDxh+Biy+DWKEEFInklQuZnwV1jwNJ/8eagemTiNJkqQicuJKUvE0ToXmxbD6idRJJJWL1U/CjK/A6HfDyLemTiNJkqQis7iSVDwNb8qOLheU1B5tW7Mlgj0HwcTvpU4jSZKkBCyuJBVP3TAYfAwsuiV1EknlYNa3YPXfYeKV0HNw6jSSJElKwOJKUnGNmAqrHoFNK1InkVTK1syAp78Eo86BUWenTiNJkqRELK4kFVfjVCDC4j+lTiKpVLW1wLQLsjuRTvzv1GkkSZKUkMWVpOIaeAT0Gu4+V5J279nvZJOZR30feg1NnUaSJEkJWVxJKq5QBSPOhCW3ZxsvS9KO1j0HT30eRr4NRr8zdRpJkiQlZnElqfgap8LWtbDiwdRJJJWStlZ4+AKo6Q1HXwkhpE4kSZKkxCyuJBXf8NOhqofLBSW92vPfh5UPwpHfhbqG1GkkSZJUAiyuJBVfj74w5GRYdEvqJJJKxStz4Ml/z5YS7/e+1GkkSZJUIiyuJKXR+GZYNwvWv5g6iaTUYhtM+2A2iXnM/7hEUJIkSf/H4kpSGiOmZsdFLheUur3ZP4Tl98KR34beI1OnkSRJUgkpm+IqhDAlhPBcCGFOCOGSXXy9ZwjhhtzXp4UQmnLPnx5CeCyE8HTueGru+d4hhFtDCM+GEGaEEL5e3HckdXP9xkHfce5zJXV36+fBE5+G4WfA/hekTiNJkqQSUxbFVQihGvgB8CbgEOBdIYRDdjrtg8DqGONY4DvAN3LPrwTeEmM8FDgP+OkOr7k8xngQcARwQgjhTQV8G5J2NmIqLPsbtGxInURSCjHCI/8IBJj0I5cISpIk6TXKorgCjgHmxBhfiDFuAX4FnLXTOWcB1+U+/jVwWgghxBj/HmNcnHt+BlAXQugZY9wYY/wbQO57Pg64PkEqpsap0LYZlt6VOomkFOZeA0v/Ckd8C+pHpU4jSZKkElQuxVUj8NIOny/MPbfLc2KMLcBaYPBO55wNPB5j3LzjkyGEAcBbgDvzmFnS3gw5GWr6uFxQ6o42vASP/xsMewOMvTB1GkmSJJWomtQBiiWEMJ5s+eAZOz1fA/wS+F6M8YXdvPZC4EKAUaP8F2Epb6prYfjpWXEVo8uEpO4iRnjkQoitMOkaCOXy72iSJEkqtnL5SXERsO8On4/MPbfLc3JlVH9gVe7zkcDNwPtjjHN3et3VwOwY43d3d/EY49UxxokxxolDhgzp0huRtJPGqbBxIax5KnUSScXy4nWw5M9w+Nehz/6p00iSJKmElUtx9SgwLoSwXwihFjgX+MNO5/yBbPN1gHcAd8UYY24Z4K3AJTHGB3Z8QQjhMrKC658Lml7S7o04Mzu6XFDqHjYuhsf+BYacCAd8LHUaSZIklbiyKK5ye1ZdDNwOzAJujDHOCCH8ZwjhrbnTrgUGhxDmAP8KXJJ7/mJgLPCFEMITucfQ3BTWpWR3KXw89/yHivm+JAF1DTDoKFhkcSVVvBjh0Y9A2yaY9GOXCEqSJGmvymaPqxjjbcBtOz33hR0+3gScs4vXXQZctptv64Y6UikYMRVmXAabV0HPne+pIKlizPsFLPojHHE59BuXOo0kSZLKgP/UKSm9EVMhtsHiP6dOIqlQmpfBYx+HwcfCga7QlyRJUvtYXElKb/BE6DXUfa6kSjb9Y9CyAY79MVRVp04jSZKkMmFxJSm9UAUNb8ruMtbWkjqNpHxbcBO89Bs49IvQ/+DUaSRJklRGLK4klYbGqbBlNax8KHUSSfm0aQU8+jEYNBEO/mTqNJIkSSozFleSSsPwMyDUuFxQqjSPfRy2roFj/xeqyuaeMJIkSSoRFleSSkNtfxh6EiyyuJIqxku/g/m/gvGfhwETUqeRJElSGbK4klQ6RkyFtc/AhgWpk0jqqs0vw6MfgQGHwfhLUqeRJElSmbK4klQ6RkzNji4XlMrfYx+HzatySwR7pE4jSZKkMmVxJal09DsQ+uzvckGp3M2/Eeb9HMZfCoOOSJ1GkiRJZcziSlLpCCGbulp2J7RsTJ1GUmdsXJQtERx8DEy4NHUaSZIklTmLK0mlZcRUaN0Ey/6WOomkjopt8PAF2X/Dx/3UJYKSJEnqMosrSaVl2Ouhurf7XEnl6PkrYekdcOQV0O+A1GkkSZJUASyuJJWW6l7QcHq2z1WMqdNIaq+1s+CJT0HDm2DsR1KnkSRJUoWoSR1Akl5jxFRY+Ht4+TEYPDF1msrW1gqbV8Lm5bBpGWxannssg6paGHIi7HMc9OiTOqlKWesWePC9UFMPx16b7VcnSZIk5YHFlaTSs+/b4clL4ZF/hDOmQXVt6kTlpWXja0uozcuhOXfctENJtXklsIvJtlADtGV7FoUaGHQUDD05eww5EWoHFPtdqZQ982VY/Tic9Buoa0idRpIkSRXE4kpS6ek5GCZdA/eeBU9/AQ7/eupE6bW1wKal2R3bmhdnx01Ldyqhch+3bNj196jpC72GQa+h0PeArIDqNXT7cz13+Lh2QPZ9VjwIK+6F5ffAc9+FWd8CAgw8DIacvL3M6jWkqL8cKiErHoSZX4X9z89KZ0mSJCmPQnQPmQ6ZOHFinD59euoYUvcw7R9h7rXwxruzcqQSxQhb12RF1LZSqnkXH29axmsmo0I19BySK59ypVPPoa8uo/7v+SFQU9e1rC3NsGoaLM8VWSsfgtbm7Gv9Ds6VWK/Pjr0bu3YtlYet6+FPh2WTeWc+CT36pU4kSZKkMhVCeCzG+Jq9YiyuOsjiSiqirevhT4dDbIE3PQm1/VMn6pjWTdC8JFdC7TAp9aqPF28vf3bUczDUNULdiKwE2tXHvYZASHiPjdYt2T5ky+/JyqwV90PLK9nX+uz/6iKrfj/3PapE0y6EudfAG++BoSelTiNJkqQyZnGVJxZXUpGtfBj+ciKMfjccf33qNO2zZS3c/aZsImln1b2y4ql3rnza5ccN2Xnlpq0F1jyZm8jKPba8nH2trnF7iTX0ZOh3kEVWuVv4h2w57yGfcTmvJEmSusziKk8srqQEnvoPeOY/4cQbYdQ5qdPsWVtr9pf5JbfDIZdAn/22F1K9G6HHgO5T2MQ2WDtz+9LC5fdm+3JBtnRx5Fkw8Qduvl+ONi2HWydkhevkR/w9lCRJUpftrrhyc3ZJpW/C52DJn+GRD8M+x5f2/klPfQ4W3wpHXwnjLkqdJq1QBQMmZI8DPprt5/XKnGyz96V3ZkvM6hrhdV9MnVQdESNM+xBsXQen3WVpJUmSpIJKuDmKJLVTVQ847mfQuhkePj+b5ClF834JM78OYz9sabUrIUC/cTDmg3DCL6DpvTDjK/Dy46mTqSPmXguL/giHfy0rJSVJkqQCsriSVB76jYMjvw1L/wrPfT91mtd6+XGY9kEYchIc9b3UacrDUf+VbTD/0HlZKanS98pcePyfYdipcOAnUqeRJElSN2BxJal8jL0QRrwZnvgMrJmROs12zcuyfa16DoGTfu3SqfbqOQiO+RGsfSbbw0ylra0FHnofhBo49idp72gpSZKkbsOfOiWVjxBg0jXQox88+J7SmNJp3Qz3nw2bV8Hrfw+9hqZOVF4ap8L+H8iWWK58JHUa7cnMb2R3yjz6SqjfN3UaSZIkdRMWV5LKS90wmHQtrHkSnvpC2iwxwvSLYcUD2QTKwMPT5ilXR34nuzvdw+dB66bUabQrq6bD01+E0edC07tTp5EkSVI3YnElqfyMfEu2bHDWt2DZPelyPP+D7M544y+F0f+QLke5q+2flZHrnk1fRuq1WjZmSwR7DcumrSRJkqQisriSVJ6OuAL6jIGH3g9b1hb/+sv+lm1S3fgWeJ37M3VZwxm5MvJyWPFg6jTa0ROXZKXicT+B2oGp00iSJKmbsbiSVJ569IHjfwbNi7LlesW0/kW4/xzod2CWwU2q8+OIy6F+FDx8fjblo/SW3AHPfz+7g+DwN6ZOI0mSpG7Iv21JKl/7TIIJn4d5P4P5NxTnmlvXZ3cQjG1w8u+zjeKVHz36wqQfwyuz4clLU6fR5lVZidj/EDjsa6nTSJIkqZuyuJJU3sZfCoMnwSMfgY0LC3ut2JYtTVw7A064AfqOLez1uqPhp8K4j8Fz/wXL702dpvuKER69CDavhON+BjV1qRNJkiSpm7K4klTeqmrguJ9C3AoPnZ+VS4Xy9H/Cwpuz/bUaTi/cdbq7I74BffaDhz+QTbip+Ob9HBbcBId+CQYdkTqNJEmSujGLK0nlr984OPI7sOxOeO57hbnGgt/AM1+C/c/P9vtR4dTUw7E/yfYSe+KS1Gm6nw0LYPrHYMgJcPCnU6eRJElSN2dxJakyjPkQNL41KzrWPJPf7736qWyJ4OBj4egfQgj5/f56raEnZQXh7B/A0jtTp+k+Yhs8dF52PO56qKpOnUiSJEndnMWVpMoQAkz6EdT2hwffA62b8/N9N63MNmOvHQAn/xaqe+bn+2rvDvsK9D0AHr4Atq5LnaZ7ePY7sPxuOOq/oM/+qdNIkiRJFleSKkivodld6dY8BU99ruvfr20r3H8ONC+Bk38HdQ1d/55qv5re2ZLB5oXw+CdTp6l8a56GJ/8dRr4N9v9A6jSSJEkSYHElqdI0ToWxH4ZZV8Cyu7v2vR77l2z6ZNI1MPjofKRTRw05Dg76JMz9ESy+PXWaytW6OZtUrB0Ix1ztclhJkiSVDIsrSZXnyCug79hsX6otazr3Peb8KNtf6eBPwn7vzW8+dczrvgT9DoZpH+z876f27KnPZxNXk66FXkNSp5EkSZL+j8WVpMpTUw/H/QyaF8OjH+v465ffn91VrWEKHPb1/OdTx1T3guOug01L4fF/SZ2m8iy7B2Zdnk0qNk5NnUaSJEl6FYsrSZVpn2Ngwhdg/i9g3q/a/7oNC+C+t0P9fnDCL72rWqkYfDQccgm88BNYdEvqNJVjy9psMrHPGDji8tRpJEmSpNewuJJUucb/Oww+Fh69CDa8tPfzWzbCvW+Dts1w8u+zOwmqdEz4PAw4FB65EDa/nDpNZXjs49C8CI7/GfTokzqNJEmS9BoWV5IqV1VN9hfyuBUePg9i2+7PjREevgBWPwHH/xL6H1S8nGqf6p5w7HWwaUVWuKhrFtwEL14P4y+FfSalTiNJkiTtksWVpMrWdwwc+V1Y9jd49ru7P2/m12HBDXD416DxzOLlU8cMOgImfA7m/Rxeujl1mvK0ZTVM/zg8cC4MOjr79ZQkSZJKlMWVpMo35oMw8ix48rPZndN2tvCP8OSlMPrdcPCni59PHTP+32HgEfDoR2DTytRpykdsg7nXwh8PyO6YOfYjcOrtUNUjdTJJkiRptyyuJFW+EOCYH0HtQHjwPdC6afvX1s7Mnht0JEy6JjtXpa2qR3aXwS2rs7s/au9WPQp3HAfTPgT9DoQpj8HRP8j+m5AkSZJKmMWVpO6h1xCYdG02cfVkbmnUltVwz1lQ0xtO/h3U1KXNqPYbcCgc+kVYcCPMvzF1mtK1aSVMuxBun5TdMfO4n8Ib74OBh6dOJkmSJLWLxZWk7qNxKoy7CJ79Niz5C9z/Ttg4H076LfQemTqdOurgT2d7NE3/KDQvS52mtLS1wPM/gFsOgBf+Fw76V3jLc7Dfe50qlCRJUlmxuJLUvRxxOfQdB3efCUv/AkdfBUOOT51KnVFVA8f9BLauh0cvyu4MKVh+P/x5Iky/ONsL7Mwn4cjLoUe/1MkkSZKkDrO4ktS91PSG438OoRoO/ES2cbvKV/9D4HVfhoU3w/xfpk6TVvMSePB98NeTYMvLcOJNcOpfs18jSZIkqUzVpA4gSUU3eCKcvdwJlEpx0L9mxdX0i2HoKdB7ROpExdW2FZ77Hjz9JWjbDOMvhfGfhZr61MkkSZKkLnPiSlL3ZGlVOaqq4difZHeLfOTD3WvJ4NK/wm2Hwd8/CUNPgqkz4LDLLK0kSZJUMSyuJEnlr98BcNjXYPEt8OL1qdMU3oYFcN85cNfp2ZTV6/8Ip9wKfcemTiZJkiTllcWVJKkyHPhPMOQkeOwTsHFh6jSF0boJnvkK3HIQLL41299r6gxofHPqZJIkSVJBWFxJkipDqIJj/zfb82nahypvyeCiW+HWCfDU52DEmfDmWTDhc1DdK3UySZIkqWAsriRJlaPvGDjiW7Dkdph7beo0+fHKXLj7LXDPm6GqB7zhDjjp11A/OnUySZIkqeC8q6AkqbKM+wi89Bt4/F9gw4sw6hwYcBiEkDpZx7RshBlfg1nfhKrarJA74ONQXZs6mSRJklQ0FleSpMoSqrK7DE77EMz8Bsz4KvQZA6PeAfu+AwYdVbol1tZ1sOQv2f5Vi26BzSug6T1w+Deh94jU6SRJkqSis7iSJFWe+n3h1Nth00pY9HtY8GuYdUVWZNWPhn3PzkqsfSZlRVcqMcK657KiavFtsOK+bI+uHv2hYTIccDEMPSldPkmSJCmxECtt89oCmzhxYpw+fXrqGJKkjtqyGhbmSqyld2QFUV1jVmKNegfsczxUVRc+R+smWHZ3VlQtvhXWv5A9339Ctul649RcFv9tSZIkSd1HCOGxGOPE1zxvcdUxFleSVAG2rIVFf4SXfg2L/wxtm6HXcNj37VmJNeTk/JZYG17aXlQtvRNaN0J1HQw7NSuqRpzpZuuSJEnq1iyu8sTiSpIqzNZXYNGtuRLrNmhthp5DtpdYQ1+f3c2vI9paYOXDuSWAt8Kap7Pn65tgRK6oGvYGqKnL+9uRJEmSypHFVZ5YXElSBWvZAIv/lC0nXHxL9nnPwTDybdmeWMNO3f1d/TathCV/zoqqJbdnSxNDNQw5MSurGqdCv4NLd2N4SZIkKaHdFVduoCFJ0jY19dmU1ah3QEtzVkC99GuYfyPMvRZ6DICRb81KrIbTYe2s7UsAVz4MROg1FBrfmhVVw0+H2gGp35UkSZJUtiyuJEnalZo62Pdt2aN1Myz9SzaJtfD38OL12TRVbM3OHTQRJnwhWwI4eGLaOxVKkiRJFcTiSpKkvanuCY1vzh6tW2DZXbD0r9B/PIx4E9QNT51QkiRJqkgWV5IkdUR1LYyYkj0kSZIkFZRrGSRJkiRJklSSLK4kSZIkSZJUkiyuJEmSJEmSVJIsriRJkiT9//buPf6yud7j+OttxhgUg8ZDD4OhULpQTTUd1Tk4IRU6qBzR5ahO4riU0kWXkQrJyamHEmWiTkq3ydSpVM4pIkQuXTQqtw5CkTEY43P+WOt37H7m8hvDrLVnXs/HYz/s/V1r799n8/haa7/X9/tdkiT1ksGVJEmSJEmSesngSpIkSZIkSb1kcCVJkiRJkqReMriSJEmSJElSLxlcSZIkSZIkqZcMriRJkiRJktRLBleSJEmSJEnqpaEJrpLsnOQ3SeYkOWIh21dLcma7/cIkU9v2FyW5JMkV7T+3H3jPs9r2OUlOTJLl940kSZIkSZK0OEMRXCUZB3wSeDGwFbB3kq1G7fYvwJ+r6onACcAxbfutwMuq6mnAa4DTB95zEvAGYPP2sfOj9iUkSZIkSZK0VIYiuAKeA8ypqt9V1X3Al4DdRu2zGzCzfX4WsEOSVNWlVfXHtv0qYPV2dNbjgbWq6oKqKuDzwO6P/leRJEmSJEnSWAxLcLUhcP3A6xvatoXuU1X3A3cA643aZw/g51V1b7v/DUv4TEmSJEmSJHVkfNcFLC9JnkIzfXDHh/HeNwJvBNh4440f4cokSZIkSZK0MMMy4upGYKOB11PatoXuk2Q8sDZwW/t6CvB1YL+qumZg/ylL+EwAqurkqppWVdMmT568jF9FkiRJkiRJYzEswdVFwOZJNk0yAXgVMGvUPrNoFl8H2BP4YVVVkknAbOCIqjpvZOeq+l/gziTT27sJ7gd889H+IpIkSZIkSRqboQiu2jWrDgS+C/wK+HJVXZVkRpJd291OBdZLMgc4DDiibT8QeCLw3iSXtY/1220HAKcAc4BrgO8sn28kSZIkSZKkJUlzQz2N1bRp0+riiy/uugxJkiRJkqQVRpJLqmra6PahGHElSZIkSZKklY/BlSRJkiRJknrJ4EqSJEmSJEm9ZHAlSZIkSZKkXjK4kiRJkiRJUi8ZXEmSJEmSJKmXDK4kSZIkSZLUSwZXkiRJkiRJ6qVUVdc1DJUkfwKu7bqOR8DjgFu7LkLSMrGtVwAAAAAN+UlEQVQfS8PPfiwNN/uwNPzsx/2xSVVNHt1ocLWSSnJxVU3rug5JD5/9WBp+9mNpuNmHpeFnP+4/pwpKkiRJkiSplwyuJEmSJEmS1EsGVyuvk7suQNIysx9Lw89+LA03+7A0/OzHPecaV5IkSZIkSeolR1xJkiRJkiSplwyuJEmSJEmS1EsGV5IkSZIkaaWUJF3XoMUzuFoJJfG/u7QC8WArDTePy9Lw81gsDa9qF/62H/eXi7OvBJJMBzYB1gLOrarfdlySpGXQHlQnVdWfB9pWqaoHOixL0hglWROYBNxeVfPatnFVtaDbyiSNlcdiabgl2R94GrAh8N/Aj6vqsnZbyqCkVwyuVnBJXg98AFgVuAfYGPgMMLOqzu+yNklLL8m/ArsA04ELgZ8Bx1fV3Z4wS/2X5GBgN+C5wKXAb4DDq+r2TguTNGYei6XhlmQGcCDwU2BtYAOa38sfq6qPt/vYl3vEoekrsCRbAscDx9GcIP8dsD/wCuDEJK9LMrHDEiUthSR7AScA1wPHAOOAfYBfJHlGVT3gEGepv5LsAXwEOB94C3A5zbH5N0l27bI2SWPjsVgabkm2Al4PvBl4eVU9H3gDMBv4WJKZAG1fNi/pCUdcrcCSbA+cDOxSVVcPtG8KnE6TLB8HnF5Vd3dTpaSxaKcWnQVcCRxRVQuSrAH8I3Ao8Hxgn6r6codlSlqEJBOAmcBfgIOq6v627SnA4TQXld5RVce3+3ulV+oZj8XS8EvybOA7NKHVjwfa1wf+iSaQvgB4SXusdtpgD5ggrtjGA5sBgeYkOMn4qvo9sAPwa+Bo4Hkj27sqVNLiVdVcmqHMk9oT5VTV3VU1CzgAOAP4z3b6gqSeqar7gHWBjarq/pG2qrqUZvTV0cBxSY5stxlaST3jsVhaIfwFmAtsCv9/YYmqugX4PHAQ8ATgpCRrGFr1g0HFiu0cmrT42CQbV9UDbWq8alXdW1UvpZmT/9kk63mSLPVTGuNo1sJ5QpI1q6qSrApQVb8CjgJOAQ5uR1tK6omBC0M/ATZMssVge7u488eA9wOHJvnnLuqUtGhJxrXHXY/F0pBqw+bf0qwxeVSSx1fVfUnGjwTRwFeBLwI7AVO6rFcPMrhagbVB1NHA1sCbkmzYts8fSZaBdwATgBd0U6WkxRkZntzebewkYFuafj3Sl0dOmH/Xbp9As2CspJ4YuDD0dWAqzcnyuHb9jHHtPnfQTCW8Eti5k0IlLVJVLaiq+TTB1PPxWCwNjSRvTfK4gdFTBwC3AT9N8qSRkdDt7KS5VfVeYA3glR2VrFEMrlZwVTWbpmO+HTgiyZPb9vvaXW4G5gGTu6lQ0qK0oyOrvco7rqp+RrOGxpuTnAoPOWG+DPgy8JIkq3dXuSSAJJsk2S7J7kmmVNWVwKtpftB+I8mEkelGAFV1LTAL2D7Juh2WLqmVZFqSfZIcnmSzqjoPOAw4wGOx1H9JDqBZ1/m8JNu0zTfT/D6+CTg3yS7theKRAOsxNMvq3NNFzXoog6uVQFV9G9iG5m4JH02yz8DmTYDVaRJnST2RZE/grPYkeUE74grgS8B7aE6If9RO850/8NZ7afrzuOVcsqQBSfammW5wNs0IjcuS7NheUHo98CzgkiRb87fnYwtoTqg9R5M6lmRfmnWrTgAOAX6Z5AXAp4B3Ay9Ncq7HYqnXrgJuAG4FLkzyyvbc+hyafnwBcHaSE5I8KcnmNOtBbwNcvchP1XLlXQVXIknWoTmJ3giYD/wR2AK4sKr26rI2SQ9K8lSa9eceAM4DZrRXeEe2r01z15N3AI+jWVPjOmA1mnVyTq2qI5d33ZIa7R2LfkjTH2cD6wAHAs+kufvYHJop+jPatk+1bQW8Dzitqo5Y/pVLGpFkOk0//iDwDZoQ6sPA/Kp6eZLHArvTXEwaORZfi8diqVeSTKVZY/ITNDcu2x94b1V9sN2+BbAjTV9+AFgT+BPwtap6ewclayEMrlYy7VoaOwMvornr4JVV9aluq5I0ol1/7pM0P2pn06xpNR44dvD22m1ffirwWmA/mh+8NwHnVdWblnPZklpJ1gDOoumPB1fVX9v2fwC+Arynqj7dTg+cRDMaej9gPZoA+oKqOriL2iU1kqxFc5OjK4BDBvrxu4DpNFOMJgO/oLkz2b7A6/BYLPVSkg8CAT5Kc+H3cOCMqnpNkrcBv6IJql9GM8Dj5qo6v6t69VAGV5LUI+1oqpNo/v+8d5KdaA6ujwdOqaoTFvKejWmm/M6rquuWa8GS/ka7luQXgU9U1amjtn0NmFhVu7Tr1i1o29cFVgUWVNWty71oSX+jXQfnncAXqmpWu2Dz/W1wdTBNf10VuBE4qKq+n2RTmkXZPRZLPdNO3z8OeAbNlPxXAR8C7qK5cLRtVf28uwq1JAZXktQz7dz6G9tb8pJkGs3V3a2BbwFHVtW8dtvEqnLhSKknkqwCvAs4uapuGVh4vZIcDbyiqjZPskp7V8FVBu46KKkH2n47HbhoYLHmHYDvAcfQjMy4FTie5tj83Kq6pqNyJS1BO1Ph+zQzGP6rbft3mmn8dwDbVdXlHpP7y+BKknpq1IiMjWmu/m4PXAy8tapuSnIUcHlVfaXDUiUtRJIM3HqbJLsDpwJTqmpe++P4AOAW+7DUTwMh8/HAGsChIxeMkjyBZk3KGVX18dF9XlJ/JDkF2KKqXtiuRXkecCYwlWZpjl2r6uwOS9RieMcaSeqpgdAq7bSDt9HcVfDpwMwkx9LcDWXN7qqUtCgL+QH7a2AtYPP29a7Af7RtknpoZPRFVb2VZlrg6FHOdwK3tPsYWkk9MzLymeZGKPe3N0H6Js26kwfTXEA6G5jYTYUai/FdFyBJWrx2itEqVTUXeF+Sm4FDaW6y8P6qOq3TAiUtUTuF8E7gPmCjJOOB04CPjF4LS1K/jIykGpk22LatAmxJ06dv7qw4SYs1EChfRXMH0MuB84F3VtXtwO1J9q2qO7qqUUvmVEFJGjLt8OZzaG7T+7qu65G0ZO36GhOAXwJnAC8H5lTV7p0WJmnMBqYNjgOeSRM+X1RVr+20MEljkuR5wN7A56rq0q7r0dgZXEnSEEmyAU1otWpVbdl1PZKWTpIfANsBl1TVs7uuR9LSa2+08EKawRwv7LoeSWOXZE3gbqf2DhfXuJKkIVJVNwHHAs/puhZJD8tZwPU0N1qQNJyupVmU/cVdFyJp6VTVXEOr4eOIK0mSpOUoyWOq6q6u65D08CUZP7jmlSTp0WNwJUmSJEmSpF5yqqAkSZIkSZJ6yeBKkiRJkiRJvWRwJUmSJEmSpF4yuJIkSZIkSVIvGVxJkiT1UJI/JKkkf+i6FkmSpK4YXEmSJC2jJFPbkOmReLy26+8jSZLUFwZXkiRJkiRJ6qVUVdc1SJIkDbUkawA7LmaX7YGD2uc/Ak5czL4/r6rrHqnaJEmShtn4rguQJEkadlV1N/CNRW1PMmng5XVVtch9JUmS9CCnCkqSJEmSJKmXDK4kSZJ6aEl3FUzy/oEF3f+hbdshyVeTXJ/kniTXJDk5ydRR752Y5E1Jzk/ypyR3J7kiyRFJVhtjfY9JckiS7yf5Y5J7k9ye5KIkM5JMXrZ/A5IkSU4VlCRJWiEkOQZ4+6jmzdrHnkl2qKpLk2wAfAuYNmrfpwIfBnZJslNVzVvM33oxcBqw/qhNE9rPnQYckuTVVTXr4X4nSZIkgytJkqTh9xZgT+D3wOeAq4FJwL7AtsA6wFlJngbMBp4JfBs4G7gNeBLwb8B6wAuAdwPvWdgfSrIHcCYwDpgPzALOBW4G1gK2A14BPBb4epIXVdUPH+kvLEmSVg4GV5IkScNvT5oQaq+qumekMclnaAKqnWhGXv0PsA2wT1V9cfADknwJuAxYHXhLkqOq6t5R+2wEfJYmtLoOeGlVXTGqllOTnAh8D1gbmJlks6qa/4h9W0mStNJwjStJkqThdwvw6sHQCqCqHgA+MND0LODTo0Ordt+rgTPal5OA5yzk7xxOM6pqAbDbQkKrkc/6GXBY+3IKsNfYv4okSdKDDK4kSZKG3+lVdccitl1EM6VvxCcX8zk/GXi+1eCGJAH2aV/+oKouW0JNZwL3t893XMK+kiRJC+VUQUmSpOF34aI2VNX9SW4DNgDmAr9czOfcPPB8nVHbngKs2z7/a5Ldx1DXXTSjt548hn0lSZIewuBKkiRp+N22hO0ja1XdXlU1hv0AJo7aNnXg+R7tY6xGh2CSJElj4lRBSZKk4ffAI7zfwqy9DO+dsAzvlSRJKzGDK0mSJI3FXQPPZ1RVluIxtauiJUnScDO4kiRJ0ljcOPB8SmdVSJKklYrBlSRJksbiUuDO9vkOSTyPlCRJjzpPOCRJkrREVbUA+EL7chNg/w7LkSRJKwmDK0mSJI3Vh4C/tM9PTLLf4nZOsn6SI5M8/dEvTZIkrYjGd12AJEmShkNV3ZDkVcAsYDVgZpLD2te/BebR3H1wC2A6sC0wDvhRNxVLkqRhZ3AlSZKkMauq7yb5e5ppg5sBW7ePRbkLuGN51CZJklY8BleSJElaKlV1QZItgVcCuwLPBiYDE2kWcP8dzWLu5wCzq2puV7VKkqThlqrqugZJkiRJkiTpIVycXZIkSZIkSb1kcCVJkiRJkqReMriSJEmSJElSLxlcSZIkSZIkqZcMriRJkiRJktRLBleSJEmSJEnqJYMrSZIkSZIk9ZLBlSRJkiRJknrJ4EqSJEmSJEm9ZHAlSZIkSZKkXjK4kiRJkiRJUi8ZXEmSJEmSJKmX/g82gINYVosYsgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mortality mean\n",
    "mean_mortality_rate = np.mean(mortality_rate)\n",
    "\n",
    "# plot\n",
    "plt.figure(figsize=(20, 12))\n",
    "plt.plot(mortality_rate, color='orange')\n",
    "plt.axhline(y = mean_mortality_rate,linestyle='--', color='black')\n",
    "plt.title('Mortality Rate (death/confirm) of Coronavirus Over Time', size=30)\n",
    "plt.legend(['mortality rate', 'y='+str(mean_mortality_rate)])\n",
    "plt.xlabel('Time', size=30)\n",
    "plt.ylabel('Mortality Rate', size=30)\n",
    "plt.xticks(rotation=50, size=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get latest confirmed\n",
    "latest_confirmed = confirmed_df[dates[-1]]\n",
    "latest_deaths = deaths_df[dates[-1]]\n",
    "latest_recoveries = recoveries_df[dates[-1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_countries =  list(confirmed_df['Country/Region'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get cumulative number case by country\n",
    "country_confirmed_cases = []\n",
    "no_cases = [] # remove if no case\n",
    "\n",
    "for i in unique_countries:\n",
    "    cases = latest_confirmed[confirmed_df['Country/Region']==i].sum()\n",
    "    if cases > 0:\n",
    "        country_confirmed_cases.append(cases)\n",
    "    else:\n",
    "        no_cases.append(i)\n",
    "        \n",
    "for i in no_cases:\n",
    "    unique_countries.remove(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mainland China: 80271 cases\n",
      "Thailand: 43 cases\n",
      "Japan: 331 cases\n",
      "South Korea: 5621 cases\n",
      "Taiwan: 42 cases\n",
      "US: 153 cases\n",
      "Macau: 10 cases\n",
      "Hong Kong: 105 cases\n",
      "Singapore: 110 cases\n",
      "Vietnam: 16 cases\n",
      "France: 285 cases\n",
      "Nepal: 1 cases\n",
      "Malaysia: 50 cases\n",
      "Canada: 33 cases\n",
      "Australia: 52 cases\n",
      "Cambodia: 1 cases\n",
      "Sri Lanka: 1 cases\n",
      "Germany: 262 cases\n",
      "Finland: 6 cases\n",
      "United Arab Emirates: 27 cases\n",
      "Philippines: 3 cases\n",
      "India: 28 cases\n",
      "Italy: 3089 cases\n",
      "UK: 85 cases\n",
      "Russia: 3 cases\n",
      "Sweden: 35 cases\n",
      "Spain: 222 cases\n",
      "Belgium: 23 cases\n",
      "Others: 706 cases\n",
      "Egypt: 2 cases\n",
      "Iran: 2922 cases\n",
      "Lebanon: 13 cases\n",
      "Iraq: 35 cases\n",
      "Oman: 15 cases\n",
      "Afghanistan: 1 cases\n",
      "Bahrain: 52 cases\n",
      "Kuwait: 56 cases\n",
      "Algeria: 12 cases\n",
      "Croatia: 10 cases\n",
      "Switzerland: 90 cases\n",
      "Austria: 29 cases\n",
      "Israel: 15 cases\n",
      "Pakistan: 5 cases\n",
      "Brazil: 4 cases\n",
      "Georgia: 3 cases\n",
      "Greece: 9 cases\n",
      "North Macedonia: 1 cases\n",
      "Norway: 56 cases\n",
      "Romania: 4 cases\n",
      "Denmark: 10 cases\n",
      "Estonia: 2 cases\n",
      "Netherlands: 38 cases\n",
      "San Marino: 16 cases\n",
      "Belarus: 6 cases\n",
      "Iceland: 26 cases\n",
      "Lithuania: 1 cases\n",
      "Mexico: 5 cases\n",
      "New Zealand: 3 cases\n",
      "Nigeria: 1 cases\n",
      "Ireland: 6 cases\n",
      "Luxembourg: 1 cases\n",
      "Monaco: 1 cases\n",
      "Qatar: 8 cases\n",
      "Ecuador: 10 cases\n",
      "Azerbaijan: 3 cases\n",
      "Czech Republic: 8 cases\n",
      "Armenia: 1 cases\n",
      "Dominican Republic: 1 cases\n",
      "Indonesia: 2 cases\n",
      "Portugal: 5 cases\n",
      "Andorra: 1 cases\n",
      "Latvia: 1 cases\n",
      "Morocco: 1 cases\n",
      "Saudi Arabia: 1 cases\n",
      "Senegal: 4 cases\n",
      "Argentina: 1 cases\n",
      "Chile: 1 cases\n",
      "Jordan: 1 cases\n",
      "Ukraine: 1 cases\n",
      "Saint Barthelemy: 3 cases\n",
      "Hungary: 2 cases\n",
      "Faroe Islands: 1 cases\n",
      "Gibraltar: 1 cases\n",
      "Liechtenstein: 1 cases\n",
      "Poland: 1 cases\n",
      "Tunisia: 1 cases\n"
     ]
    }
   ],
   "source": [
    "# number of cases per country/region\n",
    "for i in range(len(unique_countries)):\n",
    "    print(f'{unique_countries[i]}: {country_confirmed_cases[i]} cases')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_provinces =  list(confirmed_df['Province/State'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "province_confirmed_cases = []\n",
    "no_cases = [] \n",
    "for i in unique_provinces:\n",
    "    cases = latest_confirmed[confirmed_df['Province/State']==i].sum()\n",
    "    if cases > 0:\n",
    "        province_confirmed_cases.append(cases)\n",
    "    else:\n",
    "        no_cases.append(i)\n",
    " \n",
    "# remove areas with no confirmed cases\n",
    "for i in no_cases:\n",
    "    unique_provinces.remove(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Anhui: 990 cases\n",
      "Beijing: 418 cases\n",
      "Chongqing: 576 cases\n",
      "Fujian: 296 cases\n",
      "Gansu: 91 cases\n",
      "Guangdong: 1350 cases\n",
      "Guangxi: 252 cases\n",
      "Guizhou: 146 cases\n",
      "Hainan: 168 cases\n",
      "Hebei: 318 cases\n",
      "Heilongjiang: 480 cases\n",
      "Henan: 1272 cases\n",
      "Hubei: 67332 cases\n",
      "Hunan: 1018 cases\n",
      "Inner Mongolia: 75 cases\n",
      "Jiangsu: 631 cases\n",
      "Jiangxi: 935 cases\n",
      "Jilin: 93 cases\n",
      "Liaoning: 125 cases\n",
      "Ningxia: 75 cases\n",
      "Qinghai: 18 cases\n",
      "Shaanxi: 245 cases\n",
      "Shandong: 758 cases\n",
      "Shanghai: 338 cases\n",
      "Shanxi: 133 cases\n",
      "Sichuan: 538 cases\n",
      "Tianjin: 136 cases\n",
      "Tibet: 1 cases\n",
      "Xinjiang: 76 cases\n",
      "Yunnan: 174 cases\n",
      "Zhejiang: 1213 cases\n",
      "Taiwan: 42 cases\n",
      "King County, WA: 31 cases\n",
      "Cook County, IL: 4 cases\n",
      "Tempe, AZ: 1 cases\n",
      "Macau: 10 cases\n",
      "Hong Kong: 105 cases\n",
      "Toronto, ON: 19 cases\n",
      "British Columbia: 12 cases\n",
      "Los Angeles, CA: 7 cases\n",
      "New South Wales: 22 cases\n",
      "Victoria: 10 cases\n",
      "Queensland: 11 cases\n",
      "London, ON: 1 cases\n",
      "Santa Clara, CA: 11 cases\n",
      "South Australia: 5 cases\n",
      "Boston, MA: 1 cases\n",
      "San Benito, CA: 2 cases\n",
      "Madison, WI: 1 cases\n",
      "Diamond Princess cruise ship: 706 cases\n",
      "San Diego County, CA: 2 cases\n",
      "San Antonio, TX: 1 cases\n",
      "Humboldt County, CA: 1 cases\n",
      "Sacramento County, CA: 2 cases\n",
      "Unassigned Location (From Diamond Princess): 45 cases\n",
      " Montreal, QC: 1 cases\n",
      "Western Australia: 2 cases\n",
      "Snohomish County, WA: 8 cases\n",
      "Providence, RI: 2 cases\n",
      "Tasmania: 1 cases\n",
      "Grafton County, NH: 2 cases\n",
      "Hillsborough, FL: 2 cases\n",
      "New York City, NY: 1 cases\n",
      "Placer County, CA: 2 cases\n",
      "San Mateo, CA: 2 cases\n",
      "Sarasota, FL: 1 cases\n",
      "Sonoma County, CA: 1 cases\n",
      "Umatilla, OR: 1 cases\n",
      "Fulton County, GA: 2 cases\n",
      "Washington County, OR: 2 cases\n",
      " Norfolk County, MA: 1 cases\n",
      "Berkeley, CA: 1 cases\n",
      "Maricopa County, AZ: 1 cases\n",
      "Wake County, NC: 1 cases\n",
      "Westchester County, NY: 10 cases\n",
      "Orange County, CA: 3 cases\n",
      "Northern Territory: 1 cases\n",
      "Contra Costa County, CA: 1 cases\n"
     ]
    }
   ],
   "source": [
    "# number of cases per province/state/city\n",
    "for i in range(len(unique_provinces)):\n",
    "    print(f'{unique_provinces[i]}: {province_confirmed_cases[i]} cases')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "nan_indices = [] \n",
    "\n",
    "# handle nan if there is any, it is usually a float: float('nan')\n",
    "\n",
    "for i in range(len(unique_provinces)):\n",
    "    if type(unique_provinces[i]) == float:\n",
    "        nan_indices.append(i)\n",
    "\n",
    "unique_provinces = list(unique_provinces)\n",
    "province_confirmed_cases = list(province_confirmed_cases)\n",
    "\n",
    "for i in nan_indices:\n",
    "    unique_provinces.pop(i)\n",
    "    province_confirmed_cases.pop(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(32, 18))\n",
    "plt.barh(unique_countries, country_confirmed_cases)\n",
    "plt.title('# of Coronavirus Confirmed Cases in Countries/Regions')\n",
    "plt.xlabel('# of Covid19 Confirmed Cases')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r6sPjU/dDkty4qr5eVe+pqptU1VFVdUJVnVRVjx+3/2xV7TeuP62qvllVX0lyn5lt7lxVH6iqr47LfbKw7yTZuqp2GXHjYUk+MrOdZ437nzC2t81YftDc3gZjPK+sqq+Msfz6/Aepqv2r6kvjk/4vVtVeY/mBVXVkVX107HXxqpn7LPjc5nl+kpd392lzr3V3//PM+vuNx/vW3F4FVbWmqk5ah8f/57GHwslVdfAijw8AAMBmbm2R4A5Jjptd0N2XJfluktsudqfufkGSn3b3vt39pExv2L/X3Xfu7n2SfHT29lW1a5KDM72Bvm+S2UMQXp/kH7v77kl+N8mhS4z3iCS/l+TeSY5PcuXMuiO7++7dfeckpyZ5xiLbWNXd+yd5XpK/XWD9aUl+vbvvkuQlSV4xs27fJI9Pcsckj6+qW6zluc3aJ/Ne63l2Hfd/ZJJDFrnNtR5/LH9Rd++X5E5J7l9Vd1ricQAAANhMrdpAj/ONJK+pqlcm+XB3/7956++R5LPdfWGSVNX7Mx3akCQPTrL3tHNAkmT7qtq2uy9f4HEOT/L+JLdPclimWDBnn6p6WZIdMh0y8bFFxnrk+Pe4JGsWWL86yTuqas8knWTLmXWf6u5Lx3M4JckeSXZa4rldFx/s7quTnFJVuyxym4Ue/5wkj6uqZ2ea710zhYoTZ+841j87SW65ugIAAMDmZ217EpyS5G6zC6pq+yS3zHS8/H/P28bWC22ku7+Z5K6ZYsHLquol13GM9xx7Jezb3bsvEgjS3d9PclWShyT51LzVb0/yx919x0yf7C841lyz98HPs3BEeWmSz4w9Ih41bzuzey4sdv/FnJx5r/Ui40qSxd7FX+vxq+pWSf4yyYO6+05JjsoCz72739Ld+3X3fjtvIxIAAABsjtYWCT6VZJu5s/9X1RZJXpPk7d39kyRnJ9m3qn5l7Nq+/8x9r6qqLcf9dkvyk+5+d5JXZwoGs47JtBv8juM+vzez7uNJnjv3RVXtu5YxvyTJX4/zJ8zaLsn5Y/tPWss2lrI6yXnj+oHrcPulntusVyd5YVXdLknGa/qc6zHOOdsnuSLJpWMPhAPWwzYBAADYBC35SXd3d1U9Jsk/VdWLM0WFo3PNXy74QpJvZ9rj4NRM5wGY85YkJ1bV8UnemeTVVXV1pk/6/2De45xfVQcl+VKSS5J8fWb1nyR5U1WdOMb7+SSLvnnu7i8usurFmd6wXzj+3W6p576EV2U63OD/ZPpUfklreW6ztzuxqp6X5LBxUsVOcr3/7GJ3n1BVX8t0LoVzMs0ZAAAAXEt193KPgRVmv9226GOfve1yD4PNzUGXLvcIAABgs1BVx42T21/L2g43AAAAADYTIgEAAACQRCQAAAAABpEAAAAASCISAAAAAINIAAAAACQRCQAAAIBBJAAAAACSiAQAAADAIBIAAAAASUQCAAAAYBAJAAAAgCQiAQAAADCIBAAAAEASkQAAAAAYRAIAAAAgiUgAAAAADCIBAAAAkEQkAAAAAAaRAAAAAEgiEgAAAACDSAAAAAAkEQkAAACAQSQAAAAAkogEAAAAwCASAAAAAElEAgAAAGAQCQAAAIAkIgEAAAAwiAQAAABAEpEAAAAAGEQCAAAAIIlIAAAAAAwiAQAAAJBEJAAAAAAGkQAAAABIIhIAAAAAg0gAAAAAJBEJAAAAgEEkAAAAAJKIBAAAAMAgEgAAAABJRAIAAABgEAkAAACAJCIBAAAAMIgEAAAAQBKRAAAAABhEAgAAACCJSAAAAAAMIgEAAACQRCQAAAAABpEAAAAASCISAAAAAINIAAAAACQRCQAAAIBBJAAAAACSiAQAAADAIBIAAAAASUQCAAAAYBAJAAAAgCQiAQAAADCIBAAAAEASkQAAAAAYRAIAAAAgiUgAAAAADCIBAAAAkEQkAAAAAAaRAAAAAEgiEgAAAACDSAAAAAAkEQkAAACAQSQAAAAAkogEAAAAwCASAAAAAElEAgAAAGAQCQAAAIAkIgEAAAAwiAQAAABAEpEAAAAAGEQCAAAAIIlIAAAAAAwiAQAAAJBEJAAAAAAGkQAAAABIIhIAAAAAg0gAAAAAJBEJAAAAgEEkAAAAAJKIBAAAAMAgEgAAAABJRAIAAABgEAkAAACAJCIBAAAAMKxa7gGwAu12l+SgY5d7FAAAAGxg9iQAAAAAkogEAAAAwCASAAAAAElEAgAAAGAQCQAAAIAkIgEAAAAwiAQAAABAEpEAAAAAGEQCAAAAIIlIAAAAAAwiAQAAAJBEJAAAAAAGkQAAAABIIhIAAAAAg0gAAAAAJBEJAAAAgEEkAAAAAJKIBAAAAMAgEgAAAABJRAIAAABgEAkAAACAJCIBAAAAMIgEAAAAQBKRAAAAABhEAgAAACCJSAAAAAAMIgEAAACQRCQAAAAABpEAAAAASCISAAAAAINIAAAAACQRCQAAAIBBJAAAAACSiAQAAADAIBIAAAAASUQCAAAAYBAJAAAAgCQiAQAAADCIBAAAAEASkQAAAAAYRAIAAAAgiUgAAAAADCIBAAAAkEQkAAAAAAaRAAAAAEgiEgAAAACDSAAAAAAkEQkAAACAQSQAAAAAkiSrlnsArDzfOO/SrHnBUcs9DAAAgI3K2Yc8YrmHcL3ZkwAAAABIIhIAAAAAg0gAAAAAJBEJAAAAgEEkAAAAAJKIBAAAAMAgEgAAAABJRAIAAABgEAkAAACAJCIBAAAAMIgEAAAAQBKRAAAAABhEAgAAACCJSAAAAAAMIgEAAACQRCQAAAAABpEAAAAASCISAAAAAINIAAAAACQRCQAAAIBBJAAAAACSiAQAAADAIBIAAAAASUQCAAAAYBAJAAAAgCQiAQAAADCIBAAAAEASkQAAAAAYRAIAAAAgiUgAAAAADCIBAAAAkEQkAAAAAAaRAAAAAEgiEgAAAACDSAAAAAAkEQkAAACAQSQAAAAAkogEAAAAwCASAAAAAElEAgAAAGAQCQAAAIAkIgEAAAAwiAQAAABAEpEAAAAAGEQCAAAAIIlIAAAAAAwiAQAAAJBEJAAAAAAGkQAAAABIIhIAAAAAg0gAAAAAJBEJAAAAgEEkAAAAAJKIBAAAAMAgEgAAAABJRAIAAABgEAkAAACAJCIBAAAAMIgEAAAAQBKRAAAAABhEAgAAACCJSAAAAAAMIgEAAACQRCQAAAAABpEAAAAASCISAAAAAINIAAAAACQRCQAAAIBBJAAAAACSiAQAAADAIBIAAAAASUQCAAAAYBAJAAAAgCQiAQAAADCIBAAAAEASkQAAAAAYRAIAAAAgiUgAAAAADCIBAAAAkEQkAAAAAAaRAAAAAEgiEgAAAACDSAAAAAAkEQkAAACAQSQAAAAAkogEAAAAwCASAAAAAElEAgAAAGAQCQAAAIAkIgEAAAAwiAQAAABAEpEAAAAAGEQCAAAAIIlIAAAAAAybTCSoqq6qd898vaqqLqyqD6/lfvtV1RvWYfuXr6dxrqmqkxZZd7uqOrqqzqiq46vq8KrapaoOrKo3LnKfo6tqh/UxNgAAADZvq5Z7AOvRFUn2qaobd/dPkzwkyXlru1N3H5vk2Bt6cGtTVVsnOSrJn3f3f45lD0iy81L36+6H3/CjAwAAYHOwyexJMByd5BHj+hOTHDa3oqr2r6ovVdXXquqLVbXXWP6Aub0NquqgqnprVX22qr5VVX8y/wGqatuq+tT4pP8bVfXosXxNVZ1aVf9SVSdX1cer6sZj3d2q6oSqOiHJHy0y9t9P8qW5QJAk3f3Z7p7b62C3qvro2MvgVTPjObuqdlrL4z+rqr46xvCBqtrml3p1AQAA2KRtapHgfUmeMD6Vv1OSY2bWnZbk17v7LklekuQVi2zj9kkemmT/JH9bVVvOW/9fSR7T3XdN8htJXlNVNdbtmeRN3X2HJJck+d2x/G1Jntvdd15i7PskOW6J9fsmeXySOyZ5fFXdYoHbLPb4R3b33cfjn5rkGUs8DgAAAJupTelwg3T3iVW1JtNeBEfPW706yTuqas8knWT+m/85R3X3lUmurKoLkuyS5NyZ9ZXkFVV1vyRXJ9l93CZJvt3dXx/Xj0uyZpwvYIfu/vxY/q4kB/wST+9T3X1pklTVKUn2SHLOvNtc6/HH9X2q6mVJdkiybZKPzd94VT07ybOTZIvtlzzCAQAAgE3UprYnQZJ8KMk/ZOZQg+GlST7T3fskeVSSrRe5/5Uz13+ea4eUJ2U6T8DdunvfJD+Y2dba7ruUk5PcbYn167LtxW7z9iR/3N13THJwFnju3f2W7t6vu/fbYpvV12HYAAAAbCo2xUjw1iQHd/c35i1fnWtOZHjg9dj+6iQXdPdVVfUbmT7RX1R3X5Lkkqq671j0pEVu+t4k966quXMqpKruV1X7XI+xztkuyfnj0InFHh8AAIDN3CYXCbr73O5e6E8avirJ31fV13L9DrN4T5L9quobSZ6S6VwHa/O0JG+qqq9nOlzhWsZfZHhkkueOkxOekuQPk1x4PcY658WZzs/whXUcLwAAAJuh6u7lHgMrzFa77tm7PvV1yz0MAACAjcrZhzxi7TdaAarquO7eb6F1m9yeBAAAAMAvRyQAAAAAkogEAAAAwCASAAAAAElEAgAAAGAQCQAAAIAkIgEAAAAwiAQAAABAEpEAAAAAGEQCAAAAIIlIAAAAAAwiAQAAAJBEJAAAAAAGkQAAAABIIhIAAAAAg0gAAAAAJBEJAAAAgEEkAAAAAJKIBAAAAMAgEgAAAABJRAIAAABgEAkAAACAJCIBAAAAMIgEAAAAQBKRAAAAABhEAgAAACCJSAAAAAAMIgEAAACQRCQAAAAABpEAAAAASCISAAAAAINIAAAAACQRCQAAAIBBJAAAAACSiAQAAADAIBIAAAAASUQCAAAAYBAJAAAAgCQiAQAAADCIBAAAAEASkQAAAAAYRAIAAAAgiUgAAAAADCIBAAAAkEQkAAAAAAaRAAAAAEgiEgAAAACDSAAAAAAkEQkAAACAQSQAAAAAkogEAAAAwCASAAAAAElEAgAAAGAQCQAAAIAkIgEAAAAwiAQAAABAEpEAAAAAGEQCAAAAIIlIAAAAAAwiAQAAAJBEJAAAAAAGkQAAAABIIhIAAAAAg0gAAAAAJBEJAAAAgEEkAAAAAJKIBAAAAMAgEgAAAABJRAIAAABgEAkAAACAJCIBAAAAMIgEAAAAQBKRAAAAABhEAgAAACCJSAAAAAAMIgEAAACQRCQAAAAABpEAAAAASCISAAAAAINIAAAAACQRCQAAAIBBJAAAAACSiAQAAADAIBIAAAAASUQCAAAAYBAJAAAAgCQiAQAAADCIBAAAAEASkQAAAAAYRAIAAAAgiUgAAAAADCIBAAAAkEQkAAAAAAaRAAAAAEiSrFruAbDy3HH31Tn2kEcs9zAAAADYwOxJAAAAACQRCQAAAIBBJAAAAACSiAQAAADAIBIAAAAASUQCAAAAYBAJAAAAgCQiAQAAADCIBAAAAEASkQAAAAAYRAIAAAAgiUgAAAAADCIBAAAAkEQkAAAAAAaRAAAAAEgiEgAAAACDSAAAAAAkEQkAAACAQSQAAAAAkogEAAAAwCASAAAAAEmS6u7lHgMrTFX9OMnpyz0O1mqnJBct9yBYK/O0cTBPGwfztHEwTxsH87RxME8bh41xnvbo7p0XWrFqQ4+EjcLp3b3fcg+CpVXVseZp5TNPGwfztHEwTxsH87RxME8bB/O0cdjU5snhBgAAAEASkQAAAAAYRAIW8pblHgDrxDxtHMzTxsE8bRzM08bBPG0czNPGwTxtHDapeXLiQgAAACCJPQkAAACAQSTgf6iqh1XV6VV1ZlW9YLnHszmoqrdW1QVVddLMsptV1Seq6ozx703H8qqqN4z5ObGq7jpzn6eO259RVU+dWX63qvrGuM8bqqo27DPc+FXVLarqM1V1SlWdXFV/OpabpxWkqrauqq9U1Qljng4ey29VVceM1/b9VXWjsXyr8fWZY/2amW39zVh+elU9dGa5n5HrSVVtUVVfq6oPj6/N0wpTVWePn0tfr6pjxzI/91aYqtqhqo6oqtOq6tSqupd5Wlmqaq/x39Hc5bKqep55Wnmq6s/G/0OcVEbLVn0AAAVfSURBVFWH1fT/Fpvf76fudnFJdyfJFknOSnLrJDdKckKSvZd7XJv6Jcn9ktw1yUkzy16V5AXj+guSvHJcf3iSjySpJPdMcsxYfrMk3xr/3nRcv+lY95Vx2xr3PWC5n/PGdkmya5K7juvbJflmkr3N08q6jNdu23F9yyTHjNf08CRPGMvfnOQPxvU/TPLmcf0JSd4/ru89fv5tleRW4+fiFn5Grvf5+vMk703y4fG1eVphlyRnJ9lp3jI/91bYJck7kjxzXL9Rkh3M08q9jJ9R30+yh3laWZckuyf5dpIbj68PT3Lg5vj7yZ4EzNo/yZnd/a3u/lmS9yV59DKPaZPX3Z9P8sN5ix+d6Zd+xr+/PbP8nT35cpIdqmrXJA9N8onu/mF3/yjJJ5I8bKzbvru/3NNPrXfObIt11N3nd/fx4/qPk5ya6ReJeVpBxut9+fhyy3HpJA9McsRYPn+e5ubviCQPGp+8PDrJ+7r7yu7+dpIzM/189DNyPamqmyd5RJJDx9cV87Sx8HNvBamq1Zk+bPjXJOnun3X3JTFPK9mDkpzV3d+JeVqJViW5cVWtSrJNkvOzGf5+EgmYtXuSc2a+PncsY8PbpbvPH9e/n2SXcX2xOVpq+bkLLOeXNHYlu0umT6nN0wpT0y7sX09yQab/eTorySXd/d/jJrOv7S/mY6y/NMmOue7zx3X3uiTPT3L1+HrHmKeVqJN8vKqOq6pnj2V+7q0st0pyYZK31XT4zqFVdZOYp5XsCUkOG9fN0wrS3ecl+Yck380UBy5Nclw2w99PIgGscKMI+zMkK0BVbZvkA0me192Xza4zTytDd/+8u/dNcvNMxf72yzwk5qmqRya5oLuPW+6xsFb37e67JjkgyR9V1f1mV/q5tyKsynTI4j93912SXJFpt/VfME8rxziW/beS/Nv8deZp+Y1zQjw6U3zbLclNkjxsWQe1TEQCZp2X5BYzX998LGPD+8HYdSzj3wvG8sXmaKnlN19gOddRVW2ZKRC8p7uPHIvN0wo1drf9TJJ7ZdpNc9VYNfva/mI+xvrVSS7OdZ8/rpv7JPmtqjo7066WD0zy+pinFWd8qpbuviDJv2cKb37urSznJjm3u48ZXx+RKRqYp5XpgCTHd/cPxtfmaWV5cJJvd/eF3X1VkiMz/c7a7H4/iQTM+mqSPccZPG+UaXeoDy3zmDZXH0oyd8bapyb5j5nlTxlnvb1nkkvHbmofS/KbVXXTUUF/M8nHxrrLquqe4xipp8xsi3U0Xrt/TXJqd792ZpV5WkGqaueq2mFcv3GSh2Q6f8Rnkjx23Gz+PM3N32OTfHp8kvOhJE8YZy2+VZI9M50Qys/I9aC7/6a7b97dazK9hp/u7ifFPK0oVXWTqtpu7nqmn1cnxc+9FaW7v5/knKraayx6UJJTYp5WqifmmkMNEvO00nw3yT2rapvxOs7997T5/X7qFXD2RJeVc8l0NtVvZjqO90XLPZ7N4ZLpl8X5Sa7K9InAMzIdz/SpJGck+WSSm43bVpI3jfn5RpL9Zrbz9EwnRjkzydNmlu+X6X/szkryxiS13M95Y7skuW+mXQBPTPL1cXm4eVpZlyR3SvK1MU8nJXnJWH7rTL+cz8y0i+dWY/nW4+szx/pbz2zrRWMuTs/MGaL9jFzvc/aAXPPXDczTCrqM+ThhXE6eex393Ft5lyT7Jjl2/Oz7YKaz3punFXbJtOv6xUlWzywzTyvskuTgJKeN1/Jdmf5CwWb3+6nGYAEAAIDNnMMNAAAAgCQiAQAAADCIBAAAAEASkQAAAAAYRAIAAAAgiUgAAAAADCIBAAAAkEQkAAAAAIb/D0rSvBg2hDWnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "outside_mainland_china_confirmed = np.sum(country_confirmed_cases[1:])\n",
    "plt.figure(figsize=(16, 9))\n",
    "plt.barh(unique_countries[0], country_confirmed_cases[0])\n",
    "plt.barh('Outside Mainland China', outside_mainland_china_confirmed)\n",
    "plt.title('# of Coronavirus Confirmed Cases')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = random.choices(list(mcolors.CSS4_COLORS.values()),k = len(unique_countries))\n",
    "plt.figure(figsize=(20,20))\n",
    "plt.pie(country_confirmed_cases, colors=c)\n",
    "plt.legend(unique_countries, loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}