{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ECON 323 Project\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The primary goal of this analysis is to find the factors that impact transmission rate of COVID-19. To be precise, the question we are trying to answer is:\n",
    "\n",
    "### What role does temperature and relative humidity play in the transmission of COVID-19 ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Background\n",
    "\n",
    "Coronavirus disease (COVID-19) is an infectious disease caused by a new virus.\n",
    "The disease causes respiratory illness (like the flu) with symptoms such as a cough, fever, and in more severe cases, difficulty in breathing. You can protect yourself by washing your hands frequently, avoiding touching your face, and avoiding close contact (1 meter or 3 feet) with people who are unwell. \n",
    "\n",
    "##### HOW IT SPREADS\n",
    "\n",
    "Coronavirus disease spreads primarily through contact with an infected person when they cough or sneeze. It also spreads when a person touches a surface or object that has the virus on it, then touches their eyes, nose, or mouth."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset\n",
    "\n",
    "Our aim is to test this claim with the current data that dates from 22 January, 2020 to 22 April, 2020. We selected this specific timeline for two reasons: \n",
    "\n",
    "Firstly, our study focuses on the 8 countries that have been affected the most by the virus (we define \"most affected\" by the \"most number of confirmed cases\"). Based on the John Hopkins dataset, which was last updated on April 22, the countries with the most confirmed cases include: USA, Spain, Italy, France, Germany, United Kingdom, Turkey, China.\n",
    "We selected the first data to be January 22, 2020 since that is the date when the first case of the virus was confirmed in the USA. \n",
    "\n",
    "Secondly, due to temperature and humitdity data constraints, 22 April 2020 was the last date for which we could collect data on all the countries. \n",
    "\n",
    "NOTE: We use \"confirmed cases\" instead of \"number of deaths\" to represent the most affected countries because almost all the countries have used different strategies to tackle the spread of the virus. While some countries, such as India and Iran have issue a national lockdown, Japan and South Korea have only issued national \"recommendations\" regarding social distancing. Furthermore, all the countries may also vary in terms of the population and literacy rate which might play a key role in the amount of interaction the people are exposed to. Number of deaths may be the outcome of the severity of the lockdown or the population or some other factor, therefore, not being the best indicator of the spread of the virus due to temperature-related conditions. \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Methodology\n",
    "\n",
    "1) General visualizations to show the spread of the virus across the world (including confirmed cases, death and recoveries by country)\n",
    "\n",
    "2) Visualization of the trend between in the number of cases for each country over the selected time peiod (for the 8 countries with highest number of confirmed cases)- Formulate Hypothesis based on these visualizations\n",
    "\n",
    "3) Presentation of estimation results from 2 different regression specifications: Ordinary Least Squares Regression and Random Forests Regression \n",
    "\n",
    "4) Discussion of the limitations of our study and areas for further research. \n",
    "\n",
    "\n",
    "\n",
    "https://www.bbc.com/future/article/20200323-coronavirus-will-hot-weather-kill-covid-19\n",
    "\n",
    "https://www.bbc.com/news/world-52103747\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![alt text](image/covid19_map.png \"Title\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "# import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly_express as px"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Display Lastest counts for all Countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Province/State</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>1/22/20</th>\n",
       "      <th>1/23/20</th>\n",
       "      <th>1/24/20</th>\n",
       "      <th>1/25/20</th>\n",
       "      <th>1/26/20</th>\n",
       "      <th>1/27/20</th>\n",
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       "      <th>4/20/20</th>\n",
       "      <th>4/21/20</th>\n",
       "      <th>4/22/20</th>\n",
       "      <th>4/23/20</th>\n",
       "      <th>4/24/20</th>\n",
       "      <th>4/25/20</th>\n",
       "      <th>4/26/20</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>33.0000</td>\n",
       "      <td>65.0000</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1026</td>\n",
       "      <td>1092</td>\n",
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       "      <td>1279</td>\n",
       "      <td>1351</td>\n",
       "      <td>1463</td>\n",
       "      <td>1531</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>Albania</td>\n",
       "      <td>41.1533</td>\n",
       "      <td>20.1683</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>539</td>\n",
       "      <td>548</td>\n",
       "      <td>562</td>\n",
       "      <td>584</td>\n",
       "      <td>609</td>\n",
       "      <td>634</td>\n",
       "      <td>663</td>\n",
       "      <td>678</td>\n",
       "      <td>712</td>\n",
       "      <td>726</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>28.0339</td>\n",
       "      <td>1.6596</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>2418</td>\n",
       "      <td>2534</td>\n",
       "      <td>2629</td>\n",
       "      <td>2718</td>\n",
       "      <td>2811</td>\n",
       "      <td>2910</td>\n",
       "      <td>3007</td>\n",
       "      <td>3127</td>\n",
       "      <td>3256</td>\n",
       "      <td>3382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>42.5063</td>\n",
       "      <td>1.5218</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>696</td>\n",
       "      <td>704</td>\n",
       "      <td>713</td>\n",
       "      <td>717</td>\n",
       "      <td>717</td>\n",
       "      <td>723</td>\n",
       "      <td>723</td>\n",
       "      <td>731</td>\n",
       "      <td>738</td>\n",
       "      <td>738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Angola</td>\n",
       "      <td>-11.2027</td>\n",
       "      <td>17.8739</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>19</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>17.0608</td>\n",
       "      <td>-61.7964</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>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>-38.4161</td>\n",
       "      <td>-63.6167</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>2669</td>\n",
       "      <td>2758</td>\n",
       "      <td>2839</td>\n",
       "      <td>2941</td>\n",
       "      <td>3031</td>\n",
       "      <td>3144</td>\n",
       "      <td>3435</td>\n",
       "      <td>3607</td>\n",
       "      <td>3780</td>\n",
       "      <td>3892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Armenia</td>\n",
       "      <td>40.0691</td>\n",
       "      <td>45.0382</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>1201</td>\n",
       "      <td>1248</td>\n",
       "      <td>1291</td>\n",
       "      <td>1339</td>\n",
       "      <td>1401</td>\n",
       "      <td>1473</td>\n",
       "      <td>1523</td>\n",
       "      <td>1596</td>\n",
       "      <td>1677</td>\n",
       "      <td>1746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Australian Capital Territory</td>\n",
       "      <td>Australia</td>\n",
       "      <td>-35.4735</td>\n",
       "      <td>149.0124</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>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>106</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>New South Wales</td>\n",
       "      <td>Australia</td>\n",
       "      <td>-33.8688</td>\n",
       "      <td>151.2093</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2926</td>\n",
       "      <td>2936</td>\n",
       "      <td>2957</td>\n",
       "      <td>2963</td>\n",
       "      <td>2969</td>\n",
       "      <td>2971</td>\n",
       "      <td>2976</td>\n",
       "      <td>2982</td>\n",
       "      <td>2994</td>\n",
       "      <td>3002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 100 columns</p>\n",
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      ],
      "text/plain": [
       "                 Province/State       Country/Region      Lat      Long  \\\n",
       "0                           NaN          Afghanistan  33.0000   65.0000   \n",
       "1                           NaN              Albania  41.1533   20.1683   \n",
       "2                           NaN              Algeria  28.0339    1.6596   \n",
       "3                           NaN              Andorra  42.5063    1.5218   \n",
       "4                           NaN               Angola -11.2027   17.8739   \n",
       "5                           NaN  Antigua and Barbuda  17.0608  -61.7964   \n",
       "6                           NaN            Argentina -38.4161  -63.6167   \n",
       "7                           NaN              Armenia  40.0691   45.0382   \n",
       "8  Australian Capital Territory            Australia -35.4735  149.0124   \n",
       "9               New South Wales            Australia -33.8688  151.2093   \n",
       "\n",
       "   1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  ...  4/17/20  \\\n",
       "0        0        0        0        0        0        0  ...      906   \n",
       "1        0        0        0        0        0        0  ...      539   \n",
       "2        0        0        0        0        0        0  ...     2418   \n",
       "3        0        0        0        0        0        0  ...      696   \n",
       "4        0        0        0        0        0        0  ...       19   \n",
       "5        0        0        0        0        0        0  ...       23   \n",
       "6        0        0        0        0        0        0  ...     2669   \n",
       "7        0        0        0        0        0        0  ...     1201   \n",
       "8        0        0        0        0        0        0  ...      103   \n",
       "9        0        0        0        0        3        4  ...     2926   \n",
       "\n",
       "   4/18/20  4/19/20  4/20/20  4/21/20  4/22/20  4/23/20  4/24/20  4/25/20  \\\n",
       "0      933      996     1026     1092     1176     1279     1351     1463   \n",
       "1      548      562      584      609      634      663      678      712   \n",
       "2     2534     2629     2718     2811     2910     3007     3127     3256   \n",
       "3      704      713      717      717      723      723      731      738   \n",
       "4       24       24       24       24       25       25       25       25   \n",
       "5       23       23       23       23       24       24       24       24   \n",
       "6     2758     2839     2941     3031     3144     3435     3607     3780   \n",
       "7     1248     1291     1339     1401     1473     1523     1596     1677   \n",
       "8      103      103      104      104      104      104      105      106   \n",
       "9     2936     2957     2963     2969     2971     2976     2982     2994   \n",
       "\n",
       "   4/26/20  \n",
       "0     1531  \n",
       "1      726  \n",
       "2     3382  \n",
       "3      738  \n",
       "4       26  \n",
       "5       24  \n",
       "6     3892  \n",
       "7     1746  \n",
       "8      106  \n",
       "9     3002  \n",
       "\n",
       "[10 rows x 100 columns]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load all datasets\n",
    "confirmed_orig = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv')\n",
    "deaths = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv')\n",
    "recoveries = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv')\n",
    "confirmed_orig.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "# melt datasets to get dates into 1 column\n",
    "ids = [\"Province/State\",\"Country/Region\", \"Lat\",\"Long\"]\n",
    "confirmed=confirmed_orig.melt(id_vars=ids, var_name=\"Date\", value_name=\"cases\")\n",
    "deaths=deaths.melt(id_vars=ids,var_name=\"Date\", value_name=\"deaths\")\n",
    "recoveries=recoveries.melt(id_vars=ids,var_name=\"Date\", value_name=\"recoveries\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Afghanistan</th>\n",
       "      <td>33.0000</td>\n",
       "      <td>65.0000</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>41.1533</td>\n",
       "      <td>20.1683</td>\n",
       "      <td>410</td>\n",
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       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>28.0339</td>\n",
       "      <td>1.6596</td>\n",
       "      <td>1508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>42.5063</td>\n",
       "      <td>1.5218</td>\n",
       "      <td>344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>-11.2027</td>\n",
       "      <td>17.8739</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antigua and Barbuda</th>\n",
       "      <td>17.0608</td>\n",
       "      <td>-61.7964</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>-38.4161</td>\n",
       "      <td>-63.6167</td>\n",
       "      <td>1107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Armenia</th>\n",
       "      <td>40.0691</td>\n",
       "      <td>45.0382</td>\n",
       "      <td>833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Australia</th>\n",
       "      <td>-255.9695</td>\n",
       "      <td>1129.8623</td>\n",
       "      <td>5541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>47.5162</td>\n",
       "      <td>14.5501</td>\n",
       "      <td>12282</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Lat       Long  recoveries\n",
       "Country/Region                                      \n",
       "Afghanistan           33.0000    65.0000         207\n",
       "Albania               41.1533    20.1683         410\n",
       "Algeria               28.0339     1.6596        1508\n",
       "Andorra               42.5063     1.5218         344\n",
       "Angola               -11.2027    17.8739           6\n",
       "Antigua and Barbuda   17.0608   -61.7964          11\n",
       "Argentina            -38.4161   -63.6167        1107\n",
       "Armenia               40.0691    45.0382         833\n",
       "Australia           -255.9695  1129.8623        5541\n",
       "Austria               47.5162    14.5501       12282"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get latest data \n",
    "max_date = recoveries.iloc[[-1]][\"Date\"].iloc[0]\n",
    "\n",
    "latest_data_recoveries = recoveries.loc[recoveries['Date'] == max_date]\n",
    "latest_data_confirmed = confirmed.loc[confirmed['Date'] == max_date]\n",
    "latest_data_deaths = deaths.loc[deaths['Date'] == max_date]\n",
    "\n",
    "latest_data_confirmed.loc[latest_data_confirmed['Country/Region'] == \"Canada\"]\n",
    "latest_data_confirmed_countries = latest_data_confirmed.groupby('Country/Region').agg('sum')\n",
    "latest_data_deaths_countries = latest_data_deaths.groupby('Country/Region').agg('sum')\n",
    "latest_data_recoveries = latest_data_recoveries.drop(columns=['Province/State', 'Date']).groupby('Country/Region').agg('sum')\n",
    "\n",
    "latest_data_recoveries.head(10)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Country wise total defined cases "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Active</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country/Region</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>US</th>\n",
       "      <td>965785</td>\n",
       "      <td>54881</td>\n",
       "      <td>106988</td>\n",
       "      <td>803916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>226629</td>\n",
       "      <td>23190</td>\n",
       "      <td>117727</td>\n",
       "      <td>85712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <td>197675</td>\n",
       "      <td>26644</td>\n",
       "      <td>64928</td>\n",
       "      <td>106103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>162220</td>\n",
       "      <td>22890</td>\n",
       "      <td>45681</td>\n",
       "      <td>93649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>157770</td>\n",
       "      <td>5976</td>\n",
       "      <td>112000</td>\n",
       "      <td>39794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>154037</td>\n",
       "      <td>20794</td>\n",
       "      <td>778</td>\n",
       "      <td>132465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkey</th>\n",
       "      <td>110130</td>\n",
       "      <td>2805</td>\n",
       "      <td>29140</td>\n",
       "      <td>78185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iran</th>\n",
       "      <td>90481</td>\n",
       "      <td>5710</td>\n",
       "      <td>69657</td>\n",
       "      <td>15114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>China</th>\n",
       "      <td>83912</td>\n",
       "      <td>4637</td>\n",
       "      <td>78277</td>\n",
       "      <td>998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Russia</th>\n",
       "      <td>80949</td>\n",
       "      <td>747</td>\n",
       "      <td>6767</td>\n",
       "      <td>73435</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Confirmed  Deaths  Recovered  Active\n",
       "Country/Region                                      \n",
       "US                 965785   54881     106988  803916\n",
       "Spain              226629   23190     117727   85712\n",
       "Italy              197675   26644      64928  106103\n",
       "France             162220   22890      45681   93649\n",
       "Germany            157770    5976     112000   39794\n",
       "United Kingdom     154037   20794        778  132465\n",
       "Turkey             110130    2805      29140   78185\n",
       "Iran                90481    5710      69657   15114\n",
       "China               83912    4637      78277     998\n",
       "Russia              80949     747       6767   73435"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "covid = latest_data_confirmed_countries.join(latest_data_deaths_countries[\"deaths\"]).join(latest_data_recoveries[\"recoveries\"]);\n",
    "covid = covid.rename(columns={\"cases\": \"Confirmed\", \"deaths\": \"Deaths\", \"recoveries\": \"Recovered\"});\n",
    "latest_data_complete = covid[[\"Confirmed\", \"Deaths\",\"Recovered\" ]];\n",
    "latest_data_complete['Active'] = latest_data_complete['Confirmed'] - latest_data_complete['Deaths'] - latest_data_complete['Recovered'];\n",
    "latest_data_complete.sort_values(by=\"Confirmed\", ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 10 countries with the Highest number of confirmed cases')"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# latest_data_complete[:15].plot.bar()\n",
    "colors = [\n",
    "    (0.902, 0.902, 0.997), (0.695, 0.695, 0.993), (0.488, 0.488, 0.989),\n",
    "    (0.282, 0.282, 0.985), (0.078, 0.078, 0.980)\n",
    "]\n",
    "fig, ax = plt.subplots(figsize=(15,15))\n",
    "\n",
    "latest_data_complete.sort_values(by=\"Confirmed\", ascending=True).tail(10).plot(kind=\"barh\", ax=ax, color=colors)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.set_title(\"Top 10 countries with the Highest number of confirmed cases\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Visualizations\n",
    "\n",
    "#### Load Dataset created with above modifications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Province/State</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Date</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>21479</th>\n",
       "      <td>Saint Pierre and Miquelon</td>\n",
       "      <td>France</td>\n",
       "      <td>46.885200</td>\n",
       "      <td>-56.315900</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>21480</th>\n",
       "      <td>NaN</td>\n",
       "      <td>South Sudan</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>Yemen</td>\n",
       "      <td>15.552727</td>\n",
       "      <td>48.516388</td>\n",
       "      <td>2020-04-12</td>\n",
       "      <td>1</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "                  Province/State         Country/Region        Lat       Long  \\\n",
       "21479  Saint Pierre and Miquelon                 France  46.885200 -56.315900   \n",
       "21480                        NaN            South Sudan   6.877000  31.307000   \n",
       "21481                        NaN         Western Sahara  24.215500 -12.885800   \n",
       "21482                        NaN  Sao Tome and Principe   0.186360   6.613081   \n",
       "21483                        NaN                  Yemen  15.552727  48.516388   \n",
       "\n",
       "            Date  Confirmed  Deaths  Recovered  \n",
       "21479 2020-04-12          1       0          0  \n",
       "21480 2020-04-12          4       0          0  \n",
       "21481 2020-04-12          6       0          0  \n",
       "21482 2020-04-12          4       0          0  \n",
       "21483 2020-04-12          1       0          0  "
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "complete_time_series = pd.read_csv('data/covid_19_clean_complete.csv', parse_dates=['Date'])\n",
    "complete_time_series.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Preparing Data for visualizations\n",
    "\n",
    "# Defining COVID-19 cases as per classifications \n",
    "cases = ['Confirmed', 'Deaths', 'Recovered', 'Active']\n",
    "\n",
    "# Defining Active Case: Active Case = confirmed - deaths - recovered\n",
    "complete_time_series['Active'] = complete_time_series['Confirmed'] - complete_time_series['Deaths'] - complete_time_series['Recovered']\n",
    "\n",
    "# Renaming Mainland china as China in the data table\n",
    "complete_time_series['Country/Region'] = complete_time_series['Country/Region'].replace('Mainland China', 'China')\n",
    "\n",
    "# filling missing values \n",
    "complete_time_series[['Province/State']] = complete_time_series[['Province/State']].fillna('')\n",
    "complete_time_series[cases] = complete_time_series[cases].fillna(0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "      <td>2020-04-08</td>\n",
       "      <td>429052</td>\n",
       "      <td>14695</td>\n",
       "      <td>23559</td>\n",
       "      <td>390798</td>\n",
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       "    <tr>\n",
       "      <th>20661</th>\n",
       "      <td></td>\n",
       "      <td>US</td>\n",
       "      <td>37.0902</td>\n",
       "      <td>-95.7129</td>\n",
       "      <td>2020-04-09</td>\n",
       "      <td>461437</td>\n",
       "      <td>16478</td>\n",
       "      <td>25410</td>\n",
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       "    <tr>\n",
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       "      <td></td>\n",
       "      <td>US</td>\n",
       "      <td>37.0902</td>\n",
       "      <td>-95.7129</td>\n",
       "      <td>2020-04-10</td>\n",
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       "      <td>18586</td>\n",
       "      <td>28790</td>\n",
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       "      <td></td>\n",
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       "<p>82 rows × 9 columns</p>\n",
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      ],
      "text/plain": [
       "      Province/State Country/Region      Lat     Long       Date  Confirmed  \\\n",
       "225                              US  37.0902 -95.7129 2020-01-22          1   \n",
       "487                              US  37.0902 -95.7129 2020-01-23          1   \n",
       "749                              US  37.0902 -95.7129 2020-01-24          2   \n",
       "1011                             US  37.0902 -95.7129 2020-01-25          2   \n",
       "1273                             US  37.0902 -95.7129 2020-01-26          5   \n",
       "...              ...            ...      ...      ...        ...        ...   \n",
       "20399                            US  37.0902 -95.7129 2020-04-08     429052   \n",
       "20661                            US  37.0902 -95.7129 2020-04-09     461437   \n",
       "20923                            US  37.0902 -95.7129 2020-04-10     496535   \n",
       "21185                            US  37.0902 -95.7129 2020-04-11     526396   \n",
       "21447                            US  37.0902 -95.7129 2020-04-12     555313   \n",
       "\n",
       "       Deaths  Recovered  Active  \n",
       "225         0          0       1  \n",
       "487         0          0       1  \n",
       "749         0          0       2  \n",
       "1011        0          0       2  \n",
       "1273        0          0       5  \n",
       "...       ...        ...     ...  \n",
       "20399   14695      23559  390798  \n",
       "20661   16478      25410  419549  \n",
       "20923   18586      28790  449159  \n",
       "21185   20463      31270  474663  \n",
       "21447   22020      32988  500305  \n",
       "\n",
       "[82 rows x 9 columns]"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "complete_time_series[complete_time_series[\"Country/Region\"] == \"US\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "complete_time_series[\"ln(confirmed)\"] = np.log1p(complete_time_series[\"Confirmed\"] )\n",
    "px.line(complete_time_series.sort_values(by=\"Confirmed\", ascending=False), x='Date', y='Confirmed', color='Country/Region',title='COVID19 Total Confrimed Cases growth for top 10 worst affected countries');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
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   "source": [
    "px.line(complete_time_series, x='Date', y='Deaths', color='Country/Region', title='COVID19 Total Deaths growth for top 10 worst affected countries')"
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   "source": [
    " ***A Time-series graph of the confirmed and recovered cases of COVID-19***"
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  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
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   "outputs": [
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     "metadata": {},
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    }
   ],
   "source": [
    "import plotly as py\n",
    "import plotly.graph_objects as go\n",
    "import pandas as pd\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
    "init_notebook_mode(connected=True)   \n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(\n",
    "                x=complete_time_series.Date,\n",
    "                y=complete_time_series['Confirmed'],\n",
    "                name=\"Confirmed\",\n",
    "                line_color='deepskyblue',\n",
    "                opacity=0.8))\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "                x=complete_time_series.Date,\n",
    "                y=complete_time_series['Recovered'],\n",
    "                name=\"Recovered\",\n",
    "                line_color='green',\n",
    "                opacity=0.6))\n",
    "fig.update_layout(title_text='Progression of cases since the beginning',\n",
    "                  xaxis_rangeslider_visible=True)\n",
    "py.offline.iplot(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Confirmed cases increasing exponentially between 1st week to 3rd week of Feb\n",
    "1. Recovered cases increasing exponentially from 4th week of March\n",
    "1. Growth rate of confirmed cases significantly drops from March 1st week"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Interactive globe showing the growth of the pandemic with respect to confirmed cases of COVID19***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "latest_data = latest_data_complete.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "                        {\"geo\": {\"lataxis\": {\"gridcolor\": \"rgb(102, 102, 102)\", \"showgrid\": true}, \"lonaxis\": {\"gridcolor\": \"rgb(102, 102, 102)\", \"showgrid\": true}, \"oceancolor\": \"rgb(0,255,255)\", \"projection\": {\"rotation\": {\"lat\": 10, \"lon\": 60}, \"type\": \"orthographic\"}, \"showframe\": false, \"showocean\": true}, \"title\": \"COVID-19 Confirmed Cases\"},\n",
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       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "\n",
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       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.offline as py\n",
    "py.init_notebook_mode(connected=True)\n",
    "\n",
    "# Calculating the count of confirmed cases by country\n",
    "\n",
    "countries = np.unique(latest_data['Country/Region'])\n",
    "confirmed_mean = []\n",
    "for country in countries:\n",
    "    confirmed_mean.append(latest_data[latest_data['Country/Region'] == country]['Confirmed'].sum())\n",
    "    \n",
    "# Building the dataframe\n",
    "\n",
    "    data = [ dict(\n",
    "        type = 'choropleth',\n",
    "        locations = countries,\n",
    "        z = confirmed_mean,\n",
    "        locationmode = 'country names',\n",
    "        text = countries,\n",
    "        marker = dict(\n",
    "            line = dict(color = 'rgb(0,0,0)', width = 1)),\n",
    "            colorbar = dict(autotick = True, tickprefix = '', \n",
    "            title = 'Count')\n",
    "            )\n",
    "       ]\n",
    "    \n",
    "# Building the visual\n",
    "\n",
    "    layout = dict(\n",
    "    title = 'COVID-19 Confirmed Cases',\n",
    "    geo = dict(\n",
    "        showframe = False,\n",
    "        showocean = True,\n",
    "        oceancolor = 'rgb(0,255,255)',\n",
    "        projection = dict(\n",
    "        type = 'orthographic',\n",
    "            rotation = dict(\n",
    "                    lon = 60,\n",
    "                    lat = 10),\n",
    "        ),\n",
    "        lonaxis =  dict(\n",
    "                showgrid = True,\n",
    "                gridcolor = 'rgb(102, 102, 102)'\n",
    "            ),\n",
    "        lataxis = dict(\n",
    "                showgrid = True,\n",
    "                gridcolor = 'rgb(102, 102, 102)'\n",
    "                )\n",
    "            ),\n",
    "        )\n",
    "\n",
    "fig = dict(data=data, layout=layout)\n",
    "py.iplot(fig, validate=False, filename='worldmap')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Interactive Globe displaying the average land temperatures of the planet**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "temp_country = pd.read_csv(\"data/GlobalLandTemperaturesByCountry.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "            </script>\n",
       "        </div>"
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   "source": [
    "# temp_country[temp_country[\"Country\"] == \"Spain\"]\n",
    "\n",
    "py.init_notebook_mode(connected=True)\n",
    "\n",
    "## Removing the duplicates\n",
    "\n",
    "temp_country_clear = temp_country[~temp_country['Country'].isin(\n",
    "    ['Denmark', 'Antarctica', 'France', 'Europe', 'Netherlands',\n",
    "     'United Kingdom', 'Africa', 'South America'])]\n",
    "\n",
    "temp_country_clear = temp_country_clear.replace(\n",
    "   ['Denmark (Europe)', 'France (Europe)', 'Netherlands (Europe)', 'United Kingdom (Europe)'],\n",
    "   ['Denmark', 'France', 'Netherlands', 'United Kingdom'])\n",
    "\n",
    "#Calculating average temperature by country\n",
    "\n",
    "countries = np.unique(temp_country_clear['Country'])\n",
    "mean_temp = []\n",
    "for country in countries:\n",
    "    mean_temp.append(temp_country_clear[temp_country_clear['Country'] == \n",
    "                                               country]['AverageTemperature'].mean())\n",
    "\n",
    "# Building the data frame\n",
    "    \n",
    "data = [ dict(\n",
    "        type = 'choropleth',\n",
    "        locations = countries,\n",
    "        z = mean_temp,\n",
    "        locationmode = 'country names',\n",
    "        text = countries,\n",
    "        marker = dict(\n",
    "            line = dict(color = 'rgb(0,0,0)', width = 1)),\n",
    "            colorbar = dict(autotick = True, tickprefix = '', \n",
    "            title = '# Average\\nTemperature,\\n°C')\n",
    "            )\n",
    "       ]\n",
    "\n",
    "# Building the visual\n",
    "\n",
    "layout = dict(\n",
    "    title = 'GLOBAL AVERAGE LAND TEMPERATURES',\n",
    "    geo = dict(\n",
    "        showframe = False,\n",
    "        showocean = True,\n",
    "        oceancolor = 'rgb(0,255,255)',\n",
    "        projection = dict(\n",
    "        type = 'orthographic',\n",
    "            rotation = dict(\n",
    "                    lon = 60,\n",
    "                    lat = 10),\n",
    "        ),\n",
    "        lonaxis =  dict(\n",
    "                showgrid = True,\n",
    "                gridcolor = 'rgb(102, 102, 102)'\n",
    "            ),\n",
    "        lataxis = dict(\n",
    "                showgrid = True,\n",
    "                gridcolor = 'rgb(102, 102, 102)'\n",
    "                )\n",
    "            ),\n",
    "        )\n",
    "\n",
    "fig = dict(data=data, layout=layout)\n",
    "py.iplot(fig, validate=False, filename='worldmap')"
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  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Display of progression of spread of COVID19 across the World**"
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   "execution_count": 159,
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       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import plotly.express as px\n",
    "# import plotly.offline as py\n",
    "py.init_notebook_mode(connected=True)\n",
    "complete_time_series_globe = complete_time_series.groupby(['Date', 'Country/Region'])['Confirmed', 'Deaths', 'Recovered'].max()\n",
    "complete_time_series_globe = complete_time_series_globe.reset_index()\n",
    "complete_time_series_globe['Date'] = pd.to_datetime(complete_time_series_globe['Date'])\n",
    "complete_time_series_globe['Date'] = complete_time_series_globe['Date'].dt.strftime('%m/%d/%Y')\n",
    "complete_time_series_globe['size'] = complete_time_series_globe['Confirmed'].pow(0.2)\n",
    "\n",
    "fig = px.scatter_geo(complete_time_series_globe, locations=\"Country/Region\", locationmode='country names', \n",
    "                     color=\"Confirmed\", size='size', hover_name=\"Country/Region\", \n",
    "                     range_color= [0, max(complete_time_series_globe['Confirmed'])+2], \n",
    "                     projection=\"natural earth\", animation_frame=\"Date\", \n",
    "                     title='Progression of spread of COVID-19')\n",
    "fig.update(layout_coloraxis_showscale=False)\n",
    "py.offline.iplot(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The spread is much more than in the temperate zone of the planet compared to tropical zones. \n",
    "Moreover,  drier parts of the world has lesser transmission. \n",
    "You , can play this multiple times to get a deeper understanding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to AccuWeather, these are some of the general findings regarding the spread of viruses and it's relationship to average temperature\n",
    "\n",
    "1. Temperature plays an important role in the transmission of the virus. \n",
    "1. The virus would not be be able to survive for long in warmer climates or surroundings\n",
    "1. There is a higher rate of transmission in the temperate zone of the planet, where the average temp is about 5-10 degrees Celsius \n",
    "1. However, there is a relatively low transmission rate in the tropical zone, where the avg. temp is about 25 degrees celsius or higher.\n",
    "\n",
    " \n",
    "  \n",
    "  \n",
    "- https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3551767\n",
    "\n",
    "\n",
    "We aim to test these general findings by focusing our study on the most affected regions in the world."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Key Assumption:\n",
    "We acknowledge that our findings would be inaccurate if we use a national average for temperature and humidity (for all the countries we are going to examine) since some of the countries (such as USA and China) are spread out over a huge land mass and different parts of the country experience quite varied average temperatures. In order to deal with this issue, we only look at the specific area in each country which has been affected the most. \n",
    "\n",
    "In USA, we only look at New York and in China, we only take into account Hubei. These two provinces/states have the highest (and the majority proportion) of confirmed cases in the country. Firstly, for USA, New York has more confirmed cases than all the other countries (New York has 258,222 number of cases, while Spain, which has the second highest number of cases has 208,839 confirmed cases). As for Hubei, it has 68,128 confirmed cases (being the 8th in order still behind Turkey, which has 98,674 cases). Thus these \"regions\" still follow the same order and their number of confirmed cases are amongst the top 8 across the world.\n",
    "\n",
    "\n",
    "NOTE: The ranking is based on the number of confirmed cases as of 22 April, 2020. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data collection for individual Regions of high impact"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  New York"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Region</th>\n",
       "      <th>Date</th>\n",
       "      <th>cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>New York</td>\n",
       "      <td>1/22/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>New York</td>\n",
       "      <td>1/23/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>New York</td>\n",
       "      <td>1/24/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>New York</td>\n",
       "      <td>1/25/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>New York</td>\n",
       "      <td>1/26/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>New York</td>\n",
       "      <td>1/27/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>New York</td>\n",
       "      <td>1/28/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>New York</td>\n",
       "      <td>1/29/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Region     Date  cases\n",
       "0  New York  1/22/20      0\n",
       "1  New York  1/23/20      0\n",
       "2  New York  1/24/20      0\n",
       "3  New York  1/25/20      0\n",
       "4  New York  1/26/20      0\n",
       "5  New York  1/27/20      0\n",
       "6  New York  1/28/20      0\n",
       "7  New York  1/29/20      0"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# New york data - Explain why New York #TODO\n",
    "confirmed_US = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_US.csv')\n",
    "\n",
    "# Drop unwanted Columns\n",
    "confirmed_US = confirmed_US.drop(columns=[\"UID\", \"iso2\", \"iso3\", \"code3\", \"FIPS\", \"Admin2\", \"Lat\", \"Long_\",\"Combined_Key\", \"Country_Region\" ])\n",
    "confirmed_US\n",
    "\n",
    "# Get names of indexes for which Province_state is not New York\n",
    "indexNames = confirmed_US[ confirmed_US['Province_State'] != \"New York\" ].index\n",
    " \n",
    "# Delete these row indexes from dataFrame\n",
    "confirmed_US.drop(indexNames , inplace=True)\n",
    "confirmed_US\n",
    "\n",
    "# aggregate different counties into one row\n",
    "new_york = confirmed_US.groupby('Province_State').agg('sum')\n",
    "new_york\n",
    "\n",
    "new_york= new_york.reset_index()\n",
    "# Melt date into one column\n",
    "new_york = new_york.melt(id_vars=\"Province_State\", var_name=\"Date\", value_name=\"cases\")\n",
    "new_york = new_york.rename(columns={\"Province_State\": \"Region\"})\n",
    "\n",
    "new_york.head(8)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CHINA (Hubei)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Region</th>\n",
       "      <th>Date</th>\n",
       "      <th>cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23294</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>4/19/20</td>\n",
       "      <td>68128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23558</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>4/20/20</td>\n",
       "      <td>68128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23822</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>4/21/20</td>\n",
       "      <td>68128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24086</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>4/22/20</td>\n",
       "      <td>68128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24350</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>4/23/20</td>\n",
       "      <td>68128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24614</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>4/24/20</td>\n",
       "      <td>68128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24878</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>4/25/20</td>\n",
       "      <td>68128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25142</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>4/26/20</td>\n",
       "      <td>68128</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Region     Date  cases\n",
       "23294  Hubei  4/19/20  68128\n",
       "23558  Hubei  4/20/20  68128\n",
       "23822  Hubei  4/21/20  68128\n",
       "24086  Hubei  4/22/20  68128\n",
       "24350  Hubei  4/23/20  68128\n",
       "24614  Hubei  4/24/20  68128\n",
       "24878  Hubei  4/25/20  68128\n",
       "25142  Hubei  4/26/20  68128"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "china = confirmed[confirmed[\"Country/Region\"] == \"China\"]\n",
    "hubei = china[china[\"Province/State\"] == \"Hubei\"]\n",
    "# confirmed\n",
    "hubei = hubei.drop(columns=[\"Country/Region\", \"Lat\", \"Long\"])\n",
    "hubei = hubei.rename(columns={\"Province/State\": \"Region\"})\n",
    "\n",
    "hubei.tail(8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Others \n",
    "\n",
    "### Spain, Italy, France, Germany, Turkey, United Kingdom\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Region</th>\n",
       "      <th>Date</th>\n",
       "      <th>cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>France</td>\n",
       "      <td>1/22/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Germany</td>\n",
       "      <td>1/22/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Italy</td>\n",
       "      <td>1/22/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Spain</td>\n",
       "      <td>1/22/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>1/22/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>1/22/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>France</td>\n",
       "      <td>1/23/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Germany</td>\n",
       "      <td>1/23/20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Region     Date  cases\n",
       "0          France  1/22/20      0\n",
       "1         Germany  1/22/20      0\n",
       "2           Italy  1/22/20      0\n",
       "3           Spain  1/22/20      0\n",
       "4          Turkey  1/22/20      0\n",
       "5  United Kingdom  1/22/20      0\n",
       "6          France  1/23/20      0\n",
       "7         Germany  1/23/20      0"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regions = [\"Spain\", \"Italy\", \"France\", \"Germany\", \"Turkey\", \"United Kingdom\"]\n",
    "Others = confirmed_orig[confirmed_orig['Country/Region'].isin(regions)]\n",
    "\n",
    "# remove provincial data and keep country data\n",
    "Others = Others[Others['Province/State'].isna()]\n",
    "Others = Others.drop(columns=[\"Province/State\", \"Lat\", \"Long\"]).rename(columns={\"Country/Region\": \"Region\"})\n",
    "Others = Others.melt(id_vars=\"Region\", var_name=\"Date\", value_name=\"cases\")\n",
    "\n",
    "Others.head(8)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Combine all datasets (Region, Dates, Cases)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Region</th>\n",
       "      <th>Date</th>\n",
       "      <th>cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>New York</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>France</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Germany</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Italy</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Spain</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>444</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Region        Date  cases\n",
       "0         New York  01/22/2020      0\n",
       "0           France  01/22/2020      0\n",
       "1          Germany  01/22/2020      0\n",
       "2            Italy  01/22/2020      0\n",
       "3            Spain  01/22/2020      0\n",
       "4           Turkey  01/22/2020      0\n",
       "5   United Kingdom  01/22/2020      0\n",
       "62           Hubei  01/22/2020    444"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frames = [new_york, hubei, Others]\n",
    "\n",
    "all_regions = pd.concat(frames)\n",
    "regions += [\"Hubei\", \"New York\"]\n",
    "# Change Date type to Date Object\n",
    "all_regions['Date'] = pd.to_datetime(all_regions['Date'])\n",
    "all_regions['Date'] = all_regions['Date'].dt.strftime('%m/%d/%Y')\n",
    "all_regions = all_regions.sort_values(by=[ \"Date\"], ascending=True)\n",
    "all_regions.head(8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Temperature Humidity data\n",
    "\n",
    "Temperature and Humidity data was scraped from World Weather Online API using a Python Script as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Temperature_Humidity_data/WWO.py\n",
    "\n",
    "# import requests\n",
    "# import csv\n",
    "\n",
    "# regions = [\"Hubei\", \"Spain\", \"Italy\", \"France\",\n",
    "#            \"Germany\", \"Turkey\", \"UK\", \"New York\"]\n",
    "# columns = [[\"Date\", \"Region\", \"AvgTemp\", \"Humidity\"]]\n",
    "# # print(list_of_dates)\n",
    "# for region in regions:\n",
    "#     dates = [\"2020-01-22\", \"2020-02-26\", \"2020-04-01\"]\n",
    "#     for st_date in dates:\n",
    "#         url = 'http://api.worldweatheronline.com/premium/v1/past-weather.ashx?key=fe87d912d7e045e6b9a91044202304&q=' + \\\n",
    "#             region+'&format=json&date=' + st_date + '&enddate=2020-04-22'\n",
    "#         resp = requests.get(url=url)\n",
    "#         data = resp.json()\n",
    "#         if region == \"UK\":\n",
    "#             region = \"United Kingdom\"\n",
    "#         list_of_dates = data[\"data\"][\"weather\"]\n",
    "#         for date in list_of_dates:\n",
    "#             first_date = date\n",
    "#             # print(first_date[\"date\"])\n",
    "#             day = first_date[\"date\"]\n",
    "#             avg_temp = first_date[\"avgtempC\"]\n",
    "#             avg_humidity = 0\n",
    "#             count = 0\n",
    "#             for data in first_date[\"hourly\"]:\n",
    "#                 humidity = float(data[\"humidity\"])\n",
    "#                 # print(humidity, \" avg - \", avg_humidity)\n",
    "#                 avg_humidity = avg_humidity + humidity\n",
    "#                 count += 1\n",
    "#             avg_humidity = avg_humidity/count\n",
    "#             # print(first_date[\"date\"], avg_temp, humidity)\n",
    "#             columns.append([day, region, avg_temp, avg_humidity])\n",
    "\n",
    "# with open('Avg_Temperature_Humidity_data.csv', 'w', newline='') as file:\n",
    "#     writer = csv.writer(file)\n",
    "#     writer.writerows(columns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 736 entries, 0 to 735\n",
      "Data columns (total 4 columns):\n",
      "Date        736 non-null object\n",
      "Region      736 non-null object\n",
      "AvgTemp     736 non-null int64\n",
      "Humidity    736 non-null float64\n",
      "dtypes: float64(1), int64(1), object(2)\n",
      "memory usage: 23.1+ KB\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Region</th>\n",
       "      <th>AvgTemp</th>\n",
       "      <th>Humidity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Hubei</td>\n",
       "      <td>7</td>\n",
       "      <td>84.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>France</td>\n",
       "      <td>5</td>\n",
       "      <td>68.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Germany</td>\n",
       "      <td>5</td>\n",
       "      <td>86.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Spain</td>\n",
       "      <td>7</td>\n",
       "      <td>74.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>-1</td>\n",
       "      <td>74.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>Italy</td>\n",
       "      <td>16</td>\n",
       "      <td>79.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>Spain</td>\n",
       "      <td>16</td>\n",
       "      <td>53.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>Hubei</td>\n",
       "      <td>21</td>\n",
       "      <td>60.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2</td>\n",
       "      <td>54.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>7</td>\n",
       "      <td>32.375</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>736 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date          Region  AvgTemp  Humidity\n",
       "0    01/22/2020           Hubei        7    84.875\n",
       "276  01/22/2020          France        5    68.125\n",
       "368  01/22/2020         Germany        5    86.250\n",
       "92   01/22/2020           Spain        7    74.250\n",
       "460  01/22/2020          Turkey       -1    74.125\n",
       "..          ...             ...      ...       ...\n",
       "275  04/22/2020           Italy       16    79.750\n",
       "183  04/22/2020           Spain       16    53.500\n",
       "91   04/22/2020           Hubei       21    60.000\n",
       "643  04/22/2020  United Kingdom        2    54.125\n",
       "735  04/22/2020        New York        7    32.375\n",
       "\n",
       "[736 rows x 4 columns]"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_temp_hum = pd.read_csv('Temperature_Humidity_data/Avg_Temperature_Humidity_data.csv', parse_dates = True)\n",
    "\n",
    "avg_temp_hum.info()\n",
    "\n",
    "# Change Date type to Date Object\n",
    "avg_temp_hum['Date'] = pd.to_datetime(avg_temp_hum['Date'])\n",
    "avg_temp_hum['Date'] = avg_temp_hum['Date'].dt.strftime('%m/%d/%Y')\n",
    "avg_temp_hum.sort_values(by=[ \"Date\"], ascending=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merge the two datasets, by adding AvgTemp and Humidity to the confirmed cases timeseries dataset (all_regions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Region</th>\n",
       "      <th>Date</th>\n",
       "      <th>cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>New York</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>France</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Germany</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Italy</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Spain</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Hubei</td>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>444</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Region        Date  cases\n",
       "0         New York  01/22/2020      0\n",
       "0           France  01/22/2020      0\n",
       "1          Germany  01/22/2020      0\n",
       "2            Italy  01/22/2020      0\n",
       "3            Spain  01/22/2020      0\n",
       "4           Turkey  01/22/2020      0\n",
       "5   United Kingdom  01/22/2020      0\n",
       "62           Hubei  01/22/2020    444"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_regions.head(8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 768 entries, 0 to 575\n",
      "Data columns (total 3 columns):\n",
      "Region    768 non-null object\n",
      "Date      768 non-null object\n",
      "cases     768 non-null int64\n",
      "dtypes: int64(1), object(2)\n",
      "memory usage: 24.0+ KB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 736 entries, 0 to 735\n",
      "Data columns (total 4 columns):\n",
      "Date        736 non-null object\n",
      "Region      736 non-null object\n",
      "AvgTemp     736 non-null int64\n",
      "Humidity    736 non-null float64\n",
      "dtypes: float64(1), int64(1), object(2)\n",
      "memory usage: 23.1+ KB\n"
     ]
    }
   ],
   "source": [
    "all_regions.info()\n",
    "\n",
    "avg_temp_hum.info()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Region</th>\n",
       "      <th>AvgTemp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>04/15/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>9</td>\n",
       "      <td>37.500</td>\n",
       "      <td>214454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>04/16/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>7</td>\n",
       "      <td>35.125</td>\n",
       "      <td>223691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>04/17/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>8</td>\n",
       "      <td>42.125</td>\n",
       "      <td>230597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>04/18/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>8</td>\n",
       "      <td>74.375</td>\n",
       "      <td>237474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>04/19/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>12</td>\n",
       "      <td>47.375</td>\n",
       "      <td>243382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>04/20/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>11</td>\n",
       "      <td>48.375</td>\n",
       "      <td>248416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>04/21/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>13</td>\n",
       "      <td>55.625</td>\n",
       "      <td>253519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>7</td>\n",
       "      <td>32.375</td>\n",
       "      <td>258222</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date    Region  AvgTemp  Humidity   cases\n",
       "728  04/15/2020  New York        9    37.500  214454\n",
       "729  04/16/2020  New York        7    35.125  223691\n",
       "730  04/17/2020  New York        8    42.125  230597\n",
       "731  04/18/2020  New York        8    74.375  237474\n",
       "732  04/19/2020  New York       12    47.375  243382\n",
       "733  04/20/2020  New York       11    48.375  248416\n",
       "734  04/21/2020  New York       13    55.625  253519\n",
       "735  04/22/2020  New York        7    32.375  258222"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Since we only have data u to 22nd April (Limited access to API)\n",
    "split_date = '04/22/2020'\n",
    "all_regions[all_regions[\"Date\"] <= split_date].sort_values(by=[\"Region\",\"Date\"], ascending=True).tail(10)\n",
    "\n",
    "temp_hum_cases = pd.merge(avg_temp_hum, all_regions,  how='left', left_on=[\"Date\", \"Region\"], right_on = [\"Date\", \"Region\"])\n",
    "temp_hum_cases.tail(8)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using Excel to add new column for the increase in number of cases per day "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp_hum_cases.to_csv(\"data/temp_hum_cases.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Region</th>\n",
       "      <th>AvgTemp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Cases</th>\n",
       "      <th>Cases_per_day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Hubei</td>\n",
       "      <td>7</td>\n",
       "      <td>84.875</td>\n",
       "      <td>444</td>\n",
       "      <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>2</td>\n",
       "      <td>50.875</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>6</td>\n",
       "      <td>93.125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>-1</td>\n",
       "      <td>74.125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>France</td>\n",
       "      <td>5</td>\n",
       "      <td>68.125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>11</td>\n",
       "      <td>81.125</td>\n",
       "      <td>98674</td>\n",
       "      <td>3083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2</td>\n",
       "      <td>54.125</td>\n",
       "      <td>133495</td>\n",
       "      <td>4451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>Germany</td>\n",
       "      <td>15</td>\n",
       "      <td>55.875</td>\n",
       "      <td>150648</td>\n",
       "      <td>2357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>Hubei</td>\n",
       "      <td>21</td>\n",
       "      <td>60.000</td>\n",
       "      <td>68128</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>04/22/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>7</td>\n",
       "      <td>32.375</td>\n",
       "      <td>258222</td>\n",
       "      <td>4703</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>734 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date          Region  AvgTemp  Humidity   Cases  Cases_per_day\n",
       "0    01/22/2020           Hubei        7    84.875     444            444\n",
       "644  01/22/2020        New York        2    50.875       0              0\n",
       "552  01/22/2020  United Kingdom        6    93.125       0              0\n",
       "460  01/22/2020          Turkey       -1    74.125       0              0\n",
       "276  01/22/2020          France        5    68.125       0              0\n",
       "..          ...             ...      ...       ...     ...            ...\n",
       "551  04/22/2020          Turkey       11    81.125   98674           3083\n",
       "643  04/22/2020  United Kingdom        2    54.125  133495           4451\n",
       "459  04/22/2020         Germany       15    55.875  150648           2357\n",
       "91   04/22/2020           Hubei       21    60.000   68128              0\n",
       "735  04/22/2020        New York        7    32.375  258222           4703\n",
       "\n",
       "[734 rows x 6 columns]"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_hum_cases_daily = pd.read_csv('data/temp_hum_new_cases.csv', parse_dates = True, index_col=0)\n",
    "temp_hum_cases_daily['Date'] = pd.to_datetime(temp_hum_cases_daily['Date'])\n",
    "temp_hum_cases_daily['Date'] = temp_hum_cases_daily['Date'].dt.strftime('%m/%d/%Y')\n",
    "temp_hum_cases_daily.sort_values(by=\"Date\", ascending=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  Visualizations for correlation between Temperature, Humidity and Cases_per_day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Markdown, display\n",
    "\n",
    "import seaborn as sns\n",
    "# Use seaborn style defaults and set the default figure size\n",
    "sns.set(rc={'figure.figsize':(15, 4)})\n",
    "def printmd(string):\n",
    "    display(Markdown(string))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### <div align=\"center\"> Average Temperature VS Cases Per Day </div>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "printmd('### <div align=\"center\"> Average Temperature VS Cases Per Day </div>')\n",
    "val = \"AvgTemp\"\n",
    "for region in regions:\n",
    "    data = temp_hum_cases_daily[temp_hum_cases_daily[\"Region\"] == region]\n",
    "#   plt.plot(data[\"Date\"], data[numeric[1]])\n",
    "    data = data.set_index(\"Date\")\n",
    "    df = data\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    data[val].plot(ax=ax, style='b-')\n",
    "    # same ax as above since it's automatically added on the right\n",
    "    data.Cases_per_day.plot(ax=ax, style='r-', secondary_y=True)\n",
    "\n",
    "    ax.legend([ax.get_lines()[0], ax.right_ax.get_lines()[0]],\\\n",
    "               [val,'Cases_per_day'], bbox_to_anchor=(1.4, 0.5))\n",
    "    ax.set_ylabel(val, fontsize=15)\n",
    "    ax.right_ax.set_ylabel('Cases per day', fontsize=15)\n",
    "    ax.set_title(region, fontsize=20)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Summary - Temperature\n",
    "\n",
    "Based on the graphs above, we identify a clear relationship between average temperature and confirmed cases for Turkey, United Kingdom and New York. In these 3 regions, the number of cases seem to be positively correlated with the average temperature. We will test this assumption using regressions (for all regions)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "### <div align=\"center\"> Humidity VS Cases Per Day </div>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hhBBCiNNawoKyCRMmUFZWxrFjxygqKuK///0v1157LYWFhaSkpLB9+3YmT57M66+/zowZM7o8h8lkwmQyxXnlQgghhBBCCCGEEOJ0lLCgLCUlhUceeYQf/vCHtLW1MXPmTObMmQPAY489xoMPPojD4WDMmDEsWrQoUcsUQgghhBBCCCGEEGcIRaCroWCngeZmh+x6KYQQQgghhDjjqNVKMjP1iV6GEEIMSMpEL0AIIUR0vfLlf/jX/tcSvQwhhBADXMDr5egv7sf++Y5EL0UIIYSIGwnKhBDiNHPYcpTttZ/j8/sSvRQhhBADmLelGXdVFc6DXyZ6KUIIIUTcSFAmhBCnGYenFZevjQp7VaKXIoQQYgDzWiwAeBqbErwSIYQQIn4kKBNCiNOMw9MKwMGWIwleiRBCBPkDfmocdVjarFLtOoD4rMGgzNvUmOCVCCGEEPGTsF0vhRBCRJ/b58Hj9wBwsPkIlw2emeAVCSEEbKnezgv7XwVAgQKDRo9Ra8CkNWLUGjGlBP/fnJrJxJxxKBXyXm4yCFeUSVAmhBDiDCJBmRBCnEYcHgcAGqWGw5Yy/AG/vOAUQiRctaMWtVLNtSOuxOq2Y3XbsLpt2Nx26iwNWN02vH4vALefvYgJOeMSvGIBXwVlPouFgNeLQi0vHYQQQpz+5KedEEKcRkJtl2OyRrKzfjeV9mqKjYUJXpUQ4kzX6GomKzWTGUXnd/nxQCCAw9vKA5uWcqilTIKyJOGzWoP/EwjgbW5Gk5OT2AUJIYQQcSBlBkIIcRoJBWUT219kypwyIUQyaHI1Y07N7PbjCkWwHbPEWMQRy7E4rkycird9RhlI+6UQQogzhwRlQghxGnF4g0FZoWEQ2almDjZLUCaESLyegrKQYelDOG6rxO1zx2FVoic+iwW1OQuQgf5CCCHOHBKUCSHEaSQ0o0yv0TEicxiHW4JzyoQQIlHafG7sHkevgrLhGUPwBXwcsx6Pw8pET7xWC6lDhwLgaZSgTAghxJlBgjIhhDiNhFov9Ro9pRnDcHhbqXbUJnhVQogzWZOrGYCsXgRlQ9NLADgs7ZcJFwgE8FksaLKzURmNeJuaYn5Np9fJgeZDMb+OEEIIcSoSlAkhxGnE4WlFq9KiUaopzRgGIO2XQnShpc3C20c3SItfHISCst5UlBk0evJ1uRyxHI3xqnqn0dnM+vIPzsjKXL/TScDjQWVKR23OisuMso8qt/CnHc/i9Dpjfi0hhBCiOxKUCSHEacThaUWv1gGQlWbGnJopA/2F6MKOui9YdWQNf9zxN2xue6KXc1r7KijL6NXxw9KHcMRyLCnCqbVH3+U/h95ka82ORC8l7kI7XqrT09GYs+Iyo6ylzUKAgDwnhRBCJJQEZUIIcRpxeFrRa3Thv5dmDONQyxECgUACVyVE8rG6bShQUGmv5rFtf6a2tT7RSzptNTqbUSlUpKeYenX8sIwhOL1Oahx1MV7Zqbl9Hj6r2wXAqsNrcHnbErqeeAvteKkypaPOMuNpbIr5z5JQQGZzO2J6HdHZqlWrmDdvHvPmzeN3v/sdAPv27ePaa69l9uzZPPDAA3i9XgCqqqq45ZZbmDNnDnfccQcOR/Dfy2q1cvvttzN37lxuueUW6uvl+6oQYmCSoEwIIU4jJwdlIzKGYfc4ZE6ZECexum2YtEbunnQ7Ll8bj297isMtRxO9rNNSk6uZzJR0lIre/do5vH1OWaLbL79o2IPL52L+sNlY3FbeKX8/oeuJN58lGJSFKsoCbS78ra0xvabVbQPA7pGKsnhyOp0sXbqU5cuXs2rVKrZt28bmzZu59957eeihh1i3bh2BQIAVK1YA8Otf/5qbb76ZtWvXMm7cOJ5++mkAnnjiCaZMmcKaNWu4/vrrWbp0aSIflhBC9JkEZUIIcRpxeB0dgrKzMoNzyg5J+6UQHVjdNkwpRoaml3DP5LvQa3T86fO/hSuIRPQ0uZoxp5l7fXxOWjYGjZ7DCQ7KPqnZTmZKBrNKvsaUvIm8W/4Bjc7mhK4pnryhoKx9RhkQ8/bLryrKJCiLlurqaioqKjr8sba31Yb4fD78fj9OpxOv14vX60WtVuNyuZg4cSIACxcuZO3atXg8HrZu3crs2bM73A7w/vvvM3/+fACuvPJKPvzwQzweTxwfrRBCRIc60QuIlcxMfaKXIIQQcffn+b/t8PccjKwY/EyCViNE8vrVZYvD/5+DkT+X/PYUR4v++N3cn0d8n/+38LEYrCQyJ36N3Jf7vQSuJDFavU4UKhV5Q/Kxex1UAzpvK+YcY8yu+af5v47Zuc9Ut9xyC5WVlR1uu+uuu/jhD38Y/rvBYODuu+9m7ty5pKamct5556HRaMjJyQkfk5OTQ21tLc3NzRgMBtRqdYfbAerq6sL3UavVGAwGmpqayMvLi/XDFEKIqDptg7LmZgdeb+KHwAohRLz4A35+tOHnzB5yCfOHzQ7fvmzPS+xvPsjDFzyEQqFI4AqFSB4PbFrKqMxSbhtzQ/g2t8/D83tfZkf9F8wsOp/rSq/qdbug6JrH72Xx+/czb+jlXDH08l7fb335B/zn0Jv87wUPkZ4Su2CmO++Wf8i/D/2Xh6beQ74+F4D/HnmbNUfX8z/n3MnwjCFxX1O8WavrUZlMNDQ68CpTAWgsq8A3dFRMrufz+/jR+8FQ9eKiC7j+rKtjcp0zhVqtJDNTz4svvojP5+vwMZOp47zA/fv389prr7FhwwaMRiP33HMPmzZt6nROhULR5Zy6U/1uoVTK91AhxMBz2n7nqmttSPQShBAirpxeFwECHVovITjQ3+a2UyfDyoUAIBAI7qpn1Bo63K5Vafj2uFu4tHgGH1Rs5m9fPE+bz52gVZ4emsM7XmZGdL/h6UOAxM0p21KznRJTcTgkA7i85GIyUtJZefCNpNiRM9Z8VgsqUzoAKqMJhVqNp6kpZteznTCXzO6RYf7RMmjQIIqKijr8OTko++ijj5g+fTpZWVlotVoWLlzIli1baGj46vVUfX09ubm5mM1m7HZ7OHwL3Q6Qm5sbvo/X68Vut5OR0bvdboUQIpmctkHZe8c3yi5vQogziqP9hYVe3TEoG9E+p+yAzCkTAgi2lPkCPkwnBWUASoWShaVXcn3p1exu2McfP/trUu12aPc4+KBiM06vM9FL6ZUmVwsQeVBWbCxEo1QnJCirsFVRaa9mav7kDrenqLRcPXwu5bYKPq35LO7rijevxYI6PRiUKZRK1JnmmM4oCw3yB5lRFm+jRo1i8+bNtLa2EggEeO+99zjvvPNISUlh+/btALz++uvMmDEDjUbDlClTeOuttzrcDjBz5kxef/11AN566y2mTJmCRqNJzIMSQoh+OG2Dsip7NVtrdyR6GUIIETcOT3A3spMrynLTsknXGmWgvxDtbO0vyE3a7lv6Li6+gNtG38Ax23H2Nx2I19J69GnNZ6w48Dq//uT3bKnenvRvCja6ghVIWREGZWqlmsHG4oQM9N9Ssx2VQsXkvAmdPjYlbyIlpmLeOLwmqQLUWPBaLahOqDxSZ2XhaYxdUBYKxwwavVSUxdmFF17IvHnzWLhwIVdddRVer5fbb7+dxx57jIcffpi5c+fidDpZtGgRAL/85S9ZsWIFV1xxBdu2bWPx4uA8v7vvvpvPP/+cefPm8a9//Ytf/OIXiXxYQgjRZ6ftjLI8fS6vH3qT8dljSFWnJno5SWdP45eMyBhKikqb6KUIIaLkq6Cs42YmCoWCERnDONh8hEAgIHPKxBkvVLliPEVQBnBW5nAgudrAbG47SoWSrFQzz+97hY+qtnDjWddQZCxI9NK61ORqQYGCjJT0iO87PGMI68s/wO1zo43T7ys+v4+ttTsYlz0ag6bzxlBKhZLrS6/ise1P8U75+x3mQZ5OAn4/PqsVtemrfzeN2Uzrvn0xu2YoKCvQ51PTWhez64iu3X777dx+++0dbhs1ahQrV67sdGxhYSHLly/vdHtGRgZ/+ctfYrZGIYSIl9O2ouyS4guxuG2sO7Yh0UtJOs2uFp7e+Q/ekc+NEKeV7irKAEozh2FxW6l3xq4aIB4q7dVsqd6e6GWIAc7a/oL85BllJwuFzvb251YysLntGDUGfjL5Tm4ZdT11rfU8svWPrDjwOq2e5GvHbHQ2k5GSjkqpivi+w9OH4A/4OWo9HoOVdW1f0wFsbjtT88/p9pih6SVMyZvIu+Uf0Ohsjtva4snnsIPfjyr9q6BMbc7C29JMwOuNyTVDQdkgQz52j+OMmAMnhBAiOZ22QdkgfT5T8yfzbvmHMsD6JLXtn4/ttTuTvmVDCNF7oRllhq6CsozgnLKB3n75r/2v8cL+V3HLgHXRD6EX5KdqvYTgcH+tSht+biUDu8eOQatHqVByfsG5/HLavVxUOJ0PKz7m1588ysdVW5MqYGhyNUc8nyxkaHoJEN+B/p/WfIZeo2Ns1ql3drxm+BWAglWH34rPwuLMZ7EAhGeUAWjMWRAI4LW0xOSaVrcNrVJDdmom/oAfp9cVk+sIIYQQPTltgzKAq4fPRaNU89rB1YleSlJpdAbnhdQ5Gzhuq0zwaoQQ0eLwOlGg6LLdPE+Xi1Fj4EDzwA3KjliOcdRajj/gp8JelejliAHM6rahVCjRadJ6PFav1oWrNZOBze3AqPmqEk6n0XHjyGv46bk/Iictmxf2v8r/bX+GcltFAlf5lSZXM1lpfQvK9Bod+fq8uM0pa/U42dmwhyl5E1ErTz2dJDM1g8sHz2R73U4OtZTFZX3x5G0PylQntF6qs7IAYjanLLgTrRFDe6WnXQb6CyGESJCkCMr+9re/MXv2bObPn88zzzwDwL59+7j22muZPXs2DzzwAN4+lHmnp5iYO/QydjfuZ3dD7GYqDDT1zkaUCiVKhZJtdZ8nejlCiChxeFrRa3QoFZ2/tSsUCkZkDuNQy5EBW0n6XvmH4TlFx6zJEQKIgSnYvqjv8rlyMoM2uQaLB8OEzi2jxcZC/mfyHdw6+gbqnQ08uvVJ1pS9m9DqMp/fR0ubpc8VZQDD00sos5TH5XHsqNuF1+/ttNtldy4vuZiMlHReO/hGUlXxRYPPagVOrigzA8Rs50ub245JawgHwbYket4JIYQ4syQ8KNu8eTOrV6/mtdde4/XXX2fnzp28/fbb3HvvvTz00EOsW7eOQCDAihUr+nT+i4suIE+Xw8qDb+Dxx2amwkDT4GoiO83MGPNZfFa767T75U6IM5XD4+hyPllIacYwmttaaHQNvJk6jc4mPq/fzczC88lISeeotTzRSxIDmNVt67HtMsSg0SdXRZmn66AMgoPmpw+awi+n3cfkvAn8t2wdf931XMJml7W0WQgQwJya0edzDEsfgtPrpMYR++HuW2q2k6/LZbCxqFfHa1Varh4+l3JbJZ/WfBbj1cWX19pFRZk5WFHmbWqKyTWtbptUlAkhhEgKCQ/K9u7dy4UXXojBYEClUnHRRRexfPlyXC4XEydOBGDhwoWsXbu2T+dXK9VcW3oV9c5GNhzfGM2lD1gNzkayU7OYnDeR5rYWjliOJXpJQogocHha0alPHZQBHByAc8rer9iEQqFgZtH5lBiLKJeKMtEPtvYX5L2h1+iSpqLM7XPj9rm73I3xRDpNGt8ccxPXl17N3qYv+d22P1Fpr47TKr8SCuWzUs19Psfw9KEAMW+/rG9t5LDlKFPzJ0e0M/CUvIkMMQ3mjcNrcHnbYrjC+PJZLCi0WpSpX7XyK1NSUBoMMW691GPUBr++bR4JyoQQQiRGwoOysWPH8tFHH9HS0kJbWxvvvfcearWanJyc8DE5OTnU1tZ2uq/VaqWioqLDn7q6zu84js0aydnZY1hz9F1a2iwxfTwDQYOziey0LMZnj0GjVLO9dmeilySEiIJQ62V38vW56DU6Dg2wOWVOr4vNVZ9yTu54MlMzKDEVU+dsoDWJqnzEwGLtpn2xK3qNPmmG+dvcwXX0Zu0KhYKLiy9g8aTv4/G5+f22P8e96qmpPSjrT0VZdpoZo9bA4ZajUVpV1z6t2Y4CBefmT4rofkqFkmtLr8TitvFJzbYYrS7+vBYLalN6p9BQY86KSeulP+DH7nEEK8pCu826k+N5J4QQ4syT8KBs+vTpLE8Ek5QAACAASURBVFy4kNtuu43vfve7TJ48GZ/P1+m4rt7de+6557j00ks7/Ln77ru7vM51pfPxB/y8fuj03J2otxyeVpxeJ9lpZlLVqYzLGs2Oul34/J0/50KIgaWnoEypUFKaMYyDLYfjuKr++7jqU1y+Ni4pvgiAElMxAMeSZFi5GFgCgQB2tz2C1ksdTq8rKX5O2tsrbHob8gEMzxjCT89dzGBjEc/tfZkVB1bhjdMoilBFWWY/ZpQpFAqGpw+J6c6XgUCALTWfcVbmcDL7EOoNSx9CibGYjZWfDNgZkCfzWS2oTphPFqI2m/HEoPXS7nEQIIBRa0CtVJOmTpUZZUIIIRIm4UGZ3W7n8ssvZ/Xq1Sxfvpy0tDQKCwtpaGgIH1NfX09ubm6n+37jG9/g3Xff7fDnj3/8Y5fXyU7L4rLiGWyt3RHzdyVP5vV7k+YXpwZn8F3A7LTgnInJeROxeewDshVLCNFRTzPKAEZkDKPR1Ryu9Eh2Pr+PDRWbGJExNByQheYHHbMeT+TSxADl9DrxBnwRVZQBOLyJr2C0tc9s6qn18mTpKUbunnQ7lxRfxAcVm/jjjr/GpcK+ydVMutaIpocdJHsyLH0Ija4mLG3WKK2so8OWozS6mno9xL8rFxVOo8ZRe9rsgBmqKDtZrCrKQl/boQDbqDHIjDIhhBAJk/CgrKKigh/84Ad4vV5sNhuvvvoq1113HSkpKWzfvh2A119/nRkzZnS6r8lkoqioqMOfrgK1kFlDLiEjJZ1XD7wetwH2Nred33zyGP/Y82JShGVfBWXBeSFjs0aRqkphW63sfinEQObxeXD7PeEX9d0JzykbIO2XOxv20ORqDleTQXD+Uq4uW3a+FH1iPekFeU8M7eFzMrSBhSpsIqkoC1EpVVxbOp9vj72ZCns1j2z9Y8y/DzS5WjD3Yz5ZyLD0IUDs5pRtqd6OVqVlQs64Pp9jct4E0tRpbKz8OIorSxyf1dp1RVlWFn6nE19rdIPjUFAW2vHSoNVLRZkQQoiESXhQNmrUKGbNmsVVV13Fddddx2233cbkyZN57LHHePjhh5k7dy5Op5NFixb1+1opKi0LR8zjuL2KzVWfRmH1p+bz+/h/u1+kydXMjrpdbKz8JObX7Em9M1guH6oo06o0jM8Zy+f1u2VXUCEGsFC1S08VZQWGfHTqNA4NkCrS98o3kp2WxdnZYzrcXmIczDHZ+VL0gdVtA3ofNoUrypJgJp49XFEWeVAWMjlvIvdOvos0dSp/+vxv7G7YF63lddLkbOrXfLKQYmMBGqU6Ju2Xbp+Hz+p2MSnnbFLVKX0+j1alZdqgyXxevzv8NTZQBbxefHYbapOp08c04Z0vo1tVFvqcmdqfl1JRJoQQIpESHpQB/OAHP+Ctt95i3bp13HTTTUAwQFu5ciVr1qzh8ccfR6vVRuVa5+ROYETGUN44sjb87lWs/LfsbQ60HOaWUdcxxjySfx9aTZW9JqbX7EmjsxGj1kCK6qvP55S8iTi9TvY3HUjgyoQQ/RF6Ed9TUKZUKBmeMXRAtFuXWY5RZj3G14ouRKno+OOqxFSExW2TDVpExGzhF+S93fUyFJQlvrrF5rajUWo6/AzviwJDPvdN+RHpWlPM3sTzB/w0t1kw92M+WYhaqWaIaTBHWqK/S/cXDXtw+Vz9arsMuahgGr6Aj4+rtkZhZYnjtQWfI93NKAPwRDkoC1eUtT8vgxVlEpQJIYRIjKQIyuJJoVDw9ZELafO5eWn/azFrh9xZv4e3j23ggoKpTC84l9vG3ECqOpX/t+dF3D5PTK7ZG/XORnLaq8lCRmWWolfrpP1SiAEs9CLe0ENQBnBWxjDqnY1JHzK9d3wjaepUpg2a0uljQ9rnlR2VOWUiQlZ3ZAPxw62XSRCU2T0ODBp9lxscRSpNncrEnHHsbz6Iy9sWhdV1ZGmz4gv4yErrf1AGwfbL4/ZK2nzuqJwvZEvNZ2SmZFCaOazf58rT53JW5gg+qtoStxEfseCzBH82dDmjLKu9oqwxugP9bW47aoWKNHUqEKwoc3haB/TnUQghxMB1xgVlAIP0eVw5dBY7G/awtXZH1M9f19rA83tfYbCxiOtLrwKC71wvGn0j1Y5a/n3ov1G/Zm81OJvCbZchKqWKiblns6thL+4o/wIqhIgPe7iirOch3yMyk39OWaOzmc/rd3NBwdQu26GKDAUoFUoZ6C8iZnPbUSqUPVZfhiRT66XNbe/TfLLujM8Zg9fvjUlFeZOrBSAqFWUAw9JL8Af8UW25trTZ2Nd0gHPzJ3WqWu2riwqn0eRqZm/jl1E5XyJ4rcF/u64qylSmdFCpol5RZnXbMGqN4RDYoDXgD/hp9Tqjeh0hhBCiN87IoAzg0sEzGJZewooDq6JaVeH2ufn77uWoFEq+O+42NCpN+GNjskZyafEMNlZ+zM763VG7Zm95/F5a2ixkdzFYd0reRNw+N1/EcFaJECJ2WnvZegnBkClNnZrU7ZcfVGwC4OKiC7r8uEalodAwSIIyETGb24ZBo+91MKJVadAqNUlRUWbzRDcoG54+FJ06jV0Ne6N2zpDQzrpZUQzKAA5Hsf1yW+0O/AF/VNouQyZkjyVdaxzQQ/3DFWVdBGUKpRJNpjnqM8qCIfBXb/SEdnaVOWVCCCES4YwNypQKJbeNvhGf38uL+1ZGpQUzEAjw0pf/pspewzfH3tRlu8FVw+cw2FjIi/tW0tz+bmu8NLmaCRDoVFEGMCJjKOlaI9vrdsZ1TUKI6AjPKFP3HJQpFUqGpw9J2oH+Lq+LTVWfMinnbDJPMQi8xFhEua3ijGrNcXnbWLbn5bj//DidWN32Xs8nC9Fr9MlTUdaPQf4nUylVjMseze6Gffj8vqidF6CxPSjLjFJQptPoGKTPi9pAf3/Az0dVnzDUNJh8ffc7pkdKpVRxfsF57Gn8kkZndNsToy0QCHDEcqzT78BeqxUAVRfD/CE4p8zbFO3WS1t4Phl81RptS4LdZoUQQpx5ztigDCBXl801I+axt+nLqOyC+VHVJ3xa8xlXDL2MMVkjuzxGrVTzrbE34wl4eW7vy3F9gdfgDL7711VQplQoOSd3Ansa9+OUMnchBhyHpxWtUtOhivVUhqcPpba1Pile/J/s4+ptuHwuLhl80SmPKzENxul1Ud/aEKeVJd5hSxlbaz+LW/VvrOZ4JlKwxSuysMmg1Sd8mH8gEAjOKNP23F4diQnZY3F4Wzkc5R0lm1zNGDT6fm88cKJh6UMosx6Lyu9O+5sOUtfawIyi86Owso4uKJgKwEdVW6J+7mg6bDnK49ufYk/j/g63+ywWlGlpKDVd/9ups7LwNEa79bJjtWSookwG+gshhEiEMzoog+AsiZGZI3jt0Goa+vHO31FrOSsPvMGYrJHMGXLpKY/N1eVw41nXcLDlCG8f29Dna0Yq9Pi6CsoguGW81+9lZ/2euK1JCBEdDk9rr+aThQw2FQFQbq2I1ZL6xB/ws+H4RwxLH8IQ0+BTHlvS/hiO2ZLrMcRSaOfk2ta6uFxv7dF3eXTrk3G5Vm/9ffcLvPLl632+v60vFWVqXXgOYKK4fG14/d6otl4CjDKfhVqpZleUf/Y3uZqjNp8sZHj6EJxeF9WO2n6f64OKTRi1Bs7JHR+FlXWUmZrB2dlj+LhqK16/N+rnj5bQmwx7mzrOU/NaLV3OJwvRmLPwtjQT8EWnCtEf8GPzdHxehr7O7VJRJoQQIgHO+KBMqVBy6+jrUaDghX0r+vQupd3t4O9fvEB6iolvjrmpV3NPpuZPZkreRN4se4cjluhvd96VBmcjWqUGUze/ZA8xFZOVmsn2Wmm/FGKgcXgd6DRpvT5+sDEUMiXXjK9d9XtodDVxafGpq8kguDGLVqWN6c6X5daK8Py3ZFDlCAZlNY74BGU763dTbqtIqhf7FbbKPrffBQKB9havyCvKEj2jzBbarTOKrZcAqeoURmWWsqthT1QrCGMSlGUMAeBwy9F+nae+tZE9jV9yYcE01Ep1/xfWhQsLp2Hz2Pk8ATNpe6u5LdjCvb/pYIfbfRZLlztehqjNWeD347VEpwXc6XXhD/ilokwIIUTSOOODMgjuyHRd6VUcbDnCBxWbI7qvP+Dnn3v+hc1j57vjbuv1LloKhYKvj1xAZkoG/9zzL1o9sW93DO142d228gqFgsl5E9nffFDewRNigIm0okynSSNXl82xJKsoe/f4RrJSzYzPGdvjsUqFkmJDIeUxCspcXhePb3+KNUffjcn5+yJUUVYTh4oyp9dJhb2aAAEsbbaYX6+3Wj3O8PyrSDm9LrwBX8RBWTLMKAsFddFuvYTg7peNrmYq7dVROV8gEKDJ1Ry1Qf4hWalmTFpjv+eUfVi5GYVCwYWFU6OzsC6MNpeSnWpO6qH+oVmHta314c0XIFhR1tUg/xBNVnBTqGjNKbO5g99fTCeEwCqlCp06TX4fFUIIkRASlLWbNmgK47JGs+rwW9T28p36QCDAf4+8zf7mg9xw1tXhVqbeSlOn8a2xN9HSZuHlL/8d81kwDc5GstI673h5oil5E/EH/Oyo3xXTtQghoisYlPUuqA8pMRYn1a6RR63lHLEc5WvFF/Z6R8IhpmKO26uiPogcgvN7vAEf5UnS2unz+6hprUOjVNPSZsHldcX0ekcsxwgQ/LkUqjxJNH/AT6vXidPr7NMbTOEX5BEP89fh9Dpj8nXWW7GqKAM4O3sMChTsaohO+6XNY8fj90a9okyhUDAsfUi/gjKXt42Pq7cyKedsMlK6D4P6S6lQcmHhNA61lIUD7mTT3GZBpw5WIp9YVeaznLr1Um0OjvDwRGnnS2voa/uk56VBq5eKMiGEEAkhQVk7hULBzaOuRavUsnzfilP+Muz0Onm/YhNLPv0/1h17j+mDzg0Pbo3U0PQSrhw6i+11O/mkeltfl9+jQCBAg7ORnG7mk4UU6PPJ1+VK+6UQA0yfgjJTMRa3lZY2S4xWFZkNxz8iVZXK9EFTen2fElMRXr+XSkd0KmFO9GXzIQAqbNVJsbNmvbMBr9/L2KxRQLAKJJYOtZSF/78lSXbZdHnbwuFdUx+qykIvyCMNykJtYA5v4qrK7OEwIfpBmUlrZGj64KjNKQv923S1+3d/DU8vodHV3OfvW1trP8PpdXFx8QVRXlln0wZNQa1Q8VHVJzG/Vl80u1oozRxOutbEvqYDAPjb2vC7XKdsvdSY2yvKGqNbUXby17ZRYwh/3QshhBDxJEHZCdJTTNww8hrKrOW8W/5hp49X2qt5af9r3L9pKa8eWEWKUsuto67nppEL+3Xdy0suZohpMOuPd75mtFjddtx+T48VZcH2ywkcailLmhfPQohT8wf8ODytGNSRBmXtc8qSoP3S4Wnl87ovmDpoMqnq1F7fr6R94H8sHsPB5sMAuHwuGp19a/WLpsr2qpRJ7cPHYz2n7HBLGXm6XCBYeZIMWk8IqvrSfmnt5gV5TwztIXQi2y9DlTWGCFqsIzE+eyzH7VV9CiBPFnq+RLuiDGBYP+aUBQIB3q/YTLGxkKGmkugurAtGrYFJuePZUv0ZLm9bzK8XiUAgQHNbC+aUDEaZS/my6RD+gB+f1QpwyooyZWoaSp0+6hVlJwfYBq0BW4JnAwohhDgzSVB2ksm5E5iUO57/lr1Npb0aj9/L1podPL79af730z+wpWY75+SO574pP+S+c3/I9IJzUSlV/bqmUqFkWHoJjc6mmLVfNjiDv8z0VFEGwd0vAwT4rE7aL4UYCFxeFwECEVeUFRkKUCqUMZvxFYmttTvwBnycP+jciO6XlZqJXqOLegtpq6eV47YqxmWNBuC4vTKq5++LKkcNSoWScVmjUSqUMZ1T5vF5OGY9zrjsUaSqUpImKDsxqOpLoGPrY0VZaP5fIucl2d0OUlUpaFSamJw/NBdwV/3efp8r9G9jTs3o97lOVmwoJF1rZN2x9/BEuMnEl82HqHHUMrPogm7ntUbbRYXTcflcbK/9PC7X6y2n10mbz01GajqjzWfh8LZy3FaJ1xp8rp+qogyCc8q8UQrKbG47SoWy04Y0Ro1eKsqEEEIkhARlJ1EoFHz9rAXo1Gn8ddcyHtr0vyzb+xI2t42FI65k6QUPctvoGygxFUf1uubUTDx+T8x21QoFZdm9CMrydDkUGwvZlmS/1AkhumZvDw8iGeYPoFVpGaTP41gSzOD6pGorxYYCiowFEd1PoVBQYor+rLWDLWUECHBx0QUoFUoqbFVRPX9fVNtryEnLJlWdQm5adkwryo7ZKvAGfIxIH0pGakbStF6eOJesb0GZDQWKiENlfRK0Xto8dgwxaLsMydPlkK/LjcqcsiZXM2nqNNLUvd+Jt7dUShU3jbqWSns1a8rWR3TfDyo2Y9DomZI7Ierr6s6w9BIK9PlsrPw45rNoIxEKv82pmYwylwKwr+kgXkvw9lNVlEFwTln0gjIbBo2+02xKg9aAw9OaFK3vQgghziwSlHXBoNVzy+jrsLhtDE0v4a4J3+UX0+7l0sEzIv7lurdCO0NFo+WhKw3ORhQoet0GMTl3Asesx8MBmxAieTnCQVnk359KjMWUWysS+gLuuK2K4/YqphVEVk0WUmIsptpRS5vPHbU1HWg+hEapZkTmMPJ1uVTYEx+UVTpqKDDkA5Cvz6WmtTZm1wrNJxuWMYTMlPSkqSgLtV6qFKo+tl7aMWg7vyDvSbj1MoEVZTa3PSaD/E80PmcsB1uO0NrPFtMmV3NMqslCzs4ew7RBU3j72AbKLOW9uk+js4kvGvZyfsF5MavK64pCoeCiwukct1dxNAmqd0NCO15mpqRj1BooMhSwv+kAPkvvKsrU5iw8UZpRZnXbu2yHNmoMBAgkfMdZIYQQZx4JyrpxdvYY/jBzCd8b/w1GZ50V8S/VkQoFWH3d8r4nDa4mMlLS0SjVvTp+cl7w3VYZ6i9E8guFB30KykxFOLytNLqi84KnLz6p3opaoeLcvEl9uv8QUzEBAhy3Ra898kDzYYanD0WjVFNkLKAiiufuizafm0ZnE4X69qBMl0uDswlvhK1nvXW4pYxB+jwMGn17UJYcFWWO9oqyAkM+Tc7Iv2ZtHlvEbZfw1XMrVlXfvWHrJkyIpvHZY/EH/Oxu3N+v8zS5WshKPfVM1P66rnQ+GSnpLN/3Cm6fp8fjP6z8GIVCwYzC6TFdV1fOy59EikrLxsqP437t7jSFgrL2QHO0+SyOWI7hamkEhQKV8dTPE405C3+rA78r8t1nT2Zz27t8Xhq0+vDHhRBCiHiSoOwUYh2Oncgch4qy7B4G+Z+8niJDAQfah1kLIZJXvyrK2tvIo9262Fsev5ettTsYnzO2zxW7ocdw1Nq7ypKe2Nx2qhw1lGYOB6DYUIDFbQsPgk+EakcNAQLhirI8fS7+gJ/6GFT9+gN+jliOMjxjKAAZqRnY3PaI50HFQigULjYUhF/oR8La1vUL8p5oVVq0Sk1CK1vsHkfMBvmHlJiKSNca+7X7ZSAQoNHVFNOKMoA0dRq3jr6e2tZ6Vh9Ze8pj3T43m6s+ZUL22HAwFE+p6lTOzT+Hz+p2Jk11VHNbC0qFMvx8GGUuxRfw0VxfgcpgRKE69fxddVbwd0pPU//fZLF5uq8og8QG1EIIIc5MEpQlCZ0mjTR1agyDsqZeDfI/0dD0Eo5ay2U2hBBJztHHGWUABfp8NEp1wna+/KJhLw5PK9MjHOJ/IqPWgDk1k/IoPYaDLUcAGNkelBUZC4Fgi2iiVLXveFmgHwQEWy8hNjtfVtircPnaGJEeDMoyU4LBgqXNGvVrRcrhaUWr0pKry8HhbcXpdUV0f6vb1ueqLL1Gn7AX7P6AH7vHEfOKMqVCybjsMext+rLPwWhr+5D4rBjseHmyUeZSZhSez4bjH4V3qe3K1todtHqdzCy6IOZr6s6Mwul4/N6kqdRvdlnISEkPvyk8PH0IGqUae1Ndj/PJADSZwd8p+zunLBAIYOvmeSkVZUIIIRJFgrIkYk7NDG+pHk1tPjdWt42sCIOyIaZiXL62mA6MFkL0n8PjQIGCNHVqxPdVKVUUGQo4ZktMRdnH1VvJSEkPD5PuqxJjUdTm/xxoPkyKSstgYxEQ3B0USGj7ZZW9Bq1SQ1ZaMHzI08UuKDvcchSAERmhoCz4ork5CQb6t3qc6NW6cLVSJG8uBQKBbitXesOg0eFIUFDW6nXiD/hjHpQBTMgZS5vPzYHmQ326f6iNu7czUfvrmhFXkJVmZvm+V3F1EZwGAgE+qNhMoWFQ+Gs6EQoNg9CrdVQ6qhO2hhO1tLWEn9sAGpWGERnD8FpbUJtMPd4/XFHWzzllLl8bHr+3y0rP0Ne7VJQJIYSINwnKkog5NTMmFWWN7XNcciJovQQYahoMkFTDZ0X8+Pw+Nhz/iO21nyfFC2TRPYenFZ0mrc/t4oNNxZTbKuNePdrSZmFf4wGm5U/ud6t7iamYRlcT9igMWz/QfIjhGUNRKYOtRzpNGlmp5oQO9K901DBInx/+PKWotJhTM2My0P9QSxnm1Mxwi1pmantQlgRzylq9TnSaNMzt868i+Znp8rnwdvOCvDf0Gn3C2uZCX9exbr0EOCtzBCkqLTv72H4Zaok1p8UnKEtRablt9A00uZr5z6E3O338UEsZlfZqZhadj0KhiMuaupOry6autSGhawhpcrV0akMdZS5F42jDZ+h5t1J1egYolf2uKLO1t7R3tVGFXt0+G3CAVJT5/L5EL2HAeffdd/H55PMmhEg+EpQlkVBQFu3d50IzbLIjrCjL0WWjU6dx1HosqusRA8NbZe+w8uAb/L89/+LBzf/Lg5v+l3/u+RfvV2zieAJCFdE9h6c1/IKiL0qMRbh97rhXj26p3k6AAFMHTen3ucKz1vpZGdfSZqG2tZ6RmSM63B4c6J/I1svq8HyykHxdLrVR/jcLBAIcbinrUHmT0V510pIEO186PK3o1GnhyrpIqrCt7S+2+x6U6RJW2RJqPYtHRZlGqWZM1ii+aNjbp+/zoU0W4lVRBsHqx0sGX8RHVVvY2/hlh499ULEJnTqtz5uFRFOuLoe61vpELwN/wE9LmyXcVh0yKrMUndNPi6bn4EKhUqHOyMTTz6DsVM9LlVKFXqPDNgAqyj6p3sbPN/02obMsB6J77rmHGTNm8PDDD7N/f/82ERFCiGiSoCyJmFMzcPnacHr7v4PQiRr6GJQpFUpKTMVSUXYG2tv4JeuObWDaoCn8dMqPuK70KoamD+ZQSxmvHljFI1v/yD0f/oIndzzLm0feloqzBHN4Wvs8CB9ODJniN6csEAjwSfU2RmQMJVeX3e/zDTYWokDR700JQhuYnJUxvMPtxYYC6pwNXbZ2xZrNbcfucXQOyvS51LTWRzW0rnM2YPPYw/PJIDiIPE2dSrMr8UFZqzf4tW7UGNAo1RFVlPU3bDJo9dgTVFFm88QvKAMYnz0Gq9vWp+dTk6sFrUrbr/C+L+YPnU2+LpcX96+ktX131GZXCzsb9nB+wXloVdq4rqcrubpsWtostPncCV2Hze3AF/B1qijLV6aj9kONqnfBlCYrC29jfyvKgl/bhm6+tg0aw4CoKKty1ODwtPLOsfcTvZQBZdOmTdxzzz0cOHCAhQsXcs0117Bs2TKaorBJhBBC9IcEZUkktJV6Y5RDhwZnE2nqVHTqnkvpTzbUNJgqe01CXhyKxGhps/Dc3pcZpM/jxrOuYbCpiK8VX8h3xt3KkvPv5zfTf843x9zE1PzJ2Dx21hx9l1WHT73jmIgth8fRr6AsV5dNqiqV8jiG4octR6lzNvRriP+JUtWp5Olz+x2UHWw+TJo6jSJjQYfbQ3+vsMd/vlBl+zUL9J0ryjx+T1SD6sMtZQDhHS9DMlMykqP10tOKTq1DoVBgTjXTGEFQFqr06E/rpdPrTEh7VSgoMHTRnhYL47JGoVQo2dWwN+L7NrmayUrNjHubo0alYdGYG7G6baw8+AYAGys/IRAIMKNwelzX0p1cXQ4A9Qluv2xpfy6fOKMMwG8NhuFHA829CuDVZjPefgYatvDzsuuvbaNWHw6Kk1moPXpj5cdJsfHJQKHT6ViwYAH//Oc/2bBhA/Pnz2ft2rVcfPHF3Hnnnaxfv15aM4UQCSFBWRL5ajhxdN9FaXA2kp2W1adfWoekDyZAgPI4VpqIxPH5ffxzz79w+9x8Z9wtnd6BVygUZKVlcm7+JG4cuYD7z/sxk/MmsL/5QNRbhkXv2T2tfdrxMkSpUDLYWBjXnS8/rt5KikrLpNzxUTvnEGMxx6wV/fpa/LL5MKUZwzrNTCtu3/kyEe2XVY7gjpeFhkEdbs8L7XzZGr32y0MtZRg0evLaX9CHZKSmJ0XrZavXGQ6FzakZEf28DAVlfd/1UhdeQ7yFWs8M/QjEI6HT6CjNGNanOWWNrua4tl2eqMRUzOySS9hSs53ttZ+zqWoLZ2ePISvCGa2xkpsWrJ6tcyY2KAvNkTu5osxrDQY8TRpPOKA/FbU5C09zEwF/36tarW47ChTdzt8LVpQlf+ul3ePApDXiC/ilqqyP9Ho9GRkZZGQEvy6PHz/Or371K2bNmsWOHTsSvDohxJlGgrIkkhUeThzlijJXY8RtlyGhlqyjFmm/PBO8VfYOh1rK+PrIheTr83p1n1GZpdjc9vCLeRF/Dm//Wi8h+FyvtFfh9XujtKruubxtfFa3i8m5E0iJYjtUiakIm8fe5++hjc5mGl1NnJU5vNPH0rUmDBp9Qgb6V9lrMGoMnQKe/BjsfHmopYzhGUM7vbGSmZKe8BZrt8+Dx+9FpwlWR2elZkZUUWbr4QV5T0L3S8ScMrvbjl6tC28wEQ/jc8ZS21oX8Ry8UEVZoswZcglFhgKW7X0Zu8fBzKLzE7aWk+W0t5knek5ZqDr05KDMZwmG4a2pSvY1HejxPBpzFvh8+Kx9D9Ftbht6Tfdf20atPAET4gAAIABJREFUYcBUlBUaBjE1fzIbqz5JijcWBgKv18v69ev50Y9+xAUXXMDjjz/O4MGDeeWVV1i9ejXvv/8+06ZN4yc/+UmilyqEOMNIUJZE9BodWqUmvLV6NPgDfhqdzWSn9u3dVINGT64umzJredTWJJLTvsYDrDu2gemDzmXqoMm9vt8ocykA+5sOxmpp4hQ8fi9un7vfQdlgUxHegK9XVQT9taNuF26fm+kF0Wm7DOnvQP8DLe3zyboIyhQKBUWGAipslX1fYB9V2WsYdNJ8MgjOzDJo9FELylraLDS6mhiRPqTTxzJTMrB7HHh8nqhcqy9avcH5YKExAlmpZhyeVlzetl7d3+a2YdDo+7zDaigoS8TOlza3vdsZTrEyPnsMQETtl06vi1avM2EVZQBqpZpFY25EgYJ8fV6njTkSKUWlJSMlPeE7Xza7WtAoNZ3myHnbAy9TVn6vfqars4K/W3r6MafM5rafssrToNHT6klMy3Mk7B47Bo2eOUMuxR/w8/axDYleUsTee+89Fi5cyJw5c1iyZAkAmzdvZv78+cyaNYs//OEP4WP37dvHtddey+zZs3nggQfweoNvslVVVXHLLbcwZ84c7rjjDhyOU7+xcMEFF7B48WK8Xi+PP/44H374Iffffz+jR48GQK1Wc9FFF+F2J3aunxDizJMUQdmqVauYN28e8+bN43e/+x3Q/Tfg05lCocCcZo5qRVlLmwVfwEdOHyvKAIaYBnPUWi6tdaexljYLy/a+RL4+lxvOujqi+2amZpCny2F/swRlieBor27pd0WZsT1kikP75cfV28jT5TDUVBLV8xYaBqFWqPo8p+xA8yEMGj2DuqmmLDYWUuWojUvVXYg/4KfaUUOhvnNQBpCny6U2Sq2Xh7qZTwaQ0V550pLA2TuhgEoXar1s3/mytwP9rW47ppS+zSeDr55jiagos3nsGLV9b6/uC3NqJsXGQnY19L79MvRvkcigDILfC3406Xb+v3G3xX1WWk+SYefLZlcLmanpnT43XosFVCqGDxrN4ZYy3D1sOqAxB3+37M+csuDXdvfPS6PWQIAADm9iNtLoLbvHgUGrJzvNzLT8KWyq3JLwKtxIHD9+nF/+8pc8/fTTrF69mr179/LBBx9w//338/TTT/PWW2+xe/duPvjgAwDuvfdeHnroIdatW0cgEGDFihUA/PrXv+bmm29m7dq1jBs3jqeffvqU173zzjv58MMPefrpp7nssstQq9Wdjrn00kv56KOPov+ghRDiFBIelDmdTpYuXcry5ctZtWoV27ZtY/Pmzd1+Az7dmVMzwlurR0Nox8v+zOcYahqM1W2LekuoSA4+v49le17C7XPz3XG39mlnsFHmUg41H8ETxwBBBIXCg/7MKIPg9x6DRt/naqzeqm2t57CljGmDpkT9BaxaqabQWNCnoCwQCHCg+TClmcO7rTgqMhbgC/iojmKrY08anE24/Z5OO16GBHe+jM56DreUkaLSUmQo6PSx0NDvRA70D+1kGKqCCYUxvQ3KbG47xn4Mww9XlCVgXpLd7YjbIP8Tjc8eQ5mlPDzfrSfJEpQBjMgYSn77HL9kkqfLSXxFWZuFzJSMTrf7LBbUpnRGZZ2FN+ALh+fdUbcHZZ6mvleUWd32bgf5wwktz0k8p8zj89Dmc4fXOmfIJQRgQFWVvfPOO1xxxRXk5+ej0Wj4wx/+QFpaGiUlJRQXF6NWq8OD9isrK3G5XEycOBGAhQsXsnbtWjweD1u3bmX27Nkdbj+Vb3zjG5hMJmpra6mqqqKqqorKykrKysp4443gphwajSa2D14IIbqQ8KDM5/Ph9/txOp14vV68Xi9qtbrLb8BnAnNqZlQDqYb20K1fFWXpgwE4aj0WlTWJ5PLW0fUcbDkS0Vyyk43MLMXt91Bmka+ReGsNBWXq/lWUKRQKSkzFlMe4ouyT6m0oUHBe/jkxOX+JsZhyW0Wvdmw7Ub2zgZb/n733jm+rvvf/n0fbGpYs7+0sZ0JICCQhIQkkrFAgjLQU2tJeKJR5S0vbCz/aQuELXEbXBdrbS6FsStm0kAAZhGzIIns4jlfiLWtvnd8fshQ7lmXJlmSnOc/Hww+CdM7RR7Z0zufzOq/36+21Um3qW3YZobxbQMpk+WUk+y+eUOb0u7D7hp7hc6irllHZlTGzgqJC2TDeMImWXnY7uyI5WInmlNl89rjOlYGIOMqGpfTSH788LV1MzZ+CiMjOBMsvO0aQUDZSKdDm4Qy4hlX4CTvK+gplAZsVudHIWNMoFDLFgDllcq0WWVYWgSGVXtrjfrYjz6XiHJcuHNFmG2GhLDfLzOziGaw7ujlhIT+dHDt2jMbGxl4/Nltvd3BdXR3BYJAbb7yRyy+/nNdee43W1lby8483dikoKKClpaXP4/n5+bS0tGCxWNDr9VFXWOTxeHzxxRfMnz+fBQsWsHDhQhYuXMiiRYtYvHgxDzzwQOp+CRISEhJJIogjoJ7u5Zdf5oknnkCj0XD22Wdz44038vjjj/P6668D4ZP3zTffzPLly3vtZ7PZ+pzoVSoVBQUj7w6ihISEhISEhISExEhl+933oMo1M+n++xLeZ9tdd6MpKmTiff+VxpFJDIXzzz+fpqbeN3juuOMO7rzzzuj/33///Wzbto2XX34ZrVbLbbfdxtlnn82hQ4d48skngXBe2V//+lduv/12nnjiiV7rtFtuuYUXX3yRpUuXsmbNGiAc1D9t2jR27tzZ79iWLFlCcXExN9xwA7feeiu/+93vaG5u5ne/+x0PPfQQF154Yap/HRISEhIJ0bcQPMPs27ePt99+m1WrVmEwGLjnnntYt25dn+1ilei8+OKLPP30070emz59Oq+//joWi5NAYPDtqoeLr1q288Lu1/j/zv5Jvw6CZHh+16vU2xt5YPYvhnSc3255lpAocs+M24c8JomRQZfXyqObf49BpefnM+4cVMllT57a8gxBMcTPZ9w58MYSKWNd0yZe2/82D59zX0yHQDLsat/Ln75+gbun38rYGDlVQ2V3xz6e3fE8P5zyXc4oOC3lxwdodrbw0Kan+M7EbzK7eEbC+z2/61UOdR3m/825P25J6JNfPYNMkPGTM29NxXAH5Lldr9Bgb+LBfs7hnR4Lv1z/KNeOv4pzS2cN+nV2tu/hz1//jR9Pu4VxMZoZAPxsza85s/AMrh1/5aBfZyh8Vv857x76F0/N+w0ahQaABzc+Tqm+hJumfCfuvu6Ah3vW/IolYxZzQeWCQY/h/nWPUJ0zhu9N+tagj5EsNp+de9c+xLeqlzBvGDo4ftG0gTf2v8stp93A6fmT42773M6XaXIe49ezfp6h0Z08iKEQra+/SvDM0/h/R19L+hyVKjrcnfxqw2NcN+Fq5pTM7PWcp8OCvLSctjY7n9at5r2aj3hkzv0Y1dn9Hk/INuE81kpbW2LluT1pd3fy6w2Pcf2EpZzTT3MXu8/Bf639DUvHXcGC8jlJv0Ym2NOxn2d2/LXPtfPv+99l7dFNPDDr50OKQBksCoWMnBwdr776KsFg72YI2dm9/6Z5eXnMnj0bszk8zoULF7Js2TLk8uMO49bWVgoKCigsLKS9/Xj5cFtbGwUFBZjNZhwOB8FgELlcHn08HjU1NTz++ONUV1czadIklEol1157LVlZWTz//POSUCYhITFsDHvp5dq1a5k9eza5ubmoVCquuuoqNm3aFPMEfCI33HADK1as6PXzhz/8IZPDTzm5SWauDESbu4O8IZRdRqjKrqDB0ZTREGuJ9NEzl+zGQeaSncj4nHHU2xqjpYASmSFVGWXQo2vkIMPwB2LDsa/QK3VMyZuYluNDOChbI1dTn8R7EEWRA101VOeMHTA3rdxQQpPjaNKlnYPlqKP/IH8Id6NUyVW0DDE3rabrCHJBTmV2Rf+vpTENa+ml0+9CJshQy9XRx3I1ZjrdA18v7d0ZW9lDKL0E0Cu1GS+9jJScZbrrZYRzis+mQJvH+zUfD9h5sNPTRe4gu2z/u+Nva8W6agXyrTuRCbJhC/S3eMOdLc3q3uWxYihE0G5DkR0us060o7XCnDvojLLj38v+P9s6pRYBAYd/5JdeGk64Dl9YeR4yBJYdWQlAwGbDsvIzQv7Mdg8uLi6mrKys18+JQtl5553H2rVrsdlsBINBvvjiCy6++GJqa2ujZZn//Oc/mTdvHqWlpajVarZs2QLAe++9x7x581AqlcyYMYOPPvqo1+PxUCgU6HTh31tlZSUHDoTLfc866yxqampS/auQkJCQSJhhF8omTJjA+vXrcblciKLIypUrOfvss2OegE8kOzu7z4n/ZC+7NCeZuTIQ7akSyowVBEIBmhzHUjAqieFmV8c+DnYdZmn1kn47/CXLBPM4RET2W6SJTSZxBJwoZUpU8qGH3RpUenLUprQIZQ6fk6/bdnNW0TQUsvSZmWWCjApDGUeSeA/NrlbsPgfV/TipelJmKMET9EbzH9OJP+inzd0e110sCAJF2vwhB/of6jpMZXZZ3M9RjtpIV/ciezhwBdzoFNpeYqZZY6LDM/DfwtYtNg1VKNMpddFOs5kiIpSduAjPFHKZnCtGX0Kzq5WNzV/F3bbD04l5iM7Wf1e8DfXh/9bXk5+VO2yB/hGxO0dj7PV40OGAUAi5Mfx4qb4YvVLH3gGEMmVuLiGHg5DXm/RYIt/LeBllMkGGTqkd2Rll/YjZORoTc0pnsbH5K5r3b6f+4Qdoe+0V7Js3DsMo4zN16lRuuukmrrvuOhYvXkxJSQnf/va3eeyxx7jzzjtZvHgxo0eP5uKLLwbgySef5NFHH+WSSy7B7Xbzve99D4Bf//rXvPnmmyxevJivvvqKH//4x3Ffd8qUKbz99tsAVFdXs2HDBgCOHDmCTDbsy1QJCYlTmGEvvZw7dy579uzhqquuQqlUctppp3HzzTdzwQUXcP/99+N0Opk0aVL0BPzvjkGlRyFTpMRR5vK7cAXc5KXA7j2q22VQa62Puk4kTl6aneFw1ekpLH8blV2BWq5in+Ug09JUVifRF6ffFQ0ZTwWV2eXU2VMf6P9lyzaCYpDZxbHLa1JJZXY5Kxu+wBf0JyQg7rccAqA6Z+yA25brSwFodBylQJs3tIEOQLOrlZAYojiOowygUFvIoa7Dg34dX9BHnb2RheXx7/ybNCZqbfWDfp2h4vK7okH+EcwaMw6/E2/QhzqOM9aewII8EXRKbULCXCpxpGjsQ2Fq/hRGZVfyr8OfclbhtJguZF/Qh8PvxCw5ymLibWiI/rcg6+zhc5R1C2WmE7peBq1hETziKJMJMiaYx7HPcgBRFPt12yq6S/UCnR2oivt2zI1Hok5PvUofdW2NROx+JzJBRlZ3SXhPLqxcQPvaVXT9/Y+osnOQm0zYN2/COOfcYRhpfK655hquueaaXo/Nnj072n2yJxMmTOCtt97q83hpaSkvv/xywq95xx13cPPNN2MwGLjiiit49tlnWbJkCU1NTSxatCj5NyEhISGRIkaEVH/zzTezbNkyPvzwQx555BHUanX0BPzxxx/z1FNPoVINvTTsZEAmyDCrTSlxlEUcD6lwlOVoTBhV2RwZxkWSROpod3dgUOqjOT+pQC6TM840ZsAyDYnUknqhrIx2d0dKy8usXjtfNG2kwlBKqb44Zcftj8m54wmKQV7e+/eESiQPWmowa3ISuqlQrCtEJshotB9NxVDjctQR7nhZOkBeZZEuH4u3C08geUcHwBFbPSExNGAuXY7aiNPvwhf0Dep1horL70aryOr1WKJxBbbuBflQul4C6FW6zJdeRjvqDZ9QJggCV469FKvPxsqGtTG3iXTslhxlsYk4ykSvhzJPFm3u9oyVcPfE4u0iS5GFRqHu9XjA1i2UGY87zSaYq7H7HNHuu7FQmMNzTH9n8gJyomXFBqVuhDvKnOiUWmRC72WVGAzie+8jFq3v4miuAu1P78R4zlxce/cQsNv6OdqpxcyZM1m+fDmLFi3CbDbzyiuvMGPGDG655RYefPDB4R6ehITEKcyIEMokemPW5KTEUdbefdc7PwVCGcAoY8WwugkkUkebu4N8bWo+Fz2ZYB5Hu7sjI2VpEmGcfhc6ReqEsgpDGQD1tqG7ykRRZMPRL3l405N0uDu4uCozd4fH5YzhyrGXsrX1a946+CHxmjuHxBAHLYepNg1cdgmglCsp0hbQ4GgaeOMh0uQ8hkKmID8rvnOtSBuOHGgZZPnloa5aBARGG6vibpfT7UAZrvJLZ8CFTnmCUJaVmFBm99kRENAPUVTWKbS4Au4Bs7pSicPnQEBAe8J7zzRjTFWcnjeZT+tW4/D1dfdEbvBFIiQkeuNtqEdVGj6/FnYF8YcCw/Jdsni7YoqZwW6hTJ59XCib2J1TtrfzQL/HU+aG5xKBjuRzyux+B1mKLJQDlOOPdEeZw+/EcIKQHbTbafzdk3R9upysBfP558I8PunYhOGsmRAK4dgSv4z5VKKoqIjy8nC1SnV1Nffffz833XTTKWOSkJCQGJkMe+mlRF/Mmhx2duwZ8nHaXeFJS26KJq1V2RVsb9uF3ecY1hIQiaHT5u5IKI8pWSKT6v2dB8krnTnA1hKpwOl3UZKinDk4LpTV2RuYmFs96OO0uzt4fd877LMcZIyxiusmXEORLnMZkosq5mPz2lnRsAajysBFVefH3K7J0Ywz4Erq+1BuKI27cEwVRx3NFGkLkMvkcbeL/F5bXG2DKo2v6TpCib5oQCEmkmlk8Vgp0OYn/TpDxeV398lUjOZ6DhDob/M50Cm1A/4uB0KnCueEuQLujF0H7X4HepWuj1tlOLhizMU8vOm3LDuygmuqL+/1XESsTNWc49+JoN1OwGIh77yFtL//LsZ2FxRDq6s948KixWMlR23s83jA2tdRZlIbKdIVsq/zIIsq5sc8nsJoAkEYVKC/zeeIG+QfYcQ7yvwO9D0yBL0N9TQ980eCXV0U/uBGjHPOZc7BD1nVsJYLK89DVVyCffMmTAtiX5f+3UkmTuell15K40gkJCQk+mf4Z10SfTBrcrD7HPiCQ+uK0+5JbXldVXdOWbo64klkBl/QT5fXmjKnYU8KtQUYVdnstUjll5nC6XemtPRSq8yiQJtH3SAdZSExxIr6Nfy/Tb/liK2eb1VfyY+n/yijIlmEJWMXc1bhdD44vIz1RzfH3OZANJ8scaGszFCCzWfH6rWnZJz9cczZEjfIP0J+Vh4yQUbzIDpfBkNBDtvqBiy7hPCiGcKOlOHAFejrnsxWGVAI8gQcZY4hB/kD0cVwJgP97b6+bpXhokhXyDklZ7GmaQPt7t7CSKfHgkyQYVRn97P3qYu3MTxv0owajbqkFNWx8O+uZRhyyiyeLkyxHGVWK4JKhUzTe8440TyOQ12H+52TCgoFClMOgUEIZXafPSHBWa/SZ9zJ2RPLys9o+O9HaHnlJbo+X4W75lCv5gUOvxN9t4hu37yJ+kcfhmCQsp/fF80iu6ByAQqZgmVHVmI4eybugwfwW1LTuOtko6KiIvqTn5/P5s2bcbvdVFdXM3nyZERRZMuWLYwZk/obuhISEhKJIjnKRiCRUhKLx0LhEBaXbe7OlAT5R6jILkMmyKi11TMlb2LKjjuSiRdge7ISCaJORXbdiQiCwATzOHa17yUkhkaEA+LfGVEUw50AU9wNr9JQzoFBdC9tchzj1b1vUWdvYEruRK4dfyU5w5hXJBNkfHfiUhx+B6/texu9Usfp+ZN7bXPAUkNBVl5S4yzXhwOrGx1NGNUTUjrmCC6/iy6vlZIBgvwhnA+Yn5U3qM6XjY6j+II+xhgTEcqGr/QyGAriDnjIOsH1JhNk5CTQ+dLus6dEKIuI0o4M5pQ5/I4BM5wyyeJRF7C5eRsf1CzjP6ZcH32802PBrDZJ5/0YeOrrAFCXlaOurMS5fRvqGcaMB/r7gj6cARdmdd/zXcBm7eUmizAhZxyrGtZSY61lojm2y1hhNg86o6wkgdzKSMdXh9+ZcSE25PXS8d47CAoF3sYGrKtXhp8QBJQFBajLyhkXbCJnlIG2fW9iWfYRmrHjKLn19rDbrptslYH5Zeewon4Nl5z2fXhfxPHVZnIuuCij72ck8PDDD0f//bOf/Ywf/vCH/PSnP+21zbPPPsvXX3+d6aFJSEhIRJFmMyOQaCnJEHPKOtwdKRVD1HIVJboijlj//XPKmp2t/M+2/+OX6x+NmcVyMhNxAQyUezRYJpjH4Qy4MhJ2fqrjDngIiaGUOsog3DXS6rMlLIj4QwE+PLycx778Ax2eTn4w+Tp+dPr3h1UkiyCXyblpynepMJTx/O5Xqek6En0uGApyqOsw45IsQy6NCGVp/Iw3dQf5J7KIhHD55WAcZQe7u2Um4ihTyZXolbpo17xM4g54AGLm8eVqzANeL20JOlcGQt9jwZ4p7D5HVCgYCZjURhaWn8uW1h29HOYdbouUT9YP3oZ6FDk5yA0G1BWVBB0OKkUTra72tL1myOPBXXOo12OR726sc3PAau2VTxZhXM4YFIKcvR3xc8oGk1Fm8zkScktGhOLhyCmzf7mZkMtF8S23MeaPzzLq0Scouf1Oci+7AnVJGZ66OmZstzLm3U1Yln2Ecf55lN/zi14iWYRzis9CRKRG5UBdUYn9y00Zfz8jjc8++4yrr766z+OLFy9mw4YNwzAiCQkJiTAJC2UrVqwgGBwey/OpRiRkdSiB/oFQgE5PV0odZQBVxgqO2BqS6tTkDnhOmm6ZnoCX9w59xCObf0edvRGrz8a7h/413MNKKW3dE/N0lF4CjM8J55RJ3S/TjysQdrWkXijrzilLoPyy1dXOY5t/z7IjK5hReAa/nHUPMwrPGFFOTI1Cza1Tf0COxsSfvn4h2k2ywdGEJ+hlfJJCmVaZRa7GTIMjfUJZpMtcovlzRdoC2tztSZcm1XQdIS8rN2GXhkltxDIMjrLIZz1WjtpADXBEUQwvyFMolGW89HIEOcoAFlUuQK/U8V7Nx9FmGZ0eC+YsSSiLhbehAXV5OL5CU14JQKVdmVZHmWXFpzQ8+jC+luMdKyPf3VgZZcF+HGVquYoxplFxcxkV5lwClk7EUOJzQ38ogDvgTjijDBiWnLKu1StRlZSQVT0eQRBQ5uejn3YmuZcvCQtmD/6KPy3No/0/Lqfs5/dS+N0bEBSxC3bytXlkKbI4YqvHcNZMPIcP42/LfPntSMJsNvPVV30bG6xZs4aiooEd1RISEhLpImGh7J577mHevHk8+uij7Nu3L51jOuUxqrKRCbIhOco6PRZExJSX143KrsAT9CSVq/Hqvrd4asuzIzqIVRRFtrRs56FNT/Jp/WrOLprOr2f9jEUV89nY/BUHB1GGNlJpc3eikWtSLq5EMKoNlOiKpJyyDOD0p0coK9OXIBNk1A+QR9hgb+K3W57F4Xdy29QbuWHStb0CjUcSBpWeO6behEqm4Jkdf6XTY4mWlybrKAMoN5TQaE9f58ujjmNkKbKiuWADUaQrICSGaHMn7lAJiSFqrLWMTaDsMkKOxjgspZdOvxuI/VnPzYqf6+kNevGH/CktvXT6MlN66Q8F8AQ9I04oy1JouLhqIQcsh9jTeQB/KIDNZ5ccZTEI+X34mo9FhTJ1eTkIAgWWIB0eC/5QIC2v6zkUvgbbNx93LXXGc5TZbMhjCGUAk3LHc9TZ3K+bVGk2IwYCBO22hMfn6J4TJvLZjmzjyPA80nOkFu+RWowLzu/35o/D78CnlKEeMwZt9fi4x5MJMqqyy7uFsrMATnlX2X/8x3/w4IMP8stf/pLXX3+d1157jZ/97Gc8/vjj3HHHHcM9PAkJiVOYhIWydevWcc8993DgwAGuuuoqlixZwt/+9jc6B5FJIBEfuUxOjto4JEdZuzs9OVSRQP9Eyy9rrfVsa/2akBhiZ/velI4lVRxztvDH7f/H87tfw6DU8dMzb+c7E5diUOm5pGohuZocXt//btoms5mmzd1OvjY3rY6fCeZxHO6qxRf0pe01JI7nJKU6o0wlV1GsK6TO3r+j7KDlML/f+r8oZArunn4rk3PjLxBGArlZZm4/4ya8QS9Pb/8rX7ftplhXOCgBpUxfSpu7I1oSmGqOOpsp0RUl/D0t0obzLJMpv2xxteH0uxiTQNllhBy1aVhKL6OOMkVsRxn078K2dS+uUyGUqeQqlDIljkBmHGURYWAkCtDnls4iT2Pm/ZqPojfnJKGsL76jRyEYDAtkgEyjQVlQiLHdiYhIhzv5ksWBEEURd224rNq2aUPU9WfxdiEgYDxBgBcDAUIOB4oYpZcAk8zh8/uezv0xn1eYw3NNf0fiawKbL9wMxZDA91LfXZ5pz3DpZdfqlQgqFdmzzul3m0g8h0GV2He0MrucY84WQjlGNGPGYtt8agtl119/PQ899BD79+/n8ccf54knnqCpqYnf//73XHbZZcM9PAkJiVOYhIUyrVbLlVdeyQsvvMCqVau47LLLWLZsGQsWLOC2227js88+k0ozU0i4lGTwi5FIDlWqSy8Lum3jtQmUUoqiyHs1/0Kv1JGjNrGjbVdKxzJUPAEP7xz8J49s/h2N9ia+VX0lPz/rLkYbK6PbqOQqvlm9hBZXK5/VfT6Mo00d7SnOrovFBPM4AmKwVx6URHzcATd//vqFpISOSPlXOtyBlYZy6m2N0QVWT75u280zO57DqM7mp2feNiwdLQdLqb6YW077Ph2eTmpt9Ul1u+xJuSGcU9bkOJbK4QHhc+dRRwulCXS8jBBp/JJMoP+hrloAxpqqEt7HpDbiCrjxZlgEj7gntTE+6wPletqTcK4kgk6pzZijzO5P7dhTiUKm4PIxF9PkOMbyI+GA81xJKOuDtyHszI04ygA0lZUomyOdL1OfU+ZvbSXkcKAZNRp/czPe7mYCXZ4uDCo9Slnv0sCALewEi5VRBlCsK8SkNrKnn5wyZW5KaaXpAAAgAElEQVR4TpFM50t7VMAe+LOtVWYhIGTUURZ0OrFv3kT2rNnItf1fYx3+iJid2He0KruckBiiwd6E4ayZ+Bob8B5Nnzv5ZGDJkiW8+eabbNu2jW3btvHaa6+xaNGi4R6WhITEKc6gwvx1Oh0mkwmTKWzdbmho4IEHHuDCCy9k27ZtKR3gqcpAmSsD0e7uRClTpOQOek962sYHYlfHXg511bJ41AWcUTCFfZaDeALeAffLBHs7D/CbjU+yomENs4pm8KtZP2Ne2eyY3bqm5E1kWv5pLKtbkdbg3UwQDIVLPdKVTxZhrGl0OPzX0n+miURvvmrZzs72vUkJyukqvYRwTpkz4Iq6UyNsOPYV/7frZUp0xfxk+q0jIrA/WcbljOYHk69DJVdxRv6UQR2jzJC+QP9OTxeeoIeSJIQytVxFjtqUlNBa01WLQaVPqrFH5O/dlWFXmStSehkzzD++o8yehHMlEfRKXcZCxe1Rt8rIE8oAphWcToWhjE3NWwAkR1kMvA31CGo1yvzjNxTU5ZVgsaLxhtKSU+Y5HC4rz7vmmyCXY9+0EQifW3JidLwM2sLl1LEyyiDc0XqSeTz7Og/GzEGMOMp6CmViMIi/rQ3nnt10fb6Ktn/8naPP/g8dH74PHHd6JvK9lAky9EpdRh1ltg3rEH0+jAvOj7tdZEz6BB1l0cqMSPmlIGD/cnPS49vZvictN2okJCQkJMIkLJQFAgE+++wz7rrrLubMmcNTTz1FRUUFf//73/nwww9ZvXo1s2bN6tPeV2Jw5GpysHptBAZZ7tfu7iA3Kzctbdqrsis46miOK3qFxBDv13xMflYuc0tmMjVvMoFQoF/bfiYJhAK8vOdNNAo195x5B9dPvGbARcg11ZejEOS8eeC9mA6bkwWLt4uQGEq7UKaWqxhlrGR/56GBN5YAYNOx8EIzmYB4p9+FgBCzHG2oVGaHy4Tq7Mdzyj6r/5xX9r5JtWkMd037YcILg5HIGflTePLcB6nOGTuo/Y2qbPRKHQ2O1DsBjkWD/BPreBmhSFeQsKPM5rOzo20Xk8zjkyrDjoSAZzrQP1J6maXQ9HnOqM5GLsjjlF6GhbJEnCuJoFfqoiJ1uhnJpZcQFjCuHLsYAAEhZkj8qY63oR51WTmC7Ph8TF0RFksq7Mq03IBzH65BUGvIGleN7rTTsW3eiBgKYfFa++14Cf07yiCcU+YJemJWFMi0WgS1Buu6tTT+7klq7/05B2+7mdp7f0bTb5+g9eUX6VrxKe6DB+n44D18ba3Rz3ai30uDSh/dx3u0iSO/ug9vQ3oaRYmiSNfqlWhGj0FTURl320jpZSwRPxYGlZ5cTQ5HbA0ojCayxk/AvnlTUnPLYCjI87tf4+PazxLeR0JCQkIiORJWUebMmcOPf/xjAoEATz31FGvWrOG+++5j4sSJACgUCs4991x8PimTKBWYNTmIiFg8g1uMtHs6yU9x2WWEUcYKRETq4+QXbTy2hWPOFi4fcwlymZzRxir0St2IKL/c2vo1Vp+Nq8Z+g1HGioF3IFxudNnoi9nbeYAtrTvSPML00dZdkptuoQzC5ZeNjqMjuonDSKHF1UatrR6ZIEsqIN7pd5Gl0KRFEC/RFaGUKaizNSCKIu/XfMy7h/7FtPzT+NHUH6CJIVicbMhl8kHvKwgC5YbStDjKIl05S/SJdbyMUKQtoMXZmlBX4mVHVhAQg1xcFd8tcSKmbjdKpnPKXH43WQpNzL+ZTJCRozbS4Y6dj2TzORAQUiY26ZTajHW9HMmllxGqc8YyJXciBdr8IX2n/h0RRTEslJX3nmtExJdKm4JWdxocZbWH0YwahSCTkT1zNsGuLlz792HxdpGjidHx0hrfUQYwwTwWmSBjT0ffG56CIKAdP56ApZOgw4G6sgrzRZdQeMMPKLvnF4x6/CnGPvsXKn/9IMhkWFetxOa3o5arUMlVCb2nno4yy8cf4Tt6lJaX/pZUp81Ece/bi7+5GdMAbjIAh9+JTqFN6rNfmV1OXXezHMPZM/G3NCcl+tXZG/EFfXR4pJxoCQkJiXSR8OrqtttuY82aNTz77LMsWrQIRYzWxwsXLmTt2rUpHeCpykDhxPEQRZE2dwd5mvSIIRGnSX/ll76gj3/VfkJldjnT8k8DwgvSKXkT2d2xb9AuuVQgiiIrG76gUFvApCTDx+eVzabCUMZbBz+IlgGdbLS5Itl1mRHKAPZ3St0vB2Jz81YEBOaUzEwqIN7pd6ate6lcJqdMX8IRWz2v7XubT+pWMbdkJv8x5fo++TanKmX6Eo45W1J+TmtyHiNHbSIrSadgoa4AX8g/YFfKdncna5s2Mbv4LAq0+Um9hql7kZ3pzpfOgCuuc9KcZY5beqlTJreQjYcug6WXDp8ThSBHIx/ZwvSNU67n7uk/Gu5hjDgCHe2E3O4+QpncYEBhNlPYFUyqi3gihHw+vA31ZI0O5y/qTp+KoNbQtXEdvqAvZullwBZxlGX3e9wsRRajsiv7rQwovetuxv7xWSp/+QAlP7qNvKuuwXjufLQTJqI05yLIZChMORimn4l17Rqczq6kyqEjjrJAVxe2zRtRlZbhqT2MdfXKhI+RKF2rVyLT6dB3d6aMh8PnSNpdXZVdQafHgs1nxzB9Rrg8NolQ/0gn9g734CNaRgpvvPEGHR2pb2ghISEhMVQSFspeeuklZLK+m7e2tjJ79mwAlEpl6kZ2ipObFT+cOB4OvxNf0Jc2MUSv1FGQlddv58vVDevo8lq5csylvUp6zsifgjvg4aDlcFrGlQiHumppsDdxXvncpF04MkHGtydchcPn5IPDy9I0wvTS7u5AKVNgVPc/GU4VFYYyshRZ7LNI5ZfxCIkhNh3bwgTzuGjnyERzR5x+V8o7XvakIrucw9Y61h/bzMVVC7l2/FVpca+drJQZSgiKQY45W1J63KOO5qTyySIk2vnyX7WfIBMEFo9KPixZKVNgUOqxeDPtKHPFDPKPkKvJiRvmn8q8Tr1SizvgiZnVlGrsPgd6lT6tXYpTgUquGtGut+Ei4hI6USgDUFdUkt3mxO5z4A6k7uabt64OgkE03UKZTK1GP306zq1bkAfFmKWXQZsVmVaHbIB5/KTc8TTYm6LlzIPBtPACQi4Xhp1HMCQYgA/hDDC730nXqhUQClFy+11oJ02m/d23CXSlTjAKdFlwbN+Gcc65yJQDu90cfmfSbtVotIGtAblej27S5KTKLw92hefRzoArbZ2XM8VTTz2FrbuZhISEhMRIIu6K5/PPP+fpp5/m6aefpqmpib/85S/R/4/8PP7441K3yzRgUhsREAblKGtLU8fLnlQZK6i11fe5qDv8Tj6pX8WU3ImMyxnd67nxOeNQyVVsbx++8suVDV+gU2qZWTR9UPtXGMpYUDaHtU0bqe1HKBzJtKUxu+5EZIKM8Tlj2Nd58KTOdUs3h7pqsXi7mFl0JuWGUiDxgHhnwJU2RxnAhO78rqvHXcZloy8a8Yv1TFOuT32gfzAUdpiU6AYhlCXQ+bLJcYwvm7exoGwupkHmSZk0xkHHAgwWV8AdNwMoV5ODzWfHH/T3ec7mc6RUxNEpdYiIuFIobvSHw+/AMELzySQGxlNfD4KAurS0z3Pq8goUnVYUATGlOWWe2rDbSDPq+Bwse+YscHuoPNaPo8xqRRHHTRZhUm41AHv76X6ZCJoxY1FXVFL+dRPZSXy2DUo9fo+LrtUr0Z0xDVVBAQXXfw/R76f1jdcHPZ4TsX6xBoJBjPPPS2h7h9+JPsnzS4WhFJkgi95wNpw9k0BnR7QJQzyCoSA1XbUYu8X//krOTxYmTpzI+vXrh3sYEhISEn2IWz9TVlbGI488El3kLl++HLn8eOmCIAjodDruv//+9I7yFETR7foZjFDW7k5/eV1VdgWbm7di8Xb16nK1/MhKPAEvV4y5pM8+KrmSSebx7Gzbzbeql2TcmdLqamdn+x4uqjwv4UyMWHxj9IVsa9vJ6/vf5hcz7jqpMlna3R1py66LxQTzOLa37aLV1UahrmDgHVKE3edAr9SdFMLOpuYtaORqpuZPRilTJhUQ7/S7KNYll2OVDKfnT+aJcx9Eq0x9s4B/B/K1eajkKhocR5mdomO2uNoIisFBOcoMKj06pTauo+zDw8vQKNRcULlg0GPMUZui15lM4fS7Men7F/aicQXeLgpPKCe1++xUJZhHmQj6bnHa6Xem3UVl9yW/CJcYOXgbG1AVFiFTq/s8p6moRBAhzxKg1dUedRkNFffhGhR5eb3yxrQTJxPUahh/xBM7o8xmQx4nnyxCmb4Eg1LPns79zCw+c1DjEwQB08JFeF/4KyUtiXdC16t0TKz1EHI6ybngIgBUhYWYv3E5He+9g3PnXHSnnT6oMUUQg0Gsa1ajnTwFVWFi11aHz8loY1VSr6OSqyjVFXGkO6dMd8Z0BIUC++ZNZI2J32Cmzt6IL+RnftEcPq1fTYfHEu3CfDKSm5vLww8/zJ///GfKy8vRaHqXmT///PPDNDIJCYlTnbhKxZgxY1i+fDmffPIJZ511Fu+88w6ffPJJ9Gf58uW88847XH755Zka7ymFWZMzaKFMQCA3jW3aR3W3t+7pqupwd7KmcT2zimf0u8ibmj8Zq88eDTHNJKsb1yITZMwrO2dIx9EoNCwddzlNjmOsajx5Mvki2XX5WXkZe80JOeG7z5ksv9zbcYB71z7Ea/veSijUfDjxBX1sa/2aaQWno5Krkg6IT2dGWQRJJOsfmSCjTF+cVAOGgTjaXXZbqk+u42WEIm1Bv0LZYesRdrbvZVHFgiF9bnI0xuEpvYyXURYRymJk9th89pSWXuq684gcGeh8afen1g0nkVm8DfXRDpcnou4O9C+0BGhNYU6Z53BNNJ8sgiCXY51YxugmL/pg33vkAas1bpB/BJkgY1LuePZ2HhjS9VU74yzcaoGS7YnPBQ1yHWfsdyGUl5I1rjr6eM5Fl6AqLqHl1ZcIeRMX3mLh/Ho7AYsF04LE3GQhMYQz4BqU67Myu5w6ewMhMYQ8Kwvd6VOxf7V5wOYEkXyyWd1C5cke6K/RaFiyZAlz586lsrKSwsLCXj8SEhISw0XCicwvv/xyOschEQOzxkSttS7p/drdnRjV2Sjl6cuMK9UXo5QpOGKr58zCqQB8eHg5giBw6agL+t1vSu5EZIKMHW27GWWM33I7lbj8LjYc+4oZhWekJJ9rav4UpuRO5F+HP2F6wem9XHUjFavPhj/kz0iQf4S8LDO5mhz2dR5k/hAFykRw+J28vPfvaBQa1h/7EkGQce34K0dsrtb2tl14g75epcBl+hJWNnxBIBRAESc0PxAK4A360CmksqzhpExfyqbmrwiJoZR8zpqczcgEWR9XVKIU6QrY0ba7z+OiKPLeoY8xqPScVz53SGM0qY24Ax48AU9Gup+KohgO84+XURbN9ey9aPQEvPhC/hSXXh53lKUbu8+RVI6TxMgh6HISaG9HPW9BzOcVZjMyvZ4ym4wWd2pKLwNdFgKdnb3KLiM0js3l9C2HcG3fTvY5c3rvZ7Uiz06sFHuSuZpNzVuotzdSlT04p6YLHzvHZnHWnib87W0o8wY+3+kOH0NrCxK8dEYvt7hMqaTguzfQ+PijdPzzA/KvXjqoMQF0rVqJIseM7vQzEnsfATchMTQo12dVdgVrj26i1dVOka4Aw9kzcWzdgvvAfrQTJva738GuwxTrCinUFqCWq0760stHH310uIcgISEhEZO4s/opU6bQ2Rk+AU+ePJkpU6b0+yORenI1Zixea9KBwe3ujrTmk0G4I165oSza+bLB3sSXLds4r/zcmEGxEbTKLKpNY9jRtiujuVXrjm7GF/RxXvm5KTmeIAh8s3oJAG8eeA9fjFyckUZ792QqP4NCmSAITDCP44ClJu3B16Io8vq+d3D4XfzntFu4qPJ81h3dxJsH3h+xGWmbm7di1uQwxjQq+liiAfHO7s6r6XaUScSnzFCMN+hLWSniMWczhdr8uCJpPIq0BTj8Thy+3iLOns791FhruaRqEeohlJ4D0YyjTHW+9AZ9hMRQ3M+6UZWNTJDR6entdLP7HAApDvOPOMrSK5R5gz78IX/SHfUkRgbexkaAfh1lgiCgKa+kIIWOMvfhcMi75gRHGUCDWcRlUGPbtKHX4yGvF9HrSchRBjDBXI2AwO6O2N0vE8Hmc7BzXBYIYXEqEWRffIk9S4ZtQlmf57TV48mecy6WT5bhbWoc1Jh8Lc249uzGOG8+gjyxSI3IeXYw1+Gegf4AutOmIqjVcbtfBkNBaqxHGGcagyAI5GrMg2r6NdKwWq385S9/4d5776Wjo4Nly5ZRUzNwXpuEhIREOok7E3/ooYfQ6/XRf58MeT//Tpg1JkJiCKvPlpRjqd3dwcTu7nnpZFR2BWua1hMIBXjv0EfoFFouqFgw4H5T86fw9wPv0uxqTWu+UoRgKMjqxnVUm8ZQnsIch9ysHC4dfSHvHvoX96z5FeWGUkYbKxljrGK0qSqlC7NU0NYdFpxJRxmEJ9Xrjm6mzt7I6DS6CDc1b2F7206WjFlMuaGEMn0xITHEp/WrERD4ZvUVI+oc1uW1sq/zIBdXnd/LidQzID4S7h+LiJtFEsqGl3J9dwMGxzEKBukC68lRR/OgXRoAhd3n1GZXK2NVYQE2JIb4oGYZuRozc0rOHvIYIzdDLB4rRRk4h7sC4RJHbZwwf7lMTo7a1MdRZveHu/MZ0iCUOdNcehkR+SRH2cmJt77/jpcR1BUV6A/spd3ehiiKQ75GeQ7XICgU0bLOnli8NjomlqD9ak+vUsuALSx4J+oo06t0VGSXsbdjf9wKgng4fA4cWjnClIlYv1hD7uVLYua4RfA21BM8eIgdZ+ioCsXu8pi/9Fs4d2yn5aW/Uf6L+xBkyTl8rZ+vBrkc47nzE38f3dfhwXxHi3QFaORqjtjqmVl8Zrg76RnTsG/5koLrvoOg6LtEq7c34gv6os2ycrPMJ72jrLa2luuvvx6DwUBTUxO33XYbn3zyCffeey9//etfmT59cM23JCQkJIZK3KvIlVdeiUoVvvN81VVXceWVV/b7I5F6cjVhV1hHjMyV/vAFfVh9dvI06RdDqowV+EMBVtSvYZ8lvOBPJM/o9PxJADHLg9LBttav6fJaOb8iNW6yniwsn8dtU2/k/PJzkQsy1jRt4P92vcy9ax/i1+sf48U9b/BF08YB3UGZoN3dgUyQpTW7LhbVOWMQENjXOfguWQPR7u7kHwfeZ6xpFAsr5gHhu/VXjLmEheXzWNO0nrcOfjCinGVfNm9DROTsEzqw9gyIj0dkkS4JZcNLsb4ImSCjIQU5ZZ6Ahw6PZVBB/hGKtN2dL3ucc7a2fk2j4yjfGH3hoJ1qPcnp7paZqZyyiHtyoOtLboxcT1vUUZY6sUklV6GUKdLuKIsKZVJG2UmJt6EeeXY2CmP/Lnt1RSWyYAitxRn9rA4Fz+Ea1OUVyJS9ozdCYogurxXfadUQCmHf8mX0uaA1LJQl6igDmGwezxFbw6C/AzZfWMDWnzefkMuJfdPGuNtbPl2OoFKxZ6wu+r04EbleT97Sb+GpOYR17ZqkxhPy+bCu+wL9GdNQmPr/e52Io3ssg3F9ygQZFYayaKA/gOGsmYScTpx7Ys+PD1rCjsFxprBQlqcx0+HpHFFzm2R59NFHueiii1i+fDnK7s/tk08+ycUXX8xTTz01zKOTkJA4lYk7Y3766acTPtAdd9wx5MFI9Mbcfdc+mUD/4+V16e9sGAn0//DwcnI1OZybYAaVSW2kKruCHW27uLjq/HQOEVEUWdHwBQXaPCbnTkj58QVBYHLueCZ3O/j8oQAN9iYOW49w2FrH3o4DbG7eCsCNU77D9IKhdWQaCm3uDsxqU8a7dOqVOsoNJey3HGLxIO8+xyMkhnhxzxuAwPcmXtvLnSUIAleOvZQQIVY1hJs5XDX2G8PuLBNFkY3NWxiVXdnHhZRoQLwzEBHKpLKs4UQpU1CiK2Jryw7mlc6OW3o+EEe7xa0S3eCFshyNEZVMSbMrHOgfDAX58PBySvXFzChMLHdnIIzqbAQELBkqvXRFROE4Yf4QDvTfe4Igb/NGHGWpFZt0Sh1OX3odZQ6/JJSdzHgb6uO6yQA0lWHnV0FngFZXK0b14J2PYjCI50htTEeU3ecgKAbRlVeiKivHvmkjOecvAsL5ZADy7MTzWyfljuejI5+xv/MgZw7ivGLv/mybJpyOv7wcy4pPyT53Xsxrc6CrC9umjZjmL0CpP9KnrLwn2efMwbZ+Le1vvYl+6rSExT/7l5sJOZ2YzluY5PsIj0U/yOtwlbGCFfVr8Af9KOVKtJOnINNqsX+5Cf3pU/tsf6CrhmJdYfScYM7KwRv04fS7TtoS7R07dvCLX/yi12MymYybb76Zq666aphGJSEhITGAo+yDDz7o9fPMM8/w3HPP8cknn7Bq1SpeeOEF/vznP7N+/fpMjfeUIifSxcuT+F37SMe0fG36Oxua1EaMqmxERL4x+iKUSTgVpuZPpt7eiCWJ9zYYaqxHqLc3cl7ZuRkJdFfKFIw2VrKoYj43n/Y9Hp37S3496+do5Br2Z7DzYyza3B0ZL7uMMNpYRb2tMS05ZZ/Wreaw9QjfGr8kGujdE0EQuHrsZcwvm8PKhi94t+Zfw373tcHRRLOzhZndXatOpExfSqPjaNyuYs7oBF1ylA03S6uvwOF38tSWZ2kZZNaQw+fkvUMfISDELbkdiEgjgBZneBzrj22m3d3BZaMvStk5UCFTYFDp6Urz+TtCRBSOF+YP4UVjuGlJIPqYvdu5kuryRb1ShzOQbkfZ0BbhEsOHGAjgO9o0oFCmLCgElYp8S4BW19AC/b1NjYg+X8x8soj7M0djInvmLDw1h/C1dYvptuQdZZXZ5WgVWYPOKbP57ChkCrIUGkznL8LX1Ij7QOxjda1eAaEQpoUXYlDpoyJbLARBoPA730P0+Wh7842Ex2P9fCWqomKyxid3QzUi2g0mzB/Cv8egGKSx20EuUyrRTz8T57athHy+Xtv2zCeLEK08Ock7X3pjdCvt6OiIVjVJSEhIDAdxZ82ffPJJ9Gfp0qXMnTuX1atX88EHH/D222/z+eefc/755zN1at+7HhJDRyVXYlDp6UziAvh1+55uB8/gF1qJEnFTjTZWJu1UmJo3GYAd7ektv1zV8AVaRVa/gkS6EQSBAm0eVdnlg+pgmkra3R0ZEVBjUZldji/kj7pcUkW9rZF/1oY7j55VOK3f7QRBYOm4y5lXOpsV9Wt4v+bjYRXLNh3bgkKQc2Y/DsNEAuKl0suRw1jTKH48/UcEQgF+u+VZ6m3JhUk3OY7x+Fd/pM7ewA2Trh2SKw2gUFdAs6sVX9DHx7WfMdpYxZTc/ruoDYYctSljjjJ3go0rImXlPW/A2PwOdEptyp20OqUWR7odZdGyLslRdrLhaz6GGAgMKJQJMhma8goKLEFa3EML9PccDoefZ8USyjzh76pJbcJw9iyAaLljwGoFQUBuSNxRJhNkTDRXs6dzf9wbOv0R6eYqCAKGmbOR6XR0rfysz3Yhn4+u1avQTT0DVWEheqUurqMMQFVcQs4ll2LftKHfEsaeeOqO4Dl8GOOC85J2mzv8DjRydVI3intS1R3o36f80uPBtn5tr21PzCcDoo27TuZA//PPP5/f//73OJ3H/64NDQ088sgjLFiwYPgGJiEhccqT8O3l5557jp///OeYetTu6/V67rrrLv7xj3+kZXAS4VKSRB1l/qCfXR17mZo/OSPuKYDrJlzD3dNvTfr1CnUFFGkL0ppT1u7uYEfbbuaWzhpyl7ehMspYwVFHM55A37tmmcDpd+EKuNPeDbU/jk8G61N2TF/Qx9/2vEG2ysC1468acIIrCAJLq69gbslMPq1fzYeHlw+LWBYMBfmqZTun5U3q1yHTMyC+P5x+FwqZAqVM2e82Epmj3FDKT868FZVcxR+2/S8HEnSQft22m6e2PEMgFODu6T/irKL+Bd9EKdIW0umx8EndKqw+O1eMuSTl5cYmjTFjQpkzgTB/OC6U9YwrsPscaWmsolfqoq7OdGH3O1DJVcN+/ZJIHm9DWPhQl5cPuK26opL8rgCtzqEKZYeRGwwo8vreELN0fydyNEaUublkjavGvmkjoigStFmRGwxJh99PzB2P3eegydGc9Fh7fi9lKhXGc+fj2LoFf0fvm0O2DesJORzkXHgxwICOsgjmxZeiLCyk9ZWX8NTX4T58GNf+fTh3fY196xZsmzZg/eJzLCs/o/2tfyCoVGSfMyfp9+HwO4fk+DSpjZjUxl5zI+2EiWRVj6f11ZfpWrM6+viJ+WRAtNHXyRzof++992K1Wpk5cyZut5ulS5dy4YUXolKp+pRkSkhISGSSpG6BtLe3M27cuF6PNTQ0DMka+49//INXXnkl+v+NjY1cccUVLFq0iEcffRSv18sll1zC3XffPejXOJnJ1eQkHBK933IIb9DH1PzT0jyq4wiCgMDgFmBT86fwaf3qIU80+mN1wzoEQWB+gtlp6WSUsRIRkXp7I9U5fe/2ppuIMyk/a3gcZflZeWQpsqizNTCnZGZKjvnuoY9ocbVy5xk/TNhVJRNkfGv8lYREkeV1K/GH/Fw59tKMCcsAezr34/A747ocewbE95dr5/S70Cm0w563JnGcAm0+Pz3zNp7e/hzPbP8rP5h8HWcUxD4fi6LIp/Wr+aBmGeWGEm45/fuY1ImXPsWjSBcO9F9et4rJuRMYaxqVkuP2JEdtZH/nwZQfNxYuvxuFTIFKHl8Uji4ae7iw7T57SjteRtApdRnoeunEIJVdnpR4G+oRlEpUhQPnDWoqKlD6Q7ibj8IQCjQ8h2vQjB4T85pg8VpRyZTousVmw8xZtL7yEr7GBgI2W1JllxEmmasB2NuxP+mO4oX/h5IAACAASURBVDafnRz18RvvpvPOx7L8Y7pWryT/6qUAiKEQXZ8uR11ZRda48Gsl4igDkClVFH7nBhqfepz63/x6wO1NCy9Ark3+u+bwOYfs+KzKLu/lKBPkckr/8ycc/dMztL70N0JOJ+ZLLu2TTwaQpdCgU2hPakdZdnY2b7zxBhs2bGDv3r0olUrGjRvH7Nmzh3toEhISpzgJC2WXXnop9913Hz/5yU+YNCnctXDr1q384Q9/YOnSpYMewNKlS6P7Hzx4kNtvv50f/vCHfPvb3+bll1+muLiYW265hc8//5z58xNv2fzvglmTw9dtuwmJoQEX89vbdqGRaxg/DELMYJiaP5nldSvZ3b4v5aWR7oCb9cc2c2bBGSlbfA6Fyoijylo/LEJZW3f2Sf4wZZQJgtBnMjgUdnfsZ03Tes4rn8sE87iBd+iBTJDx7QlXoZQrWNnwBa2uNr4/+TqyFJqUjG0gNh3bgl6pY5J5fL/bKGUKinWFNNr773zp9LuksssRiElt5O7pt/KnHc/z3K5XuG7C1ZxTcnavbfxBP6/ue5svW7ZyZsFUvjNxKaoUuoYiQllIDHH56ItTdtye5GhMeIJe3AE3WQOE7A+VsCg88GuY1EZkgozOHp2ibT5H1NGaSnRKLa6Am2AomLYGKQ6/Qyq7PEnxNtSjKi1DkA/82VBXVgEgP9o26M9T0OnE13wMw+zYNwYtni5yNKaoiGY48yxaX38V26aNBK1W5NnJz5OM6mzK9CXs7tzHhVXnJbWv3eeg0lAW/X9lbh76adOxfvE5uZddgUylwrlrJ77mYxTddPPxcav0eIIe/KHAgOWO2omTKL/vlwQsnQhKFTKVCkGpRFAqu/+tQlApkSmVCOrBXf8dfueQ55iV2eVsb9vV66axTK2m9I67aH7+Odrf/gcBh52a/FpmFZ/VZ//crJyT2lEG4TliSUkJDocDmUxGRUX8kmUJCQmJTJCwUPZf//VfeDwe7r33XoLBIKIoolKpuPbaa7nrrrtSMpgHHniAu+++m4aGBiorKynvtqxfdtllLFu2rI9QZrPZsNlsvR5TqVQUFBSkZDwjgVxNDgExiM1nj3sxDoaCfN2+m9PyJqIYZFZCpqkwlGFSG9nRtivlQtm6o5vxBn2cXzE3pccdLHqljgJtHrUpLD1MhrbuSdRwlV5CeDL4Sd0qvEHfkEqJHD4nr+x9k2JdIVeMvmRQx5AJMr5ZvYQibQH/OPgBT255hltP/37amx04/S52tu/h3NLZAy6GyvQl7OnsPyjZ6XdKQtkIRafUcue0m3lu58u8uu8tnH4XF1QuAMDqtfOXnS9yxFbPN0ZdyMVVC1PuCszPykUlU3J6/mTKknR6JErkemTxWMnSp1cocwXcAwb5A8hlckxqYy93hc1nT0vXSL1Sh4iIK+BOW1dKu88xIm70SCSHKIp4GuoxTE9sXqMuKUWUy8iz+Oj0dJGvTf465DlSC8TOJwPo9Hb1cnDJDQZ0k6dg37wRRNAWFSf9mhDufvlZ/edJCeYhMYTD7+zj9DSdvwjH1i3YN2/EOHceXZ9+giInB8OM4zcaIkKSw+dIKMsx/PtI381Jh9855HNsVXcH+TpbQ6/u7IJCQdFNNyPTaelavoxzx2io+kFVn/1zNWaOOpMvfx0p2O127r77btatWxeNwxAEgYsuuoj//u//Rq1WD/MIJSQkTlUSrjdSqVQ88sgjbNy4kTfffJO33nqLjRs3ct999yFP4I7ZQKxfvx6Px8Mll1xCa2sr+fn50ecKCgpoaWnps8+LL77IwoULe/3853/+55DHMpIwJ9j5ssZai9PvYmr+lEwMKyUIgsDpeZPZ03kAX9A38A4JEgwFWd2wjnGm0VT0uGM53IzKrqTWWjcsuVht7naMquyUulaSpSq7nJAYSriUOBaiKPLa/rdx+V18f9K3UQ5QijUQ88rO4Y6pN2Hz2nj8q//hgKVmSMcbiK2tOwiIQc4unj7gtmWGEuw+B1avLebzYUeZVJY1UlHLVdxy+g2cWTCV92o+4p1D/6Te1sjjX/2Ro45j3DTlu1wyalFaSmcVMgU/m3En10+4JuXHjhBZdGcip8zldw2YTxYhV5MTzSjzBn34gj6ylenIKAuPJ53ll3afI20inERiiKEQ9s2baHvrTcRgYl2bA11dhBwO1GWJORkFhQKhsID8zgCtgwz09xyuAUFAXRW7zLqr21HWE8PMWQQ6OwlYOpEPovQSwuWXITHE/iSunU6/i5AY6vPZzho/AVVpGV0rPsPb0IBr725M5y1EUBy/+RtxWDrSnA+YCKIo4uhuSjAUKgylCAgcsfa9kSrIZBRc91265p7OlBoPeW9/Tsjv77WNOSuHDo+lT1MF37GjdC77eEhjywS/+c1vaGpq4oUXXmD79u1s2bKF5557jr179/LEE08M9/AkJCROYeJaj7Zu3crUqVORy+Vs3bq1z/P79u2L/nv69IEXfvF44403+MEPfgAQU0iItZi44YYbuPLKK3s99u/WStjcI5x4tLGy3+22t+1CKVMwKbf/cq6RyNT8yaxpWs/ezgMpE/m2t+3C4u3im9VXpOR4qaIqu4JNzVvo8Fgy7uxqd3ek3S01EBWG8KKhztYw6MykPZ372dG2iyVjFqfMKTPePJafzbiTP3/9N/5n+//xreolzC2dlZJjn8imY1sp1hVGw/rjUa4Pv79Gx1GM6r7dyJwBqfRypKOQKfj+5G+jU+pYUb+GlfVfYFIb+cmZtyed6ZMsJfqBs5GGQo4mvLDuSrDZzFBwBlzRa+FAmDU57O9upGD32QEwqNOTUQbpW7CLopi2/E6JgRFDIRzbttDx/nv4joZv7ihz8zCdd/6A+3obwh2u1eX9z9lOJKuyivytLbQ623q5ihLFXVODqqQUeVZfV1cgFMDmc5BzgjtRf8Z0BJUK0edDMYjSS4DRxio0cjV7OvZzRoJzOHt3N9fsE4QyQRAwnb+I1pf/RvPz/4egUmGct6DXNhFRKnKM4cQT9BIQg+hVQ/uOahQainWFHLHHjqYQBIHNZ2STHyhm2sZtHP2f31Ny253INOFy0TyNmUAogN3nQO+XYf9yE7b16/DUHkZdWAjfTt8Nk1SwatUq/vKXv/RaR86ZM4eHH36YO++8k/vvv38YRychIXEqE1cou+6661i3bh25ublcd911CILQr4i1d+/eQQ/C5/Px5Zdf8thjjwFQWFhIe3t79PnW1taY5ZTZ2dlkZyfezvpkJCqUufsP6gyJIXa07WaSefxJ1x1rnGk0WkUWO9p2p0QoE0WRFfVryM/KZUrexBSMMHWM6hY6j1jrhkUomzjMIqpRbSBHbaJuCDlluzv2oZIpOa88tSW1Bdo8fjbjdp7f9Rqv73+Ho84Wrh77jZRmD7W42qi11bFkzOKEXEQRIbDBfrTPwkkURSmj7CQhXOZ7BTlqI4dtdVw34eq0dGHMNEZVNgJChhxl7oTEZQhfM61eW1QcgL4L8lSgU0UcZekRytwBD0ExKDnKMowoijh3bKfj/XfxNtSjLCqi6OYfYV29io7338Uwc+aAoe/e+rAzSF2euKNdXzkG94aNHG5tgCTjmURRxFNbg35a7FJPq9eGiNjHUSZTq9FPm45908ZBO8rkMjnjzePY07EfURQTurZFRK5YTTayZ82m/e1/4G2ox3jeQuT63p//iCg1EhxlkaYCqXB2V2aX83X77pi/w2AoSI31CPnnzqRwYi4tf3uext8+TuldP0Gu15OrMjKqyUvr//6Z1j0HEAMBVKVl5H/zWnLOHRnxI/HQaDQoFH2XowbDyX+dlJCQOLmJK5StWLECs9kc/Xe62L9/P1VVVWi14Ynn1KlTqa2tpa6ujrKyMv75z39y9dVXp+31RzIahTrc0cbbv1BWb2+ky2tNW2hzOpHL5EzJm8jO9j0pCUXe3LyVOnsD35mwNKOdDBOhRFeISqak1lbPjKJpGXtdb9CH1WcftiD/ngw10H+/pYYxplFpyeHLUmRx69Qf8O6hf7Gy4QtanK3cOOX6hLKREmFz81YEBM5K8G+fpcgiT2OmMUapqifoJSSGJKHsJEEQhKTDrkc6cpmcbJUBizczjjKtMrH8o1xNDiIiFo/1uKMsTRllkL7SS7s/IiZIQtlgaX/vHbwN9agrKtFUVqGpqkJuNMUUc0RRxLV7J+3vvYv3SC3K/AKKbvwhhrNnIcjlqAqLqH/4QTr/9U/yl34r7ut6GxtQ5hcg0ySe3afpDvT31tfDjKTeJv7WFkJOZ//5ZN2uz54ZZRGyz5mLfdNGlPmDz/adZK5mR9suml2tFOsKB9w+3vdSplZjnDcfy/KPyVl0QZ/nR5KjzBH5jqZAKKvKLmfDsS9pd3f2yairtzfhC/oYlzMa4/jTkWu1HPvfP9Hw+KNoJ09BtWEdlzscBHU+zAvOI/ucuajLKxAEAYViZM2DY3Hrrbfyq1/9iieffJKxY8cC0NzczCOPPMJtt902zKOTkJA4lYm72iwtLY3571TT0NBAUdHxMhG1Ws1jjz3GnXfeidfrZf78+Vx88cknAqUKc1ZOXEfZ9tZdyAQZ/z979x3fdJ0/cPyVnTRp2iQdtKWD0QEtAgIiDlBwsNx6nninp+I6Rc9zo4jzUBBwgHrOU8/zfk5UDvAUPEFBZVUoe7Slg650ZrSZvz9KCrW7TZq0fJ6PB487v/nm+/0U2vT7fX/fY0SIZVB11sjoLH4p2cbB6lzSjUO7fRyb087nB//DIH2y34cD+INMKiNZn9jrDf0r7GYgeBMvT5SsT2R7+c5u9d6paaijxFrK6QMC928rlUi5IvUi4rQD+Pe+z1i0dRlXp12GSW1Erwrvdsamx+vhl5JtZBhTu9Sce2B4AgWWlpMvfTfnokeZEEwGdSTV9YHNKHN5XDjcjk4HhU2a4+0KjmeU9b3SS1+2Sk/7H52s3DYblav/g1SlxrrjVzhWDSHT61Enp6BKTjn2v8k4S0upWPEZ9YcOIjeZiP3TjehPP6NZbyx1cgr6CWdSvfYbIs45F2U7gaXG4FzX0sJUiYl4AdnRrvcoqz/c2B9MPaT1QJkvmN1a83ttZhYpzzyHMrbjAFdbhh2b4LzbvK9TgbLaDoLApksuQz/hDJSxLcvHNXI1MoksNDLKjq2hp6WXAMnHGvrn1R5pESg7UN3475saObjxfKPHkHD3Xyla9hLV674l7JSR/Dv8EJlnzCRjaMvgYqh79913KS4u5qKLLkKv16NQKKisrMTj8bBt2zYWLlzYtG9OTk4QVyoIwsmm02kZBQUFLF26lAMHDuBwtGy8/vXXX3d7EdOnT2f69OnNtk2YMIEvv/yy28fsT4xqA6XWslZf83q9ZJfvJC1yiN8yX3rbMGMaCqmcXytyehQoW5n7NRanlTtGzQ65bDKfFH0S6wo24HQ7e9yIvrPKjwXKgt2jDBqfmkJjn7KulsYeONZ3KM0QuAlWPmfEjyMmLIo3dr7Hy9lvNG1XyZSEK8PRK8PRK3XoleGEK3WoZSoa3E4cHgcN7gYaXA4aTvj/dpedyvoqLhp8YZfWMVAXT3b5TuyuejTy4+PrfeVeuj76My/0D5GqCI5aWw7a8Sebyw7Q6Wb+RnVjFry5vopaX+ZKAIJNSqkChVQesBt2X0aZP27CT0bWnB3gdpMw5y+oEhNpKCigPj+Phvw86o/kY83Z2RQ8A5AbjMT88Xoizjy7WYDsRFGXX0Hdll+o+OQj4m+/s9V9PPX1OMvK0E84s0vrlarVOI16dOV1ONyOLg3esR8+jESlRhnXet9DXzC7rSmRPQmSQWNwekBYDLvN+5iSNLHD/escFqQSKWFtTMmUKhSoElovW5VIJOgU2pDIKKtz+H4P9/zzJV4bi0KqIL+2oEXW+YGqw8RpY5sFFsOGDWfQMwuQyBXIdDrMPzxFpTPw2b2BcPvttwd7CYIgCK3qdKDswQcfpLS0lGnTpqFWqzt+g+A3JrWhzf4PR62llNvNnbo4CVUqmZJhxnR+Ld/FVamXdGsK3JG6QtYXbmLiwDMC3iS7JwZFJOE+4qbAUsTgiJReOWcoZZQlhg9EgqRbgbJ9VQfRyDUkhgcuu/VEQyMHMW/8feTXFVLnqKP22J86h4XahjpKbOUcqDqM1XW89EoqkaKWqVDJVKhkSlQyFUqZAqPawOCIZEZHj+jSGnzfy0WWo80GIBzPKBOBMiF4DOoIdld2vjdRd9iOfa93tvTSoIpAgoTK+kosThtaeZhfew36SCQStApt4EovHaL0sies2dnIwsNRDxmCRCpFk5qKJjW16XVPQwMNhQU05OchUSgIP30CUkX7wSl5pAHjtBmYv/gc2/59hKW17PvZUFQIXm+nJ16eSJIwgJhDBym3m0nQxXX6ffWHD6EeNAiJtPUHhJUN1YTJNQHtYTvclM76wo00uB0dnqfWUUe4QtftB5o6pbap7DGYfGvwx8ANmVRGUngCeb+pOGjsT5bL+FYy6eWRxwecmNRGKurbrjwJZb8dyiYIghAqOh0o2717Nx988AGZmZmBXI/QCqPagNPjxOK0trho/rU8BwkSTonq2/8uo6Kz2FGxi59LtnJ6XNcadHi8Hv5v3wp0Si0zB10QoBX6R4q+saF/bs2RXguUldsq0MrDQiLjUC1XtTvdqT37qg6RFjm4V7MFdUotmR0MQXB5XE03B/7unXa8oX9R64GyTmbZCEIgGFSRONyNGZOB+nyxOhszyjr7vS6TyohURWCur8LhdgRk4qWPVhEWsGb+Fof/bsJPNl6XC+vOX9GNGdtm8EiqUqEZMhTNkK5lsRsumErN+u8p/78PSXrksRbHb2rk38XSSwBN8mAUO/dTWnGk04EyX8DPeOG0Nvepqq9uM5vMX4ab0llXsIEDVYc6fAhW57D0aMBGuELXlM0VTBaHFYVU7rcAZIo+ie+LNuLyuJquJY7UFdHgdpDaQSa9SWMgt6Z323oIgiD0d52+40xOTsZutwdyLUIbjMcucCpbeVqUXZ7DoIhkIlR9e/rnmNiRpEUO4V97P2V/1aEuvfeno1vIqz3CZUNmdDrrIFgiVOGY1IZe7VNWYa8kKiz42WQ+yfpE8msLWp2g25YKeyXm+krSDN0vzQ0UuVSOVhEWkAEDEUo94QodhXXN+5SJHmVCKPD12wvk5Eubq2sZZdD4cMlsb+xRpg9gjy+dQovFEahm/lY0cnVAPlf6O9v+fXjsdnQj/T80R6pSEXX5lTTk51H306YWrzcUHEGq1SI3dH2ytWFw40OZ2tyDnX5Pw5F8cLtRt9HIHxp7lLXWyN+fhkYMQiFV8NPRLR3+bq9z1LU68bKzdEptUyA5mCxOKzqFzm/ZtCkRSbg8LoosR5u2/bY/WVtMaiNVDdW4PW6/rOW5557joYceAmDPnj1cccUVXHjhhTzyyCO4XC4AiouLufbaa5k6dSq33347Vmtj8LK2tpZbbrmFadOmce2111Je3vW+e4IgCKGg01dg8+bN46mnnuKGG25g4MCBSH/zFO3UU0/1++KERif2XEnWH0/nr7CbKbQUc/nQmcFamt/IpXJuHvFHFm99hdd3vsd9Y/7MgE40hbU4raw4tIohEYM4bUDf+B5M0SdxuCa/185XbjczKKLrT7cDJfnYdCdzfWWn+6b5gqe90Z8slEgkEgaGx1NgaT750pfFcmLfMkHobb4slar66i6VinWFzZdR1oWMNZPGwIGqw8ilMpLCW+915A9aRRhVDS2HbfiDxWERjfy7yZq9HYlCQdjwwGTah48/naq131Dx+SfoxoxFqlI1vdZQeKRp4mBX6QcNpRxwFnT+QZrd18h/UNuBlOr6moBnsCtkCs5LmsTqvG/5aP8X/C6t7TYatQ4LcdqWjfo7K1ypa+rhF0wWp9WvPQSTw4/3cPVd6x+oOsyA3/Qna41JY8Dj9VDdUNs00KS7Nm3axOeff84555wDwP3338/TTz/NqFGjmDt3Lh999BGzZs3iiSeeYNasWcyYMYPly5fzyiuvcP/99/PCCy8wduxYXn/9dVasWMEzzzzDCy+80KM1CUIocTqdFBQUYLfXB3spQg9pNGoSExNRKFrvG97pQFlubi6HDh1qesJwIolEwp49e7q/SqFdpjYyyrLLG6e/jIzO6vU1BUKYIow/j7yRRVuX8cqvb3Pf2Ds7nFb21aE12F31XJ1+acB65PjboIhktpb9SnVDTZcmIHaHy+Oisr6qRXPYYPI19M+rLehCoOwg4UpdpyZq9TcDdfGsK9jQrBzD6rKhkWsC0ntJEDrL0AsZZb4egG01/m6NSW1gc0MNCqkcvSlwpZc6hRZroDLKHBZ0oj9Zl3m9XizZ2wkbntksgOVPEqmUmKuvoeC5v1H19WpMF1/aeG6Ph4bCQiImndut48rCw7FrlciKO5+BU3/4EIqoaOQRrV9LNLgdWF22pp/VQJox6HwcbgdrC9YjOzZB+rfXZV6vF4vD0qNJtDqFjga3A4fbibKXhiK1xuKw+rU02qiOJFypI6+2gIm035/st0xND9QrWw2UHT16FLe7ebaZXq9Hr29ejVJdXc3SpUu57bbb2Lt3L0VFRdTX1zNq1CgALr/8cl566SWuuuoqNm/ezPLly5u2/+EPf+D+++/nf//7Hx988AEAM2fO5Mknn8TpdLZ5IyoIfU1BQQFyuYq4uJg+c+8ptOT1eqmrq6GgoIDBg1t/2CTxdrL+6eyzz2bKlCn84Q9/QKNpecGakNA7DbYFQRAEQRAE4besuXlk/+Veht55O7HnnxfQc+1d+DxVW7Zx6qsvozKZsBUWsv2Ou0m9ew4xk8/p1jF3P72A+qNHOXX5S53af/ONt6DPHEb6vfd063zCyWHy5MkUFTXPTL/zzjuZM2dOs2133XUX11xzDUePHuWXX37h6quvZuHChXz44YcA5Ofnc8stt/D+++9z5ZVXsn79egBcLhejRo0iJyeHrKwssrOzkR+bHjtx4kQ+/vhjYtuYrur1evnyyy8ZP348AwYMYPny5axevZqRI0fyyCOPEBYmerEKoWXXrt3ExXUvc1gILV6vl6NHj5CZObzV1zudUWaxWJg9ezYDBwaujMGfqqqsuFyeYC/Db575eQkmjYHbTrkBgJqGWub++DQzB13AtEGBvRgMhp0Vu/n7jnfJihrGLSOua9HA3eP1sGjLMmoaaph3+v19qgTN5XFx7/rHmDTwjICXze4y7+WVX9/mnlNvb9YMPtgWb10OSLh3zJ873LfEWspTPy9mVsYVnBk/PvCLCzGltnKe/GkR12ZcxRnx4wBYlv0mNpedB8bO6eDdghBYj/z4DOmGoVw3/OqAHP+j/SvYUpLNwomPd/o9eysP8HL2GwD8IeMqJhz7ufG37wp+4JMDX/LcWfP9WoIF8NCGJzklOpNZGVf49bj9nfm7H0AiwTMog/LyuoCeK3zmZVT+vJn9b77LgBtvpvbXxsoKR2RMt8+dp3GhLyziUG4+el37fc6cVVU4zGYk8Ultnm9P5X6WZb/JX0bfRqqh/T5X/uL1evn4wJd8X/gj5yVN4tIh05tuKEutZTz58/NcP/z33W6X8Wv5Ll7f+S4Pjr2LJH3w7knu+f5RzoofzxWpF/ntmGvy1vLV4a9ZdPYT/FD8E18cWs2zZz3WYeml2+Pm7v/NZWrKFGYOPj7USi6XYjBo+eCDD1rNKDvRxx9/TFxcHBMmTOCzzz4DaLXfnEQiaXN7W37brudEy5Yt4+233+add96hoKCAl19+mWuuuYaff/6ZRYsWMX/+/DbfKwjBIoJk/UNH/46dbuY/efJkvv322x4vSOgek6axObHPjopdQP8pu/ytEVHDuTLtYnZW7ObTA1+1eP3H4p85UlfI5UNn9qkgGTT2Y0vUJZDXCxOKyu1mAKI1UQE/V1ck6xMpqCvqVOPZfcf6k6WHYCP/3hCtMaGSKSk8oU+Z1WntUs8mQQgUgyqS6kCWXjptXR7S4itDAjq8wewJX9mVxc+TLz1eT6tTroWOWbZvQz14SJuliP6kjI4h8rwLqN34I/V5eTQUFIBMhjKu+/36wpIHIQHKD+3ucN96X3+y9hr51zf+bAZ66uWJJBIJV6VezMSECXx75Hu+PLymKbBSe6wJf0++t33vDWafMofbicPt8PtUWl9vsvy6gk73J4MTp/1Wtvp6XFwcAwcObPbnt4GyVatW8eOPP3LJJZfw0ksvsW7dOj7++GMqKiqa9ikvLycmJgaj0YjFYmkKvvm2A8TExDS9x+VyYbFYiIxs+/vv888/Z9GiRYwaNYo1a9Zw6qmnMn/+fJ555hm++eabDr92QRCEQOl0oCw+Pp7Fixcza9YsHn74YebNm9fsjxBYRrWByvrqpv/OLsshJiyqX/dsOmfgmUxOPJv/Ff7IuoINTdvrHBa+PLSGtMghjIkdFcQVdt+giCSO1BX6bUJRWypsZpQyZY9GsQdCSngiTo+TYmtph/vurzqISW3odD+z/kYqkZKgi6fghMmXVqcdrVxMvBSCz6COoKqhuuMdu8nmtBMm71pQ2KCOQELjU8Ke9ELqiO8m2TeF1l+sThtevKKZfxc5KytpOJKPblTv9eQ0Tp+JLDyc8v/7Fw1H8lHFJyCRd39SqXHIMABqcw90uG/94UNI5HJUiW0P66mqr0KChMhenowukUi4Ku0Szoofz3/zv2Pl4a8b+8EcC271rEfZsQC1w78B6q6wHPs6/J1J6mvof7g6j0M1uaR1MO3yRI0P1FsPlHXGO++8w8qVK/niiy+46667mDx5MgsWLEClUrF161YAVqxYwcSJE1EoFIwdO5ZVq1Y12w4wadIkVqxYATQG38aOHdtuf7Ly8nKyshof+v/www+cffbZAERHR2OxBH9ogyCEuuLiYi69dEaL7aef3vMhd3/84+9b3X7ppTMoLi5m/frvef31VwF4441Xyc7e1uNzaJo4zQAAIABJREFUhpJO/zbPzs5uauZYWFgYsAUJrTOqDdS767E57Xjxsr/6EOclTer3qZ+XDZ1BZX0Vnx1YiVFtYFR0Fl8cWk29u4Hf9aEG/r+Vok9iXcEGCi3FzSaZ+lu53Uy0xhRyf0/J+sYL+/zaIySGx7e5n8frYX/VoX6bOdlZA3Xx/FyyBY/Xg1Qixeq0oRMZZUIIiFRFsLNiD16vNyCfM1ZX1zPK5FI5ESo91Q01Ac3K8mV1+jujzHe8cD/fhPd31l+3A6Ad2XuBMllYGKZLLqPsn++BVIr+9DN6dLzouMGUqSTIfs7GkrwV7SmjkMhaH9pSn3sYVVIS0naCEFUNNeiVuqZBML1JKpFydfpleLxe1uSvQyqRoj32Pd3XM8p8QTp/Z5SFKTTEhkWz8ehmGtwOUrsw6dukNrKv6qBf1wPw/PPP8+ijj2K1Whk+fDjXXXcdAPPnz+ehhx7i1VdfJS4ujiVLlgBw991389BDDzFjxgzCw8N5/vnn2z1+YmIiOTk5VFZWkp+f3xRw++6770hMDNz1sSAIHXv//X+3+/rEiZOYOHESANu2bePUUwPT6iJYOv2b8/333w/kOoQOGNWNU2zM9VUUW47i8XoYGR2Y0eehRCqRcv3wa3hp+9/5x65/ccmQ6Ww6upnzkib16Wy6QRGNgaLc2iMBD5QN0MYE7PjdFaUxopWHkV9bwFkJp7e5X6GlGJvLTloXLhb7o8TweNYXOaiwmzGpjdS760XppRASDOpInB4nNpc9IN+TNqeN6G5kkxrVhl4IlPkyyvwbKKs7Vp6mExllXWLJ3o4iNrZHpY/dEXH2JKrXrcVRXISqhzf2cpmc7AkJjN5STvHyl5EbjURMPIeIsyc1Kyf1ut3U5+UScewGpS1V9dVE9mLZ5W9JJVKuybgcDx5W5X1LlNqIBEmPAkxqmQq5RBbUjLI6py9Q5v+f0RR9Ej+XNGZwpXYpo8xITUktTo8LRQ8Do5dffjmXX345ABkZGXzyySct9klISGj13jAyMpLXXnut0+eaPXs299xzD1KplHHjxpGZmckrr7zC8uXL+dvf/tb9L0IQBFau/JJt27by2GNPAHD77Tcze/atAPzjH2/h9XopKipk8uQpaLXhrF//HV6vlyVLXsZkMnH66afy00/bqKmp4fHHH6WsrJSUlEE4HI5mxx87dhx79+5mwYInefbZxdx77918/vlKpFIp27Zt5b333uGFF5YF7e+huzr9SbptW/updKee2vP0PqFtpmOBssr6KrLLc4hURZAU3jcGK/SUUqbg1lP+xPNblvHJgS+JVEUwLaVvDzAwqCKJUOob+5QNPDMg5/B4PZjrK8mKygjI8XtCIpGQrE8kr7ag3f32H+tPdrIHygYey7orqCtGfawnnwiUCaHAoGq8Ca+qrw5MoMzV9dJLaAzGl9rKAppJ4yu78nfpZZ0f+jidbNx2O7a9ezCcd36vZ1BLZDKifz+LoheXoElN7/HxVOPG8I+ELTymvwTL/77HvOIzzF99QfiYcUSeOwX10KE0FBXidTja7U8GUNVQTZx2QI/X1BNSiZRrM67E6/Xyc8lWwhW6FgOaukIikaBT6pp+ToLB4ghM6SU09in7uWRrp/uT+ZjUBrx4qaqvIiYs2u/rCpTLL7+c4cOHU1hY2FR2OWrUKP7xj38wblz/yk4R+p9NxVvYWPRLQI59RsJpTIgf26l9KyrK2yyTbMuuXTl8+OHHREREMG3aedx11z384x8f8NRT8/n226+5+upZTfu+8carpKdnsHTpy2zfvpW1a5v3D5w+fSZfffUFs2ffytChqcTHx7Nt2xbGjj2NVau+YsYM/w096U2dvoKcNWtWi0knEokEiUSCVColJycnIAsUGvkyyo5aS9lTuY8z4sf36EKjrwlX6vjzqJt4Z9e/mDnoAtRyVbCX1CMSiYRBEUnk1gauoX9NQy0ujyvkGvn7JOsT2ZO3n3pXQ5v/nvuqDhIbFkOkKvCNmUNZnHYAUomUQksx8brGmx4RKBNCge9ns6qhuimg6y8erweb0462i6WXAFNTpjAuNrAleEqpArlU7vfSS19JmQiUdZ4tZye43b1adnki7fBMhr78KlKlssfHyjSls6FoEyWDDGSMuR9HyVGq/7eO2h9/oO6Xn1AOTEQZ25hRrxnUdqDM6/VSVV9Npin4D8ukEil/GHYVCqkch8fZ4+OFK7RNfcKCoak82s+llwApx6oMutKfDI4PMTHb+1agDBqz1qKiosjOzmbkyJGkp6djMp2cfWkFoTuioqJblEl21KNsyJAhxMY23lNEREQyduxpAAwYEEdtbW2zfbdt28qTTzZmeI4ePYaEhPaTdWbOvITVq/9DVtYItmz5hQcemNulrydUdDpQtnbt2mb/7Xa7yc3N5cUXX+S+++7z+8KE5nQKLQqpgo3Fv+D0uBh1EvZsig2L5qFxdwd7GX6Tok8iuzyHOoclIDdE5fbGqUPdKVvqDSn6RLx4KagranVsvcvj4mB1LqcP6NzTlP5MIZUTp42loK6o6aZHG4ALdEHoKoO6MVAWiMmX9a4GvHgJk3c9UBYbFk1sgG8WJZLGEjK/9yhzWJEgEcHwLrBkb0Oq06EZmhq0NfgjSAaQZhiKXCJjl3kvGcZUlAPiiPn9tURddiW1P2+i5ru1WLZuQRYRgTyq7QdhNpcdh8eJIUQeNDWWYV7hl2M1ZpQFs5m/FalEiqYbn00dGaiLZ/yAMZwRf1qX3helORYoa2PyZahyOBw8/vjjfPbZZ0ilUr7++mueffZZLBYLy5YtIzw8cANZBKGnJsSP7XTWVzA0ZlgfT3JyuVxN/18ub97fUiZrOyz022QpWRu9M32mTDmP115bzrp1a5kw4SyUfvr92Ns6nZKUkJDQ7E9SUhKTJk1i7ty5LFiwIJBrFGj8BjWqDZjrK9EptAyJSAn2koQeGhSRDEBegLLKyu1mIHQDZSeOQW9Nfm0hDreD9JO87NJnoC6eQktxUz8kcRMthAK9MhypREpVvf8DZTZXY0ljWAh/r2sVYf4vvXRa0CrCTqqs8Z7wulxYd+5Ad8pIJNK+/3emkikZGjmY3eZ9zbZLVSoiJ55D0mNPkvjwoyTMuafdMtOqY5PSg9mjLFB0Cl1wM8ocVnQKbUDKfGVSGdcNv5rE8IQuvS9CpUcmkWGur/L7mgJp2bJl7Ny5k3/961+oVI3VBbNnz6akpIRFixYFeXWC0LdFRkaSl5eL1+uluLiIQ4c6nqjcmnHjTmPNmv8AsHv3LgoLW967yWQy3G43AGq1hgkTzuTVV5f12bJL6EKgrC0mk4n8/Hx/rEXogK9P2Yio4cik7UdyhdCXFJ6AVCIltyZAgTKbGZlEhiFEL5LDlTpMakObfcr2Vx1EgoShrWSbnYwSwxOoc1g4ai0FRKBMCA1SiZQIpZ6qhmq/H9vmtAOh/b2uVWj93szf4rCgE2WXnWY/sB+PzYZ2VP/plZtpSqfEVobZ3jLoIZFI0AwZijolpd1j+H4mfX0E+5NwpTa4PcqcVr9PvOwpqUSKQR2J2d63MspWr17No48+2qzX9ejRo3nqqadYt25dEFcmCH3fuHHjiYmJ5Xe/u4wlSxZxyimjunWcm2++jcLCQq655kree+8d4uNbBvInTDiDhQufYceOXwE4//wL0Gq1ZGWN6NHXEEw9auZvsVh49913SU0NXqr7ycR4LOBxMpZd9kdKmZKBuriA9SmrsJsxaQwhnZXQXkP/fVUHGaiLC7mL0WAZqGvs/7S3svFpUHcanAtCIBjUkVQHIKPM6ssoC+HvdZ0ijEJLsV+PWeewBKT3UX9l+XU7ErkcbWb/uTYabsrg04Mr2V25l7MTJnTrGL4gm688uj8JV+hweJw43A6Ust4v6bE4QzOYHaU2UtHHSi/LysqIj2/Z3zIqKoq6urogrEgQ+pb4+HhWrPhPi+0//dQYu3n22edbfd+YMcdLRk98/80339biGFqtjueeW9zKuS9m5syLAbj22uu49trrgMYWXb/88jMXX3xZV7+ckNKlZv6tSUhIYOHChX5bkNC2oZGDOVidS7phaLCXIvhJij6Zn0u24PF6/B7QKrebiQrRskufZH0i28p2UOuoQ6883ofC4XaQW5PPpMTATATti3yN0nNr8pFLZKiCcHMgCK0xqCI4Ulfo9+PanL7SS//3AfIXnULr99JLi9NKvC7Or8fsr7xeL5bs7YQNz0Sq6ttDfk4UGxaNSW1gl7n7gbKdFbuJUhuJUOr9vLrg8wWp6hxWTJogBMoc1i6XRvYGk8bAjvLdwV5GlwwbNoy1a9fypz/9qdn2jz76iIyM4A+iEASh62644Q9ERESyaNHSYC+lR7rdzB9AoVAQExPj1wUJbRs3YDTjBgRnopMQGIMiklhftJGj1lIS/Hhj5PV6qbCbGRKZ4rdjBkKKPgmA/NoCRkQNb9p+uCYfl9ctgsIn0MjVRGlMVNjNRCjDA9IbRRC6I1IdwY6KXXi9Xr9+X1qPlV6GckaZVhGGzWn368OOxoyy0MtWCUWOwkJcFRUYp88M9lL8SiKRMNyUwc8lW3F6XCiknb5cBxqnXu+rOsjUlMn98ndFuLIx47LOWYdJY+j189c5reiUoZf1aVIbqXNaaHA7+szDtPvuu4/Zs2eTnZ2Ny+XijTfe4NChQ/z666+8/vrrwV6eIAjd8N57HwZ7CX7R7m/ehx9+uNMHEg39BaHrfIGi3Jp8vwbKLE4r9e4GojVtT8QKBYnhCUiQtAiU7as6iFQiFUMrfmOgLp4Ku1lMvBRCikEVidPjoqqhGqPafzetNtexQFkIZ5RpFVq8eLE57X65cXZ73Nhc9qZAgNA+y6/bAdB1s+9KKMs0pbOhaBOHqnPJMHatxcnW0my8eBkX2z8frsZpBwCQW3Ok6Tqqt7g9buwue0i2hfD1MjbbK4nXDQjyajpn7NixfPjhh7z99tskJyezc+dOhg4dyvz580lLSwv28gRBOIm1GygrKSlpsW3z5s2MGDECtVodsEUJwskiWmNCp9CSW3uEsxJO99txfRMvfePCQ5VKpiReN6BFn7L9VYdI0SeilovPmRMlhseTXb4zpJubCyefTFMGnx1cybojG7gy7WK/HdfmtKGUKbucTdObfDfLVj9lmFiODQYID8H+R6HIkr0d9eDByCP7X8P6NMNQ5BIZu8x7uxwo21y6naTwBGK1/bPqI0pjJDYshpyKPZybeFavntv3M6oLwaxP07Frvsr6qj4TKIPG8ksx4VIQhFDT7tXnO++802Lb6NGjWbhwIYmJiQFblCCcLCQSCSn6JPL8PPmy4ligLNQzygCSwxPJLt/ZVLZld9nJry1gasrkYC8t5Pga+otAmRBKYsKiOH3AGDYUbWJK0kS/Tdq1umyEyUM3mwyO/yxanDZi/XA83yS/ULwJDzXOqioa8nKJuvzKYC8lIFQyJUMjB7PLvI8rUi/q9PtKrGUcqSviiqH9qxz1t7JMGfyv8EfqXfW9+lCtKVAWglmfvkBZX2ro73A4ePPNN5kxYwbJycnMnTuX1atXM3LkSBYvXozJFNq9dgVB6L9CdxyeIJwkBkUkUWIrw3asH48/lNsqkCBpumgKZSn6RGwue1MW3MHqXLx4SRP9yVrwNQ8WgTIh1EwbdB4Aq/Na9jPtLpvTHvLf676MMt/Nc0/VORsDZSKjrGPWY2WX2pH9s7wQGssvS21lmO2dD3xsLt2OBAljYvtfOeqJsqKG4fa62Vt1sFfPezyYHXqBsnCFDoVU0aXvl2BbuHAhH3zwATabje+++44vvviCO+64A6fTKdr6CIIQVCJQJghBdmJDe38pt1cSqYoI6ZIln2R9Y3aq7+vfV3UQhVTOoF7uO9IX6JXhZJkySI0cEuylCEIzRrWBMxPGs+noZsptZr8c0+rsCxllvtJL/0y+9N2Eh4fgTXiosWRvRxEdgzI+PthLCZjhpsapf7vM+zq1v9frZUvJdtINQ4lQ9b9plycaEpGCRq5mV8WeXj3v8dLL0PsZlUgkmNQGzPVVwV5Kp61Zs4YlS5YwbNgwvv32W04//XRmz57No48+yoYNG4K9PEEIeVarhUWLFjBr1lX88Y+/589/voW9e3v3c7G3rVz5JU8+OT/g5xGBMkEIsmR9IhIkHK7N99sxK+wVRGv6Rrp6nDYWpVTRFCjbX3WIwREpKGSKIK8s9EgkEm4feaOYfiuEpAuTJyOTyFiV941fjmd3hX5GmW99Vj9llIkeZZ3jqbdj37sH3ajR/XKqo09sWDQmtZHdlXs7tX9u7REq6itPit8RMqmMDGMau8x78Xq9vXZeiyO0f0ZNGiOVfSijrK6ujuTkZAB+/PFHzjqrseecTqfD4XAEc2mCEPI8Hg/33HMXen0E7733Ie+//29uuulm7rlnDjU11cFeXp8XEukm69atY9myZdhsNs466yweffRRNm7cyIIFC2hoaGDatGncc889wV6mIASERq4mThvr1z5l5XYzI6Mz/Xa8QJJJZSSGDySvtoA6h4Uiy1EuGjw12MsSBKGLIlR6Jg08g7VH1nNB8rnEaXvWtasxoyy0A2UqmRK5VO6/0kuHBalEiibEM+mCzZqTg9flQjuqfweEJBIJmaZ0fjq6BafH1WGW+OaS7SikckZGZ/XSCoMry5TB9rIdFFiKSAof2CvntDitSJCEbBDfpDZyuMZ/D14DbfDgwWzYsIGYmBhKSkqYOHEiAJ988glDh4oWHILQnq1bN1NRUc7NN9+GVNqY/zRmzDjmzXsct9vD3/72FIcPH6SyspKkpGSeffZ53G4X8+bNxWyuAOCmm25l4sRJFBQcYeHCBdTU1KBWq7n33gdIT8/g669X889/votUKiU+PoHHH38alUrV6nqKi4u5//6/kJAwkIKCIwwYEMfjjz9NREQEmzb9yBtvvIbL5SIuLp65c+cRERHJpZfOIDMziwMH9vPaa29hNLbeNmj16pW8885baLVaBgyIQ6Np/Axeu/Yb/vWv92loaKChoYG5c+cRFRXNnXfexuefr0QqlbJt21bee+8dXnhhWZf+ftv9jTtv3rwW25xOJ0uWLEGna/4k5amnnurSiX0KCgqYP38+H3/8MSaTieuvv57vv/+e+fPn8/777xMXF8ett97K999/z6RJk7p1DkEIdYMikthethOP14NU0rNET7urHovTSlQfySiDxj5l3xdtZE/lfgDSRX8yQeiTzk86hx+KfuI/h//L7BF/7NGxbC4bYYrQDhhJJBJ0Cq3fSi9rHXWEK7T9OkvKHyzZ25BqtWiGdm0aZF803JTO+qJNHKw+zDBjWpv7uT1utpX9yoio4WhOkonRmaYMJEjYVbG3VwNlYQpNj6/VAsWkMWB32bE57ejloVce+lt33303c+bMweVyMX36dIYMGcKzzz7LBx98wCuvvBLs5QlCu6p//IHq9esDcuzIiROJPLP9qb779+9j2LDhTUEynzPOOIvt27eiUMh588138Xg83HHHrWzc+CN2u424uDiWLHmJ3NzDrFz5BRMnTuLJJ+dz330Pkp6eQW7uYR588F4++uhz/v73V3jzzXcxGo289tpy8vPzSEtLb3NNhw4d5K9/fYAxY8by4otLePPNv3PjjTfzyisvs3z56+j1ej7//BOWLXuJRx55DIAJE87kmWeea/OY5eXlLFv2Eu+99yERERHce+9daDRheDwePv/8ExYvfpHISANffbWCf/7zPRYvfpH4+Hi2bdvC2LGnsWrVV8yY0fmhOD7tBsry8vJabBs9ejQVFRVUVFQ0bevJBd0333zD9OnTGTCgcYzx0qVLyc/PJzk5uWmy5kUXXcSaNWtaBMpqa2upra1ttk2pVBIT0z/HYQv9V4o+mR+Lf6HcVtHjce6+iZd9KVCWrE/EVeDifwU/opapSDrWtF4QhL5Fp9RybuLZrM77loK6oqYBFF3lcDtxelxoQzyjDBrLL/2VUVZpr8KoDv0hLMHkrKrCuuNXtCNHIZHJgr2cgEszDEUukbHbvK/dQNmeyv1YnFbGxfbvLLsThSt1JOsT2Wne0zRQJNAsDktIT6U1Hfv8MNdXoteEfqDsnHPOYf369ZSUlDBs2DAAZs6cyTXXXNNUkikIQusk7QTsR48eQ0REJJ988n/k5eVRWHgEu93GiBEjee21ZZSXl3PGGWdx4403Y7PZ2LNnF08//XjT++12GzU11Zx11kRuueUGJk06h3PPndJukAwgKSmZMWPGAjB9+kzmz3+E8eNPp7S0hDvuuAVoLBnV64/30czMbD8LeufOXxkx4pSmKbhTp05n8+bNSKVSnntuMRs2rOfIkXy2bduCVNp4XTBz5iWsXv0fsrJGsGXLLzzwwNx2z9GadgNl77//fpcP2FX5+fkoFApuuukmysvLOffcc0lNTSU6Orppn5iYGEpLS1u8991332XZsuYpdKeeeioffvhhwNctCP40KKKxcX1u7ZEeB8p80yOjNVE9XldvSfE19K8rIMs0DJm0/9/8CEJ/NSXpbL4v/JGVh7/m9pE3dusYNldjhlaoZ5RBY0N/f/UoM9dXMjgixS/H6o+c5goKn38OPB4M510Q7OX0CpVMydDIwewy7+OK1LafiG8u3Y5WHsZwU/s3Mf1NlimD/+R+Q53D0it9wyxOa0g28vcxaQwAmOurGERikFfTOeHh4TgcDoqLiwEwGAw4HA6+/PJLLr744iCvThDaFnnmWR1mfQXSsGHD+Oyzj/B6vc0Sl1599WUyM0fwxhuvcfXV1zBz5sXU1FTj9XpJSkri3//+jJ9+2sgPP6znww//yVtvvYtSqeL99//ddIyyslL0+gj++tf7ueiiS9i48Qcef/xRbrrpVqZNm9HmmmQnPMDyer3IZDI8Hg+nnDKK559/AYCGhgZstuOZ+CpVR1nQkma9KGWyxhCWzWbjhhv+yNSpMxg16lSGDk3l44//D4ApU87jtdeWs27dWiZMOAulUtnxX+hvBD1v2O12s2nTJhYtWsRHH33Ezp07KSwsbLFfa1lr119/PWvXrm3258UXX+yNZQuCX8WGRaORqzlck9fjY1XYfIGyvpOVYFQbmi480w1ioqMg9GUauYbzk84hx7y3271ybE47AGEh2gfoRFpFmF9KL90eN5X11ZhC7LO7Nxult8dRWkrBc3/DbbWS8NcHUCenBHtJvSYzKoNSWxnmNpq017sa2FG+i9ExI5D3gWnX/pQZlYEXL7vMnRt40FN1TivhyhAOlPkyyvpIQ/8NGzYwadIkzjnnHKZMmcKUKVM477zzmD59Oo8//niwlycIIW3UqFMxGIy8+ebfcbvdAPz000ZWrvyKTZs2MmXK+cyceQkmUxTZ2dvweDx8/PG/eeON15gy5Xzuv/9hqqoq8XohMTGR1av/A8DPP//EbbfNxu12ceWVlxAZaeD6629k2rSZ7N/f/hTmI0fym/ZZufJLJkw4k8zMLHJydnDkSOM14dtvv8HLL7/Q6a9z5MhR5OTspKysDI/Hw7ff/rfpXBKJhD/96UbGjh3Hpk0/4vE0/j2o1RomTDiTV19d1q2ySwiBZv5RUVFMmDChqXHblClTWLNmTbNoZFlZWavllHq9vlnaniD0VVKJlNTIIeytPNjjYx2qySNKY0Ldh3qUSCQSUvSJ5Jj3km7s/z1nBKG/m5R4JusKNvDV4a+5e/QtXX6/L/AU1gea2usUWr+UXlbWV+PFS1QIlV56PR4KlyxCIpESd8ttyMLDg7KOhuJiChcvxOt2MfC+B1EnnVwlWZnGdD7lK3aZ9zFx4IQWr++o2IXD42TcgFODsLrgStQlEKEMJ8e8l9Pjxgb8fBaHBV0IZ32GyTWoZWrM9X0jULZ48WJOOeUUrr/+em6//XaWLl1KSUkJS5cu7Xb/a0E4WUgkEhYtWsoLLyxm1qyrkMvlREZGsmTJS8hkMubPf4R1675FoVCQmTmC4uIi/vjH65k3by7XXvs7ZDI5N910K+Hh4TzxxDM899zf+Oc/30WhUPD0088ilyu45ZbbmTPnNtRqNTpdOI899mS7a9Lr9bzxxmsUFhYwdGgqc+c+hkaj4ZFH5vPIIw/i8XiIjo7hiSee7vTXaTKZuPfeB5gz5zY0Gg2DBg0GIDU1jbS0dK6++nLUajWjR4+hpKSk6X3nn38BO3Zkk5U1olt/v0EPlJ177rk8+OCD1NbWotVq2bBhA1OnTuX1118nPz+fgQMHsnLlSq644opgL1UQAirDmMqOil2U28xEh3Wvv5jL4+JA9SFOGzDGz6sLvFHRI7A67T2elCcIQvCpZEouTJnMJwe+ZF/lQdKNXRvQ4Su9DNXJcifSKcKwOe09Hsbiu7GNCqGMMsvWLdj37gGJhCN/e5L4OX9BFd+7PSQbCgooXLIQJBIS738YVcLJ18MyJiwak9rILvPeVgNlm0u2Y1QbGBxxcgUQwTcZNINtZTtxe9wBbd3g8XqwOm3oeqHEs7skEgkmjQGzvSrYS+mUQ4cOsXDhQtLS0hg+fDgKhYLf//73aDQa3n77bS644OQosRaE7oqMNPD4460HnT744KNWty9Z8lKLbSkpg3j11TdabL/ggqlccMHUTq9HpVKzaNHSFtvPPnsSZ5/dcjDjihX/6dRxJ08+j8mTW/aifOqpBc3++69/vR9orFr85Zefufjiyzp1/NYEPVA2cuRIZs+ezaxZs3A6nZx55plcc801DB48mDlz5tDQ0MCkSZOYOrXz/0CC0BdlHJv0uLdqP9FhLS+EOyO35ggNbgcZfTAra0L8OCbEjwv2MgRB8JOz4sfz7ZHv+erw16QZhnRp8E9T6WWfaOavxYsXm8veo95FvkEsoVJ66XW5qPj8U5QJA4m97k8UL3+JggVPE3fr7WizTumVNdTn5VG4dBFSpZKB9z6I8tjgp5NNYzAonZ+ObsHpdqKQKZorVeeJAAAgAElEQVReq3XUsadyP+cnnxOykxgDLStqGBuPbuZQTR5pAWzfYHPa8eIN6R5lAFFqI2X2io53DAFyuRyttvHvMzk5mf3793PmmWcybtw4nn668xkngiD0jsLCAh5++P5WX5s797FuH7e+vp6bb/5Tq6/dfPPtTJzYMsjWnhtu+AMREZGtBu06K+iBMoArr7ySK6+8stm2CRMm8OWXXwZpRYLQ+2LCojGoItlbeZCzE7oXKNtbdQCpREpapOjzJQhCcClkCqamTOHf+z5jl3kvWVHDOv1ea1NGWeiXXvqy3qyOnjX5rrBXIpPIiFRF+GtpPVLzw3qcZaXEz/kLmiFDSXpkPsXLXqDoxaVE/34WkZPP69HU847YDx2k6IXFSLVaBt77AMrok3ui+XBTOuuLNnGwJrfZ9Mutpb/ixXtSTbv8rXRDKnKJjJyKPQENlFmcFgDCQzxQZtQY2FO5P2T6C7YnKyuLTz/9lLvuuou0tDQ2btzIDTfcQF5eHlLpyRn4FYRQNnBgYrOm/7/V2Qyx31Kr1e0et6vee6/nwx3FJ5AghAiJREKGMZX9VQfxeD3dOsaeyv0khyf2iUlxgiD0f2fEjSNKbWTl4a+79Llmc9qRSqSoZKoArs4/fMExX3CvuyrqKzGpDSGRFeRpaMD81RdoUtPQnjISAIXJROKDj6AdOYryDz+g7IP38bpcATm/bd9eCpcsQhauJ/GBh0/6IBlAmmEocqmc3ebmjZQ3l24nQRdHvO7kzLYDUMtVDI0cTE6AG/rXORp7EWpDuJk/NDb0d3ic2N31wV5Kh+68807eeust3nnnHS6++GKys7O59NJLufvuu5k8eXKwlycIwkks+FdjgiA0yTAMxeayc6Su5eTXjlidNo7UFjKsD5ZdCoLQP8mkMqYPOp8CSzHZ5Tmdfp/VZSNMrgloxpK/+DLKLI6eNfQ32ytDpuyyeu03uGtqiLriqmb/BlK1mvg/z8Fw4TRq/reOoheX4rb2fJDBiay7cih6cQkKo4nEBx5GYexez87+RiVTkho5uNl0xzJbOfm1BZx2Ejbx/62sqGGU2sqaSpgDwTe0Q6cI3R5lcLzPYU1DbZBX0rHx48fz9ddfc95552E0GvnnP//J2LFjufXWW3niiSeCvTxBaFVfyNYUOtbRv6MIlAlCCPFNfOzO9Mt9VQfx4iXjhJIMQRCEYBs3YDSxYTH85/B/O51VZnPa+kQjfzieUWZx9iyjLFQCZW6LhcrV/0E7ajSaoS0fvEikUqKvuprYP92Ebf9ejix4CkdpSStH6hpneTll/3qf4pdfQBkby8D7H0IeGdnj4/Ynw03plNrKqbA3Dn7YXJqNBAljY0cFeWXBl2nKACCnInBZZb5AWXiIZ5QZ1QYAavtAoAxgwIABJCYmAmA0Gnn00UeZPXs2SqUyyCsThJY0GjV1dTUiWNbHeb1e6upq0GjUbe4TEj3KBEFoFK7UMVAXz97K/UxN6VrK+d7KA6hlalL0iQFanSAIQtdJJVJmDDqft3d9wM6KPYyMzuzwPTanvU808ofGZv4AVmf3M6vsLjtWl40odfADZZWrV+KpryfqsvanjUecdTaKmBiKX3mZI888xYAbZ6PNGoFE3rVLy/q8PKq+XkXdls0glaKfcAbRV16NTBfaWTvBkGlM51O+Yrd5L2cnTGBLyXZSIweHTF+7YIoJiyImLIoc8x7OSTwzIOfwZY1qQ7xHmenY50htQ12QV9K2X375haeeeorFixeTlnb8Ae+8efPIzc1lwYIFjB598vbdE0JXYmIiBQUFHD16JNhLEXpIo1E3BelbIwJlghBiMoypfFfwAw1uBypZ556meb1e9lbuJ90wJKCj0QVBELpjZHQmapmKXea9nQuUuWzoleG9sLKeU8mUaORqKuurun2MCnvje6M0wS0zdFaaqV77LfoJZ6BKGNjh/mFp6SQ98hjFL71A8bIXkWo0hA0bTljmCLRZWShMUa2+z+v1Ytu9i6o1q7Dt2Y1Uo8Fw4TQip5yPwmDw95fVb8SERWNSG9ll3keSfiBl9grOTz4n2MsKGVmmYawv3Ei9qwG13P/9DS1OC2qZGoU0tG+f1HIVOoWWGkdoBspycnK4+eabGT9+fNPES58bbriBv//979xwww383//9H+np6UFapSC0TqFQMHjw4GAvQ+gFof1JLwgnoQxDKt8e+Z6D1blkmjp3gVBuN2Our+K8pK6NzhUEQegNcqmcdMNQdpv34fV6O+w9ZnXaiQ2L7aXV9YxEIiE2LIYSW3m3j2E+1lfJpAlukMj85ReN67jksk6/RxkdQ9Kj87Hm7MC2Kwdrzk4s27Y2vhYXT1hmFtqsEWjS0pFIpdRt3UzVmlU0FBQgi4wk6srfETHxHGRhfSODMJgkEgmZpgx+OrqZSJUeuUTGqOgRwV5WyMgyDWNdwQb2VR3sVEC+qyxOK7oQL7v0MamN1IZooGz58uVMnz6dBQsWtHjttNNO47TTTmPOnDksW7aMl19+OQgrFARBEIEyQQg5QyIHIZfK2Vu5v9OBsr2V+wFEfzJBEELWMFM6v1bsotRWxgBt+0Ewm8uGtg9N7x0QFsOeyn0d79iGivrGnlNR6uBllDUUF1P74wYiz7ugzUywtkhVKsLHjCN8zDi8Xi+Oo8XYcnKw7tpJzf/WUf3tf5EoFEjDwnDX1KCMjyf2hpvQj5/Q5VLNk12mKZ31RRv5sfgXRkZniinXJxgSmXIsc7VzJd5dZXFYCQ/xsksfo8YQss38d+zYwVtvvdXuPjfeeCN33XVXL61IEAShJXF1IgghRilTMCQihb2VBzr9nr2VBzCpDUQHuWxHEAShLcONjYH/XeZ97QbKPF4Pdlc9YX2kmT9ArDaan0q2YHfZ0ci7Hrgw2ysJk2uCGvQwf/4pUpUK0/SZPTqORCJBFZ+AKj4BwwUX4mlowH5gH9acnbjMlejPOhvtiFOQSMU8qe5IMwxBLpXj8rgYJ6ZdNiOXyskwprGrk5mrXVXntGBU940BE1FqI0W2omAvo1U2m61FyeVvRUVFYbFYemlFgiAILYmrFEEIQRmGVIqtJdR0ohGr2+NmX9UhMoxpfr8oFARB8BeTxsCAsBh2m9vPvLK57ABo+0gzf4DYsBgASrtZflkR5ImX9kMHsWzfiuHCacjC/dsbTqpSoc06hZjfX0v8HXPQjRwlgmQ9oJQpSYscgkauaZr0KByXZcqguqGGQstRvx/b4rCiU/SNIRMmjQG31x3sZbQqJSWFHTt2tLvPjh07iIuL66UVCYIgtCSuVAQhBGUYUwHYV9VxVllebQH17vqm9wiCIISq4aZ0DlYfpsHtaHMfm9MG0KdKygaERQNQYi3r1vsr6s1Bm3jp9Xqp+PRjZHo9hvMvDMoahK75ffpl3DXq5pBvKh8MmVGNwcNd5j1+Pa7X623sUdZXSi9DYIJuW2bMmMGLL75IRUVFq6+Xl5fzwgsvcOGF4vNIEITgEYEyQQhBA8Pj0crDOlV+ubdyPxIkpBuG9sLKBEEQum+4KR2X182BqkNt7mN1NmaUhXWjhDFYojQmZBJZtzLKPF4PlfaqoE28tO3aiX3/PkwzL0aqVgdlDULXmDRGkvQdTyU9GemV4SSHJ5JTsbfDffeY97Pglxf46vDXHe5b767H7XX3mWb+UerQnR57/fXXExERwYwZM1i0aBH//e9/2bRpE2vWrOG5555jxowZhIeHc/PNNwd7qYIgnMTEoyhBCEFSiZQ041D2VR3ssM/GnsoDJOkHou1D/XwEQTg5DY0YhEKqYHflPrKihrW6j83VmFHWlz7TZFIZ0RoTpd3IKKtpqMXldQel9NLr8VDx6ccooqOJmHhOr59fEAIhMyqD1bnfUuewEK5sWSpZWV/Fpwe+Irs8B5lERomtjIkJZxCharvsuM5hBSC8j5ReGkM4UKZQKHj//fdZunQpH3/8cbPG/iaTid/97nf8+c9/JkxMwhUEIYhEoEwQQtQwQyrby3a0OyHO5rSTX1fABcnn9vLqBEEQuk4hU5BmGNJunzKbL6OsDwXKAGK1MZRYS7v8vgq7b+Jl7wfK6jb/TENBAQNuvlVMnxT6jSxTBqtyv2G3eR/j48Y0bXd6XKw9sp41eWsBuGjwhZwSlcnfflnKdwUbuHTo9DaPaXE2Bsr6SgBfIVOEdD81tVrNww8/zH333UdBQQG1tbUYDAaSkpJEv11BEEKCKL0UhBDl6zm2p53yy/3Vh/B4PWQYRH8yQRD6huHGdMrtZspsrfensfoyyvpQM3+AAWExlNvNuD1da6BdUd8YKOvtjDKP04l5xWeoEpMIHze+V88tCIGUGJ5AuFLHLvPx8std5n387eclfHV4DZmmdOaNv4+pKVOI1w1gdMwINhRtagrSt8Z6LFDWWoZaqNK3kyHXmmXLljFjxgxmzJjBwoULAdi4cSMXXXQRF1xwAUuXLm3ad8+ePVxxxRVceOGFPPLII7hcLgCKi4u59tprmTp1KrfffjtWq7XdcyoUCgYPHsyoUaNITk4WQTJBEEKGCJQJQogyaYxEaUztNvTfW3kAlUzJoIikXlyZIAhC9w03pQOwp3J/q6/7mvlr5H2rX1ZsWDQer4dyu7lL7zPbK5EgwaiODNDKWlf13zU4y8uJuvJ3Ygql0K9IJVKyTMPYXbmfMlsFr+94l1d+fQskcOfI2dw84jpMmuOliRckn0u9u4H1RZvaPKav9LKvNPMHSI0c3Ol9N27cyA8//MDnn3/OihUr2LVrFytXrmTu3Lm88sorrFq1ipycHL7//nsA7r//fubNm8fXX3+N1+vlo48+AuCJJ55g1qxZrFmzhqysLF555ZWAfG2CIAiBJq6MBCGEZRhTOVB1uM0MhT2V+0kzDEEuJl8JgtBHxIRFEaUxsdvcerNtm9OOWqZGJpX18sp6ZoA2BoASW9f6lFXYK4lURfTq57jTbKbyP1+hGzMWbWZWr51XEHpLlikDu8vOUz8/z57K/VwyeBpzT/srw0xpLfZNDE9guDGd7wo24GhjIq/FaQFA14cyysbEjuz0vtHR0Tz00EMolUoUCgVDhgwhLy+P5ORkEhMTkcvlXHTRRaxZs4aioiLq6+sZNWoUAJdffjlr1qzB6XSyefPmpmmVvu2CIAh9kQiUCUIIG2ZIpd7dQG7tkRavVdjNVNjNZBhaXvQJgiCEsuHGdPZXHcLpdrZ4zeayo1X0nYmXPrFh0QBdbuhvrjcT1ctll+UffQhA9O+u6dXzCkJvyTCmYlIbGRmVyWOn388FKeeiaCcYfUHyuVicVjYe3dzq6xaHFYVUgUqmDNSSA+bo0aMUFhY2+1NbW9tsn9TU1KbAV15eHqtWrUIikRAdHd20T0xMDKWlpZSVlTXbHh0dTWlpKVVVVeh0OuTH+h36tguCIPRF/TYNxWDoO6nRgtCW86PP4PzMM1p9LZpwPkp6tZdXJAiC0HN3Rv+RO/ljq6/dO2l2L6/GX8L56OqufyY/O/WhAKylbdXZv2LZuoWka68hPiOlV88tCL0nnFcveabTe0dHj+SMtLZ/fm+NvoZb6ZuB5WuvvZaioqJm2+68807mzJnTYt8DBw5w66238uCDDyKXy8nNzW32ukQiwev1tnhfe9sFQRD6on4bKKuqsuJyeYK9DEHosYVbXkYmkXLvmDuabX9j5/vk1xbw1BkPiwsRQRD6lAa3gwfWz2fSwDO5PHVms9cWb12OQqrgrtG3BGl13ffS9tepdzXwwLiWN6Ctcbgd3PP9o1w0+EKmpkwJ8OrA63KR9+rrKGJiUZ41mfLyuoCfUxD6ip0Vu3ltxz+4btjVzaZlAiz/9S0sDgsPjrs7SKvrOrlcisGg5YMPPsDtbt7CQ6/Xt9h/69at3HXXXcydO5cZM2bwyy+/UFFxfOhKWVkZMTExxMbGNtteXl5OTEwMRqMRi8WC2+1GJpM1bRcEQeiLROmlIIS4YYZU8moLsLuOT2Nye9zsqzrIMGOqCJIJgtDnqGRKhkYOZlflvhavWZ12whR9a+KlzwBtDKW2slYzK1pjrq8CwKTundLLqm/+i7OkhJhrrkWqUPTKOQWhr8gyDSNeO4D/5n+Hx9v8YbvFYUWn6Dv9yU4UFxfHwIEDm/35baDs6NGj3HHHHTz//PPMmDEDgJEjR5Kbm0t+fj5ut5uVK1cyceJEEhISUKlUbN26FYAVK1YwceJEFAoFY8eOZdWqVc22C4Ig9EUiUCYIIS7dmIrH6+FA1eGmbUfqCrG77GQYU4O4MkEQhO4bZkqjxFpK5bFgkY/NZUMr73s9ygBiw2KodzdQ46jteGcae00CvdKjzFlZiXnlF2hHjUY74pSAn08Q+hqJRMIFyedSYitjZ8XuZq9ZnFZ0yv7b1uWtt96ioaGBZ599lksuuYRLLrmEzz77jGeffZY5c+Ywffp0Bg8ezNSpUwF4/vnnWbBgAdOmTcNut3PdddcBMH/+fD766COmT5/Oli1b+Mtf/hLML0sQBKHb+m3ppSD0F4MiklFKFeytOsAp0ZkA7K08gAQJ6QYRKBMEoW8a/v/t3Xl8VNX9//HXnZlMkslGCFnYigtLsEpRZFfUCkZADBREKhXc5acWxBY31FrXomiVora2Ii4RBYqibRWKlLqACGhBCyhfKCIhe4Dsme38/pjJkEDCZpJJ4P18PIbMvXPuPecmZ4Y7n/s557btwdv8nS1F3zK4Y38AjDFUtOKMsgMT+hfQJjLhiOWLKgNBwnbRSU3aLoDCRW+C30/KlVc1eV0irdU5Kb34245lLPvuX/Rq9+NQ1n6Zu4zYiBM3UHbfffdx33331fvau+++e8i69PR0Fi9efMj6jh078tprrzV6+0REmpsyykRauAibg66Jp7G1eFto3Zbib+kc1+GEvropIie29jGpJEa2YXOt4ZfVPjc+48PVSjPK0mIC8/HkVhzdnS8Lq4pw2iKa/At4xdYtlK77nLbDRxJR6251IlKX3WZnaJcL+K7ke7bt2w4E5hJ0+z3EtdKhlyIicuwUKBNpBdITu5FXUcDeqn1Ueqv4X8ku0tt2D3ezRESOm2VZnJHUna3F/4fPH5housJbAUBMK80oS3DGE2WPJO9oA2WVxbSLTmrSuSaN10v+G68R0S6ZxEtHNFk9IieKAWnnEueMZdnOfwFQ6i4H0MVJEZGTSIsYejlp0iSKiopwOALNeeihh9i1axcvvPACHo+Ha665hokTJ4a5lSLhUzMX2dbibcREuPAbPz01P5mItHJntO3Bp3s+Z8f+7+iWeBrlnsBNS1rr0EvLskh1pZBXXnBU5Ysqi0lq4vnJ9q1cgXvPHjrcNg2b09mkdYmcCCLsEfy08/ks3f4+u0p2YwjcnONEHnopIiJ1hT1QZoxhx44drFq1KhQoy8vLY/r06SxZsgSn08mECRPo378/Xbt2DXNrRcKjQ0wacc5Ytu4NBMqctghOTTgl3M0SEflBerTtis2ysbn4G7olnkZlTUZZKx16CZAak8y3e7cfsZwxhsKqYnq0bbpzG+++fRS9+w4xZ/Ui5ie9m6wekRPN+R0Hsvy7f7Hsu38xqEM/QBllIiInk7APvdyxYweWZXHjjTdy+eWX8/rrr7N69WoGDBhAmzZtcLlcZGRk8MEHH4S7qSJhY1kW6Ynd2Fq8jS1F39It8XQibGGPc4uI/CDRjmhOS+jClqLAPGWtPaMMIM2Vwr7q/VR5qw5brsxTjtvnJimq6TLKCha9hfF6SZ4wsUmHd4qcaKIdUQzpOIiNBV+zY9//AGWUiYicTMIeKCspKWHgwIE899xzzJ8/nzfffJM9e/aQXGuy2ZSUFPLy8urddvfu3XUe+flHNy+ISGuT3rYbZZ5y8isLQ0MxRURauzPa9uD7sj3sry6lwhPIKGutk/kDpAYn9M+rOPzwy8LKIgDaNdHQy4pvv6F07RoSM4bjTE1tkjpETmQXdT4Ph83Oh99/DECsJvMXETlphD0l5eyzz+bss88GwOVyMW7cOB5//HGmTJlSp1x9V0JfeeUV5s6dW2fdOeecw4IFC5quwSJhUjs41lMT+YvICeKMpB68u+MDthR/Q3krn8wfIM0VuNCXW55Pl/jODZYrqiwGoF100g+qz+/x4K+sxF9Rga+iAn9lBf6KCor+9i6Otkm0HXHZD9q/yMkqzhnLoA79+Pfu1dgtO9GOqHA3SUREmknYA2Xr16/H4/EwcOBAIDBnR8eOHSksLAyVyc/PJyUl5ZBtJ0+ezJgxY+qsc2qiWjlBtYlMIM2VQqW3ijTXoe8HEZHWqFNsB+KdcWwu+oa2UYk4bA4ibBHhbtZxS45uh82yHTmjrCoQKEuKSjym/Zdt2kjhXxfhKyvFX1GB8XjqL2i30+H/3YYtMvKY9i8iB1zc+QI+zv6M2AiXhi+LiJxEwh4oKy0tZc6cObz55pt4PB7efvttnnzySWbMmEFxcTHR0dEsX76chx9++JBt4+PjiY+PD0OrRcLjyh6j8fi9OlkTkROGZVn0bNudrwu30Cv5x8Q4olv1Z5zdZic5Oom8isNPBVFYWUy8Mw6n/egv8FXu2E7OH58jom0SsT/pjS3ahc3lwu4K/LRFu7AH1zni47HHxf3QwxE5qSVFJ3Jhp8Hsq94f7qaIiEgzCnug7KKLLmLjxo2MHj0av9/PVVddRZ8+fZg+fTqTJk3C4/Ewbtw4evXqFe6mioRd90Td+VVETjxnJPVgbe4GthZvI7oVD7uskepKIbf88IGyosriY5qfzJ2fz54/PIMjIYFOd96DQxcKRZrF2G6jwt0EERFpZmEPlAHcfvvt3H777XXWjRo1ilGj9B+TiIjIiS69bTcsLPZW7+P0qFPC3ZwQX1kZua/MI77/AGL79D3qTLe0mBT+W7QVn9+H3Wavt0xhVTGnJ5x6dO0oLSX72acwfj8dp/1KQTIRERGRJhT2u16KiIjIyS02IoZTghPfu1pQRlnJ559R/uUX5PzxefY8NwfP3r1HtV2qKxmf8YXmITuYz+9jb9U+2kUfeX4yv9tN9txn8RYV0fG223GmpR3TMYiIiIjIsVGgTERERMKuZ1IPAGIcLSdQVrZ+Hc4OHWh3xZVUbP4v3z1wL/tWrcT4/YfdLjV4w5WGhl8WV+3DYEg6wh0vjd9P7l/+RNWO7aTdeDPR3bodtryIiIiI/HAKlImIiEjYndE2EChzRUSHuSUB3v37qdz2LXHn9qNtxnC6PPgIUaecSv7rr7L7yd/hzs1pcNu0mGSABif0L6wqAqBd1OHnKCtYuICyLzaQPH4CcX36HueRiIiIiMixUKBMREREwq5LfCfSE7vRtc3RzdvV1Mq+3ADGEBsMUDlTUuh4xwxSr7me6uxsvnvwfor+9i7G6z1k22hHNAnOOPLKC+rdd2FlYEjm4Sbz3/vPZexb8U/aDL2ExGEZjXBEIiIiInI0WsRk/iIiInJys1k2fnn2jeFuRkjZhvU409rj7NAhtM6yLBLOO5+Ys84if8EbFL2zhNJ1n5M6+TqiTzutzvaprpQGM8qKKotxWHYSIuuflL90wzoKFr5JbJ9zSR4/ofEOSkRERESOSBllIiIiIrV4S0uo+GYrseeeW++dLh0Jbegw5RY63DYNf0U53z/+MMX/+BvGmFCZtJgUcivy66yrUVhVTNvoRGzWoadhldu2kfvnPxF12umkXX8Tlk2naiIiIiLNSRllIiIiIrWUf/kl+P1HnBcstvfZRPdIJ/+1VyhcshhvSQnJ4ydg2WykulKo9FZR4i4jITKuznZFlUUk1TM/mTtnD9lzn8GRlETH26Zhczob9bhERERE5MgUKBMRERGppXTDOiJSUnF26nzEsvboaNJuuAl7fDz7VizHV1ZK2jXXk1prQv+DA2WFlcV0if9R3Tq/2EDey3/BcjjoOO1X2OPqbiMiIiIizUOBMhEREZEgX1kZFVu3kHjJpfUOu6yPZbORfOXPccTHU7hkMb6yclKvnQhAbnk+3RNPD5Wt8FRS4a0MTeTv93goXPQW+1auIPKUU+lw8y1EJCc3/oGJiIiIyFFRoExEREQkqGzjl+DzHXHY5cEsy6LtiMuwxcaS/9or+J9/kbg+jkMm9C+qCt7xMqot7oJ8cv74PNXf7aTN0EtIHjcey6FTMxEREZFw0tmYiIiISFDZhvU42rUjskuX49q+zZALscfEkvvnPzKu2MGXmbuh+4HXCysDgbI23+xh18LnwbLocOtUYs8+pzGaLyIiIiI/kG6lJCIiIgL4Kioo/+/XxPWp/26XRyuuz7l0vP1XuMo99Fn0Je7cnNBrRWX5XLiuFPcrC3C2b0+XB36rIJmIiIhIC6JAmYiIiAhQvvE/4PMRe4zDLuvjSu9J7tUZ2Lw+dv3uUap2/g93Xh7t/vIuP9lWSeIll9L5znuJaKf5yERERERaEg29FBERkROG8fvZt3IFvpISksaMPabMsNIN63C0bUvUqac1SlsST+/JomGfcc1qP98/OQvLggjjZU3GaUy+YkKj1CEiIiIijUuBMhERETkhuHNzyH35Jaq2/x8AzvbtiR84+Ki29VdVUvH1VyRc+NMfNOyytlRXMvviHey74TJS3vwQW2Qkb59jSGx/fPOfiYiIiEjTU6BMREREWjXj97P3n8soemcJVoSTtOtvZN+/V5G/4A1cPX+Mo02bI+6jbNNGjNd7zHe7PJxkVztslo1cRyXn3v8gBsPuVTPpFtW20eoQERERkcalOcpERESk1XLn5vD9rMcoXPQWrh+fySkPPUr8wMGkXXMdxuMmL+tVjDFH3E/ZhvXYE9oQdfrpjda2CJuDdlFtySvPx7Is9leX4DU+2kUrUCYiIiLSUimjTERERFqdQ7LIbriJuP4DQ8MmnWntScocQ+HihZSt+5y4fv0b3Je/upryrzaRcN75WLbGvYaYGpNMbkU+AIWVRQAkKVAmIiIi0pnPmkMAABkFSURBVGIpUCYiIiKtijtnT2Aush3biel9Nqm/mFzv8MrEYRmUrl9H/huvE92zJ464+Hr3V/7VJozb3Sh3uzxYmiuVLUXf4vP7KKzaC0C7qKRGr0dEREREGocCZSIiIhJ2xhhKPv0YT34+xu8HY8DvDwybrP3T46b087VYzshDssgOZtntpF17A7se/g0Fb7xO+5tvqbdc2YZ12OPiie7WvdGPK9WVjNf4KKraS1FlERYWbaOOPGeaiIiIiISHAmUiIiJSL+P34927Fzj8HF+2qGjsMTHHX48xFCzIYt/KFWCzBYY/Wtahz4M/Y3qfTcrPJ+JIOHLAKbJjR9pedjlF7ywhtm9/4s7pU+d1v9tN2aaNxA8Y1OjDLgFSY1IAyKvIp7CymMSoNtht9kavR0REREQahwJlIiIicghvaQl7nvsDVf+37ciF7XZSJl5NmyEXHnM9tYNkbYZlkDx+QoMZYser7aUjKPtiA/mvv4Krew/ssbGh1yr++xWmuprYPuc2ap010lzJAOSW51NUVUw73fFSREREpEVToExERETqqN6TzZ45z+Ddv492Y8djj4s7bPnSdWvJf3U+nrxc2o0df9SZWYEg2evsW/khicMyaNcEQTIAy+Eg7drr+e6R35L/1hu0v/6mA21fvx5bbCyu7j0avV4AV4SLOGcseRUFFFYWc2ZSepPUIyIiIiKNQ4EyERERCSn/79fk/PE5rIgIOs24h+jTTjviNvEDB5H/5hvsXfYB7rw82t9wM7aoqMNu01xBshqRnX9E2xGXUfzeUuL69iO2V2/8Hg/lG78k9tx+WI6mOyVKc6XwfWk2Je5SkqI1kb+IiIhIS9b4k3GIiIhIq7TvXyvJfvZpHEnt+NHM3xxVkAwCk+anTrya5J9PpHzjf/h+1mN4iosbLG+MIf+NYJDskkubPEhWI2nkKJwdO5H36nx8FeVU/Pdr/FVVxJ3bNMMua6TGpLC7bA8A7aISm7QuEREREflhWkygbNasWdx9990AbNmyhbFjx5KRkcHMmTPxer1hbp2IiMiJy/j95C/IIj/rVWLOPIsf3X0vEUnHnvmUePEwOvzydjwF+ex67CGqdu48tC5jyH/jNfb/Kxgku+LKZgmSwYEhmL6SEgoWvkXZhvXYXC5c6Wc0ab1prpTQc2WUiYiIiLRsLSJQtmbNGt5+++3Q8owZM7j//vtZtmwZxhgWLlwYxtaJiIi0LsbvP+qyvspK9vzhGfZ9+E/aDMugw23TsEVFH3fdsb1+Que7Z2LZ7Xz/xGOUfrHhQLtCQbKVJGY0b5CsRtQpp5KYMZySTz6idN1aYnuf3aTDLgFSgxP6A7SL1mT+ItLyvPfee4wYMYJhw4aRlZUV7uaIiIRV2Oco27dvH7///e+ZMmUKW7duJTs7m6qqKnr37g3Az372M+bMmcNVV10V5paKiEhLZ/x+/FWV+KvdWBZg2cBmYVk2sNmwbFaddX63G391Naa6Gn91Va3ngYdxV2OMCUxOb7MFflq2uss2G8brxV9Zgb+iAl9lJf7KykOWjdeLLTISW1QUtshIrMgobFE1y8F1EREYrxfj8eB3uzFeD8bjCS57Diy73fiD643Xg3EHywSX8fmwJyQQ2akzkZ1/RGTnzkR2+hHOtDQsuz30+/IUFZI95xncOXtI+cUk2lz400b5O0R26syP7n2APc89S87zf8Az9goSM4aT/8br7F8VDJKNa/4gWY2kyzMp//IL3Lk5xPbp2+T1pQYzypx2J7ERMU1en4jIscjLy+P3v/89S5Yswel0MmHCBPr370/Xrl3D3TQRkbAIe6DsgQceYPr06eTk5ACQn59PcvKBK6/Jycnk5eXVu21JSQklJSV11jmdTlJSUijbtBFPRWXTNby1M4AxGAyYmkfgBeM3gQImWNYi8CXTCi7YrOBKsAIvBl9rZYK/g8DTWsdb8zupLfRl7sCxho49uPpIdRm/H/z+wE/jx/iCy8YPPh/G7w98abTZA1/mQ1/E7cEv44F1lmVrvnZL46npA8YPfhP4u/v9gfdbzXNjAn2gJqhjWbWCM1atdUf4w9V5fwdX1HpfG+Ovs96YYBtM8Lm/7nIgmBHsQzWfBZYV/EgILBufLxDgqfXA68X4ai1bNiyHHcvuCARrHA4sR+C5ZXdgOQIBHOMPvieC74u6z734PZ5gIKrWo6oSX0Ulprqqqf6CR89uxx7twhYdHXi4XDhTUrEc9kAArqoKb0kJ/ur8QFCuqgp/VdUh71/L4cCKiKjzsIWeO7HHxgbXOQ8pg92Ot7CQ6t272PvPZeDzhfbp7NCRyE6dcaalsXfFcozHQ8dpdxDz4zMb9dfgSEig06/vJm/+SxT+dREla1bj3pNNYsZw2o0bH7YgGYAtwknaTVPYt3JFox93fRKjEnDaImgX1Tasxy0iJ5+cnBx8wf8DasTHxxMfHx9aXr16NQMGDKBNmzYAZGRk8MEHH3Dbbbc1a1tFRFqKsAbKFi1aRPv27Rk4cCBLliwBAsMyDtbQSeUrr7zC3Llz66w755xzWLBgAXmvv0p1fkHjN1pERI7ICgbBbBHBnw4Hxm9CATV/7YDa0ezLZgsG1WxYjggcMS7sLhfO+FjsaSnYXdE4XC7sMTHYo6OxR0UeCAoGA9TGb0IByZp1tshI7FGR2CKjsEdHYY+MxB4dfWB9VBSWZQW392N8vlr7C+7b58eKcOBwxWCPcWFzOo85GGKMCWWRhQJitsaZHcHv8VCZvYfynTsp/99OKnZ+R/l/v6Jk9SdEpqZwxmMP4+rcqVHqqk/KvTP4/s2FfP/mQjqOyaTL5KtbRrAo+Uw692n6IFmN16+Y02x1iYjUmDhxItnZ2XXW3Xbbbfzyl78MLR+cqJCSksKmTZuarY0iIi1NWANl//jHPygoKCAzM5P9+/dTUVGBZVkUFhaGyhQUFJCSklLv9pMnT2bMmDF11jmdTgA63zEDT7Wn6Rp/IrCCQch6skWsWhlIgSSUuhkpGH8w+aF2RlMrZIX+Cf4aDs3Aqi9jK3TsdV4/QlUHZYnVDAOreY4tmClW+wv4wdln/kCWT3O2WxpPqA9YtYcAHnhuWVbwvRbM5vL76wR2QuuO5m8X7CNWrfd1TUZo6P0dzF4L1H+gDdRkrVk2LCvYb2qy0IIZqKFsteByIDBmx3IEspmONhBijDmQMeb1BrqwzQ52G5bdEchca6agij/4qPM/R2ghGLSyAHvwcTAfUOIG3D+sIZWNsI+DxbTF+nFbYn98DrHBVd6SEuwuF+UOB+UFpY1b30Gih47g9AFDsMfGUlhY1qR1tVRunwfLsoiwhT2ZX0ROAg6HjcTEGLKysurNKKvtWBIVREROBmE9W3v55ZdDz5csWcLnn3/O448/zmWXXcaGDRvo06cP77zzDkOGDKl3+4PThmtzpqVh8x79ZMYiItL8LMsKDcEkMjLczTmpOBr4/7Op2GNjj1zoBOa0R4S7CSJyEmrfvv0Ry6SmprJ+/frQcn5+foOJCiIiJ4MWcdfLg82ePZvHH3+c4cOHU1lZyaRJk8LdJBERERERkRPOoEGDWLNmDcXFxVRWVrJ8+fIGExVERE4Glqkv1/YEsHdvOV5llImIiIiIyEmmZujl0Xrvvff405/+hMfjYdy4cdx4441N2DoRkZZNgTIREREREZETyLEGykRE5IAWOfRSRERERERERESkuSlQJiIiIiIiIiIiggJlIiIiIiIiIiIiADjC3YCmYrcrBigiIiIiIicffRcSETl+J+xk/iIiIiIiIiIiIsdClxpERERERERERERQoExERERERERERARQoExERERERERERARQoExERERERERERARQoExERERERERERARQoExERERERERERARQoExERERERERERARQoExERERERERERARQoExERERERERERARo5kDZe++9x4gRIxg2bBhZWVmh9R6Ph8mTJ7N27do65WfOnMm2bdtYsWIFmZmZXH755dxyyy3s378fgA0bNjB27FgyMzOZPHky2dnZoW2XLl1KVlYW27dv56qrriIzM5Mrr7ySLVu2AOB2u5kxYwbDhw9nzJgxbN++HYDy8nKmTZvGqFGjGDVqFH//+99D+5w3bx6XXnopGRkZLF++vMl+T9I61de/33rrLS677DJGjRrFPffcg9vtDpWv6d817rrrLpYsWXLIfp999ln+8Ic/1Fmn/i3Nrb7+/cYbbzBy5EhGjBjBrFmzMMaEytf07y1btjB27FgyMjKYOXMmXq8X0Oe3tCzH2791fiKtQUPn3wBZWVlcffXVddY9//zzrFq1KrRc33kIwOLFi7n77rvrrFu/fj2zZs0iPz+f66+/nszMTMaMGcOaNWsAMMYwa9YsLr30UkaMGMGGDRsA8Pl8/OY3v+Gyyy5j5MiRzJ8//6jaLyIi0iRMM8nNzTUXXXSR2bt3rykvLzejRo0y27ZtM9u3bzdXXnmlOeuss8xnn31WZ5vx48eb0tJSM3jwYJObm2uMMeaZZ54xDz/8sDHGmIsuushs2bLFGGPMokWLzJQpU0Lb3nHHHWbXrl1mwoQJZuXKlcYYY1avXm1GjRpljDHmL3/5i7n//vuNMcZ8/vnnZty4ccYYY55++mnzu9/9zhhjTGFhoRk8eLApKCgwGzduNJmZmaaqqsoUFhaaiy++2Ozdu7epfl3SytTXv7ds2WKGDRtmSktLjd/vN3feead5+eWXQ9uMHz8+tO3NN99sevXqZf7617+GXi8pKTH33HOP6dWrl5kzZ06d+tS/pTnV17+//fZbM2zYMFNeXm68Xq+58sorzccffxzapqZ/jxw50nz55ZfGGGPuuecek5WVZYzR57e0HMfbv3V+Iq1BQ+ffxhizbds2c/7555tf/OIXdbaZNGmSqaioaPA8pKqqyjz55JOmd+/e5q677qqz7dNPP21Wr15tfvWrX5nXXnvNGGPM9u3bzaBBg4zX6zXvv/++ufHGG43P5zM7duwwQ4cONR6PxyxcuNBMnTrV+Hw+U15eboYPH26+/vrrw7ZfRESkqTRbRtnq1asZMGAAbdq0weVykZGRwQcffMDixYu54YYb+MlPflKn/NatW+nRowcej4cHH3yQ1NRUAHr06EFOTg5ut5tp06aRnp5eZz2A3+8nOzubzp07c8UVVzBkyJBDyqxatYrLL78cgL59+7J371727NlDv379QlfWkpKSaNOmDYWFhXz00UcMGzaMyMhIkpKS6NevX52rbXJyq69/r1ixggcffJDY2Fgsy6J79+7s2bMHONC/IXCl9OKLL2b48OF19vnhhx9yyimncO2119ZZr/4tza2+/r1s2TL+/ve/43K5KCkpoaysjPj4eOBA/87OzqaqqorevXsD8LOf/YwPPvhAn9/Sohxv/9b5ibQGDZ1/u91uHnjgAaZNm1an/P79+3E6nURHRzd4HrJu3Tr8fj8zZsw4pL4NGzbQp08fLrnkEkaNGgVAly5dqK6upqKign//+9+MGDECm83GqaeeSocOHfjyyy/p1q0bt912GzabDZfLRefOncnJyWmw/SIiIk2p2QJl+fn5JCcnh5ZTUlLIy8vjzjvvZOjQoYeU/+ijjxgyZAiJiYmh16uqqnjxxRcZOnQoTqeTzMxMIHDiOXfu3FC5r776irPOOgsIfDGz2+0AzJkzJ1Tm4PYkJyeTm5vL4MGD6dChAwD/+Mc/cLvddO3alfz8fFJSUg4pLwIN9+9BgwYBUFxcTFZWFhdffDFwoH8D3HDDDVxxxRWH7HP06NHcdNNNof5bQ/1bmltD/TsiIoKFCxcydOhQkpOTQ4GBmv5dXz/My8vT57e0KMfbv3V+Iq1BQ/37qaeeYuzYsXTq1KlO+U8//ZTBgwcDDZ+HnHfeedx5551ERUXVWV9QUEBCQgJOp5NLLrmEhIQEAF566SV69uxJXFxcg/21d+/edOvWDYAvvviCTZs20bdv3wbbLyIi0pSaLVBmas3tUcOyrAbLf/bZZwwYMCC0XFpayo033kh6ejpjxowJrXe73fz617/G6/Vy8803A3WDEDV1z5o1i40bN3Lvvfc2WKfNduDX8f777/PYY48xZ84cHA5Hve2vXV5Obofr33l5eUyePJmxY8fSv39/4ND+fSzUv6W5Ha5/jx8/nrVr19KuXTvmzp0LHOjfR/rc1+e3tATH279r6PxEWrL6+seaNWvIyclh7Nixh7x2cB89Fh9//DHnn39+nXXz58/nrbfe4oknnmiwPbX76+eff87UqVOZPXs2CQkJx/z9QUREpDE025lUamoqhYWFoeWDryjVVlZWhmVZxMbGhspeddVVpKen8+ijj4bKlZeXc8MNN+D1ennhhReIiIgAAv/J9uvXDwCv18uvf/1rvvrqK1599VXi4uKAwBWpgoKC0L4KCgpC7XnttdeYNWsWL730UugKcmpqaoPlRRrq39u3b+fnP/85Y8aM4dZbbwUO7d/HSv1bmltD/btmEmaHw8HIkSP55ptv6vTvg7er3a/0+S0txfH275qyOj+Rlqy+/r179262bdtGZmYm9913H19//TW33347xhh27tzJaaeddlx1HRxke+KJJ1i0aBFZWVm0b98+1J6G+uvy5cu5/fbbeeqpp0JZbcfy/UFERKSxNFugbNCgQaxZs4bi4mIqKytZvnx5g1esVq9ezcCBA4HAXXCmTJnC8OHDmTlzZp2rSDNmzKBLly48++yzOJ1OIDDELSYmhsjISABmzZpFWVkZ8+bNC52EAlxwwQUsXboUCNyhJzIykg4dOrBixQrmz5/PggULQnNIAQwZMoTly5dTWVlJcXExn332WaiNIvX17379+nH99dczbdo0rrvuulDZ2v37WKl/SzjU17/79+/PjBkzKCkpwRjDsmXL6NOnT53+3bFjRyIjI0MBh3feeSf0ua/Pb2kpjrd/6/xEWoP6+vfChQt5//33Wbp0KY888ghnnnkmzzzzDJs3b6Znz57HVY/P5yMvLy80PHj+/PmsXbuWBQsWkJaWFio3ZMgQ3nvvPXw+H9999x07d+7krLPOYtOmTTz44IPMmzcvlH3fUPuPN+NNRETkaDmaq6LU1FSmT5/OpEmT8Hg8jBs3jl69etVb9qOPPmLSpEkArFy5ks2bN+Pz+Vi2bBkAZ555JhMnTuTDDz+ka9eujB49GghchR01ahTnnXcecGBeqE6dOtWZA2rp0qVcffXVPPDAA4wcORKn0xlKCZ8zZw7V1dVMmTIlVP6RRx6hV69eXH755YwbNw6v18vUqVNDE/iK1Ne/N2/eTGFhIfPmzWPevHkA/PSnP6WgoCDUv4/VJ598ov4tza6+/t23b19uuukmJkyYgN1u59xzz+Xaa6/lt7/9bZ3+PXv2bO677z7Ky8s544wzmDRpEps3b9bnt7QYx9u/dX4ircGxnn8fbxDqP//5T+jGLcYYnnvuOWJjY0M3oAB48cUXufTSS9m0aVPohhWPPvooUVFRvPDCC/h8Pu66665Q+alTp3LxxRcfdftFREQai2XqG/wvIiIiIiIiIiJyktFsryIiIiIiIiIiIihQJiIiIiIiIiIiAihQJiIiIiIiIiIiAihQJiIiIiIiIiIiAihQJiIiIiIiIiIiAoAj3A0QERFpDXbv3s2wYcPo3r07AH6/n4iICCZNmsTo0aMPu+3cuXNJT09n6NChzdFUERERERE5TgqUiYiIHKWoqCiWLl0aWs7Ozuaaa64hOjqajIyMBrdbu3YtXbt2bY4mioiIiIjID6BAmYiIyHHq2LEjU6dO5aWXXqJ79+489NBDVFRUkJ+fT3p6Os888wyLFy/m66+/5oknnsBut3PBBRcwe/Zs1q1bh8/n44wzzuC+++4jNjY23IcjIiIiInLS0xxlIiIiP0B6ejrffvstCxcuZPTo0bz11lssX76c3bt3s2rVKiZOnMiZZ57JnXfeybBhw3jxxRex2+0sWbKEd999l5SUFGbPnh3uwxAREREREZRRJiIi8oNYlkVUVBQzZszg008/5c9//jM7d+4kPz+fioqKQ8qvWrWK0tJSVq9eDYDH4yEpKam5my0iIiIiIvVQoExEROQH+Oqrr+jevTt33HEHPp+P4cOHc+GFF5KTk4Mx5pDyfr+fe++9lwsuuACA8vJyqqurm7vZIiIiIiJSDw29FBEROU7/+9//eP7557nuuuv45JNPuPXWWxkxYgSWZbFx40Z8Ph8Adrsdr9cLwHnnnUdWVhZutxu/38/999/P008/Hc7DEBERERGRIGWUiYiIHKWqqioyMzMBsNlsREZGcscdd3DhhRcyffp0br31VhISEoiOjqZv377s2rULgIsuuohZs2bh8Xi45ZZbmDVrFmPGjMHn89GzZ0/uvvvucB6WiIiIiIgEWaa+cSEiIiIiIiIiIiInGQ29FBERERERERERQYEyERERERERERERQIEyERERERERERERQIEyERERERERERERQIEyERERERERERERQIEyERERERERERERQIEyERERERERERERQIEyERERERERERERAP4/q2blXDtOPfAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "printmd('### <div align=\"center\"> Humidity VS Cases Per Day </div>')\n",
    "val = \"Humidity\"\n",
    "for region in regions:\n",
    "    data = temp_hum_cases_daily[temp_hum_cases_daily[\"Region\"] == region]\n",
    "#   plt.plot(data[\"Date\"], data[numeric[1]])\n",
    "    data = data.set_index(\"Date\")\n",
    "    df = data\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    data[val].plot(ax=ax, style='g-')\n",
    "    # same ax as above since it's automatically added on the right\n",
    "    data.Cases_per_day.plot(ax=ax, style='r-', secondary_y=True)\n",
    "\n",
    "    ax.legend([ax.get_lines()[0], ax.right_ax.get_lines()[0]],\\\n",
    "               [val,'Cases_per_day'], bbox_to_anchor=(1.4, 0.5))\n",
    "    ax.set_ylabel(val, fontsize=15)\n",
    "    ax.right_ax.set_ylabel('Cases per day', fontsize=15)\n",
    "    ax.set_title(region, fontsize=20)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Summary - Humidity\n",
    "\n",
    "In terms of humidity, except for France and Hubei, all the regions under consideration seem to show a negative relationship between the humidity and new confirmed cases being reported."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hypothesis\n",
    "\n",
    "Based on the visualizations representing the relationship between average temperature and humidity for the regions with the most confirmed cases of the virus, we hypothesize that humidity will have a significant negative effect on the number of new cases being reported. However, since only 3 regions (out of 8) seem to demosntrate a relationship between the cases and average temperature, we hypothesize that temperature does not have a significant effect on number of cases being reported. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### OLS Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we run a simple OLS regression using \"number of new cases\" as the dependent variable and \"avg temperature\" and \"humidity\" as the independent variables. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:          Cases_per_day   R-squared:                       0.069\n",
      "Model:                            OLS   Adj. R-squared:                  0.066\n",
      "Method:                 Least Squares   F-statistic:                     27.06\n",
      "Date:                Mon, 27 Apr 2020   Prob (F-statistic):           4.59e-12\n",
      "Time:                        19:31:13   Log-Likelihood:                -6809.1\n",
      "No. Observations:                 734   AIC:                         1.362e+04\n",
      "Df Residuals:                     731   BIC:                         1.364e+04\n",
      "Df Model:                           2                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const       3293.9575    557.053      5.913      0.000    2200.344    4387.571\n",
      "AvgTemp       73.1107     18.827      3.883      0.000      36.148     110.073\n",
      "Humidity     -35.4379      7.071     -5.012      0.000     -49.320     -21.556\n",
      "==============================================================================\n",
      "Omnibus:                      407.476   Durbin-Watson:                   0.475\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             4281.470\n",
      "Skew:                           2.295   Prob(JB):                         0.00\n",
      "Kurtosis:                      13.905   Cond. No.                         396.\n",
      "==============================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "from sklearn import datasets, linear_model\n",
    "from sklearn.linear_model import LinearRegression\n",
    "import statsmodels.api as sm\n",
    "from scipy import stats\n",
    "\n",
    "target = \"Cases_per_day\"\n",
    "X = temp_hum_cases_daily.drop(columns=[target,\"Date\", \"Cases\", \"Region\"])\n",
    "y = temp_hum_cases_daily[target]\n",
    "\n",
    "X2 = sm.add_constant(X)\n",
    "est = sm.OLS(y, X2)\n",
    "est2 = est.fit()\n",
    "print(est2.summary());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Findings\n",
    "\n",
    "Based on the OLS Regression results, we note that both - average temperature and humidity, have a significant effect on the number of new cases at the 5% level (since the p-value is less than 0.05). Therefore, an increase in average temperature by one degree celsius, or a decrease in humidity, leads to a significant increase in the number of cases.\n",
    "\n",
    "#### Circling back to the hypothesis\n",
    "\n",
    "Based on the hypothesis, our assumption regarding humidity's impact on the spread of the virus is validated. However, based on the results, average temperature also has a significant effect on the number of cases being reported, which invalidates a section of the hypothesis. \n",
    "\n",
    "However, an important concern relating to the statistical significance of our results is - ***Multicollinearity***\n",
    "\n",
    "Multicollinearity undermines the statistical significance of an independent variable. While multicollinearity should not have a major impact on the model’s accuracy, it does affect the variance associated with the prediction, as well as, reducing the quality of the interpretation of the independent variables.\n",
    "\n",
    "https://towardsdatascience.com/multicollinearity-why-is-it-a-problem-398b010b77ac"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pearson correlation coefficient\n",
    "\n",
    "In order to tests for Multicollinearity, we utilize the pearson's correlation coefficient. It gives information about the magnitude of the association, or correlation, as well as the direction of the relationship.\n",
    "\n",
    "Correlation is said to be of \"High Degree\" only if the correlation is between (0.50 and 1) or (-0.50 and -1). \n",
    "\n",
    "https://www.statisticssolutions.com/pearsons-correlation-coefficient/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.26225726671758864"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import pearsonr\n",
    "\n",
    "corr, _ = pearsonr(temp_hum_cases_daily[\"AvgTemp\"], temp_hum_cases_daily[\"Humidity\"])\n",
    "corr\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is no multiple collinearity issue as the pearson correlation is |corr| < 0.85. Therefore, we can trust the statistical significance of our estimates. \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "In order to further verify these results, we employ a random forest regression to test the importance of the independent variables on the number of confirmed cases. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regression (Machine Learning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Regression\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Region</th>\n",
       "      <th>AvgTemp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Cases</th>\n",
       "      <th>Cases_per_day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Hubei</td>\n",
       "      <td>7</td>\n",
       "      <td>84.875</td>\n",
       "      <td>444</td>\n",
       "      <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>New York</td>\n",
       "      <td>2</td>\n",
       "      <td>50.875</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>6</td>\n",
       "      <td>93.125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>-1</td>\n",
       "      <td>74.125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>France</td>\n",
       "      <td>5</td>\n",
       "      <td>68.125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Italy</td>\n",
       "      <td>12</td>\n",
       "      <td>65.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Spain</td>\n",
       "      <td>7</td>\n",
       "      <td>74.250</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>01/22/2020</td>\n",
       "      <td>Germany</td>\n",
       "      <td>5</td>\n",
       "      <td>86.250</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>01/23/2020</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>7</td>\n",
       "      <td>88.500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>01/23/2020</td>\n",
       "      <td>Spain</td>\n",
       "      <td>7</td>\n",
       "      <td>73.750</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date          Region  AvgTemp  Humidity  Cases  Cases_per_day\n",
       "0    01/22/2020           Hubei        7    84.875    444            444\n",
       "644  01/22/2020        New York        2    50.875      0              0\n",
       "552  01/22/2020  United Kingdom        6    93.125      0              0\n",
       "460  01/22/2020          Turkey       -1    74.125      0              0\n",
       "276  01/22/2020          France        5    68.125      0              0\n",
       "184  01/22/2020           Italy       12    65.000      0              0\n",
       "92   01/22/2020           Spain        7    74.250      0              0\n",
       "368  01/22/2020         Germany        5    86.250      0              0\n",
       "553  01/23/2020  United Kingdom        7    88.500      0              0\n",
       "93   01/23/2020           Spain        7    73.750      0              0"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_hum_cases_daily.sort_values(by=\"Date\", ascending=True).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler, OrdinalEncoder, OneHotEncoder\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Scale numeric values (standardScaler)\n",
    "# One hot Encode categorical variables \n",
    "# Fill Empty values (SimpleImputer)\n",
    "\n",
    "def preprocess_features(df_train, numeric_features, categorical_features, drop_features, target):\n",
    "\n",
    "    all_features = set(numeric_features + categorical_features + drop_features + [target])\n",
    "    print(all_features)\n",
    "    if set(df_train.columns) != all_features:\n",
    "        print(\"Missing columns\", set(df_train.columns) - all_features)\n",
    "        print(\"Extra columns\", all_features - set(df_train.columns))\n",
    "        raise Exception(\"Columns do not match\")\n",
    "    \n",
    "    numeric_transformer = Pipeline([\n",
    "        ('imputer', SimpleImputer(strategy='median')),\n",
    "        ('scaler', StandardScaler())\n",
    "    ])  \n",
    "    categorical_transformer = Pipeline([\n",
    "        ('imputer', SimpleImputer(strategy='most_frequent')),#'constant', fill_value='?')),\n",
    "        ('onehot', OneHotEncoder(sparse=False, drop='first'))#handle_unknown='ignore'))\n",
    "    ])\n",
    "    preprocessor = ColumnTransformer([\n",
    "        ('numeric', numeric_transformer, numeric_features),\n",
    "        ('categorical', categorical_transformer, categorical_features)\n",
    "    ])\n",
    "    preprocessor.fit(df_train);\n",
    "\n",
    "    ohe = preprocessor.named_transformers_['categorical'].named_steps['onehot']\n",
    "    ohe_feature_names = list(ohe.get_feature_names(categorical_features))\n",
    "    new_columns = numeric_features + ohe_feature_names\n",
    "\n",
    "    X_train_enc = pd.DataFrame(preprocessor.transform(df_train), index=df_train.index, columns=new_columns)\n",
    "    y_train = df_train[target]\n",
    "    \n",
    "    return X_train_enc, y_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'AvgTemp', 'Humidity', 'Date', 'Region', 'Cases', 'Cases_per_day'}\n"
     ]
    }
   ],
   "source": [
    "numeric_features = [\"AvgTemp\", \"Humidity\"] \n",
    "categorical_features = [\"Region\"]\n",
    "drop_features = [\"Date\", \"Cases_per_day\", \"Cases\"]\n",
    "target = \"Cases_per_day\"\n",
    "\n",
    "df_train_enc, y_train = preprocess_features(temp_hum_cases_daily, \n",
    "        numeric_features,\n",
    "        categorical_features, \n",
    "        drop_features,\n",
    "        target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 20 candidates, totalling 60 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "[Parallel(n_jobs=1)]: Done  60 out of  60 | elapsed:    1.3s finished\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AvgTemp</th>\n",
       "      <td>0.422054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humidity</th>\n",
       "      <td>0.421641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_Hubei</th>\n",
       "      <td>0.061272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_New York</th>\n",
       "      <td>0.042197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region_Turkey</th>\n",
       "      <td>0.022415</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Importance\n",
       "AvgTemp            0.422054\n",
       "Humidity           0.421641\n",
       "Region_Hubei       0.061272\n",
       "Region_New York    0.042197\n",
       "Region_Turkey      0.022415"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rf = RandomForestRegressor(n_estimators = 10)\n",
    "# rf.fit(X_train_enc, y_train)\n",
    "\n",
    "# rf_coefs = pd.DataFrame(data=rf.feature_importances_, index=X_train_enc.columns, columns=[\"Importance\"])\n",
    "# rf_coefs.abs().sort_values(by=\"Importance\", ascending = False).head(5)\n",
    "\n",
    "\n",
    "\n",
    "# Hyperparameter tuning using RandomizedSearchCV(Cross-Validation) for best results\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "import scipy.stats\n",
    "\n",
    "rf_param_dist = {\n",
    "              \"n_estimators\"     : scipy.stats.randint(low=5, high=15),\n",
    "              \"max_depth\"        : scipy.stats.randint(low=5, high=10),\n",
    "              \"max_features\"     : scipy.stats.randint(low=1, high=10)\n",
    "             }\n",
    "\n",
    "rf_search = RandomizedSearchCV(RandomForestRegressor(random_state=123), rf_param_dist, return_train_score=True, verbose=1, n_iter=20, cv=3, random_state=123)\n",
    "rf_search.fit(df_train_enc, y_train);\n",
    "\n",
    "# Display Random Forest's Feature Importances\n",
    "rf_search.best_estimator_.feature_importances_\n",
    "rf_coefs = pd.DataFrame(data=rf_search.best_estimator_.feature_importances_, index=df_train_enc.columns, columns=[\"Importance\"])\n",
    "rf_coefs.sort_values(by=\"Importance\", ascending = False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8182742538442688"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "rf = RandomForestRegressor(n_estimators = 10)\n",
    "rf.fit(df_train_enc, y_train)\n",
    "rf.score(df_train_enc, y_train)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Feature importance*** is useful if we want to analyze which features are important for the overall random forest model.\n",
    "Important features refer to the features that are more closely related with dependent variable and contribute more for variation of the dependent variable.\n",
    "\n",
    "\n",
    "\n",
    "Based on the table above, we note that average temperature and humidity are \"almost equally important\" while predicting the additional number of confirmed cases per day. This also \"indirectly\" supports our OLS regression results. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Limitations & Further Research  \n",
    "\n",
    "Our study has several limitation which might affect the accuracy of our results. There are several factors (which are not controlled for in our regressions) that might affect the spread of the virus, such as:\n",
    " \n",
    "1) Days since lockdown\n",
    "\n",
    "In China, the lockdown in Hubei was initiated on January 23, 2020 (most other regions in our dataset did not even have a single case of the virus at that time)\n",
    "\n",
    "2) Intensity of lockdown\n",
    "\n",
    "Is the country using recommendations for social distancing or implementing lockdowns?\n",
    "\n",
    "3) Population density before lockdown\n",
    "\n",
    "Countries like India and China might have had more cases solely because of their high population density which makes it harder for people to practice social distancing\n",
    "\n",
    "4) Literacy rate\n",
    "\n",
    "Whether people actually follow the government's recommendations?\n",
    "\n",
    "\n",
    "Absence of these controls could plague our study with ***Omitted variable bias***. Hence, for further research we would be closely monitoring these variables as well to improve the accuracy of our results. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "date": 1582671190.8647656,
  "filename": "problem_set_5.rst",
  "kernelspec": {
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   "language": "python",
   "name": "python3"
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   "name": "python",
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  "title": "Problem Set 5"
 },
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