{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Air Quality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predicting air quality with Prophet Feature description [here](https://www.kaggle.com/sayakchakraborty/air-quality-prediction-of-relative-humidity \"Title\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import stats\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\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>Time</th>\n",
       "      <th>CO(GT)</th>\n",
       "      <th>PT08.S1(CO)</th>\n",
       "      <th>NMHC(GT)</th>\n",
       "      <th>C6H6(GT)</th>\n",
       "      <th>PT08.S2(NMHC)</th>\n",
       "      <th>NOx(GT)</th>\n",
       "      <th>PT08.S3(NOx)</th>\n",
       "      <th>NO2(GT)</th>\n",
       "      <th>PT08.S4(NO2)</th>\n",
       "      <th>PT08.S5(O3)</th>\n",
       "      <th>T</th>\n",
       "      <th>RH</th>\n",
       "      <th>AH</th>\n",
       "      <th>Unnamed: 15</th>\n",
       "      <th>Unnamed: 16</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>18.00.00</td>\n",
       "      <td>2,6</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>11,9</td>\n",
       "      <td>1046.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>1056.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>1692.0</td>\n",
       "      <td>1268.0</td>\n",
       "      <td>13,6</td>\n",
       "      <td>48,9</td>\n",
       "      <td>0,7578</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>19.00.00</td>\n",
       "      <td>2</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>9,4</td>\n",
       "      <td>955.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1559.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>13,3</td>\n",
       "      <td>47,7</td>\n",
       "      <td>0,7255</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>20.00.00</td>\n",
       "      <td>2,2</td>\n",
       "      <td>1402.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>9,0</td>\n",
       "      <td>939.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>1140.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>1555.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>11,9</td>\n",
       "      <td>54,0</td>\n",
       "      <td>0,7502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>21.00.00</td>\n",
       "      <td>2,2</td>\n",
       "      <td>1376.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9,2</td>\n",
       "      <td>948.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>1584.0</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>11,0</td>\n",
       "      <td>60,0</td>\n",
       "      <td>0,7867</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>22.00.00</td>\n",
       "      <td>1,6</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6,5</td>\n",
       "      <td>836.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>1490.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>11,2</td>\n",
       "      <td>59,6</td>\n",
       "      <td>0,7888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date      Time CO(GT)  PT08.S1(CO)  NMHC(GT) C6H6(GT)  PT08.S2(NMHC)  \\\n",
       "0  10/03/2004  18.00.00    2,6       1360.0     150.0     11,9         1046.0   \n",
       "1  10/03/2004  19.00.00      2       1292.0     112.0      9,4          955.0   \n",
       "2  10/03/2004  20.00.00    2,2       1402.0      88.0      9,0          939.0   \n",
       "3  10/03/2004  21.00.00    2,2       1376.0      80.0      9,2          948.0   \n",
       "4  10/03/2004  22.00.00    1,6       1272.0      51.0      6,5          836.0   \n",
       "\n",
       "   NOx(GT)  PT08.S3(NOx)  NO2(GT)  PT08.S4(NO2)  PT08.S5(O3)     T    RH  \\\n",
       "0    166.0        1056.0    113.0        1692.0       1268.0  13,6  48,9   \n",
       "1    103.0        1174.0     92.0        1559.0        972.0  13,3  47,7   \n",
       "2    131.0        1140.0    114.0        1555.0       1074.0  11,9  54,0   \n",
       "3    172.0        1092.0    122.0        1584.0       1203.0  11,0  60,0   \n",
       "4    131.0        1205.0    116.0        1490.0       1110.0  11,2  59,6   \n",
       "\n",
       "       AH  Unnamed: 15  Unnamed: 16  \n",
       "0  0,7578          NaN          NaN  \n",
       "1  0,7255          NaN          NaN  \n",
       "2  0,7502          NaN          NaN  \n",
       "3  0,7867          NaN          NaN  \n",
       "4  0,7888          NaN          NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DATAPATH = 'data/AirQualityUCI.csv'\n",
    "\n",
    "data = pd.read_csv(DATAPATH, sep=';')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9471, 17)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(axis=1, how='all', inplace=True)\n",
    "data.dropna(axis=0, how='all', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9357, 15)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Time</th>\n",
       "      <th>CO(GT)</th>\n",
       "      <th>PT08.S1(CO)</th>\n",
       "      <th>NMHC(GT)</th>\n",
       "      <th>C6H6(GT)</th>\n",
       "      <th>PT08.S2(NMHC)</th>\n",
       "      <th>NOx(GT)</th>\n",
       "      <th>PT08.S3(NOx)</th>\n",
       "      <th>NO2(GT)</th>\n",
       "      <th>PT08.S4(NO2)</th>\n",
       "      <th>PT08.S5(O3)</th>\n",
       "      <th>T</th>\n",
       "      <th>RH</th>\n",
       "      <th>AH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>18.00.00</td>\n",
       "      <td>2,6</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>11,9</td>\n",
       "      <td>1046.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>1056.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>1692.0</td>\n",
       "      <td>1268.0</td>\n",
       "      <td>13,6</td>\n",
       "      <td>48,9</td>\n",
       "      <td>0,7578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>19.00.00</td>\n",
       "      <td>2</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>9,4</td>\n",
       "      <td>955.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1559.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>13,3</td>\n",
       "      <td>47,7</td>\n",
       "      <td>0,7255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>20.00.00</td>\n",
       "      <td>2,2</td>\n",
       "      <td>1402.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>9,0</td>\n",
       "      <td>939.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>1140.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>1555.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>11,9</td>\n",
       "      <td>54,0</td>\n",
       "      <td>0,7502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>21.00.00</td>\n",
       "      <td>2,2</td>\n",
       "      <td>1376.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9,2</td>\n",
       "      <td>948.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>1584.0</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>11,0</td>\n",
       "      <td>60,0</td>\n",
       "      <td>0,7867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10/03/2004</td>\n",
       "      <td>22.00.00</td>\n",
       "      <td>1,6</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6,5</td>\n",
       "      <td>836.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>1490.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>11,2</td>\n",
       "      <td>59,6</td>\n",
       "      <td>0,7888</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date      Time CO(GT)  PT08.S1(CO)  NMHC(GT) C6H6(GT)  PT08.S2(NMHC)  \\\n",
       "0  10/03/2004  18.00.00    2,6       1360.0     150.0     11,9         1046.0   \n",
       "1  10/03/2004  19.00.00      2       1292.0     112.0      9,4          955.0   \n",
       "2  10/03/2004  20.00.00    2,2       1402.0      88.0      9,0          939.0   \n",
       "3  10/03/2004  21.00.00    2,2       1376.0      80.0      9,2          948.0   \n",
       "4  10/03/2004  22.00.00    1,6       1272.0      51.0      6,5          836.0   \n",
       "\n",
       "   NOx(GT)  PT08.S3(NOx)  NO2(GT)  PT08.S4(NO2)  PT08.S5(O3)     T    RH  \\\n",
       "0    166.0        1056.0    113.0        1692.0       1268.0  13,6  48,9   \n",
       "1    103.0        1174.0     92.0        1559.0        972.0  13,3  47,7   \n",
       "2    131.0        1140.0    114.0        1555.0       1074.0  11,9  54,0   \n",
       "3    172.0        1092.0    122.0        1584.0       1203.0  11,0  60,0   \n",
       "4    131.0        1205.0    116.0        1490.0       1110.0  11,2  59,6   \n",
       "\n",
       "       AH  \n",
       "0  0,7578  \n",
       "1  0,7255  \n",
       "2  0,7502  \n",
       "3  0,7867  \n",
       "4  0,7888  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data cleaning and feature engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Date'] = pd.to_datetime(data['Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in data.iloc[:,2:].columns:\n",
    "    if data[col].dtypes == object:\n",
    "        data[col] = data[col].str.replace(',', '.').astype('float')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def positive_average(num):\n",
    "    return num[num > -200].mean()\n",
    "    \n",
    "daily_data = data.drop('Time', axis=1).groupby('Date').apply(positive_average)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CO(GT)</th>\n",
       "      <th>PT08.S1(CO)</th>\n",
       "      <th>NMHC(GT)</th>\n",
       "      <th>C6H6(GT)</th>\n",
       "      <th>PT08.S2(NMHC)</th>\n",
       "      <th>NOx(GT)</th>\n",
       "      <th>PT08.S3(NOx)</th>\n",
       "      <th>NO2(GT)</th>\n",
       "      <th>PT08.S4(NO2)</th>\n",
       "      <th>PT08.S5(O3)</th>\n",
       "      <th>T</th>\n",
       "      <th>RH</th>\n",
       "      <th>AH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-01-04</th>\n",
       "      <td>2.550000</td>\n",
       "      <td>1244.380952</td>\n",
       "      <td>310.125</td>\n",
       "      <td>11.971429</td>\n",
       "      <td>1010.428571</td>\n",
       "      <td>161.304348</td>\n",
       "      <td>880.666667</td>\n",
       "      <td>96.739130</td>\n",
       "      <td>1644.380952</td>\n",
       "      <td>1155.857143</td>\n",
       "      <td>15.519048</td>\n",
       "      <td>51.133333</td>\n",
       "      <td>0.854881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-05</th>\n",
       "      <td>2.056522</td>\n",
       "      <td>1097.500000</td>\n",
       "      <td>275.000</td>\n",
       "      <td>8.662500</td>\n",
       "      <td>913.708333</td>\n",
       "      <td>104.739130</td>\n",
       "      <td>918.083333</td>\n",
       "      <td>84.956522</td>\n",
       "      <td>1640.416667</td>\n",
       "      <td>904.625000</td>\n",
       "      <td>20.150000</td>\n",
       "      <td>52.183333</td>\n",
       "      <td>1.167312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-06</th>\n",
       "      <td>2.100000</td>\n",
       "      <td>1135.583333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.375000</td>\n",
       "      <td>1021.875000</td>\n",
       "      <td>152.043478</td>\n",
       "      <td>896.791667</td>\n",
       "      <td>75.869565</td>\n",
       "      <td>1881.500000</td>\n",
       "      <td>1066.958333</td>\n",
       "      <td>20.325000</td>\n",
       "      <td>66.154167</td>\n",
       "      <td>1.533350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-07</th>\n",
       "      <td>2.162500</td>\n",
       "      <td>1130.583333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.225000</td>\n",
       "      <td>1038.541667</td>\n",
       "      <td>139.695652</td>\n",
       "      <td>740.916667</td>\n",
       "      <td>113.434783</td>\n",
       "      <td>1854.250000</td>\n",
       "      <td>1059.625000</td>\n",
       "      <td>30.450000</td>\n",
       "      <td>39.691667</td>\n",
       "      <td>1.624108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-08</th>\n",
       "      <td>0.983333</td>\n",
       "      <td>974.166667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.808333</td>\n",
       "      <td>792.583333</td>\n",
       "      <td>51.739130</td>\n",
       "      <td>880.083333</td>\n",
       "      <td>58.521739</td>\n",
       "      <td>1559.000000</td>\n",
       "      <td>670.583333</td>\n",
       "      <td>30.654167</td>\n",
       "      <td>42.120833</td>\n",
       "      <td>1.673521</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              CO(GT)  PT08.S1(CO)  NMHC(GT)   C6H6(GT)  PT08.S2(NMHC)  \\\n",
       "Date                                                                    \n",
       "2004-01-04  2.550000  1244.380952   310.125  11.971429    1010.428571   \n",
       "2004-01-05  2.056522  1097.500000   275.000   8.662500     913.708333   \n",
       "2004-01-06  2.100000  1135.583333       NaN  12.375000    1021.875000   \n",
       "2004-01-07  2.162500  1130.583333       NaN  12.225000    1038.541667   \n",
       "2004-01-08  0.983333   974.166667       NaN   5.808333     792.583333   \n",
       "\n",
       "               NOx(GT)  PT08.S3(NOx)     NO2(GT)  PT08.S4(NO2)  PT08.S5(O3)  \\\n",
       "Date                                                                          \n",
       "2004-01-04  161.304348    880.666667   96.739130   1644.380952  1155.857143   \n",
       "2004-01-05  104.739130    918.083333   84.956522   1640.416667   904.625000   \n",
       "2004-01-06  152.043478    896.791667   75.869565   1881.500000  1066.958333   \n",
       "2004-01-07  139.695652    740.916667  113.434783   1854.250000  1059.625000   \n",
       "2004-01-08   51.739130    880.083333   58.521739   1559.000000   670.583333   \n",
       "\n",
       "                    T         RH        AH  \n",
       "Date                                        \n",
       "2004-01-04  15.519048  51.133333  0.854881  \n",
       "2004-01-05  20.150000  52.183333  1.167312  \n",
       "2004-01-06  20.325000  66.154167  1.533350  \n",
       "2004-01-07  30.450000  39.691667  1.624108  \n",
       "2004-01-08  30.654167  42.120833  1.673521  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CO(GT)            True\n",
       "PT08.S1(CO)      False\n",
       "NMHC(GT)          True\n",
       "C6H6(GT)         False\n",
       "PT08.S2(NMHC)    False\n",
       "NOx(GT)           True\n",
       "PT08.S3(NOx)     False\n",
       "NO2(GT)           True\n",
       "PT08.S4(NO2)     False\n",
       "PT08.S5(O3)      False\n",
       "T                False\n",
       "RH               False\n",
       "AH               False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_data.isna().sum() > 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "daily_data = daily_data.iloc[:,(daily_data.isna().sum() <= 8).values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PT08.S1(CO)</th>\n",
       "      <th>C6H6(GT)</th>\n",
       "      <th>PT08.S2(NMHC)</th>\n",
       "      <th>PT08.S3(NOx)</th>\n",
       "      <th>PT08.S4(NO2)</th>\n",
       "      <th>PT08.S5(O3)</th>\n",
       "      <th>T</th>\n",
       "      <th>RH</th>\n",
       "      <th>AH</th>\n",
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       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-01-04</th>\n",
       "      <td>1244.380952</td>\n",
       "      <td>11.971429</td>\n",
       "      <td>1010.428571</td>\n",
       "      <td>880.666667</td>\n",
       "      <td>1644.380952</td>\n",
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       "      <td>15.519048</td>\n",
       "      <td>51.133333</td>\n",
       "      <td>0.854881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-05</th>\n",
       "      <td>1097.500000</td>\n",
       "      <td>8.662500</td>\n",
       "      <td>913.708333</td>\n",
       "      <td>918.083333</td>\n",
       "      <td>1640.416667</td>\n",
       "      <td>904.625000</td>\n",
       "      <td>20.150000</td>\n",
       "      <td>52.183333</td>\n",
       "      <td>1.167312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-06</th>\n",
       "      <td>1135.583333</td>\n",
       "      <td>12.375000</td>\n",
       "      <td>1021.875000</td>\n",
       "      <td>896.791667</td>\n",
       "      <td>1881.500000</td>\n",
       "      <td>1066.958333</td>\n",
       "      <td>20.325000</td>\n",
       "      <td>66.154167</td>\n",
       "      <td>1.533350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-07</th>\n",
       "      <td>1130.583333</td>\n",
       "      <td>12.225000</td>\n",
       "      <td>1038.541667</td>\n",
       "      <td>740.916667</td>\n",
       "      <td>1854.250000</td>\n",
       "      <td>1059.625000</td>\n",
       "      <td>30.450000</td>\n",
       "      <td>39.691667</td>\n",
       "      <td>1.624108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-08</th>\n",
       "      <td>974.166667</td>\n",
       "      <td>5.808333</td>\n",
       "      <td>792.583333</td>\n",
       "      <td>880.083333</td>\n",
       "      <td>1559.000000</td>\n",
       "      <td>670.583333</td>\n",
       "      <td>30.654167</td>\n",
       "      <td>42.120833</td>\n",
       "      <td>1.673521</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            PT08.S1(CO)   C6H6(GT)  PT08.S2(NMHC)  PT08.S3(NOx)  PT08.S4(NO2)  \\\n",
       "Date                                                                            \n",
       "2004-01-04  1244.380952  11.971429    1010.428571    880.666667   1644.380952   \n",
       "2004-01-05  1097.500000   8.662500     913.708333    918.083333   1640.416667   \n",
       "2004-01-06  1135.583333  12.375000    1021.875000    896.791667   1881.500000   \n",
       "2004-01-07  1130.583333  12.225000    1038.541667    740.916667   1854.250000   \n",
       "2004-01-08   974.166667   5.808333     792.583333    880.083333   1559.000000   \n",
       "\n",
       "            PT08.S5(O3)          T         RH        AH  \n",
       "Date                                                     \n",
       "2004-01-04  1155.857143  15.519048  51.133333  0.854881  \n",
       "2004-01-05   904.625000  20.150000  52.183333  1.167312  \n",
       "2004-01-06  1066.958333  20.325000  66.154167  1.533350  \n",
       "2004-01-07  1059.625000  30.450000  39.691667  1.624108  \n",
       "2004-01-08   670.583333  30.654167  42.120833  1.673521  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(391, 9)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "daily_data = daily_data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(383, 9)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "weekly_data = daily_data.resample('W').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PT08.S1(CO)</th>\n",
       "      <th>C6H6(GT)</th>\n",
       "      <th>PT08.S2(NMHC)</th>\n",
       "      <th>PT08.S3(NOx)</th>\n",
       "      <th>PT08.S4(NO2)</th>\n",
       "      <th>PT08.S5(O3)</th>\n",
       "      <th>T</th>\n",
       "      <th>RH</th>\n",
       "      <th>AH</th>\n",
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       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-01-04</th>\n",
       "      <td>1244.380952</td>\n",
       "      <td>11.971429</td>\n",
       "      <td>1010.428571</td>\n",
       "      <td>880.666667</td>\n",
       "      <td>1644.380952</td>\n",
       "      <td>1155.857143</td>\n",
       "      <td>15.519048</td>\n",
       "      <td>51.133333</td>\n",
       "      <td>0.854881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-11</th>\n",
       "      <td>1136.801760</td>\n",
       "      <td>11.674457</td>\n",
       "      <td>1009.344462</td>\n",
       "      <td>760.484990</td>\n",
       "      <td>1727.833075</td>\n",
       "      <td>1083.683747</td>\n",
       "      <td>24.564726</td>\n",
       "      <td>53.224017</td>\n",
       "      <td>1.526858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-18</th>\n",
       "      <td>1173.375000</td>\n",
       "      <td>13.429167</td>\n",
       "      <td>1050.458333</td>\n",
       "      <td>1490.333333</td>\n",
       "      <td>1448.541667</td>\n",
       "      <td>1196.333333</td>\n",
       "      <td>10.891667</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.002796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            PT08.S1(CO)   C6H6(GT)  PT08.S2(NMHC)  PT08.S3(NOx)  PT08.S4(NO2)  \\\n",
       "Date                                                                            \n",
       "2004-01-04  1244.380952  11.971429    1010.428571    880.666667   1644.380952   \n",
       "2004-01-11  1136.801760  11.674457    1009.344462    760.484990   1727.833075   \n",
       "2004-01-18  1173.375000  13.429167    1050.458333   1490.333333   1448.541667   \n",
       "2004-01-25          NaN        NaN            NaN           NaN           NaN   \n",
       "2004-02-01          NaN        NaN            NaN           NaN           NaN   \n",
       "\n",
       "            PT08.S5(O3)          T         RH        AH  \n",
       "Date                                                     \n",
       "2004-01-04  1155.857143  15.519048  51.133333  0.854881  \n",
       "2004-01-11  1083.683747  24.564726  53.224017  1.526858  \n",
       "2004-01-18  1196.333333  10.891667  77.000000  1.002796  \n",
       "2004-01-25          NaN        NaN        NaN       NaN  \n",
       "2004-02-01          NaN        NaN        NaN       NaN  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "weekly_data = weekly_data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(73, 9)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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a+yV3gj97+gEAAACg/SWa/Q2NMW+Q9JOSfsJa6wX4k5J2zXvYTkmn6x8vdz2y5gb5xePr+vqBjKPvnTrv55IAAAAAAJtQUyv9xpiXSfodST9trZ2e96kvSPpZY4xjjLlU0pWSviPpAUlXGmMuNcYk5Q77+0Iz17wZbbS9P5dxNFYoqlpbsmkCAAAAANAmAqv0G2M+JemFkvqNMSclvUvutH5H0l3GGEm6z1r7q9bax40xt0v6vty2/7dYa6v15/l1SV+VFJd0m7X28aDWHBYb3tOfcVSz0lihqIFsys+lAQAAAAA2kcBCv7X255a4/HcrPP59kt63xPUvS/qyj0sLvVK1qnjMKB5bauTB6nIZN+gP5wn9AAAAANDOWjm9H+tUqtTWdVyfZyDrSBLH9gEAAABAmyP0h1CpUlt3a7/ktvdL0vAkE/wBAAAAoJ0R+kOoVN1Y6M95oZ9j+wAAAACgrRH6Q6i4wfZ+JxFXT1cH7f0AAAAA0OYI/SFUqtTkbKDSL7kt/iNU+gEAAACgrRH6Q2ije/olaSCTor0fAAAAANocoT+Eij5U+nMZh0F+AAAAANDmCP0h5E+l323vt9b6tCoAAAAAwGZD6A+hjU7vl9xKf6la0/mZsk+rAgAAAABsNoT+ECptcHq/JA1kU5I4tg8AAAAA2hmhP4T8au+XxL5+AAAAAGhjhP4Qctv74xt6jrnQn5/1Y0kAAAAAgE2I0B9CtPcDAAAAABpB6A+hog/t/Wknoa5knPZ+AAAAAGhjhP4QKlWqcjYY+qX6sX0FQj8AAAAAtCtCfwj5cWSfJA1kUhqeZE8/AAAAALQrQn8I+bGnX5JyGUcj7OkHAAAAgLZF6A+ZSrWmmpUvlf5cxmGQHwAAAAC0MUJ/yJSqNUn+hP6BrKNCsaLpUmXDzwUAAAAA2HwI/SFTqtRDvw/t/QOZ+rF9TPAHAAAAgLZE6A+ZudDv0/R+SbT4AwAAAECbIvSHTLEe+n05si/rhX4m+AMAAABAOyL0h0zR10o/7f0AAAAA0M4I/SFT8rHSv7WrQx1xQ3s/AAAAALQpQn/I+Dm93xijXNrRCKEfAAAAANoSoT9kLkzvj/vyfLlsij39AAAAANCmCP0h4+f0fklU+gEAAACgjRH6Q6ZUrUryL/QPZB329AMAAABAmyL0h8yF9n6fQn/G0fhUae55AQAAAADtg9AfMn4e2SddOLZvtEC1HwAAAADaDaE/ZPw8sk9yK/2SaPGHL6y1+vO7n9TpczOtXgoAAAAAEfpDx88j+yR3T78kDU8ywR8bd3JiRn9212F9+sDJVi8FAAAAgAj9oeP/nn63vZ9KP/wwNlWSJB0ammzxSgAAAABIhP7Q8fvIvv50UsYQ+uGP0frP0cGz+RavBAAAAIBE6A8dv0N/Ih5TX3dSI4R++GBsyv05Ojo6pdlytcWrAQAAAEDoD5lStSZjpETM+PacuUxKI3n29GPjRgtue3/NSkeGCy1eDQAAAICGQ78xJmaMud4Y83JjzM3GmMEgF4allSo1JeMxGeNn6Hdo74cv5h/9SIs/AAAA0HqJ1R5gjLlc0u9IepGkJyWNSEpJ2meMmZb0YUkfs9bWglwoXMVKzbfj+jwDGUeHCWjwwWihpJ1bOzWcL+rQWYb5AQAAAK22auiX9F5JH5L0K9ZaO/8TxpgBST8v6Rckfcz/5WGxYqWmZCLu63MOZByNFoqq1axiPm4bQPSMFYoazKa0pbNDh4Zo7wcAAABabdXQb639uRU+Nyzpg76uCCsqBVTpr9SsxqdL6k87vj43omWsUNKevi6lUwndc2S01csBAAAAIm8te/r/wBiTmPf7rDHm74NZFpZTqtZ8m9zvGcimJEnDk+zrx8aMForqzzi6altGQ5NFnZsutXpJAAAAQKStJT0mJN1vjHmWMeYlkh6Q9GAwy8JySpWqknH/K/2SNMwEf2xA1esW6U5q/7asJIb5AQAAAK3WyJ5+SZK19u3GmLsl3S9pQtILrLVHAlsZllSqBFDpz9Qr/UzwxwaMT5VkreYq/ZJ06Gxez7+sr8UrAwAAAKJrLe39L5D0vyW9R9J/SPoLY8yOgNaFZQTT3u9W+kcI/diAsSn356ev29FAxlFPVweVfgAAAKDFGq70S/pTSbdaa78vScaYV0n6N0lXBbEwLK1Uqfne3p/qiCuTShD6sSGjeXf/fl86KWOM9g9mOLYPAAAAaLG1pMcf8gK/JFlrPyvpR/xfElYSRHu/JOUyDnv6sSFepd87AWL/towODxW06KRPAAAAAE3UUHo0xlwr6TZjzAFjzAPGmI8ZY55prR0LeH1YpBhQ6B/IOEzvx4aMFtxKf386KckN/YViRScnZlq5LAAAACDSVk2PxphXSPqcpK9LeqOkX6p//Nn659BEQezpl9xhfgzyw0aMFopKxIy2dHZI0oJhfgAAAABao5E9/e+R9GJr7dF51x4xxvybpDvqv9AkpUpNjs97+qV6pT8/K2utjDG+P38Yff67p3T6/Ix+7YVXtHopoTBWKM7t55ekfYP10D+U14uuHmzl0gAAAIDIaiQ9diwK/JKk+rUOvxeElQW1p38g62i2XFO+WPH9ucPqY/ce1f+685C+9v2hVi8lFEYLpbn9/JKUSXXokp5OKv0A1mW2XNVbPvmQnh4ptHopAACEWiPpsWyM2b34ojFmjyQSYpMF2d4viX398xwfm5Yk/e5nH9VYgT+X1biVfmfBtau2ZQj9ANbl6ZEpfenRM7r3acYHAQCwEY2kx3dJ+pox5r8YY55pjLnWGPNfJf2rpHcGuzwsFsSRfZLb3i+JCf51hWJFY1Ml/cyzd2hypqJ3fO4xptCvwq30Jxdc278to6dGCipVai1aFYCwGqnfbM3PBltfGCsU9UsfO6CJqVKg3wcAgFZZNT1aaz8v6VZJN0v6qKSP1z9+bf1zaKJSpSanI5j2fkkaYZifJOnY2JQk6SXXbNPbXrJPdz5+Vp9/+FSLV7V5WWs1WiguaO+X3NBfqVk9PUp7LoC1Gc17ob8c6Pd5+MQ5fe2JIX33xESg3wcAgFZpZJCfrLWPSHp9wGvBKqo1q0rNKhmP+/7cOdr7F/Ba+3f3duml12zT3U8M6Z13PK7nXdqnHT2dLV7d5lMoVlSs1NTXvbDSf9W2rCR3gr/3MQA0wqv0FwKu9E/Wbypw0xsA0K5WDf3GmL+XtFxfs7XW/qK/S8JyvBbpIPb0Z1MJOYnY3JusqDs27ob+PX1diseM/uzWZ+tl//sb+p+feUSfeOPzFItxwsF8YwW3LXZxpf/S/m4lYkYHz+bF+Z4A1mIk35z2fu/5Rwu09wMA2lMjlf7/u8S13ZLeKsn/kjOWFWToN8Yol3E0PMmefslt7+/tTiqTcg+o2N3Xpd/7yav19s9+Tx+/96j+y49c2toFbjJjU+6b875Fe/qTiZguz6UZ5gdgzUa9Pf0BnyozOUOlHwDQ3hrZ0/8v3i9J35V0i6Q3S/ojSZcFvD7MU6xWJQUT+iV3mN8wb3okScfGprW7t2vBtZ99zi79+P6c/vArB3VkmD3q843kl670S+6+fkI/gLUaadKe/guVfv7+AwC0p4bSozHmGcaYf5D0RUnfknS1tfZD1lp64ZrIq/Q7AUzvl9xj+wj9rmNj09rTtzD0G2P0x69+lrqScb3t9odVrjKR3uNV+pcL/afOzcztmwWARnghvBB0pb/+2kToBwC0q1XTozHm05K+LOleSS+U9AVJWWNMrzGmN9jlYb4g2/sld4I/7f3un/OZ8zPa09d90ecGsim975XP1KMnz+uv/v2pFqxucxqtV/p7Fw3yk6SrtmUkSYep9gNYg2bt6Z9kTz8AoM01kh6fU//n/5B0v6QDkh6s/zoQ0LqwhFI14NCfcTQ5W9FsuRrI84fFyYlp1ay0Z1F7v+c/P3O7fubZO/Tn//akHj15rsmr25zGpora0tmx5M/m/nroP0joB9CgcrWmiWm3Ah/49H729AMA2lwje/r3Wmsvrf+6rP5r7vfNWCRcc5X+ANv7Jd74zJ/cv5x3//S16k87+s1/fjjyN0kkty22P31xlV+SLunpVMZJ6PAQoR9AY7wTQbKpRNOm95+fKc/9PQsAQDtppL1/7yqfN8aYnX4tCMsLur0/l3X3Yw/no93if2x0SpI7sX85W7o69MeveZaeGpnS5797qllL27RGCyX1LbGfX3JnIezblqHSD6Bh3s3nS3Nplaq1QG+uzp834s0nAQCgnTSSHv/EGPMvxpjXG2OuMcYMGGN2G2NuNsb8gaR7JD0j4HVCTdjTn6mH/slov+k5Nj6trmRcuWVCrOdHr+iXMdLp89G+SSKtXOmXLkzwt9Y2cVUAwsobqndZvztbJchhfpMzlbnXL28+CQAA7aSR9v5bJf2epP2S/lLSN+UO8/tlSYck3WytvSvIRcJVDHxPv9veH/UJ/sfrx/UZY1Z8XDxm1NPZoXEqQxorlJac3O/ZP5jR+ZmyhiJ+QwlAY+Yq/fXQH2SLf362rMv605KY4A8AaE+JRh5krf2+pHcEvBasIug9/b3dScVjhj3949O6PHfx5P6l9HYnNTEV7aPoSpWazs+U1de9QuifG+Y3qW1bUs1aGoCQGiksDP1BDfMrVqoqVmq6tL9b3zk6Pvd9AQBoJw2lR2PMc40xz6l/fLUx5m3GmFuCXRoW80K/E1ClPx4z6utORnpPf61mdXx8esnj+pbS1+1Efg/o+JTbDtufWb693zu27xD7+gE0YCRfVMZJKFffdpafDebmqtdBcFn9Rm/Ub3oDANrTqpV+Y8y7JN0iKWGMuUvS8yT9h6S3G2NusNa+L9glwhP0nn5JGsg6kW7vH8rPqlSpafcyx/UttrW7Qz+oD/6LKq8ddqVKf09XUoNZh9CPyCoUK7LWKpPqaPVSQmG0UFR/xlHacd+m5APa0+8d1zeQdb8X7f0AgHbUSHv/ayQ9W5Ij6aykndbaSWPMn0i6XxKhv0lKVa/SHw/sewxkUjob4cF0R0dXP65vvt5uRw8emwhySZue9yY5t0KlX5L2b8sywR+R9Vu3P6zZck0fe+NzW72UUBjJF5VLO8rWb5IEtaffe96M06H+dFKjBQb5AQDaTyMl44q1tmqtnZb0lLV2UpKstTOSONC2iZpS6c9Eu9J/fNyt2u/pbbS9P6mJ6bJqtehOpffO016p0i+5Lf5HRgqqVHnZQPScOjej7x6f4ASLBo0UisplHKVTbm2iEFB7v3dcX7azQ/1pR6MR/vsPANC+GkmPJWOMV/a80btojNkiQn9TFSvuOcVBh/6xqWJkg9mxsWklYkY7ehobNtfbnVS1Zhec8xw1c+39KxzZJ7kT/EuVmo6ORXs7BKJpqljV5GxFZyej20m1FqN59xjQufb+oCv9qYQb+mnvBwC0oUbS4wvqVX5Za+cnwQ5JbwhkVVhS0NP7JSmXTclaaWwqmi2Ox8antXNrpxIN/hn3drtBN6p/XpL77+4kYnNvzpdzYYI/Lf6IHi9cMtdidbNl9wZJLuMomYjJScQC39Of7exQfyZJ6AcAtKVGkk3cGDM3ecgYs98Y85tybwZ8L7ilYTEv9HfEVz4/fiMG6pOShyN6nvrxsWntbnByv3Qh9I9HOPSPForqTzsyZuWfyysG0orHDKEHkVQouuHy8BA//6vxbqL2p92/jzKpjsAr/dl6pX9iuqxyRDvdAADtq5HQf6ekvZJkjLlC0r2SLpP0FmPMHwa3NCxWrNaUTMRWDVcbMRf6I3hsn7VWR8emtKfByf0SoV+SRgsl9a/S2i9JqY649vZ1EfoROeVqTbNlN0jS6bI679g877i+bCoR2JF9k7NlGSN1Jy8cDzjGMD8AQJtpJPRvtdY+Wf/4DZI+Za39DbnH+P1kYCvDRUqVmpwAW/slaSDr7mWP4lnF56bLys9WGp7cLxH6JWmsUFRfeuUhfp792zI6RKUTETM1rzWdSv/qvGF6XqU/nUqoEGB7f8ZJKBYzc9+PFn8AQLtpJEHOHzV8s6S7JMlaWxKD/JqqVKkFOsRP0lzFNooT/I+Nu8f17abSvyZue//qlX5J2j+Y1fHxaU2XgnkDD2xGXgt5T1eHnhwqqNrC0z5KlZr+9ptPz20Qzcl6AAAgAElEQVQX24xGCgsr/ZlUItD2/kz9WEAv9I8Q+gEAbaaRBPmoMeZP6/v4r5D0r5JkjOkJdGW4SDNCv5OIq6erI5Lt/cfqU+X3rGFPf6ojru5kPLKh31qrsUJpTZV+a6XDQ4WAVwZsHl6V+sbdW1Ws1OZea1rhgaPjeu+XntA9R0ZbtobVeJ1m3okgaSehQkChf3K2rGynG/pzXqU/gje9AQDtrZEE+cuSRuXu63+JN8lf0tWS/nS5LzLG3GaMGTbGPDbvWq8x5i5jzJP1f26tXzfGmP9jjDlijHnUGHPDvK95Q/3xTxpjIn1aQKkafOiX3H39URzkd3xs7ZV+SepNJyMb+s/PlFWp2bkK2Wquqk/wP3R2MshlAZuKF/pv2LNVUmtb/L298afOzbRsDasZLRS1pbNDTiIuyRvkF9Se/ooyKffkkf5Msv79o/l6DgBoX6smSGvtjLX2j6y1/91a+8i869+21n5ihS/9qKSXLbr2u5LuttZeKenu+u8ldz7AlfVfb5L0Icm9SSDpXZKeJ+m5kt7l3SiIolKlFuhxfZ6BTCqy7f2DWUedyfiavq63KxnZI/u8N8eNtvfv7u1SZ0ecYWaIFC/0X7+rR8ZIh862rtPFa5M/c37zhv6RfHGutV9yK/1BHtmXrbf3dyUT6krG2dMPAGg7G0qQxpjfX+5z1tpvSBpfdPkVkj5W//hjkn5m3vWPW9d9knqMMdslvVTSXdbacWvthNx5AotvJERGM9r7JbfSH8VBfsfHprWnt/HWfk9vd1LjU9H785IuDLzq626s0h+LGe0bTDPBH5HitabnMo729Hbp0FDrOl28oYJnzm3eLVyL54Rk64P8agHMQsjPVpStV/old19/FP/+AwC0t40myAfX+PhBa+0ZSar/c6B+/RJJJ+Y97mT92nLXI6lZ7f25rPumx9rWDZtqhWPjU9q9hsn9nt5uRxNTwbSebnbe0VZeW2wj9m/LEPoRKV6lP51KaN9ga3/+vbVs5vZ+t9Kfmvt9OpWQtdJUAANA5+/pl9wbM1T6AQDtZkMJ0lr7RZ/WsdTB83aF6xc/gTFvMsYcMMYcGBkZ8WlZm0uxie39pWpN56ajE2RnSlUNTRa1Z437+SWpt7tDYxGt9Hv/3o1W+iXpioG0xqZKOh+hny9Em1fpTzsJ7d+W0dGxac2Wqy1Zi9cmf+b8Zq70lxZU+r3p+n4f21erWRWKF/b0S+5WJUI/AKDdrJogjTGX1YfyvdcYkzbG/I0x5jFjzKeNMXvX+P2G6m37qv9zuH79pKRd8x63U9LpFa5fxFr7EWvtTdbam3K53BqXFQ7NbO+XonVs33HvuL51Vvpny7VIHkM3mi/KmAtHFzZi25ZOSYrkCRGIJi9odyfd0F+tWT010pp9/V57/9nzs4G0y2/UdKmiQrGyYE+/F8r9PravUKrIWs3t6Zfc9n4G+QEA2k0jCfKjkh6QVJB0n6SDcgfv3SnptjV+vy9I8ibwv0HSHfOuv74+xf/5ks7X2/+/Kuklxpit9QF+L6lfi6RSpSanqaE/OqFsPcf1efrqgTeKE/xHp0rq7UoqHluqKWdpg/Wfr6EInhCBaCrMVpR2EorFjPYPuidYtGqCv9d1UKrWNLoJO5RG8+7raC69cJCf5H/o954v27lwT//EdEmVas3X7wUAQCs1kiAz1toPWWv/SFLWWvtn1toT1tq/k7TsJH1jzKck3StpvzHmpDHmFyX9kaQXG2OelPTi+u8l6cuSnpZ0RNLfSPo1SbLWjkv6A7k3HR6Q9J76tUgqVWtzRxgFaSDr7qWM0jAjr9K/d12V/giH/nyx4eP6PIP1n6+hyejcVEK0FYrlueC6t79bHXHTsgn+81vkN+Mwv5F6a33/gkq/W4n3+9i+yZnyguf3vq+10Xw9BwC0r8TqD1HNGLNP0hZJXcaYm6y1B4wxV0haNoFaa39umU/9xBKPtZLesszz3Ka1dxS0pWKl2pxBfhFs7z82Nq1sKqGersbb1D1b66E/isf2jU2V1NfgcX2egWy90h+hThJEW6FYUbreot4Rj+nyXFqHzrZmgn+h6HYdFIoVnTk/o+t29bRkHcvxbjbPr/R77f1+7+mfq/TPC/25+uvZcL44dwMcAICwayRB/rakL0r6uNwj9t5ujDki6duSfi/AtWGRUpMG+aUd96zi4Qi1Xx8bn15Xa780r70/gvtA3aO11lbp70omlEklIvXzhWjL19v7Pfu3ZXR4qHWV/isH05Kk05uw0u8N0WvGnv4Llf6F7f3z1wEAQDtYNUFaa++21u631j7DWvsta+2rJT1f0nZr7R2rfT3806xBfpK7rz9qe/rXM8RPknrrlaGJ6eiF/rHC2iv9ktviT3s/omKquDD07xvM6NS5Gd/b1RtRmK1o59YupTpiOr0Jj+0bWWI4qPdnV/A79Nf//Bcf2SeJYX4AgLbSSHu/jDFXSXqFpEvkHpl3Wu4QvoPBLQ2LNTf0pyLT3l+p1nRqYkYvf+b2dX19xkmoI24i194/W66qUKysudIvSYNZh9CPyCgUKxqYd+78VdsuDPO7cU9vk9dSVSaV0I4tnZvy2L7RQlFbu5LqmNfV1p1MyBj/9/R7nQNU+gEA7a6RI/t+R9I/STKSviN3oJ6R9E/GmN8NdnmYr1RtXujPZZ3IDPI7fW5WlZrVnnVW+o0x2tqVjFx7v/emuH89lf5Miun9iIzC7IU9/ZJb6ZfUkmF+3lDB7T0pnT6/OSv9uUU3EmMxo3QyockmtPd3Owl1dsQ1GpG//wAA0dBIpf8XJV1jrV1wi90Y835Jj+vCBH4EqFazKldtU/b0S257/39EpBJ7bNw9rm937/r29EtuK2rUKv1j9Zscfd1rr/QPZFMazs/KWitjGj/uDwij/KL2/kt6OtWdjDf92L5KtabZcs0N/Vs69c0nR5r6/RsxUigu2M/vyaQS/g/yK1bkJGIXnYrTn0lS6QcAtJVGEmRN0o4lrm+vfw5NUKqfGdzM9v6pUlVTPr/J2oyOjdWP6+tfX6VfkvrSycjt6R9d4mitRg1mHZWrVhPTzd/TDMxXqtQCfZ2z1qpQrCyoJsdiRvu2ZXSwyRP8p4pVSe4e+R09nRrOF1XeZOfRu8NBL+4eyqQ6Ajmyb/5+fk9/2mFPPwCgrTSSIN8q6W5jzFeMMR+p/7pT0t2S/nuwy4PHC/1OEwf5SdE4tu/4+LSSiZgGM+s/nmlrVzJy5zpfqPSvvb3f29/Mvn602h/feVC3/vW9gT3/dKkqa7Wg0i9J+wczOnQ2L/fE2ubIF93QnHYS2rElJWs31/+D1lq3vX+JG4npICr9swtvxnj609HZ3gYAiIZGEuTXJO2T9G5JX5X0r5J+X9J+a+2dwS0N85UqTa70189SH95EbwiDcnR0Srt7uxSLrb/NvK87qbGItYOOzO3pX1+lX9pcgQPRdODYhE5MTAf2/F5QTS8Kl/sGM5qYLje1ojxX6U8ltL2nU9LmOrZvqlTVbLm25GtKJpXw/8i+2bKyqYsr/bmMQ3s/AKCtNLKn/zvW2hsk3Rf0YrC8udDftD39biV2JAJvfI6PT2tP7/pb+yWpt9vR5GxF5WptwdTpdjZWKKk7GVdnMr76gxcZzLo/X8MM80ML1WpWTw7lNVOuBjZfwguqiyv93gT/Q2fzS1a2g1CYX+nvcf8fPLOJhvl51fUlK/1OQsfH/L05MzlbUXaZSv/4dEmVak2JiLyeAwDaWyN/mzFlaxNodqXfe9PV7qHMWqvj49Pavc7J/Z7e+h7UKO3rHy0U1beOKr904eeLSj9a6eTEzFz7/XSpGsj38OYFLA79+7zQ38Rhft4NiO76ID9pc1X6ver60oP8Onyf3p9fZk9/Lp2UtdJ4hF7PAQDtrZFKf84Y87blPmmtfb+P68Eymj3Ib2tXhzripu339I8UipouVTde6e9yQ//4VGnBedztbGxq6YFbjUh1xNXT1aGh/OYJHIie+YG7UKyo22nkr8S1KSwT+vvTjvq6kzp8tnmh32vvz6QS6nYSyqYSOn1u81X6l2/v93mQ32xlyfZ+7/uP5qPzeg4AaG+NvMOJS0qLin9LNbu93xijXNrRcJuHMq9ddE//+o/rk9wj+yRpPEITn8cKJe3awM2SwUxKQ23eSYLN7dC86fn52YoGs/5/j7n2/iXayPdvy+hgEyv989v7JWlHT2do2vszTkLFSk2lSs23m9/unv4l2vvr3599/QCAdtFI6D9jrX1P4CvBiopNbu+XpFw21fYTjL3j+jZa6e+rV7yj1A46Wijq+t1b1/31A1knEoMisXkdGirMfez3ZPjFz5txLq4o7xvM6PYDJ1Sr2Q0NEm3U/PZ+yQ39m629P2bc01AW826aFIoV9SbW12E032y5qlKltuyRfZLa/u8/AEB0sKc/JLxKv5NY+9C09RrIOG2/p//Y2JRiRtq5dWOhf+u89v4oqNasxqdK627vl9xhflT60UqHz+a1pR76Cj7vF/cU6i3py1X6p0tVnWpSi/3c9P566N++JbXpKv19aUfxJW6AZFL+/nfyboAsfWSf+7pGpR8A0C4aCf0vN8a81RjzF8aYXzHG+L/pEatq9p5+qR7627y9/9j4tLZv6dzwn+vWLvcN6VhE2vsnpkuq2fUd1+cZzDoaKRRVrTXvnHLAU6rU9NRIQTfs7pF0ofXdb16lv9u5+Ibt/vowv4NN2tdfKJbV2RGfC9U7ejo1MV3WTEBDDNdqtFBc9jXFC+eTPu3r955nqT39aSehVEeM0A8AaBuNJJ0PSLpJ0vck3SLpzwJdEZZULLtvypymhv6UJqbLc10G7ejY2LT2bHByvyQl4jH1dHVEptLv3dzo22Clv1qzGpvijTWa7wejU6rUrG7c425R8fsMeE++WFEyEVuyS+vKgbQk6XCT9vUXipUFHQfesX2nN0m1fyRfXPb4woxzob3fDytV+o0x6k87Go3ITVwAQPtrJEFeba39f6y1H5b0Gkk/FvCasISWVPqz9X2NbVztOD7uT+iX3GF+UdnT71XANlLp96Zit/sWEmxO3uT+G+qhP7A9/bOVucC6WCbVoUt6OnWoaZX+6oK1eMf2ndkk+/pHCyXllq30uxV5v27OTM7UK/1L7OmXVA/9vDYBANpDIwlyrpfOWhvMuyKsqtnT+yW3vV9S2w5by8+WNT5V0p6+jU3u9/R2JSMzvf9C6N9Ipd/9+Rpq058vbG6Hzk4qHjO6bme9vT+gSv/Uour6YldtyzQv9M+WFxxLuKMe+jfDsX3WWo3ki+rPLP2acmGQnz/t/StV+iU39DPIDwDQLhpJkNcZYybrv/KSnuV9bIyZXPWr4YtSC6b3e5XYdn3j49fkfk9vdzIy7f1e22tf90b29Ls/XwzzQyscOlvQZf3d6nYSchKxQKf3dyeXD/37tmX01EihKduoCsXK3BA/SRrc4siYzdHePzlTUalaW6HS767bt0r/Cnv6JSmXSVLpBwC0jVUTpLU2bq3N1n9lrLWJeR8HcKoxltKK9n5vb+Vwm4f+3T619/elo9PeP1YoKhEzc5PP18P7+aLSj1Y4PJTXvvogvUwqoXxAoT8/u3Klf/9gRpWa1dGxqUC+/3yFYnXBWpxEXP1pZ1O093vbyJbb0+/drPAr9OfroX+lSv/4VIlBowCAttC8BIkNaUWlvz+dlDFtHPrH3TfZfrX3b+1KamKqJGvb/03iWKGk3u7khs4W74jH1J9Otv0JEdh8pooVHR+f1lWDbuhPO4ngjuwrLr+nX2ruBP9Csbyg0i9JO7akNkWl3+soW67Sn+qIKxmP+binv6KY0bJdGP1pRzUbnWNYAQDtjdAfEsUW7OlPxGPq605qpE1D2fGxafV1Jy96E7xevd1JVWpWkzPtP/pipaO11mIgk6K9H0335HBBkuYq/elUItD2/pUq/ZfluhWPGR1uQuifKlYvDv09nZtiT//cnJBlKv2S+98p79ORffnZsjKpjmVvXHodB7T4AwDaAaE/JFoxyE+ScplU205XPzY27Vtrv3Th+LooHEE3OlXa0HF9nsGsQ3s/ms4L2PubUemfrax4Y9FJxHVZf/fcaQJBKiyx1WD7lk6dOT/b8g6l1Sr9ktuK79fNmcnZyrKt/dKFk0kI/QCAdkDoD4lStaaOuNlQO/V6DGSctm3vPz4+7dsQP0nqrQ+1m4jAvv7RfHHFN+eNGsxS6UfzHTybV6ojpt31///TTkdwe/pXqfRLbsdB0BP8i5WqStXaEpX+lKZL1ZZ3KI0WiuqIrzwnJJNK+Lqnf7khftKFk0kI/QCAdkDoD4lSpdb0Kr/khf72q8QWK1WdPj/j235+yT2yT3L3u/ttMx2baK3V2FTRl0r/QDalsamiytXgJ5cDnsNDee0bzMzdRHUryP60jc9XrFRVqtRW3NMvuR0Hx8enNV0KLnhPFauStGR7vySdanGL/0i+qL5uZ8Ub2352ZEzOrFLp99r78+1/ExcA0P4I/SFRqtSaOsTPM5B1NFpovwnGJydmZK20x8f2/t56CPZ78NNDxyf0vD+8W3d9f8jX512vqVJVs+WaL3v6B7OOrKWahuY6eNYN/Z6g2vuXC9qLecP8Dg8VfF+Dx/v363YWt/e7R2eeafEwv5FCcdnJ/Z5MqmPuqL2NmpwtK7tSV4GTUDIRmztVAACAMCP0h0TLQn8mpWrNtt0E4+P14/p8Df1epd/nP6tP3X9c1kqf+s5xX593vcbqb4L7/Aj9GTdw0OKPZhkrFDVaKOqqbfNCf32vuN/72qeKSwftxbzZAkEO88vXOxmWq/SfPt/abiJ3OOjK3UMZx789/flV9vQbY5RLOxpt0+1tAIBoIfSHRKnaqtDvBrt2a/E/Pu6G/l0+7unvTMbV2RHXhI+hv1Cs6EvfO6NUR0xfPzyyKdr8R+dCvx+D/NzQvxn+vRANXjV9caW/XLVzp6T4xdt/vlK4lNzXoVRHLNBhfl7XweK15NKOOuKm5RP8R/KNVPr929M/ObPynn7J3ddPpR8A0A4I/SFRqtTkJOJN/74DWfdN2EibVTtOjE8r1RHzZRjdfL3dSV+7Ir786BlNl6p6zyuuVbVm9fmHT/n23Os1Wp9Z4M8gP/c5htrs5wub16Gzk5IutNRLF4Kw38f2ec+XdlYOl/GY0b7BYIf5eTMLFncdxGJGg9mUzrQw9NdqVmOF0qpbhvzqyKjVrAqlirKr3IzJZZy51zsAAMKM0B8SxRYN8sul65XYNgtlx8entXNrl4zx9zSEvnTS1/b+2w+c0OW5bt16405dv7tHn3nwZMuP1vIGFfpR6e9LO4oZKv1onkNDBfV0dcx1MUkXWt793tfvBe3VpvdLbudBkJV+r0K+1HyBHVs6W9ref26mrErNNrSnv1qzmilXN/T98sWKrNWKe/ol99g+5o0AANoBoT8kWtbe366V/okZ7dra6fvz9nYnfTuy7+mRgg4cm9Brb9olY4xec+NOHR4q6Hunzvvy/Os1197fvfFKfzxmlMs4GiL0o0m8yf3zb/jNhX6fK/0rBe3F9g9mNJIvBjY/Zbn2fkna3pNqaXu/95qyWuj3/hw32uKfrw8DXG3bRX/a0fhU+w2yBQBED6E/JIrlaktCf6ojrkwq0VaVWGutTo5Pz53R7aferqRvR/Z9+sGTiseMXnnDJZKkn3zWDiUTMX3mwZO+PP96jRWKyqYSvv08DmZTax7kN5Iv6lV/dY+eGglu2jnaj7VWh8/m5wbnedIBt/evFi6lC9sNgmrxX669X3KH+Q1NzqrWonDr3VRerb3f+3PcaOifnHG/vpE9/dWa9e1GLjA0Oauf/PNv6oNfO9zyrj0A0ULoD4lStSanBaFfcof5tVN7//mZsvLFiq9D/Dx+7emvVGv6lwdP6sf35zRQn3C/pbNDL71mm+54+LSKlY21t27EaKE0d4a1HwYyqTVX+u97ekwPHT+nj95z1Ld1oP2dPj+rfLGyYD+/JGXqe+59b+9fQ6X/GduzktwjOoNQmK3IGKmr4+LZMDu2pFSu2pa1snuhf7VKvxfS8xs8ts/7+lXb++vrocUffihWqvrVf3hQ3z89qQ9+7Un91u2PqOTz8FAAWA6hPyRKLdrTL7mhrJ1C/4lxt41159YAQn86qZlyVTOljYXybzw5ouF8UbfetGvB9dfcuFPnZ8q6+4nhDT3/RowWiur3obXfM5hd+02lg/VhbJ9/+JRmN7i/F9HhHYm3OPQHWek3RupKrj6ENZdxdN2uHt352Flf13BhLVWlkwnFYhfPMdm+xd3qdKpFLf5eqG5kkJ+08f9Okw2equCtZzRPpR8bY63Vu+54XN89fk5/+fM36LdevE+f/e4pvf62+3V+emM3sQCgEYT+kChVWrOnX3L39bfTkX0nJrzj+gLY09/lDrcb32A76O0PnFR/OqmbrxpYcP1Hr+jXtmyqpS3+o4WiL0P8PIPZlManSmvqXjh4Ji8nEVN+tqKvPh5MSEL7OVgP/fsGFoV+b694AKE/nUw0PDD0lmu36XunzutE/UhRf9dSXrK1X3Lb+yXpTIuG+Y3ki0omYqtO0/ervX+u0r9qez+VfvjjH+8/rn964IR+/cev0C3P3K7f+Ikr9YHXXacHj03o1X/97UD+nweA+Qj9IdGqQX5Svb1/stg2+8+Oj3uhP5j2fkka38C+/rFCUV97YkivvP4SdSzq7ojHjF51wyX6j0PDLZuzMDa1+tFaazG4jmGRB8/m9ZJrtmlXb6f++YETvq0F7e3wUF7bt6S0pWth2Js7si+A9v5GJvd7brl2myQFciNrqlhddi07etwtRK0a5jdSKCqXdla9OeLXKQuTM40N8svR3g8fPHB0XO/+4uP68f05/eaL981df+X1O/WxNz5XQ5OzeuVffVuPnjzXwlUCaHeE/pBodXt/sVKba4kMuxPj0+rp6li1yrMeXgV8bGr9bxI/991TqtTsRa39nlffuFM16z6u2crVms5Nl32t9A9k3cDR6DC/ydmyTp2b0TO2Z3Trjbv07afGdHyMKglWd+isO7l/MScRUyJm5obd+aVQrDS0n9+zp69bz9ie1VcCaPHPFyvLVvq3dHaosyPe0kp/I3NCMvXX7MkN7+n32vtX/jsgm0ooGY9phNCPdTpzfkZv/oeHtHNrlz74s9crvmh7zQ9f3q/PvvmH5SRiet2H79PXvj/UopUCaHeE/pBodXu/JI20SYu/e1yf/1V+Seqt73Vf7zA/a60+8+BJXberZ8lwIkmX59K6YXePPvPgyaZ3X3j/Xr5W+uuDChvtXPCmmz9jW1avuXGnjJE+8yDVfqysUq3pyEjhov38kmSMUTqV8L/SX1xbpV9yq/0PHpvw/RjLwmxZmWVCvzFGO1p4bN9ooaRcA68pfh3ZNzlbVqojturfqcYY9aeTbXdkLZpjtlzVr/7DQ5opVfSRX7hRW5YZHHnlYEafe8sP64qBtN70iQP6+L1Hm7pOANFA6A+JVoZ+781YuwzzOzk+Hch+fmnenv51hv7vnTqvg2fzeu1NO1d83Gtu3KUnhwt69OT5dX2f9bowcMvPPf3uz1ejIefgvGFsO3o69YIrc/r0gyc5S3sFhWJFj506ry8+clr3Pz3W6uW0xNGxaZUqtYuO6/OknYTve/rzs2ur9EvSywJq8Z8qVldcy46eTp1uYaU/l1n9NSUeM+pOxjc+yG+m0nCnV3/G0ahPx7AiOqy1eucdj+mRE+f0/tc9W1cu87rjGcik9M+/8nzdfNWA3nnH43rfl77fsiM0AbSntb0bQcsUW7mnfx17rjerWs3q5MSMXnz1YCDPn+1MKBEz6w79tx84IScR009dt2PFx738Wdv17i8+PtcV0Czem18/K/1bu5LqiBsNNfjzdfDMpLKphLZvcTsEXnvTLr3lkw/pm0+O6IX7B1b56vb25FBeh4cKOjo2pR+MTunY2JR+MDq9YE9yMhHTPb9z86rHo7Wbw0NLT+73pJ1gKv3efvlGXTmQ1mW5bt352Fm9/of2+rqW5dr7JWn7lpQOnR3x7fs1qlqzGp8qNlTpl9wJ/hs+sq9YXnU/v6c/7ehsi26GILw+cd8x3X7gpP7bzVfopddsa+hrupIJffgXbtK7v/i4/uabP9CpczN6/2ufrdQSx2wCwFoR+kPAWqtSpSanRXv6c3Pt1+EP/cP5okrVmnYGMMRPcttBt3Yn1xX6Z8tV3fHwaf3nZ25ftQq1pbNDL71mm77wyGm94+XPaNqbgrF6eOzzMfTHYkYDmVTDlf5DZ/O6alt2bujXi64e0NauDt1+4ERkQ//Z87P6/S88rjvnVYdzGUeX9nXr5qty2tvfrUv7upVKxvXGjz6gj377B/qfL72qhStuvoNn84oZ6YqB9JKfz6QS/h/Zt45KvzFGt1y7TX/99ac1PlWaGw66UfnZlYPujp5OjRSKTe8qG58qqWbV0J5+yd2H70ulf5lW68X600k9dqq5HVUIt/ufHtN7vvh9/cRVA3rri/at/gXzxGNG7/7pa7S7t0vv+/ITOnv+Pv3N62/y9e9cANFE6A+BctVt8WpVpT+bSshJxNri2D5vcv/ugEK/5Lb4ryf0f/Xxs8rPVnTrKq39nltv2qkvPHJadz8xrJc/a/uav996BNHeL9WPhWzgppK1VgfP5vWqGy6Zu+Yk4nrl9Tv1ifuO+hqSwqBas/rH+4/pf915SOVqTb/14n368asGtLe/e9mw+dKrt+kT9x7Tm194xZoDaZgdPpvX3r7uZW+QpZ2ExtbZobMcd5Df2geG3nLtdv3lvz+lu75/Vq97zu4Nr8Naq6nSKu39WzplrbvNJoiTTZbjdZA1WunPpBK+HNm3paux14lcxtHYVEm1mlUs1tjRi4iu0+dm9Gv/+JB293XpAz/77HX9zBhj9Es/dpku6enUW//5Yb36Q9/W3//X5+rS/u4AVvxwbe0AACAASURBVAwgKtjTHwKlak1S60K/McYNZZukvf/fDw7rD7/yxLq+1jsLd9fWYPb0S+6xfesJ/bcfOKGdWzv1/Ev7Gnr8D1/er+1bUg0NscvPlvUX//bkhitWY4WSkomY72FxsMFK/8mJGRWKFV21Lbvg+uues0vlqm3JiQat8sSZSb36Q9/WO+94XM/e1aOvvvUF+o2fuFLXXrJlxf8+v/rCyzU5W9Gn7j/exNW23uGhpSf3e9KpDl/b+2s1q6nS2gf5SdI1O7LaubXTtyn+s+WaqjW7cnt/i47tm7uR2GClP+1sPPRPzlaUXUN7f7VmdW7G35Md0H7cwX0Pqlip6SO/cNOGTwi65Znb9clffr4mZyt61V/dowNHx31aKYAoIvSHQKlSD/0tau+X3CEzm6W9/4N3P6mPfONpTZfW/sbvxMS0jJEuCTL0p9ce+k+MT+vbT43p1ht3NVwZiMeMXnXDJfr64ZFlJ99ba/WV753Ri97/df3pvx7We/7v99e0rsVGCkX1dydXPU97rQazTkOh/9DZpfdl79+W0XU7t+j2B040/USDZpspVfVHXzmon/rzb+n4+LQ+8Lrr9IlffK72NlgFevauHv3QZX36u2/9YO61pd3Nlqs6Ojalfcvs55f8H+Q3Xa7KWintrH3rjdfif8+RUZ33IWzm60cRrnQDYvsW9zXx9Pnmhv61VvqzqY6N7+mfLa96XJ/Hm18yyrF9WIG1Vu/43GN69OR5feB1z152G9Fa3bhnqz775h/Wls4O/fzf3q8vPXrGl+cFED2E/hYrVqqrvvH2Pu+0cJjLQMbZFO39J8an9ciJc7JWOjJcWMfXz2gwk5KTCO7Psq87ueY24X956KQk6dU3XrLKIxd69Q07VbPSZ5eocJ86N6Nf/vgBvfkfH1Jvt6PX3bRL3/nB+NxAs/U4PJTXti1rG0zWiIFsSpOzFc2Uqis+7uDZSUlLD2N77XN26dBQvuknGjTTNw6P6CUf/Lr++utP6ZXXX6K73/af9Mrrd675JsyvvvBynZ2c1ecfjkZnxJHhgmpWumqF0J/x+cg+77nW094vSS+7drvKVat/O7jxc7uniu7/V8sd2SdpbuDg6XPNfZ33wnSjgyXTzsZnL7h7+huv9EvtMcgWwfnot4/qXx46qbe+6ErfBwXv7e/WZ3/tR/SsS7boLZ98SB/++lNtf3MbgP8I/S30yIlzuvqdX9U9R0ZXfNzmqPRvjvb+rzx24S734aF1hP6J4I7r82ztSur8TFmVamNV1FrN6tMHTupHr+jXzq1r20t7WS6tG/ds1WcePDn3JqBSrelvv/m0Xvz+r+ueI2P6f1/+DH3x139Ev/2y/UrGY/rkOtu6Hzo+ocdOTepnrl/bjYlGDGbrwyJXubF08Gxeu3u7lmxf/6nrdijVEdM/H1h9u0MY/X9ffkKvv+07SsRi+uQvP09/cut12rrO+QUvuLJfV2/P6sNffyoSx0J5HSIrtvc7Cc2Uqw3/f7uaQgPV9ZVcv6tHg1lHd/rQ4u/dgFipvb8rmVBPV4fOtKDS39kRX3Ft8210T/9suapStdZw67V3lCCVfizn3qfG9N4vPaEXXz2o/3bzlYF8j97upP7hl56nlz9zu/7wKwf1e3c85ttrFYBoIPS30J6+LlVrdtXKa7HiVmlatadfciux+dmKZssrV2KD9qVHz+jq7VklE7F1VaxPjk9r1xqD9Vr11YfcTUw31oJ679NjOnVuRrfetGtd3+81N+7UkeGCHjl5Xo+cOKef/ot79N4vPaEfuqxPd73tBfqlH7tMiXhMfWnn/2fvvAOjOs+sf+70qjbSjCoIhCQ62IhqbIzBFRzHBde4x47tuG/ql2SzySYbZ9dZ22vHBXfHvccGt+BuOhgQHaEC6mVG0jRNv98fM3ckhKRpd+69kp7fXzaSRi8aJM15z3nOgwtm5eOdnU1JjUY89109jBoFLj01vqLBRLBE1kK2xxghOdTmGHblWoZGiQtmFuDD3S0xEwOjDY8/iBc2NuCCWfn4+J7TsaQsN6XHYxgGP1k2GbWdLmw4mLqTLHUOtzugUshQahr+e5+7SOJc8VThhOlI7vpIyGQMzp2Rj6+PdCb1/XrCWbgLiBhnKcjUolVgp7/T6U1ofaRBo4Dbl/zljD0yGpDITD9ATj8xNE3dbvz01e9RatLhfy+fk9ayR41SjkevOgU/OWMyXt5yHLf+YydcPG8cIQhi7EKiX0SydCrkGdWoiRFT9wbELfID+qOXYs71N9rc2NPUix/MLcSUPEPUvYsXbyCIVgGaqbn2+Hjn+t/c0YgMjQLnJBkJXDW7ABqlDPe+vgs/fHwjrC4vnrjmVDxzfdVJyYFrFk2EwxvAh3taEvocrb19+HhfG65aMCFuRy4ROKd/pLl+jz+I+i4Xpo0Q0b58fgkc3sAJiZCxwM5j3fAFQ1gzr4S39YyrZhWgJEeLJ8dBVPRwmwNT8gxQjJCW4hx5TiCnChdBT9bpB4DzZubD4w/hq8OdKZ0lGu+PcZaiLA2aRSjyS2QbCDeLn+zlDHcZE+/KvkytEko5gy4nv5sdiNEPV9znD4Sw9rqquHsiUkEmY/DrC6bhP384E18d7sAVazcP2+lDEAQxEBL9IlNhMaAmhmMtdns/0C/6O53i/XL5aG9YyK2aVYDKfGPCTn9Ljwcsi/SLfl38oj8YYvHFoQ6cNzM/aTGXoVHiglkFOGZz47pFE7Hh/mU4f1bBkHPeVROzUWkx4uUtiUX8X9p8DCzL4rrFE5M6YyzMRs7pH/7f19EOJ4IhFpWDmvsHsnBSDkpNOryxfWxF/DfXWiGXMZg/KYe3x1TIZbjl9Mn4/ngPtjd08/a4UuRI+/AJEQ7OBU91Xpyjf6Y/edG/oDQHOXpVyi3+3KhBrAu7gkwtWnsFdvodiTn93MWFPckyP3ukGDHWBQgHwzDINagp3k+cAMuy+PW7e7G/xY5HrpqLsjx+ivvi5dpFE/HM9VWo63Th4sc3pdTVQxDE+IBEv8iUm42o6XCOOFcbLfITeaYfENfpX7+3FbOLM1GSo0OFxYjWXk9CzdZCrOsDwu39QHyi/2CrHQ5PIOW49n9eNBPf/Hw5/nDRzBHdBoZhcM2iCdjb3Ivqpp64HrvPF8SrW4/j3Bn5CXcOxEumVgmVQjZib8ShSLJjasHw4o1hGKypKsHWehsauly8n1MsNtV2YXbxyKv4kmHNvBLk6FV48utaXh9XSvS6/Wjt9Yw4zw8MEP08lflxmwBSec4UchnOmW7BFwfbUxqtivcCoiBLg94+v6CR4S6nLzHRn+LljJ1z+hNwZUn0E4N59rt6vLerGfevrMBZU/kt7ouXs6Za8OZPFsMXDOHSJzZhU4x+KIIgxjck+kWmwmKE2xccMVLpk0C8P574dTpptLlR3dSLVbMKAIQTEgBipiROeIzuiOgXLN4f+0Xi1vrw3t2Fk1NzcPVqRdx/r4tPKYJOJcfLW47F9f7v7mpCb58fNy2dlMoRR4RhmJhr+w632aFWyFBqGnk13aWnFkPGhMcmxgJObwDVTb1YPNnE+2NrVXLcsKQUXxzqSHhcZrRwpCNyWRTL6Y/G+/l1+uN1lIfjvJn5cPmC+K4m+Rf0zkgUPpboL8oKX4gKVebnD4Zgc/mic/PxwF1qJlvmx637SySKnWtQ0Uw/EWXj0S785eNDOHeGBT9dPkXUs8wsysT7Pz0NBZkaXP/8Nryzs0nU8xAEIV1I9ItMVLx2DP+CWwqiP0engkohQ4vA0U+O9ZFo/wVR0R9+AZ9Ig3+jrQ9KORO9wEgX2ZF4fzxr+7bUWTEhRxfdkS0ERo0SF80txAd7WtAbo2yQZVk8v7EBs4oyUTUxO63nshg1I4r+Q20OVFiMkMcoSsrP1ODMSjPe+b5pTLQbb2+wIRBiU06DDMd1iydCp5LjqTHq9keb+2OIfiPPTj/nlqfagbGkLBdGjSKliL/T64dcxkCjHPl3CPdzSKi1fVwaKtEiP6B/ZCFR7H3cTH/8zws5/QRHo82NO1/9HpNz9fjb5XPTWtwXL0VZWrx12xLML83Bv721Bw9vODLme1oIgkgcEv0iU26OLV6lMNMvkzEoztKiKeKWC81He1sxJxLtB8K/5PQqeUJzbI3dbhRn62KKxlRRymXI0CjQHUP0h0IstjfYsJDHOe14uWbhRHj8Iby7a2RX4NuaLhztcOLG00oT3gWfKJYMzYjjIwdbHTHdWo7Lq0rQbvfim5rUCtCkwJZaK5RyBvPSdOmSpVPhyvkT8MGeFtG+v9PJ4TYHjGoFCjNHvuzrF5M8Of3eANQKGZQpjmWpFDKcPc2CDQfb4U/yEsvlDcKgVsT8Hi6IfI2Ecvo59zwxpz+SyBDS6TeqYXX6xsV6S2J4+nxB/OQfOxEIsVh7XRXv41apkKlV4oUbF+DSU4vx8IYa/Pzt6qhhRBAEAZDoF51MnRJmo3pE8Rp1+kWc6QeAomwtmruFbXYGgOPWSLR/dkH0z2QyBuUWY0KR5EabG8VpnufnMBnUMZ3+w+0O9Lj9WJiG2HYsZhZlYk5JFl7ZenxER+C5jfXIM6pP+NqnC/MI8f4upxddTi+mFgxf4jeQs6aaYdKr8Pq20R/x31RrxSkTsqFV8dPaPxQ/Pj08uvHMt/Vp+xxicbjdgYp8Y0zBm46Z/lSj/RznzcxHb58fW+qsyZ3FE4hLoORnasAwQLNATj8n+pOZ6U9W9Ns9fsgYQJ/A91OuQY1AiE2oQ4YYW7Asi1++U42DbXb831WnYFLuyGNmYqBSyPDgmtm4d2U53t7ZhBtf2JZ04SVBEGMPEv0SoMJiRM1ITr8E4v0AUJytRZMIop+L9p8/80ThWWlJrMG/0eZO+zw/R45eFbPIb2vkBbwYTj8A/GjhBBztcEZ7BQZztMOJrw534tpFE6FWpE9wclgyNHD5gkM6rdzlTrxOv0ohw5ULSvDZgXZsHMXlRr1uP/a3pGeefyCFWVr8YG4h3tjeGDOhMppgWRZH2h0xS/wAQK/if6afLyfwjIo86FTypCP+Tq8/rrMo5TKYjWq0CrS2rzMSmc8TdKY/AKNGmVByiVspSBH/8cvT39bhgz0t+Nk5lVheaRb7OMPCMAzuXVmBB9fMwdY6Gy57YpPgazgJgpAmJPolQLnFgKMjNPh7JRDvB4DibB2sLh/cPuGanYFItL8k6yTBXpFvhNXli+uFmNMbQLfbj5I0tc8PJlsXh+ivt6EoSyvYRcRgLpxTiAyNYthCvxc21UOlkOHqhRMEOY8lY/i1fQdb7QDiF/0AcOfyckzO1eNnb+2J2V0gVbbWWxFigSVl6U+D3LasDH3+IF7c3JD2zyUUHQ4vetx+VFpir9OSyRgY1ArenH6nNxAdGUgVjVKO5ZVmfLa/DcEkIuYubzDuswi5ti+ZeL9GKYNcxkRj+oli7/MnNM8PDFxZS6J/PPJtTSce+PgQLpiVjzvOLBP7OHFx2bxivHjTArT2eHDx3zdiX3Ov2EciCEJkSPRLgAqLEX3+4LAuev/KvvS7rSPBReNbBLw1Pm51Y29zL1bNyj/pbVwJ4pE4Iv7RdX05AsX7Yzj9LMtiW70t5db+VNAo5bhsXgk+3d92UjN1r9uPd3Y246I5hQm9IE8Fi3H4DRGH2xzINahhSuAsWpUcD10xF50OL373z328nVNINtdZoVbIMHdCVto/V4XFiBVTzXhxU4PgF3vpIBRi8ddPDgEA5k6Irw/BoFYkXRA3GD6dfiAc8e9y+rCjYehkzkg4vIG4CwULszSC/YzvcnphVCsSGl1hGAZGjSLp7gWHJ5DQuj6gP4nQ5Rw7KRgiPo5b3bjrtV0oNxvxP5fNSXu3DZ+cNiUXb9++BEq5DJc/tRlfHuoQ+0gEQYgIiX4JEBWvw0TVpRLv59Y5NQoY8R/c2j+QymiDfwKiXyCnP8egQrfbN+y8/NEOJ6wuHxZNEn6efyDXLJoAf5A9ab3d69uPo88fxI2npW9N32DMka0KQ5X5HWpzYFpB/C4/x5ySLNy9ohwf7GnBP3c3p3xGodlca8X80hxBxisA4LYzy9Dt9uOtHamtffpsfxve3yXu1/uBTw7h3e+bcd/KCswtie/SxJCCmByMwxuAQZ2YuByJ5VPNUClkSUX8nR5/dBY+FoWZWrT09gnS/t3p8CI3gXl+DqNGkdJMf6JdC9zFJ63tG1+4fQHc+o8dYFlg7XXzUt7EIQaV+Ua8d8cSTM7T4+YXt8e9qpcgiLEHiX4JMCXS4F/TMfRcv1REf3FEMAs5179+bwvmlmRFP/dA8oxqZOmUOBzH2r7jEdE/QaAovUmvgj/Iwj7MC1OukEtMpx8AyvIMWDzZhFe3Ho/GhgPBEF7c1IDFk02YXhhfcR4fDBfvD4bCc9mJRPsHcseZZThlQhZ+9/4+wVrJ+cDq9OJQmwOLBYj2c8wvzcHckiy8uKkh6aZyty+An721B/e+sVu0i5anvq7F2m/qcN3iibh7Rfx7tA3q5MXkYJzexMXlSBjUCpxRnodP97clLMi59v54KMjSwuMPoSfNIzEsy6K205VQiR+HQa1MaaY/Uac/U6uEQsbQTP84gmVZ/Pztahxpd+D/rjoFE03SK+6LF3OGBm/cuhjLKvLw2/f34S8fH6RNFAQxDiHRLwEytUrkZ2hQM5zTHwxCIWPSvmouFmajGko5I1iD/zGrC/ua7Vg1hMsPhGOeFXGW+TV198GgViBLx5/zNhLZunDx03ClaFvqbcjP0Ah2CTESP1o0Ec09ffjmSHi93af729HS68FNS4Vz+YGwqNGp5Ggf5PQ3WF3wBkKozE/uAkIhl+Ghy+fCH2Txs7f2jJoXO1vqwjFuIUU/AFy/ZCLqulzYWJtcAeL7u1pg9wQwOVePn79VnVQcPRXe3tmEv3x8CKtmF+D3F85IKI6bSmx8MIkI7XhZMCkbrb2ehMsGnYnE+yNr+1rSfEG2td6Gg612XJjEZpCw05/8TH8i6/qAcN+DyaBCFzn944Ynv67D+upW/OK8qVhWkSf2cVJGr1bg6euqcM3CCXjq6zrc/fouePxBsY9FEISAkOiXCOUWA450DB/vF9vlB8IvfIqytILt8o629g8xz89RaTHiSJsjpvPFresTah4vJ9L2PNTaPpZlsbUuPM8vhfnAs6dbkGtQR2N/z22sx0STDmdNFbahmGEYWDI0aHec6PQfak2suX8oSnP1+N3q6dh41IoXNjWkckzB2FzXBb1KjllFmYJ+3gtmFcCkV+HFTYnHQFmWxYubGjC9IAPv3L4ERdla3PqPnThmdaXhpCfz+cF2/PKdapw2xYT/vXxOwhelvBb5eeIX2vHCueKJiM9QiE2oVLAwi+tuSW+Z3+Nf1SLXoMKaqpKEP9aoTnGmP8EiPyAc8Senf3zw9ZFO/Penh7B6dgF+csZksY/DGwq5DH/64Uz86vypWFfdih89s3VMbWshCGJkxFeSBIBwidZwDf5SEf0AUCTg2r711a3DRvs5KvKNcHgDMdumG7uFW9cHhOP9AIYs86vrcqHL6cWiNK9hixeVQoYr55fgi8Md+HhvK3Ye68b1i0tFSZaYjWp0DIr3H26zQy5jMMUcu4F9JK5aUIIVU8144JNDw6ZqpMSmWisWTMqBUi7s975aIcdVCybg80Pt0S6MeNlSZ8PhdgduWFKKbL0Kz90wHyGWxY0vbE/7BoXtDTbc8cr3mF6QgaeurUqqB8GQgpgciDcQhC8Y4jXeDwB5hrALn8hsuTvi5hnU8X09CrLCnyOdozD7mnvxzZFO3HjaJGiUiT9Pyc70B0MsHN5Awk4/wIl+EkhjnYYuF+569XtUWoz478tmS+Jink8YhsFty8rw2NWnoLq5Fz98fCN2He8W+1gEQQiANJQkgQqLAR5/CI1DuOjeQAgqgV/4D0dxlk6Qna8NXS7sb7FjdYzoJ1fmd3gEEceyLBptfYKV+AH98X6b6+QX51sjse2Fk8Sd5x/IlQvCbtt9b+6GQa3AmqpiUc5hydCcFO8/2ObApFx9UuJgIAzD4IFLZ8OgVuCe13dHuzKkSLvdg7pOl+DRfo5rFk2AjGESLn16YVM9snVK/GBuIQBgUq4ea6+tQpOtD7e9vDNtX/NDbXbc/MJ2FGZp8cKN85OO1Rs0/Dj93GPwHe/PNYZ/riSyOq7/LPEJ3Vx9eIwrnU7/E1/XwqhW4NrFE5P6eEOS8X7ua5GRxGVMnpGc/rGOyxsu7pPJGKy9tgo61egr7ouX1bML8dotC+EPhHDZk5vx0L+OIBCU7u9EgiBSRxpKkkB5tIn+5FI6KTn9xdladDq8aZ8F64/2jyz6uc0HIzm3VpcPff4gJgi0rg8ATAZO9J/8wnRrvRV5RjUm5UqnGKg4W4ezKs3w+EO4vKokKSeMDywZarTbPSeMaxxuS77EbzB5RjUeuGQWDrTa8fCGI7w8ZjrYXBsuelxSlivK5y/I1OLcGRa8vr0Rfb74vtebut3414F2XLlgwgkXNAsm5eCvl83C5jorfvPeXt5b4Rttblz/3DZolHK8dNOChNY6DsaoVsDpC6Tc+8ClBfgW/XlJtMhzKwjjjffLZAwKMrVpW9tX3+XCx3tbcc2iiQkX6nEYNUo4vYGE/y3ZIxcFyXxek0EFq3P4jSzE6IZlw50vRzuceOyqUzHBJH7fTrqZNzEHH997Bi6cXYBHPq/BpU9uRn2XMKNYBEEIjzSUJBGNLg9VSucNSkf0F2WHhXO63f711a04ZUJWdE3gcGTpVDAb1TjcNnyDP9fcL2S8X6dSQKOUneT0R+f5J0ljnn8gt5wxGQWZGtx4WqloZ7BkaOANhGDvC4smpzeA4zY3b6IfAM6ZkY8rqkrw5Ne12C5wyVy8bKrtQoZGgWkFwm1PGMx1i0vR2+fHh3ta4nr/l7ccBxAuhhzMxacU4+4V5XhrZxMe/6qWtzNanV5c/9w29PmCeOnmBSl/jxs0CrBsfyQ+WbjoebxCO16ydSrIE2yRd3oTi/cDQEGmJm3x/rXf1EIhl+GmpaVJP4ZBrYA/yMKbYHIkKvqTmenXq+ELhhIuUeQblzeAX71TjeNWYbp1xguPf1WLj/e14dfnT8PScnEuW8UgU6vEw1eegkevOgUNXS5c8Mi3eGXrMbrcIogxiDSUJIEMjRIFmUM3+PukFO+PROTT2eBf3+XCgdbhW/sHU5k/coN/owiiHwBMevVJRX7HbW602T1YKJF5/oEsmmzC5l+vEPzrNBBzRniemCvzO9zGlfjxK35/d+F0FGfrcP+buyUZ2d1cZ8WiySZRN3YsnJSDSosRL2xqiPkC0OMP4vXtx3HO9PxhL+ruW1mOi+YW4n8+PYx11fFdJIzEpqNduPypzWju6cOzN8zn5d8IF4FPNeLPOf1Gnp1+mYxBrkGVmNOfYLwfCP+cr+t08b7pot3uwTs7m7FmXjHMRk3Sj8PF8xOd6+feP5kkE5fesoo81//8xnq8vr0Rr2yjfet88eWhDjz42WFcNLcQPz5d2K01UuHCOYX49N4zMG9iNn7z3j78+MUdCf2cIQhC+khDSRIAwhH/4eL9aok4/cURpz+dZX4fRaL9F8Qp+issRtR0OKJ75gfDnZU7u1Bk65UnFfltqQvHthdJaJ5fSlgi7eTt9kGiv4A/px8IO4X/e/kcNHf3oepPGzDr95/i3Ie+wQ3Pb8P/e28v/v7lUbz7fRO21FmjZxGKRpsbjbY+0eb5ORiGwXVLJuJAqx3fxyh6+ufuZvS4/bhhhJQIwzD466WzUTUxG/e/uSfmYw5HQ5cLt760A1c/sxUefwjPXj8f80v5+X7inHkuEp8szjQ5/UC4UC6peH8CFxDLKvNgdfl4T8I8+109AqEQfnJGWUqPw4n2ROf67X2pxPvDP5usIl4S9rr9eOqbOgDA5wc7RDvHWKK+y4W7X9+FafkZeOCSsVfclwj5mRq8dNMC/Pvq6fj2aBfOffgbfLa/TexjEQTBE2O3pWQUUmE2YGudFcEQe4LDJ6WZfkuGBgoZk9a1feurW3HqhKzo6qhYVFqM4RJEmxulQ8zJN9rcyDWoBC/lydGrT1qHs7XOBpNelXIT/VjFwjn9kTK/Q212GNWKmGMeyVBVmoO3bluMnce60dLjQUtPH1p6+1Dd1HvCZQ3DALcvK8N9Z1cI0qS/uU7cef6B/HBuER74+BBe3HQM8yYOLaxZlsULm45har4xZjmlRinH2uuqcPHjG3HLizvwHz+YgWWVeXGJMLvHj79/cRTPbayHUi7Dz8+txM1Lk2t/Hw7OmU+mGX4gLl96ZvoBrlAufre5P94f/1lWTDVDo5RhXXUrb6mkXrcfr2w5htWzC1Oel+b+LoluWuh3+hN/XriNLGI2+K/9thZObwBXVJXgjR2NaOhyDfk7j4gPpzeAW1/aAYWMwVPXzoNWxd/PktGKTMbgpqWTcHp5Lu55fTdu/cdOXFFVgt9dOD0tP88IghAO+g6WEBUWI7yBEI7b3CeUvPmCIWiU0hD9chmDgixN2mb6uWj/71ZPj/tjKvL7G/yHFP0Cr+vjMOlVqOs8Mbmxtd6GhZOlN88vFcwZJzr9h1odqMw3pu3rNW9izpBits8XRGtvH1p6PPjn7mY8/lUtNtZa8X9XzsVEU3pfZG+utcKkV0VLKsVEr1ZgzbwSvLS5Ab9dNS06fjGQbfU2HGy14y+XzIrrecqJrPK75umtuOu1XVDIGMwvzcGKaWacNdWMyXkn/r2DIRZv7mjE3z47jC6nD5fNK8Yvzq0c8iyp0u/0pyb6HWlq7wfCZX6HWuNfOen0JFbkB4Sf97OmmvHxvlb8/sLpUPBw2fXS5ga4fEHcfmZqLj/QL9oTvZzpn+lPbmUfAFiH2MgiBJ0OL577rgGrZxfizrOm4I0djdhwsB0/Pn3s7JEXklCIxf1v7EZdlwv/uCn1PpCxRrnFiPd/ehoeCWHLdQAAIABJREFU2nAET35di811Vjx0xVzMm5gt9tEIgkgSaShJAgBQPkwTvZRm+oHw2r50xfv7o/35cX9MOVeC2Db0C2Gh1/VxZOtUJzjGjTY3mnv6sHCS9Ob5pYJOpYBRo0BHpMH/UJsdlTyW+MWLViXH5DwDlpbn4n/WzMHfrz4V9Z1OXPDIt3j3+6a0lRyxLIvNtVYsKjNJ5mLo2sUTEQixeG1b45Bvf3FzAzK1SvxwblHcj1mWZ8DGX52Ft29bjFvOmAyby4c/rT+Is/72NZY/+BX+c90BbDzahY1Hu7D60e/w63f3otSkx4d3LsWDa+akRfADAxxknmb60xHv51bHxTtv74psX9AnUOQHhFd6dTl92FafesS/zxfE85sasLwyj5dySkPKM/2JPy85enFn+h//6ih8wRDuW1mOkhwdKi1GivinwGNfHsVnB9rx6/OnYskU8VNVUkSlkOGX503FG7cuRohlsebJTfjbZ4fhp9V+BDEqkY6SJKJr+2o6TnSHpRTvB8IN/umK96+rbsW8idkoyIw/zq1XK1CcrcWRjpP7EALBEJp7+lAi4Lo+DpNBBbcvGF1vuDXy4nnhZJrnHwlLhgbtdi9aez2wewKYKmKDPceq2QX4+N4zMKMwE/e/uQf3vrE76hrySX2XC212D5aIPM8/kEm5eiyryMMrW4+d9GKvpacPn+5vx5XzSxKOxsplDKpKc/DL86bi0/vOwLe/WI4/XjQDE3J0+MeWY7jmma245pmtsPf58djVp+Ct2xZjVnEmn3+1k0g2Nj4YpycAGQNoeRw94Mg1qBEIsejpi+/fn8MTgEoug1qR2FmWV5qhU8nxYXVrMsc8gTe2H4fN5cMdy6ek/FhA/0x+MjP9WqU8qTEdlUKGDI1ClJn+lp4+vLLlOC49tSiahFkxzYxtDTb0uvn/OTTW+fxgOx7acAQXn1KEm5eOz+K+RFgwKQcf33M6Ljm1GI9+cRSXPL4JR4d4vUUQhLSRjpIkYIjMLg9uovcFQ1Al+IItnRRna9Fu98IbSG2t1WDqOp042GqPu8BvIJUW45BOf2uvB8EQK4rTzzlDnNu/tc6KLJ0SFWbhnevRhCVDjXaHJ1riN00Ep38oirK0eO3WRbj/7Aqsq27FBY98i53HkiujGw5unn+xxLY7XL9kIjocXnyy78RSp5e3hFc7DbWmL1FKcnS4bnEpXrxpAXb/+9l4+roqPHDJLHz+b8uwenahIMkHI0/xfqc3AINakZYz50XKLuPdOuH0+pNKHGhVcqycZsEn+1pTcvb8wRCe/rYeVROz+StcTLJ7weEJJLWujyPXoEaXS3in/9EvagAAd68oj/7ZimkWBEMsvjpCbn8i1HY6ce/ruzGjMCPukSQiXJ754Jo5eOKaU9HU7cbqR7/FS5tjb3YhCEI6kOiXGOUWw0kN/pKL90cEdGsPv63myUT7OSryjajtdMI3aG9zY7c46/qAIUR/vQ0LSnMgE3EN22jAYtSgw+7FwTY7gP7OBikglzG4e0U53vzJIgDA5U9txqOf1wy7OSJRNtVakZ+hOaHTQwqcWWHGhBwdXtrcEP2z8Jq+RqycZuH9+0unUuDs6RZcuWACr0V9sdDzFO93eAJJrYWLB070x9vg7/IGE472c6yaXYButx+baq1JfTwAfLC7Bc09fbhjeeqz/BzJdi/YPf6UnheTQSW409/Q5cKbO5pw9cIJ0d+9ADC3JAu5BhU2UMQ/bhweP259aQdUChmeurZK0J8tY4XzZxXg03vPwMJJJvz7P/fjhue3o0PgDTcEQSSHdJQkASBc5lfb6TxBRHilFu/PSs/avnXVrahKMNrPUWkxIhBi0WB1nfDnTbbwGcV0+q0uH1p6+nDc5uatCXssY87QoMPhwcFWB4qytEmt10o38ybm4KN7TseqWQX427+O4Gdv7Un5MVmWxZZaKxZLaJ6fQyZjcN3iidje0I39Lb0AgA/3tMDm8uGGJaXiHo5HlHIZNEoZD06/P21N11yhXLyi3+EJwKBO7ntoWUUejGoF1u1pSerjQyEWT35di6n5RiyvNCf1GEPBPU+JxvsdngAyUuhZMOnVgs/0P7ThCJRy5qRLE7mMwfJKM7463EEz1nEQCrG47409aLC68djVp6ZlI8x4wZyhwQs3zscfL5qBrfVWnPvwN/hkX+pjQARBpBfpKEkCQLiUzhcI4dgA8eoLBKGWkOjn9t3zOddf2+nEoTZHUtF+IHxZAvTvdedo7HZHNw4IDSf6u10+bK0PO2WxVpoR4Xi/P8hiS50V0wqk4/IPJkOjxCNXzsWNp5Xin7ub0dabmttxpN0Jq8uHxRKa5x/Imnkl0Chl+MfmY5E1fQ2osBgke95kMaiVcPAR709DiR+QXLzfmOQFhEYpx9nTLfh0f9tJKap42HCwHTUdTtx+ZhnvF1lGjVIcp1/AeP/hNgc+2NOCG5ZMgtl48u+wldMtcHgC2N6QetniWOf17eFtB79dNW3M/cwSA4ZhcN3iUqy763SU5Ohw28vf49/e3JPwRRxBEMIhHSVJAOgv8xsY8fcFQ5IS/QWZGshlDK9r+z6q5qL9yYn+yXl6yGXMSX0IjTY3CjI1guxXH4xpgNO/tc4Go0bBS3P1WMcSaWbvdHhFae5PBIZhcP3iUoRY4J3vm1J6rM21XQCkN8/PkalT4uJTivD+7mZ8cagD+1vsuH5JqeRSCali1ChSb+/3BNLm9GdoFFApZILE+wFg9ZwC2D0BfHe0M6GPY1kWj39Vi5IcLVYl+XN9JIwaBeyJruzr8ye1ro/DZFCj2+1DIElnfePRLsz8/ad45tu6uLYv/O2zwzCoFLht2dBr+U4vz4VKIcOGAxTxj8X+ll5k65RjKpkkBaaYDXjn9iW466wpeG9XE85/5FteNn4QBME/0lGSBID+9XMD1/ZJrb1fIZchP0PDa7x//d5wtD8/MzlHXqOUY6JJd5LoP25zixLtB8JOsFzGwObyYmu9DQsn5UBO8/wxsWSoo/89NV/6lySluXosnJSDt3Y0plRqtKnWipIcraT3RV+7qBQefwj3vr4bGRoFLj4l/jV9owWDWsFPkV+anH6GYZBnUMct+sNnSV7oLp2ShwyNAuv2JBbf3VRrxe7GHtx6RhkUabh0NaoTv5wJdy2kUuSnAssC3Uk25u9u7IHTG8Cf1h/EVU9vQaNt+LTcnsYefHagHT8+fTKydKoh30enUmBJmQmfH2qnQrUY2Fw+mAzqMXdJKQWUchn+7ZxKvHXbEshlDK5Yuxl//eRQUukggiDShyhKkmGY+xiG2c8wzD6GYV5jGEbDMMwkhmG2MgxTwzDMGwzDqCLvq478/9HI20vFOLNQ6LkG/8g6lEAwhBALSRX5Afyu7TvaEY72r5qdmhtUaTGeVILY2C3Ouj4gPAedrVPiUKsD9V0uLJwkTQdXagyMsU6VuNPPsaaqBA1WN7Y3JNfmHwyFxxmk6vJzTC/MwILSHDi8AVxeVQKdKj3CVkwMSYjJwTi9ARjS+LXJNarRGWe835Fi6kClkOHcGfn47EB7dP1oLHyBEP7jg/0oytJizbzipD/3SBg1yoSixCzLwu7xp9QRYtKHLyStruTK/DrsHhg1Cvz3ZbOxv8WO8x/5Fm9uH/qy8MHPDiNbp8RNS0tHfMyV0yw4ZnXTCrUYWF0+5AxzeULww7yJ2fjo7tNxRVUJnviqFj/8+8aTjBiCIMRDcCXJMEwRgLsBVLEsOxOAHMCVAP4K4CGWZcsBdAO4OfIhNwPoZll2CoCHIu83pqmwGKJOvzdyUyolpx8Iz/U38+T0f7S3FQwDnD8zNdFfYTGiweqKvjD1+IPodHhFc/qB8Fz/tzXh2PbCyTTPHw/miNOvkssk12I/HBfMyodeJcebOxqT+viDrXbYPQEsKcvl+WT8c9uZk5GhUeD6MRqTNWgUqc/0e9Ln9ANIyOl3eQMwpBDvB4DVcwrh9Abw9ZH4Iv7PflePmg4n/njRjLQ1pCeayPAGQvAH2ZScfpMhMrKVZJlfh8MLS4YGl1eV4ON7TseMwgz84p1q3PLSzhOezy11Vnxb04XbzyyL2UGwYlq4IJFa/EfG5vJFe3aI9KFXK/DApbOx9tp5aLd7sPrR7/Dcd/VxjbMQBJFexFKSCgBahmEUAHQAWgGcBeDtyNtfBPDDyH9fFPl/RN6+ghnj+awKixF1nS4EgqFoPEp6ol+HNruHl/jWRylG+zkq841gWUQdDy6JMMEkruj3BUMwqBWYTvP8caFWyJGtU6LcYkhLLDgd6FQKXDinEB/tbU0qGr7hYDsAYJHEnX4AOGuqBdX/ca6kxxBSwahWwOlNvowqGGLh8gXTNtMPhMv84inyCwRD6PMHk27v51hSZkK2Ton11bEj/o02Nx75/AjOmW7BimmWlD7vSBg1CjgSSGTY+8LPaSoz/bkR0R9vieJg2u0emCNFjCU5Orx2yyL8bvV0fFPTGW1AZ1kWD356GGajGtctLo35mAWZWswozMDnkZ8hxNDYXD7kGEj0C8U5M/Lxyb1nYOmUXPxx3QFc99y2lMtuCYJIDcFfUbMs2wzgQQDHERb7vQB2AuhhWZb7Dd4EgBsWLQLQGPnYQOT9T3plzDDMrQzD7GAYZkdnZ2KFQ1Kj3GKELxjCMZsbvqBERX+WFiEWKf8Qj0b7eSh6Gtzg3xhZ11csstMPAFWl2aNGwEqBJWW5WDGVvxVfQrCmqgRuXzBaShkvvX1+PL+xAcsr81K++CJSx5BikZ/LF/7YVBzlWOQZ1bC6YhfKubzh1FOqqQOlXIbzZhZgw8F29PlGjvj/4cP9YMDg9z+YkdLnjIUhUdEfed9UV/YBqTn9nOgHwiNgNy+dhPV3LUVRlha3vfw9rn56K3Yc68ZdK8rjTkmsnGbBzuPdsCZ5GTHWCYZYdLt90XJdQhjyjGo8e30V/uviWdh5rBvnPvwNPkxy/SdBEKkjRrw/G2H3fhKAQgB6AOcP8a5cFmgoV/+knBDLsmtZlq1iWbYqLy+Pr+OKQoWlv8wv6vRLTDBG1/b1pDbXH4328yD6S006qOSy6AxZY8TpF2umH+gX/TTPnxh/v+ZU3H9OpdjHSIhTJ2ShLE+fcMT/2e/q0dvnx7+Nsr/vWIWLjSdbjMZdGKTV6Y8UytlirI9z+rizpB6xXz27AG5fEF8eHj5G/tn+Nmw42IF7V5anfQ86t7Iv3tiwPTL/n8pMf6Y2XM6azEw/y7LReP9gyi1GvHvHEtyzohzbGmwoztbiiqqSuB975TQLWBb48vDoNjzSRY/bB5YFxftFgGEYXL1wAj6653RMytXjrtd24d7Xd6G3j1b7EYTQiKEkVwKoZ1m2k2VZP4B3ASwBkBWJ+wNAMQDuOrAJQAkARN6eCWBM7wOZEmnwP9LulPBMf9g9T7XBf311K+ZPzBnyhVCiKOQylJkNUdF/3OqGRilDnkEd4yPTR07EGaJ5/rEPwzC4vKoEO451o7YzvlItm8uH576rx/kz8zGzKDPNJyTiQa9WwB9koz97E4Ub70jrTH/ELY5V5td/AZFavB8AFk7KQa5BhXXVQzt1bl8Af/jwACotRty0dFLKny8WxsilCnexEQsuFZChTf55kckY5OhVSTn9vX1++AKh6HM3GKVchvvOrsCn956O125ZlNDv/JlFGbBkqLHhAEX8h4K7HCPRLx6TcvV4+7bFuHdlOT6sbsX5D3+DzbVWsY9FEOMKMZTkcQCLGIbRRWbzVwA4AOBLAJdF3ud6AP+M/PcHkf9H5O1fsGN8N41OpUBJjhZHBjj9aomJ/vxMDRgmNdF/tMOBw+2pt/YPpMJiiDb4N3a7UZytE3VFz7KKXFwwKx+zSNCNCy4+tQhyGYO3djTF9f5PfVMLly+A+86uSPPJiHjhYvnJru1zCOH0c6I/Rpkf93fQ8+D0K+QynD+zAF8c6oBriK/NI5/XoLmnD3++eCaUAiTTos9TnBF/bqY/VjFeLEx6FawxEhZD0RF5rmJdcE8xGxPuy2AYBiumWfBNTWfcGxbGE9zzxY1nEOKgkMtw78oKvHP7EqiVclz9zBb810cH4Q3Qv1mCEAIxZvq3IlzI9z2AvZEzrAXwSwD3MwxzFOGZ/WcjH/IsAFPkz+8H8CuhzywGFWYjatqdkp3pVylkyM/QpNTgv766LdLan8/buSosRjT39MHh8aPR1oeSbPGi/QAwb2IOHr9mniAvggnxMRs1WF6Zh3e+b4o5b93h8ODFTQ24aE5htI+CEB9OrCc7188J4rTO9BvCwjFe0c/XWVbPLoDHH4oWT3IcbnPg2W/rcXlVMapKhUk1ceI93rn+qNOfoujPNaiTmp3vsIc/xjyM058qK6eZ4fYFsaWO3NPBkNMvLeaWZGH93Utx9YIJWPtNHS56bCMOtdnFPhZBjHlEUSIsy/6eZdmpLMvOZFn2WpZlvSzL1rEsu4Bl2Sksy65hWdYbeV9P5P+nRN5eJ8aZhabcYkRdlxPuSHRRJU/P2qNUKM7WRhvyk2H93hbML82BmYdoP0dlRDwdaXeisduNCWO0YZyQLmuqStDp8MZcb/b4l7XwB1ncu5JcfikRFf1JOv397nr6RH+ukWuRjzHTz2O8H0D457VRfUKLfyjE4rfv74VBo8Cvzp/Gy+eJB0M0kRHfbDA305/qBYjJkJzT324Pl97y+ftuIEvKcqFVyvE5re47iajTT+39kkGnUuDPF8/CczdUocvpww8e3Yinv6mj1X4EkUbIfpQo5WYD/EEWNZGoutScfgAoytImHe+vaXfgSLuTl9b+gVTmh0X/9gYbHJ7AmF0rRkiXs6aakWtQjRjxb+7pw6tbj2PNvGKU5uoFPB0RC05MJtIMPxAhivx0KgX0KnlMp9/FY7wfCM+0XzCrAF8d6YQjIqLf/r4J2xu68f/Onyaok8qJd3sC8X65jIFOldrXwqRXJzXTz8X70+X0a5RyLC3PxecH25MuoRyr2CLPV7aORL/UOGuqBZ/eezqWVebhzx8dxDXPbEVzT2pdUQRBDI30lCQBoH/93L7mXgDSFP3F2Tq02T0xY8xDsZ5r7ecx2g+ELyJ0Knl0Z7GY6/qI8YlSLsPFpxRhw8H2YWPAj31RAwC4a0W5kEcj4sAYccWTnunnIvU8uevDkWdUxyzyS8dZLpxTAF8ghH8daEe3y4e/fHQQVROzcdm8Yt4+RzwYExzDcHgCMGoUKXe8mAwqOL2BhGfn2+0eGNSKtCZAVk4zo6XXgwOtFJUeiM3lhVGjkOTrKAIwGdRYe+08/Pels1Hd1IPzHv4G/9zdLPaxCGLMQT8BJcoUswEMA+xrCf/yltrKPiAc7w+GWLRFYouJsL66lfdoPxB2osotRuw81g1A3HV9xPhlTVUJAiEW7+06+YVLQ5cLb+5owlULStK+1oxInERj44PhRChf7vpw5BrU6HSM/LM3HWc5pSQbhZkarKtuxQMfH4LdE8CfLp4JmUzYwtREZ/rtHn/K8/wAkBuJiCca8e90eGHOSG+R3FlTLWAYUMR/EFaXDyaa55c0DMPg8vkl+PieM1BhMeKe13fjrtd2oddNq/0Igi+kpyQJAIBWJUdJtg41kfVzUryhLoqU5CUa8T/S7kBNhxOreWztH0ilxQBuLIzi/YQYVFiMmFOShTd3NJ4Utf2/z2uglDP46fIpIp2OGIlUi/ycXj+0SjkUab6ozTOqY870u3wBaJQyXs8ikzFYNbsAXx/pxBs7GnHz0kmYmp/B2+PHS/8YRnyigHP6U4VrgE+0zK/D4UlbtJ8jz6jGnOKsk4oWxzs2l49K/EYJE0w6vHHrIvzsnAp8vLcV5z78Db6r6RL7WAQxJpCekiSiVFgMCETUq9RW9gH90flEG/zXV4ej/efxHO3n4EYjsnRKXpwdgkiGy6uKcaTdieqm3uif1bQ78N7uZly/uDRthV5EanDC0JFCkZ8hjc39HHlGdcyZfocnwFuJ30BWzS5EMMSiMFODe0QaUdGr5GCY+Mcw7H38OP1cGVyic/3tdi/MxvR/z5893YLqpt5ocSDBiX5a1zdaUMhluPOscrx3x2nQq+X40bNb8YcP99M6SoJIEekpSSJK+YA1XlIU/YVZ4RcwiTr9H+1txYLSnLS9AOJEfwnN8xMicuGcQqgVMry5ozH6Zw9tOAKdUo6fLCsT8WTESKgVMihkTNJOv8MTiM6bp5M8gxq9ff4Rd1w7vfy424OZU5yJG5aU4n+vmJvWGfWRYBgGBrUioZV9fHwtcg1h8diVgNPPsiw6HB5Y0hzvB4AV08wAgC8OUcSfg+L9o5NZxZlYd9fpuH7xRDy/sQE/eOw7HLcmvzGKIMY70lOSRJQKiyH631KM96sVcpiN6oTW9qU72g/0N/jTPD8hJhkaJS6YVYAP9rTA4w9iX3MvPtrbhpuXTqKoqYRhGAYGjSKllX1COP25Ri5mPrzj7PIG0tItwDAM/uMHM7Boson3x06EDI0ysZl+LY9OfwIz/Q5vAB5/SBCnv9JiRFGWFhsOUMQfCF+4dLt8yKF1faMSrUqOP1w0Ey/cOB/tdi8ueWIjdjf2iH0sghiVSE9JElHKzf1OvxRFPxAu80vE6eei/eemKdoPhFciTc7VY25JVto+B0HEw5qqYjg8AXy6vw0P/esIMrVK3Hz6ZLGPRcTAoFYk7fS7vIG0ruvjyIs4ziNF/J0eYc4iFkaNIqGZfj7i/TqVAlqlPKGZ/o5I1D7dRX5A+EJmxTQzNtZ2JbVZZ6xh7wsgEGLJ6R/lnFlpxrt3LIFWJceVazfjs/1tYh+JIEYd0lSSBIBwgz9XiCzF9n4gPNcf705VlmWxfm8rFk5KX7QfCL/o2XD/Mtx6BkWoCXFZNMmE4mwtHvzsMD4/1IFbz5iMTB7cRiK9GNSKpGf6HZ6AIJH3PGNs0e/wpmemXyoY1PElMoIhltdRB5NBldBMf4c9/BwJ4fQDwKyiTHj8ITQmOHo3FrG6wl97SleNfsryDHjvjtNQmZ+Bn7y8E89vrBf7SAQxqpCmkiQAABqlHBNydJAxSHsTdLIUZ2vR0tOHYIiN+b5H2p042uHEqtmFaT+X0OujCGIoZDIGa+aVoNHWB5NehRuWlIp9JCIOjJrknX6nV6CZfk70j+A4h1MH6V0dKCZhpz/288Q9l3zE+4HwXvGuBOL97Q7hnH6gvw+I2/4znul2h58nEv1jg1yDGq/fsghnT7PgDx8ewB8/PBDX60+CIEj0S55yi1Gy0X4gvLYvEGLjagpev7cVMgY4b0b6ov0EITUuqyqGRinDPSvLRSs9IxIjXgd5KISa6edmy7tGivcLdBaxMGiUcT1P9sgIAF9Of65elWC8P/y+FoE2dpTl6QEANR1OQT6flOESGSZq7x8zaFVyPPGjebjxtFI8t7Eed7yyE30+avYniFhIV00SAIBzpluwdEqe2McYlujavhgRf5Zlsb66BQsnmaIOFUGMB4qytNj+m5W4dtFEsY9CxEm8YnIwLMsKNkevVsiRqVWO6PQ7BRo1EIt4Z/o50c/XCteE4/0OL3QquWD9CkaNEgWZGtSS6IctksigIr+xhVzG4PcXzsC/r56Ozw6046qntyS0UYMgxiMk+iXOmqoSPHN9ldjHGJbi7HBDfqwG/yPtTtR2unBBGlv7CUKqGDVKMAyNnIwWElkFNxBvIIRAiBXMXc8zqoed6fcGgvAFQ4KMGoiFUa2APY7nyd4XiffzNtOvhtXlBcvGFytut3tgFviye4rZQE4/+rcsUJHf2OSmpZPw5I/m4VCbHZc8vgm1nfRvniCGg0Q/kRJFWRHRbxvZ6V9f3ULRfoIgRgVGjQJOb3yt8APhLgqEEtp5huFFv8sbjruO9fZ+XyAEb2DkaG/U6edrpl+vgj/IxnXhAISdfrNA0X6OcrMRRzucCI3zeWebywedSg6Ncux2W4x3zp2Rj9duWQSXN4BLn9iEbfU2sY9EEJKERD+REhqlHLkG9YjxfpZlsW5vKxZNpmg/QRDSx6BWwOMPwZ/gyjNuJEAopz/XqB420uqKnGUsx/u5C41YpYvRyxi+Zvoj6xLjnevvEMHpL7cY0OcPxr1dZ6xic/moxG8ccMqEbLx3x2nI0avwo2e24sM9LWIfiSAkB4l+ImWKs7VoGmE10OF2B+o6XbhgFkX7CYKQPpyYdCU418+9v1Br8kZy+vkWulLEGJnRj9W/YO/jf6Yf6I+Ox6LD4RWsxI9jitkAADg6ziP+VpePov3jhAkmHd69fQnmlmThrtd24YmvauMewSGI8QCJfiJlirK1I870r6+OtPbPpGg/QRDSh3PqE53r595fL9CavDyjGi5fEG7fyed0CnwBIQbGOJ8n7u18JTC4Jvh4nH6nNwC3Lyj8TH8eiX4AsLm85PSPI7J0Krx08wJcOKcQf/3kEH7z/j4EEkxsEcRYhUQ/kTLF2Vq09HiGnB1kWRbrI9F+LhJJEAQhZbiZ/EQb/Ln3NwoktHOja/tOdpz74/1jd5Y53ssZu8cPnUoOpZyflzzRr3scDf7cOltzhrC//7L1KuQa1KjpcAj6eQfS2+fHaQ98gTe3N4p2BpvThxxa1zeu0CjleOSKubj9zDK8uvU4fvzSjqRXsBLEWIJEP5Eyxdk6+IKhIVdHHWoLR/tXUWs/QRCjBE5MJi76/Sd8fLrhOlI6nZ6T3ubwjv14PxfXj7W2z+Hx8xbtB8KCGkBca/s67OHfixajsPF+ACgXucH/xU0NaO7pwyvbjovy+VmWDcf7aV3fuEMmY/DL86bivy6ehW9runDFU5ujF3AEMV4h0U+kTHHW8Gv7PtrbSq39BEGMKuItiBsM9/5CNeZHRf8Qc/39Zxm78X5DnIkMe1+A18sPpVyGLJ0SVlfseH+HQxynHwiX+R1td4oy1+z0BvDcxnpolDLsaexBo23ktb7pwO0LwhsIUbx/HHP1wgl45voIyr9bAAAgAElEQVQq1He5cPHfN+Jwm3jJF4IQGxL9RMoUZ3Oi/8QyP5Zlsb66FYvLTDBRtJ8giFFCdFY8QadfaHd9JNE/HuL9cc/0e/28revjMOlVCTn9eSI4/VPMBji8AbTb49sywCf/2HwMPW4/HlwzBwCwfm+r4GewRYoWSfSPb5ZXmvHmTxYjEGJx2RObsPFol9hHIghRINFPpEzRMKL/YKsDdV0urJpVKMaxCIIgkoJzx5Nx+hUyBmqFML9ac3QqMAzQOYT45C4g9KqxG+/vn+kfOd7Pt9MPACbD8OsSB9Lh8ECjlCFDhDELsRr8+3xBPPNtHU4vz8Xq2YWYU5KFddXCr1DjtitQez8xsygT7/30NBRmaXH9c9vw9s4msY9EEIJDop9IGZ1KgRy96iTR/9HeVshlDM6dYRHpZARBEInTP9M/spgcjNMbgEGjAMMw6TjWSSjkMpj0qmHj/XqVHDKZMGcRA7VCDpVCNmIiw+MPosPh4XWmHwiX+cWzsq/d7oXZqBHs38RAys1GABC8zO/Vbcdhdflw94pyAMCFswuwr9mOhi6XoOewRcYvyOknAKAoS4u3bl+MRZNN+Nlbe/DQv47QSj9iXEGin+CF4mwtmnv6RT/X2r94MkX7CYIYXeiUcjBMEk6/NyDYPD9HrkE9bLxfqEJBMcnQKIaN93e7fPjRM1vRbvdi5XR+L59NenVcK/s6HB5YRJjnB8IXE1k6paBlfh5/EE99XYtFk3MwvzQHAHDBrHCRr9BuPzd+YaL2fiJChkaJ526Yj8vmFeORz2vws7eq4QvQSj9ifECin+CF4mztCUV+B1sdqO+i1n6CIEYfMhkDg0oBpzeY0Mc5PcKL/jyjesjNKWJcQIiBQa0Y8nLmuNWNS5/chOqmXjx29Sn4wRx+x8xMBhW63f6YO8A7HGGnXwwYhkG5OVzmJxRv7WhEh8OLu84qj/5ZYZYWVROzsa5a2Ln+6Ew/tfcTA1ApZPify2bjvpUVeOf7Jtzw/Db09iWW6iKI0QiJfoIXirN1aO7ui0al1u9tiUT7qbWfIIjRh0GjSC7eL7ToN6jRNYTT7xgnot+oUZ4007+nsQeXPLERVqcPL/94IVbP5r9Xhkuw2dwjR/w77N5o4aIYTDEbcKTDIUiM2RcI4cmv63DqhCwsKTOd8LbVswtwqM0haL+AzeWDSiGDXjV2yyyJ5GAYBvesLMff1szBtnob1jy56YS0KkGMRUj0E7xQlKWFNxBCl9MXbe1fUmaiWTqCIEYlBrUi5iq4wThFiNRzTv9gUTde4v2Dn6fPD7bjyrVboFHK8c7tS7BgUk5aPm9u5HfbSA3+bl8ATm8AlgxxnH4AmGI2osftj6t/IFXe29WE5p4+3LWi/KQOg/NnFYBhhI34W10+mPQqUfoUiNHBpfOK8dJNC9Da68EP/74R+5p7xT4SQaQNEv0EL/Sv7XPjQKsdDVZ3dI6PIAhitGEYYVZ8OMSK9/sCIdgHnVWMs4iBccDz9PKWY7jlpR2YYjbg3TuWRNvr0wHn9I8k+rl1fWYRnf5ygRr8A8EQ/v5lLWYVZeLMiryT3m7J0GBBaQ7WVbcKVp5mc/nIeCBismRKLt65fQlUchkuf2ozvjzUIfaRCCItkOgneKE4WwcgvLZvfXUrRfsJghjVJOP0O7z8r4aLBRcdH7w+zukNQD8ORL9Bo4C9z4+/fnIIv31/H5ZV5OH1WxelfY7eFJkTt7qGL/Nrt3sAQFSnv9wSFv3pLvP7sLoFx21u3HnWlGGd9dVzCnG0w4nD7cJsE7CS6CfipMJixHt3LMHkPD1ufnE7Xt5yTOwjEQTvkOgneKEo6vT34aO9FO0nCGJ0Y9QMXRA3EmK467kRx3lwg7/TG4BxHIj+DI0SLb0ePPFVLa5aMAFPX1clyGVHrp67bBnB6Y88J2aR2vsBID9DA4NagaNpFNrBEIvHvjiKqflGnD1t+C0J58/Mh4wB1gtU6GdzeWGi1yFEnJgzNHjj1sVYVpGH376/D3/5+CBCIVrpR4wdSPQTvGBQK5ClU+KzA21osLqxiqL9BEGMYvSqxJz+QDCEPn8QBjW/++BjwTn9A0U/y7Ki9AuIAXe5/PNzK/FfF8+EQi7My5oMrQIKGTPi2j7O6Rcz3s8wDMrMhrQ6/R/va0Vtpwt3njUFMtnw8/O5BjUWl5kEi/jbnD7k0Lo+IgH0agWevq4K1yycgKe+rsPdr++Cx5/YFheCkCok+gneKM7WYtfxHor2EwQx6jEk6PS7Iuv9BC/yG8Lp9wZCCIbYcRHvv/G0Unx451L8dPnwsfJ0wDAMTAbViDP9nQ4vVAoZMrXCXgQNpjyNoj8Ucfkn5+lx/szYl/2rZxeivsuF/S32tJyHw+MPwuULRscwCCJeFHIZ/vTDmfjV+VOxrroV1z67Fd0CFGESRLoh0U/wRlFWOOK/pMyEbIrUEQQxijGqFXD6AnHHO52+QPTjhCRTq4RSzpww088V242HeL9Ro8Ss4kxRPrdJrx5xpr/D4YXZqBa9Pb7cbECnw4teN/+7yDccbMehNgfuXD4F8hFcfo7zZuRDIWOwLs0Rf1tEpNGYIZEMDMPgtmVleOzqU7CnqReXPrEJx6wusY9FEClBop/gDa7Mb/VsivYTBDG6MWgUYFnAHWe0k0sFCO2uy2QMTHr1CU4/N5YwHpx+MTEZVCPO9LfbPaJG+zm4Mr+jnfzO9bMsi0e/OIoJOTr8YE5hXB+TrVfhtCm5WFfdktaIP4l+gg9Wzy7Eqz9eiG63D5c8vgnfH+8W+0gEkTQk+gnemFWUiQyNAudMp2g/QRCjG242P96Iv9MbdlHFmKPPM6rROcDpd0VE/3hY2ScmuYbYTr+Yzf0c5WYjAKCmnd+I/1dHOrG3uRd3nFmWUJfC6tkFaOruQ3VT+naiWyOin4r8iFSpKs3Bu3ecBoNGgavWbsEn+9rEPhJBJAWJfoI3LppbiO2/XUnRfoIgRj2ceOfEfCy4SL0YQjvPqB4y3j8eivzEJEc/8kx/h0Sc/qIsLTRKGe9z/W9sa4TZqMYlpxYn9HHnTM+HUs5gXXULr+cZiC1yGUNOP8EHk3L1ePf2JZhemIHbX9mJ17cdF/tIBJEwJPoJ3mAYBmqFXOxjEARBpAw3D++I2+mPzNGLILRzDaoh4/3k9KcXk0EFty8It+/kfyMefxB2TwBmCTj9MhmDsjz+y/x2N/ZgcZkJKkViLyUzdUqcUZ6H9dWtaVuJxl3GmKi9n+AJk0GN125ZhGUVefjN+/vw9ZFOsY9EEAlBop8gCIIgBtHv9Mcp+kV3+n1RAUXxfmHIjQjKodz+Dnv4EkYKTj8QLvOr5VH0t/V60Gb3YE5xVlIfv3pOAVp6PdjVmJ4ZaZvLB4WMQYaWvgcI/tAo5Xjs6lNRbjbgzle+x5F2fnsyCCKdkOgnCIIgiEFwgjn+mX7xIvV5BjWCIRbd7rD4dIh4lvEEtw7OOsQ6r3aHBwAk4fQDQLnFiOaevrgvsWKxp6kHADCnJDnRv3KaBSqFDB/uSU+Lv83lQ7ZeJfrmBGLsYVAr8NwN86FRyXHTC9tPGK0iCClDop8gCIIgBsGJfkecIokbA9CrxHD6w8KSa5IXM3UwnjAZOKf/5Bf9nNNvyZCG0z/FHG7w58vt39PYA4WMwYzCjKQ+3qhRYnllHj7am56Iv9XloxI/Im0UZmnxzHVV6HJ6cetLO+CJc8sLQYgJiX6CIAiCGAQ3mx+v0+/yBqBXyePaVc43uRHHmZvrd3kDkDGAVkkdK+mEE5VDxvs5p98oDaefE/18zfXvaerB1AIjNCn8G1s1uxAdDi+2N9h4OdNAbC4flfgRaWVOSRYevmIuvj/eg1+8XZ3WFZQEwQck+gmCIAhiENyO+7hn+r2B6McITV5kbrzT6YmexaBWULQ5zXDx/q4h1va1271Qyhlk65RCH2tIJubooJQzqOlIfQY5FGJR3dib9Dw/x4qpZmiUMqyr5j/iT6KfEILzZhbgF+dV4oM9LXh4Q43YxyGIESHRTxAEQRCDUMpl0ChlcYt+hzcg2gx9VPRHnH6HJ0DRfgHQqRTQqeTDOv1mo0YyFy8KuQyTc/kp86vrcsHhDSQ9z8+hVyuwYqoFH+9rRSAYSvlcA7E6vRTvJwTh9mVlWDOvGI98XoN/7m4W+zgEMSwk+gmCIAhiCAxqZfwr+zyB6Jo/oTGoFdAoZdGZfpeIFxDjDZNBNexMf55Emvs5plj4Wdu3pzFc4jc3RdEPAKtnF6DL6cPWev4i/v5gCHZPADm0ro8QAIZh8OeLZ2HhpBz8/K1q7EjDuApB8AGJfoIgCIIYAqNGkVC8XyyhzTAMcg3qqNPPxfuJ9GPSq4ds7+9weCRT4sdRbjbguM2dcunYnqYe6FVylOUZUj7TmZVm6FRyXiP+3ZHnI0cvjdEKYuyjUsjw5I/moShbi1v/sRPHrW6xj0QQJ0GinyAIgiCGwKBWwOnxx/W+TpEj9XnGE0W/WP0C441cgyqasBhIh8MrmRI/jilmA1gWqO1Mze3f09iDWcWZvJRWalVyrJxmwSf7WuHnKeJvjYp+aV26EGObbL0Kz90wH8EQi5te3I7evvh+dxCEUJDoJwiCIIghMKgTdPrV4jmLeQZ1dF+00xuIbh8g0otJrz4p3u/xB9Hj9sMssXh/udkIADiaQsTfGwjiQKs95Xn+gayeXYButx+baq28PJ4tKvpppp8Qlkm5ejz5o3k4ZnXhzle/5+0iiyD4gEQ/QRAEQQyBQaOIe6bf4fGLKrRPcPo9AehVJPqFwGRQwebynbBrnnseLBnScvpLc3WQy5iURP/BVgf8QRZzU2zuH8iyyjwY1Qqs29PCy+NxTj+3XYEghGRxmQl/vngWvq3pwu8/2E+r/AjJQKKfIAiCIIbAGKfTz7IsXL6gqPH+XIMaNrcP/mCIivwExGRQIxBiYR8wBtIREf15EpvpVyvkmGjSoaY9edHPlfjx6fSrFXKcPcOCT/e3wRdI3Rm1RZIX5PQTYnF5VQluP7MMr249jme/qxftHDaXD64402rE2IdEP0EQBEEMgSHOIj+PP4RgiBVVaOcZ1WBZwOr0wekTb5PAeCM34iYPnOvvsHsAABaJzfQD4TK/mg5H0h+/p7EHeUY1CjL5/butnl0AuyeA7452pvxYNpcPDANk60j0E+Lx83Mqcf7MfPz5o4PYcKBd8M/PsiyufnoLznnoGyoWJACQ6CcIgiCIIQkX+QVixjMd3rDLK2Z5Hrce7pjVBZYV9yzjCVOkLG7gXD/n9Jsl5vQD4bn+Bqs7aUd9d1MP5hRngWFSL/EbyNIpecjUKrFuT+ot/laXD1laJS9FgwSRLDIZg/+9fC5mFWXi7td3YX9Lr6Cfv6bDiUNtDjT39OHKtZtxzOoS9PMT0oNEP0EQBEEMgUGjQCDEwhtDIDkjc/9iuuu5hrDAbIi8sKN4vzBwc+MD1/a12z1QyBjkSNBpnmI2IBhio/9OEqG3z4+6ThfmlmTyfi6VQoZzZ1jw2YH2lFcK2lw+ivYTkkCrkuOZ66qQqVXixy/uQHskBSQEn+5rAwA8f+N89PmDuOKpLajvIuE/niHRTxAEQRBDwIn4WGV+3AiAmDP9XFN8XeRFnZhnGU9ERf8gpz/PqIZMgk7zFLMBQHIN/nubwk4ln/P8A1k9uxBObwBfH0kt4m91+aIJDIIQG3OGBs9ePx+9fX78+MUdcPuEmbH/9EAbTp2QheWVZrx6yyL4giFcuXZzyis7idELiX6CIAiCGALOLY811885/WK661Gnn0S/oHBu/gkz/Q6v5Nb1cZTlGcAwSKrMb09TuMRvdlF6RP+SMhOydUqsr04t4k9OPyE1phdm4NGrTsH+ll7c/8aeE7Z9pINGmxv7mu04d0Y+AGBaQQZeu2URAkEWV67dktIGD2L0QqKfIAiCIIbAoFYC6Bf1w+GQgNOvVclhVCvQ0OUW/SzjCYVchmydElbXAKff7kGeBEv8gPC/k5JsXVJlfrsbezA5V49MnTINJwt/Lc+bWYANB9vR50s+4m9z+ZBD6/oIibFimgW/WTUdn+xvw39/ejitn+uzSHEgJ/oBoDLfiNdvXQSWBa5cuwU17ckXehKjExL9BEEQBDEEnHDmivqGo603PKeZqU2PGIqXXKOaZvpFwGRQwzrI6bdIsMSPo9xsSMrpq27qSVu0n+PC2QVw+4L48nBHUh8fDLHodvtgIqefkCA3nVaKaxZOwJNf1+LN7Y1p+zyf7mvD1HwjSnP1J/x5uSUs/BkGuOrpLTjcRsJ/PEGinyAIgiCGwMjF+2M4/R/uacEUswHF2VohjjUseQZ1tHSQnH7hMOlVUdHvC4Rgc/lglqjTD4Tn+us6XQgE42/wb+v1oN3uxZxi/kv8BrJwsgm5BjXWVbck9fE9bh9YFhTvJyTJ/2/vzqPjKs88j38fqVSlpSTZWi3vO9jgBcsYQxJCGghg3EBmnO7QCTFLMJCQJsmc5oTJOTPkTPqcdNLdCRl6JqEhZg0mASYNhhgICZ00jfGKbWwDXjBYWF4keZOMFkvv/FG3RFmu0mKV6laVfp9z7qnSrbu89z6Sqp56NzPj3mvO4TPTKvjv/28L/7mrIennaGhuY+0HTXw+ppY/1tSqMCuWLSTHjOv/dTXv7D+W9DJIelLSLyIiEkc0ce6tT//7DS2s++AwS2rHJn0as4GqjOlHrqQ/dSrCIRq85v2HvAH90rmmf2pVmPbOLj5s6v/c3W/tjfTnH+qa/twcY9GsUfzhnYO09DGWRjxN3iwKSvolXeXl5nD/38xjYkURdzy+gd1JHljv99sO4BxcmSDph8jYHk/ddiHB3Byuf2A12/Yp8R8OlPSLiIjE0Z+B/J5ZX0eOwRfOG5OqYiUUm/QXKelPmfLwJzX9B70puarSOOmfVl0MDGwE/011R8jLNWbUlAxVsbpdPauG1o4uXn1n4E38o1MnavR+SWelBXksv/F8AjnGzQ+v5XDMlJ+DtWrrfsaVFTCjprjX7SZVFLFi2ULy83L5mwdX8/ZHR5NWBklPSvpFRETiCPcxZV9nl+OZDXVcPL2S6hL/m3NXeIOX5eUaoYDe3lOlvCjE0Y87aD/ZxYFjkZr+dG/eD7BjIEn/3iPMqCkhPy93qIrV7fyJZVSXhFi5aeBN/A+rpl8yxLiyQh74ai37jrZy2+PraT/Z/+42iRxv7eA/dzZyxcxR/Wp5NrGiiKeWXUhRMMCXH3yze1pOyU76VCAiIhJHKJBDXq4lrOl/Y1cj9UdbWVI7NsUliy9a0x8OBXzvajCclHtfthw+0c6h4+lf0x8OBZhYXsjvtx/Aub6nDuvqcmyuO8qcsUPbtD8qJ8dYNKuG1947xPHW3gfR7Km7pl+j90sGqJ1Qxo+XzGbN+03c8+yWfv099uaP7x6ivbOLK89N3LS/p/HlhaxYtpBwKMCXH1zNJq8rj2QfJf0iIiJxmBnhUCDhQH5Pr99LSX6Ay2ZUp7hk8UWTfjXtT61oC4uG5jYOHm8jx9K/efntn53Cxg+P8NLWA31uu7uhmea2k0Penz/W4tmjaT/ZxSvb+i5frGif/pGFSvolM1w7dwx3XTqNZzbU8X9e2zWoY7309n4qwiHmjR85oP3GlRXy1G0LKS3M4ysPvcnGDw8PqhySnpT0i4iIJBDOD8St6T/W2sGqrfu5Zu7olDR57o/KcKRJuQbxS63ycCTBb2xu58CxViqLQ+TmpHdLiyW1Y5laFeZHL73T5yj+b+2NNPmdO25oR+6PNW/8CMaMKGDl5voB7dfU0k5xfoCgurdIBvnWZdO4Zs5ofvzSu7y4ZWC/81GtHZGpLj9/TjU5Z/D/Z+zIQlYsu5CRhUG++tAa1n+gxD/b6L+iiIhIAuFQXtw+/S9urqe1o4slteN8KFV8FcWR2s3oVIOSGtE54RtbIjX96dyfPyqQm8PdV5zF7kMt/GZ9Xa/bbtp7hHAowOSKcIpKF2lls2jWKP684xBHT/S/iX9jS3t3PEQyhZnxoyWzqZ0wkm8/9Vb3bBkD8R87GjjR3skVvYza35cxIwp46raFlIeDLP3lGtZ/0HTGx5L0o6RfREQkgXAoN+7UYU+vr2NqVXjI5y0fiGiTcjXvT63Ymv6Dx9qoKk7vpv1Rl8+spnbCSH7yynucaE88Q8WmuiPMGlN6RrWHg7F49mg6Oh0vbdvf732aWto0iJ9kpPy8XH5xQy2VxSG+9sg6Pjry8YD2f2nrforzA1w4uXxQ5agpLWDFsgupKg7x1YfWsHaPEv9soaRfREQkgXDo9Ob97ze0sO6DwyypHZtWA+YFAzmMLMxT8/4UK8kPkJdrNDS3c/B4K1VpMJNDf5gZ91x1NgePt7H89T1xt2nt6GR7/bGU9uePmj22lPFlhQNq4t/Y3E5Zmo+nIJJIRTjE8hvPp62jk1seXtvrdLGxTnZ28fvtB7j07KqkdG0ZVZrPimULqS7NZ+kv1/Dm7sZBH1P8p6RfREQkgXB+3mkfvJ5ZX0eOwRfOG+NTqRJbdvEUrpubfuXKZmZGeVGIA8daaWxpz5iafoD5E8u4fGY1P39tV/cgeLG21x+jo9OltD9/lJlx9ewaXt/ZELds8TSpeb9kuGnVxfzLl+ex42Azf/vkRjq7+h7Rf82eJg6f6BhU0/6eqkoiif/oEQXcuHwtb+xS4p/plPSLiIgkEA4FTunT39nleGZDHRdPr6Q6DWt077hkCpfNTI/ZBIaT8nCQd/Yfx7n0nq4vnruvOIuW9pPc/4edp70Wnb7Lj5p+gMWza+jscqx6u+8m/s45Dp9op0zT9UmGu3h6Jfdecw5/eOcgP3hhW5/bv7z1AKFADp89qzKp5agqzufJWxcyrqyAmx5ew+s7G5J6fEktJf0iIiIJFOcHaG77ZCCxN3Y1Un+0lSW1Y30slaSb8nCInQePA1CdAQP5xZpWXcwXa8fx2Oo97G06ccprm+qOUlUcYpRPX3DNrClhUkURL2zZ1+e2x1pP0tHpVNMvWeGGhRO4+VOTWP76Hh57Y0/C7ZxzvLR1PxdPr6QwmPyuXZXFIX5160Imlhdx88Nr+fOOQ0k/h6SGkn4REZEEwqEArR1ddHjTmj29fi8l+QEum6HadPlERVGQjs5IM9xMq+kH+Pbl08kx459fee+U9Zv2HmHOuBG+jV1hZiyeXcMbuxo5dLyt122jXQA0kJ9ki+9dPYNLz67i3ue38e/vxU+2N9cdpf5oa1Kb9vdUEY4k/pMqirjlkXUJyyLpTUm/iIhIAtFB8VraTnKstYNVW/dzzdzR5Ofl+lwySSflMU3K07HbR19GleZz86cn8du3PmLrvqMAHD3Rwe6GFub61LQ/avHs0XQ5WPV27wP6NbVEvhRQ0i/ZIjfHuO/685hWFebOJzbw3oHjp23z0tb95OYYl82oGtKylBUFefLWhUytDHPro+v44zsHh/R8knxK+kVERBIIe3PeH289yYub62nt6GJJ7TifSyXpJjptnxkZ27z89s9OobQgj39Y9S4Amz/y+vOP9TfpP2tUMdOqwjzfxyj+jc2Rmv5yjd4vWSQcCvDLG88nP5jLTcvXntbiZdXW/SycXMaIwqH/vzOyKMivbr2A6dVhbntsPa9uPzDk55TkUdIvIiKSQLFX09/cdpKn19cxtSrMnLGpH8lc0ls00S8vChHIzcyPVqUFedz5uan86b1DvL6zoXsQv1lp8Pt+9ewa1u5p4sCx1oTbdDfv10B+kmVGjyjgoaXzaWxpY9lj62jt6ARg58Hj7D7UMqRN+3saURjkiVsWcnZNMbc/vp6Xt/Y9yKakh8x8ZxIREUmBaE3/lo+Osu6DwyypHetb/2ZJXxVeTX91Bvbnj/WVhRMYM6KAH/7uHTZ+eITJlUWUFuT5XSwWzx6Nc/DilsS1/Y0t0Zp+Jf2SfWaPHcFP/3ouGz88wt89vdkbwC9S0/75malL+gFKC/N47JYLmDm6lK8/saFfs2uI/5T0i4iIJBDt0//w63vIMfjCeWN8LpGko2if/qrizE768/Ny+c7l09ny0VH++O5B5vrctD9qalWYs0cVs7KXJv5NLe0UBnM13oZkrSvPreHuK8/i+U37+Mnvd7Dq7f3MHTeCUaWpH0ektCCPx25ZwKyxpdz5qw38rpcv5CQ9KOkXERFJoNir6d9Wf4yLp1dm5CBtMvTKu2v6M//347rzxnD2qGK6HMzxeRC/WH85ZzTrPzjMviMfx329qaVdg/hJ1rvjs1P4Yu1YfvbqDrZ8dJQrz01tLX+skvw8Hr15AXPGjeDOJzeycnPfU2uKf5T0i4iIJBAOfdK0eUntWB9LIumsvChIIMeoKS3wuyiDlptjfO/qGQQDOVw0pdzv4nS7elYNAC8kqO1vbGlX037JembG339hFhdMKsOMlPbnj6c4P49Hbl7AvPEjuGvFWzy3SYl/uvIl6TezEWb2tJm9Y2bbzexCMyszs1fMbIf3ONLb1szsZ2a208w2m9k8P8osIiLDT7RPf0l+gMtmVPtcGklX+Xm5PP61C1h60QS/i5IUn5lWybbvX8G06mK/i9JtYkUR544pYWWCZsRNLW2q6ZdhIRjIYflN5/PcNz7NpIoiv4tDOBTg4ZsWUDthJN9asZHfbvzI7yJJHH7V9N8HrHLOnQ3MAbYD3wVedc5NA171fga4CpjmLcuA/5v64oqIyHBUmJdLYTCX684bo77C0quFk8tTMm1WqqTjLASLZ49m094j7G06cdprTc3tlGm6PhkmCoOBtJhZI6ooFODhm85nwaQyvvPrt3h2Q53fRZIeUv4f3cxKgIuBhwCcc+3OuSPAtcAj3maPANd5z68FHnURq4ERZlaT4mKLiMgwlJNj/Ns3PsU9V83wuygiw160iX/PAf2cc5Hm/ZquT8Q3hcEAy29cwMLJ5fy332ziN+v2+l2kU7S0neTDxuV/gnkAAA1PSURBVBNxvzQcDgI+nHMycAhYbmZzgPXAXUC1c64ewDlXb2ZV3vZjgNjfmjpv3Sn/8c1sGZGWAIwfP35IL0BERIaPdGriLDKcjSsrZO64EazcvI87LpnSvf5EeydtJ7vUvF/EZwXBXB5aej63PrqOu5/ZjHPwV+ePG5JzdXY5Dp9op7G5nYbmNhqa27qfNza309jSxqHmdhq9nz/u6ATgynNG8fMbaoekTOnMj6Q/AMwDvumce9PM7uOTpvzxxJsQ2Z22wrkHgAcA5s+ff9rrIiIiIpLZFs+u4QcvbOf9hpbu/sxNLe0ASvpF0kBBMJcHl87vTvw7neP6Bf2rkP24vfOUBL6xpY2GmEQ+dn1TSztdcTK+3ByjvChIeThERTjI5IqiU3+uDCf5ijODH0l/HVDnnHvT+/lpIkn/ATOr8Wr5a4CDMdvHfkU0FtDQkCIiIiLDzKJZkaT/hc37uPMvpgGRkfsBjd4vkiby83L516/O5/bH13PPs1toaTvJzNElp9fEH488RtefaO+Me7xwKEB5OEh5UZAJ5YXMmzCSinCQinDIWx+isjjyWFqQR05OvDrj4S3lSb9zbr+Z7TWzs5xz7wKXAtu8ZSnwQ+/x37xdngPuNLMVwAXA0Wg3ABEREREZPkaPKGD+hJGs3FzfnfQ3tbQBqukXSSf5ebn84oZa7nh8Az94Yfspr+UYlBWFuhP38eMLKS8KUVEcpKIoksjHJvQFQQ2kO1h+1PQDfBN4wsyCwG7gJiKDCv7azG4BPgS+6G37IrAI2Amc8LYVERERkWFo8ewa7n1+GzsPHmdqVTGNzdGafo3eL5JOQoFcfv6VWl7f2UAoLyeSyBcFGVkYVG18ivmS9Dvn3gLmx3np0jjbOuAbQ14oEREREUl7i2bV8P2V23h+Uz3fvrz4kz79Gr1fJO0EAzl87uyqvjeUIZV+k7CKiIiIiCRQVZLPgollrNy8D+ccTS3tBAM5FKkJsIhIXEr6RURERCSjLJ4zml2HWnj3wHEaW9opLwpipubCIiLxKOkXERERkYxy1bmjyDFYuameppZ2DeInItILvwbyExERERE5IxXhEBdNqWDl5n2UFgaV9IuI9EI1/SIiIiKScRbPrmFP4wm27ztGuZJ+EZGElPSLiIiISMa54pxRBHKM9s4uyjRdn4hIQkr6RURERCTjjCwK8qmpFQCUa7o+EZGElPSLiIiISEZaPLsGQH36RUR6oYH8RERERCQjXTWrhj/taOCiKeV+F0VEJG0p6RcRERGRjBQOBfjf15/ndzFERNKamveLiIiIiIiIZCkl/SIiIiIiIiJZSkm/iIiIiIiISJZS0i8iIiIiIiKSpZT0i4iIiIiIiGQpJf0iIiIiIiIiWUpJv4iIiIiIiEiWUtIvIiIiIiIikqWU9IuIiIiIiIhkKSX9IiIiIiIiIllKSb+IiIiIiIhIllLSLyIiIiIiIpKllPSLiIiIiIiIZCkl/SIiIiIiIiJZSkm/iIiIiIiISJZS0i8iIiIiIiKSpZT0i4iIiIiIiGQpJf0iIiIiIiIiWcqcc36XIenM7BDwgd/l6EUF0OB3IeSMKX6ZTfHLfIphdlAcM5dil9kUv8ynGGa+/sRwgnOuMhkny8qkP92Z2Trn3Hy/yyFnRvHLbIpf5lMMs4PimLkUu8ym+GU+xTDzpTqGat4vIiIiIiIikqWU9IuIiIiIiIhkKSX9/njA7wLIoCh+mU3xy3yKYXZQHDOXYpfZFL/MpxhmvpTGUH36RURERERERLKUavpFREREREREspSSfhEREREREZEspaS/H8xsnJn90cy2m9lWM7vLW19mZq+Y2Q7vcaS33szsZ2a208w2m9m8HscrMbOPzOz+Xs55j7f/u2Z2Rcz6X5rZQTN7e6iuN9ukU/y813LNbKOZrRyK68026RI/MzvLzN6KWY6Z2beG8tqzRapjaGbl3vmae25jZrVmtsU79s/MzIbqurNNMuNoZp0xf0vP9XLOpd5xd5jZ0pj1f29me82seSivOVukU+xiXn/O9FmmX9IlfmZW3ON9sMHMfjrU158NfIrhKjM7Yj0+b5rZJDN70zvnU2YWHKrrziZJjuF4M3vZO9Y2M5uY4JzJew90zmnpYwFqgHne82LgPWAm8CPgu9767wL/4D1fBPwOMGAh8GaP490H/Aq4P8H5ZgKbgBAwCdgF5HqvXQzMA972+75kypJO8fNe/463/0q/700mLOkWP2+bXGA/MMHv+5MJiw8xLAI+DdzecxtgDXChd+zfAVf5fX8yZUlmHIHmfpyvDNjtPY70no/0XlvolafP42hJr9h5r/8X729Yn2UyMH4x260HLvb7/mTCkuoYettdCvwlPT5vAr8GvuQ9/zlwh9/3JxOWJMfwNeBy73kYKIxzvqS+B6qmvx+cc/XOuQ3e8+PAdmAMcC3wiLfZI8B13vNrgUddxGpghJnVQKSWCagGXu7llNcCK5xzbc6594GdwALv/H8CmpJ5fdkuneJnZmOBq4EHk3iJWS2d4hfjUmCXc+6DQV/gMJDqGDrnWpxz/wG0xq73jlHinHvDRd41H405p/QhmXHspyuAV5xzTc65w8ArwJXe+Vc75+oHfVHDRDrFzszCRL78/sEgL2vYSKf4RZnZNKAK+PMZXtaw4kMMcc69ChyPXWdmBvwF8HScc0ovkhVDM5sJBJxzr3jHanbOnYhzyqS+ByrpHyCv+cV5wJtAdfSGe49V3mZjgL0xu9UBY8wsB/gn4O/6OE3c/QdbdkmL+P0UuBvoOuOLGMbSIH5RXwKeHPgVSIpimMgY71inHPcMjzWsDSaO3vN8M1tnZqvNLNEHTr0XDoE0iN3/IvJ3HO9DrvQhDeIXdT3wlPcFqgxAimKYSDlwxDl3Ms5xpZ8GGcPpwBEze9Yi3X1/bGa5cU6T1PfAwJnuOBx5304/A3zLOXfMEncFjfeCA74OvOic29vLvr3tL4Pgd/zMbDFw0Dm33swu6X/JBfyPX0w5gsA1wD39Kbd8IoUxHOhxZQCSEEeA8c65fWY2GfiDmW1xzu0awP5yBvyOnZnNBaY6576dqA+rJOZ3/Hr8/CXghn4WXTwpjOGZHFf6IQkxDACfIfKlwYfAU8CNwEP93P+MKOnvJzPLIxLgJ5xzz3qrD5hZjXOu3mtyc9BbXweMi9l9LLCPSD/Sz5jZ14n03wh6AzC8CfxPb9uv9bK/nKE0id81wDVmtgjIB0rM7HHn3FeSfLlZJ03iF3UVsME5dyBpFzgMpDKGzrl1CYpR5x2r53Gln5IUR5xz0cfdZvYacJ6ZVQC/8Lb9H97+l/TY/7VkX9NwkSaxuxCoNbM9RD6DVpnZa8652G0ljjSJX7Qsc4g0T16ftAscBlIZQ+dcogH+Gog0Mw94tf16HxyAJMUwD9jonNvtHfO3wEKLDGw6dO+BLg0GRkj3hcg3LY8CP+2x/secOnDDj7znV3PqwA1r4hzzRhIPQnUOpw4ktptTB4KbiAa/ydj4edtcggbyy8j4ASuAm/y+L5m0pDqGvW0DrPWOGR3Ib5Hf9ydTlmTFkciARCHveQWwA5gZ53xlwPve9iO952U9ttFAfpkbu4nos0xGxg/4IfB9v+9LJi2pjmHM8S/h9IH8fsOpA/l93e/7kwlLEmOYS+RzZqX383LgG3HOl9T3QN9vYCYsREaBdsBm4C1vWUSkX8yr3h/cq9FAeMH9FyKjfm8B5sc55o308oEV+J63/7vEjC5NpB9xPdBB5BugW/y+P+m+pFP8Yl4/7Z+wlvSPH1AINAKlft+XTFp8iuEeIoOeNnv/K2d66+cDb3vHvh8wv+9PpizJiiNwkffzJu8x4fsYcDORwTR3EvNlG5HRkuuIjI9SB9zr9/1J5yWdYhfz+kSU9Gdk/Ih8GX623/clkxafYvhn4BDwsfd/8gpv/WQiM9nsJPIFQMjv+5MJS7Ji6L12uXecLcDDQDDBOZP2HmjejiIiIiIiIiKSZTR6v4iIiIiIiEiWUtIvIiIiIiIikqWU9IuIiIiIiIhkKSX9IiIiIiIiIllKSb+IiIiIiIhIlgr4XQARERHxl5lFpxwCGAV0EpnqCeCEc+4iXwomIiIig6Yp+0RERKSbmd0LNDvn/tHvsoiIiMjgqXm/iIiIJGRmzd7jJWb272b2azN7z8x+aGZfNrM1ZrbFzKZ421Wa2TNmttZbPuXvFYiIiAxvSvpFRESkv+YAdwGzgBuA6c65BcCDwDe9be4DfuKcOx/4r95rIiIi4hP16RcREZH+Wuucqwcws13Ay976LcDnvOeXATPNLLpPiZkVO+eOp7SkIiIiAijpFxERkf5ri3neFfNzF598psgBLnTOfZzKgomIiEh8at4vIiIiyfQycGf0BzOb62NZREREhj0l/SIiIpJMfwvMN7PNZrYNuN3vAomIiAxnmrJPREREREREJEuppl9EREREREQkSynpFxEREREREclSSvpFREREREREspSSfhEREREREZEspaRfREREREREJEsp6RcRERERERHJUkr6RURERERERLLU/wfFwrXhR5ngMgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_data(col):\n",
    "    plt.figure(figsize=(17, 8))\n",
    "    plt.plot(weekly_data[col])\n",
    "    plt.xlabel('Time')\n",
    "    plt.ylabel(col)\n",
    "    plt.grid(False)\n",
    "    plt.show()\n",
    "    \n",
    "for col in weekly_data.columns:\n",
    "    plot_data(col)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's focus on predictig the concentration of NOx. Oxides of nitrogen react to form smog and acid rain, as well as being central to the formation of fine particles and ground level ozone, both of which are associated with adverse health effects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_to_drop = ['PT08.S1(CO)', 'C6H6(GT)', 'PT08.S2(NMHC)', 'PT08.S4(NO2)', 'PT08.S5(O3)', 'T', 'RH', 'AH']\n",
    "\n",
    "weekly_data = weekly_data.drop(cols_to_drop, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>PT08.S3(NOx)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-01-04</th>\n",
       "      <td>880.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-11</th>\n",
       "      <td>760.484990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-18</th>\n",
       "      <td>1490.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-08</th>\n",
       "      <td>869.108333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-15</th>\n",
       "      <td>706.395833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            PT08.S3(NOx)\n",
       "Date                    \n",
       "2004-01-04    880.666667\n",
       "2004-01-11    760.484990\n",
       "2004-01-18   1490.333333\n",
       "2004-02-08    869.108333\n",
       "2004-02-15    706.395833"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fbprophet import Prophet\n",
    "import logging\n",
    "\n",
    "logging.getLogger().setLevel(logging.ERROR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004-01-04</td>\n",
       "      <td>880.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2004-01-11</td>\n",
       "      <td>760.484990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2004-01-18</td>\n",
       "      <td>1490.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2004-02-08</td>\n",
       "      <td>869.108333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2004-02-15</td>\n",
       "      <td>706.395833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds            y\n",
       "0 2004-01-04   880.666667\n",
       "1 2004-01-11   760.484990\n",
       "2 2004-01-18  1490.333333\n",
       "3 2004-02-08   869.108333\n",
       "4 2004-02-15   706.395833"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = weekly_data.reset_index()\n",
    "df.columns = ['ds', 'y']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction_size = 30\n",
    "train_df = df[:-prediction_size]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x121ec1390>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet()\n",
    "m.fit(train_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "future = m.make_future_dataframe(periods=prediction_size)\n",
    "\n",
    "forecast = m.predict(future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 1 Axes>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_comparison_dataframe(historical, forecast):\n",
    "    return forecast.set_index('ds')[['yhat', 'yhat_lower', 'yhat_upper']].join(historical.set_index('ds'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-01-04</th>\n",
       "      <td>946.024230</td>\n",
       "      <td>796.145712</td>\n",
       "      <td>1111.430767</td>\n",
       "      <td>880.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-11</th>\n",
       "      <td>943.202988</td>\n",
       "      <td>791.485768</td>\n",
       "      <td>1106.121910</td>\n",
       "      <td>760.484990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-18</th>\n",
       "      <td>940.381746</td>\n",
       "      <td>768.280827</td>\n",
       "      <td>1092.981803</td>\n",
       "      <td>1490.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-08</th>\n",
       "      <td>931.918021</td>\n",
       "      <td>774.699096</td>\n",
       "      <td>1085.124113</td>\n",
       "      <td>869.108333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-15</th>\n",
       "      <td>929.096780</td>\n",
       "      <td>767.145584</td>\n",
       "      <td>1091.778626</td>\n",
       "      <td>706.395833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  yhat  yhat_lower   yhat_upper            y\n",
       "ds                                                          \n",
       "2004-01-04  946.024230  796.145712  1111.430767   880.666667\n",
       "2004-01-11  943.202988  791.485768  1106.121910   760.484990\n",
       "2004-01-18  940.381746  768.280827  1092.981803  1490.333333\n",
       "2004-02-08  931.918021  774.699096  1085.124113   869.108333\n",
       "2004-02-15  929.096780  767.145584  1091.778626   706.395833"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cmp_df = make_comparison_dataframe(df, forecast)\n",
    "\n",
    "cmp_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_forecast_errors(df, prediction_size):\n",
    "    \n",
    "    df = df.copy()\n",
    "    \n",
    "    df['e'] = df['y'] - df['yhat']\n",
    "    df['p'] = 100 * df['e'] / df['y']\n",
    "    \n",
    "    predicted_part = df[-prediction_size:]\n",
    "    \n",
    "    error_mean = lambda error_name: np.mean(np.abs(predicted_part[error_name]))\n",
    "    \n",
    "    return {'MAPE': error_mean('p'), 'MAE': error_mean('e')}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE 13.858454067188074\n",
      "MAE 109.32387955182074\n"
     ]
    }
   ],
   "source": [
    "for err_name, err_value in calculate_forecast_errors(cmp_df, prediction_size).items():\n",
    "    print(err_name, err_value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1224x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(17, 8))\n",
    "plt.plot(cmp_df['yhat'])\n",
    "plt.plot(cmp_df['yhat_lower'])\n",
    "plt.plot(cmp_df['yhat_upper'])\n",
    "plt.plot(cmp_df['y'])\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Average Weekly NOx Concentration')\n",
    "plt.grid(False)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}