seoul_EDA_feature_eng.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "vscode": {
     "languageId": "plaintext"
    }
   },
   "source": [
    "# Seoul Bike Data Project (Part 1)\n",
    "\n",
    "In this document we take a look at the Seoul Bike Data (https://archive.ics.uci.edu/dataset/560/seoul+bike+sharing+demand). \n",
    "We start with some data cleaning and exploratory data analysis. In the second part of this project we train various models, including: random forests, XGBoost, and neural networks.\n",
    "Along the way we use packages such as pandas, seaborn, scikit-learn, and PyTorch."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start with some exploratory data analysis (EDA) to see what patterns we might find in the data.\n",
    "\n",
    "We are running this Jupyter notebook within our own virtual environment, so let's first make sure we have the necessary packages installed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install pandas seaborn matplotlib scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Rented Bike Count</th>\n",
       "      <th>Hour</th>\n",
       "      <th>Temperature(°C)</th>\n",
       "      <th>Humidity(%)</th>\n",
       "      <th>Wind speed (m/s)</th>\n",
       "      <th>Visibility (10m)</th>\n",
       "      <th>Dew point temperature(°C)</th>\n",
       "      <th>Solar Radiation (MJ/m2)</th>\n",
       "      <th>Rainfall(mm)</th>\n",
       "      <th>Snowfall (cm)</th>\n",
       "      <th>Seasons</th>\n",
       "      <th>Holiday</th>\n",
       "      <th>Functioning Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01/12/2017</td>\n",
       "      <td>254</td>\n",
       "      <td>0</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>37</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2000</td>\n",
       "      <td>-17.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Winter</td>\n",
       "      <td>No Holiday</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01/12/2017</td>\n",
       "      <td>204</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.5</td>\n",
       "      <td>38</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2000</td>\n",
       "      <td>-17.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Winter</td>\n",
       "      <td>No Holiday</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01/12/2017</td>\n",
       "      <td>173</td>\n",
       "      <td>2</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>39</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2000</td>\n",
       "      <td>-17.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Winter</td>\n",
       "      <td>No Holiday</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01/12/2017</td>\n",
       "      <td>107</td>\n",
       "      <td>3</td>\n",
       "      <td>-6.2</td>\n",
       "      <td>40</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2000</td>\n",
       "      <td>-17.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Winter</td>\n",
       "      <td>No Holiday</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01/12/2017</td>\n",
       "      <td>78</td>\n",
       "      <td>4</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>36</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2000</td>\n",
       "      <td>-18.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Winter</td>\n",
       "      <td>No Holiday</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  Rented Bike Count  Hour  Temperature(°C)  Humidity(%)  \\\n",
       "0  01/12/2017                254     0             -5.2           37   \n",
       "1  01/12/2017                204     1             -5.5           38   \n",
       "2  01/12/2017                173     2             -6.0           39   \n",
       "3  01/12/2017                107     3             -6.2           40   \n",
       "4  01/12/2017                 78     4             -6.0           36   \n",
       "\n",
       "   Wind speed (m/s)  Visibility (10m)  Dew point temperature(°C)  \\\n",
       "0               2.2              2000                      -17.6   \n",
       "1               0.8              2000                      -17.6   \n",
       "2               1.0              2000                      -17.7   \n",
       "3               0.9              2000                      -17.6   \n",
       "4               2.3              2000                      -18.6   \n",
       "\n",
       "   Solar Radiation (MJ/m2)  Rainfall(mm)  Snowfall (cm) Seasons     Holiday  \\\n",
       "0                      0.0           0.0            0.0  Winter  No Holiday   \n",
       "1                      0.0           0.0            0.0  Winter  No Holiday   \n",
       "2                      0.0           0.0            0.0  Winter  No Holiday   \n",
       "3                      0.0           0.0            0.0  Winter  No Holiday   \n",
       "4                      0.0           0.0            0.0  Winter  No Holiday   \n",
       "\n",
       "  Functioning Day  \n",
       "0             Yes  \n",
       "1             Yes  \n",
       "2             Yes  \n",
       "3             Yes  \n",
       "4             Yes  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "data = pd.read_csv('seoul.csv', encoding='ISO-8859-1') # load dataset\n",
    "data.head() # print first 5 rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date                         0\n",
      "Rented Bike Count            0\n",
      "Hour                         0\n",
      "Temperature(°C)              0\n",
      "Humidity(%)                  0\n",
      "Wind speed (m/s)             0\n",
      "Visibility (10m)             0\n",
      "Dew point temperature(°C)    0\n",
      "Solar Radiation (MJ/m2)      0\n",
      "Rainfall(mm)                 0\n",
      "Snowfall (cm)                0\n",
      "Seasons                      0\n",
      "Holiday                      0\n",
      "Functioning Day              0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data.isnull().sum()) # check for missing values\n",
    "data['Date'] = pd.to_datetime(data['Date'], format = \"%d/%m/%Y\") # convert to datetime format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fortunately, there's no missing data. Let's move on to see some summary statistics for our data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                Date  Rented Bike Count         Hour  \\\n",
      "count                           8760        8760.000000  8760.000000   \n",
      "mean   2018-05-31 23:59:59.999999744         704.602055    11.500000   \n",
      "min              2017-12-01 00:00:00           0.000000     0.000000   \n",
      "25%              2018-03-02 00:00:00         191.000000     5.750000   \n",
      "50%              2018-06-01 00:00:00         504.500000    11.500000   \n",
      "75%              2018-08-31 00:00:00        1065.250000    17.250000   \n",
      "max              2018-11-30 00:00:00        3556.000000    23.000000   \n",
      "std                              NaN         644.997468     6.922582   \n",
      "\n",
      "       Temperature(°C)  Humidity(%)  Wind speed (m/s)  Visibility (10m)  \\\n",
      "count      8760.000000  8760.000000       8760.000000       8760.000000   \n",
      "mean         12.882922    58.226256          1.724909       1436.825799   \n",
      "min         -17.800000     0.000000          0.000000         27.000000   \n",
      "25%           3.500000    42.000000          0.900000        940.000000   \n",
      "50%          13.700000    57.000000          1.500000       1698.000000   \n",
      "75%          22.500000    74.000000          2.300000       2000.000000   \n",
      "max          39.400000    98.000000          7.400000       2000.000000   \n",
      "std          11.944825    20.362413          1.036300        608.298712   \n",
      "\n",
      "       Dew point temperature(°C)  Solar Radiation (MJ/m2)  Rainfall(mm)  \\\n",
      "count                8760.000000              8760.000000   8760.000000   \n",
      "mean                    4.073813                 0.569111      0.148687   \n",
      "min                   -30.600000                 0.000000      0.000000   \n",
      "25%                    -4.700000                 0.000000      0.000000   \n",
      "50%                     5.100000                 0.010000      0.000000   \n",
      "75%                    14.800000                 0.930000      0.000000   \n",
      "max                    27.200000                 3.520000     35.000000   \n",
      "std                    13.060369                 0.868746      1.128193   \n",
      "\n",
      "       Snowfall (cm)  \n",
      "count    8760.000000  \n",
      "mean        0.075068  \n",
      "min         0.000000  \n",
      "25%         0.000000  \n",
      "50%         0.000000  \n",
      "75%         0.000000  \n",
      "max         8.800000  \n",
      "std         0.436746  \n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8760 entries, 0 to 8759\n",
      "Data columns (total 14 columns):\n",
      " #   Column                     Non-Null Count  Dtype         \n",
      "---  ------                     --------------  -----         \n",
      " 0   Date                       8760 non-null   datetime64[ns]\n",
      " 1   Rented Bike Count          8760 non-null   int64         \n",
      " 2   Hour                       8760 non-null   int64         \n",
      " 3   Temperature(°C)            8760 non-null   float64       \n",
      " 4   Humidity(%)                8760 non-null   int64         \n",
      " 5   Wind speed (m/s)           8760 non-null   float64       \n",
      " 6   Visibility (10m)           8760 non-null   int64         \n",
      " 7   Dew point temperature(°C)  8760 non-null   float64       \n",
      " 8   Solar Radiation (MJ/m2)    8760 non-null   float64       \n",
      " 9   Rainfall(mm)               8760 non-null   float64       \n",
      " 10  Snowfall (cm)              8760 non-null   float64       \n",
      " 11  Seasons                    8760 non-null   object        \n",
      " 12  Holiday                    8760 non-null   object        \n",
      " 13  Functioning Day            8760 non-null   object        \n",
      "dtypes: datetime64[ns](1), float64(6), int64(4), object(3)\n",
      "memory usage: 958.3+ KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "print(data.describe()) # data summary\n",
    "print(data.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Extract numeric data \n",
    "numeric_data = data.select_dtypes(include=['number'])\n",
    "\n",
    "# Correlation matrix\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(numeric_data.corr(), annot=True, cmap='coolwarm')\n",
    "plt.title('Correlation Matrix')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now present various plots of the target variable against several different explanatory variables to see if there are any basic patterns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='Temperature(°C)', y='Rented Bike Count', data=data)\n",
    "plt.title('Temperature vs. Rented Bike Count')\n",
    "plt.xlabel('Temperature (°C)')\n",
    "plt.ylabel('Rented Bike Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like the highest total bike rental counts happen to be around the warmer temperatures (provided that it's not too hot?). Let's see how this depends on the hour of day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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REZERsGwREREREREZAcsWERERERGREbBsERERERERGQHLFhERERHdk0tFlbhYUCF2DCKTw7JFRERERHetskaLBxbvxvDFu1FcqRY7DpFJYdkiIiIioru2Pz0f+eU1KK5UY8epbLHjEJkUli0iIiIiumvxZ/IMv958NEvEJESmh2WLiIiIiO5afGqu4df/nMlFebVGxDREpoVli4iIiIjuypXiSqTmlEEqAXycbFCt0WHn6RyxYxGZDJYtIiIiIror8am1SwgjA1wwMsoPALD5GJcSEumxbBERERHRXYk7U7uEsHdLDwxp6wsA2HkqB1VqrZixiEwGyxYRERERNZhWJ2D32dozW71aeaJ9gDP8nG1QUaM1lDAia8eyRUREREQNdvxyMYoq1HBQydEh0AUSiQSDr57d2sKlhEQAWLaIiIiI6C7or9fq3twdClntt5RD2vkAAGJPZqNGoxMtG5GpYNkiIiIiogbTLxXs1crTsK1TkCs8HVUordJg77m8Wz2VyGqwbBERERFRg5RVa5B8oRBA7XAMPalUgkER3gC4lJAIYNkiIiIiogbafy4fGp2AIDc7BLvb13lMP5Vw6/EsaLRcSkjWjWWLiIiIiBokPvXqEsLrzmrpxYS6wdVOgcIKNQ6kFzR1NCKTwrJFRERERA2iH47R+7rrtfTkMikGhNcuJeQNjsnasWwRERERUb1dLKhAWl45ZFIJujV3v+k+Q9pdW0qo0wlNGY/IpLBsEREREVG96c9qRQW6wMlGcdN9ejT3gKONHDml1TiYUdiU8YhMCssWEREREdXbteu1blxCqKeUS9G/DZcSErFsEREREVG9aLQ67Dlbe2arV6sbh2Ncb3Db2hscbzmWBUHgUkKyTixbRERERFQvRy4Vo6RKAycbOdoHuNx23z6tPGGnlOFSUSWOZBY3TUAiE8OyRURERET1Enemdglhz5YekEklt93XRiHDfa29AHApIVkvli0iIiIiqhf9cIzbXa91vWtLCa9wKSFZJZYtIiIiIrqj4ko1Ui4WAbj5zYxv5r4wL6jkUpzPr8CprFIjpiMyTSxbRERERHRH+87lQ6sT0MzTHgGudvV6joNKbrjxMZcSkjVi2SIiIiKiO9KPfO9dzyWEekOuW0pIZG1YtoiIiIjotgRBQJzh/lr1W0Ko16+NNxQyCc5kl+Fcbpkx4hGZLJYtIiIiIrqtC/kVuFhQCYVMgq7N3Bv0XGdbBbo3ry1oW7iUkKwMyxYRERER3ZZ+CWHHIFfYq+QNfr5+KeGmo1xKSNZF1LIVFxeHESNGwM/PDxKJBBs2bLjlvo8//jgkEgk+++yzOtsLCgowceJEODk5wcXFBdOnT0dZWd1T1EeOHEGvXr1gY2ODwMBAfPTRR0b4aoiIiIgsU9zVke/6YRcNNSDcG1IJcPxyCTLyKxozGpFJE7VslZeXo3379vjyyy9vu9/vv/+O/fv3w8/P74bHJk6ciOPHjyM2NhYbN25EXFwcZs2aZXi8pKQEAwcORHBwMJKTk/Hxxx/jzTffxNKlSxv96yEiIiKyNGqtDvvO5QNo+HAMPXcHFWJCa5cfbjnOs1tkPRp+HrgRDRkyBEOGDLntPpcuXcLTTz+NrVu3YtiwYXUeO3nyJLZs2YLExERER0cDABYvXoyhQ4fiv//9L/z8/LBmzRrU1NRg+fLlUCqViIiIQEpKChYuXFinlBERERHRjQ5lFKGsWgNXOwUi/Jzu+nWGtvPBvrR8bD6WhVm9mzdiQiLTJWrZuhOdTodHH30UL730EiIiIm54fN++fXBxcTEULQDo378/pFIpEhIS8NBDD2Hfvn3o3bs3lEqlYZ9BgwZhwYIFKCwshKur6w2vW11djerqasPnJSUlAAC1Wg21Wt2YX+Jd0WcwhSxkmXiMkbHxGCNj4zHWeHadygYAdG/uDq1WA6327l7n/tYemC+pLW8ZeaXwdbZpxJRNj8eY9WrIn7lJl60FCxZALpfjmWeeuenjWVlZ8PLyqrNNLpfDzc0NWVlZhn1CQ0Pr7OPt7W147GZl64MPPsBbb711w/Zt27bBzq5+N/FrCrGxsWJHIAvHY4yMjccYGRuPsXv311EZAAmcKi5h06bMe3qtEAcZ0kslWPTLTvT2FRonoMh4jFmfior6X3dosmUrOTkZixYtwsGDByGRSJr0vefNm4e5c+caPi8pKUFgYCAGDhwIJ6e7P33eWNRqNWJjYzFgwAAoFAqx45AF4jFGxsZjjIyNx1jjKKpQ47n9OwEAT466Dz5O93Y2KtvlAt7ffBoX4YGhQzs3RkTR8BizXvpVb/VhsmUrPj4eOTk5CAoKMmzTarV44YUX8Nlnn+H8+fPw8fFBTk5OnedpNBoUFBTAx6d2xKiPjw+ys7Pr7KP/XL/Pv6lUKqhUqhu2KxQKk/rLZGp5yPLwGCNj4zFGxsZj7N4cuJAHQQBaeTsg0N3xnl9vaKQf3t98GokXClFUpYOn443fb5kbHmPWpyF/3iZ7n61HH30UR44cQUpKiuHDz88PL730ErZu3QoA6NatG4qKipCcnGx43o4dO6DT6RATE2PYJy4urs7aytjYWLRu3fqmSwiJiIiIqFbcmdr7a/W6yymE/xbgaofIAGcIArDtBG9wTJZP1LJVVlZmKFIAkJ6ejpSUFGRkZMDd3R1t27at86FQKODj44PWrVsDANq0aYPBgwdj5syZOHDgAPbs2YM5c+Zg3LhxhjHxEyZMgFKpxPTp03H8+HGsX78eixYtqrNMkIiIiIjqEgTBcDPjXi09Gu11B1+9wfGWYyxbZPlELVtJSUmIiopCVFQUAGDu3LmIiorC/Pnz6/0aa9asQVhYGPr164ehQ4eiZ8+ede6h5ezsjG3btiE9PR2dOnXCCy+8gPnz53PsOxEREdFtnMstx+XiKijlUsM9shrDkLa+AIB95/JRVFHTaK9LZIpEvWarb9++EIT6T6I5f/78Ddvc3Nywdu3a2z4vMjIS8fHxDY1HREREZLX0Z7W6hLjBVilrtNcN9bBHmI8jTmWVIvZENh6JDmy01yYyNSZ7zRYRERERiSc+NQ9A4y4h1NOf3eJSQrJ0LFtEREREVEe1Rot95/IBNN5wjOsNaVd73VZ8ah5Kq3hTYLJcLFtEREREVEfyhUJUqrXwcFAhzOfeR77/W0svBzTztEeNVocdp3Lu/AQiM8WyRURERER16JcQ9m7pAalU0uivL5FIMOTqVMLNR7mUkCwXyxYRERER1WEY+d6q8a/X0tNft7XrTA4qajRGex8iMbFsEREREZFBflk1jl0qAQD0aGG8shXh54RAN1tUqXX453Su0d6HSEwsW0RERERksPts7RLCNr5O8HK0Mdr71C4lrD27tZlTCclCsWwRERERkUHcmWvXaxnb4KvXbe04lYNqjdbo70fU1Fi2iIiIiAgAIAiC4Xqt3q0af+T7v3UIcIGPkw3KqjXYfXUoB5ElYdkiIiIiIgDAmewy5JRWw0YhRadgV6O/n1QqMZzd4lJCskQsW0REREQE4NoUwphQd9goZE3ynvqyFXsiG2qtrknek6ipsGwREREREQDgnzNXR743wfVaep1D3ODhoERxpRr7zuU32fsSNQWWLSIiIiJClVqLA+kFAJrmei09mVSCAeFcSkiWiWWLiIiIiJB4vgDVGh18nGzQ0suhSd97aDv9UsIsaHVCk743kTGxbBERERER4q9OA+zV0gMSiaRJ37trM3c42yqQV1aDxPMFTfreRMbEskVEREREiNNfr9WESwj1FDIpBoR7AwC2cCkhWRCWLSIiIiIrl1NShVNZpZBIgJ4tmm44xvWGXJ1KuOVYFnRcSkgWgmWLiIiIyMrplxC29XOGm71SlAw9W3rAQSVHVkkVUjKLRMlA1NhYtoiIiIisnP7+Wr1biXNWCwBUchnuD/MCAGw+ekW0HESNiWWLiIiIyIrpdAJ2n9UPx2j667Wup19KuPlYFgSBSwnJ/LFsEREREVmxE1dKkFdWAzulDB2DXEXN0re1F2wVMmQWVuL45RJRsxA1BpYtIiIiIiumv16rWzN3KOXifmtoq5Shb+vas2ubj3EpIZk/li0iIiIiK3btei1xlxDqDeZSQrIgLFtEREREVqqiRoOk84UAam9mbAruD/OCUiZFWm45UnPKxI5DdE9YtoiIiIisVEJ6AWq0Ovi72CLUw17sOAAARxuFofhtPsobHJN5Y9kiIiIislJxZ66NfJdIJCKnuebaUkJet0XmjWWLiIiIyErph2OIPfL93waEe0MuleBUVinS88rFjkN011i2iIiIiKzQ5aJKnM0pg1QC9GhuGtdr6bnYKdGtuTsAnt0i88ayRURERGSFdl89q9U+0AXOdgqR09xoSFtfAMCWY7xui8wXyxYRERGRFYq7OvLd1JYQ6g2M8IZUAhzJLEZmYYXYcYjuCssWERERkZXR6gTsPlt7Zqu3iYx8/zcPBxU6h7gB4NktMl8sW0RERERW5tilYhRVqOGokqN9oIvYcW5pyNWphCxbZK5YtoiIiIisTPzVJYTdW7hDITPdbwcHX71uKzmjENklVSKnIWo40/3bRURERERGEWeiI9//zcfZBlFBLhAEYOtxnt0i88OyRURERGRFyqo1OHihEADQ28TLFnBtKeHmoyxbZH5YtoiIiIisyL5z+dDoBAS72yHI3U7sOHekHwGfkJ6P/LJqkdMQNQzLFhEREZEViTeMfDfNKYT/Fuhmh7b+TtAJQOyJbLHjEDUIyxYRERGRFYlP1Y98N/0lhHr6s1ubOZWQzAzLFhEREZGVuFhQgfS8csikEnRr7i52nHobfPW6rb3n8lBcqRY5DVH9sWwRERERWQn9Wa2OQS5wtFGInKb+mns6oJW3A9RaAdtPcikhmQ+WLSIiIiIrEXdGf72W+Swh1BvMpYRkhli2iIiIiKyARqvDnnNXr9dqZX5lSz8C/p8zuSir1oichqh+WLaIiIiIrMDhzGKUVmngbKtAO39nseM0WJiPI0I97FGj0WHnqRyx4xDVC8sWERERkRXQj3zv2cIDMqlE5DQNJ5FIDIMytnApIZkJli0iIiIiK6AfjmEu99e6Gf1Swp2nc1Cl1oqchujOWLaIiIiILFxxpRopF4sAAL3M8HotvXb+zvB3sUVFjRb/XB32QWTKWLaIiIiILNy+c3nQ6gQ097SHv4ut2HHuGpcSkrlh2SIiIiKycHGGJYTme1ZLT7+U8O+T2ajR6EROQ3R7LFtEREREFkwQBMP9tXq3Mt/rtfQ6BrnCy1GF0iqNYZQ9kali2SIiIiKyYBfyK5BZWAmFTIKYUHex49wzqfTaUsLNR6+InIbo9li2iIiIiCxY3NWR752CXWGvkoucpnHoy1bsiWxotFxKSKZL1LIVFxeHESNGwM/PDxKJBBs2bDA8plar8corr6Bdu3awt7eHn58fJk+ejMuXL9d5jYKCAkycOBFOTk5wcXHB9OnTUVZWVmefI0eOoFevXrCxsUFgYCA++uijpvjyiIiIiEQXd6Z2qV1vM55C+G9dQtzgZq9EYYUaCekFYschuiVRy1Z5eTnat2+PL7/88obHKioqcPDgQbz++us4ePAgfvvtN5w+fRoPPPBAnf0mTpyI48ePIzY2Fhs3bkRcXBxmzZpleLykpAQDBw5EcHAwkpOT8fHHH+PNN9/E0qVLjf71EREREYlJrdVh39XrmnpbwHAMPblMioHh3gCAzce4lJBMl6jnkocMGYIhQ4bc9DFnZ2fExsbW2fbFF1+gS5cuyMjIQFBQEE6ePIktW7YgMTER0dHRAIDFixdj6NCh+O9//ws/Pz+sWbMGNTU1WL58OZRKJSIiIpCSkoKFCxfWKWVEREREluZQRhHKa7Rws1ci3NdJ7DiNanBbH/yYeBFbj2fj7QfaQiqViB2J6AZmtXC3uLgYEokELi4uAIB9+/bBxcXFULQAoH///pBKpUhISMBDDz2Effv2oXfv3lAqlYZ9Bg0ahAULFqCwsBCurq43vE91dTWqq6sNn5eUlACoXdqoVquN9NXVnz6DKWQhy8RjjIyNxxgZG4+xWjtP1d6LqnszN2i1Gmi1IgdqRJ2DnOFoI0duaTUS0nIRHXzj93TGxGPMejXkz9xsylZVVRVeeeUVjB8/Hk5OtT+ZycrKgpeXV5395HI53NzckJWVZdgnNDS0zj7e3t6Gx25Wtj744AO89dZbN2zftm0b7OzsGuXraQz/PvNH1Nh4jJGx8RgjY7P2Y+yvIzIAEjhVXMKmTZlix2l0YQ5SJFZJseiPBIxvLs6gDGs/xqxRRUVFvfc1i7KlVqsxZswYCIKAr7/+2ujvN2/ePMydO9fweUlJCQIDAzFw4EBD0ROTWq1GbGwsBgwYAIVCIXYcskA8xsjYeIyRsfEYAworanBx/y4AwJOj7oO3k424gYzANS0fk1ckY3+OFBPu62C44XFT4DFmvfSr3urD5MuWvmhduHABO3bsqFN2fHx8kJOTU2d/jUaDgoIC+Pj4GPbJzs6us4/+c/0+/6ZSqaBSqW7YrlAoTOovk6nlIcvDY4yMjccYGZs1H2MHLuRCEIDW3o4IcHcUO45R9G7tg1m9m2FpXBpe/f04wvxc0Mq7ab9Waz7GrFVD/rxN+j5b+qKVmpqKv//+G+7udW/E161bNxQVFSE5OdmwbceOHdDpdIiJiTHsExcXV2dtZWxsLFq3bn3TJYREREREliD+6sj3Xi09RE5iXC8Pao3uzd1RUaPF7NXJKK7kNVRkOkQtW2VlZUhJSUFKSgoAID09HSkpKcjIyIBarcbDDz+MpKQkrFmzBlqtFllZWcjKykJNTQ0AoE2bNhg8eDBmzpyJAwcOYM+ePZgzZw7GjRsHPz8/AMCECROgVCoxffp0HD9+HOvXr8eiRYvqLBMkIiIisiSCIBhuZtzLgu6vdTNymRSLx0fB38UW6XnlmLs+BTqdIHYsIgAil62kpCRERUUhKioKADB37lxERUVh/vz5uHTpEv744w9kZmaiQ4cO8PX1NXzs3bvX8Bpr1qxBWFgY+vXrh6FDh6Jnz5517qHl7OyMbdu2IT09HZ06dcILL7yA+fPnc+w7ERERWaxzuWW4UlwFpVyKLiFuYscxOncHFZZM6gSlXIrtp3Lw+Y5UsSMRARD5mq2+fftCEG79k4fbPabn5uaGtWvX3nafyMhIxMfHNzgfERERkTmKu7qEMCbUDbZKmchpmka7AGe892BbvPTLEXz2dyra+TujXxtvsWORlTPpa7aIiIiIqOHi9UsILfx6rX97JDoQj3YNBgA8tz4F6XnlIicia8eyRURERGRBqjVa7E8rAAD0amnZ12vdzOvDw9Ep2BWlVRrMXp2E8mqN2JHIirFsEREREVmQ5POFqFRr4emoQpiPZY58vx2lXIqvJnaEp6MKZ7LL8PKvR+p1aQqRMbBsEREREVmQuNRrI98lEonIacTh7WSDryd2hFwqwV9HrmBZfJrYkchKsWwRERERWRD99Vq9rXAJ4fWiQ9zwxohwAMCHm09hz9k8kRORNWLZIiIiIrIQeWXVOH65BADQo4V1Dce4mUldg/FwpwDoBGDO2oPILKwQOxJZGZYtIiIiIguhP3sT7usET0eVyGnEJ5FI8O6DbdHW3wmFFWo8/kMyqtRasWORFWHZIiIiIrIQ/5y5OvK9Fc9q6dkoZFgyqRPc7JU4dqkE//n9GAdmUJNh2SIiIiKyAIIgIP7qcIw+Vn691r8FuNrhi/FRkEqAXw9m4of9F8SORFaCZYuIiIjIApzOLkVuaTVsFFJ0CnEVO47J6d7CA68OCQMAvPXnCSSdLxA5EVkDli0iIiIiCxB/pvasVtdm7lDJZSKnMU0zezXDsEhfaHQCnlhzENklVWJHIgvHskVERERk5gRBwK8HMwFw5PvtSCQSfDQ6Eq29HZFbWo0n1xxEjUYndiyyYCxbRERERGZu+8kcnMoqhb1ShlEd/cWOY9LsVXJ882gnONrIkXyhEO9sPCF2JLJgLFtEREREZkwQBHyx8ywAYFK3YLjYKUVOZPpCPOyxaFwHSCTA6v0X8HPSRbEjkYVi2SIiIiIyY3vP5SPlYhFUcilm9GwmdhyzcX+YN57r1woA8J8Nx3Aks0jcQGSRWLaIiIiIzNgXO2rPao3vEsQbGTfQ0/e3QP82XqjR6PD46mTkl1WLHYksDMsWERERkZlKvlCIfWn5UMgkmNWbZ7UaSiqVYOHYDgj1sMfl4io8ve4QNFoOzKDGw7JFREREZKa+vHqt1qioAPi52Iqcxjw52SjwzaOdYKeUYe+5fHy09bTYkciCsGwRERERmaHjl4ux41QOpBLgib7NxY5j1lp5O+K/j7QHACyNS8Ofhy+LnIgsBcsWERERkRn6auc5AMDwSD+EeNiLnMb8DW3ni9l9apdivvzLEZzKKhE5EVkCli0iIiIiM3M2pwybjl0BADx1XwuR01iOlwa2Rs8WHqhUazF7dTKKK9ViRyIzx7JFREREZGa+3nUOggAMCPdGax9HseNYDLlMisXjo+DvYosL+RV47sdD0OkEsWORGWPZIiIiIjIjFwsqsCHlEgBgDs9qNTpXeyW+ebQTVHIpdp7OxWfbU8WORGaMZYuIiIjIjCz55xy0OgG9WnqgfaCL2HEsUlt/Z3wwqh0A4PPtqYg9kS1yIjJXLFtEREREZiK7pAo/J2UC4LVaxjaqYwCmdAsGAMxdn4K03DKRE5E5YtkiIiIiMhPL4tJQo9UhOtgVMaFuYsexeK8ND0fnEFeUVmswe3Uyyqo1YkciM8OyRURERGQGCsprsCYhAwDw1P0tIJFIRE5k+RQyKb6c2BHeTiqk5pTh5V8OQxA4MIPqj2WLiIiIyAys2JOOSrUWbf2d0LeVp9hxrIaXow2+mtgJCpkEm45mYck/aWJHIjPCskVERERk4kqq1Fi59zyA2gmEPKvVtDoFu+LNByIAAB9vPYX41FyRE5G5YNkiIiIiMnGr911AaZUGLb0cMDDcR+w4VmlClyCMiQ6ATgCeXncImYWVYkciM8CyRURERGTCKmu0WL47HQDw5H3NIZXyrJYYJBIJ3h7ZFu0DnFFUocZT61JQoxU7FZk6li0iIiIiE7buQAbyy2sQ5GaHEZF+YsexajYKGb6e1Anu9kqcuFKK9WlSqLU6sWORCWPZIiIiIjJR1RotlsbVDmR4vE9zyGX81k1sfi62WDwhCjKpBEl5UvT6OA7vbjyBU1klYkcjE8S/sUREREQm6reDl5BVUgUfJxuM7uQvdhy6qntzD3z4UAQcFALyy2vw7e50DP4sHsMXx2PlnnQUlNeIHZFMhFzsAERERER0I41Wh693nQMAzOzdDCq5TOREdL0HO/hBlpkC+5adsSHlCv4+mY1jl0pw7NIJvLfpJPq38cbDnQLQu5UnFDwjabVYtoiIiIhM0MYjV5BRUAE3eyXGdwkUOw7dhEwK3N/aE4Pa+qGwvAb/S7mEXw5m4tilEmw+loXNx7Lg4aDCQ1F+eLhTIFr7OIodmZoYyxYRERGRidHpBHy58ywAYHrPUNgp+S2bqXO1V2Jqj1BM7RGKk1dK8GtyJjakXEJeWTWWxadjWXw62vk74+FOAXigvR9c7ZViR6YmwL+5RERERCZm24kspOaUwdFGjke7BYsdhxqoja8TXhsejleGhOGf07n4JTkT209l4+ilYhy9VIx3/zphWGbYp5UnB59YMJYtIiIiIhMiCAK+uHpWa0q3EDjZKERORHdLIZOif7g3+od7o0C/zDA5E8cv111mOKqjP0Z3DOAyQwvEskVERERkQv45k4tjl0pgq5DhsZ6hYsehRuJmr8S0HqGY1iMUJy6X4NeDmdhwqHaZ4dK4NCyNS0NkwLVlhi52XGZoCVi2iIiIiEyI/lqtCTFBcON1PRYp3M8J4X7heHVIGHadzsUvyRex/WQOjmQW40hmMd7deBL9w71qpxm25DJDc8ayRURERGQiEtLykXi+EEqZFLN6NxM7DhmZQibFgHBvDAj3Rn5ZNf6Xchm/JGfixJUSbDqahU1Hs+DpqMKoKH+M7hSAVt5cZmhuWLaIiIiITIT+Wq1HogPg7WQjchpqSu4OKjzWMxSP9QzF8cvF+DX5EjakXEJuaTW+iUvDN3FpaH91meEILjM0GyxbRERERCbg8MUixKfmQSaV4PE+zcWOQyKK8HNGhJ/z1WWGOfglORM7TuXgcGYxDmcW452NJzEhJgjzh4dDKpWIHZdug2WLiIiIyATor9Ua2cEPgW52IqchU6CUSzEwwgcDI3wMywx/Ts7EySslWLn3PARBwJsPREAiYeEyVbzajoiIiEhkp7NKse1ENiQS4Mm+LcSOQyZIv8xw87O98OnY9pBIgO/3XcDn28+KHY1ug2WLiIiISGRf7ar9hnlIWx+08HIQOQ2ZuoeiAvDmiAgAwKd/n8HqfefFDUS31OCytWrVKlRXV9+wvaamBqtWrWqUUERERETW4nxeOf48fBkAz2pR/U3pHoJn+7UEAMz/4zj+uHoMkWlpcNmaNm0aiouLb9heWlqKadOmNUooIiJrkZFfgb4f78R3u9PFjkJEIlnyzznoBOC+1p5o6+8sdhwyI8/1b4nJ3YIhCMDc9Sn450yu2JHoXxpctgRBuOlFeJmZmXB25j8QREQN8duhTJzPr8CyuDQIgiB2HCJqYpeLKvHrwUwAwJz7eVaLGkYikeDNEREY0d4PGp2Ax1cn42BGodix6Dr1LltRUVHo2LEjJBIJ+vXrh44dOxo+2rdvj169eqF///4NevO4uDiMGDECfn5+kEgk2LBhQ53HBUHA/Pnz4evrC1tbW/Tv3x+pqal19ikoKMDEiRPh5OQEFxcXTJ8+HWVlZXX2OXLkCHr16gUbGxsEBgbio48+alBOIiJjOZBeAADIKqnCudyyO+xNRJZmaVwa1FoBXZu5oVOwm9hxyAxJpRJ88kh79G7liUq1FtNWJOJMdqnYseiqeo9+f/DBBwEAKSkpGDRoEBwcrl28qVQqERISgtGjRzfozcvLy9G+fXs89thjGDVq1A2Pf/TRR/j888/x/fffIzQ0FK+//joGDRqEEydOwMam9kZ/EydOxJUrVxAbGwu1Wo1p06Zh1qxZWLt2LQCgpKQEAwcORP/+/bFkyRIcPXoUjz32GFxcXDBr1qwG5SUiakw1Gl2dn0DGp+ahhZejiImIqCnlllbjx8QMAMCc+1qKnIbMmVIuxZJJHTHx2wQcyijCo98l4JfHu/MWAiag3mXrjTfeAACEhIRg7NixhrJzL4YMGYIhQ4bc9DFBEPDZZ5/htddew8iRIwHUDufw9vbGhg0bMG7cOJw8eRJbtmxBYmIioqOjAQCLFy/G0KFD8d///hd+fn5Ys2YNampqsHz5ciiVSkRERCAlJQULFy5k2SIiUR29VIQqtc7w+e7UPEzrESpiIiJqSt/tTkeVWof2gS7o0cJd7Dhk5uyUcqyY2hljvtmHM9llmLz8AH5+vBs8HFRiR7NqDb6p8ZQpUwDUTh/MycmBTqer83hQUFCjBEtPT0dWVladpYnOzs6IiYnBvn37MG7cOOzbtw8uLi6GogUA/fv3h1QqRUJCAh566CHs27cPvXv3hlKpNOwzaNAgLFiwAIWFhXB1db3hvaurq+tMXCwpKQEAqNVqqNXqRvn67oU+gylkIcvEY6xp7E2tvZA5xN0O5/MrsD8tH+WV1VDKLf+uHDzGyNhM/RgrrlRj9f7zAIAneoVAo9GIG4gazBSPMXuFBN9N7ohxyw4gPa8cU5YnYPW0znC0afC3/HQbDfkzb/DvfGpqKh577DHs3bu3znb94AytVtvQl7yprKwsAIC3t3ed7d7e3obHsrKy4OXlVedxuVwONze3OvuEhobe8Br6x25Wtj744AO89dZbN2zftm0b7OxM53RsbGys2BHIwvEYM65NJ6UApIhyLEVesRRlNVos+WULWjiJnazp8BgjYzPVY2zLRQnKq2XwtRNQmZaETRxIarZM8RibGgIsOibD8culGLP4bzzeRgeF5f8cr8lUVFTUe98Gl62pU6dCLpdj48aN8PX1velkQnM3b948zJ071/B5SUkJAgMDMXDgQDg5if9dkFqtRmxsLAYMGACFQiF2HLJAPMaMT6PV4f+SdwLQYurQHlDHn8fGo1nQerTC0P6WP5GMxxgZmykfY+XVGrzxSTwANV4eFonhkb5iR6K7YMrHGAB07laCicsTcbYE2Frig8/HRkIuY+NqDPpVb/XR4LKVkpKC5ORkhIWFNfSpDeLj4wMAyM7Ohq/vtX+EsrOz0aFDB8M+OTk5dZ6n0WhQUFBgeL6Pjw+ys7Pr7KP/XL/Pv6lUKqhUN65vVSgUJvWXydTykOXhMWY8J7OLUF6jhaONHG0D3NC7dQU2Hs3C3rQCvGxFv+c8xsjYTPEY+2lfBooq1Qj1sMcDUYGQSS3vB9fWxBSPMQDoEOyObyd3xpQVBxB7MgdvbjyND0e3s8gTJU2tIX/eDa634eHhyMvLa+jTGiw0NBQ+Pj7Yvn27YVtJSQkSEhLQrVs3AEC3bt1QVFSE5ORkwz47duyATqdDTEyMYZ+4uLg6aytjY2PRunXrmy4hJCJqCvqR751D3CCTStCrpQcA4EhmEYorTGf9PxE1riq1Fsvia9cMPtG3OYsWGVW35u5YPD4KUgmwPukiFmw5LXYkq9PgsrVgwQK8/PLL2LVrF/Lz81FSUlLnoyHKysqQkpKClJQUALVDMVJSUpCRkQGJRILnnnsO7777Lv744w8cPXoUkydPhp+fn2EMfZs2bTB48GDMnDkTBw4cwJ49ezBnzhyMGzcOfn5+AIAJEyZAqVRi+vTpOH78ONavX49FixbVWSZIRNTU9qfVlq2Y0Nr76vg626K5pz10ArAvzfg/0CIicfycdBG5pdXwd7HFQ1H+YschKzAowgcfjGoHAFjyzzksjTsnciLr0uBlhPrpgP369auz/W4GZCQlJeG+++4zfK4vQFOmTMHKlSvx8ssvo7y8HLNmzUJRURF69uyJLVu21Bk7v2bNGsyZMwf9+vWDVCrF6NGj8fnnnxsed3Z2xrZt2/DUU0+hU6dO8PDwwPz58zn2nYhEo9MJSDxfW7a6hF67iWmvlp44l1uOuNQ8DG7LaziILI1aq8OSf9IAALP7NIOC189QExnbOQiFFWp8uPkU3t90Ci52SoyJDhQ7llVocNnauXNno7153759IQjCLR+XSCR4++238fbbb99yHzc3N8MNjG8lMjIS8fHxd52TiKgxnc4uRXGlGnZKGdr6Oxu292rpgZV7z2N3Ks9sEVmiDYcu4VJRJTwcVPxGl5rc432ao6C8Bkvj0vDqr0fgYqvAwIibzy+gxtPgstWnTx9j5CAishr667U6BbvW+cl2TDN3yKUSZBRUICO/AkHupnOrCSK6N1qdgK931S7fmtkrFDYKmciJyBrNGxKGwvIa/JyciTnrDmHVY13QtRlvqG1MDS5bcXFxt328d+/edx2GiMgaJKTnA7h2vZaeg0qOjkGuOHC+APFnczHRPViMeERkBJuPXUFaXjmcbRWY2JV/t0kcEokEH4xqh6JKNWJPZGPG90n4cVbXOqssqHE1uGz17dv3hm3Xj5BsrJsaExFZIkEQDGe2uoTe+NPEni09cOB8AXan5mFiDL8hI7IEgiDgy521Z7Wm9QiBg6rB334RNRq5TIrF46MwZfkBJKQXYOqKA/j58e4I9bAXO5pFavCVmYWFhXU+cnJysGXLFnTu3Bnbtm0zRkYiIotxLrcceWU1UMqlaB94408Se14dAb/nbB60ultf00pE5mPHqRycvFICe6UMU7uHiB2HCDYKGZZNiUa4rxPyymrw6HcJyC6pEjuWRWpw2XJ2dq7z4eHhgQEDBhhGwhMR0a3pz2pFBbpAJb/xmo1If2c42chRUqXBkcyiJk5HRI1NEAQs3nEWADCpWzBc7JQiJyKq5WSjwPePdUGIux0yCysx+bsDKKqoETuWxWm0maPe3t44fZo3SiMiup0Dt7heS08uk6J789qzW5xKSGT+9p7LR8rFIqjkUszo2UzsOER1eDqqsHp6DLwcVTidXYrHViaiokYjdiyL0uCydeTIkTofhw8fxpYtW/D444+jQ4cORohIRGQZBEFAwtUzWzG3mf6kX0oYf5Zli8jcfXH1rNa4zoHwdFSJnIboRoFudlg9PQZONnIczCjCk2sOQq3ViR3LYjT4Cs0OHTpAIpHccH+srl27Yvny5Y0WjIjI0mQWVuJKcRXkUgmiglxuuV+vq2XrUEYhyqo1vJieyEwlXyjEvrR8yKUSzOrTXOw4RLfU2scRK6Z1xsRvE7DrdC5e/PkwPh3TAVKp5M5Ppttq8P/g6enpdT6XSqXw9PSEjY1No4UiIrJE+9NqlxBGBjjDTnnrf36D3e0R6GaLiwWVSEjLR7823k0VkYga0Zc7a89qje4YAH8XW5HTEN1ep2A3fD2pE2Z+n4T/pVyGq50Sb4wIrzN1nBquwcsIg4OD63wEBgayaBER1cPtRr7/W6+WngCAeF63RWSWjl8uxo5TOZBKgCf68qwWmYf7WnvhkzHtAQAr9543DHehu3dXAzL++ecfjBgxAi1atECLFi3wwAMPID4+vrGzERFZlGvXa918OMb1erW4OiSD120RmaWvrt5Xa3ikH0J4/yIyIyM7+OPNEeEAgIWxZ7B6/wWRE5m3BpetH374Af3794ednR2eeeYZPPPMM7C1tUW/fv2wdu1aY2QkIjJ7V4orkVFQAakEiA52veP+3Zt7QCoBzuaU4UpxZRMkJKLGcjanDJuOXQEAPHVfC5HTEDXc1B6heKZfSwDA/P8dw5+HL4ucyHw1uGy99957+Oijj7B+/XpD2Vq/fj0+/PBDvPPOO8bISERk9vRLCCP8nOFoo7jj/s52CrQLcAHAEfBE5ubrXecgCMCAcG+09nEUOw7RXXm+f0s82jUYggDM/SkFcWdyxY5klhpcttLS0jBixIgbtj/wwAM3DM8gIqJaCYbrte68hFBPv5SQ120RmY8Tl0uwIeUSAGAOz2qRGZNIJHjrgQgMj/SFWitg9upkHMwoFDuW2Wlw2QoMDMT27dtv2P73338jMDCwUUIREVka/ZmtW93M+Gb0I+D3nM2DTifcYW8iEtuZ7FI8+l0CtDoB97X2RPtAF7EjEd0TqVSChWM6oFdLD1SqtXhsZSJSs0vFjmVWGjz6/YUXXsAzzzyDlJQUdO/eHQCwZ88erFy5EosWLWr0gERE5i6vrBpnc8oAAJ1D6l+2ooJcYaeUIb+8BiezShDh52ysiER0j87mlGLCsv3IL69BW38nfDY2SuxIRI1CKZdiyaROmPhtAlIuFuHR7w7g1ye783YG9dTgM1tPPPEEfvzxRxw9ehTPPfccnnvuORw7dgzr16/H7NmzjZGRiMisJV49q9Xa2xGu9sp6P08pl6Jrs9ox8bxui8h0ncstw/hlCcgrq0G4rxN+mB4DZ7s7X5tJZC7sVXKsmNoZLbwckFVShQ83nxI7ktm4q9HvDz30EHbv3o38/Hzk5+dj9+7dGDlyZGNnIyKyCA0Z+f5vPTkCnsikpeeVY8Ky/cgtrUaYjyPWzIiBi139f6hCZC5c7ZX4dEwHAMDWY1koKK8RN5CZqHfZKiwsxOLFi1FSUnLDY8XFxbd8jIjI2t3NcAw9/XVbCekFqFJrGzUXEd2bC/nlGL90P7JLqtHK2wFrZsQ06Ow1kblpF+CMtv5OqNHq8NvBTLHjmIV6l60vvvgCcXFxcHJyuuExZ2dnxMfHY/HixY0ajojI3BVXqHEqq/YHUXdTtlp4OcDHyQY1Gh0Szxc0djwiuksXCyowful+ZJVUoYWXA9bM6Ap3B5XYsYiMbnyXIADA2gMZEAQOb7qTepetX3/9FY8//vgtH589ezZ++eWXRglFRGQpEs8XQBCAZh728HK0afDzJRIJel49u8XrtohMQ2ZhBcYv24/LxVVo5mmPtTNj4OnIokXW4YH2frBTypCWW47E8xwFfyf1Llvnzp1Dy5Ytb/l4y5Ytce7cuUYJRURkKRLS8wHc3fVaevqlhLzfFpH4LhdVYvyy/cgsrESohz3Wzex6Vz9IITJXjjYKjIj0AwCsO5AhchrTV++yJZPJcPny5Vs+fvnyZUildzVvg4jIYh24h+u19HpcHZJx4koJ8sqqGyUXETVcVnEVxi/bj4sFlQh2t8O6mV3h7cSiRdZnfEztUsK/jl5BUQUHZdxOvdtRVFQUNmzYcMvHf//9d0RF8Z4SRER6ZdUaHLtce71WTKj7Xb+Oh4MK4b6118vu4VRCIlHklNQWrQv5FQh0s8W6mV3h48yiRdapfYAz2vg6oUajw++HLokdx6TVu2zNmTMHn3zyCb744gtotdcmYmm1WixevBiffvopnnrqKaOEJCIyR8kXCqHVCQhwtYXfPd78kUsJicSTU1pbtNLzyuHvUlu07vXvNJE5k0gkGN8lEEDtUkIOyri1epet0aNH4+WXX8YzzzwDNzc3REVFISoqCm5ubnjuuecwd+5cPPzww8bMSkRkVg5cvV7rXpYQ6l0/JIP/qRE1nbyyakxcloBzueXwc7bBj7O6IsDVTuxYRKIb2cEfNgopzmSX4WAGB2XcSoMusnrvvfewf/9+TJ06FX5+fvD19cW0adOwb98+fPjhh8bKSERklhLSaq/X6noPSwj1Ooe4QSmXIqukCudyy+759YjozvKvFq3UnDL4ONlg3ayuCHRj0SICAGdbBYYbBmVcFDmN6ZI39AldunRBly5djJGFiMhiVKm1OJxZBKBxzmzZKGToEuKG3WfzEJ+ahxZejvf8mkR0a4XlNZj4bQJOZ5fCy1GFdbO6ItjdXuxYRCZlfJdA/JKciY1HLuP14eFwtlWIHcnkcHwgEZERHMwohForwNtJhWD3xvlJOK/bImoaRRW1RetUVik8rxatUA8WLaJ/6xjkilbeDqhS6/C/FA7KuBmWLSIiI7g28t0dEomkUV5Tf93W/rR81Gh0jfKaRFRXcYUaj353ACeulMDDQYl1M2PQ3NNB7FhEJql2UEbtGPi1CRyUcTMsW0RERqC/XiumEZYQ6rXxcYK7vRIVNVoc4sXIRI2upEqNycsTcPRSMdzslVg7syuX7BLdwUNR/lDKpTiVVYrDmcVixzE5LFtERI2sRqMzTGZqzLIllUoMNzjezfttETWq0io1piw/gMOZxXC1U2DtzBi08mbRIroTFzslhrXzBQCsS8gQOY3puauypdFo8Pfff+Obb75BaWkpAODy5csoK+OELCKio5eKUK3Rwc1eiRZejbv8qCev2yJqdGXVGkxdkYhDGUVwsVNgzYyuCPNxEjsWkdnQLyX888hllFapRU5jWhpcti5cuIB27dph5MiReOqpp5CbmwsAWLBgAV588cVGD0hEZG72X11C2CXErdGu19LTD8k4klmE4gr+h0Z0r8qrNXhsRSKSLxTCyUaOH6bHINyPRYuoITqHuKK5pz0qarT44/BlseOYlAaXrWeffRbR0dEoLCyEre21u6c/9NBD2L59e6OGIyIyR/rhGDHNGm8JoZ6vsy1aeDlAJwB7z/HsFtG9qKjR4LGViThwvgCONnL8MCMGbf2dxY5FZHauH5Sx7gCXEl6vwWUrPj4er732GpRKZZ3tISEhuHSJIx+JyLpptDoknddPImz8sgUAPa9etxXP67aI7lpljRYzvk9CQnoBHFVyrHqsCyIDXMSORWS2RnUMgFImxbFLJTjKQRkGDS5bOp0OWq32hu2ZmZlwdOSFpERk3U5cKUF5jRaONnKjXfOhX0q4m9dtEd2VKrUWs1YnYe+5fNgrZVj5WBdEBbmKHYvIrLnZKzG4rQ8AYF0iz27pNbhsDRw4EJ999pnhc4lEgrKyMrzxxhsYOnRoY2YjIjI7CdddryWTNu71Wnoxzdwhl0qQUVCBC/nlRnkPIktVpdZi9upkxKfmwe5q0eoUzKJF1BjGdQkEAPzv0CWUV2tETmMaGly2PvnkE+zZswfh4eGoqqrChAkTDEsIFyxYYIyMRERmIyHduEsIAcBBJUfHq98cciohUf1Va7R4cs1B/HMmF7YKGVZM7YzOIcb7u0pkbbo1c0eIux3Ka7TYeISDMoC7KFsBAQE4fPgw/vOf/+D5559HVFQUPvzwQxw6dAheXl7GyEhEZBZ0OgGJ5/XDMdyN+l69WnApIVFD1Gh0eGrNIew4lQMbhRTfTY02+t9TImtz/aCMtQcuipzGNDS4bK1btw5yuRwTJ07ERx99hK+++gozZsyAra0tXnrpJWNkJCIyC6ezS1FcqYadUoYII4+O1t9va++5PGh1glHfi8jcqbU6PL3uIP4+mQ2VXIrvpnRG9+YeYsciskijOwVAIZPg8MUinLhcInYc0TW4bD3xxBPYvHnzDduff/55/PDDD40SiojIHOlHvncKdoVCdlf3jK+3yAAXONnIUVKlwZHMIqO+F5E5U2t1ePbHQ9h6PBtKuRTLJkejRwsWLSJj8XBQYWB47aCMHzkoo+Fla82aNRg/fjx2795t2Pb000/jp59+ws6dOxs1HBGROUlIzwcAxBjxei09mVRi+Mk8lxIS3ZxWAF765Rg2Hc2CUibFN492Qu9WnmLHIrJ4+qWEvx+8hMqaG6eYW5MGl61hw4bhq6++wgMPPIDk5GQ8+eST+O2337Bz506EhYUZIyMRkckTBOG6mxk3zXUgvVpdvd8WyxbRDbQ6AWvOSvHXsSwoZBJ8Pakj7mvNa8uJmkL35u4IdLNFabXG6gdlyO/mSRMmTEBRURF69OgBT09P/PPPP2jRokVjZyMiMhvncsuRV1YDlVyKyADnJnnPXi1qf0J/MKMQZdUaOKju6p90IotTWqXGK78cQXKeFHKpBF9O6Ih+bbzFjkVkNaRSCcZ1DsLHW0/jx8SLeCQ6UOxIoqnX/8xz58696XZPT0907NgRX331lWHbwoULGycZEZEZ0Z/VigpygUoua5L3DHK3Q5CbHTIKKpCQls9vJokAJJ0vwPM/peBiQSWkEPDZmPYYGOEjdiwiq/NIdAA+jT2D5AuFOJ1VitY+jmJHEkW9ytahQ4duur1FixYoKSkxPC6RGOcGnkREpk5/vVaX0KYdJd2zpQfWJmQgPjWPZYusmlqrw+fbU/HlzrPQCUCAiw1G+ZdhUAT/XhCJwcvRBv3aeGHr8WysO5CBNx+IEDuSKOpVtjj4gojo1gRBQELa1eu1mmA4xvV6tagtW7vP8rotsl5puWV4fn0KDmcWAwBGdfTHa0NaI37HNpGTEVm38V2CsPV4Nn4/dAmvDgmDjaJpVn6YEuPOJiYisgIXCyqRVVIFuVSCjkGuTfre3Zt7QCoBzuaU4UpxZZO+N5HYBEHA2oQMDPt8Nw5nFsPZVoEvJkRh4ZgOcLThNYxEYuvV0hP+LrYorlRj87ErYscRRb3+JRo1ahRWrlwJJycnjBo16rb7/vbbb40SjIjIXOiXEEYGOMNW2bQ/tXO2UyAywAUpF4sQn5qHMVZ8ETJZl7yyarz66xH8fTIHANCjhTv++0h7+DrbipyMiPRkUgnGdg7EwtgzWJdwEQ9FBYgdqcnV68yWs7Oz4XosZ2fn2340Jq1Wi9dffx2hoaGwtbVF8+bN8c4770AQBMM+giBg/vz58PX1ha2tLfr374/U1NQ6r1NQUICJEyfCyckJLi4umD59OsrKyho1KxFZr6Ye+f5vvVryfltkXXacysbgz+Lw98kcKGVSvDasDVY/FsOiRWSCxkQHQioBDpwvwNkc6/v+u15ntlasWHHTXxvbggUL8PXXX+P7779HREQEkpKSMG3aNDg7O+OZZ54BAHz00Uf4/PPP8f333yM0NBSvv/46Bg0ahBMnTsDGxgYAMHHiRFy5cgWxsbFQq9WYNm0aZs2ahbVr1zbZ10JElivhatnq0sTXa+n1bOGBxTvOYs/ZPOh0AqRSDisiy1RZo8V7m07gh/0ZAIDW3o74bFwHtPF1EjkZEd2Kj7MN7g/zxt8ns/HjgQy8Njxc7EhN6p6v2aqpqTHaWaK9e/di5MiRGDZsGEJCQvDwww9j4MCBOHDgAIDas1qfffYZXnvtNYwcORKRkZFYtWoVLl++jA0bNgAATp48iS1btuDbb79FTEwMevbsicWLF+PHH3/E5cvWfZM1Irp3V4orkVFQAakEiA5u2uu19KKCXGGnlCG/vAYns0pEyUBkbEczizFscbyhaE3vGYr/zenBokVkBsZ3qV3i/uvBTFRrtCKnaVoNunp0xYoVOHjwILp27YqJEydi3rx5WLhwITQaDe6//378+OOPcHdvvGU03bt3x9KlS3HmzBm0atUKhw8fxu7duw338kpPT0dWVhb69+9veI6zszNiYmKwb98+jBs3Dvv27YOLiwuio6MN+/Tv3x9SqRQJCQl46KGHbnjf6upqVFdXGz4vKan95kWtVkOtVjfa13e39BlMIQtZJh5j9bc3NRcAEO7rBBuZOL9nEgAxoa7YeToPu05lo5WnXZNnaCgeY1RfWp2AZfHpWLTjHDQ6Ad6OKiwY3RY9mrsD0EGt1t30eTzGyNh4jNVf91AX+DipkFVSjU2HL2F4pK/Yke5JQ/7M61223nvvPbz33nvo0aMH1q5di927d2PDhg14++23IZVK8fnnn+O1117D119/fVehb+bVV19FSUkJwsLCIJPJoNVq8d5772HixIkAgKysLACAt3fde2h4e3sbHsvKyoKXl1edx+VyOdzc3Az7/NsHH3yAt95664bt27Ztg52d6XwTExsbK3YEsnA8xu7s1zQpACk8hCJs2rRJtByu1RIAMvwv4TQCSk+KlqOheIzR7eRXAWvOynCutHZpbAc3HcY0K0fx6QRsOl2/1+AxRsbGY6x+OjhJsaVEiq+2HoY08+b38DUXFRUV9d633mVr5cqV+O677zB+/HgkJSUhJiYGP/30E0aPHg0AaNu2LR5//PGGp72Nn376CWvWrMHatWsRERGBlJQUPPfcc/Dz88OUKVMa9b2uN2/ePMydO9fweUlJCQIDAzFw4EA4OYm/XEGtViM2NhYDBgyAQqEQOw5ZIB5j9bdo0R4A5Rh7X0f0b+N1x/2NpVVOGX5bvBfny+W4f8B9Jn8vEx5jdDuCIOCPw1ewcOMplFVrYK+UYf7wMDzUwc8wsOtOeIyRsfEYa5gORZXYujAeqSVShMf0Qoi7vdiR7pp+1Vt91LtsZWRkoGfPngCA6OhoyOVytG3b1vB4ZGQkrlxp3Pn5L730El599VWMGzcOANCuXTtcuHABH3zwAaZMmQIfHx8AQHZ2Nnx9r52OzM7ORocOHQAAPj4+yMnJqfO6Go0GBQUFhuf/m0qlgkqlumG7QqEwqb9MppaHLA+PsdvLK6tGWl45AKBrc09Rf6/C/Fzg42SDrJIqpFwqRa+WnqJlaQgeY/RvxRVq/GfDMWw8Uvs9RadgV3w6pgOC3O9uZQmPMTI2HmP1E+ypQN9Wnth5Ohe/HLqCeUPaiB3prjXkz7veAzLUanWdAqJUKuu8kVwuh1bbuBe8VVRUQCqtG1Emk0Gnq12fHRoaCh8fH2zfvt3weElJCRISEtCtWzcAQLdu3VBUVITk5GTDPjt27IBOp0NMTEyj5iUi66If+R7m4whXe6WoWSQSCXpyBDyZub1n8zB4URw2HrkCmVSCFwa0wvpZXe+6aBGRaRnfJQgA8EtSJmo0N7/e0tI0aEDGiRMnDNc5CYKAU6dOGSYR5uU1/n/uI0aMwHvvvYegoCBERETg0KFDWLhwIR577DEAtd9cPPfcc3j33XfRsmVLw+h3Pz8/PPjggwCANm3aYPDgwZg5cyaWLFkCtVqNOXPmYNy4cfDz82v0zERkPQ6IPPL933q19MAvyZmIS83DPLHDEDVAtUaLT7adwbL4NAgCEOphj0/HdkCHQBexoxFRI7o/zAtejirklFbj75PZGNrOvAdl1EeDyla/fv3q3FB4+PDhAGpLjyAI9V5HXV+LFy/G66+/jieffBI5OTnw8/PD7NmzMX/+fMM+L7/8MsrLyzFr1iwUFRWhZ8+e2LJli+EeWwCwZs0azJkzB/369YNUKsXo0aPx+eefN2pWIrI++vtrxYSKczPjf+vRovbM1skrJcgtrYan443LoYlMzemsUjz74yGcyioFAEyICcJrw9rATtmgb1GIyAzIZVKMiQ7EFzvPYt2BDJat66Wnpxszx005Ojris88+w2effXbLfSQSCd5++228/fbbt9zHzc2NNzAmokZVXKHGqav3tOocKs79tf7Nw0GFcF8nnLhSgr3n8jCyg7/YkYhuSacTsHLveXy45RRqNDq42SuxYHQkBoR73/nJRGS2xnYOxJe7ziI+NQ8Z+RUWv0y43mUrODjYmDmIiMxK4vkCCALQzNMeXo42d35CE+nV0gMnrpQgPpVli0xXdkkVXvz5MOKvXl94X2tPLHg40qT+LhGRcQS62aFXS0/EncnF+qQMvDQoTOxIRlXvARlERHRNQno+ACDGRK7X0rt+SMb1y76JTMWWY1cw6LM4xKfmQSWX4p2REVg+tTOLFpEVGd85EADwU1Im1FrLHpTBBdFERHfhgIldr6XXOcQNKrkUWSVVOJtThpbejmJHIgIAlFVr8Pafx/FTUiYAoK2/Ez4b2wEtvHiMElmb/uHe8HBQIbe0GttP5mBw25vfjskS8MwWEVEDlVVrcOxy7fVapjKJUM9GITNkiucIeDIRyRcKMXRRPH5KyoREAjzZtzl+e6IHixaRlVLIpHgkOgAA8GNihshpjItli4iogZIvFEKrExDoZgs/F1ux49yg59WphLvPsmyRuEqr1FgYewaPLNmLjIIK+LvYYv2sbnh5cBiUcn4LQmTNxl1dSvjPmVxkFlaInMZ4uIyQiKiBEtJqr9fqEmJaSwj1erb0ADYD+9PyUaPR8ZtaajIVNRoknS/E3nP52JeWj2OXiqHV1V47+FCUP94aGQEnG4XIKYnIFAS726NHC3fsOZuPnxIvYu7A1mJHMop6la2oqKh630Pr4MGD9xSIiMjUXbtey7SWEOq18XGCu70S+eU1OJRRiJhmplkKyfxVqbU4lFGEfWn52HcuDykXi6DW1h3M0szDHs8NaIUH2vuJlJKITNX4LkG1ZSspE8/0awm5zPJ+OFivsvXggw8afl1VVYWvvvoK4eHh6NatGwBg//79OH78OJ588kmjhCQiMhVVai0OZxYBAGKamWbZkkol6NnSA/9LuYz41DyWLWo0aq0ORzKLsPds7Zmr5AuFqNbUnSTm72KLbs3d0b25O7o1d4evs+kttSUi0zAg3Btu9kpklVRh1+lc9LfA++zVq2y98cYbhl/PmDEDzzzzDN55550b9rl48WLjpiMiMjEHMwqh1grwdlIhyM10b8TYs8XVsnU2Dy8OssylGWR8Wp2A45eLse9cPvaey0fi+QJU1Gjr7OPpqKotVs3c0b25BwLdbOu9GoaIrJtKLsPDnQKwNC4N6w5kWG/Zut7PP/+MpKSkG7ZPmjQJ0dHRWL58eaMEIyIyRdePfDflbyh7tfQEABzNLEJxhRrOdrxOhu5MpxNwOrvUUK4S0vNRWqWps4+rnQLdrparbs090NzT3qT/LhCRaRvXORBL49Kw83QOrhRXWtzZ8AaXLVtbW+zZswctW7ass33Pnj2wseENCYnIsiWk1ZYtUxv5/m8+zjZo4eWAszll2HsuD0Pa+YodiUyQIAg4l1tuuOZqf1oBCspr6uzjqJIjppm7YWlga29HSKUsV0TUOJp5OiAm1A0J6QX4KTETz/ZveecnmZEGl63nnnsOTzzxBA4ePIguXboAABISErB8+XK8/vrrjR6QiMhU1Gh0OJhRCADoaqLXa12vZwsPnM0pQ/xZli2qJQgCLhZUYl9aXu3EwHP5yCmtrrOPnVKG6BA3dL9ariL8nCFjuSIiI5oQE4SE9AKsT8zAnPtbWNS/OQ0uW6+++iqaNWuGRYsW4YcffgAAtGnTBitWrMCYMWMaPSARkak4klmEao0O7vZKNPd0EDvOHfVu5YGVe88jPjVX7CgkotIqNXacykF8ah72ncvHpaLKOo8r5VJ0CnI1DLSIDHDh7QKIqEkNivCBi50Cl4urEJeai/tae4kdqdHc1X22xowZw2JFRFYnIf3aEkJzuEYlJtQdCpkEFwsqcSG/HMHu9mJHoiZSXq3B9lM52Hj4MnadyUXNdRMD5VIJOgS6oHtzd3Rt7o6OQa6wUchETEtE1s5GIcOoqAAs35OOdQkZLFtFRUX45ZdfkJaWhhdffBFubm44ePAgvL294e/v39gZiYhMwvVlyxzYq+SICnLFgfQCxKfmsWxZuMoaLXacysFfRy9jx6kcVKmvFaxmnvYY0MYb3Vt4IDrYFfaqu/rvn4jIaMZ3CcTyPenYfioHOSVV8HKyjFkQDf7X9siRI+jfvz+cnZ1x/vx5zJgxA25ubvjtt9+QkZGBVatWGSMnEZGoNFodks+bV9kCgF4tPHAgvQC7U/MwqWuw2HGokVWptdh1Ohd/Hb2C7Sez64xlD3a3w/BIXwyP9EOYj6NZnI0lIuvV0tsRnUNckXi+ED8nZ+Kp+1qIHalRNLhszZ07F1OnTsVHH30ER0dHw/ahQ4diwoQJjRqOiMhUnLhSgvIaLZxs5AjzcRI7Tr31bOmBT2LPYO+5PGi0OshlvBbH3FVrtIg/k4e/jl5B7IlslFVfG80e4GqLYZG+GBHphwg/JxYsIjIr4zoHIfF8IdYdyMATfZpbxOTTBpetxMREfPPNNzds9/f3R1ZWVqOEIiIyNfqR751D3MxqSlJkgAucbOQoqdLgyKVidAxyFTsS3YUajQ57zuVh4+Er2HYiq869r/ycbTAs0hfDIv3QPsCZBYuIzNawSF+89edxZBZWYvfZPPRu5Sl2pHvW4LKlUqlQUlJyw/YzZ87A09P8f0OIiG5Gf71WjBmMfL+eTCpBjxYe2HwsC7tT81i2zIhGq8O+tHxsPHwFW45nobhSbXjM20mFoe18MTzSF1GBrhbx018iIhuFDKM6BmDl3vP4MTHDOsvWAw88gLfffhs//fQTAEAikSAjIwOvvPIKRo8e3egBiYjEptMJSDRcr+UucpqG69nyWtl6pp9l3SzS0mh1AhLS8rHx6BVsOZZV5wbDHg4qDG3ng+GRfogOZsEiIss0rksgVu49j23Hs5FbWg1PR5XYke5Jg8vWJ598gocffhheXl6orKxEnz59kJWVhW7duuG9994zRkYiIlGdzi5FcaUadkoZ2vqZz/Vaer1a1P5k8GBGIcqqNXDgJDqToi/zfx29gk1Hs5BXdu0mw272Sgxu64Phkb6ICXU3qyWsRER3I8zHCVFBLjiUUYRfkjPxRN/mYke6Jw3+H9fZ2RmxsbHYs2cPDh8+jLKyMnTs2BH9+/c3Rj4iItElpOUDADoFu5rlgIkgdzsEu9vhQn4FEtLy0a+Nt9iRrJ5OJ+DQxUL8efgKNh+7guySawXLxU6BwRE+GBbpi27N3M3ymCMiuhfjuwThUEYR1idmYHbvZmZ9Jr/BZWvVqlUYO3YsevTogR49ehi219TU4Mcff8TkyZMbNSARkdgOXF1C2LWZ+S0h1OvZwgMX8jMQn5rHsiUSQRBwOLMYGw9fxqajV3C5uMrwmKONHIMias9g9WjhAQULFhFZseGRvnjnzxM4n1+B/Wn56N7CQ+xId63B/5pPmzYNxcXFN2wvLS3FtGnTGiUUEZGpEAQBB8zsZsY306tl7X9U8am5IiexTpU1WkxdkYgHv9yDb3en43JxFRxUcjwU5Y/vpkQj6bX++O8j7dG3tReLFhFZPTulHCOj/AAAaw9kiJzm3jT4zJYgCDcdK5uZmQlnZ+dGCUVEZCrO5ZYjr6wGKrkUkQHm+29ct+YekEpqv54rxZXwdbYVO5LVqKjR4LGVidifVgCVXIqBV89g9WnlCRuFTOx4REQmaXyXIPywPwPbjmcjv6wa7g7mOSij3mUrKioKEokEEokE/fr1g1x+7alarRbp6ekYPHiwUUISEYlFf1YrKsgFKrn5fmPsbKtAZIALUi4WIT41D2OiA8WOZBXKqzWYtiIRB84XwEElx/ePdUanYPM9Q0pE1FQi/JwRGeCMI5nF+O3gJczs3UzsSHel3mXrwQcfBACkpKRg0KBBcHBwMDymVCoREhLC0e9EZHES0muHY5jjyPd/693SAykXi7CbZatJlFVrMHX5ASRdKISjSo5V07sgivc5IyKqt/FdgnAk8yjWJWZgRq9Qs7xpe73L1htvvAEACAkJwdixY2FjY2O0UEREpkAQBCSkXR2OYcbXa+n1bOmJz3ecxe6zedDpBLOe7mTqSqrUmLr8AA5mFMHJRo7V02PQPtBF7FhERGZlRHs/vLvxBNJyy3EgvQAxZjioqsFX4U6ZMgU2NjaoqalBZmYmMjIy6nwQEVmKiwWVyCqpgkImsYgzElFBLrBXylBQXoMTV0rEjmOxiivVmPxdbdFytlVgzYyuLFpERHfBQSXHAx38AQDrzHRQRoPLVmpqKnr16gVbW1sEBwcjNDQUoaGhCAkJQWhoqDEyEhGJQr+EMDLABbZK871eS08hkxrG1+8+mydyGstUXKHGo98lIOViEVztFFg7MwbtzHiwChGR2MZ3qV32vulYFooqakRO03ANnkY4depUyOVybNy4Eb6+vma5dpKIqD4SLGDk+7/1bOmB7adysDs1D4/3aS52HItSVFGDSd8l4NilErjZK7FmRgza+DqJHYuIyKy183dGhJ8Tjl8uwW8HL+GxnuZ1cqfBZSslJQXJyckICwszRh4iIpOhn0QYY0Flq1dLTwC1N2quUms5eryRFJTXYNK3CThxpQTu9kqsndkVrX0cxY5FRGT2JBIJxncJwmsbjmHdgQxM6xFiVid7GryMMDw8HHl5XH5CRJbtSnElMgoqIJUAnYLN/3otveae9vB1tkGNRmcok3Rv8suqMWHZfpy4UgIPBxV+nMWiRUTUmEZ28IOtQobUnDIczCgUO06DNLhsLViwAC+//DJ27dqF/Px8lJSU1PkgIrIE+iLS1t8ZjjYKkdM0HolEgp4tPADwuq3GkFtajfHL9uNUVim8HGuLVktvFi0iosbkaKPAqI7+GB7pC3tVgxfmiarBafv37w8A6NevX53tgiBAIpFAq9U2TjIiIhEZrtcKsZwlhHo9W3rg5+RMxKeybN2LnNIqTFiWgLM5ZfB2UmHdzK5o5ulw5ycSEVGDvftgW7NaPqjX4LK1c+dOY+QgIjIpCWn6mxlbXtnqcfXM1skrJcgtrYano0rkROYnu6QK45ftR1puOXydbbBuZleEeNiLHYuIyGKZY9EC7qJs9enTxxg5iIhMRl5ZNc7llgOwzLLl4aAyTHbaey4PI6/ew4TqJ6u4tmil55XDz9kG62Z1RbA7ixYREd2owddsAUB8fDwmTZqE7t2749KlSwCA1atXY/fu3Y0ajohIDPrrtcJ8HOFipxQ5jXH0bFl7divuDJcSNsTlokqMXboP6Xnl8HexxfrZ3Vi0iIjolhpctn799VcMGjQItra2OHjwIKqrqwEAxcXFeP/99xs9IBFRU7PEke//1qtF7Qj43WdzIQiCyGnMw6WiSoxbuh8X8isQ6GaL9bO7ItDNTuxYRERkwhpctt59910sWbIEy5Ytg0JxbUJXjx49cPDgwUYNR0Qkhv2G67XcRU5iPNEhrlDJpcguqUZqTpnYcUzexYIKjP1mHzIKKhDsbocfZ3VDgCuLFhER3V6Dy9bp06fRu3fvG7Y7OzujqKioMTIREYmmqKIGp7NLAVjm9Vp6NgoZujevLZPzfjuKKjUnyd5KRn4Fxi3dj8zCSoR62OPHWV3h72IrdiwiIjIDDS5bPj4+OHv27A3bd+/ejWbNmjVKKCIisSSeL4QgAM087S1+St9/hoXDyUaO5AuFmPfbUS4nvInzeeUYt3QfLhVVotnVouXrzKJFRET10+CyNXPmTDz77LNISEiARCLB5cuXsWbNGrz44ot44oknjJGRiKjJHEivXUIYY8FLCPVaeDng60mdIJNK8PuhS/hix40/SLNmabllGLd0Py4XV6G5Z23R8nayETsWERGZkQaPfn/11Veh0+nQr18/VFRUoHfv3lCpVHjxxRfx9NNPGyMjEVGTsYbhGNfr0cID74xsi//7/Sg+iT2DUE97DI/0EzuW6M7mlGHCsv3IKa1GSy8HrJ3Z1eLPdBIRUeNr8JktiUSC//znPygoKMCxY8ewf/9+5Obm4p133kFlZaUxMhIRNYmyag2OXS4BYNnXa/3bhJggzOgZCgB44afDOJRRKHIicaVml2Lc0tqiFebjiHWzWLSIiOju3NV9tgBAqVQiPDwcXbp0gUKhwMKFCxEaGtqY2YiImlTyhUJodQIC3WzhZ2UDEOYNbYP+bbxQrdFh5qpkZBZWiB1JFKezSjF+2X7klVWjja8T1s7sCg8HFi0iIro79S5b1dXVmDdvHqKjo9G9e3ds2LABALBixQqEhobi008/xfPPP2+snERERpegH/keYvnXa/2bTCrBonFRaOPrhLyyasz4Pgll1RqxYzWpk1dKrhatGkT4OWHtjBi42VvmTa2JiKhp1LtszZ8/H19//TVCQkJw/vx5PPLII5g1axY+/fRTLFy4EOfPn8crr7xizKxEREZluF6rmfUsIbyevUqO76ZEw9NRhVNZpXhm3SFoddYxofD45WJMWLYfBeU1aOfvjDUzYuDKokVERPeo3mXr559/xqpVq/DLL79g27Zt0Gq10Gg0OHz4MMaNGweZTGbMnERERlVZo8XhzCIA1jMc42b8XGzx7eRo2Cik2HEqB+/9dVLsSEZ37FIxJn6bgMIKNdoHuuCHGTFwsWPRIiKie1fvspWZmYlOnToBANq2bQuVSoXnn38eEonEaOGIiJrKoYuFUGsF+DjZIMjNTuw4omof6IKFYzoAAJbvSccP+y+IG8iIjmQWYcKy/SiqUCMqyAWrp3eBs61C7FhERGQh6l22tFotlMprP+mTy+VwcHAwSigioqaWkFa7hLBLqBt/iARgaDtfvDSoNQDgjT+OIz41V+REjS/lYhEmfpuAkioNOgW7YtVjXeBkw6JFRESNp95lSxAETJ06FaNGjcKoUaNQVVWFxx9/3PC5/qOxXbp0CZMmTYK7uztsbW3Rrl07JCUl1ck1f/58+Pr6wtbWFv3790dqamqd1ygoKMDEiRPh5OQEFxcXTJ8+HWVlZY2elYjMl7Vfr3UzT/ZtjlEd/aHVCXhyzUGczSkVO1KjSb5QiEe/TUBplQadQ1zx/WNd4MiiRUREjazeZWvKlCnw8vKCs7MznJ2dMWnSJPj5+Rk+1380psLCQvTo0QMKhQKbN2/GiRMn8Mknn8DV1dWwz0cffYTPP/8cS5YsQUJCAuzt7TFo0CBUVVUZ9pk4cSKOHz+O2NhYbNy4EXFxcZg1a1ajZiUi81VZo8XBq/eWsubrtf5NIpHgg1Ht0CXEDaVVGkxbmYj8smqxY92zpPMFmPxdAkqrNYgJdcPKaV3goJKLHYuIiCxQvf93WbFihTFz3NSCBQsQGBhY572vv5eXIAj47LPP8Nprr2HkyJEAgFWrVsHb2xsbNmzAuHHjcPLkSWzZsgWJiYmIjo4GACxevBhDhw7Ff//7X/j5+d3wvtXV1aiuvvYNRUlJ7U1O1Wo11Gq1Ub7WhtBnMIUsZJms7RjbeTIH1Rod/F1sEOSispqvuz6kABaPi8TD3yTgYkElZq1KwvfToqGS3/VtGgGId4xtP5WDuT8fRUWNFl1DXfHNpA5QSgX+mVsga/t3jJoejzHr1ZA/c4kgCCY71zc8PByDBg1CZmYm/vnnH/j7++PJJ5/EzJkzAQBpaWlo3rw5Dh06hA4dOhie16dPH3To0AGLFi3C8uXL8cILL6CwsNDwuEajgY2NDX7++Wc89NBDN7zvm2++ibfeeuuG7WvXroWdnXVfOE9kidacleJArhR9fHUYFaITO45Jyq4EPj0qQ6VWgmgPHSa10MGcLm1T64A/LkgRl1VbEls56zCztQ5KDtIlIqIGqqiowIQJE1BcXAwnJ6fb7mvS6ybS0tLw9ddfY+7cufi///s/JCYm4plnnoFSqcSUKVOQlZUFAPD29q7zPG9vb8NjWVlZ8PLyqvO4XC6Hm5ubYZ9/mzdvHubOnWv4vKSkBIGBgRg4cOAdf0ObglqtRmxsLAYMGACFgtcYUOOzpmNMo9XhjZR/AKgxc0gXLiO8jVYd8jF91UEk5UnRq30rPNm32V2/VlMeY2m55XjupyM4mVV7zdlj3YMxd0DLez47R6bNmv4dI3HwGLNe+lVv9WHSZUun0yE6Ohrvv/8+ACAqKgrHjh3DkiVLMGXKFKO9r0qlgkqlumG7QqEwqb9MppaHLI81HGOJGXkoqlTD1U6Brs09IZfxG/Bb6Rvmg7dHRuA/vx/Dp9vPorm3I4ZH3rgUuyGMeYwJgoBfkjPxxh/HUVGjhZu9Ep880h73hXnd+clkMazh3zESF48x69OQP2+T/q7C19cX4eHhdba1adMGGRkZAAAfHx8AQHZ2dp19srOzDY/5+PggJyenzuMajQYFBQWGfYjIem07XvvvR/823ixa9TAxJhjTe9ZeO/vCT4eRcrFI3EC3UFqlxnPrU/DSL0dQUaNF9+bu2PxsLxYtIiJqUib9nUWPHj1w+vTpOtvOnDmD4OBgALXDMnx8fLB9+3bD4yUlJUhISEC3bt0AAN26dUNRURGSk5MN++zYsQM6nQ4xMTFN8FUQkakSBAGxJ2rL1sAI/vClvv5vaBv0C/NCtUaHGd8n4VJRpdiR6jh8sQjDF+/G/1IuQyaV4KVBrbF6egy8nWzEjkZERFbGpMvW888/j/379+P999/H2bNnsXbtWixduhRPPfUUgNqxxM899xzeffdd/PHHHzh69CgmT54MPz8/PPjggwBqz4QNHjwYM2fOxIEDB7Bnzx7MmTMH48aNu+kkQiKyHscvl+BSUSVsFTL0aukhdhyzIZNKsGh8FMJ8HJFXVo3pKxNRVq0ROxZ0OgFL485h9Nd7cSG/Av4utvhpdlc8dV8LyKRmNM2DiIgshkmXrc6dO+P333/HunXr0LZtW7zzzjv47LPPMHHiRMM+L7/8Mp5++mnMmjULnTt3RllZGbZs2QIbm2s/wVyzZg3CwsLQr18/DB06FD179sTSpUvF+JKIyIRsO147JKdPK0/YKDiWriEcVHJ8N7UzPBxUOJVVimfWHYJWJ95w29zSakxdmYj3N52CRidgaDsfbHq2FzoFc+AJERGJx6QHZADA8OHDMXz48Fs+LpFI8Pbbb+Ptt9++5T5ubm5Yu3atMeIRkRnbZlhC6H2HPelm/F1s8e2UaIz9Zh92nMrB+5tO4vXh4Xd+YiOLT83F8+sPI6+sGiq5FG+MiMD4LoGQmNNseiIiskgmfWaLiMhYLuSX41RWKWRSCfqFsWzdrQ6BLlg4pgMA4Lvd6ViTcKHJ3lut1eHDzacwefkB5JVVo5W3A/58uicmxASxaBERkUkw+TNbRETGoJ9C2LWZG5ztOLL3XgyL9EV6Xiv8d9sZzP/fcQS72aOnka+Bu1hQgafXHTJMQ5wYE4TXh4dzOSgREZkUntkiIqu07UTt9VoDwzmFsDE8dV8LjIryh1Yn4Ik1yTibU2q09/rz8GUMXRSPlItFcLKR4+uJHfHeQ+1YtIiIyOSwbBGR1cktrUbShUIAwIBwLiFsDBKJBB+MbofOIa4ordLgsZVJKCivadT3qKjR4JVfjuDpdYdQWq1Bp2BXbHq2F4a0823U9yEiImosLFtEZHW2n8yGIACRAc7wc7EVO47FUMll+ObRaAS52SGjoAKzVyehWqNtlNc+eaUEIxbvxvqki5BIgDn3tcD6WV0R4GrXKK9PRERkDCxbRGR1DFMIeVar0bnZK7F8ajQcbeRIPF+Ieb8ehSDc/Uh4QRCwat95jPxyD87llsPLUYU102Pw4qDWkMv4XxgREZk2/k9FRFalrFqD3al5AIBBEbxeyxhaeDniq4kdIZNK8NuhS/hq17m7ep2iihrMXp2M+f87jhqNDveHeWHzs73QvQVvQE1EROaBZYuIrMo/p3NRo9Uh1MMeLbwcxI5jsXq19MRbD0QAAD7eehp/HbnSoOcfSC/A0EXx2HYiGwqZBK8PD8d3U6Lh7qAyRlwiIiKj4Oh3M3QvS3KIrN21KYTevBeTkU3qGoy03HIs35OOuT+lIMDVFu0DXW77HK1OwBc7zmLR9jPQCUCohz0Wj49CW3/npglNRETUiHhmy8xcKa7Ew98k4Gyx2EmIzE+NRocdp3IAAAO5hLBJ/GdYG9wf5oVqjQ4zViXhUlHlLfe9UlyJCcv249O/a4vWqI7++PPpnixaRERktli2zMzXu87hyKUSfHtahrM5ZWLHITIr+9PyUVqlgYeDClF3OMNCjUMmleDz8VEI83FEbmk1pq9MRFm15ob9Yk9kY8iieCSkF8BeKcOnY9tj4ZgOcFBxAQYREZkvli0z839D26BjkAsqtRLMXH0QuaXVYkciMhtbj9cuIRwQ7g2plEsIm4qDSo7vpnaGh4MKp7JK8ey6Q9DqapdDV6u1ePOP45i5KglFFWq09XfCxmd64aGoAJFTExER3TuWLTNjo5Dh6wkd4GEjILOoCjNWJaGypnHuY0NkyXQ6AbFXR74PiuDI96bm72KLb6dEQyWXYvupHHy09QyyK4GHlx7Ayr3nAQAzeobi1ye6I9TDXtywREREjYRlywy52SsxO0wLF1sFDl8swnPrr/2UmIhu7nBmEXJKq+GgkqNbc3ex41ilDoEu+GRMewDA8r0X8NFhGU5llcLNXokVUzvjteHhUMllIqckIiJqPCxbZsrLFvh6YgcoZVJsPZ6N9zedFDsSkUnberz2rFbf1p78hl5EwyP98MKAVgAAjSBBt2Zu2PxsL9wX5iVyMiIiosbHsmXGooNd8d+rPyX+bnc6Vu5JFzkRkenSj3znjYzFN+f+Fpg/LAxjmmmxYkoneDvZiB2JiIjIKFi2zNwD7f3w8uDWAIC3N54wXJNCRNeczSlDWm45lDIp+rb2FDuO1ZNIJHi0axB6eAuQcVAJERFZMJYtC/BEn+YY3yUQOgF4Zt0hHMksEjsSkUnRTyHs3sIdjjYKkdMQERGRtWDZsgASiQRvj2yL3q08UanW4rGVScgsrBA7FpHJ2Hb1jO/AcC4hJCIioqbDsmUhFDIpvpxQe+PQvLJqTFuRiOJKtdixiESXVVyFwxeLIJEA/cM5hIGIiIiaDsuWBXG0UWDFtM7wdlIhNacMT/yQjBqNTuxYRKKKvToYo2OQK7wcOYiBiIiImg7LloXxdbbF8qmdYa+UYe+5fMz77SgEgffgIut1bQkhb2RMRERETYtlywJF+Dnji4kdIZNK8OvBTHy+/azYkYhEUVypxr5z+QCAgRz5TkRERE2MZctC3dfaC++MbAsA+PTvM/g1OVPkRERNb+epHGh0Alp5OyDUw17sOERERGRlWLYs2ISYIDzepzkA4NXfjmDvuTyRExE1Lf2NjDmFkIiIiMTAsmXhXh7UGsMifaHWCpi9Ohmp2aViRyJqElVqLXadzgUADIzg9VpERETU9Fi2LJxUKsEnj7RHp2BXlFZpMHVFInJKq8SORWR0e87moaJGC19nG7TzdxY7DhEREVkhli0rYKOQYdnkaIS42+FSUSVmfJ+EihqN2LGIjGrb8WtTCCUSichpiIiIyBqxbFkJN3slVkzrAlc7BY5kFuPZH1Og1XEkPFkmrU7A3yevli1OISQiIiKRsGxZkVAPeyybHA2lXIrYE9l4968TYkciMorkC4XIL6+Bs60CXULdxI5DREREVoply8pEh7jhk0faAwBW7DmPFXvSRU5E1Pi2Ha+dQtgvzAsKGf+ZIyIiInHwuxArNKK9H14ZHAYAeHvjCcM3pkSWQBAEbNWPfOcUQiIiIhIRy5aVerxPM4zvEgRBAJ758RAOXywSOxJRoziVVYqLBZVQyaXo3cpT7DhERERkxVi2rJREIsE7IyPQp5UnqtQ6TP8+CRcLKsSORXTP9FMIe7X0hJ1SLnIaIiIismYsW1ZMLpPiy4kd0cbXCXll1Zi2MhHFlWqxYxHdk63HuYSQiIiITAPLlpVzUMmxfGo0fJxscDanDI+vTkaNRid2LKK7crGgAieulEAqAfq3YdkiIiIicbFsEXydbbF8amfYK2XYl5aPV387AkHgPbjI/MSeqF1C2DnEDW72SpHTEBERkbVj2SIAQLifE76c2BEyqQS/HbyERdtTxY5E1GD6JYSDeCNjIiIiMgEsW2TQt7UX3hnZFgDw2d+p+CU5U+RERPVXUF6DxPMFAIAB4VxCSEREROJj2aI6JsQE4Ym+zQEAr/56BHvP5omciKh+tp/Mhk4Awn2dEOhmJ3YcIiIiIpYtutFLA1tjeKQvNDoBs39IRmp2qdiRiO5o69WR71xCSERERKaCZYtuIJVK8N9H2iM62BWlVRpMXZGInNIqsWMR3VJFjQbxqbkAOPKdiIiITAfLFt2UjUKGpZOjEephj0tFlZjxfRIqajRixyK6qbgzeajW6BDoZoswH0ex4xAREREBYNmi23CzV2LF1M5wtVPgSGYxnlmXAq2OI+HJ9GzTTyEM94FEIhE5DREREVEtli26rRAPeyybHA2lXIq/T2bjnY0nxI5EVIdaq8P2UzkAgIG8XouIiIhMCMsW3VF0iBsWjmkPAFi59zx+2H9B5ERE1ySmF6C4Ug13eyU6BbuKHYeIiIjIgGWL6mV4pB9eGtQaAPDWn8cN9zMiEpv+Rsb923hDJuUSQiIiIjIdLFtUb0/2bY5h7Xyh1gp44oeDuFJcKXYksnKCIGDbidqR75xCSERERKaGZYvqTSKR4ONHIhHm44i8smo8/sNBVKm1YsciK3bsUgmuFFfBTilDjxYeYschIiIiqoNlixrETinH0kej4WyrwOGLRXh9wzEIAicUkjj0Swj7tvaEjUImchoiIiKiusyqbH344YeQSCR47rnnDNuqqqrw1FNPwd3dHQ4ODhg9ejSys7PrPC8jIwPDhg2DnZ0dvLy88NJLL0Gj4T2j7laQux2+mBAFqQT4OTkTqzkwg0Sy7URt2RoYzimEREREZHrMpmwlJibim2++QWRkZJ3tzz//PP7880/8/PPP+Oeff3D58mWMGjXK8LhWq8WwYcNQU1ODvXv34vvvv8fKlSsxf/78pv4SLEqvlp54dUgYAODtP08gIS1f5ERkbdLzynEmuwxyqQT3tfYSOw4RERHRDcyibJWVlWHixIlYtmwZXF2vjXYuLi7Gd999h4ULF+L+++9Hp06dsGLFCuzduxf79+8HAGzbtg0nTpzADz/8gA4dOmDIkCF455138OWXX6KmpkasL8kizOzVDA+094NGJ+DJNQdxuYgDM6jp6G9k3K25O5ztFCKnISIiIrqRXOwA9fHUU09h2LBh6N+/P959913D9uTkZKjVavTv39+wLSwsDEFBQdi3bx+6du2Kffv2oV27dvD2vjapbNCgQXjiiSdw/PhxREVF3fB+1dXVqK6uNnxeUlICAFCr1VCr1cb4EhtEn8EUsrz7QBucyS7FqaxSzFqVhHUzOvPaGQtgSsfYreiv1+rX2sOkc9LNmcMxRuaNxxgZG48x69WQP3OTL1s//vgjDh48iMTExBsey8rKglKphIuLS53t3t7eyMrKMuxzfdHSP65/7GY++OADvPXWWzds37ZtG+zs7O7myzCK2NhYsSMAAMb4Ap/kyXDscgke+zoWE5vrIOHtjiyCqRxj/1ZSAxzKkAGQQHL5GDZtOiZ2JLpLpnqMkeXgMUbGxmPM+lRUVNR7X5MuWxcvXsSzzz6L2NhY2NjYNNn7zps3D3PnzjV8XlJSgsDAQAwcOBBOTk5NluNW1Go1YmNjMWDAACgUprF8qnn7fEz7PhmJuVIM6twGU7oFix2J7oEpHmPX+zExE0LyCUQGOGHCQ13FjkN3wdSPMTJ/PMbI2HiMWS/9qrf6MOmylZycjJycHHTs2NGwTavVIi4uDl988QW2bt2KmpoaFBUV1Tm7lZ2dDR+f2ulkPj4+OHDgQJ3X1U8r1O/zbyqVCiqV6obtCoXCpP4ymVKePmE++L+hbfDuXyfxwZYziPB3Rbfm7mLHontkSsfY9bafzgUADIrwNcl8VH+meoyR5eAxRsbGY8z6NOTP26QHZPTr1w9Hjx5FSkqK4SM6OhoTJ040/FqhUGD79u2G55w+fRoZGRno1q0bAKBbt244evQocnJyDPvExsbCyckJ4eHhTf41WbLpPUPxYAc/aHUCnlp7EJmF9T/FSlRfpVVq7D1bO/1yUARHvhMREZHpMukzW46Ojmjbtm2dbfb29nB3dzdsnz59OubOnQs3Nzc4OTnh6aefRrdu3dC1a+3SooEDByI8PByPPvooPvroI2RlZeG1117DU089ddOzV3T3JBIJPhwdibO5ZTh2qQSzVyfjl8e7w1bJgRnUeHadzkWNVodmnvZo4eUgdhwiIiKiWzLpM1v18emnn2L48OEYPXo0evfuDR8fH/z222+Gx2UyGTZu3AiZTIZu3bph0qRJmDx5Mt5++20RU1suG4UM3zwaDTd7JY5fLsG8345AEASxY5EF2Xaidhkwb2RMREREps6kz2zdzK5du+p8bmNjgy+//BJffvnlLZ8THByMTZs2GTkZ6fm72OLLCR0x6bsEbEi5jLb+zpjRq5nYscgCVGu02HmqdknwoAjvO+xNREREJC6zP7NFpqlbc3e8NqwNAOD9TSex52yeyInIEuw7l4+yag28HFVoH+AidhwiIiKi22LZIqOZ2j0Eozr6QycAc9YexMUCDsyge6NfQjgg3BtSKW/mRkRERKaNZYuMRiKR4P2H2iEywBmFFWrMWp2Myhqt2LHITOl0AmKvli1OISQiIiJzwLJFRmWjkGHJpE7wcFDi5JUSvPwrB2bQ3Tl0sQi5pdVwVMnRtRnv4UZERESmj2WLjM7v6sAMuVSCPw9fxrL4NLEjkRnadiILAHBfmBeUcv7TRURERKaP37FQk4hp5o75I2pvIv3h5lOIT80VORGZE0EQsO04lxASERGReWHZoibzaNdgPNIp4OrAjEPIyOfADKqfszllSM8rh1ImRZ/WnmLHISIiIqoXli1qMhKJBO882BbtA11QXKnGrNVJqKjRiB2LzIB+CmGPFu5wUJnd7QGJiIjISrFsUZOyUcjwzaRO8HBQ4VRWKV76hQMz6M62Hq+9XotLCImIiMicsGxRk/NxtsGSSR2hkEnw15ErWPIPB2bQrV0uqsSRzGJIJEC/Nt5ixyEiIiKqN5YtEkV0iBveGBEBAPho6ynsOp0jciIyVX+frF1CGB3sCk9HlchpiIiIiOqPZYtEMzEmCOM6B0IQgGfWHcL5vHKxI5EJ0i8hHBjOJYRERERkXli2SDQSiQRvjYxAVJALSqo0mLU6CeXVHJhB1xRXqLE/rQAAMDCCSwiJiIjIvLBskahUchmWTOoET0cVzmSX4cWfD3NgBhnsOJ0NrU5AmI8jgt3txY5DRERE1CAsWyQ6bycbLJnUCQqZBJuPZeGrXefEjkQmYuux2uu1BobzrBYRERGZH5YtMgmdgl3x9si2AID/bjuNHaeyRU5EYqtSa/HPmVwAwECOfCciIiIzxLJFJmN8lyBMjAmCIADP/piCdA7MsGrxqXmoVGvh72KLCD8nseMQERERNRjLFpmUN0ZEIDrYFaVVGsxclYQyDsywWtuuTiEcEO4NiUQichoiIiKihmPZIpOilEvx1aSO8HZS4WxOGeauT4FOx4EZ1kaj1Rnur8UphERERGSuWLbI5Hg51g7MUMqk2HYiG1/sPCt2JGpiSRcKUVihhoudAl1C3MSOQ0RERHRXWLbIJEUFueLdB2sHZiyMPYO/T3BghjXZdrz2z7tfmDfkMv4zRUREROaJ38WQyRrTORCTuwUDAJ5fn4JzuWUiJ6KmIAgCtp2ovV6LSwiJiIjInLFskUl7fXg4uoS4obRag8dWJuJKcaXYkcjITlwpQWZhJWwUUvRu6Sl2HCIiIqK7xrJFJk0hk+LLiR0R4GqLC/kVGPvNflwqYuGyZPolhL1besJWKRM5DREREdHdY9kik+fpqMKPs7oiyM0OGQUVGPvNPlwsqBA7FhnJthP6KYS8kTERERGZN5YtMgsBrnZYP7srQtztkFlYiXFL9yMjn4XL0lwsqMDJKyWQSSXoF+YldhwiIiKie8KyRWbD19kW62d3QzMPe1wqqsTYpftwPq9c7FjUiDYfuwIA6BLiBld7pchpiIiIiO4NyxaZFW8nG/w4qytaeDngSnEVxi7dxymFFiKntApf7ToHABga6StyGiIiIqJ7x7JFZsfLyQbrZnZFK28HZJdUY9zS/TibUyp2LLoHgiDg/347iqIKNSL8nDCuc6DYkYiIiIjuGcsWmSVPRxXWzeyKMB9H5JbWFq4z2Sxc5ur3Q5fw98kcKGQSfDKmPRS8kTERERFZAH5HQ2bL3aG2cIX7OiGvrAbjlu7HySslYseiBsoqrsKbfxwHADzXvxXCfJxETkRERETUOFi2yKy52iuxdmYM2vk7o6C8BuOX7cexS8Vix6J6EgQBr/52BCVVGrQPcMbs3s3EjkRERETUaFi2yOy52Cnxw4wYtA90QVGFGhO/TcDRTBYuc/BzUiZ2nc6FUi7FJ2PaQ87lg0RERGRB+J0NWQRnWwVWT++CjkEuKK5UY8K3+5FysUjsWHQbl4oq8c7GEwCAFwe2QgsvR5ETERERETUuli2yGE42CqyaHoPOIa4ordLg0W8TkHyhUOxYdBOCIODVX4+gtFqDjkEumN6TyweJiIjI8rBskUVxUMmxcloXdAl1Q2m1BpO/S0Di+QKxY9G/rD2QgfjUPNgopPjvI+0hk0rEjkRERETU6Fi2yOLYq+RYOa0zujd3R3mNFlOWH8D+tHyxY9FVFwsq8N5fJwEALw8KQzNPB5ETERERERkHyxZZJDulHN9N6YxeLT1QUaPF1BUHsPdsntixrJ5OJ+ClXw6jokaLLiFumNo9ROxIREREREbDskUWy1Ypw7LJ0ejTyhNVah2mrUxEfGqu2LGs2ur9F7A/rQC2Chk+fiQSUi4fJCIiIgvGskUWzUYhwzePdsL9YV6o1ugw/fsk7DqdI3Ysq3Q+rxwfbj4FAPi/oWEIdrcXORERERGRcbFskcWzUcjw9aSOGBDujRqNDrNWJWPHqWyxY1kV7dXlg5VqLbo3d8fEmGCxIxEREREZHcsWWQWVXIYvJ3TE4Agf1Gh1mL06GbEnWLiayoo96Ug8Xwh7pQwLRnP5IBEREVkHli2yGkq5FIsnRGFYO1+otQKe+CEZW45liR3L4p3LLcPHW08DAP4zLByBbnYiJyIiIiJqGixbZFUUMikWjeuAB9r7QaMT8NTag/jryBWxY1ksrU7Aiz8fRrVGh14tPTC+S6DYkYiIiIiaDMsWWR25TIpPx3bAqCh/aHUCnvnxEP6XcknsWBZpWXwaDmUUwVElx4LRkZBIuHyQiIiIrAfLFlklmVSCjx9pj4c7BUCrE/D8+hT8fihT7FgWJTW7FAu3nQEAvD4iHH4utiInIiIiImpaLFtktWRSCT4aHYlxnQOhE4C5Px3Gz0kXxY5lETRaHV74+TBqtDrcH+aFRzoFiB2JiIiIqMmxbJFVk0oleP+hdpgYEwRBAF7+9Qh+PJAhdiyzt+SfcziSWQwnGzk+GNWOyweJiIjIKrFskdWTSiV498G2mNItGIIAvPrbUaxJuCB2LLN18koJFm1PBQC8NTIC3k42IiciIiIiEgfLFhEAiUSCNx+IwLQeIQCA//x+DKv2nRc1kzmq0ejwwk+Hof7/9u49rqo63//4a4HclJsgVwEF7/dMDcmRLpLYmEfTksrJbKxpEjqaUlaPES9dnBlzxhqZZvzVgazMyyl19JiFiDgaSof5WRTGoNFQCWh6BLygW9jnD4972lEKjsvFxvfz8diPB3ut717rs/TL98H78f2utRvsjO4bxoTrOltdkoiIiIhlWnXYWrx4McOGDcPPz4/Q0FAmTJhAaWmpU5v6+npSU1MJDg7G19eXSZMmUV3t/GW1FRUVjB07lvbt2xMaGsoTTzzBuXPnrualiAswDIOMO/ryi8Q4ADI2fsZru8otrsq1ZOYdoKSylo7tPXj+Ti0fFBERkWtbqw5b+fn5pKamsmfPHnJycrDZbIwePZqTJ0862jz++ONs2rSJdevWkZ+fz6FDh5g4caJjf0NDA2PHjuXs2bN8+OGHvP7662RnZ5ORkWHFJUkrZxgGT9/em0dv7gbAs5tL+H87v7C4Ktfw6Tc1ZOYdAGDR+P6E+HlZXJGIiIiItdpZXcDFbN261el9dnY2oaGhFBUVkZiYSE1NDa+99hqrVq3i1ltvBSArK4s+ffqwZ88ehg8fzgcffEBJSQnbtm0jLCyM6667jmeffZa5c+eyYMECPD09rbg0acUMw+DJ5F60czP4w/YDPL9lP1W19Tw5phde7dytLq9VOnOugTlrP+Zco52xAyIYNyjS6pJERERELNeqw9b31dTUABAUFARAUVERNpuNpKQkR5vevXsTExNDQUEBw4cPp6CggAEDBhAWFuZok5yczKOPPspnn33G4MGDm5znzJkznDlzxvG+trYWAJvNhs1mM+XaWuJCDa2hlrbs32+Jw8DOy9sP8tqucnaXHeF3dw+kR5iv1aWZrqV9bFlOGaXVdQR18GDe2F7qm3JJGsfEbOpjYjb1sWtXS/7PXSZsNTY2MmvWLEaMGEH//v0BqKqqwtPTk8DAQKe2YWFhVFVVOdp8N2hd2H9h3w9ZvHgxCxcubLL9gw8+oH379v/qpVwxOTk5VpfQ5nUDHu5l8PZBNz6vPsG/Ze5mfJdGRobbuRZuR2pOH/vHCfhTsTtgML5zPXvzt5lfmLQZGsfEbOpjYjb1sWvPqVOnmt3WZcJWamoqn376Kbt27TL9XE8//TSzZ892vK+trSU6OprRo0fj7+9v+vkvxWazkZOTw2233YaHh4fV5bR5PwUerDvDU+s/ZWfZUd750p0jHsH8+s62e19Sc/vYGVsD41/Zg52T3DEgnGcmD7yKVYor0zgmZlMfE7Opj127Lqx6aw6XCFtpaWls3ryZnTt3EhUV5dgeHh7O2bNnOX78uNPsVnV1NeHh4Y42hYWFTse78LTCC22+z8vLCy+vpn9Ee3h4tKpfptZWT1sWGeTB6z+PZ2XBP3hhy352lh3ljswCfjNpILf1Dbv0AVzUpfrYizkHOHjkJCF+Xjw7YYD6o7SYxjExm/qYmE197NrTkv/vVv00QrvdTlpaGuvXr2f79u3ExsY67R8yZAgeHh7k5uY6tpWWllJRUUFCQgIACQkJFBcXc/jwYUebnJwc/P396du379W5EGkTDMPggRu7sumxn9Anwp9jJ8/y8Mr/5pn1xZw6e+19lUDRP46x4q/nn9T4wp0D6NhBD5sRERER+a5WHbZSU1N58803WbVqFX5+flRVVVFVVcXp06cBCAgIYPr06cyePZu8vDyKiop48MEHSUhIYPjw4QCMHj2avn37cv/99/Pxxx/z/vvv86tf/YrU1NQfnL0SuZSeYX5sSL3R8X1cq/ZWcMfLuyj+usbiyq6e02cbSF/3CXY7TLy+c5ue3RMRERG5XK06bL3yyivU1NRw8803ExER4XitWbPG0eb3v/89d9xxB5MmTSIxMZHw8HDeffddx353d3c2b96Mu7s7CQkJ/OxnP2Pq1KksWrTIikuSNsKrnTvP/LQPbz0UT7i/N198e5I7/7ibzLwDNDTarS7PdEveL6X825OE+Xsxf1w/q8sRERERaZVa9T1bdvul/2j19vYmMzOTzMzMH23TpUsXtmzZciVLEwFgRPdObJ01kmfWF7OluIol75eS//cj/D7lOjoH+lhdnin2fnGUrA/LAfj1pIEE+GiduoiIiMgPadUzWyKuILC9J5n3Xc+SuwbSwdOdwvJjjFm2k437vrG6tCvu1NlzPPGf55cPpgyN5pZeoVaXJCIiItJqKWyJXAGGYXD30Gi2zBzJ4JhA6urPMXP1Pmat/v/U1redLzv89XufU3HsFJEB3vzqjj5WlyMiIiLSqilsiVxBXYI7sO6RBGaO6oGbARv2HeL2ZX+lsPyY1aX9yz488C0rC/4BwG/vGoSft5YPioiIiFyMwpbIFdbO3Y3Hb+vJul/eSHSQD98cP809KwpY8v7n2BoarS7vspw4c375IMCU+Bh+0qOTxRWJiIiItH4KWyImGdKlI1v+fSSTro+i0Q6ZeQe565UPKf/2pNWltdjz/7Wfb46fJqqjD8/8VMsHRURERJpDYUvERH7eHiydPIjM+64nwMeDj7+u4acv/ZW3Cyua9bTN1mDn34/wdmEFAEvuGkQHr1b9EFMRERGRVkNhS+QqGDswgq2zRpIQF8xpWwNPv1vMI28UcezkWatLu6i6ehtz3zm/fHDajV1J6BZscUUiIiIirkNhS+QqiQjw4a2H4nn69t54uBt8UFJN8rKd7Pz7EatL+1HPv1dKZU09XYPb8+SYXlaXIyIiIuJSFLZEriI3N4NHburG+hkj6B7qy5G6M0z9j0IWbvqMeluD1eU5+ex/DN752yEMA5bcPYj2nlo+KCIiItISClsiFujfOYBNaT9hakIXALJ2f8n45bv5vKrW4srOqzltY/XB88PD9BGxDOsaZHFFIiIiIq5HYUvEIj6e7iwa35//mDaUTr6elFbX8W/Ld/ParnIaG6/uwzPqbQ1U19ZTVl3Hf395jF9tLKHWZhDXqT3pyVo+KCIiInI5tC5IxGK39g5j66xEnvzPT9j++WGe3VzCjtLDvHj3IML8vZt1jMZGO3VnzlF72kbNaRu19bZ//nz6HDXf2e74+bSNmtPnqK23cfZc0+//MrDz64n98fZwv9KXLCIiInJNUNgSaQU6+Xrx2gNDeXNvBc//Vwl/LfuWMct2MnNUD9zd3ag9/c/w1DQ0naOu3sa/OhnmZoC/jwcBPh74e7djoM//MDg68Ipcn4iIiMi1SGFLpJUwDIP7h3chIS6Imav38dmhWhZsKmnRMbzauZ0PS/8Xmi4Ep+9u8/fxwN/7O/t9zu/v4NkONzcDAJvNxpYtW8y4TBEREZFrhsKWSCvTPdSP9TNG8MqOg+wtP4rf/4WlgAshqf0/w9L5ANXOEaC05E9ERESk9VDYEmmFPNu5MTOpB9DD6lJERERE5DLpaYQiIiIiIiImUNgSERERERExgcKWiIiIiIiICRS2RERERERETKCwJSIiIiIiYgKFLRERERERERMobImIiIiIiJhAYUtERERERMQEClsiIiIiIiImUNgSERERERExgcKWiIiIiIiICRS2RERERERETKCwJSIiIiIiYgKFLRERERERERMobImIiIiIiJhAYUtERERERMQEClsiIiIiIiImUNgSERERERExQTurC3AFdrsdgNraWosrOc9ms3Hq1Clqa2vx8PCwuhxpg9THxGzqY2I29TExm/rYtetCJriQES5GYasZ6urqAIiOjra4EhERERERaQ3q6uoICAi4aBvD3pxIdo1rbGzk0KFD+Pn5YRiG1eVQW1tLdHQ0X331Ff7+/laXI22Q+piYTX1MzKY+JmZTH7t22e126urqiIyMxM3t4ndlaWarGdzc3IiKirK6jCb8/f31yy2mUh8Ts6mPidnUx8Rs6mPXpkvNaF2gB2SIiIiIiIiYQGFLRERERETEBApbLsjLy4v58+fj5eVldSnSRqmPidnUx8Rs6mNiNvUxaQ49IENERERERMQEmtkSERERERExgcKWiIiIiIiICRS2RERERERETKCwJSIiIiIiYgKFLReTmZlJ165d8fb2Jj4+nsLCQqtLkjZiwYIFGIbh9Ordu7fVZYmL27lzJ+PGjSMyMhLDMNiwYYPTfrvdTkZGBhEREfj4+JCUlERZWZk1xYpLulQfmzZtWpOxbcyYMdYUKy5p8eLFDBs2DD8/P0JDQ5kwYQKlpaVOberr60lNTSU4OBhfX18mTZpEdXW1RRVLa6Kw5ULWrFnD7NmzmT9/Pn/7298YNGgQycnJHD582OrSpI3o168flZWVjteuXbusLklc3MmTJxk0aBCZmZk/uP+3v/0tL7/8Mn/605/Yu3cvHTp0IDk5mfr6+qtcqbiqS/UxgDFjxjiNbW+//fZVrFBcXX5+PqmpqezZs4ecnBxsNhujR4/m5MmTjjaPP/44mzZtYt26deTn53Po0CEmTpxoYdXSWujR7y4kPj6eYcOGsXz5cgAaGxuJjo7mscce46mnnrK4OnF1CxYsYMOGDezbt8/qUqSNMgyD9evXM2HCBOD8rFZkZCRz5swhPT0dgJqaGsLCwsjOzuaee+6xsFpxRd/vY3B+Zuv48eNNZrxELteRI0cIDQ0lPz+fxMREampqCAkJYdWqVdx1110AfP755/Tp04eCggKGDx9uccViJc1suYizZ89SVFREUlKSY5ubmxtJSUkUFBRYWJm0JWVlZURGRhIXF8eUKVOoqKiwuiRpw8rLy6mqqnIa1wICAoiPj9e4JlfUjh07CA0NpVevXjz66KMcPXrU6pLEhdXU1AAQFBQEQFFRETabzWks6927NzExMRrLRGHLVXz77bc0NDQQFhbmtD0sLIyqqiqLqpK2JD4+nuzsbLZu3corr7xCeXk5I0eOpK6uzurSpI26MHZpXBMzjRkzhpUrV5Kbm8tvfvMb8vPzuf3222loaLC6NHFBjY2NzJo1ixEjRtC/f3/g/Fjm6elJYGCgU1uNZQLQzuoCRKR1uP322x0/Dxw4kPj4eLp06cLatWuZPn26hZWJiFy+7y5HHTBgAAMHDqRbt27s2LGDUaNGWViZuKLU1FQ+/fRT3dMszaaZLRfRqVMn3N3dmzzZprq6mvDwcIuqkrYsMDCQnj17cuDAAatLkTbqwtilcU2upri4ODp16qSxTVosLS2NzZs3k5eXR1RUlGN7eHg4Z8+e5fjx407tNZYJKGy5DE9PT4YMGUJubq5jW2NjI7m5uSQkJFhYmbRVJ06c4ODBg0RERFhdirRRsbGxhIeHO41rtbW17N27V+OamObrr7/m6NGjGtuk2ex2O2lpaaxfv57t27cTGxvrtH/IkCF4eHg4jWWlpaVUVFRoLBMtI3Qls2fP5oEHHmDo0KHccMMNLFu2jJMnT/Lggw9aXZq0Aenp6YwbN44uXbpw6NAh5s+fj7u7O/fee6/VpYkLO3HihNMMQnl5Ofv27SMoKIiYmBhmzZrFc889R48ePYiNjWXevHlERkY6PU1O5GIu1seCgoJYuHAhkyZNIjw8nIMHD/Lkk0/SvXt3kpOTLaxaXElqaiqrVq1i48aN+Pn5Oe7DCggIwMfHh4CAAKZPn87s2bMJCgrC39+fxx57jISEBD2JUMAuLuUPf/iDPSYmxu7p6Wm/4YYb7Hv27LG6JGkjUlJS7BEREXZPT097586d7SkpKfYDBw5YXZa4uLy8PDvQ5PXAAw/Y7Xa7vbGx0T5v3jx7WFiY3cvLyz5q1Ch7aWmptUWLS7lYHzt16pR99OjR9pCQELuHh4e9S5cu9ocfftheVVVlddniQn6ofwH2rKwsR5vTp0/bZ8yYYe/YsaO9ffv29jvvvNNeWVlpXdHSauh7tkREREREREyge7ZERERERERMoLAlIiIiIiJiAoUtEREREREREyhsiYiIiIiImEBhS0RERERExAQKWyIiIiIiIiZQ2BIRERERETGBwpaIiIiIiIgJFLZERES+Z8WKFURHR+Pm5sayZcua/blp06YxYcIE0+oSERHXorAlIiKm+LHgsWPHDgzD4Pjx41e9puaora0lLS2NuXPn8s033/CLX/yiSZsvv/wSwzDYt2/fVampa9euGIaBYRj4+PjQtWtXJk+ezPbt26/K+UVE5PIobImISJtks9ku63MVFRXYbDbGjh1LREQE7du3v8KVXZ5FixZRWVlJaWkpK1euJDAwkKSkJJ5//nmrSxMRkR+hsCUiIpZ755136NevH15eXnTt2pWlS5c67TcMgw0bNjhtCwwMJDs7G/jnTNOaNWu46aab8Pb25q233vrBc1VUVDB+/Hh8fX3x9/dn8uTJVFdXA5Cdnc2AAQMAiIuLwzAMvvzyyybHiI2NBWDw4MEYhsHNN9/stP/FF18kIiKC4OBgUlNTnYLfmTNnSE9Pp3PnznTo0IH4+Hh27NhxyX8jPz8/wsPDiYmJITExkRUrVjBv3jwyMjIoLS0FoKGhgenTpxMbG4uPjw+9evXipZdechxj586deHh4UFVV5XTsWbNmMXLkyEvWICIiLaOwJSIilioqKmLy5Mncc889FBcXs2DBAubNm+cIUi3x1FNPMXPmTPbv309ycnKT/Y2NjYwfP55jx46Rn59PTk4OX3zxBSkpKQCkpKSwbds2AAoLC6msrCQ6OrrJcQoLCwHYtm0blZWVvPvuu459eXl5HDx4kLy8PF5//XWys7OdriUtLY2CggJWr17NJ598wt13382YMWMoKytr8fXOnDkTu93Oxo0bHdcXFRXFunXrKCkpISMjg2eeeYa1a9cCkJiYSFxcHG+88YbjGDabjbfeeouf//znLT6/iIhcXDurCxARkbZr8+bN+Pr6Om1raGhwev+73/2OUaNGMW/ePAB69uxJSUkJS5YsYdq0aS0636xZs5g4ceKP7s/NzaW4uJjy8nJHiFq5ciX9+vXjo48+YtiwYQQHBwMQEhJCeHj4Dx4nJCQEgODg4CZtOnbsyPLly3F3d6d3796MHTuW3NxcHn74YSoqKsjKyqKiooLIyEgA0tPT2bp1K1lZWbzwwgstut6goCBCQ0Mds28eHh4sXLjQsT82NpaCggLWrl3L5MmTAZg+fTpZWVk88cQTAGzatIn6+nrHfhERuXI0syUiIqa55ZZb2Ldvn9Pr1VdfdWqzf/9+RowY4bRtxIgRlJWVNQlmlzJ06NCL7t+/fz/R0dFOs1V9+/YlMDCQ/fv3t+hcP6Zfv364u7s73kdERHD48GEAiouLaWhooGfPnvj6+jpe+fn5HDx48LLOZ7fbMQzD8T4zM5MhQ4YQEhKCr68vK1asoKKiwrF/2rRpHDhwgD179gDnl05OnjyZDh06XNb5RUTkx2lmS0RETNOhQwe6d+/utO3rr79u8XEMw8Butztt+6EHYLSGwODh4eH03jAMGhsbAThx4gTu7u4UFRU5BTKgyQxgcxw9epQjR4447iFbvXo16enpLF26lISEBPz8/FiyZAl79+51fCY0NJRx48aRlZVFbGws7733XrPuGRMRkZZT2BIREUv16dOH3bt3O23bvXs3PXv2dASSkJAQKisrHfvLyso4derUZZ3rq6++4quvvnLMbpWUlHD8+HH69u3b7ON4enoCTZdEXsrgwYNpaGjg8OHDV+SBFC+99BJubm6OR+zv3r2bG2+8kRkzZjja/NCM2UMPPcS9995LVFQU3bp1azKzKCIiV4bCloiIWGrOnDkMGzaMZ599lpSUFAoKCli+fDl//OMfHW1uvfVWli9fTkJCAg0NDcydO7fJDFJzJCUlMWDAAKZMmcKyZcs4d+4cM2bM4KabbrrkEsTvCg0NxcfHh61btxIVFYW3tzcBAQGX/FzPnj2ZMmUKU6dOZenSpQwePJgjR46Qm5vLwIEDGTt27I9+tq6ujqqqKmw2G+Xl5bz55pu8+uqrLF682DF72KNHD1auXMn7779PbGwsb7zxBh999JFj5uuC5ORk/P39ee6551i0aFGzr1tERFpG92yJiIilrr/+etauXcvq1avp378/GRkZLFq0yOnhGEuXLiU6OpqRI0dy3333kZ6eflnff2UYBhs3bqRjx44kJiaSlJREXFwca9asadFx2rVrx8svv8yf//xnIiMjGT9+fLM/m5WVxdSpU5kzZw69evViwoQJfPTRR8TExFz0cxkZGURERNC9e3fuv/9+ampqyM3NZe7cuY42jzzyCBMnTiQlJYX4+HiOHj3qNMt1gZubG9OmTaOhoYGpU6c2/8JFRKRFDPv3F8GLiIhImzd9+nSOHDnCX/7yF6tLERFps7SMUERE5BpSU1NDcXExq1atUtASETGZwpaIiMg1ZPz48RQWFvLLX/6S2267zepyRETaNC0jFBERERERMYEekCEiIiIiImIChS0RERERERETKGyJiIiIiIiYQGFLRERERETEBApbIiIiIiIiJlDYEhERERERMYHCloiIiIiIiAkUtkREREREREzwv1Hmw2XAGm+KAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.lineplot(x='Hour', y='Rented Bike Count', data=data, errorbar=None)\n",
    "plt.title('Hourly Bike Rentals')\n",
    "plt.xlabel('Hour of the Day')\n",
    "plt.ylabel('Rented Bike Count')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is very interesting because we can see clear spikes when people are heading to work (around 8-9 am) and when they are coming back from work (around 5-6 pm)!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(x='Seasons', y='Rented Bike Count', data=data)\n",
    "plt.title('Bike Rentals by Season')\n",
    "plt.xlabel('Season')\n",
    "plt.ylabel('Rented Bike Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='Humidity(%)', y='Rented Bike Count', data=data)\n",
    "plt.title('Humidity vs. Rented Bike Count')\n",
    "plt.xlabel('Humidity (%)')\n",
    "plt.ylabel('Rented Bike Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Month'] = data['Date'].dt.month\n",
    "monthly_trend = data.groupby('Month')['Rented Bike Count'].sum().reset_index()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Month', y='Rented Bike Count', data=monthly_trend)\n",
    "plt.title('Monthly Bike Rentals')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Total Rented Bike Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, the summer months seem to be the most popular for bike rentals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Weekday'] = data['Date'].dt.dayofweek\n",
    "weekday_trend = data.groupby('Weekday')['Rented Bike Count'].sum().reset_index()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Weekday', y='Rented Bike Count', data=weekday_trend)\n",
    "plt.title('Total Rentals by Day of the Week')\n",
    "plt.xlabel('Day of the Week (0=Monday)')\n",
    "plt.ylabel('Total Rented Bike Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Key insights:** Based on the plots above, it seems that warm, summer days result in the most bike rentals. Additionally, the time of day seems to be very important, as there are clear spikes around 8/9 am and 5/6 pm when people are going to work and coming back from work."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having completed our exploratory data analysis, we are now going to do some feature engineering! Let's do the following: \n",
    "- Scale/normalize our continuous variables\n",
    "- Extract more features from the date/time variables\n",
    "- One-hot encode our categorical variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Rented Bike Count</th>\n",
       "      <th>Hour</th>\n",
       "      <th>Temperature(°C)</th>\n",
       "      <th>Humidity(%)</th>\n",
       "      <th>Wind speed (m/s)</th>\n",
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       "      <th>Weekday</th>\n",
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       "      <th>Humidity(%)_normalized</th>\n",
       "      <th>Wind speed (m/s)_normalized</th>\n",
       "      <th>Visibility (10m)_normalized</th>\n",
       "      <th>Dew point temperature(°C)_normalized</th>\n",
       "      <th>Solar Radiation (MJ/m2)_normalized</th>\n",
       "      <th>Rainfall(mm)_normalized</th>\n",
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       "      <td>2017-12-01</td>\n",
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       "      <td>1</td>\n",
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       "      <td>-17.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>4</td>\n",
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       "      <td>2017-12-01</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>78</td>\n",
       "      <td>4</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>36</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2000</td>\n",
       "      <td>-18.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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      ],
      "text/plain": [
       "        Date  Rented Bike Count  Hour  Temperature(°C)  Humidity(%)  \\\n",
       "0 2017-12-01                254     0             -5.2           37   \n",
       "1 2017-12-01                204     1             -5.5           38   \n",
       "2 2017-12-01                173     2             -6.0           39   \n",
       "3 2017-12-01                107     3             -6.2           40   \n",
       "4 2017-12-01                 78     4             -6.0           36   \n",
       "\n",
       "   Wind speed (m/s)  Visibility (10m)  Dew point temperature(°C)  \\\n",
       "0               2.2              2000                      -17.6   \n",
       "1               0.8              2000                      -17.6   \n",
       "2               1.0              2000                      -17.7   \n",
       "3               0.9              2000                      -17.6   \n",
       "4               2.3              2000                      -18.6   \n",
       "\n",
       "   Solar Radiation (MJ/m2)  Rainfall(mm)  ...  Month Weekday  \\\n",
       "0                      0.0           0.0  ...     12       4   \n",
       "1                      0.0           0.0  ...     12       4   \n",
       "2                      0.0           0.0  ...     12       4   \n",
       "3                      0.0           0.0  ...     12       4   \n",
       "4                      0.0           0.0  ...     12       4   \n",
       "\n",
       "  Temperature(°C)_normalized Humidity(%)_normalized  \\\n",
       "0                  -1.513957              -1.042483   \n",
       "1                  -1.539074              -0.993370   \n",
       "2                  -1.580936              -0.944257   \n",
       "3                  -1.597680              -0.895144   \n",
       "4                  -1.580936              -1.091596   \n",
       "\n",
       "   Wind speed (m/s)_normalized  Visibility (10m)_normalized  \\\n",
       "0                     0.458476                     0.925871   \n",
       "1                    -0.892561                     0.925871   \n",
       "2                    -0.699556                     0.925871   \n",
       "3                    -0.796059                     0.925871   \n",
       "4                     0.554978                     0.925871   \n",
       "\n",
       "   Dew point temperature(°C)_normalized  Solar Radiation (MJ/m2)_normalized  \\\n",
       "0                             -1.659605                           -0.655132   \n",
       "1                             -1.659605                           -0.655132   \n",
       "2                             -1.667262                           -0.655132   \n",
       "3                             -1.659605                           -0.655132   \n",
       "4                             -1.736177                           -0.655132   \n",
       "\n",
       "   Rainfall(mm)_normalized  Snowfall (cm)_normalized  \n",
       "0                  -0.1318                 -0.171891  \n",
       "1                  -0.1318                 -0.171891  \n",
       "2                  -0.1318                 -0.171891  \n",
       "3                  -0.1318                 -0.171891  \n",
       "4                  -0.1318                 -0.171891  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "continuous_vars = ['Temperature(°C)', 'Humidity(%)', 'Wind speed (m/s)', \n",
    "                       'Visibility (10m)', 'Dew point temperature(°C)', \n",
    "                       'Solar Radiation (MJ/m2)', 'Rainfall(mm)', 'Snowfall (cm)']\n",
    "scaler = StandardScaler()\n",
    "\n",
    "for var in continuous_vars:\n",
    "    normalized_feature_name = f\"{var}_normalized\"\n",
    "    data[normalized_feature_name] = scaler.fit_transform(data[[var]])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.8</td>\n",
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       "      <td>-17.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.580936</td>\n",
       "      <td>-0.944257</td>\n",
       "      <td>-0.699556</td>\n",
       "      <td>0.925871</td>\n",
       "      <td>-1.667262</td>\n",
       "      <td>-0.655132</td>\n",
       "      <td>-0.1318</td>\n",
       "      <td>-0.171891</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>107</td>\n",
       "      <td>3</td>\n",
       "      <td>-6.2</td>\n",
       "      <td>40</td>\n",
       "      <td>0.9</td>\n",
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       "      <td>-17.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>-0.655132</td>\n",
       "      <td>-0.1318</td>\n",
       "      <td>-0.171891</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
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       "      <th>4</th>\n",
       "      <td>2017-12-01</td>\n",
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       "      <td>4</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>36</td>\n",
       "      <td>2.3</td>\n",
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       "      <td>-18.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>-0.1318</td>\n",
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      ],
      "text/plain": [
       "        Date  Rented Bike Count  Hour  Temperature(°C)  Humidity(%)  \\\n",
       "0 2017-12-01                254     0             -5.2           37   \n",
       "1 2017-12-01                204     1             -5.5           38   \n",
       "2 2017-12-01                173     2             -6.0           39   \n",
       "3 2017-12-01                107     3             -6.2           40   \n",
       "4 2017-12-01                 78     4             -6.0           36   \n",
       "\n",
       "   Wind speed (m/s)  Visibility (10m)  Dew point temperature(°C)  \\\n",
       "0               2.2              2000                      -17.6   \n",
       "1               0.8              2000                      -17.6   \n",
       "2               1.0              2000                      -17.7   \n",
       "3               0.9              2000                      -17.6   \n",
       "4               2.3              2000                      -18.6   \n",
       "\n",
       "   Solar Radiation (MJ/m2)  Rainfall(mm)  ...  Temperature(°C)_normalized  \\\n",
       "0                      0.0           0.0  ...                   -1.513957   \n",
       "1                      0.0           0.0  ...                   -1.539074   \n",
       "2                      0.0           0.0  ...                   -1.580936   \n",
       "3                      0.0           0.0  ...                   -1.597680   \n",
       "4                      0.0           0.0  ...                   -1.580936   \n",
       "\n",
       "  Humidity(%)_normalized Wind speed (m/s)_normalized  \\\n",
       "0              -1.042483                    0.458476   \n",
       "1              -0.993370                   -0.892561   \n",
       "2              -0.944257                   -0.699556   \n",
       "3              -0.895144                   -0.796059   \n",
       "4              -1.091596                    0.554978   \n",
       "\n",
       "  Visibility (10m)_normalized  Dew point temperature(°C)_normalized  \\\n",
       "0                    0.925871                             -1.659605   \n",
       "1                    0.925871                             -1.659605   \n",
       "2                    0.925871                             -1.667262   \n",
       "3                    0.925871                             -1.659605   \n",
       "4                    0.925871                             -1.736177   \n",
       "\n",
       "   Solar Radiation (MJ/m2)_normalized  Rainfall(mm)_normalized  \\\n",
       "0                           -0.655132                  -0.1318   \n",
       "1                           -0.655132                  -0.1318   \n",
       "2                           -0.655132                  -0.1318   \n",
       "3                           -0.655132                  -0.1318   \n",
       "4                           -0.655132                  -0.1318   \n",
       "\n",
       "   Snowfall (cm)_normalized  Year  Day  \n",
       "0                 -0.171891  2017    1  \n",
       "1                 -0.171891  2017    1  \n",
       "2                 -0.171891  2017    1  \n",
       "3                 -0.171891  2017    1  \n",
       "4                 -0.171891  2017    1  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Year'] = data['Date'].dt.year\n",
    "data['Month'] = data['Date'].dt.month\n",
    "data['Day'] = data['Date'].dt.day\n",
    "data['Weekday'] = data['Date'].dt.weekday\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Dew point temperature(°C)</th>\n",
       "      <th>Solar Radiation (MJ/m2)</th>\n",
       "      <th>Rainfall(mm)</th>\n",
       "      <th>...</th>\n",
       "      <th>Solar Radiation (MJ/m2)_normalized</th>\n",
       "      <th>Rainfall(mm)_normalized</th>\n",
       "      <th>Snowfall (cm)_normalized</th>\n",
       "      <th>Year</th>\n",
       "      <th>Day</th>\n",
       "      <th>Seasons_Spring</th>\n",
       "      <th>Seasons_Summer</th>\n",
       "      <th>Seasons_Winter</th>\n",
       "      <th>Holiday_No Holiday</th>\n",
       "      <th>Functioning Day_Yes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>254</td>\n",
       "      <td>0</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>37</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2000</td>\n",
       "      <td>-17.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.655132</td>\n",
       "      <td>-0.1318</td>\n",
       "      <td>-0.171891</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>204</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.5</td>\n",
       "      <td>38</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2000</td>\n",
       "      <td>-17.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.655132</td>\n",
       "      <td>-0.1318</td>\n",
       "      <td>-0.171891</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>173</td>\n",
       "      <td>2</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>39</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2000</td>\n",
       "      <td>-17.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.655132</td>\n",
       "      <td>-0.1318</td>\n",
       "      <td>-0.171891</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>107</td>\n",
       "      <td>3</td>\n",
       "      <td>-6.2</td>\n",
       "      <td>40</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2000</td>\n",
       "      <td>-17.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.655132</td>\n",
       "      <td>-0.1318</td>\n",
       "      <td>-0.171891</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>78</td>\n",
       "      <td>4</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>36</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2000</td>\n",
       "      <td>-18.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.655132</td>\n",
       "      <td>-0.1318</td>\n",
       "      <td>-0.171891</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date  Rented Bike Count  Hour  Temperature(°C)  Humidity(%)  \\\n",
       "0 2017-12-01                254     0             -5.2           37   \n",
       "1 2017-12-01                204     1             -5.5           38   \n",
       "2 2017-12-01                173     2             -6.0           39   \n",
       "3 2017-12-01                107     3             -6.2           40   \n",
       "4 2017-12-01                 78     4             -6.0           36   \n",
       "\n",
       "   Wind speed (m/s)  Visibility (10m)  Dew point temperature(°C)  \\\n",
       "0               2.2              2000                      -17.6   \n",
       "1               0.8              2000                      -17.6   \n",
       "2               1.0              2000                      -17.7   \n",
       "3               0.9              2000                      -17.6   \n",
       "4               2.3              2000                      -18.6   \n",
       "\n",
       "   Solar Radiation (MJ/m2)  Rainfall(mm)  ...  \\\n",
       "0                      0.0           0.0  ...   \n",
       "1                      0.0           0.0  ...   \n",
       "2                      0.0           0.0  ...   \n",
       "3                      0.0           0.0  ...   \n",
       "4                      0.0           0.0  ...   \n",
       "\n",
       "   Solar Radiation (MJ/m2)_normalized  Rainfall(mm)_normalized  \\\n",
       "0                           -0.655132                  -0.1318   \n",
       "1                           -0.655132                  -0.1318   \n",
       "2                           -0.655132                  -0.1318   \n",
       "3                           -0.655132                  -0.1318   \n",
       "4                           -0.655132                  -0.1318   \n",
       "\n",
       "   Snowfall (cm)_normalized  Year  Day  Seasons_Spring  Seasons_Summer  \\\n",
       "0                 -0.171891  2017    1           False           False   \n",
       "1                 -0.171891  2017    1           False           False   \n",
       "2                 -0.171891  2017    1           False           False   \n",
       "3                 -0.171891  2017    1           False           False   \n",
       "4                 -0.171891  2017    1           False           False   \n",
       "\n",
       "   Seasons_Winter  Holiday_No Holiday  Functioning Day_Yes  \n",
       "0            True                True                 True  \n",
       "1            True                True                 True  \n",
       "2            True                True                 True  \n",
       "3            True                True                 True  \n",
       "4            True                True                 True  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.get_dummies(data, columns=['Seasons', 'Holiday', 'Functioning Day'], drop_first=True)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having completed our exploratory data analysis and feature engineering, we save this data set and load it into a new notebook where we will focus on model selection and training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('seoul_processed.csv', index=False)"
   ]
  }
 ],
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