Bike_Sharing_Case_Study.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4da2b720",
   "metadata": {},
   "source": [
    "## Importing Necessary Libraries🌱"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5e28ccf5",
   "metadata": {},
   "outputs": [],
   "source": [
    "## For analysis and numerical functions\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "## For Visualization and EDA\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "## Extra\n",
    "import warnings\n",
    "warnings.filterwarnings(action=\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44fe54b7",
   "metadata": {},
   "source": [
    "## Dataset Loading🎆"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ecb6920e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"day.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6b74a8d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>01-01-2018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>18.18125</td>\n",
       "      <td>80.5833</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>02-01-2018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14.902598</td>\n",
       "      <td>17.68695</td>\n",
       "      <td>69.6087</td>\n",
       "      <td>16.652113</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>03-01-2018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.050924</td>\n",
       "      <td>9.47025</td>\n",
       "      <td>43.7273</td>\n",
       "      <td>16.636703</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>04-01-2018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>10.60610</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>05-01-2018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.305237</td>\n",
       "      <td>11.46350</td>\n",
       "      <td>43.6957</td>\n",
       "      <td>12.522300</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  01-01-2018       1   0     1        0        1           1   \n",
       "1        2  02-01-2018       1   0     1        0        2           1   \n",
       "2        3  03-01-2018       1   0     1        0        3           1   \n",
       "3        4  04-01-2018       1   0     1        0        4           1   \n",
       "4        5  05-01-2018       1   0     1        0        5           1   \n",
       "\n",
       "   weathersit       temp     atemp      hum  windspeed  casual  registered  \\\n",
       "0           2  14.110847  18.18125  80.5833  10.749882     331         654   \n",
       "1           2  14.902598  17.68695  69.6087  16.652113     131         670   \n",
       "2           1   8.050924   9.47025  43.7273  16.636703     120        1229   \n",
       "3           1   8.200000  10.60610  59.0435  10.739832     108        1454   \n",
       "4           1   9.305237  11.46350  43.6957  12.522300      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccfbc42b",
   "metadata": {},
   "source": [
    "## Data Sanity Check✔️"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ec32a72a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(730, 16)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "98871060",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 730 entries, 0 to 729\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   instant     730 non-null    int64  \n",
      " 1   dteday      730 non-null    object \n",
      " 2   season      730 non-null    int64  \n",
      " 3   yr          730 non-null    int64  \n",
      " 4   mnth        730 non-null    int64  \n",
      " 5   holiday     730 non-null    int64  \n",
      " 6   weekday     730 non-null    int64  \n",
      " 7   workingday  730 non-null    int64  \n",
      " 8   weathersit  730 non-null    int64  \n",
      " 9   temp        730 non-null    float64\n",
      " 10  atemp       730 non-null    float64\n",
      " 11  hum         730 non-null    float64\n",
      " 12  windspeed   730 non-null    float64\n",
      " 13  casual      730 non-null    int64  \n",
      " 14  registered  730 non-null    int64  \n",
      " 15  cnt         730 non-null    int64  \n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info() # No Null values in dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e6f72818",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum() # Second confirmation, There is no null in dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "690fd837",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "      <td>730.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>365.500000</td>\n",
       "      <td>2.498630</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>6.526027</td>\n",
       "      <td>0.028767</td>\n",
       "      <td>2.995890</td>\n",
       "      <td>0.690411</td>\n",
       "      <td>1.394521</td>\n",
       "      <td>20.319259</td>\n",
       "      <td>23.726322</td>\n",
       "      <td>62.765175</td>\n",
       "      <td>12.763620</td>\n",
       "      <td>849.249315</td>\n",
       "      <td>3658.757534</td>\n",
       "      <td>4508.006849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>210.877136</td>\n",
       "      <td>1.110184</td>\n",
       "      <td>0.500343</td>\n",
       "      <td>3.450215</td>\n",
       "      <td>0.167266</td>\n",
       "      <td>2.000339</td>\n",
       "      <td>0.462641</td>\n",
       "      <td>0.544807</td>\n",
       "      <td>7.506729</td>\n",
       "      <td>8.150308</td>\n",
       "      <td>14.237589</td>\n",
       "      <td>5.195841</td>\n",
       "      <td>686.479875</td>\n",
       "      <td>1559.758728</td>\n",
       "      <td>1936.011647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.424346</td>\n",
       "      <td>3.953480</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.500244</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.250000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>13.811885</td>\n",
       "      <td>16.889713</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>9.041650</td>\n",
       "      <td>316.250000</td>\n",
       "      <td>2502.250000</td>\n",
       "      <td>3169.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>365.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>20.465826</td>\n",
       "      <td>24.368225</td>\n",
       "      <td>62.625000</td>\n",
       "      <td>12.125325</td>\n",
       "      <td>717.000000</td>\n",
       "      <td>3664.500000</td>\n",
       "      <td>4548.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>547.750000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>26.880615</td>\n",
       "      <td>30.445775</td>\n",
       "      <td>72.989575</td>\n",
       "      <td>15.625589</td>\n",
       "      <td>1096.500000</td>\n",
       "      <td>4783.250000</td>\n",
       "      <td>5966.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>730.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>35.328347</td>\n",
       "      <td>42.044800</td>\n",
       "      <td>97.250000</td>\n",
       "      <td>34.000021</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  730.000000  730.000000  730.000000  730.000000  730.000000  730.000000   \n",
       "mean   365.500000    2.498630    0.500000    6.526027    0.028767    2.995890   \n",
       "std    210.877136    1.110184    0.500343    3.450215    0.167266    2.000339   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.250000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    365.500000    3.000000    0.500000    7.000000    0.000000    3.000000   \n",
       "75%    547.750000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    730.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  730.000000  730.000000  730.000000  730.000000  730.000000  730.000000   \n",
       "mean     0.690411    1.394521   20.319259   23.726322   62.765175   12.763620   \n",
       "std      0.462641    0.544807    7.506729    8.150308   14.237589    5.195841   \n",
       "min      0.000000    1.000000    2.424346    3.953480    0.000000    1.500244   \n",
       "25%      0.000000    1.000000   13.811885   16.889713   52.000000    9.041650   \n",
       "50%      1.000000    1.000000   20.465826   24.368225   62.625000   12.125325   \n",
       "75%      1.000000    2.000000   26.880615   30.445775   72.989575   15.625589   \n",
       "max      1.000000    3.000000   35.328347   42.044800   97.250000   34.000021   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   730.000000   730.000000   730.000000  \n",
       "mean    849.249315  3658.757534  4508.006849  \n",
       "std     686.479875  1559.758728  1936.011647  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     316.250000  2502.250000  3169.750000  \n",
       "50%     717.000000  3664.500000  4548.500000  \n",
       "75%    1096.500000  4783.250000  5966.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f955f5f5",
   "metadata": {},
   "source": [
    "## Check for Duplicates‼️"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "e986c942",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((730, 16), (730, 16))"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape,df.drop_duplicates().shape # No Duplicates in Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bede3fe5",
   "metadata": {},
   "source": [
    "## EDA🪴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "a32fe13a",
   "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>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>01-01-2018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>18.18125</td>\n",
       "      <td>80.5833</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>02-01-2018</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14.902598</td>\n",
       "      <td>17.68695</td>\n",
       "      <td>69.6087</td>\n",
       "      <td>16.652113</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  01-01-2018       1   0     1        0        1           1   \n",
       "1        2  02-01-2018       1   0     1        0        2           1   \n",
       "\n",
       "   weathersit       temp     atemp      hum  windspeed  casual  registered  \\\n",
       "0           2  14.110847  18.18125  80.5833  10.749882     331         654   \n",
       "1           2  14.902598  17.68695  69.6087  16.652113     131         670   \n",
       "\n",
       "   cnt  \n",
       "0  985  \n",
       "1  801  "
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "6ecec1be",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop([\"instant\", \"dteday\",\"casual\",\"registered\"], axis = 1,inplace=True) # We dont need these variable because we already have default index & total count col.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "830901b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(730, 12)"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "62497004",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "season          4\n",
       "yr              2\n",
       "mnth           12\n",
       "holiday         2\n",
       "weekday         7\n",
       "workingday      2\n",
       "weathersit      3\n",
       "temp          498\n",
       "atemp         689\n",
       "hum           594\n",
       "windspeed     649\n",
       "cnt           695\n",
       "dtype: int64"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffcf2966",
   "metadata": {},
   "source": [
    "### Segregating Features ↔️"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "f38d466c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Num_Cols = [\"temp\", \"atemp\", \"hum\", \"windspeed\"]\n",
    "Cat_Cols = [\"season\", \"yr\", \"mnth\", \"holiday\", \"weekday\", \"workingday\", \"weathersit\"]\n",
    "target = [\"cnt\"]\n",
    "len(Date_Col)+len(Cat_Cols)+len(Num_Cols)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05066551",
   "metadata": {},
   "source": [
    "## Category Cols Treatment\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "de03c847",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.season = df.season.replace({1 : \"Spring\", 2 : \"Summer\", 3 : \"Fall\", 4 : \"Winter\"})\n",
    "df.mnth = df.mnth.replace({1 : \"January\", 2 : \"February\", 3 : \"March\", 4 : \"April\", 5 : \"May\", 6 : \"June\", 7 : \"July\", 8 : \"August\", 9 : \"September\", 10 : \"October\", 11 : \"November\", 12 : \"December\"})\n",
    "df.weekday = df.weekday.replace({1 : \"Monday\", 2 : \"Tuesday\", 3 : \"Wednesday\", 4 : \"Thursday\", 5 : \"Friday\", 6 : \"Saturday\", 0 : \"Sunday\"})\n",
    "df.weathersit = df.weathersit.replace({1 : \"Clear\", 2 : \"Mist\", 3 : \"Light Snow\", 4 : \"Heavy Rain\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc2f18b2",
   "metadata": {},
   "source": [
    "## Univariate Analysis🕐"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "8c9ca9ea",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in Num_Cols:\n",
    "    sns.distplot(df[i])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "efab6d4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in Num_Cols:\n",
    "    sns.boxplot(df[i])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "769b41ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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H1feWAfPq81nA6r5pfljLupjSye+gdPgfAF8DLq9lXg2soPwqayHw1lruJ4ELgcuAvWu5x1F+jXBOLeN1wKf75uMsYJ/6/HPA8trm9/aNczdwXp2ndwM3A/+rTju3Dr8Q+Gl9fFyd7nXAN4BvA9+vy+vEuqwuAf5737L8APAz4D+A2cOW9XaUlfRjgSvrsH1qm06vy+XzwIy+8t4H/Bh49rBlvhqYNeDn+0HgkPr6y715rq/3HmWefwjs1VfOBcCTB6xvn175ddingdf1tfu9bOxrj6/DtwVOoPyk+6fUPjjGftyqdxkwDzgK+ETfOH8FfHzAz2m0sl8CXEkJlk/V/vRKyh0O3tE3zWWU8PghcCtwW53ucOAqYAMl2O+on8sc4Je1LSuB5wBDwGl1OV0EPKvv+7GY8v1YXev/SF3GZwMvpPSz1cCHgZ9QviO31GX/mdqm3wK/AD4B/AG4iXLt1Tm1D1xa5+PDfcv9Tkp/v7jOx0fqe8+hfMd+C/wGeD6wY53m45T1wUJKgG4NPKa2dUVdRr2+cRLlO/0Dynf4eZS+cgWwpNYRtdyL6jK8HXh7nf4x9bP4XR1nUR1+GnBtHfeGUeq7Zlh9Jw3rcx+r870UGOqrb7T56M33x0bty1MdCo0v2Exgh76V/tV1wc8B7qKuMIBTgSM3ERQPBrapz+fWzrihlrmBEgpb14V4SR3vVZQvzUNquV+sw58LXNb3RVjBxqB6HaMHxS71cata3pNzY1B8vHaubWoHeWOd9oPAMcDMOu5+wGl9dd3QV+6HgU/21b1zfUzg5fX5R4B/GLasjwS+VJ9fCDyVsgL6PfDo2t5z2bhST+Cwvun7l/lqBg+KJ/fN80r6VnrADqPM8/zePFJWmMsnaIW9GnhLff5m4Pj6/INs7Fs7Af8JbDvGftyqdxklKLYF/gvYuu9zeNKAn9O9yq7L9HrgUXX412t/2o6ykl8HfJaysrmM0odfT9lQOpyyAtqxtu92yndpeL/vD5uvAc+uzx8BXNE33vmU79aelJXzi+t7p9f6PlGX/7vr8L+khMPRwHXA8+rwJ1FWiqsp/XgFpX9eRwmqmZQNpoPqcs86nztSVpA/qeWsA95Zn78fWFefXwf8iNLfD+/rA0uBufX504Dv1+cnUe5TF5SV/W21jTNq224DZtd2nFqneS+wFngUpc9fTFk3PQ04r45zY52PrRr1HThCfb31YQKvqc//ibo+2sR8nAVs1erLU3ELj0EF8MGIeC5lZfowyoIHuDYzV9bnKyjh0bI18OmI2IsSDI+lfLhvBN6TmS+KiCdSQiQi4ufAAyi7lDeXPWS+DpCZ50XEDhGxUy37zMz83QDzc1i9f9VMYDfKnXMvqe8tpGxJHEHpJAfU4YdTOv43ImIupRNs3VfmuZn56/p8P/oOSWTmLfXpHygdAcqy2n9Yu46g7C1B6YhHAN+hfLGuoSyQr1P2HpZQlt9pA8xvU2ZeUs8LHQH867C3dwQWjzDP3wD+MSKOAd5A6eQT5Zv1cQVlyxfKFu8rIuId9fU21BXhBNZLZq6PiO8DL4uIKyiBcemw0Ub7nEbyeOCazLy2vv46sCAz74iILwC7UlaYp1C+W9sD76SseA+ifL9urf1+fW3j8H7fbz9gjzo+wA4RsX19/t3M/GNEXEpZ+Z1dh18KPJESRL029h5PoATT9sDC/nIpG4lQLtJ9ErAsM9cBRMTJdTrqfH2eckTgYuANEbEdJfReHRGvruPtXB+vBTZk5oaIeBXw2Tr+Mynfv14bHtg339/OzIyIu4Gbep9ZRKyifAY9e0XESso6Zcfa7icAayihD/DAWt+uwB8p/XC0+i4dob45lPC5m/K5AnwV+OYA8/GNzNxAw3QOitdQthT+vHa01ZQvKpTdyp4NQO9Y911sPO+yTd84/5Oyu7pnff/39Q/qF4ESTKsoX8ZnAg+l7Db35LD29V6v7xvWX/89bYiIRwHvAP4iM2+JiJOGtW89peP/M2Xl9C3Klt8K4O3ADzLz4LpiXTZsup4YoY0Af8y66UBZVvd85hHxEOAFlPMFSfkiJ2XFPdr8/n5TnWoMevO8D2XPref9jDDPmfnbiDiXskV1GGVrfFAjfjZ9en2qfxkF5RDe5tyQctB6e44H3kU57HNi/xuNz+nMUcoe6X5qPX+kBMFH6grny5RDWU+NiF0oh6zeFBH/NMr0I/WxGcAzhm8w1ZXSnQCZeXdE9PfFuylh1fsMe8O3r+XFSOXW9QCUvt+aTyiH3C6ifJ+ylpeU7+EfI2JrNt4+6HrgRXUZ/Dllg21b4DdZzmGO5M5Rnj+4zt/a+vrozPxuRDyaspG1rI7/vsw8vm/edqBs2L09M5c06rt7WH13M/q6vDffrflYP8rwe0znk9k7AmvrB/p84JEDTLOa8iEDHDKsrDWZeTfwWsoXbbifU4LpRsoW/V/wpyf6DgeIiGcDt2bmraPUv1dEzIiIh1OO6ULZEloP3BoRsyn/i2O4EygdZwWlcz+JssLYkY0nel830kxX5wD33IE3InZujNtzCPDlzHxkZs7JzIdTtqyeDewd5TYrMyjzfv4A5Y1Vb56Hbz235vl46gqgb29qEL+gbPU+MCJ2BPYdYJrvAW+pJ12JiKeMob4x1ZuZP6bcA+3VbNy67hntc2KUsq8EHh0bf8nX67uPo+xJP7UOP4ASLrtExMsph4ZOqX+9cbYGth/W72+nrNB7hve9vTa5VIqrKCvVbYHD6485esfoz6EcgnprLXOXWu7tlC1zKOfJnhcRs+q0RwD/Xt+bUZfHqZQ+dF1m3kY5L/HxOs5r2LhXf1dtz0LK4bwNdfxrI+LQ2oaIiD1bMxQRQ8AzKHtSvfB7Xw2lV1MO9W2gHOo6JiIeXMt9Tq3vjjr9QPWNYAYb132vBs7fnPkYqdBppZ55vxM4GZgXEcspH+iVA0z+z8DfRMSFlF3Mns8C8yPiPyiHne6VoFn+N8YhlBO/D6F8EZ7eN8ottdzPU04+juQCSie/tLbl4lr2zygnQ1dRVo4XjFD/DZm5sL78N8qWwDmU47H/JyIuYOSA6/nfwM4RcVlE/Ixykm5TjqAcK+53GqWD/Qj4EKVjXzvCeOM2bJ77jTrPNUhvY9hW92h6/Skzr6esNC6h9K2fDjD5+ykryksi4rL6eiCbWe+pwAV9hw17Wp/TvcquW+BvBs6OiPMpe9O3Us5RHEo5xPU7yor06jruByknkW8D/o7Sn6Ds1a6iHDLq9ftvAwdH+Unocygr83lRfnJ7OfCmTS6gjQ6mBMUxlO/lHsDLKRsEZwHvqm1dVctdRDlf86bMXAP8PeVE7M+AizPzjFruesrhnRdRvsu9AHkF5dDT7ygny1f2teXCWvYpfcNeAxxVv1OrGPl/52wDPKYeAvo3ysbmN/racSdluR5LOT8xE3hpff/XlPDu/dLrPOAFm6ivZT3whIhYQdkLfd8Y5mNU0+4WHjXpvpiZe29y5G7qn0FZwR+amVdNURveAeyYmf84RfXvQzlZ+bKpqL8lIv6Msuv++LqHuKnxp6Q/bU69Ua4j+URmLp2A+rer5ySCskK8KjM/McYyllH6wfLxtkf3bdNqjyIi3kTZ7f6HKap/D8oW1tIpDInTKb/8GGlLe4sWEX9JOdzw7gFDYkr601jrjYidIuI/KT+eGHdIVH8V5QTqKsqhvC9MULnaAk27PQpJ0vQyrfYoJEnTj0EhSWoyKCRJTQaFNEHqSek3973eJzq6I640mQwKaeLsRLkmQbpfMSikPhExJyKujPJ/Ni6LiJMjYr+IuCAiroqIvSPiuIg4Icr/k7gmIt5aJ/8Q5cKrlRHx0Tpsu4hYUss8uXeVt3Rf4s9jpT71thdXA0+hXINwEeWq36MoV/W+nnI17wspV79vT7n9y0MpN648KzOfWMvaBziDcoXwjZQr8o/JzC5uhyJ1xj0K6d6uzcxL60V9qygXYCbl1ixz6jjfycw7M/NXlJu/zR65KH5Sb1VyNyVg5owynjRtGRTSvQ2/M2f/XTtnjjDOn9yVt1FWazxp2jIopIkz/K6q0v2CQSFNkMy8GbigngT/6CYnkO4jPJktSWpyj0KS1GRQSJKaDApJUpNBIUlqMigkSU0GhSSpyaCQJDX9f9yzw/qFImXcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in Cat_Cols:\n",
    "    sns.countplot(df[i])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c3ed1b2",
   "metadata": {},
   "source": [
    "## Bivariate Analysis ⏸️"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "1c5d7cd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XD1XjjnmZorIAnALxv984hY0rCmSO0tIledj+UTXqO2wwRjpLsEdE6DzWW1o6M00xVuEe3kwi3sxA0l2d1IQmCH9h98faBfhSeyscneLSuanvsGFneQ22ri5EpJ6EhUmNM3y4whhlfK3X5C6U6jts2PZhFV5YMx/XZyeLX9prU9SFTkOnTTTtCNfZfbhWYXMvXZKHrQcvAXD6H2ZeE4fFebORGh8FS7L8PocuNqOmrRdbDjh3Nywbd3VLL8wxkShZnAOTIQJ5KbH46ZunRWXx5O2zMDM9AYBnE5LQAMpXk4gnMxAAUZHMSI/DP0qLcL6hyyeh7st7GY5lznnhRA5XGKOMr19CNaEkdNLTQmq8UYwYElbQbT39mDwhBm+tL0JNqxVHr7SLK38A2PZhlWqtJIeDwmTQw5IUjbLiXLx3rhFTU+OYAjFSrxcd3AUZ8fjuLdPQ2z+IyeYYzLMkISJCPXBPujtIiTNiyz1zse6lo5pNImpmoKnrncpB+FuWORrrl+ThSqv28isChgiCksU5cFCn38UQ4dv7GOomHV44cXzDFUYI4P4lFEIzGzrZRf6Gu8rLNsdgw9Lp2LjvLNYuyoFeBzEyKyJCh8kTYtDrUiKA5yxw1qr98a/MxAv/rmLauFPjo0QhfKKuE6V/OyqaebwpC/f7PL08H688eANsA3Ykx0R5nQc1M1BNq1yRLCvIwKOvnUKSyeCTnV5IkGQFMLA6D/LVOifc4AojhHA4KC41W3G2vhMVjV1471yjwnGspVOeN6RhpixhpdMR3DI9FTtLFroq00ZjZno8U5ixVu0/2XMaaxfliP4VvQ4onpaC/IxEAPBrZc26z4/+fhIli3MwLS0e8yzsHZZ7jxHWjsFkiJAdE8xp7j3Rb8hJhiFCh8stVqZw99UvoWW1Hm6ht5yxDVcYIYKafT1YkTSehJXDQRUZ3ixbf0qcETWtVtVcEGlm+Y3XmmVOa19X1mrC2EGhOifuc5pljmaGx0p3PQLC79Ke6DoC0fHNCoENtF8iHENvOWMbrjBCBNYKWq3IX7AjaYT6ScLKGgA27juLqalxMlu/MVKHX6+aoykXRCo0/bGDqwljStXnxH1Oq1t68dyBCuwsWYjeAbuorAD5rkcozChVLELYMKCuuAPtlwjH0FvO2IYrjBCBtYJ2j2QCAhtJo2buaLH2KYrt/b9bp6PF2ocu2wB+uXI2/vDBRZyo68TP/3EWjy2bIeuN8eTt+WjttmHdklzsOV6H9UvyYEky+TwOKSxhLITk+hK6Wt3Si94Bu6IGlPuux5JkwjxLEhq7bIjU6XCoqgUrrssE4Iwoq++wMXuH+LN7Unv+hk4bkkwGWVvd3YdrQzr0ljO24QojRGCtoPccr1MI40BF0ngyd0RH6mEbtOOBohwAwAfnG9HdN4h7//TJkGN72Uzgk2qcqOtEl20AaxflICpCh/yMBPx4zymx+OFjy2ZgxyfVmDspCdemOJMGa1qtaOjsg7V/EFlJJlxqtSqindzNLu6lVC40dGH7R9Vi8cHhhq6ydj1C46g9Jz7DlvcqFcmLnq4jVAl2r/7ry/sglHmX+rDKivOQFh+6obecsQ1v0RoiqEUBXZeViEE7FIl4aqtSLat1h4PiZF079p9rhIMOrZiNkTrsKyvCkZp2/OjvJ8VxPLZsBrZ+cFHRkvQXK2fjB68cx9pFOfjte5WK8iLC69YuykFhViI+PyUFB843oKKhWyYE/3vZDHTaBvDCv4cS+Dy1O/XUUtXbnPrqA1BrKbt1dSEW5U4Y9n3Vrr+3tEiW1S/921vri2R5NtwxzgkkvEVrGODNnOEuINT6TKg5qz3VMJJmWzd09onKAnDazZ9484yoFARsAw7Y+gdlJUEmJZmYPhe9DjAZInC5xYoTtR2KmlU/ffMMShbnYPXCLMk41M0uWn0ggQhdVXO2R+qJ6nV88T14iqyijHIttgEHmrpt4ueBO8Y5Iwkvbx5CCIJwYc4E5EyM9Vkgna5XliN3LznNOnfzgQrcMS8TxkgdrP2DqkJfijFSh0nJJugJsOK6TKxdlIPGLufuwP1112clo6d/EE1dfYjQsUt6OChk4zAZ9L5PIAOtc6qGWkvZVA9mIU9KgHX9LHM0Hro5F+uWOP9lmaOREmdUvbfUFKb2WeBlxjnBgCuMMERNIAn9IdyPSwWV2rl6nTNSKMtVOVaKMVKH2ZmJ4nFjpLNh0tb/u4hBB/DHg1X47XuV2FV+BY8vm6l43aOvn8SaP5fjvuc/QV5qLPP6wmparwNKl+RhwC4foz8Eoqc2q2+JNz+SFkEvYEkyYf2SPGz70NmKds/xOvz4KzNxtcO5w/DWCtYX5cThDBdukgpD1Jy56Qnenbxq5xZPS8HM9AS8X9GoqCn11PJ8tFlt+N/V16G9ZwDmGAO2HazCexeaca6hG+tuzoUl2YTKpm787RNnSe+8lFikxhvx/VeOi74P24CDGVVVuiQP+07Vo7Q4F1NS4lDb1oMJsVHDmqNAmWr8MWv5El5b09Yjhu8KDaa+9dcj4nm/WFGAv65dgE7bACzJMYoqueFYk4oTvnCn9ygxHEdloH0Y0paqt24+KAvl1BHghhwz1vz5U/H1D39xCp7/12WxzpTgLHdQyITqx5da8NU/fKwY/1/WXo+oCD3qO2yobOrG+4yM9l/dOQczr4lDfYd/jlw1Z/Jb64tACILuINbqmD90sVmco4duzsW2D9lBA9s+ZPf70KoYuWOcoxXu9B5l3L+sliSTV8HuCU+rXm+rYbXXAEBTV58slLZoSgocAFqs/UgyGUST16Z3Lohd8oSxC9VrpU5dtdWvgxKs/tMnKCvOAwB8c/G1+P4rQ02kbAMOfPflY4p7eJof9zlWM9WcvdopNqwKpoNYq2NeOkdqXeyE4yzHuZb3nDvGOYGCK4wgw/qyCh3lhpPBqyaQtAgqVrFD9xIaDy7OxU/elDdOEiKYbAMOzJ2UiB0lCzyunlmmmY0rCvDY684oLGu/HVsOVGLdklxVR7iW+WHN8R9WFzKV1QVJyfJQyJyWzpEwRrWsebWMdm/vOc8Y5wQK7vQOMqwv64bdJ7CsIEP2utF0VLqPcVlBhqgshLEJEUyAU4hlmWO8Rh4Jq9+9pUXYUbIAe0uLcE2iUZHPIf1felxqLfU0P6w5fvT1k9i4okB2/aeX5+Pl8lrZubYBBy40dPntFB8u0jm6acoExZhLl+Th1SO14u8s34Q35z53jHMCBd9hBBlPUUlSRtNR6T5GT6YRZ+mPWR5LfQBKE9H87KHig8IqWmjzubO8RlFGXFq7SThnYqyRaYtXKwGSkWjEXompRkcglmyXXvdkXSe+vfPYqJlppDuEeQ6K/IwENHTaMGCneOz1k2IyI8txrsXcxB3jnEDBFUaQUfuyFmYli8cDWfIjkGN0/31qahzWLsrBcwcqMM+SxKwOKwjzQTvFo6+fFEuECEKM1ebzidvyEW3QYWfJQvT02xFj0OPYlXZZP46y4jxE6MEUjjPS2c2akmOiFKY3tXpUoWKmce+9/qf75qOm1QqTIQKp8crIMS3mpnBt1sQJPXiUVJDxFNFU09YzKs1z3Os5TTbH4OxVZcc5abVWqQ8DAHaULJAV8BOec+O+s1hWkAG9DpieFo/fvV+JE3WdskiqFmsfDHodevrtzIidQxeb8fCu42KkFqXAq0dq8ZtVc3Df858wI5/cq+huuWcuJptjZY2npKVTLjR04WRdJ149Uis+E+u5RhMtuwdplJUU1vujJWqLw+FRUqOIpyiW0Wh16XBQZj2nLffMxVvri8SaVUK11uoWZbtWljlDKInuXuX2sWUz0OTq8+1eo2rTXXOwYLJZUQPLZIiAIYLISpF4ykKvaOzC1NQ47CsrwtVOG9LijThT3yXWYXIXtMKcf3vnMVUzTSiEoWrZPWg1N/HWqpxAwJ3eI8Bwy1O4OzUHBx1+ZzDXtFph63egd8BZjTY9wQjbgAPrXjoKQiCOMSJCh5yJsfj8lBRMS4tXtGu1JJnEMVxs7EabtR/fu2WaqCyAoTpUd8zLxJ2FmYoaVUIJC2Elfevmg/jqHz7Gqq2HsH5JHrLM0bJ7ZiXHMJ3jJ+s68eXnDuJMfRfmZ5vFpkqeymV4yuB2H8+tmw9i3+mrHuc5EFnl7mhxVvuTiR4ogvHMnNCG7zBCHJZZ4snbZ+G5AxUK/4CWvgvuq3x54UF2yKawQ3Ku/vVwUIq3TtVjw+4TMie1mrNcrwOmpMR5FH6KKKfXTnltdMTyQUxd79zJqd1LeD5PO7+qpm6fwlCDleegZfcwWr3BeW7H+ITvMEIcZsjoa6fEsFzW6tnTtZ7dfwFrF+Vg3ZJcPFCUg53lNWLBvwE7Za4SdTqCbHMM2noGsGrrR3j3bJOoLIQxPLu/AhmJ7DpUxdNSMD0tjvm3ibHqSXZCoyNhVyYNQf2fr80V+4YLpjLbgAM1rVbNtZykOz+hf8Whi81o6upDksmgGI8vYb2BKACodffg6w42EDsDXvRwfMJ3GCGOmjAlRP67li5srE56pUvykJlkxK/vmoPN+88jIToC+RmJCqEjFRBqO4lLzVZFeOzGFQXIz0hETatVUaOqrDgPep1/jY6auvqw7cPjinNMhgifo4JYq2UhrNeT30bAk+loOD6DYOweArUzCNYzc0IbrjBCnJQ49V7W0t+1xNQb9DqFj2HzgQr8YuVsfGfXMZQuycPHVS2oa7cpBIi7gGCNqW/QgXcvNOKZlbMx6KDQ6wgmJRmh0xHUd9jw4qFqrF2UgzijHtckmnC52YqGrj7MzUjExhUFMhOX94qwUUwFlBIX5bOgZa2Wn91foShNIh2Pu5M+yxytSEgMRJ5DoJ3Vgcr65rkd45OgKgxCSCKAPwKYBYAC+AaA8wB2AsgGcBnAXZTSNtfrfwhgLQA7gFJK6T9dx68D8GcA0QD2AiijYzUeWILDQXGppVshGAUfBuCbk7On385cFV5utsqUB0uASAWEkHDnnmj3j5P1+FJ+Or73ylCtpt+smoOLjd3oHbDjrsJMvHeuEUtnpeMHktc8efss7PjEqUz0OqAwKxk35pg9rngtyTHIS41FyeIcOKizSGKMQY+Lzd3IUolC89Q7mzUvauVPtPqVQjHPIVA7A57bMT4J9g7jWQD7KKUrCSEGACYAPwKwn1L6c0LIIwAeAbCBEDIDwN0AZgK4BsC7hJAplFI7gN8BKAHwEZwKYymAfwR57KPO5RZnr+skkwFrF+WI1WOvz07C8/fP99lMobYq7BscWm0KysNdgLAS7rauLkSknohZ1DOviUfJ9sPi9ZNMBlxqtorhq0KY7dYPLip8MtKOfsZIzy1aAefKO3diLE7UdgAA7A7gd/9Xhbaefua5nkwxavOSZY5hjkHNr+TupPfXdBTokN5g7IZGy9nOGV2CpjAIIfEAFgO4HwAopf0A+gkhtwG4yfWyFwC8D2ADgNsA7KCU9gG4RAipBDCfEHIZQDyl9JDrui8CuB3jQGEIq8H6DpssJ+HGa82ig9MXWKvCx5bNQJdtAOuW5GLP8Tr0DTqPEzijhQQh4ElACALJNiDfwdwxL1PcGQFDYbasdq/++GTqO2zYvL9ScVx6rjC2pq4+VVOMr6tlTw2spqTGDVtZBDL6KJi7IZ7bMf4I5g4jB0ATgOcJIbMBHAZQBiCVUloPAJTSekJIiuv1GXDuIARqXccGXD+7H1dACCmBcycCi8USuCcZJQJtJ3YPkbUN2PHjPadFwfH4spnYfaQGZcV5+PbOY2jr6ZcJKzUzjyCQHijKkY3XU5itFH99Mt7mR0hSPFHbgYyEaI+mGC0lwqWrdNZ9tdSk8rZ78MXHoGUnEuzdEGd8Ecyw2ggA8wD8jlI6F4AVTvOTGqxPLPVwXHmQ0q2U0kJKaeHEiRN9He+IoTWsMRhJWYLQT4034lt/PSLrhveTN0/j/htzxOggLaGSUoEk+DaE8eoJuwqtUEdL+P3J22fhzRN1zGf0NFfe5qem1YqKhm5s/aAKV9p7PYbaegpNdU/kK91xBE/ePkt2X6GqrKc505IQqLWyrNbkQq0hyxyOFoK5w6gFUEspFQrdvAKnwmgghKS7dhfpABolr58kOT8TwGeu45mM42GJLyaHYNqJ1QTJuYYuWW0lb+Yh6XXqO2zY/pHTeV2QEY+paXGYmhaveNYbc8yyKrJCGRKWqcvTXHmbn4bOPtEkxnLUa1W+glKUdiJs7e7DrpKF+KzDhpN1nYp8ENacBbLUh9adCI9m4gSSoCkMSulVQsgVQshUSul5AMUAzrj+3Qfg567/X3ed8gaAlwghm+B0eucB+IRSaieEdBFCFgL4GMC9AJ4L1riDja9hjcGyE6sJEndd5K2+kvt16jts2PZhFfaWFsGS7BTGL6yZj57+QVlPavdnYj2jlrnyND/S2lNSZTbzmjhMS4vXrHwbOm1IMhmwemGWTOE8vdyIeZZEjzWp3K/jLUJJqz9Fa7STt+uFQs0sTvgQ7Cip9QD+6oqQqgKwBk4z2C5CyFoANQDuBABK6WlCyC44FcoggIdcEVIA8C0MhdX+A2Hs8A6VhCeWIPnOF6bAGKETFQCrvhKr6i5LIFmSTIoufk/clq9aPVbwDfTb7TDHRKn2ufBlroTaU+7K7K31vucc3FmYqchh+dHfT+Kt9UWaHeaBKPUhVBoWghPcrzUxVpnN7ilYgZf34PgCL28+QgiC8XKLFcevtGNXea0si9hTGGmwVoEOB8XJunbsP9cIuwNiZ7c7CzMxd1IisswxsvpKt24+qBBQe11RRu6lsy+3WMXXpycYFatzQdm49zYXGio9tmwGUmKj8O65RjgosPtwrdhIyFvIrfT5AiEQHQ6KvSfrse5vRxV/21GyAIWWZJyu70B9hw3pCdGYmR6PiAile3C44xHOP3e1E68fq2NWBv7ctWZkT9CmDD29pzzyafzCy5uPMp5KTwiRSL6UrRhOFI4UnY4gPyMRde022fWnpcXj81OcwWvCtXSEIMlkUPVvuJuFpLuDO+YpV+cP7zqGnSULFSanzQcqUFach4qGbqx76ahCkWxYOl2z0z9QPiCdjmB6erzqit5d6QXLJyWY6B4oykF1S69oYhN6hnTZBnC106ZZYQRzt8tNXWMTrjBGALXSEy+smY+JcVE+l63wFGbp6wpWTYgByu52vtRXkppf3MNr0xOMuGNeJq609TIFVmaSCd9/5bhCkfxl7QLMyVTWufKENx+QVsE2eQLbF6DXsUupB8MnJRXwxkidLD/HGKlDyeIcn5zZwXKIB9LUxRVPaMEVxgigtpJr6+nHxDhl200t5/obhcOCJcRYJb691VeSIvWRAEO1p6TmKWnehqBE9DpniQ/WbuaDiibUtffiy7PSFSYffwSLFsEmva60SZOgWD++1DJiPilBwO8+XIvvfGEKXvqkeqi7YXo8TAadTyHXwSrvEah6VdzHEnpwhTECqK3ktCR6+bIKDKSJQe1a+RkJ+P3X5yE9wYiZ6Qmadi6t1j7kpcRiw+4TMvOUEOq6s7xGYY9n7WbsDmDTO+eR4lKygmIA2L2+vQkWb4JNi8AaybBVS5IJW1cXory6FVERBP91Uy4ef+O0bGy+EKyw7UB9DgOleDiBg/fDCADeEvFYCWbeEr2Ea7ZY+7BxRYGm5D2tfSC0oHatvgEHTn3WidIdR/H22QZm0qEw9o8vtQAA5lmS8ZWCa7C3tAj5GfGKUNfvMjr1Pbu/AncWZsrm6+CFRqwqtGDNnz+VJatdavavN4O3JDktPR9GquOdw0Hx9tkGlGwvx+b9lWjtGRCVhdrYtDDcbpAsAvU51JrEyBk5+A5jmGhZhUpXchcaurwmerlfM8scLRb682RuYZkYNq4ogCXJ5PNzsa5VVpyHp/aeRVtPP0qX5GHjvrOYlhanWirEfT5yJsaiyzaoCHWtbOxiCoaCjASUFufC7gC2f1St6jz/n6/N82tF6213oGWlPFJF+NyVooOyy66EQj+KQJm6QinpkPtSnHCFMUy0bpuFlRwAr4le7tesbulFyfZyTRVcb5meKpotBBNOpF6napeXmnXcjwmCsLrFiqNX2mUmos0HKrB2UY5CQHmaj2xzDPoG7XjitlmobevBrvJatPX0Y3oaOwLJEKHHjPR4cb70OraQjIli13byJli8CTatAmskivBVt1oVzx4qwtSdQCnRUCmhzn0pQ3CFMUx8tddq+RL4ck134U8pULK9XHa+Fru8IYLIwlilu4KGTmVVWEGAuwsotbG3WPtw7mqX7L4//c9ZaO/pw+/er8Rjy2bgiTfPyMJoH3v9JLbde72oAPNS4phCMjUuSjV5sKqpW3VV6E2w+ZMlDSgVbyCESoxbwcPdh2sVfVJGWph6WnUHQomGSgl17ksZgiuMYeLrtlnLl0DrNVnC/5mVs2U1jwCncBGUjdqHv2RxjuoXQm08hVnJCgGlVsmVgCju+99vnMIzK2fj3huyERWpk+UUCCa79t5+ZCRGY9CRiLioCPxm1RxZf41Nd82BJTkGluQY2ZxakkxifkSSyYA7CzMxJSUO09PjxfIkwvshFWyC/6XBFQkVE+U0xSWbDIiJikCyKVL02/iieIcr5Nw7DLb19CPGoMeukoXoGYWqsyO16g6FEuqhUp0hFOAKY5ho3TazVmNqHzat12QJ/8/ae3DvDVmyled/L5uB9ATPdnkHHcqPEBRNq7UPORNjVX0jrK54/Xa7oshf6ZI8tFr7mPe19g3iN/srsOK6TGz7sEr2mixzNOrabfj6tk9k8+Ae2iqMQSpYLjZ2i8qClWXOEmwsIfijL02DjhA8vue07NlnZyZ4VbxJJgPOXe1EdKQOyTFRsrInvgpVVofBa5KiMYvRf30kGE+r7lDypYw2XGEMEy07Bl9XY1q34izh32+n2PJepWyX0dBpw2ftNkxKUhYLBJwf/hiDXiFY81JiMc9BfTINmGOisLO8RrZb2Fleg813z2Pet6atF/UdNuw5Xqfo6/3Ebfky85oglHaWLISnijYOB8XZ+k7YBhyqjnKWYGMJwWZrP7Z+UCU7tmH3CbywZr6q4gXALIcizVb3dSWu0xEsmZqKnAmxIdHhbjytukPFlxIKcIUxDNx3DfOz2X2o/VmNadmKs4R/v93BXFWnxBuRnmBU3S2kxBmw5s/lCsGYn5EghluqmW7SE4ywOyAKsseWzVCYZWamxzOjrl48VA1jpA7rl+ThP6alIrtkIRo6+5AcY1Ddlew/1yhLHnQXvpdbrKho7HKawlSaOLEEG0sIqkUj9fQPMhVgfJQeD92ci2lpccxs9bWLcmRBAL74O0LBPCMwnlbdoeJLCQW4wvATVujrE7flM0Nfh7saU3MusoT/9VnJAKBYVT/x5hm8sGY+LMkxMEQQmWmjo6cf1S09PjnahWdPMhkUJjA1s5E06urc1S4AwIrrMkEpsOOTakTqddj0znkxic+9gx8wlMAnjO/hXccwdX0Rrk2R17HaVe5MCuwbtGsWbCwhKDSBUuzIoiIUO6It98xFe88ANr17Cg8U5TDnU1BgrYwggHCKvBlvq+5QUtajCVcYfiLdNaQnGLGq0CKaT4yROjy9PB/zLImwJKubgbSsxryZs9xXPpYkE9p6+8V7Sf0SdupATasVT7x5BssKMkCIcwW97V+X8L1bpmkeo/TZWX27H951DHtLi7AwZ4LsPOFL19Bpw8Z952V/e+jmXGzYfQJrF+UoMsHdzTrbP6oWz7MNOHD2aqfMkZ0ab0RbTz+2f1SNe2/IUkRgbVxRwBRsLCGYbDLgO1+Ygl+/e0G2MyrbcQyGCCLLj6EU+PJLQ9VfWfNJqfP/SL3Oa5a5P9FWg4MOTZVzhwtfdY9PuMKQ4MuX1Fs11h/9/SRKFudgWlq8as8IX7q9qQkW1spnpiuvwd009ceDTkX2jRsn42f7zsmEcFtPn0I4b7lnLigFDl1sls2H9NnVTD4NnTZ02QaYgou5ktfJV+CAvOmRJTkaJkMEnnn7nKzGlDFShwsNXZiRHs9sQrRx33lkmaOx6a45qG3rQX5GAiL0BJdbrLAkmVDd2oPqVitiDBFIS4jC9LQ4vLBmPjptAzhZ14Hff1AFAFi7KAd6HTAlJQ5P7T0rjkGaH3PoYrM4djVlt7O8BpvumoOefrvqji7bHKO6SBA+E6zP6OCgA68dr8Ojr50Sz3vy9lm4fXZG0JQGX3WPL7jCcOGrY9pTNVZgyAEqrLb9XY35Y86aPDEWm+6ag3NXO1UVmbtt/RcrZ+N3759FyeIczJ2UiMkTYnCmvgtffu6gYj7cBT5rJW0bsGPNnz9lCi41U5q0vIZUaWz7sAoli3Pwcnkt05G8/aNq3HitWZZ9fcv0VOwsWYj6DhsmxEYhKoJgwO5QjOm5AxWobnH2+378KzPx+/+rRHVLL7LM0Vi/JA9tPc7d2rYPq/D08nyZsnB/L6TzIig7YT6TYwwYsDuwdFaa6LtQ29GpLRKmri/C+QZ1M9bp+g5RWQjnPfraKeSlxGL2pCSvnzUOxxu8lpQLLXWDpLBqCEkRzA+CQPG3Zo8/dXkEc8GcSYkeI3mkxy43W9HW048Z6fGIiYpAXXsvcz4uNVuhI8DTy/NhjNSJCWTSefjZ8nz8eM9pheA6Xd8hG9/e0iLsKFmAvaVFuCHHjKeX52PP8TqULpFf78nb8zE1NU40M5UszsEzKwuw7uZcbP/I2VNEOh9C3aVVWz/Cg385gq9v+xhtPYOiv0E6pmUFGeLvP9lzGt+7ZRrSE4yobunFcwcqsLNkoTjGeZZEtPX0q74X7p+Jtp5+sbfI7ElJKMw2i++9JcmkWiNMbZFQ0+r5M1rfwT7vakfgay95q5/GGZvwHYYLX1fyatVY3Ve+w40c8de5KDjFWatYd11ljNRhweRkXJ99PU7WdeDbO4+pOm3PXu3E914+jiSTAWXFecg2xyAlLgq7ShbC2m9HarwRl1u6Ud3Sqzi31dqnyLzONsegptWKwzVtyEw24rY5GdDpgF+snI3LzVYMOhzo6RtAU5cdz6ycjUg9gTFSj/9+45S4M3CfD5byL69uVXVCS3+vaOzC6oVZ2P5RNapbetE7YBd9MQ4H9fheaLXrCwpt0zvnRVNXYVaymNei5vMyGSKYvqmm7j5km2OQnhDNPC8tIbCRS7xUxviFKwwX/jimpTbceQ6KWdck4OzVTlxo6BJXvsONHBmOc1FN2RgiiPiswrHU+Ci8erQOWz+oQpLJgKmp7DIcFxqGCgVSCnzH7doLJpsVBQYBZxJee88gvvXXIRPXxhUFmBgXieNXOvHs/gokmQxY87lsbHpnyMH8/f+YCkohi8L6xcoCPLJ0Oi42daMgM1GRQKgWHqvmhJb+bncM1cna9mGV4v2fke70cfT0D8KSHCNztgvvlze7vlShSRsgCb4QtfctNT5KxTdVhU13zcEXpqbgydtnKXwYM9MTvH5WfGE8Je1x5PCe3i4C2f/Zvb/1aK66pI58k0GPfrsD/YMOnK7rQGefHToCFGQmIMYQgX9dbMHuw04/AatHxdPL89HYZUN3nx0psQY0W/tF89buw85CgntLi2BJMimcr7/72jx8669HFAL7T/dfj2+4/ArpCUY8uDgHLT39YshvltmEzfsrZDsWY6Szu5wxQo+d5TV4/v75ssiiq529+MafyxUK69vFU/DDv58Ux/TEbbOw5b0hH4awK6zvsKG0OBfZ5hhcl5WIQbszx2TQTvHo6ydlOxt/VtWHLjbjq3/4WHH8lQcXIjkmSpbb0tSt7IJ47mqnLJlQmBNh7k/Xd+Bqhw1prp4lgXZ4q41/R8kCRWQcJ/zgPb01EMj+z8GOHPEWzSX9e3qCEQRO+/aPJMKydEkedh+uRX2HDcZIHXaW3AA9Ae4sHIr4EiKUoiN1mJWRgMclZqCf/ucsvH7skkLYCia822dnIC8lVhRcVhs7Kqipayg57455mWL0loAx0lljSliJC+c5qLxirjSySDCXSXclqwotSIqJRMniHETodMiZEIOoSB023TkHh6tb0WGzi8rCGKnDlJQ4bP3gIho602XXeWzZDOz8pAYn6jr9XlWzdrNqZVDcFdLSmWmKc4U5EeZ+9qQkzJ7k05CGPf6xmrTHkcOd3hKC0UwmUAhOxk8vt2DPic9w6+aDsiZCgtNR2CnduvkgHt51HP84dRV/P1YnKgtgKDLqjnmZ4u8DdjvyMxOQlxKLtYtysG5JLlZcl4lXj9Sid8CBB/9yWFzl2wachQOlDuPNBypw7w1ZICCoauqGTkcwe1IS/mNWOvIzEmGnlOm8TzJFIsscDUA9RFfv9imVBhQIFXOl/SLqO2x48ZDTOb7xjnysXZSDneU1OFLTjpfLaxGhI/jeK8fxzRcP42vbPkZybBTePFGH+g4bsszR+PVdc1DVbMU3F1+LHZ/WyObtiTfP4MGbcpGeYBTDh32FFTDxxG35Cqc8K+hC6ptyn5OREtgj1TSKE3pwhREGSJXA++ebPQoWwb6cZDLgh7dOR++AHXkpcUgyGWTXlDp8jZHO4niLJk9ArDFSFNB7jtdh9cIsJBj1mhzG1yRG48xnHXjtWB3+VdmMwUHnOTWtVpyt78ATt82SCRlnCfNT+K+bckWlwRKE8yxJivNePVILY6SzYq4lySTWjhKo73CWZL/S3ottH1ahrHgKXi6vZebMPPraKWy+ey5eeXAhyoqn4Du7jmHTOxfw/VeOY1WhRSzcKLz+3NVO3DEvE8ZIHQbs1OcIIVaUWKSeqO4a3Bltgc0aP3d4jw+4SSoMkDoZPdVGyjbHoKmrD/91Uy7yUmLx831nRZMRq0e2MUInChtLkgl7Tnwms/ELiWY/W16gyWF8sakb0ZF62B3Ap9WtcFCKGyabcaSmHZvercC3v5CHZ1bOxoXGLrGLXn2HDY+/cRrPrJyN5JgIFGZdhyM1bXBQp8JavyQPWw5cEKOJZmcm4FKzFXcWZuI6SxIWZiejtr0HUCnhUZQ7AXfMzYCOOMNc1eavd8COibFG0SQkHBfMXlLntN3hTDQUenYIPhRfYJkutZp5QiHLmiftjU+4wggDhKif9AQjpqbGobQ4Fw4KmQ8iLd6ocNpLnbjP7q9AyeIcsWhfWXEe5mcn49b8dNFR+kOG2Wrtohx02PoVdZMeXzYTu4/U4KGbc12CPBHPvnsB31ycg4rGbjgocKSmDRF6IprDXvh3NR7+4hRmMyaiA9p77bLx/2x5Pv768WWUV3egvLoD6QlGREfqFXWrKKX45T/PKTKrf3rbLFxnSUJEhE4MiT1/tVM9Ya5Z2dVOahKTKtHv3jINP3Ml8QWiQquv4dNcYGuHt1cNHFxhhAGp8UZkmaOxqtAiVkCVCq8NS6fD7oAi1FG6OrYNOJCREI11S3JBKfDioWrMtSSKzuJzVztVheWpui68eaIOW1cXwuFwoHfAgb8frcHyeZNkNZoe/uIU9NsdYgSPMdJZJTfJZEB9h00UrsxcgTgjHn75mFgWHQB+s/8ClhVkoK69D3fMy2RWgBV6UFS39IpOer0OyE2Jw6/ePoepqbHoceWH3DI9FTPS45BljpEFAAiC+WpnL3NsCyabUVoM2B0Qo8cEZaHFd6BFYAVy18AF5BA8ZySwaPJhEELKtBzjBIdscwyeuC1fYXvffKACm++ei6Uz09DYxU48lPopatp6seVAJX77XqWYHS2Yu4Q8BSnGSB2mpcXj1SO1Yl/xaEMEfvrmGaxemCMqC+Fem965IKt6KziJ7yzMFK/5l49qFJnhT9w2C83dNqwqtGDbh1XYcqASfzxYhVWFFkyIicTqhVnY9mEVLqnsACJ0zmvVd9jw2/cqsXl/JT5r78Gyggycu9qFf11swZo/f4L3KxoxaKdIMkXixW/Mx1/WXo+31g/Z36P0esXYyorzEGvQ43PXTkBUhA4blk7HzvIaUVk8vTzfo+9A6n9iBSlICUTQhS/384dQyvDWMhZfKzhwPKN1h3EfgGfdjt3POMYJAjodUXWK9g7YPWYHC9VRH182E7//YMgOL1Rs/fhSC2wD7Mqwjy2bgd+/Xyn6PWwDDnTaBtDW04+jV9qZ42GVHZk8YSjjXGgt+tzdc9FhG0BNaw82vXMB/+/W6UyF+MKa+bjv+U8U15E+Y84EucDOMkcjzhiJ37w79Cw/XDoN1S09sj4dZcV5sA06rwsA5lgDYgx6Wen3GIMeCaZIxFHgf96XN6bSEWCexXPHu2AluantIvy9n5ZdSSit1rWOZTw1ehoJPCoMQshXAdwDYDIh5A3Jn+IAtARzYBw5nmLfHQ4q1neSmlo2rijANYlGLJicjM37z2NZQQYSjHrkZyaCUqcwS09wXldaGVavAxbnTcR3Xz6mSJirbOxW9JkQylTodcCU1DikJxhlzvUEY6RMCFMK1Lb1oK13AA7q7Imh9sVukTRRqmvvEZWa0Kd7UpIJia7QXMHBv2HpdIXQbOlRds4T/Do5E5y+AEtyDK5J6kaz1VkvKtagR05KLOo7nCaiLffMxbqXjuK37w01b7Ike45MCobA8iQs/bmfVuEbShneWsfCc0YCi7cdxr8B1AOYAOBXkuNdAE4Ea1DjGV+aJW26aw4IgL0n6/FZew+iDRHy1XGUHtdZnA2VMpOi0Wrtw2ftNlnF1l/dOUcUhADEEt5J0ZGKznlCpBUAsc/E1g8uKjLChde19fTj4S9OgV4P3DY7AxWNXThZ14ndR2qxar4FW/95XrabEYS+gDFSB4djKHqou8+OPcfr8KMvTUO0IQKPvX5KoRwNep1PnfMcFKIwlbZBbbX2oa7dhgdeKJfNt1o/cTXUkvSiI/WKsvFa8SQsU+J8F5BahW8orda1jmW8NXoKNh4VBqW0GkA1gBtGZjjjG1+aJU2MNeJSSze+tNlZm6m0OBeb3q1QCAqhPlHOxFhQCkXY6HdfPoY31y3CvrIiHKlpVziDBQFJQPDtncfEncPGfeeRnmDEs3fPwb1/kl/z2f0V2HZfIQx6HaINenTZBqHXAdckGFHZ2I3v/sdU/H/bDyt8Hb++a46sNtVjy2aguduGH31pGp7+xznsPlyLb30+BxPjjOLrhPM37D4hPmtVU7dCaKp2zjPoZcLbkmQC4HRws/Jd3lqvbAzlCXeBJZRNX7X1I7/NOmrCstXah/beAUWWuzcBqVX4htJqXetYQiEEeSyhyYdBCLkDwEYAKQCI6x+llMYHcWzjDl+aJVU1dYurf0B9BS390le3sp3GV9p6ZJFDAJBkMuCcKwQ12xwj5jFIaevpR0fvAPOa/YMOdPQOMtu4lhbnMs8ZsDvwh9XXoaGzDzVtPdhywOmc/84XpuDZu+fiZF0HcibG4pPL7MqzQtZ1i7VPEQbM6pz38BenOLslSoS30CPjK7MzmPdw7+7nDXeBFR2pF+/Heo+1oCYsI/U6rHvpKJJMBjHaTEecBRM9jVer8A2l1bovY+EhyIFDq9P7FwC+Qik9G8zBjEekJigdIWIIqkCSyYCmrj6FiYq1KvT2pY8xRDBfE6F3Jt0Jx9MTjIpGRZvuGjJdSY/FGyNVVu4R+NZfnTsP9zauapVj69p7QQjBo6+fkv3t1+9ewC9WzsYfD1Zhamqc6vkA8NqxOjgo8NHFJmxdfR0+udwGSiHrnDfzmjiYY6IQE6XHyt8fkgnvR187hbWLclTn0727nxakAkvalU/AV7OOmrAUuvgJ0WICN15rRvYE9WsLvTmkCpYlfENptT7csfDQY//QqjAauLIIPCwTlDQjOz3BiHtvyBKjhKTmC/dVodDIyJMpIjU+SvGasuI8/OCVE7irMFO8Hqt8hmCO2VdWhIbOPlj7B5GVHIMIPZjX7LMPFRt0z65mRWQJZdfP1XeJkUhxRj0yEk241GxFsikS+8qK0NE7iGfeVibpPXV7Ph559YTo+P7h0mnocVXjFe4sdO/bWbIQ+RmJYoSYFNuAMxTZUz9xaXc/XwmEWUdNWHrq4qeGt94crHuHymrd37GEUrRXuKGpvDkh5FkAaQBeA9AnHKeUvhq0kQ0TX8ubjxTycuMRKN1xhFm6e/P+SpQW56qWsWb1ff7VnbMxKSlabGTEqmJ74HwDTtR2ICMhGnUdvXi5vFamnJ7dX4EHinKw5YBzhSpt1FOUOwFdfQOKXUZMlA6Hq9tFZ3tBZgImm2PF9q7rluTijwflz5FljsZPb5uFhg7nynpOpjM89Ux9Bw5WNGPHp8ry6pvumoNZGXH4V2Urfv9/lVhWkAG9Dpg7KRG/fa8C5dUd4pilJjBpkuOqQouY7Dg1NU4co3DenYWZyEiIxpX2XnxwvhE3TUtBRkI0Wnv6YXdQ9NsdKJ6WivyMhGHlSXjr1y2UN2/s0r4C9kcQVjV149bNB5mfMXdBPFZW5b4883jEU3lzrQrjecZhSin9xnAHFyxCUWGwvtDS8h2CcJ55TRzMsVHoH7Rj9bZPFdcR+g7403tDOKeysQsl24/I/paeYMSjX54OBwW+/8pxRaMewRHdZRvAC/8eKgX+1voiEALZOADIyo1/6/M5Yv8MPXGaVX6z/4Kit8SlZiu+/NxBsYGR+5f6xTXz8bv3K7H8ukno7R9EtCECTZ02PPHW0Ab4oZtzmef+7+rrcPxKB/rtDuw5XocX1szHmfoupp9F2CllJkXjhX9fwpJpaQrl5e+KlNWjJNkUhUst3aIPwn0sWu+n9TMhvO5CQxdOfdYplpkRcO9t4YsyCnXFwvt5eCYQ/TB0AMoope2uCyZBHmbr6eZ6AOUA6iilywghyQB2AsgGcBnAXZTSNtdrfwhgLQA7gFJK6T9dx68D8GcA0QD2usYSNp2fhC9QU1efavmOV4/UKoTzxhUFzFBTwcTgz5ZcOIfVFa+tpx92Cvzq7XP42fJ8XGqxKkxTT7x5BiWLc8Q2pvUdNjR128TsZOkzC93pBux2tFgH8PQ/zskczv2DVLyu4PgVMtbVigR+eLEZ83PMYmkOACgrzpU9i9q5DR02UVmsKrSgubtPNO00dfWJpj/h9c/ur8Bf1s7HI1+aga9v+3hYjmr39yDbHINzV7tkIc5lxXmiOU7q8/Hlflo+E94WLiwzltbQ23Aw94RStFe4obW8eYGgLADAJeDnajy3DIDU//EIgP2U0jwA+12/gxAyA8DdAGYCWArgf1zKBgB+B6AEQJ7r31KN9x51pKUaDlayHZ56HZh+gw27T+CJ2/JlpSqGE5UiLaXQaetH6RJ5GYzSJXlo6bLhidvykWCKQEZCNHO8GYnR6Bu0494bsphfNOGZlz57EKu2foRPLrcpQlQ3vXNB7MchHBPML9IxSTFGOivFPru/Qiw3YozUIT8zAZvumoMsczQeujkXlqRolBXnysqSGyN1qG7tFUuO7CyvQaReJwpvaSMn6Zjev9CMDyqakGQy4KGbc7FuifNfksnALD2uFZYAfnZ/hWj+U3OMBwLWvYX+KGqfMU+ht96uHWqlOEa7PHw4o3mHQQhJkuwEkrWcSwjJBPBlAE8BeNh1+DYAN7l+fgHA+wA2uI7voJT2AbhECKkEMJ8QchlAPKX0kOuaLwK4HcA/NI59VHH/ArFWNsXTUlDfwf5CRuoJ9voQCaJmDnBf+ZUV5+K1Y3Vi+CWlzsJ6P/nPWSjZXo4HinJUcxeauvpAAaQlGLHtvkJYkkxwOCguNVtR3WpFbFQENu47K4uKUnMuS68rPN/PlhfgN/vPK5zOT94+C01dfXigKAcLc5KxOM/Z0jTbHAOHg2LA7pBF+kgTCIUVtHRX19NvF9+jisYu5rNSCpii9ExzVaROh6qmbr9MLmoCWFr7K1grYLV7F2TEi/4x9+fRuioPpeQ+NUIp2ivc0KowfgXg34SQVwBQAHfBqQS88RsAP4CzlIhAKqW0HgAopfWEkBTX8QwAH0leV+s6NuD62f24AkJICZw7EVgsFg3DCz7SL5BadFB+RiLijOwIl9R4o2azkydzgLvi2lVeqxCCG1cU4PE3nCGtuw/X4sHFOYoIqO98YQqMETqxlaoxUoffrJoDu4Piuy8PVdL93i1Tse3DS7ISIe7PppMIR2GFp9MRfHlWGhJNEaho6MIvVs5GTYsV09Pj0WrtE8fyx4POc+ZZksUaSu67mGf3V+B/7pmHwzXtorlF+Jte5xSCwnu0q5xdS2vLgUp8bYEFW1wVf6XXXndzLra8V4kt98zFZHOsTw5qNQGsI8DL5d4j3nzBfRGhlg2elxqn+jnTmvcQLuaeUIr2Cic0KQxK6YuEkHIAS+BM2ruDUnrG0zmEkGUAGimlhwkhN2m4DesbRj0cZ41zK4CtgNPpreGeQUf6BRLqNZUszsHcSYnIMsd4Lf2hJiRYOwlPdmbWys/uoPjNqjlIijEgNS4KTd19or+kvsOG339QhXtvyMK2+wrRau3HuavdcFAq67ttG3DgTH2nok7TM2+fx/dumYIn3zqnGvI7Iz0ON15rRkqcM8Na+jyfy5mA5BhnTsp1WUmoaOgSfSDCPTbuO4uMRCN6+u3oHVDpGd7dx3SAF2Yli3ObGm9EW0+/WEtLSHjr7B1w7vwGHcxr2wYdSDIZUNHQrYgc82azV3u/hTlJizfilhlpaOoefqlz90XElnvm+pyAp3VVHkrJfZzAo7kfhktBeFQSbnwOwH8SQm4FYAQQTwj5C4AGQki6a3eRDqDR9fpaANLW9ZkAPnMdz2QcDwvcv0CGCILCrGRE6v3vh6C2k0gyRcqqqQLOXY3UN2AbcKgm5s1Ij5OtDoXGS3tLi5AWH43vv3ICDxTlKISnmskpNd7Zf2PP8TrkpcbirfVFCgGYPSHW485o9iSnOc1dIaQnGLGq0CJmTbs7voEh85n7zmHjigIxz8DhoCAAtq6+Dlc7bGjq7sOu8itYvyQPOz6pxkM352JaWhzz2pTCbwe1p/dbmmR3bcrwVsCsRcS6l45iX1mRT6ZOYczeVuXc3DO20RRWO+ybOHcY33NFSf0SQAul9OeEkEcAJFNKf0AImQngJQDzAVwDp0M8j1JqJ4R8CmA9gI/hjJJ6jlK619M9QymsVtgNdPb2w9pvR5t1ANa+QbT19CM3NRZLpqb69IVSiyN/5cEbcLCiWWFr/9KsNFiSh/I21EJW31pfhPMNXao5AvtOX8X5q534X7fckLLiXMUxY6ROvM/GFQX48qx0RESwYyy0xMVfbu7Gq0frxPLpxgidzEzEyr148vZ8REUQROp1aOy0ITk2CtPT4sXSHkJeSkVDt+y8Z1fNQc6EWJxt6MTFxm68d64RX8pPV+R1bP+oGiuuyxRzVqSMRogma9f58aUWHkLK8YlAhNUGkp8D2EUIWQugBsCdAEApPU0I2QXnLmYQwEOUUrvrnG9hKKz2HwgTh7eAYHJ6+0wXLjVbZYLn4S9OQe5Eq8fSDe6oORZ7++2K1e6z+ytwywx58cILDV0q5hubx9Xh0plpzI51ySYDHv7iFGx654JCoArRXvkZCaorU2+OUoeD4kx9l6yT35O3z5KdU99hw4uHqvHLlbNxqdmK3JRYbJT0NH/itlm4ZVoqDAa9eE5NqxW2fmdPkQeKcrD7sNNVVtVsRdlOecjpP07Wi6ZEvU6Hx14/ifoOm2pggLfsai29J3zJZVDbpU1NZe+OQs2nwAkPRkRhUErfhzMaCpTSFgDFKq97CgxnOqW0HMCs4I0w+FxusTJt/ZveuYDZmYk+KQzBvCQ1P+kJ0N03yBS8Na1WmUMWUBdynswOgrkkM9GECbFRKK9uhd0B/Onfl/DdW6airDgPyTEG1LT2KpzMnqJkvDlKWWaVK609zDySc1e7ACjb1T72+ilMSY3F7ElJAJwC1r0672PLZiDWoEdVs1Ws6SWNqtq8vxI7ShZgfrYZz98/H41dNqTFGzE1Ld4n35O7YH96eT7mWRJhSWZHtGnxi6j5r/aVFXGfAidg8J7eI0RDp03V1t/TP+jxXPfVpiXJhC33zBVNKUIzIb2OMAXv0Svt2Lx/qOnPLdNTfRYi7mO4MceMzKRoNHbZsGJeBjITonG2oRNdtkE8/sZpTSta4Zqs6rLS8bB2ILvKaxUNo4Qw2hXXZTLn+WqHDfkZzntebrGiukWuGJ5484xoRpMmstkGnOGuakrVkhyj2WbPEuw/+vtJPLNyNiqburFkaqpfjYrUdmlXOz3vGkebUM8K58jhCmOESI03qpovPHVtU1ttTk+LE8tICA7sl00GZiFAoemRIHj2lhb5JEQ8rXilAmz2pCQ4HFSTMnK/ZpY5GltXFyJSTxSCg7UDaevpx9xJiaLjVugPIpRgZ81zeoLRY4azoBikuwqhu56OwK/y2e4CUdpBUMA24MCFxi5ER+qROzHWr1wGT7u0UA0hDYescI4crZnenGGSbY5BfmYCyorl2dW/unOO2FOaxaVm9mqz0ZWZLM0QF+z4JYtz8Pz9hXhhzXyx8q2AIHgEISKU9BBMIUImeFVTNxwuD7P7GIReGe+fb5S9DhiKktlbWoQdJQtE5eQuANxX0dUtvSjZXi7mnUhfn22Owa/ulGfmlhXn4WKzM2luYc4EXJviDB7YW1qEz0+ZgKeWyzPkn1qejwE7Vc1wFl4nxIBIdxVPL8/HHXMzfBZk0iz/r/7hY9y6+SA+a7chyxwte500g72hs0+W7S59jSe/QzhmL4dDVjhHDt9hjBBC+8/cibGYZ0lCT/8gLMkxXpvxqDU96rINwBipU5SRqO+wibb2iXFRiqZHnsxDaqs96RjSE4x4cHEOWnr6ceRKO47XtiM/M0EW6aVlRevrKjo5ZqgvOKUQM7ilkVTS+87NdCB3YgwaOvtgiNDh8TdOqTZFEhSDsNsQ5qkodwLumJshCl1fTScsgbhh9wlsXV2Iku3lil2OYJ7MNicHLU8ilAiHrHCOHK4wRhDBaeyLg1ut6ZFe70zAOlnboWqK8CWJypPdXDqGe2/IQs+AXRaxVFach9yJ2p5LMNHoCNvfwlJml1usOFTVgs37leGrasIlIkKH2ZOSFCG7rHvOSIvDprvmYOO+s2LxvY0rCnB9drLfTmhAXSBG6gl2fnMh9p9vhN0BWdE/wfHtj/AfCdNTIH0O4ZIVzhmCK4wQJzU+Co8tm4En3jwjW5H++I1T+NN985E7MVYR5iots6FV8KgJt4ZOG+KMEaJvJDPJhO+/clwRujvPkuRVYUgF75SUWDx391y09vQjIToSOkIwYHeAUufrpGMUAgZYwiU6Uq94vXAvoXy3EDLrqXHTE2+eEftruDcQ8scJ7Xzv2AJRELR1HTaFEhLMk6Hgd2AFW7x9tiFgPgeeFR5+cIUR4liSY3ChoVtWJNC9rLglOQZzJiV6VAre8jPVhNuAneKhl47gGzdORsliZ+tSfyK9gCHBm2Qy4MsF12D9jqOyXYpgZnIXQqnxRuw5XicT9lnmaGxYOh0HK5rR2TuIG3LMYmIga0fwnS9MgYNSEAI8s3I2YqL0YmkWAMiZEKs6f/6aTjwJxJE2IXkqSqmlWKWw69r0znmfFacaIzkHPBorMHCFMQr48uHV6QiunRiLUpdwFZBu3dVWo76YUljCbeOKAjz2+klUt/Ti9x9U4Y55mYjUs01JniK9BATBe8e8TPz63QuKXYoQlfTwrmMwr5mPiXHOSrTZ5hhsWDodG/edxS9WzsbV9h7EGCMVY/1KwTViIUL3HcGv370gdjJ0F9wAxPljvTdqynRirGfTiTeBOFK7CLXPwS3TU1V3DGr+F+E9Ehiuz2GkzGg8Gisw8CipEYYVObPv9FVZpJE7kyf4FwGjZko5WdeuuJ97dNO+siJkJBrxX5/PxXNfnYv7bszCq0dq8ZM9Z/D4V2YqxuIp0ktAELxq/R6E+le2AQcOVjaLcwM4s8yfv38+DHqCDptdNNEJr9+w+4QYXaO2I3BIIqAe3nUMNa1WWVTY4KCD+d5YkkyK+S8rzsOllm6P75swr+7RaCON2ufgdH2HapSS2hzq3SRGOPgceDRW4OA7jBHGH3u4v1t3tS/9/nONqGu3KVZYgnBj9QsvK87Dg4tz8Kd/X0J7Tz+z4i4L6Yo9Jc7o0VEvmM2En4W5ke42AOBMfadHE5HajkBqlksyGRSZ3ltXFzLfm50lCzE9Lc6ZyW4ywBQVgbr2Hjzx5hnkTAid/Aa1nava50CtB4t7sUoBY6Szyq9wPJA+h2CajHg0VuDgCmOE8ffD68/WXe1Lb3fAo5JS6wZXsjhHNA1tWDodn5+SIr6e9UVnmQJ+decc3DEvQ+GoF3wY7uGtwm7jjwerRDPK9RKhJX2ulDij0wFOoJoFLnBnYab4d+E+5dWtzPfm/NUuTEqOho4QPL7ntCz4oNXaFxJCx5PZRe1zkJ6gHqWk5n+5Mcfsc5Xb4Yw9EEqDR2MFDm6SGmH8ScryF1YyV+mSPLx6pFZUUiw8mXQidATP3z9fVsFWzbzGSjr87svH0NDZh3mWRLy5bhGev78Q278xH0V5E/D08lkoWZwjq0PlvtuoaevBDTlmbFxRoDCLWZJMYmvYX/7zPEoW52DLPXPx5rpFyEuNlWWBT0mJUzyjEIklxRipQ2NXHw5VtSr8LpsPVCDS3UYzSngyu6gl9c1MT1A1daolYEZE6AJuYgu2ySgckxpDFb7DGGFGMpRQ+NJnlCzE/nPKmH81JeWpG1xuytAup6qpW9W8lm2OwdXOXjxQ5Iys2n24VjSBXGqy4t4/faJYRTr7Xjhkgt19tyHsxL5ScA3yMxJkK12p4BESGI2RzjLpQha48HrKCNPdc7wOj39lJn4i2UWUFefBFKlH7yC7QZPQ5nW08bZzVTNpjrRTnmV68hTSLTzbcMxU4ZjUGKpwhRFAtNhh3T+8E2ON0OuAjy+1BCXcT6cjyM9IRF27MuZfTUmxlFpZcR7yUmNl56h90VutfTh3Vd5XQxD8bT39MEVFMH030rmpbrHi6JV2xW7DU2SY2niqJe/J/Oyhxknuz3j39RbY+geZGeW/XDlbNaciFPAWyaUm/Ecy38PXEuwDdiomXQ7XTBUKeS1jAa4wAoQvdlhPzmWtXwpfQ3N9WWEJr5+6vgg1rVbERkUg2qBHl21QNHHodERVSEXqdcyaTSWLcxAdqUdtW4943N13I50b992Gt52Y2njcq/UK8yudEwKCb+88ptoQ6VKzNaB9tgONmpK/1NLttfzMSOFLCXYhpNuX4BBO8OEKI0D4E/3kbwaxP05CX1dYOh3BtSmxmDxBXampmdd6+tnmm8zEaPT22/H7D6oAKH037krwlumpPjlY1YSme7VeYX6lc1LV5LnS7aDDgRnXJDDbzIYCOh3BjPQ4r/W2RhNfSrC3WIf6y0tfyyObRheuMAKEP9FP/kZM+ato/EHtXlPXF4EQYGKcATtLFqKn3y7udC63WJlCd1KyCY+8ekL0oUhX6FpLqHvaWantGljVeoVrSq/3h9WFeHb/eUX5EPcGR1r7bLNKa9S09QQt21jw27gTTCHry07X1xLsPLIp9OAKI0D4E7rnb7jfSMaVq93r7NVOfO/l4zITQoTeKSiERDd34X99VrLYqc59ha5FCWrZWantGgSk86tW/iIrORqfy5UrQV8FO+vaT94+C88dqBDbxgY623ikw0d93en6EvDB60yFJoR6KzIUphQWFtLy8vIRu58/ZiJ/48/dK7ACEKOB/FEYnlaJavcSymxIjwnd6oR8iZq2Hs3mpEMXm/HVP3ysOL6jZAEW5kzw67ml8yt0JZySEofp6fGYPMG5EwrkPEpRG6u0tEag7iUw0iUw/PkcCp81rY27tL6WEzgIIYcppYWsv/EdRoDwJ3TP33A/tdWXJcmEqqZun0we3oRMtjkGW+6ZixO1HXBQZ+/wKalxePKts7Lr2AaGutUJXf188ZloWR37urMS5ndGWZEiq3vTXXMwMc4QtJ2a2lgtydFYtyRXDDMO5K5wpMNH/dnp+uJL45FNoQdXGAHE1w+4v+UQWILB39LTWkxB/YNU1v/iqeX5WHNjFp7/tzLBTrhGq7UPgPYYei0mCH9NLh29A4qsbqHkhz/X0/K+qY21prVX7Bm+s7wm4OaikRSy4ZpBzSvX+g83SY0SgTYf+Gum8mYK8mSSio7Ui5E40t7YWeZoPPzFqdiw+4RPz+bNBOHrnAmvP3e1k+kM/ts3F6CtZ0Dhw7gm0QhzTBRTkHgbg1QYDdopHnVV+5XmoghO/62rC7Eod0LYCSvhGVusffis3ebz+zya8Mq13uEmqRAk0JFO/jrCva0SPZUJeXZ/BV5YMx99gw489vpJURA+cVu+2ILUl2fztjpWM7kAYJrihDl+oChHNenu+qxk7CxZiPoOGxKiI/Grt8+hvLpDVZB4et9YeTUbVxQgzqjH4eoOWRKibcDZeS/chJS7wM0yR2Pr6kJE6klYrNZHMsJwLMIVxigR6Egnf80D3kxBniq/2gYcoKBYlDtBFv0UzCgud6XiacUojEOt0x7LjFe6JA917X2o77Bh476zyEg0yqKlPD0bAGYPiZ0lC7HtwyqmwgoltJhq3AVudUsvSraXh0yuhzd45drhwRXGKBFo+6+/YYjeHKWs6wqmlVCIofe0YhTmuL7Dhu0fVWPtohzodUDxtBTkZyQyz918wNnI6dUjtVhVaMGqrR/J5lOtjIUnRdnTbw/5EFFPTZakuSMt1r6wFrjh6ncJFbjCGCUCHWc+nAgZT6YgaZmQs1c7caGhS6wJFQox9J5WjPOzzeI46jtsYshvfkaixz4RhAB3zMsUdyTCcbUyFtJnUzN9LZhsDunidyzluXHfWQzYHTIfxcYVBcgyR8uysMNJ4PL8juHBnd6jSLjFmY9mDL2aucSTsz/bHIPqFis+6+hFV98grkmIxoy0eLH39+Xmbrx6tE7sxLf7cC3aevrFnQjLUb6jZAHmZ5uZzxbODlVW8MNDN+cyTWlbVxeKPqpwekaBcPvejTTc6T0KaK1cO5KVQlnj8TZO1t+9JWVpea2nMbFe52s9K0uSCQfON6CioVtRMFDo5XGmvksWLlxWnIesZBP0eh2iI3Uey1gIK9KGThsoBfQ6Z2mOGelxmutN+RPeGayQUJapRq8DcwcWqScBb6I0kvD8Dv/hO4wgEIiVZiCFiSf7tLvTVxpW6ktuh78hr1pe7y1kmLVivNxixWvH6kSF4H4eAOY1y4rzsHHfeWSZo/Hg4lz85M3TTGXDamErhBhrDSEeqcoAWmBd+w+rC/FNSbSb+7xzxiaedhih0S5sjDHcDmLCl1etk52v56iN53R9BzOq5/3zzbh180H8u6pF83P4+sy+vN5bZJKwYpR2gWvotMFB2Svkxi6b6jWtroZI1S29+P0HlfjFytlYtyQXL6yZLwpmtRa2d8zL1Pxe+/MZCWZnOsFXJe2wd0OOmXeq48jgJqkgMNzQvUCXSlcbj9ABz/24UOJDrcc16zl8fWatr3c4KAbtlGkeInD6MNQyrfXEc7SWWrgwAKQnGLGsIAO9fYPQEyA1Pkq8h9rY44x6PHRzLggBmrr7PO4Kh1PdOD3BiDvmZYK4Lh2ovuIsUw3vVMeRwhVGEBhu6F6gS6WrjSc9QT3HAhjqca3lOXx9Zq2vv9xixaOvn1TkUTy2bAa+vfOYaAKakR6H+o4hU1y2OQb5mQkemx6p9c5ITzBi9cIs2f2mpsWL5c1ZY88yRyPOGInfvOs8548Hqzyai/ytbpxljsaqQotsbHkpsZjnoEER5CNh7+elOsIHbpIKAsNtOi8IEylahInaOWrjmZmeoDheuiQPrx6pBeDscb1xRYGm5/D1mbW+vqHThuqWXjGPYt2SXKxdlIMu24C4Q3p41zG8erROZooDgCVTU/GlWWl4Yc18PH9/Id5aXyQKcHcTzFvri5CXGou2nn7VkFrB9MMa+yNLp+OJN88ozjlZ145DF5tR1dQtMylKr5GeYERpcS6eWTkblELV9JhtjsETt+UrxrZh94mAmKWCicNBUdXUrZgLf8yvnNGDO72DxHBC94LhEFUbj3R1N2CneExS+2jLPXORnRyDmrYexERFIDUuSlxlB+KZtbxeS5lwAFi3JFdsrWqM1OGFNfMxMY5dD8rbeC40dOHBvxxR/P1v31yAG66doBj7xFgjalqtWPNn5eettDiX2R5WuEZNq5VZSVctsODTy604WNkMAGLFW0BeBj7U8PTZDGaJeY5/8LDaUWA4W/lglEpXG497iOjmu+dhwG7HhNgonKnvwrItH8rDVZPVd0m+PrOW13truwrIzWiAc9V9sLLZq1lILQy4yzbINBdF6nVwuEw/0rE7HBSftfcyz7E7hsbk7ofS6QgcFMxKuu7+KpbQFTLu23r6FbvPkTTzeLuXP/61cMkcH29whRGi+KNw/DlHbfWXZIoKiSJt7opwYqwRl1rk/bfVFIinMXta9fbb7QqfSemSPBypbkVjVx+zIKGan0XY9QBsQahVYF5qZpcxKVmcg2lp8TJT3kgmEGq5lz/+tXDJHB9vcB/GOEdt9VfdamV+yatbrEyb/EhAKUAIcFNeCtP3ACj9MIJgcreh17Sqh6iaY6Kws7xG5jPZWV6DDpudGcaq5mexuvwsAixBqMVf5XBQnK3vZL4fcyclaq6oGww/h5Z7+eNf46G7oUnQdhiEkEkAXgSQBsABYCul9FlCSDKAnQCyAVwGcBeltM11zg8BrAVgB1BKKf2n6/h1AP4MIBrAXgBldKw6X/zEXxOE2uovxhDBXPkdvdKuapMPBp5WsMIKfPKEGOwrK0Jdey9q23rR3N0nG3NavFFxjaeX5yPJZJAJdEG5zM82Y8PS6UzzD2v1Ly1yKG2/+muXIGRFaAlYkkx48vZZePS1U+Lrnrx9FixJJvE1l1usqGjsYr4fWYz3ORR6vkvv5al+00h3CeQMj2CapAYBfJdSeoQQEgfgMCHkHQD3A9hPKf05IeQRAI8A2EAImQHgbgAzAVwD4F1CyBRKqR3A7wCUAPgIToWxFMA/gjj2sGI4Jgg1k4CDUkVIqtT0M1ImKrUV7NT1Rbg2Zei+Z+q7FAJ+Z3kNNiydDrtDWXb8R38/yexLLpT+uGV6Kp6//3ocqmqB3QFZ4yP3XUK2OQZP3p6PR187Kbv/796vxLb7CqHXEVVBWNPWg+dcFXIJce6injtQgXmWJHFeGzpt2FWuLNH+9PJ85kp8OGYeXxceWu7lr3+NE3oETWFQSusB1Lt+7iKEnAWQAeA2ADe5XvYCgPcBbHAd30Ep7QNwiRBSCWA+IeQygHhK6SEAIIS8COB2cIUBwPkFP1nX7re/gbX627iiAI+8egL9g1QUZNNS4/DU3rPMFXkwv+hqK9izVzsxeYJTWLKef/OBCjyzcjYMEQSNXexrTJGUKnffAdS09eCRV08och42rihQCGmdjuA6SyJKFufAQZ1CX3BGp8VHyxQb6/mqW3plEV8AZPOaGm9EW0+/aPIiBNARYJ4lkSnM/a3I6s/CQ+u9QkEp8HyP4TMiTm9CSDaAuQA+BpDqUiaglNYTQlJcL8uAcwchUOs6NuD62f046z4lcO5EYLFYAvgEoYm0Bam/JgjW6q/F2ieWrxYE2boluaKfQGAknJNqK9gLDV2YnhaP8w1dqs9/rqELfzxYhZ0lNzCvEW+MEIW8jgCGiCHh4e6XEFb/GYlGZtFGS5IJ09LiFYJTUGq+Pp90XqVC+bfvDZkD1SLW/DXzeKswoCZww8GkFM6VhEOJoCsMQkgsgN0Avk0p7SRE9c1h/YF6OK48SOlWAFsBZx6G76MNL7y1INUqzLU0QNpzvA6/WTUHZ+o74aCAngD5mQlBd05mm2Pw9PJ8WZ5C6ZI87DtVjwWTk3HuaifyUthNjYRIqQG7soHRY8tm4LHXTyn6OuwsWYj8jERVv8SKeRmqwmfmNXF4Yc189PQPwpIcg8kTvAtOLSt0qVBu6LTBZNCj3+7A5RarqnD2Z0XvyR/Baj8rFbijvXvwBm/NGhiCqjAIIZFwKou/UkpfdR1uIISku3YX6QAaXcdrAUySnJ4J4DPX8UzG8XGPtxak/gpzqRBLMhlwZ2EmpqbGwWSIwOvH6sTEvk13zQnsAzHQ6QjmuZl79p2qx5fy07H2BWcl1SxzNB5fNlNWWVbaFTA5JgrzLMmYVlqE6hYrjl5pR5dtQKYsAKcQ2X+uEXXtNtwyPVVVkKsJH8EnonV3ITyflhW6kC9z7moX1vz506Cskj3tdrz1Mg+WqSdQZiSe7xEYghklRQBsA3CWUrpJ8qc3ANwH4Oeu/1+XHH+JELIJTqd3HoBPKKV2QkgXIWQhnCatewE8F6xx+8No2Ua9tSCVZhT7Mj5BiM0oK1JkIQuCuL7DNmIrNEtyjMzcU1qcKzrjgaHKspvunI2eATtqWnsUXQGFVXBDpw2b91di3ZJc1US7h3cdw97SIlVBriZ8hChjX1evWlfowV4le9rtfHyphfnMrdY+nLvaFRRTj78VD1ifdZ7vERiCucP4HIDVAE4SQo65jv0ITkWxixCyFkANgDsBgFJ6mhCyC8AZOCOsHnJFSAHAtzAUVvsPhJDDezRto9IvOKsFqb/jE750TV19iixkoef1b9+rHNEV2tTUOPzP1+YhJioCPX2DCuFV3dKLcw1dKMhMwNxJGbjxWjNztS4U8DNG6PCLlQXQgaCq2Qq7w4EJsVHo7hvEA0U5YrVZliBXEz7u2eaBnptgr5I97XbUnjlSrwuaEvNVQfrTaIvne/hGMKOkPgTb/wAAxSrnPAXgKcbxcgCzAje6wDGatlEt5ozhfOkeKMphCijBDTUSKzS1xj4s4SXdWQmRSULCnrDizEyIxvoleXjuQIUiAurHX5mJHZ/WoLql12NZEa3lSgI9NyOxSlbb7agJ3J5+e9CUmK8K0ttnPRyc88NhJCwdvDTIMBkN26gvrVC9OTLdr+P+pVNbSQshpi1WZ5JcsL58LCHw6Osn8bPl+fihW8E+6c4KYCubrasL8ehrp7B2UY6i6uuP95yW7Z7UFKuWciXS1WugvsijuUpWW5xcbrEGTYn5qiC9fRfDwTnvLyNl6eAKY5iMtG3U1w+G2vhY2c+b7pqDiXEG8bUsZ7rQwnXB5GRZZVtfi/y5C3a1v7OEQHVLL5q6bNi6uhCReqIqhFnKRmgKJTSJkiLdPQm/qyl+d+EzeUIMs8+1L++Xt3ka7RBWlsBlKbGnl+dDRyAWavQXXxXkePZTjJSlgyuMYTLSqz5fPxhq42NlPz+86xh2liwUv3SCM71kcQ7mTkpElqsx0eUWK27ddlDTGDz1E69u7UFNqxWEEDz+ximm8lETAh02O0q2l3ssg81SNkJTKOE6nvwQww1NBtTfrwxX+K6vvqZQWyULSmzq+iKcvdqJCw1d+OU/z4sBB7dMT0VNW49fuytfFWQwlVeoM1KWDq4whslIr/p8/WCojU8t6qWnX56z0NbTj2lp8fj8lBRN1Ue1CMyN+85i0O7AD3af8Bp9pZaHIdR1anWZxKQJdIKAMhkikGWOloXPCk2hNr1zXrF7+vFXZqKztx/rluQGLM9Eba6E8F1PfcJDOU/AfTek1wHfe/m47Fk37juLAbuzwZO/ZhJfFKQ35TWWk/RGanfFFUYAGMlVnz8fDNb4PF0nPcHoMQHNlzG0WPvETGnAaeZaVpAhKgvAc/SVTkcwJTUWz6ycjQuNXbK6TlnmaNS12/D1bZ+IAunJ22fhuQMV4m7F/fcNS6fjlumpyM9IwOWWbvxi5WxcbrZCR4ABuwOb3pXnsgwXtbkSdniCQtCihD2ZrEa6/4WWYo7LCjJEZSE8T7CVoE5HQIhSeYWy8g0EI2Xp4AojSATrCxyoD4badS61dGPdS0dlx9wT0LSOwdlYyBnuK90dOCj1KfqqyzaIp/aeVfTZ/vF/zsK3/nJY7hB3ObQFxfPoa6ews2Qhegfsst2fIDiEbm8P3ZyLLe+dDbhwY80Vq/KtNyXsyWQFYERDu1m7IVYxR72O7ScarfpjYzlJb6QsHVxhBIFgRiwE6oPBuo5eB+w+UocHinIAOHcDLKGpdQyXW6yKFebmAxV4/v7rPUZfuSsfteJ78KJ4hN97B+zM9qVSYa7mBNeywve0OBDmKqNkIfafa1StfOtNCXsyWQFsf1SwVtRqAtm9mOP1Wcmj4oQer87vkbB0cIURBIJtjw7UB0N6HYeD4rVjddj6QZViJcxamWkZg5pgidATZm2niXFReGt9kcIE5qn43nAc19Iy5gN2Zwa5gw71ytaywr9leirePtvgcXGg0xHkZySirt2mqhC8KWFPq2ahZhbrb8EQHmoCeXpavCxSzJJkGpUwYJ6kFzy4wggC4bglvtRsZWZ1lyzO8XtlpiZYzDFRuM6SjKnri1DTaoXJEIHU+ChYktUL6bGEKQCFYBB8FsK9vAmK2vYeHLvSLuv7Ie2l4W2Fv7NkoabFgZZdmScl7G3VPJIrajWBLCh66fhHIwx4tMOPxzJcYQSBcNsSe2oBOiU1zu+VmaduckI2tqdeEVKE4nuAUyEDTsHlLhgsSSbMsyRpFhQNnX2yulSConxxzXwUZid7XeHXd2hfHAxnZ+ht1TySK2pfBPJohQGHWvjxWIErjCAQblviyy1W1Lb1qJoZ/F2ZaekmpxWHg+LA+QacqO2QlVdfMjVVIRh8ERTWfmVdKtuAA9b+QU2RYekJI7M48CakfS1/HojxcIE8/uAKIwj4uyUeraq3LdY+REfqFS1Zn16e77VEt7csbW/d5LRS02pFRUO3zMdSVpyH3ImxyJ6g7VqssWap+EHcmxOpLQJmpieM2OLAk5B2L38ulKWfkhKH6enxmnpzjBa8E174wBVGkPB1BTaaVW8Neh1+tu8ckkwGWRTSlNRYj/f2NuZAmuZYpqNn9zt3K1oUhientZo9XoqnRUCo2MsFP0uSyaAIQQ7VxDXeCS+80I32ADhO1Jyql1usQb+3UHFU6C635UAlNu+vRJdtcFhjFlbl0lIc7kX5qpq6cehiM6qauuFwqDdJVDMd9fR7HqO3sda09WDpzDTsLS3CjpIFYh8MT/b4hTkTxKRCT8dHGsHPcse8TEVhxUB+lnx537wxmp97ju/wHUaIMJqRVWo7gdR4zzsBLdVBhdV3i7UPBASt1j6crOvA9NQ4vHu+UZEtPM+SyIyWUjMdEULw6eUWmGOiPK7svY3VX3t8KJlThPdRS06JvwR6RxCOEYXjGb7DCBGELzsApCcY8dDNuSgtzkV0ZMSwVnBa8LYT0DJmAXeTk05HYEkyobqlB1/f9jFKth/Bqq2H8K+qZma28KtH67Dv9FXFM0+eEIONKwpkYyxdkofH3ziF988349bNB5nn+TJWXxGE562bD+Krf/jY6xiEcwK1OndHeB/1BAF/VoFA7wiC8b5wggdXGCGC8GXPMkdj9cIsbPuwCpv3V2LV1kNehdBwEXYCWswyrDF7UzSn6zvE0FrAKWSOXmlnriwdFEwBpNMRXJNoxNpFOVi3JBdrF+Vg+0fVqG7pFVfUngSXv0rRE74KT38UjC8I7+PyuRl4enl+QJ9VwNOOwB+C8b5wggc3SYUIYgmJRCNWbf1oxMo8SO/vq1lGq8OXlasglBlnZWmrmSTMMVFiXSr3cwD/qvYOx3wU6I5wgUCnI8ieEAtLcgzmTEoMuCM+0DlGoRQ0wPEO32GEEDod8djyMhTR4vBNT4hWmB32HK/Dz9xWwaVL8vDqkVpVAcRajQrnCL9rqdobKOe0mjllYqzvHeECTTAc8Q4HhY7Ap92LFhNcqAQNcLzDdxghRrhliashdQanxEbhlysL8P1XhvoirF+Shy/PSkdBZqLYu2D7R9Vi7wKWAJKuRhs6bRiwUzz2+kmx7tNImzLUentfaulm5j2E83srdXYnmQwoWZyDKalxmJ6mnuPBQ2bHHoTS4DpUR4vCwkJaXl4+2sPwmbHwJWM9w6/udPpn6tp6kZZgxMz0BERE6MTXX26x+myS8Pe8QHK5uRuvHq2Dgzoz2V89Uou2nn5mJ0BP2eqh/t5WNXWLpeAFjJE6jx0P/TmHM/oQQg5TSgtZf+M7jBAjHG267qGllCrLbX/35WPYW1qE/5iVrjjf3zIToVCeor7DJusBIaDmx+gfpLJs9UA0aRoJ/Al/5SGzYw+uMEKQUBCEWmHtJp5ZOXvcCAotZiZBoTZ19YVVG1Ypnp5TLRclnE1wHDbc6c0ZFqzIn4rGrnETW68lm10IpT1Y2RxWAQ1SWM+5cUUBMhOiVUOFecjs2IPvMDjDgmV22FVei6eX54v9NcayoPBmQnRXqOG64haaTW1dXYjy6lbYHcCmd84jyWTwuGsKN/MqxzNcYXCGBcvs0NbTj3mWRFn3tbEsKDyZEKUKdffhWpQuyVMUBfRVkY5WOZKath6UbC+Xvdfl1a1ey8OEi3mV4x2uMDjDQq3st1AParwLCqlCre+wYftH1ShZnIO5kxKRZY7xWdgPJ4puuIqGtZtUS8AMh10Tx3e4whhnBHp1Go5RXSOJu0Jt6+nHtLR4fH5Kil9z5G+2eCDCtVm7yT3H67BxRQE27D4x5s2PHK4wxhXByvHgZgd1Aq1Q/Q1VDURZEtZucsPS6bhleiryMxL4gmEcwBXGOGIkahlxlARSofobqhqInAhPyo8vGMYHPKx2HDGStYw4wSGYpei1wOs+jW/4DmMcwROpwh9/TVxqwQnc18DxBV5LahwxFupUcfwnFGpvcUIfT7WkuMIYZ3ChweFwPMGLD3JEuIOSw+H4C3d6czgcDkcTYaMwCCFLCSHnCSGVhJBHRns8HA5HHS2d9jjhR1iYpAghegC/BfBFALUAPiWEvEEpPTO6I+NwOO7w4IqxS7jsMOYDqKSUVlFK+wHsAHDbKI+Jw+EwUEsQvdxiHeWRcYZLuCiMDABXJL/Xuo7JIISUEELKCSHlTU1NIzY4DoczBE8QHbuEi8Jg7WMVRlFK6VZKaSGltHDixIkjMCwOh+NOoLLKOaFHuCiMWgCTJL9nAvhslMbC4XA8wDvtjV3CwukN4FMAeYSQyQDqANwN4J7RHRKHw2HBS96PXcJCYVBKBwkh6wD8E4AewJ8opadHeVgcDkcFniA6NgkLhQEAlNK9APaO9jg4HA5nvBIuPgwOh8PhjDJcYXA4HA5HE1xhcDgcDkcTXGFwOBwORxNjth8GIaQJgBVA82iPxU8mgI99pAnXcQN87KPFWBx7FqWUmfk8ZhUGABBCytUagYQ6fOwjT7iOG+BjHy3G29i5SYrD4XA4muAKg8PhcDiaGOsKY+toD2AY8LGPPOE6boCPfbQYV2Mf0z4MDofD4QSOsb7D4HA4HE6A4AqDw+FwOJoYkwqDELKUEHKeEFJJCHlktMfjC4SQy4SQk4SQY4SQ8tEejycIIX8ihDQSQk5JjiUTQt4hhFS4/k8azTGqoTL2HxNC6lxzf4wQcutojlENQsgkQsh7hJCzhJDThJAy1/GQnnsP4w75eSeEGAkhnxBCjrvG/hPX8ZCec8Dj2H2e9zHnwyCE6AFcAPBFOBsvfQrgq5TSM6M6MI0QQi4DKKSUhnwyECFkMYBuAC9SSme5jv0CQCul9OcuZZ1EKd0wmuNkoTL2HwPoppQ+M5pj8wYhJB1AOqX0CCEkDsBhALcDuB8hPPcexn0XQnzeCSEEQAyltJsQEgngQwBlAO5ACM854HHsS+HjvI/FHcZ8AJWU0ipKaT+AHQBuG+UxjUkopR8AaHU7fBuAF1w/vwCnQAg5VMYeFlBK6ymlR1w/dwE4C2eP+5Ceew/jDnmok27Xr5GufxQhPueAx7H7zFhUGBkArkh+r0WYfChdUABvE0IOE0JKRnswfpBKKa0HnAICQMooj8dX1hFCTrhMViFnXnCHEJINYC6AjxFGc+82biAM5p0QoieEHAPQCOAdSmnYzLnK2AEf530sKgxWH8hwsrt9jlI6D8CXADzkMp1wRobfAbgWwBwA9QB+Naqj8QIhJBbAbgDfppR2jvZ4tMIYd1jMO6XUTimdAyATwHxCyKxRHpJmVMbu87yPRYVRC2CS5PdMAJ+N0lh8hlL6mev/RgB/h9PEFk40uGzVgs26cZTHoxlKaYPri+UA8AeE8Ny7bNG7AfyVUvqq63DIzz1r3OE07wBAKW0H8D6cPoCQn3Mp0rH7M+9jUWF8CiCPEDKZEGIAcDeAN0Z5TJoghMS4nIEghMQAuAXAKc9nhRxvALjP9fN9AF4fxbH4hPDFd7EcITr3LifmNgBnKaWbJH8K6blXG3c4zDshZCIhJNH1czSALwA4hxCfc0B97P7M+5iLkgIAV3jYbwDoAfyJUvrU6I5IG4SQHDh3FYCz3/pLoTx2QsjfANwEZ5nkBgCPA3gNwC4AFgA1AO6klIacc1ll7DfBuT2nAC4D+P8E+3QoQQhZBOAggJMAHK7DP4LTHxCyc+9h3F9FiM87IaQATqe2Hs6F9i5K6U8JIWaE8JwDHse+HT7O+5hUGBwOh8MJPGPRJMXhcDicIMAVBofD4XA0wRUGh8PhcDTBFQaHw+FwNMEVBofD4XA0wRUGh6MRQsheIZ5d4+uziaQa7khCCOn2/ioOxzciRnsAHE64QCkNubLbHM5IwncYHI4LQsgPCCGlrp9/TQg54Pq5mBDyF+LsVTLBtXM4Swj5g6u/wNuuDFoQQq5z9R04BOAhybVnunoSHHMVe8tzXeccIeQF17FXCCEmyXX+z1WE8p+S8hPXEkL2uY4fJIRMcx2fTAg5RAj5lBDyxAhPHWecwBUGhzPEBwCKXD8XAoh11T4SMpSl5AH4LaV0JoB2ACtcx58HUEopvcHt9Q8CeNZVAK4QzppnADAVwFZKaQGATgD/5brncwBWUkqvA/AnAELG/1YA613Hvwfgf1zHnwXwO0rp9QCu+vf4HI5nuMLgcIY4DOA6Vz2vPgCH4BTuRVAqjEuU0mOS87IJIQkAEiml/+c6vl3y+kMAfkQI2QAgi1La6zp+hVL6L9fPf4FTOU0FMAvAO66S1I8CyHRVeb0RwMuu4/8LQKgH9DkAf2Pcl8MJGNyHweG4oJQOEGfHwzUA/g3gBICb4SwBfdbt5X2Sn+0AouEsrc+stUMpfYkQ8jGALwP4JyHkAQBVjNdT13VOu+9SCCHxANpduxTmbTw9H4czXPgOg8OR8wGcpp4P4NxVPAjgGNVQdM1VOrrDVWQPAL4m/M1VWLKKUroZzgqnBa4/WQghgmL4KpztM88DmCgcJ4REEkJmunpHXCKE3Ok6Tgghs13n/gvOysyy+3I4gYQrDA5HzkE4zTyHKKUNAGxQmqM8sQbAb11O717J8VUATrlMSdMAvOg6fhbAfYSQEwCS4fRD9ANYCWAjIeQ4gGNwmqIApzJY6zp+GkPth8vgbLj1KYAEH8bL4WiGV6vlcEYJ4mxT+ialNGw6t3HGN3yHweFwOBxN8B0Gh8PhcDTBdxgcDofD0QRXGBwOh8PRBFcYHA6Hw9EEVxgcDofD0QRXGBwOh8PRxP8PETgvXVyCqncAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in Num_Cols:\n",
    "    sns.scatterplot(df[i],df[\"cnt\"])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "00a1fa06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SpC7DQpLUZVhIkroMC0lSl2EhSeoyLKQJak/2lRa9JfE3uKWlKskfA1+rqr9sx3uAM8CvAqeB25h7/Lu0qPmlPGmEkmwEPl5VP5PkGuAk8AFgP3BrVT0/yf6khfLOQhqhqnohyStJ3gasAb4AvAIcMSi0lBgW0uh9FHg/8KPAY6323xPrRvoeuMAtjd6TzP35z59l7qGM0pLjnYU0YlX17SSfBL5RVa8lw/6mlLS4ucAtjVhb2P48cHdVnZx0P9L3wmkoaYSSbAFmgEMGhZYy7ywkSV3eWUiSugwLSVKXYSFJ6jIsJEldhoUkqev/AaJVv+tvbwqBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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E+Epb3jFvuw8xdzhqb1WdfPHTlhbPq6GkpbED+OskPwh8CXj7mVasqiNJ3sPcHVOPAJ8F1rS33wP8Q5KvAJ8BNg5suo+5w08egtLYeddZaYVoV1L9RVW9truytMTcs5BWgCS3AjfzvSuipLFyz0KS1OUJbklSl7GQJHUZC0lSl7GQJHUZC0lS1/8DCtt1C3GnVxcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in Cat_Cols:\n",
    "    sns.barplot(df[i],df[\"cnt\"],ci = None)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "03fcf880",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df[[\"temp\", \"atemp\", \"hum\", \"windspeed\", \"cnt\"]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "ebaef043",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## HeatMap\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.heatmap(df.corr(),annot = True, cmap= \"copper_r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "58c30ef0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# yr, Temp & Atemp is most correlated to target Col."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb9caf33",
   "metadata": {},
   "source": [
    "## Pre - Processing Steps🪴"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbf453ec",
   "metadata": {},
   "source": [
    "### Dummy Variable Creation 👬"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "fd523e2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['season', 'yr', 'mnth', 'holiday', 'weekday', 'workingday', 'weathersit']"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cat_Cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "0d4afd46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "season         4\n",
       "yr             2\n",
       "mnth          12\n",
       "holiday        2\n",
       "weekday        7\n",
       "workingday     2\n",
       "weathersit     3\n",
       "dtype: int64"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[Cat_Cols].nunique() # We will create dummy variables for only those cols who have more than 2 unique values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "fd4b29ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "dum = pd.get_dummies(df[[\"season\", \"mnth\", \"weekday\", \"weathersit\"]],drop_first=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "id": "6499b94c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['season_Spring', 'season_Summer', 'season_Winter', 'mnth_August',\n",
       "       'mnth_December', 'mnth_February', 'mnth_January', 'mnth_July',\n",
       "       'mnth_June', 'mnth_March', 'mnth_May', 'mnth_November', 'mnth_October',\n",
       "       'mnth_September', 'weekday_Monday', 'weekday_Saturday',\n",
       "       'weekday_Sunday', 'weekday_Thursday', 'weekday_Tuesday',\n",
       "       'weekday_Wednesday', 'weathersit_Light Snow', 'weathersit_Mist'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dum.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "id": "970d4da9",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.concat([df,dum],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "c4181b8f",
   "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>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>...</th>\n",
       "      <th>mnth_October</th>\n",
       "      <th>mnth_September</th>\n",
       "      <th>weekday_Monday</th>\n",
       "      <th>weekday_Saturday</th>\n",
       "      <th>weekday_Sunday</th>\n",
       "      <th>weekday_Thursday</th>\n",
       "      <th>weekday_Tuesday</th>\n",
       "      <th>weekday_Wednesday</th>\n",
       "      <th>weathersit_Light Snow</th>\n",
       "      <th>weathersit_Mist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Spring</td>\n",
       "      <td>0</td>\n",
       "      <td>January</td>\n",
       "      <td>0</td>\n",
       "      <td>Monday</td>\n",
       "      <td>1</td>\n",
       "      <td>Mist</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>18.18125</td>\n",
       "      <td>80.5833</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Spring</td>\n",
       "      <td>0</td>\n",
       "      <td>January</td>\n",
       "      <td>0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1</td>\n",
       "      <td>Mist</td>\n",
       "      <td>14.902598</td>\n",
       "      <td>17.68695</td>\n",
       "      <td>69.6087</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Spring</td>\n",
       "      <td>0</td>\n",
       "      <td>January</td>\n",
       "      <td>0</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>1</td>\n",
       "      <td>Clear</td>\n",
       "      <td>8.050924</td>\n",
       "      <td>9.47025</td>\n",
       "      <td>43.7273</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Spring</td>\n",
       "      <td>0</td>\n",
       "      <td>January</td>\n",
       "      <td>0</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>1</td>\n",
       "      <td>Clear</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>10.60610</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Spring</td>\n",
       "      <td>0</td>\n",
       "      <td>January</td>\n",
       "      <td>0</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1</td>\n",
       "      <td>Clear</td>\n",
       "      <td>9.305237</td>\n",
       "      <td>11.46350</td>\n",
       "      <td>43.6957</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   season  yr     mnth  holiday    weekday  workingday weathersit       temp  \\\n",
       "0  Spring   0  January        0     Monday           1       Mist  14.110847   \n",
       "1  Spring   0  January        0    Tuesday           1       Mist  14.902598   \n",
       "2  Spring   0  January        0  Wednesday           1      Clear   8.050924   \n",
       "3  Spring   0  January        0   Thursday           1      Clear   8.200000   \n",
       "4  Spring   0  January        0     Friday           1      Clear   9.305237   \n",
       "\n",
       "      atemp      hum  ...  mnth_October  mnth_September  weekday_Monday  \\\n",
       "0  18.18125  80.5833  ...             0               0               1   \n",
       "1  17.68695  69.6087  ...             0               0               0   \n",
       "2   9.47025  43.7273  ...             0               0               0   \n",
       "3  10.60610  59.0435  ...             0               0               0   \n",
       "4  11.46350  43.6957  ...             0               0               0   \n",
       "\n",
       "   weekday_Saturday  weekday_Sunday  weekday_Thursday  weekday_Tuesday  \\\n",
       "0                 0               0                 0                0   \n",
       "1                 0               0                 0                1   \n",
       "2                 0               0                 0                0   \n",
       "3                 0               0                 1                0   \n",
       "4                 0               0                 0                0   \n",
       "\n",
       "   weekday_Wednesday  weathersit_Light Snow  weathersit_Mist  \n",
       "0                  0                      0                1  \n",
       "1                  0                      0                1  \n",
       "2                  1                      0                0  \n",
       "3                  0                      0                0  \n",
       "4                  0                      0                0  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "9288a921",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop([\"season\", \"mnth\", \"weekday\", \"weathersit\"],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "id": "491ffae7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 730 entries, 0 to 729\n",
      "Data columns (total 30 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
      " 0   yr                     730 non-null    int64  \n",
      " 1   holiday                730 non-null    int64  \n",
      " 2   workingday             730 non-null    int64  \n",
      " 3   temp                   730 non-null    float64\n",
      " 4   atemp                  730 non-null    float64\n",
      " 5   hum                    730 non-null    float64\n",
      " 6   windspeed              730 non-null    float64\n",
      " 7   cnt                    730 non-null    int64  \n",
      " 8   season_Spring          730 non-null    uint8  \n",
      " 9   season_Summer          730 non-null    uint8  \n",
      " 10  season_Winter          730 non-null    uint8  \n",
      " 11  mnth_August            730 non-null    uint8  \n",
      " 12  mnth_December          730 non-null    uint8  \n",
      " 13  mnth_February          730 non-null    uint8  \n",
      " 14  mnth_January           730 non-null    uint8  \n",
      " 15  mnth_July              730 non-null    uint8  \n",
      " 16  mnth_June              730 non-null    uint8  \n",
      " 17  mnth_March             730 non-null    uint8  \n",
      " 18  mnth_May               730 non-null    uint8  \n",
      " 19  mnth_November          730 non-null    uint8  \n",
      " 20  mnth_October           730 non-null    uint8  \n",
      " 21  mnth_September         730 non-null    uint8  \n",
      " 22  weekday_Monday         730 non-null    uint8  \n",
      " 23  weekday_Saturday       730 non-null    uint8  \n",
      " 24  weekday_Sunday         730 non-null    uint8  \n",
      " 25  weekday_Thursday       730 non-null    uint8  \n",
      " 26  weekday_Tuesday        730 non-null    uint8  \n",
      " 27  weekday_Wednesday      730 non-null    uint8  \n",
      " 28  weathersit_Light Snow  730 non-null    uint8  \n",
      " 29  weathersit_Mist        730 non-null    uint8  \n",
      "dtypes: float64(4), int64(4), uint8(22)\n",
      "memory usage: 61.4 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "id": "204493c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(730, 30)"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape # After dummy creation, we have 30 cols"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35546d9d",
   "metadata": {},
   "source": [
    "## Data Preparation🚶‍♂️"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "e805a078",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.drop([\"cnt\"],axis=1)\n",
    "y = data[\"cnt\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "405818fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split  # Splitting data into Train & Test data in the ratio of 8:2\n",
    "xtrain,xtest,ytrain,ytest =  train_test_split(X,y,test_size=0.2, random_state=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "19af3af5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((584, 29), (146, 29), (584,), (146,))"
      ]
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain.shape,xtest.shape,ytrain.shape,ytest.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbdb1d21",
   "metadata": {},
   "source": [
    "## Scaling ⚖️"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "d38fdc7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "xtrain=(xtrain-xtrain.mean())/xtrain.std()\n",
    "xtest=(xtest-xtest.mean())/xtest.std()\n",
    "# z=(x-xmean)/std"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb7447b8",
   "metadata": {},
   "source": [
    "## Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d52b322b",
   "metadata": {},
   "source": [
    "### Feature Selection using RFE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "id": "dc0db76d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing RFE and LinearRegression\n",
    "from sklearn.feature_selection import RFE\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "id": "3976134c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Running RFE with the output number of the variable equal to 10\n",
    "lm = LinearRegression()\n",
    "lm.fit(xtrain,ytrain)\n",
    "\n",
    "rfe = RFE(lm,n_features_to_select=10) #running RFE\n",
    "rfe = rfe.fit(xtrain,ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "b77673e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('yr', True),\n",
       " ('holiday', False),\n",
       " ('workingday', False),\n",
       " ('temp', True),\n",
       " ('atemp', False),\n",
       " ('hum', True),\n",
       " ('windspeed', True),\n",
       " ('season_Spring', True),\n",
       " ('season_Summer', True),\n",
       " ('season_Winter', True),\n",
       " ('mnth_August', False),\n",
       " ('mnth_December', False),\n",
       " ('mnth_February', False),\n",
       " ('mnth_January', False),\n",
       " ('mnth_July', False),\n",
       " ('mnth_June', False),\n",
       " ('mnth_March', False),\n",
       " ('mnth_May', False),\n",
       " ('mnth_November', False),\n",
       " ('mnth_October', False),\n",
       " ('mnth_September', True),\n",
       " ('weekday_Monday', False),\n",
       " ('weekday_Saturday', False),\n",
       " ('weekday_Sunday', False),\n",
       " ('weekday_Thursday', False),\n",
       " ('weekday_Tuesday', False),\n",
       " ('weekday_Wednesday', False),\n",
       " ('weathersit_Light Snow', True),\n",
       " ('weathersit_Mist', True)]"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(zip(xtrain.columns,rfe.support_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "38664c94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['yr', 'temp', 'hum', 'windspeed', 'season_Spring', 'season_Summer',\n",
       "       'season_Winter', 'mnth_September', 'weathersit_Light Snow',\n",
       "       'weathersit_Mist'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfe_cols = xtrain.columns[rfe.support_] #Top 10 cols selected by RFE\n",
    "rfe_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "8da73856",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['holiday', 'workingday', 'atemp', 'mnth_August', 'mnth_December',\n",
       "       'mnth_February', 'mnth_January', 'mnth_July', 'mnth_June', 'mnth_March',\n",
       "       'mnth_May', 'mnth_November', 'mnth_October', 'weekday_Monday',\n",
       "       'weekday_Saturday', 'weekday_Sunday', 'weekday_Thursday',\n",
       "       'weekday_Tuesday', 'weekday_Wednesday'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain.columns[~rfe.support_] # These cols not chosen by RFE."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9535a5c8",
   "metadata": {},
   "source": [
    "## Building Model using statsmodel, for the detailed statistics 😎"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "id": "62da04aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating X_test dataframe with RFE selected variables\n",
    "xtrain = xtrain[rfe_cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "28119ac0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adding a constant variable \n",
    "import statsmodels.api as sm\n",
    "\n",
    "xtrain = sm.add_constant(xtrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "860e8905",
   "metadata": {},
   "outputs": [],
   "source": [
    "lm = sm.OLS(ytrain,xtrain).fit() # Running the Linear Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "b0f753a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>           <td>cnt</td>       <th>  R-squared:         </th> <td>   0.836</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.833</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   292.7</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Sun, 07 Aug 2022</td> <th>  Prob (F-statistic):</th> <td>9.93e-218</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>22:25:44</td>     <th>  Log-Likelihood:    </th> <td> -4726.5</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   584</td>      <th>  AIC:               </th> <td>   9475.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   573</td>      <th>  BIC:               </th> <td>   9523.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    10</td>      <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "            <td></td>               <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>                 <td> 4505.2671</td> <td>   33.079</td> <td>  136.196</td> <td> 0.000</td> <td> 4440.296</td> <td> 4570.239</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>yr</th>                    <td>  981.3706</td> <td>   33.612</td> <td>   29.197</td> <td> 0.000</td> <td>  915.352</td> <td> 1047.389</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>temp</th>                  <td> 1036.9628</td> <td>   61.613</td> <td>   16.830</td> <td> 0.000</td> <td>  915.947</td> <td> 1157.979</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>hum</th>                   <td> -203.4023</td> <td>   45.873</td> <td>   -4.434</td> <td> 0.000</td> <td> -293.502</td> <td> -113.302</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>windspeed</th>             <td> -259.9366</td> <td>   36.115</td> <td>   -7.197</td> <td> 0.000</td> <td> -330.871</td> <td> -189.002</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>season_Spring</th>         <td> -187.2796</td> <td>   73.315</td> <td>   -2.554</td> <td> 0.011</td> <td> -331.278</td> <td>  -43.281</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>season_Summer</th>         <td>  269.2963</td> <td>   49.401</td> <td>    5.451</td> <td> 0.000</td> <td>  172.267</td> <td>  366.326</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>season_Winter</th>         <td>  432.7633</td> <td>   58.821</td> <td>    7.357</td> <td> 0.000</td> <td>  317.232</td> <td>  548.294</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>mnth_September</th>        <td>  210.3696</td> <td>   35.831</td> <td>    5.871</td> <td> 0.000</td> <td>  139.993</td> <td>  280.746</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>weathersit_Light Snow</th> <td> -341.3494</td> <td>   36.837</td> <td>   -9.267</td> <td> 0.000</td> <td> -413.701</td> <td> -268.998</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>weathersit_Mist</th>       <td> -205.7383</td> <td>   41.674</td> <td>   -4.937</td> <td> 0.000</td> <td> -287.591</td> <td> -123.886</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>96.588</td> <th>  Durbin-Watson:     </th> <td>   2.025</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td> 241.608</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.850</td> <th>  Prob(JB):          </th> <td>3.43e-53</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 5.653</td> <th>  Cond. No.          </th> <td>    4.78</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                    cnt   R-squared:                       0.836\n",
       "Model:                            OLS   Adj. R-squared:                  0.833\n",
       "Method:                 Least Squares   F-statistic:                     292.7\n",
       "Date:                Sun, 07 Aug 2022   Prob (F-statistic):          9.93e-218\n",
       "Time:                        22:25:44   Log-Likelihood:                -4726.5\n",
       "No. Observations:                 584   AIC:                             9475.\n",
       "Df Residuals:                     573   BIC:                             9523.\n",
       "Df Model:                          10                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=========================================================================================\n",
       "                            coef    std err          t      P>|t|      [0.025      0.975]\n",
       "-----------------------------------------------------------------------------------------\n",
       "const                  4505.2671     33.079    136.196      0.000    4440.296    4570.239\n",
       "yr                      981.3706     33.612     29.197      0.000     915.352    1047.389\n",
       "temp                   1036.9628     61.613     16.830      0.000     915.947    1157.979\n",
       "hum                    -203.4023     45.873     -4.434      0.000    -293.502    -113.302\n",
       "windspeed              -259.9366     36.115     -7.197      0.000    -330.871    -189.002\n",
       "season_Spring          -187.2796     73.315     -2.554      0.011    -331.278     -43.281\n",
       "season_Summer           269.2963     49.401      5.451      0.000     172.267     366.326\n",
       "season_Winter           432.7633     58.821      7.357      0.000     317.232     548.294\n",
       "mnth_September          210.3696     35.831      5.871      0.000     139.993     280.746\n",
       "weathersit_Light Snow  -341.3494     36.837     -9.267      0.000    -413.701    -268.998\n",
       "weathersit_Mist        -205.7383     41.674     -4.937      0.000    -287.591    -123.886\n",
       "==============================================================================\n",
       "Omnibus:                       96.588   Durbin-Watson:                   2.025\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              241.608\n",
       "Skew:                          -0.850   Prob(JB):                     3.43e-53\n",
       "Kurtosis:                       5.653   Cond. No.                         4.78\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 269,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm.summary()  # 😅 Our 1st model is looking fantastic, but we stil have to see multi-collinearity in cols using VIF\n",
    "\n",
    "## Columns elimination standard\n",
    " # Vif < 5\n",
    " # P-value < 0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "ab6b192a",
   "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>Feature</th>\n",
       "      <th>VIF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>season_Spring</td>\n",
       "      <td>4.903736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>temp</td>\n",
       "      <td>3.463339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>season_Winter</td>\n",
       "      <td>3.156521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>season_Summer</td>\n",
       "      <td>2.226473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hum</td>\n",
       "      <td>1.919813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>weathersit_Mist</td>\n",
       "      <td>1.584426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>weathersit_Light Snow</td>\n",
       "      <td>1.237953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>windspeed</td>\n",
       "      <td>1.189952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>mnth_September</td>\n",
       "      <td>1.171280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>yr</td>\n",
       "      <td>1.030723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>const</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Feature       VIF\n",
       "5           season_Spring  4.903736\n",
       "2                    temp  3.463339\n",
       "7           season_Winter  3.156521\n",
       "6           season_Summer  2.226473\n",
       "3                     hum  1.919813\n",
       "10        weathersit_Mist  1.584426\n",
       "9   weathersit_Light Snow  1.237953\n",
       "4               windspeed  1.189952\n",
       "8          mnth_September  1.171280\n",
       "1                      yr  1.030723\n",
       "0                   const  1.000000"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the VIFs for the new model\n",
    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
    "\n",
    "\n",
    "vif = pd.DataFrame()\n",
    "vif[\"Feature\"] = xtrain.columns\n",
    "\n",
    "vif[\"VIF\"] = [variance_inflation_factor(xtrain.values,i) for i in range(len(xtrain.columns))]\n",
    "vif.sort_values(\"VIF\", ascending=False)\n",
    "\n",
    "## VIF looks good too"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3828a799",
   "metadata": {},
   "source": [
    "## Residual Analysis of the train data\n",
    "\n",
    "So, now to check if the error terms are also normally distributed (which is infact, one of the major assumptions of linear regression), let us plot the histogram of the error terms and see what it looks like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "13f0f33d",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train_predicted = lm.predict(xtrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "bd43d6d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing the required libraries for plots.\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "id": "c548b475",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Errors')"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the histogram of the error terms\n",
    "fig = plt.figure()\n",
    "sns.distplot((ytrain - y_train_predicted), bins = 20)\n",
    "fig.suptitle('Error Terms', fontsize = 20)                  # Plot heading \n",
    "plt.xlabel('Errors', fontsize = 18)                         # X-label"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bff3c400",
   "metadata": {},
   "source": [
    "## Model Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "id": "7a7e7c1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now let's use our model to make predictions.\n",
    "\n",
    "# Creating X_test_new dataframe by dropping variables from X_test\n",
    "X_train_New = xtrain.drop([\"const\"], axis = 1)\n",
    "X_test_new = xtest[X_train_New.columns]\n",
    "\n",
    "# adding a constant variable \n",
    "X_test_new = sm.add_constant(X_test_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "f73b51b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Making Predictions\n",
    "\n",
    "y_pred = lm.predict(X_test_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "d14088e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting y_test and y_pred to understand the spread.\n",
    "fig = plt.figure()\n",
    "plt.scatter(ytest,y_pred)\n",
    "fig.suptitle(\"y_test vs y_pred\", fontsize = 20)\n",
    "plt.xlabel(\"y_test\",fontsize = 18)\n",
    "plt.xlabel(\"y_pred\",fontsize = 16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "9bc464ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7910800123915146"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score\n",
    "r2_score(ytest,y_pred) # Cool"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}