Retail Analysis with Walmart Data.ipynb

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       "      <th></th>\n",
       "      <th>Store</th>\n",
       "      <th>Date</th>\n",
       "      <th>Weekly_Sales</th>\n",
       "      <th>Holiday_Flag</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Fuel_Price</th>\n",
       "      <th>CPI</th>\n",
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      "text/plain": [
       "      Store        Date  Weekly_Sales  Holiday_Flag  Temperature  Fuel_Price  \\\n",
       "0         1  05-02-2010    1643690.90             0        42.31       2.572   \n",
       "1         1  12-02-2010    1641957.44             1        38.51       2.548   \n",
       "2         1  19-02-2010    1611968.17             0        39.93       2.514   \n",
       "3         1  26-02-2010    1409727.59             0        46.63       2.561   \n",
       "4         1  05-03-2010    1554806.68             0        46.50       2.625   \n",
       "...     ...         ...           ...           ...          ...         ...   \n",
       "6430     45  28-09-2012     713173.95             0        64.88       3.997   \n",
       "6431     45  05-10-2012     733455.07             0        64.89       3.985   \n",
       "6432     45  12-10-2012     734464.36             0        54.47       4.000   \n",
       "6433     45  19-10-2012     718125.53             0        56.47       3.969   \n",
       "6434     45  26-10-2012     760281.43             0        58.85       3.882   \n",
       "\n",
       "             CPI  Unemployment  \n",
       "0     211.096358         8.106  \n",
       "1     211.242170         8.106  \n",
       "2     211.289143         8.106  \n",
       "3     211.319643         8.106  \n",
       "4     211.350143         8.106  \n",
       "...          ...           ...  \n",
       "6430  192.013558         8.684  \n",
       "6431  192.170412         8.667  \n",
       "6432  192.327265         8.667  \n",
       "6433  192.330854         8.667  \n",
       "6434  192.308899         8.667  \n",
       "\n",
       "[6435 rows x 8 columns]"
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   ],
   "source": [
    "# Load dataset\n",
    "data = pd.read_csv('Walmart_Store_sales.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import necessary libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import dates\n",
    "from datetime import datetime\n",
    "from sklearn import datasets\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the Walmart Store Sales dataset\n",
    "df = pd.read_csv('Walmart_Store_sales.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 6435 entries, 0 to 6434\n",
      "Data columns (total 8 columns):\n",
      " #   Column        Non-Null Count  Dtype         \n",
      "---  ------        --------------  -----         \n",
      " 0   Store         6435 non-null   int64         \n",
      " 1   Date          6435 non-null   datetime64[ns]\n",
      " 2   Weekly_Sales  6435 non-null   float64       \n",
      " 3   Holiday_Flag  6435 non-null   int64         \n",
      " 4   Temperature   6435 non-null   float64       \n",
      " 5   Fuel_Price    6435 non-null   float64       \n",
      " 6   CPI           6435 non-null   float64       \n",
      " 7   Unemployment  6435 non-null   float64       \n",
      "dtypes: datetime64[ns](1), float64(5), int64(2)\n",
      "memory usage: 402.3 KB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_29372\\1038261186.py:2: UserWarning: Parsing dates in DD/MM/YYYY format when dayfirst=False (the default) was specified. This may lead to inconsistently parsed dates! Specify a format to ensure consistent parsing.\n",
      "  df['Date'] = pd.to_datetime(df['Date'])\n"
     ]
    }
   ],
   "source": [
    "# Convert date to datetime format and show dataset information\n",
    "df['Date'] = pd.to_datetime(df['Date'])\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Store           0\n",
       "Date            0\n",
       "Weekly_Sales    0\n",
       "Holiday_Flag    0\n",
       "Temperature     0\n",
       "Fuel_Price      0\n",
       "CPI             0\n",
       "Unemployment    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
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   ],
   "source": [
    "# checking for missing values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
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       "<p>6435 rows × 11 columns</p>\n",
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      "text/plain": [
       "      Store       Date  Weekly_Sales  Holiday_Flag  Temperature  Fuel_Price  \\\n",
       "0         1 2010-05-02    1643690.90             0        42.31       2.572   \n",
       "1         1 2010-12-02    1641957.44             1        38.51       2.548   \n",
       "2         1 2010-02-19    1611968.17             0        39.93       2.514   \n",
       "3         1 2010-02-26    1409727.59             0        46.63       2.561   \n",
       "4         1 2010-05-03    1554806.68             0        46.50       2.625   \n",
       "...     ...        ...           ...           ...          ...         ...   \n",
       "6430     45 2012-09-28     713173.95             0        64.88       3.997   \n",
       "6431     45 2012-05-10     733455.07             0        64.89       3.985   \n",
       "6432     45 2012-12-10     734464.36             0        54.47       4.000   \n",
       "6433     45 2012-10-19     718125.53             0        56.47       3.969   \n",
       "6434     45 2012-10-26     760281.43             0        58.85       3.882   \n",
       "\n",
       "             CPI  Unemployment  Day  Month  Year  \n",
       "0     211.096358         8.106    2      5  2010  \n",
       "1     211.242170         8.106    2     12  2010  \n",
       "2     211.289143         8.106   19      2  2010  \n",
       "3     211.319643         8.106   26      2  2010  \n",
       "4     211.350143         8.106    3      5  2010  \n",
       "...          ...           ...  ...    ...   ...  \n",
       "6430  192.013558         8.684   28      9  2012  \n",
       "6431  192.170412         8.667   10      5  2012  \n",
       "6432  192.327265         8.667   10     12  2012  \n",
       "6433  192.330854         8.667   19     10  2012  \n",
       "6434  192.308899         8.667   26     10  2012  \n",
       "\n",
       "[6435 rows x 11 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Splitting Date and create new columns (Day, Month, and Year)\n",
    "df[\"Day\"]= pd.DatetimeIndex(df['Date']).day\n",
    "df['Month'] = pd.DatetimeIndex(df['Date']).month\n",
    "df['Year'] = pd.DatetimeIndex(df['Date']).year\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q1: Which store has minimum and maximum sales?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,7))\n",
    "\n",
    "# Sum Weekly_Sales for each store, then sortded by total sales\n",
    "total_sales_for_each_store = df.groupby('Store')['Weekly_Sales'].sum().sort_values() \n",
    "total_sales_for_each_store_array = np.array(total_sales_for_each_store) # convert to array\n",
    "\n",
    "# Assigning a specific color for the stores have the lowest and highest sales\n",
    "clrs = ['lightsteelblue' if ((x < max(total_sales_for_each_store_array)) and (x > min(total_sales_for_each_store_array))) else 'midnightblue' for x in total_sales_for_each_store_array]\n",
    "\n",
    "\n",
    "ax = total_sales_for_each_store.plot(kind='bar',color=clrs);\n",
    "\n",
    "# store have minimum sales\n",
    "p = ax.patches[0]\n",
    "print(type(p.get_height()))\n",
    "ax.annotate(\"The store has minimum sales is 33 with {0:.2f} $\".format((p.get_height())), xy=(p.get_x(), p.get_height()), xycoords='data',\n",
    "            xytext=(0.17, 0.32), textcoords='axes fraction',\n",
    "            arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3\"),\n",
    "            horizontalalignment='center', verticalalignment='center')\n",
    "\n",
    "\n",
    "# store have maximum sales \n",
    "p = ax.patches[44]\n",
    "ax.annotate(\"The store has maximum sales is 20 with {0:.2f} $\".format((p.get_height())), xy=(p.get_x(), p.get_height()), xycoords='data',\n",
    "            xytext=(0.82, 0.98), textcoords='axes fraction',\n",
    "            arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3\"),\n",
    "            horizontalalignment='center', verticalalignment='center')\n",
    "\n",
    "\n",
    "# plot properties\n",
    "plt.xticks(rotation=0)\n",
    "plt.ticklabel_format(useOffset=False, style='plain', axis='y')\n",
    "plt.title('Total sales for each store')\n",
    "plt.xlabel('Store')\n",
    "plt.ylabel('Total Sales');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q2: Which store has maximum standard deviation i.e., the sales vary a lot. Also, find out the coefficient of mean to standard deviation?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The store has maximum standard deviation is 14 with 317570 $\n"
     ]
    }
   ],
   "source": [
    "# Which store has maximum standard deviation\n",
    "data_std = pd.DataFrame(df.groupby('Store')['Weekly_Sales'].std().sort_values(ascending=False))\n",
    "print(\"The store has maximum standard deviation is \"+str(data_std.head(1).index[0])+\" with {0:.0f} $\".format(data_std.head(1).Weekly_Sales[data_std.head(1).index[0]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_29372\\2046815993.py:3: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df[df['Store'] == data_std.head(1).index[0]]['Weekly_Sales'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of store has maximum standard deviation\n",
    "plt.figure(figsize=(15,7))\n",
    "sns.distplot(df[df['Store'] == data_std.head(1).index[0]]['Weekly_Sales'])\n",
    "plt.title('The Sales Distribution of Store #'+ str(data_std.head(1).index[0]));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>Coefficient of mean to standard deviation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.100292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.123424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.115021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.127083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.118668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.135823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.197305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.116953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.126895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.159133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.122262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.137925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.132514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.157137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.193384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.165181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.125521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.162845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.132680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.130903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.170292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.156783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.179721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.123637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.159860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.110111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.135155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.137330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.183742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.052008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.090161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.118310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.092868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.108225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.229681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.162579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.042084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.110875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.149908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.123430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.148177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.090335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.064104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.081793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.165613</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Coefficient of mean to standard deviation\n",
       "Store                                           \n",
       "1                                       0.100292\n",
       "2                                       0.123424\n",
       "3                                       0.115021\n",
       "4                                       0.127083\n",
       "5                                       0.118668\n",
       "6                                       0.135823\n",
       "7                                       0.197305\n",
       "8                                       0.116953\n",
       "9                                       0.126895\n",
       "10                                      0.159133\n",
       "11                                      0.122262\n",
       "12                                      0.137925\n",
       "13                                      0.132514\n",
       "14                                      0.157137\n",
       "15                                      0.193384\n",
       "16                                      0.165181\n",
       "17                                      0.125521\n",
       "18                                      0.162845\n",
       "19                                      0.132680\n",
       "20                                      0.130903\n",
       "21                                      0.170292\n",
       "22                                      0.156783\n",
       "23                                      0.179721\n",
       "24                                      0.123637\n",
       "25                                      0.159860\n",
       "26                                      0.110111\n",
       "27                                      0.135155\n",
       "28                                      0.137330\n",
       "29                                      0.183742\n",
       "30                                      0.052008\n",
       "31                                      0.090161\n",
       "32                                      0.118310\n",
       "33                                      0.092868\n",
       "34                                      0.108225\n",
       "35                                      0.229681\n",
       "36                                      0.162579\n",
       "37                                      0.042084\n",
       "38                                      0.110875\n",
       "39                                      0.149908\n",
       "40                                      0.123430\n",
       "41                                      0.148177\n",
       "42                                      0.090335\n",
       "43                                      0.064104\n",
       "44                                      0.081793\n",
       "45                                      0.165613"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Coefficient of mean to standard deviation\n",
    "coef_mean_std = pd.DataFrame(df.groupby('Store')['Weekly_Sales'].std() / df.groupby('Store')['Weekly_Sales'].mean())\n",
    "coef_mean_std = coef_mean_std.rename(columns={'Weekly_Sales':'Coefficient of mean to standard deviation'})\n",
    "coef_mean_std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_29372\\3887511690.py:4: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df[df['Store'] == coef_mean_std_max.tail(1).index[0]]['Weekly_Sales'])\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of store has maximum coefficient of mean to standard deviation\n",
    "coef_mean_std_max = coef_mean_std.sort_values(by='Coefficient of mean to standard deviation')\n",
    "plt.figure(figsize=(15,7))\n",
    "sns.distplot(df[df['Store'] == coef_mean_std_max.tail(1).index[0]]['Weekly_Sales'])\n",
    "plt.title('The Sales Distribution of Store #'+str(coef_mean_std_max.tail(1).index[0]));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q3: Which store/s has good quarterly growth rate in Q3’2012"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,7))\n",
    "\n",
    "# Sales for third quarterly in 2012\n",
    "Q3 = df[(df['Date'] > '2012-07-01') & (df['Date'] < '2012-09-30')].groupby('Store')['Weekly_Sales'].sum()\n",
    "\n",
    "# Sales for second quarterly in 2012\n",
    "Q2 = df[(df['Date'] > '2012-04-01') & (df['Date'] < '2012-06-30')].groupby('Store')['Weekly_Sales'].sum()\n",
    "\n",
    "# Plotting the difference between sales for second and third quarterly\n",
    "ax = Q3.plot(kind='bar', legend=True, color='b', alpha=0.7)\n",
    "Q2.plot(ax=ax, kind='bar', legend=True, color='r', alpha=0.3)\n",
    "\n",
    "# Set the legend\n",
    "plt.legend([\"Q3' 2012\", \"Q2' 2012\"]);\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Store have good quarterly growth rate in Q3’2012 is Store 4 With 25652119.35 $\n"
     ]
    }
   ],
   "source": [
    "#  store/s has good quarterly growth rate in Q3’2012 - .sort_values(by='Weekly_Sales')\n",
    "print('Store have good quarterly growth rate in Q3’2012 is Store '+str(Q3.idxmax())+' With '+str(Q3.max())+' $')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q4: Some holidays have a negative impact on sales. Find out holidays which have higher sales than the mean sales in non-holiday season for all stores together\n",
    "\n",
    "\n",
    "**Holiday Events:**\n",
    "\n",
    "- Super Bowl: 12-Feb-10, 11-Feb-11, 10-Feb-12, 8-Feb-13\n",
    "\n",
    "- Labour Day: 10-Sep-10, 9-Sep-11, 7-Sep-12, 6-Sep-13\n",
    "\n",
    "- Thanksgiving: 26-Nov-10, 25-Nov-11, 23-Nov-12, 29-Nov-13\n",
    "\n",
    "- Christmas: 31-Dec-10, 30-Dec-11, 28-Dec-12, 27-Dec-13\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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m+mqIiHTlcKuZWEbtxOIaTUSU3rhOExEZiiTLcsTb26Wlpbjzzjtxww03aD/38MMP491338W6detCfk6oTqzS0lJUVVUhLy8vjksnAIDDAeTkKO/X1gLZ2am9HiIiHV3xxgL8uv4gAGDLoyfDZJJSfEVR4hpNRJTeuE4TEaVcdXU18vPzI6oTRTVO6HQ6YWp0aofZbIbf3/wOud1uh91uj+a3ISIiAhA4nRAAPH4/7CZzCq+GiIiIiIhSKaoi1mmnnYZHHnkEXbp0wcCBA7F06VI8++yzuPLKKxN1fUREdBgTwe4A4PHJsEf1qkVERERERK1JVI8DL774Iu69915cf/31OHDgADp27Ihrr70W9913X6Kuj4iIDmMi2B0APF4/wMZeIiIiIqLDVlRFrNzcXDz//PN4/vnnE3Q5REREASLYHTBwuDsREREREekiqtMJiYiIkim4E8vNIhYRERER0WGN6SJGJ0nAgAGB94mIWgm/X4YzqBPL64v4MN30wTWaiCi9cZ0mIjIUFrGMLisLWL061VdBRKS7Oo+vwY8NOU7INZqIKL1xnSYiMhSOExIRUVoKHiUEOE5IRERERHS4YxGLiIjSUnCoOwB4jDhOSEREREREumERy+icTmDgQOXN6Uz11RAR6aZxJ5Yhxwm5RhMRpTeu00REhsJMLKOTZWDNmsD7REStRJMilteARSyu0URE6Y3rNBGRobATi4iI0pLDzUwsIiIiIiIKYBGLiIjSksPFTCwiIiIiIgpgEYuIiNJS43FCLzuxiIiIiIgOayxiERFRWmp8OiHHCYmIiIiIDm8sYhERUVpyNjmdkOOERERERESHM55OaHSSBHTtGnifiKiVqHU3LmIZsBOLazQRUXrjOk1EZCgsYhldVhawbVuqr4KISHfOJsHuBixicY0mIkpvXKeJiAyF44RERJSWGge7u70GLGIREREREZFuWMQiIqK05GgyTshMLCKidCLLMm78YCnu+nxlqi+FiIgOEyxiGV1dHTBqlPJWV5fqqyEi0o1DHSfMtJoBGHSckGs0EbViB2td+Gb5HnywYIcx12iA6zQRkcEwE8vo/H5g0aLA+0RErYToxCrIsqKuygevER+QuEYTUStWWx/omHV7/bCaDbg/znWaiMhQDPhKQ0REhwORiVWQZQMAuDlOSESUVmqDsgtdzC0kIqIkYBGLiIjSkhgnLMi0AjDoOCERUSsW3Inl8vrCfCQREZE+WMQiIqK05FTHCdtks4hFRJSOqhuNExIRESUai1hERJSWRCdWfqYyTsgiFhFReuE4IRERJRuLWERElHbcXj/catGqIMuq/hwzsYiI0kltvUd73+VhEYuIiBKPpxO2BsXFqb4CIiJdiVFCoBVkYnGNJqJWKrgTy+0zcCYW12kiIsNgEcvosrOBgwdTfRVERLpyuJWHIZvFhCybGYBBi1hco4moFasJHic0aicW12kiIkPhOCEREaUdh/pglG0zw2pWXqo8Po4TEhGlk4anExq0iEVERIbCIhYREaUdUcTKslmCilh8QCIiSicMdiciomRjEcvo6uqAY45R3urqUn01RES6ECcT5tgtsFoMXMTiGk1ErVjDTiyDZmJxnSYiMhRmYhmd3w/8/nvgfSKiVsChBrtn2c2wmSUABi1icY0molaspjV0YnGdJiIyFHZiERFR2hGnE+bYLbCYlJcqNzOxiIjSSnAnltuoRSwiIjIUFrGIiCjt1KrjhFk2c2CckA9IRERphZlYRESUbCxiERFR2nGK0wntFliNPE5IRNSKNSxiGTQTi4iIDIVFLCIiSjvidMJsmwU2nk5IRJSWGgS7e7hGExFR4rGIRUREacfhVnb0lU4sUcRiJhYRUbpweX1wB20uuLnRQEREScDTCVuDrKxUXwERka4CnVjmoCKWQR+QuEYTUSsU3IUFGLwTi+s0EZFhsIhldNnZgMOR6qsgItKV6MTKsltgsxg4E4trNBG1UsF5WICBM7G4ThMRGQrHCYmIKO2IYPccu5njhEREaaimUSeWm6cTEhFRErCIRUREaUfs8GfZLLCoRSzmrRARpY/GRSwXi1hERJQELGIZXX09cMopylt9faqvhohIF051nDDHboHVHBgnlGWDdWNxjSaiVqrVjBNynSYiMhRmYhmdzwd8/33gfSKiVsChdWKZYVM7sWQZ8PllWNSiliFwjSaiVqrW5WnwY8OOE3KdJiIyFHZiERFR2nG41dMJ7RYtEwtgLhYRUbpocjqhUYtYRERkKCxiERFR2nG4lN3wJkUsPx+SiIjSQY3aMZuXoQx2sIhFRETJwCIWERGlFVmWgzqxzFomFgB4+JBERJQWRCdWcY4dgIHHCYmIyFBYxCIiorRS5/FB5Ldn2yyQJCko3J3jhERE6UAEuxfl2AAYONidiIgMhUUsIiJKK2KUEAAyrWYAgMWkvFx5fNzpJyJKB6ITqyhb6cTiOCERESUDi1hERJRWnGKU0GaGyaR0YIlOLDeLWEREaUFkYhWqnVgcJyQiomSwpPoCKE7Z2dDmboiIWgExopJlD7xE2SwG7cTiGk1ErZSWiZUtxgkNtj4LXKeJiAyFnVhERJRWnG5lnDAnqIglTij0ePmgQUSUDgKZWOo4oYeZWERElHgsYhERUVrROrFsZu3nRBGL44REROlBrNWFaicW12ciIkoGFrGMrr4emDpVeauvT/XVEBHFzakGu2c36MRSMrG8RntI4hpNRK1UTX3D0wk9Phk+vwG7ZblOExEZCotYRufzAZ9+qrz52MZNRMbncAWC3QVtnNBnsAckrtFE1ErVujwAgGJ1nBAwaLg712kiIkNhEYuIiNKKw92Kgt2JiFohj8+Peo+yHotxQsCgRSwiIjIUFrGIiCitiE6sHFugiGUxKeOEzFwhIko9sU4DQH6mFWZ1jXZ52clERESJxSIWERGlFYd6OmGWPdQ4IYtYRESpJvKwMqwmWM0m2NVuWRc7sYiIKMFYxCIiorTiFJ1YHCckIkpLooiVm2EFEFij2YlFRESJxiIWERGllVr1dMIsW/DphGoRy2uwYHciolaoVt1syFU3G9iJRUREycIiFhERpRWnW3RiBY8TMhOLiChdiJMJczJEEUtZr1nEIiKiRLO0/CGU1rKygNrawPtERAYndvhDdWJ5jVbE4hpNRK2QGCcUY9/aOKHHYGs0wHWaiMhgWMQyOkkCsrNTfRVERLpxqsHu2cGZWFqwu8HGCblGE1ErVNsou1CMExqyW5brNBGRoXCckIiI0oo4uj07xOmEhnxAIiJqZWpFJ1ZGo0wsD4PdiYgosVjEMjqXC7j8cuXN5Ur11RARxc3hbjpOaFEzsQx3OiHXaCJqhRoHu9uMHOzOdZqIyFBYxDI6rxd46y3lzetN9dUQEcXNoZ5OmGMPcTqh0YpYXKOJqBWqadKJpXTOuo1YxOI6TURkKCxiERFRWnFowe6BcUKxy2+4TCwiolYokIllBRA0TmjEIhYRERkKi1hERJQ2vD6/9hDUsBNLGSc05C4/EVEr0zgTKzBOyEwsIiJKrKiKWN26dYMkSU3ebrjhhkRdHxERHUYc7sADUFaIYHfDjRMSEbVCjTOxDD1OSEREhmJp+UMCFi5cCJ8v8ICxatUqHH/88Zg6daruF0ZERIcfpxrqbjVL2kOR8mOliOXlOCERUcrVaOOEahHLynFCIiJKjqiKWG3btm3w48cffxw9e/bExIkTdb0oIiI6PAXysBq+PNnYiUVElDZq6z0AgoPdOU5IRETJEVURK5jb7ca7776Lm2++GZIkNftxLpcLrqDjaqurq2P9LYmIqJULdTIhAFhEJhaLWEREKVfbqBNLZGJxnJCIiBIt5mD3L7/8EpWVlbj88svDftxjjz2G/Px87a20tDTW35JCycoCDhxQ3rKyUn01RERxCXUyIWDgTCyu0UTUColg99yMhplYhhwn5DpNRGQoMRexXn/9dUyZMgUdO3YM+3F33XUXqqqqtLedO3fG+ltSKJIEtG2rvIXpiCMiMgIR7J5lb26c0GCZWFyjiaiV8fllba3WMrHEOKHHgEUsrtNERIYS0zjh9u3bMX36dHz++ectfqzdbofdbo/ltyEiosOMCHbPsTfqxLIoDxaG68QiImplHOo6DTTNxOLINxERJVpMnVhvvPEGSkpKcMopp+h9PRQtlwu44QblLSh7jIjIiGqbCXYX44SGy1vhGk1ErUyNOkpos5i0MUJDB7tznSYiMpSoi1h+vx9vvPEGLrvsMlgsMefCk168XuD//k9583pb/ngiojTmbCbY3bCZWFyjiaiV0fKwgtZpLRPLiOOEXKeJiAwl6iLW9OnTsWPHDlx55ZWJuB4iIjqM1TYT7C4ysbx+g2ViERG1MrUuD4DAKCEQdDqh0TYaiIjIcKJupTrhhBMgy3yIICIi/QUysVrJOCERUSsjxglzGnRiGTjYnYiIDCXm0wmJiIj0VquOEzbOxLKYGexORJQORMdsgyKW1cCZWEREZCgsYhERUdoQnVjZjU8n1DKx2AlMRJRKWiZW8DihWc3EYrcsERElGItYRESUNhwuUcRq2IllM2qwOxFRKxOuE4sj30RElGgsYhERUdpwaOOEjTqxLBwnJCJKB1omVkaITCwWsYiIKMGiDnanNJOZCWzdGnifiMjAWl2wO9doImplAp1YVu3nbBYDZ2JxnSYiMhQWsYzOZAK6dUv1VRAR6UI8HDUOdrcZNROLazQRtTKhMrHsFgNnYnGdJiIyFI4TEhFR2nC6lV385jqxvH4DPiAREbUiITOxOE5IRERJwiKW0bndwG23KW9ud6qvhogoLlonVpPTCUUmlgxZNlA3FtdoImplakIUscQ4odvrN9YaDXCdJiIyGBaxjM7jAZ5+WnnzeFJ9NUREMZNludlOLIs58HJlqJFCrtFE1MrU1itrWahgdwBwG+0ADq7TRESGwiIWERGlBZfXD59fKVA1Pp3Q1qCIZbAHJCKiVkR0zObam2ZiARwpJCKixGIRi4iI0oJDfTACmga7i3FCgEUsIqJUEsHuwZ1YVrMESV2mXR6u0URElDgsYhERUVpwuJRRwkyrGWaT1ODXzKbAA5LhRlWIiFqRUJlYkiRpHbNco4mIKJFYxCIiorTgcCsPRtmNQt0B5QFJnFBoqEwsIqJWxO+XA6cTZjTsmNVOKPT4kn5dRER0+GARi4iI0oJTK2JZQv662OX3MG+FiCglnB4fxOGDeRnWBr9mtyobEMzEIiKiRGIRi4iI0kKtOk7YOA9LELlYXj8fkIiIUkHkYVlMUoMTCYHARoObRSwiIkqg0E8KZByZmcCqVYH3iYgMyqnlrDQdJwSgjRO6vQYaJ+QaTUStSK3LA0AZJZSkhtmFdqs6Tmi0IhbXaSIiQ2ERy+hMJmDgwFRfBRFR3ETOSvOdWCITy0APSFyjiagVqalvGuou2C1inNBgmVhcp4mIDIXjhERElBacbuXBJ9TDERAYJzRUEYuIKMlkWU7YOlkb4mRCwWbhOCERESUei1hG53YDDzygvLndqb4aIqKYBTqxWhgnNFIRi2s0ESXZLR8vx+hHpqO81qX71xaZWLkZoTqxDDpOyHWaiMhQWMQyOo8HePBB5c3jSfXVEBHFrKXTCQPjhAbKxOIaTURJNndLOQ45PVi9p1r3r10TphMrUMQy2Dgh12kiIkNhEYuIiNKCQz2dMLu5YHf1AcljtF1+IqIkEqPZ5Y7EdWLlZFib/Jqd44RERJQELGIREVFacLQQ7G5TM7G8fj4gERE1R3S1ltfqPxoXLhMrEOzONZqIiBKHRSwiIkoLLQe7i0wsA40TEhElkdvr10auyx2JK2KFzcTysIhFRESJwyIWERFFZWeFE3sq63T/ui0Fu1vMHCckIgpHdGEBSEiwe019y6cTGi4Ti4iIDIVFLCIiipjL68Mp/5qJP/17Nnx+fTuixMNXc51YYpwwUUfHExEZncMdKCAlf5yQmVhERJR4oZ8UiIiIQqh0elBd7wXghdPtRW6IcN9Y1arB7lktnk7IByQiolDqgjqxyhIxTlivnN6XE2qc0MpMLCIiSjwWsYwuIwNYsCDwPhFRAonwdUDJsNKziCU6sbKbGSc0ZCYW12giSiJxyisAVCTidEKRiRVqnNAsxgkNVsTiOk1EZCgsYhmd2QyMGpXqqyCiw4QzaFQl+H09iAJZdmvqxOIaTURJ5GiQiaV/J5aWiRUu2N1oRSyu00REhsJMLCIiilhw4Sq4K0sPooMg29ZMJpZFzcQy2gMSEVGSOF0NNxrqdN5sCJuJZWWwOxERJR47sYzO7QZeeEF5/69/BWy21F4PEbVqwSdf6dmJ5fPLqPOoRSx7+HFCj86B8gnFNZqIkii4EwsAyh0udLZl6fb1RSdWqFFyw44Tcp0mIjIUFrGMzuMBbr9def/66/nCS0QJ1XCcUL9OrOCv1arGCblGE1ESNe68Kq91o3MbfYpYsiwHMrHCBLsb7nRCrtNERIbCcUIiIopYojKxxNcymyQtV6Uxi5njhERE4TgaF7F0DHev9/jhUzthQ44TGjUTi4iIDIVFLCIiiljw8e16ZmKJ3f0smxmSJIX8GJsRO7GIiJLI2WhdLtMx3L3G5QEASJKyVjdmtyg/5/IwE4uIiBKHRSwiIopY8C5/nY4PKiKMONTuviDGCd0+A2ViERElUeNOrAqHfkWs2vpAqHuozQabRazR3GggIqLEYRGLiIgi1vB0Qv2KWMGdWM0xZCYWEVESNc4qLK/Vb5xQy8NqZrNBGyf0cI0mIqLEYRGLiIgiFjyqkohg9+ZC3QHAKjKxWMQiIgpJbDQUZCmnB5brOE6odWKFCHUHgjOxOE5IRESJwyIWERFFzOlJTLC72OHPtjVfxBKjKixiERGFJjYEuhQqJxKW6zhOWOMKjBOGwnFCIiJKhuafFsgYMjKAX38NvE9ElECJ68RSCmLZ9kjGCQ2UicU1moiSSIx5lxZmYcWuKl1PJwx0YllD/nog2N1gRSyu00REhsIiltGZzcAxx6T6KojoMJGoTCxx0mH4cUIDdmJxjSaiJBKbC6Vt1E4sPccJW8rEsopxQgOt0QDXaSIig+E4IRERRSy4iKXnOKEoiGWFGSdkJhYRUXhiLQ0eJ5RlfbpXa1saJxQnyBqtiEVERIbCTiyj83iA//5Xef/PfwasoVu8iYj0EDxCmIhg95xIxgm9Bhon5BpNRElU5xHjhJkAlIJSrcuL3GZGAKNR01KwuzUQ7C7LMiRJivv3TAqu00REhsIiltG53cBf/qK8f/nlfOElooRqME6YgGD38J1YBgwN5hpNREkkRrMLs23IspnhdPtQXuvWpYhV6/IAaL4TS2Ri+WXA65e17tm0x3WaiMhQOE5IREQRCy5i1SUg2L25hyOA44RERC3RDsmwWVCUYwMA3cLdRbB7bnOdWJbAYwVHComIKFFYxCIioogFjxDqGeyudWKFGSe0GTHYnYgoSWRZhsMdWEuLsu0A9At3jzQTCzBguDsRERkGi1hERBSxhsHu+mdiZYcbJ7SIIpaBMrGIiJKk3uOHyHDPtllQrHVi6VPEaikTy2SStEKWy6vfJgcREVEwFrGIiCgifr+csNMJa9Wuruyw44TsxCIiak7wxkKm1YzCbLWIVavTOGELnVgAYLPwhEIiIkosFrGIiCgi9Y121l1eP7w6FZScLtGJ1fw4ocXETCwiouaIjYVMqxkmk4SiHHWcUOdOrHAh8SIXi+OERESUKCxiERFRREJlYDk9+nRjaWHEEezwc5yQiKgpkYeVrWYLFmmdWPpmYjUX7A4EFbE8LGIREVFiNP8qRMZgtwPffht4n4goQeqCdvk9Pj+8fhl1bh/ydDm6veHDVyjaOKGRdvi5RhNRkoiNhiw1WzBRpxNGMk5oqEwsrtNERIbCIpbRWSzAKaek+iqI6DAQvMvv8kqoqffC4dIn3F0Ldg+biaWME7qNNE7INZqIkkSso1k20Yml3+mELq9PW3ubC3YHALtF+b0NlYnFdZqIyFA4TkhERBHR8lZsZu0UQT3C3V1enzYimBXmdEIbg92JiJol1mOtiKXj6YSiCwsIf4qs3cpMLCIiSix2YhmdxwO8957y/kUXAdb4x3qIiELRuqVsFrhNfvXn4i9iOYOytsIFu4txQr8M+PwyzGrQe1rjGk1ESdK4o1V0YlU43PD7ZZjiWDNrgw7fCLf2is0GQ40Tcp0mIjIUFrGMzu0GrrhCeX/qVL7wElHCBHdiWdTRPoc7/nFC8XBkt5hgMTffIGy1BH7N4/PDbGq+4JU2uEYTUZIEMrGUtbFQDXb3+WVU1XnQRv1xLMTJhOFGCQGDdmJxnSYiMhSOExIRUUSCO7HE2J8zxImF0X/dlk8mBAKZWABHComIGgteowElZD1PLTrFO1IoNhvChboDgUwsQxWxiIjIUFjEIiKiiAR3YomdfqeOnVhZYUYJAcBqCu7EkuP+fYmIWhOtEyvolNfiHBHuHt8JhdrJhC2cRmu3GLATi4iIDIVFLCIiiojousrWOdjdEeEOv8kkaVks7MQiImqoziPGCQNrqRgp1KsTK7eFddqmFrEMdTohEREZCjOxiIgoIoFOLAusahFJj0wsUcRqaZwQUEYKfX6ZD0hERI04QnS16nVCYU3E44QGDHYnIiJDYScWERFFJJC3EhgnrNOhE6s2qiKW8rLFTiwiooa0fMGgTqwi3ccJI8zE8nCNJiKixGAnFhERRUQ8IGXZzPD4lWKSQ4dg98A4YcunDdq0IhYzsYiIgmmdWEFraZEYJ6yNd5zQA6DlTixtnJAbDURElCAsYhmd3Q58/HHgfSKiBBGjg1l2C7zqA0qdR4dxwhDdA80xXCcW12giSpKQnVhaJpY+nVi5LXZiqeOERurE4jpNRGQoLGIZncUCTJ2a6qsgosNAXXAnlk+/TqyoxgktSrC7YXb5uUYTUZKIke/MBplYYpwwWZlY6jihkTKxuE4TERkKi1hERBQRhztw8pXoxHLqGOze0sMREOjE8nKckIiogdCZWDqdThhhJhZPJyQiokRjEcvovF7giy+U9888U9lNIiJKgDp34OQrr5qJ5Ux2sLvJYOOEXKOJKEkCI9/BmVg6BbtHfTqhQdZogOs0EZHBcJU2OpcLOPdc5f3aWr7wElHCiNHBLJtZ64Ry6FDEiibY3XDjhFyjiShJnK7mO7Eq6zzw+vywmGM7mLxG7cTKy7CG/Ti7VRSxDDROyHWaiMhQon4l2717Ny6++GIUFRUhKysLw4YNw+LFixNxbURElEbqPIFxQrHT73TpMU6oPnhFMU7oMdIuPxFREjiCumWFNlk2SBIgy8Ahpyfmr611YrU0TmjmOCERESVWVFsNhw4dwrhx4zBp0iT88MMPKCkpwebNm1FQUJCgyyMionShHd9uM8OXqnFC7XRCZmIREQk+v4x69UTA4CKW2SShTZYNFQ43yh0utM2N7fQ90YnV4jihVQS7s4hFRESJEVUR64knnkBpaSneeOMN7ee6deum9zUREVEaCj6d0OdXikh6BLuLrxFJsLvNbLBMLCKiJBCdskDTDYGibKWIVRHHCYW1LqWLq1VmYhERkaFENU749ddfY+TIkZg6dSpKSkowfPhwvPrqq2E/x+Vyobq6usEbEREZiyzL2qhKtt2CLPVBRp9MrGjGCQ2WiUVElARitNskBQpJgsjFKovxhEKPz691ebVUxOLphERElGhRFbG2bNmCl19+Gb1798ZPP/2E6667DjfddBPefvvtZj/nscceQ35+vvZWWloa90UTEVFyubx+qM1XyLSZka2Oq7i9fnjjLCjVRhPszk4sIqImxIZCts0CSZIa/Fq8JxRWqllakgTkZbYQ7G4xYLA7EREZSlRFLL/fjxEjRuDRRx/F8OHDce211+Kaa67Byy+/3Ozn3HXXXaiqqtLedu7cGfdFExFRcgVnX2VZzcgMylxxemJ/WJFlWcvaiqgTS31A8jITi4hIo2UWhtgMEJ1Y5TGOEx5yKp9XkGmF2SSF/Vi7hZlYRESUWFFlYnXo0AEDBgxo8HP9+/fHZ5991uzn2O122O2xhUhSBGw2QGSU2WypvRYiarVEbpXNYoLFbIJZlmExSfD6ZThdvhaPXW+Oy+uHV23xiqiIpT5AGaYTi2s0ESVB8OmxjWmdWDGOE1aon9cmq+U1TOvE8hhkjQa4ThMRGUxURaxx48Zh/fr1DX5uw4YN6Nq1q64XRVGwWoHLL0/1VRBRK1enjaoou+ySJCHLZkZ1vTeucHfRPaB87chPJzRMJhbXaCJKguDTYxsLdGLFOk6oFrGyIy9iGWaNBrhOExEZTFTjhH//+98xb948PProo9i0aRPef/99/Pe//8UNN9yQqOsjIqI04HA33eUX7zvjCHcXoe6ZVnOLYypAYJzQ4+U4IRGR4AzKxGqsSC0+xd6JpWRiRdaJpY4TxjFmTkREFE5URaxRo0bhiy++wAcffIBBgwbhn//8J55//nlcdNFFibo+aonXC3z3nfLmjf+oeyKiUES3VfAuv8heCe6milZtFHlYAGAzWrA712giSoLwmVjKOGFFjEUskYnVJqvlsXGbFuxukDUa4DpNRGQwUY0TAsCpp56KU089NRHXQrFwuQDx71FbC1ii/iclImqR0yU6sQIPSGLHP55gd4c78pMJAcBqNlgmFtdoIkqCsJ1Y6jhhWYzjhIfU4ldhFOOEXr8Mn1+OqMM25bhOExEZSlSdWEREdHhyhggNFicUigJXLKLtxDJcJhYRURKIDYHMUJlYavGppt4Llzf69boimkwsa+DRwm2kbiwiIjIMFrGIiKhFzhChwSLk3aFDsHu0RSzDdGIRESVB48M3guVlWGFRO6IOqflW0ah0ikysCMYJzYFHi1gKZkRERC1hEYuIiFokRlWygopN4v26uILdxThhpEUs5UHM62OwOxGRIA7JyAqxlppMkjYKGMtIocjSiiTY3WI2aSOE7MQiIqJEYBGLiIhapAW7W4OC3a3xd2LVqg9eHCckIoqdWKNDdWIBgXD3WE4oFMHukWRiAYFcLEOFuxMRkWGwiEVERC0KdGIFjROqhad4MrECnViRBruLcUJ2YhERCQ5309zCYCIXqzyGTiwR7F4QQScWEFzE4jghERHpj0UsIiJqkVbECtrlF+87dRgnDHWiVihW9eHIwx1+IiJNqNzCYOKEwoooO7E8Pj+q65WvHWknlo2dWERElEA8Q9bobDbg3/8OvE9ElADaOGFQsSlQxIpnnDC6YHebmollmGB3rtFElAShcguDFWUr44RltdEVsUSouyQB+ZktB7sDgN2ivDYYpojFdZqIyFBYxDI6qxW44YZUXwURtXKOkJ1Ylga/FtPXjTrY3WCZWFyjiSgJWs7Eim2csFLNw8rPtGqB7S3Rxgk9XKeJiEh/HCckIqIWBY5vDxSbstUcq7oUBLsbphOLiCgJIs3EinacUHx8YYR5WEBgnNAwmw1ERGQo7MQyOp8PmDlTeX/CBMAcWTgyEVE0RMdUZtAuf6boxNIh2D27tQa7c40moiRwtrCWitMJy6IsYomTCdtEmIcFBHdiGSTYnes0EZGhsIhldPX1wKRJyvu1tUB2dmqvh4hapTqP6JgKOp1Qh0wshzvacUJlnMVrlB1+rtFElAShRr6DFcZ4OuEhNROrTVZkeViAATOxuE4TERkKxwmJiKhFWieWNTjYXXk/ntMJow12D2RiGaQTi4goCepaGCcs1jKxYhsnbBPLOKFRilhERGQoLGIREVGL6kIGu4tOrOQHuzMTi4hI4fb6tfyp7OYysdRxwjqPL6ru2UOOOMYJWcQiIqIEYBGLiIhaJEZVGowTqu874hknjDLY3WZRxglZxCIiUtQFbSRkNjNOmG0za8WlaLqxAuOEURSxrGKc0CCZWEREZCgsYhERUYvEQ1Jm0C5/ZpzjhLIsawWwqIPducNPRAQgsJFgM5u0Ub7GJEnSTigsjyLcXQS7F2ZHnollM3OckIiIEodFLCIiCsvjCx5VaRrs7vb6Ywpad7p9kNVoq2jHCZmJRUSkEOOBzXVhCWKksMIRebi7KGIVRNWJxXFCIiJKHBaxiIgoLGczoyrBAcLOGI5SF3lYJgnItEbZicVxQiIiAIE1OrvFIpZSiCqLZpzQITqxYsnE4jghERHpL7Ktb0pfVivw5JOB94mIdCZ2+S0mSRsTAZQTqCwmCV6/DKfLh7yM6NYg7WRCmwWSJEX0OTajFbG4RhNRgolswawWOlpFISqaTKx4Tid0ebhOExGR/ljEMjqbDbjttlRfBRG1Yk4tD8vcpNiUZTOjut4bU7h7tKHuAGAxK7+/1yjjhFyjiSjBxEZDS51YxVGOE3p9flTXK1+7TVbkxR27RR01N8pmA9dpIiJD4TghERGF5RTFphBHt4sCVF0M4e5aJ1aEoe5AcCaWH7JskEIWEVECidNjs0Ks0cGKouzEqqxTTiaUJCA/M5oilsE6sYiIyFDYiWV0Ph+wZIny/ogRgDnyh0EiokiIXf6sELv8IiNL5FtFQ3xOpKHuABqMM3r9MqzmyMYQU4ZrNBElmNPV/BodTAS7l0V4OqHIw8rPtMJijnzf23CZWFyniYgMhUUso6uvB0aPVt6vrQWys1N7PUTU6ohxwqwQHVOiO8sZQyeWGEGMZpzQagkUrTw+v9aZlba4RhNRggXW6Eg7sSIbJzzkVDqxosnDAgJFLMOME3KdJiIylDS/+yciolTTHpCsTR+QxM5/LEWswDhhFEWsoKKVx8txQiKiSDOxxOmEFRF2YgVC3aMLOxeZWBwnJCKiRGARi4iIwhIdU6E6sUQRK7Zg9+jHCS2mQCeWYXb5iYgSKOJMLHWcsLzWHVGm4CGnUsQSpxpGym4V44Rco4mISH8sYhERpVCV04PZm8rg96dvV1Gd9oAUooilFqCcMWRi1WqnE0aePyJJkpaL5WERi4hIW39bWkvFOKHb50dNBGu2KGIVRDlOKNZoN4tYRESUACxiERGl0IPfrMZFr83HHxsPpvpSmqV1YoU6nVCME3piyMSKYZwQACxqmDuLWESHF59fxn9+34wVuypTfSlpRXRiZbYwTphhNWtrdkUEJxSKYPfYO7EMEuxORESGwiIWEVEK7a6sAwDsrapP8ZU0L2wnlgh2d8VexMppYQSmMavWiZW+3WtEpL95W8rx2A/r8M9v16T6UtKKWKOzI1hLtZFCR8vh7hWOWIPd1UwsdmIREVECsIhFRJRCdWoHkyuGTqZkcbiaz1uJJxMrlmB3ILiIxQckosOJCBqPNJj8cBHolm15NFt0VZVF0IlV6Ywt2N1m4TghERElTnRPDpR+rFbg/vsD7xORoYgd9HTesa7zNP+AJApQdTGcThhLsDsA2Iw0Tsg1mkg34hS+WE5Dbc2cWr5gy2tpcRQnFFaIIla044QWgwW7c50mIjIUFrGMzmYDHngg1VdBRDHSOrHS+GY/0InVtIiVaRWdWLEUsSJ/8ApmtRioE4trNJFuRPGKRayGounEKsoWJxS2PE4oMrFiHyc0yL8T12kiIkPhOCERUQrVa0Ws9L3Zd4Y5vl2chhXb6YSRnajVmFU7+YqZWESHk0ARK/r1pjULt0Y3VpQT+TjhIaeSiVWYHds4YTpvzhARkXGxE8vo/H5g7Vrl/f79ARPrkkRGoo0TetL3Zl88MIYqNmnB7rF0YrljGyc0VCYW12gi3YgRZI9Phtvr14olhztnDJlY5S2ME3p9flTVxRrsbrAiFtdpIiJDYRHL6OrqgEGDlPdra4Hs7NReDxFFTJZlQ4wTigKVGB0MJh6aYumMcMQY7G6oTCyu0US6CS6W17l9LGKposvEUsYJK1o4nVAUsAAgPzO6Tix7ULC7LMuQJCmqz086rtNERIbCV38iohRxef3wqxNx9Wl8OqF2fHuIByTRiRVLJlZtjMHuFiN1YhGRboKL5bGciNoaybKs/V1kR5KJpY4TlrcwTnhIDXXPz7Rqa26kgouLbq7TRESkMxaxiIhSJLhwlc6dWOIBKTPk6YTKz0V7OqHX50e9OkIZyQhMMKvWicVMLKLDSXAnFsPdFcGbIVkRbAiIccKWMrEqHCIPK7pRQiAQ7C6uj4iISE8sYhERpUhdgyJW+j6QaZ1YIUKDRQEq2q6I4M6tqE8nZCcW0WGpYRGLnVhAYCwbCD3y3ZgYJzzkdMPvb34jQHRiFWRFN0oIKBsNYoIwnfMeiYjImFjEIiJKkeDupXTerQ53fLsW7O6KrggnHrwsJknLT4mUjUUsosNScMGGnVgK8feQYTXBbGo5e0qEtPv8coPcq8YOqcHvhVGGugOAJEnaOs1xQiIi0huLWEREKdKgEytNd6t9fjns2J/oznL7/FEVlYJD3aMN/bVqD0ccJyQ6nASvmezEUjjDdMqGYrOYtKD28jDh7hVqJ1abGMYJgaATCtM475GIiIyJRSwiohSpN8A4YfBDY1aIh6TgnKxoOiNiDXUHAKv6cORJ4+41ItIfO7Ga0jpl7ZFnCxZFkItV6VS6tNrEME4IAHZ1tDGdu4yJiMiYon96oPRitQK33hp4n4gMo84duLlP1xt90e0gScq4SmM2iwlWswSPT4bT7Y34KHaHdiR8dKHuQHCwe3r+nTXANZpIN8Ej2NGOMLdW4u8h0k4sQDmhcEuZAxWO5otY4tdi7cQS44Tp+trWANdpIiJDYRHL6Gw24KmnUn0VRBSD4HGYdL3RFw9IWVZzs2N/WTYLquo8MXViRRvqDhgsE4trNJFuHAx2byLc6bHNKcpWwt3La5sfJ4wnEwsA7OqmhztNX9sa4DrdapTVutAmyxZRPhwRGRfHCYmIUiR4VK8+TXNDRGEq3NHtIisrms4IRxzjhBa1E4uZWESHl+BOLAfHCQGEPz22OYU5LY8TBk4njDUTS4wT8t+JkmPV7iqMfmQ67vliZaovhYgSjJ1YRuf3Azt2KO936QKYWJckMoqGmVjpuVvtDHMyoSB+zRFFZ4T42GgevAQR7O41QicW12giXbi9/gYn3dWxiAUg/OmxzSlWRwTDjRMeUjOxCmMdJ9SC3blOU3Ks31cDvwzM3FiW6kshogRjEcvo6uqA7t2V92trgezs1F4PEUUs+CEsXU9w0jqxwhSbxEhgNA+VgUysVj5OyDWaSBeN15doiuatmTOGtbQoRx0nDHc6ocjEijXY3SJOkeU6TckhNt12V9ahqs4TcUYnERkPtxqIiFKkzmOcYPdwu/yZ1hg6sbRxwliC3UURi+OERIcLp6fh+sJgd0UsnViFLZxO6PX5UV2vnk4YYyeWKGJxnJCSJXjEeMP+mhReCRElGotYREQpUtdonFCW068oE+jEav4BSXQAJCvYXRSxDLHDT0S6cDQqWjnTtHs12SJZoxsrygk/TlhV54F4OSqIsZtFy8QywjghtQpOV6DQvW4fi1hErRmLWEREKVLXqHMpHYsyjggekALB7tF3YsVUxLIowe6eNO1eIyL9NR4njGa9ac0C3bKRr6XFOeFPJxSh7nkZFljMsT0qGGqckFqF4E6s9fuqU3glRJRoLGIREaVIXaNOgnQcKayLIIA9EOweRSaWO/bTCQ2ViUVEumg8rhxN52drFsjEiqITSx0RPOT0hDwgI95QdyBonJCdWJQkwWvCur3sxCJqzVjEIiJKkTp3w5v7+jQcjxEjPJlhO7GiD3avjSPYnZlYRIcfZ5MiFjuxgOBMrMjX0oIsGySloRUVzqYjhVqoezxFLCszsSi5gteE9ftr0jKigYj0wSIWEVGKNC5apeOOtegWC1dsCnRiJSfY3WJWnr44pkJ0+BBdFqL4wk4shfh7iKYTy2ySUJjVfC5WpVOcTBh7EUt0zLrTsMOYWqfg3Lyaei/2VNWn8GqIKJGi3wKn9GKxANdfH3ifiAzDCOOEotgkTiAMRQt2j+K0sLgysdSHo1BjMGmHazSRLsT6UphlQ7nDzSKWKrBGR7e+FOUof4/lIU4orHCoJxPGUcSyq68Z6fi61gTX6VahcXfmur3V6FSQmaKrIaJE4kptdHY78NJLqb4KIopB4/G7dBy7qItgl18Ldo9iHDKe0wltRhon5BpNpAvxgFqcY1eLWBwnBGLrxAICeVdlIcLdRbB7YXZsJxMCQZlYRihicZ1uFUQuZ67dghqXF+v21eC4/u1SfFVElAgcJyQiSpHGRZ90vNkXI4KZEQS7x3I6YSzB7qITi+OERIcP8YBanGtr8OPDnVM7QTbaTizlhMJQ44SH1J8r0GGcMB1f16h1Evcgw7oUAADW72O4O1FrxSKW0ckycPCg8sYAQyJDqW/ciZWGmVjaLn8Ewe7RZWLFE+yuhOIY4nRCrtFEugjuxAKUrCVDjBQnmPh7ibYTq1jtxAo1ThjoxDpMgt25TrcK4n5lRJc2AIB1+6pTeTlElEAcJzQ6pxMoKVHer60FsrNTez1EFLGmmVjpd7Mf2OUPl4ml/FqkpxO6vX6tiyonyu4BALBaxDihAR5guUYT6UKsRW3VIhagdLPmmQ/v/VhtQyDGTqxyR9NxQu10wngysSwGysTiOt0qiI20EV2VItaWgw64vX7YLIf3GkHUGvF/NRFRiogiligQ1adxJ1a4URURKBzpeI8jaOww2u4BICgTy8sdc6LDhQh2L8iywmySGvzc4crvl7XXkcwwGw2hFIbpxKp0imD32DOxROGApxNSsoj1oFdJDnIzLPD6ZWw+WJviqyKiRGARi4goRcQ4YUGm8qCQnp1YSsEpkk6sSDOxRKi73WKCJYYuCovJQOOERKQLpydQUNdy+A7zcPfgbt5oO7GKc9QiVohMrAo9xgmNFOxOhte4w7tf+1wAHCkkaq1YxCIiShHxACLCc9PxZj+STizxa5GeTiha/mMJdQcC44QMdic6fIgieZbNHFTESr/CfzKJtVSSgAxrdLf02jhho9MJfX4ZVXVqJ1ZcRSx1nDCKU2uJYhUcZ5BpM6Nf+zwAwDqGuxO1SixiERGlgMfnh9evjMMVZIlOrPQrygQ/ODYncDphdOOEsYS6A4FxQq+P44REhwutoG63aF1Hh3sRyxmUhyVJUlSf29w4YVWdR8s2F13CsbBxs4GSSBR0bWYTbBYT+qqdWMt2VKbwqogoUVjEIiJKgeCHL62IlWY71rIsB0Z4wmRXiQdKt88f0YhfbRwnEwKA1WygYHci0oV2Cp/NrOU/RXMiamvkiGDcuznF2UonVo3L22CUXYS652VYYhr3FrRxwjTMeqTWR4s+UO9VJvZpCwBYsK0CeyrrUnZdRJQYLGIREaVAvVocMpskbawu3Tqx6j1+bUc+bLB70ANUJJ0RohMrJ4ZQdwCwmpWOA+7wEx0+xMERmTazVjiP9ETU1iqS02Obk5dp0fIFK4JysQ6peVjxjBICwZlYh/e/ESVH41M6SwuzcGSPQsgy8MXS3am8NCJKgNi2wSl9WCzAZZcF3iciQxAPX5lWMzKs6XkUeXBocqa1+Yckm8UEq1mCxyfD6fYiv4URlNo4xwkN1YnFNZpIF2LNzLZZAp1YER4m0VpFklnYHEmSUJhtw4EaF8pr3eiQnwkAOKQWtNpkxVfEMtQ4IddpwwtV0D17RGfM21KBTxfvwvXH9Ix65JaI0hdXaqOz24E330z1VRBRlESoe4bVnLY71uKmMMNq0o60b06WzYKqOo+2GxpO3JlYFlHEMkAmFtdoIl0Ej86JE1Hr0mwEO9mc2loaW1drUY5dKWKF6MSK52RCIDjY3QBFLK7ThhfqJOWTB3fA/V+vxtYyB5bsOIQjuham6vKISGccJzQAj8+PmnpPqi+DiHQkHr4ybaa0vdl3uhu254eTrd44RjLeo40TxtA9AAQ6sXx+GT6/AQpZRBS34GD3TKuydkRSNG/NHHF0YgFAcY4Idw+cUFjhUO43RVZjrOxWsTmTXq9r1DqF+r+QbbdgyqAOAIBPF3OkkKg1iaqI9cADD0CSpAZv7du3T9S1kermj5dj5MPTselAiGNiZRlwOJQ3mQ9zREZRL264rJa07cQSnQ+ZEeStRBO0HG+wu8Uc6ApL+5FCrtFEcfP4/HCrxZAsa6ATy3mYB7trYfexdmKFOKGwUnRixTtOaE7P17WQuE4bXnNdiWcf0QkA8O3yPVoWKREZX9SdWAMHDsTevXu1t5UrVybiuki1rcyBb5bvgcvrx/cr9zX9AKcTyMlR3pzO5F9ggszbUo59VfWpvgyihNFG9WzmwI51mnVi1UXTiWUXR963/FAZb7C7LejErLQvYrXSNZoomYIPjMiym7Vui0gOkmjNRCea6EyLVqF6QmGZI7gTS6dgd/V1ze31Q073wlCYdbre48Nni3ehqo4TEemsua7EI7sXoVNBJmpcXvy0OsRzFBEZUtRFLIvFgvbt22tvbdu2TcR1keqDhTu092dvKkvhlSTP4u2HcP5/5+G6dxen+lKIEkYbJ7QGjROm2diFKDZF0oklciiiOZ0w3mB3APAaIReLiOIiCuoWkwSb2RS03hzenVh18XZiqeOEFbUhTieMsxNLvK75ZcBr4LHv+75ahVs+WY4Xpm9M9aVQGM11YplMEs4+ojMA4LMlHCkkai2iLmJt3LgRHTt2RPfu3XH++edjy5YtYT/e5XKhurq6wRtFxuX14ZNFu7QfL9lxKC1u2LaVObDrUOI6Cn7fcBAAsGxnJQ7WuFr4aCJjChSxzMiwpufYhbjGSB6QtM6ICDJq4j2d0GySIHLm074Ti4jiFjzaLElSVEXz1ky3TKwGwe5Kx1FhdpyZWJbAI0a6bdBEas2eanyyWLkPX7itIsVXQ+GE+79w9ghlpHDWxoOc8jCo8loXxjw6Hf/4khNgpIiqiDVmzBi8/fbb+Omnn/Dqq69i3759OOqoo1BeXt7s5zz22GPIz8/X3kpLS+O+6MPFj6v2ocLhRvu8DHQqyITHJ2PB1tS+iDpcXpz64iyc8dLshD08Ltga+H6aszmx3WfpUBSkw1O9FuxuTuNOrMhHVbKiyMQSH5MTYxELCHRjGeL4diKKS+PRZvGgergHu2uZWBF0y4YixgmDg90POfTpxAoe+3an2WtbJGRZxqPfr9UistburWamUhoL93+ha1E2RncrhF8GPl+6q8mvU/pbsqMS+6td+GjhTlTzsDNClEWsKVOm4Oyzz8bgwYMxefJkfPfddwCAt956q9nPueuuu1BVVaW97dy5M74rPoy8N18ZJTx/dCnG9yoGAMzZ3HzBMBm2HHSg1uVFWa0bWw46dP/6bq8fS3dUaj9O5AjltDX7MeC+n/DfPzYn7Pcgao54KMuwmgPB7mmWiRVNaHB2FBk18Qa7A4EHJA/HCYlaPTGCLIrlYk2q8xzeG1GiiJcV41paFLITS59MLJM6+gmkX5dxJH7bcBCzNpXBZjYh126B1y9j7V5Ok6Srlv4vnCNGChfvSv+Mthjsq6pPeaNDIolCu8cn4/f1B1N8NZQOoh4nDJadnY3Bgwdj48bm58Ttdjvy8vIavFHLNh2owYKtFTCbJJw/qguO6lUEAJi1MbW5WFvKarX3V++p0v3rr9xd2aAbZdbGsoS92Nzy8TIAwKPfr0vI1ycKJ3icUATg1qfZjX6d1p4f+emE0QS7x5rjAgBWiyhipVfhj4j05/SIB1Rlzci0qp2f7MQCENkaHUqx1omlFK58fhmVaoB5vJ1YANJ2g6YlXp8fj363FgBwxbhuGNmtDQBg+c7KFF4VhdNSV+KUwe2RYTVh80EHlrXCf8cb3l+Cc/8zF18ubZ25X8GF9ulr96fwSihdxFXEcrlcWLt2LTp06KDX9ZBKdGEd168E7fMzcFRPpRNrzd7qBm3fybatLJCFtWaP/jtS89VdhKP7tIXVLGFPVT22lScmf0uSpIR8XaJIBBeItHHCNLvRFxkTkYwTioJUJA+VgdMJ4xknVP7/GmlM5fuVezmOQhQDkbUnxghFF2fdYZ6J5YxioyEU0YlV5/HB6faiqs6jjc8VZMWXiQUANosxx74/XrQLGw/Uok2WFddP6oWhpQUAgOW79N+8JX20lA+Xm2HFlEHK8+qni1vXSGFVnQdLdhwCADz07RrthNHWpDzo8Ilf1x3gBiZFV8S69dZb8fvvv2Pr1q2YP38+zjnnHFRXV+Oyyy5L1PUdlurcynG+AHDhmC4AgLa5dvRrnwsAmLslaKTQbAbOOUd5M8fe1RCprUGdWGsS0Fa9UC1iHdOnLUZ0UXa+Zh0mpzLS4aVBJ5YlPUcuojn5Stw4RvJQGW+wOwBYTAbpxFLX6BVHHo+/f7oS5/93Hg+sIIqSo1HHUWYUGXytmaNRVli0lE0UZS0tr3Vro4S5GZYGp8DGyjCdWEH30rVeGc9OWw8A+OtxvZGfaQ0qYlWm7hoprOZOJwwmRgq/Wb6nVW0oLdl+SCs+VzjcePi7Nam9oASocATum6rrvTxogaIrYu3atQsXXHAB+vbti7POOgs2mw3z5s1D165dE3V9h6VvV+xBdb0Xndtk4ujebbWfH6fmYjXIicrIAD75RHnLyEj4tW0N6opavada11E/n1/Gom3KTsLo7oWBHDAWsagV0jKx0jnYXXRiRbDLH2mwuyzLunRi2SwGycRS1+iHL3sQLosNy3ZW4oyXZmPdPmarEEWqcbB7dhRF89ZMPLhnxTiaLUkSinPUkUKHWwt1L4wzD0uwW8VrW5r/OwXdS78ybzfKat3oXpyNC8cozzdDOxcAUHJhq+oYKp2OAvcrzd9XjO1RhI75Gaiu97aqkTQxxTKkcz4kCfh8yW7M3Ni6cqPEOGGuet84bU3r+fej2ERVxPrwww+xZ88euN1u7N69G5999hkGDBiQqGs7bIlRwgvHdIHJFBh5GydysVJU1JFlGVsPBjqxquo82KPjUbVr91ajxuVFrt2C/h3yMK53IMze59f/QZXThJRKwZ1YGVbRiZVeRazGD47hRBrsXu/xQ/x3jqcTS4wTetO9E0t1oEZZK3MzLNhdWYdzXp6LX9cfSPFVERmDKI6Lgno0p6G2Zs44O7GAoHD3Wpc2hlSgQx4WEDiAwyhj33ur6vDqzC0AgDun9NM2SwqzbSgtzAQArORIYVqK5KROk0nCWSOUbqzWNFIoupIuObIrLhvbDQBwzxerWlWRv0wdJ/zTsI4AlFys1hjQT5GLv1eYdLV6TxWW7ayE1Sxh6hGlDX5tdPciWEwSdlbU4cUZG5M+knLI6UF1vfIi0b04G4C+uVjiVI0jurWB2SRhSKd85NotqKrzJCREnjUsSqX6BuOEIhMrvW44Gj84hiM6AVoKdhejhACQZY0j2N1snKwVWZaxv1pZr9+5agzGdC9ErcuLq95ciDdnb03x1RGlv0BBvWERq97jT8gml1E4ohj5bo7ouiqvdaPSqXQZFeqQhwVAO7Qk3TZomvPUT+vh8voxulshThjQrsGviW4sjhSmJ4crfCaWcLY6UvjHhoM4UK3fRnyq1Ht8WKF+T47uXohbT+yLDvkZ2FHhxPMzNqT24nQkxgnPGN4JNosJOyvqsGF/bQufRa0Zi1hp5n21C+uEge3RNtfe4Ndy7BacNKg9AOCZaRsw9rEZ+Pvrs5WWIkkCHI6EXpvIw+pUkKnlVelZXBI7CaO7FwIALGYTjuyZuO4zBrtTKmmdWDZz2t7oR7PLn6WdThi+EKedTGgzN+g0jZYoYqX9OKHDAclkwtqHpyDTXY8+7XLwzlVjcO7IzvDLwAPfrMF9X62CP8YH8Y8X7sRNHyxtUBw0Cu6iUqTEA2pmo2B3ILCWHo6cEYxQtaQoOzBOWKFmYrXRa5wwTfMem3A4AEnCs+cNR6a7Hvec0r/JPeIwkYvVCk+2aw0izfDsXpyNI7q2gV8GvmgFJ/kt21kJj09GSa4dXQqzkGO34J+nDwIAvDZzK1btNn7noCzLWrB75zaZWtxMaxoJpeixiJVGal1e7WjUi9RA98aenjoUT50zBMNKC+D1y/hx9T7t116fuSWhJxduVU8m7FachQEd8wDo14kly7LWiTVGLWIB0Baq2czFolamzt002N3rl9NqPC6a49uzIhwn1CPUHQiMqaR9sHuQXLsFWTYLbBYTnjh7CO6c0g+SBLw9d3uDtTxSfr+MR75fi6+X78GHC3Yk4Iqj43B5cfFr83HHpyta/NgKhxtHPjYDN7y3JAlXRkbXeFTIbjFpkQBOAxZw9eDx+bUxvXAjVC0pDhonFJlYbfQaJ7Sk5wZNY8EF9VOHdNCC3IMNYSdW2vL7ZTg9kXViAYGA908X7zL8Zoo4EGtU90Kt8Dp5QDucMrgDfH4Zd32+Mq3uK2NRXeeFV93oK8y2YXJ/pUvyZ+ZiHdZYxEojXy3bDYfbhx7F2Rjboyjkx2RYzZg6shRf3jAO3980AReMDowcPv3zBhz52Az85f0lmLO5TPeFWXRidS/OxoAOahFLpxMKNx90oNzhht1iwuBOBdrPizD7hdsOJfQkESM9COtBlmU8/dN63PbJcsNkVbQ2zqDQdDFOCKTXzX40x7drmVgtPFDqEeoOAFaLcrNmpP+7xbmBB0NJknDdxJ645EglOFgU8aOxZm+1FjL83vwdMXdz6eXZaRswa1MZPlq0U/t3bs6v6w5gf7ULP67el/5dGpRy2lqkrhuSJEWcw2dka/dW479/bA75Oh38547kwb05WiaWI3A6oW7B7ml6aEljvwXlE/5tcu+QHzOoUx5MErC/2oV9OubBUvzqvT7tdL5IRmtPGdIBdosJGw/UYqXBO5UWbGvaAAAA9/9pAHIzLFi5uwpvztmWgivTT7k6SpibYYHdYsZx/UsAKF2RrWEklGLDIlaakGVZGyW8cEyXiEbdBnTMw32nDdR+PLhTHjw+Gd+u2IsLX52P4575Ha/+sUXbWYvXNtGJVRQoYu06VIcqZ/wntYhRwuFdCrSdOwDo2TYb7fMy4Pb6tZML9RL8N9yab4JD+XzJbvz71034ZPEuvPzb5lRfzmEpOBMr+Hs+nW72nRFmTADBR963ME7o1qcTy2qwwGAATUbEAWij2bHcSM/dXK69v7XMgblbysN8dGKt2FWJN4LyvbaVhx9vn6deq88vY9MB5lpQeKG6QjMPg3D32z9dgUe/X9fg/5Yg/k6sZqnBa0i0CoPHCR3K/ZxenVj2Fjqx6ty+lBffPT4/nv5pvfbjTm2yQn5cls2CPu1yAbAbK92IcWNJAjIsLRex8jKsOHGgEs/y2PfrEnLi5MEaF96Zu63FDZ14eH1+LNmuPBuN6tawiFWSm4G7T+4PAHjm5w3YWeFs8vlGIU4mLFKL6+3yMrRuyRnreEDO4YpFrDSxfFcVVu+phs1i0tpco/XxdUfh2xvH48IxXZBtM2NLmQOPfL8Wxzz9my6FrC1lykNJj7bZyM+yonMb5aQWPbqxRBfC6O4NO9AkScJRCTqVMbiDIx1O8CivdeGTRTvx7182YsvBxD3U7axw4v6vV2s//vevG7Fxf03Cfj8KTeS4ZFjNMJsk7bS9dOpK0R4cI9jZzA4Kdg/XBVqr3mzGE0QMABaTQTKxgpTkZjT5ucGd8wEo+YLRtvzP2aysifmZSgjzu/O2x3mFsfH6/Ljzs5UIfhYVmx7Nmbc1UHBbt5frD4UXqitUjNClw+t3IhyscWnF7Tdmb2tSsI80yLolwacTik6sNjoFu4viWqjNhr1VdRj/xC+44s2FuvxesfpwwQ5saWG9EpiLlZ60exVr5FmbV0/oDrvFhLlbynHGS7N1vQ+u9/hwyevzce9Xq/G/WYk7vGXN3mo43D7kZVjQVy2wBjtvZClGdy9EnceHf3y5yrCjkyIqpygnsBF4vNqNNZ0jhYctFrHSxHvqw8epgzvEdbTxoE75ePTMwZh/z2Q8euZgFOfYUFXnwfwYRlWCybKMbWoRq1uRcjKhniOFWhGr0U4CEMjFEg9segkOg03VTu7mg7X4z++bcc7LczDykem47dMVePrnDTj2md9x1ZsLMXuTvmOhPr+Mmz9ehlqXFyO7tsGx/Urg8cm4/bMVh/UJT6lQFzROCAR2D12e9OksimacUIwHenxy2G4yvcYJbeo4odefPn9fLWmb23Rt716UjRy7BfUePzZFUbz2+Pzaunn/aQMAKPkQ+1PQWv+/2VuxZm818jOtmNinLYDwnVi7Djmxs6JO+/HaGF9DnG4v163DhMPdtGAjwsxb6v40qlmbDmrv76uuxzfL9zT49boo1udwikUnVm1gnDAZwe7vztuOcocbszaVpWwsvLreg+emb4z445mLlZ60gm4U9xVDOhfgs/93FDoVZGJrmQNnvDQbP66KPpsylPu+WoV1+5SiWCI7pMU9wMhuhSGLdyaThMfOGgyb2YTfNxzE143WEKNo3IkFKLlfgNLg0NKp2NQ6sYiVBqrqPPhmhbKwXHRk6ED3aOXYLbhwTBccP0Bpl10W567R/moX6jw+mE0SSguVVmsR7h7vCYW7Djmxu7IOFpOEEV0Lmvy6yMVaubsKlU59RiPdXn+DDg4xNpVoPr+MRdsq8Nj3a3HsM7/huGd+x2M/rMOi7Ycgy8DAjnmY0Fv5885YdwAXvTYfU16YiY8X7tQlE+w/f2zGwm2HkGO34LnzhuGRMwchx27B0h2VeHvutri/vlHIsozVe6pS2vVUrxarMq1qUHGanVDo9vq1IM1IdvqDTzAMd1KeQ6dgdyOOE4bqxDKZJAxU19IVuyJfS1furoLD7UNBlhVnDOuEkV3bwOeX8dHCnbpdbyR2lDvx7DTlGO97TumPI7oq45Fby5ovYs3f0nBTRdzsR2P9vhoMe2ga7vtqVdSfS8ZT1yjYPfj9ulb6ADNzg7JxJ4LXX525pcGmliOKgzfCKVS/foXDjQpHgjKxGm3OuLw+ba3y+eWUjTq9/NtmVDjc6F4ceoSwsaGlSufsip1VKR+DPNzsrqxrtljR+OCHSA3qlI+v/zIOR/YohMPtw3XvLsazP6+P69/244U78fGiXdqPl+6oTFiRVkSxNB4lDNazbQ7+cmwvAMBD36zRLWImmcTJhKJrFAD6tstF5zaZcHn9mLmRh38djljESgNfLNmFeo8f/drnavkoETObgZNPVt7MTRfv4Wrr89Id8eVJiQeS0jaZ2sPjwI7Ki3m8JxSKRXhQp/yQD8vt8jLQuyQHstwwAyYejccPEtmJ5fH58dPqfbj1k+UY9ch0nPPKXPznjy3YctABq1nChN7FeOj0gZhz57H47qYJeOeqMfjllom4dGxXZFrNWLevBrd/tgLjn/gFz03bgIM1sZ1AuWp3FZ79WXnYfOBPA1FamIUO+Zm4c0o/AMCTP6439Mx8NJ6bvhGn/GsWnvpxfcsfnABenx9uX6MilhaAq39h7eOFO/HA16uj+trBN4uRPCSZTJLWXVVb3/z/J71OJ7SaDTJOaDZjyaCx+KXHSBTlZ4b8kCHqSGE0R2GLtfDI7kUwmSRcrAbEf7BgR9JOIpJlGfd8uRL1Hj/G9ijC1CM6o1ux0qm7LUwRS+xMj1NHxdfti/415Jvle+D2+vHVsj2GP3kpncmyjEv/twAnPf8Hfl2fuuwR0WmRGSoTK0mbUMnk98v4Q30we/iMwciyKfcCv28IdGc5dcoXFN0Nbp8flWrGaYHe44SN/o/+uGofymoDD9Phit6JsruyDq+ro163TBkQ9l5a6NMuFxlWE2pcXmxtIfeP9PPtij2Y8MQvuPadxSF/PVSnZqSKcux496oxuHJcdwDAv37ZhKvfXhRTTtaaPdW4V91Yufn4PijIsqLO44vqtT1SsixrWcGju4d/drxuYk/0aZeDcocbj3y/VvdrSTRtnDA7ME4oSZJ2SiFHCg9PLGKlmCzLeE8NdL8owkD3BjIygO++U94ymu7yD+tSAEDZtY9n7ELcYHRXH1CAQCfWpgO1cT14i3bYxidrBBPdWHrlYjk9DR+yE9mK+tA3a3DtO4vx6eJdqHC4kZdhwenDOuLfFw7H4nuPxztXjcGlY7uhY0HgAbdH2xw8dPogzLvrONw1pR865megrNaNF2ZsxLjHf8EtHy+PagSn3uPD3z5aBq9fxpRB7XH2iE7ar104uos2M3/3FysNOzMfqTmbyvDiL8r4wA+r9qXkzxs8ypoZdGQ8oH8nlsvrw71frcKbc7ZFFeIvRgltZpNWMGqJVsSKoBMr7tMJtSJWmhcwMjJw62WP4sqpD6C4uCDkhwxWR1Si6cQS49UiM/CkQe3RJsuKvVX1+HX9wXCfqpuvlu3BzI1lsFlMePSswZAkCd3VcfNw44Qi1P2SI7tBkoCyWnfUxXnxWlDr8hr+dKl0tutQHf7YcBDr9tXgijcW4uq3FmJ7Ch7eQxVstNMJdTy52OHy4pXfN8e8WaSXtfuqUVbrQpbNjEn92uL8UUqX/n//2KJ9TCATK75OrAyrucl6rHuwe6NOrHfmKhEaYgIqFUWsp35cB7fXjyN7FOLYYV3C3ksLVrMJg9QNXOZiJceibRW4+ePl8MvAzI1lIUfmxanIsf5fsJhNuO+0AXj23KGwW0z4Zd0BnPHS7KjyaavrPbj+vcVwef04pm9b/GVSL4zsqjzXiM16PTV3qnsoNosJj501BJIEfLp4F2brnDGcaOXNdIieoI4U/rLuAKMFDkMsYqXYwm2HsPFALTKtZpw+vFPLnxClnm1zkGO3wOn2YUMcoYXigaRbUBGrY34G8jOt8PplbNwfexC5yOsK1w4rcrH0Wngbn0aYqJ3ceo8PXy7dDQA4f1Qp3r96DBbfezxeOH84Th3SEXkZ4Xc787OsuHZiT/xx+yT8+8LhGNGlAG6fH58t2YVT/jWzSUZGcx7/YR02HahFSa4dj545uEGx1GSS8PhZg2GzmDBzYxk+X7I79j9wmiuvdeFvHy3TjmLeXVmnHViQTKKIJUmBm3yxY63H2GiwZTsqtcLYS79uiji8VDw0ZkZxU5iToTwI1YTtxFKD3eMMI7apQfjNFbF2Vjhx+kuz0yIDQtx0t8trejohAAzppHa17q2OqChX7/FpO7BH9VSKWBlWM84dWQoAeG9+4gPeDznceOjbNQCAvx7XW9vg6KaO5ZTVulFT33Qne2eFE7sO1cFsUrpQRdErmm6sqjoPVgRl0szRqUOXmhIFwtwMCywmCdPXHsDxz/2BZ39en9RA9VD5fOJ9p46nf709dzse/2EdHgg6/CQVxHjMkT2KYLeYceX4bjCbJMzZXK51dQRGqOJbS4GGD4e5GZaINy5aEqrDeM2eaizafggWk6QdZJTs1+EVuyrx5TLlteGekwdEtYGs5WLFWMSSZTkl2YWp5vH5ce+Xq/Do92vDbnQF23KwFle/vahBbMDPIbputE6sODfHzhrRGZ9edxQ65mdga5kDl7y+AAdqWv63kmUZt3+yAtvKnehUkInnzh0Gk0nSOqQWbNX3dHWg+VPdm3NE1za4RO3YvvuLlXHfa/r8su73q80JNU4IAKO6FyI3w4JyhxvLdur/d0zpjUWsFBMPG6cPa7mgEQuzSdJGVeLJxdpyUD2ZMKiIJUmBLJdYRwrLal3YctABSQpfxBrToxBmk4Rt5U5dRt4aZ2Al6mb8t/UHUOPyokN+Bh49czCO6lUc082hxWzCqUM64vPrx+GL64/Ccf1K4JeBmz9ehj82hO+6+H3DQbw5ZxsA4KmpQ0MGtvZom4O/Te4NAHjo2zUp34VOBL9fxi2fLMeBGhd6l+RgpJrd09LfXyLUuwOjhOLm2W5NTLB7cKioxyfjzs9XRpT3IB4ao8mYiKYTK97TCbVMrGaKPjPW7sfynZUpO7FPqHV5tRvskrzQO/xdi7KQm2GB2+uPaLNhqVqYbJtrR8+2OdrPXzBa6db4fcPBhI8GP/L9WlQ43OjbLhfXTOih/XxuhlXL8Nle3vQaxKbFkM75yLZb0K+DcqJSNJ2l87aUNzgJUa8xcz34/DJmbjyIv324FCc+90fco/ypJroDTxvaET/+bQLG9yqG2+vHv37ZhMnP/o7vV+6NuJt1T2UdHv9hHZ75eT3WR5GD5vMHDosIHhcSp6bqGey+Xi2m/rLuQFKKdM2txeJ16Wg1I7NzmyycOqQDgEA3lrPR4SDxCH441KsLCwhszgR3GL+r3veeOLA9juyhFOG3HkxeEUuWZTz8nTJSddbwTtoJsZESuVjLo+icDXb/16sx5tEZuOT1+XFnyhrJtyv24J152/HfP7bg5BdmYvH28Gtjea0LV7y5EJVOD4Z2zsdfj1PuUX9e3TR8PdZMrFAGd87HV38Zj25FWdhdWYer31rU4rTG67O24sfV+2A1S3jpohHafbZ4rlm0vUL3DLVwB2I157YT+6J9Xga2lzvx4Der8eXS3fjvH5vxz2/X4MYPluLc/8zFpKd/w5QXZuKpn9Zh2c7KkNc9Z3MZxjw6HVNemKnd0yVSuUN5JinOabgRaDWbMKmvckphqOImtW4sYqVQhcONH1Yqi/FFY7rG9kUcDiA7W3lzhL4JGK6OFC7bURnb74HQnVhA/CcULlQX4b7tcpEfJoMhN8OqHW2sxymFjV+QEpWJ9ZW60/enoR0jPva3JcO7tMF/Lx2JU4d0gMcn47p3FzdboKxwuHHrJ8sBAJcf1U07OSyUayb0wMCOeaiq8+CBb1K7C50I/5u9Fb+tPwi7xYQXLxyO49U25FQEQopOLJGHBSRunFCMbt0wqSeybWYs3n4I7y3Y0eLnhcqgaUluhihiNZ8lodc4oUWME3pD3xgeUAuxqc55O7i3HGuePRtrnj0bOd7QxWFJkjBY7cZaGcGDkShMHtWzqEEHQbfibEzoXQxZBt6P4N84VrM3leHTxbsgScCjahdnMHGCbagRIVFwGqs+vPZvr7yGrNsbeVFDdOSKTK2F2yqStiPcnA37a/DYD2tx1OMzcMnrC/Dlsj1Yv78Gt3+6QveRV59fTloXlOj6GdwpH71KcvHOVaPxysUj0KkgE7sr63D9e0tw8evzw3Z4VjrdeOz7tTjm6d/wyu+b8eIvm3Di83/gpOf/wP/9tgm7DoX/P9pcPp/oQNIz2H2rWnit8/jwx8bEbnD832+bMOiBn5psAjrdXq3T8uig1+w/H60Ui79buRe7DjmDNhri78QKzprR62RCIPC6Jjppqus9Wnf6xUd21To4kzlO+POa/ViwtQJ2iwm3nthX+ckI7qUFcS+6Zk911AeLrNpdhXfUjZWZG8tw6ouzcPPHy7Cnsq6FzzQ2WZbx6h9K/pjNbMKOCiemvjIHz/y8PuT6WO/x4eq3F2F7uROlhZl47bJROEOdVpm7uRxVzob3GIHR2vj/LwBA21w73rhiNNpkWbFiVxX++uGyZsfVFm2rwOM/rAMA3HvqAO37A1CyfjOtZlQ6PVGdPhwJUcQaFSaKpbHcDCseOn0gAOCDBTvxt4+W4dHv1+H1WVvxzfI9WLC1AlvLHFi7txov/boZZ7w0G2Mfn4F7vliJ3zcchMvrw/9mbcUlry9AWa0bW8sc+GRR4g+TCXfghLiX/3jhTi07iw4PLGKl0KeLd8Lt82NI5/yod4IacDqVt2YMK1U6TpbG2Grp9vqxQ72x6964iBXnCYViV350BItwIBcr/l33xhkajccL9VBd78GMdUoQ7unD9B0VNZskPHvuMEzoXQyn24cr3liATQcaPkTIsoy7P1+JgzUu9CrJ0QLcm2M1m/DE2UNgNkn4bsXekLtdRrV8ZyWe+FG5ybjvtAHo1z4PE3orDwdzN5cn/ZRCUcTKCCpiiff1vJZ6jw9L1OL1WSM64zb1hv2JH9Zhb1X4m+Y6T/ShwbkRjRPqE0bc0jih6CbcV12f0gLHwVoXsjzKWzjiNWBFBPlOc9VCvigEBRMbIh8v3JmQ7+t6NTsPAC45sqt2GmGwcOHuoqgqOjD6qRsha6PozBF5WJeO7Ya2uXa4vH4sjWOTJlZltS78b9ZWnPriTJzw3B/4z+9bsL/ahYIsKy4+sgsKs23YeKAWb6mdsHq547MVOOLhaVF1M8VClmVtbFMUWSVJwkmDOmD6zRNx03G9YbOYMHtTOaa8MBMPf7umwQhpvceHl3/bjKOf/BX/+WML3F4/RncvxPED2sFqlrBuXw2e/HE9xj/xK6a+MgfvzNuuPawEE6/PpqDxayAo2F3H1+/g79mfViXuNbDS6caLMzbB6fZh/taG9zTzt1TA7fOjU0Fmg3uugR3zMb5XMXx+Ga/P2qptCGTF2dUKBE5ABIBCnULdgeBTd5V/oy+W7IbT7UPvkhwc2aNQ+/Ptq65PSkeHx+fXCg5XT+jeIIu0pXtpoUthFgqyrHD7/FGNQcuyjIe+XQNZBib3L8FpQztCloHPl+zGpKd/wxM/rkN1iBHseK3dW43Pl+yKeIQvEeZuKceavdXIsJow/eaJOHN4J/hl4MVfNuHsl+dgc1CBx++X8fePlmHpjkrkZVjwxuWj0TbXju7F2ejTLgdev4xf1jfsuglk5sX/f0HoXpyNVy8dCZvFhGlr9uPh79Y0+ZiyWhf+8v5SeP0yThvaURvXE6xmk9ZIIIpOethTWYfdlcpYfrQHgp0wsD2umdAdvUpyMLZHEc4Y1hF/ProH/nFKf/zrguH48M9H4vnzhuGUwR2QbTNjf7UL783fgcv+twBDHvgZD327Bj6/jD7tlC7w/83eltA8Kp9f1l4XGo8TAkoeaL/2uTjk9GgdlnR4YBErRfx+Ge+rge4XqiMgiSJ2BTYeqA2ZUdKSb1fsgdvnR0muHR0bna4lTihcu7cmplbZBdEUsdTslzmbyuJuy21yOmECXtx/XLUPbq8fvUty0F8dmdGTzWLCKxcfgaGd83HI6cElry9osJv36eJdWnvz8+cNa1Awac6gTvnaaNC9X61KyA1VrHx+GW/O3oqRD0/DP76MPIC+pt6DGz9YCo9PxsmD22v/3/p3yEVxjh11Hl+Lbe16qwsxBpKITqylOyrh9ir/d3sUZ+OSsd0wvEsBal1e3Pvl6rB/h1onVgTfN4LorgpXxBJdj3oFu3v9of++RCeWLCvh1KlysDay46yHqMGsLZ1i5HR7tYLNUT2Lm/z65P4laJdnR7nDjR8T8BD+rxkbsb3cifZ5GVpRtLFuRUouVuPTu3ZWOLG7sg4Wk6QVv/q1V9bGTQdqIupY2lNZhy0HHTBJwNieRVom2FwdOnQjUe/x4fuVe3H1Wwtx5KMz8NC3a7BqdzWsZgknDGiHVy4+AvPvPg4PnzEYd5yk/P08P31jRLkqkf7+Xy/fA6fbp42JJ8qOCieq672wWUzo067ha1imzYybj++D6X+fiOMHtIPXL+O1WVsx6enf8eniXfho4Q4c85R4MPeiX/tcvHH5KHz05yPx6qUjseie4/H4WYMxtkcRJEnJB733y1UY/ch0XPHGAny5dLf2uqyNINssDToPA51Y+hSxDjncDU4km7Z2f9SdNpF6b/4ObTOj8f2HOIHw6D5tm2Q1iW6sjxbuxN4q5XtK70wsPccJA5lYfsiyrHUhXTK2KyRJQkGWTfu9wx0GoZf35m3H1jIHinNs+H/H9Irpa0iSFFMu1o+r9mHB1gpkWE146PRBePGC4fjyhnEY3b0QLq8fL/+2Gcc89RvenL1Vt++7eo8Pl7w+Hzd/vBzjHv8Fz/y8PiXdKq/NVLqwph5Rii5FWXjuvGH494XDkZ+pdDqd8q+ZeGfuNsiyjMd+WIsfVu2DzWzCfy8diV4lgZH5Ewe2BwD8tKphEUvvTixhZLdCPHvuUADAG7O34Y3ZW7Vf8/ll/O3DZdhXXY+ebbPx2FmDQ2arjeymf7i7+FoDO+bFtCF4zykDMP3mifjgz0fi+fOH4+6T++PqCT3wp6EdcWSPIpwxvBNeumgEFt97PN64YhQuGN1F2zAyScA/TumPr24Yj4IsK3ZUODFtTWIL/uKRrzDE2mQ1m/D42UNgkoAvlu7Gbyk8RZeSi0WsFJmzuRzbyp3ItVtw2tCOCf292uba0akgE7Ic2ahKMFmWtfyFy8d1azIS16NtNmwWE2pdXuxsYSSgsep6D9aqu1iRzHQP79IGmVYzyh1urI8jpB5o2nmViE6sr9VRwtOHdYz+1MkIZdsteOOK0ejZNht7q+pxyevzccjhxo5ypxZM+/fj+2BQp8g7/f42WQlp3l/twmPfr0vIdUdrw/4anPPKHDzwzRqU1brx7rwdeHXmlhY/T5Zl3PPFKuyoUMI2ldNZlH8LSZK0vJE/NiR3pFB0OWWFKmLp2DUU3PUiSRLMJgmPnzUEVrOE6Wv344cwRQ7xYBjNDVKOXdnBD5+JFf3XDcWqjamEHycEUjtSeDDCAF+RXbh2b3XYDqqF2w7B65fRqSATpYWZTX7dYjZpJ5mJk2/14nR7tYeRh04fiNxmchyb68QS348iDwsAOrfJRI7dAo9P1rIXwxFdWENLC5CXYdWKWIkOdy+vdeEfX67E6Eem4/r3lmD62gPw+mUM7ZyPh04fiPl3T8Z/Lx2Jkwa11x7cpx5RiqGd81Hr8mrdH/FauK1Ce8D9etnuhHaviFD3/u1zmw0O7lKUhVcvHYk3rxiFHsXZKKt14dZPluOOz1ZiX3U9OhVk4tlzh+K7myZgUr8Sbf3Nz7Li/NFd8MGfj8TcO4/DP07pj8Gd8uH1y/h1/UH87aNlOOLhabjxg6WYpmadNB5t1jqxdPo7EOHiJbl2tM21o6be2yBTUC9ur79Bd17jTrKZ6hjjxD5Ni9QTehejX/tcON0+fLtCucfQoxOrKCcx44S2oHHCuVvKselALbJsZpwZdJBRskYKq+o8eGGGcjLx3yb3iWsjZVjn6HKxXF4fHv1B6RL589E9tQ6wYaUFWmG3Z9tsVDjceOCbNTjp+T90GTH8ZvkelKkbKVV1Hrz4yyaMe+IX3PfVqqS9Lm46UINf1h2AJAFXju+u/fypQzrip78djfG9ilHv8ePer1bj5H/Nwqvqa8xTU4doHbuCKGL9vuFggw5rPTOxGjt1SEdtkuGhb9doUwovzNiIWZvKkGk14+WLj2j2+0k834gRYT3EkocViwyrGZP6luCxswZj/l3H4asbxuGHvx6Nqyf0QKbNjIvVzm/xb5YIogurIMuqxUg0Nqy0AJcfpXxv3fPFqoS+Lr4/fwcG3PcjjnnqV/z57UV45uf1+Gb5HmzYH9lGHOmHRawUEYHuZ47oFPfDXCSGqe2sS6MMd5+1qQzr9tUgy2bGRaOb5nZZzSb0VXdoV0cZ7r542yHIsnID01zgcTCbxYQxPZQFO95TChtnYn2tLkB6OVBdr2V3/Wmo/qdOBivMtuHtq8agQ34GNh904PI3F+LvHy+Dw+3D6G6FuPbonlF9vQyrGY+fNRgA8MGCHSkNTXZ5fXhu2gac8q+ZWLqjEjl2C04fphR9H/9hXYuh7J8s3oWvl++B2SThXxcou37BJqgPCTMTnH3SWJ0a7J7RIBMrsGOtl8ajWwDQt30u/t9E5Xvi/q9XN8mWEBxxnE5YG9E4oT7B7s2PEwaKR9uTsMPfnIMR7np3bpOJ/EwrPD4ZG/Y1n50h1pXGeVjBLhjdBWaThAVbK3Rd1zYdqIXb50dRtg0nqA8ToYhMrG2Ngt3nbVFuvIO/HyVJ0rqxIgl3F2u/OLFWdKMt21mZsBtXj8+PP7+zGO/O24HqeuWgjuuP6YnpNx+Nr/4yHpeO7RYyq8NkkvDQ6YMgScrI0CIdduJnBWX4Odw+fLdyb9xfszli0yuSuINj+pbgx78djTun9EO2zYyCLCv+cUp/zLhlIs4a0RnmMJmQ7fMzcPWEHvjmxvGYcctE7bTLeo8f3yzfg8fUAmDjeyWxhtTpVPgXRdeebXNw4kAlZ+XHVfr//X6zfE+DInvw6Yq7K+uw+aADZpOEsSE6LSVJ0rqxPD6lgJ8VRbdsc4obBLvrOE4Y1GEsDtk4c3inBgVwrYiV4HD3H1buxSGnBz3bZuP8UaVxfa2h6oRDpJ1Yb8zehp0VdWiXZ8d1E3s0+DVJknD8gHb46W9H4+EzBqE4x4YtZQ48N21DXNcoy7LWrXnbiX3x8kUjMLRzPuo9frw9dzuOefo3/PXDpVEdqhGL12cp1zC5f7smkSTt8zPw9pWjcd+pA2CzmLRrufWEPiFjOAZ2zEOngkwlsy7o/s+p0+mEzbn26B64cEwXyDJw04dL8X+/bcKLvygF0cfOGtykUzXY8C4FMJsk7FZHAPUgOrGiycOKl8kkYWhpAfq2D/xZLz2qK2xmExZvP4QlCTrERBRhi1oort9yQh8tq/GZn+P7v9OcTxbtxN1frITT7cO2cid+XrMfL/6yCTd+sBQnPPcHBtz3I0587g/c+MFS/PuXjfh59T5sL3foHupPChaxUuBAdb22s3jhmMSOEgrD1RfcaE8oFF1Y544sbTZ4PdYTCkUe1qhukc9zj9dyseItYikveCcObIfBnfJR4XDjwlfnN5jLj8e3K/bCLysvXl3U0ZpE6lSQiXeuGo2CLCuW76zE4u2HkGO34Jlzh4Z9eGjOmB5F2vfmXZ+vSEmm0OLth3Dqv2bhhRkb4fHJOK5fCX7++9F4/rxhmHpEZ/hl4MYPljZboNh0oAb3f6V0o91yQp+Q2T3jeym5WKv3VCf1RMaQwe5WfccJ6z0+bexsbM+Gu5nXT+qFHm2zcbDGhcd+CJ0hEMvphLlRnE4Y7zhhuEwsr8+P8qBsnR0VqRsnPFAd2feVMqIicrEqm/24eWpR+aheTfOwhPb5GTiun3Jiz/s6dmNtOqCsj8HjHaGITqyKoPEsWZa1omrj78f+Wi5W+NcQWZaDQt2V14LSwix0bpMJr1/WdVwj2BM/rMPi7YeQm2HB21eOxuw7jsXtJ/VDr5KWx8SHlhbgvJHKA/N9X62OOztEHEQhXnc/Wpi4UF1xMuHgCDt5bRYTrpvYEwvumYx5dx2Hqyf0iGiMPVjPtjn4+/F98MstE/H1X8bhqvHdUZKrdAn1bvR9l2lV1hC9ipfBB9icNFA5CfDn1ft1zXuRZVnrIhZ/rtqg05LFg/mw0oImmy7CaUM7okN+YONPjwf3BuOECQh2332oDj+tVu57LxnbcEM0WZ1YYrx5Qu+2zXZ0REqME246WNti1tTBGhf+/csmAMDtJ/ZrduTNYjbh4iO74tVLRwJQRqPi6ZZatP0QVu+pht1iwoWju2DK4A748oZxeP/qMZjQW8lW+2rZHkx5YSauf29xQjIUy2td+HzJLgBocIptMJNJwpXju+PbG8fj2H4luOnYXrhhUuhRT0mScIJaYBbfT0BiO7HE7/vQnwZiYp+2qPf48eSP6yHLwEVjumiB883JtlswSF2vF+qQi3XI4caG/cprcbhT3ZOhJDdD21h+LYLpiFiIkwmLGp1M2Fi23YJHzhwEAHhjztaon3db8s3yPbjjsxUAlIOy3r96DO4/bQAuGF2KEV0KtI7y9ftr8M3yPXj65w348zuLMfGp3zDw/p/wp3/Pwq2fLMerf2zB7xsOYl9VfcSxKBQai1gp8PGinfD6ZYzs2gb91JOZEk0ECy7dURnxf5q1e6sxc2MZTBJwVVALcGMi3D3aEwrFA8fo7s0/jDUmHlzmb6mIKzNAPKCX5GbgnatGo3+HPJTVunDhq/NChhFH66vl6ihhgkdFg/UqUTJHxIjag38aiNLC2Atod07ph/Z5GdhW7sRz0xOzqxGKLMv457drcM4rc7DxQC2Kc2z494XD8dplI9GxIBOSJOHhMwdhWGkBquo8uObtRU0eYuo9Pvzl/aWo8/gwvlcxrmumG61trl07YTPe7r5ohDudUK+C4ZIdh+D2+dEuz65lFAlKt90QAMCHC3eG7LYTN4XRZEzktBDs7vfLgeKYTplYoYpY5Q43gpe5HakcJ4yiONrSCYVVdR5txGtsj6ZdGsEuVgNmP1u8q8XjwSMVaRErx25BW/UBXaynuw7VNcnDEvqpmYEtnVC4fn8NymrdyLSaG4TZBnKx9O8a/XHVPrw2SxmVeHrqUBzdp23UJ83edmJf5GVYsGZvdVynRpbVurTX2afOUTYoFm8/FPZkwFj5/TJW7RFFrIKoPjfbbom6eNWYyB2699QBmHvXcfj+pgl4Rs2mCfw+yu+hVxyAKKJ0L87CmB6FyM+0otzh1rU4OntTOdbtq0Gm1YxL1WJO8P9P0RU8oXfz/7+tZhOuHBe4J9P7dMJQuTOxEuOE+6rr4fPLGN2tsMl9bw+1iLUlwUUsURDqEsd9kRBNTMez0zag1uXFkM75DcYomzO8SxtM6F0Mr1/GK79vjvka35y9DYDS+SYKk5Ik4ahexXjnqjH49sbxOG1oR5gk4PuV+/D6LP1Hwt6Ztx0urx9DO+e3uGHdp10u/nf5KNx8Qt+wERxipHDGuv3wqq//WiZWAidbLGYTXrpohLbpMrhTPu49dUBEnyuKTQt0WEvEetSrJCdkB3CyXa0WJ39ctS8hI6paqHsEf9Zj+pbgzOGdIMvAnZ/pdzLwz6v34e8fLYNfVjrd7z9tAI7qVYwrxnXHY2cNwefXj8PKB07A7DuPxRuXj8KdU/rhrOGdMLBjHmwWE+o8PqzYVYVPF+/CI9+vxWX/W4AjH5uBIQ/+jHNenoO7v1iJt+Zsw9zN5SEPN6HQWMRKMp9fxgcLlJ1TXbqwTCZg4kTlzdT8P+fAjvmwmCSU1boibmcVu4VTBncIWwwRRYBoTiisc/u0U4/GRNEO27ddLopzbKjz+LA0jtbVOu0B3YyCLBvevWo0+rTLwf5qpZAVz0K8rcyB5TsrYTZJOGVI8opYgHLz8+2N4/HOVaNx1oj4xhjzMqx4+AxlV+PVP7ZEnacWq1/WHcDrs7ZCloFzjuiM6TdPxKlDGuaK2S1m/OeSI9A2144N+2txy8fLG7TrPvr9WqzbV4PiHBuePW9o2IdOcYR5S6OJeqoPGeyu7zhh8OhWqBvC0d0LtTXo7i9WNimeae350YwTap1YoUcUg08FjffBSxSx3L6mRfnG3U87KlI3Trjf4ca80kGoGn1U2DUaCORirWwm3H3B1gr4ZeWhr31++BHs8b2K0bUoCzUuL75Ri+rxirSIBQDdtZFC5e9eZAsNLS1oUhgVD7UtnfQlRunG9ChskNEkNjf0zsXaXu7AbZ8sBwBcM6G79vAUraIcO25VQ/Cf/ml9zDepotDev0MeBnTMw7Fqt10iurG2VzhRU++F3WJC73Yt/3snktkkYUDHvCYZbGJt0quIpXViFWXDajZpR7freUDCa7NEd3tndFAPyhGdPF6fX/seF69LzTl/dKnW+ZqXGf+De/A4YUECgt2Fixt1YQFA97ZqEetgbUI7E3aEK2JFeC8dbGipyMWqbPZj1u6txkcLlcL1vacOiLgA/he1E+mTRbuwryr6QyH2VNbhRzW76bKjuoX8mEGd8vHiBcPx1DlKcfjFGZtaPLU4GvUeH96Zq4yQXjWhh27ZsKO6FaIw24ZKp0fLhkp0J5aQY7fg3atG46HTB+LNK0ZFXKwXY396dGJpo4Qp7sIS+rbPxYTexfDLwP9m618I1cYJQ5xMGMq9pw5AYbYN6/bVaNNE8fh9w0HtBMqzhnfCI2cMCvm9LEkSOhVkYlK/Elw3sSeePW8YvrtpAtY+dBJ+uWUiXrl4BP4+uQ9OGdwBvUpyYDZJqKn3YtH2Q3h//g7c//VqXPDqPIz45zSMfHg6LnptHh78ZjU+XLADS3YciulgttaORawk+33DAeyurENBlhUnD+4Q/xfMzAR++015y2wa8itkWM3a7kEkLZb7quq1B58/N9MCLPTrkAdJAvZXu1AWYf7L0p2H4PHJaJ+Xgc5tmr/uxkwmSctAiadzxtGoiFCUY8e7V49Bj7bZ2FNVjwtfmxdzqOZXaqD7uF7FWjdCMvVom4MJvZueahSLyQPa4dQhHeCXgds/W5Gwk5qCTV+rnCxy0ZgueHrq0GZvqNvlZeCVi4+AzWzCj6v34d+/Ku36P67ah7fVG6dnzh2GktzwD/tauPvGsqS19opOrOAboIxGR5HHS4ydje3RfKfjnVP6oSTXjq1lDi3fQXC6YihiZYQfJxQdcyYp8OeNlUWME4b4njxYq9z056nXs6PCmbK27V11wPkXPo6D3/wUdo0GgMHqiMr6fTUhO/JEHlbjcbxQTCZJO4nz3Xn6jBRuOhh5EatbsXpCodpdEchna3rjLTI29le7whZ4ZjXKwxLE9/iqPVWodOqzi1nv8eH695agxuXFyK5tcPtJ/eL6eheO7oL+HfJQVefBUz+tj+lriAKH6NIRuT6fL92t+yiQ2GTq3yFPKxinG1EM1aPTUJZlLZNJjLedJE5CW71Pl0yTjftr8Nv6g1rAtehGFUW45buqUF3vRV6GBUPVtaA5uRlWvHDBMFx+VLewa3ykgkcI9ezusAcVm4tzbNrfaTCRoVdd78WhZjIa9bBDzegLGfEQ4b10sKEtnFAoyzIe/m4N/DJwyuAOURUdxvQowujuhXD7/PjPH9F3Y70zbzt8fhlH9ijU7v2bc9aIThjVrQ3qPD48/F3oeIFYfLl0N8odbnQqyMTJg2LbAAjFbJIwub9SwP9JLdQ5tE23xGcMF+XYcenYbi2OtwUT//YbD9TiUJydNgvUgPjR3SOPYkk0MSr68cKdDU541YM4TTO4WzScwmwb7j21PwAlfD+emJi5m8vx57cXwe3z4+TB7fHkOUOi7sQ2myT0aJuDkwZ1wF8n98ZLF43A9JsnYs1DJ+KHv07AC+cPw/XH9MTk/iVagb2s1oXZm8rxxuxtuPPzlTjr/+Zg8AM/Y9zjv+DKNxfi8R/W4fMlu7Bqd1VK4l7SRXrembRiIp/knBGd4263j9YwkYul5uSE8+acbfD4ZIzuXqgFWDYnx27RbkIiDYjUTtboXhh1sUWPXKy6EF0mJbkZeP/qI9G1KAs7K+pw4avzsD/Ck8UEWZbx1fLdAJI7SphID/xpINpkWbF2b3WTQofeZFnWjscVu+DhHNG1Df55xkAASsv+O3O34fZPlc6Ja4/ugYkt7GYDwBHdlFMvy2pdWNvCOJNexENLZqhgd0/8hcI6t08rVjc+3SdYXoYVD52udNv95/ctDf7/iq6paG4KRWeAGCescysdk+/N3457vliJq99aBEAZN4q3yGoLM04oOrGGlhbAJAH1Hn9SM88Ep9uLGrVwV5LX8g1Yx/wMFGbb4PXLWLev6feiGJc7KkTgcyjnHNEZNrMJK3dXaUWJWNW5fdiuPgRGVsRSXhO2lysFRFFUDfX9mGO3oKv6YLmumdcQt9eP+Wp34bhGRaySvAz0KsmBLAc6EOP14DdrsHpPNQqzbXjxwuFxF3IsZhMeOl1Zqz5cuCPqf49QeWAT+7RFuzw7KhxuTF+j77Hiq9RuwCERhLqnip6dWAdrXXC4fZCkQJFjfO9iZNvM2FtVjxXNdEdGQ5zseeKA9uhalK2NQ4rivhglHN+7OKIsy2P7tcMDfxoYd74ToHS2juhSgLa5dl3G7YTgItb5o7qEPOUyw2pGJ/W0vq1l+uSSNlbl9KBafV0qbaPPny9cuPuOciee/nk9Zm8qh81i0k63i8aNxyrdWO/P3xHV61e9x4cP1LFlcWJbOJIk4cE/DYJJAr5bsVeXaAW/X9bGsK8Y102X79Fgoiv25zX7IcuydjhCNJtuyVSYbdNeN8/771xc8N95uOrNhbjxg6W449MVeODr1fi/3za1WJBwur1Yra5F0USxJJo4NdXhDnzv6UUbJ4ywEwsAzhjWCUf3aQu314+7Pl8Z0ybE4u2HcNVbC+Hy+nFcvxI8f95wXb+P7RalueT0YZ1w+0n98Nplo/DH7ZOw+sET8dUN4/DkOUNw9fjumNC7GO3U+8fdlXX4Zd0BvPL7Ztz88XKc+uIsDLjvR3y1bLdu12UkLGIlkfjmA4ALkhToHmxYhOHutS6vdnpiS11YQmCkMLIiViAPK/p22HHqLvTyXVUxt1c2l/fTPj8D719zJDq3ycS2cicufHVeVDcPq/dUY8tBB+wWkxY+aXTFOXY8fIZyWuFLv26Ka4yzJWv31mBvVT0yreawxZdg543qomWL3PvValTXezG0tAC3nNA3os+3W8xad0iyTims9zQtogaf4hSvpWoeVvu8DK040JyTBrXHSQPbw+uXcednK7QQ41huCkUn1t7Kekx+9ncMvP9HnPl/c3DPF6vw3vwd2pjcURF0ErVEy8QKcXMiTv7qmJ+pHWWeilwsUUzLsJq0Al84kiQF5WJVNvi18lqXVtgK1c0USlGOHScPVm72xclgsfp9w0H4/DI6FWSifQSnyYpxwq1lDuysqMOeqnpYzU3zsATthMIQxTtA+Z6u8/hQnGPTTsQNFsjFiv8B7Iulu/DBgh2QJOD584ZpY1/xGtWtUMvruO+r1VHdWG8pc2BPVT1sZpN2rLrFbMK5amj8hwv1fXAQoe6DIgx1T4VAJ5Yv7k6pbWXK+tCpIFPbUMiwmjFJHdn8Ic5TCg/WuPDFUuVB45qjlcKC6MQSJ8GKkfaje7e8+ZIIH187FjNvnxTVibQtEa8JJil8hIboftuSoBMKxfpfnGPX7c83qFM+JAnYU1WPAzX12F1Zh//+sRmn/3sWjn7qV7z0q9JBdc2E7jHlk47vVYxhpQVwef1RhWZ/tWw3Kp0edCrIjGgzEFCybS9RcxTv/3p13F33v284iE0HapFjt+C8OE+CDGVcr6AC864qrRMr3lOPE0mMf2/YX4u5W8oxY90BfLN8Dz5atBNvztmGJ39cj5d/C991t3RHJbzq67Ao/KYDSZK07OQ3Z2/TdWqjXDudMPLON0mS8MgZg5BpNWPB1gp8GOXI/ardVbj8jQVwupVc3ZcuGhGyAJ8I2XYLhpYW4NyRpfjHqQPwzlVjMP/uyVh23/H4+Nqx+OcZg3DJkV0xuruS2+iXEdVEU2vCIlYSfbRgB/yyMvrQs61OGRMOB9C2rfLmCP/iL8LdV+6uCht299HCnaip96JH22xt0W3JgChOKHR7/Vi8XbTDRl/E6lSQiW5FWfD5ZW1nPlrh8n46FWTig2uORMf8DGw+6MDFr82POMNEVMMn92/XJL/DyE4Z0gGnD+sIvwzc8vFyrZNNb7+qXVjjehVF1al476kDtO+lXLsFL54/PKoXHC0XK0lFrLpQmVg6jhPODToFLpKOpwdPH4jcDAuW76rSjuSO5cjqomw7JAlw+/zYdKAWflkZITm6T1tcN7EnXrxgOGbcMhEvX3RE9H+oRqzqv2+occIDNUoHZUmeXSviiS6iZDpQ40Kmux7znrsAUklJi2s0EOh8WdEog050GPVrnxvVGMNF6oPJ18v3xNXm/6P6EH/SoPYRfU+JTqxt5Q5tlHBo56Z5WIKWi9VMJ5boDjiqZ3HIdn5RxIo3F2vD/hrc/fkqAMCNx/ZuMZsoWndN6YdsmxnLdlZqmTWREKOEI7u1abBuiCLWzI1luoXqur1+Q3RiBT+w1se5bm4razhKKEwZpMQ+/LRqX4sjyUt3HMLlbyzAWf83G1NemIlJT/+GIx+dgaEP/oyjHp8Bt8+PYaUF2qEEIhfQ4fKhqs6jbTBO0Pl7LlIWs0n3CYEO+Zn4xyn98cy5Q7UNhVASfULhzkMiD6uZa4jiXlrIsVu0EzOnvjIX4x7/BY9+vw7Ld1XBJCn3MU+cPRi3HB/ZhlpjkiThpuOUbqx35m2PaAxNlmW8oQa6X3ZU16hOp775hL4oyrZh04FavKXeB8RKZL+dP6o0IffCGVYzjukbGCmM5SCaZLvtxL74+NqxePXSkXjh/GF4/KzBuO/UAbjtxL6YekRnAMoUTLjTVmM51T1Z/jSsI9rm2rGvuh7fr4yv6B9MnE4Y7ZhzaWGWlkX52A9rI56sWb+vBpe8Ph819V6M7laI/156RNInp0IpyLJhdPdCXHJkV/zzjEH4+NqxWHbf8Vhw93FpvdmUSCxiJYnH59cqwRcdqXMXVlmZ8taC7sXZyM+0wuX1N3sKlNfnx//UFuCrx/eIePY3mhMKV+2pQr3HjzZZVvSKsZg3Ls6RwpZCq0sLs/D+NUeiJNeO9ftrcOWbC1ss3Pj8Mr4WpxIOax2jhMEe+tMgtMuzY0uZA0/8uC4hv4foVBQ3J5Gymk145eIjcO3RPfDmlaNCZ16EMUHd+V649VDCCnTBQmVi6RnsHi5/KJR2eRm4a4qSIfDMz+uxs8IZuCmM4sW7ba4dL14wHLef1BdvXjEKC+45Dov+cTzevnI07pzSD6cN7YiebXOizhQIxSoysUIU5EX3ZEnQaExKOrHUYlqBoyqiNRoIOqGw0fhSNHlYwUZ2bYO+7XJR7/FrR51Hy+X1YYaaVTclwmwTMWJe6fRoxZpw3ZX9xQmFzXRiNZeHJYzpXgRJUjJHxN97tBwuL65/b4l2qulfj+sd09cJpyQvA5eM7QYA+CGKwPCZahFrfKNT60oLs7S/k08W6RPw/tv6A3C4fWiXZ0fvkqZdb+kiIyg0XJxOFitxMp74vhWO6dsWdosJ28qdzX5vAkp3940fLMVv6w9iyY5KrN1bja1lDuyrrkdVnQcenwyzScJfJ/fWisDB44RzNpXBLwM922anVYeFHq6e0ANnDu8c9mMSXcQKG+ouRHgvHUxMOGwvd0KSlIOK/nnGIMy/ezLeu/pInDeqS1yvd5P6lmBgxzw43b6IQrPnb63QTr88b2R0zxr5mVbcoWb/PT99Q9RxGsLqPVWYvakcZpOEK8KcbB4vMe3w3cq98KgHvOhxUmeiWM0mjO5eiOMHtMPpwzrh/NFdcOX47rhhUi88fvYQ9CjORlWdJ+w4ngiGHxVDA0Ci2S1mXKZORbw6c4tuOaTlavG2OIpxQuHyo7phaOd81NR7cf9Xq1v8+C0Ha3HRa/NxyOnB0NICvH75yLQujEqShJK8jCYHaBwuWMRKkhlrD+BAjQvFOTacMEC/gMNoSJKkzfAv2xl6JOz7Vfuwu7IORdm2qE63G6iOE245WNtiEUBbhLsVxvziLm7aY53d1zKJwixO3Yqz8f41Y5CfacWynZW46cOl2qhVKAu2VmB/tQt5GRZM7JuandREys+y4kn1FJs352zTJTch2CGHWxtVnBRhB2Cwwmwb7jq5P47oGv2Lu3hwcPv8mLdV3xPOQtmn3hyGGieMN6Qx0jysxs4fVYrR3QrhdPvwjy9XBYJSo2zPP3VIR1x/TC8c07ekxVD9eITNxFKLWEq+i/JwlIoi1v7q6HO4BqudLxsPNFxLo83DEiRJ0jZO3pu/I6YbyzmbylHj8qIk1651kbQk02bWxg5Fzl2470fRibVhf412bLpQXe/BcrUzbVzv0H/+Ntk2bax9bgzdWLIs454vVmLTgVq0y7Pj+fOHRdXFEA0x4vP7+gMRHQHu8fm1wvSEXk1fW8S4zseLdmHTgZq4Hx7E2Nvpwzol7O9ADyaTpK2h8W4+NNeJlW23aN144U4pfObnDdh1qA4d8zPwysUj8NaVo/HJdWPx7Y3jMf3miZhz57FYfv8JmBS0QSMeuF1ev7aBo3fnn1GIEwpTWsSKwfXH9MLUIzrjgdMGYP5dx+Gja8fikiO76naojyRJWjbWm7O3tdhN+6bahXXmiE7Iz4q+A+qcIzpjWGkBHG4fHv0+tpD319Xst5MHd0hoQXZSvxJYzVKDLms9R2GTyWyScO1EJb7l1ZlbQnbku71+LFWf3UanycmEjV00pisyrCas3lOtTQTEw+Pzo1I97CGaDnTBbJLw2FlDYDFJ+HH1Pq2jvDFZlvH7hoO46LX5KKt1oX+HPLx9xehWNVHTGrGIlSQiY+rckaVJm6sNRewaLQ2RiyXLMl5VjyO9dGy3qNonS/IyUJxjh19u+Zj04FD3WCljUsqDXiy7RXURHsfbqyQXr102EjaLCdPW7MeD36xu9gHhazXQ/eTBHVptVXxin7a4SM21uO2T5ajW8cjXPzYehF9WxqWSvRMtSZJ24tfMDfoW5xpbs6caC7ZWKOMGQQUJvTKxFm9XTv7smJ8R1Q27ySThsbMHw2Y24fcNB7UTXdJ1F0rLxPKFyMSqFkWsjLToxIpGe3Ut9fllrbN1X1U9tpQ5YJJiWzfPHN4JWTYzNh2o1cYRoiHygE4c2D6qjQdxQqFfRtg8LEB5uMyymeHy+rGtvOGD7LzN5fD5ZfQoDt+lIkYKf98Q/Vjw+wt24Mtle2A2Sfj3hSNQHMMNc6SGlRagMNuG6novFm1rOWNw+c5K1Lq8aJNlxcCOTU8aO2FgO7TJsmJfdT0mP/sHxjw6A3/7cCk+XrQTuw5F931fVefRuu7OGBb5RlaqiCKWI84TCsX3XOMiFhA4pbC5ItaynZV4Q+2SeeSswThpUAdM7NMWo7oVYlCnfPQqyUHHgkzkNBrNzg768bS1+wGkLg8r1XoEdWLpcRJkY2LUNpZsqnC6FWfjqalDcfm47iiJICswFicMaI8+7XJQ4/Li7TBjfrsOOfHzGuV79PKjusX0e5lMEv55+iBIknLS9rwoCxH7quq1iYRrJiSuCwtQDqYJ3tSxmU0pfb6K15nDO6N9Xgb2V7vw+ZKmQd0NplgiOFwlFdpk2zD1CGVTRRxkEY9D6mnDJgkoyIytoDSgY55WILzvq9UNCsFurx+fLt6FKS/MxGX/W4C9VfXoVZKDd64aHVMRmJLLuP/bDWR7uQMzN5ZBkoALRic/0D3Y8DDh7vO3VmDl7irYLSZcoraERiOSkUKfX8aCOELdhYIsmzZ2E0tHkDNEJlFzRnUrxPPnDYMkAW/P3Y4JT/6Kv364FG/P3YZVu6vg9fnh8vrw3QrlQe9PrXCUMNjdJ/dH16Is7Kmqx4Nfr9Ht64qd6Fi6sPSQrFwscVz2yYM7NBh7FEXjeE8nDIwSRpaHFaxn2xxt11fUalsq9KaKKGK5G3WyyLLcYJxQZGKlooi1q6Iu6s+RJEnLIRLh7nO3KGvc4E75yI/hRi43w4rT1YLEe/OjCwD3+vyYtkZ5wI50lFAILggMKy0Iu96aTBL6inD3RuPujU/la87xapfzl0t3R3UAxardVdpadvuJfbXj0BPFbJK0jpwZavEiHDFKeFSv0HlgdosZz543DON6FcFuMeFAjQtfLtuD2z9dgfFP/IqJT/2Kp39a36TDLZTvV+6F2+dH33a52ohnOgsOd4+V3y9rRaxuIYpYk/u3g8UkYf3+GmxpdFy72+vHnZ+tgF9WYgQmRTEKb7OYtI7SSqcHNrMJYyIcAW9tOhVkwmqW4PL6sTfGMbZwEtWJlQwmk4QbJimvy6/P3oraRplJsixj7d5qPPr9WvhlJYurT4jDLyI1uHM+LlSfVe7/anVE64bw1txt8PpljO5WiCGdC2K+hkiJUwqB6LvG043NYsLVauHvP79vbjL5ETzFEu/pzol05fjukCTlnn7TgfhO/Bah7oXZtrjGcm88tjd6FGfjQI0LT/y4DlV1Hrzy+2ZMePIX3PrJcqzbV4MsmxlXjuuOj/58ZEI3sUg/LGIlwfvqfPPRvdvqvgsULTFOuOWgA1XOhl00ogtr6sjOUQfoAZGdULh+Xw1q6r3Itpm1j4+VeKB5fdZWLSg+UnVaJlZkXSYnD+6AB/80EBaThF2H6vDVsj2476vVOPXFWRjy4M8486U5qK73ol2eHWPS6NjbRMi2W/DM1KEwScBnS3bhpyjCiZvjcHm17olIDxPQ27iexTBJwKYDtdhTGX3xIRI7K5z4Vi12XjexZ4NfC3RixTcWE1zEisW1E3s2OP0tXdvzm8vEqq7zaoWttrl2bc09WOPScr6Swe+XY26nFwX6FWou1pxNIqg/ulHCYKKD8sdVe6M6cXX+1goccnrQJssa9cZDcL5QJN+PWrh7o27eWREWsUZ3V07/88vAbZ+uiGg0t6begxveXwK3z4/J/Uvw56MjO5E3Xsf1V9Y5UbwPR/z5J4T580/qW4L3rj4Sy+8/Ae9fMwZ/mdQLI7oUwGxSxm3+/eumiAqYYpTwzBGd0vpBSRCdWPH8395XXY96jx9mkxTylKf8LKuWRffT6oZFx//8vhnr9tWgTZYV9506IOrfO/jBe1T3Nmnb+ZpoFrNJKzBt1fmEQp9fxu5Dymt6tHmZ6eLUIR3RozgblU4P3pu3HS6vD79vOIj7vlqF8U/8iikvzMT3K5V7sat0yKG69YS+KMiyYv3+Grw9N7KTbR0uL95TT8G9OsFdWMLxA9pBLFPpnIcVqQtGd0FBlhXbyp1NwtHjOdU9mboXZ2Nyf2Vk/vVZ2+L6WrGcTBhKhtWMR89STll/f/4OHPXYDDz+wzrsr3ahJNeOO07qh7l3Hof7ThsQ09gipQaLWAnm8vrwySIlTPeiMMcLJ0thtg3d1BfxZUFHuG86UIMZ6w5AkoCrxsd2Ey/GHMIVscQifES3QljM8X37nT6sI+wWZfb67Jfn4MJX52HO5rIW80BkWdZGD5oLdg/l0rHdsPS+4/HOVaPxt8nKqVW5dgucbp/WffanoR3TOkNELyO7FeLPRytFmLs/X4my2uizf6rrPfhi6S78+e1FGPHPaah0epCfadW6BZMtP8uqFXlnJqgb67WZW+Dzy5jQu7jJaSJ20YkVxzih0+3FcvX/dbQB4ILNYsLjZw+GJCmFolg6f5JBGyds9PclRvjyMizIsJqRn2nV/gw7Y+iMitXqPdWocLibjBBFQnRirdpdBVmWtRP3Yv03BZTj4IeVFsDjk/HJ4sgDwMUo4QkD2ke9ZneNsoilhbsHdWLtrarD5oPKKOXYCL7G/acNQHGOHZsO1OKFGRvDfqwsy7jr85XYXu5Ep4JMPD11aNIKNxN6F8NqlrClzNGkuydYdX3g1LrGoe6hZFjNOKpnMW49sS8+v34clt9/Am4+vg8A4NlpG8KetLuzwokFWysgScY5nCRQxIq9+C/ysLoUZmnrSmPilMLgTJVNB2rx4i+bAAD3nzYwpoef4AfvCYfpKKHQvVgZkdpa1vz/h1jsraqD1y/DZjahXQJzGhPJbJJwvdqN9a8ZGzHioWm47H8L8Pbc7dhdWQe7xYTj+pXgpQtH4Nh+7eL+/dpk23D7iUrI+3PTNkS0sffJop2orveiW1GWVsRItLa5dhyh5jRGcz+frrLtFlxxlFIA/L/fNmvPM36/jIXq6HmiO4X1cM0E5Tny8yW7UB7D84EQ68mEoRzZowgXjFZGHR1uH/q0y8FT5wzBzDsm4f8d05PjgwbEIlaC/bR6PyocbrTPy0hMh4nJBIwcqbyZIvvnFLlYy3ZUaj8nZpeP798uZCZEJET3wPKdlXh9VuhZaC0PS4fjYfu1z8NPfzsa540shcUkYc7mclz46nyc/fIc/LruQLPFLJfXD9GlG22XSW6GFRN6t8XfJvfB21eOxrL7T8BPfzsaj545GDcd2wt/OVb/06zS1d+P741+7XNR7nDjqrcW4eOFO7GvKvwYQIXDjY8W7sDlbyzAEf+chr9/tBw/r9kPl9ePLoVZeOBPA+IubsZDPET8sVH/XKzyWhc+Uk8P+3+NurAAfTKxRB5Wp4LMkB0FkRrepQ3euHwUXr7oiLQNtrSqf1+eRi33ItQ9OJ9EjBRuL09MaHAoYix1VM+iqNdosZZuOlCLdftqsLuyDhaTFPex2mIj5f35O8IeUiH4/bLWeXLS4OgPJBG5HTazKaJA+P5qd+7aoJH02WoX2uDOBRHdZBZk2fDomYMAKF0yy0OMzgvvL9iBb1fshcUk4cULh6MgK/4b5UjlZli1rt1w3VgiD6x7cTY6t4m+iyTHbsENk3qhf4c8VNV58MzP65v9WJFlM7ZHETrkG+OEvMA4YeydWFvFKGGYLh3R8bF8VxV2V9bB75dx1+cr4Pb5cUzftjEX/bKDOrEO1zwsoYca7r5F53B3MUrYuU1m8yNJMdxLJ9vpwzqitDATDrcPDrcPJbl2XDC6FK9dOhLL7jsBr18+CqcM6aDb73feqFIMKy1AjcuLOz5bEXaD2OeX8T81VP6q8d11OYE4UmKkMDuGDaN0dNlRXZFtM2Pt3mr8pk4obDhQg6o6D7Js5pC5iOlmVLc2GNo5Hy6vH+/Mi6yTLxStEyuGkwlDuffUAbhzSj+8ccUo/PS3ozF1ZGmrzTA+HLSO//FpTLTWnj+6NDEP55mZwMKFUX3KsNICfLlsj3ZC4YGaei1EMJ5Rim7F2fjz0T3w3z+24J/frsEhhxu3nNBH29mWZVkLFR6t08hdt+JsPHHOENw0uTf++/tmfLBwJ5bsqMQVby7EwI55ePiMQRje6OEp+BSjrCjC60MxqzkuIsvlcGK3mPHsucNwxv/NxvKdldrDYt92uTi6TzGOVoNtq+s8+Gn1Pvywah/mb61o8PDcqyQHUwa1x0mD2mNAh7yUj69M7FOMf83YiFkby+Dzy7p21b01dzvqPX4M6ZwfsqNGK2LFcTqhGCUc0yP+zIRjosh2SYXgcUJZlrU/r+jEKgk6Haq0MAsrdlUlNRfrD/Xmc+zAzlGv0SV5GWiXZ8f+ape2wTC8S0Hco0anDe2Ih79bi12H6jBtzX6c1ELG1ZIdh3CwxoXcDEuDQwgi1askB/84pT/a52dEtGEg1tE9VfWocnqQn2XFLLUYOL5X5K8ZJwxsj9OHdcRXy/bg1k+W49ubxje5UV2zpxoPfqPmYJ3UN+JTF/V0XP8SzNpUhulr9+PqCaFfewOjlLG/ZppNEh44bQDO++88fLBgBy4c0wUDOzbsBJVlGZ8vUbrGzxie/oHughbs7oq/EytUHpbQNteOUd0KsWBrBX5atQ9WiwkLtx1Cls2Mh88YFPN6Kx68i3PshsggS6TuxYk5oTCiUPcY7qWTzWo24fXLRuH39QcxpkchBnXMT2ixyGyS8My5Q3HKv2Zi5sYyvDtvOy4Z2y3kx05bsw87KpwoyLLiHDXYO1nOHVWK5bsqccpg/Qp4qVSQZcOFY7rg1Zlb8fKvmzGpb4mWhzWiS5uUbvRGSpIkXD2hB278YCnembsd103sGdVhYYLoxNIroyrLZmkS5UHGlf7/Ewxs04EazFdPIRNHYKeDYerN+rKdlZBlGe/M3Q63z4/hXQrCnh4Vibum9MNtJ/YFAPz7102458tVWtFiW7kTZbUu2CwmbVxGL50KMvHg6YMw6/ZJ+PPRPZBlM2P1nmpc+voCrGk03uhUiwQ2i8kQLwbpbEDHPHx/03jcdFxvDCstgCQB6/fX4NWZW3HJ6wsw9MGfMeaxGbj3q9WYo3YUDOyYh1uO74PpNx+N6TdPxC0n9MXAjvkpL2ABwNDOBcjNsKCqzoOVah6RHhwuL95STxW6bmLPkH9WMU5YH0cn1lwxdhZjHpaRiEBkWUaDwmhwqLvQNcknFNa6vFpOnzgwIFqDOxUACJx6Gk8elpBhNePiI5VurFd+39zi6PUP6mlsk/u3i/nUp6sn9MCpQyLrUsnLsGqnD67bVw1ZljFL7cQa3yu6v8cHThuI4hwbNh6oxb8ajRU6XF785f0lcHv9mNS3La6OcYQ+XsepYz8Ltx1qcGJSsFlqV2i0f/7GxvQowqlDOsAvAw9+vabJv/2q3dXYfNABu8UUdYB/KokiVl0c44Rby5R1oaUudHFK4UcLd+KJH9YBUA4CiKVDThDjhEf3Lk6L18BUSlQRy8ih7o31aZeLa47ugSGdC5LS7dSzbQ7uOEkZK3zk+7XN/tu8qm62XDyma9JzNPMzrfj3hSMwpZUUsQDlddNmNmHBtgos3FaBBQYaJRSmDGqPTgWZKHe4tazFaInxdz3GCan14RN8AokQ1eP6t0ur1vz+HXJhM5twyOnBun01Wqvnnyf0iPsmSpKUU1QeOVM5ovf9+Ttw4wdL4PL6sGCr8jAyrLQgpop8JEryMnD3yf0x+45jMbpbIWpcXlz+xgJtJw4AnK7o87Coeb1KcnHz8X3w5Q3jsOQfx+PFC4Zj6hGdUZJrh8vrhywrXSR3n9wPf9w2Cd/dNAE3HtcbvUrSb9fZYjZpHSeik0YPHy7ciao6D7oXZzc4TSeY6MRye/0tFhdCcbi8WLFLKbzFGupuJMHZNR5f4O/rQLVSxGobVMTqkuQi1rzN5fD6ZXQpzGqQCxUNUegXf7aj4sjDCnb5Ud1hs5iwbGel1hkbiizL+FEtYrXUsaUnLRdrXw027K9FWa0LGVYTRnQtiOrrtMm24eEzlLHCV37fghVqVpwsy/jHl6uwpcyB9nkZeObcYUkdfQnWpSgLvUty4PPL2sEWwXZX1mFLmZoHpsO//90n90eGVXkwEgdMCJ8vVbqwjh/QLm1HiEPJUjuZHPGME6oZTC0WsdT/B+v316DW9f/bu/PwKMtzf+Dfd2YyyWQPCWSBhIQ1bBEIi4CgsglV1LqCgNWiR45aEWuPnrbWauvCzyqtPXXDlhaXwmmPW91RNil7AIFIAAmQsAQCJAQSss7z+2MyQ4AkZHln7pl5vp/ryqXhTfKdO8ncmXnmWWoxKC22yZkpLeVeQhdMT8Dbqlv997/wZAWq2/FizoUK6vdCDIZBLAk/GpGOkd3jUVnjxE//d+tFS9E3F5Qg50AJ7FYL7hzZ+pPN6WKJ0WG4Ods1I/aV5d+fO5kww/czhtvKZrXg7lHpAFwHcDlbsIXBhY6bvJyQggsHsbyksqYO/5fjgw3dKyqA9HTXW0XLnqCF2qzoW7+m+lcf7kBpRQ3SOoRjYhNPrtti+vCu+J9pgxFiNfDp9iLM+usmLM9zPUgf5oNXEuIi7FjwoyHonRiFY6er8KO/bPCM6Ls3gG3vUkK6WFyEHVMuS8ELt16G9T8fh68euRLrfz4O798/Cv8xpntAnAw0upe5g1g1dU78+RvXyZ/3ju7W5BLFhgO7bdkXK+dACWqdrv2wpE9B9YWGg1jVDU4o9OyJ1WADX88g1gnfDGK598Ma0yuhTT0aOLcvFuAa4ByUFmvKbesYFYpbs7sAAF5dsbfJj9t+yLX3T7jdiivbOJusLRqeUOheSjcsI75N+1ZM6p+M67KSUedU+Nk/tnkOWnl/yyFY6/fBkn6Fd6z7lMKdRy+69u/6WViXpcaacsBCSqwD91/l2hz62U93evaRqq1z4l/1+2HdNDhwlhICQEQ7Z2LVOZXnwIf0Sww4p8Q6cFn94HKI1cC8m7PaveT8l9f2xecPj8aEvr7ZCNufdYwKRYTdCqcy9wWHgpYsJ2xjn9aBxWLghVsvQ1SoDZsLSvH6qvP/bvy5fhbW9QNTzvu7S+1z35jusBjA8l3FKCqrRIjVwKDUwBnEAlyrkKJCbfj+2Bms3F2M8qpafHe4DJ/vOILXVu7Ff7+3HTP/vB7zPs9rdF9D96bw7T2dkIITB7G85ONtR1BWWYsucQ7vbtapFHDggOutFbM33E+I3KddzLoiw/RT9a7NSsZf7hqKcLsVq78/js9zXa/q++p42BhHCP7242HoHOtA/vFy3P3Xjaiorj03iBUkm0D6K8Mw0KNTJBKjA+tBjfv+uqWwFGWVjS/xaY2Pth7G4VOVSIgMbfYJYmiD5VptGcRam9/+E+wCiXtPLMA1UOjmWU4Y3WAmVv3g6cGSsy3a0Ly9vqkffBjTs2Obe3TD0yuHpMeZuvnof4zpBosBrNxdfNFyazf3UsKre3fy2szZxrg3d//uyGn8+3v3Urq2/04/dX0/xEfYsevoaTz2z2341Uc7AACPTOjlF0sz3Kd4Ld9VjNq68+/339TXP7pH+5eSuv3HmG7oEufAkVOVnkHMb74/juNnqtEhwh5wJ+Q57O2biXW49Cyq65ywWy1Iib30jPk76l+U/OnE3uiV2P7ZxHabxTNwqzvDMJDR0fwlhYUtWU7Yxj6ti86xDvxqSl8ArtMK3X83Ck9WeE6wvWd0htjtC0bpCRH4QYMZmgM6x/h8qWZ7RYWFYGr9iYD3vZWDfk9+gR+8/A1mv70Zz3+Wh79vKMA3e47j1RV7MfkP32B9/eNYN/fkA87EosZwEMtL3lnvWqI3bVia2FKF5rhPKARcgz23DunilZzRPTvi3XsvR2z9qVJWi4HB7dx3qzWSYsLwtx8PQ2x4CL4tLMX972zG6fqBCS4npMakdghHRkIE6pwKa74/celPaIbTqTyvWs66IqPZwQCbxYC7VVTVtn5WgXtTdx2WEgKuJzw2y7nN3d3cG7s3XE6YHONAiNVAdZ0TR8uaP0GzvQpPVmDf8XLYLEa7BhQ7RoUiJcY1ADzShP2wGuoaf+7B8YWvqgNySwkBILN+OeGuojLP7/SodgzixEeG4jf1ywo/2HoYlTVOjO6Z0OgJoRIGpcYiNjwEp87WYHODE4OdTnVuEM/EgaWwECt+eW0fAMDrq/JReLICH9TvVzIlK/m8GY6BwD0Tq6KNM7HcgyVp8eEteiHvtiGp2PqrCdwc2EsyElwnmrqXeLbXmapazxPh1A7+s61HILoluwsm9E1ETZ3CI/+7FVW1dfjLv/fBqYDRPRM4GOsF/3nVuT4z1EcTAMx216gMhNutnhnzceEhGJgaixsGpuChcT3x6yl9kRIThgMnKnD7G+vw649yPbOyPKcTck8sakRgPVoJEN8dLsOWglLYLAZuG+I/G7o31HBK6szLu7b71KvmDEyNxT9nj0Df5GjcMSwNkT6eAdWjUyT+ctdQhIVYsGJXMX77yU4AgIPLCakJY3q6njR/s6d9SwqX7zqG3UfPICrUhumXN7+s2DAMz2ybqprWzcRquB/W8AB9oNMW7ifcNbUN9sRqZGN3q8XwbL58wMtLCt1LCQenxbV7b6E7hqehS5wD11/Wso3RW8P9JPzjbUfO2zMQcO35s+94Oew2C67O9O0plenxEQi1WVBZ40RFdR06RNjRp51Pjn4wINlzclWnqFDMv11uH6wL2awWXF1/EujXDZYUfnekDCfLqxFht5q2lNTtmn5JGNk9HtW1Tvzygx34on6W9A8He+fFLG9yvxhV0cbTCd2DWJfaD8vNMAzEhvMJlbeYvbm7u7fFhYcE1F5v/sgwDDx30wB0iLAjr+g0fvvxTvzvxkIAaPJ0VWqffikxuHZAMgwDmNg3cA7caKhzrANfzh2Dj39yBbb9eiK2/GoiPnhgFP4wdRAemdALd43KwOdzx2Bq/QFof12zH5P/8A2+2VOM0/V7GHM5ITWGg1he8O4G1yysa/onnTcbwJ+kdnAgMykK8RF2n2zE2KNTFD6dM9rzirivDU6LwyvTB8NqMTz7I3AmFjXFvaRm1Z7iNm2y7uZernPH5WmIbsED6NAQV0tu7XLCjftPos6p0CVOj/2w3NxLCmucru9XZU0dTle6HvR0vGBvDvf35cIBG7O591Ib3bP9s6ceHNsTqx8b65Wfaf/OMRjdMwF1ToU36/dsc/tsu2tQY0zPBJ+/6GC1GOiddG6Z1sju8aYMOD170wDcf1V3/PXuYaYd122WcfX7Yn3VYBDLvR/Y5d3iTZ8dZRgGnpzSD1aLgZW7i1FZ40RGQoRnv6dA4n4Bzn3qcGu1dhCLvMu9uXt+sTmDWMF0MqE/SIgMxbM/HAAAeGvdAZRX16F3YpTnhT8y3/zbB2L1Y2PbfXq8pC5x4ejfOabJx8HRYSF4/uYs/O3Hw5BcPytr5p83AHCtUoh2cPsXuhgHsUx2pqoW7292Tc336obu7WQYBt6/fxSWPXqVNhsxjs1MxHM3DfC8zz2xqCkjuscjxGqg8OTZNs/c2bT/JDbVn9gza1TL9opw74vV2uWE6/JdJ9eM0GQpoZu9/vvlXk7o3g8r1GZBdNj59++u9U9iDpw09/j2hmrrnJ4lqGN8uBl6W7lnYy3ZVOjZQBVAg6WEMiemNZx5ZcZgIOBaNv9fkzI9h5r4kzG9OsJmMbC3uBz76wdVVu9xLyX0zpPD3klRmHn5uRewfjioc7tPJ5bg3itl0/6TyD18qtWfv/+E6/t9qU3dyTe8NRNLpxd3vG1S/yTcNOjc/p6zRmcEZO8IFHabBZ1bsF9fMLiyV0d80WBWFgB0iLDz94saxUEsk3209TDKq+vQLSHC759QOuxWU048CiS3DUnF45MzYRhAVufAe9WZfCMi1IbBaa5XvVa1cUnhaytds7BuGtwZnVq4ub17OWFlC5cTKqXwr28P4585rin9uuyH5XbhcsKG+2Fd+KDHc0Jh/Ulk3rC1sBSnq2oRGx5y3sbs/mpk93gM6ByDyhon/rbWNYM4v/gMdh09DZvFwIQ+MiemuffFAtq3H1agiA4L8Rx48nXeMVTW1GHDftfAtFmDeI2ZO74XEiLtsNss+OGgwDqV0G1UjwSM7B6Piuo6zPrrJhw51br7t3vQMD2Bgxz+IL1+EOvY6SqcqWrbZv0NcSaWdzx5fT/06BSJXomRuGGg+cvdSV8NZ2VlJkV5bc9mCnycimIipZRnQ/c7hqf5ZuTYMIC+fc/9P13S7Cu7Y9rQNMSE6zWAR60zpldHrN93Eqt2H8edI9Jb9bm7j57GVzuPwTBcp4G1VFhIy2di7Th0Ck/9K9dzwmi3hAiM1+yYdvcglnvD0GNlF++H5eZ+Jb7ghPdmYrmXEl7RI+HcJtF+3KMNw8DsK7vjgXc3Y9Ha/Zh9ZTfPqYQjuseL9chB9QPIPTtFevYyC3ZjMzthzd4TWJZ3FL0SI1Fd60RidCi6d4z0WmZMeAj+9ZMrUF5VG7AzVUKsFrw6Ixu3vLoGe46dwY//ugn/mD2iRctga+qcKCxxDXp1S/De95laLsYRgoRIO46fqcb+4+XtfjGgxYNYftyn/VGMIwRfPDwGFgOcJUNecWWvjrgyAGa0kxzOxDLRtoOnkHu4DHabBTf7aoPU8HAgN9f1Fh6YD0IlcACLLmVM/b5Ya/ceR3Ur96h6faVrj6FJ/ZLQrRVPQj0buzeTV3y6Co//3zZM+Z/V2Li/BGEhFjwyoRc+nTNau5mVnj2x6gex8utnVTT2hLxrvHsmlvf2xFpVvwRsTMPT5Py8R0/qn4T0+HCUVtRg8YZCz1LCyUJLCQHXYSBv3jkEr8/MFrsNvja+ftbb+vyTnoHEK3p09PoTxOQYB3p0irr0B/qxGEcI/nLXUCREhmLnkTI8+O5m1NZdumcXnqxAnVPBEWJFYrR/7ZOmM/eSwnwTlhQWtnQQy8/7tD+yWgwOYBGRGM7EMpF7FtZ1A5IRx+NAiQJav5RodIiw42R5NbYUlGB4C5fqHSo9iw+3uvbFa+0x7O49sV5dvhcr8o4hITIUCVGhSIgMRXykHZv2n8TLX3/vWWZxw8AUPDYpEyma7JdwIc9ywvonrLuKTgPAeRuDu7kHtkoqalBWWdOijfZbo7SiGtsOlgIARvcKnCVwVouBe8d0wy/e34E/Lf8eJ8qrYTGAif1kZ/XpNqswPSEC3TpGIL+4HEvqT/zy5lLCYJPaIRx//tEQ3P7GWqzYVYxf/ysXv7mhf7NPst37YXWND+eTcT+SkRCBjftLsK+dm7s7ncoz0y5QZxoSEVHjOIhlklNna/DRt4cBANMv998N3YmoZSwWA1f0SMBH3x7GZzuKWjyI9edv9qHWqTCiWzwuS41tVWbnOAc2HSjBhv0nPXviNCarSwyenNIX2V07tOrrB5umBrEyGxnEigy1eZapFJyoMH3Pqn9/fwJO5VoClxwTWIOKNw/ugvlL9+B4/ebuQ9M7+N0JfjoY3ycRbxTno87p2uNNh/3AzHRZaiz+MHUQZr+dg7fXFaBrhwjc28xy7n3HXbN0eDKhf8moX9q57/iZdn2dY6erUF3rhNViIDlGjwOMiIh0weWEJnl/80FU1jjROzHKsyG0T1RUAP36ud4qvHt0PJFubhrs2uz43Q0FOFR66Q2DSyuqsXhjAQBg9lWtm4UFAM/+cAD+dMdgPDmlLx64ujtuH5KK8X064bLUWHSOdaBbQgReuCULH9w/SvsBLODccsLqWoXqWif2Frue9PRKbHx5lPvV+EIvLCl074d10amEAdCjw0Ks+PEV6Z73J/dPkrsxGhub2cnz/5lJUejYyN5u1Lxr+iXhFz/oAwB49rOd+Gz7kSY/9tym7hzE8idmnVDoXjreOdYBm/UST3cCoE8TEdE5nIllAteG7q4nrtMv99GG7ufCge++O/f/RGSaK3t1xOXdOmBd/knMX7obv7v1smY/ftHaA6iorkPf5GiMacNSoIhQG67NktuLKNC4Z2LVOp3IP34GtU6FqFBbk8dRd+0Qji0FpThg8iCWUgrf7GliECtAevSMy7vijVX5OFtdh0mC+2HpbEjXOESH2VBWWculhO0w64oMFJyswKK1B/Dwkq2IdoQ0OqvNPUjCmVj+pVvHc3tiKaXa/Ji6VScTBkifJiIiF87EMsGmAyXYc+wMHCFW3Bigx1QT0cUMw8Djk12v6v/f5oPIKypr8mPPVtfhr2v2A3DNwuIeK95nt51bTuheStgrKarJ7737yYzZm7vvLT6Dw6cqYbdZMCw9MGfIRYeF4MMHRuGjB69AEpfeiLBZLZg2PA12m4WPJdrBMAz86rq+GJvZCVW1Tkx/cz0eeGczCk6cf7/nIJZ/SusQDsMATlfW4kR5dZu/jrvPcz8sIqLgw0EsE7yzzrWh+w0DU0zfLJiIZA1MjcUPBiRBKeCFz3c1+XH/yCnEyfJqpHZw4AdcjuUTnj2xahXymtnU3c39ZObCJ7PttWq361TC4Rkd4LBbTf3avtQ1PqLZ7x953+OTMvHdU9egX4q5e7bpxma14H/uGIRpw1JhMYBPth/B+JdW4rlPd6KssgaVNXU4fMq1RDw9noNY/iQsxOqZTdueJYUtPpmQiIgCDgex2ulkeTU+3e46Dnv68K7Ct4aIvOHRib1htRj4Ou8Y1uefuOh6bZ0Tb6zKBwD8x+hul95/g0zh2ROrwUysxjZ1d+ta/2TV7JlYq+qXEnIJGLWXYRjsHyYJt9vw3E1Z+OSh0biiRwKq65x4fVU+rnphBeZ/tRtKnTvwgfyLZ1+sdpxQWOiZiRVYB20QEdGl8ZFSO/0zpxDVdU4M6ByDAV34yilRMOrWMRJTh6YCAJ7/PA/qgj0zPtl+BAdLziI+wo5bh6RK3EQtNTyd0D2I1buJTd2Bc6/IHyo96znRsL0qa+qwrn5g86L9sIhIXJ/kaLw1axgW3jUU3TtG4GR5NV5f6XrRISMhgku//VC3hHP7YrVVq/bEIiKigMKN3dtp4/4SAMD04WnCt4SIvGnOuJ54b/MhbCkoxRe5RzGpfsmgUgqv1T8humtkOsJCAnc5WaBxD2KVlFd7To/MTIpu8uM7RYUi1GZBVa0TR0orkRbf/ic3OQdKUFnjRKeo0GYH0IhIjmEYuDqzE67omYDFGwrw0tLdKKmo4fJZP+WeibVm73EsWJWPssoalJ2tQVllLcrO1qC8uhZTh6Y1uXfc2eo6HDtdBYCDWEREwYiDWO30xsxs5BwoQZ/kpp84eZVhAF27nvt/IvKKTtFhuHd0Bl5e9j3+3xd5GN+nE2xWC1buLsbOI2WIsFtx54h06ZupFfdywh2HXRvuJ0WHISa86X0JLRYDqR3C8f2xMyg4WWHKINaq3e6lhB0bn9HBHk3kN0KsFswckY7rB3bG0u+O4krOnvRL3TpGAgC2HTyFbQdPNfoxuYfLMLFfIsLtFz+VOVjimoUVFWZDjKMFe9WyTxMRBRQOYrWTYRgYInkaVXg4sH+/XD6RRu4d0w1vry9AfnE5/pFzENOGpeG1lXsBANOGpTU7gELmc8/E2nHI9SSnJbMqutYPYh04WY4r0P49rFbtcW3qPqZXE1+LPZrI78Q4QnBLdhfpm0FNGNE9HlOHpqL4dBWiwmyIdoQgOiwE0Q4bosNC8KcV36Pw5Fn869vDuH3oxSshGi4lbNFyUfZpIqKAwkEsIqIWigoLwU/G9sBT//oO85fuRtf4cKzLP4kQq4FZozOkb5523INY7mUjzW3q7uY5odCEzd2Pna7EziNlMAzgih7c1J2IyAwhVguevzmryetllTV49tM8LFp7ALcNSb1ooIr7YRERBTdu7E5E1Ap3DE9DagcHjp2uwn2LcgAANwzsjOQYnoDka3bb+X/CerVgTyr3k5qCE+0fxFpdPwurf0oM4iND2/31iIjo0m7NToXdZkHu4TJsLSy96DoHsYiIghsHsQLd2bPA0KGut7NnpW8NUdALtVnx6MTeAIDTVbUAgNlXdpO8Sdpy74nl1qLlhPHmzcQ6tx9WM7Ow2KOJiEwVF2HHdVnJAIC31h246HrhSVev7dLSQSz2aSKigMJBrEDndAKbNrnenOYcGU9EzZuSlYK+9Yc5jO+TiB6deMKVBPdyQgCwWgz06BR5yc9pOBNLKdXmbKdTYfX37v2wmtkcmj2aiMh0My93bcT+8bYjKCmvPu9aYWtnYrFPExEFFA5iERG1ksViYP7tA3HT4M54ckpf6ZujrYaDWOnx4QgLsV7yc9x7Yp2uqkVpRU2bs787UobjZ6oRYbdicFpcm78OERG13sDUWPTvHI3qWif+kVPo+XelFJcTEhEFOQ5iERG1Qe+kKLx020DPoAj5XsPlhJlJ0S36nLAQKxKjXftXHWjHksJVe1xLCUd0j79oby4iIvIuwzA8s7HeXlcAp9M1s/b4mWqcramDYQCdY7lXJRFRMOIjbyIiCkgNZ2K1ZD8st64dIgC0b1+sb3a7lhKO7tnMUkIiIvKa6y/rjKgwGwpOVnheWHD39ZQYB19gICIKUuzuREQUkNo6iOWePbdh3wlsKSjBjkOnsKvoNPYWn0HBiQqcvGB/lQuVV9Vi04GTAC6xHxYREXmNw27FrdmpAIC36zd4d++HldqBs7CIiIKVTfoGEBERtYW9wSBWZisGsdz7pLy9rgBvryu46LphALOv7I7HJmU2+vnr951ATZ1ClzgH0uO5nJSISMr0y9Pwl3/vw9d5x1B4sqL1m7oTEVHAaddMrOeeew6GYeDhhx826eZQmyQkuN6IiDQSYnPtiRVutyI1ruVPWG4YmILBabFIjw9H51gHEqNDER9hR1SYDY4QK5QCXl2xF39eva/Rz1+1+9yphIZhNPox52GPJiLyiu4dI3FFjwQoBfx9Q4FnOWFr/iYAYJ8mIgogbZ6JtXHjRrzxxhvIysoy8/ZQa0VEAMXF0reCiMjnIuyuP2G9k6JgsbRgMKleekIE3rt/VJPXX12xF/M+z8NvP/kOKTFhmDwg+bzr7r1XxvRswRMe9mgiIq+acXlXrP7+OJZsLERa/ezYtNbMkmWfJiIKKG2aiXXmzBlMnz4dCxYsQFwcjxYnIiLfG9OrIx64ujueuK6vqV939pXdMPPyrlAKmLNkKzbtP+m5drCkAvnF5bBaDIzswVftiYikje/TCUnRYThRXo0tBaUAwJODiYiCWJsGsR544AFce+21GD9+vNm3h4iIqEXCQqz42TWZGJxm7osphmHg19f3w/g+iaiudeKeRZuwt/gMAOCbPa6lhINSYxEdFmJqLhERtZ7NasG0YWnn/Rv3xCIiCl6tHsRavHgxNm/ejOeee65FH19VVYWysrLz3shEZ88CV13lejt7VvrWEBEFBavFwB+nDcLA1FiUVtTgR3/ZgGOnK7Fqt2vJyeieLTyVkD2aiMjrpg5Lhc1ybp/E+Ah7yz+ZfZqIKKC0ak+swsJCzJkzB19++SXCwsJa9DnPPfccnnrqqTbdOGoBpxNYufLc/xMRkSkcdiv+/KMhuOnVNThwogKz/roJB06UAwDG9GrhUkL2aCIir0uMDsM1/ZLwyfYjSOsQ3rJDN9zYp4mIAkqrZmLl5OTg2LFjyM7Ohs1mg81mw8qVK/Hyyy/DZrOhrq7uos/57//+b5w6dcrzVlhYaNqNJyIi8qb4yFD87e5h6BBhx/ZDp1BWWYsYRwiyusRK3zQiImpg9pXdEW63YmxmJ+mbQkREXtSqmVjjxo3D9u3bz/u3u+++G5mZmXjsscdgtVov+pzQ0FCEhoa271YSEREJSU+IwJs/GoI7FqxDZY0TV/RIgLUVpyESEZH3DegSg21PToTN2qYtf4mIKEC0ahArKioK/fv3P+/fIiIiEB8ff9G/ExERBYvBaXF4dUY2/vj1Hvz4igzpm0NERI3gABYRUfBr1SAWERGRrq7u3QlX9+YyFSIiIiIiKe0exFqxYoUJN4OIiIiIiIiIiKhpnIkVDMLDpW8BERE1hT2aiMi/sU8TEQUMDmIFuogIoLxc+lYQEVFj2KOJiPwb+zQRUUDh7odEREREREREROT3OIhFRERERERERER+j4NYga6yErj2WtdbZaX0rSEioobYo4mI/Bv7NBFRQOGeWIGurg749NNz/09ERP6DPZqIyL+xTxMRBRTOxCIiIiIiIiIiIr/HQSwiIiIiIiIiIvJ7HMQiIiIiIiIiIiK/x0EsIiIiIiIiIiLyexzEIiIiIiIiIiIiv+fz0wmVUgCAsrIyX0cHp/Lyc/9fVsZTVYiI/Al7NBGRf2OfJiIS5x4fco8XNcdQLfkoEx08eBCpqam+jCQiIiIiIiIiIj+2d+9edOvWrdmP8fkgltPpxOHDhxEVFQXDMFr0OWVlZUhNTUVhYSGio6O9fAv9I9vXufweM5fZgZ0pnc2a2aeDKVcqW7d6pbOZ6zs6ZetUq3SuZLZuuZLZutWsW71up06dQlpaGkpKShAbG9vsx/p8OaHFYkGXLl3a9LnR0dE+/2ZKZ/s6l99j5jI7sDOls1lz8OX5Q7ZuNetWr3Q2c5kdDHn+kM2agz9XMlu3mnWr181iufS27dzYnYiIiIiIiIiI/B4HsYiIiIiIiIiIyO8FxCBWaGgonnzySYSGhmqT7etcfo+Zy+zAzpTOZs3Bl+cP2brVrFu90tnMZXYw5PlDNmsO/lzJbN1q1q3etmT7fGN3IiIiIiIiIiKi1gqImVhERERERERERKQ3DmIREREREREREZHf4yAWERERERERERH5PQ5iERERERERERGR3+MgFhERERERERER+T0OYhERERERERERkd8TG8T69ttvceedd6Jbt25wOByIjIzEgAED8MQTT6CsrMxruRs3bsT06dORkZEBh8OB8PBwZGRkYPr06di0aZPXciWydapVKlM6W8eapbJ1q1cy91L27t2LsWPHBn2uVJ2S2cxldjBlSmd7O/fIkSN4++238emnn6K6uvq8a+Xl5Xj66aeDJlunWqVzpbJ1q1c6m7m+yQWApUuX4sknn8SyZcsAAKtWrcLkyZMxduxYLFy40Gu5Xs1WAj7//HPlcDjUjTfeqKZNm6bCw8PVgw8+qB577DHVo0cP1b17d3XkyBHTc99//30VEhKiJk2apObPn6/effdd9c4776j58+eryZMnK7vdrj744APTcyWydapVKlM6W8eapbJ1q1cytyW2bt2qLBZL0OdK1SmZzVxmB1OmdLY3czds2KBiY2NVdHS0cjgcqmfPnmrHjh2e60VFRUGTrVOt0rlS2brVK53NXN/9jN966y1ls9nU4MGDVWRkpFq4cKGKjY1V99xzj5o1a5ay2+3qH//4R8BlG0opZdJAW4sNGjQI9913H2bPng3ANUL30EMPYefOnaipqcHkyZORmppq+shg//79MWPGDDz++OONXp83bx4WLVqE3NxcU3MlsnWqVSpTOlvHmqWydatXMhcAXn755WavHzp0CL/73e9QV1cX0LlSdUpmM9c3uTpm61avZC4ATJgwAWlpaViwYAHKy8vx+OOPY8mSJVi6dCkGDRqEo0ePIiUlJSiydapVOlcqW7d6pbOZ67uf8aBBg3D33XfjoYcewtdff40pU6bgmWeewdy5cwEAL730Et577z2sXr06sLJNHW5robCwMLVv3z7P+06nU4WEhKjDhw8rpZRatWqV6tixo+m5oaGhateuXU1ez8vLU6GhoabnSmTrVKtUpnS2jjVLZetWr2SuUkoZhqFSUlJUenp6o28pKSleecXK17lSdUpmMzf4f8ZS2brVK5mrlFJxcXEX/Y2YN2+eiouLUxs2bPDqzAJfZ+tUq3SuVLZu9UpnM9d3P+OIiAiVn5/veT8kJER9++23nvfz8vJUfHx8wGWLDGJ1795dff7555739+zZo6xWq6qqqlJKKZWfn68cDofpuX379lXz5s1r8vq8efNUnz59TM+VyNapVqlM6Wwda5bK1q1eyVyllEpPT1dLlixp8vqWLVu88sfe17lSdUpmM9c3uTpm61avZK5SridlDZ+MuL3wwgsqNjZWvffee0GTrVOt0rlS2brVK53NXN/kKqVUbGysysvL87wfGRmp9u7d63k/Pz9fhYeHB1y2zeRZYy1y55134p577sEvfvELhIaG4qWXXsL1118Pu90OANi6dSsyMjJMz3366acxdepUrFy5EhMnTkRiYiIMw0BRURGWLl2KL7/8EosXLzY9VyJbp1qlMqWzdaxZKlu3eiVzASA7Oxs5OTm47bbbGr1uGAaUF1bC+zpXqk7JbOb6JlfHbN3qlcwFXEvO16xZg6ysrPP+/dFHH4VSCtOmTfNKrkS2TrVK50pl61avdDZzfZMLAD169EBeXh569+4NwLXMPCoqynN979696NKlS+Blt2noq51qamrUf/3Xf6mUlBQVHx+v7rjjDlVcXOy5vn79erVy5UqvZK9Zs0bdfvvtKi0tTdntdmW321VaWpq6/fbb1Zo1a7ySKZWtU61SmdLZOtYsla1bvZK5ubm5auPGjU1er66uVvv37w/4XKk6JbOZ65tcHbN1q1cyVymlFixYoGbMmNHk9Xnz5qn09PSgyNapVulcqWzd6pXOZq5vcpVS6r333mt2XOW5555Tv/zlLwMuW2RjdyIiIiIiIiIiotYQWU7YUF1dHY4fPw7DMBAfHw+r1Sp9k4iIiIiIiIiIyM9YpILff/99jBo1CuHh4UhJSUFycjLCw8MxatQofPDBByK3aefOnejWrZsW2TrVKpUpna1jzVLZutUrmSuZzT7N3GDJ1TFbt3olc3XL1qlW6VypbN3qlc5mLrMvRWQQ6/XXX8fUqVORlZWFJUuWYPXq1fjmm2+wZMkSZGVlYerUqViwYIHPb1d1dTUOHDjg81yJbJ1qlcqUztaxZqls3eqVzJXMZp9mbrDk6pitW72Subpl61SrdK5Utm71Smczl9mXIrKc8IUXXsArr7yCWbNmXXTtxhtvxNChQ/HMM8/g3nvvNTX3kUceafZ6cXGxqXmS2TrVKpUpna1jzVLZutUrmSuZzT7t/Wzm+iZXx2zd6pXM1S1bp1qlc6WydatXOpu5vskN5myRjd0dDge2bt3qOW7xQnl5eRg0aBDOnj1raq7VasXAgQMRHR3d6PUzZ85g8+bNqKurMzVXIlunWqUypbN1rFkqW7d6JXMls9mnvZ/NXN/k6pitW72Subpl61SrdK5Utm71Smcz1ze5QZ3dpjMN2yk7O1s98sgjTV5/5JFHVHZ2tum5vXv3Vm+99VaT17ds2aIsFovpuRLZOtUqlSmdrWPNUtm61SuZK5nNPu39bOb6JlfHbN3qlczVLVunWqVzpbJ1q1c6m7m+yQ3mbJE9sV588UW8/vrr6NevH+bOnYvnn38e8+bNw9y5c9G/f3+88cYbmD9/vum52dnZyMnJafK6YRhQXpqY5utsnWqVypTO1rFmqWzd6pXMlcxmn/Z+NnN9k6tjtm71Subqlq1TrdK5Utm61SudzVzf5AZztshyQgDYv38/Xn31Vaxbtw5FRUUAgKSkJIwYMQKzZ89Genq66ZlFRUWoqqpC165dTf/a/patU61SmdLZOtYsla1bvZK5ktns08wNllwds3WrVzJXt2ydapXOlcrWrV7pbOYyu73EBrGIiIiIiIiIiIhaSmQ5YWPuv/9+HD9+XJtciWydapXKlM7WsWapbN3qlcyVzGafZm6w5OqYrVu9krm6ZetUq3SuVLZu9UpnM5fZrdKmnbS8ICoqSu3du1ebXIlsnWqVypTO1rFmqWzd6pXMlcxmn2ZusOTqmK1bvZK5umXrVKt0rlS2bvVKZzOX2a3hNzOxlNCqRqlciWydapXKlM7WsWapbN3qlcyVzGafZm6w5OqYrVu9krm6ZetUq3SuVLZu9UpnM5fZreE3g1hERERERERERERN4cbuRERERERERETk92zSN8Cf1NbW4vDhw0hLS5O+KV5z9OhRVFVVidT41FNP4YEHHkBCQoLPMouLixEbG4uQkBCfZdbW1mL58uUoKChA165dcfXVV8NqtZqec/z4cZ9+Ly9UV1fnqdFisaCqqgoffvghnE4nrr76aiQmJno1v7y8HDk5OThy5AisVisyMjIwePBgGIbhtcwzZ84gJycHRUVFMAwDiYmJyM7ORmRkpNcyL0WHvnWhYK9Ztz4N+L5Xs0+zT/tSsPesxuhQM3u1b/iiX7NX+75XA/7Xr3XoWxcK2JrbvatWG/3pT39S48aNU7feeqv6+uuvz7tWXFysMjIyfH6btm7dqiwWi9e+vi9rLisrU9OnT1dpaWnqzjvvVFVVVer+++9XhmEoi8WixowZo06dOmVaXkOnTp266K20tFSFhISo9evXe/7NTK+//rqqrKxUSinldDrVM888o2JjY5XFYlHh4eFq7ty5qq6uztRMt5/85Cfq448/VkopVVhYqDIzM5XValWJiYnKarWqAQMGqIMHD5qea7FY1NixY9U777zjqd1Xtm7dqpKSkpTFYlFZWVmqsLBQ9e/fX0VERKjIyEgVFxenNmzY4JXsuro69bOf/UyFh4cri8WiLBaLMgxDGYahunbtqj766CPTM2tqatRDDz2kHA6HMgxDhYaGKrvdrgzDUA6HQ82ZM0dVV1ebntsS3uxb/tinlQqemnXr00rJ9Wr2afZp9mnf4mNqc+jWq5WS6dfs1b7r1Ur5b79mrzaft+oWGcT6wx/+oMLDw9UDDzygZsyYoUJDQ9Wzzz7ruV5UVOTVb2ZTvPlD9HXNDz74oMrMzFQvv/yyuuqqq9QNN9yg+vfvr1avXq1WrVql+vfvr37+85+blteQuwle+Ob+Y+/+r9mZR48eVUop9dprr6mIiAj14osvqn//+9/qj3/8o4qJiVF//OMfTc10S05OVt99951SSqnbbrtNjR8/XhUXFyullDpx4oS67rrr1C233GJ6rmEYatKkScput6u4uDj14IMPqi1btpie05iJEyeqW265RW3fvl3NmTNH9e3bV916662qurpa1dTUqBkzZqjx48d7Jfuxxx5Tffr0UR988IH6/PPP1ejRo9W8efPUzp071RNPPKFCQ0PVF198YWrmQw89pDp37qwWL16sSkpKPP9eUlKiFi9erFJTU9WcOXNMzWwpb/Utf+3TSgVPzbr1aXeuRK9mn2afZp/2LT6mNoduvVopmX7NXu27Xq2U//Zr9mpzebNukUGsvn37qnfeecfz/po1a1SnTp3UE088oZTy3g9y0KBBzb5lZmZ67Yfo65pTU1PVsmXLlFJKHTp0SBmGcd5o+ieffKJ69+5tWl5DnTt3Vtdee61atmyZWrFihVqxYoVavny5slqtauHChZ5/M5NhGJ4/tkOHDlUvvfTSedcXLFigsrKyTM10CwsLU/n5+Uoppbp06aLWr19/3vXt27erhIQE03PdNRcXF6vf/e53ql+/fspisajBgwerV155RZWWlpqe6RYXF+d5gFFRUaGsVut5de/YsUPFx8d7JTslJUWtWrXK8/7BgwdVZGSk55Wzp59+Wo0YMcLUzISEhItePWjoq6++8srPWCm5viXVp5XSp2bd+rRScr2afZp9mn3aXHxMzV4dTI+r2atdfNGrlZLr1+zVwdOrRfbE2rdvH0aOHOl5f8SIEVi2bBnGjRuHmpoaPPzww17J/e677zB16lRkZGQ0ev3IkSPYvXu3V7J9XfOxY8fQo0cPAEBKSgocDgd69+7tud6vXz8UFhaamum2bds2zJo1C7/5zW/w1ltvoXPnzgAAwzAwbNgw9O3b1yu57nXb+/btw7hx4867NnbsWMydO9crub169cKGDRuQkZGBqKgolJWVnXf99OnTcDqdXskGgISEBPz0pz/FT3/6U6xduxZvvvkmHnvsMTz66KO4+eabsWjRItMzlVKw2Vzt48L/AoDVavVazadPn/b8TgFAcnIyKisrUVJSgqSkJNx88814/vnnTc08e/Zss3slxMfH4+zZs6Zmukn1Lak+DehTs4592p0B+LZXs0+zT7NPm4uPqdmrg/FxNXu193s1INev2asvFrC9uv1jbK2Xmpp63qivW25urkpMTFQzZ870yohgdna2euWVV5q8vmXLFq+NRPq65pSUFJWTk+N5f9q0aZ5XVJRyjerHxcWZlteYV155RaWkpKh3331XKaWUzWZTubm5XskyDEMtWrRIffjhhyo1NVWtW7fuvOs7duxQ0dHRXsleuHCh6tKli1q+fLlatGiR6tOnj/rqq6/UoUOH1LJly9SAAQPUPffcY3puw6neFzpz5ox688031ciRI03PVUqpcePGqVmzZqmDBw+qp556SvXo0UPdfffdnuv333+/Gj16tFeyR44cqX7729963v/73/+uYmNjPe9v377d9N/t6667To0bN04VFRVddK2oqEhNmDBBTZkyxdRMN6m+JdWnldKnZt36tFJyvZp9mn2afdpcfEzNXh1Mj6vZq1180auVkuvX7NUXC9ReLTKINW3atCbXue7YsUN17NjRK9/MOXPmNLu+9vvvv1dXXXWV6blK+b7mSZMmqddee63J6wsXLvRaM24oNzdXXXbZZWratGleH8Rq+PbMM8+cd33BggVq0KBBXslWSqkXX3xRhYeHK4fDoex2+3n7Ftx4443q9OnTpmc2nOrtaxs2bFAdOnRQFotFderUSeXm5qrhw4erpKQklZKSohwOh/rqq6+8kv3VV1+p0NBQNWzYMDVmzBhls9nU/PnzPddfeOEFNXbsWFMzCwoKVP/+/ZXNZlMDBw5U11xzjZo0aZIaOHCgstlsno04vUGqb0n1aaX0qVm3Pq2UbK9mn2afZp82Dx9Tn8NebT5f92v2at/1aqXk+jV79cUCtVcbSinV/slirbNt2zbk5OTg7rvvbvR6bm4u/vnPf+LJJ5/08S3zHl/XfPLkSVgsFsTGxjZ6/bPPPoPD4cBVV11lSl5zqqur8fjjj2P58uV47733mpzO6E0ff/wxQkJCcM0113gto7S0FF9++SX27dsHp9OJ5ORkjBo1Cj179vRK3t/+9jdMnToVoaGhXvn6l3LmzBns2rULvXv3RmRkJCorK/HOO+/g7NmzmDBhwnlT7c22bds2LFmyBFVVVbjmmmswYcIEr2W5OZ1OfPHFF1i3bh2KiooAAElJSRgxYgQmTpwIi8Xi9dvgS+zTF2Of9j5v92r2afbpYKJjnwbYq3Xo1YBv+zV7tW97NaBXv2avNr9ukUEsIiIiIiIiIiKi1hDZ2P1SysvLkZOTgzFjxnjl6+/Zswdr1qxBUVERDMNAYmIiRo4c6bVXYiWz/alW9+i6N7P9qV5fZetYs3T2hbzds/wx2xe5utyn/Ol+5Is+3VhusP5spXN1zr4Q+7R36PT75U+1BnuvlsrWrV5/yG5MMPdMqdyg+/1q4xJHr9q6datX1oWWlpaq66+/XhmGoWJjY1WvXr1Uz549VWxsrLJYLOqGG25Qp06dMj1XIlunWqUypbN1rFk6uyne6ln+nO3NXF3uUzrej5gb/D9j6eymsE+bS6ffL51qlc6VytatXn/Ibk4w9kyp3GD9/dJqEGvmzJlqwIABF52woZRS69atU1lZWerOO+80PVciW6dapTKls3WsWTq7KXxyZC5d7lM63o+Y65tcnbObwj5tLp1+v3SqVTpXKlu3ev0huznB2DOlcoP190tkECsuLq7Zt+joaK/8IGNiYhr9JrqtXbtWxcTEmJ4rka1TrVKZ0tk61iyVLdWzJLMla9blPqXb/Yi5vsvVMZt9Wo8+LZGtU63SuVLZutUrna1bz2SvNj9bZE+sqqoq/Od//icGDBjQ6PUDBw7gqaee8kq2YRhtuhaI2TrVKpUpna1jzRLZkj1LKluyZkCf+5RO9yPm+jZXt2z2ad/luun0+6VTrdK5Utm61SuZrVvPZK/2QnYbB9baZeTIker3v/99k9e9NaVuxowZKisrS23cuPGiaxs3blQDBw5UM2fOND1XIlunWqUypbN1rFkqW6pnSWZL1qzLfUq3+xFzfZerYzb7tO9yldLr90unWqVzpbJ1q1c6W7eeyV5tfrbIINYzzzyjfv3rXzd5vaCgQN11112m55aUlKhJkyYpwzBUXFyc6t27t8rMzFRxcXHKYrGoyZMnq5KSEtNzJbJ1qlUqUzpbx5qlsqV6lmS2ZM263Kd0ux8xV4+fsVQ2+7TvcpXS6/dLp1qlc6WydatXOlu3nslebX62oZRSbZ/HFZjy8vKwdu1aFBUVAYDnmNrMzMygy9apVqlM6Wwda5bOJt/Q5T6l4/2IucH/M5bOJt/Q6fdLp1qlc6WydavXH7LJN4Lt90vLQSwiIiIiIiIiIgosFukb4BYdHY38/HxtciWydapVKlM6W8eapbJ1q1cyVzKbfZq5wZKrY7Zu9Urm6patU63SuVLZutUrnc1cZreG3wxiSU0Ik5yI5utsnWqVypTO1rFmqWzd6pXMlcxmn2ZusOTqmK1bvZK5umXrVKt0rlS2bvVKZzOX2a3hN4NYRERERERERERETfGbQawZM2YgOjpam1yJbJ1qlcqUztaxZqls3eqVzJXMZp9mbrDk6pitW72Subpl61SrdK5Utm71Smczl9mtwY3diYiIiIiIiIjI7/nNTKyGjh49iqefflqbXIlsnWqVypTO1rFmqWzd6pXMlcxmn2ZusOTqmK1bvZK5umXrVKt0rlS2bvVKZzOX2Zek/NDWrVuVxWLRJlciW6dapTKls3WsWSpbt3olcyWz2aeZGyy5OmbrVq9krm7ZOtUqnSuVrVu90tnMZfal2MwdT2uZbdu2NXt9165dQZUrka1TrVKZ0tk61iyVrVu9krmS2ezT3s9mrm9ydczWrV7JXN2ydapVOlcqW7d6pbOZ65vcYM4W2RPLYrHAMIxGj1h0/7thGKirqwuKXIlsnWqVypTO1rFmqWzd6pXMlcxmn/Z+NnN9k6tjtm71Subqlq1TrdK5Utm61SudzVzf5AZztshMrPj4eMybNw/jxo1r9Hpubi6mTJkSNLkS2TrVKpUpna1jzVLZutUrmSuZzT7t/Wzm+iZXx2zd6pXM1S1bp1qlc6WydatXOpu5vskN5myRQazs7GwcPnwYXbt2bfR6aWlpoyN2gZorka1TrVKZ0tk61iyVrVu9krmS2ezT3s9mrm9ydczWrV7JXN2ydapVOlcqW7d6pbOZ65vcYM4WGcS67777UF5e3uT1tLQ0LFy4MGhyJbJ1qlUqUzpbx5qlsnWrVzJXMpt92vvZzPVNro7ZutUrmatbtk61SudKZetWr3Q2c32TG8zZIntiERERERERERERtYbITCwAOHjwIF599VWsWbMGRUVFMAwDiYmJGDlyJGbPno3U1NSgypXI1qlWqUzpbB1rlsrWrV7JXMls9ung+x7rmqtjtm71Subqlq1TrdK5Utm61Sudzdzg/xl7M1tkJtbq1asxefJkpKamYuLEiUhMTIRSCseOHcPSpUtRWFiIzz77DKNGjQqKXIlsnWqVypTO1rFmqWzd6pXMlcxmnw6+77GuuTpm61avZK5u2TrVKp0rla1bvdLZzA3+n7HXs5WAIUOGqIcffrjJ6w8//LAaMmRI0ORKZOtUq1SmdLaONUtl61avZK5kNvu097OZ65tcHbN1q1cyV7dsnWqVzpXK1q1e6Wzm+iY3mLNFBrHCwsJUXl5ek9d37typwsLCgiZXIlunWqUypbN1rFkqW7d6JXMls9mnvZ/NXN/k6pitW72Subpl61SrdK5Utm71Smcz1ze5wZxtMX3eWAskJydjzZo1TV5fu3YtkpOTgyZXIlunWqUypbN1rFkqW7d6JXMls9mnvZ/NXN/k6pitW72Subpl61SrdK5Utm71Smcz1ze5wZwtsrH7o48+itmzZyMnJwcTJkxAYmIiDMNAUVERli5dijfffBO///3vgyZXIlunWqUypbN1rFkqW7d6JXMls9mng+97rGuujtm61SuZq1u2TrVK50pl61avdDZzg/9n7PXstk4Pa6/Fixer4cOHK5vNpgzDUIZhKJvNpoYPH66WLFkSdLkS2TrVKpUpna1jzVLZutUrmSuZzT4dfN9jXXN1zNatXslc3bJ1qlU6Vypbt3qls5kb/D9jb2aLnE7YUE1NDY4fPw4ASEhIQEhISFDnSmTrVKtUpnS2jjVLZetWr2SuZDb7NHODJVfHbN3qlczVLVunWqVzpbJ1q1c6m7nB/zP2Rrb4IBYREREREREREdGliGzsTkRERERERERE1BocxCIiIiIiIiIiIr/HQSwiIiIiIiIiIvJ7HMQiIiIiIiIiIiK/x0EsIiIiIiIiIiLyexzEIiIiIiIiIiIiv8dBLCIiIiIiIiIi8nscxCIiIiIiIiIiIr/3/wGFjUGko3hq0QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_line(df,holiday_dates,holiday_label):\n",
    "    fig, ax = plt.subplots(figsize = (15,5))  \n",
    "    ax.plot(df['Date'],df['Weekly_Sales'],label=holiday_label)\n",
    "    \n",
    "    for day in holiday_dates:\n",
    "        day = datetime.strptime(day, '%d-%m-%Y')\n",
    "        plt.axvline(x=day, linestyle='--', c='r')\n",
    "    \n",
    "\n",
    "    plt.title(holiday_label)\n",
    "    x_dates = df['Date'].dt.strftime('%Y-%m-%d').sort_values().unique()\n",
    "    xfmt = dates.DateFormatter('%d-%m-%y')\n",
    "    ax.xaxis.set_major_formatter(xfmt)\n",
    "    ax.xaxis.set_major_locator(dates.DayLocator(1))\n",
    "    plt.gcf().autofmt_xdate(rotation=90)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "total_sales = df.groupby('Date')['Weekly_Sales'].sum().reset_index()\n",
    "Super_Bowl =['12-2-2010', '11-2-2011', '10-2-2012']\n",
    "Labour_Day =  ['10-9-2010', '9-9-2011', '7-9-2012']\n",
    "Thanksgiving =  ['26-11-2010', '25-11-2011', '23-11-2012']\n",
    "Christmas = ['31-12-2010', '30-12-2011', '28-12-2012']\n",
    "    \n",
    "plot_line(total_sales,Super_Bowl,'Super Bowl')\n",
    "plot_line(total_sales,Labour_Day,'Labour Day')\n",
    "plot_line(total_sales,Thanksgiving,'Thanksgiving')\n",
    "plot_line(total_sales,Christmas,'Christmas')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The sales increased during thanksgiving and the sales decreased during christmas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>Store</th>\n",
       "      <th>Date</th>\n",
       "      <th>Weekly_Sales</th>\n",
       "      <th>Holiday_Flag</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Fuel_Price</th>\n",
       "      <th>CPI</th>\n",
       "      <th>Unemployment</th>\n",
       "      <th>Day</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-02</td>\n",
       "      <td>1641957.44</td>\n",
       "      <td>1</td>\n",
       "      <td>38.51</td>\n",
       "      <td>2.548</td>\n",
       "      <td>211.242170</td>\n",
       "      <td>8.106</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-11-02</td>\n",
       "      <td>1649614.93</td>\n",
       "      <td>1</td>\n",
       "      <td>36.39</td>\n",
       "      <td>3.022</td>\n",
       "      <td>212.936705</td>\n",
       "      <td>7.742</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>1</td>\n",
       "      <td>2012-10-02</td>\n",
       "      <td>1802477.43</td>\n",
       "      <td>1</td>\n",
       "      <td>48.02</td>\n",
       "      <td>3.409</td>\n",
       "      <td>220.265178</td>\n",
       "      <td>7.348</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-02</td>\n",
       "      <td>2137809.50</td>\n",
       "      <td>1</td>\n",
       "      <td>38.49</td>\n",
       "      <td>2.548</td>\n",
       "      <td>210.897994</td>\n",
       "      <td>8.324</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-11-02</td>\n",
       "      <td>2168041.61</td>\n",
       "      <td>1</td>\n",
       "      <td>33.19</td>\n",
       "      <td>3.022</td>\n",
       "      <td>212.592862</td>\n",
       "      <td>8.028</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6202</th>\n",
       "      <td>44</td>\n",
       "      <td>2011-11-02</td>\n",
       "      <td>307486.73</td>\n",
       "      <td>1</td>\n",
       "      <td>30.83</td>\n",
       "      <td>3.034</td>\n",
       "      <td>127.859129</td>\n",
       "      <td>7.224</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6254</th>\n",
       "      <td>44</td>\n",
       "      <td>2012-10-02</td>\n",
       "      <td>325377.97</td>\n",
       "      <td>1</td>\n",
       "      <td>33.73</td>\n",
       "      <td>3.116</td>\n",
       "      <td>130.384903</td>\n",
       "      <td>5.774</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6293</th>\n",
       "      <td>45</td>\n",
       "      <td>2010-12-02</td>\n",
       "      <td>656988.64</td>\n",
       "      <td>1</td>\n",
       "      <td>27.73</td>\n",
       "      <td>2.773</td>\n",
       "      <td>181.982317</td>\n",
       "      <td>8.992</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6345</th>\n",
       "      <td>45</td>\n",
       "      <td>2011-11-02</td>\n",
       "      <td>766456.00</td>\n",
       "      <td>1</td>\n",
       "      <td>30.30</td>\n",
       "      <td>3.239</td>\n",
       "      <td>183.701613</td>\n",
       "      <td>8.549</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6397</th>\n",
       "      <td>45</td>\n",
       "      <td>2012-10-02</td>\n",
       "      <td>803657.12</td>\n",
       "      <td>1</td>\n",
       "      <td>37.00</td>\n",
       "      <td>3.640</td>\n",
       "      <td>189.707605</td>\n",
       "      <td>8.424</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>135 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Store       Date  Weekly_Sales  Holiday_Flag  Temperature  Fuel_Price  \\\n",
       "1         1 2010-12-02    1641957.44             1        38.51       2.548   \n",
       "53        1 2011-11-02    1649614.93             1        36.39       3.022   \n",
       "105       1 2012-10-02    1802477.43             1        48.02       3.409   \n",
       "144       2 2010-12-02    2137809.50             1        38.49       2.548   \n",
       "196       2 2011-11-02    2168041.61             1        33.19       3.022   \n",
       "...     ...        ...           ...           ...          ...         ...   \n",
       "6202     44 2011-11-02     307486.73             1        30.83       3.034   \n",
       "6254     44 2012-10-02     325377.97             1        33.73       3.116   \n",
       "6293     45 2010-12-02     656988.64             1        27.73       2.773   \n",
       "6345     45 2011-11-02     766456.00             1        30.30       3.239   \n",
       "6397     45 2012-10-02     803657.12             1        37.00       3.640   \n",
       "\n",
       "             CPI  Unemployment  Day  Month  Year  \n",
       "1     211.242170         8.106    2     12  2010  \n",
       "53    212.936705         7.742    2     11  2011  \n",
       "105   220.265178         7.348    2     10  2012  \n",
       "144   210.897994         8.324    2     12  2010  \n",
       "196   212.592862         8.028    2     11  2011  \n",
       "...          ...           ...  ...    ...   ...  \n",
       "6202  127.859129         7.224    2     11  2011  \n",
       "6254  130.384903         5.774    2     10  2012  \n",
       "6293  181.982317         8.992    2     12  2010  \n",
       "6345  183.701613         8.549    2     11  2011  \n",
       "6397  189.707605         8.424    2     10  2012  \n",
       "\n",
       "[135 rows x 11 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df.Date.isin(Super_Bowl)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_29372\\365566107.py:3: UserWarning: Parsing dates in DD/MM/YYYY format when dayfirst=False (the default) was specified. This may lead to inconsistently parsed dates! Specify a format to ensure consistent parsing.\n",
      "  Thanksgiving_df = pd.DataFrame(df.loc[df.Date.isin(Thanksgiving)].groupby('Year')['Weekly_Sales'].sum())\n",
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_29372\\365566107.py:5: UserWarning: Parsing dates in DD/MM/YYYY format when dayfirst=False (the default) was specified. This may lead to inconsistently parsed dates! Specify a format to ensure consistent parsing.\n",
      "  Christmas_df = pd.DataFrame(df.loc[df.Date.isin(Christmas)].groupby('Year')['Weekly_Sales'].sum())\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Yearly Sales in Christmas holiday'}, xlabel='Year'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Yearly Sales in holidays\n",
    "Super_Bowl_df = pd.DataFrame(df.loc[df.Date.isin(Super_Bowl)].groupby('Year')['Weekly_Sales'].sum())\n",
    "Thanksgiving_df = pd.DataFrame(df.loc[df.Date.isin(Thanksgiving)].groupby('Year')['Weekly_Sales'].sum())\n",
    "Labour_Day_df = pd.DataFrame(df.loc[df.Date.isin(Labour_Day)].groupby('Year')['Weekly_Sales'].sum())\n",
    "Christmas_df = pd.DataFrame(df.loc[df.Date.isin(Christmas)].groupby('Year')['Weekly_Sales'].sum())\n",
    "\n",
    "Super_Bowl_df.plot(kind='bar',legend=False,title='Yearly Sales in Super Bowl holiday') \n",
    "Thanksgiving_df.plot(kind='bar',legend=False,title='Yearly Sales in Thanksgiving holiday') \n",
    "Labour_Day_df.plot(kind='bar',legend=False,title='Yearly Sales in Labour_Day holiday')\n",
    "Christmas_df.plot(kind='bar',legend=False,title='Yearly Sales in Christmas holiday')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q5: Provide a monthly and semester view of sales in units and give insights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nJwcjR45ETU0NNm7c2KQBe9NNN8FkMuHTTz+t9/jixYvh5+eH8ePHX9Xz79u3D2PGjEG7du2wYcMGhIaGXtXfUbQ8WrTnxh4nTpzAl19+idOnT9dVmTzzzDNYt24dPvnkE7z++us4efIksrOz8a9//QufffYZampq8NRTT+G2226rqyhQGJe5c+c61EyePBn/+Mc/MGXKFGRlZaFnz5744Ycf8Prrr2PChAkOvQyN0bNnTwDAX//6V0yZMgVeXl7o2rWrbs3lnnjiCdx5550wmUx45JFHyL8XEhKCm2++GYsXL0ZxcTGeeeYZh2W78fHxePnll/GnP/0JJ0+exPjx4xEaGoqff/4ZO3fuREBAAGbPnl2nHz16NJ5++mkAqHvt/Pz8MHjwYKxfvx69evVCZGSkw3W+9NJL+OMf/4jJkyfjrrvuQmFhIWbPng1fX1/MnDmT/H+2UlJSglGjRuHuu+9Gt27dEBgYiF27dmHdunV1VXHdunVDx44d8cILL0DTNISFhWH16tV1+UL2aNWqFf7+979jypQpKCoqwm233YbIyEicO3cO+/fvx7lz5zB//nzSOtxFfn4+Ro0ahdzcXHz00UfIz89Hfn5+3c+v7HnUo0cP3H///Zg5cyY8PDwwcOBArF+/HgsXLsSrr75aLyxVXl6OtWvXAkBdSG/z5s0oKChAQEBAnTf92LFjdZ+R1157DT/99FPdwRIAOnbsqGtfH0UzQ2g6s4EAoH399dd133/11VcaAC0gIKDel6enZ10FyNSpUzUA2rFjx+p+b8+ePRoA7ejRo+7+LyjsQK2asa2W0jRNKyws1B566CEtJiZG8/T01OLi4rQZM2ZoFRUV9XQAtEcffbTB34yLi9OmTJlS77EZM2Zobdq00cxmc71qkbi4OO2GG25o8DdGjBhRb12NVUtZqays1Hx8fLTx48fb/b82xvr16zUATVYs2VZLWVm5cqU2atQoLSgoSPPx8dHi4uK02267Tfv222/r6fbv368B0Dp37lzv8ddee00DoE2fPp281g8//FDr1auX5u3trQUHB2s33XSTdvjw4Xoa6vteUVGhPfTQQ1qvXr20oKAgzc/PT+vatas2c+ZMraysrE6XkZGhjR07VgsMDNRCQ0O122+/XcvJydEAaDNnzmzwvLYVcZs3b9ZuuOEGLSwsTPPy8tLatm2r3XDDDdq//vUvp9bRGE1VS/Xo0aOBdsqUKVpcXJzdv2f9jDX1deX/V9M0raqqSps5c6bWvn17zdvbW+vSpYv2t7/9rcHfzczMbPJvXrkm6/+nqa9PPvnE7voVLRuTptn00G6hmEwmfP311/jtb38LoDap7//+7/9w+PBheHh41NO2atUK0dHRmDlzJl5//fV61QyXLl2Cv78/1q9fX+d2VyjcyerVq3HjjTdizZo1mDBhgujlKBQKhdtRYakm6Nu3L2pqapCfn99kJc2QIUNQXV2NEydOoGPHjgCAH3/8EQAcJlcqFHqTkZGB7OxsPP300+jTp4/dZHmFQqFozrRoz83FixfrKh369u2Ld955B6NGjUJYWBjat2+PSZMmYdu2bXj77bfRt29fFBQUYOPGjejZsycmTJgAi8WCgQMHolWrVnj33XdhsVjw6KOPIigoCOvXrxf8v1O0NEaOHIlt27ahX79++PTTT9GtWzfRS1IoFAohtGjjZtOmTRg1alSDx6dMmYLFixfj8uXLePXVV/HZZ5/hzJkzCA8PR0pKCmbPnl2XFHr27Fk89thjWL9+fV0y3Ntvv+1yXweFQqFQKBRXR4s2bhQKhUKhUDQ/VJ8bhUKhUCgUzQpl3CgUCoVCoWhWtLhqKYvFgrNnzyIwMFCXYW4KhUKhUCj40TQNFy5cQJs2bRw2GG1xxs3Zs2cRGxsrehkKhUKhUCiuglOnTjU64+xKWpxxY21xf+rUKQQFBQlejUKhUCgUCgqlpaWIjY0ljappccaNNRQVFBSkjBuFQqFQKCSDklKiEooVCoVCoVA0K5Rxo1AoFAqFolmhjBuFQqFQKBTNCmXcKBQKhUKhaFYo40ahUCgUCkWzQhk3CoVCoVAomhXKuFEoFAqFQtGsUMaNQqFQKBSKZoUybhQKhUKhUDQrWlyHYoVCYQxqLBp2ZhYh/0IFIgN9MSghDB5mNcxWoVC4jjJuFAqF21l3KBezV2cgt6Si7rGYYF/MnJiI8UkxAlemUCiaAyospVAo3Mq6Q7l4eGl6PcMGAPJKKvDw0nSsO5QraGUKhaK5oIwbhULhNmosGmavzoDWyM+sj81enYEaS2MKhUKhoKGMG4VC4TZ2ZhY18NhciQYgt6QCOzOL3LcohULR7FDGjUKhcBv5F5o2bK5Gp1AoFI2hjBuFQuE2IgN9ddUpFApFYyjjRqFQuI1BCWGICfZFUwXfJtRWTQ1KCHPnshQKRTNDGTcKhcJteJhNmDkxEQAaGDjW72dOTFT9bhQKhUso40ahULiV8UkxmD+pH6KD64eeooN9MX9SP9XnRqFQuIzQJn5z5szBihUrcPToUfj5+WHw4MGYN28eunbt2uTvbNq0CaNGjWrw+JEjR9CtWzfO5SoUCp0YnxSDsYnRqkOxQqFgQahxs3nzZjz66KMYOHAgqqur8ac//Qnjxo1DRkYGAgIC7P7usWPHEBQUVPd969atuZerUCh0xMNsQkrHcNHLUCgUzRChxs26devqff/JJ58gMjISe/bswfDhw+3+bmRkJEJCQhhXp1AoFAqFQkYMlXNTUlICAAgLc1wp0bdvX8TExGD06NH4/vvvm9RVVlaitLS03pdCoVAoFIrmi2GMG03TMH36dAwdOhRJSUlN6mJiYrBw4UIsX74cK1asQNeuXTF69Ghs2bKlUf2cOXMQHBxc9xUbG8v1X1AoFE5QY9GQeqIQ3+w7g9QThWrkgkKh0A2TpmmG2FEeffRRrFmzBj/88APatWvn1O9OnDgRJpMJq1atavCzyspKVFZW1n1fWlqK2NhYlJSU1MvZUSgU7kNNBVcYjRqLphLcDU5paSmCg4NJ92+hOTdWHnvsMaxatQpbtmxx2rABgOTkZCxdurTRn/n4+MDHx8fVJSoUCp2wTgW3PVVZp4KrcnCFu1HGdvNDaFhK0zRMmzYNK1aswMaNG5GQkHBVf2fv3r2IiVEfQIXC6Kip4AqjYTW2bQe6Wo3tdYdyBa1M4QpCPTePPvoovvjiC3zzzTcIDAxEXl4eACA4OBh+fn4AgBkzZuDMmTP47LPPAADvvvsu4uPj0aNHD1RVVWHp0qVYvnw5li9fLuz/oVAoaDgzFVyViSu4cWRsm1BrbI9NjFYhKskQatzMnz8fADBy5Mh6j3/yySf4/e9/DwDIzc1FTk5O3c+qqqrwzDPP4MyZM/Dz80OPHj2wZs0aTJgwwV3LVigUV4maCq4wEsrYbr4INW4oucyLFy+u9/1zzz2H5557jmlFzRuVMKcQjZoKrjASythuvhgioVjBj0qYUxgB61TwvJKKRkMBJtTOmFJTwRXuQBnbzRfD9LlR8KES5hRGQU0FVxgJq7Hd1KfNhNpDoDK25UMZN80cVZ2iMBpqKrjCKChju/miwlLNHJUwpzAiaiq4wihYjW3bsH20CttLjTJumjkqYU5hVNRUcIVRUMZ280MZN80clTCnUCgUjlHGdvNCGTfNHFWdojAqqjWBwkioz2PzQhk3zRxrwtzDS9NhAuoZOCphTiEK1ZpAYSTU57H5oaqlWgCqOkVhJFRrAoWRUJ/H5olJo7QJbkY4MzK9uaHcrgrR1Fg0DJ23sckKPmuY9Ifnr1WfTQU76vMoF87cv1VYqgWhEuYUolGtCRRGQn0emy8qLKVQKNyGak2gMBLq89h8UcaNQqFwGxEBPrrqFApXUK0ymi/KuFEoFO6Dmrag0hsUbkDNlmq+KONGoVC4jYKLlbrqFApXULOlmi/KuFEoFG5DhQEURkO1ymieqGqpFoQqBVeIRnXMVhgRNVuq+aGMmxaC6sCpMAKqY7bCqKhWGc0LFZZqAagOnAojocIACoWCG+W5aebUWDTMXp3RaAhAQ+1pefbqDIxNjFanZYXbUGEAhULBiTJumjmqA6fCqKgwgD6oXDqFoiHKuGnmqA6cCqOibsquo3LpFIrGUcZNM0eV3iqMiLopu441l8425GzNpVP5S4qWjEoobuaoDpwKo6ES3F3HUS4dUJtLV2NpTKFQNH+UcdPMUR04FUZC3ZT1wZlcOoWiJaKMmxaAKr1tedRYNKSeKMQ3+84g9UShYYwFdVPWB5VLp1DYR+XctBBU6W3Lwcj5LOqmrA8ql06hsI8ybloQqvS2+WP0JFN1U9aHQQlhCPH3QnH55SY1of5eKpdO0WJRYakWhFFDFQp9kCGfxZrgbg+V4K4P6upWtGSU56aFYORQxZWo3idXjwwNGz3MJtzYOwYfbMlsUnNj7xj1njtgZ2aRXa8NABSXX1bNOZ1A7T3NC2XctACaClXkGiRUYUUWA8yoyJDPUmPRsGz3abuaZbtP47nx3dWNxQ55JZd01bV01N7T/FBhqWaOvVAFUHuaFx2qAJrufZKrep+QkSGfJe1EIcnjkHai0E0rkpOisipdddwYOSSu+i41T5TnppnjKFQBiA9VUA0wowz3NKr7WoYk09STBWTdkM4RzKuRl7BWPrrqODGyV0QNFm6+KOOmmSOD+1oGA8yKkTdqAKiqtrj0c36oNwh1I7FHdBDN+0bVcWH06j0Z8tQUV4cKSzVzCi7S3NJUHQcyGGCA8d3XaScLUV5VY1dTVlWDtJPiQj7UG4S6kdhHhqozGar3ZMhTU1wdyrjRCaPGlM8TY+5UHQcy5A/IsFGnEvNUqDoOBsaHweTAKWMy1eqMgFGv6yvHqjSF6LEqMnSjliFPTXF1qLCUDhg5VHGW6O2g6jiQIX9ADvc19cYr7ga9J/s8NAdPr2m1OtHeGyNf1zIgg1ekf1wozCbAns1qNtXqjIBR8/2MiPLcuIjRQxVtQmgnDqqOAxnyB2TYqFM60BJwqToOZA9BGqV6z+pJbAprIqxIT5MMXpE92eftGjZAreGzJ/u8exZkh3WHcjF03kbctSgNT/xzH+5alIah8zYK/yzaYhRvpzJuXECGUMWQjq111XHQJzZEVx0HMmzUyR3DEeLvZVcT4u+FZIEeEdlDkIAx2ifIEPKx5gU15VcwQXxekAyHFsD4h2grRjLAlHHjAjJsMAMTiDkOAjeYL3Zk66rjwFpmbY8QwWXWHmYT5t7S065m7i09hbqxm0MIEhB/XctwU74yL8j2E2f9XnRekAyHFhkO0YDxDDBl3LiADBuMMzkOosguKtdVJwoV+XZMRIC3rjoOZAidyXBTBoDxSTGYP6kfooLqG6tRQT7Cy8ABOarOZDhEG9EAU8aNC8iwwchggMWF+euq44Ayy+f8L7N8RCFDHsbRvAu66jiQIXQmQ8inPk35bsRinXVmD9GzzmTYw41ogCnjxgVkCFVEBNDc+1QdB/ekxMPR3mE21epEoTYYfcgpKtNVx4EMoTMZQj7Ar6GKvNL6n8ufS42RK0KddaYSs+1jxP1RGTfMCD+fSNAQ1tvTjKnDEuxqpg5LgLenuI9rBPFGRtVxYMQNRkZkqN4DakM+DwxPaJBTZzIBDwxPEB7yMWKowhYZZp3JEDozogGmjBsXkCFUUXCxUlcdFzMmJOLB4QkNPDhmE/Dg8ATMmGC/YRk7xm8hI4WXrk8srV8IVcdB/7hQUhK+6N4n6w7lYuGWzAalzBYNWLglU7hXRAZPojOzzkQhQ+jM2i/IHu7uF6Sa+LmADCdlI1rUTTFjQiKeHtcNS1KzkF1Ujrgwf9yTEi/UY2OloIxoJBJ1LEjgpYsMpBlWVB0Hu7KKSEn4u7KKMKSTmJ5BjsrVAfEDH2XYH2W4aGosGlbtt2+ortqfi+fGdxf2XjvTL8hdzTnF3zUkRgbDQbbEQ29PM+4f1gEv35SE+4d1MIRhA8jxXsvgpTuaV6qrjgMZxljI4BUJ86dVvFF1HMgw60y1Jrg6jHHnkBQZDAdZEg+tVFVb8NHWk/jzN4fw0daTBphiXQsleTxUJY875NR5Wvk0VceD8WOQRryZ2CKDIZvcwXHjy1B/LyR3EGfcyPBeG/Hwp4wbF5DFcLD2moi2SUqLDvY1RK8JK3PWZqDbS//FK2uO4LPUbLyy5gi6vfRfzFnbdHmzkRA+UtH4HnYpyv5lGGNhxJuJLTIYsh5mEwbG288DGRAfqhoNOsCIB32Vc+MiVsPBdsBetMEG7I1PisHYxGjDDl2bszYDH2zJbPC4RUPd4yKTiinJ48W/JI+LcmHLEJa6JyUer645YtcQNEFs2f/AhDCYYN9YNUFsV29r0rO93CDRSc8yGLJV1RZ8dyTfrua7I/moqrYIC5FbDYe8kopGP5Mm1N5vjBAheHhpeoNrR9RBX3ludGB8Ugx+eP5afDk1GX/9XR98OTUZPzx/rWEMGyseZhNSOobjpj5tkdIx3DCGTVW1BQu3NjRsrmTh1kyhISrlGtYHD7MJ/t4edjX+Ph5CP5t7ss879MJpENvV25mkZ1HI0L9qSWoWKRF2SWqWW9bTGFbDwd6sMxUhaIjy3OiE1XBQOM+n27NIG/Wn27MwdXgH9yzKBhkMBxlOeDszi1BWVWNXU1ZZI9QDJoMh60zSs6iKLmv/qsY8slZE969qLqNfjIKRIgTKc6MQzq4s2kZN1XEgQyMtGXLAZDAcZEjM1ogZXlQdF0bvXxUb6qerjgMZxqpciVEiBMpzoxM1Fs0Q1qqM+HnRPoZUHQfWRlr2TqGiG2kBxs8Bk8EDJkNidpAv7Vqg6jgxcv+qLlGBuuo4cKbsX0UPfkX8J78ZsO5QboObSYxBbiZXYlQDrHtMIL7ZT9OJgjqDRmQjLSvjk2IwokskXl+bgazCcsSH++OPExLh5yDXxR0MSgiDt6fZbv6Ut6dZqAdMhsRsR8ntzuq48TCbkNgmGBGBPogM9BV+jVjZlUXLm9qVdR4jukYyr6ZxZPB2GhFl3LiIdTCcrUMwr6R2MJxRSq3XHcrFrFUZ9QbYRQf5YtaN4g2wC5XVuuo4cGYGzZDO4kqEgdrKs4VbMus+k1t/Apam5eABA4QBqqotDhPDrRpRxpgM3qXcYtqNjKrjxNiHP+P3NJLh82hExPsFJcbRYDgNxoiFrjuUi4camcybV1qBhwwwmVeCKIAUM2iAX0vqbT9xGmpL6kX3DHqd+PxUHQd9YkN01bEgw0WDXw9/tmGV3BJjTAWXoaeREXvIyIAyblxAhrbYNRYNL6w4aFczY8VBoQbYNQm0ODFVxwH15RFpx1ZVW7DQTk4QUDtQUWRJfWYBreqEquPgix3Zuuo4iCFOJKfqOHA0/8oIh7/kjuEOc3+8Pc1IFpjLIkOhgBFRxo0L2HpCXNVxkHbScTjlfPllpJ0UV4lkdjSC2UkdB6HE+TdUHQefbm/osbFF+0UnCl9P2ntI1XEgQ3lwWCvi3CaijgNZDn+UMKlo77vResjIgMq5cYEiYkIhVceBDP0wZJi4HUGcUk3VcbCDeJPYkVmEqcM7Mq+mcfy8aOcpqo4DGTrrRhDzK6g6DvJKaGMVqDoOqIb+p9szhV0zVozUQ0YGlOfGBcICiKcnoo4H4yfMRbQiGg5EHQfRRPc+VcdBxWX7zfGc1XFQWUP7nFF1HMjQWVeGz+O5C7TDCFXHgTPVUkbAKD1kZECocTNnzhwMHDgQgYGBiIyMxG9/+1scO3bM4e9t3rwZ/fv3h6+vLzp06IAFCxa4YbUNiQ6mNXai6ji4Jp6Yz0LUsWB8+0uKJn692oboquNgIPFzRtVxYO2saw/RnXVlmFKfkUub9k3VceBoFIizOkVtqC/1RCG+2XcGqScKhYX0hBo3mzdvxqOPPoq0tDRs2LAB1dXVGDduHMrKypr8nczMTEyYMAHDhg3D3r178cc//hGPP/44li9f7saV1yLDBmP2IOazEHUcyBCWujKprylEJ/VRw4qiwo8AMGVwPBylTplMtTqR9G1vf+Cko5+7A0e5IpUCE8cBoIzYuoGq4yAxJkhXHTdGMRyaYt2hXAydtxF3LUrDE//ch7sWpWHovI1CquKE5tysW7eu3veffPIJIiMjsWfPHgwfPrzR31mwYAHat2+Pd999FwDQvXt37N69G2+99RZuvfVW7iU7jeiPngwNyVQfB32gTqkWOc3a29OMBxzMG3pAsFeE2u5+bGK0MGM27UQhyh3M6CqvqhHadykqiBZGpuo4aE3MkaPqODF2vyDj9XwzVM5NSUkJACAsrOnNNzU1FePGjav32HXXXYfdu3fj8uWGVUGVlZUoLS2t96UXOzOLSI3dRFYDyGA4UDxgIYI9YDLMd9lF/JxRdVwYfd6QM+3uRSFD36V+7WnXK1XHgQz7I9B0v6A8g/QLctTzDXD//mgY40bTNEyfPh1Dhw5FUlJSk7q8vDxERUXVeywqKgrV1dUoKGh4Ic+ZMwfBwcF1X7GxsbqtWYa22P3jQknJkf3jxLvZ7SE6bU7d8PRlxoREHH3lerx0Q3dMTonDSzd0x9FXrhdu2AByXNcydPGLcpCj5qyOBeO/jIY0HGwx4v5oGONm2rRpOHDgAL788kuHWpNN0F7TtEYfB4AZM2agpKSk7uvUqVP6LBhyWP17ss87bCxn0Wp1oqB4wM4L9oCpG17LQYbrmjogUeggRQkKBWQI2xvRcLDFiPujIfrcPPbYY1i1ahW2bNmCdu3a2dVGR0cjLy+v3mP5+fnw9PREeHjDC9nHxwc+PjzxUmsFTV5JRaPXpwm1TZZEhlOM+KGzRYZmiDKUq6d0DMd73x8n6UQzZ20GFm3NrGd4v7b2CKYOEx+WsoZJ7RncosOkyR3CHa4x1N8LyR3EvdcyFArIYMjKsIcb8XUU6rnRNA3Tpk3DihUrsHHjRiQk2C+/BICUlBRs2LCh3mPr16/HgAED4OVlP29Db2Roix0RQLwpE3UcyNAM0ULsu0LVcWC94dlD9A0P+HX+la1H0aIZY/4VBdG+Lw+zCXNv6WlXM+eWnkL3HiPe8GyRYW6Teh2vDqHGzaOPPoqlS5fiiy++QGBgIPLy8pCXl4dLl37tWDljxgxMnjy57vuHHnoI2dnZmD59Oo4cOYKPP/4YH330EZ555hkR/4W6tthRNs2yDNMWW4JIhQzNEHdk0To9U3UcyHDDq6q2YNFW+11hF20VO/9KhjApULv32EvMFr33GPGGZ4sMB1T1Ol4dQo2b+fPno6SkBCNHjkRMTEzd17Jly+o0ubm5yMnJqfs+ISEBa9euxaZNm9CnTx+88sor+Nvf/maAMvD6x1BrHpBo8ondP6k6DmRohkh9O0W/7eOTYrBgUj9E2ZSuRgf5YIEBjO0lqVmkHLAlqVluWU9jyBAGAGoraBY24QFbuCVTeAWN9YZnb3CmaMMBMP7cJiMaDo1htNdRaM4NxQBYvHhxg8dGjBiB9PR0hhU5T5O1/aWVQmr7bZEh5NMnNkRXHQdBfrSQJ1XHTcPketGBlFpkGEopQxjA0cRtQHwvHgDYm2O/UGFvznnhxgNg/LlNVsPBts9NtIH63ADGeh0NkVAsK442GA3iNxgZQj6fEU/pn6Vm4cERYobXlV6yH6ZwVsdFU8b2z6ViGmnZIsNQShkKBZypoBGVQE4NQT49rpvQpo1WrHObjMr4pBhc2y0KS1KzkF1Ujrgwf9yTEm+I1+5KjPI6GutVkQxHGwwgvkRPhpDP/w7nORY5oWNBgtwlGfphyDCUUoZRGzKEzmQIQcrEukO5GPHm93hlzRF8lpqNV9YcwYg3vxcefjQqyrhxgbySS45FTug4kCHkk08s8abqOAj2oYWbqDoOZOiHIcNQSqD2lDwmMbLRn41JjBQeBpChNUFmYdMzAq9G15IxeodiI6KMGxcoKqvSVcfBFzuyddVx4OdFm7hL1XFQXEF7D6k6DmQ4zQO13YnHNmE4jE2MFN7nBqgtV9+Qkd/ozzZk5IsvV5egQZ5GbItA1bVUZPDIXolRhnuqnBsXCCYmj1J1HMiQwJnYJgg/nXN8ektsI3Iyr/HjUjKc5oHaU6g9w2HdoVyhnpGqagsWOsgVWSg4V0SGBnkXHAz2dFbXUpEhv8qKkYZ7Ks+NC+w/XayrjgMZEjh/27utrjoOQv1pCddUHQsSnOZrLBqmf7Xfrubpr/YLPYV+uj3LYUm/ptXqRCFDRVfFZZrRQtW1VGTxyBotdKaMGxewEJuaUHUcyJDAebyAFnOn6jiICCR6RYg6DmQ4zW8/XoByByf1sqoabD8ubrjnTmIjRqqOAxkauw2Mpw3jpeq4MUo4xRYZDFkjhs6UceMCxg9UyJHAmVNEM1qoOg6ig2gbB1XHgQyb4PL007rqOLhUSfMkUHUcyNAgb8rgBId7n+kXnWjWHcrF0HkbcdeiNDzxz324a1Eahs7baIhEXRkMWSMWMyjjxgWCfGkhCKqOCxkSOI2ODFVnMmyCZZXVuuo46NkuWFddS8Xb04wHhts3XB4YLr4yzmjhFFtk6FBsxNCZMm5cwEx89ag6LigJnCLp3S5EVx0HS9No1WRUHQcybIIRrWiGPlXHwdBOrXXVcWANAzSFCcaooJkxIREPDm/owTGhdv6V6IOVo3CKtRGr6NfRaKMNbDGi11hVS7lASocIvPf9CZJOFDUWDS+sOGhXM2PFQaFdlEuIXX2pOg52ZdHcqbuyijB1eAfm1TSN0du0O8q3cVbHwcCEMJhgP+/a9ItOFDJV0MyYkIinx3UzZGddZxqxin4djTTawBYjdvVWxo0LJHcMR4i/l90JwiH+XkgWeFGknSwkTThOO1mIIZ3EGGEhxAojqo4Df29ajx2qjhMjb4IyhKX2ZJ93WFCm/aITdcMzYhjAHt6eZtw/TJzR3xR5xMagVB03RhltYIvVa/zw0vQGB4MWORVcdjzMJsy9paddzdxbegq9qaSeoFV0UHUcyNAM8da+7XTVcWPdBG/q0xYpHcMNYdgAUlSrS2E4GDEMICMyDBaWBaOFzpTnxkXGJ8VgwaR+mLXqMPJKf70AooN8MOvGHsLDADLcTs6X04wWqo6DwZ0j4O1pRlW1pUmNj6cZgzuLC0FeSY1FM6TnxtxgWrlrOg5kMBysYQB7IRXRyeNXYtTPYwixwSpV19IxktdYGTc6YKQ31BYZ8oKoL5Pol9Pf28OuceNngJAUYKwuobbIEN7rHxcKswl2hz6aTbU6UXiYTbixdww+2NJ0J+Ube8cYYg8y8uexmJjHR9UpjBM6U2EpnTBqGMCaF2QP0XlB18TTnpuq42BnZpHD3KXi8stCh1ICTZe15hqkrLVbVKCuOg72ZJ8nTbPek33ePQtqhBqLhmW77fcCWrb7tPAqH6OXWcuQ76e4OpRxoxNG7W7pYTbhzgH280DuHNBOqDFm9iCGKog6DmTIw7BX1goYo6z1WP5FXXUcyJBkmnbCcaFAcfllpAnMpZOhzLqYGOqm6hTGQYWldMDIbtcai4ZV++2fjlbtz8Vz47sLM3AKiMl6VB0HEQHE8QtEHQcylLXKUAouQ5Jp6knaeIrUkwUYIigPTIbPYxhxiCxVpzAOynPjIkZ3uzqzwYhCBsNBhlkbeSWXdNVxIMO8oSBf2pmPquPB+B9IGTxgMoxVuRKjRgiMiDJuXEAGt6sM4RQJ9mkpvEsylNTfNShOVx0HB86U6KrjgOrpEJnYKYMHbFBCmMOcxFB/L0NUnRl5/pURUcaNC8jgFZGhrFUGw0GG11EGF/uXO3N01fFgfGs7uYPjQoFQfy8kdxBn3IQF0JJwqTpRGME3YvQIgRFRxo0LyOB2lWGYogyGg/V1tIf415FmtFB1HDgzxkIU8eH+uuo4oDQQnSO4gWh0sJ+uOg5kqIJ0FCEAxEcIjIgyblyggBjKoeo4kGGYorWviD2M0lfEHsL7ihi/X6MUfW7uSYknfR7vSYl3y3pkRYYDgQxhe2fmiCl+RRk3LuDI4ndWx4XR2mLb0lz6inwluK9IQRkxvEfUcSDDGAtvTzOmDkuwq5k6LEHo4EdHU8EB8ad568HKntdY9MFKBq+xDAaYEVGl4C5gIraIp+o4MXIXZRkuXhkGkMqwUV9DTHCl6rjo2z4UQNPdf2t/Lg4ZyqyBpqfUG6VVhhGnWdsiw3VtRJRx4wLXJIThve9pOiNglLbYtshw8TozgFSUcWOt/HA0pV7kRr3jJO113HGyEMO6tGZeTePUWDS8sOKgXc2MFQcxNjFa2OEgt5hWzk/VcTI+KQbXdovCktQsZBeVIy7MH/ekxAv1fFm5cpp1U4j2LslggBkR8Z8umZEgx0EGZIjNa8Q3kaoThWg/3fJ0+6E9Z3UcOOOlE8XeU7QQLVXHybpDuRjx5vd4Zc0RfJaajVfWHMGIN783TIXP+KQYPDA8oUGeldkEPDA8Qbh3SYa8SSOijBsX2JFFPIUSdS0VGZJ1ZZgeTKn8OC+48qOsslpXHQfbjtO6/1J1HMhyrpKhhHndoVws3JLZIO9P04CFWzINsUaj500aERWWcgFZNhijI8OIiAhibxiqjgMZcpeigmivD1XHwVliKIeq4yAhPEBXHQeOSphNqE16Fhneo5ZZi1yjFSPnTRoR5blxgRA/4kRZoq6lIkMzRBl6dsiQu9S3PS20SNVx0DaE9h5SdRxQy9BFlqvLUMIsw95zJda8yZv6tEVKx3Bl2NhBGTcuEOagQ6izupaKDB4HGfKCZGjY2IZoEFB1HFC7+ors/isDMlzXMjRilQ2jzL9Sxo0LFF8i9rkh6loqMngcrkzqawrRSX0yrFEGI9FMfH2oOg4+3d50mfrV6DiQ4bqWYf6VTBhp/pUyblxAhlk+MiDDDU8WZKr8aArRBpgMs852EMMkVB0HMngSZSgUkAWjJY8r48YFIogD36g6boziLrRFhmopRx1hrcmRol9TGSo/jI4MHodLVbRqMqqOAxkMWeV91wcjzr9Sxo0LHM0r1VXHiZHchbZQq6VEGg4yJEcacYOxRQYjUYZZZ2EBRK8xUceF0T2JwUSPDFXXUjHi/qiMGxfILirXVceF0dyFtshQsSBDcqQRNxhbZFijDLPOqL4O0bU0TXkSLQbxJO4/Xayrjhujet+NuD863ecmPT0dXl5e6NmzJwDgm2++wSeffILExETMmjUL3t7GCMG4Axk2GBl6TRjxwrBFhlCFDK+jWqM+FBKHn1J1HNjbe4Da/Uf03iMT6w7lGnZGlxH3R6c9Nw8++CB+/PFHAMDJkyfxu9/9Dv7+/vjXv/6F5557TvcFGpm+sTS3NFXHgQwnZSNeGLbIEKqQodGgDGuU4fPo7007l1J1HMjgkY0nNjmk6rgwuvfdiMnjThs3P/74I/r06QMA+Ne//oXhw4fjiy++wOLFi7F8+XK912doWgfSNmCqjgMZTqEyGA4yhCqkaJktwRplqN6jPrfINcrQ6fmelHjS3iOyGaIMuXRGTB532rjRNA0WiwUA8O2332LChAkAgNjYWBQUiJu1IgIZEoplOIXKYDjkldA2YKqOg3xiaTJVx0EBMUxC1XEgQ/XelMEJuuo42JtDHO5J1HHg7WnG1GH2X6OpwxKETjCXwfsOGC953Ol3bMCAAXj11VexZMkSbN68GTfccAMAIDMzE1FRUbov0MjkFNFuZFQdBzKcQmXwLhWVVemq40CGhmQyGNsyVO95mE0I8Pawqwnw8RBqgP1M7OpL1XExY0IierULavRnvdoFYcYE+x4JbmTYHwHjtaFw2rh59913kZ6ejmnTpuFPf/oTOnXqBAD497//jcGDB+u+QGNjfB+7DKfQCGK5KlXHgQwNG8OI/ZSoOg76xIboquNAhlyRnZlFKKuqsaspq6wRusYAH1q+D1XHxZy1GThwunHv+oHTpZiztunWBe5AlgOB0UJnThs3vXr1wsGDB1FSUoKZM2fWPf7mm2/i008/1XVxRqdPuxBddRzIcAq1aLTnpuo4iCTmTVF1HMgw3HNpWrauOg5kOCnLMBPp1n7tdNVxUFVtwcIt9kdULNySiapqi5tW1BAjJuvaYsTQ2VUFEouLi/Hhhx9ixowZKCqqXWxGRgby8/N1XZzRkeFmIsMpVIZW8pYaogFG1HEgQwhyR2ahrjoOZDgpyxCCvIY4WJSq4+DT7ZkO/eoaxM7oujJZ19bAsX4vutOzEQ8EThs3Bw4cQOfOnTFv3jy89dZbKC4uBgB8/fXXmDFjht7rMzYSNLox4ofOlhqNdiqi6jjYkUW8KRN1HFg3QXsnPNGbYJ4DQ9tZHQeDEsIQ4m+/I22Iv5dQI1GGECS1AEBkocCuLNpzU3VcjE+KwfxJ/RBtc3iJDvbF/En9hPe5MWKLB6eDndOnT8e9996LN954A4GBgXWPX3/99bj77rt1XZzRyb9ArE4h6jgw4ofOlmJiEi5Vx4MElix+3QQN2+wryBs4S9QZGNEt52TwGstwsHKUlO2sjpPxSTG4tlsUlqRmIbuoHHFh/rgnJV5oJVcdBkw/ddq42bVrFz744IMGj7dt2xZ5eXm6LEoWCohGC1XHggE/dLb8mHdBVx0H1ySE4b3vaTrRGHkTNJtoZgFVx8HOzCIUl9sflHi+/DJ2ZhYhpaOYkIoMidkyhPcm9m6Lr/c5trYn9m7rhtXYp7EOxR/+kGmIQ4sRWzw4vdv5+vqitLRhZvmxY8fQunVrXRYlC+fLaZ4Eqo4DI37obCmtpE0upupYkMBItLLuUC6Gzv0Or6w5gs9Ss/HKmiMYOvc74V1MAaA10UNI1XEgg8dBhsRsGcJ7J87RDkxUHRdG71BsREPWaePmpptuwssvv4zLl2tPNiaTCTk5OXjhhRdw66236r5AI0NNXRA5NkWGMmsZQmcy5NwAtZvgQ0vTkX+xvkGdf7EKDxlgE/T0oG05VB0HYf7EfBaijoNdxM8ZVScK0eG9U+dpPcioOg6MWGZtixErupzeQd566y2cO3cOkZGRuHTpEkaMGIFOnTohMDAQr732GscaDUtKhwhddSxIkCpiRKu/IcZ/IWssGh7/5z67mif+uU/oJtiL2BaBquPgKDH8SdVxIMtsKWp4TxRxYf666jgwYpm1LUas6HLauAkKCsIPP/yA5cuXY+7cuZg2bRrWrl2LzZs3IyBA7HAxdzMwIQyOUgNMplqdKAqIpaBUHQftwmhJj1QdB9TcClE5GADww4/nHPbjqKy24Icfz7lpRQ05f5EYyiXqODh1vlxXHQc396HlgFB1HMgQ3rv7mjhddRzI8DoCvxYzRAUZo6Lrqs36a6+9Ftdee62ea5GOPdnn4aivnPbLTCRRNz0ZvCKDO0bgH9+fIOlEkdwhHP7eHii30xU2wNsDyQJ7dizcepKsG9Etknk1jXM4t0RXHQexobRTOlXHgQzhPRn2nt1Eb8fuzCIM6yomp1SG17E+9W+KmqDmqyTj5m9/+xv5Dz7++ONXvRjZkMGitib12XMPi07qS+4Q7nCNof5eQg0HoHbInj3jRnQ1UmmF/RCAszoOzhTTrgWqjoMurVvpquPgbDHNa0TVcWDNw7AXUhHdVPLf6afIOlHGjfV1zCupaDTvxoRa74jI1xH4NenZdo0/l1bi4aXpbvfekIybv/zlL6Q/ZjKZWpRxI4tFfdlBqOJyjbjmeEBtvPbOAe3wgZ026HcMaCe0+ZwM5cE92wbj4BnHE+h7tg12w2oap12oH3YTmra1CxXY1TubdprfmV2EEd3FeMDWZ/xM1t0+sD3zahrHw2xCUtsgu8ZNUtsgodf1qSJiCJKo48Caz/Lw0nSYUN8vYpQOxY6Snk2oTXoemxjttnWSjpqZmZmkr5MnaW7x5oIRM8RtSTtZSBqwl3ZSXFWFDPOvZJjlc12PaF11HMgwb+hsMa0yhqrjwJ4H8Wp0HFRVW/Bthv2RPN9m5Aud21RJfG6qjgujdyg2YtKz2HGsknOlRd0Uoi3q1BM0oyX1RCGGdBKT0+LM/CtRXhEZZvkUX6KFm6g6DgbE0wx9qo6DNkSvEVXHgZ8XLQRK1XHgzNymqcM7umNJDfDxonUepuo4GZ8Ug7GJ0diZWYT8CxWIDKw9OIu8v1gxYorGVRk3p0+fxqpVq5CTk4OqqvpVDe+8844uC5OF8UkxeGB4AhZtzcSVjgWzCZg6LEG4Ra0Ru8pRdRwY8cKwRYZZPjL0Z3Gm+dzU4R2YV9M4yfHh+AccJ7gnx4vLAesUGYhvjzqueusUGehQw8UOojd4x8lCYcZN+zB/pOcUk3RGwMNsElqR2RRGTNFw2rj57rvvcOONNyIhIQHHjh1DUlISsrKyoGka+vXrx7FGQ7PuUC4Wbml4QtE0YOGWTPRtHyrUwAnxs98h1FkdB0a8MBo8dxBxjUQdB0fzHOfbWHXDuohJjkwjTvtOyywUZtxI0NJIijXmldK8mFQdB7f2a4eVhPELIsOkMmDEpGenfZYzZszA008/jUOHDsHX1xfLly/HqVOnMGLECNx+++0cazQsMnSODCN2HqbqOJChTbsM4xdk6Lb6M3HaN1XHwQ5iXgBVx8HxfFoDQaqOA9t+J67qOBjcKcLhUMwAHw8MFhSyt6XGoiH1RCG+2XcGqScKhd5brqRZNPE7cuQIpkyZAgDw9PTEpUuX0KpVK7z88suYN2+e7gs0MkZMorKlmDjXiqrjwlFSoaOKL25kmNElQ7dVLzNtM6bqeDC+JVtxmXY9UHUcxATTjBaqjgMPswmTku1Xk026pr0h8lrWHcrF0HkbcdeiNDzxz324a1Eahs7bKHykihWjJT07bdwEBASgsrJ2A2/Tpg1OnPg1Nl1QUKDfyiRA5YroQ9qJQodVHWVVNUgjJkdzIEPoTIZuqxXVNIOAquPgmgRaTgNVx0FCBK0bPFXHgQyTy2Wo1ASMPzjTyvikGPzw/LX4cmoy/vq7PvhyajJ+eP5aIakZThs3ycnJ2LZtGwDghhtuwNNPP43XXnsN9913H5KTk536W1u2bMHEiRPRpk0bmEwmrFy50q5+06ZNMJlMDb6OHj3q7H9DF2S44UUH0yo6qDoOUk/SjGKqjoP+caEO0xdMv+hEkZ7juH+MMzoOLlTQJrtTdRyYHc1UcVLHwR8nJOqq46CojOYNpuo4cKZSUxQypD8YEacTit955x1cvHgRADBr1ixcvHgRy5YtQ6dOncjN/qyUlZWhd+/euPfee52aKH7s2DEEBQXVfd+6teoc2RQynJ4sRM85VcfBrswiUlnrrswiDOksJj6//QTN+Nt+okBY2b8MYwNk8Mh6e5rh5WHC5ZqmP5VeHiahXbMPnyWO2iDqOJChf5Uz6Q+iK6nWHcrF7NUZ9dYbE+yLmRMTjT9bqkOHXysY/P398f7771/1k19//fW4/vrrnf69yMhIhISEXPXz6oU1ieqhJvrcaBDf50aG0tvSCtrJjarjwBnvkijj5gwxUZiq4yClYxiyCh13e03pKO5AIIPHIe1koV3DBgAu12hIOymuf5UMjQYLiAYqVceBDMY20PT4BWvozN15Ny6Z9RUVFfj0008xf/58HD9+XK81OaRv376IiYnB6NGj8f3337vteWVkVxYtT4Wq44A6/kHsmAjj1962CaGFP6k6Dl4YTwuTUHUcBBPbIlB1HDjjpRNF60BaHh9Vx0EhsekmVceBDOkPRgydkY2bZ599Fk888UTd91VVVUhJScHUqVMxY8YM9OnTB6mpqSyLtBITE4OFCxdi+fLlWLFiBbp27YrRo0djy5YtTf5OZWUlSktL633phfUNtYfoWKi/N805R9VxcDy/TFcdB1R3r0i38JCOtPAsVcfBV7tzdNVxsPcULSeJquNABi9dsB+tvQRVxwFlFpszOg5kGPNjxMphsnHz3//+F6NHj677/vPPP0d2djZ++uknnD9/HrfffjteffVVlkVa6dq1K6ZOnYp+/fohJSUF77//Pm644Qa89dZbTf7OnDlzEBwcXPcVGxur23pkSEaTYZaPN7FFPFXHgXVyuT1ETy4fmBAGRzmuJlOtThS7smgGAVXHQT6xqRxVx4EMXjpqOF5k2L6imhYSo+o4sKY/NHVENkL6gxFDZ+S7RU5ODhITf3UVr1+/Hrfddhvi4uJgMpnwxBNPYO/evSyLtEdycjJ++umnJn8+Y8YMlJSU1H2dOkUbcU9BhmS0wZ0i4O+oSZW32CZVrYheI6qOAw+zCQPj7VdCDYgPFbrB7Mk+D82Bk1DTanWicPRZdFbHgR/xc0bVcSCDl04Gb2e7EFqVKFXXUjFi6Ixs3JjNZmhX7JxpaWn1Sr9DQkJw/rz7N829e/ciJqbpJCUfHx8EBQXV+9KLggvExm5EHQceZhPucdSkKllsk6qxiVG66jioqrbguyP2Jxx/d0TshGMjnp5s6RZNm3VE1XHg703bFqk6DpI7hjs0AP29PZAs0HAYGE/0JAocknpbP5onn6rjwFH6gwni0x+soTN7uDt0Rr46u3XrhtWrVwMADh8+jJycHIwaNaru59nZ2YiKcu7mc/HiRezbtw/79u0DAGRmZmLfvn3IyamNt8+YMQOTJ0+u07/77rtYuXIlfvrpJxw+fBgzZszA8uXLMW3aNKeeVy+KyomTook6DmosGpbtPm1Xs2z3aaEXhgy9T5akZsHRS2TRanWiCPMjNmwk6jiQoRLpp58v6qrjwlGZt4/AMnBADk/i4M6OPdv+3h4YLKgCEjBmPostHmYTbuxtvxLqxt4xxhy/8Oyzz+KFF17A6NGjMXr0aEyYMAEJCQl1P1+7di0GDRrk1JPv3r0bffv2Rd++fQEA06dPR9++ffHnP/8ZAJCbm1tn6AC1SczPPPMMevXqhWHDhuGHH37AmjVrcMsttzj1vHqRV0wMSxF1HKSdKERx+WW7muLyy0K7/4a1Is6/Iuo4kGGWz9Gfac9N1XGw7bjjSdbO6Dig9uYT2MMPOzOLHF7X58svC73hyeBJ9DCb8M4dve1q3rmjt8pncYAROz2Tg8a33nor1q5dizVr1mDcuHF47LHH6v3c398fjzzyiFNPPnLkyHqhLlsWL15c7/vnnnsOzz33nFPPwUk0ceAbVceBU43dBJ1OZHgdj+XRDAKqjoNT5x33j3FGx0HBRZpHhqrjYFxiNHZnF5N0opDhhhdBHMZL1bVUjJjPYoszxTXuyrFyKiNuzJgxGDNmTKM/mzlzpi4LkomwVsQwAFHHwdliWikoVcdBz7bBuuo4qHLQMM1ZHQexobSkR6qOAy9i52GqjoN7UuLx+n8dj3S5JyWefzFNEOZP3HuIOg4sjmJSTuo4qLFoePqr/XY1T/9rP8YmRgvz3vSPC4XZBLthcbNJ7OgXIxrbYoOykhNBtJSpOg5iiDOjqDoO5q07oquOg2A/2jmAquOgWzQtWZ6q46BdGLE6hajjYN+pYl11HGTk0kYWUHUcpGXSQt1UHQfbjxegzNHQ3soabD8urhninuzzpHw/kblLRvQuKePGBWQIpwT7E2/KRB0HlHb8zug4GNaZVlJL1XFQVE5M1iXqOIhw0CvIWR0HeSU0LyZVx8EeQtjMGR0HZ4qIjQaJOg6Wp9svtnBWx4ERvSK2SF0tpWiIEd9QW4rL7CcdOqvjID7cX1cdB1FEzxZVx4EMoYrzl2jN0Kg6DmSo6JKhX5DmcNSsczoOThPzz6g6DozoFbHFw2xCUlv7HuGktkHGrJZSNMSI5W+25BJPl1QdB8+P766rjgMZvHRHztJaxFN1HFQSO71SdRzIUL3XLYrYL4io4yCG2PiOquOgLfG5qToOZBi/UFVtwbcZ9vuAfZvh3j5gThs3s2bNQnY2bdJ0c8eI5W8NkKCu9eAZWl4AVceBDEnPO7NoZb9UHQftQmjeN6qOg0ii0ULVcVBA7J1F1XEQTqyCouo4uKUvbewMVceBDOMXPt2e6dD/pv2icxdOGzerV69Gx44dMXr0aHzxxReoqBA7Zl0kMsyWkuFkIsMYCxmSnnNLaK5zqo6Dm/u01VXHgvEHwCP1OC0Jl6rjICKQWApO1HFgJhoEVF1LZQfxHkfV6YHTxs2ePXuQnp6OXr164amnnkJMTAwefvhh7Nq1i2N9hkaGMmvqIEeRAx/ziDdbqo6DzALaRHKqjoOqamK5OlHHggSGw1lifgVVx0G5gwofZ3UcyBDK3UGs1KLqOJBh/ELFZeIAUqJOD64q56ZXr174y1/+gjNnzuDjjz/GmTNnMGTIEPTs2RN//etfUVIiLnzgTvadopXeUXUcmInhJqqOgx9+om0cVB0Hfl60xEyqjoNgYoURVcfB8nTa4FqqjoP/Zfysq46DNkRPK1XHgQwFFzXEHjtUHQcyjF/o1TZEV50euJRQbLFYUFVVhcrKSmiahrCwMMyfPx+xsbFYtmyZXms0LBaipUzVcZB/kRZzp+o4KLlEq9Si6ji4rgetGy1VxwG1Y67IzrpHiR2cqToO8hyEmp3VcTCkE83TStVx4GE2oXWg/cq81oHeQnNFShyMsHBWx4EMpeBDOtG621N1enBVxs2ePXswbdo0xMTE4KmnnkLfvn1x5MgRbN68GUePHsXMmTPx+OOP671WwyFDqWMR0Wih6jhwNADQWR0HMlR+/H5IgmORE7qWC/V6FXddO5or5ayOg0tVNThw2n5l3oHTpbgkMHR27gJt36PqOJChFDy5YzhCHHiEQ/y93Dql3um7Ra9evZCcnIzMzEx89NFHOHXqFObOnYtOnTrVaSZPnoxz58QNvnMXFyqJ06yJOg5C/GghCKqOg05RAbrqOLAQxypQdS2VrsTuyFQdBwnhtM8ZVcfBduKgW6qOg9fWNJ0ncjU6DgJ8aM1LqToOZAjveZhNmHtLT7uaubf0NHafm9tvvx1ZWVlYs2YNfvvb38LDo2GOQevWrWGxuK+eXRS5xGnfVB0HxcRQDlXHgU8jnyFXdBykZtLar1N1HCxJzdJVx0G3GGJ/FqKOg3bEZpFUHQf2Bg5fjY4DGcZYyNAvyIgN8mTAaePmpZdeQtu2Ass0DYSPJ/GmTNRxEErsRkvVcdA3ljbwjarj4CzRQKXqOJBhjIUM09XD/IlN/Ig6DmJCaCEIqq6lUkr0qlN1HFRVW/DdEfsN8r474t4GebYYsaKL5GubPn06+Q++8847V70Y2UhqG4xtBLdvksDGbueJc4SoOg7CiVPTqToO2hInaVN1PBg/V0SG9gkyDEkdlxiDb484Dv2PS7TfQZ2TIZ3DcYjQDXtIZ3FJzzJcM0tSs0iDM5ekZuH+YR3csygbnKnoSnFT3g3p6ty7dy/3OqQkgnizpeo4CAsgzhsi6jhYd9h+l+crdSO6RjKvpnEGd4zAP74/QdKJok+7ECxBDkkninYh/thNGOYoskPxBmKJ94aMn3HHwPbMq2mcCxW0MDJVx0FyXDg+gOOOtMlx4oybYD/avkfVcZBdRPO0UnUcGLGii2TcfP/999zrkJIIYvt1qo4DGTLtD52hzTqi6jhI7hCOAG8PlNmp7Ajw8RDaDFGG9/rW/u2wcv9Zkk4U5VW0EARVx4EMh5bvjtkPpVypG5UYxbyaxiklGn9UHQdxYTRDn6rjwIh7j9M5N999912TP3vvvfdcWoxsGPENtaWSGIel6jgI8qW596k6Lqod+IarBVdKHf2Z2EOGqONgcKcIh5OqA7w9MNiN/TBs8SPmyFF1HEQTp89TdRycPHdRVx0HNcRrlqrj4O5r4nTVcWDEii6njZtbb7210VEL7777Lv74xz/qsihZqCK2kqbqOPh420lddRwMIYZyqDoOth8vcGgAVlZbsP24uGqpU8RxAFQdBx5mE965o7ddzdt39BZa+eHrRdsWqToOjHgzsUWGHjI/5dO8wVQdBzJUnXmYTbixt/38rht7xxi7FPwvf/kLJkyYgIyMXzOj33rrLcycORNr1qzRdXFG58NttAmnVB0HMjT7ulBJM/6oOg6Wp5/WVceBDO5rABifFIMHhyc0GB9lAvDg8ASMTxKXBAsAP+bTPAlUHQdGvJnY4uVJe26qjoO8UpphRdVxYMR8FltqLBpW7befO7lqf65bq6WcNm7uvfdePP/88xg3bhyysrIwb948vPLKK/jvf/+LYcOGcazRsMgQr40KosXcqToOZKigySEm61F1HNyTEu9w3qTpF51I1h3KxcItmQ3qTzQAC7dkYt0hWoI5F9QeXSJ7eRnxZmKLiTj9lKrjQIY1ypDb6ahaCnD//Kur8qs+88wzuOeeezBgwADMnTsX69evx+DBg/Vem+HpTaw6oeo46NSa1nyKquOg4CLtxEHVceBHDEFQdVw4upWJ7p9s7YfR1Do0iJ9w7ONNy+2i6jgw4s3Elo6tW+mq42AoMbeLqmPB+NXqhvQuka7Ov/3tbw0ei4mJgb+/P4YPH44dO3Zgx44dANAiZkpZ+dMNiVi6w3Hp7Z9uSHTDahrHi5j0SNVxIMPE7dqeRo5vFCJ7GjnTodio/TAA9/fDsCUm2A+HzzpOuo4RmKxrxJuJLe1CiZ2eiToOhnVujQVbHOcbDuvc2g2raZyCMlpIjKrjwIjFNSTj5i9/+Uujj3t4eGDbtm3Ytm0bAMBkMrUo48bb0wwfT7PdRFMfT7PQgY8pHcPx3vfHSTpRRDtIjHRWx0EpcTwFVceBDP0w8kqJE7eJOg6uSQjHtw46wlp1ojDizcSW0ADavDqqjgPrwEd7OYfuHvhoiwzvtTXBPa+kolEHkgm1+7fhqqUyMzNJXydPiqu4EcHOzCJSBY1I1/DA+DCYHISLTaZanSj6tac9N1XHwbE8WvIoVceBDAnFMkypn5RMK6ml6jjoHxcKR7nCZlOtThQytHjwMJtw5wD7PZXuHNBOaGK2DJVxHmYTZk6sjVA0VigAADMnJhq7WspKVVUVjh07hupqcY2sRCODa3hP9nk4mp2nabU6UcSE0Nz7VB0HF6toHhmqjoN7UuJJNzyRCcUy3PBkKL3dk32e1JJf5HW9geD9ckbHgQyJ2TJUxgG1VZDzJ/Vr4GGPDvbF/En93F4F6bRxU15ejvvvvx/+/v7o0aMHcnJqc04ef/xxzJ07V/cFGpkQX5o7larjQAYDrE9siK46DrpH2Z/K66yOA29PM6YOS7CrmTosQWiY9MCZEl11HMhwzcgQ3sstoVU3UnUcyJCYLYMBZmV8Ugx+eP5afDk1GX/9XR98OTUZPzx/rZD2Dk7vcjNmzMD+/fuxadMm+Pr+aqGNGTMGy5Yt03VxRmfDEeIMGqKOAxnitUvTsnXVcXBLP9o4AKqOixkTEu32kJkxQVxyOwCH3gZndRxEBBBLb4k6DmQI75UR+1JRdRzIYCTKYIBdiYfZhJSO4bipT1ukdAwX5lFy2rhZuXIl3nvvPQwdOhSmK5I5EhMTceKE48GCzYnMwjJddRwMSghzeFL38TQLjdfuzKR19aXqODA7SlxyUsdJ3/ahiAqqb6xGBfmib3tx+RdWqPucSA+7xVEc10kdByH+tL5UVB0HHSNouV1UHQcyGIkyeBKNiNPGzblz5xAZ2XAyc1lZWT1jpyXgTyxNpuo4qKq2oIqQ9OxIw8nFClreFlXHwY6sQl11XKw7lIuHl6Y3OGn+XFqBh5emC2+Q1yeWZmBRdRzsyCS+10QdB8XlVbrqOBhIrCaj6jgI8SOmFhB1HMjgfTciThs3AwcOrDdmwWrQLFq0CCkpKfqtTALGEifZUnUcvL42w7HICR0HZjPtY0jVcUBtRiuwaa3dBnnWx0Q3yIsOIpb9E3U8UA9p4g5zMkwFNxNfH6qOgyLi2BmqjgNrtVRTr5IJ4quljIjTJQlz5szB+PHjkZGRgerqavz1r3/F4cOHkZqais2bN3Os0bBcIHoSqDoOThbQQmJUHQd+DqZEO6vjQIZRG45i8xrEN8iTIeQjQ2+oSKLxR9VxcIo4LoWq4+B8Gc2zRdVxYC2zfnhpOkyo34hYVJm1PWosGnZmFiH/QgUiA2uNLhFrc/ooPHjwYGzbtg3l5eXo2LEj1q9fj6ioKKSmpqJ///4cazQsMpyeZAidRQXSEjOpOg4sxN7mVB0HMsTmdxCTHqk6DpI71DZ2s0eovxeSO4gzbmRoyS/DIs8U0xpaUnVcGK3MuinWHcrF0HkbcdeiNDzxz324a1Eahs7bKCQcflXNJHr27IlPP/1U77VIRzSx/TpVx8HYxChSHwmRoTN/X6IBRtRx4EHMJ6PqOJBhwJ5FIw6lJOo48DCbMPeWnnhoaXqTmjm39BR6UpahJX+fdiFYAsfjafoInL0ngf1Vx/ikGIxNjDaEV6QxrPl+ti9VXkltvp+7jbCrSmI4ceIEXnzxRdx9993Iz6+9ca5btw6HDx/WdXFGR4YuoTKEzg6fpvU0oeo4kGFIqgwbdbAfzYtJ1XExPikGCyb1a5D7ExPsiwUGOCnLkGTahjgziqrjwEQ0DKi6looR8/2c9txs3rwZ119/PYYMGYItW7bg1VdfRWRkJA4cOIAPP/wQ//73vznWaUic6RIqKj4vQ+js3EVaPJuq46CEODOKquNAhrBUAbGklqrjZHxSDK7tFoUlqVnILipHXJg/7kmJF9oE0Yr1YGVv/xF9sLImwtrLAxOdCBsVRAyJE3WcrDuUi9mrM+q9njHBvpg5MVG4sW3EfD+nr9IXXngBr776KjZs2ABv719viKNGjUJqaqquizM6MtxMZAidUSM5IjsNyFAyWkRMeqTqOPg2g9bQkqrjZN2hXIx483u8suYIPkvNxitrjmDEm98LL6cH5Bi/YE2EtVflIzoR9kQ+bRYcVceFNeRja0BYQz6iP5NGvBc6bdwcPHgQN998c4PHW7dujcJCsT0+3I0MrmEZhq51I44soOo4KCL2C6HqOAgj5tJQdRxU1dByaag6Lpq6meQa5GZyllhhRNVxYU2Etd2DYgySCHuJ2N+LquPAiCEfW4x4L3TauAkJCUFubsMLe+/evWjbtq0ui5IFGXJuZDg9JbUN1lXHQVEZsR8GUcdBJLGajKrjIKIVzbNF1XFg72YC1N5QRN9M9p2ieWSoOk7GJ8Vgw1MjMLZ7JLpGB2Js90hseGqEcMMGADpEBOiq48CZkI8ojHgvdNq4ufvuu/H8888jLy8PJpMJFosF27ZtwzPPPIPJkydzrNGwyOAaBn49PdmWUkcH+Rji9NSaeLOl6jiQomRUgoRif2+a0ULVcSDbLB+jM/WzXUia9T9sOJKPY3kXsOFIPpJm/Q9TP9slemn4I3HWGlXHgRFDPrYY8V7otHHz2muvoX379mjbti0uXryIxMREDB8+HIMHD8aLL77IsUbDIsPQNSt7c87jnE2SZv6FSuzNEX+ykyEvqJCYzEzVcSBDefDFSuKoDaKOgzzilGqqjoP4cJongarjYupnu7Aho/FWFBsy8oUbON6eZvgQZu+JTCI3YsjHFiMaYOR37Pjx2o6dXl5e+Pzzz/Hjjz/iq6++wtKlS3H06FEsWbIEHh7i+pCIIK+Edkqn6riYszYDH2zJbGBZWzTggy2ZmCNw9AJgTJemLf7E7shUHQcybII9iaFFqo4DGRKz70mJJ10z96TEu2U9jXGpqqZJw8bKhox8XKoSNxV8Z2YRKgmz90R66WQYv2DEvYds3HTp0gWxsbGYPHkyFi9eDE9PT9x2222444470LlzZ841GpatP9GmVFN1HFRVW7Boa6ZdzaKtmUIHZxrRpWnLIOJwP6qOAxmMxLFdifPYiDoOQomTtKk6Drw9zRjdveEA4ysZ3T1SqMdBhrl2RvQ42GLNmwQaTjMzyvgFIxpg5E/+5s2b8eCDD+Ls2bN49NFH0aFDByQkJOD+++/H0qVLcebMGc51GpLcYtoHnqrjYElqFslwWJKa5Zb1NIYMYYApg+MdlqKbTLU6UchgJO45TXtuqo4D2/CtqzoOaiwaDp0ptas5dKZUaNJzViHNY03VcRARQOzqTdRxYfTxC0Y0wMhN/IYNG4Zhw4bhxRdfxOXLl5GamopNmzZh06ZN+PLLL1FZWYlOnTrh2LFjnOs1FDKEKrKLaBsHVcdBATFPharjwNvTjDHdI+262ccIPinLcAqVYeL24bPEjtlEHQfOJD2LaiAaF+aPrUSdMIz/cazD6OMXrAaYbaPBaEGNBq9qtpSXlxeGDx+OgQMHIiUlBf/73/+waNGiuryclkJcuD8O514g6URB3ThEbjDFl2hGC1XHQY1Fw/bj9vs4bT9RiBqLJmyzMWLc25b+sSG66jiQoYeMDIbs6C6RWLrD8Wyp0V3sh9c4yXNgIDqr48bDbBI6jd4RRjLAnDpmVlRUYOPGjXjppZcwbNgwhIaG4vHHH8fFixcxf/585OQ4/iA3J0ou0So6qDoO7r4mTlcdBzIcnrYfL0CZg8THssoabD8uLr/KiHFvW7475niIqzM6DtqG0KryqDoOZDBkd56iJeFSdRxQq0WNUFUqC1YD7KY+bZHSMVzYYY9s3IwYMQJhYWF44oknUFRUhMceewzZ2dk4cuQIFixYgLvvvrvFNfHz9aK9fFQdB+nEi5Kq4yClQ4SuOg5WpJ/WVceBEePetmQVlumq46BHDK1Si6rjgJoULjJ5/MApWtiOquPgZ2KbDqpOYRzId93t27cjIiICo0aNwujRo3HttdciKkpcRYMRkGEm0vYTNE8CVcfBwIQwUrLuQIEeB0deG2d1XIxPisGYxMgGffo0AGMSI4UnHvp60fLPqDoOWjsYV+KsjoMdJ2mjbqg6Diou064Fqo6DAB9aZgZVpzAOZOOmuLgYCxcuhL+/P+bNm4e2bduiZ8+emDZtGv7973/j3LlznOs0JDK4hs+cp+UFUHUc7Mk+D81BUYcmuMpnYDztBEzVcTFnbYbdpmmiexoltKbldlF1HEQH0a5Xqo6D5UQPIVXHQbtQWtiOquPg1n7tdNUpjAPZuAkICMD48eMxd+5c7NixAwUFBXjjjTfg7++PN954A+3atUNSUhLnWg0H1b0vMgwQE0LbgKk6DmRIjpwyOMFhzo/pF50oqqotWOigp9FCwT2Nfi6hJYVTdRwMSghDiL/98Q8h/l5Cc5fKq2h5fFQdB7f1i9VVx8E1HWjJuVSdorb4IvVEIb7ZdwapvxRZiOCqk0ECAgIQFhaGsLAwhIaGwtPTE0eOHNFzbYanTyztlE7VcRDiR5vRQ9VxEEZshkbVceDtacaYRPtVHWMSxZaCf7o9i+QB+3R7llvW0xgFF2geQqqOC0ddc0V21QWAAXE0w4qq42Bw5wiH14O3pxmDO4vLpaN6g0XPB5SFdYdyMXTeRty1KA1P/HMf7lqUhqHzNmLdoYbDtrkh78QWiwU7d+7EG2+8geuvvx4hISEYPHgw3n//fURHR+Mf//gHTp48yblWwxHZijiFmajjoJRYqUXVcXA0z34zMmd1HNRYNOzKsr/B7co6L7Rp2q4sWtUJVcdBRTXt9aHqONh+vIDUkl9kZVzXyEBddVw46vEVILAHGCBHA9Erqaq24KOtJ/Hnbw7ho60nhXphbVl3KBcPL01v0H8pr6QCDy9Nd7uBQ86SCgkJQVlZGWJiYjBy5Ei88847GDVqFDp27Mi5PkNzhHizPZJXimFdWzOvpnFMxGxmqo6DU8R8H6qOg7QThSguv2xXU1x+GWknCjFE0ElUhqaSfsTKQaqOA2cq44Z1EXNd78ohGrI5RRjhYEwDFzszixxeM+fLLwttNCjDHDErc9ZmYNHW+jMCX1t7BFOHJWCGwKnlQO3hb/bqjAaFDEBtMYMJwOzVGRibGO22NA3yDvLmm2/iyJEjOH36NJYuXYo//OEPLdqwAYDdRFclVccBddMQ2RgqlphQSNVxkHqSdkqn6ji4qWcbXXUc9GoboquOAxkq4xyFH53VcZBHLJ+m6jgII3rVqToujD782FHHbA2/dsx2F2Tj5sEHH0SXLl041yIdMpyUkzuEO0yODPX3QrLAhLkuUTTXOVXHg/FbDR4n9oah6jgY3JHm1aLqOJChh4wMJcxFxNlbVB0HMlTGyTD82IhFIeJ8v82Am3oRT8pEHQceZhPuHGC/jPGOAe2EVnRRrXl3Wv22yOABO3WeNh+MquOgitjThKrjIDEmSFcdBz/8ROvgTNVxEBZALBQg6jgYlBBGygsSWRknw/BjI7ZFUcaNCxwvIJ6UiToOaiwalu22n0Pw1e7TQhNhTxGHdlJ1HAyMJzYajBe3CbYjjgOg6jj4y8afdNVxUED0JFB1HJwtoT03VcdBdDDtc0bVcVBj0XDJgSFdfrlG6P4ow/Dj/nGhcHQ+Npvc6+1Uxo0LyNBKPu2k40TY8+WXkSawk2lhGW0Dpuo4kKHRoNZoOt/V6zg4TfQaUXUcSJFkKkHSjXXWmT1EzzpbkkprnyDSKxIbSmtoSdVxsCf7PMm75M79URk3LiDDXJLUEzSjharjwM+blhdA1XFgxJiyLWeKac9N1XFALf0VWSIcTOz5RNVx0CEyQFcdBx5mE27sbX/cx429Y9SsMwd0I+YaUnUcGHF/VMaNC1DPRAILFpx4dnGrjAwk9gsi6jiIIFZLUHUcxIXRTm5UHQdDOtNykqg6DvadKtZVx4EMw2ZrLBpW7bff22TV/lyhIR8ZKLpE9CQSdRyonJtmRiCxEoGq40CGTTDIl3YCpupYML6NiLuvidNVx0FYAG1zo+o4kMEje9cg2ntI1XHgqDwYcH95sC2924XoquPAiIaDLUYMQQo1brZs2YKJEyeiTZs2MJlMWLlypcPf2bx5M/r37w9fX1906NABCxYs4F9oE9zcu62uOg6SO4Y7rAbw9/ZAssAqn1xi90+qjoMCYr4PVcfBbuJNgqrjII8YEqPqOJChzPrLndm66jgwYqjClpJL9vMRndVxYETDwRYjhiCFGjdlZWXo3bs33nvvPZI+MzMTEyZMwLBhw7B371788Y9/xOOPP47ly5czr7RxPIldVKk6LhzNd/EROA8JkCI3EiFErxFVx8HyvcRJ0UQdBxaN1ouDquPg1r7ESdFEHQc7M2mJmVQdBzKEcoN8aQYqVceBEQ0HW4wYghR6V7v++uvx6quv4pZbbiHpFyxYgPbt2+Pdd99F9+7d8Yc//AH33Xcf3nrrLeaVNo4MJaPOtEAXBXXyg8AJEVh3mDYXharjoKySNh+MquNAI76JVB0H1xC9mFQdB+VVNE8CVceCBKHc/aeLddVxYETDwRYjhiClyrlJTU3FuHHj6j123XXXYffu3bh8ufGLuLKyEqWlpfW+9EKGWKgcg+GM3/13O7GajKrjIKIVrRkaVccBdcMRuTHJMIA0PIDm7aDqOJAhLPXzBdrBk6rjwIiGgy1GfK+lMm7y8vIQFRVV77GoqChUV1ejoKDxmT5z5sxBcHBw3VdsbKxu6+kfF+rwdmuC2DbtMvTskMFzI4NX5AJxsjtVx8HlGlq4iarjYBtx2jdVx0FMCO3ARNVxIINnO4DYXoKq48CIhoMtEUQjmqrTA6mMG6Dh9Grtl0SMpqZaz5gxAyUlJXVfp06d0m0tuzKLHHpUtV90opChZ4ejZDlndRyE+NO8HVQdB8fyL+iq42A30dtB1XFwuojW04Sq46CUaKBSdRwUXKQdmKg6DjpH0PoAUXUcyBAhMKLzXSrjJjo6Gnl5efUey8/Ph6enJ8LDG49/+/j4ICgoqN6XXsgwKVqGmHKoH80goOo4iCIOzqPqOJBhUOF5YtUJVceBDDflY3m08DpVx8GhMyW66jjYRtybqToOjDjawBYjeumkMm5SUlKwYcOGeo+tX78eAwYMgJeXCM+DAc1VGyzEJDOqjgMZmlQltaMZxVQdBzXEt5Cq48CDeClQdRwYcaO25WIVzSND1XGQT+wDRNVxIENXbyOONrDFiN4locbNxYsXsW/fPuzbtw9Aban3vn37kJOTA6A2pDR58uQ6/UMPPYTs7GxMnz4dR44cwccff4yPPvoIzzzzjIjlSzEpWoZ8loOnaSc3qo6DCGJTOaqOAxk6PcvQRZladSKyOqV7NM2Ipuo4uFhB875RdRxcIlaTUXUcyJBzMyghDCH+9h0Mof5eLaeJ3+7du9G3b1/07dsXADB9+nT07dsXf/7znwEAubm5dYYOACQkJGDt2rXYtGkT+vTpg1deeQV/+9vfcOuttwpZf3KHcNIbmtxBnHHjT0yEo+o4yL9Aq9Si6jiQoRLp5j7EppJEHQdhxIRCqo6DC8SbLVXHwW39aYURVB0HZQ6mbTur44D61AKXKEW/IAruPgqIu6MBGDlyZF1CcGMsXry4wWMjRoxAeno646roeJhNGBgfig0Z+U1qBsSHCm2ulHGWFnOn6jgI9KGFFKk6DoxYDWBLErFFPFXHgQxDUqkOGZEjka4hHpioOg68PcwAHFsFtTox+Hh6AHAcuqvViUGG1AJKP7XiX/qpuSuSIVXOjdGoqrbgWzuGDQB8m5GPqmpxZa1+xOnKVB0HHaNolQhUHQeHc2khMaqOg6JyYu4SUcdBMfG5qToOPIgJP1QdBztO0vopUXUcxBJDi1QdB93b0CZpU3Uc7CBW21J1HOQR86aoOj1Qxo0LfLo9k1QK/un2THcsp1H6xoboquPgTBExqY+o42DD4Z911XFgxKQ+WyqJhj5Vx0FiNO1GRtVx8K/dtJYWVB0H1OodkVU+1yfZH2vgrI4H47d6LiA2OaTq9EAZNy4gw3yXU+dpeSpUHQdni2nPTdVxkFdK7PRM1HFgxKQ+W2ToFxRJ7KdE1XGQnkPbU6g6Dn4uJXb/Jeo4kGFw5jUJxBAkUcdBIXFgMFWnB8q4cQEZ5rscOFOsq46DS8RsPaqOA414KqLqRCF6dX8YkqCrjoOyCmI3aqKOAxk6PZ8suKirjoMiYq8iqo4DM7GUlarjIM/BeAhndXqgjBsXCCOeLqk6DsoqiRULRB0HYQHE15Go4yAq0E9XHQfOJPWJwpOYPErVcfBjPu1mS9Vx0Kl1K111HJQT9xSqjgMj5orYUkD0dlB1HLQNoe17VJ0eKOPGBczEKiiqjoOOrYnJukQdB21DaQmFVB0H4UTDiqrjQIZ+GNuJnV6pOhY04vVK1THwwPCOuuo4iA6iVQ5SdRzEBNNutlQdBzLk0g3uFKGrTg+UceMCbUOIN2WijgNqjx2RvXjGJkY5Fjmh46A1cQOm6jgII46noOo4OEAc80HVcdA1hpYoTNVxMIh4vVJ1HMQT5zFRdRwEO8hRc1bHwaCEMMQE+zbZ596E2rl7InPpjNjzTRk3LhDkS+vFQdVxMGVwAmly+ZTB4nIcSonJelQdBx5m2qVC1XFw9GfaQEyqjoNzF2i5C1QdB7cQmxxSdRwsTcvWVceBDLki58tpoRyqjgMPswkzJyYCaDjIx/r9zImJQvupeZhNmHtLT7uaObf0dOsalXHjAkeJQ+moOg68Pc14YLh9w+WB4Qnw9hT3USgqoxktVB0HrXxoBipVx8Gp8+W66jhoRTT0qToOjp+j5dJQdRzsyqL1r6HqOJAhnyW3mGa0UHVcjE+KwfxJ/RBtU6EXHeyL+ZP6YbzQUnVjIrRDsexcrCQOryPquJgxIREnC8oa7aQ8NjESMyYkCljVr5wuKtNVx4EM5eoyzG3qGtUK6TnFJJ0oZGif4O9FHKtC1HFwvozmfaPqOJBh9p6V8UkxGJsYjZ2ZRci/UIHIwNpQlEiPjZUai4bZqzOa/LkJwOzVGRibGO229SrPjQsYv7VSLesO5TY5ImJDRj7WHcp184rqI8PgzBPEUzpVx8Hd18TpquMgmFg5SNVxIIOR2I2Y70PVcSBDwUVMCC0Jl6rjxsNsQkrHcNzUpy1SOoYbwrABais1c+2UeWsAcksq3FqpqYwbFzARzXmqjoMai4YXVhy0q5mx4qDQCcdFl4i9Jog6DmQ44e07VayrjgPqXixyz74nJd7h85tNtTpRlBJ77FB1HFzbNVJXHQdh/sRBrkRdS8WIlZrKuHEBf+I8JqqOg7SThQ57n5wvv4w0gTNoWvnSKhGoOg6iiaWgVB0HRtxgbAkl3iSoOg68Pc2YOsx+ntrUYWLz1GQwEmXoaSRDiwcZMGK5ujJuXKCVD81ooeo42H6C2FeEqOOgc2uae5+q42B8j2hddRwYcYOxxVG5qLO6looMLflPE/PPqDoOCon5PlRdS8WI5erKuHGBGmIkh6rj4Awx6ZGq48DLk5b0SNVxIEOjQesGYw/R/TBk6HNTVW3Boq32h90u2pqJKoHDPWUos5Yhd+k8cfo8VddSMWK5ujJuXOD4z8SSUaKOg+hgYpdQoo6DQGL5NFXHgQyGg4fZhBt72y8JvbF3jOAkROpzi1vjktQsOEpBs2i1OlHI0JJfhtwlecpCjI/RytVVKbgL+HrRbEOqjgMZchxu6dcOX+87S9KJwnoyeXhpeqPbnAniG2nVWDQsScuxq1maloPnxncXts72xFM6VcdBViGt5QBVx4EMIUhvTzNGd49sslITAEZ3jxSauyTD/nglNRbNkKXgVoxUrq6MGxfw9aLl0lB1HJRWELv/EnUcDO4UgQBvD5RVNT1AL8DHw61zSRrDejKZtSqjXuOxmGBfzJyYKLyR1vbjBSi38xoCQFlVDbYfL8CwLq3dtKr6dImk9a+h6loqVk+ivfJb0Z7EGouGXVnn7Wp2ZZ1HjUUTdoOOCKQZLVQdJ+sO5WL26ox677lR9p4rsZari0aFpVzAx4N2QVJ1HJiI7n2qjgMPswlv39Hbrubt23sb5oSiafV9NxaBZfRXsjz9tK46DnZl27/ZOavjoE9sqK46DmQIQaadcFypWVx+GWknxFVqRgfRPFtUHRfrDuXi4aXpDYzZvJIKPLw0XXivMiOijBsXOHCGNlaBquPgGuLJjarjYnxSDHq1C2r0Z73aBRniZLLuUC4eWpqOny/Uz2P4+UIlHjLABlNeRetpQtVxoBFzF6g6DmS44dVYNCzbbd9IXbb7tND+VanEye5UHQf940JJeUH948QZstbuv429k9bHZq/OEPpeGxFl3LiAF7E/A1XHgQxdQgFg6me7cOB040bggdOlmPrZLjevqD4yNEMc0J5moFJ1HIT4EUvBiToWjJ/zLIVXRIZU3T3Z50nJ43sEehKN2P1XBpRx4wLUuKLI+GPBRWJVBVHHwaWqGrtJh0DtmIhLDvJJOJGhGWL3No17vq5Wx0EYcawCVceBDNeMDF6RED/ae0jVcSBD40sZ1mhElHHjAs+P766rjoOIAGLCHFHHwetrmx64djU6Drb+dE5XHQcFxEZjVB0HxZdoietUHQcyVCLJ4F6KaEUzWqg6DmR4r2VYoxFRxo0LfLX7lK46Foy/ByKzgFZSS9VxcJDYVI6q46CI6Emg6jgIa0Wc5UPUcTAoIcxhh+QQfy+hlUgyeI1luClT3utQwe+1DJ9HI6KMGxfYQXT5UnUc5F+g3cioOg5kKKm/VEXrRkvVcRBGnH9D1XEQSTRaqDpRiK7bS+4QjgAHM+sCfDyQ3EGccWPRaNk0VB0XjjpNVwrsRE1F9OfRiCjjxgXySmkGAVXHQQHRaKHqOOgYHqCrjoOqGtoGR9VxIMNwTxlueDszi0j5VaITOB29QoJtBuwgvj5UHQdpJwod9oYqr6oRmpgty+fRaCjjxgWiHLTjd1bHQSGx/TpVx0EeMRGOquMgKojmSaDqOJBhREQq8SZB1XEgQwKnDDdlGcr+ZUjMluHzeCU1Fg2pJwrxzb4zSD1RKKyCVHUodoHkhHB8d8R+lY9VJ4o8OyWEV6NjQYKa0eQO4fjuqONkYZFhAOuIiIeWpjepET0iYj8xJ4mq4yCCGBKj6jjYTrzZbj9ZgCGdxXT2lqLsX4KkRBlyl6wYqYuy8ty4wJTB8XA0dNdkqtUpmkYjTi6m6jiYMjhBV11Lxd9BnoizOhYkMLbPnr+kq44DGYxEGRKzZWg0CBivi7IyblzA29OMB4bZv5k9MCxB6GC4tiG0/AqqjgPqqyPyw+phNjm84QZ4ewgfnDl7tf1yedGdTAfG00JiVB0HMoQBbCcvu6rjQIYcsIHxYaQDqsjPowyNBo3YRVkZNy4yY0IiHhye0MCyNpuAB4cnYMaERDEL+4XBHWkuaaqOg6gQYj4LUcfBzswi0lBKkUl9jjqZAuI7mXaNCtRVx0ERsQ8QVcdBsC8tlEPVcSBDCfOe7PMOE681wYaDDMa2Ebsoq5wbHZgxIRFPjumK19dmIKuwHPHh/vjjhET4iXSt/0Jyx3CE+HvZzbYP8fdCskC368Vy2qwjqo6DvBKae5+q4+DKSeV66DhIzSQmFGcWYkS3SObVNI4MvXgO59Lm1VF1XDgqs74suMxahutahpwbIxpgynOjA+sO5WLUW5uwJC0HW38qwJK0HIx6a5PwQYpAbThl7i097Wrm3tJTaDgln9hUjqrjQIaW/DKU/e8/RTsBU3UcRBD7AFF1HBzNoxktVB0HlIquMsEVXTJ46axVkE3t0CaIr4I0ogGmjBsXsU6Ktj0N55VWGGJSNFA7cfvB4QkNLg4TakNnoidu+3vTHIhUHQcyjA04X04zWqg6DnKKaCdgqo6Do3kXdNWxIEHSswxl1qHEGWZUHQfWKkigYc2W9XvRVZBG7PSsjBsXqLFoePqr/XY1T/9rv/BR9OsO5WLhlsxG97mFWzKFG2CJxEGOVF1LRYL7HflaEHnNnDpfrquOg8gg4kmZqONAhs9jIdEjQ9VxMT4pBvMn9WuQIB4d7Iv5k/oJP6BScPf7rHJuXGD78QKUOXK7VtZg+/ECDOvS2k2rqo+jLHYTarPYxyZGC7P8WxNzF6g6DoJ9iAmcRB0HpQ66mDqr4yAh3J/UsTsh3N8Nq2mcdsTKQaqOg57tgrCNEM7p2U7cgUCGqeDny2lGC1XHyfikGIxNjMbOzCLkX6hAZGBtKEqkx8YKpYty8S9dlN1VVq88Ny6wIv20rjoOjJjFbosMp6fiCtpzU3UcyDBHbGgnWlUeVcdBVbX9A4uzOg6GdaIlW1N1HMgwFdyi0RKaqTpuPMwmpHQMx0192iKlY7ghDBtAJRQ3Oy5U0qp3qDoOjPihs6WQmIRL1XFgNtEuFaqOgwAfmiOWquPg2M8XddVxsGr/WV11HFirIO0hugpShtDZxQqagUrVtVRUQnEzIzKQduKg6jgw4ofOloNninXVcXANMRGOquPg1r7tdNVxkJFbrKuOgxJiUjhVx4EMVZAyJN3UWGgeGaqOG6PMbbLFiBVdKufGBVp50/IrqDoOBiWEIcDbw25uUICPh9AywkuXaRsHVceCBBv14M4R8Pf2sFt+6+/tgcGCZg0BQMVl2gtE1XEQFuCNny84Di+GCSwFB2pzMBZM6oeXvj6Ic2W/GlqRrbzw8m97Ck8y/ZnYT4mq4+BHooeQquNk3aFczFp1uF7OWnSQD2bd2EP4e+1orp0G91d0Kc+NC2w/SevPQNVxUGPRSEnPIk8Avp60DzxVx8H2E8RBhUQdBx5mE+5Jbm9Xc09ye6GneV8v2pZD1XEQ7CDc46yOk/c3Ha9n2ABA/sXLeH/TcUEr+pXd2bQ8PqqOAy/inkLVcfFry5H6ofm80krDtBwxGsq4cQHNUd9uJ3UcfLo9S1cdBxGtaCExqo6DA8SQGFXHQY1Fw5K0HLuaJWk5Qg1Z6pw1kfPYqqtprw9Vx8WN723FgdONN+k7cLoUN7631c0rqs8xYgNBqo6Dy8T3kKrjoMai4YUVB+1qXlhxUOh17WiunbUqV82WkoSYENrNlqrjYCex3T1Vx0G7UFrZL1XHgQzhlO0/FTjsCFteVYPtP4nzLnl7EI0boo6DNqG0Em+qjoOLFdVNGjZWDpwuxcUKccUMDVvOuarTny5RrXTVcZB2opBUZi2y07MRq3KVceMC1/WgxTmpOg4c3eyc1XHgqOrDWR0HbYJoz03VcbB8L63lAFXHQSVxlhBVx0GPNsG66jh48p+N5zZcrY6DYD9aSidVx4GHmXYLpOo42HbinK46DoxYlauMGxdoQ2ziRdVx0CuWtgFTdRwUEccBUHUcXCK6pak6DmQwZPOJyaNUHQcyzJaSoaQeJqJHhqpjoBWxLQJVx8HZYtq1QNVxYMSqXGXcuEA1sXqHquNgaCdaZ2SqjoNc4kVJ1XFQQTRaqDoOBsbTKt6oOg5kqIwrInajpeo4CPYjJj0TdRxUXqYZ0VQdB7nEad9UHQdtieFPqo4DymypEDVbSh6W7yOGAYg6Dvq1D9VVx4EM84YSImj5PlQdB1MGxzs8BJtMtTpRUFNpBKbcoKiM1r+GquPgyTFddNVxEB5AG5dC1bVUBnektW6g6ri47CCUfLnGvQcWZdy4wNFc4vRgoo6Dz1IzddVxkFlYpquOg+fHd9dVx4G3pxljuttvtz+me6TQSqTWgcQ5YkQdB3nEUzpVx4EHMZJD1XEQG0Yz9Kk6DtqG0J6bquMguYPjbtSh/l5I7iCuG3XayUJSy5E0N7ZFUcaNSxi/s9v/DuXpquOgrJLmlqbqODh4pkRXHQc1Fg3bjtvfPLYdF9vVNIrYap+q40CGaqlFP5zUVccB9WYr8qYcSsybouo4oHSjniO4G3UqsVKLqtMDZdy4QCixeoeq40CGYYptiaXyVB0HRqwGsEWGUvDIQJpBQNVxMCiOlhdA1XFwIp+WKEzVcWAm3mypOg5kGO4pB8Y76CvjxgVKK2gxd6qOAz9vD111HNw7uIOuOg4iiHkBVB0HX6Xbb+DnrI6DNkQDlarjIIPofaPqOPAgVhhRdRzIcLCS4bqWoYlfSgdavg9VpwfKuHGBPDtNi65Gx0G3qEBddRz8+DOtQylVx4GF2GWaquPgWC6xPJio4yDYl1jlQ9Rx8DVx2jdVx4EMIyKKLhJbPBB1HBz9mZg3SdRxIEMTPyNOqVfGjQtcriG27ibqOOjZLkRXHQdf7z2jq44DI8aUbQn0pfXioOo4OJxLM1CpOg4uEydAU3UcVFXT8s+oOg5k+DxmFdAMfaqOg9STtDAyVceBEafUK+PGBXy9aKEcqo6D1sTETKqOg4IyWr8Qqo6D/aeLddVxIEMr+aPEOUJUHQf924foquOg5BJtrAJVx8GGjJ911XEgQ+hMhjEWQO2U+rGJjVdrjk2MdPvkcmXcuEAssVqCquNAhjCAH3HiLlXHgb837VKh6jgI9qclPVJ1HFwk5p9RdRwUXqQZ0VQdB62I3g6qjoNyYnM+qo4DGVoTpBBDOVQdF3PWZmBDRn6jP9uQkY85a5serMmBMm5cYHzPNrrqOPhiR5auOg6C/Yg3ZaKOg/7taZUxVB0HnkSXL1XHwYVLNKOFquPg+DlaPyWqjoNriOXTVB0HCeHExpdEHQcWYhIuVceBDH1uqqotWLTVfq+0RVszUeXGmXHKuHGBySnxuuo4OHWelsxM1XFQRexcSdW1VPq3o3WZpuo4oE5VEDh9QYrRBjJ4jUd3i9JVx8H+U+d11XEgQ5+bJalZcGT/WbRanbtQxo0L7CR2W6TqOAjwpn3gqToOiokzeqg6DvYQNzeqjoP1R2m5C1QdB17ElrlUHQdPjOqkq46D74/SJkBTdRzszqFdC1QdB2eI8+qoOi6Mls9iS3ZRua46PVDGjQss3HJCVx0HbYKJ3VaJOg6oJw6RJ5MyYg4IVcfB9hO0GxlVx4EMLflPFNDCTVQdB6UVNEOfquMghzguharjQIbKOMB4+Sy2xBGvV6pOD5Rx4wIybIKVxDJ0qo4Df29a0iNVx0E1saSWquPgfDmtMoaq42BEZ/uzr5zVcbA+I1dXHQdeHrQKTKqOgx9zaU0OqToOfIhz1qg6DoyYz2LLPSnxDmu1TL/o3IUyblwg0Ie2cVB1HMhQDdCeOEmbquPgZCFtSCJVx0GIP834o+o4SOlErPwg6jjIJ1ZBUXUc+BArB6k6DmS4ZgJ8aHlTVB0HRsxnscXDbHI4kNfb09yy+ty8//77SEhIgK+vL/r374+tW7c2qd20aRNMJlODr6NHj7pxxb/SnzhbhqrjIIRYYUTVcXDiZ+KcHKKOg4uVNG8HVcdBBHG4H1XHwdE8YkdYoo6DcGKpPFXHweVqYgNRoo4DqiNBoMMB7UJohzqqjgMj5rPYknayEJUO3sjKakvLmQq+bNkyPPnkk/jTn/6EvXv3YtiwYbj++uuRk2N/9s2xY8eQm5tb99W5c2c3rbg+IcTNjarjwEx8h6k6DqqJZZZUHQe+RLc0VcdBl+ggXXUc7MikdVGl6jiQwZCNDKLdbKk6DqiXgsBLBhcraWFkqo4DI+az2LL9BO16per0QKhx88477+D+++/HH/7wB3Tv3h3vvvsuYmNjMX/+fLu/FxkZiejo6LovD0Fx5bxS4mwpoo6DaxKI/TCIOg68PGgfQ6qOgzhiLw6qjgMZXsfDxGGTVB0H54jdaKk6DszE0whVx0ErH2KjQaKOAxNxsChVx8E9KfFwFM0xm9ybz2LLmfO00CJVpwfCPvlVVVXYs2cPxo0bV+/xcePGYfv27XZ/t2/fvoiJicHo0aPx/fff29VWVlaitLS03pdexBAnF1N1HEjRpIrYWdOdQ9dsiWhFnB5M1HHQq22wrjoOLhEb2FB1HMhQvRdFHJdC1XEQROwDRNVxEB1Ie32oOg68Pc2YOizBrmbqsASHOS+cxAQT74VEnR4IezUKCgpQU1ODqKj6DZyioqKQl5fX6O/ExMRg4cKFWL58OVasWIGuXbti9OjR2LJlS5PPM2fOHAQHB9d9xcbG6vZ/kCGf5et9xKGURB0HMkwPriDmLlB1HJRW0MIkVB0HQcQxH1QdB/HhtLYIVB0HHSICdNVxEBZAew+pOg46RQXqquOib3v7jTcd/ZybMGIeH1WnB8ITim3dfZqmNekC7Nq1K6ZOnYp+/fohJSUF77//Pm644Qa89dZbTf79GTNmoKSkpO7r1KlTuq29+BKx+RxRx8GpIpobkKrjIIeYCEfVcdCbODWdquMgjOg1ouo4GEysgqLqOOjeJkRXHQcyhCrC/ImfR6KOAxm8dDUWDbNXN93HxgRg9uoM1Aj0vkcQPVtUnR4IM24iIiLg4eHRwEuTn5/fwJtjj+TkZPz0009N/tzHxwdBQUH1vvTiLDF+SNVx4E1MR6LqOLhI9CRQdRwM6Ryhq46DSKLRQtVxIIO3MyGCNjWdquNAhlBFK6L3jarjIIDYpoOq42BnZhFyS5rO29QA5JZUYGdmkfsWZUM0MfxJ1emBsE++t7c3+vfvjw0bNtR7fMOGDRg8eDD57+zduxcxMWJaT5+7QEsUpuo40IgHDqqOg3Bijx2qjgMZPDcWjZhfRdRxkHGWlvNG1XHQLZoWgqDquJgxIdFuS/4ZExLdvKL6yGA4bDtOK02m6jjIJ94/qDoOBiWEOcyniQn2xaAE97VFERqWmj59Oj788EN8/PHHOHLkCJ566ink5OTgoYceAlAbUpo8eXKd/t1338XKlSvx008/4fDhw5gxYwaWL1+OadOmCVl/JTG/gqrjQIZ+GEM70LwdVB0Hc/97RFcdB9uIZZZUHQc+XsSOsEQdB0XEGWZUHRfrDuXabcm/7pC4DsoAYCaGcqg6DkqJ41KoOg5kKGbwMJswc2Jik12KTQBmTkx0a3hPXA0egDvvvBOFhYV4+eWXkZubi6SkJKxduxZxcXEAgNzc3Ho9b6qqqvDMM8/gzJkz8PPzQ48ePbBmzRpMmDBByPrbhvhhT04xSSeK2DB/0hpFzvKRwXOzlzjcj6rj4ODpYl11HFAragVW3iKSmBdA1XFQY9HwwoqDdjUzVhzE2MRoYfkiMvRn6dk2GAfPOPYS9hRYYQjquVPc+RRA7XDPMYmRjRrcYwQM9xSeUPzII48gKysLlZWV2LNnD4YPH173s8WLF2PTpk113z/33HM4fvw4Ll26hKKiImzdulWYYQMA3l60TYOq4+DWfu101XFQfIl2KqLqOCirojXxouo4uFRFLLMm6jiQwXDoHxdKStbtHyeuQiXtZCGKy+1fD+fLL7u1I6wtMuQuXZcYrauOg4IyWpUoVceF0YZ7CjduZGZfNu2UTtVxMCCeFuOk6jiQ4TQfF0bzvlF1HFTV0IwWqo4DjXi8pOo42JN9njTLZ4/A63rbT8QQJFHHwSfbTuqq40CGfJaIAGJYiqjjwIjDPZVx4wIFxMF5VB0HX+zI1lXHgQydTE+fp5WhU3UcRBNb7VN1HFxw4G1wVsfBGeJ7SNVxsJ8YWqTqODhTTOxaS9RxsO5w4z3VrlbHQTXxMELVcWDE4Z7KuHEBalsBge0HkFVYpquOg4xcWqt9qo6Dc0QDlarjYCBxhAZVx8GPxOGnVB0H6w7TEnGpOg68idO+qToOAryI1VJEHQcnztH2PaqOAxkasRpxuKcyblzAj1jCSNVxQG3sJLIB1NFc4qRooo4DGcZYdI6klSZTdRyUE8cqUHUcyNC/qoTo2aLqOOgQSculoeo4uEwMk1B1HJRX0fp7UXUcGDF5XBk3LtAhnNgCnajj4AKxhJGq46CQGM+m6jiIJebSUHUcrNpPO7lRdRz4Eku8qToOZEjgrCAaf1QdB6YmC4OvTsdBLHGEBlXHwcB4okeWqOPg7mvidNXpgTJuXGB4l9a66jiw19nyanQclBOrd6g6DoZ3arxZ2tXqODhN9CRQdRyE+9O8mFQdBzLclAuJPXaoOg4KicYfVcdBn7a0ijeqjoMpg+MdFlOYTLU6Uew7VayrTg+UceMCFypoZb9UHQftQmluQKqOAx9vYmM3oo6D0Fa0cQBUHQftiNPnqToOLlbRwnZUHQfBxCnVVB0HYX605HqqjgM/Yi4NVceBDD22vD3NeMDBqI0HBI/aMGLVmTJuXOBsCTE2T9RxIEOfm/7taWXoVB0HR3Np4wCoOg5u7U+beE/VcVB+mWboU3Uc3Nynra46DvyIlYNUHQdRxF5FVB0HRpxm3RgzJiTiweEJDfovmU3Ag8MThI/aMGL/KqEdimWnDfEETNVxMLhTBAK8Pew2lwvw8cDgTuJGG/ztrn5ImvU/kk4UMiTCyvBetwn2Q2aB44qJNsHichyS2oboquOgW3QQ0nMcVw92i9ZvULCzBPvTDAKqjoNiYtiOquNkxoREPD2uG5akZiG7qBxxYf64JyVeqMfGinW2VF5JRaMdqkwAolvSbCnZGdKRlktD1XHgYTbh7Tt629W8fXtvYS3aAaCVryd6tbO/CfdqF4RWvuJs8YHxtJg7VceBDO/1A0M76KrjoOgScbYUUcdBx9a0CiOqjgMz8e5C1XEgi+fGirenGfcP64CXb0rC/cM6GMKwAX6dLQWgQSaa9Xt3z5YyxisjKf2I7depupbMqmnDmjRwerULwqppw9y8ovpMGWw/5u2sjovxSTFYMKkfooPqewtjgn2xYFI/t893sWVo19bwdLDBeZpNGNpV3IHAiC52W+5JiSeNiLgnJd4t62mMFOKgW6qOg2iih5Cqa8mMT4rB/En9EG0zHTw62BfzBew9KizlAkvTssi6qcM78i6mCWQYsGdl1bRhKLpYhd8t3I78C1WIDPTGPx8YjDCBSbpWPMwm+HiaUWmn34WPp1n4awjUbjIpHSJw3+KdOFtSgTbBvvj494MQ7C8uAfZKWvl62p2LFCjQQwf86mK3V0EY42YXuy3enmZMHZaAD7Y03fJ+quAk0+SO4fD39kC5nTCpv7cHkjuKK2G2zhGz155K9ByxK6mxaNiZWYT8CxWIDKz9DBphz7EyPikG13aLMkToTBk3LrArizZbZlfWeUwd7ljHgTMD9oYIzMUAagevLdqaWbfRFF+6jAGvbcDUYeIT5tJOFto1bACgstpiiNfxxve24sDpXxObc0sq0Pvl9YbwgO3MLCJ9HndmFiFF0E3Pw2zCjb1j7BoON/aOEX5T6ds+FEDTa6z9uVgcNQcV2TwUcG6OmKjPo5V1h3Ixa1UG8kp/Nbqjg3wx68ZE4R5ZK+sO5WL26ox6B4MPf8jEzInuX6MKS7mAvzethJGq4yD1BG0qMFXHxZy1GfhgS2aDjcaiAR9syXT7RFlbZHkdbQ2bKzlwuhQ3vrfVzSuqjxFLRm2psWhYkpZjV7MkLUfojbnGouGRz9Ptah75PF3oGrcfLyAdCLYfFzfc80pDQQ8dF+sO5eKhpekN1pFXWoGHlqZj3SFxo0CsrDuUi4eXpjfweOaVVOBhAWtUxo0LJMbQKhGoOh6om5u4TbCq2mL3lAzUGjjunChri0WjPTdVx8HFiuomDRsrB06X4mKFuDbtIcTeMFQdB9t/KrAbSgGA8qoabBc4cXtTxs8kj8OmjJ/ds6BGWJF+WlcdB0UXaQ0EqToOaiwanv5qv13N0//aL9zYnr06o9G7iPbL1+zVGW5dozJuXCCcmEFP1XEgQ1LfR1tO6KrjIMiHdrOl6jh44p/2T/LO6jhYe5B2eqPqOFhOvNlSdRy88t8juuo4uFBJM6KpOg6CiPldVB0H248X2G3vAABllTVCPWA7M4scdrnPLanAzswiN61IGTcuUVBGKwWl6jgYSEx6pOo4+Hxntq46Dg6eKdZVx8GB07Sp6VQdB5uO5euq4+B0MW1yMVXHQekl2iw4qo6DqCBaV1+qjoO9p2h5k1QdBzJ4wIwY3lPGjQscPku7SVB1HOwg5oBQdRwUldE2YKqOgx2ZtM2NquNA02guX6qOg0KioU/VcWBbRu+qjgMZvMZ9Y2kJzVQdB8fyLuqq48CR18ZZHQdGDO8p48YFzhAHEFJ1HCzbbT8x0lkdB2YT7WZL1fFg/NyllA60ag6qjgXjv4y4dJkWJqHqOBhGrMij6jg476AqzlkdBxeI+WdUHQcyNBA1YjNEZdy4gI8HceAjUcdBGjHGSdVxEOhLy1Oh6jjwJr6HVB0HtxFnRlF1HIT603IXqDoOZBi1cSyf6HEg6jgoKKOFIKg6DsJb0fYUqo4DGRqIGrEZojJuXMBC9CRQdSxIcFI2m2j9Qqg6DkKIDfCoOg48iY2yqDoOZBgbUEkc2knVceDvTXsPqToODhFzu6g6DsKJ1ytVx4GH2eSwnUiAt4fQvkv940LhaHs2ubkZojJuXKDwIjF/gKjjoHcsrQydquMggDi5mKrjIDSAlvRI1XFQQIxnU3UcBBC9b1QdB6HEMnSqjoNBCbRwE1XHQf4F2ueMquPg/CVauImq42BnZpHD1gRlVTVurUSyZVdWERyl8mlarc5dKOPGFSTwivz1d/111XHQndgHiKrj4IFhxIGPRB0HMsxEMhG9b1QdBxXVtAuWquPgjgG00CJV11Lx86I1WKXqOJCh8aURm5wq48YFIohxWKqOAxkmbt/Sr52uOg6GdiEOfOwibuBjn9gQXXUctA6kebaoOg4sxGoyqo6Dt9Yf1VXHQQRxJhxVxwLViBZobMtwaDHiSV8ZNy7QOpCWHEXVcfHIyE4u/ZwbTzMxV4So48LR8DcfgbksAPDFDlofIKqOAw/iPYKq48DRyABndRxkFpTpquMgohXNQKXqOGhNNKyoOg6sg1ybuiRMED/I1YjNYpVx4wJtw2hGC1XHgbUttj3c3RbbloIyYq4IUcdB2slCUtw77aS4fkEnz9EqY6g6Dvy9aR5Cqo6D9qG065Wq40CGcIrZRLu9UHUceBKrG6k6DjzMJsycWDs42NbAsX4/c2Ki0ITi5I7hDospQvy93DoBXhk3LhDmTztxUHUcGLEtti1h/sQeCUQdB0aMKdsiQwJnRq792VfO6ji4lVgqT9VxMK5HtK46DtoRD3VUHQc924boquNifFIM5k/qh+jg+qGn6GBfzJ/UT/hUcA+zCXNv6WlXM/eWnm41wMQdj5oBEcS8AKqOg7wSWgNBqo6Dw2eInZ7PlGCYoJwWGbr/RhI75lJ1HMjgcRgQT3PvU3UctCH2C6HqOEhOCMc/vnc8Dy45QVxTSWfGqtwxUGxy9vikGIxNjMbOzCLkX6hAZGBtKEqkx+ZKxifFYMGkfpi16jDySn89QEUH+WDWjT3cboAp48YFIolGC1XHQQGxDJ2q4+Dbo7TJxd8e/RkPjRKTHyRDn5sOEQG66jgYEB+KDUccz40aILDbqjO5S/eLqo6j3s9E3veMl2N61U8tsjf6lXiYTUhxY2jHWYxkgKmwlAtYaohVFUQdB8WXaEYLVceD8XfqCGIlAlXHwT0p8XC0h5hNtTpRJMYE66rjILuINhCTquMgnziAkKrjYEcWca4dUcdBQjjN0KfqFL8aYDf1aYuUjuHCPEvKuHEBGS5e45sNwNjEKF11HMgwTNHb04ypw+y3YJ86LMFh1RcnReU0I5qq4yAuzF9XHQdFxMGiVB0Pxt99ZDgQKK4OZdy4hPEvXiOW6Nly7xDaTBSqjgNrOaY9RJdjAsCMCYl4cHhCgw3bbAIeHJ6AGRMSxSzsF2To2SHDDS+MWD5N1XFADZ+IDLPIcCBQXB3qHXMBGS5eI5bo2eLtacaDw+1vMA8OF7vBWMsxTWi8HNME8eWYVmZMSMTRV67HSzd0x+SUOLx0Q3ccfeV64YYNIEfPDhlueDJ4EpM7ON57Qv29kCxySj2MfyBQXB0qodgFrBdvcfnlJjWiL15rid5DS9Ob1Li7RK8xrBvIwi2Z9ZL3TAAeMMgGYy3HnL06o155fXSwL2ZOTBRejnkl3p5mccmudrAaiQ8vTYcJaPBeA8YwEq2ft0VbM3FlCyizqdawEf15tBqJ9to8iDYSKXvPHAPsPUDt+/30uG5YkpqF7KJyxIX5456UeOWxkRiTJrJ2VQClpaUIDg5GSUkJgoJcn1W07lCu3Yt3gQF6EAC16zRKiZ49qqotht9gaiyaIaoBZGbdodwGRmKMAY1EI38e1x3KxcO/7D2NGYlG6H8CWPeeDOSVGvu9VhgfZ+7fyrjRAVkuXnVTVhgJ9Xl0HVmMRPVeK/RAGTd24DBuAHXxKhQKMai9R9FScOb+rXJudMLozZUUCkXzRO09CkVDjBE8VigUCoVCodAJZdwoFAqFQqFoVijjRqFQKBQKRbNCGTcKhUKhUCiaFcq4USgUCoVC0axQxo1CoVAoFIpmhTJuFAqFQqFQNCuUcaNQKBQKhaJZoYwbhUKhUCgUzYoW16HYOm2itLRU8EoUCoVCoVBQsd63KVOjWpxxc+HCBQBAbGys4JUoFAqFQqFwlgsXLiA4ONiupsUNzrRYLDh79iwCAwNhMrW84XKlpaWIjY3FqVOndB0c2tJQr6M+qNdRH9TrqA/qddQHrtdR0zRcuHABbdq0gdlsP6umxXluzGYz2rVrJ3oZwgkKClIXrw6o11Ef1OuoD+p11Af1OuoDx+voyGNjRSUUKxQKhUKhaFYo40ahUCgUCkWzQhk3LQwfHx/MnDkTPj4+opciNep11Af1OuqDeh31Qb2O+mCE17HFJRQrFAqFQqFo3ijPjUKhUCgUimaFMm4UCoVCoVA0K5Rxo1AoFAqFolmhjBuFQqFQKBTNCmXctBDmzJmDgQMHIjAwEJGRkfjtb3+LY8eOiV6W1MyZMwcmkwlPPvmk6KVIx5kzZzBp0iSEh4fD398fffr0wZ49e0QvSyqqq6vx4osvIiEhAX5+fujQoQNefvllWCwW0UszPFu2bMHEiRPRpk0bmEwmrFy5st7PNU3DrFmz0KZNG/j5+WHkyJE4fPiwmMUaGHuv4+XLl/H888+jZ8+eCAgIQJs2bTB58mScPXvWLWtTxk0LYfPmzXj00UeRlpaGDRs2oLq6GuPGjUNZWZnopUnJrl27sHDhQvTq1Uv0UqTj/PnzGDJkCLy8vPDf//4XGRkZePvttxESEiJ6aVIxb948LFiwAO+99x6OHDmCN954A2+++Sb+/ve/i16a4SkrK0Pv3r3x3nvvNfrzN954A++88w7ee+897Nq1C9HR0Rg7dmzdbEJFLfZex/LycqSnp+Oll15Ceno6VqxYgR9//BE33nijexanKVok+fn5GgBt8+bNopciHRcuXNA6d+6sbdiwQRsxYoT2xBNPiF6SVDz//PPa0KFDRS9Dem644Qbtvvvuq/fYLbfcok2aNEnQiuQEgPb111/XfW+xWLTo6Ght7ty5dY9VVFRowcHB2oIFCwSsUA5sX8fG2LlzpwZAy87OZl+P8ty0UEpKSgAAYWFhglciH48++ihuuOEGjBkzRvRSpGTVqlUYMGAAbr/9dkRGRqJv375YtGiR6GVJx9ChQ/Hdd9/hxx9/BADs378fP/zwAyZMmCB4ZXKTmZmJvLw8jBs3ru4xHx8fjBgxAtu3bxe4MvkpKSmByWRyi5e2xQ3OVNTGk6dPn46hQ4ciKSlJ9HKk4p///CfS09Oxa9cu0UuRlpMnT2L+/PmYPn06/vjHP2Lnzp14/PHH4ePjg8mTJ4tenjQ8//zzKCkpQbdu3eDh4YGamhq89tpruOuuu0QvTWry8vIAAFFRUfUej4qKQnZ2toglNQsqKirwwgsv4O6773bLUFJl3LRApk2bhgMHDuCHH34QvRSpOHXqFJ544gmsX78evr6+opcjLRaLBQMGDMDrr78OAOjbty8OHz6M+fPnK+PGCZYtW4alS5fiiy++QI8ePbBv3z48+eSTaNOmDaZMmSJ6edJjMpnqfa9pWoPHFDQuX76M3/3ud7BYLHj//ffd8pzKuGlhPPbYY1i1ahW2bNmCdu3aiV6OVOzZswf5+fno379/3WM1NTXYsmUL3nvvPVRWVsLDw0PgCuUgJiYGiYmJ9R7r3r07li9fLmhFcvLss8/ihRdewO9+9zsAQM+ePZGdnY05c+Yo48YFoqOjAdR6cGJiYuoez8/Pb+DNUTjm8uXLuOOOO5CZmYmNGze6xWsDqGqpFoOmaZg2bRpWrFiBjRs3IiEhQfSSpGP06NE4ePAg9u3bV/c1YMAA/N///R/27dunDBsiQ4YMadCG4Mcff0RcXJygFclJeXk5zOb6W7iHh4cqBXeRhIQEREdHY8OGDXWPVVVVYfPmzRg8eLDAlcmH1bD56aef8O233yI8PNxtz608Ny2ERx99FF988QW++eYbBAYG1sWVg4OD4efnJ3h1chAYGNggRykgIADh4eEqd8kJnnrqKQwePBivv/467rjjDuzcuRMLFy7EwoULRS9NKiZOnIjXXnsN7du3R48ePbB371688847uO+++0QvzfBcvHgRx48fr/s+MzMT+/btQ1hYGNq3b48nn3wSr7/+Ojp37ozOnTvj9ddfh7+/P+6++26BqzYe9l7HNm3a4LbbbkN6ejr+85//oKampu6+ExYWBm9vb97FsddjKQwBgEa/PvnkE9FLkxpVCn51rF69WktKStJ8fHy0bt26aQsXLhS9JOkoLS3VnnjiCa19+/aar6+v1qFDB+1Pf/qTVllZKXpphuf7779vdD+cMmWKpmm15eAzZ87UoqOjNR8fH2348OHawYMHxS7agNh7HTMzM5u873z//ffsazNpmqbxmk8KhUKhUCgU7kPl3CgUCoVCoWhWKONGoVAoFApFs0IZNwqFQqFQKJoVyrhRKBQKhULRrFDGjUKhUCgUimaFMm4UCoVCoVA0K5Rxo1AoFAqFolmhjBuFQtFimTVrFvr06SN6GQqFQmeUcaNQKFoEJpMJK1euFL0MhULhBpRxo1AoFAqFolmhjBuFQuFWRo4cicceewxPPvkkQkNDERUVhYULF6KsrAz33nsvAgMD0bFjR/z3v/+t+53Nmzdj0KBB8PHxQUxMDF544QVUV1fX+5uPP/44nnvuOYSFhSE6OhqzZs2q+3l8fDwA4Oabb4bJZKr73sqSJUsQHx+P4OBg/O53v8OFCxfqfvbvf/8bPXv2hJ+fH8LDwzFmzBiUlZWxvDYKhUIflHGjUCjczqeffoqIiAjs3LkTjz32GB5++GHcfvvtGDx4MNLT03HdddfhnnvuQXl5Oc6cOYMJEyZg4MCB2L9/P+bPn4+PPvoIr776aoO/GRAQgB07duCNN97Ayy+/jA0bNgAAdu3aBQD45JNPkJubW/c9AJw4cQIrV67Ef/7zH/znP//B5s2bMXfuXABAbm4u7rrrLtx33304cuQINm3ahFtuuQVqJJ9CYWzU4EyFQuFWRo4ciZqaGmzduhUAUFNTg+DgYNxyyy347LPPAAB5eXmIiYlBamoqVq9ejeXLl+PIkSMwmUwAgPfffx/PP/88SkpKYDabG/xNABg0aBCuvfbaOkPFZDLh66+/xm9/+9s6zaxZs/Dmm28iLy8PgYGBAIDnnnsOW7ZsQVpaGtLT09G/f39kZWUhLi7OHS+PQqHQAeW5USgUbqdXr151//bw8EB4eDh69uxZ91hUVBQAID8/H0eOHEFKSkqdYQMAQ4YMwcWLF3H69OlG/yYAxMTEID8/3+Fa4uPj6wwb29/r3bs3Ro8ejZ49e+L222/HokWLcP78eSf/twqFwt0o40ahULgdLy+vet+bTKZ6j1kNGYvFAk3T6hk2AOrCQlc+3tjftFgsV7UW6+95eHhgw4YN+O9//4vExET8/e9/R9euXZGZmenw7yoUCnEo40ahUBiaxMREbN++vV6ey/bt2xEYGIi2bduS/46Xlxdqamqcfn6TyYQhQ4Zg9uzZ2Lt3L7y9vfH11187/XcUCoX7UMaNQqEwNI888ghOnTqFxx57DEePHsU333yDmTNnYvr06TCb6VtYfHw8vvvuO+Tl5ZFDSzt27MDrr7+O3bt3IycnBytWrMC5c+fQvXv3q/3vKBQKN6CMG4VCYWjatm2LtWvXYufOnejduzceeugh3H///XjxxRed+jtvv/02NmzYgNjYWPTt25f0O0FBQdiyZQsmTJiALl264MUXX8Tbb7+N66+//mr+KwqFwk2oaimFQqFQKBTNCuW5USgUCoVC0axQxo1CoVAoFIpmhTJuFAqFQqFQNCuUcaNQKBQKhaJZoYwbhUKhUCgUzQpl3CgUCoVCoWhWKONGoVAoFApFs0IZNwqFQqFQKJoVyrhRKBQKhULRrFDGjUKhUCgUimaFMm4UCoVCoVA0K5Rxo1AoFAqFolnx/+UsIZ7BPRPxAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Monthly view of sales for each years\n",
    "plt.scatter(df[df.Year==2010][\"Month\"],df[df.Year==2010][\"Weekly_Sales\"])\n",
    "plt.xlabel(\"months\")\n",
    "plt.ylabel(\"Weekly Sales\")\n",
    "plt.title(\"Monthly view of sales in 2010\")\n",
    "plt.show()\n",
    "\n",
    "plt.scatter(df[df.Year==2011][\"Month\"],df[df.Year==2011][\"Weekly_Sales\"])\n",
    "plt.xlabel(\"months\")\n",
    "plt.ylabel(\"Weekly Sales\")\n",
    "plt.title(\"Monthly view of sales in 2011\")\n",
    "plt.show()\n",
    "\n",
    "plt.scatter(df[df.Year==2012][\"Month\"],df[df.Year==2012][\"Weekly_Sales\"])\n",
    "plt.xlabel(\"months\")\n",
    "plt.ylabel(\"Weekly Sales\")\n",
    "plt.title(\"Monthly view of sales in 2012\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Monthly view of sales')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZJ1f16NFDFy9e1LFjx3TLLbdIkr799ltJMr3hGAAgHTx4UBkZGXruuefUsWPHKz6wBwAAK9XoM05nz561P1moU6dOmj9/vkJCQuTh4SF/f3899thj2r59u1555RV16tRJJ0+e1JYtW9SuXTuFh4eruLhYXbt2Vf369RUdHa3i4mKNHDlS7u7uio+Pt/joAKDq69Onj7Zv365bb71V77zzjlq1amV1JAAASlWji1NSUpJCQkJKjA8dOlQrVqzQhQsXNHPmTK1cuVLZ2dlq1KiRgoODNX36dPuN0j/++KNGjx6t+Ph41atXT/3799crr7zCU/UAAACAaqRGFycAAAAAKIsrP7P1GoqKipLNZtO4ceOuOC85OVmdO3eWq6urmjVrpsWLF1+bgAAAAABqrCpRnFJTU7VkyRK1b9/+ivPS09MVHh6unj17Ki0tTZMnT9aYMWMUFxd3jZICAAAAqIksf6re2bNn9eijj+qtt97SzJkzrzh38eLF8vf3V3R0tCSpdevW2rVrl+bNm2f66++XFBcX68cff5Sbm5v9F9UBAAAA1DyGYejMmTPy9fU1/QF1y4vTyJEjdc8996hv376mxSklJUVhYWEOY/369dPSpUt14cIFOTs7l9imoKBABQUF9vXs7Gy1adOmYsIDAAAAuO5lZWWpSZMmV5xjaXH64IMPtGfPHqWmppZpfm5urry8vBzGvLy8dPHiRZ08eVI+Pj4ltomKitL06dNLjGdlZcnd3f3qggMAAAC47uXn58vPz09ubm6mcy0rTllZWRo7dqzi4+Pl6upa5u3+9/K6Sw8FvNxld5GRkYqIiLCvX/pw3N3dKU4AAAAAynQLj2XFaffu3crLy1Pnzp3tY0VFRdq6dasWLVqkgoIC1apVy2Ebb29v5ebmOozl5eXJyclJjRo1KvV9XFxc5OLiUvEHAAAAAKDGsKw4hYaGav/+/Q5jw4YNU6tWrfTCCy+UKE2SFBwcrPXr1zuMxcfHq0uXLqXe3wQAAAAAFcGy4uTm5qa2bds6jNWrV0+NGjWyj0dGRio7O1srV66UJI0YMUKLFi1SRESE/vGPfyglJUVLly7V+++/f83zAwAAAKg5qsTvOF1OTk6OMjMz7esBAQHauHGjkpKS1LFjR/2///f/tHDhwjI/ihwAAAAArobNuPR0hRoiPz9fDRo00OnTp3k4BAAAAFCDlacbVOkzTgAAAABQFVCcAAAAAMAExQkAAAAATFCcAAAAAMAExQkAAAAATFCcAAAAAMAExQkAAAAATFCcAAAAAMAExQkAAAAATFCcAAAAAMAExQkAAAAATFCcAAAAAMAExQkAAAAATFCcAAAAAMCEk9UBAAAAAJRP00kbrI7wpxyfc4/VEcqNM04AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmLC1OMTExat++vdzd3eXu7q7g4GB99tlnl52flJQkm81WYjl8+PA1TA0AAACgpnGy8s2bNGmiOXPmqHnz5pKkd955R/fee6/S0tIUFBR02e2OHDkid3d3+/pNN91U6VkBAAAA1FyWFqcBAwY4rM+aNUsxMTHauXPnFYuTp6enGjZsWKb3KCgoUEFBgX09Pz//qrICAAAAqLmqzD1ORUVF+uCDD3Tu3DkFBwdfcW6nTp3k4+Oj0NBQJSYmXnFuVFSUGjRoYF/8/PwqMjYAAACAGsDy4rR//37Vr19fLi4uGjFihNauXas2bdqUOtfHx0dLlixRXFyc1qxZo8DAQIWGhmrr1q2X3X9kZKROnz5tX7KysirrUAAAAABUU5ZeqidJgYGB2rt3r3799VfFxcVp6NChSk5OLrU8BQYGKjAw0L4eHBysrKwszZs3T7169Sp1/y4uLnJxcam0/AAAAACqP8vPONWuXVvNmzdXly5dFBUVpQ4dOmjBggVl3r5bt246evRoJSYEAAAAUNNZXpz+l2EYDg9zMJOWliYfH59KTAQAAACgprP0Ur3Jkyerf//+8vPz05kzZ/TBBx8oKSlJmzZtkvTH/UnZ2dlauXKlJCk6OlpNmzZVUFCQCgsLtXr1asXFxSkuLs7KwwAAAABQzVlanH766Sc9/vjjysnJUYMGDdS+fXtt2rRJd911lyQpJydHmZmZ9vmFhYWaMGGCsrOzVadOHQUFBWnDhg0KDw+36hAAAAAA1AA2wzAMq0NcS/n5+WrQoIFOnz7t8CO6AAAAwPWi6aQNVkf4U47PucfqCJLK1w2q3D1OAAAAAFDVUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwISlxSkmJkbt27eXu7u73N3dFRwcrM8+++yK2yQnJ6tz585ydXVVs2bNtHjx4muUFgAAAEBNZWlxatKkiebMmaNdu3Zp165duvPOO3XvvffqwIEDpc5PT09XeHi4evbsqbS0NE2ePFljxoxRXFzcNU4OAAAAoCZxsvLNBwwY4LA+a9YsxcTEaOfOnQoKCioxf/HixfL391d0dLQkqXXr1tq1a5fmzZunQYMGXYvIAAAAAGqgKnOPU1FRkT744AOdO3dOwcHBpc5JSUlRWFiYw1i/fv20a9cuXbhwodRtCgoKlJ+f77AAAAAAQHlYesZJkvbv36/g4GD9/vvvql+/vtauXas2bdqUOjc3N1deXl4OY15eXrp48aJOnjwpHx+fEttERUVp+vTplZIdAAAAVUfTSRusjnDVjs+5x+oIMGH5GafAwEDt3btXO3fu1DPPPKOhQ4fq4MGDl51vs9kc1g3DKHX8ksjISJ0+fdq+ZGVlVVx4AAAAADWC5WecateurebNm0uSunTpotTUVC1YsEBvvvlmibne3t7Kzc11GMvLy5OTk5MaNWpU6v5dXFzk4uJS8cEBAAAA1BiWn3H6X4ZhqKCgoNTXgoODlZCQ4DAWHx+vLl26yNnZ+VrEAwAAAFADWVqcJk+erC+++ELHjx/X/v379eKLLyopKUmPPvqopD8usxsyZIh9/ogRI5SRkaGIiAgdOnRIy5Yt09KlSzVhwgSrDgEAAABADWDppXo//fSTHn/8ceXk5KhBgwZq3769Nm3apLvuukuSlJOTo8zMTPv8gIAAbdy4UePHj9frr78uX19fLVy4kEeRAwAAAKhUlhanpUuXXvH1FStWlBjr3bu39uzZU0mJAAAAAKCkKnePEwAAAABUNRQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADDhZHUAAAAAVI6mkzZYHeFPOT7nHqsjAHaccQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAE05WBwCA61HTSRusjvCnHJ9zj9URAAC4rnDGCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwASPIwcAmOLx6wCAmo4zTgAAAABggjNOAACgxuDsKYCrxRknAAAAADBhaXGKiopS165d5ebmJk9PTw0cOFBHjhy54jZJSUmy2WwllsOHD1+j1AAAAABqGkuLU3JyskaOHKmdO3cqISFBFy9eVFhYmM6dO2e67ZEjR5STk2NfWrRocQ0SAwAAAKiJLL3HadOmTQ7ry5cvl6enp3bv3q1evXpdcVtPT081bNiwEtMBAAAAwB+q1D1Op0+fliR5eHiYzu3UqZN8fHwUGhqqxMTEy84rKChQfn6+wwIAAAAA5VFlnqpnGIYiIiJ0xx13qG3btped5+PjoyVLlqhz584qKCjQqlWrFBoaqqSkpFLPUkVFRWn69OmVGR3lwNOMAAAAcD2qMsVp1KhR2rdvn7Zt23bFeYGBgQoMDLSvBwcHKysrS/PmzSu1OEVGRioiIsK+np+fLz8/v4oLDgAAAKDaqxKX6o0ePVqffPKJEhMT1aRJk3Jv361bNx09erTU11xcXOTu7u6wAAAAAEB5WHrGyTAMjR49WmvXrlVSUpICAgKuaj9paWny8fGp4HQAAAAA8AdLi9PIkSP13nvv6eOPP5abm5tyc3MlSQ0aNFCdOnUk/XGpXXZ2tlauXClJio6OVtOmTRUUFKTCwkKtXr1acXFxiouLs+w4AAAAAFRvlhanmJgYSVKfPn0cxpcvX64nnnhCkpSTk6PMzEz7a4WFhZowYYKys7NVp04dBQUFacOGDQoPD79WsQEAAADUMJZfqmdmxYoVDusTJ07UxIkTKykRAAAAAJRUJR4OAQAAAABVGcUJAAAAAExUmd9xAqojfvAXAACgeuCMEwAAAACYoDgBAAAAgAmKEwAAAACYKHdx2rNnj/bv329f//jjjzVw4EBNnjxZhYWFFRoOAAAAAKqCchen4cOH69tvv5Ukff/993rooYdUt25d/fvf/+b3lQAAAABUS+V+qt63336rjh07SpL+/e9/q1evXnrvvfe0fft2PfTQQ4qOjq7giACuFzxFENUF/10GAPyvcp9xMgxDxcXFkqTPP/9c4eHhkiQ/Pz+dPHmyYtMBAAAAQBVQ7uLUpUsXzZw5U6tWrVJycrLuueePf6uVnp4uLy+vCg8IAAAAAFYrd3GKjo7Wnj17NGrUKL344otq3ry5JOmjjz5S9+7dKzwgAAAAAFit3Pc4tW/f3uGpepe8/PLLqlWrVoWEAgAAAICq5Kp+x+nXX3/V22+/rcjISP3888+SpIMHDyovL69CwwEAAABAVVDuM0779u1TaGioGjZsqOPHj+sf//iHPDw8tHbtWmVkZGjlypWVkRMAAAAALFPuM04REREaNmyYjh49KldXV/t4//79tXXr1goNBwAAAABVQbmLU2pqqoYPH15ivHHjxsrNza2QUAAAAABQlZS7OLm6uio/P7/E+JEjR3TTTTdVSCgAAAAAqErKfY/TvffeqxkzZujDDz+UJNlsNmVmZmrSpEkaNGhQhQcEAACVq+mkDVZHuGrH59xjdQQANUS5zzjNmzdPJ06ckKenp86fP6/evXurefPmcnNz06xZsyojIwAAAABYqtxnnNzd3bVt2zZt2bJFe/bsUXFxsW699Vb17du3MvIBAAAAgOXKXZwuufPOO3XnnXdWZBYAAAAAqJLKVJwWLlxY5h2OGTPmqsMAAAAAQFVUpuL06quvlmlnNpuN4gQAAACg2ilTcUpPT6/sHAAAAABQZZX7qXoAAAAAUNNc1cMhfvjhB33yySfKzMxUYWGhw2vz58+vkGAAAAAAUFWUuzht3rxZf/vb3xQQEKAjR46obdu2On78uAzD0K233loZGQEAAADAUuW+VC8yMlLPPfecvvnmG7m6uiouLk5ZWVnq3bu3HnjggcrICAAAAACWKndxOnTokIYOHSpJcnJy0vnz51W/fn3NmDFDc+fOrfCAAAAAAGC1cl+qV69ePRUUFEiSfH19dezYMQUFBUmSTp48WbHpaoimkzZYHeGqHZ9zj9URAAAAgEpX7uLUrVs3bd++XW3atNE999yj5557Tvv379eaNWvUrVu3ysgIAAAAAJYqd3GaP3++zp49K0maNm2azp49q9jYWDVv3rzMP5QLAAAAANeTchenZs2a2f9z3bp19cYbb1RoIAAAAACoaq7qd5wu+f333xUbG6vffvtNd911l5o3b15RuQAAAACgyihzcXr++edVWFioBQsWSJIKCwsVHBysAwcOqG7dunr++eeVkJCg4ODgSgsLAAAAAFYo8+PIP/vsM4WGhtrX3333XWVkZOjo0aP65Zdf9MADD2jmzJmVEhIAAAAArFTm4pSZmak2bdrY1+Pj4zV48GDdfPPNstlsGjt2rNLS0iolJAAAAABYqczF6YYbbpBhGPb1nTt3Ojx+vGHDhvrll18qNh0AAAAAVAFlLk6tWrXS+vXrJUkHDhxQZmamQkJC7K9nZGTIy8ur4hMCAAAAgMXK9XCIhx9+WBs2bNCBAwcUHh6ugIAA++sbN27UbbfdVikhAQAAAMBKZT7jNGjQIG3cuFHt27fX+PHjFRsb6/B63bp19eyzz1Z4QAAAAACwWrl+x6lv377q27dvqa9NnTq1QgIBAAAAQFVT5jNOAAAAAFBTUZwAAAAAwATFCQAAAABMWFqcoqKi1LVrV7m5ucnT01MDBw7UkSNHTLdLTk5W586d5erqqmbNmmnx4sXXIC0AAACAmqrcxWnatGnKyMiokDdPTk7WyJEjtXPnTiUkJOjixYsKCwvTuXPnLrtNenq6wsPD1bNnT6WlpWny5MkaM2aM4uLiKiQTAAAAAPyvcj1VT5LWr1+vmTNnqnfv3nrqqad0//33y9XV9arefNOmTQ7ry5cvl6enp3bv3q1evXqVus3ixYvl7++v6OhoSVLr1q21a9cuzZs3T4MGDbqqHAAAAABwJeU+47R7927t2bPH/ntOPj4+euaZZ5Samvqnw5w+fVqS5OHhcdk5KSkpCgsLcxjr16+fdu3apQsXLpSYX1BQoPz8fIcFAAAAAMrjqu5xat++vV599VVlZ2dr2bJlys7OVo8ePdSuXTstWLDAXoDKwzAMRURE6I477lDbtm0vOy83N1deXl4OY15eXrp48aJOnjxZYn5UVJQaNGhgX/z8/MqdDQAAAEDN9qceDlFcXKzCwkIVFBTIMAx5eHgoJiZGfn5+io2NLde+Ro0apX379un99983nWuz2RzWDcModVySIiMjdfr0afuSlZVVrlwAAAAAcFXFaffu3Ro1apR8fHw0fvx4derUSYcOHVJycrIOHz6sqVOnasyYMWXe3+jRo/XJJ58oMTFRTZo0ueJcb29v5ebmOozl5eXJyclJjRo1KjHfxcVF7u7uDgsAAAAAlEe5i1P79u3VrVs3paena+nSpcrKytKcOXPUvHlz+5whQ4boxIkTpvsyDEOjRo3SmjVrtGXLFgUEBJhuExwcrISEBIex+Ph4denSRc7OzuU9HAAAAAAwVe7i9MADD+j48ePasGGDBg4cqFq1apWYc9NNN6m4uNh0XyNHjtTq1av13nvvyc3NTbm5ucrNzdX58+ftcyIjIzVkyBD7+ogRI5SRkaGIiAgdOnRIy5Yt09KlSzVhwoTyHgoAAAAAlEm5H0f+z3/+s8LePCYmRpLUp08fh/Hly5friSeekCTl5OQoMzPT/lpAQIA2btyo8ePH6/XXX5evr68WLlzIo8gBAAAAVJoyFaeIiIgy73D+/PllnnvpoQ5XsmLFihJjvXv31p49e8r8PgAAAADwZ5SpOKWlpVV2DgAAAACosspUnBITEys7BwAAAABUWeV+OMTmzZsv+9qiRYv+VBgAAAAAqIrKXZwGDRqk1NTUEuPR0dGaPHlyhYQCAAAAgKqk3MXp1VdfVXh4uA4ePGgfmzdvnqZOnaoNGzZUaDgAAAAAqArK/TjyYcOG6dSpUwoLC9O2bdsUGxur2bNn67PPPlP37t0rIyMAAAAAWKrcxUmSJkyYoFOnTqlLly4qKipSfHy8br/99orOBgAAAABVQpmK08KFC0uM+fj4qG7duurVq5e+/PJLffnll5KkMWPGVGxCAAAAALBYmYrTq6++Wup4rVq1tH37dm3fvl2SZLPZKE4AAAAAqp0yFaf09PTKzgEAAAAAVVa5n6p3SWFhoY4cOaKLFy9WZB4AAAAAqHLKXZx+++03PfXUU6pbt66CgoKUmZkp6Y97m+bMmVPhAQEAAADAauUuTpGRkfr666+VlJQkV1dX+3jfvn0VGxtboeEAAAAAoCoo9+PI161bp9jYWHXr1k02m80+3qZNGx07dqxCwwEAAABAVVDuM04nTpyQp6dnifFz5845FCkAAAAAqC7KXZy6du2qDRs22NcvlaW33npLwcHBFZcMAAAAAKqIcl+qFxUVpbvvvlsHDx7UxYsXtWDBAh04cEApKSlKTk6ujIwAAAAAYKlyn3Hq3r27tm/frt9++0233HKL4uPj5eXlpZSUFHXu3LkyMgIAAACApcp9xkmS2rVrp3feeaeiswAAAABAlXRVP4B77NgxTZkyRY888ojy8vIkSZs2bdKBAwcqNBwAAAAAVAXlLk7Jyclq166dvvzyS8XFxens2bOSpH379mnq1KkVHhAAAAAArFbu4jRp0iTNnDlTCQkJql27tn08JCREKSkpFRoOAAAAAKqCchen/fv367777isxftNNN+nUqVMVEgoAAAAAqpJyF6eGDRsqJyenxHhaWpoaN25cIaEAAAAAoCopd3F65JFH9MILLyg3N1c2m03FxcXavn27JkyYoCFDhlRGRgAAAACwVLmL06xZs+Tv76/GjRvr7NmzatOmjXr16qXu3btrypQplZERAAAAACxV5t9x+u6779S8eXM5Ozvr3Xff1YwZM5SWlqbi4mJ16tRJLVq0qMycAAAAAGCZMhenli1bqnHjxgoJCdGdd96pkJAQDR48uDKzAQAAAECVUObilJycrOTkZCUlJWnkyJH6/fff5e/vby9RISEhPBwCAAAAQLVU5uLUs2dP9ezZU1OmTNGFCxeUkpKipKQkJSUl6f3331dBQYGaN2+uI0eOVGZeAAAAALjmylyc/puzs7N69eqlrl27Kjg4WP/5z3/01ltv6bvvvqvofAAAAABguXIVp99//107duxQYmKikpKSlJqaqoCAAPXu3VsxMTHq3bt3ZeUEAAAAAMuUuTj17t1bqampuuWWW9SrVy+NHj1avXv3lpeXV2XmAwAAAADLlbk47dixQz4+PgoJCVGfPn3Uq1cv3XjjjZWZDQAAAACqhDL/AO6vv/6qJUuWqG7dupo7d64aN26sdu3aadSoUfroo4904sSJyswJAAAAAJYp8xmnevXq6e6779bdd98tSTpz5oy2bdumxMREvfTSS3r00UfVokULffPNN5UWFgAAAACsUOYzTv+rXr168vDwkIeHh/7yl7/IyclJhw4dqshsAAAAAFAllPmMU3FxsXbt2qWkpCQlJiZq+/btOnfunBo3bqyQkBC9/vrrCgkJqcysAAAAAGCJMhenhg0b6ty5c/Lx8VGfPn00f/58hYSE6JZbbqnMfAAAAABguTIXp5dfflkhISFq2bJlZeYBAAAAgCqnzMVp+PDhlZkDAAAAAKqsq344BAAAAADUFBQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBhaXHaunWrBgwYIF9fX9lsNq1bt+6K85OSkmSz2Uoshw8fvjaBAQAAANRIZf4dp8pw7tw5dejQQcOGDdOgQYPKvN2RI0fk7u5uX7/pppsqIx4AAAAASLK4OPXv31/9+/cv93aenp5q2LBhxQcCAAAAgFJcl/c4derUST4+PgoNDVViYuIV5xYUFCg/P99hAQAAAIDyuK6Kk4+Pj5YsWaK4uDitWbNGgYGBCg0N1datWy+7TVRUlBo0aGBf/Pz8rmFiAAAAANWBpZfqlVdgYKACAwPt68HBwcrKytK8efPUq1evUreJjIxURESEfT0/P5/yBAAAAKBcrqszTqXp1q2bjh49etnXXVxc5O7u7rAAAAAAQHlc98UpLS1NPj4+VscAAAAAUI1Zeqne2bNn9d1339nX09PTtXfvXnl4eMjf31+RkZHKzs7WypUrJUnR0dFq2rSpgoKCVFhYqNWrVysuLk5xcXFWHQIAAACAGsDS4rRr1y6FhITY1y/dizR06FCtWLFCOTk5yszMtL9eWFioCRMmKDs7W3Xq1FFQUJA2bNig8PDwa54dAAAAQM1haXHq06ePDMO47OsrVqxwWJ84caImTpxYyakAAAAAwNF1f48TAAAAAFQ2ihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJS4vT1q1bNWDAAPn6+spms2ndunWm2yQnJ6tz585ydXVVs2bNtHjx4soPCgAAAKBGs7Q4nTt3Th06dNCiRYvKND89PV3h4eHq2bOn0tLSNHnyZI0ZM0ZxcXGVnBQAAABATeZk5Zv3799f/fv3L/P8xYsXy9/fX9HR0ZKk1q1ba9euXZo3b54GDRpU6jYFBQUqKCiwr+fn5/+pzAAAAABqnuvqHqeUlBSFhYU5jPXr10+7du3ShQsXSt0mKipKDRo0sC9+fn7XIioAAACAauS6Kk65ubny8vJyGPPy8tLFixd18uTJUreJjIzU6dOn7UtWVta1iAoAAACgGrH0Ur2rYbPZHNYNwyh1/BIXFxe5uLhUei4AAAAA1dd1dcbJ29tbubm5DmN5eXlycnJSo0aNLEoFAAAAoLq7ropTcHCwEhISHMbi4+PVpUsXOTs7W5QKAAAAQHVnaXE6e/as9u7dq71790r643Hje/fuVWZmpqQ/7k8aMmSIff6IESOUkZGhiIgIHTp0SMuWLdPSpUs1YcIEK+IDAAAAqCEsvcdp165dCgkJsa9HRERIkoYOHaoVK1YoJyfHXqIkKSAgQBs3btT48eP1+uuvy9fXVwsXLrzso8gBAAAAoCJYWpz69Oljf7hDaVasWFFirHfv3tqzZ08lpgIAAAAAR9fVPU4AAAAAYAWKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYsLw4vfHGGwoICJCrq6s6d+6sL7744rJzk5KSZLPZSiyHDx++hokBAAAA1DSWFqfY2FiNGzdOL774otLS0tSzZ0/1799fmZmZV9zuyJEjysnJsS8tWrS4RokBAAAA1ESWFqf58+frqaee0tNPP63WrVsrOjpafn5+iomJueJ2np6e8vb2ti+1atW6RokBAAAA1ESWFafCwkLt3r1bYWFhDuNhYWHasWPHFbft1KmTfHx8FBoaqsTExCvOLSgoUH5+vsMCAAAAAOVhWXE6efKkioqK5OXl5TDu5eWl3NzcUrfx8fHRkiVLFBcXpzVr1igwMFChoaHaunXrZd8nKipKDRo0sC9+fn4VehwAAAAAqj8nqwPYbDaHdcMwSoxdEhgYqMDAQPt6cHCwsrKyNG/ePPXq1avUbSIjIxUREWFfz8/PpzwBAAAAKBfLzjjdeOONqlWrVomzS3l5eSXOQl1Jt27ddPTo0cu+7uLiInd3d4cFAAAAAMrDsuJUu3Ztde7cWQkJCQ7jCQkJ6t69e5n3k5aWJh8fn4qOBwAAAAB2ll6qFxERoccff1xdunRRcHCwlixZoszMTI0YMULSH5fZZWdna+XKlZKk6OhoNW3aVEFBQSosLNTq1asVFxenuLg4Kw8DAAAAQDVnaXF68MEHderUKc2YMUM5OTlq27atNm7cqJtvvlmSlJOT4/CbToWFhZowYYKys7NVp04dBQUFacOGDQoPD7fqEAAAAADUAJY/HOLZZ5/Vs88+W+prK1ascFifOHGiJk6ceA1SAQAAAMD/z9IfwAUAAACA6wHFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwITlxemNN95QQECAXF1d1blzZ33xxRdXnJ+cnKzOnTvL1dVVzZo10+LFi69RUgAAAAA1laXFKTY2VuPGjdOLL76otLQ09ezZU/3791dmZmap89PT0xUeHq6ePXsqLS1NkydP1pgxYxQXF3eNkwMAAACoSSwtTvPnz9dTTz2lp59+Wq1bt1Z0dLT8/PwUExNT6vzFixfL399f0dHRat26tZ5++mk9+eSTmjdv3jVODgAAAKAmcbLqjQsLC7V7925NmjTJYTwsLEw7duwodZuUlBSFhYU5jPXr109Lly7VhQsX5OzsXGKbgoICFRQU2NdPnz4tScrPz/+zh1Bhigt+szrCVSvv53g9H6vE8ZqpScdbk45V4nivNzXpeGvSsUocr5nr+Xhr0rFKVedv8Us5DMMwn2xYJDs725BkbN++3WF81qxZRsuWLUvdpkWLFsasWbMcxrZv325IMn788cdSt5k6daohiYWFhYWFhYWFhYWFpdQlKyvLtL9YdsbpEpvN5rBuGEaJMbP5pY1fEhkZqYiICPt6cXGxfv75ZzVq1OiK74PrT35+vvz8/JSVlSV3d3er46CC8f1WX3y31RffbfXG91t91aTv1jAMnTlzRr6+vqZzLStON954o2rVqqXc3FyH8by8PHl5eZW6jbe3d6nznZyc1KhRo1K3cXFxkYuLi8NYw4YNrz44qjx3d/dq/z/ymozvt/riu62++G6rN77f6qumfLcNGjQo0zzLHg5Ru3Ztde7cWQkJCQ7jCQkJ6t69e6nbBAcHl5gfHx+vLl26lHp/EwAAAABUBEufqhcREaG3335by5Yt06FDhzR+/HhlZmZqxIgRkv64zG7IkCH2+SNGjFBGRoYiIiJ06NAhLVu2TEuXLtWECROsOgQAAAAANYCl9zg9+OCDOnXqlGbMmKGcnBy1bdtWGzdu1M033yxJysnJcfhNp4CAAG3cuFHjx4/X66+/Ll9fXy1cuFCDBg2y6hBQhbi4uGjq1KklLs1E9cD3W33x3VZffLfVG99v9cV3WzqbYZTl2XsAAAAAUHNZeqkeAAAAAFwPKE4AAAAAYILiBAAAAAAmKE4AAAAAYILihOteVFSUunbtKjc3N3l6emrgwIE6cuSI1bFQCaKiomSz2TRu3Diro6CCZGdn67HHHlOjRo1Ut25ddezYUbt377Y6Fv6kixcvasqUKQoICFCdOnXUrFkzzZgxQ8XFxVZHw1XYunWrBgwYIF9fX9lsNq1bt87hdcMwNG3aNPn6+qpOnTrq06ePDhw4YE1YlMuVvtsLFy7ohRdeULt27VSvXj35+vpqyJAh+vHHH60LbDGKE657ycnJGjlypHbu3KmEhARdvHhRYWFhOnfunNXRUIFSU1O1ZMkStW/f3uooqCC//PKLevToIWdnZ3322Wc6ePCgXnnlFTVs2NDqaPiT5s6dq8WLF2vRokU6dOiQXnrpJb388st67bXXrI6Gq3Du3Dl16NBBixYtKvX1l156SfPnz9eiRYuUmpoqb29v3XXXXTpz5sw1ToryutJ3+9tvv2nPnj365z//qT179mjNmjX69ttv9be//c2CpFUDjyNHtXPixAl5enoqOTlZvXr1sjoOKsDZs2d166236o033tDMmTPVsWNHRUdHWx0Lf9KkSZO0fft2ffHFF1ZHQQX761//Ki8vLy1dutQ+NmjQINWtW1erVq2yMBn+LJvNprVr12rgwIGS/jjb5Ovrq3HjxumFF16QJBUUFMjLy0tz587V8OHDLUyL8vjf77Y0qampuu2225SRkSF/f/9rF66K4IwTqp3Tp09Lkjw8PCxOgooycuRI3XPPPerbt6/VUVCBPvnkE3Xp0kUPPPCAPD091alTJ7311ltWx0IFuOOOO7R582Z9++23kqSvv/5a27ZtU3h4uMXJUNHS09OVm5ursLAw+5iLi4t69+6tHTt2WJgMleH06dOy2Ww19soAJ6sDABXJMAxFRETojjvuUNu2ba2OgwrwwQcfaM+ePUpNTbU6CirY999/r5iYGEVERGjy5Mn66quvNGbMGLm4uGjIkCFWx8Of8MILL+j06dNq1aqVatWqpaKiIs2aNUsPP/yw1dFQwXJzcyVJXl5eDuNeXl7KyMiwIhIqye+//65JkybpkUcekbu7u9VxLEFxQrUyatQo7du3T9u2bbM6CipAVlaWxo4dq/j4eLm6ulodBxWsuLhYXbp00ezZsyVJnTp10oEDBxQTE0Nxus7FxsZq9erVeu+99xQUFKS9e/dq3Lhx8vX11dChQ62Oh0pgs9kc1g3DKDGG69eFCxf00EMPqbi4WG+88YbVcSxDcUK1MXr0aH3yySfaunWrmjRpYnUcVIDdu3crLy9PnTt3to8VFRVp69atWrRokQoKClSrVi0LE+LP8PHxUZs2bRzGWrdurbi4OIsSoaI8//zzmjRpkh566CFJUrt27ZSRkaGoqCiKUzXj7e0t6Y8zTz4+PvbxvLy8EmehcH26cOGC/v73vys9PV1btmypsWebJO5xQjVgGIZGjRqlNWvWaMuWLQoICLA6EipIaGio9u/fr71799qXLl266NFHH9XevXspTde5Hj16lPjpgG+//VY333yzRYlQUX777TfdcIPjnxi1atXiceTVUEBAgLy9vZWQkGAfKywsVHJysrp3725hMlSES6Xp6NGj+vzzz9WoUSOrI1mKM0647o0cOVLvvfeePv74Y7m5udmvt27QoIHq1KljcTr8GW5ubiXuVatXr54aNWrEPWzVwPjx49W9e3fNnj1bf//73/XVV19pyZIlWrJkidXR8CcNGDBAs2bNkr+/v4KCgpSWlqb58+frySeftDoarsLZs2f13Xff2dfT09O1d+9eeXh4yN/fX+PGjdPs2bPVokULtWjRQrNnz1bdunX1yCOPWJgaZXGl79bX11eDBw/Wnj179Omnn6qoqMj+N5aHh4dq165tVWzrGMB1TlKpy/Lly62OhkrQu3dvY+zYsVbHQAVZv3690bZtW8PFxcVo1aqVsWTJEqsjoQLk5+cbY8eONfz9/Q1XV1ejWbNmxosvvmgUFBRYHQ1XITExsdR/zg4dOtQwDMMoLi42pk6danh7exsuLi5Gr169jP3791sbGmVype82PT39sn9jJSYmWh3dEvyOEwAAAACY4B4nAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnAABMTJs2TR07drQ6BgDAQhQnAAD+i81m07p166yOAQCoYihOAAAAAGCC4gQAqJL69Omj0aNHa9y4cfrLX/4iLy8vLVmyROfOndOwYcPk5uamW265RZ999pl9m+TkZN12221ycXGRj4+PJk2apIsXLzrsc8yYMZo4caI8PDzk7e2tadOm2V9v2rSpJOm+++6TzWazr1+yatUqNW3aVA0aNNBDDz2kM2fO2F/76KOP1K5dO9WpU0eNGjVS3759de7cuUr5bAAA1x7FCQBQZb3zzju68cYb9dVXX2n06NF65pln9MADD6h79+7as2eP+vXrp8cff1y//fabsrOzFR4erq5du+rrr79WTEyMli5dqpkzZ5bYZ7169fTll1/qpZde0owZM5SQkCBJSk1NlSQtX75cOTk59nVJOnbsmNatW6dPP/1Un376qZKTkzVnzhxJUk5Ojh5++GE9+eSTOnTokJKSknT//ffLMIxr9EkBACqbzeD/1QEAVVCfPn1UVFSkL774QpJUVFSkBg0a6P7779fKlSslSbm5ufLx8VFKSorWr1+vuLg4HTp0SDabTZL0xhtv6IUXXtDp06d1ww03lNinJN12222688477SXIZrNp7dq1GjhwoH3OtGnT9PLLLys3N1dubm6SpIkTJ2rr1q3auXOn9uzZo86dO+v48eO6+eabr8XHAwC4xjjjBACostq3b2//z7Vq1VKjRo3Url07+5iXl5ckKS8vT4cOHVJwcLC9NElSjx49dPbsWf3www+l7lOSfHx8lJeXZ5qladOm9tL0v9t16NBBoaGhateunR544AG99dZb+uWXX8p5tACAqoziBACospydnR3WbTabw9ilklRcXCzDMBxKkyT7pXL/PV7aPouLi68qy6XtatWqpYSEBH322Wdq06aNXnvtNQUGBio9Pd10vwCA6wPFCQBQLbRp00Y7duxwuK9ox44dcnNzU+PGjcu8H2dnZxUVFZX7/W02m3r06KHp06crLS1NtWvX1tq1a8u9HwBA1URxAgBUC88++6yysrI0evRoHT58WB9//LGmTp2qiIgI3XBD2f9x17RpU23evFm5ubllvtzuyy+/1OzZs7Vr1y5lZmZqzZo1OnHihFq3bn21hwMAqGIoTgCAaqFx48bauHGjvvrqK3Xo0EEjRozQU089pSlTppRrP6+88ooSEhLk5+enTp06lWkbd3d3bd26VeHh4WrZsqWmTJmiV155Rf3797+aQwEAVEE8VQ8AAAAATHDGCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABMUJwAAAAAwATFCQAAAABM/H8dk35y9gZhBwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Monthly view of sales for all years\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.bar(df[\"Month\"],df[\"Weekly_Sales\"])\n",
    "plt.xlabel(\"months\")\n",
    "plt.ylabel(\"Weekly Sales\")\n",
    "plt.title(\"Monthly view of sales\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VUFCQZs2apXbt2ikrK0uDBw/WgQMHZBiGgoKC9Prrr1snWQIAgIpXqcMNAAAwn0r9hmIAAGA+hBsAAGAqlW5CcVFRkX766SfVrFmTr0cAAOAeYRiGLl++LD8/v2JfZluaShdufvrpp7t+9TwAAHCMU6dO6Te/+c0t+1S6cFOzZk1J1384tWrVcnA1AADAFtnZ2fL397f+P34rlS7c3LgVVatWLcINAAD3GFumlDChGAAAmArhBgAAmArhBgAAmIpDw83s2bPVpUsX1axZU97e3ho6dKhSUlJuuU9CQoIsFkuJ5ciRIxVUNQAAcGYODTeJiYmaOHGidu3apbi4OBUUFCgsLEy5ubm33TclJUUZGRnWpXnz5hVQMQAAcHYOfVrqyy+/LLa+fPlyeXt7a+/everdu/ct9/X29panp2c5VgcAAO5FTjXn5tKlS5IkLy+v2/YNDAyUr6+vQkNDFR8ff9N+eXl5ys7OLrYAAADzcppwYxiGpk6dqt/+9rdq27btTfv5+vrqgw8+UGxsrD755BO1bNlSoaGh2rZtW6n9Z8+erdq1a1sX3k4MAIC5WQzDMBxdhCRNnDhRGzdu1Pbt22/7WuX/a/DgwbJYLNqwYUOJbXl5ecrLy7Ou33jD4aVLl3iJHwAA94js7GzVrl3bpv+/neLKzbPPPqsNGzYoPj7e7mAjSd27d9exY8dK3ebq6mp9GzFvJQYAwPwcOqHYMAw9++yz+vTTT5WQkKCAgIA7+pzk5GT5+vqWcXUAAOBe5NBwM3HiRK1atUr/+c9/VLNmTWVmZkqSateurerVq0uSIiMjdfr0acXExEiSoqKi1LhxY7Vp00b5+flauXKlYmNjFRsb67DzAAAAzsOh4Wbx4sWSpD59+hRrX758uUaNGiVJysjIUHp6unVbfn6+pk2bptOnT6t69epq06aNNm7cqIiIiIoqGwAAODGnmVBcUeyZkAQAAJyDPf9/O/TKDYB7S+MZGx1dgmmcfHOQo0sATMspnpYCAAAoK4QbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKi6OLgA313jGRkeXYAon3xzk6BIAABWIKzcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUHBpuZs+erS5duqhmzZry9vbW0KFDlZKSctv9EhMT1alTJ7m5ualJkyZasmRJBVQLAADuBQ4NN4mJiZo4caJ27dqluLg4FRQUKCwsTLm5uTfdJzU1VREREerVq5eSk5P1wgsvaPLkyYqNja3AygEAgLNyceTBv/zyy2Lry5cvl7e3t/bu3avevXuXus+SJUvUsGFDRUVFSZJatWqlPXv2aO7cuRo2bFh5lwwAAJycU825uXTpkiTJy8vrpn2SkpIUFhZWrG3AgAHas2ePrl27VqJ/Xl6esrOziy0AAMC8HHrl5tcMw9DUqVP129/+Vm3btr1pv8zMTPn4+BRr8/HxUUFBgbKysuTr61ts2+zZszVr1qxyqRkA4FiNZ2x0dAmmcfLNQY4uocw4zZWbSZMm6fvvv9fq1atv29disRRbNwyj1HZJioyM1KVLl6zLqVOnyqZgAADglJziys2zzz6rDRs2aNu2bfrNb35zy77169dXZmZmsbYzZ87IxcVFdevWLdHf1dVVrq6uZVovAABwXg69cmMYhiZNmqRPPvlEW7duVUBAwG33CQoKUlxcXLG2zZs3q3PnzqpWrVp5lQoAAO4RDg03EydO1MqVK7Vq1SrVrFlTmZmZyszM1C+//GLtExkZqREjRljXx40bp7S0NE2dOlWHDx/WsmXLtHTpUk2bNs0RpwAAAJyMQ8PN4sWLdenSJfXp00e+vr7WZc2aNdY+GRkZSk9Pt64HBARo06ZNSkhIUIcOHfSPf/xD8+fP5zFwAAAgycFzbm5MBL6V6OjoEm3BwcHat29fOVQEAADudU7ztBQAAEBZINwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTsTvc7Nu3TwcOHLCu/+c//9HQoUP1wgsvKD8/v0yLAwAAsJfd4Wbs2LE6evSoJOl///uf/vjHP8rd3V3r1q3T9OnTy7xAAAAAe9gdbo4ePaoOHTpIktatW6fevXtr1apVio6OVmxsbFnXBwAAYBe7w41hGCoqKpIkbdmyRREREZIkf39/ZWVllW11AAAAdrI73HTu3FmvvfaaVqxYocTERA0aNEiSlJqaKh8fnzIvEAAAwB52h5uoqCjt27dPkyZN0osvvqhmzZpJkv7973+rR48eZV4gAACAPVzs3eHBBx8s9rTUDW+//baqVq1aJkUBAADcqTt6z83Fixf14YcfKjIyUufPn5ckHTp0SGfOnCnT4gAAAOxl95Wb77//XqGhofL09NTJkyf1zDPPyMvLS59++qnS0tIUExNTHnUCAADYxO4rN1OnTtXo0aN17Ngxubm5WdvDw8O1bds2uz5r27ZtGjx4sPz8/GSxWLR+/fpb9k9ISJDFYimxHDlyxN7TAAAAJmX3lZvdu3fr/fffL9HeoEEDZWZm2vVZubm5at++vUaPHq1hw4bZvF9KSopq1aplXa9Xr55dxwUAAOZld7hxc3NTdnZ2ifaUlBS7Q0Z4eLjCw8PtLUHe3t7y9PS0ez8AAGB+dt+W+t3vfqdXX31V165dkyRZLBalp6drxowZdl19uRuBgYHy9fVVaGio4uPjb9k3Ly9P2dnZxRYAAGBedoebuXPn6uzZs/L29tYvv/yi4OBgNWvWTDVr1tTrr79eHjVa+fr66oMPPlBsbKw++eQTtWzZUqGhobec6zN79mzVrl3buvj7+5drjQAAwLHsvi1Vq1Ytbd++XVu3btW+fftUVFSkjh07ql+/fuVRXzEtW7ZUy5YtretBQUE6deqU5s6dq969e5e6T2RkpKZOnWpdz87OJuAAAGBidoebG/r27au+ffuWZS13pHv37lq5cuVNt7u6usrV1bUCKwIAAI5kU7iZP3++zR84efLkOy7mTiQnJ8vX17dCjwkAAJyXTeHmnXfesenDLBaLXeEmJydHx48ft66npqbqu+++k5eXlxo2bKjIyEidPn3a+mLAqKgoNW7cWG3atFF+fr5Wrlyp2NhYxcbG2nxMAABgbjaFm9TU1HI5+J49exQSEmJdvzE3ZuTIkYqOjlZGRobS09Ot2/Pz8zVt2jSdPn1a1atXV5s2bbRx40ZFRESUS30AAODec8dzbspCnz59ZBjGTbdHR0cXW58+fbqmT59ezlUBAIB72R2Fmx9//FEbNmxQenq68vPzi22bN29emRQGAABwJ+wON19//bWGDBmigIAApaSkqG3btjp58qQMw1DHjh3Lo0YAAACb2f0Sv8jISP31r3/VDz/8IDc3N8XGxurUqVMKDg7WI488Uh41AgAA2MzucHP48GGNHDlSkuTi4qJffvlFNWrU0Kuvvqo5c+aUeYEAAAD2sDvceHh4KC8vT5Lk5+enEydOWLdlZWWVXWUAAAB3wO45N927d9eOHTvUunVrDRo0SH/961914MABffLJJ+revXt51AgAAGAzu8PNvHnzlJOTI0l65ZVXlJOTozVr1qhZs2Y2v+wPAACgvNgdbpo0aWL9s7u7uxYtWlSmBQEAANyNu3qJ39WrV7VmzRpduXJF/fv3V7NmzcqqLgAAgDtic7j529/+pvz8fL377ruSrn8VQlBQkA4ePCh3d3f97W9/U1xcnIKCgsqtWAAAgNux+WmpL774QqGhodb1jz/+WGlpaTp27JguXLigRx55RK+99lq5FAkAAGArm8NNenq6WrdubV3fvHmzHn74YTVq1EgWi0V/+ctflJycXC5FAgAA2MrmcFOlSpViX3K5a9euYo9+e3p66sKFC2VbHQAAgJ1sDjcPPPCAPvvsM0nSwYMHlZ6erpCQEOv2tLQ0+fj4lH2FAAAAdrBrQvHjjz+ujRs36uDBg4qIiFBAQIB1+6ZNm9S1a9dyKRIAAMBWNl+5GTZsmDZt2qQHH3xQU6ZM0Zo1a4ptd3d314QJE8q8QAAAAHvY9Z6bfv36qV+/fqVumzlzZpkUBAAAcDfs/uJMAAAAZ0a4AQAApkK4AQAApkK4AQAApmJ3uHnllVeUlpZWHrUAAADcNbvDzWeffaamTZsqNDRUq1at0tWrV8ujLgAAgDtid7jZu3ev9u3bZ33fja+vr8aPH6/du3eXR30AAAB2uaM5Nw8++KDeeecdnT59WsuWLdPp06fVs2dPtWvXTu+++64uXbpU1nUCAADY5K4mFBcVFSk/P195eXkyDENeXl5avHix/P39S7zBGAAAoCLcUbjZu3evJk2aJF9fX02ZMkWBgYE6fPiwEhMTdeTIEc2cOVOTJ08u61oBAABuy+5w8+CDD6p79+5KTU3V0qVLderUKb355ptq1qyZtc+IESN09uzZMi0UAADAFnZ9t5QkPfLII3r66afVoEGDm/apV6+eioqK7qowAACAO2F3uHn55ZfLow4AAIAyYVO4mTp1qs0fOG/evDsuBgAA4G7ZFG6Sk5PLuw4AAIAyYVO4iY+PL+86AAAAyoTdT0t9/fXXN922YMGCuyoGAADgbtkdboYNG1bqVy1ERUXphRdeKJOiAAAA7pTd4eadd95RRESEDh06ZG2bO3euZs6cqY0bN5ZpcQAAAPay+1Hw0aNH69y5cwoLC9P27du1Zs0avfHGG/riiy/Uo0eP8qgRAADAZnaHG0maNm2azp07p86dO6uwsFCbN29Wt27dyro2AAAAu9kUbubPn1+izdfXV+7u7urdu7e+/fZbffvtt5LEd0oBAACHsincvPPOO6W2V61aVTt27NCOHTskSRaLhXADAAAcyqZwk5qaWt51AAAAlAm7n5a6IT8/XykpKSooKCjLegAAAO6K3eHmypUr+tOf/iR3d3e1adNG6enpkq7PtXnzzTfLvEAAAAB72B1uIiMjtX//fiUkJMjNzc3a3q9fP61Zs6ZMiwMAALCX3Y+Cr1+/XmvWrFH37t1lsVis7a1bt9aJEyfKtDgAAAB72X3l5uzZs/L29i7RnpubWyzsAAAAOILd4aZLly7FvmbhRqD517/+paCgoLKrDAAA4A7YfVtq9uzZGjhwoA4dOqSCggK9++67OnjwoJKSkpSYmFgeNQIAANjM7is3PXr00I4dO3TlyhU1bdpUmzdvlo+Pj5KSktSpU6fyqBEAAMBmd/TdUu3atdNHH31U1rUAAADctTt6id+JEyf00ksv6YknntCZM2ckSV9++aUOHjxYpsUBAADYy+5wk5iYqHbt2unbb79VbGyscnJyJEnff/+9Zs6cWeYFAgAA2MPucDNjxgy99tpriouL03333WdtDwkJUVJSUpkWBwAAYC+7w82BAwf0+9//vkR7vXr1dO7cuTIpCgAA4E7ZHW48PT2VkZFRoj05OVkNGjQok6IAAADulN3h5oknntDzzz+vzMxMWSwWFRUVaceOHZo2bZpGjBhRHjUCAADYzO5w8/rrr6thw4Zq0KCBcnJy1Lp1a/Xu3Vs9evTQSy+9VB41AgAA2Mzm99wcP35czZo1U7Vq1fTxxx/r1VdfVXJysoqKihQYGKjmzZuXZ50AAAA2sTnctGjRQg0aNFBISIj69u2rkJAQPfzww+VZGwAAgN1sDjeJiYlKTExUQkKCJk6cqKtXr6phw4bWoBMSEsKEYgAA4HA2h5tevXqpV69eeumll3Tt2jUlJSUpISFBCQkJWr16tfLy8tSsWTOlpKSUZ70AAAC3dEdfv1CtWjX17t1bf/vb3xQZGakJEyaoRo0aOn78uF2fs23bNg0ePFh+fn6yWCxav379bfdJTExUp06d5ObmpiZNmmjJkiV3cgoAAMCk7Ao3V69e1datW/Xyyy+rV69eqlOnjiZPnqycnBwtXrxY6enpdh08NzdX7du314IFC2zqn5qaqoiICPXq1UvJycl64YUXNHnyZMXGxtp1XAAAYF4235YKDg7W7t271bRpU/Xu3VvPPvusgoOD5ePjc8cHDw8PV3h4uM39lyxZooYNGyoqKkqS1KpVK+3Zs0dz587VsGHDSt0nLy9PeXl51vXs7Ow7rhcAADg/m6/c7Ny5U/fff79CQkIUGhqqvn373lWwuRNJSUkKCwsr1jZgwADt2bNH165dK3Wf2bNnq3bt2tbF39+/IkoFAAAOYnO4uXjxoj744AO5u7trzpw5atCggdq1a6dJkybp3//+t86ePVuedUqSMjMzSwQqHx8fFRQUKCsrq9R9IiMjdenSJety6tSpcq8TAAA4js23pTw8PDRw4EANHDhQknT58mVt375d8fHxeuuttzR8+HA1b95cP/zwQ7kVK0kWi6XYumEYpbbf4OrqKldX13KtCQAAOI87elpKuh52vLy85OXlpTp16sjFxUWHDx8uy9pKqF+/vjIzM4u1nTlzRi4uLqpbt265HhsAANwbbL5yU1RUpD179ighIUHx8fHasWOHcnNzrW8tXrhwoUJCQsqzVgUFBemzzz4r1rZ582Z17txZ1apVK9djAwCAe4PN4cbT01O5ubny9fVVnz59NG/ePIWEhKhp06Z3fPCcnJxi78ZJTU3Vd999Jy8vLzVs2FCRkZE6ffq0YmJiJEnjxo3TggULNHXqVD3zzDNKSkrS0qVLtXr16juuAQAAmIvN4ebtt99WSEiIWrRoUWYH37NnT7GrPVOnTpUkjRw5UtHR0crIyCj27pyAgABt2rRJU6ZM0cKFC+Xn56f58+ff9DFwAABQ+dgcbsaOHVvmB+/Tp491QnBpoqOjS7QFBwdr3759ZV4LAAAwhzueUAwAAOCMCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUHB5uFi1apICAALm5ualTp0765ptvbto3ISFBFoulxHLkyJEKrBgAADgzh4abNWvW6LnnntOLL76o5ORk9erVS+Hh4UpPT7/lfikpKcrIyLAuzZs3r6CKAQCAs3NouJk3b57+9Kc/acyYMWrVqpWioqLk7++vxYsX33I/b29v1a9f37pUrVr1pn3z8vKUnZ1dbAEAAOblsHCTn5+vvXv3KiwsrFh7WFiYdu7cect9AwMD5evrq9DQUMXHx9+y7+zZs1W7dm3r4u/vf9e1AwAA5+WwcJOVlaXCwkL5+PgUa/fx8VFmZmap+/j6+uqDDz5QbGysPvnkE7Vs2VKhoaHatm3bTY8TGRmpS5cuWZdTp06V6XkAAADn4uLoAiwWS7F1wzBKtN3QsmVLtWzZ0roeFBSkU6dOae7cuerdu3ep+7i6usrV1bXsCgYAAE7NYVdu7r//flWtWrXEVZozZ86UuJpzK927d9exY8fKujwAAHCPcli4ue+++9SpUyfFxcUVa4+Li1OPHj1s/pzk5GT5+vqWdXkAAOAe5dDbUlOnTtVTTz2lzp07KygoSB988IHS09M1btw4Sdfny5w+fVoxMTGSpKioKDVu3Fht2rRRfn6+Vq5cqdjYWMXGxjryNAAAgBNxaLh57LHHdO7cOb366qvKyMhQ27ZttWnTJjVq1EiSlJGRUeydN/n5+Zo2bZpOnz6t6tWrq02bNtq4caMiIiIcdQoAAMDJOHxC8YQJEzRhwoRSt0VHRxdbnz59uqZPn14BVQEAgHuVw79+AQAAoCwRbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKk4PNwsWrRIAQEBcnNzU6dOnfTNN9/csn9iYqI6deokNzc3NWnSREuWLKmgSgEAwL3AoeFmzZo1eu655/Tiiy8qOTlZvXr1Unh4uNLT00vtn5qaqoiICPXq1UvJycl64YUXNHnyZMXGxlZw5QAAwFk5NNzMmzdPf/rTnzRmzBi1atVKUVFR8vf31+LFi0vtv2TJEjVs2FBRUVFq1aqVxowZo6efflpz586t4MoBAICzcnHUgfPz87V3717NmDGjWHtYWJh27txZ6j5JSUkKCwsr1jZgwAAtXbpU165dU7Vq1Ursk5eXp7y8POv6pUuXJEnZ2dl3ewrlrijviqNLMIV74e/6XsGYLDuMy7LBmCw7zj4mb9RnGMZt+zos3GRlZamwsFA+Pj7F2n18fJSZmVnqPpmZmaX2LygoUFZWlnx9fUvsM3v2bM2aNatEu7+//11Uj3tJ7ShHVwCUxLiEs7lXxuTly5dVu3btW/ZxWLi5wWKxFFs3DKNE2+36l9Z+Q2RkpKZOnWpdLyoq0vnz51W3bt1bHge3l52dLX9/f506dUq1atVydDkAYxJOiXFZNgzD0OXLl+Xn53fbvg4LN/fff7+qVq1a4irNmTNnSlyduaF+/fql9ndxcVHdunVL3cfV1VWurq7F2jw9Pe+8cJRQq1Yt/sHCqTAm4YwYl3fvdldsbnDYhOL77rtPnTp1UlxcXLH2uLg49ejRo9R9goKCSvTfvHmzOnfuXOp8GwAAUPk49GmpqVOn6sMPP9SyZct0+PBhTZkyRenp6Ro3bpyk67eURowYYe0/btw4paWlaerUqTp8+LCWLVumpUuXatq0aY46BQAA4GQcOufmscce07lz5/Tqq68qIyNDbdu21aZNm9SoUSNJUkZGRrF33gQEBGjTpk2aMmWKFi5cKD8/P82fP1/Dhg1z1ClUaq6urpo5c2aJ236AozAm4YwYlxXPYtjyTBUAAMA9wuFfvwAAAFCWCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUHP7dUri3HDt2TDt37lRmZqYsFot8fHzUo0cPNW/e3NGlAcXk5uZq79696t27t6NLAVDBeM8NbHLp0iWNGDFCn332mWrXri1vb28ZhqGzZ88qOztbgwcPVkxMDN+bAqexf/9+dezYUYWFhY4uBZXItWvX9OKLL+qTTz6Rl5eXxo8fr9GjR1u3//zzz/Lz82NcljNuS8Emzz77rFJTU5WUlKQLFy4oJSVFR48e1YULF7Rz506lpqbq2WefdXSZAOBQr7/+umJiYjRu3DiFhYVpypQpGjt2bLE+XFMof1y5gU08PT311VdfqVu3bqVu37VrlwYOHKiLFy9WbGGotLy8vG65vbCwUDk5OfyGjArVvHlzvfPOO3rooYckSSdOnFB4eLh69uypZcuW6cyZM1y5qQDMuYHNLBbLHW0DykNeXp7Gjx+vdu3albo9LS1Ns2bNquCqUNmdPn1abdu2ta43bdpUCQkJ6tu3r5566im99dZbDqyu8iDcwCaDBw/WM888o6VLl6pz587Ftu3Zs0fjxo3TkCFDHFQdKqMOHTrI399fI0eOLHX7/v37CTeocPXr19eJEyfUuHFja5ufn5+2bt2qkJCQm45XlC3m3MAm7733nvz8/NS1a1d5eXnpgQceUKtWreTl5aVu3brJ19dX8+fPd3SZqEQGDRp0y9ugXl5eGjFiRMUVBEjq27evVq1aVaL9RsA5efJkxRdVCTHnBnY5cuSIkpKSlJmZKen6bylBQUF64IEHHFwZADheWlqajhw5ogEDBpS6PSMjQ5s3b+YKTjkj3AAAAFPhthTKxIULFxQTE+PoMgArxiScEeOyYnDlBmWCF6bB2TAm4YwYlxWDp6Vgk+zs7Ftuv3z5cgVVAlzHmIQzYlw6B67cwCZVqlS55btsDMOQxWLhtxFUGMYknBHj0jlw5QY2qVmzpl588cWbvqH42LFjJV4xDpQnxiScEePSORBuYJOOHTtKkoKDg0vd7unpyfeloEIxJuGMGJfOgaelYJMnnnhCbm5uN91ev359zZw5swIrQmXHmIQzYlw6B+bcAAAAU+HKDQAAMBXm3MBmubm5WrVqlXbu3KnMzExZLBb5+PioZ8+eevzxx+Xh4eHoElHJMCbhjBiXjsdtKdjk0KFD6t+/v65cuaLg4GD5+PjIMAydOXNGiYmJ8vDw0ObNm9W6dWtHl4pKgjEJZ8S4dA6EG9gkJCRE9evX10cffaT77ruv2Lb8/HyNGjVKGRkZio+Pd1CFqGwYk3BGjEvnQLiBTdzd3bVnz56b/rbxww8/qGvXrrpy5UoFV4bKijEJZ8S4dA5MKIZN6tSpo2PHjt10+/Hjx1WnTp0KrAiVHWMSzohx6RyYUAybPPPMMxo5cqReeukl9e/fXz4+PrJYLMrMzFRcXJzeeOMNPffcc44uE5UIYxLOiHHpHLgtBZvNmTNH7777rnX2v3T9e1Lq16+v5557TtOnT3dwhahsGJNwRoxLxyPcwG6pqanKzMyUdP1tmwEBAQ6uCJUdYxLOiHHpOIQbAABgKkwohs1++eUXbd++XYcOHSqx7erVq4qJiXFAVajMGJNwRoxLx+PKDWxy9OhRhYWFKT09XRaLRb169dLq1avl6+srSfr555/l5+enwsJCB1eKyoIxCWfEuHQOXLmBTZ5//nm1a9dOZ86cUUpKimrVqqWePXsqPT3d0aWhkmJMwhkxLp0DV25gEx8fH23ZskXt2rWztk2cOFGff/654uPj5eHhwW8jqFCMSTgjxqVz4D03sMkvv/wiF5fiw2XhwoWqUqWKgoODtWrVKgdVhsqKMQlnxLh0DoQb2OSBBx7Qnj171KpVq2Lt7733ngzD0JAhQxxUGSorxiScEePSOTDnBjb5/e9/r9WrV5e6bcGCBXr88cfFHU5UJMYknBHj0jkw5wYAAJgKV24AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AVFqFhYUqKipydBkAyhjhBoBTiImJUd26dZWXl1esfdiwYRoxYoQk6bPPPlOnTp3k5uamJk2aaNasWSooKLD2nTdvntq1aycPDw/5+/trwoQJysnJsW6Pjo6Wp6enPv/8c7Vu3Vqurq5KS0tTQkKCunbtKg8PD3l6eqpnz55KS0urmBMHUOYINwCcwiOPPKLCwkJt2LDB2paVlaXPP/9co0eP1ldffaUnn3xSkydP1qFDh/T+++8rOjpar7/+urV/lSpVNH/+fP3www/66KOPtHXrVk2fPr3Yca5cuaLZs2frww8/1MGDB+Xl5aWhQ4cqODhY33//vZKSkvTnP/9ZFoulws4dQNniDcUAnMaECRN08uRJbdq0SZL07rvvav78+Tp+/LiCg4MVHh6uyMhIa/+VK1dq+vTp+umnn0r9vHXr1mn8+PHKysqSdP3KzejRo/Xdd9+pffv2kqTz58+rbt26SkhIUHBwcDmfIYCKQLgB4DSSk5PVpUsXpaWlqUGDBurQoYOGDRuml19+WR4eHioqKlLVqlWt/QsLC3X16lXl5ubK3d1d8fHxeuONN3To0CFlZ2eroKBAV69eVU5Ojjw8PBQdHa2xY8fq6tWrxa7MjB49WqtXr1b//v3Vr18/Pfroo/L19XXEjwBAGeC2FACnERgYqPbt2ysmJkb79u3TgQMHNGrUKElSUVGRZs2ape+++866HDhwQMeOHZObm5vS0tIUERGhtm3bKjY2Vnv37tXChQslSdeuXbMeo3r16iVuOS1fvlxJSUnq0aOH1qxZoxYtWmjXrl0Vdt4AypaLowsAgF8bM2aM3nnnHZ0+fVr9+vWTv7+/JKljx45KSUlRs2bNSt1vz549Kigo0D//+U9VqXL997a1a9fafNzAwEAFBgYqMjJSQUFBWrVqlbp37373JwSgwnHlBoBTGT58uE6fPq1//etfevrpp63tf//73xUTE6NXXnlFBw8e1OHDh7VmzRq99NJLkqSmTZuqoKBA7733nv73v/9pxYoVWrJkyW2Pl5qaqsjISCUlJSktLU2bN2/W0aNH1apVq3I7RwDli3ADwKnUqlVLw4YNU40aNTR06FBr+4ABA/T5558rLi5OXbp0Uffu3TVv3jw1atRIktShQwfNmzdPc+bMUdu2bfXxxx9r9uzZtz2eu7u7jhw5omHDhqlFixb685//rEmTJmns2LHldYoAyhkTigE4nf79+6tVq1aaP3++o0sBcA8i3ABwGufPn9fmzZs1fPhwHTp0SC1btnR0SQDuQUwoBuA0OnbsqAsXLmjOnDkEGwB3jCs3AADAVJhQDAAATIVwAwAATIVwAwAATIVwAwAATIVwAwAATIVwAwAATIVwAwAATIVwAwAATOX/AzIAQYsiTuh/AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Yearly view of sales\n",
    "plt.figure(figsize=(10,6))\n",
    "df.groupby(\"Year\")[[\"Weekly_Sales\"]].sum().plot(kind='bar',legend=False)\n",
    "plt.xlabel(\"years\")\n",
    "plt.ylabel(\"Weekly Sales\")\n",
    "plt.title(\"Yearly view of sales\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build  prediction models to forecast demand (Modeling)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# find outliers \n",
    "fig, axs = plt.subplots(4,figsize=(6,18))\n",
    "X = df[['Temperature','Fuel_Price','CPI','Unemployment']]\n",
    "for i,column in enumerate(X):\n",
    "    sns.boxplot(df[column], ax=axs[i])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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>Store</th>\n",
       "      <th>Date</th>\n",
       "      <th>Weekly_Sales</th>\n",
       "      <th>Holiday_Flag</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Fuel_Price</th>\n",
       "      <th>CPI</th>\n",
       "      <th>Unemployment</th>\n",
       "      <th>Day</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2010-05-02</td>\n",
       "      <td>1643690.90</td>\n",
       "      <td>0</td>\n",
       "      <td>42.31</td>\n",
       "      <td>2.572</td>\n",
       "      <td>211.096358</td>\n",
       "      <td>8.106</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-02</td>\n",
       "      <td>1641957.44</td>\n",
       "      <td>1</td>\n",
       "      <td>38.51</td>\n",
       "      <td>2.548</td>\n",
       "      <td>211.242170</td>\n",
       "      <td>8.106</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-19</td>\n",
       "      <td>1611968.17</td>\n",
       "      <td>0</td>\n",
       "      <td>39.93</td>\n",
       "      <td>2.514</td>\n",
       "      <td>211.289143</td>\n",
       "      <td>8.106</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2010-02-26</td>\n",
       "      <td>1409727.59</td>\n",
       "      <td>0</td>\n",
       "      <td>46.63</td>\n",
       "      <td>2.561</td>\n",
       "      <td>211.319643</td>\n",
       "      <td>8.106</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2010-05-03</td>\n",
       "      <td>1554806.68</td>\n",
       "      <td>0</td>\n",
       "      <td>46.50</td>\n",
       "      <td>2.625</td>\n",
       "      <td>211.350143</td>\n",
       "      <td>8.106</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6430</th>\n",
       "      <td>45</td>\n",
       "      <td>2012-09-28</td>\n",
       "      <td>713173.95</td>\n",
       "      <td>0</td>\n",
       "      <td>64.88</td>\n",
       "      <td>3.997</td>\n",
       "      <td>192.013558</td>\n",
       "      <td>8.684</td>\n",
       "      <td>28</td>\n",
       "      <td>9</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6431</th>\n",
       "      <td>45</td>\n",
       "      <td>2012-05-10</td>\n",
       "      <td>733455.07</td>\n",
       "      <td>0</td>\n",
       "      <td>64.89</td>\n",
       "      <td>3.985</td>\n",
       "      <td>192.170412</td>\n",
       "      <td>8.667</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6432</th>\n",
       "      <td>45</td>\n",
       "      <td>2012-12-10</td>\n",
       "      <td>734464.36</td>\n",
       "      <td>0</td>\n",
       "      <td>54.47</td>\n",
       "      <td>4.000</td>\n",
       "      <td>192.327265</td>\n",
       "      <td>8.667</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6433</th>\n",
       "      <td>45</td>\n",
       "      <td>2012-10-19</td>\n",
       "      <td>718125.53</td>\n",
       "      <td>0</td>\n",
       "      <td>56.47</td>\n",
       "      <td>3.969</td>\n",
       "      <td>192.330854</td>\n",
       "      <td>8.667</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6434</th>\n",
       "      <td>45</td>\n",
       "      <td>2012-10-26</td>\n",
       "      <td>760281.43</td>\n",
       "      <td>0</td>\n",
       "      <td>58.85</td>\n",
       "      <td>3.882</td>\n",
       "      <td>192.308899</td>\n",
       "      <td>8.667</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5658 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Store       Date  Weekly_Sales  Holiday_Flag  Temperature  Fuel_Price  \\\n",
       "0         1 2010-05-02    1643690.90             0        42.31       2.572   \n",
       "1         1 2010-12-02    1641957.44             1        38.51       2.548   \n",
       "2         1 2010-02-19    1611968.17             0        39.93       2.514   \n",
       "3         1 2010-02-26    1409727.59             0        46.63       2.561   \n",
       "4         1 2010-05-03    1554806.68             0        46.50       2.625   \n",
       "...     ...        ...           ...           ...          ...         ...   \n",
       "6430     45 2012-09-28     713173.95             0        64.88       3.997   \n",
       "6431     45 2012-05-10     733455.07             0        64.89       3.985   \n",
       "6432     45 2012-12-10     734464.36             0        54.47       4.000   \n",
       "6433     45 2012-10-19     718125.53             0        56.47       3.969   \n",
       "6434     45 2012-10-26     760281.43             0        58.85       3.882   \n",
       "\n",
       "             CPI  Unemployment  Day  Month  Year  \n",
       "0     211.096358         8.106    2      5  2010  \n",
       "1     211.242170         8.106    2     12  2010  \n",
       "2     211.289143         8.106   19      2  2010  \n",
       "3     211.319643         8.106   26      2  2010  \n",
       "4     211.350143         8.106    3      5  2010  \n",
       "...          ...           ...  ...    ...   ...  \n",
       "6430  192.013558         8.684   28      9  2012  \n",
       "6431  192.170412         8.667   10      5  2012  \n",
       "6432  192.327265         8.667   10     12  2012  \n",
       "6433  192.330854         8.667   19     10  2012  \n",
       "6434  192.308899         8.667   26     10  2012  \n",
       "\n",
       "[5658 rows x 11 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# drop the outliers     \n",
    "data_new = df[(df['Unemployment']<10) & (df['Unemployment']>4.5) & (df['Temperature']>10)]\n",
    "data_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check outliers \n",
    "fig, axs = plt.subplots(4,figsize=(6,18))\n",
    "X = data_new[['Temperature','Fuel_Price','CPI','Unemployment']]\n",
    "for i,column in enumerate(X):\n",
    "    sns.boxplot(data_new[column], ax=axs[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import sklearn \n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import metrics\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select features and target \n",
    "X = data_new[['Store','Fuel_Price','CPI','Unemployment','Day','Month','Year']]\n",
    "y = data_new['Weekly_Sales']\n",
    "\n",
    "# Split data to train and test (0.80:0.20)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression:\n",
      "\n",
      "Accuracy: 12.110350535810966\n",
      "Mean Absolute Error: 455418.60723512236\n",
      "Mean Squared Error: 294944633824.51184\n",
      "Root Mean Squared Error: 543088.0534724657\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Weekly_Sales'>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear Regression model\n",
    "print('Linear Regression:')\n",
    "print()\n",
    "reg = LinearRegression()\n",
    "reg.fit(X_train, y_train)\n",
    "y_pred = reg.predict(X_test)\n",
    "print('Accuracy:',reg.score(X_train, y_train)*100)\n",
    "\n",
    "\n",
    "print('Mean Absolute Error:', metrics.mean_absolute_error(y_test, y_pred))\n",
    "print('Mean Squared Error:', metrics.mean_squared_error(y_test, y_pred))\n",
    "print('Root Mean Squared Error:', np.sqrt(metrics.mean_squared_error(y_test, y_pred)))\n",
    "\n",
    "\n",
    "sns.scatterplot(x=y_pred, y=y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest Regressor:\n",
      "\n",
      "Accuracy: 94.94487413508071\n",
      "Mean Absolute Error: 68688.15076816591\n",
      "Mean Squared Error: 17656792569.869762\n",
      "Root Mean Squared Error: 132878.86427069493\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Weekly_Sales'>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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unB9qHJEgCIK7F9HWysrKEBQUBI1Gg8DAQHcvh4io3bhcWoWFmUewr16588tT+yOC5c6WPjdtnfNDtRp6/WbODRERWbgzabcjcFfODzUOgxsiIrLCCzh1dAxuiIgagG33iToOBjdERC6w7T5Rx8JqKSLqcDRaPc4WViAnvwRnr1W0audctt0n6ni4c0NEHUpb76I0pO0+j6eI2hfu3BBRh+GOXRS23SfqeLhzQ0Qdhjt2Udi1t/1gUjc1FIMbIuow3LGLYu7au89OUNXZu/a2JSZ1U2PwWIqIOgx37KKw7b77MambGos7N0TUYbhrF4Vde92LSd3UWNy5IaIOw527KEFyKXqG++PW6BD0DPfnxbQNMambGos7N0TUoXAXpfNhUjc1FoMbIupwOPuoc2FSNzUWj6WIiKhdY1I3NRZ3boiIqN3jcSQ1hlt3bpYtW4bBgwcjICAA4eHhmDJlCk6fPu30OXv27IFIJLL5c+rUqTZaNRG1R205b4rcg0nd1FBu3bnZu3cvHn30UQwePBgGgwFPP/00xo4dixMnTsDPz8/pc0+fPo3AwEDLz2FhYa29XCJqp9jgjYjqcmtws2PHDquf161bh/DwcBw6dAjDhw93+tzw8HAEBwe34uqIqCNw1eDtzWlq/gufqJNpVwnFGo0GABAaGurysWq1GhERERgzZgx2797t9LE6nQ5lZWVWf4jIMzSkwRsRdS7tJrgRBAHz589Hamoq+vbt6/BxERERWL16NTIzM/HZZ58hPj4eY8aMwb59+xw+Z9myZQgKCrL8iYqKao1fgYjcgA3eiKg+kSAIgrsXAQCPPvootm/fjqysLHTr1q1Rz508eTJEIhG++OILu/frdDrodDrLz2VlZYiKioJGo7HK2yGijudsYQXGvLbX4f3fzR+BnuH+bbgiImotZWVlCAoKcnn9bhc7N3PnzsUXX3yB3bt3NzqwAYChQ4fizJkzDu+XyWQIDAy0+kNEnsHc4M0eNngj6pzcGtwIgoA5c+bgs88+w65duxAbG9uk18nJyUFEREQLr46IOoKWbvDGknKijs+t1VKPPvooPvzwQ3z++ecICAjAlStXAABBQUHw9a0t31y0aBEuXbqEjRs3AgBWrFiBmJgYJCYmQq/X4/3330dmZiYyMzPd9nsQkXu1VIM3lpQTeYYWCW7Kysqwa9cuxMfHo0+fPg1+3jvvvAMAGDlypNXt69atw/Tp0wEABQUFyM/Pt9yn1+vxxBNP4NKlS/D19UViYiK2b9+OiRMnNvv3IKKOq7nzptxVUq7R6lFUoUdZdQ0Cfb2h9GPXXaLmalJC8f/8z/9g+PDhmDNnDqqqqjBgwACcP38egiDgo48+wtSpU1tjrS2moQlJRNR5uCMxmTtFRI3TqgnF+/btQ1paGgBg8+bNEAQBpaWlWLlyJZYuXdq0FRMRuVFbl5S72ilirg9R0zUpuNFoNJZGezt27MDUqVMhl8sxadIkp1VLRETtVaCPt9P7A1zc31hsPkjUepoU3ERFReHAgQOorKzEjh07MHbsWABASUkJfHx8WnSBRERtoa1Lytl8kKj1NCm4eeyxx/Dggw+iW7duiIiIsCQE79u3D/369WvJ9RERtYmWLil3pa13iog6kyZVS82ePRtDhgzBxYsXcccdd8DLqzZG6tGjB3NuiKjDaqmS8oYw7xTts3M0xeaDRM3TrPELer0eeXl56NmzJyQSt7bMaRRWSxG1T52tLPpyaRUWZh6xCnDMO0URrJYistHQ63eTIhKtVou5c+diw4YNAIDffvsNPXr0wLx58xAZGYmFCxc2bdVE1Gl1xrLottwpIupMmpRzs2jRIvz666/Ys2ePVQLx7bffjo8//rjFFkdEnUNnLosOkkvRM9wft0aHoGe4PwMbohbQpJ2bLVu24OOPP8bQoUMhEokstyckJODs2bMttjgi6hwaUhbdmS/6ne24jqi5mhTcXLt2DeHh4Ta3V1ZWWgU7REQNwbJoxzrjcR1RczXpWGrw4MHYvn275WdzQPOvf/0LycnJLbMyIuo0WBZtX2c+riNqjibt3Cxbtgzjx4/HiRMnYDAY8MYbb+D48eM4cOAA9u51PJuFiMgelkXbx+M6oqZp0s7NsGHDkJ2dDa1Wi549e2Lnzp3o0qULDhw4gEGDBrX0GonIw7VkAz2NVo+zhRXIyS/B2WsVbt/daM562uK4rr19XkQtocnNafr162cpBSciaq6WKItub/kpzV1Pax/XtbfPi6ilNHjnpqysrMF/iIiaojll0Q3NT2mrnYqWyJdpzXlXzOchT9bgnZvg4GCXlVCCIEAkEsFoNDZ7YUTUvrW38uSG5KdU6o1ttlPREvky5uM6R12Mm/N5M5+HPFmDg5vdu3e35jqIqANpj8cZrvJTNFU1eG7rcYc7FW9OU9u9mDc1iGupfJnW6mLM8nvyZA0ObkaMGNGa6yCiDsLVcYajIKG1ucpPkUvFjd6paE4Q15L5MkFy58FMYwMwjVYPX28x3n5wIHy8xTicX4K1WXnQ6m/uunfW8nvyDM2adqnVapGfnw+93vpstn///s1aFBG1X+31OMNZOXlanBJ6o8np8+vvVDQmiLMXXLRVeXtjAzB7j09RKbBymhrzNuVAqzd26vJ78gxN7lA8Y8YMfPXVV3bvZ84Nkedqr8cZzvJTZo9S4XqF8wTZ+jsVDQ3iHAUXL0/t32r5MmZXy6pxvqgS04ZEY0ZKrGUHxtEumqOALTu3GACQkRqLIxdLW2x9RO7SpODmscceQ0lJCX744QeMGjUKmzdvxtWrV7F06VK8+uqrLb1GImpH2nM3YXv5KRIvESas3I+M1FikqBSWC3ld9nYqGhLEOdvdWXAjuDCvR1NVA7lUDC8vEapqjNBoa4Ojpub0XC6twoJPf8X+Or9P3R0Ye7tozgK27NxiLJmUgIdTYxnYUIfXpOBm165d+PzzzzF48GB4eXmhe/fuuOOOOxAYGIhly5Zh0qRJLb1OImon2ns34fr5KTn5JdDqjViblYeV09QAYBXgpDnYSWlIENeQ3Z2e4f6o1BttkpmHxymxdEpfvLDtBL49WWi5/Y4+4XjurkRU15gcBjyWoKpeoFZ3B2bVrlybXTRXAVt1jZGBDXmEJgU3lZWVlsGZoaGhuHbtGnr16oV+/frh8OHDLbpAImpfWrM8uTWYgxSt3oh5m3KQkRqLjJRY6AwmyCReUIX5I8JObkpDgrhzRZVO39vV7s5Tm4/i1ugQS3Ajl4rxxyHReDLziFUANjxOiRfu7gtNlR7+Pt4wmQSnOzAZKbEAbHfR2vOuG1FLalJwEx8fj9OnTyMmJga33nor3nvvPcTExODdd99FRERES6+RiNqZ1ipPbg11gxSt3ohVu3It9w2PU+LNG7s59TUkiAv0cZ3H42x3Jyu3GDNuBCJA7Y7Luuw8m6OzfWeK8PSWo1BHh2DVrlysSU9y+r56o8nuLlp733UjailNzrkpKCgAADz77LMYN24cPvjgA0ilUqxfv74l10dE7ZSr8uT2ojk7Ta6CuKbu7silYmSkxkIdFQy5VIK10wfjcH4JBt4IXuypuyPjSnSIHP+087t1tF03oqZqUnDz4IMPWv63Wq3G+fPncerUKURHR0OptN8qnIjIXZqz0+QsiGvK7o5cKsbKaWqsy86zCmRSVAqk9nT+96fOUFvOnnOxFGkqhU3Ojfl1jlzSYGLfrnZfQwRgQr8IpA+LsRzNFZbrnL4vUUfTrD43ZlKpFL169YK/v39LvBwRUYtrrZ0mV4GTv48EHz50G0qrauDjLYYgCFhr5+gpO7cYs0eqnL6XTFI7DnBtVh62zE7B89uOW71OikqBGSmxmLcpB0NiQm1+X41Wjyft5P8AN4/ouHtDnqBRwc2XX36J4uJi/OlPf7Lc9ve//x0vvvgiDAYDRo8ejY8//hghISEtvlAiovbKUeD0+3UtFn1mXdX0wUO32S1HB4AD54qRplJif65t8JGiUiDnYimA2uTovOJKqKNDrJKjcy6WWhrx2es31F4bMBK1tAZPBQeA5cuXW039/v777/HMM89gyZIl+O9//4uLFy/ixRdfbPFFEhF1NJdKtFjwmW25tqbKcTn22qw8PHdXIlJVCqvbzTsya7PyIJeKMWe0Ct2CfZEQEQiRSIQTBWWYuykHq3blWkYo2Kt8aq8NGIlaWqN2bo4dO2bVpO/TTz/FHXfcgaeffhoA4OPjg7/+9a947bXXWnaVREQdiEarx4VirdUOjTmJOCrU1+FMJ63eiEq9AU+O740nb/wc6OON45c0mLcpBwAc5uvUHZ+Q5qDyiaXg1Fk0KrgpLy+HQnHzXxRZWVm49957LT8nJibi8uXLLbc6IqIOqKhCj9I6OzTOkojrByXHLmnw1OZjlmAouYcCsWF++O8jyZBKvPDi1uN283WA2lLyX/JLsOyefnaPl1gKTp1Fo4KbyMhInDx5EtHR0aioqMCvv/6K119/3XJ/cXEx5HJ5iy+SiKi9cTY2oay6xpL8C9QGHR/+eMGSI2MwCYgM8oXOYISmqgb/mXkbfrtajp5KP0xf/zOU/lKsnT4Y5dUGaG4kIu/57RqG9bRfIQXUBjhPTeiDaYOjcEuI/b+Hg+RSLJ3SF09tPoqsOq+TqlJg6ZS+zLchj9Go4Obee+/FY489hqeeegpffvklunbtiqFDh1ruP3jwIOLj41t8kURE7YmjYZnmLsK+UjFyTpVaZlklRYfg1qhgrMvOs4yBeGnHSZsxEDNSYiCXivHv9MF4eccpm0qohpSKOwpsgNqA7IVtJ3BrdAhm1EtEfnHbCSy/bwADHPIIjQpunn32WVy+fBnz5s1D165d8f7770MsFlvu37RpEyZPntziiyQiam0NHWDpbJzC01uOYnBMKEb3Dse5wnIsGN8b5dUGeIu9YDCZoI4OwZDYUEsX4rrN/HQGE3y8xVg7fTBWfvtbk0rFg3yd58wUVejx7clCq1lW9e9ncEOeoFHBjVwux3/+8x+H9+/evdvq5+zsbCQlJUEmkzVtdUREDdTU6dqA452Yl6b2R2S9uVOuJms/fnsvvLMnF4/fEY8Xth63Ov5JUSnw7J2JeG/vOYd5OGlxSqQPi8H3565bEo3NnJWKNyRnhtVS1Fm0SBM/RyZMmIBffvkFPXr0aM23IaJOrjHBSX3OdmIWZh6xaWynqXI+T8pgEtAzPMAmsAFqg58Xtx1HRmrtGAV7c6T2nykCBAEf/yUZX5+4YlVNtTYrD5tnD8PSbSetApwUlQIv3O06Z4bVUtRZNKrPTWMJgtCaL09E5DI40WidByMNaWxndrm0CtU1JqevF+gjwbjELjaBjdn+3GKoo4Khjgp22Mxvf24xCsurkZNfgpXT1JBLa4//tXojrlfqMT0lBmvSk/D2gwOxJj0J6ugQlLkIuoCb1VL2NLVaSqPV42xhBXLyS3D2WoXLz5uoLbRqcOPKsmXLMHjwYAQEBCA8PBxTpkzB6dOnXT5v7969GDRoEHx8fNCjRw+8++67bbBaImqstrjwuQpOXM1NKnGxJvNRjTmI+v5cMVLqNdkzS1UpIALwe0mVy3Wb50Q5uz87txjrsvMsOz2pKgX8ZBLM3ZSDmRsOYvYHhzFzw0Gs2pULP5nrXRfzLKz6AU5TB2deLq3CnE05GPPaXtzz9vcY8+pezN2Ug8ulrn9/otbUqsdSruzduxePPvooBg8eDIPBgKeffhpjx47FiRMn4OfnZ/c5eXl5mDhxIh5++GG8//77yM7OxuzZsxEWFoapU6e28W9ARI4056ioMVzlkeRf18JPJrH7nhqtHvo6QYa9BN+QGxd8cxB16EIJPnx4KEQ4ZZNPMzO1B45e0qDvLUHYmDEEoX5S1BhNKKsy4OcL1y1HTOGBMpRVGZyuOzxAhjXpSdAZTIgOlaN7qByDuocg/7oWy+8bYNUEMKl7SIN3XZozRLT+Z9eY4zyituTW4GbHjh1WP69btw7h4eE4dOgQhg8fbvc57777LqKjo7FixQoAQJ8+fXDw4EEsX76cwQ1RO9GWFz5XeSQArN6zbuKxr1SMqhojRvcOww/nrttN8DUHZOYgSqs3orRSb1NOfeyyBgIEfP7rZTyZedTyfPPohBOXNVg5TY2PfsyHyQSEB8qQFqe0u+uUplLit6vleGrzMQC1Qdfa9CQ8+/kxqz43KSoF1k4fjJhQeaM+z5YYIso5VdSetWpwIxKJGvV4jUYDAAgNDXX4mAMHDmDs2LFWt40bNw5r1qxBTU0NvL1t/6LT6XTQ6W5uTdedj0XUWTWnusiVtrzwOeu6ax42ue9MEYor9ajUG22CrhSVAs/cmYhfL5ZgXXYecvJLMWe0ymr3Zu9v1zAkNsRyu8xbjIHRIVbjE+aMVmFNlv1p3wCgjg7B+uw8PDm+N+5f/QOA2lEKEASrgCVNpcDsUSrM3PCz5baM1Fi8uTvX7mt7iURYendf5OSXtPh/R2dYeUXtWasGN41JKBYEAfPnz0dqair69u3r8HFXrlxBly5drG7r0qULDAYDioqKEBERYfOcZcuW4fnnn2/4wok8XP0jI7lUjCV3JmBgdHDtPKNmXiTb8sJnziOxF7TMSIm1zGQymgTLY+ofPxVX6jA4JhT//Pq0wzEJw3oocOKyxuH4BHVUsNV9dWXnFiMjJRarduUio0JvqX6atykHH/1lKP5qMFkGaoYFyHD/6h+sysCdvfb+M0W4VqHDn9f+BK3e2CpHf/a0ZuVVawbe1Dk0Kbh57rnnMGPGDHTv3t3p48rLyxv8mnPmzMGRI0eQlZXl8rH1d4TMQZSjnaJFixZh/vz5lp/LysoQFRXV4LURdVT2LhIAbAIb8wV90Wc3j1Mae5Gsf9zjTEMufI25wEUG+2Lp3X2Re63CquuueWYTUBvcmAMbR/1l1k637QwM1AYnT285ilujQ7Dr1DWr24HanZWGJAgDQHXNzaBFqzfiWrkOczflWNb04G3dbfrbuHptTVWNJchqq5yX1ppT1Va5WuTZmhTcbN26FUuXLsWIESMwc+ZM/OEPf4CPj0+TFzF37lx88cUX2LdvH7p16+b0sV27dsWVK1esbissLIREIrEa6lmXTCZjI0HqdJyNCDh0ocRyW0ZqrN1+K425SNZ/rzmjVUhVKeyWQzfkwmdv7WlxSjx3VyJEABR2Ap1guTc2fH/e4cVWqzdY/b7m46eB0SGQeIkQ6ieFj7cXcvJL7a4pK7cYM1JiLT/LpWI8MqIHRsWHQywSoVJvxNrpg20mfZuZZ03VnTmVqlIgPFAGrd6IeZtyLFPD66v7HEfMVVWrduW2Sc6LecdsYeYRq8+8qZVXAJOUqeU0Kbg5dOgQjhw5gnXr1uHxxx/Ho48+ivvvvx8ZGRkYPHhwg19HEATMnTsXmzdvxp49exAbG+vyOcnJydi6davVbTt37kRSUpLdfBuizsjZRWLJ58csF0HA+ZFHQy6S9t7LPD8JgFWA05ALn6O17z9ThGc+PwZ1dAiOXCy1+Ze8q4utOdhQRwVb1meze3PjmGlh5hHcPyTaKu/mcH4JDKbaXWK5VIy3HhgIH28vuzOg6k76Nt+Wc7EUaXFKhAXI8PaDA+EnlSDEzxsSkRfWpCdBJBLhcH4JvjtZaJlJZZZzsdTmtrrvl3Ox1HL0ZdYWOS8tVXllxiRlailNzrnp378/Xn/9dbzyyivYunUr1q1bh5SUFMTHx+Ohhx7C9OnTERQU5PQ1Hn30UXz44Yf4/PPPERAQYNmRCQoKgq9v7V9aixYtwqVLl7Bx40YAwKxZs7Bq1SrMnz8fDz/8MA4cOIA1a9Zg06ZNTf1ViDyOs4vE/jNFmD4sxvKzqyMPVxdJe+9Vdydi8aQEVNcYG3zhczXewJy7Yu9f8s4uthqtHsPjlNAZTA53q/bnFsNb4oV/pw/GK1+fssmvuat/pCVf51p5Nb749bLDBGJzAGnO/fnwxwtYPKkP7nn7ewC1ycT2AqOHUnugf7cgiHAzMFyblYc16UnwEomc5hXV/W/ZVt2GW6LyyoxJytRSmp1QbDKZoNfrodPpIAgCQkND8c4772DJkiX417/+hT/+8Y8On/vOO+8AAEaOHGl1+7p16zB9+nQAQEFBAfLz8y33xcbG4ssvv8Tjjz+Ot956C5GRkVi5ciXLwInqcHWRqMvVkYeri6Sj99LqjVi1Kxe39w7HrdEhDVqLRqvHdRdN9cwXcEf/knd0sQ2SS/Hy1P4o0eoRFerrcLcqITIIr35tP+/GPDohKToEigCpVcl3/cc+NaEPJvWLgEQsQmV1DRIig1BQWm2prLIXXJmrnxaO740ZKbFYML43LpZUQSbxwk/nr2PBuN6YPqzaYV6R+b9lc3Je3MGcX9Xc7yKRWZODm0OHDmHdunXYtGkTZDIZ/vznP+Ott96CSlU7tfbVV1/FvHnznAY3DammWr9+vc1tI0aMwOHDh5u6dCKP56qSpVuIryUZ1NmRR0Muki1VNWPOs6m7q2RP3QtgaQNGDtQlAFj25SlMuy3a4WOcViblFmN6SiyC5N4oLHPe+fjCdS1mf3DYMizz1GUNbgnycf0eZ4owfVg1Zm44iDXpSZj9wc2/62qMAnLyS5weTzUn58Ud6uZXzRmtatZ3kcisSeMX+vfvj6FDhyIvLw9r1qzBxYsX8dJLL1kCGwD485//jGvXrjl5FSJqLa5mCHUN9MGb09T4bv4IjO0Tjr9P6dfklvwtMa+obp6NOdiyx3wBN9PVmBo00kGj1eNCUSUWfPor9ucWOd0hcHVM5y+TwMfbeTUYcDMIq93xOYGn70xAZLAvUlQKm/eQS8W1fXJuzIsKD5BhzmgVjl3WWH0Wa7PyMCMl1ubzSYtT4sW7++IP6lvw5jQ1IjpIVVH9/CpHv19HC9jI/Zq0c3PfffchIyMDt9xyi8PHhIWFwWRy/pcEEbWOhlay1L1Y2MtVAYCzhRVOy7Fbomqmbp5N3WTk+vkodfNLUlQKfH+uGF0CfZy+R90dIXOzPGe7VUG+zneagny9UVpV06AkX7P9uUW4UFy7k7NkUgJilTfHyzgqTa8d5xCL/rcEwwu1u0bmXKbFk/pg4YTe+L2kClKxF6JD5egR5u903e1R/fyqurlaGSmxCPL1Rohc2qwkZeqcmhTcLFmypKXXQUQtrLGVLPVzVRrTb6S5VTNGQbDMUfLxFuPopVIMjglFxo3xBlGhvvj6+FVLfkndQOf23uEOX7fuzsC0ITePopwFUAE+EqSpFFZdg+vefzi/BImRQfjop3z8O30wvHAa+3MdJ/maafVGDOoegm4hvrhaVm0ZveAoudn88+CYUPxtfG9ML9dZ5dos3X7Skmvz3fwRDfqc2xt7+VrmXC0A2DJ7GHqGd7ygjdyvwcFN3SZ4rrz22mtNWgwRtaymVrI0pd9IU9/rcmkVXtx63GZm0oyUWMy9Ecx8OisZ6qhgLL9vgE0irbOcnro7A3WPourvEOgMJsQq/SACcK1Mh+fu6otnvjhmd+doYeYRfPZ/w/DmNDVWfvcbBkQHY3pKDPxkElTqDDZJvmYxSj+kxSlgFAT858B5pA+LgUkQXHY2fnpiH/hJJVj+9ekWb5jnbq3Z5Zg6twYHNzk5Oa4fREQeobX6jdTvOuwvk9QGUU7KqY9cLMWZwgqr7slm9i7sdd9DJvHCnNEqrM3KszlGqrtDkBanxJPjeuO7U1dx6HwJ/je5O9TRIZbAp25AlZEaix/PFeOLXy9jf26xpWPxnNEqh8m+aXFKfHm0ABIvEdbsP4f9ucU4cO46MlJj4Sd1/tew3mBCQqRfk47+2vsYg9bqckzU4OBm9+7drbkOImpHWqPfiL1jrg8fus1pT5tHR6rw4I3jpPoXQXsXdnvvYW6qtzDzCF6a2t/y2nXvf25yIgo0VRCJgNmjekIAHO6mJEWHINRfiun+Mky7rbulwd9HP+U7ff3Jq7KwMWMIVnx7BsDN4EodFez0czPvXjT26K8jjDFojS7HREATc26+++47jBkzxu59q1atwpw5c5q1KCJyr5Y+LnB0zFVa5TxI8vEWWyp/XF3YHb1Hdm4xZBIvvDy1P8QiEZ4YG4+FE7xQVlUDf5kEIhFQYzIiSO6NvpFBmLspB5seHmo370YuFSMy2BcvbrM9RjNfpO8fEo0F42uTfc07PkbBhJSeChiMtu0vGlOK39Cjv440xqCluxwTAU0MbqZOnYpvvvnGZtTCihUr8MwzzzC4IergWvq4wNExl6umbXUrl1xd2B29h1wqxgO3dcf67DyrgCRNpcSM1Bi8/8MFLJ6YAL2hdvbU/UOiseyrk1hyZyKe33YcOfmllgniYQEym8AGuLlTc/+QaMtujLk/TYpKgVSVEk+Mi4emymAzf8pRcnNzdi862hiDluxyTAQ0sc/N66+/jokTJ+LEiROW25YvX45nn30W27dvb7HFEZF7mI8Lmtr7pj5Hx1zOeto0Nohy9B7maqT6Acn+3CKsycpDQmQQSqr0EHsB4YEyqKOCsevUNeQVV2JIbCi2zE7Br/klmLnhIK6V6+xWUQG1gYk6KtiqDDxFpcCzkxOxet9ZjFuxH//z3gFkrP8ZOfklWDlNDblUbEluntQvAjseS8OW2cPw3fwRzepXwzEG1Nk1aedmxowZKC4uxtixY5GVlYWPP/4Y//jHP/DVV19h2LBhLb1GInIDV3OaGpOo6uiYy7xrUX9mUlOCKLnUfmM9V9VIj9/eC95iL1yvrEGQrzdiFX5YP30wQv2lOHpJg+e3HbfsqLhq8AcAz01OxLmiSqxJTwIAvPTVSUvScd33BW7On1JHB6NHmD8iXPTsaShWIVFn1+TxC0888QSKi4uRlJQEo9GInTt34rbbbmvJtRGRm9k7LmhKoqqjYy6t3oiPf8rH8vsGoKLa0OScC41Wj8P59nNXXAUkmqoazNxw0PJzqkqB6Smx2HWqEMk9FFaBkatjtFuCfaE3GmESBIhEXgj0kdgENmbZucVYML431FHBKCzXISZU3mJHM6xCos6uwcHNypUrbW6LiIiAXC7H8OHD8eOPP+LHH38EAMybN6/lVkhE7UZTE1WdVcW8cHdfdAn0QZfApq+rqEKPF7edwMppasgkXkiIDII6Khg6gwndQ+WNeq2s3GIIAIbEhkIsElnd5yz5N02lRE5+CRZtPma5zbx740h1jQkxCj8kdQ9p0ZwTViFRZ9fg4Ob111+3e7tYLEZ2djays7MBACKRiMENUQfn6NipOYmqrVkVU1ZdA63eiIWZR/Dv9MF49etTlh2XOaNVSFUpkNWAMQlm2bnFyEiJhbbGuhGfo+TfNJUCs0epMHPDz41at8JP2modeFmFRJ1Zg4ObvLy81lwHEbUTzo6dKnRNT1RtzYZy5hyT+4dE45WvT1kFHnUDkqx6AUm6nTEJQG3+TqifFEZT7VgIkUhkqXAyN/J7dKQKBkFAjcGEiCAf3PvuAZuuxM2duN5crEKizqrJOTcAoNfrkZeXh549e0IiadZLEVE74OrY6cW7+zp9vqNE1dZuKGfOMbGXPFx31MKiCX1QrjNAqzdC6S/F/at/sAlIzIMsX9t52qaXzcppaszblINfL5bi7gGROFdUichgHxRV6G1eB2jZhGkiargmRSRarRZz587Fhg0bAAC//fYbevTogXnz5iEyMhILFy5s0UUSUdtwdeykN5oanajqLGB69vNjWHpPP1RUGxq9o1N/J2jZH/rh9NVyu481dwNOiAjEBz9egDo6BACgjg622VVxNsjSCyJsnj0MXx27grvfyoZWb8TbDw50mGhsDqy+mpcGg0ng8RBRG2lScLNo0SL8+uuv2LNnD8aPH2+5/fbbb8ezzz7L4Iaog3LVH6VSZ2h0oqqz5np/HBKNJ/77i9UOSUN2dBztBD09qY/d9zE34fOTSjAztQeU/lJkrP/Z7riE+hVSde3PLcLvJVWWEQoALF2IHR0/JXUPQbDcm8EMURtqUnCzZcsWfPzxxxg6dChEdaoJEhIScPbs2RZbHBG1rYb0R2lsoqqr5nr1A4L6lVcOh23a2QmacKEEaXFKy31Kf6lNgjFQm29Td1zC7JEqGAUBJpMAb7Hzcm+98WZp+fA4JVRh/gjzl+Legd3w9+0nEB8RaKnUCpF7I7oFS7yJqGGaFNxcu3YN4eHhNrdXVlZaBTtE1LE0tD9KYxJVHQVMzprr7TtThOJKPSr1xkYN23xx+0lsm5uKZz8/jkP5JVg7fTBe3nHKJoDan1sME2oTkHPyS3BrVDDmbcqBVm90Wb4d5i8DcHO3qraLsB8A4NnJiVj02RGr36u9Dask6gyaNH5h8ODBVmMWzAHNv/71LyQnJ7fMyoiozTVk7IJGq8fZwgrk5Jfg7LUKaLR6p69pDpjqc9Vcz2gSGjxsUy4VY85oVe2OUrkOCyb0xrY5qdDqDHaPioDao6iJ/SKgjg6xBDaA85EQKSoFguTeWJOehAn9Iqzu02j1WLT5qM14BvNOlKvPiYhaTpN2bpYtW4bx48fjxIkTMBgMeOONN3D8+HEcOHAAe/fubek1ElEbcnbs1JSqJ0cN5YJ9nR+BGU1Cg4Ztmqub1mXnWR89xSmxeFIfy/wmeyqqDTa7R4562aSoFJiREotz1yrxyH8OAaj93c3HZx1tWCWRJ2tScDNs2DBkZ2dj+fLl6NmzJ3bu3ImBAwfiwIED6NevX0uvkYjamL1jp6Z2JwbsB0z+PhKHR2CpKgUqdAarZGCdwQQfbzEEQcDo3mGWsQaOcnf2nynC0m0nLfOb7BF7wSYR2FzhtHhSHzx+ey8UlussScPzNuXgzRuBj/l3NwctmirnOzMcVknUdprcnKZfv36WUnCizqA1m9C1R/V/X4lIhEMXSuw+tjE7EwIAiAAfiReW3dMPCz47YtVcL+XGbCejyYSV09T48McLAGpzdKprjAiWe2PJpAT4Sk5j+7ErTnN39ucWYdbInnbvT1PVJh7PSImFCNYN/gZGByM80Ad/XvuT1a6PvY7GlboaXC6tQnWN82M2DqskajtNDm7Onj2LdevW4dy5c1ixYgXCw8OxY8cOREVFITExsSXXSOR2rd2ErjU1JSiz9/umxSktTezsHfPU3Zmo+54BPhJ4e3lh8ZajNiXfL9zdF4NjQzEjJRY6g8lmh+TDHy/ggdu62xw5paoUWDqlH/5vVE9U6uwfOZmJvUQ2uzOpKgWeGBePaf/6ASk9FXh5an9U15gsu0o+3l547ovjNoHNDDsdjYN8pViQeQQDooLd2o2YiG4SCYIgNPZJe/fuxYQJE5CSkoJ9+/bh5MmT6NGjB/75z3/ip59+wqefftoaa20xZWVlCAoKgkajQWBgM6b1Uaeg0eoxZ1OO3XyKujkX7VFTgjJnv2+KSgF1dIjdnZDv5o9Az3B/m/ecM1qFnPwS+8Mm45QY1D0Eq/edszl+CvKVYPfpa46fq1JiQHQw1FHBVlO96/vo4aHIOltkee0gX290C/ZFebUevlLHZezmAE1TVYPqGiO+P1eMtVl5VgHP8DglltyZgDte32eV+2M1dypOiX9aqqqIqDkaev1uUrXUwoULsXTpUnzzzTeQSm/+pTBq1CgcOHCgKS9J1G41JFG0PXKVI+OoesfZ75udWwx1VLDN7eadCXvvqY6y7QJstv9MEcb0CcdbDwxETn4J5m7KwYmCMgiCgBqD4Py5ubUBi7PqplSVAgp/KZKiQyw7QwfOFcMoCOjbLQQ9w/0dBqZB8tqhlgO7hyBG6YcjF0ttApuXp/ZHhc4A4Gaujjo6BGvSk/D2gwOxJj0Jz9yZwMCGqI016Vjq6NGj+PDDD21uDwsLQ3Gx/b+IiDoqV11722uiaFOrd1z9vv4yCd5+cCB8vMU4nF+C0wVleOHuvgiSS3G2sAKHLpRgzmgV1FHB0BtNLnNNCst0uFpWjZz8UquqpzXpSTCYBMtrmXd0zAMstXojdAYT1mbl4cOHh0KEU3Zzd5Z9dRIJkUGW3abhcUo8nBrr6uOz4qyCrG7AYx7zUNd380c06r2IqPmaFNwEBwejoKAAsbHWf0Hk5OTglltuaZGFEbUXDena2x41NigzH8MYTALWTh9sFUTUVaEzYPYHhwHUHrksu6efZWeivFpvFaDIpWJ8/MhQl2vtEuhjU/V07LIGE/tGYOOB81YBQ90BljKJF7R6I0or9bg1OsRu7o5Wb8SDt3W3rLepAysdNS5saONDImo7TQpuHnjgASxYsACffPIJRCIRTCYTsrOz8cQTT+DPf/5zS6+RyK3MF6+DF0ps8kKullW324tXY4Iye7k5dYMIc4BTv1po/5kiPL/1uGX4pcFU23dGHR2CnPxSZKTG4ujvGoeJtmk3Xi/hxsiCukGMIAAvbD1ud4AlACye1MeyFm2N7Y5JXX4yCbbPTYUyQIYugT5OP5fGctTHh5O/idynUcFNbm4uVCoV/v73v2PGjBm45ZZbIAgCEhISYDQa8cADD2Dx4sWttVYitwiSS/Hy1P64cF2LN3edsWkUN6JXGILkblygAw3dUXCUm2MOIsx9YuxVCzkafmkOjCQiEWZ/eNhhU7wlkxMx5a1svDlNDZ3BZNXXJixAZjWgsv7aFk7ojaXbTwKwbexXn4+3GAo/aYsHNmaNnbdFRK2rUcFNr169cMstt2DUqFEYM2YMXnjhBRw+fBgmkwlqtRpxcXGttU4it5JLxXhrV67dRnGuGti5S0N3FFwlED81oQ8mJHaFSQB2nb5qdb+jBnrmn58YG29JtM1IjUVGvWOjvKJKDIoOQXGFDuEBPlZHWm8/ONDp7/d7SZVlR+lqWXVt35pc298jLU6JiCCfVgtszBozb4uIWlejgpu9e/di79692LNnD+bMmYPq6mpER0dj9OjR0Ov1kMvlzLkhj1RUobd74QTad2t9845CYbkOmqoa+MnE8JdKUKEzICe/BIG+3i476164rrXk2NQ/qnLWQK92d6V27py9RFsA+OCh2zB7lAoKfylKtXq88d0ZS2DkajemW4gv3n5wIGQSLxy7rMGM1BiYIFgFWuZArrUDGyJqXxoV3KSlpSEtLQ2LFy9GTU0NDhw4gD179mDPnj3YtGkTdDodVCoVTp8+3VrrJXKLjlYxVbeJnp9UgkP5JXh152m8NLW/1U6LXCrGhw87T/itG2TUP6pyNfyyRFvjJN9GieoaI+ZuyoE6OhiLJvS2epy5xNvec1NVCnx9/KpVwCSXirHkzgQ8NzkRlToDj4aIOrEmdyj29vbG8OHDMXjwYCQnJ+Prr7/Gv/71L+TmOk7qI+qoOlLFlKPk4H+nD8bK736zCmxWTlPjxGXHCb/m/jFr0pOsSrFHx4dhbVYeglwMvzQYBbvjDVJUCqSnxGDujR2g7NxiVNTrNOxogGWqSoG/39MPS7edsHp8UvcQjOwVxp4yRNT44Ka6uhrff/89du/ejT179uDnn39GbGwsRowYgXfeeQcjRrCnA3mejlLu6yw52Et0GgOigm0GTpr7y5gfZ5Z2I+H3pa9OWp4D1AYmd/WPxOePpuBKWRXS4pR2c3bS4pS4JdgHuhoTnr0rEfoaEy5c19qUaZsF+lj/dVQ/VyfARwKDUUB3hRy3hMix/L4BTOAlIrsaNX5hxIgR+Pnnn9GzZ08MHz4cI0aMwIgRI9ClS5fWXGOL4/gFMmvM3KXLpVUOk3Pby27B2cIKjHltr83t5iqkcYldcPF6FXy8xVD6S3H/6h+g1Rttpm/LJF7oFuKLl3ecsgpszNJUSkzo1xX9uwWhvNqAVbtzbSqh5oyKQ1igFPnFVTh6qRSj47ugsLzabjM+ANj1/0ZgyefHHO4gvXh3X5Rqa3ObPH1oKRHZ19Drd6OCG29vb0RERGDKlCkYOXIkhg8fDqVS2SILbksMbgho+tyl9rxbkJNfgnve/t7qNoczj1QKpN8o7bY3CPO/fxmKCr3RYTO/NelJiAz2xdR3vrcJjHIulmJtVh4+fmQo/vjeD7XjCHbn2pSLm0vLB0WHYN4YFTTVBpt1mh9nNAl45D+HAHScoaVE1LJaJbiprKzE/v37sWfPHuzevRu//PILevXqhREjRmDkyJEYMWIEwsLCGrzIffv24ZVXXsGhQ4dQUFCAzZs3Y8qUKQ4fv2fPHowaNcrm9pMnT6J3794Nfl8GN9SRh2E6Y2/nxtngSmeDMD+dlQxNVW2idJdAH3x78ipW7ztnCXLefnAgFH5S/HH1Dw7Xs+nhofgxrxgHz1+3yrmp+/539ovEwO7BMBgF3PfeAYeB0pvT1FYDMjvyfyciapqGXr8blXPj5+eH8ePHY/z48QCA8vJyZGVlYffu3fjnP/+JBx98EHFxcTh27FiDXq+yshIDBgzAjBkzMHXq1Aav4/Tp01a/VGMCKiKg6XOX2jt7uUGuyrUzUmznLKXFKXHmajkWbb75/+W0emXgMokXAlwkFAf4SDCmT7jTZnyP394L97xdu/szMNr+WlNUChy9pLGZM1WqremQ/52IqHU1uVoKqA12QkNDERoaipCQEEgkEpw8ebLBz58wYQImTJjQ6PcNDw9HcHBwgx+v0+mg0+ksP5eVlTX6PcmzdLTS7oay17jPXrl23RwbP6nEapbUoOhgzB6pwswNP1s9Z39uMUyoTUTOyS/B1bJqhAXIkKpS2N2VSVUpYBIEXCvX2dxXV2G5Dlq90ao6qn5l1czUWIggwr+zztl0iH6Zx1NEVE+jghuTyYSDBw9ajqWys7NRWVlp6Vr81ltv2T02amlqtRrV1dVISEjA4sWLXb7nsmXL8Pzzz7f6uqjjcFXaHejr3ahk4/ak/igAH6nY6v66OTj1A4Uv5qTA20uEcp0Ra9IHI8BHgqtl1ViQeQRFFXpk5xZj9kgVUlVKVOmNePSDw/h3+mC8uO24VUCSqlLgmcmJKCitdrlecx+dutVRiycloLrGCB9vMbYdLcDRSxr8lHe9Q3WIJiL3aVRwExwcjMrKSkRERGDkyJF47bXXMGrUKPTs2bO11mclIiICq1evxqBBg6DT6fCf//wHY8aMwZ49ezB8+HCHz1u0aBHmz59v+bmsrAxRUVFtsWRqp5yVdt/RJxxSsZdNTk5HSmINkkuh1RtxrUKHEwVlVn1sHI1MqB2CeQIT+nbFU3WOo1JVCnzw0FA8+O8fUFShh0ziBaWfFBPfzKqduP3vH7B2+mAsEolQXWNEiJ8UOoMJJZV6hAVIcaWsGqN7h2HXqWs2VVkhcm8o/GXYMGMIfr5wHWuzagOu23uH49boEGi0ehy5WIr0YTF4/Rv7R1sd+RiRiFpHo4KbV155BaNGjUKvXr1aaz1OxcfHIz4+3vJzcnIyLl68iOXLlzsNbmQyGWQyWVsskToIZ3OXnrsrEQs/O2qTk7OvA+0SaLR67PntGrYduWzTx8ZZDs7+M0WYPizG6ras3GK8uO04Xp7aHzM3HISfTIIr5dUY1iMU3566hqIKPTLW/4wPHx6K8uoam3LuNJUSSyYnQCbxwtRBUTY7RuZqqBOXNXjrgYH49fdS+HiLLeMhlv2hH85crXD6+3bUY0Qiah2NCm4eeeSR1lpHkw0dOhTvv/++u5dBHZCjSc6ekGxcVKFHeIDMEmTM25SDvwzvgYUTeqOy2rbsuy4/mQRzRqusyr+zcouxYEJvpKoUKNBUYU1WHpZO6QsTTmDXqWu4f0g0Dp6/ju1HC2x3hHKL8OLW4/jb+N54Zccph0M2h8SGwsfbC4fOX7dKQB4ep8TzdydCLhXbLVkH2leHaCJyv2YlFLcHOTk5iIiIcPcyqIOyN8n5XFGl0+d0hF2Csuoa6I3WicQDugXhn1+dwnQ71VF1Bfp44/beXSx5NYduJBpX62s7DVfpapCdW4xnthzD9JRYPHhbd4QFyHCtXGe33ByoTUZ+UgSrPjd1ZecWY+H4Pnhpx0mb19h3pgjPfn4cS+5MwKLPjto8tz11iCai9sGtwU1FRYXVLKq8vDz88ssvCA0NRXR0NBYtWoRLly5h48aNAIAVK1YgJiYGiYmJ0Ov1eP/995GZmYnMzEx3/QrkgTrSHCnAfpdlf5kEPZR+WJOeBL3RhKgQOXy9xTiUX4oB0Y4HUqaplPjlYolVzo15EnilzoA3vvsNS6f0g9Jfiv25xZiR2gMZ63/G2w8OdLnOKge7LmYiERwGR/vOFOHpSX1s8qTMHaLb+04aEbUttwY3Bw8etKp0Mif9pqenY/369SgoKEB+fr7lfr1ejyeeeAKXLl2Cr68vEhMTsX37dkycOLHN106eq6PMkQLsd1m+vU84np7YB898ftxqpyRNpcTKaWoszDyCl6b2B2A7S2r2KNsS8OzcYogAPJTWA1m5xVi85ejN/BupGHKpGD7eYrjqB+rvIih0dORkVqU32j1GZGBDRPW5NbgZOXKk078Q169fb/Xzk08+iSeffLKVV0WdnbNk4/a0S+BoSGbviEAs+fyYTe+Z/blFMEHA/UOisTDzCF6e2h+LJyUgr6gSMokXwgJklllT9WXlFuPpSQmQS8WW/BsAMJoEPDc5AUp/KY5fcjxdPE2lgMRL5HT6uL9MbHN7XQE+3naPEYmI6uvwOTdErcFRsnFzLqwt3TfHUeKzq47ED6f2wK1RwVibnYcHb+uO2R8cBlA7TsHZ7klZVQ0yUmOxalcuKqqNSFEp8P25YoxL7II3vvkNDw6NwZxRKsv7mKWplJiRGoOrpdWYcSPfx97sKBHgcMJ4e9sxI6L2jcENkQMtuUvQlCGdddkLjBx1WbbXkbiuUH8pXr5RtVR39IK5mZ4jvlIx1FHBAIBAH4ll6OWIuDB8e+oavj93HY+M6IEF42t3dbR6I/xkYsi9xSjR1iDMX4al209AHR2CjJRYq9lRH/2Uj3/c0w8vd4AdMyJq/xjcELUyR8dHDe2b4ygwenpSH7uP9/F2frwjEXtZdk5yLt5MLq77v+tLUSkA1AZO5rEK5hlTfjeOk7R6I17/5oyl2Z65Yd/YhC4QABgFAUsmJ+LpzUetdpaGxynxwt19UaCpQoCPN165bwAqqg3MqyGiJmNwQ9TKmtM3x1lgNCG/1JL4XLfzb7cQX4fznlJUCpRU6i0/153nVPd/1z82mjMqDrtPFyKpeyhevLsvvjpeAK3eiOFxSvhJbf8acTTiYUzvMPxtXDxmpMRCZzAiOkSOI79rMHHlfsuRmHlHq2e4v93PxJmOOjKDiFoWgxuiVtacIZ3OAqMXt53Al/PS8PftJ/DHIdH48McLAICuQTJMT4mFSCSyeq45t6XusVXdeU4ZKbEwmAQ8f1ciSrU1MJoEVOgMuFpWjeoaI45e1KBvZBDyr1chvksgUm5UV3mLRTbVZY5GPHx36hqqDSaoo0MAAO//cMFuX5umdIJu7tEfEXkOBjdEraw5fXOcBUZavRFlVXosvacfnv7sCB64rTvWZechISIQT3zyKzbPHoaC0moEyb0hEYtQUlkbsJgEwTLryfw65t2VFJUCg2NCYTAJmJDYFYIAxHcNxLnCcjw4tDse/fAwlt83AEp/aW3uzPqfkdJTgWX39MO+3CKEB8igM5gQHSoHAOTkl9okKdfN9XGU+NzYTtDNPfojIs/C4IaolTWnb445MKo/cNLHW4zD+SXw9/FGRbUBvSODLDslGSmx0OqNKKrQwSAIWL7ztM0x0zN3JsJLJMK3Jwutbp+ZGgsRRPh31jmbieEzUmIA1CYe+0rFlvuzzxajxiTguxNX0TsyEOqoYORf12JYTwXGJnRBxvqfUVRx8ygMcJ30DDSuE7QnjMwgopbD4IaohTjK92ho3xx7z1f6S3FHn3D8cUi0Tf5KqkqB+5OicK1CZ1X+bU4M7hLog2e/OG53ltML247jpXv6ISMlFqVVNZaqpaOXNPgp77rdieEmQcDiSX1wtawaoX43A4WM1Fgs3XYc99/YOaq/xn+nD8YD/7Lun+OqMgtoXCfo5hz9EZHnYXBD1ER1gxE/qQSH8kvw4rYTNomxkcG+LvvmOMsXef6uRPwt84hNwJGVW4ynNh/FkjsTUKCpttxuTgzWGwSH4wyyc4tRWWOElwj44MebeS9r0pMs1U72nvPUhD4oLNdBo70ZLJjLw+3l2GTlFkOE05b+OEDtDlHOxVLL/7a3xsb2teloIzOIqHW5/ucTEdm4XFqFOZtyMOa1vbjn7e8xdsU+bDtyGSunqSGX1pZGm/M9NNraI5kguRQ9w/1xa3QIeob7W+3YOMsXqTE6DlL2nSmCVOyFYN+bF29zknCFzsVuRpUBGRsOQh0dgjXpSXj7wYF2K5/quq7V4z8/nMfB/BKr29VRwU6GZhZZAqDUG0nNa7PysDYrD3NHxyEtTmn1+Kb0tTEf/dnDBoBEnQ93bogaSaPVY8GnR7A/1zoYMV/c6+5SNCTfw1W+SKXeYHN73Rycq+U6KP1lWHZPX7y4/SS0eiO0eiO8RCKnv4dcKrZKJgZqd26c8RKJ8MBt3TFvUw6A2sChW4gvzl5zPkk9wMcb380fAX8fCSp1Bnz40G2W3atVLdAJuqOMzCCitsHghjosd/U0uVJWbRPYmNXv+gu4zvdwlS9SWa/ayFEPmbQ4JT6dlYzCMh20NUb4eosdjjOov1ti5qyRX1qcEpHBPvASifDRw7fBT+Zt2REprpcwXJ/CT+q0b01L/HdrjZEZRNQxMbihDsldPU00Wj1+L6ly+pj6lUCu8j38Zc7/byj3FlsFHI56yOw/UwRBOIlbo0OwNisPbz8wEM/cmYAXtlpPB09RKTB7pArXynU2gYw5X0cEWDUBTFEpkD4sBpNWZiGpe4jN59xdIXfYOLAtj4U4WJOIAObcUAfkKkfFnOPSGuqXNNtTtxKoIRd2qdjLMt6gvhSVAoIAzEiJtTxmYHSI3Z0VuVSMW6NDMKFvV3z+aArWZJ3D3W9lY8CNnJo16UnYOjcFg2NCMXPDzzABmDtKhTTVzV0crd6ITT9ewJPjeyPz/5Itz1NHh1jGLdj7nG8JkeOlP/RvkfwZIqLm4s4NdTju7GlSVl3j/OimTiWQqwu7+VitRKvHs5MT8aKdHZYZKbG4pKnC4x//gozUWDyc2gN+dnZ66h5VAUBOfollfXWPrlJUCqijQ6DVGyGXiuEvE2NQTAienBCPar0J/j4S+Ei8oDOaIPYSYeaGA3bXbu9z7hYqb5H8GSKi5mJwQx1OU3qatFR+TqhciqToEEzuH4Gl205a5d6kqBR4YUpflFfV4J5bb3F6YS8orcKe09cQHljb0bdSZ8Sjo1VYMKEPLpZoIRXX9p2ZtykHb05TWxJ/54xWIbmH7S5P3aOqjJRYh51/6+YEGU0Cdhy/ipz8EnQJ9EFS9xB4iUQIvfHZ5NSriKrP3ufMYyEiag8Y3FCH09ieJi2Vn3O5tAqLtxzD/tybgypnjewJsZcIWr2xtrmdXIpYZW3irEarx9nCCpuASqPV40KxFtuOXrYzoFKF366WW3rNDI9TorBcB6B2d2ZkrzDs+e2azc5R3SZ+rrr/mid7B/hIcOpyGeaOjkNMqBxd630W7B1DRB0VgxvqcBozzqClZg5ZXufGTo15J2XVrlykqBS4s38kRvYKs9uUzxwIpfRUwFvsBX+ZBHKZGH9J6wn1jeRfrd5oCVYWTeiNGqOAYT0UkEm8EODjjVfu7Q+FvxSaqhq707vrBjSuuv8G+3pj6ZR+KK6oxt/GxyNYLkWXQJ9mfc5ERO0JgxvqcBrT06Sl8nOcvU52bjGem5yIiBs7H3UDKkdl2ykqBf42rjfSVApM6hsBoyDgeqUegiAgwMcbeYXlAGDpY9OrSwBOXNYgIsjXZpK3zmBC1I1BlYCLcm6VEl2DfDBx5X67nZTrYu8YIuqoGNxQh9TQniYtNXPI2euYOxKbj6B8pWIMiArGoQslDsu2s3OLIcIpPDm+N5Z+ecLq/jG9w7BgQh8cPH/dcltxpR4CgFB/KW7vHYZvT12zCpbmjFZZSrHt7ewAN8q5U2JQVWOwmvPkbBeLvWOIqCNicEMdVkOSVxubN+Io8djR65h3Zuz1klk5TQ0vkchhcm9WbjFm6wxQR4dYdmB8vMXwAlBcocP2owU2wUms0g+P39ELgMgygVtnMEHh542p6luw+PNjyM4ttuzszB6psuQEHc4vwaYfL+CB27rbrGXfmSJcKq1CUaXeJtmaScKOtUUjSXc1qyTqyBjckEdrTN6Is8RjR6/jbGcGAB4Z3tPp+rxEIuTkl1gFQF/OS8Xfvzzp8DWfvysRT03qg2c/P2b1vNv7hOPvU/qiQmdEdY0ROoMJB84VW3J6UlUKPDM5EQ/86we7azlfrMXsDw63STNET9AWjSTd1aySqKNjEz/ySOZKpXNFlVg8KQHL/tDPcnwE2OaNuEo8BoCXpva3Gc44rIf93BagNhgJ8XO+c2Q02Q7FNNi5re5rVteY8Oznx6x2igDg25OFWLLlOL49eRWz3j+E8EAZxiV2wZr0wdg6NwXP3lUb2DhqRGhORG6LZogdXVs0knRns0qijo47N+RxHP1r98t5aSir0ltmIjU28bhnuL8l/6RSV4MgXykKK3RO12IwCk5nNR04Z3u7Vme0ua2uKr3RJrAx259bhL/eHocV357BmasVmP3BYct9c0arEN81AEV2nptSp/kg0PrNEDu6tmgk6c5mlUQdHXduyKM4+9fuM58fQ3eFH3qG+zc58ThIXjsAUhngg8WfH0NZlfPn+UrFeP6uvjZjCVJVCjxzZwLWZuXZPEcidj7N29/H+b9JDCahdq2+1rtGa7PyrMY4mJk7IddfS0OTrTujlkpUd/d7EHkq7txQo7XnBMem/mu3oYnHGq0eheU65F/XYkZKLARBwOjeYdh16prNc9JUSlTpjSir0uHZyQm4UKy1JA0r/aUortRZVS2ZZeUWIU2ltDt5PC1OCamL4CdAJsGa9CRU1xitdo3qlpA/OlIFqcQLmqoaSyfk+mthkz7H2qLBIZsoEjUdgxtqlPae4NjUf+06SzxOi1MiwEdi93dPUSnwzJ2JAGAV4KTeKLt+8N8/Qqs3Yk16EmZuOGi5Xy4V481partBzOp957Bu+mAAsLovTaXA38bFo6pe0FJXikoBoyBg5oaDlkouAFYBzpGLpXhwSDTkUjHmbsphk74maIsGh2yiSNR0IkEQBHcvoq2VlZUhKCgIGo0GgYGB7l5Oh6HR6jFnU47dnZHhccoGd/ttTWcLKzDmtb0O7/9u/gj0DPe3e9/l0iqbhnXmI5uSSj2++OWy3d2UFJXCMq+ptqGeL74+fhUf/ZSP+4dEQx0VDD+pBNqa2nJsc/VS3QZ/dQOVNJUSc0arcOBcMfrdEgSdwYRgX2/4+0iQsf5n/Cm5O4bEhGLV7lybUvG5o+Nw8boWf/u0NglaLhVjyZ0JGBgdjCq90aZPjb3f2ZxsHdEOgtX2rC0+O/73IbLW0Os3gxsGNw3WnMChrWi0eqe7Ea4CsMulVSip1KOs2oAAHwmullVjQeYRvDy1v9XOS31rpw/G4fwSSyCjM5gQ4ueNY5c06BLoYzmOuqKpQkSQL/726a+4f0g0BkaHQCbxQojcGzqDCVKJCN+cKIRIBPSNrA1sZBIvdAvxxStfn8a3Jwshl4rx1gMDcUVThfAbry2TeKGwXIdRvcLgKxU3qume+ZiRTfoary0+O/73IbqpoddvHktRg3WEBMfmjAy4XFqFBZ/+alWJlKZS4oOHbkOJ1vnv5i+T4Nc6/WoevyMOQ2JC7TbimzdahTXTB+OfO07ZjGR45s4ErN53zib/5bv5I/DqfQMsF7lAX28kRAaiotpguegldQ+x/H6NufixSV/TtcVnx/8+RI3H4IYaLNDH2zIE0twZ18dbbDlqcUeCo73k5qaMDDBXWR3KL8Wc0Sqr3+/Xi6VIvMX5Dp/BaLIKikbFh+PlHafsNuKb1C8CX9ULesz3Ld12EhmpsVZBjzm/wt5Frgs3HomIbDC4oQZT+kuxdvpgvLnrjM2Ow9rpg9s8wdFVcrO9YMZRpVdRhR4nC8rw4cND8erX1jsqaXFKDI4Jtcx0qi9NpcT3dvrVOGrE1yXQx2mfmukpMVa/D4dUEhE1DoMbapS3duXa3XHwEomw6kZlTltw1b3VXm6Ns2CoQleDtdMH291t2X+mCIs/P4YF43ujymCyOWZafGcf3PP291bPcdaIT2cwOf3d/GQSvP3gQPRQ+iEiyIeBDRFRI7GJHzVYUYXebrUQUBsAOGrr32prcdHPpi5XwVCQrzfKqw1Oxx4UVeihjg7BmvQkfPyXoViTngR1dAgKSqttcmScNeIzjzlwROIlwkc/5TOwISJqIgY31GDtKaG4sWtxFQxVG0wuX7O6xohVu3Ixc8NBFFfqMXPDQazalYuD+SU2XX/NjfjsKSzTIa3e481SVArIpWIeRRERNQOPpajB2lPH1MauxVXgUlFtQLcQ531DYhR++O8jyfCXiSESibBhxhD8fOE6PvopHy9N7Q/gZp6NpRGfCFZBVZpKgchgH8xIjYUJsDnimpESC73BxB4mRETN4NbgZt++fXjllVdw6NAhFBQUYPPmzZgyZYrT5+zduxfz58/H8ePHERkZiSeffBKzZs1qmwV3cm3ZMdXViIfGrsVVMKTwk+LAuWKHnX9TVQp8eazAkmhsDkROXNZYSs/vHxJtaeYX5OuN7LNFWDC+N6YPq0aQrzcCfCQ4nF+K/7sxzDIjNRazR6og8RLBTybBtyevYt6mHGydk9q4D4uIiKy4NbiprKzEgAEDMGPGDEydOtXl4/Py8jBx4kQ8/PDDeP/995GdnY3Zs2cjLCysQc+n5mlOD5nGaMiIh8asRaPVQ+IlQlqc0u7R1B19wgEAXYN8MXd0HOaMUiH7bLGlk3CqSoHpKbGYtynH8hxzAKSODsG67DzcPyQaq3blWoKeP6/9CeroYNQYBRy5WIo36yRbvzlNbWm8d+Bc7fuoo4Ohjg5BUvcQttUnImqmdtOhWCQSudy5WbBgAb744gucPHnSctusWbPw66+/4sCBAw1+L3Yobp7W7Jja2BEPrtZiDpROFpRh7fTBKK82QFNVY+nPc/5aBZ4c3xtPbz5q07zv2bsSUWMwYvuxK5ZApz7zzKitc1NQWKZDzsVSS7AyIyUWH/2Ujxfv7ouIYF+XHZ4/fOg2xCr9bI6k2vOgUiKituSRHYoPHDiAsWPHWt02btw4rFmzBjU1NfD2tn/0oNPpoNPpLD+XlZW16jo9XUt2TK1/4ZaIRDh0ocTuY+1N9Xa2lqtl1ThfVIn/HdodsUo/vLD1OLLqBDCT+nXFwvG9UVZtwOxRcVgwoY9l3ML+3CI898Ux/L+x8VY9b+ozmATMGa2CCCL4SSWY2LcrptwaiUqdASWVNVgyKcESrLjK+5FJvGwCm/Y+qJSIqD3qUMHNlStX0KVLF6vbunTpAoPBgKKiIkRERNh93rJly/D888+3xRKpEcwX7kMXSixdjwHgv48k49uTV+2OIWhoRVbdUQpzRquw8cB5y1GSXCrGY3eoMLZPBBZuPmqVY5OqUuCTWcn4/XoVfjx/HVKJyPKc+p2Zj14qRazSDxsPnLdpajgjJRYf/5SP5fcNsNzuKu9HZzBBo70ZvDWllw8REXXAUnCRyLp/iPlUrf7tdS1atAgajcby5+LFi626RnLNMu7gQglWTlMjJ78EMzccxMwNB3Hnm1k4dP46Vk5TQy4VWz2vIRVZlqDAnBcTFWwJYJT+Uvz3kaEYnxCBp7cctUkezsotxpItx6A3mpCTXwKpWIwJfbtYrXH2B4eRsf5nhPvL8OLW43abGq7PzsNzdyXaJEGnxdkvD09RKfD9uWKr/jyN7eVDRES1OlRw07VrV1y5csXqtsLCQkgkEigU9vuGAIBMJkNgYKDVH3Iv84U7IzUW67LzbLsC5xZjXXYeMlJjLbc1tCKrflBg7ggsl4rx7/TBOPK7xmnDvqzcYoQHypCdW4wXtp7A/LHxdtcY7mSMQlZuMaprrDsRB8mleO6uRJueOOadnrVZeVY7U+2prxARUUfSoY6lkpOTsXXrVqvbdu7ciaSkJIf5NtQ+mS/c6qhghzkt2bnFltLqO/qE47m7ElFUocfZaxWQyyTwEokg8RJBcSPB1py/U1xpvaNh7gickRqLV78+hekpsSirNjhdX0V17XHY/twiVNeY7AZCrsYo2As+RKitsMpIibVUTOVcLMW8TTnQ6o1WO1Ptqa8QEVFH4tbgpqKiArm5Ny9seXl5+OWXXxAaGoro6GgsWrQIly5dwsaNGwHUVkatWrUK8+fPx8MPP4wDBw5gzZo12LRpk7t+BY/TVpU55gt33V0Ve9PGg3y9sev/jYBU7IWFnx212pEx73gs+/IkltyZgJd3nEJsmD/GJVrnZeVcLEWKSmEJpKbd1h3hgdbHXTbr85VgTXoSdAYTvETAnNEqm4opV2MU7AUfCj8pjlwstRvQ1d+Zasu+QkREnsStwc3BgwcxatQoy8/z588HAKSnp2P9+vUoKChAfn6+5f7Y2Fh8+eWXePzxx/HWW28hMjISK1euZI+bFtKWlTnm/BOZxAtyqRgrp6mxLjvPJjH33oHdECL3tlseXrfXzPNbj2PumF545etTluea71+blYeVdfrMyCReKCzTIVWlsKqeMktVKVBeXYOZGw5arWXlNLVlhwW4GTTZ29VxFHw0pj9PW/UVIiLyNO2mz01bYp8bW43tL9MSzhdV4vuzte+3/WiB3SDh9j7hWDIpAbnXKqx2dOruoqyfPhhGQYCvtxilVTXwk4oRrZBj6bYT+O7UNQC1O0MfPjQUU97OxpzRKvx+vRJzx/TCs58fswpwUlUKPHdXX9y/+oBNwm6KSgF1dIglAJNLxVibPhhv7cm1CQhfntrf6QiFxvQKas2+QkREHUlDr98MbhjcAIDLBnPfzR+BnuH+LfqeGq0eO09cRb9bgjD+jf0295t3dDZk51kl7pqPo8wdg7+Yk4rnvziGQ/ml+MvwHkhVKWE0CQjwkUAmEaNCV4OSytr8lwJNNSKDfXFLiC9e33kKfxgUhfBAH2h1BvjLJJB6e2Ha6h8cViKZm/YBtXOilkxOgEwihsEoMPhwgE0IiaileGQTP2o97qjMCZJLkaJS4tQV+00VHVVSmX82V1KZA5tVD6ixLisPK749Y3lsikqBuaPjEKOQo8YkYE3WOQyIDsHq/SXIzi3G9mNXAdzM+UlTKZ2WWPvLJNg4cwhqDCaEBchwuaQawXJv3Bod0qzPwlOxCSERuUOHKgWn1uOuypzIYF9Ehcjt3le3P0192bnFUEcFI7mHAvtzi5GRWltKXb80Ozu3GG/tOoMak4D861rMSO2Bkb3CbF5Xqzdi1a5cVOicV1HJZWLM+s8hrM3Ow/FLZfjl91JWLTngqgmhRss+PUTUOhjcEICblTn2tGZljkarh1TsZbe5natSa3+ZBN7i2q+wOirYbnIwUNszJ/+6FjM3HETG+p+hqXK8C5VzsRRpKvufQ5pKge9OFkIdHYw5o+LQI8wPtwT7smrJATYhJCJ3YXBDAG5W5tQPcFqzMudyaRXmbMrBhJX7kT4sxqa5XZCv8x2RCp0BBmNtAKQ3Og+EXAVKZmuz8rBkcgLS6q0lLU6JZ+/qi3EJXbBgfG/8dL4YM9b/jP7dgpg/4gCbEBKRuzDnhiwig33x5jR1m1Tm1D+ymLcpBxmpschIiYW/TIIKnQHVNUaHpdbm3ZWfzl9HmkqJMH+Z0/er25PGWQn3wOhg6A1GTOgXgel1Gu1dLatGcUU1fsi7jte/uZnTU2VnUjjVYhNCInIXBjdkpSUnfjtT98iifgO/LoES/HH1D5ZqKQBWgUiKSoH0lBh88OMF/GloDCb0jYDRZEKaSmF3HEKKSoGci6WWn819b7wAq8fXVj8l4p9fncS3N0rI60pTKTEoxjpxmBdox9iEkIjchcENuYX5yMJeA785o1UY0zsMfSKDIBGJ8NSEPgCA61o95FIxvMVeKNBU43+HxqBAU4UugVJcr6zBjNRYyCRi9I4MtARKwXJv+MskyFj/s+W9tXoj5m3KwUd/GYpZ1QZIJV7w9Rbj25NXcbmkym5gA9SOYpieEmP5mRdo59iEkIjchcENuYX5yMJc7p2TX4o5o1VQRwXDKAj4g/oWPPv5MauGeWvSk7Dim99set7cFquAxMuAxz4+gjXpg7H861M2nY5fmtrfqrvwoOhgAMDBC9cxuV8ktDVGDIwOQaif1O6oBTNz7g4v0A3TlkedRERmbOLHJn5tpm4zt1A/KZZsOYb0YTGYuynHsnuTnVuMOaNVyMkvsTqKsnebWVqcEi/clYgfzl3HtqOX7T6mbndhcxPAhZlH8OY0Nd7anWtVaVW3SWD9AOfLeamQScS8QBMRuUFDr9+slqI2UVBahS+PXcH54koUaKpx7lolFk3sA7FIZNOsz15/G2c9b/afKUJesRZ9uwU67YszLrEL1qQnQR0dgnmbcjD/jl54u15gY37suuw8S5NAs+FxStwS7Iue4f4MbIiI2jEeS1Gr02j1uHBdi21Hbu6qyKViLJ7UBwO7h2CsfxerYyR7ZduuSrmra4z4vaTK6WNKtLV5PqkqJdRRwQjy9cZTm4/ZfWx2bjEyUm4GNzyGIiLqOLhzQ62uVFuDN3edsQpsVk5TY/vRAoxfsd8mKKlbtu3stvr3S8XOH1NjMGHmhoO4XqnHzA0HUViuc/r4IF9vbJk9DN/NH4E3p6mdDsIkIqL2g8ENtbpKvcHquKj+MVT9wMXchwaoDYTmjFYhLEBm01jPzFzqXfd59aWpFOih9MOW2cPQQ+ln933rC5FLcWt0CI+hiIg6GAY31Ooq6yXl1s+fqR+UrM3Kw4yUWIzuHYaV09TIyS/B/at/QHpKrE3wYk7+XZuVZ3le/cekqZR4Ylxv6E0mxCr9EBHkg+FxSqfBEMu8iYg6LlZLsVqq1Ziro65X6lGuM+BwfgnWZuXh9T/eiqOXNJZeNL7eYij8pVjx7W/YdaPHjFwqxtrpSXhrV66l9Ltusz8AUPjJ8O2pq1Zl23KpGEsm9YE6OgSFFToYjAKO/F6KyCAf9Ajzh6aqBtGhcvh6i/H81uP445Bom8nj5vwaHkMREbUvDb1+M6GYWpxGq0eJtgZLthy16Umz6gE1okLk2HjgvE0vmr+N640/D42BXCZGhc4IH4nE6vnmyd1mW+em4Jf8Eqty7UHRwQgL9MGF61o88p9Dlv44b+/OtXqtO/qE47m7EqEzmPDc5EQYTQK0eiOCfNmHhYioo+PODXduWoxGq8eVsmroDCa8suOU3VEIaSoFJvaLwCI7VUopKgUm9YsAAEQE+SLEzxvFFXroDCb4eIstOz/mYGbt9CQo/WUoqtBDEASEB8rw3clCrN53Dpn/Nwx5RZXoFuKLf+44ZXdi+PA4Jd6cpmYgQ0TUQbDPDbWpy6VV+H///RVbjxRAJILdwAaovb1LkP3jnuzcYvTrFoTXvvkNPt5eePXr05i54SBmf3AYGet/Rk5+CVZOU0MuFQOoDYAKNNUQBAE5F0vxx/d+wIpvz2BQ9xDUGE2Y/cFhXCvX2Q1sAGDfmSIUVehb5gMgIqJ2g8dS1Gh1Ow0H+nrD11uMv287jvtvq81fSYhwvhsml4ohl4rtjjf4vaQK9w+JxqrduTYN+cw/Z6TGIie/BDVGEzYeOG+TL/PC3X1xvqgSgOv+OOU3ZlwREZHnYHBDjXK5tAoLMo9YJnoDtdVIfxsfjxXf/gZ1dAiiQp0n4vpIxNiYMQSF5Tqb4yap2AvqqGCr3Jq6snOLMXukCrdGBSNj/c+4f0g0MlJiEeTrjRC5FEp/Kc4XV+JgfglSVAqX5d6c6k1E5Hl4LEUNptHqbQIboHZadqXOgAdu646c/BJ8ffwq0lRKu6+RFqfEyQIN7n33gM1x0+jeYci5WOpyt8UoCJi3KQdFFXqs2pWLDd+fR1y4v6Ufjb/M21IWfrWsmuXeRESdDHduyEr9Iyel383KoaIKvU1gY+bjLbYcJZ2+Uo5PZiVjyZZjVvkuaSoFHh2pQsaGnwHYlnb/bVxvfH38Cny8xU7XKPcW481paugMJoTIvREdKrdKClb6S5HUvXZ+1CMjeuDZOxPx4rbjVnlAHKdAROS5GNyQhb0jp+FxSrw0tT8ig31RVi8/pW5wIhV7WXJf7h8Sjb9vO4Fbo0MwIyUWOoMJMokXwgJkuH/1D9DqjZYRDOuy82xKwscldEVanNJuIJUWp8SZq+VW1VZ11wgAQXIpXpraHwszj+D1b87gvb3nkJEai/8bqYLM2wvBvlKWexMReTCWgrMUHABwtawaZwsrUFpVY5MHYy6ZvlJWjXEr9gOAVXCSnVuMtx8ciNkfHAYArElPwswNB23eo+5j5oxWISe/xO4U79v7hGPJnQlYvOWYTaA1e5QKGet/tklGtlfWbd6FKq+uQYAP+9cQEXV0bOJHDXa5tAoLPv3VpuHeymlqLMw8goHdQ3ClvBpyb7FlR8XZfChHOTN1H+Msafjbk4V4cnw8Vk1TWwUnEi8RJqzcb7fKylzWXTd4CZIzmCEi6owY3HQSjnJpLEnCDkYc/GfmbTh5WQOTUYBJLOCpCb1xfUQNgnxrvzoZN46dguVS/OOevli6/aTDCiXzLKfs3GKXScNanRFBXayDk5x63YjrY1k3EREBDG46BWe5NNU1RsvtcqkYqx5QW4ZQZqTGAgCC/aTw8hLBJABXy3QQiUSQScTIyS+x2n1JUymxJj0JP52/bgli6lqblYc16UnwguuJ3PZKtANdlG2zrJuIiACWgns8R+Xb+84UYUHmEUCozX+RS8X4y/AeWJeVh8P5pZZp3DM3HETG+oMYt2I/Fn9+DAZBQM7FEryw9bhN8LI/twhv787FmPgueP6uvjbl4OroYFTXmDAoJhQRQT5Ii7NfLu6oRFvpL8XwRj6HiIg6HyYUe3hC8dnCCox5ba/D+9ekJ2Ftdh7+ktYD3ULkuHhdi8gQXxSV6+wmF6eoFHj89l64990DDl/zg4duw8EL11FjFKCOCkaNUUBUiC98pWJcr9TBVypBoEyCgjId3vjuN6sgKS1OiX86mch9ubQKCzOPYF+9XShO8SYi8nxMKCYAsCnfrk9nMCEnvxQ+3mIs+/IE7r+tO17cetxucvG8TTnIzi3G3FHO42GJlwjv7T1nyY9JUSkwIyUWoXJv/HltbaXTltnDEN/FH/+Y0g+VeoNlInd4gMxpEnBksC/erJdozCooIiKqi8GNh3OVpyKX1jbEM5gEzB3TC8u/tp3mXXem06pduZDLnDfZk4hFliZ7MokXci6W4sMfLyAhMsgS8AT4eDe5molVUERE5AxzbjycszyVVJUC3UPl2PTjBRy8cB0yiZfDad7ZucWWCioADkcapKmU+O1KhWWa98wNB5GTX4IHbuuOtVl5lvf18eZXj4iIWgdzbjw85wYAfr+uxcLPjliNQkhRKfDc5EQc/b0U/boFo7hSBz+ZBBevV8HHW4wjv5dCJAL6RgZBZzDBx1uMUD8pVn73GwZEBSMxMgjrs/OsXjNVpcAzkxPxzYkr6BMRBH+ZBDVGEw6cK7bK2ZmREouPf8rH8vsGdIgdGGcjKYiIqO0w54Ys9EaT1SgEH28xwvxlEIkAg0lAUYUOb+/Otdq1SVMpMXtUT8zccNBylJQWp8TzdyXif947gFu7BeMf9/RDWbUBlToDgny9cam0Cg/86wcUVegBAOunD8bB/BKoo4Kx/L4BliOqeZtyoNUbbZrutUeuRlIQEVH7w+DGg5l3HIor9RgYHWKpespIjUVkkA++OlqAv43vjZd3nLJb1m2CYMmzAYD9Z4rw7BfH8dFfhuJCsRaV+hr8z3s/YP2MIbiiqbYZuaCtMTrsQgy0/6Z7zsroF2YesRn3QERE7QODGw9Vf8dBLhVj8aQ++HTWMFTqDJDLxHhq8zH8DbA73wk3bs9IibW6bf+ZIlwo1mJ9dh4GxYRCqzfCZBJwWVNl8/ymNOprT5xNQbc37oGIiNqHdpHV+fbbbyM2NhY+Pj4YNGgQ9u/f7/Cxe/bsgUgksvlz6tSpNlxx+6HR6nG2sAI5+SU4e60CGq3easdBLhXjsdvj8PEjQ9El0AfXynUoq66BySTg7QcHorrG+RgER2MS0lNisXrfOaSplAgLkKHfLcG4vU+41WOullXbNPIz6whN91yV0bf3nScios7K7Ts3H3/8MR577DG8/fbbSElJwXvvvYcJEybgxIkTiI6Odvi806dPWyUThYWFtcVy2xVH+SBPT+pjCWxWTlNjfXYeVnx7xmaSN1DbxM8Ze7svQb7e+PPan6CODkZ6Sgwmr8qCOjoY/5jSD38bF4+z1yohk3jh2GUNZqTGwATBanfI3HSvve96cNwDEVHH5Pbg5rXXXsPMmTPx0EMPAQBWrFiBr7/+Gu+88w6WLVvm8Hnh4eEIDg5uo1W2P47yQQ5eKEFJpR5zRqswNqELXtlxylLRVH+SN2A9zLK+FJUCORdLrW5Li1NCKvHCm9PUVsnB2bnFWPL5MSy+MwGzPzhsebx5EKd5wGaMQo5bgn3bfWAD3Cyj32fnaKoj7DwREXVWbg1u9Ho9Dh06hIULF1rdPnbsWHz//fdOn6tWq1FdXY2EhAQsXrwYo0aNcvhYnU4HnU5n+bmsrKx5C28H6ueDyKViPDKiByb1i4BYJMIvN6qU6lZAqaOCbRJ812blYeU0NQDr3JvaaikVZm74+eZtcUq8cHciJq3Msjude9+ZIphM1p0FtHrrpOLv5o/oEIENUNss8KWp/R2Oe+govwcRUWfj1uCmqKgIRqMRXbp0sbq9S5cuuHLlit3nREREYPXq1Rg0aBB0Oh3+85//YMyYMdizZw+GDx9u9znLli3D888/3+Lrd6e6+SDm46brFTpcr9Tjze/OICu3GA/c1t1yf0ZqLPyktv+5tXoj5m3KQUZqLJ6a0AdavRGBvrWPk4q98MkjydDqjfCRemHfb9dQXKG3G9jUfT1P2u3guAcioo7H7cdSACASiax+FgTB5jaz+Ph4xMfHW35OTk7GxYsXsXz5cofBzaJFizB//nzLz2VlZYiKimqBlbtP3XyQx+5QoVuwL24J9kVFtQEzUntgQHQI5N5iqzybuh2G6zLvriT3UCA6xBe/X9fi/HUtbo0OhlEQoKmuwX3v1ZZ573gszem6gny9PW63g+MeiIg6FrcGN0qlEmKx2GaXprCw0GY3x5mhQ4fi/fffd3i/TCaDTCZr8jrbI6W/FHf264o/DolCWIAPLpVUQSQSWXrZqKODcXufLnhucoIlz0YdHeIwvyZVpUC3EF/M3HAQXQJ98PzdifjqWAHe2n0Wb944thoep0SgjzdSVQqrzsR1X8PfR4IugT7c7SAiIrdxa3AjlUoxaNAgfPPNN7jnnnsst3/zzTe4++67G/w6OTk5iIiIaI0ltltBcin+Nr43Fm8+ajPB+60HBuLX30tRqTMgVumPmak9oI4OwUc/5eOlqf0B2ObXvDAlEdcrdFhxvxpXy6rwP+8dQFGF3pJUbN55qaoxYnpKLIR6r5GiUmB6SiwqdQbL+hjMEBGRO7j9WGr+/Pn405/+hKSkJCQnJ2P16tXIz8/HrFmzANQeKV26dAkbN24EUFtNFRMTg8TEROj1erz//vvIzMxEZmamO3+NNmPuOmw0mfDithM2gy5z8kvh6+2FQ+evY8W3Zyy3p6gUluOi+4dEW6qXuoX4YueJq9AZTLiurYFIZMDh/FJo9UakqZRYMjkBXiLg4dRYBMmlyMkvseTomF+j7liFDx+6ra0/EiIiIituD27++Mc/ori4GC+88AIKCgrQt29ffPnll+jevTYZtqCgAPn5+ZbH6/V6PPHEE7h06RJ8fX2RmJiI7du3Y+LEie76FdqMua/NoQsl+PiRoXYneGekxuLN3bk2R0/mn+8fEm1VvbQmPQm/5JcAgOX2NJUC2+am4tCFEgTKJOhaZ4ZSoI+3TQVUXez9QkRE7sap4B1kKrhGq8f/++RX9I4IxMheYTAYBdz/rx9sHrcmPclmxpOj+9NUSkzs1xVhgT6WfjVmaXFKLL9vALoE+tisY+6mHIfVUJy3REREraWh1+92MX6B7NNo9bhQVIkTlzW4rKnC/UOikZNfgnvfPYBKvcHucxyNS6h/f6pKgRen9EVhhc4msAFqZ0hVVNu+h7n3y/A467EKHbkaioiIPIvbj6XIvoLSKly4rsXqfWeREBmEiX27QgRgZmoPDI4JhZeodudlf671DoqrYZXdQnzx4UO3ISLYB9crdXj9mzMOH+todhJ7vxARUXvG4Kad0Wj1uFJWDU2VAf4yCZ6emIBDF67j3ncPWHZX0lRKJPcItTu3yTyssn7QU/s8BQDg+3PFWJuVh8z/G+Z0Lc7yZ1gNRURE7RWDm3bkcmkVFnz6q01p95xRKrz1wEA8+uFhaPVG7M8tggkChsSGQh0dgvl39EKptnaXxdGwyhSVAukpsbh/9Q+WLsKhfpydREREnocJxe0gobigtAo1RhOertezxixFpcCkfhG4rKm2qXSaueGgzbRv87iFYT0UkEq8UGM0Ifts7W6NObB5eWp/RAT74nJplcNuwhF1qqSIiIjcraHXb+7cuNnF4kpU6I0orzM2wRyEmGXnFiMjJdamcsmcHFx/PlRpVQ2Cfb1hEgARTIgLD0R4gA9u7x1ukx/D/BkiIvI0rJZyo4vFlcjKLcLl0ioUVdROLY8M8sFbDwyEXCq2eqzOYLKphKqbPGzuPSMSiRDgI8G3p67ij6sPwFfqjSC5FD3D/XFrdAh6hvvbBC6u7iciIupIuHPTxq6VVaO6xggBtTk2244W2OTGzBmlwiMjelhVMtWvgjKPRah/25fHCixHV8ybISKizog7N23ocnEltHojfi+tQqXOgFUOOgmv2p2LUfHhlttSVApcLau2BDNpcUrMHRWHtVl5lsekqZSYkRJruS2NfWeIiKiT4s5NG/n9uhYVNUYUV+gh9gJEXiK7k7UB24GUc0fFQREgxblrlfjyr2nYefwKfjxfbJnWrfCXQSH3RoXegI0ZQxDk643wABkDGyIi6pQY3LQijVaPkko9IBJhyZablVBzRqugjgp2+tzqGhO+nJcGg8mE3acL8d7ecxjUPQRDe4RaBmKmqBSYOzoOXQNkVvOfiIiIOjMGN62koLQKB84VQR0Vgme2WJd4uwpsAMBLBJwvrsTsDw4DqG3A98JdiajQGTAkVgE/qRh+UgmC5d7coSEiIqqDwU0r0Gj10NUYMaBbCKoNJpveNTqDCScKypCiUtjk3AC1+TNZuUUYl9gVn85KhsEoIDLYB0aTgOhQOYMZIiIiJ5hQ3ApKtTUoKKvGM18cQ15Rpc39MokX1mblYUZKLFJujEQwS1EpsGRyAo79Xgo/qRgmkwlRob6IVvghNoxl2kRERK5w56aF/V6iRfbZImy/UeKdkRJr85ici6VQRwdbGu9lpMRCZzBBJvHC1bJq/HqxFE9NSkCVwYj4roEMaIiIiBqBwU0L0Wj1KNHqUVVjQpdAH+Tkl2LOaBXCAmRIUymsjqbWZuVh5TQ1RMizGqeQplJiyeQEGIwm/H37CfzjDyzlJiIiaizOlmqB2VKXS6uQnVuEbiG+EEEETXUNxF4irMvOQ05+qdXcJ7PRvcPw7ORElFXVoFJvhMRLhKzcIhz5vRR39OmCFJUS0Qq/Zq+NiIjIUzT0+s3gppnBjUarx5xNOfjbuHi8vOMUFk7oDUEAXt5xyhLMmAdZmqukbgn2Rc7FUkhEIvwt84jltdLilHjh7kT4SSUIrzdHioiIqLPj4Mw2UlShx/4zRfjbuHhk5xajsEwHhZ/MapfGPPfJ7Mt5aUjuoUBRRTW+nJeGq2XV6Bbiy8Z7RERELYDVUs1UVl0DANDqaqd4L8g8AoPJ5OwpqNQboNXXYM9vRXj9m9Po3TUAcV0CGNgQERG1AO7cNFOgjzcAQCIWAajdyfHyErl4jgS6GiPuufUWKFNjGdQQERG1IO7cNJPSX4rhcbVN99JUSgDAvt+uWf53fWlxSnQN9EH/qBD0DGffGiIiopbG4KaZguRSvDS1P45f0mBGagzSVAqs3nfO8r/rGh6nxD85qZuIiKhVsVqqBUrBgdqqqeJKPYwmAUaTAK3egGBfKfQmE7Q6I4J8vaH0lzKwISIiaiJWS7WxIDkDFyIiovaAx1JERETkURjcEBERkUdhcENEREQehcENEREReRQGN0RERORRGNwQERGRR2FwQ0RERB6FwQ0RERF5FAY3RERE5FEY3BAREZFH6ZTjF8zjtMrKyty8EiIiImoo83Xb1VjMThnclJeXAwCioqLcvBIiIiJqrPLycgQFBTm8v1NOBTeZTLh8+TICAgIgEoncvZw2V1ZWhqioKFy8eLHFpqJ7Kn5WDcPPqeH4WTUcP6uG6UyfkyAIKC8vR2RkJLy8HGfWdMqdGy8vL3Tr1s3dy3C7wMBAj/8/QkvhZ9Uw/Jwajp9Vw/GzapjO8jk527ExY0IxEREReRQGN0RERORRGNx0QjKZDM8++yxkMpm7l9Lu8bNqGH5ODcfPquH4WTUMPydbnTKhmIiIiDwXd26IiIjIozC4ISIiIo/C4IaIiIg8CoMbIiIi8igMbjzU22+/jdjYWPj4+GDQoEHYv3+/w8fu2bMHIpHI5s+pU6facMVtb9++fZg8eTIiIyMhEomwZcsWl8/Zu3cvBg0aBB8fH/To0QPvvvtu6y+0HWjsZ9VZv1PLli3D4MGDERAQgPDwcEyZMgWnT592+bzO+L1qymfVGb9X77zzDvr3729p0JecnIyvvvrK6XM64/epPgY3Hujjjz/GY489hqeffho5OTlIS0vDhAkTkJ+f7/R5p0+fRkFBgeVPXFxcG63YPSorKzFgwACsWrWqQY/Py8vDxIkTkZaWhpycHDz11FOYN28eMjMzW3ml7tfYz8qss32n9u7di0cffRQ//PADvvnmGxgMBowdOxaVlZUOn9NZv1dN+azMOtP3qlu3bnjppZdw8OBBHDx4EKNHj8bdd9+N48eP2318Z/0+2RDI4wwZMkSYNWuW1W29e/cWFi5caPfxu3fvFgAIJSUlbbC69gmAsHnzZqePefLJJ4XevXtb3fbII48IQ4cObcWVtT8N+az4napVWFgoABD27t3r8DH8XtVqyGfF71WtkJAQ4d///rfd+/h9qsWdGw+j1+tx6NAhjB071ur2sWPH4vvvv3f6XLVajYiICIwZMwa7d+9uzWV2SAcOHLD5XMeNG4eDBw+ipqbGTatq3zr7d0qj0QAAQkNDHT6G36taDfmszDrr98poNOKjjz5CZWUlkpOT7T6G36daDG48TFFREYxGI7p06WJ1e5cuXXDlyhW7z4mIiMDq1auRmZmJzz77DPHx8RgzZgz27dvXFkvuMK5cuWL3czUYDCgqKnLTqtonfqdqpxfPnz8fqamp6Nu3r8PH8XvV8M+qs36vjh49Cn9/f8hkMsyaNQubN29GQkKC3cfy+1SrU04F7wxEIpHVz4Ig2NxmFh8fj/j4eMvPycnJuHjxIpYvX47hw4e36jo7Gnufq73bOzt+p4A5c+bgyJEjyMrKcvnYzv69auhn1Vm/V/Hx8fjll19QWlqKzMxMpKenY+/evQ4DnM7+fQK4c+NxlEolxGKxzS5NYWGhTTTvzNChQ3HmzJmWXl6H1rVrV7ufq0QigUKhcNOqOo7O9J2aO3cuvvjiC+zevRvdunVz+tjO/r1qzGdlT2f4XkmlUqhUKiQlJWHZsmUYMGAA3njjDbuP7ezfJzMGNx5GKpVi0KBB+Oabb6xu/+abbzBs2LAGv05OTg4iIiJaenkdWnJyss3nunPnTiQlJcHb29tNq+o4OsN3ShAEzJkzB5999hl27dqF2NhYl8/prN+rpnxW9nSG71V9giBAp9PZva+zfp9suC2VmVrNRx99JHh7ewtr1qwRTpw4ITz22GOCn5+fcP78eUEQBGHhwoXCn/70J8vjX3/9dWHz5s3Cb7/9Jhw7dkxYuHChAEDIzMx016/QJsrLy4WcnBwhJydHACC89tprQk5OjnDhwgVBEGw/p3PnzglyuVx4/PHHhRMnTghr1qwRvL29hU8//dRdv0Kbaexn1Vm/U//3f/8nBAUFCXv27BEKCgosf7RareUx/F7Vaspn1Rm/V4sWLRL27dsn5OXlCUeOHBGeeuopwcvLS9i5c6cgCPw+OcLgxkO99dZbQvfu3QWpVCoMHDjQqrwyPT1dGDFihOXnl19+WejZs6fg4+MjhISECKmpqcL27dvdsOq2ZS4rrf8nPT1dEATbz0kQBGHPnj2CWq0WpFKpEBMTI7zzzjttv3A3aOxn1Vm/U/Y+IwDCunXrLI/h96pWUz6rzvi9ysjIsPxdHhYWJowZM8YS2AgCv0+OiAThRqYRERERkQdgzg0RERF5FAY3RERE5FEY3BAREZFHYXBDREREHoXBDREREXkUBjdERETkURjcEBERkUdhcENEREQehcENERERtYh9+/Zh8uTJiIyMhEgkwpYtWxr9GoIgYPny5ejVqxdkMhmioqLwj3/8o1GvIWn0uxIRERHZUVlZiQEDBmDGjBmYOnVqk17jr3/9K3bu3Inly5ejX79+0Gg0KCoqatRrcPwCERERtTiRSITNmzdjypQpltv0ej0WL16MDz74AKWlpejbty9efvlljBw5EgBw8uRJ9O/fH8eOHUN8fHyT35vHUkRERNQmZsyYgezsbHz00Uc4cuQI7rvvPowfPx5nzpwBAGzduhU9evTAtm3bEBsbi5iYGDz00EO4fv16o96HwQ0RERG1urNnz2LTpk345JNPkJaWhp49e+KJJ55Aamoq1q1bBwA4d+4cLly4gE8++QQbN27E+vXrcejQIdx7772Nei/m3BAREVGrO3z4MARBQK9evaxu1+l0UCgUAACTyQSdToeNGzdaHrdmzRoMGjQIp0+fbvBRFYMbIiIianUmkwlisRiHDh2CWCy2us/f3x8AEBERAYlEYhUA9enTBwCQn5/P4IaIiIjaD7VaDaPRiMLCQqSlpdl9TEpKCgwGA86ePYuePXsCAH777TcAQPfu3Rv8XqyWIiIiohZRUVGB3NxcALXBzGuvvYZRo0YhNDQU0dHR+N///V9kZ2fj1VdfhVqtRlFREXbt2oV+/fph4sSJMJlMGDx4MPz9/bFixQqYTCY8+uijCAwMxM6dOxu8DgY3RERE1CL27NmDUaNG2dyenp6O9evXo6amBkuXLsXGjRtx6dIlKBQKJCcn4/nnn0e/fv0AAJcvX8bcuXOxc+dO+Pn5YcKECXj11VcRGhra4HUwuCEiIiKPwlJwIiIi8igMboiIiMijMLghIiIij8LghoiIiDwKgxsiIiLyKAxuiIiIyKMwuCEiIiKPwuCGiIiIPAqDGyIiIvIoDG6IiIjIozC4ISIiIo/y/wFnXXlGBKFTaQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Random Forest Regressor\n",
    "print('Random Forest Regressor:')\n",
    "print()\n",
    "rfr = RandomForestRegressor(n_estimators = 400,max_depth=15,n_jobs=5)        \n",
    "rfr.fit(X_train,y_train)\n",
    "y_pred=rfr.predict(X_test)\n",
    "print('Accuracy:',rfr.score(X_test, y_test)*100)\n",
    "\n",
    "print('Mean Absolute Error:', metrics.mean_absolute_error(y_test, y_pred))\n",
    "print('Mean Squared Error:', metrics.mean_squared_error(y_test, y_pred))\n",
    "print('Root Mean Squared Error:', np.sqrt(metrics.mean_squared_error(y_test, y_pred)))\n",
    "\n",
    "\n",
    "sns.scatterplot(x=y_pred, y=y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}