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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b309ff38",
+   "metadata": {},
+   "source": [
+    "# Problem statement\n",
+    "The data scientists at BigMart have collected sales data for 1559 products across 10 stores in different cities for the year 2013. Now each product has certain attributes that sets it apart from other products."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f075d3e3",
+   "metadata": {},
+   "source": [
+    "# Datasets\n",
+    "\n",
+    "The data scientists at BigMart have collected 2013 sales data for 1559 products across 10 stores in different cities. Also, certain attributes of each product and store have been defined.\n",
+    "\n",
+    "Item_Identifier\n",
+    "\n",
+    "Item_Weight\n",
+    "\n",
+    "Item_Fat_Content\n",
+    "\n",
+    "Item_Visibility\n",
+    "\n",
+    "Item_Type\n",
+    "\n",
+    "Item_MRP\n",
+    "\n",
+    "Outlet_Identifier\n",
+    "\n",
+    "Outlet_Establishment_Year\n",
+    "\n",
+    "Outlet_Size\n",
+    "\n",
+    "Outlet_Location_Type\n",
+    "\n",
+    "Outlet_Type"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d61a22c",
+   "metadata": {},
+   "source": [
+    "# Goal\n",
+    "\n",
+    "The objective is to create a model that can predict the sales per product for each store. Using this model, BigMart will try to understand the properties of products and stores which play a key role in increasing sales."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "95e3fedc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Importing required packages.\n",
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import scipy.stats as st\n",
+    "\n",
+    "#ploting libraries\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "\n",
+    "#feature engineering\n",
+    "\n",
+    "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
+    "\n",
+    "#train test split and cross validation\n",
+    "from sklearn.model_selection import train_test_split, GridSearchCV, cross_val_score\n",
+    "from scipy.stats import zscore\n",
+    "\n",
+    "#metrics\n",
+    "from sklearn import metrics\n",
+    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
+    "\n",
+    "\n",
+    "\n",
+    "#ML models for regression\n",
+    "from sklearn.linear_model import LinearRegression, Ridge, Lasso\n",
+    "from sklearn.svm import SVR\n",
+    "from sklearn.tree import DecisionTreeRegressor\n",
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "from sklearn.neighbors import KNeighborsRegressor\n",
+    "from sklearn.ensemble import AdaBoostRegressor\n",
+    "from sklearn.ensemble import ExtraTreesRegressor\n",
+    "from sklearn.ensemble import GradientBoostingRegressor\n",
+    "\n",
+    "\n",
+    "%matplotlib inline\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bcb5c707",
+   "metadata": {},
+   "source": [
+    "# Data Collection\n",
+    "\n",
+    "Load dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a974cf01",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# reading train and test data\n",
+    "\n",
+    "train_data = pd.read_csv('E:\\Technocolabs\\Train.csv')\n",
+    "test_data = pd.read_csv('E:\\Technocolabs\\Test.csv')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "64cafe83",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "No of rows and column in train dataset  (8523, 12)\n",
+      "No of rows and column in test dataset  (5681, 11)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# find out shape of each train and test data\n",
+    "print(\"No of rows and column in train dataset \",train_data.shape)\n",
+    "print(\"No of rows and column in test dataset \" ,test_data.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "3673a6d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Details of Train data\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Item_Identifier</th>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <th>Item_Type</th>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <th>Outlet_Establishment_Year</th>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <th>Item_Outlet_Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>FDA15</td>\n",
+       "      <td>9.30</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>0.016047</td>\n",
+       "      <td>Dairy</td>\n",
+       "      <td>249.8092</td>\n",
+       "      <td>OUT049</td>\n",
+       "      <td>1999</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>Tier 1</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "      <td>3735.1380</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>DRC01</td>\n",
+       "      <td>5.92</td>\n",
+       "      <td>Regular</td>\n",
+       "      <td>0.019278</td>\n",
+       "      <td>Soft Drinks</td>\n",
+       "      <td>48.2692</td>\n",
+       "      <td>OUT018</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>Tier 3</td>\n",
+       "      <td>Supermarket Type2</td>\n",
+       "      <td>443.4228</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>FDN15</td>\n",
+       "      <td>17.50</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>0.016760</td>\n",
+       "      <td>Meat</td>\n",
+       "      <td>141.6180</td>\n",
+       "      <td>OUT049</td>\n",
+       "      <td>1999</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>Tier 1</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "      <td>2097.2700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>FDX07</td>\n",
+       "      <td>19.20</td>\n",
+       "      <td>Regular</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>Fruits and Vegetables</td>\n",
+       "      <td>182.0950</td>\n",
+       "      <td>OUT010</td>\n",
+       "      <td>1998</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tier 3</td>\n",
+       "      <td>Grocery Store</td>\n",
+       "      <td>732.3800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NCD19</td>\n",
+       "      <td>8.93</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>Household</td>\n",
+       "      <td>53.8614</td>\n",
+       "      <td>OUT013</td>\n",
+       "      <td>1987</td>\n",
+       "      <td>High</td>\n",
+       "      <td>Tier 3</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "      <td>994.7052</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
+       "0           FDA15         9.30          Low Fat         0.016047   \n",
+       "1           DRC01         5.92          Regular         0.019278   \n",
+       "2           FDN15        17.50          Low Fat         0.016760   \n",
+       "3           FDX07        19.20          Regular         0.000000   \n",
+       "4           NCD19         8.93          Low Fat         0.000000   \n",
+       "\n",
+       "               Item_Type  Item_MRP Outlet_Identifier  \\\n",
+       "0                  Dairy  249.8092            OUT049   \n",
+       "1            Soft Drinks   48.2692            OUT018   \n",
+       "2                   Meat  141.6180            OUT049   \n",
+       "3  Fruits and Vegetables  182.0950            OUT010   \n",
+       "4              Household   53.8614            OUT013   \n",
+       "\n",
+       "   Outlet_Establishment_Year Outlet_Size Outlet_Location_Type  \\\n",
+       "0                       1999      Medium               Tier 1   \n",
+       "1                       2009      Medium               Tier 3   \n",
+       "2                       1999      Medium               Tier 1   \n",
+       "3                       1998         NaN               Tier 3   \n",
+       "4                       1987        High               Tier 3   \n",
+       "\n",
+       "         Outlet_Type  Item_Outlet_Sales  \n",
+       "0  Supermarket Type1          3735.1380  \n",
+       "1  Supermarket Type2           443.4228  \n",
+       "2  Supermarket Type1          2097.2700  \n",
+       "3      Grocery Store           732.3800  \n",
+       "4  Supermarket Type1           994.7052  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#show all columns in dataframe\n",
+    "pd.set_option('display.max_columns', None)\n",
+    "\n",
+    "#details of train data\n",
+    "print(\"Details of Train data\")\n",
+    "train_data.head(5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "9ffffb81",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Details of Test data\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Item_Identifier</th>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <th>Item_Type</th>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <th>Outlet_Establishment_Year</th>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <th>Outlet_Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>FDW58</td>\n",
+       "      <td>20.750</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>0.007565</td>\n",
+       "      <td>Snack Foods</td>\n",
+       "      <td>107.8622</td>\n",
+       "      <td>OUT049</td>\n",
+       "      <td>1999</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>Tier 1</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>FDW14</td>\n",
+       "      <td>8.300</td>\n",
+       "      <td>reg</td>\n",
+       "      <td>0.038428</td>\n",
+       "      <td>Dairy</td>\n",
+       "      <td>87.3198</td>\n",
+       "      <td>OUT017</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tier 2</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NCN55</td>\n",
+       "      <td>14.600</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>0.099575</td>\n",
+       "      <td>Others</td>\n",
+       "      <td>241.7538</td>\n",
+       "      <td>OUT010</td>\n",
+       "      <td>1998</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tier 3</td>\n",
+       "      <td>Grocery Store</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>FDQ58</td>\n",
+       "      <td>7.315</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>0.015388</td>\n",
+       "      <td>Snack Foods</td>\n",
+       "      <td>155.0340</td>\n",
+       "      <td>OUT017</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tier 2</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>FDY38</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Regular</td>\n",
+       "      <td>0.118599</td>\n",
+       "      <td>Dairy</td>\n",
+       "      <td>234.2300</td>\n",
+       "      <td>OUT027</td>\n",
+       "      <td>1985</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>Tier 3</td>\n",
+       "      <td>Supermarket Type3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility    Item_Type  \\\n",
+       "0           FDW58       20.750          Low Fat         0.007565  Snack Foods   \n",
+       "1           FDW14        8.300              reg         0.038428        Dairy   \n",
+       "2           NCN55       14.600          Low Fat         0.099575       Others   \n",
+       "3           FDQ58        7.315          Low Fat         0.015388  Snack Foods   \n",
+       "4           FDY38          NaN          Regular         0.118599        Dairy   \n",
+       "\n",
+       "   Item_MRP Outlet_Identifier  Outlet_Establishment_Year Outlet_Size  \\\n",
+       "0  107.8622            OUT049                       1999      Medium   \n",
+       "1   87.3198            OUT017                       2007         NaN   \n",
+       "2  241.7538            OUT010                       1998         NaN   \n",
+       "3  155.0340            OUT017                       2007         NaN   \n",
+       "4  234.2300            OUT027                       1985      Medium   \n",
+       "\n",
+       "  Outlet_Location_Type        Outlet_Type  \n",
+       "0               Tier 1  Supermarket Type1  \n",
+       "1               Tier 2  Supermarket Type1  \n",
+       "2               Tier 3      Grocery Store  \n",
+       "3               Tier 2  Supermarket Type1  \n",
+       "4               Tier 3  Supermarket Type3  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print(\"Details of Test data\")\n",
+    "test_data.head(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c5e09572",
+   "metadata": {},
+   "source": [
+    " Observation:\n",
+    "\n",
+    "Item_Outlet_Sales is our target feature thats why it is present only in Train dataset not in test dataset ."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0210bb51",
+   "metadata": {},
+   "source": [
+    "# Data Analysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b3108c5e",
+   "metadata": {},
+   "source": [
+    "### Checking null value¶"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "15a4b233",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Item_Identifier                 0\n",
+       "Item_Weight                  1463\n",
+       "Item_Fat_Content                0\n",
+       "Item_Visibility                 0\n",
+       "Item_Type                       0\n",
+       "Item_MRP                        0\n",
+       "Outlet_Identifier               0\n",
+       "Outlet_Establishment_Year       0\n",
+       "Outlet_Size                  2410\n",
+       "Outlet_Location_Type            0\n",
+       "Outlet_Type                     0\n",
+       "Item_Outlet_Sales               0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#checking null value for trainning data\n",
+    "\n",
+    "train_data.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "af890dd8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Item_Identifier                 0\n",
+       "Item_Weight                   976\n",
+       "Item_Fat_Content                0\n",
+       "Item_Visibility                 0\n",
+       "Item_Type                       0\n",
+       "Item_MRP                        0\n",
+       "Outlet_Identifier               0\n",
+       "Outlet_Establishment_Year       0\n",
+       "Outlet_Size                  1606\n",
+       "Outlet_Location_Type            0\n",
+       "Outlet_Type                     0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#checking null value for testdata\n",
+    "test_data.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0de66291",
+   "metadata": {},
+   "source": [
+    "### Firstly I join both train and test data for cleaning purpose otherwise I have to do all cleaning process two times"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "70040873",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_data[\"source\"]=\"train\"\n",
+    "test_data[\"source\"]=\"test\"\n",
+    "df=pd.concat([train_data,test_data],ignore_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "0ef84aec",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(14204, 13)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# shape of our new dataset\n",
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "d5af7bd3",
+   "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>Item_Identifier</th>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <th>Item_Type</th>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <th>Outlet_Establishment_Year</th>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <th>Item_Outlet_Sales</th>\n",
+       "      <th>source</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>FDA15</td>\n",
+       "      <td>9.30</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>0.016047</td>\n",
+       "      <td>Dairy</td>\n",
+       "      <td>249.8092</td>\n",
+       "      <td>OUT049</td>\n",
+       "      <td>1999</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>Tier 1</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "      <td>3735.1380</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>DRC01</td>\n",
+       "      <td>5.92</td>\n",
+       "      <td>Regular</td>\n",
+       "      <td>0.019278</td>\n",
+       "      <td>Soft Drinks</td>\n",
+       "      <td>48.2692</td>\n",
+       "      <td>OUT018</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>Tier 3</td>\n",
+       "      <td>Supermarket Type2</td>\n",
+       "      <td>443.4228</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>FDN15</td>\n",
+       "      <td>17.50</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>0.016760</td>\n",
+       "      <td>Meat</td>\n",
+       "      <td>141.6180</td>\n",
+       "      <td>OUT049</td>\n",
+       "      <td>1999</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>Tier 1</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "      <td>2097.2700</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>FDX07</td>\n",
+       "      <td>19.20</td>\n",
+       "      <td>Regular</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>Fruits and Vegetables</td>\n",
+       "      <td>182.0950</td>\n",
+       "      <td>OUT010</td>\n",
+       "      <td>1998</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tier 3</td>\n",
+       "      <td>Grocery Store</td>\n",
+       "      <td>732.3800</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NCD19</td>\n",
+       "      <td>8.93</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>Household</td>\n",
+       "      <td>53.8614</td>\n",
+       "      <td>OUT013</td>\n",
+       "      <td>1987</td>\n",
+       "      <td>High</td>\n",
+       "      <td>Tier 3</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "      <td>994.7052</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
+       "0           FDA15         9.30          Low Fat         0.016047   \n",
+       "1           DRC01         5.92          Regular         0.019278   \n",
+       "2           FDN15        17.50          Low Fat         0.016760   \n",
+       "3           FDX07        19.20          Regular         0.000000   \n",
+       "4           NCD19         8.93          Low Fat         0.000000   \n",
+       "\n",
+       "               Item_Type  Item_MRP Outlet_Identifier  \\\n",
+       "0                  Dairy  249.8092            OUT049   \n",
+       "1            Soft Drinks   48.2692            OUT018   \n",
+       "2                   Meat  141.6180            OUT049   \n",
+       "3  Fruits and Vegetables  182.0950            OUT010   \n",
+       "4              Household   53.8614            OUT013   \n",
+       "\n",
+       "   Outlet_Establishment_Year Outlet_Size Outlet_Location_Type  \\\n",
+       "0                       1999      Medium               Tier 1   \n",
+       "1                       2009      Medium               Tier 3   \n",
+       "2                       1999      Medium               Tier 1   \n",
+       "3                       1998         NaN               Tier 3   \n",
+       "4                       1987        High               Tier 3   \n",
+       "\n",
+       "         Outlet_Type  Item_Outlet_Sales source  \n",
+       "0  Supermarket Type1          3735.1380  train  \n",
+       "1  Supermarket Type2           443.4228  train  \n",
+       "2  Supermarket Type1          2097.2700  train  \n",
+       "3      Grocery Store           732.3800  train  \n",
+       "4  Supermarket Type1           994.7052  train  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "67e3a4ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Item_Identifier', 'Item_Weight', 'Item_Fat_Content', 'Item_Visibility',\n",
+       "       'Item_Type', 'Item_MRP', 'Outlet_Identifier',\n",
+       "       'Outlet_Establishment_Year', 'Outlet_Size', 'Outlet_Location_Type',\n",
+       "       'Outlet_Type', 'Item_Outlet_Sales', 'source'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#columns present in our final dataset\n",
+    "\n",
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3e608c21",
+   "metadata": {},
+   "source": [
+    "Observation:\n",
+    "    \n",
+    " Now we have 13 columns means source column is added that represent which is our test data and which is our train data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "d2f28eed",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 14204 entries, 0 to 14203\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column                     Non-Null Count  Dtype  \n",
+      "---  ------                     --------------  -----  \n",
+      " 0   Item_Identifier            14204 non-null  object \n",
+      " 1   Item_Weight                11765 non-null  float64\n",
+      " 2   Item_Fat_Content           14204 non-null  object \n",
+      " 3   Item_Visibility            14204 non-null  float64\n",
+      " 4   Item_Type                  14204 non-null  object \n",
+      " 5   Item_MRP                   14204 non-null  float64\n",
+      " 6   Outlet_Identifier          14204 non-null  object \n",
+      " 7   Outlet_Establishment_Year  14204 non-null  int64  \n",
+      " 8   Outlet_Size                10188 non-null  object \n",
+      " 9   Outlet_Location_Type       14204 non-null  object \n",
+      " 10  Outlet_Type                14204 non-null  object \n",
+      " 11  Item_Outlet_Sales          8523 non-null   float64\n",
+      " 12  source                     14204 non-null  object \n",
+      "dtypes: float64(4), int64(1), object(8)\n",
+      "memory usage: 1.4+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info() # information obout datatypes and memory used by datasets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b1f4dc4",
+   "metadata": {},
+   "source": [
+    "Observation:\n",
+    "\n",
+    "    - Both Categorical and Continuous type data is present there.\n",
+    "    - Lots of missing value are present so we have to find out and handle it ."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ad3ecd7d",
+   "metadata": {},
+   "source": [
+    "### Statistical data analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "d620649a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "#T_edb4f_row0_col0, #T_edb4f_row0_col1, #T_edb4f_row0_col2, #T_edb4f_row0_col3, #T_edb4f_row7_col4 {\n",
+       "  background-color: #0000ff;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_edb4f_row0_col4 {\n",
+       "  background-color: #0059d2;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_edb4f_row1_col0, #T_edb4f_row1_col1, #T_edb4f_row2_col0, #T_edb4f_row2_col1, #T_edb4f_row2_col2, #T_edb4f_row2_col3, #T_edb4f_row3_col0, #T_edb4f_row3_col1, #T_edb4f_row3_col2, #T_edb4f_row3_col4, #T_edb4f_row4_col0, #T_edb4f_row4_col1, #T_edb4f_row5_col0, #T_edb4f_row5_col1, #T_edb4f_row6_col0, #T_edb4f_row6_col1, #T_edb4f_row7_col0, #T_edb4f_row7_col1 {\n",
+       "  background-color: #00ff80;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row1_col2, #T_edb4f_row4_col2 {\n",
+       "  background-color: #00fe80;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row1_col3, #T_edb4f_row3_col3, #T_edb4f_row4_col3, #T_edb4f_row5_col3, #T_edb4f_row6_col3 {\n",
+       "  background-color: #00dc91;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row1_col4 {\n",
+       "  background-color: #00d594;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row2_col4 {\n",
+       "  background-color: #00df90;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row4_col4 {\n",
+       "  background-color: #00f087;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row5_col2, #T_edb4f_row6_col2 {\n",
+       "  background-color: #00fd80;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row5_col4 {\n",
+       "  background-color: #00dd90;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row6_col4 {\n",
+       "  background-color: #00c39e;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row7_col2 {\n",
+       "  background-color: #00fb82;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_edb4f_row7_col3 {\n",
+       "  background-color: #00db92;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_edb4f\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_edb4f_level0_col0\" class=\"col_heading level0 col0\" >Item_Weight</th>\n",
+       "      <th id=\"T_edb4f_level0_col1\" class=\"col_heading level0 col1\" >Item_Visibility</th>\n",
+       "      <th id=\"T_edb4f_level0_col2\" class=\"col_heading level0 col2\" >Item_MRP</th>\n",
+       "      <th id=\"T_edb4f_level0_col3\" class=\"col_heading level0 col3\" >Outlet_Establishment_Year</th>\n",
+       "      <th id=\"T_edb4f_level0_col4\" class=\"col_heading level0 col4\" >Item_Outlet_Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_edb4f_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+       "      <td id=\"T_edb4f_row0_col0\" class=\"data row0 col0\" >11765.000000</td>\n",
+       "      <td id=\"T_edb4f_row0_col1\" class=\"data row0 col1\" >14204.000000</td>\n",
+       "      <td id=\"T_edb4f_row0_col2\" class=\"data row0 col2\" >14204.000000</td>\n",
+       "      <td id=\"T_edb4f_row0_col3\" class=\"data row0 col3\" >14204.000000</td>\n",
+       "      <td id=\"T_edb4f_row0_col4\" class=\"data row0 col4\" >8523.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_edb4f_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+       "      <td id=\"T_edb4f_row1_col0\" class=\"data row1 col0\" >12.792854</td>\n",
+       "      <td id=\"T_edb4f_row1_col1\" class=\"data row1 col1\" >0.065953</td>\n",
+       "      <td id=\"T_edb4f_row1_col2\" class=\"data row1 col2\" >141.004977</td>\n",
+       "      <td id=\"T_edb4f_row1_col3\" class=\"data row1 col3\" >1997.830681</td>\n",
+       "      <td id=\"T_edb4f_row1_col4\" class=\"data row1 col4\" >2181.288914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_edb4f_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+       "      <td id=\"T_edb4f_row2_col0\" class=\"data row2 col0\" >4.652502</td>\n",
+       "      <td id=\"T_edb4f_row2_col1\" class=\"data row2 col1\" >0.051459</td>\n",
+       "      <td id=\"T_edb4f_row2_col2\" class=\"data row2 col2\" >62.086938</td>\n",
+       "      <td id=\"T_edb4f_row2_col3\" class=\"data row2 col3\" >8.371664</td>\n",
+       "      <td id=\"T_edb4f_row2_col4\" class=\"data row2 col4\" >1706.499616</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_edb4f_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+       "      <td id=\"T_edb4f_row3_col0\" class=\"data row3 col0\" >4.555000</td>\n",
+       "      <td id=\"T_edb4f_row3_col1\" class=\"data row3 col1\" >0.000000</td>\n",
+       "      <td id=\"T_edb4f_row3_col2\" class=\"data row3 col2\" >31.290000</td>\n",
+       "      <td id=\"T_edb4f_row3_col3\" class=\"data row3 col3\" >1985.000000</td>\n",
+       "      <td id=\"T_edb4f_row3_col4\" class=\"data row3 col4\" >33.290000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_edb4f_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+       "      <td id=\"T_edb4f_row4_col0\" class=\"data row4 col0\" >8.710000</td>\n",
+       "      <td id=\"T_edb4f_row4_col1\" class=\"data row4 col1\" >0.027036</td>\n",
+       "      <td id=\"T_edb4f_row4_col2\" class=\"data row4 col2\" >94.012000</td>\n",
+       "      <td id=\"T_edb4f_row4_col3\" class=\"data row4 col3\" >1987.000000</td>\n",
+       "      <td id=\"T_edb4f_row4_col4\" class=\"data row4 col4\" >834.247400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_edb4f_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+       "      <td id=\"T_edb4f_row5_col0\" class=\"data row5 col0\" >12.600000</td>\n",
+       "      <td id=\"T_edb4f_row5_col1\" class=\"data row5 col1\" >0.054021</td>\n",
+       "      <td id=\"T_edb4f_row5_col2\" class=\"data row5 col2\" >142.247000</td>\n",
+       "      <td id=\"T_edb4f_row5_col3\" class=\"data row5 col3\" >1999.000000</td>\n",
+       "      <td id=\"T_edb4f_row5_col4\" class=\"data row5 col4\" >1794.331000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_edb4f_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+       "      <td id=\"T_edb4f_row6_col0\" class=\"data row6 col0\" >16.750000</td>\n",
+       "      <td id=\"T_edb4f_row6_col1\" class=\"data row6 col1\" >0.094037</td>\n",
+       "      <td id=\"T_edb4f_row6_col2\" class=\"data row6 col2\" >185.855600</td>\n",
+       "      <td id=\"T_edb4f_row6_col3\" class=\"data row6 col3\" >2004.000000</td>\n",
+       "      <td id=\"T_edb4f_row6_col4\" class=\"data row6 col4\" >3101.296400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_edb4f_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+       "      <td id=\"T_edb4f_row7_col0\" class=\"data row7 col0\" >21.350000</td>\n",
+       "      <td id=\"T_edb4f_row7_col1\" class=\"data row7 col1\" >0.328391</td>\n",
+       "      <td id=\"T_edb4f_row7_col2\" class=\"data row7 col2\" >266.888400</td>\n",
+       "      <td id=\"T_edb4f_row7_col3\" class=\"data row7 col3\" >2009.000000</td>\n",
+       "      <td id=\"T_edb4f_row7_col4\" class=\"data row7 col4\" >13086.964800</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x245763426a0>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# only for continuos variable\n",
+    "df.describe(exclude=[object]).style.background_gradient(cmap='winter_r')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "6d3f5531",
+   "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>Item_Identifier</th>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <th>Item_Type</th>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <th>source</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>14204</td>\n",
+       "      <td>14204</td>\n",
+       "      <td>14204</td>\n",
+       "      <td>14204</td>\n",
+       "      <td>10188</td>\n",
+       "      <td>14204</td>\n",
+       "      <td>14204</td>\n",
+       "      <td>14204</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unique</th>\n",
+       "      <td>1559</td>\n",
+       "      <td>5</td>\n",
+       "      <td>16</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>top</th>\n",
+       "      <td>FDU15</td>\n",
+       "      <td>Low Fat</td>\n",
+       "      <td>Fruits and Vegetables</td>\n",
+       "      <td>OUT027</td>\n",
+       "      <td>Medium</td>\n",
+       "      <td>Tier 3</td>\n",
+       "      <td>Supermarket Type1</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>freq</th>\n",
+       "      <td>10</td>\n",
+       "      <td>8485</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>1559</td>\n",
+       "      <td>4655</td>\n",
+       "      <td>5583</td>\n",
+       "      <td>9294</td>\n",
+       "      <td>8523</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Item_Identifier Item_Fat_Content              Item_Type  \\\n",
+       "count            14204            14204                  14204   \n",
+       "unique            1559                5                     16   \n",
+       "top              FDU15          Low Fat  Fruits and Vegetables   \n",
+       "freq                10             8485                   2013   \n",
+       "\n",
+       "       Outlet_Identifier Outlet_Size Outlet_Location_Type        Outlet_Type  \\\n",
+       "count              14204       10188                14204              14204   \n",
+       "unique                10           3                    3                  4   \n",
+       "top               OUT027      Medium               Tier 3  Supermarket Type1   \n",
+       "freq                1559        4655                 5583               9294   \n",
+       "\n",
+       "       source  \n",
+       "count   14204  \n",
+       "unique      2  \n",
+       "top     train  \n",
+       "freq     8523  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#for categorical variable\n",
+    "df.describe(include=[object])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f2badcd7",
+   "metadata": {},
+   "source": [
+    "Observation:\n",
+    "    \n",
+    "    -Count of Item-weight is less than as compaire to another column means missing value are present.\n",
+    "\n",
+    "    -Very much difference between min value and max value of item_outlet_sales means data is more spred.\n",
+    "\n",
+    "    -Minimum value of item visibility is 0 means some item is not present in outlets.\n",
+    "    \n",
+    "    -Hugeamount of unique value present in Item_Identifiers."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "531d397b",
+   "metadata": {},
+   "source": [
+    "### Duplicates values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "7f05ab3e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are 12645 duplicate IDs for 14204 total entries\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check for duplicates\n",
+    "#if duplicate record present then drop it\n",
+    "idsTotal = df.shape[0]\n",
+    "idsDupli = df[df['Item_Identifier'].duplicated()]\n",
+    "print(f'There are {len(idsDupli)} duplicate IDs for {idsTotal} total entries')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "69f116b3",
+   "metadata": {},
+   "source": [
+    "This shows that our Item_Identifier has some duplicate values. since a product can exist in more than one store it is expected for this repetition."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c5300e17",
+   "metadata": {},
+   "source": [
+    "### Check unique values present in each Column¶"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "9a32ffff",
+   "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>Unique Values</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Item_Identifier</th>\n",
+       "      <td>1559</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <td>415</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <td>13006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Type</th>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <td>8052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Establishment_Year</th>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Outlet_Sales</th>\n",
+       "      <td>3493</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>source</th>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           Unique Values\n",
+       "Item_Identifier                     1559\n",
+       "Item_Weight                          415\n",
+       "Item_Fat_Content                       5\n",
+       "Item_Visibility                    13006\n",
+       "Item_Type                             16\n",
+       "Item_MRP                            8052\n",
+       "Outlet_Identifier                     10\n",
+       "Outlet_Establishment_Year              9\n",
+       "Outlet_Size                            3\n",
+       "Outlet_Location_Type                   3\n",
+       "Outlet_Type                            4\n",
+       "Item_Outlet_Sales                   3493\n",
+       "source                                 2"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.nunique().to_frame(\"Unique Values\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "02f6ad8b",
+   "metadata": {},
+   "source": [
+    "Lots of Item_visibility is present that affect our model accuracy so we candrop it."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9d92b61f",
+   "metadata": {},
+   "source": [
+    "### Check for missing value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "c19c2f75",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x700 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (20, 7))\n",
+    "sns.heatmap(df.isnull()) # check missing value by visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "a0904180",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 7.0 % missing values is present \n"
+     ]
+    }
+   ],
+   "source": [
+    "total_missing=df.isnull().sum().sum()\n",
+    "\n",
+    "# how many total missing values do we have?\n",
+    "total_cells = np.product(df.shape)\n",
+    "\n",
+    "# percent of data that is missing\n",
+    "percent_missing = (total_missing/total_cells) * 100\n",
+    "print(\"total {} % missing values is present \".format(np.round(percent_missing),3))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "d4805f5e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Item_Weight', 'Outlet_Size', 'Item_Outlet_Sales']"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# find out in which column missing value is present\n",
+    "\n",
+    "missing_features=[features for features in df.columns if df[features].isnull().sum()>0]\n",
+    "missing_features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "fed2a9a0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Item_Weight: 0.172  % missing values is\n",
+      "Outlet_Size: 0.283  % missing values is\n",
+      "Item_Outlet_Sales: 0.4  % missing values is\n"
+     ]
+    }
+   ],
+   "source": [
+    "# percentage of missing value in each  column\n",
+    "\n",
+    "for feature in missing_features:\n",
+    "    print(\"{}: {}  % missing values is\".format(feature,np.round(df[feature].isnull().mean(),3)))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3dfa5486",
+   "metadata": {},
+   "source": [
+    "### Segregate the numerical and Categorical variables¶"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "d6122a92",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of Categorical Features: 8\n",
+      "Categorical Features:  ['Item_Identifier', 'Item_Fat_Content', 'Item_Type', 'Outlet_Identifier', 'Outlet_Size', 'Outlet_Location_Type', 'Outlet_Type', 'source']\n"
+     ]
+    }
+   ],
+   "source": [
+    "categorical = [feature for feature in df.columns if df[feature].dtypes=='object']\n",
+    "print(\"Number of Categorical Features: {}\".format(len(categorical)))\n",
+    "print(\"Categorical Features: \",categorical)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "4120ce17",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of numerical = Features: 5\n",
+      "numerical = Features:  ['Item_Weight', 'Item_Visibility', 'Item_MRP', 'Outlet_Establishment_Year', 'Item_Outlet_Sales']\n"
+     ]
+    }
+   ],
+   "source": [
+    "numerical = [feature for feature in df.columns if df[feature].dtypes!='object']\n",
+    "print(\"Number of numerical = Features: {}\".format(len(numerical)))\n",
+    "print(\"numerical = Features: \", numerical )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4390c5a7",
+   "metadata": {},
+   "source": [
+    "### Unique values for each Categorical features:¶"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "73199e50",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Item_Identifier\n",
+      "FDU15    10\n",
+      "FDS25    10\n",
+      "FDA38    10\n",
+      "FDW03    10\n",
+      "FDJ10    10\n",
+      "         ..\n",
+      "FDR51     7\n",
+      "FDM52     7\n",
+      "DRN11     7\n",
+      "FDH58     7\n",
+      "NCW54     7\n",
+      "Name: Item_Identifier, Length: 1559, dtype: int64\n",
+      "************************************************\n",
+      "Item_Fat_Content\n",
+      "Low Fat    8485\n",
+      "Regular    4824\n",
+      "LF          522\n",
+      "reg         195\n",
+      "low fat     178\n",
+      "Name: Item_Fat_Content, dtype: int64\n",
+      "************************************************\n",
+      "Item_Type\n",
+      "Fruits and Vegetables    2013\n",
+      "Snack Foods              1989\n",
+      "Household                1548\n",
+      "Frozen Foods             1426\n",
+      "Dairy                    1136\n",
+      "Baking Goods             1086\n",
+      "Canned                   1084\n",
+      "Health and Hygiene        858\n",
+      "Meat                      736\n",
+      "Soft Drinks               726\n",
+      "Breads                    416\n",
+      "Hard Drinks               362\n",
+      "Others                    280\n",
+      "Starchy Foods             269\n",
+      "Breakfast                 186\n",
+      "Seafood                    89\n",
+      "Name: Item_Type, dtype: int64\n",
+      "************************************************\n",
+      "Outlet_Identifier\n",
+      "OUT027    1559\n",
+      "OUT013    1553\n",
+      "OUT049    1550\n",
+      "OUT046    1550\n",
+      "OUT035    1550\n",
+      "OUT045    1548\n",
+      "OUT018    1546\n",
+      "OUT017    1543\n",
+      "OUT010     925\n",
+      "OUT019     880\n",
+      "Name: Outlet_Identifier, dtype: int64\n",
+      "************************************************\n",
+      "Outlet_Size\n",
+      "Medium    4655\n",
+      "Small     3980\n",
+      "High      1553\n",
+      "Name: Outlet_Size, dtype: int64\n",
+      "************************************************\n",
+      "Outlet_Location_Type\n",
+      "Tier 3    5583\n",
+      "Tier 2    4641\n",
+      "Tier 1    3980\n",
+      "Name: Outlet_Location_Type, dtype: int64\n",
+      "************************************************\n",
+      "Outlet_Type\n",
+      "Supermarket Type1    9294\n",
+      "Grocery Store        1805\n",
+      "Supermarket Type3    1559\n",
+      "Supermarket Type2    1546\n",
+      "Name: Outlet_Type, dtype: int64\n",
+      "************************************************\n",
+      "source\n",
+      "train    8523\n",
+      "test     5681\n",
+      "Name: source, dtype: int64\n",
+      "************************************************\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Lets check the value count of each column to see if there are any unexpected and unwanted entries present in the column.\n",
+    "for i in categorical:\n",
+    "        print(i)\n",
+    "        print(df[i].value_counts())\n",
+    "        print('************************************************')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ff8d58e",
+   "metadata": {},
+   "source": [
+    "Observation:\n",
+    "    \n",
+    "-There are 16 categories in Item_Type but Basicaly there is 3 type of item either Food ,Drink or not_consumables.\n",
+    "\n",
+    "-Item_Identifier is a Id for Every Item_Type .\n",
+    "\n",
+    "-In Item_Fat_content Low Fat is written three type and Regular fat is two type so we have to replace it by single value."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd2e2e65",
+   "metadata": {},
+   "source": [
+    "## Univariate Visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "b424f43f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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0pz/h0UcfRWFhIeLj4/Hwww/jmWeekbo0r3WmwB5mvKVXxuGa3vaemaM5lSiuNsrypG8iIpKGrMNMSEgIli9fjuXLl0tdis84W+SdYSY6RId+cXocz6vEtjPFmDakm9QlERGRTMg6zJDrnS30zjADAOP7ROF4XiVW/nwBtSZrs9fMHJnk4aqIiEhqsp4zQ67nCDNyPi27JZP6xgAAThdUwWoTJa6GiIjkgmHGjxgtVmSW1ACQ92nZLRmcGIogrQr1ZhsyGtpBRETEMONHLhTXwCYCOrUCIV60kslBqRCQFhsCADiRx2MqiIjIjmHGjziHmIK1Xnv6dN9YPQB7mBFFDjURERHDjF9xLsvWe998GYee0cFQKQSU1ZpR0LCTMRER+TeGGT/ircuyL6dRKdAzOhgAcJJDTUREBC7N9itnvWDDvPRdWW1e0zdWj5P5VTiWW4kJfaI9UBUREckZe2b8hMVqw4Vi+wogb1yWfbm+8XoIAHLK61BaY5K6HCIikhjDjJ/IKq2FyWqDTq1AaKBa6nK6JFirQo8o+1DTkYvl0hZDRESSY5jxE46VTD2igqHw0pVMlxuYYAAAHM6pkLgSIiKSGsOMnzjTEGZ6NUye9Xb94/VQCEBeRT2KuKqJiMivMcz4iXMNYaanj4SZQI3K2ZbDOeXSFkNERJJimPETZ5xhJkTiSlznqm6hAIAjFyu4gR4RkR9jmPEDNpuIc0W+1TMDAP3i9VApBBRWGZFbXi91OUREJBGGGT+QW1GHWpMVaqWA5IhAqctxGZ1aiX7x9uMN9maWSlwNERFJhWHGDzhWMqVEBEGt9K1bPjw5HABw6GI5zFabxNUQEZEUfOs3GzXLEWZ6xfjOEJND96gghAWqUW+24SiXaRMR+SUeZ+AHHGGmZ5TvhRmFIGBochh+OFGIvZllXX6/1o5TmDkyqcvvT0RErseeGT/gXMkU4zsrmS43LCkMAoALxTXIaDiygYiI/AfDjI8TRdGne2YAIDRQ4xxCW7MjQ9piiIjI4xhmfFxRtREVdWYoBPv8El81pkckAODTPdmoqDNLXA0REXkSw4yPc/TKJIYHQqdWSlyN+/SKDkZ0iBY1Jis+3t3yvBciIvI9DDM+7qyPncnUEkEQMK6nvXdm9fYMLtMmIvIjDDM+znlato+HGQAYnBiKyGAt8irq8dXhPKnLISIiD2GY8XFnChw9M765kulyKqUCc8YkAwBe+/EMLOydISLyCwwzPu6sD57J1JrZY1IQGqjGuaIarD+QI3U5RETkAQwzPqyi1oyiKiMA/wkzITo1Hp3QAwCw/PszMFqsEldERETuxjDjw84WVQEA4gw6BGv9Z7Pn+0enIEavRU55Hda2sqMvERH5BoYZH+aYL+MvvTIOOrUSj13XCwDwyg9nUFZjkrgiIiJyJ4YZH+bc+dfPwgwA3H11IvrEhKCs1owXvj4pdTlERORGDDM+7Eyh/6xkupJaqcDfpg8AAHyyNxt7MkolroiIiNyFYcaH+XPPDAAMTwnHPVcnAgCeXn+Ek4GJiHwUw4yPqjVZkFNeB8D3d/9tzR9uTENEkAanC6rxj29OSV0OERG5AcOMjzpXWAMAiAjSICxII3E10gkL0mDZ7VcBAN7bdgFbThdJXBEREbkaw4yPcizL9odjDNoyqV8M7h9t3xn4t58ecu69Q0REvoFhxkddOsaAYQYAnrqpL/rEhKC42oh56ft5ECURkQ9hmPFR/j7590o6tRJv3DsUwVoVdl8oxd++OiF1SURE5CIMMz7qrB8vy25Jz+hgvHzXIADA6u0Z+HzfRYkrIiIiV2CY8UEWqw2ZpbUA2DNzpcn9Y/H49fbdgZ9afwRHLlZIXBEREXUVw4wPKq4xwWoTEaJVIUavlboc2Vl4fS9cnxYNo8WGRz7ch5JqTggmIvJmDDM+yLFap0d0MARBkLga+VEoBLx892CkRgYhp7wO89MPwMIJwUREXothxgcVVtYD4Eqm1hgC1Hhn1jAEaZTYcb6E5zcREXkxhhkfVNjQM8P5Mq3rFROClxomBL+37QI2HMyRuCIiIuoMhhkf5Bhm6hXDMNOWGwfEYd7EHgCAP3x+GMXcUI+IyOuopC6AXMsmiihumNB6PLcK+RX85dyWJ37RB4eyK7DtbDE+P3ARD13THQrONSIi8hrsmfExZTUmWGwiVAoBoYFqqcvxCkqFgBduH4ggjRKZJbXYdaFU6pKIiKgDOtUzc+HCBaSmprq6FnKBooZemchgrV/2LqTvymr19Zkjk5p9PiEsEIumpOFPG47h26P5SIsNQVig/x7QSUTkTTrVM9OzZ09MnDgRH374Ierr611dE3WBY75MVAj3l+moe0cmIyUiCCarDd8ey5e6HCIiaqdOhZlDhw5hyJAh+O1vf4vY2Fg8/PDD2L17t6tro05gmOk8hULALYPiIAA4fLECF8tqpS6JiIjaoVNhZsCAAXj55ZeRk5ODVatWIT8/H+PGjUP//v3x8ssvo6ioyNV1Ujs5hpmighlmOiPOEIDBiaEAgG+O5kMURWkLIiKiNnVpArBKpcL06dPx6aefYtmyZTh37hyefPJJJCQk4P7770deXp6r6qR2Ys9M103qFwOlQsD54hqcLqiWuhwiImpDl5Zm7927FytXrsTHH3+MoKAgPPnkk3jggQeQm5uLZ555BlOnTuXwkwfVGC2oNVkB2CcAU1NtTRAGgLBADUZ3j8C2s8X44WQBesfwWAgiIjnrVJh5+eWXsWrVKpw6dQo33XQTPvjgA9x0001QKOwdPampqXj77beRlpbm0mKpdY5emdBANTQqrrrvimt7R2Hn+RJcLKvDhZIadI/kBoRERHLVqd94K1aswMyZM5GVlYUvvvgCv/zlL51BxiEpKQnvv/9+lwvMycnBfffdh4iICAQGBmLw4MHYt29fl9/XF3G+jOsEa1UYmhQGAPjpdLHE1RARUWs61TOzceNGJCUlNQkwoigiOzsbSUlJ0Gg0mD17dpeKKysrw9ixYzFx4kR8/fXXiI6Oxrlz5xAaGtql9/VVnC/jWuN6RWJPRilOFVShoJJbEBARyVWnwkyPHj2Ql5eH6OjoRs+XlpYiNTUVVqvVJcUtW7YMiYmJWLVqlfO5lJQUl7y3L2KYca3IYC36xulxPK8S284W4ze/6C11SURE1IxODTO1tFy1uroaOp2uSwVd7ssvv8Tw4cNx5513Ijo6GkOGDMG7777rsvf3NRxmcr1re0UCAA5ml6O0xiRxNURE1JwO9cw88cQTAABBEPDMM88gMDDQ+ZrVasWuXbswePBglxV3/vx5rFixAk888QSeeuop7N69G48//ji0Wi3uv//+Zr/HaDTCaLx0uGJlZaXL6pEzs9WGsoZftuyZcZ2kiCDEh+qQW16Pdfsv4sFruktdEhERXaFDYebAgQMA7D0zR44cgUZz6ewajUaDQYMG4cknn3RZcTabDcOHD8fzzz8PABgyZAiOHTuGFStWtBhmli5dimeffdZlNXiLkhoTRAA6tQLBWh6G7kpXp4Rjw8FcrN2dhQfGpXKZNhGRzHTot96mTZsAAHPnzsUrr7wCvV7vlqIc4uLi0K9fv0bP9e3bF59//nmL37N48WJnDxJg75lJTEx0W41y4ZwvE6zlL1sXG5QQiv8dycO5ohrszSzD1SnhUpdERESX6dScmVWrVrk9yADA2LFjcerUqUbPnT59GsnJyS1+j1arhV6vb/TwB0VV9tU2USGum7NEdjq1EoMSQgEAa9ux6R4REXlWu3tmbrvtNqxevRp6vR633XZbq9euW7euy4UBwG9+8xuMGTMGzz//PO666y7s3r0b77zzDt555x2XvL8v4Uom97o6JRx7M8vw1ZE8/PmW/jAEqqUuiYiIGrQ7zBgMBufwhcFgcFtBl7v66quxfv16LF68GM899xxSU1OxfPly3HvvvR75fG/ClUzulRAWgLTYEJzMr8JXR/Iwc2SS1CUREVEDQfTxY4ErKythMBhQUVHhU0NOl58xZBNFPPufYzBbRfxmUm/2zrhJVb0ZS78+iRGp4fj04dFSl0NE5NM68vu7U3Nm6urqUFtb6/w6MzMTy5cvx3fffdeZt6Muqqwzw2wVoRCA8CBN299AnXLLoHgIArD7Qilyy+ukLoeIiBp0KsxMnToVH3zwAQCgvLwcI0aMwEsvvYSpU6dixYoVLi2Q2uYYYooI0kKp4Eomd4kPDcCIhpVMXx7KlbgaIiJy6FSY2b9/P6655hoAwL///W/ExsYiMzMTH3zwAV599VWXFkht4+Rfz5k6uBsAYMNBhhkiIrnoVJipra1FSEgIAOC7777DbbfdBoVCgVGjRiEzM9OlBVLbGGY856aBsVArBZzIq8TpgiqpyyEiInQyzPTs2RNffPEFsrOz8e2332Ly5MkAgMLCQp+aZOstnCuZGGbcLjRQgwl97AesfnEgR+JqiIgI6GSYeeaZZ/Dkk08iJSUFI0eOxOjR9pUd3333HYYMGeLSAqltl+/+S+43dXA8APtQk48vBiQi8gqdOsTnjjvuwLhx45CXl4dBgwY5n7/++usxffp0lxVHbas3W1FVbwHAnhlPmdQ3BkEaJXLK67AvswzDebwBEZGkOtUzAwCxsbEYMmQIFIpLbzFixAikpaW5pDBqH0evTIhOBZ1aKXE1/kGnVuKGAbEAgC8OcqiJiEhqnQozNTU1+NOf/oQxY8agZ8+e6N69e6MHeQ53/pXGtIZVTV8dzoPZapO4GiIi/9apYaYHH3wQW7ZswaxZsxAXF8dTmiVUzJVMkhjTIwKRwRoUV5vw05kiXJcWI3VJRER+q1Nh5uuvv8ZXX32FsWPHuroe6qCSGhMAIII9Mx6lUirwy6visXp7Br44kMswQ0QkoU4NM4WFhSE8nJMe5aDEufsvjzHwtGlD7ENNG48XoMZokbgaIiL/1akw85e//AXPPPNMo/OZyPNEUbzUM8Mw43GDEgxIiQhEndmK747nS10OEZHf6tQw00svvYRz584hJiYGKSkpUKvVjV7fv3+/S4qj1tWYrDBabBDAAyY94fKTyh26RwUjo6QWKzafw/QhCRJURUREnQoz06ZNc3EZ1BmOISZDoBoqZadX2VMXDE4MxY8nC3G2sBrF1UZEcu4SEZHHdSrM/PnPf3Z1HdQJJdUcYpJaZLAWCWEBuFhWh/8eysWcsalSl0RE5Hc6/c/58vJyvPfee1i8eDFKS0sB2IeXcnK4iZinlNQ4Jv+yN0BKgxJCAQBf8CRtIiJJdCrMHD58GL1798ayZcvw4osvory8HACwfv16LF682JX1USuKHT0zweyZkdJVCQYIAA5mlyOjuEbqcoiI/E6nwswTTzyBOXPm4MyZM9DpdM7np0yZgq1bt7qsOGpdqXMlE3tmpBSiU6NndDAA++GTRETkWZ0KM3v27MHDDz/c5Plu3bohP59LVD1BFEUUO/aYYc+M5AYnhgIANhzM4UnaREQe1qkwo9PpUFlZ2eT5U6dOISoqqstFUdu4LFte+sXpoVMrcL64BkdyKqQuh4jIr3QqzEydOhXPPfcczGYzAEAQBGRlZWHRokW4/fbbXVogNa+0oVdGH6CGmsuyJadVK/GLfg0naR/gUBMRkSd16rfgiy++iKKiIkRHR6Ourg7jx49Hz549ERISgr/97W+urpGaUcydf2Vn2uB4AMB/DufCwpO0iYg8plP7zOj1emzbtg2bNm3Cvn37YLPZMHToUEyaNMnV9VELnHvMcJM22bi2dxTCAtUoqjJi29liTOgTLXVJRER+ocNhxmazYfXq1Vi3bh0yMjIgCAJSU1MRGxsLURQhCII76qQrXNpjhj0zcqFWKjB1cDes3p6BT/dmM8wQEXlIh4aZRFHErbfeigcffBA5OTkYOHAg+vfvj8zMTMyZMwfTp093V510BceybE7+lZe7r04EYD9J27HajIiI3KtDPTOrV6/G1q1b8cMPP2DixImNXvvxxx8xbdo0fPDBB7j//vtdWiQ1xTAjT33j9BiUGIpD2eVYt/8i/u/aHlKXRETk8zrUM7N27Vo89dRTTYIMAFx33XVYtGgRPvroI5cVR82rNlpQa7ICYJiRoxkNvTMf78nmnjNERB7QoTBz+PBh3HjjjS2+PmXKFBw6dKjLRVHrsktrAQABaiV0aqXE1dCVfjkoHoEaJc4X1WD3hVKpyyEi8nkdCjOlpaWIiYlp8fWYmBiUlZV1uShqnSPMsFdGnoK1Ktw6yL5M+6NdWRJXQ0Tk+zoUZqxWK1SqlqfZKJVKWCyWLhdFrcsuqwMAhAWqJa6EWnLfqGQAwP+O5KGgsl7iaoiIfFuHJgCLoog5c+ZAq21+bxOjkas3PIE9M/I3oJsBI1LCsTujFB/uzMRvJ/eRuiQiIp/VoTAze/bsNq/hSib3c4SZMIYZWZszNgW7M0qRvisL8yb25PwmIiI36VCYWbVqlbvqoA7ILmsIM4EMM3I2uV8M4g065FbU4z+HcnHn8ESpSyIi8kk8odDLiKKI7FL7nBkOM8mbSqnArNEpAICVP2dwmTYRkZswzHiZ4moT6sxWCABCAzgBWO5mjEhEoEaJE3mV2Hy6SOpyiIh8EsOMl3EMMekD1FApefvkLjRQg5kjkgAAKzadk7gaIiLfxN+GXsY5+ZfzZbzGg9d0h1opYHdGKfZmcBM9IiJXY5jxMhfLHPNlOMTkLWINOtw+NAEA8OZm9s4QEblah1YzkfSyStgz440eHt8Dn+zJxo8nC/H3b04iISywyTUzRyZJUBkRkfdjz4yXccyZ4Uom75IaGYTBiaEAgI3HC6QthojIxzDMeBnuMeO9ru8bA4UAnCmsxvniaqnLISLyGQwzXsRitSG33H7OD3f/9T7hQRpcnRIOANh4rID7zhARuQjDjBcpqDLCahOhVgoI0XG6kzea2CcaKoWAzNJanCqokrocIiKfwN+IXiS33L6SKc4QAIUgSFwNXSl9V1ab1+gD1BjdIwI/nSnGxuMF6B0TwntJRNRF7JnxIo4wEx+qk7gS6orxvaKgVSmQV1GPozkVUpdDROT1GGa8SI4zzARIXAl1RaBWhWt6RQKwr2yy2jh3hoioKxhmvIijZ6Ybw4zXG9sjEoEaJUpqTNifWSZ1OUREXo1hxos4VjKxZ8b7adVKTOgTDQD4/kQBjBarxBUREXkvhhkvksthJp8yKjUc4UEaVBkt2Hq6WOpyiIi8FsOMF8nhMJNPUSkVuLF/LABg29kiZ1glIqKOYZjxEpX1ZlTVWwBwNZMv6R+vR3JEIMxWES9+e0rqcoiIvBLDjJdw/Ks9LFCNQA23B/IVgiDg5oFxAIB1B3Jw+GK5tAUREXkhhhkvwfkyvishLNB5COVf/3uCxxwQEXUQw4yXyOFKJp82uV8MtCoFdmeU4ttj+VKXQ0TkVbwqzCxduhSCIGDhwoVSl+Jx3GPGt4UGavB/13YHACz9+iSXahMRdYDXhJk9e/bgnXfewVVXXSV1KZLgUQa+75HxPRAVokVmSS3e++mC1OUQEXkNrwgz1dXVuPfee/Huu+8iLCxM6nIkwTkzvi9Iq8LiKWkAgNd/POtcik9ERK3zijAzb9483HzzzZg0aVKb1xqNRlRWVjZ6+ALu/uv70ndloc5kRXJEIOrMVjz8wV6k78pyPoiIqHmyDzMff/wx9u3bh6VLl7br+qVLl8JgMDgfiYmJbq7Q/SxWG/Ir7WEmgWHGpwmCgFsHxUMAcDS3EmcKq6QuiYhI9mQdZrKzs7FgwQJ89NFH0OnaN1dk8eLFqKiocD6ys7PdXKX7FVYZYbWJUCsFRAZrpS6H3CzOEIBRPSIAAP85lAeLzSZxRURE8ibrMLNv3z4UFhZi2LBhUKlUUKlU2LJlC1599VWoVCpYrU1XfGi1Wuj1+kYPb+eYLxNnCIBCIUhcDXnCpLQYBGlVKK424uezJVKXQ0Qka7LeSvb666/HkSNHGj03d+5cpKWl4Q9/+AOUSqVElXlWDlcy+Z0AjRJT+sfi3/svYtPJQuemekRE1JSsw0xISAgGDBjQ6LmgoCBEREQ0ed6X5XAlk18anBSK3RmlyCqtxX8O5eKR8d0hCOyZIyK6kqyHmciOG+b5J4UgYOrgeCgE4HheJb46kid1SUREsiTrnpnmbN68WeoSPI7Lsv1XnCEAE/pE48eThXhmwzGM7h6BCE4CJyJqhD0zXoAb5vm3CX2iEKvXobTGhD9tOMqDKImIrsAw4wVyOMzk11QKBW4flgClQsD/juTjkz3ev90AEZErMczIXGW9GVX1FgBczeTPuoUG4MnJfQAAf/7yGE7lczM9IiIHhhmZy2uYLxMWqEagxuumOJELPXxtd1zbOwpGiw3z0vej2miRuiQiIllgmJE5zpchB4VCwMt3DUJ0iBZnC6vxWPp+WKzcHZiIiGFG5i4yzNBlIoO1eHvWMGhVCmw6VYTn/nucE4KJyO8xzMgc95ihKw1JCsMr9wyGIAAf7MjEqz+clbokIiJJcRKGzOXyKANqxo0D4vD0TX3x169O4J/fn4bJasWTk/u0uENw+q6sVt9v5sgkd5RJROQR7JmROc6ZoZY8eE13/PHmvgCANzadw582HIWZc2iIyA+xZ0bmHLv/cpiJmvPgNd2hVSnwpw3H8OHOLGw7U4KZI5MQrOX/tInIf7BnRsYsVhvyKxlmqHWzRqfg3fuHQ6tSIKOkBq/9eAYn8iqlLouIyGMYZmSssMoIq02EWikgkufxUCt+0S8Gv57QA1EhWlTVW/CvnZn4eE8WargXDRH5AYYZGXPMl4kzBEChaH5iJ5FDdIgO8yf2xLW9IiEAOHyxAsu/P43DF8u5fJuIfBrDjIzlcCUTdZBaqcCNA+Lw6wk9EKPXosZkxcd7svHRrixU1pulLo+IyC0YZmQshyuZqJMSwgIxb2JPXJcWDYUAHM+rxPLvT+NAVpnUpRERuRzDjIw5l2UbGGao41QKBSb1jcG8iT3RLTQA9WYbPtt3Ef/edxEmC5dwE5HvYJiRMcchk93CGGao8+IMAXhkfA9c3zcaAoD9WWV4c/NZlNWYpC6NiMglGGZkjMNM5CpKhYDr02LwwDWp0OtUKKwy4q0t55x/x4iIvBnDjIxdOpeJE4DJNbpHBuPXE3oiVq9DldGCd7eex/niaqnLIiLqEoYZmaqqN6Oy3r5HSBznzJALGQLU+L9ru6NHVBBMVhs+2JGJfZmcGExE3ot7nstUXoV9vkxooBpB3JqeXEynVuL+0Sn4YEcGzhXV4N73duLBcd1bHNLkQZREJGfsmZGpHK5kIjdTKxWYNSoFKRGBqDfb8MGODFTUcS8aIvI+/Ce/TPG0bLpS+q4sl7+nRqXA/aNT8PbWcyioNOJfOzLwf9f2gEbFf+cQkffg/2PJFCf/kqfo1ErcPyoFQRolcivq8dm+bB5/QERehWFGpnIb9piJY88MeUBYkAb3jUqGUiHgWG4ldpwvkbokIqJ2Y5iRKe4xQ56WHBGEKQNiAQBfH81HThn3oCEi78AwI1McZiIpjO4egX5xelhtItbuyUK92Sp1SUREbWKYkSGrTUR+w9Js9syQJwmCgNuGdkNogBqlNSasP5DD+TNEJHsMMzJUVGWExSZCqRAQHcKeGfKsQI0K91ydCIUAHMmpwN4MbqhHRPLGMCNDuRX2IaZYvQ5KhSBxNeSPkiKCMLmfff7Mfw7n4mR+pcQVERG1jGFGhi7Nl+EQE0lnXK9I9I4JhsUmYsHag5w/Q0SyxTAjQ5c2zOMQE0lHIQi4fWgCgrQqnCqowgtfn5S6JCKiZjHMyJBjjxlO/iWphejUuGNoNwDA6u0Z2HSqUOKKiIiaYpiRIe4xQ3LSJ1aPOWNSAAC/++wQiquN0hZERHQFhhkZ4pwZkptFU9LQJyYExdUm/O6zQ1yuTUSywjAjQ44wE8c5MyQTOrUSr8wYDI1KgU2nivCvnZlSl0RE5MRTs2Wm1mRBWa0ZAIeZSF7SYvVYdGManvvvcfztqxMY1T0CvWNCALR9ovfMkUmeKJGI/BR7ZmTGMfk3RKuCXqeWuBqixuaOTcH43lEwWmx4fO0BLtcmIllgmJGZXE7+JRkTBAH/uPMqRARpcDK/Cn//5pTUJRERMczIDfeYIbmLDtHh73dcBQBY+fMFbOZybSKSGMOMzLBnhrzB9X1jcP/oZADAk58dRrXRInFFROTPGGZkJpenZZOXeOqmvugVHYziaiPW7b/I5dpEJBmGGZnhHjPkLXRqJV6dMQQapQIn86uw83yJ1CURkZ9imJEZDjORN+kbp8eiKWkAgP8dzXfuXk1E5EkMMzJis4mXDTNxAjB5h7ljU9A3NgRWm4i1u7O4XJuIPI5hRkZKakwwWWwQBCBGzzBD3kEQBNw+LAGhAWqU1piw/kAO588QkUdxB2AZcQwxxYTooFYyZ5J8tLXDb6BGhXtGJOGdredwJKcCqZFBGNU9wkPVEZG/429MGeEeM+TNksIDcUP/WADA/47kOf8+ExG5G8OMjORw8i95uXE9I5EWGwJLw/yZOhPnzxCR+zHMyIjjXCYuyyZvJQgC7hhqnz9TUmPCp3uzYeP8GSJyM4YZGeGybPIFgVoV7h2ZDJVCwKmCKvx4kscdEJF7MczISG4Fwwz5hm5hAZg2pBsA4MeThfjuWL7EFRGRL2OYkRFOACZfMjQpDKMbVjQ98ekhnC2slrgiIvJVDDMyUW+2orjaBIBzZsh33DQwDikRgag2WvDwv/aiqt4sdUlE5IMYZmTCsZIpSKOEIUAtcTVErqFUCJgxIgmxeh3OFdVgfvoBmK02qcsiIh8j603zli5dinXr1uHkyZMICAjAmDFjsGzZMvTp00fq0lwuq7QWAJAYHghBECSuhsh1QnRqvD1rGO5+Zwe2nC7C0+uPYNntV7X773lbG/bNHJnkijKJyIvJumdmy5YtmDdvHnbu3ImNGzfCYrFg8uTJqKmpkbo0l7vYEGaSwgMlroTI9QYlhuKNmUOhEIBP917EyxtPS10SEfkQWffMfPPNN42+XrVqFaKjo7Fv3z5ce+21ElXlHpf3zBD5ouv7xuCv0wbiqfVH8NqPZ6FSKLBgUi+pyyIiHyDrMHOliooKAEB4eHiL1xiNRhiNRufXlZWVbq/LFbLYM0N+YObIJFTVm7H065P45/enIULEgut7cWiViLpE1sNMlxNFEU888QTGjRuHAQMGtHjd0qVLYTAYnI/ExEQPVtl5WaX2CcAMM+TrHh7fA4unpAEAln9/Bk9/cRQWTgomoi7wmjAzf/58HD58GGvXrm31usWLF6OiosL5yM7O9lCFnSeKIrI5zER+5OHxPfDnW/pBEOwTfH+1Zi/Ka01Sl0VEXsorwsxjjz2GL7/8Eps2bUJCQkKr12q1Wuj1+kYPuSurNaPaaAEAJIRxjxnyD3PHpuLt+4YhQK3E1tNFmPLKT9h5vkTqsojIC8k6zIiiiPnz52PdunX48ccfkZqaKnVJbuHolYnRa6FTKyWuhshzJvePxWePjEZqZBDyKuox492dePY/x1DJzfWIqANkHWbmzZuHDz/8EOnp6QgJCUF+fj7y8/NRV1cndWkuxcm/5M8GdDPgv4+Nw13DEyCKwKqfM3Ddi5vx8e4sbrBHRO0i6zCzYsUKVFRUYMKECYiLi3M+PvnkE6lLcykuyyZ/F6RV4e93DMK/HhiB7lFBKK42YdG6I5j44mbsuVAKi42hhohaJuul2aIoSl2CR2SzZ4YIAHBNryh8s+Ba/GtnJt7acg4Xy+pwsSwHm04VYnyfKAxLCoNKKet/gxGRBPj/CjLAYSaiSzQqBR4Yl4qffj8Rz/yyH0J0KpTXmbHhYC5e2ngau9lTQ0RXkHXPjL/ILuMwE9GVdGolfjUuFUqFgD0Zpdh6uggVdWZ8cTAHm08XYmKfaAxNCmvzfXi2E5HvY5iRmNlqQ255PQD2zBA1R61UYEyPSFydEo7dF+yhprzWjPUHcvDTmSIkRQRifO8oqcskIgkxzEgsr7weVpsIrUqBqGCt1OUQeVxbPScOaqUCY3s6Qk0JtpwuQnG1CbNX7saUAbF4buoARIXwf0NE/ohhRmKXr2RSKHg+Dfmm9gaW9tCoFBjXKwrDU8Lxw4kC7LxQiq+P5mPXhVI8P30gbhwQ67LPIiLvwAnAErtQUgOAQ0xEHaVTK3HzVfH4z/xxSIsNQWmNCY98uA9/+uIoTBZOECbyJwwzEjtfVA0A6BEVJHElRN6pX7weG+aPxa8n9AAA/GtnJma8uxOFlfUSV0ZEnsIwI7FzRfaeme5RwRJXQuS9tCol/nBjGt6fPRwhOhX2ZZZh+pvbcbawWurSiMgDGGYkdqlnhmGGqKuu7xuDL+ePQ/fIIOSU1+GOt7Yjq2Eol4h8F8OMhOrNVuSU28+Z6s5hJiKXSI0Mwr9/PQaDEkNRXmvGyp8zkFHMQEPkyxhmJHShuAaiCBgC1IgI0khdDpHPCA/SYO1DI3FNr0iYrDas3pHBHhoiH8YwI6HzzvkyQRAELssmcqVAjQrv3j8c3aOCYLLYsGp7BnIbekKJyLcwzEjoXMN8me6RnC9D5A46tRL3j0pBSkQQjBYb1uzIQFmtSeqyiMjFGGYk5Jz8G835MkTuolEpMGtUMmL0WlTVW7B6ewZqTRapyyIiF2KYkZBzWTZ7ZojcKkCjxJwxqTAEqFFUZcTHu7NhtYlSl0VELsIwIxFRFJ09Mz3ZM0PkdoYANWaPToFGqcDZomp8czRP6pKIyEV4NpNECiqNqDFZoVQISApnmCHqrI6c+xRr0OGOYQlI352Fn8+VID40ADNHJrmxOiLyBPbMSMTRK5MUHgiNireByFMGdDNgYp9oAMAXB3NwpqBK4oqIqKv4W1Qil1YysVeGyNOu7xuNXtHBMFtFzE8/gDqTVeqSiKgLGGYkcu6yPWaIyLMUgoA7hiUgRKvCqYIqPPffY1KXRERdwDAjkRN5lQCA3jEhEldC5J9CdGrcOTwRggCs3Z2NLw/lSl0SEXUSw4wERFHE8YYw0z/eIHE1RP6rZ3Qw5k/sCQB4at0RnuFE5KUYZiRwsawOVfUWaJQK9IzmHjNEUlpwfS+MSAlHtdGCx9YegNHC+TNE3oZhRgLHcisAAL1igrmSiUhiKqUCr8wYjLBANY7kVODFb09JXRIRdRB/k0rgWK5jiEkvcSVEBABxhgD8445BAIB3f7qAn84USVwREXUEw4wELoUZzpchkotJ/WJw3yj7Bnq//fQQSmt4ICWRt2CYkcBx9swQydLTN/VDz+hgFFYZ8ft/H4Yo8vwmIm/AMONhJdVG5FfWQxCAtDiGGSI5CdAo8co9g6FRKvD9iQJ81IGjEohIOgwzHuYYYkqJCEKwlkdjEclN/3gDfn9jHwDAX786jrOFPO6ASO4YZjzMEWb6cYiJSLZ+NTYV1/SKRL3ZhsfWHuRybSKZY5jxsEub5THMEMmVQiHgpTsHISxQjRN5lfjHN1yuTSRnDDMedizHvsdMP86XIZK1aL0Of29Yrv3etgvYeprLtYnkipM2PKiwqh7ni2sgCMDgxFCpyyEiAOmtTPKdOTIJ945Mwke7svDbzw7h6wXXIDJY68HqiKg9GGY8aNf5UgBA31g9QgM1EldDRG1J35WFXtEhiArRoqjKiHve3ok5Y1OgEAQA9rBDRNLjMJMH7TxfAgAY1T1C4kqIqL00KgVmjkiCWingbFE1Np0slLokIroCw4wHXQoz4RJXQkQdEaPXYdrgbgCAH08W4nQBl2sTyQnDjIcUVtXjXJF9vsyIVIYZIm8zJCkMV6eEQwTw8Z4sFFcbpS6JiBowzHgI58sQeb9bropDUngg6s02/GtHJqrqzVKXRERgmPEYzpch8n4qpQL3jkyCXqdCUbUR89IPwGy1SV0Wkd9jmPEQzpch8g0hOjXuG5UMtVLA1tNF+AMPpCSSHMOMBxRUcr4MkS9JCAvEzBFJUCoErDuQg6Vfn2SgIZIQw4wHfHU4D4B9ozzOlyHyDX1i9XjhtoEAgHe2nscL3zDQEEmFYcYD/nM4FwBw66B4iSshIle6c3giltzSDwDw9pbz+Mt/T8BmY6Ah8jSGGTfLLq3FgaxyKATg5oFxUpdDRC42Z2wq/jJtAABg5c8XMC99P2pNFomrIvIvDDNu5uiVGdU9AtF6ncTVEJE7zBqVjBfvHAS1UsDXR/Nx19s7kF1aK3VZRH6DYcbNvjzIISYif3DHsASkPzQK4UEaHM2pxA3Lt+KjXZmcR0PkAQwzbnSmoAon86ugVgq4cUCs1OUQkZtdnRKOL+ePxYjUcNSarHh6/VHc8dYO59YMROQeDDNutHp7BgDg2l5RXMVE5CcSwgLx8UOj8Kdf9oNOrcC+zDLc885O3P32DnxxIAf1ZqvUJRL5HJXUBfiq7NJafLo3GwDw0LXdJa6GiNwhfVdWi68FqJXY8ruJeP3Hs1i7Owu7LpRi14VSBK1XYlT3CIztGYmrEgzoExuCEJ26w+8PADNHJnWpfiJfwTDjJm9sOguzVcTYnhE8woDIT8XodfjLtAH49YQe+HRvNj7bexE55XX44WQhfjhZ6LwuIkiDGL0OcQYdYgw6xOp1iA7R4mReJYJ1KoTo1AjWqqBUCBK2hki+GGbcILOkBp/tuwgA+M2k3hJXQ0RSiw8NwMJJvfH4db1wPK8S284WY9f5EuzLLENlvQUlNSaU1JhwPK+y1fcJ1Cih16lhCFDDEKhGWa0JcQYd4kMDEG8IQIxBC61K6aFWEckHw4yLiaKIv/z3BKw2Edf2jsLwFB5fQER2CoWAAd0MGNDNgEfG90D6rizUmaworzOhos6MyjoLKuvNqKwzo6regmqjBVX1ZlQbLbCJQK3JilqTFfmV9QCA3RdKm3xGZLAW3UJ1iDMEIC5Uh/iG/4YFahCsVSFEp7L39mjV0KkVEAT29pD3Y5hxsRVbzuH7EwXQKBX4/Q19pC6HiGQuQKNEgCYAcYaAFq+xiSLqTFZU1dvDTkWtGeV1ZkQEa5BXUYfc8nrkltfBaLGhuNqI4mojDl2saPOzVQoBwToVgjQqBGqUCNSqEKRRIlCjQpC24b+XP69VwRCgRkSQBuFBGkQEaRAWpIFaybUkJC2GGRf66UwRXvz2FABgya39MaCbQeKKiEhKbU3gbS+FICBIq0KQVoVYw6XNNy+fACyKIspqzcgtr0NueR3+cygXFXX20FNRZ0a92Yp6sw1GixVGsw0iAItNRHmtGeW15i7Vp1MrEKxVIVirhj5ABb1OjfG9oxCt1yJGr2t4aBGokdevHIvVhhqTFTVGC+rMVlhtIr48mAubKMJmE2EVAatNhCAASkGAUiHgl4PioFUpEKJTQ69j75ZcyOtvVgvefPNN/OMf/0BeXh769++P5cuX45prrpG6rEY2HMzBos+PwCYCdw9PxIwRiVKXRER+RBAEhDf0mAzoZkBxtanFa22iCLPFhnqLDfVmK0wWG0xWG0wWG4wW+39NFiuMVsefL71Wa7KixmSxBwCTFSKAerMN9WZTo8/cdra4yec6QkCv6GDENASd6IagExWsRZBWZe+pUtsfKqUAmwhAtNdsE0XUma2oN9uH2+pMVtSaG/5rsqLWZB+a232+1F57Q3gzWW0wmhvaZrVBAFBttMBosXX457xiy7lGX6uVAvQ6NcKDNIg16FBrtNoDXYAaBp0a+gA1QgPUCNAoIQgCV6C5iezDzCeffIKFCxfizTffxNixY/H2229jypQpOH78OJKSpP9LUVhVj1e+P4OPGv4Fdk2vSDw7tT+TOhHJlkIQoFUroVUrYQhofll4eziGv2qMFlSbLKiut6Cy3oKqOrN97k+9fc5PZZ3FHigsNhgbhsHkRK0UoFMroVYqYLbaoBQEKBQCFIIApQIQG3porKIIjVIBo8WGaqMFVpsIs1V0TuA+U1jd4mdolAoYAtX49lg+uoUFoFtowyMsAPGhAYgJ0ULF4bpOE0SZ77U9cuRIDB06FCtWrHA+17dvX0ybNg1Lly5t8/srKythMBhQUVEBvV7vsrpO5VfhvZ/OY8PBXJis9nT/2HU9sXBSb48sn3RV9zURkScYzZfm/AxMMKCgsh4FlUYUVNajsNIecGpNVtSZrc6g0BylQoBGqYBGpYBaqYBGKUCtUkCjVECrUkCjUkKrcvxZ0fBn5WV/bnpNZ0KEKIowWWyoM9trrjFaUVlnRkXDBO6KhkBXUWfvxWqLUiEgVq9DrEGH0IbVaoYANUIDNAht+HOQVgWdWoEAtRI6tRI6tb1tjj87Apmv6Mjvb1n3zJhMJuzbtw+LFi1q9PzkyZOxfft2iaqy+3hPlnP59bDkMCyc1AvX9IqStCYiIrly9ARFhmhRY7QiWKtGcJQaPaKCm73eahPt51oJgAD7PxAFwd6rJAfCZb1boW1ca7banJO2y2tNKKs1o6LO/t/yWvtKNqtNRE55HXLK67pUl1IhQKdSNAQcJbTqS0FP3RACNZf9Wats/LxSIUBo+JkrhEs/c6GhzZd/rWj4h7tCEDAkKVTSPdVkHWaKi4thtVoRExPT6PmYmBjk5+c3+z1GoxFG46UuzIoK+4z+ysrW92/oqDsGRuBifglmjUnG4MQwt3xGa2prqjz2WURE1DWBCiAwCIgPUgNQAwh0viaKor3XqmFJvmNeUJ3ZinqTDbVmK+rNFpgsNpitIixWG8w2+58dQ10ONgBmAJ7+DfHAuFT0i+z8kGVzHL9T2zOAJOsw43Dl/BNRFFuck7J06VI8++yzTZ5PTHTPhNz33PKuRERE3mPJcmCJm967qqoKBkPrq4NlHWYiIyOhVCqb9MIUFhY26a1xWLx4MZ544gnn1zabDaWlpYiIiPCZSbmVlZVITExEdna2S+cByZE/tRXwr/b6U1sB/2qvP7UV8K/2erKtoiiiqqoK8fHxbV4r6zCj0WgwbNgwbNy4EdOnT3c+v3HjRkydOrXZ79FqtdBqtY2eCw0NdWeZktHr9T7/PxwHf2or4F/t9ae2Av7VXn9qK+Bf7fVUW9vqkXGQdZgBgCeeeAKzZs3C8OHDMXr0aLzzzjvIysrCI488InVpREREJAOyDzN33303SkpK8NxzzyEvLw8DBgzA//73PyQnJ0tdGhEREcmA7MMMADz66KN49NFHpS5DNrRaLf785z83GU7zRf7UVsC/2utPbQX8q73+1FbAv9or17bKftM8IiIiotb4zlaBRERE5JcYZoiIiMirMcwQERGRV2OYkYE333wTqamp0Ol0GDZsGH766adWr9+yZQuGDRsGnU6H7t2746233mpyzeeff45+/fpBq9WiX79+WL9+vbvK7zBXt3f16tUNZ4Y0ftTX17uzGe3Skbbm5eVh5syZ6NOnDxQKBRYuXNjsdb5yb9vTXl+5t+vWrcMvfvELREVFQa/XY/To0fj222+bXCfXe+vqtsr5vgIda++2bdswduxYREREICAgAGlpafjnP//Z5DpfuLftaatk91YkSX388ceiWq0W3333XfH48ePiggULxKCgIDEzM7PZ68+fPy8GBgaKCxYsEI8fPy6+++67olqtFv/97387r9m+fbuoVCrF559/Xjxx4oT4/PPPiyqVSty5c6enmtUid7R31apVol6vF/Py8ho9pNbRtl64cEF8/PHHxTVr1oiDBw8WFyxY0OQaX7q37Wmvr9zbBQsWiMuWLRN3794tnj59Wly8eLGoVqvF/fv3O6+R6711R1vlel9FsePt3b9/v5ieni4ePXpUvHDhgvivf/1LDAwMFN9++23nNb5yb9vTVqnuLcOMxEaMGCE+8sgjjZ5LS0sTFy1a1Oz1v//978W0tLRGzz388MPiqFGjnF/fdddd4o033tjomhtuuEG85557XFR157mjvatWrRINBoPLa+2qjrb1cuPHj2/2l7sv3dvLtdReX7y3Dv369ROfffZZ59dyvbfuaKtc76souqa906dPF++77z7n1758b69sq1T3lsNMEjKZTNi3bx8mT57c6PnJkydj+/btzX7Pjh07mlx/ww03YO/evTCbza1e09J7eoq72gsA1dXVSE5ORkJCAn75y1/iwIEDrm9AB3Smre3hS/e2vXzx3tpsNlRVVSE8PNz5nBzvrbvaCsjvvgKuae+BAwewfft2jB8/3vmcr97b5toKSHNvGWYkVFxcDKvV2uTQzJiYmCaHazrk5+c3e73FYkFxcXGr17T0np7irvampaVh9erV+PLLL7F27VrodDqMHTsWZ86ccU9D2qEzbW0PX7q37eGr9/all15CTU0N7rrrLudzcry37mqrHO8r0LX2JiQkQKvVYvjw4Zg3bx4efPBB52u+dm9ba6tU99YrdgD2dVee5i2KYqsnfDd3/ZXPd/Q9PcnV7R01ahRGjRrlfH3s2LEYOnQoXnvtNbz66quuKrtT3HEffOnetsUX7+3atWuxZMkSbNiwAdHR0S55T3dzdVvlfF+BzrX3p59+QnV1NXbu3IlFixahZ8+emDFjRpfe0xNc3Vap7i3DjIQiIyOhVCqbpODCwsImadkhNja22etVKhUiIiJavaal9/QUd7X3SgqFAldffbWk/8rrTFvbw5fubWd4+7395JNP8MADD+Czzz7DpEmTGr0mx3vrrrZeSQ73Fehae1NTUwEAAwcOREFBAZYsWeL8Be9r97a1tl7JU/eWw0wS0mg0GDZsGDZu3Njo+Y0bN2LMmDHNfs/o0aObXP/dd99h+PDhUKvVrV7T0nt6irvaeyVRFHHw4EHExcW5pvBO6Exb28OX7m1nePO9Xbt2LebMmYP09HTcfPPNTV6X4711V1uvJIf7Crju77EoijAajc6vfeneXunKtjb3ukfurWfnG9OVHEvj3n//ffH48ePiwoULxaCgIDEjI0MURVFctGiROGvWLOf1jqXKv/nNb8Tjx4+L77//fpOlyj///LOoVCrFF154QTxx4oT4wgsvyGIZoCi6p71LliwRv/nmG/HcuXPigQMHxLlz54oqlUrctWuXx9t3uY62VRRF8cCBA+KBAwfEYcOGiTNnzhQPHDggHjt2zPm6L91bUWy7vb5yb9PT00WVSiW+8cYbjZarlpeXO6+R6711R1vlel9FsePtff3118Uvv/xSPH36tHj69Glx5cqVol6vF59++mnnNb5yb9vTVqnuLcOMDLzxxhticnKyqNFoxKFDh4pbtmxxvjZ79mxx/Pjxja7fvHmzOGTIEFGj0YgpKSniihUrmrznZ599Jvbp00dUq9ViWlqa+Pnnn7u7Ge3m6vYuXLhQTEpKEjUajRgVFSVOnjxZ3L59uyea0qaOthVAk0dycnKja3zp3rbVXl+5t+PHj2+2rbNnz270nnK9t65uq5zvqyh2rL2vvvqq2L9/fzEwMFDU6/XikCFDxDfffFO0Wq2N3tMX7m172irVveWp2UREROTVOGeGiIiIvBrDDBEREXk1hhkiIiLyagwzRERE5NUYZoiIiMirMcwQERGRV2OYISIiIq/GMENERERejWGGiLyaIAj44osvOnxtRkYGBEHAwYMHW7x+8+bNEAQB5eXlAIDVq1cjNDTU+fqSJUswePDgTtVNRK7DMENEmDNnDqZNmwYAmDBhAhYuXChpPfv27YMgCNi2bVuzr99www249dZbAQB5eXmYMmVKu963I9cCwJgxY5CXlweDwdDs608++SR++OEH59eX/xyJyHMYZohIdoYNG4ZBgwZh1apVTV7Lzs7G999/jwceeAAAEBsbC61W26737ci1gP1k4djYWAiC0OzrwcHBiIiIaPf7EZF7MMwQkdOcOXOwZcsWvPLKKxAEAYIgICMjAwBw/Phx3HTTTQgODkZMTAxmzZqF4uJi5/dOmDABjz32GBYuXIiwsDDExMTgnXfeQU1NDebOnYuQkBD06NEDX3/9dbtqeeCBB/Dpp5+ipqam0fOrV69GVFQUbr75ZgCNh45MJhPmz5+PuLg46HQ6pKSkYOnSpc7vbW5I6uTJkxgzZgx0Oh369++PzZs3O1+7cpjpSpcPMy1ZsgRr1qzBhg0bnD+7zZs347rrrsP8+fMbfV9JSQm0Wi1+/PHHdv0siKh1DDNE5PTKK69g9OjReOihh5CXl4e8vDwkJiYiLy8P48ePx+DBg7F371588803KCgowF133dXo+9esWYPIyEjs3r0bjz32GH7961/jzjvvxJgxY7B//37ccMMNmDVrFmpra9us5d5774XZbMZnn33mfE4URaxevRqzZ8+GSqVq8j2vvvoqvvzyS3z66ac4deoUPvzwQ6SkpLT6Ob/73e/w29/+FgcOHMCYMWNw6623oqSkpH0/sMs8+eSTuOuuu3DjjTc6f3ZjxozBgw8+iPT0dBiNRue1H330EeLj4zFx4sQOfw4RNcUwQ0ROBoMBGo0GgYGBiI2NRWxsLJRKJVasWIGhQ4fi+eefR1paGoYMGYKVK1di06ZNOH36tPP7Bw0ahD/+8Y/o1asXFi9ejICAAERGRuKhhx5Cr1698Mwzz6CkpASHDx9us5bw8HBMmzat0VDT5s2bcf78efzqV79q9nuysrLQq1cvjBs3DsnJyRg3bhxmzJjR6ufMnz8ft99+O/r27YsVK1bAYDDg/fffb+dP7JLg4GAEBARAq9U6f3YajQa33347BEHAhg0bnNeuWrUKc+bMaXH4iog6hmGGiNq0b98+bNq0CcHBwc5HWloaAODcuXPO66666irnn5VKJSIiIjBw4EDnczExMQCAwsLCdn3uAw88gK1bt+Ls2bMAgJUrV2Ls2LHo06dPs9fPmTMHBw8eRJ8+ffD444/ju+++a/MzRo8e7fyzSqXC8OHDceLEiXbV1x5arRb33XcfVq5cCQA4ePAgDh06hDlz5rjsM4j8HcMMEbXJZrPhlltuwcGDBxs9zpw5g2uvvdZ5nVqtbvR9giA0es7RE2Gz2dr1uZMmTUJycjJWr16NyspKrFu3zjnxtzlDhw7FhQsX8Je//AV1dXW46667cMcdd3SkqY3qdJUHH3wQGzduxMWLF7Fy5Upcf/31SE5OdulnEPmzpoPOROTXNBoNrFZro+eGDh2Kzz//HCkpKc3OVXEXQRAwd+5cvPfee0hISIBCoWgyT+dKer0ed999N+6++27ccccduPHGG1FaWorw8PBmr9+5c6czkFksFuzbt6/JhN32au5nBwADBw7E8OHD8e677yI9PR2vvfZap96fiJrHnhkiaiQlJQW7du1CRkYGiouLYbPZMG/ePJSWlmLGjBnYvXs3zp8/j++++w6/+tWvmv3l7Upz585Fbm4unnrqKdxzzz0ICgpq8dp//vOf+Pjjj3Hy5EmcPn0an332GWJjYxttdHelN954A+vXr8fJkycxb948lJWVtTgnpy0pKSk4fPgwTp06heLiYpjNZudrDz74IF544QVYrVZMnz69U+9PRM1jmCGiRp588kkolUr069cPUVFRyMrKQnx8PH7++WdYrVbccMMNGDBgABYsWACDwQCFwr3/N5KUlIRJkya1K2QEBwdj2bJlGD58OK6++mpkZGTgf//7X6s1vvDCC1i2bBkGDRqEn376CRs2bEBkZGSnan3ooYfQp08fDB8+HFFRUfj555+dr82YMQMqlQozZ86ETqfr1PsTUfMEURRFqYsgIvJ12dnZSElJwZ49ezB06FCpyyHyKQwzRERuZDabkZeXh0WLFiEzM7NRbw0RuQaHmYhIEo888kijpd6XPx555BGpy3OZn3/+GcnJydi3bx/eeustqcsh8knsmSEiSRQWFqKysrLZ1/R6PaKjoz1cERF5K4YZIiIi8mocZiIiIiKvxjBDREREXo1hhoiIiLwawwwRERF5NYYZIiIi8moMM0REROTVGGaIiIjIqzHMEBERkVf7f5wcwIXZDg/gAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#distribution plot for each columns that contain continues variable and find out skewness present in columns\n",
+    "\n",
+    "for i in train_data.describe().columns:\n",
+    "    sns.distplot(train_data[i].dropna())\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "34cddca8",
+   "metadata": {},
+   "source": [
+    "observation:\n",
+    "\n",
+    "skewness is present in item_visibility and item_outlet_sales\n",
+    "\n",
+    "Item_Weight and Item_MRP is normaly distri buted\n",
+    "\n",
+    "In year 1990 to 1995 no OUtlet is Establised\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b465dd7",
+   "metadata": {},
+   "source": [
+    "### Box plot to detect Outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "2962720d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#box plot for each columns that contain continues variable\n",
+    "\n",
+    "for i in train_data.describe().columns:\n",
+    "    sns.boxplot(train_data[i].dropna())\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bada84b2",
+   "metadata": {},
+   "source": [
+    "Observation:\n",
+    "    \n",
+    "Outliers present in Item_Visibility and Item_Outlet_Sales"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ba5b3c4d",
+   "metadata": {},
+   "source": [
+    "## Count plot for categorical variable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "f9827f1e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Train_categorical=['Item_Type','Outlet_Size','Outlet_Location_Type','Outlet_Type','Item_Fat_Content']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "feb858de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\t\t\t\t\t\t *** Item_Type *** \n",
+      "\n",
+      "Fruits and Vegetables    2013\n",
+      "Snack Foods              1989\n",
+      "Household                1548\n",
+      "Frozen Foods             1426\n",
+      "Dairy                    1136\n",
+      "Baking Goods             1086\n",
+      "Canned                   1084\n",
+      "Health and Hygiene        858\n",
+      "Meat                      736\n",
+      "Soft Drinks               726\n",
+      "Breads                    416\n",
+      "Hard Drinks               362\n",
+      "Others                    280\n",
+      "Starchy Foods             269\n",
+      "Breakfast                 186\n",
+      "Seafood                    89\n",
+      "Name: Item_Type, dtype: int64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observation: \n",
+      "\n",
+      "- Fruits and Vegetables are most demanded Item then Snack food then household  seafood item is on minimum demand\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "\n",
+      "\n",
+      "\t\t\t\t\t\t *** Outlet_Size *** \n",
+      "\n",
+      "Medium    4655\n",
+      "Small     3980\n",
+      "High      1553\n",
+      "Name: Outlet_Size, dtype: int64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observation: \n",
+      "\n",
+      "- Medium  size outlet is greater than as compair to small and High  High size outlet is not too much may be it is only in Big cities or matro\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "\n",
+      "\n",
+      "\t\t\t\t\t\t *** Outlet_Location_Type *** \n",
+      "\n",
+      "Tier 3    5583\n",
+      "Tier 2    4641\n",
+      "Tier 1    3980\n",
+      "Name: Outlet_Location_Type, dtype: int64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observation: \n",
+      "\n",
+      "- Outlet location is divided into three Ties in which the tier3 is more than other\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "\n",
+      "\n",
+      "\t\t\t\t\t\t *** Outlet_Type *** \n",
+      "\n",
+      "Supermarket Type1    9294\n",
+      "Grocery Store        1805\n",
+      "Supermarket Type3    1559\n",
+      "Supermarket Type2    1546\n",
+      "Name: Outlet_Type, dtype: int64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observation: \n",
+      "\n",
+      "- Outlet Type is divided into four type where Supermarket type1 is greater than other\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "\n",
+      "\n",
+      "\t\t\t\t\t\t *** Item_Fat_Content *** \n",
+      "\n",
+      "Low Fat    8485\n",
+      "Regular    4824\n",
+      "LF          522\n",
+      "reg         195\n",
+      "low fat     178\n",
+      "Name: Item_Fat_Content, dtype: int64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Observation: \n",
+      "\n",
+      "- Item_Fat_Content have Low Fat, Regular and the same thing is present in different different speling so we can replace it by only two variable Low Fat and Regular\n",
+      "----------------------------------------------------------------------------------------------------\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "#count plot for all automobile information availble\n",
+    "for i in Train_categorical:   \n",
+    "    print('\\t'*6,'***',i,'***','\\n')\n",
+    "    print(df[i].value_counts())\n",
+    "    plt.style.use('fivethirtyeight')\n",
+    "    plt.figure(figsize = (20, 7))\n",
+    "    sns.countplot(x=df[i])\n",
+    "    plt.xticks(rotation=60)\n",
+    "    plt.title(i,fontsize=15)\n",
+    "    plt.show()\n",
+    "    print('Observation: \\n')\n",
+    "    input('- ')\n",
+    "    print('-----'*20)\n",
+    "    print('\\n')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ed393b4d",
+   "metadata": {},
+   "source": [
+    "## Bivareiate Visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "e1a66f2a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Item_MRP', ylabel='Item_Outlet_Sales'>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1500x600 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "## Visualise relation ship between Item_Outlet_Sales and Item_Weight,Item_Visibility,Item_MRP\n",
+    "fig,axs = plt.subplots(1,3,sharey = True,figsize=(15,6))\n",
+    "#fig,axs = plt.subplots(1,3)\n",
+    "df.plot(kind = 'scatter' , x= 'Item_Weight' ,y='Item_Outlet_Sales',ax = axs[0] )\n",
+    "df.plot(kind = 'scatter' ,x = 'Item_Visibility',y ='Item_Outlet_Sales',ax = axs[1])\n",
+    "df.plot(kind = 'scatter',x = 'Item_MRP', y = 'Item_Outlet_Sales',ax = axs[2])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "56c0bbdc",
+   "metadata": {},
+   "source": [
+    "observation:\n",
+    "\n",
+    "Item_visibility is increses then Item_outlet_sales is decreses\n",
+    "\n",
+    "Item_MRP is increses then Item_outlet_sales is also increses"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "0ea84d9a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Item_Visibility', ylabel='Item_MRP'>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1500x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,6))\n",
+    "sns.scatterplot(data=train_data,y='Item_MRP',x='Item_Visibility')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fbd1436b",
+   "metadata": {},
+   "source": [
+    "The Item which has  high MRP the visibility is less may be  the high MRp item availability in outlet is less Quantity "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "60396574",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([0, 1, 2, 3]),\n",
+       " [Text(0, 0, 'Supermarket Type1'),\n",
+       "  Text(1, 0, 'Supermarket Type2'),\n",
+       "  Text(2, 0, 'Grocery Store'),\n",
+       "  Text(3, 0, 'Supermarket Type3')])"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (7, 5))\n",
+    "sns.barplot(x=\"Outlet_Type\",y=\"Item_Outlet_Sales\",data=df)\n",
+    "plt.title(\"imapact of Outlet_Type on Item_Outlet_Sales\")\n",
+    "plt.xticks(rotation=60)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e3b9573",
+   "metadata": {},
+   "source": [
+    "In above bar plot graph we saw that outlet  Supermarket type3 is less in quantity  but here the Item_Outlet_Sales is more in supermarket Type 3 \n",
+    "\n",
+    "That means may be the Supermarket type3 is Big in size and present in Big city that why  saleing item are more "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "911b6b9d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([0, 1, 2]),\n",
+       " [Text(0, 0, 'Medium'), Text(1, 0, 'High'), Text(2, 0, 'Small')])"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (7, 5))\n",
+    "sns.barplot(x=\"Outlet_Size\",y=\"Item_Outlet_Sales\",data=df)\n",
+    "plt.title(\"imapact of Outlet_Size on Item_Outlet_Sales\")\n",
+    "plt.xticks(rotation=60)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "77f54242",
+   "metadata": {},
+   "source": [
+    "Item_Outlet_sale is higer for Medium Size outlet."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "a332d8b1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([0, 1, 2]),\n",
+       " [Text(0, 0, 'Tier 1'), Text(1, 0, 'Tier 3'), Text(2, 0, 'Tier 2')])"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (7, 5))\n",
+    "sns.barplot(x=\"Outlet_Location_Type\",y=\"Item_Outlet_Sales\",data=df)\n",
+    "plt.title(\"imapact of Outlet_Location_Type on Item_Outlet_Sales\")\n",
+    "plt.xticks(rotation=60)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "442682cc",
+   "metadata": {},
+   "source": [
+    "Item outlet location is divided in three tier .The count of Tier3  is maximum but the saleing is more in Tier2 outlet as compair to other Tier. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "d23c071c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15]),\n",
+       " [Text(0, 0, 'Dairy'),\n",
+       "  Text(1, 0, 'Soft Drinks'),\n",
+       "  Text(2, 0, 'Meat'),\n",
+       "  Text(3, 0, 'Fruits and Vegetables'),\n",
+       "  Text(4, 0, 'Household'),\n",
+       "  Text(5, 0, 'Baking Goods'),\n",
+       "  Text(6, 0, 'Snack Foods'),\n",
+       "  Text(7, 0, 'Frozen Foods'),\n",
+       "  Text(8, 0, 'Breakfast'),\n",
+       "  Text(9, 0, 'Health and Hygiene'),\n",
+       "  Text(10, 0, 'Hard Drinks'),\n",
+       "  Text(11, 0, 'Canned'),\n",
+       "  Text(12, 0, 'Breads'),\n",
+       "  Text(13, 0, 'Starchy Foods'),\n",
+       "  Text(14, 0, 'Others'),\n",
+       "  Text(15, 0, 'Seafood')])"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (7, 5))\n",
+    "sns.barplot(x=\"Item_Type\",y=\"Item_Outlet_Sales\",data=df)\n",
+    "plt.title(\"imapact of Item_Type on Item_Outlet_Sales\")\n",
+    "plt.xticks(rotation=90)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f09ff4e6",
+   "metadata": {},
+   "source": [
+    "Starchy and Sea Food as higher Item outlet sale."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0af4960e",
+   "metadata": {},
+   "source": [
+    "## Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "956185bc",
+   "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>Item_Weight</th>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <th>Outlet_Establishment_Year</th>\n",
+       "      <th>Item_Outlet_Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.014048</td>\n",
+       "      <td>0.027141</td>\n",
+       "      <td>-0.011588</td>\n",
+       "      <td>0.014123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <td>-0.014048</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.001315</td>\n",
+       "      <td>-0.074834</td>\n",
+       "      <td>-0.128625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <td>0.027141</td>\n",
+       "      <td>-0.001315</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.005020</td>\n",
+       "      <td>0.567574</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Establishment_Year</th>\n",
+       "      <td>-0.011588</td>\n",
+       "      <td>-0.074834</td>\n",
+       "      <td>0.005020</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.049135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Outlet_Sales</th>\n",
+       "      <td>0.014123</td>\n",
+       "      <td>-0.128625</td>\n",
+       "      <td>0.567574</td>\n",
+       "      <td>-0.049135</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           Item_Weight  Item_Visibility  Item_MRP  \\\n",
+       "Item_Weight                   1.000000        -0.014048  0.027141   \n",
+       "Item_Visibility              -0.014048         1.000000 -0.001315   \n",
+       "Item_MRP                      0.027141        -0.001315  1.000000   \n",
+       "Outlet_Establishment_Year    -0.011588        -0.074834  0.005020   \n",
+       "Item_Outlet_Sales             0.014123        -0.128625  0.567574   \n",
+       "\n",
+       "                           Outlet_Establishment_Year  Item_Outlet_Sales  \n",
+       "Item_Weight                                -0.011588           0.014123  \n",
+       "Item_Visibility                            -0.074834          -0.128625  \n",
+       "Item_MRP                                    0.005020           0.567574  \n",
+       "Outlet_Establishment_Year                   1.000000          -0.049135  \n",
+       "Item_Outlet_Sales                          -0.049135           1.000000  "
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_data.corr( )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "6a2def2d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Item_Visibility             -0.128625\n",
+       "Outlet_Establishment_Year   -0.049135\n",
+       "Item_Weight                  0.014123\n",
+       "Item_MRP                     0.567574\n",
+       "Item_Outlet_Sales            1.000000\n",
+       "Name: Item_Outlet_Sales, dtype: float64"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# correlatin all columns with outcome in assending order\n",
+    "\n",
+    "train_data.corr()[\"Item_Outlet_Sales\"].sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "0c34e5b7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Checking the Correlation between the target value and rest columns using Heatmap, Correlation Matrix.\n",
+    "\n",
+    "plt.figure(figsize=(10,5))\n",
+    "sns.heatmap(train_data.corr(),cmap='Blues',annot=True,linewidths=0.5,linecolor=\"black\",fmt=\"0.2f\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "3d3fb39c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:title={'center':'Correlation with sales with respect to other features'}>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Correlation with sales with respect to other columns\n",
+    "train_data.corrwith(train_data.Item_Outlet_Sales).plot.bar(\n",
+    "        figsize = (10, 5), title = \"Correlation with sales with respect to other features\", fontsize = 15,\n",
+    "        rot = 45, grid = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b228523b",
+   "metadata": {},
+   "source": [
+    "Observation:\n",
+    "\n",
+    "Item MRP is positive correlated to Item_Outlet_SAle\n",
+    "\n",
+    "Item-weight is no correlated to Item_Outlet_SAle\n",
+    "\n",
+    "Item_Visibility is negative correlated to Item_Outlet_SAle"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "87d207e5",
+   "metadata": {},
+   "source": [
+    "# Data Cleaning"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f734c98b",
+   "metadata": {},
+   "source": [
+    "### Treating The Missing Values"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c9770cca",
+   "metadata": {},
+   "source": [
+    "Replace by mean value:-\n",
+    "\n",
+    "As I know missing value present in Item_Weight and Outlet_size From the box plot and distplot we plotted at beginnig we notice that the Item_Weight does not have any ouliers and normally distributed so we can replace Nan value by mean value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "3c41a3a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "12.792854228644991"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Item_Weight\"].mean()# we will replace NaN value with this mean value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "8c6597fd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"Item_Weight\"].fillna(df[\"Item_Weight\"].mean(),inplace=True)#missing value is replaced by mean"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c236e4c4",
+   "metadata": {},
+   "source": [
+    "Replace by Mode :\n",
+    "\n",
+    "Outlet_size also have missing values and it is categorical variable.So we can replace the NaN value by most frequent value (mode )that is Medium size outlet "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "3b6e053c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Medium    4655\n",
+       "Small     3980\n",
+       "High      1553\n",
+       "Name: Outlet_Size, dtype: int64"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Outlet_Size\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "596989f9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"Outlet_Size\"].fillna(\"Medium\", inplace=True)#missing value is replaced by mode"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d1e9da8e",
+   "metadata": {},
+   "source": [
+    "### check for null value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "41672dc7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Item_Identifier                 0\n",
+       "Item_Weight                     0\n",
+       "Item_Fat_Content                0\n",
+       "Item_Visibility                 0\n",
+       "Item_Type                       0\n",
+       "Item_MRP                        0\n",
+       "Outlet_Identifier               0\n",
+       "Outlet_Establishment_Year       0\n",
+       "Outlet_Size                     0\n",
+       "Outlet_Location_Type            0\n",
+       "Outlet_Type                     0\n",
+       "Item_Outlet_Sales            5681\n",
+       "source                          0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b03f0f2d",
+   "metadata": {},
+   "source": [
+    "missing value of Item_Outlet_Sales is 5681 because the test data of 5681 rows dont have Item_Outlet_Sales columns but we concatinate both train and test data for clening perpose"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b82e72dd",
+   "metadata": {},
+   "source": [
+    "### Remove Outliers\n",
+    "\n",
+    "Outliers present in Item_visibility sowe can remove it by using IQR or z-Score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "55cfa0db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "outliers = ['Item_Visibility']\n",
+    "for i in outliers:\n",
+    "    q1 = df[i].quantile(0.25)\n",
+    "    q3 = df[i].quantile(0.75)\n",
+    "    IQR = q3-q1\n",
+    "    lower_limit = q1 - (IQR*1.5)\n",
+    "    upper_limit = q3 + (IQR*1.5)\n",
+    "    df.loc[df[i]<lower_limit,i] = lower_limit\n",
+    "    df.loc[df[i]>upper_limit,i] = upper_limit "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6c4eae45",
+   "metadata": {},
+   "source": [
+    "Now, our Item_Visibility features are free from outliers"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "02555c67",
+   "metadata": {},
+   "source": [
+    "### check outliers are removed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "91df88e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Item_Visibility'>"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(df['Item_Visibility'],data=df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "43443ffa",
+   "metadata": {},
+   "source": [
+    "# Fetures Enginnering"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f72aa18",
+   "metadata": {},
+   "source": [
+    "### Item_Fat_Content"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "46f4596a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Low Fat    8485\n",
+       "Regular    4824\n",
+       "LF          522\n",
+       "reg         195\n",
+       "low fat     178\n",
+       "Name: Item_Fat_Content, dtype: int64"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Item_Fat_Content\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f41927cb",
+   "metadata": {},
+   "source": [
+    "Item_Fat_Content have Low Fat, Regular and the same thing is present in different different speling so we can replace it by only two variable Low Fat and Regular"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "812b8564",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"Item_Fat_Content\"]=df[\"Item_Fat_Content\"].replace({'LF':\"Low Fat\",'reg':\"Regular\",'low fat':\"Low Fat\"})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "a56c03d2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Low Fat    9185\n",
+       "Regular    5019\n",
+       "Name: Item_Fat_Content, dtype: int64"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Item_Fat_Content\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "d758b0cf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.bar(df['Item_Fat_Content'],df[\"Item_Outlet_Sales\"])\n",
+    "plt.xlabel('Item_Fat_Content')\n",
+    "plt.ylabel('Item_Outlet_Sales')\n",
+    "plt.title(\"imapact of Outlet_Type on Item_Outlet_Sales\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "98b82264",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15]),\n",
+       " [Text(0, 0, 'Dairy'),\n",
+       "  Text(1, 0, 'Soft Drinks'),\n",
+       "  Text(2, 0, 'Meat'),\n",
+       "  Text(3, 0, 'Fruits and Vegetables'),\n",
+       "  Text(4, 0, 'Household'),\n",
+       "  Text(5, 0, 'Baking Goods'),\n",
+       "  Text(6, 0, 'Snack Foods'),\n",
+       "  Text(7, 0, 'Frozen Foods'),\n",
+       "  Text(8, 0, 'Breakfast'),\n",
+       "  Text(9, 0, 'Health and Hygiene'),\n",
+       "  Text(10, 0, 'Hard Drinks'),\n",
+       "  Text(11, 0, 'Canned'),\n",
+       "  Text(12, 0, 'Breads'),\n",
+       "  Text(13, 0, 'Starchy Foods'),\n",
+       "  Text(14, 0, 'Others'),\n",
+       "  Text(15, 0, 'Seafood')])"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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Va6lQoYI+/fRTdezYUWvWrNHgwYMlSfHx8fL29ra4Out0797d8fjJJ5/UuHHj1L9/f8e6gQMHatasWVq/fr3jmuVn+/bt0/333y9JWrlypWrUqKHvv/9ea9euVd++ffN9+Obv769ffvlFgYGBioqK0uzZsyVdCb/d3Nwsrs418IVb5l599VV9/PHHjuBNkipXrqxp06bpqaee0rPPPmthdVlH+JYHlShRQmFhYQoLC9Pu3bv1wQcfKDQ0VMWKFdO//vUv9evXTxUrVrS6zNvurbfeUseOHfX222+re/fuql27tiTp888/d/xSzM/sdrukKz0FvLy8VKRIEcc2d3d3NWzYUL169bKqPJcwbdo0lS9fXseOHdOkSZNUrFgxSVJsbKz69etncXXW4sN41g0aNEjPPvusihUrpnLlyqlp06aSroxPVbNmTWuLcwH8nGVu1qxZ6tevnz7++GPNmTPH0cP9q6++UuvWrS2uznr8Psvc2LFjFRoaqj///FPp6elatWqVDhw4oEWLFum///2v1eW5hDFjxigkJESDBw9W8+bNHV8mrV27loDyf9asWaO33norw/pWrVppxIgRFlTkerjz5uaee+45de7cWYGBgbLZbHr00UclSdu2bVOVKlUsrs41PPDAA3zhlonY2Njr9tpOS0vTiRMnLKgoZ2yGYRhWF4GciY2N1aJFi/TBBx/ozz//1JNPPqnY2Fht2LBBkyZNypd/AKelpSk5OVnFixd3rPv999/l6ekpPz8/CytzHa+99prCw8Pz/S05yLlixYpdt5fSoUOHVLduXZ09e9aiylzHjh07dOzYMT366KOOcOmLL76Qj4+PHnjgAYurA+4M/D67uTVr1mjChAnauXOn0tPTde+992rMmDFq2bKl1aW5jLi4OMXGxqp27doqUODKPHTbt2+Xt7c3wYCkcuXKqX///hmGTHj77bc1a9asfH177lUNGjRQs2bN1LZtW7Vs2VJbt25V7dq1tXXrVj311FM6fvy41SVa7uOPP9axY8f09NNPO8KkhQsXysfHRx06dLC4OuvFxMTopZdeUkxMjAYOHKiePXtKkgYPHqy0tDRuz5X0+OOPKyYmRvPnz1e9evVks9m0Y8cO9erVS0FBQfr888+tLjFLCN/ymEuXLunzzz/XggULtHbtWtWqVUsvvPCCnn32Wce4FcuXL9eLL76Y72ZHWbJkif71r39dd9uwYcP09ttv3+aKkBctXrxYc+fO1ZEjR/TDDz+oXLlymj59uoKDg/mA8D98GEd2ZedD0dVeA/lNdm4tyc+3xF3rwoULMgxDnp6ekqQ//vhDq1evVrVq1QiYkKmvv/5azZs3v+62WbNmOfXuzq8iIyPVs2dPtW7d2tEzcOvWrYqKitL777+vHj16WFugC9i4caM6duyo5ORkde/eXR988IEkadSoUfr111+1atUqiyuEK7t8+bKWLl2qli1bKjAw0OpyXFZCQoK6d++uqKgoxzBbly9fVqtWrRQZGZlnOtkQvuUxJUuWVHp6urp27apevXqpTp06GdokJibq3nvvdRqkMD/w8fHRkiVL1K5dO6f1gwcP1vLly+n6fY2PP/5YK1euVExMjFJTU5227dq1y6KqrDdnzhyNGTNGgwYN0htvvKF9+/bp7rvvVmRkpBYuXKgNGzZYXaJL4MN4RkOGDMly26lTp5pYiWu62qPkKpvNpms/flw7aH5+nXShQIECWZ7UJL9eo39q2bKlOnXqpL59++r06dOqXLmy3N3ddfLkSU2dOlUvvvii1SVaLjU1VfHx8UpPT3daf9ddd1lUkevw8fHRunXrdN999zmtnz59usaMGcNYS/+zbds2vfPOO9q/f78Mw1C1atU0cOBANWjQwOrSXAZ33jjLTk+tgQMHmlhJ3uDp6an9+/dnGKMTGR08eFD79++XJFWtWlWVKlWyuKJssmCGVdyChQsXGhcuXLC6DJf01VdfGXa73di0aZNjXf/+/Y3SpUsb+/fvt7Ay1zJjxgyjWLFixksvvWS4u7sbffr0MVq0aGHY7XZj1KhRVpdnqapVqxqrV682DMMwihUrZhw+fNgwDMPYu3evUaJECQsrcz1bt241QkJCjLp16xp16tQxQkJCjK1bt1pdlmWaNm3qtHh5eRmenp5G3bp1jbp16xpFixY1vL29jWbNmlldquXWrVtn3HvvvUZUVJSRlJRkJCcnG1FRUUb9+vWNtWvXWl2eZTZu3OhYIiMjjYCAAGPEiBHGZ599Znz22WfGiBEjjMDAQCMyMtLqUl1GiRIljH379hmGYRjz5s0zatWqZaSlpRkrV640qlSpYnF11jp48KDx4IMPGgUKFHBabDabUaBAAavLcwkffPCBUbJkSePnn392rHv77bcNb29v49tvv7WwMiBvK1++vNNStGhRw2azGcWLFzeKFy9u2Gw2o2jRokZwcLDVpbqEpk2bOv7+QObS09ON9PR0q8vIEXq+5SGXL19W4cKFFR0drRo1alhdjktavny5+vXrp7Vr1+qDDz7QZ599pg0bNuS9VNxEVapU0dixY9W1a1d5eXnpp59+0t13360xY8bo77//1qxZs6wu0TJFihTRr7/+qnLlyjldm0OHDqlWrVq6cOGC1SUiD5g6dao2btyohQsXOr4FT0xM1HPPPaeHHnpIQ4cOtbhCa9WoUUPvvfeeHnzwQaf13333nXr37u34RjM/a968uV544QV17drVaf2yZcv073//Wxs3brSmMBfj6empX3/9VXfddZc6d+6s6tWra+zYsTp27JgqV67smD0uP3rggQdUsGBBjRgxwjHQ+bWuTkqV302ePFnTp0/X5s2btWLFCk2YMEFfffVVvp8t91qHDx/WggULdOTIEU2fPl1+fn6KiopSUFCQqlevbnV5lqhbt26Weyrn5ztKpCu/t2bPnq358+c7Zqo8cOCAevXqpT59+uSZWSrN9NFHH2nEiBEaPHiw6tWrl2Ec01q1allUmWtZtGiR3n77bR06dEiSVKlSJQ0bNkyhoaEWV5Z1zHaahxQsWFDlypXjdpObeOaZZ5SYmKgHH3xQpUqV0qZNmzIMCp/fxcTEOD5UFilSRGfOnJEkhYaGqmHDhvk6fAsODlZ0dHSGbt9fffWVqlWrZlFVroHxqLJuypQpWrt2rdPtJ8WLF9f48ePVsmXLfB++HT582DFb5bXsdrt+//3321+QC/rhhx/03nvvZVhfv359vfDCCxZU5JoqVKigTz/9VB07dtSaNWscE03Fx8fn+/+HoqOjtXPnTiYNyER4eLhOnTql+vXrKy0tTWvXruV2ymts2rRJbdq00QMPPKBvv/1W48ePl5+fn/bs2aP3339fH3/8sdUlWuKJJ55wPL548aJmz56tatWqOQ3F8fPPPzODt6RXX31VH3/8sSN4k6TKlStr2rRpeuqppwjfJHXp0kWS8y24V4fnsNls/O2vK19sv/rqq+rfv78eeOABGYah77//Xn379tXJkyfzzESThG95zCuvvKKRI0dqyZIl8vX1tbocy91onCU/Pz/VrVtXs2fPdqzLj+MsXU9AQIBOnTqlcuXKqVy5co5ZmY4ePar83hF22LBheumll3Tx4kUZhqHt27frww8/1MSJE/X+++9bXZ6lfHx8Mv2Wlw8JVyQnJ+vEiRMZegTEx8c7wu787L777tOgQYO0ZMkSx+DCcXFxGjp0qO6//36Lq3MNQUFBeu+99zRlyhSn9XPnzlVQUJBFVbmeMWPGKCQkRIMHD1bz5s0df/iuXbtWdevWtbg6a1WrVk0nT560ugyXc72xqAIDA+Xp6amHH35Y27Zt07Zt2yQxFpUkjRgxQuPHj9eQIUMcE7tJUrNmzTRjxgwLK7PW2LFjHY9feOEFDRw4UK+//nqGNseOHbvdpbmc2NhYXbp0KcP6tLQ0nThxwoKKXE9+G6c9J2bOnKk5c+aoW7dujnUdOnRQ9erVFRERkWfCN247zWPq1q2r3377TZcuXVK5cuUydEvNb12bmzVrlqV2NptN33zzjcnV5A0vvPCCgoKCNHbsWL333nsaMmSIHnjgAe3YsUOdOnXS/PnzrS7RUvPmzdP48eMdH5jKlCmjiIgIx7Tf+dWmTZuy3LZJkyYmVuL6unXrpk2bNmnKlClq2LChpCvfgg8bNkwPP/ywFi5caHGF1vrtt9/UsWNHHThwwDHoe0xMjCpVqqRPP/2U3sqSvvzySz355JO65557nN5Dhw8f1ieffKLHHnvM4gpdR1xcnGJjY1W7dm3HxB7bt2+Xt7d3vu719c033+iVV17RhAkTVLNmTcfscFfl156BwcHBWWpns9l05MgRk6txfcWKFdPevXsVHBzsNBzH77//ripVqujixYtWl2g5u92uHTt2qGLFik7rDx06pPr16yspKcmiylzD448/rpiYGM2fP1/16tWTzWbTjh071KtXLwUFBWVrNnTkX4ULF9a+ffsyfEY8dOiQatasmWf+LyJ8y2Nee+21m26/9psY4HrS09OVnp6uggWvdHxduXKlNm/erAoVKqhv375yd3e3uELXcPLkSaWnp+fLWapwa86fP6/w8HB98MEHjm97CxYsqJ49e+rtt9/O8KVJfmQYhtatW6dff/3VMXteixYtsjyGTn5w/PhxzZ492+ka9e3bl55vyJKrQeQ/f6booYzsKFu2rFauXKnGjRs7hW+rV69WeHi4Dh8+bHWJlgsICNDEiRP13HPPOa1fsGCBRowYke97dyUkJKh79+6KiopyfAlw+fJltWrVSpGRkXzO/p/Fixfrvffe09GjR/XDDz+oXLlymj59uoKDg9WhQwery7NcjRo1FBISolGjRjmtHz9+vFasWKG9e/daVFn2EL4BALLt9OnTmj9/vvbv3y+bzaZq1arp+eefv+5YXvnVuXPndPjwYRmGoQoVKhC6ASb48ccf9dFHHykmJkapqalO21atWmVRVdbLrLdyfu+hjKwZPny4fvjhB3300UeqVKmSdu3apRMnTqhbt27q1q0bX/pLevPNNxUREaEXXnjBqafyBx98oDFjxmjEiBEWV+gaDh486JhQqWrVqkyGd405c+ZozJgxGjRokN544w3t27dPd999tyIjI7Vw4UJt2LDB6hIt98knn6hLly5q0aKFHnjgAdlsNm3evFlff/21Vq5cqY4dO1pdYpYQvuGOce7cOb355pv6+uuvFR8fr/T0dKft3D7w/7777jvNnTtXhw8f1scff6wyZcpo8eLFCg4OzjAD4Z2OGauyb8eOHWrVqpWKFCmi+++/X4ZhaMeOHbpw4YLWrl2re++91+oSXcbx48dls9lUpkwZq0txKZs2bdLkyZMd4W3VqlU1bNgwPfTQQ1aX5jIIuDO3fPlydevWTS1bttS6devUsmVLHTp0SHFxcerYsaMWLFhgdYlwYWlpaYqMjLzh50aGK5EuXbqkHj16aPny5TIMQwULFlRaWppCQkIUGRkpNzc3q0t0CStXrtSMGTOcwqWwsDB17tzZ4spcy9XYgV7uzqpVq6YJEyboiSeecOphum/fPjVt2pTxO/9n586dmjZtmvbv3++4I2Do0KF5aoxXwrc8wNfXVwcPHlTJkiVVvHjxm/6H9ffff9/GylxL165dtWnTJoWGhiowMDDDdQoLC7OoMtfyySefKDQ0VM8++6wWL16sX375RXfffbdmz56t//73v/ryyy+tLvG2yuxW7mvxDe8VDz30kCpUqKB58+Y5bl++fPmyXnjhBR05ckTffvutxRVaKz09XePHj9eUKVN09uxZSZKXl5eGDh2q0aNHO24Hy6+WLFmi5557Tp06dXLMWLVlyxatXr1akZGRCgkJsbpEyxFwZ02tWrXUp08fvfTSS44/WIKDg9WnTx8FBgZm6//3O9HVL9qOHDmijz76KF9/0XY9/fv3V2RkpNq2bXvdz43Tpk2zqDLXc/jwYe3evVvp6emqW7duhvHNgJtZtGiR3n77bR06dEiSVKlSJQ0bNkyhoaEWV+YaihQpol9//VXlypVzCt8OHTqkWrVq6cKFC1aXiFxC+JYHLFy4UM8884w8PDwyHai7e/fut6kq1+Pj46MvvvhCDzzwgNWluLS6detq8ODB6tatm9N/8NHR0WrdurXi4uKsLhEurkiRItq9e3eGwcx/+eUX1a9fX+fPn7eoMtcwcuRIzZ8/X6+99prTdOgRERHq1auX3njjDatLtFTVqlXVu3fvDDNTTZ06VfPmzXP0HMjPCLizpmjRovr5559Vvnx5lSxZUhs2bFDNmjW1f/9+PfLII4qNjbW6RMvwRVvmSpYsqUWLFjGBCWCiqVOn6tVXX1X//v2dPhO9++67Gj9+fJ6ZpdJM1apV08SJE9WhQwenv83eeecdLVy4UDt37rS6RJeQlpamTz/91OmOgPbt2+epHrgFrS4Ambs2UMvP4VpmihcvLl9fX6vLcHkHDhzQww8/nGG9t7e3Tp8+ffsLckE7duxwuh2uXr16VpfkUry9vRUTE5MhfDt27Ji8vLwsqsp1LFy4UO+//77at2/vWFe7dm2VKVNG/fr1y/fh25EjR/T4449nWN++ffsMA+nmVzt27HAK3qQrk3YMHz5c9evXt7Ay1+Lr66szZ85IujIz9b59+1SzZk2dPn06338JMH78eL333nvq1q2bli9f7ljfuHFjjRs3zsLKXIe7uzuzK2eCW3Mzl5aWpmnTpmnlypXXHXsyP9+VJEkzZ87UnDlz1K1bN8e6Dh06qHr16oqIiCB8kzRs2DC99NJLunjxogzD0Pbt2/Xhhx9q4sSJev/9960uzyX89ttvatu2rY4fP67KlSvLMAwdPHhQQUFB+uKLL3TPPfdYXWKW5O97X/K4CxcuKDk52WnJz15//XWNGTMm33/gzkxgYKB+++23DOs3b96su+++24KKXMfx48f10EMP6f7771dYWJgGDhyo++67Tw8++KCOHTtmdXkuo0uXLurZs6dWrFihY8eO6fjx41q+fLleeOEFde3a1eryLPf3339nCCYlqUqVKvn+Q7gkBQUF6euvv86w/uuvv2Ymz/+5GnD/EwG3s4ceekjr1q2TJHXu3FlhYWHq1auXunbtqubNm1tcnbX4oi1zQ4cO1YwZM8RNQDcWFhamsLAwpaWlqUaNGqpdu7bTgivDl0ydOlWdO3dWUlKShgwZok6dOqlAgQKKiIiwujzLxcbGqnHjxhnWN27cOF/3Tr7Wc889p7Fjx2r48OE6f/68QkJC9N5772nGjBl65plnrC7PJQwcOFB33323jh07pl27dmn37t2KiYlRcHCwBg4caHV5WUbPtzzm3Llzevnll7Vy5UqdOnUqw/b8PHX8lClTdPjwYfn7+6t8+fKO6ayvYrD8K/r06aOwsDB98MEHstls+uuvv/TDDz8oPDxcY8aMsbo8Sz3//PO6dOmS9u/fr8qVK0u68gfM888/r549e2rt2rUWV+gaJk+eLJvNpm7duuny5cuSpEKFCunFF1/Um2++aXF11qtdu7ZmzZqld955x2n9rFmz+GNFV/7gHThwoKKjo9W4cWPHjFWRkZGaMWOG1eW5hKsB9+TJk52u0bBhwwi4rzFr1ixdvHhR0pXbvQsVKqTNmzerU6dOevXVVy2uzlpXv2grX76803q+aPt/mzdv1oYNG/TVV1+pevXqGT435ufZcq9avny5Vq5cya25N7F06VLNmzdPbdu21WuvvaauXbvqnnvuUa1atbR169Y8FQyYoUKFClq5cmWGnu0rVqxg7MBr9OrVS7169dLJkyeVnp4uPz8/q0tyKZs2bdLWrVud7nIrUaKE3nzzzTw15BThWx4zfPhwbdiwQbNnz1a3bt307rvv6s8//9TcuXPz/R+9TzzxhNUl5AnDhw9XUlKSmjVrposXL+rhhx+Wh4eHwsPD1b9/f6vLs9R3332nLVu2OII3SapcubJmzpyZp/5jN5u7u7tmzJihiRMn6vDhwzIMQxUqVJCnp6fVpbmESZMmqW3btlq/fr0aNWokm82mLVu26NixY4yzJOnFF19UQECApkyZopUrV0q6Mg7cihUr1KFDB4urcw0E3Dc2ZMgQvf766ypatKj27dvn6FFRoEABDR8+XMOHD7e4QtfAF22Z8/HxUceOHa0uw6Vxa27m4uLiVLNmTUlSsWLFlJSUJElq165dvv8SQLrSM7BLly769ttv9cADDzi+TPr6668dnwHw/0qWLGl1CS7Jw8PDMczEtc6ePSt3d3cLKsoZJlzIY+666y4tWrRITZs2lbe3t3bt2qUKFSpo8eLF+vDDD/nDDll2/vx5/fLLL0pPT1e1atVUrFgxq0uyXOXKlbV48WLdf//9Tuu3b9+ukJCQ696uC1zPX3/9pXfffVe//vqrYzr0fv36qXTp0laXhjzk/PnzBNz/UKhQIR0/flz+/v5yc3NTbGwsPQRuYPTo0Zo2bZqjd+DVL9pef/11iytDXjFlyhQdOXJEs2bNyjAbLK6oXLmyFi1apAYNGuihhx5S27ZtNWLECK1YsUIDBgxQfHy81SVabufOnZo2bZr279/v+Ew0dOhQ1a1b1+rSXMKJEycUHh7uGFvxn/FMfr6z7apu3bpp165dmj9/vuPvtG3btqlXr16qV6+eIiMjrS0wiwjf8phixYrp559/Vrly5VS2bFmtWrVK999/v44ePaqaNWvq7NmzVpcIF/X8889nqd0HH3xgciWu67PPPtOECRP07rvvql69erLZbNqxY4cGDBigl19+md6V/3Pu3Dm9+eabNxyA+ciRIxZVhrxk586dTjNW8SH8+o4fPy6bzaYyZcpYXYpLqFixojp37qyWLVuqWbNmWr16tYoXL37dttcb8yy/4Ys23IqOHTtqw4YN8vX15dbcGxgxYoS8vb01atQoffzxx+ratavKly+vmJgYDR48ON/3Vkbm2rRpo5iYGPXv31+BgYEZgm7uCpBOnz6t7t276z//+Y/j/6HLly+rffv2ioyMlN1ut7jCrCF8y2Nq1aqlmTNnqkmTJmrZsqVq1aqlyZMn65133tGkSZN0/Phxq0u8rXx9fXXw4EGVLFlSxYsXv+m3cvl9oPMCBQqoXLlyqlu37k0HF169evVtrMp6/3zfnDt3TpcvX3bMMnj1cdGiRfP9e+iqrl27atOmTQoNDb3uh4SwsDCLKnMdp0+f1vz5853Cpeeffz7PfDgwU3x8vJ555hlt3LhRPj4+MgzDcSv88uXLVapUKatLtFx6errGjx+vKVOmOL5U8/Ly0tChQzV69GgVKJB/58v69NNP1bdvX8XHx8tms93w95nNZqO3ADK499579fXXX6t48eKqW7fuTT83MlbwlYHgb2bBggW3qZK8Y+vWrdqyZYsqVKjgNOt5fpaWlqZPP/3U6TNR+/bt5ebmZnVpLsHLy0vfffed6tSpY3UpLiU5OVne3t5O63777TenHpR57bZ4xnzLY5577jn99NNPatKkiUaOHKm2bdtq5syZunz5sqZOnWp1ebfdtGnTHDO/TZ8+3dpiXFzfvn21fPlyHTlyRM8//7z+9a9/OQ1amV/xvsm+r776Sl988QXj4N3Ajh071KpVKxUpUkT333+/DMPQ1KlT9cYbb2jt2rW69957rS7RUgMGDFBycrJ+/vlnVa1aVZL0yy+/qHv37ho4cKA+/PBDiyu03ujRozV//nzHQMKGYej7779XRESELl68qDfeeMPqEi3zxBNP6IknntDZs2fl7e2tAwcOcNvp/3Tq1EmRkZHy9vZWp06dbto2v/ZY6tChgzw8PCQxVnBWEK5lX8OGDdWwYUOry3AZv/32m9q2bavjx4+rcuXKMgxDBw8eVFBQkL744gvdc889VpdouaCgIGZd/r/27jys5vT9A/j7lBJalGRNi2I0CsnYRZqKLI1+9qWIEcYSYzBkX4ZB9q1GZZmhIUYYRGmIbNEyZEkbspUsiajz+wPn61RMs+g5p/N+XZfr6jyf0zXvb19O59yf57nvEujr68taSzg4OCA0NBQWFhZKV3B7H3e+Kbn09HScP38e9evXV+kpeq9fv8b27dvh7OyMmjVrio6jsF6+fInQ0FBs3rwZp06dgqurK7y8vODk5MReHlRqZmZmOHjwoKxwQvLat28PCwsL+Pv7y+2gHD58OG7evIk//vhDcEKx9PT0cPToUbRo0UJu/ezZs3ByckJOTo6YYAqkdu3a2LBhQ7FdE7/99htGjx6N27dvC0qmWCIjI9G+fXvZv7P35eXloVKlSgJSiTN06FCsWrUKOjo63LH0FwoKCnDy5EnY2Nh88NgyUWlt3boVGzZsQEpKCk6fPg0TExOsWLECZmZmKn9ksGvXrpBKpdi+fbvspn9WVhYGDRoENTU1HDhwQHBC8Y4cOYJly5Zh48aNxSZUqzI9PT3ExMSgUaNGUFNTw71795T+dASLb0qksLAQQUFBCA0NRWpqKiQSCczMzPB///d/GDx4sMoXTypXrowrV67AxMREdBSlkJaWhqCgIGzZsgWvXr3C5cuX2QvmPXl5eXj16pXcWtGtz6pq27Zt+O233xAcHMwG8CWoVKkSLl68iM8++0xu/fLly7Czs8Pz588FJVMMHzpecfHiRdjb2+PJkydigikQLS0txMfHo0GDBnLrV69eRdOmTZGXlycomWIZM2YM1q5dW2w9NzcXrq6uOH78eNmHIqWhpaWFK1euwMzMTHQUhcVG8H9t/fr1mDlzJiZMmIAFCxYgMTER5ubmCAoKQnBwMCIjI0VHFKpKlSqIiYmRTYR9Jy4uDm3btlXZfuUfantTuXLlYr0VVbXtjbu7O6Kjo9GoUSNERUWhTZs2H5xsGhERUcbp/hkeO1USUqkUPXr0wMGDB9GkSRNYW1tDKpXiypUr8PT0RGhoKPbu3Ss6plAtW7bExYsXWXwrJYlEIuuXU7RhvqrKzc3FlClTEBISgqysrGLXVflNZtHeODdu3ECNGjVgampa7E2CqvfJ0dXVRXp6erHiW0ZGhuyYvCpzcHDA+PHj8csvv8imv96+fRs+Pj7o3Lmz4HSKoUmTJlizZg1WrVolt75mzRqV3uVe1JEjRzBjxgzMnz9ftpabmwsXFxeBqUhZWFtb4+bNmyy+fYSnpyfS09Ph6+tbYo9XAlavXg1/f3+4ubnJDVews7PDt99+KzCZYqhYsSKePn1abP3Zs2cfLKSoAra9+Wvbtm1DcHAwkpOTERUVhc8//1zpb/qz+KYkgoKC8Mcff+DYsWPo1KmT3LWIiAi4ublhy5YtGDJkiKCE4o0ePRqTJk3CrVu30Lx5c1SpUkXuuo2NjaBkiuP9Y6cnT55Et27dsGbNGri4uKh0A+93vvvuO0RGRmLdunUYMmQI1q5di9u3b2Pjxo0qP62KvXFKr2/fvvDy8sLSpUvRpk0bSCQSnDx5EpMnT0b//v1FxxNuzZo16NmzJ0xNTWFsbAyJRIL09HRYW1tj27ZtouMphCVLlsDV1RVHjx5F69atIZFIcOrUKWRkZODgwYOi4ymMI0eOoF27dqhWrRp8fHzw9OlTODs7o0KFCvj9999FxxPqQ8MEJBIJtLS0YGFhAU9Pz2LvKVXJggUL8O2332LevHklvm/kbnfg5MmTbAT/F1JSUkqc1l2xYkXk5uYKSKRYunXrhq+//ho//fQTvvjiCwDAmTNn4O3trdIDKTw8PERHUHiVKlWCt7c3gDf9lBcvXoyqVauKDfUv8dipknBycoKDgwOmTp1a4vWFCxciKioKhw8fLuNkiqOk4tG7nV2cevamOLljxw7Uq1cPQ4cOxaBBg1CtWjXRsRRKvXr1sGXLFnTs2BG6urqIjY2FhYUFtm7dil9++YUfeqlU8vPzMXnyZGzYsAGvX78GAGhoaGDUqFH44YcfZM2+VV14eDiSkpJkE6scHR1FR1Iod+7cwdq1a+V+RqNHj5btFqQ3EhMT0bFjR/j6+mLHjh2oWLEiDhw4UKyQomqmTZuG9evXw9raWjb45fz584iPj4enpycuX76MY8eOITQ0VGV7Ur3/vvH9QiXfN/6PlZUVtm/fXmJxid6wsrLCokWL0LNnT+jo6CAuLg7m5uZYtWoVgoODceHCBdERhcrJyYGHhwfCwsJkJyVev36NHj16ICgoiFPgAairq8sGC7wvKysLRkZGfC0qR1h8UxI1a9bEoUOHPnjn6eLFi+jSpQvu3r1btsEUSFpa2kevq/pxVDU1NdSrV++Dd8PfUdUJaACgra2NP//8EyYmJqhbty5CQ0PxxRdfICUlBdbW1irbl6IkOTk52LVrF5KTkzF58mQYGBggNjYWNWrUQJ06dUTHUwjPnz9HcnIypFIpLCwslH6r/L+1efNmDBw4kMXHj3h3BI5Hu/6emJgYODo6omXLlti/f7/KDVooyYgRI1CvXj34+vrKrc+fPx9paWnw9/fHrFmzcODAAZw/f15QSrGioqI+et3e3r6MkiguNoL/a4GBgfD19cWyZcvg5eWFgIAAJCcnY9GiRQgICEC/fv1ER1QI169fl7uZpMwTK/9rampquHv3brHi2507d1C/fn32eX3r1q1b2LdvH9LT05Gfny93bfny5YJS/T0svikJTU1NpKWloVatWiVev3PnDszMzPDy5csyTkbKwtPTs1Qf6FR5ApqNjQ1Wr14Ne3t7ODk5wcbGBkuXLsWqVauwZMkS3Lp1S3REhRAfHw9HR0fo6ekhNTUVV69ehbm5OXx9fZGWloYtW7aIjkgKqOid3dq1a+PUqVP8QPeeoj+jvn37YtWqVahRo4bgZIrjQzeQ0tLSYGRkJFd4U+X+k3p6erhw4UKxD7g3btxA8+bN8fjxYyQlJaFFixYl9mMiAt40hX/+/Dkbwf8Ff39/zJ8/HxkZGQCAOnXqYPbs2fDy8hKcTJyZM2di6tSpshuPjx494mThIt71dfXx8cG8efPkBt8VFBTgjz/+QGpqKi5evCgqosI4duwYevToATMzM1y9ehWNGzdGamoqpFIpbG1tOXCB/lsFBQWoUOHD/3epq6vLjjepqoiIiBInwXbo0EF0NIUQFBQkOoLCGzp0KOLi4mBvb49p06bB1dUVq1evxuvXr5XmjkpZmDhxIjw9PbFkyRK5AQJdunTBgAEDBCYTKzMzE2vWrMGCBQsAAO3atZObbKquro69e/eq7M7Aovf6nj59ymEvRRT9GR08eBCLFi0SlEYxsf9k6WhpaeHUqVPFim+nTp2ClpYWAKCwsFCld6Jev34dv/32m+x9o7m5OXr27Alzc3PR0RQGm8J/3OvXr7F9+3Z0794dI0aMwMOHD1FYWFhsB5MqWrBgAb755htZ8c3ExASXLl3iv6/3+Pn5AXjzu3/Dhg1QV1eXXdPU1ISpqSk2bNggKp5CmTZtGiZNmoS5c+dCR0cHu3fvhpGREQYOHKhUQ5ZYfFMSUqkUnp6eH3yTpOo73ry9vbFp0ybo6+ujQYMGkEqlOHXqFNauXYvRo0dj9erVoiOSEvDx8ZF93alTJyQlJeH8+fOoX78+Jwy+59y5c9i4cWOx9Tp16qj00fd169YhJydH9jguLg7Dhg2DgYEBAOD333+Hn58fli5dKighkfKbNWuW6AhKYezYsfD29saFCxfQokULSCQSnD17FgEBAfj+++8BAIcPH1bZXl6LFi3CzJkzZYUSqVSKBw8eYMqUKVi4cCGnVL7FpvAfV6FCBYwaNQpXrlwBABgaGgpOpDiK3kziYbviUlJSALz5zBEaGorXr19DTU2NPblLcOXKFfzyyy8A3vy7y8vLg7a2NubOnYuePXti1KhRghOWDotvSqI0v/xUddLpnj17EBgYiM2bN8PDw0N2HKWwsBBBQUEYNWoUvvzyS5WeqEOls2XLFvTt21dW5K5Xrx7q1auH/Px8lZ8m/D4tLS08efKk2PrVq1dRvXp1AYkUQ1hYGH788Ue5tfHjx8vu8rZq1QoTJ05U2eKbRCKROy5Y9DGV/DPhz4j+iRkzZsDMzAxr1qzB1q1bAQANGzaEv7+/bIeyt7e30nxg+S9FRkZixowZ8PX1xfjx42VH4bKzs7FixQpMnToVX3zxBU9OFJGXl4dXr17JrXEiLNCyZUtcvHhR5XtL0z+Tk5ODRo0awdLSEo8ePQLw5rh3v379MH/+fKWf7vlfqVKlimyzUe3atZGcnIzPP/8cAPDw4UOR0f4W9nwjpdejRw98/vnnHzyaM2XKFCQlJeG3334r42SkbDhtqHS+/vprPHjwACEhITAwMEB8fDzU1dXh5uaGDh06qOwxlapVqyI2NlZWbOvVqxfWr18v69eVmpoKKysruaOoqkRNTQ16enqyYlJOTg50dXWLTapW5R5Campq6NKli+wGQFhYGBwcHIpN7lTlwTjvKygogJ+fH0JCQkpswKzKf5fow/r27YuqVauWuIMbePM77unTp7JdFqosNzcXU6ZMQUhICLKysopd5/si4Ndff8XUqVPh4+OD5s2bF3u9trGxEZRMLHV1dVy7dg3Vq1eHVCqFsbExTp48WazPqyoXcLOzs9G6dWvcvn0bAwcORKNGjSCVSnHlyhX8/PPPMDY2xqlTp9grD29aTri6umLEiBH47rvvsGfPHnh6eiI0NBT6+vo4evSo6Iilwp1vpPRiY2MxY8aMD153d3dHr169yjARKSupVFriLpNbt25xFPp7li5diq5du8LIyAh5eXmwt7fH3bt30bp1a1m/M1X0+vVrPH78WPa4aIHk0aNHxQpNqkSVh7mUVtFd7oMGDRKURDnMmTMHAQEBmDhxInx9fTF9+nSkpqZi7969mDlzpuh4Qnl6emLYsGHcvVWCs2fPynYDlmTw4MHc6f7Wd999h8jISKxbtw5DhgzB2rVrcfv2bWzcuBE//PCD6HgKoW/fvgCAcePGFbsmkUhUtkAplUrRoEEDucfvH3N/955bVX8+ADB37lxoamoiOTm52GCluXPnwsnJCXPnzpX1hlNly5cvx7NnzwAAs2fPxrNnz7Bz505YWFgo1c+HO99I6WlpaSE5OfmDTcxv374NCwsLjmmmD3o3PS8uLg6ff/653HCTgoICpKSkwMXFBSEhIQJTKp6IiAjExsaisLAQtra2cHR0FB1JqObNm2PYsGEYM2ZMiddXrVqFoKAglZ7ASPRfql+/PlatWgVXV1fo6Ojg0qVLsrWYmBj8/PPPoiMK4+7ujgMHDsDY2BhDhw6Fh4eHyg57Kapy5cq4du0a6tatW+L1W7duwdLSku8b8ab9xpYtW9CxY0fo6uoiNjYWFhYW2Lp1K3755RccPHhQdETh0tLSPnpdVY+jRkVFlep59vb2nziJ4jI1NcXGjRvh7Oxc4vVDhw7B29sbqampZRuMPhnufCOll5+fD01NzQ9er1ChQrGjKETvezc979KlS3B2dpYb9f1u2pC7u7ugdIrLwcEBDg4OACA3aEBV9evXDzNnzkT79u2LHTOJi4vDnDlzMHXqVEHpiMqfu3fvwtraGgCgra0t23narVs3+Pr6iowm3O7du5GVlYVt27YhKCgIs2bNgqOjI7y8vNCzZ09oaGiIjijMixcvPvq+UUNDg+8b38rOzoaZmRmAN8cD3x3lbteunUr2CyyJtra2rEF+RkYG/P39kZeXhx49eqB9+/aC04mjykW10srMzJT1LStJ48aNVXqQWVE5OTnYtWsXkpOTMXnyZBgYGCA2NhY1atRQmptLLL5RueDr6ysbZV2UqvZXotJ7Nz3P1NQUffv2hZaWluBEim3x4sWynxUA9OnTB7t370bNmjVx8OBBlZ0MO2HCBOzfvx/NmzfHl19+iYYNG0IikSApKQnh4eFo3bo1JkyYIDomUblRt25dZGZmol69erCwsMCRI0dga2uLc+fOfXA6vCqpVq0axo8fj/Hjx+PixYvYvHkzBg8eDG1tbQwaNAijR4+GpaWl6JhCBAQEyN1oe9/Tp0/LOI3iMjc3R2pqKkxMTGBlZYWQkBB88cUXCAsLU/lG8AkJCejevTsyMjJgaWmJHTt2wMXFBbm5uVBTU4Ofnx927dolu8FLVJShoSFSU1M/uAs3JSWFk0/fio+Ph6OjI/T09JCamooRI0bAwMAAe/bsQVpaGrZs2SI6Yqnw2CkpvY4dO5ZqGlxkZGQZpCFlVx7uqnxq5ubm2LZtG9q0aYPw8HD06dMHO3fulDU9P3LkiOiIwuTn52P58uXYsWMHrl27BgCwtLRE//794ePjw4IA0X9o6tSp0NXVxffff49du3ahf//+MDU1RXp6Onx8fNiT6q3MzExs2bIFmzdvxu3bt+Hu7o7MzExERkZiyZIl8PHxER2xTJmampbqfWNKSkoZpFFsfn5+UFdXx7hx4xAZGQlXV1cUFBTg1atX8PPzw/jx40VHFKZLly6oUKECpkyZgm3btmH//v1wcnJCQEAAAGDs2LG4cOECYmJiBCclReXl5YUbN24gPDy82G7cly9fwtnZGfXr18dPP/0kKKHicHR0hK2tLZYsWQIdHR3ExcXB3Nwcp06dwoABA5TmaC6Lb0REbxW9q3L16lWYm5vD19dXqe6qfGqVKlXCtWvXYGxsjPHjx+PFixfYuHEjrl27hpYtW8pGpRMRlaWYmBicOnUKFhYW6NGjh+g4Qr169Qr79u1DYGAgjhw5AhsbGwwfPhwDBw6Ejo4OAGDHjh0YNWoUX7Op1NLT03H+/HlYWFio7BTPdwwNDREREQEbGxs8e/YMurq6OHv2LOzs7AAASUlJaNWqFdty0AfdunULdnZ2qFixIsaMGYPPPvsMAHD58mWsW7cOL1++xPnz52FsbCw4qXh6enqIjY1F/fr15YpvaWlpaNiwIV68eCE6Yqmo7tg1IqIifHx84OnpievXr8sdPe3SpQv++OMPgckUi76+PjIyMgC8aQb7btCCVCpV6alVVDrx8fEfvLZ3796yC0LlTqtWrTBx4kSVL7wBQK1atTBixAiYmJjg7NmzOH/+PLy9vWWFNwBwdnZW+aODVLKIiAhYWVnhyZMncuv16tVD586d0b9/f5w4cUJQOsWQnZ2NmjVrAnjT961KlSowMDCQXdfX1+cRZvqounXr4vTp07CyssK0adPg5uYGNzc3TJ8+HVZWVoiOjmbh7S0tLa1ir0cAcPXqVVSvXl1Aon+GPd+IiN46f/48Nm3aVGy9Tp06bHj6nl69emHAgAGwtLREVlYWunTpAuDNwAoLCwvB6UjROTs7Izo6Gubm5nLru3fvxpAhQ5CbmysomWK5du0ajh8/jvv376OwsFDu2syZMwWlUjxbt27Fhg0bkJKSgtOnT8PExAQrVqyAmZkZevbsKTqeMH5+fujdu/dHe5jq6+vzaCWVaMWKFRgxYgR0dXWLXdPT08PIkSOxfPlylR4oAKDY8eXSHGdWNUFBQejTp88He3OrOjMzM/z+++949OgRrl+/DgCwsLCQK+QS0LNnT8ydOxchISEA3vxbS09Px9SpU5VqKB6Lb0REb5WXuyqfmp+fH0xNTZGRkYElS5bImlZnZmZi9OjRgtORohs1ahQ6d+6MU6dOoVatWgCAnTt3YtiwYQgKChIbTkH4+/tj1KhRMDQ0RM2aNeU+0EkkEhbf3lq/fj1mzpyJCRMmYMGCBbKdt1WrVsWKFStUuvg2ePBg0RFIicXFxWHx4sUfvO7k5ISlS5eWYSLF5OnpKevl+uLFC3h7e6NKlSoA3vTsImDatGkYN24cevfuDS8vL7Rp00Z0JIWkr6+PL774QnQMhbV06VJ07doVRkZGyMvLg729PTIzM9G6dWssWLBAdLxSY883IqK3vv76azx48AAhISEwMDBAfHw81NXV4ebmhg4dOmDFihWiIxKVC+PHj8fRo0dx4sQJHDp0CMOHD8fWrVuV6u7lp2RiYoLRo0djypQpoqMoNCsrKyxcuBBubm5yPWASExPRsWNHPHz4UHTEMterV69SPS80NPQTJyFlpqWlhcTExA/uZr9x4wasra2Rl5dXxskUx9ChQ0v1vMDAwE+cRLEVFBTgwIEDCAoKwoEDB2BmZoahQ4fCw8NDdmyXqLQiIiIQGxuLwsJCNG/eHJ07dxYd6W/hzjcqN9LT02FsbFxsy7dUKkVGRgbq1asnKBkpi5Luqty9e1fp7qp8an81eGLIkCFllISU1cqVKzF48GC0atUKt2/fxi+//KLSu5SKevToEXr37i06hsJLSUlBs2bNiq1XrFhRZY8v6+npyT3++eef0b17d7leb0R/pU6dOkhISPhg8S0+Pl62c1lVqXpRrbTU1dXRo0cP9OjRA/fv38e2bdsQFBQEX19fuLi4wMvLC927d4eaGlvRU3FnzpxBdna2rMWNg4MDMjIyMGvWLDx//hxubm5YvXq1bAeqouPONyo31NXVkZmZCSMjI7n1rKwsGBkZsRE8ldr7d1VsbW1lAwXoDX19fbnHr169wvPnz6GpqYnKlSsjOztbUDLFMHHixBLXJRIJtLS0YGFhgZ49e6pUP499+/YVW3v16hV8fHzg5OQk1yCfzfIBLy8vtGjRAt7e3qKjKDQrKyssWrQIPXv2lNv5tmrVKgQHB+PChQuiIwr3/s+FUGJriQ8pqd+Zqhg7diyOHz+Oc+fOFesbmJeXhy+++AKdOnXCqlWrBCUkZXXmzBls3rwZwcHBqFWrFnJyclC1alUEBgaiY8eOouORgunSpQs6duwoOwmQkJCA5s2bw8PDA40aNcKPP/6IkSNHYvbs2WKDlhKLb1RuqKmp4d69e8V6c6WlpcHKykpl74ITlYXr169j1KhRmDx5MpydnUXHEapTp06IjY1FQUEBGjZsCKlUiuvXr0NdXR2fffYZrl69ColEgpMnT8LKykp03DJR2jvaEomEN0oALFq0CMuXL4erqyusra2hoaEhd33cuHGCkimWwMBA+Pr6YtmyZfDy8kJAQACSk5OxaNEiBAQEoF+/fqIjCsfimzw1NbVSN8VX5deie/fuwdbWFurq6vjmm2/QsGFDSCQSXLlyBWvXrkVBQQFiY2NRo0YN0VFJCdy7dw9bt25FYGAgbt68CTc3N3h5ecHR0RF5eXmYMWMGdu3ahbS0NNFRScHUqlULYWFhsLOzAwBMnz4dUVFROHnyJADg119/xaxZs3D58mWRMUuNxTdSeu92maxcuRIjRoyQm6ZTUFCAM2fOQF1dHdHR0aIikpL40B3c93csdejQAerq6mWcTDmcP38egwYNQlJSkugoQq1YsQInTpxAYGCgbOfEkydP4OXlhXbt2mHEiBEYMGAA8vLycPjwYcFpSRGZmZl98JpEIsHNmzfLMI1i8/f3x/z585GRkQHgzXG52bNnw8vLS3AyxcDim7yoqCjZ16mpqZg6dSo8PT3RunVrAMDp06cRHByMRYsWwcPDQ1RMhZCWloZRo0bh8OHDePdxUSKRwNnZGevWrYOpqanYgKQUunfvjsOHD6NBgwYYPnw4hgwZUmzn/507d1C3bt1ik72JtLS0cP36dRgbGwMA2rVrBxcXF8yYMQPAm9dxa2trPH36VGTMUmPxjZRep06dALx5Q9W6dWtoamrKrmlqasLU1BTffvstLC0tRUUkJWFmZoYHDx7g+fPn0NfXh1QqRU5ODipXrgxtbW3cv38f5ubmiIyMlP0SoP+5ePEi7O3t/9axnvKoTp06CA8PL7ar7c8//4STkxNu376N2NhYODk5qWRDeKL/wuvXr7F9+3Y4OzujZs2aePjwIQoLC4u1nlB1LL59WOfOnTF8+HD0799fbv3nn3/Gpk2bcPz4cTHBFMyjR49w48YNSKVSWFpaFms9QfQxXl5eGD58uKzAXRKpVIr09HSYmJiUYTJSBiYmJti6dSs6dOiA/Px8VK1aFWFhYbJBCwkJCbC3t1ealjccuEBKbdWqVTh48CAqVaqEoUOHYuXKlSrdo4P+nYULF2LTpk0ICAhA/fr1AbyZ6DVy5Eh8/fXXaNu2Lfr16wcfHx/s2rVLcFpxivbvkkqlyMzMxJo1a9C2bVtBqRTH48ePcf/+/WLFtwcPHsgKk1WrVkV+fr6IeMKNGzcOFhYWxY5OrlmzBjdu3OBU4ffk5+cjJSUF9evXR4UKfMv2vgoVKmDUqFG4cuUKAMDQ0FBwIsVQ9PW5sLAQx44dQ2Jiotw6eyu+2eW2YcOGYut2dnYYPny4gESKSV9fHy1atBAdg5TUTz/99JfPkUgkLLxRiVxcXDB16lQsXrwYe/fuReXKldG+fXvZ9fj4eNlnNmXAnW+k1CpUqIA7d+7AyMjogwMXiEqrfv362L17N5o2bSq3fvHiRbi7u+PmzZs4deoU3N3dkZmZKSakAijav0sikaB69epwcHDAsmXLVH4C2sCBA3H69GksW7YMLVq0gEQiwdmzZ/Htt9+iTZs22Lp1K3bs2IGlS5fi/PnzouOWuTp16mDfvn1o3ry53HpsbCx69OiBW7duCUqmOJ4/f46xY8ciODgYAHDt2jWYm5tj3LhxqF27NqZOnSo4oWLo1KkTxo8fDzc3N9FRFEZp+iuyt+IbDRs2RLdu3bBs2TK59UmTJmH//v24evWqoGRE5cuxY8dw7Ngx3L9/v9jR0s2bNwtKRcrgwYMH6NWrF6Kjo6GtrY3g4GB89dVXsuudO3dGq1atsGDBAoEpS4+3UUmp1a5dG7t370bXrl0hlUpx69YtvHjxosTn1qtXr4zTkbLJzMzE69evi62/fv0ad+/eBfDm75yy9BX4VNiT4+M2btwIHx8f9OvXT/b3qUKFCvDw8ICfnx8A4LPPPkNAQIDImMJkZWVBT0+v2Lquri6P4b41bdo0xMXF4fjx43BxcZGtOzo6YtasWSy+vTV69GhMmjQJt27dQvPmzVGlShW56zY2NoKSicPX59Lz8/ODu7s7Dh8+jFatWgEAYmJikJycjN27dwtOR1Q+zJkzB3PnzoWdnR1q1apV6oEnRABQvXp1nDhxAo8fP4a2tnaxvtu//vortLW1BaX7+7jzjZTapk2bMHbs2BILJu9IpVLe5aVScXV1xd27dxEQEIBmzZoBeLPrbcSIEahZsyb279+PsLAwfP/990hISBCcVjG834SZ5D179gw3b96EVCpF/fr1lerNwafUuHFjeHt745tvvpFbX716NdavX680E6s+JRMTE+zcuROtWrWS69l148YN2NraqnxfxXc+tsuLv/epNG7duoX169fjypUrkEqlsLKygre3N/u6Ev1HatWqhSVLlmDw4MGioxAJx51vpNS+/vpr9O/fH2lpabCxscHRo0dRrVo10bFISf30008YPHgwmjdvDg0NDQBvdr117txZ1rNCW1u72BEVVbRlyxb8+OOPuH79OgCgQYMGmDx5Mt9cvUdbW1sld978lYkTJ+Kbb77BgwcP4ODgAODNkZRly5ax39tbDx48KLGFQm5uLgvd70lJSREdgZTUq1ev4OTkhI0bNyrNcSUiZZSfn482bdqIjkGkEFh8I6Wno6ODxo0bIzAwEG3btkXFihVFRyIlVbNmTYSHhyMpKQnXrl2DVCrFZ599hoYNG8qe8266ripbvnw5fH198c0336Bt27aQSqWIjo6Gt7c3Hj58CB8fH9ERhcrNzcUPP/zwwf4mN2/eFJRMMQwbNgwvX77EggULMG/ePACAqakp1q9fjyFDhghOpxhatGiBAwcOYOzYsQD+t7PU39//oxPjVI22trbshltGRgb8/f2Rl5eHHj16yDVkJipKQ0MDiYmJLGYTfWLDhw/Hzz//DF9fX9FRiITjsVMqdy5cuIArV65AIpGgUaNGsLW1FR2JlAwnDH6cmZkZ5syZU6xQEhwcjNmzZ6v8bpT+/fsjKioKgwcPLrG/yfjx4wUlUzwPHjxApUqVeCS3iFOnTsHFxQUDBw5EUFAQRo4ciT///BOnT59GVFRUsWEVqiYhIQHdu3dHRkYGLC0tsWPHDri4uCA3NxdqamrIzc3Frl27OIiBPmrSpEnQ0NDADz/8IDoKUbkyceJE2deFhYUIDg6GjY0NbGxsZCdL3lm+fHlZxyMShsU3Kjfu37+Pfv364fjx46hatSqkUikeP36MTp06YceOHahevbroiKTgOGGwdLS0tJCYmAgLCwu59evXr8Pa2vqDQ09URdWqVXHgwAG0bdtWdBRSYgkJCVi6dCkuXLiAwsJC2NraYsqUKbC2thYdTbguXbqgQoUKmDJlCrZt24b9+/fDyclJNsRk7NixuHDhAmJiYgQnJUU2duxYbNmyBRYWFrCzsys2sINFAaJ/prSnRCQSCSIiIj5xGiLFweIblRt9+/ZFcnIytm7dikaNGgEALl++DA8PD1hYWOCXX34RnJAU3fjx4xEdHY0VK1bAxcUF8fHxMDc3x759+zBr1ixcvHhRdESF0LhxYwwYMADff/+93Pr8+fOxc+dOlR9GYWZmhoMHD8peh6i4Xbt2ISQkBOnp6cjPz5e7FhsbKygVKQtDQ0NERETAxsYGz549g66uLs6ePQs7OzsAQFJSElq1aoWcnByxQUmhfaxAwKIAERH913ieisqNQ4cO4ejRo3IfeK2srLB27Vo4OTkJTEbKYu/evbIJg+8fFbSyskJycrLAZIplzpw56Nu3L/744w+0bdsWEokEJ0+exLFjxxASEiI6nnDz5s3DzJkzERwcjMqVK4uOo3BWrVqF6dOnw8PDA7/99huGDh2K5ORknDt3DmPGjBEdTyE4ODjA3t4es2bNklt/9OgR3N3dVb4okJ2djZo1awJ40/etSpUqMDAwkF3X19fH06dPRcUTRl9fv9Q9zLKzsz9xGsUXGRkpOgJRuff48WMUFBTIvUYDb16DKlSoAF1dXUHJiMoei29UbhQWFhbrIwC8aapbtOE5UUk4YbB03N3dcebMGfj5+WHv3r2QSqWwsrLC2bNn0axZM9HxhFu2bBmSk5NRo0YNmJqaFntdUvWdXevWrcOmTZvQv39/BAcH47vvvoO5uTlmzpzJgsBbx48fR0JCAi5evIjt27fLjsPl5+cjKipKcDrFUPQ1ma/RkJsWnJWVhfnz58PZ2Vk2pOP06dM4fPgwG58TUZnp168funfvjtGjR8uth4SEYN++fTh48KCgZERlj8dOqdzo2bMncnJy8Msvv6B27doAgNu3b2PgwIHQ19fHnj17BCckRWdvb4//+7//w9ixY6Gjo4P4+HiYmZnhm2++wY0bN3Do0CHREYV68uRJqZ6n6ncx58yZ89HrRXczqZrKlSvjypUrMDExgZGREcLDw9GkSRNcv34drVq1QlZWluiIwqmpqeHixYsYOXIkcnNzERYWBlNTU9y7dw+1a9dGQUGB6IhCqampoUuXLrLp5mFhYXBwcJAVKV++fIlDhw6p9M/J3d0dnTp1wjfffCO3vmbNGhw9ehR79+4VE0zBnDt3Dr/++muJR+BDQ0MFpSIqPwwMDBAdHV2sFUdSUhLatm3L3/mkUrjzjcqNNWvWoGfPnjA1NYWxsTEkEgnS09NhbW2Nbdu2iY5HSmDRokVwcXHB5cuX8fr1a6xcuVJuwqCqq1q1aql2l6jyB16AxbW/UrNmTWRlZcHExAQmJiaIiYlBkyZNkJKSAt4P/J9atWohKioKw4YNQ4sWLfDrr7+yj+BbHh4eco8HDRpU7DlFpzGrmsOHD2Px4sXF1p2dnTk86K0dO3ZgyJAhcHJyQnh4OJycnHD9+nXcvXsXX331leh4ROXCy5cv8fr162Lrr169Ql5enoBEROKw+EblhrGxMWJjYxEeHo6kpCTZUThHR0fR0UjBXbp0CU2bNkWbNm0QHR2NpUuXon79+jhy5AhsbW1x+vRpThiEfH8cqVSKrl27IiAgAHXq1BGYipSNg4MDwsLCYGtrCy8vL/j4+GDXrl04f/48evXqJTqeQnhX5K5YsSK2b9+O+fPnw8XFBVOmTBGcTDEEBgaKjqDwqlWrhj179mDy5Mly63v37kW1atUEpVIsCxcuhJ+fH8aMGQMdHR2sXLkSZmZmGDlyJGrVqiU6HlG50KJFC2zatAmrV6+WW9+wYQOaN28uKBWRGDx2SkQqT01NDc2aNcPw4cMxYMAA6OnpiY6kFHR0dBAXFwdzc3PRUYQzMDDAtWvXYGho+JdNz1W9r1lhYSEKCwtRocKb+38hISE4efIkLCws4O3tDU1NTcEJxVNTU8Pdu3flelDu3r0bHh4eyMvLU/ndpfTXgoKC4OXlBRcXF1nPt5iYGBw6dAgBAQHw9PQUG1ABVKlSBX/++SdMTU1haGiIyMhIWFtb48qVK3BwcEBmZqboiERKLzo6Go6OjmjRogU6d+4MADh27BjOnTuHI0eOoH379oITEpUd7nwjpXfmzBlkZ2ejS5cusrUtW7Zg1qxZyM3NhZubG1avXi3rDUNUVHR0NDZv3oypU6di0qRJcHd3x7Bhw9CpUyfR0UhJ+Pn5QUdHR/Y1m79/mJqaGtTU1GSP+/Tpgz59+ghMpHhSUlJgaGgot+bu7o6GDRviwoULglKRMvH09ESjRo2watUqhIaGyk4DREdHo2XLlqLjKQQDAwPZVNw6deogMTER1tbWyMnJwfPnzwWnIyof2rZti5iYGCxZsgQhISGoVKkSbGxs8NNPP8HS0lJ0PKIyxZ1vpPS6dOmCjh07yo7jJCQkwNbWVvbG88cff8TIkSMxe/ZssUFJ4eXl5SEkJASBgYE4ceIETE1NMWzYMHh4eKBu3bqi4ykc7nz7+/Ly8lCpUiXRMYTLycnB2bNncf/+/WLTqFW9V1dRt27dgkQi4fFuov/YgAEDYGdnh4kTJ2LBggVYuXIlevbsifDwcNja2nLgAtG/9OrVK3z99dfw9fXle0UisPhG5UCtWrUQFhYGOzs7AMD06dMRFRWFkydPAgB+/fVXzJo1C5cvXxYZk5RMcnIyAgMDsWXLFmRmZuLLL7/kOPQi3p8IS/8zZswYrF27tth6bm4uXF1dcfz48bIPpUDCwsIwcOBA5ObmQkdHR26XoEQiUfljucCbo7nz58/HsmXL8OzZMwBv/r1NmjQJ06dPl9s5SPQhhYWFuHHjRolF7g4dOghKpTiys7Px4sUL1K5dG4WFhVi6dKnsCLyvry/09fVFRyRSelWrVkVsbCyLb0Rg8Y3KAS0tLVy/fh3GxsYAgHbt2sHFxQUzZswAAKSmpsLa2lp2tICotJ49e4bt27fj+++/R05Ojsr3WSraDD8sLAwODg6oUqWK3Lqq7xawtLRE3759MX/+fNlabm4uXFxcAAAnTpwQFU0hNGjQAF27dsXChQtRuXJl0XEU0rRp0/DTTz9hzpw5aNu2LaRSKaKjozF79myMGDECCxYsEB2RFFxMTAwGDBiAtLS0YlOEJRKJyv8+I6KyMXToUFhbW2PixImioxAJx55vpPRq1KiBlJQUGBsbIz8/H7GxsZgzZ47s+tOnT6GhoSEwISmbqKgobN68Gbt374a6ujr69OkDLy8v0bGEKzqIYtCgQYKSKLYjR46gXbt2qFatGnx8fPD06VM4OzujQoUK+P3330XHE+727dsYN24cC28fERwcjICAAPTo0UO21qRJE9SpUwejR49m8Y3+kre3N+zs7HDgwAHUqlWLfSjf8+TJk1I9T1dX9xMnISr/LCwsMG/ePJw6dQrNmzcvdsN23LhxgpIRlT3ufCOlN3LkSCQkJGDx4sXYu3cvgoODcefOHdnEvO3bt2PFihU4d+6c4KSkyDIyMhAUFISgoCCkpKSgTZs28PLyQp8+fYq9USD6K4mJiejYsSN8fX2xY8cOVKxYEQcOHODfJbzZQdmvXz8OWfgILS0txMfHo0GDBnLrV69eRdOmTZGXlycoGSmLKlWqIC4uDhYWFqKjKBw1NbWPFiOlUil3BxL9Rz7WmkQikeDmzZtlmIZILO58I6U3f/589OrVC/b29tDW1kZwcLCs8AYAmzdvhpOTk8CEpOi+/PJLREZGonr16hgyZAiGDRuGhg0bio5FSqxx48bYv38/HB0d0bJlS+zfv5+DFt5ydXXF5MmTcfnyZVhbWxfbmfz+bi9V1aRJE6xZswarVq2SW1+zZg2aNGkiKBUpk5YtW+LGjRssvpUgMjJS9rVUKkXXrl0REBDAoSZEn0BKSoroCEQKgzvfqNx4/PgxtLW1oa6uLreenZ0NbW1tuYIc0ft69OgBLy8vdOvWrdjfH6LSaNasWYk7KdLS0mBkZCRXeIuNjS3LaArnY8MCuNvkjaioKLi6uqJevXpo3bo1JBIJTp06hYyMDBw8eBDt27cXHZEU3J49ezBjxgxMnjy5xCK3jY2NoGSKh5O7iYioLLD4RkRE9C+932fyr8yaNesTJqHy4s6dO1i7di2SkpIglUphZWWF0aNHo3bt2qKjkRIoqcgtkUh4pLIELL4RfVq3bt3Cvn37kJ6ejvz8fLlry5cvF5SKqOyx+EZERESkIF69egUnJyds3LixWM83otJKS0v76HUTE5MySqL4WHwj+nSOHTuGHj16wMzMDFevXkXjxo2RmpoKqVQKW1tbREREiI5IVGY+fPaDiIiI6D9y5syZYtNet2zZAjMzMxgZGeHrr7/Gy5cvBaVTHBoaGkhMTOR0SvpXTExMPvqH5PHfG9GnMW3aNEyaNAmJiYnQ0tLC7t27kZGRAXt7e/Tu3Vt0PKIyxZ1vRERE/6GCggL4+fkhJCSkxCMW2dnZgpKJ1aVLF3Ts2BFTpkwBACQkJMDW1haenp5o1KgRfvzxR4wcORKzZ88WG1QBTJo0CRoaGvjhhx9ERyEld/ny5RJfh1R5sEmvXr3kHoeFhcHBwaHYNOrQ0NCyjEVULuno6ODSpUuoX78+9PX1cfLkSXz++eeIi4tDz549kZqaKjoiUZnhtFMiIqL/0Jw5cxAQEICJEyfC19cX06dPR2pqKvbu3YuZM2eKjifMpUuXMG/ePNnjHTt2oGXLlvD39wcAGBsbY9asWSy+AcjPz0dAQADCw8NhZ2dXrCjAHjn0V27evImvvvoKCQkJsl5vwP92eKlyzzc9PT25x4MGDRKUhKj8q1KlimxXe+3atZGcnIzPP/8cAPDw4UOR0YjKHItvRKTS9u3bV+rnqvJOASq97du3w9/fH66urpgzZw769++P+vXrw8bGBjExMRg3bpzoiEI8evQINWrUkD2OioqCi4uL7HGLFi2QkZEhIprCSUxMhK2tLQDg2rVrctd4PI5KY/z48TAzM8PRo0dhbm6Os2fPIisrC5MmTcLSpUtFxxMqMDBQdAQildGqVStER0fDysoKrq6umDRpEhISEhAaGopWrVqJjkdUplh8IyKV5ubmJvf4/R0C7x6/o8o7Baj07t69C2trawCAtrY2Hj9+DADo1q0bfH19RUYTqkaNGkhJSYGxsTHy8/MRGxsrNyX26dOn0NDQEJhQvJs3b8LMzAyRkZGio5CSO336NCIiIlC9enWoqalBTU0N7dq1w6JFizBu3DhcvHhRdEQiUgHLly/Hs2fPAACzZ8/Gs2fPsHPnTlhYWMDPz09wOqKyxYELRKTSCgsLZX+OHDmCpk2b4vfff0dOTg4eP36MgwcPwtbWFocOHRIdlZRE3bp1kZmZCQCwsLDAkSNHAADnzp1DxYoVRUYTysXFBVOnTsWJEycwbdo0VK5cGe3bt5ddj4+PR/369QUmFM/S0hIPHjyQPe7bty/u3bsnMBEpq4KCAmhrawMADA0NcefOHQBvBjFcvXpVZDQiUiHm5uawsbEBAFSuXBnr1q1DfHw8QkNDOfyFVA6Lb0REb02YMAErV66Es7MzdHV1oaOjA2dnZyxfvlxljwrS3/fVV1/h2LFjAN4c/fL19YWlpSWGDBmCYcOGCU4nzvz586Gurg57e3v4+/vD398fmpqasuubN2+Gk5OTwITiFZ2BdfDgQeTm5gpKQ8qscePGiI+PBwC0bNkSS5YsQXR0NObOnQtzc3PB6YhIVZibmyMrK6vYek5ODl+LSOVw2ikR0VuVKlXC2bNnZUcG34mPj0fLli2Rl5cnKBkps5iYGJw6dQoWFhbsGwjg8ePH0NbWhrq6utx6dnY2tLW15QpyqkZNTQ13796FkZERgDdT4uLi4vgBhf62w4cPIzc3F7169cLNmzfRrVs3JCUloVq1ati5cyccHBxERyQiFVD099o79+7dQ7169WTDGIhUAYtvRERvdejQARoaGti2bRtq1aoF4E3/rsGDByM/Px9RUVGCExJReaauro67d++ievXqAN4U3+Lj42FmZiY4GZUH2dnZ0NfX59AOIvrk3g00c3NzQ3BwsNyU4YKCAhw7dgzh4eE8Bk8qhcU3IqK3bty4ga+++gpXr15FvXr1AADp6elo0KAB9u7dCwsLC8EJSRlkZWWhWrVqAICMjAz4+/sjLy8PPXr0kOtxRlSUmpoaunTpIusNGBYWBgcHB1SpUkXueaGhoSLiERERlYqa2pvuVkUHmQGAhoYGTE1NsWzZMnTr1k1EPCIhWHwjInqPVCpFeHg4kpKSIJVKYWVlBUdHR+4UoL+UkJCA7t27IyMjA5aWltixYwdcXFyQm5sLNTU15ObmYteuXcUm7BK9M3To0FI9LzAw8BMnISIi+vfMzMxw7tw5GBoaio5CJByLb0RERP+BLl26oEKFCpgyZQq2bduG/fv3w8nJCQEBAQCAsWPH4sKFC4iJiRGclIiIiIiIyhKLb0RE7zl27BiOHTuG+/fvo7CwUO7a5s2bBaUiZWBoaIiIiAjY2Njg2bNn0NXVxdmzZ2FnZwcASEpKQqtWrZCTkyM2KBEREdEndObMGWRnZ6NLly6ytS1btmDWrFnIzc2Fm5sbVq9eLWuzQKQK1EQHICJSFHPmzIGTkxOOHTuGhw8f4tGjR3J/iD4mOzsbNWvWBABoa2ujSpUqMDAwkF3X19fH06dPRcUjIiIiKhOzZ89GfHy87HFCQgK8vLzg6OiIqVOnIiwsDIsWLRKYkKjsVRAdgIhIUWzYsAFBQUEYPHiw6CikpIr2BmSvQCIS5dq1azh+/HiJO7lnzpwpKBURqYJLly5h3rx5ssc7duxAy5Yt4e/vDwAwNjbGrFmzMHv2bEEJicoei29ERG/l5+ejTZs2omOQEvP09JQdoXjx4gW8vb1lkypfvnwpMhoRqRB/f3+MGjUKhoaGqFmzptyNAIlEwuIbEX1Sjx49Qo0aNWSPo6Ki4OLiInvcokULZGRkiIhGJAx7vhERvTVlyhRoa2vD19dXdBRSQpxUSUSKwsTEBKNHj8aUKVNERyEiFWRiYoKtW7eiQ4cOyM/PR9WqVREWFobOnTsDeHMM1d7eHtnZ2YKTEpUd7nwjInrrxYsX2LRpE44ePQobGxtoaGjIXV++fLmgZKQMWFQjIkXx6NEj9O7dW3QMIlJRLi4umDp1KhYvXoy9e/eicuXKaN++vex6fHw86tevLzAhUdlj8Y2I6K34+Hg0bdoUAJCYmCh3jb27iIhIWfTu3RtHjhyBt7e36ChEpILmz5+PXr16wd7eHtra2ggODoampqbs+ubNm+Hk5CQwIVHZ47FTIiIiIiIlt2rVKtnXubm5WL58OVxdXWFtbV1sJ/e4cePKOh4RqaDHjx9DW1sb6urqcuvZ2dnQ1taWK8gRlXcsvhERERERKTkzM7NSPU8ikeDmzZufOA0RERG9j8U3IqL3nDt3Dr/++ivS09ORn58vdy00NFRQKiIiIiIiIlJWaqIDEBEpih07dqBt27a4fPky9uzZg1evXuHy5cuIiIiAnp6e6HhERESlMnfuXDx//rzYel5eHubOnSsgERERkWrjzjciordsbGwwcuRIjBkzBjo6OoiLi4OZmRlGjhyJWrVqYc6cOaIjEhER/SV1dXVkZmbCyMhIbj0rKwtGRkYoKCgQlIyIiEg1cecbEdFbycnJcHV1BQBUrFgRubm5kEgk8PHxwaZNmwSnIyIiKh2pVFrilO64uDgYGBgISERERKTaKogOQESkKAwMDPD06VMAQJ06dZCYmAhra2vk5OSUeHyHiIhIkejr60MikUAikaBBgwZyBbiCggI8e/YM3t7eAhMSERGpJhbfiIjeat++PcLDw2FtbY0+ffpg/PjxiIiIQHh4ODp37iw6HhER0UetWLECUqkUw4YNw5w5c+T6lWpqasLU1BStW7cWmJCIiEg1secbEdFb2dnZePHiBWrXro3CwkIsXboUJ0+ehIWFBXx9faGvry86IhER0V+KiopCmzZtoKGhIToKERERgcU3IiIiIiKl9+TJk1I/V1dX9xMmISIioqJYfCMiIiIiUnJqamolDll437tBDJx2SkREVLbY842IiIiISMlFRkaKjkBEREQfwJ1vREREREREREREnwh3vhERERERlUPPnz9Heno68vPz5dZtbGwEJSIiIlJNLL4REX3AkydPEBERgYYNG6JRo0ai4xAREZXKgwcPMHToUPz+++8lXmfPNyIiorKlJjoAEZGi6NOnD9asWQMAyMvLg52dHfr06QMbGxvs3r1bcDoiIqLSmTBhAh49eoSYmBhUqlQJhw4dQnBwMCwtLbFv3z7R8YiIiFQOi29ERG/98ccfaN++PQBgz549kEqlyMnJwapVqzB//nzB6YiIiEonIiICfn5+aNGiBdTU1GBiYoJBgwZhyZIlWLRokeh4REREKofFNyKitx4/fgwDAwMAwKFDh+Du7o7KlSvD1dUV169fF5yOiIiodHJzc2FkZAQAMDAwwIMHDwAA1tbWiI2NFRmNiIhIJbH4RkT0lrGxMU6fPo3c3FwcOnQITk5OAIBHjx5BS0tLcDoiIqLSadiwIa5evQoAaNq0KTZu3Ijbt29jw4YNqFWrluB0REREqocDF4iI3powYQIGDhwIbW1tmJiYoGPHjgDeHEe1trYWG46IiKiUJkyYgMzMTADArFmz4OzsjO3bt0NTUxNBQUFiwxEREakgiVQqlYoOQUSkKC5cuID09HR8+eWX0NbWBgAcOHAA+vr6aNOmjeB0REREf9/z58+RlJSEevXqwdDQUHQcIiIilcNjp0REb82dOxeNGjXCV199JSu8AYCDgwOOHj0qMBkREdHfl5+fj6tXr0JTUxO2trYsvBEREQnCnW9ERG+pq6sjMzNT1qT6naysLBgZGaGgoEBQMiIiotJ7/vw5xo4di+DgYADAtWvXYG5ujnHjxqF27dqYOnWq4IRERESqhTvfiIjekkqlkEgkxdbj4uJkU1CJiIgU3bRp0xAXF4fjx4/LDQxydHTEzp07BSYjIiJSTRy4QEQqT19fHxKJBBKJBA0aNJArwBUUFODZs2fw9vYWmJCIiKj09u7di507d6JVq1Zyv9OsrKyQnJwsMBkREZFqYvGNiFTeihUrIJVKMWzYMMyZMwd6enqya5qamjA1NUXr1q0FJiQiIiq9Bw8eFGuhAAC5ubkl7vAmIiKiT4vFNyJSeR4eHgAAMzMztGnTBhoaGoITERER/XMtWrTAgQMHMHbsWACQFdz8/f15M4mIiEgAFt+ISKU9efIEurq6AIBmzZohLy8PeXl5JT733fOIiIgU2aJFi+Di4oLLly/j9evXWLlyJf7880+cPn0aUVFRouMRERGpHE47JSKV9v6EUzU1tRKP47wbxMBpp0REpCwSEhKwdOlSXLhwAYWFhbC1tcWUKVNgbW0tOhoREZHKYfGNiFRaVFQU2rZtiwoVKvzlbgB7e/sySkVERERERETlBYtvRERERETlwJMnT0r1PLZRICIiKlssvhERvfXHH3989HqHDh3KKAkREdHf96H2Ce+wjQIREZEYHLhARPRWx44di629/yGGH1aIiEiRRUZGyr6WSqXo2rUrAgICUKdOHYGpiIiIiMU3IqK3Hj16JPf41atXuHjxInx9fbFgwQJBqYiIiEqnaG9SdXV1tGrVCubm5oISEREREcDiGxGRjJ6eXrG1L7/8EhUrVoSPjw8uXLggIBUREREREREpMzXRAYiIFF316tVx9epV0TGIiIiIiIhICXHnGxHRW/Hx8XKPpVIpMjMz8cMPP6BJkyaCUhEREf1zHxvAQERERGWDxTcioreaNm0KiUSCokOgW7Vqhc2bNwtKRUREVDq9evWSe/zixQt4e3ujSpUqcuuhoaFlGYuIiEjlsfhGRPRWSkqK3GM1NTVUr14dWlpaghIRERGVXtHepYMGDRKUhIiIiN4nkRbd4kFEpIJevXoFJycnbNy4EQ0aNBAdh4iIiIiIiMoJDlwgIgKgoaGBxMRE9sYhIiIiIiKi/xSLb0REbw0ZMgQ//fST6BhERERERERUjrDnGxHRW/n5+QgICEB4eDjs7OyKNahevny5oGRERERERESkrFh8IyJ6KzExEba2tgCAa9euyV3jcVQiIiIiIiL6JzhwgYhU3s2bN2FmZsYCGxEREREREf3n2PONiFSepaUlHjx4IHvct29f3Lt3T2AiIiIiIiIiKi9YfCMilVd0A/DBgweRm5srKA0RERERERGVJyy+ERERERERERERfSIsvhGRypNIJMX6vbH/GxEREREREf0XOO2UiFSeVCqFp6cnKlasCAB48eIFvL29UaVKFbnnhYaGiohHRERERERESozFNyJSeR4eHnKPBw0aJCgJERERERERlTcSadFO40RERERERERERPSfYM83IiIiIiIiIiKiT4TFNyIiIiIiIiIiok+ExTciIiIiIiIiIqJPhMU3IiIiIiIiIiKiT4TFNyIiIiIiIiIiok+ExTciIiIiIiIiIqJPhMU3IiIiIiXh6ekJNzc3AEDHjh0xYcIEoXlmz54NiUTy0T+pqalCMxIRERGJxuIbEREREf0j3377LTIzM2V/6tati7lz58qtGRsbi45JREREJBSLb0RERERKxtPTE1FRUVi5cmWxHWaXL19G165doa2tjRo1amDw4MF4+PCh7Hs7duyIsWPHYsKECdDX10eNGjWwadMm5ObmYujQodDR0UH9+vXx+++//2UObW1t1KxZU/ZHXV0dOjo6qFmzJo4cOYLPP/8cr1+/lvsed3d3DBkyBMCbnXNNmzbFxo0bYWxsjMqVK6N3797IycmR+57AwEA0atQIWlpa+Oyzz7Bu3bp/9wMkIiIiKkMsvhEREREpmZUrV6J169YYMWKE3A6zzMxM2Nvbo2nTpjh//jwOHTqEe/fuoU+fPnLfHxwcDENDQ5w9exZjx47FqFGj0Lt3b7Rp0waxsbFwdnbG4MGD8fz583+csXfv3igoKMC+fftkaw8fPsT+/fsxdOhQ2dqNGzcQEhKCsLAwHDp0CJcuXcKYMWNk1/39/TF9+nQsWLAAV65cwcKFC+Hr64vg4OB/nI2IiIioLLH4RkRERKRk9PT0oKmpicqVK8vtOlu/fj1sbW2xcOFCfPbZZ2jWrBk2b96MyMhIXLt2Tfb9TZo0wYwZM2BpaYlp06ahUqVKMDQ0xIgRI2BpaYmZM2ciKysL8fHx/zhjpUqVMGDAAAQGBsrWtm/fjrp166Jjx46ytRcvXiA4OBhNmzZFhw4dsHr1auzYsQN3794FAMybNw/Lli1Dr169YGZmhl69esHHxwcbN278x9mIiIiIylIF0QGIiIiI6L9x4cIFREZGQltbu9i15ORkNGjQAABgY2MjW1dXV0e1atVgbW0tW6tRowYA4P79+/8qz4gRI9CiRQvcvn0bderUQWBgIDw9PSGRSGTPqVevHurWrSt73Lp1axQWFuLq1atQV1dHRkYGvLy8MGLECNlzXr9+DT09vX+VjYiIiKissPhGREREVE4UFhaie/fuWLx4cbFrtWrVkn2toaEhd00ikcitvSuOFRYW/qs8zZo1Q5MmTbBlyxY4OzsjISEBYWFhH/2ed/9tiUQi++/7+/ujZcuWcs9TV1f/V9mIiIiIygqLb0RERERKSFNTEwUFBXJrtra22L17N0xNTVGhgmK8zRs+fDj8/Pxw+/ZtODo6Fpt+mp6ejjt37qB27doAgNOnT0NNTQ0NGjRAjRo1UKdOHdy8eRMDBw4UEZ+IiIjoX2PPNyIiIiIlZGpqijNnziA1NRUPHz5EYWEhxowZg+zsbPTv3x9nz57FzZs3ceTIEQwbNqxYoa6sDBw4ELdv34a/vz+GDRtW7LqWlhY8PDwQFxeHEydOYNy4cejTpw9q1qwJ4M1E1EWLFmHlypW4du0aEhISEBgYiOXLl5f1/xQiIiKif4TFNyIiIiIl9O2330JdXR1WVlaoXr060tPTUbt2bURHR6OgoADOzs5o3Lgxxo8fDz09PaipiXnbp6urC3d3d2hra8PNza3YdQsLC/Tq1Qtdu3aFk5MTGjdujHXr1smuDx8+HAEBAQgKCoK1tTXs7e0RFBQEMzOzMvxfQURERPTPSaRSqVR0CCIiIiIqv7788ks0atQIq1atklufPXs29u7di0uXLokJRkRERFQGFKMZCBERERGVO9nZ2Thy5AgiIiKwZs0a0XGIiIiIhOCxUyIiIiL6IG9vb2hra5f4x9vb+6Pfa2tri5EjR2Lx4sVo2LBhGSUmIiIiUiw8dkpEREREH3T//n08efKkxGu6urowMjIq40REREREyoXFNyIiIiIiIiIiok+Ex06JiIiIiIiIiIg+ERbfiIiIiIiIiIiIPhEW34iIiIiIiIiIiD4RFt+IiIiIiIiIiIg+ERbfiIiIiIiIiIiIPhEW34iIiIiIiIiIiD4RFt+IiIiIiIiIiIg+ERbfiIiIiIiIiIiIPpH/B5EXkeuMeS1lAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1500x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,7))\n",
+    "sns.barplot(y= 'Item_Outlet_Sales' ,x='Item_Type',hue='Item_Fat_Content',data=df,palette=\"rainbow\")\n",
+    "plt.xticks(rotation=90)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a9fbbf7b",
+   "metadata": {},
+   "source": [
+    "### Item_Visibility"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6a07c1fc",
+   "metadata": {},
+   "source": [
+    "Item_Visibility\n",
+    "As we know in description of data we saw that the minimum value of Item_Visibility is 0 means that Item which Item_visibility is value 0 out of stock in this case we need to treat as missing value and fill it by median value because we saw that skewness and outliers present in Item_Visbility column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "d4197f4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "879"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# find item_visibility count with 0 value\n",
+    "\n",
+    "df[df[\"Item_Visibility\"]==0]['Item_Visibility'].count()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "0ae76c49",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of 0 values initially: 879\n",
+      "Number of 0 values after modification: 0\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Determine average visibility of a product\n",
+    "visibility_avg = df.pivot_table(values='Item_Visibility', index='Item_Identifier')\n",
+    "\n",
+    "#Impute 0 values with mean visibility of that product\n",
+    "missing_values = (df['Item_Visibility'] == 0)\n",
+    "\n",
+    "print ('Number of 0 values initially: %d'%sum(missing_values))\n",
+    "\n",
+    "df.loc[missing_values,'Item_Visibility'] = df.loc[missing_values,'Item_Identifier'].apply(lambda x: visibility_avg.at[x, 'Item_Visibility'])\n",
+    "\n",
+    "print ('Number of 0 values after modification: %d'%sum(df['Item_Visibility'] == 0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "517b4ede",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.003574698"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#check for min value of Item visibility\n",
+    "df['Item_Visibility'].min()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6a15dcec",
+   "metadata": {},
+   "source": [
+    "### Outlet_Years"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7f3dc6bb",
+   "metadata": {},
+   "source": [
+    "Convert the Outlet_Establishment_Years into how old the establishments are"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "975571f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1985    2439\n",
+       "1987    1553\n",
+       "1999    1550\n",
+       "1997    1550\n",
+       "2004    1550\n",
+       "2002    1548\n",
+       "2009    1546\n",
+       "2007    1543\n",
+       "1998     925\n",
+       "Name: Outlet_Establishment_Year, dtype: int64"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Outlet_Establishment_Year\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "2a27e284",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    14204.000000\n",
+       "mean        11.169319\n",
+       "std          8.371664\n",
+       "min          0.000000\n",
+       "25%          5.000000\n",
+       "50%         10.000000\n",
+       "75%         22.000000\n",
+       "max         24.000000\n",
+       "Name: Outlet_Years, dtype: float64"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Outlet_Years\"]=2009-df[\"Outlet_Establishment_Year\"]\n",
+    "df[\"Outlet_Years\"].describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f42f5c45",
+   "metadata": {},
+   "source": [
+    "maximum 24 year ago outlet is established"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "6ecb810c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    10\n",
+       "1     0\n",
+       "2    10\n",
+       "3    11\n",
+       "4    22\n",
+       "Name: Outlet_Years, dtype: int64"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Outlet_Years'].head(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a55f1b46",
+   "metadata": {},
+   "source": [
+    "### Item_Type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "0627cd1e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Fruits and Vegetables    2013\n",
+       "Snack Foods              1989\n",
+       "Household                1548\n",
+       "Frozen Foods             1426\n",
+       "Dairy                    1136\n",
+       "Baking Goods             1086\n",
+       "Canned                   1084\n",
+       "Health and Hygiene        858\n",
+       "Meat                      736\n",
+       "Soft Drinks               726\n",
+       "Breads                    416\n",
+       "Hard Drinks               362\n",
+       "Others                    280\n",
+       "Starchy Foods             269\n",
+       "Breakfast                 186\n",
+       "Seafood                    89\n",
+       "Name: Item_Type, dtype: int64"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Item_Type\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f1b8ea4d",
+   "metadata": {},
+   "source": [
+    "There are 16 categories in Item_Type but Basicaly there is 3 type of item  either Food ,Drink or not_consumables"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a5fbb0a7",
+   "metadata": {},
+   "source": [
+    "### Item_Identifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "1718aa9e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "FDU15    10\n",
+       "FDS25    10\n",
+       "FDA38    10\n",
+       "FDW03    10\n",
+       "FDJ10    10\n",
+       "         ..\n",
+       "FDR51     7\n",
+       "FDM52     7\n",
+       "DRN11     7\n",
+       "FDH58     7\n",
+       "NCW54     7\n",
+       "Name: Item_Identifier, Length: 1559, dtype: int64"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"Item_Identifier\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a0f20f6d",
+   "metadata": {},
+   "source": [
+    "Item_Identifier is a Id for Every Item_Type\n",
+    "\n",
+    "when we closely check Item_identifier shows that they either start with FD(Food),DR(Drink)or NC(non consumable)so we can categorised this column by Food Drink and Non consumable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "45570ff8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# changing first two caharacters\n",
+    "df[\"New_Item_Type\"]=df[\"Item_Identifier\"].apply(lambda x : x[0:2])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "f1772c92",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# rename them to more intutive category\n",
+    "df[\"New_Item_Type\"]=df[\"New_Item_Type\"].map({\"FD\":\"Food\",\"DR\":\"Drink\",\"NC\":\"Non-concumable\"})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "935ee98c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Food              10201\n",
+       "Non-concumable     2686\n",
+       "Drink              1317\n",
+       "Name: New_Item_Type, dtype: int64"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"New_Item_Type\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b53a459d",
+   "metadata": {},
+   "source": [
+    "Now we  conver 16 item category into 3 category "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4b88aa3e",
+   "metadata": {},
+   "source": [
+    "### If a product is Non-consumable then no fat content are there\n",
+    "so we cerate seperate category (non_eidible )for nan-consumable item in item-fat-content column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "46a58f38",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# mark non_consumable in seperate category in low fat\n",
+    "df.loc[df[\"New_Item_Type\"]==\"Non-concumable\",'Item_Fat_Content']=\"Non_Edible\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "ed8a6cb6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Low Fat       6499\n",
+       "Regular       5019\n",
+       "Non_Edible    2686\n",
+       "Name: Item_Fat_Content, dtype: int64"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Item_Fat_Content'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c6eb29fb",
+   "metadata": {},
+   "source": [
+    "## Dealing with catigorical variable"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82b7b520",
+   "metadata": {},
+   "source": [
+    "### Lable Encoding:\n",
+    "    \n",
+    "chenge categorical value into numerical value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "b24343bb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import LabelEncoder\n",
+    "le=LabelEncoder()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "17eeb016",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#for chenging all catigorical value into numeric value\n",
+    "\n",
+    "df=df.apply(le.fit_transform)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "3d8d5a76",
+   "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>Item_Identifier</th>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <th>Item_Type</th>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <th>Outlet_Establishment_Year</th>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <th>Item_Outlet_Sales</th>\n",
+       "      <th>source</th>\n",
+       "      <th>Outlet_Years</th>\n",
+       "      <th>New_Item_Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>156</td>\n",
+       "      <td>284</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1163</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7567</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2540</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>8</td>\n",
+       "      <td>57</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1534</td>\n",
+       "      <td>14</td>\n",
+       "      <td>632</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>422</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>662</td>\n",
+       "      <td>376</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1246</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3897</td>\n",
+       "      <td>9</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1639</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1121</td>\n",
+       "      <td>393</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1376</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5626</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1297</td>\n",
+       "      <td>265</td>\n",
+       "      <td>1</td>\n",
+       "      <td>336</td>\n",
+       "      <td>9</td>\n",
+       "      <td>848</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>865</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Item_Identifier  Item_Weight  Item_Fat_Content  Item_Visibility  Item_Type  \\\n",
+       "0              156          284                 0             1163          4   \n",
+       "1                8           57                 2             1534         14   \n",
+       "2              662          376                 0             1246         10   \n",
+       "3             1121          393                 2             1376          6   \n",
+       "4             1297          265                 1              336          9   \n",
+       "\n",
+       "   Item_MRP  Outlet_Identifier  Outlet_Establishment_Year  Outlet_Size  \\\n",
+       "0      7567                  9                          4            1   \n",
+       "1       632                  3                          8            1   \n",
+       "2      3897                  9                          4            1   \n",
+       "3      5626                  0                          3            1   \n",
+       "4       848                  1                          1            0   \n",
+       "\n",
+       "   Outlet_Location_Type  Outlet_Type  Item_Outlet_Sales  source  Outlet_Years  \\\n",
+       "0                     0            1               2540       1             4   \n",
+       "1                     2            2                422       1             0   \n",
+       "2                     0            1               1639       1             4   \n",
+       "3                     2            0                670       1             5   \n",
+       "4                     2            1                865       1             7   \n",
+       "\n",
+       "   New_Item_Type  \n",
+       "0              1  \n",
+       "1              0  \n",
+       "2              1  \n",
+       "3              1  \n",
+       "4              2  "
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "b2d85b8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Item_Identifier              int32\n",
+       "Item_Weight                  int64\n",
+       "Item_Fat_Content             int32\n",
+       "Item_Visibility              int64\n",
+       "Item_Type                    int32\n",
+       "Item_MRP                     int64\n",
+       "Outlet_Identifier            int32\n",
+       "Outlet_Establishment_Year    int64\n",
+       "Outlet_Size                  int32\n",
+       "Outlet_Location_Type         int32\n",
+       "Outlet_Type                  int32\n",
+       "Item_Outlet_Sales            int64\n",
+       "source                       int32\n",
+       "Outlet_Years                 int64\n",
+       "New_Item_Type                int32\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a9dff90e",
+   "metadata": {},
+   "source": [
+    "Here we can see that all variables are now int and each category has a new variable."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5b30f329",
+   "metadata": {},
+   "source": [
+    "### Drop the columns which have been converted to different types:¶"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "e95e48e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop([\"Item_Type\",\"Outlet_Establishment_Year\"],axis=1,inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "b038cd35",
+   "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>Item_Identifier</th>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <th>Item_Outlet_Sales</th>\n",
+       "      <th>source</th>\n",
+       "      <th>Outlet_Years</th>\n",
+       "      <th>New_Item_Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>156</td>\n",
+       "      <td>284</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1163</td>\n",
+       "      <td>7567</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2540</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>8</td>\n",
+       "      <td>57</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1534</td>\n",
+       "      <td>632</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>422</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>662</td>\n",
+       "      <td>376</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1246</td>\n",
+       "      <td>3897</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1639</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1121</td>\n",
+       "      <td>393</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1376</td>\n",
+       "      <td>5626</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1297</td>\n",
+       "      <td>265</td>\n",
+       "      <td>1</td>\n",
+       "      <td>336</td>\n",
+       "      <td>848</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>865</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Item_Identifier  Item_Weight  Item_Fat_Content  Item_Visibility  Item_MRP  \\\n",
+       "0              156          284                 0             1163      7567   \n",
+       "1                8           57                 2             1534       632   \n",
+       "2              662          376                 0             1246      3897   \n",
+       "3             1121          393                 2             1376      5626   \n",
+       "4             1297          265                 1              336       848   \n",
+       "\n",
+       "   Outlet_Identifier  Outlet_Size  Outlet_Location_Type  Outlet_Type  \\\n",
+       "0                  9            1                     0            1   \n",
+       "1                  3            1                     2            2   \n",
+       "2                  9            1                     0            1   \n",
+       "3                  0            1                     2            0   \n",
+       "4                  1            0                     2            1   \n",
+       "\n",
+       "   Item_Outlet_Sales  source  Outlet_Years  New_Item_Type  \n",
+       "0               2540       1             4              1  \n",
+       "1                422       1             0              0  \n",
+       "2               1639       1             4              1  \n",
+       "3                670       1             5              1  \n",
+       "4                865       1             7              2  "
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "58ad49da",
+   "metadata": {},
+   "source": [
+    "### Exporting Data\n",
+    "\n",
+    "Final step is to convert data back into train and test data sets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "eadf7369",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    8523\n",
+       "0    5681\n",
+       "Name: source, dtype: int64"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"source\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "057e0af9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Divide into test and train:\n",
+    "train= df.loc[df['source']==1]\n",
+    "test = df.loc[df['source']==0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "553674bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(8523, 13)\n",
+      "(5681, 13)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# find out shape of each train and test data\n",
+    "print(train.shape)\n",
+    "print(test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "4461a3e8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Drop unnecessary columns:\n",
+    "test.drop(['Item_Outlet_Sales','source'],axis=1,inplace=True)\n",
+    "train.drop(['source'],axis=1,inplace=True)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "b3188977",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(8523, 12)\n",
+      "(5681, 11)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# find out shape of each train and test data\n",
+    "print(train.shape)\n",
+    "print(test.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ad4cc864",
+   "metadata": {},
+   "source": [
+    "### Export files as modified versions:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "f63e95e0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Export files as modified versions:\n",
+    "train.to_csv(\"train_mod.csv\",index=False)\n",
+    "test.to_csv(\"test_mo.csv\",index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "66195ffb",
+   "metadata": {},
+   "source": [
+    "#### Use Train data file for the model building purpose and Test file for getting predictions from the trained model."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "71363436",
+   "metadata": {},
+   "source": [
+    "# Data Preprocessing"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "798bbe79",
+   "metadata": {},
+   "source": [
+    "### Feature and Label Seperation\n",
+    "\n",
+    "Divide train data into dependent and independent features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "acd5c1ea",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x=train.drop(\"Item_Outlet_Sales\",axis=1)\n",
+    "y=train[\"Item_Outlet_Sales\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "233ab4d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(8523, 11)\n",
+      "(8523,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(x.shape)\n",
+    "print(y.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3c4dbf3a",
+   "metadata": {},
+   "source": [
+    "### check for Skewness"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e6dc7dc1",
+   "metadata": {},
+   "source": [
+    "### Remove Skewness"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "f8ce47e9",
+   "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>Item_Identifier</th>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <th>Outlet_Years</th>\n",
+       "      <th>New_Item_Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1.461039</td>\n",
+       "      <td>-0.401722</td>\n",
+       "      <td>-1.043084</td>\n",
+       "      <td>-1.545318</td>\n",
+       "      <td>1.469119</td>\n",
+       "      <td>1.427394</td>\n",
+       "      <td>-0.293295</td>\n",
+       "      <td>-1.373843</td>\n",
+       "      <td>-0.123488</td>\n",
+       "      <td>0.009088</td>\n",
+       "      <td>-0.171676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-2.093858</td>\n",
+       "      <td>-2.070967</td>\n",
+       "      <td>1.157920</td>\n",
+       "      <td>-1.404543</td>\n",
+       "      <td>-1.588532</td>\n",
+       "      <td>-0.548577</td>\n",
+       "      <td>-0.293295</td>\n",
+       "      <td>1.088324</td>\n",
+       "      <td>1.040591</td>\n",
+       "      <td>-1.685966</td>\n",
+       "      <td>-2.126152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.154018</td>\n",
+       "      <td>0.964159</td>\n",
+       "      <td>-1.043084</td>\n",
+       "      <td>-1.512820</td>\n",
+       "      <td>0.074430</td>\n",
+       "      <td>1.427394</td>\n",
+       "      <td>-0.293295</td>\n",
+       "      <td>-1.373843</td>\n",
+       "      <td>-0.123488</td>\n",
+       "      <td>0.009088</td>\n",
+       "      <td>-0.171676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.773522</td>\n",
+       "      <td>1.261536</td>\n",
+       "      <td>1.157920</td>\n",
+       "      <td>-1.463141</td>\n",
+       "      <td>0.763549</td>\n",
+       "      <td>-1.809119</td>\n",
+       "      <td>-0.293295</td>\n",
+       "      <td>1.088324</td>\n",
+       "      <td>-1.915952</td>\n",
+       "      <td>0.355101</td>\n",
+       "      <td>-0.171676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.098294</td>\n",
+       "      <td>-0.633120</td>\n",
+       "      <td>0.379048</td>\n",
+       "      <td>-1.924309</td>\n",
+       "      <td>-1.443592</td>\n",
+       "      <td>-1.343810</td>\n",
+       "      <td>-1.925925</td>\n",
+       "      <td>1.088324</td>\n",
+       "      <td>-0.123488</td>\n",
+       "      <td>1.002098</td>\n",
+       "      <td>1.720018</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Item_Identifier  Item_Weight  Item_Fat_Content  Item_Visibility  Item_MRP  \\\n",
+       "0        -1.461039    -0.401722         -1.043084        -1.545318  1.469119   \n",
+       "1        -2.093858    -2.070967          1.157920        -1.404543 -1.588532   \n",
+       "2        -0.154018     0.964159         -1.043084        -1.512820  0.074430   \n",
+       "3         0.773522     1.261536          1.157920        -1.463141  0.763549   \n",
+       "4         1.098294    -0.633120          0.379048        -1.924309 -1.443592   \n",
+       "\n",
+       "   Outlet_Identifier  Outlet_Size  Outlet_Location_Type  Outlet_Type  \\\n",
+       "0           1.427394    -0.293295             -1.373843    -0.123488   \n",
+       "1          -0.548577    -0.293295              1.088324     1.040591   \n",
+       "2           1.427394    -0.293295             -1.373843    -0.123488   \n",
+       "3          -1.809119    -0.293295              1.088324    -1.915952   \n",
+       "4          -1.343810    -1.925925              1.088324    -0.123488   \n",
+       "\n",
+       "   Outlet_Years  New_Item_Type  \n",
+       "0      0.009088      -0.171676  \n",
+       "1     -1.685966      -2.126152  \n",
+       "2      0.009088      -0.171676  \n",
+       "3      0.355101      -0.171676  \n",
+       "4      1.002098       1.720018  "
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import PowerTransformer\n",
+    "power_t = PowerTransformer(method = 'yeo-johnson')\n",
+    "x = pd.DataFrame(power_t.fit_transform(x), columns=x.columns)\n",
+    "x.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e7faeea9",
+   "metadata": {},
+   "source": [
+    "#### check skewness are removed or not"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "fbc2485d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Item_Weight            -0.627329\n",
+       "Item_Visibility        -0.297272\n",
+       "Item_Identifier        -0.293700\n",
+       "Item_MRP               -0.280149\n",
+       "Outlet_Years           -0.220845\n",
+       "Outlet_Location_Type   -0.220632\n",
+       "Outlet_Identifier      -0.213935\n",
+       "Outlet_Size            -0.042980\n",
+       "Outlet_Type             0.007863\n",
+       "Item_Fat_Content        0.036072\n",
+       "New_Item_Type           0.050021\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.skew().sort_values()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dcb855df",
+   "metadata": {},
+   "source": [
+    "Now we can see skewness is removed"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5aefca47",
+   "metadata": {},
+   "source": [
+    "### Scaling the Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "027a88b5",
+   "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>Item_Identifier</th>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <th>Outlet_Years</th>\n",
+       "      <th>New_Item_Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1.461039</td>\n",
+       "      <td>-0.401722</td>\n",
+       "      <td>-1.043084</td>\n",
+       "      <td>-1.545318</td>\n",
+       "      <td>1.469119</td>\n",
+       "      <td>1.427394</td>\n",
+       "      <td>-0.293295</td>\n",
+       "      <td>-1.373843</td>\n",
+       "      <td>-0.123488</td>\n",
+       "      <td>0.009088</td>\n",
+       "      <td>-0.171676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-2.093858</td>\n",
+       "      <td>-2.070967</td>\n",
+       "      <td>1.157920</td>\n",
+       "      <td>-1.404543</td>\n",
+       "      <td>-1.588532</td>\n",
+       "      <td>-0.548577</td>\n",
+       "      <td>-0.293295</td>\n",
+       "      <td>1.088324</td>\n",
+       "      <td>1.040591</td>\n",
+       "      <td>-1.685966</td>\n",
+       "      <td>-2.126152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.154018</td>\n",
+       "      <td>0.964159</td>\n",
+       "      <td>-1.043084</td>\n",
+       "      <td>-1.512820</td>\n",
+       "      <td>0.074430</td>\n",
+       "      <td>1.427394</td>\n",
+       "      <td>-0.293295</td>\n",
+       "      <td>-1.373843</td>\n",
+       "      <td>-0.123488</td>\n",
+       "      <td>0.009088</td>\n",
+       "      <td>-0.171676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.773522</td>\n",
+       "      <td>1.261536</td>\n",
+       "      <td>1.157920</td>\n",
+       "      <td>-1.463141</td>\n",
+       "      <td>0.763549</td>\n",
+       "      <td>-1.809119</td>\n",
+       "      <td>-0.293295</td>\n",
+       "      <td>1.088324</td>\n",
+       "      <td>-1.915952</td>\n",
+       "      <td>0.355101</td>\n",
+       "      <td>-0.171676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.098294</td>\n",
+       "      <td>-0.633120</td>\n",
+       "      <td>0.379048</td>\n",
+       "      <td>-1.924309</td>\n",
+       "      <td>-1.443592</td>\n",
+       "      <td>-1.343810</td>\n",
+       "      <td>-1.925925</td>\n",
+       "      <td>1.088324</td>\n",
+       "      <td>-0.123488</td>\n",
+       "      <td>1.002098</td>\n",
+       "      <td>1.720018</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Item_Identifier  Item_Weight  Item_Fat_Content  Item_Visibility  Item_MRP  \\\n",
+       "0        -1.461039    -0.401722         -1.043084        -1.545318  1.469119   \n",
+       "1        -2.093858    -2.070967          1.157920        -1.404543 -1.588532   \n",
+       "2        -0.154018     0.964159         -1.043084        -1.512820  0.074430   \n",
+       "3         0.773522     1.261536          1.157920        -1.463141  0.763549   \n",
+       "4         1.098294    -0.633120          0.379048        -1.924309 -1.443592   \n",
+       "\n",
+       "   Outlet_Identifier  Outlet_Size  Outlet_Location_Type  Outlet_Type  \\\n",
+       "0           1.427394    -0.293295             -1.373843    -0.123488   \n",
+       "1          -0.548577    -0.293295              1.088324     1.040591   \n",
+       "2           1.427394    -0.293295             -1.373843    -0.123488   \n",
+       "3          -1.809119    -0.293295              1.088324    -1.915952   \n",
+       "4          -1.343810    -1.925925              1.088324    -0.123488   \n",
+       "\n",
+       "   Outlet_Years  New_Item_Type  \n",
+       "0      0.009088      -0.171676  \n",
+       "1     -1.685966      -2.126152  \n",
+       "2      0.009088      -0.171676  \n",
+       "3      0.355101      -0.171676  \n",
+       "4      1.002098       1.720018  "
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scaler = StandardScaler()\n",
+    "x = pd.DataFrame(scaler.fit_transform(x), columns=x.columns)\n",
+    "x.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "77427b0b",
+   "metadata": {},
+   "source": [
+    "### Principle Component Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "489d82a6",
+   "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>Item_Identifier</th>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <th>Outlet_Years</th>\n",
+       "      <th>New_Item_Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1.483458</td>\n",
+       "      <td>1.269552</td>\n",
+       "      <td>-1.234959</td>\n",
+       "      <td>-0.703189</td>\n",
+       "      <td>-1.043483</td>\n",
+       "      <td>0.801531</td>\n",
+       "      <td>1.537469</td>\n",
+       "      <td>0.075681</td>\n",
+       "      <td>1.135750</td>\n",
+       "      <td>0.873438</td>\n",
+       "      <td>-0.020159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.371720</td>\n",
+       "      <td>2.528321</td>\n",
+       "      <td>-1.707361</td>\n",
+       "      <td>2.746416</td>\n",
+       "      <td>0.830951</td>\n",
+       "      <td>0.035958</td>\n",
+       "      <td>0.272508</td>\n",
+       "      <td>2.201156</td>\n",
+       "      <td>-0.420948</td>\n",
+       "      <td>-0.082429</td>\n",
+       "      <td>0.017937</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-1.436493</td>\n",
+       "      <td>0.386977</td>\n",
+       "      <td>-1.201529</td>\n",
+       "      <td>-1.230105</td>\n",
+       "      <td>0.203257</td>\n",
+       "      <td>-0.557379</td>\n",
+       "      <td>1.179217</td>\n",
+       "      <td>-0.226246</td>\n",
+       "      <td>1.193453</td>\n",
+       "      <td>-0.040952</td>\n",
+       "      <td>-0.037592</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.422389</td>\n",
+       "      <td>-0.986552</td>\n",
+       "      <td>1.448576</td>\n",
+       "      <td>-1.095228</td>\n",
+       "      <td>-0.674873</td>\n",
+       "      <td>-0.972070</td>\n",
+       "      <td>1.635087</td>\n",
+       "      <td>1.747342</td>\n",
+       "      <td>-0.612540</td>\n",
+       "      <td>-0.787194</td>\n",
+       "      <td>-0.455921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.459849</td>\n",
+       "      <td>-1.906731</td>\n",
+       "      <td>-0.012492</td>\n",
+       "      <td>0.081689</td>\n",
+       "      <td>2.002881</td>\n",
+       "      <td>0.422605</td>\n",
+       "      <td>1.985698</td>\n",
+       "      <td>0.284090</td>\n",
+       "      <td>0.365478</td>\n",
+       "      <td>0.414732</td>\n",
+       "      <td>0.048505</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Item_Identifier  Item_Weight  Item_Fat_Content  Item_Visibility  Item_MRP  \\\n",
+       "0        -1.483458     1.269552         -1.234959        -0.703189 -1.043483   \n",
+       "1         1.371720     2.528321         -1.707361         2.746416  0.830951   \n",
+       "2        -1.436493     0.386977         -1.201529        -1.230105  0.203257   \n",
+       "3         1.422389    -0.986552          1.448576        -1.095228 -0.674873   \n",
+       "4         2.459849    -1.906731         -0.012492         0.081689  2.002881   \n",
+       "\n",
+       "   Outlet_Identifier  Outlet_Size  Outlet_Location_Type  Outlet_Type  \\\n",
+       "0           0.801531     1.537469              0.075681     1.135750   \n",
+       "1           0.035958     0.272508              2.201156    -0.420948   \n",
+       "2          -0.557379     1.179217             -0.226246     1.193453   \n",
+       "3          -0.972070     1.635087              1.747342    -0.612540   \n",
+       "4           0.422605     1.985698              0.284090     0.365478   \n",
+       "\n",
+       "   Outlet_Years  New_Item_Type  \n",
+       "0      0.873438      -0.020159  \n",
+       "1     -0.082429       0.017937  \n",
+       "2     -0.040952      -0.037592  \n",
+       "3     -0.787194      -0.455921  \n",
+       "4      0.414732       0.048505  "
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "pca = PCA(n_components=11, svd_solver=\"full\")\n",
+    "x = pd.DataFrame(pca.fit_transform(x), columns=x.columns)\n",
+    "x.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "59e9cf64",
+   "metadata": {},
+   "source": [
+    "### Checking Multicollinearity"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "7df8afaa",
+   "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>variables</th>\n",
+       "      <th>VIF FACTOR</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Item_Identifier</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Item_Weight</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Item_Fat_Content</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Item_Visibility</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Item_MRP</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Outlet_Identifier</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Outlet_Size</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Outlet_Location_Type</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Outlet_Type</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Outlet_Years</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>New_Item_Type</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               variables  VIF FACTOR\n",
+       "0        Item_Identifier         1.0\n",
+       "1            Item_Weight         1.0\n",
+       "2       Item_Fat_Content         1.0\n",
+       "3        Item_Visibility         1.0\n",
+       "4               Item_MRP         1.0\n",
+       "5      Outlet_Identifier         1.0\n",
+       "6            Outlet_Size         1.0\n",
+       "7   Outlet_Location_Type         1.0\n",
+       "8            Outlet_Type         1.0\n",
+       "9           Outlet_Years         1.0\n",
+       "10         New_Item_Type         1.0"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
+    "def calc_vif(x):\n",
+    "    vif=pd.DataFrame()\n",
+    "    vif['variables']=x.columns\n",
+    "    vif[\"VIF FACTOR\"]= [variance_inflation_factor(x.values,i) for i in range(x.shape[1])]\n",
+    "    return(vif)\n",
+    "\n",
+    "calc_vif(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a20ca076",
+   "metadata": {},
+   "source": [
+    "After PCA and Scaling the data our multicollinearity observed in correlation plot is removed."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9e9c097e",
+   "metadata": {},
+   "source": [
+    "### Finding Best Random State For Regression Models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "7688bdce",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best r2 score is 0.6201114569106358 on Random State 464\n"
+     ]
+    }
+   ],
+   "source": [
+    "max_Accu=0\n",
+    "max_RS=0\n",
+    "\n",
+    "for i in range(1, 1000):\n",
+    "    x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.20, random_state=i)\n",
+    "    lr=LinearRegression()\n",
+    "    lr.fit(x_train, y_train)\n",
+    "    pred = lr.predict(x_test)\n",
+    "    r2 = r2_score(y_test, pred)\n",
+    "    \n",
+    "    if r2>max_Accu:\n",
+    "        max_Accu=r2\n",
+    "        max_RS=i\n",
+    "\n",
+    "print(\"Best r2 score is\", max_Accu,\"on Random State\", max_RS)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "30b9b884",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.20, random_state=464)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "34cadbb2",
+   "metadata": {},
+   "source": [
+    "### Feature Importance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "4633626e",
+   "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>Importance</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Features</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Item_MRP</th>\n",
+       "      <td>0.283</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Fat_Content</th>\n",
+       "      <td>0.247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Identifier</th>\n",
+       "      <td>0.128</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Visibility</th>\n",
+       "      <td>0.093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Type</th>\n",
+       "      <td>0.046</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Identifier</th>\n",
+       "      <td>0.045</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Size</th>\n",
+       "      <td>0.033</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Years</th>\n",
+       "      <td>0.032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>New_Item_Type</th>\n",
+       "      <td>0.032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Item_Weight</th>\n",
+       "      <td>0.031</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Outlet_Location_Type</th>\n",
+       "      <td>0.031</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      Importance\n",
+       "Features                        \n",
+       "Item_MRP                   0.283\n",
+       "Item_Fat_Content           0.247\n",
+       "Outlet_Identifier          0.128\n",
+       "Item_Visibility            0.093\n",
+       "Outlet_Type                0.046\n",
+       "Item_Identifier            0.045\n",
+       "Outlet_Size                0.033\n",
+       "Outlet_Years               0.032\n",
+       "New_Item_Type              0.032\n",
+       "Item_Weight                0.031\n",
+       "Outlet_Location_Type       0.031"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rf=RandomForestRegressor()\n",
+    "rf.fit(x_train, y_train)\n",
+    "importances = pd.DataFrame({'Features':x.columns, 'Importance':np.round(rf.feature_importances_,3)})\n",
+    "importances = importances.sort_values('Importance', ascending=False).set_index('Features')\n",
+    "importances.plot.bar(color='cyan')\n",
+    "importances"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6459c384",
+   "metadata": {},
+   "source": [
+    "# Model Building"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "46c53a87",
+   "metadata": {},
+   "source": [
+    "### Training Regression Models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "8ff60679",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "LR=LinearRegression()\n",
+    "RR=Ridge(alpha=1e-2, normalize=True)\n",
+    "LasR=Lasso(alpha=1e-2, normalize=True, max_iter=15)\n",
+    "svr=SVR(C=1.0, epsilon=0.2, kernel='poly', gamma='auto')\n",
+    "DTR=DecisionTreeRegressor(criterion=\"poisson\", random_state=111)\n",
+    "RFR=RandomForestRegressor(max_depth=2, max_features=\"sqrt\")\n",
+    "KNR=KNeighborsRegressor(n_neighbors=2, algorithm='kd_tree')\n",
+    "GBR=GradientBoostingRegressor(loss='quantile', n_estimators=200, max_depth=5)\n",
+    "ABR=AdaBoostRegressor(n_estimators=200, learning_rate=1.05, random_state=42)\n",
+    "ETR=ExtraTreesRegressor(criterion='mae', min_samples_split= 2, n_estimators= 100, n_jobs= 1, random_state= 199)\n",
+    "\n",
+    "\n",
+    "\n",
+    "models= []\n",
+    "models.append(('LinearRegression', LR))\n",
+    "models.append(('Ridge Regressor', RR))\n",
+    "models.append(('Lasso Regressor', LasR))\n",
+    "models.append(('DecisionTreeRegressor',DTR))\n",
+    "models.append(('RandomForestRegressor',RFR))\n",
+    "models.append(('KNeighborsRegressor',KNR))\n",
+    "models.append(('GradientBoostingRegressor',GBR))\n",
+    "models.append(('AdaBoostRegressor',ABR))\n",
+    "models.append(('ExtraTreesRegressor',ETR))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "1197fdaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Model= []\n",
+    "score= []\n",
+    "cvs=[]\n",
+    "difference=[]\n",
+    "RMSE=[]\n",
+    "Train_score=[]\n",
+    "Test_score=[]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "a177d6f2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "****************************************** LinearRegression ********************************************************\n",
+      "\n",
+      "\n",
+      "LinearRegression()\n",
+      "\n",
+      "\n",
+      "The training accuracy  is 57.39046832110504\n",
+      "The test accuracy  is 62.01114569106358\n",
+      "R2 Score is: 62.01114569106358\n",
+      "\n",
+      "\n",
+      "Cross Validation Score: 58.18736030737419\n",
+      "\n",
+      "\n",
+      "R2 Score - Cross Validation Score is 3.8237853836893905\n",
+      "\n",
+      "\n",
+      "RMSE Score is: 575.5968638913077\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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nXTYYQmdgYGBgYGBg4IRf/hJITgbWrVOvXXut+NAdf/zwtcsBxuRqYGBgYGBgYKBj/Xpg9mzra1OmAO+/D6SlDU+bIsAQOgMDAwMDAwMDAGhtBSZPBurrra+//z7wuc8NT5uihDG5GhgYGBgYGBhcdhmQnW0lcw88IObVEU7mAKOhMzAwMDAwMNiXsXIl8KUvWV878URg1SogIWF42tQPGEJnYGBgYGBgsO+hpgYYNy709R07gNLSoW/PAGFMrgYGBgYGBgb7DgIB4LTTQsnc88+LeXUUkjnAEDoDAwMDAwODfQUrVogZ9Z//VK9deKGQvK9+ddiaFQ8Yk6uBgYGBgYHB3o1PPgGmT7e+lpYGVFUBubnD0qR4w2joDAwMDAwMDPZOdHcDBx8cSuZefx3o6NhryBxgCJ2BgYGBgYHB3oif/xxITQU++EC99rOfiZ/c0UcPX7sGCcbkamBgYGBgYLD34I03gGOOsb520EHAO+8AKSnD06YhgCF0BgYGBgYGBqMfzc1ASYmYUnVs3hxqct0LYUyuBgYGBgYGBqMXwaBEqubmWsnco4/Ke/sAmQOMhs7AwMDAwMBgtOJvfwO+9jXra1/+MvD3vwPefUtnZQidgYGBgYGBwejCrl3OCYCrq4Hi4qFvzwjAvkVfDQwMDAwMDEYvenulzqqdzL34ophX91EyBxhCZ2BgYGBgYDAa8NBDQGIisHq1eu2SS4TIfelLw9euEQJjcjUwMDAwMDAYufjgA0kOrKOgAKioALKyhqdNIxBGQ2dgYGBgYGAw8tDZCUyZEkrm1q4F9uwxZM4GQ+gMDAwMDAwMRhauuw5ITxctHLFsmZhXZ88evnaNYBiTq4GBQb8QCAAbNshBubAQOPTQfS5LgIGBQbzxyivA3LnW1w4/XKo/JCUNS5NGCwyhMzAwiBmrVwN33AF8/DHQ0wMkJ0vuzmuuAebNG+7WGRgYjDo0NMjJMBi0vr5li5hdDSLCnKcNDAxiwurVwKJFwHvvAZmZwLhx8vu99+R1PQAtXggEgPXrgVWr5HcgEP97GBgYDAOCQeCccyTIQSdzf/iD/G/IXNQwGjoDA4OoEQiIZq61FRg/HvB45PW0NPl/1y55f+7c+JlfjTbQwMCKvcbd4emngW9+0/raN74BPPWUEi4GUcMQOgMDg6ixYYMQq4KCUHnr8QD5+fL+hg3i9jJQUBvY2ir3TEkBuruVNvDhhw2pM9i3sFcccLZtAyZPDn29thYYM2bIm7O3YDRyegMDg2HCnj2yiaSkOL+fmirv79kz8HvZtYFpaaKFoDawtVXeN+ZXg30Fw+HuEFf4/cAxx4SSuZdfFvOqIXMDgiF0BgYGUaOwUDQC3d3O73d1yfuFhQO/VyzaQAODvR2j/oBz990SpfrGG+q1q64SIjdqVIsjG8bkamBgEDUOPVTMO++9Z/WhA0QuNzQAM2fK5waKaLSBjY3x0QYaGIx0DLW7Q9zw7ruhAqG0VBqbnj4sTdpbYTR0BqMa8Y5+NNGU4eH1iq9OVpYEQHR0SB91dMj/2dnyfjwctIdSG2hgMNIxlO4OcUF7u9iE7WTu3XeBHTsMmRsEGEJnMGqxejVwyinAmWcC3/ue/D7llP77kcT7ensr5s2TYISZM0VmV1fL75kzpXZ2vKwn1AbW14empqI2cPr0+GgDDQxGOkbVAefKK8W5r6ZGvfab38jCnTVr+Nq1l8MTDNpFpYEbWlpakJOTg+bmZmRnZw93c/ZpuEU/1teL9ijW6Md4X88N0aYbGA1pCYaijfq45OeLFqKrS8hcdnZ8CeRwYzSMucHwIRCQA6abu8OuXXKoWrlyGOdNeTlw8snW1z7/eVnIicbDqz+IhXcYQhcDDKEbGYi3YBsqQRltuoG9Ii1BHLEv9Me+8IwGA8eIPeDU1QFjx4a+XlkJTJw49O3Zi2AI3SDBELqRgfXrxRyamSkRXnZ0dIgJ8Nlno3MOjvf1dFDrUl4O3HefbNaFhe4awKHSFI4G6Bqr/Hx5jdWB9ibtlRlzg1gwosh/MAh8/evAc89ZX//rX+V1gwEjFt4x7CLxwQcfxMyZM5GdnY3s7GwcffTR+Ne//tX3fjAYxM0334ySkhKkpaVh7ty5+OCDDyzX6O7uxo9+9CMUFhYiIyMDp59+Onbu3Gn5TGNjIxYsWICcnBzk5ORgwYIFaGpqGopHNIgz4u0cPFjOxvTJO+MM4MYbgaoqoLMT8Pmc0w34/aM8LUEcYfdnPOss4LrrJOvB4YfvPWRu1KeiMBhyzJsn1oJnnwVWrJDfK1cOA5n7wx9ksupk7txzZbIaMjcsGHaxWFpaijvuuAPr1q3DunXrMG/ePHz1q1/tI23Lli3Dr371K9x3331Yu3YtiouLcfLJJ6O1tbXvGpdffjmee+45/PnPf8Zrr72GtrY2nHbaaejt7e37zDnnnIN3330XK1euxMqVK/Huu+9iwYIFQ/68BgNHvJ2DB8PZWE8AmpgoB9nERCF027cDLS3yOT3dwJ//bPKuAc7JUxMSgHXrhNyVlw/8HiMlmtnk2rOiv+MyUsZzqOD1ysFm/vxhOOD8738yOb/7XfVaUpKozx9/3JTsGkYMu5fiV77yFcv/t912Gx588EG8+eabOOigg3D33Xfjuuuuw5lnngkAePzxx1FUVIQ//vGPWLRoEZqbm/G73/0OTz75JE466SQAwO9//3tMmDAB5eXlmD9/Pj766COsXLkSb775Jo488kgAwG9/+1scffTR+PjjjzF9+vShfWiDASHeudDifT271qW1VRG6hATR0NXUiDnN41H51CorTd41e9+1tUmGg+5uoLcXaG4GvvUtKfX42XKPGfEyWcUjiMHk2lPo77iMKBPk3oyeHuCoo0JPF//9rwQ+GAw7hl1Dp6O3txd//vOf0d7ejqOPPhoVFRWoqanBF7/4xb7PpKSk4Atf+AJef/11AMD69evh8/ksnykpKcHBBx/c95k33ngDOTk5fWQOAI466ijk5OT0fcYJ3d3daGlpsfwYDD/inQst3teza10SE+W7waD6v6tLrg8oDWBZ2ShKSzBI0PuurU1Ibmen9F9ysvRdUxNw/vn9SycTr9JJ8UpxM6pSUQwiIo1LebmzBm7Ul8IaLbjzTjl16GTuhhtEqBkyN2IwIgjdpk2bkJmZiZSUFFx00UV47rnncNBBB6Hmsxw2RUVFls8XFRX1vVdTU4Pk5GTk5eWF/cxYhwicsWPH9n3GCUuXLu3zucvJycGECRMG9JwjCaPdRBHvXGjxvJ5d65KeLn/7/fK/xyNy0O+35lM7+2yTd03vu+pq0colJwuh83hEw+n1CtmL1bcsXv5q8SQRJtde5HGprxet7BlnWMlzebnxPxx0rF0rC++aa9Rr06bJKeuWW4avXQaOGHaTKwBMnz4d7777LpqamvDMM8/gvPPOwyuvvNL3vsdmkw8GgyGv2WH/jNPnI11nyZIluOKKK/r+b2lp2StI3d5iopg3D5g7N365u+J1PV3rwqjZceOUSZXkxO+3agATE+X3okXyulNagnhVYRipYN81NUn/2VNXUcuZmxt7maP+lk6yR9suXapIBK9DErFrl6ytuXOjGydqh/flMQ83Lm1t8tPbC+TkyPzo7hbyfP75Kmp8VJXCGg1oaZF0I83N1tc//BA48MDhaZNBRIwIMZGcnIz99tsPs2fPxtKlSzFr1izcc889KC4uBoAQLVptbW2f1q64uBg9PT1obGwM+5ndu3eH3Leuri5E+6cjJSWlL/qWP6Mde5uJIt7OwfG4npPWJStLTKqpqULkPB7ZpOwawKGqwjBSwb5rapL+sfsz+v3Sh7m5sUce9yea2W5aPf104NVX5bP9CWJw0owPdMxHu7Y93LhUV8vzeL1KO0vy3NYm82TUlMIaLbj4YmHPOplbvlwWoCFzIxojQkNnRzAYRHd3NyZPnozi4mK89NJLOPQzm0NPTw9eeeUV3HnnnQCAww8/HElJSXjppZfwzW9+EwBQXV2N999/H8uWLQMAHH300Whubsbbb7+NI444AgDw1ltvobm5Gcccc8wwPOHwwG7aGKh2wcAZblqXhAQgIwPIywMuuUSc+p00gPHWPI4msO++9z3ZT3p7pd9I5hISgOJi0dLE6lvmpDnVYfdX0/PDpafL2LW1qaCW5GTRoOkIF8QQSTPenzHfG7TtbuPS0SGvcfx1bS21tK2tQuqYp1DHvuJ/GDf885/AaadZX5s/H3jxxX1D+OwFGHZCd+211+JLX/oSJkyYgNbWVvz5z3/GmjVrsHLlSng8Hlx++eW4/fbbMW3aNEybNg2333470tPTcc455wAAcnJycMEFF+DKK69EQUEB8vPzcdVVV2HGjBl9Ua8HHnggTjnlFPzgBz/Aww8/DABYuHAhTjvttH0qwrW/JieD2EGtCzfbxkbZXGbOjG6zpaZwX8S8ecCjj4rfVFOTHEQ8Htnsi4tV8EoskcdAbNHMPPzU1wuBa2xUmq9AIDRSmXAjEW7Jg6kZZ/LgWMY82muOdLiNi9+vtLRpaaG13HNzJbdjU5MckgYanb7PoroaKCkJfX3XLufXDUYshp3Q7d69GwsWLEB1dTVycnIwc+ZMrFy5Eid/Vg9u8eLF6OzsxMUXX4zGxkYceeSR+Pe//42srKy+a/z6179GYmIivvnNb6KzsxMnnngiVqxYgYSEhL7P/OEPf8Bll13WFw17+umn47777hvahx1mmBQJQ4t9WdM2UJx0kqQmOf980Yrl5spPd3f/Io+B2PzV1q8HNm6Ue+spZ4JBIRmBgPiFd3SI5g5wJxGDoRnfm7TtbuPCoCGvV4i8/RDa3S1zIiVl3/U/HBACAeDLX5asxDpeeCFUU2cwKmBKf8WAkVL6q7/5rwazxJWBgR3xyNM2GCbFaK75r38BX/uakDf7Aai3V6UZmTBBni1cPc3BWHd741q2j0tSkjxDMAhMnuxeY3nxYmDZstFtdh5y/O53wIUXWl9btAh48EGTGHiEIRbeMewaOoPYMJANLt4JdHXEY/PeF7Cv9FO8iFi0Ws5Y+jWaa9bXK/89OxISRGPn9wtxqq4Ob04fDM343qhtdxqXxkbghz8Mr4GbN09+9oV1NWBs3hwa2JCdLdm794Kgv30dhtCNIgzUZ2awUiTsDY7ZQ4F9pZ/i7dsVyZ+wP/0a6ZoFBULcAgGVKoWgTSM5WWr0Tp8enkTEGowRDQbjmiMBTuMSjS/qvuxzGhW6uoBDDpFO1PHmm4CWcN9gdMOYXGPAcJpcAwFJn+CmXaP5YeXKoY2Mc9u86+vFYXy0OGYPNvaVfornPI0G/enXaLR569cDp54qBII+dHpCaI9HHPFffDEykRiMPhnqfh5u7Cua7UHBz34G3Hyz9bXbbgOuvXZYmmMQG2LhHYbQxYDhJHTR+My0tQG33w6MGSNCb9Yscex2EoLxEJD72qbSX+xL/TSUvl396ddoDzO89rp1QuC6upSmLjVVCN7s2dGPmU48nTTj/ckxOBjXNNiL8H//Bxx3nPW1WbOAt9+WiW8wKmB86PZCRPKZ8fmA3buBK65QpiK/X9URtW9c8TBRmDQo0WFv7yf9cPDpp6IhKyhw/mw8fbti7ddYTMG6e0JLi3ze61WRrZmZ4owfLQEfaBqbobrmaIXR4GloagKKimTD0PHpp8B++w1LkwyGBobQjRKE85lpbZWyUr29stEkJMj/JHQs+h7v/FR7o2P2YCCWfhptG5Nd4wXIfpKa6uy/1R/fLrc+ibVfY03zoROmjRtV9YqEBLnnsmXy2WjX0mCksdmXUuO4zYN9xTc1IoJByfPz+OPW1x9/HDj33OFpk8GQwhC6UYJwEapVVULeMjMlL9P//idrm6VvqqokP2Renphj4pWfam91zI43ou2nigox842WjclN49XQAOzcGVpJoT+R1OE261jmX3+1pPPmCZH4/vclsW1ensqH158D0mA47+8LAQFu82D+fDEtRxuAM9oOTFHjuefE10HH174GPPPMXvKABtHAjPQoAU1AzJLf0SHCqaFB/k5MlOSbnZ2ykSUmqgi9jg4hC1u2iJ/dxo3utSZjgVPNUoKb9/TpJlN7NP00Zgxw112jp8auXeOVlqbqbJaVyWcqK8VfLhCQORhrQuBwdYe/9z3g3/+W16KZf/2p48rnXLZM3psyRYifXk+0tVX6YbTVTx1NCDcPbrhBxt8+B53Gxl6X98wz5f+RtrZiwo4dciKxk7ndu4XkGTK3T8GM9iiCUxHvtjZlVs3OVtnVAwHZhCjMEhLkp6dHBGB5+cDb40Yy+7N5782I1E8seuJEjuwb00gpxB5O45WdDZSWyjM0NcVebB5wJ4x+v1xr1y4J3Nu6VXzcKirCzz9dm+cEN21yLJq9vRnDNe/CHRzy8mQ87a5igBqbzZuBP/4RuPNO4Lzz5DA7Gg5MEdHbK2aWiROtr69aJRvA2LHD0iyD4YUxuY4y2H1m6uok+pxBSyxgTWIHiHDzeuUnIUECKJ57DvjpTwdOtoxjdnRw66cZMyRa8ne/kw0mHGlYvlyiQ0eCSTaSxis/Xzbb664Dpk2L3bzlRKR0X9HERJnfmZkqCrW+XgUA2edff5NqGz/R4fVRC0eoWee1p8dago3QA8Wam2WeZGTI62lpo7NMGgDg/vuBSy+1vvbjHwN33z0szTEYOTCEbhRC95kJBIAnnlAbVXq6CNyODvV5EjpAhGBqqvjVxSuqcl9yzB4I7P1UUSEuLr/7nZCRpiZ5fdw4pbUDZLx27wZuuUXGeyQUYo/Wf+3oo/s3x5yIVHW1zN/kZCFhPp8cUCZPFp+9yZOBm24S5YR9/vU3qfa+6idKX7PycuEPPT3DM+/CEWpG8DM3oI6WFkX+OV8SE8UlZft2UWxlZ4+yKPNNm+TUoWPsWPGlycwcnjYZjCiYLXeUw27O6+wEcnLU+x6P1ESkCTYhQQIkfL74ahVIMufPl9+GzDmD/ZSUJD5zmzapyGSPR8avslK0UURXlxD07u7ofIWGAoPtP2k3kfL5qYFmTjgm/C0oEMI3dqz7/HNyWYhkCt4X/UTpa3bGGVIJY9cu6Se/f+jnXThTeXq6km2JmmoiGARqaqS96enS3mBQ1lhSkpC8mho1nm7+kyMGHR3iU2Mnc++8Iyc9Q+YMPoPZdvcC2Deqnh6ribW3V4QeHdaTkoZGqzBS/L3ihXg9j90vKC9PNpVAQG041dXy2WAQqK2V30VFI8ePa7D9J+1Eyu+X6+vVGlJTZcMGot+U582TZMDPPgusWCG/V64MXyJsX/IT1QMQaNZOTJRDhX7Q6M+868/6iUSoU1Lkh8FhDBRrb5d2l5TImqImj4cAHpKAEa5lveYasRNv365e+9Wv5GH2plNEjNjb9pZ4wZhc9xLo5rzaWqn2sm2bkAX6HKWnWzPoD6Y82NtyQ8XzeZz8goqLRWb7fLL50BTY0SEbViAgpMUJQ+3HRXOczwdceaWYjT/5JP7+k2eeCXzwgRCJrCzpKx5OEhKkz9h/sWzKsab52Ff8RO0HjZYWRegSE2XeV1crd4BY5p3b+lm8WGSUm6tGJFN5YaG8t2qVGhvKu4kTVVtTUkT7nZxsPRTY/ScHktYkrilR/vOf0Il11FHAf/8rDHUvR7i+3Nv2lnjClP6KAcNZ+itWDGdZoHD1NZOTgUsuAU46afT42cW7DuuqVZI2Ydw46/O3tIgpqKtLNqWCAqmnfeaZwNKlQ1NOKxJWr5a2vP++9EFKCnDwwcDXvy4+bPHwn9QFdmur0qSQzGVkCJnjEhyq8ml7bQ6zz2Av29beLu5ZCQnynIyynjpVDofRzju39VNdLXM9K8u5mo39GuE2cX1sGCiWlaXWix5QQ23d+PFC8igPgf4ThbiRjD17JIeRHRUVwKRJMVxo9CJcXwL7Rk1sHaaW6yBhNBE6YHhOMm71NVtbJRCDOfOKioADDhj5p6rBqMMart4pNQbt7WJZOecceX0k1IJdvVoSztfVqRyHDLgZM0aCcwY6lk6bf1eXuAp5POp+BQUjo3bpcJC8gd7T7fv2g0YwKNWiOjuVUsjnE+JOE3SkeRdOHmzbJtdLT5dIaKZUctuYo33u/sggoP9EIS4HvmAQOPts4C9/sb7+5z8D3/pWhC/vHQgEJJL/lluk/4qKZI2zL5k4f+fOvb8mtg5D6AYJo43QAUO/4TiRFafTcWmpCNaRfqoajGLz/S0qP9QaV33u5OcDF10kebwA2eBpuvL55LVDDpG63/2dX9H0S2mpmOg++WT4zS3DcWAa6D3DfT8rCzj9dHktPV1+WlvFFcBp7UYz79zWzyefCFFMTJRrT50qmtdIG3O08izcerFbCYD+H5jicuD785+Bb3/b+trZZ0sCPbvT7F4Kav5fe00F76WmKk18MCgHgI4OSfA93JaKoUQsvMP40O3lGOqyQLGkmxhIDqihIqrh0iZ0dMh77e3itxgt+pNCY7D8uKKtjxkMimYOUL581NIlJcmYfvCBbOBz5vSvLeFyjgEixLdvBy67DDjwQOVDxTbHY070hzAMVTqPgd4z3PcXLJDNs6kpdEOdOFFcARho4PdHP++c1o8esaz7swHh04jEQmajWS8c6zfekGjz/PzwQUfr16sawpwb/S0pB0DMqFOmOHdaQUH4jnXBaHQL4LxsaJB5wMOiPcVMRoaqp+yEfSEnZCQYQmcQV9jzdkVKN9GfHFBDqRlxykPW2ioktbtbCZef/Uw2rVgKtYfbcObOlQ1EF8zxzvcXS33MqioVSebzyXMHg2o8AbnGW2/1n9C5kWe7b+FVV4k28Jpr1JyJx5yI9hr24AE+/2Amqo32nscfL1pU+/wI9/3sbKm4sWePELiaGunnjg7ZUIuK5HO5ubH7vzqtH0YsJySo+eP3S/LfxETnjTlWMhsISPqmn/xEzHUFBdb8hHY/zeZmIay6bybBPJCLFsm19Llx4on9SDzt8wHHHgusXWv98H/+I5OmnxiNwQL6vMzPl7Xu9ap0Wz6fzMesLBXR3tnpnKllREcrDxEModsHMJSnNntGfrvw9vtFsOvpJmI5VUUj2ONJeuzP09amzMfMHZeSIoftWDUzbgRtzRox47gJ5nhoXN36ceNGMXukpoqvFDd+PbCOJlb6tAGK3H38cf/b5LT5t7RYTX4JCdaSTQ8/LJ8bqLYsFsIwIK1MPxHNPTduBI47Tg4b9nmTk+P8feZs498ZGeJ7z4AFVlv4/OeBJUtiJwZOFTqYEDgQUJq5nTvVsyQlyRhzY46VQIcjNnxfH+u0NBV8o2uEiIYGlai4uNg6Nz76SNoXdeLpu+6SE4mOa64Re2OUcJLna9YMvcY4HtDndTBoTS9jTzHDudHeLs8dbbWXfQmG0O3liPXUNlDyZzcnpqfHL91EJMFeWSl+Xnl5siH5fAM/pdqfp7VVmQX8fpWomU7isWpm7CbxoTDlhevH/HwZe52sAbLR0zwGhJI54u235fr9IdD2zR9Q2iKe1lNSpM/z8uQgwH0w3Ga/dKmMj91EG01/OBGG4SgHFumePp/SHpWUhM6bCy90/n5Hh6xB+rL5/UJmsrKUT1JPD3D77f3TvLq5F7BqAzdx3SeTrzc2yjViIdDNzeHXz4MPAsuWOY91R4dKOsw0OcGgyBKvV3J4ct5wbuzcKX1WXx+hpFzwHcBjY/eTJgEffujMBF3gJM/331/6aiBrYLigz2uv15peBrCa5FtbJaK+uTm2ai/7EvbhRx/5GGjyRD1JaDQFqcvLgWOOAb70JeA735FM8aecEnvhaj3Rsd+vTCppadbTb6yZ9t0Ee2urROM1NsrvdetUVNRAC3DTdHPhhRLJ2d2tCKr+PPFI8BuuEHk8M/OH2yA5Xj6ftXxcRoYSsoDSyPEHEGFcXR3783Oev/SSONCTHDc0iLD2ekXo9/ZK/2/bJibC1lb53vvvu2/2KSnAq6+Ks//3vifXt8/pWAgDEL56ATA4pp9w9wwGhVgEAmIWTU0NnTfPPSekyf59veaz12utuJCerly5Ghr633anCh163WKdzPGwlJoqxCsQiI5A9/SIH2uk9XP99cDmzWqsOzpE+5aXpxIpd3ZKOzs65JAYCISmGOrokOtlZMgBIznZOfF0cWYb/rF2LLxzbGRu0yZR68dI5pzk+YYNop1NTe3/Ghgu2Of1uHHSnz09Kk0OoAjbsmWxV3vZl2A0dCMUA/WHiFXrcNddwA03KMLC5Lbr1vVPM6SbE8vLgfvuk+dITJS29edUtWePMm3Q36a3V8wk+sZEgbBjh5yq++vXZB8Dkp0xY4TkUftIDFQzM1SmvGjqY+rmMN6/oEB86QhdM5eUBEyYICbpWJ7faZ6zf2lq9XiU1k93pO/ulnmUni4bgR0tLWIupKa2oMBZ2xmrxs3JjKj3yWCYftzu2dIic7urS17btUsOM/QF47ypqhLN3bZt1u+zP1kmi64QRLzIqd29oK4OuOIKVVKMCbXT0tSmzrkebT3d+vrI62frVplLKSkiH7q7rXPL65XXamvlYFFWJrwrP1+uo/vPsnKJxwN89atC/nR/2IeSL8PXttxrbcj99wMXXxxz/4WT59RWNzSEPnu0a2C4YJ/X7HOa/KmdP+wwq8k/nm41exNMF4xAlJfLSWrtWhFskTRrToiFHJSXC5mjYExOlvt2d8tJs77eWTMUSYNIc+LVVwOPPw7MmjWwU1VFhUQ5bdkiG9OWLSKgfT5Z9DqhS05WJbT6oz1zOg1nZSmNAYmGjoFufk7EIhiUvmpuVr46AzXlRVMfk7UvdZAg6H5QiYnSP5MmxV5Szk3jsHOnjPP3vy/EjmXskpOVwzTNdID0mf1Z9HqeCQmiSXHTdsaqcYtUDiwrS7QgL70Uv7JETvdsbpZ10Nkpn9HrAW/fLps5IITU5xONu73NgLVaib0P41mrVq/3PGaMtHf6dElZMnmy/N5/f2mjXsot2nq6BQWRiTkPKpWV0k+cR9QC+/0y5265RdJfPPSQtKe7W6Vf0r9HMrxypVS9ePZZ4IVLV6Fyuwdf26GRuRNOkA/2g8wB4eU529/ZadWqx7IGhgtO8zojQ1LjZGfLnLz7btlj9H3C1A53htHQjTCUl0seyaYmZRLYs0c2u1g0TdFqHVgmrLtbbZiANcqou1vMFLpmKFYN4kAjNMvLgdtuU754JGyMMtUd9XnNxERFSmPRnrmdhvPzRbPQ3m71swEia2ai8U20ayL06E6drFZURNdnbginYQJkztCHyeOx+qmkpUkbi4tlo2BJOSC2knKRNMgVFZJktL1djW13t8xJPcAmNVV+794tJ3teh75hgLXmKxBK8PujcXOLUi4tlfeXLo1/pKF+z82b5Zl1LSo1yGw35ygJ6UkniR+cvc0zZshnW1pUlOlg+yXpc51jw8OL369Mr4WF0af5ycmJrMnjuuLcYX9R3lHTedFFyprAudHertIvsb2sXNLTAyz/+W785b/FoTfevl3U1wNAOHmeni7P0tFhnQ+xrIHhzNvmtpYOO2xoInRHY6oXN4zSZu+dWL0aOP98IXOJiYpgdXbKybCtLXpNU7Rah/p60XLpRIigJob+VCRDsfrmEf09VZHkVlUpIcoIPILETr8mTXV+f2zas3Cn4ZIS6ZP2dtlMoinUvnq1+KyccYb4Jn7pS+KrWF5u/ZyuiWB0Z2enEBhqzYJBMY+H09JGozkNp2EqLAR+/vNQP5VZs0RzUVgoQpc+R3V1oinKyop+8w/Xx62tMtebm2Wz1J+ru1vGnbkMS0rkMykp1mfh5ksNtx26BihSf7iN67x5opl59llgxQoxCTU1iYYxlnURC3jP228XcpKQoEpzEcGgPDs1NrqWzd7mZ5+VQJYnnhi4X1IsPr92rVtLi/i/Uvu+fbu0gYERTn549jZGo8kbP17mCuUacykGAvI/69YygTbnRnKy9CWjMPn5hARgXFEAf+o4PZTMPfecfNiFzMXSX5HkeUGBtI31n2NdA8MNp3m5cuXgkznK5jPPHHn+hf2B0dCNEFBj0dam0jPQvJWcrApj77dfdJqmaLUOBQXKh0TPKUbo/kuFhUOfg2v1ajG9keQmJIgg1U+iOhipR7LBvozFryncaZg+HtxwSBTdEq2S/NbXKzISCMj/p58uxOnKK+Wz3DwWLlSpUfSSSyw43tLi3sfRak6jSbz64x9LEvvKSnnms8+WNhx6qJiX3n9fkerkZDGbRQu3PqZmiXMxM1PmGjdeauYyM0VLmJgoY7JkiWwCfBa2qahIFWgnGL0JKN+o/iZu5iGFFQPa2gZ/XbD0GaNBU1JkrjABtB5gUFMj5k2dkDolGx+oBj1Wjb2udauokH7jetXTHP3wh8rPK1Ibo9HknXGGmPDKykTDSe23xyNjVVQU6gc6b57k37vxRpUYnZ//YfoK3Pm/860Pd/75wO9+FypMB9BfkeR5V5ccuFhFJdIaAGLPMDDYWqyhToIfbUaB0aTBM6W/YsBglv5iiZyEBDnh20/djPgZP16EdzTlTaIpF5WTI0JOT5ipIxCQ1+fMAV5/XSZ2vEthuYGb5Nq18gzJySLIurqcT7PMYg/I4vT75XdWVmzlsaIp99XWJlqSMWPcFznbv26d9EkgoJzQ2a+pqcDf/y7mMOKhhyQhKp+F4fz043Pr4/7UlIy2UoRTgeyGBtVHCQmx1a5062MWhOeGNWWK0polJamExiwVpZdWAqylyq69VoIJuQHSoV13trbnV+uv8B6sEnFubfn970WjkJCgIlN7e4Vs6JHHBx8M3HPP4Go6BlLLVHcxAdRc11MBxVqfM9zczclR46SbKek6wAhX+zitXy9ykofK/QKf4F9bp1vu2+VJxebV1Thkbu6g9Fc08lwnvE5rgIil9uloTFgcCdGWbFu8WCJrh/PZTemvUQhqLIqL5W8WxNZ9PHp7RfDNnh2dpina8jcHHCCkw+9Xkag66UhLA269dehzcNEsl5cngldPk+GUA42OynwOr1cEd6zlsaLVbp5zTnhBuGGD+DoxIk4nywkJSpBff720jdeaPFnST+TkKBKo+7849XF/NadOp+JIJ9ecHHlv0iRr38SiiXLrY0YrBwLyzBkZQmQrK5VzN6sYNDWFmkP1Z1myRGlrUlNVCTpA5klxsWx2+mm8v1qCeK+LSJtoQYH0BTWXHo8yv1JL7fXKNQZz4xmoxp7pQlJSFBnt6RHNYn/9vHRNXm2tqhSRkyNaLH3e6Sb9cH6whx4qcvKjjT34d8vh2K/rfcv7p+X9H3pmH4OVx6t+0cn4rFlixqXPckuL+FvG0l/RapHd1kC0edv0tldUAL/8pRxgR1PC4kiINlH3+efLvBwtz24I3QgBfSRI6rZvV2Y2krlgUAhKLE7KsZgpAKtZMBgUAXDLLUqDFG0KgXjk4OImOW6cIrl6uSCCkY8kAh4PMG2aLMZYyhTp14u11qpb+zs61DjaQZP61q3WDYt9zKoIdjj1cbxSnkTaoLdsEXLlFEwRy33c+livLEK/Hz2VQWen8l+KRNS5AbLoNwmhveh3PMyh8VwX0ZiCxo4V0t/YaJUT9J/zeoUs2SNX442BzrvyciFcQGhy4cpKcT/rj5+X1ys+mL/+tXNpu4qK2Na21ws8OOE2TH3pesvr9xb+DLcl3Cgasmuctducr4DMwfZ2uWdrq7UiRTT9FatpPFZXAnvbm5qk/WVlal4PZom7oUI0B7CmJjlUTpky+K5F8YIhdCMEdo0FC2LTx4NJQx99NPZTQSStgz16js6/U6aIZk43Bw5lDi59k9S1NPr9ANmkJ01SwQo9PcCTT/a/pijQf58qe/vpE+RE6HSfIX3DiqaPZ8yQ761aJfeprY2Phihc8ubqapVNf+dO2Yjz8pSTOaPtotVEOfVxUpLMcx5eiKws+Z/+fA89FF1gzbx58t3TT5fxY641XfMdj2i/eK2LaDVeL74oWh9q1u2+YImJ8n409xuIf9BANJOBgIobsEfY83BbVSVzMdYDYjhSXFEhUayrVkW5tt98Ezj6aEzVXvo08UCcVLABSEnBTE1zar9vT4/cTw/aYsDNtm0it3RSp2cfsNdyDucDGQ7RkkB723t75fPBYGhJtJEUJdsfRDqANTXJ8+flDW5O0HjDELoRAieNxdSpMrGammRTevRRK7mKJ6Jd9PHSXkUD+yZJLQ0dqAFF5qht4cYZj0U2UEfxQw8VUlxfr7ROBJ3WSTL0DStSHycmitA/6yyleRg3Lsaaki5w2qCZf4uaH6aOaWuT92jqS0mRtsaioXXq48ZGcYZ3evb8fOAXv4iNrLPKASMB7YiHm0C81kW0Gq+NG9X9WlqUCZbm6JycyPeLh2/UQDSTGzYIYUtLUylp9GdOSJDvl5TEdkB0IsU8FLP81cqVwL/+Jf3ourabm+UCjKDh9T/cjJaO6Vhu+579voCVzAFWFxGfTw5GBx6onpv+wT/7mXNN3v6a+CKRQKc+Yx5DurHYUzXZ181oCh6IdABrapL5l5Pj/P3BKO8XD4zQ7t43YQ/Nr6mRRTJnjoRyDwaZ00PnmZMrUlqRefOkJuKkSTKht2+XzT3e5Vfs6SQSEiTKt6hIJZsdP140N5FSTAykDf1NYOn1ioYzJUWZXuwpD1JSxDfHvmG59fH48bL5bdmi6uJmZsrGQS1ae7sIYyYZjSVBrFN6BPqe0QxM/0puTtQ0dnTIBjVmTGwbsL2PTzopvuV9hqpUVzSpNdzAdbhypXwnUpmrPXvU/WbNUmkqAgH5P9L9+pt6yI5ok/46zYc9e2QdsDKEPY0Ik3efcUZs685Oiu0pUVpapBTWI4+4rO1gEPjBD0RVrJO53/0OCAbhPXC64/fs92UUPKDcKwDrs3R1qVswwru1Vdo5WKlvoukzQCUP599dXdbExfq6GUj6j4GWuOwPIqUqysyU4e/pcf7+YJT3iweMhm6EYaBaoVjQ3xP66tUS+VNVpVKalJRIRJDT96I9uTl9zs30yQ2irk42zljNoUOFk06S1CT2smrJybJpFxa6566z93FGhmxM7e3yf3u79FVxsThYf/KJKBWam63VFMLdxw77ybWzU9rNNDBMXqtv3ozAtr8+EMRzHQylm0B/2q2vw/Z20Q50dsqY2tNN2DeS/twvnqmHBqKZJNFOTg51MaHZNTNTHWSjlSO6lpn5HHt7rcFePp+sy/33t8mLF14Q+7yOU0+V173esG2wa7fb29V64NoIBtVa4g/XM1MbpaYOTUootz4j0tPlfwbocf0D1nVDjXqk9B9OGM4I2nBuNYxuHcryfvGASVsSAwYzbYmOoVBdxyN0Pprv2RcsIOTvBz+QfGuAKj/23HNCYFh3UF/YTn3C7440Fb9TW1evlmhW1pJMTxfNXLjcdXofNzRI7Un64+kCNiFBtGKsHMC8ZNR0pKRY891Fgn5/Juxl3VxuTHqgDjcp1pUE4pO2Jp6IJuXDcBwE7GOdnCyknWlaJk1SpC6WVBPhMBgpVvqzMdtTR/DeTCPS0CDaxpUrgTVror8+ny8jQzTG9owB1P5lZ0s1gpUrAW/1LlXmQ0dVVV90TqRntPfr7t1yf0Dl+QRUJRbmDczKknUzbpxo2gsLBz8llB1uc4LuFjzITZ2KvgTG2dnAAw+EJz5uaYV014r+pLvpD9z21XCpm0aCzIiFdxhCFwOGgtDF88QSbgI75eAJBkVo1NTIPV97zerMz+9t3CgT3K30EzcbfUGkpspCpY+I1yvpObKzhajQZMPi3KxiMRgLezARbvyi0aQ4jU0wqDZ5+rGlpsrnmeiUxMrrFV9D+r3YN8ZYc3lt2iQO2l6vjE12tmxUTHjM8msTJsicCAZFY7pihZikhgrRHILitbbideByW4fUKjFl0PTp8d1IVq0Ss9i4cYpo6EQqNVVkQKxj2J9+iWbTBGI7RLJf169XPp56O9ivpaVAZ1svNo47Bdlvl1sb9s9/imbOoZ1ubZg71zqeHR0y1/Rkz/ra7e6Wtv3iF8Cxx8o6+/731bg49e9gra1wedlaWoTUeTxihkxJcc7rF46E6om/e3pEflCDOXly/3PkOT1HrHk1I1mjhjsHnyF0g4TBJnQDSdDpdK1okmtyEep1Q+nHctBBwHe/q1J/bNggMo6RpBRUTAPBKNNnnxUCcdxxcv+sLBFWNHsAyqdMzx3H3wkJYoLpb2LR4UI8xs/ppKwn26WWMzVV9Yc9fyCT7hL9PdnTt2XRIhVd2tUlbWGqGJ9P2jltGvpqDw+WFsENsQjdgZKxeAr4cJqylhaZ+93dsolmZMRvI9Hv6/OFmjqTkuS9F1+0juFgWQ4iHYKiSQBrlw+rV4vs4uGDxJXypawMWNC5HNfvWGRtzMUXA/ffb3kp2iS01CRSBuTlybrp7JTP0ozMdQMAhxwipdcA4I9/BK64QvqeFUx0DPbaCkeus7JEwz95snXs7YcDOwIB6YOUFPmbcrGpSV5PSJBrulVziYeWeP58ORj0Vy4Pd7CHIXSDhMEkdLEIjVhOvU4T+MILpfwNF6Hdz4QZ5+mHlZ0ti27iRHEl8Xisea8oJCdMEMf9yy8X8+m6derZAOVUD6iyRRS0fI8aJ5IEt8ztIw3xGr9//QtYsEA28aQk0X62tIiTdFKSSlKckqL6Uk+knJGhyJXetqoqMflOm9a/sk66oN+xQ8aFyWyZziDccw4mGYjXIWio7xVpM+ztlb7+yU9kbsWrz/QKJtT66uuZflx//7s8TzQuEfFok9P8GIh52K3iynH5H+LFys9ZP0z25VAjK9Y26MSitVXWLw+vgJKrY8ZIDV1ApYyi20R6uqqWAcTP3B4JsR5Youmbigp5Hj0ReXOzyLRgUN7bf3/r92LVRrqtzT17lIUonprAoYSpFDEKMVSJYXftEsFMckDzCkshBQJKACYkyN+NjfLzzjvyOk+8bFtSkgj5qiohFPffL/fnNRi2TwGhO8/TSVl/Vj2iKi1tZIaH2xFp/PLyxHz5wAPA0Ue7mwR/9jOVqobmmdxc1WeJidKP9GnR+8/rFU2p/f719XK9226T/2PdjOfOldP58uUiZJOSZHy8Xok4ZpSxmxP8YJkthrKu8GDcK1LKj+5uWU+nnBLfw4zXK07fp58euiapKU9NlfHJy5NDipNLBJ3eH3xQPjcQsu6WVmMgee4WLgSeeUbWZl4ekJHQhRe2HYwJlVssnwu8tRbeI2a7ti3WNtgDVSoqpB3vvy9jmpIiJdmWLJHP24lIZaUQxIoK5T4R75RQbog1yCZSwFFtrfwuKrK+xwOE1yt90tFhrYYTa51Zt7WZny/PoUcZE7HuqyPRX9sOQ+hGCMIJjY4Oea+9XRZIOKxfL8QhJUUtEnsS1aoqOf1t2yaCrqtLmULpj0Wnd0Kvk+rzyWSmhkgnYQx1Ly52jvLy+ZT/FRc085rp1+PmMlLDw+0IV2y+rk7e7+qSaNfs7FBCYw9EoH8No0yTkpSZOz1d3uvuVoEJiYlCrLKyrD5R3d0y3gkJMvaxlq9xCmqZPFlqoH7wgUTW2qOM585VSVG3bJFKDW1tqnJBc7Noh773vYHlVozXIWi47hVL9G28N5S8PJVTzO9Xa5qErbtbfGWzs1XqDZLPHTtEKzt+vJCOb31LiOdgaO4GkufO61Wlr35YfQOuaL/V8v6ygjsx+y+LMe+I/reB2jnAaia1E9SFC52Duk45xUpE0tJEk1VTI9fdvl3I0FBG8MeSuDhSlDNNrfQbBNSewMOpHj3L92OJIg23Nnnw9flCSSMQXT65keBHFy0MoRshcBIazCvGjRsQDU5KinsE6lVXCenjiSQtTZU5AmQCNzRIbrvt2yUKi2SKxApQmh893F4HyYtO1Pi9ggK5D4tfE3qCTzvsZh+SRKeFPRJPS07jRz8ovQ96euTZdEI1d671hNnWFlq7lMQNEFNNfr7S5GVmAj/6kWjQKipU+TZ9PIuLYy/d42bG2LVLfMadNDNr1sgmRXNTc7MyN7W1yZzjGDc3Cxl46qn+kbqhrCs8GPeKNuVHLBGesTyP1/tZYMBnPl4ZGcr3kuly0tNl3KiVpza+pkY+19Ym8ywnR+ZALIcFfR2TDDU0WNf0QFPOzEt6FZ/+73jLa+8lH46rP/8GfnptUlT959QGyuauLmXduPZaIZBO13QiSevXOxOR7GyVALm9Hbj99sh1o4cT4dJ/nHmmHOgoF+2+2tzXWltFjvUnQX24tUkFg2550hFJYRBNGb6RROoMoRshsAsNbuq9vSqZa0qKbNj2iRQIyGZ+/fWq9h7R2iqTltUU6utlwf3pTzIxKZDoz0YiRYJGEmHX1rEAOKB8U5KSVKFtj0fVpNXJCNtrJ4KBgDXfUXKyLGx7xvuRelqyj19rqzy7nsyWQQ01NaLhaGmRZ8nKsgp2vXZpd7c6wU6bJhuunntv9mz17F5vaL47kuM9e+S79MmJpFWKxsS4bJnV98Qe1dzaquYic9Xx3snJKiP7+ecDjz8+sITB8a4rbD80sAJGvO8VqcQcMDgbSkWF9D0JKNcwk/zSpM6DnZM2ftcuRdYZSRrLYUH3M6M2Py1N1vz06cDXvy7a4DPPjK72qj5mRUkNmPXFsfDoggvAfx/9HzJmTsU/YzgE2ol3aqpKtg2IzCouFstILGMSjojQTaOrSw5wI5XMEW6mWkB8C997T8ZK99VOTFTybc8e+TsrK3ZtZDg5kJ6uXET0Sj1A5APBULp0xAuG0I0Q2IVGa2to5CedZPWJtGaNnIBeeUWRI0InTbt2yd87dyrtiP1zBQUywaMJk2Hx9NRU+buxUUhjVZVaWNnZQlzsWioSRr18l930k5kpkbJuZsmRdlrSx2/nTiHk+omQJMbrVRqO8eNlQ3vrrVDBnpUlPzS3NzUBv/qVOAi7paJZtUr6PC9P7t3aKp8jAa+utvp8h9MqxWpitAu/Tz91n0eckzTHtLX1TzAOVsJgp0PD/vvLxrpzZ/wTjYbbDO0mOWDgG8rq1cAvf6mi2ekC0dkph8iCAnmPGjv9YAAoktfTowKZ9PRGkQ4L+jr2+WQOEj6ftKO6WmQb18GYMUL06uqca6/2jdnmIO6qOxfzu35vvenvfw985zuw6uqsCKf5J/FeulTSOVEmM8JfDwqKdkwG80AyHHAz1V5zjZicqaDgfKP7zYQJMqax1GjWEU4OACrvX2OjysoQjSZwKF064gVD6EYQ5s4V5/N77hHBRf8yu9mUE2n5cuCuu0TrRvKgBxzo+Y86O1VS24QEq3kzGFSFmOl7p4OTmdfV88/pSSZvvTU0ySTNB9Qq0TdP3yD0Q3RCgtQ//cMfrAs7mvqMS5cO72mJQv/aa8VHjP1FUxVPiNRwMLkoEP6ECcjGOnasu9DcsEGi5BgV29Qk16a51uuVOaD7kYTbMGI1MerCj35/CQlKK6f7UvJ/JirOzZXvrl8v7YzWlB6tyTJWsuN0aNi0Sa2bwahhHItJDpD/09OBd9+VdBfRmuS4jtraZAPdtk2VoaOfJvMO5ufLvGO1gORkuQbXLsc2LS163yTenzkpae7VwYOp1yuyhgmCMzPFpGlPncEx+0LdX/Hv5m9YrrUy4+tI/tvTmHeiJ/RGWpuWL1dBP8GgNdcaD4nz5omsOf10VYPZyUc52k1+KCuYDCfmzRNXoJ/8RJk+dX/NrCyZe3QD6E9ATTg5UFgo761a5awFd1MCDKVLR7xgCN0Iga4VaGlRp96xY2VC6oudE2n5ctl4MjLUKdce+UjoiWcZ1cbPk0zYrBMh39eDGLxe0fLZF4bX67ywenpEg3fWWeJ7RUdivQyOfl37wnaqz6jnzwKkPuPy5cBFFw1oKAaEefOAm26S1COpqZKGQK+JCCgy2tEh/XfkkaIBYjQe05UA0Qv28nK5Fwmc/V40eba0yLX1686apYIYuFHGqj3QhV9bm9yL2mUnn0makTMyhNBVVsq48TrRmtIjmSxjTRgcycRSWipj9Mknsd8rVt9Ptw3F7r91xRWS/iKaNnAdsQII/SxJrmk+nTxZni8YlE23slJp5Ggyo2nfKbLa7bCwYYMEW7S1hVoU7AgG1fpm/z/7rNXMHwgAv7tpOz79X1nI90+cUYsPasdg5p3A3BPcTb+LF0ubaD5OS5O166T5b2iQ3wUFzteLZZMfjAPJSMXkybLOc3JUtRv9EDBQcuQkBwCZN6xK9JOfxLb+RqMG1RC6EQC7ViAtTQm83btlsuumMkadVVfL51taQq9JAUufNOaV00vg6J+lNkXX6hEkgjSveL2yQE47zd00oS8sljA64wx5Nuags29U3CSamkKjeQdUnzEMBlJn1k0YjB0rRCUzU9qqazfYnx6PkNrDDxcC29iofjNdSUGBjHUkwb56taSKcdog7WbPxka5HpOFHnSQEMqqKnmfRGrx4ti0B7rwI4GlOY+RbPb28LReVaUKkhcXx25Kj1fd12hMLHV1ciChJlF35l+/3v2+/fH9dAuUoumKa1Iv3h6pr/bskba2tYU+H3+np0sE8iOPKKIxYYKMU1eX8vPkwcCeui3cIaS2VtZ3uMOjfh3OEUftl9+Pjtlz8YeN/2f53g+nlWNt9okAojP9bt+u5BGtGXY/V2r+473Jx/NAMpLBfuN8tSMe5IhyQNe27tollptnn429P0ejBtUQumGGmymRxMfvt/o+cSLxxJqSIuRBN5/aTaQ8ETlpSgCVSBiQ+1KA+v3qerwmC2Z/73vuJgV9g9UTkt59t9yHVQ3s4L38fjFZzp+vNsfCQiEHjY2yKdC/kM9HotndHb0PS7SbbKybsS4IGBiiPzNNXPn58oysZzh+vIwtTaNdXaI9W7YsfD3MO+6Q66emqoS/9vnA311d0oelpbJZ3X+/0kyQRL73nrTpoouic0a3P/P48VYzHUmdHcyF2NkpfaMnHo3VTyyWVAtusGvE9PQvLInV2CjPP3++zIvrrotu/vTH99NpQ6muVu3x+VSewry86PrqxRdDyRyflQejzk5pz5w51nlfUCB+vGecIVHJrMUZi3apvl6RUTd5pINBGIBNi3PvvcBll0HnBk8WXYl7Sn9p+X4k0y99hnnQ5aHX7udKQjgYm3y8DiROGCkZAWLtt/4etBsbxQ0pHn7Wo1GDOoKasm/CSStAM4ZeVaGtTTaXXbtkIv3gB2qyZmRYa3vqaUZ4Et5vP2UC06FHmgKiXUpNtVYjSE2VzXbqVBWsEElg0XT6yCOiecnKEtMN1ex+v7Utvb3yLDTR3XuvOISvXi3v19er7OLMbt/VJT/d3aqUWHq6EsDhwE32vffkmcaNs2o6eN9oP0dQwJx4omzwLS0ylqmpqqKDxwPMmCGanlWrFJkrLJRI1v32Ez9CBjjMnev+HPr8obZIH3+SucREuUdOjpi9GxtF08OIYvr11dTIfVtbpW0PPiiCtr1dyER7u/xvrydK4cegnfx8RbBpztNBn0K+Tk2rDl0rs369/KxaJb+jIQOxQte+tLRIYMeWLTLntmwRM2sgIJ+Ldl7YD2xpadZo0NZWed/peex92tAgcz8QUBVDenqA//1PVfEIN/fLy2VDc4NumgdkfF98URJSX3qppM947TXg6quF3Jx0klwvmvlBFBQoTX80oK8a8NkBBxsx/xQPcNllfZ+pThiP2Qe0hZA5fsfN9PvxxzJm+iEYsEby0s9VjwbWx4Tjocvm/mzyPJDMnx97UIAbVq8WGXrmmXIAP/NMq0wdDLBcoH2dxtJv0bbb/rkzzpA0SPX1sa81N1CDGsscH06Y0l8xYDBKf4Ur/0M/sfZ22YizstxrHNJkZTe70Q/v8cfle+++K6/zRNrbq7Qn6enAgQeGmnXow9LZGX1xcLdSWO3tslGSaJI82qNeJ05UPmYzZgAvv2w13bnB4xEh/fTT7iVjoi3T9eKLUrs22nJedk0ezUW6D11JifLp2LDBWjZH1walp0dXz1CfP52dsrmzb/WNqqRExq6tTf7+9NPIhct5b9bxra0VYVlQIHPKrdoF+4CHEI6v3Y+QGycDKPbbL9S5nrUgy8rk3oOZqibaklh/+5sUVI9mXtjH2I5oxph9+vbbKjqdmiRGTXu9koDW5wMee0wIzFtvyWePPFLG6rjj5BqR1lBWlqyfpKToNNOxaIHWr5c11dgY2YfO45E5kZ0NpPjb8ddN+2NcoMrymcA77+KUq2fFXHKP6yYnR7TQTNGiH4b8flkrHk/o+Ax3+qRIfT6UJfH0e0bqk0ifibbdTp/T68MyTZeOgdTCHU5Npyn9NYoQzicjO1smZ1OTmHbsJaPs6uCyMmXeA5RvHMnismXAueeKHxDNqXrW7tJS+TsrSwgVfWaYWuLQQ6MXWG7+SIwMY94pJsBle71eeT8xUVXG2LHD+n64E1YwKIt8yxb3z0Qbjv7nP0cftt7c7F5LMDlZNBwnnWQdP5r4enrkGal1YU6woiKrdsAJ+vxJT1ememp3aY5mbcTSUpkv9O+zPxcJFrU/jDxrbgZ+/evIG5jdfJSfD7zxBnDzzUIC09OVKwFNaVu2uCf+bGiQdlZWWv3r3nlHAk9uuEHIcTyEq9cbXUmsK66QgxYrLeiwz4t4RMrNmwccf7zMnZYW6bekJHUYY1DDzp3y3kUXie8tCVNSksgAJhx38pPV+yA1VUjOQE1XTpvgoYeKhn/dOlXyyQ1jxsg8vaTiKpzfcJf1zXvuQeDSy/q04R99JM/PpOaRzGK6T1dKigrSsmu3m5qAo44KtUgMp5k0EikKF9yTlydz49prRdvq5PrSn7aWl4v7Bk3zbvMlXL8FAuLv1tAga4huNHb3i+OPd34+/fDltD4HEngRD5eOoYAhdMOMSL4FjY1ywrz44lBhMXeutcYmyVdioiyIvDwRWDt3qkX1xBOyaFhX0OsVslZcrPz0WltlQegascxM4GtfC2/+0+G2kdGcTOKZm2vNiZeQIKfm7dsV6dT7I1p98uOPy8bmJGCj3WQZ2ef2uUBA+ur//g944QVnAUoC9fLLwE9/am1PYaHSQNEsSnMUc4Ll5YV3FNbnT16eKtVE0zX7q7pafvt88jN2rHVzJ3Q/KpqqYvUBsws/r1fmFlOn6FpIQNUMtmtsgkFpt9crhxWvNzTC8/LLpU6mW4b+WBGuJFZOjmw2H36ocjnu2aNSLxD6xhHJiZ4BAnV1iszbEQjI4YIBUjwEcX3q5Mzvl7XDVDk0z27bFtq3djLK9TV5svRpNPnv1qxxJhfz56s0EXbSwYNoS4vM16Ym9UxMl1JQABza8DL+tOEkayOPOw74z3+w+r+JuOOUUG14fb2K5NcDC+wkadYstW7oYmAHo2x1X14dg7HJ91eDpa/FnJzQg6i96tC6ddKVt9/e/3XDtm7eLHPT75c1nZMjc8XND9at35YvVzn+WlrUwZbrK9JBm/ITULXAaemgi09S0siKSo03hkhpaOCG/vhkBAJi9pwzR0qBMXcSc9bNnClRafQPycyUDeOqq+Q+//oX8I9/SLWIf/1L6nJ2dckptaZGTufMD0VSUFkJ/PjHwBFHROeDwY2M121uVlq57GzRPiUnK58dj0faPnGifNbvjy4Szg1bt7r7EumbrBPod1NW5vy51lbxp9qyRdp6yy0iiFJTI2tsdMyaZRU0NPtwM+Z7s2a5P6fXKxtOS4u0qaYmtFQY20GfNjp88x520swI3OnT5d799QEjDj1UtC1btlh90jZvFnLEbPHbt4umpblZ5n9lpVyXGma6AjDwg0Rw/Xpnf8Zoofv9vPGG3Gv6dPEZnTxZfhcXyxrSq3B4PIp464RA99si4WZxe6K1VeZEZaU877XXhvcTuuIKZXKmv6kTKdPHEQhv1rSPOyDtPu88mUuRNNPLlzv7Ea5bJwR73Tpn/0JAiMesWXK/3FyVrzInByjy1mHzxx78qc5G5rZtA159Fav/mxhyXwZNpaQIyWd6E5Igu0/WqafKuqFs5HjqSEuT91etGhyfTTt0v8yMDOkLQObmwoWiBYtmLdbWWg+i+rqhbPF4ZAz7u270tjL1FP0O9fUQTv7Zr3fLLSo1DuWhvr5SU+V9t4N2erq8Rtln94Pdvl3kmp7Iem+DIXQjALE4Xq5eLaTqRz8Sf7g9e0TDxk24q0smP0nHp58KuWlulgU1f74Is+Zm+XvOHOCLX5RT8scfC4n0+awaEwrKYFASrC5cGFkIuG3in34qC627W4jk3XfLxlFaKulGdGfkgcDnc1etu22ygIq4mj4dOPvs0M9ROHZ0yGsZGSJIenpk3JxO+hRE9vZs3KhK4Ph8VvOoz6fe27jR/TlXr5Y5kpqqBLydyLGuLgUgE7YGgyI89XszvU1enhwkNm6M3uzshjVrFNHUy0gxktfrFV+ltDT5v6JC+rysTJ3MARXhyf6hVqerSz7vRCzdnLT1/tM3+9tuk7XQ0CDjmp0tv9l+bjSsckHTJzWg+vyhKcl+YGtulmdsb1f+ollZkQNyEhKsgSS8H8dCB535I8FuYly0SEhsJA12T4/Kg6mTCwb/UH64kY65c4VwPfusELD0dCAxIYjfd52F92vHWu636canpZFlZRGDTHp6RBtuTzrsFLzy0EPAV76itEZMHJ2eLmNy0EFC5KMJsiIizbdw3+NzJSeLjNmyRaX02bFDZP7mzZHXYn299SDKMmWsVMPPFxf3L1BAN41mZVllSXKydT0AofLP3kd+v7SBvrT0r6WmldeLdNAG1OGvt1eILQ9/bF8wKJHZ0ZLY/o7ncMGYXEcIovHJWL1ayNSOHSo6EVCRnoByBKaGSze7AbKZvP66nMIfe0w27Jtucg84SEpS6UG4eTU2Rk6PoG/igFpM7e0iqIqL5RQ/d65U5aHJ0G4q7C+CQXfVerTh6ImJ6nOVlSLoWZWDGiJGIzPhqr28FuAeaUf/tLIyMVmQyFJbWVQkZN2NmOqbwOTJ8lpDg8wPmgwpGInERGXy7O4W0t3RIYKPJr8ZM1SqlFWrBuYDxjb6/RK5y2TQur9cSor0Y3GxtKWmRp7nnnuAb35TaaPYRrtmqqdHrrdxozXfWH/MV5wDO3fK57OzpU3cbPx+NTY7diiTLL/X0RGqVddzjdE81dsrxEKvABPOT4jzhSleenqUtgVw1mjHuoYyM4Hnn5dgCppq3XKtASoPpj4WJOmsB0t/KMA5l9yhh8oYnFjzBzze+13LfZ7PWoCL0h7HzDc8WPnZ3IylHNOhh0ZOFP3KK7EnvHXzcRtIoAQTLjc3h9Z/Zum+Tz6RMXKTa2xrQYHVDYO5IQHlD8rqHtTUxVK+ym4aBVQkO+t50z8yPV3Jv/x8IdG//a017+W4cXLAYVAPa3rrvnFdXULQDjtMDtpPPOHsppSZKT+trcqED0g7SOajTYU03IEv/YEhdCMI4XwyuDEyezs1BYA6rdCJlKp1nr71QIJAQEhVR4eEeTMvHFXVdhONXnuPJ52MDNHUPfBAaKCG3lZu4jt3hmrdWLjdTq70CgkDRThTZSwJPXNyZPNubLSah8ePVzUcWQCakVQZGeo53HJT0fSbnCzpSuxRrrofmxOcNjc6BnM8qM1iNCs/N2aMkFOmeklPl43t5JMlcIbzcKCJVPU2sr4vSSc1Iz6fPDtrh44bJwL/44/lupWV0jZ7yTjAap7WE1JH8jV68EEhrfbNPj1dCPbWrXLfqVOVmVMn8dnZ8r9OUBsbhYguXBjqa8oD2x//KObTzEzZbO3+i+H8hOh7SjKsa3S53qPRIOjygM9UUiL3or8d66xOnuycM0zPg6mjpcVqxt+xw+pnaCdIf75tC9at389yDT8SUJJQi5aefBTlWQlHLEEm0ZA/apKiTXjrtsnPny9kpb9BJOXl0mZ9/OwBOSQ7kdbi2LFKpvLwwDFnDVpW94g1UEA3jXIP4nWp3WeSes6DhgaxwFx0kfSHPe/lJ58of0rOcT0qnn2QkhJ60HY6kGdmymf4207SoynPNpLrhoeDMbmOEoTLmwRYT+r2ZLJOQt7jEe2Pntnfbs4B1MLUS0rt2SMb5403OucI0gUpr8GNNyVFhE57O/D978v3dJMz6/yxjU6VLSLB45H7sJyPm8p83jxl9lmxwup3A6hFvXOnENOSEkVCuKm2tooZWY82rKhQfmDhclPppl9A+c2QDOqmOyfYNzdqktjnhM+n6mZSa8co2l/9SkriTJok3//rXyVPHcc0WvN0tG0ElLaA840CW2/v7t3i88m+3LbN2dePmwrNLCSpkXyNrr/e3XyVna1IXmOjEEVAnmHiRKVRy84WIp6frxyyq6vFHOXkD+f1CpFOSBCC6jSvdT8hOrDT/5TR53r90EBAnmvSpNCUL07gRsoxoM/tmDHWPuIGuXOns1+vngeTaGkRfzTdhGv3gyLpGJPTg+Bhh+GcG61k7uSU/yIn3Y+25Pw+awCjxYHo/V8LC6Mjf8GgkM2aGqufLxA6v93Mtxs3SrR1uPxn114r/spOZrtAQJKv2/uNv7k++Nru3eqzHR3S7+3t1rZSpu6/v3yOMpx+ypzDsVRo4Lqym0YZKQxYDz9+v8yXxEQ5oL3/vnPeS+5ptG4UFiqXgZ4epWT4xjesdXXd3JQuuUStMbpM2Mc9XPaAgeSOHG4YQjdKQOGUluaccsBuWgPCR4Xqk5GbKReoHT09Knmv36/8nsaOdU6mqtfjpNmVFQN0P6C2NrUwSK6ee04CPeizpzvIRgOPRwRtQoKceiMlqKRW1J7Q076o09NF2PDEFwiIsNq2TZnBSKp9PuUHRj/IuXNDiWWsATF2cpqfL/3a0KCCNKqqQpM26/PB55N2dnQABxwgJ2I9+TNNyGvXill+9ero2gg4E2enDVgvDUZiRoLBFCV+v8ytSZOUyVEH/Wvoj9fbK38XFESnmdm6VZ7BabMPBlWU3oIFYt6ZPVuItt2c3toq893jEYIcKfF0tISkrU2IpN3/FBASWVSkUvyMH680fpFAecDxycpSAVB6HzHqffJkZ7/ehQutRJ+pIuyRuomJyg+qqkrm6vUpy3DY0SnwaI5pSxOuR0Z6EK8nfL6vDYmJygeKhCPaA8asWUIue3sVIXfqa0aytrTInPjf/6Sf6+pC57fbJp+fL+PJgBkdbW3ynXXrZC65HYCrqpQLjZNsDwRUVaCUFJEvH30k7d26VWm59IjcefPENDp7tsyPqVNl7pDMRXMg08F1VVSkfCXZVspp3dXD7xf3jeJiZUHSD2DUrDO1U0eH9DuJFq0X/PzTT8vc0xNfOx3ITzopetIf7jkH4jc8XDAm11ECbgQ8Ydv9DGha5cKI5fSgb/T22ptun09OViXH7KHpbGtzs9UpVW8rT1CbN4sZaswY5Y9y+OHy/RtuUEKS39VV+ryW3tYxY5RZT8+L1NsrbXnnnehU5k6LmlFUJHA0bZN8MqJ4/Hg5RU+eLMmJ//tfEeJuvhjRmH7Ly0WrtHWrMpNOny733rpVPkPCbN+g7ejqEm3j4sVWsyOdr7nRtbRI5vWnngrfRsD9+ebODU3Lw37s6FDma9YFrakRIZ+RoXyvCgtlzn/8sfzv9SpSSM2DxyPzqbBQIlVbW+W6TtpsJrNm1K9uvmIyb/rrPfmkBB994xuymegmHmqeADHT8jrhypZFUwKptFQ0pZxTycnKh3D7dtGwBINyrbw82cxJWli72YnQ8x6spQzI5tnYaE0PwT7yesW/duxYZ79e3ezFgBb6GQJqU6e5/6D2tXir7Qhgt2rP1oT9cGTqe2jqTkOyra0kMuPGKcIRjf8rA782bxYZVF8vRKGkxFpCkeZyyrD6ehWV39lpLbu3fr37Jk8CQ9cBaoQYQMX3c3Oln+1muz175LtjxohGlO3TxwwQ2ZKaKq4yy5ertFOU+8nJMkepoQNkndx+u9yvsVGZWWMtXxUIWNeVbhq1u3nk54t2/aST5HtnnRWa95LuPUyRRB/rXbuU5h2wugDV1ISmKXJyUxpoebbaWpkDXEtOGr7+5rMbbJhKETFgMCpFRAu9ukF2dmhxeoZ7U53OElk0BUYCF7rHo9Ii2N/XZ0pamkSBEXoW7kMPlUjcjRtDtX8MrKBj+fbtYmZkhJROdHQS09Ulp136WNXUyD31iE1A9QdNu6mpKs8VN3ePR06Ob7/tLsjcKnhQSFMYkURx42L/sz+WLHFO0GrPfB4umehdd1nJrS7AOzqUvwk1h9FEN152mfjKsYqBzxc6p3p75bkKCyU4Ydo02ZTGjFGVItasiZzZPRAQ83pbm3w/N1cFHgAidAsKREhu3y79OHmyVRsWDMoG3dkpc4emHd1MlZkpbdy1SzZwzgP6OupzlRUztm1TQr+lRfUBtXQTJ6pnuegia241QOZWUZH1tB8MqvH3+YC//12iyQndP8dOSJi6Y+fO0HUOKH/IiROlb+fOVfPm00+BW29VUeSA+9rnPOJYc/4ystgtq759njY2CulhxL2+efLemWhFJcqQj0ZLGz74ywc49aqD+nwR7ZU56JN1773S9/q9KypkY//kk/C+bN3dilQlJqoIyfp6mQMpKcpPMBiU56Ev7Jw5Mt5eb/iKPgz0CgRUyT5A2sbDX2+vaMgyMhRxmTRJCHN9vZhkMzNVBL0+TvzJzVUk5L33ZO7Yczq6VcYYiIM/v7tpk5Adaiazs2Wu6f7RCQmSueCii+R/vSLH1q2KuNmVBuwjKibYdvr/kVz19sp98/PDH8rDrbFw1Y5Wr5axWLdOPY/9sDOQihP9QSy8wxC6GDCchA6wTtKUFBE+enQiT5SAfK6+Xj7rdlq3kzSasPSUJXquON6HJtOpU5UgYSWCFStk8S1YoEww9nslJckmSIfdsjIRViQCycniB3HSSfJMGzfK6fC222RxpqXJc1VUhAZx2E15+vORfPE7P/yhCBunDO/r17uXbGptlY2WGglqTfWIxUBAzCjU1MRSlkhHeblULujqkjHXfc64EaekqMgyRjZHGu/CQnHOv+suEbZMJK1rfe3EnkTyc5+TeXb88ZKc9OOP5dnp+6c/X2mpaJHee08l0aV2dsIE+WxdnSJozc1CVpiDSw8UoSmb2iDdvMcxDwbVZ/XnLimRNur9vnixzIHWVlXcnuloWGFlzBjrd158UeYjCdRtt1k3+ZYW+Sw3rGAQOOQQKRVmTz+kb7BJSdLGOXNEO6fPcyaE5bgmJkrVDm6axEMPSa5IvVKMPh46SkuVBp1jTpcOkmL73HQjBYsXS6qQX/wiNNL2PlyCS/BAaEMXLQo5pFIzqpMDHrzWrAm99/77A1//uhAyJgvWS/UxQXpnpzWgprBQiFdFhfwdTT+Hkwc8bHR1SZsyMmQebdmiDkbsV49H7rVzp9wrN9daOaewUAW+6P66JPFXXik+mv0pJUeXDb0kXKS6sfbggO3brXkgJ0xQkfMNDRKFShIMqH5LT1cyU5fPBGVLV5c8Fw/t3d1WU7TPJ0S4tTWy7IyVxPJZ6ZNIX0HKrLIyFSUb6d7xhCF0g4ShJnROWhtdsFFjM26c+LToJZA4mTduVJF/kWAvF8VNkBqNmhpFYHp65H2SCUA51V93nQjVrCwRmnppL0BpAqltOeAAJeiqquQ6iYlC+g44wLl2LSBC1H6a1Td7J+iELzFR+o73sNenDFfvlU7eRUUqF53+mY4OlcCSm7MdkU56gQBwzDHiz0Yyqqd0obkxMVFqXgIyV+ymAN1kzX5hebW2NvW6x6NIPfO86aB2FZCxHTdO+XU5nWT37FF+SMXFygzf2CiC8bHHpM85x+vq5HTM3Fb6BkttEg8YbW3KSTwlRdrq5jPDPigtlXmrn9Dt2gf2Aw8ufKaEhNCxsm/yu3fL89olana2aDTtGgWu7/Jy8R2tqpLnam6W8dFNhCS2Xq+8v2KFtVYxUxpRG8Vn1jXX+qFs6lR5XdcAUgOSk6NSTNgDhJw0sZQbTHAOAF/Ci3gRX7b0w0s4CRdPXomHH0kIuW59vfJD4zVSUoCf/1ylNomk5dbHw0njzLyFY8cK8f3Nb2Rs29tV7Wp+ltHhRUWSVskuf+zyoKJC5A61Rz09ov0l8aHm3m6GLSuT56mulrHPzJRncjus+3zumkLOKR6s7bWsYyU4TjJQbz+gfDgbG501X4GAWGs2bbIG1unzk3KnqEilMyktlb91bR2DzqZOle9EoyULZ/nQ4fdbD6d+v7ifcE74fDJOWVnR1zOPF2LhHUPALw36A6fs5qecIu/REfTxx6Xiw7p1oWWu6DD64oui7dIFkFPwg9crwiQ/X5kN6DCekSFCMC1NmeEoOCoqxDF3yxZZMB99JOYXJmWdMkWREd3Hi5qQnh4hBbt3i6Do6rJmHqe/yZo1Vuf8qqpQXzG2N9wRxZ7jTr+HPVgiXDBAXp5oD3p6Qskc/TTGjbO2y45I0VYbNoiZgtdmvkEGqOh+hPQ7cyKOdj9DamPa2tTpl5/r6ZH7OFUYoGk7EBBSsXmzMjvboxkBFXFKQpuQoOaXz6e0yQxKOeccIdfV1SrYhOYWHgCYyqWsTE7qU6eqXFs67PObPlMzZliFMdfJN74h/9Mnkv6qfCam99HHSnfQb262kjnd59Mt8THJmR6UMnasc19yPVGTQRNvICCE/6qrZFMtLg4dN44dD2NMoJudLUQjOVkF0gQC0rd6H4WL+ispUVHvXi9QjBoE4Qkhc+OxE19KeAkNzQmWfpg3T2RXV5fyZ0tIkGunpkp6mcWLo4s4dArG0iuw8O+eHuBvf5P/u7tDE+9SPiYkyPt33CFtDScPCguFfDLqsqlJaXqLipTmnvfinE5KkmeZPFnkL0lOerrSOt57r2gp582LLcpXR7gEy27VIpz8iLOyZH7QMtPWJgcx+7oi1qwJzUdKcK2kpck1x4xR/q08yOl+136/vJ+eHll2Em5Bb/a+Oe442UdZB3z3bqW9Zdu7u0XmDCWZixWG0I1ARFp8a9ZEnqSAmsx3323NscQNnpsD/Y9++lPZbLu7VQkXVnZg5BtPujzNk+D5fCIALr5YNq+dO5X2hikVmAKFYMRoZ6dKhkwNEYXh+PFy/2uvlXZdeaW8VlurBAKfg07J0eicKTgTE91D0Z1C49va5HkuvFB+qIJ3iv5cuDCy8AWkn5zSGeh5qXQCpws5QJ0iW1tFEDmBRIzf58k/Pz9UyLppN536lfOAY8DkyqxaQs2aDrdIMa9XNm8SSt2fihtuYqLMByaDzchwFup2AssDi1vtyrfflt/6pq4/U1VVaB1InfTraVXsmgduUJs3W5/XiSiRlNOcrmfct0cl8tB3+umiiW9pEYKok3R7nwPyHOnpyiTJ9cz1cMEF1j4KF/XXl+y5N4AXek9FNcZZ3j8df4MHQdQmjofHI8+nj3sgICa6rCwxV5KkT58uJKexEfjgg+giDvVgLB4Mdc00tWI5OTKeJSUqobc+R3XyMHasun6kij5XXimHgyVLhCgnJKgKMp98okrH0a2F5ITPQreF2293P6z3J41Qf9NwREr7ol/f7XU9H6n94AtIHxxwgNJEFxRI22h5oVaZvqPcg3iYd5Od0YJ7LQOudKXDnj1yv6lTZV7m5orP40glc4AhdCMOg5EDZ+NG5xxz3CgZMfjww7Ix8eSekCAEZts2EZIkWvr3ASvBaG9XrzEqDxCToH1j9/tFYHAD5PW4GZKktLWpsP/bb5f2MJcWAx9IDqOFrqlwIxiANTT+8stlE6iqEpK8dKks8tLS6FI76GhpkZNgY6M4stvTGQQCqsYktYq6g7Rd40oS7eYvSVBLw+fOzpbTsU7qwsGJ1JEQAMqXr61N5Uhzyo/mdsLOyxPhnp6uIuH0/FljxlhTUTDwJ1KbabppaAh9n2kj0tJCa9sCqupBSYnaKOmP5PNJFJ8deloVmmw6OhRJX79eEnNv2mQlK9zYOR6dnbIGGhpEG56cLKR3zRp16OOhjBsRiRlf499dXaoEHNPDMMKQUYWBgMxHPT1EuI29tRU41/8o/MEEfAn/6nt9OX4ADwJ4Aaf3jYHHo8rkcdxJFgsLrXkYOcczMpR/pRP0eUSyw+Tr9F+jZptzac8eWadnnGGt/cnDjE4eGIDD9kbKXblmjfilkjCS0Hd0qJRC9MkiOdGfhdGubof1WFMd6X1sJ8UM3klOlnm4fr31Xk7aQL0uLOdWbq58367p0++bnS2Efb/9ZA7QnYFRrmxPV5doJWfPVuvGnj+PKWaamsSH1SkVTDTQ91p9zdEq0NsrB570dJXVYezY2O4x1DBpS0YYYsmBE22ETXm5TFoKSd2BPBCQScrktlOmKF+0yZOVT1tlpUxomqT0U73TJk+NCgvB5+QojRSgiIpuAtW1ftxc6ccAiOAIBGQhc8Ok87mTGTkcgkF5DpKNcKHoumnM7sezc6cI1yVLlHO2W2oHRlvpEZ6lpSqPFTWwjKbcvFmZbthmvf2AImVFRVLoPhLR93pVf+rlf0pKpK/7C915mQlhAWughI5I5dCmTVMVGBjFxw26qkr6JS9PCfxISEhQZiy7X01trVxn3DhVzsuuHfR4hAB4vcoXiT6cJIE8JJA0E7pGtKJCpXhpbZV5xYhbail4oKqpEeKxdavSWCclAXfeKf3LQx83V5rwuCbsc2HcONEqP/SQ8hljShQ96nD3bkk2zfQQbtVCxtRvxrpdB1ru0YpMlGInWpBjeb23V42hPu6RtEBcn52dkSs5kOycd55s+pwb+lpJSpJrdXWJTLrhBjmoUe5Q9jHAiYTHrpl183m1lxqj+ZdzORgUGWCPvLY/SzjEUuXGrY+ZnodBCoGAyB09eMcp/YduMmat3rw8FVSkp+lxum9GhlxLjybngYwRqMuWyTWWLwduuUXmHV1+mB8QkPlsl52xVHCwV7FhSioekJj8mP7Q4VKdjBQYDd0Ig5uAY0ZwpqWINgdOIKCykCcny3X5w1xTjY2yuOyliOj4zlMsEwvTv8EeqURwc2M6jc5ORWD0z9j/pqmDp1dGwXKz4v11jaBeXN6JALvB61U+bkB4YRqN1vTZZ6Vslv1U7WSm2b1b2j1litqIeK36etlk3n1XBIo9ka1OoD0eGbPERPEB0zdbt2fXo/10DUFKijI19hecI9Sseb1Clmi215+BPoa1tc6JiHt6QjU2gIoMpKk7Us49IjFRTDuNjVbf1NNOk2jf7m7ZpCZOVH4zJATJySL0TzpJmWjWrZOxamqSZ2N0MUmBDq6VjAxJmr1+vTrt6/5yLS1qnVPzwbYXFUmaoMJCyaW4caMKLmJeP/rAsS3UWnNz8vlkQ7rySnUAYvAL1ywTZPv9suExf5muaU4KdOPpDw7Ev7ZZydxReAPZaA0hc0RurroWN8ZIPmFse2Oj0v4TTibGefMk2CY311o1R9eY8v9nnhGC+/nPC5GguZfJd+3Xp2bVrVC702E8O1u0UuPHq/RMNP9HepZwiKQp1GHvY6bn4UGAbaqstGrZ7NrAhgblRmE3gTpZOdzGVvfdBGQN6ZYN5pe76CIJSDn8cKXhDCc7Y7Ve2fdaBj/p7i2BgBDfaPP1DTdibl5XVxdadOkM4C9/+QuuueYavPzyy3Fr2L4K+yJobVVVACoq5HdTk/wdDezmJEBpEijAmaCSGwg3lbo6WfgsBJ6fH2rqc0IwKGYDPYjC6TPhvkszl8ej0nFUVQkh4mLz+63BGnr9v3D3AER460lGwwnTgWYOnztXTAM//amYjXNyZOOwn9D5rExuunOnaHDsn+HYUXPY1AT85S9WDSg3LSdy4fGoiC2CpauoVYgWuqmQPlqJicrvxG627+iQudvUJBquBQtE8xVLqbFZs4BHH5UNIJqce4D0+fz5kqbkvfekvW1tItSZmFevxMD2T50qm++sWfJzxx0qHZCeDkPvX/3Ao+cF3LlTNqSWFmUeZ1/39KhKBRUV0qYdO6wHuC1b5Dv5+fI6teqAdTMiGOjAw1xDg7SfaYKmTlVRlswDqUcV5uXJcy5bJmberCzg7I9/hjc2pGJy1+a++9zguRUeBPEWjnKdI16v9Ld9Yww33jSt0TT4yScSdBWprN5JJ0mAAtcJSw6SwJKIfPKJEOMlS6RPacXg/fTrr1kTueqMmybs44+FLDFtT1ubmCjr6iKbS8MhGod/ex+ToOgBI7SIlJWFkiL9QNrWFpqjUZdhdjeKcGOblSXravZsSd7tRkh14nr99TIn99vPWXbGWsHBvtcy4CMtTZneAXmGkRwIoSNmQrdgwQJcdtllff//5je/wdlnn41ly5bhi1/8Il588cW4NnBfAk2QhYUi+Jublb8CyRc3idtuE9NLJIdQZiGnwKc2i9ehRiE93VpCqqJCNhSSOfqz0NcGCE+YWHCe6utY+oDPTpLGe+kmWmojUlKsG3Burqoh64bMTOUjUV8vmwZ9k5yEYjQ1Id20pnRcP+ssGbMVK0Tb4BRFylqswaBynnYqe8YTMceCaQ9006ObOZymx+5uGWP64OifTU1V94kEakCCQelLj0dMz+npQqImT5Z509srh4OqKhlbRtm2tMj31q1zjmZm+9rbhRRyE/P5pD9/+Uu5Dwmp7ghPJCVJKp1Vq2TDYs4zOsNzjvr9Mvf37BGhnpQkY5WTI23auFElN3bytSO4rlgyj5/jd/x+aQcTZnOTpGaNpmWCPq7U5HFN0hwESH8VFYW2STfDtrXJM9TXKxJH05neb7xGd7eM4+bNQOn21/Hp/zz4afvNfdd+DzNQkNmNx0uv6yNP9r7Xo0b33z90Y7RrgdrbpZ07digCW1Ii84gpiexl9Zw2Wh6YmMjX7otVUKDWbKRgByC6CFEnTRgTvOvjwtxyO3fK+3btVLyh97Hu/0ZzJ3MuupGiefMkW8KPfiTXGDPGmVTZrRyR/P1ycsQn+ktfii64b9o0+T8WORxOq+pEOBmcw0wPs2dL+bTRQOaAfhC6t99+G6cwfwaE0H33u99FU1MTzjzzTPzyl7+MawP3FegbPwuSb9miSnIB1mSTVVXAjTdatRtOoJBJTg5vTiopUYW4qcHjJs826OWYCLdNLSFBqeijdbin9snvVznB+Loerca/qf0jqWBZGtY8dCJCX/4ycPTRsog//FA2jvZ2Eb7XXy/+hm59SEFNDSY301hTBfj9ysTGPmSqA27k3MT1tB38LJ3e6V+Wn2/Nx6d/zg4SbaZIoPaMObMAlSojmmhh9isgbS0ttQr6rCwRmjz5UqhzTlKr1N4uY7J0qXznwguFoLN9FRXSrro68fP52tfEXPrkk7K5MJCC2qDERLlfVhbwhS9Iwl5qWfX6wuxjRtB6vXKgqKoK3Wj37JH265pQNyQliTaBEav2vmL/2l0FnDTadDNgxG1DQ6gWAQjVrKakKGLKTPv0PeRGxvVDQsl8foxWbt3RhE92pOKAC461XHvZBR/ji0XvoWhCMsaMsfrHMe1LYqLS4oTbGEmoSktlnD/9VK3/1FS5Vk6OtHn//VWN2RdfdN9oCwvlc6WlVm0rzan2Netmwpw7N/ogNSdNGMdHXyPM3ZmQIO3661/dzaVEJHNvJLCPy8pUxC+DllgdBHAmRatXS8Lm3/5WyGBNjWiSndwo7FaOSGQ5FqIUa8oWt9RfbiZlnXA2Nsp1br89tmC74UbMTa2rq8P4zzK7VlRUYOvWrfjTn/6E7OxsXHDBBTj33HPj3si9HfaknQUFMvFratQpSk/NwY2cG3s4h1C7YyvL+vAarGvH6D/7KZ3g/9RuRBIozHZOjQRBbY4TuLEwYEKHndAQ3GCTkyUXUmOjENPp05Vpi2aoYFAqTlx9tWgduEH6fEIc1q6VFBA//7k4hW/YIBtLXZ2QJpb3oZaTY5KUJBuWPVXA0qXSrzSR8QRcVydCjePL1Am6ViYQUESY5jAKMvZBWppsdHV1kaNbiaysz/KFFcszf+c7UnyePnU9PSoQJhpwc2PlATvhJ3JzlZmRvpuAIgE9PXLPV1+VMQDUIYKO6SRSzN7e2CibW3q6cikoKFDvd3RI/yxZIuNA/77ubudUKoCQbp9PNHpHH63GdP16IRrRmniZ/uPuuxUp10sk6bBrb5jbTydbeuR3T4/0c2en9EFSkvSpPmbUwOnPR/NaY6MK1qGfqn3+JCYE8bvgBTi39zHL61fkr8Cfks9D0r9VwNPkyaq2J6PmWcGks1M0OtFsjM3NygqwZ48i+6xfS43buHEiHzdudA8Mi7Wep1sC2nA1XLmeP/pItMXUJG3ZYi3hRZlHbSnHkWlpdDM3obfHrcxZNGW7dJBcnX66itq0R6A7kSJ7UufKSnXQKiuTZwpXF3bePGuJunAJfsMhljF1S4Rt3ytjDTAZ6YiZ0KWnp6P5M8eeV199FZmZmZg9ezYAIDU1FW1MPW8QFZwiowDZeGtr1YZXViYbIv1hqDljrjanQuCAOoXokZY0XTQ0yIb39a8L+SgtVVo1Eipq6/x+VXg6I0MWdDgNjs+nEpbq5CyS1kc34dnJpZM5KT9fTl96IeiCAlVonpoYmrEaG0WzSTMUnccZidjVJTnv/vhH6W9da6ZrzyiQ29ulj04+Wd5bu1ZK67z6KvDKK9Jm5vFjebCSEhHSbW1Wp369n+iszrxINF0Fg+I3SO3Pp5+qZ3QjDDq4yTCqd9Uq+f6kSSrCLztb+q6uLvy1WH0gP18iBZcuDY2EJNiP9mhknbCQsFJr3NWlzG6pqZ855CdZiQ0POCwx9sknalOaNUsJ5fXr5TXmTbNrjTnf0tOFWEybJpuznl2/uzt6ouv3S/JabsDRaFS41nhYsEekA2oed3fL8/GZGxuVJo+abjsYYFRQoBL6Xn996Jz5Kp7H871nWF57AV/BN5Kex5QiL8alqtQ0bW0yl4uLpQxUVZXyfc3MVBvj3LkyBrW1osEqKFD1gAElA1nWiRUo6CZSUyMykesoUnF0J7mXkiLzsKlJrkUXi3AVFJhQOiVF+dbpkdfNzULKbr5ZjU96uqr2oLdHr/ZCN4fu7tDn0NtDtwQGcY0b1/+oTkDm9IwZ8n27RcFOivS9iRHlSUkyRtXV0hfbt4upPxIBcosMjgVOY2qv0XrNNfJZpz2VWlX7XhkvwjkSEDOhmzFjBu6//36UlZXhgQcewAknnADPZz22fft2FLulKjdwhJvDvZ5Xze+XSdvTo17TT+x23wf7wol0CqHQGjdO2kGhVVWltBncOKnJ2bJFrs02AMp3CFCmBfr6RIJ9k+dr1LY4bYher5CORx4RkxqfIzlZkTndXEliSiJADRtBH6yeHjn9U1vi5mxOBAKi1fvtb5Xfod5eveoAtQ0TJ4oPFUmO24avl+DiJs90I/S5o7ZWT0niBJJYnZRUV4fOPY9HNuemJmdfP70f8vIkQGHePDFTuZ2em5qsZnwSEz39jQ6v1/p6Z6dybCc4VmPGyDx48EGVLsEulHm6f+cd5wOD36/Mo9RQOGnOe3qsG7UbsrJUkme7adQNdv9UVjLg/zSLBoNClpjeQS+dduWV0j7KCj4r3TVyc4VIMaFvTo70X3U1UOTfiZ2YENKuItSgFkVI1DToTGtUUaFM9z6fyKHcXCn3dMIJwNlnA//9r5i6Nm4Mrec7a5aYwnQZSNO3HnlLf8GMjP6l97DfOzlZ+m/jRjH9uWlyrrxSBZTwsKtHznJ8KDsCAXVQS0tTvrAsPq/XMgXkQKgHuNnnXEODMs3X1EhbsrPDH+LDIVpSRO3kxo3yPI2N6qDBcnh+v7x3++1S5WUoCJDTXkaSecYZMp+j0ara98pwhNNNezsSEXOzbrjhBrzyyis45JBDsHHjRixevLjvvX/+85847LDDYrre0qVLMWfOHGRlZWHs2LH42te+ho+ZtvkzBINB3HzzzSgpKUFaWhrmzp2LDz74wPKZ7u5u/OhHP0JhYSEyMjJw+umnY6ctV0ZjYyMWLFiAnJwc5OTkYMGCBWhihtJhgpvDPVMR6Ll6aLajgNYzjUcqhRIuzF33TWDwQ06OaD24aQIimOg/VlCgNgwSLvpEpaQoExMjZ6OFLuzo9+Pmg8c0E42NEkG6e7e85pQpntcmKaJwst9b18Yx6EL/nH49mroSEkQAf/qp1QmeYI4vPVklqysUF6tr2P2tnPqGJkjOATrf2022Tn3FDcfnE+FdUiLX0ecex1c3wesR0fRpojbp1ltFOxrJATozU+YC02uQWOt5CAlGgtLkqBNBHRzHnh7p/7feEmHrFPXH9jE1D4mkPZEs02owotXuO1VU5N7HOnQfyGjInP5MXFPsY2p1eKjKzVUkWo90PPts2dj02qU0M6emqmjdQw+1HiSLx/TiFe8JIWRuPlYiKTGIWshDM5hDb6te3eDyy6WvmpvFv+2664CjjpJI5nXrFCnQTebr1slhqLVVzUM9DQvvw/nu5qvlhnnzRBPHnJMTJwKf+5zIvPfekxRB9fXu/nF//at8b8cOmct6oJLuy8U1wTXCdcmx5P/2+R4MSmDP6tWh1hrKffpAUnaQUMYa1an3STR+beXlqsYuNYz6wZRzc8wY+fxAfPxibb9bsvczzxTNsz6f7Ii2bBgQ2Q9voL6N8UbMhG7evHn46KOP8PTTT+ODDz7Asccea3nvpz/9aUzXe+WVV3DJJZfgzTffxEsvvQS/348vfvGLaNeSDi1btgy/+tWvcN9992Ht2rUoLi7GySefjFZNulx++eV47rnn8Oc//xmvvfYa2tracNppp6FX2+XOOeccvPvuu1i5ciVWrlyJd999FwsWLIi1C+KKcI6eLMCsBwdQq2HPNB7NqdUtzN0p2ofkh6ccr9eaL+hrXwslH7r2hUI4M9O5UoAddj8iphoA3DdEn0984ZqbJW/b4sXSvro6qwaGmkOagfV263m7+EOQSNoFMKCIDh2MnfpAB4U7tQ00KbEQva6dcQLJQXGxIk2tre7aS6e+onaAhbR/8AOlkbCnx9m5U2kxx49XQSZ6Ue6MDOXHFgiE3ygefRQ45BC18emJbPW+ol9jTU0oIbc/JzfKmhqZA7fdFj5AiO2bMUOu292tNHNFRUIiqaHYuNH5lO9WL9cO1jaNVDYJsAY9+XzKx5A5vyZNksNVZqaMxVNPCYnWsXq1kKf162XDZdATNcAsW0btCw+S3215AG+/k4hjetb0XeseXAYPgvg35ofMY7t2ktUNdu2y1qRlANCmTcpHlIeaxERlwmQQhj3YhLKNFR48HumfWNN7BAKiievpkcjF/HxF2lgD2Mkv0uORNr76qgQA6JHLPIzoYAobfpcEjK4CTgc9apba2oTI2TVLdFehPNU1lez7WHKS6oiUx07PX6rXw6VVQy+Hx2TZ4VK6xBteb2gdZM451kB2qgoDRK/hjVSC8667hv65I8ETDEYbyzY0qKurw9ixY/HKK6/g+OOPRzAYRElJCS6//HJcffXVAEQbV1RUhDvvvBOLFi1Cc3MzxowZgyeffBLf+ta3AABVVVWYMGECXnzxRcyfPx8fffQRDjroILz55ps48sgjAQBvvvkmjj76aGzevBnTp0+P2LaWlhbk5OSgubkZ2faY7X4iEJBJ4Gaq2rpVab9oMsjMVJnM+bldu2TjXLmyf+pgXdWfkiKCm/5GXq/4FJ13nmwkjY3A+efLgma0FoWzHj3Y2yuRZUxZYU8A7DTzvF7RDk6ZIs9bWens8M9TPqB8lEpKpP0kOrq/CsGNRC85Rtj/p2M5c4s5CeRw2hen6wHKNOX1ilCmYHQT/IAQqDFj5L0lS8RJ+pVXImt/uBnoh4JDD5VI0blzZe6tWyfES/cnJLkAVGQgTfH0+2GS34wMq5O2k4kCUJnfm5tViSodTCFCklxcbDVzcTPR/cgAlYqFPqBZWcq3KFxbli8X0kktpf4Mq1aJkOahSgcLeLtpRBm8lJUl121oiKw95XwNBqWv9ShmPrebI/zq1cC551pzNDq16fbbxYQIAB88tQmfO3um5TN1GIPJ2Ip2ZPatUZrpAbWpl5Sog1pHh6p0sW2bVYZ1dCgypGvwCb5eUqJKLJHgVFer9DCAXLOwUA4FsTirr18vG21mZigRZ547r1fklF7VhMl3GZBGeRbu8KQHPfDAkpoa6qJBP0BGhHd0yPr76U/lUMI519Eh84z3p4wdN8563dtvF9ngZg7sj8lw/XoxYTY0qKTb+t7EA/L06Soljm6yrq+3rsNYEanNkfbN99+Xvz/3Oev3ot0rI12/okLkUnZ2fJ/bCbHwjn4F5HZ3d2PFihVYs2YN9uzZgwceeADTpk3D3/72N8yYMQNTpkzpV8MB9AVc5H8WLldRUYGamhp88Ytf7PtMSkoKvvCFL+D111/HokWLsH79evh8PstnSkpKcPDBB+P111/H/Pnz8cYbbyAnJ6ePzAHAUUcdhZycHLz++uuOhK67uxvdmurMnlA5HtB9Glhei6r/mhpZLJmZsoDoP6L7azj5PkSC02Kh9mLxYtFOkMilpytfjkceEc0eT7wZGSqnETcd3ddPLy01caI8H81c+smTwlK/37Jlon37yU9CtZTcMPk/f7O009atsuk6EUFdE2onFHZyx2vrDur6+5EiS+3X19NP/OxnwPPPW3267GZFmtyCQZVyprpafJfOOAP4z39C22UHCYF+72BQpSlYvFii3nw+5aPGMeLzV1fL/LIXdE9PF187+hyedx5w6aVC+nUBbA8soLmTWk49uS61IMGgEF3dPE7zJc2J+ljk5aloV/oWUTvDEl1erxwUbr1VzDILF7pvGm7lrgCVi6umJrS/k5IUMeb6ZFSmTurs/nspKcCxx0pQD0vIzZol/RpuI2Y0NZPUct7Y51IgIBvYTy7qhPdzB+JzlZWW63znwPV4peUwtO9S7bIHsPD6VVVq3JKSJJVIVVWoNlMvieZEaDm2JOQpKSpYiK+TAFJLdNVVsW2U4XJI6r56di17TY3yO9Q/q5cadJIfds1dUZE8y44d8ix5edJPevUTBnkA1jnHPmE5KrpY8BDCPrriCjUedtIfLuBD18bZ14GevzRcOTz60UUTfBAtomlzpGTv48bJ/SsrZQzc/ATdEO76gIxRd7cKTovHc8cDMRO6PXv24IQTTsAHH3yA4uJi7N69u8/0+fzzz2PVqlV44IEH+tWYYDCIK664AscddxwOPvhgAEDNZ1KzyOa8UlRUhMrPhFJNTQ2Sk5ORl5cX8hl+v6amBmMdKuuOHTu27zN2LF26FD/72c/69SyxIidHFg4XNkkSSQpPANXVymRHEhVLiHW4xTJ3rkzQ7GzRICUlKXMpTzbXXy/Cu7BQvl9ZaU0DoZ9k8/Lke52dcuKdOFE0BM3Nos7fulVF5/EePT3SFxs2AH/4g7XwOz9DTR//9/tVCD4XMzVO/dU/05REsqH7EuptiRZM3tnZKQLzooukFBW1ohSYhG62SUuzpu/Iz5dIXGqW2CdOfmb0weSGSPJ1+uliejzzTJXKRN+s0tNlHtTWyn0bGlTqEfZLSYmKQuzslE3gxhuB++4TwUYn5V/+Up3gCwqU5tXrlWuMGSN9UFFhJdx6xCejCln+TgeTtDY2qvqOGzeKFrm9XZ6L/kv19So1zZVXhk97sf/+Mg/z8kLXAmvXsg6yPR9cMKhKVTGgg/1LosJ0Ifn50p6FC0M3gEiRgRs2iDZCN/fxt/2gcPobS+DNvMPy/aUFv8Q9iVciH4pk6KZw+pHaxwWQ50tMFPlTWRlKmnTCBIRGF5PsBQJyaL36avFp4+FOfya/X0jrt7/tbHJ2Qzhinp6ufH31taebfzlu9gjyaNa+1ytj29WliH53t5XMAcoEeOSRoWk5xo2TvtUzD+jj6vfLeiork2vo0a9A5NQdgPN+cOaZ1vylet1XHgxTUtS1ow0+iIRo041ESvbOyh9lZbI+Y01HEu76HR3qYGk/qPT3ueOFmAnd4sWL0dTUhHXr1mHmzJlI1sIETzjhBNx55539bsyll16K9957D6+99lrIex7bjAkGgyGv2WH/jNPnw11nyZIluOKKK/r+b2lpwYQJoVFgA4E+gadMUY7k1dWq+DEFHyPLdu0S08RNN6nQ/2hOApEWy5VXih9VcXGo8ONEpQk4JUV8Y3hStJOdlBQRANXVzgvppz9VJrj2diEL1Exu3SpmRUZv2mHf0O3+hPR3YXQuBaDd1Gs3R+qgyYtRatS66OQzFlCrmJ8vz8ZweV0rqvcho+JIBOkMPvMzK1lVlRpz3XFer65BkIBQI8bX3nsP+OAD+fy0aaqAOMmTxyNjsn27Sp/A6gElJUL4aJpif/f2ijCsqhJTLrWbTCwMCEHas0eu2dAghC4rK9SEHQzKvYqLZTOnC4ATAgGZR5WVYspqalJ9zrZxPnV1CXGYNcudGKxZI5tAc7P8pnmc6VRYbSQ7W9agbo5mbjf60PE0zwMYfbCCQZn3f/pT9ATFDpq+w83HL2AN1vSeALRrLx5xBPDaazjy1STMvENFgfI61PgUFqrKJtTa8ndmpsqDyYhckgxq6FNSpG/4PX0dMrCro0Pm9Zw5KiCru1v5wurBV01NwPe/L35f0RxgI+Uu44GooUGZQtvb1ZzJy5O53J+DIQlterp6Tj1al23guj788NAI1IwM0TDt2CGftwf6pKTI2OzeLQcQaoiWLpXPhEvdsXixzG+n/aCiQtblzp3u+UvHjxf5Hi74IFJ6GR1uKbycNF/hiDqg1ujDD7tHvodDuOvrqbicrDSxPnc8EbNC8B//+AduueUWHHbYYSFEqLS0NCSyNFr86Ec/wt///nf85z//QWlpad/rTINi16LV1tb2ae2Ki4vR09ODRpvHrv0zu5lHQENdXV2I9o9ISUlBdna25SeesE/g9HRVtJlarupq8UP55BNVazA/X14fOzZ8yZRw93KK6Prtb2UC2xcotQ3UdPh8KnGmm28QoyEvv9y9Tt+zz0q79ttPhAf9XOi/FU26k4QEIQv60DC3GwW2/qOfxKm5Sk2V9/jb45E+yctTmhSetqdN658aPTXVOTv6vHnA228D994r/kH6PZOTxaSZkGB1BqezL/1oCKd2paSojZSRktRUscwS059wM9U1CElJsqH86ldi/s7NtRYvr65WpimaYqjB0/0qt29XmeU9HiFpiYly75071YmYUYQlJTIvpk2Tz7e1uWeIJ+h7V1WltF96zUrdqbu7W7TNTgSxvFz857ZsEcHOzZcRu6WlEuQxa5aqp5qRIX3S1KSumZ4u84jjwnlEMuwW4BALqL13OpPmB+sRCHqwBidY39i6VUKCk5JCokCLi60m8JoaRciSk+XZ9aoLxcXS35mZIqdYi3bLFon65rrk/KD84AGDpJjz2ueTOdjaGuqQz1rDDCLw+8NHGNKUeOKJch1WwtGjrwsLRTs6a5YK5OH8LS5WOSQj6A5CwIMTAxhYerG3V1kPnGq4OgUWUXNWXCyHfpId+pOyHjfHKT9ftLbvv++uPcvLk/dJzJz2A0DGdedONTZ+v8pfunBhbJUbIiGWmtnR1HyePl32x2jq3drhdv3WVhkzBhzt3Kn25v4+dzwR89bU0tKCsrIyx/d8Ph/80aas/wzBYBCXXnopnn32WaxevRqTJ0+2vD958mQUFxfjpZde6nutp6cHr7zyCo455hgAwOGHH46kpCTLZ6qrq/H+++/3feboo49Gc3Mz3n777b7PvPXWW2hubu77zFDDaQK3tKjQdMLjUXUcW1v7F90UzWKhz5K+QFtaRDBv2SJOz62tKueUvTC5jvx8+czLLzufitzaw1MsfcciYdw4ES5EICCnTp7ouYnThO0E+/sejxRxf/FF8XNbsUJ+/+MfQh5zclTprGjxne+4l/fxesUEu24d8NJL4hg9Z470TVtbaEoBnh5ZFYHmRD0PIKACLez9yE2gq0tpvaht1REMikArKZF7lZXJpk9NIite0O9Nz5fHPgXURqbPa27QgYCYdXfsUMXqJ02ScSWxtPufhYPHow4C1CbYx4kEYevW0JQP5eXAt76looiZB6ykRNV3zMuTcbCnaWlvV8EeiYkyT1hVhQc0aiUPP1zm1UDIHCBr6+CDbRHZwSD+EPg26oLWHeX2g/+IQG9Q1PyfwR4FOn689H96uvK9DARUiaixY62kPzVVnqm2Vj0jiRctDZwPgCL8JBWzZ4fO63Bph5i/buNG4Ljj3CMM9XQTd9+tolPr60PTdFx5pTXi8+9/l2u3t6vNmYFe0YI+lNwOGYVJrXG4Elj2CNTrrpNnpqzjoVQ3r+v3Sk1VWmE37RkPW05yjPtBXZ2U1/P7ZX2yvrffL1rEhQujI1XRpJcBYquZ7fXKQSQ5WdZxTY1oxRoaYo+EdgJ92/X13dwsfdDZqeQX07hwb+7Pc8cTMZtcJ0+ejDfeeAPzHHamt99+O6poUR2XXHIJ/vjHP+Jvf/sbsrKy+jRxOTk5SEtLg8fjweWXX47bb78d06ZNw7Rp03D77bcjPT0d55xzTt9nL7jgAlx55ZUoKChAfn4+rrrqKsyYMQMnfSYxDzzwQJxyyin4wQ9+gIc/cx5YuHAhTjvttJjbHC/YJzCdcfV8c7rPQk+PCILSUucTgFtkUCAgJa9Y69QJLMg+bpwQO57SaE5z8hcIh+pq8b1w8yVwW7x6bVYinOM/s76npopg0cuSUSPADO1A6AK3bxhMIXL00arN7Nc33pA0DBSq27ZFX3Lr5Zcjf4ZpZQ4/XEzSbg77uhmJ/i2sv2n3s3EaMz1ykpqSlJTQRKO8bkWFmLmSkpRWr7Aw9OBB6DWH9XvS3BQIqL7zelWi27o6tdkT1B5GCv4guHb4DHanfn1NBQKhNSvPP1/mlB693dUlhLesTLSVn3wiY2NPctraKtdMT5cNuK5OaeV0f06SOqe2R4rsc3p/yRIpP1VdDZwVeApPBc+2XPcpfAtXlvwJT9zjiXiwYo7Dz6o7orFRnqOwMLQYOyCbGU2IU6aE+lrx+adNU1qplhb5/A03WP0GOa/Xrg2VAYBKMZOQIGu9p0eItt115KKLnJMF19fLnL/kktDAHa9X5efbs0eq53zwgWq/16sift3moe7SwcAwPRF8V5cQxdtvl/GPNiqVVS5o/tODE/ibfqaA3Idy1c0kSc1huP2gpgZ4+mmV75PzuKND+vfQQ6NPUhwNojGj6km/ly2TMW5uljULyL1yc6VNA40y5fpeulTkPmv0ZmXJs+3ZY3Xt2blTvTcQMjkQxEzovvOd7+DOO+/EwQcfjC9/+csAxDdt7dq1uOeee3DdddfFdL0HH3wQADB37lzL64899hi+973vARC/vc7OTlx88cVobGzEkUceiX//+9/IYqgegF//+tdITEzEN7/5TXR2duLEE0/EihUrkKB54f7hD3/AZZdd1hcNe/rpp+O+++6LtQviBvsEpnaKE0TXZgBqU6ytBQ47zHoCsAc7ACLsPv95EUzvv6/8JdLSlMmLWgxA2rJwoeTX2blTNh6SOWpfdD+ycKA/jZsm0W3x6v4y4cAT8Pjxqi5qa6ssovHj5X3WXqUDu1u0ne5gzIhSQL67Zo3q14YG6RMgeoJBbNkC/P73Qggi+XLYBfqsWaEbOQVpS4sQ/EBA2rdnjwjgsWNlvJ1KVen3pfbsvPNUHiwmgO3qEgGtB+W0tanUMHbyqPcnywRxLEmOmEuMc9TjEUGZmqo2g6oq2dgBZTaNFtSMFRUBH35oNTXr2kpqEHkooktCW5t6j6Y2/TC1335W/xi9bNAbb4h2NS9P1g/JgD2wB5D1qDt5R4rsi/T+X5ZtwzHfsVo3AGBcYh3GzyrEE8ucNzgerHp6RPvS3a0CUVJSZB41NsqGmZ8fegBieUL63eq+VlVV1sNpZqb8ZGQIQV6xArjwQiupuuYamYstLaHzhr6yu3bJa7qvL02FO3cKYUpKcvfDevllOTDp68Cpf3Nz1aZNOUi3EPr3ESR8gCJ9TDLMoKLsbCHfc+ZYx0Bf7051W/ff3+rPRp+8zk5V85dRsdQQzZgh1960ydl3sL09NI2MDhJ1j0eVBSTy8pQ/28qV8auFGm2t1sZGsaDQbYQad87bQEARzoGmTKmoUPOP6zkYVEF4PMAAsnZmzJD5N1w1YGPOQ+fz+XD66adj1apVyMvLQ2NjIwoLC1FfX49TTjkFL7zwArzDQU2HAPHOQ2fPddPSIpoLPSIKkMXLCevziSB78klraDqDHaipYuUACpaSElkIPIHTfAGojWvGDPHnWrNGoijXrVPtBJTPhpNvG6+hb5glJfLas8+Gaujc8vwEg2Li1X0SnEAN05o1ymRZUSEbOUkq/R0I5jmjmtwuMLj55OSo1BSMKk5MlH6NhVwQJE2ZmcpX6YAD3HOK6RsLTSlO+ciAUBLf1KRII6DMmQS1cRRMTB78/PPiZ7Jhg3znZz8LzSvGfvr0UyVIOcfsgSccI1Y7YdqU/Hy5PsHx4PvUZJWVyYbKiFggfA4w3q+gQHwRr7hCkl/r7gP6/KQW7+9/F23N2rUS/QqIIGd/EzRpjx8vzxNuTq9frw4XekQ228jErNnZcjBbvFg2KCeNUkaGxC/8+9/ynZISZVKrrwfyMn14M/nzyPnoLUtbHv7WanQfc0KfptlNJK9fD5x6qsgGPQCBm5jHI23IzFRBPboWJiFB/i4rs96DOdRI6CdNkverq5U2GRCTq30DpNm7qUmZtlhuyusVspOaChx4oPVZOjrkOWpr5VBWUKBe1w+u7e3W8aP8bGhQhI1awJYW+V5RkQoWYh5CjjnJnO4nGAiIHElLC80koB/OGhtF00QNL+cNo7U5zgzo6e1V7izM0ZmYKP2flKSI40MPSfu4L9jHLStL2keSqMtf+rX29IivpFNieLoYsB/7k+vOCfpe5qTxe+ABVbKts1ORWra/p0f5QpeVST/E4me+fLn4krPsJccjN1fNdx40yspkvjDqtalJ9uUvfSn25w6HWHhHvxILB4NBPPXUU/jnP/+J3bt3o7CwEKeddhrOPvvsvZbMAYOTWFifwMyhpUeSMfJPjz67+24hMICVGGVnKxMp00lwM0lKkpNVQ4M1WSej7gARWiSK//qXlOxJTZXTNDc4Ek0nvyxAqf8Z3TV1qpzgnBaV2+Klto2bqBumTZMcYxs2yKbEwA0Si9RU6RMmx6Q6/IADhLysXCmaEtZeJAllqoFPP1UCM5y/YDiwz9hHiYmqCkZBgTUBpT0KmWlhdKGdnGxNXjl3rmzKb70l9/nDH+Q7FNIdHeo52B46vXPDzssTf0EK5j/+UQhRZqYqlaWjtlbm6YQJco3aWmvgBZGUJO5awaCVlOk58XTfL2r1mHuRkZLNzSoFSLj5wGzuixaJo/zatcoUQ9Cnkpvz7NlCqBhpzLYEg9I+3WTW0yPzZ/Zs96Skq1cD3/2urBmuQac5wcAb+uc5keeaGuuBBFBRz0VFwLdrfo0rd11h/cDixYBLpgGnTTcQkGs1NqqDI0EzYV6eROL+8pfO6S2WLg1N3NvSIgcs+kmOG6eif/Ua1ZmZ0hZ7ItbycjHzt7XJZpqbq6LmW1tlXtF3trVVEUX6/FGz3Nxs1TrSH+6PfxQZEAgIYd60SY07DyLFxdJXXV2y3goK5Lo8ZCQkSN/Z75GYKCT4V7+S79TXy+/KSqv2LRBQh/DiYhW0Aaj1npUlbWIwTl6e9fuRkk+H0+wCVvnr8wmR0Q/sGRnWJPb6XKquFi3r/PnRzbVoqUG4NufkyJxLSJD+svtGM6CO5HrsWFFURNIWrl4dmoOVskbXAOrpn9LSRHsKhBLceGLQCd2+isEgdICawJs3i9Dz+2Wzyc9XhIuh4ocdJpsVJ7GeCX3HDpWEkiYzHdSi6ZsiT78UmLz+hg1yXUAlEnXLdWa/B+H1qgCCcFnunRbvySerGo9u99lvPyEw5eXij0PCpGsYEhKEeDQ2SpQmc083NEj/BgKiHamstGoZdM1WrOZVNzAakb5jGRmKHABWjSUgRIwnUKaw2X9/JeBnzhQhxBO+0yaRmirvMfKXwomENzFRtYHm5XffVaXJeB19ure1SdtKS1UOOXtmf0Dez8pSGoGzzpKNu6VFCUYdjKLzeOTzycmycTc2iuMzx8LN5J+fD3zjG2JSa22VNcQDDsEktnQ5oF8Vfbv0uqmAKlVFLeP48eFTZgQC4sR+112hZE4/9LB/eJAYM0YRomBQ5l5dXej3g0HgUGzAOzjM8l73uDKk/O/DPnWKfUPVNUF2QnbTTeE1dCT8uo+ZXnXDSdOuV4mgKZA+UGwfK8k0Njpn7neSDePGCVEsLJT+am2VtaunzdFTFZHo8H++d++9ytfuRz9SEbV22VFcLGM0ebKKOKUvaTAor/PgxO/wefS16aR947pkPsOaGkVQ3AjDX/8q7+vuGNEkn3YjV+zjjRtVcENqqrSPPrKJiaLx1GVAOAITTWLgSHBrMyu4ZGTIuOvaOb0kGzWa48erw7z90MB7lJfLfODBlBYyVhPi/1y3jOAPBGT+UhEzkEpN4WAI3SBhsAgdIJNj/XrgiSdES0aNBLVNFPpPPGGdlJzgOTki6Kgd8/nCl4Wi7wXJn10DuHChCOp33lGpGHTTmh321xMTZTHpZgO3kihOi3fDBklM6/PJCdip3mIwKH3S2SnCUtf4cMNg2orcXEl6+/zz1soBRUVCou0b6kcfKRKkPyPfjxUej1WDQUFXUCBJlgFriaL2djHrUMBTW0kTSEeH9CkTn+qmOpqJGegCKEfp3FxlNujokHljN8+kp8vpl+Q/IcEq0NvbZa5lZgoJ1jfx5mYhIl6vEAFdmPt8Mlfb2qybO2At5ZWSAhx0kPxfUyNEq6BABUg4+aQlJ0u/0eQyebJKVkyBzIoM06erPv3gA3neyZOFgJBAUxNNk18gIH0XLs2I/WCmz1m7+ZbzISND/qfTOaPcnQ4yWZ42fBqciiLUWl7/fM57OOWnM3DKKbJ2dL9PO8kfN85q0k1IkGcuKLDWXCXhLyqS8XLTxPC5nTTtLI9WUiLXpmwisUpLEy17Z6c7OXDyJz31VEUgeejhJktNmQ7dJErtzfHHixXiiCOEzND/jbIWUHMpM1PS1IwdayXINJM7mQYXLVKBGfn5odq3oiIZZ5qkeWgjQaH8oj9wQoLI4ccfdx+H/sLvl2CNjz8WAss0PZ98ovzoOFaU824Exi3XaTxKYunWg6QkIWDUTuryg/B41KHT3l77WtV9xJnQndfjoYAHHLor8YDX3a3M3IPhOxf30l9OEa1u8Hg8eDmakD4DCyiEN24Uoa77ooUjEgwuYPoJOhE7ZbDWv88AAEZ16j56P/+5nAzpeM/UDeGQkKBKlAFq8fPkmpcnQtCpJAqjO3XopWfGj1calNpataB4r7Y29SxAqN8Sa49edZVVA8MoR57OSbjoE+HUb/3V1unkBVCBLx0dysFej/q1R/tyfPiMKSki4NPTJbpQd/4uLBQTXlubvE8fSmoWmLmeJcSyssRnUk/ouWePVTtYU6PKhTU2SqqM5mZrdBsgY1JWJqkgWMKKp+v16xWJZVk7aoT0w0d2ttybWuqmJmn3/vtLu5w0p36/mmvUQOqVChjkwKoWGRmqNjL9onJzFWGkvyUrdeTmyqYejszpG1kwKJs4oQcHsG1dXTJ2NNn5fKrmsR2/xuW4PHiP5bUlWffhN72XoLsN+OjX4v/DkmR+v7QjOVlID31q6UDPIAHmk8zJEcKiJ2FOT1dkKVxOLXu0Lx3jZ8yQwwWDq0iide0XiaNbIlYn2aCXSmTpQX1N29coyTlLJjJS+c9/lnVCIsg5Ra0MxygzUyVw18nlgw8qDZweDEDNHNcTg910cx0joHWNnD4/+Dy6/2tiohxQ4o2NG2WcSkqsh05WqfD7Fen2et0jWBlYFE1i4Fi1WDoBa25W65wyxGnNMGiHGkdmXGhuth5edYJGws95wOtwPtEiwfREPT39CwAZLERF6AKBACJVZSCMwi926JtBc3OoMGJCz9bW0AXByCC9JigQmXTo6mOdNCQkiHBjBNNPfgL8+MfhKyR4vSqRMLVmLLBt9y3ZuNGaxsRNtW6PgqXWiL5Nuo8h+0IPJLGjt9dqdqR/FBdxdbVs8llZqpak/ry6T4UT2He6rxrbyBO2/fPsF26W+vNGSk1AMmL3cWOqGbbV5xNBzGoH06ZJzdBNm8SUfvfd8sNgCl6LwpwCjtqHzk4R5suWyediiW6LJt0KIPdpapI5lZur7k+tJPtEf272PYVsR0doLUzdnBYMqvqnDNLgfNI/EwxKn/3iF+HNrPaNzOezHjoAqxacr599NvDKK8rJWyc+AHAy/o1/w6qSWYMv4ES8DLQnIBiU5ywtFdlBH6ApU5SmlwcFv1/mOYk5Ax4aG5VPGAnWZ/nc+yILI+XU0qN99bW8Zo0KsKK5MzlZ+onKhlgTsZJA/vSn4h7AZwHUGnHS6AMy7zIzpR/+859QeQsocxs1tePGiY/qD36g6qiy9N1Xvwqce66QZ5306algnA5nlEWMnuU1ud5IUPT5EwhIHeL9948veXBLIZWVJYezqipZT7W18prbGo8lMXA4PzMndwF70BCJJte7HVzLzH9J035tLfDrX6u1ytxxXJPUHtM9huuQsjw7W+QkXXTc/MOHC1ERujVr1gxyM/Zd6JuBnnVbJ2ddXXJSKyoKXRAM9ddrgjol5SUh4D0BJcAJnt7HjpX7LF8O/O53VqFD6FqQQEA5EHd0yKRn2gY9nxeTXZaXS/sj1ZXVQ9g7O1XNWG64NFmxHeFMzHboJ3EKhspKlXXdTt64SbgRZd2RPidHovSeflrGRA/UIGjCnjJFbZb680ZKTdDUpJKs6mASXiYc5mbJ0+ynn8oPE52mpKicXizjk5WlhDnNt8xwf8ghVmHutIkDoo2zv8as/Zs3W9Ot1NTIxgoozUgwqMacZaXs1SL0k7M+9gzUGDtW5uX27fJ8PHn7/aLpoI8p05Rwc6D2iNd96KHQVBM6nDYyznuOHf0mdS2r1wu88IL4/X30kUqYCgBjUItaFIXcawK2YycmfDaJlBl961arD2NFhcwt9hHXCCsKUCtJPylqMhkBvm2bCliINqeW12vVYm3YIPPjllvkGelDxgoUgPKxjIY06pg3T8bl9NNVpPTOnVbTKeeG7htHrVtSksgf+zrXD8ScM/X1cqjVI1ppdly3TsZ91izVT3aCxEOYThic7smADqdIesqrmhrRAL79dvxIRLj8b1lZygf5uuskP6dbgEM0iYEjlcSy7wlO/oosgVlVpdJI6eAYUXPb1aVKAdbXW9eqHs3OOULZrOcdpC8oIPctKJAgoXByYTgQFaEzGDxwM8jPV5GAgFrAFMh+vyyG9PTQBWGvCaqbC/WTB6+pR+/o12cEHZNK/vznqmqD3Vlcr41JQZmbK0KbpZd0B2hdrf3cc0LonFI16EWY9aSVTH/BDZmbbkaGyvXEduhRvE5+f/omB6iFyx876Odih651o7n7858X5/+yMomy/OQT6TMSBZ04pKbKiZsCxZ6kkydBjkFmpmx+HR0qaEAXwvQx48bNZ+P1WYicfcioxvR0NU90DQ6JHfPv/epXwDnnhDeXO5H0MWPkvbo6a3Refb0iEGyf7oDMNtGvqbk5VHOqj5H+Wn29fD4tTe7f1CT9w3Jj9OGiVpcaUZqYm5rk/VmzIketOW1kunaQz8T1yOdKSRHidOedSksZDATwHM7AV/F3yz3OwLN4HmdYXktPV3Vx2U9Eb69cm2ZN3ZTH9UHyn5go676xUUWws70PPBC9Nsht7Onsz8PfQEijjsMPF7Pue+9ZtY78zWcmAaNfcWur9Nunn0a+R0KCIr3UcurzNRCQtaHLLTtBovy1yxZ79Hw4CwB9u7q7xe9z/fr4kYlo879dfHH4MdKfm3sKTfdAZE2sk/9dU5M6vLa1WWXT9OlC4mtrVbSx7sYBqHnQ1KSq7+hrldYQyliOAdeFfh3KjpFkYrVjQISurq4OnXbPcQATmZnVICK4GdChGwhVVwNKCGZkOC8I1gRdvlyEyocfKhMH00+kpKi6oKwnSBV/WpoI9awseU9PKknHY53A6HnDqDlKTZVrc+Ey4kwXVF6vOEtff31kXws9aSXTCtCnSY+8LC5WUZD6vXTNhL3ou34SCydIOR7cFAClGUtNVUXsWUGhtVXSOFA71tJiFRK8XlqaaC7mzbNqs3S/nJ4eGW+agHfvlu/m5IiP2ksvWYWwXjSa2hZdAOvt14uEOxUPpxAOBuX/Qw4JJXN2OAnkhgZlFistlTlGn8bkZPHh+8tfpJ/YZ3bC3dsrwjs7W/rKaXyc4PerclxMO8F8UgyK0bWXFOBer3wvNzc6ouGm4aDZmhpf+kvRrMo0QhShC/AEnsB5lms/hu/hAjyKINRDMq3GtGky7+lUr/uRcl4zHQnXL02SHGtApfgYM0aR3Y4OpUkjCQsHp7Hv6pJ129sr2kLmdRwIadShWydYecOJ8HPtB4PSH3l5SitPM6eb5p0HRD1JNsF+t/sIv/iiIkhMJeUEJ8uHDt2Hi/eipeCttyITumhTh+j9OJCKD4ceKmPslgKmpcVdE+vmf6cHhemHTYIVWTiXGAjH5+J3s7JU2hOuVfoG66UT9fZ0d8v3Z84Uc7vdJ3gkol+E7tZbb8VvfvMb1LMytQ29/cm+uo9CD2oArCdLgpsMgwTcTBNer4TiL1woxO7nP5dJOXasdYEWFckirawUQZSUZN3A9ezvHo/Vn4rQT5xZWfK57m5lyrETOR0s9Gw/DfJZdV8L+uasX68coe1JTHXTm35PXaVuF5xsu12YcoPn57nY7Umem5uVXxrNlC0topErKZHvsVQMx4/tS04Gbr5ZxvGUU0JNzosXy7iUlwP33Sfjk5mphFN7u4wvkylTCPMe3NSdamFynuiaGo41HfLb29V8qa2V52MKGzc4CWSe7vW/mW6itFTa/X//J9/PzRWBrUMfm2OPFRPbcceJhoL+Zk5jaG9XICBjk5uryk7x1M95oPs/ct5cckl0RMNNw5GVJT5bFRXWqGu+X1Ulbd8Pn+JT7G+5ZhdSMN5TjYZgnuX1vDzx2XruOXkWveaproHX/WGLi5X2OS1NJR8nSeA6B6QPGO3a2ysRhU88EV4j4bYZ6+uypkZ8v/RKEvzJy3O+bjTQyzO9+mrourabOCdMkM35xhvVa7rbhd2tJDtb+or9qstmXeYw4e/HH4uVZPFiiejm2FOu6Cl3SHhKS1XEK9vB++uf5fwJBuXwridLtiPW1CFugS2xaKPWrLHWXWbbOjrk4FFc7E4M3fzv9EOW7i5AcJ7v2aP8M3mw5U9WlgQ0zZsn/0+fLqbyjg6lieP+yr7PzhZlxsKF1vJ00ZLk4ULMTXn00Udxxx134LLLLkMwGMS1116LJUuWoLS0FNOmTcMjjzwyGO3ca8HNoK1NbSS68KAAobbtuONkQoXTKpHYPfmk5JVrb7cWg374YXHyzstT6RECAZngu3YpzRPV0qya4LZxVleLQGpokKS9mZnu7eMi6+iIrggzn2fOHPFZyM9XTrqBgPgWMt+VHRTmTr5vduFNUEDQr4pazfR0IQLMdaSnQujsVGWOWI6Ixe7T0hTpmzxZxjonR9JfLFwoJIAJcTMz5f8f/lAE6ssvS/snTJDnzs2VMcvPl755+mng/vtlTNvbhWRSONkTbgJWMsG5RtDZl+bnykrZjJh0eelSa/FzO5wEsl7KjukxqEkhca+qkvvt3u18XeLpp2XDuP12a8mnaNHbK32anS3jqEeD+/1Ka5SUJM9QVOQe0WoHNRx6IW/O8ZYWGW9uSsnJMr+DQSAx2IN3MSuEzB2L15CGrj4yl5oqbbrmGiHYv/qVzCPmjtM3QPqQUQPGdZGeLn3GgID2dumDvDyl9WhpEVKvFx/nnFy0KLaxBxQ50X332JbsbJnPPp/VhSQQkMPbqlXyO5L2HJCNetUqkXl0I3HDxo3WvHs9PYoYpaTID11FEhJk7HTXFLvrhh7wRblVXi5adhJXHgh1iwHvY3dfsEeN6sSUiZODQVVG8K67Qp+R2lIn2RJuHOfNE6vIs89Kmppnn5X/ndJM2ceIpJ7a2PR0RXQpj4qL5XDuBDf/O1oPeC07IdYTYnONsW8pA6dNU8/g9QrZ7upSbjD8Ht0CMjPl8PH222pOsV9POUUOt9/7nvwOJxOHAzETuvvvv7+PxAHAGWecgVtvvRWbN29GVlYW9oTzeDQIATcDRisGAtYyMgRPc08/Hf1ECrdAeSKbOVM27e3bZVFNmiTOr5mZVgf05mZ30xYdhBMSxIwYDei47gQ3Xwu9ze3t4oPDayQlhaYG0dvnBAoBHU7JYLkp0aTF8dEFAT/LmrxOflnMIF9QIFqmxkbRaJD00eTc2iom6c2brZtkS4uYv7dskc+sWyeahsWL1Rj/+teiFdIrhTBqj5uOz6dIu95HXV3iM/b1r6v2TJkic8JpQ9AF+xtvyDPrAlnfzJg0eMcO0WIyLxqDHSJFELe2SuUAQMzSLCWlaz/dvqujpkb5zehEnwSGKSUYsWh/TjeSYZ+bJE0zZshhiNoDzqOrA0vRgxTMwnt917gZN8GDIF7HsZZrBwJSA3TpUkXYr7lGHZyotaHWlfOa9Serq2Uzfe45Kek2bpwi87W1MqeY/45au0BApXvgnLzjDudn1zdjklj6K7L/dY0wYV/nA90wP/xQyKlbfVJA+ompitgHdD3RzXYJCXItki+9X3Wwv9LS5HkCAdGq06+Pvm8kazyI6P60gBovluXT2+skv5KSRH4sWWIldXZtqZNscRvHaOA2RsuXK1KfnS0kaupUWadTp4ocqasT8u8E3W1Bh24povzVlQ/MP1laqvwVqWlj9DcDdAgeYtLS1KGfrkNTpsgBurpaVY7hc/eHJA81Yja5/u9//8NRRx0Flvjq+UzHnZaWhiuvvBI33HADfvrTn8a3lXs55s2TBcGgBkbEMRVIS4v8z7JU9uCBcOpwu9O6/b6BgJCHrVvl76oqEfx6MejOTvf6rbqwyclxLhXlhGBQ7tXcLM+UkqJKPYWLetNNsOeeK99nRBNg9SPToQtvquXZdt2XhQSIvk7c9HXSwegrXciwP2gKpM+U3k/8HAnW2LHuJmeOBzc7ak/0E6/fL0L0hz+UecCEo/vtJ9nvP/lEOfumpYmwbWlRGonOTmu5te5uIcnvviufoUZS3xDo3xgIWH39AJVqhG3u6bH6DZJ8dXaKBrCoSG384SKU6Uzf1qbM0c3Nqg/Cpamwg2TLTWNrn9OxmK6cUncEAkKQ09Kkf49OeBv/7T7S8r2PcAAOwbvoQYolZQm1BxkZQiZ/8hO12c+bBzz2mKp5yjnMuaunvvD7ZS5ceqnSGhUUyKZWWSn9yiLkPAgwQIpjFy7lBJ/z44/V+qM2ko78bIfe3/o6d0tIG62co5YwL0/GOJLXD8ebibmpraM2+eCD5Zk3bVLuCLrfMMEDyyefWKsWlJYqP2RGO+vmfT3qmuPMNkSSn7Qa0Bf29tslCjcxcWCpQyLN9XBj9P778jfr53Le6v3U1OQe4RouMCMrS8gTSW91tcpzeMABUi0oL09IpF63lxkBqqut92U0+fTp0n/24A36nvI7bi4F8civF2/ETOgSP9sZPR4PsrOzsVPLnllYWIhd9uKDBlFBD2pgcWBG57CuH4MA4jWRVq9WkaZjxqgFummTUj/rEaYUZNQ26Juf3y8L4K23or+/xyObSVub2oS8XmlLOCdcfo6+Lbp/g31T5gkvJ0fuU1WlNFiMlmWQCKDMcCRdvMbYsSqpsd3/jA7gJH70d9Pbops46S/pZjakiYF+I4w61tMa8Pnoq8d5sGaN9B03aEA+39Ul9509W4jfqlXKVyYQUJUlmJeMhG/7dmt/paUJ4fv+90MrVDQ0yCEgOVnV0CWoYaaGqrtbaXWzs1X/uc0Tmr83bpQ25uSoKh9uZM6+oXH+0ldPnzdsY1qabA51dbIW77orNpJhP0CtWiUEaVpRC17ZWopsf6vl8wfgI3yMAyzt1dudluacrggQk/BTT8lYtLYqs55O5uhI390trgler8pRp6d/YGoIapkZIEWESznR2Cj3p8aNmieangmWMysokM/S2R4Y+IZJLWFGRmQyp4PRxlzz6emy1n/xC3l/4UJZXzk56hl10CpAEzajdj2e0NRDDLAoLlaBOTysHHywaO2p6dT9O3XwPUBp/5uaRHt7xBGibdWJlR1u4xiJUDNYy22Mtm1TlgknuRYpwjVSYEZhoQTPMKq7okLq4v71r3K4Yy30ceNUjV/AOTG2rg3UrRRubY1Xfr2hQMw0YNq0adjxWfrqOXPm4Le//S18Ph96e3uxfPlyTJo0Kd5t3GdA37e1a4F//EM0Z3l5onGxV/ywT6RYwVNHS4vco6dHaWzGjxcBV1wspyC7aUr3T9B9ECi86ccTCU4O+/a/7W3WTXwkPbqfid2h2OuVBZ6RoU6MXV3Kj4fFp/XTtR7w4fGIZpQls2g+SU4Wc0JxsWpDIKAKquuJbpkihCfG9nbnWqYE2zdlimwmHR1K86f3jdcr7WxrE6KzfLloLalhYyFyjk0gIBquK69UpvhHH5VNPTtbfpNw6TnUtm4VMrBtmxC2PXuczcVlZdKuykppN83OBPuEpimaR+hv6AY+CzPEk5jX1oY/yLiZqwjOH2owp06VU35BgbT9t78duOmqsCCIX7RdhA1bc5ANReYuxG/hQbCPzOltYrvpd8QIeCcyddJJYmqfPl3NWR42qCHjYYLXZQ44QKV/KCmR5xs7VgUv6HDbkKmpZV1g5ppkMBGhp9ZhoXmWStI3TED5g/KQFY2c4ybN6P1okJOjUtew36dOtRL13FxVzUXPEZqSYk2xk5mpIsVJ8niYpNaTh0VA5M748eKi8txz0hc5ObLuSS7tCcmdTL6UO3fdJSbQ224TgqcfpnSQkH76aaj/W7i57uQCordr7Fhpi9NapjZ2+vTwuQbd3BZmzpT+OekkIUxJSfK8mzbJ3pWRoQ4QlZXKL9ztvtQGMkl5pLZGk1/PbX0ONWLW0J166qn473//i/POOw9LlizB/PnzkZubi8TERLS1teHRRx8djHbuU+ApnxNkIIka3bBhg5AAVhHg6ZxZ4vPz5TT94IPy+QULRAjo5k2CG256OnDkkSIUGQAdbkPlM1ColJbKAq2qCj2R280BgGzsJAl6dKp+35QUdQrjiba9XZ2iASEzEyeKMGAfMNFzaak68el5xXw+EfC1tVaTLQULSV5np3K05ak8L0/I4M6dIjTtxJamqMWLRYNaXe2cW49j0d0tQnz5clXQXZ8z3FBaWiTn2bx5ao6tXy/Xp6DWTdf6BkQSz42pq0v6iFqHxETpR0bs1dcrDSifsacntKRapPnB9qenK39J3f/IrTJIONg1yxznzEx5jUEBTCDa71P5P/6Bw7/yFehvr/R+CWcm/QP+gBdwSTALKL+g7GxFEty0G/PmiaP/ggXyPeZ9c/Ilo8m7tlael2tj7FiZO8zn6DYn7RsyyVh2tnOSV6KwUJnwWUO2u1vmX22tisLdscO5nmykDfPQQ4WIvvKK+2fsyM6WcWSh+Z4eIRRz5lg1VlOmyDpoapI+SkhQWuvGRnmPc2fHDuVGwnuwKkq4clGrVikH/vp6VfpQJ6f29cIDEaDKkzlpyomWFiXjbr1V1TU+88zIGii7C4gdTF2VkjKw1CduFUd0bbpdm0uTOIMmqqrED87tvtGmaQFkfjJfIQ/adsRa6WQwETOhu1GL9543bx5ef/11/OlPf4LX68WXv/xlnHDCCXFt4L6McBm8gYFNpPJyZbLUy0zRzDZhggiehgYx0d13n2RlZ9SirpViZNEBB8jmduut8llujPZNm0JDDy7Qg0Hsm6VbjiumP6GmSo8Q5n1KSlQb3GqQMl/cxImivaqvl+CCCROsm6KevoXO1SRaSUliKm5uVikfqP0JBKw55C66SIRUJIHCE+uPf6wqKQAqwpZtI6ml0LVrSDnGfr/4uugkRD99traqtAP2MWOUNR3HAwG5H+eBnr7Frm2lpomRwNRsRFvZo7hYEVXddK3fRye6kUii/f28PLXxkbyUlKjKGU4Ie5iqqpLdxoZSbxXqk8cJcfaofqa/JgkMc8LxWerrRXtaWysbjFOqhLFjrT5Lbhsn71lVpczY48ap3IrJybFtyNRckQjygGY3F9bXqzqYJHILFkibx42T+1BjYpdHTK8UTs55veKruGaN1VrgBj57S4silzNnyrpw85kKBFRABVP88D70y/J4VK47/cCYmRm+XBRlPctT6VV27NVR+Jvrx+tVZfuoKd+6Ve5H8zpJHiAHBd0X2+7/ZofdBcRtL8rKkiCNZ5/tf+oTPo/bIcnJ/GknzR0dcu9w942UpgWwppSi1lN3fQLCH3aGAzETOjvmzJmDOSOt/sUoB3Pd1NaKsKuokEVIIUfHz4YGSUuiR+NFkyMnEBA1P4UnP0Otj88niz8zUyVtPOkkMef99rfWjZjBG3q293nzhKw88ECoYNcTReraNPpXAdbN0k24pqcrwQWoBKE6xoxRea+4KUVTg3T9elnsTANCh1mWw9q5UwQYE0/qPkd09Ocpm6ZdOvT6/WI+ePjh6PI+zZsnnznjDGczjE6q7TUjdfA1JvUluJE0NCg/PSdCRG0YTXfU3NHXkvOytVURaUCZiysr5TOs9xtLmTa95Bd9jvjcOonjJs1gDLeDhP11mrh08rJwofglxXSY6u0FvvQlyfisYf0t/8QX7z5VzJA9arxo7vd6Vbogr1fWHckMg1UqKsRXzi0og2ak9eut5JbQk+uyHzlmW7fK3J09WxWWj3ZDpqabmmjdBcLuwlBXp8hKMKgOJVu3CrEiIdR9CVndxO+XCGw30K+V5IMpUtzg9Uq0OOdQSoocXL1e6UO3nGis8qGbX/U2EE6kOFy5KGoY//tfdejRD74cPx5g9eCv/Hzpf2qPqCnfvVtVWmDeRSdf7Gj839LTZU1v2xa+mgTztg1WrjY382d2tkqKX1srmRqcKlvY98gXXxRLlb3+sF2BkJIicn/rVnl++oHGon0cCsRM6Lq6utDT04Nsjab+5S9/wTvvvIOTTz4ZJ554YlwbuK/BbloMBGRiVVTIhG1slMXLTaGxUSYgEH003oYNckKn7V/Ps6Tn+/H7pbD2E0+IsHv5ZeXArifi7O2VBcBIqDvuUEXC7UhIUHnUuOnodUoB62apl0bTE5IyHUBJiQgu+rTwe2lpcg9GRNk3Jbtaf9YsafOqVSLo29pUqhZdk5GZqeobsl4ozS2ACoyoq1N/0xeIvoatraoeYzjzAlFcrDLR61GE7DuPRwVi6PmudOgmaJ2E6BuJEwnSQe2YTsZo5tY1o16vSlhNU4iujSLJ1xO6hkNzs9J26mZbp2c74ABZHz6fbD563VS9zfZIxcpK+V1UBFx2GXDhhaJpiFQOqe9U/tvfyk6m44c/lFPNeiDzEUXU7FF1HR0yv+3aDT1YpbAwfFAGzUgLF8qc8/mUplbX5OiR2nq/NzcDJ58sBzf6tUWzIR96qKwLJiNn/+pkjgSTGm2SKJovaT4n0dc1dOyrxERZn06aG8qcTZsiEzmC7gD0h01OloPWoYeq3JVOOdGoydZhn79+v5DjTz5RibVLSmRs5s51bo+uYdRNq7o/JeWzrrHzeoWstbQoGZWVpTRw110nn7vtNlmTdpMh/d8qKkSOlpVFdgGJRoM7WMEB4axWlK9ZWVJz1j5nw0XxMkOAmwKB962slH5iiqaRVgbMEwxG48Wi8I1vfAMZGRlYsWIFAOA3v/kNLr/8crmYx4MXXngBp556arzbOSLQ0tKCnJwcNDc3WwhtvOAWaUTnUH1TTE1VueISE1UqDt0kSaJz/fVyKmS0UG2tnPZpBnDbVMeNEyFQXy8CIzVVTD+ANTy8oUEIERd8fb1K80FzoL6BUsNEYc8oXprrdu2ShbJypSg7vv1tVUNRJx26uZZOyVOmiMk3lk1JX+htbfKsevtoEqP2pLBQMugvXSr/U7C0tKjEsm7gZuf1AvfeK+bXSAgEZPzefdfajzSxpKQoAUpipm9G3Ci9XuD445W/DvHQQ5LmhL6MbkhOVp/h5+hbxxQvgPw/bZpooJjfjFnZeXggIWeAhB3M/ZWUpPKb6ZHWTpg4UdWNbW+X8dTntf7MvA5zVVVUWP0FP/c5mXcPPSTrUd/AWD3jhhuAhcd9CO+Mz1kbkpcnbPIzGREIiPnGjRzq8x1Q2vmf/cxdI6J/R3+u1atV+iMSfz1lBttj16IB0g8rVsS+OXH+UOvm8ahyZ/aADL0sU0qK0t6xrWlpypTJzxQVybp89FEhH+G0KZWV6gBlfz67j+L48VZizT697Tapx6yvbWLXLmtQiRM8HunHjg6VsQBwPmTr1pj//Ed8lnmg1l0Zxo2TtmzbJn7Ka9cqCwLJHklqWZn8bm+XA8KePRIwMW6cu8Vm2zaVx82JrDGAJdYKFE6I1pLk9l2ntURtc02NtOe116wBWW57a3297Ds8HK1fLz6FTmMPKHPuddcJaRyKShGx8I6YCV1ZWRnuvPNOnH322QCA/fbbD8cccwzuu+8+XHDBBaivr8fqkZJlL84YTEIXTugHAhLSHgjIYvX5VCFtkiWPR4IRcnLUJkpNGk0XNBvSjJuWJsLGjdBxg2xvl9NmWposFrv2hybNvDzl4KzXc9XNE/b7MLKuuFg59OoCJFqyQQdy+wKN1OcskdbVJRvHjh3K90/3PePpODdXUkXMm2cdr9ZW0UZF66Tv8Uh91HXrIguEX/xCBIhT0mOPR8bziSfktXPPVRsOBRq1VMXF8jl7v6xaJRuYPc2EHUlJ1gAQElN9s+Y9J01SwSTUVG7dqsxHrD2qO3bzmaiRINH3emX+BQLWHIL2uXTAASrBa3W1KvNl16jo0GsoO/XXT36iUry0tSlfsby0LrzWOhNTez+1XvDttx1tavqGEm7DJKLZWLhh27UhnNfLl6s52d6urqNHH3MtM+XHfvs5+3iFQyAgKTP0Gp6Amiu66ZT35EGA3+d7++2nNLckW3RhmDxZxpVEYv/9RQ4yX6bHI1o/t9qpOhIT5V663yH79K9/lfX23nsi0ziv09NFXtpL1DlhzhyVzsWNQADKmtHUpGQ5LQL07dQ1uW1tou2rqBA5xSAtfRyZfoiEf8OG6OaSriEOR9aiIWRun4lECPXvMbCEigj9Gvpa8vlkXLq6pB8KCkTBoF9Tl9WdnWp+paWFKhC+9z2RXXRx0bWagYCM/4oVSqs32IiFd8Rscq2rq8P4zxx+KyoqsHXrVvzpT39CdnY2LrjgApx77rn9a/U+jnC5bmhiBVSaBwoZJu4MBlWy1rq60MhLv18Wbna2CIPWVlkowaBMapa00tHQIISO1+rpUQXdidZWlceKaSTYNl1rQ3BDptaAppeGBiFL9oX4zDPKZwSwEggdzc3y7NHmrVq9WtV/ZCJVplyggKT5Z+JEdWru7JTw/bw8pZHcuVOZuWJBVZU1QEE/rdfXy1xYuVICUpyIFk/wRUXqWZ94Qtr1/vtWojJjhhBDJ5K7ZYuKwAsHPUI1MVFIW3e3jJ+eMoMaGoJm6/x8+Zt+VHwG+zMBKn1OVpaKnmSACU2JerqJhATlK6STf0Yc2/uP2l1dq0jywc23rk76/1//Ah55BH1VUG7034gfN/3ccr17x9+Bzz1xNea5uBPHWiszmlQJsUS4U5NNMq2vCwb5dHQIuTj9dJkv0WpdvF7xu1u0SNqUkSEyhT6A1LaxHXquOh6UCL/fmkcsGFSH04oKq+n5nXeEtOsH4Ghz0NnLSAHSpw0NkkuzrEy03XV16uCiE6dIWL9e2krfZ8CaV2/xYuVo39amtNb0/6Svq15ju6FB1lxVlVzb51PBGXrNU0bS0wQaLmlvf/zf7EELgYA8L7/T2GhNOk7SNn++0ng75bq76CLnwxMVETrx41rauFEF06SmCtlNTra6JeTkyDVTU1WePl0DrAfhVVRYEyDrGtKsrJEV0eqEmAldeno6mj8LuXv11VeRmZmJ2bNnAwBSU1PRFi523cAV4QQ4BQ/JT2+vynWkCzCW+eGJWN9UaRZraJCTKTdxbpI6uGGTwOnOzroQbG1VJlvdb4ZttgtMCm86MDPakYEEKSki6LiJbNggmpn8fKV1ciIdeq3I9PTIKSV4wmtoUKV7PB4VnUoCkpioTn0ejwiO9nYpt0UBc9FFstm7lTELB9axpEblt78VgULzOn3k9HGxPz+1t8uXS1sYRHHddSK8/H7VJ04oLxfTYSzJWEl6AHW40HNyBYPyemqqHCC4acyaBZx4ovhl6pHIgNWMbtcEMxHzuHFC3HWBnJ4u86e1VZ65vV0IMKBqtCYnK1/R7Gz5aW4WMsDntmuTqCViVPCzzwKzu17D3xs/b+mLDTgER+ItBGqSMfa7MjcuvDDU0ZrBQnPnhk/JwPfq6tQajiXC3cnkmpZmPfjpdX59PkXUqY22b4jRkDo7YW1uluscf7z4htXViSachxC9RJM+p3fvlvbqGkz6EdrJUX6+bL719dIPra3Rr0MG+eior5fr3XijzA1aPrjuurqUr26kwxu1O3YC6PFIuz/4QB2kdVM1D0Ocl0xBwzrEZ5wB3H23tCMtTUV36qleEhOBSy4J9a+MFFXfH/83N5/v1FRZrzppe+015bZjJ7kVFSKHsrPlM21tqg+oiLDPyeOPl9rmPT2iTdcVDfrB/ic/UQns9cAyBh5VV4v2srxcZDDlGA+ODOqaOFHmxUiJaHVCzIRuxowZuP/++1FWVoYHHngAJ5xwAjyfjc727dtRXFwc90buCwjn7Kn7AvA0RugCg5osRhLqzvFer/ywYkBuriy8lBRr+D1Pol6vqr+Zna1MJvq9mR9N12pEIgZ8nyQxEFCb8q5dcrJjnjQ9+7t+oncy25IkAuG1F7rTa36+Kqum+xXxuXntlhaVV40m4oQEETAffKBIHzeqaEDSWFEh5qqNG63+gfQ91OFEZumD9POfiwkKUNU/dIG6aVPoBr16NXD++aoaSbigCG4UxcUiGLu6RMjxcKFv1PxdUyNta24WAnzVVRLll52tEsCSXHAzCARUqhk+HxMx61HEdpNcSor4FtE0XVoq7eSBg+ZiPe2O3R+R84NaWm767/6nEf98aSySYB2Q/fAptmA/+eezw9Rll0kbeA+7ScktJYN9Y2S+xLY26wbIPnFKlcCDCgM8uFappSQx0SMm9fGmn2VGhsgjXdMNRNbchCOs69cL0aariJtpv7NTkliz3NOkSUozZydH7OOuLpWIliQ2UtoSQOY908PQ/1VPE0LZ6PHI51j9hBkG3GCXJ3YEAjLGubkyvjrxS0iwRuy3t0s7qcnNyZE4G+4TjO7UA8Z6eyW4RUesGuJoYPdLS06WQyQPxgx206uvuFlMaB3JzVXpjehj6fMpRYSeo3TjRhnzkhLnAAke7Jlf0e5bTG0xXRKefVbGo6xMlXqjFaynR5G6kRLR6oSYCd0NN9yA0047DYcccgiSk5NRXl7e994///lPHHbYYXFt4L4CRhtu2KAiBKluZ+ZuPU1DOOiaEkCROd38ymSvBQUq4WdVlUrFwQ2aDs1cXIzaCgSU5oR1H7dti/ycbD81g7wHF+DmzcAf/ygClFoKfeMHrH5XOmHlBhZOLa6btnkCpyB0Mv/19gqZI1FLS1NRrSUlyrdRP/VFs5kEgyqNwY4doUQ1Fo0Zo1uXLpX/oymhBMjfLLvGFBL2ZKZEaqpE9nKjrakRIUjTtMcj8zUnRwgcU5i0t6ugnRtvlM25pES+Y/fzZHvpS0QNgj0Rs+7TopMbQOZPerqqWVtQIO2heb+7W3IRtrZaE2rzWoTMryAeaD8PZ1/9pKUvFuAJ/B4LHMeC/q30/4tG2+XmsE2tQkWFEOlwWhUeVHbvVnOZdUE9HuUGodct1cE1Tfmgb4jLl0fnWwUoEx9J3YYN8v+hh4qG9vXXrUELdpB0pqSIT1dZmQRwOVku0tNlPpD42ol4OHi9Ir84hysr5XWWk9Mrwvh8MjYsEs+IXifCxvtTtjiBcpOy1f45ykYeXpYsEQf8hgZ5ff/95YDGNe7xqGoJ9AcLVwc7Gg1xpGAFp2hQJmdmQFN1tao4Es5tp6NDyRCmT9F9PGkpIQndtEkOCA0N0bklNDVZo4adAmXoslRQ4K759HgkT+lIiWh1QsyEbt68efjoo4+wfv16HHLIIZgyZYrlvUMOOSSe7dtnsGaNTL7mZvnNSFbmuxkzRtXt7O0NjWzSNVROmh3dpEQCxVI5PKV6PHIyodBPThbhQ5PGokXKx6G1Ve7JXFr0QYoGVGXb05XQP/CKK1TpKdaYTE5WRI2aSC603l65BktrhUv0qJu2PR5VFQKwbuy6sCbJTUpSBcuDQZVGBFApYJjWI5I/GsfETir6g5QU0Rq+/778H011A8BazJymOJI63QwHyMZKIZyaKr+pWdWdxj0eGdOKCqXZKClRBcxbWoSM5ORYNQvstx07ZHNmDUY90Wc4k9HixeI/WF2tNlRd20nzb08P8J3vCJFmnU2nsToDz+JZfB3QiM9zOANn4hkA4QeLh6/d/8/el4fXVZXrf+dknuc0Sdu0oVDGtpQyWFQoFShOXIGrKIoMXoriRYFCoYyCzINcBxBBsYoTVwXFq1KpsT9QEGksZW5LSdMhSdvM83TO+f3x8natvc7e5+yTnJOcJPt9njxJzrCHtdf61je+315svpHyOp1oEthnlePY0xPuVVm2TOUu7d+PKmj9fvQcWhHcO1Mv+Gz1dA56mZubVehr717kDgaD7vrZRqOG+NvfIg7dgXXR0wMl8o47ItNUFBXhnjs7lXdYD5OayMjAnOzowNxjxbLfj7XNSm69XyoVCiqilFtmNbueIqEXU+lyhVWSTOngdZpKhq5M/uIXaHXF8SwrU322o4VP7ZQ0Nx7iSEp7MIhrevVVK2WTfr9mGoxT2g6/p+dZ6uPP/0dGIBtoeHz5yyKXXOKOeJ+pGVQc7Whx6IWjcpiaCtnG95mjS5aHZEXMCp0IKl3nsHGjhksvvXTMFzQdoVvoM2diYZLxemAAlu2992Iin3uuSvymUmaXi6KDFitbKLG69cgjcSwKhtxcCASy8g8MQMErLMT1rVqFfIRNm9BLVec2YicDFj04eam4aLm5VFTgPru6sHmQgqSw0OqloALG+2BYj0nytGajET2aoW2GnvWx0qF7DOihYhWxXqxChZneumj8an4/PJqVlcqbNBawFZmI+0R65p60tFir5fQ+tExK1pOz29vxN5+DLtRFMDZM8i4qUnlcM2ZgnjQ1KbJlvQ/j0BA+f++9+KzpJTBDRmlp8NwtXIhK6G3b7D2b9Cbz+EwnqKpSnT+I2bJTdkq4bPvIUXul9o1yV8+C10A+wrIy57zOaI2/GeK+804cR6fr0Jns2VKLx3AyEPTcRX2N+v1qE9U9V1Ra5s6N7PE1qw9N5W/lSijxzE2MBL1AQyRyQv/gIORjSgqUW3oXWb1sFlHV1GDOkdNT52krLobM43d0hXhkRPEa0sC0u27ijDPgLaZsNSsx/X68R0VCL7ggQXJHh30xyO7duN9ZszC/nMKnbpW0SM/NLk3j7ruhzDHnsKUF89RUUHUnQ3a2fdqOiPJUpqXh2ejjb9IhcYwaGqDklpVZq5z1Z0HD/oQT8LwZMidVEg169jIXwT21tYUXTjBqlpWFcdI9e+np9grlRGBUCp2H+MG00NkXkJxrHR2qcbjfjzyUVasgcDlBY6nsKijAAsjLQ//HUAj5V6x81UMxtCKDQfAjHXUUFvaiRaiC+93v4P7OzFQeQ907xdy63FzljqcVm50NZYpubZ38lNac6aXIylKWeEoK7oGf7+lx9l7oioFZ8UXrnM+C102lcmAAx6AC0tSkSIN1hZH5dVSwnfLpaL0ybEy6htGCOT87dmA8KIzdJNKzWIC9EHXrlfD7MQ5dXapnLHvo+nx4HjpFCY0QEcwLhsRo6bIfLi33/ftV30rmuDzxBMJMpidBDxmtX49uJ/X14OSKFObm5sDcyOOOU2SylZWw/P2hEfmbnCIflr9bvvul6ufkudCp8pFjReQN14/lwHnZASInxz6v0201a1mZokmw24DZFJ3zMlrYnx5wEVUsoRshDQ0qfMi2UjpMj+/ixc6eRtLybd/uzhPNz1BZiJbQf/fdmPsXXojPsMH8u+9aey9nZSkDgpv9ZZfh+mnkkTyYBWN6CgINJnb0cBrXrCx89vvfh3FiV4nJbjxUIHWZwWiAUzEIlemiIpzDpPVwmiN2SlowiFQNpjZQZvE69+yBMfHBD6JP7mWX4ZjZ2cqw6+vDfJk1yzp2erifhncwiGcaCKjn2N6uik34MzBgLeyjEjw8rAoumpvxd0YG5FdBgbrPjg7I8C9+Ea/PmoW5OmuWovuiPNq3D570zk4o4SKKzJrGRV+fyOGHIxJi0tbk53sKnYf3YVroFKicICkpEIR1dVColizBAnz0UYSw+vuVIkGvlymcdQwMYPKuXIlF/OijOH5nZ3iSOJUvJrDfdpviBRNBL8abb8ZiYtK5DobROjtxP/Png43+5z/HMUlpYAr5hgYILXp+SkqwoK69FooFE2GPOw6K5VtvqdY6CxeK/OMfqKZ8911lmR5yCEK5y5ahN+rXvgaBylZD+rUz14ObbSiEDXPvXut16lY6Nw2fD+TGnZ24PwoierPMcFtLi30TdTfQ855EIGhJa1BVBaFGRvPCwvBQtK7Ymjkj+vGZbG4qCRTU774LQTdzpqrQTUuDoHv33fAKPBEoUaxC1e8nP9++gIPw+zG2P/wh7tdtUb2e58j1xh6hX/N9V/4n9DXL57+XdqX8eMG34DneKfJ//2cNV7oFK89nzcJ8KS62GhrFxUqZ0ENAdl1TeB9OrfB0j5JTyJEeWKYtFBaqnC4dAwOY+6w4tYPu8bXzNLI3MOWHSPRUBF4jlZvWVpEvfME5oX/FCkWR0d2Ne3nvPWz4M2bgGbMtWXk5roWK4DXX4HoWLIB8YF5aRQUMBac8PBqt9MSnpeE50pPT3y/y9tt4/Ze/xDWS51LP/0xJUfmzlLUpKVBAqqshV4uL7T2aeXmQey0tuH4aDwxZ33IL1j+VccqmkhLIsZtuwr3+6ldQ1IJB1RmH3WRyc/Hz1lsif/gD+lvrxySBPcdh7158r7FR8eGlpEBmd3Zirn32s6CKqq9XXvb580U+/GGMVWMj7n9oKJylgUpvWRnuk7yjl14q8pe/4JidnTjmoYdijzv+eHx/5UrsVfv24fg5OTj+vn24x5UrkYbB+WfORzfzNhngKXQTjGgWOhtI0xoSQYLsCScgj+Hb38YiDQSwoCkM9crP8nLVoPkrXxE57zxwLd18s8olMTdrbi60qoaGICjfeguKJa/jttsgbDdutH6fXjYqR36/yBVXiJx4IkK9V1xh7RwgYk3M37dPCT/m0j3yCK6XXFo1NViIS5ciHCoi8sc/4r56eyFA8vJw/tdeQyn/bbfh8zffDGX27betm7TbpGoRpUBTYLI4gVWgVN70gg4+EwppO0XJLUwhw7DQ8LDKk9NRXIzxIrfWpZdiU9u1C2M1Zw4EIoViMKjoA+yukeH1kRFFKJ2ejmefl6codvRQDBUXWsk6fD4839mzMefvuANKu6kE33EH3qeS6raqMS8Px1+1Ctc1p/M12dS2yPKZRqmUI9O2SUl1jvi6MJ6BgArT1ddHP4+J3l5sdtXVyPXTDY2DD8b4bNtm9bAxL7K7G+tl7lzIgE2bsAYLC8ONECpBPIbdJlRRgedL8mz23hWxfl5XKPfuVaka+uZGYzIQwDrq71frracH8shNPqkJKggpKTj/u+9i7L73Pdx7ezsUp85OtdaLilRV9759UORYwMScLM7rgw/GOpgzB8asiNU4LSiwrzKnQaITjYsoo5U5V/p1t7ZCSSkrU+uFyMpSc/3SS3HewkLI89ZW0Ps4GREM1TY2Inqj4403cF86sbd+DwUFmMe/+hUqZmlEcM709ytvaE6Okp/19bg+zpeyMnyO0Qmu6awsld7DwjYqWEuXwpOqP8cjjsD3Dz8cMvm991QuI1NZeM/5+eo6uTfOmiXyox/ZHzMYxOsjIyiuWbcOa7qry3pdeXmQJVwfegtF5t+2tVn3v2SEp9BNMJjT1durOMnMasdAQORnP4OXgJ4zEaXcMIxD4lBTQNNlHAiAyH7bNlWEYUewqUNXVNrbobzpIQCfDxsPKxlFVE6P3sDd54Oy9coravNn6MLvV1a8vlk0NmLR9fcrJYkUJoODyOO44gpYwEzpfPJJjAcJaXmdqal4/frrwV+UkyNy8slY3FRaaN3GomBRQHZ3q9zB9nZ4yFJSIJj1+4r1+G5Bzyyvww5tbSK//rXaxH0+kU9/Gs+FFDSpqXi+zEesqsKzYciIoBCn95GFKf/937C033pLFVroOUy8d3pm6Z3UE6YbG7GpvfYa2j3Nn4/Pb9+OkMi//62eL42CSOAcoBc6L6VPXmyfLxXBPZbPLfFvkrczjpaSEowDqQuys5UHPD9ftYZzC25Me/YohSEnB2urrk4Ry3I8QiGMOXOnLrgA4y+iPEf5+dbnnJamijzs5pfPp9Ic0tPhnWZ+Er2mHEsqH6yYbWxU4Sl6bphLeeih8EjTU8Mw4b59o8sLZTqC3696kur3c8QRaky/9CWMEz1GDN/z81Q4v/IVKBLmZq+DxikjHzTW6Mmkd9eJ2ofKFdd9Wprqvzw8bJ9zJ6IM+ZoaeKmIN95QSpudh5QVvUVF4e+5OWdXF2Qlc5IpD/RKZxLFk3aG18KUi5wcePn271eUVX19UHguuQRz1G7M/X57pWjpUpz7wQdxPBYD8fqYJ9rWhnvIz1etJ//xD5zngx9U53npJTzP+nrlBJg7F8rzrFnW6yLBfFmZSrXhc8/MxHUxXzGZEXPrr+mMRLT+CgaRQMtKJA8ePCQO98hqWS33WV67Qh6Ub8sVE3NB4wi9+tNJ6pv5pE6foQKam6sojTo7laIfa2ja7jrT0xVViFnsMThoTWnQDUg7sMjGPId+XI5NaysMHCq6el6x07jxu1SAcnKgLPT2wgihcmiG82jgHXXUgda/B463aRMUGkYNdANocBBjzy5z+r10dUEBoxJqQqd9Yr4ai0nchsQ57llZig5nZETkmGOgnHIe6fdrPkNz/BsboZgxT87vVwWA/Ixe5MJCCr0yubAQaUk+Hyqq9dAvi6PS08HTV12tzr93r8gzz6gcPhOs/D/7bCjt+j1lZcFI+9znEtNBIqG9XKczEtXLtbYW7mByIXnw4CG+WC5/lb/KqZbX/iEnysny/yTgBSo8ePAwRmzerPgw44m493KtqakRn2laRMB7773n+rMekPj9ne8gaZ99Lv1+uISPPRbuYZHw0NX+/bCuOjuRd8AGzzqHWFqa6pFKDrX9+5FEGmuFZVEREupnzMD/zc0IrbECklaS3guVIQo9IT4729reivemV0Ux6TY9XVVE2oH5WEcdhfNu2qQsWVqnDDfrlWIiqn+tXp06Fs+CCK6ZYXInChTzNf1eYoEZWndrYefmqlCNXn5PDA4qAmkilg4Y7OPpJDLGEnKONUG5RFqkRcrCXp8jO2zpSTx48OBhssKVQnfyySdbFLra2lppbm6WE088USoqKqS5uVlefPFFqayslOXJTKOcxDjzTJFPfALeOlbf2eV6iDjnBlxyCZQ/JsN2dtofZ2QElU2xKHQlJfj97rsoBRdBEvHICFzQ7KNIZYbw+XB9BQUIZTDhOztb5bvoHRZycvDe5z+PAopgEBWp2dn2uST9/fg580wkvJI6JSVF5VmwQIGl8yKqelVE5R6KqFwpE9EUCfJr6V0PSPlCmFXEZkjESaEkMW5ZGd7ftQuvM4TD3KaWFkV+aqdM8frPPRfJ+U548UXkJnZ1WZVju3EhSITNPqwiqDw0KS9YFSuiqAdIQ2NS5rDrBJ9dZiZyJXt7EZ6hkl5aak1kFhFJTQnJb1I+I/8x9BvLdX4u5X/lV4FPY9zS1TUFgypBfcYM5G/V1UVXZFNTMVa//rXKS+P10yAJBrE+SAqrFxywkEkE64j5OuwxGQgo8md9fLiOSJzK3MfPfEbk6KOtijrHnKTO5IIPhUSefRa5VMPDGG/mTulGAn+4jgcGUGC0aFG4QcD8q1tvVc8oUmFEWhrWd04Oxig3V+XD8njmd996C5Xy7JzA3C+n4/OaPv5xkdNPtx5z61aR//1fRVnCoofubtUHOC9PVYEyL5DrgjlneiiQ6+DMM9VYb9+OPC3yVzJcmJuL4/T14Vwf+ADG+IUXYKCz0wLH0OdTRPOf/rRzCD0Uwj7yyitqnHQnQSgk8uc/uyv+soMZSv3AB0QOO0yd2/xtZzjqrzU2Yl8j6wDvmXyIIkoGsMsHwQpvthzjcfWQsDk2g4PYM1tbVY9XGvYiqhUhSYlrapDPad4Lq52510w0XCl0a9euPfD3E088If/4xz9k27ZtUl1dfeD1hoYGOe200+Tkk0+O+0VOF/j9EJLasIbhpZesVZxUQLZuxeZw223R3b56Tocbb0lREXJZSN/xgx/gdSYkk/3c7nihkHUhBALYMMjzQ48cvzdzJuhJli7F/8EgFpOdcsC8ncpKJM+z60VLCwRvf78ikdQrbrkIdUWSXlFujm76qIooQc5iFB6Hyc58j+3bSErJ+9ePHwhAgJNbideit4Hr68M9iuBeWOK/c6e9sLTz4l10kbU/qJ7L8re/idx+uzVBX8Q+x0bf7KlQpKRAsVmzBsSfra3h3GHl7/PzDg7i2bW2WgU0nxU5B1lcQSHLQiK2H2OxAgX6f/T+Qn4e+LyIpoz9KvXz8oXgE+L3+0QC1qq+YFDxpQWDWEvskdnRYf/cRdQ8eeYZ/C4oUEYJu4sUF+P5bd+OZ7d3LxSW3FxVed7Tg+9wnYgoZYidTMz5GAwqJeSyy1RCPduOLVhgNeJI38C58MILIt/9Lq6LVewtLeHPmH+z+ry1Ffe5dKlKbLf7/De+IXLjjbgeKsymbMjIgDJ88cXOY2wiGBRZuxa/Z83CODkVX7Bqnmvy5JORr6wf69e/xt96PpUI5tju3dZ1UFqq1u+MGZBjpJWh0si2Ufv2YR5de616DiMjyLOqr8ca1pWXnh7cS22tal2XkYHPmMTdNGL1ZxBpvMzqTzIcsJtDrGDhTEaGoiW5+GJrUUeseOMN1baPhnt/P+Qaxy8UgtETCODZcP3m52PuUkmmzOUayc/H2iL6+7GuOzvx2Zkz1T7a0YG1ePHF4YUTTsjPx/6YDIg5eeTuu++WW2+91aLMiaB7xC233CK33367XHDBBXG7wOkOfdMNBkUeewybGJOFRRRX1N694Oc66SRrUqq5cZP4ccaMcJJEO5SWKuWD/VZDIcX8Tk8bw430JJCbrqvLysYvgu/TQ8jrSknB5nT++dZ7/+Y3UZnU2ooFT8Wxrw8LjmSSc+bgOzk51j6hVKB0klC95RFBAUDviu7Fs3su6elqw9AFo07Oy/vimPN4TLLVKwzT0sAP9dxzzsz4HR3wwFx9NYTyG29E7o1Jq544+GBsBHYCKhgUuecebC4HHYTNi+PIMWfDcoKeucpK5clob4fCGKkZuIh6LzcX985uI3ryN5V93gefW36+asfz6U+DZHjOyHb5V9fBlnsKiF+WztsvHf5iSd1p7QHMTTg1Fdfv90PBCoXgkSZBqR30xOmmJnj3ysvxnXffxXUfdJBqlzZzpmqr19gILyYrFZnYPTioOgSQO02/Z7OowefDM/rjH2HosTozUtsmESgNa9Yo0tnycjzj3bvDef30cSLXYigExcj0fOg46CBsvnffjdyijg6lWGVnw5tz++1ITo/kyQkEkEaxfz/kED3UZWWQe2lpiuvOfD4khh0ehvF74YXqNRFUybN/JxUBHTNm4LjXXQe5V1yM+1izBvN5YCC8BWNZmUrOr68HncuRR+J477yD+ygvt0YbqMzR46x7iVg5qyt1dlRWTjArSoNBRHd6e3Hf9BbGksZAGcvUivR0+2rbWHDEEeGGOw1b8lhmZVnTOQIBRTavR190BZ89Zbu6lHecc3F42OokyMxUvXz/8hdQoUSroE82xKzQbd++XQoY0zNQVFQkO9x0aPfgiLIy5YExUVcHYTZjhn34sawMm0Zbm32/PuKwwxRrOjcPJ2RnK1cyW15R6Pf2QkDprWt05YGUFnq7G522Qge/+z//g8W9bBnoKUjAunIlNoedO1WYJTtb5JRTUBmlE5rSu9LXh2tsagonsI2kqPl8yku6Z4+iYqDw0yladJheMQoNvT2YiKLc4EbAsZo7F89tyZLIzPgrVoAEs7FRtWbSNwLT6ubmX1ICLj8nIWWSw+rjyHAy5wrDUzoJroiVCHfJksjNwPne+vXoDsENivmXbJCu075Q0QuF8PkFC0S2vjks/9e8VBaN1Fnu57T0/ycbgidJ1j5Qn1RXY5Olt4ibREUF7pVdLugZjeS90Im7q6rwd0+Pte1dczPGj2NZXY1nOjiIeZyTg/DXihWqRzKphEiE29ysxsQMo7OadPNmGFcVFdF7rToREzOv1C4fk39znaem4pyRZIyItbPHvn0wyKhA6vPArH4k7FpXlZRgTZeW4vsFBfjZtQvnILjhcx7deGO4XGWKA9tNmUhJwTjNn6+6dIhA/l5zDRRCXRZxHoko7szsbHxfBHnOwaDqcMPxJrUR0zZoKPIeWlut/G99fZAJBx+MazEV4kg/mzeDqone4FhzUkWsVB6dnTAeSCczWvj9ivx3717V9SE/X8kcesBF1Fjk5UG2cC0w2mKirw8GC9sYDg1Zx5Tw+RRPX7JzztkhZoVu7ty58qMf/Ug+9rGPhb332GOP2fZ49RAfuG0TFI3+RG9/NWuWIqM1kZamCjK6uhQvly6IyT/EcKWZW0FBQoWPm6QZpvH74WHr6kJ+V1GR8jgwB4mNtTs78XpfH/JfGOLU26/QiszMhELHa4kmwBiCa26GIE5NxZiedRbONTAQvtHrnhP+TU+l3bn6+qz5N+wg0NQE0ucnnojMjP/IIxgP3dvADTc9XXnRKPxyc5HjsmaNvceGsJtfHEcRVfbP1kOR+ieyG4Xf77zx610f2tqs7zEMyHvU71Pv2Xtb3n2y9GlrQuDDRTfIVX23H5iXVIb7+jDH0tLwfCsqVP6NiBozeh/2WGnqLOD1pKZCsWZRkIhSyAYGcE6OX34+/t61C91KamqUgnP55ZhfDQ3Ki+JEDsznQroOEcwfzn+nXqsizr1jqcwyjEw+OH3sfT5FnuuWYinS848Ep9ZVDQ2QEWx3Rcyejbnf2KhyYpkzdv31IJM2YfZ1NmF26SCWL8caPPNMvE8lQR9Pu+8yTMkOHCIYd3pqRSAXcnMV+TPbXw0OqrZlnZ1YYwxxOhlMdnjtNZWCwtyxaHLRfI+dGtraMO+++U2VN6uv02AQRjkV+UWLrHPaVDb/8z9xDw88AK5UtnNcsACfb23FT1oaFMjmZmfeTeb96rmH9ICef77Ij3+s+oMTvK5YPKDJhpgVuuuuu04uvvhiOf744+Vzn/vcgaKIX/7yl1JXVyc//OEPE3GdHsRZAOkelLS06Fw4fr/qj9jVhXBTe7uqBhWBQJ87FxZQKKSS10WUR4ZhIZIT682TCX0z0DtYmCgrw4Y3NAQrknkJGRnYgBg+7e0NVxBHRiDo584NT0zt6MDni4pUOC0SKIjYoLy9HcLzoosQ2srNxVhQ2TCTkskGbxJE6+A4ZmVB4AwOqtB3T4/Ixz6G/onPPmsV1osW4T16V3TvDa99eBhjxvD38DAE2He+g3Fdt85Z8LvZ4DIyUHzzwAPOHsTrrnMXqtC9RUVFinNKF/gUwhTK+/djTp4zZ6M89K/jRLap4+1OP0jOPfINGfRnSXWXChcHAhjXo49W4d5LL8WzZWiHPSWZ98b8S3pNnJ5lKKTWAcPvrDS36zbAkD7JnGmw6Gz9aWlYizpJuHlOPQmfPZd1+HzWXqtUqpyMQt6j/tzIL6fnUTJxXG9FFotC4QaRvIhz5oi8+SbGzlRKy8txb+XlKPyZOxetppxCw6z837oViioVbxF740THkiVQNF57DfcdzbARCe8jzXA657beb7ayEjKNhvbwsNWQue46kMObHsz582F8UsaecAKulc+kvl71yNULCCLJRZ2bkKkrvb0qfUI3EjkOdt7VSGkAxMc/LvLRj6o5xdy3lpZwD++DD4rccIP9cXit6em4z8pKtT4XLlR7mJ1zhKwKRx+NlnCmQWn+PdrWjYlAzArdhRdeKCIiN954o6zSzJ7Kykp57LHH5KKLLorbxXmwwhQIPT0qnMjFWVjozrJYvhyNnW+4QbUdKiiAwDzpJGw4XV2qUlMPN5L+pKFBbbh0dZu5DBQsVDb0PDJdiDAZleEHehyorJI1XUS1IBLBgqWyp4e4ePyODiUs3YYXGAptboaied11EIoce/Y9pVeGRQGkbHGbaKz3TRWx5itdfz0Eqe5ZqKuzeldMTxqvXd+YGZb62MfshaseEi0uxobAnpZOm9TKlficU36cKbCdNn16izIzVV9fE8EghGtpKa79G6u65Uu3z5XUnVaX3pkHvSGNRUce+J/h4tZWeDQuvBC5dtzc7Dygixfj7927VU4Vw766x5OFKlwT+nOgh4thXbPwhUrmjh14jkNDWEdU6ObMwbX09FhTIfQ1w/mmGwYiar1ys7Lz2Dsp7bpxwvXM+cPnwI4uxxyDsTI37bQ0hJ/POgu5caNV7py8iLyeigp44hoaVD4aDYqCArRDjEa2wGuvr1e9RtmQPi0tunGiG8VuDRv9Owz/UaGjl46yNS8Pc2H3bpXLmZNjzUE1PZhtbVDy/vpXNW5paQgb3nsv/r//fmU0uYlYMOqSnY2xXrUKnuVIyruTd9UpDUDEXkZs2ID9yU5uicA4LSxUFclcpyJqv9GvPRhUhoCpWBOmMm6X6pDMGDWxcCgUki1btkhra6uUlJTIoYceKrFw1U1GJIpYOBZwsejl1gzf+XzwIJWU2C8a8zirVyOpnm5pLv773ifSp7Du7obAy86GwGMpPZtv6zxvWVn4zNCQdZNmKCszE14WEesGord38fsh2HJzVX9StvsSUaXrIirUyE2ouhreHgrWYFCF8/QFbwddKRLBWOibgy6o2JKInryiIpGPfETkpz8NV9TcwEx4F8Ex//xnCPPSUuQIXXyxSuBnTozJ58cK2YEBjGFZmaqkpIe0t1cp58yDJK1GczPG3W6TeuQRNR66EKYlzVDYokW4tvXrUbDQ2KjaEVEoDw8jxMx5zB99k/H7VYHGI+mXy6d2fc8ybm9+9WH50savSH29tSWdCDbqhgYcgxXhupfAaRO59FLcR1eXdV76fNgYmNezY4cK9+vnJb+hCLxEnI9csxkZqsp461YVWqOH5pBD8N36euWV1nOHaGRxjKh8UunKyFAeid5ekaeeUh66YBAFDeZmFgqpMBc9c3ofXrbCqq5WVe76pj00BFnAhHWG2KJ5ZEwEg+gvevPNGGuzwpOf2bEDY0iPo1sPkEi4wjGWa4/kidKNJV0BeuABeOBZZck5X1VlrZYMhaAszp0rcsstyjMlgtSLf/8b645GhO7RY04tPcTl5Tj+7t2Yv05pNiLW6n/+XVgIeptTT408Hk7zS7+fhQsRfaAMtxvDsjJF26Mrha2t2H9WrRK56y61R9Ao0j36Iqrnt55T/dRTGHtdlkeScxMNr1NEgpAMCp0INslzz8VGTwsqMxPCIC/PftHoqK0FlxxDdroVLoLwwxNPKIH00ktoiK7n6ehoa8PP7NlYKNy4588XOeccvPa972FB9vaqRH4RJXj8fqvHixspPXP0somocnleczAIgbVvn2qsLYJNrb8fVYf0ltADZs56KkF6/s3vfocQgDl2dgJ89WpYwZs3Q/HdtUuFmSPxtxG6gsr/KcxYBVlZqfp70nvJ/pU66L1h2Jw0LlQ0Oa7MmTr4YKvATEkJV/SiVU3qY8IQInMfQyFVCcsq2NxcHG/VKpW4zu/pngOfT+ScnGfl1z0ftZzz38UfkXNy1snAcMqB83ANZGbiPpgDN2sW5q6+IUQyeGprsVmwvyN5AFnJGwrhOXR3qzmje7h0ipeiInzf6flt325NRQgE0Gw9Jwfv9/SAk/G3v1WblgjGq7pabeJcQ7pnIjMTFZZ//7vVU7h+PQyDnh5s1OxdyYKn3FzcZ3u76g3r80HRvPBCjNv11ytPbnc38ms55xj2z8uLPtZ28+j111Uf0awsNe4EN+bf/AafiSXcayoc/f0qXUQEY3DooeFjFu2YdoaBnZzQc2BZsc/iMhFcU0mJUi6ovOhesUcfBd0LPbR6hIT/iyjFnHMmJQVrPSsL59u1K1wOsuqafKJ6qPLpp6PnQ9bVoT1Wbi7mHyMs9BzTAKaR4eTN0yvF9a2WSmFVFRQ+Grd0LrDYjONAJdlOmRxtWHi8kXCF7p133pFbb71VNmzYIK2trfLPf/5TjjnmGLn11lvlpJNOklNOOWXUF5/MSBaFrq4OYQ2G+bhY9Coo0zIngkEIleeft1J36LMgNRXK3Lp1aqNxY3X96U9QaOwEbG0tNoGNG61WKZNXmXskojZACiM9rCti9dAxwXjWLLX5rVunqAy6u6OPJ0No+mZcVIT7sRNgFOB65V5rK+4vLw/XQ88Lk+OjQfeU6BZmWRnujcoIvUa8d3pq9MoueqTOP1/kl7/ExsxwOY/Na0pJgeKth7fb2vDs7rpLedzchlf0ECLvS6e70BXxjAxrWFGvdgwGRWZIszRLZdg5Pzx3l2zrn2XZAJqacE8MuTN3cs4c+w0hksHD63v0USR8Dw6Gh/b0sGVbm1VZzszE/AmF4IkpK7P3sHZ1QcFjPiiVsblzVUVfUxN41047Dev+5Zdxfccdh8rNujrlIafnTk91KC9X3qZly3BPjz4KD43u4Wc3Gb3ilg3SSSvT06OMqvZ2bJQlJfDs0cvIZxcMYjNmDmqksTbnUXExPEk0/BiKpjLt5vk5gQqHz4fnRiOSnk1WfzrJTjf5gk5KSkuLMjx0HkgR5U32+fAsWAAmEu5B37ED48p0AJ0qSsRqDIlYZfusWarTz5YteG565ILGMuXq/PnWeahX+9ph3Too/bm5qFY118WMGZhHnNN2+0pfnzLCs7NhSJgFPEwrMp0M+/crz57fD+OIdER2nrdE5IDGG3Fv/aXj1VdflQ9/+MOSl5cny5Ytk//93/898F5PT4888sgjU1ahSxa0tGABsnTfRGYmJvBLL9nnLb3xhrWCTc8ToFLz8ssQfscd5z5fJDXV2YJbvhxhg/PPV3kPra2qmMMEr0kPJ+ngxpWSgo2lrQ3C6te/hsCgl8YNdK8GmcUXLbJPhhZR1ZkPPqisu0AAr7Ha1kxqdnMNvG8dOTkqR5AdA1gYkp6uNnFuSqeeKvKFLyAZ/LnnkCepF5Ho5xJR1717tzVU/Pe/4/l/+cvO12yXvE6rnwqPHkam4pmZiXEx6XIOXFcoKH+QM+UT8kfL+9vu+5189pf/ITt2QOnRk+VralR46rzzoIxSqerstBo9dsUCJvx+3LtTriA9sq+9Bq8HPT2pqbiexkZ87rzz1Bp95RX8Jp8iyb1NjyQ9Q3qlpN+Ptchm7HV1MBoqKzHfW1oUiTbnkd+P+fPaa/DIk/SZijUT8Hme1asxf668Um1y9fUIEba1KeWktRXPjykV9PSaCnkg4G6s7eZRRYXy+o2MYDxnz4698MZESwvGi8qsTjDO7hy5uVavN5X7xx7DdYg4e3MiFXQUFyvyZnOd5+dD+WhvR95Yairy3Xp61LgPDMB7qXejsTuWmW+po7kZcy8vD94r3fjidxheZz6fU7WvHUpLMQYNDeFGZH+/6oJUWuqcK6lzh5qV4iKKMsWu2p6VxFSOOzrwv1N+72irsJMVMSt01113nSxcuFCee+45SU9PlyeffPLAe8cff7z89re/jesFeghHtGrE1lZM5DvuwP9m3hKLKESsoT59o+/uhgJ3//1YBMuXRyaKdeOiLi/HwhwZwSbLcCsVKh2sBuSPHjJl/9XMTAiDri5lvZMRvanJWVG084Ll5GBM+vogXM8+GwqRndVmZ4F3dGDcGxpUzgaTms0QMzds857J26dz07W2WkPReqXx8LAS7rm5SrmjEtHaqtpqmV5VHeTvovBl2Pmb34RC4/RsTYFMCgadTkUPoxJ27eF43gvlx/JjudhynpeO/C+5pfJRef0B34FQ3LZt1lAcFbWmJhW+15VUPS0hN9cdvY+IlUvNNI78fsyDxkacOy8P52tsDFc6GMbt6FAbZmamolZgNS3JU3t7Vfhv0aLw66Ji0taG4+leOXLFkbg6NTWcgoVzfWgIoduuLiioy5erTW5kRORDH8K5GMr2+bBWOE/J0G/OL3L5uaFSstvYydvHVln0yriRN5FyOwsLlUfTLCqiTO3rU99jrvHmzcpootyxS/LX70UEz5GKPtcqK1bN/tTkFp03D8ZiT094nqM+1uSsc0pdNw11Edw3ia0poxobFbdoMGgNcweDqruJbjg6YdEiZaTrnTD0NI+REXzur3+1r7hmtTev25Tj0artu7owd9wUcEw1xKzQ/eMf/5Cf/exnkp2dLQGDwW/GjBnSzMQsDwkDy+23bAnn0urqwgRPScEkNyuMVq0KJ/Q0lTnivffgPv/qV2G5L1sWmSg2GhYvhoKwYQMEA/N+TCJIhlj5m1QO3/gGlDXdUg6FIOSPOALeqEBA0V84gcqcLjR6e3E9s2fjtbvuss+rsLPA6ZGiFa0LzOpqPCeez0ygp1JHZU6nEvD5rB0D9BZphYXY9Mz8FN0bUlKijkkvhN2z5vXrwpdFKCaPmQ6TAoNKhVnGr3uNqJCb5z/cv0XelMMsr/dIjsxJ2SPdWwskt1ERsrLzRkODCsWJKOVh61Y8H14LFVq2Epoxw73Hgc/Gzop3a+ToBgC7s1ChooeOXq68PEXT4/PBQ/axj4UrMazOpPdVr66m4kDFlmuF4HPgumtuxlzW546eIiGC9UGFOD9f5UfpVYW6opGVhTnJHqV2Y03F69lncXy9PZOIet69vTAA16wR+e//jh661Yu5+vpwXdnZUOQrKtR92ymi+u/aWlR0615nEZVvSEVYXyNcE0ND+J6Zt0rDxc7YpCestTW654qykfRJJh0UlTl9vWdmqnnX1gYZkpKieBf1MD2L1+iFbWgAT1y0HLPNm5URQYNCzy3le5s3OzsmsrMhU7g+zErx0VbbjwZOIdlkDdXGrNCFQiFJt6PJF5H29nbJcGK99RAX6OX23d0QKCy3T03FwhPBRmdHNPrb30JpaW0NF2AmBgfxnZtvFnnoIXSYcENLwQpHc7Jv2ACvCYUZNy07Hh967ii4CgvRWHvJEixk/Xzt7Qgxuik+0O/V78emceONyNNgeClSuX1BgVXYsnuG3hi6pwfjVllpbUmkewV1a5shZV0gU4gxn8VUxFpbVUiEML0h5eUYNz3Hyw6mB48bcnm5c7gsGITApwLNajudHy3S2BPpMij/lmPkyMBblteXyouyMXWp+P0iI8PqmrhRsfcix5lUOWlp8KzyWej0G9wIm5tBzeMUUo8FkTx4HCfTAMjIUDl/VLbz83G9e/eqIpKqKtyn6QkKBrGOubHo80rPxWPo0Bx33ZBjyJSKdkuLUkA5jzi2VIirqzHmrJRkNaVuPFRWWjdfc6x1xau3F3NoYAD3nJ9vXVd8hr/4BSrPIxWzUHHWE/JFsCbz8uDZ5TU6KRzZ2bj3Bx9U+afMVxNRc6+5GWke+hqJFHLUyadNmaePFXNR9a2U3m8d5eUYJ6Y2mMfTnzuLaIJBPEPS4ji14yNpr9+PecuiokjUIyKqa8OcOZjLeo5iVpbKoWtpQQ7d/PkYu6Iia8/qigo4FHhfnKdmyD3a+hsLnIom9DzTZCumiFmhW7hwoTz99NPy0Y9+NOy9Z599VpZMpYB0kmH9ehDc9vRgAeTlqY2hvh4TnZQfZu4krdTNm1G5ScbwSCUxFHgUTHaL2anCkZu7Wd3FBS+izu/UXJv5LbqbXsTqMQkG0Xg8VlZvn09ZiEuXQgiccYZ97gtzTa6+Gh7LwUEV6tWr+xhWGR62JjJnZEARpFCmgOPGEAyqJu6hEL5L+hYqJqbAHhzE5/R2RnquCxXEggJ8LtJz1i15bsyVlc7hMj7zd96B56S1FcKbQpmKSjTcJN+U2+Rmy2s3yjflDrlRRET8QeuGTC8RE7lJv1Jfr6q9KyrgoTPvNxhUoXoRVF/r83AsG0KkPBy7cCKrP1m8NDSECsIrrlBedz1nyOz6sGmTyp9rblZV2abBkJPjHOo0lTp60oqLkcPV3Y3rYLoAveTMnTvkEJx/716sEfZrpiKakoJrtst3M1MW2FO0rw/rqbRUEd8yjSAjAwpkJB4zKs5VVapKkp7noSEoA1VVmLMsJhscVOsrK0v1JKWXLDcX92auP36X84rjHCnkmJ6u5q5Jaq0rKgUFynPFXqRMk9Fzh0m+Tk/pvn14z0zxyMyEEc85N2OGtVjHbMf38stI2xgYgNLIuRupAwlBmUqWA7PKVZ9nLM7p6MD9Mw2BVb4VFfjZvx+fcfK+JSIPzqmwZeNGOCZyczH/3XDsjSdiVui+/vWvy3nnnSc5OTly/vtd1Hfu3Cm1tbXy+OOPy29+85u4X6SHcKoSbm4zZ2Ih7N2LxdfZGR662L9fKRihkMj//R+Evc5vZYKeBFr7KSnhi3nDBucKR50k9bXXkGTPkE1vr9WTQ0Glb0giVuXQqX9kXR2KPPQQg3kcO/DeDj0UAm3TJigo2dlWglY2qO/vx/lvu01xdbHvpl5wwNBmTg7u//vfhwfw9dexCeo0Cbt34/u5ubCeeS49/ywSqIDwfmnht7dDOX3nHWwGPJ6em6LTHDCnzaSJsAuXmYIuEFBchAyR6NdNr42OD8hL8pKcaHntDTlSPpBaJ0O+DJFh5bnlsei9YiN53Rurn3P37vAQr45QCBthTY26n0RSFzh1ZuBGl5WF9zduxDhWVYXnxfp8UDRefx0cbSLYROjB4/zUvXTM8Yu2Dvj53l61tqiAMm91cFClCuiJ6gMDyLG7806MI/kG2bLJbvN1KhpgC0JWLPP6qayWluKaGhvtlQldcWaXD71Qg/ehK1Fz5uB/u2IWyrOCAqtc0ccsGFReLq4RhhzpWed9iChZkZOD4p2mJvswYTCIObhxo5LRPCYNxkBA7QEiKpz/0EOQN2+/jWvPzVXGgS4j9GIdHQ8+CBnX1YX/GxqwpiorVSP7SIUuJvm9nifI88+ahYIjOhVE1FzlvFq0CDmdifK+OSEYxJ5yzTW4VrP4innLusLuRtEdL8Ss0J177rmyfft2+cY3viHf+c53RETknHPOkdTUVLn11lvlk5/8ZNwvcrpj/XpULra3q24ErBpiCKSiQnmpmJPQ3e2clK+HMuygN0EXUQKyqAiLua7OucKRVYx790KJKSqCQkmFga2NTOiCUycq1t30Jl5+WSWVizj3TzUxMgKlhd6D9etVuEvPeaHw5AKlkrd7twrjUbjTw0UC5tZWvL9mjbVCODcXinlfH96vqAjn8rLLM9OLJhjCoXJMC3/FCpGvfEXxXPF5UwixsjIrC+HYffvwvMrKrCEPu3CZuRmzUlkvatDnlKlQ5EunNEmlZIu1vHW+bJFtMl9E89TSs6IXVAQCirZFLygJhXDdBQV4LiLOieJ8vqWlo2O0jxVmnhD5svTwm9+PMHFvr0qm18HwY28v0h9YhJOZieNT+e7qwjqjcaQbGiIq5GxnPBUXYy20tVmLLajsk5aEyjO7qKxZo6pvr7kmcuiZnJavv47z6deWl4fNc+dOFQLWDQEqP5Q/pjKhK87kPrRTwAIBrM36eqx3Gi/MfU1PB0E4e4ayCEKnZRFRx9c7Z/A6KI90TzUVSXb4IVGw3Vj5/SjEOPNMxemne9Ep//ftU0aIrhCmpKh5zft205rvgQfwPM2ISSCg1tWMGZELXaIxIqSm4lkyFUB3Gvj9mFMDA3jOVIzi6X2L5I2340HUi69YRMRnq1ffRlN0xwsxK3QiItdff7188YtflHXr1snevXultLRUVqxYIXPmzIn39U170DPHXA69vZYeApk3T4XuWHrPBa+DGzVDNFzwhJ7TRcZ7n09ZzZmZWJQvv+xc4Wha8noCLykP7EBLlK5sPdnfTRJ7LD31/H4UiCxfjoX80ENWbyCtRf3aRCCk8vKweVLwmYoMe6gyFLNiRXjyPBW36mprbg83DfK26c+FRSRUHinU8/KsVBpUuMykeQr/OXMwrsz3o6LB7hdOwt+s4GN/X3qfSDGhF4CEQiKDAyF5NPRf8iV53PIMLpLHZa1cFPZs9L6opse2p0eFqxlS4/2wWlckslLf04N5eP/99iH2eFrbusciP9+qtIuo9fmHP6jCjVmzVKEHw/oMwZeXY2za2rDJpqfjuDk56ofdMbgeRdS6pnKvj09FBfpn5uWBWkWfN3wOnM+UG4ceCs+cm9CXWajQ2QlFiAUWRF4exp5kyyJWjr7+flwDc9x0UHFmeoaIdZw5J/l/SQm8tFQUOe8HBtAph7yMPT2KQkXPuWPUoqjIukaY26wrK5QPDM+mp+M5LlmiFAyzop4pNX6/MlJp4FZU4NwdHQiPyuEGIwAAr1BJREFUM2WE1zAaRoKRETxPVs5yXuqKZFOT8pBHksdO51+wAH/X16v5pefEDg+r9bh1a/wVo0jeeBGlBJNk3iy+4rPUDWQdbiq6E42YFbrnn39ejjnmGJk1a5Z86UtfsrzX09Mj//73v+Wkk06K2wVOZ9TWImeuo8MautIFAxWn5mbVpaGryz6njFY7BTSFW1mZapPFUAHPIRKu5Ph8WHCRKhz1RGNauswPo7Cj0qJvLqmpEBpEpMRqEXgGWFHllIxvNw7Z2RDo9Dpxo6AnMpLS2dmp/tcXNTcMhp7JtyQSnry7dy8UMOb2mCEiu8buegh6xgx8VxfoZr6WnpDNHCgq11Qe8vJglT/1VHThr3tBGBoxr5neTG5Enwz+Xp4KfcpyH8/IJ+VT8jsJid8ybvQGUTG0K3LRPTepqVB+9HwzN0hNhaeLdCNmnk88rW3dY8Hexywi4BxjlwwqLeTZy81VSrMINnO2wpozB0njDQ0g8M3KslI2XHkljrllC0KhzNWjJ4Tn8/sxDg89hJwmFiOJqFxPVgqzX+Yxx7jvpGB6QWk8MF9u9my1QerrjjJCz0GjUaLTihCLF0OOvf66tYqUci4YxLPNyoKyvmiRIkL/wQ/Qsk8PkTKETUqY8nLIYXbO8PuhoJDqhePFYhXdq880DBrfLMiJpGDwOR1yiFJS9fkZDOJ6DjnEuQI7lnDlr34FuUYlXjf0KUMCAciq/n57eWx6v0yi+WAQlbJ2eYlUWPVxj6diZOafV1TgHPTGFxQoZZJ7nF581dSE9/RCJHP+x8LXlyjErNCdcsop8tJLL8nxxx8f9t6WLVvklFNOCaMz8RA7qGjQI0Ghr4dL6I4PBuGdoHcrJ0e5yAkeg8JF776QlwdLmVVlejiGnFac4DzWyy8rqgSS8VJp00OnFEJ0U1PAUnCS84wWGhUctiOKFCYgtxctJzdVriJqszDJLQsKsEFSiMcCesF4fLOQg+NGSognnlCcZHwOzH3SP08llfdIC72rC0L1ssvUd8x8rezs8HARNzsqygsW4JrmzFFdL9gz0inhmcnaZliLCkJ6ukhJ/25pCM4OG6cKaZK9UoHvvT/HUlJw/oEBFba3o3PRvaChEBQX3cPj1kM7YwaUITY9HytXXTQsXw5v8BVXKO8ORSSZ+bkOGE7evRvKDjc4rm0iPx/K7N69uAc9aXzFCrSt0wuV/H7IBXqiWH2tb9pDQ9ZKSp2rUq+Evugid8qcU74cvV/Dw6qgxZQburwhdOXOxIYNVuVX9/ByLvF8paWKCL29XeRnP1PrhmF+eucZVmXnhNJSPIeVK/Fj5vHpxSqkFNG9XMEgCnLM/GM7eikqE3YGixvlIZZwJatydc+oXfpKSwvuz67QxUk5ZXeJdetUXiKfOee9bozv2IH5vX8/vjPW3Dm7/HNyK86ciXvftQuGEY19XW4y/1IE99XbC/lglx/o5HgYL8Ss0EXqFDY8PCz+icoGnALQLZz9+5HUzu4AdFHr7ncqMVTOqqtVkjVzpdgBQbd29bwWKl05OZikjY3WqkhuPlQEmfPFBO4dO1TyK1s56SSpDO1lZCivhM6JxjDj7Nn436mk3gwT6JZ/VZVq/u4WpFfRyS2zsqBYMMQVC2hB0ytpV8gRDMILwsIKEasg47PkMyothRAirxjH2UnJNfO1fD5ruIjhsuFhPDefD4rDOecopZpC2G4Z6+HDoqLwZPGREZGczID8OXCaLA3+zfLdM9P+LH8KngEFQrtnXmN+vuof2tOjPDJUJOj5TE9X854KHPPSzM4TdkhPx7W3tqrzMMQrMnquumioqYGRUlAAT8j+/dYiFSowZWV45qQMYkjbrlE9qSRuuAGeGlL4MIfSbGqeng6qiCeesB7HzKfjayLWkGFWlmpbpUOXWzqRL2WYyafGnram0q6HgqlgmrQiKSlqDejnv/tuvH/QQZjTdnOBxtOll6rigxtvxPjonJjm2meqSXa2yE03hStyBA0qpozouZLMW2WKgJOiq9NLzZ+v+uWahlO8lQcWiOheWRrZ+tyYO1fk29+2ymO3uaiUTykpystPT7F+f5yv5EwdS6FSbS3a7XV0qHVu5p/n5Kiwu0i43KRx0NenFLzUVBzDrkp5IlUgVwpdV1eXdHR0HPi/ublZdu7caflMf3+//OQnP5GKioq4XuB0gWnhsCXT7NlWa4GLjJNPT7rdu1dtUKZnQ1803DxYGMDKTidBqAv02bOxAJqa0E/2hz+EACJxp15hNmMG/idL+xe/COoShtX0nJD8/Ogl9fr1mAKR1X5uereKwCr76EehzOhKUF4eNiWTjNUJDGPqtBh2hRz0Jv7974oqQSS8CpTjIqL6NTKUTU+Sk5JrVpj5fFbGfRZQNDWpBPH2dlXZasd5pkMPH7a1KQ8tN8KvyPflez2XWb7zsP+/5XL5rqQI5khREcaWm0d2tqJeYaizr886X/VQc2kp/t67F/dRWKiIenUvjxNSU6FosIk3PThUIPW81A9/GOeOh5egtBTn2rNHbfK6QcM1mZ8P5e2999SaGB5WuV563hm9NEuXqnwsJ+qdmTOhRP3kJ+4oZUIhVUHJueLzYY2bVc+UWz096tllZ2Os2VOXyhnlBMdZxNr9pLAQY8RNU/cwsn0Wi1oI3cvOHF+dUJpK6axZuL5161R7M3Kd0WNEBcZUoMrKMK5PPQWFzukZU5bo1DScuyIYo40bRV59NVxBF1FrYOtWpELs2BG53WK8lIfPflbk619XhXc+n7XP9tAQ7qeuThEsi0T2wpq5qLp8mjEDuZJOa5b5vbNm4Z7//W/3hUo0MPbtE7n1VhXe5X1xrXOd0/Pd36+eidmphHP42GOtPHSJIDMeC1wpdA8++KDcdtttIiLi8/nkrLPOsv1cKBSS66+/Pn5XN00QqZXUzp0Q8Mx/0QWdjmAQ3x8YgBVl8nXRuyGirA4RHKulRYUI7KB/lkpbejq6R6SmQgHbudOqpOTkhNMXLFsm8uabWJwkoqXbWm919NnPRg7pOLUKysuDsuCmWUl/v8jzz6O8v6ICyqxpCUeDLvSGh/GcCgqsBRXFxer5trXZ58XRe6kz2FORY6eIL38ZCmgkxcKpwoyUDJmZSpFglTOVsl27IMAohO+6C+NJZZzn1BOeX3kF93lo4E15U46yXEtbSqlsfrpe/HtypeKb1gb3LS1qDlVUWL1Bg4PwTNTXWxV/5naRuZ6fpxdL9yjQC2mODfPA9uwJLxDQlQ4qWnv2IOcnHnQm7e1qfeqheZ7X58OaYcI/K6AzM1UbPN2rwGeje2mcemOKYC12ddkrc04KcCikPP1+vyL+5flMIt+eHnV8trZi+JjHycxUsong86Wy2tqq5BgNT87hPXvCPVN2uZ06ETAVurQ0jA1zI1talLLIMdBDvnw+VACi5VXaGVTkXiNPXGqqyHe+g2fX0aFCf3rqAJPra2rG3m7RLVJT0RlkzRrr+DEk6vfbh9ojzTm7XFTKp/Z2ay4noVf69vVB6eP/3d3IO/7Xv5wVWTvCar2wRndqMP+c67unR9FAieCZ5Oaqoogf/AD34Pdb+x1Puk4Rp59+uuTm5kooFJLVq1fL5ZdfLtXV1ZbPZGRkyIIFC+Tkk09OyIVOVThZOMXF8CT09qpEZ1oLulLAZHIRZWHu2QNLl14InkfvzLBokcjnPoe2Oy+8YFXmTIuJXgRWrbKnYns7PG6s1uQCJU/bf/83lD69Xco550Cpa2mB4Nq3D5+nd2vrVhAFM0dFBFbhyy/j7xNOcOb2ogchmpeG+YS00Og10JUgN2ByOz2iqak4BukK0tMhIDs6VBUpCyp0JcYMa4gopTsnB8d+4QWRz38+uuCIVOHW3o7NtagIngkKbX0s8vIwri+8ANoE3qeuzDBc9ZUL+2VT5xEyN7TDcg0fzNgoZ9+xRFZ9UuQUCW/Pk5urPEBMWNc9D9/9rsg99yjFf3AQHjlWmAWDuCZ6P0xvCu+LeS8Mk+gKop5TSo83w3oZGaoTQFXV6OhMzDDkPfeo1ktUInTFVAReCyqtfj8Ump4exe1Ib8mePRjDggKrl4brgvQuusG0a5c7z5wOPX+TivJZZ6lr1+XWtm3KOKGSqgV1Dijdvb1WLzqfw+AglNU5cxStCL0nubmYH05ExW5zO6kgMzeytFRV0TOEb35XBPeUnY37i5RXaRpUmZlKOaUHmV5msx2dng+q58ctWeKuuCESHYdbrFqF33feqQrsOHbZ2SiueestqzJpJ4t1r6RZ+Un5dM01yhsogjmQn6+UbL1SmfcRCCCF5dFHYeCaMB0jaWkqZYXrTpft3Cc6OkSOPBK/7byhJSWoiD/uOOuzTsYeCr5QpKQ4G9x6661yySWXSFVVVaKuKWnR1dUlBQUF0tnZKflmK4ZRoq4OjeBzc8MJRbu7laeiuhpKGkNNIiqhmt4WsxhB55yiFZqaihybb30Lr73yisgnP4mJq+e06LldIuoYeXkQGFdeiXArrRddeNBzsnAhFEa/32o57d9vH9olvxI3PObq7NqlFM60NLxOzxETrLnh7dmjyDgpNE2vGMdNBJtAWhoW7BNPQNEhg38k+P0IBzQ1Kd4pXjuV5spK1Z6N+W/btiklRPcC6EhJwebOilrmTZaXo4jBjXVuCni9wozJ4TqvFsNqFRVQsoeHcX8lJSqnJS8PwnjZMpFfHXyDnFd/p+Wc95TeK2tLrzmg8PPZ8/i6Yu73Y4NgtbSpNFI4d3UphZ8KDa9ZV46Yt0njg6FwPdeOnreSEtXWSL8+fdMdGoIiqiek281rO5jpEyIqXMrcKt0w43yZNQv3y/nCsKLOXUel7Nhjw2lDHnkE65LH9ftVbqhO6eIG9KjpylBuLioXlyyxyq1QSFGNcEx0ouNI0NciCw9mzcJ8I61INA8pQ83M7dy+XV2/flx2LujtReiU3WFI4EuFn8+E9z5vngp/87uRNvPaWniSNm+2egB12Uw2ARpTWVnIgxRxN8fM88WTHHtkBLmCjz6Kv2fOVJ5iXQ4sX26dB3pXC963Pm9Yia9X+VNZzs6GAu+U6kIvKQvNNm60jo0+B+gYoYePe4AuK3w+lS85c6bI2rU4TiJJxkeLWPSOmIsibrnlllFfmIdwOHmbRLBwmKTf2wvFTfc66NaNXpFETwMTSisqFMVJWxusLIJhQD0ZWf+tHzMUUm2JvvlNRb747rvWsIHpau/sVJaTiHPyOkPK9Ihs24bXuQhFcK3btilrPxi0VuZRaLLy1k4x05Nf6cn5zncUJYGbalmGr/XiER4zI0O12qGVyApShledwMIFUpkQzDlz6yUyLUhWmNGDolcW6scnMSqVDOYuMRT7x9X/T5bXLZPztHO9mX2cXHzYPyTgS5Oc949lhqY2bAgXlvPnw4NZUxPuVaAlrzeID4VwLVTUyDtGJdqk5OHmOWuW6qYyMADPFtcSnyPHnZWe3GR02IWQTNilT5B7kQ3dZ85U65kVlMEg/p4zB0aSTsuh52PR83XLLeGJ6fffrzyNXC99fe7zSonUVDwThqRTUpRXXifQ5Xzq6bFSFplhNCfoCiDPOzAAuXLMMeG0F25SDZjbqRsA5Ivr7MR9LF6sjsXviSgeOl35Ym/ZWAoRli3D+fLz8RxHRuAZp+eY10bvMMPZpASJJT8uWkHC97+P+a5HOBg2jPRc6upwvWanBDMlg1WvW7aoIgcqrEwZCYVwnWvWqPVPRXZoSBkuukdXvxbOJ45VUxOuz++3Gqzs9NPdrUL0ZqEeoyo03goLRR5/XK0lO2+oCM6XbOFVO8Ss0F111VWyd+9e+fnPfx723he+8AWprKyU++67Ly4XNx1gViaaSEuzFgr89a9g9NYnlJ4/pCsr2dmK5ZowN9vSUrVo9DAQPUgiSjjPnKlyYlg1a+b2UKmjq33fPrSTYTXqa6+p49sJfT2BWAc3C1buOvGU8XpJv7FnDzZyHXbVsNu3Y+NnZWk0DA3h2Ckpqt+gnoDNe2M4dmAA48Q+k7qibMLOUxAKYTznzoUHJ1bSW32e6RXJumLK3DpuZrt3K4E9K6tV6vaWihhj+R9HbZc9GQdZXtOffV0daAMeeghjpm86r7+OpG/mpphYvhyKy/nnQ/Ayj+6999S46uPDLircKERU7iBzRAMBKEy00Omh5f+c//TIkPfLvDe7sJtT+kROjtq833vP6vkifU4gAK/5oYfCk2onD6hg5uRYuRp1iiO9StsNtYiJtDR4VBguc0rC1+eTSVnkNrTLXEe9kpVVvaQVcRvW0lMNNm9WSjQ7jjQ2KhnX3g4Dg+kDP/gBFJTXX8dnBwbwuaoqzNe+PvsxcApzkr6kogLP0EyzoKLM7j4Myfb2ihx9tHuPULSChPp6eM+Yfy2C8TjySCt/noloeXFmSkYwCJnEkKb+LFnVesstKrrD9d/Tg5/6eiidplymkUlwnXd3I+RKo4K9Y5uarJ5V9tDW77+yUnH45eZCmTv1VHUO0xBOdGvAeCNmPfOZZ56R008/3fa9008/XX7/+9+P+aKmE5hI29pqX+nT1iZy2GHovbdihcinP62sDf3zLAXnApw1Cx4QXZkTwYLTSRsXL0apP4+hb5B6OJDUJj09EBbcpHTPiN6HlHkgbHJdUoJFpIfMnKArphwHU9HU37dDWxs+x2bbbtDcrOhEdOheLCoRfj/G4KijMMYcB3Yw4FiQzJTJxfn5SvjaKXP6fenjRGW7udnqJXILc55VVqqwDz1euiJKQdzfF5Lb3j1P/rq51HK8y0t+IUceEQpT5kSU1+zWW5FzdfPNKhROzzE3ne5uCEyn51laaq2IZOhE3xz11+lV5DzhHBwYwDlJ58LPMV9HJ90VgTK6fTu8wexryXtzojNx2gjJw6hXi9Jb09cHY6C6Gmt88WI8m6amcO8y5QH7D9udl9V57DvpVrnKyBD53vfgFTv2WJyb17BwIcK5+gamzyd6Quj5cEsfxHnA7zBcftNNo9ssly9HmPJPfxK54w5c38iIqirPzMTaqa9Hfm5trfX7VFYKCvDMOjsVjZI5BrW1CPGdfbbIhRfi9xln4HUz6qIrrDwP8w3nz1epDd/6Fq7f7b27KYLp7lb5uDQqXn0VjAPm/RNmkUlXlyry6uqCgUxlmbynVOaHh9WzzMrCXGQUpbgYr/G519SonGcW1JipOyboyd62Dd+trMT333tP7YlcW/39WFtlZepZcA869liEWXVlzgS9n6+9ps6Vm6u8n07jN5GIWaHbs2ePzJ071/a9OXPmyG6T0dZDRNDtn5eHTY9u674++yTgJUugRIhYk7mpMHCzsCuJFwnfkPx+kdtvVwLZJMIUwWsHH6x6Tfb3q7wx5oPprb70jYdNrmmVuYG+CZnXwnCy/r7uTSSY75Kd7c6LxfAMW6zpSEvD9WdkWNtvkfWeY6DnyHAsqFTSM9DXBwFDhnxWX5qCTP/hM2XyOMPCsZDe+v3IWUlPVxxgs2Yp8lJdYWY4/5zgr2U44Jdzg788cJw/ZH9GXnk5KFuO+ZyjEUL6mPp6VTXKMWlogJDt6sI8iqSc1tYi5MpijnffVfmj+vhQaaZiKoK59+1vgzS2pgbr66CD4HXhs9aLQrjR5OUpz5jufWY7LDuFioiUPmGOEaHP29pakY99DOPW1QUvz9tvQ7Fwkgd2583Px3pl2DUa/H4oE1/9Kja4Z59FntjatfhNJYN5kOvW4XmtXq3kVnGxtRDFDUIhKPXz5sHznJ8PqhgnWhC397JkCZLuZ85UNETMi2xrw9zctQvXv349Nmf2l6W86u5Wa7uqCp/VlblIG319vfJeiiiiWr2imvlloRCe7dFHQ6GPJZQXab41Nlo7CzGqwfPv3w+vpJ0hxRDmli0waurr8XvLFjxrhuFZsKXLsYwMeInnzUNOIBVqu1xmn0+l8Hztaxh7GiPRwPQLv9/KSajnj9K47ujAPDj2WORJ63PaCab3U1dE3RiiE4WYFbqcnBzZtWuX7Xs7d+6UTLclgh4OgG7/hQujW8Z+P9zlM2bgb5L10vNRUYHvRfL4mRvSqaciJ46eENPzV14OK7S3F5vb9u0IlTFJmxZwKITP6BtPebkSbmZ4zy3M8K/5Xb5vCsP2dlxPNI+giFKG7djR9WIRjnMwiDGur4eyQaHJ66HiGQrh3hctwpjz+YrgOZWUqFxJvRMAQcGkt+Nx29tWR20t5s3goHqOu3ZhIzrySHgl2G6qOrhDevt88rOhz1iOMb9ov3z3g0/KkmN9EY2QgQFsYMxdYziUHsFdu2BRb9uG8evoCE/a56b5+uuY0/RwsQMHPWopKRCwlZWqMCUlBUrQ734HBbKpSdER6B4sbnh85uwSMXOmNX+MlaW7d0fOb9LDkDr0qj/ODd2LMXMmxuSii6AUlJZCCWU7r/p6zDU7eeB0XlZuukFlpbVqkErRaafh/+eew3lXrLB6pO65R+TjH8f1Dw66rw4ndCOUOWBr1sQnP2nTJoxlfz8UH1bA8pmzYvLyy9WmPTyM5zA4qKIdJOH+ylcwJ91s9CQFpgym4kIPGb1bIs5KuhtEmm8mLYxe/MRw6Btv2BtSpNjp77d6k/v7lcFOomURlTPHdBiu1W3bVHV1IAAlU/d2i+A4w8NQto4+GufQ5Zqd7KZy3teneoinpysDRo820Aueno60pY9+NHoOoUhsdCzJhJizLJYuXSoPPPCAnHvuuZKmmYDDw8Py4IMPyoknnhjXC5wuiKX33vLlsDTuuguLkgLoqKMgEEXCuchGS0jJydzcHN60m8oVw1bcqHSepGAQCuTGjbF1ciC4KPW8lWjXS4VsaAiKAgWQXmRgdx47ygO+R1oV3dKkN45jwNCCXl1LgX3vvdbnW1wM79OeParlTF+f8rrpfT71Kk2fDwrZMce4Z4nXE6dLS+FxYIJ4ejo8A9/5jkhp4Yj8tvkkOSbwkuX7Z6T9VZ4LLJeKLDV3nOhR5s5V7ZU4PhwLPU1ApwkZGABlQkaGmjNOxNEM53JekOqD1B6pqVCOSZLM9VFSou6HnIV9fRiHffvwt98PRTMjA17Uzk5lrAwOYn1ddBGeTV1d+Pq04yETUYqEzweFuapKNY5nJ5U338TfnAtZWSqPj03Rv/51KN7MBYt0XjNtIRLMtAzOGT5beqv8fih/lZWQJc8/j1w0Ut2Ul6vCqZ07I3vruJY6OuChiTe32vr1igKD0A0tGq/bt8ObKaJahzGnkhGIoiLM77vvxr1G2+jtSIFzczFXyaPIFlJjuW+n+WYXajeLn2iIm17+YBCyipyVeu9nv1/lmer9A5iTy4hEdzeOq6fX+HyKmsaOoqW8XBWotLZaK4MJetxobFEOM9WCzA4sfNAjJl/9amxjHM3bHimXdiIRs0J34403ykknnSRHHXWUfOlLX5KZM2fK7t275fHHH5eGhgZ55JFHEnGd0wJmQmYkRFMAYyGkXL8eeSvsDSuiFBSGnX7yE+vi5A9DqT4fjq+TL/KeVqyA4Nc9HpGgC0ouaH7Hzm1vh7Q0kf/5Hyihd9yBBbh7t1UZ04+vK4JsL6UroHr4k14z3XPHceCGwdYwM2eKXHKJKmDg862rg+DXNwazhyA9rxxreqSKitwr5ZF4DouKsOH8/vciXx74H7nl1Sst373fv1rW+O+R0Pvz4ItfxH0Qy5ej0fivfqXoa4qKRP7rv8L7yZqVlqYXdPt2Vb1bUOBMHM1Qek8PNuKdO3EPTMguLcVnfT7c7/btijtRV+q4senksrRP6d2qrlbegP37Mf533eWcHK1XTerGFDcXetDNdIj2dsxvtlPTr5H5ZW+/LXLBBVB+3JzXbes6VoLrVbu6AVBcrNIQmBsaCGA89OrDykrkVnHsSktxLU4IheDF+ta3nHsHjxbBIChx9LVtyhR62qmgkJCYBgi/R6WGHpmXX3a30TuRAp90Erg49d7JupLuhk9O/8zZZ8OA4nMfHsaaMMea98PfnI+ml7+uDl5xVlazaEM/BsOsOtjOLRDAfVFp1uUXFTHyKPp81sphv99a2c77ZjQiOxvrmTm0ulLH60tJwbrV3w8EIufK2SFasaKbXroTgZgVuhNOOEGeeeYZ+epXvyrXXXfdgdfnzZsnzzzzjBx//PFxvUAPzoikALr1+AWD1n6G9AbRAzc8rIR0eTkWuFmZRqxcaSVf5PHXrVM8RRQOpvdA93bxmIccgsWo89CR1qSvz8qzJ2K9lgULRL7wBfz9zDPg26MQ0/PF9Nw8vsb/GWpgiTu/zzZZ7PXHsWA/yoICCOqeHlXi/9RT0Qk5RXBsept0xZECf8GCyBVqHHOzJ7CTR+HE7FflqZetrr7G1Nnyn0e+I3vasyV1n2rv9fOfQ+DrXHFmBRiryPR+skVFztQZ9ISEQsoLcuWVzsTROTnYNDs6sBno3QkGBuDN6uhQPVM5T3buxHhUVSmPVGOj6jmsK+fMK2xuVtxlfX14LuSScyIatvNcpqWhSjcUCveGhUK43pQUXLMenh0ZwXXz/goLcW435zVDW04oK8O909NgGgBm54XBQVVNyOfGkPWcOfCIsvrbCVQKcnJg7MWbAmLTJjxbu3CkHnrMyFDyjRXUpuJH5YWKmoj7jd6JFHjDBvvKSb2llJPRYLfmysowd3btgjJl55nVZSP/rq62evlra0Wuvhoea8ozrmnuDY2NMADMaEtuLn4CAaxJyk0WzLS2qmfR1wcDJSsLY7J6tXWMnn8eiu+WLVhvrDRnpIU9mHfvVoaG3uc3J0eFnLu7FU1NLHDyfnL84t1LN14YRWG7yIoVK+Tdd9+Vbdu2yf79+6WsrEwOISuih6SBG4+f2c9Qh25VkV+I1apUsHw+1bfRbNrN42/ZAqGQmak2LOZa8ZwHH4yF2NenWoD9/e+KE0nnUersRB4Pe5Ka3p7SUpH77lPHvu46eDe6uqyufL3oQ/doMOGWyc566x4m+LM7BsOAuvdOzwmK1qja3BiYT7d7t3qvoADXwu4ZkTZAp57AJJglMgO98rs3DpbSkWbL94/2bZY3ZaGkbVW5KGYY89JLkXP1yCPh97ljh6qsq6lRXlwzhEKrnYrC8DCe/5YtqpG83abZ1aXCeXZev5ER1Y2AXjduzL298CLMmaOabaemQsmjd4nhttRURa3Q1ITvz5mDZ93Tg/fNXpV8LnbGVHs78rDs0iBIzrt1q7WKlxszDZ309PAemSedZOVqI3fbSy+hupiJ/XZgEnswqDwNZu6QmYbAPEjSgYiolAsq73v3RudarKqCseHE5zcWkEuxrExt+jr4f0GBIq4uL7cWNokoZZ/tu9LTIX9i2ejtaDDseOM2boSixyILO7khYv/d3bvxPeb9UZkyYeZG67JEb0/IAgefD3N0717M/dxcPN/+fmWo6PO4tBQpCQ88AOOD7Ac7d6r1zznNqM7y5TBQTSX205+GfGlvx+d4HlOG0HCgJy4lBeuIqRkmTY1bOHnbE9VLN16IuVPEdEYiOkVMNNatQ0uprq7waksRlT/E8Ku+ERcWqlyIvj57BvV166B8VVZaj82NmRtGZSWOxcVil/ytg2zsb7yhCjnS0pDndN999mHlc89VHHOc9Xp+Hq8jNzecVLalBRs7Ny5uhkx2pnu/qQmKiU7IyWPrDPAi4czm5mfnzgV/k9uQVG0thDTba2VlqbyVlBRVSXjlrqvk8/setHz32uzvypNl/32A4oMbMpn7+ZxDIRW6Tkuzv/b6ehwjLw8bTzCIUIneiUHnLqMSU1aGYzz+OLgLTdb3ri7VxYLPzi5HiqBCx5yfjg4odampyoNXXa02dnrDGE4aHlatoYqL8Vtnwc/IUM3io3UP4POx88ycdhqeM7073JBpNNHzMH++OlZfX+RuCsuWqS4InZ3h4+T3q+rgRYtUVwJzvfb2WjsvsCCFROVMzSCnmtmakOfjmuEzOuggXNfatfBMxRPsXpCTA68qKTf0a/H5IL/mzlWt+cyOJCkpSpHR125trcjFF+PzhYX40Td6J9kVDKo1X1Wlxio1Fd613l4oDXPnWr1Se/bAMy+CcKjdmnv3XWWw0hiy29n5HBYtUj1Rzet6912rccNOG4ccgmuZNQuKnV2Xl4ICa+ejrVutfJdc67Nm4flTTuj8dOxG8eUvWz2WaWmKiJvKJhVwtqbUDeusLKxPnsNNyz4TycBDF/dOEc8//7wcc8wxkpubK88//3zUz5900knurtTDhMPsZ8iFR3ABEnqYpbUVQrOry9n97OSJMi3JpiYcLxrpJbF8OQSS6b1zqmA69VSRJ59UgrigQIVue3shoAoLoazYeYV278ZxyePn8ylKizlzIMgbGvD5GTOUMNZDaEVF9o2qnSxAs7VTJASDUHB37cJ5OztVMQHH/7Dd6+WZ/tMs33vB92FZkVorhx+WKqU+PK+2NpWHk5oaTkydnY3zMFdFh8+Hzd1UNvScGypzrPgj2MP0L39RY1Nfj2sfGrIqCmSiN8Pm5v8jI7jesjL8tLXheV9+uchjj6n5zupXvfBCRHnDOjqsLPihEJ5/UxM2LzfJ0Xaeu0WLQFViJqGbz1ZPQhfBuLW2Ylyc+s3qXRC6u63FFPRCmv1g9fWqFxBwQzVB9v29e61eId3rnZqqvss0Dnq8EpGDZIbLaDjSeGN4rqgIskYknJA4M1NR3OiVqBs2WKvFu7pU7+xFiyJv9PR+ZmZCadLTTzjfBgbwXlaW6r5TXAzDVcQ5dUJPSdHTBkyljvd1773qmZteWSqoXLfMo2YHE7PAS0/nYREc27CReFpE3SsVrX3vp3PMmaNkru6BXrfO2i1k/37k11VUWKM9LC56+21cd1WVMsp1pdiOjD1azmIsxYrJAFcK3bJly+Sf//ynHH/88bJs2TLxOWSih0Ih8fl8Eoi1C7SHCcPixSAu3rhRWd/MCdMLA6qqlLCjh2V4GIu8utrZ/WyXi9Ddbc0Ty8yEMOntjdylwVx8ixbh+4cc4m6hnXoqPAK0uDo7IfioXInYK1hU1Ei/qHty2DmDlX5Mzu/qCg/Hshk9E/ELClBA8PTTyE2JVrwSCY8+qnpH6mGJkRGRctkne2WGSL/1OwsLGuTt3mqZWWXdJPScwP5+CF5dQFKhcRrrzEy8d8steC4vvwxL/amnlIeN4TwTwSAIbmfNgoV+000qPKND76RhlwvJv1mIwO8XFeGZHHss2O71eakXXjDs/+CDeA7sYEBQWR4cxOf1Vl2RNgkzBFdXp1IS2B5MVyg53mYSemOjqii12wzvvhveJL17AklVU1KcFZDFi6H4vv66dR7peaT0YOneTFaH0tjRvXd8j8/E58NaX7IkMTlIerisqwsGFr2HJI82c1G5aa9fr9ZjT491PYpErhbXuers0NKC7zKvk2Nk59HUu+/k5qr8M7tiDKaEiFiLA+yUukAAz968rqEhRSnE+Ue+S66dOXOs0Q87j7Q+9lTyqehRka6osD4Lu/tnEcrmzeo869apwj3m0+pjwONnZlrf049nFv+48b7FUqw40XCl0P3tb3+TI4444sDfHsYPbqqeRvNZwu+HILr4YlXuzhAmhW9ZmQpF6s2X6WVbtcpZkNnlIjAZnYJ/5kzVL9HJkjIXHwWEbpG6cYXHWh0sguvUw466J0cE47FgAUJVd90FLxCrAfXiEYZ+1q6FpclG1KmpELLHHy9yyikin/1sbG2bgkF4m7jp8polFJLfytlylvzO8vkvFf5W1uefjc4CDVZlhNcjojaDxkYlKCsqlBfJiRaDocOGBihE+jPLzFSN0E0wdDI8LHLbbfDwZWZivBluZdWpvknZFcXwdb3HsH5tOk2CqcC3t2PO33mnyl/j8fW8MRblBALwDixZ4pzw7jQv9eKYrCylUA4PK+8mPWUE+8Ayv8tEVha6AfziF6Ck4Xzft09VVjqF8TdswHn5fDgXeJ8M//b347tFRYpmglXYGRnKMGRBD403fqa4OLE5SGaRCJPl9VxUkfAenSQltuvnecYZkavFqSDa3VMwCAWHRTxUzOyMGoamqeDPnKk+T74/s3hGJPKaFMFcnDcPBqiZzxsMYr3qKRH0pvp8mJePPBJe9BZp7FmtSlmvex3ZKsyuYlbEnhYkUuUpI0lujxetB+5owrPJAC+HLgYkMofOThmLZXMwFZ60NFiQZ50Fz5STcsfv6RY882tIRTB3rvW7FCZ+v/s8GJ7n9dexsTDHwdxwGQLVc5LMxTc0ZM87xtyLaIsxmuKrv79tGzppVFVZP0MFbXgY4/bEExiDFStQpRUMqhwUKsd6XgvDP3oI2+fD/UUL3ZioqwPBK3vW+v0iXwg9IT8JfdHyuSd8X5TQj9fKjArfASH+n/+p8l2Iri5rv1laxLSASabqlEPHPJvOznCB2doa3jBez8sUsSpsbLJdWIjNjUn5Zk4YoefV5ebCe6srfHoulN8f3Upft07kc59TXhW9UEBHQQEKe5qb8b55z07zkvle5jPgc9ixA+edM0eFwsgJWVOD8+qfp6ERCOAaYu0NesYZkAUZGaq4QFdkKyqg8KSmwpPFMKWu8IsoLzYVE92ru2iRu7SKeMBprceaG6U/J7twX39/uNwieK7XXlNr1MkIEVEebirReXngneR16GwBXDf9/SpCwHxnk4uwuhqGirkOgkHlxWQvViIUwrlY7BKLoTkyIvKhD4VXq4pgrLZuxZw/9NBwD7zdPqDn+plyJ5bjLVpkvS7dm2cnIyYasegdE365zz//vHzyk5+Uqqoq8fl88rvf/c7yfigUkm984xtSVVUlWVlZsmzZMnnzzTctnxkcHJTLL79cSktLJScnR84888ywFmTt7e1y/vnnS0FBgRQUFMj5558vHW66sI8D7PoCHn88eL+c2ss88gg2GzY/11vR5OZCyL7yisgNNyBHh30GzfPye6WlIkccgUWfkwMhcvnl+G2W/mdnQwmjZ8xNHgz7LN5wAzYhtoYx56fZa9akUcjMhGBhCXsohP/dtmSJ1IORoIt9xQqRpUvt25bR5Z+ejvFobQWj/rHHWsNTbH2jcznxHH4/BPHAgLLKe3vxTM8/H8/Y6T6CQdWG6aWXlJU+T96VQNBnUeaGJE2KpE2+lPoTOfwIn6xYgftbssS+j3Bzs32eDpWpoaHI7eqYc+fEps97Sk9XLdXogdCVOT3su3ev4rXSucJErFXLpMOgl6G/33ptzIUSwfgND4On8De/CW91JYK5nZcHwU8KGbtNuKcHyk1zM87htlVQpF7OeXlYy4WFquCmtxfFESUl1nxXFnWQ3T8lJfa+k5s24R56e3EfDOOxy4cIvLV33YUuHNdeCx65khIo8FzPejcOPpPCQiiX3/0ucl/Hy/uhr2Xm146mR6celty2TXXLYb/f4WH7dnz6uTIyrCThTq4UvUVXIAA5t2YN5BQb2jO6wfCsiDJu2QVFD9szj5T/6yHIzZutaTRM22DKDd/bvDm2sU9NhZebVd76WmxvV60UTbBa2OxoxGiPndxxe7z2dihzGzdiTb73HhRBGpjm2Ew2uNK3L774YtcH9Pl88qMf/cj153t7e2XRokVy0UUXyTnnnBP2/r333ivf+ta3ZO3atTJ//ny5/fbb5bTTTpMtW7ZI3vs7xxVXXCF/+MMf5Fe/+pWUlJTIqlWr5BOf+ITU1dVJyvsr6LzzzpPdu3fLs++XGK5cuVLOP/98+cMf/uD6WhMBO9fvwAA8WYEAqsH0HBkm319xhcqFYCjvkEOw2NluhWXjvb1YjLor2Q3h7NNPY/NwqqyKlYvH74eClJenFBgTJmGjmbDLcBNDAhRovb3YyO1yJSKNdTQ3ezQ+Iio/11+vQtYUtjrxpQnmIOn/p6SoVjYdHXjGv/0thLl+XaZ3QUSkv3NINsnxcrRYpe6H5QX5u3xIRETyMq19D+3C4cGgteUP2deZ75KVhc1v+XKMrx159dlnY9N3SuDOz8fzYpEBNzZTWSIFjN6STq9A1NuwiajCk0WLrJxeZm6iCDZHO++M7g1gmLKyEoKfSri5GdOKp3ebSp1+z07zMho9QmmpyMMP477MQgrOSRFrl4PhYZV4zrVsl8Zg4i9/wTn0vD3m1YpYPc4bNyJN40c/gqLGJHgiPx/zhITTJuG4nedMJPHJ505yz8w/NMfKLizJsWDBQFGR1bi14/RzohTRob+fno480mXLcKzcXKU8cv7Tw0SKolmzcE6mdKSl4TUdZgiStDx791orubOy4L3r6RldVwSnjjILF2KNPvJIbLQgsRwvIwNylL1cTzsN1EG8D51InPM0Ly95u0C4gauQ69y5cy2FEB0dHdLZ2SmpqalSUlIira2tMjIyIgUFBVJUVCTvvffe6C7G55Onn35aPvWpT4kIvHNVVVVyxRVXyLXXXisi8MbNmDFD7rnnHrn00kuls7NTysrK5IknnpBzzz1XREQaGxtl9uzZ8qc//UlWrFghb7/9thxxxBHyz3/+U0444QQREfnnP/8pS5culXfeeUcOPfRQV9cX75CrkwuZVAHBoJWuQC8mEFFJrxQAzKfRq1Xptp83D5OUruRNm5xDPSLKRb1mDXiFyBpvLrpo9CJu71nE3t1t0ih0dqLykZu4HhacMQNKRFNTeBg41vPqMJnzOQbNzRB0OndURweekU7zwN9ONAL6fYhYCY1Z5UZl004p/cLuu+Wq/Wssx71NbpZb5NYD/7M109NPO4eE2OapsxObBMPhengpM9M6vnYb83PP2VPVECMj0a19hvBIeM15bNKPFBUhHL5iBTjZ9NwwpzQGO6VeD4uKhOdrdnZaKS10L6LeWYQh9MpKVSFIvi67eWn3DNyEAPV5kJWF+evzKaWyslJ5ZOzCVybWr0cHAxIS68Um+r1SmeHrhYW4xkcfdS8jnMhxRVDJmEh6iEghbhHnsRoZiT0saZ4rFALJt06jYoJGAwsHFi+GDDTltRnyNWlsWGCWkQFlziS01u9TJPqxo82faIhX6Nvt8eyKgCiDZ8ywUvGIKGoWEomP9X7jibjTluzYsePA36+88oqcffbZ8vDDD8tnPvMZSUlJkUAgIE8++aSsXr1afvWrX43p4nXU19dLc3OznH766Qdey8jIkJNPPllefPFFufTSS6Wurk6Gh4ctn6mqqpKjjjpKXnzxRVmxYoW89NJLUlBQcECZExH5wAc+IAUFBfLiiy86KnSDg4MyqMXautzSr7uEUwNgTjySm/b1YWExWZmhL/YNpUJHQaG7nSmER0asXgK3veqcWtiMtgdhNI+EaZmZibCDg9YKR4J8a/v24RhmGFgfa53/iXkdkTx7ulX4zjuKST0QgOJDAl0RHGf/fggE/VnYJexH4oni8YuLVbjupJOsFv9Rff+Sn2w6wfL9LTJfjk/fLIO+TEkLKi9Ydjaqme28qXqhyEsvIQRZVKQMBAr1kREIybQ0Nb5mBVgwiPsPBPBZs+BCBHPI5JAzwdyWhgalSHG8mFP31a9Gzg+1u7Zo3pnVq+1z/+g51YmsmUeod0VgmHLXLvzm80xPx4bplJ4QKz2CPidffTWcALi5GeNcWYlxjORxqK0FISxDebw/s6OKntfI+dnRgT7AV1zh7BE1lTkS2ObmIv2ivx/3IALlo7LS2XM+msIvHaPt0WmGJXUPHWUJw5Kcc+a5fD6sq0gKHT3ivb24vzVrcH/mscxiGL2yvLwcMurWWxEWNlvN2UVX9CiEfuzRRGLs4FQpOlpakEjHCwbhPc7OVnRUuqFdUmJtsciICqlo6PhIti4QbhBDiiOwatUqufrqq+Vzn/vcgddSUlLkvPPOk71798qVV14p//jHP+Jycc3NzSIiMmPGDMvrM2bMkIb3uSSam5slPT1dinR///uf4febm5ulvLw87Pjl5eUHPmOHu+66S2699VbH98cKJ+Gi5wixQowbCieeiJWsUVcOKGBElJDX29dw4Yy1hc1owyGR3OZ2NAoUNlVVqvKU90ZQuA4M4G/9cyK47p4eCCd6Xfx+jL3dpmduHMuW4bUbbkDOzNAQBEJWFjZ/3XCqqkKITq+8MuHkF9c9I3xuRUUIe19/PX7PLuiS2s3VkhfotHz3Q8VvyT/aDhf/iKpAZn5aaWnkqkIKyMWL0Srttddwb+yUQEWaXhlzfEWUdfzOO1CKWluh3OnttoJBKBupqbgmk79MRHlbfT6EQZqaVP7N8HDsRSOEkwHFcS8qAt+XSQxNcuWtW9WGa1KJ2Cmn+obP0OWPf4zPcjMy11QsHgFuhjfcADqJUEh1cNBDgcz/s1MmqeSyXRMrUU36F0InFycXYE9POGeYU7HR6tUwvEIheANZmclcu7Y2PB+7EGgsRWJOGG2PzpaW2MOSdufKz8f3de45phZQSRaBp0jnoYx23fRGtbaqdmoZGe4N59F0RRirck2MhhbE6dzBIApuhoaQrsQ1rCvge/diTeitG0Uwfnv3RpeVyYyYFbq6ujq55ZZbbN9bsGCB3HjjjWO+KBMm7x357iLB/Izd56MdZ82aNXLVVVcd+L+rq0tmz57t9rKjwmmRsqE5cy709lu4biUERMK9PRQWrMgjvQEZu7kARtvCJh4L2a1lpnv0GhpUX0mzl6CO1NRwCoH6emwgoZDyqjhtek4hoYYGVW7Pn95eWMHswiCikuh371ZKEMeXuV/6WBN6pSefGxui9/aKfP/7Ivf1fEW+3PyI5X5vr35Ufp59iQwPi+QO4Xm2tamQ/WGHud/09PGur8cmxao5KomhEHJRdM+JXSi4ocHabistTW1mM2dirCsqcK2Dg1ASqWz39aniHD0X65FHnMmjoyGad4Y0DWwcroM9ZAcGVOEOn6tJK+KEkRGRhx4S+eEPUTSQnx+fEOPGjVaiZf5QtjQ1wbtr53GgkltUhGfN9WESihOBAI5Jz4bPBwXf5AyzA7kSeQ4qMMw79fkwvnz2uuf80UdV6sdYaCZG26OTsjo9XYXlzLCkqQjanYvdOXp7leeWhQz9/da2h7rB4HTdzJVjG7vrrxf56U/VPHJrOMfyWZGJ66AQDGIuPPaYyhE0O1XYGW1MfxBRRWh2ROKmIj3ZELNCl5+fL+vXr5ePfOQjYe+tX78+rnQeFe/XwDc3N0tlZeWB1/ft23fAa1dRUSFDQ0PS3t5u8dLt27dPTjzxxAOf2ct6cQ379+8P8/7pyMjIkAwn6R8HOC1Snw8bHXusiqgNTGdf53sk9NQ3GCoSJHIUsQqrWEOfxPr1IjfeiGsbjcKgw61lRmFz9dWRc694rdxgGD4NBlFcQAsu0qbHnptmkcrmzSofjo286SkdHlbVnXwmJBrOzIQyODSEc0RTRH0+RfOQn69Y7j8uf5Rnej5h+fzz2Svkkqo/SdNevww0KaFUUIAQWE2Ne4XbVNIffhh8eDrnXHo65imrzOg5EVGhTLY0ElHtoPr6cB8zZmDzIuO8CI5dUqLGbMcO1Y81K0vNx+JieKHc8GA5wa4LAjdkERUKs/OAiODe6uuVMaUTo+przy4vUgcrJf1+kdmzI4cYo2HTJngOKytVZarujRDBszvnHPu8wn37oMjpHlgRqyFpIhjE55mQT0qZSEnk3IiDQUWDI2IdK9Li6OdkVIE5erEUMthhtHLPlNVuwpJO5youVnOtrEzdI5P3b789nB7E7lgkduc8rq629lvmPHIbXXH72YnicGO7RxKo+/2KlJ7n/q//sjfasrNVZyA6OgoKwonETUV6siFmO/f888+X++67T6655hrZtGmTNDU1yaZNm+Tqq6+W+++/X84///y4XVxNTY1UVFTIc889d+C1oaEh+X//7/8dUNaWLFkiaWlpls80NTXJG2+8ceAzS5culc7OTvnXv/514DMvv/yydHZ2HvjMRCBSGXZXFzbEBQuwuXV2KivD7LnKDUZ/PRDA4p49G9/TKRv4GSpKCxfiHEymXbjQvtjhgQdEzjwTdChtbbjGtjZ4CCJRI+gUG3V1Vss/0ns6eK3l5VjATJrPzFRhRXresrOtFAL6pqfzM7E0n9dx1lnw7Jl0G1SQ9fE2n0F/vxLSFPBHHQWhaDaRN4+TlqYqkgMBnHf2bIxv+UijjAR88kzQqsxVp+yRM0LPSsMuv/T3K+uTnrEHHsAx3Xiz7KhcbrpJzSHe09AQBB+T36k019WpzgJbtoDDbscOVQFcVgbheeedeIY6872OvDw8Ixb77NyJZzh3LhTMsW4S7ILw7rv4qa9HcvTWrRjr3l6cW8+J05GWhrl35JHwaLFwhaHKzExFrGtnB5pev2AQ88Tnc0+7Y4Jex+JiRRXCquRAAGshLw/Kvd1zXrUKigQrx81Uj0gIBiFTWLgSib5o0ybIF64nfUz0NAMR64ZK8u6mJudQeaw0E5QlCxZAkdqxA78XLHAu8ookq+1kq3kuXcaGQqgMPvpo3N9bbyHnkmk1995rL0v1Y/X0KK6/3FyskYIC+3lkR93ihGifNfNQ3dLzjBXsU005w17CLE7Lz8e5n34a69ROvrBIi3ObFf0mkfhkRsyXf+edd8q+ffvkgQcekG9961sHXg+FQvKFL3xB7rzzzpiO19PTI+++++6B/+vr6+XVV1+V4uJiqa6uliuuuELuvPNOOeSQQ+SQQw6RO++8U7Kzs+W8884TEZGCggL50pe+JKtWrZKSkhIpLi6Wq6++WhYsWCCnnnqqiIgcfvjhcsYZZ8gll1wiP3i/jG3lypXyiU98wnWFa6IQzdWtW0z19SL334/FPzysPEXstzh7tvJmFBdDePT04DwzZ4p86UsQSOvWKevLtMroOWlrw0ZNC239emzyAwPKwqaXioKfift6Hk17OwSUnWue33Hrtl+yBEL33/9Wgoa/OQ5ZWcrzxg2Gmx6VBbMlV3a2asNj567v7VWbDZVAJsTTMxoKqaRyWvr33qvy7jZtUpZ0Rga8GuQro8XNkGN5uYgEg/Lrno/JitA6yxhcWvUH+UnrJ6CU9lvpJVJTkevFZuJuvBZO1vabb+J+qHDqeVk7d2KuDQ1hXvzv/ypuQD4TdvBgj2DyYJH7zinkNTAAPsTUVFXN3Nioek+ORanbsMG+C0JfHzzOM2ZA8dm92zkct2iRyhVj54W2NtC0ZGZi3KNB9+bREDBDjHbFOXbQvY566zI9j7avD2NpF7J89101n/Ueu2435LY2nCtaEnlLC+6XoUXOKRqjOjchvV8cc3rhYi1kiDdiDUvq37PzfNXWhifvR/N08Vi/+IXIVVdhrRcVWefqaOaRW0TLQ03EealEtrercD1lGo2/5mbIvsZGeNJ37Ahfw+RoZai/qWlsBX7JiJgVutTUVFm7dq2sWbNGamtrpa2tTUpKSmTZsmVy2GGHxXwBGzdulFNOOeXA/8xZu+CCC2Tt2rWyevVq6e/vl8suu0za29vlhBNOkL/85S8HOOhERB588EFJTU2Vz3zmM9Lf3y8f+chHZO3atQc46EREfv7zn8vXvva1A9WwZ555pnzve9+L+XoTgWiubn1hzJ+v3M4Me2RlYVF3dWFj+K//wjFfeQX5Ok1NEOhMB6QH4aCD4N4/9VSco7YWyoepYK1ejTArLXFeF3O+hofx3quvgrSRLYuCQWwgmZmK1oMC64tfVJ4vt257PezQ3R2u1DK8bFYpud30RCLnWIlYq/3MfomdnbjGhQsxZlu3Itejvt7a6qyy0srwX1wMpfGWW1Aqf/TGH8q97ZdYzvub0i/L3dUPi/h8MicXSn1/v7qerCwcl8vCjWB1qvpko3h+xu55NzZirj30kFXh5Xf4bKj0st9ptJBXaqriVCsri084h17gq6/GeWpqoIBSqadSUVmJ8fjKVyKH41JTw6tn/+//sCZZPedUCGPmu5r5d9GUEzNkumhRuIKck4PjMpQ0fz6Ik83nzLlDrxk7zKSnWzkU6UlmuoB+DwMD7pLIS0tVCoIZGmb+n4hqAdjfr8b8kkugMMdayOA0ZnZpFYOD8P5Em2Pxqsp0St53E0b2+7E2SMdhlwaeKCV3tFXCYwGVyNxcVUijg4WClDtnnYV9zy2vYyL4DicKXuuvGJDI1l+xgPkojz4K5SkYVCzmDF9wcmdnqxwX3fLmBM7IEPnmNzGp7Tw1e/eqZGUWVdiFjujCzs+HhZSejjyhvj5sEnPnKmUjFEI1oQjCV/piisYJJwKv0OWXQ2HihkQrl0qbHjpxy0F3xx32rbB6eyFQuFJIEcDvk1bjvvtEPvhBCLTrrsMGr+clET4froPpm8EgnuOvb3tbPrTyCMtnOyVfjsjdJTmV+ZZK2n37cN2Vlbhfk8aAx4zUls2Jk4s8iMwN0++Xxx4cxPMkhYj+LHRFgX0909LQEo05cHZJ1fPnY+ycPGSjacnj1HJuxgyrZ1MEc/Wpp6CYO3mOnTZzejpbW1UhiVm9S4WeihKpiQ4+WJHDRuLAckpEJ6EqQ+FUuBmuZApCRYXiexPB5lhfr6iPzE4Ybgo9UlNhFL5PE+oIfQ3m54d7yTnPcnKUwnDUUaDtWLZsbBySZktEGiA63ZCbY8UTo+XDi9f3J+q6RwNykRYUwJNupruwmKmqCv9HW8OTzRMXdx46E4ODg7J27VrZsGGDtLa2ykMPPSSHHHKI/P73v5cFCxbIQQcdNKoL9xAdtDbJD/fKK4j979tn//nOTiXAzDBKWhqE6o03IsylW/Dd3VAIBgastChsOK+DSaYs5mAVFwUz2xZRoWtvV5tdf7+1l140t31tLSzb3l4IFXY14DXZuc/dJEKvXo3xycpCSLGkROW2MaGWG6SIUlq46S1YIPLf/42w3pe/DA+aU9iKGwc7fwT7BuTvLYtk3sqtls8ty3pZ/j50vPgGRFJ2qsrIUEjlezFvxkQ0r4WIs7XN503vGglzufGyYTcLGlgcoFdXiyhDg569l1+GArR5s2q5JaIs52AQCnW8wjl6OJlpAmwltmsXxpOe0mAQuWQtLVCQTMVt0SJY/ddcY19dp4fjdFJT/fqZn6e3ZWIFukjkKstIiej19Zhz69ap3qp68Q/zvdhBhkVSDLESVVVK4RwYgGLtBBYHlZbCwx8N+hrs6oKcoRext1f1geXYDg/jPrZuxbMYTSGD3Zixc0BKSjjdEOfY66/Di7N0aeK8N2P1dI2mWjce7ASjrRIeCxhhYZ6qHrLneX0+zKNjjlH3NRpP6mRHzApdS0uLnHLKKfLmm28eqB7tfj/r+3e/+52sW7dOHn744bhfqIdwa5ObEFvzOEG3tM1FwI3hjTfgKaAy19BgVd4YbuEGrSeOc+PKyFDKmV75R5f4/v2qpx+/09CA3AcK1r4+nKO3N1xJNQV0aanyImZkwJpfudK5gitSy5jrrsMYMHzK3EMmubMghcorFVxuAnffjf+Z62F2sjBBpe7q7ltkZfNtlve+V3WnrK1cI93dIqkNKvy1ezc8S/39OGe0fC8nwUrBvm0b/h8YsHr49OR45vzRu0uvG9uCZWSoampWKNpxmPX2itx8M8LKfE33wixZAoUkXuEcM5zMwhE9bNzcrCqTTQVYD5HV1op84AORq+vMisJ9++CRfPRRrFGOp1lcU1QUHmI0lRM3hMjr1iHse9JJWEM0PtjVgZW9jY34XkGBtfKPOXQM11KxcgI9aocf7n7z5hq86y6stcFBnH/uXKzhPXtwzJ4eVVl++eVQpO+9N7b8Nacx0yuA9ecvYqUAuflmvJcor85o+fCIWKt140UzMtoqYTdwUjh1JdLkj9NZAYqKrOceDb/dZEfMCt3q1aulo6NDNm7cKAsXLpR0rS3BKaecIvfcc09cL9ADYGdt6r083YLCTA+LcVFws2HiuN5xQvfCcNPVQ7siuK6uLsWartM4MAmV5yRYzVhWBm+i3gni1ltxnki9Z7OyQIWxZw9c7StXOt+7Xf5Le7vIBReopH5TAQsEsNlmZiI3cft2hB26u638bPfeiwRz5np0dqp718ecz2Bp6B/yj74PifSpc72Ztkg+f/C/JDUbA5+Xh3Hh82BBQmEhPDIMk8fqtdAFe0cHPj9njlKqyYPY04MNfv581V0jJUVVhe3di+8XFeE5cZwYgtcNiYwMjJmel+X3Q+l5+21wZ7nd5IqL8QwiWd5m8jaVF6YNsEKOXVgiecZWroR3i9V1vJbmZhSwtLaC/4uUB9xEPvpR9I9cvRoKDNcJq8/JQxctOdttIvr//i8UEr3AgODapbKWn29PjxQMKqoZEWfqklAI83ysBKyhEBLYQyE8S1Zu6obk66/jGTz6qGpbGM3r4jRmJh8ZC1L0top+P55rSkriqDgiebqCQaytOXOU1ztWI1WfR/GmGRltcUgkRFM4de8uW7CRbNzvR4SE3KPTGTHn0JWXl8s999wjF110kQQCAUlLS5ONGzfKMcccI7W1tXLWWWdJZ2dnoq53QjFROXR2OWB9ffCwuMlz0aHTBtATwvy3WbMg3LZvVxsuz0+FjuEiCkV6Z/RQG8MxVP7YqozeHXokRKAA6N4fMvHT25efD+FRUBD/3I1gEN65559XOU9mHpgINvycHNAMXHMNqoW7u62Vaa2tKpxXXg7ljhxuOgpC7bJXZki6WAnpXnh8m3zm+oMt/U91TymVZ4YmMzIQ4i0oAMfe1q3RLW87wd7WpkJrM2fidbNPbUWFtX/twIBSWkdGVJ4mW36lpCjaAHrufD4rlQDnCJWco48W+ec/rU3n7fKbZs3CuEe7X7MHsDmeDH1WVuI4dj1Hue6owJu0QDSm+Nqxx9qTkrIo4+WX8f8JJzh3irDbuO3uxTx+UxPmw4MPYtMz84xICMzrPeQQ/GYhSkWFIjkmybNOp2NX+Xr55Wj75RZUjtvb1Tpmyz5WU+t9qHlvgQCMmyVL3Oe2RRqzrVsVHxnpPvTXsrIwPjTEEpVXZ9cjuqVFGb45Obi2aDyfkUKpbvOHR3NvYw3h8vvr14t873t49iyeMfsrs481lb7BQVXItHKlc2QmHtc50UhoDl1XV5fMmTPH9r3h4WEZiVXD8GALfRLu3492Srq16dTs3Q1Mz1xamhzoekBFTFfYuGlXVKiuBTk5qqVURwcWXyCgOh2wBZfPp8KYpAYhzQrvg54DbrIpKapdFKu9rrwy/tVVmzbBc0JlUlfA9NA0qUTeeQfULUwwDwRUuHLmTCgL3BQYylLPKCRr5UK5QH5quYb3vvFTOeiW8yW7Ltw7pXtKda8Lx/vmm2GtHnoowpaRiISdPJz0ijU0qJZGGRlQTlassPbnDAZVpwRyy7EbxOAgXiOnmYgqViksVEqjqSzrNCmbNkWvgG1qwrGieRrsvH15efatxKJ5xszqOipzerUzKW/sPB5+P4pB7EiRY6UmieS5nDNHeeLMPFcqTJQb+/ZhPOzokf76V1CccA5RKde5GwMBeG7dbpbBIDyV9HRyPPW+sCMj4eubSlVOzujpXMwxq6xE3iHP2dOjDExWyutyIFruJseANDYlJZAX0RQH09O1a5dK9SDlz8iI4vl08qRFCi0mkmZkLCFNvU3g3r24z5wcrMesLPtq39FUGE9UR4uJQswKXU1Njbz00kuy3GY0/vWvf004r9tUgDkJAwF4QzIylHDS85xiARUD0hCQoPegg3AO9uikx02nA8nPx98dHaA3OeEEhJoYsmNXg9RUZW3rOUsMpbK5e2Ymwj9sZE8iVJ5LRAmc1tax5ZzYoaXF6jViiNQElc3ubgig4WGl4NDrWFkJIc7cv8JCFbb6lDwtT8vZlmP+IeVT8r1Tfit/vgnSyAzB9Per3r061+C+fSokRSX59dcRtvrBD0Yn2PPzRebNwz3dcIM1GfzKK9Vmdeut2AhnzVKejLlzlZK/f7/ieurqwpzIycHrpvGhK3WpqZgrL78ML5NdOIcksGbOoBPNg1NIK5ZWYkxcLyiwpg+wElQPpTN82d5u7aARD8+A20T0z34Wng4WReh5rjq9TV4eCqHMpH/OneJieN4YftQ97/pc9Pvh/XGzWdq1/aKxRCOOCqP5IwK50Nnp3mCLNGYmH9m+fTh3To5V9hCRjEXKar0QhnQibnoOU0l55BGsNRbP6FQyOs8n57cbBIMiL70EuZWVZS/fxovDT4fumczOVnKMKSUs/rJTOGNRIkcbap7MHr2YL/Pzn/+83HPPPfL73/9eGK31+XzyyiuvyLe//e24doqYbggGsbDPPx8hmtxcKAq5uVjUDQ2q6wB7Ao5GqdNJGbOzMWmZdLx4MRYXFbCsLGt1JRnVL7sMx9m6FYslPz+cqZ7FE1deCQHHDYZEkM3N2CwZap09G6EOXaCyb2ZJCQR0a6u9ctDWhvdjqa6ie59wGkvdg9DdbQ0niqh+sKSJyciAMJgtuyQkvjBlrlz2yrnpT8s11/otCbw6E31vrwoBM9zN69B70aamwpvZ1gaetVdesa+udVNVJ4Lx1xUcCtDycni2Skut45SfryhAhoexqe3fDwV7xw7lcbAbU6fxXr4cIaCnngLtylNPIZS5f7/7bgHmeJrM/norMSdhbVbXjYyE9+YVwXEzM/Hs9d6jZleGM86w7wDAkKxTt5Ro96Lz491+u6KK0T1qNN4yMqD8XXaZsyK7ZAmKVUTCu6owRF5djfDua69Z5RQ3S/0+g0HwMQaDShH0+fCbnnoaewwN84eeULteqZEQbcxKS0WefBKdBW67DfNbL87S4WQsUmHYuFFV7lMxbWuDMnXhhQgpRsNPf6o8lHrfZHrnBwdhTHJ+R5sz7Apyxx1QhLdvR4oO+1mz+xBD68xLjdaxZ6wwIwU0TOlBZu9qnSJK7/oz2vO47Whh103Fad0mI2JW6K699lr54Ac/KGedddaBPqgrVqyQD3zgA3LCCSfI17/+9bhf5HRAbS1CXFdcodor7dqFhVdUBOtxZMRafcZWVm5Aj0pODgRvfj42x2OPVblDy5djQT/4IDbpvDxM/txc+xY3ppKQnw+FYN48eG7mzYMiV1AAoTg0hAVM+ob+fuW9yciAUDE3awrT8nJnAd3QgON96lOxCaXFi7FxMUwlogSJ7h0gDQtf48Y2OKg2PD6bnByRC88PyPrhk2WnVFvOd5r8RXwSkv1SLiMjyLPTobf24UY2MqIKAcw+nX6/Yvvv6oKX4Mwz7QWQHoKyQzQPp5NC2NWF8Wc+GZ+vCM713nvWz1M50FMH6PE54QT1OSqSK1bgOb38MtaEHa+fiL3gj7W1nQl6edra4LnRq3hNDyPDdJmZuM5vftOdsmNuIGedJXLiiSL33GOdw27v5dRTcW6OBz1guvEWrZDB74eBN2MG/h4Zwdyjx27GDNVqyc1muWkT1obdOXWlTsSagqGjsREh/WgGm67oFBSIfP/7zmNGQvXLLoOR2tbm3ljUFQZ6bFkopodyd+8WOffcyErdpk2qMMXOyKGx1NeH+R1N6aCi+dprkBv0gvX3w8h65x0oeDt2wCPW0YEiq/FQYsxIAalzdEYEFquIjC7yYnceHXYGoIh13KKt22TFqIiFQ6GQPPnkk/LHP/5R9u7dK6WlpfKJT3xCPvvZz4p/svgmR4FEFUVwIrE/qk6PkZKC0BCrwQIB/F9YqJLUqdxEavxOUICef76qlLR7ZG5yD9yQTPb0wIO0dSuEKfN7mOTPsGx+vpUxXcQ+aVe/rp4elafGsC4rGnNz3eVK1NZiLFjlaiqBKSlKER4YUBauiDXPjv/fU/2QXNPw35ZjfNt3hVzle/BAojoVtYoKkSeesE+if+QRkLX29iprnd45hiiZ+0jPwMgINlSS/uohBbvkaHo+RkYw9445Bhuh3Xyoq4OywQrm1FSMy7ZtymvM3EEqAVTyeK5IyMuDJ87kNHMiBjZDY5GKYsYSQjG57Fpa1GYjovIneS29vQhL5+TAqIk0nzdssIaEhoZUfp/Ph9fMsJ3be1m/HmHV997Dd7KzoyfX2927STFy1FEi55yD190WKLFAgXQketEDx4XdNfT1pxdJiajCGb21oH7/TjJr9eronQHsChT0inHTAKDsS0nBM9VDpLo8oMeuqkrkJz+xH/t160Q+/3n7YhaOD/v13nabtYVberoKRWdkgBbo97/HetE5RRlB0HNx9WIrnw8eyuJi+4IEHWNZT3bFKlu3qupzRiTmzsW4j7Zow20hEYnXE1k8MlbEonfEpND19/fLqaeeKrfeeuuBPqnTCYlQ6PSJlJcHpU0nTRwagtCcPx8Ld+dOWJ5sO0WB1dgo8vWvqxAReyxyAes8TCMjEFjPPBOZFDTawo20CIJBCBEmypeUKIJhtmmhwE5Px+YwPOxOmAaDCGnddhuOlZurEmtFMDaVlTiGk1DSUVtrpZawU+pIeWFSkBBHyevyuiy0vNaSMkOOytourQM5lmdKJSw/H0qUKSTMrgM8Hzc2Jqnrih2V0XnzVH9YUwCZyolZ+r9okXPp//r18DSQU43n12lmGJok9Pwfc7M2x5ceY/1ZmTkwO3eqZ5CSYk0FSKTANavrmD9ZWYn5rSv2O3ZAoTnooMjKzm9+g3xFrp3ubitlx/AwnlFenrs5bId45ALZVei2tKAHqd1mSR7Jjg4YKx/9qFJ+fD7V1k33NNMQzc/HPXd2qteYo1pcjGdfU6NaC5p9oe3ypSIpJiZiSaCnwpCTAznHhvBcS1yzDJnm5iK8bzc/aSy1teEYuqwQUSksxx6LMaKy1t2Nec8WgCJqbcycafVqdXVBudf7GDM9hhWjmZlQ6pgHzdzMO+9U5N+RenO7mZ92TgC9+pxjxzxiO/nvBrF2tJiozhtukDCFTkQkPz9fnnnmGVnGrN9phEQodPpECgbhCtetNPIQzZuH/3t6sMDKyqxCWrdI+vutrZt0AcOwwNAQBMyLL45tA7SzbFtbIbiZW0Sur6oq3GdbmxIGBQUIS/zHf6DSsbFR9QF1EhS6IllVhZCjzh5OJfiQQ9xv9PrGtX49SFrN1k2EXi2YJX3yjhwm1bLL8pnPH/5veXbv4jC6CxF1fbNmhQsJU0net8/aUJ6gosxj64q/iLMAovJqR5LrpADbKZj0wukGg57MHQqp8K7PBw8Jizp0icPQBkPpfFYi4caCzhUmorxj7e2jF/xuoStH9fUi99+PsTANkJQU/M2KU7vjNDVBmbvvPtx/ZiY8nfoc5ro/6CDVm3givAN2Sg6rREtLrZsyjTXOVdK4LFsW3vaLyg9RVobjV1fj/tvblVeQfarr6zFPqqrCFTbKkbF6V9wqwaaHTiS81y1zXEWw1oNBZw/yGWcgF6+vL1zhHRzEHLn/foTiafzu2OEclWG7Rd1zvH27Ol9VFZTR995T3n9GhHgPNMJKStT37Hpzx6I0OzkBdFLn1FSE9WP1KLs5j4j9nIjVozeeSChtydKlS+Vf//rXtFToEgE9N4lWki7YKdyHhzHpFy4UOe+88Emn50jpeSj6RObx+PPee9FL8aMJNrP0nvl/fj8WUmYmBEl/PwQyQ6Pc1HfuxO/f/14pfWedBc+hG9LQ/n5soGZ3g8FB1VHBTVk+qSU6O1Fc4KTMiWhVZ3KtXCv3Wt67o+Rb8t3UK2VWtgpr6EoOhWZlpX2FmX5vPT3IMRRRlj7P3dqqhC65/ior1XGcqteWLcMGmZ+PsWFrMxEl6PRqOj1XqKYGv8lFp88t5kGxI4GutIVCyrPHTY5/k/tQJDyvxcyBMWlHentx3FgITUfrtTKr6+bPtydWPftsd43kRdS6Z2cHfQ5z3QcCo6eWGKuHzqlKsL5e5Y7V1GCe6vx+DL3X16tqQp0YlspNezt+mKTPH91Y8PuxBmhAsbWgiMrZa2hAvrGZssFxjGX83FZR6lW06enKS8bnRrAl4v79KmRvd06Oj4g1N5eVybfdBqOeSvWuXVYvpoh13Q0Pq3aLTN9h8YHPpwrteK1mZ5+REWWQBYMY5y1bME+5HznRi0TLz7SjJkpJgRwoKhL56lcjy383cDqPE/H6WDt3JAtiHq4HHnhAfvCDH8hPf/pT6XEqYfPgGvpEIvUBKUVopYsoL8Tq1RBMZuI/BUxraziliU6tQOWCm7VTKX4slT6sSvzNbyDg8/ORa1NaikXKknkm9tKrpCueRUUq5PzDH0KxclrMuhKsCyKCQpWhZbdVUsEgPCc6ASt/dJwc+psEQz6LMveiLJXMlGH5WdmVUlwMAX7hhUqp4/NkZ4u8PHshod8bPXNsPZaerpQBbvasROYxCScBtGkTclYqKlT7J33cTKXKTC42C18YYh0eVpWVTmNLJZnJ9SJWxVl/Vk5FGHl5UKbmzcP133AD5p4bZS6eFWx2lbjPPguCUzfV2CecYDXAzDnMNZqaOrpKv7Hea6QqwVmz1Oa4Zw88YwzT6TySs2apAolly6xFHfv2YSx8Phz/oINUb2nmKLIilgpverq177MIvk/+Mqe5N9pKyUjQq2jNvqLm9THRn15GO9AwPvZYxRpQXAwj8/e/F1m1Su0VnZ2KN89OgeVr+lhyT2AlbXa29TVeNxU+fV2Sp48FWmYlqlORgRMiFfisXYvcYacK7FgQS1GUvn/Gi0VhIjAqD93Q0JBcdNFFctFFF0l2drb4tFnl8/mmbKeIRMDkSyL9B70grFBbvBgCOVL+Ai0SkrCaPUeZa8WFyao3HW64e5Yts7f8WflqEnPOmKHc/SLqGgi/HzlwhxziztrTlWCzxRiPz80wFstK729qa+mHWqRFysK+VyP1sitlrmRnq4qy9nb01dy4EcdlyDFaI3beGwl6GQ6hoOZ9lZZC+GRnQ7kxlQGnVlaxNgW3+zw3Uf797rvRix5MsOJZJ8A1n1Uki9nvx2a6dKk7wb9+vchFF2FzKirCHB0aGltrJydvjhvPwJIlat0XFYXP4ZER3Hd2duyUHfFo9URFvrhYFc6kpuJ6aHi2tiJU2tKilACzYEXf6Mm5VleHgqwdO6yFI/ocJs2KDrsKUBE1P/r74Xky4SQDxurB1HvT1tUpDk+CBWh+v6Ie+u1vI/ebdpKtImqveOUVe6VDl3usbu7tVePD8auowO/sbBUx4fXS0Nf3jeFhVdBG5VVvmyYSO5/daEiCRwO354nVo5esiFmhO+eccywKnIexwW4i5eaq/KnMTHQnOPhgka98JbqQZvjz1VcVYz+VOS5OJvkfdphzKb4TeSsrxuxaL9FLYyoL7J+o86oxnGInIKKFSHQluKoqPEzNzVAvDjDv026Bt7Q4tFILheTJ0Lnyafm15eXzUp6U36Z8BpW7KUqRZcVWeTk6OOg5hsFgZCHBe3vpJVW1y42ez4MEqFR2YhFAsYYWon2eipk+bm6UO1YmR1JwdUNHxKpYtLWhiMONxawXdPj92JxoeMQSLnILt70udQOMRNx6t5TKysjKuR3crGE399rSgmO0t2NOcA5mZmLccnPx/f/8T9AckX+xqMh6XHOjdzL8mDtGLjJWwDPHk2FI5uPq8Psxvj094TyJTuMX7w4C9HrpHjG9H21KCgzbrVsjh34jhXy5V1xwAbx9+j3y+VAGsnCKoVeSczc3q37bmZmKkorXzOIr/Xj0fDK6Q5mkr/nRhCTdhrfHCrfnSUSP2vFGzArd2rVrE3AZ0xtOE2nJEtWW54wz3Alp3SJ55BFUmpEkmFVXbNllbvjRuHsyMqAoZmXBMq+stCqVq1bZb/5c+HTXFxVByKanWxOI+blo1p6uBDc24njk3BKBICsuDufNE4ksyEtLIZS7u5VS8jn5pfw8dJ7l/L+Qz8lFaT+XkYBPUkJWr4S5gfj9sQkJvx9Jt3/7G/7ndej5Mfn5ippkzRqE+9wKILddB7j5Rfp8VxfGWN9AGFp1Uur4vEUwnyIpuHzG9fXheUUZGSJHHCHy3HPOFdh1dSBs/dnPEKbSCZl1VvqxtD9yghvPgL7uN2+Gx2t4GPO/qkol3MfiHXDLv1VXpxQru2tjnhwVbz43jtuMGRjj3/wGilRPD77f2mr10EVLKyCYfsFnNDwMg6igAOvr3XehiJtFAJyzRx4Jhd2NcROvZvXmcXJyMG5M9wgGFe0RleCmprGFfpcvF/nxj2Gg6Lx5pjcwJUXkwx+G95AVqosXgypHp6Lh97h29cIOvUCCrR77+1VUhAprrEZHMmO8PIeJgmuFrr+/X373u99JQ0ODlJeXyyc/+UkpKwsPP3kYHSJNpLq62Prx0SJ57DEsfLd8VJHCcV1dyJXR2dZbWqDUUan87W+R36RzIIlYczWys3EfnZ1Wa08XEG6sveXLQRrKeyOHkd+vwp6mYhNNkH//+7BiW1tFZo3US33ooLDzlkiLzFlcIg/+F1j5Bwex8WRlYVzsNpBYhEQwiPzIvDyMkUk74/fjWQwPw0PFxtRuBVCsoQWnz7M7hgjmQHOzCvcMD4dX/DmB3gM7JXT5coTmbrpJ5Zj6/dhohobQ5upHP8JGedRRUG7ZxHv1asxDKvki1u4lDDU1N6u2Z/HMsYqlqIhzY/16dC5obISCxHFZvRqKzbp11mPZncNNSL25WeSLX1QtwkyZEAxiLTPcz+umx2Z4GNdIRY/riGThVJTz8iKnFeiGn04wK4K/CwpUSK+oCMdmZwNzzt77fjprNMMpXh5Mu+PoBT9Ma6muxj34fJAPaWnIrzWfZSzw+xGq7uhQ8oH51jSKy8rQltGuf7CO1FQ8p1AISjq9ssyZE1Fe48pKhMn53MhgMJlCkm4wXp7DRMAVbUljY6OcdNJJUl9fL/x4QUGB/PnPf5YPfOADCb/IZEGiiIWjwU1J9c6daLF1xhn23opYSvFNLp7ublie3KRZkasTH6ekwIJes0YRX+qbPzmQDjoIi59kktwgSDMiAsWxpgYkmU5NrvXmzn19eL+mBuGIefPC79NtGfu1Vw1LyZknytHDGy3nO1k2yPNy8oGWQVQc4t34WX8GpCagpU/BSgLhtWtHf55Yr938vAg2lBkzoBzrtBuhkAr3E1T26EFITQWX4IwZznNSf2ZFRYozq6kp3JPg9+M4V10l8q1vORNF+3yqUwm9iTNnOlNKJGJsuR7tmrmLWNeqE+/XihWQC+brrLJ14tPatQsKhZ6TmZaGNU0ewIICZ944hkJDISgqhx4aXuXKvN/cXBzLjkfSbi1u3Yq17PMpeUBFac8eFFk4pXu4JV6OF9+Y03Eo11ggMm8exikUggzVizjS0txV9Ztzi0ZpZibmEEPiIjjmwoX2fJJOBm1TE54h/yfRsM4hmZqK/aerS9EbMdSd6Gb38eBTnMyIOw/dxRdfLL/85S9l9erV8oEPfEC2bdsmd9xxh1RVVckmN2UtUwQTpdBFEkLd3VCABgfRPYJCdjQLzE7Q9vYqQld6wKjQiSj+s4MPVjw9aWnhG1pZGTaHkRHVxoqcYqmpUArT0hRHFXN07ASGk2CKxIfkRpCf1/SA3NhxteX1u+U6ud53l6SlwQt0333hm1M8hY2pvOv8XhS0Ph9oDK69dvTnGc2165/ftg19InmdXV1WYlxdoaNnh8qcCFj///UvZwNl0ybkEd5xB+YLn9lbb6kKP4KULqEQvE06hYRdTiTzspjPGYn0NVZEm5tf/jKesZtm7tE2YHL46efIzcWx7DjZOjtVuzl29GCqg98P2XHssTAMSRzM6kC9GleviMzOVnQ5Tjx0TgaCyV/Z1obrFsG1kxtRJxgfazgsXnxjTscxuRLnzsX8bG62PrOhIXg5Sf9j1xXE7tqcur309OD5Hn64yD/+YS02cvouQWWzu1vlNptFdFTSP/QhyJ1onTfihUQYzZMNcVfoZs+eLStXrpSbbrrpwGt//OMf5cwzz5TGxsYDPV2nOiZKoYtExkhyyexsWLRDQ7ERPZrQSWTZIFsvYWdBhX5t5CkKBJRla6csbNhgXZwMEdBz44a4kvmEHAuGBsh87kQiGkmQH9ZbJz9751jLa6GaGqn7yZvyz83QJE44IT6l9NHgpHiyIIA/Tz89sWEBu+vs6rJWZ+vJ1LpHqKwMuW3RPIHd3dikyE/o9+N1s6JZVxadqCvM0G9GhtqsxurtJNxsmgMDmN86QTPDmrm5yktmznP9frdtw/dpvOnnoCerszO8jdW2bapvrt4/VURtliUlUMJuuMH6bPfvh6Kje2+44dNLn5dn3ynCCXabNbN49u1TnveDDkJ6QzyaEyXaQycSbmRnZ6te0Ha8faQmysmB4uokt8dy7dG+29aGa6qoUJQmLD7hcYeH0V0oWhg3XhiN4T4VEXdi4ebmZjnppJMsry1btkxCoZDs3bt32ih0EwWnPKbdu1VXBSZRx5oLYsLMWyK4ITLkRwuQdAUdHbDIGTayy0OwyyVbtAjein37RG69FQqqbn0GgyoX56678PeWLYpdX2+3wxZBdgnudnk7WYEeeeaNGikaMZKnXn9dfEcdJceKyLEfdj92dojVC+ZUhMC8QCqsixZBSE9UGMLuOvPz1abe3IzNoaoKXjW9Fyhz3UyYAjwrC3/39UEZ4hgQOolqtFw98z16CgsLRR5/PD4bQ6SCBBGMAT0yerEBaSZIHn733Wqem8ciJxurYvWqT+bT7t8fXizD9xk+M6E3gC8pCa8wJgFwerrqv6x3KSGJLa8lJwdh5Ehwyi2trbXm/TY2IoTo94/9OcVaFDSa4+TmYiwWLEDaSGsr8tlI8kt+SXJK+nwYw9mzMc5OcjtWyqFYvstzZWUhTK6DXKJNTRif8UCkXMeqKiifV18NpW48DO3JAlfDEAgEJMtQ6zPfZxQdseV58BBvmCSJO3dig8jOVj0tCQr2118XefhhKwFxNOhJ+fPnY/GQ1JbCgN41vcQ9N9ddUiwVvRUr8Ds1Fb/LyyEwuIF1dUFh274dSl5Xl8gLL8Cz09OjugXo1V39/SocZQo1kzjy6p1fkxdezbMoc9857GEZGQ5J3eBRYcTN+vjU1YUTO9thNOSuVN7ZCquvz1qIkp+PsfvYx+JDkDtaOF0nE9fLykQeeghVqP/3fyK//CV+r1tnvynbEdnm5CjahOFheJ0IXUGzU56ovNi9x/DizJkiv/oVwkdunmc0RNo0+/qU4kmqF/3aqNRlZ0MJe/ll+2Pp7fz0JHiCJLo1NVbi4xtuwLNila8J5sf5/ViL112HNb1jh+oXqtMeZWWpa2Fnlr6+2ElYTXmwYQPomXbswBxicQULl8Y6x92sL7dyLNpx7rwTHsqyMtWbt69P8WcSOg1IJIJe3Si1Q6RismjfpefVaf6Pd6cEJ+OoqwtpA11dcASceeb4y75khusq1y1btkiqNgsD78fh3nnnnbDPHnPMMXG4NA8mdIv22WfB/zR7djgBp94X7+abIXTc5h1wIbFPY3a2YiZnqIZhPxEIgHh4OfTN0MzH0pOxn3hCkVzqjeCZ7M6NpbjYenwK4Ce+sE5+/O8zLO+9kL5cLqn+i1zyXynysY8552vEks8xFmqESHxIK1Ygl2islAvxgFveJjehYTsB3t3twAtowOyywNdE7D13pMf42MeQExmv/JxInH2ksdCrunXoChVzBO2Opa8HO2+bvvHqXnJ2bWEahdkAngbaQQep9IjCQignbOdGHrrZs/H/zp1KwSOJ7VgqHuNVgRoN8eIbc3scu7aMuszWq/wjednG4l2M9t2+PnjmensV0bXbYycCdsaRvi/QMElPj5/smwrFF65y6Px+vy2ZcCgUsrzO/wN60tUUwkTl0NkhUkUqk3J9PlRZpaS4zzuwyzUzFxI5oljt9PjjY89v4f3k5CCUrBMF662z9A06Pd26oYVCyvvxwgtGrsfevYoiXcMJVbuk4MhZjoqSnszu9H56urX/oEhsjaGdYAqYRYughIz1uPFGPAShOe+YK0YvrN53cizw+VBZOzCAzcuusCDW/By9avXWWxEenjXL+nx6e1EBSS5Ghiv1Y+i5qL/5Dbxqo8mhs5sDzO+L1gD+mWfwPd0Y6e1VxQqpqSoiwJzJ/n4cv7wcYcbRKsTxym9zi3ht4NGOY1Zrv/ce3uc816v82aPY6R7tiknMwhGnsY/23UsvVTIu1mPHG+Zc0OUBczeDQexvkXKn3SKZiy/inkP34x//OC4X5iF+cLK4mpqUMsewlc/n3sK18zLo7cj0CsPjjovfhOf91NVZG5UHAoomgUKQXhu+ToZzvT3RgVyPYFDkP/4D8T4N2+59WtZlfUrOf/8+brwxsmfgzjtxbH2jHhmB8N2/H57Qhx4Cn9fZZ8fGG6gj0uYQKx/heCEevE3mvNMb1vO5M1wUa5sxwueDd6msDONET3NmplovsXqCzI2AhT319bAf9E0xM1MpdLrBIqKuo68PGxNJxe34AtmFIC0Nn3fTIUTPwxVxbgC/fHk4iXlWFo5NRbC5GUpvfj423IYGFEWMNZ9pLDlio0G8+MaiHUcf+/Z2VQXODivsIiES3RM2Fu+im+8uXpwcnRLM/U2XBwz9M4IkMjbZFy+i6WSAK4XuggsuSPR1eIgRdoUSzGESgZAwe6q6mfROimK8hbfT/XzhC6pFE61XvQ2NiBKCLNBg+CkrCxawyPu5HmvXooGnji99SWo/95jcfY/vwCYcCkF4FRaqJHN93LKzFVmqHg5kpRoVytRUjNubb+I5lJTY36vTxuRkJbLd2rPPQoGM9biTAWY7t54eVf3JeSCiigGiISNDzQ8RlTdXVqYqMfVm8HpvWrebg9NGMDyM47a2KuqdRYtUuLy1VW1KepVrWppVIXPagI891spD53bj1Y+n8zfqVaRORkNlpfL804vk90MBKSkRuf9+GEbMMR2N1yvWtnSTCfrYv/KKmoMiGJ/GRswLuw4+dseyKyZxM87RvpssnRLM/Y3E8YzCsDUeMVrZN15h/vGC6xw6D8kHU+CTR4i9Pk3vrJtJ7/dDgbjoIoQGCgvxMzgYLrwTcT833wweLHpP9J6vJIPlouOmzbY6WVkQjB+dt1WWHHuo9eDvv1n770LLJjw0BLLVoSGEzNrawhuMU6nQF7ReqUaFIyUFQqChQVmUZt9JEfuNyVQO6MV5+WUk/ublqWri/n54CvPyoh93soAC/PzzoRCT9oReOYYo+ZvhVzvKElKkpKQohS4UUhF3zit6SOwKC6Ktk0gbQU0NNoK5c8PJsekBccNDJxJ5g73yyugbr+nxXbYs8obt5CXLy4Mhx9zcffvwmq5EjjVsFa8K1GQFSaUvvlhxu9FgJTnwpZe6G6uxeBfdeBTj5eEfS1hb399ef12t76wsKHO6/But7HPbKm+8ox6jhafQTXLoAp9ErEVF1qbnOodZWlrkSV9bC4oAUiKwwMJpw4k3Vq5E26FNm7BA9+2z9nwdGVEVdtyISXTcsmdQnu9YIvNffNN60BdfFFm6NGwT7u6GMqdv6FSk6JHLzw+vADMr1fSkZp8PG3hvL9L25s6NvjHp15WXB4WQdCw8ZyiEzY4epR07cGwKtamw4YlYPaN2r9MTqns3RNQ4sSKbGya/y04b/AyVQj43kdjWiZuNoKkJc0HfCPT1atcpwm6zc9pg+To3TbOv7WgUrEhesrw8Ra1xww0iS5dazzXWsJUTPVO0cPJkQTCoZOv8+ZgnnHMpKRjXdeugqI/2HpMpsT8eeWlcL3V1yGNmhCheyv54h/kTDU+hmwKgYF+8GEnNr72mOLxI9Mok0sJCxUtlQhfKpaVQejo68JORAc9dtIUYqa2RG8Hi94NDi/kmVKRIZkovmM+HRO2BAZzrhtDtcm3PTdaD3XorXH7vQ9+ERVRbI25gVAoYzm1uhufPrADTK9V0JZNKdGYm/s7IcLcx8bpEQNNilyPG71ZVQdkcGsL9U8mLdcMbT8Hv5lxUakdGwFXX34+k+337VJ6XCO6bHlu2V9LDqjU1GAfShDQ1qa4V/Fx2Np45iyICARQskEQ7FIq8TkTGthHE0wPitGmOthrarZfsssusynS8wlbxqkBNRtgZAboH3+cbmzcomRL745mX5vcjInTfffFX9qdamH+S2joe7KBzI9XXw4tD/igyuodC4HkyeXvseMD8fiycmhoIiHvvdce79rGPiXzqU6ha/NSn8H8sXEEU6osXK8LTQADXRK8ZFakT/f+Urm6fVZk74gisRE2ZE7FuwmaSLRPUmafBRuMNDTjf9dfj9549quiEIRMzX3FgAGHvCy6AAtbeDi9nby82JrNarKUF487+owwZmmhpwbOtrsZYDA5CuXM6brTnNB48dm7PtWkT8rqyszEWIhjTmhqV08ix8fsRcjnsMMzVnBw8g1mzVJg8OxtK+MyZVs42coVRIQyFsE76+vA9evOc1gkxGk6wWDgM3YCb5muvqWrd3FyEc2+6CQaVvpapYLW3i1xzDXK5zGsYDU9bLGErN1i+3Mqh99RT+H8yK3Mi7oyAoaHReYOc5kK8+PtigdNewvlH8uxY57/JxdrUFLvsM2Hyk+qIlVMxGeApdFMMy5eLfP/7SuHgJM3OxuZYU2O/oNwI5UhExRQoGzdiw6AHKxDA/xs3xiZYli/Hxvfgg6gAy8uDMMjNhcBr2d4pbUM58sLIUsv3Tq9+R2q/+6at1DT5oHQ+sJQUpdTpm/+cORAWq1YpYUKFjp45ndg5FIJnr7dX5Oc/h9ARwbWvWWO/MRUX4/McaztlTkQx+efnI2RTWIjwTCwb3ngK/ljOtX49FNrdu2GMbN8Or5kI7nXePChol10mwqY1zGM84QT0hiVfmo7cXNXfNBBQm8CxxyI9gVWnVBizshDKdlonRKwbwWiU6EgKYKRNs7hY8c3pc6m7G9QPnZ0ir77qTMoa68aZCEXFJByerGFWHWMhBo6ERClQo0W8FXwd8Vb240U0nSxwxUPnAUgmHrpIqKsTOesspVCJwItBT0dvL8Koeh7Mc8859zrViYoLCsKJismztHkzvFomJcPQEIR6Ts7ouIIsoYTBkNzRslIuDvzQ8plb5zwuz5RcFJGPyOSD2r7dygc2NKSEIKvQnnkGGwpDhiQsrq0V+d738JmSEuX+N5twu+E3e+UVkQ9+UFVysgjDXJmsSCwoGB0nV7Reo/HksYvlXBs2wJvZ2KgKH/QQ+5w5+M37XbzYvk9wJI6thx8Obyi+aRPWSWoqjk/KG+Y29faqOWBXBOSWE2w0PSmjhc8icbZ1dkIp9vtFDj5YeT3N/qFVVbgOp2twG5Yfb/64yYpErb9kG/8//xnFTYWFmLdmYVgwCCNh7Voo7MkAN+HqicpPjDsPnYfJhZYWKBUjIyp/jizvJATt7bV2kTj7bPtcAp2o2O9HPlxKijUXoqAACyEnR/Es6cKKSezk/4o1R4SJsY1X3iezvrPa8t7f8z8mVx78Bwn5/OKTyFVJetJ1W5uiwOAGx1L47Gzcx8KF2BzPOMN+of/kJ9ZcHyqxubnw8LjNJWJlLRU6JxOLnQFGmwQ8nhVdbs9VV4fcTIabWZTAex0ZQVg5O1vkmGOUELXrExxr7lVLC8acXRVEMN+bmqz5dJdeispu8xhuzjma/DI3+UfDw85eMb3og3mDelU2c1Kzs3HvTvPSba7faKtTkymBfzyQqKKPZErsr61F6jJzr1NScF16VWoy5qVFo2tJpvzESPAUuimI+npsBnoD8FAISlx3tyJq1ZWz996DwrV7d+xExVdeiUmek+OurZFbwUKB37/pHfnQJYfLLOP9FQubpDWtwvJaNOGlb8KbN8NLwj6LhYX4W++Z+pWvRN5Yn31WCYH9+61NuM0xcFKYSkuhFA8NqQR+O6WOzbxHGwoYT8Hv9lxPPIHnwOpVhsLZ6k1E5Sq2t8MTF4lnLZJQNmEmRJvcgkxbaGhwTuSOds5YlWi3CiDDxXbJ3NnZimMvJcValW0W8cRDkR+NomJukGlp8BiedZbquDIVlTs7IyAtDWH+s86C7HjlFYybWyU3WRL7aYh0deH5M+TPXOQ5c2DsJms1vpMBM5mIh6fgkpneCAZB+0Eh4PeH52UFgyp3KBTCRtHTg/f0XIKeHndExWx/ZbbmIvRm4m4FS22tyMdOH5Elx/rkQ5ccbnnvlqLvyJFHhMKUORF3wot5GH/6E/j2cnOxqezdq/pTXnIJcpei5aWIqFwfvQm3HZxyiRYvRoJ/VhaunVWcGRmKUsPnU8UcCxaIXHUVzhVLcn0sOTxjTeB3c660NIT62Vs1LU1R1JgoKYGxES3PL5bcKzMPTvdiUZnLysJGZJeHxDF67jn8f9pp4eeMNb/MVABpiHV24tkXFamKaKccPhGcLyMDCkNvr1rrdkU8Y0nGJ2LJuzNzK7nJv/IK0kBiLaKabNDzwK64AopsYyOKzk46SeTDHxb53OfcFyslQ2K/bojMmoV7YuSDhtru3ZMvLy3Z8hOjYRIMqQcR9xvspk1IJq+sVKFO8pnp3xkcRHXf9u1IlM7MhIdp1SollEkZkZ1tTfwnuBGUlEBg9PbiNXpZiJERbJJ9fe4ES22tyL6zVsqzf02zvL7TP1cOOTgkfzzo8jELL78fm+SGDbjm6mqESaurMW7f+Q48R7Ek9saa9KwrBGefjWPm5KjNn4UZWVkiX/uayC9/icIKEZG77oq9QtWt4G9vH3sVrJtzsQLYDPOZ452aiucQbwGqJ0Q3NMB4IXm1rviw2lt/3m6LHGKdE7oC2NWFtbl9u1qre/ZgDNraIidzl5aKfPObWMvshmJWipvXUFw8eiU+GISX+cor4T18/HH7hHVzgxweBhfk4KDyQPf0TEx15niC8ueHP8Sz9ftx38PDWPd9fVgHbsYhGRL7TUOE7SKzslQe9+AgPJHj2RN2rEhkgUci4Cl0kwCxVMhxQyguhmchK0ttUDpY1ckwaFMTBEpNjbIeb7sNYVmdDkIHN4LycgiM/Hxrr72REeV2N9saOSFYu0GWf8Qnn+16zPL6Rxbtl7OOrj9AaZGbOzbhZVqUxcUIuRYX4/+eHsW/Zwc7r0YslrL5TO+6C+c/6CAIj/x8XMtxxyEp/3/+B2P4wAOoNh5Nhaobwc8w81irYN2c66yzVG6n3tHBpG5JS7MPD8YD9CzNmYPrCwTsFR/9ecdSvRur94QKYFsbvMVUMtkppa8Pit7f/iby1luYQ3PmYL6aXrFVq7CWn3kGpOD5+SiS0Ncyr6GsDOkCo1Hi9bl88cXwsj34IBQWcx06cUFSFqWlYS4UFSWf9yOeMBXbtja8lpGhoic0etyMQyIoPWKBnSc6P1/kkENQoT53LuTbLbdMHmVOJLFUM4mAp9AlOWKlmdA9Anl5ivKhqsoaLqUnxO9XAqSvDxsmw1aXXYbwXltb9M2IAuXYYyGM/X5VaFBUhNcjCpbubhGfT/wfOcXy8lXzfi/HLglJZ2rpgQ19/36Rq692J7ycPJvRLC/SXHR02F+uXWjXraXMikzzme7ejU3w+utBefLnP6PJxamnxs/1H0nwP/ywCjNXValG88Gg+43F7bkeeQT3lZ6OZ5CSAsHI0KBe5VtWpo6ZCAG6fDmup7wc9zlvHjYiJy9WLM8hVu/J4sVYswz/UtHhWqWn7b77RL7+dTyzzZvh2b3iinCvGElZ778f185qdf0aUlOhWI3GUIhVPkXighRR+baBwOiU93hz/SUKuvzp77d2nmH3koEBvOd2HCaSv8/JE+3zYW6mp+N3eXniryWeSBTVTKLgFUUkMUZTIWdXcZadbU8gSnDjtKPJiCXZ2WxrtH8/FCK/H1xhjgnXJ56IvmUaNhScKVcf/PuwjzKZnp7ESAnwkSqTIlUJikCha2zE9RcVua/ci1b5uGwZvBmRnikF8WjJW6Mltjsl8vMcmZki774bXiHN/K1YkucjFQ0Eg2quVldDqWDOJu8rK8uq0CVKgC5ZAuPltddwbKfnLRL7c4ilAtfvFznnHCj9ulLLpuRcx8w79Pvh0dq2DWkCxx1n7512uoYFC/C3WQzlpsvDaORTJC5I3icrnGMt0pkslYgiVsW2p0fxdhLMnxwZgTHgdhzi2YUkFkzVPryT7b48hS6JMZpN3EkJIxM+P6MXMIyMKA6utjbreWKlg6BAqa0V+dnPogjXn/0MhEUG5s/ul7S8TLEp2LJs6JGEV7TKpFWrIleGDQ5CqXPbvsscMyclpq5udIpZvCtU7caOHSv6+qyVnqEQFK2hIcyRWL1jTs9Jn6tdXQh1s6qUlY+ztNLmRApQt8ZLW9vonkMsFbhsXzY0pJQ4O8Jpcvb5/TBQWloQurdTvpyuIRgU+c//HJ2hMBr5pG+QNJR0pU6vwO3ri6y867Qn9fVIRxhrJeJ4Uanoii1pZvRx0PtDJ5sXyA6JomSZaEy2+0qSy/Bgh9HG7+1CXay+LC+HsCQVBPOF2I3BTmi4ceXroY5HHokchvn7k3sgrUxl7pVXJBgIydzDMsdU9OAmPPnb3yK0Fek8ixYhuXs0eSlO1ZbmM9WrGHt78brdMx0P139xsWoWbob6mNvEsHy8YM7Vri4k15OImkUK45Hg7SYPaSzPwW0Fbmkp1kt1NcK/NTVW7wCVO/3/1FSM0xtvRA7NmdfgRkF1CnGPRj7pIWhyQY6MQA6RE7KyMvpa1/P2LrgA4eadOzE/RpuOMJ4t8fTcyqwsjKGeRzoygvHLypo87acmOo8vUZhM9+V56JIYY+EXMq3x4mLkZr3+OhKj+/uVZy4rC+HFSJ6PaN4wevAGBxGmDIVUUYbI+8K1KiQvbMqR7M/2Ww9w7bUHOED8MnaLyI3nYOtWVIzu2BH5PMuX4ydeVrv+TMl5xypEKk65ueHPdLxc/7qS4Ob1eMDOc9TeDhqH0TZoH62nJZonbTxIdO3O0dlpDb+SS5LgdQwOxuZBHYuMGe13nbggMzMV3UUk5d30vmdlKcNs507IHZLYuk1HGG+uMTvPDwmtRSCXi4ogl5PNCxQJsXJBThZMlvvyFLokRrw2j9NOw8RbswYCpLERAiQvD0J3tEIjGBR59FFUww4OwsvnJFwvabxVLm36RvhBAoGwk46G9V+H2/BkTY2788QzL4XP9KWXYOXp3kEy+4dCuBYd4+H6b2uD97anB+Onh1zZhssuLB8PcIw5d4eHRb7whfAcTDf3N9ZcqkjPOx4kuvr1OG0S5jnM/Ko0K6PPgXmUkRGbl3YshsJYvqtvkOvXizz9NORQT0/ktW6Xt9fZiffS0zFvmpqUQicSPR1hNLmA8YAp53Jz4YkOhVS7rFiMmGTBROXxiSQ2ZD6R9+UWXi/XGDARvVzd9ovUPx9pM4tX4nBtLfJ1/v53FSrJzIQg3bcPG87wsMix6a/JS32Lwr7//36yQ07+4pyI5xjt4oy1t+F4tyC67z44Jbny9LwZEVz30qX2PR0TmfjNcfP5ML8GB1WHj4wMzL9QKH49Ic1xp1du82YocqySLixE+NvNPY6mb+po4PY5RLoehhf374++Vun5HhpSRSoECYP9fhDTrlsX2/yNVcbE67s6xtI3trdX9WXmsebNU0pRtF6mE90LVb93pjPE0inCAzCZimJiQSx6h6fQxYCJUOhE4rN56JvZWBUYnqetDTlPejN10g5kpw5J12C4i+ymisfkp+n/ldBG0ePZhH4013biiSL/+pe6HoI5axkZeH5PP20/RolSQM1xM8Pye/agKvLOO8e+4ZhzmhQpKSmYswwr0oGbm4sxiaSQjfdzj/YcIl1PVxfa7aWkIAXCzVqtrxe5/XZUA4somgvmXlVUiPz0p6PbvMayGY7nRrpuHfLbKivVWIdCqPLt71ddCVhY4ua52x1TRzI2k/dgxXgZchMBT6FLECZKoRMZ2+YRz81MP09eHnLQ9H6xw8MiPw2cJ58L/dLyvW1ZC+Szh782bspUvDwH8UZdnchHP4rrSElR3SBErMnuubki11yDsU60le5ULWiOW2oqlAYnj5JbmMI3PR0bcm+vlRuRxgELevLyIs+difa0uL0eKiB9fbiPgw9W3qRoa7W2VmT1apE331S9btPSRI46Ct7NsczpsRgK4+XldhrTri6keNConDcP53ez3pNt3niIDclswMcDsegdXg7dJEG0+H08ecoiQT8PvSgssT8tuE5+P3JG2HeOO7hdetMKpW0c+/iNNQ8vUWhpUTQU3JD150XlrqsLbPuPPprYsIGdd6WsDJWm+/ercZs1C16K3bvHTgth5iv19qpz663qhocVFxtzizZvdp7D8aZ2GSucrkcn1A0ElIdNJPpaXb4c3t26OpGXX8ZrseQXRsJYcoTGK7/IKW+PraYaGnAtnZ3u1/tk4xrzYMV47X2TAZ5CNwngxvodr81MPw9zq9L7OqQlUBT22Y+nrpPa1NOlMEqic6KQjJVJpaXwAuhFD2YOHV+bPRtjnahKO6cwxe7d8FasWYPQFSukR0M+a8JO+JoEsyTR1VuAhUK4tqEhJNHbCeaxVGwmAk7Xo/c6Jomujmhrld0fjjsuMdedzIhUlNLVBaVu1SrMW7frfbJxjXmwItkMuYmEN0WTHIlqAj5amOfZOHhUmDL3C9/npaQ4JFvnni4PPjj+bWh0uOX+Gi8sXgwlyFRggsFwPrzOzti5tNwiGldfTw+eGSukt2xBWLCry1qda1rA0WAnfM3WTyLK+2tyrYVCyC20G4dY+6YmGk7Xw/sdGcE4MNxKTAYi2YlEJF6wH/xA5Mtfjn29JyvX2GRpZTaRmGztuRIJz0OXxIiFG2m8wgY8z4J/PiYPdK8Mez/DNyS+9DT58DHw8NiRDyeLt2wi4PejKf3GjUqps8tiDQZFdu3CWFVWxj9sEEuYYv16kb17VfiTVZYVFfBeZGZifr30UvRna+e1ys4O72ZC6OcMBvG5xkb7cdA9LQ0NICamojoRnhYnz4+IGvOKCut3vBCfOyTC+55sHv2pWrUZb3ghc4Vptp1OHsTajF1nYI/UBFxkbBaff+cO+ctzvjBl7j9qXpPSkpCUVqbJ//wPjm9W4I4XC3uy49RToUhlZqrWTboQYpjR70flXkOD6j0br7CBW5b/9etFHnpIJZunpeGa+/uRhN7VBQ9UR4fIHXdEf7Z2XiufD4oNPXCE7rVkm6uqKtXmygkFBfAw7t6N4oP6euQAToSnxc7z09eHauGKCoyf01qdbsZOrEiE9z1ZPPo05p267UxHuekEt3vfdFhP0+AWJydi8aAQ0cIGImNQqpjJX1NjefmBgtuksiIkrwYWyDHHiDzxBEIeJrGqJ5wUFi8Gr1penmrtpCtWeh/H9HQkzjc2QpmKV9jATZgiLQ3hTfZw5RRgR4tAAErTnj245uLi6M/WSfiyl3BGRrhyy/eqq3Fep/AJ59nu3SIHHSRyyCFQ5LKzoXBOFOxa5/3rX6AYSbYQn4fxhxlWHRmJzZj3kLwh8/GGR1sSA8aTtmQs3Eh2RRQbNoyBp+faa8GJoCM3V4IdXbLpVV/E8MRElZSPN1lwrNDD6dnZCK8GAlbGfxKlsu/ucceJvPhiYjjn7J7L3LlQJHNzlZCk8uX3Y+Mhoe28ebCEzWNEot+wCyddfbXIzTeLvPMOWh+lpiqFTsT5mJOVuiDZ56mHxMJuHVRWwqvMAioTHo2KM6bievJoS6YAxlKxZ1IIjLq1zSuviBx/fPgJ9uwRqaoSv0QXKBNRUm4nJOfPFznnnNiq3xIJnVbl1VdVRwb+Zm5dKASFzudD7l0829isXi1y0UUguC0sxM/goMo3O+sskXvugXdrYEDRibBbAa+ltNSqzIm4o99wyldKTQ3nEOzvj5wHV1eHPsUZGdjwsrOtBRXJSl0wGdoJeUgMnHKkt2zBa/n59rJ/OlVtxorpvp48hS5JEc9Ez5iVqoEBe0nys5+JfP7zMd3HeJeU2wnJtjaR55+HlzIvDz/JkFxMpeYXvxC56ip4wlJT0QlgYECFXtPT8d6pp8bv3LW1cLoODUEB6u6GN05vs7V1K14PhRDqZI4bvXK5uajELQpnrBERd/QbdsI3Vg7B2lqQMO/bp5RhvWjDzbUkI6ait8EDEMnIZm5lYyPyQU1Mp6rNsWK6rSFPoUtSxJMbKSal6swzRf7wB+sHPvhBNG0dBcaTG8xOSHZ3Q0EKBPCZwUEoInV1IitXgrh3IpU6v1/kvPOQT0XlPS8PShbbbrW1QcmKV5WWrvSWluKcHR34ycgQ+dSnME4//rG1/ZaIUjCHh/F9FknYYSzP1m3Fod6GjoUTPp8q2qiuxlqZbJugV+GYPEiEUhDJyGbV98AAQqs5Oeq96Va1ORZMxzU0hXXVyY94JXq6SYD/+MjvZcUZvnBlrrt71MqcyPhyg9kJyaYmKCSpqaryqbERt7VrF8KOE51cbBYK9PdD+U1Lg6JdUBC/Ki2n6uniYsyTvXvhLfzCF6D0+v34YQcHhoH5LGtqEvdso1Uc6vcydy7uhconizaam/G58eagGwvWrxe54AJkPKSkwGMznYuIJhKJqs6PZGT7fKjm9vmwHqdz1eZoMV0L8bwpkeSwq5CLlaA3klJVMNwib73tkx+2fMr6xoYN+HBubkzXa1ZsiYxfSbkpJPv6oMRSIeG9p6TgJxBAK6lHHx37uceK8arScvIMdHfDoxUI4IdFCMPD+J2ertpxBYNQnvLzsclNFF2AeS+VlXiufNakV2loiB9tT6Kxfr3IuefC6CD1yvbtGHevwnF8kUilIJqRnZaGeT1//vSu2hwNYqX8mkrwQq6TAGNN9HQK3/7hjbkyc7jB+uFLL1UcJzEikovbLidqwQIUKgwPY3MdayjDDO+y8b3OZ8ZkfnpxhoZEHnsM4deJtnjHg9jUyTNATybDqSIqhDkygt/V1crbKYIN5tRTUX07ET1zzXvJyxOZMwf3MjioqobnzBG5/3585owzkjcEU1srcvHFCH2npmLMQyFr+DhZizumGkZdSOYSbnKkFy0S+dOfYHROlxyweGA693b1FLppAj3R/MRXvi3f6Lgi/EPDw+GNJV3CTVeLZ59Vykp9vchvfyty113x21xNIclb0S0xkvYSfr9z54GJQKKrtOxyGunJZNGDz6cKHvr7oVgMDuL1/HwrDQg3mIlg2Le7Fxa9kNphaAhzr7vbfdeViYCuQPh8KheQZM7Dwwgfz5s3+Yo7JiMSrRS4zZFOTU0OuTSZMJ17u3q6/jTC8tnb5C/P+cKVuXfewS49SmXOrYtbBMIpLU3kgQdAMxHPUIaZiyZivSVujnpTeLZimoqL2w524Xd6Mvl3ZiZCrhUVKjQdCKiKWLtwql2+W6L7UEZKJcjKgsK2YAE+l+whGCoQRUXKM0eQXHlgAN67yVTcMVnhtpPKWOSGR4abGEzn3q6eQjcdQCKz+fOtr99/P3aOQw8d0+FjsWYTnd9gCsn0dPUeCXHJpZaSgmueqovbDnadGqiUDQ+rJHx646qr1Rh2dLjfcMaj1Zvblj+bN8fedWW8QQWisBBKxMiI9X3yEnZ0TJ7ijsmM8VIK4pEj7cGK8SzESzZ4Ct1Ux49+FO55q6rCzrdqVVxOEYs1O5qWZrFCF5K/+pXIYYfBMydiTeqvroZgnqqL2wmm0tvZqXK2SPNB5OXBe3rssWjr5mbDGc8KMzdejvHwtowGugdz/37M0cFBa3EH8z8DAfydl+dVOI4HxlMpSJb+sVMF07m3q5dDN1Xxzjsihx8e/vrevSLl5XE9VSxcc+OV36DnomVkQJFobwenE72CsfL5TSWYBRj19XDYdnVBudPzeQoKRO68053XINHJ5G7uxczhG08uRLcwC4jS0qCI9vSACsauuKOwUOTxx6ee9yYZyV/jyQMaC5JxLCYjYiUnnyrwernGgPHs5TpqDAyIHH00ZrGO//s/kY9/PCGnjKWP5qZNCL/l5o5vn8LpSDIZK9yMUbQNp65uYp5vJCRbn1enAqKmJih0ubkIe2dmKsLn3Fwoc/HsFpIMSPZ1OZ7Xl+xjMRkxFRTkWPQOT6GLAUmv0N16q8g3vmF97Y47RK6/PuGn1jcpO2uW4a+J3FynwuJONCKNETecd95RuXcHHSRy++1K0Vi3DjlzlZX2YxsMQnFZuxYhpvGC2/mZaESb//X1eC0nB+kBU21T1+cXvcI9PVbFtrUV4bKJrjy2u+ZEyQ0nJT/ZxsLD+MNT6BKEpFXo/vEPkQ99yPrawoWgmterAhIMtxZmsmyuHtyDz6y1Fc9Wz+/KyBD55jeRkpmMHjr9HibaA+JmfHp6EOIuK5tahoc5/h0dmENz5ljzNifCazqRSDYPsofkQix6h5dDN5nR0SEyYwako46tW0UOOcTVIeJpfbolxp2u+Q2TFcyLa22FwkFyYfLWDQyI3HQTiFCXL49OmDpRfSjHg7g5GtzmkJaVja8HM9EwPVCBAMYiFLL23BWZePLX8fbkT2ciXA/xhafQTUaEQiIXXSTyk59YX1+7Fk0gXSIRHgu3xLjJsLl6cIdNmxBmHRrCRqxz+fl8quDgxhtFXnxxYpLJ3SLRxM3RkIwFGomGXaFMVxfeS0sDRUtzM0KLnFejKY6KhyI2EV7c6UyE6yG+8LbPyYann4aU0pW5//gP7LQxKnMT3bzYK9efHGhpgWduaAheOdOL4Pfjtffew4bqEaY6YzpyZNl5oMgJyb8HBjDHiFgV23jwHk6UTJzORLge4gtvC50ECAZFXvvjLkjDs8+2vtncLPK738WkDU3n5sUeYkdpqSJkNpU5ESgifJ9eBI8w1R7TkSPLzgOVna0IlEmaTDLlWBXbeChiEykTp6OS7yExmEJiY2qi9rmAvF66TBZ+otry+qv3rMNqnzEj5mOOB7mvh6mDxYtRzRoKhW84ItiI09Kw+e3fr1p9ibjzwCa6RViyYbp5MJ08UDqBsgj+jlWxjZciNpEycToq+R4Sg2k3RR5++GGpqamRzMxMWbJkibzwwgsTfUmO2PK1h2T56amyqP3/HXjtieKvScWMkHz6sdNHHQJIVuZ8D8kJvx/UJKRSINEtW6j5/fjp6wNDTiwhr/FoEZaMmE4eTCcPVF4eiiFSUvATS2s5Ecy/X/xC5NVX4fEzEYsiNtEycbop+R4Sg2lVFPHkk0/KFVdcIQ8//LB88IMflB/84Afy0Y9+VN566y2prq6OfoDxwuuviyxcKHqH1dbUcvnUUdulPyVXZobGxrg/HROzPYwNp54KapKbbsK88fkw79LT8XtwEF66vDyl+DHk5cSh5cS9Fe17UwUTXaAxXojUdaGrC0rdqlXokOG2mIHFC6++CkWxowPKVkWFlQLFbUFBMshEr1DMw1gxrXjoTjjhBDnmmGPk+9///oHXDj/8cPnUpz4ld911V9TvJ5yHbmgIdCM7d1pe/vzhdbIl+xjLa2Ph8/J4jzyMFuvXo5r1vfdUT9y+Psybmhr3cynaHNy9G8e75RZ0qvM2tsmPeFWQ6oZAdjbmis+HOWX2I3YrJz2Z6CFZ4fHQ2WBoaEjq6urkuuuus7x++umny4svvmj7ncHBQRnUEj+6WGufKHzvexZl7ht5D8gzB19lK0DGUso+UX0Ko8Hr5JD8OPVUbL58Tvv3I8yqU04QkTi0IuUsdXeDXHfjRpHzz0fXhKnULWG6Ih4eKDsKlJYWkf5+eIiHhxUFioh73sPxkImefPOQaEyb6dTS0iKBQEBmGEUEM2bMkObmZtvv3HXXXVJQUHDgZ/bs2Ym9yCVLRIqKRE44Qer+OSQ/LroqYaXs0XI2li0b30T16ZpLNRmh082UlWETjTX3yClnqasLNg0T5QsLx59Ox0PiMFaqIjtDgMUVw8M4HpWwWAsKEpnH5sk3D+OBaeOhI3yGOyAUCoW9RqxZs0auuuqqA/93dXUlVqk7+WRIIhFZHEw8476TxbxhA4TNeJFrTvdcqonEWL0Go809svteKATvSiCADToUwmdYsTiWvFEPUwN2hkBeHtqHNTVhvgUCUMSOPjp2mZWIPDZPvnkYL0wbha60tFRSUlLCvHH79u0L89oRGRkZkuHkekgwxissaiZmj7fwsQuhiHib+HggHjlNrGCM1fCw+15fH+Z3aiqoULKyVPWi1wJp+kI3OvbvR2jVNCDy8vDT1oZw/be+JXLeeaOTGfEsVkmUfPPCt4nDZB7bSXKZY0d6erosWbJEnnvuOcvrzz33nJx44okTdFWRMd6l7BNBrulx4k0M4sWKP1oOLbvvDQ/ju8PD8NBVVlq/49HpTD+Yocrrr1ey0I6Et68PnrnRKnPxRiLkmxe+TRwm+9gmwZQfP1x11VXywx/+UB5//HF5++235corr5SdO3fKl7/85Ym+NEeMJ1/VRChXE83/NBkxViLeeCvuozU8li8X+f73RebOxfPlM87IQAiNie2ER6czvWBndOTlQXHr6RGpr09+Et54y7dYDLHpRtg9ViRDO8yxYtqEXEVEzj33XGltbZXbbrtNmpqa5KijjpI//elPMmfOnIm+tIgYL76qiWgSnQz8T5MJ8QiTxqK4u513o8k9qq0VufdekcZGbDZpaahoTUmBINURr7zRRGAyh2iSFZFClTU1UOZ8Pih27e1YBwsXJl8ldDzlWyzh2w0b4kMRM10wVVJ/ppVCJyJy2WWXyWWXXTbRl5GUmAjlarQ5WNMRdvmNHR2g97jwQpHHHwetSDQkSnGPxfAw76W0FPOuqUl5XyoqkoNOJxLixa3mwYpoRkdFBebJnXei0jpZFel4yje3htijj4o88IBXhBELEmHkTgSSbPp7mEhMRJPoqdzHMJ4hD9OCHBkRefddjFFXF36fey6If6PBqbcmkWivaKSQb00NvHP0viRzC6SpEKJJVrgxOoaHocyNlgJlPBBP+eY2fPvoo+ObBz0VMFVSf5JwCXiYKEyUcjUV+xjGO7lWtyB7ekQaGkCmyvZbqanw1l10UfRzTITi7nQvTt6XnBx4X5K1z+lEFBBNJ0y00RFPxEu+uRkTERx/PPKgp1KO3lSZb9Mu5OohMih8GEYar/yUqdTHMBHUL7oFuWsXuLbS09X7KSkQqD090XM9JrpTiNuQL70vyYipEqJJVky1VIx4yDc3Y8J8r0TnQU+1VIOpMt8m4XbpIdEYz8paHWNlkU8GJMpzQwuyowPKYaphioVCEEKFhe4s8In0ik4Fa3iqhGiSFVMxFWOs8s3NmFxyiTIg7RCPtTUVUw2mynxL8svzMFGYCsrVRCBR1C+0IDs64J0zLciRESgRhYXuFYmJUtwnOuQbD0wFpTTZMRVTMcaKaGOycmVi19ZUTjWYCvPNC7l68BBHJLKC9LrrkI/X2WltjzUygr8rKqBgxKJIjBcljnnOiQz5xgNTJUST7JhKqRjxQrQxSeTamuqpBpN9vk2Sy/TgYXIgkZ6b5ctBTVJYCCVueBiKXVaWSHW1an2U7N4tkclvDU+VEE2iEM+EeS9aEI5IY5LItTUdUg0m83zzPHQePMQRifbcnHqqyJNPopq1pwfKXWEhFMjJpkhMdmt4ogqIkh1TLWF+MiJRa8sjgk9u+EIhM9LuwQldXV1SUFAgnZ2dkp+fP9GX4yFJoVe52oU84uGB8jbN5IHXKULBqcK7tRXeTI/UdnIjGAT9kpPBumcPDJpnn52+ayDeiEXv8BS6GOApdB7cYjwUrngqEp5S4mGsmMjNfirM38lyD+NhsHpQ8BS6BMFT6DzEgkQK6HgeO1blc7JsPB7GF3V1INDOzbUPx7W1IU3gW98SOe+8+M2ZqeCtnmz3MNmudzLDU+gSBE+h85AMiKcwjTVE5glyD05Ytw5V2JWVVmWtuxuJ+QMDKOIpKRE5+uj4zJmpEOKdrPfgGXbjA0+hSxA8hc7DRCOewj/WENlk3Xg8jA/sPHTd3WhTFwhgDoVCIrNmoRp4rHNmKuRzTYV7GA9MZ+UxFr1jmgyJBw+TH/Em9YyFU2oqE4p6iA/sCKObmqDMpaVhbmRmihQVxWfOJIrEezwxFe4h0Yh3X+ypDE+h8+BhkiDewp+cUoGASFcXvCY6dE4pb+PxEA0mN19bG8Ksfj84E0l+7fPFZ85MBU60qXAPicRUbDOWSHgKnYekRjwJSic74i386+vRSmz7dvy9fbvI1q3wnIhYOaW8jceDG+iktj09MBZCIUV+rUeMxjpnpkL7talwD/GCKetHRryoQKzwiIU9JC28BHwr4knqWVsrcv/9EIahEEJiIiL9/ch5qq6G144kyJs2eYSiUwmJzEkiqe0vfiFy1VXwqBQVhXt2xzpnpkL7talwD/GAnayvrIShWVo6NduMJQKeh85DUsJztYcjXk3tmQ/X0yMyZ45IaiqsYREodiMjUOry8lTXiXideyzwvLXxwXjkJPn9oCY5+ujwUL5IfObMVGi/NhXuYaxwkvVbt0LeDA3Zf8+LCoRjCk8TD5MVXgK+PeIl/PV8uPx8eOOyshAeGx5WOU6rVilP6ERvPF5idHwwnobSeMyZyd4TWGRq3MNoEUnWz5gBxb+pKdyIFPGiAnbwaEtigEdbMj6IRlDa1weB99RT09PVPtZQtB1fWCiEcR0ZQfJ6R4fIT36CBtXxPPdo4NGlxAcTRZEx2bqmTBSmwj3Eimiy/u23objNny+Sk6Nen06ULrHoHV4OnYekg5sE/Pb26etqH2vjbbtcPJ9PCcy+Poy9neWbqKbfTjAteCoh9Nbu2YP3ly2b2kI9HoilUjmehtJ4zBm/f/Ibd1PhHmJFNFlfVYU8uuZmGKBmm7GpHo6OFZ5C5yHpEM/k/6mKsQj/sSZij+fGM1FKyFTERBpK01FZ8RAd0WR9WhrWfk0NQq/t7fj8woXTtzguEjyFzkPSwav8SiyY23TppfBw2TXYThbL1/PWxg+eoeQh2eBG1i9aJPKnP4ls3jy9wtGjgTckHpIOE52APx0wWRKxPZ6u+CEZKpU9eNBhJ+sDAczR997D2l69GpX4S5Ygp3fJEk/2O8EriogBXlHE+MLjoUs8kj0R2+t1GV/oBSZ2ntlkUuY9jA7JvqbtQFm/eTMKsgIBFGcVFsJDN51lfix6h6fQxQBPoRt/TEbh5CG+8JSQ+MIzlKYuIj3b8SxmGg3Wrxe5+GKs86IiKHNeNbun0CUMnkLnwcPEwFNC4gvPUJp6iETvk5KCKtH9+5Nz/XieeGd4Cl2CkGiFzhOyHjw4w1sfHiYKyT73IilEXV3IR0tJETn44OTkcfS4R53h8dBNQngeCA8eIsOjvvAwEZgMstmJ3icUAocb/w6FrF13koXH0atmjw+SyMaYvvD6lnrw4MFD8mGyyGYnhaivD/mmqalQ5tizWSScx3Ei4VWzxweeQjfB8PqWevDgwUPyYTLJZieFaGREUdT4/VDsdCRLg3uPUic+8BS6CUYsTPg6gkHkHaxbh9/JIFQ8ePDgYapgtLJ5IuCkEKWm4lpHRuC9y862fi9ZPF8e92h84A3PBMNN7oBpQdXWIgH27LPRZP3ss/F/srj/PXjw4GGyYzSyeaLgpBCJKGW0osL6nWTzfE0WsvNkhlcUMcFw045HRGTbNny2vV3kK18JL01nTkcyVCx58ODBw2THZGuVRoWIBRzse7pgAQojurrgsUvWNn8iuIdk58tLZni0JTEgEbQl0crNGxrwWmEhFmdvLyyrmhqPq8eDBw8eEoXJyo1mR7GyYUPyV+p6sIfHQ5cgJIqHzo4Jv61NZPduvD9rFl7v6ICCl5IChS4vz3qc6czV48GDBw/xxlTqUpLsXHoe7BGL3uE9ziSAXe7A3r1Q3A46CIvP78f/fj8WZlNT+HGSKafDgwcPHiY7plJeF3kcvQb3UxdeDl2SQM8deOklkTvuQD87vSqJFUt+P/I6+vqs7ydbTocHDx48THZ4eV0eJgs8hS6JQAuKHrbMTOv72dl4rb8/nCSSFUsLFyZHxZIHDx48TBV4XUo8TAZ4NkYSwokk0udD6bnPpxQ6j6vHgwcPHjx48OBt/UmISKzZeXloPVNYCIVuMud0ePDgwYMHDx7iAy/kmoQgSeSll8LzZlZXlZaKPPwwcuy8nA4PHjx48ODBg6fQJSmcSCIXLvS4gzxMPXiUCh48ePAwNngKXRLDq67yMB1QW+uRnnrw4MHDWOEpdEkOr7rKw1SGTtzqtbLz4MGDh9HD8/V48OBhQhAMwjPX3Y3WSllZMGCysvB/dzfeZ5NxDx48ePDgDE+h8+DBw4Rg0yaEWUtKrH0yRfB/cTHe37RpYq7PgwcPHiYTPIXOgwcPE4KWFuTMZWTYv++1svPgwYMH9/By6Dx48DAh0Am0s7LC3/da2U1tJFtlc7JdjwcPscJT6Dx48DAhIIH2a68hZ04Pu3qt7KY2kq2yOdmux4OH0cCzPzx48DAhIIF2Xh4ItPv6vFZ20wGsbH7tNXS9qazEb1Y219ZO7+vx4GG08ESlBw8eJgwk0F64EC3svFZ2UxvJVtmcbNfjwcNY4IVcPXjwMKHwCLSnD2KpbB4P/s1kux4PHsYCT6Hz4MHDhMMj0J4ecFPZ3N4+fpXNyXY9HjyMBZ4N7MGDBw8exgV6ZbMdxruyOdmux4OHscBT6Dx48ODBw7iAlc2trahk1sHK5kMPHb/K5mS7Hg8exgJPofPgwYMHD+OCZKtsTrbr8eBhLPCmqQcPHjx4GDckW2Vzsl2PBw+jhS8UMh3NHpzQ1dUlBQUF0tnZKfn5+RN9OR48ePAwaZFsnRmS7Xo8eBCJTe/wqlw9ePDgwcO4I9kqm5Ptejx4iBWe/eHBgwcPHjx48DDJ4Sl0Hjx48ODBgwcPkxyeQufBgwcPHjx48DDJ4Sl0Hjx48ODBgwcPkxyeQufBgwcPHjx48DDJ4Sl0Hjx48ODBgwcPkxyeQufBgwcPHjx48DDJ4Sl0Hjx48ODBgwcPkxyeQufBgwcPHjx48DDJ4Sl0Hjx48ODBgwcPkxxe668YwLa3XV1dE3wlHjx48ODBg4epDuob1D8iwVPoYkB3d7eIiMyePXuCr8SDBw8ePHjwMF3Q3d0tBQUFET/jC7lR+zyIiEgwGJTGxkbJy8sTn88X9+N3dXXJ7NmzZdeuXZKfnx/3409WeOPiDG9snOGNjTO8sXGGNzbO8MbGGYkam1AoJN3d3VJVVSV+f+QsOc9DFwP8fr/MmjUr4efJz8/3FosNvHFxhjc2zvDGxhne2DjDGxtneGPjjESMTTTPHOEVRXjw4MGDBw8ePExyeAqdBw8ePHjw4OH/t3f/MVXV/x/An1e890KAV0XwcjWQaIp2EaciwkLQHGlg/kiTMoey/NHS6XRrhSXo3KTm3Kw0mwHD5qQl6pwGpQPUAn9LIhTRRFMU0DsuWSogvD5/fMf5eoPrD0C5h/t8bGfD835zzvs899p8ec89R1I5NnQORK/XIzk5GXq9vruX4lCYi33Mxj5mYx+zsY/Z2Mds7HOEbPhQBBEREZHK8RM6IiIiIpVjQ0dERESkcmzoiIiIiFSODR0RERGRyrGhcxDbtm1DQEAAXF1dMWbMGBw/fry7l/RUpaSkQKPR2GxGo1EZFxGkpKTAZDLBzc0N0dHRKC0ttTlGQ0MDli9fjgEDBsDd3R2vv/46rl279qwvpdOOHTuGadOmwWQyQaPRYP/+/TbjXZVFXV0d5s+fD4PBAIPBgPnz58NqtT7lq+ucR2WzYMGCNnU0fvx4mzk9MZuNGzciNDQUnp6e8PHxwYwZM1BeXm4zx1nr5nGycda6+eqrrzBy5Ejl5bfh4eHIyclRxp21ZoBHZ6OKmhHqdllZWaLVamXHjh1SVlYmK1asEHd3d7ly5Up3L+2pSU5Olpdeeklu3LihbLW1tcp4amqqeHp6SnZ2tpSUlMjcuXPF19dX/v77b2XO0qVLZdCgQXL48GE5d+6cTJw4UUJCQuT+/fvdcUkd9sMPP8iaNWskOztbAMi+fftsxrsqiylTpojZbJbCwkIpLCwUs9kscXFxz+oyO+RR2SQkJMiUKVNs6shisdjM6YnZvPrqq5KRkSEXL16U4uJiiY2NFT8/P/nnn3+UOc5aN4+TjbPWzYEDB+TQoUNSXl4u5eXlkpSUJFqtVi5evCgizlszIo/ORg01w4bOAYwbN06WLl1qsy8oKEg+/PDDblrR05ecnCwhISHtjrW0tIjRaJTU1FRl371798RgMMj27dtFRMRqtYpWq5WsrCxlTlVVlfTq1Utyc3Of6tqfpv82LV2VRVlZmQCQEydOKHOKiooEgPz+++9P+aq6hr2Gbvr06XZ/x1myqa2tFQBy9OhREWHdPOi/2Yiwbh7Ur18/+eabb1gz7WjNRkQdNcNbrt2ssbERZ8+eRUxMjM3+mJgYFBYWdtOqno2KigqYTCYEBAQgPj4ely5dAgBUVlaiurraJhO9Xo+oqCglk7Nnz6Kpqclmjslkgtls7lG5dVUWRUVFMBgMCAsLU+aMHz8eBoNB9XkVFBTAx8cHQ4cOxaJFi1BbW6uMOUs29fX1AID+/fsDYN086L/ZtHL2umlubkZWVhb+/fdfhIeHs2Ye8N9sWjl6zfTu9BGoU27duoXm5mYMHDjQZv/AgQNRXV3dTat6+sLCwrBz504MHToUNTU12LBhAyIiIlBaWqpcd3uZXLlyBQBQXV0NnU6Hfv36tZnTk3Lrqiyqq6vh4+PT5vg+Pj6qzmvq1KmYM2cO/P39UVlZiU8++QSTJk3C2bNnodfrnSIbEcGqVavw8ssvw2w2A2DdtGovG8C566akpATh4eG4d+8ePDw8sG/fPowYMUJpKJy5ZuxlA6ijZtjQOQiNRmPzZxFps68nmTp1qvJzcHAwwsPDERgYiMzMTOWLph3JpKfm1hVZtDdf7XnNnTtX+dlsNmPs2LHw9/fHoUOHMGvWLLu/15OyWbZsGS5cuICff/65zZiz1429bJy5boYNG4bi4mJYrVZkZ2cjISEBR48eVcaduWbsZTNixAhV1AxvuXazAQMGwMXFpU13Xltb2+ZfSj2Zu7s7goODUVFRoTzt+rBMjEYjGhsbUVdXZ3dOT9BVWRiNRtTU1LQ5/s2bN3tUXr6+vvD390dFRQWAnp/N8uXLceDAAeTn52Pw4MHKftaN/Wza40x1o9Pp8OKLL2Ls2LHYuHEjQkJCsGXLFtYM7GfTHkesGTZ03Uyn02HMmDE4fPiwzf7Dhw8jIiKim1b17DU0NOC3336Dr68vAgICYDQabTJpbGzE0aNHlUzGjBkDrVZrM+fGjRu4ePFij8qtq7IIDw9HfX09Tp06pcw5efIk6uvre1ReFosFV69eha+vL4Cem42IYNmyZdi7dy/y8vIQEBBgM+7MdfOobNrjLHXTHhFBQ0ODU9eMPa3ZtMcha6bTj1VQp7W+tiQtLU3Kyspk5cqV4u7uLpcvX+7upT01q1evloKCArl06ZKcOHFC4uLixNPTU7nm1NRUMRgMsnfvXikpKZG33nqr3cfnBw8eLEeOHJFz587JpEmTVPnaktu3b8v58+fl/PnzAkA2b94s58+fV15b01VZTJkyRUaOHClFRUVSVFQkwcHBDv8qgYdlc/v2bVm9erUUFhZKZWWl5OfnS3h4uAwaNKjHZ/Pee++JwWCQgoICm9co3LlzR5njrHXzqGycuW4++ugjOXbsmFRWVsqFCxckKSlJevXqJT/99JOIOG/NiDw8G7XUDBs6B7F161bx9/cXnU4no0ePtnnEvidqfb+RVqsVk8kks2bNktLSUmW8paVFkpOTxWg0il6vlwkTJkhJSYnNMe7evSvLli2T/v37i5ubm8TFxclff/31rC+l0/Lz8wVAmy0hIUFEui4Li8Ui8+bNE09PT/H09JR58+ZJXV3dM7rKjnlYNnfu3JGYmBjx9vYWrVYrfn5+kpCQ0Oa6e2I27WUCQDIyMpQ5zlo3j8rGmesmMTFR+XvG29tbXnnlFaWZE3HemhF5eDZqqRmNiEjnP+cjIiIiou7C79ARERERqRwbOiIiIiKVY0NHREREpHJs6IiIiIhUjg0dERERkcqxoSMiIiJSOTZ0RERERCrHho6IiIhI5djQEZGqfP7559BoNDCbzR0+xvXr15GSkoLi4uKuW9hDREdHIzo6+pmcqzvPSUTdhw0dEalKeno6AKC0tBQnT57s0DGuX7+OdevWPbOGjojoaWNDR0SqcebMGfz666+IjY0FAKSlpXXzioiIHAMbOiJSjdYGLjU1FREREcjKysKdO3fazKuqqsLixYvx/PPPQ6fTwWQyYfbs2aipqUFBQQFCQ0MBAAsXLoRGo4FGo0FKSgoA+7cqFyxYgCFDhtjsW7duHcLCwtC/f3/06dMHo0ePRlpaGjr6X2Tn5eUhOjoaXl5ecHNzg5+fH9544w2ba+zMORsbG7FhwwYEBQVBr9fD29sbCxcuxM2bN594HUTkWHp39wKIiB7H3bt3sXv3boSGhsJsNiMxMRHvvvsuvv/+eyQkJCjzqqqqEBoaiqamJiQlJWHkyJGwWCz48ccfUVdXh9GjRyMjIwMLFy7Exx9/rHzaN3jw4Cde0+XLl7FkyRL4+fkBAE6cOIHly5ejqqoKa9eufeJjxcbGIjIyEunp6ejbty+qqqqQm5uLxsZGPPfcc506Z0tLC6ZPn47jx4/jgw8+QEREBK5cuYLk5GRER0fjzJkzcHNze+x1EJGDESIiFdi5c6cAkO3bt4uIyO3bt8XDw0MiIyNt5iUmJopWq5WysjK7xzp9+rQAkIyMjDZjUVFREhUV1WZ/QkKC+Pv72z1mc3OzNDU1yfr168XLy0taWloeecwH7dmzRwBIcXHxQ+d19Jy7d+8WAJKdnW1zjNYstm3b1uF1EFH34y1XIlKFtLQ0uLm5IT4+HgDg4eGBOXPm4Pjx46ioqFDm5eTkYOLEiRg+fPhTX1NeXh4mT54Mg8EAFxcXaLVarF27FhaLBbW1tU90rFGjRkGn02Hx4sXIzMzEpUuXuvScBw8eRN++fTFt2jTcv39f2UaNGgWj0YiCgoInWgcRORY2dETk8P78808cO3YMsbGxEBFYrVZYrVbMnj0bwP8/+QoAN2/e7NDt0yd16tQpxMTEAAB27NiBX375BadPn8aaNWsA/N8t4icRGBiII0eOwMfHB++//z4CAwMRGBiILVu2dMk5a2pqYLVaodPpoNVqbbbq6mrcunXrsddBRI6H36EjIoeXnp4OEcGePXuwZ8+eNuOZmZnYsGEDXFxc4O3tjWvXrnX4XK6urqivr2+zv7XhaZWVlQWtVouDBw/C1dVV2b9///4OnzsyMhKRkZFobm7GmTNn8MUXX2DlypUYOHAg4uPjO3XOAQMGwMvLC7m5ue2Oe3p6PvY6iMjx8BM6InJozc3NyMzMRGBgIPLz89tsq1evxo0bN5CTkwMAmDp1KvLz81FeXm73mHq9HkD7n2gNGTIEf/zxBxoaGpR9FosFhYWFNvM0Gg169+4NFxcXZd/du3fx7bffdup6AcDFxQVhYWHYunUrAODcuXOdPmdcXBwsFguam5sxduzYNtuwYcMeex1E5Hj4CR0RObScnBxcv34dn376abuvEzGbzfjyyy+RlpaGuLg4rF+/Hjk5OZgwYQKSkpIQHBwMq9WK3NxcrFq1CkFBQQgMDISbmxt27dqF4cOHw8PDAyaTCSaTCfPnz8fXX3+Nd955B4sWLYLFYsFnn32GPn362Jw3NjYWmzdvxttvv43FixfDYrFg06ZNSrP4pLZv3468vDzExsbCz88P9+7dU24lT548udPnjI+Px65du/Daa69hxYoVGDduHLRaLa5du4b8/HxMnz4dM2fOfKx1EJED6u6nMoiIHmbGjBmi0+mktrbW7pz4+Hjp3bu3VFdXi4jI1atXJTExUYxGo2i1WjGZTPLmm29KTU2N8ju7d++WoKAg0Wq1AkCSk5OVsczMTBk+fLi4urrKiBEj5Lvvvmv3Kdf09HQZNmyY6PV6eeGFF2Tjxo2SlpYmAKSyslKZ9zhPuRYVFcnMmTPF399f9Hq9eHl5SVRUlBw4cKDLztnU1CSbNm2SkJAQcXV1FQ8PDwkKCpIlS5ZIRUXFE62DiByLRqSDb8AkIiIiIofA79ARERERqRwbOiIiIiKVY0NHREREpHJs6IiIiIhUjg0dERERkcqxoSMiIiJSOTZ0RERERCrHho6IiIhI5djQEREREakcGzoiIiIilWNDR0RERKRy/wP9kII88YGRlgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "****************************************** Ridge Regressor ********************************************************\n",
+      "\n",
+      "\n",
+      "Ridge(alpha=0.01, normalize=True)\n",
+      "\n",
+      "\n",
+      "The training accuracy  is 57.38466616910147\n",
+      "The test accuracy  is 61.974941051257424\n",
+      "R2 Score is: 61.974941051257424\n",
+      "\n",
+      "\n",
+      "Cross Validation Score: 58.183868451703155\n",
+      "\n",
+      "\n",
+      "R2 Score - Cross Validation Score is 3.791072599554269\n",
+      "\n",
+      "\n",
+      "RMSE Score is: 575.8710800363259\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "****************************************** Lasso Regressor ********************************************************\n",
+      "\n",
+      "\n",
+      "Lasso(alpha=0.01, max_iter=15, normalize=True)\n",
+      "\n",
+      "\n",
+      "The training accuracy  is 57.389567672684215\n",
+      "The test accuracy  is 61.995785633645454\n",
+      "R2 Score is: 61.995785633645454\n",
+      "\n",
+      "\n",
+      "Cross Validation Score: 58.18672771911568\n",
+      "\n",
+      "\n",
+      "R2 Score - Cross Validation Score is 3.809057914529774\n",
+      "\n",
+      "\n",
+      "RMSE Score is: 575.7132178526003\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "****************************************** DecisionTreeRegressor ********************************************************\n",
+      "\n",
+      "\n",
+      "DecisionTreeRegressor(criterion='poisson', random_state=111)\n",
+      "\n",
+      "\n",
+      "The training accuracy  is 99.99999998830158\n",
+      "The test accuracy  is 22.178066114577078\n",
+      "R2 Score is: 22.178066114577078\n",
+      "\n",
+      "\n",
+      "Cross Validation Score: 13.667926157014248\n",
+      "\n",
+      "\n",
+      "R2 Score - Cross Validation Score is 8.51013995756283\n",
+      "\n",
+      "\n",
+      "RMSE Score is: 823.8370710571926\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "****************************************** RandomForestRegressor ********************************************************\n",
+      "\n",
+      "\n",
+      "RandomForestRegressor(max_depth=2, max_features='sqrt')\n",
+      "\n",
+      "\n",
+      "The training accuracy  is 36.48836669055622\n",
+      "The test accuracy  is 38.43450940923036\n",
+      "R2 Score is: 38.43450940923036\n",
+      "\n",
+      "\n",
+      "Cross Validation Score: 37.09326325365117\n",
+      "\n",
+      "\n",
+      "R2 Score - Cross Validation Score is 1.341246155579185\n",
+      "\n",
+      "\n",
+      "RMSE Score is: 732.7553420652355\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "****************************************** KNeighborsRegressor ********************************************************\n",
+      "\n",
+      "\n",
+      "KNeighborsRegressor(algorithm='kd_tree', n_neighbors=2)\n",
+      "\n",
+      "\n",
+      "The training accuracy  is 82.06210460334098\n",
+      "The test accuracy  is 52.60042701596075\n",
+      "R2 Score is: 52.60042701596075\n",
+      "\n",
+      "\n",
+      "Cross Validation Score: 48.04755036003222\n",
+      "\n",
+      "\n",
+      "R2 Score - Cross Validation Score is 4.552876655928529\n",
+      "\n",
+      "\n",
+      "RMSE Score is: 642.9504958983647\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "****************************************** GradientBoostingRegressor ********************************************************\n",
+      "\n",
+      "\n",
+      "GradientBoostingRegressor(loss='quantile', max_depth=5, n_estimators=200)\n",
+      "\n",
+      "\n",
+      "The training accuracy  is 16.492774077654193\n",
+      "The test accuracy  is 18.628388762319258\n",
+      "R2 Score is: 18.628388762319258\n",
+      "\n",
+      "\n",
+      "Cross Validation Score: 13.117322631765152\n",
+      "\n",
+      "\n",
+      "R2 Score - Cross Validation Score is 5.511066130554106\n",
+      "\n",
+      "\n",
+      "RMSE Score is: 842.4163336056783\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "****************************************** AdaBoostRegressor ********************************************************\n",
+      "\n",
+      "\n",
+      "AdaBoostRegressor(learning_rate=1.05, n_estimators=200, random_state=42)\n",
+      "\n",
+      "\n",
+      "The training accuracy  is 56.60588911223577\n",
+      "The test accuracy  is 58.45712645380126\n",
+      "R2 Score is: 58.45712645380126\n",
+      "\n",
+      "\n",
+      "Cross Validation Score: 56.68679260441575\n",
+      "\n",
+      "\n",
+      "R2 Score - Cross Validation Score is 1.7703338493855085\n",
+      "\n",
+      "\n",
+      "RMSE Score is: 601.9197421831553\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "****************************************** ExtraTreesRegressor ********************************************************\n",
+      "\n",
+      "\n",
+      "ExtraTreesRegressor(criterion='mae', n_jobs=1, random_state=199)\n",
+      "\n",
+      "\n",
+      "The training accuracy  is 100.0\n",
+      "The test accuracy  is 65.1354190317344\n",
+      "R2 Score is: 65.1354190317344\n",
+      "\n",
+      "\n",
+      "Cross Validation Score: 61.58567430254182\n",
+      "\n",
+      "\n",
+      "R2 Score - Cross Validation Score is 3.5497447291925823\n",
+      "\n",
+      "\n",
+      "RMSE Score is: 551.4200406795088\n",
+      "\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for name,model in models:\n",
+    "    print('******************************************',name,'********************************************************')\n",
+    "    \n",
+    "    print('\\n')\n",
+    "    Model.append(name)\n",
+    "    \n",
+    "    # Training the model\n",
+    "    model.fit(x_train, y_train) \n",
+    "    #model.score(x_train,y_train)\n",
+    "    \n",
+    "    print(model)\n",
+    "    \n",
+    "     # Predicting \n",
+    "    pred_train=model.predict(x_train)\n",
+    "    pred_test=model.predict(x_test)\n",
+    "    \n",
+    "    print('\\n') \n",
+    "    \n",
+    "    \n",
+    "    # calculating scores\n",
+    "    train_score=r2_score(y_train, pred_train, multioutput='variance_weighted')*100\n",
+    "    test_score=r2_score(y_test, pred_test, multioutput='variance_weighted')*100\n",
+    "    r2 = r2_score(y_test, pred_test, multioutput='variance_weighted')*100\n",
+    "    print('The training accuracy  is', train_score)\n",
+    "    print('The test accuracy  is', test_score)\n",
+    "    print(\"R2 Score is:\", r2)\n",
+    "    Train_score.append(train_score)\n",
+    "    Test_score.append(test_score)\n",
+    "    score.append(r2)\n",
+    "    \n",
+    "    \n",
+    "    \n",
+    "    print('\\n')\n",
+    "    \n",
+    "    # Cross Validation Score\n",
+    "    cv_score = (cross_val_score(model,x,y, cv=5).mean())*100\n",
+    "    print(\"Cross Validation Score:\", cv_score)\n",
+    "    cvs.append(cv_score)\n",
+    "    print('\\n')\n",
+    "    \n",
+    "    # Result of r2 score minus cv score\n",
+    "    result = r2 - cv_score\n",
+    "    print(\"R2 Score - Cross Validation Score is\", result)\n",
+    "    difference.append(result)\n",
+    "    print('\\n')\n",
+    "    \n",
+    "     \n",
+    "    # RMSE - a lower RMSE score is better than a higher one\n",
+    "    rmse = mean_squared_error(y_test, pred_test, squared=False)\n",
+    "    print(\"RMSE Score is:\", rmse)\n",
+    "    RMSE.append(rmse)\n",
+    "    \n",
+    "    \n",
+    "    print('\\n')\n",
+    "    \n",
+    "    #plots created\n",
+    "    \n",
+    "    plt.figure(figsize=(7,5))  \n",
+    "    sns.regplot(y_test,pred,color='b')\n",
+    "    plt.plot(y_test,y_test,color='r')\n",
+    "    plt.xlabel('Actual sales',fontsize=12)\n",
+    "    plt.ylabel('Predicted sales',fontsize=12)\n",
+    "    plt.title(name)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f57e70f",
+   "metadata": {},
+   "source": [
+    "### Compair All Model Performance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "462879b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "  background-color: #dadce0;\n",
+       "  color: #000000;\n",
+       "}\n",
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+       "  background-color: #cc403a;\n",
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+       "}\n",
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+       "  background-color: #aec9fc;\n",
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+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row1_col4 {\n",
+       "  background-color: #adc9fd;\n",
+       "  color: #000000;\n",
+       "}\n",
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+       "  background-color: #b40426;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row3_col2 {\n",
+       "  background-color: #516ddb;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row3_col3 {\n",
+       "  background-color: #3d50c3;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row3_col5 {\n",
+       "  background-color: #cb3e38;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row4_col1 {\n",
+       "  background-color: #89acfd;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row4_col2 {\n",
+       "  background-color: #c9d7f0;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row4_col3 {\n",
+       "  background-color: #dbdcde;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row4_col4, #T_3a7c2_row6_col1, #T_3a7c2_row6_col2, #T_3a7c2_row6_col3, #T_3a7c2_row8_col5 {\n",
+       "  background-color: #3b4cc0;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row4_col5 {\n",
+       "  background-color: #f4c5ad;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row5_col1 {\n",
+       "  background-color: #f08a6c;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row5_col2 {\n",
+       "  background-color: #f5a081;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row5_col3 {\n",
+       "  background-color: #f6a586;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row5_col4 {\n",
+       "  background-color: #cedaeb;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row5_col5 {\n",
+       "  background-color: #a3c2fe;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row6_col4 {\n",
+       "  background-color: #efcfbf;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row7_col1 {\n",
+       "  background-color: #d7dce3;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "#T_3a7c2_row7_col2 {\n",
+       "  background-color: #e26952;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row7_col3 {\n",
+       "  background-color: #d65244;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row7_col4 {\n",
+       "  background-color: #4c66d6;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row7_col5 {\n",
+       "  background-color: #7295f4;\n",
+       "  color: #f1f1f1;\n",
+       "}\n",
+       "#T_3a7c2_row8_col4 {\n",
+       "  background-color: #a1c0ff;\n",
+       "  color: #000000;\n",
+       "}\n",
+       "</style>\n",
+       "<table id=\"T_3a7c2\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_3a7c2_level0_col0\" class=\"col_heading level0 col0\" >Model</th>\n",
+       "      <th id=\"T_3a7c2_level0_col1\" class=\"col_heading level0 col1\" >Training score</th>\n",
+       "      <th id=\"T_3a7c2_level0_col2\" class=\"col_heading level0 col2\" >R2 Score</th>\n",
+       "      <th id=\"T_3a7c2_level0_col3\" class=\"col_heading level0 col3\" >CV Score</th>\n",
+       "      <th id=\"T_3a7c2_level0_col4\" class=\"col_heading level0 col4\" >diff bet R2 and CV</th>\n",
+       "      <th id=\"T_3a7c2_level0_col5\" class=\"col_heading level0 col5\" >MSE </th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_3a7c2_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_3a7c2_row0_col0\" class=\"data row0 col0\" >LinearRegression</td>\n",
+       "      <td id=\"T_3a7c2_row0_col1\" class=\"data row0 col1\" >57.390468</td>\n",
+       "      <td id=\"T_3a7c2_row0_col2\" class=\"data row0 col2\" >62.011146</td>\n",
+       "      <td id=\"T_3a7c2_row0_col3\" class=\"data row0 col3\" >58.187360</td>\n",
+       "      <td id=\"T_3a7c2_row0_col4\" class=\"data row0 col4\" >3.823785</td>\n",
+       "      <td id=\"T_3a7c2_row0_col5\" class=\"data row0 col5\" >575.596864</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_3a7c2_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_3a7c2_row1_col0\" class=\"data row1 col0\" >Ridge Regressor</td>\n",
+       "      <td id=\"T_3a7c2_row1_col1\" class=\"data row1 col1\" >57.384666</td>\n",
+       "      <td id=\"T_3a7c2_row1_col2\" class=\"data row1 col2\" >61.974941</td>\n",
+       "      <td id=\"T_3a7c2_row1_col3\" class=\"data row1 col3\" >58.183868</td>\n",
+       "      <td id=\"T_3a7c2_row1_col4\" class=\"data row1 col4\" >3.791073</td>\n",
+       "      <td id=\"T_3a7c2_row1_col5\" class=\"data row1 col5\" >575.871080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_3a7c2_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+       "      <td id=\"T_3a7c2_row2_col0\" class=\"data row2 col0\" >Lasso Regressor</td>\n",
+       "      <td id=\"T_3a7c2_row2_col1\" class=\"data row2 col1\" >57.389568</td>\n",
+       "      <td id=\"T_3a7c2_row2_col2\" class=\"data row2 col2\" >61.995786</td>\n",
+       "      <td id=\"T_3a7c2_row2_col3\" class=\"data row2 col3\" >58.186728</td>\n",
+       "      <td id=\"T_3a7c2_row2_col4\" class=\"data row2 col4\" >3.809058</td>\n",
+       "      <td id=\"T_3a7c2_row2_col5\" class=\"data row2 col5\" >575.713218</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_3a7c2_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+       "      <td id=\"T_3a7c2_row3_col0\" class=\"data row3 col0\" >DecisionTreeRegressor</td>\n",
+       "      <td id=\"T_3a7c2_row3_col1\" class=\"data row3 col1\" >100.000000</td>\n",
+       "      <td id=\"T_3a7c2_row3_col2\" class=\"data row3 col2\" >22.178066</td>\n",
+       "      <td id=\"T_3a7c2_row3_col3\" class=\"data row3 col3\" >13.667926</td>\n",
+       "      <td id=\"T_3a7c2_row3_col4\" class=\"data row3 col4\" >8.510140</td>\n",
+       "      <td id=\"T_3a7c2_row3_col5\" class=\"data row3 col5\" >823.837071</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_3a7c2_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+       "      <td id=\"T_3a7c2_row4_col0\" class=\"data row4 col0\" >RandomForestRegressor</td>\n",
+       "      <td id=\"T_3a7c2_row4_col1\" class=\"data row4 col1\" >36.488367</td>\n",
+       "      <td id=\"T_3a7c2_row4_col2\" class=\"data row4 col2\" >38.434509</td>\n",
+       "      <td id=\"T_3a7c2_row4_col3\" class=\"data row4 col3\" >37.093263</td>\n",
+       "      <td id=\"T_3a7c2_row4_col4\" class=\"data row4 col4\" >1.341246</td>\n",
+       "      <td id=\"T_3a7c2_row4_col5\" class=\"data row4 col5\" >732.755342</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_3a7c2_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+       "      <td id=\"T_3a7c2_row5_col0\" class=\"data row5 col0\" >KNeighborsRegressor</td>\n",
+       "      <td id=\"T_3a7c2_row5_col1\" class=\"data row5 col1\" >82.062105</td>\n",
+       "      <td id=\"T_3a7c2_row5_col2\" class=\"data row5 col2\" >52.600427</td>\n",
+       "      <td id=\"T_3a7c2_row5_col3\" class=\"data row5 col3\" >48.047550</td>\n",
+       "      <td id=\"T_3a7c2_row5_col4\" class=\"data row5 col4\" >4.552877</td>\n",
+       "      <td id=\"T_3a7c2_row5_col5\" class=\"data row5 col5\" >642.950496</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_3a7c2_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+       "      <td id=\"T_3a7c2_row6_col0\" class=\"data row6 col0\" >GradientBoostingRegressor</td>\n",
+       "      <td id=\"T_3a7c2_row6_col1\" class=\"data row6 col1\" >16.492774</td>\n",
+       "      <td id=\"T_3a7c2_row6_col2\" class=\"data row6 col2\" >18.628389</td>\n",
+       "      <td id=\"T_3a7c2_row6_col3\" class=\"data row6 col3\" >13.117323</td>\n",
+       "      <td id=\"T_3a7c2_row6_col4\" class=\"data row6 col4\" >5.511066</td>\n",
+       "      <td id=\"T_3a7c2_row6_col5\" class=\"data row6 col5\" >842.416334</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_3a7c2_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+       "      <td id=\"T_3a7c2_row7_col0\" class=\"data row7 col0\" >AdaBoostRegressor</td>\n",
+       "      <td id=\"T_3a7c2_row7_col1\" class=\"data row7 col1\" >56.605889</td>\n",
+       "      <td id=\"T_3a7c2_row7_col2\" class=\"data row7 col2\" >58.457126</td>\n",
+       "      <td id=\"T_3a7c2_row7_col3\" class=\"data row7 col3\" >56.686793</td>\n",
+       "      <td id=\"T_3a7c2_row7_col4\" class=\"data row7 col4\" >1.770334</td>\n",
+       "      <td id=\"T_3a7c2_row7_col5\" class=\"data row7 col5\" >601.919742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_3a7c2_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+       "      <td id=\"T_3a7c2_row8_col0\" class=\"data row8 col0\" >ExtraTreesRegressor</td>\n",
+       "      <td id=\"T_3a7c2_row8_col1\" class=\"data row8 col1\" >100.000000</td>\n",
+       "      <td id=\"T_3a7c2_row8_col2\" class=\"data row8 col2\" >65.135419</td>\n",
+       "      <td id=\"T_3a7c2_row8_col3\" class=\"data row8 col3\" >61.585674</td>\n",
+       "      <td id=\"T_3a7c2_row8_col4\" class=\"data row8 col4\" >3.549745</td>\n",
+       "      <td id=\"T_3a7c2_row8_col5\" class=\"data row8 col5\" >551.420041</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x2450ab86790>"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Plotting performance table\n",
+    "\n",
+    "Performance_table=pd.DataFrame({'Model':Model,\n",
+    "                'Training score':Train_score,                \n",
+    "            'R2 Score': score,\n",
+    "            'CV Score': cvs,\n",
+    "            'diff bet R2 and CV' :difference,\n",
+    "            'MSE ':RMSE\n",
+    "        }).style.background_gradient(cmap='coolwarm')\n",
+    "\n",
+    "Performance_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "8954f17c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.xticks(rotation=90)\n",
+    "sns.barplot(x=Model,y=Train_score)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "04059324",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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hIiIi1WGBQkRERKrDAoWIiIhUhwUKERERqQ4LFCIiIlIdFihERESkOixQiIiISHVYoBAREZHqsEAhIiIi1WGBQkRERKrDAoWIiIhUhwUKERERqU6OFygTJ06ETqfDoEGD9G0igoCAADg7O8PGxgZ169bFuXPncjoKERERaUSOFignTpzAwoUL8cEHH6Rrnzx5MqZPn445c+bgxIkTcHJyQqNGjfD48eOcjENEREQakWMFypMnT9CpUycsWrQI+fLl07eLCGbOnImRI0eibdu2KFeuHJYvX46EhASsXr06p+IQERGRhuRYgdK/f3+0aNECDRs2TNd+/fp1xMTEoHHjxvo2Kysr1KlTB0ePHs3073r27BkePXqU7kVERESmK1dO/KVr165FSEgITp48meGzmJgYAICjo2O6dkdHR9y8eTPTv2/ixIkYO3as8YMSERGRKhn9DkpUVBQGDhyIX3/9FdbW1lkep9Pp0r0XkQxtaUaMGIG4uDj9KyoqyqiZiYiISF2MfgclJCQEsbGxqFy5sr4tOTkZBw8exJw5cxAREQEg9U5KkSJF9MfExsZmuKuSxsrKClZWVsaOSkRERCpl9DsoDRo0wJkzZ3Dq1Cn9q0qVKujUqRNOnToFd3d3ODk5Yffu3fo/8/z5cwQHB6NmzZrGjkNEREQaZPQ7KPb29ihXrly6Njs7OxQoUEDfPmjQIEyYMAFeXl7w8vLChAkTYGtrC19fX2PHISIiIg3KkUGybzJs2DAkJiaiX79+ePDgAapXr45du3bB3t5eiThERESkMu+lQDlw4EC69zqdDgEBAQgICHgf/3siIiLSGO7FQ0RERKrDAoWIiIhUhwUKERERqQ4LFCIiIlIdFihERESkOopMMyYi0zDnm61KR3gnX09rqXQEInpLvINCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdYxeoEycOBFVq1aFvb09ChcujE8++QQRERHpjhERBAQEwNnZGTY2Nqhbty7OnTtn7ChERESkUUYvUIKDg9G/f3/89ddf2L17N5KSktC4cWPEx8frj5k8eTKmT5+OOXPm4MSJE3ByckKjRo3w+PFjY8chIiIiDcpl7L8wKCgo3ftffvkFhQsXRkhICGrXrg0RwcyZMzFy5Ei0bdsWALB8+XI4Ojpi9erV6Nu3r7EjERERkcbk+BiUuLg4AED+/PkBANevX0dMTAwaN26sP8bKygp16tTB0aNHM/07nj17hkePHqV7ERERkenK0QJFRDB48GDUqlUL5cqVAwDExMQAABwdHdMd6+joqP/sVRMnTkTevHn1LxcXl5yMTURERArL0QLl66+/xunTp7FmzZoMn+l0unTvRSRDW5oRI0YgLi5O/4qKisqRvERERKQORh+DkmbAgAH4448/cPDgQRQrVkzf7uTkBCD1TkqRIkX07bGxsRnuqqSxsrKClZVVTkUlIiIilTH6HRQRwddff42NGzdi3759cHNzS/e5m5sbnJycsHv3bn3b8+fPERwcjJo1axo7DhEREWmQ0e+g9O/fH6tXr8aWLVtgb2+vH1eSN29e2NjYQKfTYdCgQZgwYQK8vLzg5eWFCRMmwNbWFr6+vsaOQ0RERBpk9AJl3rx5AIC6deuma//ll1/QvXt3AMCwYcOQmJiIfv364cGDB6hevTp27doFe3t7Y8chIiIiDTJ6gSIibzxGp9MhICAAAQEBxv7fExERkQngXjxERESkOixQiIiISHVYoBAREZHqsEAhIiIi1WGBQkRERKqTYyvJEhGRel0I3Kd0hHdSZmR9pSPQe8Y7KERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMChYiIiFSHBQoRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqqNogTJ37ly4ubnB2toalStXxqFDh5SMQ0RERCqhWIGybt06DBo0CCNHjkRYWBj+97//oVmzZoiMjFQqEhEREamEYgXK9OnT0atXL/Tu3RtlypTBzJkz4eLignnz5ikViYiIiFQilxL/0+fPnyMkJATDhw9P1964cWMcPXo0w/HPnj3Ds2fP9O/j4uIAAI8ePcpwbPKzRCOnzVmZnUNWHj9NzsEkxvcu55aUmJSDSYzvXc4tPsl0zy3xWUIOJjG+dzm3py9e5GCSnPEu5/fkaXwOJjG+dzm3l68XWvAu55aQoO3rQNp7EXnzHxYF3Lp1SwDIkSNH0rUHBgZKyZIlMxw/ZswYAcAXX3zxxRdffJnAKyoq6o21giJ3UNLodLp070UkQxsAjBgxAoMHD9a/T0lJwf3791GgQIFMjze2R48ewcXFBVFRUciTJ0+O///eJ56bNvHctMmUzw0w7fPjuRmHiODx48dwdnZ+47GKFCgFCxaEubk5YmJi0rXHxsbC0dExw/FWVlawsrJK1+bg4JCTETOVJ08ek/vBTMNz0yaemzaZ8rkBpn1+PDfD5c2b962OU2SQrKWlJSpXrozdu3ena9+9ezdq1qypRCQiIiJSEcUe8QwePBhdunRBlSpV8NFHH2HhwoWIjIzEl19+qVQkIiIiUgnFCpSOHTvi3r17+OGHHxAdHY1y5cphx44dKFGihFKRsmRlZYUxY8ZkeMxkCnhu2sRz0yZTPjfAtM+P5/b+6UTeZq4PERER0fvDvXiIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqsMC5T8kOTkZwcHBePDggdJRjC4pKQljx45FVFSU0lGIiMgIWKD8h5ibm6NJkyZ4+PCh0lGMLleuXJgyZQqSk7W1kda7EBHcvHkTiYna2hCTTFNSUhKWL1+eYUVwU5CUlIRcuXLh7NmzSkfJEVrpS1ig/MeUL18e165dUzpGjmjYsCEOHDigdIwcIyLw8vLCP//8o3QUozPli92LFy9Qr149XLp0SekoRpUrVy589dVXmts5+G3kypULJUqUMNkvPFrpS1igZOHff/9Fly5d4OzsjFy5csHc3DzdS6sCAwMxZMgQbNu2DdHR0Xj06FG6l5Y1a9YMI0aMwJAhQ7BmzRr88ccf6V5aZ2ZmBi8vL9y7d0/pKEZnyhc7CwsLnD179r1sbPq+Va9eHadOnVI6Ro74/vvvMWLECNy/f1/pKEanlb6EC7VloVmzZoiMjMTXX3+NIkWKZOhcWrdurVAyw5iZ/V9N+vI5pe0kreVvDC+f26u0fm5ptm/fjkmTJmHevHkoV66c0nGMql69ehg0aJBmf7de55tvvoGFhQUmTZqkdBSjWr9+PYYPHw5/f39UrlwZdnZ26T7/4IMPFEpmuIoVK+LKlSt48eIFSpQokeHcQkNDFUpmHFroS1igZMHe3h6HDh1ChQoVlI5iVMHBwa/9vE6dOu8pCWVHvnz5kJCQgKSkJFhaWsLGxibd51r+tmfKF7sBAwZgxYoV8PT0RJUqVTKc2/Tp0xVKZpjMvhTodDqT+MIzduzY134+ZsyY95QkZ2ihL2GBkgVvb2/8+uuvqFixotJRiPSWL1/+2s+7dev2npIYnylf7OrVq5flZzqdDvv27XuPaYzn5s2br/1cjXurUSot9CUsULKwa9cuTJs2DQsWLICrq6vScYzq4cOHWLJkCS5cuACdTgdvb2/07NkTefPmVTqawYKDgzF16lT9uZUpUwZDhw7F//73P6Wj0RvwYkdqFBISkq6v5JfW94cFShZevv1la2sLCwuLdJ+r4fZXdpw8eRJNmjSBjY0NqlWrBhHByZMnkZiYiF27dqFSpUpKR8y2VatWoUePHmjbti18fHwgIjh69Cg2bdqEZcuWwdfXV+mIRpGcnIzNmzen6zRbtWql6cHb/yX//PMPdDodihYtqnQUo7h69SpmzpyZ7kvBwIED4eHhoXQ0g8TGxuKzzz7DgQMH4ODgABFBXFwc6tWrh7Vr16JQoUJKRzSY2vsSFihZ0MLtr+z43//+B09PTyxatAi5cuUCkDrFs3fv3rh27RoOHjyocMLsK1OmDPr06QN/f/907dOnT8eiRYtw4cIFhZIZz5UrV9C8eXPcunULpUqVgojg0qVLcHFxwfbt2zV/UTDVi11KSgrGjx+PadOm4cmTJwBSx7l98803GDly5GsHeKvZzp070apVK1SoUCHdl4Lw8HBs3boVjRo1UjpitnXs2BFXr17FypUrUaZMGQDA+fPn0a1bN3h6emLNmjUKJzSMJvoSof8Ua2truXDhQob2c+fOiY2NjQKJjMfS0lIuX76cof3y5ctiZWWlQCLja9asmTRt2lTu3bunb7t79640bdpUmjdvrmAywwUFBYmlpaVUq1ZN/P39ZdCgQVKtWjWxsrKSXbt2KR3PIMOHD5dChQrJ3LlzJTw8XE6dOiU///yzFCpUSL777jul42VbhQoV5Ntvv83Q/u2330rFihUVSGQ8efLkkePHj2do//vvvyVv3rzvP5CRaaEvYYHyGklJSbJhwwYZN26cjB8/XjZu3ChJSUlKxzJI4cKFZefOnRnag4KCpHDhwgokMh4PDw+ZP39+hvb58+eLp6enAomMz9bWVk6fPp2h/dSpU2JnZ6dAIuMx5YtdkSJFZMuWLRnaN2/eLM7OzgokMg4rKyu5dOlShvaIiAjNfynInTu3hIWFZWgPDQ0Ve3v79x/IyLTQl+RS+g6OWmni9lc2dOzYEb169cLUqVNRs2ZN6HQ6HD58GEOHDsXnn3+udDyDfPPNN/Dz88OpU6fSnduyZcswa9YspeMZhZWVFR4/fpyh/cmTJ7C0tFQgkfFcuHABv/32W4b2nj17YubMme8/kBHdv38fpUuXztBeunRpzY5nA4BChQrh1KlT8PLyStd+6tQpFC5cWKFUxlG/fn0MHDgQa9asgbOzMwDg1q1b8Pf3R4MGDRROZzhN9CVKV0hqpYXbX9nx7Nkz8fPzE0tLSzEzMxMzMzOxsrKSQYMGydOnT5WOZ7CNGzeKj4+P5M+fX/Lnzy8+Pj6yefNmpWMZTZcuXaRs2bLy119/SUpKiqSkpMixY8ekXLly0q1bN6XjGaRYsWLy22+/ZWhft26duLi4KJDIeKpVqyYDBgzI0P71119L9erVFUhkHGPHjhUHBweZNGmSHDx4UA4dOiQTJ04UBwcHGTdunNLxDBIZGSkVK1YUCwsLcXd3Fw8PD7GwsJBKlSpJVFSU0vEMpoW+hAVKFrRw+8sQ8fHxcvr0aQkPD5f4+Hil49BbevDggbRq1Up0Op1YWlrqC81PPvlEHj58qHQ8g5jyxe7AgQNiZ2cnZcqUkZ49e0qvXr2kTJkykjt3bjl48KDS8bItJSVFpk+fLkWLFhWdTic6nU6KFi0qM2fOlJSUFKXjGcWuXbtk9uzZMmvWLNm9e7fScYxGC30JZ/FkIX/+/Ni2bRtq1qyZrv3IkSNo2bKlpm/LvuzRo0fYt28fSpUqpR+prlVRUVHQ6XQoVqwYAOD48eNYvXo1vL290adPH4XTGdeVK1dw4cIFiAi8vb3h6empdCSDiQhmzpyJadOm4fbt2wAAZ2dnDB06FH5+fprfy+b27dv4+eefcfHiRf2/W79+/fSPD7Qu7XGBvb29wklyzsOHD+Hg4KB0DKNSdV+iZHWkZlq4/ZUd7du3l59++klERBISEsTLy0ssLCwkV65csmHDBoXTGaZWrVqyYsUKERGJjo4We3t7+eijj6RAgQIyduxYhdPljKSkJAkLC5P79+8rHcWoHj16JI8ePVI6Br1BQkJCujuwN27ckBkzZmQ6EF9rJk2aJGvXrtW/b9++vZiZmYmzs7OcOnVKwWQ5Q419CQuULGjh9ld2ODo66n+5fv31V/H09JT4+HiZO3euVKhQQeF0hnFwcJCLFy+KiMisWbOkZs2aIiKyc+dOcXNzUzKa0QwcOFAWL14sIqkdio+Pj+h0OrGzs5P9+/crG85Apnyx+/PPP+XQoUP693PmzJEPP/xQPv/8c1VdEN5Vo0aNZN68eSKS2mcWLlxYihUrJtbW1jJ37lyF0xnGzc1Njhw5IiKpj3kcHBxk586d0qtXL2nUqJHC6Qynhb6EBcobXLp0Sf744w/ZsmVLpmtsaI21tbVERkaKSOpdorRpnTdv3tT82Bo7Ozu5fv26iIi0bNlSJk2aJCKp52Ztba1gMuMpWrSonDhxQkRENm3aJEWKFJGIiAgZOXKkviDTKlO+2JUrV062b98uIiKnT58WS0tLGTFihFSvXl26d++ucLrsK1CggJw9e1ZERBYtWiQffPCBJCcny2+//SalS5dWOJ1hXu4r/fz8pE+fPiKSOoXawcFByWhGoYW+RJvLF75HXl5eaNmyJVq1aqWuZ3PZ5OLigmPHjiE+Ph5BQUFo3LgxAODBgwewtrZWOJ1hypYti/nz5+PQoUPYvXs3mjZtCiD12X+BAgUUTmccd+/ehZOTEwBgx44d6NChA0qWLIlevXrhzJkzCqczTGhoqH7PpA0bNsDJyQk3b97EihUrMHv2bIXTGeb69evw9vYGAPz+++9o2bIlJkyYgLlz5+LPP/9UOF32JSQk6Mec7Nq1C23btoWZmRlq1Kjxxr2V1C5fvnyIiooCAAQFBaFhw4YAUsdKaXnjyjRa6Eu4DspLBg8ejHHjxsHOzg6DBw9+7bFa3R590KBB6NSpE3Lnzo0SJUqgbt26AICDBw+ifPnyyoYz0I8//og2bdpgypQp6NatGz788EMAwB9//IFq1aopnM44HB0dcf78eRQpUgRBQUGYO3cugNQLhVr2z8guU77YWVpaIiEhAQCwZ88edO3aFUDqYPxHjx4pGc0gnp6e2Lx5M9q0aYOdO3fqt5mIjY1Fnjx5FE5nmLZt28LX1xdeXl64d+8emjVrBiB1jRdT+LKqhb6EBcpLwsLC8OLFC/1/Z0XLswn69euHatWqISoqCo0aNdLvAeLu7o7x48crnM4wdevWxd27d/Ho0SPky5dP396nTx/Y2toqmMx4evTogQ4dOqBIkSLQ6XT6vU7+/vvvTBcC0xJTvtjVqlULgwcPho+PD44fP45169YBAC5duqSfdaZFo0ePhq+vr37xso8++ghAaoGp9V1/Z8yYAVdXV0RFRWHy5MnInTs3ACA6Ohr9+vVTOJ3htNCXcJrxf1xycjLOnDmDEiVKpLuoa1FiYiJERF+M3Lx5E5s2bUKZMmXQpEkThdMZz4YNGxAVFYX27dvrL27Lly+Hg4MDWrdurXC67NuwYQN8fX2RnJyMBg0aYNeuXQCAiRMn4uDBg5p+FBIZGYl+/fohKioKfn5+6NWrFwDA398fycnJmn6EFRMTg+joaHz44Yf6LzzHjx9Hnjx5VHOho8ypvS9hgfKW0tYLKV26tKZ/6QYNGoTy5cujV69eSE5ORp06dXD06FHY2tpi27Zt+kc+WtS4cWO0bdsWX375JR4+fIjSpUvDwsICd+/exfTp0/HVV18pHTFHmNLaDLzYaZsprau0fPlyFCxYEC1atAAADBs2DAsXLoS3tzfWrFmDEiVKKJzQ+FTXlyg5QlfNTHW9kFdHbjs7O6tu5HZ2mfKMgjRZrc1QtGhRCQ8PVzCZ8cXFxcmmTZvk/PnzSkcxWEhISLqVqTdv3iytW7eWESNGyLNnzxRMZhhT7SdFREqWLCl79+4VEZGjR4+KjY2NLFiwQFq2bClt2rRROJ3htNCXsEDJgqmuF2JlZaXfR+KLL76QgQMHiojItWvXNL9Dp42Njdy8eVNEUn/ZAgICRCR1Tw0bGxsloxmNKa/NYMoXuypVqujP4erVq2JtbS2ff/65eHp66n8HtchU+0mR9P3JsGHDpEuXLiIicvbsWSlYsKCS0YxCC30JpxlnIS4uDvnz5weQOsXs008/ha2tLVq0aIHLly8rnC770kZuJycnp5s6p6aR29mVNsgyKioKO3fu1E+hNoVBlmmio6Ph4uICANi2bRs6dOiAxo0bY9iwYThx4oTC6Qxz8OBB/TTjTZs2QUTw8OFDzJ49W/MDuC9duoQKFSoAANavX4/atWtj9erVWLZsGX7//XdlwxnAVPtJAMidOzfu3bsHIHXQb1pfaW1tjcTERCWjGYUW+hIWKFkw1fVC0kZulytXTrUjt7Nr9OjRGDJkCFxdXVGtWjWTmlGQxpTXZjDli52IICUlBUDqNOPmzZsDSO1n7t69q2Q0g5hqPwkAjRo1Qu/evdG7d29cunRJPxbl3LlzcHV1VTacEWihL+E04yyY6nohAQEBKFeunH7ktpWVFQDA3Nwcw4cPVzidYdq1a4datWrpB1mmadCgAdq0aaNgMuMx5bUZ0i52+fPnR1BQENauXQvANC52VapUwfjx49GwYUMEBwdj3rx5AFIXcHN0dFQ4Xfa93E8WL17cZPpJAPj555/x/fffIyoqCr///rt+sceQkBB8/vnnCqcznBb6Es7ieY2TJ0/q1wtJmwO/fft2ODg4wMfHR+F0hnv69KnmO/7MXLlyBVevXkXt2rVhY2MDEdH02jUve/HiBWbNmoWoqCh0795df2do5syZyJ07N3r37q1wwuybO3cuBg4cqL/YhYWFwczMDD/99BM2btyI/fv3Kx0x206fPo1OnTohMjISgwcPxpgxYwAAAwYMwL1797B69WqFE2afqfeTpkoLfQkLlLdkKuuFJCcnY8KECZg/fz7+/fdfXLp0Ce7u7hg1ahRcXV316zNo0b1799ChQwfs378fOp0Oly9fhru7O3r16gUHBwdMmzZN6Yj0Bv+1i93Tp09hbm4OCwsLpaMY5Pnz57h+/To8PDyQK5fp3Jg/dOgQFixYgGvXrmH9+vUoWrQoVq5cCTc3N9SqVUvpeCaPY1CyMGjQICxZsgQA9OuFVKpUCS4uLjhw4ICy4QwQGBiIZcuWYfLkybC0tNS3ly9fHosXL1YwmeH8/f1hYWGByMjIdCvHduzYEUFBQQomM66VK1eiVq1acHZ21i8BP3PmTGzZskXhZIarUqUKWrRogVu3biEpKQkA0KJFC5MoTh4+fIjFixdjxIgRuH//PgDg/PnziI2NVThZ9iUkJKBXr16wtbVF2bJlERkZCQDw8/PDpEmTFE5nmN9//x1NmjSBjY0NQkND8ezZMwDA48ePMWHCBIXTGYfq+xLF5g+pnKmuF+Lh4SF79uwREZHcuXPL1atXRUTkwoULmt+h8+Upjy+f27Vr1zS/U3OauXPnSsGCBWX8+PFiY2OjP8dffvlF6tatq3A6w8THx0vPnj3F3NxczM3N9ec2YMAAmThxosLpDBMeHi4FCxYUT09PyZUrl/7cvv/+e/30VS3y8/OTypUry6FDh8TOzk5/Xlu2bNH8NOMKFSrI8uXLRSR9fxIWFiaOjo5KRjMKLfQlvIOShVd3emzfvr3qdnrMjlu3bmU6AColJUW/D5FWxcfHZ7rnzt27d/WDgbXup59+wqJFizBy5Mh008KrVKmi6Z9LABgxYgTCw8Nx4MCBdGOjGjZsqN+7RqsGDx6MHj164PLly+nOrVmzZjh48KCCyQyzefNmzJkzB7Vq1Uo3zsvb2xtXr15VMJnhIiIiULt27QztefLkwcOHD99/ICPTQl/CAiULprpeSNmyZXHo0KEM7evXr9f8VNzatWtjxYoV+vc6nQ4pKSmYMmUK6tWrp2Ay47l+/Xqm/05WVlaIj49XIJHxmPLF7sSJE+jbt2+G9qJFiyImJkaBRMZx584dFC5cOEN7fHy85gemFylSBFeuXMnQfvjwYbi7uyuQyLi00JeYzmgmI9PCTo/ZMWbMGHTp0gW3bt1CSkoKNm7ciIiICKxYsQLbtm1TOp5BpkyZgrp16+LkyZN4/vw5hg0bhnPnzuH+/fs4cuSI0vGMws3NDadOncqwD8iff/4Jb29vhVIZhylf7KytrfHo0aMM7REREShUqJACiYyjatWq2L59OwYMGADg/3Z6X7RokX4dIq3q27cvBg4ciKVLl0Kn0+H27ds4duwYhgwZgtGjRysdz2Ca6EuUfsakZuvXr5fp06frl4YXEVm2bJls3rxZwVSGCwoKktq1a4udnZ3Y2NiIj4+P7Ny5U+lYRhEdHS2jR4+WFi1aSLNmzWTkyJFy+/ZtpWMZzdKlS6Vo0aKydu1asbOzkzVr1sj48eP1/61ltWvXltmzZ4tI6jP/a9euiYhI//79pUmTJkpGM9gXX3whn3zyiTx//lx/bjdv3pSKFStqeqn7I0eOiL29vXz55ZdibW0tAwcOlIYNG4qdnZ2cPHlS6XgG++6778TGxkZ0Op3odDqxtraW77//XulYRqGFvoQFyltITExUOoJRvHjxQgICAiQyMlLpKEb3/PlzqVu3rkRERCgdJcctXLhQihcvru80ixUrJosXL1Y6lsFM+WIXFxcnPj4+4uDgIObm5uLi4iIWFhZSu3ZtefLkidLxDHLmzBnp2rWrlC1bVsqUKSOdOnVKtzGiFiUlJcmBAwfk3r17Eh8fLydOnJC///5bHj9+rHQ0o1J7X8J1ULJgquuF5M6dG2fPnjWJpZpfVahQIRw9ehReXl5KR8kRSUlJ+PXXX9GkSRM4OTnh7t27SElJyfSxiFadPXsWU6ZMQUhICFJSUlCpUiV8++23ml+VNM2+ffsQGhqqP7e0sW1a9OLFC/Tp0wejRo0yiTEZr7K2tsaFCxfg5uamdBSj00xfonSFpFZjx44Vd3d3WbVqVbopWOvWrZMaNWoonC77WrduLb/88ovSMXLE4MGD5dtvv1U6Ro6ysbGRGzduKB3D6J4/fy7du3fX/56ZkhcvXoi5ubmcOXNG6ShGlzdvXpP8NxNJ3YE6bUkGU6SFvoSDZLOwYsUKLFy4EA0aNMCXX36pb//ggw9w8eJFBZMZplmzZhgxYgTOnj2LypUrw87OLt3nrVq1UiiZ4Z4/f47Fixdj9+7dqFKlSoZzmz59ukLJjKd69eoICwvLMLBN6ywsLLBp0yaMGjVK6ShGlytXLpQoUUI1G7AZU5s2bbB582YMHjxY6ShGFxgYiCFDhmDcuHGZ9pVa3yFdC30JH/FkwcbGBhcvXkSJEiVgb2+P8PBwuLu74/z586hWrRqePHmidMRsMTPLema5TqfTdCf6uqnEOp0O+/bte49pcsb69esxfPhw+Pv7Z9ppfvDBBwolM1yPHj1Qvnx5k7zY/fLLL1i/fj1WrVql37HZFAQGBmLq1Klo0KBBpj+Pfn5+CiUz3Mt95cuzyOT/7+2l5b4S0EZfwgIlC1WqVMGgQYPQuXPndAXK2LFjsWfPnkzXEiHKaZkVmDqdziQ6TVO+2FWsWBFXrlzBixcvUKJEiQznFhoaqlAyw7xufIZOp8O1a9feYxrjCg4Ofu3nderUeU9JcoYW+hI+4smCKa8XQtp1/fp1pSPkmMWLF8PBwQEhISEICQlJ95lOp9N0gfLJJ58oHSFHmPLPo9YLkDfRwr8d76C8xs6dOzFhwoR0MwpGjx6Nxo0bKx0t22bPnp1pu06ng7W1NTw9PVG7dm1Nrpbbpk2bTBf0evncfH19UapUKQXSEZGWnD59OtP2tP6kePHiJrOFhlqxQMlEUlISAgMD0bNnT7i4uCgdx6jc3Nxw584dJCQkIF++fBARPHz4ELa2tsidOzdiY2Ph7u6O/fv3a+7cu3fvjs2bN8PBwQGVK1eGiCAsLAwPHz5E48aNER4ejhs3bmDv3r2a3R33jz/+yLT95SLMFKdFkjplNV7o5Z/H1q1ba3LcjZmZ2WtXMLawsEDHjh2xYMGCdPsraYUW+hIWKFkw1fVC1qxZg4ULF2Lx4sXw8PAAAFy5cgV9+/ZFnz594OPjg88++wxOTk7YsGGDwmnfzfDhw/Ho0SPMmTNH/3w1JSUFAwcOhL29PQIDA/Hll1/i3LlzOHz4sMJpsyet03z11/blZ8e1atXC5s2bkS9fPoVSZo8pX+zy5cv3xrt73bt3R48ePRRIl3316tVDaGgokpOTUapUKYgILl++DHNzc5QuXRoRERHQ6XQ4fPiwepZPf0tbtmzBt99+i6FDh6JatWoQEZw4cQLTpk3DmDFjkJSUhOHDh6Njx46YOnWq0nHfmSb6kvc6qVlDTHW9EHd3dwkLC8vQHhoaKm5ubiKSuqKnk5PTe05muIIFC2a6kmxERIQUKFBAREROnz4tefPmfc/JjGfPnj1SvXp12bNnjzx69EgePXoke/bskRo1asj27dvl8OHDUrZsWenZs6fSUd9Z3bp1JU+ePGJnZyeVKlWSihUrSu7cuSVv3rxSvXp1cXBwkHz58sm5c+eUjvrOpk+fLgUKFJDOnTvL7NmzZdasWdK5c2cpWLCgBAYGSu/evcXKykoWLlyodNR3MmPGDGnbtq3ExcXp2+Li4qRdu3Yyc+ZMiY+Pl9atW0vjxo0VTJk9VatWlaCgoAztQUFBUrVqVRER2bRpk7i7u7/vaEahhb6EBUoW5s+fL05OTvLNN9/I6tWrZcuWLeleWmVjYyMnTpzI0H78+HGxsbEREZHr16+LnZ3d+45mMAcHh0z/bbZs2SIODg4iInLp0iX9f2tR2bJl5ciRIxnaDx8+LN7e3iIisnv3bnFxcXnf0Qxmyhe7tm3byrx58zK0z58/X9q2bSsiIrNnz5Zy5cq972gGcXZ2zrRgPHv2rDg7O4uISEhIiP4LgpZYW1vLhQsXMrRfuHBBrK2tRSS1r0zrN7VGC30JC5QspO1NkNnLzMxM6XjZ1rx5c6lUqZKEhobq20JDQ6Vy5crSokULERH5448/NNdRiogMGDBAChYsKNOnT5dDhw7J4cOHZfr06VKwYEHx8/MTEZFFixaJj4+Pwkmzz9raOtMVSU+fPq3vNG/cuKHJTtOUL3Z2dnZy+fLlDO2XL1/Wfxm4cuWK2Nravu9oBrGzs5P9+/dnaN+/f7/kzp1bRESuXr0q9vb27zmZ4SpUqCDdunWTZ8+e6dueP38u3bp1kwoVKohI6sXc1dVVqYgG0UJfwgLlPyY6OloaNmwoOp1OLC0txdLSUszMzKRRo0YSExMjIiL79u3T5O7GSUlJMn78eHFyctIXk05OThIYGChJSUkiInLz5s10u1NrjY+PjzRt2lRiY2P1bbGxsdK0aVP53//+JyKp33q8vLyUiphtpnyxc3FxkenTp2donz59uv4banh4uDg6Or7vaAbx9fUVNzc32bhxo0RFRck///wjGzduFHd3d+ncubOIiKxZs0YqV66scNJ3d+TIESlQoIAUKlRIGjRoIA0bNpTChQtLgQIF5NixYyIismLFCpk8ebLCSbNHC30JB8n+R128eBGXLl2CiKB06dImN/X20aNHALS/HPWrIiIi0Lp1a1y/fh0uLi7Q6XSIjIyEu7s7tmzZgpIlS2Lz5s14/PgxunTponTcd9KpUyccO3YM06ZNQ9WqVaHT6XD8+HEMGTIENWvWxMqVK7F27VpMnToVJ0+eVDruO1m0aBG++uorNG/eHNWqVdOf244dOzB//nz06tUL06ZNw/Hjx7Fu3Tql4761J0+ewN/fHytWrEBSUhKA1KX9u3XrhhkzZsDOzg6nTp0CAFSoUEG5oNn05MkTrFq1Kl1f6evrC3t7e6WjGUwLfQkLlCyY8nohQOq+NdevX4eHhwdy5TKd9fqSkpJw4MABXL16Vd+R3L59G3ny5EHu3LmVjmcUIoKdO3em6zQbNWr02m0MtMDUL3ZHjhzBnDlzEBERof93GzBgAGrWrKl0NIM9efIE165dg4jAw8PDZH7XTJ3a+xIWKFkw1fVCEhISMGDAACxfvhwAcOnSJbi7u8PPzw/Ozs4YPny4wgmz7+bNm2jatCkiIyPx7Nkz/bkNGjQIT58+xfz585WOaFRPnz6FlZXVa9dq0CJe7LTnypUruHr1KmrXrg0bGxv9NFWtW7lyJRYsWIBr167h2LFjKFGiBGbMmAF3d3e0bt1a6XhGo9a+RB1lkgpNmDABVatWxeXLl3Hv3j3cv38fly5dQvXq1TFr1ixERkbCyckJ/v7+Skd9JyNGjEB4eDgOHDiQbnGhhg0baurWcmYGDhyIKlWq4MGDB7CxsdG3t2nTBnv37lUwmfGkpKRg3LhxKFq0KHLnzq1frnrUqFFYsmSJwumMIyYmBtHR0ShZsiRy586dYZ0Grbp69Sq+//57+Pr6IjY2FgAQFBSEc+fOKZws++7du4cGDRqgZMmSaN68OaKjowEAvXv3xjfffKNwOsPMmzcPgwcPRrNmzfDgwQP93jT58uXDzJkzlQ1nBJroS973oBetMNX1QooXL64f4JU7d265evWqiKTOJtDi4MOXFShQQC5evCgi6c9Ny1MBXzV27Fhxd3eXVatWiY2Njf4c161bJzVq1FA4nWHu3r0r9evX18+USzu3nj17yuDBgxVOZ5gDBw6IjY2NNGzYUCwtLfXn9uOPP8qnn36qcLrs69KlizRp0kSioqLS/c7t3LlTP1VVq8qUKSObNm0SkfT9yZkzZzQ5k+xVWuhLeAclC9HR0frn4C9LSkpCTEwMAMDZ2RmPHz9+39EMcufOHRQuXDhDe3x8vOpu772rlJSUTHfg/Oeff0xiUBsArFixAgsXLkSnTp3SjX/64IMPcPHiRQWTGc7f3x8WFhaIjIyEra2tvr1jx44ICgpSMJnhhg8fjvHjx2P37t2wtLTUt9erVw/Hjh1TMJlhdu3ahR9//BHFihVL1+7l5YWbN28qlMo4rl+/jooVK2Zot7KyQnx8vAKJjEsLfQkLlCzUq1cPffv2RVhYmL4tLCwMX331FerXrw8AOHPmjOJ7FbyrqlWrYvv27fr3aUXJokWL8NFHHykVyygaNWqU7tarTqfDkydPMGbMGDRv3ly5YEZ069YteHp6ZmhPSUnBixcvFEhkPKZ8sTtz5gzatGmTob1QoUK4d++eAomMIz4+Pl0xmebu3bua30jPzc1NPyj7ZX/++afmlu3PjBb6EtOZvmFkS5YsQZcuXVC5cmVYWFgASL170qBBA/3zudy5c2PatGlKxnxnEydORNOmTXH+/HkkJSVh1qxZOHfuHI4dO4bg4GCl4xlkxowZqFevHry9vfH06VP4+vri8uXLKFiwINasWaN0PKMoW7YsDh06hBIlSqRrX79+fabf9rTElC92Dg4OiI6OzvCFJiwsDEWLFlUoleFq166NFStWYNy4cQBSvxSkpKRgypQpqFevnsLpDDN06FD0798fT58+hYjg+PHjWLNmDSZOnIjFixcrHc9gmuhLlH7GpHYXLlyQLVu2yObNm/XjG7Tu9OnT0rVrVylbtqyUKVNGOnXqJKdPn1Y6llEkJCTIkiVLpH///vLVV1/JokWLJCEhQelYRvPHH39I3rx5ZdKkSWJraytTpkyR3r17i6WlpezatUvpeAZp3ry5fP/99yKS+sz/2rVrkpycLO3bt9f0OA0RkaFDh0qtWrUkOjpa7O3t5fLly3L48GFxd3eXgIAApeNl27lz56RQoULStGlTsbS0lHbt2kmZMmXE0dFRrly5onQ8gy1cuFCKFy+uX/ixWLFisnjxYqVjGYUW+hIWKG/w7NkzuXjxorx48ULpKDlu/fr1SkfIEbdv35b+/fsrHcNogoKCpHbt2mJnZyc2Njbi4+OjyZV/X2XKF7vnz5+Lr6+vmJmZiU6nEwsLCzEzM5POnTtrvm+Jjo6W0aNHS4sWLaRZs2YycuRIuX37ttKxjOrOnTvy77//6t//888/CqYxHrX3JVwHJQumuF5IUlISIiIiYGFhgZIlS+rbt2zZgtGjR+PixYt49uyZggmz7/z589i/fz8sLCzQoUMHODg44O7duwgMDMT8+fPh5uaG8+fPKx0zR504cQJVq1ZVOoZBYmJiMG/ePISEhCAlJQWVKlVC//79UaRIEaWjGcXVq1cRFhaGlJQUVKxYEV5eXkpHyhFPnz7FnDlzMGTIEKWjGFVMTAwCAwOxePFiJCYmKh0nx6imL1G6QlIrPz8/qVy5shw6dEjs7Oz0U7C2bNmi3yhKS86dOydubm5iZmYmZmZm0qZNG4mJiZHatWtL3rx55ZtvvpHIyEilY2bL1q1bxdLSUn8b1sPDQ/bt2ycFCxaUunXrytatW5WOaDSPHz/O8MgqLCxMPv74Y01vYvk6iYmJMmXKFKVj5Ijff/9dypcvr3SMbLlz545s27ZNdu7cqd/r6vnz5zJz5kxxdHTU7FTcBw8eiK+vrxQsWFCKFCkis2bNkuTkZBk1apTY2NhIlSpVZPXq1UrHNJgW+hIWKFkwtfVCWrZsKfXr15etW7fKZ599JjqdTry8vGTs2LHy6NEjpeMZpEaNGuLn5yePHz+WadOmiU6nk5IlS0pwcLDS0YwmKipKatasKWZmZmJhYSH+/v4SHx8vXbp0kVy5csmnn34qR48eVTpmtpnqxU4kdRxDu3bt5PPPP5e//vpLRET27t0rFSpUEBsbG+nTp4/CCd/dkSNHxMHBQb9mTbVq1eTcuXPi5eUlHh4e8tNPP0l8fLzSMbPlq6++kmLFisk333wjZcuWFTMzM2nWrJnUq1dPDhw4oHQ8g2mpL2GBkoWXF655uUA5deqU5MmTR8lo2eLo6CghISEikvoNQafTycKFCxVOZRx58+aViIgIERF58eKFmJuby44dOxROZVydOnWSDz74QH766SepW7eumJmZSaVKlaRHjx5y7do1peMZxJQvdlOmTBELCwupXLmy2Nraiq2trQQGBkqBAgUkICBA7ty5o3TEbKlfv7507NhRzpw5I/7+/qLT6cTNzU2WL18uKSkpSsczSPHixWX37t0ikrp7tk6nk4EDByobyoi01JewQMlC7dq1Zfbs2SLyfzMKRET69+8vTZo0UTJatuh0OomJidG/t7Oz01/UtU6n06UbwJY7d27ND6p8lbOzsxw+fFhEUgcl6nQ6mThxosKpjMOUL3alS5eWJUuWiIjI/v37RafTSYMGDeTBgwfKBjNQgQIF5OzZsyIiEh8fL2ZmZvLbb78pnMo4cuXKJbdu3dK/t7GxkTNnziiYyLi01JdwHZQsmNp6ITqdLt0OlWZmZvr1XUzB+fPn9Sv8iggiIiIyrPb4wQcfKBHNKGJiYuDh4QEAcHJygo2NjclsVhYeHo7g4GCULVsW48ePx6xZs/Djjz+iffv2Skcz2M2bN9GwYUMAQN26dWFhYYHAwEA4ODgoG8xA9+/fR6FChQAAtra2sLW1Vc/aGQZKSUlJ1zeam5vDzs5OwUTGpaW+hAVKFmrWrIkjR45g6tSp8PDwwK5du1CpUiUcO3YM5cuXVzreOxMRlCxZUr9y7JMnT1CxYsUM22rfv39fiXgGa9CgQbpN5T7++GMAqYWZ/P+dVTNbBl9LXl6O2szMLN1mj1pmyhe7p0+fpvt3srS01J+rlul0Ojx+/BjW1tb636+EhAQ8evQo3XF58uRRKGH2iQi6d++uXxzw6dOn+PLLLzMUKRs3blQinlFopS9hgfIa5cuX108zftmGDRvQrl07BRJl3y+//KJ0hByTtgunKRMRNGjQALlypf7KJiYmomXLlun2dQGA0NBQJeIZxJQvdgCwePFi5M6dG0DqVP9ly5ahYMGC6Y7x8/NTIlq2pX3hefn9y0Wllr8UdOvWLd37zp07K5QkZ2ipL+E6KJkw5fVCSJvGjh37VseNGTMmh5MYn5mZWbqNKtMubq++1+LFztXV9Y2bcOp0Oly7du09JTKOt33MXadOnRxOQu9KS30JC5RXnD9/Hh9//LF+c7LWrVtj3rx56NChA8LDw9G7d28MHDgQLi4uCiclMg282JEa9ezZE7NmzcqwE3p8fDwGDBiApUuXKpTsv4MFyitatWqF+Ph4+Pv749dff8W6devg6emJzp07w9/fP8MPK9H7lpSUhAMHDuDq1avw9fWFvb09bt++jTx58ugfJZD6PXz4UPODZV99DJdGp9PBysoqw2MDLTE3N0d0dDQKFy6crv3u3btwcnJCUlKSQsmMIzExESKi36Dz5s2b2LRpE7y9vdG4cWOF0/1/73XOkAaY8nohpH03btyQ0qVLi62trZibm+vX5xk4cKD07dtX4XSGMTMzSzddPM3du3dVs7Jldk2aNEnWrl2rf9+uXTvR6XTi7Owsp06dUjCZYdLWrsnqVbx4cRk9erQkJycrHfWtxcXFycOHD0Wn08mVK1ckLi5O/7p//74sX75cihQponRMgzVq1EjmzZsnIqnXusKFC0uxYsXE2tpa5s6dq3C6VGZvLmH+W2JjY/Xbnzs4OMDW1pa3lkk1Bg4ciCpVquDBgwewsbHRt7dp0wZ79+5VMJnhJIubuc+ePdP0N3EAWLBggf6x8O7du7Fnzx4EBQWhWbNmGDp0qMLpsm/ZsmVwdnbGd999h82bN2PTpk347rvvULRoUcybNw99+vTB7NmzMWnSJKWjvjUHBwfkz58fOp0OJUuWRL58+fSvggULomfPnujfv7/SMQ0WGhqK//3vfwBSJ344OTnh5s2bWLFiBWbPnq1wulScxfMKU18vJM3z589x/fp1eHh46Edzm4o7d+4gIiJC38GYwrTONIcPH8aRI0cyXLBLlCiBW7duKZTKMGmdoU6nSzfjBQCSk5Nx8OBBlC5dWql4RhEdHa0vULZt24YOHTqgcePGcHV1RfXq1RVOl33Lly/HtGnT0KFDB31bq1atUL58eSxYsAB79+5F8eLFERgYiO+++07BpG9v//79EBHUr18fv//+O/Lnz6//zNLSEiVKlICzs7OCCY0jISFBP2Rh165daNu2LczMzFCjRg39GEylmdaVyQjExNcLMcVdmtOkDV5buXKlfsaHubk5unbtip9++kn/rFXLUlJSMp3N8s8//2h2fNSMGTMApP7uzZ8/P90aDZaWlnB1dcX8+fOVimcU+fLlQ1RUFFxcXBAUFITx48cDSD1nLc5OSnPs2LFM/20qVqyIY8eOAQBq1aqFyMjI9x0t29LumF+/fh3Fixd/4ywsrfL09MTmzZvRpk0b7Ny5E/7+/gBSnyKoZUo/C5RXmPJ6IQAwYsQIhIeH48CBA2jatKm+vWHDhhgzZoymC5TBgwcjODgYf/zxB3x8fACk3nHw8/PDN998g3nz5imc0HCNGjXCzJkzsXDhQgCpdx2ePHmCMWPGoHnz5gqny560dWzq1auHjRs3Il++fAonMr62bdvC19cXXl5euHfvHpo1awYAOHXqFDw9PRVOl33FihXDkiVLMjzCWbJkif6O0b179zT5b3rhwgVERUWhVq1aAICff/4ZixYtgre3N37++WdNntPLRo8eDV9fX/j7+6N+/fr46KOPAKTeTVHNQomKjoBRqaSkJDlw4IDcv39f6ShGZ2q7NL+sQIECsn///gzt+/btk4IFC77/QDng1q1bUrJkSSlTpozkypVLatSoIQUKFJBSpUplOsBUy5KSkiQsLMwkfg+fP38uU6dOFT8/PwkNDdW3z5gxQxYtWqRgMsNs2bJFLC0t5YMPPpBevXpJ79695cMPPxQrKyvZunWriIjMnTtX/P39FU767sqVKyfbt28XEZHTp0+LpaWljBgxQqpXry7du3dXOJ1xREdHS2hoaLpBzH///bdcuHBBwVT/h9OMs2BtbY0LFy7Azc1N6ShGZWtri7Nnz8Ld3R329vYIDw+Hu7s7wsPDUbt2bcTFxSkdMdtsbW0REhKCMmXKpGs/d+4cqlWrlmFvHq1KTEzEmjVrEBoaipSUFFSqVAmdOnVKN2hWiwYNGoTy5cujV69eSE5ORu3atXHs2DHY2tpi27ZtqFu3rtIRs+XFixfo06cPRo0aBXd3d6XjGN2NGzcwf/58XLp0CSKC0qVLo2/fvnB1dVU6mkFy586Ns2fPwtXVFQEBATh79iw2bNiA0NBQNG/eXL/3l9ZduXIFV69eRe3atWFjY5NhoURFKVsfqVeVKlVkz549SscwOlPbpfll9evXl/bt20tiYqK+LSEhQdq3by8NGjRQMBm9DWdnZzlx4oSIiGzatEmcnZ0lIiJCRo4cKTVr1lQ4nWHy5s2rv1tJ2pAvXz45d+6ciIj4+PjIggULRETk+vXrYmNjo2Q0o7h7967Ur19fP1U87eezZ8+eMnjwYIXTpeIYlCwEBgZiyJAhGDduHCpXrpxhoyi1DCJ6V6a2S/PLZs2ahaZNm6JYsWL48MMPodPpcOrUKVhbW2Pnzp1KxzOalStXYsGCBbh27RqOHTuGEiVKYMaMGXB3d1ftrqRv4969e3BycgIA7NixA+3bt0fJkiXRq1cv1Ux7zK42bdpg8+bNGDx4sNJRjO7hw4c4fvw4YmNjkZKSku6zrl27KpTKcLVq1cLgwYPh4+OD48ePY926dQBSJxYUK1ZM4XSG8/f3h4WFBSIjI9Pdde7YsSP8/f0xbdo0BdOlYoGShbQBpK1atTKZfUEA09ul+WXlypXD5cuXsWrVKly8eBEigs8++8wkHn+kmTdvHkaPHo1BgwZh/Pjx+p/DfPnyYebMmZouUBwdHXH+/HkUKVIEQUFBmDt3LoDUmWcvz+zRIk9PT4wbNw5Hjx7N9AuP1jYLTLN161Z06tQJ8fHxsLe3T9dX6nQ6TRcoc+bMQb9+/bBhwwbMmzdPvz7Wn3/+mW6CgVbt2rULO3fuzFBseXl5qWaaMcegZOFNdxO4eBspwdvbGxMmTMAnn3ySbgzR2bNnUbduXdy9e1fpiNkWEBCAmTNnokiRIkhISMClS5dgZWWFpUuXYtGiRfppq1r0urFsWtwsME3JkiXRvHlzTJgwwSSm8f+X2NvbIzQ0FF5eXun6khMnTqBp06a4d++e0hF5ByUrplqAmPLeGcuXL0fBggXRokULAMCwYcOwcOFCeHt7Y82aNShRooTCCQ13/fr1TKcAWllZaX4QcEBAAMqVK4eoqCi0b98eVlZWAFLXstHy9Hfg/6ZSm5pbt27Bz8/PZIuT5ORkbN68GRcuXIBOp0OZMmXQunVrzd/RA4DatWtjxYoVGDduHIDUa0BKSgqmTJmCevXqKZwuFQuUN0hISEBkZCSeP3+erv2DDz5QKJFhHBwcXjtCu1ixYujevTvGjBmTYXE6tZswYYJ+rZNjx45hzpw5mDlzJrZt2wZ/f39s3LhR4YSGc3Nzw6lTpzIUW3/++Se8vb0VSmU87dq1AwA8ffpU39atWzel4uSItJvWqpkpYYAmTZrg5MmTJjk76cqVK2jevDlu3bqFUqVKQURw6dIluLi4YPv27fDw8FA6okGmTJmCunXr4uTJk3j+/DmGDRuGc+fO4f79+zhy5IjS8QCwQMnSnTt30KNHD/z555+Zfq7VMSjLli3DyJEj0b17d1SrVg0ighMnTmD58uX4/vvvcefOHUydOhVWVlaaWZo6TVRUlH7Rq82bN6Ndu3bo06cPfHx8NDtF9VVDhw5F//798fTpU4gIjh8/jjVr1mDixIlYvHix0vEMkpycjAkTJmD+/Pn4999/9ascjxo1Cq6urujVq5fSEQ2yYsUKTJkyBZcvXwaQ+nhk6NCh6NKli8LJsq9FixYYOnQozp8/j/Lly2fYFqRVq1YKJTOcn58fPDw88Ndff+mXu7937x46d+4MPz8/bN++XeGEhvH29sbp06cxd+5cmJubIz4+Hm3btkX//v1RpEgRpeOlUm4Ckbr5+vpKzZo15fjx42JnZye7du2SlStXSqlSpWTbtm1Kx8u2+vXry7p16zK0r1u3TurXry8iIitWrJBSpUq972gGK1SokH4RrAoVKsjy5ctFROTKlStiZ2enZDSjWrhwoRQvXlx0Op3odDopVqyYLF68WOlYBhs7dqy4u7vLqlWrxMbGRj/tcd26dVKjRg2F0xlm2rRpYmtrK8OGDZMtW7bI5s2bZejQoWJrayvTp09XOl62pf0MZvbS+g7Utra2cvr06Qztp06dMqn+RM1YoGTByclJ/v77bxERsbe3l4iICBFJXTnRx8dHyWgGsbGxkUuXLmVov3Tpkn5u/7Vr1zQ5z9/X11cqVaokvXr1EltbW7l7966IpP6blS1bVuF0hnvx4oUsW7ZMoqOjRUTkzp07JrV6rIeHh37toZdXOb5w4YI4ODgoGc1grq6u+oL5ZcuWLRNXV1cFEtGb5MuXT44cOZKh/fDhw5IvXz4FEhnfwYMHpVOnTvLRRx/JP//8IyKpX1APHTqkcLJU2hpk8B7Fx8ejcOHCAID8+fPjzp07AIDy5csjNDRUyWgGSds741WmsHfGzz//jI8++gh37tzB77//jgIFCgAAQkJC8PnnnyucznC5cuXCV199hWfPngEAChYsqP8ZNQW3bt3KdF+alJQUvHjxQoFExhMdHY2aNWtmaK9Zsyaio6MVSERv8vHHH6NPnz74+++/Ialf5vHXX3/hyy+/1PSjqzS///47mjRpAhsbG4SGhur7lcePH2PChAkKp0vFMShZKFWqFCIiIuDq6ooKFSpgwYIF+l1VVfN8LhumTp2K9u3b488//0TVqlWh0+lw4sQJXLx4ERs2bAAAnDhxAh07dlQ46btzcHDAnDlzMrSPHTtWgTQ5o3r16ggLCzOJGUmvKlu2LA4dOpTh3NavX6+ezcuyydPTE7/99luGcV3r1q2Dl5eXQqmyZ/bs2ejTpw+sra3fuICeVtd3AVLPs1u3bvjoo4/0Y2uSkpLQqlUrzJo1S+F0hhs/fjzmz5+Prl27Yu3atfr2mjVr4ocfflAw2f/hOihZ+PXXX/HixQt0794dYWFhaNKkCe7duwdLS0ssW7ZMkxfwNKa6d0ZQUBBy585tsruPAqkX6+HDh8Pf3z/TBb+0OrsMSF30q0uXLhgxYgR++OEHjB07FhEREVixYgW2bduGRo0aKR0x237//Xd07NgRDRs2hI+PD3Q6HQ4fPoy9e/fit99+Q5s2bZSO+Nbc3Nxw8uRJFChQwGTXd3nZ5cuXceHCBQCpA0u1vPv0y2xtbXH+/Hm4urqmWwfl2rVr8Pb2TjeTTjGKPmDSkPj4eAkJCZE7d+4oHYWy8Oruo1ZWViaz+2iPHj0kLi4uy8GIpjAoUUQkKChIateuLXZ2dmJjYyM+Pj6yc+dOpWMZxcmTJ6VTp05SqVIlqVixonTq1CndzsakXikpKZKSkqJ0DKNyd3eX3bt3i0j6MV/Lly+XMmXKKBlNj3dQ3uD58+e4fv06PDw8kCuXNp+InT59+q2P1fI3cFPefdTc3BzR0dFITEx87XFaffSTlJSEwMBA9OzZUz8WitTvhx9+wJAhQzIs1JaYmIgpU6Zg9OjRCiUzDlOcGp5m8uTJWL58OZYuXYpGjRphx44duHnzJvz9/TF69Gh8/fXXSkfkI56sJCQkYMCAAVi+fDkA6Ndk8PPzg7Ozs6ZWtjQzM4NOp8uwjbZksmCUVtd3AVIHMx8+fBje3t6oVasWunbtij59+uDGjRvw9vZGQkKC0hGzzczMDDExMSY1KPZVLxeYpig5ORmbNm3KsCqpVr/4AP9XOL/6c3nv3j0ULlxY0/3J9OnTMWrUKHz99dfw8fGBiODIkSP4+eefMX78ePj7+ysd0WAjR47EjBkz9I9zrKys9JvkqoKCd29Uzc/PTypXriyHDh0SOzs7/e2vLVu2SIUKFRRO925u3Lihf23atEk8PDxk/vz5Eh4eLuHh4TJ//nzx8vKSTZs2KR3VIC1btpQmTZrIDz/8IBYWFvppczt37hQvLy+F0xlGp9NJbGys0jFyVOvWreWXX35ROkaOOHPmjLi7u4utra1UrFhRKlasKHZ2duLq6prpWhtakdXP5d69e6VgwYIKJDIeU54anpSUJAcOHJB79+5JfHy8nDhxQv7++295/Pix0tHS4R2ULJQoUQLr1q1DjRo10g0gunLlCipVqpTlnjZqV61aNQQEBKB58+bp2nfs2IFRo0YhJCREoWSGi4yMRL9+/RAVFQU/Pz/9yqP+/v5ITk5+44wDNTMzM0PevHnfuDz6/fv331Mi41uwYAECAgLQqVOnTAcAa3lqZ40aNVC4cGEsX75cP1j7wYMH6N69O2JjYzW3EWK+fPmg0+kQFxeHPHnyZLgL++TJE3z55Zf4+eefFUxpGGtra5w9ezbDoNjLly+jfPny6hhEagBra2tcuHDhtQOdlabde4s57M6dO5neTo+Pj9f0HhpnzpzJ9AfSzc0N58+fVyCR8RQvXhzbtm3L0D5jxgwF0hjf2LFjkTdvXqVj5JivvvoKQOqt9VfpdDpNPy4IDw/HyZMn080ky5cvHwIDA1G1alUFk2XPzJkzISLo2bNnhp9LS0tLuLq64qOPPlIwoeFMaWp4ZsqXL49r166xQNGiqlWrYvv27RgwYACA/xunsWjRIk3/4pUpUwbjx4/HkiVLYG1tDQB49uwZxo8fjzJlyiiczngSExMzLO6VJ08ehdIYx2effWbSY1BSUlKUjpBjSpUqhX///Rdly5ZN1x4bG6vJaatpGzi6ubnBx8dH0+NosjJ27Fh07NgRBw8ezHRquNYFBgbqx5tkdsdSFf2lwo+YVOvIkSNib28vX375pVhbW8vAgQOlYcOGYmdnJydPnlQ6Xrb9/fffUrhwYSlYsKA0aNBAGjRoIAULFpRChQrpl/bXqidPnkj//v2lUKFCYmZmluGlZWZmZia1rP1/QVxcnP61fft2KVu2rKxfv16ioqIkKipK1q9fL+XLl9dPjdeikJCQdGNoNm/eLK1bt5YRI0bIs2fPFExmHKY4NXzs2LHy5MmTDEsVpL3UtGQBx6C8xpkzZzB16lSEhIQgJSUFlSpVwrfffovy5csrHc0gCQkJWLVqFS5evAgRgbe3N3x9fTNU0FrTv39/7N+/Hz/88AO6du2Kn3/+Gbdu3cKCBQswadIkdOrUSemI2fZfmMUDAMHBwZg6dWq6mS5Dhw7F//73P6WjvbO02XNp5JVZcy+/1+rjq6pVq2L48OH49NNP9Qt8tW3bFidOnECLFi0wc+ZMpSPSK9JmXqUtPpeVOnXqvKdEWWOBQiajePHiWLFiBerWrYs8efIgNDQUnp6eWLlyJdasWYMdO3YoHZFeY9WqVejRowfatm2rn9Z59OhRbNq0CcuWLYOvr6/SEd9JcHDwWx+rhotBduTNmxehoaHw8PDAjz/+iH379mHnzp04cuQIPvvsM0RFRSkd0ShEBPv370diYiJq1qyp6VWptfRlx/QeHBpRSkoKrly5gtjY2AzPx2vXrq1Qqnf3xx9/oFmzZrCwsMAff/zx2mO1PFPi/v37+gFfefLk0c9oqVWrln4AptbFx8dj0qRJ2Lt3b6Y/l1peWjwwMBCTJ09Ot77EwIEDMX36dIwbN05zBYpWi453ISL6n8E9e/bg448/BgC4uLjg7t27SkbLtocPH2LgwIEIDQ1FjRo1MG3aNDRv3hxHjx4FABQqVAi7d+/W9KKWWpnowQIlC3/99Rd8fX1x8+ZNvHqTSWu3ZD/55BN9xfzJJ59keZzWzutV7u7uuHHjBkqUKAFvb2/89ttvqFatGrZu3QoHBwel4xlF7969ERwcjC5duqBIkSKa6WjexrVr19CyZcsM7a1atcowk0KLHj58iOPHj2daWHbt2lWhVIapUqUKxo8fj4YNGyI4OBjz5s0DAFy/fh2Ojo4Kp8ueIUOG4NixY+jatSu2bduGpk2bQkRw7NgxmJmZYdiwYRg5ciS2bt2qdNRsa9CgwRsHNoeGhr6nNFljgZKFL7/8ElWqVMH27ds1fyF4uTM05ZkSPXr0QHh4OOrUqYMRI0agRYsW+Omnn5CUlJTp1FUt+vPPP7F9+3b4+PgoHcXoXFxcsHfv3gyzWvbu3av55e+3bt2KTp06IT4+Hvb29un6E51Op9kCZebMmejUqRM2b96MkSNH6v/tNmzYgJo1ayqcLnv+/PNPrF69GnXq1EGPHj3g4uKCffv2oXr16gCAH3/8UdN3mgGgSZMmyJ07t9Ix3ohjULJgZ2eH8PBwTU4BzK5bt26haNGiSscwmsjISJw8eRIeHh748MMPlY5jFG5ubtixY4dJTQlPM2/ePAwaNAg9e/ZEzZo19dM6ly1bhlmzZqFv375KR8y2kiVLonnz5pgwYUKGfWtM0dOnT2Fubg4LCwulo7yzXLlyISoqCkWKFAGQuuvvmTNn4OHhAQCIiYlB0aJFNXu3WUtjUMyUDqBW1atXx5UrV5SO8V7ExMRgwIABJleMFS9eHG3btkX+/PnRs2dPpeMYxbhx4zB69GhN7yuUla+++gpr167FmTNnMGjQIAwcOBBnz57FunXrNF2cAKnFv5+fn8kWJyEhIVi1ahV+/fVXhIaGwtraWpPFCZB6l9nc3Fz/3tzcPMMdLy3TUn4+4snCgAED8M033yAmJgbly5fP8MumtQFSDx8+RP/+/bFr1y5YWFhg+PDh+PrrrxEQEICpU6eibNmyWLp0qdIxc8T9+/f1u3Zq3bRp03D16lU4OjrC1dU1w8+lGp4bG6JNmzZo06aN0jGMrkmTJjh58iTc3d2VjmJUsbGx6NixI4KDg+Hg4AARQVxcHOrVq4e1a9eiUKFCSkfMlsWLF+sfgSQlJWHZsmUoWLAgAODx48dKRjOYlh6a8BFPFszMMt5cenlHYK3d3uvXrx+2bt2Kjh07IigoCBcuXECTJk3w9OlTjBkzxqRnHISHh6NSpUqa+zfLzNixY1/7+ZgxY95TEuMpXrw4wsLCUKBAAQDAnDlz0LVrV3WsZGmAl2fM3blzBz/88AN69OiR6RcerY5p6NixI65evYqVK1fqHzueP38e3bp1g6enJ9asWaNwwnfn6ur6VncZrl+//h7SGN/NmzdRvHhxTdxJYYGShZs3b7728xIlSrynJMZRokQJLFmyBA0bNsS1a9fg6ekJPz+//8RCSqZUoJiiV5+J58mTB6dOndL83YbMvuRkRotfeNLkzZsXe/bsybCf0PHjx9G4cWM8fPhQmWD0Vv755x/88ccfiIyMxPPnz9N9poaJBXzEkwWtFSBvcvv2bXh7ewNInY5rbW2N3r17K5yKsiskJES/2qq3tzcqVqyodCSjMZXvTKY8Yy5NSkpKpmNNLCws/hPnr2V79+5Fq1at4ObmhoiICJQrVw43btyAiKBSpUpKxwPAAiUdU17Q7NWOxNzcXPNL26dp27btaz83pW9xsbGx+Oyzz3DgwAGTeuZP2lS/fn0MHDgQa9asgbOzM4DUAcH+/v5o0KCBwukMFx8fj+Dg4EzvMPj5+SmUyjhGjBiBb775Bj/88APs7e3x+++/o3DhwujUqROaNm2qdDwAfMSTzsu3ml93e1aLt2TNzMzQrFkzWFlZAUhdl6F+/foZipSNGzcqEc8gPXr0eKvjfvnllxxOkvNM8Zm/mZkZxo8frx+U+O2332Lo0KH6QYlptHxBmD17dqbtOp0O1tbW8PT0RO3atdPNHtGCqKgotG7dGmfPnoWLiwt0Oh0iIyNRvnx5bNmyBcWKFVM6YraFhYWhefPmSEhIQHx8PPLnz4+7d+/C1tYWhQsX1vSqzQBgb2+PU6dOwcPDA/ny5cPhw4dRtmxZhIeHo3Xr1rhx44bSEVmgvKvIyEiMGTNGcxe7/9JF3JSZ4jP/txmUqNPpNH1BcHNzw507d5CQkIB8+fJBRPDw4UPY2toid+7ciI2Nhbu7O/bv36/JRel2796dbvPRhg0bKh3JYHXr1kXJkiUxb948ODg4IDw8HBYWFujcuTMGDhz4xju3aufk5IR9+/bB29sbZcuWxcSJE9GqVSuEh4fDx8cHT548UToi8D62TDYlp06dUs1W1PTfkzt3bgkLC8vQHhoaKvb29u8/EL2V1atXS926deXKlSv6tsuXL0v9+vVl7dq1EhUVJT4+PvLpp58qmJJeljdvXrl48aL+v8+fPy8iIn/99ZeUKlVKyWhG0bp1a1m4cKGIiAwdOlQ8PT1l/PjxUqlSJWnQoIHC6VJxoTYiDUl75n/79m19myk98zdV33//PWbMmKFfjRQAPD09MXXqVIwYMQLFihXD5MmTceTIEQVTZk9wcDBatmwJT09PeHl5oVWrVjh06JDSsQxmYWGhv7Pn6OiIyMhIAKl3MdP+W8umT5+uX74/ICAAjRo1wrp16/QzPtWAg2SJNGTOnDlo3bo1XF1dMzzzX7VqldLxDHb8+HEcOHAg0w311DDtMbuio6ORlJSUoT0pKQkxMTEAAGdnZ80tArZq1Sr06NEDbdu2hZ+fH0QER48eRYMGDbBs2TLN7UD9sooVK+LkyZMoWbIk6tWrh9GjR+Pu3btYuXIlypcvr3Q8gyQnJyMqKkq/4KitrS3mzp2rcKqMOAblHXFNDVIDU3zmP2HCBHz//fcoVaoUHB0dMywvvm/fPgXTGaZFixaIiYnB4sWL9VPCw8LC8MUXX8DJyQnbtm3D1q1b8d133+HMmTMKp317ZcqUQZ8+feDv75+uffr06Vi0aBEuXLigUDLDnTx5Eo8fP0a9evVw584ddOvWDYcPH4anpyd++eUXze/vZW1tjQsXLsDNzU3pKFligfKKt5myGhwczAKFyMgcHR3x448/onv37kpHMbqYmBh06dIFe/fu1U/3T0pKQoMGDbBy5Uo4Ojpi//79ePHiBRo3bqxw2rdnZWWFc+fOZdjH68qVKyhXrhyePn2qUDJ6k6pVq2LSpEmqfjTMRzyvyJs37xs/1+rW6KRNs2fPRp8+fWBtbZ3ldNU0Wp6Ka2ZmBh8fH6Vj5AgnJyf9Xa9Lly5BRFC6dGmUKlVKf0y9evUUTJg9Li4u2Lt3b4YCZe/evZqcjfRfEhgYiCFDhmDcuHGoXLlyhiUn1LDVBO+gEKmcm5sbTp48iQIFCrz2dqzWp+JOnjwZt2/f/k9sv2Aq5s2bh0GDBqFnz56oWbMmdDodDh8+jGXLlmHWrFma24W6YsWKb71HjdY35nx5ra+Xz1lUtN8cCxQiUoWUlBS0aNECly5dgre3d4Yl1LW2iODgwYMxbtw42NnZYfDgwa89VssDgDdt2oRp06bpx5uUKVMGQ4cORevWrRVO9u5e3ozz6dOnmDt3Lry9vfHRRx8BAP766y+cO3cO/fr1w8SJE5WKaRTBwcGv/VwNG8jyEQ+RhiUnJ+PMmTMoUaIE8uXLp3QcgwwYMAD79+9HvXr1UKBAAU3stvo6YWFhePHihf6/s6L182zTpg3atGmjdAyjeHk38N69e8PPzw/jxo3LcExUVNT7jmZ0bm5u+pmALxMR1Zwf76AQacigQYNQvnx59OrVC8nJyahduzaOHTsGW1tbbNu2DXXr1lU6YrbZ29tj7dq1aNGihdJRKJuuXbuGxMRElClT5q13c1arvHnz4uTJk/Dy8krXfvnyZVSpUgVxcXEKJTMOc3NzREdH63cRT3Pv3j0ULlxYFY94tP0TRPQfs2HDBv30xq1bt+LGjRu4ePEiBg0ahJEjRyqczjD58+dPt5CZKbpy5Qp27tyJxMREANrdufnFixcYM2YMWrZsicDAQCQnJ+Pzzz+Hl5cXPvjgA/3OuFpmY2ODw4cPZ2g/fPgwrK2tFUhkXGljTV715MkT1ZwfH/EQacjdu3fh5OQEANixYwfat2+PkiVLolevXm+c4aN2AQEB+n2ubG1tlY5jVPfu3UOHDh2wf/9+6HQ6XL58Ge7u7ujduzccHBwwbdo0pSO+k+HDh2PlypVo1aoVli5diuPHjyMiIgKrV6+GmZkZxo0bh5EjR+LXX39VOmq2DRo0CF999RVCQkJQo0YNAKljUJYsWZLuUZDWpI2H0ul0GDVqVLrfteTkZPz999+oUKGCQunSY4FCpCGOjo44f/48ihQpgqCgIP3qjwkJCZrbCfdVs2fPxtWrV+Ho6AhXV9cMg2S1PGvC398fFhYWiIyM1O9CDaTuTu3v76+5AmXDhg1YtmwZmjdvjkuXLqF06dLYvn07mjVrBgAoXLgwOnXqpHBKwwwfPhzu7u6YNWsWVq9eDQDw9vbGihUrMjz20ZK08VAigjNnzsDS0lL/maWlJT788EMMGTJEqXjpsEAh0pAePXqgQ4cOKFKkCHQ6HRo1agQA+Pvvv1G6dGmF0xnmk08+UTpCjtm1axd27tyJYsWKpWv38vLCzZs3FUqVfbdv39Y/aixZsiSsrKzSrYVSsmRJ/RL+WtahQwd06NABQOoinb/++ismTpyI8PBwVYzRyI79+/cDSO1LZs2apYr1TrLCAoVIQwICAlCuXDlERUWhffv2sLKyApA64G348OEKpzOMlm+bv0l8fHymj63u3r2r/zfUkuTk5HR3uHLlypXuDp6ZmZlmx9e8at++fVi6dCk2btyIEiVK4NNPP1XNZnqGmDRpUpbFyenTp/X79CiJBQqRxrRr1y5DW7du3RRIkjNCQkJw4cIF6HQ6eHt76/eu0bLatWtjxYoV+imrOp0OKSkpmDJliiZXkAWAnTt36lfeTklJwd69e3H27FkAqXcbtOyff/7BsmXLsHTpUsTHx6NDhw548eIFfv/9d3h7eysdzyjKly+PxYsXo1WrVunap06dilGjRukHciuJ04yJVO6/stR9bGwsPvvsMxw4cAAODg4QEcTFxaFevXpYu3YtChUqpHTEbDt//jzq1q2LypUrY9++fWjVqhXOnTuH+/fv48iRI5qbvfS2U4hf3ZFaC5o3b47Dhw/j448/RqdOndC0aVOYm5vDwsIC4eHhJlOgTJs2Dd9//z26deuGGTNm4P79++jSpQvOnTuHRYsWZShclMAChUjl/itL3Xfs2BFXr17FypUr9QNJz58/j27dusHT0xNr1qxROKFhYmJiMG/ePISEhCAlJQWVKlVC//79UaRIEaWj0Uty5coFPz8/fPXVV+kGw5pagQIA4eHh6Ny5M54+fYr79++jRo0aWLp0KRwdHZWOBoAFChGpRN68ebFnzx5UrVo1Xfvx48fRuHFjzT82MEUHDx5EzZo1kStX+tECycnJOHLkCGrXrq1Qsuw7duwYli5dit9++w2lS5dGly5d0LFjRzg7O5tcgfL48WN88cUX+P333wEAixcvVtXjYi7URkSqkJKSkmFqMZD6zVWLjwoAIDIy8q1eWlWvXj3cv38/Q/vDhw81O7bmo48+wqJFixAdHY2+ffti7dq1KFq0KFJSUrB79248fvxY6YhGceTIEXzwwQe4cuUKTp8+jXnz5mHAgAHo0KEDHjx4oHQ8ALyDQqQp7dq1Q5UqVTLM2JkyZQqOHz+O9evXK5TMcK1bt8bDhw+xZs0aODs7AwBu3bqFTp06IV++fNi0aZPCCd+dmZlZpqt1vryKp06nQ1JS0vuOZhRmZmb4999/M4wPunTpEqpUqYJHjx4plMy4IiIisGTJEqxcuRIPHz5Eo0aN8McffygdyyBWVlbw9/fHuHHj9F8Mrl69ii5duiAyMhL//POPwglZoBBpSqFChbBv3z6UL18+XfuZM2fQsGFD/PvvvwolM1xUVBRat26Ns2fP6jcxi4yMRPny5bFly5YMa4hoQXh4eKbtIoK1a9di9uzZyJ07N2JjY99zMsO0bdsWALBlyxY0bdo03VTp5ORknD59GqVKlUJQUJBSEXNEcnIytm7diqVLl2q+QAkODs50x+KUlBQEBgZi1KhRCqRKjwUKkYbY2Njg1KlTKFWqVLr2ixcvomLFiqqYGmio3bt34+LFixAReHt7o2HDhkpHMqo9e/Zg+PDhuHTpEgYPHowhQ4Ygd+7cSsd6Jz169AAALF++HB06dICNjY3+M0tLS7i6uuKLL75AwYIFlYpIWWjevDnWrFmjnyIeGBiI/v37w8HBAUDqtgz/+9//cP78eQVTpmKBQqQhVatWRcuWLTF69Oh07QEBAdi6dStCQkIUSkZvEhISguHDh+PQoUPo3bs3Ro8enWEnWa0ZO3YshgwZAjs7O6Wj0Ft6dRfjPHny4NSpU3B3dwcA/Pvvv3B2dlbFSrlcqI1IQ0aNGoVPP/0UV69eRf369QEAe/fuxZo1azQ5/uRdNjjU6hovV65cwciRI/H777+jQ4cOOH/+vP5ioHWmvPqvqXr1noSa71GwQCHSkFatWmHz5s2YMGECNmzYABsbG3zwwQfYs2dPps+T1W7GjBnp3t+5cwcJCQn6280PHz6Era0tChcurMkCpV+/fliyZAnq1auHkydPqmaXWGP5999/MWTIEOzduxexsbEZLnZq+BZO2sVHPESkCqtXr8bcuXOxZMkS/RibiIgIfPHFF+jbt68md8c1MzODtbX1Gzdy1OpOzc2aNUNkZCS+/vpr/QaWL2vdurVCySgr5ubmiImJ0c+8sre3x+nTp/WLQKrpEQ8LFCKNefjwITZs2IBr165hyJAhyJ8/P0JDQ+Ho6IiiRYsqHS/bPDw8sGHDhgx774SEhKBdu3a4fv26Qsmyb+zYsW88Ji4uDtOnT38PaYzP3t4ehw4dMrk7Q6bMzMwMzZo108+82rp1K+rXr68fR/Ts2TMEBQWpokDhIx4iDTl9+jQaNmyIvHnz4saNG+jduzfy58+PTZs24ebNm1ixYoXSEbMtOjoaL168yNCenJys2enTdnZ2GDJkSJafP3r0CI0bN36PiYzLxcVF1WMYKKNXV4rt3LlzhmO6du36vuK8Fu+gEGlIw4YNUalSJUyePBn29vYIDw+Hu7s7jh49Cl9fX9y4cUPpiNnWsmVLREZGYsmSJahcuTJ0Oh1OnjyJL774Ai4uLppcd8LGxgZz587VT8t92ZMnT/RL+KthSmd27Nq1C9OmTcOCBQvg6uqqdBwyMbyDQqQhJ06cwIIFCzK0Fy1aFDExMQokMp6lS5eiW7duqFatmn5ly6SkJDRp0gSLFy9WOF32rFy5Ep07d0a+fPnwySef6NvTipN79+4hODhYuYAG6tixIxISEuDh4QFbW9sMWxVktgw+0dtigUKkIdbW1pkuHx4REZFhuXGtKVSoEHbs2IFLly7pF2orU6YMSpYsqXS0bGvXrh0ePnwIX19fbN++HfXq1cOTJ0/QtGlT3L17F8HBwXByclI6ZrbNnDlT6QhkwviIh0hD+vTpgzt37uC3335D/vz5cfr0aZibm+OTTz5B7dq1ecFQqcmTJyMwMBBbtmzBqFGjEB0djeDgYE0PaibKaSxQiDTk0aNHaN68Oc6dO4fHjx/D2dkZMTEx+Oijj7Bjxw5Nr+iZnJyMZcuW6dfUeHUH43379imUzDhGjBiByZMnw9XVFcHBwZrcWygzV69exS+//IKrV69i1qxZKFy4MIKCguDi4oKyZcsqHY80jAUKkQbt378fISEhSElJQaVKlUxiv5qvv/4ay5YtQ4sWLTJdU+PVRd20IG1TvTQ7duzAhx9+mOHOycaNG99nLKMJDg5Gs2bN4OPjg4MHD+LChQtwd3fH5MmTcfz4cWzYsEHpiKRhHINCpBEpKSlYtmwZNm7ciBs3bkCn08HNzQ1OTk4QkQwXdK1Zu3YtfvvtNzRv3lzpKEaTtiFbms8//1yhJDlj+PDhGD9+PAYPHgx7e3t9e7169TBr1iwFk5EpYIFCpAEiglatWum/gZcvXx4iggsXLqB79+7YuHEjNm/erHRMg1haWsLT01PpGEb1yy+/KB0hR505cwarV6/O0F6oUCHcu3dPgURkSsyUDkBEb7Zs2TIcPHgQe/fuRVhYGNasWYO1a9ciPDwce/bswb59+zS9SBsAfPPNN5g1axYX/tIQBwcHREdHZ2gPCwvjAGAyGMegEGlA48aNUb9+fQwfPjzTzydMmIDg4GDs3LnzPScznjZt2mD//v3Inz8/ypYtm2FNDa2O0zBlw4YNw7Fjx7B+/XqULFkSoaGh+Pfff9G1a1d07dqVux2TQVigEGmAk5MTgoKCstzzJCwsDM2aNdP0Ym2Zrbb6MlN/XKJFL168QPfu3bF27VqICHLlyoXk5GT4+vpi2bJlMDc3VzoiaRgLFCINsLS0xM2bN1GkSJFMP799+zbc3Nzw7Nmz95yMKHWqcVhYGFJSUlCxYkV4eXkpHYlMAAfJEmlAcnIycuXK+tfV3NwcSUlJ7zER0f/x8PCAh4eH0jHIxLBAIdIAEUH37t31W6S/ylTunGzYsAG//fYbIiMj8fz583SfhYaGKpSKXjZ48GCMGzcOdnZ2GDx48GuPnT59+ntKRaaIBQqRBry6RXpm1LJFenbNnj0bI0eORLdu3bBlyxb06NEDV69exYkTJ9C/f3+l49H/FxYWhhcvXuj/OytaX5eHlMcxKESkCqVLl8aYMWPw+eefw97eHuHh4XB3d8fo0aNx//59zJkzR+mIRPQecR0UIlKFyMhI1KxZEwBgY2ODx48fAwC6dOmCNWvWKBmNiBTARzxEpApOTk64d+8eSpQogRIlSuCvv/7Chx9+iOvXr3PxNhV5dX+h1+HaNWQI3kEhIlWoX78+tm7dCgDo1asX/P390ahRI3Ts2BFt2rRROB2lyZs3r/6VJ08e7N27FydPntR/HhISgr1792bYh4joXXEMChGpQkpKClJSUvTTqX/77TccPnwYnp6eaNOmDVxcXBROSK/69ttvcf/+fcyfP1+/KFtycjL69euHPHnyYMqUKQonJC1jgUJEqhUTE4PAwEAsXrwYiYmJSsehVxQqVAiHDx9GqVKl0rVHRESgZs2a3DCQDMJHPESkqIcPH6JTp04oVKgQnJ2dMXv2bKSkpGD06NHw8PDAX3/9haVLlyodkzKRlJSECxcuZGi/cOECUlJSFEhEpoSDZIlIUd999x0OHjyIbt26ISgoCP7+/ggKCsLTp0+xY8cO1KlTR+mIlIUePXqgZ8+euHLlCmrUqAEA+OuvvzBp0qQ37q1E9CZ8xENEiipRogSWLFmChg0b4tq1a/D09ISfnx9mzpypdDR6g5SUFEydOhWzZs1CdHQ0AKBIkSIYOHAgvvnmG24WSAZhgUJEirKwsMDNmzfh7OwMALC1tcXx48dRrlw5hZPRu3j06BEAIE+ePAonIVPBRzxEpKiUlBRYWFjo35ubm8POzk7BRJQdLEzI2FigEJGiXt0I8enTp/jyyy8zFClc9EuduMEj5RTO4iEiRXXr1g2FCxfWL/7VuXNnODs7p1sQjIt+qdPs2bPRo0cPFC5cGGFhYahWrRoKFCiAa9euoVmzZkrHI43jGBQiIsoWbvBIOYl3UIiIKFu4wSPlJBYoRESULWkbPALQb/AIgBs8klGwQCEiomzhBo+UkzgGhYiIsuV1Gzx++eWXsLS0VDghaRkLFCIiemdJSUkIDAxEz549udM05QgWKERElC25c+fG2bNn4erqqnQUMkEcg0JERNnSsGFDHDhwQOkYZKK4kiwREWVLs2bNMGLECJw9exaVK1fOsPpvq1atFEpGpoCPeIiIKFvMzLK+Ca/T6ZCcnPwe05CpYYFCREREqsNHPERE9E4SExOxd+9efPzxxwCAESNG4NmzZ/rPc+XKhR9++AHW1tZKRSQTwAKFiIjeyYoVK7Bt2zZ9gTJnzhyULVsWNjY2AICLFy/CyckJgwcPVjImaRwf8RAR0TupXbs2/P399avFvrxRIACsWrUKP//8M44dO6ZkTNI4TjMmIqJ3cunSJZQsWVL/3traOt2A2WrVquH8+fNKRCMTwkc8RET0TuLi4vTL2wPAnTt30n2ekpKSbkwKUXbwDgoREb2TYsWK4ezZs1l+fvr0aRQrVuw9JiJTxAKFiIjeSfPmzTF69Gg8ffo0w2eJiYkYO3YsWrRooUAyMiUcJEtERO/k33//RYUKFWBpaYmvv/4aJUuWhE6nw8WLFzFnzhwkJSUhLCwMjo6OSkclDWOBQkRE7+z69ev46quvsHv3bqRdRnQ6HRo1aoS5c+fqZ/QQZRcLFCIiyrb79+/jypUrAABPT0/kz59f4URkKligEBERkepwkCwRERGpDgsUIiIiUh0WKERERKQ6LFCIiIhIdVigEBERkeqwQCEiIiLVYYFCREREqvP/AKHvEG31vwHGAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.xticks(rotation=90)\n",
+    "sns.barplot(x=Model,y=Train_score)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "7335fd81",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.xticks(rotation=90)\n",
+    "sns.barplot(x=Model,y=score)\n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "id": "eca7c8d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.xticks(rotation=90)\n",
+    "sns.barplot(x=Model,y=cvs)\n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "76310769",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.xticks(rotation=90)\n",
+    "sns.barplot(x=Model,y=difference)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "402ee7a1",
+   "metadata": {},
+   "source": [
+    "Observation:\n",
+    "    \n",
+    "1. Traning score of the Decision tree and Extra tree is 100% means both model is overfitted.\n",
+    "\n",
+    "2. The Train and Test acuuracy is very low  for  ForRandomForest and GradientBoosting  means our this model is underfitted.\n",
+    "\n",
+    "3. The Train and Test accuracy is good for Linear,Ridge and Lasso regression.\n",
+    "\n",
+    "4. Ridge Regression is best model because Difference between R2 score and cross validation score is minimum and Mean square error is also less.\n",
+    "\n",
+    "    \n",
+    "    \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3bee7a1e",
+   "metadata": {},
+   "source": [
+    "## Hyper Parameter Tuning For best model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3022cc86",
+   "metadata": {},
+   "source": [
+    "Ridge Regression is our best model :\n",
+    "    \n",
+    "-Minimum difference between cross validation and R2 score.\n",
+    "\n",
+    "-Less value of mean square error.\n",
+    "\n",
+    "-Not to much difference between training accuracy and test accuracy means our model is not overfitted and underfitted. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9db41c7a",
+   "metadata": {},
+   "source": [
+    "#### Obtaining best params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "id": "4bf6f1de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'alpha': 0.01, 'fit_intercept': True, 'solver': 'saga'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "param={'alpha': [1,0.1,0.01,0.001,0.0001,0] , \"fit_intercept\": [True, False], \"solver\": ['svd', 'cholesky', 'lsqr', 'sparse_cg', 'sag', 'saga']}\n",
+    "RR= Ridge()\n",
+    "grd=GridSearchCV(RR,param)\n",
+    "grd.fit( x_train,y_train)\n",
+    "print(grd.best_params_)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ba4a5e7c",
+   "metadata": {},
+   "source": [
+    "#### Apply best parameter into our best model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "f4721e75",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "r2 score=  62.01022027230027\n",
+      "Cross validation score for Ridge Model is  58.187743514974485\n",
+      "MSE=  331319.82056531997\n",
+      "RMSE=  575.6038746962358\n"
+     ]
+    }
+   ],
+   "source": [
+    "RR = Ridge(alpha=0.01,fit_intercept=True,solver='saga')\n",
+    "RR.fit(x_train,y_train)\n",
+    "pred_rr = RR.predict(x_test)\n",
+    "scr = cross_val_score(RR,x,y,cv=5)\n",
+    "print(\"r2 score= \",r2_score(y_test,pred_rr)*100)\n",
+    "print('Cross validation score for Ridge Model is ',scr.mean()*100)\n",
+    "print(\"MSE= \",mean_squared_error(y_test,pred_rr))\n",
+    "print(\"RMSE= \",np.sqrt(mean_squared_error(y_test,pred_rr)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "780f30d3",
+   "metadata": {},
+   "source": [
+    "#### Best fit line for our best model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "431993a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10,7))\n",
+    "plt.scatter(x=y_test,y=pred_rr,color=\"b\")\n",
+    "plt.plot(y_test,y_test,color=\"r\")\n",
+    "plt.xlabel(\"Actual Sales\",fontsize=14)\n",
+    "plt.ylabel(\"Predicted Sales\",fontsize=14)\n",
+    "plt.title(\"Beat Fit Line For Ridge Regression \")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a48fc7a6",
+   "metadata": {},
+   "source": [
+    "# Model Saving"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c087af00",
+   "metadata": {},
+   "source": [
+    "#### Saving ,Loading and Prediction of our best model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "id": "db3087d3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pickle\n",
+    "\n",
+    "filename=\"BigDataMart_technolocabs.pkl\"\n",
+    "pickle.dump(RR,open(filename,\"wb\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "id": "55412dde",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "62.01022027230027\n"
+     ]
+    }
+   ],
+   "source": [
+    "loaded_model=pickle.load(open(\"BigDataMart_technolocabs.pkl\",\"rb\"))\n",
+    "result=loaded_model.score(x_test,y_test)\n",
+    "print(result*100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "id": "829d47d8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conclusion=pd.DataFrame([loaded_model.predict(x_test)[:],pred_rr[:]],index=[\"predicted\",\"original\"]).T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "id": "51f866d5",
+   "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>predicted</th>\n",
+       "      <th>original</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>766.416037</td>\n",
+       "      <td>766.416037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1278.297170</td>\n",
+       "      <td>1278.297170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>954.668120</td>\n",
+       "      <td>954.668120</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2115.134351</td>\n",
+       "      <td>2115.134351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-454.911955</td>\n",
+       "      <td>-454.911955</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1700</th>\n",
+       "      <td>2015.053874</td>\n",
+       "      <td>2015.053874</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1701</th>\n",
+       "      <td>2264.741646</td>\n",
+       "      <td>2264.741646</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1702</th>\n",
+       "      <td>1377.120294</td>\n",
+       "      <td>1377.120294</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1703</th>\n",
+       "      <td>1300.692998</td>\n",
+       "      <td>1300.692998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1704</th>\n",
+       "      <td>649.613942</td>\n",
+       "      <td>649.613942</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1705 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        predicted     original\n",
+       "0      766.416037   766.416037\n",
+       "1     1278.297170  1278.297170\n",
+       "2      954.668120   954.668120\n",
+       "3     2115.134351  2115.134351\n",
+       "4     -454.911955  -454.911955\n",
+       "...           ...          ...\n",
+       "1700  2015.053874  2015.053874\n",
+       "1701  2264.741646  2264.741646\n",
+       "1702  1377.120294  1377.120294\n",
+       "1703  1300.692998  1300.692998\n",
+       "1704   649.613942   649.613942\n",
+       "\n",
+       "[1705 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 101,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "conclusion"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee78f2a3",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}