EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a69d4c46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ff1ab802",
   "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>id</th>\n",
       "      <th>carat</th>\n",
       "      <th>cut</th>\n",
       "      <th>color</th>\n",
       "      <th>clarity</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1.52</td>\n",
       "      <td>Premium</td>\n",
       "      <td>F</td>\n",
       "      <td>VS2</td>\n",
       "      <td>62.2</td>\n",
       "      <td>58.0</td>\n",
       "      <td>7.27</td>\n",
       "      <td>7.33</td>\n",
       "      <td>4.55</td>\n",
       "      <td>13619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2.03</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>J</td>\n",
       "      <td>SI2</td>\n",
       "      <td>62.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>8.06</td>\n",
       "      <td>8.12</td>\n",
       "      <td>5.05</td>\n",
       "      <td>13387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0.70</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>G</td>\n",
       "      <td>VS1</td>\n",
       "      <td>61.2</td>\n",
       "      <td>57.0</td>\n",
       "      <td>5.69</td>\n",
       "      <td>5.73</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>0.32</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>G</td>\n",
       "      <td>VS1</td>\n",
       "      <td>61.6</td>\n",
       "      <td>56.0</td>\n",
       "      <td>4.38</td>\n",
       "      <td>4.41</td>\n",
       "      <td>2.71</td>\n",
       "      <td>666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1.70</td>\n",
       "      <td>Premium</td>\n",
       "      <td>G</td>\n",
       "      <td>VS2</td>\n",
       "      <td>62.6</td>\n",
       "      <td>59.0</td>\n",
       "      <td>7.65</td>\n",
       "      <td>7.61</td>\n",
       "      <td>4.77</td>\n",
       "      <td>14453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>1.51</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>J</td>\n",
       "      <td>SI1</td>\n",
       "      <td>62.8</td>\n",
       "      <td>58.0</td>\n",
       "      <td>7.34</td>\n",
       "      <td>7.29</td>\n",
       "      <td>4.59</td>\n",
       "      <td>7506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>0.74</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>E</td>\n",
       "      <td>VS2</td>\n",
       "      <td>61.8</td>\n",
       "      <td>57.0</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.79</td>\n",
       "      <td>3.57</td>\n",
       "      <td>3229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>1.34</td>\n",
       "      <td>Premium</td>\n",
       "      <td>G</td>\n",
       "      <td>SI2</td>\n",
       "      <td>62.5</td>\n",
       "      <td>57.0</td>\n",
       "      <td>7.00</td>\n",
       "      <td>7.05</td>\n",
       "      <td>4.38</td>\n",
       "      <td>6224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>0.30</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>F</td>\n",
       "      <td>IF</td>\n",
       "      <td>62.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>4.35</td>\n",
       "      <td>4.37</td>\n",
       "      <td>2.70</td>\n",
       "      <td>886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>0.30</td>\n",
       "      <td>Good</td>\n",
       "      <td>J</td>\n",
       "      <td>VS1</td>\n",
       "      <td>63.6</td>\n",
       "      <td>57.0</td>\n",
       "      <td>4.26</td>\n",
       "      <td>4.28</td>\n",
       "      <td>2.72</td>\n",
       "      <td>421</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  carat        cut color clarity  depth  table     x     y     z  price\n",
       "0   0   1.52    Premium     F     VS2   62.2   58.0  7.27  7.33  4.55  13619\n",
       "1   1   2.03  Very Good     J     SI2   62.0   58.0  8.06  8.12  5.05  13387\n",
       "2   2   0.70      Ideal     G     VS1   61.2   57.0  5.69  5.73  3.50   2772\n",
       "3   3   0.32      Ideal     G     VS1   61.6   56.0  4.38  4.41  2.71    666\n",
       "4   4   1.70    Premium     G     VS2   62.6   59.0  7.65  7.61  4.77  14453\n",
       "5   5   1.51  Very Good     J     SI1   62.8   58.0  7.34  7.29  4.59   7506\n",
       "6   6   0.74      Ideal     E     VS2   61.8   57.0  5.76  5.79  3.57   3229\n",
       "7   7   1.34    Premium     G     SI2   62.5   57.0  7.00  7.05  4.38   6224\n",
       "8   8   0.30      Ideal     F      IF   62.0   56.0  4.35  4.37  2.70    886\n",
       "9   9   0.30       Good     J     VS1   63.6   57.0  4.26  4.28  2.72    421"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('gemstone.csv')\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a38dfa17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(193573, 11)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a5626fed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 193573 entries, 0 to 193572\n",
      "Data columns (total 11 columns):\n",
      " #   Column   Non-Null Count   Dtype  \n",
      "---  ------   --------------   -----  \n",
      " 0   id       193573 non-null  int64  \n",
      " 1   carat    193573 non-null  float64\n",
      " 2   cut      193573 non-null  object \n",
      " 3   color    193573 non-null  object \n",
      " 4   clarity  193573 non-null  object \n",
      " 5   depth    193573 non-null  float64\n",
      " 6   table    193573 non-null  float64\n",
      " 7   x        193573 non-null  float64\n",
      " 8   y        193573 non-null  float64\n",
      " 9   z        193573 non-null  float64\n",
      " 10  price    193573 non-null  int64  \n",
      "dtypes: float64(6), int64(2), object(3)\n",
      "memory usage: 16.2+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b6593f8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id         193573\n",
       "carat         248\n",
       "cut             5\n",
       "color           7\n",
       "clarity         8\n",
       "depth         153\n",
       "table         108\n",
       "x             522\n",
       "y             521\n",
       "z             349\n",
       "price        8738\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5200b032",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id         0\n",
       "carat      0\n",
       "cut        0\n",
       "color      0\n",
       "clarity    0\n",
       "depth      0\n",
       "table      0\n",
       "x          0\n",
       "y          0\n",
       "z          0\n",
       "price      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum() # Check for null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "1a510906",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum() # Check for duplicated values "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "21e5accc",
   "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>carat</th>\n",
       "      <th>cut</th>\n",
       "      <th>color</th>\n",
       "      <th>clarity</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.52</td>\n",
       "      <td>Premium</td>\n",
       "      <td>F</td>\n",
       "      <td>VS2</td>\n",
       "      <td>62.2</td>\n",
       "      <td>58.0</td>\n",
       "      <td>7.27</td>\n",
       "      <td>7.33</td>\n",
       "      <td>4.55</td>\n",
       "      <td>13619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.03</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>J</td>\n",
       "      <td>SI2</td>\n",
       "      <td>62.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>8.06</td>\n",
       "      <td>8.12</td>\n",
       "      <td>5.05</td>\n",
       "      <td>13387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.70</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>G</td>\n",
       "      <td>VS1</td>\n",
       "      <td>61.2</td>\n",
       "      <td>57.0</td>\n",
       "      <td>5.69</td>\n",
       "      <td>5.73</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.32</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>G</td>\n",
       "      <td>VS1</td>\n",
       "      <td>61.6</td>\n",
       "      <td>56.0</td>\n",
       "      <td>4.38</td>\n",
       "      <td>4.41</td>\n",
       "      <td>2.71</td>\n",
       "      <td>666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.70</td>\n",
       "      <td>Premium</td>\n",
       "      <td>G</td>\n",
       "      <td>VS2</td>\n",
       "      <td>62.6</td>\n",
       "      <td>59.0</td>\n",
       "      <td>7.65</td>\n",
       "      <td>7.61</td>\n",
       "      <td>4.77</td>\n",
       "      <td>14453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.51</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>J</td>\n",
       "      <td>SI1</td>\n",
       "      <td>62.8</td>\n",
       "      <td>58.0</td>\n",
       "      <td>7.34</td>\n",
       "      <td>7.29</td>\n",
       "      <td>4.59</td>\n",
       "      <td>7506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.74</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>E</td>\n",
       "      <td>VS2</td>\n",
       "      <td>61.8</td>\n",
       "      <td>57.0</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.79</td>\n",
       "      <td>3.57</td>\n",
       "      <td>3229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.34</td>\n",
       "      <td>Premium</td>\n",
       "      <td>G</td>\n",
       "      <td>SI2</td>\n",
       "      <td>62.5</td>\n",
       "      <td>57.0</td>\n",
       "      <td>7.00</td>\n",
       "      <td>7.05</td>\n",
       "      <td>4.38</td>\n",
       "      <td>6224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.30</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>F</td>\n",
       "      <td>IF</td>\n",
       "      <td>62.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>4.35</td>\n",
       "      <td>4.37</td>\n",
       "      <td>2.70</td>\n",
       "      <td>886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.30</td>\n",
       "      <td>Good</td>\n",
       "      <td>J</td>\n",
       "      <td>VS1</td>\n",
       "      <td>63.6</td>\n",
       "      <td>57.0</td>\n",
       "      <td>4.26</td>\n",
       "      <td>4.28</td>\n",
       "      <td>2.72</td>\n",
       "      <td>421</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   carat        cut color clarity  depth  table     x     y     z  price\n",
       "0   1.52    Premium     F     VS2   62.2   58.0  7.27  7.33  4.55  13619\n",
       "1   2.03  Very Good     J     SI2   62.0   58.0  8.06  8.12  5.05  13387\n",
       "2   0.70      Ideal     G     VS1   61.2   57.0  5.69  5.73  3.50   2772\n",
       "3   0.32      Ideal     G     VS1   61.6   56.0  4.38  4.41  2.71    666\n",
       "4   1.70    Premium     G     VS2   62.6   59.0  7.65  7.61  4.77  14453\n",
       "5   1.51  Very Good     J     SI1   62.8   58.0  7.34  7.29  4.59   7506\n",
       "6   0.74      Ideal     E     VS2   61.8   57.0  5.76  5.79  3.57   3229\n",
       "7   1.34    Premium     G     SI2   62.5   57.0  7.00  7.05  4.38   6224\n",
       "8   0.30      Ideal     F      IF   62.0   56.0  4.35  4.37  2.70    886\n",
       "9   0.30       Good     J     VS1   63.6   57.0  4.26  4.28  2.72    421"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(labels=['id'], axis=1)\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ed2d0b4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Premium', 'Very Good', 'Ideal', 'Good', 'Fair'], dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cut.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3619148d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['F', 'J', 'G', 'E', 'D', 'H', 'I'], dtype=object)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.color.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "28cb106f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['VS2', 'SI2', 'VS1', 'SI1', 'IF', 'VVS2', 'VVS1', 'I1'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.clarity.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "70ae8d55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Categorical Columns: Index(['cut', 'color', 'clarity'], dtype='object')\n",
      "Numerical Columns: Index(['carat', 'depth', 'table', 'x', 'y', 'z', 'price'], dtype='object')\n"
     ]
    }
   ],
   "source": [
    "cat_cols = df.columns[df.dtypes == 'object']\n",
    "num_cols = df.columns[df.dtypes != 'object']\n",
    "print('Categorical Columns:', cat_cols)\n",
    "print('Numerical Columns:', num_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "be2fc990",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## correlation\n",
    "sns.heatmap(df[num_cols].corr(),annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8202960e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk8AAAGwCAYAAACw64E/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABRRElEQVR4nO3dfVxUZf4//tcwwHAjjNwIwyQqFpKEWostom3eo65orftdK7b56K5hfSyJFbZdt/1sbL9N20qt1V01t09uadF+MncrDfEmLRZRpChRM/MmkHtlmGEQZmC4fn8Mc2S4P4gON6/n4zGPmHPeZ+Y6p6O8vM51rqMQQggQERERUbe4OLsBRERERP0JwxMRERGRDAxPRERERDIwPBERERHJwPBEREREJAPDExEREZEMDE9EREREMrg6uwEDSVNTE0pKSuDj4wOFQuHs5hAREVE3CCFQU1MDrVYLF5eu+5UYnnpRSUkJQkNDnd0MIiIi6oGioiIMHz68yzqGp17k4+MDwHbwfX19ndwaIiIi6g6j0YjQ0FDp93hXGJ56kf1Sna+vL8MTERFRP9PdITccME5EREQkA8MTERERkQwMT0REREQyMDwRERERycDwRERERCQDwxMRERGRDAxPRERERDIwPBERERHJwPBEREREJAPDExEREZEMDE9EREREMjA8EREREcnA8EREREQkA8MTERERkQwMT0S9QAiBmpoaCCGc3RQiIrrJGJ6IeoHJZMKa97NhMpmc3RQiIrrJGJ6IeonK08vZTSAioluA4YmIiIhIBoYnIiIiIhkYnoiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZGB4IiIiIpKhz4SntWvXQqFQIDk5WVomhEBaWhq0Wi08PT0xbdo0nDp1ymE7s9mMlStXIjAwEN7e3li4cCEuX77sUKPX66HT6aBWq6FWq6HT6VBdXe1QU1hYiAULFsDb2xuBgYFISkqCxWK5WbtLRERE/VSfCE+5ubl4/fXXMX78eIflL730EtavX49NmzYhNzcXGo0Gs2fPRk1NjVSTnJyM3bt3Iz09HVlZWTCZTIiPj4fVapVqEhISkJ+fj4yMDGRkZCA/Px86nU5ab7VaMX/+fNTW1iIrKwvp6enYtWsXUlJSbv7OExERUf8inKympkaEh4eL/fv3i6lTp4qnn35aCCFEU1OT0Gg04sUXX5Rq6+vrhVqtFlu2bBFCCFFdXS3c3NxEenq6VFNcXCxcXFxERkaGEEKI06dPCwAiJydHqjl69KgAIL755hshhBB79+4VLi4uori4WKp59913hUqlEgaDodv7YjAYBABZ29DAYDQaxXPvfiaMRqOzm0JERDLJ/f3t9J6nJ598EvPnz8esWbMcll+8eBFlZWWIi4uTlqlUKkydOhXZ2dkAgLy8PDQ0NDjUaLVaREVFSTVHjx6FWq1GTEyMVDNp0iSo1WqHmqioKGi1Wqlmzpw5MJvNyMvL67DtZrMZRqPR4UVEREQDm6szvzw9PR1ffPEFcnNz26wrKysDAAQHBzssDw4Oxvfffy/VuLu7w8/Pr02NffuysjIEBQW1+fygoCCHmtbf4+fnB3d3d6mmPWvXrsUf//jHrnaTiIiIBhCn9TwVFRXh6aefxo4dO+Dh4dFhnUKhcHgvhGizrLXWNe3V96SmtdWrV8NgMEivoqKiTttFRERE/Z/TwlNeXh4qKioQHR0NV1dXuLq64siRI/jLX/4CV1dXqSeodc9PRUWFtE6j0cBisUCv13daU15e3ub7KysrHWpaf49er0dDQ0ObHqmWVCoVfH19HV5EREQ0sDktPM2cORMnT55Efn6+9Jo4cSJ+/vOfIz8/H6NHj4ZGo8H+/fulbSwWC44cOYLJkycDAKKjo+Hm5uZQU1paioKCAqkmNjYWBoMBx48fl2qOHTsGg8HgUFNQUIDS0lKpJjMzEyqVCtHR0Tf1OBAREVH/4rQxTz4+PoiKinJY5u3tjYCAAGl5cnIy1qxZg/DwcISHh2PNmjXw8vJCQkICAECtVmPZsmVISUlBQEAA/P39kZqainHjxkkD0MeOHYu5c+ciMTERW7duBQAsX74c8fHxiIiIAADExcUhMjISOp0OL7/8MqqqqpCamorExET2JhEREZEDpw4Y78ozzzyDuro6rFixAnq9HjExMcjMzISPj49Us2HDBri6umLx4sWoq6vDzJkzsX37diiVSqlm586dSEpKku7KW7hwITZt2iStVyqV2LNnD1asWIEpU6bA09MTCQkJeOWVV27dzhIREVG/oBBCCGc3YqAwGo1Qq9UwGAzssRpkampqsG5PPlLm3+0Q7omIqO+T+/vb6fM8EREREfUnDE9EREREMjA8EREREcnA8EREREQkA8MTERERkQwMT0REREQyMDwRERERycDwRERERCQDwxMRERGRDAxPRERERDIwPBE5mRACNTU14JOSiIj6B4YnIiczmUxY8342TCaTs5tCRETdwPBE1AeoPL2c3QQiIuomhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZGB4IiIiIpKB4YmIiIhIBoYnIiIiIhkYnoiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZHBqeNq8eTPGjx8PX19f+Pr6IjY2Fp988om0funSpVAoFA6vSZMmOXyG2WzGypUrERgYCG9vbyxcuBCXL192qNHr9dDpdFCr1VCr1dDpdKiurnaoKSwsxIIFC+Dt7Y3AwEAkJSXBYrHctH0nIiKi/smp4Wn48OF48cUXceLECZw4cQIzZszAAw88gFOnTkk1c+fORWlpqfTau3evw2ckJydj9+7dSE9PR1ZWFkwmE+Lj42G1WqWahIQE5OfnIyMjAxkZGcjPz4dOp5PWW61WzJ8/H7W1tcjKykJ6ejp27dqFlJSUm38QiIiIqF9xdeaXL1iwwOH9Cy+8gM2bNyMnJwd33XUXAEClUkGj0bS7vcFgwBtvvIG3334bs2bNAgDs2LEDoaGhOHDgAObMmYMzZ84gIyMDOTk5iImJAQBs27YNsbGxOHv2LCIiIpCZmYnTp0+jqKgIWq0WALBu3TosXboUL7zwAnx9fW/WISAiIqJ+ps+MebJarUhPT0dtbS1iY2Ol5YcPH0ZQUBDGjBmDxMREVFRUSOvy8vLQ0NCAuLg4aZlWq0VUVBSys7MBAEePHoVarZaCEwBMmjQJarXaoSYqKkoKTgAwZ84cmM1m5OXlddhms9kMo9Ho8CIiIqKBzenh6eTJkxgyZAhUKhWeeOIJ7N69G5GRkQCAefPmYefOnTh06BDWrVuH3NxczJgxA2azGQBQVlYGd3d3+Pn5OXxmcHAwysrKpJqgoKA23xsUFORQExwc7LDez88P7u7uUk171q5dK42jUqvVCA0N7fmBICIion7BqZftACAiIgL5+fmorq7Grl27sGTJEhw5cgSRkZF46KGHpLqoqChMnDgRI0eOxJ49e7Bo0aIOP1MIAYVCIb1v+fON1LS2evVqrFq1SnpvNBoZoIiIiAY4p/c8ubu744477sDEiROxdu1aTJgwAa+99lq7tSEhIRg5ciTOnTsHANBoNLBYLNDr9Q51FRUVUk+SRqNBeXl5m8+qrKx0qGndw6TX69HQ0NCmR6ollUol3SlofxEREdHA5vTw1JoQQros19rVq1dRVFSEkJAQAEB0dDTc3Nywf/9+qaa0tBQFBQWYPHkyACA2NhYGgwHHjx+Xao4dOwaDweBQU1BQgNLSUqkmMzMTKpUK0dHRvb6PRERE1H859bLd7373O8ybNw+hoaGoqalBeno6Dh8+jIyMDJhMJqSlpeGnP/0pQkJCcOnSJfzud79DYGAgfvKTnwAA1Go1li1bhpSUFAQEBMDf3x+pqakYN26cdPfd2LFjMXfuXCQmJmLr1q0AgOXLlyM+Ph4REREAgLi4OERGRkKn0+Hll19GVVUVUlNTkZiYyN4kIiIicuDU8FReXg6dTofS0lKo1WqMHz8eGRkZmD17Nurq6nDy5Em89dZbqK6uRkhICKZPn4733nsPPj4+0mds2LABrq6uWLx4Merq6jBz5kxs374dSqVSqtm5cyeSkpKku/IWLlyITZs2SeuVSiX27NmDFStWYMqUKfD09ERCQgJeeeWVW3cwiIiIqF9QCCGEsxsxUBiNRqjVahgMBvZYDTI1NTVYtycfKfPvdgj3N3tbIiK6cXJ/f/e5MU9EREREfRnDExEREZEMDE9EREREMjA8EREREcnA8EREREQkA8MTERERkQwMT0REREQyMDwRERERycDwRERERCQDwxMRERGRDAxPRERERDIwPBERERHJwPBEREREJAPDExEREZEMDE9EREREMjA8EREREcnA8ETUjwkhUFNTAyGEs5tCRDRoMDwR9WMmkwlr3s+GyWRydlOIiAYNhieifk7l6eXsJhARDSoMT0REREQyMDwRERERycDwRERERCQDwxMRERGRDAxPRERERDIwPBERERHJwPBEREREJAPDExEREZEMDE9EREREMjA8EREREcnA8EREREQkA8MTERERkQxODU+bN2/G+PHj4evrC19fX8TGxuKTTz6R1gshkJaWBq1WC09PT0ybNg2nTp1y+Ayz2YyVK1ciMDAQ3t7eWLhwIS5fvuxQo9frodPpoFaroVarodPpUF1d7VBTWFiIBQsWwNvbG4GBgUhKSoLFYrlp+05ERET9k1PD0/Dhw/Hiiy/ixIkTOHHiBGbMmIEHHnhACkgvvfQS1q9fj02bNiE3NxcajQazZ89GTU2N9BnJycnYvXs30tPTkZWVBZPJhPj4eFitVqkmISEB+fn5yMjIQEZGBvLz86HT6aT1VqsV8+fPR21tLbKyspCeno5du3YhJSXl1h0MIiIi6h9EH+Pn5yf+/ve/i6amJqHRaMSLL74orauvrxdqtVps2bJFCCFEdXW1cHNzE+np6VJNcXGxcHFxERkZGUIIIU6fPi0AiJycHKnm6NGjAoD45ptvhBBC7N27V7i4uIji4mKp5t133xUqlUoYDIYO21pfXy8MBoP0KioqEgA63YYGJqPRKJ579zNhNBr7zbZERGRjMBhk/f7uM2OerFYr0tPTUVtbi9jYWFy8eBFlZWWIi4uTalQqFaZOnYrs7GwAQF5eHhoaGhxqtFotoqKipJqjR49CrVYjJiZGqpk0aRLUarVDTVRUFLRarVQzZ84cmM1m5OXlddjmtWvXSpcC1Wo1QkNDe+dgEBERUZ/l9PB08uRJDBkyBCqVCk888QR2796NyMhIlJWVAQCCg4Md6oODg6V1ZWVlcHd3h5+fX6c1QUFBbb43KCjIoab19/j5+cHd3V2qac/q1athMBikV1FRkcy9JyIiov7G1dkNiIiIQH5+Pqqrq7Fr1y4sWbIER44ckdYrFAqHeiFEm2Wtta5pr74nNa2pVCqoVKpO20JEREQDi9N7ntzd3XHHHXdg4sSJWLt2LSZMmIDXXnsNGo0GANr0/FRUVEi9RBqNBhaLBXq9vtOa8vLyNt9bWVnpUNP6e/R6PRoaGtr0SBEREdHg5vTw1JoQAmazGWFhYdBoNNi/f7+0zmKx4MiRI5g8eTIAIDo6Gm5ubg41paWlKCgokGpiY2NhMBhw/PhxqebYsWMwGAwONQUFBSgtLZVqMjMzoVKpEB0dfVP3l4iIiPoXp162+93vfod58+YhNDQUNTU1SE9Px+HDh5GRkQGFQoHk5GSsWbMG4eHhCA8Px5o1a+Dl5YWEhAQAgFqtxrJly5CSkoKAgAD4+/sjNTUV48aNw6xZswAAY8eOxdy5c5GYmIitW7cCAJYvX474+HhEREQAAOLi4hAZGQmdToeXX34ZVVVVSE1NRWJiInx9fZ1zcIiIiKhPcmp4Ki8vh06nQ2lpKdRqNcaPH4+MjAzMnj0bAPDMM8+grq4OK1asgF6vR0xMDDIzM+Hj4yN9xoYNG+Dq6orFixejrq4OM2fOxPbt26FUKqWanTt3IikpSborb+HChdi0aZO0XqlUYs+ePVixYgWmTJkCT09PJCQk4JVXXrlFR4KIiIj6C4UQQji7EQOF0WiEWq2GwWBgj9UgU1NTg3V78pEy/26HcN+XtyUiIhu5v7/73JgnIiIior6M4YmIiIhIBoYnIiIiIhkYnoiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZGB4IiIiIpKB4YmIiIhIBoYnIiIiIhkYnoiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZGB4IiIiIpKB4YmIiIhIBoYnIiIiIhkYnoiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGZwantauXYt7770XPj4+CAoKwoMPPoizZ8861CxduhQKhcLhNWnSJIcas9mMlStXIjAwEN7e3li4cCEuX77sUKPX66HT6aBWq6FWq6HT6VBdXe1QU1hYiAULFsDb2xuBgYFISkqCxWK5KftORERE/ZNTw9ORI0fw5JNPIicnB/v370djYyPi4uJQW1vrUDd37lyUlpZKr7179zqsT05Oxu7du5Geno6srCyYTCbEx8fDarVKNQkJCcjPz0dGRgYyMjKQn58PnU4nrbdarZg/fz5qa2uRlZWF9PR07Nq1CykpKTf3IBAREVG/4urML8/IyHB4/+abbyIoKAh5eXm4//77peUqlQoajabdzzAYDHjjjTfw9ttvY9asWQCAHTt2IDQ0FAcOHMCcOXNw5swZZGRkICcnBzExMQCAbdu2ITY2FmfPnkVERAQyMzNx+vRpFBUVQavVAgDWrVuHpUuX4oUXXoCvr2+b7zabzTCbzdJ7o9F4YweEiIiI+rw+NebJYDAAAPz9/R2WHz58GEFBQRgzZgwSExNRUVEhrcvLy0NDQwPi4uKkZVqtFlFRUcjOzgYAHD16FGq1WgpOADBp0iSo1WqHmqioKCk4AcCcOXNgNpuRl5fXbnvXrl0rXQZUq9UIDQ29wSNAREREfV2fCU9CCKxatQr33XcfoqKipOXz5s3Dzp07cejQIaxbtw65ubmYMWOG1ONTVlYGd3d3+Pn5OXxecHAwysrKpJqgoKA23xkUFORQExwc7LDez88P7u7uUk1rq1evhsFgkF5FRUU9PwBERETULzj1sl1LTz31FL7++mtkZWU5LH/ooYekn6OiojBx4kSMHDkSe/bswaJFizr8PCEEFAqF9L7lzzdS05JKpYJKpep4p4iIiGjA6RM9TytXrsSHH36ITz/9FMOHD++0NiQkBCNHjsS5c+cAABqNBhaLBXq93qGuoqJC6knSaDQoLy9v81mVlZUONa17mPR6PRoaGtr0SBEREdHg5dTwJITAU089hQ8++ACHDh1CWFhYl9tcvXoVRUVFCAkJAQBER0fDzc0N+/fvl2pKS0tRUFCAyZMnAwBiY2NhMBhw/PhxqebYsWMwGAwONQUFBSgtLZVqMjMzoVKpEB0d3Sv7S32bEAI1NTUQQji7KURE1Ic5NTw9+eST2LFjB9555x34+PigrKwMZWVlqKurAwCYTCakpqbi6NGjuHTpEg4fPowFCxYgMDAQP/nJTwAAarUay5YtQ0pKCg4ePIgvv/wSjz76KMaNGyfdfTd27FjMnTsXiYmJyMnJQU5ODhITExEfH4+IiAgAQFxcHCIjI6HT6fDll1/i4MGDSE1NRWJiYrt32tHAYzKZsOb9bJhMJmc3hYiI+rAehafRo0fj6tWrbZZXV1dj9OjR3f6czZs3w2AwYNq0aQgJCZFe7733HgBAqVTi5MmTeOCBBzBmzBgsWbIEY8aMwdGjR+Hj4yN9zoYNG/Dggw9i8eLFmDJlCry8vPDRRx9BqVRKNTt37sS4ceMQFxeHuLg4jB8/Hm+//ba0XqlUYs+ePfDw8MCUKVOwePFiPPjgg3jllVd6coion1J5ejm7CURE1Mf1aMD4pUuXHCagtDObzSguLu7253R1ecTT0xP79u3r8nM8PDywceNGbNy4scMaf39/7Nixo9PPGTFiBD7++OMuv4+IiIgGL1nh6cMPP5R+3rdvH9RqtfTearXi4MGDGDVqVK81joiIiKivkRWeHnzwQQC2W/qXLFnisM7NzQ2jRo3CunXreq1xRHTzCCFgMpkwZMiQDqfjICKitmSNeWpqakJTUxNGjBiBiooK6X1TUxPMZjPOnj2L+Pj4m9VWIupFHCBPRNQzPRrzdPHixd5uBxE5AQfIExHJ1+MZxg8ePIiDBw9KPVAt/e///u8NN4yIiIioL+pRePrjH/+I559/HhMnTkRISAjHSxAREdGg0aPwtGXLFmzfvh06na6320NERETUp/VokkyLxSI91oSIiIhoMOlReHrsscfwzjvv9HZbiIiIiPq8Hl22q6+vx+uvv44DBw5g/PjxcHNzc1i/fv36XmkcERERUV/To/D09ddf4+677wYAFBQUOKzj4HEiIiIayHoUnj799NPebgcRERFRv9CjMU9EREREg1WPep6mT5/e6eW5Q4cO9bhBRERERH1Zj8KTfbyTXUNDA/Lz81FQUNDmgcFEREREA0mPwtOGDRvaXZ6WlsaHjBIREdGA1qtjnh599FE+146IiIgGtF4NT0ePHoWHh0dvfiQRERFRn9Kjy3aLFi1yeC+EQGlpKU6cOIH/+Z//6ZWGEREREfVFPQpParXa4b2LiwsiIiLw/PPPIy4urlcaRkRERNQX9Sg8vfnmm73dDiIiIqJ+oUfhyS4vLw9nzpyBQqFAZGQk7rnnnt5qFxEREVGf1KPwVFFRgYcffhiHDx/G0KFDIYSAwWDA9OnTkZ6ejmHDhvV2O4mIiIj6hB7dbbdy5UoYjUacOnUKVVVV0Ov1KCgogNFoRFJSUm+3kYiIiKjP6FHPU0ZGBg4cOICxY8dKyyIjI/HXv/6VA8aJiIhoQOtRz1NTUxPc3NzaLHdzc0NTU9MNN4qIiIior+pReJoxYwaefvpplJSUSMuKi4vxq1/9CjNnzuy1xhERERH1NT0KT5s2bUJNTQ1GjRqF22+/HXfccQfCwsJQU1ODjRs39nYbiYiIiPqMHo15Cg0NxRdffIH9+/fjm2++gRACkZGRmDVrVm+3j4iIiKhPkdXzdOjQIURGRsJoNAIAZs+ejZUrVyIpKQn33nsv7rrrLnz++ec3paFEREREfYGs8PTqq68iMTERvr6+bdap1Wo8/vjjWL9+fbc/b+3atbj33nvh4+ODoKAgPPjggzh79qxDjRACaWlp0Gq18PT0xLRp03Dq1CmHGrPZjJUrVyIwMBDe3t5YuHAhLl++7FCj1+uh0+mgVquhVquh0+lQXV3tUFNYWIgFCxbA29sbgYGBSEpKgsVi6fb+EBER0cAnKzx99dVXmDt3bofr4+LikJeX1+3PO3LkCJ588knk5ORg//79aGxsRFxcHGpra6Wal156CevXr8emTZuQm5sLjUaD2bNno6amRqpJTk7G7t27kZ6ejqysLJhMJsTHx8NqtUo1CQkJyM/PR0ZGBjIyMpCfnw+dTiett1qtmD9/Pmpra5GVlYX09HTs2rULKSkp3d4fIiIiGgSEDCqVSpw7d67D9efOnRMeHh5yPtJBRUWFACCOHDkihBCiqalJaDQa8eKLL0o19fX1Qq1Wiy1btgghhKiurhZubm4iPT1dqikuLhYuLi4iIyNDCCHE6dOnBQCRk5Mj1Rw9elQAEN98840QQoi9e/cKFxcXUVxcLNW8++67QqVSCYPB0K32GwwGAaDb9dS3GI1G8dy7nwmj0chtiYgGEbm/v2X1PN122204efJkh+u//vprhISE9DjIGQwGAIC/vz8A4OLFiygrK3OYeFOlUmHq1KnIzs4GYHu+XkNDg0ONVqtFVFSUVHP06FGo1WrExMRINZMmTYJarXaoiYqKglarlWrmzJkDs9ncYW+a2WyG0Wh0eBEREdHAJis8/fjHP8Yf/vAH1NfXt1lXV1eH5557DvHx8T1qiBACq1atwn333YeoqCgAQFlZGQAgODjYoTY4OFhaV1ZWBnd3d/j5+XVaExQU1OY7g4KCHGpaf4+fnx/c3d2lmtbWrl0rjaFSq9UIDQ2Vu9tERETUz8iaquD3v/89PvjgA4wZMwZPPfUUIiIioFAocObMGfz1r3+F1WrFs88+26OGPPXUU/j666+RlZXVZp1CoXB4L4Ros6y11jXt1fekpqXVq1dj1apV0nuj0cgARURENMDJCk/BwcHIzs7Gf//3f2P16tUQQgCwhY45c+bgb3/7W5vem+5YuXIlPvzwQ3z22WcYPny4tFyj0QCw9Qq1vBxYUVEhfY9Go4HFYoFer3fofaqoqMDkyZOlmvLy8jbfW1lZ6fA5x44dc1iv1+vR0NDQ4T6pVCqoVCrZ+0tERET9l+wZxkeOHIm9e/fiypUrOHbsGHJycnDlyhXs3bsXo0aNkvVZQgg89dRT+OCDD3Do0CGEhYU5rA8LC4NGo8H+/fulZRaLBUeOHJGCUXR0NNzc3BxqSktLUVBQINXExsbCYDDg+PHjUs2xY8dgMBgcagoKClBaWirVZGZmQqVSITo6WtZ+ERER0cDVoxnGAdt4oHvvvfeGvvzJJ5/EO++8g3//+9/w8fGRxhap1Wp4enpCoVAgOTkZa9asQXh4OMLDw7FmzRp4eXkhISFBql22bBlSUlIQEBAAf39/pKamYty4cdKM52PHjsXcuXORmJiIrVu3AgCWL1+O+Ph4REREALBNsxAZGQmdToeXX34ZVVVVSE1N7XBeKyIiIhqcehyeesPmzZsBANOmTXNY/uabb2Lp0qUAgGeeeQZ1dXVYsWIF9Ho9YmJikJmZCR8fH6l+w4YNcHV1xeLFi1FXV4eZM2di+/btUCqVUs3OnTuRlJQk3ZW3cOFCbNq0SVqvVCqxZ88erFixAlOmTIGnpycSEhLwyiuv3KS9JyIiov7IqeHJPmaqMwqFAmlpaUhLS+uwxsPDAxs3buz0ocT+/v7YsWNHp981YsQIfPzxx122iYiIiAYv2WOeiIiIiAYzhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZGB4IiIiIpKB4YmIiIhIBoYnIiIiIhkYnoiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZGB4IiIiIpKB4YmIiIhIBoYnIiIiIhkYnoiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZHBqePrss8+wYMECaLVaKBQK/Otf/3JYv3TpUigUCofXpEmTHGrMZjNWrlyJwMBAeHt7Y+HChbh8+bJDjV6vh06ng1qthlqthk6nQ3V1tUNNYWEhFixYAG9vbwQGBiIpKQkWi+Vm7DYRERH1Y04NT7W1tZgwYQI2bdrUYc3cuXNRWloqvfbu3euwPjk5Gbt370Z6ejqysrJgMpkQHx8Pq9Uq1SQkJCA/Px8ZGRnIyMhAfn4+dDqdtN5qtWL+/Pmora1FVlYW0tPTsWvXLqSkpPT+ThMREVG/5urML583bx7mzZvXaY1KpYJGo2l3ncFgwBtvvIG3334bs2bNAgDs2LEDoaGhOHDgAObMmYMzZ84gIyMDOTk5iImJAQBs27YNsbGxOHv2LCIiIpCZmYnTp0+jqKgIWq0WALBu3TosXboUL7zwAnx9fXtxr4mIiKg/6/Njng4fPoygoCCMGTMGiYmJqKiokNbl5eWhoaEBcXFx0jKtVouoqChkZ2cDAI4ePQq1Wi0FJwCYNGkS1Gq1Q01UVJQUnABgzpw5MJvNyMvL67BtZrMZRqPR4UVEREQDW58OT/PmzcPOnTtx6NAhrFu3Drm5uZgxYwbMZjMAoKysDO7u7vDz83PYLjg4GGVlZVJNUFBQm88OCgpyqAkODnZY7+fnB3d3d6mmPWvXrpXGUanVaoSGht7Q/hIREVHf59TLdl156KGHpJ+joqIwceJEjBw5Env27MGiRYs63E4IAYVCIb1v+fON1LS2evVqrFq1SnpvNBoZoIiIiAa4Pt3z1FpISAhGjhyJc+fOAQA0Gg0sFgv0er1DXUVFhdSTpNFoUF5e3uazKisrHWpa9zDp9Xo0NDS06ZFqSaVSwdfX1+FFREREA1u/Ck9Xr15FUVERQkJCAADR0dFwc3PD/v37pZrS0lIUFBRg8uTJAIDY2FgYDAYcP35cqjl27BgMBoNDTUFBAUpLS6WazMxMqFQqREdH34pdIyIion7CqZftTCYTvvvuO+n9xYsXkZ+fD39/f/j7+yMtLQ0//elPERISgkuXLuF3v/sdAgMD8ZOf/AQAoFarsWzZMqSkpCAgIAD+/v5ITU3FuHHjpLvvxo4di7lz5yIxMRFbt24FACxfvhzx8fGIiIgAAMTFxSEyMhI6nQ4vv/wyqqqqkJqaisTERPYmERERkQOnhqcTJ05g+vTp0nv7+KElS5Zg8+bNOHnyJN566y1UV1cjJCQE06dPx3vvvQcfHx9pmw0bNsDV1RWLFy9GXV0dZs6cie3bt0OpVEo1O3fuRFJSknRX3sKFCx3mllIqldizZw9WrFiBKVOmwNPTEwkJCXjllVdu9iEgIiKifsap4WnatGkQQnS4ft++fV1+hoeHBzZu3IiNGzd2WOPv748dO3Z0+jkjRozAxx9/3OX3ERER0eDWr8Y8ERERETkbwxMRERGRDAxPRERERDIwPBERERHJwPBEREREJAPDExEREZEMDE9EREREMjA8EREREcnA8EREREQkA8MTERERkQwMT0REREQyMDwRERERycDwRESyCSFQU1PT6YO9iYgGKoYnIpLNZDJhzfvZMJlMzm4KEdEtx/BERD2i8vRydhOIiJyC4YmIiIhIBoYnIiIiIhkYnoiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZGB4IiIiIpKB4YmIiIhIBoYnIiIiIhkYnoiIiIhkYHgiIiIiksGp4emzzz7DggULoNVqoVAo8K9//cthvRACaWlp0Gq18PT0xLRp03Dq1CmHGrPZjJUrVyIwMBDe3t5YuHAhLl++7FCj1+uh0+mgVquhVquh0+lQXV3tUFNYWIgFCxbA29sbgYGBSEpKgsViuRm7TURERP2YU8NTbW0tJkyYgE2bNrW7/qWXXsL69euxadMm5ObmQqPRYPbs2aipqZFqkpOTsXv3bqSnpyMrKwsmkwnx8fGwWq1STUJCAvLz85GRkYGMjAzk5+dDp9NJ661WK+bPn4/a2lpkZWUhPT0du3btQkpKys3beSIiIuqXXJ355fPmzcO8efPaXSeEwKuvvopnn30WixYtAgD84x//QHBwMN555x08/vjjMBgMeOONN/D2229j1qxZAIAdO3YgNDQUBw4cwJw5c3DmzBlkZGQgJycHMTExAIBt27YhNjYWZ8+eRUREBDIzM3H69GkUFRVBq9UCANatW4elS5fihRdegK+vb7ttNJvNMJvN0nuj0dhrx4aIiIj6pj475unixYsoKytDXFyctEylUmHq1KnIzs4GAOTl5aGhocGhRqvVIioqSqo5evQo1Gq1FJwAYNKkSVCr1Q41UVFRUnACgDlz5sBsNiMvL6/DNq5du1a6FKhWqxEaGto7O09ERER9Vp8NT2VlZQCA4OBgh+XBwcHSurKyMri7u8PPz6/TmqCgoDafHxQU5FDT+nv8/Pzg7u4u1bRn9erVMBgM0quoqEjmXhIREVF/49TLdt2hUCgc3gsh2ixrrXVNe/U9qWlNpVJBpVJ12hYiIiIaWPpsz5NGowGANj0/FRUVUi+RRqOBxWKBXq/vtKa8vLzN51dWVjrUtP4evV6PhoaGNj1SRERENLj12fAUFhYGjUaD/fv3S8ssFguOHDmCyZMnAwCio6Ph5ubmUFNaWoqCggKpJjY2FgaDAcePH5dqjh07BoPB4FBTUFCA0tJSqSYzMxMqlQrR0dE3dT+JiIiof3HqZTuTyYTvvvtOen/x4kXk5+fD398fI0aMQHJyMtasWYPw8HCEh4djzZo18PLyQkJCAgBArVZj2bJlSElJQUBAAPz9/ZGamopx48ZJd9+NHTsWc+fORWJiIrZu3QoAWL58OeLj4xEREQEAiIuLQ2RkJHQ6HV5++WVUVVUhNTUViYmJHd5pR0RERIOTU8PTiRMnMH36dOn9qlWrAABLlizB9u3b8cwzz6Curg4rVqyAXq9HTEwMMjMz4ePjI22zYcMGuLq6YvHixairq8PMmTOxfft2KJVKqWbnzp1ISkqS7spbuHChw9xSSqUSe/bswYoVKzBlyhR4enoiISEBr7zyys0+BERERNTPODU8TZs2DUKIDtcrFAqkpaUhLS2twxoPDw9s3LgRGzdu7LDG398fO3bs6LQtI0aMwMcff9xlm4mIiGhw67NjnoiIiIj6IoYnIiIiIhkYnoiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGRieaEARQqCmpqbTKTCIiIhuBMMTDSgmkwlr3s+GyWRydlOIiGiAYniiAUfl6eXsJhAR0QDG8EREREQkA8MTERERkQwMT0REREQyMDwRERERycDwRERERCQDwxMRERGRDAxPRERERDIwPBERERHJwPBEREREJAPDExEREZEMDE9EREREMjA8EREREcnA8ER0gw6eKcdPXj+BkppGZzeFiIhuAYYnohv07/wSfFd5DZ9evIbvq+p69BlCiF5uFRER3SwMT0Q3qKrWAgBoaAKS/u8UauobZG2/7T+F+OcpE4r0PQteRER0azE8Ed2gq83hSQHgwpVreCnjrKztPzldibpGgewL+pvQOiIi6m0MT0Q3SN8cniKHuQMAvi42yNq+1FAPALjUw0t+/Y0QAjU1NbxUSUT9FsMT0Q0QQkiX7QK8lACuh6nuMNY3wGS2AgAuXb3W+w3sg0wmE9a8nw2TyeTsphAR9QjDE9ENqLVYYbE2AQDUKtsfJ/217oen4hbjnHo62Lw/Unl6ObsJREQ9xvBEdAOqTLag5OHqAm93BQCgpr4RDc2Bqistw1NxdT0sjd3bjoiInIfhiegGVDX3Mvl5ucFdqYCieXl3e59KDNfDU5MACqsGx6U7IqL+rE+Hp7S0NCgUCoeXRqOR1gshkJaWBq1WC09PT0ybNg2nTp1y+Ayz2YyVK1ciMDAQ3t7eWLhwIS5fvuxQo9frodPpoFaroVarodPpUF1dfSt2kfq5qlozAGColxtcFAqoPV0BAPra7k1XUNxqeoKLV2p7t4FERNTr+nR4AoC77roLpaWl0uvkyZPSupdeegnr16/Hpk2bkJubC41Gg9mzZ6OmpkaqSU5Oxu7du5Geno6srCyYTCbEx8fDarVKNQkJCcjPz0dGRgYyMjKQn58PnU53S/eT+qeq5pDk7+UGwBaibMu71/N0ubp1eOIgaiKivs7V2Q3oiqurq0Nvk50QAq+++iqeffZZLFq0CADwj3/8A8HBwXjnnXfw+OOPw2Aw4I033sDbb7+NWbNmAQB27NiB0NBQHDhwAHPmzMGZM2eQkZGBnJwcxMTEAAC2bduG2NhYnD17FhEREbduZ6nfadnzBFjh5+mGS6jr/mW75vA01MMF1fVNuFApv+ep2NiInbnFeGLGnbK3JSIi+fp8z9O5c+eg1WoRFhaGhx9+GBcuXAAAXLx4EWVlZYiLi5NqVSoVpk6diuzsbABAXl4eGhoaHGq0Wi2ioqKkmqNHj0KtVkvBCQAmTZoEtVot1XTEbDbDaDQ6vGhwsU+Q6deq56m74cl+2U7rY/t3zAWZl+2uWaz49NI1vJh5HqdK5M0vRUREPdOnw1NMTAzeeust7Nu3D9u2bUNZWRkmT56Mq1evoqysDAAQHBzssE1wcLC0rqysDO7u7vDz8+u0JigoqM13BwUFSTUdWbt2rTROSq1WIzQ0tMf7Sv2TfU4n+2U7P083h+WdMTdaUVFj67nS+tjmiJI75unTb6/CfoNe4SCZJ4qIyNn6dHiaN28efvrTn2LcuHGYNWsW9uzZA8B2ec5OoVA4bCOEaLOstdY17dV353NWr14Ng8EgvYqKirrcJxpY7GObhnq2HvPU9YDxsuaZxT1cXRDkbet5qqwxy3o23kcny6WfS5o/j4iIbq4+HZ5a8/b2xrhx43Du3DlpHFTr3qGKigqpN0qj0cBisUCv13daU15ejtYqKyvb9Gq1plKp4Ovr6/CiwaWqVc/TUPvddt24bGe/ZKdRq+CuVCDA2/YZl650rwepssaMoxevn9tlhsEzySYRkTP1q/BkNptx5swZhISEICwsDBqNBvv375fWWywWHDlyBJMnTwYAREdHw83NzaGmtLQUBQUFUk1sbCwMBgOOHz8u1Rw7dgwGg0GqIeqI1PPUg7vt7HfaadUeAICR/p4AgAvdvOPuw69K0NTi8XDseSIiujX69N12qampWLBgAUaMGIGKigr86U9/gtFoxJIlS6BQKJCcnIw1a9YgPDwc4eHhWLNmDby8vJCQkAAAUKvVWLZsGVJSUhAQEAB/f3+kpqZKlwEBYOzYsZg7dy4SExOxdetWAMDy5csRHx/PO+2oS1WtBoxLY55k9DyF+KoAXMMofy98UWTs9h13//qyGACgGaJEmcmK0mr2PBER3Qp9OjxdvnwZjzzyCK5cuYJhw4Zh0qRJyMnJwciRIwEAzzzzDOrq6rBixQro9XrExMQgMzMTPj4+0mds2LABrq6uWLx4Merq6jBz5kxs374dSqVSqtm5cyeSkpKku/IWLlyITZs23dqdpX6nwdoEY30jgLZ323Wn58k+TUGIWgWT4RpC/Ww9UJf1XYeg4uo6nCw2wNVFgaggd5SZ6lDKnicioluiT4en9PT0TtcrFAqkpaUhLS2twxoPDw9s3LgRGzdu7LDG398fO3bs6GkzaZCy9y65KABfD9sfJXuIqr7W9aDv4haX7b41AAFD3AEAV0zmLre131k33M8D/p62fwiUG+vRaG2Cq7JfXY0nIup3+LcsUQvV9dZuzw5+fbyTO5Qutjsz7QPGTeZGmButHW4LXA9PIWoVACDA2xaeKmu6Dk8VNbZepqAh7vBwVcDVRYEmAWnqAyIiunkYnoiafVdZiw/P1iLp/053q77K1HynXXPoAQAfD1cpSHXW+9TUJFBabQtA9gHj9rvtutPzVG60bTvMRwUXhQJBPrY2lPKOOyKim47hiajZ3lMVaBLAyRIj6hs67zUCgKpr9mkKrocnF4VCmvOpsx4s/TULLFbb7JbDmi/XBTaHsKu1FjS1vI2uHeVGW8AKat5W42vrvSqp7t64JyEE9n9TCZOlqVv1RER0HcMTUbODZ68CAJoEcOlq13e8SXM8teh5AgC/5vedzTJuv7zm7+0Ot+YxSv7NPU/WJoHqus7HTF3vebJ9V3BzeOpuz9PRC1exatcZZHxX262gSERE1zE8EQH4rqIGF1pMTvldRddzLUnhaYhjeLL3RFV1Ml2BfVxTkI9KWuamdJHu1utq3FNFc8/TsCG27TVSeOpez9PpEttzGE0WgbeOFXdrGyIismF4IgLwyUnHmerPlcsIT16te57scz113Htk73ka1iI8AdfDUFfjnsrtA8abe540zZ9T2s3LdudbzCX19+xCjpUiIpKB4YkIQMYpW3ga6mH7I/FdpYzw1OqynX+3LtvZw4+Hw/LAboQnIcT1y3atxjx1NwRdbJ7FXKkA6hqa8OIn33RrOyIiYngiQuHVazhVYoSLAogKsoWR83Iu27Ue82S/bNdZeLIP+PZ17HkKbO5B6uyynbG+EfUNjoPNpQHj3bxsd/GKrefp3tts4e3Dr0pg6GKcFRER2TA80aB38Bvbg6EnjlAj2Ns2T9OFK7VotHZ+J1qXPU/dGPNkv0xnZ39f2UnPU0Vzr5Pa0w0ebrYJMu3h6YrJDEtj5+2uNTdKd+uFDXVDgLcbhLg+8SYREXWO4YkGPfvg8AnDfTHEXQEPVxdYGptQ1MVjUq60M88TYJs0E+i850kaMN6m56l5lvGajre1B5/gFtv6ebnB3dUFQly/E68j9l4nfy83qFwVCPWzPZD4+6ruPVOPiGiwY3iiQa+wytbjEurnCYVCgVEBtjDR2R135karNC5JO9TTYZ2/d9cPB76RMU/2cBTse31bhUKBkObJNku6eECwPTyN9Le12/5Mve/Z80RE1C0MTzToXQ9PthARFugFoPPwVNY8tkjl6iI9z87OPuZJX9v13XZBHdxt19mYp/IOgpc9PHU1XcGFytbhyfZfXrYjIuoehica1BqtTShuvjw3vLkH6fbm8HSuoqbD7ewzeWuH2nqrWupqzJPJ3IhrFtvElG2mKvDpuuepop3Ldva2ANefmdcR+512IwNa9Tz1k8t2QgjU1NRAiM5nYSciulkYnmhQKzXUo7FJwN3VRZozaXRzeOrsjjv7lAD23p6W7JferlmsMNa37X2y9yp5uyvhrXJtd9vOHtHS3mU7AAj1s7X7sr7zHiT7Zbswf6/m7ZrHPPWTnieTyYQ172fDZOr6jkgiopuB4YkGNXtgGOHvBZfmHqTRAc3hqbK2w94N+6WxELVnm3XeKlcENPc+FVW1DST2u+WCfNsGr4DmqQc6e0RLmRSeHHueRjSHocJ2vtNOCIEL9jFP9p6noR7S5/aXR7WoPL2c3QQiGsQYnmhQs1+qsgcP28+eULooYDI3SkGlNfugbO3QtgEIAIY3f1674amD2cUB2yNa/Lp4RMv1OaIcv3tEc+jrrAfpaq0FNfWNUCiu9zj5eblhiMoVQnTda0VERAxPNMjZe2lahic3pQtGNQeRjh7T0lnPE3A9mBRVtR1/1Fl4Ajq/466pSUh36rW+bDeyeR9KquvQ0MEcVfZLdrcN9YTK1fbHX6FQSPvf3Ut39Q1WFFSYu/0sPSKigYThiQY1+x1mIwMcLwPdETQEQMd33Nl7nkI66Hnq7BJaew8Fbqmz8KS/ZkGD1XYpsc0Emz4qqFxd0CQ6nq7gQvNjZ8ICvR2Wj+xGr1VLW7IKcaLEjLS957pVT0Q0kDA80aDWcsxTS1J46uAZd/ZwctvQDnqe7Jft2rkM1tEcT3adPaLFPkFmgLc73F0d//i27EHqaNyTfZqC0a3Ck/2SX2fjpezqG6zY9WUpAODoBX2X80oREQ00DE80aAkhpDFJrXuewoN8ALTf81RrboSxvhFA+3fbATfW89TZI1qkOZ7aGWze1fcCwDdltukXwoN9HJaP9LeFqe+vdj1dwcdfl6K6zrb/AsAHX1zuchsiooGE4YkGLf21BtSYbSFguF/3L9vZpynwUbnCx8OtzXqg5bQBdW2mHOjoocB2nT2ipdzQ/p120vfaw1MHl99OlxoBAJFaX4fl0mW7LnqehBD4R/YlAIC/p+2vj/fzLnPOJSIaVBieaNCy985ofD2kB+zajR5m64mpqrW0eUadfYLMjsY72dcpXRSwNDa16UGyX7bryYDxb5sHsI8K8G6zDui6x6uyxgyFArhT49Pudper6mDtYH4pAMgvqsbJYgPclQpMH+UFTzcXXLp6DSe+13e4DRHRQMPwRAOGEAKbjlxCfpm5Wz0h9ktUIwLazhnk5e4qjWdq3ft0fYLM9sc7AbY79uyX9FoGGUtjE/TXbPM3dTTmaVgnY55OFlcDAMbdpm5325GdjF0609zrFBbgDS93x8k5tUM94aZUwGJt6nB6BgDYeawQADD3riD4qFwwZ+wwAMD7J3jpjogGD4YnGjA+P3cFW7MKkV9mxl8/+77LeulOO//2J1wMD27/0t31R7N03PMEXL9013KuJ3tvkptS0eaZeNe3s4WyS1drHaYcsDYJnCqxBaBxw9sPTyNaXLZrHSDt4WlsiG+b7ZQuCunS5fdX2h/31NQk8Ok3FQCAB8YF2/47wfbfvSdLO5wegYhooGF4ogFj06ffST9vzSrE+3md94a0N8dTS3cMs4Wn1s+4607PU8vPbdkLJM3xNETV5pl4dqMDh8DXwxXXLFYp8AC2Z9Jds1jh6abE7c1ta80egGrMjTC0mqH8enjyabMdAIxpDov5l6vbXX+61IirtRZ4uytxT6gtgP0gVA1/b3fUmBvxBS/dEdEgwfBEfUpPH/qae6kKxy9WwdVFgTEBth6d3+76GufKO364r/3Os5GB7Y8f6mjQuDTmqYM77exC/dtOlPltc3tCOpjiAABcXBSYOMofAHDi0vVA8vVlAwDgLq0vlC7tBy9Pd6V0F1/rOZs6GixuFzs6AABw9PzVdtcf+bbSVnd7ANyUtr86XBQK3B8eCAA43Ly+r+IDhYmotzA8UZ/S04e+/q251+mB8cGIHe6BKaP90Ngk8NbR9i/fVRjrcbLYFkYmjfZvt8Yenlo/ILjEYH80S+c9T6HtPKLl8FnbZa8ptwd0uu3EUX4AgBPfV0nL7O2N6mC8k117PV71DVacb57jqb3LdgAw5Q5bCMq9VAVzY9tn3H3WHI7uHzPMYfm0iCAAwOGzXYenoqprePnAefz7GxPu/XMWMgpKu9ymt/CBwkTUWxieqM+R+9DXUyUGfHq2Ei4K4JexoVAoFFgyaTgA4F9fFuOapbHNNp82h5gJoUM7HLhtD08lhnqYmqc0EEKgVBrz1M3w1DxRZoO1CZ9/ewUAMP3OoE63vbe55yn3kl7qKSloDk/jOxjvZNdeeDpXboK1ScDPyw2aDuaIuiNoCAKHqFDf0IQvC6sd1pnMjchrvix3f7hjeLp/zDAoFLbLgmWdPK6lzmLF4q1H8daxYujrm1Df2IQ//PsUas1t///cLHygMBH1BoYn6vf+dvg8AGDBBC1GNF8qixk1FCMDvFBjbsRHX5W02ebgGVt4mtlJiBnq5S5NG2DvfTLUNaCuwdYr09VlO3uIKTPWw9xoRe6lKtSYGxHg7Y4Jw4d2uu2429RwV7qgssaMwqprsDYJFBQbpXWdaa/Hq+Vg8Y7GWikUCkxu7hHLbnXpLuf8VTQ2CYzw98KoVpc5/b3dMb55f458W9Fhu/73PxdRaqiHxleF+0d6ItTPAxU1Zmxu/v9HRNRfMDxRv3ah0oS9J22Xfv572u3ScheFAo/8cAQA4J3m2+vt6husyPrO1gM0o4seoDuCbEHBPo+RPYjdNtSzzdxQrQV4u8PTTQkhgGJ9nXSn2tSIYXDpYMySnYebUrqj7sQlPS5UmlDXYIWXuxKjOxgsbmefoyrruyuwNNrugDvdyZ12LUnhqfn42H12zn7JLrDd7aY1X8rr6NJdVa0FW5pD0tPTR2G0nxtSZo4GALz++QVcbucxNkREfRXDE/VrW46chxDArLHBuFPjGAz+X/RwuCkV+OqyQbrkBQDHLlbhmsWKYF8V7upg8LTd3Ls0AIBNh86hpLoOfzlkG1v1+NTRXbZNoVDg9ubw9bfD53GoOTxNj+g8sNm1HPfUncHidrMjgzHMR4XL+jq8l1sIa5NA7iXb2KnILsOTLRzlF1VLl9PMjVap7a0v2dlNi7Atzzp3pd0pCzYeOocacyPu0vrix3fZ9n/GmADEjg6ApbEJaR+e6nIgd625Eeszz+LZj87ifFXbyUuJiG4VhqdW/va3vyEsLAweHh6Ijo7G559/7uwmUQeKq+vwwRfFAIAnp9/eZn3gEBXmNIef337wNYz1tlv3D50pBwDMuDO4w0tYdo9OGok7NT7QX2vAor9lo7LGjOF+nnj43hHdamNqXARcFLZHmJyvrIXSRdFmwHVHJo60jXs6crYSO47ZBr53NVgcsE3wuXLGHQCAvxz6Dv/fx6dxqsQIlasLJnUxUH1EgBeG+3misUXgWrv3G1zW12Golxsm39F+z9P44UMROMQ2ZcErmWcd1h0+W4G3mwfu/3benXBpPuYKhQJ/WBAJd6ULDpypwOufXeiwXUe+rUTchs/wl0Pf4cOvy/F5YT1m/uUYXv/s/C27e4536xGRHcNTC++99x6Sk5Px7LPP4ssvv8SPfvQjzJs3D4WFhV1vTDfsu4oabM36Hp99X4eUD07j6fQv8V5uYbuPKfmuogaPv30CjU0CU+4IwD0j/Nr9zNS4CAR4u6Og2Ihl23Pxj+xL+LD50ltn453sXJUueP6BKACQZt7+1awxcHft3h+daRFB+GPz9gAQPdIPas/2J8dsLXqkbZ9KDPXSAG77dAJdefjeERju54nKGjO2Nz+L7uWfTZBmTe+M/dJd2oen8FLGN9L26xdPwBCVa7vbKF0UeG7BXQCArUcu4N/5tlCbff4KHn87D41NAg/crcWPWvVcjQ3xxR8WRAIA/pzxTZtpEvS1Fqz6Zz6W/O9xFFfXYbifJ5ZOGg4/Dxc0Ngms2fsN/nvHF+2eI3aGaw345GQpNn/+PT77/hr+9Mk5fPx1SafbtKend+sxdBENPO3/TThIrV+/HsuWLcNjjz0GAHj11Vexb98+bN68GWvXrnVauz77tvKG70jqrb+2u/v3v4BAfX09PDw8oEDb3h2rEKiz2CZyPF1iRH5RNS61mJfogt425ubf+SVQKE7i9mFDEKX1ha+nGwx1DcgoKIO5sQm+Hq74zZwIGI3XJ5O0/7Ly9vZGgKoJb/3yh3h4Ww5yL+mR2zxv0qgAL4wLdofRaISPj49DD5R9+yFDhkChUOCHYf5Y9IPb8MEXxQgPGoIH77nNodZkMnX4i1EIgQfv8keJfjQ2H7mA/xc9vHsHELaB2L+YMgrHLlRh8u0BmBUZjJiw9qdVaM3d1QW/mjUGKf/3FQDgqel3YOEEbbe2XXbfaBw4U4FLV69Jg/GfmHo7ZtwZ3Ol2CyZocarEiC1HzuPX//c1Xsk8i3KDGRZrE2aNDcLL/29Cu9v9PGYEvvhejw++LIbujWO4d5Q/xoeqcVlfh5zzV3G11gKFAvjF5DCkxI1Bk6UOos6A0JBg/Hn/eWScKsOBM+WYOmYYfjDSD17uSjRYm1Csr8OZshrkfa93eF7fBX0p3vvCNk4uItgHPwzzx21+nvD3doebUgEhgPqGJhjrG2Csa4CxvgE19Y2oqqnH2TKBS+98jZCh3hjmo8IwHxWGernDfiXVfho1NArUNVhR12CFwXQNh08V4b6xw+Hp4QFXFwWULgrpv9d/doGriwIuLgo0NQmYrU1oaLTCdK0erm7ucHe1rXdzdYGb0gVuSgXclC5QKhRorwNVCFz/M9h5BytRv3Jf+LAO/yF3qzA8NbNYLMjLy8Nvf/tbh+VxcXHIzs5udxuz2Qyz+fq/Xg0G27iUlr/Ie8Pv/+84Ll0Z+ANqXV0U+MHwIai7Voupd2pQ1+SCrPN6nC2vxbdF1/BtkeOdXIHuDRjvbkFj5UX8+u0voFAqsXz2BFwpKcLzb5/H8tkT8L+fnsHK+In44/Rh+PWH32H4UA88eLcWPxrhiT9s3QWFUolfPTgZQ4YMgclkgrGqEt9995203ZAhtsHZj0/0wxBRh9l3BqKs9PrdeyaTCRs/PoFfTh8LY1UlSkpKpG1arl8ZPxEPRETBR+WC4uJih/2wf2/rbQHgsR8MxWM/GNr8rh4lJSXd3vbeIGBBxBB4uSvx0F3e3f7eIQDSHx2Dt48VIz2vFPcM98UjUUMctu9o24SoIfjqOxX+c0GP76/ZemgmjRqKZ6dpUFle2uG2T8b441JJBU4UGvCfM7X4z5ki6TPDAjyxes4dGKf1QfWVcphMJtTor+BHPwjGiJ+MxoZDF3Gq1IT9X9Vi/1eX0J6wAE+MGeaB4koD7gjxw8nyOpyvvIYzhddwprC83W06UlbV8cSrnTlVerbrIiLq0kcrpyAssPMbZ+Sy/97udg+xICGEEMXFxQKA+M9//uOw/IUXXhBjxoxpd5vnnntOwNapwxdffPHFF1989fNXUVFRtzIDe55aaT2AWAjR4aDi1atXY9WqVdL7pqYmVFVVISAgoMuByLeK0WhEaGgoioqK4Ovb+Z1Wgx2PlTw8Xt3HY9V9PFbdx2PVfV0dK9E8XEOr7d7wBoanZoGBgVAqlSgrK3NYXlFRgeDg9sd6qFQqqFQqh2VDhw69WU28Ib6+vvzD1U08VvLweHUfj1X38Vh1H49V93V2rNRqdbc/h3fbNXN3d0d0dDT279/vsHz//v2YPHmyk1pFREREfQ17nlpYtWoVdDodJk6ciNjYWLz++usoLCzEE0884eymERERUR/B8NTCQw89hKtXr+L5559HaWkpoqKisHfvXowcOdLZTesxlUqF5557rs3lRWqLx0oeHq/u47HqPh6r7uOx6r7ePlYKIThzGxEREVF3ccwTERERkQwMT0REREQyMDwRERERycDwRERERCQDw9MAkJaWBoVC4fDSaDTSeiEE0tLSoNVq4enpiWnTpuHUqVNObLFzdXW8li5d2mb9pEmTnNhi5youLsajjz6KgIAAeHl54e6770ZeXp60nufXdV0dK55bNqNGjWpzHBQKBZ588kkAPKda6upY8Zy6rrGxEb///e8RFhYGT09PjB49Gs8//zyampqkmt46tzhVwQBx11134cCBA9J7pVIp/fzSSy9h/fr12L59O8aMGYM//elPmD17Ns6ePQsfHx9nNNfpOjteADB37ly8+eab0nt3d/db1ra+RK/XY8qUKZg+fTo++eQTBAUF4fz58w4z6fP8sunOsQJ4bgFAbm4urFar9L6goACzZ8/Gz372MwA8p1rq6lgBPKfs/vznP2PLli34xz/+gbvuugsnTpzAL37xC6jVajz99NMAevHc6vGTdKnPeO6558SECRPaXdfU1CQ0Go148cUXpWX19fVCrVaLLVu23KIW9i2dHS8hhFiyZIl44IEHbll7+rLf/OY34r777utwPc+v67o6VkLw3OrI008/LW6//XbR1NTEc6oLLY+VEDynWpo/f7745S9/6bBs0aJF4tFHHxVC9O7fV7xsN0CcO3cOWq0WYWFhePjhh3HhwgUAwMWLF1FWVoa4uDipVqVSYerUqcjOznZWc52uo+Nld/jwYQQFBWHMmDFITExERUWFk1rqXB9++CEmTpyIn/3sZwgKCsI999yDbdu2Set5fl3X1bGy47nlyGKxYMeOHfjlL38JhULBc6oTrY+VHc8pm/vuuw8HDx7Et99+CwD46quvkJWVhR//+McAevfvK4anASAmJgZvvfUW9u3bh23btqGsrAyTJ0/G1atXpQcdt364cXBwcJuHIA8WnR0vAJg3bx527tyJQ4cOYd26dcjNzcWMGTNgNpud3PJb78KFC9i8eTPCw8Oxb98+PPHEE0hKSsJbb70FADy/WujqWAE8t9rzr3/9C9XV1Vi6dCkAnlOdaX2sAJ5TLf3mN7/BI488gjvvvBNubm645557kJycjEceeQRAL59bN95RRn2NyWQSwcHBYt26deI///mPACBKSkocah577DExZ84cJ7Wwb2l5vNpTUlIi3NzcxK5du25xy5zPzc1NxMbGOixbuXKlmDRpkhBC8Pxqoatj1Z7BfG7ZxcXFifj4eOk9z6mOtT5W7RnM59S7774rhg8fLt59913x9ddfi7feekv4+/uL7du3CyF699xiz9MA5O3tjXHjxuHcuXPSXWStU3VFRUWb9D1YtTxe7QkJCcHIkSM7XD+QhYSEIDIy0mHZ2LFjUVhYCAA8v1ro6lh1tM1gPbcA4Pvvv8eBAwfw2GOPSct4TrWvvWPVnsF8Tv3617/Gb3/7Wzz88MMYN24cdDodfvWrX2Ht2rUAevfcYngagMxmM86cOYOQkBCEhYVBo9Fg//790nqLxYIjR45g8uTJTmxl39HyeLXn6tWrKCoq6nD9QDZlyhScPXvWYdm3334rPSyb59d1XR2r9gzmcwsA3nzzTQQFBWH+/PnSMp5T7WvvWLVnMJ9T165dg4uLY6xRKpXSVAW9em71Wn8ZOU1KSoo4fPiwuHDhgsjJyRHx8fHCx8dHXLp0SQghxIsvvijUarX44IMPxMmTJ8UjjzwiQkJChNFodHLLnaOz41VTUyNSUlJEdna2uHjxovj0009FbGysuO222wbl8Tp+/LhwdXUVL7zwgjh37pzYuXOn8PLyEjt27JBqeH7ZdHWseG45slqtYsSIEeI3v/lNm3U8pxx1dKx4TjlasmSJuO2228THH38sLl68KD744AMRGBgonnnmGammt84thqcB4KGHHhIhISHCzc1NaLVasWjRInHq1ClpfVNTk3juueeERqMRKpVK3H///eLkyZNObLFzdXa8rl27JuLi4sSwYcOEm5ubGDFihFiyZIkoLCx0cqud56OPPhJRUVFCpVKJO++8U7z++usO63l+XdfZseK55Wjfvn0CgDh79mybdTynHHV0rHhOOTIajeLpp58WI0aMEB4eHmL06NHi2WefFWazWarprXNLIYQQN9hTRkRERDRocMwTERERkQwMT0REREQyMDwRERERycDwRERERCQDwxMRERGRDAxPRERERDIwPBERERHJwPBEREREJAPDExFRB5YuXYoHH3yw05pp06YhOTn5lrSHiPoGhiciGhQYcoiotzA8EREREcnA8EREA97SpUtx5MgRvPbaa1AoFFAoFDh//jyWLVuGsLAweHp6IiIiAq+99lq72//xj39EUFAQfH198fjjj8NisXT4XRaLBc888wxuu+02eHt7IyYmBocPH75Je0ZEzuDq7AYQEd1sr732Gr799ltERUXh+eefBwD4+flh+PDh+Oc//4nAwEBkZ2dj+fLlCAkJweLFi6VtDx48CA8PD3z66ae4dOkSfvGLXyAwMBAvvPBCu9/1i1/8ApcuXUJ6ejq0Wi12796NuXPn4uTJkwgPD78l+0tEN5dCCCGc3Qgioptt2rRpuPvuu/Hqq692WPPkk0+ivLwc77//PgBbj9VHH32EoqIieHl5AQC2bNmCX//61zAYDHBxcXH43PPnzyM8PByXL1+GVquVPnfWrFn44Q9/iDVr1tzUfSSiW4M9T0Q0aG3ZsgV///vf8f3336Ourg4WiwV33323Q82ECROk4AQAsbGxMJlMKCoqwsiRIx1qv/jiCwghMGbMGIflZrMZAQEBN20/iOjWYngiokHpn//8J371q19h3bp1iI2NhY+PD15++WUcO3asW9srFIo2y5qamqBUKpGXlwelUumwbsiQIb3SbiJyPoYnIhoU3N3dYbVapfeff/45Jk+ejBUrVkjLzp8/32a7r776CnV1dfD09AQA5OTkYMiQIRg+fHib2nvuuQdWqxUVFRX40Y9+dBP2goj6At5tR0SDwqhRo3Ds2DFcunQJV65cwR133IETJ05g3759+Pbbb/E///M/yM3NbbOdxWLBsmXLcPr0aXzyySd47rnn8NRTT8HFpe1fn2PGjMHPf/5z/Nd//Rc++OADXLx4Ebm5ufjzn/+MvXv33ordJKJbgOGJiAaF1NRUKJVKREZGYtiwYZg7dy4WLVqEhx56CDExMbh69apDL5TdzJkzER4ejvvvvx+LFy/GggULkJaW1uH3vPnmm/iv//ovpKSkICIiAgsXLsSxY8cQGhp6E/eOiG4l3m1HREREJAN7noiIiIhkYHgiIiIikoHhiYiIiEgGhiciIiIiGRieiIiIiGRgeCIiIiKSgeGJiIiISAaGJyIiIiIZGJ6IiIiIZGB4IiIiIpKB4YmIiIhIhv8f74+ZYAiTbk8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=0\n",
    "for i in num_cols:\n",
    "    sns.histplot(data = df,x = i,kde = True)\n",
    "    print('\\n')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "40177674",
   "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>carat</th>\n",
       "      <th>cut</th>\n",
       "      <th>color</th>\n",
       "      <th>clarity</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.52</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>62.2</td>\n",
       "      <td>58.0</td>\n",
       "      <td>7.27</td>\n",
       "      <td>7.33</td>\n",
       "      <td>4.55</td>\n",
       "      <td>13619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.03</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>62.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>8.06</td>\n",
       "      <td>8.12</td>\n",
       "      <td>5.05</td>\n",
       "      <td>13387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.70</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>61.2</td>\n",
       "      <td>57.0</td>\n",
       "      <td>5.69</td>\n",
       "      <td>5.73</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.32</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>61.6</td>\n",
       "      <td>56.0</td>\n",
       "      <td>4.38</td>\n",
       "      <td>4.41</td>\n",
       "      <td>2.71</td>\n",
       "      <td>666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.70</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>62.6</td>\n",
       "      <td>59.0</td>\n",
       "      <td>7.65</td>\n",
       "      <td>7.61</td>\n",
       "      <td>4.77</td>\n",
       "      <td>14453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.51</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>62.8</td>\n",
       "      <td>58.0</td>\n",
       "      <td>7.34</td>\n",
       "      <td>7.29</td>\n",
       "      <td>4.59</td>\n",
       "      <td>7506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.74</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>61.8</td>\n",
       "      <td>57.0</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.79</td>\n",
       "      <td>3.57</td>\n",
       "      <td>3229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.34</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>62.5</td>\n",
       "      <td>57.0</td>\n",
       "      <td>7.00</td>\n",
       "      <td>7.05</td>\n",
       "      <td>4.38</td>\n",
       "      <td>6224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.30</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>62.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>4.35</td>\n",
       "      <td>4.37</td>\n",
       "      <td>2.70</td>\n",
       "      <td>886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.30</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>63.6</td>\n",
       "      <td>57.0</td>\n",
       "      <td>4.26</td>\n",
       "      <td>4.28</td>\n",
       "      <td>2.72</td>\n",
       "      <td>421</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   carat  cut  color  clarity  depth  table     x     y     z  price\n",
       "0   1.52    3      2        5   62.2   58.0  7.27  7.33  4.55  13619\n",
       "1   2.03    4      6        3   62.0   58.0  8.06  8.12  5.05  13387\n",
       "2   0.70    2      3        4   61.2   57.0  5.69  5.73  3.50   2772\n",
       "3   0.32    2      3        4   61.6   56.0  4.38  4.41  2.71    666\n",
       "4   1.70    3      3        5   62.6   59.0  7.65  7.61  4.77  14453\n",
       "5   1.51    4      6        2   62.8   58.0  7.34  7.29  4.59   7506\n",
       "6   0.74    2      1        5   61.8   57.0  5.76  5.79  3.57   3229\n",
       "7   1.34    3      3        3   62.5   57.0  7.00  7.05  4.38   6224\n",
       "8   0.30    2      2        1   62.0   56.0  4.35  4.37  2.70    886\n",
       "9   0.30    1      6        4   63.6   57.0  4.26  4.28  2.72    421"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "le = LabelEncoder()\n",
    "\n",
    "for col in cat_cols:\n",
    "    df[col] = le.fit_transform(df[col])\n",
    "    \n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "7b22de14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=0\n",
    "for i in cat_cols:\n",
    "    sns.histplot(data = df,x = i,kde = False)\n",
    "    print('\\n')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc587082",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}