diff --git a/Body Fat Prediction/BodyFatPrediction.ipynb b/Body Fat Prediction/BodyFatPrediction.ipynb
new file mode 100644
index 00000000..f2514365
--- /dev/null
+++ b/Body Fat Prediction/BodyFatPrediction.ipynb	
@@ -0,0 +1,1037 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "31d3af1e",
+   "metadata": {},
+   "source": [
+    "# Body Fat Prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "a95e6bee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# To ignore Warning\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b9c652ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('bodyfat.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "47650419",
+   "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>Density</th>\n",
+       "      <th>BodyFat</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Neck</th>\n",
+       "      <th>Chest</th>\n",
+       "      <th>Abdomen</th>\n",
+       "      <th>Hip</th>\n",
+       "      <th>Thigh</th>\n",
+       "      <th>Knee</th>\n",
+       "      <th>Ankle</th>\n",
+       "      <th>Biceps</th>\n",
+       "      <th>Forearm</th>\n",
+       "      <th>Wrist</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0708</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>23</td>\n",
+       "      <td>154.25</td>\n",
+       "      <td>67.75</td>\n",
+       "      <td>36.2</td>\n",
+       "      <td>93.1</td>\n",
+       "      <td>85.2</td>\n",
+       "      <td>94.5</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>21.9</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>27.4</td>\n",
+       "      <td>17.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0853</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>22</td>\n",
+       "      <td>173.25</td>\n",
+       "      <td>72.25</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>93.6</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>98.7</td>\n",
+       "      <td>58.7</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>23.4</td>\n",
+       "      <td>30.5</td>\n",
+       "      <td>28.9</td>\n",
+       "      <td>18.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0414</td>\n",
+       "      <td>25.3</td>\n",
+       "      <td>22</td>\n",
+       "      <td>154.00</td>\n",
+       "      <td>66.25</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>95.8</td>\n",
+       "      <td>87.9</td>\n",
+       "      <td>99.2</td>\n",
+       "      <td>59.6</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>28.8</td>\n",
+       "      <td>25.2</td>\n",
+       "      <td>16.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0751</td>\n",
+       "      <td>10.4</td>\n",
+       "      <td>26</td>\n",
+       "      <td>184.75</td>\n",
+       "      <td>72.25</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>101.8</td>\n",
+       "      <td>86.4</td>\n",
+       "      <td>101.2</td>\n",
+       "      <td>60.1</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>22.8</td>\n",
+       "      <td>32.4</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>18.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.0340</td>\n",
+       "      <td>28.7</td>\n",
+       "      <td>24</td>\n",
+       "      <td>184.25</td>\n",
+       "      <td>71.25</td>\n",
+       "      <td>34.4</td>\n",
+       "      <td>97.3</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>101.9</td>\n",
+       "      <td>63.2</td>\n",
+       "      <td>42.2</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>32.2</td>\n",
+       "      <td>27.7</td>\n",
+       "      <td>17.7</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Density  BodyFat  Age  Weight  Height  Neck  Chest  Abdomen    Hip  Thigh  \\\n",
+       "0   1.0708     12.3   23  154.25   67.75  36.2   93.1     85.2   94.5   59.0   \n",
+       "1   1.0853      6.1   22  173.25   72.25  38.5   93.6     83.0   98.7   58.7   \n",
+       "2   1.0414     25.3   22  154.00   66.25  34.0   95.8     87.9   99.2   59.6   \n",
+       "3   1.0751     10.4   26  184.75   72.25  37.4  101.8     86.4  101.2   60.1   \n",
+       "4   1.0340     28.7   24  184.25   71.25  34.4   97.3    100.0  101.9   63.2   \n",
+       "\n",
+       "   Knee  Ankle  Biceps  Forearm  Wrist  \n",
+       "0  37.3   21.9    32.0     27.4   17.1  \n",
+       "1  37.3   23.4    30.5     28.9   18.2  \n",
+       "2  38.9   24.0    28.8     25.2   16.6  \n",
+       "3  37.3   22.8    32.4     29.4   18.2  \n",
+       "4  42.2   24.0    32.2     27.7   17.7  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "42ff31d6",
+   "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>Density</th>\n",
+       "      <th>BodyFat</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Neck</th>\n",
+       "      <th>Chest</th>\n",
+       "      <th>Abdomen</th>\n",
+       "      <th>Hip</th>\n",
+       "      <th>Thigh</th>\n",
+       "      <th>Knee</th>\n",
+       "      <th>Ankle</th>\n",
+       "      <th>Biceps</th>\n",
+       "      <th>Forearm</th>\n",
+       "      <th>Wrist</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>247</th>\n",
+       "      <td>1.0736</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>134.25</td>\n",
+       "      <td>67.00</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>89.2</td>\n",
+       "      <td>83.6</td>\n",
+       "      <td>88.8</td>\n",
+       "      <td>49.6</td>\n",
+       "      <td>34.8</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>25.6</td>\n",
+       "      <td>25.7</td>\n",
+       "      <td>18.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>248</th>\n",
+       "      <td>1.0236</td>\n",
+       "      <td>33.6</td>\n",
+       "      <td>72</td>\n",
+       "      <td>201.00</td>\n",
+       "      <td>69.75</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>108.5</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>104.5</td>\n",
+       "      <td>59.6</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>23.2</td>\n",
+       "      <td>35.2</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>20.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>249</th>\n",
+       "      <td>1.0328</td>\n",
+       "      <td>29.3</td>\n",
+       "      <td>72</td>\n",
+       "      <td>186.75</td>\n",
+       "      <td>66.00</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>111.1</td>\n",
+       "      <td>111.5</td>\n",
+       "      <td>101.7</td>\n",
+       "      <td>60.3</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>21.5</td>\n",
+       "      <td>31.3</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>18.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>250</th>\n",
+       "      <td>1.0399</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>190.75</td>\n",
+       "      <td>70.50</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>108.3</td>\n",
+       "      <td>101.3</td>\n",
+       "      <td>97.8</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>41.6</td>\n",
+       "      <td>22.7</td>\n",
+       "      <td>30.5</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>19.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>251</th>\n",
+       "      <td>1.0271</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>74</td>\n",
+       "      <td>207.50</td>\n",
+       "      <td>70.00</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>112.4</td>\n",
+       "      <td>108.5</td>\n",
+       "      <td>107.1</td>\n",
+       "      <td>59.3</td>\n",
+       "      <td>42.2</td>\n",
+       "      <td>24.6</td>\n",
+       "      <td>33.7</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>20.9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Density  BodyFat  Age  Weight  Height  Neck  Chest  Abdomen    Hip  \\\n",
+       "247   1.0736     11.0   70  134.25   67.00  34.9   89.2     83.6   88.8   \n",
+       "248   1.0236     33.6   72  201.00   69.75  40.9  108.5    105.0  104.5   \n",
+       "249   1.0328     29.3   72  186.75   66.00  38.9  111.1    111.5  101.7   \n",
+       "250   1.0399     26.0   72  190.75   70.50  38.9  108.3    101.3   97.8   \n",
+       "251   1.0271     31.9   74  207.50   70.00  40.8  112.4    108.5  107.1   \n",
+       "\n",
+       "     Thigh  Knee  Ankle  Biceps  Forearm  Wrist  \n",
+       "247   49.6  34.8   21.5    25.6     25.7   18.5  \n",
+       "248   59.6  40.8   23.2    35.2     28.6   20.1  \n",
+       "249   60.3  37.3   21.5    31.3     27.2   18.0  \n",
+       "250   56.0  41.6   22.7    30.5     29.4   19.8  \n",
+       "251   59.3  42.2   24.6    33.7     30.0   20.9  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.tail()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a5e1a0d",
+   "metadata": {},
+   "source": [
+    "The features are usually all columns except the label(s) in a dataset and as the problem statement we are tackling is of Body Fat Prediction the target feature or label of this dataset will be the Body Fat of an individual"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "12a6fe29",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Features: ['Density', 'Age', 'Weight', 'Height', 'Neck', 'Chest', 'Abdomen', 'Hip', 'Thigh', 'Knee', 'Ankle', 'Biceps', 'Forearm', 'Wrist']\n",
+      "Label: BodyFat\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Exploring features and labels of the dataset\n",
+    "\n",
+    "features = df.columns.tolist()\n",
+    "label = 'BodyFat'\n",
+    "features.remove(label)\n",
+    "print('Features:', features)\n",
+    "print('Label:',label)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "48e3653c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(252, 15)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Exploring the size and shape of the dataset\n",
+    "\n",
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "762d7665",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Data types of features:\n",
+      "Density    float64\n",
+      "Age          int64\n",
+      "Weight     float64\n",
+      "Height     float64\n",
+      "Neck       float64\n",
+      "Chest      float64\n",
+      "Abdomen    float64\n",
+      "Hip        float64\n",
+      "Thigh      float64\n",
+      "Knee       float64\n",
+      "Ankle      float64\n",
+      "Biceps     float64\n",
+      "Forearm    float64\n",
+      "Wrist      float64\n",
+      "dtype: object\n",
+      "\n",
+      "Data type of label:\n",
+      "BodyFat    float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Datatype of features and labels\n",
+    "\n",
+    "print(\"Data types of features:\")\n",
+    "print(df[features].dtypes)\n",
+    "print(\"\\nData type of label:\")\n",
+    "print(\"BodyFat   \", df[label].dtype)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "80f5cbcd",
+   "metadata": {},
+   "source": [
+    "There's no need to perform datatype conversion for the features or the label."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "772e9356",
+   "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>Density</th>\n",
+       "      <th>BodyFat</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Weight</th>\n",
+       "      <th>Height</th>\n",
+       "      <th>Neck</th>\n",
+       "      <th>Chest</th>\n",
+       "      <th>Abdomen</th>\n",
+       "      <th>Hip</th>\n",
+       "      <th>Thigh</th>\n",
+       "      <th>Knee</th>\n",
+       "      <th>Ankle</th>\n",
+       "      <th>Biceps</th>\n",
+       "      <th>Forearm</th>\n",
+       "      <th>Wrist</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "      <td>252.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1.055574</td>\n",
+       "      <td>19.150794</td>\n",
+       "      <td>44.884921</td>\n",
+       "      <td>178.924405</td>\n",
+       "      <td>70.148810</td>\n",
+       "      <td>37.992063</td>\n",
+       "      <td>100.824206</td>\n",
+       "      <td>92.555952</td>\n",
+       "      <td>99.904762</td>\n",
+       "      <td>59.405952</td>\n",
+       "      <td>38.590476</td>\n",
+       "      <td>23.102381</td>\n",
+       "      <td>32.273413</td>\n",
+       "      <td>28.663889</td>\n",
+       "      <td>18.229762</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.019031</td>\n",
+       "      <td>8.368740</td>\n",
+       "      <td>12.602040</td>\n",
+       "      <td>29.389160</td>\n",
+       "      <td>3.662856</td>\n",
+       "      <td>2.430913</td>\n",
+       "      <td>8.430476</td>\n",
+       "      <td>10.783077</td>\n",
+       "      <td>7.164058</td>\n",
+       "      <td>5.249952</td>\n",
+       "      <td>2.411805</td>\n",
+       "      <td>1.694893</td>\n",
+       "      <td>3.021274</td>\n",
+       "      <td>2.020691</td>\n",
+       "      <td>0.933585</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.995000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>118.500000</td>\n",
+       "      <td>29.500000</td>\n",
+       "      <td>31.100000</td>\n",
+       "      <td>79.300000</td>\n",
+       "      <td>69.400000</td>\n",
+       "      <td>85.000000</td>\n",
+       "      <td>47.200000</td>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>19.100000</td>\n",
+       "      <td>24.800000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>15.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>1.041400</td>\n",
+       "      <td>12.475000</td>\n",
+       "      <td>35.750000</td>\n",
+       "      <td>159.000000</td>\n",
+       "      <td>68.250000</td>\n",
+       "      <td>36.400000</td>\n",
+       "      <td>94.350000</td>\n",
+       "      <td>84.575000</td>\n",
+       "      <td>95.500000</td>\n",
+       "      <td>56.000000</td>\n",
+       "      <td>36.975000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>30.200000</td>\n",
+       "      <td>27.300000</td>\n",
+       "      <td>17.600000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1.054900</td>\n",
+       "      <td>19.200000</td>\n",
+       "      <td>43.000000</td>\n",
+       "      <td>176.500000</td>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>38.000000</td>\n",
+       "      <td>99.650000</td>\n",
+       "      <td>90.950000</td>\n",
+       "      <td>99.300000</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>38.500000</td>\n",
+       "      <td>22.800000</td>\n",
+       "      <td>32.050000</td>\n",
+       "      <td>28.700000</td>\n",
+       "      <td>18.300000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.070400</td>\n",
+       "      <td>25.300000</td>\n",
+       "      <td>54.000000</td>\n",
+       "      <td>197.000000</td>\n",
+       "      <td>72.250000</td>\n",
+       "      <td>39.425000</td>\n",
+       "      <td>105.375000</td>\n",
+       "      <td>99.325000</td>\n",
+       "      <td>103.525000</td>\n",
+       "      <td>62.350000</td>\n",
+       "      <td>39.925000</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>34.325000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>18.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.108900</td>\n",
+       "      <td>47.500000</td>\n",
+       "      <td>81.000000</td>\n",
+       "      <td>363.150000</td>\n",
+       "      <td>77.750000</td>\n",
+       "      <td>51.200000</td>\n",
+       "      <td>136.200000</td>\n",
+       "      <td>148.100000</td>\n",
+       "      <td>147.700000</td>\n",
+       "      <td>87.300000</td>\n",
+       "      <td>49.100000</td>\n",
+       "      <td>33.900000</td>\n",
+       "      <td>45.000000</td>\n",
+       "      <td>34.900000</td>\n",
+       "      <td>21.400000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Density     BodyFat         Age      Weight      Height        Neck  \\\n",
+       "count  252.000000  252.000000  252.000000  252.000000  252.000000  252.000000   \n",
+       "mean     1.055574   19.150794   44.884921  178.924405   70.148810   37.992063   \n",
+       "std      0.019031    8.368740   12.602040   29.389160    3.662856    2.430913   \n",
+       "min      0.995000    0.000000   22.000000  118.500000   29.500000   31.100000   \n",
+       "25%      1.041400   12.475000   35.750000  159.000000   68.250000   36.400000   \n",
+       "50%      1.054900   19.200000   43.000000  176.500000   70.000000   38.000000   \n",
+       "75%      1.070400   25.300000   54.000000  197.000000   72.250000   39.425000   \n",
+       "max      1.108900   47.500000   81.000000  363.150000   77.750000   51.200000   \n",
+       "\n",
+       "            Chest     Abdomen         Hip       Thigh        Knee       Ankle  \\\n",
+       "count  252.000000  252.000000  252.000000  252.000000  252.000000  252.000000   \n",
+       "mean   100.824206   92.555952   99.904762   59.405952   38.590476   23.102381   \n",
+       "std      8.430476   10.783077    7.164058    5.249952    2.411805    1.694893   \n",
+       "min     79.300000   69.400000   85.000000   47.200000   33.000000   19.100000   \n",
+       "25%     94.350000   84.575000   95.500000   56.000000   36.975000   22.000000   \n",
+       "50%     99.650000   90.950000   99.300000   59.000000   38.500000   22.800000   \n",
+       "75%    105.375000   99.325000  103.525000   62.350000   39.925000   24.000000   \n",
+       "max    136.200000  148.100000  147.700000   87.300000   49.100000   33.900000   \n",
+       "\n",
+       "           Biceps     Forearm       Wrist  \n",
+       "count  252.000000  252.000000  252.000000  \n",
+       "mean    32.273413   28.663889   18.229762  \n",
+       "std      3.021274    2.020691    0.933585  \n",
+       "min     24.800000   21.000000   15.800000  \n",
+       "25%     30.200000   27.300000   17.600000  \n",
+       "50%     32.050000   28.700000   18.300000  \n",
+       "75%     34.325000   30.000000   18.800000  \n",
+       "max     45.000000   34.900000   21.400000  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Exploring Statistical Summary of the dataset\n",
+    "\n",
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "574717c5",
+   "metadata": {},
+   "source": [
+    "### Outliers\n",
+    "Outlier is an observation in a given dataset that lies far from the rest of the observations. An outlier may occur due to the variability in the data, or due to experimental error/human error.\n",
+    "\n",
+    "Some of the visualization technique to detect outliers are as follow - \n",
+    "1. Box Plot - A box plot is a standardized way of displaying the distribution of data based on a five-number summary: minimum, first quartile (Q1), median, third quartile (Q3), and maximum. Outliers can be identified as data points that fall outside the whiskers of the box plot, which typically extend to 1.5 times the interquartile range (IQR) above Q3 and below Q1.\n",
+    "\n",
+    "2. Scatter Plot - Scatter plots visualize individual data points, making it easy to identify outliers that deviate significantly from the overall pattern of the data. Outliers can be visually identified as data points that lie far from the main cluster of points.\n",
+    "\n",
+    "3. Histogram - Histograms display the distribution of a single variable by dividing the data into bins and counting the number of observations in each bin. Outliers can be identified by examining bins with unusually high/low frequencies compared to others. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "82426a80",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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f+ta0tbXl3e9+dz72sY9laGgoW7duzTXXXOPSRwAAAABOqDmFsJ/97Gd5z3vek0OHDqVSqeT888/P1772tfzGb/xGkuTmm29OTU1NLr/88hw5ciQXX3xxPvGJT8w8v7a2Nl/+8pfzgQ98IOvWrcvpp5+eTZs25aMf/ejCvisAAAAA+AUrpqampooeYq7GxsZSqVQyOjqaVatWFT0OAAAAAAU61lZ03GuEAQAAAMBSIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUApCGAAAAAClIIQBAAAAUAqnFD0AwGKYmJjIwMBARkZG0tDQkPb29tTW1hY9FgAAAItICAOWvb6+vlSr1QwNDc081tTUlK6urnR2dhY4GQAAAIvJpZHAstbX15fe3t60trZmx44duf3227Njx460tramt7c3fX19RY8IAADAIlkxNTU1VfQQczU2NpZKpZLR0dGsWrWq6HGAk9TExETe/e53p7W1Ndu2bUtNzc/b/+TkZLq7u/Pggw/mtttuc5kkAADAEnasrcgZYcCyNTAwkKGhoWzcuHFWBEuSmpqabNiwIYcOHcrAwEBBEwIAALCYhDBg2RoZGUmStLa2HnX79OPT+wEAALC8CWHAstXQ0JAkOXDgwFG3Tz8+vR8AAADLmxAGLFvt7e1pamrK7t27Mzk5OWvb5ORk9uzZk+bm5rS3txc0IQAAAItJCAOWrdra2nR1daW/vz/d3d3Zv39/nnjiiezfvz/d3d3p7+/P1VdfbaF8AACAknDXSGDZ6+vrS7VazdDQ0Mxjzc3Nufrqq9PZ2VngZAAAACyEY21FQhhQChMTExkYGMjIyEgaGhrS3t7uTDAAAIBl4lhb0SmLOBNAYWpra7N27dqixwAAAKBA1ggDAAAAoBSEMAAAAABKQQgDAAAAoBSEMAAAAABKQQgDAAAAoBSEMAAAAABKQQgDAAAAoBSEMAAAAABKQQgDAAAAoBSEMAAAAABKQQgDAAAAoBSEMAAAAABKQQgDAAAAoBSEMAAAAABKQQgDAAAAoBSEMAAAAABKQQgDAAAAoBSEMAAAAABKYU4h7Kabbsqv//qv58wzz8w555yTd77znbn//vtn7fOmN70pK1asmPXV1dU1a5/BwcFcdtllOe2003LOOefkQx/6UJ566qnjfzcAAAAA8BxOmcvOd911V6655pr8+q//ep566qls2bIlb33rW/P//r//b04//fSZ/d7//vfnox/96Mz3p5122sw/T0xM5LLLLktTU1PuvvvuHDp0KO95z3vyghe8INu3b1+AtwQAAAAAz7Ziampqar5Pfuihh3LOOefkrrvuSmdnZ5Knzwhbu3ZtbrnllqM+54477sjb3/72HDx4MI2NjUmSarWaD3/4w3nooYdSV1f3S487NjaWSqWS0dHRrFq1ar7jAwAAALAMHGsrOq41wkZHR5MkZ5999qzHd+/enRe96EV5zWtekxtuuCFPPPHEzLa9e/emvb19JoIlycUXX5yxsbHs37//qMc5cuRIxsbGZn0BAAAAwFzM6dLIZ5qcnMwHP/jBrF+/Pq95zWtmHt+wYUNe9rKXZfXq1bn33nvz4Q9/OPfff3/+6q/+KkkyNDQ0K4Ilmfl+aGjoqMe66aab0tvbO99RAQAAAGD+Ieyaa67Jfffdl29/+9uzHr/qqqtm/rm9vT3Nzc1585vfnB/96Ed5xSteMa9j3XDDDbn++utnvh8bG8u55547v8EBAAAAKKV5XRp57bXX5stf/nL+63/9r3npS1/6vPtedNFFSZIf/vCHSZKmpqYMDw/P2mf6+6ampqO+Rn19fVatWjXrCwAAAADmYk4hbGpqKtdee23++q//Ot/4xjfS2tr6S5+zb9++JElzc3OSZN26dRkYGMjPfvazmX2+/vWvZ9WqVWlra5vLOAAAAABwzOZ0aeQ111yTPXv25G/+5m9y5plnzqzpValUcuqpp+ZHP/pR9uzZk0svvTQNDQ259957c91116WzszPnn39+kuStb31r2tra8u53vzsf+9jHMjQ0lK1bt+aaa65JfX39wr9DAAAAAEiyYmpqauqYd16x4qiPf+Yzn8kVV1yRn/zkJ/m93/u93HfffXn88cdz7rnn5l//63+drVu3zrqc8X/8j/+RD3zgA/nmN7+Z008/PZs2bcof/MEf5JRTjq3LHestMYHl5/DhwxkcHCx0hpaWlqxcubLQGQAAAPi5Y21FcwphJwshDMrrgQceSFdXV6EzVKvVrFmzptAZAAAA+LljbUXzvmskQBFaWlpSrVbn9dzBwcFs3749W7ZsSUtLy3HNAAAAwNIjhAFLysqVK4/7bKyWlhZndAEAAJTQnO4aCQAAAABLlRAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUghAGAAAAQCkIYQAAAACUwpxC2E033ZRf//Vfz5lnnplzzjkn73znO3P//ffP2ufw4cO55ppr0tDQkDPOOCOXX355hoeHZ+0zODiYyy67LKeddlrOOeecfOhDH8pTTz11/O8GAAAAAJ7DnELYXXfdlWuuuSb9/f35+te/nieffDJvfetb8/jjj8/sc9111+W//Jf/ks997nO56667cvDgwfzWb/3WzPaJiYlcdtllGR8fz913351du3bl1ltvzUc+8pGFe1cAAAAA8AtWTE1NTc33yQ899FDOOeec3HXXXens7Mzo6Ghe/OIXZ8+ePXnXu96VJPn7v//7vOpVr8revXvT0dGRO+64I29/+9tz8ODBNDY2Jkmq1Wo+/OEP56GHHkpdXd0vPe7Y2FgqlUpGR0ezatWq+Y4PlMwDDzyQrq6uVKvVrFmzpuhxAAAAWCDH2oqOa42w0dHRJMnZZ5+dJPnBD36QJ598Mm95y1tm9nnlK1+ZlpaW7N27N0myd+/etLe3z0SwJLn44oszNjaW/fv3H/U4R44cydjY2KwvAAAAAJiLeYewycnJfPCDH8z69evzmte8JkkyNDSUurq6nHXWWbP2bWxszNDQ0Mw+z4xg09untx3NTTfdlEqlMvN17rnnzndsAAAAAEpq3iHsmmuuyX333Ze/+Iu/WMh5juqGG27I6OjozNdPfvKTE35MAAAAAJaXU+bzpGuvvTZf/vKX09fXl5e+9KUzjzc1NWV8fDyPPPLIrLPChoeH09TUNLPP9773vVmvN31Xyel9flF9fX3q6+vnMyoAAAAAJJnjGWFTU1O59tpr89d//df5xje+kdbW1lnbL7zwwrzgBS/InXfeOfPY/fffn8HBwaxbty5Jsm7dugwMDORnP/vZzD5f//rXs2rVqrS1tR3PewEAAACA5zSnM8Kuueaa7NmzJ3/zN3+TM888c2ZNr0qlklNPPTWVSiVXXnllrr/++px99tlZtWpVNm/enHXr1qWjoyNJ8ta3vjVtbW1597vfnY997GMZGhrK1q1bc8011zjrCwAAAIATZk4h7JOf/GSS5E1vetOsxz/zmc/kiiuuSJLcfPPNqampyeWXX54jR47k4osvzic+8YmZfWtra/PlL385H/jAB7Ju3bqcfvrp2bRpUz760Y8e3zsBAAAAgOcxpxA2NTX1S/dZuXJlPv7xj+fjH//4c+7zspe9LF/5ylfmcmhgGRkeHs7o6OiiH3dwcHDWn4utUqk86665AAAALJ4VU8dSt04yY2NjqVQqGR0dzapVq4oeB5iD4eHhXLFpU46Mjxc9yqKrr6vLrbt2iWEAAAAL7Fhb0bzuGgkwX6OjozkyPp71r0sqZxY9zeIZfTT5zvfHMzo6KoQBAAAURAgDClE5M2k4q+gpAAAAKJOaogcAAAAAgMUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKVwStEDAOU0+mjREyyusr1fAACAk5EQBhTiO98vegIAAADKRggDCrH+dUnlzKKnWDyjj4p/AAAARRPCgEJUzkwazip6CgAAAMrEYvkAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApnFL0AEA5jT5a9ASLq2zvFwAA4GQkhAGLqlKppL6uLt/5/njRoyy6+rq6VCqVoscAAAAoLSEMWFSNjY25ddeujI6OLvqxBwcHs3379mzZsiUtLS2LfvxKpZLGxsZFPy4AAABPE8KARdfY2FhoEGppacmaNWsKOz4AAADFsFg+AAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUghAEAAABQCkIYAAAAAKUw5xDW19eXf/Wv/lVWr16dFStW5Itf/OKs7VdccUVWrFgx6+ttb3vbrH0efvjhbNy4MatWrcpZZ52VK6+8Mo899thxvREAAAAAeD5zDmGPP/54Xvva1+bjH//4c+7ztre9LYcOHZr5+s//+T/P2r5x48bs378/X//61/PlL385fX19ueqqq+Y+PQAAAAAco1Pm+oRLLrkkl1xyyfPuU19fn6ampqNu++///b/nq1/9av7u7/4ur3vd65Ikf/Inf5JLL700//E//sesXr36Wc85cuRIjhw5MvP92NjYXMcGAAAAoOROyBph3/zmN3POOefkvPPOywc+8IGMjIzMbNu7d2/OOuusmQiWJG95y1tSU1OT7373u0d9vZtuuimVSmXm69xzzz0RYwMALBkTExPZt29f7rzzzuzbty8TExNFjwQAcNKb8xlhv8zb3va2/NZv/VZaW1vzox/9KFu2bMkll1ySvXv3pra2NkNDQznnnHNmD3HKKTn77LMzNDR01Ne84YYbcv311898PzY2JoYBAKXV19eXarU662enpqamdHV1pbOzs8DJTn4TExMZGBjIyMhIGhoa0t7entra2qLHAgAWyYKHsN/93d+d+ef29vacf/75ecUrXpFvfvObefOb3zyv16yvr099ff1CjQgAsGT19fWlt7c3HR0d2bp1a1pbW3PgwIHs3r07vb296enpEcOeg4AIAJyQSyOf6eUvf3le9KIX5Yc//GGSp3/Y+NnPfjZrn6eeeioPP/zwc64rBgDA02czVavVdHR0ZNu2bWlra8upp56atra2bNu2LR0dHdm5c6fLJI9iOiC2trZmx44duf3227Njx460tramt7c3fX19RY8IACyCEx7C/vEf/zEjIyNpbm5Okqxbty6PPPJIfvCDH8zs841vfCOTk5O56KKLTvQ4AABL1sDAQIaGhrJx48bU1Mz+Ma6mpiYbNmzIoUOHMjAwUNCEJycBEQCYNucQ9thjj2Xfvn3Zt29fkuTAgQPZt29fBgcH89hjj+VDH/pQ+vv78+CDD+bOO+/Mb/7mb+ZXfuVXcvHFFydJXvWqV+Vtb3tb3v/+9+d73/tevvOd7+Taa6/N7/7u7x71jpEAADxt+gZEra2tR90+/fgzb1SEgAgA/NycQ9j3v//9XHDBBbnggguSJNdff30uuOCCfOQjH0ltbW3uvffevOMd78iaNWty5ZVX5sILL8y3vvWtWWt87d69O6985Svz5je/OZdeemne8IY35FOf+tTCvSsAgGWooaEhydN/EXk0049P78fTBEQAYNqcF8t/05velKmpqefc/rWvfe2XvsbZZ5+dPXv2zPXQAACl1t7enqampuzevTvbtm2bdXbT5ORk9uzZk+bm5rS3txc45cnnmQGxra3tWdsFRAAojxO+RhgAAAujtrY2XV1d6e/vT3d3d/bv358nnngi+/fvT3d3d/r7+3P11Ventra26FFPKs8MiJOTk7O2CYgAUC5zPiMMAIDidHZ2pqenJ9VqNZs3b555vLm5OT09Pens7CxwupPTdEDs7e1Nd3d3NmzYkNbW1hw4cCB79uxJf39/enp6BEQAKAEhDABgiens7Mz69eszMDCQkZGRNDQ0pL29Xch5HgIiAJAIYQAAS1JtbW3Wrl1b9BhLioAIAAhhAACUhoAIAOVmsXwAAAAASkEIAwAAAKAUhDAAAAAASkEIAwAAAKAUhDAAAAAASkEIAwAAAKAUhDAAAAAASkEIAwAAAKAUhDAAAAAASkEIAwAAAKAUhDAAAAAASkEIAwAAAKAUhDAAAAAASkEIAwAAAKAUTil6AACAiYmJDAwMZGRkJA0NDWlvb09tbW3RYwEAsMwIYQBAofr6+lKtVjM0NDTzWFNTU7q6utLZ2VngZAAALDcujQQACtPX15fe3t60trZmx44duf3227Njx460tramt7c3fX19RY8IAMAyIoQBAIWYmJhItVpNR0dHtm3blra2tpx66qlpa2vLtm3b0tHRkZ07d2ZiYqLoUQEAWCaEMACgEAMDAxkaGsrGjRtTUzP7R5Kampps2LAhhw4dysDAQEETAgCw3AhhAEAhRkZGkiStra1H3T79+PR+AABwvIQwAKAQDQ0NSZIDBw4cdfv049P7AQDA8RLCAIBCtLe3p6mpKbt3787k5OSsbZOTk9mzZ0+am5vT3t5e0IQAACw3QhgAUIja2tp0dXWlv78/3d3d2b9/f5544ons378/3d3d6e/vz9VXX53a2tqiRwUAYJk4pegBAIDy6uzsTE9PT6rVajZv3jzzeHNzc3p6etLZ2VngdAAALDdCGABQqM7Ozqxfvz4DAwMZGRlJQ0ND2tvbnQkGAMCCE8IAgMLV1tZm7dq1RY8BAMAyZ40wAAAAAEpBCAMAAACgFIQwAAAAAEpBCAMAAACgFIQwAAAAAEpBCAMAAACgFIQwAAAAAErhlKIHAACYmJjIwMBARkZG0tDQkPb29tTW1hY9FgAAy4wQBgAUqq+vL9VqNUNDQzOPNTU1paurK52dnQVOBgDAcuPSSACgMH19fent7U1ra2t27NiR22+/PTt27Ehra2t6e3vT19dX9IgAACwjQhgAUIiJiYlUq9V0dHRk27ZtaWtry6mnnpq2trZs27YtHR0d2blzZyYmJooeFQCAZUIIAwAKMTAwkKGhoWzcuDE1NbN/JKmpqcmGDRty6NChDAwMFDThyW1iYiL79u3LnXfemX379gmGAADHwBphAEAhRkZGkiStra1H3T79+PR+/Jx11QAA5scZYQBAIRoaGpIkBw4cOOr26cen9+Np1lU7Ps6kA4Byc0YYAFCI9vb2NDU1Zffu3dm2bdusyyMnJyezZ8+eNDc3p729vcApTy6/uK7a9Gc2va5ad3d3du7cmfXr16e2trbgaU8+zqQDAJwRBgAUora2Nl1dXenv7093d3f279+fJ554Ivv37093d3f6+/tz9dVXCzrPYF21+XMmHQCQOCMMAChQZ2dnenp6Uq1Ws3nz5pnHm5ub09PT4yydX2BdtflxJh0AME0IAwAK1dnZmfXr12dgYCAjIyNpaGhIe3u7IHEUz1xXra2t7Vnbrat2dNNn0m3duvU5z6TbvHlzBgYGsnbt2mKGBAAWhUsjAYDC1dbWZu3atXnzm9+ctWvXimDP4Znrqk1OTs7aZl215+ZMOgBgmhAGALBEWFdtftyhFACYJoQBACwh0+uqHThwIJs3b87b3/72bN68OQ8++KB11Z6DM+kAgGnWCAMAWGI6OzvT0dGRL33pSzl48GBWr16dd7zjHamrqyt6tJPS9Jl0vb296e7uzoYNG9La2poDBw5kz5496e/vT09PjzPpAKAEhDAAgCWmr68v1Wo1Q0NDM4/91V/9Vbq6upwR9hzcoRQASIQwAIAlpa+vL729veno6MjWrVtnzmzavXt3ent7RZ3n4Q6lAIAQBgCwRExMTKRaraajoyPbtm1LTc3Ty722tbVl27Zt6e7uzs6dO7N+/Xpx5zlM36EUACgni+UDACwRAwMDGRoaysaNG2ci2LSampps2LAhhw4dysDAQEETAgCc3JwRBgAsiMOHD2dwcLDQGVpaWrJy5cpCZziRRkZGkiStra1H3T79+PR+AADMJoQBAAticHAwXV1dhc5QrVazZs2aQmc4kRoaGpIkBw4cSFtb27O2HzhwYNZ+AADMJoQBAAuipaUl1Wp13s8fHBzM9u3bs2XLlrS0tMx7huWsvb09TU1N2b1796w1wpJkcnIye/bsSXNzc9rb2wucEgDg5CWEAQALYuXKlQtyNlZLS8uyPqvreNTW1qarqyu9vb3p7u7Ohg0bZu4auWfPnvT396enp8dC+QAAz0EIAwBYQjo7O9PT05NqtZrNmzfPPN7c3Jyenp50dnYWOB0AwMlNCAMAWGI6Ozuzfv36DAwMZGRkJA0NDWlvb3cmGADALyGEAQAsQbW1tVm7dm3RYwAALClCGLCkHD58OIODg/N67vTz5vv8aS0tLVm5cuVxvQYAAACLTwgDlpTBwcF0dXUd12ts3779uJ5frVYt5A0smOMJ/AtF4AcAykIIA5aUlpaWVKvVwmcAWCgLEfiPV5kC/8TEhLXVAKDEhDBgSVm5cmVpflkDyuF4Av/g4GC2b9+eLVu2HFekL0vg7+vrS7VazdDQ0MxjTU1N6erqcrdNACgJIQwAoEALEfhbWlr8JcEv0dfXl97e3nR0dGTr1q1pbW3NgQMHsnv37vT29qanp0cMA4ASqCl6AAAAOJEmJiZSrVbT0dGRbdu2pa2tLaeeemra2tqybdu2dHR0ZOfOnZmYmCh6VADgBBPCAABY1gYGBjI0NJSNGzempmb2j781NTXZsGFDDh06lIGBgYImBAAWi0sjAQBYUuZ6p839+/cnSZ566qk88MADz9o+fSbY/v37c9pppx3Ta7rTJgAsTUIYAABLynzvtPnBD37webd/+tOfzqc//eljeq0y3WkTAJYTIQwAgCVlrnfanJycTHd3d17ykpekq6sr//iP/zhzt82XvvSlqVarOXjwYD760Y8+69LJ55sBAFh6hDAAAJaU+dxpc/Pmzent7c2f/dmf5Y1vfGOSpy+V/LM/+7MMDAykp6cnr3zlK0/EuADAScRi+QAALHudnZ3p6enJgQMH8rGPfSxJ8rGPfSwPPvhgenp60tnZWfCEAMBicEYYAACl0NnZmfXr1+crX/lKbr755lx33XW59NJLU1tbW/RoAMAicUYYAAClUVtbm/POOy9Jct5554lgAFAyQhgAAAAApSCEAQAAAFAKQhgAAAAApSCEAQAAAFAKQhgAAAAApSCEAQAAAFAKQhgAAAAApSCEAQAAAFAKQhgAAAAApSCEAQAAAFAKQhgAAAAApSCEAQAAAFAKQhgAAAAApSCEAQAAAFAKQhgAAAAApSCEAQAAAFAKQhgAAAAApXBK0QMAACeX4eHhjI6OLvpxBwcHZ/252CqVShobGws5NgAAi0MIAwBmDA8PZ9MVmzJ+ZLywGbZv317Icevq67Lr1l1iGADAMiaEAQAzRkdHM35kPCve+IrkrFOLHmfxPPI/M/6tH2V0dFQIAwBYxoQwAODZzjo1KxpOL3qKRTNV9AAAACwKIQwAgEJYjw4AWGxCGAAAi+7p9eiuyPiRI4XNUNx6dPXZdeutYhgAFEAIAwBg0T29Ht2R1Kx/Q1asqhQ9zqKZGhvN+He+bT06ACiIEAYAQGFWrKpkRUND0WMAACVRU/QAAAAAALAY5hzC+vr68q/+1b/K6tWrs2LFinzxi1+ctX1qaiof+chH0tzcnFNPPTVvectb8g//8A+z9nn44YezcePGrFq1KmeddVauvPLKPPbYY8f1RgAAAADg+cw5hD3++ON57Wtfm49//ONH3f6xj30sf/zHf5xqtZrvfve7Of3003PxxRfn8OHDM/ts3Lgx+/fvz9e//vV8+ctfTl9fX6666qr5vwsAAAAA+CXmvEbYJZdckksuueSo26ampnLLLbdk69at+c3f/M0kyW233ZbGxsZ88YtfzO/+7u/mv//3/56vfvWr+bu/+7u87nWvS5L8yZ/8SS699NL8x//4H7N69erjeDsAAAAAcHQLukbYgQMHMjQ0lLe85S0zj1UqlVx00UXZu3dvkmTv3r0566yzZiJYkrzlLW9JTU1Nvvvd7x71dY8cOZKxsbFZXwAAAAAwFwt618ihoaEkedatoBsbG2e2DQ0N5Zxzzpk9xCmn5Oyzz57Z5xfddNNN6e3tXchRAYDnMfXI/yx6hEVVtvcLAFBWCxrCTpQbbrgh119//cz3Y2NjOffccwucCACWuW/9KFNFz7CEDA8PZ3R0dNGPOzg4OOvPxVapVJ71F6BzNVXA51aksr1fADjZLGgIa2pqSvL0D4PNzc0zjw8PD2ft2rUz+/zsZz+b9bynnnoqDz/88Mzzf1F9fX3q6+sXclQA4Pm88RVZcdapRU+xaKYe+Z/Jt340r+cODw9n0xWbMn5kfIGnOnbbt28v5Lh19XXZdeuu44phk3d/ewEnAgB4fgsawlpbW9PU1JQ777xzJnyNjY3lu9/9bj7wgQ8kSdatW5dHHnkkP/jBD3LhhRcmSb7xjW9kcnIyF1100UKOAwDM04qzTs2KhtOLHmNRzfcMuNHR0YwfGc+KN/xaVlTOWNCZTmZTo49l/Nv/LaOjo8cVwmr+xRuyolJZwMlOblOjo+IfABRoziHsscceyw9/+MOZ7w8cOJB9+/bl7LPPTktLSz74wQ/m93//9/Orv/qraW1tTXd3d1avXp13vvOdSZJXvepVedvb3pb3v//9qVarefLJJ3Pttdfmd3/3d90xEgBYslZUzsiKhrOKHmNRLcTlsysqlaxoaFiAVwIA+OXmHMK+//3v53/9X//Xme+n1+7atGlTbr311vz7f//v8/jjj+eqq67KI488kje84Q356le/mpUrV848Z/fu3bn22mvz5je/OTU1Nbn88svzx3/8xwvwdgAAAADg6OYcwt70pjdlauq5//5vxYoV+ehHP5qPfvSjz7nP2WefnT179sz10AAAAAAwbzVFDwAAAAAAi0EIAwAAAKAUFvSukQAAMBdTY6NFj7CoyvZ+AeBkI4QBALDoKpVK6urrM/6dbxc9yqKrq69PpVIpegwAKCUhDACARdfY2Jhdt96a0dHFP0NqcHAw27dvz5YtW9LS0rLox69UKmlsbFz04wIAQhgAcDSP/M889z2il6FH/mfRE5RSY2NjoUGopaUla9asKez4AMDiE8IAgBlPX65Wl/Fv/ajoURZdXX2dy9UAAJY5IQwAmPH05Wq7XK4GAMCyJIQBALO4XA0AgOWqpugBAAAAAGAxCGEAAAAAlIIQBgAAAEApCGEAAAAAlILF8gEAFsDU6KNFj7CoyvZ+AYDlQQgDAFgAU9++J1NFDwEAwPMSwgAAFsCKN1yQFZUzix5j0UyNPpqpb99T9BgAAHMihAEALIAVlTOzouGsosdYVM6AAwCWGiEMAAB4ThMTExkYGMjIyEgaGhrS3t6e2traoscCgHkRwgAAgKPq6+tLtVrN0NDQzGNNTU3p6upKZ2dngZMBwPzUFD0AAABw8unr60tvb29aW1uzY8eO3H777dmxY0daW1vT29ubvr6+okcEgDkTwgAAgFkmJiZSrVbT0dGRbdu2pa2tLaeeemra2tqybdu2dHR0ZOfOnZmYmCh6VACYEyEMAACYZWBgIENDQ9m4cWNqamb/ylBTU5MNGzbk0KFDGRgYKGhCAJgfIQwAAJhlZGQkSdLa2nrU7dOPT+8HAEuFEAYAAMzS0NCQJDlw4MBRt08/Pr0fACwVQhgAADBLe3t7mpqasnv37kxOTs7aNjk5mT179qS5uTnt7e0FTQgA8yOEAQAAs9TW1qarqyv9/f3p7u7O/v3788QTT2T//v3p7u5Of39/rr766tTW1hY9KgDMySlFDwAAAJx8Ojs709PTk2q1ms2bN8883tzcnJ6ennR2dhY4HQDMjxAGAMCScvjw4QwODs77+dPPPZ7XaGlpycqVK+f9/KWis7Mz69evz8DAQEZGRtLQ0JD29nZnggGwZAlhAAALYGr0saJHWFRFvt/BwcF0dXUd9+ts37593s+tVqtZs2bNcc+wFNTW1mbt2rVFjwEAC0IIAwA4DpVKJXX1dRn/9n/LVNHDLLK6+rpUKpVFP25LS0uq1eqiH/cXZwAAlh4hDADgODQ2NmbXrbsyOjq66MceHBzM9u3bs2XLlkLCTKVSSWNj46Ifd+XKlaU5GwsAWFhCGADAcWpsbCwkCE1raWkRhgAAjkFN0QMAAAAAwGIQwgAAAAAoBSEMAAAAgFIQwgAAAAAoBYvlQ0EOHz6cwcHBQmdoaWnJypUrC50BAAAAFosQBgUZHBxMV1dXoTNUq1V3GQMAAKA0hDAoSEtLS6rV6ryfPzg4mO3bt2fLli1paWmZ9wwAAABQFkIYFGTlypULcjZWS0uLs7oAAADgGAhhAMCCON61D6efezyvYe1DAACejxAGACyIhVr7cPv27fN+rrUPAQB4PkIYALAgjnftw4WaAQAAnosQBrDMHe/lagvB5WrlsFBrHwIAwIkihAEscwt1udrxcLkaAABwMhDCAJa5471cbXBwMNu3b8+WLVvmfdmZy9UAAICTgRAGsMwt1OVqLS0tzuoCAACWNCEMAAB4ThMTExkYGMjIyEgaGhrS3t6e2traoscCgHkRwgAAgKPq6+tLtVrN0NDQzGNNTU3p6upKZ2dngZMBwPzUFD0AAABw8unr60tvb29aW1uzY8eO3H777dmxY0daW1vT29ubvr6+okcEgDkTwgAAgFkmJiZSrVbT0dGRbdu2pa2tLaeeemra2tqybdu2dHR0ZOfOnZmYmCh6VACYEyEMAACYZWBgIENDQ9m4cWOmpqayb9++3Hnnndm3b1+mpqayYcOGHDp0KAMDA0WPCgBzYo0wAABglpGRkSTJT3/60/z+7//+s9YIe+973ztrPwBYKoQwAABgloaGhiTJTTfdlPr6+lnb/vmf/zk33XTTrP0AYKkQwgAAgFna2tpSU1OTycnJrF27Nu9+97vT2tqaAwcO5M/+7M/y3e9+NzU1NWlrayt6VACYE2uEAQAAs9x3332ZnJxMktTU1GRqamrmq6bm6V8hJicnc9999xU5JgDMmTPCAJaI4eHhjI6OLvpxBwcHZ/252CqVShobGws5NkBZ7du3L0myadOmfO1rX8vmzZtntjU3N+c973lPbrvttuzbty+/9mu/VtCUADB3QhjAEjA8PJxNmzZlfHy8sBm2b99eyHHr6uqya9cuMQygAOeff35+7/d+LwMDAxkZGUlDQ0Pa29tnQhkALDVCGMASMDo6mvHx8bz6oqmcvqroaRbP42PJ/u+OZ3R0VAgDWERr167Nn//5n+czn/lMbrnllqxdu3Zm2+TkZHbt2jWzHwAsJUIYwBJy+qpk1QuLngKApejw4cPHfJn7aaedljPOOCP33XdfrrvuulxyySVZvXp1Dh48mDvuuCP33XdfzjzzzJx22ml54IEHjnmGlpaWrFy5cr5vAQCOmxAGAAAlMDg4mK6urjk/b2BgIAMDA896/NFHH82/+3f/bk6vVa1Ws2bNmjnPAAALRQgDWEIeHyt6gsVVtvcLcCK1tLSkWq3O6Tn33HNPPve5z+Xhhx+eeayhoSHvete7csEFF8xrBgAokhAGsITs/+6KokcAYIlauXLlnM/GWrNmTd71rnflK1/5Sm6++eZcd911ufTSS1NbW3uCpgSAE0sIA1hCyrlYvvjH8jaXdZt+0fTz5vv8adZt4vnU1tbmvPPOS5Kcd955IhgAS5oQBrCEWCwflp/5rtv0TNu3bz+u51u3CQAoCyEMYAkp25pZZXu/lNN81m06ETMAAJSBEAawBFQqldTV1WX/d8eLHmXR1dXVpVKpFD0GnDDzWbcJAID5EcIAloDGxsbs2rUro6Oji37swcHBbN++PVu2bCnkrJFKpZLGxsZFPy4AALD8CGEAS0RjY2OhQailpcVZKwAAwJJWU/QAAAAAALAYhDAAAAAASkEIAwAAAKAUhDAAAAAASkEIAwAAAKAUhDAAAAAASuGUogcA4MQ6fPhwBgcH5/386ecez2u0tLRk5cqV834+AADAQhDCAJa5wcHBdHV1HffrbN++fd7PrVarWbNmzXHPAAAAcDyEMIBlrqWlJdVqtfAZAAAAiiaEASxzK1eudDYWAABAhDAAAFgyhoeHMzo6uujHXYj1Io9HpVJJY2NjIccGYHkRwgAAYAkYHh7OpiuuyPiRI4XNcDzrRR6Puvr67Lr1VjEMgOMmhAEAwBIwOjqa8SNH8oL1l6amcnbR4yyaydGHM/6dr2R0dFQIA+C4CWEAALCE1FTOTk2DIAQA81FT9AAAAAAAsBiEMAAAAABKQQgDAAAAoBSEMAAAAABKwWL5AACwhEyOjhQ9wqIq2/sF4MQSwgAAYAl58jt3FD0CACxZQhgAACwhL1h/SWoqDUWPsWgmR0fEPwAWjBAGAABLSE2lITUNjUWPAQBLksXyAQAAACgFIQwAAACAUhDCAAAAACgFa4QBAMASMjn6cNEjLKqyvV8ATiwhDAAAloBKpZK6+vqMf+crRY+y6Orq61OpVIoeA4BlQAgDAIAloLGxMbtuvTWjo6OLfuzBwcFs3749W7ZsSUtLy6Ifv1KppLHRnTIBOH5CGAAALBGNjY2FBqGWlpasWbOmsOMDwPESwuA4DQ8PF/Y3s8/8c7H5m1kAAACWGiEMjsPw8HCu2LQpR8bHC5th+/bthRy3vq4ut+7aJYYBAACwZAhhcBxGR0dzZHw8l62tScOZK4oeZ9GMPDqV2/eNZ3R0VAgDAABgyRDCYAE0nLkiTZXyhDDguU1MTGRgYCAjIyNpaGhIe3t7amtrix4LAACIEAYAC6avry/VajVDQ0MzjzU1NaWrqyudnZ0FTgYAACRJTdEDAMBy0NfXl97e3rS2tmbHjh25/fbbs2PHjrS2tqa3tzd9fX1FjwgAAKUnhAHAcZqYmEi1Wk1HR0e2bduWtra2nHrqqWlra8u2bdvS0dGRnTt3ZmJiouhRAQCg1BY8hN14441ZsWLFrK9XvvKVM9sPHz6ca665Jg0NDTnjjDNy+eWXZ3h4eKHHAIBFMzAwkKGhoWzcuDE1NbP/01pTU5MNGzbk0KFDGRgYKGhCAAAgOUFrhL361a/O3/7t3/78IKf8/DDXXXddbr/99nzuc59LpVLJtddem9/6rd/Kd77znRMxCgCccCMjI0mS1tbWo26ffnx6PwCWPzdPATg5nZAQdsopp6SpqelZj4+OjubTn/509uzZk3/5L/9lkuQzn/lMXvWqV6W/vz8dHR0nYhwAOKEaGhqSJAcOHEhbW9uzth84cGDWfgAsb26eAnDyOiFrhP3DP/xDVq9enZe//OXZuHFjBgcHkyQ/+MEP8uSTT+Ytb3nLzL6vfOUr09LSkr179z7n6x05ciRjY2OzvgDgZNHe3p6mpqbs3r07k5OTs7ZNTk5mz549aW5uTnt7e0ETArBY3DwF4OS24CHsoosuyq233pqvfvWr+eQnP5kDBw7kjW98Yx599NEMDQ2lrq4uZ5111qznNDY2zvrbkl900003pVKpzHyde+65Cz02BZmYmMi+ffty5513Zt++fRaSBpak2tradHV1pb+/P93d3dm/f3+eeOKJ7N+/P93d3env78/VV1/tkhiAZc7NUwBOfgt+aeQll1wy88/nn39+LrroorzsZS/LZz/72Zx66qnzes0bbrgh119//cz3Y2NjYtgy4JRxYDnp7OxMT09PqtVqNm/ePPN4c3Nzenp6/P8aQAlM3zxl69atz3nzlM2bN2dgYCBr164tZkiAkjsha4Q901lnnZU1a9bkhz/8YX7jN34j4+PjeeSRR2adFTY8PHzUNcWm1dfXp76+/kSPyiKaPmW8o6MjW7duTWtraw4cOJDdu3ent7fXL43AktTZ2Zn169dbHBmgpNw8BeDkd0LWCHumxx57LD/60Y/S3NycCy+8MC94wQty5513zmy///77Mzg4mHXr1p3oUThJOGUcWM5qa2uzdu3avPnNb87atWtFMIASeebNU47GzVMAirfgIez/+D/+j9x111158MEHc/fdd+df/+t/ndra2vzbf/tvU6lUcuWVV+b666/Pf/2v/zU/+MEP8t73vjfr1q1zx8gSmT5lfOPGjc95yvihQ4cyMDBQ0IQAADB3z7x5ypNPPjlrLdwnn3zSzVMATgILfmnkP/7jP+bf/tt/m5GRkbz4xS/OG97whvT39+fFL35xkuTmm29OTU1NLr/88hw5ciQXX3xxPvGJTyz0GJzEnDIOALD4Dh8+PHM397maft58nz+tpaUlK1euPK7XOJlN3zzlxhtvzDve8Y4cOXJkZlt9fX2OHDmSG2+80dnCAAVa8BD2F3/xF8+7feXKlfn4xz+ej3/84wt9aJaIZ54y3tbW9qztThkHAFh4g4OD6erqOq7X2L59+3E9v1qtZs2aNcf1GkvF1NRU0SNQEhMTE9YnhTk44Yvlwy965inj27Ztm3V55OTkpFPGAQBOgJaWllSr1cJnWM6m18Jds2ZNRkdHMzw8PLPtrLPOSqVSyc6dO7N+/XqhggXR19eXarWaoaGhmceamprS1dXl5mPwHIQwFt30KeO9vb3p7u7Ohg0bZu4auWfPnvT396enp8cPBwAAC2jlypWlORurKNNr4Q4NDWXdunXp7u6edXf0vXv3zuy3du3aYodlyevr60tvb286OjqydevWWf+u9fb2pqenRwyDozjhd42Eo+ns7ExPT08OHDiQzZs35+1vf3s2b96cBx980P9hAwCwJD300ENJkte//vVHvTv661//+ln7wXxNn33Y0dFx1H/XOjo6snPnzkxMTBQ9Kpx0nBFGYTo7O7N+/XrXswMAsCyMjo4mSd74xjce9e7ob3jDG/K9731vZj+Yr+mzD7du3XrUf9c2bNiQzZs3O/sQjkIIo1C1tbX+jxkAgGWhUqkkSb71rW/lkksuedZauN/+9rdn7QfzNTIykiRpbW096vbpx6f3A35OCAMAADiKw4cPZ3BwcE77J8n3vve9XH/99Xnb296W1atX5+DBg/nqV7+ae++9d2a/Bx544Jhes6WlJStXrpz78CxrDQ0NSZIDBw6kra3tWdsPHDgwaz/g54QwADiKuf7ycyL45QegWIODg+nq6prXc++9996Z8PWLbr755mN+nem7UMIztbe3p6mpKbt37862bduedfbhnj170tzcnPb29gKnhJOTEAYAR3E8v/wsFL/8ABSrpaUl1Wp1Ts+555578qlPfSqvec1r0tzcnP/7//6/89a3vjWHDh3Kfffdl6uuuioXXHDBnGaAX1RbW5uurq709vamu7s7GzZsmLlr5J49e9Lf35+enh7rL8NRrJiampoqeoi5GhsbS6VSyejoaFatWlX0OJTYAw88kK6urlx2QU0azlhR9DiLZuSxqdx+z6Rf0lnWjueMsMHBwWzfvj1btmw5rl9gnBEGsDT19fWlWq1maGho5rHm5uZcffXV7o7OgvLvGvzcsbYiZ4TBArj9nsmiRwAW2MqVK4879La0tIjFACU0fXf0r3zlK7n55ptz3XXX5dJLL3V2Dgtu+t+1gYGBjIyMpKGhIe3t7f5dg+chhMECKOsZYQAAHF1tbW3OO++8JMl5550nTHDC1NbWZu3atUWPAUuGEAYLoOGMFWmqlCeEAQAAwFJU88t3AQAAAIClTwgDAAAAoBSEMAAAAABKwRphLIjDhw9ncHCw0BlaWlqycuXKQmcAAODkMzw8nNHR0UU/7vTPx0X9nFypVNLY2FjIsQFOVkIYC2JwcDBdXV2FzlCtVrNmzZpCZwBOLn7xAWB4eDibrrgi40eOFDbD9u3bCzluXX19dt16q/8mADyDEMaCaGlpSbVanddzBwcHs3379mzZsiUtLS3HNQPAtKd/8dmU8SPjhc1Q3C8+ddl16y6/+AAkGR0dzfiRIzntDZtSW2kqepxFMzE6lCe+vSujo6P+e7AEuMIGFo8QxoJYuXLlcZ+N1dLS4owuYME8/YvPeFa9MTnlrKKnWTxPPZKMfWvcLz4AsIS4wgYWjxAGAAAse098e1fRI8BzOp4rbJKFucrGFTaUhRAGwLI29q2iJwDgZFDWSyNZGhbiCpvEVTZwLIQwAJa1cl4aWfQUACef2kpTTmlwxgtA2QlhACxrp5yVvKCh6CkAKNrE6FDRIyyqsr1fgGMlhAGwrD31SNETLK6yvV+AX6ZSqaSuvr6UlwnW1denUqkUPQacdCYmJjIwMJCRkZE0NDSkvb09tbW1RY/FIhHCAFiWnv7Fpy5j3xovepRFV1df5xcfgP9fY2Njdt16a0ZHRxf92AuxgPnxqFQq7iAMv6Cvry/VajVDQz8/a7KpqSldXV3p7OwscDIWixAGC2Dk0amiR1hUZXu/LE1P/+Kzyy8+AKSxsbHQ/1+0gPmxGR8fz5e+9KUcPHgwq1evzjve8Y7U1dUVPRbLSF9fX3p7e9PR0ZGtW7emtbU1Bw4cyO7du9Pb25uenh4xrASEMDgOlUol9XV1uX1f+c44qa9zxgknP7/4AMDSUK1W84UvfCETExMzj+3cuTOXX355urq6CpyM5WJiYiLVajUdHR3Ztm1bampqkiRtbW3Ztm1buru7s3Pnzqxfv95lksucEAbHobGxMbfucsYJAADMV7VazWc/+9m88IUvzPve976sW7cue/fuzZ/+6Z/ms5/9bJKIYRy3gYGBDA0NZevWrTMRbFpNTU02bNiQzZs3Z2BgIGvXri1mSBaFEAbHyRknAAAwP+Pj4/nCF76QF77whfnLv/zLnHLK07+iXnbZZbn44ovzO7/zO/nCF76Q973vfUviMsnh4eHC/pL8mX8utqXwl+QjIyNJktbW1qNun358ej+WLyEMAACAQnzpS1/KxMRE3ve+981EsGmnnHJK3vve9+aP/uiP8qUvfSnvete7Cpry2AwPD+eKTVfkyPiRwmbYvn17Icetr6vPrbtuXfQYdvjw4WOOf0888USS5K677srLX/7yZ23/8Y9/PLPfAw88cMwztLS0ZOXKlce8P8UTwgBgAU1MTOT+++9Pktx///15xSteYZ0JAHgOBw8eTJKsW7fuqNs7Ojpm7XcyGx0dzZHxI/nt8z+QF5++uuhxFs1Djx/MZ+/9ZEZHRxc9hA0ODs75stmPfexjz7v95ptvntPrVatVV+gsMUIYABzFXP6Gcdo999yTz33uc3n44YeTPP2D1K5du/Jv/s2/yQUXXDDnGfwNI0Cx5vPfgmdaiMvVlvt/C1avfjoY7d27N5dddtmztvf398/abyl48emr85LK0S+/Y2G1tLSkWq0e8/733HNPPvWpT6W9vT1r167Nbbfdlve85z3Zt29fBgYGctVVV835Z7Yi1mvm+AhhAHAU8/kbxqN5+OGHs3Pnznk9198wAhRrof5bcDyXqy33/xa84x3vyM6dO/Onf/qnufjii2ddHvnUU0/lM5/5TGpra/OOd7yjwCk5Wa1cuXJO//tYs2ZNmpubU61Wc9tttyVJbrvttjQ3N6enpyednZ0nalROIkIYABzFXP6GcXJyMv/+3//7PPbYY2lvb88ll1yS1atX5+DBg7njjjsyMDCQM888M//n//l/PusuRb9sBgCKM9ezTU7UDMtZXV1dLr/88nz2s5/N7/zO7+S9731vOjo60t/fn8985jP553/+5/z2b//2klgof9pDj538l3EupKX2fjs7O7N+/fp85Stfyc0335zrrrsul156qaUsSkQIA4CjmMvfMP63//bf8thjj+U1r3lNbr755pnYdf755+etb31rPvjBD+a+++7LE088kV/7tV87kWMDsIDmerYJ8zN91t0XvvCF/NEf/dHM47W1tfnt3/7tBTkrbzF9duCTRY/AL1FbW5vzzjsvSXLeeeeJYCUjhAHwnCYmJjIwMJCRkZE0NDSkvb3dDwpHsW/fviTJe9/73med8VVTU5NNmzblQx/6UPbt2yeEAcBRdHV1ZdOmTfnUpz6Vn/70p3nJS16Sq666KqeeemrRo83Zb7d/IC8+Y+msaXa8HnrsoPjHkiKEAXBUfX19qVarGRoamnmsqakpXV1d1k8AABbUL/7c8f3vfz/f/e53l+TPHS8+w2L5cDITwgB4lr6+vvT29qajoyNbt25Na2trDhw4kN27d6e3t9dior9g7dq1+fM///N85jOfyWtf+9pZZ4VNTk5m165dM/sBALMtt587Hnp8aa2ZdbzK9n5Z+oQwAGaZmJhItVpNR0dHtm3bNhN12trasm3btnR3d2fnzp1Zv369yyT/f6997Wtz1lln5b777svWrVuzcePGWT/E33fffTnrrLPy2te+tuhRAeCkspx+7qhUKqmvq89n7y3fZYL1dfWpVCrzeu7w8HBGR0cXeKJfbnBwcNafi61SqaSxsbGQY5edEAbALAMDAxkaGsrWrVuPut7Vhg0bsnnz5gwMDDjD6f9XW1ubD37wg7nxxhtzzz33pL+/f2ZbfX19kuSDH/zgSf8DPAAstuX0c0djY2Nu3XVrYVFn+/bt2bJlSyF3Gp1v1BkeHs4Vm67IkfEjJ2CqY7N9+/ZCjltfV59bd90qhhVACANglpGRkSRJa+vR17aYfnx6P57W2dmZG2+88Vnrqr3whS9ckuubAMBiWG4/dzQ2NhYaNlpaWpbUnU5HR0dzZPxIrn7Zpqxe2VT0OIvm4OGh7PwfuzI6OiqEFUAIA2CWhoaGJMmBAwfS1tb2rO0HDhyYtR8/19nZmfXr17vTJgAcIz93AItNCANglvb29jQ1NWX37t2z1upInl74fc+ePWlubk57e3uBU568amtrT/pLNwDgZOHnDpJk5//YVfQIlIgQBsAstbW16erqSm9vb7q7u7Nhw4aZhd/37NmT/v7+9PT0OMsJADhufu4gSWkvjaQYQhgAz9LZ2Zmenp5Uq9Vs3rx55vHm5uYldwtzAODk5ucOYDEJYQAclfWuAID5OHz4cAYHB+f0nKampnzkIx/JP/zDP2RsbCyrVq3Kr/7qr6ampiYPPPDAnGdoaWnJypUr5/w8FlelUkl9XX0pz46qr6tPpVIpeoxSEsIAeE7WuwIA5mpwcDBdXV2FzlCtVpfU3RPLqrGxMbfuujWjo6OLfuzBwcFs3749W7ZsSUtLy6Ifv1KpuGNkQYQwAAAAFkxLS0uq1eq8nrtQcaKIsMH8NDY2FhqEWlpaRNOSEcIAAABYMCtXrjzusCBOACeKEMaM4eHhwk5Jfeafi80pqQAAAFAOQhhJno5gV2zalCPj44XNsH379kKOW19Xl1t37RLDAACAQsznBgPPtBAnFyzFGwzM93N76qmn8sUvfjFJ8vnPfz7vfOc7c8op88sjS/FzKzshjCTJ6OhojoyP58pXviBNp9UUPc6iGXpiMp/++/GMjo4KYQAAQCEW6gYDx3NywVK8wcBCfG5/+7d/m7/927+d9/OX4udWdkIYszSdVpOXnVmeEAYAADybZVMW1/HcYGAhZ1hq5vq5feELX8jXv/71nHHGGeno6MiLX/ziPPTQQ+nv789jjz2W3/iN38jll18+5xlYWoQwAAAAZgwPD+eKK67IkSNHCpuhsGVT6utz6623LnoMW4gbDJTRXD638fHxfOMb38jpp5+e008/fdZZYI2NjZmamso3vvGN/O//+/+eurq6EzUyJwEhDAAAgBmjo6M5cuRI3rj+mlQqLyl6nEUzOvrTfOs7H7dsyjL1pS99KRMTE3n88cdz/vnnp7u7O62trTlw4EB2796dvXv3zuz3rne9q+BpT07j4+P50pe+lIMHD2b16tV5xzvesSSjoWvgAAAAgGXtpz/9aZLkda97XW688caMj4/n7rvvzvj4eG688cZceOGFs/Zjtmq1mksvvTSf+MQn8sUvfjGf+MQncumllxZ+Se98OCMMCuLOMAAAnMy+9Z2PFz0CLLiVK1dm06ZNGRoamnmsqakpr3jFKwqc6uRWrVbz2c9+NjU1zz6X6rOf/WySLMjNHhaLEAYFcWcYAABORpVKJXV1dRkfHy96lEVXV1eXSqVS9BicAK985SvzN3/zN/n2t7+djo6ObN26debSyD//8z/Pd77znZn9+Lnx8fF8/vOfT5K8/vWvz+/93u/N+tz6+/vz+c9/Pu973/uWzGWSQhgUxJ1hAAA4GTU2NmbXrl2F3TVy+/bt2bJlSyE/qxZ110hOvBe/+MUz/3z//ffnxz/+cc4555z8+Mc/zv3333/U/Ui++MUvZnJyMi9/+cvz+7//+zNnhbW1teX3f//3c9VVV+XHP/5xvvjFL+a3f/u3C5722AhhUBB3hgEA4GTV2NhYaBBqaWnxszInxIte9KI8/PDD+aM/+qOZx2pqavKiF70o//RP/1TgZCengYGBJMn/9r/9b8+6NLKmpibve9/7snXr1gwMDAhhAAAAACeDf/7nf06SjIyM5PWvf31e8pKX5MiRI6mvr89Pf/rTfO9735u133I117Wqn3zyySTJ//P//D85++yzn7X93nvvndnvgQceOKbXLHqtaiEMAAAAWNYaGhqSJFdeeWW+/OUv57vf/e7Mtubm5rzvfe/Lpz/96Zn9lqv5rlX9l3/5l/nLv/zL59z+ve99byYm/jJFr1UthAEAAADLWnt7e5qamrJ///7s2rUr+/fvz8jISBoaGvLqV786N954Y5qbm9Pe3l70qCfUXNeqnpyczPXXX5/Dhw/njDPOyBvf+MbccccdueSSS/Ktb30rjz32WE499dT8X//X/3XUu0o+1wxFEsKY5dATk0WPsKjK9n4BAOBEm+ulV880/bz5Pn9a0ZdecfKpra1NV1dXent7c+ONN2bDhg1Zt25dDhw4kBtvvDH9/f3p6elJbW1t0aOeUPNZq/o//If/kBtvvDGPPfZY7rjjjiSZ+TNJPvzhDy+pu22umJqamip6iLkaGxtLpVLJ6OhoVq1aVfQ4y8IDDzwwr9Mjl4uiT80EAIDl4mT43cLP9zyXvr6+VKvVDA0NzTzW3Nycq6++Op2dnQVONjfDw8OLemfXe+65J5///OczMjIy81hDQ0Pe9a535YILLli0OZ7vzq7H2oqcEcYs73vlC9J82rGdzrgcHHpiMn/6908WPQYAACwbc7306kTNAEfT2dmZ9evXZ2BgYObSyPb29iV1Jtjw8HA2vWdTxp8cL3SOkZGR7Ny5c1GPWfeCuuy6bddx3dVWCGOW5tNq8rIzyxPCAACAhTWfS69gMdXW1mbt2rVFjzFvo6OjhUewoow/OZ7R0VEhDAAAAKBMLj93fc6pryza8SYzlUP/8+E88dSRnHZKfZpPPTs1WbFox//ZkdF84SffOe7XEcIAAAAAlohKpZL6uvoFiUJLTX1dfSqV44t/QhgAAADAEtHY2Jhbd926aIvl33PPPfnUpz6V9vb2XHDBBdm1a1c2bdqUe+65JwMDA7nqqqsWbcH851ss/1gJYQAAAABLSGNj47yC0OHDhzM4OHjM+09OTubzn/982tvb09XVlX/8x39MkrzkJS/JRRddlGq1mi984Qt57Wtfm5qaY1tvvKWlJStXrpzz7AtFCAMAAAAogcHBwXR1dc35eSMjI/l3/+7fzXy/ffv2Wdufue2XqVarhd5QQwgDAAAAKIGWlpZUq9Vj3v/v/u7v8ulPfzq33HLLUc/iOnz4cD74wQ/myiuvzK//+q8f8wxFEsIAAAAASmDlypVzOhvriSeeSJKccsopR33e/v37kySvfvWrCz3Lay6O7QJOAAAAAEqlvb09TU1N2b17dyYnJ2dtm5yczJ49e9Lc3Jz29vaCJpw7IQwAAACAZ6mtrU1XV1f6+/vT3d2d/fv354knnsj+/fvT3d2d/v7+XH311amtrS161GPm0kgAAAAAjqqzszM9PT2pVqvZvHnzzOPNzc3p6elJZ2dngdPNnRAGAAAAwHPq7OzM+vXrMzAwkJGRkTQ0NKS9vX1JnQk2TQhjlqEnJn/5TstI2d4vAAAAzEdtbW3Wrl1b9BjHTQgjSVKpVFJfV5dP//140aMsuvq6ulQqlaLHAAAAAE4wIYwkSWNjY27dtSujo6OLfuzBwcFs3749W7ZsSUtLy6Ifv1KppLGxcdGPCwAAACwuIYwZjY2NhQahlpaWrFmzprDjAwAAAMtbTdEDAAAAAMBiEMIAAAAAKAUhDAAAAIBSEMIAAAAAKAUhDAAAAIBSEMIAAAAAKAUhDAAAAIBSEMIAAAAAKAUhDAAAAIBSEMIAAAAAKAUhDAAAAIBSEMIAAAAAKAUhDAAAAIBSEMIAAAAAKAUhDAAAAIBSEMIAAAAAKAUhDAAAAIBSEMIAAAAAKAUhDAAAAIBSOKXoAZaTiYmJDAwMZGRkJA0NDWlvb09tbW3RYwEAAAAQIWzB9PX1pVqtZmhoaOaxpqamdHV1pbOzs8DJAAAAAEhcGrkg+vr60tvbm9bW1uzYsSO33357duzYkdbW1vT29qavr6/oEQEAAABKTwg7ThMTE6lWq+no6Mi2bdvS1taWU089NW1tbdm2bVs6Ojqyc+fOTExMFD0qAAAAQKkVemnkxz/+8fzhH/5hhoaG8trXvjZ/8id/kte//vUL8to//OEP8+CDD875eU888UR+/OMfH/P+//RP/5ShoaH86q/+av74j//4WdtPOeWUHDp0KD09PXnRi150TK/58pe/PKeddtoxz/BM/8v/8r/kV37lV+b1XAAAAIDlrLAQ9pd/+Ze5/vrrU61Wc9FFF+WWW27JxRdfnPvvvz/nnHPOcb/+jh07cu+99y7ApMfmW9/61vNuv/vuuxdljvPPPz+33HLLohwLAAAAYCkpLIT90R/9Ud7//vfnve99b5KkWq3m9ttvz5/+6Z/mP/yH/zBr3yNHjuTIkSMz34+Njf3S17/22msX7Yywu+++O2984xvzwhe+8Fnb//mf/znf+ta38i/+xb9YtDPCinD48OEMDg7O67nTz5vv86e1tLRk5cqVx/UaAAAAwPK1YmpqamqxDzo+Pp7TTjstn//85/POd75z5vFNmzblkUceyd/8zd/M2v/GG29Mb2/vs15ndHQ0q1atOtHjPq+JiYm8+93vTmtra7Zt25aamp8vuzY5OZnu7u48+OCDue2221JbW1vgpCfWAw88kK6urkJnqFarWbNmTaEzAAAAAItvbGwslUrll7aiQs4I+6d/+qdMTEyksbFx1uONjY35+7//+2ftf8MNN+T666+f+X5sbCznnnvuCZ/zWNTW1qarqyu9vb3p7u7Ohg0b0tramgMHDmTPnj3p7+9PT0/Pso5gydNnY1Wr1cJnAAAAAHguhS6Wf6zq6+tTX19f9BjPqbOzMz09PalWq9m8efPM483Nzenp6UlnZ2eB0y2OlStXOhsLAAAAOKkVEsJe9KIXpba2NsPDw7MeHx4eTlNTUxEjHbfOzs6sX78+AwMDGRkZSUNDQ9rb25f9mWAAAAAAS0XNL99l4dXV1eXCCy/MnXfeOfPY5ORk7rzzzqxbt66IkRZEbW1t1q5dmze/+c1Zu3atCAYAAABwEins0sjrr78+mzZtyute97q8/vWvzy233JLHH3985i6SAAAAALCQCgthv/M7v5OHHnooH/nIRzI0NJS1a9fmq1/96rMW0AcAAACAhbBiampqqugh5upYb4kJAAAAwPJ3rK2okDXCAAAAAGCxCWEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApCGEAAAAAlIIQBgAAAEApnFL0APMxNTWVJBkbGyt4EgAAAACKNt2IppvRc1mSIezRRx9Nkpx77rkFTwIAAADAyeLRRx9NpVJ5zu0rpn5ZKjsJTU5O5uDBgznzzDOzYsWKoseZZWxsLOeee25+8pOfZNWqVUWPsyT4zObH5zZ3PrP58bnNnc9sfnxuc+czmx+f29z5zObH5zZ3PrP58bnNnc9sfk7mz21qaiqPPvpoVq9enZqa514JbEmeEVZTU5OXvvSlRY/xvFatWnXS/UtxsvOZzY/Pbe58ZvPjc5s7n9n8+Nzmzmc2Pz63ufOZzY/Pbe58ZvPjc5s7n9n8nKyf2/OdCTbNYvkAAAAAlIIQBgAAAEApCGELrL6+Pj09Pamvry96lCXDZzY/Pre585nNj89t7nxm8+Nzmzuf2fz43ObOZzY//1979x0V1dH/D/y9LEoHBQlF0BVQRCmKFRARBbFxNNYox6AiiQ2MlceYr2LvNTHGIAE0T9REUGwQFAERFbFghQURrGjUoLJqUODz+4Pf3odL28UAu8i8ztlz2Hvvzs797MzcmeEWFrfaYzH7OCxutcdi9nE+hbg1ypvlMwzDMAzDMAzDMAzDMExtsTPCGIZhGIZhGIZhGIZhmCaBTYQxDMMwDMMwDMMwDMMwTQKbCGMYhmEYhmEYhmEYhmGaBDYRxjAMwzAMwzAMwzAMwzQJbCJMQSZNmoQRI0YoOhsK09T3n2l4iYmJEAgEePnypdyfCQ4ORpcuXeotT8pMJBJh69atcm+fl5cHgUCA9PT0esvTp+hjymVjJhAIcPjwYUVno8F97O8cHh6OFi1a1EuemjoWWz55yujHHBP79euHb7755l/ljWl6ZJW1plB/Wb+KaSxqO2ZQFk1uImzSpEkQCAQQCARo1qwZjIyM4OnpiV9++QWlpaUNlo9t27YhPDyce6+sHYXy8RIIBDAwMMCgQYNw/fr1Bs1HeHg4Lx/S1+7du2V+tjEeSM6fPw+hUIihQ4cqOisK8dNPP0FHRwfFxcXcMolEgmbNmqFfv368baWd95ycnBrTdHZ2Rn5+PvT09Oo0r8pWd6ubZK7tQDwtLQ1fffVVneatsXVcpe3f2rVrecsPHz4MgUCgoFwptydPniAgIAAWFhZQU1ODubk5vL29ER8f3yDfr+h/sjT1tltZyNMOjhs3DllZWQ2fOQWoqv9U/hUcHCxXOvPnz2+wuqxsqipTBw8ehLq6OjZt2qSYTCk51h7WTNYYy9zcHPn5+bC1tVVwThWjYnykrzt37ig6a5+Euhxr1WbMoEyTZk1uIgwABg0ahPz8fOTl5SEmJgbu7u6YPXs2hg0bxisM9UlPT6/RDAil8crPz0d8fDxUVVUxbNiwBs+Hrq4ulw/py8fHp8Hz0RBCQ0MREBCAM2fO4PHjx4rOToNzd3eHRCLBpUuXuGXJyckwNjZGamoq/vnnH255QkIC2rRpA0tLyxrTbN68OYyNjdkEhpwMDQ2hqamp6GwonLq6OtatW4eCggJFZ0Xp5eXloVu3bjh9+jQ2bNiAGzduIDY2Fu7u7pg5c6ais9cgmnrb3ZhoaGjgs88+U3Q2GkT5ftPWrVsr9afmz58vVzra2towMDCo59w2Drt374aPjw927tyJefPmKTo7Som1h7LVNMYSCoUwNjaGqqqqgnOpOOXjI321a9eu1um8f/++HnJX5sOHD/WWdn2qi7GWNK6NdczQJCfC1NTUYGxsjNatW8PR0RHffvstoqOjERMTw52l9fLlS0ydOhWGhobQ1dVF//79ce3aNS4N6Sm7e/fuhUgkgp6eHr744gsUFhZy2xw8eBB2dnbQ0NCAgYEBPDw88ObNGwD8/yxNmjQJSUlJ2LZtGzfbnZubCysrK2zcuJGX9/T09AafDZfGy9jYGF26dMF//vMfPHjwAM+ePQMA3LhxA/379+f286uvvoJEIuE+X1JSgrlz56JFixYwMDDAwoULQUTc+j179sDAwABFRUW87x0xYgQmTpzIvRcIBFw+pC8NDQ3ExsaiT58+XPrDhg3jzVhLG8yuXbtCIBBUmuVWNhKJBAcOHMD06dMxdOhQ3pmDAHDkyBG0b98e6urqcHd3R0RERKUzfc6ePQtXV1doaGjA3NwcgYGBXNlrDKytrWFiYoLExERuWWJiIoYPH4527drhwoULvOXu7u4oLS3FmjVr0K5dO2hoaMDBwQEHDx7kbVcxTiEhITA3N4empiY+//xzbN68ucoJ6urqeVV1Ny8vr67DUS9klZGK/7HJzMxEnz59oK6ujk6dOuHUqVNVXuZ29+5duLu7Q1NTEw4ODjh//jyAsvhPnjwZr169qvVZCIrk4eEBY2NjrFmzptptZMWyqKgIQUFBMDc3h5qaGqysrBAaGlplWm/fvsXgwYPh4uLS6C6XnDFjBgQCAS5evIhRo0ahQ4cO6Ny5M+bOncurs8+fP8fnn38OTU1NtG/fHkeOHOGlc/PmTQwePBja2towMjLCxIkT8fz5c259dcfW4OBgREREIDo6mitj5duQ+iar7QaAlJQU2NvbQ11dHb1798bNmzd568PDw9GmTRuuTXrx4kWlNHbu3AlLS0s0b94c1tbW2Lt3L2+9QCDArl27MGzYMGhqasLGxgbnz5/HnTt30K9fP2hpacHZ2bnSf3ajo6Ph6OgIdXV1WFhYYNmyZbx/DkrPwq7pt2tMKp6hKu3X7dq1izsujB07Fq9evVJcJutI+X6Tnp5epf6UtrY2t+3ly5fRvXt3aGpqwtnZGWKxmFtX8XK14uJiBAYGcv2voKAg+Pr6VjpzqrS0FAsXLoS+vj6MjY0bRdtfk/Xr1yMgIAD79+/H5MmTAZSdHR4YGFjjfsoaWwCy62FjUVN7KO2PxcfHV1vWKsrJyYGFhQVmzZrFG0OU1xhjV9MYq6orWm7duoVhw4ZBV1cXOjo6cHV15bXlu3fvho2NDdTV1dGxY0f8+OOP3Dppevv374ezszPU1dVha2uLpKQkbpuCggL4+PjA0NAQGhoaaN++PcLCwhokFlUpHx/pSygUIikpCT179oSamhpMTEzwn//8h/db9+vXD7NmzcI333yDVq1awcvLC4Ds/oWsMaU0hgcOHICbmxvU1dXx3//+lxvXr169GkZGRmjRogWWL1+O4uJiLFiwAPr6+jAzM1NoLCv6mLGWdD9XrVoFU1NTWFtbA+CPGYgIwcHBaNOmDdTU1GBqaorAwEAAZb/LvXv3MGfOHK6fplDUxPj6+tLw4cOrXOfg4ECDBw8mIiIPDw/y9vamtLQ0ysrKonnz5pGBgQG9ePGCiIiWLl1K2traNHLkSLpx4wadOXOGjI2N6dtvvyUiosePH5Oqqipt3ryZcnNz6fr167Rjxw4qLCyslI+XL1+Sk5MT+fv7U35+PuXn51NxcTGtWrWKOnXqxMtjYGAg9e3btx4iU7WK8SosLKSvv/6arKysqKSkhCQSCZmYmHBxiI+Pp3bt2pGvry/3mXXr1lHLli0pMjKSbt++TX5+fqSjo8Ol+/btW9LT06Pff/+d+8zTp09JVVWVTp8+TUREYWFhpKenV2UeDx48SJGRkZSdnU1Xr14lb29vsrOzo5KSEiIiunjxIgGgU6dOUX5+PvcbKqvQ0FDq3r07EREdPXqULC0tqbS0lIiI7t69S82aNaP58+dTZmYm7du3j1q3bk0AqKCggIiI7ty5Q1paWrRlyxbKysqilJQU6tq1K02aNElRu/RRJkyYQAMHDuTe9+jRg/744w+aNm0aLVmyhIjKyo6amhqFh4fTypUrqWPHjhQbG0s5OTkUFhZGampqlJiYSERECQkJvDidPXuWVFRUaMOGDSQWi2nHjh2kr6/PK2ey6nl1dVeRqmvjyu+/PGWkbdu2tGXLFiIiKi4uJmtra/L09KT09HRKTk6mnj17EgA6dOgQERHl5uYSAOrYsSMdO3aMxGIxjR49mtq2bUsfPnygoqIi2rp1K+nq6nKxkraHykoay6ioKFJXV6cHDx4QEdGhQ4dIeviUJ5Zjx44lc3NzioqKopycHDp16hTt37+fiPi/S0FBATk7O9PAgQPpzZs3Db/D/8KLFy9IIBDQ6tWra9wOAJmZmdFvv/1G2dnZFBgYSNra2ly7XFBQQIaGhrRo0SLKyMigK1eukKenJ7m7uxNRzcfWwsJCGjt2LA0aNIgrY0VFRfW+71I1td3S39nGxobi4uLo+vXrNGzYMBKJRPT+/XsiIrpw4QKpqKjQunXrSCwW07Zt26hFixa8NikqKoqaNWtGO3bsILFYTJs2bSKhUMgdK4nKYty6dWs6cOAAicViGjFiBIlEIurfvz/FxsbS7du3qXfv3jRo0CDuM2fOnCFdXV0KDw+nnJwciouLI5FIRMHBwbx0a/rtlIk87WDFfsXSpUtJS0uL+vfvT1evXqWkpCSysrKiCRMmNFzGG0B1/SlpbHr16kWJiYl069YtcnV1JWdnZ26bpUuXkoODA/d+5cqVpK+vT1FRUZSRkUHTpk0jXV1dXuzd3NxIV1eXgoODKSsriyIiIkggEFBcXFw97mXdk5aphQsXkra2Np06dYq3Xp79lDW2kKceNhbytIfylrVr166RsbExLV68mFtfsRw3xtjJGmNJ+1VXr14lIqKHDx+Svr4+jRw5ktLS0kgsFtMvv/xCmZmZRET066+/komJCUVGRtLdu3cpMjKS9PX1KTw8nIj+108zMzOjgwcP0u3bt2nq1Kmko6NDz58/JyKimTNnUpcuXSgtLY1yc3Pp5MmTdOTIkQaNi1R17fjDhw9JU1OTZsyYQRkZGXTo0CFq1aoVLV26lNvGzc2NtLW1acGCBZSZmUmZmZky+xdEsseU0hiKRCIuzo8fPyZfX1/S0dGhmTNnUmZmJoWGhhIA8vLyolWrVlFWVhatWLGCmjVrxvUllUFtx1q+vr6kra1NEydOpJs3b9LNmzeJiD9m+OOPP0hXV5dOnDhB9+7do9TUVPr555+JqKyvaGZmRsuXL+f6aYrEJsLKGTduHNnY2FBycjLp6urSP//8w1tvaWlJu3btIqKyBlpTU5Nev37NrV+wYAH16tWLiIguX75MACgvL0+ufLi5udHs2bN52zx69IiEQiGlpqYSEdH79++pVatWXIPWEHx9fUkoFJKWlhZpaWkRADIxMaHLly8TEdHPP/9MLVu2JIlEwn3m+PHjpKKiQk+ePCEiIhMTE1q/fj23/sOHD2RmZsbb/+nTp3OTkEREmzZtIgsLC+6gGRYWRgC4fGhpaZGRkVGVeX727BkBoBs3bhARVTqQKDtnZ2faunUrEZXFqlWrVpSQkEBEREFBQWRra8vbfvHixbwJHj8/P/rqq6942yQnJ5OKigq9e/eu3vNfV0JCQkhLS4s+fPhAr1+/JlVVVfrrr7/ot99+4yaD4+PjuXqmqalJ586d46Xh5+dH48ePJ6LKE2Hjxo2joUOH8rb38fGpNDCqqZ4TVV13FalinZW+1NXVuf2Xp4yUP6jFxMSQqqoq74B18uTJKifCdu/ezW1z69YtAkAZGRlEVPOEtjIq30737t2bpkyZQkT8iTBZsRSLxQSATp48WeV3SMtlRkYG2dvb06hRoxp08qaupKamEgCKioqqcTsA9N1333HvJRIJAaCYmBgiIlqxYgWvU0ZE9ODBAwJAYrG41sfWhlRT2y39naUToERlHUINDQ06cOAAERGNHz+ehgwZwktz3LhxvDrj7OxM/v7+vG3GjBnD+1zFGJ8/f54AUGhoKLds3759pK6uzr0fMGBApUnMvXv3komJSbXpVvztlIk87WBVE2FCoZAePnzILYuJiSEVFRWFd9brkqyJsPITPMePHycA3HGh4kSYkZERbdiwgXtfXFxMbdq0qdS/7dOnD++7evToQUFBQXWzQw3E19eXmjdvTgAoPj6+0npZ+ynP2EKeethYyNMeylPWUlJSqGXLlrRx40Ze+hXLcWOMnawxVsXxy6JFi6hdu3bcP08qsrS0pN9++423bMWKFeTk5MRLb+3atdx66Zhs3bp1RETk7e1NkydPrutd/ShVteOjR4+mb7/9lqytrbkxIhHRjh07SFtbm5uwcnNzo65du/LSk9W/qEp1Y0pp2S6f17Zt23LfT0RkbW1Nrq6u3Pvi4mLS0tKiffv2fUQ06kdtxlr37t0jX19fMjIyqtRPLT9m2LRpE3Xo0KHaclp+W0VrkpdGVoeIIBAIcO3aNUgkEhgYGEBbW5t75ebm8k6PFIlE0NHR4d6bmJjgr7/+AgA4ODhgwIABsLOzw5gxYxASElLre8yYmppi6NCh+OWXXwAAR48eRVFREcaMGVMHeys/d3d3pKenIz09HRcvXoSXlxcGDx6Me/fuISMjAw4ODtDS0uK2d3FxQWlpKcRiMV69eoX8/Hz06tWLW6+qqoru3bvzvsPf3x9xcXF49OgRgLJLFqQ3SZTS0dHh8pGeno5z584BALKzszF+/HhYWFhAV1cXIpEIAHD//v36Ckm9EYvFuHjxIsaPHw+gLFbjxo3jLqMSi8Xo0aMH7zM9e/bkvb927RrCw8N5ZdfLywulpaXIzc1tmB2pA/369cObN2+QlpaG5ORkdOjQAYaGhnBzc+OuXU9MTISFhQUkEgnevn0LT09P3n7v2bOn2hs7isXiSrGr+B6ouZ4rq/J1Vvoq/2CJ2pYRsVgMc3NzGBsbc8uqihUA2Nvbc3+bmJgAgNLHSx7r1q1DREQEMjIyeMtlxTI9PR1CoRBubm41pu/p6QkrKyscOHAAzZs3r89dqRdUzaUqVSlfRrS0tKCrq8uVkWvXriEhIYEXz44dOwIouzSmLo6t9UFW2y3l5OTE/a2vrw9ra2uuTGVkZPCOlRW3l27j4uLCW+bi4lKpXJaPsZGREQDAzs6Ot+yff/7B69evAZTFffny5by4+/v7Iz8/H2/fvq0y3Yq/nbKR1Q5WpU2bNmjdujX33snJievPNBXytuGvXr3C06dPeccCoVCIbt261ZimNF1lLTc1sbe3h0gkwtKlS3m3ACm/vrzy+ynP2ELeeqjs5G0PZZW1+/fvw9PTE0uWLJF5H7bGGruaxlgVpaenw9XVFc2aNau07s2bN8jJyYGfnx8vBitXrqzUDy5/XJGOyaTHkOnTp2P//v3o0qULFi5cyI21FKViO759+3ZkZGTAycmJN0Z0cXGBRCLBw4cPuWUV2yJZ/QtA/jFlxXEsAHTu3BkqKv+bWjEyMuIdd4VCIQwMDJSq7avNWKtNmzYAyvoSNfVTx4wZg3fv3sHCwgL+/v44dOiQ0l6i3HTvvleFjIwMtGvXDhKJpNI1s1Ll7ydRsSESCATckyeFQiFOnjyJc+fOIS4uDt9//z0WL16M1NTUWt3kb+rUqZg4cSK2bNmCsLAwjBs3rsFvRqelpQUrKyvu/e7du6Gnp4eQkJA6+46uXbvCwcEBe/bswcCBA3Hr1i0cP36ct42KigovH1Le3t5o27YtQkJCYGpqitLSUtja2tbrjRHrS2hoKIqLi2FqasotIyKoqanhhx9+kCsNiUSCr7/+mrseuzxpI9YYWFlZwczMDAkJCSgoKOAmEkxNTWFubo5z584hISEB/fv35zqkx48f5w1igLL7C/wbNdVzZVWxzgLgdQ7qs4yUj5e0k6Ls8ZJH37594eXlhUWLFmHSpEncclmxlPd+jkOHDkVkZCRu377N6zg1Fu3bt4dAIEBmZqbMbWuqUxKJBN7e3li3bl2lz5mYmNTZsbWu1UXbXZeqqoc11U2JRIJly5Zh5MiRldJSV1evMl1pOspav2W1g0zV6qMNb0zlpiatW7fGwYMH4e7ujkGDBiEmJob3jzJZbZussYW89VDZydseyiprhoaGMDU1xb59+zBlyhTo6upW+52NNXY1jbGmTp3K21ZDQ6PadKT94JCQkEr/UBEKhXLnRzoJd+LECZw8eRIDBgzAzJkzK92zuqFU1Y7X5rPlyepfAPKPKSumDVRd/5W97avNWEuqqn0vz9zcHGKxGKdOncLJkycxY8YMbNiwAUlJSVVO4ioSmwj7/06fPo0bN25gzpw5MDMzw5MnT6CqqsrNBH8MgUAAFxcXuLi4YMmSJWjbti0OHTqEuXPnVtq2efPmKCkpqbR8yJAh0NLSws6dOxEbG4szZ858dH7qikAggIqKCt69ewcbGxuEh4fjzZs3XMVISUmBiooKrK2toaenBxMTE6SmpqJv374Aym6uevnyZTg6OvLSnTp1KrZu3YpHjx7Bw8MD5ubmMvPy4sULiMVihISEwNXVFUDZjavLk85aVxVfZVJcXIw9e/Zg06ZNGDhwIG/diBEjsG/fPlhbW+PEiRO8dWlpabz3jo6OuH379kcfOJSJu7s7EhMTUVBQgAULFnDL+/bti5iYGFy8eBHTp09Hp06doKamhvv378s880bK2tq6UuwqvpdHdXVXmdW2jFhbW+PBgwd4+vQpd3ZJU4lVeWvXrkWXLl24m4MCsmNpZ2eH0tJSJCUlwcPDo8a0tbW1MWDAACQmJqJTp051nv/6pK+vDy8vL+zYsQOBgYGVOkovX76U60nJjo6OiIyMhEgkqvZJWTUdWxVRxuRpu6X/db5w4QI32VxQUICsrCzY2NgAAGxsbJCamsr7fPmb1Uq3SUlJga+vL7csJSXlX5cXR0dHiMXiT+K48W/cv38fjx8/5gbwFy5c4PozDJ+enh6MjIyQlpbG9e9KSkpw5coV3g31PzVt27ZFUlISNxkWGxvLmwyrjqOjo8yxxadQD2vTHsqioaGBY8eOYciQIfDy8kJcXFy1sf4UYgfwx1gV2dvbIyIiAh8+fKg0oWBkZARTU1PcvXsXPj4+NX7HhQsXKo3JZs2axa03NDSEr68vfH194erqigULFihsIqwqNjY2iIyM5K7kAsqOgzo6OjAzM6v2c7L6F/KMKT9F8o61akNDQwPe3t7w9vbGzJkz0bFjR9y4cQOOjo5KNRZokpdGFhUV4cmTJ3j06BGuXLmC1atXY/jw4Rg2bBi+/PJLeHh4wMnJCSNGjEBcXBzy8vJw7tw5LF68mPeI0ZqkpqZi9erVuHTpEu7fv4+oqCg8e/aM6/BWJBKJkJqairy8PDx//px3ZtmkSZOwaNEitG/fvtJlEg1BGq8nT54gIyMDAQEB3Ky6j48P1NXV4evri5s3byIhIQEBAQGYOHEiN2CePXs21q5di8OHDyMzMxMzZsyo8mloEyZMwMOHDxESEoIpU6bIlbeWLVvCwMAAP//8M+7cuYPTp09Xmmj87LPPuKdLPn36VGmfAHXs2DEUFBTAz88Ptra2vNeoUaMQGhqKr7/+GpmZmQgKCkJWVhZ+//137kk80oNBUFAQzp07h1mzZiE9PR3Z2dmIjo7mHeQaC3d3d5w9exbp6em8CS43Nzfs2rUL79+/h7u7O3R0dDB//nzMmTMHERERyMnJwZUrV/D9998jIiKiyrQDAgJw4sQJbN68GdnZ2di1axdiYmJq/QST6uquMqttGfH09ISlpSV8fX1x/fp1pKSk4LvvvgOAWsVLJBJBIpEgPj4ez58/V+rLFapiZ2cHHx8fbN++nVsmK5YikQi+vr6YMmUKDh8+jNzcXCQmJuL333+vlP7GjRvh4+OD/v37y3VmlbLZsWMHSkpK0LNnT0RGRiI7OxsZGRnYvn273MeumTNn4u+//8b48eORlpaGnJwc/Pnnn5g8eTJKSkpkHltFIhGuX78OsViM58+fN8hjzeVpu6WWL1+O+Ph43Lx5E5MmTUKrVq24J+wFBgYiNjYWGzduRHZ2Nn744QfExsbyvmvBggUIDw/Hzp07kZ2djc2bNyMqKgrz58//V/uwZMkS7NmzB8uWLcOtW7eQkZGB/fv3c/W8qZD2Z65du4bk5GQEBgZi7NixvMvCmf8JCAjAmjVrEB0dDbFYjNmzZ6OgoEDxTwKrZ+bm5khMTMRff/0FLy8v7hLjmsgztvgU6mFt2kN5aGlp4fjx41BVVcXgwYOrvCQVaLyxq2mMVdGsWbPw+vVrfPHFF7h06RKys7Oxd+9e7tLtZcuWYc2aNdi+fTuysrJw48YNhIWFYfPmzbx0duzYgUOHDiEzMxMzZ85EQUEBN+5asmQJoqOjcefOHdy6dQvHjh2rduyqKDNmzMCDBw8QEBCAzMxMREdHY+nSpZg7dy7v0sSKZPUv5BlTforkHWvJKzw8HKGhobh58ybu3r2LX3/9FRoaGmjbti2Asn7amTNn8OjRI94TOxWhSU6ExcbGwsTEBCKRCIMGDUJCQgK2b9+O6OhoCIVCCAQCnDhxAn379sXkyZPRoUMHfPHFF7h37x43uSOLrq4uzpw5gyFDhqBDhw747rvvsGnTJgwePLjK7efPnw+hUIhOnTrB0NCQdy2yn58f3r9/zz2iuaFJ42ViYoJevXohLS0Nf/zxB/r16wdNTU38+eef+Pvvv9GjRw+MHj0aAwYM4J36PG/ePEycOBG+vr5wcnKCjo4OPv/880rfo6enh1GjRkFbW7vSo7ero6Kigv379+Py5cuwtbXFnDlzsGHDBt42qqqq2L59O3bt2gVTU1MMHz78X8WjvoSGhsLDwwN6enqV1o0aNQqXLl1CYWEhDh48iKioKNjb22Pnzp1YvHgxgP9dAmhvb4+kpCRkZWXB1dUVXbt2xZIlS3inqDcW7u7uePfuHaysrHh1z83NDYWFhdyjfwFgxYoV+L//+z+sWbMGNjY2GDRoEI4fP17t5VIuLi746aefsHnzZjg4OCA2NhZz5syp9Sn0NdVdZVXbMiIUCnH48GFIJBL06NEDU6dO5cpdbeLl7OyMadOmYdy4cTA0NMT69evrZH8a0vLly3mTnfLEcufOnRg9ejRmzJiBjh07wt/fH2/evKky/S1btmDs2LHo378/srKy6n1/6pKFhQWuXLkCd3d3zJs3D7a2tvD09ER8fDx27twpVxqmpqZISUlBSUkJBg4cCDs7O3zzzTdo0aIFVFRUZB5b/f39YW1tje7du8PQ0BApKSn1ucsA5Gu7r1+/DqDszL/Zs2ejW7duePLkCY4ePcqdtdy7d2+EhIRg27ZtcHBwQFxcXKVB3IgRI7Bt2zZs3LgRnTt3xq5duxAWFoZ+/fr9q33w8vLCsWPHEBcXhx49eqB3797YsmUL13FtKqysrDBy5EgMGTIEAwcOhL29PX788UdFZ0tpBQUFYfz48fjyyy/h5OTE3SNRmS9FqytmZmZITEzE8+fP5ZoMk2ds8SnUw9q0h/LS1tZGTEwMiAhDhw6t8vjZWGNX0xirIgMDA5w+fRoSiQRubm7o1q0bQkJCuLPDpk6dit27dyMsLAx2dnZwc3NDeHh4pX7w2rVrsXbtWjg4OODs2bM4cuQIWrVqBaDszP1FixbB3t4effv2hVAoxP79++s9DrXRunVrnDhxAhcvXoSDgwOmTZsGPz8/mZOesvoX8owpP0W1GWvJo0WLFggJCYGLiwvs7e1x6tQpHD16FAYGBgDK+tF5eXmwtLSEoaFhne9PbQioNne4ZRQiOTkZAwYMwIMHD+SeiGusBgwYgM6dO/POuGBqtmrVKvz000948OCBorPS6Pn7+yMzMxPJycmKzorSS0lJQZ8+fXDnzh1YWloqOjsMwzD/SnBwMA4fPoz09HRFZ6XRKi0thY2NDcaOHYsVK1YoOjsMw5STl5eHdu3a4erVq5/05csMIy92jzAlVlRUhGfPniE4OBhjxoz5pCfBCgoKkJiYiMTERPbfVxl+/PFH9OjRAwYGBkhJScGGDRsa5WWPymDjxo3w9PSElpYWYmJiEBERwcpfNQ4dOgRtbW20b98ed+7cwezZs+Hi4sImwRiGYZqoe/fuIS4uDm5ubigqKsIPP/yA3NxcTJgwQdFZYxiGYZgasYkwJbZv3z74+fmhS5cu2LNnj6KzU6+6du2KgoICrFu3jt2UVobs7GysXLkSf//9N9q0aYN58+Zh0aJFis5Wo3Tx4kWsX78ehYWFsLCwwPbt2ys9pYcpU1hYiKCgINy/fx+tWrWCh4cHNm3apOhsMQzDMAqioqKC8PBwzJ8/H0QEW1tbnDp1SunuKcQwDMMwFbFLIxmGYRiGYRiGYRiGYZgmoUneLJ9hGIZhGIZhGIZhGIZpethEGMMwDMMwDMMwDMMwDNMksIkwhmEYhmEYhmEYhmEYpklgE2EMwzAMwzAMwzAMwzBMk8AmwhiGYRiGYRiGYRiGYZgmgU2EMQzDMAzDMAzDMAzDME0CmwhjGIZhGIZhGIZhGIZhmgQ2EcYwDMMwDMMwDMMwDMM0Cf8PdrL0zjfSkzUAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1500x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Checking the outliers using boxplot\n",
+    "\n",
+    "plt.figure(figsize=(15,12))\n",
+    "# df.boxplot(column=['Density', 'BodyFat', 'Age', 'Weight', 'Height', 'Neck', 'Chest',\n",
+    "#     'Abdomen', 'Hip', 'Thigh', 'Knee', 'Ankle', 'Biceps', 'Forearm',\n",
+    "#     'Wrist'])\n",
+    "sns.boxplot(data=df[['Density', 'BodyFat', 'Age', 'Weight', 'Height', 'Neck', 'Chest',\n",
+    "    'Abdomen', 'Hip', 'Thigh', 'Knee', 'Ankle', 'Biceps', 'Forearm',\n",
+    "    'Wrist']])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "ebc2a68d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x1000 with 15 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Checking the outliers using scatter plot\n",
+    "\n",
+    "columns = ['Density', 'BodyFat', 'Age', 'Weight', 'Height', 'Neck', 'Chest',\n",
+    "           'Abdomen', 'Hip', 'Thigh', 'Knee', 'Ankle', 'Biceps', 'Forearm',\n",
+    "           'Wrist']\n",
+    "\n",
+    "plt.figure(figsize=(15, 10))\n",
+    "for i, column in enumerate(columns):\n",
+    "    plt.subplot(4, 4, i + 1)\n",
+    "    plt.scatter(df.index, df[column])\n",
+    "    plt.title(column)\n",
+    "    plt.xlabel('Index')\n",
+    "    plt.ylabel(column)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "4ac1f8bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x1000 with 15 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Checking outliers using histogram\n",
+    "\n",
+    "plt.figure(figsize=(15, 10))\n",
+    "for i, column in enumerate(columns):\n",
+    "    plt.subplot(4, 4, i + 1)\n",
+    "    sns.histplot(df[column], kde=True, bins=20)\n",
+    "    plt.title(column)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e4792a3e",
+   "metadata": {},
+   "source": [
+    "There are outliers in most of the attributes except age. So we need to get the exact values of outliers, there are many techniques to do so but here we will be using the most widely used and effective technique know as IQR Method.\n",
+    "\n",
+    "Steps invloved - \n",
+    "1. Sort the dataset in ascending order,\n",
+    "2. calculate the 1st and 3rd quartiles(Q1, Q3)\n",
+    "3. compute IQR=Q3-Q1,\n",
+    "4. compute lower bound = (Q1–1.5xIQR), upper bound = (Q3+1.5xIQR),\n",
+    "5. loop through the values of the dataset and check for those who fall below the lower bound and above the upper bound and mark them as outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "27cdfcf8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Outliers in Density attribute : [0.995]\n",
+      "Outliers in BodyFat attribute : [47.5]\n",
+      "Outliers in Age attribute : []\n",
+      "Outliers in Weight attribute : [262.75, 363.15]\n",
+      "Outliers in Height attribute : [29.5]\n",
+      "Outliers in Neck attribute : [31.1, 31.5, 51.2]\n",
+      "Outliers in Chest attribute : [128.3, 136.2]\n",
+      "Outliers in Abdomen attribute : [122.1, 126.2, 148.1]\n",
+      "Outliers in Hip attribute : [116.1, 125.6, 147.7]\n",
+      "Outliers in Thigh attribute : [72.5, 72.9, 74.4, 87.3]\n",
+      "Outliers in Knee attribute : [45.0, 46.0, 49.1]\n",
+      "Outliers in Ankle attribute : [29.6, 33.7, 33.9]\n",
+      "Outliers in Biceps attribute : [45.0]\n",
+      "Outliers in Forearm attribute : [21.0, 22.0, 23.1, 23.1, 34.9]\n",
+      "Outliers in Wrist attribute : [15.8, 20.9, 21.4, 21.4]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Function to detect outliers using IQR\n",
+    "\n",
+    "def detect_outliers_iqr(data):\n",
+    "    outlier_list = []\n",
+    "    data = sorted(data)\n",
+    "\n",
+    "    q1 = np.percentile(data, 25)\n",
+    "    q3 = np.percentile(data, 75)\n",
+    "\n",
+    "    IQR = q3-q1\n",
+    "\n",
+    "    lwr_bound = q1-(1.5*IQR)\n",
+    "    upr_bound = q3+(1.5*IQR)\n",
+    "\n",
+    "    for i in data:\n",
+    "        if (i<lwr_bound or i>upr_bound):\n",
+    "            outlier_list.append(i)\n",
+    "    return outlier_list\n",
+    "\n",
+    "for i in ['Density', 'BodyFat', 'Age', 'Weight', 'Height', 'Neck', 'Chest',\n",
+    "    'Abdomen', 'Hip', 'Thigh', 'Knee', 'Ankle', 'Biceps', 'Forearm','Wrist']:\n",
+    "    outliers = detect_outliers_iqr(df[i])\n",
+    "    print(\"Outliers in\",i,\"attribute :\", outliers)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "923658fc",
+   "metadata": {},
+   "source": [
+    "### Class Label Imbalance\n",
+    "As the target variable is BodyFat here making it a regression problem where we predict continuous values instead of class labels so there's no chance of class label imbalance."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5a350f8",
+   "metadata": {},
+   "source": [
+    "# PCA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "132fcfa2-3090-4065-813d-5d242c5e8214",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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jqdzevXvT1TfofUaNGoVXr15h9uzZANL+7gDA3LlzUy2bO3duAG+SfG1atmyJEydO4NixY0pZfHw8li5dCjs7O536aumiZcuWiIyM1BjJ8PXr11iwYAEsLCzg5uYGAMiVKxeA9G0LEdGHYI0TEZEWpUqVgqurK/744w8ASJU4tWrVCpMnT4afnx9cXV1x8eJF/PrrryhduvQHv6eDgwPKlCmDESNG4N69e7CyssKmTZtS9XXSRaNGjdC9e3fMnz8f169fV5ptHTp0CI0aNcLAgQNRpkwZfPvttwgICEBYWBjatm0LS0tL3L59G1u2bEG/fv0wYsQIre+1c+dOpUYgJVdXV5QuXRqXL1/G+PHj0bNnT7Ru3RrAm2cnOTk5YcCAAVi/fr3Gcnnz5kW9evXg5+eHqKgozJ07F2XLlkXfvn3fGYOnpydmz56N5s2b44svvsDDhw+xaNEilC1bFhcuXNBx76XNysoKixcvRvfu3VG9enV06dIFBQoUwN27d7F9+3bUrVsXCxcuBAAEBQXB09MT9erVQ69evfDkyRMsWLAAlSpVQlxc3AfHULFiRbRs2RLLly/H+PHjkS9fPjRo0AAzZszAq1evULRoUezZsyfNZyU5OzsDAMaOHYsuXbrAxMQErVu3VhKqlL755husXbsWLVq0wODBg5E3b16sWrUKt2/fxqZNm1L1Qcoo/fr1w5IlS9CzZ0+cPn0adnZ22LhxI44cOYK5c+cqg4bkzJkTFStWxLp161CuXDnkzZsXjo6OWvtdERGlmz6G8iMiym4WLVokAKRWrVqppr18+VKGDx8uhQsXlpw5c0rdunXl2LFjqYZVTh5ae8OGDanWkdZw5P/++6+4u7uLhYWF5M+fX/r27Svnz58XALJy5Uplvh49ekju3LlTrTMwMFDePsy/fv1aZs6cKQ4ODmJqaioFChSQFi1ayOnTpzXm27Rpk9SrV09y584tuXPnFgcHB/n666/l6tWr791P7xuOPDnu169fS82aNaVYsWIaQ3OLiMybN08AyLp16zT2y9q1ayUgIEAKFiwoOXPmFE9PT40h2ZP3w9vDev/4449ib28vZmZm4uDgICtXrkxzv7xrOPKTJ09qzJfW55Rc7uHhIdbW1mJubi5lypSRnj17yqlTp1Lt1woVKoiZmZlUrFhRNm/enGbcaXFzc5NKlSqlOS00NFRjKO6IiAhp166d5MmTR6ytraVTp05y//79NIfrnjJlihQtWlSMjIw0hiZ/e5+IiNy8eVM6duwoefLkEXNzc6lVq5Zs27ZNa+zJ63t72PR3bWfK342ISFRUlPj5+Un+/PnF1NRUKleurPEbSHb06FFxdnYWU1NTDk1ORBlOJfJWXT4REZGBCA0NRaNGjbBhwwZ07NhR3+EQEdFnjH2ciIiIiIiItGDiREREREREpAUTJyIiIiIiIi3Yx4mIiIiIiEgL1jgRERERERFpwcSJiIiIiIhIi8/uAbhqtRr379+HpaUlVCqVvsMhIiIiIiI9ERE8f/4cRYoU0fog788ucbp//z6KFy+u7zCIiIiIiMhAhIeHo1ixYu+d57NLnCwtLQG82TlWVlZ6joaIiIiIiPQlNjYWxYsXV3KE9/nsEqfk5nlWVlZMnIiIiIiIKF1deDg4BBERERERkRZMnIiIiIiIiLRg4kRERERERKQFEyciIiIiIiItmDgRERERERFpwcSJiIiIiIhICyZOREREREREWjBxIiIiIiIi0oKJExERERERkRZMnIiIiIiIiLRg4kRERERERKQFEyciIiIiIiItmDgRERERERFpwcSJiIiIiIhIC70nTosWLYKdnR3Mzc1Ru3ZtnDhx4r3zP3v2DF9//TUKFy4MMzMzlCtXDjt27MiiaImIiIiI6HOUQ59vvm7dOvj7+yM4OBi1a9fG3Llz4eHhgatXr6JgwYKp5k9MTETTpk1RsGBBbNy4EUWLFsWdO3eQJ0+erA8+A83Ze03fIbzXsKbl9B0CEREREZFe6TVxmj17Nvr27Qs/Pz8AQHBwMLZv344VK1bgm2++STX/ihUr8OTJExw9ehQmJiYAADs7u6wMmYiIiIiIPkN6a6qXmJiI06dPw93d/X/BGBnB3d0dx44dS3OZrVu3wsXFBV9//TVsbW3h6OiI7777DklJSe98n4SEBMTGxmq8iIiIiIiIdKG3xOnRo0dISkqCra2tRrmtrS0iIyPTXObWrVvYuHEjkpKSsGPHDowfPx6zZs3Ct99++873CQoKgrW1tfIqXrx4hm4HERERERF9+vQ+OIQu1Go1ChYsiKVLl8LZ2Rne3t4YO3YsgoOD37lMQEAAYmJilFd4eHgWRkxERERERJ8CvfVxyp8/P4yNjREVFaVRHhUVhUKFCqW5TOHChWFiYgJjY2OlrEKFCoiMjERiYiJMTU1TLWNmZgYzM7OMDZ6IiIiIiD4reqtxMjU1hbOzM0JCQpQytVqNkJAQuLi4pLlM3bp1cePGDajVaqXs2rVrKFy4cJpJExERERERUUbQa1M9f39/LFu2DKtWrcLly5fx1VdfIT4+Xhllz9fXFwEBAcr8X331FZ48eYIhQ4bg2rVr2L59O7777jt8/fXX+toEIiIiIiL6DOh1OHJvb29ER0djwoQJiIyMhJOTE3bt2qUMGHH37l0YGf0vtytevDh2796NYcOGoUqVKihatCiGDBmC0aNH62sTiIiIiIjoM6ASEdF3EFkpNjYW1tbWiImJgZWVlb7DAcAH4BIRERER6YMuuUG2GlWPiIiIiIhIH5g4ERERERERacHEiYiIiIiISAsmTkRERERERFowcSIiIiIiItKCiRMREREREZEWTJyIiIiIiIi0YOJERERERESkBRMnIiIiIiIiLZg4ERERERERacHEiYiIiIiISAsmTkRERERERFowcSIiIiIiItKCiRMREREREZEWTJyIiIiIiIi0YOJERERERESkBRMnIiIiIiIiLZg4ERERERERacHEiYiIiIiISAsmTkRERERERFowcSIiIiIiItKCiRMREREREZEWTJyIiIiIiIi0YOJERERERESkBRMnIiIiIiIiLZg4ERERERERacHEiYiIiIiISAsmTkRERERERFowcSIiIiIiItKCiRMREREREZEWTJyIiIiIiIi0YOJERERERESkBRMnIiIiIiIiLZg4ERERERERacHEiYiIiIiISAsmTkRERERERFowcSIiIiIiItKCiRMREREREZEWTJyIiIiIiIi0YOJERERERESkBRMnIiIiIiIiLZg4ERERERERacHEiYiIiIiISAsmTkRERERERFowcSIiIiIiItKCiRMREREREZEWTJyIiIiIiIi0YOJERERERESkBRMnIiIiIiIiLQwicVq0aBHs7Oxgbm6O2rVr48SJE++c96effoJKpdJ4mZubZ2G0RERERET0udF74rRu3Tr4+/sjMDAQZ86cQdWqVeHh4YGHDx++cxkrKys8ePBAed25cycLIyYiIiIios+N3hOn2bNno2/fvvDz80PFihURHByMXLlyYcWKFe9cRqVSoVChQsrL1tY2CyMmIiIiIqLPjV4Tp8TERJw+fRru7u5KmZGREdzd3XHs2LF3LhcXF4eSJUuiePHiaNOmDS5duvTOeRMSEhAbG6vxIiIiIiIi0oVeE6dHjx4hKSkpVY2Rra0tIiMj01ymfPnyWLFiBf744w/88ssvUKvVcHV1RURERJrzBwUFwdraWnkVL148w7eDiIiIiIg+bXpvqqcrFxcX+Pr6wsnJCW5ubti8eTMKFCiAJUuWpDl/QEAAYmJilFd4eHgWR0xERERERNldDn2+ef78+WFsbIyoqCiN8qioKBQqVChd6zAxMUG1atVw48aNNKebmZnBzMzso2MlIiIiIqLPl15rnExNTeHs7IyQkBClTK1WIyQkBC4uLulaR1JSEi5evIjChQtnVphERERERPSZ02uNEwD4+/ujR48eqFGjBmrVqoW5c+ciPj4efn5+AABfX18ULVoUQUFBAIDJkyejTp06KFu2LJ49e4aZM2fizp076NOnjz43g4iIiIiIPmF6T5y8vb0RHR2NCRMmIDIyEk5OTti1a5cyYMTdu3dhZPS/irGnT5+ib9++iIyMhI2NDZydnXH06FFUrFhRX5tARERERESfOJWIiL6DyEqxsbGwtrZGTEwMrKys9B0OAGDO3mv6DuG9hjUtp+8QiIiIiIgynC65QbYbVY+IiIiIiCirMXEiIiIiIiLSgokTERERERGRFkyciIiIiIiItGDiREREREREpAUTJyIiIiIiIi2YOBEREREREWnBxImIiIiIiEgLJk5ERERERERaMHEiIiIiIiLSgokTERERERGRFkyciIiIiIiItGDiREREREREpAUTJyIiIiIiIi2YOBEREREREWnBxImIiIiIiEgLJk5ERERERERaMHEiIiIiIiLSgokTERERERGRFjk+dMHo6GhcvXoVAFC+fHkUKFAgw4IiIiIiIiIyJDrXOMXHx6NXr14oUqQIGjRogAYNGqBIkSLo3bs3Xrx4kRkxEhERERER6ZXOiZO/vz8OHDiArVu34tmzZ3j27Bn++OMPHDhwAMOHD8+MGImIiIiIiPRK56Z6mzZtwsaNG9GwYUOlrGXLlsiZMyc6d+6MxYsXZ2R8REREREREeqdzjdOLFy9ga2ubqrxgwYJsqkdERERERJ8knRMnFxcXBAYG4uXLl0rZf//9h0mTJsHFxSVDgyMiIiIiIjIEOjfVmzdvHjw8PFCsWDFUrVoVAHD+/HmYm5tj9+7dGR4gERERERGRvumcODk6OuL69ev49ddfceXKFQBA165d4ePjg5w5c2Z4gERERERERPr2Qc9xypUrF/r27ZvRsRARERERERmkdCVOW7duRYsWLWBiYoKtW7e+d14vL68MCYyIiIiIiMhQpCtxatu2LSIjI1GwYEG0bdv2nfOpVCokJSVlVGxEREREREQGIV2Jk1qtTvNvIiIiIiKiz4HOw5GvXr0aCQkJqcoTExOxevXqDAmKiIiIiIjIkOicOPn5+SEmJiZV+fPnz+Hn55chQRERERERERkSnRMnEYFKpUpVHhERAWtr6wwJioiIiIiIyJCkezjyatWqQaVSQaVSoUmTJsiR43+LJiUl4fbt22jevHmmBElERERERKRP6U6ckkfTO3fuHDw8PGBhYaFMMzU1hZ2dHTp06JDhARIREREREelbuhOnwMBAAICdnR28vb1hbm6eaUEREREREREZknQnTsl69OiRGXEQEREREREZLJ0Tp6SkJMyZMwfr16/H3bt3kZiYqDH9yZMnGRYcERERERGRIdB5VL1JkyZh9uzZ8Pb2RkxMDPz9/dG+fXsYGRlh4sSJmRAiERERERGRfumcOP36669YtmwZhg8fjhw5cqBr165Yvnw5JkyYgL///jszYiQiIiIiItIrnROnyMhIVK5cGQBgYWGhPAy3VatW2L59e8ZGR0REREREZAB0TpyKFSuGBw8eAADKlCmDPXv2AABOnjwJMzOzjI2OiIiIiIjIAOicOLVr1w4hISEAgEGDBmH8+PGwt7eHr68vevXqleEBEhERERER6ZvOo+pNmzZN+dvb2xslS5bE0aNHYW9vj9atW2docERERERERIZA58TpbXXq1EGdOnUAAKdOnUKNGjU+OigiIiIiIiJDonNTvbi4OPz3338aZefOnUPr1q1Ru3btDAuMiIiIiIjIUKQ7cQoPD4eLiwusra1hbW0Nf39/vHjxAr6+vqhduzZy586No0ePZmasREREREREepHupnojR47Ey5cvMW/ePGzevBnz5s3DoUOHULt2bdy8eRPFihXLzDiJiIiIiIj0Jt2J08GDB7F582bUqVMHnTt3RqFCheDj44OhQ4dmYnhERERERET6l+6melFRUShVqhQAoGDBgsiVKxdatGiRIUEsWrQIdnZ2MDc3R+3atXHixIl0Lffbb79BpVKhbdu2GRIHERERERFRWnQaHMLIyEjjb1NT048OYN26dfD390dgYCDOnDmDqlWrwsPDAw8fPnzvcmFhYRgxYgTq16//0TEQERERERG9T7oTJxFBuXLlkDdvXuTNmxdxcXGoVq2a8n/yS1ezZ89G37594efnh4oVKyI4OBi5cuXCihUr3rlMUlISfHx8MGnSJJQuXVrn9yQiIiIiItJFuvs4rVy5MsPfPDExEadPn0ZAQIBSZmRkBHd3dxw7duydy02ePBkFCxZE7969cejQofe+R0JCAhISEpT/Y2NjPz5wIiIiIiL6rKQ7cerRo0eGv/mjR4+QlJQEW1tbjXJbW1tcuXIlzWUOHz6MH3/8EefOnUvXewQFBWHSpEkfGyoREREREX3GdH4Arj49f/4c3bt3x7Jly5A/f/50LRMQEICYmBjlFR4enslREhERERHRpybdNU6ZIX/+/DA2NkZUVJRGeVRUFAoVKpRq/ps3byIsLAytW7dWytRqNQAgR44cuHr1KsqUKaOxjJmZGczMzDIheiIiIiIi+lzotcbJ1NQUzs7OCAkJUcrUajVCQkLg4uKSan4HBwdcvHgR586dU15eXl5o1KgRzp07h+LFi2dl+ERERERE9JnQa40TAPj7+6NHjx6oUaMGatWqhblz5yI+Ph5+fn4AAF9fXxQtWhRBQUEwNzeHo6OjxvJ58uQBgFTlREREREREGUXviZO3tzeio6MxYcIEREZGwsnJCbt27VIGjLh7967G86OIiIiIiIiymkpERNtM/v7+6V7h7NmzPyqgzBYbGwtra2vExMTAyspK3+EAAObsvabvEN5rWNNy+g6BiIiIiCjD6ZIbpKvG6ezZsxr/nzlzBq9fv0b58uUBANeuXYOxsTGcnZ0/MGQiIiIiIiLDla7Eaf/+/crfs2fPhqWlJVatWgUbGxsAwNOnT+Hn54f69etnTpRERERERER6pHPnoVmzZiEoKEhJmgDAxsYG3377LWbNmpWhwRERERERERkCnROn2NhYREdHpyqPjo7G8+fPMyQoIiIiIiIiQ6Jz4tSuXTv4+flh8+bNiIiIQEREBDZt2oTevXujffv2mREjERERERGRXuk8HHlwcDBGjBiBL774Aq9evXqzkhw50Lt3b8ycOTPDAyQiIiIiItI3nROnXLly4YcffsDMmTNx8+ZNAECZMmWQO3fuDA+OiIiIiIjIEHzwk2UfPHiABw8ewN7eHrlz50Y6HgdFRERERESULemcOD1+/BhNmjRBuXLl0LJlSzx48AAA0Lt3bwwfPjzDAyQiIiIiItI3nROnYcOGwcTEBHfv3kWuXLmUcm9vb+zatStDgyMiIiIiIjIEOvdx2rNnD3bv3o1ixYpplNvb2+POnTsZFhgREREREZGh0LnGKT4+XqOmKdmTJ09gZmaWIUEREREREREZEp0Tp/r162P16tXK/yqVCmq1GjNmzECjRo0yNDgiIiIiIiJDoHNTvRkzZqBJkyY4deoUEhMTMWrUKFy6dAlPnjzBkSNHMiNGIiIiIiIivdK5xsnR0RHXrl1DvXr10KZNG8THx6N9+/Y4e/YsypQpkxkxEhERERER6ZXONU4AYG1tjbFjx2Z0LERERERERAbpgxKnZ8+e4cSJE3j48CHUarXGNF9f3wwJjIiIiIiIyFDonDj9+eef8PHxQVxcHKysrKBSqZRpKpWKiRMREREREX1ydO7jNHz4cPTq1QtxcXF49uwZnj59qryePHmSGTESERERERHplc6J07179zB48OA0n+VERERERET0KdI5cfLw8MCpU6cyIxYiIiIiIiKDpHMfJ09PT4wcORL//vsvKleuDBMTE43pXl5eGRYcERERERGRIdA5cerbty8AYPLkyammqVQqJCUlfXxUREREREREBkTnxOnt4ceJiIiIiIg+dTr3cSIiIiIiIvrcpKvGaf78+ejXrx/Mzc0xf/789847ePDgDAmMiIiIiIjIUKhERLTNVKpUKZw6dQr58uVDqVKl3r0ylQq3bt3K0AAzWmxsLKytrRETEwMrKyt9hwMAmLP3mr5DeK9hTcvpOwQiIiIiogynS26Qrhqn27dvp/k3ERERERHR54B9nIiIiIiIiLTQeVQ9AIiIiMDWrVtx9+5dJCYmakybPXt2hgRGRERERERkKHROnEJCQuDl5YXSpUvjypUrcHR0RFhYGEQE1atXz4wYiYiIiIiI9ErnpnoBAQEYMWIELl68CHNzc2zatAnh4eFwc3NDp06dMiNGIiIiIiIivdI5cbp8+TJ8fX0BADly5MB///0HCwsLTJ48GdOnT8/wAImIiIiIiPRN58Qpd+7cSr+mwoUL4+bNm8q0R48eZVxkREREREREBkLnPk516tTB4cOHUaFCBbRs2RLDhw/HxYsXsXnzZtSpUyczYiQiIiIiItIrnROn2bNnIy4uDgAwadIkxMXFYd26dbC3t+eIekRERERE9EnSOXEqXbq08nfu3LkRHBycoQEREREREREZGj4Al4iIiIiISIt01TjZ2NhApVKla4VPnjz5qICIiIiIiIgMTboSp7lz52ZyGERERERERIYrXYlTjx49MjsOIiIiIiIig6Xz4BAAkJSUhC1btuDy5csAgIoVK6JNmzbIkeODVkdERERERGTQdM50Ll26BC8vL0RGRqJ8+fIAgOnTp6NAgQL4888/4ejomOFBEhERERER6ZPOo+r16dMHlSpVQkREBM6cOYMzZ84gPDwcVapUQb9+/TIjRiIiIiIiIr3Sucbp3LlzOHXqFGxsbJQyGxsbTJ06FTVr1szQ4IiIiIiIiAyBzjVO5cqVQ1RUVKryhw8fomzZshkSFBERERERkSHROXEKCgrC4MGDsXHjRkRERCAiIgIbN27E0KFDMX36dMTGxiovIiIiIiKiT4HOTfVatWoFAOjcubPyUFwRAQC0bt1a+V+lUiEpKSmj4iQiIiIiItIbnROn/fv3Z0YcREREREREBkvnxMnNzS0z4iAiIiIiIjJYOvdxmjhxItRqdarymJgYdO3a9YOCWLRoEezs7GBubo7atWvjxIkT75x38+bNqFGjBvLkyYPcuXPDyckJP//88we9LxERERERUXronDj9+OOPqFevHm7duqWUhYaGonLlyrh586bOAaxbtw7+/v4IDAzEmTNnULVqVXh4eODhw4dpzp83b16MHTsWx44dw4ULF+Dn5wc/Pz/s3r1b5/cmIiIiIiJKD50TpwsXLqBYsWJwcnLCsmXLMHLkSDRr1gzdu3fH0aNHdQ5g9uzZ6Nu3L/z8/FCxYkUEBwcjV65cWLFiRZrzN2zYEO3atUOFChVQpkwZDBkyBFWqVMHhw4d1fm8iIiIiIqL00LmPk42NDdavX48xY8agf//+yJEjB3bu3IkmTZro/OaJiYk4ffo0AgIClDIjIyO4u7vj2LFjWpcXEezbtw9Xr17F9OnT05wnISEBCQkJyv8cJp2IiIiIiHSlc40TACxYsADz5s1D165dUbp0aQwePBjnz5/XeT2PHj1CUlISbG1tNcptbW0RGRn5zuViYmJgYWEBU1NTeHp6YsGCBWjatGma8wYFBcHa2lp5FS9eXOc4iYiIiIjo86Zz4tS8eXNMmjQJq1atwq+//oqzZ8+iQYMGqFOnDmbMmJEZMaZiaWmJc+fO4eTJk5g6dSr8/f0RGhqa5rwBAQGIiYlRXuHh4VkSIxERERERfTp0bqqXlJSECxcuoEiRIgCAnDlzYvHixWjVqhX69OmDUaNGpXtd+fPnh7GxMaKiojTKo6KiUKhQoXcuZ2RkhLJlywIAnJyccPnyZQQFBaFhw4ap5jUzM4OZmVm6YyIiIiIiInqbzjVOe/fuVZKmlDw9PXHx4kWd1mVqagpnZ2eEhIQoZWq1GiEhIXBxcUn3etRqtUY/JiIiIiIiooyU7sTpxIkTSEpKeuf0hIQE7Nu3T+cA/P39sWzZMqxatQqXL1/GV199hfj4ePj5+QEAfH19NQaPCAoKwt69e3Hr1i1cvnwZs2bNws8//4xu3brp/N5ERERERETpke6mei4uLnjw4AEKFiwIALCyssK5c+dQunRpAMCzZ8/QtWtXdO7cWacAvL29ER0djQkTJiAyMhJOTk7YtWuXMmDE3bt3YWT0v/wuPj4eAwYMQEREBHLmzAkHBwf88ssv8Pb21ul9iYiIiIiI0kslIpKeGY2MjBAZGakkTpaWljh//rySOEVFRaFw4cJQq9WZF20GiI2NhbW1NWJiYmBlZaXvcAAAc/Ze03cI7zWsaTl9h0BERERElOF0yQ0+aDjyd1GpVBm5OiIiIiIiIoOQoYkTERERERHRp0in4cj//fdf5cG0IoIrV64gLi4OwJuH2RIREREREX2KdEqcmjRpgpRdolq1agXgTRM9EWFTPSIiIiIi+iSlO3G6fft2ZsZBRERERERksNKdOJUsWTIz4yAiIiIiIjJYHByCiIiIiIhICyZOREREREREWjBxIiIiIiIi0oKJExERERERkRYflDi9fv0af/31F5YsWYLnz58DAO7fv68804mIiIiIiOhTotNznADgzp07aN68Oe7evYuEhAQ0bdoUlpaWmD59OhISEhAcHJwZcRIREREREemNzjVOQ4YMQY0aNfD06VPkzJlTKW/Xrh1CQkIyNDgiIiIiIiJDoHON06FDh3D06FGYmppqlNvZ2eHevXsZFhgREREREZGh0LnGSa1WIykpKVV5REQELC0tMyQoIiIiIiIiQ6Jz4tSsWTPMnTtX+V+lUiEuLg6BgYFo2bJlRsZGRERERERkEHRuqjdr1ix4eHigYsWKePnyJb744gtcv34d+fPnx9q1azMjRiIiIiIiIr3SOXEqVqwYzp8/j3Xr1uH8+fOIi4tD79694ePjozFYBBERERER0adC58QJAHLkyAEfHx/4+PhkdDxEREREREQGR+c+TkFBQVixYkWq8hUrVmD69OkZEhQREREREZEh0TlxWrJkCRwcHFKVV6pUiQ+/JSIiIiKiT5LOiVNkZCQKFy6cqrxAgQJ48OBBhgRFRERERERkSHROnIoXL44jR46kKj9y5AiKFCmSIUEREREREREZEp0Hh+jbty+GDh2KV69eoXHjxgCAkJAQjBo1CsOHD8/wAImIiIiIiPRN58Rp5MiRePz4MQYMGIDExEQAgLm5OUaPHo2AgIAMD5CIiIiIiEjfdE6cVCoVpk+fjvHjx+Py5cvImTMn7O3tYWZmlhnxERERERER6d0HPccJACwsLFCzZs2MjIWIiIiIiMgg6Zw4xcfHY9q0aQgJCcHDhw+hVqs1pt+6dSvDgiMiIiIiIjIEOidOffr0wYEDB9C9e3cULlwYKpUqM+IiIiIiIiIyGDonTjt37sT27dtRt27dzIiHiIiIiIjI4Oj8HCcbGxvkzZs3M2IhIiIiIiIySDonTlOmTMGECRPw4sWLzIiHiIiIiIjI4OjcVG/WrFm4efMmbG1tYWdnBxMTE43pZ86cybDgiIiIiIiIDIHOiVPbtm0zIQwiIiIiIiLDpXPiFBgYmBlxEBERERERGSyd+zgRERERERF9bnSucUpKSsKcOXOwfv163L17F4mJiRrTnzx5kmHBERERERERGQKda5wmTZqE2bNnw9vbGzExMfD390f79u1hZGSEiRMnZkKIRERERERE+qVz4vTrr79i2bJlGD58OHLkyIGuXbti+fLlmDBhAv7+++/MiJGIiIiIiEivdE6cIiMjUblyZQCAhYUFYmJiAACtWrXC9u3bMzY6IiIiIiIiA6Bz4lSsWDE8ePAAAFCmTBns2bMHAHDy5EmYmZllbHREREREREQGQOfEqV27dggJCQEADBo0COPHj4e9vT18fX3Rq1evDA+QiIiIiIhI33QeVW/atGnK397e3ihRogSOHTsGe3t7tG7dOkODIyIiIiIiMgQ6J05vc3FxgYuLS0bEQkREREREZJDSlTht3boVLVq0gImJCbZu3freeb28vDIkMCIiIiIiIkORrsSpbdu2iIyMRMGCBdG2bdt3zqdSqZCUlJRRsRERERERERmEdCVOarU6zb+JiIiIiIg+BzqNqvfq1Ss0adIE169fz6x4iIiIiIiIDI5OiZOJiQkuXLiQWbEQEREREREZJJ2f49StWzf8+OOPGRrEokWLYGdnB3Nzc9SuXRsnTpx457zLli1D/fr1YWNjAxsbG7i7u793fiIiIiIioo+l83Dkr1+/xooVK/DXX3/B2dkZuXPn1pg+e/Zsnda3bt06+Pv7Izg4GLVr18bcuXPh4eGBq1evomDBgqnmDw0NRdeuXeHq6gpzc3NMnz4dzZo1w6VLl1C0aFFdN4eIiIiIiEgrlYiILgs0atTo3StTqbBv3z6dAqhduzZq1qyJhQsXAngz+ETx4sUxaNAgfPPNN1qXT0pKgo2NDRYuXAhfX1+t88fGxsLa2hoxMTGwsrLSKdbMMmfvNX2H8F7DmpbTdwhERERERBlOl9xA5xqn/fv3f3Bgb0tMTMTp06cREBCglBkZGcHd3R3Hjh1L1zpevHiBV69eIW/evGlOT0hIQEJCgvJ/bGzsxwVNRERERESfHZ37OGWkR48eISkpCba2thrltra2iIyMTNc6Ro8ejSJFisDd3T3N6UFBQbC2tlZexYsX/+i4iYiIiIjo86JzjRMAnDp1CuvXr8fdu3eRmJioMW3z5s0ZElh6TJs2Db/99htCQ0Nhbm6e5jwBAQHw9/dX/o+NjWXyREREREREOtG5xum3336Dq6srLl++jC1btuDVq1e4dOkS9u3bB2tra53WlT9/fhgbGyMqKkqjPCoqCoUKFXrvst9//z2mTZuGPXv2oEqVKu+cz8zMDFZWVhovIiIiIiIiXeicOH333XeYM2cO/vzzT5iammLevHm4cuUKOnfujBIlSui0LlNTUzg7OyMkJEQpU6vVCAkJgYuLyzuXmzFjBqZMmYJdu3ahRo0aum4CERERERGRTnROnG7evAlPT08AbxKf+Ph4qFQqDBs2DEuXLtU5AH9/fyxbtgyrVq3C5cuX8dVXXyE+Ph5+fn4AAF9fX43BI6ZPn47x48djxYoVsLOzQ2RkJCIjIxEXF6fzexMREREREaWHzn2cbGxs8Pz5cwBA0aJF8c8//6By5cp49uwZXrx4oXMA3t7eiI6OxoQJExAZGQknJyfs2rVLGTDi7t27MDL6X363ePFiJCYmomPHjhrrCQwMxMSJE3V+fyIiIiIiIm10TpwaNGiAvXv3onLlyujUqROGDBmCffv2Ye/evWjSpMkHBTFw4EAMHDgwzWmhoaEa/4eFhX3QexAREREREX2odCdO//zzDxwdHbFw4UK8fPkSADB27FiYmJjg6NGj6NChA8aNG5dpgRIREREREelLuhOnKlWqoGbNmujTpw+6dOkC4M3Dar/55ptMC46IiIiIiMgQpHtwiAMHDqBSpUoYPnw4ChcujB49euDQoUOZGRsREREREZFBSHfiVL9+faxYsQIPHjzAggULEBYWBjc3N5QrVw7Tp09HZGRkZsZJRERERESkNzoPR547d274+fnhwIEDuHbtGjp16oRFixahRIkS8PLyyowYiYiIiIiI9ErnxCmlsmXLYsyYMRg3bhwsLS2xffv2jIqLiIiIiIjIYOg8HHmygwcPYsWKFdi0aROMjIzQuXNn9O7dOyNjIyIiIiIiMgg6JU7379/HTz/9hJ9++gk3btyAq6sr5s+fj86dOyN37tyZFSMREREREZFepTtxatGiBf766y/kz58fvr6+6NWrF8qXL5+ZsRERERERERmEdCdOJiYm2LhxI1q1agVjY+PMjImIiIiIiMigpDtx2rp1a2bGQUREREREZLA+alQ9IiIiIiKizwETJyIiIiIiIi2YOBEREREREWnBxImIiIiIiEgLJk5ERERERERaMHEiIiIiIiLSgokTERERERGRFkyciIiIiIiItGDiREREREREpAUTJyIiIiIiIi2YOBEREREREWnBxImIiIiIiEgLJk5ERERERERaMHEiIiIiIiLSgokTERERERGRFkyciIiIiIiItGDiREREREREpAUTJyIiIiIiIi2YOBEREREREWnBxImIiIiIiEgLJk5ERERERERaMHEiIiIiIiLSgokTERERERGRFkyciIiIiIiItGDiREREREREpAUTJyIiIiIiIi2YOBEREREREWnBxImIiIiIiEgLJk5ERERERERaMHEiIiIiIiLSgokTERERERGRFkyciIiIiIiItGDiREREREREpAUTJyIiIiIiIi2YOBEREREREWmRQ98B0Kdlzt5r+g7hvYY1LafvEIiIiIgoG2KNExERERERkRZMnIiIiIiIiLRg4kRERERERKSF3hOnRYsWwc7ODubm5qhduzZOnDjxznkvXbqEDh06wM7ODiqVCnPnzs26QImIiIiI6LOl18Rp3bp18Pf3R2BgIM6cOYOqVavCw8MDDx8+THP+Fy9eoHTp0pg2bRoKFSqUxdESEREREdHnSq+J0+zZs9G3b1/4+fmhYsWKCA4ORq5cubBixYo0569ZsyZmzpyJLl26wMzMLIujJSIiIiKiz5XeEqfExEScPn0a7u7u/wvGyAju7u44duxYhr1PQkICYmNjNV5ERERERES60Fvi9OjRIyQlJcHW1laj3NbWFpGRkRn2PkFBQbC2tlZexYsXz7B1ExERERHR50Hvg0NktoCAAMTExCiv8PBwfYdERERERETZTA59vXH+/PlhbGyMqKgojfKoqKgMHfjBzMyM/aGIiIiIiOij6K3GydTUFM7OzggJCVHK1Go1QkJC4OLioq+wiIiIiIiIUtFbjRMA+Pv7o0ePHqhRowZq1aqFuXPnIj4+Hn5+fgAAX19fFC1aFEFBQQDeDCjx77//Kn/fu3cP586dg4WFBcqWLau37SAiIiIiok+bXhMnb29vREdHY8KECYiMjISTkxN27dqlDBhx9+5dGBn9r1Ls/v37qFatmvL/999/j++//x5ubm4IDQ3N6vCJiIiIiOgzodfECQAGDhyIgQMHpjnt7WTIzs4OIpIFUREREREREf3PJz+qHhERERER0cdi4kRERERERKQFEyciIiIiIiItmDgRERERERFpwcSJiIiIiIhICyZOREREREREWjBxIiIiIiIi0oKJExERERERkRZMnIiIiIiIiLTIoe8AiAzVnL3X9B3Cew1rWk7fIRARERF9NljjREREREREpAUTJyIiIiIiIi2YOBEREREREWnBxImIiIiIiEgLJk5ERERERERaMHEiIiIiIiLSgokTERERERGRFkyciIiIiIiItGDiREREREREpAUTJyIiIiIiIi2YOBEREREREWnBxImIiIiIiEgLJk5ERERERERaMHEiIiIiIiLSgokTERERERGRFjn0HQARZb45e6/pOwSthjUtp+8QiIiIiN6JNU5ERERERERasMaJiLIV1p4RERGRPrDGiYiIiIiISAsmTkRERERERFowcSIiIiIiItKCiRMREREREZEWTJyIiIiIiIi0YOJERERERESkBRMnIiIiIiIiLZg4ERERERERacEH4BIR6Qkf5ktERJR9sMaJiIiIiIhICyZOREREREREWjBxIiIiIiIi0oKJExERERERkRYcHIKIiD4aB7ogIqJPHRMnIiKiFJgEEhFRWthUj4iIiIiISAsmTkRERERERFqwqR4REdEnis0OiYgyDhMnIiIiMnhMAolI39hUj4iIiIiISAvWOBERERFlIdaeEWVPrHEiIiIiIiLSwiBqnBYtWoSZM2ciMjISVatWxYIFC1CrVq13zr9hwwaMHz8eYWFhsLe3x/Tp09GyZcssjJiIiIiIWHtGnxO91zitW7cO/v7+CAwMxJkzZ1C1alV4eHjg4cOHac5/9OhRdO3aFb1798bZs2fRtm1btG3bFv/8808WR05ERERERJ8Lvdc4zZ49G3379oWfnx8AIDg4GNu3b8eKFSvwzTffpJp/3rx5aN68OUaOHAkAmDJlCvbu3YuFCxciODg4S2MnIiIiok8Da89IG70mTomJiTh9+jQCAgKUMiMjI7i7u+PYsWNpLnPs2DH4+/trlHl4eOD3339Pc/6EhAQkJCQo/8fExAAAYmNjPzL6jPMyPk7fIbyXLvuK25J1PqVtAdK/PdyWrMVtMUzcFsPEbTFMn+O2LNp3I5Mj+XhfNy6r7xAA/G+fioj2mUWP7t27JwDk6NGjGuUjR46UWrVqpbmMiYmJrFmzRqNs0aJFUrBgwTTnDwwMFAB88cUXX3zxxRdffPHFF19pvsLDw7XmLnpvqpfZAgICNGqo1Go1njx5gnz58kGlUukxsswRGxuL4sWLIzw8HFZWVvoO56NwWwwTt8UwcVsME7fFMHFbDNentD3cluxBRPD8+XMUKVJE67x6TZzy588PY2NjREVFaZRHRUWhUKFCaS5TqFAhneY3MzODmZmZRlmePHk+POhswsrK6pP5YnNbDBO3xTBxWwwTt8UwcVsM16e0PdwWw2dtbZ2u+fQ6qp6pqSmcnZ0REhKilKnVaoSEhMDFxSXNZVxcXDTmB4C9e/e+c34iIiIiIqKPpfemev7+/ujRowdq1KiBWrVqYe7cuYiPj1dG2fP19UXRokURFBQEABgyZAjc3Nwwa9YseHp64rfffsOpU6ewdOlSfW4GERERERF9wvSeOHl7eyM6OhoTJkxAZGQknJycsGvXLtja2gIA7t69CyOj/1WMubq6Ys2aNRg3bhzGjBkDe3t7/P7773B0dNTXJhgUMzMzBAYGpmqemB1xWwwTt8UwcVsME7fFMHFbDNentD3clk+PSiQ9Y+8RERERERF9vvTax4mIiIiIiCg7YOJERERERESkBRMnIiIiIiIiLZg4ERERERERacHEiYiIiIiISAsmTkSUaZKSkjT+5yCe+qdWq/UdAn2i3v598/dO9HlQq9XK7/1T/90zcSIAqS+mDO2Ln9YP8lO8ADx//jwePnwIAJg0aRLOnDmj54g+jrGxMQDgypUrAACVSqXPcHSS/F17O/nLbpJ/J/Hx8QAAIyMjXLp0CU+ePNFnWPSJefXqlfL7vn//Pv777z89R/RxDO0cmNE+he37FK8Bsovkff/ixQsAb84r586dA5C9zvMfgokTIS4uTnnI8ObNm/H69WuD+uKr1WolnpiYGLx48QJqtRpGRkaf1IHzn3/+wRdffIFFixbhq6++wqRJk2Bubq7vsD7Ili1bEBgYCAAYOnQoxo4di7i4OD1HlT7J3ymVSoXdu3dj1KhR2Tp5MjIywr1799CtWzccP34cW7duReXKlREeHq7v0DJV8oXhq1ev8Pr1a73G8q7j1Kdw8bp69WrcuXMHJiYmAIDAwEB4eXmhatWqmDVrFm7evKnnCHXzrs8ku55rkrfn9u3bOHv2rHIzTqVSZdttAqBcAwDA6dOncf/+fT1HlHkM8ThhZGSEsLAw9OrVC5cuXcKGDRvg7OyM48eP6zu0TJdD3wGQfu3YsQPjx4/H8ePHMXLkSGzatAl16tRBkSJF9B0aAM2D48yZM7Fr1y7Ex8cjT548+PHHH1G0aFE9R5hxHB0d4ePjg3nz5uH58+f466+/ULFiRSQlJSk1N9lBQkICbty4gWnTpuHAgQM4ffo0jh07BgsLC32H9l5r1qxBly5dYGRkhFevXsHExATLly+Ho6Njttr/abl9+zYSEhLQv39/XL16FWvWrEHVqlU1fl+fEhGBSqXCjh07sHbtWjx69AiDBw9G/fr1s/x7KCIaN6ZiYmIAAF27ds22N0aSbdq0CWPGjIGPjw9Gjx6NvXv3YvHixZg1axYOHjyI3377DZcuXcLo0aPh4OCg73C1Sv7eHDhwAH/++Sfi4uJQsmRJBAQEwMjISJmeXSTHu3nzZkyYMAEvX75E/vz5kSNHDuzevRu5c+fWd4gfJOVxa+zYsQgNDcXgwYPh5eWFnDlz6jm6j5f8uSUkJMDU1NRgv3MJCQk4duwYevbsiQsXLmDlypWoXbv2J3teUQh91sLDw6VUqVJSqlQpsbKykgsXLoiIiFqt1nNkmsaMGSMFChSQlStXyv79+6Vo0aLi5OQkjx8/1ndoGeL169ciIrJlyxYpWrSolC9fXgIDA+XevXsiYnifhzYvX74UV1dXUalU8vXXXyvlSUlJeozq3e7duycWFhbSoEEDjX3t6ekpQUFBeows4yxYsEBUKpVUqFBBDh06pJRnt+9WeoWEhEjOnDnF19dXmjVrJiYmJjJ16lSJjIzMshhS7tuhQ4eKjY2NlC9fXooVKyalSpWSgwcPGuxvIr2mTp0q1apVk/Hjx8vQoUNl7dq1yrRly5aJq6ur+Pr6yuXLl/UYZfpt2rRJLCwspH///jJ06FApWbKk1KtXTzlGG7K0fsv79++X3LlzS3BwsMTGxsqmTZtEpVLJ4sWL37tcdjBu3DgpUKCA7N69W2JiYvQdToZI/iy2bdsmXbt2lVatWkloaKjBbV/ycWvp0qViZGQkVapUkTNnzijTs+t3Kj0+4ZSQ0qNYsWJo3LgxwsLCULp0aZQsWRKAYbVRvXPnDnbv3o1ffvkFPXv2RFxcHOLi4tCvXz/kzZtXmS87NjtIjjm5RsPV1RUXLlxAt27dsHXrVixYsAAPHjwwqM8jPV6/fo369etjyJAhWLNmDSZNmgTgTfX+282mxACaIRQpUgR79+5FREQE3N3dlc/l9evXMDMzA/CmyZchxKoLSdE3sESJEpg5cyYqVqyICRMmYNeuXQDe/Naz23ZpEx0djWPHjmHmzJlYtWoVdu/ejRkzZmDGjBlYunSp0o8wsyR3lE7+3V67dg1nz57Fvn37cPToUZw9exYVK1aEt7c3Ll26BMAwfge6SP4djxkzBm3atMHOnTuxZs0aje3o06cPevXqhZs3b2L69Om4ePGivsJNl3v37mH8+PEICgpCcHAwhgwZgpcvX6JChQoatc6G+lk9evQIwJt+mckxHjlyBH379kX//v0RExODYcOGYcCAAfjyyy+V5bLb+QUALl68iA0bNmD9+vVo1qwZ1Go1Ll26hMWLFyM0NFTf4X0wlUqFw4cPo0uXLsidOzeePXuGDh06YMmSJYiKitJ3eAD+V4uuVqtRpEgRzJkzByKCsWPH4uDBgwBSn1cM9TfzQfSRrZFhCQ0NlZ07d0qFChXExcVFIiIiRCT1HQN93UE4c+aM2NraiojI9u3bxcLCQoKDg0VE5Pnz57Jw4cJscTfwbSn3Z2hoqBw5ckT++ecfpWzcuHFSrVo1GTdunDx48EBERHr27KnUChqSd+3/mJgYmTFjhlhbW8vEiRM1pp06dSorQtPJ33//LcWLF5cGDRqIyJsap+XLl4uI5ucVGxurl/h0kRzv7t27ZcqUKfLixQsReXMH2svLSxo1aiS7d+9W5j9w4EC2r8FVq9Vy5coVyZEjh9jZ2cnKlSs1ps+ZM0csLS1l6tSpym8qo925c0fj/5UrV4qrq6t4eHhIfHy8xveoUaNGUrt27UyJIzOldS6YMWOG2NraSufOnSU8PFxj2ooVK8Te3l6mTJmSVSF+kIsXL0r58uVFrVZLeHi4FCtWTPr3769M37Nnjx6je7+NGzeKqampnDt3TkT+VyPQvXt3GThwoDx48ECKFSsm/fr1Uz6/devWyaJFi/QW88e4deuWODo6yvr16+X48ePSr18/cXBwkAoVKoipqals27ZN3yF+sLVr18rkyZOV/ydMmCAlSpSQoKCgLK0xT0vydyckJETGjRunnDP+/fdfqVSpkrRo0UIOHz6szL9z5069xJmZmDh9Zt5uFpLygvf27dtib28vLi4uGhcVwcHB8urVqyyJL60Tcnx8vDRr1kyGDx8uFhYWsnTpUmXaP//8I82aNZODBw9mSXwZYdCgQbJkyRLlf39/f7G1tZUCBQpIzZo1Zd68ecq08ePHi7OzszRr1kzc3NykYMGCWfZZpEdykp1s7ty50r9/f+nRo4cy7enTpzJz5kzJkyePjB07VuLj46VFixbi5+enj5BTSf7OJe/Xv//+W4oWLSoNGzYUZ2dnKVmypLi7u4uzs7PUq1dPGjduLG3atJGEhAR9hp0uGzdulLx588qAAQPk/PnzSvm+ffvEy8tLGjZsKKtWrZJJkyaJiYlJpiUTWSHlsSMgIEBUKpWMHDlS4uLiNOabP3++qFQqmT59eobfcBkxYoQ0a9ZMRN4cW+Pj4yUwMFDs7e2lXLlyynz//fefiLxJakuUKCFXr17N0DgyU8r9vGbNGvnxxx+V/7/77jupWrWqjBo1KtWx4c8//zT4G1zh4eFSv359+f3336VEiRLSv39/5bhw5coV6datm5w4cULPUabtzJkz0rp1aylevLjGbz04OFg8PT2laNGi0qdPHxF58xkmJCTIl19+KSNGjJCXL1/qK+x0Sas5a3h4uDRv3lycnZ0lR44c8vXXX8sff/whkZGRUq9ePZkzZ07WB/qBkn9TZ86cka1bt8rIkSPlhx9+0JhnwoQJUrx4cZkxY4bcv39fH2EqcW7cuFGsrKwkICBATp48qUy/dOmSVKpUSVq2bCmrV6+WiRMnikqlkvDw8E+q6R4Tp89IypPWsmXLxN/fX7p27SqnTp1SDkxhYWFSrlw5qV69umzevFmaNWsm1atXz5J2+CnfIygoSLZu3Soib2qVunXrJmZmZjJo0CBlnhcvXkjLli3F09Mz2/QTuHv3rnh7e0uFChVk7dq1cuPGDalYsaKcOnVK/vrrLxk9erQUL15cpk2bpiyzePFiGTJkiPTu3Vs5iRvCBciYMWPEyspK6bswceJEsbGxkS+++ELKly8vhQsXln379onIm+RpwYIFYm5uLmXLlpXKlStLYmKiPsMXEc27Z999952yLceOHRNnZ2dRqVQyf/58+fHHH2XatGkye/ZsmTVrlvz777/6DDtdTpw4IXny5NG4sBURZb+fOnVKunbtKqVKlZLy5ctrnACzk3edkEeNGiXGxsaybNkyiY+P15i2ePFiuXLlSobHcuPGDSUpevTokYiIREVFyaxZsyRPnjzKhWuyAwcOSIkSJbJN/5+Ux9kTJ05Iw4YNxcnJSX7//XelfNKkSVKtWjUZNWqU0kczJUM4dolofm+S/37y5InUr19fjIyMpFu3bhrzjxgxQlxdXSUqKipL49TF+fPnpU2bNlK4cGGl5unq1avi4OAgRYoUUWr54+PjZcyYMVKkSJFM+R1kpJTfuUOHDsn27duVmB89eiQhISEaN07VarXUqlVLow9XdrBp0yYxNzeXcuXKiUqlkqZNm0pYWJjGPJMmTZLcuXPLnDlzsux3lNxSIdnx48clb968GjewRd6c40XefN/q168vzs7OUrZsWTl9+nSWxJmVmDh9hkaPHi1FihSRbt26SefOncXCwkJ++uknpfNhVFSUODs7i5OTk7i5uSkXWpmZnKRc97Vr18Td3V1MTU0lJCRERN4kHC4uLlK7dm3p27evTJ06VRo0aKBxAZ5dkqd//vlHvvrqK3F0dJR+/fqJv7+/Mi08PFwmTJggRYsWlenTpyvlKU/yhlLj9PjxY6lXr56UK1dOLl68KL1795bjx4+LyJt427dvL/nz51c+Q7VaLVevXpUtW7YoB31D2JZNmzZJrly5ZPLkyRrNXI4dOyblypUTT09PPUf4YVauXCktWrQQkTcXhBs2bBAvLy+pXr26cjfz0aNHEhYWpvfmHx8q+Xdx4MAB+eabb2Tw4MEyY8YMZfqIESPExMREli5dmip5ymh79+6VJ0+eiIjIL7/8Ijlz5pRLly6JiEh0dLTMmDFD7O3txcfHR65fvy6nT5+W5s2bi4uLS7Y5diUbM2aMdOjQQWrXri25cuWS6tWrawwKMXnyZKlRo4b0799foqOj9Rhp2t5ubtS2bVvZsGGDxMbGyrVr1yRPnjzSrl07+e2332T//v0yaNAgsba21qjJMSQpL6KvX78ubdu2lcKFCysXrefPn5dChQpJrVq1xNHRUVq1aiW2trYanfkN3ahRo8Ta2lqKFSsmOXPmlG7dusnRo0eV6fHx8XL79m1p0aKFVK9e3SDOLekVHh4uPj4+smTJEnny5IkEBQVJpUqVZPjw4amSp6CgILl27VqWxDV58mQJDg6WpKQk5Ri1cOFCadSokYiIPHv2TDZt2iTt2rWT8uXLK8nUw4cP5caNGwZ9k+FjMHH6DJw4cUL58f34449SvHhx5YB5+PBhUalUYmFhIT/88IM8e/ZMWe7mzZupmjFltm+++UZcXFykVatWYmNjI2ZmZkpb5du3b8u4ceOkXr160rZtWxkyZIgSV3Y4SKY8uZ07d04GDBggBQsWlC5dumjMFx4eLoGBgVKiRAmZMGFCVoepk6dPn0qdOnWkaNGiUq1aNY0+WiIi7du3lwIFCkhISEiqO2SGcOf54sWLUqxYMY2mk8nUarX8/fffUqpUKalSpYpy4jDkJgcpY1u9erWoVCpZvny5uLm5iaenp/Tq1Ut69eol+fLlkxs3bugx0oyzadMmsbS0lF69esmAAQOkSJEi4u7urkwfNWqU5MqVS+bPn5/q7mlGiY2NlYoVK4qdnZ08ffpUrly5Iu7u7mJnZ6fUTkZFRcnMmTPFyspKLCwspHv37tKrVy8lJkNOnlLGtnTpUrGyspIjR47I48eP5cCBA9KiRQupV6+erF+/XplvxIgR0rNnT4P9vWzevFmsrKyU703hwoWlQ4cOIiJy5MgRqV+/vhQrVkwqVqwoDRo0UG6qGJKUx9Bdu3bJsmXLRETk7Nmz0rZtWylUqJBSy3Tt2jVZuXKlDBs2TFauXCk3b97US8zplfJ7c/DgQSlTpozs379fnj59KuvXr5fGjRuLl5eXHDt2TETeNBP38PCQ+vXrKzdTDeEco03yZ9W0aVON5q0zZ84UJycnGTp0aKp+k1llxIgRys2f5H26adMmyZMnj3z77bfSpEkTad26tfj4+Mg333wjKpUq29SefwwmTp+4hQsXiqWlpfz777+SkJAg8+fPV+4K/P7772JlZSVr1qyRUaNGiYWFhSxfvjxVB/GsOqGvXr1acuXKJceOHZPY2Fi5cOGC9OjRQ0xMTJTkKSkpKdWJODscHNNy9uxZ6dOnj1hYWMiqVas0pkVERMjQoUOlTZs2Bnfh8fb+fvr0qbRq1UpUKpXs379fRDS/M506dRKVSmWQg0H8/vvvUqlSJY02429/3w8fPiyVK1dOdefPkCR/R+Li4jRuIowaNUrs7e2lX79+8vfff4vImzuzlStXNti+Grq4c+eOlC9fXhYsWCAib272FChQQPr27avxu/nyyy+lQIECSnOSzHDp0iWpUaOGVKlSRZ4+fSrXr18XDw8PKVasmJI8Jdc8Va9eXaPZXnLzPkOT1lD8X375pXh5eWmUHT16VNn2zZs3K+XJxwpDO4bdunVLKlSooJwLk5KSJGfOnPLNN98ov/+4uDi5d++e3L9/3+AGg9m+fbvyd0JCgqjVanF2dtboF3PhwgUleUqueTK0zyE95s6dqwx1n9LOnTulevXqMm7cOBF5U9O2Zs0ag2rN8C7Jn8P169fl22+/lapVq0revHlT1STNnDlTatasKX379pW7d+9meXzJ9u3bJ3PnzpWnT59KdHS0TJgwQRwcHOTLL7+Uv//+W9RqtURGRkqNGjUMcvCqjMbE6RMWHBwspqamsnHjRqXs4sWLEhYWJjdv3hRHR0elA+X58+fF1NRUVCqVxokvK02aNEk8PDw0yh48eCAdO3YUc3PzNC/Ks4OU8a5cuVLq1q2r/H/hwgXp37+/ODg4yC+//KKx3MOHD5UDmCGe8A4ePCgPHz4UkTfJU/369aVMmTLKRWLKmMeMGWNQCW7yZxIcHCylSpVSLlxTxnjkyBHl7pmhXtiK/G8/79ixQ5o3by5169aVBg0aKIlRylpkkTe1uhUqVPgkmlGcPXtWKlasKCJvmvO+bxS0zNre5O/Sq1evJCwsTGrUqCGurq7y9OlTuXHjRqrkKTIyUqZPny6Ojo4yfPjwTIkpI2zYsEE6deqU6nc7btw4cXNzS/VcmZUrV4q5ubk0bNhQ4xxiiMeu69evS/Xq1SUxMVGuXr2qMXCCiMjp06czvWnnhzp58qQUL15cY3AdtVotTk5O8ttvv2nMm5w8lShRwiBvXGmT3ORbpVJJo0aNUtUYT5kyRfLnz5/qGGdI55p32bRpk9jb28u5c+dk9erVUrlyZfHy8pLr169rzDd58mRp0KBBljenTtnCIjAwUGxsbGThwoXKZ/D2Pg8ICBAHB4dP4ryiDROnT9SyZcvEzMxMo9OuiCgXuvv27ZOqVasq1bCnT5+WcePGyeLFi7PkTk3yjzJlUvH9999rHASTT7gbNmwQlUolZmZmEhoaqjHN0KXcvl27dsmoUaNEpVJJ165dlfKzZ89K//79pUKFCvLrr7+mWoehbGvKbTlz5oyoVCr57rvvlD4Mz549E1dXV7G3t08zeRIxvLuA58+fF2NjY41+MSJv4h46dKjMnTs3W5yE//zzT8mVK5dMnDhRQkJCpHHjxpIvXz65ePGixgMV+/XrJ/ny5ctWfRve59atW1KvXj3Zvn17qlHQLl26JN27d1cSyIz+HSUP/iAiGiMsNm/eXFQqlVSrVk1Jnpo3by52dnbK3djHjx/LrFmzpEiRIvLNN99kaFwZJT4+XvnN//nnn0p5cif2H3/8UeO38fvvv0vr1q2lXbt24u3tnWo0Q0OR3ATXzs5Ozp07J6VLl5a+ffsq23ry5Enp3r27wQ4AExMTI3PnzpXq1atL7969lfJatWopjxdIeaPn/Pnz0rhxY3FwcJCXL18azPkkLWnF9vr1axkwYIByPZNyng0bNki1atU0fouGLDn258+fi6+vr3z//ffKtBUrVoibm5t4e3unakapr8dE/Prrr9K6dWsReTP6b8mSJWX+/Pka+3v//v3St29fyZs3r5w9e1YvcWY1Jk6foMuXL4uZmZl88cUXGuXNmzeXZs2aSVJSkmzatElpAnfp0iXx9PQUHx8fZd7MvMBdu3at+Pn5ydWrVzVOrqdPn5YaNWrI8OHDNe6uHDt2TPr37y/9+/eX0qVLp3pGSHYwfPhwqVSpkgwbNkwaNWok1tbWGoMOnD17VgYMGCA2NjYaz9YxFClPVtOmTZOFCxdK7ty5JXfu3DJp0iTlwP7s2TOpW7euODg4GFSVfXL8p0+flpUrV8oPP/ygdPT+7rvvxNTUVEkCb926JWPGjBEbGxuDH3FK5H/D9Sc/I+f+/ftSpkwZjZqX58+fy/z588XT0zNVP7TsIq2LqoiICKlTp46YmJiIr6+vxrThw4dLvXr1lJtFGengwYPSsGFDOXDggEZ5x44dpXLlyvLXX39J9erVlWZ7N2/elBo1akjbtm2V7Xj06JHMnz/f4PuanDhxQooXLy49evRQysaMGSMmJiYyf/58OXPmjERFRYmnp6fMnDlT/vjjD1GpVAbTJ+hdtfaenp6iUqlSjZ6X3M/WEAdMSXnhPX/+fKlatar06tVLEhMTxcXFJc3nTL1+/Vpu376dpU29PkTKG3NXr16V8+fPa/w2unTpIlZWVrJ69Wq5cuWKREZGiru7uzRq1Migk8G3HTp0SKpUqSJubm5K8+lky5cvlwYNGoiPj0+WDQAh8r99n7JG786dO1KzZk2ZO3euUjZ48GApVaqUzJ8/Xx4/fqwMZNGuXTu5ePFilsWrb0ycPkEREREyfvx4yZs3r9LmuUOHDlKlShWNA5Gvr6+oVCqxs7OTatWqZcnw0DExMVKmTBkpUKCAVK5cWXr37q3xkMrZs2dLrVq1pFevXnL+/Hm5cuWK0qk9NDRUbG1t5a+//sr0OD/W2w+3zZ8/v3KR9fLlS/n555/Fzs5OuZsj8uYCZcaMGQZdwzFlyhSxsbGR7du3y++//y4TJkwQlUolgYGBGsmTvb29eHt76zlaTRs3bpQiRYpIvXr1lFqBdevWSVRUlCxcuFBy5swpJUqUkHLlykmZMmWyTa1MTEyMVKxYUS5fviyPHz+WIkWKSL9+/ZTpP//8syQkJMjr169TNa/KLpJ/T/v375epU6fK999/r9R0HjhwQHLlyiVffPGFbNmyRQ4fPiyDBw/O1FHQrly5Im5ubtKyZUulCVSHDh2kUqVKygXqv//+K9WqVZNq1arJ48ePJSIiIlVNuyE2O377IvTZs2cyZ84cqV69uvTs2VMpnzRpkhQpUkRsbW3Fzs5OKlasKAkJCXL9+nUpV66cQdx0SN6W0NBQGTFihEyfPl3p73PkyBGpW7euVK9eXU6fPi07duyQESNGiKWlpcGOnifyv+9MbGyskjx16tRJSpYsKU2bNhVvb29p3769fPHFF9K+fXsZOnSoQX7PUnq7Wbezs7Pkz59fmjZtKn379lWm9ejRQ1QqleTPn1/8/PykQYMG2W5U3YiICKlSpYqoVCqlJjdl7CtWrJAqVaooCXFWCQ8Pl4oVK0pcXJzcvn1b+vbtK97e3hIfH69Rg5mcPCU324uPj8+255UPxcTpE5LyxxcbGyuBgYFiaWkp5cqVE2dnZ2VklpTz7du3Tw4ePJhlHSpfv34tAQEBEhwcLKdPn1YejOrt7S3z5s2T169fy6xZs5TBBpKf+SPypm+Avb19qru8hsTd3V1p/phs/fr1Ymtrq1HdHhcXJwsXLkzVbM+QntP0duLw4sULcXV1lW+//VajfMGCBaJSqeTbb79V7u7HxcXpbRtSfr+T9+fZs2elQIECyuh5t27dEpVKJePHj1fmvXHjhvzxxx/y119/pfn8GUPWokULGTx4sJQsWVK++uorpenY48ePxd3dXX766Sc9R/jxtm3bJrlz55batWtLmTJlpGjRokpzqp07d0qdOnWkUKFCUqlSJXF1dc30Go9r165J8+bNxdPTU+rVqyfVqlWT27dva8xz+fJlKVKkiEZtmCFf4L39m03+Hj19+lTmz58vVapU0ehbc+rUKdm3b59s27ZN2a5hw4ZJpUqV9D4MeXI8O3bskBw5ckirVq0kT5480rhxY1m9erWIvDn/NWvWTCwtLQ169DwRzeQieduePn0q8+bNkxo1akjOnDll+PDhMmbMGBk4cKAMGjRI+vbtm+p8ZMi+++47yZcvn4SGhkpkZKT0799fVCqVUjPz+vVrGTRokKhUKmXAKBHDawKuTUREhDg5OUmVKlWUY0bKz/fnn3/O8sGI7t69K3Z2dtKxY0fp2bOnlChRQhwdHZXpKR+SPGzYMLG0tJQlS5Zkq9q+jMLE6RO0ceNGuX//vjx+/FimTp0q1tbWysgzIm8OPmmdvLPqQnfHjh0ad/X+++8/GT9+vKhUKqlbt67MmDFDjh07JidPnpSzZ88qsQ4fPlwcHR3lwYMHWRKnrp48eSIjR45M9RT2S5cuSalSpVJ13L19+7aUKFFCbGxslGFwRQyjT1P37t3lyy+/1Ch7+vSplC9fXukPlJiYqHw23t7ekjNnTpk2bZpGdb++kqewsDCN/bht2zZlJLBbt25JsWLFNLZPX09i11Xy/v7vv/807gLOmDFDChUqJA0aNNCYPyAgQCpWrGjQIwKm15gxY5Thlv/991/x9PRU+nGJvOm/efv2bQkPD8+yO6DJz5yztrbWGIo75fE1LCzMIG6EvM/btUMzZ86Uzp07S/v27ZVn5cTExKSZPCU7c+aMdO/eXfLly6fX5CM2Nlb57UdERMigQYMkODhYRN789r29vaVu3boaI5meP39eHj9+nKrDu6FI3p69e/fKkCFDZPDgwRqDv8ybN09cXFzk66+/1meYHyUmJkZat24t69atE5H/XSck/+ZTnle6du0qefLkUQaMMlTJn1tUVJRERUVpjM4YEREhFSpUkJo1ayo3tbPy3J/W6MTTpk2TBg0aSHBwsAwZMkSsrKxk0qRJyjwp+3J+8803qQay+FwwcfrEXLx4Uezs7GTXrl0i8qad6uTJk8XS0lKjraq+73oOGDBABgwYoPxfsWJFadu2rQwbNkyaNWsmKpVKuUt+4MAB+eqrr8TGxibbdD5MTv5E3hw0W7RoIV5eXhoH+oiICPH29pYlS5ZIpUqVZMuWLfoJNg3h4eHKQTLlRffXX38txYsXVw70yXf6Ro0aJW5ubkrzNxH9JYAvX76UOnXqiJ2dnRLD0qVLxdnZWS5duiQlS5aUfv36Kb+BXbt2Sa9evZSHlxqao0ePasT2xx9/SJs2bcTV1VVWrFghiYmJ8uzZM+nevbs4OTlJjx495PvvvxdfX1/JkydPtvnNvC35s0seBbRbt24a/f/Cw8OlVatWki9fPr3eVU8eOa9FixZy6NAhpfztY6yhJk9z5swRlUolhw8fFhGRwMBAKVCggPTp00caNWokRkZGysNtY2JiZMGCBVKtWjVp3769so5Xr17J6dOnpVu3bnrt63D58mVxd3eX6OhoOXnypLRt21Zq1aolJ0+eVOa5deuWdOnSRerVq6cMR54dbNu2TXLmzCkeHh7i7OwsxsbGyrH22bNnMn/+fKlWrZrB3YR7l7dje/HihVStWlWpwbSwsJDFixeLyJubdAsXLlSa6avVaunZs6eoVCqDbYGSvH1bt24VJycnqVixohQtWlQ2b96sJFDJyZOLi0uq2urMlHxsevuc9/TpU6lUqZJ4e3vLo0ePZNCgQVKjRg2NQSzevjH8OWLi9Alq2bKlxp3nBw8eyKRJk8Ta2lrmz5+vx8j+Z/ny5VK3bl158uSJVKtWTerWravcJY6IiJC1a9cqF+XHjx+XgQMHGuwoR2+Li4uT5s2bS86cOZW7gqdPnxZnZ2dp2rSpTJgwQbZv3y6NGzeWNm3aSFRUlBQuXFimTZum58jfePthl7Vq1ZK9e/eKyJsLkyZNmkidOnWUvhyJiYnSpk0bOXLkiAwaNEjKli2r1zbParVaDh06JI6OjuLk5CRqtVru378vrq6ukidPHqWTe/KJzd/fX9q1a2dwd5vVarWcPHlSaQaZmJgohw4dEgsLC+nfv79069ZNjIyMZPDgwRIbGyuPHz+W77//Xho0aCD16tUTX1/fbDsQRLJNmzZJ/vz5pXr16mJsbCw//vijxvSIiAhp27atqFQqvfapSW6217x5cyUByS5u3rwpX375pVhYWMiRI0ckMDBQSQBfvHgho0ePlhw5cigjfsbGxkpQUJD4+vqmSg5T3pHWh5UrV4qrq6uIvGlGWLt2bcmZM6dyAZ7s9u3b0q1bN6lcuXKqZ+gZopiYGJk9e7bS1Pjp06cyevRoMTEx0fhcpk+fLvXq1TP4GvSU35uoqCh5/fq1JCYmStu2baVdu3ZiY2Oj8Uyq27dvi6enp8aos0lJSdK/f3+D6Ev3Ltu2bRNLS0uZPn26XLlyRb788kvJly+fLFq0SDlH3rt3TwoVKiSNGzfO0iaHN27ckPz58yvXIMnD7x8/flxMTExk2bJl8uLFC/n666+lVq1aMnv27CyLzdAxccrG3u44mHzSOnbsmFSpUkV27NihTIuMjJQpU6aISqXSaFKiTzVr1hSVSiVubm7vHG4z+UCi7xPy+6R1Vy8qKkq8vb3FwsJCqXk6f/68DBw4UMqWLSsVKlSQRo0aKc2tGjRooDRJMKS7hFevXpWKFStK8+bNlYup/fv3i7u7u+TOnVuaNGkiFSpUEAcHB3n9+rUyTG5W3l1Pq/Y0KSlJjh07JuXLl5eaNWuKyJuHedrY2Mi0adMkKipKbt++LaNHj5a8efMaXIKR8jswf/58MTIyklmzZsns2bOVZ6+JiKxbt06srKxk4MCBGkPEJiUlGWwNhzbJ237t2jVxcHCQOXPmyPr166VDhw5iY2MjBw8e1Jj/zp070qVLF7l69ao+wlVcu3ZNPD09pUaNGgY9uEBKv/zyi0ycOFHu3r0rPj4+YmZmJmXKlJHjx48r8yQmJioX6WvWrBGRNyM5Jn9O+m69kNJ3330nNWrUUL77ly9flsaNG0vDhg3ljz/+0Jj3xo0b0qdPH4Nvxnr+/HkxMzOTqlWragwLn/y55MiRQ6kRjI2NNdia82Qpvy+TJk2Sdu3aKQOs7Ny5U1QqlTRv3lwZcffJkyfKzeDsdEy7f/++uLu7K03bw8PDpWzZsuLo6CjGxsYyf/585YHc9+/flxs3bmRpfNeuXZM8efKISqWSZs2aydy5c5Xa4mHDhkm1atXk6tWrEhUVJQMHDtR40PjnjolTNvT2g+ySO+YmH1QePnwotWvXlkGDBmnMd//+fVmxYoXeO1Imn3B//vlncXR0VLbHkBKG9Ep5Erhz545cvHhRuZMUHx8vHTp00EieEhISJC4uTmOo22+++UYKFy4st27dytrg3/KupkXXrl2TKlWqSJMmTeTIkSMi8uaO58KFC2XUqFFKbYiISP/+/aVVq1YaF1ZZEfODBw+UfZwsMTFRjh8/LqVKlZJ69eqJiMjo0aOlUqVKYmZmJrVq1ZLy5csb3Oh5Kbfp5MmT8vDhQ/nll19EpVJJsWLFNJrcioj89ttvYmlpKcOGDcvyk29mCQ0NlYULF8rAgQOVssTEROncubPky5cvVfMcQ7mg+vfff8Xf39+gkol3WbJkiahUKqVZd1RUlNLxPvn5fykf7jtmzBhRqVQaQ14bwjE7ZV+/yZMni7u7u4j87ztx7tw5ady4sTRv3jxV8qTvc2FK7zr+RkZGSq9evUSlUikPSU/rc9mwYUPWBvyRAgICxNbWVn799VeJiIhQyletWiXGxsbSuHFjqVevntSvX1+qVq2qnGMM5beuzYMHD2TBggUSHR0tkZGR4uDgoDxk2dfXVwoWLCjff/+9Rr+nzJbyeyMiMm/ePBk2bJiMHTtWvvzyS6lZs6bs3LlTTpw4IeXLl5fAwEARedO8dfjw4VnanNCQMXHKZqZNmyaOjo7KiDLnzp0Ta2trcXBwkPHjxyt3DHbu3Cm2trbvbP9rCCeMiIgIKVy4sAQFBek7lA+S8qJh7NixUqtWLbG0tJRWrVrJiBEjROTNqGbe3t5iZWWlNNtLduLECWnfvr0ULVpU7xfvKU/av/32m0yZMkXGjBmjxHzz5k2pUqWKuLu7p/mdevDggQwaNEjy5MmT5X0c7t69K/ny5ROVSiUNGzaUgIAACQkJURLYEydOSOXKlaVu3boi8ubGwm+//SanT582uIFGkj+HS5cuSd26daVp06bSrl07EXnTbFKlUknv3r1T3VVOfkh0QECAQfy2P9YXX3whKpVKnJ2dNbY1OXkqVKiQwT+WwJCTp9WrV4uJiYls375dozwyMlJ69OghuXLlUm6SJB/nEhMTs+wB6ekVEREhnTp1UpK5wMBA5TEIKQdBOn36tDRu3Fhatmyp9AsyRJcvX5YxY8ZIWFiYxvfn/v374uvr+87PZdKkSdmmKbvIm8+jdOnSShPwZMnbdOTIEZk6daoMHz5cli1bpnznDOm7lx7JCeH48eOlRYsWSnPwgIAAKVCggOTPnz9LaghTPv8rpdDQUGnevLns2LFDXrx4IQsWLJA8efLI7NmzpXnz5mJtba0M9JLd9n1mYuKUzezdu1fatWsnjRs3VprivXjxQsaMGSNeXl5ibm4uY8eOlcWLF4uPj4/SLtVQv/Tz58/Xe+fuD5GyaeHUqVMlf/78snfvXnnw4IF06tRJrK2tleeFPHz4ULp06SIqlUouX76ssZ7g4OAsfdCdNiNGjJCSJUtK27ZtxcfHR1QqldKu/ObNm+Lk5KQcaJNFRkbK7NmzpUGDBnoZiCAsLEycnJykfPnyUqNGDenRo4eYm5uLk5OTdO/eXdatWyfr16+XMmXKiLu7u0HcJU9Lclz//POP5MmTR8aMGSN37tzRaJK7aNEiUalUEhQUlKpP1ubNmw26vb+uBg0aJEZGRvLrr79q1Cq8evVKmjdvLqVLl9YYaYvSZ+XKlaJSqaRp06ZKWcrzw8OHD6Vbt26SO3fuVBfpac2vTzdv3hQXFxdp0aKFnD59WgICAqR79+5pzhsZGSmOjo7SrVu3VBeQhiAxMVFpvm5vby8jRozQSPLi4uKkS5cukitXLqUfnaEey1Lq06dPqocJ7927V+zs7DSGrE/elnc1yzfkmqaUx+4DBw7Ixo0bNab7+PiIj4+Psg3+/v5y6NChd3ZRyAwPHjyQ4sWLK+eVZFOmTJH8+fMrSd6hQ4ekV69eygOiW7duLa9fv84W37WswsQpG0m+A3X8+HH54osvNJInkTdNFlatWiUdOnQQR0dHUalUUrp06SytCtbVjRs30uxkbMgOHDgg+fLlk4cPH0pSUpI0atRI6Te2Z88eyZ07tyxfvlxE/tcPLTo6WsaPH69ccBjSQSh532/atEmKFCmi1DJt27ZNI3ESEbl+/boUKlRIhg0bprGOBw8eZOlJ4G3Xr1+Xdu3aSZs2beTvv/+WO3fuyNq1a6Vu3bpSq1YtyZUrl1SuXFlUKpW0bdtWRAzrM0j2+PFjqVevngwePFijPOWF6rx580SlUsl33333STx4MOXd0JiYGI1EsWvXrmJlZSUbN27UGM3p1atXGs17KH2WLl0qRkZG0qdPHylSpIjG9yzldyw6Olq6d+8uVlZWBj/k8/Xr18XDw0Pat28vzs7OUr16dfH19ZWePXtKr169xMfHR7p16yZff/21NGrUSOMh8IZmxowZMnv2bNmzZ48EBgaKjY2N+Pj4yOLFi0WtVsuzZ8+kT58+2eJzEXnT/LNNmzap+mMfOHBAzMzMlOczqdVq5Ty0c+fOVM2uDVny8WvTpk1iZ2cnTk5OSl+m5AR34sSJYmFhIWPHjhUfHx+xtLTM8j6ZT58+VQYJa9y4sUZf2R49ekiPHj2Um3GRkZGyb98+8fT0lAsXLmRpnNkBE6dsImVisWfPHunXr5/kzZtXaZOa0qNHj+TatWvSr18/KVWqlMycOVNEDPNCUeR/cRnyHaWUrl69Kvb29jJw4EB5+vSpuLq6yoULF2Tr1q0aQ6i+fPlSli1bppwckhnK3dpdu3ZpNBOYN2+e9OzZU0TeNP2ysLBQRnF69uyZ0r45PDxc+awM6Tt15coV8fDwkKZNm2o0i3z69KmsXr1axowZI9WqVdN7s8j3uXTpkpQpU0YOHDiQ6mZCUlKSsr/nz58vxsbGMnbs2GydPKUcstfDw0NKlSolPj4+Gif15ORp8+bNHAr3IyQPO558sy04OFjy58//3uTJ09NTmjRpkuWx6urKlSvSokULsbCwkHz58smXX34pzZo1Ew8PD+nQoYN4eXlJ8+bNDb452/79+8XKykoZPv3+/fsyceJEMTc3FxcXF1m6dKkcOnRIfH19pWjRoho1sYbm7XPDjz/+qAzEce/ePWnYsKF06dJF45lfiYmJ0qhRIwkICMjSWD/WkSNHJE+ePLJixQoReXONoFKpZNGiRco8gwcPllq1aknjxo31+pyzS5cuSceOHaVs2bLSsGFDuXLliqxfv1569OjxzqaTpImJUzYzfPhwKV68uEyYMEEGDx4sJUuWlAYNGmg8RTv5ovb169fSv39/jSYZ9PFevXolEyZMkCpVqsgff/whtWvXFi8vL8mbN6/GEKrXrl0TDw8Pg+y0GxsbKxUrVhQ7OztlZJ+goCDx8vKSDRs2iKWlpca2rFq1Svr376/MK2KYiW7yPvfw8JDQ0NBU0w0laX2XX3/9VXLkyPHeEcvi4+MlMjJSli9fLnny5NEYTS87ePtkvH37djE1NZXAwECZPn269OjRQ0qVKiX+/v7KPL6+vqJSqWTr1q1ZHe4nIzQ0VBl9TeTNzZAlS5a8N3l69uxZtmkNcP36dfH09JSmTZtm67vkI0aMEB8fHyUp8vb2FgcHB/H19ZWGDRuKiYmJBAQESHh4uJ4jfb+EhARliOvY2FjlsQLJNcWrV68WV1dXadSokSxbtkx++uknadKkiVSpUsXgj9NvW7RokXTr1k1E3pyDSpUqJf369Us137Nnzwwi2X38+LFs27ZNqlWrJqVLl5ZvvvlGnJ2d04yZUmPilI1cuHBBSpYsqXFX4K+//pIWLVqIq6urRnly1fipU6ekWLFin+0TnjPK232Tnj59KmXKlJEBAwbI33//LZaWluLp6Skiby4MY2JipGXLltKoUSODTDBE3tx5qlmzpjg4OMiTJ0/kxIkT4uTkJObm5jJr1ixlvufPn4unp6cMGjQoW9yBSn6mjoeHh9JHI7s4cuSImJubp2ojn9LcuXOVmyH6bB75Id4e1enFixfSsWNHGT16tDJPdHS0LFy4UEqXLq3x/B1Df2ZLdpHyNxwTE5Nm8vR206rskjxdvXpVuXHy9rD12eHYJfKmtt/FxUWSkpKkd+/eYmtrqzwu4fLly7JgwQKDe3zC2zZu3Cjt27eXatWqyeTJk0XkzSA+lSpVkho1aijPmdq6dav07t1brKysxMXFRdq3b58tRs9L/i4l1xwNHTpUOnbsKM+fP5fixYtLv379lHmWL18uU6ZM0Vus2gwdOlSaN28uRYsWFZVKpTwWhd6NiVM2cu3aNcmXL59GvyaRNx0tLSwsxNXVNdUFV0BAgNjZ2WW7u9KGZOvWraJSqaRly5YSFhamtAPet2+fmJqayrx58+TXX39VnofQrFkzcXNzkypVqhjkSSDlxWtYWJjUqlVL6tWrJ8+ePZPAwEApXLiwTJ06Vf755x85evSoNG/eXJycnAyyf9a7XLt2TVq1aiV16tTJVu3lIyIipGDBguLl5aXxfJmU+3z48OEycuRIjaZ72cHy5culQoUKSudvtVotr169EmdnZ/n666815o2OjpZOnTppXIBQ5khOngoUKCBDhw7VdzgfLeVv/+1m0tlFgwYNxMjISIoUKaLXZl0fIjg4WKysrGTYsGEydOhQMTIyUm6AhIeHi4ODg1SrVk3jIb0PHz6UuLg45beeHWqctm3bJvny5ZOTJ0/K4cOHpU6dOmJtba3U2iSfZwcPHixffPGF8lwqQ5HyuLp//34ZPXq0WFpaprpJTKkxcTJQyV/qlF/uGzduSKVKlWTevHmpLprq1asn9vb2yokvedqgQYOU9tL0Yc6fPy/FihUTS0tLadmypUydOlUZPe7LL78UNzc3+ffff+X48eMydOhQGTJkiMybN8/ghlBNmTynHLmoefPmolKppE6dOvLs2TMZPXq0ODs7K2VNmzY1yARQm8uXL0vHjh01RhDKDjZt2iRmZmbSvXt3jdEm4+PjJSAgQEqWLKn3h73qSq1Wy/bt26VSpUpSv3595fuXkJAgAwcOlA4dOsjdu3c1lgkICJDq1asbRNOWT11MTIwy3P3bzwnLjrLrbz/5vL19+3YpV66cbNmyRaPc0C1btkxMTEyUuEXe9FGcP3++8uiHu3fvSrVq1cTZ2TnN5oaGvK3JsYWHh4ufn5/SnP3u3bvSpUsXKVeunPz8888i8iYZHDt2rBQsWNBg+9a9va+zc3/ZrMTEyQClbBYRHx+vcZE7fvx4MTMzk82bNysXs0+ePJHOnTvL6tWrlWWzS9MKQ5WyVubly5cyffp0GTt2rMyYMUMGDhwoFSpUkD///FN2794tJUuWlOnTp4tI6iYuhpJoHDx4UBo2bJjqGUwdO3aUypUry19//SVVq1aV2rVry9OnT+W///6TgwcPyp07d1I1r8pO3jW0rSFLSkqS4OBgyZEjhzg4OIifn5989dVX4uXlJQULFjTowS3eJzExUfbt2yc1a9aUOnXqKL+VLVu2iI2NjYwbN07jQrdPnz7i7e2dLT/D7Ojp06fy+++/G8wx62Nl5+9NZGSklC1bVsaNG6fvUNJt//79olKpZNKkSRrlVatWlcqVK4ulpaW4urrKL7/8Infv3pUqVapIqVKlJCoqSk8Rf5jjx49Lp06dpFatWsojR0Te3GD18vKSUqVKScmSJcXFxUVKliyZbY/X9G5MnAxMyoRnxowZ0qRJE6lbt6506dJFHj58KCIiQ4YMEXNzc+nbt6+MGTNG3NzcpFatWkyaMtDbd793794tbm5uyhCwS5YsEVtbW5kxY4bUrl1b8ubNa9BV3FeuXBE3Nzdp2bKlnDp1SkREOnToIJUqVVK29d9//xUnJyepWrVqqqad/E5lvePHj0vHjh3FyclJ6tevL6NHjzaoZ37pIvli/OzZs7JgwQKlWWvyxe2yZcskX7584unpKT4+PtKjRw+xtLSU8+fP6zPsz1Z2vEnyqfn5558ld+7ccvz4cX2Hki7Xrl2T+vXri5eXl9LKpX379lK2bFlZt26d7Ny5UypVqiQVKlSQ8PBwCQsLk65du2a7RH3fvn1SuXJlMTExkZ9++kljWnh4uBw9elSCgoLkzz//zHY1npQ+KhERkMEZN24clixZguHDhyMhIQEbNmxAfHw81q9fj5o1a2LBggU4cuQI7t27h+LFi2PVqlUwMTGBWq2GkZGRvsPP1k6ePInatWtj+PDh6NOnD8qXLw8AGD9+PJYvX44zZ86gcOHCOH78ONasWYMLFy7gwIEDGDx4MObOnavf4N/j+vXrGDx4MIyNjRETE4P4+Hhs3rwZdnZ2yjxXrlxB06ZN4ebmhl9++UV/wRIAICkpCcbGxvoOI0Ns2LABo0aNQtOmTXH+/HlcuXIFlSpVwv79+2FmZoZt27bh6NGjOHnyJEqVKoXBgwfD0dFR32ET6cW9e/fQrVs3/PzzzyhWrJi+w0mXlOeYZ8+e4b///sOmTZuUc8yZM2dQo0YNbNmyBW3atFGWy27HuaNHj2L48OHImTMnxowZA3d3d32HRFlJ35kbaUpKSpLbt29LuXLlZPPmzUr569evpVGjRlK2bFmliUtiYqLGnUHeJcwYT58+lfnz50v+/PmlQYMGMnXqVGVajx49ZMCAAcpDhR8/fiwnTpyQgQMHZov9f+3aNXF3dxdra2vlob0imjVKYWFh2e4u4KcqZRt0Q277r83du3elWLFiyvOZXr16JevWrRNHR0dxcXFRns+U/L3LDr8losyWHfv3pXWOSe6Tffr0aalYsaIcOnRIz1Fqp1arlWPu1atX5fDhw3Ls2DGlljw0NFRcXV2lbdu2EhISorEcfdpYNWEAEhMT8eLFCwCAkZER4uPj8fjxY+UuTWJiIoyNjfH7778jISFBqdUwNjZGjhw5AAAiovxNHydPnjwYNGgQjhw5gtKlS2P58uVwdXXF6dOnUb9+fcTHx+PSpUsAABsbG6UGMEeOHHj9+rWeo38/e3t7BAcHo06dOli5ciUOHz4M4M33Tq1WAwBKliwJY2NjJCUl6TNUAqBSqdL8O7t5+vQpEhMT4ebmBgDIkSMHvLy8MGbMGJw/fx7t27dHQkKCcteZxzIiwNzcXN8h6Oztc8yhQ4dgZGQElUqFwMBAFCxYEK6urvoOM11UKhU2bdqEZs2aoUuXLujSpQuqVKmCq1evws3NDd9++y2io6OxePFi7Nq1S1mGPm1MnPRs06ZN6Nq1K+rVq4dvv/0WAFChQgVYWFhgzZo1AABTU1O8fv0aJiYmKFq0KBISEgBAo0kef6wZr1y5cpg7dy5WrlwJEYG3tzfOnz+Po0ePYvXq1QBS7/fscMFXpkwZLFiwACKCqVOn4siRIwCQqolndmo6QYZJ/r8leIkSJZA3b17s27dPmWZubo42bdrA3t4eO3fuRKtWrfQVJhFloJTnmGnTpuHw4cPo0KEDrl27hj179mjcqDM0yTexVSoVjh07hp49e2LcuHHYu3cv1q5di5IlS6Jhw4a4ceMGGjVqhClTpuDy5cv49ddflWXp08bESY+WLFmCXr16oWTJknBzc8PEiROxaNEiGBkZYcCAAdi3bx++//57AG8uyM3MzJCUlJQt70JlV9bW1nBzc8OxY8fg7e2NO3fuIDo6GsHBwfj999/1Hd4Hs7e3x/z582FsbIyhQ4fiwoUL+g6JPgHyZsAh5f/kGwvm5uZwdXXFtm3blDuzwJvkvEqVKli1ahV+/PHHLI+XiDJH8jlGpVKhcePGuHTpEv755x+YmJjg9evXBtkX+/Tp06hSpQru3LkDALhw4QJq164NPz8/ODg4wMXFBRs3bkSlSpXQsWNHvHr1Co0aNcLSpUsxZcoU5MqVS89bQFmBg0PoyfLlyzFgwACsX78ebdu2BQB88cUXqFOnDnr16oXHjx9j7ty52LdvH4oXLw5nZ2eEhobi0aNHOH/+fLao2fhUpBxw48SJE9i2bRv27t2LQ4cOZfvP4fLly1i+fDlmzpxpkCcyyh7u3buHokWL4vXr18iRIwf27NmDrVu3Ijo6Gm3atEHr1q3x33//oVOnTgAAd3d3uLm5YcuWLdixYwf27duHokWL6nkriCijXblyBT/88ANmz56tNGc3xPPm+fPnUb9+ffTu3Rtz5swBAEyaNAk//PADoqKiAEDj+Pbll1/izz//RKVKlfQZNukBEyc9CA0NRePGjTFx4kRMmDBBKXdycoJarcbt27fRoEEDuLi4oFy5cli6dCly5cqFggULYvHixTAxMcl2o9BkdyKSZnNIQz0JfAiOyEgfYuvWrWjbti0OHjyIevXq4Y8//oC3tzc8PDzw+vVrHDx4EK1bt8bkyZNhbW2NiRMnIjQ0FHFxcciZMyfWrFmD6tWr63sziCiTGer58sKFC3BxccHQoUMxdepUpfzvv//GkCFD0KFDBwwbNgwmJiYA3tRMdejQAVu3bkWVKlX0FTbpCRMnPbh+/Tp69+4NGxsbjB8/HjVq1ECHDh1w4cIFTJ06FVZWVhg+fDhMTU2xfft2FClSRGN5Qz34fG7elUwRfU4ePnyIoUOHYseOHdixYwcOHDgAS0tLDBw4EACwe/dujBs3DuXLl8eyZctgbGyMV69eITIyEnnz5oWNjY2et4CIPlfh4eGoXr06GjdujHXr1inlCxYswMWLFyEiuHnzJpo1a4ZvvvkGcXFxmDZtGjZv3ozQ0FAULFhQj9GTPjBx0pP0Pu9g8+bNSlM+gBfrRGQYUh6LHj16hGHDhmHTpk0oWbIkJk6cCG9vb2Xe3bt3o3379vj11181jmdERPoUFhaGzp07o3Dhwhg1ahTq1q2LoKAgTJ06FYcPH4adnR3GjRuHkJAQ3L9/HxUrVsSNGzewZ88eVKtWTd/hkx6w2kJPkjtODhgwAP/88w+WLVsGOzs7qNVq5WKkQoUKKFCggMZyTJqISJ+Sm3QmH4tEBPnz58f333+PPHnyYNGiRXj48CEA4NWrVzAxMYGHhwecnZ2xZ88eJk5EZDDs7Ozw66+/YvDgwZgxYwZsbW3xxx9/YPPmzXBycgIATJs2DZGRkdi5cycKFSqEGjVqoFSpUvoNnPSGNU56dvPmTXz99dcwMjJCQEAA6tevDwBo3bo14uLiEBISwn4nRGRQrly5gp9//hn9+vVDsWLFlP6WDx48wJgxY7Bu3Tps374djRo1UpapX7++8uwTIiJDcu3aNQwcOBCHDx/GlClTMHz4cABgf3JKhYmTAUhutpecPM2ZMwf//POPMnQnO+0TkaF49eoV6tati1OnTqFs2bJo06YNatasic6dOwMA4uPj0bdvX2zZsgWBgYEoUKAArl+/jh9++AHHjx9HhQoV9LwFRESp3bx5EwMGDICxsTHGjBmDevXqAWAXCdLExMlAXL9+HcOGDcOePXtQunRpXLx4UXneAQeCICJDMnPmTOTIkQOOjo44cuQI5s+fj5YtW6JevXro378/YmJiMG7cOPzwww+oVq0aunfvjsaNG3MEKiIyaMk3skUE48ePR926dfUdEhkYJk4GJLs874CIPm+hoaFo06YNQkJCUKNGDTx48ABLly7FtGnTUK1aNfj5+aFcuXLYuHEjNm/ejJs3b/LB3USULVy/fh3+/v549OgR5syZgzp16ug7JDIgbP9lQBwcHDB//nwmTURk0Bo2bIh+/fph7ty5ePnyJQoXLozLly/Dzs4O9vb2WLNmDZo2bQoLCwscP36cSRMRZRv29vaYOXMmihUrlupxMESscSIiIp1t3LgRs2fPxuHDh9GvXz9s27YNISEhqFSpEq5cuYK//voLjRo1QqVKlfQdKhGRzhITE2FqaqrvMMjAMHEiIqIP4ubmhsOHD6NQoULYsWMHqlatqu+QiIiIMg2b6hERkU6S77eNHj0aZcuWxaJFi1C1alXwPhwREX3KmDgREZFOkofmdXZ2hlqtxunTpzXKiYiIPkVMnIiI6IPY2toiMDAQc+bMwYkTJ/QdDhERUaZi4kRERB+sUaNGqFmzJkefIiKiTx4HhyAioo/y8uVLDjlORESfPCZOREREREREWrCpHhERERERkRZMnIiIiIiIiLRg4kRERERERKQFEyciIiIiIiItmDgRERERERFpwcSJiIiIiIhICyZORESUJjs7O8ydOzfD1tezZ0+0bds2w9YHAKGhoVCpVHj27FmGrpeIiOhtTJyIiD5xPf+vvTuPiera4wD+naIzwMyAwoyAmgEiiIOKBqxCEcHECiUqsQmouKFGI5vUfYkoHapBC22MbUgrJhAkbrFpKdYYBVSCC7jhEjaxFCU0RiVVXFDkvD8arl5BZujjPd+T7ychmXvPuef87iGB/HJ+c29MDBQKBRQKBZRKJTw8PGAymdDW1tbtdeXl5Vi2bFmvxbFr1y5kZ2f32ng9ceXKFURGRsLJyQnW1tbw9PTE0qVLUVNT817i+V/V28kyEdGHhIkTEVEfEBYWhqamJtTW1mL16tVISUnB119/3WXfFy9eAAD0ej1sbW17LQZ7e3sMGDCg18azVEFBAfz9/dHa2oq8vDxUVlZi3759sLe3R3Jy8n89HiIi+v/ExImIqA9QqVRwdnaGq6srYmNjMWXKFOTn5wN4XUK3bds2DB48GF5eXgA67z4oFApkZWVh5syZsLW1haenpzRGh5s3b2LatGmws7ODVqtFUFAQ6urqZPN0CAkJQUJCAhISEmBvbw+dTofk5GQIIaQ+ubm5GDduHLRaLZydnREdHY179+5ZfN9Pnz7FokWLEB4ejvz8fEyZMgXu7u6YMGEC0tPT8cMPP0h9T58+jfHjx0OlUsHFxQUbNmyQ7cqFhIQgMTERX3zxBQYOHAgnJyfs2bMHT548waJFi6DVauHh4YFjx45J13SUEh49ehQ+Pj6wtraGv78/bty4IYvzyJEjGDlyJFQqFdzc3JCRkSFrd3Nzw/bt27F48WJotVoYDAb8+OOPsj537txBVFQUBgwYAAcHB0RERKC+vl5q71j/9PR0uLi4wNHREfHx8Xj58qV0f3/88QdWrlwp7VASEdFrTJyIiPogGxsbaWcJAAoLC1FdXY0TJ06goKDgndd9+eWXiIqKwrVr1xAeHo65c+fi4cOHAIDGxkZMmjQJKpUKRUVFuHTpEhYvXtxtSWBOTg769euHsrIy7Nq1C9988w2ysrKk9pcvXyI1NRUVFRX4+eefUV9fj5iYGIvv8/jx47h//z7WrVvXZXvHDlhjYyPCw8Px8ccfo6KiApmZmdi7dy+++uqrTvHqdDqUlZUhMTERsbGxiIyMxCeffILLly9j6tSpmD9/Pp4+fSq7bu3atcjIyEB5eTn0ej2mT58uJSyXLl1CVFQUZs+ejevXryMlJQXJycmdyhozMjIwbtw4XLlyBXFxcYiNjUV1dbW0TqGhodBqtSgpKUFpaSk0Gg3CwsJkv+fi4mLU1dWhuLgYOTk5yM7Olub56aefMHToUJhMJjQ1NaGpqcnidSYi6hMEERF90BYuXCgiIiKEEEK0t7eLEydOCJVKJdasWSO1Ozk5idbWVtl1rq6u4ttvv5WOAYjNmzdLxy0tLQKAOHbsmBBCiI0bNwp3d3fx4sULs3EIIURwcLAwGo2ivb1dOrd+/XphNBrfeS/l5eUCgHj8+LEQQoji4mIBQDQ3N3fZf8eOHQKAePjw4TvHFEKITZs2CS8vL1ks33//vdBoNOLVq1dSvBMnTpTa29rahFqtFvPnz5fONTU1CQDi3LlzsvgOHDgg9Xnw4IGwsbERBw8eFEIIER0dLT799FNZPGvXrhXe3t7Ssaurq5g3b5503N7eLgYNGiQyMzOFEELk5uZ2ir+1tVXY2NiI48ePCyH+Xn9XV1fR1tYm9YmMjBSzZs2SzfPm75yIiF7jjhMRUR9QUFAAjUYDa2trfPbZZ5g1axZSUlKk9tGjR0OpVJodx8fHR/qsVqthZ2cnlc5dvXoVQUFB6N+/v8Vx+fv7y0rCAgICUFtbi1evXgH4ezdm+vTpMBgM0Gq1CA4OBgA0NDRYNL54o+yvO5WVlQgICJDFEhgYiJaWFty9e1c69+b9W1lZwdHREaNHj5bOOTk5AUCncsKAgADps4ODA7y8vFBZWSnNHRgYKOsfGBgoW4e351YoFHB2dpbmqaiowK1bt6DVaqHRaKDRaODg4IDnz59LpZIAMHLkSFhZWUnHLi4uPSp9JCLqy/q97wCIiOg/b/LkycjMzIRSqcTgwYPRr5/8z79arbZonLeTIoVCgfb2dgB/l//1pidPniA0NBShoaHIy8uDXq9HQ0MDQkNDZeVn3Rk+fDgAoKqqSpa8/FNd3f+b5zoSr4416U3drX1LSwv8/PyQl5fX6Tq9Xm/RGERE1D3uOBER9QFqtRoeHh4wGAydkqbe4uPjg5KSEum7O5a4cOGC7Pj8+fPw9PSElZUVqqqq8ODBA6SlpSEoKAgjRozo8e7I1KlTodPpsHPnzi7bO97/ZDQace7cOdkOVWlpKbRaLYYOHdqjObty/vx56XNzczNqampgNBqluUtLS2X9S0tLMXz4cNnuUHd8fX1RW1uLQYMGwcPDQ/Zjb29vcZxKpVK2y0VERK8xcSIiol6RkJCAR48eYfbs2bh48SJqa2uRm5srPcCgKw0NDVi1ahWqq6uxf/9+7N69G0lJSQAAg8EApVKJ3bt34/bt28jPz0dqamqPYlKr1cjKysLRo0cxY8YMnDx5EvX19bh48SLWrVuH5cuXAwDi4uJw584dJCYmoqqqCr/88gu2bt2KVatW4aOP/v1/lSaTCYWFhbhx4wZiYmKg0+mkJwyuXr0ahYWFSE1NRU1NDXJycvDdd99hzZo1Fo8/d+5c6HQ6REREoKSkBL///jtOnTqFFStWyEoNzXFzc8OZM2fQ2NiI+/fv9/Q2iYg+aEyciIioVzg6OqKoqAgtLS0IDg6Gn58f9uzZ0+13nhYsWIBnz55h/PjxiI+PR1JSkvTSXb1ej+zsbBw+fBje3t5IS0tDenp6j+OKiIjA2bNn0b9/f0RHR2PEiBGYM2cO/vrrL+mpeUOGDMFvv/2GsrIyjBkzBsuXL8eSJUuwefPmf7YYb0lLS0NSUhL8/Pzw559/4tdff5W+U+br64tDhw7hwIEDGDVqFLZs2QKTydSjpwfa2trizJkzMBgM+Pzzz2E0GrFkyRI8f/4cdnZ2Fo9jMplQX1+PYcOGyUr8iIgIUAhLvzlLRETUi0JCQjB27FjZu6I+NKdOncLkyZPR3Nz8Xl7+S0REvYc7TkRERERERGYwcSIiIiIiIjKDpXpERERERERmcMeJiIiIiIjIDCZOREREREREZjBxIiIiIiIiMoOJExERERERkRlMnIiIiIiIiMxg4kRERERERGQGEyciIiIiIiIzmDgRERERERGZ8S++XuAMLnGXTgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "    Feature  Variance Ratio\n",
+      "0   BodyFat        0.604145\n",
+      "1       Age        0.112657\n",
+      "2    Weight        0.074375\n",
+      "3    Height        0.048138\n",
+      "4      Neck        0.044746\n",
+      "5     Chest        0.029498\n",
+      "6   Abdomen        0.021736\n",
+      "7       Hip        0.018654\n",
+      "8     Thigh        0.013966\n",
+      "9      Knee        0.012582\n",
+      "10    Ankle        0.009325\n",
+      "11   Biceps        0.005498\n",
+      "12  Forearm        0.003007\n",
+      "13    Wrist        0.001674\n",
+      "\n",
+      "The 'Density' column is determined from underwater weighing and is not an independent feature. \n",
+      "Including it in the analysis could lead to data leakage or bias in the results.\n",
+      "Therefore, it was dropped from the analysis to ensure the independence of the features.\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "\n",
+    "# # Load the dataset \n",
+    "# data = pd.read_csv(r\"D:\\Mehek\\bodyfat.csv\")\n",
+    "\n",
+    "# Extract features\n",
+    "features = df.drop(['Density'], axis=1)\n",
+    "\n",
+    "# Standardize the features\n",
+    "scaler = StandardScaler()\n",
+    "scaled_features = scaler.fit_transform(features)\n",
+    "\n",
+    "# Perform PCA\n",
+    "pca = PCA()\n",
+    "pca.fit(scaled_features)\n",
+    "\n",
+    "# Variance explained ratio plot\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "plt.bar(range(1, len(pca.explained_variance_ratio_) + 1), pca.explained_variance_ratio_, alpha=0.5, align='center')\n",
+    "plt.xlabel('Principal Component')\n",
+    "plt.ylabel('Variance Explained Ratio')\n",
+    "plt.title('Variance Explained Ratio Plot')\n",
+    "plt.xticks(range(1, len(pca.explained_variance_ratio_) + 1), features.columns, rotation=45)\n",
+    "plt.show()\n",
+    "\n",
+    "# Cumulative variance explained ratio plot\n",
+    "cumulative_variance_ratio = np.cumsum(pca.explained_variance_ratio_)\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "plt.plot(range(1, len(cumulative_variance_ratio) + 1), cumulative_variance_ratio, marker='o', linestyle='-')\n",
+    "plt.xlabel('Number of Principal Components')\n",
+    "plt.ylabel('Cumulative Variance Explained Ratio')\n",
+    "plt.title('Cumulative Variance Explained Ratio Plot')\n",
+    "plt.xticks(range(1, len(cumulative_variance_ratio) + 1))\n",
+    "plt.show()\n",
+    "\n",
+    "# List up the features with their ratio\n",
+    "features_ratios = pd.DataFrame({'Feature': features.columns, 'Variance Ratio': pca.explained_variance_ratio_})\n",
+    "print(features_ratios)\n",
+    "\n",
+    "# Explanation for dropping the 'Density' column\n",
+    "explanation = \"\"\"\n",
+    "The 'Density' column is determined from underwater weighing and is not an independent feature. \n",
+    "Including it in the analysis could lead to data leakage or bias in the results.\n",
+    "Therefore, it was dropped from the analysis to ensure the independence of the features.\n",
+    "\"\"\"\n",
+    "print(explanation)"
+   ]
+  }
+ ],
+ "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": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Body Fat Prediction/Feature_Importance_score.ipynb b/Body Fat Prediction/Feature_Importance_score.ipynb
new file mode 100644
index 00000000..886a70f6
--- /dev/null
+++ b/Body Fat Prediction/Feature_Importance_score.ipynb	
@@ -0,0 +1,327 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "6ca0c4b4-1803-4bc0-93b3-36abe62171e2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import KBinsDiscretizer\n",
+    "from sklearn.feature_selection import chi2, f_classif\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "# Load the dataset \n",
+    "data = pd.read_csv(\"bodyfat.csv\")\n",
+    "\n",
+    "# Extract features and target variable\n",
+    "X = data.drop(['Density'], axis=1)  # Features\n",
+    "y = data['Density']  # Target variable\n",
+    "\n",
+    "# Discretize the target variable into bins\n",
+    "num_bins = 5  # Adjust the number of bins as needed\n",
+    "kbins = KBinsDiscretizer(n_bins=num_bins, encode='ordinal', strategy='uniform')\n",
+    "y_discrete = kbins.fit_transform(y.values.reshape(-1, 1)).ravel()  # Convert to 1D array\n",
+    "\n",
+    "# Perform Chi-squared test\n",
+    "chi2_scores, p_values_chi2 = chi2(X, y_discrete)\n",
+    "\n",
+    "# Perform Anova test\n",
+    "f_scores, p_values_anova = f_classif(X, y_discrete)\n",
+    "\n",
+    "# Create DataFrame to store results\n",
+    "feature_importance = pd.DataFrame({\n",
+    "    'Feature': X.columns,\n",
+    "    'Chi-squared Score': chi2_scores,\n",
+    "    'Chi-squared p-value': p_values_chi2,\n",
+    "    'Anova F-score': f_scores,\n",
+    "    'Anova p-value': p_values_anova\n",
+    "})\n",
+    "\n",
+    "# Rank features based on importance\n",
+    "feature_importance_ranked = feature_importance.sort_values(by=['Chi-squared Score', 'Anova F-score'], ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "270cb17a-03d1-4bb3-bc28-f9d7b3d38230",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ranked Features using Decision Tree:\n",
+      "BodyFat: 0.9811065053902933\n",
+      "Age: 0.0007088114961762544\n",
+      "Weight: 0.0006519175499321069\n",
+      "Height: 6.0038615539806703e-05\n",
+      "Neck: 3.568479572731793e-05\n",
+      "Chest: 5.421048785742137e-06\n",
+      "Abdomen: 0.0010904039390514418\n",
+      "Hip: 6.187365533620144e-06\n",
+      "Thigh: 0.003240084981875933\n",
+      "Knee: 1.7681068000854072e-05\n",
+      "Ankle: 9.747621336780402e-06\n",
+      "Biceps: 2.1856524829846627e-05\n",
+      "Forearm: 9.352546694430368e-05\n",
+      "Wrist: 0.01295213413597257\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Decision tree\n",
+    "from sklearn.tree import DecisionTreeRegressor\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.tree import plot_tree\n",
+    "\n",
+    "# Train a Decision Tree model\n",
+    "dt_model = DecisionTreeRegressor()\n",
+    "dt_model.fit(X, y)\n",
+    "\n",
+    "# Extract feature importance\n",
+    "feature_importance_dt = dt_model.feature_importances_\n",
+    "\n",
+    "# Print the ranked features\n",
+    "print(\"Ranked Features using Decision Tree:\")\n",
+    "for feature, importance in zip(X.columns, feature_importance_dt):\n",
+    "    print(f\"{feature}: {importance}\")\n",
+    "# Visualize feature importance\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "plt.bar(X.columns, feature_importance_dt)\n",
+    "plt.xlabel('Feature')\n",
+    "plt.ylabel('Importance Score')\n",
+    "plt.title('Decision Tree Feature Importance')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "94ee80bc-e63f-4246-8dc0-c2492c9effc8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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NGjXUzc1N06RJo02bNtUrV67EOOJbQECAZsmSRZMkSaIiolu2bFFV1bCwMO3Xr596eHioi4uLVqpUSY8cOfLa0eFi+qxVVVesWKFVqlTRlClTqrOzs3p6emqTJk1048aNb1zON40O9+p71LZtW3V1dY32Gq9+zubX/OWXX9Tf31/d3d3V2dlZK1SoYPH+Ra29dOnSmixZMnV1ddVq1arpzp07LeZ50+cWFhamHTt2VHd3dzWZTBYj8f3555/G9yRr1qz65Zdf6tq1ay0+g5iWIeoye3p6Wky7f/++fvHFF/rBBx+oo6OjZsiQQevUqaOnT5825vkv31EAeBcmVdWEDl4AAOCloKAgqVKliixevNgmz0kDgPeR7Xd8BwAAAIA4RAgCAAAAYFfoDgcAAADArtASBAAAAMCuEIIAAAAA2BVCEAAAAAC7kqgvlhoZGSnXrl0TNzc340rXAAAAAOyPqsqjR48kS5YskiTJm9t6EnUIunbtmnh4eFi7DAAAAAA2Ijg4WLJly/bGeRJ1CHJzcxORlwuaMmVKK1cDAAAAwFpCQkLEw8PDyAhvkqhDkLkLXMqUKQlBAAAAAN7qNBkGRgAAAABgVwhBAAAAAOwKIQgAAACAXSEEAQAAALArhCAAAAAAdoUQBAAAAMCuEIIAAAAA2BVCEAAAAAC7QggCAAAAYFcIQQAAAADsCiEIAAAAgF2xaggKDw+XwYMHi5eXl7i4uEiOHDlkxIgREhkZac2yAAAAALzHklrzj48fP15mzJghc+fOlYIFC8qBAwekffv2kipVKvniiy+sWRoAAACA95RVQ9Du3bulQYMGUqdOHRERyZ49u/z2229y4MABa5YFAAAA4D1m1e5w5cuXl02bNsnZs2dFROTo0aOyY8cO+fDDD2OcPywsTEJCQixuAAAAABAbVm0J6t+/vzx8+FDy5csnDg4OEhERIaNHj5YWLVrEOP/YsWMlMDAwgasEbEv2AautXcIbXRpXx9olAAAAvJFVW4IWLlwo8+fPlwULFsihQ4dk7ty58tVXX8ncuXNjnD8gIEAePnxo3IKDgxO4YgAAAACJnVVbgr788ksZMGCANG/eXEREChcuLJcvX5axY8dK27Zto83v7Owszs7OCV0mAAAAgPeIVVuCnjx5IkmSWJbg4ODAENkAAAAA4o1VW4Lq1asno0ePlg8++EAKFiwohw8flkmTJkmHDh2sWRYAAACA95hVQ9DUqVNlyJAh8vnnn8utW7ckS5Ys0qVLFxk6dKg1ywIAAADwHrNqCHJzc5PJkyfL5MmTrVkGAAAAADti1XOCAAAAACChEYIAAAAA2BVCEAAAAAC7QggCAAAAYFcIQQAAAADsCiEIAAAAgF0hBAEAAACwK4QgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu0IIAgAAAGBXCEEAAAAA7AohCAAAAIBdIQQBAAAAsCuEIAAAAAB2hRAEAAAAwK4QggAAAADYFUIQAAAAALtCCAIAAABgVwhBAAAAAOwKIQgAAACAXSEEAQAAALArhCAAAAAAdoUQBAAAAMCuEIIAAAAA2BVCEAAAAAC7QggCAAAAYFcIQQAAAADsCiEIAAAAgF0hBAEAAACwK4QgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu2LVEJQ9e3YxmUzRbt26dbNmWQAAAADeY0mt+cf3798vERERxv2//vpLatSoIU2bNrViVQAAAADeZ1YNQe7u7hb3x40bJzlz5pRKlSpZqSIAAAAA7zurhqConj9/LvPnz5fevXuLyWSKcZ6wsDAJCwsz7oeEhCRUeQAAAADeEzYTglasWCEPHjyQdu3avXaesWPHSmBgYMIVBQAAgEQn+4DV1i7hX10aV8faJdg1mxkd7qeffhI/Pz/JkiXLa+cJCAiQhw8fGrfg4OAErBAAAADA+8AmWoIuX74sGzdulGXLlr1xPmdnZ3F2dk6gqgAAAAC8j2yiJWj27NmSIUMGqVOHZkEAAAAA8cvqISgyMlJmz54tbdu2laRJbaJhCgAAAMB7zOohaOPGjXLlyhXp0KGDtUsBAAAAYAes3vRSs2ZNUVVrlwEAAADATli9JQgAAAAAEhIhCAAAAIBdIQQBAAAAsCuEIAAAAAB2hRAEAAAAwK4QggAAAADYFUIQAAAAALtCCAIAAABgVwhBAAAAAOwKIQgAAACAXSEEAQAAALArhCAAAAAAdoUQBAAAAMCuEIIAAAAA2BVCEAAAAAC7QggCAAAAYFcIQQAAAADsCiEIAAAAgF0hBAEAAACwK4QgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu0IIAgAAAGBXCEEAAAAA7AohCAAAAIBdIQQBAAAAsCuEIAAAAAB2hRAEAAAAwK4QggAAAADYFUIQAAAAALtCCAIAAABgVwhBAAAAAOwKIQgAAACAXSEEAQAAALArVg9B//zzj7Ru3VrSpUsnyZMnl6JFi8rBgwetXRYAAACA91RSa/7x+/fvS7ly5aRKlSqydu1ayZAhg1y4cEFSp05tzbIAAAAAvMesGoLGjx8vHh4eMnv2bGNa9uzZrVcQAAAAgPeeVbvDrVy5UkqUKCFNmzaVDBkySLFixWTmzJmvnT8sLExCQkIsbgAAAAAQG1ZtCfr7779l+vTp0rt3bxk4cKDs27dP/P39xdnZWdq0aRNt/rFjx0pgYKAVKgUAAHEl+4DV1i7hX10aV8faJQCIR1ZtCYqMjJTixYvLmDFjpFixYtKlSxfp1KmTTJ8+Pcb5AwIC5OHDh8YtODg4gSsGAAAAkNhZNQRlzpxZChQoYDEtf/78cuXKlRjnd3Z2lpQpU1rcAAAAACA2rBqCypUrJ2fOnLGYdvbsWfH09LRSRQAAAADed1YNQb169ZI9e/bImDFj5Pz587JgwQL58ccfpVu3btYsCwAAAMB7zKohqGTJkrJ8+XL57bffpFChQjJy5EiZPHmytGrVypplAQAAAHiPWXV0OBGRunXrSt26da1dBgAAAAA7YdWWIAAAAABIaIQgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu0IIAgAAAGBXCEEAAAAA7AohCAAAAIBdIQQBAAAAsCuEIAAAAAB2hRAEAAAAwK4QggAAAADYFUIQAAAAALtCCAIAAABgVwhBAAAAAOzKO4eg58+fy5kzZyQ8PDwu6wEAAACAeBXrEPTkyRP59NNPJXny5FKwYEG5cuWKiIj4+/vLuHHj4rxAAAAAAIhLsQ5BAQEBcvToUQkKCpJkyZIZ06tXry4LFy6M0+IAAAAAIK4lje0TVqxYIQsXLpQyZcqIyWQyphcoUEAuXLgQp8UBAAAAQFyLdUvQ7du3JUOGDNGmh4aGWoQiAAAAALBFsQ5BJUuWlNWrVxv3zcFn5syZUrZs2birDAAAAADiQay7w40dO1Zq164tJ0+elPDwcPn222/lxIkTsnv3btm6dWt81AgAAAAAcSbWLUG+vr6ya9cuefLkieTMmVP+97//ScaMGWX37t3i4+MTHzUCAAAAQJyJVUvQixcvpHPnzjJkyBCZO3dufNUEAAAAAPEmVi1Bjo6Osnz58viqBQAAAADiXay7w3300UeyYsWKeCgFAAAAAOJfrAdGyJUrl4wcOVJ27dolPj4+4urqavG4v79/nBUHAAAAAHEt1iFo1qxZkjp1ajl48KAcPHjQ4jGTyUQIAgAAAGDTYh2CLl68GB91AAAAAECCiPU5QVGpqqhqXNUCAAAAAPHunULQvHnzpHDhwuLi4iIuLi7i7e0tv/zyS1zXBgAAAABxLtbd4SZNmiRDhgyR7t27S7ly5URVZefOndK1a1e5c+eO9OrVKz7qBAAAAIA4EesQNHXqVJk+fbq0adPGmNagQQMpWLCgDB8+nBAEAAAAwKbFujvc9evXxdfXN9p0X19fuX79epwUBQAAAADxJdYhKFeuXLJo0aJo0xcuXCi5c+eOk6IAAAAAIL7EujtcYGCgNGvWTLZt2yblypUTk8kkO3bskE2bNsUYjt5k+PDhEhgYaDEtY8aMcuPGjdiWBQAAAABvJdYhqHHjxrJ371755ptvZMWKFaKqUqBAAdm3b58UK1Ys1gUULFhQNm7caNx3cHCI9WsAAAAAwNuKdQgSEfHx8ZH58+fHTQFJk0qmTJni5LUAAAAA4N/E+pygNWvWyPr166NNX79+vaxduzbWBZw7d06yZMkiXl5e0rx5c/n7779fO29YWJiEhIRY3AAAAAAgNmLdEjRgwAAZN25ctOmqKgMGDBA/P7+3fq3SpUvLvHnzJE+ePHLz5k0ZNWqU+Pr6yokTJyRdunTR5h87dmy0c4gQP7IPWG3tEv7VpXF1rF0CAAAAEqFYtwSdO3dOChQoEG16vnz55Pz587F6LT8/P2ncuLEULlxYqlevLqtXv9zxnjt3bozzBwQEyMOHD41bcHBwbMsHAAAAYOdi3RKUKlUq+fvvvyV79uwW08+fPy+urq7/qRhXV1cpXLiwnDt3LsbHnZ2dxdnZ+T/9DQAAAAD2LdYtQfXr15eePXvKhQsXjGnnz5+XPn36SP369f9TMWFhYXLq1CnJnDnzf3odAAAAAHidWIegiRMniqurq+TLl0+8vLzEy8tL8ufPL+nSpZOvvvoqVq/Vt29f2bp1q1y8eFH27t0rTZo0kZCQEGnbtm1sywIAAACAt/JO3eF27dolGzZskKNHj4qLi4t4e3tLxYoVY/3Hr169Ki1atJA7d+6Iu7u7lClTRvbs2SOenp6xfi0AAAAAeBvvdJ0gk8kkNWvWlJo1a/6nP/7777//p+cDAAAAQGy9dXe4vXv3RrsO0Lx588TLy0syZMggnTt3lrCwsDgvEAAAAADi0luHoOHDh8uxY8eM+8ePH5dPP/1UqlevLgMGDJA///xTxo4dGy9FAgAAAEBceesQdOTIEalWrZpx//fff5fSpUvLzJkzpXfv3jJlyhRZtGhRvBQJAAAAAHHlrUPQ/fv3JWPGjMb9rVu3Su3atY37JUuW5OKlAAAAAGzeW4egjBkzysWLF0VE5Pnz53Lo0CEpW7as8fijR4/E0dEx7isEAAAAgDj01iGodu3aMmDAANm+fbsEBARI8uTJpUKFCsbjx44dk5w5c8ZLkQAAAAAQV956iOxRo0ZJo0aNpFKlSpIiRQqZO3euODk5GY///PPP/3nIbAAAAACIb28dgtzd3WX79u3y8OFDSZEihTg4OFg8vnjxYkmRIkWcFwgAAAAAcSnWF0tNlSpVjNPTpk37n4sBAAAAgPj21ucEAQAAAMD7gBAEAAAAwK4QggAAAADYFUIQAAAAALvyTiHol19+kXLlykmWLFnk8uXLIiIyefJk+eOPP+K0OAAAAACIa7EOQdOnT5fevXvLhx9+KA8ePJCIiAgREUmdOrVMnjw5rusDAAAAgDgV6xA0depUmTlzpgwaNMjiWkElSpSQ48ePx2lxAAAAABDXYh2CLl68KMWKFYs23dnZWUJDQ+OkKAAAAACIL7EOQV5eXnLkyJFo09euXSsFChSIi5oAAAAAIN4kje0TvvzyS+nWrZs8e/ZMVFX27dsnv/32m4wdO1ZmzZoVHzUCAAAAQJyJdQhq3769hIeHS79+/eTJkyfSsmVLyZo1q3z77bfSvHnz+KgRAAAAAOJMrEOQiEinTp2kU6dOcufOHYmMjJQMGTLEdV0AAAAAEC9iHYIuXrwo4eHhkjt3bkmfPr0x/dy5c+Lo6CjZs2ePy/oAAAAAIE7FemCEdu3aya5du6JN37t3r7Rr1y4uagIAAACAeBPrEHT48GEpV65ctOllypSJcdQ4AAAAALAlsQ5BJpNJHj16FG36w4cPJSIiIk6KAgAAAID4EusQVKFCBRk7dqxF4ImIiJCxY8dK+fLl47Q4AAAAAIhrsR4YYcKECVKxYkXJmzevVKhQQUREtm/fLiEhIbJ58+Y4LxAAAAAA4lKsW4IKFCggx44dk48//lhu3boljx49kjZt2sjp06elUKFC8VEjAAAAAMSZd7pOUJYsWWTMmDFxXQsAAAAAxLt3CkEPHjyQffv2ya1btyQyMtLisTZt2sRJYQAAAAAQH2Idgv78809p1aqVhIaGipubm5hMJuMxk8lECAIAAABg02J9TlCfPn2kQ4cO8ujRI3nw4IHcv3/fuN27dy8+agQAAACAOBPrEPTPP/+Iv7+/JE+ePD7qAQAAAIB4FesQVKtWLTlw4EB81AIAAAAA8S7W5wTVqVNHvvzySzl58qQULlxYHB0dLR6vX79+nBUHAAAAAHEt1iGoU6dOIiIyYsSIaI+ZTCaJiIh4p0LGjh0rAwcOlC+++EImT578Tq8BAAAAAP8m1iHo1SGx48L+/fvlxx9/FG9v7zh/bQAAAACIKtbnBMW1x48fS6tWrWTmzJmSJk2aN84bFhYmISEhFjcAAAAAiI13ulhqaGiobN26Va5cuSLPnz+3eMzf3z9Wr9WtWzepU6eOVK9eXUaNGvXGeceOHSuBgYGxrhf2LfuA1dYu4V9dGlfH2iUAAADYjViHoMOHD8uHH34oT548kdDQUEmbNq3cuXNHkidPLhkyZIhVCPr999/l0KFDsn///reaPyAgQHr37m3cDwkJEQ8Pj9guAgAAAAA7FuvucL169ZJ69erJvXv3xMXFRfbs2SOXL18WHx8f+eqrr976dYKDg+WLL76Q+fPnS7Jkyd7qOc7OzpIyZUqLGwAAAADERqxD0JEjR6RPnz7i4OAgDg4OEhYWJh4eHjJhwgQZOHDgW7/OwYMH5datW+Lj4yNJkyaVpEmTytatW2XKlCmSNGnSdx5lDgAAAADeJNbd4RwdHcVkMomISMaMGeXKlSuSP39+SZUqlVy5cuWtX6datWpy/Phxi2nt27eXfPnySf/+/cXBwSG2pQEAAADAv4p1CCpWrJgcOHBA8uTJI1WqVJGhQ4fKnTt35JdffpHChQu/9eu4ublJoUKFLKa5urpKunTpok0HAAAAgLgS6+5wY8aMkcyZM4uIyMiRIyVdunTy2Wefya1bt+SHH36I8wIBAAAAIC7FuiWoRIkSxv/d3d1lzZo1cVZMUFBQnL0WAAAAAMQk1i1BVatWlQcPHkSbHhISIlWrVo2LmgAAAAAg3sQ6BAUFBUW7QKqIyLNnz2T79u1xUhQAAAAAxJe37g537Ngx4/8nT56UGzduGPcjIiJk3bp1kjVr1ritDgAAAADi2FuHoKJFi4rJZBKTyRRjtzcXFxeZOnVqnBYHAAAAAHHtrUPQxYsXRVUlR44csm/fPnF3dzcec3JykgwZMnBtHwAAAAA2761DkKenp7x48ULatGkjadOmFU9Pz/isCwAAAADiRawGRnB0dJQ//vgjvmoBAAAAgHgX69HhGjZsKCtWrIiHUgAAAAAg/sX6Yqm5cuWSkSNHyq5du8THx0dcXV0tHvf394+z4gAAAAAgrsU6BM2aNUtSp04tBw8elIMHD1o8ZjKZCEEAAAAAbFqsQ9DFixfjow4AAAAASBCxPicoKlUVVY2rWgAAAAAg3r1TCJo3b54ULlxYXFxcxMXFRby9veWXX36J69oAAAAAIM7FujvcpEmTZMiQIdK9e3cpV66cqKrs3LlTunbtKnfu3JFevXrFR50AAAAAECdiHYKmTp0q06dPlzZt2hjTGjRoIAULFpThw4cTggAAAADYtFh3h7t+/br4+vpGm+7r6yvXr1+Pk6IAAAAAIL7EOgTlypVLFi1aFG36woULJXfu3HFSFAAAAADEl1h3hwsMDJRmzZrJtm3bpFy5cmIymWTHjh2yadOmGMMRAAAAANiSWLcENW7cWPbu3Svp06eXFStWyLJlyyR9+vSyb98++eijj+KjRgAAAACIM7FuCRIR8fHxkfnz58d1LQAAAAAQ794pBEVERMjy5cvl1KlTYjKZJH/+/NKgQQNJmvSdXg4AAAAAEkysU8tff/0lDRo0kBs3bkjevHlFROTs2bPi7u4uK1eulMKFC8d5kQAAAAAQV2J9TlDHjh2lYMGCcvXqVTl06JAcOnRIgoODxdvbWzp37hwfNQIAAABAnIl1S9DRo0flwIEDkiZNGmNamjRpZPTo0VKyZMk4LQ4AAAAA4lqsW4Ly5s0rN2/ejDb91q1bkitXrjgpCgAAAADiS6xD0JgxY8Tf31+WLFkiV69elatXr8qSJUukZ8+eMn78eAkJCTFuAAAAAGBrYt0drm7duiIi8vHHH4vJZBIREVUVEZF69eoZ900mk0RERMRVnQAAAAAQJ2IdgrZs2RIfdQAAAABAgoh1CKpUqVJ81AEAAAAACeKdrm767NkzOXbsmNy6dUsiIyMtHqtfv36cFAYAAAAA8SHWIWjdunXSpk0buXPnTrTHOA8IAAAAgK2L9ehw3bt3l6ZNm8r169clMjLS4kYAAgAAAGDrYh2Cbt26Jb1795aMGTPGRz0AAAAAEK9iHYKaNGkiQUFB8VAKAAAAAMS/WJ8TNG3aNGnatKls375dChcuLI6OjhaP+/v7v/VrTZ8+XaZPny6XLl0SEZGCBQvK0KFDxc/PL7ZlAQAAAMBbiXUIWrBggaxfv15cXFwkKCjIuGCqyMuBEWITgrJlyybjxo2TXLlyiYjI3LlzpUGDBnL48GEpWLBgbEsDAAAAgH8V6xA0ePBgGTFihAwYMECSJIl1bzoL9erVs7g/evRomT59uuzZs4cQBAAAACBexDoEPX/+XJo1a/afA9CrIiIiZPHixRIaGiply5aNcZ6wsDAJCwsz7oeEhMRpDQAAAADef7EOQW3btpWFCxfKwIED46SA48ePS9myZeXZs2eSIkUKWb58uRQoUCDGeceOHSuBgYFx8ncBWF/2AautXcIbXRpXx9olAACAeBDrEBQRESETJkyQ9evXi7e3d7SBESZNmhSr18ubN68cOXJEHjx4IEuXLpW2bdvK1q1bYwxCAQEB0rt3b+N+SEiIeHh4xHYRAAAAANixWIeg48ePS7FixURE5K+//rJ4LOogCW/LycnJGBihRIkSsn//fvn222/lhx9+iDavs7OzODs7x/pvAAAAAIBZrEPQli1b4qMOg6panPcDAAAAAHEp1iEoLg0cOFD8/PzEw8NDHj16JL///rsEBQXJunXrrFkWAAAAgPfYW4egRo0avdV8y5Yte+s/fvPmTfnkk0/k+vXrkipVKvH29pZ169ZJjRo13vo1AAAAACA23joEpUqVKs7/+E8//RTnrwkAAAAAb/LWIWj27NnxWQcAAAAAJIi4veIpAAAAANg4QhAAAAAAu0IIAgAAAGBXCEEAAAAA7AohCAAAAIBdIQQBAAAAsCuEIAAAAAB2hRAEAAAAwK4QggAAAADYFUIQAAAAALtCCAIAAABgVwhBAAAAAOwKIQgAAACAXSEEAQAAALArhCAAAAAAdoUQBAAAAMCuEIIAAAAA2BVCEAAAAAC7QggCAAAAYFcIQQAAAADsCiEIAAAAgF0hBAEAAACwK4QgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu0IIAgAAAGBXCEEAAAAA7AohCAAAAIBdIQQBAAAAsCuEIAAAAAB2hRAEAAAAwK4QggAAAADYFUIQAAAAALti1RA0duxYKVmypLi5uUmGDBmkYcOGcubMGWuWBAAAAOA9Z9UQtHXrVunWrZvs2bNHNmzYIOHh4VKzZk0JDQ21ZlkAAAAA3mNJrfnH161bZ3F/9uzZkiFDBjl48KBUrFjRSlUBAAAAeJ9ZNQS96uHDhyIikjZt2hgfDwsLk7CwMON+SEhIgtQFAAAA4P1hMyFIVaV3795Svnx5KVSoUIzzjB07VgIDAxO4MgAArC/7gNXWLuFfXRpXx9olAMBbsZnR4bp37y7Hjh2T33777bXzBAQEyMOHD41bcHBwAlYIAAAA4H1gEy1BPXr0kJUrV8q2bdskW7Zsr53P2dlZnJ2dE7AyAAAAAO8bq4YgVZUePXrI8uXLJSgoSLy8vKxZDgAAAAA7YNUQ1K1bN1mwYIH88ccf4ubmJjdu3BARkVSpUomLi4s1SwMAAADwnrLqOUHTp0+Xhw8fSuXKlSVz5szGbeHChdYsCwAAAMB7zOrd4QAAAAAgIdnM6HAAAAAAkBAIQQAAAADsCiEIAAAAgF0hBAEAAACwK4QgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu0IIAgAAAGBXCEEAAAAA7AohCAAAAIBdIQQBAAAAsCuEIAAAAAB2hRAEAAAAwK4QggAAAADYFUIQAAAAALtCCAIAAABgVwhBAAAAAOwKIQgAAACAXSEEAQAAALArhCAAAAAAdoUQBAAAAMCuEIIAAAAA2BVCEAAAAAC7QggCAAAAYFcIQQAAAADsCiEIAAAAgF0hBAEAAACwK4QgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu0IIAgAAAGBXCEEAAAAA7AohCAAAAIBdsWoI2rZtm9SrV0+yZMkiJpNJVqxYYc1yAAAAANgBq4ag0NBQKVKkiEybNs2aZQAAAACwI0mt+cf9/PzEz8/PmiUAAAAAsDNWDUGxFRYWJmFhYcb9kJAQK1YDAAAAIDFKVCFo7NixEhgYaO0yXiv7gNXWLuFfXRpXx9olAO8lW//9x+a3b+vLIvL2y/M+LQts0/v0HXufluV9wucSPxLV6HABAQHy8OFD4xYcHGztkgAAAAAkMomqJcjZ2VmcnZ2tXQYAAACARCxRtQQBAAAAwH9l1Zagx48fy/nz5437Fy9elCNHjkjatGnlgw8+sGJlAAAAAN5XVg1BBw4ckCpVqhj3e/fuLSIibdu2lTlz5lipKgAAAADvM6uGoMqVK4uqWrMEAAAAAHaGc4IAAAAA2BVCEAAAAAC7QggCAAAAYFcIQQAAAADsCiEIAAAAgF0hBAEAAACwK4QgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu0IIAgAAAGBXCEEAAAAA7AohCAAAAIBdIQQBAAAAsCuEIAAAAAB2hRAEAAAAwK4QggAAAADYFUIQAAAAALtCCAIAAABgVwhBAAAAAOwKIQgAAACAXSEEAQAAALArhCAAAAAAdoUQBAAAAMCuEIIAAAAA2BVCEAAAAAC7QggCAAAAYFcIQQAAAADsCiEIAAAAgF0hBAEAAACwK4QgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu0IIAgAAAGBXrB6Cvv/+e/Hy8pJkyZKJj4+PbN++3dolAQAAAHiPWTUELVy4UHr27CmDBg2Sw4cPS4UKFcTPz0+uXLlizbIAAAAAvMesGoImTZokn376qXTs2FHy588vkydPFg8PD5k+fbo1ywIAAADwHktqrT/8/PlzOXjwoAwYMMBies2aNWXXrl0xPicsLEzCwsKM+w8fPhQRkZCQkPgrNBYiw55Yu4R/9bbvFcuSsGLzHbb15WFZbNP7tCwi9vn7Z1kSFstim1gW22Qr++LmOlT132dWK/nnn39URHTnzp0W00ePHq158uSJ8TnDhg1TEeHGjRs3bty4cePGjRu3GG/BwcH/mkWs1hJkZjKZLO6rarRpZgEBAdK7d2/jfmRkpNy7d0/SpUv32uckZiEhIeLh4SHBwcGSMmVKa5fzn7AstollsU0si21iWWwTy2KbWBbb9b4tT1SqKo8ePZIsWbL867xWC0Hp06cXBwcHuXHjhsX0W7duScaMGWN8jrOzszg7O1tMS506dXyVaDNSpkz53nxJWRbbxLLYJpbFNrEstollsU0si+1635bHLFWqVG81n9UGRnBychIfHx/ZsGGDxfQNGzaIr6+vlaoCAAAA8L6zane43r17yyeffCIlSpSQsmXLyo8//ihXrlyRrl27WrMsAAAAAO8xq4agZs2ayd27d2XEiBFy/fp1KVSokKxZs0Y8PT2tWZbNcHZ2lmHDhkXrApgYsSy2iWWxTSyLbWJZbBPLYptYFtv1vi3PuzKpvs0YcgAAAADwfrDqxVIBAAAAIKERggAAAADYFUIQAAAAALtCCAIAAABgVwhBAAAAAOwKIQhIQJGRkdYu4Z1FRERY3GdgSetLzN8n2C6+V4D9ioyMNLbv7/t2nhD0Hnp1A2ZLX+KYfljv6wb3/PnzEhoaKiIio0aNktu3b0uSJIn3J+fg4CAiIqdPnxYREZPJZM1yYsX8fXs1yCU25t+K+XuVJEkSOXHihNy7d8+aZeE98uLFC2M9de7cObl79648fvzYylX9N1G3N7a0PYwr78Myva/7AYmB+b1/8uSJiLzcrhw5ckREEtd2/l0k3j0yxOjx48fGBmzZsmUSHh5uM1/iyMhIo5aHDx/KkydPJDIyUpIkSfLerQD3798vVapUkRUrVoi/v78MHTpU7ty5Y+2y3sny5ctl2LBhIiLSs2dPGTRoUKLZKTJ/r0wmk6xbt0769OmTqINQkiRJ5J9//pHWrVvL3r17ZeXKlVK4cGEJDg62dmnxyryT9+LFCwkPD7dqLa9bVyX2HdGvvvpKTpw4IY6OjiIiMmjQIKlbt64UL15c+vXrJ4cPH7ZyhbEX08EPk8mUaD8rc90XL16Uw4cPy6FDh0Tk5TIl5m2oeT9AROTgwYNy7do1K1cUf2zxu5ckSRK5dOmSdOjQQU6cOCGLFy8WHx8f2bt3r7VLi3dJrV0A4s6aNWtkyJAhsnfvXvnyyy9l6dKlUqZMGcmSJYu1SxNVNVZyEydOlHXr1kloaKikTp1afvrpJ8maNauVK4xbJUuWlA8//FB69uwpT58+lZ07d0r+/PktVvaJQVhYmJw/f17GjRsnW7dulYMHD8ru3bslRYoU1i7tjRYsWCDNmzeXJEmSyIsXL8TR0VFmz54t+fLlM1q0EquLFy9KWFiYdOnSRc6cOSMLFiyQIkWKJLrv1ttSVTGZTLJmzRr57bff5M6dO+Lv7y8VKlRI8O9h1PXY0qVL5eHDh2IymaRFixaSLFmyBK0lLgUFBcmcOXNk//79Mn78eDl37pzMmTNHZsyYIQcPHpQ9e/ZI7969Zfz48VKqVClrl/tWzN+bTZs2yfz58yU0NFTSpk0rU6ZMEScnJ2uXF2vm5Vm2bJkMHTpUnj17JunTp5ekSZPK+vXrxdXV1dolvpOo661BgwZJUFCQ+Pv7S/369cXFxcXK1f135s8tLCxMnJycbOag9KvCwsJk9+7d0q5dOzl27JjMnj1bSpcu/d5uVwyK90ZwcLB6eXmpl5eXpkyZUo8dO6aqqpGRkVau7P8NHDhQ3d3ddfbs2bplyxbNmjWrFi1aVO/evWvt0uLMixcvVFX1559/Vjc3N/Xw8NB58+bp/fv3VdW2Po+38ezZM/X19VWTyaTdunUzpkdERFixqtf7559/NEWKFFqxYkWL97pevXo6evRoK1YWd6ZOnaomk0nz58+v27dvN6Yntu/W29q0aZO6uLhomzZttGbNmurk5KSjR4/WGzduJFgNUd/bnj17apo0aTRv3rzq4eGhXl5eum3btkT9/s+dO1crV66sLVu21C+//FKnT59uPLZ69WqtW7euVqpUSffu3WvFKmNn+fLl6urqqr169dLJkyerp6enFilSRG/dumXt0v5VTN+lLVu2qKurq86YMUNDQkJ06dKlajKZLD6rxPodHDx4sLq7u+v69ev14cOH1i4nTpg/i1WrVmmLFi20bt26umXLFptbPvO2/Mcff9QkSZKot7e3Hjp0yHg8sX6n3sZ7HO/sT7Zs2aRq1apy6dIlyZEjh3h6eoqI7fTpvHLlivzvf/+T+fPnS7t27eTx48fy+PFj6dy5s6RNm9aYL7E265vrTpr0ZQNrtWrV5Ny5c+Ln5ycjRoyQRYsWGUeOY3qerQoPD5cKFSrIF198IQsWLJDAwEARedmE/mrXJLWBpv4sWbLIhg0b5OrVq1K9enXj/Q0PDzeO1r948cImao0NjXI+3QcffCATJ06UAgUKyNChQ2XdunUikri7+rzO7du3Zffu3TJx4kSZO3eurF+/XsaPHy/jx4+XH3/8UW7duhWvf998krD5d3v27Fk5fPiwbN68WXbt2iWHDh2SAgUKSLNmzeTEiRMiYhu/g7dl/g23adNGWrduLTdv3pTZs2fLixcvjHk+/PBD+fzzzyVlypQyYMAA2bFjh7XKfWt37tyR0aNHy4gRI2TSpEnStGlTiYiIkDJlyoi7u7sxn61+Vubu0xEREUaNu3fvlk6dOkmXLl3k4cOH0qtXL/n888+la9euxvNsZXsfG8ePH5fFixfLokWLpGbNmhIZGSknTpyQ6dOnS1BQkLXLe2cmk0l27NghzZs3F1dXV3nw4IE0adJEfvjhB7l586a1yxOR/2/djoyMlCxZssg333wjqiqDBg2Sbdu2iUj07Yqt/mbeiVWiF+JNUFCQrl27VvPnz69ly5bVq1evqmr0JG+NZH/48GHNnDmzqr48spgiRQqdMWOGqqo+evRIv/vuOw0PD0/wuuJC1PfzwIEDevz4cb127ZoxrV27dporVy796aefNCQkRFVVO3bsqHfu3EnwWv/N6z6Dhw8f6oQJEzRVqlQ6fPhwi8cOHDiQEKXFyp49e9TDw0MrVqyoqqp169bVWbNmqarl52X+PGyZud7169fryJEj9cmTJ6r68shw/fr1tUqVKrp+/Xpj/q1btyb61tXIyEg9ffq0Jk2aVLNnz66zZ8+2ePybb75RNzc3HT16tF6/fj1earh8+bLF/dmzZ6uvr6/WqlVLHz9+bPE9qlKlipYuXTpe6ogvMW0H5s6dq4ULF9YSJUro6dOnLR5bu3atli1b1qJF2FYFBwdr3rx5NSQkRK9du6ZZs2bVLl26GI//8ccfVqzuzZYsWaJOTk565MgRVf3/I/UtW7bUHj166PXr1zVbtmzauXNn4zNcuHChfvfdd1ar+b/4+++/tVChQrpo0SLdu3evdu7cWfPly6f58+dXJycnXbVqlbVLfGe//fabjhgxwrg/dOhQ/eCDD3Ts2LEJ2pIdE/N3Z9OmTTp48GBjm3Hy5EktWLCg+vn56Y4dO4z5165da5U64xMhKBF7tTtS1J3Xixcvau7cubVs2bIWOwgzZswwumvFp5g2rnfu3NFq1appnz59NEWKFPrjjz8aj504cUJr1aql27Zti/fa4tKwYcN0+fLlxv2+ffvqBx98oClTptQGDRrob7/9ZjzWvn17zZMnj3bs2FGrVaumadOmTZDP4m2ZA7PZ5MmTtUuXLtq2bVvjsfv37+vEiRM1derUOmjQIA0NDVU/Pz9t3769NUqOxvy9M7+ve/bs0axZs2rlypXVx8dHPT09tXr16urj46Ply5fXqlWraoMGDTQsLMyaZb+VJUuWaNq0afXzzz/Xo0ePGtM3b96s9evX18qVK+vcuXM1MDBQHR0d4y0YJISo64+AgAA1mUz65Zdf6uPHjy3mmzJlippMJh0/fnycH0Dp27ev1qxZU1VfrltDQ0N12LBhmjt3bs2dO7cxnzmQrl+/Xj/44AM9c+ZMnNYRX6K+x7NmzdIxY8YY9+fOnasVKlTQjz/+ONry7N6922a7wkZ17949LVWqlE6fPl09PT21S5cu+vz5c1VVvXLlitavX183bNhg5SpjdujQIa1Xr556eHgYv/WIiAj95ptvtHbt2potWzbt2LGjqr78HMPCwvSzzz7Tvn376rNnz6xZ+r+K6bsTHBystWvXVh8fH02aNKl269ZN//jjD71x44aWL19ev/nmm4Qv9B2Zf1eHDh3SP/74Q7/88kv9/vvvLeYZOnSoenh46IQJEywOliYkc51LlizRlClTakBAgO7fv994/MSJE1qwYEH98MMPdd68eTp8+HA1mUwaHBz8XnWPIwQlUlE3+DNnztQ+ffpoixYt9MCBA8ZK5tKlS5onTx4tXry4Llu2TGvWrKnFixeP9w1Y1NcfO3asrly5UlVftiQ0bdpUHRwctEePHsY8T5480Q8//FDr1KmTKDauZn/99ZeWK1dOq1Wrphs3btS9e/dqrly5dNu2bbpgwQJt0aKFlihRQn/++WfjOYMGDdLWrVtr8+bNjQ2yLbR+DRw4UFOmTKmnTp1SVdXhw4drmjRptGXLlpo3b17NnDmzbt68WVVfBqGpU6dqsmTJNFeuXFq4cGFjWazJvGLevHmzjhkzxliW3bt3q4+Pj5pMJp0yZYr+9NNPOm7cOJ00aZJ+/fXXevLkSWuW/Vb27dunqVOn1p9++sliuvl9P3DggLZo0UK9vLw0b968FhuzxOR1G9d+/fqpg4ODzpw5U0NDQy0emz59erQWi7hw/vx5ffr0qaqq0WJ78+ZN/frrrzV16tTGTqjZ1q1bNVu2bIni+xR1Pbtnzx5t0qSJpk2b1mgpVX0ZjCpVqqRNmzbVs2fPvvE1rC3q98a8Pn327Jk2b95cnZyctEGDBhbz9+/fX4sXL67//PNPQpYZK0ePHtUGDRpo5syZjRahU6dO6QcffKCZMmUyfuOhoaE6cOBAzZIlS7z8DuJS1O/Mtm3bdNWqVUbNd+7c0U2bNkU7x9EcZBOTpUuXarJkyTR37txqMpm0Ro0aeunSJYt5AgMD1dXVVb/55psE2wcwH7Ax27t3r6ZNm9bigLSqGucvnzlzRitUqKA+Pj6aK1cuPXjwYILUmZAIQYlc//79NUuWLNq6dWtt2rSppkiRQufMmWOceHfz5k318fHRokWLaqVKlYydpvjagEV93bNnz2r16tXVyclJN27cqKovg1mpUqW0dOnS2rFjRx01apRWrFjRYkfaljau/yYoKEgbNGigderU0e7du+vIkSONx44ePaodOnRQHx8fiyBk3rFSVZtpCbp7966WL19e8+TJo8ePH9dPP/3UOAE6MjJSGzVqpOnTp9dNmzYZ086cOaPLly83VuC2sCxLly7V5MmT68iRIy26kuzevVvz5MmjderUsXKF72b27Nnq5+enqi+PcC9evFjr16+vxYsXN44y3rlzRy9dumT1Lhbvyrwju3XrVh0wYID6+/vrhAkTjMf79u2rjo6O+uOPP0YLQnFtw4YNeu/ePVVVnT9/vrq4uOiJEydUVfX27ds6YcIEzZ07t7Zq1UrPnTunBw8eVD8/Py1btmyiWn/1799fq1evrnXq1NEMGTJotmzZ9NtvvzUe/+mnn7Rq1aparVo1vXLlihUrfb2oXUW7d++u5cqV02nTpumZM2f06tWrWrBgQa1WrZp+9dVXumTJEu3ataumSpXKWD/Ymqg7xOfOndOGDRtq5syZjR3QI0eOaObMmbVUqVJaqFAhrVOnjmbMmNHiRHZb169fP02VKpVmy5ZNXVxctHXr1rpr1y7j8dDQUL148aL6+flp8eLFbWLb8raCg4O1VatW+sMPP+i9e/d07NixWrBgQe3Tp0+0IDR27NgYDzDEhxEjRuiMGTM0IiLCWEdNmzZNq1SpoqqqDx480KVLl+pHH32kefPmNYLRrVu39Pz583rz5s0EqTOhEYISmX379hk/pJ9++kk9PDyMleP27dvVZDJpihQp9Pvvv9cHDx4Yz7tw4UK0rkLxKSAgQMuWLat169bVNGnSqLOzs/7555+q+rKr3uDBg7V8+fLasGFD/eKLL4yaEsvKLuqGauPGjdqwYUNNnz69RQuX6v8HoZIlS0ZrEre1JuX79+9rmTJlNGvWrFqsWDH966+/LB5v1KiRuru766ZNm6IdubKF1qzjx49rtmzZ9Icffoj2WGRkpO7Zs0e9vLzU29vb2AjY2mcQVdTa5s2bpyaTyTg6X6dOHe3QoYN26NBB06VLp+fPn7dipXFn6dKl6ubmph06dNDPP/9cs2TJotWrVzce79evnyZPnlynTJkS7ahmXAkJCdECBQpo9uzZ9f79+3r69GmtXr26Zs+e3WjluXnzpk6cOFFTpkypKVKk0E8++UQ7dOhg1GSrQShqXb/++qu6ubnpzp079dmzZ3rs2DHt3Lmz5s6dW6dOnWrMN3XqVO3WrZvNLpPq/48C16dPHx0yZIj6+PhoiRIl9NGjR3rkyBFt06aN5syZU4sUKaJ+fn7GyKm2JOo6dN26dcb5socPH9aGDRtqpkyZjHMvz549q7Nnz9ZevXrp7Nmz9cKFC1ap+W1FXZdt27ZNc+bMqVu2bNH79+/rokWLjG7Je/bsUdWXXbFr1aqlFSpUsKkeE//G/FnVqFHDonv5xIkTtWjRotqzZ89o5xkmlL59+xoHcszv6dKlSzV16tQ6atQorVatmtarV09btWqlAwYMUJPJZPSmeJ8RghKRadOmqZubm548eVLDwsJ0ypQpRlpfsWKFpkyZUhcsWKD9+vXTFClS6KxZs6KdHJ0QG7J58+apq6ur7t69W0NCQvTYsWPatm1bdXR0NE5wjIiIiLYDmhhWcqqvH7q0Zs2a6uXlpatXr7Z47NixY/rRRx/ZzHkzUb36nt+/f1/r1q2rJpNJt2zZoqqW35mmTZuqyWSyyYEQli9frgULFrToY/3q933Hjh1auHDhaEfkbIn5+/X48WOLgwL9+vXT3Llza+fOnY2dhdDQUC1cuLDu27fPKrXGpStXrmjevHmNHfALFy6ou7u7durUyeI317VrV3V3dze6bMSHEydOaIkSJdTb21vv37+v586d01q1all0dzO3CBUvXtyia1zUll5b0bNnz2jTBg8erBUqVLCYdurUKW3UqJFmyJBBZ86caUw3rydsMQhdu3ZNS5YsaQwK8PTpU02VKpX27dvX+N5ERkbq48ePNSQkJN7C87uKur0wn5tYqlQpi0EOjh07ZgQh80FPWz6A8zqTJ0/WIUOGRPs+rl27VosXL66DBw9W1ZctYAsWLLCpXgavY/4czp49q6NGjdKiRYtq2rRpo7XwTJw4UUuWLKmdOnVK0FbVV78nmzdv1smTJ+v9+/f19u3bOnToUM2XL5927dpVd+/erZGRkXrjxg0tUaKETR4siGuEoERixowZ6uTkpEuWLDGmHT9+XC9dumSMrGI+efDo0aPq5OSkJpNJly1bluC1Dh8+XGvVqmUx7dq1a9qkSRNNlixZjDvXiUXUmn/55Rdt0aKFcX/Lli1ar149rVatWrRRVM6fP2/TrQ/btm0zrp1x//59rVChgubMmdPY4Yta88CBA20qsJrf1xkzZqiXl5exExq1xp07dxpHtWxxJ9XM/D6vWbNGa9eureXKldOKFSsaISdq666q6oABAzR//vzvRVeFo0ePaqFChVT1ZSDKli2bxWhe//vf/4z/x9fymr9LL1680EuXLmmJEiXU19dX79+/r+fPn48WhG7cuKHjx4/XQoUKaZ8+feKlpv9qx44dWr9+/Wg7kj/88IMWKlQoWivCypUr1cnJSXPnzp0orj9z48YNLVy4sN68eVPPnz+vWbNm1U6dOhmPBwUFWe3k83+zf/9+9fDwiHaArFixYvrrr79aTDMHoQ8++MAmD0L9G3O3apPJpFWqVIkWRkeNGqXp06ePto6zpW3N6yxdulRz5cqlhw8f1nnz5mnhwoW1fv36eu7cOYv5RowYoRUrVkzwLstR9z3M5/tOmzbN+Axefc8DAgI0X75878V25d8QghKBmTNnqrOzs65YscJiunmnNSgoSIsWLWo0dR48eFAHDx6s06dPj/cjKDHt2H/99dcWKzPzY4sXL1aTyaTOzs4aFBQU7Xm2LmoA2rp1q7Zv316dnJy0b9++xvQNGzZo/fr1tVq1ahZDFsf0GtYUtY5Dhw6pyWTSMWPG6O3bt1X15UrR19dXc+fOHWMQUrW9o3NHjx5VBwcHi/NIVF/W3bNnT508eXKi2KD++eefmjx5ch0+fLhu2rRJq1atqunSpdPjx49bXHyvc+fOmi5dukR1LsCbnDx5UsuWLatr1qzRDz74QLt06WJ8x06ePKmffPKJEQbjer0Rdaj6qCMF1q5dW00mkxYrVswIQrVr19bs2bMbR0nv3r2rX3/9tWbJkkUHDBgQp3XFhRcvXhjv1/z5843pQUFB6uHhoYGBgRYXD925c6c2adJE/f39tUqVKlbrvvMmUVt4/vrrL82RI4du3rxZc+TIoZ9++qmxfjt58qS2a9dOd+/ebc1yX+vhw4c6efJkLV68uH766afG9NKlS+u6detU1fKgzdGjR7Vq1aqaL18+ffbsmU1vP2OqLTw8XD///HNjfybqPIsXL9aiRYva5GUjYhK1xb5t27b69ddfG4/9/PPPWqlSJW3WrFm0gwzWunTB/PnztW7duqqq2rt3b/X09NQpU6ZYvN9btmzRTp06adq0afXw4cNWqTOhEYJs3KlTp9TZ2VlbtmxpMb127dpas2ZNjYiI0OXLlxtj6Z84cULr1KmjrVq1MuaNr53VBQsWaJs2bfTEiRMW11o5dOiQlihRQvv06WNxJGH37t3apUsX7dKli+bIkUODg4Pjpa741qdPHy1Tpoy2bdtWCxYsqBkzZtSuXbsaj5vPEfL29ja6LdmSqBuecePG6bRp09TV1VVdXV01MDDQWEk/ePBAy5Urp/ny5bOpZnFz/QcPHtTZs2fr999/bwwjO2bMGHVycjIC3d9//60DBw7UNGnS2PzISaovu7fVqlXLGGDj2rVrmjNnTosWkUePHumUKVO0Tp060c7bSixi2kG6fPmyFi9eXJMkSaJt2rSxeKxPnz5avnx5i531uLJt2zatXLmybt261WJ6kyZNtHDhwrpx40YtXry40TXuwoULWqJECW3YsKGxHHfu3NEpU6bY9LkZ586dU3d3d61cubIxzXytpX79+un69ev1woUL6ufnp71799atW7eqyWQyBrWxBa87r9XcTfeTTz6xmB4QEGCzo8CZl8X8ey5SpIh26NBBX7x4ob6+vhYtn2bh4eF68eJFmx2kwizqQbYzZ87o0aNHLX4bzZs315QpU+q8efP09OnTeuPGDa1evbpWrlzZpoPdq7Zv365FihTRSpUqRdvWz5o1SytWrKitWrVKsMEPVP//vY/a0nblyhUtVaqUxVDj/v7+6uXlpVOmTNG7d+8agzh89NFHevz48QSr19oIQTbu6tWrOmTIEE2bNq1xYn3jxo3V29tb//77b2O+Nm3aqMlk0uzZs2uxYsXifcjiBw8eaM6cOdXd3V0LFSqkbdu2tRgBbdKkSVqyZEn99NNP9ejRo3r69GnjZO6goCDNmDGjTW1c3yTqCv3PP//UtGnTGiPZhISE6IgRI7RAgQIWFxBcvXq19u/f32ZafmIycuRITZMmja5evVpXrFihQ4cOVZPJpMOGDbMIQrlz59ZmzZpZuVpLS5Ys0SxZsmj58uWNo/ULFy7Umzdv6rRp09TFxUU/+OADzZMnj+bMmTPRtJaEhIRowYIF9dSpU3r37l3NkiWLdu7c2Xh8/vz5GhYWpuHh4cYIkIlN1KHMR40apV999ZXRArlp0yZ1dHTUli1b6vLly3XHjh3q7++vqVKlsrg2Ulw6ffq0VqpUST/88EOjm1Hjxo21YMGCxs7myZMntVixYlqsWDG9e/euXr161fhtv/qvrXh1Z/LZs2f6xx9/aIECBbRq1arG9O+++05Lly6tqVOn1hw5cqi3t7eGhYXpvXv3tGDBghajdlmTeXk2bNig7dq10z59+hjXaDt//rxWq1ZNM2bMqCtWrNA5c+boF198oW5ubjY7Cpzq/39nQkJCjCDUtGlT43pmzZo100aNGmnLli21UaNG+sUXX9jc9+xVr3ad9vHx0fTp02uNGjUsuim2bdtWTSaTpk+fXtu3b58go9fGtatXr6q3t7eaTCZj4Keotf/888/q7e2tHTp0SNDLSFy9elXz58+vISEheunSJe3cubM2b95cQ0NDLVoWzUHI3DUuNDQ00W5X3hUhyEZF/SGFhITosGHD1M3NTfPkyaM+Pj5GF4Wo823evFm3bduWICcThoeHa0BAgM6YMUMPHjyoEydO1FSpUmmTJk100qRJ+vz5c504caLWq1dPTSaTcT0Z1Zd9uHPnzh3tyKutady4cbQLiM6YMUNz5sxpMUTv7du3tWfPnpoiRQqL8wLMn4MtdMF6NQQ8efJEfX19ddSoURbTp06dqiaTSUeNGmUcdX/8+LHVliHq99v8fT5y5Ii6u7sbo8D9/fffajKZdMiQIca858+f1z/++EM3btxok0eB36R69er6xRdfqKenp3bt2tXonnXv3j2tUaOGzpkzx8oV/nerVq1SV1dXLVWqlObMmVOzZs1qdLtcu3atlilTRjNlyqQFChRQX1/feN+RPXv2rNauXVvr1Kmj5cuX12LFiunFixct5jl16pRmyZLFopXKVnfWotb17NkzY3317NkzXbVqlebJk8ciCP399996+PBh48Ro1Zetb7lz57aJi+6al2fDhg2aNGlSbdGihebLl0/LlCljtJpeuXJFW7ZsqZ6enurt7a116tSJt+D8X0UNCuZlu3//vn777bdaokQJdXFx0T59+ujAgQO1e/fu2qNHD+3UqVOiavkdM2aMpkuXToOCgvTGjRvapUsXNZlMRotJeHi49ujRQ00mkzFgkqrtdbP+N1evXtWiRYuqt7e3sc6I+vn+8ssvCT4Qzz///KNeXl7asGFDbdeunXp6ehrnW6qqxQV1e/XqpW5ubvrDDz8kqla4uEIIsnFLly7Va9eu6d27d3X06NGaKlUqYwQV1Zcrkpg2xAmx07p27VpNmTKlsaF5+vSp0ZpQrlw5HT16tO7atUv37dunR44cMers06ePFipUyCY2rq9z6tQp7dq1a7SjN+vWrdO8efPqzp07Lab/9ddfmj59es2VK5f26tXLmG4LK5VPPvnEorue6ssNbt68eY3zZ54/f258Ps2aNVMXFxcdN26cRZO6tYLQpUuXLN7HNWvWGBc//PvvvzVbtmwWy2erJ0G/yvx+P3361Dg6FxkZqaNGjdJ06dJpxYoVLeYfOHCgFihQwKZHtntbAwcONEYfO3nypNapU8c470n15fmOFy9e1ODg4AQ7Mmm+rlmqVKl00aJFxvSo69dLly7ZxEGN14l6oUnVlyeb165dW0uVKmUMkvPixQsjCFWrVi3aa+zYsUM//vhjdXd3t/p5ASEhIcZv/+LFizp69GidNm2aqr78nQcEBGjRokU1MDDQeM6FCxc0NDRUHz16ZJWa/03UFq0vvvhC/f39LQY++fbbb7Vs2bIWPQsSm0ePHmmDBg104cKFqvpyne3m5mb85qNuV1q0aKGpU6c2BkyyVebP7ebNm3rz5k2LUwDMLS8lS5Y0DlAn5LY/6t+KjIzUiIgI/frrr7VixYo6bdo0ozU96u8k6rmPAwYMiDaIg70gBNmw48ePa86cOY0TJC9fvqwjRoxQNzc3nTx5sjGfNY9GduvWTT///HPjfoECBbRhw4bat29fo5uS+Sr3W7du1c8++0zTpElj9Y1rbEydOtVYQZw/f17z5cunrVu3trg2y8mTJ7VJkyY6ZMgQLVGihE11vwoODjZWeFF3oLt3764eHh7GStt8BK5fv35aqVIlo4uZqvXC3LNnz7RMmTKaPXt2o4bvvvtOS5QooSdPnlRPT0/t3Lmz8RtYv369fvrpp8aFLm3Nrl27LGr7448/tEGDBurr66s///yzPn/+XO/du6fNmzfXokWLatu2bfWrr77STz75RFOnTp2ofjdRmT+7S5cu6YULF7R169YWA4cEBwdr3bp1NV26dMYAL9ZgHgHOz8/PIlC8uo61xSA0d+5cNZlMxqhiEyZM0AwZMmhAQIA2a9ZMkyRJouPHj9eIiAgNDw/X1atXa/78+bVYsWIWr3P16lXt2rWr1VsdTp06pVWrVtWbN2/qX3/9pZUqVdK8efNajLx5/fp1IwgNHTrUitXGzqpVq9TFxUVr1aqlPj4+6uDgYKxrHzx4oFOmTNFixYpp48aNjefYwgG113m1ttDQUC1UqJBu2bJFV61apSlSpDBGGnz+/LlOmzbN6A4fGRmp7dq1U5PJZLO9Q8zLt3LlSi1atKgWKFBAs2bNqsuWLTPCkDkIlS1bNlorcnwyr5teHXDhwYMH6u3trU2bNtWbN29qjx49tESJEvrVV18Z80RtEbJXhCAbV7duXYsjwtevX9fAwEBNlSqVTpkyxYqVvTRr1iwtV66c3r17V4sVK6blypUzjtxev35dFy1aZOxc7927V7t37250e0kMrl27pqVKldJs2bIZoScoKEjTpk2rTZs21R9//FF3796tNWrU0Pbt2+uVK1fUyclJZ82aZeXKX4q68/bjjz9qqVKldMOGDar6ciejWrVqWrZsWePch+fPn2uDBg10586d2qNHD82VK5dV+whHRkbq9u3btVChQlq0aFGNjIzUixcvasmSJTVNmjTatm1bYz7Vl62MDRs2jDbkp7VFRkbq/v37ja6Gz58/1+3bt2uKFCm0S5cu2rp1a3VwcFB/f38NCQkxRhyrWLGili9f3hiAJDFbunSppk+fXosXL64ODg7GwRGzq1evasOGDdVkMll1EAtz17jatWvrjh07rFZHbIWGhuqYMWPU2dlZlyxZokOHDjV+66qqU6ZMUZPJpGPHjjWC0JIlS7R58+Y2GfJmz56tZcqUUdWX5221aNEiWk8I1Zfdq4cMGaJeXl46ZswYa5QaKw8fPtRJkyYZ3Xnv37+v/fv3V0dHRyPAhoSE6Pjx47V8+fI237Id9btz8+ZNDQ8P1ydPnmitWrW0YcOGmiZNGosLhV+8eFHr1KljMQR4RESEdunSxaYHr1m1apW6ubnp+PHj9fTp09qlSxdNly6dfvfdd8Y28p9//tFMmTJp1apVE7Rb34ULFzRt2rRar149vX79uj5+/FhVVQ8cOKBOTk46Y8YMffr0qXbr1k1LlSqlkyZNSrDabB0hyEa82u3KfOR+3759WqRIEV2zZo3x2I0bN3TkyJFqMpksum1YS8mSJdVkMmmlSpVeO/yjeYUQtQnWFsV0tG3fvn1au3Zt9fT01DNnzqjqy2FkP/zwQ/3ggw80R44cWrZsWX369KlGRERoyZIl9Y8//kjo0v/VmTNntECBAlq7dm3jKPfmzZu1evXq6urqqtWqVdP8+fNrvnz5NDw83Bi6NSF3iGJq1YyIiNDdu3dr3rx5tWTJkqqqxjly48aN0xs3bujff/+t/fv317Rp01r9CParon6npkyZokmSJNGvv/5aJ02aZDFaz6JFizRlypTavXt3i2FLzTusiVHUCwnmy5dPv/nmG120aJE2btxY06RJo9u2bbOY//Lly9q8eXPjd2YtZ8+e1Tp16miJEiVs9rySqH766Sdt27atPnv2TPv27asODg7q7u4e7XplU6dOtWgRivp7s7Xv2JgxY9THx8eo6/Lly9qhQwctWrSoxU616ssDbiNHjrQYLMgWHT16VJ2dnbVIkSLGifSqL7f//fv316RJk+pvv/2mqi+DkK22aJtF/f4EBgbqRx99ZAwu8ueff6rJZNLatWsbO+X37t3TDz/8UCtWrGhz37c3uXbtmlavXl3Hjx+vqi9brnPmzKmFChVSBwcHnTJlinHx5mvXrln0EkkIZ8+e1dSpU6vJZNKaNWvqV199Zay3vvzyS/X29taTJ0/qrVu3tEePHhYXpbZ3hCAre/WiZ6tWrbLY6bl9+7aWLVtW/f39Lea7du2a/vzzz1Y9idC8g/PLL79ooUKFjGWx5Wb7N4m6Qr97967FBvXEiRNarVo19fT0NIa7vHv3rl6/ft1i+MsBAwaoh4eH1Ycwfd2R3bNnz6q3t7dWq1bNOK/p/v37Om3aNO3Xr5/RSqGq2qVLF61bt66GhoYmyGdqrvn69evRruvx/Plz3bt3r3p5eRlXue/fv78WLFhQnZyctFSpUpo3b16b6oaoarlM+/fv11u3bun8+fPVZDJptmzZLLq1qqr+/vvv6ubmpr169UrwDWl8CQoK0mnTpmn37t2Nac+fP9ePP/5Y06VLF60LjK3sHJ08eVJ79+5ts4MfmM2YMcNidCrVlwHCZDJZhGyz7777Tk0mk/7yyy8JWOXbiTpy1YgRI4zBG8yfwfnz57VDhw5apkyZaEHIVr43qtHXv+b7N27c0A4dOqjJZDKu2RT1Ar0DBw5Uk8mkixcvTtiC/6OAgADNmDGj/vrrrxaDCc2ePVsdHBy0atWqWr58ea1QoYIWKVLE2MbY0mf2JtevX9epU6fq7du39caNG5ovXz7t2LGjqr4cmTdDhgz61VdfWZwnFN+ifm9UVb/99lvt1auXDh48WLt27arFihXTP//8U/fu3asFChQwWlD//vtv7dOnT4J22bNlhCArGjdunBYqVMgYGeXIkSOaKlUqzZcvnw4ZMsQ4SXjdunWaMWPG1/aXtfZoKlevXtXMmTPr2LFjrVrHfxF1J3/YsGFavnx5dXNz02bNmhkb2yNHjmitWrXUy8sr2g7q/v37tX79+popUyar74hH3QD//vvvOnLkSB04cKBx8u2FCxfU29tbq1evHuN36vr169qjRw9NnTp1gl8v4MqVK5ouXTo1mUxauXJlDQgI0E2bNhkbl3379mnhwoW1XLlyqvryBPrff/9dDx48aHMDbZg/hxMnTmi5cuW0Ro0a+tFHH6nqy66JJpMpxvOXzBcVDggIsPpvOy60bNlSTSaT+vj4WCyrOQhlypTJ5ofLt9UgNG/ePE2aNKmuXr1aVS3XYwEBAero6KgLFiyI9rwlS5bY3Hfr6tWr2rRpU+P6OMOGDdOPP/5YVS0HADpz5ox26NBBfX19Lc5vsDWnTp3SAQMG6IULFyze62vXrmmbNm00efLkxoEo8+f2/PlzDQwMTFRdxg8cOKBeXl4WXS9V/3+Zdu7cqaNHj9Y+ffrozJkzjffC1r5//8Yc7oYOHap+fn5Gl+uAgAB1d3fX9OnTJ0jLXdTrS0UVFBSktWvX1jVr1ujTp0912rRpmjp1ap04caLWqlVLU6dOrQcPHlTVxPfexydCkBVt2LBBP/roI61atarR3e3Jkyc6cOBArV+/viZLlkwHDRqk06dP11atWhn9OG3xCzxlyhSrn9T8rqJ2PQoMDFR3d3ddvny5nj59Wn19fTV37txGa8/Bgwe1du3a6uLiYjH0clhYmI4bN05PnTqV4PW/Tt++fdXT01MbNmyorVq1sjhp+sKFC1q0aFFjpWl248YNnTRpklaoUMEqJ+FfunRJixYtqnnz5tUSJUpo27ZtNVmyZFq0aFFt3bq1Lly4UBctWqQ5c+bU6tWr22yro7muv/76S1OnTq0DBw7Uy5cvW3R7NR+RHzt2bLRzmJYtW2bT/eNjq0ePHpokSRL99ddfLY72v3jxQmvXrq05cuSwGDEK/2727NlqMpm0Ro0axrRXtw3mc01iCkIxzW9NFy5c0LJly6qfn58ePHhQBw4cGO3ip2aPHz/W+vXra7169Wyyy1hYWJjRTTxXrlzas2dPo5ub6sv6mzdvrsmTJzfOO7PVdVlUHTt21Bs3blhM27Bhg2bPnt241pfq/y/L67q/23ILUNR199atW3XJkiUWj7dp00ZbtWplLEPv3r11+/btrz0VID5cv35dPTw8jO2K2ciRIzV9+vRGYNuxY4d26tRJ69SpoyaTSf38/DQ8PDxRfNcSCiHISsxHtfbu3astW7a0CEKqL7sFzJ0717hon8lk0hw5ciRoc2tsnD9/Xtu0aWOzR0xfZ9u2bZo2bVq9efOmPn36VEuVKmV0KwkKClIXF5doJ3Dv27dPe/bsaZMrcvP7v2zZMs2SJYvR+rNq1SqLEKT68grymTJlshjSW/XlCjYhV+ivOnfunH700UfaoEED3bNnj16+fFl/++03LVeunJYqVUpdXFy0UKFCajKZtGHDhqpqmzsQd+/e1fLly2uPHj0spkfd8fz222/VZDLpmDFj3ouL1EU9Svnw4UOL0NeiRQtNmTKlLlmyxGJUohcvXkS7Hhfe7Mcff9QkSZJox44dNUuWLBbdpV9dL/Xv319dXFxsZrCWNzl37pzWqlVLGzVqpD4+PlqsWDH95JNPtE2bNtq+fXtt0aKFtmzZUjt27Kh+fn5W73b8JhMmTNBJkybphg0bdNiwYZoqVSpt3ry5fvfddxoREaH379/XTp06qZubm80PD636ctCDBg0aRDt/eevWrers7Gxc/8c8RLPqy8tovNq12ZaZ119Lly7V7Nmza9GiRTVXrlxaqFAhI6wGBgZqihQpdNCgQdqqVSt1c3NL8HMY79+/r4GBgZo6dWqtVq2aRbfXtm3batu2bY0Dazdv3tStW7dq3bp1E8X5jQmNEGQFUYPC//73P+3cubOmTZtWS5YsGe1E1jt37ui5c+e0c+fO6uXlZVzXxRZ3+sw12WI4eJ3z589rnjx59LPPPtOrV69qiRIl9MGDB7p8+XKLYT2fPHmiv/zyS7QTb21lWdetW2dxRHTq1Knavn17VX3ZvSpFihTGaEQPHjww+gMHBwcby2BL36nTp09rrVq1tEaNGkaQU3258p83b54OGjRIixcvbvWuh29y4sQJzZkzpwYFBcV4joD5/Z4yZYo6ODjooEGDEnUQijqMrLnbaKtWrSw20OYgtGzZMoZnfUfffPONmkwm46DZjBkzNH369G8MQl27dtVKlSolZJnv7PTp0+rn56cpUqTQdOnSadeuXY1hy5s0aaINGzbUOnXq2Hyvgy1btmiqVKl0//79qvqyG9zw4cPVycnJOKdp27Zt+sknn2jWrFktWkhtzavbhp9++sm43MI///yjlStX1ubNm1tc1Pj58+dapUoVDQgISNBa/6udO3dq6tSp9eeff1bVl90vTSaTfvfdd8Y8/v7+Wrp0aa1atWq8X8j5TU6cOKFNmjTRXLlyaeXKlfX06dO6aNEibdu27Wu7J8ISIciK+vTpox4eHjp06FD19/dXT09PrVixYoxXTw4PD9fPPvtMa9asaa1y3zuRkZH64sULHTFihBYpUkTnzZunHh4e2rZtW02TJo3FSu/EiRNaq1Yt45pNtiQkJEQLFCig2bNnN0aoCQwM1AYNGujixYvVzc3N4iTiefPmadeuXY15VW0nzEV19uxZrVWrltaqVUuDgoKiPW5LXXli8uuvv2rSpEmNjU9MraShoaF648YNnTVrlqZOndqia2Zi8OqGdfXq1erk5KTDhg3T8ePHa7t27dTLy0t79+5tzNOmTRs1mUy6cuXKhC73vRAUFGTRterBgwf6ww8//GsQSkw7QefOndM6depojRo19NixY9Yu55317dtXW7VqZQScZs2aab58+bRdu3ZatWpVdXBw0C+//FKDg4OtXOmbhYWFaWhoqKq+3N6Yh7o3t+DOmzdPfX19tUqVKjpz5kydM2eOVqtWTb29vW1+Pf2q6dOna+vWrVX15TbIy8tLO3fuHG2+Bw8e2ERwvXv3rv75559arFgxzZEjhw4YMEB9fHxirBnREYKs5NixY+rp6WmcBKqqunHjRvXz81NfX1+LFG9uft69e7dmyZLFbq/sG1dePen0/v37midPHvX399d169apq6ursRKMjIzU0NBQY4Nsi2FB9WVIK1mypObPn1/v3bun27dv14IFC2qyZMksrgnw6NEjrVu3rnbv3j1R7BSZr9lSq1Yt4yTixGLnzp2aLFmyaH3Ko5o8ebJxToc1uyC+i1dHJ3ry5Ik2adJE+/fvb8xz+/ZtnTZtmubIkcNoVVVVm78mSGIQ9ff78OHDGIPQqzugieE3b3bmzBnjIMirQ6knluVYvHixli1bVsPDw/XTTz/VjBkzGkP4nz17Vr///nubb9FasmSJNmrUSIsVK6YjRoxQ1ZcD2BQsWFBLlChhXMdo5cqV+umnn2rKlCm1bNmy2qhRo0QxCpz5u2Q+B9bf31+bNGmijx49Ug8PD4uLcf/00086atQoa5X6r3r27Km1a9fWrFmzqslk0pkzZ1q7JJtHCLKSs2fPapo0aYxRfcw2bNigKVKkUF9f32g7T/369dPs2bMnup0lW7Jy5Urj2gUXLlwwWkPM/Zr79u2ro0ePVpPJpK1atdJPPvlEq1SpooUKFTJW6LZ03lPUHdFLly5pqVKltHz58vrgwQPt37+/ZsyYUUePHq3Hjx/XXbt2ae3atbVo0aLGzlFi2Jk4e/as1q1bV8uUKZOo+pdfvXpVM2TIoPXr1ze6jqhavud9+vTRL7/80qJ7XGIwa9YszZ8/v3His7lV1cfHR7t162Yx7+3bt7Vp06bauXPnRLWMiY05CLm7u2vPnj2tXU6ciPrbN59zkthUrFhRkyRJolmyZLFq16l3MWPGDE2ZMqX26tVLv/jiC02SJIlxMCM4OFjz5cunxYoVs7ig661bt/Tx48fGbz0xtAStXr1a06RJo3v27NGNGzdqqVKlNHXq1EZrink76+/vry1btjSue2Qroq5Xt2zZov3791c3NzebGqjJVhGCEoD5Cxr1i3rhwgUtWLCgfvPNN9F2gMqXL6+5c+c2NmTmx3r06GH0L8a7OXr0qHp4eGjKlCnVz89PAwMDjfNKevTooZUrV9atW7fqypUrtWHDhtq+fXsdMWKEzQ3rGbXbVNQReGrXrq0mk0nLli2rDx48MJrGTSaTli5dWmvUqJEojs696tSpU9qkSROLkXASg6VLl6qzs7N+8sknFkd8Q0NDNSAgwOICvIlFZGSkrl69WgsWLKgVKlQwvn9hYWHavXt3bdy4cbQT1gMCArR48eI20X3kffbw4UNj+PVXr0GVWCXW3755u7169WrNkyePLl++3GK6rZs5c6Y6Ojoadau+PKdvypQpxuUIrly5osWKFVMfH58Yu/TZ8rKaawsODtZPP/3U6DJ+6dIlrV+/vubKlUvnzZunqi8HFxg0aJBmyJDBZocvf/W9TsznlyYkQlA8i9pqEBoaarHDOmTIEHV2dtZly5YZO6b37t3Tjz/+WOfNm2c815ZaHhKjqK0lz5490/Hjx+ugQYN04sSJ2r17d82dO7cuX75c161bpzlz5tRx48apqkY7cdtWQsO2bduMsBZVkyZNtHDhwrpx40YtUqSIli5dWu/fv69Pnz7Vbdu26eXLl6N1YUpMXjfcqi2LiIjQGTNmaNKkSTVv3rzavn17/eyzz7R+/fqaIUMGmx7Y4U2eP3+umzdv1pIlS2qZMmWM9dfy5cs1TZo0OmTIEIsg1LFjR23WrFmi/AwTm/v37+uKFStsZn0VFxLz9+bGjRuaK1cu42KVicGWLVvUZDJpYGCgxfQiRYpo4cKF1c3NTX19fXX+/Pl65coV9fb2Vi8vL71586aVKn43e/fu1aZNm2qpUqWMa+iovuwa16BBA/Xy8lJPT08tW7asenp6Jtr1NV6PEBSPooaXCRMmaLVq1bRcuXLavHlzvXXrlqqqfvHFF5osWTLt2LGjBgQEaMWKFbVUqVIEoDj06lHp9evXa6VKlXTz5s2q+vKIV6ZMmXTcuHFaqlQpTZs2rdFvW9X2jmadPn1aK1WqpB9++KEeOHBAVdUYSt28rCdPntSiRYtqkSJFop1sz3cq4e3du1ebNGmixYoV0/Lly2v//v2Na08lNuad68OHD+vUqVPVZDJpzZo1jR3VmTNnarp06bROnTraunVrbdu2rbq5uTE8qxUkxoMd76NffvlFXV1dde/evdYu5a2cPXtWK1SooPXr1zd6nzRq1Ehz5cqlv//+u65du1YLFiyo+fPn1+DgYL106ZK2aNEi0QXvzZs3a+HChdXR0VHnzJlj8VhwcLDu2rVLx44dq3/++Weia4nE2zGpqgri1eDBg+WHH36QPn36SFhYmCxevFhCQ0Nl8eLFUqJECZk6dars2LFDrl27Jh4eHjJ37lxxdHSUyMhISZIkibXLT9T2798vpUuXlj59+kjHjh0lb968IiIyZMgQmTVrlhw6dEgyZ84s+/btk99//12OHDkiQUFB0q1bN5k6daqVq3+9c+fOib+/vzg4OMjDhw8lNDRUli1bJtmzZzfmOX36tNSoUUMqVaok8+fPt16xEBF5r37Pixcvln79+kmNGjXk6NGjcvr0aSlYsKBs2bJFnJ2dZdWqVbJr1y7Zv3+/eHl5ib+/vxQqVMjaZQNW8c8//0jr1q3ll19+kWzZslm7nLcSdRvz4MEDefr0qSxdutTYxhw6dEhKlCghy5cvlwYNGhjPi4iIEAcHBytVHXu7du2SPn36iIuLiwwcOFCqV69u7ZKQkKydwt5nERERevHiRc2TJ48uW7bMmB4eHq5VqlTRXLlyGd1Inj9/bnHUjiN4ceP+/fs6ZcoUTZ8+vVasWFFHjx5tPNa2bVv9/PPPjQvQ3rt3Tw8ePKg9evRIFO//2bNntXr16poqVSpdtGiRMT1qS8+lS5cS3dG591XUFkVba12MjStXrmi2bNmM6/+8ePFCFy5cqIUKFdKyZcsa3UjN37vE8FsC4ltiPB8upm2M+RzmgwcPaoECBXT79u1WrvLfRUZGGuvcM2fO6I4dO3T37t1G63VQUJD6+vpqw4YNddOmTRbPw/vt/TgsaUOeP38uT548ERGRJEmSyJMnT+TevXvG0ZPnz5+Lg4ODrFixQsLCwmTy5MkiIuLg4CBJkyYVERFVNf6P/yZ16tTSo0cP2blzp+TMmVNmzZolvr6+cvDgQalQoYKEhobKiRMnREQkVapUUrx4cZkyZYokTZpUXrx4YeXq3yx37twyY8YMKVOmjMyePVt27NghIi+/d5GRkSIi4unpKQ4ODhIREWHNUiEiJpMpxv8nNvfv35dnz55JhQoVREQkadKkUr9+fRk4cKAcPXpUGjVqJGFhYcbRYNZlgEiyZMmsXUKsvbqN2b59uyRJkkRMJpMMGzZMMmTIIL6+vtYu862YTCZZunSp1KxZU5o3by7NmzcXb29vOXPmjFSqVElGjRolt2/flunTp8u6deuM5+D9RgiKQ0uXLpUWLVpI+fLlZdSoUSIikj9/fkmRIoX8+uuvIiLi5OQk4eHh4ujoKFmzZpWwsDAREYtuMvzw4l6ePHnkm2++kZ9//llUVZo1ayZHjx6VXbt2ybx580REonVVcnR0tEapsZIzZ06ZOnWqqKqMHj1adu7cKSLRlyUxdU+Abfvggw8kXbp0smXLFmNasmTJpEGDBpI7d25Zu3at1K1b14oVAogrUbcx48aNkx07dkjjxo3l7Nmz8r///c/ioJutMR+QNplMsnv3bmnXrp0MHjxYNmzYIL/99pt4enpK5cqV5cKFC1KlShUZOXKknDp1Sn799VfjuXi/EYLiyA8//CAdOnQQT09PqVixogwfPly+++47MZlM8tlnn8mWLVvk66+/FpGXR0adnZ0lIiIiUR4dSqxSpUollStXlt27d0uzZs3k8uXLcvv2bZkxY4asWLHC2uW9s9y5c8uUKVPEwcFBevbsKceOHbN2SXgP6MuBcyzui7wMPOXKlZPVq1cbR0xFXgZtb29vmTt3rvz0008JXi+A+GHexphMJqlataqcOHFC/vrrL3F0dJTw8HCbPNfx4MGD4u3tLZcvXxYRkWPHjknp0qWlffv2ki9fPilbtqwsWbJEChYsKI0bN5YXL15IlSpV5Mcff5SRI0dK8uTJrbwESAgMjBAHZs2aJZ9//rksWrRIGjZsKCIiLVu2lDJlykiHDh3k7t278s0330hQUJBky5ZNfHx8JCgoSO7cuSNHjx6lu0gCinpy+r59+2TVqlWyYcMG2b59e6L/HE6dOiWzZs2SiRMn2uRGCYnDP//8I1mzZpXw8HBJmjSp/O9//5M//vhD7ty5Iw0bNpS6devKs2fPpEmTJqKqUr16dalYsaKsWLFC1q5dK5s3b5asWbNaezEAxLHTp0/L999/L5MmTZKkSZMa6whbc/ToUalQoYJ8+umn8s0334iISGBgoHz//fdy8+ZNERGL9VvXrl3lzz//lIIFC1qzbFgBIeg/CgoKkqpVq8rw4cNl6NChxvSiRYtKZGSkXLx4USpWrChly5aVPHnyyI8//ijJkyeXDBkyyPTp08XR0THRjaaS2KlqjF0ObXWF/i7ep5HIkHBWrlwpDRs2lG3btkn58uVl5cqV8vHHH0utWrUkIiJCtm7dKvXq1ZMRI0ZIqlSpZPjw4RIUFCSPHj0SV1dX+fXXX6V48eLWXgwA8cxWt5fHjh2TsmXLSs+ePWX06NHG9D179sgXX3whjRs3ll69ehnd3Q8ePCiNGzeWlStXire3t7XKhpUQgv6jc+fOyaeffipp0qSRIUOGSIkSJaRx48Zy7NgxGTVqlKRMmVL69u0rTk5Osnr1asmSJYvF8211RWJvXheMAHty69Yt6dmzp6xZs0bWrFkjW7duFTc3N+nevbuIiKxfv14GDx4sefPmlZkzZ4qDg4O8ePFCbty4IWnTppU0adJYeQkA2Kvg4GApXry4VK1aVRYuXGhMnzp1qhw/flxUVS5cuCC1atWS/v37y+PHj2XcuHGybNkyCQoKkgwZMlixelgDISgOvO14+suWLTO6y4mw4w3ANkRdF925c0d69eolS5cuFU9PTxk+fLg0a9bMmHf9+vXSqFEj+fXXXy3WZwBgTZcuXZKPP/5YMmfOLP369ZNy5crJ2LFjZfTo0bJjxw7Jnj27DBo0SDZv3izXrl2TAgUKyPnz5+V///ufFCtWzNrlwwpogogD5pMGP//8c/nrr79k5syZkj17domMjDR2LPLnzy/u7u4WzyMAAbAmc7dJ87pIVSV9+vTy1VdfSerUqeW7776TW7duiYjIixcvxNHRUWrVqiUlSpSQ9evXE4IA2Izs2bPLr7/+Kv7+/jJhwgTJmDGj/PHHH7Js2TIpWrSoiIiMHz9ebty4IWvXrpVMmTJJiRIlxMvLy7qFw2poCYpDFy5ckG7dukmSJEkkICDAuI5GvXr15PHjx7Jp0ybO0wBgU06fPi1z586VTp06iYeHh9FX/vr16zJw4EBZuHChrF69WqpUqWI8p0KFClKxYkWLPvcAYAvOnj0r3bt3lx07dsjIkSOlT58+IiKcf41oCEFxzNw1zhyEvvnmG/nrr7+M4SQ5YR2ArXj+/LmUL19eDhw4IDlz5pS6detK6dKlpXnz5iIiEhoaKp06dZLly5fLsGHDxN3dXc6dOyfff/+97N27V/Lnz2/lJQCA6C5cuCCff/65ODg4yMCBA6V8+fIiwmkIsEQIigfnzp2TXr16yf/+9z/JkSOHHD9+3BhPn0EQANiSiRMnStKkSaVw4cKyY8cOmTx5svj5+UmFChWka9euEhISIkOGDJHvvvtOihUrJp988olUrVqVkZQA2DTzQWlVlSFDhki5cuWsXRJsDCEoniSW8fQB2LegoCBp2LChbNy4UUqUKCHXr1+XH3/8UcaMGSPFixeXNm3aSL58+WTp0qWyYsUKOX/+PBd5BpAonDt3Tnr37i137tyRb775RsqUKWPtkmBD6JcVT/LlyydTpkwhAAGwaZUrV5ZOnTrJ5MmT5dmzZ5I5c2Y5deqU5MiRQ/LlyydLliyRGjVqiIuLi+zevZsABCDRyJ07t0ycOFGyZcsW7RIlAC1BAGDnlixZIpMmTZLt27dLly5dZNWqVbJp0yYpWLCgnDt3TjZu3CiVKlWSAgUKWLtUAIi158+fi5OTk7XLgI0hBAEApFKlSrJjxw7JlCmTrFmzRooUKWLtkgAAiDd0hwMAO2Y+Dta/f3/JlSuXfPfdd1KkSBHh+BgA4H1GCAIAO2YeLtbHx0ciIyPl4MGDFtMBAHgfEYIAAJIxY0YZNmyYfPPNN7Jv3z5rlwMAQLwiBAEARESkSpUqUrJkSUZRAgC89xgYAQBgePbsGcNgAwDee4QgAAAAAHaF7nAAAAAA7AohCAAAAIBdIQQBAAAAsCuEIAAAAAB2hRAEAAAAwK4QggAAAADYFUIQAAAAALtCCAIAxLt27dqJyWSKdjt//vx/fu05c+ZI6tSp/3uRAAC7kdTaBQAA7EPt2rVl9uzZFtPc3d2tVE3MXrx4IY6OjtYuAwAQz2gJAgAkCGdnZ8mUKZPFzcHBQf7880/x8fGRZMmSSY4cOSQwMFDCw8ON502aNEkKFy4srq6u4uHhIZ9//rk8fvxYRESCgoKkffv28vDhQ6N1afjw4SIiYjKZZMWKFRY1pE6dWubMmSMiIpcuXRKTySSLFi2SypUrS7JkyWT+/PkiIjJ79mzJnz+/JEuWTPLlyyfff/99vL8/AICEQ0sQAMBq1q9fL61bt5YpU6ZIhQoV5MKFC9K5c2cRERk2bJiIiCRJkkSmTJki2bNnl4sXL8rnn38u/fr1k++//158fX1l8uTJMnToUDlz5oyIiKRIkSJWNfTv31++/vprmT17tjg7O8vMmTNl2LBhMm3aNClWrJgcPnxYOnXqJK6urtK2bdu4fQMAAFZBCAIAJIhVq1ZZBBQ/Pz+5efOmDBgwwAgXOXLkkJEjR0q/fv2MENSzZ0/jOV5eXjJy5Ej57LPP5PvvvxcnJydJlSqVmEwmyZQp0zvV1bNnT2nUqJFxf+TIkfL1118b07y8vOTkyZPyww8/EIIA4D1BCAIAJIgqVarI9OnTjfuurq6SK1cu2b9/v4wePdqYHhERIc+ePZMnT55I8uTJZcuWLTJmzBg5efKkhISESHh4uDx79kxCQ0PF1dX1P9dVokQJ4/+3b9+W4OBg+fTTT6VTp07G9PDwcEmVKtV//lsAANtACAIAJAhz6IkqMjJSAgMDLVpizJIlSyaXL1+WDz/8ULp27SojR46UtGnTyo4dO+TTTz+VFy9evPHvmUwmUVWLaTE9J2qQioyMFBGRmTNnSunSpS3mc3BwePMCAgASDUIQAMBqihcvLmfOnIkWjswOHDgg4eHh8vXXX0uSJC/H8lm0aJHFPE5OThIRERHtue7u7nL9+nXj/rlz5+TJkydvrCdjxoySNWtW+fvvv6VVq1axXRwAQCJBCAIAWM3QoUOlbt264uHhIU2bNpUkSZLIsWPH5Pjx4zJq1CjJmTOnhIeHy9SpU6VevXqyc+dOmTFjhsVrZM+eXR4/fiybNm2SIkWKSPLkySV58uRStWpVmTZtmpQpU0YiIyOlf//+bzX89fDhw8Xf319Spkwpfn5+EhYWJgcOHJD79+9L79694+utAAAkIIbIBgBYTa1atWTVqlWyYcMGKVmypJQpU0YmTZoknp6eIiJStGhRmTRpkowfP14KFSokv/76q4wdO9biNXx9faVr167SrFkzcXd3lwkTJoiIyNdffy0eHh5SsWJFadmypfTt21eSJ0/+rzV17NhRZs2aJXPmzJHChQtLpUqVZM6cOeLl5RX3bwAAwCpM+mqHaQAAAAB4j9ESBAAAAMCuEIIAAAAA2BVCEAAAAAC7QggCAAAAYFcIQQAAAADsCiEIAAAAgF0hBAEAAACwK4QgAAAAAHaFEAQAAADArhCCAAAAANgVQhAAAAAAu/J/IE3+pSsBI6EAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#RFE is a feature selection technique that recursively removes the least important features until the specified number of features is reached\n",
+    "from sklearn.feature_selection import RFE\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "import matplotlib.pyplot as plt\n",
+    "# Initialize a linear regression model (can be replaced with any estimator)\n",
+    "estimator = LinearRegression()\n",
+    "\n",
+    "# Specify the number of features to select\n",
+    "num_features = 7\n",
+    "# Initialize RFE with the estimator and number of features to select\n",
+    "rfe = RFE(estimator, n_features_to_select=num_features)\n",
+    "\n",
+    "# Fit RFE to the data\n",
+    "rfe.fit(X, y)\n",
+    "\n",
+    "# Extract feature ranking\n",
+    "feature_ranking_rfe = rfe.ranking_\n",
+    "\n",
+    "# Visualize feature importance\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "plt.bar(X.columns, feature_ranking_rfe)\n",
+    "plt.xlabel('Feature')\n",
+    "plt.ylabel('Importance Score')\n",
+    "plt.title('RFE Tree Feature Importance')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "581fdf60-aa59-4089-8a37-2b6bbcf89311",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Feature Importance using Random Forest:\n",
+      "BodyFat: 0.9830332313555163\n",
+      "Age: 0.0006226071292194899\n",
+      "Weight: 0.00207471643092328\n",
+      "Height: 0.004026575987941167\n",
+      "Neck: 0.0005554311556203125\n",
+      "Chest: 0.0037438002748385307\n",
+      "Abdomen: 0.0004082724597619735\n",
+      "Hip: 0.0004928403078231233\n",
+      "Thigh: 0.0009253088016374517\n",
+      "Knee: 0.0013162246614949562\n",
+      "Ankle: 0.0004278561659846395\n",
+      "Biceps: 0.0003008996318947884\n",
+      "Forearm: 0.000702110643892756\n",
+      "Wrist: 0.0013701249934511793\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Random Forest (RF) for Feature Importance Analysis\n",
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "import matplotlib.pyplot as plt\n",
+    "# Train a Random Forest model\n",
+    "rf_model = RandomForestRegressor()\n",
+    "rf_model.fit(X, y)\n",
+    "\n",
+    "# Extract feature importance\n",
+    "feature_importance_rf = rf_model.feature_importances_\n",
+    "\n",
+    "# Print feature importance scores\n",
+    "print(\"Feature Importance using Random Forest:\")\n",
+    "for feature, importance in zip(X.columns, feature_importance_rf):\n",
+    "    print(f\"{feature}: {importance}\")\n",
+    "\n",
+    "# Visualize feature importance\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "plt.bar(X.columns, feature_importance_rf)\n",
+    "plt.xlabel('Feature')\n",
+    "plt.ylabel('Importance Score')\n",
+    "plt.title('Random Forest Feature Importance')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "0b88c482-342f-4ee7-8920-f75b2fa52999",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: xgboost in c:\\users\\user\\anaconda3\\lib\\site-packages (2.0.3)\n",
+      "Requirement already satisfied: numpy in c:\\users\\user\\anaconda3\\lib\\site-packages (from xgboost) (1.26.4)\n",
+      "Requirement already satisfied: scipy in c:\\users\\user\\anaconda3\\lib\\site-packages (from xgboost) (1.11.4)\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install xgboost"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "80d83159-7aea-4d86-8812-e4889c04d5d4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Feature Importance using XGBoost:\n",
+      "BodyFat: 0.8683578968048096\n",
+      "Age: 0.01836780458688736\n",
+      "Weight: 0.003949628211557865\n",
+      "Height: 0.06937690079212189\n",
+      "Neck: 0.010478358715772629\n",
+      "Chest: 0.006060903891921043\n",
+      "Abdomen: 0.0017507371958345175\n",
+      "Hip: 0.0018833695212379098\n",
+      "Thigh: 0.003475745441392064\n",
+      "Knee: 0.0\n",
+      "Ankle: 0.009643488563597202\n",
+      "Biceps: 0.0036722763907164335\n",
+      "Forearm: 0.0014206537744030356\n",
+      "Wrist: 0.001562144374474883\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#XGBoost (XGB) for Feature Importance Analysis\n",
+    "import matplotlib.pyplot as plt\n",
+    "import xgboost as xgb\n",
+    "\n",
+    "# Train an XGBoost model\n",
+    "xgb_model = xgb.XGBRegressor()\n",
+    "xgb_model.fit(X, y)\n",
+    "\n",
+    "# Extract feature importance\n",
+    "feature_importance_xgb = xgb_model.feature_importances_\n",
+    "\n",
+    "# Print feature importance scores\n",
+    "print(\"Feature Importance using XGBoost:\")\n",
+    "for feature, importance in zip(X.columns, feature_importance_xgb):\n",
+    "    print(f\"{feature}: {importance}\")\n",
+    "# Visualize feature importance\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "plt.bar(X.columns, feature_importance_xgb)\n",
+    "plt.xlabel('Feature')\n",
+    "plt.ylabel('Importance Score')\n",
+    "plt.title('xgboost Feature Importance')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Body Fat Prediction/Feature_importance.md b/Body Fat Prediction/Feature_importance.md
new file mode 100644
index 00000000..af3255d9
--- /dev/null
+++ b/Body Fat Prediction/Feature_importance.md	
@@ -0,0 +1,20 @@
+# Feature Importance Analysis using Chi-squared, and ANOVA
+
+## Introduction
+In this analysis, we explore the importance of features in predicting body density. We use Principal Component Analysis (PCA) to understand the variance explained by the features and Chi-squared and ANOVA tests to rank the features based on their importance contribution towards the label.
+
+## Feature Importance Ranking
+We utilized Chi-squared and ANOVA tests to rank the features based on their importance contribution towards predicting body density.
+
+### Chi-squared Test
+- The Chi-squared test is used to determine whether there is a significant association between categorical variables.
+-  Target variable, 'Density', appears to be continuous, the Chi-squared test might not be applicable to it directly. However, if we discretize the target variable into bins or categories, we can use the Chi-squared test to analyze its relationship with other categorical features in our dataset.
+
+
+### ANOVA Test
+- ANOVA is used to compare the means of three or more groups to determine if they are significantly different from each other. It assesses whether there are statistically significant differences among group means.
+- ANOVA can be applied to assess whether there are significant differences in the means of our continuous features ('Weight', 'Age', 'Height', etc.) across different categories of our target variable, 'Density'.
+
+## Conclusion
+- the Chi-squared test is suitable for analyzing relationships between categorical variables, while ANOVA is suitable for comparing means across different groups, especially when dealing with continuous and categorical variables. 
+- we can conclude that 'BodyFat', 'Weight', and 'Abdomen' are the most important features for predicting body density, followed by 'Age', 'Chest', 'Hip', 'Thigh', 'Biceps', 'Knee', 'Neck', and 'Forearm'. 'Ankle', 'Height', and 'Wrist' show weaker associations with the target variable and may have less predictive power in this context
\ No newline at end of file
diff --git a/Body Fat Prediction/Feature_importance_analysis.ipynb b/Body Fat Prediction/Feature_importance_analysis.ipynb
new file mode 100644
index 00000000..aac41559
--- /dev/null
+++ b/Body Fat Prediction/Feature_importance_analysis.ipynb	
@@ -0,0 +1,148 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "f46e434f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "    Feature  Chi-squared Score  Chi-squared p-value  Anova F-score  \\\n",
+      "0   BodyFat         806.662190        2.768651e-173     447.691793   \n",
+      "2    Weight         392.555788         1.128943e-83      29.593925   \n",
+      "6   Abdomen         181.608781         3.365253e-38      83.868389   \n",
+      "1       Age         102.539484         2.831942e-21       8.060394   \n",
+      "5     Chest          74.627293         2.389146e-15      45.043021   \n",
+      "7       Hip          41.631221         1.989127e-08      29.442291   \n",
+      "8     Thigh          31.144988         2.859826e-06      22.543959   \n",
+      "11   Biceps          16.472571         2.446380e-03      18.657249   \n",
+      "9      Knee           8.559177         7.311363e-02      18.054292   \n",
+      "4      Neck           8.300257         8.117835e-02      16.673072   \n",
+      "12  Forearm           4.203273         3.791943e-01       8.226203   \n",
+      "10    Ankle           2.132262         7.114479e-01       4.528019   \n",
+      "3    Height           1.213867         8.758102e-01       1.601909   \n",
+      "13    Wrist           1.196986         8.785946e-01       6.841633   \n",
+      "\n",
+      "    Anova p-value  \n",
+      "0   7.194823e-112  \n",
+      "2    4.098605e-20  \n",
+      "6    6.991553e-45  \n",
+      "1    4.009342e-06  \n",
+      "5    2.206126e-28  \n",
+      "7    5.015040e-20  \n",
+      "8    6.912848e-16  \n",
+      "11   2.050327e-13  \n",
+      "9    5.068932e-13  \n",
+      "4    4.124027e-12  \n",
+      "12   3.041851e-06  \n",
+      "10   1.511398e-03  \n",
+      "3    1.743950e-01  \n",
+      "13   3.080577e-05  \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import KBinsDiscretizer\n",
+    "from sklearn.feature_selection import chi2, f_classif\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Load the dataset \n",
+    "data = pd.read_csv(\"bodyfat.csv\")\n",
+    "\n",
+    "# Extract features and target variable\n",
+    "X = data.drop(['Density'], axis=1)  # Features\n",
+    "y = data['Density']  # Target variable\n",
+    "\n",
+    "# Discretize the target variable into bins\n",
+    "num_bins = 5  # Adjust the number of bins as needed\n",
+    "kbins = KBinsDiscretizer(n_bins=num_bins, encode='ordinal', strategy='uniform')\n",
+    "y_discrete = kbins.fit_transform(y.values.reshape(-1, 1)).ravel()  # Convert to 1D array\n",
+    "\n",
+    "# Perform Chi-squared test\n",
+    "chi2_scores, p_values_chi2 = chi2(X, y_discrete)\n",
+    "\n",
+    "# Perform Anova test\n",
+    "f_scores, p_values_anova = f_classif(X, y_discrete)\n",
+    "\n",
+    "# Create DataFrame to store results\n",
+    "feature_importance = pd.DataFrame({\n",
+    "    'Feature': X.columns,\n",
+    "    'Chi-squared Score': chi2_scores,\n",
+    "    'Chi-squared p-value': p_values_chi2,\n",
+    "    'Anova F-score': f_scores,\n",
+    "    'Anova p-value': p_values_anova\n",
+    "})\n",
+    "\n",
+    "# Rank features based on importance\n",
+    "feature_importance_ranked = feature_importance.sort_values(by=['Chi-squared Score', 'Anova F-score'], ascending=False)\n",
+    "\n",
+    "# Display ranked feature importance\n",
+    "print(feature_importance_ranked)\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Plot Chi-squared scores\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "plt.barh(feature_importance_ranked['Feature'], feature_importance_ranked['Chi-squared Score'], color='skyblue')\n",
+    "plt.xlabel('Chi-squared Score')\n",
+    "plt.ylabel('Feature')\n",
+    "plt.title('Chi-squared Score for Feature Importance')\n",
+    "plt.gca().invert_yaxis()  # Invert y-axis to display features from top to bottom\n",
+    "plt.show()\n",
+    "\n",
+    "# Plot ANOVA F-scores\n",
+    "plt.figure(figsize=(10, 5))\n",
+    "plt.barh(feature_importance_ranked['Feature'], feature_importance_ranked['Anova F-score'], color='lightgreen')\n",
+    "plt.xlabel('ANOVA F-score')\n",
+    "plt.ylabel('Feature')\n",
+    "plt.title('ANOVA F-score for Feature Importance')\n",
+    "plt.gca().invert_yaxis()  # Invert y-axis to display features from top to bottom\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "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": "3.11.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Body Fat Prediction/README.md b/Body Fat Prediction/README.md
new file mode 100644
index 00000000..3748217f
--- /dev/null
+++ b/Body Fat Prediction/README.md	
@@ -0,0 +1,27 @@
+# Body Fat Prediction Dataset 
+
+Welcome to the Body Fat Prediction Dataset! This dataset contains estimates of the percentage of body fat determined by underwater weighing and various body circumference measurements for 252 men. 
+
+- [Body Fat Prediction Dataset](https://www.kaggle.com/datasets/fedesoriano/body-fat-prediction-dataset)
+
+## Motivation 💡
+
+Accurate measurement of body fat is inconvenient and costly. Thus, it's desirable to have easy methods of estimating body fat that are not inconvenient or costly. This dataset can be used to illustrate multiple regression techniques for predicting body fat percentage using easily measurable body circumference measurements.
+
+## Dataset Details 📊
+
+The dataset includes the following variables:
+
+- Density determined from underwater weighing
+- Percent body fat from Siri's equation
+- Age (years)
+- Weight (lbs)
+- Height (inches)
+- Various body circumference measurements: Neck, Chest, Abdomen 2, Hip, Thigh, Knee, Ankle, Biceps, Forearm, and Wrist
+
+These measurements follow specific standards outlined in Behnke and Wilmore (1974).
+
+## Educational Use 📚
+
+This dataset is ideal for educational purposes, particularly for illustrating multiple regression techniques in data analysis and machine learning. By utilizing the provided features, one can develop predictive models to estimate body fat percentage using simple measurement techniques.
+
diff --git a/Body Fat Prediction/bodyfat.csv b/Body Fat Prediction/bodyfat.csv
new file mode 100644
index 00000000..1a2e696c
--- /dev/null
+++ b/Body Fat Prediction/bodyfat.csv	
@@ -0,0 +1,253 @@
+Density,BodyFat,Age,Weight,Height,Neck,Chest,Abdomen,Hip,Thigh,Knee,Ankle,Biceps,Forearm,Wrist
+1.0708,12.3,23,154.25,67.75,36.2,93.1,85.2,94.5,59.0,37.3,21.9,32.0,27.4,17.1
+1.0853,6.1,22,173.25,72.25,38.5,93.6,83.0,98.7,58.7,37.3,23.4,30.5,28.9,18.2
+1.0414,25.3,22,154.00,66.25,34.0,95.8,87.9,99.2,59.6,38.9,24.0,28.8,25.2,16.6
+1.0751,10.4,26,184.75,72.25,37.4,101.8,86.4,101.2,60.1,37.3,22.8,32.4,29.4,18.2
+1.0340,28.7,24,184.25,71.25,34.4,97.3,100.0,101.9,63.2,42.2,24.0,32.2,27.7,17.7
+1.0502,20.9,24,210.25,74.75,39.0,104.5,94.4,107.8,66.0,42.0,25.6,35.7,30.6,18.8
+1.0549,19.2,26,181.00,69.75,36.4,105.1,90.7,100.3,58.4,38.3,22.9,31.9,27.8,17.7
+1.0704,12.4,25,176.00,72.50,37.8,99.6,88.5,97.1,60.0,39.4,23.2,30.5,29.0,18.8
+1.0900,4.1,25,191.00,74.00,38.1,100.9,82.5,99.9,62.9,38.3,23.8,35.9,31.1,18.2
+1.0722,11.7,23,198.25,73.50,42.1,99.6,88.6,104.1,63.1,41.7,25.0,35.6,30.0,19.2
+1.0830,7.1,26,186.25,74.50,38.5,101.5,83.6,98.2,59.7,39.7,25.2,32.8,29.4,18.5
+1.0812,7.8,27,216.00,76.00,39.4,103.6,90.9,107.7,66.2,39.2,25.9,37.2,30.2,19.0
+1.0513,20.8,32,180.50,69.50,38.4,102.0,91.6,103.9,63.4,38.3,21.5,32.5,28.6,17.7
+1.0505,21.2,30,205.25,71.25,39.4,104.1,101.8,108.6,66.0,41.5,23.7,36.9,31.6,18.8
+1.0484,22.1,35,187.75,69.50,40.5,101.3,96.4,100.1,69.0,39.0,23.1,36.1,30.5,18.2
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\ No newline at end of file