{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4fbbf5cb",
   "metadata": {},
   "source": [
    "# 1.Load Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6726157c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import LabelEncoder, StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.metrics import r2_score,mean_absolute_error,root_mean_squared_error\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9a7dec4",
   "metadata": {},
   "source": [
    "<img src=\"https://assets.newatlas.com/dims4/default/4e1b92b/2147483647/strip/true/crop/4912x3264+0+0/resize/2880x1914!/quality/90/?url=http%3A%2F%2Fnewatlas-brightspot.s3.amazonaws.com%2F75%2F1c%2F4edd85664be9b8c6404bd8499e8d%2Fdepositphotos-22878992-xl.jpg\" jsaction=\"\" class=\"sFlh5c FyHeAf iPVvYb\" style=\"max-width: 2880px; height: 232px; margin: 0px; width: 349px;\" alt=\"Natural superhero fungi boosts crop yields by 40%\" jsname=\"kn3ccd\" aria-hidden=\"false\">"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42691549",
   "metadata": {},
   "source": [
    "# 2.Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ba02dc73",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_path = 'crop_yield.csv'  \n",
    "data = pd.read_csv(file_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45535dbb",
   "metadata": {},
   "source": [
    "## 2.1 Display basic info\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "335f2c18",
   "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>Crop</th>\n",
       "      <th>Crop_Year</th>\n",
       "      <th>Season</th>\n",
       "      <th>State</th>\n",
       "      <th>Area</th>\n",
       "      <th>Production</th>\n",
       "      <th>Annual_Rainfall</th>\n",
       "      <th>Fertilizer</th>\n",
       "      <th>Pesticide</th>\n",
       "      <th>Yield</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arecanut</td>\n",
       "      <td>1997</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Assam</td>\n",
       "      <td>73814.0</td>\n",
       "      <td>56708</td>\n",
       "      <td>2051.4</td>\n",
       "      <td>7024878.38</td>\n",
       "      <td>22882.34</td>\n",
       "      <td>0.796087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arhar/Tur</td>\n",
       "      <td>1997</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Assam</td>\n",
       "      <td>6637.0</td>\n",
       "      <td>4685</td>\n",
       "      <td>2051.4</td>\n",
       "      <td>631643.29</td>\n",
       "      <td>2057.47</td>\n",
       "      <td>0.710435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Castor seed</td>\n",
       "      <td>1997</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Assam</td>\n",
       "      <td>796.0</td>\n",
       "      <td>22</td>\n",
       "      <td>2051.4</td>\n",
       "      <td>75755.32</td>\n",
       "      <td>246.76</td>\n",
       "      <td>0.238333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Coconut</td>\n",
       "      <td>1997</td>\n",
       "      <td>Whole Year</td>\n",
       "      <td>Assam</td>\n",
       "      <td>19656.0</td>\n",
       "      <td>126905000</td>\n",
       "      <td>2051.4</td>\n",
       "      <td>1870661.52</td>\n",
       "      <td>6093.36</td>\n",
       "      <td>5238.051739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cotton(lint)</td>\n",
       "      <td>1997</td>\n",
       "      <td>Kharif</td>\n",
       "      <td>Assam</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>794</td>\n",
       "      <td>2051.4</td>\n",
       "      <td>165500.63</td>\n",
       "      <td>539.09</td>\n",
       "      <td>0.420909</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Crop  Crop_Year       Season  State     Area  Production  \\\n",
       "0      Arecanut       1997  Whole Year   Assam  73814.0       56708   \n",
       "1     Arhar/Tur       1997  Kharif       Assam   6637.0        4685   \n",
       "2   Castor seed       1997  Kharif       Assam    796.0          22   \n",
       "3      Coconut        1997  Whole Year   Assam  19656.0   126905000   \n",
       "4  Cotton(lint)       1997  Kharif       Assam   1739.0         794   \n",
       "\n",
       "   Annual_Rainfall  Fertilizer  Pesticide        Yield  \n",
       "0           2051.4  7024878.38   22882.34     0.796087  \n",
       "1           2051.4   631643.29    2057.47     0.710435  \n",
       "2           2051.4    75755.32     246.76     0.238333  \n",
       "3           2051.4  1870661.52    6093.36  5238.051739  \n",
       "4           2051.4   165500.63     539.09     0.420909  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "52e75ca7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 19689 entries, 0 to 19688\n",
      "Data columns (total 10 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   Crop             19689 non-null  object \n",
      " 1   Crop_Year        19689 non-null  int64  \n",
      " 2   Season           19689 non-null  object \n",
      " 3   State            19689 non-null  object \n",
      " 4   Area             19689 non-null  float64\n",
      " 5   Production       19689 non-null  int64  \n",
      " 6   Annual_Rainfall  19689 non-null  float64\n",
      " 7   Fertilizer       19689 non-null  float64\n",
      " 8   Pesticide        19689 non-null  float64\n",
      " 9   Yield            19689 non-null  float64\n",
      "dtypes: float64(5), int64(2), object(3)\n",
      "memory usage: 1.5+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f58fabd4",
   "metadata": {},
   "source": [
    "# 3. EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "feccba76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Crop', 'Crop_Year', 'Season', 'State', 'Area', 'Production',\n",
       "       'Annual_Rainfall', 'Fertilizer', 'Pesticide', 'Yield'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ca347a7",
   "metadata": {},
   "source": [
    "## 3.1 Univariate Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b4992c57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3840581884.py:15: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.countplot(x=data[col], order=data[col].value_counts().index, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3840581884.py:15: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.countplot(x=data[col], order=data[col].value_counts().index, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3840581884.py:15: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.countplot(x=data[col], order=data[col].value_counts().index, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical columns\n",
    "numerical_cols = data.select_dtypes(include=['int64', 'float64']).columns\n",
    "for col in numerical_cols:\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    sns.histplot(data[col], kde=True, bins=30, color='blue')\n",
    "    plt.title(f\"Distribution of {col}\")\n",
    "    plt.show()\n",
    "\n",
    "# Categorical columns\n",
    "categorical_cols = data.select_dtypes(include=['object']).columns\n",
    "for col in categorical_cols:\n",
    "    data[col]=data[col].str.strip()\n",
    "for col in categorical_cols:\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    sns.countplot(x=data[col], order=data[col].value_counts().index, palette='viridis')\n",
    "    plt.title(f\"Distribution of {col}\")\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0f6d81e",
   "metadata": {},
   "source": [
    "## 3.2 Bivariate Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "82f55630",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1750x1750 with 35 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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sWbIEP//8M5YsWZKVaRnMhAkT4OjoqCycaIWIiIjo/ZClRfSgQYMwZMgQdOjQARUqVEDnzp0xYMAATJgwAQDg6uoKAIiOjta6XXR0tLLP1dUV9+/f19qfmJiIR48eabVJL0bq+3hbm9T7M8rlTUOHDkVMTIyy3LlzJ6OHhIiIiIhygCwtop8/f55mTnJTU1MkJycDANzd3eHq6orw8HBlf2xsLI4cOQJvb28AgLe3N548eYLIyEilze7du5GcnAwvLy+lzf79+/Hq1SulTVhYGEqXLo1cuXIpbVLfT0qblPvRJZc3WVpaKhOrcIIVIiIiovfIf3ShY7q6du0qBQsWlM2bN8vNmzdl/fr1kjdvXhk8eLDSZuLEieLk5CQbN26UM2fOSIsWLcTd3V1evHihtGnUqJFUqVJFjhw5IgcPHpSSJUtKx44dlf1PnjwRFxcX6dy5s5w7d05WrVolNjY2MnfuXKXNn3/+KWZmZvLzzz/LxYsXZeTIkWJubi5nz55Vlcu7cHQOIiIiouxN13otS4vo2NhY6devnxQuXFisrKykWLFi8v3332sNRZecnCzDhw8XFxcXsbS0lAYNGsjly5e14vz777/SsWNHsbOzEwcHB/H395enT59qtTl9+rTUrl1bLC0tpWDBgjJx4sQ0+axZs0ZKlSolFhYWUq5cOdmyZYvWfl1yeRcW0URERETZm671mkYk1fSAZFSxsbFwdHRETEwMu3YQERERZUO61mtZ2ieaiIiIiCgnytJxoomIiPQhIoiLi1PWbW1todFosjAjIvrQsIgmIqIcJy4uDi1atFDWN27cCDs7uyzMiIg+NOzOQURERESkEotoIiIiIiKVWEQTEREREanEIpqIiIiISCUW0UREREREKrGIJiIiIiJSiUU0EREREZFKLKKJiIiIiFRiEU1EREREpBKLaCIiIiIilVhEExERERGpxCKaiIiIiEglFtFERERERCqxiCYiIiIiUolFNBERERGRSiyiiYiIiIhUYhFNRERERKQSi2giIiIiIpVYRBMRERERqcQimoiIiIhIJRbRREREREQqsYgmIiIiIlKJRTQRERERkUosoomIiIiIVGIRTURERESkEotoIiIiIiKVWEQTEREREanEIpqIiIiISCUW0UREREREKrGIJiIiIiJSiUU0EREREZFKLKKJiIiIiFRiEU1EREREpFKWFtFFixaFRqNJswQGBgIAXr58icDAQOTJkwd2dnZo3bo1oqOjtWLcvn0bfn5+sLGxgbOzMwYNGoTExEStNnv37kXVqlVhaWmJEiVKIDQ0NE0us2bNQtGiRWFlZQUvLy8cPXpUa78uuRARERHRhyFLi+hjx47h3r17yhIWFgYAaNu2LQBgwIAB+OOPP7B27Vrs27cPd+/eRatWrZTbJyUlwc/PDwkJCTh06BCWLFmC0NBQjBgxQmlz8+ZN+Pn5oV69ejh16hT69++PHj16YMeOHUqb1atXIzg4GCNHjsSJEydQqVIl+Pr64v79+0qbjHIhIiIiog+IZCP9+vWT4sWLS3Jysjx58kTMzc1l7dq1yv6LFy8KAImIiBARka1bt4qJiYlERUUpbebMmSMODg4SHx8vIiKDBw+WcuXKad1P+/btxdfXV1mvXr26BAYGKutJSUlSoEABmTBhgoiITrnoIiYmRgBITEyMzrchIqK0nj59KvXr11eWp0+fZnVKRPSe0LVeyzZ9ohMSEvDrr7+ie/fu0Gg0iIyMxKtXr+Dj46O0KVOmDAoXLoyIiAgAQEREBCpUqAAXFxelja+vL2JjY3H+/HmlTeoYKW1SYiQkJCAyMlKrjYmJCXx8fJQ2uuRCRERERB8Os6xOIMWGDRvw5MkTdOvWDQAQFRUFCwsLODk5abVzcXFBVFSU0iZ1AZ2yP2Xfu9rExsbixYsXePz4MZKSktJtc+nSJZ1zSU98fDzi4+OV9djY2Hc8AkRERESUU2SbM9ELFy5E48aNUaBAgaxOxWAmTJgAR0dHZXFzc8vqlIiIiIjIALJFEf3XX39h165d6NGjh7LN1dUVCQkJePLkiVbb6OhouLq6Km3eHCEjZT2jNg4ODrC2tkbevHlhamqabpvUMTLKJT1Dhw5FTEyMsty5cyeDR4KIiIiIcoJsUUQvXrwYzs7O8PPzU7Z5enrC3Nwc4eHhyrbLly/j9u3b8Pb2BgB4e3vj7NmzWqNohIWFwcHBAR4eHkqb1DFS2qTEsLCwgKenp1ab5ORkhIeHK210ySU9lpaWcHBw0FqIiIiIKOfL8j7RycnJWLx4Mbp27Qozs/+l4+joiICAAAQHByN37txwcHBA37594e3tjRo1agAAGjZsCA8PD3Tu3BmTJk1CVFQUhg0bhsDAQFhaWgIAvvzyS8ycORODBw9G9+7dsXv3bqxZswZbtmxR7is4OBhdu3ZFtWrVUL16dUybNg1xcXHw9/fXORciIiIi+nBkeRG9a9cu3L59G927d0+zb+rUqTAxMUHr1q0RHx8PX19fzJ49W9lvamqKzZs3o0+fPvD29oatrS26du2KMWPGKG3c3d2xZcsWDBgwANOnT0ehQoWwYMEC+Pr6Km3at2+PBw8eYMSIEYiKikLlypWxfft2rYsNM8qFiIiIiD4cGhGRrE7iQxEbGwtHR0fExMSwawcRUSY8e/YMLVq0UNY3btwIOzu7LMyIiN4XutZr2aJPNBERERFRTsIimoiIiIhIJRbRREREREQqsYgmIiIiIlIpy0fnICL6UIgI4uLilHVbW1toNJoszIiIiPTFIpqI6D8SFxfHESWIiN4T7M5BRERERKQSi2giIiIiIpXYnYOIKAdjP2sioqzBIpqIKAdjP2sioqzB7hxERERERCqxiCYiIiIiUolFNBERERGRSuwTTURE2ValySPT3a55lYg8qdZrz5wAMU/7kXZ64GgjZUZEHzqeiSYiIiIiUolFNBERERGRSiyiiYiIiIhUYhFNRERERKQSi2giIiIiIpVYRBMRERERqcQimoiIiIhIJRbRREREREQqsYgmIiIiIlKJRTQRERERkUosoomIiIiIVGIRTURERESkEotoIiIiIiKVWEQTEREREanEIpqIiIiISCUW0UREREREKrGIJiIiIiJSiUU0EREREZFKLKKJiIiIiFRiEU1EREREpBKLaCIiIiIilVhEExERERGpxCKaiIiIiEilLC+i//nnH3zxxRfIkycPrK2tUaFCBRw/flzZLyIYMWIE8ufPD2tra/j4+ODq1ataMR49eoROnTrBwcEBTk5OCAgIwLNnz7TanDlzBh9//DGsrKzg5uaGSZMmpcll7dq1KFOmDKysrFChQgVs3bpVa78uuRARERHR+y9Li+jHjx+jVq1aMDc3x7Zt23DhwgVMnjwZuXLlUtpMmjQJM2bMQEhICI4cOQJbW1v4+vri5cuXSptOnTrh/PnzCAsLw+bNm7F//3706tVL2R8bG4uGDRuiSJEiiIyMxE8//YRRo0Zh3rx5SptDhw6hY8eOCAgIwMmTJ9GyZUu0bNkS586dU5ULEREREb3/zLLyzn/88Ue4ublh8eLFyjZ3d3flbxHBtGnTMGzYMLRo0QIAsHTpUri4uGDDhg3o0KEDLl68iO3bt+PYsWOoVq0aAOCXX35BkyZN8PPPP6NAgQJYvnw5EhISsGjRIlhYWKBcuXI4deoUpkyZohTb06dPR6NGjTBo0CAAwNixYxEWFoaZM2ciJCREp1yIiIiI6MOQpWeiN23ahGrVqqFt27ZwdnZGlSpVMH/+fGX/zZs3ERUVBR8fH2Wbo6MjvLy8EBERAQCIiIiAk5OTUkADgI+PD0xMTHDkyBGlTZ06dWBhYaG08fX1xeXLl/H48WOlTer7SWmTcj+65PKm+Ph4xMbGai1ERERElPNl6ZnoGzduYM6cOQgODsZ3332HY8eO4euvv4aFhQW6du2KqKgoAICLi4vW7VxcXJR9UVFRcHZ21tpvZmaG3Llza7VJfYY7dcyoqCjkypULUVFRGd5PRrm8acKECRg9erRuDwYR0Tt4fj8m3e2axEQ4plqvO3YSxCztW3vkDyOMlBkR0YcpS89EJycno2rVqhg/fjyqVKmCXr16oWfPnggJCcnKtAxm6NChiImJUZY7d+5kdUpEREREZABZWkTnz58fHh4eWtvKli2L27dvAwBcXV0BANHR0VptoqOjlX2urq64f/++1v7ExEQ8evRIq016MVLfx9vapN6fUS5vsrS0hIODg9ZCRERERDlflhbRtWrVwuXLl7W2XblyBUWKFAHw+iJDV1dXhIeHK/tjY2Nx5MgReHt7AwC8vb3x5MkTREZGKm12796N5ORkeHl5KW3279+PV69eKW3CwsJQunRpZSQQb29vrftJaZNyP7rkQkREREQfhiwtogcMGIDDhw9j/PjxuHbtGlasWIF58+YhMDAQAKDRaNC/f3+MGzcOmzZtwtmzZ9GlSxcUKFAALVu2BPD6zHWjRo3Qs2dPHD16FH/++SeCgoLQoUMHFChQAADw+eefw8LCAgEBATh//jxWr16N6dOnIzg4WMmlX79+2L59OyZPnoxLly5h1KhROH78OIKCgnTOhYiIiIg+DFl6YeFHH32E33//HUOHDsWYMWPg7u6OadOmoVOnTkqbwYMHIy4uDr169cKTJ09Qu3ZtbN++HVZWVkqb5cuXIygoCA0aNICJiQlat26NGTNmKPsdHR2xc+dOBAYGwtPTE3nz5sWIESO0xpKuWbMmVqxYgWHDhuG7775DyZIlsWHDBpQvX15VLkRERET0/tOIiGR1Eh+K2NhYODo6IiYmhv2jiT5Az549U8aZB4CNGzfCzs5Op9u+c3SO438q6zHVar1Xo3NUmjwy3e2aV4nIE3ZYWf/30xoQ87T/9+mBHCGJiNTRtV7L8mm/iYiIiIhymiztzkFE9D6qPij9s8ZITIR9qtX6wycB6Zw1BoCjP+XMM8dERB8KnokmIiIiIlKJRTQRERERkUosoomIiIiIVGIRTURERESkEotoIiIiIiKVWEQTEREREanEIpqIiIiISCUW0UREREREKrGIJiIiIiJSiUU0EREREZFKLKKJiIiIiFRiEU1EREREpBKLaCIiIiIilVhEExERERGpxCKaiIiIiEglFtFERERERCqxiCYiIiIiUolFNBERERGRSmZZnQAREZFaYmaKfz+tobVORPRfYhFNREQ5j0YDMedHGBFlHXbnICIiIiJSiUU0EREREZFK/C2MiCgHE1NTxFSrpbVORETGxyKaiCgn02ggZnwrJyL6r7E7BxERERGRSiyiiYiIiIhUYhFNRERERKQSi2giIiIiIpVYRBMRERERqcRLuomIyKhEBHFxccq6ra0tNBpNFmZERJR5LKKJiMio4uLi0KJFC2V948aNsLOzy8KMiIgyj905iIiIiIhUYhFNRERERKQSi2giIiIiIpWytIgeNWoUNBqN1lKmTBll/8uXLxEYGIg8efLAzs4OrVu3RnR0tFaM27dvw8/PDzY2NnB2dsagQYOQmJio1Wbv3r2oWrUqLC0tUaJECYSGhqbJZdasWShatCisrKzg5eWFo0ePau3XJRciIiIi+jBk+ZnocuXK4d69e8py8OBBZd+AAQPwxx9/YO3atdi3bx/u3r2LVq1aKfuTkpLg5+eHhIQEHDp0CEuWLEFoaChGjBihtLl58yb8/PxQr149nDp1Cv3790ePHj2wY8cOpc3q1asRHByMkSNH4sSJE6hUqRJ8fX1x//59nXMhIiIiog9HlhfRZmZmcHV1VZa8efMCAGJiYrBw4UJMmTIF9evXh6enJxYvXoxDhw7h8OHDAICdO3fiwoUL+PXXX1G5cmU0btwYY8eOxaxZs5CQkAAACAkJgbu7OyZPnoyyZcsiKCgIbdq0wdSpU5UcpkyZgp49e8Lf3x8eHh4ICQmBjY0NFi1apHMuRERERPThyPIi+urVqyhQoACKFSuGTp064fbt2wCAyMhIvHr1Cj4+PkrbMmXKoHDhwoiIiAAAREREoEKFCnBxcVHa+Pr6IjY2FufPn1fapI6R0iYlRkJCAiIjI7XamJiYwMfHR2mjSy7piY+PR2xsrNZCRERERDlflhbRXl5eCA0Nxfbt2zFnzhzcvHkTH3/8MZ4+fYqoqChYWFjAyclJ6zYuLi6IiooCAERFRWkV0Cn7U/a9q01sbCxevHiBhw8fIikpKd02qWNklEt6JkyYAEdHR2Vxc3PT7YEhIiIiomwtSydbady4sfJ3xYoV4eXlhSJFimDNmjWwtrbOwswMY+jQoQgODlbWY2NjWUgTERERvQey1YyFTk5OKFWqFK5du4ZPP/0UCQkJePLkidYZ4OjoaLi6ugIAXF1d04yikTJiRuo2b46iER0dDQcHB1hbW8PU1BSmpqbptkkdI6Nc0mNpaQlLS0t1DwIRvb9MTfG0Yi2tdSIiypmyvE90as+ePcP169eRP39+eHp6wtzcHOHh4cr+y5cv4/bt2/D29gYAeHt74+zZs1qjaISFhcHBwQEeHh5Km9QxUtqkxLCwsICnp6dWm+TkZISHhyttdMmFiChDGg1gZva/RaPJ6oyIiEhPWXom+ptvvkGzZs1QpEgR3L17FyNHjoSpqSk6duwIR0dHBAQEIDg4GLlz54aDgwP69u0Lb29v1KhRAwDQsGFDeHh4oHPnzpg0aRKioqIwbNgwBAYGKmeAv/zyS8ycORODBw9G9+7dsXv3bqxZswZbtmxR8ggODkbXrl1RrVo1VK9eHdOmTUNcXBz8/f0BQKdciIiIiOjDkaVF9N9//42OHTvi33//Rb58+VC7dm0cPnwY+fLlAwBMnToVJiYmaN26NeLj4+Hr64vZs2crtzc1NcXmzZvRp08feHt7w9bWFl27dsWYMWOUNu7u7tiyZQsGDBiA6dOno1ChQliwYAF8fX2VNu3bt8eDBw8wYsQIREVFoXLlyti+fbvWxYYZ5UJEREREHw6NiEhWJ/GhiI2NhaOjI2JiYuDg4JDV6RCRkVQfNCbjRhk4+tMIrXXP7zMXM/KHERk3MpJnz56hRYsWyvrGjRthZ2en020rTR6Zqfs+PXB0pm5PRB8eXeu1bNUnmoiIiIgoJ2ARTURERESkEotoIiIiIiKVWEQTEREREanEIpqIiIiISCUW0UREREREKrGIJiIiIiJSiUU0EREREZFKLKKJiIiIiFRiEU1EREREpBKLaCIiIiIilVhEExERERGpxCKaiIiIiEglFtFERERERCqxiCYiIiIiUolFNBERERGRSiyiiYiIiIhUYhFNRERERKQSi2giIiIiIpVYRBMRERERqcQimoiIiIhIJRbRREREREQqsYgmIiIiIlLJTJ8brVu3DmvWrMHt27eRkJCgte/EiRMGSYyIiIiIKLtSfSZ6xowZ8Pf3h4uLC06ePInq1asjT548uHHjBho3bmyMHImIiIiIshXVRfTs2bMxb948/PLLL7CwsMDgwYMRFhaGr7/+GjExMcbIkYiIiIgoW1FdRN++fRs1a9YEAFhbW+Pp06cAgM6dO2PlypWGzY6IiIiIKBtSXUS7urri0aNHAIDChQvj8OHDAICbN29CRAybHRERERFRNqS6iK5fvz42bdoEAPD398eAAQPw6aefon379vjss88MniARERERUXajenSOefPmITk5GQAQGBiIPHny4NChQ2jevDl69+5t8ASJiIiIiLIb1UW0iYkJTEz+dwK7Q4cO6NChg0GTIiIiIiLKzvSabOXAgQP44osv4O3tjX/++QcAsGzZMhw8eNCgyRERERERZUeqi+jffvsNvr6+sLa2xsmTJxEfHw8AiImJwfjx4w2eIBERERFRdqO6iB43bhxCQkIwf/58mJubK9tr1arF2QqJiIiI6IOguoi+fPky6tSpk2a7o6Mjnjx5YoiciIiIiIiyNb3Gib527Vqa7QcPHkSxYsUMkhQRERERUXamuoju2bMn+vXrhyNHjkCj0eDu3btYvnw5vvnmG/Tp00fvRCZOnAiNRoP+/fsr216+fKkMo2dnZ4fWrVsjOjpa63a3b9+Gn58fbGxs4OzsjEGDBiExMVGrzd69e1G1alVYWlqiRIkSCA0NTXP/s2bNQtGiRWFlZQUvLy8cPXpUa78uuRARfcgqTRiV7lJ7ykStdrWnTHxrWyKinEJ1ET1kyBB8/vnnaNCgAZ49e4Y6deqgR48e6N27N/r27atXEseOHcPcuXNRsWJFre0DBgzAH3/8gbVr12Lfvn24e/cuWrVqpexPSkqCn58fEhIScOjQISxZsgShoaEYMWKE0ubmzZvw8/NDvXr1cOrUKfTv3x89evTAjh07lDarV69GcHAwRo4ciRMnTqBSpUrw9fXF/fv3dc6FiIiIiD4cqoropKQkHDhwAIGBgXj06BHOnTuHw4cP48GDBxg7dqxeCTx79gydOnXC/PnzkStXLmV7TEwMFi5ciClTpqB+/frw9PTE4sWLcejQIWWq8Z07d+LChQv49ddfUblyZTRu3Bhjx47FrFmzkJCQAAAICQmBu7s7Jk+ejLJlyyIoKAht2rTB1KlTlfuaMmUKevbsCX9/f3h4eCAkJAQ2NjZYtGiRzrkQERER0YdDVRFtamqKhg0b4vHjx7CwsICHhweqV68OOzs7vRMIDAyEn58ffHx8tLZHRkbi1atXWtvLlCmDwoULIyIiAgAQERGBChUqwMXFRWnj6+uL2NhYnD9/XmnzZmxfX18lRkJCAiIjI7XamJiYwMfHR2mjSy7piY+PR2xsrNZCRERERDmf6u4c5cuXx40bNwxy56tWrcKJEycwYcKENPuioqJgYWEBJycnre0uLi6IiopS2qQuoFP2p+x7V5vY2Fi8ePECDx8+RFJSUrptUsfIKJf0TJgwAY6Ojsri5ub21rZERERElHPoNU70N998g82bN+PevXt6n2m9c+cO+vXrh+XLl8PKykptGjnC0KFDERMToyx37tzJ6pSIiIiIyADM1N6gSZMmAIDmzZtDo9Eo20UEGo0GSUlJOsWJjIzE/fv3UbVqVWVbUlIS9u/fj5kzZ2LHjh1ISEjAkydPtM4AR0dHw9XVFcDr4fbeHEUjZcSM1G3eHEUjOjoaDg4OsLa2hqmpKUxNTdNtkzpGRrmkx9LSEpaWljo9HkRERESUc6guovfs2fPWfWfPntU5ToMGDdK09/f3R5kyZfDtt9/Czc0N5ubmCA8PR+vWrQG8nujl9u3b8Pb2BgB4e3vjhx9+wP379+Hs7AwACAsLg4ODAzw8PJQ2W7du1bqfsLAwJYaFhQU8PT0RHh6Oli1bAgCSk5MRHh6OoKAgAICnp2eGuRARERHRh0N1Ef3JJ59orT99+hQrV67EggULEBkZqRSeGbG3t0f58uW1ttna2iJPnjzK9oCAAAQHByN37txwcHBA37594e3tjRo1agAAGjZsCA8PD3Tu3BmTJk1CVFQUhg0bhsDAQOUM8JdffomZM2di8ODB6N69O3bv3o01a9Zgy5Ytyv0GBweja9euqFatGqpXr45p06YhLi4O/v7+AF7PxphRLkRERET04VBdRKfYv38/Fi5ciN9++w0FChRAq1atMGvWLEPmhqlTp8LExAStW7dGfHw8fH19MXv2bGW/qakpNm/ejD59+sDb2xu2trbo2rUrxowZo7Rxd3fHli1bMGDAAEyfPh2FChXCggUL4Ovrq7Rp3749Hjx4gBEjRiAqKgqVK1fG9u3btS42zCgXIiIiIvpwqCqio6KiEBoaioULFyI2Nhbt2rVDfHw8NmzYoHSfyIy9e/dqrVtZWWHWrFnvLM6LFCmSprvGm+rWrYuTJ0++s01QUNA7z6LrkgsRERERfRh0Hp2jWbNmKF26NM6cOYNp06bh7t27+OWXX4yZGxERERFRtqTzmeht27bh66+/Rp8+fVCyZElj5kRERERElK3pfCb64MGDePr0KTw9PeHl5YWZM2fi4cOHxsyNiIiIiChb0rmIrlGjBubPn4979+6hd+/eWLVqFQoUKIDk5GSEhYXh6dOnxsyTiIiIiCjbUD1joa2tLbp3746DBw/i7NmzGDhwICZOnAhnZ2c0b97cGDkSEREREWUrqovo1EqXLo1Jkybh77//xsqVKw2VExERERFRtpapIjqFqakpWrZsiU2bNhkiHBERERFRtmaQIpqIiIiI6EPCIpqIiIiISCUW0UREREREKrGIJiIiIiJSiUU0EREREZFKLKKJiIiIiFRiEU1EREREpBKLaCIiIiIilVhEExERERGpxCKaiIiIiEglFtFERERERCqxiCYiIiIiUsksqxMgMhYRQVxcnLJua2sLjUaThRkRERHR+4JFNL234uLi0KJFC2V948aNsLOzy8KMiIiI6H3B7hxERERERCqxiCYiIiIiUolFNBERERGRSiyiiYiIiIhUYhFNRERERKQSi2giIiIiIpVYRBMRERERqcQimoiIiIhIJRbRREREREQqsYgmIiIiIlKJRTQRERERkUosoomIiIiIVGIRTURERESkkllWJ0BElF2JCOLi4pR1W1tbaDSaLMyIiIiyCxbRRERvERcXhxYtWijrGzduhJ2dXRZmRERE2UWWdueYM2cOKlasCAcHBzg4OMDb2xvbtm1T9r98+RKBgYHIkycP7Ozs0Lp1a0RHR2vFuH37Nvz8/GBjYwNnZ2cMGjQIiYmJWm327t2LqlWrwtLSEiVKlEBoaGiaXGbNmoWiRYvCysoKXl5eOHr0qNZ+XXIhIqK0xMwU/37irSxiZprVKRERZVqWFtGFChXCxIkTERkZiePHj6N+/fpo0aIFzp8/DwAYMGAA/vjjD6xduxb79u3D3bt30apVK+X2SUlJ8PPzQ0JCAg4dOoQlS5YgNDQUI0aMUNrcvHkTfn5+qFevHk6dOoX+/fujR48e2LFjh9Jm9erVCA4OxsiRI3HixAlUqlQJvr6+uH//vtImo1yIiOgtNBqIuZmygF1iiOg9kKVFdLNmzdCkSROULFkSpUqVwg8//AA7OzscPnwYMTExWLhwIaZMmYL69evD09MTixcvxqFDh3D48GEAwM6dO3HhwgX8+uuvqFy5Mho3boyxY8di1qxZSEhIAACEhITA3d0dkydPRtmyZREUFIQ2bdpg6tSpSh5TpkxBz5494e/vDw8PD4SEhMDGxgaLFi0CAJ1yISIiIqIPR7YZnSMpKQmrVq1CXFwcvL29ERkZiVevXsHHx0dpU6ZMGRQuXBgREREAgIiICFSoUAEuLi5KG19fX8TGxipnsyMiIrRipLRJiZGQkIDIyEitNiYmJvDx8VHa6JJLeuLj4xEbG6u1EBEREVHOl+VF9NmzZ2FnZwdLS0t8+eWX+P333+Hh4YGoqChYWFjAyclJq72LiwuioqIAAFFRUVoFdMr+lH3vahMbG4sXL17g4cOHSEpKSrdN6hgZ5ZKeCRMmwNHRUVnc3Nx0e1CIiIiIKFvL8iK6dOnSOHXqFI4cOYI+ffqga9euuHDhQlanZRBDhw5FTEyMsty5cyerUyIiIiIiA8jyIe4sLCxQokQJAICnpyeOHTuG6dOno3379khISMCTJ0+0zgBHR0fD1dUVAODq6ppmFI2UETNSt3lzFI3o6Gg4ODjA2toapqamMDU1TbdN6hgZ5ZIeS0tLWFpaqng0iIiIiCgnyPIz0W9KTk5GfHw8PD09YW5ujvDwcGXf5cuXcfv2bXh7ewMAvL29cfbsWa1RNMLCwuDg4AAPDw+lTeoYKW1SYlhYWMDT01OrTXJyMsLDw5U2uuRCRERERB+OLD0TPXToUDRu3BiFCxfG06dPsWLFCuzduxc7duyAo6MjAgICEBwcjNy5c8PBwQF9+/aFt7c3atSoAQBo2LAhPDw80LlzZ0yaNAlRUVEYNmwYAgMDlTPAX375JWbOnInBgweje/fu2L17N9asWYMtW7YoeQQHB6Nr166oVq0aqlevjmnTpiEuLg7+/v4AoFMuRERERPThyNIi+v79++jSpQvu3bsHR0dHVKxYETt27MCnn34KAJg6dSpMTEzQunVrxMfHw9fXF7Nnz1Zub2pqis2bN6NPnz7w9vaGra0tunbtijFjxiht3N3dsWXLFgwYMADTp09HoUKFsGDBAvj6+ipt2rdvjwcPHmDEiBGIiopC5cqVsX37dq2LDTPKhYiIiIg+HFlaRC9cuPCd+62srDBr1izMmjXrrW2KFCmCrVu3vjNO3bp1cfLkyXe2CQoKQlBQUKZyISIiIqIPQ7brE01ERERElN2xiCYiIiIiUolFNBERERGRSiyiiYiIiIhUYhFNRERERKQSi2giIiIiIpWyfNpvIqKsVKP/2LfvTHoF21SrPkMnAabmaZodnjbc8IkREVG2xjPRREREREQqsYgmIiIiIlKJRTQRERERkUosoomIiIiIVGIRTURERESkEotoIiIiIiKVWEQTEREREanEIpqIiIiISCVOtkJERARARBAXF6es29raQqPRZGFGRJSdsYgmIiICEBcXhxYtWijrGzduhJ2dXRZmRETZGbtzEBERERGpxCKaiIiIiEglFtFERERERCqxiCYiIiIiUolFNBERERGRSiyiiYiIiIhUYhFNRERERKQSi2giIiIiIpU42QoR0duYmCHOo5bWOhEREcAimojeE0aZslmjAUzNM5kZERG9j1hEE9F7gVM2ExHRf4l9oomIiIiIVGIRTURERESkEotoIiIiIiKV2CeaiP5zRrkIkIiI6D/EIppyvKb1v0t3uyARSFWXtW8+Bpp0XvKbd483VmpZIicUqLwIkIiIcjoW0UTvGRaoRERExsc+0UREREREKrGIJiIiIiJSKUuL6AkTJuCjjz6Cvb09nJ2d0bJlS1y+fFmrzcuXLxEYGIg8efLAzs4OrVu3RnR0tFab27dvw8/PDzY2NnB2dsagQYOQmJio1Wbv3r2oWrUqLC0tUaJECYSGhqbJZ9asWShatCisrKzg5eWFo0ePqs6FiIiyryozR7x1qTNP+/qIOvPGp9uOiAjI4iJ63759CAwMxOHDhxEWFoZXr16hYcOGWhdFDRgwAH/88QfWrl2Lffv24e7du2jVqpWyPykpCX5+fkhISMChQ4ewZMkShIaGYsSI/73R3bx5E35+fqhXrx5OnTqF/v37o0ePHtixY4fSZvXq1QgODsbIkSNx4sQJVKpUCb6+vrh//77OuRARERHRhyFLLyzcvn271npoaCicnZ0RGRmJOnXqICYmBgsXLsSKFStQv359AMDixYtRtmxZHD58GDVq1MDOnTtx4cIF7Nq1Cy4uLqhcuTLGjh2Lb7/9FqNGjYKFhQVCQkLg7u6OyZMnAwDKli2LgwcPYurUqfD19QUATJkyBT179oS/vz8AICQkBFu2bMGiRYswZMgQnXIhIiIiog9DtuoTHRMTAwDInTs3ACAyMhKvXr2Cj4+P0qZMmTIoXLgwIiIiAAARERGoUKECXFxclDa+vr6IjY3F+fPnlTapY6S0SYmRkJCAyMhIrTYmJibw8fFR2uiSy5vi4+MRGxurtRARERFRzpdtiujk5GT0798ftWrVQvny5QEAUVFRsLCwgJOTk1ZbFxcXREVFKW1SF9Ap+1P2vatNbGwsXrx4gYcPHyIpKSndNqljZJTLmyZMmABHR0dlcXNz0/HRMCwRwbNnz5RFRLIkDyIiIqL3RbYZJzowMBDnzp3DwYMHszoVgxk6dCiCg4OV9djY2CwppDluMBEREZFhZYsiOigoCJs3b8b+/ftRqFAhZburqysSEhLw5MkTrTPA0dHRcHV1Vdq8OYpGyogZqdu8OYpGdHQ0HBwcYG1tDVNTU5iamqbbJnWMjHJ5k6WlJSwtLVU8EkRERESUE2Rpdw4RQVBQEH7//Xfs3r0b7u7uWvs9PT1hbm6O8PBwZdvly5dx+/ZteHt7AwC8vb1x9uxZrVE0wsLC4ODgAA8PD6VN6hgpbVJiWFhYwNPTU6tNcnIywsPDlTa65EJEREREH4YsPRMdGBiIFStWYOPGjbC3t1f6Fjs6OsLa2hqOjo4ICAhAcHAwcufODQcHB/Tt2xfe3t7KaBgNGzaEh4cHOnfujEmTJiEqKgrDhg1DYGCgchb4yy+/xMyZMzF48GB0794du3fvxpo1a7BlyxYll+DgYHTt2hXVqlVD9erVMW3aNMTFxSmjdeiSCxERERF9GLK0iJ4zZw4AoG7dulrbFy9ejG7dugEApk6dChMTE7Ru3Rrx8fHw9fXF7NmzlbampqbYvHkz+vTpA29vb9ja2qJr164YM2aM0sbd3R1btmzBgAEDMH36dBQqVAgLFixQhrcDgPbt2+PBgwcYMWIEoqKiULlyZWzfvl3rYsOMciH6L33acUy62yVZe6KhlgGToDFJe6iHreSkEURERPrK0iJal1EirKysMGvWLMyaNeutbYoUKYKtW7e+M07dunVx8uTJd7YJCgpCUFBQpnIhIuOq9dXY9HckvYJVqlXfgZMAU/M0zf6cPdw4iRER0Qcl2wxxR0RERESUU7CIJiIiIiJSKVsMcUeG4VvcP93tYpIMFP7feqsqgdAkp/3+tOP6YmOlRkRERPRe4ZloIiIiIiKVWEQTEREREanEIpqIiIiISCUW0UREREREKvHCQiIiIgBiborHfl5a60REb8MimoiICAA0GogFPxaJSDfszkFEREREpBK/chOR0dTp+fYpulNPyN3k6/Sn6AaA/fM5TTcREWU/LKI/BMkamN4upLVO7zGNKTR5a2mtExH9V0QEcXFxyrqtrS00Gn7u0PuHRfQHQAMNC+cPiEajATSGPbT5oUhEuoqLi0OLFi2U9Y0bN8LOzi4LMyIyDhbRRJQhfigSERFp44WFREREREQqsYgmIiIiIlKJ3TmI6P1gYoaXJWpprRMRERkLP2WI6P2g0bx1mDwiojfxgmnKLBbRRERE9MHhBdOUWewTTURERESkEotoIiIiIiKV2J2D3mOmsBJPrXUiIiIiQ2ARTe8tDTTgS5yIiIiMgRUGEREREenlQx7lhEV0NvMhvxgpa9XvOvbtO5NfIfWrsHmfSYBJ2uHkdi8ZbvjEiIgo2/qQRzlhEZ3NfMgvRiIiIqKcgqNzEBERERGpxCKaiIiIiEglFtFERERERCqxiCYiIiIiUokXFhIREZFqHTYNSnd7cnyi1nr3bcNhYpl+ubGq+U8Gz4vov8Iz0UREREREKvFMNBH990zM8KpILa11IiKinISfXET039NoANO0k7UQERHlFCyiiYiI6L307d4+b92X+DJJa33kwWCYWZmmafdj3TkGz4veD+wTTURERESkUpYW0fv370ezZs1QoEABaDQabNiwQWu/iGDEiBHInz8/rK2t4ePjg6tXr2q1efToETp16gQHBwc4OTkhICAAz54902pz5swZfPzxx7CysoKbmxsmTZqUJpe1a9eiTJkysLKyQoUKFbB161bVuRC9tzRmkAK1lAUa/ohFREQftiz9JIyLi0OlSpXQvXt3tGrVKs3+SZMmYcaMGViyZAnc3d0xfPhw+Pr64sKFC7CysgIAdOrUCffu3UNYWBhevXoFf39/9OrVCytWrAAAxMbGomHDhvDx8UFISAjOnj2L7t27w8nJCb169QIAHDp0CB07dsSECRPQtGlTrFixAi1btsSJEydQvnx5nXNRw8e1XbrbxSQZKPu/9RalukGTnP53nV1Ra1TfL5FeNBpAwz7MREREKbK0iG7cuDEaN26c7j4RwbRp0zBs2DC0aNECALB06VK4uLhgw4YN6NChAy5evIjt27fj2LFjqFatGgDgl19+QZMmTfDzzz+jQIECWL58ORISErBo0SJYWFigXLlyOHXqFKZMmaIU0dOnT0ejRo0waNDrMS/Hjh2LsLAwzJw5EyEhITrlQkREREQfjmzbJ/rmzZuIioqCj4+Pss3R0RFeXl6IiIgAAERERMDJyUkpoAHAx8cHJiYmOHLkiNKmTp06sLCwUNr4+vri8uXLePz4sdIm9f2ktEm5H11ySU98fDxiY2O1FiIiIiLK+bJtx8aoqCgAgIuLi9Z2FxcXZV9UVBScnZ219puZmSF37txabdzd3dPESNmXK1cuREVFZXg/GeWSngkTJmD06NEZ/7NERERE2djGIx+nuz3+BQD870Tl1uONYWmdfowWXgcMn1gWyrZnot8HQ4cORUxMjLLcuXMnq1MiIiIiIgPItkW0q6srACA6Olpre3R0tLLP1dUV9+/f19qfmJiIR48eabVJL0bq+3hbm9T7M8olPZaWlnBwcNBaiIiIiCjny7ZFtLu7O1xdXREeHq5si42NxZEjR+Dt7Q0A8Pb2xpMnTxAZGam02b17N5KTk+Hl5aW02b9/P169eqW0CQsLQ+nSpZErVy6lTer7SWmTcj+65EJEREREH44sLaKfPXuGU6dO4dSpUwBeX8B36tQp3L59GxqNBv3798e4ceOwadMmnD17Fl26dEGBAgXQsmVLAEDZsmXRqFEj9OzZE0ePHsWff/6JoKAgdOjQAQUKFAAAfP7557CwsEBAQADOnz+P1atXY/r06QgODlby6NevH7Zv347Jkyfj0qVLGDVqFI4fP46goCAA0CkXIiIiIvpwZOmFhcePH0e9evWU9ZTCtmvXrggNDcXgwYMRFxeHXr164cmTJ6hduza2b9+uNS7z8uXLERQUhAYNGsDExAStW7fGjBkzlP2Ojo7YuXMnAgMD4enpibx582LEiBHK8HYAULNmTaxYsQLDhg3Dd999h5IlS2LDhg3KGNEAdMqFiIiIiD4MWVpE161bFyLy1v0ajQZjxozBmDFj3tomd+7cysQqb1OxYkUcOPDuK0Lbtm2Ltm3bZiqXD4mIIC4uTlm3tbWFRqPJwoyIiIiI/jvZdog7yt7i4uKUiWcAYOPGjbCzs8vCjIiIiIj+OyyiiYiIyGA0FqbI82VFrXWi9xGL6OwmWQNczKW9TkRElENoNBpoLFle0PuPr/JsRgMNC2ciIiKibI5FNBEREX1wTC1NUHlQca11IjVYRBMREdEHR6PRwMyK/bVJf/zaRURERESkEotoIiIiIiKV2J2D3qpJxcC37hNNEpD3f+tta30DjaT9WWzrmVnGSI2IiIiyAQsroPfwBK31DwWLaCIiIiLSi0YDWFpndRZZg905iIiIiIhUYhFNRERERKQSi2giIiIiIpVYRBMRERERqcQimoiIiIhIJRbRREREREQqcYg70o+YwOJhSa11IiIiog8Fi2jSiwYaIJ3JVYiIiIg+BDx9SERERESkEotoIiIiIiKVWEQTEREREanEPtFERERGICKIi4tT1m1tbaHRaLIwIyK+Lg2JRTQREZERxMXFoUWLFsr6xo0bYWdnl4UZ5Vws/AyHr0vDYRFNRERE2RoLP8qO2CeaiIiIiEglFtFERERERCqxOwcREVEmVJ8/PP0dCYmwT7Vaf8kPgEX6H7tHe441fGI5UO+dA9LdnvQySWu9/+7vYGqVdsKvuQ2nGiWvnGZJRJO37kt4IVrrK4+2hYV12v7lXb23Gjyv9w2LaCIiIiLKNnLKhaQsoomIiIgo28gpF5KyiCYiIsohcsoZOqIPAYtoIiKiHCKnnKEjw+CXpuyNRTQREZExmJviaavqWuvZUU4o1EwsTeDer5zW+ofAGF+azK2ADt9baK1nlb1Hq6W7/eULAHBU1g9G1oWVddp2dasfN05iOmIRTZSFcsKHFxHpSaN562gc2UlOOLut0WjSHY2D1NNoNLBIpyAl9bL/0U30HssJH15E9N+ru+y79HfEJyJ1Kdl01RjAMu1H+d7O442TGBEpWERTtsAzskRExuO3dshb90l8otZ6uw2joEmnMN/SdqLB86LXZhxqm+72Vy+StdbnHukKc+u0XVm+rrnWKHm9T4xRZ7CIpmzhfT8j26jV6HS3i2h/eLXu/CM0mvQPy+3rRxo8LyIiouzG0goYNCJGaz2zjFFnsIhWadasWfjpp58QFRWFSpUq4ZdffkH16tUzviEBAPy8B6a7XZAI2Pxvvd2n30PzlpfnlojJxkiNiP4ffxkiUo/HjeFoNEj3QsKMnI786K37XrwAAAdl/dyperBO5z4qeR7T+f5YRKuwevVqBAcHIyQkBF5eXpg2bRp8fX1x+fJlODs7Z3V69B/gmyR9CN73X4ZyNAtTJHX01Fo3RExL/yqGjfkB4nHz4WERrcKUKVPQs2dP+Pv7AwBCQkKwZcsWLFq0CEOGvL2/Gb0/DP8maQozh5pa60T/hcqj0u9iBACaxETkTrX+8cQfIWZpPy5OjWIXo/+cRpPuhYSZC2n4mO+zcQe6pbv9zf7LPx36Kt3+ywAw7ONQne7LzEqDJt85aa1T9sGjRkcJCQmIjIzE0KFDlW0mJibw8fFBREREureJj49HfHy8sh4T87p/T2xsLBKTX2U6p9jYWK31xOQEg8Z7lZS5eOnGTIxPt51AYBJb8n/tkAgNkjIVU98c3+XZs2dITPxfP+bY2FgkJye/4xavJb56qeM9JL51T5rnW+eYOsZLyFy8nBIzTbx4w+eYlA1jqomnSUzSep0nxcdDktK+NtPEfJm5Y9EYMdPEe2GEHI0QMzGTMdO8Tz43fI7GiJkQZ9j/Oz7O8J9jL98SM/FFstZxEx+XgKTk9IvotDF1qwmSnuuW4wsd473LmzGfx73980nfmHHP0v+c1zfes3fEEwG+G/xYWU9MBJ49Sz9mSlwReef9aySjFgQAuHv3LgoWLIhDhw7B29tb2T548GDs27cPR44cSXObUaNGYfTot5/tISIiIqLs6c6dOyhUqNBb9/NMtBENHToUwcHBynpycjIePXqEPHnyvLMfbWxsLNzc3HDnzh04ODi8tZ0aOSFmTsjRGDFzQo7GiJkTcjRGzJyQozFi5oQcjREzJ+RojJg5IUdjxMwJORojZk7IUU1MEcHTp09RoECBd8ZjEa2jvHnzwtTUFNHR0Vrbo6Oj4erqmu5tLC0tYWlpqbXNyclJ5/t0cHAw2AsnJ8XMCTkaI2ZOyNEYMXNCjsaImRNyNEbMnJCjMWLmhByNETMn5GiMmDkhR2PEzAk56hrT0dHxnfsB4MOYfN4ALCws4OnpifDwcGVbcnIywsPDtbp3EBEREdH7j2eiVQgODkbXrl1RrVo1VK9eHdOmTUNcXJwyWgcRERERfRhYRKvQvn17PHjwACNGjEBUVBQqV66M7du3w8XFxaD3Y2lpiZEjR6bpCvK+x8wJORojZk7I0Rgxc0KOxoiZE3I0RsyckKMxYuaEHI0RMyfkaIyYOSFHY8TMCTkaIyZH5yAiIiIiUol9oomIiIiIVGIRTURERESkEotoIiIiIiKVWEQTEREREanE0TmI3hPJycm4du0a7t+/j+TkZK19derUyaKsKEVCQkK6z03hwoWzKCMyFh6LlF28evUKjRo1QkhICEqWLJnV6WQopx07LKIpx5sxY4bObb/++msjZpJ1Dh8+jM8//xx//fUX3hxwR6PRICkpSXVMd3f3d05Pf+PGDdUxc4Lu3btj+vTpsLe319oeFxeHvn37YtGiRariXb16Fd27d8ehQ4e0touI3s/Nh+zq1avYs2dPuh+yI0aMyKKs/scYxyIArFu3DmvWrMHt27eRkJCgte/EiRN65/u+y5Ur1zvfx1J79OiRkbP575mbm+PMmTNGiR0XF4d9+/al+5rU57PWWMdOimfPnqV5z8jsTIgc4i4bEBGsW7furR8M69evz6LMcgZ3d3ed2mk0Gr0Lvz179qBevXp63fZt/v77b2zatCndN6ApU6aoilW5cmWUKlUKo0ePRv78+dN8aOgyfembpk+frrX+6tUrnDx5Etu3b8egQYMwZMgQ1TEBwxYDr169Qu/evTF8+HCdXwcZMTU1xb179+Ds7Ky1/eHDh3B1dUViYqKqeLVq1YKZmRmGDBmS7nNTqVKlTOecE9y/fx+XL18GAJQuXTrN46uL+fPno0+fPsibNy9cXV21HkuNRpMtikljHIszZszA999/j27dumHevHnw9/fH9evXcezYMQQGBuKHH34wVPqZlt2+5CxZskT5+99//8W4cePg6+urzDQcERGBHTt2YPjw4RgwYMB/nl96DP2+NmDAAFhaWmLixIkGyO61kydPokmTJnj+/Dni4uKQO3duPHz4EDY2NnB2dtbrs9YYx87NmzcRFBSEvXv34uXLl8p2Q53EYBGdDfTr1w9z585FvXr14OLikuaFs3jxYr1jG7JQS+3ChQvpxmzevLle8bL7WRZLS0sUKlQI/v7+6Nq1K9zc3DIVLzw8HM2bN0exYsVw6dIllC9fHrdu3YKIoGrVqti9e7eqeLa2tjh9+jRKlCiRqbx0MWvWLBw/flyv16UxigFHR0ecOnUq0x82sbGxEBHkypULV69eRb58+ZR9SUlJ+OOPPzBkyBDcvXtXVVxbW1tERkaiTJkymcovPcY4bu7evYuDBw+mWwTpc3bp6dOn+Oqrr7Bq1SrlA8vU1BTt27fHrFmzVH0wFilSBF999RW+/fZb1Xlk5Pjx4299LNWcyDDGsVimTBmMHDkSHTt2hL29PU6fPo1ixYphxIgRePToEWbOnKlzrE2bNuncVu37uaG+5Bjr7HHr1q1Rr149BAUFaW2fOXMmdu3ahQ0bNugcC3j9ftarVy9YWVll+Iuo2mPHUO9rANC3b18sXboUJUuWhKenJ2xtbbX261ML1K1bF6VKlUJISAgcHR1x+vRpmJub44svvkC/fv3QqlUr1TGNcezUqlULIoJ+/fqlW1998sknmbsDoSyXK1cu2bJli8Hj7tq1S2xsbKR8+fJiZmYmlStXFicnJ3F0dJR69erpFfP69etSsWJF0Wg0YmJiIhqNRvnbxMREr5jTp08XOzs7CQoKEgsLC+ndu7f4+PiIo6OjfPfdd3rFNLQHDx7IlClTpFKlSmJmZiYNGzaU1atXS3x8vF7xPvroIxkxYoSIiNjZ2cn169fl6dOn0rx5c5k9e7bqePXq1ZNt27bplYta169fF3t7e71uW7p0aVmxYoWI/O//FhEZPny4BAYG6hWzS5cuMmXKFL1um1rq13F6i6mpqYwbN0513GrVqsmBAwcynd+bjHHcLF68WCwsLMTOzk6KFCkiRYsWVRZ3d3e9YrZr105Kliwp27dvl5iYGImJiZHt27dL6dKlpX379qpi2dvbK68ZQ1q5cqWYm5tL06ZNxcLCQpo2bSqlSpUSR0dH6datm6pYxjgWra2t5datWyIiki9fPjl16pSIiFy5ckVy586tKlbKe3bq9+431/V9Py9cuLBMnDhR9e3eFBoaqiyTJ0+WXLlySYcOHWT69Okyffp06dChg+TKlUv1cW9raytXr15Ns/3q1atia2urOs+iRYvKw4cPlb/ftuhz7BjqfU1EpG7dum9d9K0FHB0d5dKlS8rfFy5cEBGRw4cPS+nSpfWKaYxjx9bWVsnTGFhEZwNFixaVixcvGjyuoQs1EZGmTZtKixYt5MGDB2JnZycXLlyQAwcOSPXq1WX//v16xTR0YXXnzh2ZNWuWfPvttzJgwACtxRAiIyMlKChI8uTJI3ny5JG+ffsqH2q6srOzk2vXromIiJOTk5w7d05ERE6dOiVFihTRKcbp06eVZf369eLh4SGLFy+W48ePa+07ffq0qtwy8uOPP+qc45sMWQykGDt2rDg5OUnr1q1l/PjxygdtyqKrvXv3yp49e0Sj0cj69etl7969ynLo0CH5559/dI6VUizGxMRIeHi4eHt7y549e+Thw4da+2JiYvT5l0XEOF9IChUqJOPGjZOkpCS983qTjY1Nul8i9u/fLzY2Nqpide/eXebMmWOo1BQVKlSQmTNnisj/Hsvk5GTp2bOn8h76LsY+Ft3d3eXEiRMiIuLp6SkhISEiIrJjxw7JlSuXXjFFRMLCwqRq1appvuBUq1ZNdu7cqTqeMb7ktGrVSn755Zc023/55Rdp0aKFqliFCxeWn3/+Oc32n3/+WQoXLqxvikZhqPc1Y8mbN69cuXJFRET5kiwicvHiRVXHtbGPnbp160pYWJhet9UFi+hsIDQ0VDp06CDPnz83aFxDFGpvypMnj/JidnBwUL7hhYeHS+XKlfWKacjCyhhn39Pzzz//yMiRI8XS0lJsbW3F1NRUateurTzGGXFxcVG+uZctW1Y2btwoIq+fG13PiKR3Fim9M0z6/kJQuXJlqVKlirJUrlxZXF1dxdTUVObOnatXTGMUA4Y+A3Tr1q1MF5FvntFL7yx3Zp4bEeN8IcmdO7fynmEobm5ucubMmTTbT58+LQULFszw9qkLh/Hjx0vevHmla9eu8vPPPxussLCxsZGbN2+KyOvHICXfCxcuiKura4a3N/axGBAQIKNGjRIRkZkzZ4q1tbX4+PiIk5OTdO/eXa+YIiLlypV76xecMmXKqI5njC85hjx7vHjxYjE1NZWmTZvK2LFjZezYsdK0aVMxMzOTxYsXGyhjwzD0+5qhffrpp7J8+XIREenRo4dUr15dfv31V/H19ZXq1avrHMfYx861a9fEx8dHQkNDjXKCiaNzZAPt2rXDypUr4ezsjKJFi8Lc3Fxrv759G21tbZW+ffnz58f169dRrlw5AK8vktJHUlKSMmpB3rx5cffuXZQuXRpFihRRLhpSy9XVFY8ePUKRIkVQuHBhHD58GJUqVcLNmzfTXKGbkaFDh+Kbb77B6NGjYW9vj99++w3Ozs7o1KkTGjVqpFd+KV69eoWNGzdi0aJFCAsLQ7Vq1TBz5kx07NgRDx48wLBhw9C2bVtcuHAhw1g1atTAwYMHUbZsWTRp0gQDBw7E2bNnsX79etSoUUOnfG7evJmp/ycjLVu21Fo3MTFBvnz5ULduXb3799avXx+bNm1ClSpV4O/vjwEDBmDdunU4fvy4Xn3oAMM/DkWKFAEAPH/+PN3+sRUrVswwxp49ewyaU3oMedykCAgIwNq1a/W+aDQ9w4YNQ3BwMJYtWwZXV1cAQFRUFAYNGoThw4dnePupU6dqrdvZ2WHfvn3Yt2+f1naNRqP36Du5cuXC06dPAQAFCxbEuXPnUKFCBTx58gTPnz/P8PbGPhbnzZun9E8PDAxEnjx5cOjQITRv3hy9e/fWO+7169fh5OSUZrujoyNu3bqlU4zUfYFLlCiB4cOH4/Dhw6hQoUKazzJ9np88efJg48aNGDhwoNb2jRs3Ik+ePKpidevWDWXLlsWMGTOUfu5ly5bFwYMH4eXlpTq31JKSkhAaGorw8PB0rydQe51LZl9TrVq1QmhoKBwcHDJ8b9Vn8ILx48crx8wPP/yALl26oE+fPihZsqSqEYyMfew8ePAA169fh7+/v7JNo9HwwsL3Sbt27bBnzx60adMm3Y7vI0eO1Ctuy5Yt4efnh549e+Kbb77Bxo0b0a1bN6xfvx65cuXCrl27VMf8+OOPMXDgQLRs2RKff/45Hj9+jGHDhmHevHmIjIzEuXPnVMfs0aMH3NzcMHLkSMyaNQuDBg1CrVq1lMJq4cKFOseyt7fHqVOnULx4ceTKlQsHDx5EuXLlcPr0abRo0ULnD4Y39e3bFytXroSIoHPnzujRowfKly+v1SYqKgoFChRI8+aZnhs3buDZs2eoWLEi4uLiMHDgQBw6dAglS5bElClTlELufZOcnIzk5GSYmb3+/r5q1Srl/+7duzcsLCyyOMPXb7r+/v7Ytm1buvuzy5B0hjxuUiQlJaFp06Z48eJFukWQrhcgValSRet97OrVq4iPj1fGxL59+zYsLS1RsmTJbHHh8Oeff45q1aohODgYY8eOxS+//IIWLVogLCwMVatWzdIRkhITEzF+/Hh0794dhQoVMmjsOnXqwMrKCsuWLYOLiwsAIDo6Gl26dMHLly/TfFFJj7FHRwoNDUWPHj3QuHFjpdA9cuQItm/fjvnz56Nbt26qYxpDUFAQQkND4efnl+7IEm9+GTQ2f39/zJgxA/b29loFZHoyM3hBdufh4YGyZcti8ODB6dZXmf2sZRGdDdja2mLHjh2oXbu2QeMao1DbsWMH4uLi0KpVK1y7dg1NmzbFlStXkCdPHqxevRr169dXHdOQhZWrqyv27NmDsmXLwsPDAxMnTkTz5s1x+vRp1KpVC8+ePVOdHwA0aNAAPXr0QKtWrWBpaZlum8TERPz555+Zv9pXD0uWLEHevHnh5+cHABg8eDDmzZsHDw8PrFy5UufnOjY2Vuf7zOz4moZkyFFoOnXqhL/++gvTpk1D3bp18fvvvyM6Ohrjxo3D5MmTlcdYV9u3b4ednZ1yfM+aNQvz58+Hh4cHZs2ahVy5cqmKl8IYX0jGjRuHESNGoHTp0mk+cDQajc5n00aPHq3zfep7kgB4XfSfPXsWRYoU0ftxBF6P8PDy5UvlS/CkSZOUx3LYsGGqYhvqWEzNzs4O586dQ9GiRVXf9l2uXbuGzz77DFeuXFFGHLpz5w5KliyJDRs2qBolQURw+/ZtODs7w9ra2qB5HjlyBDNmzMDFixcBvD57/PXXX+t19thYk3nkzZsXS5cuRZMmTfSOkVr37t3fuV/tePU5gTGOHaOPXJXpDiGUaaVLlzb4xV8iIgkJCW/d9+DBA4Pdz7///ivJyckGi5cZLVq0kHnz5omIyMCBA6VEiRIybtw4qVq1qjRo0ECvmAkJCeLv7y83btwwZKoiInL8+HFZtmyZLFu2TOkrrI9SpUpJeHi4iIgcOnRIrK2tZe7cudKsWTP57LPPdI6T0QgVmblyP8Xjx49lx44dsmzZMlmyZInWog9D94N3dXWVI0eOiMjrC6UuX74sIiIbN26UWrVqqY5Xvnx5ZfSdM2fOiIWFhQwdOlRq1KiheuSHFK9evZLRo0fLnTt39Lr92zg5OWW7vqGp9evXTxYsWCAiIomJiVKzZk3RaDRia2sre/bsydrk/p+hjsXUmjdvLqGhoYZMU5GcnCw7duxQ+pXv3LlTr/fzpKQkMTc3Vy42y44iIiLE3d093T64mXlPExHJnz+/8l5hCC1bttRa/Pz8pEiRIuLo6Kj368iQoqKi5IsvvpD8+fOLqampQT4fjHHsNG3aVNatW6fXbXXBIjob2Lx5s/j6+ioXthhKq1at0n0zjIqKknLlyhn0vjKjSJEiMnr0aPnrr78yHev69evKF5Jnz55J7969pUKFCtKqVSvlIix9ODg4GLSIjo6Olnr16olGo5FcuXJJrly5RKPRSP369eX+/fuq41lbWyuP3+DBg6Vz584iInLu3DnJmzevznFSj0gRGhoqrq6uMmTIENm4caNs3LhRhgwZIvnz59f7A33Tpk1ib28vGo1GHB0dxcnJSVn0vbDQ0KPQ2NvbK8di4cKF5eDBgyIicuPGDbG2tlYdz9bWVok3cuRIad26tYi8HuXFxcVFdbz04hqKi4tLti6CChYsKMeOHRMRkd9//10KFCggly9flmHDhknNmjUzFTspKUkuX74sBw4ckH379mktahjqWExtzpw54urqKgMHDpQVK1Yox2PKkl14eHhIRESEweMa6rmpVKmStG3bVi5cuCCPHz+WJ0+eaC2Z8fPPP8tXX31l1BNKSUlJ0qtXL/nxxx9V3e7hw4fy1VdfSdmyZSVPnjzKZ07Koo9GjRqJh4eHzJ49W37//XfZsGGD1qIPYxw7c+fOFTc3Nxk5cqSsW7fO4McOu3NkA7ly5cLz58+RmJgIGxubNP0Q9Z2K9KOPPkLFihW1+kbeu3cP9evXR7ly5bBu3Tqd4qi54EufvoPTpk1DaGgozp07h3r16iEgIACfffbZW7tNZIWuXbuicuXKBpvRqn379rhx4waWLl2KsmXLAng9gU3Xrl1RokQJrFy5UlU8Z2dn7NixA1WqVEGVKlUQHByMzp074/r166hUqZJe3VhSurB07NhRa/uKFSswb9487N27V3XMUqVKoUmTJhg/fjxsbGxU3z49hu4H/9FHHymzmjVv3hxOTk6YMGECZsyYgXXr1uH69euq4uXOnRsHDx6Eh4cHateujS5duqBXr164desWPDw8dLpwLT0tWrRAq1at0LVrV71un54JEybg3r17GU4coUZSUhKmTp361olM1Ly/WVlZ4dq1ayhUqBB69eoFGxsbTJs2DTdv3kSlSpVUdUdKzZDTDRvjWDQxMXnrvsxeHBUeHv7Wi+HUdhn4448/MGnSJMyZMyfNNSP6MuRzY+if9t/8bNy9ezdy586NcuXKpfkcN1S/+suXL6Nu3bq4d++ezrdp0qQJrl27hoCAgHT7BevzHmJvb48DBw6gcuXKqm/7Njnt2AEAjs6RDUybNs0ocbdu3Yo6deogODgYU6ZMwd27d1GvXj1UqlQJq1at0jmOPlNtqtG/f3/0798fJ06cQGhoKPr27YuvvvoKn3/+Obp3746qVasa9f51UbJkSYwZMwZ//vlnujM+qb3qfPv27di1a5dSQANQ+sg2bNhQdX6ffvopevTogSpVquDKlStKv7zz58/r3Y8yIiICISEhabZXq1YNPXr00CvmP//8g6+//tpgBTRg+FFo+vXrp3xAjRw5Eo0aNcLy5cthYWGB0NBQ1fFq166N4OBg1KpVC0ePHsXq1asBAFeuXMnUhWKNGzfGkCFDcPbs2XRfk/rMHnr06FHs3r0bmzdvNlghMHr0aCxYsAADBw7EsGHD8P333+PWrVvYsGGD6mmgXVxccOHCBeTPnx/bt2/HnDlzALweScXU1FR1bim+/PJLVKtWDVu2bEn3ojA1jHEs6nKxsj5Gjx6NMWPGoFq1apn+vwGgS5cueP78OSpVqgQLC4s0faP1OSFkyOfGy8sL165dM1gR/eZn42effWaQuO9y/fp1JCYmqrrNgQMHcPDgQVSqVMlgebi5uek9CtDb5KRjJwWL6GzAkGeSUsuXLx927typXNC0efNmVK1aFcuXL3/nt7M3/VdX7latWhVVq1bF5MmTMXv2bHz77beYM2cOKlSogK+//hr+/v4ZvoG+bbpYjUYDKysrlChRAt26dcvwauU3LVy4EE5OToiMjERkZGSa2GqL6OTk5DQFCgCYm5vrddDPmjULw4YNw507d/Dbb78pQz9FRkamOZOsKzc3N8yfPx+TJk3S2r5gwQK9pz339fXF8ePHUaxYMb1unx5DDBeY2hdffKH87enpib/++guXLl1C4cKFkTdvXtXxZs6cia+++grr1q3DnDlzULBgQQDAtm3bMjXs4ldffQUg/Qsn9T3D4uTkpPdQg2+zfPlyzJ8/H35+fhg1ahQ6duyI4sWLo2LFijh8+LCqY8ff3x/t2rVTiikfHx8Ary88y8y06levXsW6desMUlwZ41g0lpCQEISGhqJz584GiWeME0KGfG769u2LgQMHIioqKt3RZ3QZvjI1Y342BgcHa62LCO7du4ctW7aorhnKlCmDFy9eGDI9TJs2DUOGDMHcuXMNdsFrTjp2UrA7Rzbz8uXLND93ZnYUhCtXruDjjz/Gp59+imXLlmX6bIOxvHr1Cr///jsWL16MsLAw1KhRAwEBAfj7778xa9Ys1K9fHytWrHhnjKlTp+KHH35A48aNUb16dQCvz65t374dAwYMwM2bN7Fs2TL88ssv6Nmzp055iRGuOm/RogWePHmClStXokCBAgBen6Xt1KkTcuXKhd9//90g95MZW7duRevWrVGiRAnlKvijR4/i6tWr+O2333S+Cn3Tpk3K3w8ePMCYMWPg7++f7oeYPmdPDTkKzatXr1CmTBls3rxZ61cC0p+trS0uXryIwoULI3/+/NiyZQuqVq2KGzduoEqVKoiJiVEVb926dbhz5w7atm2rnMlfsmQJnJyc0KJFC71yrF+/PgYPHpzpseSNZcyYMe/cr/aMfoo8efLg6NGjKF68uF63/y8Y8rlJ7+SRIccMNqR69eppraeM01+/fn10795dGZVHF8eOHcOQIUMwYsQIlC9fPs37rj41hrG6oRrCjBkz0KtXL1hZWWXYNU3fseVTsIjOBuLi4vDtt99izZo1+Pfff9PsV3Ngv+1M7PPnz2Fpaan1k6e+L/J169a9tX+jPmO+njhxAosXL8bKlSthYmKCLl26oEePHlpnls6dO4ePPvoow2/TrVu3xqeffoovv/xSa/vcuXOxc+dO/Pbbb/jll18wb948nD17Vqf8kpOTYWVlhfPnz6NkyZKq/7/03LlzB82bN8f58+eVs7q3b99GhQoVsGnTJr1+5j9w4ADmzp2LGzduYO3atShYsCCWLVsGd3d3vYdP/PvvvzFnzhytoaW+/PJLVWeidf3VI7t8iBUsWDBNV5vMun79OhYvXozr169j+vTpcHZ2xrZt21C4cGGl64laS5cuRfv27dNcO5CQkIBVq1ahS5cuhkg900qXLo2lS5fCy8sLtWvXRtOmTTFkyBCsXr0affv2xf379/WK+/LlS1hZWRkkx99//x3Dhg3DoEGDDHKG0tDHYpUqVbTWX716hZs3b8LMzAzFixfXe6ztb7/9FnZ2djpNeqOWoU4IGfK5+euvv965X+0Qam+Oh/4uWTke+tWrV/H555+nySEzXx6WLFnyzv36/sJuiGPH3d0dx48fR548ed45jrm+Y5drxWARnfUCAwOxZ88ejB07Fp07d8asWbPwzz//YO7cuZg4cSI6deqkc6yMXtip6fMinzFjBr7//nt069YN8+bNg7+/P65fv45jx44hMDAQP/zwg+qYpqam+PTTTxEQEICWLVum280hLi4OQUFBGf58Zmdnh1OnTqX56e/atWuoXLkynj17huvXrytnLXVVrlw5LFy4UK/uAW8jIggPD9cqUFN+nlbrt99+Q+fOndGpUycsW7YMFy5cQLFixTBz5kxs3boVW7duNVje2VVCQkK6F0elTPChq/Hjx+PKlStYsGCBqrM9b7Nv3z40btwYtWrVwv79+3Hx4kUUK1YMEydOxPHjx3W+wPdNpqamuHfvHpydnbW2//vvv3B2dtb7C4mhvyQPGTIEDg4O+O6777B69Wp88cUXKFq0KG7fvo0BAwZg4sSJOsdKSkrC+PHjERISgujoaFy5cgXFihXD8OHDUbRoUQQEBKjODzDsGcr/6liMjY1Ft27d8Nlnn+ndHaNfv35YunQpKlasiIoVK+o9uU4KQ54QSpGdzx7/F+Oh379/X5kNuHTp0mmOd11Ur14dZmZm6NevX7oXFmbF3AbpyZGfY5ke34Myzc3NTRnj1N7eXq5evSoiIkuXLpXGjRtnYWZplS5dWlasWCEi/xtOTERk+PDhEhgYqFfMzAw99yY3NzeZMmVKmu1TpkwRNzc3ERE5ffq06qHFNm3aJLVr15azZ89mKr/nz5/LH3/8oawPGTJEBgwYoCyDBg2SFy9eqI5buXJlZZzl1M/LiRMnMjWMmohIXFycXLx4UU6fPq21GMrjx48zdfvLly9L7dq104xTqu/Yry1bthR7e3vJnz+/NGzYUD777DOtRa0aNWrI5MmTRUT7uTly5IgULFhQdbwUGo0m3eEQT506pfewVdOnTxc7OzsJCgoSCwsL6d27t/j4+Iijo6N89913euea2qFDh2Ty5MmyadMm1bcdPXq0FCtWTH799VextrZWHstVq1ZJjRo19M7p1q1b71zUMOax+KYzZ85IkSJF9L593bp137roM8Z6yjBq69atE2tra1m0aJGMHTtWChUqJL/++qteORryuUlx/vx52bZtW7YdKlBEJCYmRr744gsxNTVVxrI2MzOTTp06qR6Oz9raWi5dumSkTEVevHghMTExWos+jHHsvOsz+/fff9crZmosorMBW1tbZWzEggULKhM93LhxQ2xtbQ1yH4Z6kVtbWytvXPny5ZNTp06JiMiVK1ckd+7cBsk1M+bNmyempqbSrFkzGTt2rIwdO1aaN28uZmZmyiQNP//8s7Rr105VXCcnJ7GwsBATExOxsrLSe5zNOXPmSNOmTZV1Ozs78fLyUj64XF1d0/0SkBFra2tlzODUbz7Xr18XS0tL1fFERO7fvy9+fn4GnWxl4sSJsmrVKmW9TZs2otFopECBAsprSa2aNWtKnTp1ZOvWrXLy5Ek5deqU1qJWt27d3rmoZWtrq4wxnvq5uXnzpl7PTeXKlaVKlSpiYmIiFSpUkCpVqihLxYoVxd7eXtq2bas6rohxviQbUvHixWXXrl0iop3fxYsXxcnJKStTUxjjWHybAwcOZJv/WyT7nxC6fv26VKxYUfmCnXqilcxOtiLy+oTA/PnzZciQIfLvv/+KyOvx4P/++2/Vsdq1ayclS5aU7du3K5/Z27dvl9KlS0v79u1Vxfr4448lLCxMdQ7v8uzZMwkMDJR8+fIZ7PPBGMdOgQIF0p3jYd26dWJjY6NXzNQ4Okc2UKxYMdy8eROFCxdGmTJlsGbNGlSvXh1//PEHnJyc9I5rjJ/WXF1d8ejRIxQpUgSFCxfG4cOHUalSJdy8eVPv4W4MOY5sz5494eHhgZkzZyrDcZUuXRr79u1DzZo1AQADBw5UnaOhrjpfvnw5Bg8erLVtxYoVymgVv/76K2bNmqV6PGpXV1dcu3YtzVXSBw8e1HskjP79++PJkyc4cuRIutNf6yMkJATLly8HAISFhWHXrl3Yvn071qxZg0GDBmHnzp2qY546dQqRkZGZGp0hNUNfce/k5IR79+6l6Zt38uRJZaQONVq2bAng9f/t6+sLOzs7ZZ+FhQWKFi2K1q1b65Xr7du3lePE2toaT58+BQB07twZNWrUwMyZM3WKs2nTJjRu3Bjm5uZaF5amx87ODmXKlFEusH2Xf/75J91RGpKTk/Hq1SudcnuXCxcupPsepOaCV2Mci29eHCX/P1LDsmXL0LhxY71iGsOjR4+U/9HBwUF5765duzb69OmTqdiGeG769esHd3d3hIeHw93dHUePHsW///6LgQMH4ueff85UfmfOnIGPjw8cHR1x69Yt9OzZE7lz58b69etx+/ZtLF26VFW8zZs3Y8eOHVr9gH19fTF//nzVF1n27dsX/fr1M1iff+D1lNx79uzBnDlz0u2Gqg9jHDs9evSAj48P/vzzT7i6ugIAVq9eje7du+s1ZGkamS7DKdOmTJki06dPFxGRsLAwsbKyEktLSzExMZFp06bpHdcYP60FBATIqFGjRERk5syZYm1tLT4+PuLk5CTdu3fXK+bw4cMlf/788vPPP4uVlZWMHTtWAgICJE+ePMrj8r5wdXXVmmUub968WuuXL18WBwcH1XHHjx8vHh4ecvjwYbG3t5cDBw7Ir7/+Kvny5ZMZM2bonashp78WEbGyspLbt2+LiMjXX38tvXr1EpHX/7e+Z9SqVasmBw4c0Ou2/4WBAwdK7dq15d69e8rZuYMHD0qxYsWUY0kfoaGhenX9eRd3d3dl+nlPT08JCQkREZEdO3ao+sVFo9FIdHS08ndGi5mZmU6/wFStWlWWLVsmItpnqkaPHi21a9dW9b+mZsgzlMY4FosWLaq1FCtWTLy8vGTo0KESGxurV8wUx44dk0GDBkn79u0z3XWpQoUKsnfvXhERadCggQwcOFBEXncT0rfrkiGfmzx58ihd0RwcHJQuDuHh4VK5cmW98kvRoEEDGTRokIhovzb//PNPvbrcuLm5yZkzZ9JsP336tOrHMr1jLjNd3lLyM/SvDsY4dkREgoKCpFy5cvLvv//K8uXLxdra2mBTgbOIzoZu3bolv/32W6b7nRrjRZ6UlCSvXr1S1leuXCl9+/aVGTNmSHx8vF4xixUrJps3bxaR128+165dE5HXb7wdO3bUK0dDTBH7pmvXrsn3338vHTp0UAqErVu3yrlz53SOYWVl9c6+aRcvXtTrZ6vk5GQZN26c2NraKm+SVlZWMmzYMNWxUhh6+msRkfz588uff/4pIiKlSpWSNWvWiIjIpUuXxN7eXuc4qbslhYeHi7e3t+zZs0cePnxokG5La9eulbZt24qXl5dWd4kqVaqojhUfHy89evQQMzMz0Wg0Ym5uLiYmJvLFF19IYmKiXvm9Gf/OnTvy119/aS36MMaX5IzEx8fL4sWLxdXVNcO2GzZsEEdHR5k4caLY2NjITz/9JD169BALCwvZuXOn3jk0bdpUWrRoIQ8ePBA7Ozu5cOGCHDhwQKpXry779+9XFcsYx6KxrFy5UszNzaVp06ZiYWEhTZs2lVKlSomjo6NeXZeMcULIkM+Nk5OT8tN+sWLFZPfu3SLy+r1d3/e0FA4ODspnV+oi+tatW3q9p8+dO1d8fHzk3r17yrZ79+5Jw4YNlS+3ujJGv3JjdEM15rHz+eefS8mSJcXGxkbvacnTwyI6m8rsxVYihn+Rv3r1SkaPHi137tzJdG6p2djYKHm6urpKZGSkiLw+A6H2rGxERIS4u7trnbFI/c1bX3v37lUKCgsLC+UNcsKECdK6dWud45QoUeKd34BXr14txYsX1zvP+Ph4OX/+vBw5ckSePn2qdxyR12d4t2/fLiIizZo1k86dO8vff/8tgwcPlmLFiukVMzAwUIoUKSI+Pj6SJ08eJceVK1eqKlBTn4lKfUbFEBcWGuviur/++ku2bNkiq1evlitXrugdJ8WVK1cMekGliHG+JOsiNjZWBgwYoFPb/fv3i4+Pj+TLl0+sra2lVq1asmPHjkzdvzHOUBryWEzt9u3byq85mVWhQgWZOXOmiPyv8EtOTpaePXvKiBEjMh3fECeEDPnc1K5dW7mYrGPHjtKoUSM5ePCgdOnSRcqVK6d3jiKvrxFK+RUndRG9c+dOKVSokOp4lStXFjs7OzE3N5fixYtL8eLFxdzcXOzs7DL9xd4QjPGrQ4rMHjtvXjC6ceNGWbdunbi5uUlAQIBBLyZln+hs4Mcff0TRokXRvn17AEC7du3w22+/wdXVFVu3btV7qk5D97U2MzPDpEmTDD7+bKFChXDv3j0ULlwYxYsXx86dO1G1alUcO3YszRi4GTHkFLGpDRkyBOPGjUNwcDDs7e2V7fXr19e5nygANGnSBCNGjICfn1+aMW5fvHiB0aNHw8/PT+88LSws4OHhofftUzP09NfA68lwihYtijt37mDSpElKf9579+4pM/DpYs+ePXrdvy5mz56NefPmoWPHjggNDcXgwYNRrFgxjBgxIlMTCBQuXFj1cHvv0q1bN5iZmWHz5s0Gea0nJiZi/Pjx6N69uzJOeYcOHdChQ4dM53r16lXs2bMn3SEIR4wYAXt7e52HU/v4448RFhaW6ZxSS0pKUo7rvHnz4u7duyhdujSKFCmiDC+mliGPxcTERIwePRozZszAs2fPALzuS963b1+MHDky3WFBdXH9+nXl/cbCwgJxcXHQaDQYMGAA6tevr2oIt/QUKVJE9djLbzLkczNs2DBlaNMxY8agadOm+Pjjj5EnTx6sXr06U3k2b94cY8aMwZo1awC8Hobv9u3b+Pbbb/W6RiHl2gdDyegYVMvf3x+nT5/GJ598giFDhqBZs2aYOXMmXr16pXpoxDdl9th512O3aNEiLFq0CIBh5ibgONHZgLu7O5YvX46aNWsiLCwM7dq1w+rVq5UL7fS52Ap4XbCYmpri66+/xq5du9CsWTOIiPIi79evn+qYLVq0QKtWrQw6Vbkhx5G1tbXF6dOnDTJFbGp2dnY4e/Ys3N3dYW9vj9OnT6NYsWK4desWypQpg5cvX+oUJzo6GpUrV4aFhQWCgoJQqlQpAMDly5cxc+ZMJCYm4uTJk3BxcckwlprpmVMussyM58+fZ2r665zCxsYGFy9eRJEiReDs7IywsDBUqlQJV69eRY0aNdK9SPdNb07Z+y76fuDY2toa9IJK4PXr/Ny5cwabxhcA5s+fjz59+iBv3rxwdXXVKvY1Gk2WTkKR4uOPP8bAgQPRsmVLfP7553j8+DGGDRuGefPmITIyEufOnXvn7Y19LPbp0wfr16/HmDFj4O3tDQCIiIjAqFGj0LJlS8yZM0d1TOD1CYxt27ahQoUKqFixIoYOHYqOHTsiIiICjRo1Uj2b5Ntmh9NoNLCyskKJEiVQp04drUm/MpLZ5yYjjx49euskZWrExMSgTZs2OHbsGJ49e4YCBQogKioK3t7e2Lp1K2xtbTMVPzP+i2Pwr7/+QmRkJEqUKKHqQsX/+nPM0HgmOhuIiopSZoDbvHkz2rVrh4YNG6Jo0aLKdMv6SD3Cg4+PDy5duqTXizy1xo0bY8iQITh79iw8PT3TvDHoM21z6iK5ffv2KFy4MCIiIlCyZEk0a9ZMVSwvLy9cu3bN4EW0oUZYcHFxwaFDh9CnTx8MGTJEGdFEo9Hg008/xezZs3UqoAHA0dFR+VtE8Pvvv8PR0RHVqlUDAERGRuLJkyeq3qTexcbGBlWrVlV9OzUjNej6+jlz5gzKly8PExMTnDlz5p1t1b7WDTECzcmTJ7XWT5w4gcTERJQuXRoAcOXKFZiamsLT01NVbql5eHjg4cOHet8+PQ0aNMC+ffsMWkSPGzcOP/zwA7799lu9bq+mwNH3l4LMnqE09rG4YsUKrFq1SmskjooVK8LNzQ0dO3bUu4iuU6cOwsLCUKFCBbRt2xb9+vXD7t27ERYWhgYNGqiON3XqVDx48ADPnz9Hrly5AACPHz+GjY0N7OzscP/+fRQrVgx79uzRedZTY549BoDcuXNnOgbw+jUQFhaGP//8E6dPn8azZ89QtWpVvSfQMqTMHoO60PdXB2MfO3///fdbZwA+fPhwpidQ45nobKBAgQJYt24datasidKlS2PcuHFo27YtLl++jI8++gixsbF6xTXGtMDvmsI5q2ePAgw/fW+Kb775BkeOHMHatWtRqlQpnDhxAtHR0ejSpQu6dOmi12xUjx49wrVr1wAAJUqUyNSb+bfffotHjx4hJCREOcuTlJSEr776Cg4ODvjpp590jjVmzBid2un6E6CJiQmioqLg7OxssNfPmzFTZjDLTMwUPXr0gJubG0aOHIlZs2Zh0KBBqFWrFo4fP45WrVph4cKFquJNmTIFe/fuxZIlS7QKC39/f+Usm65SvxccP34cw4YNw/jx49N9reszxXJISAhGjx6NTp06GexLsoODA06dOqX3EFWpZ2H9999/MW7cOPj6+mqdkd2xYweGDx+uemjId9H3DKUhj8UUzs7O2LdvX5qp6C9evIg6dergwYMHqmMCr//Hly9fokCBAkhOTsakSZNw6NAhlCxZEsOGDVNer7pauXIl5s2bhwULFqB48eIAXs8W27t3b/Tq1Qu1atVChw4d4OrqqvdMnSl56/PcxMXFYeLEiQgPD0+3W4O+U0AnJycjNDQU69evx61bt6DRaODu7o42bdqgc+fOOueZO3duXLlyBXnz5s3w/1PzhTGzx2B6jPGrgzGOHQ8PDxw8eDDN5+uff/4JPz8/PHnyRHXM1FhEZwNBQUHYvHkzSpYsiZMnT+LWrVuws7PDqlWrMGnSJL1/ajHWtMCGkNEZydTUfHAba4rYhIQEBAYGIjQ0FElJSTAzM0NSUhI+//xzhIaGqnqjMIZ8+fLh4MGDypnOFJcvX0bNmjV16oKQokqVKu/cf+XKFbx8+TJLXz9//fUXChcuDI1Gg7/++uudbdWeHUlOTkZycrIy5feqVauUwqJ3796wsLBQFa9gwYLYuXMnypUrp7X93LlzaNiwIe7evatzrJQvDClSXtepZea1bowvyQEBAfjoo4/w5Zdfqr7tm1q3bo169eohKChIa/vMmTOxa9cubNiwQa+4ixcvRocOHWBtbZ3pHA15LKYYM2YMLl26hMWLFysnReLj4xEQEICSJUvqPaW0oRUvXhy//fYbKleurLX95MmTaN26NW7cuIFDhw6hdevWyvUW/6WOHTti37596Ny5c7rXEejTxVFE0KxZM+X6pTJlykBEcPHiRZw9exbNmzfX+XW5ZMkSdOjQAZaWllpfHtOjpkulIY/BFO7u7gb/1cEYx0737t1x5swZ7NmzR+lbv3//fjRr1gyjRo3K9BdvdufIBgx1sdWb0vuABV7/vJH6JxR9vXz5Ms3FcbrS9aIJtR/cN2/e1CufjFhYWGD+/PkYPnw4zp07h2fPnqFKlSooWbKkUe5PrcTERFy6dCnNm8+lS5fSnG3JyJtdEVKcOnUKQ4YMwfnz59GzZ0+9czWE1IWxnZ0d8uTJAwC4c+cO5s+fjxcvXqB58+b4+OOPVcc2MTHRKiYze3FdbGxsumcKHzx4oExmoitjXlAJQPVrRRclSpTA8OHDcfjw4XTPmH/99dc6x9qxYwd+/PHHNNsbNWqEIUOG6J3jkCFD0K9fP7Rt2xYBAQHKhDP6MOSxmOLkyZMIDw9HoUKFlAvNT58+jYSEBDRo0EDrp+6M+o2q+WVT7a8Z9+7dQ2JiYprtiYmJiIqKAvD6l1c1r3tDnj3etm0btmzZglq1aul8m4yEhoZi//79CA8PR7169bT27d69Gy1btsTSpUt1+uU3dWGc2euOUp8pNuQxmGL8+PE6/eowYMAAnX91MMaxs2DBArRp0wbNmjXDjh07cOjQITRv3hzjxo3T60vTm3gm+j1UpUoVaDQanD59GuXKlVPOqAGvfxq5efMmGjVqpFxFrEZSUhLGjx+PkJAQREdH48qVKyhWrBiGDx+OokWLIiAgwJD/CukoODgYS5cuxXfffYfq1asDAI4cOYKJEyeic+fOmbpa+ubNmxg+fDhWr16NVq1aYdy4caq+PLztZ7/0qHkzP3v2LJo1a4Y7d+6gZMmSWLVqFRo1aoS4uDiYmJggLi4O69at0+kLm5o+1nZ2dnBzc9N5RIQuXbrgwIEDmDx5stZzM2jQIHz88ccZnnHK6d68jiA1jUajqggqUqQIvv766zRdYCZPnowZM2Zk+KvE2yQmJuKPP/5AaGgotm3bhmLFisHf3x9du3ZVZjnTlTGORX9/f53bZjTj5pu/ZqRH318z/Pz8EBUVhQULFii/aJ08eRI9e/aEq6srNm/ejD/++APfffcdzp49q1NMQ549dnd3x9atW9N0i8mMhg0bon79+m/9Ejd+/Hjs27cPO3bsUB07OTkZ165dS/fLQ506dd5523cdd6mpPQZTGONXB2N9jiUkJMDPzw/Pnz/HmTNnMGHChDS/Zukt04PkUaaFhoYqk42IiAwaNEgcHR3F29tbr4HQR40aJaNGjRKNRiPffPONsj5q1CgZP368rFixQu8xX0ePHi3FihWTX3/9VaytrZWxMFetWiU1atTQK6ahLV26VGrWrCn58+dXHr+pU6dmaoD1xMREWbBggXTs2FEaNGgg9erV01qyWlJSkvz4449SoEABZVzsAgUKyI8//qj3hB4PHjxQxkquX7++HD16VK84b862ljKQfq5cuSRXrlyi0WjE1tZW3N3dVcVt1KiRNG3aVA4ePCi9e/eWggULSvfu3SUpKUmSkpLkq6++Ei8vL51ivTnDXnrjjKdenJycZNWqVTrFjouLkz59+iiTTpiYmIiFhYX06dNHnj17pup/Tm3btm1aMzXOnDlTKlWqJB07dpRHjx7pHXfv3r3StGlTZWzaZs2aqZ7UwlgWL14spqam0rRpUxk7dqyMHTtWmjZtKmZmZrJ48WKD3EdUVJT8/PPPUqFCBTE3N5dmzZrJhg0bJCkpSafbG+NYNKS9e/fqvKh179498fHxEY1GIxYWFmJhYSEmJiby6aefSlRUlIiI7N69W9W43o6OjspET5m1bNkyadOmjcTFxRkknoiIi4uLnDx58q37T5w4IS4uLqrjGmvOA0OxtraWY8eOpdl+9OhRZeKamzdvqpqTwlDHzunTp9MsBw8eFDc3N/nyyy+1tmcWi+hsoFSpUhIeHi4iIocOHRIbGxuZO3euNGvWTK+pV1MYY1rg4sWLy65du0REe0D5ixcv6j1ts4jIs2fPZMuWLTJnzhyZPn261qLG7NmzJW/evDJu3DitIn/x4sVSt25dvfMLDAwUW1tbadeunfTr10/69++vtWQnmZmpT+T1czFq1ChxcHCQqlWrZnoii9SWL18utWrV0pq18dKlS/Lxxx+rnoo+9SQMT58+FY1GI8ePH1f2X7x4URwdHXWKdevWLUlOTlb+ftdy+fJlGTdunOqpfJ89e6a8cWemeE5Rvnx52bJli4iInDlzRiwsLGTo0KFSo0YNvWabE3ldZJiZmUm7du2U469du3Zibm4uy5cvz3TOhnD48GH5/PPPlYkmPv/8czl8+LDB76NXr15iaWkpRYsWFUdHRylatKgyA6yuMnss5lSXLl1SJrN41wytuihatKhcuHBB79tXrlxZa2ISe3t7sbOzk/Llyxtk0hJzc3O5e/fuW/f/888/YmFhoTpupUqVpG3btnLhwgV5/PixPHnyRGvJjMTERDl58mSmvmw3adJEqlatqkwwI/L6C4Onp6f4+fmJiMimTZukfPnyesXPzLGT3omQN6eMN9SXEXbnyAZsbGyU8Xe//fZb3Lt3D0uXLsX58+dRt25dva+8NgZra2tcunQJRYoU0Rov+cKFC6hevboyEYAaJ0+eRJMmTfD8+XPExcUhd+7cePjwIWxsbODs7KzqpyYPDw+MHz8eLVu21Mrv3LlzqFu3rt5DguXNmxdLly5FkyZN9Lp9TuLq6oqnT5+ib9++6Nix41t/+tVnpJPixYtj3bp1aS5ejIyMRJs2bVT1aU89QgcArecbeD0md4ECBYxyAeTjx48REBCQpeOWph7TedSoUTh37hzWrVuHEydOoEmTJkofVDXKli2LXr16pbnYZsqUKZg/fz4uXryoOmb37t3fuT9l4oOsFh0djWXLlmHx4sW4ceMGWrZsiYCAAPj4+CAuLg5jxozBqlWr9O4yolbVqlURHh6OXLlyKV303iaz4/w+f/4ct2/fRkJCgtZ2fUczSpGUlISzZ8+iSJEiqkf6SPHrr79i48aNWLJkCWxsbFTfXs2EMfpcoGlqaoqoqCjky5cv3f36vg8Zcs6D/v37o0KFCggICEBSUhLq1KmDiIgI2NjYYPPmzahbt67qmFFRUejcuTPCw8OVrm2JiYlo0KABli1bBhcXF+zZswevXr1Cw4YNM/0/qKHmGM3sZEC8sDAbsLOzw7///ovChQtj586dykQNVlZWePHihd5xk5KSMHXqVGXSljffIPUZU9XDwwMHDhxI88Jbt25dmr5RuhowYACaNWuGkJAQODo64vDhwzA3N8cXX3yhuuP/zZs30x1dwtLSUhlrVB8WFhYGH3va0NatW/fW51rNh+z9+/cBAJMmTcJPP/2kNXRcZkc6eduFR0lJSYiOjlYd783CwhAzVO7fv/+d++vUqYNcuXKpKqCPHz/+1udG30LcwsICz58/BwDs2rVLuXApd+7ceg+LeePGjXTHZm/evDm+++47vWI+fvxYa/3Vq1c4d+4cnjx5gvr16+sVE3h9YfObj6U+w/oBUC46KlWqFHr27IkuXbpoDYlla2uLgQMH6jzEliGOxRYtWigjcRh69roUDx48gL+/P7Zt25bufrXH+JvF2ieffIJDhw6pLtbe/NJw7do1uLi4oGjRommuRcjo8dS1MNb3fKKIoFu3bm+dXTc+Pl6vuIac82DdunX44osvAAB//PEHbt26hUuXLmHZsmX4/vvv8eeff6qO6erqirCwMFy6dAlXrlwBAJQuXVrrosA3L7TUNdfMHjuZLYzVYBGdDXz66afo0aMHqlSpgitXrihnO8+fP5+pF8Po0aOxYMECDBw4EMOGDcP333+PW7duYcOGDXpN8wm8Hhu4a9eu+Oeff5CcnIz169fj8uXLWLJkCX777Te9Yp46dQpz586FiYkJTE1NER8fj2LFimHSpEno2rWrqkHW3d3dcerUqTSP2/bt2zN1McnAgQMxffp0zJw502BTiRvSjBkz8P3336Nbt27YuHEj/P39cf36dRw7dgyBgYGqYhlrhBPg9WQevXv3xoIFC5SJWyIjI9GnTx+9JiVI/eH18uVLfPnll8rYxvp+eKX3QZ/6OVdbWKSMye7r64udO3eiYcOGuHLlCqKjo/HZZ5/plSMA1K5dG8HBwahVqxaOHj2qTDxx5cqVt04ukBE3NzeEh4en+eDetWuXzsNUven3339Psy05ORl9+vRRrurX1fPnzzF48GCsWbMm3eGu9P3VIWUc5pSxp9OTL18+nY4NQx2LKcVfUlIS6tWrh4oVK8LJyUnn2+uif//+ePLkCY4cOYK6devi999/R3R0NMaNG4fJkyerjvdmsXbjxg29ijVjfWn46aefMGjQoDTbk5KS8MUXX2DlypWqY+oyioY+czL07dsXAwcORFRUVKbnPHj48KFygezWrVvRtm1blCpVCt27d8f06dNV55ZamTJlDDZrqqGOHWNM8PVWme4QQpn2+PFjCQwMlObNm8u2bduU7SNGjJCxY8fqHbdYsWLKBYt2dnZy7do1ERGZPn26dOzYUVWsKVOmKH/v379ffHx8JF++fGJtbS21atWSjRs3Ss2aNfXKM2/evHLlyhURESlZsqRs375dRF73abWxsVEVa/78+VKwYEFZtWqV2NraysqVK2XcuHHK32p89tlnWoujo6O4u7tL06ZN0+zLaqVLl5YVK1aIiHZf9eHDh0tgYGBWpqbl/v370rhxY60LjzQajTRu3Fi5sE9X3bp102lR682+hw8ePJCdO3eKl5eXcj2AGhUqVJCZM2eKyP+em+TkZOnZs6eMGDFCdbwUf/31l/j5+UnFihVlwYIFyvb+/ftL37599Yo5e/ZssbCwkC+//FKWLl0qS5culd69e4ulpaWEhITonWt6Ll26JK6urqpu89VXX0nZsmVl3bp1Ym1tLYsWLZKxY8dKoUKFVPepT5GQkCD169dX3oMyyxjHoqWlpdy4ccMg+aXm6uoqR44cERERe3t7uXz5soiIbNy4UWrVqqU6nqWlpdy5c0dERHr27Cn9+vUTEZEbN26Ivb29YZJOJeU6Bl3ly5dP61gRed0/uE2bNlKmTBlDppZp6V3QrG9f3sKFC8uOHTskMTFR3NzclLrg3Llzel/LZIyL7Q117Lx5ofjbFkP0iWYRnQ3FxsbK3Llz5aOPPsrUk2xjYyN//fWXiLx+s4yMjBQRkevXr4uDg4OqWFZWVrJkyZJ09z19+lRq1qwppUuX1ivPTz/9VLloqUePHlK9enX59ddfxdfXV6pXr6463q+//iolSpRQDpSCBQumeePUha5Fmr4XcRmStbW1MhJJvnz55NSpUyIicuXKFcmdO3dWppauo0ePypIlS2Tjxo3KB3d2t3fvXqlatarq29nY2MjNmzdFRCR37txy5swZERG5cOGC6iLyv7B+/XqpVauW5M6dW3Lnzi21atXK1Mg2b7NlyxbJmzevqtu4ubkpF/fZ29vL1atXReT1iDyNGzfWO5fUX+QzyxjHoqenp15f4DJib2+vvDYLFy6sjIJx48YNZYQFNYxRrE2aNCnd7YmJidKhQwdVsY4ePSpOTk6ydu1aERF59eqVfPbZZ1K2bFm5d++eXvkZS0YXOKsxcuRIcXR0lDJlykjhwoXl5cuXIiKycOFCvUfVMsbF9jntc0yERXS2sm/fPunSpYvY2tpKyZIl5dtvv9V7WDGR16N+pFy1XqtWLZkwYYKIvB6OLl++fKpirV27VqysrGTjxo1a2589eya1a9eWUqVKyT///KNXnseOHZPdu3eLiEh0dLT4+vqKvb29VK1aVTmI9BEXF6f67GZO5e7urlwl7enpqZw13LFjh+TKlSsrU1P8X3v3Hhdz+v4P/DVTopNKsWKVUhKKbGKxOjjl0DrsSRIKS7FOhXzWqXycsoR1KN9KsSvsrlO7Dksnm1OSyilFJeusiHLodP/+8Gs+TVPMTDPeM9P1fDx6PLaZ3HPN1j1zz/2+7ut69uwZ8/X1ZYaGhoJSb4aGhmzGjBns2bNnXIf3QTdu3JCoXFO1tm3bChbONjY2gp2Ws2fPSvxhtj6vX78WnGZXtIoQc+fOFfqaM2cO++6775iOjo7EO7Pa2tqCjYG2bdsKdlFzc3Ol+t1UmzNnDlu4cKHU/74meczFY8eOse7du7PY2Fh2//59mf2u7e3tBVf+3NzcmKenJ/v333/ZggULmLm5ucTjyWOxJuvd47i4OKarq8sOHz7MvvzyS9a5c2dB+T1V9ttvv7ENGzYIrhQw9q6Cl7QfkA0NDQXVgWRFlnPn7NmzLDY2Vui26Oho1r59e9ayZUs2depUwd9nQ9AimmMPHjxgq1evZhYWFqxVq1Zs5syZTF1dnV27dq3BYy9cuJCtXLmSMfZu4ayurs4sLCyYhoaGVG8Y//d//8e0tLQEO0HVC2gLCwv277//NjheeXj79i17+fJlg8fJzc2tc6cqOztbsJPDpcmTJ7Ply5czxt7VC9bU1GQDBw5k+vr6zNvbm+PoGCssLGQdO3Zk2tra7Pvvv2chISEsJCSETZ06lWlra7NOnTo1qNySLNWuL5qens6OHTvGHB0dpbrE7e7uztavX88YYywoKIi1bNmSTZkyhZmamjYoFaikpITNmDGDtWzZUvChpOaXNLy8vFhUVJTI7cXFxczLy0uqMZ2cnJizszNzcnJiTk5OzMXFhX333XcsLCyMlZeXSzSWjY2NoH7xgAEDmJ+fH2PsXYpa27ZtpYqPMcZmzpzJmjdvzj777DP2/fffiyz8JSHLuRgYGMhKSkpELkFXfzX0kvTu3bsF9bVTU1OZkZER4/P5rFmzZmLXQa9N1os1eeweHzx4kKmrqzMbGxv25MkTqcb4WK5du8aOHTsmKBlY/cU1Y2NjmV9FlOXccXV1ZWvWrBF8n5mZydTV1dmUKVPY+vXrWevWrdmyZcsaHDOVuOOQm5sbTp8+jeHDh8PDwwOurq5QU1NDkyZNkJGRgc6dO8v08c6dO4dz587B0tKyzhP44ggODsbKlStx+PBhLF26FPfu3UNSUpLUB5lkaefOnUhLS0Pv3r3h4eGBRYsWYcOGDaioqICLiwv27t0raA8tKUdHR3h7e4scIvnll18QHh6OxMREGTwD6VVVVaGqqkrQnXLv3r04e/YsLC0tMW3aNGhoaHAa35w5cxAXF4dTp07hk08+Ebrv4cOHGDx4MAYMGICQkBCOIvyf6o5utV8ae/fujcjISIkP0RQVFeHNmzdo06YNqqqqEBwcLPjdLF68WOrSXzNmzEBCQgJWrFgBT09PbN26Fffu3UNYWBjWrFkDDw8Picfk8/nQ1NTE5MmTsXHjRkH7c2nKdFVVVWHdunU4fPgwysvL4eLiguXLl0NTU1PiuKqFhIRATU0Ns2bNwqlTp+Dm5gbGGMrLy7Fhwwap2/i+r4oAj8dDfHy82GPJci6qqanhwYMHHywt6OjoKPaY7/Pq1StBuVUjIyOZjCkL1e2zf/nlF0RERODWrVuIj48XeS2pS30H08+fPw8LCwuh58llycracnNzMXr0aFy5ckXo9aj6kLOkh2hLS0uRlJRUZ9ULadp+r1+/Hrm5uTI9bC/LuWNsbIzY2FjY29sDAH788UckJSUhOTkZAPDbb79h2bJluH79eoNipkU0h9TV1TFr1iz4+PgItVGW1yJaVgICArBu3Tq0b98eiYmJUp/ar/bo0SP4+/sjLi4Ojx8/Flm8iPNisXLlSqxcuRJ9+/ZFWloavv32Wxw6dAhz5swBn8/H5s2bMWLECGzfvl2qGJs3b460tDSRqgW3bt2Cvb09nj9/LtW4slBRUYFVq1bB29tbIT7M1KV9+/YICwvDkCFD6rz/+PHjmD59OvLz8z9uYHWoXWOUz+ejZcuWaNasmcRjVVRUYM+ePRgyZIhYb/iSMDExwa5du+Dk5CT097l7927ExMTg6NGjEo/J5/MRHx+PKVOmwMzMDPv374eBgYFUi+gVK1Zg+fLlGDhwIDQ1NXHixAm4u7vLtC70nTt3cOnSJVhYWDS4prEsyHou1q6Frog2b96M77//Hs2aNcPmzZvf+7PSLNaqHTp0CN988w2sra0RHx8v9iJfli3TPyY3NzeoqakhPDwcZmZmSElJQWFhIfz8/PDTTz/hiy++EHssWfZiqDZ69GgkJCSgRYsW6NKli0j1EEk/kMh67jRr1gw5OTmC9Um/fv0wdOhQ/PjjjwCA/Px82NjY4OXLlw16HFpEc+j8+fOIiIjAvn37YG1tDU9PT4wdOxbGxsYyW0Tn5OQgISEBjx8/RlVVldB9kpS5q/1p/ujRo+jWrRvatm0rdLs0n+SHDh2KgoICzJw5E8bGxiKfakeOHPnBMSwtLREUFAR3d3ekpqaiV69e2L9/P7766isAwLFjxzB9+nSpGyXo6ekhMTGxziYhTk5ODZ6IDVWz8UZDfKipQ02S1J5u2rQpbt++Xe+L47///gsLCwu8efNG7DFl7fXr14iLi8OIESMAAIsWLRIqk6euro6goCCJF9NaWlq4ceOGzGuX6ujo4Pr16zAxMcGnn36KAwcOwMHBAXl5ebCxsZGq8VH1ok1NTQ1fffUV7t27hyNHjqBFixYSL6ItLS3h7++PadOmAXhXJm/48OF4/fq1YIdbEuXl5XB1dUVoaKjQpoOikdVcBN79Ph49elRvI4+Gqu5JUBuPx0OzZs1gYWGBkSNHCtXMrs3MzAypqakwNDSEmZlZvT/H4/HEXqzJY/eYMYa7d++iZcuWDboa8rEYGRkhPj4etra20NPTQ0pKCqysrBAfHw8/Pz9cvnxZ7LGcnJzQsWNHQS+GjIwMoV4MkpSRrfahDyfSfCCR5dwxNTXF7t270b9/f5SVlUFfXx+xsbEYMGAAAODKlStwdHSUql9GTVQnmkO9e/dG7969sXHjRuzbtw+RkZGYN28eqqqqcPLkSbRr1w66urpSj/9///d/8PHxgZGREVq3bi20OOLxeBItovX09IS+d3d3lzqu2pKTk/HPP/9I3awFAAoKCtCvXz8AgL29PdTV1dG1a1fB/ba2tnjw4IHU4/fv3x+rV69GTEwM1NTUALzbIV+9erXgcbk0YMAAJCUlNfjFR171WY2MjJCfn1/vIjovL++9b9QfQ3R0NP766y/BInrLli3o0qWL4A03KysLxsbGIt38PsTBwaHO2uUNZW5ujry8PJiYmKBTp07Yv38/HBwcEBsbK3U94erXCENDQ5w6dQrTp0/H559/LnaTkZoKCgqEOnwOHDgQPB4P9+/fl2qnqUmTJsjMzJT434lLVg1xZDUXq3Xs2PGDH2ylXQhcvnwZaWlpqKysFDTJyM7OhpqaGjp16oRt27bBz88PycnJ9W7q1KydLasa87Xfb6rVdyVLHIwxWFhY4Nq1awr9IaxaZWWl4P3fyMgI9+/fh5WVFUxNTXHz5k2JxpJlL4Zq8ti1l+XcGTZsGAICArB27VocOnQIWlpaQrv3mZmZEteprwstohWAtrY2vL294e3tjZs3byIiIgJr1qxBQEAABg0a9MFi4fX573//i5UrV2LhwoUNjlGel7natWsndbeoauXl5UIdozQ0NIQuL6mrqzeo/fPatWvRv39/WFlZCSbiP//8gxcvXkiULykvQ4cORUBAAK5cuYLPPvtM0HCkmrgF5aVpeyuOIUOG4Mcff8TJkydF8trevn2LJUuWwNXVVS6PLa5ff/0VCxYsELptz549gjbiv/zyC7Zu3SrxItrX1xfz5s3D3bt36/zdSJuG4OXlhYyMDDg6OiIgIABubm7YsmWLID9YGjXnobq6OsLDw9G5c2f4+vpKPFZFRYXIrn2TJk1QXl4uVWwAMH78eMHroyzJsiGOrOZitcDAwHoXlQ1Vvcu8c+dOQbfH4uJiTJkyBf369cPUqVMxbtw4zJ07FydOnPjgeEFBQfD39xdpz/369WusW7dO7I0bebzf8Pl8WFpaorCwUCkW0V27dkVGRgbMzMzQq1cvBAcHQ0NDAzt27BC8JomrSZMmgqs/rVq1QkFBAaytraGnp4e7d+/KI3ypyHLurFixAmPGjIGjoyN0dHQQHR0t9N4TGRkpk3bklM6hoCorKxEbG4vIyEipF9HNmzdHenq6xBPuY/v777+xfv16hIWFSf0JtDqXs3o3s0+fPti/f79gx+vp06cYNGhQgxbS9+/fx5YtW5CRkQFNTU3Y2tpi5syZnO+gAnjv5XFpW3TL0r///gt7e3s0bdoUM2bMQKdOncAYw40bN7Bt2za8ffsWqampDc6vbwhjY2OcO3dO8DfYsmVLXLx4UfB9dnY2evbsieLiYonGret309D26XWRRX5wUlIS+vbtKzjYU+3UqVM4c+aMRB+y+Hw+hg4dKvThNjY2Fi4uLkJvjpLs8v7www/YtWsXLC0t63yTlfbDg62tLaZNm4YZM2ZAV1dXsHiZNm0ajI2NERgYKPZYspyL8s6Jbtu2LU6ePCmyy3zt2jUMHjwY9+7dQ1paGgYPHoynT59+cLzqg5C14y0sLESrVq04fx2KjY1FcHAwtm/fLnSlUhGdOHECpaWlGDNmDHJycuDm5obs7GwYGhpi7969grQEcQwePBiTJk3CuHHjMHXqVGRmZmLWrFnYvXs3nj17hgsXLkgVoyxadNckj/ex4uJi6OjoCK4gVysqKoKOjk6DD93TIlqFTZ48GT179sT06dO5DkWEgYGB0CXK0tJSVFRUQEtLS+SAgjiXKuurqADIZ8Giqlq0aIHs7GwYGRmJ/I5qk/QScl5eHnx9ffH3338LnTQfNGgQtmzZInJo82PT1NREenq64LJ2bVlZWejevbvEedsfysOXJs1DGfKDxT3QJcmuoyyraNSkra2Na9euoX379jA0NERiYiJsbGxw48YNuLi4NCgVrCHqW5TKio6ODv7880+RVveJiYlwc3PDy5cvkZubi+7du+PFixcfHK++HO74+Hh89913ePLkiVRxymqxZmBggFevXqGiogIaGhoiudENzY+Vt6Kiog++LtclNTUVL1++hLOzMx4/fowJEyYIql5ERkaiW7duEsdSs0X3jh07RFp0r1y5UuIxlRGlc6gwCwsLLFmyBOfPn4eNjY3I4rQhJ6UbauPGjTIdT1a5ePU5ffr0e+/v37+/XB//ffLz83Hy5EmUl5fD0dERXbp0kXqskJAQQR6erH9HZmZmOHbsGJ49e4acnBwA7/5GFWEnHwA+/fRTXL16td5FdGZmpsS5vC9evEB2djbKysrg4OAgswNisswPnjdvHlasWAFtbe16D5pVk2SnVx6X5BMSEmQ+JvBucVV9OLht27a4evUqbGxs8Pz5c7x69UrscWQ5FwE0OM3tQ0aOHAlvb2+sX78ePXv2BABcvHgR/v7+gvMRKSkp6Nix43vHqV7Y8Xg8kRzuyspKlJSUSL2ZU3OxdvjwYZHFmiRk/ZomD97e3mL9nDhVbl6+fAldXV1BmTfgXTrH8ePHBd8nJSVJHiSAbdu2YceOHXB3d0dUVBQWLFgAc3NzLF26VKoPI7KeOx8L7USrMFmdlCb1X5KvxtUOd0JCAkaMGIHXr18DeJfHGhkZifHjx3MSjzKbPXs2Tp06hUuXLonk8r5+/Rr29vYYOHAgNm3aJNZ46enpGDZsGB49egTGGHR1dbF///4GHY6qae7cuWjatGmD84OdnZ1x8OBB6Ovrv3enF5DfIlYc+/btw5EjR1BWVoYBAwbI9ArbuHHjYG9vL/hA8fPPP2PkyJE4efIkevToIVbKiTLOxZKSEsydOxe7du1CRUUFgHdxT5w4ESEhIdDW1kZ6ejoAvPfgd3R0NBhj8Pb2xsaNG4VyuDU0NNC+fXt8/vnnUsXYqVMnLFu2DO7u7oJUm5qLtS1btkg1rqLi8/kwNTWFnZ3dez9EHTx48INjOTk54cSJE0IpVTVV96mQprpUzapDrVq1wsmTJ9GtWzfk5OSgd+/eKCwsFHssZZw7Ag1u10IUUlVVFcvPz2evXr3iOpQPqt3CtvrrxYsX7O3bt1yHxxhj7Pnz50JfT548YX///Tfr1asXO3XqFGdx9e3bl40cOZLdv3+fFRUVMV9fX2ZsbCzTx3j06BG7cuWKSCc/VfPw4UPWunVrZmJiwoKDg9mhQ4fYoUOH2Nq1a1m7du2YsbGxRO2BBw8ezPr06cPOnj3L0tLS2OjRo5mFhYXM4pVllz1Ft23bNsbj8VjHjh1Zt27dGJ/PZ/7+/jIbv7CwkN27d48xxlhlZSVbvXo1c3NzY/PmzRO7k+bHmIvy8vLlS8G8bkiH18TERIm7UH6IpqYmy8/PZ4y9awGenp7OGHvXLbZFixZSj/v69WuZtU+XJV9fX2ZgYMC6d+/ONm3axAoLC6Ueq2vXruzLL79klZWVIvclJSUxbW1tNnPmTKnGlmWLbmWeO7SIVlGVlZWsSZMmdbaqVjS1W9nW/jIxMWFLly6t84WAa4mJiaxHjx6cPb6enp5Qi/jS0lKmpqbGnj592uCxU1NTWZcuXQTthWu3HlZFubm5bMiQIULPmc/nsyFDhrDbt29LNJahoSG7dOmS4Ptnz54xHo8nszfr6jbadX05OztLNJaXl9cHv7hsH9+5c2dBO2DG3rWr1tLSavC49X2Al2ZxJc+5qCz4fD579OiRyO1Pnz6V+jVDlou1kpISNmPGDNayZcs632sUxZs3b9iePXvYwIEDmZaWFvvmm2/Y8ePHWVVVlUTj3Lt3j5mbmzNPT0+h20+fPs10dXWZr6+v1DHKskW3Ms8dSudQYV26dEFERAR69+7NdSjvtWvXLkHOm4ODA4B3eXjR0dFYvHgxnjx5gp9++gnz58/Hf/7zH46jFZaVlQV7e3upGlvIQl2n92te8myIbt26oUOHDli4cCE++eQTkcMssq57rEiKiopw69YtANLnbdf3u8nMzHxvqhUXZHkJWR40NTVx48YNQaWUqqoqaGpqIj8/H8bGxlKPW30g+UPESdeS51yUJ1nVxwbqryZy//59dOjQQXC5XhJTpkxBu3btsGzZMmzduhXz589H3759kZqaijFjxiAiIkLssWbMmIGEhASsWLECnp6e2Lp1K+7du4ewsDCsWbMGHh4eEscnb3fu3EFUVJQg5ebatWvQ0dER+9/fvn0bX3zxBb755hts2rQJycnJGDp0KDw8PBAaGip1XLJs0a2scwegg4Uqbc2aNZg/f77Cl/OJjo7G+vXr8e233wpuc3Nzg42NDcLCwhAXFwcTExOsXLmSs0V07UNcjDE8ePAAa9asaVCTGFk4ceKEUA5iVVUV4uLicPXqVcFtktamBYDc3Fz88ccfnFfN4EKLFi0EH+ga4vr163j48KHge/b/y/rVzEFUhHbVPj4+iImJQV5eHry8vDB+/HiFOfAJvKslXrOcHZ/Ph4aGhlSLsppq5ngzxjBs2DCEh4eLdGIVl7zmorzIqj52dbtvHo+H8PBwoUVeZWUlTp8+jU6dOkkV444dOwTddmfMmAFDQ0OcPXsWX375paAbprhiY2Oxa9cuODk5wcvLC1988QUsLCxgamqKX3/9VSEX0TUrT0lz9qZDhw44fvw4nJycUFxcjIMHD8Ld3b1BC+jquGqeFRo7dizGjh0r9XjKNneq0U60ClOWcj6amprIzMwUKdWVk5ODbt264dWrV8jLy0OXLl0+eFLexcUFBw4cEOnY9uLFC4waNUrqElj1ldDr3bs3IiMjpX6DaChx2idLW9pv1KhR8PT0FLROJ5L5GGUXZbmL+PbtWxw4cACRkZE4e/Yshg8fjsmTJ2Pw4MESl9SSNT6fj++//16oicfWrVsxfvx4oTdeaetEV2vI7pc856K8yKo+dvWVlTt37uDTTz8VqslbfbAwKCgIvXr1kii+iooKrFq1Ct7e3lJ1uaxNR0cH169fh4mJCT799FMcOHAADg4OyMvLg42NDWdXFGurOReTk5MxYsQIeHl5wdXVVay/s2o1yxKeOXMGo0ePxqhRoxAWFiY0p6sb7XyIJBWBJNkcUMa5U412olWYMpTzAd51LKyrC1lERISg+UZhYSEMDAw+OFZiYqLIYgIA3rx5g3/++UfqGGuX0OPz+WjZsqVIFYePrXqHRh7Cw8MxceJEXL16FV27dhUpkaiIuwKKRN5lF2XZZQ8AmjZtCnd3d7i7uwsuIfv6+kp1CVnW+vfvL9LquE+fPkIVhrhe6MtzLsrL7du3MXz4cADvFrulpaXg8XiYO3cuXFxcxF5EV/+tOzs748CBA2K9VotDXV0dwcHBmDBhgkzGMzc3R15eHkxMTNCpUyfs378fDg4OiI2NFdl44Yqvry/27t2Ldu3awdvbGzExMTAyMpJqLH19faF5wRjD/v378dtvvwm+l2Rx2r1793o3BmqSdMGrjHOnGi2iVdjEiRO5DkEsP/30E7755hscO3ZMUKs0NTUVWVlZ+P333wG8q1363Xff1TtGzU/ItS+hV1ZW4vjx41JfogVUO/+3PufOncOZM2dw7NgxkfsUdVdAkcj7b2bVqlUICQkR7CJu2rRJaBexIRp6CVnWEhMTuQ5BJcmqPnY1eZRAHDBgAJKSkqTuZluTl5cXMjIy4OjoiICAALi5uWHLli0oLy9v8FUMWQkNDYWJiQnMzc2RlJRUbx1nccsuypK8NwaUEaVzNBJv3rwR2aEV9xLOx5CXl4ewsDBkZ2cDAKysrDBt2jSxXzhrHhCq609aU1MTP//8s9iF7IH/5fmJg8vGNfLSvn17jBgxAkuWLMEnn3zCdTikFll32ZPVJWRlpqgHP+VFFvWxa/v3339x5MiROlOMpFmohoaGIjAwEB4eHnW2em/IFbE7d+7g0qVLsLCwUIizCQAwadIksa6qyKOZEZEcLaJVWGlpKRYuXIj9+/fXWfhcEXaYZOXOnTtgjMHc3BwpKSlCneE0NDTQqlUroTw9cdR+I33y5AlevXoluOz3/PlzaGlpoVWrVirZuEZXVxfp6eno0KED16GQOnz66ac4duwYbGxsYGtri0WLFsHd3R3nzp2Dq6sriouLxR6r9iVkDw8PqS8hK5MxY8YIfR8bGwsXFxeRhZo0i0llUFRUhDdv3qBNmzaoqqpCcHCwoMLC4sWLJU7LiIuLw5dffglzc3NkZWWha9euyM/PB2MMPXr0kOpMyvs+wNEVMW7t3r0boaGhyMvLw7lz52BqaoqNGzfCzMwMI0eO5Dq8j4LSOVTYggULkJCQgO3bt9dZzkeR/PPPPwgLC0Nubi5+++03tG3bFrt374aZmRn69ev3wX9ffelclrlVNS9d7dmzB9u2bUNERISgLfTNmzcxdepUiU+IK4sxY8YgISGBFtEKqn///jh58iRsbGzwzTffYPbs2YiPj8fJkycxYMAAicaS5SVkZVLzUCIA5eiQJkM1K7Dw+XwEBAQ0aLxFixbB398fgYGB0NXVxR9//IFWrVrBw8MDrq6uUo0p63zZuLg4xMXF4fHjxyJji9NKm7yzfft2LF26FHPmzMHKlSsFH2b09fWxcePGRrOIpp1oFWZiYiIo59O8eXOkpaXBwsICu3fvRkxMDI4ePcp1iACAP/74A56envDw8MDu3btx/fp1mJubY8uWLTh69KhEcUZHR8PIyEhwWGbBggXYsWMHOnfujJiYGKnzVDt06IDff/8ddnZ2QrdfunQJX3/9tUrmiq1cuRIbN27E8OHDYWNjI3KwUBVTWJSJLHcR6RJy4yJOfWwejydoBS6umlevDAwMkJycjC5duiAjIwMjR45Efn5+A6JuuMDAQAQFBcHe3h7GxsYi/w+4qoOujDp37oxVq1Zh1KhRQlVtrl69CicnJzx9+pTrED8KWkSrMGUp52NnZ4e5c+diwoQJQpPx8uXLGDp0qNAhwQ+xsrLC9u3b4eLignPnzmHAgAHYuHEj/vzzT6irq0u9k6alpYWkpCTBwcdqKSkpcHJykuoQjqJ7X14oj8dTyRQWorhkXe6sMTt8+HC99507dw6bN29GVVUV3rx5I9G4rVu3RkJCAqytrdG5c2esWbMGX375JTIyMtC3b1+p33NKS0uRlJRUZ561JB/mjY2NERwcDE9PT6niIP+jqamJrKwsmJqaCr1v5+TkwNbWtsE13JUFpXOosPeV86l9GZNLN2/eRP/+/UVu19PTw/PnzyUa6+7du4LmIIcOHcLXX3+N77//Hn379oWTk5PUMQ4YMADTpk1DeHg4evToAeDdLrSPjw8GDhwo9biyUllZiZCQkHprBktTE1wVd9e58vvvv9f7u0lLS5N63KqqKty6davOS9N1zSllpq6ujnXr1sms3JksGRgYiF1iTxHq89d1qf3mzZsICAhAbGwsPDw8EBQUJPG4vXv3RnJyMqytrTFs2DD4+fnhypUrOHDggNSdcy9fvoxhw4bh1atXKC0tRYsWLfD06VPBeRRJFtFlZWXo06ePVHEQYWZmZkhPTxe5unv8+HFYW1uLPY6yzZ3aaBGtwuor51NWViZ2/c+PoXXr1rh165ZIJY7k5GSJmx7o6OigsLAQJiYm+PvvvzFv3jwAQLNmzRr0yTgyMhITJ06Evb29IK2hoqICQ4YMQXh4uNTjykpgYCDCw8Ph5+eHxYsX48cff0R+fj4OHTqEpUuXch1eo7Z582ZBW/vDhw/Dy8sLt2/fxsWLFzFjxgypxz1//jzGjRsnOFRbk6oeuHJxcZFZuTNZUpaa/HW5f/8+li1bhujoaAwZMgTp6elSd7jdsGGDYLc5MDAQJSUl2LdvHywtLaUuITd37ly4ubkhNDQUenp6OH/+PJo0aYLx48dj9uzZEo01ZcoU7NmzB0uWLJEqFmVS+9Ds+0hyhTYoKAj+/v6YN28eZsyYgTdv3oAxhpSUFMTExGD16tUSvScq89wBKJ1DJYWEhGDu3Lkit9cs5+Pj44MzZ85wEJ2o1atX45dffkFkZCQGDRqEo0eP4s6dO5g7dy6WLFmCH374QeyxPDw8kJWVBTs7O8TExKCgoACGhoY4cuQI/vOf/wi1EJVGdnY2srKyAACdOnVCx44dGzSerHTo0AGbN2/G8OHDhfISN2/ejPPnz2PPnj1SjSvrclWNUadOnbBs2TK4u7sLXfZcunQpioqKsGXLFqnG7d69Ozp27IjAwMA68zsV6WqTrMiz3FljU1xcjFWrVuHnn39G9+7dsXbtWnzxxRdchyVCX18fFy5cgJWVFfT19XHu3DlYW1vjwoULmDhxouD1uD7VGynAuys30dHRsLW1ha2trcg5D1V6TfPy8hL8N2MMBw8ehJ6eHuzt7QG8u5L6/PlzjBkzRqKzDmpqanjw4AFatWqFX3/9FcuXL8ft27cBAG3atEFgYCAmT54s2yejwGgRrYI0NTURFhZW52XPkpISuLq64unTpx988flYGGNYtWoVVq9eLcgtbtq0Kfz9/bFixQqJxnr+/DkWL16Mu3fvwsfHR3AifNmyZdDQ0MCPP/4o8/gVgba2Nm7cuAETExMYGxvjr7/+Qo8ePZCbmws7OzuJyp1Vk0e5qsZIS0sLN27cgKmpKVq1aoWTJ0+iW7duyMnJQe/evessPykObW1tZGRkCNKXGgNlK3emqPX5g4ODsXbtWrRu3RqrVq2SeSWFsrKyOlOMTExMJB6rZcuWggOzHTt2xM8//4whQ4YgKysLn332GUpLS9/7752dncV+LHk0i1EECxcuRFFREUJDQwWlXisrK+Hr64vmzZtj3bp1Yo/F5/Px8OFDtGrVSnDbq1evUFJSInRbQynq3KmN0jlU0O7du+Hp6Ql9fX2hnZmSkhIMHToUjx8/VqgOYDweDz/++CPmz5+PW7duoaSkBJ07d5aqzbC+vn6dO3sNTV/5UJMWrksjffrpp3jw4AFMTEzQoUMH/P333+jRowcuXryIpk2bSjWmPMpVNUatW7dGUVERTE1NYWJigvPnz6Nbt27Iy8v7YPvc9+nVqxdu3brVqBbRytAeWBnq8wcEBEBTUxMWFhaIjo5GdHR0nT8n6UHs7OxsTJ48GWfPnhW6XdL20jXZ2dnh4sWLsLS0hKOjI5YuXYqnT59i9+7dYqWdqOrCWBLVDZRq9kpQU1PDvHnz0KdPH4kW0QBErnppaWlBS0urwXEqw9ypjRbRKujrr7/G8+fP4e7ujr/++gtOTk4oLS0VVLpITExEmzZtuA5T7O6Bki5QG1pzui7Pnj0T+r68vBxXr17F8+fP4eLiItWYsjR69GjExcWhV69e+OGHHzB+/HhERESgoKCgztQecdy4cQMxMTEA3h3qev36NXR0dBAUFISRI0fCx8dHlk9BZbm4uODIkSOws7ODl5cX5s6di99//x2pqakS5S0Cwu3tf/jhB/j5+eHhw4d1liBUlA5sjY0y1OefMGGC2Ie5JOHl5QV1dXX8+eefdaYYSWPVqlWC1uQrV67EhAkT4OPjA0tLS0RERIg1hjjzTF1dHa1bt8agQYPg5ubWoJgVTUVFBbKysgQ9DqplZWVJ9cG0Y8eOH/zdSnMIUBnmTm2UzqHCgoODsXLlShw+fBhLly7FvXv3kJSUpDDlofh8PkxNTWFnZ/feHTlJanfKsub0h1RVVcHHxwcdOnTAggULZDauLJw/f15wCVTaNwR5latqbKqqqlBVVQV19Xd7Fnv37hX8bqZNmwYNDQ2xx6qu71vffKm+TxFTG2RFVuXO5EVZ6vPLg7a2Ni5duoROnTpxHYqQmvnB9amqqsLjx4+RlJQEf39/qaqTKKp58+Zh165d+M9//gMHBwcAwIULF7BmzRp4enpKlAvO5/OxcePGD565mDhxosRxKuXcYUSlLVy4kPH5fGZubs4KCgq4DkeIr68vMzAwYN27d2ebNm1ihYWFDR6ze/fuLDo6mjHGmI6ODrt9+zZjjLG0tDT2ySefNHj82rKysljr1q1lPq4kysrKmJeXF8vNzZXJeIGBgaykpISNHDmS7dixgzHGmJ+fH7OwsGD//e9/WY8ePdiAAQNk8lhEMvn5+WJ/qaK0tDTWunVr1rx5c6ampsZatmzJeDwe09bWZmZmZlyHxxhjTFtbm925c4cxxljbtm3ZhQsXGGOM5ebmMm1tbS5Dkzt7e3v2zz//yHRMZ2dn9uzZM5Hbi4uLmbOzs0wfizHGYmNjWbt27WQ+LpcqKyvZ2rVrWZs2bRiPx2M8Ho+1adOGrV27llVUVEg0Fo/HY48ePZJLnMo4d2gRrYJGjx4t9NW0aVPm4OAgcrsiePPmDduzZw8bOHAg09LSYt988w07fvw4q6qqkmo8TU1NlpeXxxgTXkTfvn2bNW3aVFZhC/z111/MyMhI5uNKqnnz5jJbRPP5fPbo0SN2+/ZtlpGRwRhjrKSkhE2bNo3Z2NiwMWPGqOwiTR5MTU1ZYGCg4M2BSM/R0ZFNnTqVVVZWCuZ3QUEB69+/P/vjjz+4Do8xxpiNjQ1LTExkjDE2YMAA5ufnxxhjbNOmTaxt27ZchiYXxcXFgq+4uDj2+eefs4SEBPb06VOh+4qLi6Uav75F26NHj5i6unpDwxfx7NkzhXl/lIeG/C4Y+9/7gzwo49yhnGgVVPsyi7u7O0eRfFjTpk3h7u4Od3d33LlzB1FRUfD19UVFRQWuXbsm8eFCWdacrqlmmSTg3UGZBw8e4K+//pLqspWsjRo1CocOHZI6/7km9v9TBWr+/9LW1kZoaGiDx26M5syZg6ioKAQFBcHZ2RmTJ0/G6NGjpT7wWdv169frTG1QxXJv6enpCAsLA5/Ph5qaGt6+fQtzc3MEBwdj4sSJEueYy0N99fnLy8tVqoRaNX19faH8WMYYBgwYIPQzTIoUo5r5/9evXxfqXFtZWYnjx4+jbdu2DYi8bvr6+lJ3tlUGDa1wweSYAayMc4cW0SpIkpqPiqRmvqe0+ZxTp07F7NmzERkZCR6Ph/v37+PcuXPw9/dvUIH9y5cvC+Wi8vl8tGzZEuvXrxf7gKQ8WVpaIigoCGfOnKmzfq6kuaLyOHTUWM2ZMwdz5sxBWloaoqKi8MMPP8DX1xfjxo2Dt7e3oAOmpHJzczF69GhcuXJF6G+z+nenijnRTZo0EZS5a9WqFQoKCmBtbQ09PT3cvXuX4+jeqflBduDAgcjKyhLU51fFw57yqn7RvXt38Hg88Hi8Og9va2pq4ueff5bLY6uaR48ewd/fH3FxcXj8+LHIQliS1wp5VshRxrlDBwsJp96+fYsDBw4ISvCMGDECXl5ecHV1fW9N2PowGdacBt69YKxbtw6HDx9GeXk5XFxcsHz5cmhqako8ljyZmZnVex+Px0Nubq7YY/H5fOjp6cnl9DV5V9ll27ZtWLhwIcrLy2FjY4NZs2bBy8tLog8vbm5uUFNTQ3h4OMzMzJCSkoLCwkL4+fnhp59+UsjGGQ01ePBgTJo0CePGjcPUqVORmZmJWbNmYffu3Xj27BkuXLjAdYhERqo7cZqbmyMlJQUtW7YU3KehoYFWrVoJlWwj9Rs6dCgKCgowc+bMOqumyLpOeGNCi2jCGV9fX+zduxft2rWDt7c3PDw8YGRkJNVYeXl5QgvJsrKyBtecBoAVK1Zg+fLlGDhwIDQ1NXHixAm4u7tzXhdanuR5+roxKy8vx8GDB7Fz506cPHkSvXv3xuTJk/Hvv/9i69atcHFxkaizpJGREeLj42Fraws9PT2kpKTAysoK8fHx8PPzw+XLl+X4bLiRmpqKly9fwtnZGY8fP8aECRMElU4iIiLQvXt3rkME8K5RUfWuX+2dO1V+7QDeNbxKSUmp87nX1QDsQ5KSktC3b19BdZtqlZWVOHPmDPr379+geBsDXV1d/PPPPwozP95H2eYOLaIJZ/h8PkxMTGBnZ/feHThx8tOqy+U5OzvDxcUFzs7OMsmXs7S0hL+/P6ZNmwYAOHXqFIYPH47Xr19LtVOuDOrqSEWkl5aWhp07dyImJgZ8Ph8TJkzAlClThMqAXb16FT179sTr16/FHtfAwABpaWkwMzNDhw4dEB4eDmdnZ9y+fRs2NjaCKzHk4woMDERQUBDs7e3r3PWTpGSnsomNjYWHhwdKSkrQvHlzoefO4/GkunpVs810TYWFhWjVqpVKpi3JWufOnfHrr7/Czs6O61DeSxnnDuVEE87IsuB/fHw8EhMTkZiYiJiYGJSVlcHc3FywoHZ2dsYnn3wi8bgFBQUYNmyY4PuBAwcKcq0Vpd428G5XJioqqt5P8JK06KZ8aNnq2bMnBg0ahO3bt2PUqFEiTVGAd+k4Y8eOlWjcrl27IiMjA2ZmZujVqxeCg4OhoaGBHTt2NOgQrSJzcXHBgQMHoK+vL3T7ixcvMGrUKIVoRR8aGoqoqCh4enpyHcpH5+fnB29vb6xatUomHeyA/x1KrK2wsFDk7Aep28aNGxEQEICwsDCRQ/eKRBnnDu1EE5Xz5s0bnD17VrCoTklJQXl5OTp16oRr165JNJaamhoePnwolI+nq6uLzMzM9+Yhf2wzZ85EVFQUhg8fXucn+JCQELHHop1o2bpz5w5MTU1lPu6JEydQWlqKMWPGICcnB25ubsjOzoahoSH27t0rUiFBFdT3t/n48WO0bdsW5eXlHEX2P4aGhkhJSUGHDh24DuWj09bWxpUrV2TyIa660srhw4fh6uoqVM2msrISmZmZsLKywvHjxxv8WKrOwMAAr169QkVFBbS0tEQ+yCvK+RZlnDu0E01UTrNmzeDi4oJ+/frB2dkZx44dQ1hYGLKysiQeizGGSZMmCb2Av3nzBtOnTxfaBeG6JNLevXuxf/9+oV1zacnz9HVjVL2ALisrq/MqgYmJiVTjDhkyRPDflpaWyMrKQlFREQwMDFTuagJX5c6kMWXKFOzZs6dB1YCU1ZAhQ5CamiqTRXT1mQzGGHR1dYUOc2toaKB3796YOnVqgx+nMdi4cSPXIYhFGecO7UQTlVFWVobz588jISEBiYmJuHDhAtq1a4f+/fujf//+cHR0lHjBIk67WID7soJt2rRBYmIiOnbsyGkcRFR2djYmT56Ms2fPCt0uTe1cAGKXVFTEQzjSqi5/CdRdp7a63BlX5SZr1pGvqqpCdHQ0bG1tYWtrK7Lrp6j1bqV15MgRwX8/efIEQUFB8PLygo2Njchzl6Z2eWBgIObPny+z9BCiWJR97tAimqgEFxcXXLhwAWZmZnB0dMQXX3wBR0dHGBsbcx3aR7F+/Xrk5uZiy5YtKrcLqeyqKwsEBATUmWrTrVs3icarPkRrZ2f33sYHingIR1qKXu7M2dlZrJ/j8XgKkbctS+IesJb0A2N9V1T09PTQsWNH+Pv7Y9CgQWKPR9558+aNSGOmhjZgaQhlnzu0iCYqoUmTJjA2NsaoUaPg5OQER0dHGBoach2WXNXuzhYfH48WLVqgS5cuIp/guU43acy0tbVx6dIloWocDTFjxgzExMTA1NQUXl5eGD9+PFq0aCGTsRUdlTtrPKKjo+u8/fnz57h06RL27duH33//HW5ubh85MuVTWlqKhQsXYv/+/SgsLBS5nyqcSI8W0UQllJaW4p9//kFiYiISEhKQnp6Ojh07wtHRUbCorrl7pQrETTUBuE83acx69uyJkJAQ9OvXT2Zj1mxSdPbsWQwfPhyTJ0/G4MGDVfpKhDKUOysuLkZlZaXIB5uioiKoq6tzuusnL/Hx8Zg5cybOnz8v8vyKi4vRp08fhIaGyrQB0IYNG/D777+LpEkRUTNmzEBCQgJWrFgBT09PbN26Fffu3UNYWBjWrFkDDw8PrkMEoKRzhxGigl68eMGOHj3K5s+fz3r27Mk0NDRYly5duA6LNBLFxcWCr7i4OPb555+zhIQE9vTpU6H7iouLG/xY+fn5bPny5czc3JyZmJiwly9fyuAZKCYej8ceP34scvvNmzeZrq4uBxGJcnV1ZVu3bhW5ffv27Wzo0KEcRCR/bm5ubMOGDfXev2nTJjZq1CiZPubNmzeZgYGBTMdUVe3atWMJCQmMMcZ0dXVZTk4OY4yxXbt2KdTfpDLOHarOQVSStrY2WrRogRYtWsDAwADq6uq4ceMG12GRRkJfX19oR5gxJlJyjkl5sLC26kN3jDGF2ImVh+rUJR6PJ1Itp7rcWZ8+fbgKT8iFCxfqPADl5OSEH3/8kYOI5C8jIwNr166t9/7Bgwfjp59+kuljvn37FhoaGjIdU1UVFRUJKqY0b95cUNKuX79+8PHx4TI0Ico4d2gRTVRCVVUVUlNTBekcZ86cQWlpKdq2bQtnZ2ds3bpV7AMMyuJDnR5rSktLk3M0pKaEhAS5jl8znSM5ORkjRozAli1b4OrqqpKdNJWp3Nnbt29RUVEhcnt5eblEHSmVyaNHj+psIlRNXV0dT548keljKlKbd0Vnbm6OvLw8mJiYoFOnTti/fz8cHBwQGxsr0riIS8o4d2gRTVSCvr4+SktL0bp1azg7OyMkJAROTk5KVbRdUqNGjRL895s3b7Bt2zZ07twZn3/+OQDg/PnzuHbtGnx9fTmKsPFydHSU29i+vr7Yu3cv2rVrB29vb8TExMDIyEhuj6cIqnP627dvD39/f4XuVOfg4IAdO3bg559/Fro9NDQUn332GUdRyVfbtm1x9epVWFhY1Hl/ZmamxJWSapY+q6m4uBhpaWnIzs7G6dOnJY61MfLy8kJGRgYcHR0REBAANzc3bNmyBeXl5QpVNk4Z5w4dLCQqISwsDM7Ozo22TvKUKVNgbGyMFStWCN2+bNky3L17V6VqBiuDms1BPsTW1laisfl8PkxMTD54JYIqsnDjzJkzGDhwIHr27ClI4YmLi8PFixfx999/y/RwnaL44YcfkJiYiIsXL6JZs2ZC971+/RoODg5wdnbG5s2bxR6zviuHzZs3h5WVFXx8fBSqa6wyuXPnDi5dugQLCwuJX3/kSRnnDi2iCVEBenp6SE1NhaWlpdDtOTk5sLe3R3FxMUeRNU4185Q/lHIjaR7zpEmTxErjUaWKLMpWMzg9PR3r1q1Deno6NDU1YWtri0WLFonMT1Xx6NEj9OjRA2pqapg5cyasrKwAAFlZWdi6dSsqKyuRlpaGTz75hONIiaJTtrlDi2hCVEDr1q2xZs0aTJo0Sej2qKgoLFy4EI8ePeImsEbqzp07gv++fPky/P39MX/+fEGqzblz57B+/XoEBwcLpeWQulHNYMV3584d+Pj44MSJE4ImQDweD0OGDMHWrVtp15ioJFpEE6IC1qxZg8DAQEydOhUODg4A3p10joyMxJIlSxAQEMBxhI2Xg4MDli9fjmHDhgndfvToUSxZsgSXLl3iKDLVoag1gxWtO9zH8OzZM9y6dQuMMVhaWsLAwIDrkIgSUpa5Q4toQlTE/v37sWnTJkEpP2tra8yePRvffvstx5E1bpqamkhLS4O1tbXQ7Tdu3ECPHj0U9tS5MsnOzkbv3r0Fpbu49OrVKyxYsIC6wxEiIWWcO6pXC4mQRurbb7/FmTNnUFRUhKKiIpw5c4YW0ArA2toaq1evFtpVKSsrw+rVq0UW1kQ6ilQzeP78+YiPj8f27dvRtGlThIeHIzAwEG3atMGuXbu4Do8QhaWMc4d2oglRIWVlZXj8+DGqqqqEbjcxMeEoIpKSkgI3NzcwxgQn4TMzM8Hj8RAbGytIvyHSmzNnDrKysnD8+HGuQ4GJiQl27doFJycnNG/eHGlpabCwsMDu3bsRExODo0ePch0iaWQKCgree7+ivD8o49yhOtGEqICcnBx4e3uL5ITKqisekZ6DgwNyc3Px66+/IisrCwDw3XffYdy4cQpd71iRKFPNYGXpDkcaj/bt27+3oo+ivD8o49yhRTQhKmDSpElQV1fHn3/+CWNjY7E7GZKPQ1tbG99//z3XYSity5cv13l78+bNMWjQIBw4cEBhqj8oS3c40njUnj/l5eW4fPkyNmzYgJUrV3IUlShlnDuUzkGICtDW1salS5fQqVMnrkMh9bh+/ToKCgpETpx/+eWXHEVE5CEkJARqamqYNWsWTp06JUjlqe4ON3v2bK5DJAQA8Ndff2HdunVITEzkOhQAyjl3aBFNiAro2bMnQkJC0K9fP65DIbXk5uZi9OjRuHLliqABCwDB1QJFuZRK5ENRu8MRcuvWLXTr1g2lpaVch1InZZg7tIgmRAXEx8dj8eLFWLVqFWxsbNCkSROh+xWxvmZj4ebmBjU1NYSHh8PMzAwpKSkoLCyEn58ffvrpJ4VsZUsIUR0vXrwQ+p4xhgcPHmD58uXIyspCeno6N4GpAFpEE6IC+Px31Spr50LTwULuGRkZIT4+Hra2ttDT00NKSgqsrKwQHx8PPz+/evN9ifK6ePEiEhIS6qyUs2HDBo6iIo0Vn8+v872hXbt22Lt3r6CTqiKIi4tDXFxcnXMnMjKSo6jqRwcLCVEBCQkJXIdA6lFZWQldXV0A7xbU9+/fh5WVFUxNTXHz5k2OoyOytmrVKixevBhWVlb45JNPhBYvdOCXcKH2+wOfz0fLli1hYWEBdXXFWQYGBgYiKCgI9vb2SnNAXnH+7xFCpObo6FjvfVevXv2IkZDaunbtioyMDJiZmaFXr14IDg6GhoYGduzYISjnRFTHpk2bEBkZiUmTJnEdCiEA3v/+oEhCQ0MRFRUFT09PrkMRGy2iCVFBL1++RExMDMLDw3Hp0iVK5+DQ4sWLBQd3goKCMGLECHzxxRcwNDTEvn37OI6OyBqfz0ffvn25DoMQIffv30dycnKdaRKzZs3iKCphZWVl6NOnD9dhSIRyoglRIadPn0ZERAT++OMPtGnTBmPGjMFXX32Fnj17ch0aqaGoqAgGBgZKcbmSSCY4OBj379/Hxo0buQ6FEABAVFQUpk2bBg0NDRgaGoqkGOXm5nIY3f8sXLgQOjo6WLJkCdehiI0W0YQouYcPHyIqKgoRERF48eIFvv32W4SGhiIjIwOdO3fmOjxCGpWqqioMHz4c2dnZ6Ny5s0ilnAMHDnAUGWms2rVrh+nTp2PRokWCQ+iKaPbs2di1axdsbW1ha2srMncU8VAupXMQosTc3Nxw+vRpDB8+HBs3boSrqyvU1NQQGhrKdWiNnre3t1g/p4gnzon0Zs2ahYSEBDg7O4vs+hHChVevXmHs2LEKvYAGgMzMTHTv3h2A6FkeRZ1HtBNNiBJTV1fHrFmz4OPjA0tLS8HtTZo0oZ1ojvH5fJiamsLOzg7ve5k9ePDgR4yKyJuuri727t2L4cOHcx0KIQCABQsWoEWLFggICOA6FJVDO9GEKLHk5GRERETgs88+g7W1NTw9PTF27FiuwyIAfHx8EBMTg7y8PHh5eWH8+PFo0aIF12EROWvRogU6dOjAdRiECKxevRojRozA8ePH62zGpYhpEsqCdqIJUQGlpaXYt28fIiMjkZKSgsrKSmzYsAHe3t6CGsXk43v79i0OHDiAyMhInD17FsOHD8fkyZMxePBghb08SRpm586dOH78OHbu3AktLS2uwyEE//3vf7F06dJ6a5fHx8dzGN3/ODs7v/d1UVHirIkW0YSomJs3byIiIgK7d+/G8+fPMWjQIBw5coTrsBq9O3fuICoqCrt27UJFRQWuXbsGHR0drsMiMmZnZ4fbt2+DMYb27duL7PqlpaVxFBlprAwMDBASEqLwtcvnzp0r9H15eTnS09Nx9epVTJw4EZs2beIosvpROgchKsbKygrBwcFYvXo1YmNj6eCagqhuvcsYo7rdKmzUqFFch0CIkKZNmypF7fKQkJA6b1++fDlKSko+cjTioZ1oQgiRk5rpHMnJyRgxYgS8vLzg6uqq8CflCSGqYfXq1Xjw4AE2b97MdShSuXXrFhwcHFBUVMR1KCJoJ5oQQuTA19cXe/fuRbt27eDt7Y2YmBgYGRlxHRYhpJFJSUlBfHw8/vzzT3Tp0kXpapefO3cOzZo14zqMOtEimhBC5CA0NBQmJiYwNzdHUlISkpKS6vw5RX8DIx/WokULZGdnw8jI6IOdKBVxN42oNn19fYwZM4brMD6odoyMMTx48ACpqakK28WQFtGEECIHEyZMoAocjURISIigCg61+yaKZufOnVyHIBY9PT2h7/l8PqysrBAUFITBgwdzFNX7UU40IYQQQgjhTGVlJc6cOQMbGxsYGBhwHY7YaBFNCCGENNCLFy/E+rnmzZvLORJChBUWFmLp0qVISEjA48ePUVVVJXS/oqQYNWvWDDdu3ICZmRnXoYiN0jkIIYSQBtLX139v+g5jDDwej8obko/O09MTt27dwuTJk0WarSiSrl27Ijc3V6kW0bQTTQghhDRQzYOjjDEMGzYM4eHhaNu2rdDPOTo6fuzQSCOnq6uL5ORkdOvWjetQ3uv48eNYtGgRVqxYgc8++wza2tpC9yviVRxaRBNCCCEypquri4yMDJibm3MdCmnkevbsiZ9//hm9e/fmOpT3qlk7v+ZuuSJfxaF0DkIIIYQQFbVt2zYEBARg6dKl6Nq1q0idaEXZ4U1ISOA6BInRIpoQQgghREXp6+vjxYsXcHFxEbpd0XZ435fqdPXq1Y8YifhoEU0IIYTIgaIe4CKNi4eHB5o0aYI9e/Yo9MHC2l6+fImYmBiEh4fj0qVLCrPYr4kW0YQQQkgD1e629ubNG0yfPl3kcBR1qCQf29WrV3H58mVYWVlxHYpYTp8+jYiICPzxxx9o06YNxowZg61bt3IdVp1oEU0IIYQ0UO1ua+PHj+coEkKE2dvb4+7duwq9iH748CGioqIQERGBFy9e4Ntvv8Xbt29x6NAhdO7cmevw6kXVOQghhBBCVNRvv/2G5cuXY/78+bCxsRE5WGhra8tRZO+4ubnh9OnTGD58ODw8PODq6go1NTU0adIEGRkZtIgmhBBCCCEfX83ScdV4PJ7CHCxUV1fHrFmz4OPjA0tLS8HtyrCIpnQOQgghhBAVlZeXx3UI75WcnIyIiAh89tlnsLa2hqenJ8aOHct1WGKhnWhCCCGEEMKp0tJS7Nu3D5GRkUhJSUFlZSU2bNgAb29v6Orqch1enWgRTQghhBCi4q5fv46CggKUlZUJ3f7ll19yFFH9bt68iYiICOzevRvPnz/HoEGDcOTIEa7DEkGLaEIIIYQQFZWbm4vRo0fjypUrglxo4H91zLnOiX6fyspKxMbGIjIyUiEX0aLZ5oQQQgghRCXMnj0bZmZmePz4MbS0tHDt2jWcPn0a9vb2SExM5Dq891JTU8OoUaMUcgEN0E40IYQQQojKMjIyQnx8PGxtbaGnp4eUlBRYWVkhPj4efn5+uHz5MtchKi3aiSaEEEIIUVGVlZWCg3lGRka4f/8+AMDU1BQ3b97kMjSlRyXuCCGEEEJUVNeuXZGRkQEzMzP06tULwcHB0NDQwI4dO2Bubs51eEqN0jkIIYQQQlTUiRMnUFpaijFjxiAnJwdubm7Izs6GoaEh9u7diwEDBnAdotKiRTQhhBBCSCNSVFQEAwMDQYUOIh1K5yCEEEIIUTFjxoz54M+oq6ujdevWGDRoENzc3D5CVKqFDhYSQgghhKgYPT29D35pamoiJycH3333HZYuXcp1yEqH0jkIIYQQQhqxP//8E76+vigoKOA6FKVCO9GEEEIIIY1Yv379YG9vz3UYSod2ogkhhBBCCJEQ7UQTQgghhBAiIVpEE0IIIYQQIiFaRBNCCCGEECIhWkQTQgghhBAiIVpEE0JII/bkyRP4+PjAxMQETZs2RevWrTFkyBCcOXMGAMDj8XDo0CGJx23fvj02btwo22AJIUSBUMdCQghpxL766iuUlZUhOjoa5ubmePToEeLi4lBYWMh1aIQQotCoxB0hhDRSz58/h4GBARITE+Ho6Chyf/v27XHnzh3B96ampsjPz8ft27cxb948nD9/HqWlpbC2tsbq1asxcOBAAICTkxOSkpKExqp+q0lOTsaiRYuQmpoKIyMjjB49GqtXr4a2trYcnykhhMgepXMQQkgjpaOjAx0dHRw6dAhv374Vuf/ixYsAgJ07d+LBgweC70tKSjBs2DDExcXh8uXLcHV1hZubm6Db2YEDB/Dpp58iKCgIDx48wIMHDwAAt2/fhqurK7766itkZmZi3759SE5OxsyZMz/SMyaEENmhnWhCCGnE/vjjD0ydOhWvX79Gjx494OjoiLFjx8LW1hbAu5zogwcPYtSoUe8dp2vXrpg+fbpgQdy+fXvMmTMHc+bMEfzMlClToKamhrCwMMFtycnJcHR0RGlpKZo1aybz50cIIfJCO9GEENKIffXVV7h//z6OHDkCV1dXJCYmokePHoiKiqr335SUlMDf3x/W1tbQ19eHjo4Obty4IdiJrk9GRgaioqIEO+A6OjoYMmQIqqqqkJeXJ+NnRggh8kUHCwkhpJFr1qwZBg0ahEGDBmHJkiWYMmUKli1bhkmTJtX58/7+/jh58iR++uknWFhYQFNTE19//TXKysre+zglJSWYNm0aZs2aJXKfiYmJLJ4KIYR8NLSIJoQQIqRz586CsnZNmjRBZWWl0P1nzpzBpEmTMHr0aADvFsf5+flCP6OhoSHy73r06IHr16/DwsJCbrETQsjHQukchBDSSBUWFsLFxQW//PILMjMzkZeXh99++w3BwcEYOXIkgHe5zXFxcXj48CGePXsGALC0tMSBAweQnp6OjIwMjBs3DlVVVUJjt2/fHqdPn8a9e/fw9OlTAMDChQtx9uxZzJw5E+np6cjJycHhw4fpYCEhRCnRIpoQQhopHR0d9OrVCyEhIejfvz+6du2KJUuWYOrUqdiyZQsAYP369Th58iTatWsHOzs7AMCGDRtgYGCAPn36wM3NDUOGDEGPHj2Exg4KCkJ+fj46dOiAli1bAgBsbW2RlJSE7OxsfPHFF7Czs8PSpUvRpk2bj/vECSFEBqg6ByGEEEIIIRKinWhCCCGEEEIkRItoQgghhBBCJESLaEIIIYQQQiREi2hCCCGEEEIkRItoQgghhBBCJESLaEIIIYQQQiREi2hCCCGEEEIkRItoQgghhBBCJESLaEIIIYQQQiREi2hCCCGEEEIkRItoQgghhBBCJESLaEIIIYQQQiT0/wA7bq2mtpZveAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
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9ychR7/vsktl79+7B09MztcMgIiIiohTcuXMHOXPm/OBzPrtk1sXFBUD8Pyd9+vSpHA0RERERve/58+fw9PRU8rYP+eyS2YSmBenTp2cyS0RERJSG6dMklB3AiIiIiMhiMZklIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhiMZklIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhiMZklIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhi2aR2AEREZJlEBFFRUcq6k5MTNBpNKkZERJ8jJrNERGSUqKgoNGrUSFkPDg6Gs7NzKkZERJ8jNjMgIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhiMZklIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhiMZklIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhipWoye/DgQTRo0ADZs2eHRqPB5s2bU9xn//79KFmyJOzs7JA3b14sW7bM7HESERERUdqUqslsVFQUihUrhjlz5uj1/Js3b6JevXqoVq0aQkND8d1336Fz587YuXOnmSMlIiIiorTIJjVfvE6dOqhTp47ez58/fz58fHwwdepUAEDBggVx+PBhTJ8+HYGBgeYKk4iIiIjSKItqM3v06FEEBARobQsMDMTRo0eT3eft27d4/vy51kJEREREnwaLSmYjIiKQNWtWrW1Zs2bF8+fP8fr1a537TJw4Ea6ursri6en5MUIlIiIioo/AopJZYwwZMgTPnj1Tljt37qR2SERERESkklRtM2soDw8PREZGam2LjIxE+vTp4eDgoHMfOzs72NnZfYzwiIiIiOgjs6ia2fLlyyMkJERr2+7du1G+fPlUioiIiIiIUlOqJrMvX75EaGgoQkNDAcQPvRUaGorbt28DiG8i0K5dO+X533zzDW7cuIHvv/8ely9fxty5c7F+/Xr07ds3NcInIiIiolSWqsnsiRMnUKJECZQoUQIA0K9fP5QoUQIjRowAANy/f19JbAHAx8cHW7duxe7du1GsWDFMnToVixcv5rBcRERERJ+pVG0zW7VqVYhIso/rmt2ratWqOH36tBmjIiIiIiJLYVFtZomIiIiIEmMyS0REREQWi8ksEREREVksJrNEREREZLGYzBIRERGRxWIyS0REREQWi8ksEREREVksJrNEREREZLGYzBIRERGRxWIyS0REREQWi8ksEREREVksJrNEREREZLGYzBIRERGRxWIyS0REREQWi8ksEREREVksJrNEREREZLGYzBIRERGRxWIyS0REREQWi8ksEREREVksJrNEREREZLGYzBIRERGRxWIyS0REREQWyya1AyAi+thEBFFRUcq6k5MTNBpNKkZERETGYjJLRJ+dqKgoNGrUSFkPDg6Gs7Oz0eUxOSYiSj1MZomITKR2ckxERPpjm1kiIiIislhMZomIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIislhMZomIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIislhMZomIiIjIYjGZJSIiIiKLZZPaARARUdpWbOpInds10THIlGi94uyJkHS6Lytn+o82Q2RERKyZJSIiIiILxmSWiIiIiCwWk1kiIiIislhMZomIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIislhMZomIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIislhMZomIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIislhMZomIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIislhMZomIiIjIYjGZJSIiIiKLxWSWiIiIiCxWqiezc+bMgbe3N+zt7VG2bFkcO3bsg8+fMWMG8ufPDwcHB3h6eqJv37548+bNR4qWiIiIiNISm9R88XXr1qFfv36YP38+ypYtixkzZiAwMBBXrlxBlixZkjx/9erVGDx4MJYsWYIKFSogLCwMHTp0gEajwbRp01LhHRDR56TU0DE6t2tiYuCaaL3q2CkQG92n15PjR5ghMiKiz1eq1sxOmzYNXbp0QVBQEPz8/DB//nw4OjpiyZIlOp9/5MgR+Pv7o1WrVvD29katWrXQsmXLFGtziYiIiOjTlGrJ7Lt373Dy5EkEBAT8LxgrKwQEBODo0aM696lQoQJOnjypJK83btzAtm3bULdu3WRf5+3bt3j+/LnWQkRERESfhlRrZvDw4UPExsYia9asWtuzZs2Ky5cv69ynVatWePjwISpWrAgRQUxMDL755hv88MMPyb7OxIkTMXr0aFVjJyIiIqK0IdU7gBli//79mDBhAubOnYtTp05h48aN2Lp1K8aOHZvsPkOGDMGzZ8+U5c6dOx8xYiIiIiIyp1SrmXV3d4e1tTUiIyO1tkdGRsLDw0PnPsOHD0fbtm3RuXNnAECRIkUQFRWFrl27YujQobCySpqb29nZwc7OTv03QERERESpLtWSWVtbW5QqVQohISFo3LgxACAuLg4hISHo1auXzn1evXqVJGG1trYGAIiIWeMlIstSZqDukQcAADExcEm0Wn34FEDH6APHfuTIA0REaV2qDs3Vr18/tG/fHqVLl0aZMmUwY8YMREVFISgoCADQrl075MiRAxMnTgQANGjQANOmTUOJEiVQtmxZXLt2DcOHD0eDBg2UpJaIiIiIPh+pmsw2b94cDx48wIgRIxAREYHixYtjx44dSqew27dva9XEDhs2DBqNBsOGDcPdu3eROXNmNGjQAOPHj0+tt0BEREREqShVk1kA6NWrV7LNCvbv36+1bmNjg5EjR2LkyJEfITIiIiIiSussajQDIiIiIqLEmMwSERERkcViMktEREREFovJLBERERFZLCazRERERGSxmMwSERERkcViMktEREREFovJLBERERFZLCazRERERGSxmMwSERERkcViMktEREREFovJLBERERFZLCazRERERGSxmMwSERERkcViMktEREREFovJLBERERFZLCazRERERGSxmMwSERERkcViMktEREREFovJLBERERFZLCazRERERGSxmMwSERERkcViMktEREREFovJLBERERFZLJvUDoCIyNKJtTWelfbXWicioo+DySwRkak0GogNT6dERKmBzQyIiIiIyGKxKoGIiIwiNtZ4VLOc1joR0cfGZJaIiIyj0UDS8TJCRKmLzQyIiIiIyGIxmSUiIiIii8VkloiIiIgsFpNZIiIiIrJYTGaJiIiIyGKxGyoR0WdCRBAVFaWsOzk5QaPRpGJERESmYzJLRPSZiIqKQqNGjZT14OBgODs7p2JERESmYzMDIiIiIrJYTGaJiIiIyGIxmSUiIiIii8VkloiIiIgsFpNZIiIiIrJYHM2AiD4/1tZ4UdRfa52IiCwTk1ki+vxoNIANT39ERJ8CNjMgIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhiMZklIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhiMZklIiIiIovFZJaIiIiILBaTWSIiIiKyWAYns7GxsTh48CCePn1qhnCIiIiIiPRncDJrbW2NWrVq4cmTJ+aIh4iIiIhIb0Y1MyhcuDBu3LihdixERERERAYxKpkdN24cBgwYgD///BP379/H8+fPtRYiIiIioo/Bxpid6tatCwBo2LAhNBqNsl1EoNFoEBsbq050REREREQfYFQyu2/fPtUCmDNnDn788UdERESgWLFi+Pnnn1GmTJlkn//06VMMHToUGzduxOPHj+Hl5YUZM2YoCTYRERERfT6MSmarVKmiyouvW7cO/fr1w/z581G2bFnMmDEDgYGBuHLlCrJkyZLk+e/evUPNmjWRJUsWbNiwATly5MCtW7fg5uamSjxEREREZFmMHmf20KFDaNOmDSpUqIC7d+8CAFauXInDhw/rXca0adPQpUsXBAUFwc/PD/Pnz4ejoyOWLFmi8/lLlizB48ePsXnzZvj7+8Pb2xtVqlRBsWLFjH0bRERERGTBjEpmf//9dwQGBsLBwQGnTp3C27dvAQDPnj3DhAkT9Crj3bt3OHnyJAICAv4XjJUVAgICcPToUZ37/PHHHyhfvjx69uyJrFmzonDhwpgwYQLb6BIRERF9powezWD+/PlYtGgR0qVLp2z39/fHqVOn9Crj4cOHiI2NRdasWbW2Z82aFRERETr3uXHjBjZs2IDY2Fhs27YNw4cPx9SpUzFu3LhkX+ft27ccbYGIiIjoE2VUMnvlyhVUrlw5yXZXV1ezzgwWFxeHLFmyYOHChShVqhSaN2+OoUOHYv78+cnuM3HiRLi6uiqLp6en2eIjIiIioo/LqGTWw8MD165dS7L98OHDyJ07t15luLu7w9raGpGRkVrbIyMj4eHhoXOfbNmyIV++fLC2tla2FSxYEBEREXj37p3OfYYMGYJnz54py507d/SKj4iIiIjSPqOS2S5duqBPnz74559/oNFocO/ePaxatQoDBgxA9+7d9SrD1tYWpUqVQkhIiLItLi4OISEhKF++vM59/P39ce3aNcTFxSnbwsLCkC1bNtja2urcx87ODunTp9daiIiIiOjTYNTQXIMHD0ZcXBxq1KiBV69eoXLlyrCzs8OAAQPQu3dvvcvp168f2rdvj9KlS6NMmTKYMWMGoqKiEBQUBABo164dcuTIgYkTJwIAunfvjtmzZ6NPnz7o3bs3rl69igkTJuDbb7815m0QERERkYUzKpnVaDQYOnQoBg4ciGvXruHly5fw8/ODs7OzQeU0b94cDx48wIgRIxAREYHixYtjx44dSqew27dvw8rqf5XHnp6e2LlzJ/r27YuiRYsiR44c6NOnDwYNGmTM2yAiIiIiC2dUMrtixQp88cUXKFiwIPz8/JTtb968wfr169GuXTu9y+rVqxd69eql87H9+/cn2Va+fHn8/fffBsdMRERERJ8eo9rMdujQAWXKlMHvv/+utf3Zs2dKEwEiIiIiInMzegaw0aNHo23bthg1apSK4RARERER6c/oZLZNmzbYu3cvFixYgK+//hqvX79WMy4iIiIiohQZlcxqNBoAQLly5fDPP//g2rVrqFChAsLDw9WMjYiIiIjog4xKZkVE+TtXrlw4cuQIvL29UbNmTdUCIyIiIiJKiVHJ7MiRI7WG4XJ0dMSmTZvQt29fndPcEhERERGZg1FDc40cOVLn9tGjR5sUDBERERGRIfROZv/44w/UqVMH6dKlwx9//JHs8zQaDRo0aKBKcEREREREH6J3Mtu4cWNEREQgS5YsaNy4cbLP02g0iI2NVSM2IiIiIqIP0juZjYuL0/k3EREREVFqMXqcWSIiIiKi1KZ3zeysWbP0LvTbb781KhgiIiIiIkPoncxOnz5dr+dpNBoms0RERET0UeidzN68edOccRARkQqKTRyV7GOa6BhkSrRecdokSLqkl4EzQ5Ivg4gorWGbWSIiIiKyWHrXzPbr1w9jx46Fk5MT+vXr98HnTps2zeTAiIiIiIhSoncye/r0aURHRyt/ExERERGlNr2T2X379un8m4iIiIgotRjVZrZjx4548eJFku1RUVHo2LGjyUEREREREenDqGR2+fLleP36dZLtr1+/xooVK0wOioiIiIhIH3o3MwCA58+fQ0QgInjx4gXs7e2Vx2JjY7Ft2zZkyZJF9SCJiIiIiHQxKJl1c3ODRqOBRqNBvnz5kjyu0WgwevRo1YIjIiIiIvoQg5LZffv2QURQvXp1/P7778iYMaPymK2tLby8vJA9e3bVgyQiIiIi0sWgZLZKlSqIiYlB+/btUbp0aXh6eporLiIiIiKiFBncAczGxgYbNmxAbGysOeIhIiIiItKbUaMZVK9eHQcOHFA7FiIiIiIigxjUzCBBnTp1MHjwYJw7dw6lSpWCk5OT1uMNGzZUJTgiIiIiog8xKpnt0aMHAGDatGlJHtNoNGyCQEREREQfhVHJbFxcnNpxEBEREREZzKg2s4m9efNGjTiIiIiIiAxmVDIbGxuLsWPHIkeOHHB2dsaNGzcAAMOHD8cvv/yiaoBERERERMkxKpkdP348li1bhilTpsDW1lbZXrhwYSxevFi14IiIiIiIPsSoZHbFihVYuHAhWrduDWtra2V7sWLFcPnyZdWCIyIiIiL6EKOS2bt37yJv3rxJtsfFxSE6OtrkoIiIiIiI9GFUMuvn54dDhw4l2b5hwwaUKFHC5KCIiIiIiPRh1NBcI0aMQPv27XH37l3ExcVh48aNuHLlClasWIE///xT7RiJiIiIiHQyqGb2xo0bEBE0atQIW7ZswZ49e+Dk5IQRI0bg0qVL2LJlC2rWrGmuWImIiIiItBhUM+vr64v79+8jS5YsqFSpEjJmzIhz584ha9as5oqPiIiIiChZBtXMiojW+vbt2xEVFaVqQERERERE+jJpBrD3k1siIiIioo/JoGRWo9FAo9Ek2UZERERElBoMajMrIujQoQPs7OwAAG/evME333wDJycnredt3LhRvQiJiIiIiJJhUDLbvn17rfU2bdqoGgwRERERkSEMSmaXLl1qrjiIiIiIiAxmUgcwIiIiIqLUxGSWiIiIiCwWk1kiIiIislhMZomIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIislhMZomIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIislhMZomIiIjIYtmkdgBERB8iIoiKilLWnZycoNFoUjEiIiJKS5jMElGaFhUVhUaNGinrwcHBcHZ2TsWIiIgoLWEzAyIiIiKyWExmiYiIiMhipYlkds6cOfD29oa9vT3Kli2LY8eO6bXf2rVrodFo0LhxY/MGSERERERpUqons+vWrUO/fv0wcuRInDp1CsWKFUNgYCD++++/D+4XHh6OAQMGoFKlSh8pUiIiIiJKa1I9mZ02bRq6dOmCoKAg+Pn5Yf78+XB0dMSSJUuS3Sc2NhatW7fG6NGjkTt37o8YLRGR5RIbazyqUl5ZxMY6tUMiIjJZqiaz7969w8mTJxEQEKBss7KyQkBAAI4ePZrsfmPGjEGWLFnQqVOnFF/j7du3eP78udZCRPRZ0mgg6WyUBRzijIg+AamazD58+BCxsbHImjWr1vasWbMiIiJC5z6HDx/GL7/8gkWLFun1GhMnToSrq6uyeHp6mhw3EREREaUNqd7MwBAvXrxA27ZtsWjRIri7u+u1z5AhQ/Ds2TNluXPnjpmjJCIiIqKPJVUnTXB3d4e1tTUiIyO1tkdGRsLDwyPJ869fv47w8HA0aNBA2RYXFwcAsLGxwZUrV5AnTx6tfezs7GBnZ2eG6ImIiIgotaVqzaytrS1KlSqFkJAQZVtcXBxCQkJQvnz5JM8vUKAAzp07h9DQUGVp2LAhqlWrhtDQUDYhICIiIvrMpPp0tv369UP79u1RunRplClTBjNmzEBUVBSCgoIAAO3atUOOHDkwceJE2Nvbo3Dhwlr7u7m5AUCS7ZQ2iAiioqKUdScnJ2jY6YSIiIhUkurJbPPmzfHgwQOMGDECERERKF68OHbs2KF0Crt9+zasrCyqaS8lEhUVhUaNGinrwcHBcHZ2TsWIiIiI6FOS6sksAPTq1Qu9evXS+dj+/fs/uO+yZcvUD4iIiIiILAKrPImIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIislhMZomIiIjIYqWJ0QyIiMp9N1b3A7HRcEq0GjBkCmCdLsnT/p4x3DyBERFRmsaaWSIiIiKyWExmiYiIiMhiMZklIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhiMZklIiIiIovFZJaIiIiILBYnTSAiojRDRBAVFaWsOzk5QaPRpGJERJTWMZklIqI0IyoqCo0aNVLWg4OD4ezsnIoREVFax2YGRERERGSxmMwSERERkcViMktEREREFovJLBERERFZLCazRERERGSxOJoBEaVtVjaI8vPXWiciIkrAqwIRpW0aDWCdLrWjICKiNIrNDIiIiIjIYjGZJSIiIiKLxWSWiIiIiCwWk1kiIiIisljsAEZEqhERREVFKetOTk7QaDSpGBEREX3qmMwSkWqioqLQqFEjZT04OBjOzs6pGBEREX3q2MyAiIiIiCwWk1kiIiIislhsZkD0GWMbVyIisnRMZok+Y2zjSkRElo7NDIiIiIjIYrFmlsgMePueiIjo42AyS2QGvH1P9GElZo/QuV3zLgYZEq1XXjgBYpv0UnW61xgzRUZElobNDIiIiIjIYjGZJSIiIiKLxWYGpIr61X/QuV0QAyRqKtq84Rhokvna/bl3gjlCIyIiok8Yk9mPhB2CiIiIiNTHZPYjYYcgIiIiIvWxzSwRERERWSwms0RERERksZjMEhEREZHFYjJLRERERBaLySwRERERWSyOZkBkgpotdU+pKXExWuuNO02Bxkr34bZ7je5pPdMy/x5jdT8QGw37RKuB/acA1ul0PvWvucPVD4yIiD47rJklIiIiIovFmlmVBeYJ0rldrOKAXP9bb1KiJzRxun9L7Ly+1ByhEREREX1yWDNLRERERBaLySwRERERWSwms0RERERksZjMEhEREZHFYjJLRERERBaLoxkQEVGaIems8aReWa11Mo6IICoqSll3cnKCRqNJxYiIzIPJLBERpR0aDcSWlyY1REVFoVGjRsp6cHAwnJ2dUzEiIvPgGYPoE1e5SzKzdQFAbDQSz89V91vdM3YdXMTZuoiIKG1iMvuxxGlgfTun1joREdHnjE0hSA1MZj8SDTRMYMkkPOkT0aeGTSFIDWliNIM5c+bA29sb9vb2KFu2LI4dO5bscxctWoRKlSohQ4YMyJAhAwICAj74fKJUobGGxt1fWaAxvRNLwkk/YUmc2BIR0edNRPDy5UtlEZHUDumjSfVkdt26dejXrx9GjhyJU6dOoVixYggMDMR///2n8/n79+9Hy5YtsW/fPhw9ehSenp6oVasW7t69+5EjJ0qeRqOBxsrmfwtrUImIyIw+5wqPVE9mp02bhi5duiAoKAh+fn6YP38+HB0dsWTJEp3PX7VqFXr06IHixYujQIECWLx4MeLi4hASEvKRIyciIiKi1Jaqyey7d+9w8uRJBAQEKNusrKwQEBCAo0eP6lXGq1evEB0djYwZM+p8/O3bt3j+/LnWQkRERESfhlRNZh8+fIjY2FhkzZpVa3vWrFkRERGhVxmDBg1C9uzZtRLixCZOnAhXV1dl8fT0NDluIiIiIkobUr2ZgSkmTZqEtWvXYtOmTbC3t9f5nCFDhuDZs2fKcufOnY8cJRERERGZS6oOzeXu7g5ra2tERkZqbY+MjISHh8cH9/3pp58wadIk7NmzB0WLFk32eXZ2drCzs1MlXiJKgZUN3uT111onIiIyp1StmbW1tUWpUqW0Om8ldOYqX758svtNmTIFY8eOxY4dO1C6dOmPESoR6UOjiZ9BLGHhKA5ERGRmqV5t0q9fP7Rv3x6lS5dGmTJlMGPGDERFRSEoKAgA0K5dO+TIkQMTJ04EAEyePBkjRozA6tWr4e3trbStdXZ25kDLaZI17KWU1joRERGRWlI9mW3evDkePHiAESNGICIiAsWLF8eOHTuUTmG3b9+GldX/KpDnzZuHd+/e4euvv9YqZ+TIkRg1atTHDJ30oIEGaeBrRkRERJ+oNJFl9OrVC7169dL52P79+7XWw8PDzR8QEREREVmENJHMEtH/VG8/VvcDcdFI3AK1YfcpgFW6JE/bu3y4eQIjIiJKg5jMJkNEtKaCc3Jy4pSkRERERGkMk9lkJMxxnCA4OJgdzIiIiIjSGIueNIGIiIiIPm+smSUiIrJQLf4YmOxjcW9jtNY7bh8OK7ukl/21DX9UPS6ij4k1s0RERERksVgzS0RERGY1aH93ndtj3sRqrY883A829kkn15lcdZ5Z4qJPA2tmiYiIiMhisWaWiIiIyAIE/1Mp2cfevgYAW2V924k6sHNI+rxGZQ+pH1gqYzJL9DmzskG0l7/WOhERkSXhlYvoc6bRANZJZxEjIiKyFGwzS0REREQWizWzRJZCYwPJ7q+1TkRE9Lnj1ZDIUmg0gIZNAoiIiBL7rJPZAI9myT4mVnFAwf+tN8rXAZq4pK0y9kSsN0doRERERKQHtpklIiIiIovFZJaIiIiILBaTWSIiIiKyWExmiYiIiMhiMZklIiIiIovFZJaIiIiILBaTWSIiIiKyWJ/1OLOWTkQQFRWlrDs5OUGj0aRiREREREQfF5NZCxYVFYVGjRop68HBwXB2dk7FiIiIiIg+LiazRERElCqs7axQfGAerXUiQzGZJSIi+gRpbK2R6ZuiWutpjUajgY192ovLEtnaA92Gv9Na/1wwmU1OnAa4lEF7nYiIyEJoNBpo7HiZ/1xoNICdQ2pHkTr4LU+GBhomsERERERpHBunEBEREZHFYjJLRERERBaLySwRERERWSwms0RERERksdgBzALULdpT53bRxALu/1tv6j8AGkk6xMm2s3PMFRoRERFRqmLNLBERERFZLCazRERERGSxmMwSERERkcViMktEREREFovJLBERERFZLCazRERERGSxmMwSERERkcXiOLOWTKxg+9BXa52IiIjoc8Jk1oJpoAF0TJJARERE9LlgVR4RERERWSwms0RERERksdjMgIiIPmkigqioKGXdyckJGo0mFSOyTPw/qof/S3UxmSUiok9aVFQUGjVqpKwHBwfD2dk5FSOyTPw/qof/S3WxmQERERERWSwms0RERERksZjMEhEREZHFYptZIiKyeGUWDU/+wXcxcEm0Wn35eMA26eXvWJex6gdmgbrt6qtze+ybWK317/b+AGt73WOdL6g1XfW4LNHyo3V1bn/3WrTW1xxrCluHpB3A2pffZpa4PjVMZomIiIhIiyWNuMBkloiIiIi0WNKIC0xmiYiIDGBJNVZEnwMms0RERAawpBorNVnZWcGnTyGt9c8Bf7ykfUxmiYjo05bOGi+alNFaT2ssIWHSaDTJdvj6lJnjx0s6e6DFUFut9dSy/1hpndvfvAYAV2X98MmqsHfQXUbVMifUD8wATGaJYBkXEiIykkajc/SCtORzre39XGk0GtgmkxiS4dL20U30kfBCQkTvq7ryB90PvI1B4vrJ+mvHAHa6L6f7205QPzAi0sJklrSwhpKIyHzq/TZY53Z5G6O13mzzKGh0JMhbm04yS1wEzDrSVOf26NdxWusL/mmPdA662wt/W+E31eP6lJgrx2AyS1o+5RrK2k1GJ/uYiPaF5Ku2k6HRJD08dmwcqXpcREREaY2dPTBwxDOtdVOZK8dIE8nsnDlz8OOPPyIiIgLFihXDzz//jDJlyiT7/N9++w3Dhw9HeHg4fH19MXnyZNStq3uWDUqqXvn+yT4miAEc/7ferOZQaHR8TbYenWqO0Ijo//EuCZFxeOyoQ6NBsh2+UnLm5Bc6t79+DQDplfXzodXgoOM1ipU6btDrpXoyu27dOvTr1w/z589H2bJlMWPGDAQGBuLKlSvIkiVLkucfOXIELVu2xMSJE1G/fn2sXr0ajRs3xqlTp1C4cOFUeAf0sfFERZ+DT/kuicWztUZsy1Ja62qUaRdUQt0yP1NqHzs29hrU/cFNa53SllRPZqdNm4YuXbogKCgIADB//nxs3boVS5YsweDBSdsWzZw5E7Vr18bAgQMBAGPHjsXu3bsxe/ZszJ8//6PGTqnDPBd5a9ikr6C1TvQxFB+lu/mLJiYGGROtV5o0GWKT9JQdOopNXz46jSbZDl/GF6l+mZ+ycYc6JPvY+21cfzzSQ2cb12GVlun1WhqNBukcmMCmZal65Lx79w4nT57EkCFDlG1WVlYICAjA0aNHde5z9OhR9OvXT2tbYGAgNm/erPP5b9++xdu3b5X1Z8/i2388f/4cMXHRJr6D+HISi4l7p3qZ0bGmlZmkvJi3yTwTEAisnvv+77mIgQaxJpWpr/fLTM7Lly8RE/O/Nq7Pnz9HXFzcB/aIFxP9xoBoYnRuTfJ5G1SmbknKfGdamWqX99HKfKvu+441sbzULlMTE6v1PY99+xYSm/R7maS8N+ofi2Yp87VpZapdnq4yY8xQZvQrdd+3qeXpKvNdlPplvo1S9zr25gPlxbyO0zp23ka9Q2xc0mQ2aZnq5wSvTSzz/fJeRem+NplSZtTLpNd4U8t8mUyZIsAP3z9R1mNigJcvdZeXUKaIpByApKK7d+8KADly5IjW9oEDB0qZMmV07pMuXTpZvXq11rY5c+ZIlixZdD5/5MiRAoALFy5cuHDhwoWLhS137txJMZ/85O9pDBkyRKsmNy4uDo8fP0amTJlSbGf5/PlzeHp64s6dO0ifPv0Hn6sPtcuzlDItIUZzlGkJMZqjTEuI0RxlWkKM5ijTEmI0R5mWEKM5yrSEGM1RpiXEaI4yUzNGEcGLFy+QPXv2FMtM1WTW3d0d1tbWiIyM1NoeGRkJDw8Pnft4eHgY9Hw7OzvY2dlpbXNzczMozvTp06v2IZqjPEsp0xJiNEeZlhCjOcq0hBjNUaYlxGiOMi0hRnOUaQkxmqNMS4jRHGVaQozmKDO1YnR1ddWrLN2j/n4ktra2KFWqFEJCQpRtcXFxCAkJQfny5XXuU758ea3nA8Du3buTfT4RERERfbpSvZlBv3790L59e5QuXRplypTBjBkzEBUVpYxu0K5dO+TIkQMTJ04EAPTp0wdVqlTB1KlTUa9ePaxduxYnTpzAwoULU/NtEBEREVEqSPVktnnz5njw4AFGjBiBiIgIFC9eHDt27EDWrFkBALdv34aV1f8qkCtUqIDVq1dj2LBh+OGHH+Dr64vNmzebZYxZOzs7jBw5MkkzhbRSnqWUaQkxmqNMS4jRHGVaQozmKNMSYjRHmZYQoznKtIQYzVGmJcRojjItIUZzlGkJMQKARkSfMQ+IiIiIiNKeVG0zS0RERERkCiazRERERGSxmMwSERERkcViMktEREREFivVRzMg+pTExcXh2rVr+O+//xAXF6f1WOXKlVMpKkrs3bt3Oj+fXLlypVJEZC48HiktiI6ORu3atTF//nz4+vqmdjgpssTjhsksqWLWrFl6P/fbb781YySp5++//0arVq1w69YtvD9IiEajQWxsrMFl+vj4fHDa5Rs3bhhcpqXo2LEjZs6cCRcXF63tUVFR6N27N5YsWWJQeVevXkXHjh1x5MgRre0iYvTn87m6evUq9u3bp/NiN2LEiFSKSps5jscNGzZg/fr1uH37Nt69e6f12KlTp0yK91OWIUOGFKePT/D48WMzR/PxpUuXDmfPnjVb+VFRUThw4IDO76Wh11tzHDfve/nyZZLzhqmzi3ForkREBBs2bEj2JL1x48ZUiizt8/Hx0et5Go3G6ARs3759qFatmlH7Jufff//FH3/8ofMkMG3aNIPKKl68OPLly4fRo0cjW7ZsSU7e+k7Ll9jMmTO11qOjo3H69Gns2LEDAwcOxODBgw0uE1D/ohwdHY1u3bph+PDhen8XUmJtbY379+8jS5YsWtsfPnwIDw8PxMTEGFSev78/bGxsMHjwYJ2fT7FixUyOOa3777//cOXKFQBA/vz5k/xv9bFo0SJ0794d7u7u8PDw0Po/ajSaNJPUqX08zpo1C0OHDkWHDh2wcOFCBAUF4fr16zh+/Dh69uyJ8ePHqxm+SdLaj43ly5crfz969Ajjxo1DYGCgMnPn0aNHsXPnTgwfPhx9+/b96PElR83zWt++fWFnZ4dJkyapFF2806dPo27dunj16hWioqKQMWNGPHz4EI6OjsiSJYvB11tzXMcA4ObNm+jVqxf279+PN2/eKNvVqkxgMptInz59sGDBAlSrVg1Zs2ZN8iEuXbrU6LLVTJoSXLx4UWd5DRs2NKq8tF7rYGdnh5w5cyIoKAjt27eHp6enSeWFhISgYcOGyJ07Ny5fvozChQsjPDwcIoKSJUti7969BpXn5OSEM2fOIG/evCbFpY85c+bgxIkTRn0nzXVRdnV1RWhoqMkn/efPn0NEkCFDBly9ehWZM2dWHouNjcWWLVswePBg3Lt3z6BynZyccPLkSRQoUMCk+HRR+9i5d+8eDh8+rDMZMebOxosXL9CjRw+sXbtWuWhYW1ujefPmmDNnjkEXKC8vL/To0QODBg0yOI6UnDhxItn/o6GVCWofjwUKFMDIkSPRsmVLuLi44MyZM8idOzdGjBiBx48fY/bs2XqX9ccff+j9XEPP52r+2DBHjepXX32FatWqoVevXlrbZ8+ejT179mDz5s16xwfEn8+6du0Ke3v7FO8QGnPsqHVe6927N1asWAFfX1+UKlUKTk5OWo8bmwdUrVoV+fLlw/z58+Hq6oozZ84gXbp0aNOmDfr06YMmTZoYVJ65rmP+/v4QEfTp00dnflWlShXTXkBIkSFDBtm6davq5e7Zs0ccHR2lcOHCYmNjI8WLFxc3NzdxdXWVatWqGVze9evXpWjRoqLRaMTKyko0Go3yt5WVlVExzpw5U5ydnaVXr15ia2sr3bp1k4CAAHF1dZUffvjBqDLV9uDBA5k2bZoUK1ZMbGxspFatWrJu3Tp5+/atUeV98cUXMmLECBERcXZ2luvXr8uLFy+kYcOGMnfuXIPLq1atmmzfvt2oWAx1/fp1cXFxMWrf/Pnzy+rVq0Xkf+9bRGT48OHSs2dPo2Nq166dTJs2zej9EyT+LutarK2tZdy4cQaXW7p0aTl06JDJ8b1P7WNn6dKlYmtrK87OzuLl5SXe3t7K4uPjY1SMzZo1E19fX9mxY4c8e/ZMnj17Jjt27JD8+fNL8+bNDSrLxcVF+c6oac2aNZIuXTqpX7++2NraSv369SVfvnzi6uoqHTp0MLg8tY9HBwcHCQ8PFxGRzJkzS2hoqIiIhIWFScaMGQ0qK+Gcnfjc/f66sefzXLlyyaRJkwzeT5dly5Ypy9SpUyVDhgzSokULmTlzpsycOVNatGghGTJkMOi4d3JykqtXrybZfvXqVXFycjI4Rm9vb3n48KHyd3KLsceOWue1qlWrJrsYkwckcHV1lcuXLyt/X7x4UURE/v77b8mfP7/B5ZnrOubk5KTEaQ5MZhPx9vaWS5cuqV6u2klT/fr1pVGjRvLgwQNxdnaWixcvyqFDh6RMmTJy8OBBo2JUO8G5c+eOzJkzRwYNGiR9+/bVWtRw8uRJ6dWrl2TKlEkyZcokvXv3Vi4u+nJ2dpZr166JiIibm5ucP39eRERCQ0PFy8tLrzLOnDmjLBs3bhQ/Pz9ZunSpnDhxQuuxM2fOGBRbSiZPnqx3jO9T86Kc2NixY8XNzU2++uormTBhgnLBS1j0tX//ftm3b59oNBrZuHGj7N+/X1mOHDkid+/e1bushMTt2bNnEhISIuXLl5d9+/bJw4cPtR579uyZMW9ZRNQ/dnLmzCnjxo2T2NhYo2N6n6Ojo85E/uDBg+Lo6GhQWR07dpR58+apFZqiSJEiMnv2bBH53/8xLi5OunTpopw/U2LO49HHx0dOnTolIiKlSpWS+fPni4jIzp07JUOGDAaXl2D37t1SsmTJJD80SpcuLbt27TK4PHP92GjSpIn8/PPPSbb//PPP0qhRI73LyZUrl/z0009Jtv/000+SK1cuU0I0C7XOa+bi7u4uYWFhIiLKD1YRkUuXLul9bH+M61jVqlVl9+7dRu+fEiaziSxbtkxatGghr169UrVcNZKmxDJlyqR8qdKnT6/82gkJCZHixYsbFaOaCY7aNdHJuXv3rowcOVLs7OzEyclJrK2tpWLFisr/NyVZs2ZVfsUWLFhQgoODRST+c9G3hkBXrYquGhdja8yLFy8uJUqUUJbixYuLh4eHWFtby4IFC4wq01wXZbVrRcLDw01O6N6v5dJV62vK5yOi/o+DjBkzKucLtXh6esrZs2eTbD9z5ozkyJEjxf0TX7wnTJgg7u7u0r59e/npp59Uu7g7OjrKzZs3RST+f5AQ78WLF8XDw0OvMsx5PHbq1ElGjRolIiKzZ88WBwcHCQgIEDc3N+nYsaPB5SUoVKhQsj80ChQoYHB55vqxoVaN6tKlS8Xa2lrq168vY8eOlbFjx0r9+vXFxsZGli5dqmLE6jBHba+aatasKatWrRIRkc6dO0uZMmXk119/lcDAQClTpoxeZZj7OiYicu3aNQkICJBly5aZpbKHoxkk0qxZM6xZswZZsmSBt7c30qVLp/W4se1GnZyclPZf2bJlw/Xr11GoUCEA8Z1ZDBUbG6v08HZ3d8e9e/eQP39+eHl5KZ07DOXh4YHHjx/Dy8sLuXLlwt9//41ixYrh5s2bSXo0pmTIkCEYMGAARo8eDRcXF/z+++/IkiULWrdujdq1axsVX4Lo6GgEBwdjyZIl2L17N0qXLo3Zs2ejZcuWePDgAYYNG4amTZvi4sWLKZZVrlw5HD58GAULFkTdunXRv39/nDt3Dhs3bkS5cuX0iufmzZsmvZ+UNG7cWGvdysoKmTNnRtWqVY1u+1m9enX88ccfKFGiBIKCgtC3b19s2LABJ06cMLh9VWJq/y+8vLwAAK9evdLZhrJo0aIplrFv3z5VY9JFzWMHADp16oTffvvN6M59ugwbNgz9+vXDypUr4eHhAQCIiIjAwIEDMXz48BT3nz59uta6s7MzDhw4gAMHDmht12g0Ro9WkiFDBrx48QIAkCNHDpw/fx5FihTB06dP8erVK73KMOfxuHDhQqX9cs+ePZEpUyYcOXIEDRs2RLdu3Ywu9/r163Bzc0uy3dXVFeHh4XqVkbitaN68eTF8+HD8/fffKFKkSJLrmLGfT6ZMmRAcHIz+/ftrbQ8ODkamTJn0LqdDhw4oWLAgZs2apbSDLliwIA4fPoyyZcsaFVuC2NhYLFu2DCEhITrbmxvaDwIw7TvVpEkTLFu2DOnTp0/x3GpsB/MJEyYox8348ePRrl07dO/eHb6+vnqP+GLu6xgAPHjwANevX0dQUJCyTaPRsAOYOTRr1gz79u3D119/rbOB8siRI40qt3HjxqhXrx66dOmCAQMGIDg4GB06dMDGjRuRIUMG7Nmzx6DyKlWqhP79+6Nx48Zo1aoVnjx5gmHDhmHhwoU4efIkzp8/b3CMnTt3hqenJ0aOHIk5c+Zg4MCB8Pf3VxKcX375Re+yXFxcEBoaijx58iBDhgw4fPgwChUqhDNnzqBRo0Z6n6Df17t3b6xZswYigrZt26Jz584oXLiw1nMiIiKQPXv2JCcxXW7cuIGXL1+iaNGiiIqKQv/+/XHkyBH4+vpi2rRpSjL1qYmLi0NcXBxsbOJ/y65du1Z53926dYOtrW0qRxjvwYMHCAoKwvbt23U+nlaG0lLz2AHi31f9+vXx+vVrncmIvh1FSpQooXUOu3r1Kt6+fauMp3v79m3Y2dnB19c3TXTwbNWqFUqXLo1+/fph7Nix+Pnnn9GoUSPs3r0bJUuWTNXRZGJiYjBhwgR07NgROXPmVLXsypUrw97eHitXrkTWrFkBAJGRkWjXrh3evHmT5AeDLh9jNJlly5ahc+fOqFOnjpJ0/vPPP9ixYwcWLVqEDh06GFWumnr16oVly5ahXr16Onviv/+jzNyCgoIwa9YsuLi4aCVxupjSwdwS+Pn5oWDBgvj+++915lemXm+ZzCbi5OSEnTt3omLFiqqWq3bStHPnTkRFRaFJkya4du0a6tevj7CwMGTKlAnr1q1D9erVDY5RzQTHw8MD+/btQ8GCBeHn54dJkyahYcOGOHPmDPz9/fHy5UuD4wOAGjVqoHPnzmjSpAns7Ox0PicmJgZ//fWX6T0jjbB8+XK4u7ujXr16AIDvv/8eCxcuhJ+fH9asWaP35/z8+XO9X9PUsfnUpuaoHa1bt8atW7cwY8YMVK1aFZs2bUJkZCTGjRuHqVOnKv9nfe3YsQPOzs7K8T1nzhwsWrQIfn5+mDNnDjJkyGBQeQnU/nEwbtw4jBgxAvnz509y0tdoNHrXLo0ePVrv1zT2hzoQn3yfO3cOXl5eRv8Pgfje8G/evFF+jE6ZMkX5Pw4bNszgstU6HhM4Ozvj/Pnz8Pb2Nmi/lFy7dg1ffvklwsLClBFa7ty5A19fX2zevNmgXuUigtu3byNLlixwcHBQNU4gPnmdNWsWLl26BCC+RvXbb781uEbVXIPyu7u7Y8WKFahbt67RZbyvY8eOH3zc0PGu0zq1j5sEZh/tx+SGCp+Q/Pnzq95RR0Tk3bt3yT724MEDVV7j0aNHEhcXp0pZpmrUqJEsXLhQRET69+8vefPmlXHjxknJkiWlRo0aRpX57t07CQoKkhs3bqgZqoiInDhxQlauXCkrV65U2pIaI1++fBISEiIiIkeOHBEHBwdZsGCBNGjQQL788ku9y0mpN78pPZ0TPHnyRHbu3CkrV66U5cuXay3GUruttIeHh/zzzz8iEt+p5cqVKyIiEhwcLP7+/gaXV7hwYWW0krNnz4qtra0MGTJEypUrZ1RveRGR6OhoGT16tNy5c8eo/XVxc3NLk20HE/Tp00cWL14sIiIxMTFSoUIF0Wg04uTkJPv27Uvd4BJR63hM0LBhQ1m2bJnaYYqISFxcnOzcuVNpd7xr1y6jzuexsbGSLl06pUNQWnT06FHx8fHR2UbTlHOaiEi2bNmU84RaGjdurLXUq1dPvLy8xNXV1ajvkdoiIiKkTZs2ki1bNrG2tjb5GqH2cZOgfv36smHDBqP3TwmT2UT+/PNPCQwMVDohqKVJkyY6T0wRERFSqFAhVV/LWF5eXjJ69Gi5deuWyWVdv35d+VHw8uVL6datmxQpUkSaNGmidJQxRvr06VVNZiMjI6VatWqi0WgkQ4YMkiFDBtFoNFK9enX577//DC7PwcFB+f99//330rZtWxEROX/+vLi7u+tdTuLe+8uWLRMPDw8ZPHiwBAcHS3BwsAwePFiyZctm9IX1jz/+EBcXF9FoNOLq6ipubm7KYkoHMLVH7XBxcVGOxVy5csnhw4dFROTGjRvi4OBgcHlOTk5KeSNHjpSvvvpKROJHxsiaNavB5ekqVw1Zs2ZN08lIjhw55Pjx4yIismnTJsmePbtcuXJFhg0bJhUqVDCp7NjYWLly5YocOnRIDhw4oLUYSq3jMcG8efPEw8ND+vfvL6tXr1aOx4QlrfDz85OjR4+apWw1Pp9ixYpJ06ZN5eLFi/LkyRN5+vSp1mKKn376SXr06GH2ip3Y2Fjp2rWrTJ48We99Hj58KD169JCCBQtKpkyZlGtOwmKs2rVri5+fn8ydO1c2bdokmzdv1loMpfZxk2DBggXi6ekpI0eOlA0bNqh+/LCZQSIZMmTAq1evEBMTA0dHxyRt1YydZu+LL75A0aJFtdrO3b9/H9WrV0ehQoWwYcOGFMswpGOOMW3LZsyYgWXLluH8+fOoVq0aOnXqhC+//DLZ2/mpoX379ihevLhqM8Q0b94cN27cwIoVK1CwYEEA8RNRtG/fHnnz5sWaNWsMKi9LlizYuXMnSpQogRIlSqBfv35o27Ytrl+/jmLFihnVvCKhaUXLli21tq9evRoLFy7E/v37DS4zX758qFu3LiZMmABHR0eD90+O2m2lv/jiC2WmoIYNG8LNzQ0TJ07ErFmzsGHDBly/ft2g8jJmzIjDhw/Dz88PFStWRLt27dC1a1eEh4fDz89P705G72vUqBGaNGmC9u3bG7X/+yZOnIj79+8bNEV0SmJjYzF9+vRkJyQw5Nxmb2+Pa9euIWfOnOjatSscHR0xY8YM3Lx5E8WKFTOomUxiak+jqfbxaGVllexjpnZgCQkJSbbTkqG3sbds2YIpU6Zg3rx5SfoUmEKtz0ft283vXxv37t2LjBkzolChQkmu4Wq2u75y5QqqVq2K+/fv6/X8unXr4tq1a+jUqZPONqPGnj9cXFxw6NAhFC9e3Kj932eO6xhg3uMHADiaQSIzZswwS7nbtm1D5cqV0a9fP0ybNg337t1DtWrVUKxYMaxdu1avMoydQk5f3333Hb777jucOnUKy5YtQ+/evdGjRw+0atUKHTt2RMmSJc36+vrw9fXFmDFj8Ndff+mcQcXQXro7duzAnj17lEQWgNJ+slatWgbHV7NmTXTu3BklSpRAWFiY0m7rwoULRrezO3r0KObPn59ke+nSpdG5c2ejyrx79y6+/fZbVRNZQP1RO/r06aNcKEaOHInatWtj1apVsLW1xbJlywwur2LFiujXrx/8/f1x7NgxrFu3DgAQFhZmUqeeOnXqYPDgwTh37pzO76WhMzgdO3YMe/fuxZ9//qnaBXn06NFYvHgx+vfvj2HDhmHo0KEIDw/H5s2bDZ7eNGvWrLh48SKyZcuGHTt2YN68eQDiR52wtrY2OLYE33zzDUqXLo2tW7fq7LxjKLWPR306lRpj9OjRGDNmDEqXLq3K+27Xrh1evXqFYsWKwdbWNknbWWMrZdT6fMqWLYtr166plsy+f2388ssvVSk3JdevXzdoSu1Dhw7h8OHDqk+b7enpadSoKckxx3UMMN/xk4DJbCJq1ay8L3PmzNi1a5fS8eTPP/9EyZIlsWrVqg/+WknsY/V0LFmyJEqWLImpU6di7ty5GDRoEObNm4ciRYrg22+/RVBQUIonseSmQNRoNLC3t0fevHnRoUOHFHt3vu+XX36Bm5sbTp48iZMnTyYp29BkNi4uLkmiAADp0qUz6sCbM2cOhg0bhjt37uD3339Xhqs5efJkkppVfXl6emLRokWYMmWK1vbFixcbPZ1vYGAgTpw4gdy5cxu1f3LUGOossTZt2ih/lypVCrdu3cLly5eRK1cuuLu7G1ze7Nmz0aNHD2zYsAHz5s1Djhw5AADbt283aci4Hj16ANDdwc2YGgc3NzeThkjTZdWqVVi0aBHq1auHUaNGoWXLlsiTJw+KFi2Kv//+26BjJygoCM2aNVMSmoCAAADxnYNMmSr46tWr2LBhg2pJjjmOR3OYP38+li1bhrZt26pSnrkqZdT6fHr37o3+/fsjIiJC52gd+gy5l5i5r439+vXTWhcR3L9/H1u3bjUoZyhQoABev36tdniYMWMGBg8ejAULFqjSOdFSjpv3sZlBMt68eZPkVpypPcfDwsJQqVIl1KxZEytXrjT5F7g5REdHY9OmTVi6dCl2796NcuXKoVOnTvj3338xZ84cVK9eHatXr/5gGdOnT8f48eNRp04dlClTBkB8bdOOHTvQt29f3Lx5EytXrsTPP/+MLl266BWXmKGXbqNGjfD06VOsWbMG2bNnBxBfa9m6dWtkyJABmzZtUuV1TLFt2zZ89dVXyJs3r9Jj+NixY7h69Sp+//13vXvtJp4L/sGDBxgzZgyCgoJ0XkwMrUlMoOaoHdHR0ShQoAD+/PNPrZpzMo6TkxMuXbqEXLlyIVu2bNi6dStKliyJGzduoESJEnj27JlB5W3YsAF37txB06ZNlVrt5cuXw83NDY0aNTIqxurVq+P77783eSxqcxkzZswHHze0hjtBpkyZcOzYMeTJk8eo/T8WtT4fXRU4ao43qrZq1apprSeM9V29enV07NhRGcUkJcePH8fgwYMxYsQIFC5cOMl519j8wlzNI9Uwa9YsdO3aFfb29ik2mzJ2/OMETGYTiYqKwqBBg7B+/Xo8evQoyeOGHGTJ1U6+evUKdnZ2WrfjjPmybdiwIdn2b8aMGXnq1CksXboUa9asgZWVFdq1a4fOnTtr1bScP38eX3zxRYq/Lr/66ivUrFkT33zzjdb2BQsWYNeuXfj999/x888/Y+HChTh37pxe8cXFxcHe3h4XLlyAr6+vwe9Plzt37qBhw4a4cOGCUst5+/ZtFClSBH/88YdRt54PHTqEBQsW4MaNG/jtt9+QI0cOrFy5Ej4+PkYP+fbvv/9i3rx5WsPhfPPNNwbVzOp7ByAtXUxy5MiRpBmIqa5fv46lS5fi+vXrmDlzJrJkyYLt27cjV65cSpMIQ61YsQLNmzdP0r783bt3WLt2Ldq1a6dG6CbJnz8/VqxYgbJly6JixYqoX78+Bg8ejHXr1qF3797477//jCr3zZs3sLe3VyXGTZs2YdiwYRg4cKAqNXaAusdjiRIltNajo6Nx8+ZN2NjYIE+ePEaP1Tto0CA4OzvrNXmFodSslFHr87l169YHHzd06Kf3x1P+kNQcT/nq1ato1apVkhhMTeKXL1/+wceNueOs1nHj4+ODEydOIFOmTB8cC9mU8Y+VMpjM/k/Pnj2xb98+jB07Fm3btsWcOXNw9+5dLFiwAJMmTULr1q31LiulL1hihn7ZZs2ahaFDh6JDhw5YuHAhgoKCcP36dRw/fhw9e/bE+PHjDSoPAKytrVGzZk106tQJjRs31nn7PSoqCr169Urxto6zszNCQ0OT3I66du0aihcvjpcvX+L69etKDZ6+ChUqhF9++cWoW9bJERGEhIRoJYoJt00N9fvvv6Nt27Zo3bo1Vq5ciYsXLyJ37tyYPXs2tm3bhm3btqkWd1r27t07nR1ZEgbr19eECRMQFhaGxYsX61378SEHDhxAnTp14O/vj4MHD+LSpUvInTs3Jk2ahBMnTujVEVMXa2tr3L9/H1myZNHa/ujRI2TJksWoi5TaP1YHDx6M9OnT44cffsC6devQpk0beHt74/bt2+jbty8mTZqkd1mxsbGYMGEC5s+fj8jISISFhSF37twYPnw4vL290alTJ4PjA9SvsfsYx+Pz58/RoUMHfPnll0Y3E+jTpw9WrFiBokWLomjRokZPkpFAzUqZxNJqjerHGk/5v//+U2bYzJ8/f5LjPSVlypSBjY0N+vTpo7MDWGqMja6LxV7HTB4P4RPi6empjJPo4uKizEO9YsUKqVOnTipGpi1//vyyevVqEfnfEEgiIsOHD5eePXsaVaYpQ2a9z9PTU6ZNm5Zk+7Rp08TT01NE4ueEN3Q4pD/++EMqVqwo586dMym+V69eyZYtW5T1wYMHS9++fZVl4MCB8vr1a4PLLV68uDJOa+LP5dSpUyYN/SQiEhUVJZcuXVJ9PusET548MbmMK1euSMWKFZOMc2js+JGNGzcWFxcXyZYtm9SqVUu+/PJLrcVQ5cqVk6lTp4qI9ufzzz//SI4cOQwuL4FGo9E5lFtoaKhRQ+7MnDlTnJ2dpVevXmJrayvdunWTgIAAcXV1lR9++MHoOBM7cuSITJ06Vf744w+D9x09erTkzp1bfv31V3FwcFD+j2vXrpVy5coZHVN4ePgHF0OZ83hM7OzZs+Ll5WX0/lWrVk12MWZ85oThnzZs2CAODg6yZMkSGTt2rOTMmVN+/fVXo+NU+/O5cOGCbN++Pc0OcZbg2bNn0qZNG7G2tlbGw7WxsZHWrVsbNJSYg4ODXL582YyRirx+/VqePXumtRjKXMfNh67bmzZtMrrcBExmE3FyclLGV8uRI4cyYPuNGzfEyclJlddQ48vm4OCgnDwyZ84soaGhIiISFhYmGTNmVCVOUyxcuFCsra2lQYMGMnbsWBk7dqw0bNhQbGxslMHWf/rpJ2nWrJlB5bq5uYmtra1YWVmJvb290eP0zZs3T+rXr6+sOzs7S9myZZULiIeHh85kPCUODg7KeKOJTwLXr18XOzs7g8sTEfnvv/+kXr16qk6aMGnSJFm7dq2y/vXXX4tGo5Hs2bMr3yVjVKhQQSpXrizbtm2T06dPS2hoqNZiqA4dOnxwMZSTk5MyTnHiz+fmzZtGfT7FixeXEiVKiJWVlRQpUkRKlCihLEWLFhUXFxdp2rSpweWa48eqmvLkySN79uwREe34Ll26JG5ubqkZmhZzHI+6HDp0KE2977ReKXP9+nUpWrSo8iM38YQJpk6aIBL/w3zRokUyePBgefTokYjEjyX977//GlVes2bNxNfXV3bs2KFcs3fs2CH58+eX5s2b611OpUqVZPfu3UbF8CEvX76Unj17SubMmVW5RpjruMmePbvOceI3bNggjo6ORpebgKMZJJI7d27cvHkTuXLlQoECBbB+/XqUKVMGW7ZsgZubm9Hlqn3bx8PDA48fP4aXlxdy5cqFv//+G8WKFcPNmzeNHqJDzXEou3TpAj8/P8yePVsZRih//vw4cOAAKlSoAADo37+/wTGq1Ut31apV+P7777W2rV69Wund/+uvv2LOnDkGj2fr4eGBa9euJelRevjwYaNHDvjuu+/w9OlT/PPPPzqndDXG/PnzsWrVKgDA7t27sWfPHuzYsQPr16/HwIEDsWvXLqPKDQ0NxcmTJ03q0Z6Y2r2U3dzccP/+/SRtt06fPq2MbGCIxo0bA4h/34GBgXB2dlYes7W1hbe3N7766iuDy719+7ZynDg4OODFixcAgLZt26JcuXKYPXu2XuX88ccfqFOnDtKlS6fVAVAXZ2dnFChQQOkI+SF3797V2aM9Li4O0dHResX2IRcvXtR5DjK0Y6Lax+P7HVjk/3u1r1y5EnXq1DG4PHN5/Pix8v7Sp0+vnLsrVqyI7t27m1y+qZ9Pnz594OPjg5CQEPj4+ODYsWN49OgR+vfvj59++smk2M6ePYuAgAC4uroiPDwcXbp0QcaMGbFx40bcvn0bK1asMLjMP//8M8k094GBgVi0aJFBneF69+6NPn36qNomHIifbnbfvn2YN2+ezuaRhjLHdQwAOnfujICAAPz111/w8PAAAKxbtw4dO3Y0aqjFJExOhz8h06ZNk5kzZ4qIyO7du8Xe3l7s7OzEyspKZsyYYXS5at/26dSpk4waNUpERGbPni0ODg4SEBAgbm5u0rFjR6NiHD58uGTLlk1++uknsbe3l7Fjx0qnTp0kU6ZMyv/kU+Hh4aE1Y5O7u7vW+pUrVyR9+vQGlzthwgTx8/OTv//+W1xcXOTQoUPy66+/SubMmWXWrFlGx6rmlK4iIvb29nL79m0REfn222+la9euIhL/vk2pYSpdurQcOnTI6P3NrX///lKxYkW5f/++UmN1+PBhyZ07t3I8GWPZsmVGNUtJjo+PjzKtcqlSpWT+/PkiIrJz506D7kBoNBqJjIxU/k5psbGx0euORMmSJWXlypUiol1zM3r0aKlYsaJB7zUxtWvs1D4evb29tZbcuXNL2bJlZciQIfL8+XODy0vs+PHjMnDgQGnevLnJzWmKFCki+/fvFxGRGjVqSP/+/UUkvvmKKc1p1Pp8MmXKpDSRSp8+vXLrPSQkRIoXL250fCLx73fgwIEiov3d/Ouvv4xuCuLp6Slnz55Nsv3MmTMG/T91HXOmNMNKHJ+aNfHmuI4l6NWrlxQqVEgePXokq1atEgcHB9WmuGUy+wHh4eHy+++/m9w2Ue0vW2xsrERHRyvra9askd69e8usWbPk7du3RsWYO3du+fPPP0Uk/iRw7do1EYk/AbZs2dKoGNWaljKxa9euydChQ6VFixbKhXrbtm1y/vx5vcuwt7f/YNulS5cuGXU7JS4uTsaNGydOTk7Kycre3l6GDRtmcFkJ1J7SVSR+/vK//vpLROLn4V6/fr2IiFy+fFlcXFwMKitxc5mQkBApX7687Nu3Tx4+fGhycxoRkd9++02aNm0qZcuW1bqNX6JECYPLevv2rXTu3FlsbGxEo9FIunTpxMrKStq0aSMxMTFGxfd++Xfu3JFbt25pLYYyx4/VlLx9+1aWLl0qHh4eKT538+bN4urqKpMmTRJHR0f58ccfpXPnzmJrayu7du0yOob69etLo0aN5MGDB+Ls7CwXL16UQ4cOSZkyZeTgwYMGl2eO49Ec1qxZI+nSpZP69euLra2t1K9fX/Llyyeurq5GNacxV6WMWp+Pm5ubcrs5d+7csnfvXhGJP7cbe05LkD59euXalTiZDQ8PN/oW+YIFCyQgIEDu37+vbLt//77UqlVL+aGpD7XbHCdQu3mkuY+bVq1aia+vrzg6Oho13W5ymMymQI2OMWp+2aKjo2X06NFy584dk+NKzNHRUYnRw8NDTp48KSLxv8YNraU8evSo+Pj4aP16T/xL1Fj79+9XLuy2trbKiWrixIny1Vdf6V1O3rx5P/hrcN26dZInTx6j43z79q1cuHBB/vnnH3nx4oXR5YjE13bu2LFDREQaNGggbdu2lX///Ve+//57yZ07t1Fl9uzZU7y8vCQgIEAyZcqkxLhmzRqDk8TENTOJaxnU6ABmro5Qt27dkq1bt8q6deskLCzM6HIShIWFqdrxzRw/VvXx/Plz6du3r17PPXjwoAQEBEjmzJnFwcFB/P39ZefOnSa9vrlq7NQ8HhPcvn1bubthqiJFisjs2bNF5H8JWFxcnHTp0kVGjBhhcvlqVcqo9flUrFhR6fDTsmVLqV27thw+fFjatWsnhQoVMinGzJkzK3c1Eiezu3btkpw5cxpVZvHixcXZ2VnSpUsnefLkkTx58ki6dOnE2dnZ5B/YajBXTbwax837nfuCg4Nlw4YN4unpKZ06dVK14x/bzCYyefJkeHt7o3nz5gCAZs2a4ffff4eHhwe2bdtm9DR0arbFtbGxwZQpU1QfuzJnzpy4f/8+cuXKhTx58mDXrl0oWbIkjh8/nmT8zJSoPS1lgsGDB2PcuHHo168fXFxclO3Vq1fXux0hED9H9ogRI1CvXr0kY2S+fv0ao0ePRr169YyO09bWFn5+fkbvn5jaU7oC8ZNaeHt7486dO5gyZYrS1vP+/fvKbFb62rdvn1Ex6GPu3LlYuHAhWrZsiWXLluH7779H7ty5MWLECJMGAs+VK5fBw4R9SIcOHWBjY4M///zT5O97TEwMJkyYgI4dOyrjHLdo0QItWrQwOc6rV69i3759OodNGzFiBFxcXPQeBqpSpUrYvXu3yTElFhsbqxzX7u7uuHfvHvLnzw8vLy9lSCRjqHU8xsTEYPTo0Zg1a5YyP72zszN69+6NkSNH6hzOUB/Xr19Xzje2traIioqCRqNB3759Ub16dYOGntLFy8vL4LFbdVHr8xk2bJgyJOOYMWNQv359VKpUCZkyZVKmmDZWw4YNMWbMGKxfvx5A/NBht2/fxqBBg4xqvw78r228GlI6Bo0RFBSEM2fOoEqVKhg8eDAaNGiA2bNnIzo62uBh3RJT47j50P9uyZIlWLJkCQB1xjfnOLOJ+Pj4YNWqVahQoQJ2796NZs2aYd26dUqnKGM7xkyfPh3W1tb49ttvsWfPHjRo0AAionzZ+vTpY1B5jRo1QpMmTVSdflfNcSidnJxw5swZ1aalTODs7Ixz587Bx8cHLi4uOHPmDHLnzo3w8HAUKFAAb9680aucyMhIFC9eHLa2tujVqxfy5csHALhy5Qpmz56NmJgYnD59GlmzZk2xLEOmHU3oDGeKV69emTSlqyVxdHTEpUuX4OXlhSxZsmD37t0oVqwYrl69inLlyunsTPm+96ei/BBjT/xOTk6qdnxzdnbG+fPnVZmaMsGiRYvQvXt3uLu7w8PDQyvh1mg0qTqYfIJKlSqhf//+aNy4MVq1aoUnT55g2LBhWLhwIU6ePInz58+nWIY5j8fu3btj48aNGDNmDMqXLw8AOHr0KEaNGoXGjRtj3rx5BpWXIGfOnNi+fTuKFCmCokWLYsiQIWjZsiWOHj2K2rVrGzw7W3IzLSWeTrxy5cpaE/foQ43PJzmPHz9OdqIhQzx79gxff/01jh8/jpcvXyJ79uyIiIhA+fLlsW3bNjg5OZlUvik+1jF469YtnDx5Ennz5tW7U9nHvo6ZA2tmE4mIiFBmVfrzzz/RrFkz1KpVC97e3spUosZI3Cs+ICAAly9fNvjLllidOnUwePBgnDt3DqVKlUpygBozHWniZLV58+bIlSsXjh49Cl9fXzRo0MCgssqWLYtr166pnsyq1Rs9a9asOHLkCLp3747BgwcrI0BoNBrUrFkTc+fO1SuRBQBXV1flbxHBpk2b4OrqitKlSwOIn8/66dOnBp0sPsTR0RElS5Y0eD9DerYb8v05e/YsChcuDCsrK5w9e/aDzzX0u67GqB2nT5/WWj916hRiYmKQP39+APFTTFtbW6NUqVIGxZaYn58fHj58aPT+76tRowYOHDigajI7btw4jB8/HoMGDTJqf0MSDWNrzdWosTPn8bh69WqsXbtWa+SCokWLwtPTEy1btjQ6ma1cuTJ2796NIkWKoGnTpujTpw/27t2L3bt3o0aNGgaXN336dDx48ACvXr1ChgwZAABPnjyBo6MjnJ2d8d9//yF37tzYt2+fQbMImrNGNWPGjCbtn8DV1RW7d+/GX3/9hTNnzuDly5coWbKk0RPhqMnUY1BfxtTEf4zr2L///pvsrJp///23yZMhsWY2kezZs2PDhg2oUKEC8ufPj3HjxqFp06a4cuUKvvjiCzx//tyoctWe7vJDU5OmhelIzTEtJQAMGDAA//zzD3777Tfky5cPp06dQmRkJNq1a4d27doZNbvL48ePce3aNQBA3rx5TTqpDho0CI8fP8b8+fOVWo/Y2Fj06NED6dOnx48//qh3WSnNA59A31tTVlZWiIiIQJYsWVT9/rxfbsKMQKaWC8QP5eLp6YmRI0dizpw5GDhwIPz9/XHixAk0adIEv/zyi0HlTZs2Dfv378fy5cu1LvJBQUFKrZO+Ep8LTpw4gWHDhmHChAk6v++GTh86f/58jB49Gq1bt1btx2r69OkRGhpq9NA6iWc0fPToEcaNG4fAwECtGsqdO3di+PDhBg9p9yGm1NipeTwCQJYsWXDgwIEk0ytfunQJlStXxoMHDwyOEYh/j2/evEH27NkRFxeHKVOm4MiRI/D19cWwYcOU76q+1qxZg4ULF2Lx4sXIkycPgPjZF7t164auXbvC398fLVq0gIeHh9Gz3iWO3dDPJyoqCpMmTUJISIjO2+3GTmsaFxeHZcuWYePGjQgPD4dGo4GPjw++/vprtG3b1qAYM2bMiLCwMLi7u6f4/vT98WbqMZgctWvi1T5uEvj5+eHw4cNJrrF//fUX6tWrh6dPnxpVbgIms4n06tULf/75J3x9fXH69GmEh4fD2dkZa9euxZQpU4y+DWCO6S7VkFINXWKGXEDNNe3hu3fv0LNnTyxbtgyxsbGwsbFBbGwsWrVqhWXLlhl820xtmTNnxuHDh5VavwRXrlxBhQoV9LotnuD9eeDfFxYWhjdv3qT6D5dbt24hV65c0Gg0qs+5HhcXh7i4OGUq27Vr1yoX+W7dusHW1tag8nLkyIFdu3ahUKFCWtvPnz+PWrVq4d69e3qXlZC4J0j4bidm7PfdHD9WO3XqhC+++ALffPONwfu+76uvvkK1atXQq1cvre2zZ8/Gnj17sHnzZqPKXbp0KVq0aAEHBweTYwTUPR6B+B+Yly9fxtKlS5WKibdv36JTp07w9fU1aapUNeXJkwe///47ihcvrrX99OnT+Oqrr3Djxg0cOXIEX331ldIe/2Nq2bIlDhw4gLZt2+psY25oszsg/lhr0KCB0relQIECEBFcunQJ586dQ8OGDQ36Xi5fvhwtWrSAnZ1dilPT69vcT81jMDEfHx9Va+LVPm4SdOzYEWfPnsW+ffuUttcHDx5EgwYNMGrUKJN/BLOZQSJqdoxJTNeFDoivdk9cvW+MN2/eJOnEpC99G7YbegG9efOmUfGkxNbWFosWLcLw4cNx/vx5vHz5EiVKlICvr69ZXs9QMTExuHz5cpKTwOXLl5PUPqTk/dvjCUJDQzF48GBcuHABXbp0MTpWtSROUJ2dnZEpUyYAwJ07d7Bo0SK8fv0aDRs2RKVKlQwu28rKSiuxM7Uj1PPnz3XWnj148ECZmEBf5uz4Zuh3RR958+bF8OHD8ffff+usPf7222/1Lmvnzp2YPHlyku21a9fG4MGDjY5x8ODB6NOnD5o2bYpOnTopE0cYS83jEYg/JkNCQpAzZ06lM/CZM2fw7t071KhRQ+sWbErtCg25y2dozf79+/cRExOTZHtMTAwiIiIAxN+FNPQ7r1aN6vbt27F161b4+/sb9PofsmzZMhw8eBAhISGoVq2a1mN79+5F48aNsWLFCr3vgiZOUE3pm5K41lTNYzCxCRMm6FUT37dvX71q4tU+bhIsXrwYX3/9NRo0aICdO3fiyJEjaNiwIcaNG2fUD5j3sWbWjEqUKAGNRoMzZ86gUKFCSg0TEF9tf/PmTdSuXVvpeamv2NhYTJgwAfPnz0dkZCTCwsKQO3duDB8+HN7e3ujUqZPab4X00K9fP6xYsQI//PADypQpAwD4559/MGnSJLRt29aknqU3b97E8OHDsW7dOjRp0gTjxo0zKIlP7laULoaeVM+dO4cGDRrgzp078PX1xdq1a1G7dm1ERUXBysoKUVFR2LBhg14/ngxpg+vs7AxPT0+9e5G3a9cOhw4dwtSpU7U+n4EDB6JSpUop1sBYsvfbmSem0WgMurXr5eWFb7/9NkmzjKlTp2LWrFkp1tAnJyYmBlu2bMGyZcuwfft25M6dG0FBQWjfvr0yY5Ah1D4eg4KC9H5uSrPXvV+zr4uxNfv16tVDREQEFi9erNzhOX36NLp06QIPDw/8+eef2LJlC3744QecO3dO73LVqlH18fHBtm3bkjTXMEWtWrVQvXr1ZH9MTZgwAQcOHMDOnTuNKj8uLg7Xrl3TmcRXrlw52f0+dNwlZugxmJjaNfHmvI69e/cO9erVw6tXr3D27FlMnDgxyR0eo5k8uNcnZNmyZcrEASIiAwcOFFdXVylfvrxRgxqPGjVKRo0aJRqNRgYMGKCsjxo1SiZMmCCrV682atzI0aNHS+7cueXXX38VBwcHZSy9tWvXSrly5QwuzxxWrFghFSpUkGzZsin/u+nTp5s0SHJMTIwsXrxYWrZsKTVq1JBq1appLaktNjZWJk+eLNmzZ1fG1c2ePbtMnjzZ6EH5Hzx4oIyzWr16dTl27JhR5bw/e1HCgNgZMmSQDBkyiEajEScnJ/Hx8TG47Nq1a0v9+vXl8OHD0q1bN8mRI4d07NhRYmNjJTY2Vnr06CFly5bVq6z3Z63SNVZx4sXNzU3Wrl2rV9lRUVHSvXt3ZQB5KysrsbW1le7du8vLly8Nft8Jtm/frjXz2ezZs6VYsWLSsmVLefz4sVFl7t+/X+rXr6+Ma9mgQQOjJg4wh6VLl4q1tbXUr19fxo4dK2PHjpX69euLjY2NLF26VJXXiIiIkJ9++kmKFCki6dKlkwYNGsjmzZslNjZW7zLMcTyqZf/+/Xovhrp//74EBASIRqMRW1tbsbW1FSsrK6lZs6ZERESIiMjevXsNHhfY1dVVmbTFFCtXrpSvv/5aoqKiTC4rQdasWeX06dPJPn7q1CnJmjWrUWWba9x0tTg4OMjx48eTbD927JgyCcXNmzf1HtNezePmzJkzSZbDhw+Lp6enfPPNN1rbTcVkNpF8+fJJSEiIiIgcOXJEHB0dZcGCBdKgQQOjphVMoPZ0l3ny5JE9e/aIiPbA0JcuXTJpOtKXL1/K1q1bZd68eTJz5kytxRBz584Vd3d3GTdunFayvXTpUqlatarR8fXs2VOcnJykWbNm0qdPH/nuu++0lrTElFmvROI/i1GjRkn69OmlZMmSJg9In9iqVavE399faxa0y5cvS6VKlYyaXjnxYOovXrwQjUYjJ06cUB6/dOmSuLq66lVWeHi4xMXFKX9/aLly5YqMGzfO4GkqX758qZxATUliExQuXFi2bt0qIiJnz54VW1tbGTJkiJQrV86oGZxWrlwpNjY20qxZM+X4a9asmaRLl05WrVplcrxq+Pvvv6VVq1bKYPGtWrWSv//+W/XX6Nq1q9jZ2Ym3t7e4urqKt7e3MpuiIUw9Hi3R5cuXlQHpPzTjob68vb3l4sWLRu1bvHhxrckFXFxcxNnZWQoXLqzKxAPp0qWTe/fuJfv43bt3xdbW1qiyixUrJk2bNpWLFy/KkydP5OnTp1qLsWJiYuT06dNG/+BNULduXSlZsqQyWYRIfPJeqlQpqVevnoiI/PHHH1K4cGGDyzb1uNFVIfH+VMhq/ShgM4NEHB0dlTE8Bw0ahPv372PFihW4cOECqlatanRvVbU5ODjg8uXL8PLy0hpv9eLFiyhTpowyoLchTp8+jbp16+LVq1eIiopCxowZ8fDhQzg6OiJLliwG3QLx8/PDhAkT0LhxY634zp8/j6pVqxo9jJG7uztWrFiBunXrGrW/JfHw8MCLFy/Qu3dvtGzZMtlbksaMDJEnTx5s2LAhSSezkydP4uuvvza4zXPiEQ0AaH3mQPy4vtmzZzdLZ7UnT56gU6dOqTr2YeJxYUeNGoXz589jw4YNOHXqFOrWrau0U9RXwYIF0bVr1yQdIqZNm4ZFixbh0qVLBsfYsWPHDz6eMHh5aouMjMTKlSuxdOlS3LhxA40bN0anTp0QEBCAqKgojBkzBmvXrjW6KYOhSpYsiZCQEGTIkEFpNpYcU8cJffXqFW7fvo13795pbTd29JcEsbGxOHfuHLy8vAweGSGxX3/9FcHBwVi+fDkcHR0N2teQiR+M6UhnbW2NiIgIZM6cWefjppyD1Bo3/bvvvkORIkXQqVMnxMbGonLlyjh69CgcHR3x559/omrVqkaVGxERgbZt2yIkJERpchUTE4MaNWpg5cqVyJo1K/bt24fo6GjUqlXLpPdgKEOOU1Mn9mAHsEScnZ3x6NEj5MqVC7t27VIGXLe3t8fr16+NLjc2NhbTp09XJl94/2Rl6LiMfn5+OHToUJIPf8OGDUnazeirb9++aNCgAebPnw9XV1f8/fffSJcuHdq0aWNw4+ybN2/q7I1vZ2enjFNoDFtbW9XHrlXbhg0bkv2cDbnY/ffffwCAKVOm4Mcff9Qa7srUkSGS6yASGxuLyMhIg8tLiOlD68Y4ePDgBx+vXLkyMmTIYFAie+LEiWQ/H2MTYltbW7x69QoAsGfPHqWTScaMGY0azu/GjRs6x3Zu2LAhfvjhB6NifPLkidZ6dHQ0zp8/j6dPn6J69epGlQnEd0B9//9oaIelBAkdQ/Lly4cuXbqgXbt2WsP4ODk5oX///gYNDWTq8dioUSNl5AI1Z4JK7MGDBwgKCsL27dt1Pm7oMf5+0lSlShUcOXLEqKTp/QT+2rVryJo1K7y9vZO0Vf/Q/1PfBNXYujURQYcOHZKdrfLt27dGlQuoN276hg0b0KZNGwDAli1bEB4ejsuXL2PlypUYOnQo/vrrL6PK9fDwwO7du3H58mWEhYUBAPLnz6/Vgev9TnH6xKrGdUyNmef0xWQ2kZo1a6Jz584oUaIEwsLClBrACxcumPShjB49GosXL0b//v0xbNgwDB06FOHh4di8ebNRU9iNGDEC7du3x927dxEXF4eNGzfiypUrWL58OX7//XejYgwNDcWCBQtgZWUFa2trvH37Frlz58aUKVPQvn17gwZL9vHxQWhoaJL/2Y4dO0xq9N+/f3/MnDkTs2fPVm2KXDXNmjULQ4cORYcOHRAcHIygoCBcv34dx48fR8+ePQ0qy1wjQgDxg/J369YNixcvViZgOHnyJLp372704OKJLyRv3rzBN998o4yPauyFRNdFN/HnbuhFPmFM58DAQOzatQu1atVCWFgYIiMj8eWXXxoVIwBUrFgR/fr1g7+/P44dO6YMIB8WFpbsIOEf4unpiZCQkCQXzz179hg0yH1imzZtSrItLi4O3bt3V3pA6+vVq1f4/vvvsX79ep3D9BhbA58wjmvC2LW6ZM6cWe9jQ43jMSEJi42NRbVq1VC0aFGDpyBPyXfffYenT5/in3/+QdWqVbFp0yZERkZi3LhxmDp1qsHlvZ803bhxw+ikyRwJ/I8//oiBAwcm2R4bG4s2bdpgzZo1Bpepz4gDxk4B37t3b/Tv3x8REREmjZv+8OFDpSPjtm3b0LRpU+TLlw8dO3bEzJkzjYotsQIFCqgyC6Ga1zFzTdajk8kNFT4hT548kZ49e0rDhg1l+/btyvYRI0bI2LFjjS43d+7cSscyZ2dnuXbtmoiIzJw5U1q2bKl3OdOmTVP+PnjwoAQEBEjmzJnFwcFB/P39JTg4WCpUqGBUjO7u7hIWFiYiIr6+vrJjxw4RiW/v6OjoaFBZixYtkhw5csjatWvFyclJ1qxZI+PGjVP+NsSXX36ptbi6uoqPj4/Ur18/yWOpLX/+/LJ69WoR0W7LPHz4cOnZs2dqhqblv//+kzp16mh1ENFoNFKnTh2l85UhOnTooNdiqPfbpj148EB27dolZcuWVdqMG6JIkSIye/ZsEfnf5xMXFyddunSRESNGGFxeglu3bkm9evWkaNGisnjxYmX7d999J7179za4vLlz54qtra188803smLFClmxYoV069ZN7OzsZP78+UbHqcvly5fFw8PDoH169OghBQsWlA0bNoiDg4MsWbJExo4dKzlz5jSqzbWIyLt376R69erKOUgNah+PdnZ2cuPGDdXiS+Dh4SH//POPiIi4uLjIlStXREQkODhY/P39DS7Pzs5O7ty5IyIiXbp0kT59+oiIyI0bN8TFxUWdoN+T0M5dH5kzZ9Y6TkTi249+/fXXUqBAAbVDM5mujqfGtPXMlSuX7Ny5U2JiYsTT01PJCc6fP29SXxe1O0aredy836E3uUWNNrNMZj/g+fPnsmDBAvniiy9M+mc7OjrKrVu3RCT+xHXy5EkREbl+/bqkT59e73Ls7e1l+fLlOh978eKFVKhQQfLnz29UjDVr1lQ6l3Tu3FnKlCkjv/76qwQGBkqZMmUMLu/XX3+VvHnzKl/WHDlyJDmB6UPfRMmYZEltDg4OysgNmTNnltDQUBERCQsLk4wZM6ZmaDodO3ZMli9fLsHBwcoF1BLs379fSpYsafB+jo6OcvPmTRERyZgxo5w9e1ZERC5evGhwQmduGzduFH9/f8mYMaNkzJhR/P39TRoJJDlbt24Vd3d3g/bx9PRUOmG5uLjI1atXRSR+BJM6deoYHUviH9RqUPt4LFWqlFE/olLi4uKifC9z5cqljBhw48YNpTe6IcyVNE2ZMkXn9piYGGnRooXe5Rw7dkzc3Nzkt99+ExGR6Oho+fLLL6VgwYJy//59o+Mzl5Q6oupr5MiR4urqKgUKFJBcuXLJmzdvRETkl19+MWkUIrU7RlvadSwBk1kdDhw4IO3atRMnJyfx9fWVQYMGGT0kkkj8KAkJPX39/f1l4sSJIhI/lFbmzJn1Lue3334Te3t7CQ4O1tr+8uVLqVixouTLl0/u3r1rVIzHjx+XvXv3iohIZGSkBAYGiouLi5QsWVL5MhsjKirKqNo+S+Tj46P0KC1VqpRSi7Zz507JkCFDaoamePLkifTo0UMyZcqkDE+VKVMm6dmzpzx58iS1w9PLpUuX9B5mJrEcOXIoCWyRIkWU2ocjR44Y9KPyQ16/fq30AE5LPej79u2rtXz33XfSvHlzcXZ2Nri2xcnJSflxniNHDqVW8caNG0Z9Lgm+++47GTRokNH7v0/t43H79u1SvHhx2bJli9y7d0+1z7l06dLKnbAGDRpI27Zt5d9//5Xvv/9ecufObXB55kqa1KxRDQkJERcXFwkODpaGDRuKn5+fMmzYp+y3336TadOmKTXnIvGjHZnyQzVTpkzKaCpqUPu4OXLkiGzZskVr2/Lly8Xb21syZ84sXbp0Ub6jpmAy+//u378vEydOlLx580qWLFmkV69eYmNjIxcuXDC57EGDBsn48eNFJD6BtbGxkbx584qtra3BJ+9FixaJo6OjUjOSkMjmzZtX/v33X5NjNYe3b9/KixcvTC7nxo0bOmtuwsLClJqN1NSpUycZNWqUiMSPNerg4CABAQHi5uYmHTt2TOXoRB49eiT58uUTJycn6dq1q0yfPl2mT58uXbp0EScnJylQoIDJw8So6f3xCUNDQ2X79u1SpUoVo26/tmzZUqZOnSoiImPGjJHMmTNL586dxcvLy6RmKi9fvpSePXtK5syZlR8IiRdDBQUFybJly5Jsf/bsmQQFBRkVY9WqVaVatWpStWpVqVq1qlSvXl2aN28uCxYskOjoaIPKKlKkiDL+aY0aNaR///4iEt9sKkeOHEbFJyLSq1cvSZ8+vZQqVUq6du2aJAE3lFrH4+jRo+Xly5dJbosmLKbeJl25cqUyPu+JEyfE3d1drKysxN7eXu8xlN9njqRJ7RrVTZs2iY2NjRQpUkQePHhgdFwfy4ULF2T79u3KcGcJS2rLli2bqnfW1L6O1a5dWyZNmqSsnz17VmxsbKRz584ydepU8fDwkJEjR5ocN4fmQnwv2oMHD6JevXpo3bo1ateuDWtra6RLlw5nzpyBn5+fqq939OhRHD16FL6+vjp7LadkypQpGD9+PIKDgzFixAjcvXsXBw4cMKqzidqWLl2KU6dOoVy5cmjdujWGDBmCadOmISYmBtWrV8fatWuVKU8NVaVKFXTs2DFJY/9ff/0Vixcvxv79+1V4B8aLi4tDXFycMtPb2rVrceTIEfj6+qJbt26wtbVN1fi+++47hISEYM+ePciaNavWYxEREahVqxZq1KiB6dOnp1KE2hJmSXr/FFWuXDksWbLE4M4Ojx8/xps3b5A9e3bExcVhypQpyuczbNgwo4ct6tmzJ/bt24exY8eibdu2mDNnDu7evYsFCxZg0qRJaN26tUHlWVlZwcHBAZ06dcKMGTOUKX2NGV4oLi4OP/74I4KDgxEdHY3q1atj1KhRcHBwMCimxKZPnw5ra2t8++232LNnDxo0aAARQXR0NKZNm2b01JQf6nGt0Wiwd+9eg8pT63i0trbG/fv3UxwSrUqVKgbFl5xXr14pQ0S6u7urUqZaEqaG/fXXX/HLL7/g2rVr2Lt3b5LzyfuS60D8999/I2/evFrvMzWH2dPlxo0b+PLLL3Hu3Dmt81FCZ1RDjseoqCgcOHBA5ygBxk5nO3XqVNy4cUO1jtFqX8eyZcuGLVu2oHTp0gCAoUOH4sCBAzh8+DAA4LfffsPIkSNx8eJFk+JmMgvAxsYG3377Lbp37641Rai5klk1DB48GD/++CO8vb2xf/9+o3s5J4iMjMSAAQOUebff/1roc8COHz8e48ePh7+/P06dOoVmzZph8+bN+O6772BlZYVZs2ahfv36mDdvnlExpk+fHqdOnUrSy/vatWsoXbo0nj59alS5aoiJicGECRPQsWPHNPGjQhdvb28sWLAAgYGBOh/fsWMHvvnmG4SHh3/cwJLx/hiFVlZWyJw5M+zt7Q0uKyYmBqtXr0ZgYGCKF15D5cqVCytWrEDVqlW1vqMrV67EmjVrsG3bNoPKs7Kywt69e9G5c2f4+Phg/fr1yJAhg1HJ7NixYzFq1CgEBATAwcEBO3fuRMuWLVUdV/bWrVs4efIk8ubNa/KYqGpR83h8fxzltGjWrFno2rUr7O3tU5y62tikKcHmzZvRtGlTFCxYEHv37tUr4VZzKuCPrUGDBrC2tsbixYvh4+ODY8eO4dGjR+jfvz9++uknVKpUSa9y1BzLPbEvv/wS+/btQ8aMGVGoUKEkoy0Y8uPAHNcxe3t7XL16VclRKlasiDp16mDo0KEAgPDwcBQpUgQvXrww6XWYzCL+1+Evv/yCdevWoWDBgmjbti1atGiBbNmyqZbMXr16Ffv27dM5t7O+w3O9/+t227ZtKFasGHLkyKG13ZhftnXq1MHt27fRq1cvnfNuN2rUKMUyfH19MWbMGLRs2RInTpxA2bJlsX79enz11VcAgO3bt+Obb74xesBzV1dX7N+/X+dg/1WrVjX5YDBV4sHzTZHS4OyJGTLmn52dHa5fv57sSerff/9F3rx58ebNG73LNIfXr18jJCQE9evXBwAMGTJEa3gvGxsbjBkzxuCk1tHREZcuXVJ97ENnZ2dcvHgRuXLlQs6cObFx40aUKVMGN2/eRJEiRQyexCQhebK2tsZXX32Fu3fv4o8//kDGjBkNTmZ9fX0xYMAAdOvWDUD88F716tXD69evlRpfQ0RHR6N27dqYP3++1g//tEit49HKygqRkZHJDshvqoTxzN+n0Whgb2+PvHnzolGjRlpj7r7Px8cHJ06cQKZMmeDj45Ps8zQajUFJk9o1qiKCO3fuIHPmzCbdHfiY3N3dsXfvXhQtWhSurq44duwY8ufPj71796J///44ffq0XuVUrVoV+fLlU8ZyP3PmjNZY7oYMf5lYSj8UDP1xoNZxk8DLywsrV65E5cqV8e7dO7i5uWHLli2oUaMGAODcuXOoUqWKwePtv4/jzCL+tmW5cuUwY8YMrFu3DkuWLEG/fv0QFxeH3bt3w9PTEy4uLkaXv2jRInTv3h3u7u7w8PDQSlQ0Go3eyayrq6vWesuWLY2O6X2HDx/GoUOHjJ50AQBu376NihUrAgBKly4NGxsbFC5cWHm8aNGiuH//vtHlV65cGRMnTsSaNWtgbW0NIL7GeOLEicrrpqYaNWrgwIEDJp8EzDU4u7u7O8LDw5NNZm/evPnBC+bHsnz5cmzdulVJZmfPno1ChQopF7/Lly8jW7ZsSWbISkmZMmV0jn9sqty5c+PmzZvIlSsXChQogPXr16NMmTLYsmWLUWOSJpwfMmXKhD179uCbb75B+fLlDZosIMHt27e1ZswLCAiARqPBvXv3jKp5SZcuHc6ePWvwfvpSc1ILtY5HAMiXL1+KPzCNvRifPn0ap06dQmxsrDLQfVhYGKytrVGgQAHMnTsX/fv3x+HDh5OtWEk89q6aY1S/f81JkNzdnZSICPLmzYsLFy6k+R9DCWJjY5Xrv7u7O+7du4f8+fPDy8sLV65c0bscNcdyT0ztmmw1jxsAqFu3LgYPHozJkydj8+bNcHR01KrNPnv2rMFjXevCZDYRJycndOzYER07dsSVK1fwyy+/YNKkSRg8eDBq1qyZ4qC/yRk3bhzGjx+PQYMGmRSfOW+/eHp6Gj37SoLo6GitGVhsbW21bnnY2NiYNKXp5MmTUblyZeTPn185GA4dOoTnz58b3J7OHOrUqYPBgwfj3LlzKFWqlDJpQAJ9B4U2ZjpHfQQGBmLo0KHYvXt3knZPb9++xfDhw1G7dm2zvLYhVq1ahe+//15r2+rVq5XpcX/99VfMmTPH4GS2R48e6NevH+7cuaPz8zH2FnlQUBDOnDmDKlWqYPDgwWjQoAFmz56ttCE1VOLj0MbGBosXL4afnx969OhhcFkxMTFJarDTpUuH6Ohog8tK0KZNG+XcqCa1J7VQ63gE4ie+SS6xM1VCrevSpUuV2dOePXuGzp07o2LFiujSpQtatWqFvn37YufOnSmWN2bMGAwYMCDJlLOvX7/Gjz/+aNBEPWpfc6ysrODr64tHjx5ZTDJbuHBhnDlzBj4+PihbtiymTJkCW1tbLFy4UDkn6SNdunTK3ZAsWbLg9u3bKFiwIFxdXXHnzh1zhW8wNY8bIL6pU5MmTVClShU4Oztj+fLlWtefJUuWqDLNLpsZpCA2NhZbtmzBkiVLjE5m06dPj9DQUIO++B/brl27MHXqVCxYsMDoX2QJbf0SavcqVKiA9evXKzVADx8+RM2aNU1KaO/du4fZs2fjzJkzcHBwQNGiRdGrV680UaP4odu2xk49q6Z///0XpUuXhp2dHXr27IkCBQpARHDp0iXMnTsXb9++xYkTJ0xuf22qbNmy4ejRo8r3MHPmzDh+/LiyHhYWhi+++ALPnj0zqFxdn4+pUwPrYmob0gMHDsDf31/pgJFgz549+Ouvvwz6sWNlZYU6depo/cjcsmULqlevrnWRMqTWs3fv3lixYgV8fX11XuyMSeCB+B8T3bp1Q8+ePeHi4qIkEN26dUO2bNkwevRog8pT63g0d5vZHDlyYPfu3UlqXS9cuIBatWrh7t27OHXqFGrVqoWHDx+mWF5Ch7X343306BGyZMmS6uehLVu2YMqUKZg3b57Wnbu0aufOnYiKikKTJk1w9epVNGjQAGFhYciUKRPWrl2r3C5PSa1atdChQwe0atUKXbp0wdmzZ/Htt99i5cqVePLkCf755x+jY1Rr+lnAfNexZ8+ewdnZWbmrmuDx48dwdnY2uYM0k9mPoFOnTvjiiy/wzTffpHYoWjJkyKB16ywqKgoxMTFwdHRM0ohcn1toyfU+B8yTNHyqMmbMiLCwMLi7uyf5jN5n6K3NmzdvokePHti1a5dWr9yaNWti9uzZJs8/rgYHBweEhoZqzS2e2OXLl1G8eHGD2/am1FbbmOYHab0Nqb4dbwypgVN71IEETk5OuHDhAry9vZEpUybs378fRYoUwaVLl1C9enWTmiiZIrnkUC3Ozs74888/k0zfvH//fjRo0AAvXrzAjRs3ULx4cTx//jzF8pJr47t37140b94cDx48MDpWNZKmDBky4NWrV4iJiYGtrW2StrOmtp38GB4/fpziufl9J06cwIsXL1CtWjX8999/aNeunTJKwJIlS1CsWDGjYkk8/ezChQuTTD87fvx4o8q1NGxm8BHkzZsXw4cPx99//61zbmdTe5caa8aMGaqWp2ZbLV0OHjz4wccrV65s1tf/kPDwcOzevRvR0dGoUqUKChUqZHRZ06dPV9poqf0Z+fj4YPv27Xjy5AmuXr0KIP77mRZqthPkzJkT58+fTzaZPXv2rMHtPZ8/f46wsDC8e/cOZcqUUa0zj1ptSPv164exY8fCyckp2Q5BCQyp+TRH06R9+/apXiYQn+QkdOLMkSMHzp8/jyJFiuDp06d49eqVQWWpeTyau76nUaNG6NixI6ZOnYovvvgCAHD8+HEMGDBAaT9/7Ngx5MuX74PlJCRXGo0mSRvf2NhYvHz50qQKlcRJU3BwcJKkSV9qn9PMpWPHjno9L6WRQV68eAEXFxdlaCogvpnBjh07lPUDBw4YFySAuXPnYuHChWjZsiWWLVuG77//Hrlz58aIESMM/mGg5nHzsbFm9iNQs3fp5yy528QJUqvGd9++fahfvz5ev34NIL6d45IlS9CmTZtUicfS9enTB3v27MHJkyeTtPd8/fo1SpcujYCAAMycOVOv8kJDQ1G3bl1ERkZCRODi4oL169cb3YnlfX379oWdnZ1JbUirVauGTZs2wc3N7YM1n4D5kkl9rFu3Dn/88QfevXuHGjVqqHq3qVWrVihdurSS2P/8889o1KgRdu/ejZIlS+rdFMLSjseXL1+ib9++WLFiBWJiYgDEx9y+fXtMnz4dTk5OCA0NBYAPdtBdvnw5RAQdO3bEjBkztNr42trawtvbG+XLlzc6zgIFCmDkyJFo2bKl0gwkcdI0e/Zso8tOi6ysrODl5YUSJUp88AfNpk2bPlhO1apVsXPnTq2mPokljHFv7Gg8iUdpyZIlC3bv3o1ixYrh6tWrKFeuHB49eqRXOZZ23CRh8rQL9EFxcXESHh4ur169Su1QPuj9qRkTlufPn8vbt29TOzwREXn69KnW8uDBA9m1a5eULVvWLHOm68vf318aNWok9+7dk8ePH0uPHj0kW7Zsqr5GZGSknDt3LsmsWJ+iiIgI8fDwkFy5csmUKVNk8+bNsnnzZpk8ebJ4enpKtmzZDJr6slatWlKhQgU5cuSInDp1Sr788kvJmzevavGqPXNVWjV37lzRaDSSL18+KVasmFhZWcmAAQNUK//Ro0fKdNyxsbEyceJEadCggfTr18+gmek+xvFoDi9evFCOa1NmTNy/f7/Bs7rpw8HBQcLDw0UkfmrbhGnOw8LCJGPGjEaVmVanfxYR6dGjh2TIkEGKFy8uM2fOlEePHhlVTuHChaVhw4YSGxub5LEDBw6Ik5OT9OrVy+g41Zp+1lKPmwRMZs0sNjZW0qVLp3Ma1rTk/Ska319y5colI0aM0HlAprb9+/dLyZIlU+31XV1dtaY9joqKEmtra3n48KHJZZ84cUIKFSqkTJv5/pSan6obN25IYGCg1vu2srKSwMBAuX79ukFlZcqUSU6ePKmsP3nyRDQajWoXzoQpYnUt1apV07ucoKCgFJfUnBbZz89PmeZSJH4aVkdHR5PLTe6HtLFJjjmPR0tgZWUlkZGRSbY/fPjQpHOGWkmT2tM/m9ObN29k9erVEhAQII6OjtK0aVPZsWOHxMXF6V3G3bt3JXfu3NK2bVut7QcPHhQXFxfp0aOHSTGqNf2spR83bGbwERQqVAi//PILypUrl9qhJGvFihVKe6gyZcoAiG+ntXz5cgwbNgwPHjzATz/9hIEDB+KHH35I5Wi1Xb58GaVLlzZ4cHq16OrtnPg2nCmKFSuGPHnyYNCgQciaNWuSDgdqj5ma1jx+/BjXrl0DYHzb3uQ+n7Nnz36wCdDHptZtTXNxcHDApUuXlFEl4uLi4ODggPDwcGTLls3ochM6jqbElNEH1DoezUXN8XWTG33h3r17yJMnj3Ib2VCdO3eGp6cnRo4ciTlz5mDgwIHw9/fHiRMn0KRJE/zyyy96laP29M8fy61bt7Bs2TKlOciFCxfg7Oys177Xr19HpUqV0LRpU8ycOROHDx9GnTp10Lp1a8yfP9+kuNSaftYSj5vE2AHsI5g0aRIGDhyYpociWb58OaZOnYpmzZop2xo0aIAiRYpgwYIFCAkJQa5cuTB+/PhUS2bf72gjIrh//z4mTZpk0mQPati5c6dWG7W4uDiEhITg/PnzyjZDx+cD4ucF//3339PEKAOpIWPGjMqPK1NcvHgRERERyrr8/5BkiduppfZUrN27d8eaNWtw8+ZNBAUFoU2bNmmqY97bt2+1huGysrKCra2t0clRgsRtgEUEdevWxeLFi5PMbGgIcx2P5qDW+LoJ09hqNBosXrxYK9GKjY3FwYMHUaBAAaPjXLhwoTJ7Zc+ePZEpUyYcOXIEDRs2VGaY08eWLVuU6Z+DgoJQqVIl5M2bF15eXli1alWaTWYTj9ZjaP+MPHnyYMeOHahatSqePXuGTZs2oWXLliYnsglxJe5P0qJFC7Ro0cKosizpuHkfa2Y/AksYisTBwQFnz55NMrzQ1atXUaxYMbx69Qo3b95EoUKFUuxZXL16dWzcuDHJ7EfPnz9H48aNjR66J7mhv8qVK4clS5aYdKI2hT7Tgho7JFnjxo3Rtm1bZUpgMtzHGDJOrZq1t2/fYuPGjViyZAmOHDmCevXqoVOnTqhVq5ZBwwCZg5WVFbp27ao1GP+cOXPQpk0brQugsePMJjC1Nsicx6M5qDW+bsJdhlu3biFnzpxa43kmdAAbM2YMypYta3CMMTExmDBhAjp27GjUzHGJqT39szklPh4PHz6M+vXrIygoCLVr19Z7OujEw6n99ddf+PLLL9G4cWMsWLBA65hOmDBDH4aMoKLvj3RLO27ex5rZj8AShiLx9PTUOavPL7/8ogyi/+jRI2TIkCHFsvbv35/kgg4Ab968waFDh4yO8f2hv6ysrJA5c+YkPd4/toTaCnNYvHgx2rdvj/Pnz6Nw4cJJhnVLq7+S0xJzDxmn5sxVdnZ2aNmyJVq2bKnc1uzRo4fBtzXNoXLlykmm76xQoYLWaCypnXAD5j0ezeH69euoV68egPikMyoqChqNBn379kX16tX1TmYTvufVqlXDxo0b9TpX68vGxgZTpkxBu3btTC5L7emfzaVHjx5Yu3YtPD090bFjR6xZswbu7u4Gl+Pm5qZ1XIgI1q9fj99++01ZNzRJLF68eLI/0BMzpFxLO27ex2T2I2jfvn1qh5Cin376CU2bNsX27duVsQ5PnDiBy5cvY8OGDQDixz5s3rx5smUk/rX4/m3d2NhY7Nixw6Rbh596+1Bdjh49ir/++gvbt29P8lha/pWclpj7ezNhwgRMnz5dqVmbOXOmVs2asUy5rWkO+/fvT+0QPklqjq8LmG/otho1auDAgQNGzxCZQO3pn81l/vz5yJUrF3Lnzo0DBw4kOxZsSndezPF5mPsHuiViM4OP7M2bN0lqLQ25vWBON2/exIIFCxAW9n/t3XtczGn7B/DPVKJzkSSrdJJaRUmstVJEK620JyTK4bG1zuX0LFEeIrvKacWrEj2rWKzzY9fTyZZDdHLsoFKeFa1SthxKfX9/+DXbmCnNNNN3Zrrer5fXS9/JPdfgnq65v9d93QUAAAsLCyxYsKDdb14tN3II+m+loqKCXbt2tbsZNfB3HVh7sHX4hCQNGDAAkydPxrp169CnTx+2wyECiPPkKnHc1pR10rg5T5LE1V+3pf/97384ffq0wLIXURPGyMhIBAcHw8vLS+AxxqLeJero8c+S4uPj0647DZI4mIQIj5LZTlBXV4dVq1bh6NGjAhsYS8OqiziUlpaCYRiYmJggIyOD55QlZWVl6Onp8Z3L/D7v/kD7888/8eLFC+7tqOrqaqiqqkJPT08uD5/Q0NBATk4OTE1N2Q6FtOKDDz7Af/7zH1hbW8PGxgZr1qzB9OnTceXKFbi6uqKmpqZd47x7W9PLy0uk25qyxtPTk+frM2fOwNnZmS9ZEiWpkwVVVVV49eoVDAwM0NTUhLCwMO5u9LVr1wpdLpCYmIjPPvsMJiYmyMvLw+DBg/HgwQMwDAM7O7sO7VloDd0lYldcXBwiIyNRUlKCK1euwMjICBERETA2NsaUKVPYDq9TUJlBJ1i5ciWSk5Oxd+9ega1IpMXvv/+Offv2obi4GD///DP69euHuLg4GBsbY/To0e/98823c8VZe9Pydsrhw4fx448/Ijo6mnvUaX5+PubPny/UblpZ4unpieTkZEpmpdiYMWNw8eJFWFtb48svv8SSJUuQlJSEixcvYty4ce0eR1y3NWVNy81jAGTnxCExadmxQkFBAatXr+7QeGvWrEFgYCCCg4OhoaGB48ePQ09PD15eXnB1dRV5XHG+rycmJiIxMREVFRV8477veFjCa+/evQgKCsLSpUuxadMm7ocKbW1tREREdJlkllZmO4GhoSG3FYmmpiaysrJgZmaGuLg4xMfH4/z582yHiOPHj8Pb2xteXl6Ii4vD3bt3YWJigt27d+P8+fNCxXjw4EHo6upyNzWsXLkS+/fvh5WVFeLj40WuYTQ1NcWxY8dga2vLcz0zMxNffPGFXNYRbdq0CREREXBzc4O1tTXfBjB5LK2QNeJaWaPbml1Le/rrcjgc7hG37dXybo6Ojg7S0tLw4YcfIjc3F1OmTMGDBw86EHXHBQcHIyQkBPb29ujbty/f3wFbfZRllZWVFTZv3gwPDw+eTiC3b9/G2LFj8fTpU7ZD7BSUzHYCWWhFYmtri2XLlmHWrFk8EyI7Oxuffvopz2au97GwsMDevXvh7OyMK1euYNy4cYiIiMDZs2ehpKQk8sqSqqoqUlNTuRvUmmVkZGDs2LEibZaQdm3VDXI4HLksrSDSS5wtmrq6U6dOtfrYlStXsHPnTjQ1NeHVq1dCjauvr4/k5GRYWlrCysoKW7ZswWeffYbc3Fx8/PHHHfp5U1dXh9TUVIG1uO39YN23b1+EhYXB29tb5DjI31RUVJCXlwcjIyOen92FhYWwsbHpcB9oWUFlBp2grVYk795iY0t+fj7GjBnDd11LSwvV1dVCjfXw4UNuk/+TJ0/iiy++wD/+8Q98/PHHGDt2rMgxjhs3DgsWLEBUVBTs7OwAvF2V9fPzw/jx40UeV1waGxsRHh7ear9RUfoJy+NqM5uOHTvW6r9PVlaWyOM2NTXh/v37Am+bCppXskpJSQnbtm0TS4smSdDR0Wl3ezC2+3sLuv2bn5+P1atX48yZM/Dy8kJISIjQ444cORJpaWmwtLTEpEmTEBAQgFu3buHEiRMdOoUyOzsbkyZNwosXL1BXV4eePXvi6dOn3D0L7U1m6+vrMWrUKJHjILyMjY2Rk5PDd8fzwoULsLS0bNcYsjRvWkPJbCdorRVJfX19u3sISpq+vj7u37/P17kgLS1N6Obl6urqqKyshKGhIX777TcsX74cANCjR48OfUqMiYnB7NmzYW9vz73d/ubNG0ycOBFRUVEijysuwcHBiIqKQkBAANauXYvvvvsODx48wMmTJxEUFMR2eF3ezp07uUc2nzp1Cr6+vigqKsL169fx7bffijzu1atXMWPGDO4GyJbkcWOMs7OzWFo0SYIs9PQW5NGjR1i/fj0OHjyIiRMnIicnR+TTIrdv385dfQ0ODkZtbS2OHDkCc3PzDrW+WrZsGdzd3REZGQktLS1cvXoV3bp1w8yZM7FkyZJ2jzNv3jwcPnwY69atEzkWWfHu5sa2CHvHMiQkBIGBgVi+fDm+/fZbvHr1CgzDICMjA/Hx8QgNDW33z0VZnTctUZmBBIWHh2PZsmV811u2IvHz80N6ejoL0fEKDQ3Fv//9b8TExMDFxQXnz59HaWkpli1bhnXr1mHRokXtHsvLywt5eXmwtbVFfHw8ysrK0KtXL5w+fRr//Oc/eY7GE0VBQQHy8vIAAIMGDcLAgQM7NJ64mJqaYufOnXBzc+OpW9u5cyeuXr2Kw4cPizSuJNrsdEWDBg3C+vXrMX36dJ7bcUFBQaiqqsLu3btFGnfo0KEYOHAggoODBdYASsvdF3GRVIumrqimpgabN2/Grl27MHToUGzduhWffPIJ22EJpK2tjWvXrsHCwgLa2tq4cuUKLC0tce3aNcyePZv7nixI84IG8PYuxsGDB2FjYwMbGxu+fQDy9J7m6+vL/T3DMPjll1+gpaUFe3t7AG/vLFZXV8PT01PoWnhFRUWUl5dDT08PP/30EzZs2ICioiIAgIGBAYKDgzF37lzxvRgpR8msBKmoqGDfvn0Cb8nV1tbC1dUVT58+bfNNoLMwDIPNmzcjNDSUW3vavXt3BAYGYuPGjUKNVV1djbVr1+Lhw4fw8/Pj7qBdv349lJWV8d1334k9fmmgpqaGe/fuwdDQEH379sW5c+dgZ2eH4uJi2NratrtFU0uSarPTFamqquLevXswMjKCnp4eLl68iCFDhqCwsBAjR44U2DavPdTU1JCbm8strZF3stiiSRr7e4eFhWHr1q3Q19fH5s2bxb7rvL6+XmDZi6GhoUjj9e7dm7uxceDAgdi1axcmTpyIvLw8DBs2DHV1da3+WScnp3Y/j6QOfWDbqlWrUFVVhcjISG6LysbGRvj7+0NTUxPbtm0TajwFBQU8fvwYenp63GsvXrxAbW0tz7WOkMZ50xoqM5CguLg4eHt7Q1tbm2e1ora2Fp9++ikqKiqk5lQdDoeD7777DitWrMD9+/dRW1sLKysrkY7P1NbWFrjK1dGSivcdtsB2S5cPPvgA5eXlMDQ0hKmpKX777TfY2dnh+vXr6N69u0hjSqrNTlekr6+PqqoqGBkZwdDQEFevXsWQIUNQUlLy3mMh2zJixAjcv3+/yySzsnLspbT39169ejVUVFRgZmaGgwcP4uDBgwK/T9jbzwUFBZg7dy4uX77Mc12UY1NbsrW1xfXr12Fubg5HR0cEBQXh6dOniIuLe29JhLwmqMJoPgilZa91RUVFLF++HKNGjRI6mQX4j49WVVWFqqpqh+KU9nnTGkpmJeiLL75AdXU1pk+fjnPnzmHs2LGoq6vjdgdISUmBgYEBqzG29zQuYRPFjvasFeTZs2c8Xzc0NOD27duorq6Gs7OzSGOK09SpU5GYmIgRI0Zg0aJFmDlzJqKjo1FWViaw3KQ97t27h/j4eABvN9+8fPkS6urqCAkJwZQpU+Dn5yfOlyDXnJ2dcfr0adja2sLX1xfLli3DsWPHcOPGDaFq2wDeo5sXLVqEgIAAPH78WGD7NGk61agrkfb+3rNmzWr3phth+Pr6QklJCWfPnhVY9iKqzZs3c4/d3bRpE2bNmgU/Pz+Ym5sjOjr6vX++PXNMSUkJ+vr6cHFxgbu7e4djliZv3rxBXl4et0d6s7y8PJE/IA4cOPC9/77CbtiS9nnTGioz6ARhYWHYtGkTTp06haCgIPzxxx9ITU2VitY2CgoKMDIygq2tbZurU8L0/hNnz9r3aWpqgp+fH0xNTbFy5UqxjSsOV69e5d6WE/WNWZJtdrqapqYmNDU1QUnp7Wf4hIQE7r/PggULoKys3O6xmnuEtjZnmh+T1tvuHSWOFk2SJgv9vSVBTU0NmZmZGDRoENuh8GhZP9qapqYmVFRUIDU1FYGBgSJ1c5BWy5cvx6FDh/DPf/4TDg4OAIBr165hy5Yt8Pb2FrpWWEFBAREREe+tyZ89e7ZQ48rsvGFIp1i1ahWjoKDAmJiYMGVlZWyHw+Xv78/o6OgwQ4cOZXbs2MFUVlZ2eMyhQ4cyBw8eZBiGYdTV1ZmioiKGYRgmKyuL6dOnT4fHf1deXh6jr68v9nGFUV9fz/j6+jLFxcViGS84OJipra1lpkyZwuzfv59hGIYJCAhgzMzMmH/961+MnZ0dM27cOLE8FxHegwcP2v1L3mRlZTH6+vqMpqYmo6ioyPTu3ZvhcDiMmpoaY2xszHZ4XGpqakxpaSnDMAzTr18/5tq1awzDMExxcTGjpqbGZmgSZW9vz/z+++9iH9fJyYl59uwZ3/WamhrGyclJrM915swZpn///mIdk22NjY3M1q1bGQMDA4bD4TAcDocxMDBgtm7dyrx580bo8TgcDvPkyROxxymr84aSWQmaOnUqz6/u3bszDg4OfNfZ9urVK+bw4cPM+PHjGVVVVebLL79kLly4wDQ1NYk0noqKClNSUsIwDG8yW1RUxHTv3l1cYXOdO3eO0dXVFfu4wtLU1BRbMqugoMA8efKEKSoqYnJzcxmGYZja2lpmwYIFjLW1NePp6SmXiZIkGRkZMcHBwdw3aiIaR0dHZv78+UxjYyN3fpeVlTFjxoxhjh8/znZ4XNbW1kxKSgrDMAwzbtw4JiAggGEYhtmxYwfTr18/NkMTu5qaGu6vxMRE5qOPPmKSk5OZp0+f8jxWU1Mj8nO0ljw9efKEUVJS6kj4fJ49eyYVPxslpaP/Fgzz988IcZPVeUM1sxL07vL/9OnTWYqkbd27d8f06dMxffp0lJaWIjY2Fv7+/njz5g3u3Lkj9CYwcfasballexfg7YaG8vJynDt3TuhbKZLg4eGBkydPilwf2xLz/7evW/59qampITIyssNjd1VLly5FbGwsQkJC4OTkhLlz52Lq1Kkib8571927dwXedpe3VlU5OTnYt28fFBQUoKioiNevX8PExARhYWGYPXu20PXHktJaf++Ghga5av8EvN1027J2kmEYjBs3jud7GBHLXlrWh9+9e5fnNMjGxkZcuHAB/fr1EzFywbS1tUU+KVIWiKMjACOhClFZnTeUzEqQLJ6h3rIWUNRav/nz52PJkiWIiYkBh8PBo0ePcOXKFQQGBnaoUXZ2djZPnaKCggJ69+6NH374od0b2STJ3NwcISEhSE9PF9h/U9haQklsDunKli5diqVLlyIrKwuxsbFYtGgR/P39MWPGDMyZM4d7qpywiouLMXXqVNy6dYvn/2fzv5+81cx269aN255LT08PZWVlsLS0hJaWFh4+fMhydH9r+aFy/PjxyMvL4/b3lrdNeZLsFjB06FBwOBxwOByBG21VVFSwa9cuiT2/vHjy5AkCAwORmJiIiooKvmRU2PcJSXUVkdV5QxvACF6/fo0TJ05wW4dMnjwZvr6+cHV1bbOnZGsYMfasBd5O2m3btuHUqVNoaGiAs7MzNmzYABUVFaHHkiRjY+NWH+NwOCguLm73WAoKCtDS0hL7TlXyt4aGBvz4449YtWoVGhoaYG1tjcWLF8PX11eoDxLu7u5QVFREVFQUjI2NkZGRgcrKSgQEBOD777+X2ib4opowYQJ8fHwwY8YMzJ8/Hzdv3sTixYsRFxeHZ8+e4dq1a2yHSMSo+WQ7ExMTZGRkoHfv3tzHlJWVoaenx9Nuigj26aefoqysDAsXLhTYZULcfYa7Gkpmuzh/f38kJCSgf//+mDNnDry8vKCrqyvSWCUlJTwJXX19fYd71gLAxo0bsWHDBowfPx4qKir49ddfMX36dNb7ykqSpHaqkrdJ7C+//IIDBw7g4sWLGDlyJObOnYv//e9/2LNnD5ydnYU6rU1XVxdJSUmwsbGBlpYWMjIyYGFhgaSkJAQEBCA7O1uCr6bz3bhxA3/99RecnJxQUVGBWbNmcbtCREdHY+jQoWyHyJWYmMhdCXt3JUue3z+qq6uRkZEh8HULOsSnPVJTU/Hxxx9zu4E0a2xsRHp6OsaMGSNyvF2BhoYGfv/9d6maH62RxXlDyWwXp6CgAENDQ9ja2ra5GtWe+qXmNl9OTk5wdnaGk5OTWGqpzM3NERgYiAULFgAA/vvf/8LNzQ0vX74UaeVYFgg63YV0TFZWFg4cOID4+HgoKChg1qxZmDdvHk8Lo9u3b2P48OF4+fJlu8fV0dFBVlYWjI2NYWpqiqioKDg5OaGoqAjW1tbcuxOkcwUHByMkJAT29vYCV8KEaTcoS86cOQMvLy/U1tZCU1OT53VzOByR7+a0PD61pcrKSujp6cldOY24WVlZ4aeffoKtrS3bobRJVucN1cx2ceJs3J2UlISUlBSkpKQgPj4e9fX1MDEx4Sa2Tk5O6NOnj9DjlpWVYdKkSdyvx48fz63FlYZevc0aGxsRGxvb6idaYY6epXpZ8Rs+fDhcXFywd+9eeHh48B1uALwtFZk2bZpQ4w4ePBi5ubkwNjbGiBEjEBYWBmVlZezfv79DGx6llbOzM06cOAFtbW2e68+fP4eHh4fUHLEcGRmJ2NhYeHt7sx1KpwoICMCcOXOwefPmDp8G1VLzBrJ3VVZW8u0PIPwiIiKwevVq7Nu3j29ztDSR1XlDK7NEIl69eoXLly9zk9uMjAw0NDRg0KBBuHPnjlBjKSoq4vHjxzy1WhoaGrh582abdaqdbeHChYiNjYWbm5vAT7Th4eHtHotWZsWvtLQURkZGYh/3119/RV1dHTw9PVFYWAh3d3cUFBSgV69eSEhI4NtVLuta+79ZUVGBfv36oaGhgaXIePXq1QsZGRkwNTVlO5ROpaamhlu3bontg1Rzd4pTp07B1dWVp/tHY2Mjbt68CQsLC1y4cEEszyevdHR08OLFC7x58waqqqp8H6alZf+DrM4bWpklEtGjRw84Oztj9OjRcHJywn/+8x/s27cPeXl5Qo/FMAx8fHx43kRfvXqFb775hmdFgO1WLgkJCTh69CjPKrKoJLVTtStrTmTr6+sFrpwbGhqKNO7EiRO5vzc3N0deXh6qqqqgo6MjVyvsbLRo6oh58+bh8OHDHeqgIosmTpyIGzduiC2Zba7bZxgGGhoaPBtvlZWVMXLkSMyfP18szyXPIiIi2A6hXWR13tDKLBGr+vp6XL16FcnJyUhJScG1a9fQv39/jBkzBmPGjIGjo6PQSUN7jkEE2G+FZmBggJSUFAwcOJDVOIhgBQUFmDt3Li5fvsxzXdT+m+1tByetGyaE1dy2DxDc47K5RRObbfJa9qJuamrCwYMHYWNjAxsbG76VMGnumSms06dPc3//559/IiQkBL6+vrC2tuZ73aL2PQ4ODsaKFSvEWrpApIM8zBtKZonYODs749q1azA2NoajoyM++eQTODo6om/fvmyH1il++OEHFBcXY/fu3XK1Iicvmndir169WmAZyJAhQ4Qar3nDo62tbZsNzKV1w4SwZKFFk5OTU7u+j8PhSE1trzi0dyOsKB/aWrvDoKWlhYEDByIwMBAuLi5CjdnVvXr1iu9wFXEcpCAqeZg3lMwSsenWrRv69u0LDw8PjB07Fo6OjujVqxfbYUnUu6cdJSUloWfPnvjwww/5PtGyXQbR1ampqSEzM5One0FHfPvtt4iPj4eRkRF8fX0xc+ZM9OzZUyxjSzNq0dS1HDx4UOD16upqZGZm4siRIzh27Bjc3d07OTLZUldXh1WrVuHo0aOorKzke5y6QXQMJbNEbOrq6vD7778jJSUFycnJyMnJwcCBA+Ho6MhNbluu5siD9pZAAOyXQXR1w4cPR3h4OEaPHi22MVseOHL58mW4ublh7ty5mDBhgtyuzstKi6aamho0NjbyfcCoqqqCkpISqythkpCUlISFCxfi6tWrfK+tpqYGo0aNQmRkpNgP8di+fTuOHTvGV75DeH377bdITk7Gxo0b4e3tjT179uCPP/7Avn37sGXLFnh5ebEdIgAZnjcMIRLy/Plz5vz588yKFSuY4cOHM8rKysyHH37IdlikC6mpqeH+SkxMZD766CMmOTmZefr0Kc9jNTU1HX6uBw8eMBs2bGBMTEwYQ0ND5q+//hLDK5A+HA6Hqaio4Luen5/PaGhosBCRYK6ursyePXv4ru/du5f59NNPWYhIstzd3Znt27e3+viOHTsYDw8PsT9vfn4+o6OjI/Zx5U3//v2Z5ORkhmEYRkNDgyksLGQYhmEOHTokVf8fZXXeUDcDIjFqamro2bMnevbsCR0dHSgpKeHevXtsh0W6EG1tbZ4VUoZh+FplMSJuAHtX8wYphmGkZnVSnJpLajgcDl93keYWTaNGjWIrPD7Xrl0TuFll7Nix+O6771iISLJyc3OxdevWVh+fMGECvv/+e7E/7+vXr6GsrCz2ceVNVVUVt8OEpqYmtxXX6NGj4efnx2ZoPGR13lAyS8SmqakJN27c4JYZpKeno66uDv369YOTkxP27NnT7kJzWfG+k9NaysrKknA05F3JyckSHb9lmUFaWhomT56M3bt3w9XVVe5Op5O1Fk2vX7/Gmzdv+K43NDQIdcKbrHjy5InAg0CaKSkp4c8//xT780rbEcbSysTEBCUlJTA0NMSgQYNw9OhRODg44MyZM3wHkLBJVucNJbNEbLS1tVFXVwd9fX04OTkhPDwcY8eOlbnmy8Lw8PDg/v7Vq1f48ccfYWVlhY8++ggAcPXqVdy5cwf+/v4sRdi1OTo6Smxsf39/JCQkoH///pgzZw7i4+Ohq6srsedjW3PN94ABAxAYGCj1pz45ODhg//792LVrF8/1yMhIDBs2jKWoJKdfv364ffs2zMzMBD5+8+ZNkTrLtGzb1FJNTQ2ysrJQUFCAS5cuCT1uV+Pr64vc3Fw4Ojpi9erVcHd3x+7du9HQ0CBV7a5kdd7QBjAiNvv27YOTk1OX7bM6b9489O3bFxs3buS5vn79ejx8+FBu+o3KkpaN/t/HxsZGqLEVFBRgaGj43tV56mLBjvT0dIwfPx7Dhw/nlpYkJibi+vXr+O2338S+EYptixYtQkpKCq5fv44ePXrwPPby5Us4ODjAyckJO3fuFGrc1u6maWpqwsLCAn5+flJ1EqOsKC0tRWZmJszMzIR+75EkWZ03lMwSIiZaWlq4ceMGzM3Nea4XFhbC3t4eNTU1LEXWdbWsY31fOYiwda4+Pj7tKjGRly4WsthvNCcnB9u2bUNOTg5UVFRgY2ODNWvW8M1RefDkyRPY2dlBUVERCxcuhIWFBQAgLy8Pe/bsQWNjI7KystCnTx+WIyXSThbnDSWzhIiJvr4+tmzZAh8fH57rsbGxWLVqFZ48ecJOYF1YaWkp9/fZ2dkIDAzEihUruGUgV65cwQ8//ICwsDCekhHCj/qNSr/S0lL4+fnh119/5R7kweFwMHHiROzZs4dWUIncomSWEDHZsmULgoODMX/+fDg4OAB4uzM0JiYG69atw+rVq1mOsGtzcHDAhg0bMGnSJJ7r58+fx7p165CZmclSZPJBmvuNStuJS5L27Nkz3L9/HwzDwNzcHDo6OmyHRGSQLM0bSmYJEaOjR49ix44d3BZklpaWWLJkCb766iuWIyMqKirIysqCpaUlz/V79+7Bzs5OqnfqyoKCggKMHDmS23KIbS9evMDKlSvpxCVChCCr80a+escQwrKvvvoK6enpqKqqQlVVFdLT0ymRlRKWlpYIDQ3lWWmor69HaGgoX4JLhCdt/UZXrFiBpKQk7N27F927d0dUVBSCg4NhYGCAQ4cOsR0eIVJJVucNrcwSImb19fWoqKhAU1MTz3VDQ0OWIiIAkJGRAXd3dzAMw909fPPmTXA4HJw5c4ZbGkJEs3TpUuTl5eHChQtshwLg7Xw7dOgQxo4dC01NTWRlZcHMzAxxcXGIj4/H+fPn2Q6RdCFlZWVtPi4tPx9kdd5Qn1lCxKSwsBBz5szhqxkU1wlTpGMcHBxQXFyMn376CXl5eQCAr7/+GjNmzJD6nqnSQNb6jcrKiUukaxgwYECb3U+k5eeDrM4bSmYJERMfHx8oKSnh7Nmz6Nu3b7tPBiOdR01NDf/4xz/YDkMmZWdnC7yuqakJFxcXnDhxQqp2y8vKiUuka3h3/jQ0NCA7Oxvbt2/Hpk2bWIqKn6zOGyozIERM1NTUkJmZiUGDBrEdCmnD3bt3UVZWxrdL97PPPmMpIiIJ4eHhUFRUxOLFi/Hf//6XW2LSfOLSkiVL2A6REJw7dw7btm1DSkoK26EAkN15Q8ksIWIyfPhwhIeHY/To0WyHQgQoLi7G1KlTcevWLe5BCgC4K+jScpuPSIa0nrhEurb79+9jyJAhqKurYzsUgWRl3lAyS4iYJCUlYe3atdi8eTOsra3RrVs3nseltT9fV+Hu7g5FRUVERUXB2NgYGRkZqKysREBAAL7//nupPaaRECL7nj9/zvM1wzAoLy/Hhg0bkJeXh5ycHHYCkxOUzBIiJgoKbzvdvVsrSxvApIOuri6SkpJgY2MDLS0tZGRkwMLCAklJSQgICGi1JpTIruvXryM5OVlgd5Ht27ezFBXpipqP1m6JYRj0798fCQkJ3FMJpUFiYiISExMFzpuYmBiWomobbQAjREySk5PZDoG0obGxERoaGgDeJraPHj2ChYUFjIyMkJ+fz3J0RNw2b96MtWvXwsLCAn369OFJJGhzJuls7/58UFBQQO/evWFmZgYlJelJxYKDgxESEgJ7e3uZ2sgsPX+DhMg4R0fHVh+7fft2J0ZCBBk8eDByc3NhbGyMESNGICwsDMrKyti/fz+3FQ2RHzt27EBMTAx8fHzYDoWQNn8+SJPIyEjExsbC29ub7VCEQsksIRLy119/IT4+HlFRUcjMzKQyA5atXbuWu8kiJCQEkydPxieffIJevXrhyJEjLEdHxE1BQQEff/wx22EQwvXo0SOkpaUJvH2/ePFilqLiVV9fj1GjRrEdhtCoZpYQMbt06RKio6Nx/PhxGBgYwNPTE59//jmGDx/OdmjkHVVVVdDR0ZGZW2mk/cLCwvDo0SNERESwHQohiI2NxYIFC6CsrIxevXrxlb0UFxezGN3fVq1aBXV1daxbt47tUIRCySwhYvD48WPExsYiOjoaz58/x1dffYXIyEjk5ubCysqK7fAI6XKamprg5uaGgoICWFlZ8XUXOXHiBEuRka6of//++Oabb7BmzRruZmFptGTJEhw6dAg2NjawsbHhmzfSunGSygwI6SB3d3dcunQJbm5uiIiIgKurKxQVFREZGcl2aATAnDlz2vV90rpLl4hm8eLFSE5OhpOTE99KGCGd7cWLF5g2bZpUJ7IAcPPmTQwdOhQA/14PaZ5DtDJLSAcpKSlh8eLF8PPzg7m5Ofd6t27daGVWCigoKMDIyAi2trZo6+3ul19+6cSoiKRpaGggISEBbm5ubIdCCFauXImePXti9erVbIcil2hllpAOSktLQ3R0NIYNGwZLS0t4e3tj2rRpbIdF/p+fnx/i4+NRUlICX19fzJw5Ez179mQ7LCJhPXv2hKmpKdthEAIACA0NxeTJk3HhwgWBh+pI6+17WUErs4SISV1dHY4cOYKYmBhkZGSgsbER27dvx5w5c7j9TQk7Xr9+jRMnTiAmJgaXL1+Gm5sb5s6diwkTJkj1rTMiugMHDuDChQs4cOAAVFVV2Q6HdHH/+te/EBQU1Grf46SkJBaj+5uTk1Ob74nSEue7KJklRALy8/MRHR2NuLg4VFdXw8XFBadPn2Y7LIK3Z43Hxsbi0KFDePPmDe7cuQN1dXW2wyJiZmtri6KiIjAMgwEDBvCthGVlZbEUGemKdHR0EB4eLvV9j5ctW8bzdUNDA3JycnD79m3Mnj0bO3bsYCmytlGZASESYGFhgbCwMISGhuLMmTO0uUiKNB8ryTAM9f6VYx4eHmyHQAhX9+7dZaLvcXh4uMDrGzZsQG1tbSdH0360MksIkXstywzS0tIwefJk+Pr6wtXVVep3FxNCZF9oaCjKy8uxc+dOtkMRyf379+Hg4ICqqiq2QxGIVmYJIXLN398fCQkJ6N+/P+bMmYP4+Hjo6uqyHRYhpAvJyMhAUlISzp49iw8//FDm+h5fuXIFPXr0YDuMVlEySwiRa5GRkTA0NISJiQlSU1ORmpoq8Puk/YcJeb+ePXuioKAAurq67z3ZTVpXmIh80tbWhqenJ9thvNe7MTIMg/Lycty4cUOqTwWjZJYQItdmzZpFHQu6iPDwcG7nEDrGlkiTAwcOsB1Cu2hpafF8raCgAAsLC4SEhGDChAksRfV+VDNLCCGEENLFNTY2Ij09HdbW1tDR0WE7HKFQMksIIURuPH/+vF3fp6mpKeFICPlbZWUlgoKCkJycjIqKCjQ1NfE8Li1lLz169MC9e/dgbGzMdihCoTIDQgghckNbW7vNshKGYcDhcKgtG+lU3t7euH//PubOnct3aII0GTx4MIqLi2UumaWVWUIIIXKj5QY/hmEwadIkREVFoV+/fjzf5+jo2NmhkS5MQ0MDaWlpGDJkCNuhtOnChQtYs2YNNm7ciGHDhkFNTY3ncWm9o0HJLCGEELmloaGB3NxcmJiYsB0K6cKGDx+OXbt2YeTIkWyH0qaWfbdbrh5L+x0NKjMghBBCCJGgH3/8EatXr0ZQUBAGDx7M12dWWlY8k5OT2Q5BJJTMEkIIIYRIkLa2Np4/fw5nZ2ee69K24tlW+c3t27c7MRLhUDJLCCFErknrZhvSdXh5eaFbt244fPiwVG8Ae9dff/2F+Ph4REVFITMzU2qS7ndRMksIIURuvHuC0atXr/DNN9/wbWShE99IZ7p9+zays7NhYWHBdijtcunSJURHR+P48eMwMDCAp6cn9uzZw3ZYraJklhBCiNx49wSjmTNnshQJIX+zt7fHw4cPpTqZffz4MWJjYxEdHY3nz5/jq6++wuvXr3Hy5ElYWVmxHV6bqJsBIYQQQogE/fzzz9iwYQNWrFgBa2trvg1gNjY2LEX2lru7Oy5dugQ3Nzd4eXnB1dUVioqK6NatG3JzcymZJYQQQgjpylq2vGrG4XCkZgOYkpISFi9eDD8/P5ibm3Ovy0oyS2UGhBBCCCESVFJSwnYIbUpLS0N0dDSGDRsGS0tLeHt7Y9q0aWyH1W60MksIIYQQQlBXV4cjR44gJiYGGRkZaGxsxPbt2zFnzhxoaGiwHV6rKJklhBBCCOkEd+/eRVlZGerr63muf/bZZyxF1Lr8/HxER0cjLi4O1dXVcHFxwenTp9kOSyBKZgkhhBBCJKi4uBhTp07FrVu3uLWywN89kNmumW1LY2Mjzpw5g5iYGKlNZvkrkgkhhBBCiNgsWbIExsbGqKiogKqqKu7cuYNLly7B3t4eKSkpbIfXJkVFRXh4eEhtIgvQyiwhhBBCiETp6uoiKSkJNjY20NLSQkZGBiwsLJCUlISAgABkZ2ezHaJMo5VZQgghhBAJamxs5G6g0tXVxaNHjwAARkZGyM/PZzM0uUCtuQghhBBCJGjw4MHIzc2FsbExRowYgbCwMCgrK2P//v0wMTFhOzyZR2UGhBBCCCES9Ouvv6Kurg6enp4oLCyEu7s7CgoK0KtXLyQkJGDcuHFshyjTKJklhBBCCOlkVVVV0NHR4XY0IKKjMgNCCCGEEAnw9PR87/coKSlBX18fLi4ucHd374So5A9tACOEEEIIkQAtLa33/lJRUUFhYSG+/vprBAUFsR2yTKIyA0IIIYQQlp09exb+/v4oKytjOxSZQyuzhBBCCCEsGz16NOzt7dkOQybRyiwhhBBCCJFZtDJLCCGEEEJkFiWzhBBCCCFEZlEySwghhBBCZBYls4QQQgghRGZRMksIIVLgzz//hJ+fHwwNDdG9e3fo6+tj4sSJSE9PBwBwOBycPHlS6HEHDBiAiIgI8QZLCCFShE4AI4QQKfD555+jvr4eBw8ehImJCZ48eYLExERUVlayHRohhEg1as1FCCEsq66uho6ODlJSUuDo6Mj3+IABA1BaWsr92sjICA8ePEBRURGWL1+Oq1evoq6uDpaWlggNDcX48eMBAGPHjkVqairPWM1v+WlpaVizZg1u3LgBXV1dTJ06FaGhoVBTU5PgKyWEEPGjMgNCCGGZuro61NXVcfLkSbx+/Zrv8evXrwMADhw4gPLycu7XtbW1mDRpEhITE5GdnQ1XV1e4u7tzTxA6ceIEPvjgA4SEhKC8vBzl5eUAgKKiIri6uuLzzz/HzZs3ceTIEaSlpWHhwoWd9IoJIUR8aGWWEEKkwPHjxzF//ny8fPkSdnZ2cHR0xLRp02BjYwPgbc3sL7/8Ag8PjzbHGTx4ML755htuYjpgwAAsXboUS5cu5X7PvHnzoKioiH379nGvpaWlwdHREXV1dejRo4fYXx8hhEgKrcwSQogU+Pzzz/Ho0SOcPn0arq6uSElJgZ2dHWJjY1v9M7W1tQgMDISlpSW0tbWhrq6Oe/fuvfds99zcXMTGxnJXhNXV1TFx4kQ0NTWhpKREzK+MEEIkizaAEUKIlOjRowdcXFzg4uKCdevWYd68eVi/fj18fHwEfn9gYCAuXryI77//HmZmZlBRUcEXX3yB+vr6Np+ntrYWCxYswOLFi/keMzQ0FMdLIYSQTkPJLCGESCkrKytuO65u3bqhsbGR5/H09HT4+Phg6tSpAN4mqQ8ePOD5HmVlZb4/Z2dnh7t378LMzExisRNCSGehMgNCCGFZZWUlnJ2d8e9//xs3b95ESUkJfv75Z4SFhWHKlCkA3ta+JiYm4vHjx3j27BkAwNzcHCdOnEBOTg5yc3MxY8YMNDU18Yw9YMAAXLp0CX/88QeePn0KAFi1ahUuX76MhQsXIicnB4WFhTh16hRtACOEyCRKZgkhhGXq6uoYMWIEwsPDMWbMGAwePBjr1q3D/PnzsXv3bgDADz/8gIsXL6J///6wtbUFAGzfvh06OjoYNWoU3N3dMXHiRNjZ2fGMHRISggcPHsDU1BS9e/cGANjY2CA1NRUFBQX45JNPYGtri6CgIBgYGHTuCyeEEDGgbgaEEEIIIURm0cosIYQQQgiRWZTMEkIIIYQQmUXJLCGEEEIIkVmUzBJCCCGEEJlFySwhhBBCCJFZlMwSQgghhBCZRcksIYQQQgiRWZTMEkIIIYQQmUXJLCGEEEIIkVmUzBJCCCGEEJlFySwhhBBCCJFZlMwSQgghhBCZ9X8fTQrK8e8KQgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_8212\\3890921515.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numerical vs Numerical\n",
    "sns.pairplot(data[numerical_cols], diag_kind='kde', corner=True)\n",
    "plt.show()\n",
    "\n",
    "# Numerical vs Categorical\n",
    "for col in categorical_cols:\n",
    "    for num_col in numerical_cols:\n",
    "        plt.figure(figsize=(8, 5))\n",
    "        sns.barplot(x=data[col], y=data[num_col], palette='viridis')\n",
    "        plt.title(f\"{num_col} vs {col}\")\n",
    "        plt.xticks(rotation=90)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ba1d9f5",
   "metadata": {},
   "source": [
    "## 3.3 Encode Categorical Variables\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa36a47c",
   "metadata": {},
   "source": [
    "### 3.3.1 Encoding\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b1ae57ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "label_encoders = {}\n",
    "for col in categorical_cols:\n",
    "    le = LabelEncoder()\n",
    "    data[col] = le.fit_transform(data[col])\n",
    "    label_encoders[col] = le"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6a8245d",
   "metadata": {},
   "source": [
    "### 3.3.2 Save encodings\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1db43d33",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('label_encoders.pkl', 'wb') as file:\n",
    "    pickle.dump(label_encoders, file)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c9bb934",
   "metadata": {},
   "source": [
    "## 3.4. Multivariate Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ac15d0e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(data.corr(), annot=True, cmap='coolwarm')\n",
    "plt.title('Correlation Heatmap')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e76569fa",
   "metadata": {},
   "source": [
    "## 3.5 Feature Selection\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2fe2cdd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Correlation threshold for feature selection\n",
    "correlation_matrix = data.corr()\n",
    "thresh = 0.8\n",
    "correlated_features = set()\n",
    "\n",
    "# Logic for feature selection based on correlation threshold\n",
    "for i in range(len(correlation_matrix.columns)):\n",
    "    for j in range(i):\n",
    "        if abs(correlation_matrix.iloc[i, j]) > thresh:\n",
    "            colname = correlation_matrix.columns[i]\n",
    "            correlated_features.add(colname)\n",
    "            \n",
    "            \n",
    "            \n",
    "# Drop the correlated features from the data\n",
    "data_dropped = data.drop(columns=correlated_features)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e6d19cb7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Crop', 'Crop_Year', 'Season', 'State', 'Area', 'Production',\n",
      "       'Annual_Rainfall', 'Fertilizer', 'Pesticide', 'Yield'],\n",
      "      dtype='object')\n",
      "Index(['Crop', 'Crop_Year', 'Season', 'State', 'Area', 'Production',\n",
      "       'Annual_Rainfall', 'Yield'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(data.columns)\n",
    "print(data_dropped.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "df3eda20",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.drop(columns=['Yield']) \n",
    "y = data['Yield']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff33abe0",
   "metadata": {},
   "source": [
    "## 3.6 Standardize the features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "562ae9e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0aecafea",
   "metadata": {},
   "source": [
    "# 4 Train-test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7cb67d9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a69c89f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3938, 9)\n",
      "(3938,)\n",
      "(15751, 9)\n",
      "(15751,)\n"
     ]
    }
   ],
   "source": [
    "print(X_test.shape)\n",
    "print(y_test.shape)\n",
    "print(X_train.shape)\n",
    "print(y_train.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58e7865f",
   "metadata": {},
   "source": [
    "# 5. Model building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e79a5e47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GradientBoostingRegressor()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;GradientBoostingRegressor<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.ensemble.GradientBoostingRegressor.html\">?<span>Documentation for GradientBoostingRegressor</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>GradientBoostingRegressor()</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "GradientBoostingRegressor()"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GB=GradientBoostingRegressor()\n",
    "GB.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8d3e08ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-2 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-2 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-2 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-2 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-2 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestRegressor()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;RandomForestRegressor<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.ensemble.RandomForestRegressor.html\">?<span>Documentation for RandomForestRegressor</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestRegressor()</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "RandomForestRegressor()"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RF=RandomForestRegressor()\n",
    "RF.fit(X_train,y_train)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "409bb0be",
   "metadata": {},
   "source": [
    "# 5. Predictions and Metrix"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d95e1e9",
   "metadata": {},
   "source": [
    "## 5.1 Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ccdb4f03",
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions_GB=GB.predict(X_test)\n",
    "predictions_RF=RF.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "590900b4",
   "metadata": {},
   "source": [
    "## 5.2 Regression Report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cb85833a",
   "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>GradientBoostingRegressor</th>\n",
       "      <th>RandomForestRegressor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>R2_Score</th>\n",
       "      <td>0.907325</td>\n",
       "      <td>0.886783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RMSE</th>\n",
       "      <td>258.059707</td>\n",
       "      <td>273.229786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAE</th>\n",
       "      <td>14.382731</td>\n",
       "      <td>10.692220</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          GradientBoostingRegressor  RandomForestRegressor\n",
       "R2_Score                   0.907325               0.886783\n",
       "RMSE                     258.059707             273.229786\n",
       "MAE                       14.382731              10.692220"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GB_r2 = r2_score(predictions_GB,y_test)\n",
    "GB_rmse = root_mean_squared_error(predictions_GB,y_test)\n",
    "GB_mae = mean_absolute_error(predictions_GB,y_test)\n",
    "\n",
    "RF_r2 = r2_score(predictions_RF,y_test)\n",
    "RF_rmse = root_mean_squared_error(predictions_RF,y_test)\n",
    "RF_mae = mean_absolute_error(predictions_RF,y_test)\n",
    "\n",
    "pd.DataFrame(zip([GB_r2,GB_rmse,GB_mae],[RF_r2,RF_rmse,RF_mae]),index= ['R2_Score','RMSE','MAE'],\n",
    "             columns=['GradientBoostingRegressor','RandomForestRegressor'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3c9027c",
   "metadata": {},
   "source": [
    "# 6. Save model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "21d43979",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['RandomForestRegressor.plk']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import joblib\n",
    "joblib.dump(RF,'RandomForestRegressor.plk')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "967fbf02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Crop', 'Crop_Year', 'Season', 'State', 'Area', 'Production',\n",
       "       'Annual_Rainfall', 'Fertilizer', 'Pesticide', 'Yield'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  }
 ],
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