{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tabulate import tabulate\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "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>Unnamed: 0</th>\n",
       "      <th>Company</th>\n",
       "      <th>TypeName</th>\n",
       "      <th>Inches</th>\n",
       "      <th>ScreenResolution</th>\n",
       "      <th>Cpu</th>\n",
       "      <th>Ram</th>\n",
       "      <th>Memory</th>\n",
       "      <th>Gpu</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>IPS Panel Retina Display 2560x1600</td>\n",
       "      <td>Intel Core i5 2.3GHz</td>\n",
       "      <td>8GB</td>\n",
       "      <td>128GB SSD</td>\n",
       "      <td>Intel Iris Plus Graphics 640</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.37kg</td>\n",
       "      <td>71378.6832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>1440x900</td>\n",
       "      <td>Intel Core i5 1.8GHz</td>\n",
       "      <td>8GB</td>\n",
       "      <td>128GB Flash Storage</td>\n",
       "      <td>Intel HD Graphics 6000</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.34kg</td>\n",
       "      <td>47895.5232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>15.6</td>\n",
       "      <td>Full HD 1920x1080</td>\n",
       "      <td>Intel Core i5 7200U 2.5GHz</td>\n",
       "      <td>8GB</td>\n",
       "      <td>256GB SSD</td>\n",
       "      <td>Intel HD Graphics 620</td>\n",
       "      <td>No OS</td>\n",
       "      <td>1.86kg</td>\n",
       "      <td>30636.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>15.4</td>\n",
       "      <td>IPS Panel Retina Display 2880x1800</td>\n",
       "      <td>Intel Core i7 2.7GHz</td>\n",
       "      <td>16GB</td>\n",
       "      <td>512GB SSD</td>\n",
       "      <td>AMD Radeon Pro 455</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.83kg</td>\n",
       "      <td>135195.3360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>IPS Panel Retina Display 2560x1600</td>\n",
       "      <td>Intel Core i5 3.1GHz</td>\n",
       "      <td>8GB</td>\n",
       "      <td>256GB SSD</td>\n",
       "      <td>Intel Iris Plus Graphics 650</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.37kg</td>\n",
       "      <td>96095.8080</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 Company   TypeName  Inches                    ScreenResolution  \\\n",
       "0           0   Apple  Ultrabook    13.3  IPS Panel Retina Display 2560x1600   \n",
       "1           1   Apple  Ultrabook    13.3                            1440x900   \n",
       "2           2      HP   Notebook    15.6                   Full HD 1920x1080   \n",
       "3           3   Apple  Ultrabook    15.4  IPS Panel Retina Display 2880x1800   \n",
       "4           4   Apple  Ultrabook    13.3  IPS Panel Retina Display 2560x1600   \n",
       "\n",
       "                          Cpu   Ram               Memory  \\\n",
       "0        Intel Core i5 2.3GHz   8GB            128GB SSD   \n",
       "1        Intel Core i5 1.8GHz   8GB  128GB Flash Storage   \n",
       "2  Intel Core i5 7200U 2.5GHz   8GB            256GB SSD   \n",
       "3        Intel Core i7 2.7GHz  16GB            512GB SSD   \n",
       "4        Intel Core i5 3.1GHz   8GB            256GB SSD   \n",
       "\n",
       "                            Gpu  OpSys  Weight        Price  \n",
       "0  Intel Iris Plus Graphics 640  macOS  1.37kg   71378.6832  \n",
       "1        Intel HD Graphics 6000  macOS  1.34kg   47895.5232  \n",
       "2         Intel HD Graphics 620  No OS  1.86kg   30636.0000  \n",
       "3            AMD Radeon Pro 455  macOS  1.83kg  135195.3360  \n",
       "4  Intel Iris Plus Graphics 650  macOS  1.37kg   96095.8080  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('laptop_data.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "~~~~~ Shape of DataFrame ~~~~~\n",
      "+----------------+-------------------+\n",
      "| Number of Rows | Number of Columns |\n",
      "+----------------+-------------------+\n",
      "|      1303      |        12         |\n",
      "+----------------+-------------------+\n",
      "\n",
      "\n",
      "~~~~~ Info of DataFrame ~~~~~\n",
      "+------------------+------------------+---------+\n",
      "| Column           |   Non-Null Count | Dtype   |\n",
      "+==================+==================+=========+\n",
      "| Unnamed: 0       |             1303 | int64   |\n",
      "+------------------+------------------+---------+\n",
      "| Company          |             1303 | object  |\n",
      "+------------------+------------------+---------+\n",
      "| TypeName         |             1303 | object  |\n",
      "+------------------+------------------+---------+\n",
      "| Inches           |             1303 | float64 |\n",
      "+------------------+------------------+---------+\n",
      "| ScreenResolution |             1303 | object  |\n",
      "+------------------+------------------+---------+\n",
      "| Cpu              |             1303 | object  |\n",
      "+------------------+------------------+---------+\n",
      "| Ram              |             1303 | object  |\n",
      "+------------------+------------------+---------+\n",
      "| Memory           |             1303 | object  |\n",
      "+------------------+------------------+---------+\n",
      "| Gpu              |             1303 | object  |\n",
      "+------------------+------------------+---------+\n",
      "| OpSys            |             1303 | object  |\n",
      "+------------------+------------------+---------+\n",
      "| Weight           |             1303 | object  |\n",
      "+------------------+------------------+---------+\n",
      "| Price            |             1303 | float64 |\n",
      "+------------------+------------------+---------+\n",
      "\n",
      "\n",
      "~~~~~ Data Types ~~~~~\n",
      "+------------------+-----------+\n",
      "|      Column      | Data Type |\n",
      "+------------------+-----------+\n",
      "|    Unnamed: 0    |   int64   |\n",
      "|     Company      |  object   |\n",
      "|     TypeName     |  object   |\n",
      "|      Inches      |  float64  |\n",
      "| ScreenResolution |  object   |\n",
      "|       Cpu        |  object   |\n",
      "|       Ram        |  object   |\n",
      "|      Memory      |  object   |\n",
      "|       Gpu        |  object   |\n",
      "|      OpSys       |  object   |\n",
      "|      Weight      |  object   |\n",
      "|      Price       |  float64  |\n",
      "+------------------+-----------+\n",
      "\n",
      "\n",
      "~~~~~ Missing Values ~~~~~\n",
      "+------------------+----------------+\n",
      "|      Column      | Missing Values |\n",
      "+------------------+----------------+\n",
      "|    Unnamed: 0    |      Zero      |\n",
      "|     Company      |      Zero      |\n",
      "|     TypeName     |      Zero      |\n",
      "|      Inches      |      Zero      |\n",
      "| ScreenResolution |      Zero      |\n",
      "|       Cpu        |      Zero      |\n",
      "|       Ram        |      Zero      |\n",
      "|      Memory      |      Zero      |\n",
      "|       Gpu        |      Zero      |\n",
      "|      OpSys       |      Zero      |\n",
      "|      Weight      |      Zero      |\n",
      "|      Price       |      Zero      |\n",
      "+------------------+----------------+\n",
      "\n",
      "\n",
      "~~~~~ Summary Statistics ~~~~~\n",
      "+-------+--------------+-----------+-----------+\n",
      "|       |   Unnamed: 0 |    Inches |     Price |\n",
      "+=======+==============+===========+===========+\n",
      "| count |     1303     | 1303      |   1303    |\n",
      "+-------+--------------+-----------+-----------+\n",
      "| mean  |      651     |   15.0172 |  59870    |\n",
      "+-------+--------------+-----------+-----------+\n",
      "| std   |      376.288 |    1.4263 |  37243.2  |\n",
      "+-------+--------------+-----------+-----------+\n",
      "| min   |        0     |   10.1    |   9270.72 |\n",
      "+-------+--------------+-----------+-----------+\n",
      "| 25%   |      325.5   |   14      |  31914.7  |\n",
      "+-------+--------------+-----------+-----------+\n",
      "| 50%   |      651     |   15.6    |  52054.6  |\n",
      "+-------+--------------+-----------+-----------+\n",
      "| 75%   |      976.5   |   15.6    |  79274.2  |\n",
      "+-------+--------------+-----------+-----------+\n",
      "| max   |     1302     |   18.4    | 324955    |\n",
      "+-------+--------------+-----------+-----------+\n"
     ]
    }
   ],
   "source": [
    "\n",
    "def explore_data(df):\n",
    "    # Shape of DataFrame\n",
    "    shape_headers = [\"Number of Rows\", \"Number of Columns\"]\n",
    "    shape_data = [(df.shape[0], df.shape[1])]\n",
    "    \n",
    "    # Info of DataFrame\n",
    "    info_data = []\n",
    "    for col in df.columns:\n",
    "        info_data.append((col, df[col].count(), df[col].dtype))\n",
    "    \n",
    "    # Data Types\n",
    "    dtypes_headers = [\"Column\", \"Data Type\"]\n",
    "    dtypes_data = [(col, df[col].dtype) for col in df.columns]\n",
    "    \n",
    "    # Missing Values\n",
    "    missing_values = df.isnull().sum()\n",
    "    missing_headers = [\"Column\", \"Missing Values\"]\n",
    "    missing_data = [(col, count if count != 0 else \"Zero\") for col, count in missing_values.items()]\n",
    "    \n",
    "    # Summary Statistics\n",
    "    summary_stats = df.describe()\n",
    "    \n",
    "    # Value Counts Column-wise\n",
    "    value_counts_data = []\n",
    "    for column in df.columns:\n",
    "        counts = df[column].value_counts().reset_index()\n",
    "        counts.columns = ['Value', 'Count']\n",
    "        value_counts_data.append((f\"Value Counts for {column}\", counts))\n",
    "\n",
    "    # Displaying results using tabulate\n",
    "    print(\"\\n\\n~~~~~ Shape of DataFrame ~~~~~\")\n",
    "    print(tabulate(shape_data, headers=shape_headers, tablefmt=\"pretty\"))\n",
    "\n",
    "    print(\"\\n\\n~~~~~ Info of DataFrame ~~~~~\")\n",
    "    print(tabulate(info_data, headers=[\"Column\", \"Non-Null Count\", \"Dtype\"], tablefmt=\"grid\"))\n",
    "\n",
    "    print(\"\\n\\n~~~~~ Data Types ~~~~~\")\n",
    "    print(tabulate(dtypes_data, headers=dtypes_headers, tablefmt=\"pretty\"))\n",
    "\n",
    "    print(\"\\n\\n~~~~~ Missing Values ~~~~~\")\n",
    "    print(tabulate(missing_data, headers=missing_headers, tablefmt=\"pretty\"))\n",
    "\n",
    "    print(\"\\n\\n~~~~~ Summary Statistics ~~~~~\")\n",
    "    print(tabulate(summary_stats, headers='keys', tablefmt=\"grid\"))\n",
    "\n",
    "\n",
    "\n",
    "explore_data(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "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>Company</th>\n",
       "      <th>TypeName</th>\n",
       "      <th>Inches</th>\n",
       "      <th>ScreenResolution</th>\n",
       "      <th>Cpu</th>\n",
       "      <th>Ram</th>\n",
       "      <th>Gpu</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Price</th>\n",
       "      <th>...</th>\n",
       "      <th>X_res</th>\n",
       "      <th>Y_res</th>\n",
       "      <th>Diagonal_resolution</th>\n",
       "      <th>ppi</th>\n",
       "      <th>Cpu Name</th>\n",
       "      <th>Cpu brand</th>\n",
       "      <th>HDD</th>\n",
       "      <th>SSD</th>\n",
       "      <th>Hybrid</th>\n",
       "      <th>Flash_Storage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>IPS Panel Retina Display 2560x1600</td>\n",
       "      <td>Intel Core i5 2.3GHz</td>\n",
       "      <td>8</td>\n",
       "      <td>Intel Iris Plus Graphics 640</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.37</td>\n",
       "      <td>71378.6832</td>\n",
       "      <td>...</td>\n",
       "      <td>2560</td>\n",
       "      <td>1600</td>\n",
       "      <td>3018.873962</td>\n",
       "      <td>226.983005</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>1440x900</td>\n",
       "      <td>Intel Core i5 1.8GHz</td>\n",
       "      <td>8</td>\n",
       "      <td>Intel HD Graphics 6000</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.34</td>\n",
       "      <td>47895.5232</td>\n",
       "      <td>...</td>\n",
       "      <td>1440</td>\n",
       "      <td>900</td>\n",
       "      <td>1698.116604</td>\n",
       "      <td>127.677940</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>15.6</td>\n",
       "      <td>Full HD 1920x1080</td>\n",
       "      <td>Intel Core i5 7200U 2.5GHz</td>\n",
       "      <td>8</td>\n",
       "      <td>Intel HD Graphics 620</td>\n",
       "      <td>No OS</td>\n",
       "      <td>1.86</td>\n",
       "      <td>30636.0000</td>\n",
       "      <td>...</td>\n",
       "      <td>1920</td>\n",
       "      <td>1080</td>\n",
       "      <td>2202.907170</td>\n",
       "      <td>141.211998</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>15.4</td>\n",
       "      <td>IPS Panel Retina Display 2880x1800</td>\n",
       "      <td>Intel Core i7 2.7GHz</td>\n",
       "      <td>16</td>\n",
       "      <td>AMD Radeon Pro 455</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.83</td>\n",
       "      <td>135195.3360</td>\n",
       "      <td>...</td>\n",
       "      <td>2880</td>\n",
       "      <td>1800</td>\n",
       "      <td>3396.233208</td>\n",
       "      <td>220.534624</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>IPS Panel Retina Display 2560x1600</td>\n",
       "      <td>Intel Core i5 3.1GHz</td>\n",
       "      <td>8</td>\n",
       "      <td>Intel Iris Plus Graphics 650</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.37</td>\n",
       "      <td>96095.8080</td>\n",
       "      <td>...</td>\n",
       "      <td>2560</td>\n",
       "      <td>1600</td>\n",
       "      <td>3018.873962</td>\n",
       "      <td>226.983005</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Company   TypeName  Inches                    ScreenResolution  \\\n",
       "0   Apple  Ultrabook    13.3  IPS Panel Retina Display 2560x1600   \n",
       "1   Apple  Ultrabook    13.3                            1440x900   \n",
       "2      HP   Notebook    15.6                   Full HD 1920x1080   \n",
       "3   Apple  Ultrabook    15.4  IPS Panel Retina Display 2880x1800   \n",
       "4   Apple  Ultrabook    13.3  IPS Panel Retina Display 2560x1600   \n",
       "\n",
       "                          Cpu  Ram                           Gpu  OpSys  \\\n",
       "0        Intel Core i5 2.3GHz    8  Intel Iris Plus Graphics 640  macOS   \n",
       "1        Intel Core i5 1.8GHz    8        Intel HD Graphics 6000  macOS   \n",
       "2  Intel Core i5 7200U 2.5GHz    8         Intel HD Graphics 620  No OS   \n",
       "3        Intel Core i7 2.7GHz   16            AMD Radeon Pro 455  macOS   \n",
       "4        Intel Core i5 3.1GHz    8  Intel Iris Plus Graphics 650  macOS   \n",
       "\n",
       "   Weight        Price  ...  X_res  Y_res  Diagonal_resolution         ppi  \\\n",
       "0    1.37   71378.6832  ...   2560   1600          3018.873962  226.983005   \n",
       "1    1.34   47895.5232  ...   1440    900          1698.116604  127.677940   \n",
       "2    1.86   30636.0000  ...   1920   1080          2202.907170  141.211998   \n",
       "3    1.83  135195.3360  ...   2880   1800          3396.233208  220.534624   \n",
       "4    1.37   96095.8080  ...   2560   1600          3018.873962  226.983005   \n",
       "\n",
       "        Cpu Name      Cpu brand HDD  SSD  Hybrid  Flash_Storage  \n",
       "0  Intel Core i5  Intel Core i5   0  128       0              0  \n",
       "1  Intel Core i5  Intel Core i5   0    0       0            128  \n",
       "2  Intel Core i5  Intel Core i5   0  256       0              0  \n",
       "3  Intel Core i7  Intel Core i7   0  512       0              0  \n",
       "4  Intel Core i5  Intel Core i5   0  256       0              0  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop the 'Unnamed: 0' column if present\n",
    "df.drop(columns='Unnamed: 0', inplace=True)\n",
    "\n",
    "# Remove 'GB' from Ram column and convert it to integer\n",
    "df['Ram'] = df['Ram'].str.strip(\"GB\")\n",
    "df['Ram'] = df['Ram'].astype(int)\n",
    "\n",
    "# Remove 'kg' from Weight column and convert it to float\n",
    "df['Weight'] = df['Weight'].str.strip(\"kg\")\n",
    "df['Weight'] = df['Weight'].astype(float)\n",
    "\n",
    "# Create binary columns for Touchscreen and IPS based on ScreenResolution\n",
    "df['Touchscreen'] = df['ScreenResolution'].apply(lambda x: 1 if 'Touchscreen' in x else 0)\n",
    "df['IPS'] = df['ScreenResolution'].apply(lambda x: 1 if 'IPS' in x else 0)\n",
    "\n",
    "# Extract X and Y resolution from ScreenResolution\n",
    "df[['X_res', 'Y_res']] = df['ScreenResolution'].str.split('x', n=1, expand=True)\n",
    "\n",
    "# Extract numeric values from X_res and Y_res using regular expression\n",
    "df['X_res'] = df['X_res'].str.replace(',', '').str.findall(r'(\\d+\\.*\\d*)').str[0].astype(int)\n",
    "df['Y_res'] = df['Y_res'].str.replace(',', '').str.findall(r'(\\d+\\.*\\d*)').str[0].astype(int)\n",
    "\n",
    "# Calculate diagonal resolution\n",
    "df['Diagonal_resolution'] = (df['X_res']**2 + df['Y_res']**2) ** 0.5\n",
    "\n",
    "# Calculate PPI using the formula\n",
    "df['ppi'] = df['Diagonal_resolution'] / df['Inches']\n",
    "\n",
    "# cpu name\n",
    "df['Cpu Name'] = df['Cpu'].apply(lambda x:\" \".join(x.split()[0:3]))\n",
    "# cpu brand name\n",
    "def fetch_processor(text):\n",
    "    if text == 'Intel Core i7' or text == 'Intel Core i5' or text == 'Intel Core i3':\n",
    "        return text\n",
    "    else:\n",
    "        if text.split()[0] == 'Intel':\n",
    "            return 'Other Intel Processor'\n",
    "        else:\n",
    "            return 'AMD Processor'\n",
    "\n",
    "df['Cpu brand'] = df['Cpu Name'].apply(fetch_processor)\n",
    "\n",
    "\n",
    "\n",
    "# treating memory column\n",
    "def extract_memory_details(memory):\n",
    "    details = memory.replace('TB', '000').replace('GB', '').split('+')\n",
    "    details = [detail.strip() for detail in details]\n",
    "    \n",
    "    hdd, ssd, hybrid, flash_storage = 0, 0, 0, 0\n",
    "    for detail in details:\n",
    "        if 'HDD' in detail:\n",
    "            hdd += int(''.join(filter(str.isdigit, detail)))\n",
    "        elif 'SSD' in detail:\n",
    "            ssd += int(''.join(filter(str.isdigit, detail)))\n",
    "        elif 'Hybrid' in detail:\n",
    "            hybrid += int(''.join(filter(str.isdigit, detail)))\n",
    "        elif 'Flash Storage' in detail:\n",
    "            flash_storage += int(''.join(filter(str.isdigit, detail)))\n",
    "    \n",
    "    return pd.Series({'HDD': hdd, 'SSD': ssd, 'Hybrid': hybrid, 'Flash_Storage': flash_storage})\n",
    "\n",
    "# Apply the function to each row of the 'Memory' column\n",
    "df[['HDD', 'SSD', 'Hybrid', 'Flash_Storage']] = df['Memory'].apply(extract_memory_details)\n",
    "\n",
    "# Drop the original 'Memory' column\n",
    "df.drop(columns=['Memory'], inplace=True)\n",
    "\n",
    "# Display the modified DataFrame\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "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>Company</th>\n",
       "      <th>TypeName</th>\n",
       "      <th>Inches</th>\n",
       "      <th>ScreenResolution</th>\n",
       "      <th>Cpu</th>\n",
       "      <th>Ram</th>\n",
       "      <th>Gpu</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Price</th>\n",
       "      <th>...</th>\n",
       "      <th>Y_res</th>\n",
       "      <th>Diagonal_resolution</th>\n",
       "      <th>ppi</th>\n",
       "      <th>Cpu Name</th>\n",
       "      <th>Cpu brand</th>\n",
       "      <th>HDD</th>\n",
       "      <th>SSD</th>\n",
       "      <th>Hybrid</th>\n",
       "      <th>Flash_Storage</th>\n",
       "      <th>Gpu brand</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>IPS Panel Retina Display 2560x1600</td>\n",
       "      <td>Intel Core i5 2.3GHz</td>\n",
       "      <td>8</td>\n",
       "      <td>Intel Iris Plus Graphics 640</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.37</td>\n",
       "      <td>71378.6832</td>\n",
       "      <td>...</td>\n",
       "      <td>1600</td>\n",
       "      <td>3018.873962</td>\n",
       "      <td>226.983005</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>1440x900</td>\n",
       "      <td>Intel Core i5 1.8GHz</td>\n",
       "      <td>8</td>\n",
       "      <td>Intel HD Graphics 6000</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.34</td>\n",
       "      <td>47895.5232</td>\n",
       "      <td>...</td>\n",
       "      <td>900</td>\n",
       "      <td>1698.116604</td>\n",
       "      <td>127.677940</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>Intel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>15.6</td>\n",
       "      <td>Full HD 1920x1080</td>\n",
       "      <td>Intel Core i5 7200U 2.5GHz</td>\n",
       "      <td>8</td>\n",
       "      <td>Intel HD Graphics 620</td>\n",
       "      <td>No OS</td>\n",
       "      <td>1.86</td>\n",
       "      <td>30636.0000</td>\n",
       "      <td>...</td>\n",
       "      <td>1080</td>\n",
       "      <td>2202.907170</td>\n",
       "      <td>141.211998</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>15.4</td>\n",
       "      <td>IPS Panel Retina Display 2880x1800</td>\n",
       "      <td>Intel Core i7 2.7GHz</td>\n",
       "      <td>16</td>\n",
       "      <td>AMD Radeon Pro 455</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.83</td>\n",
       "      <td>135195.3360</td>\n",
       "      <td>...</td>\n",
       "      <td>1800</td>\n",
       "      <td>3396.233208</td>\n",
       "      <td>220.534624</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>AMD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>IPS Panel Retina Display 2560x1600</td>\n",
       "      <td>Intel Core i5 3.1GHz</td>\n",
       "      <td>8</td>\n",
       "      <td>Intel Iris Plus Graphics 650</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.37</td>\n",
       "      <td>96095.8080</td>\n",
       "      <td>...</td>\n",
       "      <td>1600</td>\n",
       "      <td>3018.873962</td>\n",
       "      <td>226.983005</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Company   TypeName  Inches                    ScreenResolution  \\\n",
       "0   Apple  Ultrabook    13.3  IPS Panel Retina Display 2560x1600   \n",
       "1   Apple  Ultrabook    13.3                            1440x900   \n",
       "2      HP   Notebook    15.6                   Full HD 1920x1080   \n",
       "3   Apple  Ultrabook    15.4  IPS Panel Retina Display 2880x1800   \n",
       "4   Apple  Ultrabook    13.3  IPS Panel Retina Display 2560x1600   \n",
       "\n",
       "                          Cpu  Ram                           Gpu  OpSys  \\\n",
       "0        Intel Core i5 2.3GHz    8  Intel Iris Plus Graphics 640  macOS   \n",
       "1        Intel Core i5 1.8GHz    8        Intel HD Graphics 6000  macOS   \n",
       "2  Intel Core i5 7200U 2.5GHz    8         Intel HD Graphics 620  No OS   \n",
       "3        Intel Core i7 2.7GHz   16            AMD Radeon Pro 455  macOS   \n",
       "4        Intel Core i5 3.1GHz    8  Intel Iris Plus Graphics 650  macOS   \n",
       "\n",
       "   Weight        Price  ...  Y_res  Diagonal_resolution         ppi  \\\n",
       "0    1.37   71378.6832  ...   1600          3018.873962  226.983005   \n",
       "1    1.34   47895.5232  ...    900          1698.116604  127.677940   \n",
       "2    1.86   30636.0000  ...   1080          2202.907170  141.211998   \n",
       "3    1.83  135195.3360  ...   1800          3396.233208  220.534624   \n",
       "4    1.37   96095.8080  ...   1600          3018.873962  226.983005   \n",
       "\n",
       "        Cpu Name      Cpu brand  HDD  SSD Hybrid  Flash_Storage  Gpu brand  \n",
       "0  Intel Core i5  Intel Core i5    0  128      0              0      Intel  \n",
       "1  Intel Core i5  Intel Core i5    0    0      0            128      Intel  \n",
       "2  Intel Core i5  Intel Core i5    0  256      0              0      Intel  \n",
       "3  Intel Core i7  Intel Core i7    0  512      0              0        AMD  \n",
       "4  Intel Core i5  Intel Core i5    0  256      0              0      Intel  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Gpu'].value_counts()\n",
    "df['Gpu brand'] = df['Gpu'].apply(lambda x:x.split()[0])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Gpu brand'].value_counts()\n",
    "sns.barplot(x=df['Gpu brand'],y=df['Price'],estimator=np.median)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['OpSys'].value_counts()\n",
    "def cat_os(inp):\n",
    "    if inp == 'Windows 10' or inp == 'Windows 7' or inp == 'Windows 10 S':\n",
    "        return 'Windows'\n",
    "    elif inp == 'macOS' or inp == 'Mac OS X':\n",
    "        return 'Mac'\n",
    "    else:\n",
    "        return 'Others/No OS/Linux'\n",
    "df['os'] = df['OpSys'].apply(cat_os)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABteUlEQVR4nO3deXxU9b3/8feZfbJMFkI2IGGVTQFFhFh3UXCrXrFVrwtaW1sLel1q+/PWFb21ta16VaxttWBbra1WvdaVxa2tiAilIvsmCUsSsq+znvP7Y5KRCMhiTibL6/l4jMmcc2bO5wQnmfd8N8OyLEsAAAAAAKDTOZJdAAAAAAAAvRWhGwAAAAAAmxC6AQAAAACwCaEbAAAAAACbELoBAAAAALAJoRsAAAAAAJsQugEAAAAAsAmhGwAAAAAAmxC6AQAAAACwCaEbAIA2gwcP1lVXXZXsMnq9n//85xo6dKicTqcmTJiQtDreffddGYahF154IWk1AAB6P0I3AKBXmj9/vgzD0Mcff7zP/aeccoqOPPLIr3ye119/XXffffdXfp6+YsGCBfrhD3+or33ta5o3b55+8pOf7PfYq666SmlpaV1YHQAAnc+V7AIAAOgu1q9fL4fj0D6Pfv311zV37lyC90F6++235XA49NRTT8nj8SS7HAAAbEdLNwAAbbxer9xud7LLOCTNzc3JLuGQVFZWyu/3E7gBAH0GoRsAgDZfHNMdiUR0zz33aMSIEfL5fOrXr59OOOEELVy4UFK8+/PcuXMlSYZhJG7tmpubdcstt2jQoEHyer0aOXKkfvGLX8iyrA7nbW1t1Q033KCcnBylp6fr61//unbs2CHDMDq0oN99990yDENr1qzRf/7nfyorK0snnHCCJOmTTz7RVVddpaFDh8rn8yk/P1/f+ta3VF1d3eFc7c+xYcMGXX755crIyFD//v11xx13yLIslZWV6fzzz1cgEFB+fr5++ctfHtTPLhqN6t5779WwYcPk9Xo1ePBg/fd//7dCoVDiGMMwNG/ePDU3Nyd+VvPnzz+o5283ePBgnXvuufrHP/6h4447Tj6fT0OHDtXvf//7vY6tq6vTTTfdpMGDB8vr9WrgwIG68sorVVVV1eE40zT1P//zPxo4cKB8Pp9OP/10bdq0aa/nW7p0qaZPn66MjAylpKTo5JNP1j//+c8OxzQ2NurGG29MnDM3N1dnnHGGVqxYcUjXCQDoPeheDgDo1err6/cKWVI8UB/I3Xffrfvvv1/f/va3ddxxx6mhoUEff/yxVqxYoTPOOEPf/e53tXPnTi1cuFB/+MMfOjzWsix9/etf1zvvvKNrrrlGEyZM0FtvvaVbb71VO3bs0EMPPZQ49qqrrtJf/vIXXXHFFZoyZYree+89nXPOOfut6xvf+IZGjBihn/zkJ4kAv3DhQm3ZskVXX3218vPztXr1av3mN7/R6tWr9eGHH3b4MECSLr74Yo0ePVo//elP9dprr+m+++5Tdna2fv3rX+u0007Tz372Mz3zzDP6wQ9+oEmTJumkk0760p/Vt7/9bT399NO66KKLdMstt2jp0qW6//77tXbtWr300kuSpD/84Q/6zW9+o48++khPPvmkJOn4448/4L/DF23atEkXXXSRrrnmGs2cOVO/+93vdNVVV2nixIkaO3asJKmpqUknnnii1q5dq29961s65phjVFVVpVdeeUXbt29XTk5O4vl++tOfyuFw6Ac/+IHq6+v1wAMP6LLLLtPSpUsTx7z99ts666yzNHHiRN11111yOByaN2+eTjvtNP3973/XcccdJ0n63ve+pxdeeEGzZ8/WmDFjVF1drX/84x9au3atjjnmmEO+VgBAL2ABANALzZs3z5L0pbexY8d2eExxcbE1c+bMxP3x48db55xzzpeeZ9asWda+/py+/PLLliTrvvvu67D9oosusgzDsDZt2mRZlmUtX77ckmTdeOONHY676qqrLEnWXXfdldh21113WZKsSy+9dK/ztbS07LXtT3/6kyXJev/99/d6jmuvvTaxLRqNWgMHDrQMw7B++tOfJrbX1tZafr+/w89kX1auXGlJsr797W932P6DH/zAkmS9/fbbiW0zZ860UlNTv/T5vuzY4uLiva6psrLS8nq91i233JLYduedd1qSrBdffHGv5zVN07Isy3rnnXcsSdbo0aOtUCiU2P+///u/liRr1apVieNHjBhhTZs2LfFYy4r/zIcMGWKdccYZiW0ZGRnWrFmzDur6AAB9A93LAQC92ty5c7Vw4cK9buPGjTvgYzMzM7V69Wpt3LjxkM/7+uuvy+l06oYbbuiw/ZZbbpFlWXrjjTckSW+++aYk6fvf/36H466//vr9Pvf3vve9vbb5/f7E98FgUFVVVZoyZYok7bNr87e//e3E906nU8cee6wsy9I111yT2J6ZmamRI0dqy5Yt+61Fil+rJN18880dtt9yyy2SpNdee+1LH3+oxowZoxNPPDFxv3///nvV+de//lXjx4/Xf/zHf+z1+C+2+l999dUdxpi3P3f7861cuVIbN27Uf/7nf6q6ulpVVVWqqqpSc3OzTj/9dL3//vsyTVNS/Ge2dOlS7dy5s/MuGADQo9G9HADQqx133HE69thj99qelZW1z27ne5ozZ47OP/98HXHEETryyCM1ffp0XXHFFQcV2Ldt26bCwkKlp6d32D569OjE/vavDodDQ4YM6XDc8OHD9/vcXzxWkmpqanTPPffoueeeU2VlZYd99fX1ex1fVFTU4X5GRoZ8Pl+Hbtft2784LvyL2q/hizXn5+crMzMzca2d5Yu1S/F/z9ra2sT9zZs3a8aMGYf1fFlZWZKUeL72D11mzpy53+eor69XVlaWHnjgAc2cOVODBg3SxIkTdfbZZ+vKK6/U0KFDD6oWAEDvQ+gGAGA/TjrpJG3evFn/93//pwULFujJJ5/UQw89pCeeeKJDS3FX27NVu903v/lNffDBB7r11ls1YcIEpaWlyTRNTZ8+PdEKuyen03lQ2yTtNfHb/nyxBdkuX7XOQ32+9p/fz3/+c02YMGGfx7avJ/7Nb35TJ554ol566SUtWLBAP//5z/Wzn/1ML774os4666zDqg8A0LMRugEA+BLZ2dm6+uqrdfXVV6upqUknnXSS7r777kTo3l/QLC4u1qJFi9TY2NihtXvdunWJ/e1fTdPU1q1bNWLEiMRx+5o9e39qa2u1ePFi3XPPPbrzzjsT2w+nW/zhaL+GjRs3JlryJamiokJ1dXWJa+1Kw4YN06efftppzyVJgUBAU6dOPeDxBQUF+v73v6/vf//7qqys1DHHHKP/+Z//IXQDQB/FmG4AAPbji92q09LSNHz48A7LYKWmpkqKL0+1p7PPPluxWEyPPfZYh+0PPfSQDMNIBLBp06ZJkh5//PEOxz366KMHXWd7S+0XW3offvjhg36Or+Lss8/e5/kefPBBSfrSmdjtMmPGDP373/9OzJy+p0NtEZ84caKGDRumX/ziF2pqatpr/+7duyVJsVhsr678ubm5Kiws7PD/DACgb6GlGwCA/RgzZoxOOeUUTZw4UdnZ2fr4448Ty0G1mzhxoiTphhtu0LRp0+R0OnXJJZfovPPO06mnnqof//jH+uyzzzR+/HgtWLBA//d//6cbb7wx0Xo6ceJEzZgxQw8//LCqq6sTS4Zt2LBB0sF12Q4EAjrppJP0wAMPKBKJaMCAAVqwYIG2bt1qw09lb+PHj9fMmTP1m9/8RnV1dTr55JP10Ucf6emnn9YFF1ygU089tUvq2NOtt96qF154Qd/4xjf0rW99SxMnTlRNTY1eeeUVPfHEExo/fvxBP5fD4dCTTz6ps846S2PHjtXVV1+tAQMGaMeOHXrnnXcUCAT0t7/9TY2NjRo4cKAuuugijR8/XmlpaVq0aJGWLVt20OudAwB6H0I3AAD7ccMNN+iVV17RggULFAqFVFxcrPvuu0+33npr4pgLL7xQ119/vZ577jn98Y9/lGVZuuSSS+RwOPTKK6/ozjvv1J///GfNmzdPgwcP1s9//vPErN7tfv/73ys/P19/+tOf9NJLL2nq1Kn685//rJEjR8rn8x1Urc8++6yuv/56zZ07V5Zl6cwzz9Qbb7yhwsLCTv2Z7M+TTz6poUOHav78+XrppZeUn5+v2267TXfddVeXnP+L0tLS9Pe//1133XWXXnrpJT399NPKzc3V6aefroEDBx7y851yyilasmSJ7r33Xj322GNqampSfn6+Jk+erO9+97uSpJSUFH3/+9/XggUL9OKLL8o0TQ0fPlyPP/64rrvuus6+RABAD2FYhzvrCAAAsM3KlSt19NFH649//KMuu+yyZJcDAAAOE2O6AQBIstbW1r22Pfzww3I4HDrppJOSUBEAAOgsdC8HACDJHnjgAS1fvlynnnqqXC6X3njjDb3xxhu69tprNWjQoGSXBwAAvgK6lwMAkGQLFy7UPffcozVr1qipqUlFRUW64oor9OMf/1guF5+PAwDQkxG6AQAAAACwCWO6AQAAAACwCaEbAAAAAACbMFBMkmma2rlzp9LT02UYRrLLAQAAAAB0c5ZlqbGxUYWFhXI49t+eTeiWtHPnTmaHBQAAAAAcsrKyMg0cOHC/+wndktLT0yXFf1iBQCDJ1QAAAAAAuruGhgYNGjQokSf3h9AtJbqUBwIBQjcAAAAA4KAdaIgyE6kBAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADZxJbsAAAAAdG+lpaWqqqrqsvPl5OSoqKioy84HAHYidAMAAGC/SktLNXr0aLW0tHTZOVNSUrR27VqCN4BegdANAACA/aqqqlJLS4tuf+wpFQ8fafv5tm1ar/tmX6OqqipCN4BegdANAACAAyoePlIjx01IdhkA0OMwkRoAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgk6SH7h07dujyyy9Xv3795Pf7ddRRR+njjz9O7LcsS3feeacKCgrk9/s1depUbdy4scNz1NTU6LLLLlMgEFBmZqauueYaNTU1dfWlAAAAAADQQVJDd21trb72ta/J7XbrjTfe0Jo1a/TLX/5SWVlZiWMeeOABPfLII3riiSe0dOlSpaamatq0aQoGg4ljLrvsMq1evVoLFy7Uq6++qvfff1/XXnttMi4JAAAAAIAEVzJP/rOf/UyDBg3SvHnzEtuGDBmS+N6yLD388MO6/fbbdf7550uSfv/73ysvL08vv/yyLrnkEq1du1Zvvvmmli1bpmOPPVaS9Oijj+rss8/WL37xCxUWFnbtRQEAAAAA0CapLd2vvPKKjj32WH3jG99Qbm6ujj76aP32t79N7N+6davKy8s1derUxLaMjAxNnjxZS5YskSQtWbJEmZmZicAtSVOnTpXD4dDSpUv3ed5QKKSGhoYONwAAAAAAOltSQ/eWLVv0q1/9SiNGjNBbb72l6667TjfccIOefvppSVJ5ebkkKS8vr8Pj8vLyEvvKy8uVm5vbYb/L5VJ2dnbimC+6//77lZGRkbgNGjSosy8NAAAAAIDkhm7TNHXMMcfoJz/5iY4++mhde+21+s53vqMnnnjC1vPedtttqq+vT9zKyspsPR8AAAAAoG9KauguKCjQmDFjOmwbPXq0SktLJUn5+fmSpIqKig7HVFRUJPbl5+ersrKyw/5oNKqamprEMV/k9XoVCAQ63AAAAAAA6GxJDd1f+9rXtH79+g7bNmzYoOLiYknxSdXy8/O1ePHixP6GhgYtXbpUJSUlkqSSkhLV1dVp+fLliWPefvttmaapyZMnd8FVAAAAAACwb0mdvfymm27S8ccfr5/85Cf65je/qY8++ki/+c1v9Jvf/EaSZBiGbrzxRt13330aMWKEhgwZojvuuEOFhYW64IILJMVbxqdPn57olh6JRDR79mxdcsklzFwOAAAAAEiqpIbuSZMm6aWXXtJtt92mOXPmaMiQIXr44Yd12WWXJY754Q9/qObmZl177bWqq6vTCSecoDfffFM+ny9xzDPPPKPZs2fr9NNPl8Ph0IwZM/TII48k45IAAAAAAEhIauiWpHPPPVfnnnvufvcbhqE5c+Zozpw5+z0mOztbzz77rB3lAQAAAABw2JI6phsAAAAAgN6M0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANgkqaH77rvvlmEYHW6jRo1K7A8Gg5o1a5b69euntLQ0zZgxQxUVFR2eo7S0VOecc45SUlKUm5urW2+9VdFotKsvBQAAAACAvbiSXcDYsWO1aNGixH2X6/OSbrrpJr322mt6/vnnlZGRodmzZ+vCCy/UP//5T0lSLBbTOeeco/z8fH3wwQfatWuXrrzySrndbv3kJz/p8msBAAAAAGBPSQ/dLpdL+fn5e22vr6/XU089pWeffVannXaaJGnevHkaPXq0PvzwQ02ZMkULFizQmjVrtGjRIuXl5WnChAm699579aMf/Uh33323PB5PV18OAAAAAAAJSR/TvXHjRhUWFmro0KG67LLLVFpaKklavny5IpGIpk6dmjh21KhRKioq0pIlSyRJS5Ys0VFHHaW8vLzEMdOmTVNDQ4NWr17dtRcCAAAAAMAXJLWle/LkyZo/f75GjhypXbt26Z577tGJJ56oTz/9VOXl5fJ4PMrMzOzwmLy8PJWXl0uSysvLOwTu9v3t+/YnFAopFAol7jc0NHTSFQEAAAAA8Lmkhu6zzjor8f24ceM0efJkFRcX6y9/+Yv8fr9t573//vt1zz332Pb8AAAAAABI3aB7+Z4yMzN1xBFHaNOmTcrPz1c4HFZdXV2HYyoqKhJjwPPz8/eazbz9/r7Gibe77bbbVF9fn7iVlZV17oUAAAAAAKBuFrqbmpq0efNmFRQUaOLEiXK73Vq8eHFi//r161VaWqqSkhJJUklJiVatWqXKysrEMQsXLlQgENCYMWP2ex6v16tAINDhBgAAAABAZ0tq9/If/OAHOu+881RcXKydO3fqrrvuktPp1KWXXqqMjAxdc801uvnmm5Wdna1AIKDrr79eJSUlmjJliiTpzDPP1JgxY3TFFVfogQceUHl5uW6//XbNmjVLXq83mZcGAAAAAEByQ/f27dt16aWXqrq6Wv3799cJJ5ygDz/8UP3795ckPfTQQ3I4HJoxY4ZCoZCmTZumxx9/PPF4p9OpV199Vdddd51KSkqUmpqqmTNnas6cOcm6JAAAAAAAEpIaup977rkv3e/z+TR37lzNnTt3v8cUFxfr9ddf7+zSAAAAAAD4yrrVmG4AAAAAAHoTQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGCTbhO6f/rTn8owDN14442JbcFgULNmzVK/fv2UlpamGTNmqKKiosPjSktLdc455yglJUW5ubm69dZbFY1Gu7h6AAAAAAD21i1C97Jly/TrX/9a48aN67D9pptu0t/+9jc9//zzeu+997Rz505deOGFif2xWEznnHOOwuGwPvjgAz399NOaP3++7rzzzq6+BAAAAAAA9pL00N3U1KTLLrtMv/3tb5WVlZXYXl9fr6eeekoPPvigTjvtNE2cOFHz5s3TBx98oA8//FCStGDBAq1Zs0Z//OMfNWHCBJ111lm69957NXfuXIXD4WRdEgAAAAAAkrpB6J41a5bOOeccTZ06tcP25cuXKxKJdNg+atQoFRUVacmSJZKkJUuW6KijjlJeXl7imGnTpqmhoUGrV6/umgsAAAAAAGA/XMk8+XPPPacVK1Zo2bJle+0rLy+Xx+NRZmZmh+15eXkqLy9PHLNn4G7f375vf0KhkEKhUOJ+Q0PD4V4CAAAAAAD7lbSW7rKyMv3Xf/2XnnnmGfl8vi499/3336+MjIzEbdCgQV16fgAAAABA35C00L18+XJVVlbqmGOOkcvlksvl0nvvvadHHnlELpdLeXl5CofDqqur6/C4iooK5efnS5Ly8/P3ms28/X77Mfty2223qb6+PnErKyvr3IsDAAAAAEBJDN2nn366Vq1apZUrVyZuxx57rC677LLE9263W4sXL048Zv369SotLVVJSYkkqaSkRKtWrVJlZWXimIULFyoQCGjMmDH7PbfX61UgEOhwAwAAAACgsyVtTHd6erqOPPLIDttSU1PVr1+/xPZrrrlGN998s7KzsxUIBHT99derpKREU6ZMkSSdeeaZGjNmjK644go98MADKi8v1+23365Zs2bJ6/V2+TUBAAAAALCnpE6kdiAPPfSQHA6HZsyYoVAopGnTpunxxx9P7Hc6nXr11Vd13XXXqaSkRKmpqZo5c6bmzJmTxKoBAAAAAIjrVqH73Xff7XDf5/Np7ty5mjt37n4fU1xcrNdff93mygAAAAAAOHRJX6cbAAAAAIDeitANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQ4rdA8dOlTV1dV7ba+rq9PQoUO/clEAAAAAAPQGhxW6P/vsM8Visb22h0Ih7dix4ysXBQAAAABAb+A6lINfeeWVxPdvvfWWMjIyEvdjsZgWL16swYMHd1pxAAAAAAD0ZIcUui+44AJJkmEYmjlzZod9brdbgwcP1i9/+ctOKw4AAAAAgJ7skEK3aZqSpCFDhmjZsmXKycmxpSgAAAAAAHqDQwrd7bZu3drZdQAAAAAA0OscVuiWpMWLF2vx4sWqrKxMtIC3+93vfveVCwMAAAAAoKc7rNB9zz33aM6cOTr22GNVUFAgwzA6uy4AAAAAAHq8wwrdTzzxhObPn68rrriis+sBAAAAAKDXOKx1usPhsI4//vjOrgUAAAAAgF7lsEL3t7/9bT377LOdXQsAAAAAAL3KYXUvDwaD+s1vfqNFixZp3LhxcrvdHfY/+OCDnVIcAAAAAAA92WGF7k8++UQTJkyQJH366acd9jGpGgAAAAAAcYcVut95553OrgMAAAAAgF7nsMZ0AwAAAACAAzuslu5TTz31S7uRv/3224ddEAAAAAAAvcVhhe728dztIpGIVq5cqU8//VQzZ87sjLoAAAAAAOjxDit0P/TQQ/vcfvfdd6upqekrFQQAAAAAQG/RqWO6L7/8cv3ud7/rzKcEAAAAAKDH6tTQvWTJEvl8vs58SgAAAAAAeqzD6l5+4YUXdrhvWZZ27dqljz/+WHfccUenFAYAAAAAQE93WKE7IyOjw32Hw6GRI0dqzpw5OvPMMzulMAAAAAAAerrDCt3z5s3r7DoAAAAAAOh1Dit0t1u+fLnWrl0rSRo7dqyOPvroTikKAAAAAIDe4LBCd2VlpS655BK9++67yszMlCTV1dXp1FNP1XPPPaf+/ft3Zo0AAAAAAPRIhzV7+fXXX6/GxkatXr1aNTU1qqmp0aeffqqGhgbdcMMNnV0jAAAAAAA90mG1dL/55ptatGiRRo8endg2ZswYzZ07l4nUAAAAAABoc1gt3aZpyu1277Xd7XbLNM2vXBQAAAAAAL3BYYXu0047Tf/1X/+lnTt3Jrbt2LFDN910k04//fROKw4AAAAAgJ7ssEL3Y489poaGBg0ePFjDhg3TsGHDNGTIEDU0NOjRRx/t7BoBAAAAAOiRDmtM96BBg7RixQotWrRI69atkySNHj1aU6dO7dTiAAAAAADoyQ6ppfvtt9/WmDFj1NDQIMMwdMYZZ+j666/X9ddfr0mTJmns2LH6+9//bletAAAAAAD0KIcUuh9++GF95zvfUSAQ2GtfRkaGvvvd7+rBBx/stOIAAAAAAOjJDil0//vf/9b06dP3u//MM8/U8uXLv3JRAAAAAAD0BocUuisqKva5VFg7l8ul3bt3f+WiAAAAAADoDQ4pdA8YMECffvrpfvd/8sknKigo+MpFAQAAAADQGxxS6D777LN1xx13KBgM7rWvtbVVd911l84999xOKw4AAAAAgJ7skJYMu/322/Xiiy/qiCOO0OzZszVy5EhJ0rp16zR37lzFYjH9+Mc/tqVQAAAAAAB6mkMK3Xl5efrggw903XXX6bbbbpNlWZIkwzA0bdo0zZ07V3l5ebYUCgAAAABAT3NIoVuSiouL9frrr6u2tlabNm2SZVkaMWKEsrKy7KgPAAAAAIAe65BDd7usrCxNmjSpM2sBAAAAAKBXOaSJ1AAAAAAAwMEjdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANklq6P7Vr36lcePGKRAIKBAIqKSkRG+88UZifzAY1KxZs9SvXz+lpaVpxowZqqio6PAcpaWlOuecc5SSkqLc3FzdeuutikajXX0pAAAAAADsJamhe+DAgfrpT3+q5cuX6+OPP9Zpp52m888/X6tXr5Yk3XTTTfrb3/6m559/Xu+995527typCy+8MPH4WCymc845R+FwWB988IGefvppzZ8/X3feeWeyLgkAAAAAgARXMk9+3nnndbj/P//zP/rVr36lDz/8UAMHDtRTTz2lZ599Vqeddpokad68eRo9erQ+/PBDTZkyRQsWLNCaNWu0aNEi5eXlacKECbr33nv1ox/9SHfffbc8Hk8yLgsAAAAAAEndaEx3LBbTc889p+bmZpWUlGj58uWKRCKaOnVq4phRo0apqKhIS5YskSQtWbJERx11lPLy8hLHTJs2TQ0NDYnW8n0JhUJqaGjocAMAAAAAoLMlPXSvWrVKaWlp8nq9+t73vqeXXnpJY8aMUXl5uTwejzIzMzscn5eXp/LycklSeXl5h8Ddvr993/7cf//9ysjISNwGDRrUuRcFAAAAAIC6QegeOXKkVq5cqaVLl+q6667TzJkztWbNGlvPedttt6m+vj5xKysrs/V8AAAAAIC+KaljuiXJ4/Fo+PDhkqSJEydq2bJl+t///V9dfPHFCofDqqur69DaXVFRofz8fElSfn6+Pvroow7P1z67efsx++L1euX1ejv5SgAAAAAA6CjpLd1fZJqmQqGQJk6cKLfbrcWLFyf2rV+/XqWlpSopKZEklZSUaNWqVaqsrEwcs3DhQgUCAY0ZM6bLawcAAAAAYE9Jbem+7bbbdNZZZ6moqEiNjY169tln9e677+qtt95SRkaGrrnmGt18883Kzs5WIBDQ9ddfr5KSEk2ZMkWSdOaZZ2rMmDG64oor9MADD6i8vFy33367Zs2aRUs2AAAAACDpkhq6KysrdeWVV2rXrl3KyMjQuHHj9NZbb+mMM86QJD300ENyOByaMWOGQqGQpk2bpscffzzxeKfTqVdffVXXXXedSkpKlJqaqpkzZ2rOnDnJuiQAAAAAABKSGrqfeuqpL93v8/k0d+5czZ07d7/HFBcX6/XXX+/s0gAAAAAA+Mq63ZhuAAAAAAB6C0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADZxJbsAAAAA9AyWZak1Zqk5Yqo5aikYNRXwONXf75TbYSS7PADolgjdAAAA+FIOp1PNqf30YWVQptVxX3XI1GeNEfXzOZXndyrD45BhEMABoB2hGwAAAPsVkkPfevwFtabmSJbkMKRUl0OpbkMeh6HqYEzNUUtVwZiqgjFleBwanemRk5ZvAJBE6AYAAMB+bGsMa4kKNGzSQBmmqRFZXuX4nB1asgeludUUMVXRGlVla0z1YVOra8Mak+WRi+ANAEykBgAAgL19vLtVz21qUNhwqnzjGmXUfqb+ftc+u46nuR0aFvDoyCyvXIbUGDH1aU1IkS/2RQeAPojQDQAAgA62NIS1aHuzLEmFVpMenzldrljkgI9L9zh0ZLZXbofUHLW0qiakUIzgDaBvI3QDAAAgoT4c098+a5Qkje/n1ZGqUSTYetCPT3XHg7fHIbVGLa2uCSlGizeAPozQDQAAAElS1LT08tZGtcYs5fmdOmNg2mE9T4rLoaPag3fM0ramA7eSA0BvRegGAACAJOntHc3a1RKVz2noP4YEvtJEaD6XQ8MzPJKkXS0x1YVinVUmAPQohG4AAABodU1QK6qCkqRzi9OV6XV+5efM8sbX7pakTfURRelmDqAPInQDAAD0cU0RU2+VNUuSjs/zJ1qoO8PgdLe8TkMh09JnjXQzB9D3ELoBAAD6uL/valbYtFSQ4tIJBSmd+twuh6ERGW5JUkVrTLV0MwfQxxC6AQAA+rDK1qg+qQ5Jkk4fkCrHPtbh/qoyPE4VpLR3Mw/TzRxAn0LoBgAA6KMsy9LbO+LrcY/K9Ghgmtu2cxWnu+VzGgqb0q6WqG3nAYDuhtANAADQR21uiOizxoichnRKYaqt53IahorSXJKkHc1RWrsB9BmuZJ78/vvv14svvqh169bJ7/fr+OOP189+9jONHDkycUwwGNQtt9yi5557TqFQSNOmTdPjjz+uvLy8xDGlpaW67rrr9M477ygtLU0zZ87U/fffL5crqZcHAMB+lZaWqqqqqsvOl5OTo6Kioi47H7q/mGXpnR3xydOO7e/vlNnKDyTH59T25qhaopZ2NEdVnG5fyzoAdBdJTaXvvfeeZs2apUmTJikajeq///u/deaZZ2rNmjVKTY1/2nrTTTfptdde0/PPP6+MjAzNnj1bF154of75z39KkmKxmM455xzl5+frgw8+0K5du3TllVfK7XbrJz/5STIvDwCAfSotLdXo0aPV0tLSZedMSUnR2rVrCd5IWFkVVHUoJr/LUEmev0vOaRiGitLcWlcX1s6WqApSXPI4O38MOQB0J0kN3W+++WaH+/Pnz1dubq6WL1+uk046SfX19Xrqqaf07LPP6rTTTpMkzZs3T6NHj9aHH36oKVOmaMGCBVqzZo0WLVqkvLw8TZgwQffee69+9KMf6e6775bH03lLXgAA0BmqqqrU0tKi2x97SsXDRx74AV/Rtk3rdd/sa1RVVUXohiQpFDP1j13xD31OzE+Rz9V1Iw6zvQ6luQw1RS3taI5oSID3agB6t27V/7q+vl6SlJ2dLUlavny5IpGIpk6dmjhm1KhRKioq0pIlSzRlyhQtWbJERx11VIfu5tOmTdN1112n1atX6+ijj97rPKFQSKFQKHG/oaHBrksCAGC/ioeP1MhxE5JdBvqglVVBtcYsZXudmpDj69JzG4ahonS31tSGtaslpsJUS15auwH0Yt1mIjXTNHXjjTfqa1/7mo488khJUnl5uTwejzIzMzscm5eXp/Ly8sQxewbu9v3t+/bl/vvvV0ZGRuI2aNCgTr4aAACA7ilmWvp4d1CSNDnPb8sSYQeS6XEo4HbIkrS9KdLl5weArtRtQvesWbP06aef6rnnnrP9XLfddpvq6+sTt7KyMtvPCQAA0B2sqQ2pMWIqzeXQ2CxvUmqIt3bHO1xWtMYUjJpJqQMAukK3CN2zZ8/Wq6++qnfeeUcDBw5MbM/Pz1c4HFZdXV2H4ysqKpSfn584pqKiYq/97fv2xev1KhAIdLgBAAD0dpZlaWllqyTp2FyfXI7kdevO8DiV4Ym3du9k3W4AvVhSQ7dlWZo9e7Zeeuklvf322xoyZEiH/RMnTpTb7dbixYsT29avX6/S0lKVlJRIkkpKSrRq1SpVVlYmjlm4cKECgYDGjBnTNRcCAADQA2xpiKgqGJPHYWhCv64dy70vA1Ljrd2VrTHW7QbQayV1IrVZs2bp2Wef1f/93/8pPT09MQY7IyNDfr9fGRkZuuaaa3TzzTcrOztbgUBA119/vUpKSjRlyhRJ0plnnqkxY8boiiuu0AMPPKDy8nLdfvvtmjVrlrze5HSZAgAA6I4+rIzPWD4hx9elM5bvT6bHIZ/TUDBmqbI1psLUbjXHLwB0iqT+tv3Vr36l+vp6nXLKKSooKEjc/vznPyeOeeihh3TuuedqxowZOumkk5Sfn68XX3wxsd/pdOrVV1+V0+lUSUmJLr/8cl155ZWaM2dOMi4JAACgW9rVHFFZU1QOScf2T34rtxQf212YEg/au1qisixauwH0Pkn9OPFgfrH6fD7NnTtXc+fO3e8xxcXFev311zuzNAAAgF6lfSz3mGyvAh5nkqv5XK7fqW1NEQVjlmrDTKgGoPdJfr8iAAAA2Ko2FNP6urAk6bhcf5Kr6cjpMJTnj38IsKuZCdUA9D6EbgAAgF7uX1VBWZKGpLuV6+9+46YL2rqY14VNRZ2eJFcDAJ2L0A0AANCLRU1Lq2qCkqRjuslY7i/yuRzK9sbflgb9mcktBgA6GaEbAACgF9tQH1Zr1FK626Fhge7bitze2h30Z8iXnpHkagCg8xC6AQAAerGVVfFW7nH9vHIYRpKr2b8Mj0MpLkMyHDr265cmuxwA6DSEbgAAgF6qOhhVaVNEhqTx/bpn1/J2hmEkWruP/Y/LxeJhAHoLQjcAAEAv9e/qkCRpaMDdrZYJ258cn1OyTOUNHal6dd+u8ABwKAjdAAAAvVDUtLSqOt61/Oic7rVM2P64HIa8wUZJ0g6lJbkaAOgchG4AAIBeaH1dSK2x+ARqQwPuZJdz0HzBeklSuVIUjtHJHEDPR+gGAADohVa2tXKP7+fr1hOofZEr0qqq0i2KGQ6tqwsluxwA+MoI3QAAAL1MdTCqsqaoDMVnLe9JDEnLX/mTJOmTtg8OAKAnI3QDAAD0Mu0TqA3L8PSICdS+aMXfnpMsS9ubo6oJxpJdDgB8JYRuAACAXsS0LK2uaVubO7tntXK3a9hdrhzFr+GTGlq7AfRshG4AAIBe5LPGiJqjlvwuQ8MCPXfZrQFqkiR9Wh2SaTGhGoCey5XsAgAA+KLS0lJVVVV12flycnJUVFTUZecD7NS+TNiYLK+cjp4zgdoX9VerUlyGmqKmNjeENSKjZ7baAwChGwDQrZSWlmr06NFqaWnpsnOmpKRo7dq1BG/0eMGYqY31YUnSkT20a3k7h6SxWV4t2x3UquoQoRtAj0XoBgB0K1VVVWppadHtjz2l4uEjbT/ftk3rdd/sa1RVVUXoRo+3vjasqCXl+JzK9/f8t3lH9fNp2e6gNjeE1Ro15XcxMhJAz9PzfxsDAHql4uEjNXLchGSXAfQoq9omHTsy2yujB63NvT+5fpf6+5zaHYxpfV1YE3J8yS4JAA4ZoRsAAKAXqAvFtL05Kik+nru3ODLbq3d2tujTmiChGweFeUHQ3RC6AQAAeoFPa+Jrcw9Od/fItbn3Z3RWPHRvb46qPhxTRi+6NnQ+5gVBd0ToBgAA6OEsy9Kne3Qt700CHqeK0twqbYpoTU1IJfkpyS4J3RjzgqA7InQDAAD0cDuao6oLm/I4DB3RC2f5HpvtVWlTRJ/WhjQlz98rxqvDXswLgu6EKSABAAB6uPau5SMzPfI4e18gHZnpkdOQqoMxVbTGkl0OABwSQjcAAEAPFjUtrauLh+6xvaxreTuf06ERGR5J0uq2bvQA0FMQugEAAHqwLQ1hBWOW0twOFaW5k12Obdo/UFhTG5JpWUmuBgAOHqEbAACgB1tTG2/lHp3pkaMXj3Uemu6Rz2moOWppW2Mk2eUAwEEjdAMAAPRQoZipTfVhSdLY7N69hrXTYWh02/rj7WPYAaAnIHQDAAD0UBvqwopaUrbXqTx/71+/emxb6N5YH1bEpIs5gJ6B0A0AANBDtXctH5Pl7RPLaA1IdSngcShsWtrc1sIPAN0doRsAAKAHao6Y+qxtbHNvnbX8iwzD0JjMzydUA4CegNANAADQA62tC8mSVJDiUpa393ctb9c+rntzQ1jBmJnkagDgwAjdAAAAPdCams+7lvcluX6n+vmcilnxMe0A0N0RugEAAHqY2lBMO1uiMvR5y29fYRhG4oOGtXQxB9ADELoBAAB6mPbxzMXpbqW5+97bufbQ/VljRM0RupgD6N763m9pAACAHsyyrA6zlvdFWV6n8lNcsiStq6O1G0D3RugGAADoQSpaY6oOxuQ0pCMyPckuJ2noYg6gpyB0AwAA9CDtrdzDMzzyOfvuW7nRbR84bG+Oqj4cS3I1ALB/ffc3NQAAQA9jWVaiZbevdi1vl+5xqijNLYnWbgDdG6EbAACghyhtiqgxYsrrNDQs0He7lrdr/+BhDaEbQDdG6AYAAOgh2sPlyEyPXA4jydUk38hMjxySKltjqg5Gk10OAOwToRsAAKAHiJqW1tWFJdG1vJ3f5dCQQLyLOa3dALorQjcAAEAPsKUhrFDMUprbkRjLjI5dzC3LSnI1ALA3QjcAAEAP0N6SOzrTI4dB1/J2IzK8chlSbchUeStdzAF0P4RuAACAbi4UM7WpPt61fGy2L8nVdC8ep6HhGfFJ5dbU0MUcQPdD6AYAAOjmNtSFFbWkbK9TeX5nssvpdtq7mK+rC9PFHEC3Q+gGAADo5tbssTa3QdfyvQwNeOR1GmqMmCproos5gO6F0A0AANCNNUdMfdYYkSSNzWbW8n1xOQwd0d7FnFnMAXQzhG4AAIBubG1tSJakghSXsrx0Ld+f9i7m6+tCitHFHEA3QugGAADoxvbsWo79K053K8VlqDVm6bOGSLLLAYAEQjcAAEA3VRuKaWdLVIak0YTuL+UwDI3K/HzNbgDoLgjdAAAA3VR7eCxOdyvNzdu2A2nvDbCxPqyISRdzAN0Dv70BAAC6IcuytLpt3emxtHIflAGpLmV4HAqbVmJdcwBINkI3AABAN1TRGlNNKCanIR2R6Ul2OT2CYRiJ1u72DywAINkI3QAAAN1Qe9fy4RkeeZ28ZTtY7b0CtjSE1RI1k1wNABC6AQAAuh3TshKhm67lhybH71Ke3ylT0jomVAPQDRC6AQAAupmypoiaIqa8TkNDA3QtP1TtXcyZxRxAd0DoBgAA6Gbaw+KoTI9cDiPJ1fQ8Y7LjoXt7c1R1oViSqwHQ1xG6AQAAupGoaWldXXzm7TF0LT8s6W6nBqe7JUmrae0GkGSEbgAAgG5kc0NYoZilNLdDg9LcyS6nx0p0Ma8JybJYsxtA8hC6AQAAupFV1fGW2SOzvHIYdC0/XCMzPXIZUnUopopWupgDSB5CNwAAQDfRHDG1uSHetfzIfnQt/yq8ToeGZ8Qnofu0JpjkagD0ZUkN3e+//77OO+88FRYWyjAMvfzyyx32W5alO++8UwUFBfL7/Zo6dao2btzY4ZiamhpddtllCgQCyszM1DXXXKOmpqYuvAoAAIDOsbo2JEtSQYpLOT5Xssvp8ca2Tai2tjYkky7mAJIkqaG7ublZ48eP19y5c/e5/4EHHtAjjzyiJ554QkuXLlVqaqqmTZumYPDzTysvu+wyrV69WgsXLtSrr76q999/X9dee21XXQIAAECnsCxLq6rj73GOyqaVuzMMTffI7zTUHLX0WWMk2eUA6KOS+hHqWWedpbPOOmuf+yzL0sMPP6zbb79d559/viTp97//vfLy8vTyyy/rkksu0dq1a/Xmm29q2bJlOvbYYyVJjz76qM4++2z94he/UGFhYZddCwAAwFdR0RrT7mBMToNZyzuL02FodJZXK6qC+rQmxJrnAJKi247p3rp1q8rLyzV16tTEtoyMDE2ePFlLliyRJC1ZskSZmZmJwC1JU6dOlcPh0NKlS/f73KFQSA0NDR1uAAAAydQ+7nhEhkc+V7d9i9bjtPca2FAXUjBqJrkaAH1Rt/2NXl5eLknKy8vrsD0vLy+xr7y8XLm5uR32u1wuZWdnJ47Zl/vvv18ZGRmJ26BBgzq5egAAgIMXM63EetJHZfuSXE3vkp/iUo7Pqaglra1jzW4AXa/bhm473Xbbbaqvr0/cysrKkl0SAADowzY3hNUatZTqMjQkwNrcnckwjERr9yfVhG4AXa/bhu78/HxJUkVFRYftFRUViX35+fmqrKzssD8ajaqmpiZxzL54vV4FAoEONwAAgGRZVdO2Nne2j7W5bXBktk+GpF0tUVW1RpNdDoA+ptuG7iFDhig/P1+LFy9ObGtoaNDSpUtVUlIiSSopKVFdXZ2WL1+eOObtt9+WaZqaPHlyl9cMAABwqFoipjbXt63Nzazltkh1OzSsbc3u9g84AKCrJHX28qamJm3atClxf+vWrVq5cqWys7NVVFSkG2+8Uffdd59GjBihIUOG6I477lBhYaEuuOACSdLo0aM1ffp0fec739ETTzyhSCSi2bNn65JLLmHmcgAA0CN8WhuSqfja3P39rM1tl3HZXm2qD+vTmqBOLkyhRwGALpPU3+wff/yxTj311MT9m2++WZI0c+ZMzZ8/Xz/84Q/V3Nysa6+9VnV1dTrhhBP05ptvyuf7fIKRZ555RrNnz9bpp58uh8OhGTNm6JFHHunyawEAADhUlmVpZVV81vJx/WjlttOwDI9SXPE1u7c0RDQ8g+XDAHSNpIbuU045RZZl7Xe/YRiaM2eO5syZs99jsrOz9eyzz9pRHgAAgK3KmqKqCcXkcRiszW0zp2FobJZXy3YH9Ul1kNANoMt02zHdAAAAvd3K6ngr95gsr7xO3pbZ7ah+8d6SmxrCamHNbgBdhN/uAAAASdASNbW+bd3oCTmszd0Vcv0u5fmdMi1pNROqAegihG4AAIAkWFUdVMyS8lNcyk9hArWuMq6ttXtldfBLhzkCQGchdAMAAHQxy7ISXcuP7kcrd1cam+2V2yFVB2Mqa2bNbgD2I3QDAAB0sW1NEdWGTHkchkYzgVqX8jkdiUnr/rW7NcnVAOgLCN0AAABdrH2ZsLHZXnmcrBfd1Y7O8UuS1teH1RxhQjUA9iJ0AwAAdKHmiKkN9WFJ0gS6lidFfopLhSkumZb0SVs3fwCwC6EbAACgC31SHZRpSQUpLuUxgVrStM8Y/6/qoEwmVANgI37TAwBgA8uy1BK1VBuKqSFsqjESU2PEVGPEVKVydf2zb6um3xAtrWiVaUkypPZOxg5DcjsMeRyGPM7411S3Q2kuQ16nIcOgO3JPFbMsrWjrWn40y4Ql1egsr97e0ayGsKmtDRENy/AkuyQAvRShGwCAr6A1aqomFFNtKBb/Gox/rQuZCpn7aT0zfCocdZRMSYlD9jg0ZkkR01KL9n68y5DS3A5leh3K9jrld9FprSdZXxtWY8RUqstITOaF5HA7DB2V7dWy3UGtqGoldAOwDaEbAIAv0d5iXReOqS4UU23IVO0eITsY+/JuqQG3Qxleh9LdTqW7HUr3OFRZtk03XT9LN855QEOPOCIx1stqu5ltoTscsxQ2LYVilpoiplqilqKWVBc2VRc29VljVCkuQ/18TvX3EcC7O8uy9FHbbNnH9PfL5aDHQrJNyPFp2e6gNjdEVB+OKcPjTHZJAHohQjcAoM9zeX1qkkub6sOJcF0XNlUfiqkuHNOBJjdOdzuU5XUqq631OWuP276C1YqyFm344G25o0GlHEJQNi1LzVFLjeF463p9OB7EW5qiKmuKKsvrUGGKSxkeB13Qu6HtzVGVt0TlNFibu7vo53OpOM2tbU0RrawK6uTC1GSXBKAXInQDAPqEqGkpGLPUGjUVjMW/D0YtNfUbqnuXlOkDSdrSsN/HB9wOZXqdyvS0BWyfU9lepzI9zi5b8slhGEp3G0p3O1SY6lLEtFQTjKk6GFNt2GxrhQ8rxWWoMMWlXL+T8N2NLKuMt3Ifme1VipteCd3F0f19idB9fH6K3PRAANDJCN0AgF7DsiyFTaklaqq5rTt2MGaqta1b9j453fEvlql+KW5lepyJcJ3ZFqoDHke37ArsdhjKa5sBuzVqaldLVBWtMbVELW1qiGhnS1SD093JLhOS6kKxxDJhk/r7k1wN9nREhkcZHofqw6ZWVQd1DP8+ADoZoRsA0GNFzfhY54aIqcawqaaIuf9wLcntkHxOh/xOQz6XIZ/TUMXWTfrBjDP0/tuLNHHUMV1XfCfzuxwaGvCoKM1SeUtUO5qjaolaWlMbljtjoPKGjUp2iX3ax21juYemu5Xj5+1Xd+IwDE3K9WvR9mYt292qCTk+OeghAqAT8VsfANBjWJalxoiZmMyseT8J2+8ylOpyKMVlyO9yyOeMB+x9tVbXRINqqa9Vb3mL7XIYGpjmVl6KS9ubItrVElPEm6rr//SONqpZ40yrW7ba92bBmKlPqkOSpEm5tKJ2R+OyffrHrhbVhkxtrA9rZCYzywPoPIRuAEC3ZlqWakOmqoLxGcO/OFm41xkf4xxwO5TmcSjVZdBKpXjX8yEBj/JTTH26vUphX7q2KkPz19fpnKI0FaTS7byr/LsqqLBpKcfnpLt/N+VxGjo6x6clFa36qLKV0A2gUzGLBwCg2zEMQ2F3ijbWh/VRZVDr6sKqCsYDt8uQcnxOjchw69j+Ph3b36eRmR4VpLqU7nYQuL/A73Io0LBTf7hlpjxWTFXBmH6/oV7v7mhWdH/riKPTRE1Ly3YHJcVbuZnYrvua2N8vpyHtaI5qe1Mk2eUA6EVo6QYAdBvBqKnPlK6bX/pQDVmD1NAakyR5HFKOz6V+PofS3SyHdTjWvPO6jtcuVWYN05rakD6sbNVnTRFdMDhdmV7WJrbLv6uDaoqYCrgdGptF62l3ltb2b/RJTUgfVbZqYBq9EgB0DkI3ACDpqlqj+mh3q9bUhBQ1spRTlCXDjCk31aP+fqcCBO1O4ZGprw9O16hMj14vbVJ5S1Tz1tfp3OI0jcggEHa2qGlpSUV8ArWSfD9j6XuASbl+fVIT0ob6sGqCMWX7+EAKwFdH93IAQNKUt0T10tYGPbmuTp9UhxS1pDQrrBfvu1nZVZs1PMOjDA9rTXe2IzK9unpUpgpTXArFLP11S6Pe3tGsmEV38860Zyv3Udm+ZJeDg9Df79KwQLyFe1nbjPMA8FURugEAXW5Xc0TPb67X/PV1Wl8XX7v4iAyPLhuRoRKVa9mLf5AhAqCdMjxOXTYiQ5P6x8PgR5Wt+vOmBrVGzSRX1jvQyt1zHdc2w/wn1UE1hmNJrgZAb0D3cgBAl6kNxfTezmatawvahqTRWV6V5PnVv23t4t1JrK+vcToMnT4wTQPT3HptW5NKmyJ6en2dLhoaYC3pr4hW7p6rKM2tgakubW+OaklFq84clJbskgD0cPxFBQDYrjli6p/lLVpZFVR7O+rYLK9OKEhRFpN4Jd3ITK+yvU69sKVBdWFTv99Qr/MHp2tYhifZpfVItHL3bIZh6MSCFP1pU4NWVgc1Oc+vDA+/pwAcPrqXAwBsE7MsfVTZqt+sqdWKtsA9NODWt0Zl6rzB6QTubqS/36WZIzM1KM2lsGnp+S0NWlbJmNbDQSt3z1ec7lFxmlumJf2zvCXZ5eAQubw+RZ0eNUZMNYZNNYRjqg/H1BIxFWOpRCQBLd0AAFt81hDWwh3Nqg7Gx0Tm+106dUCKitNpPe2uUlwOXTIsQwu2N+nf1SEt3tGshnBMpw1IZTK7gxSOWVpSTit3b3BiQYq2bazXquqQSvLoldNdhWOWSpsi2tYYVnUopl0q1D3/3KY6h0N11aF9PsbtkLxOQykuhzI9DmV4nPI4ea3CPoRuAECnagjHtHhHc2KCtBSXoZMLUzUu20tw6wGcDkPTB6Upy+vUuztbtGx3UI0RU+cWpxMgD8KSihY1RU1lemjl7ukGprk1LODW5oaI/rGrRecNTk92SWjTFDG1ri6kLfVhbWuKKLZn47XhksOQDDMmt8slw4jPHyJJEdNSzJIiZvz7pkhMla0xSRGluAxleZ3K9TmV4qYzMDoXoRsA0ClMy9KK3UG9v6tFYdOSIemY/j6dmJ8in4s3MD2JYRiakpeidLdDr5U2aV1dWM3Res0YEuDf8kvUhWL6qK1L/mkDUvmQohc4sSBVmxvqtLo2pJI8PxMMJpFlxVu0V1QFtbEurD3XWQh4HBoW8CjP71JV6WZdMPUUPfSnlzVq3IS9nidqWgrG4remiKm6UEzNUUstUUst0ah2NEeV7nYoz+9Ujs8pJ69jdAJ+cwAAvrLylqjeLGtSeUtUklSY4tL0ojTl8ga1Rxub7VOq26EXtzSqrCmqP26s1zeHBRRgUql9iq91Lg1Od2sEk9D1CvkpLh2R4dGG+rD+Ud6iC4YEkl1SnxMzLX1SE9THlUFVhz5fwm1AavzfZljAo34+Z6In1YrSkJprq7S/qOxyGEpzGEpzSzk+p5TuVsS0VBeKqSoYU23IjI8Fj5ja2hhRQYpLhakuuQnf+Ap4NwQAOGzhmKV/lLdoWWWrLMXHyJ1SmKIJ/Xx0Je8lBqfH109/fnODqoIx/WFDvb4xLMAHKl/wWWNYG+rDMiSdzhj4XuWEghRtqA9rXV1YO5ojGpDqTnZJfYJpWfq0JqR/lreoPhxv13Y7pCOzfTo6x9epv4PcDkP9/S7197sUjlmqbI2qojWmYMzS9uaodrZEVUj4xlfAX0wAwGHZVB/WgrImNUTib4ZGZXo0dWCa0hgL1+vkpbh0xcgM/WVzg6qDMT2zoV4XDk1nUrw2pmVp8fZmSdLROb7EmvPoHXL9Lh2V7dWqmpAWljXrypEZcvChim0sy9L6urDe39WimraW7VRXfMjLuH5eeZ32/o3xOA0NTHNrQKpLNSFTZU0RNUc/D98DU10akOri/wEcEv4qAAAOSWM4pkV7TJQW8Dg0bWAaazr3chkepy4fkaG/bmnQ9uao/rK5QecUp2tMljfZpSXdyqqgdgdj8jnj6zuj9zmlMFUb6sMqb43q39VBHZ3jT3ZJvdLu1qgWbm9WaVNEkuR3GpqS59cx/f1d3sJsGIb6+ZzK9jo6hO/Spngr+JB0t7K9fMiMg0PoBgAclH1NlHZcrl9fy09hqZU+wu9y6JLhGfrbtkatrwvrlc8a1RiO6bhcf5/tTt0cMfX+rvg6zicVpMjPRHO9UqrboRPzU7RoR7Pe29miUZle/q07UShm6p/lrfq4slWmJJchTc7z67hcv+0t2weyZ/iuCsb0WWNEoZildXVhZXockpMPnHFghG4AwAHtao7ozbImVbTGu/oVprg0bVCa8lL4M9LXuByGzh+crrd3NOvj3UG9szM+3nLqwNQ+193Ssiy9WdakYMxSf59TE3JYIqw3O6a/T/+ujvdqeG9ni6YXpSW7pF5hc31Yb5Q1qaltqNKIDI9OH5CqzG62LrphxMd9Z3ud2t4cn+W8LmxK2cU6+er/6jCbOvBFvFsCAOxXMGbq/Z0tWlEVlMREaYhzGIamDkxTwOPU2zuataIqqIaIqfMHp/epSYY+rQlpY31YDkM6tzi9z33o0Nc4DENnDErTsxvrtbI6qAk5PuXzweNhC8VMvb2jWf+uDkmSMj0OndEDhio5HYaK093K9Tu1pSGiurA0/frbtdQKa1BLlA+jsU/0iwEA7MWyLK2pDem3a2oTgXtsllfXjs7S0Tl9tysxOjou168LBqfLacQn1nt2Y72aI32jvac+HNPCtsnTTsxP4Y12H1GU5k7MY7CgrEmWZSW5op6prCmi362rSwTuSf19umZ0VrcP3Hvyuxwak+VRWsMutdTXqtHwaP76Or2/s1kx/r/AFxC6AQAd1ARj+vPmBr3yWaOao5ayvU5dMjyg8wanK5WZyfEFo7K8unR4hnxOQ7taovrDhjrVBGMHfmAPZlmWXtvWpLBpaUCqS5PzmFSrLzl1QIo8DkM7W6L6eHcw2eX0KFHT0js7mvXMxnrVh00F3A5dOjyg0wem9cheMoZhyBds0EMzvqY8q0WWpA8qWvWH9fWqCkaTXR66ET6WBYCvoLS0VFVVVV12vpycHBUVFdny3MGoqX+Wt2h5VVCmJTkN6fj8FE3O9cvVA98MoesMTHPriiPiS4rVhU39fkOdLhoa0MC03rme8ce7gyptisjtoFt5X5TuduqUwhQt2N6sd3c2a3C6m2XiDkJFS1SvbmvU7rYP5Y7K9mrqwNSkT5TWGZpqdmu8qpQyeKzeLGtSeWtU89fV6ZQBqZqYw3AsELoB4LCVlpZq9OjRamlp6bJzpqSkaO3atZ0avE3L0sqqoP5e3qLWaLxL3NCAW2cMTFNWN5vIBt1XP59LVx6RqRe2NGhXS1R/2lSv8wana1Rm71pSrKIlqnd3xruVnzYglddIH3V0jk+bG8La3BDRK581aubITD6c3A/TsvRhRav+satFpqQUl6GzitI0IqN3/W6Q4j1/BqS59Pq2Jm1tjGjR9mZtqg/rnKI0pXv4XdGXEboB4DBVVVWppaVFtz/2lIqHj7T9fNs2rdd9s69RVVVVp4Ruy7K0vj6sv+9qUXVby0M/n1OnD0jV0EDPGVeH7iPV7dClwzP0ymeN2tQQ1stbG3VyQUxT8nrHPABNEVN/3dKgmCUNC7g1oR+zlfdVhmHo7KJ0PbWutm0282adPpDZzL+oJhjTq9satbMl3tX6iAyPpg9KU0ovHqqU7nbqm8MCWlEV1Ds7mvVZY0RPravTtEFpGp3V+z5owMEhdAPAV1Q8fKRGjpuQ7DIOmmVZ2toY0fs7W1TeGn8j5HMaOrEgRRNyfHL2gnCE5PE4DV04NF2LtsdnNX9vV4sqWqM6uyi9R6/nHjEt/XVLgxoiprK9Tp1XnN4rPkjA4Ut1O3R2Ubpe2NKgZbuDGhbwaDAfWEqK/51pD51RK77yxRkDUzU2y9snXjeGYWhif78Gp7v1t21NKm+J6v8+a9TG+rDOHJgqH2u89zmEbqCP6E1jj3F4LMvS5oaIPqxo0fbmeNj2OAwdm+vTcf39vAlAp3EY8TfY/f1OLSxr1rq6sKqDdZoxNNDt1t49GPGJ0xq1qyUqn9PQN4YFeL1AkjQ8w6Ojc3z6V1VQr5Y26ZpRmfL38f83GsIxvV7apM8aI5Kk4jS3zimOLzHY1/TzuXTFERn6oLxFH5S3ak1tSGVNEZ1TnKbB6XxA05cQuoE+oLeMPcbhiVmW1taGtLSiNTGBjdOQJvb3a0quv1d380PyGIaho3P8yvG59NLWBu0OxjR/fZ3OH5yuIT2sNfAf5S1aVxdfj/vCIQHGcaOD0wakaltjRDWhmF7a2qiLhwXk7IPjuy3L0urakBZub1YoZsllSKcOSNUxfXwiMadh6MSC+LCtV7c1qjZk6rlNDZrU36eTC1OZC6CPIHQDfUBPH3uMw9MUMfVJdVArq4JqaFs72eMwNCHHp0m5PqW7CQ6w36A0t64amakXtzSqvDWqP29u0ORcv04qTOkRQxn+VdWqf5a3SpKmD0pTUXrvnJEdh8/tMHTBkHT9cUO9SpsierOsSWcXpfWpoNkSMfVmWZM21IclSYUpLp1bnK5sH39n2g1IdevqkVl6Z2ez/lUV1LLdQW1tjOi84nTlpRDJejv+hYE+pKeNPcahMy1L2xojWlkd1Ma6sMy27SkuQ5P6+3V0jo9usehyAY9Tlx2RocXbm7WyOqilla0qbYro64PTu3Wr8ZLyFr23K95DaEquX+OYOA37ket36YIh6Xp+c4NW1YSU5XXq+PyUZJfVJTbWh/RGaZNaopYckk4oSNGUPD9L6e2Dx2lo2qA0DQt49EZpo6qCMT29oU4nFaTouFx+Zr0ZoRsAejjLsrSrJao1tSGtqwurKWIm9g1IdWlCP59GZXnlpgsbksjtMDS9KE2DA269UdqkXS1RzVtXpzMGpurI7O41uZJlWXp3Z4uWVsZbuEvy/DqpoG8EKBy+oQGPzhiYqgXbm/X+rhZlepwak917Z6tuiZpatL1Za2pDkqQcn1PnFqcrn1bbAxqe4dE1o7L0RlmTNtaH9e7OFm2qD+vc4vQeOe8FDoxXBQD0QFHT0vbmiDbXh7WxPqy68OdB2+s0NDbLqwk5PuX6+TWP7mVUplcFKS797bNGbW+O6rXSJq2uDWnaoO6xLrxpWVpQFm+Rl6RTC1M0OY/AjYNzTH+/6sKmPqps1WuljUpzO3rlkIR1tSEt2B5v3TYkHZfr14kFKYxPPgQpbocuHJKuVTUhLdrerO3NUf1uXZ2mDkzVUd3sg0h8dbwbA4AewLIsRZ1eTfnmt7RSOXp3VY3CppXY73ZIIzK8Gp3l0ZB0D2980K1leJz6zxEZWlrRqn+Ut8TXsV1bq6/lp+i4PH/Sxno3ts26vLUxIkPS9KI0jadLOQ7RqYUpqgvFtKE+rL9srtd/DAloWEbPmjxwfxrDMS3a0az1dfGx2zk+p84pSlNBau/7YKErGIahcf18Kkpz69Vt8Q8iXy9t0vq6+AeRfXHG996K0A0A3VDEtNQUMdUcMdUQMdUQNhXrN1jn/7+fqVKSTEupLkNDAx4NC3g0NODp0Wsgo+9xGIZK8lM0KsurN0ubtK0povd2tejT2pBOLEjRyAxPl7b0rK0N6a2yJgXbZl0+tzhdo7J6b9dg2McwDJ03OF0vb23Q5oaI/rqlQecWp/foruYxy9Ly3UH9Y1eLwmZ87PaUfL+Oz6N1uzNkeuMfRH5U2ar3d7Voc0NET66t08mFKX1+9vfegtANAEliWZYiptQaM9UateK3mKnmiNWhFTvBNLVx6Xs6a8rROmHUYOX5nfwhRo+X5XXqkuEBfVoT0ts7mlUdjOnlrY3K8zt1UkGqhgbctv5/3ho1tXCPcan5fpfOG5ymfj7eIuHwuR2GLhwa0GvbmrSmNqRXtjUqGDN1TH9/sks7ZGVNES0oa0osOTkg1aUzB6Yx43YncxiGpuSlaHjAozfKmrSjOZr43TR9UJr6M1ysR+NfDwBsZFqWwjFLIdNSKBa/tYfr1qil2D6ydTuf01Ca26E0t6GAx6kdaz/RbbO+qVnLlzNRDXoVwzB0VD+fRmR49NHuVn1cGVRFa0zPb2lQYYpLR+d0/mSAzRFTy3a36l+7gwqZ8XGpx+f7dXx+z1jKDN2f0zB0XnGafE5DK6qCWrC9WU0RUycUpPSIWaprgjG9t+vzruR+p6FTBqRqHOONbZXjd+nyERn6V1VQ7+5s0Y62sd7H9PfpxPwUViDpoXjXBgCHyZKUlt1fEZdP1cFYIlSHYmYiZO8xkfh+eZ2G/E5Dfpchv9OhFLehVJdjry57vMVBb+dzOXRSQaqOzfHrw8pWrdjdqp0tUe0sbdKi7c0aneXVuH7xidgO502/ZVmqCcW0fHdQn1QHFW370Ku/z6mzitJUyLhUdDLDMHTGwFT5nIY+qGjVBxWt2tYUX5u5u85S3Rwx9c/yFq2sCiaWnRzfz6tTClPlJ/B1CcMwdEx/v4ZneLRoe7M21Ie1fHdQa2pDOqUgVUf18/aID27wOUI3AHyBZcW7dzdFTDVGTDW13Tp8HzbVqEH68aI1qpdU39YSsC+G4sHa6zTkdRjyuQz5XQ75nfHvaVUDOkpxO3TagFQdl+vXJ9XxgFwXNrWyOqiV1UH5nIYGprlVlObWoFSXMjxO+V3GXkE8alpqjpra0RzVZ41hfdYQUcMen4QVprg0Jc+vEV08fhx9i2EYOqkwVf18Ti0oa9aO5vhyeWcOStXY7O4zUV9TxNSyylb9qyqYGOI0LODWKYWpdG1OkoDHqQuHBrS1IaxFbcNv3ihr0oqqVp1cmKoh6fYOv0Hn4RUEoM+wLEvBWPxNeEsk/nXvYB1TU8Q8qBZqGYZM05TLiinV55HH6ZDXYSQCtqctZLsd4o8icBjS3A4dn5+ikjy/Spsi+nd1SJvqwwrGLG2qD2tT/ecfdhmSUlyGUlwORUxLLdF9z43gMKTB6W5NzvWrKI03rOg6Y7N9GpDq1t+2NWpHc1R/29akDfVhnVKYmtTl8mqCMS2tbNGnNaHEkKeCFJdOKUxRcXrvmHW9pxsS8Ohb6W6taJvMrqI1pr9sbtCgNJdOKUzVAHrpdHuEbgA9hmVZMhVvvYqainflNk2FopaCbd25g9HPu3a3Ri21ROMzgLdETbVELX3JEOq9eNvGVKe7HW1jqzt+v239Gp045Vj9+tV3NXLcBJuuGoBhGCpO96g43SPTslTeElVZU0SlTRHtaokmXtvNUUvN0VjHxyq+rNHgdLeGBDwamOpmpn8kTabXqctGZOiD8lb9s7xF6+vC2lAX1rh+Xn0tP6XLloiKmZY2NoS1qjqozQ2RxPaBqS5NyUvRMJsnMMShcxqGJuX6NTbLqyUVLVpRFVRZU1R/2FCv4QGPSvL9hO9ujNAN9GKmFQ+eTXKpePxxCnlSVdESVdSKh9aoaSlqxZcCsSzJtCRTVvxr4nZoQdWQFMsZrh8vXqt3lKV/rqpu226o/e+30fYfo+37z7cbiX2y1FZnfLKx9lo7g9cZHzOd4jK+EKidie/T3I4DvjGvUExmNNo5RQE4KA7DUGGqW4Wpbk3Oi2+LWe0fsFlqjZpyO+It3imueK8TwgO6E4dh6ISCFI3I8Oj9Xc3a3BDvxfFpTUjj+/l0VLZX+Yc5b8GXaf/Aak1tSKtrQ2rd44/qsIBbU/JSNCiN0NbdpbgdOn1gmibl+vWP8hatqg5pU0NYmxrCfGjSjRG6gR7Ksiw1Ry3Vh2Px8cURUw3hmBrbuks3huPdpU1JMgr1vXmvqVFS4x6faNvG4VRaVo4ikiKJP+qdlJj34Gnryu1zft6l2+d0JL73t73pjgfs+ARlKU6HnKwpCvQqTsNQutupdPICepC8FJe+MSxD25siem9Xs8qaolpRFdSKqqCyvA6NzvRqVJZX/X2HtzykZcXnJtnWFNGWhoi2NoTVuseSGWluh47M9uqobC9L5PVAAY9TZxela3KuX0srWvVpbUjbm6N6YUuD+vucOjrHpzHZXvmcTH7XHfAKA7q5YNRUTSiWuNUG276GzH2v5bwPLiumiu2lysvPV1pqqlxt44xdhiGXw5DDUNvNkENK3Dfa7u/5t/7L/uy3V7N1/Trd9d0r9Jfnn9fo0aNlWR0jt9XWep6I43vst9r2GzLkcsTfTH/+1ZDLkJxtX/kUFwDQ0w1Mc+s/h2doW1NE/64KamN9WLUhMzHbucdhKNfvVF6KS7k+l/yu9g+aHfI4DIVNS8GYqWDbcpQ1wZgqW2OqbI12CNlSvKfX0HS3jsz2aUjAzQzYvUA/n0tnF6frxIIULdsd1MqqoHYHY1qwvVnv7GzW6EyvJuT4DnvVB3QOQjfQDURMS7WhmGoSgfrzkN36JX2qDUnpbofSPQ4F3A6le5zx+26HAp7411S3Qyv/9S9NPP84/fbNf2jkoAm2X48rFlbllvVKV0S5zHgKAMCXMgxDg9M9GpzuUThmaWN9SGtqQ9rWGFHYtLS9OartzYc+nMmQ1N/v1LCAR0MDHhWmulgxo5dK9zh12oBUHZ/n16qakFZWB1UdjOmTmpA+qQl1Su8JHD7eDQNdJGZZqg993mrdHrJrQ7EOS9jsS5rboWyvU9lep7K8DmX74t9nepx0lQYAoBfxOA2NzfZpbLZPpmWpJhhTeWtUFS1RVQVjbZOIWgrH4jd321KUvrYhVhleh3L9LuX5Xernc8rN+4Q+xedyaFKuX8f292l7c1Qrq4JaXxfq0Huin9epERkeDQm4NTDVzXvJLkDoBjpRzLLUEDZV1xaq92yxrg+1ja/eD5/TaAvVzkSobr/fU2faXbt2bZeeLycnR0VFRV16TgAA7OIwDOX4Xcrxu3RkdrKrQU9iGIYGpbk1KM2tM2Op2lwf0dq6kLY0hFUdiqm6slUfVsaHLxSlu1Wc5tbANJdy/fSGsEOvCd1z587Vz3/+c5WXl2v8+PF69NFHddxxxyW7LPQyphVf27kxbMbDdTimupCp2lBMdeGYGsLml04X5jKUCNRZbaG6/b7f1XsmuqiuLJcMQ5dffnmXntfn8+mFF15QQUFBl5yvqz9UAAAAOFRep0Njsr0ak+1VMGZqc304PrleY1gtUUub6sPaVB+WFH+vWpDqUmGKW7l+p3L9LmX7nATxr6hXhO4///nPuvnmm/XEE09o8uTJevjhhzVt2jStX79eubm5yS6v05SWlqqqqqpLz9lXWg7bl9ZqjsbXc26Nxmf8jM8CHu/+3WE28C/hMuLrcGZ6Pu8K3h6w092OPjGGpqm+XrIszb73lxo/aXKXnPOTjz7Qo3f9SOeee26XnG9PTU1NXX5OAN1DMv42h0Iheb3eLjsfHzACvYfP6UgMX7AsSxWtMW1tCGt7c0Q7mqMKxiyVNUVV1vT5HAJOQ4mGoiyPU1k+pzI98aVWU92GPA6WZjyQXhG6H3zwQX3nO9/R1VdfLUl64okn9Nprr+l3v/ud/t//+39Jrq5zLNu8Xd/+7iwFW1tlWaZkWTJNU5IlyzTjs0Fb8e9lWbIss8N90zJlme3HmrJiMZlmTJZpyozFZFltX79w3+f1avnHyzRo0KDELNbxdZW7xwsr1raOc9T8fE3nqBmfmCxsWvFxTzFLoZiZGAPVvq01aqolGl/bNRg7+OWsDMXHWAc8DmV6nMrwOpTlccaDttehNFffCNYHY8CQYRo5bkKXnGvbxvVdHvQ/fGeBnvrZHAWDwS45X7J0dajgDT56itLSUo0ePVotLS1del7DMGRZnb8M44HwASPQuxiGofwUl/JT4pHQsixVh2La0RRVeWtUu1ujqmyNKWxa2h2MaXcwts/ncTukVFd88t40t0OprvhXn9OQxxkP5Z725V0djsQ2t6P7ZAq79fjQHQ6HtXz5ct12222JbQ6HQ1OnTtWSJUuSWFnn+rDeoUt/Pi8p5/5LjaSa6g7bjPZb+9JSMhKB3LFHMO8Y1CXHXsfF71uWZMpKLB1lWpIlK/41sc1K7DOteLDu7LccfpcRX8+5bW3n9LYZwQN7zBCe6nZ85SU2CDH26fKg38slK1RIvMFH91dVVaWWlhbd/thTKh4+skvO2f5hHx8woqfgPU/PYRiGcnwu5fhcGt+2zbIs1YdNVQVj2lJepd3NIbXIpVa5FJZTUcOhiCnVhU3VhQ/UH3Qf57QsObSvm+R1O3VcYYbG9fN16nUmQ48P3VVVVYrFYsrLy+uwPS8vT+vWrdvnY0KhkEKhUOJ+fX29JKmhocG+Qr8iZ1ONtqzfpLxBxfJ49vgf7wvhz2pfRTmxec/9RjykGh23W4nnaH9sz/zEyWGZckhyypRDlpyy5JLZdrPk3ON7lyy5ZcqtmLyGJZcVlVvmPtegDrbdKjupzoqKCl155ZVJefPy74+WqLW52fbzbNu8QZK0de1qpfr9tp+vr5yzbMtGSdLy5cu7LJCuX79eLS0tuuS6/1Je4cAuOefaT5ZrwfPPae2/lnfJGLJk/VwlacOqlV3ymkzGNUrxD8HjvbK6Tlees/3fMdTa2iX/jpIUbnv/Eg4Gu/ycvfl3ndT7/39Nxvn6wnuevvL/6/7+LV1ev9Kyc5TeL1ep2TlKz8lt+76/fKnp8qakypuaJk9KmrypafKmpMqTki6H4+DmMsoK12mwu2vm6jkc7fnxQL2PDCsZ/ZM60c6dOzVgwAB98MEHKikpSWz/4Q9/qPfee09Lly7d6zF333237rnnnq4sEwAAAADQC5WVlWngwP03TvT4lu6cnBw5nU5VVFR02F5RUaH8/Px9Pua2227TzTffnLhvmqZqamrUr1+/Lh9X0NDQoEGDBqmsrEyBQKBLzw10d7w+gC/HawTYP14fwP7x+ugclmWpsbFRhYWFX3pcjw/dHo9HEydO1OLFi3XBBRdIiofoxYsXa/bs2ft8jNfr3WvWz8zMTJsr/XKBQID/4YH94PUBfDleI8D+8foA9o/Xx1eXkZFxwGN6fOiWpJtvvlkzZ87Uscceq+OOO04PP/ywmpubE7OZAwAAAACQDL0idF988cXavXu37rzzTpWXl2vChAl6880395pcDQAAAACArtQrQrckzZ49e7/dybszr9eru+66a6/u7gB4fQAHwmsE2D9eH8D+8froWj1+9nIAAAAAALqrg1sgDQAAAAAAHDJCNwAAAAAANiF0AwAAAABgE0J3F3n//fd13nnnqbCwUIZh6OWXX+6w37Is3XnnnSooKJDf79fUqVO1cePG5BQLdLEve31EIhH96Ec/0lFHHaXU1FQVFhbqyiuv1M6dO5NXMNDFDvQ3ZE/f+973ZBiGHn744S6rD0img3l9rF27Vl//+teVkZGh1NRUTZo0SaWlpV1fLNDFDvT6aGpq0uzZszVw4ED5/X6NGTNGTzzxRHKK7cUI3V2kublZ48eP19y5c/e5/4EHHtAjjzyiJ554QkuXLlVqaqqmTZumYDDYxZUCXe/LXh8tLS1asWKF7rjjDq1YsUIvvvii1q9fr69//etJqBRIjgP9DWn30ksv6cMPP1RhYWEXVQYk34FeH5s3b9YJJ5ygUaNG6d1339Unn3yiO+64Qz6fr4srBbregV4fN998s95880398Y9/1Nq1a3XjjTdq9uzZeuWVV7q40t6N2cuTwDAMvfTSS7rgggskxVu5CwsLdcstt+gHP/iBJKm+vl55eXmaP3++LrnkkiRWC3StL74+9mXZsmU67rjjtG3bNhUVFXVdcUA3sL/XyI4dOzR58mS99dZbOuecc3TjjTfqxhtvTEqNQLLs6/VxySWXyO126w9/+EPyCgO6gX29Po488khdfPHFuuOOOxLbJk6cqLPOOkv33XdfEqrsnWjp7ga2bt2q8vJyTZ06NbEtIyNDkydP1pIlS5JYGdA91dfXyzAMZWZmJrsUoFswTVNXXHGFbr31Vo0dOzbZ5QDdhmmaeu2113TEEUdo2rRpys3N1eTJk790iAbQlxx//PF65ZVXtGPHDlmWpXfeeUcbNmzQmWeemezSehVCdzdQXl4uScrLy+uwPS8vL7EPQFwwGNSPfvQjXXrppQoEAskuB+gWfvazn8nlcumGG25IdilAt1JZWammpib99Kc/1fTp07VgwQL9x3/8hy688EK99957yS4PSLpHH31UY8aM0cCBA+XxeDR9+nTNnTtXJ510UrJL61VcyS4AAA5WJBLRN7/5TVmWpV/96lfJLgfoFpYvX67//d//1YoVK2QYRrLLAboV0zQlSeeff75uuukmSdKECRP0wQcf6IknntDJJ5+czPKApHv00Uf14Ycf6pVXXlFxcbHef/99zZo1S4WFhR164eKroaW7G8jPz5ckVVRUdNheUVGR2Af0de2Be9u2bVq4cCGt3ECbv//976qsrFRRUZFcLpdcLpe2bdumW265RYMHD052eUBS5eTkyOVyacyYMR22jx49mtnL0ee1trbqv//7v/Xggw/qvPPO07hx4zR79mxdfPHF+sUvfpHs8noVQnc3MGTIEOXn52vx4sWJbQ0NDVq6dKlKSkqSWBnQPbQH7o0bN2rRokXq169fsksCuo0rrrhCn3zyiVauXJm4FRYW6tZbb9Vbb72V7PKApPJ4PJo0aZLWr1/fYfuGDRtUXFycpKqA7iESiSgSicjh6BgJnU5nopcIOgfdy7tIU1OTNm3alLi/detWrVy5UtnZ2SoqKtKNN96o++67TyNGjNCQIUN0xx13qLCw8EtncAZ6iy97fRQUFOiiiy7SihUr9OqrryoWiyXmOsjOzpbH40lW2UCXOdDfkC9+EOV2u5Wfn6+RI0d2dalAlzvQ6+PWW2/VxRdfrJNOOkmnnnqq3nzzTf3tb3/Tu+++m7yigS5yoNfHySefrFtvvVV+v1/FxcV677339Pvf/14PPvhgEqvuhSx0iXfeeceStNdt5syZlmVZlmma1h133GHl5eVZXq/XOv30063169cnt2igi3zZ62Pr1q373CfJeuedd5JdOtAlDvQ35IuKi4uthx56qEtrBJLlYF4fTz31lDV8+HDL5/NZ48ePt15++eXkFQx0oQO9Pnbt2mVdddVVVmFhoeXz+ayRI0dav/zlLy3TNJNbeC/DOt0AAAAAANiEMd0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAYJ/mz5+vzMzMZJcBAECPRugGAKAXueqqq3TBBRckuwwAANCG0A0AAAAAgE0I3QAA9FKnnHKKbrjhBv3whz9Udna28vPzdffdd3c4pq6uTt/97neVl5cnn8+nI488Uq+++mqHY9566y2NHj1aaWlpmj59unbt2tVh/5NPPqnRo0fL5/Np1KhRevzxxxP7wuGwZs+erYKCAvl8PhUXF+v++++37ZoBAOhuXMkuAAAA2Ofpp5/WzTffrKVLl2rJkiW66qqr9LWvfU1nnHGGTNPUWWedpcbGRv3xj3/UsGHDtGbNGjmdzsTjW1pa9Itf/EJ/+MMf5HA4dPnll+sHP/iBnnnmGUnSM888ozvvvFOPPfaYjj76aP3rX//Sd77zHaWmpmrmzJl65JFH9Morr+gvf/mLioqKVFZWprKysmT9OAAA6HKEbgAAerFx48bprrvukiSNGDFCjz32mBYvXqwzzjhDixYt0kcffaS1a9fqiCOOkCQNHTq0w+MjkYieeOIJDRs2TJI0e/ZszZkzJ7H/rrvu0i9/+UtdeOGFkqQhQ4ZozZo1+vWvf62ZM2eqtLRUI0aM0AknnCDDMFRcXNwVlw0AQLdB6AYAoBcbN25ch/sFBQWqrKyUJK1cuVIDBw5MBO59SUlJSQTuLz6+ublZmzdv1jXXXKPvfOc7iWOi0agyMjIkxSd2O+OMMzRy5EhNnz5d5557rs4888xOuz4AALo7QjcAAL2Y2+3ucN8wDJmmKUny+/2H9XjLsiRJTU1NkqTf/va3mjx5cofj2ruoH3PMMdq6daveeOMNLVq0SN/85jc1depUvfDCC4d3QQAA9DCEbgAA+qhx48Zp+/bt2rBhw5e2du9PXl6eCgsLtWXLFl122WX7PS4QCOjiiy/WxRdfrIsuukjTp09XTU2NsrOzv0r5AAD0CIRuAAD6qJNPPlknnXSSZsyYoQcffFDDhw/XunXrZBiGpk+fflDPcc899+iGG25QRkaGpk+frlAopI8//li1tbW6+eab9eCDD6qgoEBHH320HA6Hnn/+eeXn5yszM9PeiwMAoJtgyTAAAPqwv/71r5o0aZIuvfRSjRkzRj/84Q8Vi8UO+vHf/va39eSTT2revHk66qijdPLJJ2v+/PkaMmSIJCk9PV0PPPCAjj32WE2aNEmfffaZXn/9dTkcvAUBAPQNhtU+MAsAAAAAAHQqPmYGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABs8v8Bd1a8Ad1DtpEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAADrrUlEQVR4nOzdeZyN5f/H8dc5s+9jncUyxr6HRLKXQkpEURIhlSRLlPol9SWlZKtol2jVnpDsWyhpQdaxxcxg9n3mnOv3x3AyZoYxZuYM3s/H43xz7vu6r/tzH77nPp/72izGGIOIiIiIiIiIFDmrswMQERERERERuVIp6RYREREREREpJkq6RURERERERIqJkm4RERERERGRYqKkW0RERERERKSYKOkWERERERERKSZKukVERERERESKiZJuERERERERkWKipFtERERERESkmCjpFrlMdejQgQ4dOjg7jByioqLo3bs35cqVw2KxMGPGDGeHJCJyxZo4cSIWi6VEznXuPWf16tVYLBYWLVpUIucfOHAg1apVK5FzFVZSUhJDhgwhODgYi8XCyJEjnR2SiJQSSrrlirN//34eeughqlevjqenJ/7+/rRu3ZqZM2eSmprq7PAAePPNN5k3b55Tzp2SksLEiRNZvXp1kdc9atQoli1bxvjx4/noo4/o0qXLecsnJyfzv//9j8aNG+Pt7U1AQABt27Zl/vz5GGMuKZb169fTtWtXKlWqhKenJ1WrVuX222/n448/vqR6RUSKw7x587BYLI6Xp6cnoaGhdO7cmVmzZpGYmFgk5zl27BgTJ05k+/btRVJfUSrNsRXEiy++yLx583jkkUf46KOP6N+//3nLZ2ZmMmvWLK677jr8/Pzw9fXluuuuY9asWWRmZl5SLH/99Re9e/cmLCwMT09PKlWqxM0338zs2bMvqV4RKRyLudRftiKlyOLFi7nrrrvw8PDg/vvvp2HDhmRkZLB+/Xq+/PJLBg4cyNtvv+3sMGnYsCHly5e/pMT3TIvDxdZx8uRJKlSowHPPPcfEiRMLff68BAcH06lTJxYsWHDBslFRUdx0003s2rWLvn370r59e9LS0vjyyy9Zu3Ytffr0YeHChbi4uFx0HF988QV9+vShSZMm9O3blzJlyhAREcHatWtxc3Nj1apVhbk8EZFiM2/ePB544AFeeOEFwsPDyczMJDIyktWrV7N8+XKqVq3Kd999R+PGjR3HZGVlkZWVhaenZ4HP8+uvv3LdddfxwQcfMHDgwAIfl5GRAYC7uzuQfe/p2LEjX3zxBb179y5wPYWNLTMzE7vdjoeHR5Gcqzhcf/31uLq6sn79+guWTU5Oplu3bqxZs4bbbruNLl26YLVaWbp0Kd999x3t27dn8eLF+Pj4XHQcGzdupGPHjlStWpUBAwYQHBzMkSNH+OWXX9i/fz/79u0rzOWJyCVwdXYAIkUlIiKCvn37EhYWxsqVKwkJCXHse/TRR9m3bx+LFy92YoRXvujoaAIDAwtUdsCAAezatYuvv/6a7t27O7aPGDGCsWPH8uqrr9K0aVOefPLJi45j4sSJ1K9fn19++cXxA/HsGEVESquuXbvSvHlzx/vx48ezcuVKbrvtNrp3786uXbvw8vICwNXVFVfX4v0pl5KSgre3d67v0pLm5ubm1PMXRHR0NPXr1y9Q2dGjR7NmzRpmz57N8OHDHdsfeeQR3njjDYYPH84TTzzBnDlzLjqOyZMnExAQwNatW3Pdk3UPFHESI3KFePjhhw1gNmzYUKDymZmZ5oUXXjDVq1c37u7uJiwszIwfP96kpaXlKAeY5557LtfxYWFhZsCAAY73H3zwgQHM+vXrzahRo0z58uWNt7e36dGjh4mOjs5xHJDj1b59+xx1rFmzxgwdOtSULVvW+Pn5mf79+5uYmJgc52/fvr3juDOioqLMoEGDTMWKFY2Hh4dp3LixmTdvnmN/RERErnPnd31n279/v+ndu7cpU6aM8fLyMi1btjQ//PBDrms/95WfTZs2GcAMGjQoz/2ZmZmmVq1apkyZMiYlJSVH7K+88op57bXXTNWqVY2np6dp166d+euvv3Ic7+HhYQYOHHjea7Lb7SYsLMx07949177U1FTj7+9vhg4d6tg2a9YsU79+fePl5WUCAwPNtddeaxYuXHjec4iIFNSZ79GtW7fmuf/FF180gHn77bcd25577rlc37U//fSTad26tQkICDA+Pj6mdu3aZvz48cYYY1atWpXnd/UHH3xgjMm+rzRo0MD8+uuvpm3btsbLy8s8/vjjjn1n33PO1PXpp5+a8ePHm6CgIOPt7W1uv/12c/jw4RwxnXu/POPsOi8U24ABA0xYWFiO45OSkszo0aNN5cqVjbu7u6ldu7Z55ZVXjN1uz1EOMI8++qj5+uuvTYMGDYy7u7upX7++WbJkSZ6f9bkudG/NL/aIiIg86zty5IhxcXExN954Y77n7Nixo3F1dTVHjhzJdR0LFiwwtWvXNh4eHqZZs2ZmzZo1OY6tU6eO6dChwwWvq127dqZx48Z57qtdu7a55ZZbHO8/+eQT06xZM+Pr62v8/PxMw4YNzYwZMy54DhHJpjHdcsX4/vvvqV69OjfccEOByg8ZMoQJEybQrFkzpk+fTvv27ZkyZQp9+/a9pDgee+wx/vjjD5577jkeeeQRvv/++xxPsWfMmEHlypWpW7cuH330ER999BHPPPNMjjqGDx/Orl27mDhxIvfffz8LFy6kR48e5x3nnJqaSocOHfjoo4/o168fr7zyCgEBAQwcOJCZM2cCUKFCBcdT8549ezrOf+edd+Zbb1RUFDfccAPLli1j2LBhTJ48mbS0NLp3787XX38NQLt27fjoo48AuPnmmx315uf7778H4P77789zv6urK/feey+xsbFs2LAhx7758+cza9YsHn30UcaPH8/ff//NjTfeSFRUlKNMWFgYK1as4OjRo/nGYLFYuO+++1iyZAkxMTG54ktISOC+++4D4J133mHEiBHUr1+fGTNm8Pzzz9OkSRM2b96cb/0iIkXpzPjgn376Kd8yO3bs4LbbbiM9PZ0XXniBadOm0b17d8f3aL169XjhhRcAGDp0qOO7ul27do46Tp06RdeuXWnSpAkzZsygY8eO541r8uTJLF68mCeffJIRI0awfPlyOnXqdNFzqBQktrMZY+jevTvTp0+nS5cuvPbaa9SpU4exY8cyevToXOXXr1/PsGHD6Nu3L1OnTiUtLY1evXpx6tSp88ZVkHtrvXr1+OijjyhfvjxNmjRxxF6hQoU861yyZAk2my3feyBk3x+zsrJYunRpju1r1qxh5MiR3HfffbzwwgucOnWKLl268PfffzvKhIWF8dtvv+XYlpf+/fvz559/5iq3detW9uzZ47gHLl++nHvuuYcyZcrw8ssv89JLL9GhQ4dc92cROQ9nZ/0iRSE+Pt4A5o477ihQ+e3btxvADBkyJMf2J554wgBm5cqVjm1cZEt3p06dcjxlHzVqlHFxcTFxcXGObQ0aNMjVSn12Hddee63JyMhwbJ86daoBzLfffuvYdm6rw4wZMwxgFixY4NiWkZFhWrVqZXx9fU1CQoIxxpgTJ04UqHX7jJEjRxrArFu3zrEtMTHRhIeHm2rVqhmbzebYzumn8BfSo0cPA5jY2Nh8y3z11VcGMLNmzTLG/NfS7eXlZY4ePeoot3nzZgOYUaNGOba99957BjDu7u6mY8eO5tlnnzXr1q3LEasxxuzevdsAZs6cOTm2d+/e3VSrVs3x93jHHXeYBg0aXPC6REQK60It3cYYExAQYJo2bep4f25L9/Tp0w1gTpw4kW8dW7duzdGCfLb27dsbwMydOzfPfXm1dFeqVMlxfzHGmM8//9wAZubMmY5tBWnpvlBs57Z0f/PNNwYwkyZNylGud+/exmKxmH379jm2nbkfnL3tjz/+MICZPXt2rnOdraD31jPX2a1bt/PWZ8x/99Xff/893zLbtm0zgBk9enSO6wDMr7/+6th26NAh4+npaXr27OnY9tNPPxkXFxfj4uJiWrVqZcaNG2eWLVuW43eFMcbExcUZT09P8+STT+bYPmLECOPj42OSkpKMMcY8/vjjxt/f32RlZV3w2kQkb2rplitCQkICAH5+fgUq/+OPPwLkeho+ZswYgEsa+z106NAcS7i0bdsWm83GoUOHLqqOs8evPfLII7i6ujrizsuPP/5IcHAw99xzj2Obm5sbI0aMICkpiTVr1lzklfxXb4sWLWjTpo1jm6+vL0OHDuXgwYPs3Lnzous8Mwvv+f6+zuw783d7Ro8ePahUqZLjfYsWLWjZsmWOz2bQoEEsXbqUDh06sH79ev73v//Rtm1batWqxcaNGx3lateuTcuWLVm4cKFjW0xMDEuWLKFfv36Ov8fAwECOHj3K1q1bL/paRUSKiq+v73lnMT8zfvfbb7/FbrcX6hweHh488MADBS5///335/gu7927NyEhIee9XxWFH3/8ERcXF0aMGJFj+5gxYzDGsGTJkhzbO3XqRI0aNRzvGzdujL+/PwcOHLjgeYr63nop98BWrVpx7bXXOt5XrVqVO+64g2XLlmGz2YDsHmebNm2ie/fu/PHHH0ydOpXOnTtTqVIlvvvuO8exAQEB3HHHHXzyySeOnnQ2m43PPvuMHj16OCZxCwwMJDk5meXLl1/0tYpINiXdckXw9/cHKPCSKocOHcJqtVKzZs0c24ODgwkMDLyoBPlcVatWzfG+TJkyAMTGxha4jlq1auV47+vrS0hICAcPHsz3mEOHDlGrVi2s1pz/t65Xr55jf2EcOnSIOnXq5Np+KfWe+TFxvr+v/H6UnPvZQHbyfO5n07lzZ5YtW0ZcXBxr167l0Ucf5dChQ9x22205JpK5//772bBhg+M6vvjiCzIzM3Ms9fLkk0/i6+tLixYtqFWrFo8++qi61YlIiUtKSjpvotanTx9at27NkCFDCAoKom/fvnz++ecXlYBXqlTpoiZNO/c72WKxULNmzfPer4rCoUOHCA0NzfV55HdvOvfeDNn35wvdm4vj3loc98CUlBROnDjh2Hbdddfx1VdfERsby5YtWxg/fjyJiYn07t07x8Py+++/n8OHD7Nu3ToAfv75Z6KionLcA4cNG0bt2rXp2rUrlStXdjzYFpGCU9ItVwR/f39CQ0MvOH7pXGe3SF+sM0+Uz5XfEldGq/M5nPmx8ueff+Zb5sy+gs4Emx9vb2/atm3L66+/zv/93/8RGxubowWkb9++uLm5OVq7FyxYQPPmzXM8aKhXrx67d+/m008/pU2bNnz55Ze0adOG55577pJiExEpqKNHjxIfH5/rYfHZvLy8WLt2LT///LNjvG6fPn24+eab871n5VVHUcvvXlvQmIpCabo3l+Q90N3dneuuu44XX3yROXPmkJmZyRdffOHY37lzZ4KCghxLfS5YsMCx/OcZFStWZPv27Xz33Xd0796dVatW0bVrVwYMGHBJsYlcTZR0yxXjtttuY//+/WzatOmCZcPCwrDb7ezduzfH9qioKOLi4ggLC3NsK1OmDHFxcTnKZWRkcPz48ULHeqFk/9y4kpKSOH78ONWqVcv3mLCwMPbu3ZurReOff/5x7C/IufOqd/fu3bm2n1vvxbjtttuA7EnR8mKz2fj4448pU6YMrVu3zrHv3M8GYM+ePef9bM44swzP2X93ZcuWpVu3bixcuJBDhw6xYcOGHE/4z/Dx8aFPnz588MEHHD58mG7dujkmlRMRKW5nJqfs3LnzectZrVZuuukmXnvtNXbu3MnkyZNZuXIlq1atAi7tYXNezv1ONsawb9++HN/Jed1HIXcr8cXEFhYWxrFjx3K1Fl/KvSm/8xTk3noxunbtiouLy3knHJ0/fz6urq506dIlx/b87oHe3t75Ttx2Rl73QBcXF+69914WLVpEbGws33zzDffcc0+uhxTu7u7cfvvtvPnmm+zfv5+HHnqI+fPna81vkQJS0i1XjHHjxuHj48OQIUNyzGR9xv79+x0zjd56661A9kziZ3vttdcA6Natm2NbjRo1WLt2bY5yb7/99iU9offx8cnzB8jZ9WdmZjrez5kzh6ysLLp27ZrvMbfeeiuRkZF89tlnjm1ZWVnMnj0bX19f2rdvD2S3/ALnPf+59W7ZsiXHw4zk5GTefvttqlWrVqin8DfccAOdOnXigw8+4Icffsi1/5lnnmHPnj2MGzcuV6vLN998w7///ut4v2XLFjZv3pzjs1mxYkWe5z0zxvDc7vL9+/dn586djB07FhcXl1wz2J87u627uzv169fHGJPj70lEpDisXLmS//3vf4SHh9OvX798y527EgNAkyZNAEhPTwdwjNMt6D3gQubPn58j8V20aBHHjx/P8Z1co0YNfvnlFzIyMhzbfvjhB44cOZKjrouJ7dZbb8Vms/H666/n2D59+nQsFst575cXo6D31otRpUoVHnjgAX7++ec81+GeO3cuK1euZPDgwVSuXDnHvk2bNrFt2zbH+yNHjvDtt99yyy23OBLlVatW5dmCf757YGxsLA899BBJSUmOWcvPOPceaLVaady4MfDfvysROT9XZwcgUlRq1KjBxx9/TJ8+fahXrx73338/DRs2JCMjg40bN/LFF18wcOBAAK655hoGDBjA22+/TVxcHO3bt2fLli18+OGH9OjRI8cSKUOGDOHhhx+mV69e3Hzzzfzxxx8sW7aM8uXLFzrWa6+9ljlz5jBp0iRq1qxJxYoVufHGGx37MzIyuOmmm7j77rvZvXs3b775Jm3atKF79+751jl06FDeeustBg4cyG+//Ua1atVYtGgRGzZsYMaMGY5xYV5eXtSvX5/PPvuM2rVrU7ZsWRo2bEjDhg3zrPepp57ik08+oWvXrowYMYKyZcvy4YcfEhERwZdffplrnFtBzZ8/n5tuuok77riDe++9l7Zt25Kens5XX33F6tWr6dOnD2PHjs11XM2aNWnTpg2PPPII6enpzJgxg3LlyjFu3DhHmTvuuIPw8HBuv/12atSoQXJyMj///DPff/891113HbfffnuOOrt160a5cuX44osv6Nq1KxUrVsyx/5ZbbiE4OJjWrVsTFBTErl27eP311+nWrVuBJ+8TESmIJUuW8M8//5CVlUVUVBQrV65k+fLlhIWF8d133+Hp6ZnvsS+88AJr166lW7duhIWFER0dzZtvvknlypUdk2HWqFGDwMBA5s6di5+fHz4+PrRs2ZLw8PBCxVu2bFnatGnDAw88QFRUFDNmzKBmzZo8+OCDjjJDhgxh0aJFdOnShbvvvpv9+/ezYMGCHBObXWxst99+Ox07duSZZ57h4MGDXHPNNfz00098++23jBw5MlfdhVXQe+vFmj59Ov/88w/Dhg1j6dKljhbtZcuW8e2339K+fXumTZuW67iGDRvSuXNnRowYgYeHB2+++SYAzz//vKPMY489RkpKCj179qRu3bqO30GfffYZ1apVyzVRXtOmTWnYsCFffPEF9erVo1mzZjn2DxkyhJiYGG688UYqV67MoUOHmD17Nk2aNHF0lReRC3DizOkixWLPnj3mwQcfNNWqVTPu7u7Gz8/PtG7d2syePdukpaU5ymVmZprnn3/ehIeHGzc3N1OlShUzfvz4HGWMMcZms5knn3zSlC9f3nh7e5vOnTubffv25btk2LnLvZxZVmXVqlWObZGRkaZbt27Gz8/PAI4lU87UsWbNGjN06FBTpkwZ4+vra/r162dOnTqVo95zl1oxxpioqCjzwAMPmPLlyxt3d3fTqFGjPJde2bhxo7n22muNu7t7gZYP279/v+ndu7cJDAw0np6epkWLFuaHH37IVY4CLhl2RmJiopk4caJp0KCB8fLycvxdzZs3L8eya8b8t2TYK6+8YqZNm2aqVKliPDw8TNu2bc0ff/yRo+wnn3xi+vbta2rUqGG8vLyMp6enqV+/vnnmmWdyLO9ytmHDhhnAfPzxx7n2vfXWW6Zdu3amXLlyxsPDw9SoUcOMHTvWxMfHF/haRUTO58z3/5mXu7u7CQ4ONjfffLOZOXNmnt9d5y4ZtmLFCnPHHXeY0NBQ4+7ubkJDQ80999xj9uzZk+O4b7/91tSvX9+4urrmWKKrffv2+S6PmN+SYZ988okZP368qVixovHy8jLdunUzhw4dynX8tGnTTKVKlYyHh4dp3bq1+fXXX/O8j+UX27lLhhmTfQ8ZNWqUCQ0NNW5ubqZWrVrmlVdeyXX/yO/elN9SZucq6L21oEuGnZGenm6mT59urr32WuPj42O8vb1Ns2bNzIwZM3It73X2dSxYsMDUqlXLeHh4mKZNm+b4fWGMMUuWLDGDBg0ydevWNb6+vsbd3d3UrFnTPPbYYyYqKirPWM4sTfriiy/m2rdo0SJzyy23mIoVKxp3d3dTtWpV89BDD5njx48X+FpFrnYWYzS7k0hpMW/ePB544AG2bt3qGHsl2Q4ePEh4eDivvPIKTzzxRJHXP2rUKN577z0iIyMdXfBFRERKC4vFwqOPPpqrS31RmDlzJqNGjeLgwYN5zvQuIpdGY7pF5KqXlpbGggUL6NWrlxJuERG5qhhjeO+992jfvr0SbpFiojHdInLVio6O5ueff2bRokWcOnWKxx9/3NkhiYiIlIjk5GS+++47Vq1axV9//cW3337r7JBErlhKukXkqrVz50769etHxYoVmTVrlmOWXxERkSvdiRMnuPfeewkMDOTpp58+72StInJpNKZbREREREREpJhoTLeIiIiIiIhIMVHSLSIiIiIiIlJMNKa7AOx2O8eOHcPPzw+LxeLscEREpICMMSQmJhIaGorVqufMIiIiUvKUdBfAsWPHqFKlirPDEBGRQjpy5AiVK1d2dhgiIiJyFVLSXQB+fn5A9o82f39/J0cjIiIFlZCQQJUqVRzf4yIiIiIlTUl3AZzpUu7v76+kW0TkMqShQSIiIuIsGuAmIiIiIiIiUkyUdIuIiIiIiIgUEyXdIiIiIiIiIsVESbeIiIiIiIhIMVHSLSIiIiIiIlJMlHSLiIiIiIiIFBMl3SIiIiIiIiLFREm3iIiIiIiISDFR0i0iIiIiIiJSTJR0i4iIiIiIiBQTJd0iIiIiIiIixURJt4iIiIiIiEgxUdItIiIiIiIiUkyUdIuIiIiIiIgUEyXdIiIiIiIiIsVESbeIiIiIiIhIMVHSLSIiIiIiIlJMXJ0dgFzd3lyw3tkhMOy+Ns4OQURERERErlBq6RYREREREREpJkq6RURERERERIqJkm4RERERERGRYqKkW0RERERERKSYKOkWERERERERKSZKukVERERERESKiZJuERERERERkWKipFtERERERESkmCjpFhERERERESkmSrpFREREREREiomSbhEREREREZFioqRbREREREREpJgo6RYREREREREpJkq6RURERERERIqJkm4RERERERGRYqKkW0RERERERKSYKOkWERERERERKSZKukVERERERESKiZJuERERERERkWKipFtERERERESkmCjpFhERERERESkmSrpFREREREREiolTk+61a9dy++23ExoaisVi4Ztvvsmx3xjDhAkTCAkJwcvLi06dOrF3794cZWJiYujXrx/+/v4EBgYyePBgkpKScpT5888/adu2LZ6enlSpUoWpU6cW96WJiIiISDExxmAyMzApyZiEeExsDObUSewnorBHHsN+7Cj2o4ewHzmU/efIY9hPRGNiTmLiYzGJCdnHpqdhsjIxdruzL0lErmCuzjx5cnIy11xzDYMGDeLOO+/MtX/q1KnMmjWLDz/8kPDwcJ599lk6d+7Mzp078fT0BKBfv34cP36c5cuXk5mZyQMPPMDQoUP5+OOPAUhISOCWW26hU6dOzJ07l7/++otBgwYRGBjI0KFDS/R6RURERCR/xm6HtFRMSgqkJp/+bwomNQUyMiArEzKzwJZV9Ce3WMDFJfvl4YnFyws8vbP/6+WNxcsbvLyy91ksRX9+EbliWYwxxtlBAFgsFr7++mt69OgBZD/BDA0NZcyYMTzxxBMAxMfHExQUxLx58+jbty+7du2ifv36bN26lebNmwOwdOlSbr31Vo4ePUpoaChz5szhmWeeITIyEnd3dwCeeuopvvnmG/75558CxZaQkEBAQADx8fH4+/sX/cVfxd5csN7ZITDsvjbODkFEiom+v0VKH5OagklJhpTTyXRKcvZ/U1MgLQ1Kx0/T/Fmt4OF5OhH3cvzX4uMH/gFY3NycHaGIlDJObek+n4iICCIjI+nUqZNjW0BAAC1btmTTpk307duXTZs2ERgY6Ei4ATp16oTVamXz5s307NmTTZs20a5dO0fCDdC5c2defvllYmNjKVOmTK5zp6enk56e7nifkJBQTFcpIiIicuUyaWnZ3bnjYiEuFhMfC5mZzg7r0tjt2Q8IUlM483ggx2MCH18sAYGnX2UgIACLqxJxkatZqU26IyMjAQgKCsqxPSgoyLEvMjKSihUr5tjv6upK2bJlc5QJDw/PVceZfXkl3VOmTOH5558vmgsRERERuQqYzExMfBzExWDi47IT7bRUZ4dV8pKTMMlJmGNH/9umRFzkqlZqk25nGj9+PKNHj3a8T0hIoEqVKk6MSERERKR0MYkJmFMnMXEx2Ql2ctKFD7pa5ZeIB5bBUr5i9uv0fEUicuUptUl3cHAwAFFRUYSEhDi2R0VF0aRJE0eZ6OjoHMdlZWURExPjOD44OJioqKgcZc68P1PmXB4eHnh4eBTJdYiIiIhcCYzNlp1kR0dioiOzu1hL4Z1JxP89kv3ezz87+a5QEUvZ8lhcXJwbn4gUmVKbdIeHhxMcHMyKFSscSXZCQgKbN2/mkUceAaBVq1bExcXx22+/ce211wKwcuVK7HY7LVu2dJR55plnyMzMxO30xBbLly+nTp06eXYtFxEREZFsJi3VkWSbkyfAZnN2SFeuxITs3gMR+8BqxVKuPJaKIViCgrNnTheRy5ZTk+6kpCT27dvneB8REcH27dspW7YsVatWZeTIkUyaNIlatWo5lgwLDQ11zHBer149unTpwoMPPsjcuXPJzMxk+PDh9O3bl9DQUADuvfdenn/+eQYPHsyTTz7J33//zcyZM5k+fbozLllERESk1DLGQFws9jOt2Qnxzg7p6mS3Y05EY05Ew44/slvBKwZjDQqBwDJaskzkMuPUpPvXX3+lY8eOjvdnxlEPGDCAefPmMW7cOJKTkxk6dChxcXG0adOGpUuXOtboBli4cCHDhw/npptuwmq10qtXL2bNmuXYHxAQwE8//cSjjz7KtddeS/ny5ZkwYYLW6BYREREhO9E2J6Iwx//FREdBRvqFD5KSdboV3LZ/T/Y64ZWqYK0ShsXXz9mRiUgBlJp1ukszrfNafLROt4gUJ31/i+TPJMRjP3oYc+wIpCvRviwFlsFaOQxLaCUsbu4XLi8iTlFqx3SLiIiISNEy6emYY0ewHz2sruNXgrhY7HGxsPNPLMGhWCpXzZ6MTd3PRUoVJd0iIiIiVzBjTPas44cjMFHHwW53dkhS1Ox2zLGj2UuSeXpiqVQVa+Wq6n4uUkoo6RYRERG5ApmMdMyRw9iPREBysrPDkZKSlobZvyd7/HdgWaxVqmIJrYLFVT/7RZxF/+8TERERuYKYhHjs+/diIv9Vq/bVLi4Ge1wM/LMDS1h1rOE1sLh7ODsqkauOkm4RERGRK4CJi8G+bzcmKtLZoUhpk5mJ2bcbW8Q+LFWqYa1eU2t/i5QgJd0iIiIilzFz6mR2sn0y2tmhSGlns2EO7sd26ED2smM1amvct0gJUNItIiIichmyR0di37cbYmOcHYpcbozBHD2M7ehhLEEhWGvWwRJYxtlRiVyxlHSLiIiIXCaMMZjIY9j37YGEOGeHI1cAE3UcW9RxLOUqYKlRG2uFis4OSeSKo6RbREREpJQzxmD+PYJ9/x5ISnR2OHIFMqdOYE6dwB4QiLVWXaxBIc4OSeSKoaRbREREpBSzRx7DvutvSNGyX1IC4uOw//oLpnxFrPUbYfHzd3ZEIpc9Jd0iIiIipZBJTMC+8y9NkCZOYU5GY1u3EkvValhr19NSYyKXQEm3iIiISCliMjOx79mFOXQAjHF2OHI1MwZzKALbsaNYa9XFElYdi9Xq7KhELjtKukVERERKAWMM5sgh7Lt3QEaGs8MR+U9mJvadf8GhCKz1G2GtGOzsiEQuK0q6RURERJzMxJzCtvNPiI9zdigi+UtOwr51E6ZCENZ6DTXeW6SAlHSLiIiIOIlJS8X+zw7Mv0ecHYpIgZkTUdhORmMJq461dl0sbu7ODkmkVFPSLSIiIlLCjN2OObA3e71tW5azwxG5eMZgDu7H9u8RrPUbYq0c5uyIREotJd0iIiIiJcjEx2Hb/qvW25YrQ2YG9j+2YY4fw9qoCRZPL2dHJFLqaPpBERERkRJgjMG+bze2jWuUcMsVx0RHYluzAvvRQ84ORaTUUUu3iIiISDEzKcnY/vgNYk45OxSR4pOVqVZvkTyopVtERESkGNmPHsa2bqUSbrlqmOhIbGtXYD921NmhiJQKaukWERERKQYmIwP7X79jIo85OxSRkpeZif33rZjoSKwNr8Hi6ubsiEScRkm3iIiISBGzn4jC/sc2SE9zdigiTmX+PYIt5hQuTZpjKVvO2eGIOIW6l4uIiIgUEWOzYdvxB/YtG5Vwi5yRmoLtl3XYdu/E2O3OjkakxKmlW0RERKQIaCkwkfMwBrNvN/bYU1ibtcDi7uHsiERKjFq6RURERC6R/ehhLQUmUgDm1Els61djEuKdHYpIiVHSLSIiIlJIxhhsO//E/sdvoG6zIgWTmoJt4xrsx/91diQiJUJJt4iIiEghmIx07Js3YCL2OzsUkcuPzYZ925bscd7GODsakWKlMd0iIiIiF8nEx2H7bTOkpjg7FJHLmtm3G3tiPNYmzbWsmFyx1NItIiIichHskcewbVqrhFukiJioSGwb1mCSk5wdikixUNItIiIiUkD2/Xuw/7YZbDZnhyJyZUlKxLZhNfYTUc6ORKTIKekWERERuQBjt2P7cxv2f3Y4OxSRK1dmJvatm7Af2OvsSESKlMZ0i4iIiJyHyczA/tsWzKkTzg5F5MpnDPZdf2MSE7A2aorFqjZCufwp6RYRERHJh0lNxbZ5PWisqUiJMkcPY8/Kwtr0OiXectnTv2ARERGRPJiUFGy/rFPCLeIkJvIY9l9/wWgOBbnMKekWEREROYdJTsL2y1pISXZ2KCJXNXMiCvvWjZisLGeHIlJoSrpFREREzmKSErNbuFNTnR2KiADm1ElsmzdgMjOdHYpIoSjpFhERETnNJCZkJ9xpac4ORUTOFheD7Zd1mIx0Z0cictGUdIuIiIgAJiE+O+FO1496kVIpIR7bpnUYPRSTy4ySbhEREbnqmfjY7IQ7I8PZoYjI+SQlYtu0FpOa4uxIRApMSbeIiIhc1UxsDLZfNoDGi4pcHlKSsxNvrSwglwkl3SIiInLVMjEnsW3ZAFlKuEUuK6mp2V3NExOcHYnIBSnpFhERkauS/dQJbFs2gpYiErk8padh27IRo5UGpJRT0i0iIiJXHZMQj/3XX8Bmc3YoInIp0lKxbd2o5cSkVFPSLSIiIlcVk5qiFm6RK0liAvZff8HoIZqUUkq6RURE5KphMjOxbd0E6VpySORKYmJOYv/jN4wxzg5FJBcl3SIiInJVMHY79t82gyZeErkimeP/Yt/1l7PDEMlFSbeIiIhcFex/bsOcOuHsMESkGJmI/dgP7HV2GCI5KOkWERGRK55t907Mv0ecHYaIlAD7rr+xHzvq7DBEHJR0i4iIyBXNfuQgZt9uZ4chIiXI/sdv2NWzRUoJJd0iIiJyxbKfiML+13ZnhyEiJc1ux/7rZozmcJBSQEm3iIiIXJFMQjz2bVtAsxmLXJ2yMrFt2YBJTXF2JHKVU9ItIiIiVxyTmoptq9biFrnqpaVh+22z1vAWp1LSLSIiIlcUY7dj+20zpGktbhEB4uOw7/zT2VHIVUxJt4iISDFZvXo1FouFuLi4S6pn4MCB9OjRo0hiuhrY/9kB8bHODkNEShFz+CD2I4ecHYZcpZR0i4iIXMDcuXPx8/Mj66yuyklJSbi5udGhQ4ccZc8k2vv37+eGG27g+PHjBAQElHDExSctLY2BAwfSqFEjXF1d830YsHr1apo1a4aHhwc1a9Zk3rx5JRKfPeo4JmJfiZxLRC4v9r//wCTEOzsMuQop6RYREbmAjh07kpSUxK+//urYtm7dOoKDg9m8eTNpZ3VjXrVqFVWrVqVGjRq4u7sTHByMxWJxRtjFwmaz4eXlxYgRI+jUqVOeZSIiIujWrRsdO3Zk+/btjBw5kiFDhrBs2bJijc2kpmL/Y1uxnkNELmN2W/b47swMZ0ciVxkl3SIiIhdQp04dQkJCWL16tWPb6tWrueOOOwgPD+eXX37Jsb1jx46OP5/dvXzevHkEBgaybNky6tWrh6+vL126dOH48eOO4202G6NHjyYwMJBy5coxbtw4zDmzb6enpzNixAgqVqyIp6cnbdq0YevWrY79zZs359VXX3W879GjB25ubiQlJQFw9OhRLBYL+/Zltwi/+eab1KpVC09PT4KCgujdu3e+n4WPjw9z5szhwQcfJDg4OM8yc+fOJTw8nGnTplGvXj2GDx9O7969mT59+vk+5ktijMG2fSvox7SInE9Ksh7OSYlT0i0iIlIAHTt2ZNWqVY73q1atokOHDrRv396xPTU1lc2bNzuS7rykpKTw6quv8tFHH7F27VoOHz7ME0884dg/bdo05s2bx/vvv8/69euJiYnh66+/zlHHuHHj+PLLL/nwww/Ztm0bNWvWpHPnzsTExADQvn17xwMCYwzr1q0jMDCQ9evXA7BmzRoqVapEzZo1+fXXXxkxYgQvvPACu3fvZunSpbRr1+6SPqtNmzblagXv3LkzmzZtuqR6z8e+ZxfEnCq2+kXkymGijmM/uN/ZYchVREm3iIhIAXTs2JENGzaQlZVFYmIiv//+O+3bt6ddu3aOBHfTpk2kp6efN+nOzMxk7ty5NG/enGbNmjF8+HBWrFjh2D9jxgzGjx/PnXfeSb169Zg7d26OMeHJycnMmTOHV155ha5du1K/fn3eeecdvLy8eO+99wDo0KED69evx2az8eeff+Lu7k6/fv0cca5evZr27dsDcPjwYXx8fLjtttsICwujadOmjBgx4pI+q8jISIKCgnJsCwoKIiEhgdTU1EuqOy/2k9GYfbuLvF4RuXLZd/2t8d1SYpR0i4iIFECHDh1ITk5m69atrFu3jtq1a1OhQgXat2/vGNe9evVqqlevTtWqVfOtx9vbmxo1ajjeh4SEEB0dDUB8fDzHjx+nZcuWjv2urq40b97c8X7//v1kZmbSunVrxzY3NzdatGjBrl27AGjbtq3jwcCaNWto3749HTp0cCTda9ascUwAd/PNNxMWFkb16tXp378/CxcuJCUl5ZI/r5Ji0tOwb//1wgVFRM5mt2PbtgVz1gSZIsVFSbeIiEgB1KxZk8qVK7Nq1SpWrVrlaCkODQ2lSpUqbNy4kVWrVnHjjTeetx43N7cc7y0WS64x25cqMDCQa665htWrVzsS7Hbt2vH777+zZ88e9u7d64jfz8+Pbdu28cknnxASEsKECRO45pprLmmZs+DgYKKionJsi4qKwt/fHy8vr0u5tByMMdkJd3p6kdUpIleR5CTsO/5wdhRyFVDSLSIiUkAdO3Zk9erVrF69OsdSYe3atWPJkiVs2bLlvF3LLyQgIICQkBA2b97s2JaVlcVvv/3meH9mVvQNGzY4tmVmZrJ161bq16/v2HZmrPnatWvp0KEDZcuWpV69ekyePJmQkBBq167tKOvq6kqnTp2YOnUqf/75JwcPHmTlypWFvo5WrVrl6DIPsHz5clq1alXoOvNi9u/BnDxRpHWKyNXFHD2M/d8jzg5DrnCuzg5ARETkctGxY0ceffRRMjMzHS3FkJ3gDh8+nIyMjEtKugEef/xxXnrpJWrVqkXdunV57bXXcrQ6+/j48MgjjzB27FjKli1L1apVmTp1KikpKQwePNhRrkOHDsyePZsKFSpQt25dx7bXX3+du+66y1Huhx9+4MCBA7Rr144yZcrw448/YrfbqVOnTr4x7ty5k4yMDGJiYkhMTGT79u0ANGnSBICHH36Y119/nXHjxjFo0CBWrlzJ559/zuLFiy/pszmbiTmVPXmaiMglsu/4E0v5ilg8PJwdilyhlHSLiIgUUMeOHUlNTaVu3bo5Jgpr3749iYmJjqXFLsWYMWM4fvw4AwYMwGq1MmjQIHr27El8/H8T/rz00kvY7Xb69+9PYmIizZs3Z9myZZQpU8ZRpm3bttjt9hwPBzp06MDMmTNztNIHBgby1VdfMXHiRNLS0qhVqxaffPIJDRo0yDfGW2+9lUOHDjneN23aFMDRTT48PJzFixczatQoZs6cSeXKlXn33Xfp3LnzJX02ZxibDdsfv0ERd8sXkatUZgb2nX/h0rT5hcuKFILFFPVAsiJks9mYOHEiCxYsIDIyktDQUAYOHMj//d//YbFYgOwb/HPPPcc777xDXFwcrVu3Zs6cOdSqVctRT0xMDI899hjff/89VquVXr16MXPmTHx9fQsUR0JCAgEBAcTHx+Pv718s13q1enPBemeHwLD72jg7BBEpJvr+vjLZdv2NObDX2WGIyBXG2uIGrBWCLlxQ5CKV6jHdL7/8MnPmzOH1119n165dvPzyy0ydOpXZs2c7ykydOpVZs2Yxd+5cNm/ejI+PD507dyYtLc1Rpl+/fuzYsYPly5fzww8/sHbtWoYOHeqMSxIREZFLYOLjMBH7nB2GiFyB7H9tx9g0m7kUvVLdvXzjxo3ccccddOvWDYBq1arxySefsGXLFiC7lXvGjBn83//9H3fccQcA8+fPJygoiG+++Ya+ffuya9culi5dytatWx1LrsyePZtbb72VV199ldDQUOdcnIiIiFwUY7dj+3ObupWLSPFITcG+Zxcu9Ro5OxK5wpTqlu4bbriBFStWsGfPHgD++OMP1q9fT9euXQGIiIggMjKSTp06OY4JCAigZcuWbNq0CYBNmzYRGBiYY43TTp06YbVac8wOe7b09HQSEhJyvERERMS5TMQ+SIi/cEERkUIyEfsx8XHODkOuMKW6pfupp54iISGBunXr4uLigs1mY/LkyfTr1w+AyMhIgByT2Zx5f2ZfZGQkFStWzLHf1dWVsmXLOsqca8qUKTz//PNFfTkiIiJSSCYlGfuef5wdhohc6YzB9tfvuLTu4JhDSuRSleqW7s8//5yFCxfy8ccfs23bNj788ENeffVVPvzww2I97/jx44mPj3e8jhzR2n0iIiLOZP/7D7DbnB2GiFwNNHeEFLFS3dI9duxYnnrqKfr27QtAo0aNOHToEFOmTGHAgAEEBwcDEBUVlWOJlqioKMdaocHBwURHR+eoNysri5iYGMfx5/Lw8MBD6/SJiIiUCvbIY5gTUc4OQ0SuIvY9u7AEh2Lx9nF2KHIFKNUt3SkpKVitOUN0cXHBbrcD2euABgcHs2LFCsf+hIQENm/eTKtWrQBo1aoVcXFx/Pbbb44yK1euxG6307JlyxK4ChERESksY8vCvvMvZ4chIlcbmy27h41IESjVLd233347kydPpmrVqjRo0IDff/+d1157jUGDBgFgsVgYOXIkkyZNolatWoSHh/Pss88SGhpKjx49AKhXrx5dunThwQcfZO7cuWRmZjJ8+HD69u2rmctFRERKOfve3ZCa4uwwROQqZE5EYf/3CNZKVZwdilzmSnXSPXv2bJ599lmGDRtGdHQ0oaGhPPTQQ0yYMMFRZty4cSQnJzN06FDi4uJo06YNS5cuxdPT01Fm4cKFDB8+nJtuugmr1UqvXr2YNWuWMy5JRERECsgkJWpcpYg4lX3X31iCQ7C4lOq0SUo5izFa7PJCEhISCAgIID4+Hn9/f2eHc0V5c8F6Z4fAsPvaODsEESkm+v6+vNm2bNRYbhFxOmvdBlhr1HZ2GHIZK9VjukVEROTqZGJOKeEWkVLBvn8PJjPD2WHIZUxJt4iIiJQ69t07nR2CiEi2zEzs+/c6Owq5jCnpFhERkVLFfjIaE3PS2WGIiDiYg/sx6WnODkMuU0q6RUREpFSx797l7BBERHKy2bDv2+3sKOQypaRbRERESg17VCTExTg7DBGRXMzhg5iUZGeHIZchJd0iIiJSKhhjsO9RK7eIlFJ2O/a9/zg7CrkMKekWERGRUsFEHoOEOGeHISKSL3P0MCYxwdlhyGVGSbeIiIg4nVq5ReRyoe8quVhKukVERMTpzLGjkJTo7DBERC7IRB7DxMU6Owy5jCjpFhEREacydjv2vWo5EpHLh333DmeHIJcRJd0iIiLiVOboYUjWjMAicvkwJ09gtNKCFJCSbhEREXEaY4zWvhWRy5L94AFnhyCXCSXdIiIi4jQmOhJSU5wdhojIRTPH/8Wkpzk7DLkMKOkWERERpzGH1FIkIpcpux1z+KCzo5DLgJJuERERcQqTnIQ5Ee3sMERECs1+KAJjtzs7DCnllHSLiIiIU9gPRTg7BBGRS5Oehjn+r7OjkFJOSbeIiIiUOGOzYY4ecnYYIiKXTBOqyYUo6RYREZESZ/49ApmZzg5DROTSxcVg4mKdHYWUYkq6RUREpMTZNYGaiFxB7Af3OzsEKcWUdIuIiEiJMrGnICHe2WGIiBSZ7OXD0p0dhpRSSrpFRESkRGkCNRG54tjtmMP6bpO8KekWERGREmPS0zXTr4hckeyHtXyY5E1Jt4iIiJQYc+Qg6EepiFyJ0tIwUcedHYWUQq7ODkBERESuDsYY7FdQ90ubzcYLH3/Gx6vXEhkbR2jZMtx/U0ee7nsXFouFzKwsJnz0MUt+3UZEZBQBPt7ceE1jXhzYn9ByZfOtd+6PS3nrx2UciooGoH7VKvzfPXfTpXkzR5kn3vmA+StW4ePpweQB93Fvx/aOfYvWb2TBitV889zTxXfxIpIn8+8RCKnk7DCklFHSLSIiIiUj5hSkpjo7iiLzypdf89aSZbw/6jHqV63Kb3v3MWTm6/j7+PBY926kpKfz+/4DPNP3LhqHVyM2KYnRb79Pz/9NYfOMV/Ktt3K5crw44D5qhoZggI9WrOLOSS+xdearNAiryg+bt/LpmnX8+L8J7Dt2nAdnvsEtzZpSPsCf+ORkJsxfyNJJE0vscxCR/5gTUZjMDCxu7s4ORUoRJd0iIiJSIuyRx5wdQpHatGs3t7dswa3XNQegWlBFPlu7nq179gIQ4OOTK/md+fAQbhj9JIejT1C1YoU8672t5XU53v/v/n689eMyNu/eQ4Owqvxz5CjtGzWgea2aNK9VkzHvvE9EVBTlA/x56oP5DL21S751i0gxs9sxx49hqVrN2ZFIKaIx3SIiIlLsjDGYKyzpblWvDqv++JM9/2Zf1x8HItiwcxddrm2a7zEJKSlYLBYCfX0KdA6bzcZna9aTnJbG9XXrANA4vBq/7dtPbFISv+3bT2p6BjVDQ1i/Yxe/7z/AY7ffeukXJyKFZo4ddXYIUsqopVtERESKX1wspF05XcsBxvW+k4SUVBo+/BguVis2u53/9b83x/jqs6VlZDD+g4/o064N/t7e5637r4OHaPvEeNIyMvD18mTRM09Sv2oVAG65tin3dmhHq1Hj8HR35/1Rj+Hj4cHwN9/ivVGPMffHZbz5w4+U8/djzvBHaBBWtcivXUTyZ06dwKSlYfH0dHYoUkoo6RYREZFiZ78Clwn7Yt1GPlm9lo+eGEX9sCr8cSCCMe+8T0i5stx/U8ccZTOzsrjnpVcxGN549KEL1l2nUii/zppGfEoKX63fxKDps1nx0v8cifeEfn2Z0K+vo/z/Pv6Mm5o0xs3FhSmfLeL3N6azeMuvPPDaLLbMfLVoL1xELsgcP4olvKazw5BSQt3LRUREpNhdaV3LAZ764EPG9r6TPu3b0KhaGPfd2IHH77idqV98laPcmYT7UPQJlv5v4gVbuQHc3dyoGRrCtTVrMHngfTQOr8bs737Is+w/R47y8aq1PH/fPaz5awdtG9anQkAAd7Vtze/7D5CYcmX1MBC5HFyJDxql8JR0i4iISLEy8XGQmuLsMIpcSno6VqslxzYXqxX7WeuQn0m49x07zrLJEynn71eoc9mNnfTMrFzbjTEMe2MurwwZiK+XFza7ncysrNPntgFg07roIiUvNgaTlubsKKSUUNItIiIixepKbfHp1uI6XvpsET9u/ZWDUdF8s/EXZnzzPXe0aglkJ9x9przCb/v28+ETI7HZ7UTGxhIZG0tGZqajnluefo43vv/R8f6ZeQtY9/cODkZF89fBQzwzbwFr/trBvR3a5orhvWU/U8Hf3zHj+Q316rLqz7/55Z/dzPz2e+pXrVLgSdtEpGiZqCuvh48UjsZ0i4iISLG6EruWA8x8aAjPLfiYx958m+j4BELLluHBrrfwf33vAuDfUzF8v3krAM1HjMlx7M8vvkD7xg0BOBAZyamEBMe+6Ph4HnhtFsdjYgnw8aZRtWr8+MKzdGraJEcdUbFxvPT5Ita+MsWxrUWdWozq2Z07np9MxYAA3hs1ojguXUQKwEQeg7Dqzg5DSgGLMcY4O4jSLiEhgYCAAOLj4/H393d2OFeUNxesd3YIDLuvjbNDEJFiou9v5zOJCdjWrnB2GCIiJc9iweXmW7G4uTs7EnEydS8XERGRYnOldi0XEbkgYzBRx50dhZQCSrpFRESk2FypXctFRArCREU6OwQpBZR0i4iISLEwyUmQmHDhgiIiVygTc9LZIUgpoKRbREREioU5Ge3sEEREnCsjA6OHj1c9Jd0iIiJSLMwptfCIiOi7UJR0i4iISLEwp044OwQREadTF3NR0i0iIiJFziQmQEaGs8MQEXE6Jd2ipFtERESKnFq5RUROS0/HJCU6OwpxIiXdIiIiUuQ0hlFE5D/6Try6KekWERGRIqfulCIi/9F34tVNSbeIiIgUKZOcpPHcIiJnUUv31U1Jt4iIiBQpExvj7BBEREqX9LTsB5JyVVLSLSIiIkVKSbeISG5q7b56KekWERGRImXilHSLiJxL47qvXkq6RUREpMiYrExITHB2GCIipY6JOeXsEMRJlHSLiIhIkTFxcWCMs8MQESl9UlMwWVnOjkKcQEm3iIiIFJ3EeGdHICJSeiUlOjsCcQIl3SIiIlJkTJJm5xURyY9R0n1VUtItIiIiRUc/KEVE8qWk++qkpFtERESKjNahFRE5jyRNNHk1UtItIiIiRcJkZkJ6mrPDEBEptUyiWrqvRkq6RUREpGiolVtE5PxSUzA2m7OjkBKmpFtERESKhMYqiohcgDF6QHkVUtItIiIiRULjuUVELkwPKK8+SrpFRESkaOiHpIjIBZlETaZ2tVHSLSIiIkVCLd0iIgWgB5RXHSXdIiIicsmMximKiBSIupdffZR0i4iIyKVLTQG73dlRiIiUfslJGH1fXlWUdIuIiMglU8uNiEgBGQMZGc6OQkqQkm4RERG5dKkpzo5AROTykZHu7AikBJX6pPvff//lvvvuo1y5cnh5edGoUSN+/fVXx35jDBMmTCAkJAQvLy86derE3r17c9QRExNDv3798Pf3JzAwkMGDB5OUpHFnIiIiRUatNiIiBWb0nXlVKVTSfeONNxIXF5dre0JCAjfeeOOlxuQQGxtL69atcXNzY8mSJezcuZNp06ZRpkwZR5mpU6cya9Ys5s6dy+bNm/Hx8aFz586kpaU5yvTr148dO3awfPlyfvjhB9auXcvQoUOLLE4RERFnKal78oWYTP2AFBEpMLV0X1UsxhhzsQdZrVYiIyOpWLFiju3R0dFUqlSJzMzMIgnuqaeeYsOGDaxbty7P/cYYQkNDGTNmDE888QQA8fHxBAUFMW/ePPr27cuuXbuoX78+W7dupXnz5gAsXbqUW2+9laNHjxIaGnrBOBISEggICCA+Ph5/f/8iuTbJ9uaC9c4OgWH3tXF2CCJSTK6G7++SuidfiG37r5h/j5TIuURELnfWBtdgrVbd2WFICXG9mMJ//vmn4887d+4kMjLS8d5ms7F06VIqVapUZMF99913dO7cmbvuuos1a9ZQqVIlhg0bxoMPPghAREQEkZGRdOrUyXFMQEAALVu2ZNOmTfTt25dNmzYRGBjoSLgBOnXqhNVqZfPmzfTs2TPXedPT00lP/+/pU0KCFrAXEZHSpaTvyReklm4RkQIzaum+qlxU0t2kSRMsFgsWiyXPLmteXl7Mnj27yII7cOAAc+bMYfTo0Tz99NNs3bqVESNG4O7uzoABAxw/MIKCgnIcFxQU5NiX19N/V1dXypYtm+MHytmmTJnC888/X2TXISIiUtRK+p58IRqfKCJyEfSdeVW5qKQ7IiICYwzVq1dny5YtVKhQwbHP3d2dihUr4uLiUmTB2e12mjdvzosvvghA06ZN+fvvv5k7dy4DBgwosvOca/z48YwePdrxPiEhgSpVqhTb+URERC5WSd+TL6iEurGLiFwR1NJ9VbmopDssLAzIToZLQkhICPXr18+xrV69enz55ZcABAcHAxAVFUVISIijTFRUFE2aNHGUiY6OzlFHVlYWMTExjuPP5eHhgYeHR1FdhoiISJEr6XvyBanVRkSk4JR0X1UuKuk+2969e1m1ahXR0dG5bvgTJky45MAAWrduze7du3Ns27Nnj+OHRnh4OMHBwaxYscKRZCckJLB582YeeeQRAFq1akVcXBy//fYb1157LQArV67EbrfTsmXLIolTRETEmUrinnw+xhjIUku3iEhBaUjO1aVQSfc777zDI488Qvny5QkODsZisTj2WSyWIrvBjxo1ihtuuIEXX3yRu+++my1btvD222/z9ttvO841cuRIJk2aRK1atQgPD+fZZ58lNDSUHj16ANkt4126dOHBBx9k7ty5ZGZmMnz4cPr27VugmctFRERKs5K6J59XViZc/GIoIiJXL7V0X1UKlXRPmjSJyZMn8+STTxZ1PDlcd911fP3114wfP54XXniB8PBwZsyYQb9+/Rxlxo0bR3JyMkOHDiUuLo42bdqwdOlSPD09HWUWLlzI8OHDuemmm7BarfTq1YtZs2YVa+wiIiIloaTuyeelFhsRkYuTkYExJseDUrlyFWqdbn9/f7Zv30716lfH2nJXwzqvzqJ1ukWkOF0N39+l4Z5s4mKwbVjjtPOLiFyOXG7phsXN3dlhSAmwFuagu+66i59++qmoYxEREZGLVBruyRqbKCJSCFr14apRqO7lNWvW5Nlnn+WXX36hUaNGuLm55dg/YsSIIglOREREzq9U3JP1w1HkqvPmD0t47atviIyNo3F4NWY8NIQWdWrlWfbdpctZsHI1Ow4dBqBZzRr87/5+Ocq/9tU3vPrlNwCM7dWTUXfe4di3efceHnvzbTa+9jKuJbkUYnEr5XNhTJw4kW+++Ybt27dfUj0DBw4kLi6Ob775Jt8yHTp0oEmTJsyYMeOSzlVaFSrpfvvtt/H19WXNmjWsWZOzO5nFYlHSLSIiUkJKxT25lP9wFJGi9fna9Yx99wPeePQhWtSpzaxvf6DbhBfY8dZsKgYG5iq/5q+/6dO+Da3q1cXTzY1XvvyaWyc8zx9vzKRS+XL8GXGQiQs/5dsJz2CM4Y4XXqRTsyY0qhZGls3Go2+8xZzhD19ZCTcU+Xfnpk2baNOmDV26dGHx4sVFWvelmDlzJoUY0XxFKVTSHRERUdRxiIiISCGUinuyJgISuarM+OZ7Bne+mYE33wTAm48+xJKtvzFv+UrG3XVnrvIfjR2V4/3bjw3j6w2/sPKPP+l/U0d2H/2XRtXC6HhNIwAaVQtzbJv25Te0bVCf62rn3Yp+WSviRPS9997jscce47333uPYsWPFvlJTRkYG7u4XHpMeEBBQrHFcDgo1pltERETEQUm3yFUjIzOTbfv2k5GVRc1BD+Hbsw9tnhhP4+rV+OWf3fkeF5eUzGNz3qZK/0H43dmXpNRUIiKjAGhYLYwdhw5Tpf8gyt3Vjz8jDtIgrCr7j0fy4c8rGdz5ZuoPfZSElJSSusySUYRJd1JSEp999hmPPPII3bp1Y968eY59q1evxmKxsGLFCpo3b463tzc33HADu3fn/Pt66aWXCAoKws/Pj8GDB5OWlpZj/8CBA+nRoweTJ08mNDSUOnXqAPDXX39x44034uXlRbly5Rg6dChJSUm5jjsjOTmZ+++/H19fX0JCQpg2bVqRfQ6lVaFaugcNGnTe/e+//36hghEREZGLUyruyUq6Ra4aJxMSsdntfPjzSuYMf9jRvXzBytXUr1o5z2MyMjPp8uxEKgYE8On4sbz94zJW/fkXXZo3A6CCvz/pmVn4e1kI9PUhJjGJA8cjmfXtD0x54H4eeG0maRmZ3PjUs0wfOoi2DRuU5CUXnyJMuj///HPq1q1LnTp1uO+++xg5ciTjx4/PsSTZM888w7Rp06hQoQL33HMPdevWJTY2lsDAQD7//HMmTpzIG2+8QZs2bfjoo4+YNWtWrpUxVqxYgb+/P8uXLwegX79+fPnll3Tr1o2tW7cSHR3NkCFDGD58eI7E/2xjx45lzZo1fPvtt1SsWJGnn36abdu20aRJkyL7PEqbQiXdsbGxOd5nZmby999/ExcXx4033lgkgYmIiMiF6Z4scn52qwsWwPE/ekZ0SYxr9rjq269vwYCunQF44/FH+XTNOk7EJ2Jcc6cXHyxbTmxSMmunv8L0L79hya/bWD51Mo2rh2OAAydPUs7fj0OffAjAvS9OZcHqtfj6eHM8Pp6/Dx3mj7ff4N+TJ+n38mvsmfcOHu5uuc5zuTHGXPI/x7lz5zJ27FgaNWrEfffdB0CbNm3Yv38/TZs2zTEJ2l133UWHDh3Yt28fL7zwAj169MDDwwOAGTNmMHjwYAYPHgzApEmT+Pnnn3O1dvv4+PDuu+86upVHRERgt9uZP38+Pj4+ALz++uvcfvvtvPzyywQFBeU4Pikpiffee48FCxZw003ZwxM+/PBDKlfO+4HNxUhLS+Phhx/mt99+Y9euXdx22215Tt62evVqRo8ezY4dO6hSpQr/93//x8CBA89b9zvvvMPrr7/O/v37cXV1JTw8nLvvvpvx48cXKLZCJd1ff/11rm12u51HHnmEGjVqFKZKERERKYRScU9WS7eUUgaIblgPX4vB08WG1SULY3UHixsGFzAWMFaMDbBbyM7ILVixAlYsxgpYTidG2fssZzVOmrP/6Z/9/wPLf38wFnIm+nkk/+bc/wvlU+95y+WzzTjOZXIXspwpY3Ju5+zylrP2g+fpbsPhLa4n44aOjkMqBAeTkpJCeuuOOQ8Hvpv2Ote1bUf7iS/y22+/ERYWxneRp6hxz/24uLhQud41pPzf82z2KUOVKlXYHHGIjIwMvv32W7p37069+vWpcte9VAEypk7n7wqhNGhw+bd2e3t7X3IdHTt2JCkpiS1btjgSzE2bNuHj48Nff/2VI2k+fvw4VatWpUaNGiQkJABw4sQJqlatyq5du3j44Ydz1N2qVStWrVqVY1ujRo1yjOOOj48nICDAkXADtG7dGrvdzu7du3Ml3fv37ycjI4OWLVs6tpUtW9bRVf1S2Gw2vLy8GDFiBF9++WWeZSIiIujWrRsPP/wwCxcuZMWKFQwZMoSQkBA6d+6c5zHvv/8+I0eOZNasWbRv35709HT+/PNP/v777wLHVqikOy9Wq5XRo0fToUMHxo0bV1TVioiIyEXSPVkkmwXgRCpHK3vgk+GB60l/fDwS8XaPxt1+AosL4OUP3t7g7g6uLtiNHbvdjt1mwWazYrcZ7Flgs9mxZ9mx223Ys7LADmDFanHFanXFanHFYnHFanHBigsWiwsWXE6n8Nbs1N1YsZjTSbyxZNdhwGJMzpy4FIuNOgnA3DlzeeONN7mmbgOmP/MiJ6NPEOgfgPfx9FzHHNizj/2HIzDG4OLiQlpyCtOnvYYlNo0Jj43jm+9+xN3Flfbt2+Pn40vV0MoMHtift16dTdtrr+e75T/S+rrrsdvtpKWk4hqTjtepzP8eSJz7kMJy+uM86+FH7gcf2WVzlLOc9aZAD0Uu4uFJXu9tBi5xQvY6derg4+NDcnKyY+I0u93u2P/zzz/j6+sLZCfjHTtmPxT57bffAIiLi6Nq1apkZGTw8MMPExQUxMiRIzly5Ajly5fPkUwbY4iIiCAwMBAXFxcGDx6ca1by9PR0x32nU6dOtGjRgsDAQFxP94C45557cpTv0aMHixcvpn79+gAcPXqUKlWqsHfvXmrWrMmbb77J9OnTOXLkCAEBAbRt25ZFixbl+Vn4+PgwZ84cADZs2EBcXFyuMnPnziU8PNwxjrxevXqsX7+e6dOn55t0f/fdd9x9992OXgDART/0KbKkG7KfXGRlZRVllSIiIlIIJXpPVku3lGJBx/ezz70FBCeSERyFPbUSiaf8sduq4OmZjp8tAc+UU1gzT2Extuw2bosVvAPA0w88vMDbDVxcwZqFxWKA7JY+Y8Bus55Oym3Ys2zYbZCVZbDb7NhPb7PZMrHbMi8whteC1eqGi8UNq9XtrCQ+O5G3nE7kracTeQuW7P8aCxjL6f/yXxJvP8+pLsF3K5YCkJ6ZwfOPP8XvO/+i433dsVigQplyAAwYO4xKQSG8+MSzZGRkEHH0EMYYJj7+FF3a3sjRyGMsX7+aOZ+8z7B+gxn6zCjef2k21auE0fmB3qSlp9OwVl0WfP0ZXp5eZGZlcW/33qSnp/P8rKmU8w7Amnn6Yi9jliqel1xHVlYWNpuN2rVrO1p3+/bty6BBg3j++eeZM2cOY8eOBeDXX39l6NChedYTEhJCREQEr776Kh999BFWq5U2bdo4up8D7Nixg8OHD/Ppp59Sr149pk2bxoEDB7Db7SQnJ+Pj48O4ceNYtGgRVquVn3/+mffff59PPvnE0ZX8pptu4p9//mHz5s1UqVKFdevW4e/vz+7du+nYsSNr1qyhUqVK1KxZk19//ZURI0bw0UcfccMNNxATE8O6desu6fPatGkTnTp1yrGtc+fOjBw5Mt9jgoODWbNmDYcOHSIsLKxQ5y1U0j169Ogc740xHD9+nMWLFzNgwIBCBSIiIiIXr1Tck5V0SylmAapnxPLn4QDCqxpOeh/FxdOVcsmVSI/xIC2tAlABq9WOn28SPu5xuNlPYEmOheTYXPUZV8/TCbkPuHtgdXPB6g6ulszTCfm5Z3c9/fLCbrNgt1mxZWX/N1crus2G3ZZFRlYSxl4ED80sLjmS+LNfFsuZJN7qaJE/k8Rnt8qfk8jbs1vjP1i0EIvFwsA77+XtTz8k8kQ0xhiqVQqjcmglAI4cP4rVmr1I0vtfLsRmswEwceZLTJz5Uo4Qdx/YR4CfP3269SQ1LRWb3cYtbTow4oWnuKd7b35evxpfb19mfDAXD3d3aoRV48/dOwirVOXSPx9nK4Kvzh9++IGsrCyOHj1K3bp1SU1NZffu3fTv35/Vq1ezatUqR9KdkZHhaOk+180338zcuXPp1KkT/v7+LFy4EGNMjlnId+7cSe3atbnzzuxl4ebOncuSJUs4deoUAwYMYNy4cbzxxhuUK1eO/v37065dO1q1asXnn3/O4cOHAbjlllt4++23GTt2LHFxcVgsFgICAhznWb16Ne3btwfg8OHD+Pj4cNttt+Hn50dYWBhNmza9pM8rMjIyV5f3oKAgEhISSE1NxcvLK9cxzz33HHfeeSfVqlWjdu3atGrViltvvZXevXs7/p1fSKGS7t9//z3He6vVSoUKFZg2bdoFZ1EVERGRolM67slKuqV0C4ncx/4qLYg47Et4VUizxhLtdwh3H08CE4LJijPY7VbiE/yJxx+oipdnOr4+8XhaTuGScQpH03FWGiSkQULu8xgPP/D2B48z3dWt4GIHMrFYwOpisLrYcM13aWMr2a3o7tmt6FnW7CTdZsGeBXYb2HK0omdhs2Xl34pubNiMDZs9Lfe+QsjIyOT3XX8RXrUSeKazbf33uFhceXj0M3z74zLu7dOTNI9kliz6DAtWssji+9VLqV+7Dof/PYqXpxcVy5Wn7+298PLwYtq7s6lfqw4pqSn8vvNPwkKrUKFMeU7FxdK+RWvmLfqYmc9Oof8TD3Ns404AmnXvgM1WTM34Ja0IHli+9957tG7dmjVr1rB161ZiY2OpXbs2FSpU4KGHHuL77793dCUPCwujatWqedbTsmVL3nvvPV599VUmTZpEr1696NKli2OceHx8PKmpqZQpU8ZxjKurKy1atCA+Pp6YmBjatWuHzWbjpptu4vXXXwfAzc2N8uXLk5iYCEDbtm3JzMykfv36DB8+HKvVSrdu3Rzzk6xZs8bxkODmm28mLCyM6tWr06VLF7p06ULPnj2LZCz8xQgJCWHTpk38/fffrF27lo0bNzJgwADeffddli5dWqDEu1BJ97kD6kVERMQ5SsU9WTm3lHIWY6ieFctfBHDwsC/VqhrSiCPDmkZ04EG8fP3wjy9PZuJ/yVxqmgepaRWBilitdvx9k/B2j8XNdgKLLZ/1otMTs1/nsrpivPzB63R3dTdXcLGc7q5uyztmC7i42XFxs5P3PN0WwO30K49W9CyTnaQ7WtGzsNts2LIyC92KHhMbj81m4847OjF77kIa1q9G08Z1+Wvn32RmZdLj9hbEpe5jxJMvEVKxPOPHDGHvwT0cOXocuzF0bHcdza6px0uzXsMYw/CH7iXd7zAzXn6K+8Y9SHpaOh3b38CaDZu5rlkTHhx4LzavDBKSEqnctgH39bqLfyL20qz5Ndg8TK7x8cXZrb5YFMF35/fffw9AlSpVWLVqFbGxsY6W4m7dulGzZk2aNm1KmzZtqFu3ruO4mjVrAuRIwr29vTlx4oTj/TfffJNr9u/JkyfnisHf359vvvmGP//8k2uuuYYpU6Y4xpEDXHvttY5kPTAwkCZNmjjW9b755pu5++67+fTTTxk2bBgzZ850xO/n58e2bdtYvXo1P/30ExMmTGDixIls3bqVwMDAQn1ewcHBREVF5dgWFRWFv79/nq3cZ2vYsCENGzZk2LBhPPzww7Rt25Y1a9bk23vgbJc0pvvEiROORdXr1KlDhQoVLqU6ERERKSSn3pPVvVwuAyHH97K/SgtSMu0cPOx3OvGOByDVNZHUcon4+ZfFKzaArJScmZvdbiUuwZ84/IEwvDzT8fOOx8N6Tit4fuxZkByT/TpHdnf1QPDyBndPcHUBFwN5dlfP34Vb0V1Ovy69FX31uq24u7sxavxUXF1dKFsmgBrhVahQviwAx45FYz39vWC32/Hz88Xfz4cflq7h+yWr8fb2xGKxMPzBvoAhJTWZ+IQEkpNTWLx8BQ/068GS5euZ9OxQru/UDz8/H7Jsmbw65w0mjHsI94CTnEg9mf+HYbFitbjhYnHFanV3dKd3OdOtHlcsFmvO8fHGet5u9cWiiL47Bw4cyNGjR5kzZw7BwcGOlmLIbo2+6aabsFqtPPLII4U+R0BAACEhIWzevJl27doB2ePJf/vtN5o1y15vfc+ePVgsFurUqYPVaqVBgwY89NBDbN26NceY6UqVKjF58mTi4+NZunQps2fPxt/fn8mTJxMSEkLt2rVzxF+hQgVmzJjBggUL6NevHytXruTOO+/kyy+/pF+/fvz66680bNiwQNfRqlUrfvzxxxzbli9fTqtWrS7q8zgz8VtycnKByhcq6U5OTuaxxx5j/vz5jtnxXFxcuP/++5k9e3aJN/mLiIhcrUrHPVlJt5R+VmOobovjb/wxWDh4xJ9qVSHNxDvKJLrFkFgxhsD0irjF+GBLzzuZztkKbsPfLxlvt1jcbNFYbKkXF1hWGiRE5tFd3YLx8gNPf/D0Bne37O7qVhuQdUn5WmFb0f2CArBarVSuEsqoxwfTb+Bo3p/7Mj8sWUl8fAIWqyvGnsWij15z1BQQ4MehI8fp1b0T9951K+s3/c6EF1/HbjfYbHbiE5IY+3/TeG3KOMKqhNB/6NPM//R73n/9eSIO/0t8QhJvTvs/br2lLbf2Hka1sEoXvkBjx27SsZMOtoIlRRf+zFywnhkfb81O6C2cnuTO4pKd2J8ZF+94ZSfz2ZPb5ZHIW4vuu7NMmTIcPXqUyMhIR0txWloahw8fxmKxYLfbC9Qiez6PP/44L730ErVq1aJu3bq89tprjhnCZ8+ezciRI7n22ms5fPgwU6ZMYdeuXTz00EO4u7s7Zv5esWIFS5YswRhD+fLlWb9+PTt37uS5555j4cKF3HXXXY7z/fDDDxw4cIB27doxYsQIhgwZgt1up06dOkRHR/Pwww/z/PPP50i4d+7cSUZGBjExMSQmJjrWKW/SpAkADz/8MK+//jrjxo1j0KBBrFy5ks8//5zFixfne92PPPIIoaGh3HjjjVSuXJnjx48zadIkKlSoUOBkvdATqa1Zs4bvv/+e1q1bA7B+/XpGjBjBmDFjHFO1i4iISPEqDfdki8slrnkjUkJCj+1lf+XrSM2yY4yFQ4f9CatqSDM5M944j2gItlAuLQTLKXfsWfk3ddrtLsTFn9UK7pWGn3c8nmTPiF74ZlIDqQnZr3NZXTHegeDpCx6e2d3VXQFLFhZL0fevPtOK7ucOzZvXo3LVMtw7oB39BoJPGTsbfvmV4cPvJqSWj6MVPXu5NQtu7m64WK28NOVpMNCwcSM++2oZu/dF4O7hzqF/9uPn58Mdt2YnhOXKBlK2jD+NGtRm9lsfYwzcektbADKzsnIsh1WSTBGPjwcLIZYORVQXNG/enOXLl1OxYkXHRGFfffUVVatW5Z9//sHf35+QkBAAli5d6mgNDw8Pp3Xr1o7W6zOOHj3qWFbLx8eHevXqMXPmTI4fP86AAQOwWq0MGjSInj17EhkZyZgxYxg5ciSTJ09m3LhxPPnkkyQmJlKtWjUOHDjAnj17aNmyJd9//z3XX389Gzdu5MYbb6R27dqOlu2ePXvSocN/n0lgYCBfffUVEydOdKw33rJlSxo0aEDPnj2pVasWTzzxRI64b731Vg4dOuR4f2bitTNLm4WHh7N48WJGjRrFzJkzqVy5Mu+++26+y4VB9tJn77//PnPmzOHUqVOUL1+eVq1asWLFCsqVK1egv59CJd1ffvklixYtyvGh3HrrrXh5eXH33Xcr6RYRESkhpeKe7J5vf1aRUsVq7FS3J7CD7PGmdmPh0OGA04n3OWOxLYZTXsewVnKhXHIo9hgXjP3CCXRqqiepqZ5AEFYXGwG+SXi7xeJqO3HxreD5sWdB0sns1zmMuxd4BZ5uHfcAN5fTk7llXVR39fyMHt2PAQMm0rx5dvfat976iuTkVB544HYABgyYQKVKFZkyZTgAFqsdixUmTH6Jxx7rw969Rzh09F8sFgit7Y9H2fqkpWdw5NQJUlIyiDh0lIkTXiUDVz5ZtBRfHy8++3o55csGsv/AYa5pVOeSr6E0sFitWIpwaI63tzevvfZajhbb999/n4ceeojVq1fnGAOdnJzM888/T+PGjUlKSmLChAksWLCAmJjs4Q9JSUm0b9+eSpUqsW7dOoKDg9m2bRtWq5UZM2YwY8aMHOeePn06P/30E0888QSenp7MmjWLWbNmAdkzppcrV45PPvmEli1bEhwczJ49e/jzzz9ztFD36NEj15rfbdq0YfXq1Y73u3btolmzZtx7770sW7aM7du343LOQ9+DBw9e8LPq0KFDrklIz6dXr1706tWrwOXzUqikOyUlJddU6wAVK1YkJSWfiSVERESkyJWKe7Kbkm65fFQ6vof9lZqTlpXdYmo3Fg4dCSSsCrkTb8BusXHC9whu3h6USQwmK/cqYvmy21yIjQ8glgCgGt5eafh5x+HBKayZMRTLYOGM1OxX/Lk7LKcnc/PPnszN3R1cLWC1YbEUfGK1Pn1u4cSJWCZMmAtARMS/LF06m6Cg7Ba/w4cjc8zmHBubyKBBd7B1604aN76HSpUq0KNHB+bPX0xqahrlyvvx4YcTGTz0afbvP8pdd93Evfe3ZfDgFxg5ug9paRk8OeFVjDEMHnwHTVrVdrSi5xqLnpW95Np5Z3QvJazWS5paK0/33Xcf48ePd7T0btiwgU8//TRH4grkSiDff/99KlSowM6dO2nYsCEff/wxJ06cYOvWrZQtmz1O/8zEa3nZs2ePY8z3udzd3alevTp79uwB4LHHHmPdunU0atSIsLAwrr/+em655Rb69euXY03wvNSrV4+RI0fy0ksv8fLLL+cY+13aFepvu1WrVjz33HPMnz8fT8/sRd1TU1N5/vnnL3oQuoiIiBReqbgnu7llDxItxT9wRc6w2m2Em0R24ePYZrdbOHw0kCqVDekmKc/jMq3pRAccwtPXh4CEimTGX3w355RUT1JSg4FgXE63gnu5xZxuBS+qbsv5MZAan/06d4/VDXwCT3dX9zg9uzr5dlcfPrwPw4f3wWJpztSpj9Oy5X8tlqtXv52rfNWqwcyZM97x/scf1zN//n8tsj17dqRnz//GG69Z8xt//rmP2bPHUbNmD5Yvf4Pg4HK0aDGAF154mIoVy+ZzjfnN6G7FbgN7liV7NnebOZ2g27BlZWG3ZRXNuugXweKS92j6S1GhQgW6devGvHnzMMbQrVs3ypcvn6vc3r17mTBhAps3b+bkyZOOLvuHDx+mYcOGbN++naZNmzoS7qLk4+PD4sWL2b9/P6tWreKXX35hzJgxzJw5k02bNp13HpKkpCQ+++wzvL29WbduHePGjSvy+IpLoZLuGTNm0KVLFypXrsw111wDwB9//IGHhwc//fRTkQYoIiIi+SsN92SLxZKdeGdklMj5RC5V5WO7OVCpOelZ/yWUNpuFo0fLULmyId3kP/lWmksyaWUi8PELxCe2DFnJhRtjbLO5EBMfAKdbwX280/D1iseDk1gzYym+KbPzYM+ExBPZr3MYdx/wDjjdXd399Ozq2WuPF0RwcDmionLO2h4VFYO/vw9eXp65yqenZzBs2Mt89NEL7Nt3hKwsG+3bXwtA7dphbN78N7ff3i7XcXn5b0b3vJdl+29Gd4+zxqK7OFrQ821Fz8rkUv9+iqOlG2DQoEEMH57dtf+NN97Is8ztt99OWFgY77zzDqGhodjtdho2bEjG6e/wCy2dda7atWsTHx/PsWPHCA0NzbEvIyOD/fv355rErUaNGtSoUYMhQ4bwzDPPULt2bT777DMeeOCBfM8zduxYPD092bhxI9dffz3z58/n/vvvv6hYnaVQf9uNGjVi7969LFy4kH/++QeAe+65h379+l30X5KIiIgUXqm5J7u5K+mWy4aL3UY4ifxzVms3QJbNwr9Hy1KpMudNvAGSXeNIrhBHQEAFPGJ8yUq7lAm+LCSneJGc4gUE4+qShb9fEl6uMbhmncBiT7+Eui9RRnL2K5fsLuQmMQOTZMmeXT2PtcdbtWrEjz9uyHHk8uWbadWqcZ6nmzTpPbp0aUWzZnX5/fd/yMr6r67MzCxstuKZSO3sGd3zKUGBWtGzTPaSa45W9EyMPXfSb81/bbdL0qVLFzIyMrBYLHlODnbq1Cl2797NO++8Q9u22RPUrV+/PkeZxo0b8+677xITE1Og1u5evXrx5JNPMm3aNMfka2fMnTuX5ORk7rnnnnyPr1atGt7e3uddfmv58uW8++67bNy4kWuuuYZJkyYxcuRIbr755jy7tZc2hUq6p0yZQlBQEA8++GCO7e+//z4nTpzgySefLJLgRERE5PxKzT3Z3R2KZmUekRJR5d89RFRqRvo5M5Nn2iz8+29ZKlUypJsLz4sQ734Cgk5QNj0Yl1Ne2DIvPSnMsrkSExcIBALhp1vBz4wFL+FW8HMkJaex73Ck433Erp1s94eyAb5UDS3P+Gmfciw6jg/fnABevjw04G5ef/0Lxo59nUGDbmfVqi18/vnPLF48I1fdO3ce4LPPlvP77wsBqFu3Glarhffe+4bg4PL8889Brruufkld6nldaiu6i6t/scTl4uLCrl27HH8+V5kyZShXrhxvv/02ISEhHD58mKeeeipHmXvuuYcXX3yRHj16MGXKFEJCQvj9998JDQ3Nc9hS1apVmTp1KmPGjMHT05P+/fvj5ubGt99+y9NPP82YMWNo2bIlABMnTiQlJYVbb72VsLAw4uLimDVrFpmZmdx88815XlNCQgKDBw9m7NixXHfddQCMGjWKr7/+mqFDh/L9999f0mdWEgqVdL/11lt8/PHHubY3aNCAvn37KukWEREpIaXlnmzx8HRiGiBy8VzsWVQjmd3kHkOamWXh2L9lCa1EgRJvLBDjGYklxEq5tFDMKVeMraj+H3F2K3gIrq5Z+Psm4u0ai0tWNBZ78fcwmfLWt3z901b+OXAMFxcr8Yn/fSZjpiwAYEDPdnzw0sNEnojj8LET7Ni2jedmfcFvOyJISUnlk4++ZdbMBVQOKc8705/gllbXs+CDnxg/YSZJSSkMGHAbv/66k9deG4WPjxcHDx7jlluG8+abTzJ27CzS0zN5/fVxVKpUsdivt6jl3Ype9GO6z/D3zz+ht1qtfPrpp4wYMYKGDRtSp04dZs2alWMFDHd3d3766SfGjBnDrbfeSlZWFvXr18+3uzrAyJEjqV69Oq+++iozZ87EZrPRoEED5syZk6PLePv27XnjjTe4//77iYqKokyZMjRt2pSffvqJOnXynpl+5MiRBAQEMHHixBzX8cEHH9CkSZPLopu5xZw7N3sBeHp6smvXLsLDw3NsP3DgAPXr13eso3alSEhIICAggPj4+PP+I5aL9+aC9RcuVMyG3dfG2SGISDG5Gr6/S8s92bbjD8zBAyVyLpGikuXixtqQpmTkkyC7uxlCQk+SYS5uqS9Xuxtlk0KzZzov1qdRBl+fVHw943F3jAUvel0Hv0Sfbq24rlENsmw2nnntM/7ee5Qdi6fi4517XDbA1j/38/mSX7i2YTijpyxg3JDbGTmwq2P/yZgEqnZ4jA9eepjqlSty20Ov8N5rY7jt9k7g7km33o8zeMid3NmrY47u6leOqkAFZwdRaBs3bmTSpEls2rSJ1NRUatWqxQMPPMDjjz+eo4V9zZo1PP/882zfvp20tDQqVarEDTfcwDvvvIP7VbTcpPXCRXKrUqUKGzZsyLV9w4YNuQbPi4iISPEpLfdki0feP7xFSjNXWybVrPkn1BmZFiKPl8fdcnHzI2RZM4n2P0RylSjcAotuLebcLCQlexN5KoTDpxpxNOUGEl0akuVeCWMtuoRmyXtPMfDO9jSoVZlr6obxwUsPc/jYSX7bEZHvMdc1rsErT/ajb7cb8HDP3bn2wNFoAvy86XNrK65rXIOOLeuza8c/cPIQn7z9AW6ZqdzZOBj27sIcOIyJjMfEZWFSXDCZHhi7O8YU52db3Iqvpbu4ff3117Rv357KlSuzatUq/vnnHx5//HEmTZpE3759Hett79y5ky5dutC8eXPWrl3LX3/9xezZs3F3d8dmuxIfpOSvUN3LH3zwQUaOHElmZiY33ngjACtWrGDcuHGMGTOmSAMUERGR/JWae7KnJlKVy1PV47uJCGpCZj6t3ekZFqKOlyco5AQZ5uJ6jqRb04gKPIi3rx9+8eXJTCyeScDOyMpy5VRsWaAsUP10K3jc6VbwuCI7z5nu5WUDfAtdR62wYFJSM/h950HCQsuz9a/9PNCrPbHxSUyY+QUr5//ff4Wz0iAhDRLOrcWC8fQDLz/w9MleRcHNClYbkIWlVOfkRfNQpEOHDjRq1AgXFxc+/PBD3N3dmTRpEvfeey/Dhw9n0aJFBAUFMXv2bLp27YrNZmPo0KGsXLmSyMhIqlatyrBhw3j88cdz1Pv+++8zbdo09u3bR9myZenVqxevv/46ycnJPPjgg3Tv3p233/5vebghQ4YQFBRE9+7d+fzzz+nTpw8//fQTwcHBTJ061VGuRo0adOnSpUiu/XJSqKR77NixnDp1imHDhjmmlvf09OTJJ59k/PjxFzhaREREikqpuSd7qqVbLk+umRmEWVPZZ8v/33BahoWoyPJUDD5Bprn4mcRTXBNJKZeIv39ZPGMCyUotiVa+7FbwpGRvIBQ3t0z8fRPxconBJesEFnvBlvw6l91uZ9SLH9G6WW0a1q5S6OjKBPgy7+WHGfDkHFLTMujfoy2d217D4Kff5tF+txBxNJo7HnmVzCwbzw3vRe8uLfOoxUBaQvbrXFZXjFcAePmCh1f22uOu5Lv2eMkrup4IH374IePGjWPLli189tlnPPLII3z99df07NmTp59+munTp9O/f38OHz6Mm5sblStX5osvvqBcuXJs3LiRoUOHEhISwt133w3AnDlzGD16NC+99BJdu3YlPj7e0aPqp59+4tSpUzzxxBO54rj99tupXbs2n3zyCX369CE4OJjjx4+zdu1a2rUr2DJvV6pCjek+IykpiV27duHl5UWtWrXw8PAoythKjathTKCzaEy3iBSnq+n729n3ZJOYgG3tihI9p0hRyXTzYE3Fa8iyn/9nsZeHoUJwdKESbwcDZTKCcD3ljS3DScmfxeDrk5LdCm5OYs2ML/Chjzz3HkvX/cG6j5+jcnC5Ah0TfuMIHr+/a44x3XlZs2UXY19eyOoFz1Lr5lF8/NpjBJcPoOVdz7Lnp9eoWC6gwHGel5vX6bXHfcDdA9xcwGo/nZCXxJSQVqBpkdTUoUMHbDYb69atA8BmsxEQEMCdd97J/PnzAYiMjCQkJIRNmzZx/fXX56pj+PDhREZGsmjRIgAqVarEAw88wKRJk3KVffnll3nqqaeIjY0lMDAw1/477riDvXv3snPnTmw2G0OGDGHevHkEBwdz/fXXc9NNN3H//fdf8ffkc13Squy+vr6OadtFRETEeZx+Ty7JNcFFiphbZjrVXNPZl3H+1sfUdAsnoypQPiiaTFPIWcMtEOsRhSXEQtm0ECyn3LFnlfDc/8ZCUpIPSUk+QCXc3TLx803Ey+UULlkn820FH/7CByxe/TtrFkwocMJdUOkZmTz6/PvMnzqMfYeiyLLZad+iHgC1q4Ww+Y993H7jtUVzssxUiE+FXM8aLBgv/+zu6h7e2WuPu2Z3V7dYsorm3EBRtnJD9rraZ7i4uFCuXDkaNWrk2BYUFARAdHQ0AG+88Qbvv/8+hw8fJjU1lYyMDJo0aeIoc+zYMW666abznrMg7bYuLi588MEHTJo0iZUrV7J582ZefPFFXn75ZbZs2XJZrK9dVAo1kZqIiIjI2SyubupiLpe1sOO7cbVeeBBwSpqVU9EVcbVcWuJkLIZTXseIqXQUl/IGSwHOXVwyMt04FVuWoydrcSi+JTH2ZqS718CcXkvaGMPwFz7gm+W/suLDZwivUvTLdk1682s6t72GZg3CsdntZJ010VZmlg2bvSR6BRhIjYeYo3B8DxzaAfv/gr07MfsiMMdiMbEZmGQXTKb76cncCpNOFW1PJDe3nJOyWSyWHNsspwe32+12Pv30U5544gkGDx7MTz/9xPbt23nggQccw5O8LvAAtXbt2gCOtcDPtWvXLkeZMypVqkT//v15/fXX2bFjB2lpacydO/fiLvIyd0kt3SIiIiJnWPz8MVfYsqFy9XDLSKOqazoHLtDaDZCcasVyIogyFSLJMoUbG32G3ZLFCd/DuHl5UCYphKxYJ694b6wkJPmSkOQLVMLdPZPnXn6SRd9v5Os5Y/Hz8SLyRBwAAX7eeHlmf14Dxr1JaFBZpozpC0BGRhY79x91/PnfqBi27zqIr7cnNcOCc5xy576jfL7kF7Z9/SIAdauHYrVYeO+LVQRXCOSfA8e4rlGNkrn+/NgzIelE9uscxt37v+7qbu7Z3dVd7EBmPpO5OW9I7oYNG7jhhhsYNmyYY9v+/fsdf/bz86NatWqsWLGCjh075jr+lltuoWzZskybNo0bbrghx77vvvuOvXv38r///S/f85cpU4aQkBCSk5OL4GouH0q6RUREpGj4+sOJaGdHIVJo1SL3cKh8I2wXGNsNkJRiwXIiiMAKUZeceANkuqQTHXAQT18fAuIrkplQGib7gowMN977+HMAbrxvYo597095iIF3tgfg8PFTWK3/tfoei46lWY+nHe+nvb+Yae8vpn2Leqz66FnHdmMMDz37LtOeus+x5reXpzsfvPQww1+YR3pGJrMnDKRSUNniusRLl5GS/crFkj2Zm/fp7upurtnd1S0eWJzU37hWrVrMnz+fZcuWER4ezkcffcTWrVsJDw93lJk4cSIPP/wwFStWpGvXriQmJrJhwwYee+wxfHx8eOutt+jbty9Dhw5l+PDh+Pv7s2LFCsaOHUvv3r0dE7K99dZbbN++nZ49e1KjRg3S0tKYP38+O3bsYPbs2c75AJxESbeIiIgUCYufP05uoxO5JO7pqVR1zSAio2BrKCemWLGcDMK/fCQ2UzRjftNckkkrG4GvfyDesWXJSnb+esYHth7Nc7uHeyZJrvF4WWNYueB5LGd9BtUqV8C+++ML1m2xWFj3ycRc22/r2IzbOjYrdMylg4HUuOzX2SrfCN7OiAceeughfv/9d/r06YPFYuGee+5h2LBhLFmyxFFmwIABpKWlMX36dJ544gnKly9P7969Hft79+7NqlWrmDx5Mm3btiUtLY1atWrxzDPPMHLkSEd39hYtWrB+/Xoefvhhjh07hq+vLw0aNOCbb76hffv2JX7tznRJs5dfLa6m2W9LmmYvF5HipO/vkmXiYrFtWO3sMEQuSbqHN2vKNaAAjd0OAT52/Iow8c5Rd0YFPGJ8yUorHS3f+bFY7Pj5peDjHou7/SSWrERnh1R6Ve+JxVVzYFxN1NItIiIiRcPPz9kRiFwyj/QUqrpncTC94D+T45OtWCzB+JY7js0Ubct0vPsJCDpB2fQQrKc8sWeWzuTbGCsJCb4k4AtUwcMjAz+fBLysp7BmnsRSxJ/LZcvqroT7KqSkW0RERIqExcUVvH0g5eqaIEeuPNUi93K4bL2Lau2OS7KCJQTfskWfeGOBGM/jWEJcKJ8agj3GFWMr3Z1V09PdSU8vD5THYqmFv18y3u5xuNtPYMlKcnZ4zuNRRGuNy2VFSbeIiIgUGYufH0ZJt1zmPNOSqOJu41C6y0UdF5eY3eLtHRiJnaJv2TVWGyd8juLq5U7Z5BCyYuBymEjBGCvxCX7E40d2K3g6/j4JeFpjrr5WcHcNdboaaZ1uERERKTq++kEpV4bwqL0UZuns2AQXUuODsRbjz+wsawbRfodIrhyNW8Dl93M+Pd2DEzEVOHKyDkcSWxFLEzLcq2FcfZwdWvFzD3R2BOIEaukWERGRIqMZzOVK4ZmaSKUgG0cusrUbICbehXKWEDz9j2On+MZgp7ukElUmAm8/f3zjypGVVDrHe5+P3W4lPsGfePyBqnh5puPrHY+nNQaXzJNgLr9rOi/PUrz0mRSby+/RmIiIiJRaFj+1dMuVo3r0fiyFaO0GOBXnQnpCCJYS+Lmd4ppAdPkIsiol4ep1aedbsGg+Xe/pROMOdWncoS69BnVn9YaV+ZZf9P3nVL+uco5X3dY1cpR556O5XHfLNVx3yzW8u+CtHPu2/72N7v27kpWVPfN7apoHJ2IqcuRkXQ4n3kAcTchwD8O4OGmNrSJlAY8yJXc2i4VvvvmmxM4n+VPSLSIiIkXH149CZykipYxXSjyV3Avf0noyzoXMxGAslMz/JxLcThFdMQITkoaLe+F+5odUDGHc8PF8O/9HvvnwR1o1b81DTwxmz/7d+R7j6+PH5iXbHK913/3i2Ldr706mv/UqMye/yYxJbzBt7lT+2bcLgKysLP5vynj+99QUXF1zd8C1263EJfhz7GQYh2KbE5XRkhTXutjcK3BZpjEeAVisF99zIi+RkZE89thjVK9eHQ8PD6pUqcLtt9/OihUriqT+0mTHjh3cfffdVKhQAQ8PD2rXrs2ECRNISUnJUe6PP/6ge/fuVKxYEU9PT6pVq0afPn2Ijo52UuT/UfdyERERKTIWqxV8fCFJa/TKlaH6if3861+r0MMmTsS6UtESiqvvMUxJDL6wQKxHFJYQC+VSQyHGDXtWwc97U7ubc7x/YtiTLPxyPr//vY3aNerkfUqLhQrlK+a578DB/dStVY8brmsNQN2a9bK31azH2x/NpUXTllzToEmBYktN8yA1rSJQEavVjr9fEt5usbjZorHYUgt8jU7jWa5Iqjl48CCtW7cmMDCQV155hUaNGpGZmcmyZct49NFH+eeffwpVrzEGm82W5wMQZ/nll1/o1KkTnTp1YvHixQQFBbFlyxbGjBnDihUrWLVqFe7u7pw4cYKbbrqJ2267jWXLlhEYGMjBgwf57rvvSE52/uSel+EjIhERESnNLGU0ZlGuHN7JcYR6Xtq44ugYF7KSQkqsxRvAWAwnvf8lptJRXMobLIWYFc5ms/H9T9+SmppKs0bX5lsuJTWZNre3pHW36xg6ZlCOVvE6NesScfgA/0b+y7/HjxJxOILaNepw6OhBFv3wGaMfGVeo67PbrcTFn2kFv46ozBakuNXB7lYeSvBzvigeRfPdOGzYMCwWC1u2bKFXr17Url2bBg0aMHr0aH755ZccZU+ePEnPnj3x9vamVq1afPfdd459q1evxmKxsGTJEq699lo8PDxYv3496enpjBgxwtFi3KZNG7Zu3ZrruGXLltG0aVO8vLy48cYbiY6OZsmSJdSrVw9/f3/uvffeHK3RdrudKVOmEB4ejpeXF9dccw2LFi3K9zqNMQwePJh69erx1Vdf0aJFC8LCwrjrrrv4/vvv2bRpE9OnTwdgw4YNxMfH8+6779K0aVPCw8Pp2LEj06dPJzw8vEg+90uhpFtERESKlKVcBWeHIFKkqp+MuOQ0LjrGFXtyMCWdENotWZzwPUxi5eO4linYuf/Zt4uG7WpTt3V1/m/KeOa88g61qtfOs2z1sBq8/Ow03n71fV57YRZ2u53eg3twPOoYADXDa/HEsKe4/9F7uH/4vYx99ClqhtfimRef4qnHnmHtL6vp0ucmbuvXmS3bfsnzHAWRmupJ9KkgDp+qz+HkG4i3XEOme1WMi1eh6yxyXpf+3RgTE8PSpUt59NFH8fHJPdt7YGBgjvfPP/88d999N3/++Se33nor/fr1IyYmJkeZp556ipdeeoldu3bRuHFjxo0bx5dffsmHH37Itm3bqFmzJp07d8513MSJE3n99dfZuHEjR44c4e6772bGjBl8/PHHLF68mJ9++onZs2c7yk+ZMoX58+czd+5cduzYwahRo7jvvvtYs2ZNnte6fft2du7cyejRo7Fac6at11xzDZ06deKTTz4BIDg4mKysLL7++muMKX3TeZaevgMiIiJyRVDSLVcan8QYQspX51japSXMkafcCLEEg/fxIoqs4DKs6UQHHMTL1xf/+ApkJuTfel89rAY/LFxGYlIiS1YsZuzEUXzy1qI8E+9mja+lWeP/WsGbXdOcW+7qwCdfLWT0I2MB6NerP/169XeU+fKHL/D18aFpo2vp1Ls933z4A5HRxxnxzKOs+XYjHu4el3StdpsLsfEBxBIAVMPbKw0/7zg8LKewZjhpcXOrW5Gs0b1v3z6MMdStW7dA5QcOHMg999wDwIsvvsisWbPYsmULXbp0cZR54YUXuPnm7GEFycnJzJkzh3nz5tG1a1cA3nnnHZYvX857773H2LFjHcdNmjSJ1q2zhw0MHjyY8ePHs3//fqpXrw5A7969WbVqFU8++STp6em8+OKL/Pzzz7Rq1QqA6tWrs379et566y3at2+fK/Y9e/YAUK9evTyvrV69eqxfvx6A66+/nqeffpp7772Xhx9+mBYtWnDjjTdy//33ExQUVKDPqjippVtERESKlMXTM3tct8gVpPqpiCKp5/hJN0gNKZK6CiPVJYmoshFkVErA1TvvVMDdzZ1qVcJpVK8x44aPp26t+sz79L0C1e/m6kb9Og05ePRgnvtj4mKY9c50nnvif/zx9++EVw0nvGp1WjVvTVZWJhGHDxT20vKVkupJ1KlgDp9swJHkG4i3XkOmexWMi2eRnytfnuWxFMEkkxfbitu4cWPHn318fPD39881sVjz5s0df96/fz+ZmZmOZBrAzc2NFi1asGvXrnzrDgoKwtvb25Fwn9l25lz79u0jJSWFm2++GV9fX8dr/vz57N+//7zXUNBrnjx5MpGRkcydO5cGDRowd+5c6taty19//VWg44uTkm4REREpcmrtliuNb8IpQoooRzt+wg1LmvMSb4Akt1iiK0ZgC03FxeP8KYExdjIyMgpUr81mY/e+f6iYz8Rqk16byKB7hxASFIrNbnMsFQaQZbNhtxXvutw2mwuxcQH8ezKcQ7HXcSLrOlLdamN3K0uxdv0vgq7lALVq1cJisRR4sjQ3N7cc7y0WC3Z7zs84r27qF1u3xWI577mSkpIAWLx4Mdu3b3e8du7cme+47tq1s3tWnJvsn7Fr1y5HmTPKlSvHXXfdxauvvsquXbsIDQ3l1VdfLdT1FSUl3SIiIlLkLOWVdMuVp3pM0bR2AxyLdsOaHlxk9RVWvHs0J4IjsARlYHWzMvX1KWzZ9gtHjx3hn327mPr6FH75bRPdu/YEYMxzjzP19SmO42e9M511v6zh8NFD/P3PX4yaMIJ/I4/S5457cp1r3ea1RBw+QP+7BgLQuP417D+0j9UbVvLJVwtwsVqpHlY913HFx0Jyild2K/iphhxNbkWCtTGZ7pUx1kvr4p6LV/kiqaZs2bJ07tyZN954I89ZuePi4i6p/ho1auDu7s6GDRsc2zIzM9m6dSv169cvdL3169fHw8ODw4cPU7NmzRyvKlWq5HlMkyZNqFu3LtOnT8/1oOCPP/7g559/dnSdz4u7uzs1atQoFbOXa0y3iIiIFDlLuaL5gSlSmvjFnySobDhRaUVT379R7lQKDsbuHlk0FRaWBU55Hcca4kJM6gnGTBzJiZPR+Pn6UadmPebNXkjblu0AOBb5L1bLf+128YnxjJ88jpOnTuDvF0DDeo1Y9N63ucZ/p6WlMnHq/zH7xTmOSbFCgkKZ+MT/GPfCGNzd3Xll4gw8PZ038VmWzZWYuEAgEAjHxzsNX694PDiJNTOWQo8Ft7iAZ9F9J77xxhu0bt2aFi1a8MILL9C4cWOysrJYvnw5c+bMybdluCB8fHx45JFHGDt2LGXLlqVq1apMnTqVlJQUBg8eXOh6/fz8eOKJJxg1ahR2u502bdoQHx/Phg0b8Pf3Z8CAAbmOsVgsvPfee9x888306tWL8ePHExwczObNmxkzZgytWrVi5MiRAPzwww98+umn9O3bl9q1a2OM4fvvv+fHH3/kgw8+KHTcRUVJt4iIiBQ5i7sH+PlDYoKzQxEpUjViDxHlFVZk9f0b6U6V4CCy3KOKrM7CslttjHvjcdzsYymTFEJWHnnmJ2/l7Ar87OiJPDt64gXr9vT0YsWXa3Nt79PjXvr0uLfQMRef7Fbw5BQvIBhX1yz8fRPxdo3FJesEFnt6wavyqoDF6lJkkVWvXp1t27YxefJkxowZw/Hjx6lQoQLXXnstc+bMueT6X3rpJex2O/379ycxMZHmzZuzbNkyypQpc0n1/u9//6NChQpMmTKFAwcOEBgYSLNmzXj66afzPeaGG27gl19+4fnnn6dr164kJiZStWpVBgwYwPjx4/HwyO6RUL9+fby9vRkzZgxHjhzBw8ODWrVq8e6779K/f/986y8pFlMa51QvZRISEggICCA+Ph5//0ufdVD+8+aC9c4OgWH3tXF2CCJSTPT97Vy2nX9iIs4/QY7I5Whb+HVEF1Fr9xlVQtLJcnN+4n02D5s3gQlBZMYX7zjry4/B1ycVX8943B2t4OdRoSmWMgWbbVyuTBrTLSIiIsVCk6nJlapG3OEir/PIcQ/csvKefMxZ0l1SiCoTQXrlWNx8lTb8x0JSsjeRp0I4fKoRR1NuINGlIVnulTBW99zFvZ07aZ44n7qXi4iISLGwlC0PFguoU51cYQJio6gQHsaJtKL9t334mCdVQyuS6Rp94cIlKNk1geTyCfj7l8Mz1p+sVLV8ny0ry5VTsWWBskD1063gcdmt4P/f3p2HRVX2bwC/z8wAwzZssio7ImAuqKlosrjmkvlqamauWG8uuW/Z65Jb5p67laiVaYtaaeYuKoqau6m5K6Bsiiyyw5zfH/ycmkBFZebMwP25Lq6LOecwcw8J8T3P83wfsQCCmY3UEUlivGVFREREOiGYmAAqW6ljEOmELka7gZLC27TYMGeJZJo+QIrTLcA1D3JTlhFlezwK7oa4B3WRJm/+7C+hSo8/LURERKQzQjV2MafKyfZhEqqZ6WZf5zt3zWGmNtCfHQFIM0vGfdfbkDkVQSbX4d7WlYBS9WJ7YFPlwqKbiIiIdEbmJP0+xES64puZoLPnvp1gYbiFNwBREHHf4i4e1kiA3EGEwNq7FEEAzFUVvN83GSUW3URERKQ7dg6AhPvuEumSXdo9OOhotBv4/8JbdNDZ81eEYqEIqdZxyHJPhokdK+9/UlqbQSZnuUUsuomIiEiHBEGA4Fpd6hhEOuObdU+nz3873tLgC28AKJDlIdnmNnLdH8DEmiUGAFjYKqWOQAaCPxFERESkUzK3GlJHINIZ+wcJsNfhaDcA3I63gBL2On2NipIrf4Rkh1sorJ4JhYVc6jiSsrTjLB8qwaKbiIiIdEqwtQMs2EyIKi/f7EQdv4KAW3GWUMJOx69TcbJMHiLF6SbUrrmQm1W9kkNpbQa5SdW+6UB/q3o/AURERKR3Ake7qRJzSI2Hrc4LSwG34qyMqvAGgHSzFKS63IbgXAiZouqUHlYOHOWmv1Wdf/lEREQkGU4xp8rOLydJD68i4HacFZSwfaGvXvf5N2jk2BwLPl781Ou+W/U9ujZ9G83dI9Cx3n+w4H+fIz8vX3P+9592oWO9/yDC73UsnLxE62vvxSWia5O38Sgr+x+xRTwwv4c0tzjIHdUQZJW84ZoAWNiy6Ka/segmIiIinROsVYCVtdQxiHSmWsod2OhhGrUIAbfjrKGEzXN93cUzl7Hl619Qs7bfU6/buXk3ls1chffHDcSPR77D5MUTsefnfVg+azUAIP1BOmaOmoMR04Zi2Y+L8PtPu3B49xHN188ZPx/DJn8AK+vSS0rUsmKkWsYjs8Y9KOwBVNLa28JGCXkVGtWnZzOqfw1z5syBIAgYOXKk5lheXh6GDh0KBwcHWFlZoVu3bkhOTtb6uri4OHTs2BEWFhZwcnLCuHHjUFRUpOf0REREVZvMzV3qCEQ65ZuT/OyLKkBJ4a2CUihf4Z3zKAeTP/gEHy+cAGubp9/8OnfiAuo1roPXu7WFm4crmkY0QbuubXDx9GUAQMKde7CytkLb/7RG7eBANGreALeu3gYA7NyyBwoTBVp2Cn/qaxTKCpCiuoPsGqkwsTGqcqRcLO05yk3ajOZf+R9//IHVq1ejbt26WsdHjRqFbdu24ccff8TBgwdx7949dO3aVXO+uLgYHTt2REFBAY4ePYr169dj3bp1mDJlir7fAhERUZUmuHHrMKrcnFJuQ2Wqnz+vRQi4E6eCUlA989rPJixA8zYhaBL26jOvrde4Di6fu4I/T18CACTcvosje2PRvHVTAICHTw3k5ebhr/NXkfEwE5fO/oWaQX7ITM/Eqk+/xPg5o8v9HvLlOUi2u4X8GulQWFWOpmOCTICFDbcKI20KqQOUx6NHj9C7d298+eWXmDlzpuZ4RkYG1qxZg++++w4tW7YEAKxduxaBgYE4duwYmjZtit27d+PSpUvYu3cvnJ2dUb9+fcyYMQMTJkzAtGnTYGpqKtXbIiIiqlIESyvAxhbISJc6CpHO+Oal4Iysml5eSy0KuBNnA08PIE/MLPOaXVv34q8LV/H17q/K9Zyvd2uL9AcZGNRpMERRRHFRMbr174KBo/oBAFS2Kkxb9j9MHTYD+bn56NDjdYS0bILpIz5Fj8huuHcnEaPfnYCioiK8Py4SrTtHPPM1sxUZyK6WARtVNZilWaMoT13+b4KBsbBVQiY3mnFN0hOj+BcxdOhQdOzYEa1bt9Y6furUKRQWFmodDwgIgIeHB2JjYwEAsbGxqFOnDpydnTXXtGvXDpmZmbh48aJ+3gAREREBYEM1qvyckm/BWk+j3cDfhbdSKD1tPOluMhZ8vBgzV06FmdKsXM938shprF38NSZ+NgYb9q3FvHWzEbMnFl8tWKu5JqJjGL4/9A1+/uMH/Hd8JE4dOYPrl66ja983Men9KRgzcwTmrp2FGSM/RVrqw3K/lwzT+0hxvgW45EOux+9hRbJysJA6Ahkggx/p3rRpE06fPo0//vij1LmkpCSYmprC1tZW67izszOSkpI01/yz4H58/vG5suTn5yM//+8OjZmZZd85JCIioucjuNYALv8pdQwinREA+Bbcx1nY6+011aKAO/G28HAXkS8+0hz/69wVpKU+xLutBmqOFRcX40zsWfywZguO3j0AuVx7WveqT79Ehx7t0KVPZwCAX5AvcnPyMGvMZxg4qh9kMu1iuCC/AJ9NmI/py6cg/lYCiouL0bB5MADA09cdf56+iNB2r5X/zQhAmjIJgqsAhxw3IM0E6mLxeb8lklCYymGuKt/NDapaDLrojo+Px4gRI7Bnzx4olfpbG/Hpp5/ik08+0dvrERERVRWCuTkER2eIqfppOEUkBefEG7DyrIZHBfqbJq1WC4hPsIN7DWgK71dDG2LToW+0rps+fBY8a3qi34fvliq4ASAvNx/Cvwrrx9OlRbF08btm4TqEtGyKgHq18Nf5qyguKtacKyosgrr4xb4HoiDivuVdyM0VcMh2Q3GagDJe3qBYV7OEIFTSluz0Ugx63sapU6eQkpKCBg0aQKFQQKFQ4ODBg1iyZAkUCgWcnZ1RUFCA9PR0ra9LTk6Gi4sLAMDFxaVUN/PHjx9f828fffQRMjIyNB/x8fEV/+aIiIiqKMHLR+oIRDpVMtr9QO+vW1wsICHBDmZCyXZdllaW8Av00fpQWpjD1k4Fv8CSn8MpQ2dg2YyVmudo0a45Nq/dil1b9+LunXs4Fn0Cqz79EqFtm5cq0m9euYU9P+/HBxMGAQC8anpCkMnw87fbELP7KG5fj0NQcODLvSdZEVKs45DlngwTWwMuaAXAqhqnllPZDHqku1WrVrhw4YLWsQEDBiAgIAATJkyAu7s7TExMsG/fPnTr1g0AcOXKFcTFxSEkJAQAEBISglmzZiElJQVOTk4AgD179kClUiEoKKjM1zUzM4OZGaeGEBER6YLg6AxYWAI52VJHIdIZl6QbuO7eGNmF+m0KVlQs4G6CParXEJEv5jzz+qSEZMj+MTobObofBEHAytlfIDUpFbYOdght2xxDPn5f6+tEUcSs0XMxasaHMLcs2SJLaW6GaUs/xmcTFqAwvxDjPx0FJ1fHCnlfBbI8JNvehrm1FVTpjijMMqxmaxY2SihM9d+BPTo6GhEREXj48GGpJbfPo3///khPT8fPP/9cYdnob4JY1jwRAxYeHo769etj8eLFAIDBgwdjx44dWLduHVQqFT788EMAwNGjRwGUrFupX78+3NzcMHfuXCQlJaFPnz4YNGgQZs+eXa7XzMzMhI2NDTIyMqBSPXtbBiq/Fd/GSB0BQ959jnVGRGRU+PvbcKlvXof68oVnX0hkxO661cQF0VaS1zZViHCr/qBchbcxsi60h/lDWxTlFD/7Yj1w8XeAuerFl8OuWrUK48aNw8OHD6FQlIyLPnr0CHZ2dmjevDmio6M11z4utK9fvw53d3ekpaXB2dn5paa2G1LRPW3atDKX+lpYWCA72zhv1hr09PLyWLRoETp16oRu3bohNDQULi4u2LJli+a8XC7H9u3bIZfLERISgnfffRd9+/bF9OnTJUxNRERUtQnuHkAZ60mJKhPXxOuwMJHmz+2CIgH37jrAVDCX5PV1LcskDSlON6F2zYXcTNqSxkSpeKmCGwAiIiLw6NEjnDx5UnPs8OHDcHFxwfHjx5GXl6c5fuDAAXh4eMDX1xempqZwcXGpVGvJx44di8TERK2PoKAgdO/eXepoL8zoiu7o6GjNKDcAKJVKLF++HGlpacjOzsaWLVtKrdX29PTEjh07kJOTg9TUVMyfP19zB4mIiIj0TzAxhVDdXeoYRDolE0X4FKVL9voFRQKSEqtV2sIbANLNUpDqchuCcyFkCmkKT5WT5Us/R61ateDq6lpqRPvNN9+Et7c3jh07pnU8IiJC87kgCJoeV+vWrYOtrS127dqFwMBAWFlZ4fXXX0diYqLm64uLizF69GjY2trCwcEB48ePL9UkLz8/H8OHD4eTkxOUSiVee+01rd2kGjVqhPnz52sed+nSBSYmJnj0qKSJX0JCAgRBwPXr1wEAK1asQM2aNaFUKuHs7Iy33nrrid8LKysruLi4aD6Sk5Nx6dIlREZGPud31XAYXdFNRERElYPMy1fqCEQ655Z4DeYSjXYDQH7B48JbfzsB6Z0g4oH5PaRVj4e8mhqCTH/FtyAXKmxv7oiICBw4cEDz+MCBAwgPD0dYWJjmeG5uLo4fP64pusuSk5OD+fPn45tvvsGhQ4cQFxeHsWPHas4vWLAA69atQ1RUFGJiYpCWloatW7dqPcf48eOxefNmrF+/HqdPn4afnx/atWuHtLQ0AEBYWJjmBoEoijh8+DBsbW0RE1OydPTgwYOoXr06/Pz8cPLkSQwfPhzTp0/HlStXsHPnToSGhpb7+/LVV1/B398fLVq0KPfXGBoW3URERCQJwVpV0lSNqBKTiWr4FGdImiG/QEByYjWYVObCG4BaKEaqVTwyayRCYY+SNvI6pnK01Gyp9rIiIiJw5MgRFBUVISsrC2fOnEFYWBhCQ0M1BW5sbCzy8/OfWnQXFhZi1apVaNSoERo0aIBhw4Zh3759mvOLFy/GRx99hK5duyIwMBCrVq2CjY2N5nx2djZWrlyJefPmoX379ggKCsKXX34Jc3NzrFmzBkBJn62YmBgUFxfj/PnzMDU1Re/evTU5o6OjERYWBgCIi4uDpaUlOnXqBE9PTwQHB2P48OHl+p7k5eVhw4YNRj3KDbDoJiIiIgkJPjWljkCkc9UTr0GpkPbP7rwCGVKTHGEiVP4degpl+UhR3UFOjfswsdHd912QCbBxtqqw5wsPD0d2djb++OMPHD58GP7+/nB0dERYWJhmXXd0dDR8fHzg4eHxxOexsLCAr+/fM4lcXV2RkpICAMjIyEBiYiKaNGmiOa9QKNCoUSPN4xs3bqCwsBDNmzfXHDMxMUHjxo1x+fJlAECLFi00NwYOHjyIsLAwhIeHa4rugwcPIjw8HADQpk0beHp6wsfHB3369MGGDRuQk1O+Bn9bt25FVlYW+vXrV67rDRWLbiIiIpKMrJojYGMrdQwinZKpi+EjZkkdA7n5Au4nO8FEMJU6il7kybORbHcL+TXSYWJZ8Y0brRwsIDepuOf18/NDjRo1cODAARw4cEAzUuzm5gZ3d3ccPXoUBw4cQMuWLZ/6PCYmJlqPBUEotWb7Zdna2qJevXqIjo7WFNihoaE4c+YMrl69imvXrmnyW1tb4/Tp09i4cSNcXV0xZcoU1KtXT7MO/Wm++uordOrUCc7Oxj0rikU3ERERSUrm7Sd1BCKdq3HvCswkavT1Tzl5Ah6kVJ3CGwCyFRlIdryJYrdsKJQVVP4IgI1LxY1yPxYREYHo6GhER0drRooBIDQ0FL///jtOnDjx1Knlz2JjYwNXV1ccP35cc6yoqAinTp3SPH7cFf3IkSOaY4WFhfjjjz8QFBSkOfZ4rfmhQ4cQHh4Oe3t7BAYGYtasWXB1dYW/v7/mWoVCgdatW2Pu3Lk4f/48bt++jf379z81661bt3DgwAGjn1oOAGzhTURERJISXKsDVy4BuZVzP2EioGS021t8hL/w8p2uX1Z2rgxCqhPsHJNRJBZKHUdvMkzvA873YZ/vAvkDcxQXql/4uazszWFiVvGlVEREBIYOHYrCwkLNSDFQUuAOGzYMBQUFL1V0A8CIESMwZ84c1KxZEwEBAVi4cKHWqLOlpSUGDx6McePGwd7eHh4eHpg7dy5ycnK0CuDw8HAsXboUjo6OCAgI0BxbtmyZ1vZe27dvx82bNxEaGgo7Ozvs2LEDarUatWrVemrOqKgouLq6on379i/1fg0BR7qJiIhIUoJMBpmv/7MvJDJy7veuGsRoNwA8ypEhPdUZCsHk2RdXJgKQpkzCfdc7kDkVQyZ/sf8eNi7WFRysREREBHJzc+Hn56c1pTosLAxZWVmarcVexpgxY9CnTx/069cPISEhsLa2xn/+8x+ta+bMmYNu3bqhT58+aNCgAa5fv45du3bBzs5Oc02LFi2gVqu1bg6Eh4ejuLhYa5Te1tYWW7ZsQcuWLTWN2zZu3IjatWs/MaNarca6devQv39/yOUVvzRA3wSxoif4V0KZmZmwsbFBRkYGVCqV1HEqlRXfxkgdAUPefU3qCESkI/z9bTxEtRrFh/YC2dlSRyHSqVvutXGlqGK2mKoIKks1VNWSUCwWSR1FEnK1CRyy3VCcBpS3KrKwVcLZz0G3wahS4Ug3ERERSU6QySDzD3r2hURGzv3eVZi+4OiqLmRmy5B13wVyoWquOi2WFSLF+g6y3JOhsC3ffxdbHY1yU+XFopuIiIgMguBanZ3MqdJTFBfCS5ardey71QvxRkN3rY8PuoY/8Tnu3LiC2ePeR2SnELzR0B2/fPdVqWuid2zFgA6N8Xb4K/hq4Sda55LvxeO//wlFzqOSjuoZ2TI8elB1C28AKJDlIcX2NvJqpMHE+sklkoWtEmZWVacJHVWMqvuTRURERAZFEATIAl6B+rj0S4+IdMkj8QpuOddHYfHf85k9fP0xc8VGzWOZ/Ml/pufn5cKlugdea90RXy2YXup8xsM0LJ05DiOnLYRzdQ9MH9EfdRs1R+PQ1gCAlXM+Rr8PP4KF1d8jtumPZIDgAiv7RBSLxRXxNo1SjiILOQ5ZsFbZwzzNBkW52s3W7KpzqRI9PxbdREREZDBk1RwhVnOCeD9F6ihEOqMoLICXLBfXipWaY3K5AnbVnMr19f6168O/dn0AwPqlc0qdT757BxZWKrRo2xkAUKdRCBJuX0fj0NY4uPNnKBQKNGtZuiN0epYMguACC9skqFF1C28AyDJJQ5ZzGuzynaBIs0RxvhpWDuYwNa9ijeeoQnB6ORERERkUWcCTO9oSVRYeiVehkP29hvhe3C30a9cQgzo3x/yPP0RK4t0Xfm43D2/k5+Xixl9/IivjIa5dOg8vvwA8ykzHhpXz8d/xM5/4tQ8z5cjNcIEMxt8xuiI8NEvBfZfbkDkXwdaNo9z0YjjSTURERAZFsLGF4FYD4r0EqaMQ6YxJYT685Hm4rjaD/yvBGDltIap7+eJhajI2frkYEwd1w7If9sLC0uq5n9tKZYtR0xZi0ZSRKMjPQ8uO3dCgWTiWTB+Ljj37I/leHGaOHoiiokK88/5oNG/dUevr0zLkcIALlDaJUOPF97KuLERBhNxe1Mm+3FQ18F8OERERGRxZrSAUJ94t/x4+REbIM+kqbjvWRaPmEZpj3jUD4V8nGJEdQxCzZzvadnn7hZ47pGV7hPxjCvmFU7G4de0y3h83A//t8hrGzl4GOwcnjOn7Bmo3aAJb+2paX/8gQ45qgivMVCy85YICLuY1pI5BRozTy4mIiMjgCBaWEDy8pY5BpFMmBXnwVOSXOm5lbQM3T28kxt+ukNcpLMjHyjn/w9BJc5CYcBvFxcWo0zAENbx84ebpjat/ninz6+6ny1GQ5QoBhrPFmRTcLNyhkHGskl4ci24iIiIySLKaAcBTOjgTVQaeiVchl2kXtbk52UhKuFPuxmrP8v1XS9AwJAx+gXWgLi5GcXGR5lxxURGKi5/cNC31oRxFj6pu4W0mU8JR6Sx1DDJy/D8ZERERGSTBzAyCjx/Ea39JHYVIZ0wLcvHD4mnwb94WTq41kJaajO9WL4RMJkfY628CABZOGQkHRxf0+3AiAKCwsADxN68BAIoKC/AgJQk3r1yE0sICbu7aM0Tibl7F4T3b8Pl3OwEANbx8IQgy7P55E+wcHJFw+wb8a9d7asaUNAWc4AqFVSJEVK0lHzUsPSEIHKekl8Oim4iIiAyWzKcmihPigNwcqaMQ6UzWnWuY/9s2ZGY8hI2dPYLqv4r5636BjZ0DACA16S4E4e+R5rTUZIx453XN463frMbWb1bjlYZN8ekXP2qOi6KIZTMnInLUFCjNLQAAZkpzjJy2EKs++x8KCwvw3/Ez4ODk+syMKWkKOAuukFkmAlWk8FaZ2MLWzEHqGFQJCKLIDiXPkpmZCRsbG2RkZECl4lYBFWnFtzFSR8CQd1+TOgIR6Qh/f1cO6tQUqE8ckToGkU795RWM2/mGPx7mWq0IsKj8hbcMMgTZ1YeZXPnsi4megXMliIiIyKDJHJ0g1PCQOgaRTnknXYXMCJZNJ95XALkuUsfQOTdLDxbcVGFYdBMREZHBkwXVAczMpI5BpDNmedlwNy169oUGIDHVBELes6ekGysLhRWclJX3/ZH+segmIiIigyeYmEL2jGZPRMbOO/maUYx2A8C9FBPI8ivfiLcAAV5Wvlpr6IleFotuIiIiMgoy1+oQnDn6RJWXMvcRapg+efsuQ3M32RTySlZ4O5tXh7nCUuoYVMmw6CYiIiKjIXulPqAwkToGkc54p1yHMQ2yJiSbQl5QOfaxVsrN4WpRQ+oYVAmx6CYiIiKjISiVkAW+InUMIp0xz8lEDVO11DGeS0KSGRSVoPD2tPKFjHtykw7wXxUREREZFZmHFwQHR6ljEOmMd+p1GNFgNwAgPskMikInqWO8MEelC6xMuLUk6QaLbiIiIjI6sjr1AZlc6hhEOmGRnQE3M+Ma7QaA+EQlTIqMr/A2kZmiuoWn1DGoEmPRTUREREZHsLSCzD9Q6hhEOuNz/4bRjXYDQNw9JUyLjGsmiqeVD+S8iUc6xKKbiIiIjJLg4wfY2Usdg0gnLB+lw9VMlDrGC7lzzxymxcZReDsqXWBjyt8jpFssuomIiMgoCYIAeXBjwNRU6ihEOuHz4KbUEV7YnbvmMFVXkzrGU5nLLVDD0kvqGFQFsOgmIiIioyWYm0NW/1WpYxDphFVWGlyVUqd4cXcSLGCmdpA6RplkkMHHuha7lZNe8F8ZERERGTWZoxNkNQOkjkGkE8Y82g0AtxMsYSYaXuHtbuUDpcJc6hhURbDoJiIiIqMn1AyA4Gh8XZOJnsU68wFcjHi0GwBux1tCKRrOuml7M0dUU/L3BekPi24iIiIyeoIgQFa/EaDkyBVVPj4Pb0sd4aXdireEEtIX3kq5BTytfKSOQVUMi24iIiKqFARTM8gbNAZk/POGKhdVeiqcjXy0GxBwK84SSthJlkAmyOGrqgWZwO3BSL/4fyUiIiKqNAQ7e8gCXpE6BlGF83kYJ3WECiDgVpyVZIW3l5UflHLOhiH9Y9FNRERElYrM2xeCa3WpYxBVKJv0ZDiaCVLHqAACbsdZQSnY6vVVnZSusDPTbUM3QRDw888/6/Q1yDix6CYiIqJKR1a3AWBpJXUMogrlm1EZRrsBEQJu37GGUrDRy+tZKVQVth93//790aVLlzLPJSYmon379hXyOlS5sOgmIiKiSkdQKCBv2ASQc+0mVR62D5NQTVkZRrv/v/COU0EpqHT6Okq5OXxVARAE3X/fXFxcYGZmpvPXIePDopuIiIgqJcFaBVm9hlLHIKpQvhnxUkeoMKIo4E6cjc4Kb4VgAj9VIBQyhU6e/9/+Ob389u3bEAQBW7ZsQUREBCwsLFCvXj3ExsZqrp82bRrq16+v9RyLFy+Gl5cXACAvLw+1a9fG+++/rzl/48YNWFtbIyoqStdvhyoQi24iIiKqtGSu1SELqiN1DKIKY5eWCIdKsba7hFpTeFtX6PPKIIOfTSDM5NK2ff/4448xduxYnD17Fv7+/ujVqxeKiorK9bVKpRIbNmzA+vXr8csvv6C4uBjvvvsu2rRpg4EDB+o4OVUkFt1ERERUqcm8/SB4+0odg6jC+GTdkzpChVKLAu7E21Zo4e2j8oelQvq+DmPHjkXHjh3h7++PTz75BHfu3MH169fL/fX169fHzJkzMWjQIIwcORJ37tzBl19+qcPEpAssuomIiKjSkwXWYUdzqjQcHiTAvhKNdgOAWi0gLsEWZsLLF8oeVj6wMbWvgFQvr27duprPXV1dAQApKSnP9RxjxoyBv78/li1bhqioKDg46LYLO1U8Ft1ERERU6QmCULK+255/rFLl4PsoUeoIFa64WEBCgh3MBMsXfg4X8+pwVLpUYKqXY2Jiovn8cTM3tVoNAJDJZBBFUev6wsLCUs+RkpKCq1evQi6X49q1azpMS7rCopuIiIiqBEEuh7xRU8Bat92SifTB4X487Mwq35/yRcUC7ibYv1DhbW/miOqWnjpIpRuOjo5ISkrSKrzPnj1b6rqBAweiTp06WL9+PSZMmIDLly/rMSVVBP208iMiIiIyAIKJKeSNm6P46EEgN0fqOEQvxTcnESflzlLHqHCFxQLu3rVH9Roi8tXl+zm1NrGBl5V+ejdkZGSUKo5fZMp3eHg4UlNTMXfuXLz11lvYuXMnfv/9d6hUf98YXL58OWJjY3H+/Hm4u7vjt99+Q+/evXHs2DGYmpq+7FshPal8t8eIiIiInkJQKiFv+hpgJm1XY6KXVS0lDraVcLQbAAqLBNxLsIepYP7Ma5VyC/ha14Ig6Od7ER0djeDgYK2PTz755LmfJzAwECtWrMDy5ctRr149nDhxAmPHjtWc/+uvvzBu3DisWLEC7u7uAIAVK1bg/v37mDx5coW9H9I9Qfz3QgIqJTMzEzY2NsjIyNC680Qvb8W3MVJHwJB3X5M6AhHpCH9/09OImRkoPnYYKGMNJZGxSHXywim5o9QxdMbURISr230UiLllnjeTK+GvegWmco76kuGqnLfGiIiIiJ5BUNlA/moIIJdLHYXohTmm3IbKtPL+SV9QKCApsRpMhdIzU8xkLLjJOFTen1AiIiKiZxDsHCB7NQRQsM0NGS/fvOfbgsrY5BcISP5X4W0mU8LfpjYLbjIKLLqJiIioSpM5OELepDnwj619iIyJU/ItWFfi0W4AyCuQITmpGkwEs38U3GZSxyIql8r900lERERUDoKtPeQhoWyuRkZJAOCbnyp1DJ3Ly5ch+6ErC24yOiy6iYiIiAAI1irIQ1oA5hZSRyF6bs5JN2FVyUe7rZUKBHs6s+Amo1O5fzKJiIiInoNgaQV5s1DAylrqKETPRQDgW/BA6hg6Y2NhghB/RyhN2PiQjA+LbiIiIqJ/EJTmJSPeKlupoxA9F5fE67A0qXx/3ttZmqJpTUeYKlhwk3GqfD+VRERERC9JMDWDvOlrgL2D1FGIyk0A4FuUJnWMClXN2gxNa1aDiZxlCxkv/uslIiIiKoNgYgJ54+YQHJ2ljkJUbq6J12FRSUa7q9tb4FXfapDLKsf7oaqL/4KJiIiInkCQyyFr1BSCi5vUUYjKRRBF+BQ9lDrGSwtwUyHYyx5ymSB1FKKXxqKbiIiI6CkEmQyyBo0heHpLHYWoXNwSr8HcSEe75TIBjXwc4OeikjoKUYUxzp9GIiIiIj0SBAHyV+pDVicY4FRXMnAyUYRPcYbUMZ6b0kSO5v6OcLE1lzoKUYXi/zWIiIiIyknm4QV50xaAUil1FKKnqp54DUqF8fypb2tpihYBTlBZmEodhajCGc9PIhEREZEBEOzsIX8tArBjZ3MyXDJ1MXzETKljlEt1OwuE1HSEGffgpkqKRTcRERHRcxLMlJA3fY3rvMmg1bh3FWYKw25EVstNhWBvNkyjys2gi+5PP/0Ur776KqytreHk5IQuXbrgypUrWtfk5eVh6NChcHBwgJWVFbp164bk5GSta+Li4tCxY0dYWFjAyckJ48aNQ1FRkT7fChEREVUygkxWss67Ltd5k2EqGe1+JHWMMsllAhp6O6AmG6ZRFWDQ/4c4ePAghg4dimPHjmHPnj0oLCxE27ZtkZ2drblm1KhR2LZtG3788UccPHgQ9+7dQ9euXTXni4uL0bFjRxQUFODo0aNYv3491q1bhylTpkjxloiIiKiSkbl7QR7SAlCy+RMZHkMc7TY3laOZvyNc7fgzQ1WDIIqiKHWI8kpNTYWTkxMOHjyI0NBQZGRkwNHREd999x3eeustAMBff/2FwMBAxMbGomnTpvj999/RqVMn3Lt3D87OzgCAVatWYcKECUhNTYWp6bObNWRmZsLGxgYZGRlQqXg3riKt+DZG6ggY8u5rUkcgIh3h72/SJzE/D8WnTwBpD6SOQqTltntt/FVkIXUMAICrrTnqetrBRG7QY39EFcqo/rVnZJRsfWBvbw8AOHXqFAoLC9G6dWvNNQEBAfDw8EBsbCwAIDY2FnXq1NEU3ADQrl07ZGZm4uLFi3pMT0RERJWZYKaEvMlrEDx9pI5CpMX93hWYyqUd7ZbLBNT1sENDHwcW3FTlKKQOUF5qtRojR45E8+bN8corrwAAkpKSYGpqCltbW61rnZ2dkZSUpLnmnwX34/OPz5UlPz8f+fn5mseZmcbR+ZGIiIikVbLOux7Ujs5QXzgD5OdJHYkI8uIieMlycLVYmuncKnMTNPC2h5XSRJLXJ5Ka0dxmGjp0KP78809s2rRJ56/16aefwsbGRvPh7u6u89ckIiKiykPm7AJ5WCsIbvwbggyDx72rMJFgtNvL0QrNazmx4KYqzSiK7mHDhmH79u04cOAAatSooTnu4uKCgoICpKena12fnJwMFxcXzTX/7mb++PHja/7to48+QkZGhuYjPj6+At8NERERVQWCiSnkwY0ga9gEMDWTOg5VcYqiAnjJcvX2ekoTOZr6VcMr7rbcDoyqPIMuukVRxLBhw7B161bs378f3t7ae2E2bNgQJiYm2Ldvn+bYlStXEBcXh5CQEABASEgILly4gJSUFM01e/bsgUqlQlBQUJmva2ZmBpVKpfVBRERE9CJkLm4lo96u1aWOQlWcZ+IVKPRQAFe3t0BYkDOqqZQ6fy0iY2DQa7qHDh2K7777Dr/88gusra01a7BtbGxgbm4OGxsbREZGYvTo0bC3t4dKpcKHH36IkJAQNG3aFADQtm1bBAUFoU+fPpg7dy6SkpLwv//9D0OHDoWZGe86ExERke4JpmaQN2gM9b0EqP88BxQWSB2JqiBFYQG85Hm4rtbN38CmChnquNvC1c4wOqUTGQqDLrpXrlwJAAgPD9c6vnbtWvTv3x8AsGjRIshkMnTr1g35+flo164dVqxYoblWLpdj+/btGDx4MEJCQmBpaYl+/fph+vTp+nobRERERAAAmVsNCA7VoL5wFmJyotRxqAryTLyK2051UaSu2F2D3ezMEVTDFkoTeYU+L1FlYFT7dEuF+7zqDvfpJiJd4u9vMmTqhDioL50HCguljkJVzDXPerhRYFohz2WtNMEr7rZwsOYMUqInMeiRbiIiIqLKSlbDA0I1J6gvnYeYeFfqOFSFeCZexW3HOih+idFuhVxALVcVvBytIAhslEb0NCy6iYiIiCQiKJWQN2gM8cF9FF86D2RmSB2JqgDTglx4Kgpws+DFtvFyd7BAgJsNzDiVnKhcDLp7OREREVFVIDhUg/y1CMheqQ+YVsy0X6Kn8Uq68txbedlYmKB5LUfU87TXScHdv39/CIKAOXPmaB3/+eefK2Q0PTc3F1OnToW/vz/MzMxQrVo1dO/eHRcvXtS6LicnBx999BF8fX2hVCrh6OiIsLAw/PLLLy+dgaomFt1EREREBkAQBMg8vSEPbwPByxfglF3SIdP8XHiYlK+Lvom8pCv5a7WcYGep27XbSqUSn332GR4+fFihz5ufn4/WrVsjKioKM2fOxNWrV7Fjxw4UFRWhSZMmOHbsmObaDz74AFu2bMHSpUvx119/YefOnXjrrbfw4MGDCs1EVQeLbiIiIiIDIpiYQl67LuRhrSG4uEkdhyoxr6RreNZgt2c1S0TUdoGnntZut27dGi4uLvj000+fet3mzZtRu3ZtmJmZwcvLCwsWLHjq9YsXL0ZsbCy2b9+OHj16wNPTE40bN8bmzZsRGBiIyMhIPO4v/euvv2LSpEno0KEDvLy80LBhQ3z44YcYOHBghb1PqlpYdBMREREZIMHSCvKGTSBvFgbYO0gdhyohs7xseJgWlXnOxUaJ0EBn1PGwg6lCfyWDXC7H7NmzsXTpUiQkJJR5zalTp9CjRw+8/fbbuHDhAqZNm4bJkydj3bp1T3ze7777Dm3atEG9evW0jstkMowaNQqXLl3CuXPnAAAuLi7YsWMHsrKyKux9UdXGopuIiIjIgAl29lCEhELWqClgZS11HKpk/j3a7WyjRIsAJzTyrQaV+Ys1WntZ//nPf1C/fn1MnTq1zPMLFy5Eq1atMHnyZPj7+6N///4YNmwY5s2b98TnvHr1KgIDA8s89/j41atXAQBffPEFjh49CgcHB7z66qsYNWoUjhw58pLviqoyFt1ERERERkDm7Ap5aCvIgl8FbGyljkOVhDLvEWqYFsNRZYbXajnhVd9qsLGQvpnfZ599hvXr1+Py5culzl2+fBnNmzfXOta8eXNcu3YNxcXFT3zOx9PHnyU0NBQ3b97Evn378NZbb+HixYto0aIFZsyY8Xxvguj/segmIiIiMhKCIEDmVgOK1yIga/IaBEcnqSORkROcXVG7ujWa+DnC1lL6Yvux0NBQtGvXDh999FGFPJ+/v3+ZBTwAzXF/f3/NMRMTE7Ro0QITJkzA7t27MX36dMyYMQMFBeVrPkf0T9ynm4iIiMgIyao5AtUcIWZmQH3jGsTEBKCcI3lUxQkCBNcakPn5Q7BWSZ3miebMmYP69eujVq1aWscDAwNLTfc+cuQI/P39IZeXvZXZ22+/jY8//hjnzp3TWtetVquxaNEiBAUFlVrv/U9BQUEoKipCXl4eTLmtHz0nFt1ERERERkxQ2UAe3AhiQBDUN69DjL8NPGWKLVVhMhmEGp6Q+daEYGEpdZpnqlOnDnr37o0lS5ZoHR8zZgxeffVVzJgxAz179kRsbCyWLVuGFStWPPG5Ro0ahV9++QVvvPEGFixYgCZNmiA5ORmzZ8/G5cuXsXfvXk139vDwcPTq1QuNGjWCg4MDLl26hEmTJiEiIgIqleHepCDDxenlRERERJWAYG5RstVYq9ch8w8CzHS7nzIZEUsryAJegbzl65DXqW8UBfdj06dPh1qt1jrWoEED/PDDD9i0aRNeeeUVTJkyBdOnT0f//v2f+DxKpRL79+9H3759MWnSJPj5+eH111+HXC7HsWPH0LRpU8217dq1w/r169G2bVsEBgbiww8/RLt27fDDDz/o6m1SJSeI5e0oUIVlZmbCxsYGGRkZvLtVwVZ8GyN1BAx59zWpIxCRjvD3N1VlYnExxIQ4qO/cBLIypY5D+iaTQXCtDpm7FwSHalKnIarSOL2ciIiIqBIS5HIInt6QeXpDzEiH+m4cxHsJQH6+1NFIl6xVJYV2DXcIJlx7TGQIWHQTERERVXKCjS3kNrYQA+tATE2GeDceYlIioOba70pBLofgVqOk2LazlzoNEf0Li24iIiKiKkIQBAhOLoCTC8TCQoiJd6G+Gw+k3Zc6Gr0IG1vIPLwguNWAoDCROg0RPQGLbiIiIqIqSDAxgeDhBZmHF8ScHIh340oK8OxHUkejJxEEwM4BMmcXCM6uECytpE5EROXAopuIiIioihMsLCDUDICsZgDEh2lQpyRBTE0GMtKljkYKBQRHZwhOLiUf3COayOiw6CYiIiIiDcHOHnI7e6BWEMSCfIipKRDvp0BMTQHy86SOVzWYW5QU2M6uEByqQZBxl18iY8aim4iIiIjKJJiaQajuDlR3BwCImRn/X4QnQ0x7APxr/2R6CTa2kDm7lhTaKhup0xBRBWLRTURERETlIqhsSgpC35oQi4sgPrhfUoSnJnMt+PMwNYVgaw/B1h6ws4Nga8dGaESVGItuIiIiInpuglyh6YQOAGJBAcSMh0BGOsT0hyWf53E6OmQyQGXz/0W2HQQ7ewgWllKnIiI9YtFNRERERC9NMDWF4OgMODprjol5eSXFd1YmxKxMiJkZJSPioihhUh0SBMDCsmRGgK09BDs7QGULQS6XOhkRSYhFNxERERHphKBUQlC6As6ummNicTHwKKukCM9+BOTlArm5EPNyS0bGi4skTFwOggAozUtGqy2tSrbtsrSCYGVV0gCNTc+I6F9YdBMRERGR3ghyOWBjC8HGtszzYmEhkPf/RXhuLpCfBzE39+9j+XlAcXFJE7eKGDGXyQGF4h8fJhAef25iAkFpXlJMm1sAFhaAmRKCILz86xJRlcGim4iIiIgMhmBiUlLsWqueea0oioD6/wvwYvXfn2s+iiE+/hzC38W0wgQwUQByBUemiUjnWHQTERERkVESBAGQKwA5gCc0/+aYNBFJjbf2iIiIiIiIiHSERTcRERERERGRjrDoJiIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSERbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekIi24iIiIiIiIiHWHRTURERERERKQjLLqJiIiIiIiIdEQhdQDSnZSV46WOAKfBc6WOQEREREREJBkW3USVwDfH35c6Avo0+ULqCEREREREBofTy4mIiIiIiIh0hEU3ERERERERkY6w6CYiIiIiIiLSERbdRERERERERDrCopuIiIiIiIhIR1h0ExEREREREekItwwjIqIKNeb3ryV9/QXt+0r6+kRERET/xJFuIiIiIiIiIh1h0U1ERERERESkIyy6iYiIiIiIiHSERTcRERERERGRjrDoJiIiIiIiItIRdi8nIjIi27dvl/T1O3XqJOnrExERERkbjnQTERERERER6QiLbiIiIiIiIiIdYdFNREREREREpCMsuomIiIiIiIh0hEU3ERERERERkY5Uqe7ly5cvx7x585CUlIR69eph6dKlaNy48Qs915jfv67gdM9vQfu+UkcgIiIiIiKip6gyI93ff/89Ro8ejalTp+L06dOoV68e2rVrh5SUFKmjERERERERUSVVZUa6Fy5ciPfeew8DBgwAAKxatQq//fYboqKiMHHiRInTkSG7vvKg1BHgNzhM6ghVwvXDa6WOAL8WA6SOQEREREQVqEqMdBcUFODUqVNo3bq15phMJkPr1q0RGxsrYTIiIiIiIiKqzKrESPf9+/dRXFwMZ2dnrePOzs7466+/Sl2fn5+P/Px8zeOMjAwAQGZm5t/X5OTqKG35/TNPWbJy8596Xh+Uz8iYm5utpyRP9uzvo+FnzM0u0FOSJ3tWxsST3fSU5MlcG21+6vmsbMP/uc7JydFTkrI9Kx8g/e/Hf2Z8/LkoilLFISIioipOEKvAXyL37t1D9erVcfToUYSEhGiOjx8/HgcPHsTx48e1rp82bRo++eQTfcckIiIdiY+PR40aNaSOQURERFVQlRjprlatGuRyOZKTk7WOJycnw8XFpdT1H330EUaPHq15rFarkZaWBgcHBwiCUCGZMjMz4e7ujvj4eKhUqgp5zorGjBXD0DMaej6AGStKVcwoiiKysrLg5uZWAemIiIiInl+VKLpNTU3RsGFD7Nu3D126dAFQUkjv27cPw4YNK3W9mZkZzMzMtI7Z2trqJJtKpTLYP34fY8aKYegZDT0fwIwVpapltLGxqZDnISIiInoRVaLoBoDRo0ejX79+aNSoERo3bozFixcjOztb082ciIiIiIiIqKJVmaK7Z8+eSE1NxZQpU5CUlIT69etj586dpZqrEREREREREVWUKlN0A8CwYcPKnE4uBTMzM0ydOrXUNHZDwowVw9AzGno+gBkrCjMSERER6V+V6F5OREREREREJAWZ1AGIiIiIiIiIKisW3UREREREREQ6wqKbiIiIiIiISEdYdNMTFRUV4dGjR1LHKFN+fj7y8/OljqHl0qVLz7zm22+/1UMSksLBgwexY8cOPHz4UOooRERERGRAWHQTtm3bhnXr1mkdmzVrFqysrGBra4u2bdsaRCGxZ88edOjQAXZ2drCwsICFhQXs7OzQoUMH7N27V+p4aNiwIebPn4+yehMmJyejc+fOGDx4sATJqCJ99tlnmDx5suaxKIp4/fXXERERgU6dOiEwMBAXL16UMCFw//593LlzR+vYxYsXMWDAAPTo0QPfffedRMn+Zm1tjcjISBw9elTqKEREREQ6xe7lhIiICLz11lsYOnQoAODo0aNo0aIFpk+fjsDAQHz88cdo3749Fi5cKFnG9evXY9CgQXjrrbfQrl07zf7qycnJ2L17N3766SesWbMGffr0kSzj5s2bMXjwYNSqVQvr1q2Dr68vgJLR7REjRqB27dqIioqCn5+fZBkN2ejRo8t9rZT/Fhs0aIAJEyagZ8+eAIAff/wR/fr1w549exAYGIi+ffvCwsICP/zwg2QZe/XqBTc3NyxYsAAAkJKSgoCAALi5ucHX1xe///675D8vMpkMQUFBuHTpEmrVqoVBgwahb9++cHR0lCwTERERkU6IpHOFhYViXl6e1rGkpCRx2rRp4rhx48TDhw9LlKyEo6OjePr0ac3jUaNGie3atdM8/u2330Q/Pz8pomnUrFlTXLZs2RPPL1++XPKMoiiKycnJYpcuXURLS0tx3rx5YufOnUVzc3NxwYIFolqtljqelrVr15Z5vLCwUJw4caJ+w4iiGB4ervWhUqlECwsLMTg4WAwODhYtLS1FlUolRkRE6D3bP9na2oqXLl3SPO7fv7/Yp08fzePY2FixRo0aUkTT8PLyEqOjozWP582bJ/r6+oqFhYWax02aNJEqniiKoigIgpicnCyePXtWHDZsmGhvby+ampqKXbt2FXfs2GFwPy9EREREL4rTy/Xgvffew/DhwzWPs7Ky8Oqrr2L58uXYtWsXIiIisGPHDsnyZWVlwcHBQfM4JiYGrVq10jyuXbs27t27J0U0jbi4OLRu3fqJ51u1aoWEhAQ9Jiqbk5MTtm7dijfffBPjx4/H/v37cfz4cYwePRqCIEgdT8vw4cPRvXt3raUDV65cQZMmTbBx40a95zlw4IDm44033kBYWBgSEhJw+vRpnD59GvHx8YiIiEDHjh31nu2fioqKYGZmpnkcGxuLZs2aaR67ubnh/v37UkTTSEpKgpeXl+bx/v370bVrVygUCgBA586dce3aNYnSaatXrx6WLl2Ke/fuYd26dcjIyECnTp3g4eGBKVOmSB2PiIiI6KWx6NaDI0eOoFu3bprHX3/9NYqLi3Ht2jWcO3cOo0ePxrx58yTLV716dVy+fBkA8OjRI5w7d06riHjw4AEsLCykigegpPBfs2bNE89HRUUhKChIj4nK9vDhQ7zzzjv4+eefMXHiRDg5OaFXr144ffq01NFKOXPmDBISElCnTh3s2bMHy5cvR4MGDRAQEIBz585Jmm3BggX49NNPYWdnpzlmZ2eHmTNnaqZMS8XX1xeHDh0CUHIz6OrVqwgNDdWcT0hI0LqJJQWVSoX09HTN4xMnTqBJkyaax4IgSN6I8N83oczMzNCrVy/s3bsXN27cQP/+/Uv1miAiIiIyRgqpA1QFd+/eRc2aNTWP9+3bh27dusHGxgYA0K9fP6xdu1aqeOjevTtGjhyJSZMmYceOHXBxcUHTpk0150+ePIlatWpJlg8oKcI6deqEnTt3onXr1lpruvft24ebN2/it99+kzTj9u3b8d5778HDwwOnTp1CQEAAPv74Y4wdOxYhISEYP348pk6dqhltlJqvry+OHDmCkSNH4vXXX4dcLsf69evRq1cvqaMhMzMTqamppY6npqYiKytLgkR/Gzp0KIYNG4bDhw/j2LFjCAkJ0brhs3//fgQHB0uYEGjatCmWLFmCL7/8Elu2bEFWVhZatmypOX/16lW4u7tLmBBlNhx8zMvLCzNmzMD06dP1mIiIiIhINzjSrQdKpRK5ubmax8eOHdMadVIqlZJuzTVlyhS8+uqrGD58OM6ePYtvv/0Wcrlcc37jxo144403JMsHAOHh4fjzzz/Rvn17nDp1ClFRUYiKisKpU6fQvn17XLhwQWu0UQrdunXDhx9+iNjYWAQEBAAALC0tsXLlSmzfvh1ff/01GjVqJGnGf/vtt9+wadMmhISEwNbWFmvWrJF8KQEA/Oc//8GAAQOwZcsWJCQkICEhAZs3b0ZkZCS6du0qabb33nsPS5YsQVpaGkJDQ7F582at8/fu3cPAgQMlSldixowZ+PXXX2Fubo6ePXti/PjxWrMGNm3ahLCwMAkTAlOnToWVldVTrzG0JRlEREREL4Ldy/WgVatWaNy4MT799FMcPnwY4eHhSEhIgKurK4CSrbAGDx6M69evS5yUXsb58+dRt27dJ57PzMzEqFGjnjpNXp/++9//Yv369Zg1axZGjx6N5ORkDBw4EMePH8fKlSvRo0cPybLl5ORg7NixiIqKQmFhIQBAoVAgMjIS8+bNg6WlpWTZjMX9+/dx5MgRuLi4aN3kA0putgQFBcHb21uidERERERVB4tuPTh48CDat28PV1dXJCYmolevXlqF15AhQ5CdnY3169dLmLLE+fPncfXqVQCAv7//U4tIMm6vvPIKNmzYgHr16mkdX758OSZMmCDp7IvHsrOzcePGDQAl0+FZbBMRERGRsWHRrSeXL1/G7t274eLigu7du0Mm+3tm/xdffIHGjRujfv36kuU7ceIEIiMjcenSJc1aS0EQNA3MXn31Vcmylce5c+fQoEEDFBcXSx3FaOTn52t14f6nK1euSL6On15OUVERFi1ahI0bN2rdSHvnnXcwYsQImJiYSJyQiIiIqGpg0U24dOkSmjRpgsDAQIwaNQqBgYGa44sWLcKVK1dw7Ngxg+gO/iTnzp1DcHAw1Gq11FHoBXXt2hXr1q2DSqV65rrtLVu26CmVccrNzUWbNm0QGxuL1q1ba36mL1++jL1796J58+bYvXs3lEqlxEmJiIiIKj/DaKNcRfz4449ljjq99dZbkuaaNm0a2rRpg82bN2s1Lqpfvz569eqFrl27Ytq0afjhhx8ky/isIiwjI4NNl56Tt7f3U79nN2/e1GMawMbGRpPncWd/ejFz5sxBfHw8zpw5U2qJyLlz59C5c2fMmTMH06ZNkyYgERERURXCkW49UKvV6NWrF3788Uf4+/trOltfvnwZ169fR/fu3bFx40bJikZHR0f8/vvvT+ys/ccff6BDhw5lbuGkLyYmJmjTpo1mq7B/S0tLw/bt2zm9/Dl8/vnnWo8LCwtx5swZ7Ny5E+PGjcPEiRMlSmZcHu93/aSp+lKoVasWZs+ejW7dupV5/scff8THH3+suQFoSDIzM7F//37UqlVLM0JPREREZMw40q0Hn3/+Ofbu3Ytff/0VnTp10jr366+/YsCAAfj8888xcuRISfJlZWU9sZgFABcXF8n3Rg4MDES3bt0QGRlZ5vmzZ89i+/btek71bHl5efj++++RnZ2NNm3aaO3XLrURI0aUeXz58uU4efKkntOULTU1FVeuXAFQUkg6OjpKnKjEnj17sGjRIsTGxiIzMxMAoFKpEBISgtGjR6N169aS5rtz5w4aN278xPNNmzZFXFycHhM9WY8ePRAaGophw4YhNzcXjRo1wu3btyGKIjZt2vTEGwdERERExoL7dOvB2rVrMW/evFIFNwB07twZc+fORVRUlATJSnh6euLEiRNPPH/8+HF4enrqMVFpDRs2xOnTp5943szMDB4eHnpMVNro0aPx4Ycfah4XFBQgJCQE7733HiZNmoTg4GDExsZKmLB82rdvX2rvaX3Lzs7GwIED4erqitDQUISGhsLNzQ2RkZHIycmRNNv69evRoUMH2NjYYNGiRdi+fTu2b9+ORYsWwdbWFh06dMA333wjaUaVSoWUlJQnnk9KSoK1tbUeEz3ZoUOH0KJFCwDA1q1bIYoi0tPTsWTJEsycOVPidEREREQVQCSdUyqV4p07d554/vbt26JSqdRjIm1TpkwRPTw8xAsXLpQ6d/78edHT01OcPHmyBMn+lpeXJ2ZnZ0ua4Vlq164t/vLLL5rHUVFRop2dnXj79m1RrVaL/fv3Fzt06CBhwvL57LPPRE9PT0kzvP/++6KPj4+4Y8cOMSMjQ8zIyBB/++030dfXV/zggw8kzVazZk1x2bJlTzy/fPly0c/PT4+JSuvRo4fYtWvXJ57v2rWr2L17dz0mejKlUinGxcWJoiiKffr0ESdMmCCKoijeuXNHtLS0lDIaERERUYXg9HI9MDc3R3p6+hNHYjMzMyXtIvzRRx9h7969qF+/Ptq0aYPAwECIoqjpdNy4cWNMmjRJsnyAYa2XfZK4uDitDu+7d+/GW2+9pZklMGLECHTo0EGqeKUEBwdr9REQRRFJSUlITU3FihUrJEwGbN68GT/99BPCw8M1xzp06ABzc3P06NEDK1eulCxbXFzcU6ePt2rVCmPGjNFjotKmTp2KJk2aoGnTphg9ejQCAgI0P9OLFi3CpUuXcOzYMUkzPubu7o7Y2FjY29tj586d2LRpEwDg4cOH7K5ORERElQKLbj0ICQnBypUrn1goLF++HCEhIXpO9TelUokDBw5o9vQ9ePAggJLu6jNnzsSoUaOMouiVmkwm0+xxDgDHjh3D5MmTNY9tbW3x8OFDKaKVqUuXLlqPZTIZHB0dER4ermn2J5WcnJwy+ww4OTlJPr388d71c+fOLfN8VFSU5NvrBQUFYc+ePYiMjMTbb7+tubkiiiICAgKwe/du1K5dW9KMj40cORK9e/eGlZUVPD09NTdaDh06hDp16kgbjoiIiKgCsHu5Hhw9ehTh4eHo0qULxo4dqzXqtGDBAvzyyy84cOAAmjdvLnVUegkhISHo3r07Ro8ejYsXL6Ju3bq4fv06vL29AQAHDx5Ev379cPv2bWmDGoFWrVrBwcEBX3/9tWa0Mzc3F/369UNaWhr27t0rWbbo6Gh06tQJPj4+aN26tebmQHJyMvbt24ebN2/it99+Q2hoqGQZ/+ns2bNa2xTWr19f2kBlOHnyJOLj49GmTRtYWVkBAH777TfY2try9yIREREZPRbderJ161a8//77SEtL0zpuZ2eH1atXs0NvJbB161a8/fbbeO2113Dx4kW8+uqr2LZtm+b8hAkTcOvWLUn3O/83tVqN69evIyUlBWq1WuuclEXjhQsX8PrrryM/Px/16tUDULK/tFKpxK5duyQfpb19+zZWrlyJY8eOISkpCUBJl/+QkBB88MEH8PLykjSfMbl58yZ8fHykjkFERESkMyy69SgnJwe7du3CtWvXAJSMOrVt2xYWFhYSJ6OKsm/fPmzfvh0uLi748MMPtf7bfvLJJwgLC9NapyylY8eO4Z133sGdO3fw718DgiBIvud5Tk4ONmzYgL/++gtAybZxvXv3hrm5uaS5qGLJZDLUqFFD87MRFhYGPz8/qWMRERERVRgW3WTUMjMzsX//ftSqVQuBgYFSxzEq9evXh7+/Pz755BO4urpqNVUDABsbG0lyFRYWIiAgANu3b+d/0yrg7t27iI6OxsGDB3Hw4EFcu3YNbm5uCAsLQ0REBAYNGiR1RCIiIqKXwqJbj4YPHw4/Pz8MHz5c6/iyZctw/fp1LF68WJpgRqRHjx4IDQ3FsGHDkJubi3r16uH27dsQRRGbNm0yiGn6f/zxBzZu3Ki1jvadd95Bo0aNJE6mzdLSEufOnTPIUcXq1atj7969Rll0nzt3Dg0aNJB8poCxunbtGmbNmoUNGzZArVbz+0hERERGTyZ1gKpk8+bNZTYFatasGX766ScJEj2ZKIqlphwbgkOHDqFFixYAStZQi6KI9PR0LFmyBDNnzpQ4HTB+/Hg0adIEX331FRISEpCQkIAvv/wSTZo0wYQJE6SOp6VJkya4fv261DHKNHToUHz22WcoKiqSOsoLMcSfHUOVk5OD3bt3Y9KkSWjWrBnq1q2Lc+fOYdiwYdiyZYvU8YiIiIheGrcM06MHDx6UOWVXpVLh/v37EiQq7euvv8a8efO01p2PGzcOffr0kThZiYyMDNjb2wMAdu7ciW7dusHCwgIdO3bEuHHjJM22fv16LF26FEuWLMF///tfmJiYACiZLr1y5UpMmDABtWvXRt++fSXN+diHH36IMWPGICkpCXXq1NHkfaxu3boSJSuZLbBv3z7s3r0bderUgaWlpdZ5KYuxrl27PvV8RkZGqan6Ujp8+DBWr16NGzdu4KeffkL16tXxzTffwNvbG6+99prU8WBraws7Ozv07t0bEydORIsWLWBnZyd1LCIiIqIKw6Jbj/z8/LBz504MGzZM6/jvv/9uEN17Fy5ciMmTJ2PYsGGaEfmYmBh88MEHuH//PkaNGiVxQsDd3R2xsbGwt7fHzp07sWnTJgDAw4cPNVtLSWX58uWYPXt2qf++JiYmGD58OIqKirBs2TKDKbofT8UfOHCg5pggCBBFUfJGara2tgaxVKAs27ZtQ5s2bcrcRxyAQU2H3rx5M/r06YPevXvjzJkzyM/PB1ByY2D27NnYsWOHxAmBDh06ICYmBps2bUJSUhKSkpIQHh4Of39/qaMRERERVQiu6dajqKgoDBs2DOPGjUPLli0BlHS7XrBgARYvXoz33ntP0nze3t745JNPShWF69evx7Rp03Dr1i2Jkv1txYoVGDFiBKysrODp6YnTp09DJpNh6dKl2LJlCw4cOCBZNktLS1y4cOGJN1Bu3ryJOnXqIDs7W8/Jynbnzp2nnvf09NRTEuNSt25djBgxApGRkWWeP3v2LBo2bGgQxXdwcDBGjRqFvn37wtraGufOnYOPjw/OnDmD9u3ba7Y7MwTnz5/XNFM7fPgwFAoFwsPDsWHDBqmjEREREb0UjnTr0cCBA5Gfn49Zs2ZhxowZAAAvLy+sXLnSIEY/ExMT0axZs1LHmzVrhsTERAkSlTZkyBA0btwY8fHxaNOmDWSykrYEPj4+kq/plsvlKCgoeOL5wsJCyOVyPSZ6OhbVL6Zhw4Y4ffr0E4tuMzMzeHh46DlV2a5cuVLmfus2NjZIT0/Xf6CnqFOnDoqKilBQUIC8vDzs2rUL33//PYtuIiIiMnosuvVs8ODBGDx4MFJTU2Fubg4rKyupI2n4+fnhhx9+wKRJk7SOf//996hZs6ZEqbTdvHkTjRo1KtUJvGPHjhIl+luDBg2wYcMGzQ2Vf/vmm2/QoEEDPafS9uuvv6J9+/YwMTHBr7/++tRrO3furKdUJYKDg8u9Fvr06dM6TvNkq1ateuoodmBgoEHMCgEAFxcXXL9+HV5eXlrHY2JiDGJJC1CyrCU6OhoxMTHIyspCvXr1EBoaivfff1/TNJGIiIjImLHoloijo6PUEUr55JNP0LNnTxw6dEizpvvIkSPYt28ffvjhB4nTlfDz80ONGjUQFhaG8PBwhIWFGcyWV2PHjkWXLl2Qn5+PMWPGaNb8JiUlaZYQbN26VdKMXbp0QVJSEpycnNClS5cnXifFmu5/5snLy8OKFSsQFBSEkJAQAMCxY8dw8eJFDBkyRK+5/s3MzEzS138e7733HkaMGIGoqCgIgoB79+4hNjYWY8eOxeTJk6WOBwDYuHEjwsLCNEW2VPvDExEREekK13Tr2U8//YQffvgBcXFxpaYiSzl699ipU6ewaNEiXL58GUDJqN2YMWMQHBwscbISd+/eRXR0tGbt57Vr1+Dm5oawsDBERERg0KBBkuZbunQpxo4di6KiIk3xkJGRAYVCgblz52LEiBGS5iuP+Ph4TJ8+HV9++aVkGQYNGgRXV9dSswamTp2K+Ph4REVFSZTMuIiiiNmzZ+PTTz9FTk4OgJKbBmPHjn3ijAwiIiIiqlgsuvVoyZIl+Pjjj9G/f3988cUXGDBgAG7cuIE//vgDQ4cOxaxZs6SOaHSuXbuGWbNmYcOGDVCr1QbRvCohIQE//vij1rZr3bp1g7u7u8TJyufcuXNo0KCBpN9LGxsbnDx5stSyhmvXrqFRo0bIyMiQKJlxKigowPXr1/Ho0SMEBQUZ1LIWAEhPT8eaNWs0N/uCgoIQGRnJUW8iIiKqFFh061FAQACmTp2KXr16aXUSnjJlCtLS0rBs2TKpIxq8nJwcxMTEIDo6GtHR0Thz5gwCAgIQHh6O8PBwvPnmm1JHNHqGUHS7uLhgzpw56N+/v9bxdevWYcKECUhOTpYmGFW4kydPol27djA3N0fjxo0BlOzTnpubi927d0veB4GIiIjoZXFNtx7FxcVpuoObm5sjKysLANCnTx80bdpUsqJbJpM9s4GVIAgoKirSU6Ins7W1hZ2dHXr37o2JEyeiRYsWsLOzkzoWVbCRI0di8ODBOH36tKYQO378OKKiogxmLbIxyMvLw9KlS3HgwAGkpKRArVZrnTeEJS2jRo1C586d8eWXX0KhKPlfUlFREQYNGoSRI0fi0KFDEickIiIiejksuvXIxcUFaWlp8PT0hIeHB44dO4Z69erh1q1bkHLCwdOae8XGxmLJkiWl/liXSocOHRATE4NNmzYhKSkJSUlJCA8Ph7+/v9TRqAJNnDgRPj4++Pzzz/Htt98CKOkvsHbtWvTo0UPidGXLzMzE/v37UatWLQQGBkodBwAQGRmJ3bt346233kLjxo3L3R1en06ePKlVcAOAQqHA+PHjS+1SQERERGSMWHTrUcuWLfHrr78iODgYAwYMwKhRo/DTTz/h5MmT6Nq1q2S5ypqSfeXKFUycOBHbtm1D7969MX36dAmSlfbzzz8DAM6fP4+DBw9i9+7dmDx5MhQKBcLDw7mnbzk869+aoezf3KNHD4MtsIGSfKGhoRg2bBhyc3PRqFEj3L59G6IoYtOmTejWrZvUEbF9+3bs2LFDsxuBIVKpVIiLi0NAQIDW8fj4eFhbW0uUioiIiKjisOjWoy+++EIzYjx06FBUq1YNR44cQefOnfHBBx9InK7EvXv3MHXqVKxfvx7t2rXD2bNn8corr0gdq5Q6deqgqKgIBQUFyMvLw65du/D999+z6C6HZzWnsrGxQd++ffWU5ukKCgrKnBbt4eEhUaK/HTp0CB9//DGAktkioigiPT0d69evx8yZMw2i6K5evbrBF649e/ZEZGQk5s+fr1l+c+TIEYwbNw69evWSOB0RERHRy2MjNT3Ly8vD+fPnSxUSgiDgjTfekCxXRkYGZs+ejaVLl6J+/fr47LPP0KJFC8nyPMnChQsRHR2NmJgYZGVloV69eggNDUV4eLjBrO/+448/oFar0aRJE63jx48fh1wu55TZcrh27RoGDhyIo0ePah0XRVGSPcTLYm5ujqtXr8Ld3R19+/aFm5sb5syZg7i4OAQFBeHRo0dSR8Tvv/+OJUuWYNWqVfD09JQ6TpkKCgowbtw4rFq1StM3wsTEBIMHD8acOXOMal90IiIiorJwpFuPdu7ciT59+uDBgwelzklZSMydOxefffYZXFxcsHHjRoPuAL5x40aEhYXh/fffR4sWLQxyS6GhQ4di/PjxpYruu3fv4rPPPsPx48clSmY8+vfvD4VCge3bt8PV1dUg1yK7u7sjNjYW9vb22LlzJzZt2gQAePjwIZRKpcTpSjRq1Ah5eXnw8fGBhYUFTExMtM6npaVJlOxvpqam+Pzzz/Hpp5/ixo0bAABfX19YWFhInIyIiIioYnCkW49q1qyJtm3bYsqUKXB2dpY6joZMJoO5uTlat24NuVz+xOu2bNmix1TGy8rKCufPn4ePj4/W8Vu3bqFu3bqarvX0ZJaWljh16lSpdb6GZMWKFRgxYgSsrKzg6emJ06dPQyaTYenSpdiyZQsOHDggdUS0bt0acXFxiIyMhLOzc6mbF/369ZMoGREREVHVwZFuPUpOTsbo0aMNquAGgL59+xrkSOKTpKenY82aNbh8+TIAICgoCJGRkQYz6m1mZobk5ORSRXdiYqJWh2Z6sqCgINy/f1/qGE81ZMgQNG7cGPHx8WjTpg1kMhkAwMfHBzNnzpQ4XYmjR48iNjYW9erVkzqKludpHMmbfURERGTsONKtRwMHDkTz5s0RGRkpdRSjdfLkSbRr1w7m5uaa/Zv/+OMP5ObmYvfu3WjQoIHECYFevXohMTERv/zyi+ZGQHp6Orp06QInJyf88MMPEic0fPv378f//vc/zJ49G3Xq1Ck1LVqlUkmU7G83b94sdWPF0DRo0AArVqxA06ZNpY6iZcCAAZrPRVHE1q1bYWNjo+l3cOrUKaSnp6Nr165Yu3atVDGJiIiIKgSLbj3KyclB9+7d4ejoWGYhMXz4cImSGY8WLVrAz89Pa1/foqIiDBo0CDdv3sShQ4ckTliydjs0NBQPHjxAcHAwAODs2bNwdnbGnj174O7uLnFCw/d41PjfMzAMqZGaTCZDjRo1EBYWhvDwcISFhcHPz0/qWFp2796NTz75BLNmzTLYmxcTJkxAWloaVq1apVneUlxcjCFDhkClUmHevHkSJyQiIiJ6OSy69WjNmjX44IMPoFQq4eDgoFVQCIKAmzdvSpjOOJibm+PMmTOl1vpeunQJjRo1Qk5OjkTJtGVnZ2PDhg04d+4czM3NUbduXfTq1atU0UNlO3jw4BPPXbhwAcOGDdNjmrLdvXsX0dHROHjwIA4ePIhr167Bzc0NYWFhiIiIwKBBg6SOaBQ3LxwdHRETE4NatWppHb9y5QqaNWtWZuNJIiIiImPColuPXFxcMHz4cEycOFHzxzA9H2dnZ3zzzTdo27at1vFdu3ahb9++SE5OligZ6VJWVhY2btyIr776CqdOnTKIYvHfrl27hlmzZmHDhg1Qq9UGkfFpNy8AICwsTE9JnszOzg7r1q0rtWvCL7/8gv79++Phw4cSJSMiIiKqGOzqpEcFBQXo2bMnC+6X0LNnT0RGRmL+/Plo1qwZAODIkSMYN24cevXqJXE6bZcuXUJcXBwKCgq0jnfu3FmiRMbn0KFDWLNmDTZv3gw3Nzd07doVy5cvlzoWgJLlIjExMYiOjkZ0dLRmBsawYcMQHh4udTwAhlFUP8uAAQMQGRmJGzduaPo0HD9+HHPmzNFa+01ERERkrDjSrUejRo2Co6MjJk2aJHUUo1VQUIBx48Zh1apVKCoqAgCYmJhg8ODBmDNnDszMzCROWNJg6z//+Q8uXLgAQRDw+Efs8RRfQxgBNWRJSUlYt24d1qxZg8zMTPTo0QOrVq3CuXPnEBQUJHU8DVNTU9jZ2aF3794IDw9HixYtYGdnJ3WsUv7d7b927doYOHCgwXT7V6vVmD9/Pj7//HMkJiYCAFxdXTFixAiMGTPmqdsYEhERERkDFt16NHz4cHz99deoV68e6tatW2p978KFCyVKZnxycnJw48YNAICvry8sLCwkTvS3N954A3K5HF999RW8vb1x4sQJPHjwAGPGjMH8+fPRokULqSMarDfeeAOHDh1Cx44d0bt3b7z++uuQy+UwMTExuKK7S5cuiImJgampKcLDwzUf/v7+UkfTMIZu//+UmZkJwDAavBERERFVFBbdehQREfHEc4IgYP/+/XpMQ7pSrVo17N+/H3Xr1oWNjQ1OnDiBWrVqYf/+/RgzZgzOnDkjdUSDpVAoMHz4cAwePBg1a9bUHDfEovux8+fPa5qpHT58GAqFAuHh4diwYYPU0Yyi2z8RERFRZcc13Xp04MABqSMYpa5du5b72i1btugwSfkUFxfD2toaQEkBfu/ePdSqVQuenp64cuWKxOkMW0xMDNasWYOGDRsiMDAQffr0wdtvvy11rKeqU6cOioqKUFBQgLy8POzatQvff/+9QRTdJ0+e1Cq4gZIbG+PHj9fsiS215ORkjB07Fvv27UNKSgr+fR+YyzGIiIjI2LHoJoP3z7Wnoihi69atsLGx0RQNp06dQnp6+nMV57r0yiuv4Ny5c/D29kaTJk0wd+5cmJqa4osvvoCPj4/U8Qxa06ZN0bRpUyxevBjff/89oqKiMHr0aKjVas0e549vaEht4cKFiI6ORkxMDLKyslCvXj2Ehobi/fffN5glBCqVCnFxcaW22IuPjzeY72P//v0RFxeHyZMnw9XVtdT2ZkRERETGjtPLyahMmDABaWlpWLVqlabBUnFxMYYMGQKVSoV58+ZJnLBk+7Ls7Gx07doV169fR6dOnXD16lU4ODjg+++/R8uWLaWOaFSuXLmCNWvW4JtvvkF6ejratGmDX3/9VepYePXVVxEWFqZpomYojcn+afjw4di6dWuZ3f67deuGxYsXSxsQgLW1NQ4fPoz69etLHYWIiIhIJ1h0k1FxdHRETEwMatWqpXX8ypUraNasGR48eCBRsqdLS0uDnZ0dR/FeQnFxMbZt24aoqCiDKLqNgTF0+w8KCsKGDRsQHBwsdRQiIiIinWDRTUbFzs4O69atw5tvvql1/JdffkH//v3x8OFDiZJRVfTv7biCgoIQGRlpEKPexcXFOHLkCOrUqQMzMzOD7fa/e/duLFiwAKtXr4aXl5fUcYiIiIgqHItuMiqjR4/G119/jUmTJmm2QDp+/DjmzJmDPn36SLrt2sCBA8t1XVRUlI6TkD4Yw3ZcSqUSly9fhre3t9RRnsjOzg45OTkoKiqChYVFqa0U09LSJEpGREREVDFYdJNRUavVmD9/Pj7//HMkJiYCAFxdXTFixAiMGTNGs85bCjKZDJ6enggODi7Vgfmftm7dqsdUpCvGsB1Xo0aN8Nlnn6FVq1ZSR3mi9evXP/V8v3799JSEiIiISDdYdJPRyszMBFDSodkQDB06FBs3boSnpycGDBiAd999F/b29lLHIh0xNzfHmTNnSnUGv3TpEho1aoScnByJkv1t586d+OijjzBjxgw0bNgQlpaWWucN5WeHiIiIqDJj0U1UgfLz87FlyxZERUXh6NGj6NixIyIjI9G2bVs2UatknJ2d8c0336Bt27Zax3ft2oW+ffsiOTlZomR/k8lkms//+e9PFEUIgiDZHtiZmZmagv/xzbMn4Y0BIiIiMnYsusmoJCcnY+zYsdi3bx9SUlJKTeOWqogoy507d7Bu3Tp8/fXXKCoqwsWLF2FlZSV1LKogxrAd18GDB596PiwsTE9JtMnlciQmJsLJyQkymazMG1JS3xggIiIiqigKqQMQPY/+/fsjLi4OkydPhqurq0GPHj8uJkRRZOFQCc2fPx+CIKBv375lbsdlCKQqqp9l//79mqUX+/fvN+ifYyIiIqKXxZFuMirW1tY4fPgw6tevL3WUMv1zenlMTAw6deqEAQMG4PXXX9ea6kuVR05OjsFuxwWUbGt24sQJpKSkQK1Wa53r27evRKmAW7duGXRXdSIiIqKKwqKbjEpQUBA2bNiA4OBgqaOUMmTIEGzatAnu7u4YOHAgevfujWrVqkkdi6qwbdu2oXfv3nj06BFUKpXWiLIgCJJux/W4239ERARatmyJ8PBw1KhRQ7I8RERERLrCopuMyu7du7FgwQKsXr0aXl5eUsfRIpPJ4OHhgeDg4KdOl92yZYseU1FF6tq1a7mvNYT/zv7+/ujQoQNmz55tcCPw0dHRmo/jx4+joKAAPj4+aNmyJSIiIhAREQFnZ2epYxIRERG9NBbdZFTs7OyQk5ODoqIiWFhYwMTEROu8lCN3/fv3L9fa1LVr1+ohDenCgAEDNJ+LooitW7fCxsYGjRo1AgCcOnUK6enp6Nq1q0H8d7a0tMSFCxfg4+MjdZSnysvLw9GjRzVF+IkTJ1BYWIiAgABcvHhR6nhEREREL4VFNxmV9evXP/V8v3799JSEqroJEyYgLS0Nq1atglwuB1DSPX/IkCFQqVSYN2+exAlLRubffvtt9OjRQ+oo5VJQUIAjR47g999/x+rVq/Ho0SM2ISQiIiKjx6KbiOgFODo6IiYmBrVq1dI6fuXKFTRr1gwPHjyQJNevv/6q+Tw1NRXTp0/HgAEDUKdOnVIzQzp37qzveFoKCgpw7NgxHDhwQDPN3N3dHaGhoQgNDUVYWBg8PDwkzUhERET0slh0k8HLzMyESqXSfP40j68j0jU7OzusW7cOb775ptbxX375Bf3798fDhw8lyVXeLvlS74HdsmVLHD9+HN7e3ggLC0OLFi0QFhYGV1dXyTIRERER6QL36SaDZ2dnh8TERDg5OcHW1rbMddOiKEpeRFDVMmDAAERGRuLGjRto3LgxAOD48eOYM2eO1tpvffv3tmCG6vDhw3B1ddV0Lg8LC4ODg4PUsYiIiIgqHEe6yeAdPHgQzZs3h0KhQHR09FOblYWFhekxGVVlarUa8+fPx+eff47ExEQAgKurK0aMGIExY8Zo1nlT2bKzs3H48GFER0fjwIEDOHv2LPz9/REWFqYpwh0dHaWOSURERPTSWHSTUbh16xa8vb2ljkFUpsfLHgxlecP+/fsxbNgwHDt2rFSmjIwMNGvWDCtXrkRoaKhECUvLyspCTEyMZn33uXPnULNmTfz5559SRyMiIiJ6KeVb/EckMV9fX3h7e2PgwIH49ttvkZCQIHUkIg2VSmUwBTcALF68GO+9916ZmWxsbPDf//4XixYtkiDZk1laWsLe3h729vaws7ODQqHA5cuXpY5FRERE9NI40k1G4fH+vY87HBcUFMDHxwctW7ZEREQEIiIi4OzsLHVMqkKSk5MxduxY7Nu3DykpKfj3r1Ip+wt4enpi586dCAwMLPP8X3/9hbZt2yIuLk7Pyf6mVqtx8uRJzfTyI0eOIDs7G9WrV9f8TEdERMDT01OyjEREREQVgUU3GZ28vDwcPXpUU4SfOHEChYWFCAgIwMWLF6WOR1VE+/btERcXh2HDhsHV1bVUr4F/dzXXJ6VSiT///BN+fn5lnr9+/Trq1KmD3NxcPSf7m0qlQnZ2NlxcXDQFdnh4OHx9fSXLRERERKQL7F5ORkepVKJly5Z47bXXEBERgd9//x2rV6/GX3/9JXU0qkJiYmJw+PBh1K9fX+oopVSvXv2pRff58+cl35pr3rx5iIiIgL+/v6Q5iIiIiHSNa7rJaBQUFODQoUP45JNPEBERAVtbW3zwwQd4+PAhli1bhlu3bkkdkaoQd3f3UlPKDUWHDh0wefJk5OXllTqXm5uLqVOnolOnThIk+9t///tfFtxERERUJXB6ORmFli1b4vjx4/D29kZYWBhatGiBsLAwyUfrqOravXs3FixYgNWrV8PLy0vqOFqSk5PRoEEDyOVyDBs2DLVq1QJQspZ7+fLlKC4uxunTp9kHgYiIiEgPWHSTUTAxMYGrqyu6dOmi2cPXwcFB6lhUhdnZ2SEnJwdFRUWwsLCAiYmJ1vm0tDSJkpW4c+cOBg8ejF27dmlG5AVBQLt27bB8+XJuwUdERESkJyy6yShkZ2fj8OHDmk7HZ8+ehb+/P8LCwjRFuKOjo9QxqQpZv379U8/369dPT0me7uHDh7h+/TpEUUTNmjVhZ2cndSQiIiKiKoVFNxmlrKwsxMTE4MCBA4iOjsa5c+dQs2ZN/Pnnn1JHIyIiIiIi0mD3cjJKlpaWsLe3h729Pezs7KBQKHD58mWpY1Ell5mZCZVKpfn8aR5fR0RERERVG0e6ySio1WqcPHlSM738yJEjyM7ORvXq1TV7/EZERMDT01PqqFSJyeVyJCYmwsnJCTKZrNTe3AAgiiIEQUBxcbEECYmIiIjI0HCkm4yCra0tsrOz4eLigoiICCxatAjh4eHw9fWVOhpVIfv374e9vb3m87KKbiIiIiKif+JINxmF1atXIyIigvv6kuRu3brFzt9EREREVG4suomInoNMJoOnpyciIiLQsmVLhIeHo0aNGlLHIiIiIiIDxaKbiOg5REdHaz6OHz+OgoIC+Pj4oGXLlpreAs7OzlLHJCIiIiIDwaKbiOgF5eXl4ejRo5oi/MSJEygsLERAQAAuXrwodTwiIiIiMgAsuomIXlJBQQGOHDmC33//HatXr8ajR4/YvZyIiIiIALDoJiJ6bgUFBTh27BgOHDigmWbu7u6O0NBQhIaGIiwsDB4eHlLHJCIiIiIDwKKbiOg5tGzZEsePH4e3tzfCwsLQokULhIWFwdXVVepoRERERGSAWHQTET0HExMTuLq6okuXLggPD0dYWBgcHBykjkVEREREBopFNxHRc8jOzsbhw4cRHR2NAwcO4OzZs/D390dYWJimCHd0dJQ6JhEREREZCBbdREQvISsrCzExMZr13efOnUPNmjXx559/Sh2NiIiIiAyATOoARETGzNLSEvb29rC3t4ednR0UCgUuX74sdSwiIiIiMhAc6SYieg5qtRonT57UTC8/cuQIsrOzUb16dURERGg+PD09pY5KRERERAaARTcR0XNQqVTIzs6Gi4uLpsAODw+Hr6+v1NGIiIiIyACx6CYieg6rV69GREQE/P39pY5CREREREaARTcRERERERGRjrCRGhEREREREZGOsOgmIiIiIiIi0hEW3UREREREREQ6wqKbiIiIiIiISEdYdBMRERERERHpCItuIiMVHx+PgQMHws3NDaampvD09MSIESPw4MGD53qec+fOoXPnznBycoJSqYSXlxd69uyJlJQUHSUnIiIiIqo6WHQTGaGbN2+iUaNGuHbtGjZu3Ijr169j1apV2LdvH0JCQpCWllau50lNTUWrVq1gb2+PXbt24fLly1i7di3c3NyQnZ2t43dBRERERFT5segmMkJDhw6Fqakpdu/ejbCwMHh4eKB9+/bYu3cv7t69i48//hgA4OXlhRkzZqBXr16wtLRE9erVsXz5cs3zHDlyBBkZGfjqq68QHBwMb29vREREYNGiRfD29oYoivDz88P8+fO1Xv/s2bMQBAHXr1+HKIqYNm0aPDw8YGZmBjc3NwwfPlyv3w8iIiIiIkPFopvIyKSlpWHXrl0YMmQIzM3Ntc65uLigd+/e+P777yGKIgBg3rx5qFevHs6cOYOJEydixIgR2LNnj+b6oqIibN26VXP9PwmCgIEDB2Lt2rVax9euXYvQ0FD4+flh8+bNWLRoEVavXo1r167h559/Rp06dXT07omIiIiIjAuLbiIjc+3aNYiiiMDAwDLPBwYG4uHDh0hNTQUANG/eHBMnToS/vz8+/PBDvPXWW1i0aBEAoGnTppg0aRLeeecdVKtWDe3bt8e8efOQnJyseb7+/fvjypUrOHHiBACgsLAQ3333HQYOHAgAiIuLg4uLC1q3bg0PDw80btwY7733ni6/BURERERERoNFN5GRKmtkuiwhISGlHl++fFnzeNasWUhKSsKqVatQu3ZtrFq1CgEBAbhw4QIAwM3NDR07dkRUVBQAYNu2bcjPz0f37t0BAN27d0dubi58fHzw3nvvYevWrSgqKqqIt0hEREREZPRYdBMZGT8/PwiCoFU4/9Ply5dhZ2cHR0fHcj+ng4MDunfvjvnz5+Py5ctwc3PTWsc9aNAgbNq0Cbm5uVi7di169uwJCwsLAIC7uzuuXLmCFStWwNzcHEOGDEFoaCgKCwtf7o0SEREREVUCLLqJjIyDgwPatGmDFStWIDc3V+tcUlISNmzYgJ49e0IQBADAsWPHtK45duzYE6emA4CpqSl8fX21upd36NABlpaWWLlyJXbu3KmZWv6Yubk53njjDSxZsgTR0dGIjY3VjJQTEREREVVlCqkDENHzW7ZsGZo1a4Z27dph5syZ8Pb2xsWLFzFu3DhUr14ds2bN0lx75MgRzJ07F126dMGePXvw448/4rfffgMAbN++HZs2bcLbb78Nf39/iKKIbdu2YceOHVrN0+RyOfr374+PPvoINWvW1Jqyvm7dOhQXF6NJkyawsLDAt99+C3Nzc3h6eurvG0JEREREZKA40k1khGrWrImTJ0/Cx8cHPXr0gK+vL95//31EREQgNjYW9vb2mmvHjBmDkydPIjg4GDNnzsTChQvRrl07AEBQUBAsLCwwZswY1K9fH02bNsUPP/yAr776Cn369NF6zcjISBQUFGDAgAFax21tbfHll1+iefPmqFu3Lvbu3Ytt27bBwcFB998IIiIiIiIDJ4jl7cZEREbHy8sLI0eOxMiRI1/6uQ4fPoxWrVohPj4ezs7OLx+OiIiIiKgK4PRyInqq/Px8pKamYtq0aejevTsLbiIiIiKi58Dp5UT0VBs3boSnpyfS09Mxd+5cqeMQERERERkVTi8nIiIiIiIi0hGOdBMRERERERHpCItuIiIiIiIiIh1h0U1ERERERESkIyy6iYiIiIiIiHSERTcRERERERGRjrDoJiIiIiIiItIRFt1EREREREREOsKim4iIiIiIiEhHWHQTERERERER6cj/ATuwFKgV5edAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:35: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\2299765943.py:23: 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(data=df, x=column, palette='Set2')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def univariate_analysis(df, threshold=10):\n",
    "    \"\"\"\n",
    "    Perform univariate analysis on all columns of the dataframe.\n",
    "\n",
    "    Parameters:\n",
    "    - df: DataFrame\n",
    "    - threshold: int, threshold number of categories for which detailed analysis is performed\n",
    "    \"\"\"\n",
    "    for column in df.columns:\n",
    "        plt.figure(figsize=(10, 6))\n",
    "        unique_values = df[column].nunique()\n",
    "        if df[column].dtype == 'object':\n",
    "            # For object type columns (categorical)\n",
    "            if unique_values <= threshold:\n",
    "                plt.subplot(1, 2, 1)\n",
    "                sns.countplot(data=df, x=column, palette='Set2')\n",
    "                plt.xticks(rotation=90)\n",
    "                plt.title(f'Countplot of {column}')\n",
    "\n",
    "                plt.subplot(1, 2, 2)\n",
    "                df[column].value_counts().plot(kind='pie', autopct='%1.1f%%', colors=sns.color_palette('Pastel1'))\n",
    "                plt.title(f'Distribution of {column}')\n",
    "                plt.axis('equal')\n",
    "            else:\n",
    "                # Aggregate less frequent categories into \"Other\"\n",
    "                top_categories = df[column].value_counts().index[:threshold]\n",
    "                df[column] = df[column].apply(lambda x: x if x in top_categories else 'Other')\n",
    "                sns.countplot(data=df, x=column, palette='Set2')\n",
    "                plt.xticks(rotation=90)\n",
    "                plt.title(f'Countplot of {column} (Top {threshold} categories)')\n",
    "        elif df[column].dtype in ['int64', 'float64']:\n",
    "            # For numerical type columns\n",
    "            sns.histplot(data=df, x=column, kde=True, color='skyblue')\n",
    "            plt.title(f'Histogram of {column}')\n",
    "            \n",
    "        plt.tight_layout()\n",
    "        plt.show()\n",
    "\n",
    "# Reset the index of the DataFrame\n",
    "df.reset_index(drop=True, inplace=True)\n",
    "# Call the function with your DataFrame\n",
    "univariate_analysis(df)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "def bivariate_analysis(df, x_column, y_column):\n",
    "    \"\"\"\n",
    "    Perform bivariate analysis between two columns of the dataframe using different charts from Seaborn.\n",
    "\n",
    "    Parameters:\n",
    "    - df: DataFrame\n",
    "    - x_column: str, name of the first column\n",
    "    - y_column: str, name of the second column\n",
    "    \"\"\"\n",
    "    # Create an increasing color palette\n",
    "    num_categories = len(df[x_column].unique())\n",
    "    color_palette = sns.color_palette(\"viridis\", num_categories)\n",
    "\n",
    "    plt.figure(figsize=(20, 7))\n",
    "\n",
    "    # Box plot\n",
    "    plt.subplot(1, 3, 1)\n",
    "    if df[x_column].dtype == 'object':\n",
    "        sns.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
    "        plt.xticks(rotation=90)\n",
    "        plt.title(f'Bivariate Boxplot between {x_column} and {y_column}')\n",
    "\n",
    "    # Bar plot\n",
    "    plt.subplot(1, 3, 2)\n",
    "    if df[x_column].dtype == 'object':\n",
    "        sns.barplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
    "        plt.xticks(rotation=90)\n",
    "        plt.title(f'Bivariate Barplot between {x_column} and {y_column}')\n",
    "\n",
    "    # Point plot\n",
    "    plt.subplot(1, 3, 3)\n",
    "    if df[x_column].dtype == 'object':\n",
    "        sns.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
    "        plt.xticks(rotation=90)\n",
    "        plt.title(f'Bivariate Pointplot between {x_column} and {y_column}')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# Example usage:\n",
    "# bivariate_analysis(df, 'Categorical_Column', 'Numeric_Column')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: 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.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: 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(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: 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.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bivariate_analysis(df, 'Company', 'Price')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: 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.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: 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(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: 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.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bivariate_analysis(df, 'TypeName', 'Price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: 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.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: 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(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: 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.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_5_cpu = df['Cpu'].value_counts().index[:5]\n",
    "bivariate_analysis(df[df['Cpu'].isin(top_5_cpu)], 'Cpu', 'Price')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: 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.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: 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(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: 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.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_5_gpu = df['Gpu'].value_counts().index[:5]\n",
    "\n",
    "bivariate_analysis(df[df['Gpu'].isin(top_5_gpu)], 'Gpu', 'Price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: 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.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: 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(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: 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.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bivariate_analysis(df, 'Cpu brand', 'Price')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:22: 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.boxplot(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:29: 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(data=df, x=x_column, y=y_column, palette=color_palette)\n",
      "C:\\Users\\faisa\\AppData\\Local\\Temp\\ipykernel_14196\\902243052.py:36: 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.pointplot(data=df, x=x_column, y=y_column, palette=color_palette)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bivariate_analysis(df, 'Cpu Name', 'Price')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Ram vs Price\n",
    "sns.barplot(x=df['Ram'],y=df['Price'])\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABT0AAAJNCAYAAADziNFDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAACNxElEQVR4nOzdeXhM5///8dcESWwJsUVIiZ1SlDbSEmullvootS8tShdaa1tKLa2WUpSPJXShCx9LiyqqUrUUqda+1F47sUsI2e/fH345X9OgiW2S4/m4rrnaOec9Z94zt8nMvOac+ziMMUYAAAAAAAAAYBNurm4AAAAAAAAAAO4lQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAApCuHDx+Ww+HQjBkzXN0KMphatWqpVq1arm4DAACkA4SeAAAAd2Dy5MlyOBwKDAx0dSvpTtGiReVwOKxL/vz5VaNGDS1YsMDVrd0zu3fvlsPhkKenpy5duuTqdu6LoUOHOo2jm5ubChYsqMaNG+v33393dXsAAAC3ldnVDQAAAGREM2fOVNGiRfXHH3/owIEDKlGihKtbSlcqVaqkvn37SpJOnjypqVOnqlmzZpoyZYpeffXV2962SJEiunbtmrJkyfIgWr0j3377rXx9fXXx4kV99913evnll13d0n0zZcoU5ciRQ0lJSTp27Jg+++wzBQcH648//lClSpVc3R4AAMBNsacnAABAGh06dEjr16/X2LFjlS9fPs2cOfOB95CUlKSYmJgHfr+pVahQIbVv317t27fX22+/rXXr1il79uwaN27cLW+TkJCguLg4aw/KTJkyPcCOU88Yo1mzZqlt27Zq2LDhPR3/9DiuL7zwgtq3b6+OHTtq4MCBWrJkieLj4zVv3rzb3i4mJkZJSUkPqEsAAABnhJ4AAABpNHPmTOXOnVuNGjXSCy+84BR6xcfHy8fHR506dUpxu6ioKHl6eqpfv37WstjYWA0ZMkQlSpSQh4eH/P399fbbbys2Ntbptg6HQz169NDMmTP16KOPysPDQ8uWLZMkffLJJ3rqqaeUJ08eZc2aVVWqVNF3332X4v6vXbumN998U3nz5lXOnDnVpEkTnThxQg6HQ0OHDnWqPXHihDp37qwCBQrIw8NDjz76qL788ss7fs58fX1VtmxZHTp0SNL/zdv5ySef6NNPP1Xx4sXl4eGhv/7665Zzeu7Zs0ctW7ZUvnz5lDVrVpUuXVoDBw68o77/+9//6tFHH1W2bNmUO3duVa1aVbNmzUrVY1m3bp0OHz6s1q1bq3Xr1lqzZo2OHz+eoi4pKUnjx49XhQoV5OnpqXz58unZZ5/Vxo0brZrbjeuWLVvUoEEDeXl5KUeOHKpbt26Kw8rj4+M1bNgwlSxZUp6ensqTJ4+qV6+usLAwqyYiIkKdOnVS4cKF5eHhoYIFC+o///mPDh8+nKrH+0++vr6SpMyZ/++gsVWrVsnhcGj27NkaNGiQChUqpGzZsikqKkoXLlxQv379VKFCBeXIkUNeXl5q0KCBtm3b5rTd5G3MnTtXH374oQoXLixPT0/VrVtXBw4cSNHHtGnTVLx4cWXNmlVPPvmkfvvtt5v2ezdjDQAAMi4ObwcAAEijmTNnqlmzZnJ3d1ebNm00ZcoU/fnnn3riiSeUJUsWPf/885o/f76mTp0qd3d363YLFy5UbGysWrduLel6KNakSROtXbtW3bp1U9myZbVjxw6NGzdO+/bt08KFC53u99dff9XcuXPVo0cP5c2bV0WLFpUkjR8/Xk2aNFG7du0UFxen2bNnq0WLFlq8eLEaNWpk3f6ll17S3Llz1aFDB1WrVk2rV692Wp/s9OnTqlatmhXI5cuXTz/99JO6dOmiqKgo9erVK83PWXx8vI4dO6Y8efI4LZ8+fbpiYmLUrVs3eXh4yMfH56Z7B27fvl01atRQlixZ1K1bNxUtWlQHDx7Ujz/+qA8//DBNfX/22Wd688039cILL6hnz56KiYnR9u3btWHDBrVt2/ZfH8vMmTNVvHhxPfHEEypfvryyZcum//3vf3rrrbec6rp06aIZM2aoQYMGevnll5WQkKDffvtNv//+u6pWrWrV3Wxcd+3apRo1asjLy0tvv/22smTJoqlTp6pWrVpavXq1NZfs0KFDNWLECL388st68sknFRUVpY0bN2rz5s165plnJEnNmzfXrl279MYbb6ho0aI6c+aMwsLCdPToUevf0O1cuHBB0vV/rydOnNAHH3wgT09PtWzZMkXtBx98IHd3d/Xr10+xsbFyd3fXX3/9pYULF6pFixYKCAjQ6dOnNXXqVNWsWVN//fWX/Pz8nLYxcuRIubm5qV+/foqMjNSoUaPUrl07bdiwwar54osv9Morr+ipp55Sr1699Pfff6tJkyby8fGRv7+/VXe3Yw0AADIwAwAAgFTbuHGjkWTCwsKMMcYkJSWZwoULm549e1o1P//8s5FkfvzxR6fbNmzY0BQrVsy6/s033xg3Nzfz22+/OdWFhoYaSWbdunXWMknGzc3N7Nq1K0VPV69edboeFxdnypcvb+rUqWMt27Rpk5FkevXq5VT70ksvGUlmyJAh1rIuXbqYggULmnPnzjnVtm7d2nh7e6e4v38qUqSIqV+/vjl79qw5e/as2bZtm2ndurWRZN544w1jjDGHDh0ykoyXl5c5c+aM0+2T102fPt1aFhwcbHLmzGmOHDniVJuUlJTmvv/zn/+YRx999LaP4Vbi4uJMnjx5zMCBA61lbdu2NRUrVnSq+/XXX40k8+abb6bYxo0932pcmzZtatzd3c3BgwetZSdPnjQ5c+Y0wcHB1rKKFSuaRo0a3bLfixcvGklm9OjRqX6MyYYMGWIkpbjkypXLLFu2zKl25cqVRpIpVqxYin8fMTExJjEx0WnZoUOHjIeHh3n//fdTbKNs2bImNjbWWj5+/HgjyezYscMYc30M8ufPbypVquRUN23aNCPJ1KxZ01p2N2MNAAAyNg5vBwAASIOZM2eqQIECql27tqTrhye3atVKs2fPVmJioiSpTp06yps3r+bMmWPd7uLFiwoLC1OrVq2sZfPmzVPZsmVVpkwZnTt3zrrUqVNHkrRy5Uqn+65Zs6bKlSuXoqesWbM63U9kZKRq1KihzZs3W8uTD5l+/fXXnW77xhtvOF03xuj777/Xc889J2OMU18hISGKjIx02u6tLF++XPny5VO+fPlUsWJFzZs3Tx06dNDHH3/sVNe8eXPly5fvtts6e/as1qxZo86dO+uRRx5xWudwONLcd65cuXT8+HH9+eef//o4/umnn37S+fPn1aZNG2tZmzZttG3bNu3atcta9v3338vhcGjIkCEptpHcc7J/jmtiYqKWL1+upk2bqlixYtbyggULqm3btlq7dq2ioqKsx7Jr1y7t37//pv1mzZpV7u7uWrVqlS5evJjmx5v8WMLCwrR8+XJNnz5dpUqVUvPmzbV+/foUtS+++KLTv0dJ8vDwkJubm/XYzp8/rxw5cqh06dI3/bfUqVMnpz2ka9SoIUn6+++/JUkbN27UmTNn9OqrrzrVvfTSS/L29nba1t2MNQAAyNgIPQEAAFIpMTFRs2fPVu3atXXo0CEdOHBABw4cUGBgoE6fPq0VK1ZIuj7XYfPmzfXDDz9Yc3POnz9f8fHxTqHn/v37tWvXLiscTL6UKlVKknTmzBmn+w8ICLhpX4sXL1a1atXk6ekpHx8f5cuXT1OmTFFkZKRVc+TIEbm5uaXYxj/POn/27FldunRJ06ZNS9FX8jyl/+zrZgIDAxUWFqZffvlF69ev17lz5/T111+nCMRu9ZhulBx2lS9f/pY1aen7nXfeUY4cOfTkk0+qZMmS6t69u9atW/evfUjXz9oeEBAgDw8Pa/yLFy+ubNmyOc3tevDgQfn5+cnHx+dft/nP5+Ds2bO6evWqSpcunaK2bNmy1lnUJen999/XpUuXVKpUKVWoUEFvvfWWtm/fbtV7eHjo448/1k8//aQCBQooODhYo0aNUkRERKoeryQFBwerXr16euaZZ/TSSy9pxYoVypkzZ4rA/GaPRbp+WPy4ceNUsmRJeXh4KG/evMqXL5+2b9/u9G802T+D7dy5c0uSFdoeOXJEklSyZEmnuixZsjiFxNLdjTUAAMjYmNMTAAAglX799VedOnVKs2fP1uzZs1OsnzlzpurXry9Jat26taZOnaqffvpJTZs21dy5c1WmTBlVrFjRqk9KSlKFChU0duzYm97fjXMTSkoRGErSb7/9piZNmig4OFiTJ09WwYIFlSVLFk2fPv2OTtaSPJ9m+/bt9eKLL9605rHHHvvX7eTNm1f16tX717qbPaY7kZa+y5Ytq71792rx4sVatmyZvv/+e02ePFmDBw/WsGHDbnkfUVFR+vHHHxUTE5MicJOkWbNm6cMPP0yxJ+e/uZvnIDg4WAcPHtQPP/yg5cuX6/PPP9e4ceMUGhqql19+WZLUq1cvPffcc1q4cKF+/vlnvffeexoxYoR+/fVXVa5cOc33mSNHDgUGBuqHH35QdHS0smfPftvH8tFHH+m9995T586d9cEHH8jHx0dubm7q1avXTedvzZQp003v1xiT5l7vdKwBAEDGR+gJAACQSjNnzlT+/Pk1adKkFOvmz5+vBQsWKDQ0VFmzZlVwcLAKFiyoOXPmqHr16vr1119TnGm8ePHi2rZtm+rWrZvmoCzZ999/L09PT/3888/y8PCwlk+fPt2prkiRIkpKStKhQ4ecArt/nhU7X758ypkzpxITE1MVWj4IyXvv7dy585Y1ae07e/bsatWqlVq1aqW4uDg1a9ZMH374oQYMGCBPT8+b3mb+/PmKiYnRlClTlDdvXqd1e/fu1aBBg7Ru3TpVr15dxYsX188//6wLFy6kam/Pfz6WbNmyae/evSnW7dmzR25ubk6BuI+Pjzp16qROnTrpypUrCg4O1tChQ63QU7r+b61v377q27ev9u/fr0qVKmnMmDH69ttv09RbsoSEBEnSlStXnELPm/nuu+9Uu3ZtffHFF07LL126lOJ5TI0iRYpIur6ndPJUENL1k2UdOnTI6YcF6c7GGgAAZHwc3g4AAJAK165d0/z589W4cWO98MILKS49evTQ5cuXtWjRIkmSm5ubXnjhBf3444/65ptvlJCQ4HRouyS1bNlSJ06c0GeffXbT+4uOjv7XvjJlyiSHw2HNJypJhw8fTnHm95CQEEnS5MmTnZb/97//TbG95s2b6/vvv79pyHj27Nl/7eley5cvn4KDg/Xll1/q6NGjTuuS9/5LS9/nz593Wufu7q5y5crJGKP4+Phb9vHtt9+qWLFievXVV1OMf79+/ZQjRw7rEPfmzZvLGHPTvQn/bY/FTJkyqX79+vrhhx90+PBha/np06c1a9YsVa9eXV5eXjd9LDly5FCJEiWsaRWuXr2qmJgYp5rixYsrZ86cVk1aXbhwQevXr5evr6/y58//r/WZMmVK8ZjnzZunEydO3NH9V61aVfny5VNoaKji4uKs5TNmzNClS5ecau90rAEAQMbHnp4AAACpsGjRIl2+fFlNmjS56fpq1aopX758mjlzphVutmrVSv/97381ZMgQVahQQWXLlnW6TYcOHTR37ly9+uqrWrlypZ5++mklJiZqz549mjt3rn7++WdVrVr1tn01atRIY8eO1bPPPqu2bdvqzJkzmjRpkkqUKOE0t2OVKlXUvHlzffrppzp//ryqVaum1atXa9++fZKcT64zcuRIrVy5UoGBgeratavKlSunCxcuaPPmzfrll1904cKFO3oO78aECRNUvXp1Pf744+rWrZsCAgJ0+PBhLVmyRFu3bk1T3/Xr15evr6+efvppFShQQLt379bEiRPVqFEj5cyZ86b3f/LkSa1cuVJvvvnmTdd7eHgoJCRE8+bN04QJE1S7dm116NBBEyZM0P79+/Xss88qKSlJv/32m2rXrq0ePXrc9vEOHz5cYWFhql69ul5//XVlzpxZU6dOVWxsrEaNGmXVlStXTrVq1VKVKlXk4+OjjRs36rvvvrO2v2/fPtWtW1ctW7ZUuXLllDlzZi1YsECnT59W69atU/Xcf/fdd8qRI4eMMTp58qS++OILXbx4UaGhoanaQ7lx48Z6//331alTJz311FPasWOHZs6cmWL+zdTKkiWLhg8frldeeUV16tRRq1atdOjQIU2fPj3FNu9krAEAgE245qTxAAAAGctzzz1nPD09TXR09C1rXnrpJZMlSxZz7tw5Y4wxSUlJxt/f30gyw4cPv+lt4uLizMcff2weffRR4+HhYXLnzm2qVKlihg0bZiIjI606SaZ79+433cYXX3xhSpYsaTw8PEyZMmXM9OnTzZAhQ8w/P+pFR0eb7t27Gx8fH5MjRw7TtGlTs3fvXiPJjBw50qn29OnTpnv37sbf399kyZLF+Pr6mrp165pp06b963NVpEgR06hRo9vWHDp0yEgyo0ePvuW66dOnOy3fuXOnef75502uXLmMp6enKV26tHnvvffS3PfUqVNNcHCwyZMnj/Hw8DDFixc3b731ltPz/U9jxowxksyKFStuWTNjxgwjyfzwww/GGGMSEhLM6NGjTZkyZYy7u7vJly+fadCggdm0aZN1m9uN6+bNm01ISIjJkSOHyZYtm6ldu7ZZv369U83w4cPNk08+aXLlymWyZs1qypQpYz788EMTFxdnjDHm3Llzpnv37qZMmTIme/bsxtvb2wQGBpq5c+fe8nEkS/43dOMle/bsJigoKMXtV65caSSZefPmpdhOTEyM6du3rylYsKDJmjWrefrpp014eLipWbOmqVmz5r9u41b/HiZPnmwCAgKMh4eHqVq1qlmzZk2Kbd7JWAMAAHtwGHMHM4IDAADAFrZu3arKlSvr22+/Vbt27VzdDgAAAHBPMKcnAADAQ+LatWspln366adyc3NTcHCwCzoCAAAA7g/m9AQAAHhIjBo1Sps2bVLt2rWVOXNm/fTTT/rpp5/UrVs3p7OBAwAAABkdh7cDAAA8JMLCwjRs2DD99ddfunLlih555BF16NBBAwcOVObM/BYOAAAA+yD0BAAAAAAAAGArzOkJAAAAAAAAwFYIPQEAAAAAAADYCpM3PUBJSUk6efKkcubMKYfD4ep2AAAAAAAAgAzFGKPLly/Lz89Pbm633p+T0PMBOnnyJGdGBQAAAAAAAO7SsWPHVLhw4VuuJ/R8gHLmzCnp+qB4eXm5uBsAAAAAAAAgY4mKipK/v7+Vs90KoecDlHxIu5eXF6EnAAAAAAAAcIf+bepITmQEAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAW8ns6gZwf43ccs7VLdxX/SvndXULAAAAAAAASGfY0xMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtuLS0HPNmjV67rnn5OfnJ4fDoYULFzqtdzgcN72MHj3aqilatGiK9SNHjnTazvbt21WjRg15enrK399fo0aNStHLvHnzVKZMGXl6eqpChQpaunSp03pjjAYPHqyCBQsqa9asqlevnvbv33/vngwAAAAAAAAA94RLQ8/o6GhVrFhRkyZNuun6U6dOOV2+/PJLORwONW/e3Knu/fffd6p74403rHVRUVGqX7++ihQpok2bNmn06NEaOnSopk2bZtWsX79ebdq0UZcuXbRlyxY1bdpUTZs21c6dO62aUaNGacKECQoNDdWGDRuUPXt2hYSEKCYm5h4/KwAAAAAAAADuhsMYY1zdhHR9r84FCxaoadOmt6xp2rSpLl++rBUrVljLihYtql69eqlXr143vc2UKVM0cOBARUREyN3dXZLUv39/LVy4UHv27JEktWrVStHR0Vq8eLF1u2rVqqlSpUoKDQ2VMUZ+fn7q27ev+vXrJ0mKjIxUgQIFNGPGDLVu3TpVjzEqKkre3t6KjIyUl5dXqm5ztzh7OwAAAAAAAOwitflahpnT8/Tp01qyZIm6dOmSYt3IkSOVJ08eVa5cWaNHj1ZCQoK1Ljw8XMHBwVbgKUkhISHau3evLl68aNXUq1fPaZshISEKDw+XJB06dEgRERFONd7e3goMDLRqbiY2NlZRUVFOFwAAAAAAAAD3V2ZXN5BaX331lXLmzKlmzZo5LX/zzTf1+OOPy8fHR+vXr9eAAQN06tQpjR07VpIUERGhgIAAp9sUKFDAWpc7d25FRERYy26siYiIsOpuvN3Nam5mxIgRGjZs2B08WgAAAAAAAAB3KsOEnl9++aXatWsnT09Pp+V9+vSx/v+xxx6Tu7u7XnnlFY0YMUIeHh4Puk0nAwYMcOovKipK/v7+LuwIAAAAAAAAsL8McXj7b7/9pr179+rll1/+19rAwEAlJCTo8OHDkiRfX1+dPn3aqSb5uq+v721rblx/4+1uVnMzHh4e8vLycroAAAAAAAAAuL8yROj5xRdfqEqVKqpYseK/1m7dulVubm7Knz+/JCkoKEhr1qxRfHy8VRMWFqbSpUsrd+7cVs2NJ0dKrgkKCpIkBQQEyNfX16kmKipKGzZssGoAAAAAAAAApA8uPbz9ypUrOnDggHX90KFD2rp1q3x8fPTII49Iuh4uzps3T2PGjElx+/DwcG3YsEG1a9dWzpw5FR4ert69e6t9+/ZWoNm2bVsNGzZMXbp00TvvvKOdO3dq/PjxGjdunLWdnj17qmbNmhozZowaNWqk2bNna+PGjZo2bZqk62eW79Wrl4YPH66SJUsqICBA7733nvz8/G57tnkAAAAAAAAAD55LQ8+NGzeqdu3a1vXk+S9ffPFFzZgxQ5I0e/ZsGWPUpk2bFLf38PDQ7NmzNXToUMXGxiogIEC9e/d2mkfT29tby5cvV/fu3VWlShXlzZtXgwcPVrdu3ayap556SrNmzdKgQYP07rvvqmTJklq4cKHKly9v1bz99tuKjo5Wt27ddOnSJVWvXl3Lli1LMccoAAAAAAAAANdyGGOMq5t4WERFRcnb21uRkZEPbH7PkVvOPZD7cZX+lfO6ugUAAAAAAAA8IKnN1zLEnJ4AAAAAAAAAkFqEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK24NPRcs2aNnnvuOfn5+cnhcGjhwoVO61966SU5HA6ny7PPPutUc+HCBbVr105eXl7KlSuXunTpoitXrjjVbN++XTVq1JCnp6f8/f01atSoFL3MmzdPZcqUkaenpypUqKClS5c6rTfGaPDgwSpYsKCyZs2qevXqaf/+/ffmiQAAAAAAAABwz7g09IyOjlbFihU1adKkW9Y8++yzOnXqlHX53//+57S+Xbt22rVrl8LCwrR48WKtWbNG3bp1s9ZHRUWpfv36KlKkiDZt2qTRo0dr6NChmjZtmlWzfv16tWnTRl26dNGWLVvUtGlTNW3aVDt37rRqRo0apQkTJig0NFQbNmxQ9uzZFRISopiYmHv4jAAAAAAAAAC4Ww5jjHF1E5LkcDi0YMECNW3a1Fr20ksv6dKlSyn2AE22e/dulStXTn/++aeqVq0qSVq2bJkaNmyo48ePy8/PT1OmTNHAgQMVEREhd3d3SVL//v21cOFC7dmzR5LUqlUrRUdHa/Hixda2q1WrpkqVKik0NFTGGPn5+alv377q16+fJCkyMlIFChTQjBkz1Lp161Q9xqioKHl7eysyMlJeXl5pfYruyMgt5x7I/bhK/8p5Xd0CAAAAAAAAHpDU5mvpfk7PVatWKX/+/CpdurRee+01nT9/3loXHh6uXLlyWYGnJNWrV09ubm7asGGDVRMcHGwFnpIUEhKivXv36uLFi1ZNvXr1nO43JCRE4eHhkqRDhw4pIiLCqcbb21uBgYFWzc3ExsYqKirK6QIAAAAAAADg/krXoeezzz6rr7/+WitWrNDHH3+s1atXq0GDBkpMTJQkRUREKH/+/E63yZw5s3x8fBQREWHVFChQwKkm+fq/1dy4/sbb3azmZkaMGCFvb2/r4u/vn6bHDwAAAAAAACDtMru6gdu58bDxChUq6LHHHlPx4sW1atUq1a1b14Wdpc6AAQPUp08f63pUVBTBJwAAAAAAAHCfpes9Pf+pWLFiyps3rw4cOCBJ8vX11ZkzZ5xqEhISdOHCBfn6+lo1p0+fdqpJvv5vNTeuv/F2N6u5GQ8PD3l5eTldAAAAAAAAANxfGSr0PH78uM6fP6+CBQtKkoKCgnTp0iVt2rTJqvn111+VlJSkwMBAq2bNmjWKj4+3asLCwlS6dGnlzp3bqlmxYoXTfYWFhSkoKEiSFBAQIF9fX6eaqKgobdiwwaoBAAAAAAAAkD64NPS8cuWKtm7dqq1bt0q6fsKgrVu36ujRo7py5Yreeust/f777zp8+LBWrFih//znPypRooRCQkIkSWXLltWzzz6rrl276o8//tC6devUo0cPtW7dWn5+fpKktm3byt3dXV26dNGuXbs0Z84cjR8/3umw8549e2rZsmUaM2aM9uzZo6FDh2rjxo3q0aOHpOtnlu/Vq5eGDx+uRYsWaceOHerYsaP8/PyczjYPAAAAAAAAwPVcOqfnxo0bVbt2bet6chD54osvasqUKdq+fbu++uorXbp0SX5+fqpfv74++OADeXh4WLeZOXOmevToobp168rNzU3NmzfXhAkTrPXe3t5avny5unfvripVqihv3rwaPHiwunXrZtU89dRTmjVrlgYNGqR3331XJUuW1MKFC1W+fHmr5u2331Z0dLS6deumS5cuqXr16lq2bJk8PT3v51MEAAAAAAAAII0cxhjj6iYeFlFRUfL29lZkZOQDm99z5JZzD+R+XKV/5byubgEAAAAAAAAPSGrztQw1pycAAAAAAAAA/BtCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC24tLQc82aNXruuefk5+cnh8OhhQsXWuvi4+P1zjvvqEKFCsqePbv8/PzUsWNHnTx50mkbRYsWlcPhcLqMHDnSqWb79u2qUaOGPD095e/vr1GjRqXoZd68eSpTpow8PT1VoUIFLV261Gm9MUaDBw9WwYIFlTVrVtWrV0/79++/d08GAAAAAAAAgHvCpaFndHS0KlasqEmTJqVYd/XqVW3evFnvvfeeNm/erPnz52vv3r1q0qRJitr3339fp06dsi5vvPGGtS4qKkr169dXkSJFtGnTJo0ePVpDhw7VtGnTrJr169erTZs26tKli7Zs2aKmTZuqadOm2rlzp1UzatQoTZgwQaGhodqwYYOyZ8+ukJAQxcTE3ONnBQAAAAAAAMDdcBhjjKubkCSHw6EFCxaoadOmt6z5888/9eSTT+rIkSN65JFHJF3f07NXr17q1avXTW8zZcoUDRw4UBEREXJ3d5ck9e/fXwsXLtSePXskSa1atVJ0dLQWL15s3a5atWqqVKmSQkNDZYyRn5+f+vbtq379+kmSIiMjVaBAAc2YMUOtW7dO1WOMioqSt7e3IiMj5eXllarb3K2RW849kPtxlf6V87q6BQAAAAAAADwgqc3XMtScnpGRkXI4HMqVK5fT8pEjRypPnjyqXLmyRo8erYSEBGtdeHi4goODrcBTkkJCQrR3715dvHjRqqlXr57TNkNCQhQeHi5JOnTokCIiIpxqvL29FRgYaNUAAAAAAAAASB8yu7qB1IqJidE777yjNm3aOKW4b775ph5//HH5+Pho/fr1GjBggE6dOqWxY8dKkiIiIhQQEOC0rQIFCljrcufOrYiICGvZjTURERFW3Y23u1nNzcTGxio2Nta6HhUVldaHDQAAAAAAACCNMkToGR8fr5YtW8oYoylTpjit69Onj/X/jz32mNzd3fXKK69oxIgR8vDweNCtOhkxYoSGDRvm0h4AAAAAAACAh026P7w9OfA8cuSIwsLC/nUuzMDAQCUkJOjw4cOSJF9fX50+fdqpJvm6r6/vbWtuXH/j7W5WczMDBgxQZGSkdTl27Ni/PFoAAAAAAAAAdytdh57Jgef+/fv1yy+/KE+ePP96m61bt8rNzU358+eXJAUFBWnNmjWKj4+3asLCwlS6dGnlzp3bqlmxYoXTdsLCwhQUFCRJCggIkK+vr1NNVFSUNmzYYNXcjIeHh7y8vJwuAAAAAAAAAO4vlx7efuXKFR04cMC6fujQIW3dulU+Pj4qWLCgXnjhBW3evFmLFy9WYmKiNX+mj4+P3N3dFR4erg0bNqh27drKmTOnwsPD1bt3b7Vv394KNNu2bathw4apS5cueuedd7Rz506NHz9e48aNs+63Z8+eqlmzpsaMGaNGjRpp9uzZ2rhxo6ZNmybp+pnle/XqpeHDh6tkyZIKCAjQe++9Jz8/v9uebR4AAAAAAADAg+cwxhhX3fmqVatUu3btFMtffPFFDR06NMUJiJKtXLlStWrV0ubNm/X6669rz549io2NVUBAgDp06KA+ffo4zee5fft2de/eXX/++afy5s2rN954Q++8847TNufNm6dBgwbp8OHDKlmypEaNGqWGDRta640xGjJkiKZNm6ZLly6pevXqmjx5skqVKpXqxxsVFSVvb29FRkY+sL0+R24590Dux1X6V87r6hYAAAAAAADwgKQ2X3Np6PmwIfS89wg9AQAAAAAAHh6pzdfS9ZyeAAAAAAAAAJBWhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArdxR6/vbbb2rfvr2CgoJ04sQJSdI333yjtWvX3tPmAAAAAAAAACCt0hx6fv/99woJCVHWrFm1ZcsWxcbGSpIiIyP10Ucf3fMGAQAAAAAAACAt0hx6Dh8+XKGhofrss8+UJUsWa/nTTz+tzZs339PmAAAAAAAAACCt0hx67t27V8HBwSmWe3t769KlS/eiJwAAAAAAAAC4Y2kOPX19fXXgwIEUy9euXatixYrdk6YAAAAAAAAA4E6lOfTs2rWrevbsqQ0bNsjhcOjkyZOaOXOm+vXrp9dee+1+9AgAAAAAAAAAqZY5rTfo37+/kpKSVLduXV29elXBwcHy8PBQv3799MYbb9yPHgEAAAAAAAAg1dIcejocDg0cOFBvvfWWDhw4oCtXrqhcuXLKkSPH/egPAAAAAAAAANIkzaFnZGSkEhMT5ePjo3LlylnLL1y4oMyZM8vLy+ueNggAAAAAAAAAaZHmOT1bt26t2bNnp1g+d+5ctW7d+p40BQAAAAAAAAB3Ks2h54YNG1S7du0Uy2vVqqUNGzbck6YAAAAAAAAA4E6lOfSMjY1VQkJCiuXx8fG6du3aPWkKAAAAAAAAAO5UmkPPJ598UtOmTUuxPDQ0VFWqVLknTQEAAAAAAADAnUrziYyGDx+uevXqadu2bapbt64kacWKFfrzzz+1fPnye94gAAAAAAAAAKRFmvf0fPrppxUeHi5/f3/NnTtXP/74o0qUKKHt27erRo0a96NHAAAAAAAAAEi1NO/pKUmVKlXSzJkz73UvAAAAAAAAAHDXUhV6RkVFycvLy/r/20muAwAAAAAAAABXSFXomTt3bp06dUr58+dXrly55HA4UtQYY+RwOJSYmHjPmwQAAAAAAACA1EpV6Pnrr7/Kx8dHkrRy5cr72hAAAAAAAAAA3I1UhZ41a9aUJCUkJGj16tXq3LmzChcufF8bAwAAAAAAAIA7kaazt2fOnFmjR49WQkLC/eoHAAAAAAAAAO5KmkJPSapTp45Wr159P3oBAAAAAAAAgLuWqsPbb9SgQQP1799fO3bsUJUqVZQ9e3an9U2aNLlnzQEAAAAAAABAWqU59Hz99dclSWPHjk2xjrO3AwAAAAAAAHC1NIeeSUlJ96MPAAAAAAAAALgn0hR6Hj58WGFhYYqPj1fNmjX16KOP3q++AAAAAAAAAOCOpPpERitXrtSjjz6qV155RT169FDlypX17bff3tWdr1mzRs8995z8/PzkcDi0cOFCp/XGGA0ePFgFCxZU1qxZVa9ePe3fv9+p5sKFC2rXrp28vLyUK1cudenSRVeuXHGq2b59u2rUqCFPT0/5+/tr1KhRKXqZN2+eypQpI09PT1WoUEFLly5Ncy8AAAAAAAAAXC/Voed7772nZ555RidOnND58+fVtWtXvf3223d159HR0apYsaImTZp00/WjRo3ShAkTFBoaqg0bNih79uwKCQlRTEyMVdOuXTvt2rVLYWFhWrx4sdasWaNu3bpZ66OiolS/fn0VKVJEmzZt0ujRozV06FBNmzbNqlm/fr3atGmjLl26aMuWLWratKmaNm2qnTt3pqkXAAAAAAAAAK7nMMaY1BTmypVL69evV7ly5SRJV69elZeXl06fPq08efLcfSMOhxYsWKCmTZtKur5npZ+fn/r27at+/fpJkiIjI1WgQAHNmDFDrVu31u7du1WuXDn9+eefqlq1qiRp2bJlatiwoY4fPy4/Pz9NmTJFAwcOVEREhNzd3SVJ/fv318KFC7Vnzx5JUqtWrRQdHa3Fixdb/VSrVk2VKlVSaGhoqnpJjaioKHl7eysyMlJeXl53/Zylxsgt5x7I/bhK/8p5Xd0CAAAAAAAAHpDU5mup3tMzKipKefP+X8CULVs2Zc2aVZGRkXfX6S0cOnRIERERqlevnrXM29tbgYGBCg8PlySFh4crV65cVuApSfXq1ZObm5s2bNhg1QQHB1uBpySFhIRo7969unjxolVz4/0k1yTfT2p6AQAAAAAAAJA+pOlERj///LO8vb2t60lJSVqxYoXTYeBNmjS5J41FRERIkgoUKOC0vECBAta6iIgI5c+f32l95syZ5ePj41QTEBCQYhvJ63Lnzq2IiIh/vZ9/6+VmYmNjFRsba12Pioq6zSMGAAAAAAAAcC+kKfR88cUXUyx75ZVXrP93OBxKTEy8+65sYsSIERo2bJir2wAAAAAAAAAeKqk+vD0pKelfL/cy8PT19ZUknT592mn56dOnrXW+vr46c+aM0/qEhARduHDBqeZm27jxPm5Vc+P6f+vlZgYMGKDIyEjrcuzYsX951AAAAAAAAADuVqpDzwctICBAvr6+WrFihbUsKipKGzZsUFBQkCQpKChIly5d0qZNm6yaX3/9VUlJSQoMDLRq1qxZo/j4eKsmLCxMpUuXVu7cua2aG+8nuSb5flLTy814eHjIy8vL6QIAAAAAAADg/nJp6HnlyhVt3bpVW7dulXT9hEFbt27V0aNH5XA41KtXLw0fPlyLFi3Sjh071LFjR/n5+VlneC9btqyeffZZde3aVX/88YfWrVunHj16qHXr1vLz85MktW3bVu7u7urSpYt27dqlOXPmaPz48erTp4/VR8+ePbVs2TKNGTNGe/bs0dChQ7Vx40b16NFDklLVCwAAAAAAAID0IU1zet5rGzduVO3ata3ryUHkiy++qBkzZujtt99WdHS0unXrpkuXLql69epatmyZPD09rdvMnDlTPXr0UN26deXm5qbmzZtrwoQJ1npvb28tX75c3bt3V5UqVZQ3b14NHjxY3bp1s2qeeuopzZo1S4MGDdK7776rkiVLauHChSpfvrxVk5peAAAAAAAAALiewxhjXN3EwyIqKkre3t6KjIx8YIe6j9xy7oHcj6v0r5zX1S0AAAAAAADgAUltvpZu5/QEAAAAAAAAgDtxR6HnpUuX9Pnnn2vAgAG6cOGCJGnz5s06ceLEPW0OAAAAAAAAANIqzXN6bt++XfXq1ZO3t7cOHz6srl27ysfHR/Pnz9fRo0f19ddf348+AQAAAAAAACBV0rynZ58+ffTSSy9p//79TifxadiwodasWXNPmwMAAAAAAACAtEpz6Pnnn3/qlVdeSbG8UKFCioiIuCdNAQAAAAAAAMCdSnPo6eHhoaioqBTL9+3bp3z58t2TpgAAAAAAAADgTqU59GzSpInef/99xcfHS5IcDoeOHj2qd955R82bN7/nDQIAAAAAAABAWqQ59BwzZoyuXLmi/Pnz69q1a6pZs6ZKlCihnDlz6sMPP7wfPQIAAAAAAABAqqX57O3e3t4KCwvT2rVrtX37dl25ckWPP/646tWrdz/6AwAAAAAAAIA0SXPomax69eqqXr36vewFAAAAAAAAAO5amkPPCRMm3HS5w+GQp6enSpQooeDgYGXKlOmumwMAAAAAAACAtEpz6Dlu3DidPXtWV69eVe7cuSVJFy9eVLZs2ZQjRw6dOXNGxYoV08qVK+Xv73/PGwYAAAAAAACA20nziYw++ugjPfHEE9q/f7/Onz+v8+fPa9++fQoMDNT48eN19OhR+fr6qnfv3vejXwAAAAAAAAC4rTTv6Tlo0CB9//33Kl68uLWsRIkS+uSTT9S8eXP9/fffGjVqlJo3b35PGwUeViO3nHN1C/dV/8p5Xd0CAAAAAACwmTTv6Xnq1CklJCSkWJ6QkKCIiAhJkp+fny5fvnz33QEAAAAAAABAGqU59Kxdu7ZeeeUVbdmyxVq2ZcsWvfbaa6pTp44kaceOHQoICLh3XQIAAAAAAABAKqU59Pziiy/k4+OjKlWqyMPDQx4eHqpatap8fHz0xRdfSJJy5MihMWPG3PNmAQAAAAAAAODfpHlOT19fX4WFhWnPnj3at2+fJKl06dIqXbq0VVO7du171yEAAAAAAAAApEGaQ89kZcqUUZkyZe5lLwAAAAAAAABw1+4o9Dx+/LgWLVqko0ePKi4uzmnd2LFj70ljAAAAAAAAAHAn0hx6rlixQk2aNFGxYsW0Z88elS9fXocPH5YxRo8//vj96BEAAAAAAAAAUi3NJzIaMGCA+vXrpx07dsjT01Pff/+9jh07ppo1a6pFixb3o0cAAAAAAAAASLU0h567d+9Wx44dJUmZM2fWtWvXlCNHDr3//vv6+OOP73mDAAAAAAAAAJAWaQ49s2fPbs3jWbBgQR08eNBad+7cuXvXGQAAAAAAAADcgTTP6VmtWjWtXbtWZcuWVcOGDdW3b1/t2LFD8+fPV7Vq1e5HjwAAAAAAAACQamkOPceOHasrV65IkoYNG6YrV65ozpw5KlmyJGduBwAAAAAAAOByaQo9ExMTdfz4cT322GOSrh/qHhoael8aAwAAAAAAAIA7kaY5PTNlyqT69evr4sWL96sfAAAAAAAAALgraT6RUfny5fX333/fj14AAAAAAAAA4K6lOfQcPny4+vXrp8WLF+vUqVOKiopyugAAAAAAAACAK6X5REYNGzaUJDVp0kQOh8NaboyRw+FQYmLivesOAAAAAAAAANIozaHnypUr70cfAAAAAAAAAHBPpDn0rFmz5v3oAwAAAAAAAADuiTTP6SlJv/32m9q3b6+nnnpKJ06ckCR98803Wrt27T1tDgAAAAAAAADSKs2h5/fff6+QkBBlzZpVmzdvVmxsrCQpMjJSH3300T1vEAAAAAAAAADSIs2Htw8fPlyhoaHq2LGjZs+ebS1/+umnNXz48HvaHADYwcgt51zdwn3Vv3JeV7cAAAAAAICTNO/puXfvXgUHB6dY7u3trUuXLt2LngAAAAAAAADgjqU59PT19dWBAwdSLF+7dq2KFSt2T5oCAAAAAAAAgDuV5tCza9eu6tmzpzZs2CCHw6GTJ09q5syZ6tevn1577bX70SMAAAAAAAAApFqa5/Ts37+/kpKSVLduXV29elXBwcHy8PBQv3799MYbb9yPHgEAAAAAAAAg1dIcejocDg0cOFBvvfWWDhw4oCtXrqhcuXLKkSPH/egPAAAAAAAAANIkzYe3f/vtt7p69arc3d1Vrlw5PfnkkwSeAAAAAAAAANKNNIeevXv3Vv78+dW2bVstXbpUiYmJ96MvAAAAAAAAALgjaQ49T506pdmzZ8vhcKhly5YqWLCgunfvrvXr19+P/gAAAAAAAAAgTdIcembOnFmNGzfWzJkzdebMGY0bN06HDx9W7dq1Vbx48fvRIwAAAAAAAACkWppPZHSjbNmyKSQkRBcvXtSRI0e0e/fue9UXAAAAAAAAANyRNO/pKUlXr17VzJkz1bBhQxUqVEiffvqpnn/+ee3atete9wcAAAAAAAAAaZLmPT1bt26txYsXK1u2bGrZsqXee+89BQUF3Y/eAAAAAAAAACDN0hx6ZsqUSXPnzlVISIgyZcrktG7nzp0qX778PWsOAAAAAAAAANIqzaHnzJkzna5fvnxZ//vf//T5559r06ZNSkxMvGfNAQAAAAAAAEBa3dGcnpK0Zs0avfjiiypYsKA++eQT1alTR7///vu97A0AAAAAAAAA0ixNoWdERIRGjhypkiVLqkWLFvLy8lJsbKwWLlyokSNH6oknnrjnDRYtWlQOhyPFpXv37pKkWrVqpVj36quvOm3j6NGjatSokbJly6b8+fPrrbfeUkJCglPNqlWr9Pjjj8vDw0MlSpTQjBkzUvQyadIkFS1aVJ6engoMDNQff/xxzx8vAAAAAAAAgLuT6tDzueeeU+nSpbV9+3Z9+umnOnnypP773//ez94kSX/++adOnTplXcLCwiRJLVq0sGq6du3qVDNq1ChrXWJioho1aqS4uDitX79eX331lWbMmKHBgwdbNYcOHVKjRo1Uu3Ztbd26Vb169dLLL7+sn3/+2aqZM2eO+vTpoyFDhmjz5s2qWLGiQkJCdObMmfv+HAAAAAAAAABIvVSHnj/99JO6dOmiYcOGqVGjRilOYnS/5MuXT76+vtZl8eLFKl68uGrWrGnVZMuWzanGy8vLWrd8+XL99ddf+vbbb1WpUiU1aNBAH3zwgSZNmqS4uDhJUmhoqAICAjRmzBiVLVtWPXr00AsvvKBx48ZZ2xk7dqy6du2qTp06qVy5cgoNDVW2bNn05ZdfPpDnAQAAAAAAAEDqpPpERmvXrtUXX3yhKlWqqGzZsurQoYNat259P3tLIS4uTt9++6369Okjh8NhLZ85c6a+/fZb+fr66rnnntN7772nbNmySZLCw8NVoUIFFShQwKoPCQnRa6+9pl27dqly5coKDw9XvXr1nO4rJCREvXr1su5306ZNGjBggLXezc1N9erVU3h4+C37jY2NVWxsrHU9Kirqrh4/AODBG7nlnKtbuO/6V87r6hYAAAAA4J5K9Z6e1apV02effaZTp07plVde0ezZs+Xn56ekpCSFhYXp8uXL97NPSdLChQt16dIlvfTSS9aytm3b6ttvv9XKlSs1YMAAffPNN2rfvr21PiIiwinwlGRdj4iIuG1NVFSUrl27pnPnzikxMfGmNcnbuJkRI0bI29vbuvj7+9/R4wYAAAAAAACQemk+e3v27NnVuXNnrV27Vjt27FDfvn01cuRI5c+fX02aNLkfPVq++OILNWjQQH5+ftaybt26KSQkRBUqVFC7du309ddfa8GCBTp48OB97SU1BgwYoMjISOty7NgxV7cEAAAAAAAA2F6aQ88blS5dWqNGjdLx48f1v//97171dFNHjhzRL7/8opdffvm2dYGBgZKkAwcOSJJ8fX11+vRpp5rk676+vret8fLyUtasWZU3b15lypTppjXJ27gZDw8PeXl5OV0AAAAAAAAA3F93FXomy5Qpk5o2bapFixbdi83d1PTp05U/f341atTotnVbt26VJBUsWFCSFBQUpB07djidZT0sLExeXl4qV66cVbNixQqn7YSFhSkoKEiS5O7uripVqjjVJCUlacWKFVYNAAAAAAAAgPThnoSe91tSUpKmT5+uF198UZkz/9+5lw4ePKgPPvhAmzZt0uHDh7Vo0SJ17NhRwcHBeuyxxyRJ9evXV7ly5dShQwdt27ZNP//8swYNGqTu3bvLw8NDkvTqq6/q77//1ttvv609e/Zo8uTJmjt3rnr37m3dV58+ffTZZ5/pq6++0u7du/Xaa68pOjpanTp1erBPBgAAAAAAAIDbSvXZ213pl19+0dGjR9W5c2en5e7u7vrll1/06aefKjo6Wv7+/mrevLkGDRpk1WTKlEmLFy/Wa6+9pqCgIGXPnl0vvvii3n//fasmICBAS5YsUe/evTV+/HgVLlxYn3/+uUJCQqyaVq1a6ezZsxo8eLAiIiJUqVIlLVu2LMXJjQAAAAAAAAC4VoYIPevXry9jTIrl/v7+Wr169b/evkiRIlq6dOlta2rVqqUtW7bctqZHjx7q0aPHv94fAAAAAAAAANfJEIe3AwAAAAAAAEBqEXoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWMru6AQAAgPtp5JZzrm7hvupfOa+rWwAAAADSHfb0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK5ld3QAAAABwOyO3nHN1C/dV/8p5Xd0CAACA7bCnJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArmV3dAAAAAAD7GrnlnKtbuO/6V87r6hYAAMA/sKcnAAAAAAAAAFthT08AAAAAwC2xty4AICNiT08AAAAAAAAAtkLoCQAAAAAAAMBWOLwdAAAAAAAbs/sUBUxPAOBm2NMTAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsJXMrm4AAAAAAAAAtzZyyzlXt3Bf9a+c19UtwIbS9Z6eQ4cOlcPhcLqUKVPGWh8TE6Pu3bsrT548ypEjh5o3b67Tp087bePo0aNq1KiRsmXLpvz58+utt95SQkKCU82qVav0+OOPy8PDQyVKlNCMGTNS9DJp0iQVLVpUnp6eCgwM1B9//HFfHjMAAAAAAACAu5OuQ09JevTRR3Xq1CnrsnbtWmtd79699eOPP2revHlavXq1Tp48qWbNmlnrExMT1ahRI8XFxWn9+vX66quvNGPGDA0ePNiqOXTokBo1aqTatWtr69at6tWrl15++WX9/PPPVs2cOXPUp08fDRkyRJs3b1bFihUVEhKiM2fOPJgnAQAAAAAAAECqpfvQM3PmzPL19bUuefNe3+U5MjJSX3zxhcaOHas6deqoSpUqmj59utavX6/ff/9dkrR8+XL99ddf+vbbb1WpUiU1aNBAH3zwgSZNmqS4uDhJUmhoqAICAjRmzBiVLVtWPXr00AsvvKBx48ZZPYwdO1Zdu3ZVp06dVK5cOYWGhipbtmz68ssvH/wTAgAAAAAAAOC20n3ouX//fvn5+alYsWJq166djh49KknatGmT4uPjVa9ePau2TJkyeuSRRxQeHi5JCg8PV4UKFVSgQAGrJiQkRFFRUdq1a5dVc+M2kmuStxEXF6dNmzY51bi5ualevXpWDQAAAAAAAID0I12fyCgwMFAzZsxQ6dKlderUKQ0bNkw1atTQzp07FRERIXd3d+XKlcvpNgUKFFBERIQkKSIiwinwTF6fvO52NVFRUbp27ZouXryoxMTEm9bs2bPntv3HxsYqNjbWuh4VFZX6Bw8AAAAAAADgjqTr0LNBgwbW/z/22GMKDAxUkSJFNHfuXGXNmtWFnaXOiBEjNGzYMFe3AQAAAAAAADxU0v3h7TfKlSuXSpUqpQMHDsjX11dxcXG6dOmSU83p06fl6+srSfL19U1xNvfk6/9W4+XlpaxZsypv3rzKlCnTTWuSt3ErAwYMUGRkpHU5duxYmh8zAAAAAAAAgLTJUKHnlStXdPDgQRUsWFBVqlRRlixZtGLFCmv93r17dfToUQUFBUmSgoKCtGPHDqezrIeFhcnLy0vlypWzam7cRnJN8jbc3d1VpUoVp5qkpCStWLHCqrkVDw8PeXl5OV0AAAAAAAAA3F/pOvTs16+fVq9ercOHD2v9+vV6/vnnlSlTJrVp00be3t7q0qWL+vTpo5UrV2rTpk3q1KmTgoKCVK1aNUlS/fr1Va5cOXXo0EHbtm3Tzz//rEGDBql79+7y8PCQJL366qv6+++/9fbbb2vPnj2aPHmy5s6dq969e1t99OnTR5999pm++uor7d69W6+99pqio6PVqVMnlzwvAAAAAAAAAG4tXc/pefz4cbVp00bnz59Xvnz5VL16df3+++/Kly+fJGncuHFyc3NT8+bNFRsbq5CQEE2ePNm6faZMmbR48WK99tprCgoKUvbs2fXiiy/q/ffft2oCAgK0ZMkS9e7dW+PHj1fhwoX1+eefKyQkxKpp1aqVzp49q8GDBysiIkKVKlXSsmXLUpzcCAAAAAAAAIDrpevQc/bs2bdd7+npqUmTJmnSpEm3rClSpIiWLl162+3UqlVLW7ZsuW1Njx491KNHj9vWAAAAAAAAAHC9dH14OwAAAAAAAACkFaEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuZXd0AAAAAAAAAYFcjt5xzdQv3Xf/KeV3dQgrs6QkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALCVdB16jhgxQk888YRy5syp/Pnzq2nTptq7d69TTa1ateRwOJwur776qlPN0aNH1ahRI2XLlk358+fXW2+9pYSEBKeaVatW6fHHH5eHh4dKlCihGTNmpOhn0qRJKlq0qDw9PRUYGKg//vjjnj9mAAAAAAAAAHcnXYeeq1evVvfu3fX7778rLCxM8fHxql+/vqKjo53qunbtqlOnTlmXUaNGWesSExPVqFEjxcXFaf369frqq680Y8YMDR482Ko5dOiQGjVqpNq1a2vr1q3q1auXXn75Zf38889WzZw5c9SnTx8NGTJEmzdvVsWKFRUSEqIzZ87c/ycCAAAAAAAAQKpldnUDt7Ns2TKn6zNmzFD+/Pm1adMmBQcHW8uzZcsmX1/fm25j+fLl+uuvv/TLL7+oQIECqlSpkj744AO98847Gjp0qNzd3RUaGqqAgACNGTNGklS2bFmtXbtW48aNU0hIiCRp7Nix6tq1qzp16iRJCg0N1ZIlS/Tll1+qf//+9+PhAwAAAAAAALgD6XpPz3+KjIyUJPn4+DgtnzlzpvLmzavy5ctrwIABunr1qrUuPDxcFSpUUIECBaxlISEhioqK0q5du6yaevXqOW0zJCRE4eHhkqS4uDht2rTJqcbNzU316tWzagAAAAAAAACkD+l6T88bJSUlqVevXnr66adVvnx5a3nbtm1VpEgR+fn5afv27XrnnXe0d+9ezZ8/X5IUERHhFHhKsq5HRETctiYqKkrXrl3TxYsXlZiYeNOaPXv23LLn2NhYxcbGWtejoqLu4JEDAAAAAAAASIsME3p2795dO3fu1Nq1a52Wd+vWzfr/ChUqqGDBgqpbt64OHjyo4sWLP+g2nYwYMULDhg1zaQ8AAAAAAADAwyZDHN7eo0cPLV68WCtXrlThwoVvWxsYGChJOnDggCTJ19dXp0+fdqpJvp48D+itary8vJQ1a1blzZtXmTJlumnNreYSlaQBAwYoMjLSuhw7diwVjxYAAAAAAADA3UjXoacxRj169NCCBQv066+/KiAg4F9vs3XrVklSwYIFJUlBQUHasWOH01nWw8LC5OXlpXLlylk1K1ascNpOWFiYgoKCJEnu7u6qUqWKU01SUpJWrFhh1dyMh4eHvLy8nC4AAAAAAAAA7q90fXh79+7dNWvWLP3www/KmTOnNQent7e3smbNqoMHD2rWrFlq2LCh8uTJo+3bt6t3794KDg7WY489JkmqX7++ypUrpw4dOmjUqFGKiIjQoEGD1L17d3l4eEiSXn31VU2cOFFvv/22OnfurF9//VVz587VkiVLrF769OmjF198UVWrVtWTTz6pTz/9VNHR0dbZ3AEAAAAAAACkD+k69JwyZYokqVatWk7Lp0+frpdeeknu7u765ZdfrADS399fzZs316BBg6zaTJkyafHixXrttdcUFBSk7Nmz68UXX9T7779v1QQEBGjJkiXq3bu3xo8fr8KFC+vzzz9XSEiIVdOqVSudPXtWgwcPVkREhCpVqqRly5alOLkRAAAAAAAAANdK16GnMea26/39/bV69ep/3U6RIkW0dOnS29bUqlVLW7ZsuW1Njx491KNHj3+9PwAAAAAAAACuk67n9AQAAAAAAACAtCL0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArhJ4AAAAAAAAAbIXQEwAAAAAAAICtEHoCAAAAAAAAsBVCTwAAAAAAAAC2QugJAAAAAAAAwFYIPQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AgAAAAAAALAVQk8AAAAAAAAAtkLoCQAAAAAAAMBWCD0BAAAAAAAA2AqhJwAAAAAAAABbIfQEAAAAAAAAYCuEngAAAAAAAABshdATAAAAAAAAgK0QegIAAAAAAACwFUJPAAAAAAAAALZC6AkAAAAAAADAVgg9AQAAAAAAANgKoScAAAAAAAAAWyH0BAAAAAAAAGArhJ4AAAAAAAAAbIXQM40mTZqkokWLytPTU4GBgfrjjz9c3RIAAAAAAACAGxB6psGcOXPUp08fDRkyRJs3b1bFihUVEhKiM2fOuLo1AAAAAAAAAP8foWcajB07Vl27dlWnTp1Urlw5hYaGKlu2bPryyy9d3RoAAAAAAACA/y+zqxvIKOLi4rRp0yYNGDDAWubm5qZ69eopPDz8preJjY1VbGysdT0yMlKSFBUVdX+bvUHMlcsP7L5cISrK3dUt3HeMYcbHGGZsdh8/iTHM6Ow+fhJjmNHZffwkxtAOGMOMze7jJzGGGZ3dx096sGOYnKsZY25b5zD/VgFJ0smTJ1WoUCGtX79eQUFB1vK3335bq1ev1oYNG1LcZujQoRo2bNiDbBMAAAAAAACwvWPHjqlw4cK3XM+envfRgAED1KdPH+t6UlKSLly4oDx58sjhcLiws/sjKipK/v7+OnbsmLy8vFzdDu4AY5jxMYYZG+OX8TGGGR9jmPExhhkb45fxMYYZH2OY8dl9DI0xunz5svz8/G5bR+iZSnnz5lWmTJl0+vRpp+WnT5+Wr6/vTW/j4eEhDw8Pp2W5cuW6Xy2mG15eXrZ8UT1MGMOMjzHM2Bi/jI8xzPgYw4yPMczYGL+MjzHM+BjDjM/OY+jt7f2vNZzIKJXc3d1VpUoVrVixwlqWlJSkFStWOB3uDgAAAAAAAMC12NMzDfr06aMXX3xRVatW1ZNPPqlPP/1U0dHR6tSpk6tbAwAAAAAAAPD/EXqmQatWrXT27FkNHjxYERERqlSpkpYtW6YCBQq4urV0wcPDQ0OGDElxSD8yDsYw42MMMzbGL+NjDDM+xjDjYwwzNsYv42MMMz7GMONjDK/j7O0AAAAAAAAAbIU5PQEAAAAAAADYCqEnAAAAAAAAAFsh9AQAAAAAAABgK4SeAAAAAAAAAGyF0BMAAAAAAACArRB6AripuLg4V7cA4A4lJSW5ugXANg4ePOjqFgAgQzPGuLoF4KFnjHkoX4uEnnigkl9kly9fdnEnuJ2///5bPXv21MaNG13dCu6hh/FN7mHl5nb97X3Pnj2SGHvgTn333Xd64YUX9OOPP7q6Fdwj/CgEPBiXL1/WpUuXdPbsWTkcDle3g3ss+bPlxo0btXv3bhd3g9RwOBxyOBxaunSptm3b5up2HhhCTzxQDodDCxYsUPfu3XX+/HlXt4NbOH78uGbOnKmJEydq69atrm4H90BSUpL1gfPSpUuKjo7W1atXJRGI2cmNX+bDw8NVrlw5LVmyRA6Hg3FOp5LHJT4+XteuXXNxN/gnLy8vFS5cWBMmTNCSJUtc3Q7uUPLrbN26dfruu+909uxZF3eE+41w27X++usvNW3aVIGBgapQoYK+/fZbV7eEe8zhcOinn35S9erVdeLECSUkJLi6JaTCn3/+qcaNG2v79u0PzXcDQk88EMkvqD179uidd95RnTp1lDt3bhd3hX9KSEhQYmKigoODtXDhQq1evVpjxowh+MzgjDHWnn8fffSR2rRpo6pVq+r111/XihUr+PXdJm4c58mTJyssLEyS1KJFCy1cuJDgMx0yxlhfGtq3b68nn3xSQ4cO1R9//OHq1h56yQFn/fr11a9fP+XIkUOffPIJwWcGlPw6mz9/vho1aqS9e/cqKirK1W3hHkl+X9u9e7d++eUX/fbbb7p8+bLc3Nx4z3ORrVu3KjAwUOXKlVOnTp1Up04dderUSQsWLHB1a7iHLly4oK1bt2r48OGqV6+eMmfO7OqW8C+2b9+uU6dOacSIEerQocND8x3QYXg3wAOyadMmrVixQvv371doaKgkKVOmTC7uCskOHTqk77//XlWqVFH16tWVJUsWrVy5Up07d9bTTz+tfv36qVKlSq5uE2mQ/EUv2cCBAzV16lRNmTJFbm5u+vTTT7V//35t375d+fPnd2GnuJfeffddTZ8+XaNHj9bZs2f122+/adGiRZo7d66aNWuW4t8FXOuHH35Q+/bt1bVrVwUEBGjq1KkqWrSoXn/9dTVs2NDV7T2UNm7cqGbNmqlOnTqaMWOGJGnVqlUaP368Ll26pH79+qlRo0aubRJpsmrVKjVt2lTjxo1Tx44drc+fsbGx8vDwcHF3uFPJ72ffffedevXqZYUuSUlJmj9/vqpWrcp73gO2e/duVaxYUcOGDdOAAQMkSRcvXlTDhg3lcDi0cuVKXnM28Ndff6ly5coqVKiQhg4dqo4dO7q6JfyLiIgIVatWTUePHlX//v310UcfKTEx8aHIY9jTEw/MwIED1b9/f23evFkJCQnKlCkTv8CmEzt27NAzzzyj9evX68qVK8qSJYuMMapdu7a+/PJLrVu3Tp988gl7fGYwDofDOrzr77//1i+//KLvvvtOLVq0UPbs2bV9+3Z98MEHyp8/vxITE13cLe6FiIgILV68WCNHjlT79u3Vu3dvTZkyRa+//rpatmypRYsWscdnOrJ7924NGDBAo0eP1tixY/Xaa6/p9OnT2rZtm8aOHavly5e7usWHUqlSpdS3b1/t2LFDnTt3liTVqlVLPXv2VK5cufTJJ59o8eLFLu4SafHLL7+odu3a6tSpk2JjY7VmzRp17txZ3bt316JFi1zdHu6Qw+HQH3/8oc6dO2vo0KFavXq1FixYoGrVqumZZ57Rli1bnD4L4f4yxuibb75RQkKCGjRoIOn61C25c+dW2bJllSdPnociYLGz5M+P5cqV02uvvabDhw/ryJEjvMYygBw5cuj9999X6dKlFR4eLun6DmgPw3dAQk88MIsXL1br1q119OhRffPNN4qJieHLdzqwd+9e1apVSy1atNBnn32m5557TpKssaldu7Y+++wzK/h8mCY9zqjeeOMNjRgxQtL/ndAmNjZWx44dU6VKlfTjjz+qRYsW+vjjj9W1a1ddu3ZNX375pU6cOOHKtnEPxMfH6++//5a7u7u1rECBAurXr58qVKigF154QYsXL+ZLYDrhcDjUokULdejQQcePH1epUqXUunVrLViwQFu2bNEnn3yi+fPnu7rNh4oxRl5eXurSpYteeuklbd68+abB55gxYwg+07F/frZMSkrS2bNn9b///U8vvfSSPv74Y+3du1dXrlzRwIEDdezYMRd1iru1Z88eVa5cWR07dlSRIkVUuXJlffPNN6pbt65atmyp6Oho67MQ7p/Dhw8rKipKgwYNUtu2bVW9enWtXr1aWbJk0ZEjRzRv3jzVrVuXQ6AzqOS/qTfuNf3pp5/q9ddf14cffsiPR+nQje+D8fHxypEjh9q0aaNhw4Zp+/btatWqlaSHI/jkHQD3RfKLLCIiQufPn9fBgweVOXNmff3116pWrZomTpyoRYsWKS4ujuDTheLi4jRixAg1b95cI0aMUJ48eSRJ165d08GDB7Vp0yZFRUWpXr16mjp1qv744w8NHjxYO3bscHHnuJXTp08rJiZGX3/9tSZOnGgtz5o1q8qWLaspU6aoQ4cOGj16tF599VVJ178whIWF6ejRo65qG3fgZqGlv7+/GjRooNmzZ+vkyZPW8kceeUQVKlRQhQoV1KxZM61bt44vgemAv7+/Xn75ZWXLlk2DBg1SjRo1NGLECFWtWlVBQUHatGmT5s+frytXrri61YdG8g8COXLk0EsvvaQuXbpo06ZNNw0+x48fTyidTjkcDv3yyy9Ocxs7HA4NGDBAnp6eeuONN7Ru3Tq1a9dO2bNnV/bs2V3cMVLrn98Zzp49q23btilLliySpMTERHl4eKhnz56Kj4/X/v37XdHmQyU+Pl6dOnVSuXLlFBcXpy+++EJNmjRR48aN9d1336lOnTpq166devXqJYkTaGY0yVNErFu3Th9//LHeffddzZw5U5I0ceJEderUSW3btiX4TEeSx2z58uV64403VKtWLU2aNEk7duxQy5YtNXnyZIWHh6tNmzaS7B988o0H91zyi2zRokVq1qyZatasqcaNG+vDDz9U5syZtWDBAhUuXFgjRozQokWLFBsby1w7LuLu7q5jx46pSJEi1rIlS5aob9++qlixopo2baqgoCBFRESofv36mjBhgo4cOWKFo0h/ChQooAEDBqhx48aaOHGi/vvf/0qSihYtqvz582vgwIHq3r27FXhevXpVgwYNUnR0tAIDA13ZOtIgKSnJCi0PHTqkffv2Weuee+45nT59WmPHjtW5c+ckXR/ny5cva+DAgWrYsKEmTpyomJgYvng8IHFxcdZzffHiRUVHR8sYo+zZs8vf31/GGP39998KCAhQjhw5JEmFChXShx9+qBEjRljLcH8lj5Gbm5sSEhKUM2dOderUSd26ddOff/7pFHz27t1bSUlJmjFjBqF0OpSUlKRZs2YpJCREYWFhqly5sn744QetXr1aX3/9tZ599llJUnh4uNzc3PgcmoE4HA6tXr1ab7zxhqTr73n+/v4aNmyYoqOjrcOn8+bNK4fDobi4OFe2+1DIkiWL/vvf/8rPz081atTQ1atX9eWXX+o///mPWrZsqUcffVShoaEyxjDHagaUfCK4hg0bateuXdqzZ4+GDx+uF154QZI0ZcoUderUSR06dNC8efNc3C2k62O2cOFCNWvWTB4eHqpbt65mzJih1157TcePH1eTJk00atQo/f7772rcuLEkm59rxQD3wU8//WQ8PT3NxIkTzfbt282IESOMw+EwP//8szHGmPj4eNOkSRNTpEgRs2DBAtc2+xA6fPiwWbhwoTHGmFq1apmQkBATHh5uhgwZYooVK2batGljvvzyS/PDDz+YqlWrmvbt25vY2FhjjDHR0dGubB2pdPDgQdO3b19TunRpM27cOGt5vXr1jJ+fn+nbt68ZMGCAqV27tnn00UdNXFycMcaYxMREF3WMO/HOO++Y4sWLGy8vL9OsWTOzb98+Y4wxn3zyiXniiSdMuXLlTOfOnc3jjz9uKleubIwxplu3bqZu3bqubPuh8c0335iEhATr+oIFC0zFihVN+fLlzeOPP24WL15sLly4YK5du2aeeeYZ07ZtWzNr1izTv39/4+fnZ06fPu3C7h8uSUlJxhhjwsLCTK9evUy9evVMaGio+fvvv01CQoKZOHGiqVixounUqZN1m7Vr15pjx465qmX8i+joaNOtWzeTLVs2s3z5cqd1q1evNv369TNeXl5m69atLuoQdyIxMdF8+umn5vHHHzcnTpww165dM7169TLBwcFm0KBB5tq1a+bixYtm4MCBpmTJkiYiIsLVLdta8t/OxMREs3v3bhMUFGSqVq1qLl68aC5fvmy6du1qsmXLZtatW2fVIWM5cOCAKVasmJk8ebIxxpg9e/aY3Llzmx49ejjVtWvXzvj5+ZnLly+7ok3c4MSJE6Zq1arWmF27ds14e3ubt956y6qJj483X331lXn00UfN8ePHXdXqA0HoiXsuKSnJdOvWzQwaNMgYY8yRI0dM8eLFzSuvvGKM+b83u7i4ONOyZUtz8OBBl/X6MDpx4oTJmzevKVWqlFm6dKk5cuSIKVSokPH39zc+Pj7myy+/NIcOHbLqW7RoYZo2bWpdT/5wg/Ql+XV144fJvXv3mr59+5pSpUqZsWPHWst79eplGjdubBo3bmzeeustEx8fb4wx1n+Rft04vrNmzTIBAQFmzpw5ZsGCBaZIkSLm6aeftr7Ar1q1ygwYMMA8//zzpmfPniYmJsYYY0yHDh3Myy+/bGJjY3k930cHDx40fn5+5qmnnjLGXP/S4O7uboYNG2amTZtm2rdvb3Lnzm3GjBljjLketlWuXNmUKlXKlCxZ0mzevNmV7T+U5s+fb3LmzGleffVV895775lChQqZZ5991pw+fdpERUWZCRMmmCpVqpgXXnjB1a3iFpJ/mE3+23b16lXz8ssvm2zZspmwsDBjjDGnTp0ybdq0MTVq1DDbt293Wa+4c3v27DH58+e3ftSNjIw0/fr1M4899pjx9PQ0TzzxhMmfP7/ZtGmTaxu1sWvXrln/n/zDuTHG9O3b1zgcDlO5cmVz4cIFExMTY9q0aWNy5cplVq5c6YJOcbd+++03U6FCBWPM9R1n/P39re/1xlz/ATDZqVOnHnh/SOnUqVOmQoUKJiIiwhw4cMAUKlTIdO3a1Vq/cuVKc/HiRRMTE2OioqJc2OmDQeiJey46Oto89thjZvr06SYyMtIUKlTIdOvWzfoAOnnyZN70XGjlypXGzc3NPPHEE6Zx48ZmyZIlJj4+3hw8eNCcO3fOqkserw4dOpjevXubhIQEApJ06sYg7MiRI+bYsWPWWB0+fNj06dPHlCxZ0mmPz2vXrjmN5417oyH9W7JkiRk5cqSZOnWqtezUqVOmTJky5umnnzYbN260lif/+7h06ZJ5++23Te7cuc1ff/31wHt+2MTExJilS5eaihUrmpo1a5rvv//e+jEw2XvvvWe8vLzMsmXLjDHXX6/Hjx83Z86ccUXLD7WjR4+axx57zEyZMsUYc/09MGfOnObtt9+2/lZGR0ebUaNGmerVq5uTJ0+6sl3cxMaNG02ePHnMrl27jDHGadw6duxovLy8zKpVq4wxxpw8eZLXWQZxq8+eY8aMMaVKlbLez2JiYszRo0fN9OnTzaJFi8zhw4cfZJsPlePHj5sWLVqYX3/91Wn5xx9/bPLkyWM+//xzU6VKFVO+fHkr+GzUqJEpVKiQuXr1qou6xp3atGmTeeaZZ8yGDRuMv7+/6datm/W9YcuWLaZ79+5m9+7dLu7y4fbPv5N//fWXKVu2rPn1119N8eLFTZcuXazvAzt37jQdO3Y069evd0WrLkHoibuSlJRkvcg2b95sHYo3aNAg07FjR+Pn52deffVV60V29epV07FjRzNixAgTHx9PiOYinTt3NpUqVTLNmzc3NWvWNLNmzUpRc+3aNTNw4EBToEABs2fPHhd0ibR69913TUBAgHnkkUdM2bJlzQ8//GASExPNiRMnTJ8+fUyZMmXM+PHjXd0m7kJiYqI5e/ascTgcxuFwmMGDBzutP3XqlClbtqypVauW049LJ06cMN27dzePPfaY2bJly4Nt+iHTu3dva/qQ+Ph489NPP5nKlSubLFmyWIdGJ+91a8z1vemDgoJc0uvD6FafO44ePWoqV65srly5Yvbt25dir4jw8HCTmJhoLl++bC5cuPCg2kUanDp1ygQHBxs/Pz/rC3jy58+NGzeaTJkyGYfDYVasWOHKNnEHli5daiZPnuz0eXTz5s2mSpUqZubMmcYYjkR6kA4ePGiCgoJMw4YNrb38RowYYXx8fKw9qv/66y9TuXJlU6lSJXP+/HkTGxtr+0NoM6obv8/f7HX0999/m8KFCxuHw2G6devmtK5Xr16mdu3aTjvO4MFKHrOVK1c67eDSoUMH43A4TIcOHZzq+/fvb00P8rAg9MRdSX6R/fjjj8bT09P06tXLGGPMV199ZQoXLmyqVatmzXcVHx9v3n33XVO0aFFz4MABl/X8MEv+or1kyRLz0ksvmZ9//tk0a9bMBAcHm2+//daqmzhxounRo4cpWLAgh1imYzfu4Tl37lzj4+NjZs+ebRYvXmzat29v8ubNayZNmmSMuf4B9a233jK5cuUy8+bNc1XLuAM3fgC9cuWKMcaYffv2GT8/PxMUFJTiR4mIiAjj4+NjXn/9dafle/fuZe+0+ywmJsb079/f6e9mTEyMWbJkiXniiSdMqVKlrPmRk/87cuRIExQUxN7WD0Dy38zo6Ghz9uxZ8+uvv5rjx4+bS5cumePHj5tChQpZe0V07drVqt+2bZtp1aqV0x7UcL3kv407d+60DmM+efKkadiwocmXL5/Tnkf79+83HTt2NG+++SZ7umdAI0aMMLlz5zZPP/206dWrl7l48aIx5vq81kWLFrWm5yH4fHD27dtnnn32WfOf//zHdO3a1eTLl886d0Oy3bt3m6JFi5qnnnqKuTzTseS9b5M/l/z222/mk08+MVOmTLGC6rCwMJMlSxbz6quvmrVr15pNmzaZPn36GG9vb6YJSQe+++474+PjYzp37mzt3LB//37TsGFDU6BAAbNw4UIzY8YM07NnT5MzZ86Hbi5rQk/ckRt/EZo9e7Zxc3MzAQEB5vnnn7dqPv74Y1OsWDFTt25d06FDB9O8eXOTJ08eQrQH7OjRo2b+/PlOy86cOWPKlCljJk6caM6cOWOaNWtmatWqZb755htz4cIF07JlS9OiRQsOVcggZs2aZSZMmGBNVp2sX79+xtvb2/zxxx/GmOsfPidOnEi4kkFNmzbNDB482Jovaffu3cbb29s899xz1g9JyX+Xz58/b40zXwIfrOQvdkuXLjXfffedMeZ68Lls2TJTokQJ8+STTzrNhda1a1dTo0YNThJ3nyWPy969e03Hjh1NmTJljKenp/H29jZt27Y1O3bsMG+//bZxOBwp5uwcMGCAeeKJJ/jRIB1J/rv2/fffm6JFi5pRo0ZZX86PHTtmGjRoYPLly2dWrVplDh06ZIYNG2ZCQkKcXntIv272vrVr1y4zdepUU6RIEfP444+bPn36mHXr1plq1aql+PyDB2Pv3r3mmWeeMVmzZjWffPKJtfyf88v//fffrmgPqfD1118bX19f64Rfc+fONTly5DCVKlUyJUuWNMWKFbO+D86bN8/4+/sbPz8/U7ZsWVO1alWOHkoHNm3aZHx8fMxnn32WYt3u3btNx44dTZEiRcxjjz1mGjVqZLZt2+aCLl2L0BN3Zfbs2SZLlixmzpw5Zv78+SYwMNBp/dy5c83AgQNN48aNzZAhQzhM+gE7evSoyZMnj3E4HKZhw4Zmzpw5Zu/evcYYYxYtWmRq1Khhzpw5Y/766y/TrFkzU7duXTNr1iwTFxfHmfcyiP3795tHHnnEOBwO8+GHHxpjnCeXr1WrlmnWrFmK2xF8ZjzdunUzpUuXNqNGjbKCz7/++ssKPm92UjjG2TUSEhJMz549jcPhsH50io2NtYLPYsWKmWbNmpnevXub7NmzP3S/uD9oN+6xWbBgQfPqq6+aGTNmmN27d5t33nnHFC9e3JQpU8aMHj3adOzY0ZQoUcKEhYWZ7777zvTu3fuh3CsiI/jpp59M9uzZzcSJE1OciOHSpUumZcuWxuFwmFKlShkfHx++nGcQyYHnH3/8YWbMmGHGjRvndITYtWvXzEcffWRCQkJM5syZjcPhMO3atXM6mQ4enAMHDpj69eubBg0amN9++81azp6dGcPq1atNUFCQqVChgjl27Jh56623zIwZM0xCQoLZuHGjadSokcmVK5f1Hf748eNmx44dZu/evUz1kk58/fXXpk6dOubatWtOJ4y+0d9//22io6Mf2u/3hJ64Y9u2bTMOh8N8+eWXxhhjFixYYAoXLmyuXLmS4pd0vni7xuHDh03VqlVNUFCQefzxx83LL79sihQpYqZOnWrmzJljGjdubJYuXWqMuX54WL169UyjRo0eirO4ZVT/3Pvh2rVrZuHChaZixYqmcuXK1vLkN7tu3bqZli1bPtAecfdu9WWhX79+5tFHHzUjR450Cj59fHzMU0899VDNz5PeXbhwwfTt29dkypTJfP/998aY/ws+q1evbhwOh1m+fLk1BQzujxsDz2zZspkBAwZYh8Im+9///meefPJJExgYaD777DPTqVMn4+3tbSpUqGDq1av3UO4VkZ4lJSWZ6Oho07hxY/POO+8YY4y5fPmy2bdvnxk9erSZMGGCVbt06VKzfPlyTmqTwcybN8/kypXLVK5c2RQvXtwKt288M3RSUpKZPn26ee6558zOnTtd2C2SD3UPCQlxOpM3MoZ169aZp59+2pQoUcLUqVPH6Qei5EOkvb292XkpHbnxe8KIESNMoUKFrCOGbvyuuG7dugfeW3pE6Ik7Fh8fb/7880/r+i+//GIKFSrkFHjOmTPHOrkRXGPfvn2mWbNmpmnTpmb+/PlmwYIFplatWqZp06bG4XCYwMBAaw6XPXv28AU8HftnEJY8bnFxcWbp0qXG39/f1KhRw8TExJiYmBiTlJRkgoKCTOfOnV3RLu6BHTt2WPN4JuvTp4959NFHzccff2ydfXjbtm2mfv367FnhIsk/7J07d87pRA1XrlwxPXv2dAo+Y2JizIIFC0xwcDBBzANy9OhRkzdvXtOiRQtrWVJSklP4GRoaavLkyWOmTZtmjLn+Re/KlSv8CJjO3Pg3rmXLlqZLly5mx44d5vXXXzd169Y1AQEBplChQqZNmzYu7BJ3Y+fOnaZAgQJmxowZ1utv4MCBJl++fGbKlCnGGOedKW48MRxcZ9++faZx48amWrVqJjw83NXt4BaS/4b+cyeKbdu2mQYNGpjMmTObXbt2OdXu37/fNGnSxDgcjpseVYQHY/fu3ebdd981hw8fdhq/BQsWmICAADN//nwrh0lMTDSJiYmmefPmZurUqa5qOd0g9MRdS/7gsX//fuPv72+OHDlijLn+ASVXrlzM45IO7NmzxzRo0MDUr1/f7N2711y5csWEh4ebxo0bm2+++cYYw7x/GcnHH39snn/+eWseq+Tg5KeffjL+/v6mSJEipnbt2qZjx46mdOnS1l6fjHHGMn/+fOPr62umT5+eYr7HV155xeTKlctpHrtkBJ8PxsyZM83OnTut19V3331nypcvb4oWLWqaNm1q7Xl09epVK/i88VD3f4bZuH8OHTpknnjiCdOkSROnwy+Ncf67WL16dWtuco5QST9u9UVv8ODBplq1aiZTpkymRYsW5n//+5+JiooyQ4YMMf/5z394z8ugVq1aZUqVKmUOHz7s9H42YMAA4+3tbR3RwPimP7t37zYvvPCC9V0Q6dORI0esk059/fXXpm3btsYYY9auXWsCAwNN8eLFrR/Vk19ne/bsMS1btmRvTxeJi4szTzzxhHE4HKZkyZKmX79+Zs6cOdb65557zhQvXtzMnj3bnD9/3pw/f94MHDjQ+Pn5mX379rmw8/SB0BOpkvwH788//zSff/65mTJlSopDSQ4fPmyyZs1qNm3aZIYPH248PDw402k6sm/fPlO/fn1Tv359Dj3JYG780D9kyBDj4+Njevbsabp06WJ8fHxM27ZtrdfakiVLzJNPPmkKFizoNAfdPw/nRPpzs7CyWbNmpkKFCuarr75yCj5Pnz5t8ubNawoWLMgPFw9YUlKSiYqKMpkyZTI1a9Y0Bw4cMBs3bjS+vr5m6NCh5quvvjLFixc3Tz75pFmzZo0x5nrw2adPH+NwOMyiRYtc/AgeTjcefnlj8Hnj66ZWrVqmXbt2rmgPt3CzL3qzZ8+21u/du9eEhYUZY/7vb2jXrl1NixYtrKMhkLEsXLjQZM2a1Qpdks8sHRMTYwoXLmy95yF94nWXviUkJJgGDRqYxx9/3Lz77rsmU6ZMJjQ01Fq/fv16U716dVOuXDnraM3k90nmzXWtUaNGmbFjx5rly5ebIUOGmNy5c5vWrVubWbNmGWOMeeGFF0zlypVNjhw5TGBgoPH19eUE0v+fwxhjBNyGMUYOh0Pz58/Xyy+/rCpVqujAgQMqWbKkmjdvrldeeUWSdOHCBdWpU0c5cuTQli1btGbNGlWpUsXF3eNG+/fv15tvviljjAYNGqTq1au7uiWkwdGjRzVlyhQ988wzqlOnjiRp+fLlevfdd1WhQgVNmjRJDodDYWFhGjBggAoVKqTly5dLkhITE5UpUyZXto/bSEpKkpubmyTpq6++Up48edS4cWNJUuvWrbVjxw698847atmypTw9PbVjxw6FhoaqSJEi6tu3L2P7ACW/Jx47dkzVqlVT5cqV1apVKx04cEDDhg2TJF2+fFnBwcHKkiWLxowZoxo1aujatWv64IMP1KFDB5UtW9bFj+LhdON74Hvvvaenn35a/6+9ew+rKd3jAP7d2blP5VpJhHJLUohkukinDMM8jSn3y7g0rqEmEcUJTe7X3HLK4AyRxjUxYVCuZXQo9ORWqcRQEyrVe/7w7HXqYIZBq/L9PI+Hvfdau9+y7W2t737f3wu8fP/dv38f48ePh6urK0aOHCm9ziS/JUuWQKlUokOHDoiJicHq1avh5OQEW1tbjBs3Tnqd7ty5g7Vr12LLli04ffo0OnToIHPl9Fde9z4rKSlB165d0bBhQxw4cADVq1eHEAKPHj2CtbU1fvjhB/Tv31+miomqBhMTE1y7dg0zZszA0qVLyzwWGxsLb29v5OTkICoqCjo6OjJVSaWdPHkSAwYMQHR0NLp06YKMjAxs2rQJCxcuRK9evTBw4EAolUrUrVsX6urqMDMzQ7NmzeQuu2KQLW6lSuXXX38VOjo6Uq+rc+fOiTp16oiOHTuK5cuXS9vZ2NiImjVrcpXTCow9dyqnffv2CYVCIRo3biyio6PLPBYZGSmqV68uTpw4IYR4+S37wYMHhbGxsejatasM1dK7KD3SzMvLSzRv3lzMnz+/TD/kb775RpiYmIhZs2aJqKgo0bdvXzF69GjpcU7FLV+qkdN3794VjRo1EgqFQowaNarMNk+ePBGdOnUSPXr0eOU9S/J504jPmTNnClNTU/a1roBOnDghNDQ0pD7y9+/fF/PmzRO1atUS3bp1E5s2bRLLly8Xnp6eon379lylvZJQ/d93+vRp4efnJzZt2iQSExOFEC9nrZibmwt7e3tx+/ZtcfXqVeHn5yd0dXXZC5noHahGwD979kzk5+eLGzduiEePHonu3bsLU1NTYWVlJQ4cOPDKbKPY2FjRvn170b17d1FcXMzZRBWEp6enGDp0qNS709XVVbRt21YMHTpU2NvbC3V1dbFmzRqZq6x4GHrSXyouLhb+/v5iwoQJQgghbt26JVq2bClcXV3FoEGDhIGBgQgKChJCCBEXFyfu3bsnZ7n0Fthzp+JTnXyofk9PTxeTJk0SCoVChIaGCiHKTlk3NjYWS5YskW4XFhaK8PBw0bVrV77OlcTixYtFw4YNy7QFKR1menl5CVNTU9GsWTNhY2PDXq0yUf19q9oNpKWlCQMDA9GuXTuRkJBQ5vXIyckRzZs3F/b29tIUTZJf6eAzPj5eBAYGirp16/IL2wrsTRd6I0eOFA4ODqJ69erCzc2Ni2dWMgcPHhTq6uqiV69eok6dOqJPnz5i3759QgghoqKihIWFhahVq5YwMjISLVu2FHFxcTJXTFR5qK4hEhMThbOzs+jQoYNQKpXC3t5eTJw4UZSUlAg7OzthaWn52uAzMTGRa3NUMLt37xaWlpaiuLhYjBkzRmhra0stB69fvy5WrVr1SgtCYuhJr3Hv3j0RHBwsNm3aJI2CSE9PF/Hx8eLp06fC0tJSGmGUlJQk6tWrJ/T19cW6devkLJveEXvuVFw//fSTGD16tLTolEpGRoYYMWKEqFWrVpmRYzk5OaJly5ZST57SvXe4WErl8McffwhnZ2dpZdqUlBQREREhHB0dxXfffSeNPktNTRU3btyQTkzZq7V8qd5bJ0+eFAEBAdKIo/T0dKGjoyN69eolkpKSyuyTm5vLi4YKSDXroXHjxkJdXZ09yCu4P7vQS0xMFGvXruWFXiWh+hxNS0sTbm5u0srC8fHxon///sLW1lZa9E0IIaKjo8Vvv/0m7t+/L0u9RJWR6n2WkJAgNDU1xaRJk0RwcLDYs2ePGDBggDRDJS0tTdjb2wtLS0up5/jMmTPFiBEj5Cyf/oS1tbVQU1MTTZo04Ze1b4k9PamMhIQE9O/fH9ra2khJSYGWlhYCAwPx9ddfA3jZ48PNzQ27d+9G27ZtkZCQAE9PT5iYmMDd3Z19I4jeU25uLszNzZGbmwsdHR1YWFigZ8+eGDVqFADg2bNnGDt2LCIiIuDm5oYmTZrg9OnTuHPnDi5fvgylUinvAdBbEa/pY9a7d2/k5+dj1qxZWLNmDfLz89GiRQscOHAATk5O2L59e5ntS/cBpY9P9ZqFh4fj22+/hYeHBwYMGICOHTtKPT67dOmCDh06ICgoCG3atJG7ZPoLN27cgJeXFxYtWgRjY2O5y6G/YGNjgzNnzkBHRweHDx+Gqamp3CXR33ThwgUsW7YM9+/fx/r166X+qwkJCfD19UVOTg7c3NwwaNAgmSslqryys7Ph6OgIR0dHBAQElLk/LCwMM2bMwLhx47By5Up88cUXSE9Ph5aWFpKSknDo0CFYWlrKWD39P9V56OHDhzF9+nQEBgbiq6++Yg/yt8CrJZIkJCTA0tISgwcPxokTJ7Bz507k5+cjJCQEz549A/DyIvvJkyeIj48HAOzZsweNGzfG3LlzGXgSfQB16tSBi4sL/P39ERoairZt22L69OkYMmQIfvjhB6irq2P16tWYMGECVq9ejYsXL2L48OG4dOkSlEolioqK5D4E+gslJSXSyUnp7x3nzp2LoqIiDB8+HBYWFli4cCFCQkLg5+eHJ0+eoKCgoMzzMPAsXwqFAmfPnsX48eOxbNky+Pr6wtTUFAqFAr///jv09fVx6dIlXL9+HUOHDkVycrLcJdNfaNOmDfbs2cPAs4JTfU7OnDkThoaGWLduHUxNTcFxG5VXXl4ekpKSEB8fj6tXr0r3d+zYEf7+/mjQoAGWLFmCvXv3ylglUeWWlpaGFy9eYOjQoSguLgbw8hy0UaNGGDZsGHx9fbF582acO3cOu3fvxrhx49CnTx/ExsYy8KyAVNcOnTt3RklJCeLi4srcT2/GkZ4EAEhNTYW5uTns7OwQFhYm3W9hYYGcnBxcuHABmpqa+OOPPzBixAgkJiZCCIGHDx/i+PHj6NSpk3zFE1UxkZGRcHV1xZkzZ9CxY0fk5+dj0aJFWLBgAczNzeHi4gITExMcO3YMmzdvRlRUFHr06IGCggLUqFFD7vLpT5T+NnbdunU4d+4cjI2N4eTkJH2OpqamQl9fX9qnd+/eMDQ0xIYNG+QomUpZvnw5Dh06hOjoaOTl5eHEiRPYtm0bbt26BXd3dwwfPhx37tyBo6Mjjh49iubNm8tdMlGVkZWVhZ49e2LQoEHw9/eXuxx6T7GxsfDw8ICmpia+//572NvbS49dvnwZy5Ytw8KFC/k5SvQ3hYaGYsKECXj+/DmAV2cZ3b59G2ZmZvD29oa3t7dcZdLfsH37dnz33Xc4fvw4LCws5C6nwmPoSQCAO3fuwMXFBbq6uvDy8oKVlRUCAgLg4+ODrl27QltbG/Xr14ejoyN0dXVx9+5dFBUVwdraGkZGRnKXT1TlTJo0CcDLYAwAjI2N0bp1a7Rq1QrXrl1DVFQUAgICcPXqVRw8eBARERGwtbWVsWJ6FwEBAVi6dCn+8Y9/4Pz58zA0NMSYMWPg6uoK4GWbg9jYWKxatQrp6emIi4uDuro6p7DIbNu2bfDz84ObmxtOnjwJpVIJpVIJAwMDrFq1Cv/5z39gbGyM4uJiVKtWTe5yiaocXuhVPqr/t+Lj45GSkoKsrCx888030NbWRmxsLL7//ns0btwYU6ZMQa9evaT9CgsLUb16dRkrJ6rczpw5AwcHB2zfvl1qVff/zM3NYWNjgxUrVpRzdfQ+0tPTMWzYMGzbtg1NmzaVu5wKj83fCABgYGCAHTt2YOrUqVi8eDEaN26Mffv2ISwsDBYWFtL0E3d3d2hoaMDU1BTh4eFyl01UZZmbmyMkJASPHz+Gvb096tWrh61bt0JDQwNpaWmIjY2Fs7MzCgoKMHToUAwbNgzJycmoVauW3KXTa/x//83U1FSEh4fD1tYWFy9exJIlS7Bu3TooFAq4uLjg2rVr2LNnD2rUqIH4+HipdQF7tpYP8XKhR+k1U120W1lZoV+/fggJCYG1tTVGjBiBnj174vr164iJiUHNmjUBsPUA0cdiZ2eHrl27okmTJnKXQm9J1Qu5dO//WbNmYcuWLXBxcUFAQABmz56N9evXo7CwEE5OTgDAwJPoPRkYGEBDQwM//vgjunTpIo2aVp2TPn78GLVq1ULnzp1lrpTelZ6eHiIjI6XzTvpzHOlJZdy8eROTJ0/G6dOn4e/vD09PzzKPP3r0SJrOzhGeRB+XhYUFLl26BGtra+zduxf169d/ZZuioiLk5OSgoKCAF4EVVOnA88yZM6hTpw4WLFiAf/7zn1Ivwbi4OAQGBiIrKwseHh7o378/7ty5g2bNmkFNTY2BZzlQvU4vXryAuro6AOCXX35BZGQkkpOT4ezsDBsbG7Ro0QKPHj1CgwYNpH19fHywf/9+HD9+HI0aNZLrEIg+Cfn5+bzQq0Ti4uLg5OSExYsXY/To0cjOzoa2tjYCAgLg5eUFhUKBX3/9FZMmTYKZmRk2btyI2rVry102UZWwd+9eDB48GK6urpg5c2aZHtZz587F9u3bcfLkSbaRoCqNoSe9IiUlBRMnTkS1atUwe/Zs9OzZEwDKXAgS0cejGlW2fft2BAYGIjQ0FJ07d+bU5kqo9Gvm4eGBf/3rXwCAZ8+eYcWKFZg4caK0bVxcHJYuXYrLly9jw4YNUrsCrtL+8an+jq9du4bw8HD4+voiIiICQ4YMgYuLCzIyMpCZmYl69erBz89PmoJ56tQp7Ny5Ezt37mR/ayKi14iIiMC2bduwd+9eJCcno3fv3nBycsLGjRsB/C/EPn36NPT19WFgYCBvwURVSHFxMYKDgzF58mS0atUKVlZW0NXVxe3btxEZGYno6GiYmZnJXSbRR8WrKHpFq1atsHbtWgghsGDBAsTExAAAA0+icqIKyezs7PDo0SMcO3aszP1UOZQOPFNSUnDs2DEcOXIE//73vzFkyBAsX74cISEh0vadO3eGu7s7XFxc8Pnnn0v3M/D8uFSB55UrV2BiYoLq1avj999/h7+/PwIDA7F161YcPXoUK1asQNOmTeHv74/ExERkZWXhyJEjSE9Px6lTpxh4EhG9RkpKCjIzM5GZmQkHBwc4OTlh/fr1AICwsDBMnz4dhYWF+Pzzzxl4En1g1apVg5ubG86cOQNjY2OcP38eJ0+ehJaWFmJjYxl40ieBc+XotYyMjLB69WrMmDEDnp6eWLFiBbp37y53WUSfFD09PcyaNQvz589H//790b59e7lLonegCjyXLVuGuLg49OrVC926dQMAtGjRAnXr1kVgYCAAYPTo0QCA7t27S5+1XAzn41MFnomJibC0tISvry+8vb2RlpaGzMxM6OnpSdva29tDCIGpU6fi+vXrcHZ2hru7O2rWrAlNTU0Zj4KISH5vajvw5ZdfYt++fTAyMoKLiws2btyIkpISAMCFCxeQkZGB58+fs4cn0UfUrVs3hIWFQU1NDQqFgrOI6JPCf+n0RkZGRliyZAmaNm3KXoFEMvniiy/Qt29ftG3bVu5S6G/Iy8tDRkYGDhw4gJs3b0r3t23bFpMmTYKDgwOWLl2KdevWvbIvA8+PS3XCf/XqVdjY2MDAwADz5s2THtPR0UFmZqZ0GwB69+4NDQ0NHDhwAACgra3NwJOIPnnp6ekYMWIETpw48cpjTZo0QZcuXaCrqwtDQ0MALxfz8/HxQWhoKBYuXMjPUaJyoAo8Ac4eo08LQ0/6U23btsWOHTuk1RaJqHy1atUKoaGhUFNTQ3Fxsdzl0F9QtclW/V63bl1MmTIFHh4eOHLkiDSlD3j5+Tp58mSYm5sjJiYGbLFdfkpPae/WrRs6dOiAnJwcuLu7AwCaNWuGzp07Y/78+Th79myZVdwbNmwoXbgTERFQUFCAtLQ0LFu2TGqLBbycsfDZZ59h9uzZ+Pzzz/Hjjz+ibt26GDhwIHbt2oVjx46VWViFiD6e0kEnQ0/6lHAhIyIiog+g9FShp0+fQqlUokaNGgCAtLQ0rF+/HqtXr8bSpUvh5uYm7Xf37l3o6+tDTU2Ni1WVo0uXLqFHjx7w8fHBnDlzsGXLFvj4+MDV1RVr164FAPTt2xcXLlyAp6cnGjdujKtXryI4OBjnz5/n6GsiolKSk5MxdepUCCEwd+5cWFlZAfjfQqh5eXl4/vw5QkJC0K9fP2hpaXEmGRERfXQMPYmIiN5T6cBz5cqViIyMRElJCYyMjBAUFATgZfC5YcMGrFmzBkuXLsW4cePe+Bz08Z06dQrh4eFYtWoVACAnJwe7du16JficPHkyfvvtN2RlZUFPTw8rV67kokVERK/xpuCzuLgYxcXF8PX1RUpKCnbs2MEenkREVC4YehIREX0gs2bNQmhoKNzd3aGlpSVd9O3ZswdKpRJpaWnYtGkTFixYgIiICAwYMEDukgmQRtjm5uZi586drwSf2dnZqFatGpRKJTQ0NGSuloio4npd8FlYWAgPDw8EBQXh0qVLXDGaiIjKDUNPIiKiv6mgoECawr5v3z7Mnj0bwcHBsLS0xP79+zFkyBAIIWBubo4TJ05AqVTi7t27iIqKwrfffgulUinzEdD/Kx18DhkyRBoJSkREb6d08Ont7Y3IyEisWbMGMTExDDyJiKhcMfQkIiL6G44ePYorV67AxsYGFhYW2LNnD27evInZs2fj8OHDGD58OPz9/dGuXTs4Ojqib9++CAsLg7q6uvQcRUVFDD4roNzcXISFhWH8+PGYOXMmAgIC5C6JiKhSSU5OxowZMxATE4OnT5/i7NmzMDc3l7ssIiL6xDD0JCIiekchISGYO3cu+vfvj1GjRsHCwgIAcO/ePWhpaUkh55w5c5CRkQE7OzvcvHkTY8eOxaZNm2Sunt5GTk4Ofv75Z1haWqJ169Zyl0NEVOncuHEDXl5eWLRoEVdpJyIiWTD0JCIiegc7d+7EmDFjEBISAicnp1d6PN66dQs2NjbYv38/zMzMkJmZCS8vL0ydOhVmZmaoVq2aTJXTu1L1+iQior9HtXo7ERGRHBh6EhERvaXs7Gy4uLhg4MCBmDRpknR/Xl4eEhMToVAoYGhoCGtraxgaGmL69Onw9/eHEAJHjx6FmpoaiouLGXwSERERERF9ZGwkRkRE9A4ePHgAPT096fb69etx/PhxhIeHQ0dHB4aGhpg/fz7mzJmDsWPHQkdHB9HR0VBTU0NJSQkDTyIiIiIionLA0JOIiOgd5Obm4tChQ9DQ0EBQUBBu3ryJnj17IioqCjk5OZgzZw6SkpJw7tw5pKeno02bNlBTU+OiRUREREREROWIV19ERERvqVGjRggNDcXXX3+N48eP47PPPsPKlSthamqKBg0a4PHjx1iwYAEKCgqgoaEh9fssKSlh4ElERERERFSOeAVGRET0Duzt7ZGcnIy8vDy0aNHilcc1NDTQtGlTAP9bCEdNTa28yyQiIiIiIvqkcSEjIiKiDyA7OxujR4/Gw4cPERMTw96dREREREREMuJITyIiovfw8OFDBAcH48yZM3jw4IEUeHKVdiIiIiIiIvlwvh0REdF7SEtLQ0xMDAwNDREbGwt1dXUUFRUx8CQiIiIiIpIRp7cTERG9pydPnkBTUxMKhYIjPImIiIiIiCoAhp5EREQfiGrhIiIiIiIiIpIXp7cTERF9IAw8iYiIiIiIKgaGnkRERERERERERFSlMPQkIiIiIiIiIiKiKoWhJxEREREREREREVUpDD2JiIiIiIiIiIioSmHoSURERERERERERFUKQ08iIiIiIiIiIiKqUhh6EhERERF9YAqFAj///LPcZRARERF9shh6EhEREVGlNmrUKCgUCulXgwYN4OTkhISEBLlLIyIiIiKZMPQkIiIiokrPyckJGRkZyMjIQHR0NJRKJfr16/fG7V+8eFGO1RERERFReWPoSURERESVXo0aNaCjowMdHR106tQJ3t7eSE1NRXZ2Nu7cuQOFQoFdu3bBxsYGNWvWxI4dO/Do0SMMHjwYenp6qF27NkxMTPDTTz+VeV5bW1tMnToVXl5eqF+/PnR0dDBv3rwy2yQnJ8Pa2ho1a9ZE+/btcezYsXI8ciIiIiJ6HaXcBRARERERfUh5eXnYvn07DA0N0aBBAzx9+hQA4O3tjWXLlsHMzAw1a9ZEfn4+OnfujJkzZ0JDQwOHDh3C8OHD0apVK1hYWEjPt3XrVsyYMQPnz5/H2bNnMWrUKFhZWcHBwQElJSVwdnaGtrY2zp8/j5ycHEybNk2mIyciIiIiFYaeRERERFTpHTx4EHXr1gUAPH36FLq6ujh48CDU1P43sWnatGlwdnYus5+np6f05ylTpiAqKgphYWFlQs+OHTvCz88PAGBkZIS1a9ciOjoaDg4O+OWXX3D9+nVERUWhSZMmAIBFixahT58+H+1YiYiIiOivMfQkIiIiokrPzs4O69evBwA8fvwYQUFB6NOnDy5cuCBt06VLlzL7FBcXY9GiRQgLC0N6ejoKCwtRUFCA2rVrl9muY8eOZW7r6uriwYMHAICkpCTo6+tLgScAWFpaftBjIyIiIqJ3x9CTiIiIiCq9OnXqwNDQULodHBwMTU1NbN68GWPHjpW2KW3JkiVYtWoVVq5cCRMTE9SpUwfTpk1DYWFhme3U1dXL3FYoFCgpKflIR0JEREREHwJDTyIiIiKqchQKBdTU1PD8+fM3bhMTE4MBAwZg2LBhAICSkhLcvHkT7du3f+uf065dO6SmpiIjIwO6uroAgHPnzr1f8URERET03rh6OxERERFVegUFBcjMzERmZiaSkpIwZcoU5OXl4csvv3zjPkZGRjh27BhiY2ORlJQENzc3ZGVlvdPP7d27N1q3bo2RI0fiypUrOH36NHx8fN73cIiIiIjoPTH0JCIiIqJK78iRI9DV1YWuri66deuGixcvYvfu3bC1tX3jPnPmzIG5uTkcHR1ha2sLHR0dfPXVV+/0c9XU1BAREYHnz5/DwsICY8eOxcKFC9/vYIiIiIjovSmEEELuIoiIiIiIiIiIiIg+FI70JCIiIiIiIiIioiqFoScRERERERERERFVKQw9iYiIiIiIiIiIqEph6ElERERERERERERVCkNPIiIiIiIiIiIiqlIYehIREREREREREVGVwtCTiIiIiIiIiIiIqhSGnkRERERERERERFSlMPQkIiIiIiIiIiKiKoWhJxEREREREREREVUpDD2JiIiIiIiIiIioSmHoSURERERERERERFXKfwHrdUZVxEZ26QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def average_brand_prices(df):\n",
    "    \"\"\"\n",
    "    Compute and visualize the average prices for each brand.\n",
    "\n",
    "    Parameters:\n",
    "    - df: DataFrame\n",
    "    \"\"\"\n",
    "    brand_prices = df.groupby('Company')['Price'].mean().sort_values(ascending=False)\n",
    "    plt.figure(figsize=(16, 6))\n",
    "    brand_prices.plot(kind='bar', color='skyblue')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.xlabel('Brand')\n",
    "    plt.ylabel('Average Price')\n",
    "    plt.title('Average Prices Across Brands')\n",
    "    plt.show()\n",
    "average_brand_prices(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1a32968f290>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3500x3500 with 210 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "def correlation_plot_numeric(df):\n",
    "    \"\"\"\n",
    "    Create a correlation plot for numeric columns in the DataFrame.\n",
    "\n",
    "    Parameters:\n",
    "    - df: DataFrame\n",
    "    \"\"\"\n",
    "    numeric_df = df.select_dtypes(include=['int64', 'float64'])\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.heatmap(numeric_df.corr(), annot=True, cmap='coolwarm', fmt=\".2f\")\n",
    "    plt.title('Correlation Plot for Numeric Columns')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_plot_numeric(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop unnecessary columns\n",
    "df.drop(columns=['Diagonal_resolution','ScreenResolution','Inches','X_res','Y_res','Cpu','Cpu Name','Hybrid','Flash_Storage','OpSys','Gpu'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_plot_numeric(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "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>Company</th>\n",
       "      <th>TypeName</th>\n",
       "      <th>Ram</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Price</th>\n",
       "      <th>Touchscreen</th>\n",
       "      <th>IPS</th>\n",
       "      <th>ppi</th>\n",
       "      <th>Cpu brand</th>\n",
       "      <th>HDD</th>\n",
       "      <th>SSD</th>\n",
       "      <th>Gpu brand</th>\n",
       "      <th>os</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.37</td>\n",
       "      <td>71378.6832</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>226.983005</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Mac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.34</td>\n",
       "      <td>47895.5232</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>127.677940</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Mac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.86</td>\n",
       "      <td>30636.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>141.211998</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Others/No OS/Linux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>16</td>\n",
       "      <td>1.83</td>\n",
       "      <td>135195.3360</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>220.534624</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>512</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Mac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.37</td>\n",
       "      <td>96095.8080</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>226.983005</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Mac</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Company   TypeName  Ram  Weight        Price  Touchscreen  IPS         ppi  \\\n",
       "0   Apple  Ultrabook    8    1.37   71378.6832            0    1  226.983005   \n",
       "1   Apple  Ultrabook    8    1.34   47895.5232            0    0  127.677940   \n",
       "2      HP   Notebook    8    1.86   30636.0000            0    0  141.211998   \n",
       "3   Apple  Ultrabook   16    1.83  135195.3360            0    1  220.534624   \n",
       "4   Apple  Ultrabook    8    1.37   96095.8080            0    1  226.983005   \n",
       "\n",
       "       Cpu brand  HDD  SSD Gpu brand                  os  \n",
       "0  Intel Core i5    0  128     Intel                 Mac  \n",
       "1  Intel Core i5    0    0     Intel                 Mac  \n",
       "2  Intel Core i5    0  256     Intel  Others/No OS/Linux  \n",
       "3  Intel Core i7    0  512       AMD                 Mac  \n",
       "4  Intel Core i5    0  256     Intel                 Mac  "
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "~~~~~ Shape of DataFrame ~~~~~\n",
      "+----------------+-------------------+\n",
      "| Number of Rows | Number of Columns |\n",
      "+----------------+-------------------+\n",
      "|      1303      |        13         |\n",
      "+----------------+-------------------+\n",
      "\n",
      "\n",
      "~~~~~ Info of DataFrame ~~~~~\n",
      "+-------------+------------------+---------+\n",
      "| Column      |   Non-Null Count | Dtype   |\n",
      "+=============+==================+=========+\n",
      "| Company     |             1303 | object  |\n",
      "+-------------+------------------+---------+\n",
      "| TypeName    |             1303 | object  |\n",
      "+-------------+------------------+---------+\n",
      "| Ram         |             1303 | int32   |\n",
      "+-------------+------------------+---------+\n",
      "| Weight      |             1303 | float64 |\n",
      "+-------------+------------------+---------+\n",
      "| Price       |             1303 | float64 |\n",
      "+-------------+------------------+---------+\n",
      "| Touchscreen |             1303 | int64   |\n",
      "+-------------+------------------+---------+\n",
      "| IPS         |             1303 | int64   |\n",
      "+-------------+------------------+---------+\n",
      "| ppi         |             1303 | float64 |\n",
      "+-------------+------------------+---------+\n",
      "| Cpu brand   |             1303 | object  |\n",
      "+-------------+------------------+---------+\n",
      "| HDD         |             1303 | int64   |\n",
      "+-------------+------------------+---------+\n",
      "| SSD         |             1303 | int64   |\n",
      "+-------------+------------------+---------+\n",
      "| Gpu brand   |             1303 | object  |\n",
      "+-------------+------------------+---------+\n",
      "| os          |             1303 | object  |\n",
      "+-------------+------------------+---------+\n",
      "\n",
      "\n",
      "~~~~~ Data Types ~~~~~\n",
      "+-------------+-----------+\n",
      "|   Column    | Data Type |\n",
      "+-------------+-----------+\n",
      "|   Company   |  object   |\n",
      "|  TypeName   |  object   |\n",
      "|     Ram     |   int32   |\n",
      "|   Weight    |  float64  |\n",
      "|    Price    |  float64  |\n",
      "| Touchscreen |   int64   |\n",
      "|     IPS     |   int64   |\n",
      "|     ppi     |  float64  |\n",
      "|  Cpu brand  |  object   |\n",
      "|     HDD     |   int64   |\n",
      "|     SSD     |   int64   |\n",
      "|  Gpu brand  |  object   |\n",
      "|     os      |  object   |\n",
      "+-------------+-----------+\n",
      "\n",
      "\n",
      "~~~~~ Missing Values ~~~~~\n",
      "+-------------+----------------+\n",
      "|   Column    | Missing Values |\n",
      "+-------------+----------------+\n",
      "|   Company   |      Zero      |\n",
      "|  TypeName   |      Zero      |\n",
      "|     Ram     |      Zero      |\n",
      "|   Weight    |      Zero      |\n",
      "|    Price    |      Zero      |\n",
      "| Touchscreen |      Zero      |\n",
      "|     IPS     |      Zero      |\n",
      "|     ppi     |      Zero      |\n",
      "|  Cpu brand  |      Zero      |\n",
      "|     HDD     |      Zero      |\n",
      "|     SSD     |      Zero      |\n",
      "|  Gpu brand  |      Zero      |\n",
      "|     os      |      Zero      |\n",
      "+-------------+----------------+\n",
      "\n",
      "\n",
      "~~~~~ Summary Statistics ~~~~~\n",
      "+-------+------------+-------------+-----------+---------------+-------------+-----------+-----------+----------+\n",
      "|       |        Ram |      Weight |     Price |   Touchscreen |         IPS |       ppi |       HDD |      SSD |\n",
      "+=======+============+=============+===========+===============+=============+===========+===========+==========+\n",
      "| count | 1303       | 1303        |   1303    |   1303        | 1303        | 1303      |  1303     | 1303     |\n",
      "+-------+------------+-------------+-----------+---------------+-------------+-----------+-----------+----------+\n",
      "| mean  |    8.38219 |    2.03873  |  59870    |      0.147352 |    0.280123 |  141.691  |   420.691 |  183.733 |\n",
      "+-------+------------+-------------+-----------+---------------+-------------+-----------+-----------+----------+\n",
      "| std   |    5.08466 |    0.665475 |  37243.2  |      0.354593 |    0.449231 |   33.103  |   579.946 |  186.967 |\n",
      "+-------+------------+-------------+-----------+---------------+-------------+-----------+-----------+----------+\n",
      "| min   |    2       |    0.69     |   9270.72 |      0        |    0        |   90.5834 |     0     |    0     |\n",
      "+-------+------------+-------------+-----------+---------------+-------------+-----------+-----------+----------+\n",
      "| 25%   |    4       |    1.5      |  31914.7  |      0        |    0        |  127.336  |     0     |    0     |\n",
      "+-------+------------+-------------+-----------+---------------+-------------+-----------+-----------+----------+\n",
      "| 50%   |    8       |    2.04     |  52054.6  |      0        |    0        |  141.212  |     0     |  256     |\n",
      "+-------+------------+-------------+-----------+---------------+-------------+-----------+-----------+----------+\n",
      "| 75%   |    8       |    2.3      |  79274.2  |      0        |    1        |  157.351  |  1000     |  256     |\n",
      "+-------+------------+-------------+-----------+---------------+-------------+-----------+-----------+----------+\n",
      "| max   |   64       |    4.7      | 324955    |      1        |    1        |  276.054  | 10000     | 1024     |\n",
      "+-------+------------+-------------+-----------+---------------+-------------+-----------+-----------+----------+\n"
     ]
    }
   ],
   "source": [
    "\n",
    "def explore_data(df):\n",
    "    # Shape of DataFrame\n",
    "    shape_headers = [\"Number of Rows\", \"Number of Columns\"]\n",
    "    shape_data = [(df.shape[0], df.shape[1])]\n",
    "    \n",
    "    # Info of DataFrame\n",
    "    info_data = []\n",
    "    for col in df.columns:\n",
    "        info_data.append((col, df[col].count(), df[col].dtype))\n",
    "    \n",
    "    # Data Types\n",
    "    dtypes_headers = [\"Column\", \"Data Type\"]\n",
    "    dtypes_data = [(col, df[col].dtype) for col in df.columns]\n",
    "    \n",
    "    # Missing Values\n",
    "    missing_values = df.isnull().sum()\n",
    "    missing_headers = [\"Column\", \"Missing Values\"]\n",
    "    missing_data = [(col, count if count != 0 else \"Zero\") for col, count in missing_values.items()]\n",
    "    \n",
    "    # Summary Statistics\n",
    "    summary_stats = df.describe()\n",
    "    \n",
    "    # Value Counts Column-wise\n",
    "    value_counts_data = []\n",
    "    for column in df.columns:\n",
    "        counts = df[column].value_counts().reset_index()\n",
    "        counts.columns = ['Value', 'Count']\n",
    "        value_counts_data.append((f\"Value Counts for {column}\", counts))\n",
    "\n",
    "    # Displaying results using tabulate\n",
    "    print(\"\\n\\n~~~~~ Shape of DataFrame ~~~~~\")\n",
    "    print(tabulate(shape_data, headers=shape_headers, tablefmt=\"pretty\"))\n",
    "\n",
    "    print(\"\\n\\n~~~~~ Info of DataFrame ~~~~~\")\n",
    "    print(tabulate(info_data, headers=[\"Column\", \"Non-Null Count\", \"Dtype\"], tablefmt=\"grid\"))\n",
    "\n",
    "    print(\"\\n\\n~~~~~ Data Types ~~~~~\")\n",
    "    print(tabulate(dtypes_data, headers=dtypes_headers, tablefmt=\"pretty\"))\n",
    "\n",
    "    print(\"\\n\\n~~~~~ Missing Values ~~~~~\")\n",
    "    print(tabulate(missing_data, headers=missing_headers, tablefmt=\"pretty\"))\n",
    "\n",
    "    print(\"\\n\\n~~~~~ Summary Statistics ~~~~~\")\n",
    "    print(tabulate(summary_stats, headers='keys', tablefmt=\"grid\"))\n",
    "\n",
    "\n",
    "\n",
    "explore_data(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop(columns=['Price'])\n",
    "y = np.log(df['Price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "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>Company</th>\n",
       "      <th>TypeName</th>\n",
       "      <th>Ram</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Touchscreen</th>\n",
       "      <th>IPS</th>\n",
       "      <th>ppi</th>\n",
       "      <th>Cpu brand</th>\n",
       "      <th>HDD</th>\n",
       "      <th>SSD</th>\n",
       "      <th>Gpu brand</th>\n",
       "      <th>os</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>226.983005</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Mac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>127.677940</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Mac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>141.211998</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Others/No OS/Linux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>16</td>\n",
       "      <td>1.83</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>220.534624</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>512</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Mac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>226.983005</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Mac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>Lenovo</td>\n",
       "      <td>2 in 1 Convertible</td>\n",
       "      <td>4</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>157.350512</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>Lenovo</td>\n",
       "      <td>2 in 1 Convertible</td>\n",
       "      <td>16</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>276.053530</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>512</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>Lenovo</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>2</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111.935204</td>\n",
       "      <td>Other Intel Processor</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>6</td>\n",
       "      <td>2.19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.454670</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>Asus</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>4</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.454670</td>\n",
       "      <td>Other Intel Processor</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1303 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Company            TypeName  Ram  Weight  Touchscreen  IPS         ppi  \\\n",
       "0      Apple           Ultrabook    8    1.37            0    1  226.983005   \n",
       "1      Apple           Ultrabook    8    1.34            0    0  127.677940   \n",
       "2         HP            Notebook    8    1.86            0    0  141.211998   \n",
       "3      Apple           Ultrabook   16    1.83            0    1  220.534624   \n",
       "4      Apple           Ultrabook    8    1.37            0    1  226.983005   \n",
       "...      ...                 ...  ...     ...          ...  ...         ...   \n",
       "1298  Lenovo  2 in 1 Convertible    4    1.80            1    1  157.350512   \n",
       "1299  Lenovo  2 in 1 Convertible   16    1.30            1    1  276.053530   \n",
       "1300  Lenovo            Notebook    2    1.50            0    0  111.935204   \n",
       "1301      HP            Notebook    6    2.19            0    0  100.454670   \n",
       "1302    Asus            Notebook    4    2.20            0    0  100.454670   \n",
       "\n",
       "                  Cpu brand   HDD  SSD Gpu brand                  os  \n",
       "0             Intel Core i5     0  128     Intel                 Mac  \n",
       "1             Intel Core i5     0    0     Intel                 Mac  \n",
       "2             Intel Core i5     0  256     Intel  Others/No OS/Linux  \n",
       "3             Intel Core i7     0  512       AMD                 Mac  \n",
       "4             Intel Core i5     0  256     Intel                 Mac  \n",
       "...                     ...   ...  ...       ...                 ...  \n",
       "1298          Intel Core i7     0  128     Intel             Windows  \n",
       "1299          Intel Core i7     0  512     Intel             Windows  \n",
       "1300  Other Intel Processor     0    0     Intel             Windows  \n",
       "1301          Intel Core i7  1000    0       AMD             Windows  \n",
       "1302  Other Intel Processor   500    0     Intel             Windows  \n",
       "\n",
       "[1303 rows x 12 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       11.175755\n",
       "1       10.776777\n",
       "2       10.329931\n",
       "3       11.814476\n",
       "4       11.473101\n",
       "          ...    \n",
       "1298    10.433899\n",
       "1299    11.288115\n",
       "1300     9.409283\n",
       "1301    10.614129\n",
       "1302     9.886358\n",
       "Name: Price, Length: 1303, dtype: float64"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.15,random_state=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "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>Company</th>\n",
       "      <th>TypeName</th>\n",
       "      <th>Ram</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Touchscreen</th>\n",
       "      <th>IPS</th>\n",
       "      <th>ppi</th>\n",
       "      <th>Cpu brand</th>\n",
       "      <th>HDD</th>\n",
       "      <th>SSD</th>\n",
       "      <th>Gpu brand</th>\n",
       "      <th>os</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Toshiba</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>8</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.454670</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>4</td>\n",
       "      <td>2.10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>141.211998</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Lenovo</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>157.350512</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Acer</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>4</td>\n",
       "      <td>2.40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.454670</td>\n",
       "      <td>Other Intel Processor</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Lenovo</td>\n",
       "      <td>2 in 1 Convertible</td>\n",
       "      <td>8</td>\n",
       "      <td>1.40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>158.482530</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>Acer</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>4</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.454670</td>\n",
       "      <td>Intel Core i3</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>Nvidia</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Asus</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>16</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>141.211998</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>512</td>\n",
       "      <td>Nvidia</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Acer</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>8</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.454670</td>\n",
       "      <td>AMD Processor</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>Lenovo</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>8</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.454670</td>\n",
       "      <td>Intel Core i3</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "      <td>Nvidia</td>\n",
       "      <td>Others/No OS/Linux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>4</td>\n",
       "      <td>1.86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.454670</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1107 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Company            TypeName  Ram  Weight  Touchscreen  IPS         ppi  \\\n",
       "183   Toshiba            Notebook    8    2.00            0    0  100.454670   \n",
       "699        HP            Notebook    4    2.10            0    1  141.211998   \n",
       "419    Lenovo           Ultrabook    8    1.75            0    1  157.350512   \n",
       "997      Acer            Notebook    4    2.40            0    0  100.454670   \n",
       "502    Lenovo  2 in 1 Convertible    8    1.40            1    1  158.482530   \n",
       "...       ...                 ...  ...     ...          ...  ...         ...   \n",
       "466      Acer            Notebook    4    2.20            0    0  100.454670   \n",
       "299      Asus           Ultrabook   16    1.63            0    0  141.211998   \n",
       "493      Acer            Notebook    8    2.20            0    0  100.454670   \n",
       "527    Lenovo            Notebook    8    2.20            0    0  100.454670   \n",
       "1192       HP            Notebook    4    1.86            0    0  100.454670   \n",
       "\n",
       "                  Cpu brand   HDD  SSD Gpu brand                  os  \n",
       "183           Intel Core i5     0  128     Intel             Windows  \n",
       "699           Intel Core i7   500    0       AMD             Windows  \n",
       "419           Intel Core i7     0  256       AMD             Windows  \n",
       "997   Other Intel Processor   500    0     Intel             Windows  \n",
       "502           Intel Core i5     0  256     Intel             Windows  \n",
       "...                     ...   ...  ...       ...                 ...  \n",
       "466           Intel Core i3   500    0    Nvidia             Windows  \n",
       "299           Intel Core i7     0  512    Nvidia             Windows  \n",
       "493           AMD Processor  1000    0       AMD             Windows  \n",
       "527           Intel Core i3  2000    0    Nvidia  Others/No OS/Linux  \n",
       "1192          Intel Core i5   500    0     Intel             Windows  \n",
       "\n",
       "[1107 rows x 12 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "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>Company</th>\n",
       "      <th>TypeName</th>\n",
       "      <th>Ram</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Touchscreen</th>\n",
       "      <th>IPS</th>\n",
       "      <th>ppi</th>\n",
       "      <th>Cpu brand</th>\n",
       "      <th>HDD</th>\n",
       "      <th>SSD</th>\n",
       "      <th>Gpu brand</th>\n",
       "      <th>os</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>4</td>\n",
       "      <td>1.49</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>165.632118</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>Other</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>4</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>165.632118</td>\n",
       "      <td>Other Intel Processor</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>Lenovo</td>\n",
       "      <td>2 in 1 Convertible</td>\n",
       "      <td>8</td>\n",
       "      <td>1.42</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>209.800683</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Dell</td>\n",
       "      <td>Workstation</td>\n",
       "      <td>8</td>\n",
       "      <td>2.23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>141.211998</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>Asus</td>\n",
       "      <td>Gaming</td>\n",
       "      <td>16</td>\n",
       "      <td>4.30</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>127.335675</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>1000</td>\n",
       "      <td>256</td>\n",
       "      <td>Nvidia</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>Asus</td>\n",
       "      <td>2 in 1 Convertible</td>\n",
       "      <td>4</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>176.232574</td>\n",
       "      <td>Other Intel Processor</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Others/No OS/Linux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Lenovo</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>4</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.454670</td>\n",
       "      <td>AMD Processor</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Others/No OS/Linux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Asus</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>8</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>157.350512</td>\n",
       "      <td>Intel Core i7</td>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>Dell</td>\n",
       "      <td>2 in 1 Convertible</td>\n",
       "      <td>4</td>\n",
       "      <td>2.08</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>141.211998</td>\n",
       "      <td>Intel Core i3</td>\n",
       "      <td>1000</td>\n",
       "      <td>0</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>HP</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>8</td>\n",
       "      <td>1.90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>141.211998</td>\n",
       "      <td>Intel Core i5</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>196 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Company            TypeName  Ram  Weight  Touchscreen  IPS         ppi  \\\n",
       "248       HP            Notebook    4    1.49            0    1  165.632118   \n",
       "556    Other            Notebook    4    1.35            0    1  165.632118   \n",
       "693   Lenovo  2 in 1 Convertible    8    1.42            1    0  209.800683   \n",
       "387     Dell         Workstation    8    2.23            0    0  141.211998   \n",
       "781     Asus              Gaming   16    4.30            0    1  127.335675   \n",
       "...      ...                 ...  ...     ...          ...  ...         ...   \n",
       "697     Asus  2 in 1 Convertible    4    1.20            1    0  176.232574   \n",
       "172   Lenovo            Notebook    4    2.20            0    0  100.454670   \n",
       "322     Asus            Notebook    8    2.00            0    0  157.350512   \n",
       "1020    Dell  2 in 1 Convertible    4    2.08            1    1  141.211998   \n",
       "471       HP            Notebook    8    1.90            0    0  141.211998   \n",
       "\n",
       "                  Cpu brand   HDD  SSD Gpu brand                  os  \n",
       "248           Intel Core i5   500    0     Intel             Windows  \n",
       "556   Other Intel Processor     0    0     Intel             Windows  \n",
       "693           Intel Core i7     0  256     Intel             Windows  \n",
       "387           Intel Core i5   500    0       AMD             Windows  \n",
       "781           Intel Core i7  1000  256    Nvidia             Windows  \n",
       "...                     ...   ...  ...       ...                 ...  \n",
       "697   Other Intel Processor     0    0     Intel  Others/No OS/Linux  \n",
       "172           AMD Processor   500    0       AMD  Others/No OS/Linux  \n",
       "322           Intel Core i7     0  256     Intel             Windows  \n",
       "1020          Intel Core i3  1000    0     Intel             Windows  \n",
       "471           Intel Core i5   500    0       AMD             Windows  \n",
       "\n",
       "[196 rows x 12 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.metrics import r2_score,mean_absolute_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression,Ridge,Lasso\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.ensemble import RandomForestRegressor,GradientBoostingRegressor,AdaBoostRegressor,ExtraTreesRegressor\n",
    "from sklearn.svm import SVR\n",
    "from xgboost import XGBRegressor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8167412113306474\n",
      "MAE 0.21438091526040554\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = LinearRegression()\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ridge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8184763410309306\n",
      "MAE 0.2118842660584136\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = Ridge(alpha=10)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lasso"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8161040677896445\n",
      "MAE 0.21359124137796448\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = Lasso(alpha=0.001)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## KNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.824177251468415\n",
      "MAE 0.19868999842730525\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = KNeighborsRegressor(n_neighbors=4)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Decison Trees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8541179714131293\n",
      "MAE 0.1780658829652232\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = DecisionTreeRegressor(max_depth=8)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8615424766073255\n",
      "MAE 0.18595644823513843\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = SVR(kernel='rbf',C=10000,epsilon=0.1)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8886297957983247\n",
      "MAE 0.15716850287878548\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = RandomForestRegressor(n_estimators=300,\n",
    "                              random_state=9,\n",
    "                              max_samples=0.7,\n",
    "                              max_features=0.65,\n",
    "                              max_depth=13)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extra Trees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8755663002496918\n",
      "MAE 0.16322866010049353\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = ExtraTreesRegressor(n_estimators=100,\n",
    "                              random_state=3,\n",
    "                              max_samples=None,\n",
    "                              max_features=0.75,\n",
    "                              max_depth=15)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ADABOOST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8151813754486049\n",
      "MAE 0.21959313293741817\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = AdaBoostRegressor(n_estimators=200,learning_rate=0.55)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gradient Boost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8903742105490098\n",
      "MAE 0.15760049133630027\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = GradientBoostingRegressor(n_estimators=500)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Xgboost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8935683957617037\n",
      "MAE 0.15422519511852678\n"
     ]
    }
   ],
   "source": [
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "step2 = XGBRegressor(n_estimators=100,max_depth=7,learning_rate=0.4)\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Voting Regressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8667902228536902\n",
      "MAE 0.17939760703515145\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import VotingRegressor,StackingRegressor\n",
    "\n",
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "rf = RandomForestRegressor(n_estimators=350,random_state=3,max_samples=10,max_features=0.75,max_depth=10)\n",
    "gbdt = GradientBoostingRegressor(n_estimators=100,max_features=0.5)\n",
    "xgb = XGBRegressor(n_estimators=250,learning_rate=0.3,max_depth=5)\n",
    "et = ExtraTreesRegressor(n_estimators=200,random_state=3,max_samples=None,max_features=0.75,max_depth=10)\n",
    "\n",
    "step2 = VotingRegressor([('rf', rf), ('gbdt', gbdt), ('xgb',xgb), ('et',et)],weights=[5,4,3,2])\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stacking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2 score 0.8832602672429232\n",
      "MAE 0.16302991081220466\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import VotingRegressor,StackingRegressor\n",
    "\n",
    "step1 = ColumnTransformer(transformers=[\n",
    "    ('col_tnf',OneHotEncoder(drop='first'),[0,1,7,10,11])\n",
    "],remainder='passthrough')\n",
    "\n",
    "\n",
    "estimators = [\n",
    "    ('rf', RandomForestRegressor(n_estimators=350,random_state=3,max_samples=0.5,max_features=0.75,max_depth=15)),\n",
    "    ('gbdt',GradientBoostingRegressor(n_estimators=100,max_features=0.5)),\n",
    "    ('xgb', XGBRegressor(n_estimators=25,learning_rate=0.3,max_depth=5))\n",
    "]\n",
    "\n",
    "step2 = StackingRegressor(estimators=estimators, final_estimator=Ridge(alpha=100))\n",
    "\n",
    "pipe = Pipeline([\n",
    "    ('step1',step1),\n",
    "    ('step2',step2)\n",
    "])\n",
    "\n",
    "pipe.fit(X_train,y_train)\n",
    "\n",
    "y_pred = pipe.predict(X_test)\n",
    "\n",
    "print('R2 score',r2_score(y_test,y_pred))\n",
    "print('MAE',mean_absolute_error(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "pickle.dump(df,open('df.pkl','wb'))\n",
    "pickle.dump(pipe,open('pipe.pkl','wb'))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}