colossal-coders_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b3ad5c8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np \n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn import svm\n",
    "%matplotlib inline\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "df = pd.read_csv(r'C:\\Users\\satyam.barnwal\\Desktop\\Hackathon\\Dataset1.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a5361c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.corr(),cmap='RdYlGn')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8d3bbf7",
   "metadata": {},
   "source": [
    "### Result\n",
    "It is the heatmap of the correlation of variable with eachother without any pre-processing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "97b47013",
   "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>ID</th>\n",
       "      <th>present_days_out_off_100_instruction_days</th>\n",
       "      <th>Late_remark</th>\n",
       "      <th>family_income</th>\n",
       "      <th>CWSN</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Medium_of_Instruction</th>\n",
       "      <th>Attending_Remidal_Classes</th>\n",
       "      <th>SMC_Frequency</th>\n",
       "      <th>...</th>\n",
       "      <th>Parent_Status</th>\n",
       "      <th>Father_working</th>\n",
       "      <th>Mother_working</th>\n",
       "      <th>Mother_Education</th>\n",
       "      <th>Study_Time_per_day</th>\n",
       "      <th>free_Time_After_School</th>\n",
       "      <th>wants_to_take_higher_education</th>\n",
       "      <th>Internet_access_at_home</th>\n",
       "      <th>Type_of_social_media_used</th>\n",
       "      <th>Student_Performance_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8559</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.8563</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8320</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8409</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.8487</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</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",
       "      <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>1999995</th>\n",
       "      <td>1999995</td>\n",
       "      <td>1999996</td>\n",
       "      <td>0.8396</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999996</th>\n",
       "      <td>1999996</td>\n",
       "      <td>1999997</td>\n",
       "      <td>0.7923</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999997</th>\n",
       "      <td>1999997</td>\n",
       "      <td>1999998</td>\n",
       "      <td>0.7100</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999998</th>\n",
       "      <td>1999998</td>\n",
       "      <td>1999999</td>\n",
       "      <td>0.7276</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999999</th>\n",
       "      <td>1999999</td>\n",
       "      <td>2000000</td>\n",
       "      <td>0.7813</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000000 rows × 74 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Unnamed: 0       ID  present_days_out_off_100_instruction_days  \\\n",
       "0                 0        1                                     0.8559   \n",
       "1                 1        2                                     0.8563   \n",
       "2                 2        3                                     0.8320   \n",
       "3                 3        4                                     0.8409   \n",
       "4                 4        5                                     0.8487   \n",
       "...             ...      ...                                        ...   \n",
       "1999995     1999995  1999996                                     0.8396   \n",
       "1999996     1999996  1999997                                     0.7923   \n",
       "1999997     1999997  1999998                                     0.7100   \n",
       "1999998     1999998  1999999                                     0.7276   \n",
       "1999999     1999999  2000000                                     0.7813   \n",
       "\n",
       "         Late_remark  family_income  CWSN  Hostel  Medium_of_Instruction  \\\n",
       "0                5.0              3     0       1                      4   \n",
       "1                5.0              3     0       0                      1   \n",
       "2                2.0              3     0       0                      1   \n",
       "3                2.0              0     0       0                      4   \n",
       "4                4.0              1     0       0                      3   \n",
       "...              ...            ...   ...     ...                    ...   \n",
       "1999995          4.0              3     0       1                      1   \n",
       "1999996         10.0              3     0       0                      3   \n",
       "1999997         17.0              0     0       0                      0   \n",
       "1999998          4.0              1     0       0                      1   \n",
       "1999999         10.0              1     0       1                      2   \n",
       "\n",
       "         Attending_Remidal_Classes  SMC_Frequency  ...  Parent_Status  \\\n",
       "0                                0              1  ...              1   \n",
       "1                                0              2  ...              1   \n",
       "2                                0              2  ...              1   \n",
       "3                                0              2  ...              1   \n",
       "4                                1              2  ...              1   \n",
       "...                            ...            ...  ...            ...   \n",
       "1999995                          0              2  ...              1   \n",
       "1999996                          0              1  ...              0   \n",
       "1999997                          0              2  ...              0   \n",
       "1999998                          0              3  ...              1   \n",
       "1999999                          1              2  ...              1   \n",
       "\n",
       "         Father_working  Mother_working  Mother_Education  Study_Time_per_day  \\\n",
       "0                     1               0                 0                   2   \n",
       "1                     1               1                 0                   2   \n",
       "2                     1               0                 0                   2   \n",
       "3                     1               1                 0                   2   \n",
       "4                     0               0                 0                   2   \n",
       "...                 ...             ...               ...                 ...   \n",
       "1999995               1               1                 0                   2   \n",
       "1999996               0               1                 3                   0   \n",
       "1999997               0               0                 0                   0   \n",
       "1999998               0               1                 0                   2   \n",
       "1999999               1               1                 0                   0   \n",
       "\n",
       "         free_Time_After_School  wants_to_take_higher_education  \\\n",
       "0                             1                               1   \n",
       "1                             0                               1   \n",
       "2                             2                               1   \n",
       "3                             2                               1   \n",
       "4                             2                               1   \n",
       "...                         ...                             ...   \n",
       "1999995                       0                               1   \n",
       "1999996                       1                               1   \n",
       "1999997                       4                               0   \n",
       "1999998                       2                               1   \n",
       "1999999                       4                               0   \n",
       "\n",
       "         Internet_access_at_home  Type_of_social_media_used  \\\n",
       "0                              0                          2   \n",
       "1                              1                          0   \n",
       "2                              1                          1   \n",
       "3                              1                          2   \n",
       "4                              1                          2   \n",
       "...                          ...                        ...   \n",
       "1999995                        1                          2   \n",
       "1999996                        0                          2   \n",
       "1999997                        1                          1   \n",
       "1999998                        1                          1   \n",
       "1999999                        1                          2   \n",
       "\n",
       "         Student_Performance_level  \n",
       "0                                0  \n",
       "1                                0  \n",
       "2                                0  \n",
       "3                                0  \n",
       "4                                0  \n",
       "...                            ...  \n",
       "1999995                          0  \n",
       "1999996                          0  \n",
       "1999997                          1  \n",
       "1999998                          0  \n",
       "1999999                          0  \n",
       "\n",
       "[2000000 rows x 74 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_label = LabelEncoder()\n",
    "df1 = df.copy(deep=True)\n",
    "df1[\"family_income\"]= my_label.fit_transform(df1[\"family_income\"])\n",
    "df1[\"Medium_of_Instruction\"]= my_label.fit_transform(df1[\"Medium_of_Instruction\"])\n",
    "df1[\"free_Time_After_School\"]= my_label.fit_transform(df1[\"free_Time_After_School\"])\n",
    "df1[\"Student_Performance_level\"] = my_label.fit_transform(df1[\"Student_Performance_level\"])\n",
    "df1[\"CWSN\"]= my_label.fit_transform(df1[\"CWSN\"])\n",
    "df1[\"Attending_Remidal_Classes\"]= my_label.fit_transform(df1[\"Attending_Remidal_Classes\"])\n",
    "df1[\"Hostel\"]= my_label.fit_transform(df1[\"Hostel\"])\n",
    "df1[\"SMC_Frequency\"]= my_label.fit_transform(df1[\"SMC_Frequency\"])\n",
    "\n",
    "df1[\"Type_of_social_media_used\"]= my_label.fit_transform(df1[\"Type_of_social_media_used\"])\n",
    "df1[\"School_Toilet_Facility\"]= my_label.fit_transform(df1[\"School_Toilet_Facility\"])\n",
    "\n",
    "df1[\"Playground_Availability\"]= my_label.fit_transform(df1[\"Playground_Availability\"]) \n",
    "df1[\"ICT_Facility\"]= my_label.fit_transform(df1[\"ICT_Facility\"]) \n",
    "df1[\"Library_Facility\"]= my_label.fit_transform(df1[\"Library_Facility\"]) \n",
    "df1[\"Dustbin_Facility\"]= my_label.fit_transform(df1[\"Dustbin_Facility\"])\n",
    "\n",
    "df1[\"Electricity_Availability\"]= my_label.fit_transform(df1[\"Electricity_Availability\"]) \n",
    "df1[\"First_Aid_Box_Availability\"]= my_label.fit_transform(df1[\"First_Aid_Box_Availability\"]) \n",
    "df1[\"Teacher_Learning_Material_Availability\"]= my_label.fit_transform(df1[\"Teacher_Learning_Material_Availability\"]) \n",
    "df1[\"School_is_approach_by_all_weather_road\"]= my_label.fit_transform(df1[\"School_is_approach_by_all_weather_road\"])\n",
    "df1[\"PTA_Meeting_Frequency\"]= my_label.fit_transform(df1[\"PTA_Meeting_Frequency\"])\n",
    "df1[\"Location\"]= my_label.fit_transform(df1[\"Location\"])\n",
    "df1[\"Board_Condition\"]= my_label.fit_transform(df1[\"Board_Condition\"])\n",
    "df1[\"Parent_Status\"]= my_label.fit_transform(df1[\"Parent_Status\"])\n",
    "df1[\"Father_working\"]= my_label.fit_transform(df1[\"Father_working\"])\n",
    "df1[\"Mother_working\"]= my_label.fit_transform(df1[\"Mother_working\"])\n",
    "df1[\"Mother_Education\"]= my_label.fit_transform(df1[\"Mother_Education\"])\n",
    "\n",
    "df1[\"free_Time_After_School\"]= my_label.fit_transform(df1[\"free_Time_After_School\"])\n",
    "df1[\"wants_to_take_higher_education\"]= my_label.fit_transform(df1[\"wants_to_take_higher_education\"])\n",
    "df1[\"Internet_access_at_home\"]= my_label.fit_transform(df1[\"Internet_access_at_home\"])\n",
    "df1[\"Study_Time_per_day\"]= my_label.fit_transform(df1[\"Study_Time_per_day\"])\n",
    "\n",
    "\n",
    "df1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "71ed7fab",
   "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>present_days_out_off_100_instruction_days</th>\n",
       "      <th>Late_remark</th>\n",
       "      <th>family_income</th>\n",
       "      <th>CWSN</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Medium_of_Instruction</th>\n",
       "      <th>Attending_Remidal_Classes</th>\n",
       "      <th>SMC_Frequency</th>\n",
       "      <th>PTA_Meeting_Frequency</th>\n",
       "      <th>School_Toilet_Facility</th>\n",
       "      <th>...</th>\n",
       "      <th>Parent_Status</th>\n",
       "      <th>Father_working</th>\n",
       "      <th>Mother_working</th>\n",
       "      <th>Mother_Education</th>\n",
       "      <th>Study_Time_per_day</th>\n",
       "      <th>free_Time_After_School</th>\n",
       "      <th>wants_to_take_higher_education</th>\n",
       "      <th>Internet_access_at_home</th>\n",
       "      <th>Type_of_social_media_used</th>\n",
       "      <th>Student_Performance_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.8559</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.8563</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.8320</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.8409</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <td>1</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.8487</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
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       "      <td>...</td>\n",
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       "      <td>2</td>\n",
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       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
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       "    <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999995</th>\n",
       "      <td>0.8396</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999996</th>\n",
       "      <td>0.7923</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999997</th>\n",
       "      <td>0.7100</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999998</th>\n",
       "      <td>0.7276</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999999</th>\n",
       "      <td>0.7813</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000000 rows × 72 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         present_days_out_off_100_instruction_days  Late_remark  \\\n",
       "0                                           0.8559          5.0   \n",
       "1                                           0.8563          5.0   \n",
       "2                                           0.8320          2.0   \n",
       "3                                           0.8409          2.0   \n",
       "4                                           0.8487          4.0   \n",
       "...                                            ...          ...   \n",
       "1999995                                     0.8396          4.0   \n",
       "1999996                                     0.7923         10.0   \n",
       "1999997                                     0.7100         17.0   \n",
       "1999998                                     0.7276          4.0   \n",
       "1999999                                     0.7813         10.0   \n",
       "\n",
       "         family_income  CWSN  Hostel  Medium_of_Instruction  \\\n",
       "0                    3     0       1                      4   \n",
       "1                    3     0       0                      1   \n",
       "2                    3     0       0                      1   \n",
       "3                    0     0       0                      4   \n",
       "4                    1     0       0                      3   \n",
       "...                ...   ...     ...                    ...   \n",
       "1999995              3     0       1                      1   \n",
       "1999996              3     0       0                      3   \n",
       "1999997              0     0       0                      0   \n",
       "1999998              1     0       0                      1   \n",
       "1999999              1     0       1                      2   \n",
       "\n",
       "         Attending_Remidal_Classes  SMC_Frequency  PTA_Meeting_Frequency  \\\n",
       "0                                0              1                      0   \n",
       "1                                0              2                      3   \n",
       "2                                0              2                      2   \n",
       "3                                0              2                      2   \n",
       "4                                1              2                      2   \n",
       "...                            ...            ...                    ...   \n",
       "1999995                          0              2                      2   \n",
       "1999996                          0              1                      1   \n",
       "1999997                          0              2                      1   \n",
       "1999998                          0              3                      2   \n",
       "1999999                          1              2                      0   \n",
       "\n",
       "         School_Toilet_Facility  ...  Parent_Status  Father_working  \\\n",
       "0                             1  ...              1               1   \n",
       "1                             1  ...              1               1   \n",
       "2                             1  ...              1               1   \n",
       "3                             1  ...              1               1   \n",
       "4                             1  ...              1               0   \n",
       "...                         ...  ...            ...             ...   \n",
       "1999995                       1  ...              1               1   \n",
       "1999996                       1  ...              0               0   \n",
       "1999997                       0  ...              0               0   \n",
       "1999998                       1  ...              1               0   \n",
       "1999999                       0  ...              1               1   \n",
       "\n",
       "         Mother_working  Mother_Education  Study_Time_per_day  \\\n",
       "0                     0                 0                   2   \n",
       "1                     1                 0                   2   \n",
       "2                     0                 0                   2   \n",
       "3                     1                 0                   2   \n",
       "4                     0                 0                   2   \n",
       "...                 ...               ...                 ...   \n",
       "1999995               1                 0                   2   \n",
       "1999996               1                 3                   0   \n",
       "1999997               0                 0                   0   \n",
       "1999998               1                 0                   2   \n",
       "1999999               1                 0                   0   \n",
       "\n",
       "         free_Time_After_School  wants_to_take_higher_education  \\\n",
       "0                             1                               1   \n",
       "1                             0                               1   \n",
       "2                             2                               1   \n",
       "3                             2                               1   \n",
       "4                             2                               1   \n",
       "...                         ...                             ...   \n",
       "1999995                       0                               1   \n",
       "1999996                       1                               1   \n",
       "1999997                       4                               0   \n",
       "1999998                       2                               1   \n",
       "1999999                       4                               0   \n",
       "\n",
       "         Internet_access_at_home  Type_of_social_media_used  \\\n",
       "0                              0                          2   \n",
       "1                              1                          0   \n",
       "2                              1                          1   \n",
       "3                              1                          2   \n",
       "4                              1                          2   \n",
       "...                          ...                        ...   \n",
       "1999995                        1                          2   \n",
       "1999996                        0                          2   \n",
       "1999997                        1                          1   \n",
       "1999998                        1                          1   \n",
       "1999999                        1                          2   \n",
       "\n",
       "         Student_Performance_level  \n",
       "0                                0  \n",
       "1                                0  \n",
       "2                                0  \n",
       "3                                0  \n",
       "4                                0  \n",
       "...                            ...  \n",
       "1999995                          0  \n",
       "1999996                          0  \n",
       "1999997                          1  \n",
       "1999998                          0  \n",
       "1999999                          0  \n",
       "\n",
       "[2000000 rows x 72 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df1.drop('ID',axis = 1)\n",
    "df1 = df1.drop('Unnamed: 0', axis = 1)\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ec91b294",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\satyam.barnwal\\AppData\\Local\\Temp\\ipykernel_11956\\498219553.py:4: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  mask = np.zeros_like(corrs_mat, dtype=np.bool)\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def heat_map(corrs_mat):\n",
    "    sns.set(style=\"white\")\n",
    "    f, ax = plt.subplots(figsize=(20, 20))\n",
    "    mask = np.zeros_like(corrs_mat, dtype=np.bool)\n",
    "    mask[np.triu_indices_from(mask)] = True \n",
    "    # Generate a custom diverging colormap\n",
    "    cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "    sns.heatmap(corrs_mat, mask=mask, cmap=cmap, ax=ax)\n",
    "\n",
    "variable_correlations = df1.corr()\n",
    "#variable_correlations\n",
    "heat_map(variable_correlations)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48a1f962",
   "metadata": {},
   "source": [
    "Heat map of correalation after pre processing of data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6496cbe4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.histplot(x='present_days_out_off_100_instruction_days', data=df1 )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43252d54",
   "metadata": {},
   "source": [
    "It clearly shows that most of data lies between 0.7 to 0.9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "640c7f0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yEBYWRl5eHna73SMkb9++HavVSvfu3U/5GGFhYRgMhpP+rLlma2uKK8wf/3jH/2569dVXWbx4MVOnTuXSSy91f5JyfAtKixYt6Nu3Lx9//DGFhYUEBQV5vMZhYWFMnjyZyZMns3fvXpKTk5k3bx5PP/00r732Wo0+NxFpXHSRXgPy9ddfY7FY3F8nJydjtVrd/XvHS0pKAiA3N5fu3bu7/8vLy+PFF18kLy+PH374gQsuuICff/4Zg8FA586dmThxIh06dHCH7r59+7J79246d+7sHqNbt24sXryYtWvXntFzqM5MmatX+JNPPvG4/YsvvnD/OTc3l3379nH99dfTo0cPd3B39Wcfe4Fds2bN6N+/P2+88Qa//fabu98RnGvODhkyBIvFgtlspn///vzjH/8AIDU1tco1JyUl8cUXX3jM4NlsNj788EO6d++O2Wx2z5ge++amoqKCn3/+2WOs6nzPevbsidls5v333/e4fcuWLaSkpHDuueee8ZhnKyAggD59+rB27VqPWcv//e9/hIeHu9sYLrzwQjZv3kxOTo77nK+//pri4mIuvPDCWq2xKq9/VV8P1+t77M/N999/73FOnz59qKio8GiFcDgcPP7448yfP/+0jxccHEy3bt346KOPPN5oFRYW8uWXX3LeeedVqdaqCggIoHfv3nz66acer6Fr1Q2XrVu30r59e66//np3OE5PT2fnzp2VLna9/vrr+fbbb1mzZg2XXXaZ+83q4cOHGTRokPvvfdu2bRk3bhwXXHDBCScERETOhGaQG5C0tDTuuecebr31VlJTU3nhhRcYMGAA559/Pu+++26l8zt06MDVV1/Nk08+yeHDh+nWrRv79u1j5syZNG/enNatW2O1WgkMDGTKlCncf//9NGnShG+//Zbt27dz6623As6VFG666Sbuuusu/vKXvxAQEMDy5cv57LPPmD179hk9h/DwcLZt28amTZvo0aNHpY98T6RVq1bceOONzJw5E6vVSufOnXnvvff4/fff3efExMTQrFkz3nzzTRISEggPD+ebb75hyZIlAJSWlnqMef311zNp0iRat27tESL69evHjBkzGD9+PCNHjsRkMrFs2TLMZrNHn+jp3Hfffaxbt45bb72VO++8E7PZzNKlSzl48KB75isiIoLevXuzdOlSWrVqRVRUFG+88QZlZWUEBwd7fM+ysrL46quv6Ny5c5VW/4iMjOTOO+90Xyw4dOhQDh06xKxZs2jfvj3XXXddlZ9LTbrnnnsYM2YMDzzwACNGjOCHH35g4cKFPPTQQ+6fhZtvvpmlS5cyZswY7rvvPvLy8njuuee46KKLKvXQ1rSqvP7Hvx4nM2jQIJ555hmefPJJxo0bR1paGnPnzvX4NGfw4MHuZQsfeOABWrVqxfvvv8/OnTt58skn3Y/3ww8/sGHDBrp06VLpcf76179y++23c8cddzBy5EgqKip49dVXsVgs3HfffTX8HYJJkyZx2223cd9993HjjTeyf/9+d5h36dGjB/PmzePVV1+lV69eHDhwgFdeeQWLxVLp7+Kll17KP/7xD3766Sf3dQTgfCObkJDAtGnTKCoqomXLlvz666989dVXdbqToYg0TJpBbkCuuOIKWrZsyYMPPsicOXMYPny4e7m2k3nmmWcYM2YMy5Yt44477uDll1/m8ssvZ9GiRZhMJgICAli0aBHnnHMO06dP5/bbbyc5OZm///3v7hDVqVMn3nzzTQwGA1OmTGHChAlkZmby0ksvnfFH3mPHjiUrK4vbb7+dX3/9tcr3e+qppxg3bhxLly7lvvvuo6ysjLvvvtvjnHnz5hEfH88jjzzCgw8+yI8//sj8+fNp27at+0I/l0GDBmEwGCoFxU6dOvHyyy9TVFTEpEmT3AFt0aJFtG3btsr1nnPOObz11ls0adKExx57jMmTJ+NwOPjPf/7jsQHHs88+S7du3XjyySd55JFH6Ny5M7fddpvHWNdddx3NmjVj/PjxZ7QG7P3338/UqVPZtGkTd999N3PnzuXPf/4zb731lkdLSV3q378/c+bMYd++fYwfP57333+fKVOmcMcdd7jPiY6O5j//+Q9RUVE89NBDzJw5kz//+c/MnDmz1uuryutf1dejTZs2/Otf/yIlJYU777yTJUuW8I9//MPjDY7JZGLBggX8+c9/Zs6cOdx7773s27eP1157zf1m4JZbbsHf359x48adcB3o/v378/rrr2OxWJg0aRJPPvkk8fHxrFixgnPOOadmv0E4Z70XLFhAeno69913H8uWLXNf5OriejP9n//8h3HjxrFw4UKuueYa7rvvPnbt2uXukQfnrHT//v1p3bp1pU825s6dy8CBA5k1axZjx47l7bff5r777vNYqUZEpDoMjrO9Qkp8wpAhQ+jbty/PPvust0tpED766CMmT57Ml19+WeliPxGpO2VlZQwaNIi77rqLsWPHerscEWkk1GIhPstms1XpCvqavBDws88+45dffmHZsmVcc801ZxyOq7LrmNForPaqBKdjt9urtGGJyWSqkSXRqvIaGQyGOl2X1hs/Nw2dw+GodLHoidTUzxXg3lXTtVTkDTfcUCPjiohUhf6FEJ81evToKu0qd2yv8dk6dOgQixcvpk+fPh79jlW977FrMZ/M8OHDa22m/6WXXnJviX0q//nPfzj//PPP+vGGDRvG4cOHT3lOs2bNKl2kVZu88XPT0L377rsea5+fzDPPPFNj/etGo5E33niD4OBgXnjhBY81w0VEaptaLMRn7d27t0obZpxuqau6YrFYqhS6oqKiaN68ea3UkJ6eTkZGxmnPa9OmTZV3/TuV33//3WPllBMxm83u9abrQn37uakPcnNzOXTo0GnPa968uXvZRRGR+kwBWURERETkGFrFQkRERETkGArIIiIiIiLHUECuBSNHjmTkyJHeLkNEREREqkGrWNSCM9lyWERERER8i2aQRURERESOoYAsIiIiInIMBWQRERERkWMoIIuIiIiIHEMBWURERETkGArIIiIiIiLHUEAWERERETmGArKIiIiIyDEUkEVEREREjqGALCIiIiJyDAVkEREREZFjKCCLiIiIiBxDAVlERERE5BgKyCIiIiIix1BAFhERERE5hgKyiIiIiMgxfCogz5s3j1GjRnnclpGRwaRJk+jTpw/nn38+f/3rX8nJyXEft9vtzJ49m4EDB9KzZ0/Gjh3LgQMHPMbYvn07I0eOpFevXgwePJiFCxd6HK/KGCIiIiLSOPhMQF68eDGzZ8/2uM1isTB27FgOHjzI66+/ziuvvMK2bdt4+OGH3efMmzePZcuWMW3aNJYvX47BYGDcuHFYLBYAcnNzGTNmDK1bt2blypXcf//9zJo1i5UrV1Z5DBERERFpPLwekNPT07njjjuYNWsWbdq08Tj2wQcfcPjwYebPn0/37t3p1asXjz32GPv27aOoqAiLxcKiRYu4//77GTRoEJ06dWLmzJmkp6ezdu1aAFasWIHZbGbq1Km0a9eOESNGMHr0aBYsWABQpTFEREREpPHwekD+7bffiIiIYM2aNfTs2dPj2Ndff02/fv1o0qSJ+7aBAwfy2WefERoayo4dOyguLqZfv37u4+Hh4XTp0oXNmzcDsGXLFpKSkvDz83Of069fP/bt20d2dnaVxhCRhmXNuj3eLkFERHyY3+lPqV1DhgxhyJAhJzy2f/9++vTpw0svvcTq1auxWq0MGDCAyZMnEx4eTlpaGgCJiYke94uLiyM1NRWAtLQ0OnToUOk4QEpKSpXGEJGGxWqze7sEERHxYV6fQT6VoqIiVq9eze+//87zzz/P3//+d7Zu3cq9996Lw+GgtLQUALPZ7HG/gIAAysvLASgrKzvhcYDy8vIqjSEiIiIijYfXZ5BPxd/fn+DgYJ5//nn8/f0BiIiI4IYbbuCXX34hMDAQcPYRu/4MzuAbFBQEQGBgYKWL7VzBNzg4uEpjiIiIiEjj4dMzyAkJCbRp08YdjgHOOeccAA4dOuRui8jIyPC4X0ZGBgkJCe4xTnQcID4+vkpjiIiIiEjj4dMBuU+fPuzYsYOysjL3bTt37gSgVatWdOrUidDQUDZu3Og+XlBQwLZt2+jTpw8ASUlJbN26FZvN5j5nw4YNtGnThpiYmCqNISIiIiKNh08H5JtuugmTycRf//pXdu7cydatW3niiSc4//zz6dq1K2azmZEjRzJjxgySk5PZsWMHEydOJCEhgWHDhgEwYsQIioqKePzxx9m9ezerVq1iyZIl3HXXXQBVGkNEREREGg+f7kGOjo7mzTff5JlnnuH//u//MJvNXHLJJTz66KPucyZMmIDVauWJJ56grKyMpKQkFi5c6L7oLiYmhtdee43p06czfPhwYmNjmTJlCsOHD6/yGCJSv61Zt4erL2rn7TJERKSeMDgcDoe3i2hohg4dCkBycrKXKxFpHE4XgFd9sYvrLj6n0tcKziIiciI+3WIhIlIV1V3X+Nj7afMQERFxUUAWEUGbh4iIyFEKyCLSYBw/C6xZYRERqQ4FZBFpMI6fBdassIiIVIcCsoiIiIjIMRSQRaReUvuEiIjUFgVkEamX1D4hIiK1RQFZREREROQYCsgiIiIiIsdQQBYROQH1OIuINF4KyCIiJ6AeZxGRxksBWUTqBc3oiohIXVFAFpF6wVszugrmIiKNjwKyiMgpqNVCRKTxUUAWkUbHbndgszu8XYaIiPgoP28XICJypj78Zu8Zne9wOPj9QA4bf0vj511Z7D6Ux4rkXXRoGcmfzm9FaLC5lioVEZH6SAFZROodq71qbQ+WChsLVv/C2k0HWPzhdo9jpeVWftqVxf3Pf8nT4/rVRpkiIlJPKSCLSIO0Y38O7329l6KSCgCCAvw4r1McSV3iOZBaQKfW0cxZ8RNZeaU8PPcbBp3bzMsVi4iIr1BAFpEGpajEwgfr9/H2p79jtzuIiwqie/smjL++F/5+zssuVn2xi/7dm7IvJZ8ffs9kx4Fc/vfdHwzq3YLObaJPOO6adXu4+qJ2dflURETES3SRnojUa6XlVr79OZX7Z3zB25/+zl+e/Jg3P9mB3e6gbdNwZv31YlrGh7nD8bECzX784+4L6NG+CVabnacWbGDPobwTPo5WsxARaTwUkEXEJ7nWHz7VOsS5hWU8Nu8bfv8jl/2pBZRZbADERwcz6eZzGXRuc0KD/E/5OIFmP568/XwSYoIpLbfyz8WbKCi21NwTERGRekctFiLik1wztiebuXU4HPx94UZ2H8onwN/Eg3/pzfZ9Odzy504EBzpD8aovdlXpsQLNfgw5rwVfbD1EanYxM5Zuoec5TWrmiYiISL2jGWQR8SlV3blu96F8dh/MIzjQjysubM2Ans2IiQh0h+MzFWA28diYvgSYTfywM5Pdh/KrNY6IiNR/Csgi4lOq0utbYbWzdUcGADde0oGI0IAaeezWieHc/KeOAGzdkU5JWUWNjCsiIvWLArKI1Ds/7syktNxKfHQwVw1sW6NjXzWwHc1iQygtt7Fs7c5Kx6s6wy0iIvWXArKI1Cv7UvL5eXcWALdf3RV/P1ONju/vZ+SOa7oD8OH6fZRZrB7HtZqFiEjDp4AsIvWGzWZn9vIfcDigVUIY/bs3rZXHOa9THNHhgVgqbOz8I69WHkNERHyXArKI1AsOh4NXVv/C7kP5mP2N9OuWUOX7mkyGM2qNMBgMdG3r3DBk+74cKqyaNRYRaUwUkEXEJ5wuwP66J5uPv92PwQADezWr0moVJpOBD7/ZC5x5a0SbphFEhQVQUm5l/U+Hz+i+IiJSvykgi4hPOFWA3bojnS1HVq24/eputGkaXvVx7dWb/TUZDVx+YRsAPvnuQLXGEBGR+kkBWUR8WlFpBc+/+T0Al/ZrxTUXtTvrMY+dWQY8/nysS5JaAvDb3mwKtbueiEijoZ30RMRnlZVb+XzLQQpLLMREBHLntd2rPZbJZOCTb/dhszsA58yyKyifbJa5SWQQTWNDSMksZvehvGo/toiI1C+aQRYRn2R3OHhu6Vay88sICzZz8XnNMfsfXdLtRBfeHT8zfDyr3V4pDJ+uBeOc5pGAc+c++5FwLSIiDZsCsoj4HIfDwcZf09i0LQ2T0cCTY88nLNhc+TwclQKxK/CeKiifiZYJYQQH+lFUWsFv+7Ldt2vDEBGRhksBWUR8znvr9rDjQC4GA1zUqxmd20Sf9NxjWyXAeXHdqdomTuZks89+JiMXHFlv+dufU44+rjYMERFpsBSQRcRrTjQLm55TwqL3fwNgzJVdaV3FFSuODcTVXbniZLPP/bsnAvDdL6k4HGqzEBFp6BSQRcRrjp+FdTgcbN6ejsMB7ZpFcO2gs1+xolp1HRewe3WIxc9kICu/jKz8Mq/UJCIidcenAvK8efMYNWrUSY8/8cQTDBkyxOM2u93O7NmzGThwID179mTs2LEcOOC5Zun27dsZOXIkvXr1YvDgwSxcuPCMxxCR2vftz6lk5pYSYDbRp3McBoOhTh/f1Z4Bni0XZn8TzeNCAfgjraBOaxIRkbrnMwF58eLFzJ49+6THP/vsM955551Kt8+bN49ly5Yxbdo0li9fjsFgYNy4cVgszjVLc3NzGTNmDK1bt2blypXcf//9zJo1i5UrV1Z5DBGpfXaHgyUfbQNg+KD2VdoprzacrFWjZYKz1eNAWmGd1yQiInXL6wE5PT2dO+64g1mzZtGmTZsTnpORkcGTTz5J3759PW63WCwsWrSI+++/n0GDBtGpUydmzpxJeno6a9euBWDFihWYzWamTp1Ku3btGDFiBKNHj2bBggVVHkNEat/BtEJSs4oJ8Ddx3cXtKx13zejW1OoUZ6pFXCgmo4H8Igtp2cVeqUFEROqG1wPyb7/9RkREBGvWrKFnz56VjjscDh555BGuueaaSgF5x44dFBcX069fP/dt4eHhdOnShc2bNwOwZcsWkpKS8PM7uidKv3792LdvH9nZ2VUaQ0Rq3vFBd9u+HAA6tookKODEexidaB3j2uYK5mZ/E+e0iAScO+uJiEjD5fWAPGTIEJ5//nlatGhxwuOLFy8mMzOTSZMmVTqWlpYGQGJiosftcXFxpKamus9JSEiodBwgJSWlSmOISM07NujuPZxPWk4JJqOBTq1OvqSbt7hq7do2BvAMyFoPWUSk4fF6QD6VHTt2MHfuXJ577jnM5sqbBJSWlgJUOhYQEEB5eTkAZWVlJzwOUF5eXqUxRKR2vf+1czb5wp5NCQnyTu9xVXRr1wSAX/ccDchaD1lEpOHx2YBcXl7OQw89xD333EOnTp1OeE5gYCBApYvpysvLCQoKcp9zouMAwcHBVRpDRGpPcWkF6348DMCVF7Z13366baO9oUubaAxAanYxxaUV3i5HRERqic8G5J9++oldu3Yxd+5cevfuTe/evXnllVdISUmhd+/erFmzxt0WkZGR4XHfjIwMd1tFQkLCCY8DxMfHV2kMEak96348jKXCRkSomU6tozyOHb9LnovJWLfLv7kEB/oTHeF8U52eU+KVGkREpPad+EoYH9CjRw8+/fRTj9veeOMNPv30U9544w1iYmIwm82EhoayceNGWrZsCUBBQQHbtm1j5MiRACQlJbFs2TJsNhsmkwmADRs20KZNG2JiYggLCzvtGCJSe9ZudK453qFF1EnXPa7rC/NOJSE6mOz8MtIUkEVEGiyfDciBgYG0atXK47aIiAj8/Pw8bh85ciQzZswgOjqaZs2a8dxzz5GQkMCwYcMAGDFiBK+99hqPP/44d9xxBz///DNLlizh6aefBpy9x6cbQ0RqR05BGbsO5mEyGmjXPMLb5VRJfEwwv+3L0QyyiEgD5rMBuaomTJiA1WrliSeeoKysjKSkJBYuXOi+6C4mJobXXnuN6dOnM3z4cGJjY5kyZQrDhw+v8hgiUnPWrNvD1Rc5t5DecygfgL5dE066tJuviY10XpuQX1hOWbnVy9WIiEhtMDgcDoe3i2hohg4dCkBycrKXKxHxPau+2MV1F5/D6q92seKzXRSWVPDwrX3IyCnhuovP4b11uwnwM1FutZ10DJPRgM1+4l9d1T1WleN+RiPlFTbeW7eHnIJy/n3fQLbvz+a6i8856X1ERKT+8dmL9ESkYcspKKewpAKzn5HzOsV7HPOlnmMXk9Hgrqtd80gAdh/K815BIiJSaxSQRcQr9qcUAHBup7h6017h0l4BWUSkQVNAFhGv2JfqDMgX9Gjq5UrOnCsg71FAFhFpkBSQRaTOHc4sIq+wHKMBkro41xv3xY1BTsa14sbB9EIqrL7XDiIiImdHAVlE6twPvx/ZrCc6mNBjtpb2xd7jE4mJCCIowA+7w7lUnYiINCwKyCJS537cmQlA09hQL1dSfU2O7KiXna+ALCLS0Cggi0idstsd/LonC4DEJiFerqb6YtwBudTLlYiISE1TQBaROpWdX0pxmRWzv9EdMutL7/GxYo5sGJKlGWQRkQZHAVlEat2adXvcf07JKgacs8dGgwGoP73HcPRiQleLhXbUExFpeBSQRaTWWW1HA7ArIDdrElKvVq44ltVuJzjQn6iwABzAviNrOouISMOggCwidabCaiMz19mz67pArz7NHh9PO+qJiDRMCsgiUmf2HMrHZncQHmImItTs7XLO2jktIgFnQD62jUREROo3BWQRqTPb9+cA0Ll1NH6m+v/r59gtp49tIxERkfqt/v8LJSL1xrEBuSFw7ah3SDvqiYg0KArIIlInHA6HOyB3aiABWTvqiYg0TArIIlIn0nNKyCssx2g42rvbELjWclZAFhFpOBSQRaRObNvnnD2OiQjC7G/ycjU1JzpcAVlEpKFRQBaROrHjSHtFXHSQlyupWe6AfGRHPa1mISJS/ykgi0id+P1ALgBxUcFerqRmuDY5iQ4PACC3sBybza7VLEREGgAFZBGpdVabnf1pzt3mEmKC6+XueSditdsJDzETaDZhszs4nFnk7ZJERKQGKCCLSK1xtRtk55dhtzuIDg8gONCvXu+edzyDwUDrxHBAW06LiDQUCsgiUmtc7QaZec7tpc9pEYXBYPBmSbWiTTPnesj7UvK9XImIiNQEBWQRqXWZuc6A3LFVlJcrqR1tmzoD8t7DCsgiIg2BArKI1LqsIzPIHVo00IDsnkFWi4WISEOggCwitSqvsJyi0goMBmjfgDYIOVbLhDAMQF5ROSVlVm+XIyIiZ0kBWURq1c6DzuXdmseFEhLk7+Vqakeg2Y/wUDOgDUNERBoCBWQRqVU7/3AG5A4tG2Z7hYt21BMRaTgUkEWkVu08oIAsIiL1iwKyiNQah8PBzoN5QMMPyDHHbTktIiL1lwKyiNSagmILxaUVmIxHN9NoaEwmA598u4+oIwE5v9hCWbku1BMRqc8UkEWkxrl20HMt7xYTEYifydhgtpg+ntVuJzjQj8iwAAAOpGm5NxGR+kwBWURq3PE76DWJDHLe3oC2mD4R94YhWg9ZRKReU0AWkVrjCsjx0cENdvb4WG2aOttI9mlHPRGRek0BWURqRYXVRk5BOQCxUUENfvYYoE1T1456CsgiIvWZArKI1Ip9KQXY7Q7CQ8yEBTfMDUKO1zIhDIBDGUU4HA4vVyMiItWlgCwiteLYDUIMBoOXq6kbiU1CACgqraCg2OLlakREpLoUkEWkVvzeSHbQO1ag2Y/QI9tpH8oo8nI1IiJSXT4VkOfNm8eoUaM8bvv8888ZMWIEvXv3ZsiQIfzrX/+irOzoQvx2u53Zs2czcOBAevbsydixYzlw4IDHGNu3b2fkyJH06tWLwYMHs3DhQo/jVRlDRM7MLndAjvRuIXUsItQMwKGMQi9XIiIi1eUzAXnx4sXMnj3b47YtW7Zw3333cemll7J69WqmTp3Kxx9/zNNPP+0+Z968eSxbtoxp06axfPlyDAYD48aNw2JxfryZm5vLmDFjaN26NStXruT+++9n1qxZrFy5sspjiEjVuNY/LrfYOJxZDDSuGWSAiFDnWsiaQRYRqb+8HpDT09O54447mDVrFm3atPE4tmzZMvr168edd95Jq1atuOiii5g4cSJr1qzBYrFgsVhYtGgR999/P4MGDaJTp07MnDmT9PR01q5dC8CKFSswm81MnTqVdu3aMWLECEaPHs2CBQsAqjSGiFSNa/3jrHzn8m5hwWbCgs3eLKnOmEwGPvxm7zEzyEXuNwwiIlK/eD0g//bbb0RERLBmzRp69uzpcWzs2LFMmTKl0n2sVitFRUXs2LGD4uJi+vXr5z4WHh5Oly5d2Lx5M+CchU5KSsLPz899Tr9+/di3bx/Z2dlVGkNEzkxmrjMgx0YFebmSumW124kIcc4gH84ocr9hEBGR+sXv9KfUriFDhjBkyJATHuvSpYvH1xaLhddff52uXbsSHR3Nli1bAEhMTPQ4Ly4ujtTUVADS0tLo0KFDpeMAKSkppKWlnXYMETkzri2mYyMDvVxJ3XO1WKTnFGNTQBYRqZe8HpCrymq1MmXKFHbv3s2bb74JQGmp8x9hs9nzI9yAgADy850L9ZeVlZ3wOEB5eXmVxhCRqnM4HO4Wi8ayg96xggJMBAf6UVJmpaBE1zGIiNRHXm+xqIqioiLuvvtukpOTmT17trsVIzDQOTt1/MV05eXlBAUFuc850XGA4ODgKo0hIlWXU1BGabkNo9FAdERgo9hB71gGg4HmcaEA5BcpIIuI1Ec+H5AzMjK45ZZb+OGHH1iwYIFHO4arLSIjI6PSfRISEgBISEg44XGA+Pj4Ko0hIlW397Dzk5fmcaH4mXz+V0yNM5kMuDbRyy8q924xIiJSLT79r1d+fj633XYbOTk5vPXWWx4X0gF06tSJ0NBQNm7c6L6toKCAbdu20adPHwCSkpLYunUrNpvNfc6GDRto06YNMTExVRpDRKrOFZDbNo3wciXeEx7ibNnSDLKISP3k0wH5mWee4eDBgzz33HNER0eTmZnp/s9ms2E2mxk5ciQzZswgOTmZHTt2MHHiRBISEhg2bBgAI0aMoKioiMcff5zdu3ezatUqlixZwl133QVQpTFEpOr2uAJyMwVk1wyylnsTEalffPYiPbvdzkcffURFRQW33XZbpePJyck0b96cCRMmYLVaeeKJJygrKyMpKYmFCxe6L7qLiYnhtddeY/r06QwfPpzY2FimTJnC8OHD3WOdbgwRqbq9xwTk/amN80LXyCMrWeQXW3A4HFruTUSknjE4HK5uOakpQ4cOBZwhXqQxefvTHbz1v98BeOsfl/H5lj9Oeq7JaMBmP/Gvn1MdO5v71tW4FouNpf/7HbvdweK//Ymvvj/EdRefc9LHFRER3+LTLRYiUr/kFpQBEBrkz7rvD3m5Gu8xmYwkRAcD2nJaRKQ+UkAWkRqTne8MyDGNcHm34zWPCwMUkEVE6iMFZBGpMTkFRwOyyWjwcjXe1ezIWsiHMxWQRUTqGwVkEakxuYXOVRuiwxvfFtPHc20Wcii90MuViIjImVJAFpEaYbc73MuaRYUHeLka73MHZM0gi4jUOwrIInLW1qzbQ0ZuCVabA38/I2EhWiLR1YOcmVtKhbVx92OLiNQ3CsgictasNjt/pDlbCZrHhWI0NO7+Y5PJwNc/HCLA3wRAQbG2nBYRqU8UkEWkRhxIKwCgZXy4lyvxDVa7nYhQbTktIlIfKSCLSI3448jFaC0Twrxcie+IcO2oV6QZZBGR+kQBWURqhKvFQgH5KNcMckGJhTXr9ni5GhERqSoFZBE5a3aHw72cmQLyUZHuGWQLVpsu1BMRqS8UkEXkrBWVVGCx2jEZDcRHh3i7HJ8RfmQ1j7yichwOh5erERGRqlJAFpGz5togJCI0oNHvoHessGAzfiYDNpuD4tIKb5cjIiJVpIAsImfNdRFaZJg2CDmW0WggsYlzw5D8Yq1kISJSXyggi8hZcwVk10VpcpRrRz2tZCEiUn8oIIvIWXOt8xsZohnk4x0NyJpBFhGpLxSQReSsOBwO9+xoVEQAH36z18sV+RbNIIuI1D8KyCJyVvKKyrFY7RgNzlUbrHYtZ3as5nHOZe/yNIMsIlJvKCCLyFk5lFEEQHx0CH4m/Uo5XtNY5wxyabmV0nKrl6sREZGq0L9mInJWXAG52ZFWAvEUGuRPgNkEQFp2sZerERGRqlBAFpGzcijDuYNecwXkSkwmAx9+s9e9YUhqlgKyiEh9oIAsImfFNYPs6rUVT1a7XQFZRKSeUUAWkbNyNCBrBvlk3AFZLRYiIvWCArKIVNuqz3eRmVsCKCCfimaQRUTqFwVkEam2nMIyHA4w+xvdIVAq0wyyiEj9ooAsItVWUOxc2zciJICP1u/zcjW+yxWQs/JKqbDavFyNiIicjgKyiFSbOyCHaoOQUwkJ9MPPZMThgLTsEm+XIyIip6GALCLV5grI4aFqrzgVg8GgNgsRkXpEAVlEqu3YFgs5tfAQfwDSdKGeiIjPU0AWkWorKC4H0AV6VRAWfHQlizXr9ni5GhERORUFZBGplpKyCkrLnRecRajF4rRcbyJSsoux2tSvLSLiyxSQRaRaUo60CkSGBmD2N3m5Gt8XGuRssXCtGy0iIr5LAVlEqiU10xmQE5uEeLmS+iHkSEDOyC3F4XB4uRoRETkVBWQRqZaULOcW001jFZCrwhWQyy02yiu0FrKIiC9TQBaRanG1WDRtoi2mq8LPZCQqzLnaR1FJhZerERGRU1FAFpFqOZzpnEFO07q+VRYXFQxAUakCsoiIL1NAFpFqSTnSgxwa7OflSuqP2KggQAFZRMTXKSCLyBl757OdFJYc2UVPayBXmXsGWS0WIiI+zacC8rx58xg1apTHbdu3b2fkyJH06tWLwYMHs3DhQo/jdrud2bNnM3DgQHr27MnYsWM5cOBAjY8hIkflFJQBEBzoh7+flnirqrgjM8jFmkEWEfFpPhOQFy9ezOzZsz1uy83NZcyYMbRu3ZqVK1dy//33M2vWLFauXOk+Z968eSxbtoxp06axfPlyDAYD48aNw2Kx1NgYIuLJvcW0NgipMpPJwL6UAkAtFiIivs7rATk9PZ077riDWbNm0aZNG49jK1aswGw2M3XqVNq1a8eIESMYPXo0CxYsAMBisbBo0SLuv/9+Bg0aRKdOnZg5cybp6emsXbu2xsYQEU+uLaYjQgK8XEn9EhTgnG0vKtWbbxERX+b1gPzbb78RERHBmjVr6Nmzp8exLVu2kJSUhJ/f0YuA+vXrx759+8jOzmbHjh0UFxfTr18/9/Hw8HC6dOnC5s2ba2wMEfGkGeTqCQ12roVsqbBTUqZZZBERX+X1y8+HDBnCkCFDTngsLS2NDh06eNwWFxcHQEpKCmlpaQAkJiZWOic1NbXGxhART0cDsmaQz4S/n4nQIH+KSivIzC2lVaK/t0sSEZET8PoM8qmUlZVhNnvOUAUEOP9BLi8vp7S0FOCE55SXl9fYGCJylMPh0AzyWXCtZJGRW+LlSkRE5GR8OiAHBgZWulDOFVqDg4MJDAwEOOE5QUFBNTaGiBxVUGzBYrVjMGiJt+pwrYWckVvq5UpERORkfDogJyQkkJGR4XGb6+v4+Hh3W8SJzklISKixMUTkKNcOek0ig/Az+fSvEJ8UF+2cQc7UDLKIiM/y6X/dkpKS2Lp1KzabzX3bhg0baNOmDTExMXTq1InQ0FA2btzoPl5QUMC2bdvo06dPjY0hIke5dtBr2iTEy5XUT3GaQRYR8Xk+HZBHjBhBUVERjz/+OLt372bVqlUsWbKEu+66C3D2DY8cOZIZM2aQnJzMjh07mDhxIgkJCQwbNqzGxhCRo1KynDPITZuEermS+inW1YOcoxlkERFf5fVVLE4lJiaG1157jenTpzN8+HBiY2OZMmUKw4cPd58zYcIErFYrTzzxBGVlZSQlJbFw4UL3RXc1MYaIHJWadWQGOVYzyNVxdAZZAVlExFcZHA6Hw9tFNDRDhw4FIDk52cuViNS8iTO/ZPehfB4f05esvBJs9hP/CjEZDSc9drrjtXVfXxi3osLOko+2A7Dy2Ssx+2urbhERX+PTLRYi4ntSs50zn7v+yPVyJfWTn58BP5MBgKw89SGLiPgiBWQRqbLCEgvFpc4d4IIDfbpDy2cZDAZCgpwbhKjNQkTENykgi0iVufqPgwP88PPTr4/qCj0SkD/deMDLlYiIyInoXzgRqbK0bGdADtMGIWclNMj5/XPtSCgiIr5FAVlEqiz1SEDWDnpnJzTYOYNcdKRdRUREfIsCsohUmavFIjzE38uV1G+uHuTiEgVkERFfpIAsIlWWdmQFC7VYnB1XD7JmkEVEfJMCsohU2dEZZAXks+EKyMVlFdhsdi9XIyIix1NAFpEqWfXFLnIKygAF5LMVFOiHyWjA4YDsI99TERHxHQrIIlIluYXOIBcS6EeAdn87K0aDgSaRzi2nM3O1WYiIiK9RQBaRKiksdvbLJjQJwWAweLma+i8+OhjQZiEiIr6oWgF58+bNFBcXn/BYQUEBH3744VkVJSK+p7DEuWZvQkyIlytpGGKjnDPICsgiIr6nWgH51ltvZc+ePSc8tm3bNh599NGzKkpEfI9rU4tEBeSzZjIZyCssB9RiISLii/yqeuLDDz9MamoqAA6Hg6lTpxIaGlrpvP3799OkSZOaq1BEfMKxM8hlFi1PdrZCAp2/fjNyNIMsIuJrqjyDfOmll+JwOHA4HO7bXF+7/jMajfTq1YtnnnmmVooVEe8pPLKpxYHUfC9X0jC4dtPL0AyyiIjPqfIM8pAhQxgyZAgAo0aNYurUqbRr167WChMR32GzOyg6MoMcElTlXxtyCqHBzqXyMvNKcTgcuvBRak19+fmqL3VK41CtHuQ33nhD4VikEcnKK8XuAD+TkeAgbTNdE1xvNCwVNvKLLF6uRuqjnTt3MnHiRC688EK6devGgAEDePDBB9m2bZv7nK1bt3LXXXfVyONt3LiRjh07snHjxhoZ71jJyck8/PDDZ3y/UaNG0bFjR4//unXrxuDBg3n66afJz6+ZT7zS0tIYOXIk3bt3p3///pSW6pOfqurYsSNz5syp88ddtWoVHTt25NChQ9W6f7WmgkpLS3n55Zf54osvKC0txW733AnKYDDw2WefVasgEfE9qVlFgHNpMqNmeGqEyWgkOMCPknIrGbklRIYFeLskqUd27drFjTfeSI8ePXj88cdp0qQJaWlpLF26lBtvvJE33niDXr168c4777B7925vl3taixcvrvZ9u3TpwlNPPeX+uqKigt9++40XXniB7du38/bbb5/1zPSSJUv44YcfeO6554iPjycoKOisxhPfV62APH36dFauXEnfvn3p3LkzRqOWUxZpyFKznReSJTbRChY1KSTYn5JyK5m5pXRoGeXtcqQeef3114mMjOS1117D3//opzqXXHIJl112GfPmzePVV1/1YoV1JzQ0lF69ennclpSURHFxMbNnz+ann36qdPxM5eXlERcXx+WXX35W40j9Ua1k++mnnzJx4kSWLFnCv/71L5555plK/4lIw5GW5Vz3vMxi9XIlDUvokXaVL7Ye9HIlUt9kZWUBeFw4DxAcHMyjjz7KZZddxiOPPMK7777L4cOH6dixI6tWreLQoUPuPx/rkUcecV9n5LJs2TIuvfRSevTowciRI0lJSalUR0pKCpMmTaJv37707NmT2267zaPFw/V4H3/8MRMmTKB3794kJSXx+OOPu/dTGDVqFJs2bWLTpk012sLRrVs3d40un332Gddddx3du3fnwgsvZNq0aZSUHF1JZs6cOQwbNoy5c+dy/vnnc8kll9C7d29WrVpFSkqKR7tARkYGjz76KIMGDaJHjx5cf/31JCcne9TQsWNH5s6dy4gRIzjvvPOYN28eq1atonv37mzdupURI0bQvXt3Lr30Uj7//HP27t3LbbfdRs+ePRk2bFilfSU2b97M7bffTlJSEt26dWPIkCHMmTPH/Ul+Vb7f4Py5efPNN7niiivo0aMHw4YNY8GCBR4/T1u2bGHkyJH07NmTvn378vDDD5OTk3PWr0teXh5/+9vfuOCCC+jevTv/93//x4YNG9zHx44dy7XXXlvpfg8++CBXXHFFrdfnUq2AbLVa6dGjR40VISK+LTXb+Ys1VP3HNcr1/SwoLvdyJVLfDB48mJSUFG666SbefPNN9uzZ4w43f/7znxk+fDj33nsvgwYNIjY2luXLlzN48OAqj7906VKeeuopBg4cyLx58+jZsydPPvmkxzk5OTncdNNN/Pbbbzz55JM8//zz2O12brnllkp7JTz11FM0a9aMefPmcccdd7By5Upefvll97EuXbrQpUsXli9fTteuXc/um3PEvn37AGjRogUA77//PuPHj6dt27a89NJL3HfffaxZs4Z7773XIximpKSwdu1aXnjhBR588EHefPNNj+/jDTfcQFZWFtdffz2bNm1i4sSJzJkzh2bNmjF+/HjWrFnjUcf8+fO59NJLeeGFFxg6dCjgzFGTJk3ipptuYt68eQQEBPDQQw9x9913M3jwYGbNmkVsbCwPP/wwaWlpAOzYsYPRo0cTGRnJzJkzmT9/Pueeey5z586tFKRP9f0GeOGFF5g+fTqDBg1i/vz53HDDDcycOZN58+YBziA+evRoAgMDefHFF3nsscfYtGkTt956K2VlZdV+TcrLy7nttttITk5m4sSJzJ07l4SEBO644w53SL7mmmvYvn07e/fudd+vuLiYL774gmuuuaZW6ztWtVosBgwYwLp16+jXr1+NFCEivi3tSEAODzF7uZKGxbXUW1Gp1pWWM3PzzTeTmZnJwoUL+fvf/w5AVFQUAwYMYNSoUfTs2ZOWLVsSHR2N2Wx2txgcO1t6Mg6Hg3nz5nHppZfyxBNPAM5/94uKili2bJn7vCVLlpCXl8fbb79Ns2bNALjooou4/PLLmTVrFrNnz3afO2jQIPdFeP3792f9+vV8+eWX/PWvf6V9+/bufRWq0wrhcDiwWo9+upWfn8+mTZuYP38+vXr1olu3bjgcDmbMmMHAgQOZMWOG+9zWrVszevRovvrqK/cbCKvVysMPP8wFF1zgPu/47+Nzzz1HTk4OH3/8sTuADxo0iNGjR/Pvf/+bK6+80t1+2qNHD+688073WL/99ht2u527776bG264AXDuQjxp0iRuu+02xowZA0CTJk0YMWIEv/76KwkJCezYsYMLLriA5557zj32hRdeyJdffsnmzZu56qqrqvT9Ligo4PXXX2fUqFFMmTLFPU5OTg5bt24F4Pnnn6dNmza88sormEwmAHr27MkVV1zBypUrueWWW874dQJ477332LFjBytWrKBnz56A82dm1KhRzJgxg5UrVzJs2DCCg4P56KOPuO+++wBYu3Yt5eXl7udYW/Udq1ozyJdffjkrV67kkUce4e2332b16tWV/hORhsHhcCgg1xLXDHJRiQKynLkHHniAr7/+mueff57rr7+e0NBQ3n//fW688UaWLFlS7XH37t1Ldna2e7bT5bLLLvP4esOGDXTu3Jn4+HisVitWqxWj0chFF13Et99+63Hu8cE3ISGhSmG9KjZv3kzXrl3d/11wwQVMmjSJrl278sILL2AwGNi7dy9paWkMGTLEXavVaiUpKYnQ0FDWr1/vMWaHDh1O+ZibNm2id+/e7nDscvXVV5OZmekx+3mysXr37u3+s2uDtWO/T5GRkYAzPANce+21LFiwgIqKCnbt2sVnn33GnDlzsNlsVFR4/g451ff7xx9/pKKigmHDhnmc88gjj7Bo0SJKS0v56aefGDRokPvNh9VqpUWLFrRr167S9+pMbNiwgdjYWLp27eoe12azcfHFF/Prr7+Sn59PcHAww4YN46OPPnLf78MPP6Rv374kJibWan3HqtYM8oMPPghw0jBsMBhO2D8iIvVPfpGF0nIbAGHBarGoSaFBzjccRaUVWgNWqiUiIoIrr7ySK6+8EoBt27YxZcoUZsyYwdVXX12tMV1Lo0VHR3vcHhsb6/F1Xl4eBw4cOGlLxLFLoR2/6oPRaKzUP11dXbt25emnnwac+SMgIIDExESP3X7z8vIAePrpp93nHisjI8Pj69PtCJyfn0/z5s0r3e66nyvUnmqsE+1GHBgYeNLHLCsr4x//+AfvvfceVquV5s2b07t3b/z8/Cp9L0/1/XZ9L45/fV0KCgqw2+0sWLCABQsWVDoeEFD9FXfy8vLIzMw86c9MZmYmERERXHvtte7Z5ri4OL799lv3JyW1Wd+xqhWQj29CF5GGyzV7HBLkj8mkFWtqkqvFosJqp7CkQjP0UiXp6emMGDGCBx54wP0RvUuXLl148MEHGT9+PAcPVr740/UmzGazedx+7GxuVJRzRZXs7GyPc1zByiUsLIy+ffu6P6Y/ntlcNz/PISEhdO/e/ZTnhIeHAzBlyhT69u1b6XhERMQZPWZERIT7QsljZWZmAke/hzVp+vTp/O9//+PFF1/kggsuIDg4GHC2UJwJ1/ciJyeHtm3bum9PTU3lwIEDdOvWDYPBwOjRoz0uinM5myXuwsLCaN26tUeby7Fcbzr69etHfHw8H3/8MfHx8fj5+XHppZcCzte7tuo7VrUCsqvXSEQavlR3e4Vmj2uan8lITEQg2fllpGYVER5y4hkdkWM1adIEPz8/3nrrLa6++upKM2Z79+4lICCAVq1aVVqG1TVr6brwC5zrBv/888/uc1u3bk1iYiKffPKJx6fBX3zxhcdYffv25f3336dNmzYes6HTp0+nvLzcPeNXFUajsdKeCjWpbdu2xMTEcOjQIW6//Xb37ZmZmUyePJmbbrqJli1bVnm8pKQk/vOf/3Dw4EGPNos1a9YQGxtLq1atarR+cG764lpZw+XXX38lJyfnjL53PXr0wN/fn+TkZPr06eO+fcmSJbz77rusX7+eLl26sHfvXo83HmVlZTzwwANcdNFFtG/fvlrPoW/fvnz55ZfExMTQtGlT9+2vvvoqv/32mzs4G41GrrzySpKTk4mOjmbo0KHun7HQ0NBaq+9Y1QrIc+fOPe05rsZqEanfXEu8hQVrdrM2JMSEOANydgkdWykgy+mZTCamTp3K+PHjGTFiBLfccgvt2rWjtLSU9evX8+abb/LAAw8QERFBeHg4WVlZfPXVV3Tu3Jm4uDh69+7N0qVLadWqFVFRUbzxxhuUlZW5ZyQNBgMPPfQQf/3rX3niiSf485//zI8//sjbb7/tUcfo0aN57733GD16NGPHjiUqKoqPPvqIFStW8Oijj57RcwoPD+eHH35gw4YNdOnS5YxndE/HZDIxceJE/va3v2Eymbj44ospKChg3rx5pKenn/HKGWPGjGHNmjWMGTOG++67j6ioKFavXs13333HP//5z1rZH6JHjx58/PHHvP3227Rr144dO3Ywf/58DAbDGe3sFx0dza233sqSJUswm83069ePX375haVLlzJp0iT8/PyYNGkSd955J3/961+5+uqrsdlsLFq0iJ9++ol77rmn2s/huuuuY+nSpYwZM4a7776bxMREvv32WxYsWMDIkSM91vS+9tprWbhwISaTifnz53uMU1v1HavGA3JoaChxcXEKyCINRKou0KtViTEh/LY3293KIlIVgwcPZsWKFSxcuJCXX36ZnJwczGYzXbp0YebMmfzpT38CnIHkq6++Yvz48UyYMIE777yTZ599ln/84x88+eSThIaGcv3119O7d2/eeecd9/iuVRjmzZvHe++9R4cOHfj73//OpEmT3OfEx8ezbNkynn/+eaZOnUp5eTmtW7dm+vTpXH/99Wf0fG655RZ+/fVXxo0bxzPPPOOxIkNNueGGGwgJCeG1115j+fLlBAcHc+655zJjxoxKF9udTmxsLG+//TbPP/8806dPp6Kigk6dOjFv3rxKFzfWlEceeYSKigpefPFFLBYLzZs355577mH37t18/vnnldpmTmXy5Mk0adKEt99+m0WLFtG8eXMee+wxbr75ZsC5asnChQuZO3cuEyZMwN/fn65du/L666+f1aYrwcHBvPnmmzz//PM899xzFBYW0qxZM/76178yduxYj3M7dOhA586dSU9P58ILL/Q4Vlv1HcvgqKEu+ZKSErZu3crUqVOZNm3aGffENCSuvxzq1ZaGYMqcr9m+P4chfZrTtpnnrI7JaMBmP/GvkFMd89Z9fW1cm81Bhc3O0o93MKRPCyb+5dyTjiEiInWnxj4DCA4OZuDAgYwfP55///vfNTWsiHhZapZmkGuLyWRwt7C4vs8ijZ3dbvdYiu1k/4n32Gy2Bv8aVavF4lQSExMr7aAjIvXTf5N3klfk3OUtTAG5VoQcWQtZLRYiTo899hjvvvvuac9LTk4+4VJrUvtGjx7Npk2bTnve77//XgfV1I4aC8gOh4PU1FQWLFigVS5EGghXOA4wmwjwN3m5mobJNTOfW1jOys93MWLIOV6uSMS77rvvvirthBYXF1cH1ciJPP300xQXN+w39dUKyJ06dTrpgvYOh0MtFiINREGxBYBwrWBRa4ID/TD7G7FU2MktLPN2OSJe17x5c80M+7hj109uqKoVkMePH3/CgBwaGsrgwYNp3br12dYlIj6gsORIQFZ7Ra0KDzaTlV9G4ZE3JCIi4l3VCsj3339/TdchIj6osLgCgDBtElKrwkKcAbmgRAFZRMQXVLsH2WKxsGrVKjZu3EhBQQFRUVH06dOH4cOH19g+2CLiXZpBrhuuTVgKSyq8XImIiEA1A3JBQQG33norO3bsoGnTpsTGxrJv3z4++OAD3nzzTd566y3CwsJqulYRqWMFCsh1wvX9VYuFiIhvqNY6yM8//zxpaWksXbqUzz//nOXLl/P555+zdOlSsrOzmTVrVo0WWVFRwcyZMxk8eDC9e/fm5ptv5vvvv3cf3759OyNHjqRXr14MHjyYhQsXetzfbrcze/ZsBg4cSM+ePRk7diwHDhzwOOd0Y4g0NlabneLSIy0WukivVoUFO1tY1GIhIuIbqhWQk5OTefDBB+nTp4/H7X369GHChAl8+umnNVKcy/z581m5ciXTpk1j9erVtG3blnHjxpGenk5ubi5jxoyhdevWrFy5kvvvv59Zs2axcuVK9/3nzZvHsmXLmDZtGsuXL8dgMDBu3DgsFuc/RlUZQ6SxycgtweEAs7+J4MAaXzJdjuGaQS4urcBqs3u5GhERqVZALi4uPum+5S1atCAvL+9saqokOTmZK6+8kgEDBtCqVSseeeQRioqK+PHHH1mxYgVms5mpU6fSrl07RowYwejRo1mwYAHg7JVetGgR999/P4MGDaJTp07MnDmT9PR01q5dC3DaMUQao7SsEgASYoJPuqyj1IygAD/M/iYcDucbExE5NYfj5Fu7++Ljjho1ikceeeSExx555BFGjRoFQMeOHVm1alWVxjx06BAdO3Zk48aN1apJTq1a00Jt27bliy++4MILL6x0LDk5mVatWp11YceKjIzkiy++YOTIkSQmJrJ8+XLMZjOdO3fmv//9L0lJSfj5HX0q/fr145VXXiE7O5vDhw9TXFxMv3793MfDw8Pp0qULmzdv5oorrmDLli2nHCMmJqZGn49IfZB6ZGe3xJgQL1fS8BkMBhJjgjmQVkhaVglNm4R6uyQRn2YwGPj25xTyj2xmVBciQgO4oEfTWn2Mb775Rtdw+YhqBeTbb7+dSZMmYbFYuOqqq2jSpAlZWVm8//77vPPOO0ydOrVGi3z88ceZOHEiQ4cOxWQyYTQamTVrFi1btiQtLY0OHTp4nO/aXSclJYW0tDTAuQX28eekpqYCnHYMBWRpjFKznAE5QQG5TiTEhHAgrZDUrCJAO4SJnE5+UTm5hXUXkOtCbGyst0uQI6oVkC+//HL279/Pyy+/zDvvvOO+3d/fn/Hjx3PjjTfWWIEAe/bsITw8nJdeeon4+HjeeecdHn74YZYuXUpZWRlms+cFRK5l5srLyyktLQU44Tn5+fkApx1DpDFKc88gB2O1qy+2tiU2cb4RSc1Wi4VIY9WxY0eeeeYZrrvuOgCWLFnCkiVLyMrK4txzz6VPnz6sWrWKzz//3H2fn376ieeff55t27YRHx/Pvffey4gRI7z1FBqMagXkkpIS7r33XkaOHMmPP/5Ifn4+qamp3HjjjURERNRogYcPH2by5MksXrzYfVFg9+7d2b17N3PmzCEwMNB9sZ2LK9QGBwcTGBgIOHuRXX92nRMUFARw2jFEGiN3i0WTUA5mFHi5mobPNVPvemMiIo3bm2++yQsvvMCTTz7JeeedxyeffMLs2bMrfSK+ePFipk2bRvv27Vm0aBFPPPEEffr0qfF218bmjC7S2759O9deey2LFy8GnL28F110ERdddBEvvvgiN998M3v27KnRAn/++WcqKiro3r27x+09e/Zk//79JCQkkJGR4XHM9XV8fLz7B+lE5yQkJACcdgyRxsbhcJB2ZCYzoYneJNY2k8nAwTTnm5BUBWSRBun999+nd+/elf57//33T3j+woULufXWW7n++utp06YN99xzD5dcckml88aPH8+QIUNo2bIlEydOxG6389tvv9X202nwqhyQDx48yOjRo8nPz6d9+/Yex8xmM4899hjFxcXcfPPN7r7fmuAKuL///rvH7Tt37qRVq1YkJSWxdetWbDab+9iGDRto06YNMTExdOrUidDQUI+rPAsKCti2bZt7Rvp0Y4g0NjkFZVgqbBgMEBelgFwXQo6shZyWVYzd7p0r9EWk9gwZMoTVq1dX+m/IkCGVzs3NzeXw4cP06tXL4/bzzjuv0rlt27Z1/9n1Kb7aQ89elQPyq6++SlRUFO+++y5/+tOfPI4FBQUxcuRIVq5cSXBwMC+//HKNFdijRw/69OnDww8/zHfffcf+/ft58cUX2bBhA3feeScjRoygqKiIxx9/nN27d7Nq1SqWLFnCXXfdBTjD+8iRI5kxYwbJycns2LGDiRMnkpCQwLBhwwBOO4ZIY+OaPQ4N8uezjQdOc7bUhNAgfwwGsFjt5BaWebscEalhISEhtGrVqtJ/ISGVL4R2rapVlWXljMbKUc5by+A1JFXuQd6wYQN33303kZGRJz0nJiaGMWPG8Oabb9ZEbYDzhZ83bx4vvvgijz76KPn5+XTo0IHFixe731m99tprTJ8+neHDhxMbG8uUKVMYPny4e4wJEyZgtVp54oknKCsrIykpiYULF7ovzIuJiTntGCKNiWsFi7AQsy7QqyNGo4HQIH8KSypIzSomJiLI2yWJiJeEhYXRrFkzfvzxR4+2ip9//tmLVTUuVQ7ImZmZVWr47tChQ422WIDzI4OnnnqKp5566oTHe/TowfLly096f5PJxOTJk5k8efJJzzndGCKNietCMdcOb1I3wkLMFJZU8PG3++nWrom3yxHxaRGhAQ368caNG8e//vUv2rVrx7nnnssXX3zBxx9/XOkiPakdVQ7I0dHRlS5kO5GcnJxTzjKLiO9zXSgWHqyAXJfCg82kUEx+sfoHRU7F4XDU+qYdJ3vcutpZ9C9/+Qv5+fnMnDmT3Nxc+vbty/Dhw9m6dWudPH5jV+WAnJSUxKpVq7jiiitOed7q1avp3LnzWRcmIt7jmkEO0wxynQo9cqFeYbHlNGeKNG51FVJr6nHfeOONkx579tln3X8+dkGCdevWcc0113D33Xe7b3vyySfdK3A1b9680gIGx48h1Vfli/RGjRrFxo0befbZZ094daTFYuFf//oXX3/9NbfcckuNFikidWfNuj2kZjkv0lOLRd0KOzJjX1hS4eVKRMTb3nvvPe655x5+/PFHDh8+zOrVq1mzZg3XXHONt0trFKo8g9y9e3ceffRR/vnPf/Lee+/Rv39/mjdvjs1mIyUlhY0bN5Kbm8sDDzzAwIEDa7NmEalFxWUVFJY4ZzDDjsxoSt1wfb9d338RabyefPJJnn32WcaPH09BQQEtW7bksccec++yJ7XrjHbSu+WWW+jUqRMLFy4kOTnZPZMcEhLCgAEDGDt2LD179qyVQkWkbrg+3o8MDcDsb/JyNY2Lawa5zGKjrNxKYEC1NjsVkQYgMjLSo/1C6tYZ//Y977zz3AtV5+bmYjQaa3x7aRHxHtfsZUKMNgipa2Z/E2HBzqXe0nNKaJUY7u2SREQapTPaavp4UVFRCsciDYyr/zWxSeXF66X2xUc735ikactpERGvOauALCINT8GRFovEGAXkumYyGXDtMp2WU+LdYkREGjEFZBHx4G6x0AyyV4QGOS/U0wyyiIj3KCCLiAfXRXp7D+V5t5BGKjzEGZDTNYMsIuI1Csgi4lZhtVFcZgUgREu8eYVrJYu0bAVkERFvUUAWETdXKAsKMBFo1hJv3uDavTA9uxiHw+HlakR8k7f+blT3cYcMGcKcOXNquBqpTVpkU0TcXH2vwYH+XtvKtbELDfLHAFisdnILy4kOD/R2SSI+x2AwULTjO2wlBXX2mKbgcEI79auzxxPvUkAWEbfUIwFZO+h5j9FoICTIn6LSCtKyixWQRU7CVlKArSjX22VIA6UWCxFxc7VYuD7mF+9wvUFRH7JI47B69WquvvpqevTowZAhQ3j55Zex2+3Y7Xb69+/P66+/7j53yZIldOzYkR9//NF92wMPPMDkyZO9UHnDpYAsIm6pWc4Z5HAFZK9yXainlSxEGr7Fixfz5JNPcuONN7JmzRomTpzIwoUL+fe//43RaGTQoEGsX7/eff6GDRswGAx89913AFitVtavX8/QoUO99RQaJAVkEXFzB+RgBWRvcs3gay1kkYbN4XCwYMECRo4cyS233ELr1q256qqrmDBhAkuXLqWwsJCLL76YLVu2YLFYsFqtbNq0iWHDhrFx40YAtm7dSnl5OQMHDvTys2lYFJBFBACb3eGesdQMsneFBmstZJHGICcnh6ysLM477zyP25OSkqioqGDv3r0MGDAAm83G1q1b+emnnwgMDOSmm27i+++/x2Kx8OWXX9K/f39CQrS5U03SRXoiAkB2filWmx2jwXmRmHhPWJBmkEUag5MtG2ez2QDw8/MjJCSEvn37sn79egIDA+nXrx99+vTB4XDw008/8dVXXzF69Og6rLpx0AyyiABHw1hosD9Go5Z486awI7vpZeeXYamwebkaEaktMTExxMTEsHXrVo/bt2zZgr+/Py1btgSc6yivX7+e7777jn79+hEQEEDv3r3573//y969e7n44ou9UX6DphlkEQHgkw37AbVX+IIAfxNBAX6UlltJzymhRXyYt0sSkbN04MAB1q1b53FbQEAAY8eOZdasWTRv3pwBAwbw888/M3fuXG688UbCwpx/94cMGcK0adMwmUz885//BKB///7MmjWLXr16ERsbW+fPp6FTQBYRAPIKywEFZF9gMBhIiAlmX0qBArLISZiCw+vV473//vu8//77HrfFx8ezbt06zGYzS5Ys4ZlnniEhIYFx48Zx++23u89LTEykY8eO5Ofnu2eVL7jgAmbOnMmQIUPOqi45MQVkEQGgsKQCOPrxvnhXQkyIMyCrD1mkEofD4ZVd7RwOR7V2Gf38889PefzWW2/l1ltvPeU5q1ev9vi6R48e/P7772dci1SNepBFBIDCEgugJd58gclkoOjI65GmlSxEKqlOSK3Pjyt1TwFZRHA4HBQWHwnIarHwCa6VRLSShYhI3VNAFhEKSyqwWO2Atpn2FdpuWkTEexSQRcQ9SxkdHoifSb8WfIFru+m07OKTrpUqIiK1Q/8Sioh7i+nEJtqJyVdEhDoDcpnFRl5RuZerERFpXBSQRcQ9g5wQE+zlSsTFZDIS6upDzlKbhYhIXVJAFhFSNIPsk1wXTKbqQj0RkTqlgCwi7hnktCwFMV/iumAyVa+LiEidUkAWEXdAdi0tJr4hPERLvYmIeIMCskgjV2axklPgvAhMu+j5lvCQAAC27cv2ciUiIo2LArJII5d+ZJ1ds7+RQLN2n/clrhnkgiObuIiISN1QQBZp5FwXgGmLad/jWgu5zGKjpKzCy9WIiDQeCsgijZyrv1U76Pkes7/JvR6yLtQTEak7CsgijZwreIUrIPukxBjn0nvaclpEpO7Um4C8evVqLr/8crp3784VV1zBxx9/7D62fft2Ro4cSa9evRg8eDALFy70uK/dbmf27NkMHDiQnj17MnbsWA4cOOBxzunGEGmoXMFLAdk3JRxZm1prIYuI1J16EZDfe+89HnvsMW688UY++OADLr/8ciZNmsQPP/xAbm4uY8aMoXXr1qxcuZL777+fWbNmsXLlSvf9582bx7Jly5g2bRrLly/HYDAwbtw4LBbnhS9VGUOkodIMsm9zzSCrxUJEpO74/CXrDoeDWbNmcdttt3HbbbcBMH78eL7//ns2bdrEpk2bMJvNTJ06FT8/P9q1a8eBAwdYsGABI0aMwGKxsGjRIiZPnsygQYMAmDlzJgMHDmTt2rVcccUVrFix4pRjiDRUVpud9FzNIPsqk9FAumsTF80gi4jUGZ+fQd67dy+HDx/mqquu8rh94cKF3HXXXWzZsoWkpCT8/I5m/X79+rFv3z6ys7PZsWMHxcXF9OvXz308PDycLl26sHnzZoDTjiHSUKXnlGC3O/AzGQgO9Pn3y41SSLBzqTe1WIiI1B2fD8j79+8HoKSkhNtvv53+/ftzww038PnnnwOQlpZGQkKCx33i4uIASElJIS0tDYDExMRK56SmplZpDJGGKiWzCHDOHhsMBi9XIyfimtnPyiulwmrzcjUiIo2DzwfkoiLnP+APP/wwV155JYsWLeLCCy/k3nvvZcOGDZSVlWE2e340HBDg3H2qvLyc0tJSgBOeU17u3D3sdGOINFRH+48DvFyJnEyg2YSfyYjDoZUsRETqis9/purv7/x48fbbb2f48OEAdO7cmW3btvH6668TGBjovtjOxRVqg4ODCQwMBMBisbj/7DonKCgI4LRjiDRUKUcCsmutXfE9BoOB8BB/cgrKScsupkV8mLdLEhFp8Hx+BtnV+tChQweP29u3b8+hQ4dISEggIyPD45jr6/j4eHdrxYnOcY19ujFEGqpjWyzEd7l21FMfsohI3fD5gNylSxdCQkL46aefPG7fuXMnLVu2JCkpia1bt2KzHe3N27BhA23atCEmJoZOnToRGhrKxo0b3ccLCgrYtm0bffr0ATjtGCINVYqWeKsXXLscaqk3EZG64fMBOTAwkDvuuIOXXnqJDz74gD/++IP58+ezfv16xowZw4gRIygqKuLxxx9n9+7drFq1iiVLlnDXXXcBzt7jkSNHMmPGDJKTk9mxYwcTJ04kISGBYcOGAZx2DJGGqMJqJ/PIEm9qsfBt4UdmkNWDLCJSN3y+Bxng3nvvJSgoiJkzZ5Kenk67du2YM2cO559/PgCvvfYa06dPZ/jw4cTGxjJlyhR3vzLAhAkTsFqtPPHEE5SVlZGUlMTChQvdF+bFxMScdgyRhiY9pxi7A/xMRoIC6sWvgkYrLOTIUm+aQRYRqRMGh8Ph8HYRDc3QoUMBSE5O9nIlIie3aVsa/1i4kZiIQIYPbnfS80xGAzb7iX9NVPeYt+5bX8fNLyznnc9342cy8t9nr8Rk1JJ8IiK1yedbLESkdqRkHlnBQv3HPi84yB8/kwGrzU52Xqm3yxERafAUkEUaqdSsIytYqP/Y5xkNBuKjnUtOaiULEZHap4As0kgdXQNZm4TUB4lNQgFIU0AWEal1CsgijdTuQ3mAWizqi4SYIzPIulBPRKTWKSCLNEIVVhvFJRWAlnirLxJjQgC1WIiI1AUFZJFGKC27BAcQFGDSEm/1gMlk4EBaAQBpWVoLWUSktikgizRCro/pQwL9MRi0ZFh9EBLkXAv5YEYhWp1TRKR2KSCLNEIpR1awCFP/cb0RFuSPweDcAbGg2OLtckREGjQFZJFGyLUGcrgCcr1hNpsICdSOeiIidUEBWaQRSnUv8aaAXJ+4t5zWhXoiIrVKAVmkEXK1WISHaA3k+sQ145+mGWQRkVqlgCzSyFgqbGQe2a5YLRb1S3iw8/VK0QyyiEitUkAWaWTSsotxOMDfz0hQgMnb5cgZCNMMsohInVBAFmlkDmc62ysiQsxa4q2ecbdYZGstZBGR2qSALNLI/JFWCEBUuPqP6xtXQM4rKqekrMLL1YiINFwKyCKNjCsgR4YpINc3Zn8TAWZnW4xmkUVEao8Cskgj80f6kRnksEAvVyLV4bpQT0u9iYjUHgVkkUbEZrMfE5A1g1wfhQU710L+fPMfXq5ERKThUkAWaURSs4ux2x0EmE2EHglaUr8c24csIiK1QwFZpBE5eGT2uEVcqFawqKdcS70VFlu8XImISMOlgCzSiLgu0GuZEO7lSqS6wo70IBeWaBULEZHaooAs0oi4AnJxqcJVfeVqsSguraDCavdyNSIiDZMCskgj4rpALyJUW0zXV4FmE4FmEw4gI1dLvYmI1AYFZJFGwmazcyjDuYueVrCov/z8jIQEOi+wTNWW0yIitUIBWaSRSM0uxmqz42cyaAWLei40RAFZRKQ2KSCLNBKuFSwiQwO0gkU95+pDTtNmISIitUIBWaSRcF2gFxWu9or6zhWQUzSDLCJSKxSQRRoJV0COVP9xvefebloBWUSkViggizQSR7eYDvRyJXK2XG9yUrOLtdSbiEgtUEAWaQS0gkXDEhzoh7+fEbvdQUpWkbfLERFpcBSQRRoBrWDRsBgMBiJDnW90XK0zIiJScxSQRRoBrWDR8LjaLFyvrYiI1BwFZJFGQCtYNDyugPyHArKISI1TQBZpBLSCRcOjFgsRkdqjgCzSCBxIKwC0gkVD4nqzk5JZhNWmlSxERGqSArJIA1dhPWYFC7VYNBghgX4EBZiw2R1aD1lEpIYpIIs0cCmZRdjsDvz9jIQGaQWLhsJgMNAiPgxQm4WISE2rVwF537599O7dm1WrVrlv2759OyNHjqRXr14MHjyYhQsXetzHbrcze/ZsBg4cSM+ePRk7diwHDhzwOOd0Y4jUZ0fbK7SCRUNiMhkw4Hw9daGeiEjNqjcBuaKigoceeoiSkhL3bbm5uYwZM4bWrVuzcuVK7r//fmbNmsXKlSvd58ybN49ly5Yxbdo0li9fjsFgYNy4cVgsliqPIVKf7U91BuTocPUfNzQRYc4tp7XUm4hIzfLzdgFVNWfOHEJCQjxuW7FiBWazmalTp+Ln50e7du04cOAACxYsYMSIEVgsFhYtWsTkyZMZNGgQADNnzmTgwIGsXbuWK6644rRjiNR3B1K1xFtD5doV8Y8jnxKIiEjNqBczyJs3b2b58uX861//8rh9y5YtJCUl4ed3NOf369ePffv2kZ2dzY4dOyguLqZfv37u4+Hh4XTp0oXNmzdXaQyR+s7dYqEZ5AbHtZLF4cwibFrJQkSkxvh8QC4oKGDKlCk88cQTJCYmehxLS0sjISHB47a4uDgAUlJSSEtLA6h0v7i4OFJTU6s0hkh9VlJWQXqOsy0pWmsgNzihQf4Emk1YbQ5Ss7WShYhITfH5gDx16lR69erFVVddVelYWVkZZrPZ47aAAGcIKC8vp7S0FOCE55SXl1dpDJH6zNWbGhUWQGBAvemokioyGAw010oWIiI1zqf/xVy9ejVbtmzh/fffP+HxwMBA98V2Lq5QGxwcTGCg8yNli8Xi/rPrnKCgoCqNIVKf7T/Sf9wqMdzLlUhtaRkfxu6DebpQT0SkBvl0QF65ciXZ2dkMHjzY4/annnqKhQsX0rRpUzIyMjyOub6Oj4/HarW6b2vZsqXHOZ06dQIgISHhlGOI1Geui7ccDoeXK5HaYDIaKCpxvsHXUm8iIjXHpwPyjBkzKCsr87jtT3/6ExMmTODyyy/nww8/ZNmyZdhsNkwmEwAbNmygTZs2xMTEEBYWRmhoKBs3bnQH5IKCArZt28bIkSMBSEpKOuUYIvWZa4m3SPUfN1jhIc4WMbVYiIjUHJ/uQY6Pj6dVq1Ye/wHExMTQrFkzRowYQVFREY8//ji7d+9m1apVLFmyhLvuugtw9h6PHDmSGTNmkJyczI4dO5g4cSIJCQkMGzYM4LRjiNRnrhUsYrSCRYOllSxERGqeT88gn05MTAyvvfYa06dPZ/jw4cTGxjJlyhSGDx/uPmfChAlYrVaeeOIJysrKSEpKYuHChe4L86oyhkh9lFdYTn6R8+N3zSA3XBGhZvxMBiqsdtJzSmgaG+rtkkRE6j2DQ82JNW7o0KEAJCcne7kSacx+2pnJE698S3iImb/8qQM2+4n/qpuMhpMeO93x6h7z1n0b6rjvfrmH7PwyHhudRP/uTU96voiIVI1Pt1iISPUd3SBEs8cNnWsbcdeqJSIicnYUkEUaKNcFetFh6j9u6KIjnG+C9qfme7kSEZGGQQFZpIHSDHLj4ZpB3pdS4OVKREQaBgVkkQbIbne4l/2K1goWDZ7rNU7LLqa03OrlakRE6j8FZJEGKCO3hDKLDX8/o3udXGm4ggL8CArww+E4ujmMiIhUnwKySAO097CzF7VFfBhGo8HL1UhdiA539SErIIuInC0FZJEGaM+RgNy+eaR3C5E6ExWmPmQRkZqigCzSAG34OQWA0rIKL1cidcU1g7x1R7qXKxERqf8UkEUaGIfDQWZeKaAVLBqTqCMX6uXkl6H9n0REzo4CskgDk1NQRpnFhsEA0RFawaKxiAgNwM9kxHJky2kREak+BWSRBmbPIWf/ceSRwCSNg8looHXTcAB2H8rzbjEiIvWc/vUUaWD2HAlHTSI1e9zYnNMiEoBdf+R5tQ4RkfpOAVmkgXGtYBETEeTlSqQumUwGSkudF2VqBllE5OwoIIs0MJpBbryijvSc7z6Uh92uC/VERKpLAVmkAckpKCMrvwwDEKML9BqdqLAATEYDJWVWUrKKvF2OiEi9pYAs0oDs+iMXgMiwAPz9TF6uRuqa0WhwvzHafTDPu8WIiNRjCsgiDcjOI6EoNkr9x41Vk0jna79LAVlEpNoUkEUakPU/OXfQi41UQG6smhyZQVZAFhGpPgVkkQbCuYOec4MIzSA3XjFH3hztOZyPzWb3cjUiIvWTArJIA5GaVYylwo7JaCA6XBfoNVbR4QH4+xmxVNg4mKEL9UREqkMBWaSBcPUfx0QEYjQavFuMeI3BcOyFerlerkZEpH5SQBZpIFwrWKi9Qlw/AzvVhywiUi0KyCINxM4jAbmJLtBr9FwXaWqpNxGR6lFAFmkArDY7e49sMR2nGeRGz/UmaV9KARVWXagnInKmFJBFalnepg88/n/87TXhQGoBFqsds7+R8BBzjY0r9VNYsD8B/iasNjsHUgu8XY6ISL2jgCxSS1wB2GGzefzf5fivz4ar17RJZBAGgy7Qa+wMBgNNIo+sh3woz7vFiIjUQwrIIjXs+GBsLy+hdP8vWLIOUbLvJyxZh3DYKiqdfzbcF+ip/1iOcO+o94dWshAROVN+3i5ApKHI2/QBkX2vxGGzYS3IonTvj+R/uwp7WRH56/8LQPHPnztPNvlhCo7AXlqArawEh92GwWjyGOdMuHZNU/+xuLh+FnYqIIuInDEFZJEa4rDZsJeXUrJ7K7lfvgV265EjBvxjErFbyjEGBmPNz8JhKcVWmE3+htUAFG/7hojz/kx4n8vPuPWitNzKH2nOPlOtYCEurqXe/kgvpKSsguBAfy9XJCJSfyggi9QQa34mhxZMxJqfCYBfZAIBLTrjH9MMY0AgDpsNg8mEw+EgtP25ZH/5NkaTieLtG3CUl5D37SryNqwmoFkHwnsNxRQUWqXZ5D2H8rA7ICTQj5AghSBxCg70p0lkEFl5pew5nE/3dk28XZKISL2hgCxSA/K3fELh95+Aw4ExMJTYq+/HkpPmPn78hXr+UQkEJLQlqv815MS2oiLzIOUHt2HNS6f80A4Ovnw/TS69o0qzyTu1QYicgMloIDzYn6y8UnYeyFVAFhE5A7pIT+Qs5G58n+zP3yD7fwvA4SCk8wWE972SkHP6nPxORhN5Wz52f2kwmjDHtyasz+WE9r4UY0gk9pICMt59geJt67FXlJ/yQr7f9uYAkBATUmPPSxqGmEjXjnrqQxYROROaQRapJofDTvG29VhSdgEQ2O5czC06g93uEYBPeF+brVJQBvCPaUp40pVgLSPvm5VY0vaQ8p8nCGrb+4Tj2O0Otu3LBiAxJrgGnpU0JEcv1MvzbiEiIvWMZpBFzlDepg9wOOxkffSKMxwbjAR3GUBQm55gt4PRVOUL7SqdZzRhMBqJHvQXQs+9FIN/AJa0vRRs/pCygzsq3f9gRiFFpRUEmE3u2cL6xJJ50NslNGhNIgMxAFl5peQUlHm7HBGRekMBWeQMOWw2cpLfoPDHzwADsVffT0DTc2ruAY7MLPtHJxLW5wrMca1xVJSRsvQpCn78zOPUbXuds8cdW0ZhMta/DUIcdm2DXJv8/UxEhAUA8PuBHC9XIyJSfyggi5yhsj9+I3/jGgCCO19AWLeLavwxXDPLppAIQroPwj+2FditZH04n6z/LcRhdx7/38YDAPj71Z+/ypaMA94uoVFxtVls368+ZBGRqqo//6qK+IDi3zdRunsrANFDRhHQrMNp+43PmsFISLeLiLroJgAKtnzEwVcewFZSSFp2CQBx0b7ZXnGiFgqH3eGFShqv+Ghnb/r2I73qIiJyegrIIlWQt+kDLBl/kLFmFgDh514K/s6Prs90Y4/qMBgMRA28gfjrp2AwB2LNSeXnV/9GcWkFRqOBuCjfuEDPNTvs+r+rhaIqs8bH31dqhutnY/ehfCwVtf+zKiLSEPj8KhZ5eXm88MILfPnllxQVFdGxY0f++te/0qePcxmt7du3M336dH799VciIyMZNWoUt99+u/v+druduXPn8s4771BQUMB5553HU089RatWrdznnG4MEbulnPRVM3BYyvCLSsAU26JOgrHbkb7kyD6X0ey2Z0h540m255gBaBNaToCjDEtmDqaY5nVX0wm4ZocddgdGaymRhXsIK/sdv5wD+Gf6Y7BXQFkRxjQzmPyxWiogO5zyoCYUWs2URSdohrmGhQX7ExkaQF5RObsP5dGlTYy3SxIR8Xk+H5AnTZpEdnY2L7zwAtHR0bz11lvcfvvtrFq1iujoaMaMGcMll1zC008/zY8//sjTTz9NZGQkI0aMAGDevHksW7aMZ555hvj4eJ577jnGjRvHBx98gNlsJjc397RjiJTs3kJF9mFMoVGEdL8YvJDhHA7c7Rzhfa9k7wYbFEN7y3Y6bP2AQ3EDybHZMce1rPvijikyJG83LVI+JWL3QQyOk1yEd+yCCs4uEeIAe8bn5Aa3Ji/8KkqCE2q72kbBYDDQuU00G35JZfu+HAVkEZEq8OmAfODAAdavX8/bb7/NueeeC8Djjz/OunXr+OCDDwgMDMRsNjN16lT8/Pxo164dBw4cYMGCBYwYMQKLxcKiRYuYPHkygwYNAmDmzJkMHDiQtWvXcsUVV7BixYpTjiFS/PsmLId3AhDc8XyM5kCv1eKetfYPZHu+M3y2CSvDv6KINoc/JjKkDekRN1EREFkn9VgyD2KKaU5F+l5iySPmYDLB5Vnu46X+kZRGn0OxzQ+b0YwpKpHy/Bz8o+JxFGbisFZgspUTYqogJHsHgRX5xBTtJmbrTHJD25J1zlUUlFRgjmt1iirkdDq3PhKQ92slCxGRqvDpgBwVFcWrr75Kt27d3LcZDAYcDgf5+fn8+uuvJCUl4ed39Gn069ePV155hezsbA4fPkxxcTH9+vVzHw8PD6dLly5s3ryZK664gi1btpxyjJgYzbY0Zjlfr6Bg80cABLbujl9UopcrcjqUDwVlYDKCpe8o0g9/QewfXxBVvI+ILTNIie5DXscrcRhr56+4JeMA5rhWmKylNDn4JTEH12G2FQNgN/qTFdaBgg6XkVdQhsFwpBfZ4SAgrjXl9v0ENGmNjUNY7Q5w2DEYjThCexMZ6k/07o+IKtrr/O+HWWSHticj4gZK8vMVlKvBZDKQlVsKwPb9OTgcDgyG+rckoIhIXfLpi/TCw8MZNGgQZrPZfdvHH3/MH3/8wYABA0hLSyMhwfNj2Li4OABSUlJIS0sDIDExsdI5qampAKcdQxovh8NO0a/rsJcWYgqLJvAku9l5w2+ZzoATH2bCmpvGoeDO7Gx7E4VBiRjtFTTP2kD772cRkrv7jMc+2UVyx95uLssjcc97dNm1hMT9H2O2FVPhH8ahmPP5ud2t/BE/iKKSCuCYtY4NBs9VLQxHf/047HYwGskvc7C36aX83u4WssPa48BATNFuOm6ZQWzOz3Cylg05paiIAExGAwXFFv5IL/R2OSIiPs+nA/Lxtm7dymOPPcbQoUMZMmQIZWVlHuEZICDAubJAeXk5paXOWZMTnVNeXg5w2jGk8Sr84TOsOakY/MyEdBuEwWjydklORhNf7XP+MTHChMNux2G3UxYYy+/Nr+Vgh/+jwhRIYGkGbX9dQMutcwksPFTl4U92kZzDZickdzctty2h24G3aZLyLSZHBaXBCeyLv5jf+z5CWsx5WA0BR+5worHtlYPy8ceBMnMU+xL/xO5e91EYmIDRXkHLzG9o88sC/MoLqvxcxMlkNLqXe/tpV6aXqxER8X0+3WJxrM8++4yHHnqInj178sILLwAQGBiIxWLxOM8VaoODgwkMdPaKWiwW959d5wQFBVVpDGmcctYtJ3/j+wBEX3wLvrSwgsXmIK3A2YucGHFcaDeayDDEkdXqZlqU7SA6dSMRJQeJ+H42eU16kNl8EGVhZ7bShV95PpEZvxB16GuCLEc3m8gPaUlmTG9KW/anPOMPDNmpVR7TcWRL7pMyGMHgoKDMQX6L4cQWbKN5xnpC8/fS/odZ7G92KaWBiZhjW5zRc2nMEpuEkJJVzM+7srh6YDtvlyMi4tPqRUBeunQp06dPZ9iwYcyYMcM945uQkEBGRobHua6v4+PjsVqt7ttatmzpcU6nTp2qNIY0Pg6Hg+Jt63FYSjFFxGI3GJxLSPiI7ekObHaIDjYQGVS5l9Rht2PzC+RAWC+ymg4g9vd3iS7cTWTWz0Rm/UxRYDyFiX3ItQdjb94TS3Y6ppjmGG3l+FkK8S9JITQ1naDiVIJydhFUno3hyHSwzWgmL/48Us2tKAuIxs9kwnSkn7U2to12zThnRnSlIKgZ7VL+R7Alm3YH3mVfwiWUKCBXWWKTEAB+3ZOFze6ol1uTi4jUFZ8PyG+99Rb/+Mc/GDVqFI899hhG49GukKSkJJYtW4bNZsNkcs5GbdiwgTZt2hATE0NYWBihoaFs3LjRHZALCgrYtm0bI0eOrNIY0vgUb/uGiuzDYPIjpPMAfGr6GPghxRlE48L9MRhP3iXlcEBxUQlFCZeQ1+EKYv74koisnwktSyd034ckAo4D/8Vu8AODAZPdctKxSsJakhXYgsL2w7D7BVGefqQf2WA8abtETSs3R7KjxXDa5X1HRPavtE39lJTgIHKaXlAnj1/fxUUHYfYzUlxmZc+hPDq0jPJ2SSIiPsune5D37dvHP//5T4YNG8Zdd91FdnY2mZmZZGZmUlhYyIgRIygqKuLxxx9n9+7drFq1iiVLlnDXXXcBzt7jkSNHMmPGDJKTk9mxYwcTJ04kISGBYcOGAZx2DGlcbMX5ZH26CICoATdgCo30bkHHcTgc/HjYGZCbRpz+r69rBrawzMHBTn9hR99HORA7kMLIc7AaAzDgwOSocIdjm9GfMv8IZ/tEs4HsSfgTO/s9wZ5e48mI6klZTkblx6jD9w92k5ndTS4iK7I7BqDZnveI3/8/LOn7666IespoMJAQ45xF/nl31mnOFhFp3Hx6Bvl///sfFRUVrF27lrVr13ocGz58OM8++yyvvfYa06dPZ/jw4cTGxjJlyhSGDx/uPm/ChAlYrVaeeOIJysrKSEpKYuHChe42jZiYmNOOIY1H1tpF2EsKMIVGEdn/WvK2fOLtkjz8kQc5pc7l3RKO7z8+FYdzzWILUBzVnSxjTxxNrATHxELWfkxRiRTn5WI3+h8530FAQmvK0w/gV1iIzZbnurnOZoxPxuGAQ4kXU24KpFn2ZuIOfo49KofMuFag5ctOqWlsCH+kF/LTzkyuH3KOt8sREfFZBofDh5orG4ihQ4cCkJyc7OVK5EwU79xM+jvPgsFIWNIV+Mc0xVFxkrYDownsJ9lq+lTHzua+RhOrf6lg1W8OmkeauLhTkMdhPz9/rDbbCZdCO9kxg9GIyQCmJi2Otk2AZ0CuxrinO1Yj97VWkGhLodme1QBktLiYg0GdCEpsg+0kbTEmo+Gkx053vLrHfGncvMJy/vv5bvxMRt78+58JDvQ/6dgiIo2ZT7dYiNQVe1kxWZ+8CkBgq274hTc5umudD9ly2Bl4mkfVzJJzzhYMk9dnhavFYCTNrykp7a4BIO7gFyRmbfJyUb4tItRMeIgZq82u5d5ERE5BAVkEyP78DWyFORiDwghs09Pb5ZxQWqGDP/LAALSMrtmZv0qfI51irWJf4nBAqn8LDjZxXqjXNGcrTQ7ok5uTMRgMtIgPBWDztnQvVyMi4rsUkKXRK93/C4U/OHvcg7sMwGDyzdb8TX842w0SI0wE+Nd+r21tLNtWGxx2O+nRvTgU6wzJcfv/R+zBL7xcle9qGR8GwJbt6dh9bIUWERFfoYAsjZq9opzMj14GwNysI/5RCae5h/dsOugMrC2jfWRHPx+TFtWLQzF9AUjY/wkxh78+6bbZjVlCk2D8TEZyC8vZczjP2+WIiPgkBWRp1HK/WoY1Nw1DQDDB5/Txdjkn5WyvcGAw1Hx7RUOSFn0eGa2cSzg23fsB0XnbvVyR7zEZjTSLdS73tvHXNC9XIyLimxSQpdEqO7yL/E0fABDS+QIMfmYvV3RyG/5wfhSeGF437RX1lsFASkhnspoNAKB1+peEZ/3m5aJ8T7vmEQB889NhtJCRiEhlCsjSKDmsFWR++BI47JgT2uLfxHe3LHY4HKw/4AwxbWJ9sz/atxg4ENqTrIhOGHDQYsebBOxb7+2ifEqrhDBMRgOHM4vZl1Lg7XJERHyOArI0Srnf/JeKzIMYzIEEdTjf2+Wc0u5cIxlF4GeEFtG+O8vtSxwY2B83mNyQNhgdNtod/oiggj+8XZbPMPubaB7nXM1i3Q+HvFyNiIjvUUCWRqc8bS95364CILhjf4zmQC9XdGrf7HNenNeqiRl/k9orqsxgZG/CMIoi22NyWGn92+sEFKvn1qVN03AAvv4pRW0WIiLHUUCWRsVhqyDzfWdrRUin/pjjW3u7pFOy2Bzu1Svax2n2+Ew5TH7sihtCUWAcftYSWv68EP/yPG+X5ROax4URaDaRkVPC7wdyvV2OiIhPUUCWRiXv23exZOzH4B+Af9NzvF3OaW055KDYAsFmAwkR6j+uDht+7Gp2JaXmKPwt+bT+dSGmihJvl+V1gQEmmsc510Reu0ntJyIix1JAlkbDknGA3G9WAhDcsZ9Pr1rh8vke5//PifPDaFB7RXXZTIHsanYlFr9QAksyaPHTqxhsFd4uy+vOaeFczeLrHw9RWm71cjUiIr5DAVkaBYfdRsb7L4Hdin9cK/zj23i7pNM6VGBgZ5YDowHaa/WKs2bxD2Nvi6uwmQIJK02lxe9vg6N+7BZYW5rGhhAeYqa03Mb6nw57uxwREZ+hgCyNQt6G97Ck7cHgF+CcPa4Hs7Gf73GGt3Obmwg2669qTSgLimN30z9jNxiJyP6NpnvWQCO+QM1gMNCxZSQAn25Um4WIiIv+1ZUGLyv5P+R+vRyAoA59MQYEe7mi0ysqd/D1kdUrosMDoB4E+vqiMLg5++IvwYGBmNQNxB78wtsledU5LSMxGGD7/hx2H8rzdjkiIj5BAVkaNHtFOUW/fAk2K/5NWmBObOftkqrks90Oyq0QFWwkLlThuKblhrUjte1VACQc+B9RaZu9XJH3BAf606apsxd59Zd7vFyNiIhvUECWBi0n+T/Yi/MxhUQS3GVAvWitKLc6+HSX82P/ron+9aLmesdgINXcktSo3gA027WKsJwdXi7Ke7q2jQacW09n5pZ6uRoREe9TQJYGq3jnZgq2fgJAcKd+Pr8hiMtX+w0UWSAs0ECrJro4r7Y47HYON+lHdnhHDNhpse0NAhvpbntNIoLo3q4JNruD97/Z6+1yRES8TgFZGiRrYS6ZH84DIKBlV/yiEr1cUdVYMfLur87e4y4J/lrarbYZDOyPH0x+cAtMDistf30dc0mmt6uqcyaTgeZxIQB89O0+8grLvVyRiIh3KSBLg+OwWcl493nsJQWYQqMJan+et0uqsu/22yi2OAjyN9Auzt/b5TQKDoOJPU3/THFALH4VxbT95RXMpVneLqvONY0NoUlkIOUWGyu/2OXtckREvEoBWRqc7OQllB3cjsEcREjPIRiMJm+XVCV2h4MPtzs3a+iU4I/JqNnjumI3+jt32wuIwd9SSJufX8W/NNvbZdUpg8HAeZ3iAHj/673kFJR5uSIREe9RQJYGpfCXLynY/BEAIV0HYAqJ9Go9Z2LrYTic78DfBB3iNXtc16x+QexpdR2l5ijMlnza/vIq/mU53i6rTjWPCyUuKgib3cF/P9cssog0XgrI0mCUp+4l66NXAAhs2wv/mOZerqjq7HYHK4/0HndMMGP20+yxN1j9gtnZ4lrK/CMxl+fR9pcF+JfnebusOnPsLPLH3+4nK08rWohI46SALA2CtTCH9P/+C4fVgl9McwLb9PR2SWdk/QEHKQUQ4Gega9MAb5fTqFX4hfB786sp84/AXJZDm59fxa8RheSmsSHERwdjtdlZkbzT2+WIiHiFArLUe7ayYlLf/gfWgiz8oxMJ6XYRBkP9+dEutzpY9Ztz3ePuzQM0e+wDKvxD+b351ZT7hRFQlk27n15uNKtbGAwG+nR2ziKv3XiAlKwiL1ckIlL36k+KEDkBe3kJacumU5H5BwZzEMFdL8LoX79mYFf95iC7BGKCDXROMHu7HDmiwj+M31tc65xJLs+l9Y/zCCw67O2y6kTzuFCax4VitTl4ZdUvOBwOb5ckIlKnFJCl3rKVFZP61t8pP/w7Br8AQnv/CWNAsLfLOiP7chx8stMZPnq3CsTPr36suNFYWPzD2NFiOMUBTZxLwP38CiF5jWM75v7dEzAZDXz/ewbrf07xdjkiInVKAVnqJWt+Jin/eZzylF0Y/AMIPfdS/MKivV3WGSmtcPDqJgcOB7Rt4k9ihMKxL7L6BfN782spDG6OyVZO618XEpW2ydtl1bqI0AC6t4sB4JV3fyG3UMu+iUjjoYAs9U552l4OL36UisyDmEKjCD33z/iFx3i7rDPicDh4bbODwwXOTUHObaVl3XyZ3WRmb8tryAlrj9Fho/mulSTufg/sNm+XVqt6dYwlKiyAvMJyZr71PXa7Wi1EpHFQQJZ6pWT39xxe/Ci2olyMIZGE9rms3s0cA6zaBpsPOTAZYdA5AQT566+ir3MY/dibeCmHY/oC0CT1W9r8+hp+lkIvV1Z7/ExGhvRpjslo4IedmbyjVS1EpJHQv8pSLzgcdnLXryRt+T/BZsUvuilhfS7HaK5fPccAH++w8d5vzjWPz28TRGy4n5crkiozGEiN6cPuZpdjM/gTmr+Xc7bOJDzjJ29XVmuiwgPp3yMRgKWf7ODL7w95uSIRkdqngCw+z1ZWTPo7/yb3y7cAB+amHQjtdUm9W63C4XDwwXY7b//o/Fi+Vwsz7WLVd1wf5YW0ZnuL6ygNScTPWkzz7W/ScvtSTJaGuSRap1ZRdG3r/KRm5lvfs3VHupcrEhGpXQrI4tPKU3ZzeNEUSnZtxmDyJ7jzhYR0uRCDsX4FS5vdwZs/Oljxi7OHs1tTf7o1Vd9xfVYWGMP25teSEpOEAwMRWb/QYesMmhz6CoO9wtvl1bh+3RJo1ywCu8PBtEUb2fBLqrdLEhGpNfpsV3ySw1pB7jfvkPftu+CwYwwMIbTXJZhC61+/cUGZg5e+s7M9w/n1+W2D6BDvDw67dwuTs2Z3GEiJSaIwvD0tDn9KsCWbxH0fEZOynvRWfyIvrjcY6tebuZMxGAwMOrcZdoeDfSkFPLtkE7de3oXrLm6PwaDNbUSkYVFAFp9TnrKbzA9fwpLxBwD+CW0J7nA+RnOglys7c3tzHMz+1k5OCfgZYeA5wbSODcBqa9irHzQ2pUFxbGt9I00KficxayMB5fm02PkO8QfWkt30AvIT+2IzBXm7zLNmNBq4JKkFX/+Ywo4DuSz+cBu/7s3m3hE9iY2q/89PRMRFAVl8hiU7hbyvV1D029cAGMyBhHS+EP/4NvVuOS2b3bkByMpfHVjtEB5oZFCHQCKD1dXUYBmMZIV3JDu0HXH5v5KY9xPm8jwS931E/IG15MX1Jje+DyVhLaEez7gajQYu7JlIXFQw3/ycwpbt6Yx/Lpn/u6QjVw1sS4B/w5gxF5HGTQFZvMphraBkz/cU/vwFJTu3AM4eXXNiO4LO6VvvZo3tDgc/HLKz6hc7B/OdtzWPMnFhu0DMfvU3FEnVOYx+pEf1IjOqB1H5vxOf9zPB5dlEp20iOm0T5UFNyI07j/wm3bEEx3q73GoxGAx0aBVJbFQg3/yUSnpOCUs+3MaH3+zllj934uI+LTEZ9fMuIvWXweFwaOV3wG63M3fuXN555x0KCgo477zzeOqpp2jVqtUZjzV06FAAkpOTa7rMBsFeXkrZH9so/v07ind8h728xH3Mv0kLgs45D1NI1NE7GE0nn0E+1bE6vG9WsYNvDzj45oCDtCPL4gb4GTivpZm2sX4ePZp+fv7OFosT9CBX91hjGtcXazrluA4HkZYMInN/JbpoL8ZjLuArC4qlqElXCiI7UhLWAofJ88JNk9GA7RSbc5zqeHWPnel9HQ4Huw/ms2V7OsVlVgBaxIfxf0PPYWCvZphM+tREROofBeQj5s6dy1tvvcUzzzxDfHw8zz33HAcPHuSDDz7AbDaf0VgKyJ5spUWUp+6m/NBOSvf/TNnhnR7h0hAQTEDT9pgT2mEKiaw8gA8GZLvByB85Nn5Ld/BjKvyeefSvkb8JOicG0jHeRKB/5Vm0ehXufHBcX6ypquOa7BYiC3YTXbSLsOLD/H97dx4XVbk/cPwzMyyjAiK5oLinoKjgwqK4kJRXzVsm0XVJ87qbcN2SsntT8WZqV4sSBMR9TaqbVjfbpEXLBcXuL1twKRdQERdAkGWYmfP7A+dcRlAZF0D7vl/Oi5kzz5z5nuc543zPc57zjJb/lTdrdBQ6N6XApSWFdZpQVMcdY52GmG4y2VBNSJAtjCYzaSezOXQkC0NJ6Xa5uTjSu3NTurVrSPuWbugd5aSlEOL+IAkyYDAY6N69O5GRkQwfPhyAK1eu0Lt3bxYuXMigQYNsWt8fMUFWTCWY8nMw5l2m5PI5Si6doeTyWQxZpyi5XH46KG0tZ+zre2DfsBV2ro3Q6OxuL5GtggS52KhwqQAycuF0jkJ6rsKxS5BfbF28cV0dDzd0oOVDjmg05gcuuasp662JMd3OenWmYlyunsat8BRO+RnYmwrKvc6s0WHQP4RB70aJvh4Gfb3S+46umOxqozjWoUTjWOGY5qpOkC2MRjM/n7jM4eMXKTKYrF7XtpkrXi3caO7uTPNGzjRt5IxTLZnuUAhR88jhPJCWlsbVq1fp3r27uszFxQVvb28OHDhgc4J8txTk51NcUAiUjm0FpfSf5T6AooCioKBQeqhz7bFy7bkyy9VjoWuv4dpys6KA2YSimFGMxtL7ZhNmkxHFZEIpKcJsKMJcXIjZct9QiFJciPHqFUwFOZgLrX8gQUFT5r4zWr0TOqd66FwbYufcAK2+zv+ezwO0CpgVFOuVlNIqKDf4QlY0Zrj2XIUlNGbMZgWTGUrMYDSD6drfEsWEyWjGaIZiExSVQJERCowaLl81c7nQzKUChauGitvHXgfuLnY0ctHS3M2OOo6lPX12dhqM99c1haIamHSOZLu0Jc/NG6PRiN6YS52rZ3AqzqJW0UVqGS6jM5egL8xCX5h1w/UoGi1Gu9qY7GpjtnPErHPEpHNA0ekx6RyuPS5dbtbag0YLOjvMaFE0OhStrvSv5abVodXqMFk+UBpNmc+zBq1Wg1kp8xm/lpwraECjQa/V4NdMRxePhpy5VMLx8wWcuVRMfpGJtFPZpJ3Ktorf0V6Lq5MD9ZwccL12q6O3w9Fei95Bh95Bh6ODjloOOhztS/862GvRajWlEWg0aDUa0IBWU/r42h80Gg3XnqrwPoCD3hEnZ+e70qZCiAeHJMhAZmYmAI0bN7Za3rBhQ86ds30y/KysLEwmk9qTfDuKi4rJKTACcqFLTaHVlPaCqX+1cLaCchpukKxX4vnbfe6PtN6aGNM9W69i/t+N0rMSGkW5dl9Bc9N3rVlMaClRdJgULSZKb+Ya8ltVLnoNtWrf2TR1jRs3ZtOmTXcpIiFEdZMEGSgsLO2lvX6ssaOjI7m5uTavz9HREYPhBt2OlV2H3pFG+vvrp5SFEOJG7AD5H00Icb+QBBnQ60unEjMYDOp9gOLiYmrVsr1X4eDBg3ctNiGEEEIIUbVqxvmtamYZWpGVZT3OLysrC3d39+oISQghhBBCVBNJkIF27drh5OTE/v371WVXrlzhl19+wc/PrxojE0IIIYQQVU2GWFA69njkyJEsXboUNzc3PDw8WLJkCe7u7vTr16+6wxNCCCGEEFVIEuRrpk6ditFo5JVXXqGoqAh/f39Wr15t84+ECCGEEEKI+5v8UIgQQgghhBBlyBhkIYQQQgghypAEWQghhBBCiDIkQRZCCCGEEKIMSZCFEEIIIYQoQxJkIYQQQgghypAEWQghhBBCiDIkQRZCCCGEEKIMSZCFFbPZzLJly+jduze+vr6MHTuWU6dO3bB8SUkJb7zxBr1796Zz586MHDmSX3/9tQojrn621FlMTAxeXl4V3l5++eUqjrz62LqfXbhwgZkzZxIYGEhgYCDTpk0jMzOzCiOufrbWWXp6OpMnTyYgIICePXuyYMECCgsLqzDimicuLo5Ro0bdtEx2djYvvPAC/v7++Pv7M2fOHAoKCqooQiFETSEJsrASFxfH1q1bWbBgAUlJSWg0GiZMmIDBYKiwfFRUFO+//z6vvvoq//73v3F1dWXChAnk5eVVceTVx5Y6Gzt2LN99953Vbfr06ej1ekaPHl0N0VcPW/ezGTNmcO7cOdauXcvatWvJzMxkypQpVRx19bKlzvLy8hg+fDi5ubmsWrWKhIQEfvrpJ8LDw6sh8pph3bp1LFu27Jblpk6dSnp6ulr++++/Z/78+VUQoRCiRlGEuKa4uFjp0qWLsmXLFnVZbm6u4uPjo/znP/8pV/706dOKp6en8vXXX1uV79u3r7Jnz56qCLna2Vpn1zt16pTi6+tr9foHna11lpubq3h6eirJycnqsp07dyqenp7K5cuXqyTm6mZrna1fv17x9fVVLl26pC47e/as4uXlpRw4cKBKYq4pMjMzlXHjximdO3dWBgwYoIwcOfKGZQ8dOqR4enoqx48fV5ft3r1b8fLyUjIzM6siXCFEDSE9yEKVlpbG1atX6d69u7rMxcUFb29vDhw4UK78d999h4uLC3369LEq/9VXX9GjR48qibm62Vpn11u8eDFt27Zl6NCh9zLMGsXWOnN0dKR27dps376d/Px88vPz+fDDD2nZsiV169atytCrja11duLECVq3bo2bm5u6rHHjxtSrV4+UlJQqibmm+Pnnn6lbty4fffQRvr6+Ny178OBBGjRowMMPP6wuCwgIQKPRkJqaeq9DFULUIHbVHYCoOSxjOhs3bmy1vGHDhpw7d65c+ZMnT9KsWTO++OILEhMTOX/+PN7e3syePdvqC+ZBZmudlXX48GGSk5NZv349Wu0f51jV1jpzdHTktdde45///Cd+fn5oNBoaNGjApk2b/jD1ZmudNWjQgAsXLmAymdDpdADk5+eTm5vLpUuX7n3ANUhISAghISGVKnv+/Plydezg4ICrq+stP89CiAfLH+PbRVSK5QIeBwcHq+WOjo4UFxeXK5+fn8/p06eJi4tj5syZxMfHY2dnx4gRI/4wX8K21llZ69atw9fX16pX8I/A1jpTFIUjR47QpUsXNm/ezPr16/Hw8CA8PJz8/Pwqibm62VpngwYNIjc3l4ULF3L16lWuXLnCvHnz0Gg0NxznLUrr+fo6hsp9noUQDxZJkIVKr9cDlPsCLS4uplatWuXK29vbk5eXR3R0NL169cLHx4fo6GgAtm3bdu8DrgFsrTOLgoICvvzyyz/U0AoLW+vsk08+YcuWLSxZsoRu3boREBBAQkICZ86c4d///neVxFzdbK2zFi1aEBMTw86dO+nWrRt9+vShSZMmdOzYEScnpyqJ+X6k1+srPIAoLi6mdu3a1RCREKK6SIIsVJZTi1lZWVbLs7KycHd3L1fe3d0dOzs7q+EUer2eZs2akZGRcW+DrSFsrTOL3bt3Yzab6dev3z2Nryaytc5SU1Np1aqVVWJXt25dWrVqxcmTJ+9prDXF7exnwcHBfPvtt+zevZt9+/bxwgsvkJ6eTsuWLe91uPctd3f3cnVsMBjIycmhUaNG1RSVEKI6SIIsVO3atcPJyYn9+/ery65cucIvv/yCn59fufJ+fn4YjUYOHz6sLisqKiI9PZ0WLVpUSczVzdY6s0hNTaVDhw64uLhURZg1iq111rhxY06dOmV1iruwsJCMjAzZz25QZ6mpqYwcORKDwUCDBg3Q6/WkpKSQnZ1NUFBQVYZ+X/H39yczM9NqfmlLnXft2rW6whJCVANJkIXKwcGBkSNHsnTpUpKTk0lLS2PGjBm4u7vTr18/TCYTFy5coKioCChNkIOCgnjppZc4ePAgx48f58UXX0Sn0zF48OBq3pqqYWudWaSlpeHp6VlNUVcvW+vsqaeeAmD69OmkpaWp5R0cHAgNDa3GLak6ttbZww8/zLFjx1i4cCHp6ens2bOHmTNnMmzYMJo1a1bNW1NzXF9vvr6+dO3alRkzZvDjjz+yb98+5s2bx1NPPSU9yEL8wUiCLKxMnTqVsLAwXnnlFYYPH45Op2P16tU4ODhw7tw5evXqxY4dO9TyMTExBAQEEBERQVhYGPn5+WzYsMFqeqkHna11BnDx4kVcXV2rJ+AawJY6a9iwIVu2bEFRFEaPHs2YMWOwt7fnnXfe+UP1wNtSZ66uriQmJpKWlsYTTzzBP/7xD4YNG8Yrr7xSzVtRs1xfbxqNhtjYWJo2bcro0aOZPn06ffr0ISoqqnoDFUJUOY2iKEp1ByGEEEIIIURNIT3IQgghhBBClCEJshBCCCGEEGVIgiyEEEIIIUQZkiALIYQQQghRhiTIQgghhBBClCEJshBCCCGEEGVIgixqHJl50HZSZzVLVbeHtL8QQtxdkiCLGuW9997j9ddfvyvriomJwcvL666sqyZLTU1l0qRJ92z9S5cuJTAwkM6dO7N9+3b2799P//796dixI+PGjbutdSYnJ9+wbXbt2kVoaCi+vr707duXFStWlEsAf//9dyZOnEi3bt0IDAzk73//O1euXLE5Di8vL2JiYm5rG27kXrfH9ZKTk3nppZfUx/v378fLy8vqZ6mrW0ZGBl5eXnzwwQfVHYoQQlSKXXUHIERZ8fHxBAQEVHcY95X33nuP48eP35N1Hz16lJUrV/KXv/yFwYMH07p1a8aPH4/ZbCYxMZGHHnrI5nXu3buXWbNmVfjcoUOHmDJlCgMHDmT69OmkpqYSHR2N2Wzm+eefB+DKlSv89a9/pWHDhvzrX//i0qVLLFmyhMzMTNasWWNTLElJSbi7u9u8DTdzL9ujIuvWrbN63KFDB5KSkmjTpk2VxSCEEA8aSZCFEDeUk5MDwKBBg/Dz81OX+fv7ExQUZNO68vPzWbFiBatXr8bZ2ZmCgoJyZZYvX067du1YsmQJAH369MFoNJKYmMiYMWPQ6/W88847XLlyhe3bt6s/ad6oUSMmTpzIwYMH1Tgro3PnzjZtw/3AycnpgdwuIYSoSjLE4gEREhJCdHQ0ixYtIiAggICAACIjI8nOzgZg9uzZjB49mnnz5uHn58eQIUMwGo1qT2C/fv3o2LEj/fv3Z+PGjVbrTk9P5/nnnycwMBBfX1+GDh3Kt99+a1Xm6NGjTJo0ia5du9K1a1fCw8NJT09Xn7ec9t27dy9jx47F19eXoKAgXn/9dYxGo7oNZ86cYdu2bXh5eZGRkVHp7S8uLmbRokX07NmTLl268PLLL1NcXFyu3HvvvUdoaCidO3fGx8eHwYMHs2PHDqA08evUqRNvvvlmuXX7+/sTGxsLwJ49exg6dChdunTB39+fKVOm8Pvvv1c6VouTJ08ydepUevbsSefOnRk1ahSpqanq8zc6LT179mxCQkLU+9u2bePMmTO3dQp7x44dhIaG0qVLF3r27MncuXPJzc0FSoeojBo1CoDRo0cTEhKCl5cXZ86cYfv27Tafxn///fd5//33mTt3LiNHjiz3vMFgYP/+/fzpT3+yWt6/f38KCgo4ePAgAN999x3dunVTk2OA3r17U6dOHXbt2mXT9pcdYlGZfRRu3v4VtYelHdeuXcvAgQMJCAjggw8+uOEQoOuHfVy9epVFixbRp08fOnfuTGhoKF999RUAo0aNIiUlhZSUFLU9KhpicfjwYcaNG0dgYCBdu3Zl8uTJHDt2TH2+stteWV988QVPPvkkPj4+DBkyhLS0tHJl0tLSiIiIoHv37nTo0IHevXuzYMECioqKAJg6dSrBwcGYzWar182dO5dHH30URVG4fPkys2bNomfPnnTq1InBgwezfft2m+MVQojrSYL8ANmyZQupqaksXLiQWbNmsWvXLvV0OMDBgwc5deoUMTExhIeHY2dnR1RUFMuWLePJJ58kISGBAQMGsHDhQpYvXw6A2Wxm0qRJFBQU8K9//Yu4uDhcXV2ZMmUKp06dAuDEiRMMGzaMS5cusXjxYl577TXS09MZPnw4ly5dsopx1qxZdOvWjYSEBJ544gnWrFnD+++/D0BsbCwNGjQgODiYpKQkGjZsWOltj4yMJCkpiQkTJvDWW2+Rm5tb7tTz5s2b1S/XFStWsGTJEuzt7YmMjOTs2bO4urry2GOP8fHHH1uNeU1OTiYvL4+nnnpKPVjo0KED8fHxLFiwQB0Pe/0X+c0cP36c0NBQ0tPTeeWVV1i6dCkajYbRo0eTkpJS6fVMmTKF4OBgGjRoQFJSEo888kilXxsXF8eMGTPw9fVl2bJlhIeH8/nnnzNq1CiKiop45plnmDt3LlCalERHR5OUlGTVRh06dKj0+4WEhPDVV18xbNiwCp9PT0+npKSEli1bWi1v0aIFUHpAAfDbb7/RqlUrqzJarZamTZuqZe7EzfbRW7X/zdojOjqacePGsWDBArp3716pWMxmM+PHj2fbtm1MnDiR+Ph4PD09iYiIYP/+/cybNw9vb2+8vb1v2B779u1j+PDhmM1mXnvtNRYsWMC5c+cYNmwYv/32W6W3vbK++uorpk6dStu2bYmNjWXgwIFERkZalcnKyuLZZ5+lsLCQxYsXs3LlSgYOHMjGjRvVz21YWBiZmZlWib7BYODTTz9lyJAhaDQaIiMjOX78OPPnzycxMRFvb29eeumlGjX+Wghxf5IhFg8QjUbD2rVrcXZ2BsDNzY3w8HC1V81oNDJ//nw14Thx4gTvvvsuM2fOZOLEiQD06tULjUbDihUrGDFiBEajkd9++43JkycTHBwMgI+PD7GxsWoPbWxsLHq9nnXr1uHk5ARAjx49eOyxx1i1apXVBUTPPPMM4eHhapmdO3fyzTffMGzYMLy9vXFwcMDNzc2mU8THjh3j888/Z+7cuTz77LNAaY/iE088YTUWND09nbFjx6rvD9C0aVNCQ0M5dOgQTZo04emnn2bHjh3s379fTWK2bdtGYGAgTZs25ZNPPqGoqIhJkybRqFEjABo3bkxycjIFBQXq9t9KbGws9vb2bNiwQW2vRx55hD//+c8sWbKE9957r1Lrad68OW5ubjg4ONhUZ7m5ucTHx/PMM88wb948dbmnpyfPPvssH3zwASNGjFDHsbZp0wZfX1+A22ojS6w3Y7nI7vo6rFOnDlA6RMNSzrLs+nKWMnfiZvvojz/+eNP2r6g9LENJ/vSnPxEWFmZTLLt27eLQoUPExcXx6KOPAtC9e3dOnTrFvn37mDZtmlpfN2qPN954g2bNmrFq1Sp0Oh1Q+jnv168fMTExvPXWW5Xa9spavnw5HTp04I033gBKh8lY4rA4evQo7du35+2331bjDwoKYu/evRw4cIDJkyfTq1cv3N3d2b59Oz169ABg586d5OXlMWTIEABSUlKYMmUKjz32GACBgYG4urqq2ymEELdLEuQHSN++fdVkC0p77Ozt7dVT03q93ipJ2bdvH4qiEBISYnUaNSQkhPj4eFJTU3n00Udp06YNc+bMYc+ePfTp04devXrx8ssvW60nMDAQvV6vrsfJyQk/Pz/27NljFWOXLl2sHru7u1c4FtUWlu2zJBBQ2qPYv39/qwR59uzZAOTl5XHy5ElOnjzJ3r17ASgpKQFKv6SbNGnChx9+SPfu3cnKyuL7779n4cKFAPj6+uLo6EhYWBiPP/44wcHB+Pn54ePjY1PMKSkp5drLzs6OQYMGsXz5cq5evXobNVF5//3vfzEYDDzxxBNWy/38/PDw8GD//v2MGDHinsZwPUsPvEajqfB5rfZ/J7wqKqMoyg1fa4ub7aN30v6enp42x3Lw4EHs7e3p27evukyj0fDOO+9U6vUFBQUcPnyY8PBwq6TRxcWFvn37lhsqdaefz6KiIn7++WemTp1qtXzgwIFWCXKvXr3o1asXJSUlnDhxgpMnT3LkyBEuX76Mq6srUNreQ4YMYf369URFRVGrVi31YNXDwwMoTYhjYmJIS0sjODiYPn36WB2QCyHE7ZIE+QFy/ZAErVaLq6ur2jP30EMPWSUQZS/Aqsj58+fRaDSsWbOG+Ph4vvzyS7Zt24a9vT2PPfYYUVFRuLq6kpOTw44dO9SxvGWVHScKpUn69THe6RyuljGz179XgwYNrB6fPn2auXPnsm/fPuzs7GjdurU6BtQSg1arJTQ0lLVr1zJv3jw++ugj9Ho9/fv3B0p7nDdt2kRiYiLvvvsu69atw8XFhREjRjBt2jSrJO5WMdevX7/c8vr166Moyl3pCb3V+1ver6IY8vLy7un7V8TFxQWg3LZbDhYsPY1OTk4V1k9BQcFdmZHiZvvonbR/RXV9Kzk5Obi6ulZ6v7peXl4eiqJUup3v9POZm5uLoijlPovX/99kNpt588032bx5MwUFBTRu3BgfHx8cHR2tyj399NMkJCTwxRdfEBQUxPfff8+iRYvU56Ojo0lISODTTz/ls88+Q6vVEhQURFRUFM2aNat03EIIcT1JkB8gloTXwmQykZ2djZubG5mZmeXKWxKS9evXV3jKukmTJkDpDAFRUVHMmzePtLQ0PvvsM1auXEndunWZP38+zs7OBAUFMWbMmHLrsLO797tYvXr1ALh48aIaM1jXh9lsZuLEidjb2/Puu+/i7e2NnZ0dx48f56OPPrJaX2hoKMuXL2fXrl3s2LGDxx9/nFq1aqnPW4aYGAwGUlNTSUpKIiEhAS8vLx5//PFKxVy3bl0uXrxYbvmFCxfUbbLcN5lMVmXutMfd8v5QWmcPP/xwuRiqI7lo3rw5Op1OHdtuYXlsGe7RqlUrTp8+bVXGbDaTkZFR7gK/e+FutD/8rxfcZDKpvbvXnzlwdnYmJycHs9lslST/+uuvGI1GOnXqdNP3cHZ2RqPR3HBfs/TW3i2WZP7697v+/6bExETWrVtHVFQU/fv3V8+kXD8EpVmzZgQEBPDpp5+Sl5dHrVq1rNrY2dmZyMhIIiMj+f3330lOTiYuLo758+ezatWqu7ptQog/FrlI7wGye/duDAaD+jg5ORmj0aiO37uev78/ANnZ2XTq1Em95eTk8NZbb5GTk8MPP/xAUFAQP/74IxqNhvbt2zNjxgw8PT3VpDsgIIDjx4/Tvn17dR0dO3Zk3bp1fPnllzZtw+30lFnGCn/22WdWy7/++mv1fnZ2NidOnCAsLAwfHx81cbeMzy57gZ2Hhwc9evRg48aN/Pzzz+p4RyidczYkJASDwYCDgwM9evTg1VdfBeDcuXOVjtnf35+vv/7aqgfPZDLxySef0KlTJxwcHNQe07IHNyUlJfz4449W67qdOvP19cXBwYGPP/7YavnBgwc5e/YsXbt2tXmdd8rR0RE/Pz++/PJLq17Lzz//HBcXF3UYQ8+ePTlw4ACXL19Wy+zevZurV6/Ss2fPexpjZdq/su1had+y+82hQ4esyvj5+VFSUmI1FEJRFP7xj38QHx9/y/erXbs2HTt2ZMeOHVYHWnl5eXzzzTd069atUrFWlqOjI126dOGLL76wakPLrBsWqamptGnThrCwMDU5Pn/+PEePHi13sWtYWBh79uzho48+YuDAgerB6pkzZwgODlY/961bt2bChAkEBQVV2CEghBC2kB7kB0hmZibPP/88zz33HOfOnePNN9+kV69eBAYGsm3btnLlPT09efLJJ5kzZw5nzpyhY8eOnDhxgujoaJo2bUrLli0xGo3o9XpefPFF/va3v1G/fn327NnDr7/+ynPPPQeUzqQwbNgwJk2axPDhw3F0dCQpKYmdO3eybNkym7bBxcWFX375hZSUFHx8fMqd8q1IixYtGDp0KNHR0RiNRtq3b8+HH37IkSNH1DIPPfQQHh4ebN68GXd3d1xcXPjuu+9Yv349AIWFhVbrDAsLY+bMmbRs2dIqiejevTtLly4lPDyckSNHotPp2Lp1Kw4ODlbjRG8lIiKCXbt28dxzzzFx4kQcHBzYtGkT6enpas9X3bp16dKlC5s2baJFixbUq1ePjRs3UlRURO3ata3q7OLFi3z77be0b9++UrN/uLq6MnHiRPViwUcffZSMjAzefvtt2rRpQ2hoaKW35W56/vnnGTNmDNOmTePpp5/mhx9+YPXq1cyaNUvdF0aMGMGmTZsYM2YMERER5OTksGTJEvr06VNuDO3dVpn2v749biQ4OJhFixYxZ84cJkyYQGZmJrGxsVZncx555BF12sJp06bRokULPv74Y44ePcqcOXPU9/vhhx/Yu3cv3t7e5d7nhRdeYNy4cYwfP56RI0dSUlJCYmIiBoOBiIiIu1xDMHPmTEaPHk1ERARDhw7l5MmTajJv4ePjQ1xcHImJiXTu3JlTp06xYsUKDAZDuc9i//79efXVV/m///s/9ToCKD2QdXd3Z8GCBeTn59O8eXN++uknvv322yr9JUMhxINJepAfIIMGDaJ58+ZMnz6dmJgYhgwZok7XdiOLFi1izJgxbN26lfHjx5OQkMDjjz/OmjVr0Ol0ODo6smbNGtq2bctrr73GuHHjSE5O5p///KeaRLVr147Nmzej0Wh48cUXmTp1KhcuXGD58uU2n/IeO3YsFy9eZNy4cfz000+Vft28efOYMGECmzZtIiIigqKiIiZPnmxVJi4ujkaNGjF79mymT5/Of//7X+Lj42ndurV6oZ9FcHAwGo2mXKLYrl07EhISyM/PZ+bMmWqCtmbNGlq3bl3peNu2bcuWLVuoX78+f//734mMjERRFDZs2GD1AxyLFy+mY8eOzJkzh9mzZ9O+fXtGjx5tta7Q0FA8PDwIDw+3aQ7Yv/3tb0RFRZGSksLkyZOJjY1lwIABbNmyxWpISVXq0aMHMTExnDhxgvDwcD7++GNefPFFxo8fr5Zxc3Njw4YN1KtXj1mzZhEdHc2AAQOIjo6+5/FVpv0r2x6tWrXi9ddf5+zZs0ycOJH169fz6quvWh3g6HQ6Vq5cyYABA4iJiWHKlCmcOHGCVatWqQcDzz77LPb29kyYMKHCeaB79OjB2rVrMRgMzJw5kzlz5tCoUSPeffdd2rZte3criNJe75UrV3L+/HkiIiLYunWrepGrheVgesOGDUyYMIHVq1czePBgIiIiOHbsmDpGHkp7pXv06EHLli3LndmIjY2ld+/evP3224wdO5Z33nmHiIgIq5lqhBDidmiUO71CStQIISEhBAQEsHjx4uoO5YGwY8cOIiMj+eabb8pd7CeEqDpFRUUEBwczadIkxo4dW93hCCH+IGSIhaixTCZTpa6gv5sXAu7cuZPDhw+zdetWBg8ebHNyXJlfHdNqtbc9K8GtmM3mSv1giU6nuytTolWmjTQaTZXOS1sd+82DTlGUcheLVuRu7VeA+qualqkin3nmmbuyXiGEqAz5hhA11l//+tdK/apc2bHGdyojI4N169bh5+dnNd6xsq8tOxfzjQwZMuSe9fQvX75c/Unsm9mwYQOBgYF3/H79+vXjzJkzNy3j4eFR7iKte6k69psH3bZt26zmPr+RRYsW3bXx61qtlo0bN1K7dm3efPNNqznDhRDiXpMhFqLG+v333yv1gxm3muqqqhgMhkolXfXq1aNp06b3JIbz58+TlZV1y3KtWrWq9K/+3cyRI0esZk6piIODgzrfdFW43/ab+0F2djYZGRm3LNe0aVN12kUhhLifSYIshBBCCCFEGTKLhRBCCCGEEGVIgiyEEEIIIUQZkiALIYQQQghRhiTIQgghhBBClCEJshBCCCGEEGVIgiyEEEIIIUQZkiALIYQQQghRhiTIQgghhBBClPH/5NLkuu9wofgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 718.472x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(x ='present_days_out_off_100_instruction_days',hue = 'Student_Performance_level', data = df,kde=True)\n",
    "plt.title('present_days_out_off_100_instruction_days')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "efd769c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"Study_Time_per_day\", hue=\"Student_Performance_level\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "114c8b8a",
   "metadata": {},
   "source": [
    "It shows that the student performed their best when they study between 4 to 6 hours."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "17ffe69c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.gcf()\n",
    "\n",
    "# Change seaborn plot size\n",
    "fig.set_size_inches(13, 6)\n",
    "sns.countplot(x ='Late_remark',hue = 'Student_Performance_level', data = df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28fc9465",
   "metadata": {},
   "source": [
    " The bar plot clearly discribe that after a certain point late remark worsen the performance. It is right skewed graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "71418b0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"wants_to_take_higher_education\", hue=\"Student_Performance_level\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eded895d",
   "metadata": {},
   "source": [
    "Students who wants to study further performed well because most of university asking for good academics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "92bcadb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"School_is_approach_by_all_weather_road\", hue=\"Student_Performance_level\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9a77bfc",
   "metadata": {},
   "source": [
    "Student who are able to attend the the school daily has higher performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e217652d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"free_Time_After_School\", hue=\"Student_Performance_level\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e62387c0",
   "metadata": {},
   "source": [
    "Student performed well if they have moderate free time because every students need self study."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e790885c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"family_income\", hue=\"Student_Performance_level\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60e27b71",
   "metadata": {},
   "source": [
    "Student has high performance if their family income more than a certain number because now they can access more facility and resources.\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "27e00b72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x ='Medium_of_Instruction',hue = 'Student_Performance_level', data = df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f71ce01d",
   "metadata": {},
   "source": [
    "Here we can see that the English as a medium of instruction has the highest success rate and Bengali has worst success rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7a6fa9d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=sns.countplot(x ='Location',hue = 'Electricity_Availability', data = df)\n",
    "for i in ax.containers:\n",
    "    ax.bar_label(i,)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d1fe3db",
   "metadata": {},
   "source": [
    "The bar plot shows that the electricity is more reachable to the urban population and performance is high where electricity is available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "920a4237",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x ='Type_of_social_media_used',hue = 'Student_Performance_level', data = df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cade3474",
   "metadata": {},
   "source": [
    "The bar graph clearly describe that the student who does not use social medial has high rate of success."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}