Siddhardha_Mudumba.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "40b4a3ae-1ae1-4da1-bdc3-d7dc52411f65",
   "metadata": {},
   "source": [
    "## LENDING CLUB CASE STUDY"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c5f4ac3",
   "metadata": {},
   "source": [
    "####  Import necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8ebe6854",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "\n",
    "# Hide all warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff7d3cf5",
   "metadata": {},
   "source": [
    "#### Read loan data from loan.csv file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d6363f01",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read dataset\n",
    "loan_data_original = pd.read_csv(\"loan.csv\", low_memory=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "370b0399",
   "metadata": {},
   "source": [
    "##### Total rows and columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "59c76d51",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rows, Columns :  (39717, 111)\n"
     ]
    }
   ],
   "source": [
    "print(\"Rows, Columns : \",loan_data_original.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c954b73b-186a-47bc-be8c-da54e258167c",
   "metadata": {},
   "source": [
    "### DATA CLEANING"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cca99ce",
   "metadata": {},
   "source": [
    "##### Remove duplicate rows from dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "011e3eac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rows, Columns :  (39717, 111)\n"
     ]
    }
   ],
   "source": [
    "# Remove duplicate rows.\n",
    "# lets identify any duplicate rows in the dataset.\n",
    "loan_data_original = loan_data_original.drop_duplicates()\n",
    "print(\"Rows, Columns : \",loan_data_original.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d3901ac",
   "metadata": {},
   "source": [
    "##### No duplicate rows found."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f0aaae6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "loan_status\n",
       "Fully Paid     32950\n",
       "Charged Off     5627\n",
       "Current         1140\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#### What are the different values in loan_status\n",
    "loan_data_original[\"loan_status\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "323058f9",
   "metadata": {},
   "source": [
    "##### Remove rows with loan status = \"Current\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0679b2b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loan_status\n",
      "Fully Paid     32950\n",
      "Charged Off     5627\n",
      "Name: count, dtype: int64\n",
      "\n",
      "*********************\n",
      "Shape :  (38577, 111)\n"
     ]
    }
   ],
   "source": [
    "#Loan status = \"Current\" can't be considered , Since they are active loans.So lets remove them from target dataset.\n",
    "loan_data = loan_data_original[loan_data_original[\"loan_status\"].isin([\"Fully Paid\",\"Charged Off\"])]\n",
    "print(loan_data[\"loan_status\"].value_counts())\n",
    "print(\"\\n*********************\")\n",
    "print(\"Shape : \",loan_data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b04ef3f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.87"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# % of rows deleted from the original dataset. This is just to know we are not deleting significant records.\n",
    "round(((loan_data_original.shape[0]-loan_data.shape[0]) /loan_data_original.shape[0])*100,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e530f02",
   "metadata": {},
   "source": [
    "#### Review all columns in dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb74ae3a",
   "metadata": {},
   "source": [
    "###### Lets remove columns with all null values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a2d12c80",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total columns with all null values :  55\n"
     ]
    }
   ],
   "source": [
    "null_percent = loan_data.isna().sum()*100/len(loan_data)\n",
    "all_null_value_columns = loan_data.columns[null_percent == 100].tolist()\n",
    "print(\"Total columns with all null values : \",len(all_null_value_columns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "461fcb76",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan_data = loan_data.dropna(axis=\"columns\", how=\"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e127d5c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(38577, 56)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a268be9",
   "metadata": {},
   "source": [
    "#### 55 columns have all null values. So deleted those columns from dataframe.\n",
    "     So current shape of dataframe is : (38577, 56)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7ee8c39",
   "metadata": {},
   "source": [
    "#### Dropping columns which has same value for all rows. So using nunique > 1 to filter rows with same value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7028b081",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tax_liens                         1\n",
       "initial_list_status               1\n",
       "out_prncp                         1\n",
       "out_prncp_inv                     1\n",
       "collections_12_mths_ex_med        1\n",
       "policy_code                       1\n",
       "pymnt_plan                        1\n",
       "application_type                  1\n",
       "acc_now_delinq                    1\n",
       "chargeoff_within_12_mths          1\n",
       "delinq_amnt                       1\n",
       "loan_status                       2\n",
       "term                              2\n",
       "verification_status               3\n",
       "pub_rec_bankruptcies              3\n",
       "home_ownership                    5\n",
       "pub_rec                           5\n",
       "grade                             7\n",
       "inq_last_6mths                    9\n",
       "emp_length                       11\n",
       "delinq_2yrs                      11\n",
       "purpose                          14\n",
       "sub_grade                        35\n",
       "open_acc                         40\n",
       "addr_state                       50\n",
       "issue_d                          55\n",
       "total_acc                        82\n",
       "mths_since_last_delinq           95\n",
       "last_pymnt_d                    101\n",
       "last_credit_pull_d              106\n",
       "mths_since_last_record          111\n",
       "int_rate                        370\n",
       "earliest_cr_line                524\n",
       "zip_code                        822\n",
       "loan_amnt                       870\n",
       "funded_amnt                    1019\n",
       "revol_util                     1088\n",
       "total_rec_late_fee             1320\n",
       "collection_recovery_fee        2616\n",
       "dti                            2853\n",
       "recoveries                     4040\n",
       "annual_inc                     5215\n",
       "total_rec_prncp                6841\n",
       "funded_amnt_inv                8050\n",
       "installment                   15022\n",
       "title                         19297\n",
       "revol_bal                     21275\n",
       "desc                          25802\n",
       "emp_title                     28027\n",
       "total_rec_int                 34025\n",
       "last_pymnt_amnt               34418\n",
       "total_pymnt_inv               36387\n",
       "total_pymnt                   36714\n",
       "url                           38577\n",
       "member_id                     38577\n",
       "id                            38577\n",
       "dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_data.nunique().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2d662e7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 11 columns are dropped. New dataset will contain the remaining 45 columns.\n",
    "loan_data = loan_data.loc[:, loan_data.nunique() > 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "74dae4d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(38577, 45)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0780a5c",
   "metadata": {},
   "source": [
    "##### Reviewed these 45 columns based on below parameters:\n",
    "- Will this column participate during loan approval process\n",
    "- Is it only to maintain the balance amounts and next payment dates\n",
    "- Is it only used to record any text/url etc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "4375b67b",
   "metadata": {},
   "outputs": [],
   "source": [
    "loan_data = loan_data.drop(columns = [\"id\",\"collection_recovery_fee\", \"delinq_2yrs\", \"desc\", \"emp_title\",\"inq_last_6mths\",\"last_pymnt_amnt\",\"last_pymnt_d\",\n",
    "\"mths_since_last_delinq\",\"mths_since_last_record\",\"recoveries\",\"revol_bal\",\"revol_util\",\n",
    "\"total_pymnt_inv\",\"title\",\"url\", \"open_acc\",\"total_acc\",\"total_rec_late_fee\",\"earliest_cr_line\", \"total_rec_prncp\", \"total_rec_int\",\"last_credit_pull_d\"], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "1a1195fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(38577, 22)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Current shape of the data set.\n",
    "loan_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "311faf58",
   "metadata": {},
   "source": [
    "#### list of columns after cleanup - Phase-I  ( 22 Columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "3baffd5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['member_id', 'loan_amnt', 'funded_amnt', 'funded_amnt_inv', 'term',\n",
       "       'int_rate', 'installment', 'grade', 'sub_grade', 'emp_length',\n",
       "       'home_ownership', 'annual_inc', 'verification_status', 'issue_d',\n",
       "       'loan_status', 'purpose', 'zip_code', 'addr_state', 'dti', 'pub_rec',\n",
       "       'total_pymnt', 'pub_rec_bankruptcies'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "78ab7e4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "emp_length              2.677761\n",
       "pub_rec_bankruptcies    1.806776\n",
       "verification_status     0.000000\n",
       "total_pymnt             0.000000\n",
       "pub_rec                 0.000000\n",
       "dti                     0.000000\n",
       "addr_state              0.000000\n",
       "zip_code                0.000000\n",
       "purpose                 0.000000\n",
       "loan_status             0.000000\n",
       "issue_d                 0.000000\n",
       "member_id               0.000000\n",
       "loan_amnt               0.000000\n",
       "home_ownership          0.000000\n",
       "sub_grade               0.000000\n",
       "grade                   0.000000\n",
       "installment             0.000000\n",
       "int_rate                0.000000\n",
       "term                    0.000000\n",
       "funded_amnt_inv         0.000000\n",
       "funded_amnt             0.000000\n",
       "annual_inc              0.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_data_null_mean = (100* loan_data.isna().mean().sort_values(ascending = False))\n",
    "loan_data_null_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "54a3a5f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "member_id               0.0\n",
      "loan_amnt               0.0\n",
      "total_pymnt             0.0\n",
      "pub_rec                 0.0\n",
      "dti                     0.0\n",
      "addr_state              0.0\n",
      "zip_code                0.0\n",
      "purpose                 0.0\n",
      "loan_status             0.0\n",
      "issue_d                 0.0\n",
      "verification_status     0.0\n",
      "annual_inc              0.0\n",
      "home_ownership          0.0\n",
      "emp_length              0.0\n",
      "sub_grade               0.0\n",
      "grade                   0.0\n",
      "installment             0.0\n",
      "int_rate                0.0\n",
      "term                    0.0\n",
      "funded_amnt_inv         0.0\n",
      "funded_amnt             0.0\n",
      "pub_rec_bankruptcies    0.0\n",
      "dtype: float64\n",
      "Dataset :  (36847, 22)\n"
     ]
    }
   ],
   "source": [
    "# Removed emp_length & pub_rec_bankruptcies null records from dataset.\n",
    "\n",
    "loan_data.dropna(subset = [\"emp_length\"], inplace=True)\n",
    "loan_data.dropna(subset = [\"pub_rec_bankruptcies\"], inplace=True)\n",
    "loan_data_null_mean = (100* loan_data.isna().mean().sort_values(ascending = False))\n",
    "print(loan_data_null_mean)\n",
    "print(\"Dataset : \", loan_data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "29bff457",
   "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>member_id</th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>funded_amnt</th>\n",
       "      <th>funded_amnt_inv</th>\n",
       "      <th>term</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>grade</th>\n",
       "      <th>sub_grade</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>verification_status</th>\n",
       "      <th>issue_d</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>purpose</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>addr_state</th>\n",
       "      <th>dti</th>\n",
       "      <th>pub_rec</th>\n",
       "      <th>total_pymnt</th>\n",
       "      <th>pub_rec_bankruptcies</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1296599</td>\n",
       "      <td>5000</td>\n",
       "      <td>5000</td>\n",
       "      <td>4975.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>10.65%</td>\n",
       "      <td>162.87</td>\n",
       "      <td>B</td>\n",
       "      <td>B2</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>860xx</td>\n",
       "      <td>AZ</td>\n",
       "      <td>27.65</td>\n",
       "      <td>0</td>\n",
       "      <td>5863.155187</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1314167</td>\n",
       "      <td>2500</td>\n",
       "      <td>2500</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>60 months</td>\n",
       "      <td>15.27%</td>\n",
       "      <td>59.83</td>\n",
       "      <td>C</td>\n",
       "      <td>C4</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Charged Off</td>\n",
       "      <td>car</td>\n",
       "      <td>309xx</td>\n",
       "      <td>GA</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1008.710000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1313524</td>\n",
       "      <td>2400</td>\n",
       "      <td>2400</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>15.96%</td>\n",
       "      <td>84.33</td>\n",
       "      <td>C</td>\n",
       "      <td>C5</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>12252.0</td>\n",
       "      <td>Not Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>small_business</td>\n",
       "      <td>606xx</td>\n",
       "      <td>IL</td>\n",
       "      <td>8.72</td>\n",
       "      <td>0</td>\n",
       "      <td>3005.666844</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1277178</td>\n",
       "      <td>10000</td>\n",
       "      <td>10000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>13.49%</td>\n",
       "      <td>339.31</td>\n",
       "      <td>C</td>\n",
       "      <td>C1</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>49200.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>other</td>\n",
       "      <td>917xx</td>\n",
       "      <td>CA</td>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>12231.890000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1311441</td>\n",
       "      <td>5000</td>\n",
       "      <td>5000</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>7.90%</td>\n",
       "      <td>156.46</td>\n",
       "      <td>A</td>\n",
       "      <td>A4</td>\n",
       "      <td>3 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>36000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>wedding</td>\n",
       "      <td>852xx</td>\n",
       "      <td>AZ</td>\n",
       "      <td>11.20</td>\n",
       "      <td>0</td>\n",
       "      <td>5632.210000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   member_id  loan_amnt  funded_amnt  funded_amnt_inv        term int_rate  \\\n",
       "0    1296599       5000         5000           4975.0   36 months   10.65%   \n",
       "1    1314167       2500         2500           2500.0   60 months   15.27%   \n",
       "2    1313524       2400         2400           2400.0   36 months   15.96%   \n",
       "3    1277178      10000        10000          10000.0   36 months   13.49%   \n",
       "5    1311441       5000         5000           5000.0   36 months    7.90%   \n",
       "\n",
       "   installment grade sub_grade emp_length home_ownership  annual_inc  \\\n",
       "0       162.87     B        B2  10+ years           RENT     24000.0   \n",
       "1        59.83     C        C4   < 1 year           RENT     30000.0   \n",
       "2        84.33     C        C5  10+ years           RENT     12252.0   \n",
       "3       339.31     C        C1  10+ years           RENT     49200.0   \n",
       "5       156.46     A        A4    3 years           RENT     36000.0   \n",
       "\n",
       "  verification_status issue_d  loan_status         purpose zip_code  \\\n",
       "0            Verified  Dec-11   Fully Paid     credit_card    860xx   \n",
       "1     Source Verified  Dec-11  Charged Off             car    309xx   \n",
       "2        Not Verified  Dec-11   Fully Paid  small_business    606xx   \n",
       "3     Source Verified  Dec-11   Fully Paid           other    917xx   \n",
       "5     Source Verified  Dec-11   Fully Paid         wedding    852xx   \n",
       "\n",
       "  addr_state    dti  pub_rec   total_pymnt  pub_rec_bankruptcies  \n",
       "0         AZ  27.65        0   5863.155187                   0.0  \n",
       "1         GA   1.00        0   1008.710000                   0.0  \n",
       "2         IL   8.72        0   3005.666844                   0.0  \n",
       "3         CA  20.00        0  12231.890000                   0.0  \n",
       "5         AZ  11.20        0   5632.210000                   0.0  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns',None)\n",
    "loan_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "c80722cb",
   "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>loan_amnt</th>\n",
       "      <th>funded_amnt</th>\n",
       "      <th>funded_amnt_inv</th>\n",
       "      <th>term</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>grade</th>\n",
       "      <th>sub_grade</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>verification_status</th>\n",
       "      <th>issue_d</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>purpose</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>addr_state</th>\n",
       "      <th>dti</th>\n",
       "      <th>pub_rec</th>\n",
       "      <th>total_pymnt</th>\n",
       "      <th>pub_rec_bankruptcies</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>member_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1296599</th>\n",
       "      <td>5000</td>\n",
       "      <td>5000</td>\n",
       "      <td>4975.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>10.65%</td>\n",
       "      <td>162.87</td>\n",
       "      <td>B</td>\n",
       "      <td>B2</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>860xx</td>\n",
       "      <td>AZ</td>\n",
       "      <td>27.65</td>\n",
       "      <td>0</td>\n",
       "      <td>5863.155187</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1314167</th>\n",
       "      <td>2500</td>\n",
       "      <td>2500</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>60 months</td>\n",
       "      <td>15.27%</td>\n",
       "      <td>59.83</td>\n",
       "      <td>C</td>\n",
       "      <td>C4</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Charged Off</td>\n",
       "      <td>car</td>\n",
       "      <td>309xx</td>\n",
       "      <td>GA</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1008.710000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313524</th>\n",
       "      <td>2400</td>\n",
       "      <td>2400</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>15.96%</td>\n",
       "      <td>84.33</td>\n",
       "      <td>C</td>\n",
       "      <td>C5</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>12252.0</td>\n",
       "      <td>Not Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>small_business</td>\n",
       "      <td>606xx</td>\n",
       "      <td>IL</td>\n",
       "      <td>8.72</td>\n",
       "      <td>0</td>\n",
       "      <td>3005.666844</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1277178</th>\n",
       "      <td>10000</td>\n",
       "      <td>10000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>13.49%</td>\n",
       "      <td>339.31</td>\n",
       "      <td>C</td>\n",
       "      <td>C1</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>49200.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>other</td>\n",
       "      <td>917xx</td>\n",
       "      <td>CA</td>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>12231.890000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1311441</th>\n",
       "      <td>5000</td>\n",
       "      <td>5000</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>7.90%</td>\n",
       "      <td>156.46</td>\n",
       "      <td>A</td>\n",
       "      <td>A4</td>\n",
       "      <td>3 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>36000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>wedding</td>\n",
       "      <td>852xx</td>\n",
       "      <td>AZ</td>\n",
       "      <td>11.20</td>\n",
       "      <td>0</td>\n",
       "      <td>5632.210000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           loan_amnt  funded_amnt  funded_amnt_inv        term int_rate  \\\n",
       "member_id                                                                 \n",
       "1296599         5000         5000           4975.0   36 months   10.65%   \n",
       "1314167         2500         2500           2500.0   60 months   15.27%   \n",
       "1313524         2400         2400           2400.0   36 months   15.96%   \n",
       "1277178        10000        10000          10000.0   36 months   13.49%   \n",
       "1311441         5000         5000           5000.0   36 months    7.90%   \n",
       "\n",
       "           installment grade sub_grade emp_length home_ownership  annual_inc  \\\n",
       "member_id                                                                      \n",
       "1296599         162.87     B        B2  10+ years           RENT     24000.0   \n",
       "1314167          59.83     C        C4   < 1 year           RENT     30000.0   \n",
       "1313524          84.33     C        C5  10+ years           RENT     12252.0   \n",
       "1277178         339.31     C        C1  10+ years           RENT     49200.0   \n",
       "1311441         156.46     A        A4    3 years           RENT     36000.0   \n",
       "\n",
       "          verification_status issue_d  loan_status         purpose zip_code  \\\n",
       "member_id                                                                     \n",
       "1296599              Verified  Dec-11   Fully Paid     credit_card    860xx   \n",
       "1314167       Source Verified  Dec-11  Charged Off             car    309xx   \n",
       "1313524          Not Verified  Dec-11   Fully Paid  small_business    606xx   \n",
       "1277178       Source Verified  Dec-11   Fully Paid           other    917xx   \n",
       "1311441       Source Verified  Dec-11   Fully Paid         wedding    852xx   \n",
       "\n",
       "          addr_state    dti  pub_rec   total_pymnt  pub_rec_bankruptcies  \n",
       "member_id                                                                 \n",
       "1296599           AZ  27.65        0   5863.155187                   0.0  \n",
       "1314167           GA   1.00        0   1008.710000                   0.0  \n",
       "1313524           IL   8.72        0   3005.666844                   0.0  \n",
       "1277178           CA  20.00        0  12231.890000                   0.0  \n",
       "1311441           AZ  11.20        0   5632.210000                   0.0  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#### Reset the index to member_id \n",
    "loan_data.set_index(\"member_id\", inplace=True)\n",
    "loan_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "0189eeb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove the % from int rate.\n",
    "loan_data[\"int_rate\"] = loan_data[\"int_rate\"].str.strip(\"%\").astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "572cda6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove \"months\" from term field.\n",
    "loan_data[\"term\"] = loan_data[\"term\"].str.strip(\"months\").astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c94efd7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Issue_d is a column with Month-Year. Adding 2 new columns to separate month and year.\n",
    "loan_data[\"issued_year\"] = pd.to_datetime(loan_data[\"issue_d\"], format='%b-%y').dt.year\n",
    "loan_data[\"issued_month\"] = pd.to_datetime(loan_data[\"issue_d\"], format='%b-%y').dt.month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "d05e2874",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['loan_amnt', 'funded_amnt', 'funded_amnt_inv', 'term', 'int_rate',\n",
       "       'installment', 'grade', 'sub_grade', 'emp_length', 'home_ownership',\n",
       "       'annual_inc', 'verification_status', 'issue_d', 'loan_status',\n",
       "       'purpose', 'zip_code', 'addr_state', 'dti', 'pub_rec', 'total_pymnt',\n",
       "       'pub_rec_bankruptcies', 'issued_year', 'issued_month'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_data.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f887bc99-7f2c-4ee7-9dd8-9c4bc84ca5dc",
   "metadata": {},
   "source": [
    "### OUTLIER IDENTIFICATION AND REMOVAL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "1803107d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 36847 entries, 1296599 to 112493\n",
      "Data columns (total 23 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   loan_amnt             36847 non-null  int64  \n",
      " 1   funded_amnt           36847 non-null  int64  \n",
      " 2   funded_amnt_inv       36847 non-null  float64\n",
      " 3   term                  36847 non-null  float64\n",
      " 4   int_rate              36847 non-null  float64\n",
      " 5   installment           36847 non-null  float64\n",
      " 6   grade                 36847 non-null  object \n",
      " 7   sub_grade             36847 non-null  object \n",
      " 8   emp_length            36847 non-null  object \n",
      " 9   home_ownership        36847 non-null  object \n",
      " 10  annual_inc            36847 non-null  float64\n",
      " 11  verification_status   36847 non-null  object \n",
      " 12  issue_d               36847 non-null  object \n",
      " 13  loan_status           36847 non-null  object \n",
      " 14  purpose               36847 non-null  object \n",
      " 15  zip_code              36847 non-null  object \n",
      " 16  addr_state            36847 non-null  object \n",
      " 17  dti                   36847 non-null  float64\n",
      " 18  pub_rec               36847 non-null  int64  \n",
      " 19  total_pymnt           36847 non-null  float64\n",
      " 20  pub_rec_bankruptcies  36847 non-null  float64\n",
      " 21  issued_year           36847 non-null  int32  \n",
      " 22  issued_month          36847 non-null  int32  \n",
      "dtypes: float64(8), int32(2), int64(3), object(10)\n",
      "memory usage: 6.5+ MB\n"
     ]
    }
   ],
   "source": [
    "# Now lets remove the outliers from the dataset\n",
    "loan_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "dffedcff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(36847, 23)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "3e70c5db",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to calculate Inter Quartile Range (IGR)\n",
    "def calculcateIQR(colName):\n",
    "    #Calculate IQR\n",
    "    Q1 = loan_data[colName].quantile(0.25)\n",
    "    Q3 = loan_data[colName].quantile(0.75)\n",
    "    IQR = Q3 - Q1\n",
    "\n",
    "    print(\"Q1 : {} Q3 : {} IQR : {}\".format(Q1,Q3,IQR))\n",
    "\n",
    "    # lower and upper bounds for outlier\n",
    "    lower_bound = Q1 - 1.5 * IQR\n",
    "    upper_bound = Q3 + 1.5 * IQR\n",
    "\n",
    "    return lower_bound,upper_bound"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "b2324ab2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Q1 : 5500.0 Q3 : 15000.0 IQR : 9500.0\n"
     ]
    }
   ],
   "source": [
    "# Handle outliers from loan amount\n",
    "\n",
    "#Calculate IQR\n",
    "lower_bound,upper_bound =  calculcateIQR(\"loan_amnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "847ec736",
   "metadata": {},
   "source": [
    "#### Lets remove the rows from dataset which are outside lower and upper bounds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "ec024e64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(35769, 23)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_data = loan_data[(loan_data[\"loan_amnt\"] > lower_bound) & (loan_data[\"loan_amnt\"] < upper_bound)]\n",
    "loan_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "9552a127",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Q1 : 40269.0 Q3 : 80000.0 IQR : 39731.0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(34014, 23)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Lets do the outlier removal for annual income.(annual_inc)  \n",
    "# we can write a common function, Since it's only 2 columns,  Duplicated the code.\n",
    "\n",
    "lower_bound,upper_bound =  calculcateIQR(\"annual_inc\")\n",
    "loan_data = loan_data[(loan_data[\"annual_inc\"] > lower_bound) & (loan_data[\"annual_inc\"] < upper_bound)]\n",
    "loan_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa9262fb",
   "metadata": {},
   "source": [
    "##### Remove all non-numeric characters from the 'emp_length' ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "424778ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "# Remove all non-numeric characters from the 'emp_length'\n",
    "loan_data[\"emp_length\"] = loan_data[\"emp_length\"].str.replace(r'\\D','',regex=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "285cdce9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>funded_amnt</th>\n",
       "      <th>funded_amnt_inv</th>\n",
       "      <th>term</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>grade</th>\n",
       "      <th>sub_grade</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>verification_status</th>\n",
       "      <th>issue_d</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>purpose</th>\n",
       "      <th>zip_code</th>\n",
       "      <th>addr_state</th>\n",
       "      <th>dti</th>\n",
       "      <th>pub_rec</th>\n",
       "      <th>total_pymnt</th>\n",
       "      <th>pub_rec_bankruptcies</th>\n",
       "      <th>issued_year</th>\n",
       "      <th>issued_month</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>member_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1296599</th>\n",
       "      <td>5000</td>\n",
       "      <td>5000</td>\n",
       "      <td>4975.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>10.65</td>\n",
       "      <td>162.87</td>\n",
       "      <td>B</td>\n",
       "      <td>B2</td>\n",
       "      <td>10</td>\n",
       "      <td>RENT</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>860xx</td>\n",
       "      <td>AZ</td>\n",
       "      <td>27.65</td>\n",
       "      <td>0</td>\n",
       "      <td>5863.155187</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1314167</th>\n",
       "      <td>2500</td>\n",
       "      <td>2500</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>15.27</td>\n",
       "      <td>59.83</td>\n",
       "      <td>C</td>\n",
       "      <td>C4</td>\n",
       "      <td>1</td>\n",
       "      <td>RENT</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Charged Off</td>\n",
       "      <td>car</td>\n",
       "      <td>309xx</td>\n",
       "      <td>GA</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1008.710000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313524</th>\n",
       "      <td>2400</td>\n",
       "      <td>2400</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>15.96</td>\n",
       "      <td>84.33</td>\n",
       "      <td>C</td>\n",
       "      <td>C5</td>\n",
       "      <td>10</td>\n",
       "      <td>RENT</td>\n",
       "      <td>12252.0</td>\n",
       "      <td>Not Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>small_business</td>\n",
       "      <td>606xx</td>\n",
       "      <td>IL</td>\n",
       "      <td>8.72</td>\n",
       "      <td>0</td>\n",
       "      <td>3005.666844</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1277178</th>\n",
       "      <td>10000</td>\n",
       "      <td>10000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>13.49</td>\n",
       "      <td>339.31</td>\n",
       "      <td>C</td>\n",
       "      <td>C1</td>\n",
       "      <td>10</td>\n",
       "      <td>RENT</td>\n",
       "      <td>49200.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>other</td>\n",
       "      <td>917xx</td>\n",
       "      <td>CA</td>\n",
       "      <td>20.00</td>\n",
       "      <td>0</td>\n",
       "      <td>12231.890000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1311441</th>\n",
       "      <td>5000</td>\n",
       "      <td>5000</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>7.90</td>\n",
       "      <td>156.46</td>\n",
       "      <td>A</td>\n",
       "      <td>A4</td>\n",
       "      <td>3</td>\n",
       "      <td>RENT</td>\n",
       "      <td>36000.0</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-11</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>wedding</td>\n",
       "      <td>852xx</td>\n",
       "      <td>AZ</td>\n",
       "      <td>11.20</td>\n",
       "      <td>0</td>\n",
       "      <td>5632.210000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           loan_amnt  funded_amnt  funded_amnt_inv  term  int_rate  \\\n",
       "member_id                                                            \n",
       "1296599         5000         5000           4975.0  36.0     10.65   \n",
       "1314167         2500         2500           2500.0  60.0     15.27   \n",
       "1313524         2400         2400           2400.0  36.0     15.96   \n",
       "1277178        10000        10000          10000.0  36.0     13.49   \n",
       "1311441         5000         5000           5000.0  36.0      7.90   \n",
       "\n",
       "           installment grade sub_grade emp_length home_ownership  annual_inc  \\\n",
       "member_id                                                                      \n",
       "1296599         162.87     B        B2         10           RENT     24000.0   \n",
       "1314167          59.83     C        C4          1           RENT     30000.0   \n",
       "1313524          84.33     C        C5         10           RENT     12252.0   \n",
       "1277178         339.31     C        C1         10           RENT     49200.0   \n",
       "1311441         156.46     A        A4          3           RENT     36000.0   \n",
       "\n",
       "          verification_status issue_d  loan_status         purpose zip_code  \\\n",
       "member_id                                                                     \n",
       "1296599              Verified  Dec-11   Fully Paid     credit_card    860xx   \n",
       "1314167       Source Verified  Dec-11  Charged Off             car    309xx   \n",
       "1313524          Not Verified  Dec-11   Fully Paid  small_business    606xx   \n",
       "1277178       Source Verified  Dec-11   Fully Paid           other    917xx   \n",
       "1311441       Source Verified  Dec-11   Fully Paid         wedding    852xx   \n",
       "\n",
       "          addr_state    dti  pub_rec   total_pymnt  pub_rec_bankruptcies  \\\n",
       "member_id                                                                  \n",
       "1296599           AZ  27.65        0   5863.155187                   0.0   \n",
       "1314167           GA   1.00        0   1008.710000                   0.0   \n",
       "1313524           IL   8.72        0   3005.666844                   0.0   \n",
       "1277178           CA  20.00        0  12231.890000                   0.0   \n",
       "1311441           AZ  11.20        0   5632.210000                   0.0   \n",
       "\n",
       "           issued_year  issued_month  \n",
       "member_id                             \n",
       "1296599           2011            12  \n",
       "1314167           2011            12  \n",
       "1313524           2011            12  \n",
       "1277178           2011            12  \n",
       "1311441           2011            12  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Final data after complete cleanup. We will use this for further analysis.\n",
    "loan_data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "46b104ca-3136-4ad7-86c1-740c9cc0c7ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(34014, 23)"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26618508-e5c5-4cbe-bc1d-dc41c3bb7613",
   "metadata": {},
   "source": [
    "### EXPLORATORY DATA ANALYSIS (EDA)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03262763",
   "metadata": {},
   "source": [
    "\n",
    "#### Univariate Analysis\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "2731e2d1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a histogram for loan_amount across All Loans / Fully Paid / Charged Off\n",
    "# use subplots to get 3 plots for same variable\n",
    "fig, axes = plt.subplots(2, 2, figsize=(10, 5))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "sns.histplot(ax = axes[0][0], data=loan_data, x=\"loan_amnt\", kde=True)\n",
    "axes[0][0].set_title(\"All Loans\")\n",
    "axes[0][0].set_xlabel(\"All Loans\")\n",
    "sns.histplot(ax = axes[0][1], data=loan_data[loan_data[\"loan_status\"]==\"Fully Paid\"], x=\"loan_amnt\", kde=True)\n",
    "axes[0][1].set_title(\"Fully Paid\")\n",
    "axes[0][1].set_xlabel(\"Fully Paid\")\n",
    "sns.histplot(ax = axes[1][0], data=loan_data[loan_data[\"loan_status\"]==\"Charged Off\"] , x=\"loan_amnt\", kde=True)\n",
    "axes[1][0].set_title(\"Charged Off\")\n",
    "axes[1][0].set_xlabel(\"Charged Off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee60ef03",
   "metadata": {},
   "source": [
    "#### Insight : The loan amounts taken by \"charged off\" customers is more or less same as \"fully paid\". So we can't conclude anything purely based on loan amount."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "67502f82",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distribution of annual income for All Loans - 25th Percentile: 40000.0 , 50th Percentile: 55400.0, 75th Percentile: 76000.0\n",
      "Distribution of annual income for Fully Paid - 25th Percentile: 40000.0 , 50th Percentile: 57000.0, 75th Percentile: 78000.0\n",
      "Distribution of annual income for Charged Off - 25th Percentile: 36404.21 , 50th Percentile: 50400.0, 75th Percentile: 70000.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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jH/PSSy/RpUuXemvkXIqJEyfym9/8hl//+teMHDmSvXv38swzz9CtW7cLVnH95S9/ybvvvst1113HU089RXh4OH/84x+prKxssvhERKRhhg0bxksvvcR9993HoEGDuPfee+nXrx8Oh4Ps7Gz+/Oc/k56eftF9yKX0E3WeeeYZbrzxRq6//noeeughnE4n/+///T8iIyM91VQBRowYwU9/+lN+8pOfsHXrVr73ve8RERFBQUEBGzZsICMjg3vvvZfY2FgeffRRnn32Wf7nf/6HH/zgB+Tl5TF79uwGL33w17/+lTFjxjBu3DgefPBBRo8eDbhfmL3wwgv07t2bpUuXXtTvSloPJd+kzVqyZAkhISH85Cc/OevxhIQEvv/97/OPf/yDoqKis64JcLGef/75s+7/5JNPGDVqFBs3buQXv/gF999/P9XV1fTp04fXXnuNO++809P2Jz/5CcXFxbz88su8+uqrdO/enZ///Ofk5+fz9NNPX3RMoaGhDB06lGXLlnHo0CEcDgedO3fmZz/7GY8//nhjb1VERFqIxx57jLKyMpYuXcrvf/97rrzySv72t79x8803X9J1f/jDH/LSSy9x7733EhDQdJMlnnzySaqqqliyZAnz5s2jb9++vPzyy6xatcqzsPW5pKens3btWmbNmsW0adOIjY1l6tSp/Nd//Rc//elPmyxGERFpmLvvvpsrr7ySBQsW8Nxzz1FYWEhwcDA9e/ZkypQpjRo5fSn9RJ3x48fzz3/+k6eeeoof/vCHJCcnc99993Hs2DGWLVvm1fZPf/oTV111FX/605948cUXcblcpKamMmLECK688kpPu2eeeYaIiAhefPFFli1bRu/evXn55Zf5/e9/36CYkpKS2Lx5M3/4wx/429/+xh/+8AcALr/8cn7xi18wc+ZMIiIiGvZLklbHZNSV1BAREREROW3WrFm89NJL5OXlnXWBbBERkdbE4XAwcOBAOnbsyEcffeTvcKSd0cg3EREREfHYvHkz+/bt48UXX+See+5R4k1ERFql6dOnM3bsWFJSUigsLOTll19m9+7dvPDCC/4OTdohjXwTEREREQ+TyUR4eDg33HADr732GpGRkf4OSURE5KJNnjyZjRs3cvz4cYKDg7niiiv4xS9+cc5qoyK+pOSbiIiIiIiIiIiIjzTd6rkiIiIiIiIiIiLiRck3ERERERERERERH1HyTURERERERERExEdU7bSBXC4Xx44dIyoqCpPJ5O9wRKQdMgyD8vJyUlNTCQjQuxNpHPVnIuJv6s+kKag/ExF/u5j+TMm3Bjp27BhpaWn+DkNEhLy8PDp16uTvMKSVUn8mIi2F+jO5FOrPRKSlaEh/puRbA0VFRQHuX2p0dLSfoxGR9qisrIy0tDTP3yORxlB/JiL+pv5MmoL6MxHxt4vpz5R8a6C6oczR0dH64y4ifqWpFXIp1J+JSEuh/kwuhfozEWkpGtKfaZEFERERERERERERH1HyTURERERERERExEeUfBMREREREREREfERJd9ERERERERERER8RMk3ERERERERERERH1HyTURERERERERExEeUfBMREREREREREfERJd9ERERERERERER8RMk3ERERERERERERH1HyTURERERERERExEeUfBMREREREREREfERJd9ERERERERERER8RMk3ERERERERERERH1HyTURERERERERExEeC/B2ASEtht9vJzs6utz8zM5OQkBA/RCQiItJwNTU1ZGVlee0bMmQIoaGhfopIREREREDJNxGP7Oxs5q9cS0rXnp59BYf28QgwdOhQ/wUmIiLSAFlZWSxYuYaO3XsDcPTAHh4GrrnmGv8GJiIiLd6Y8TdQVHzinMeTEhNYu/rfzRiRSNui5JvId6R07UmXPgP8HYaIiEijdOzem+4Zg/0dhoi0E3PnzuUXv/gFDz30EAsXLgTAMAyefvpp/vznP1NSUsLQoUP54x//SL9+/Tzn2Ww2Hn30Ud566y2qq6sZPXo0L774Ip06dfLTnUhR8Qnuem75OY+/+rM7mjEakbZHa76JiIiIiIjIRcnKyuLPf/4z/fv399o/b9485s+fz+LFi8nKyiI5OZmxY8dSXl7uaTNz5kxWrVrFihUr2LBhAxUVFUycOBGn09nctyEi0iyUfBMREblEn332GTfddBOpqamYTCbeeeedc7a95557MJlMnhECdWw2GzNmzCAhIYGIiAgmTZpEfn6+V5uSkhKmTp2KxWLBYrEwdepUSktLm/6GREREzqOiooIf/ehHvPLKK8TGxnr2G4bBwoULefLJJ7n11ltJT0/n9ddfp6qqijfffBMAq9XKkiVLeP755xkzZgyZmZksX76cnTt3snbtWn/dkoiITyn5JiIicokqKysZMGAAixcvPm+7d955hy1btpCamlrvWENGAUyZMoWcnBxWr17N6tWrycnJYerUqU1+PyIiIudz//33c+ONNzJmzBiv/QcPHqSwsJBx48Z59pnNZkaOHMnGjRsB2LZtGw6Hw6tNamoq6enpnjZnY7PZKCsr89pERFoLrfkmIiJyiSZMmMCECRPO2+bo0aM88MADfPjhh9x4441ex+pGASxbtszzILN8+XLS0tJYu3Yt119/Pbt372b16tVs3rzZUwTmlVdeYdiwYezdu5devXr55uZERES+Y8WKFXz55Zf1qisDFBYWApCUlOS1PykpicOHD3vahISEeI2Yq2tTd/7ZzJ07l6effvpSwxcR8QuNfBMREfExl8vF1KlTeeyxx7wWnK7TkFEAmzZtwmKxeFVfvuqqq7BYLBopICIizSIvL4+HHnqI5cuXExoaes52JpPJ62fDMOrtO9OF2jzxxBNYrVbPlpeXd3HBi4j4kZJvIiIiPvbcc88RFBTEgw8+eNbjDRkFUFhYSGJiYr1zExMTLzhSoG6NOIvFQlpa2iXciYiItGfbtm2juLiYQYMGERQURFBQEOvXr+cPf/gDQUFBnhFvZ/ZLxcXFnmPJycnY7XZKSkrO2eZszGYz0dHRXpuISGuh5JuIiIgPbdu2jRdeeIGlS5de8K3/mc4cBXC28zVSQEREmsvo0aPZuXMnOTk5nm3w4MH86Ec/Iicnh+7du5OcnMyaNWs859jtdtavX8/w4cMBGDRoEMHBwV5tCgoKyM3N9bQREWlrtOabiIiID33++ecUFxfTuXNnzz6n08msWbNYuHAhhw4d8hoF8N3Rb8XFxZ4HkeTkZIqKiupd//jx4xccKWA2m5vwjkREpL2KiooiPT3da19ERATx8fGe/TNnzmTOnDn06NGDHj16MGfOHMLDw5kyZQoAFouF6dOnM2vWLOLj44mLi+PRRx8lIyOjXgEHEZG2Qsk3ERERH5o6dWq9h4nrr7+eqVOn8pOf/ATwHgUwefJk4NtRAPPmzQNg2LBhWK1WvvjiC6688koAtmzZgtVq1UgBERFpMR5//HGqq6u57777KCkpYejQoXz00UdERUV52ixYsICgoCAmT55MdXU1o0ePZunSpQQGBvoxcmmsMeNvoKj4xDmPJyUmsHb1v5sxIpGWR8k3ERGRS1RRUcH+/fs9Px88eJCcnBzi4uLo3Lkz8fHxXu2Dg4NJTk72VChtyCiAPn36MH78eO6++27+9Kc/AfDTn/6UiRMnqtKpiIj4zaeffur1s8lkYvbs2cyePfuc54SGhrJo0SIWLVrk2+CkWRQVn+Cu55af8/irP7ujGaMRaZmUfBMREblEW7du5dprr/X8/MgjjwAwbdo0li5d2qBrNGQUwBtvvMGDDz7oqYo6adIkFi9e3HQ3IiIiIiIiTU7JNxERkUs0atQoDMNocPtDhw7V29eQUQBxcXEsX37uN8siIiIiItLyqNqpiIiIiIiIiIiIjyj5JiIiIiIiIiIi4iNKvomIiIiIiIiIiPiIkm8iIiIiIiIiIiI+ouSbiIiIiIiIiIiIj/g1+fbZZ59x0003kZqaislk4p133qnXZvfu3UyaNAmLxUJUVBRXXXUVR44c8Ry32WzMmDGDhIQEIiIimDRpEvn5+V7XKCkpYerUqVgsFiwWC1OnTqW0tNTHdyciIiIiIiIiIu2dX5NvlZWVDBgwgMWLF5/1+DfffMPVV19N7969+fTTT9m+fTu/+tWvCA0N9bSZOXMmq1atYsWKFWzYsIGKigomTpyI0+n0tJkyZQo5OTmsXr2a1atXk5OTw9SpU31+fyIiIiIiIiIi0r4F+fPDJ0yYwIQJE855/Mknn+SGG25g3rx5nn3du3f3/G+r1cqSJUtYtmwZY8aMAWD58uWkpaWxdu1arr/+enbv3s3q1avZvHkzQ4cOBeCVV15h2LBh7N27l169evno7kRERKQ1qampISsry2vfkCFDvF76+frzfP2ZIiIiItL8Wuyaby6Xi/fff5+ePXty/fXXk5iYyNChQ72mpm7btg2Hw8G4ceM8+1JTU0lPT2fjxo0AbNq0CYvF4km8AVx11VVYLBZPm7Ox2WyUlZV5bSIiItJ2ZWVlsWDlGv6WlcffsvJYsHLNWZNjvvq85vhMEREREWl+LTb5VlxcTEVFBb/73e8YP348H330Ed///ve59dZbWb9+PQCFhYWEhIQQGxvrdW5SUhKFhYWeNomJifWun5iY6GlzNnPnzvWsEWexWEhLS2vCuxMREZGWqGP33nTPGEz3jMF07N67WT+vuT5TRERERJpXi02+uVwuAG6++WYefvhhBg4cyM9//nMmTpzIyy+/fN5zDcPAZDJ5fv7u/z5XmzM98cQTWK1Wz5aXl9fIOxERERERERERkfaqxSbfEhISCAoKom/fvl77+/Tp46l2mpycjN1up6SkxKtNcXExSUlJnjZFRUX1rn/8+HFPm7Mxm81ER0d7bSIiIiIiIiIiIhejxSbfQkJCGDJkCHv37vXav2/fPrp06QLAoEGDCA4OZs2aNZ7jBQUF5ObmMnz4cACGDRuG1Wrliy++8LTZsmULVqvV00ZERERERERERMQX/FrttKKigv3793t+PnjwIDk5OcTFxdG5c2cee+wxfvjDH/K9732Pa6+9ltWrV/Pee+/x6aefAmCxWJg+fTqzZs0iPj6euLg4Hn30UTIyMjzVT/v06cP48eO5++67+dOf/gTAT3/6UyZOnKhKpyIiIiIiIiIi4lN+Tb5t3bqVa6+91vPzI488AsC0adNYunQp3//+93n55ZeZO3cuDz74IL169eKf//wnV199teecBQsWEBQUxOTJk6murmb06NEsXbqUwMBAT5s33niDBx980FMVddKkSSxevLiZ7lJERERERERERNorvybfRo0ahWEY521z1113cdddd53zeGhoKIsWLWLRokXnbBMXF8fy5csbHaeIiIiIiIiIiEhjtNg130RERERERERERFo7v458E2ksu91Odna2177MzExCQkL8FJGIiIiIiIiISH1KvkmrlJ2dzfyVa0np2hOAgkP7eAQYOnSofwMTEREREREREfkOJd+k1Urp2pMufQb4OwwRERERERHxkTHjb6Co+MRZjyUlJrB29b+bOSKRi6fkm4iIiIiIiIi0SEXFJ7jrubMXUHz1Z3c0czQijaOCCyIiIiIiIiIiIj6i5JuIiIiIiIiIiIiPKPkmIiIiIiIiIiLiI0q+iYiIiIiIiIiI+IiSbyIiIiIiIiIiIj6i5JuIiIiIiIiIiIiPKPkmIiIiIiIiIiLiI0q+iYiIiIiIiIiI+IiSbyIiIiIiIiIiIj6i5JuIiIiIiIiIiIiPKPkmIiIiIiIiIiLiI0q+iYiIiIiIyAW99NJL9O/fn+joaKKjoxk2bBgffPCB5/idd96JyWTy2q666iqva9hsNmbMmEFCQgIRERFMmjSJ/Pz85r4VEZFmFeTvAER8wW63k52dXW9/ZmYmISEhfohIRERERKR169SpE7/73e+4/PLLAXj99de5+eabyc7Opl+/fgCMHz+e1157zXPOmd+9Z86cyXvvvceKFSuIj49n1qxZTJw4kW3bthEYGNh8NyMi0oyUfJM2KTs7m/kr15LStadnX8GhfTwCDB061H+BiYiIiIi0UjfddJPXz7/97W956aWX2Lx5syf5ZjabSU5OPuv5VquVJUuWsGzZMsaMGQPA8uXLSUtLY+3atVx//fW+vQERET9R8k3arJSuPenSZ4C/wxARERERaXOcTid///vfqaysZNiwYZ79n376KYmJicTExDBy5Eh++9vfkpiYCMC2bdtwOByMGzfO0z41NZX09HQ2btx43uSbzWbDZrN5fi4rK/PBXYmI+IbWfBMREREREZEG2blzJ5GRkZjNZv73f/+XVatW0bdvXwAmTJjAG2+8wbp163j++efJysriuuuu8yTNCgsLCQkJITY21uuaSUlJFBYWnvdz586di8Vi8WxpaWm+uUERER/QyDcRERERERFpkF69epGTk0NpaSn//Oc/mTZtGuvXr6dv37788Ic/9LRLT09n8ODBdOnShffff59bb731nNc0DAOTyXTez33iiSd45JFHPD+XlZUpAScirYaSb9LinK1YggoliIiIiIj4X0hIiKfgwuDBg8nKyuKFF17gT3/6U722KSkpdOnSha+//hqA5ORk7HY7JSUlXqPfiouLGT58+Hk/12w2Yzabm/BORESaj6adSotTVyzhrS1HeGvLEeavXHvWyqUiIiIiIuJfhmF4rcX2XSdPniQvL4+UlBQABg0aRHBwMGvWrPG0KSgoIDc394LJNxGR1kzJN2mR6ooldOkzwKtiqYhIS/TZZ59x0003kZqaislk4p133vEcczgc/OxnPyMjI4OIiAhSU1P58Y9/zLFjx7yuYbPZmDFjBgkJCURERDBp0iTy8/O92pSUlDB16lTPejdTp06ltLS0Ge5QREQEfvGLX/D5559z6NAhdu7cyZNPPsmnn37Kj370IyoqKnj00UfZtGkThw4d4tNPP+Wmm24iISGB73//+wBYLBamT5/OrFmz+Pjjj8nOzuaOO+4gIyPDU/1URKQtUvJNRETkElVWVjJgwAAWL15c71hVVRVffvklv/rVr/jyyy95++232bdvH5MmTfJqN3PmTFatWsWKFSvYsGEDFRUVTJw4EafT6WkzZcoUcnJyWL16NatXryYnJ4epU6f6/P5EREQAioqKmDp1Kr169WL06NFs2bKF1atXM3bsWAIDA9m5cyc333wzPXv2ZNq0afTs2ZNNmzYRFRXlucaCBQu45ZZbmDx5MiNGjCA8PJz33nuPwMBAP96ZiIhvac03ERGRSzRhwgQmTJhw1mMWi8Vreg3AokWLuPLKKzly5AidO3fGarWyZMkSli1b5nnzv3z5ctLS0li7di3XX389u3fvZvXq1WzevJmhQ4cC8MorrzBs2DD27t1Lr169fHuTIiLS7i1ZsuScx8LCwvjwww8veI3Q0FAWLVrEokWLmjI0EZEWTSPfREREmpnVasVkMhETEwPAtm3bcDgcjBs3ztMmNTWV9PR0Nm7cCMCmTZuwWCyexBvAVVddhcVi8bQ5G5vNRllZmdcmIiIiIiLNR8k3ERGRZlRTU8PPf/5zpkyZQnR0NACFhYWEhIR4VX4DSEpKorCw0NMmMTGx3vUSExM9bc5m7ty5njXiLBYLaWlpTXg3IiIiIiJyIZp2Ks3KbreftXJpZmYmISEhfohIRKT5OBwObr/9dlwuFy+++OIF2xuGgclk8vz83f99rjZneuKJJ3jkkUc8P5eVlSkBJyIiIgDYa10UWKtxhcX4OxSRNk3JN2lW2dnZzF+51quCacGhfTwCXlOpRETaGofDweTJkzl48CDr1q3zjHoDSE5Oxm63U1JS4jX6rbi4mOHDh3vaFBUV1bvu8ePHSUpKOufnms1mzGZzE96JiIiItHaGYfCPbfnM+fduSqoccM1DvLHlMMMvS6BbQoS/wxNpczTtVJpdSteedOkzwLN9NxEnItIW1SXevv76a9auXUt8fLzX8UGDBhEcHOxVmKGgoIDc3FxP8m3YsGFYrVa++OILT5stW7ZgtVo9bUREREQa4vcf7eWxf+ygpMpBaHAAuJycqLDz7vZjbNh/AsMw/B2iSJvi1+TbZ599xk033URqaiomk4l33nnnnG3vueceTCYTCxcu9Npvs9mYMWMGCQkJREREMGnSJPLz873alJSUMHXqVM96N1OnTqW0tLTpb0hERNqliooKcnJyyMnJAeDgwYPk5ORw5MgRamtrue2229i6dStvvPEGTqeTwsJCCgsLsdvtgLsi6vTp05k1axYff/wx2dnZ3HHHHWRkZHiqn/bp04fx48dz9913s3nzZjZv3szdd9/NxIkTVem0GdXU1PD555/X22pqavwdmoiISIP8X85R/vjJNwA8dn0vcmdfT+Snv2dgpxgAth0uYf2+40rAiTQhvybfKisrGTBgAIsXLz5vu3feeYctW7aQmppa79jMmTNZtWoVK1asYMOGDVRUVDBx4kScTqenzZQpU8jJyWH16tWsXr2anJwcpk6d2uT3IyIi7dPWrVvJzMwkMzMTgEceeYTMzEyeeuop8vPzeffdd8nPz2fgwIGkpKR4tu9WKV2wYAG33HILkydPZsSIEYSHh/Pee+8RGBjoafPGG2+QkZHBuHHjGDduHP3792fZsmXNfr/tWVZWFgtWruFvWXmebcHKNWRlZfk7NBERkQuyVjl46v92AXDfqMu4/9rLCQoMwFRbw8heHRjdx13caXu+laxDJf4MVaRN8euabxMmTGDChAnnbXP06FEeeOABPvzwQ2688UavY1arlSVLlrBs2TLPyIDly5eTlpbG2rVruf7669m9ezerV69m8+bNnjXFXnnlFYYNG8bevXs1WkBERC7ZqFGjzvt2uCFvjkNDQ1m0aBGLFi06Z5u4uDiWL1/eqBil6XTs3pvuGYP9HYaIiMhFW/zJ11irHfRKimLWuPrPwumpFpwug0/3HmfTgZNYwoLplRzlh0hF2pYWveaby+Vi6tSpPPbYY/Tr16/e8W3btuFwOBg3bpxnX2pqKunp6Z7RBJs2bcJisXgt5n/VVVdhsVi8RhycyWazUVZW5rWJiIiIiIiItEZFZTW8vvEwAD+/oTeBAWevlj6gUwxXdI4BYM1XRRwtrW6uEEXarBadfHvuuecICgriwQcfPOvxwsJCQkJCvCrDASQlJVFYWOhpk5iYWO/cxMRET5uzmTt3rmeNOIvFQlpa2iXciYiIiIiIiIj/vPXFEexOF4O6xDKqZ4fzth1xeQKXdYjAaRj8a8cxXGGx520vIufXYpNv27Zt44UXXmDp0qWYTGfPyJ+LYRhe55zt/DPbnOmJJ57AarV6try8vIuKQURERERERKQlcDhdvLnlCAA/Htblgs/YASYT1/dLJjHKTI3DRdUVUyitsjdHqCJtUotNvn3++ecUFxfTuXNngoKCCAoK4vDhw8yaNYuuXbsCkJycjN1up6TEeyHI4uJikpKSPG2KiorqXf/48eOeNmdjNpuJjo722kRERERERERam7VfFVFcbiMh0syE9JQGnRMcGMCkAalEhQZhRCRwz7Jt2GtdPo5UpG1qscm3qVOnsmPHDnJycjxbamoqjz32GB9++CEAgwYNIjg4mDVr1njOKygoIDc3l+HDhwMwbNgwrFYrX3zxhafNli1bsFqtnjYiIiIizc3uNDhcHcx724/x2dfHOV5u83dIIiLSRj36x78DULbzYwZdeRUZV1zptR06fPis50WYg5g0IBVqbWw5eIqfv72jQYWkRMSbX6udVlRUsH//fs/PBw8eJCcnh7i4ODp37kx8fLxX++DgYJKTkz0VSi0WC9OnT2fWrFnEx8cTFxfHo48+SkZGhqf6aZ8+fRg/fjx33303f/rTnwD46U9/ysSJE1XpVERERPziZIWNZzZWcrg8HMorAdiRb+XK6EA/RyYiIm1Npa2WyqjOANz2wyl0iPpJvTZP3jbsnOcnRJoJ2/537EOm8vaXR+kYE8YjY3te9PJQIu2ZX0e+bd26lczMTDIzMwF45JFHyMzM5KmnnmrwNRYsWMAtt9zC5MmTGTFiBOHh4bz33nsEBn775fWNN94gIyODcePGMW7cOPr378+yZcua/H5ERERELqSsxsF/v7KZw2UuQkwuhnaLo1NsGE6XwRelERRUOP0dooiItCEf7ymGwGBiwoJJiAxp1DWCTn7Db25OB2DRuv388p1cap2agirSUH4d+TZq1KiLGrJ66NChevtCQ0NZtGgRixYtOud5cXFxLF++vDEhioiIiDQZwzB49G/b2VdUQazZxMCISvp370Wty8U72cc4WlrNij02Jk/wd6QiItJW/HtHAQA9kiIvabTalKGdsdU6eeZfX/HGliMcK61m0ZQrmipMkTbNr8k3ERERkfbkL58f5KOviggJDGDm4DC2fl0KQFBAANf1TmT55kN8WVTL5gMnuaq7e/mNmpoasrKy6l1ryJAhhIaGNmf4IiLSythrXXz+9XEALusQecnX+8mIbqTGhPHQimw+2Xuc7//xP7jC4y98okg7p+SbiIiISDPYsLeAuR/sBuC/+4RQfjgXp9PiOR4XEULnMDuHq828vP4bT/ItKyuLBSvX0LF7b0/bowf28DBwzTXXNOs9iIhI67L10Ckq7U5MtgoSo8xNcs3r+yWz4qfDuGfZVr4uroCr7mZ/cQWXJ156ck+krWqx1U5FRERE2ori8hoeeDMblwEdzXZOFhXxt3VbOXHiuFe7y8LsAKzfd5y8U1We/R2796Z7xmDP9t1EnIiIyLl8us/dzwSe2N+kBRIGpsXwrxnXMLRbHASZeX9nARv2n8DlUiVUkbNR8k1ERETEh+y1Lh58K5tSm0FkoJObh/Xhsv6D6ZDauV7biCAX6QmBGAa89cURP0QrIiJtyfq97uRb0In9TX7tDlFm3vifoQQf2gjAtsMlvL+zQIUYRM5C005FREREfMThdDHjrS/ZfOAUoYEw2FJFcOD5331e1zmE3BPV/H1bPrPG9WqmSEVEpK0ptNawt6icAJO7WqkvBAUGELpvDWMn3sqHXxVx4EQl7+0o4KYBKQQFuPu7Q4cOknHFlee8RlJiAmtX/9sn8Ym0FEq+iYiIiPjAkZNVzFyZzZdHSgkJCuDBK0LZfch6wfMyk4KIDg3ieLmNrYdONUOkIiLSFm0+cBKA9I4WDtbW+PSzeiRFERYSyLvbj3HkVBUf7irihvRkTCYTTqeLu55bfs5zX/3ZHT6NTaQl0LRTERERkSZS43Cy5qsiHnhjK9f+/hO+PFJKWBA8lBmK69gunE7nBa8RFGBiXL9kAD7ILfR1yCIi0kbVJd/qCvj4WqfYcCb2TyXQZGJ/cQVbDuoFkkgdjXwTuQh2u53s7GyvfZmZmYSEhPgpIhER8bdah53123axZEc1m445sH0nv5YQ7KB/dDV7DlvZvmEryT3606MB17whI5l/bMvng9wCrr1afYyIiFy8b5NvcbzVTJ/ZOS6c0X0S+eirIrYcPEVSdGgzfbJIy6bkm8hFyM7OZv7KtaR07QlAwaF9PAIMHTrUv4GJiIjf7C4oY3VIV4wABwChAS6CTn5D55gQxn5vjKfdsQN7GnzNEZcnEGUOoqjMxv6SwCaPWURE2rYCazWHTlYRYILBXeOa9bP7pERTWFbDjnwra3cXYQqNatbPF2mJlHwTuUgpXXvSpc8Af4chIiItQE5eKYdCLwOgU2wYQ7vF0TEmjP+8m0UgMY2+rjkokLF9k3g7+yhfFNSisW8iInIxthxwT/lM72ghOjS42T//mssTOFpSzclKO1Hfm9bsny/S0mjNNxEREZFGyDtVxWdfHwcgxTjJrZkd6RQbjslkapLrT8hIASCr0IFhNMklRUSknfjySAkAQ5p51FudoMAAxvVLwmSC0Muu5PDJSr/EIdJSKPkmIiIicpFqnS7W7C7CMCDOcYJOnGiypFuda3okEGkO4lSNQWmtpp6KiEjDZR8pBSCzc4zfYkiMCmVgJ/fnf7r3OLUul99iEfE3Jd9ERERELlJOXinlNbVEmoPobDtI06bd3EKDAxndJxGAYzXNP2VIRERapxqHk90FZQBkdo71ayxDu8fhrCyltNrBl6cTgiLtkZJvIiIiIhfB4YKsQ+7pPMMviycQ373Jn5CeDECBLRhDc09FRKQBco9aqXUZdIgyk2rxb7VRc1AgFZvctVazDp6irNrh13hE/EXJNxEREZGLcKQmBLvTRXxECL2TfVvBbWTPREICoNoVwPEKm08/S0RE2gbPlNO0mCZfEqExbF9vomNMGLUug40HTvo7HBG/UPJNREREpIFchsGhKnft0QHN8FATFhJI/0R3cfr9xRU+/SwREWkbcvJKAf9POf2u7/VMAGBvYTnF5TV+jkak+Sn5JiIiItJAO47XUuUKxBwU4PNRb3WGJLvXe9tfXKGppyIickHZpyudDkyL8W8g35EYFUqvJHe/+Z/9Gv0m7Y+SbyIiIiINtPGoe62aPinRBAc2z9eozMQgAjAoqXJo6qmIiJxXUVkNx6w1BJigfyeLv8PxMuyyeAJMcORUFUdOVfk7HJFmpeSbiIiISANU2WvZVlQL4Hl73xzCgk0kmd2fu7ewvNk+V0TkTC+99BL9+/cnOjqa6Ohohg0bxgcffOA5bhgGs2fPJjU1lbCwMEaNGsWuXbu8rmGz2ZgxYwYJCQlEREQwadIk8vPzm/tW2qy69d56JkURYQ7ybzBnsIQF079jDAD/2X9Co7mlXVHyTURERKQB1u0pxu6E8AAXSdHmZv3sjqF2APYWlePSw4qI+EmnTp343e9+x9atW9m6dSvXXXcdN998syfBNm/ePObPn8/ixYvJysoiOTmZsWPHUl7+7YuDmTNnsmrVKlasWMGGDRuoqKhg4sSJOJ1Of91Wm5Kd555y2pLWe/uuId1iCQkMoLjcxtday1TaESXfRERERBrgX9sLAEgNtTd79bjEkFrMQQFU2pzkaaqOiPjJTTfdxA033EDPnj3p2bMnv/3tb4mMjGTz5s0YhsHChQt58sknufXWW0lPT+f111+nqqqKN998EwCr1cqSJUt4/vnnGTNmDJmZmSxfvpydO3eydu1aP99d25BTV+m0c4xf4ziX8JAgrugSA8DGb07idOmFkrQPSr6JiIiIXICt1slnXx8HIMXsaPbPDzRBn+Ro4NsqdiIi/uR0OlmxYgWVlZUMGzaMgwcPUlhYyLhx4zxtzGYzI0eOZOPGjQBs27YNh8Ph1SY1NZX09HRPm3Ox2WyUlZV5beKt1uliR74VgMwWVGzhTJlpsYSHBGKtdpB71OrvcESaRcuaBC4iIiLSAmUdLKHK7sRiNmEJcvklhv5pFnLySzl0sorucY17f1pTU0NWVla9/UOGDCE0NPRSQxSRdmDnzp0MGzaMmpoaIiMjWbVqFX379vUkz5KSkrzaJyUlcfjwYQAKCwsJCQkhNja2XpvCwsLzfu7cuXN5+umnm/BO2p5vjldS7XASaQ7isg6R/g7nnEKCAriyWxyf7j3OF4dOERCgtIS0ffpXLiIiInIB6/YUAzCgQxAmu39iiA0PoUt8OIdPVrG/KqRR18jKymLByjV07N7bs+/ogT08DFxzzTVNFKmItGW9evUiJyeH0tJS/vnPfzJt2jTWr1/vOX7mtHzDMC44Vb8hbZ544gkeeeQRz89lZWWkpaU14g7arl3H3KPI+qZEExDQvMsjXKz0VAtfHi6hrKaWkM5X+jscEZ9T8k1ERETkAj7Z606+DUwM4qAfi/IN6RLH4ZNVHKkJIa+8cYuTd+zem+4Zg5s4MhFpL0JCQrj88ssBGDx4MFlZWbzwwgv87Gc/A9yj21JSUjzti4uLPaPhkpOTsdvtlJSUeI1+Ky4uZvjw4ef9XLPZjNncvMVuWpvco+6puH1To/0cyYUFBpgY2j2eNV8VYe92NWU1DqJDg/0dlojPaM03ERERkfPIO1XFwROVBAWYSE/w73vLjrFhXNYhAjDx19waap3+mQIrIlLHMAxsNhvdunUjOTmZNWvWeI7Z7XbWr1/vSawNGjSI4OBgrzYFBQXk5uZeMPkmF1Y38q1fK0i+AfROjiIuPASCw/jL5wf9HY6IT2nkm4iIiLRpl7rO2cZvTgDuynFhwY0bbdaUrr48gUPHK9hzysns93bxm5vTm736qoi0T7/4xS+YMGECaWlplJeXs2LFCj799FNWr16NyWRi5syZzJkzhx49etCjRw/mzJlDeHg4U6ZMAcBisTB9+nRmzZpFfHw8cXFxPProo2RkZDBmzBg/313rZhgGXxW4R76ld7T4OZqGCTCZuKp7HP/OLWTJ5weYNqwL8ZEa3Shtk5JvIiIi0qZd6jpn/9l/EoBhlyUART6KsuFiwkPItFSxzRrB8s1HOHyyikfH9cIwDH+HJiJtXFFREVOnTqWgoACLxUL//v1ZvXo1Y8eOBeDxxx+nurqa++67j5KSEoYOHcpHH31EVFSU5xoLFiwgKCiIyZMnU11dzejRo1m6dCmBgYH+uq02Ie9UNeU1tYQEBXB5YssttnCmyxMjCSg7RmV0Ki+v/4Ynb+zr75BEfELJN2k0u91OdnZ2vf2ZmZmEhDRuIWgRERFfaOw6Z4ZhsPEbd/Jt+GXxOI76P/kGkGKu5X/6h/LXr+x8/vUJPv/6BCkRAcQQQprTRXCgVhYRkaa3ZMmS8x43mUzMnj2b2bNnn7NNaGgoixYtYtGiRU0cXftWN+W0V1JUq+oDTCYT5v2fUH3Fj3h902GmX92dZIuqb0vb03r+q5QWJzs7m/kr1/LWliOebf7KtWdNyDW1khoX+8qD2Ha4hOKyGp9/noiItE/HKlycqLARGhxAZucYf4fj5XtpIbz/4DXcPDCV0OAACipd7K4M46+bDnOstNrf4YmISDPadcw95bS1rPf2XYEn9jOkayz2Whcvr//G3+GI+IRGvsklSenaky59BjTrZ/59ax6/WlNCTW0IlJ/AZIIB0RqmLiIiTe+rk+413gZ3icMc1PL6mssTI3nh9kzKaxws/OdnvLmrigpbLf+Xc4yh6htFRNqN3FZWbOG7TMCM63rw41e/YGVWHg+N7kFshGZSSduikW/Sqrz9ZT6P/WMHNbUGscFO0uLCMAzIsZrJOmbzd3giItLGfF1SC8CQrnF+juT8okKDGdU5hFHx5XSKCcPudJFlDaemVuvAiYi0B3Uj3/qmto5iC2e6pkcC/VKjqXY4eX3TIX+HI9Lk/Jp8++yzz7jppptITU3FZDLxzjvveI45HA5+9rOfkZGRQUREBKmpqfz4xz/m2LFjXtew2WzMmDGDhIQEIiIimDRpEvn5+V5tSkpKmDp1KhaLBYvFwtSpUyktLW2GO5SmtOXASR77xw4AxncP5XsJNr4/sCMDOrk7mKU7Kqmy1/ozRBERaWO+Ljk98q1rrJ8jaZggE9w0IJXo0CBqXAG8t18vpkRE2rri8hqOl9sIMEGflKgLn9ACmUwm7hl5GQCvbzxEtd3/1cVFmpJfk2+VlZUMGDCAxYsX1ztWVVXFl19+ya9+9Su+/PJL3n77bfbt28ekSZO82s2cOZNVq1axYsUKNmzYQEVFBRMnTsTp/PY/1ilTppCTk8Pq1atZvXo1OTk5TJ061ef3J03nVLWT+9/MxukyuGlAKtP6R2Ayuf9Ij7g8gbBAFyeqXby8/oC/QxWRduh8L5PAvWj/7NmzSU1NJSwsjFGjRrFr1y6vNnqZ1PJUO02cqDYIMMGAtBh/h9NgIUEBfK9nBwD+fdBOgVXrv4mItGV1o966d4gkPKT1rix1Q3oynePCKaly8Letef4OR6RJ+TX5NmHCBJ599lluvfXWescsFgtr1qxh8uTJ9OrVi6uuuopFixaxbds2jhw5AoDVamXJkiU8//zzjBkzhszMTJYvX87OnTtZu3YtALt372b16tX85S9/YdiwYQwbNoxXXnmFf/3rX+zdu7dZ71cax2XAgi/KOVFho3dyFM/9VwYBJpPneHBgAOnRDgCWbTpEjUNvSUSkeZ3vZRLAvHnzmD9/PosXLyYrK4vk5GTGjh1LeXm5p41eJrU8JQ73A0yflGgiza3rYaZ7QgRxwbXUuuCtLUf8HY6IiPjQV6242MJ3BQUGcPf3ugPw588OUOt0+TkikabTqtZ8s1qtmEwmYmJiANi2bRsOh4Nx48Z52qSmppKens7GjRsB2LRpExaLhaFDh3raXHXVVVgsFk+bs7HZbJSVlXlt0vwMw2C7NYR9p2qJCg3i5TsGnfVtTkqokw7hAZRUOXh3+7GzXElExHfO9zLJMAwWLlzIk08+ya233kp6ejqvv/46VVVVvPnmm4BeJrVUpxzuggWDu7SOKaffZTKZ6BbmnnL6VlYe9lo9wIiItFW7WnGxhTP9YFAn4iNCOFpazbo9xf4OR6TJtJrkW01NDT//+c+ZMmUK0dHuPyqFhYWEhIQQG+v9pTgpKYnCwkJPm8TExHrXS0xM9LQ5m7lz53qm9VgsFtLS0prwbsQwDIrLa9hTUEZ+VSDHymsxDO9FoV0ug8++PsHhqiBMwILJA+maEHHW6wWYYFy3UACW/ueQj6MXEWm4gwcPUlhY6PWiyGw2M3LkSM9LIL1Mapnqkm+DWnixhXNJNtdiMZs4Xm7jo6/O/Z1HRERat90F7pH0fVNaZ7GF7woNDuS2wZ0AeEMjt6UNaRXJN4fDwe23347L5eLFF1+8YHvDMDB9Z1rid//3udqc6YknnsBqtXq2vDzNOW8q1U4T724/xltf5PHhV0VsLTXz8NpSRv6/T/nNv75i01Ebh6sC+fu2fHLySgH4aWYkY/omnfe613UNJSQwgK8KyjhSpsILItIy1L3oSUry/ht25osivUxqWRxOF2W1p5NvrXDkG7hfTI3sFAzAexoVLiLSJlXbnRw6WQlAr+TWWWzhTP89pDMAn319nLxTVX6ORqRptPjkm8PhYPLkyRw8eJA1a9Z4Rr0BJCcnY7fbKSkp8TqnuLjY85CTnJxMUVFRveseP3683oPQd5nNZqKjo702uXTlNhcbTpg5dLKKABN0igkjLthJcAAcOVXFkg0HWfhFOdmlZgrLaggJDGBQjI3ruoZe8NqRId8uML0pX9XdRKRlOfOFz4VeAp2tjV4mNZ9Caw0GJuJCTXSMCfN3OI02JMWdfFu/77gqx4mItEFfF5djGBAfEUKHKLO/w2kSXRMiuPryBAwD/q7CC9JGtOjkW13i7euvv2bt2rXEx8d7HR80aBDBwcGsWbPGs6+goIDc3FyGDx8OwLBhw7BarXzxxReeNlu2bMFqtXraSPNwuQzmf1FOpTOAqNAgfjS0C/81qBPf62DjLzfG8/Idg7htUCd6xwcRH+Lkyq5x3HFVZ9LCG/6wcNOAFMCdfDtjFquIiF8kJycD1BudduaLIr1MalkKrDUA9IgN9HMkl6ZLdACdYsOocbhYv++4v8MREZEmtqfQPeW0rYx6q/OD01NP38k5hh7rpC3wa/KtoqKCnJwccnJyAPe6ODk5ORw5coTa2lpuu+02tm7dyhtvvIHT6aSwsJDCwkLsdjvgrog6ffp0Zs2axccff0x2djZ33HEHGRkZjBkzBoA+ffowfvx47r77bjZv3szmzZu5++67mThxIr169fLXrbdL7+Qc5asTDoJMBjcPSCUuIsRzLDTIxPj0ZH7/gwE8/b0YrkmwMeyyeKJCgy/qM8b0SSI0OICCShdWx/lHlIiINIdu3bqRnJzs9aLIbrezfv16z0sgvUxqeY5ZqwHoGdu6qpyeyWQyMb6fOwG8OregSa9dU1PD559/Xm+rqalp0s8REZFz29tGk29j+yYRHhLIkVNVuCyd/B2OyCXz6zfKrVu3cu2113p+fuSRRwCYNm0as2fP5t133wVg4MCBXud98sknjBo1CoAFCxYQFBTE5MmTqa6uZvTo0SxdupTAwG/fVL/xxhs8+OCDnoWsJ02axOLFi314Z3KmaruTeavd1fh6RjqIj/TNkOgIcxDX9U7k3zsLOVoTxACffIqIiLeKigr279/v+bnuZVJcXBydO3dm5syZzJkzhx49etCjRw/mzJlDeHg4U6ZMAbxfJsXHxxMXF8ejjz56zpdJf/rTnwD46U9/qpdJPmAYBoV1I9/iWvfIN4Bx/ZL5y4aDrN93nO+nXngZh4bKyspiwco1dOze27Pv6IE9PAxcc801TfY5IiJybnXJt/ffepV//Przc7Y7dPhwc4XUJMJDghifnszbXx7Fkdrf3+GIXDK/Jt9GjRpVr8Lld53vWJ3Q0FAWLVrEokWLztkmLi6O5cuXNypGaRorso5QWFZDh/AALov0bTGEm/qn8u+dheRXBzZoTSURkUt1vpdJS5cu5fHHH6e6upr77ruPkpIShg4dykcffURU1LdvqfUyqeUoqXJgq3URgEHnqBa9QkeDZHaOIdIcREmVg8NlIRc+4SJ07N6b7hmDm/SaIiLScHXTTiuOfcPdz537mffJ24Y1V0hN5paBHXn7y6PUJvbBZRgE6LlOWrHWPZdCWgWXy2DZJveblpt6hHHqeIVPP+/a3omEBpmorg2gsKyGFEvrXShbRFqHC71MMplMzJ49m9mzZ5+zjV4mtRxFZe5RbzHBTgIDWv8X/eDAAK7qHsfa3cXsOqFq4CIibcXJChsnKmyYTBBQ2fbW9Rx2WTzRoUGUEUlBaQ0dY/VcJ61X63+dKy3e5/tPcOBEJVHmIEZ2brrpLucSGhzI4BT3m/19Rb5N9ImISNtTWJd8C2o71UGvvjwBgNzjSr6JiLQVdVNOO8eFY3I6/BxN0wsODGBMX3dRqf0+HsAh4mtKvonPvbnFPertvwZ1IjSoeUYQDO/oTr7tL65o0PRlERGROt8d+dZWXN2jAwD7Spw41S2KiLQJnkqnSW2r2MJ31RUN+ua4nuukddO0U/GpshoHn+x1D4GePDiN8rzdzfK5/RNDCDIZVNhqKbDWkBqjIcoiInJhLgNOlLurqvtj5Futw8727du99m3fvh2n03JJ172sQwRJ0WaKymyUOFp/EQkREfl25Fvv5Cg2+TkWX/lezw7gtFNeAycq7HSI8k3hPhFfU/JNfGrNriLstS4uT4ykT0oUX+Q1z+cGB5pICXWSVx3E18UVSr6JiEiDlNUG4jQMQoMCCA90NfvnF+cdYE/JKfba4zz7tm/YSnKP/vS4hOuaTCaGdI3jXzsKOOXQ1z8RkdZmzPgbKCo+4bWvcuh0sHTizwvmcrSVVTNtqNDgQAJPHcTZoReHTlYq+Satlr59yTnZ7Xays7O99mVmZhIS0vBKae/tOAbApAGpzV51NDWsLvlWzjU9Epr1s0VEpHUqPT0qLMkSir+KqnXo1N2rguixA3ua5LpXdnMn307aNfJNRKS1KSo+wV3fqWZqGAYvrf8Gl9PgB/c8yvMb3/NjdL4VdGI/zg69OHyyiiFd4y58gkgLpOSbnFN2djbzV64lpWtPAAoO7eMRYOjQoQ0631rtYMPX7rczE/un+CrMc0o0OwkNCqDS5iTvVFWzf76IiLQ+pbWnk29RodDGuo66B5aS2iBcLoOAZqrkWlNTQ1ZWVv14hgwhNNT3hZhERNoia7UDh9MgMMBETFiwv8PxqaAT+7EBx6zV2BxOzMF6iSStj5Jvcl4pXXvSpc+ARp37+dfHqXUZXJ4YSfcOkeds56ytJTc31/Nzbm4uLldEoz7zuwJN0DMpih1HrewuKKeP/kaLiMgFlHhGvpnbXPKtZ1IU4UFQVWvieIWNpOjmSXxlZWWxYOUaOnbv7dl39MAeHgauueaaZolBRKStOVnpXp80LiKk2V6m+EtAdSmx4cGUVDk4cqqKHm24wIS0XUq+ic+s210MwOjeiedtdzz/IH/LPcXOymgAcjdlkXR5Bt2aIIY+qdHsOGrlm+MVXH7+MEREpJ2rrjWocLoLwSdFhVJU4OeAmlhggIkesUFsP17LsdLqZku+AXTs3ttrKq2IiFyaExU2ABIiGr4kUGvWJS6CkqpS8kqqlXyTVinA3wFI2+R0GXyy1518u+4CyTeAhI7d6NJnAF36DCAhpXOTxZEUZSYuIoRal8GRKuWaRUTk3A5ZnYCJqNAgIsxts8/oGece2XestMbPkYiIyKU4WeEe+RYf2T4KEHSMdRfQO1pS7edIRBqnbX6zFL/LySuhpMpBdGgQg7rE+i0Ok8nEwE4xrNtbzP7KIJwuw2+x1DlbIQu4+GIWIiLStL4pdQI064iw5tarLvlmrcYwjGYvhiQiIk2jLvmWENk+nh/qkm+nquxU2mrb7Esyabv0L1Z8YsPXJwG4pkcHggL9O8CyT0oUmw6cpNoBm47aGO7XaOoXsoCLL2YhIiJN74An+dZ2RxF0swQSgEGV3UlptYPY8Pbx0CYi0pbUulyUVLevkW9hwYEkRIZwosLOsVJNPZXWR8k38YlNB9xVToddFn/J1zqzIANcXFGGoMAABqbFsOnASd7cVcU9N9US6ec3JZdSyEJERHzjgNWdfEtuwyPfQgJNxAQ7OeUI4lhptZJvIiKtUEmlA8OA0KAAIkKap6rcoUMHybjiyrMfO3y4WWLoFBPOiQo7+Vr3TVohJd+kydmdBl8eKQWaJvl2ZkEGuPiiDJmdY9h++Dgnq2Huv3fz7C3pmmojIiIex8ttnKw2AIPEqLabfAOIC649nXyroV+qxd/hiIjIRaorthAfaW62Zxqn08Vdzy0/67EnbxvWLDF0jA0jJ7+U/FKt+yatj5Jv0uT2nXJgr3WRFG2me0LDRqddSF1BhjqFh76+qPODAwMYGGNn48lQ3thyhNDgQB4d14uwZnpTJCIiLduO/FIAIgNdhAS17XpUccHuEX5H9fAiItIqtbf13up0jDm97lulnSp7LeEhSmdI66F/rdLkdh13ADCse3yLGl2WaHbx44wI/rqzkiUbDvK3rDy6dYggLiKETrFhpAXYMfxfj0FERPxge74VgJjTiam2LC64FgBrtYNKW62foxERkYt1ovLbkW/tSVhIIPGRIZyssHNUU0+llVHyTZqcJ/nWBFNOm9qNl4cxOL0nv/9wL0dOVbHj9MNWnSSzmdTatj/qQUREvG3PKwUgNqjtJ9+CA/BatFpjwEVEWpdTlaeLLUS0r5FvAJ1iwjhZYSdfRReklVHyTZpUrQv2l7jfog+/LMHP0ZzdpAGpTMxIYdexMorKajhVaWfH0VJWfnGEIlsg/5dzlP8a1ImAFjRqT0REfMcwDLafnnbaHka+gXvqzokKO0dLq+l8luM1NTVkZWXV2z9kyBBCQ9v2mngiIi2ZvdZFeY37eSuuPSbfYsPZnm/laImWTpDWRck3aVIn7QE4DfeX+rS4cH+Hc04BASYyOlnIwL3Q9OQhafQ2W5n9WSnHrDXsyLcyMC3Gv0GKiEizyDtVTWmVg6AAiG4HI98AUmPC2J5v5VhpDZ3P0l1nZWWxYOUaOnbv7dl39MAeHgauueaa5gtURES81I16iwgJJDS4/Y1drlv37WSlnWp7++izpW1Q8k2a1Am7uwNoiVNOL6RHXDD9oh1st4aw8ZsT9EiM9HdIIiLSDHJOj3rrHB1AQDsZ9Fz38HK8wobjHAPZOnbvTfeMwc0YlYiIXEhd8q09jnoD97pvseHBlFQ5KCjT6DdpPbSwlTSp4zb3P6lh3Vtf8g2ga3gtSdFmHE6DnUetFz5BRERavR2n13vrbmk/IwgizEFYwoIBOOXQu1gRaZi5c+cyZMgQoqKiSExM5JZbbmHv3r1ebe68805MJpPXdtVVV3m1sdlszJgxg4SEBCIiIpg0aRL5+fnNeSutVntPvgGkWNwvkAqtNX6ORKThlHyTJmOvdVHqOJ18a4Uj3wBMJriicywAO49acan6qYhIm1e33ttlMe0n+QaQGuMe8nbK0b7uW0Qab/369dx///1s3ryZNWvWUFtby7hx46isrPRqN378eAoKCjzbv//9b6/jM2fOZNWqVaxYsYINGzZQUVHBxIkTcTo1jfBCTp6udNqek2/JFnf/VaDkm7QietUpTaawrAYwkRAWQOrp6Syt0WUdIokICaTS7uRYjR5IRETaslqni9yjZQB0jwnkWIGfA2pGHWPC2F1QrpFvItJgq1ev9vr5tddeIzExkW3btvG9733Ps99sNpOcnHzWa1itVpYsWcKyZcsYM2YMAMuXLyctLY21a9dy/fXX++4G2oBvK52a/RyJ/6ScTr4VldVgpp2sFyGtnka+SZMpKHXPue8VH+znSC5NYICJfqnuQgz5VUq+iYi0ZV8XV1DtcBJlDiI5on19Lap7UVbqCMTu1FBvEbl4Vqt7mZa4uDiv/Z9++imJiYn07NmTu+++m+LiYs+xbdu24XA4GDdunGdfamoq6enpbNy48ZyfZbPZKCsr89raG4fTRVldpdPI9jvyLS4ihJDAABxOA1dkB3+HI9Ig7etbpvhU3bDfnnGt/w16jyR3sYViWyDVDpefoxEREV/ZcXrKaXpHCwGm9vX2PCYsmPCQQFyYOFCqqV4icnEMw+CRRx7h6quvJj093bN/woQJvPHGG6xbt47nn3+erKwsrrvuOmw293TJwsJCQkJCiI2N9bpeUlIShYWF5/y8uXPnYrFYPFtaWppvbqwFqxv1FhYcSFg7rHRaJ8BkIinaPfLPGdP+/h1I66TkmzQJwzA8ybfWPvINID4ihJiwYFyYyCl2+DscERHxkbriOv07WfwcSfMzmUyeqqd7Tin5JiIX54EHHmDHjh289dZbXvt/+MMfcuONN5Kens5NN93EBx98wL59+3j//ffPez3DMDCd5yXIE088gdVq9Wx5eXlNch+tybdTTtvvqLc6dUUXnJZOfo5EpGGUfJMmcbLSjt3pItBk0Dm69b+FMZlMXJboHv32xTGbn6MRERFf2ZnvTr5ltMPkG0CnWPfDS+6JWj9HIiKtyYwZM3j33Xf55JNP6NTp/MmPlJQUunTpwtdffw1AcnIydrudkpISr3bFxcUkJSWd8zpms5no6Givrb05qUqnHnVFF1wxSr5J66DkmzSJglL3qLfYICe7v9rFli1bPJvdbvdzdI1zWYcIALILHdQ6NfVURKStqXUZ7C4sByCjY/tMvnWOCwdgf4mTCpsScCJyfoZh8MADD/D222+zbt06unXrdsFzTp48SV5eHikpKQAMGjSI4OBg1qxZ42lTUFBAbm4uw4cP91nsbUHdyLf2vN5bHU/yLSKB0qrW+bwp7YuSb9IkjlndxRbMNSf4239289aWI7y15QjzV64lOzvbz9E1TlJ0KMEmg+pagx2npyWJiEjbkV/uwl7rIjo0yJOEam9iwkMID3DiNGDLgZP+DkdEWrj777+f5cuX8+abbxIVFUVhYSGFhYVUV7ufBSoqKnj00UfZtGkThw4d4tNPP+Wmm24iISGB73//+wBYLBamT5/OrFmz+Pjjj8nOzuaOO+4gIyPDU/1Uzk7TTr8VFhxITLh7uaPsI6X+DUakAZR8kyZRt95blKuKhI7d6NJnAF36DCCla08/R9Z4ASYTHczuNXD+8/UJP0cjIiJN7ZDV/Tc+o5PlvOsMtXUdQtwj3j5XXyciF/DSSy9htVoZNWoUKSkpnm3lypUABAYGsnPnTm6++WZ69uzJtGnT6NmzJ5s2bSIqKspznQULFnDLLbcwefJkRowYQXh4OO+99x6Bga1/+RpfMQKCsFa716LWtFO3lGj36LfsIyUXaCnif62/LKX4XaWt1tMRRBqVQNT5T2hFOphdHKuBDftPMGN0jwadY7fb6432y8zMJCREnaSISEty8HTyLb2dTjmt0yGklsM1ZtbvO37BBc9FpH0zDOO8x8PCwvjwww8veJ3Q0FAWLVrEokWLmiq0Ns8VkQBAaHBAu650+l3JllB2F5bzpUa+SSug5JtcsrpRb/ERIQTZ29baaHUj3748UkKVvWFr4WRnZzN/5VrPqL+CQ/t4BBg6dKivwhQRkUaoS7717xjj30D8rENILUEBcPBEJd8cr+DyxLbzEk1EpK1wRXQA3KPe9JLEra7i6fa8Ulwug4AA/V6k5fLrtNPPPvuMm266idTUVEwmE++8847XccMwmD17NqmpqYSFhTFq1Ch27drl1cZmszFjxgwSEhKIiIhg0qRJ5Ofne7UpKSlh6tSpWCwWLBYLU6dOpbS01Md3134UnF7vLSUm1M+RNL2IQIMO4QE4nAZbDzV8OHNK155tYuqtiEhb5TIgr9z9wqi9FluoExQAfePd72M/3FXk52hERORsXJHu5Ft8hNnPkbQc8REh4LRTbqvlwIkKf4cjcl5+Tb5VVlYyYMAAFi9efNbj8+bNY/78+SxevJisrCySk5MZO3Ys5eXlnjYzZ85k1apVrFixgg0bNlBRUcHEiRNxOp2eNlOmTCEnJ4fVq1ezevVqcnJymDp1qs/vr72oG/mWevrNQ1tiMkHvePdCnlmHTvk5GhERaSpltQHUusASFkxaXNvrvy7WoGR38u2jr5R8ExFpieqSb1rv7VsBASYCywoAFV2Qls+v004nTJjAhAkTznrMMAwWLlzIk08+ya233grA66+/TlJSEm+++Sb33HMPVquVJUuWsGzZMk9lnOXLl5OWlsbatWu5/vrr2b17N6tXr2bz5s2eaX+vvPIKw4YNY+/evfTq1at5braNchpQXGYDIMUSSpmf4/GFPvHBfJ5n44uDp7h6oGqUiIi0BdZa93o5GR3bd7GFOlckBrHU5J66c7S02t/hiIi0S2PG30BR8dmL39iG3kMgSr6dKcB6FGdsF3LySvnB4DR/hyNyTi12zbeDBw9SWFjIuHHjPPvMZjMjR45k48aN3HPPPWzbtg2Hw+HVJjU1lfT0dDZu3Mj111/Ppk2bsFgsXuttXXXVVVgsFjZu3HjO5JvNZsNms3l+Litri2mlS1fqCMBpGIQFB2IJC/Z3OD7RO8H9n0lOXimOjFg/RyMiIk3B6jidfOvUvqec1okJDWBotzg2HzjFqi/zGdA2u3QRkRatqPgEdz23vN7+WqeLxeu+Bk5PtRSPQGs+DtzPaiItWYtNvhUWFgKQlJTktT8pKYnDhw972oSEhBAbG1uvTd35hYWFJCYm1rt+YmKip83ZzJ07l6effvqS7qE9OGV3jwRLjQltsyMHUiMDiY8I4WSlnW9KG1Z0QUREWrbS74x8a41qHXa2b9/utW/79u04nY2/n9sGpbH5wCn+sS2f/kNVSU9EpKUoqXJgCgjAHBRAeIj+Pn9XYOlRAPYUllNtdxKm34+0UC1+Dt2ZCR3DMC6Y5DmzzdnaX+g6TzzxBFar1bPl5eVdZOTtQ13yLaUNrvdWx2QyMaRrHAB7Tjj8HI2IiFyqWpeLslaefCvOO8A/N+3hb1l5327rtnLixPFGX3NCejLhIYEcOlnFvhLnhU8QEZFmcarSDqjS6dmYbGUkRplxugxyj1n9HY7IObXY5FtycjJAvdFpxcXFntFwycnJ2O12SkpKztumqKj+4sHHjx+vN6ruu8xmM9HR0V6beDMMg5N298NLiqXtVTr9riHdTiffTir5JiLS2p2ssGNgIjLYRKfY1vvyqEOn7nTPGOzZOqR2vqTrRZiDuDEjBYAPD9qbIkQREWkCdck3TTmtzwQMTIsBIEdFF6QFa7HJt27dupGcnMyaNWs8++x2O+vXr2f48OEADBo0iODgYK82BQUF5ObmetoMGzYMq9XKF1984WmzZcsWrFarp400TlGlC7vLRKDJRGJ02y55feXpkW97T9ViGH4ORkRELklxuXtN166WAI0gOMP/XNMdgK2FtVTUttiviSIi7crJSne/Favk21kN7BwDaN03adka9a2qe/funDx5st7+0tJSunfv3uDrVFRUkJOTQ05ODuAuspCTk8ORI0cwmUzMnDmTOXPmsGrVKnJzc7nzzjsJDw9nypQpAFgsFqZPn86sWbP4+OOPyc7O5o477iAjI8NT/bRPnz6MHz+eu+++m82bN7N582buvvtuJk6cqEqnl2jvKfcosMRoM0EBbfsLep+UKCJCAqlyGJTV6kFNpK1oqv5MWpfishoAulm0LsyZeiVHMbp3Igawv6ptv1gTaW/U57VeJVXu5y6NfDs7z8g3Jd+kBWtUxuTQoUM4nfXXArHZbBw9erTB19m6dSuZmZlkZmYC8Mgjj5CZmclTTz0FwOOPP87MmTO57777GDx4MEePHuWjjz4iKirKc40FCxZwyy23MHnyZEaMGEF4eDjvvfcegYHffqF+4403yMjIYNy4cYwbN47+/fuzbNmyxty6fMfek+7iA6lteL23OkGBAVzRxV3Yo26qrYi0fk3Vn11IbW0tv/zlL+nWrRthYWF0796dZ555BpfL5WljGAazZ88mNTWVsLAwRo0axa5du+rFNWPGDBISEoiIiGDSpEnk5+c3WZztRd3INyXfzu6+ay8HIK8mmKLTiUoRaf2aq8+TpuVyGZRWuaedxoYr+XY2/TvFYDLB0dJqisvVb0nLdFHVTt99913P//7www+xWL5dpNjpdPLxxx/TtWvXBl9v1KhRGOeZw2cymZg9ezazZ88+Z5vQ0FAWLVrEokWLztkmLi6O5cvrl2yWS7Pv9Mi3lJi2vd5bnSu7xvH51yc4aWvbo/xE2oOm7s8u5LnnnuPll1/m9ddfp1+/fmzdupWf/OQnWCwWHnroIQDmzZvH/PnzWbp0KT179uTZZ59l7Nix7N271/PSaebMmbz33nusWLGC+Ph4Zs2axcSJE9m2bZvXSyc5t1qXixMVddNO9Ts7m0FdYhmeGszGYw4+2VvM5MFpBGh6rkir1dx9njQta40DlwFGrZ2o0It6fG83Is1B9EyMYm9ROTlHShnXL9nfIYnUc1H/9d5yyy2AOyk2bdo0r2PBwcF07dqV559/vsmCk5bLWu0gv8z95iw5un0k3+qKLpy0BzSo6q6ItFzN3Z9t2rSJm2++mRtvvBGArl278tZbb7F161bAPept4cKFPPnkk9x6660AvP766yQlJfHmm29yzz33YLVaWbJkCcuWLfMsrbB8+XLS0tJYu3Yt119/fZPF25adrLDjMiDY5CIhTH/Hz+X2Pma+KLBTVGbji4OnuKp7vL9DEpFG0jNc61ZyetRbbWkBJlM/P0fTcg1Mi3En3/KUfJOW6aKG8LhcLlwuF507d6a4uNjzs8vlwmazsXfvXiZOnOirWKUFyT5SggFEBLqIMLePNzAD02IINEGNKwBrtaqeirRmzd2fXX311Xz88cfs27cPgO3bt7NhwwZuuOEGwL3maWFhIePGjfOcYzabGTlyJBs3bgRg27ZtOBwOrzapqamkp6d72pyNzWajrKzMa2vP6qacWoKceolyHrGhAWREVQOw5eApDp+s9HNEItJYeoZr3Uoq3c8dztJCP0fSsqnogrR0jcqaHDx4sKnjkFbmy8MlAMSFuC7Qsu0IDQ7kstgg9p2q5WhpNTFac0Gk1Wuu/uxnP/sZVquV3r17ExgYiNPp5Le//S3//d//DUBhofsLdVJSktd5SUlJHD582NMmJCSE2NjYem3qzj+buXPn8vTTTzfl7bRqx08n32KC6697dKZah53t27d77du+fTtOp+UcZ7QtnUId2COj2XWsjH/vLGSYRcsuiLRmeoZrnepGvjlLj/k5kpatrujC9rxSnC6DwAC9YJOWpdFDlj7++GM+/vhjz9uT73r11VcvOTBp2baeTr7Fh1z44aUt6ZMQzL5TtRwrraFfavt4+BJp65qjP1u5ciXLly/nzTffpF+/fuTk5DBz5kxSU1O9pgCdORKrIVPcL9TmiSee4JFHHvH8XFZWRlpaWiPvpPWrW+8tOujCL4+K8w6wp+QUe+1xnn3bN2wluUd/evgswpZlVK8OlFY5OFpazRelEdxW035euom0RXqGa31KKk9POy0p8HMkLdOhQwfJuOJKDExw3c+pJISMURMJrDgOQFJiAmtX/9vPUYo0Mvn29NNP88wzzzB48GBSUlI0baOdqXW6PMN529PIN4A+8cH8H9UcLa32dygi0gSaqz977LHH+PnPf87tt98OQEZGBocPH2bu3LlMmzaN5GT32iSFhYWkpKR4zisuLvaMhktOTsZut1NSUuI1+q24uJjhw4ef87PNZjNms9kXt9XquAzjO8m3hr086tCpO90zBnt+PnZgj09ia6mCAgKY2D+FlVvzKK1yMH9rFaNH1hIe0j6WnBBpS/QM1zqVVNVNO1Xy7WycThd3PecurvjPbfnkl1YzbPps0k8PlHj1Z3f4MzwRj0Z9c3r55ZdZunQpU6dObep4pBXYU1hOld1JeLCJqKBzV6tti3rGBQEG1moHlbZaf4cjIpeoufqzqqoqAgK8p+wFBgZ6Rh1069aN5ORk1qxZQ2ZmJgB2u53169fz3HPPATBo0CCCg4NZs2YNkydPBqCgoIDc3FzmzZvn0/jbCmuVA4fTICjARGRg+3p5dClCgwO5eUAqb24+yEErPLQih5fvGOTvsETkIukZrvWpdjipdrhfFmnNtwtLsoSSX1pNkbXGk3wTaSkalXyz2+3nfcsubdu201NOe8YF0d5emEWEBBAdZFBWa+JYaTVa9U2kdWuu/uymm27it7/9LZ07d6Zfv35kZ2czf/587rrrLsA93XTmzJnMmTOHHj160KNHD+bMmUN4eDhTpkwBwGKxMH36dGbNmkV8fDxxcXE8+uijZGRkeKqfyvkdPz3qLSHS3O76r0sVEx7ClZYqtpRFsuarIl76dD8Dgv0dlYhcDD3DtT51U04jzUEU19r8HE3Ll2IJBaDAWuPnSETqa9TKuf/zP//Dm2++2dSxSDOy2+1s2bLFa7Pb7Q0699vkW/v81h1vdr990tRTkdavufqzRYsWcdttt3HffffRp08fHn30Ue655x5+85vfeNo8/vjjzJw5k/vuu4/Bgwdz9OhRPvroI6KiojxtFixYwC233MLkyZMZMWIE4eHhvPfeewQGBvr8HtqCumILCVF6ddIYcSFOfpLufrBZuPZrDlnb17qvIq2dnuFan7piC7ER7fO562LVJd9OVtqpcaiPkpalUSPfampq+POf/8zatWvp378/wcHefwzmz5/fJMGJ72RnZzN/5VpSuvYEoODQPh4Bhg4deuFz89zJtx5xQeyy+jLKlikhxMXBSnfyrVu0v6MRkUvRXP1ZVFQUCxcuZOHChedsYzKZmD17NrNnzz5nm9DQUBYtWsSiRYuaJK72pm7kW2JkKJT4OZhW6ppOwRxxWvhwVxGv7qymn/KYIq2GnuFan7r13uLC9ce2IcJDgogJD6a0ykGBtYZuCRH+DknEo1HJtx07djBw4EAAcnNzvY5p4c7WI6VrT7r0GXBR51htLvJOVWMyweWxQexqhxXL6yq8nqiwY4/0czAicknUn7VuNTU1ZGVl1ds/ZMgQQkND6+2vG/nWIcpMlZJvjWIymXj2lgz+s/8kB621WKKCuczfQYlIg6jPa33qpp3GKvnWYKmWMEqrHBwrrVbyTVqURiXfPvnkk6aOQ1qJ/afcb196JEYSHtyoWcutXmggWMKCsVY7OGVvn78DkbZC/VnrlpWVxYKVa+jYvbdn39EDe3gYuOaaa7za1jhNVNmdmID4yBCqmjfUNqVDlJn7r72c51bvYU9lKCOcLoIC1R+KtHTq81qfU55pp0q+NVRqTChfFZRxTEsESQujOvFyUb4+5a7wmZkWC7TfP2gdY8KwVjs4adc6SyIi/tSxe2+6Zwy+YLuyWvff65jwYIKVKLpkPxnRlb98upeTNQHsKihjQKcYf4ckItKmOF0GZdXugQ+x4VrzraFSY8IAKCqzUetUZXNpORqVfLv22mvPOzR53bp1jQ5IWravS9zJt4GdY8BoOck3Z22t1/D53NxcXC7fDTNOiwvjq4IyimuUfBNpzdSftR/W08m3DlFmP0fSNoQGB3LjZWb+uquGbYdLSE+1EBigaWsiLZn6vNbFWu3AZUBwoIlIs8bMNFRMWDBhwYFUO5wUl6tCrLQcjfqvuG6tgDoOh4OcnBxyc3OZNm1aU8QlLZBhwP7TybfMzjFYDxf4OaJvHc8/yN9yT7Gz0l0BIXdTFkmXZ9DNR5/XOS4cAGttAKU1eqMi0lqpP2s/ymrdo906RLaf5Futw8727du99m3fvh2n09Ik1x+ZFsyKr6oor6nl6+JyeierCpFIS6Y+r3XxVDoND9GafBfBZDKRGhPKN8crNfVUWpRGJd8WLFhw1v2zZ8+moqLikgKSlqus1kRNrUFESCA9EqPYetjfEXlL6NjNU0Ci8NDXPv2s8JAgOkSZOV5uY0exnet9+mki4ivqz9qP9jjyrTjvAHtKTrHXHufZt33DVpJ79KdHE1w/JNBEt3A7eytD2ZFvVfJNpIVTn9e6qNhC46XGhLmTb9Yaf4ci4tGki57ccccdvPrqq015SWlBSk4XFxiQFqOpJUCX06PfdhQ7/ByJiDQ19Wdti81pUOl092EJ7WjkG0CHTt3pnjHYs3VI7dyk1+8caifABAXWGk812caqqanh888/99pqavTgJOJr6vNaJk+xBa33dtFSLe51346VVmP4ORaROk06eXzTpk2EhoY25SWlBTnlcI8ayOwc499AWogu8eFsPVxCTpGdWlV6E2lT1J+1LUfLXYCJsOBAIrRuTpMKDTS4vEMk+4or2HG09JKWezizeu25KteKSNNSn9cylVadLragSqcXrUOUmaAAE7ZaF4ERHfwdjgjQyOTbrbfe6vWzYRgUFBSwdetWfvWrXzVJYNLy1I18c1c6lVRLGMEmg3I7ZB0qYdhl8f4OSUQukvqz9iGv3AlAQqQeYHwhvaOFfcUV7CuqoPMlfkVoaPVaEbl46vNaD8MwOKVpp40WGGAi2RJKfkk1zrgu/g5HBGhk8s1i8V6oNyAggF69evHMM88wbty4JglMWhZbrZPyWvdU04Ea+QZAQICJlFAnR6qD+HBXoZJvIq2Q+rP2Ia/cXRgnvp1NOW0unWLDiDQHUWGrpdimkYUiLZX6vNaj2uHEVuvuuzTttHHSYsNPJ998VYJP5OI06hvSa6+91tRxSAtXVGYDTCSGB7S79XLOJzWsliPVQazOLeSpiX0J0Fp4Iq2K+rP2Ib/MPfItXiPffMJkMtErOYpth0vIt+l3LNJSqc9rPUoq3VNOo0ODtLRNI3WOC2fTgZPUxnXD6TK0Zrn43SW9nty2bRu7d+/GZDLRt29fMjMzmyouaWEKT1eK6RGnNy/f1cHsIizIRGFZDVsPl3Blt7gLnyQiLY76s7atbuRbQoReHvlK79PJt2JbEBV2LW8t0pKpz2v5SuqKLWi9t0ZLjDITEhSAnTB25JeSeanrIohcokYl34qLi7n99tv59NNPiYmJwTAMrFYr1157LStWrKBDBy1q2NYUWKsB6BGn6STfFWiCqzqG8MlhGyuz8pR8E2ll1J+1fScqbJTZDcDQyDcfSog0kxAZwokKO18UOpjg74BEpB71ea3Ht5VO1W81VkCAibTYML45Xsl/9p9Q8k38rlFjWGfMmEFZWRm7du3i1KlTlJSUkJubS1lZGQ8++GBTxyh+ZhgGhWWnR77FKvl2puu6uKtD/XtnAWU1Dj9HIyIXQ/1Z27e3sByA8EAXwZq641O9k6MB2HhUfaFIS6Q+r/Uo8RRb0KyjS9E5LhyAz78+4edIRBqZfFu9ejUvvfQSffr08ezr27cvf/zjH/nggw+aLDhpGazVDmocLgIw6Bqj5NuZesQF0SMxkmqHk//LPurvcETkIqg/a/v2nE6+RQe6/BxJ29crKQow2HvKSd6pKn+HIyJnaIo+b+7cuQwZMoSoqCgSExO55ZZb2Lt3r1cbwzCYPXs2qamphIWFMWrUKHbt2uXVxmazMWPGDBISEoiIiGDSpEnk5+df+k22ESVV7pcYGvl2adJOJ9++PFJClb32rG3GjL+BjCuuPOc2ZvwNzRmytGGNSr65XC6Cg+tn4YODg3G59OW2ralb780S7CJIC1XWYzKZuOMqdwnrl9cfoNaltW5EWgv1Z23f3sIyAKKCnH6OpO2LDA0iIdj9e353+zE/RyMiZ2qKPm/9+vXcf//9bN68mTVr1lBbW8u4ceOorKz0tJk3bx7z589n8eLFZGVlkZyczNixYykvL/e0mTlzJqtWrWLFihVs2LCBiooKJk6ciNOpv9W1Lhdl1e7kW5zWfLskMWHBmKpLcTgNthw8ddY2RcUnuOu55efcioo1ak6aRqOSb9dddx0PPfQQx459+8Xq6NGjPPzww4wePbrJgpOWoW7KaWyIHkTP5YdD0kiINHO0tJrPj9j8HY6INJD6s7avbtpptJJvzSI11D1V6v0dBX6ORETO1BR93urVq7nzzjvp168fAwYM4LXXXuPIkSNs27YNcI96W7hwIU8++SS33nor6enpvP7661RVVfHmm28CYLVaWbJkCc8//zxjxowhMzOT5cuXs3PnTtauXdv0N97KWKscGEBIYADhIYH+DqdVM5lMBJ08AMAGTT0VP2tU8m3x4sWUl5fTtWtXLrvsMi6//HK6detGeXk5ixYtauoYxc+KytzJpLhgJd/OJTQ4kHu+1x2Av++pwqFflUiroP6sbXO5DPYVVQAQFaQ/zM0hxVxLoAm+KijjwPEKf4cjIt/hiz7ParUCEBfnLjp28OBBCgsLGTdunKeN2Wxm5MiRbNy4EXBXW3U4HF5tUlNTSU9P97Q5G5vNRllZmdfWFnmKLUQEYzJp1tGlCjydfPvPfiXfxL8atYBXWloaX375JWvWrGHPnj0YhkHfvn0ZM2ZMU8cnfuYy4HiFO/kW04iRb87aWnJzcz0/5+bm4nJFNFl8LckdV3Xhr5sPkXeqmt0BwVzehNe22+1kZ2fX25+ZmUlIiIajizSW+rO27cipKqodToIDIEJrvjWLkACDfgmB7Dju5N87C3jguh7+DklETmvqPs8wDB555BGuvvpq0tPTASgsLAQgKSnJq21SUhKHDx/2tAkJCSE2NrZem7rzz2bu3Lk8/fTTjYq1NdF6b00r8NQBTCb3GrDHSqtJjQnzd0jSTl3UyLd169bRt29fz1uGsWPHMmPGDB588EGGDBlCv379+Pzzz30SqPhHea0Jp8sgJCiAiMCLX8vseP5B/vaf3by15Yh7W5vFyZMnfRCp/4WFBDLn+xkAHKgM4tCJyguc0XDZ2dnMX7n229/jliPMX7n2rAk5Ebkw9Wftw94i95TT1MgAtGRp8xma4l5T6l+aeirSIviqz3vggQfYsWMHb731Vr1jZ47YMgzjgqO4LtTmiSeewGq1era8vLyLjrk18FQ61XpvTSLAUc2gzu5E75qvivwcjbRnF5V8W7hwIXfffTfR0dH1jlksFu655x7mz5/fZMGJ/5XY3f9EEqPMNHbUc0LHbnTpM4AufQaQkNK5CaNrea7p0YExXUMBEx/kFnKyounWf0vp2tPze+zSZwApXXs22bVF2hv1Z+1D3XpvaVFaM6c5DUoOJjjQxJ7CcvYXl1/4BBHxKV/0eTNmzODdd9/lk08+oVOnTp79ycnJAPVGsBUXF3tGwyUnJ2O32ykpKTlnm7Mxm81ER0d7bW1RSd200/D6xTGkca7v5/53+eGuc4+sFPG1i0q+bd++nfHjx5/z+Lhx4zyLbUrbUOpw/xNJigr1cyStx08GRBAf4sTudPF29lEqajXcQqSlUX/WPtQl3zpFNWqJW2mkiGAT1/ToAMD7O/SgI+JvTdnnGYbBAw88wNtvv826devo1q2b1/Fu3bqRnJzMmjVrPPvsdjvr169n+PDhAAwaNIjg4GCvNgUFBeTm5nratFcGUFJ5utKppp02mbrk25aDpzwjC0Wa20V9Gy0qKjpreeo6QUFBHD9+/JKDkpajLvmWGG32cyStR1CAiaFxNuIjQ6iyO9lwwkxhharsibQk6s/ahz2F7ilWadEa+dbcbsxIAeBfO45doKWI+FpT9nn3338/y5cv58033yQqKorCwkIKCwuprq4G3NNNZ86cyZw5c1i1ahW5ubnceeedhIeHM2XKFMA92m769OnMmjWLjz/+mOzsbO644w4yMjLa/ZqrRkgkdqcLE2DRyLcm0zk+nN7JUThdBh/vKfZ3ONJOXVTyrWPHjuzcufOcx3fs2EFKSsolB1WntraWX/7yl3Tr1o2wsDC6d+/OM888g8v17aLJhmEwe/ZsUlNTCQsLY9SoUezatcvrOjabjRkzZpCQkEBERASTJk0iPz+/yeJsq2pdBmV1I9+iNfLtYoQEwK2ZHYmLCKHGFcBvNljJO1Xl08+02+1s2bLFa7Pb9WZH5Gyauz+T5lfjcHLopPvvbppGvjW7sf2SCAkM4OviCvLL9QJKxJ+ass976aWXsFqtjBo1ipSUFM+2cuVKT5vHH3+cmTNnct999zF48GCOHj3KRx99RFRUlKfNggULuOWWW5g8eTIjRowgPDyc9957j8DA9v2yxBWRAEB0WDBBAeq7mpKmnoq/XdR/0TfccANPPfUUNTU19Y5VV1fz61//mokTJzZZcM899xwvv/wyixcvZvfu3cybN4//9//+n1cp7Hnz5jF//nwWL15MVlYWycnJjB07lvLyb9cYmTlzJqtWrWLFihVs2LCBiooKJk6ciNOpL4Pnc6TMiQsT5qAAokMbVRi3XQsPCeLWzI5EBrk4Ue3iv1/ZTIG12mefd2ZRBhVkEDm35u7PpPntL67A6TKwhAUTY9b0/+YWHRrM93q6p55uOebwczQi7VtT9nmGYZx1u/POOz1tTCYTs2fPpqCggJqaGtavX++phlonNDSURYsWcfLkSaqqqnjvvfdIS0u7pPtsC1wR8YDWe/OFcf3c6wl+tu84VfZaP0cj7dFFZVR++ctf8vbbb9OzZ08eeOABevXqhclkYvfu3fzxj3/E6XTy5JNPNllwmzZt4uabb+bGG28EoGvXrrz11lts3boVcP/xX7hwIU8++SS33norAK+//jpJSUm8+eab3HPPPVitVpYsWcKyZcs8w5iXL19OWloaa9eu5frrr2+yeNuaAyXuP0pJ0aEXrE4kZxdhDmJEvI3tFRHkl1Tzv8u/5LFM373RqyvKICLn19z9mTS/uvXeeiVHYTLpS7Y/TOyfwtrdRWwpqGVQuL+jEWm/1Oe1HnUj3+JU6bTJ9U2JplNsGPkl1Xy27zjj0zXDQZrXRSXfkpKS2LhxI/feey9PPPEEhmEA7rcb119/PS+++OJ5K9RcrKuvvpqXX36Zffv20bNnT7Zv386GDRtYuHAhAAcPHqSwsJBx48Z5zjGbzYwcOZKNGzdyzz33sG3bNhwOh1eb1NRU0tPT2bhx4zmTbzabDZvt20qVdaW525MDpe431YlRWu/tUoQFGjw5wsIvP69ge14pfw0KRc8gIv7V3P2ZNL+9Re7kW+/kKKCk3vFah53t27d77du+fTtOp6U5wmsXRvdJJCQogIJKF+VmTZ8S8Rf1ea1HXfItVsUWmpzJZOL6fsks2XCQD3ILlXyTZnfRcwm7dOnCv//9b0pKSti/fz+GYdCjRw9iY2ObPLif/exnWK1WevfuTWBgIE6nk9/+9rf893//N/BtCeszO4ukpCQOHz7saRMSElIvvqSkpHolsL9r7ty5PP300015O63OgVL3SAEVW7h0iRGBvHD7QO58LYuPDtYwIj6ALv4OSqSda87+TJrfnu+MfMNeP/lWnHeAPSWn2GuP8+zbvmEryT3606PZomzbokKDubZXBz7cVcTRmmAG+jsgkXZMfV7r8O20UyXffOHG/iks2XCQj3YVUWGrJdKspZWk+TT6X1tsbCxDhgxpyljqWblypaeaTr9+/cjJyWHmzJmkpqYybdo0T7szp0QahnHBaZIXavPEE0/wyCOPeH4uKytrV+sQ1DicHLG618RLilKxhaYwqlciU4Z25s0tR8gpDWGg00VQoEYCiPhbc/Rn0vz2nq502js5iqojZ2/ToVN3umcM9vx87MCe5gitXbmxfyof7iqiwBbcoO9nIuJb6vNarhqHEyM0BoDYCK355guZaTF0S4jg4IlKVucWctugTv4OSdqRFv3k/9hjj/Hzn/+c22+/nYyMDKZOncrDDz/M3LlzAUhOdlcsOXMEW3FxsWc0XHJyMna7nZKSknO2ORuz2Ux0dLTX1p7sLSzHaUBIgEGUii00mZ9P6E1saACVzgB2HLX6OxwRkTap0mFQVOZeOqJHUtQFWosvje6dSEgAVDoDOV5uu/AJIiLt1METlWByF7sLC27fVV99xWQy8V9XdATgn9vy/RyNtDctOvlWVVVFwBkllgMDA3G5XAB069aN5ORk1qxZ4zlut9tZv349w4cPB2DQoEEEBwd7tSkoKCA3N9fTRurLPeZODMUEu/SWuglFhwYzuY97xbesg6ewOVRxV0SkqR0td/9tTbGEEh2q0QP+FGEOYkCi+yXevuKKS75eTU0Nn3/+eb3tbFUcRURak2+Ou/9GxkWE6PnLh27JdCffNh04SX5JlZ+jkfakRQ9puummm/jtb39L586d6devH9nZ2cyfP5+77roLcGeuZ86cyZw5c+jRowc9evRgzpw5hIeHM2XKFAAsFgvTp09n1qxZxMfHExcXx6OPPkpGRoan+qnUt+uYe7qOJdjl50janpGdzby5s4zyWvgyr5Rh3eP9HZKISJuSX+HuuzTqrWUYmhpMVmEtXxeVM+Ky+Et6qMzKymLByjV07N7bs+/ogT08DFxzzTVNEK2IiH98U1wJQEy4Xhr5UqfYcK7qHsfmA6d4J/uov8ORdqRFJ98WLVrEr371K+677z6Ki4tJTU3lnnvu4amnnvK0efzxx6murua+++6jpKSEoUOH8tFHHxEV9e0X7gULFhAUFMTkyZOprq5m9OjRLF26lMBADec9FyXffCcwwETvKAdZJWZ25JUyqLMWuhURaUrHyt19V8/ESD9HIgADOgQRiEFZTS1F5TaSoy9tLdmO3Xt7rdUnItIWHDhxeuSbii343H9d0YnNB07x9pdHMfwdjLQbLTr5FhUVxcKFC1m4cOE525hMJmbPns3s2bPP2SY0NJRFixaxaNGipg+yDap1uthT4E6+xSj55hOpoU4sYcFYqx3sOmYl7sKniIhIA+VXuKed9khS8q0lCA0ykWR2cMwWwtdF5ZecfBMRaYvqpp3GRij55msTMlJ46v92ceBEJeEWFV2Q5tGik2/iHwdOVGKrdREaZCIiUO8CfMFkgsFdYvl4TzE5eaVcq8FvIiJN5mi5pp36Qq3Dzvbt2z0/b9++HafT0qBzU+uSb8UVXH15gq9CvCg1NTVkZWXV2z9kyBBCQ5UgFJHmYxgGB467p53GauSbz0Wag5iQkczbXx7F3ukKf4cj7YSSb1LPrtPFFrpEB6K1Pn2nd3IUG/afoKymlmJbi659IiLSathdUGpzvzjqoWmnDXJmUg3OnlgrzjvAnpJT7LW7x2tv37CV5B796dGAz0g01xISGEB5TS3HSltGcQStHyciLUVhWQ1Vdie43LNjxPfuuKoLb395lNrkdKodTlWYFZ9T8k3q2XXUPeW0a0wQtIzvx21SUGAAfVKiyckr5WCV/lMUEWkKFbXuL88pllCiVOm0Qc5MqsG5E2sdOnX3rLd27MCeBn9GoAkuT4zkq4IydheW0b0pAm8CWj9ORFqCumILAdUlBAZo9ENzyEyLoV9qNLuOlbH7WBlXdNFUJPEtDbeReuqKLXSzKCHkaxkd3aMKCmsCOVnt9HM0IiKtX7nT/dVGU04vTl1SrW7rkNq5yT+jd7L7/5OviytwalULERGPuvXeAipP+DmS9sNkMjH1qi4A7DhqxTDUMYlvKbsiXgzD8Ew77RoTRGGRnwNq4+IiQugYE8bR0mrWHarhBn8HJCLSypWfHvmmSqctT6fYMCLNQVTYaimy6SuoiEidA57k20k/R9L2HDp0kIwrrjzrMSMwGNfVM7ESzpFTVXSJj2jm6KQ90Tcf8ZJfUk1ZTS3BgSbSogPZ7O+A2oGMjhaOllbz8SEbtU4XQYEakCoi0ljltXUj35R8a2lMJhO9k6PYeriE/BotKC4iUueb08UWNPKt6TmdLu56bvk5j89dsJjw/tezI9+q5Jv4lJ7yxUvdlNMeiVEEab2BZnFZYgQhAQYlNS7W7i72dzgiIq1audM98k3TTlumPinRABTbgyizufwcjYhIy6Bpp/5TvetjAA6eqKSs2uHnaKQtU/JNvHx1esppv9RoP0fSMjhra8nNzWXLli1s2bKF3NxcXK6mXZstKCCALuG1APx9a16TXltEWo6jR49yxx13EB8fT3h4OAMHDmTbtm2e44ZhMHv2bFJTUwkLC2PUqFHs2rXL6xo2m40ZM2aQkJBAREQEkyZNIj8/v7lvpcWqcTixuU6PfNO00xYpLiKExCgzBiY2H6v1dzgiIn5XaaulwOquchdQpWmnzc1ZWkhabBgGkHv6WVjEF5R8Ey91I9+UfHM7nn+Qv/1nN29tOeLe1mZx8mTTd4qdw9wPIJ/uO05xmUrMirQ1JSUljBgxguDgYD744AO++uornn/+eWJiYjxt5s2bx/z581m8eDFZWVkkJyczduxYysvLPW1mzpzJqlWrWLFiBRs2bKCiooKJEyfidKpgC8CpSjsA8aEmVTptwepGv204avdzJCIi/nfwhHvKaXxECCZHtZ+jaZ/6d4oBIPdoGbUujcoW31DyTbx4km+nq3AKJHTsRpc+A+jSZwAJKU1f/Q0gKtigZ1wQTpfB29lHffIZIuI/zz33HGlpabz22mtceeWVdO3aldGjR3PZZZcB7lFvCxcu5Mknn+TWW28lPT2d119/naqqKt58800ArFYrS5Ys4fnnn2fMmDFkZmayfPlydu7cydq1a8/52TabjbKyMq+trTp5OvmWGqWvNy1Zz6RITBgctLrYX1zh73BERPyqbspp9w5ab8xfuidEEGkOotrhVL8kPqNvp+JRZnNRWFaDyfTtW2lpPqO6hALwt615KnUt0sa8++67DB48mB/84AckJiaSmZnJK6+84jl+8OBBCgsLGTdunGef2Wxm5MiRbNy4EYBt27bhcDi82qSmppKenu5pczZz587FYrF4trS0NB/cYctQN/KtU2SgnyOR8wkPCSIxxD3ie1W2pk2LSPtWV2zhsg5aLsFfAgJMpHd0P//uyNfUU/ENJd/E42Cp+4tw13h35l+a17COIYQFB3LgeCVfHin1dzgi0oQOHDjASy+9RI8ePfjwww/53//9Xx588EH++te/AlBYWAhAUlKS13lJSUmeY4WFhYSEhBAbG3vONmfzxBNPYLVaPVteXttdW/JkpQ2Ajhr51uJ1CnUvav1O9jFcLr1wEpH2SyPfWob0VAsBJiiw1nC83ObvcKQN0rdT8ThkdSff+mq9N78IDw5gQkYyoMILIm2Ny+XiiiuuYM6cOWRmZnLPPfdw991389JLL3m1M5m8q0wbhlFv35ku1MZsNhMdHe21tVWnKtwj3zpG6utNS5dkdhAeBEdLq9ly8JS/wxER8ZsDGvnWIkSYg7j89P8H2/NL/RuMtEn6dioedSPfVGyhaV1MxdTJg93Twf61o4Aqu6rAibQVKSkp9O3b12tfnz59OHLkCADJye7E+5kj2IqLiz2j4ZKTk7Hb7ZSUlJyzTXtW43BSaXf/be2oaactXqAJrkxxF8XQ1FMRaa9cLoMDp0e+Kfnmf3WFF/YWllPjUDEraVpKvonHIav7D0y/VBVbaEoXUzF1aLc4OseFU2Gr5YOd555GJiKty4gRI9i7d6/Xvn379tGlSxcAunXrRnJyMmvWrPEct9vtrF+/nuHDhwMwaNAggoODvdoUFBSQm5vradOe1a33FhrgIiz4/KMFpWW4upM7+fbvnYV6yBGRduloaTW2WhfBgSY6xYb5Oxy/OXToIBlXXHnO7dDhw80SR2pMKPGRIdS6DL4qaLsFqsQ/tLCXAFDrgsKKuuSbRr41tbqKqQCFh74+ZzuTycQPBnXi+TX7+NvWPP5rUKfmClFEfOjhhx9m+PDhzJkzh8mTJ/PFF1/w5z//mT//+c+A+7/9mTNnMmfOHHr06EGPHj2YM2cO4eHhTJkyBQCLxcL06dOZNWsW8fHxxMXF8eijj5KRkcGYMWP8eXstQl2l06ggJXFaix7/v737jo+qTPvH/znTJ8mk95CEBBJaQiiho6A0UXBdC/bVlfXRVVhZZN3157OPbAP1WZHv4uquPgoo0lZExQpIlxZCEhI6pIf03qaf3x+TjAwk1GTOlM/79TovzZl7Zq4zCbkz11z3fQXJ0SdIi9L6dnx/vALBUgdERORk+TW2Jad9Q3yhkHtvXYzFYsVTr6/p9vZX7h/nlDgEQUBaTCB2nK7CsdJGDI8NdMrzknfw3n/h5KDRLIMIIMJfjVA/tdTheLX7RvaBIACHCupQVNsqdThE1ANGjRqFzZs3Y926dUhJScFf/vIXLF++HI8++qh9zEsvvYQFCxbgueeeQ3p6OsrKyrB161bodDr7mLfeegv33HMP5syZgwkTJsDHxwdbtmyBXM5llp2Vbzq5VeJI6FrJBAH3jbB9yPRpJpeeEpH3OV/FJaeuZkCkDiq5DI3tJhTXtUkdDnkQJt8IANBksv0oDI5i1ZvUogO1mNg/FADfjBB5klmzZiE3Nxd6vR4nT57E008/7XC7IAhYvHgxysvLodfrsXv3bqSkpDiM0Wg0WLFiBWpra9HW1oYtW7YgNjbWmZfhsjo7nbLyzb3c31Hhve9cDWramDglIu/CTqeuR6WQYVCU7YPPnNJGiaMhT8LkGwEAGk22/XEGXiH5dj2NA+jmdDZe2JRZCotVlDgaIiLX19npVKdgAsedxAb7YHy/EIgisLfMJHU4REROxU6nrqmz8UJBTSusGu6HTj2De74RAKCxo/Jt0BWSb9WlBdiYV4fcVtuYvAMZiOifigSnROhdpg2OgL9GgQuNevx4rgZcCExE1L2LO536yfmhkLt5IL0P9p+vxd4SI8bw/ScReZHOyrd+4fzl50qCfVWIDdKipL4dppjhUodDHoKVbwRRFNFk7lx2qrvi2M7GAfGD0hAaFeeM8LySRinHPcNjAAD/4dJTIqIr6tzvzU+tgJJ/2bidO4ZEQadWoLpdRK2J+xcSkXdo1ptQ1WzbMoHLTl1PSoyt4s0UM4wrkahH8E9UQkO7CRZRgFJm67TjqS5dNnvo0CEYjUapw+rWAyNtS0+/P16BFiOXURERdaez02mIr0riSOhGaFVyzEqLBgCU6Pk9JCLv0LnkNEynhr9GKXE0dKnEMF9oFDKImgDsOVstdTjkAZh8I9S02D5xifVXeHSL6+rSAmz88STWHSrGukPFWLZhO7KysqQOq1spMf4YGKmD0WzFj6UGqcMhInJZnfu9BfsxceOu5qTbGi9c0CthMHPpMBF5PnuzhVDPLX5wZwqZzL4f+obDJRJHQ57AczMtdM1qmm1vWuIDPH+px8XLZqP6JksdzhUJgmBvvLCriMk3IqLu1LbZfkey8s19DYsNRIyfDFYIOFPZInU4RES97lyV7Xddf+735rKGRNuSb9tPVqK6me/H6OYw+Ub2yrf4APbfcDX3DI+BUi4gv8Fs70hLRESO7JVvTL65LUEQcEsf27KrExeaJI6GiKj3Mfnm+kL91JA1lsJsFbE5i/tw081h8o1QzeSbywr2VWHqoAgAQHEbvz9ERJcyWmHvdMrkm3ub2EcJASIqmvSobWGFAZGr2rNnD2bPno3o6GgIgoDPP//c4fYnn3wSgiA4HGPHjnUYYzAYMH/+fISGhsLX1xd33303Sku9K7lxrprJN3egLLVtU7Q+owSiyMYLdOOYfPNyBrMFzXozACDO3/OXnbqjBzr2wSlpV9x0px2j0ejQcMLVm04QEV1Ni9k2d/mpFVArOI+5swC1DOEq298kJ8pZ/UbkqlpbW5GWloa333672zF33HEHysvL7cc333zjcPuCBQuwefNmrF+/Hvv27UNLSwtmzZoFi8U79nw0mq0oqm0DwOSbq1NW5MFHJUd+dSsyi+qlDofcGEtpvFznfm9auRV+KuZiXdGtSWEI0shQr7civ7oFSRG6G36srKwsLNuw3b7fXXnhGSwEMGbMmB6KlojIuZottrmL+715hjitEZVGJU5VNCMqQOpoiKgrM2fOxMyZM684Rq1WIzIyssvbGhsb8cEHH+Djjz/G1KlTAQBr1qxBbGwstm/fjhkzZvR4zK6muK4VFqsIX5Uckf4aqcOhKxAsRswaGoWNR0qxPqME6X2DpQ6J3BSzLV6uc783f4X3ldBazGbk5eXZK8Dy8vJgtbrep20KuQyT49QAgNyyxpt+vKi+yW7TdIKI6GqaOyrf2OnUM4SrzNAq5WgzWlBl5GfERO5q165dCA8PR3JyMp5++mlUVVXZb8vMzITJZML06dPt56Kjo5GSkoL9+/d3+5gGgwFNTU0Oh7vq3O+tX7gfBIH7Oru6B0fZmuB9fawczXqTxNGQu2Lyzct17vcWoLRKHInzVZcWYOOPJ7HuULHt2J6B2tpaqcPq0u19NQBElNS3o76Ny0SJiDo1m1n55klkAjAoylbhXdzO7ymRO5o5cyY++eQT7NixA2+++SYyMjJw++23w2Cwve+oqKiASqVCUFCQw/0iIiJQUVHR7eMuXboUAQEB9iM2NrZXr6M32ZsthHHJqTsYEReE/uF+aDdZ8NWxcqnDITfF5JuXq/Hi5BsAhMYk2KvAQqPipA6nW+G+ckSobd+j3NKbr34jIvIUzZaOyjcm3zxGSrRtvWmlUYGaNu/8+4TInT344IO46667kJKSgtmzZ+Pbb7/FmTNn8PXXX1/xfqIoXrEK7OWXX0ZjY6P9KCkp6enQnebiyjdyfYIg4IGRtn24N2V6V2MQ6jlMvnkxUQRqW2xVVN6afHMnCb62EucT5U0wW/j9IiJqNYkwWG1/yjD55jmCfFWIDdICELCzmNXeRO4uKioK8fHxOHv2LAAgMjISRqMR9fWOm9dXVVUhIiKi28dRq9Xw9/d3ONwVO526n58Pj4FMAI4U1aOgplXqcMgNuXzyraysDI899hhCQkLg4+ODYcOGITMz0367KIpYvHgxoqOjodVqMXnyZBw/ftzhMdjKumstFgFmqwiFTICv3Pv2fHM3EWordBoFDGYrzlS2SB0OEZHkyppt+3Sy06nnGdonEACwq8QEg9n19mMlomtXW1uLkpISREVFAQBGjhwJpVKJbdu22ceUl5cjLy8P48ePlypMp7FaRZyvsiVvmHxzH+H+GkxKDgPA6je6MS6dfKuvr8eECROgVCrx7bff4sSJE3jzzTcRGBhoH/PGG29g2bJlePvtt5GRkYHIyEhMmzYNzc3N9jHe3sq6O02mjn1y/FTgPp+uTxCA1BjbUpxjZQ3SBkNE5AJKW2xVwCFstuBxEkN9oZFZ0WQU8V1e93tAEZHztbS0IDs7G9nZ2QCAgoICZGdno7i4GC0tLVi0aBEOHDiAwsJC7Nq1C7Nnz0ZoaCh+/vOfAwACAgIwd+5cvPjii/jhhx+QlZWFxx57DKmpqfbup56svEmPdpMFCpmAuGAfqcOh63Bf59LTo6WwWFm8QtfHpdtIvf7664iNjcXKlSvt5/r27Wv/f1EUsXz5crzyyiu49957AQCrV69GREQE1q5di2eeeYatrK+gsSP5FuanljgSulZDov1xML8WlU0GNKiYMSUi71bWbEu+ccmp55HJBMRpjTjTqsEnB4vxs2ExUodERB2OHDmC2267zf71woULAQBPPPEE3n33XeTm5uKjjz5CQ0MDoqKicNttt2HDhg3Q6XT2+7z11ltQKBSYM2cO2tvbMWXKFKxatQpyuedXMXfu99Y31BdKuUvXwtAlpg6KgL9GgfJGPQ6cr8XEpFCpQyI34tL/2r/88kukp6fjgQceQHh4OIYPH47333/ffntBQQEqKioc2lSr1WpMmjTJ3qaaray715l8C2XyzW34qBT28vSCNqXE0RARSausxVbBzk6nnileY4RMAA4X1uFkuef9HUbkriZPngxRFC87Vq1aBa1Wi++//x5VVVUwGo0oKirCqlWrLutMqtFosGLFCtTW1qKtrQ1btmxx6+6l14OdTt2XRinH3cOiAQCfZrpvww+Shksn3/Lz8/Huu+8iKSkJ33//PZ599ln85je/wUcffQQA9lbUl27MeXGbaray7l6T2VY5Fapj8s2dDI0JBACUtsvRapS+8YLRaMShQ4cuO4xGbpJNRL2rs/ItxJfzmCfSyEWMirQt0nh/b77E0RAR9Qx78o37vbml+0fa8gLfHa9As94kcTTkTlw6+Wa1WjFixAgsWbIEw4cPxzPPPIOnn34a7777rsO4S1tSX61N9bWM8aRW1l1pMVrRbumsfGPFgDuJDtQgxFcFiyhgT4lB6nCQlZWFZRu2Y92hYvuxbMN2ZGVlSR0aEXmwxjYTGgy2/VaCfFkJ7KnuTLQlVr/MvoALDe0SR0NEdPPOM/nm1tL6BKB/uB/0Jiu+yS2XOhxyIy6dfIuKisLgwYMdzg0aNAjFxcUAbG2qAVxWwXZxm2q2su5aUaMZAOCvYYc4dyMIgr3xwrYCPURR+s0+o/omI35Qmv2I6pssdUhE5OHOVtkaK2lkVs5jHiwxUI6xicEwW0V8uK9A6nCIiG7auWom39yZIAi4v6PxwqfsekrXwaWTbxMmTMDp06cdzp05cwbx8fEAgISEBERGRjq0qTYajdi9e7e9TbW3t7LuTlGjbZ8c7vfmngZG6SAXRJQ1W3Awv07qcIiInO5Mpe3Ni07h3Z3LvcEzk/oBANYdLkarSfoPnIiIblRdqxF1rbatWRLDfCWOhm7Uz4fHQCYAGYX1KKxplTocchMunXz77W9/i4MHD2LJkiU4d+4c1q5di/feew/PP/88AFvWecGCBViyZAk2b96MvLw8PPnkk/Dx8cEjjzwCgK2su1PcZKt8435v7kmtkCNWa/serjlYJHE0RETOd6bSVvmmk0u/9yX1rsnJYRgQoUOr0YIfirifKBG5r/MdVW8xgVr4qBQSR0M3KsJfg1uSwgAAm46y+o2ujUsn30aNGoXNmzdj3bp1SElJwV/+8hcsX74cjz76qH3MSy+9hAULFuC5555Deno6ysrKsHXr1staWd9zzz2YM2cOJkyYAB8fH2zZssUrWll3p7PyLYyVb24rwdeWfPvueAXKuA8OEXmZzg2rWfnm+QRBwDOTEgEA3xcYYWbxGxG5qc65qx+XnLq9zqWnmzJLYbVyYqKrc/l0+6xZszBr1qxubxcEAYsXL8bixYu7HdPZynrFihW9EKH7MVusKOmsfGOzBbcVoBSREqZEXrUJq/cXYkqI1BERETmPvfJN4Vj5ZjYZkZOT43AuJycHFkuA02Kjnjc7LRrLt59FcV0bCtrU4M6iROSO7J1Ow5h8c3fTBkdAp1HgQqMeB/JrMaF/qNQhkYtz6co36h0FNa0wWQGFICJAyw5x7uzOfloAtn1w9CwFICIv0dhmQlWzrduzn9yx8q2qJB+bDpzCxoySn44dR1BTUy1FqNRDlHIZFk6zpdzOtamhN7HikYjczzl2OvUYGqUcd6dFA2DjBbo2Ll/5Rj3vZIWtWsBfYYUgCBJHQzdjeKQSCaG+KKhpxa4ivdThEBE5xZmOTqchGgHKLj5GDOuTiMTUdPvXF/JPOSs06kV3p0XjzW+OoaTZiiNF9ZjIKgMicjNMvnmW+0f2wSeHirH5SCG2/X0eBIvjvqQR4aHY/t03EkVHrobJNy90srwJAOCv5CbV7k4mCPjlhL74ny+O49vz7RjjL3VERES9r3PJaYyOBfzeRCYT8MAANZYdaUd2SQOGxQbCT80/ZYnIPbQZzfZ9mpl88wzDYgMha6mG1S8MY+e9hSHRjltcfPj7xySKjFwR/2r1Qp3JtwDlT8sULWYz8vLycOjQIfuRl5cHq5XLOlzdfSP6wF+jQEWrFRUG720iQkTe42xlR7c4P/7O8zbDwhUIUpphsYo4cL5W6nCIiK5ZfnUrACDIR4lgX+677QkEQYDigm2f2RMd77GJusOPC71QV5Vv1aUF2JhXh9zWn0qn8g5kIKJ/KhKcHqH76ExaXsyWtPR1Wgy+agUeHhOHf+/Ox/kWBcY67ZmJiKTRWfnWRydDRavEwZBTCYKAwX56/FjvhxPlTUiJYck3EbkHLjn1TMryYzAlT8WFBj0a2owI9GFilbrG5JuXqWs1orLJtkm1/yUd4kJjEhA/KM3+dUXhWafG5o5cJWn5xLi+eH9PPmqMclQ3GxCmUzvx2YmInOtMZ+WbTo6KComDIacLVlowOMofJ8qbsPNUNUZrpY6IiOjqTnd8cDQgUidxJNSTZIZmxAX7oKiuDSfLmzGuX4jUIZGLYvLNy5zqqHqL8JV1uUk1XT9XSFpGB2oxJlqFA2VGHC2ux4whkU6PgYjIGepbjahpsX2IFOMnQ6bE8ZA0JvQPwfnqFlS3GFCEy6sM9Ho9MjIyLjs/atQoaDQaZ4TY4zzxmoi8yZmOpncDIph88zSDovxtybeKJoxNDGZTQ+oSk29epnMtenwAv/WeZnaSFgfKjDhd2YyxifzEhYg8k73ZQqAWGgX/uPVWPioFxvcLwc7T1TjVqkGD3rGaPyMjA29t2IaYxIH2c2X5p/BbALfccouTo+0ZnnhNRN6ks/Itmck3j9MvzBcqhQzNejOK69oQH+K8LYjIfTAD42VOltt+6cf5K2DmnpAepV+QEuFqC6oMchwprEN/qQMiIuoFZzr2zEmO8ANgkDYYklRKTACOX2hCVbMBH+TqMWuq6FBtEJM4EImp6RJG2PM88ZqIvEGLwYzSelunUybfPI9CLsPASB2OlTYit6yRyTfqEhceepnOZgt9A9ghzhMN8DMBsFU4tllYEUJEnucsKweog0wQMG1wBGQQkV1lxqeZpVKHRETUpc6q7XCdGkHsdOqRhsYEAADya1rRojdLHA25IibfvIjJYrV32eGyU88UoraiT6AWVhE428LvMRF5ns43MElMvhGAUD81kn1tFZB/3nICFxraJY6IiOhy9v3e2GzBY4X4qRETqIUoAnkXGqUOh1wQk29eJL+6FUaLFX5qBcJ8+K33VKMTggEARa0K1F+yBw4Rkbs7W3nxslMioJ+PAf0D5Wg2mLHoPzmwWEWpQyIicsD93rxDakf1W15ZI+ciugwzMF6kc8npwEgdO7B4sD5BWkQFaGCFgE2n2qQOh4iox9S2GFDbagQA9A9n8o1sZALwX2kaaJVy7D9fi//9/rTUIREROeis2mblm2frH+4HrVKOVqMF+TUtUodDLobJNy/SmXwbFOUvcSTUmwRBwIR+oQCAHwr19qXGRETu7kxH1VtssBY+Ki6tp59E+cnxxv1DAQD/2n0ehy6YJI6IiOgnpyts89cAVr55NLlMQEqM7b32sVIuPSVHTL55kRNMvnmNmCAtIjVmWEXg9e9OSR0OEVGPOFvVsWwnnG9e6HKz06LxX7cmAgDeO9aOJjP/zCUi6dW2GFDTYtubMolbJni8lJgACAJQWt8Oiy5C6nDIhfCvEi9yqmOjz0FRfNPiDYboTJAJwLYTlThcUHdN9zEajTh06NBlh9Fo7OVoibzL0qVLIQgCFixYYD8niiIWL16M6OhoaLVaTJ48GcePH3e4n8FgwPz58xEaGgpfX1/cfffdKC31ng6PbLZAV/PSjAGY0D8ERgtwsMEX9a2cv4hIWp1V23HBPqza9gL+GiWSOrbGMMaPlzgaciVMvnmJmhYDqpsNEATuNeAtdEoRt8drAAB/++YkrNew6WdWVhaWbdiOdYeK7ceyDduRlZXV2+ESeY2MjAy89957GDp0qMP5N954A8uWLcPbb7+NjIwMREZGYtq0aWhubraPWbBgATZv3oz169dj3759aGlpwaxZs2CxWJx9GZI4w2YLdBUKuQz/fGQE4vxlMFhl+E9mKcob2QGViKRzusK2+ojNFrzHyLggAIA5MgVl7MJNHZh88xKd+731DfHlJy5e5IFBPvBVyZFT0oC1h4uv6T5RfZMRPyjNfkT1Te7lKIm8R0tLCx599FG8//77CAoKsp8XRRHLly/HK6+8gnvvvRcpKSlYvXo12trasHbtWgBAY2MjPvjgA7z55puYOnUqhg8fjjVr1iA3Nxfbt2+X6pKcRhRFnGW3OLoGgT4q/H60D/wVFrSbLNiUWYaMwjqw8RwRSeF0xwdHAyL5wZG3CPfXoE+QFpDJ8OG+AqnDIRfB5JuX+KnZAt+weJNAjQyLZgwAALz+7SnUtXtHdQyRq3r++edx1113YerUqQ7nCwoKUFFRgenTp9vPqdVqTJo0Cfv37wcAZGZmwmQyOYyJjo5GSkqKfUxXDAYDmpqaHA53VNNiRH2bCYIA9AvjGxi6Mn+1DBMCW9AvzBcWUcT+87XYUavDjiIjDGbOhUTkPGcu+uBo6h13InXE6G6PwqIiiaOlntJZ/bb+cDEa29kEiACWQHmJU+Ud+71FstmCt/nFuL74PKsMOaWNWHWsFVFSB+RERqOxyyWzw4cPh0qlkiAi8mbr16/H0aNHkZGRcdltFRUVAICICMeNeSMiIlDU8Yd4RUUFVCqVQ8Vc55jO+3dl6dKl+NOf/nSz4Uuus+otLtgHWpVc4mjIHShkwF0pUThZ0Yx9Z2vQbgJW5unxzRs78csJCejHUjgi6mWiKOJMx77bAyJ1qKyqwVOvr+l2/Cv3j3NWaNTL4kN8YK4rQWtwLEY99nuoC/ZdNiYiPBTbv/tGguhICky+eQl2OvVecpmApfcOxey39+HQBSPGBMsRL3VQTtK5h93FS2fLC89gIYAxY8ZIFxh5nZKSErzwwgvYunUrNBpNt+MEQXD4WhTFy85d6mpjXn75ZSxcuND+dVNTE2JjY68xctdhb7bATqd0HQRBwOAofySF+2H3kTxcMPugssmA1749hUC1gH5qBRKlDpKIPFZpfTuaDWao5DIkhrJq25sIgoDWo18jYOqzEAZNw6O/ehpqheOHhx/+/jGJoiMpcNmpFzCarThfbdtrYFA0k2/eaHC0P351SwIAILtBhTajWeKInId72JEryMzMRFVVFUaOHAmFQgGFQoHdu3fjH//4BxQKhb3i7dIKtqqqKvttkZGRMBqNqK+v73ZMV9RqNfz9/R0Od3Smis0W6MYp5TIk+hjx5mQ//O/9QxEX7IMGg4jMJl/sPVsNUWQVHBH1vOMXbAUQSRF+UCn41tvbGM4dQJCPEgazFVnFDVKHQxLjbwAvcK6qBSaLCH+NAtEB3VdckGf77dRk9NHJYbAK2HGqim80iJxoypQpyM3NRXZ2tv1IT0/Ho48+iuzsbCQmJiIyMhLbtm2z38doNGL37t0YP97Wpn7kyJFQKpUOY8rLy5GXl2cf48nYbIF6glIu4IH0WGxbeCtm9bNtP3C0uAE/nquVODIi8kSdq48Gc/WRdxJFjEsMAQBkFTeg3cQ9R70Zl516gc5mCwOj/K+6fIk8l0Ypx/x0Hf6wsx7nq1txvLwJfAtL5Bw6nQ4pKSkO53x9fRESEmI/v2DBAixZsgRJSUlISkrCkiVL4OPjg0ceeQQAEBAQgLlz5+LFF19ESEgIgoODsWjRIqSmpl7WwMHTiKKIMx3d4pJY+UY9QK2Q48GBGpRUNSCn2QeZxfUI8lVCK3VgRORRTnRUvg3m6iOv1T/cD6F+KtS0GHG0qB4T+odKHRJJhJVvXuAkP3GhDn0DFRjsb+u2s+dMNVrMTMYSuYqXXnoJCxYswHPPPYf09HSUlZVh69at0Ol+SpO/9dZbuOeeezBnzhxMmDABPj4+2LJlC+Ryz25AUNGkR2O7CXKZwE6n1KPitCaMTQwGAOw5U4N2C+dFIuo5Jy40AgCGRAdIHAlJRRAEe/VbdkkDWg3es/0POWLlmxdgubP7ubRLZ15eHqxW3x557P6+ZjTKAlDa0I7DdWo8YeHyUyIp7Nq1y+FrQRCwePFiLF68uNv7aDQarFixAitWrOjd4FxMZ8fuxFBfaJSenWgk5xvVNxiFNW2oaNIjt5m1b0TUM+pbjbjQqAcADIziehNvlhDqi0h/DSqa9Nh/vhbTBne/Vy95Lla+eThRFH9KvrHc2W10dulcd6jYdmzPQG1tz+xHIwjAjJRIaJVyNJll+Ci3tUcel4iot5ysYMdu6j0yQcC0wREQBKDSqMTZelYlENHN61x9FBfsA3+NUuJoSEqCIODWZNty0xPlTahs0kscEUmByTcPV96oR0ObCQqZwH1y3MzFXTpDo+J69LH91ArMGBIBQMS2Aj2+yC7r0ccnIupJnZVvrByg3hLsq7KvENh02iBxNESubc+ePZg9ezaio6MhCAI+//xzh9tFUcTixYsRHR0NrVaLyZMn4/jx4w5jDAYD5s+fj9DQUPj6+uLuu+9GaWmpE6+i93H1EV0sKkCLAR1No3afYZdtb8Rlpx6us711/3A/qBVcqkM/iQ/xRbKfGWdalHj5s1z0D2dylohch16vR0ZGBgAg87yt2YKlthh6fR9oNOzcTT1vdN9gnLjQiOO1FhwtrseIuCCpQyJySa2trUhLS8Mvf/lL3HfffZfd/sYbb2DZsmVYtWoVkpOT8de//hXTpk3D6dOn7fuYLliwAFu2bMH69esREhKCF198EbNmzUJmZqbH7GPa2WxhCFcfubXCwgKkjhjd/e1FRdf8WBP6h+B8dQvKG/U4W9Vy1ceOCA/F9u++ua54yXUx+ebh2GGHrmSgzgS11ge51SY8vfoI/me8j9QhEREBADIyMvDWhm2ITBiICy3+AAR8v2s/hoUrccstt0gdHnkgf60SfTQmlOhVWL2/8KaTbxcnkC82atQoJpDJrc2cORMzZ87s8jZRFLF8+XK88soruPfeewEAq1evRkREBNauXYtnnnkGjY2N+OCDD/Dxxx/bu3WvWbMGsbGx2L59O2bMmOG0a+lNx/k+zCNYLFY89fqabm9/5f5x1/xYOo0S6X2DcDC/DnvP1sAqU13xsT/8/WPXFSu5Ni479XAnym0ddljuTF2RCcCC0TokhvriQqMefz/YBPZfICJXEZM4EAEJKRAhQK2QoW/fRKlDIg/XV2tbcvpNbjmqbnJPns4E8saMEvvx1oZtXSbkiDxFQUEBKioqMH36dPs5tVqNSZMmYf/+/QCAzMxMmEwmhzHR0dFISUmxj+mKwWBAU1OTw+Gq9CYLzlXbqraZfKOLjYwLQoBWiRaDGb5jHpA6HHIiJt88HJst0NX4qWT44MlRCNAqca7ejMN1apitVqnDIiICANS0GAEAYX5qCILEwZDHC1RakRwkh8kiYkNGyU0/XkziQCSmptuPmMSBPRAlkeuqqKgAAEREOHZzjIiIsN9WUVEBlUqFoKCgbsd0ZenSpQgICLAfsbGxPRx9zzlb2QKLVUSQjxKR/qx0pZ8o5DLcPjAcAKBNmYILDe0SR0TO4lbJt6VLl0IQBCxYsMB+jht6dq+x3YSSOts/5iFRARJHQ64sIdQX/358JJQyoNIgx1c55TCYLVKHRUSEmhZbJVKon1riSOhamE1G5OTkYO/evfYjJycHFov7zCm3xdm6Em7OKuOG2EQ3SLjk0xJRFC87d6mrjXn55ZfR2NhoP0pKbj5B3lvsq4+i/a963eR94oJ9MDjKH4Igww8nq1j44CXcJvmWkZGB9957D0OHDnU437mh59tvv42MjAxERkZi2rRpaG5uto9ZsGABNm/ejPXr12Pfvn1oaWnBrFmz3OoPwRvR2d46JlCLAB+2t6YrG5sYgt+P84dcEFFU14YNGSWoaGQbbCKSVmfyLUSnkjgSuhZVJfnYdOCUw1LLjTuOoKam2mGcKyfp0iOV0CrlyK9pRU5po9ThELmVyMhIALisgq2qqspeDRcZGQmj0Yj6+vpux3RFrVbD39/f4XBVx+3NFlgAQV27JSkU1rZG1LUZcaSw/up3ILfnFsm3lpYWPProo3j//fcdypMv3dAzJSUFq1evRltbG9auXQsA9g0933zzTUydOhXDhw/HmjVrkJubi+3bt0t1SU7BZgt0vVLDVbglRA8/tQL1bSZsPFKCzHoVSpvMUodGRF6qptm27JSVb+4jrE+iw1LLsOi4y8Zca5JOChqFgOlDbAmAzUc9f6UEUU9KSEhAZGQktm3bZj9nNBqxe/dujB8/HgAwcuRIKJVKhzHl5eXIy8uzj3F3xzoS9+x0St3RKOVo3mdrtpBRWIfajg8byXO5RfLt+eefx1133WXvhtOJG3pemb3DDpst0HUIVIl4eHQsBkbqIAIoaVfgxR8a8NB7B/D1sXKYLCyLJiLnMFgFtJtslVAhvqx88zTXkqSTys+HxwAAtnDeI7pMS0sLsrOzkZ2dDcD2niw7OxvFxcX2LYKWLFmCzZs3Iy8vD08++SR8fHzwyCOPAAACAgIwd+5cvPjii/jhhx+QlZWFxx57DKmpqZe933NHRrPVvu92Wp9AaYMhl2Y4fwgJob6wisAPp6pg5VYHHk0hdQBXs379ehw9erTLzlBX2tCzqKjIPuZGN/T805/+dLPhS8JoNCIrKwtHztvKV5UtFTh0qB7Dhw+HSsU3L3R1PioFZgyJRFpsIPbkFqBCr8DB/DoczK9DmE6NX01MwNyJCVDI3SJ/T0RuqsksBwAE+iih5O8bcqKJ/UMR6qdGTYsBe85UY8qg7pfCEXmbI0eO4LbbbrN/vXDhQgDAE088gVWrVuGll15Ce3s7nnvuOdTX12PMmDHYunUrdDqd/T5vvfUWFAoF5syZg/b2dkyZMgWrVq2CXC53+vX0tNMVzTCarQjQKhEf4iN1OOTibhsQhrL6dpQ36pFZVI9RfYOlDol6iUv/JVtSUoIXXngBa9asgUbTfZcYb9/Q81JZWVn4+4YfUNxoWyp4rKAKyzZsR1ZWlsSRkbuJ9NdgTLARb88Iwvzb+yNMp0Z1swFLvz2Fe9/dj6om7glHRL2nyWz7MyWMS07JyRRyGe5OiwYAfJZVJnE0RK5l8uTJEEXxsmPVqlUAbO/NFi9ejPLycuj1euzevRspKSkOj6HRaLBixQrU1taira0NW7Zscenupdcjp7QBADC0TwCbLdBV6TRKTEoOAwAczK9FdTOXn3oql06+ZWZmoqqqCiNHjoRCoYBCocDu3bvxj3/8AwqFwl7x5u0benbFNyYZIgSoFTIMTElFVN9kqUMiNxbqI8eL0wdg/x9uxxv3D0WAVoljpY144N8HUNMm/ebYROSZGk22Cgju90ZSuHeEbenpthOVaNKbJI6GiNzFsY7kG5ec0rUaFKVDYsfy0+9PVLD7qYdy6eTblClTkJuba99TIDs7G+np6Xj00UeRnZ2NxMREbujZjQaj7VsbrlPzExfqMUq5DHPSY/HV/ImIDdaiqLYNbx5qhoXbExBRL2jsWHYapmPyjZxvSLQ/+of7wWi2YuvxSqnDISI3kVNia7YwtA87ndK1EQQBUwaFQ6uUo7bFiEP5dVKHRL3Apfd80+l0l5Uo+/r6IiQkxH6+c0PPpKQkJCUlYcmSJd1u6BkSEoLg4GAsWrTIYzb07E59R7VAhH/3y3WJblRssA/WPT0Ws1bsQ36DCTApkSh1UETkUdrNIlosP32QRHSzzCYjcnJy7F/n5OTAYun+zbEgCPhZWjTe3HYGX2SX4f6RfZwRJhG5sTajGWermgEAabGB0gZDbsVHpcDtA8PxdW45MovqkRDqK3VI1MNcOvl2Lbx9Q8/u1HdUvjH5Rr2lT5AP3pozDL9clYH8VgUqm/Q39fPW2SjkYmwSQuS9ipssAAT4qRXwVbv9nyvkAqpK8nGqvg6njbbNrHP2HUFk0lAkXeE+szuSb/vP2/bhYRUmEV1JXlkTrKJt32S+D6Pr1T/cD4OidDhZ3ozvj1dAVHDO8SRu99fsrl27HL7u3NBz8eLF3d6nc0PPFStW9G5wLsJgFtFsti01jfDnP1h3YDGbkZeXZ/86Ly8PVqvrf9px28BwTIxVY1+JAbvPVOOBkX1ueJlzVlYWlm3Ybt+fsLzwDBYCGDNmTA9GTETuoqDRtp8kq96oJ4X1SURiajoA4EL+qauO7xvqi7Q+AcgpbcQ3ueV4YnzfXo6QiNzZsYuaLRDdiEnJYSitb0eT3gzFoDuvqZkkuQe3S77R1RU2miFCgI9KDj9WC7iF6tICbMyrQ26rrbFH3oEMRPRPRcIV7uMqCbtHh/jgQKke5Y165Ne0ol+Y3w0/VlTfZMQPSuvB6IjIXRU02DYbDueHSCSx2WnRyCltxJc5F5h8I6Iryi5pAMAlp3Tj1Ao57hgSiU+PlsIcNRSfHS3Dfdz2wCO4dMMFujHn680AbEtOmSV3H6ExCYgflIb4QWkIjYq76vjq0gJs/PEk1h0qth3bM1BbW+uESB0Fa+VI9LX9zGUU1kEU2X2BiG5eob3yjct2SFqz06IhCEBmUT1K6tqkDoeIXNixUjZboJsXHajF2IQQAMD/fJGHgppWiSOinsCyKA90vqEj+calOh6vM2EHABWFZyWLo7+vCfltKlQ2GVBS3y5ZHETkGVoMZpS3dlS+XTSXXe+G+UQ9IUAFDAyW42StBSu+2I/Z/W0/k6NGjYJGw+QwEdnUtxpR3JGgHxoTKG0w5PbS+wbh8JFMtAb3xW/WZWHTr8dDpWDtlDvjd88DXVz5RuQMajmQEm1bMttZbk9EdKNOXGiCCEAjszo0W6gqycemA6ewMaPEduw4gpqaaukCJa+QkZGB1jLbB1zfnmvDhsMleGvDNmRkZEgcGRG5kuyO/d4SQn0R4KOUNhhyezJBgCb3MwT6KJFb1oi/bz0tdUh0k1j55mEa200ob+lYqsN9csiJ0voEIqe0EYU1rUiK4HJnIrpxuWW2ZTsBCstlt13vhvlEPWFwnxCU1QlotsjhG5+CGE5zRHSJo0X1AICSYz8idcRLXY4pLCpyZkjk5mSGZrx+31A883Em3tuTj7GJwbh9YITUYdENYvLNwxzveMOilVvho+K3l5wnyFeFPoFalDa0o6iVP3tEdOPyOuayQOXlyTciKShlQP9wP5yuaMbxC41XbIhERN7pSKEt+Xbr7dOR+vgDXY555f5xzgyJPMCMIZF4cnxfrNpfiIUbc/D1b25BTKBW6rDoBnDZqYfJ6djkM0hplTgS8kYpMba9l4ra5LBY2XiBiG7MlSrfiKQyJMq2vcKZyhaY+WcWEV3EZLHat16JDuDWP9SzXr5zIIb2CUBDmwnz1x6FycJJyB0x+eZhjnXsNcDkG/UUi9mMvLw8HDp0yH4YjcYux/YL94VWKYfeKsPRiq7HEBFdSYvBjPPVLQBY+UaupU+QFoFaJYwWK0r0KqnDISIXcrK8Ce0mC2BqR7Avfz9Qz1Ir5Hj74RHQaRQ4WtyAv3/P/d/cEZNvHkQURfsnLoEqJt+oZ1SXFmDjjyex7lAx1h0qxrIN25GVldXlWIVMhsEdjRe2F+qdGSYReYjjZY0QRSBII0AtYwUtuQ5BEDAsNhAAUNCuglXkzycR2XQuOZU3lEAQuCkk9by4EB/87/1DAQD/3pOPH05WShwRXS9uzORByhraUd6oh1xg5Rv1rNCYBMQPSrumsSnR/sgsqkdOpQkldW2IDfaB0Wi8LGE3fPhwqFT8ZJCIHGUW297A9A+UA5zKvJrZZEROTo7DuZycHFgsARJFBAyK8seB/Fq0moGsSjMmSRYJEbmSzrlL3lAqcSTkye5IiXLY/+2bF7j/mzth5ZsHySisAwAkBCqg4HeWJBLoo0KYygIRwH+OlAAAsrKysGzD9muqniMi79bZLS4pSC5xJCS1qpJ8bDpwChszSn46dhxBTU21ZDGpFDKkduxv+tlZA6zc35TI64miiEx75VuxxNGQp/v/7hyEtD4BaGw3YR73f3MrrHzzIBkdv/QHhiiBNomDIa8W72tGtVGOjUdK8ZspSQCAqL7J11w9R0TeSRRFZF6UfDtaK3FAJLmwPolITE23f30h/5SE0diMjA9CdnEdipus2HLsAn42LEbqkIhIQmUN7aho0kMhEyBvLJM6HPIghYUFSB0x+rLzVm0gMPYZZBU34I3vTuGVuwY7Pzi6bky+eZCMAlvl28AQBc4x+UYSitJYoFMJqGjSY/eZavhJHRARuYWCmlbUt5mgVsjQN0COo1IHRNQFjVKOfj4GnG7V4PVvT+H2geHQaZRSh0VEEun80GhItD/yrWaJoyFPYrFY8dTra7q87VxVC77OLcf7ewswOiEE0wZHODk6ul5cnOgBjEYjtu85gLNVtu5w1qpzsFrZIY6kIxeAW2PVAID1GSUSR0NE7uJIxxuYtD6BUMi4YTW5rkQfA8J9BFxo1GPpt9JX4xGRdDqbLYyMD5Y4EvIm/cP9oCw6CABY9J8clNaz+sbVsfLNA2RlZeGNL44AykT4Kaz4ctdhRPRPRYLUgZGkLGYz8vLyHM7l5eXBavV1yvPf3leDr8/rseNUFe6LD3LKcxKRe+vc721EfBAA6fb1IvciRWMGhQDMTdVi6aE2rD1UjHGJIZidFt1rz0dErqvzg6P0vkH4j8SxkHdRn9mGwRNmIKe0EfPWZmHjM+Og6tj8feodd6Kyqqbb+0aEh2L7d984K1QCk28ewxoYC7QC8eGB0LXFSR0OuYDq0gJszKtDbqu//VzegQynJWb7+CuQHh+EI0X12FWkd8IzEpG761y6MzI+CKhl8o2uTVVJPk7V1+G08aeqk5x9RxCZNBRJvfi8g0MVeGZSIv69Ox+L/pODqAAN0vuy8oXImzS2mXCqogkAkM4Pm8nJBNGKtx8Zgbv+sRfZJbb93/57lm3/t8qqmm6XrALAh79/zFlhUgcuO/UQdUbbt5KthulioTEJiB+UZj9Co5ybmH1wVCwA4IdCPUQ2hCOiK2hoM9q3TxjJNzB0nTobM3QeYdHOme9emjEQUwaGw2C24hcfHsb+891XGRCR5zlUUAtRBBLDfBHur5E6HPJCscE++N8HbE3t/m9fAbYer5A4IuoOk28ewGgRUW+yfSujmXwjFzJraDQCfZSobrOiXC+XOhwicmFZxQ0AgMRQXwT7qqQNhugayWUC3n5kBCb2D0Wb0YInPjyMjUdcf69TvV6PvXv3Xnbo9axUJ7oeB/JtbbnHJYZIHAl5sxlDIvHUBNvaJu7/5rq47NQDnKs3Q4QAX7Uc/pquv6WX7v/lzL2/yHX19s+FViXHY2Pi8fbOczjXqsC4HntkIvI0mQ77vRG5D61Kjv97Ih0vbszB17nleOnTYzhf1YLxfs4v+dbr9cjIyLjs/KhRo6DR/FSVk5GRgbc2bENM4kD7ubL8U/gtgFtuucUZoRJ5hAPnO5Jv/Zh8I2n9YeZAZBbXI6ekAb/fdAxcdOR6mHzzACdrTACA6AAtBKHr7nCX7v/lzL2/yHU54+fiF+Pi8e6uc6gzylFW346YIFZnEtHlHPZ7I3IzGqUcKx4ejn5hvvjHjnP49558ZEQoEGF1bhzXk1SLSRyIxNR05wZI5EHqW404VdEMABjLyjeSmEohw/IHh+GO5Xvw47laqGOGSx0SXYLJNw9wrMoIAIgN8rniuM79vwCgovBsr8dF7qG3fy7C/TWYHK/BD4V6HMivxX0jYnr8OYjIvRnMFmSVdHSLY/KN3JRMJmDh9AHoF+6H3316DEcrzfBX+CFSb4K/Rtnt/a61Wu1aMalG5ByHCmxVb8kRfgj1U0scDRGQEOqL380YgL9+fRKG5Olo1pugu8L8Q87F5Juba9abcLbODACIC7ly8o1IKvcN1GJnYTvKGtpRVNeGruszpWE0GpGVleVwbvjw4VCpuOcUkbMcLWqA3mRFmE6N/uF+UodDdFN+NiwGscE++OUHB9BokGNDRgnuHR6DkG7enF9LtZrBbEGrSWTzIiIXYl9yyqo3ciG/nJCAr46VI7ukATtOVeHutOhuV8eRczH55uYO5tfBIgK+cisCtMxqk2sK0cqR4GvG+VYldp2uxi0BUkf0k6ysLCzbsB1RfZMBAOWFZ7AQwJgxY6QNjMiLdHaIHN8vhH8gkkcYEReExRN88T+7G9FsBDYdLcPPh3df+d1dtdr2E5X41+7zONKxLFsn94OxvAmDovx7LXYiujadzRa45JRciVwm4H/vH4ppb+5AYW0bTlU0c85wEex26ub2nq0GAISrLRJHQnRlA3Um+KkVaGw34VSzayWKo/omI35QGuIHpdmTcEQ9aenSpRg1ahR0Oh3Cw8Nxzz334PTp0w5jRFHE4sWLER0dDa1Wi8mTJ+P48eMOYwwGA+bPn4/Q0FD4+vri7rvvRmlpqTMvpVf8eM6WfJvQL1TiSIh6TqhWhvFBrQjXqdFusuCzo6VoMF3bn95WEVid145ffXTEnngDgGaLHFtPVGLn6SpYWQZHJJmaFgPOVLYAAMYw+UYuJilCB9X53QCA3Weq0WowSxwRAUy+ub29Z21vWMLVTt7Rl+g6KWXAbQPCAADnWpXYX2qQOCIi59m9ezeef/55HDx4ENu2bYPZbMb06dPR2tpqH/PGG29g2bJlePvtt5GRkYHIyEhMmzYNzc3N9jELFizA5s2bsX79euzbtw8tLS2YNWsWLBb3/QCmWW9CTmkjAGB8f76BIc+ikom4d3gMIv010JutONDgh3P1V34T1Kw3YX+9L7YX2RpqzZ2YgP1/uB3vTPNDso8eAHCstBH7z9X2evxE1LWDHVVvAyN1CPblViXkelSF+xGuU8NgtmLXmWqpwyEw+ebWSuraUFDTCpkAhLLyjdxAYpgfRsQFAgDeyWzGjlOV0gZE5CTfffcdnnzySQwZMgRpaWlYuXIliouLkZmZCcBW9bZ8+XK88soruPfee5GSkoLVq1ejra0Na9euBQA0Njbigw8+wJtvvompU6di+PDhWLNmDXJzc7F9+3YpL++mHC6og8UqIj7EB32u0jiIyB2plXL8fHgMogM0MIsCXjvUhu/yyrscW1LXhnWHS1BvVsBHAXzwRDr+OGswogO10KlkGOBnwIzBEQCAzOJ6lOldq5KcyFvY93vrxw+NyDUJohVTB0VAEIBzVS04X90idUhej8k3N9ZZ9ZYcrICS30lyExP6hyJSY4bJCjz9USbe23MeFuvVl84YjUYcOnTossNoNDohaqKe1dhoq/QKDg4GABQUFKCiogLTp0+3j1Gr1Zg0aRL2798PAMjMzITJZHIYEx0djZSUFPuYrhgMBjQ1NTkcUtLr9di7d6/92LjnGABgTN9ASeMi6k0qhQz3DI9BqNIEgwV4ds1RLPpPDvI73gy1mmX44VQlPssqQ7vJAn+FBX+e6IcpgyIue6yBUf72rsC5zRo06Ln6gciZRFHE7o5Koon9uV0Cua4wnRoj4mzzxa7T1TCYWbAjJTZccGOd+70NDVfB2ChxMETXSCYIGB1kRL3CF3tLDFjyzSl8m1eBx6+y1dqljREANkcg9ySKIhYuXIiJEyciJSUFAFBRUQEAiIhwfKMdERGBoqIi+xiVSoWgoKDLxnTevytLly7Fn/70p568hJtyaWfH/bV+AOQIt9Zf+Y5Ebk4pl2FMYBssfmH4rsCITzNL8WlmKeQCYBF1AGyJ8ZRof8SaShDhG9TtY41LDEFxXRuqmg1YfVyP2dOcdBFEhIKaVpTWt0MpF9hsgVze2IRgnKtqQWO7CfvP1eK2geFSh4Spd9yJyqqabm+PCA/F9u++cWJEzsHkm5syW6z2DaqHhitxhMk3ciMyAXh+pB9mjU7GX786iaziBuSVAkm+CvSxipDLuu522NkYgcidzZs3D8eOHcO+ffsuu+3STp+iKF61++fVxrz88stYuHCh/eumpibExsZeZ9Q9q7OzY5vRjOa9BQCAQSFySWMicgaZADw0WIP/mpmO5dvP4sD5GpgsIgAR8SG+GBkXhNhgH+Tnllz5cWQCpg6KwLrDRThSYcbO01W4bYD0b6iIvMGejqq39Phg+Kr5dppcm0Iuw5SB4fgsqwzHyhoxIFKH6ECtpDFVVtXgqdfXdHv7h79/zInROA9/W7iprJIGNOnNCNAq0S9IgSNSB0R0nQRBwIOj4nBLUhj+8Fku9pypxolmFaozSjBt8OXLbIg8wfz58/Hll19iz5496NOnj/18ZGQkAFt1W1RUlP18VVWVvRouMjISRqMR9fX1DtVvVVVVGD9+fLfPqVaroVare/pSekRJXTsAwF9hgb+a+yeQ9xgRF4SPnhqNVoMZ23b/iO+PlSE57fq6bYfp1EjQGpHfrsaft5zAeO49RdTrpt5xJwpipgFhycj8bgNS//Ubh9sLO6rViVxJbLAPBkf540R5E344WYWHx0j7Iay34l+6bmrrcdsSo9sHhkN2laoIIlcWHajF6l+OwnMj/aAURFS3GLDxSAnK2m+uCqaqWY+t+e3IbVQiu6QBTe2mG36srvab415zdD1EUcS8efPw2WefYceOHUhISHC4PSEhAZGRkdi2bZv9nNFoxO7du+2JtZEjR0KpVDqMKS8vR15e3hWTb66suK4NABCqvHL3RyJP5atWIEQrg+IG/yJP9tUjQC2goKYV/9dRRUoktcWLF0MQBIej80MmwDYnLl68GNHR0dBqtZg8eTKOHz8uYcTXrqK6HkLEAADA/Y89hadeX+NwWMycz8g13ZIUCq1Sjro2I44UcqsPKbDyzcUZjUZkZWU5nBNFEd8ft71hmT44AmgrliI08lIWsxl5eXn2r/Py8mC1+t7UYwqCgElxGuSXVuGkKRRFdW3IqFdj06k2jB599WV3F7NaRby7+zze3nEO7SYLACXOn6nGvrM1GJsYjNCr93a4zKX7zXGvObpezz//PNauXYsvvvgCOp3OvkdbQEAAtFotBEHAggULsGTJEiQlJSEpKQlLliyBj48PHnnkEfvYuXPn4sUXX0RISAiCg4OxaNEipKamYurUqVJe3g0RRRGFta0AgBB5O3Jychxuz8nJgcUSIEVo5MXMJqNb/SwqZcDDA9X4V44eb+84h6W3SLuUiKjTkCFDHDpxy+U/faj6xhtvYNmyZVi1ahWSk5Px17/+FdOmTcPp06eh0+mkCPeaWYJiYbaK8FHJEeqnkjocomumUcoxeUAYvs2rQEZhHTS+bBbibC6dfFu6dCk+++wznDp1ClqtFuPHj8frr7+OAQMG2MeIoog//elPeO+991BfX48xY8bgn//8J4YMGWIfYzAYsGjRIqxbtw7t7e2YMmUK3nnnHYclP66qq03mzxcVo1g5ECqFDLcmhyEvm8k3cp7q0gJszKtDbqs/ACDvQAYi+qci4Sr3uxYaOXD34GjsPVeD7JIGbDzZBuunx/DavanXdH+9yYKFG7PxTa4tsZEYqIBgake7QocLjXr8eL4WfX2UeFi8/gwc95ujm/Huu+8CACZPnuxwfuXKlXjyyScBAC+99BLa29vx3HPP2eezrVu3OrwReeutt6BQKDBnzhz7fLZq1SqHNzXuorLZgDajBSq5DOaKM9h0shanjcH223P2HUFk0lAkSRgjeZ+qknycqq9zq5/F8TFKZDZqkVFYj3Un9eDOb+QKFAqFQ7VbJ1EUsXz5crzyyiu49957AQCrV69GREQE1q5di2eeeabbxzQYDDAYDPavpejebQnpDwCIC/a5rg+HiXpDYWEBUkeM7vq2LpZAJ4X74VSoLwpqWqFPuQcmixVKORdDOotLJ992796N559/HqNGjYLZbMYrr7yC6dOn48SJE/D1tVXaXMsnJwsWLMCWLVuwfv16hISE4MUXX8SsWbOQmZnpFm9YLn3Tf6pZATQDtyaFcpNPkkRoTIL9Z7Ki8GyPPrZMJmBSchjQVIljTWp8mlmKhjYTnki6csKsutmAX310BDklDVDKBfz1nhTEWy5g/eEmxA3sg7yyJuw4XYXCNiX+c6oNY8f2aNhEVyReQ8JXEAQsXrwYixcv7naMRqPBihUrsGLFih6MThoFNbaqt7gQH8gaRYT1SURiarr99gv5p6QKjbycu/0sCoKAP92dglkr9uJQuRnjAuVIlDoo8npnz55FdHQ01Go1xowZgyVLliAxMREFBQWoqKjA9OnT7WPVajUmTZqE/fv3XzH55grdu80h/QAA8SE+ksZBBAAWi7XbxgWv3D/usnOCIOC2AWG40NAOQ0AM/t/2s1g0Y0AX9/bejqS9yaUzN999953D1ytXrkR4eDgyMzNx6623XtMnJ42Njfjggw/w8ccf25flrFmzBrGxsdi+fTtmzJjh9Ou6WeV627dt+uDLP00i8hR9fS2YNkiH/3ekFdtPVqK0SoG+3fzGOlPZjF+uzEBZQzsCtEr8+/GRGJsYgkOHygHYJprUPgEQBOCHU1XYdKodd5+ptiX5iEgShR3Jt4RQX9TlSxwMkZsbHO2Px8fGY/WBIuQ2azHyCp3DiXrbmDFj8NFHHyE5ORmVlZX461//ivHjx+P48eP2bRc6mwl1ioiIQNFVmhVI3b27qkkPq7/t/VdcMJNv5J50GiWmDAzHN3kV+Oeuc7glKRRjEi9v2OOtHUl7k1vVGDY2NgIAgoNtSwGu9skJAGRmZsJkMjmMiY6ORkpKin1MVwwGA5qamhwOV9CkN6HRJIMAYMogLiwgz5YepcbHT42GTq3AqVozdlVrcK6qxV5FZBWB7/Pb8bO3f0RZQzv6hvhg83PjMbaLCQQAUmICkOBja7ywcEM2aloMXY4jot7VbhFQ1Wz799eX1QNEPWLhtAHQqQS0WOTIKW2QOhzyYjNnzsR9991n35P066+/BmArkuh06ZJNUbz6Hr9qtRr+/v4OhzPtOl0NAAjXqeGjcukaFqIrSorQQVGWBVEEFm7MQWPbjTemo2vnNsk3URSxcOFCTJw4ESkpKQBwxU9OOm+rqKiASqVCUFBQt2O6snTpUgQEBNgPZ36qciX51bZKgQEhCoT4qSWOhqhrnU0ZOjuD2poyWG7oscYkhmDz8+MRo5NDb5Xh69xyrNxfiE1HS/F9pRYf5rSi3WTBhP4h2PzcBCSG+V3x8VICTIjzl6O21YhXNude03JAIupZVUbbm5ZIfw3fwBD1kAAfJeYMsP1teCi/Di16dl0k1+Dr64vU1FScPXvWvg/cpe/DqqqqLntP52q2nawEACSG3lyjMSJXoDn1HeJDfFDW0I7567NgtlilDsnjuU3ybd68eTh27BjWrVt32W038snJ1ca8/PLLaGxstB8lJSU3FngPO1/dAgAYHc3EG7mu6tICbPzxJNYdKrYd2zNQW1t7w4/XP1yHJZMDMcDPBIVMQLPejNL6dhisAgLVAhbPHoyPnxqDIN+rd52SC8Dz6Too5QK+P16JfaWsfiNytkqDEoBtySkR9ZxbY5UIVJhhtFix9UQFP2Ail2AwGHDy5ElERUUhISEBkZGR2LZtm/12o9GI3bt3Y/z48RJGeWV6kwV7z9oq3672QS+ROxAsRvzzkRHQKuXYc6YaS75x7f1NPYFbJN/mz5+PL7/8Ejt37nToUHotn5xERkbCaDSivr6+2zFdkbqsuSutBlvCAQBGRbG1Nbm2zqYM8YPSEBoVd9OPp1EIGORvwn/dmoh7hkVjxuAITAjR4593BOPJCQmQXcfeNn0DFHhhiq1v3cqcVrRbuC8OkbMYLSJqOirfmHwj6lkyQcBw/3YoZAJK6tuRUVR/9TsR9bBFixZh9+7dKCgowKFDh3D//fejqakJTzzxBARBwIIFC7BkyRJs3rwZeXl5ePLJJ+Hj44NHHnlE6tC7te9sDfQmK4T2RoT68X0YeYaUmAAsm2NrovfhjwVYf7hY4og8m0sn30RRxLx58/DZZ59hx44dSEhIcLj9Wj45GTlyJJRKpcOY8vJy5OXlufSnK105U9kMAAhWWhDu6/pdWol6g1IuQ3yILwZG+SNMbYXiBjeUfnZSP6T1CUCrSURWg4rVAUROkldjhgUC/NQKvoEh6gV+CismDbA1FDpwvhYVBi7tJucqLS3Fww8/jAEDBuDee++FSqXCwYMHER8fDwB46aWXsGDBAjz33HNIT09HWVkZtm7dCp1OJ3Hk3dveseRUUX36qiusiNzJzNQoLJyWDAB45fM8fJNbLnFEnsulZ+Pnn38ea9euxRdffAGdTmevcAsICIBWq3X45CQpKQlJSUlYsmSJwycnAQEBmDt3Ll588UWEhIQgODgYixYtsm8A6k7OVNqWnMZob2zvLCL6iUIuw5tz0jBz+R5UGeQ4fqEJKTEBUodF5PEyym37UPUP8+MbGKJekhIdgKomA3LLGnG00Qen68y4ReqgyGusX7/+ircLgoDFixdj8eLFzgnoJlmtIrafrAJgS74ReZr5t/dHUW0bNh0txfx1WVKH47FcOvn27rvvAgAmT57scH7lypV48sknAdg+OWlvb8dzzz2H+vp6jBkz5rJPTt566y0oFArMmTMH7e3tmDJlClatWgW53H2qxxrbTaho0kMAEKPlBrpEPaF/uA4PDvbBmrw27DlbzbbxRL3MYLbgaKWto1b/CO6ZQ9SbJiWHoUlvQlFtG/6e0YbBQ2owvn+o1GERuZ2c0gbUtBjgp1YAdYVSh0PU4wRBwBv3D4Uoivgsqwzz12VBGZkidVgex6WTb9eyDOxaPjnRaDRYsWIFVqxY0YPROdfpCtuS0z7BWmjkbRJHQ3RzOruhXszWEdX5+z/d1V+Lb880o9Yox7YTlRipdXoIRF5j/7latJkBtcyK6ACN1OEQ9Si9Xo+MjAz71zk5ObBYpKuolssEzEqNwvofT6PWpMATKw/j9fuG4t4Rfa5+ZyKy61xyOmlAGPZsYUdI8kxymYD/fcC2/9tnWWWwDL0PB87XYmxiMFcq9BCXTr7RTzr3exsQoQMab7xrJJErqC4twMa8OuS2/tTIJO9ABiL6pyLhCvfrDTJBwIhAI3bW+KC0oR1+Fv5aJOotX3fsIxKlNvEPOfI4GRkZeGvDNsQkDgQA5Ow7gsikoUiSMCaFXIYxga2oVYTgULkZCzfmoKSuHcNV3OeU6FptO2FLvk0bFIE9EsdC1Js6E3DBvir8374CHC6sQ22rAdMGR0CtcJ9Vg67KpRsukE2jSUBtqxFyQUB/trYmD3FxN9Se6oh6o3wVIiZ3bE59qlmFQ2UGyWIh8lRGsxVbj9v2bo1WmySOhqh3xCQORGJqOhJT0xEWLd28djG5ADw3XItnbk0EALy1/QzezW6Hhfk3oqs6W9mMM5UtUMoF3DYgXOpwiHqdXCbgv2cNhibvc8gFAeerW7HmYDGK63pm9Z3eZIE5MA65pY04XFiHI4V1OFXRhKZ2z//bkCUebqC03fZt6hvqA7WSGWei3jAkOgDVzQbklDbiH0eaMSK1BhOTuDcOUU/Zf74GTXozAtQCgpVsHETuzWwyIicnx+Gc1MtMr0QmCHj5zkGID/HF/3yRhwMXzAhS+CLaYIavuvu3A5cupQWAUaNGQaPhsnHyDluO2Sq2b00KQ4CPUuJoiJxHeSEHdz85D98fr0Rjuwmbs8qQEu2PsYkhV5w3umKyWLH7dDU+zSzFztNVMIz+JXacrrpsXKifCml9AiEKnlkjxuSbi7NYRZS02RJuAyP9rzKaiG7GrUlhqKqpRblegbmrM/DPR0Zg6uAIqcMi8gidrevTIxUQ2iUOhugmVZXk41R9HU4bg+3nXGGZ6dU8MiYOfUN88KtVh1BvVmDDkRLMHhqNMJ26y/GXLqUtyz+F3wK45Rb2TiXPJ4oivjp2AQAwKy1K4miInC8qQItHRsfhx3M1OFbWiLwLTThV0Yy02EBYVVduVCeKIo5faMIX2WXYnHUBNS0/rSwSDM2Ij46Ar1oBq1VEfZsJlc161LQY8cOpKgjjn8OP52owwcOaBDH55uKOVZmgt8qgVcqREGrbjP7Szeql2qieyNPIZALSg4y4IPogs8KIZ9Zk4nczBiBNzbU5RDfDYLbguzzbktMxUUrk5kscEFEPCOuTiMTUdPvXF/JPSRjNtRvfPxSLJ/jiT/ua0KwHNh0txc+Hx3Q7vnMpLZG3OVHehPzqVqgVMkwdxA9jyTupFDLcNjAcyRE67DtXg4omPTKL6oFbF+KpVRm4NSkUAyL9EeSrhMFkRWl9O7KK6/H9iQqU1P30aWuonwr3DIvBz0fE4MFZ0/Cz19c4PI/eZMGJC004UlSPdt8QPPr+QSgL90N9bicE0XHFRER4KLZ/941Trr8nMfnm4nYW6QEAAyJ1kMtsm1Nfulm9VBvVE3kiuQAsHK3DF2VabDxSite+PYUREUpEcm94ohu242QVmvRmRAdoMCBYzuQbkcSi/OSYGNSKY6ZwlDfqsTmrDKN1nrnMh+hGfdWx5PS2AeHQabjklLxbTJAWc9L7oKCmFYcL61DZZMCOU1XYcery5aOdNEoZbhsQjntH9MHkAWFQym3zTFdvqzRKOUbEByElJgDL3nkf2iG3w5QwAYFDb8es1Cj4a3/6N/jh7x/r6ctzCibfXFh9qxGZFUYAwOAoxyWnnZvVA0BF4Vmnx0bkyRQyAa/fNxTDYoOweMtxHK00QSvTQBPVhtjgK5dYE9HlNh0tAwD8bHgMZEK1xNEQEQCoZCLuGRaDz7PLUN6ox8EGX8xosoALSokcl5zOTouWOBoi1yAIAhLD/JAY5of3//JbzPvz/8ORwnrkV7egxWCGUi5DuL8Gg6N0uDUpDJMGhMFHdX0pJ5VChuY9q/DAw49i+8lKVDcb7FskRAa4936jTL65sC9zLsBsBQKU1m734iCi3iEIAh4ZE4e02AD86oP9KG8FPssqw4i4QMRcsgrVaDQiKyvrsscYPnw4VCqVkyImck21LQbs6thU997hMag4w+QbeS9Xa9SgUsjws2HR+DzrAiqa9Hgzow3TbtEjwt+93+AQ3Yypd9yJC3oV2sY+DZiN+P1T9+EPVjMAoLCoSOLoiHpGYWEBUkeM7v72q/ysy1uq8dzk/j0dll2/MD+E69T4MucCalqM+PRoKWYMjkBShK7XnrO3Mfnmwv6TWQIAiNOaJY6EyHsNiQ7Aa7cH4dUfKlDYpsTR4gacU2hwa5MZYzrGZGVlYdmG7Yjqm2y/X3nhGSwEMGbMmC4fl8hbbMm5ALNVxNA+AUiK0KHijNQREUnHFRs1qBVy3DMsGmt+PIt6vRxPf3QEG/5rHLQquUQREUmrsqoGyXPfQnZJA5JjgjFz6Sr7ba/cP066wIh6kMVixVOX7Lt2MVf4WddplHhgZCy+zStHYW0bvsmrwC0G982NcHMHF5VX1oi8sibIBSDWx31/wIg8gUYhYFigCbOHRkGrlKPJLMN/72rAtx3dGwEgqm8y4gel2Y+LE3FE3kqv12P1Htsm9Gn+Buzdu7ejysdylXsSea7ORg2dR1h0nNQhQa2UY3RAG/yUAo6VNmLhxmxYrWw2RN5JlMlxqrwJADAo0v8qo4moN6kUMsxOi8bQPrYK8b1na6AfMMMt5ygm31zUmoO2Ms+xMWqo+F0icgmJYX54dEwcwtQWGCzArz85in/8cBai6H6//Imc4fMdB1HQaIUAEZVVVdiYUYKNO46gpoZLT4lcja/CigXpWijlAr7Nq8C/97AzCnknc/gg6M1W6DQKxIVwr18iqckEAZOTwzCxfygAwBQ/FvPWHYXe5F4f5jKt44Ia2034PNu2OfX0BO65QeRKfNUKjAs2YGY/27/NZdvO4N2jLWD+jehye0pNAICEUD8MShvpMlU+RNS1AcEK/PlnKQCAv289jdN1XH1B3sfUZwQAW8M7mcB290SuQBAEjIwPwh1DIgGrBd/kVuDxDw6hoc0odWjXjMk3F7QpsxR6kxUDI3UYEMJt+YhcjUwAnhzqh6X3pkIuE7C72IAjDSpY3LD8mai36E0W7CmxJd+GRHPZDpG7eGhULO4ZFg2LVcQ/j7bDYGXygbxHYU0rLMEJAIDBnLuIXM6ASB20mWug0yiQUViPe9/dj/zqFqnDuibM7LgYg8GA93edBgBMjLTi+PHjsFp9JY6KiLry8Og4BGqVmLf2KMraFfg2rxwzU6Igl/GNCtGXORfQYhKhlVnRN5TzGNH1kLIrqiAI+NvPU5Fb1ojz1a3IErUYKIoQWAFEXmB9hq3hXXyID/w1SomjIaKuKOoL8emz4/HLlYeRX92Kn739I5Y/NAxTBkUAsHUsrqyq6fK+EeGh2P7dN84M147JNxfz8dbDKG+xQCGIKK+oxq5DGYjon4oEqQMjckEWsxl5eXkO54YPHw6VSuW0GGamRuHFMTr8/WATzle3YtvJSswYHOG05ydyRaIo4uMDtr1L+2oNXLZDdJ2k7orqq1bgnUdHYtY/9qDaqMSxskak9Ql0wjMTScdkseLTzFIAQEp07ye6iejGDYjU4fN5E/DcmqM4UlSPuauP4LdTkzH/9v6orKrptpPrh79/zMmR/oTJNxfzfb4eADA4JhD9BySjtvisxBERSePSxFpeXt5lVaDVpQXYmFeH3FbbsoDS8ycwMy8PKSkp3d6nN4yMUmN0sAGH6zU4XdEMrVKOeK5AJS+WXdKA3LJGKGVArNYkdThEbqmzK2qnC/mnnPr8AyJ1eHCgGmtOGLDvbA3igrnxPHm2b3LLUdNigGBoQQIrtolcXrhOg7VPj8VfvjqBjw8W4a3tZ5B3oRGiQi11aF1i8s2FnKtqRka5bcNAfrpI3u7SxFrega6rQENjEhA/KA0AUFF4Fht/PHnV+/SGSI0V0wZF4PsTlcguaYBBx1+v5L06q97GRCmhNjETTeSupvVV4buzragxKbD1eCVGuub7GaKbJooi/m9vAQBAWZIBuWy4xBERubbCwgKkjhjd5W3OXNqpUsjwl3tSkBoTgP/+PA/bTlRCGPsMKpv0iPB3reaVfHfoQt7dZWvpHqUxI9jXecvmiFzVpYm13rpPTxkY5Y92kwV7ztbgZLMKB0oNGDPGqSEQSa6mxYCvjpUDAKb2VSGTBdxEbksmCBjm34Y9jYGoaNLjnC+zb+SZDhXUIbesEWqFDIqSDAD/JXVIRC7NYrG61NLOOaNiMTBKh+c+OYpSAP85UopbkkIxtE+Ay+xZym6nLqKkrg2fZ5cBAJL92NadyF0NjwvC8NhAAMA/M5txrLRB0niInG3ljwUwWqxIiw1Ev0C51OEQ0U3SykXclhwGADjTqkZBo0XiiIh63j93ngMA3D+yD2SmdomjIaIbMbRPIL6efwsUVadgEUXsOlONb/MqYDC7xrzFyjcX8f7efFisIlLDlAhStkkdDhHdhIlJobhQVYtKgxxPf3QEXzw/EZEBrlX2TNQbmvQmfNSx5PS5yf2AOpa9EfWmS7ui9lZH1AGROpyvbsW56hb8K7sdc2ZYoFEyuU6eIbOoHnvP1kAhE/DspH748i9SR0Tk3q60JBUACouKevXxK4uKcM8bX+LHczU4W9WC6mYD7kyNQphO2uptJt9cQHWzARs62lrfM0CL3PxGiSMi8lzX0sjhZskEAelBBuS06lDaZMAzHx/BhmfG8Y0KebyP9heiWW9GUrgfpg2KwI8/MvlG1Jsu7YraWx1RBUHA7QPDUVLbhAstwJtbT+OVuwb38LMQSWP59jMAgPtG9EEsG4sQ3bQrLUkFgFfuH9frjz8iLghRARp8k1uBhnYTNhwpweTkMEi5EzGXnbqAd3edh8FsxbDYQAwJVUodDpFHqy4twMYfT2LdoWLbsT0DtbW1Pf48Shnw0jh/BPookVPaiFc250EUufE8ea6GNiP+vce2d+m82/tDJnON/TWIPF1nV9TE1HSERcf12vNoVXIM1dmW4/3fvgIcLqjrtecicpbdZ6qx92wNlHIBz9/WX+pwiKgHRQVo8ciYOPQN8YHFKuKHU1XQp/wcrQZptvli8k1iRbWt+PhgIQBg4bRkl9kMkMiTdTZliB+UhtCo63+j0lk9d+jQIRw6dKijeu7yvQQifOV4++ERkAnApqOlWL2/sAeiJ3JN/9qdj2a9GbE6GQKbzmPv3r0dS+BcY58NIrp5kWozbu2jhCgCi/6TI9kbGKKeYLZYseTrkwCAX4zri7gQVr0ReRqtUo6706IxoX8IBAEwRw/F3W/vw+mKZqfHwuSbxF7/7hRMFhG3JIXi1o7NbIlIOpcm1rpKrl1P9dzEpFD8f3cOAgD85euTOHC+56vsiKRWWNOKD/cVAABUVSfx6ZFSbMwowcYdR1BTUy1xdETUkx4brEFMoBbFdW342zcnpQ6H6Iat2l+I05XNCNAqMf92Vr0ReSpBEJAeH4z7RvSBoG/C+epW/Oyf+/CfIyVOjYPJNwntPF2Fb3IrIJcJ9jfnRCStyxJr3STXrqd6bu7EBPx8eAwsVhHPrz2K0no2VSHPIYoi/rTlOIwWK1JD5RgUF+mUJXBEJA2tUsD/PjAUALD2UDF2n2GCndxPSV0b3txq2+vtDzMHItBHJXFERNTbYgK18Dnwb9ySFAq9yYrffXoMi/6TA73JOas02HBBIi0GM/74uW3T9zsS1WgqPolDxb2z+TsRXZ/OxFqnisLr3zT+0sYO98aKOFOhw/HyZvzXR5nY9Ovx0KrYgIHc3xfZF7DzdDWUcgGPD9FgLwthiFzKpR1RgRvvitr5WGkApvdVYWuhEb/5JAPfzJ+ImFD/HoqYqHeZLVYs3JiNdpMFoxOC8WB6rNQhEZGTyExtWP3L0fjnznN4a/sZfJpZihMXmvCvx0b2+tJzJt8ksvjL4yitb0eoVobKE4exrs1W6px3IAMR/VORIHF8RHRzqksLsDGvDrmttjcjpedPYMqgOJSoInCivAm/em8nPnz6FqjV0ra8JroZFxra8ccvbEnmebclIUpdIXFERHSpSzuiAl13Rb2WJN3FjyUXAT+5HxoNcjy7aj++WDiDjVbILfzjh7PIKKyHn1qB/71/KH9uibyMTCZg/pQkjIwPwvx1WThR3oRZK/bi/z00HLcNDO+95+21R6ZufZpZik8zSyETgHnpOvTp2/+mNn8nItd08dJUhVyJ7w8fx1BdOwSI+LHUgD9v3C91iEQ3TG+y4NefHEWz3oy02EA8f1s/qUMiom5c3BG1uyXhVSX52HTglG2/xs6ji30bOx8reWg67klPgAwicmss2HLsgrMuh+iGbcm5gH/sOAcA+NvPUxAfwhVHRN5qfP9QfPWbiRgWG4gmvRm/XJWBZdvOwGIVe+X5WPnmZIcL6vDyZ8cAAPNvT8Ig/3pkn5c4KCJyitCYBIwclgpFaQN2na7G2uNtmH6mGpPYbIXcjNUq4uXPcpFT0oAArRL/eGgYFHJ+nkfk7joTa50u5J+64vgQPzWG6toxMCYIs4dG93Z4RDcls6geL/7HVt05d2ICfjYsRuKIiMjZCgsLkDpitMM5UZBDOWAGTHGj8I8fzmJEXCAmD+j5Cjgm35wos6gOT63KgMkiYmZKJF6YkoSMjMNSh0VETjY0JgAFJeUwCCpEBWikDofoulitIv74RR42Z5VBLhOw4uHhrBwg8mKxWhPu6qfm0j1yeQFaJSL9NUiO0LHZHZGXsliseOr1NV3edrK8CTu//QKTB9zVK8/N5JuTfJtbjhf/k4M2owVjE4OxbM4w/pFC5KUEQcDQACPuGRGO5Aid1OEQXbM2oxkvbszBt3kVEARg2Zw03MrKTSIicgP9w/3w+fMTcP8DD2DY/yvvdlxhUZEToyIiVzEoyh8HTn8P4C+98vhMvvWyZr0Jr393CmsOFgMAbkkKxXuPp7PLIZGXkwuAn4rL9Mh9ZBbVYdF/jqGgphUquQxL7hmE4OZ87N2bbx9zox0UiYiInCHYV4XqivJuK18A4JX7xzkxIiLyFl71zu+dd95BQkICNBoNRo4cib179/bac+lNFvx711mMX7LNnnibmajCr5KMOJZ1BIcOHcKhQ4eQl5cHq9XSa3EQEZHnceZ8dqGhHc99nIH73j2AgppWBGkEvDRag4pDX+HNdd9ddXN2IiKi7jhzPiMikpLXVL5t2LABCxYswDvvvIMJEybg3//+N2bOnIkTJ04gLq7nO4zmV7di6XdnAAB+civSAo04u3MLlhz0w6BhY+zj8g5kIKJ/KhJ6PAIiIvJEzp7PmvQmfHu8ChBFxGpNGOynR875BuTsO4LIpKHXtTk7ERFRJ2fPZ0REUvKayrdly5Zh7ty5+NWvfoVBgwZh+fLliI2Nxbvvvtsrzzc42h939dNgWIABv7w1GenDUhEaFYfQmATED0qzH6FRnFiIiOjaOXs+Gxjpj8cGa3BrcAvunTAEA9NGIjE1HWHRnL+IiOjGOXs+IyKSkldUvhmNRmRmZuIPf/iDw/np06dj//79Xd7HYDDAYDDYv25sbAQANDU1XfPz3tdPwNvZWTgnbwYAVBSfg1zjizM6P/uYS89d7Wveh/fhfTzjPpVF59CaEnJdv1M6x4qieM33Ic8i1Xw2IdyE7H1ZOGVpsZ8rLzoHudYPpzL8uz13LWNu5hwfn4/vzY/vKtd0ofAsWgcHcz6j6yLVfAYAFosF+taWbm8XRbHb2690W2/fLuVzu3JsfF343D0Zm8Vi6b35TPQCZWVlIgDxxx9/dDj/t7/9TUxOTu7yPq+++qoIgAcPHjxc7igpKXHGr05yQZzPePDg4UkH5zPvxfmMBw8ennRcy3zmFZVvnQRBcPhaFMXLznV6+eWXsXDhQvvXVqsVdXV1CAkJsd+nqakJsbGxKCkpgb+/f5eP4+p4DdJz9/gBXoOziKKI5uZmREdHSx0KSYzz2eV4DdJz9/gBXoOzcD6jTpzPLsdrcA28Btfg6tdwPfOZVyTfQkNDIZfLUVFR4XC+qqoKERERXd5HrVZDrVY7nAsMDOxyrL+/v0v+IFwPXoP03D1+gNfgDAEBAVKHQBLifHZ1vAbpuXv8AK/BGTifeTfOZ1fHa3ANvAbX4MrXcK3zmVc0XFCpVBg5ciS2bdvmcH7btm0YP368RFERERFdH85nRETkCTifEZG38YrKNwBYuHAhHn/8caSnp2PcuHF47733UFxcjGeffVbq0IiIiK4Z5zMiIvIEnM+IyJt4TfLtwQcfRG1tLf785z+jvLwcKSkp+OabbxAfH3/Dj6lWq/Hqq69eVv7sTngN0nP3+AFeA5EzcT7rGq9Beu4eP8BrIHImzmdd4zW4Bl6Da/CEa+gkiCJ7fBMREREREREREfUGr9jzjYiIiIiIiIiISApMvhEREREREREREfUSJt+IiIiIiIiIiIh6CZNvREREREREREREvYTJt5vwzjvvICEhARqNBiNHjsTevXt7/TmXLl2KUaNGQafTITw8HPfccw9Onz7tMObJJ5+EIAgOx9ixYx3GGAwGzJ8/H6GhofD19cXdd9+N0tJShzH19fV4/PHHERAQgICAADz++ONoaGhwGFNcXIzZs2fD19cXoaGh+M1vfgOj0XjFa1i8ePFl8UVGRtpvF0URixcvRnR0NLRaLSZPnozjx4+7TPx9+/a9LH5BEPD8888DcM3Xf8+ePZg9ezaio6MhCAI+//xzh9td7TXPzc3FpEmToNVqERMTgz//+c/YvXt3t9dgMpnw+9//HqmpqfD19UV0dDR+8Ytf4MKFCw6PO3ny5Mu+Nw899JDTroH9bchVcT67/vnA3ecygPMZ5zPOZ+RZpJjLAPefzwDOaVJdA+c0G6+Z00S6IevXrxeVSqX4/vvviydOnBBfeOEF0dfXVywqKurV550xY4a4cuVKMS8vT8zOzhbvuusuMS4uTmxpabGPeeKJJ8Q77rhDLC8vtx+1tbUOj/Pss8+KMTEx4rZt28SjR4+Kt912m5iWliaazWb7mDvuuENMSUkR9+/fL+7fv19MSUkRZ82aZb/dbDaLKSkp4m233SYePXpU3LZtmxgdHS3Omzfvitfw6quvikOGDHGIr6qqyn77a6+9Jup0OnHTpk1ibm6u+OCDD4pRUVFiU1OTS8RfVVXlEPu2bdtEAOLOnTtd9vX/5ptvxFdeeUXctGmTCEDcvHmzw+2u9Jo3NjaKERER4kMPPSTm5uaKmzZtEnU6nTh37txur6GhoUGcOnWquGHDBvHUqVPigQMHxDFjxogjR450uM5JkyaJTz/9tMP3pqGhwWFMb17D3//+98u+N0RS43x2Y/OBu89losj5jPMZ5zPyHFLNZaLo/vOZKHJOk+oaOKfZeMucxuTbDRo9erT47LPPOpwbOHCg+Ic//MGpcVRVVYkAxN27d9vPPfHEE+LPfvazbu/T0NAgKpVKcf369fZzZWVlokwmE7/77jtRFEXxxIkTIgDx4MGD9jEHDhwQAYinTp0SRdH2y0Imk4llZWX2MevWrRPVarXY2NjY7fO/+uqrYlpaWpe3Wa1WMTIyUnzttdfs5/R6vRgQECD+61//con4L/XCCy+I/fr1E61WqyiKrv/6X/pL0dVe83feeUcMCAgQ9Xq9fczSpUvF6Oho+2vc1eR0qcOHD4sAHP7omjRpkvjCCy90ex9nXgORq+B8dmO/Tz1tLhNFzmeczzifkftylblMFN1vPhNFzmmucA2c017o9j6eMqdx2ekNMBqNyMzMxPTp0x3OT58+Hfv373dqLI2NjQCA4OBgh/O7du1CeHg4kpOT8fTTT6Oqqsp+W2ZmJkwmk0P80dHRSElJscd/4MABBAQEYMyYMfYxY8eORUBAgMOYlJQUREdH28fMmDEDBoMBmZmZV4z77NmziI6ORkJCAh566CHk5+cDAAoKClBRUeEQm1qtxqRJk+zP6wrxdzIajVizZg2eeuopCIJgP+/qr//FXO01P3DgACZNmgS1Wu0w5sKFCygsLLzm62psbIQgCAgMDHQ4/8knnyA0NBRDhgzBokWL0NzcbL/N1a6BqLdxPru536eeMpcBnM84n/XuNRD1JleaywD3nM8Azmmudg2u9rpzTrt5TL7dgJqaGlgsFkRERDicj4iIQEVFhdPiEEURCxcuxMSJE5GSkmI/P3PmTHzyySfYsWMH3nzzTWRkZOD222+HwWAAAFRUVEClUiEoKKjb+CsqKhAeHn7Zc4aHhzuMufQ1CAoKgkqluuLrMGbMGHz00Uf4/vvv8f7776OiogLjx49HbW2t/X5Xem2ljv9in3/+ORoaGvDkk0/az7n6638pV3vNuxrT+fW1Xpder8cf/vAHPPLII/D397eff/TRR7Fu3Trs2rULf/zjH7Fp0ybce++9Dq+Fq1wDkTNwPrvx36eeNJcBnM84n/XeNRD1NleZywD3nM8AzmmueA2u9rpzTrt5il5/Bg92cRYdsP2yvfRcb5o3bx6OHTuGffv2OZx/8MEH7f+fkpKC9PR0xMfH4+uvv3b4Ib7UpfF3dS03MuZSM2fOtP9/amoqxo0bh379+mH16tX2TS9v5LV1VvwX++CDDzBz5kyHDLurv/7dcaXXvKtYurvvpUwmEx566CFYrVa88847Drc9/fTT9v9PSUlBUlIS0tPTcfToUYwYMcJlroHI2TifXf/vU0+aywDOZ5zPeucaiJxJ6rkMcM/5DOCc5grfg+640uvOOe3msPLtBoSGhkIul1+WHa2qqrosk9pb5s+fjy+//BI7d+5Enz59rjg2KioK8fHxOHv2LAAgMjISRqMR9fX1DuMujj8yMhKVlZWXPVZ1dbXDmEtfg/r6ephMput6HXx9fZGamoqzZ8/au+pc6bV1lfiLioqwfft2/OpXv7riOFd//V3tNe9qTGdJ+NWuy2QyYc6cOSgoKMC2bdscPlHpyogRI6BUKh2+N1JfA5EzcT7rud+n7jqXAZzPeitmzmdEzuEKcxngOfMZwDlN6mvofBzAdV53zmk3j8m3G6BSqTBy5Ehs27bN4fy2bdswfvz4Xn1uURQxb948fPbZZ9ixYwcSEhKuep/a2lqUlJQgKioKADBy5EgolUqH+MvLy5GXl2ePf9y4cWhsbMThw4ftYw4dOoTGxkaHMXl5eSgvL7eP2bp1K9RqNUaOHHnN12QwGHDy5ElERUUhISEBkZGRDrEZjUbs3r3b/ryuEv/KlSsRHh6Ou+6664rjXP31d7XXfNy4cdizZ49DW+itW7ciOjoaffv27fY6On+pnz17Ftu3b0dISMhVr/348eMwmUz2743U10DkbJzPeu73qbvOZQDnM85nnM/IvUk5lwGeN58BnNOkvgaAc5pHzmk90LTBK3W2s/7ggw/EEydOiAsWLBB9fX3FwsLCXn3eX//612JAQIC4a9cuh1a8bW1toiiKYnNzs/jiiy+K+/fvFwsKCsSdO3eK48aNE2NiYi5rSdynTx9x+/bt4tGjR8Xbb7+9y5bEQ4cOFQ8cOCAeOHBATE1N7bKd75QpU8SjR4+K27dvF/v06XPVVtAvvviiuGvXLjE/P188ePCgOGvWLFGn09lfu9dee00MCAgQP/vsMzE3N1d8+OGHu2ypLFX8oiiKFotFjIuLE3//+987nHfV17+5uVnMysoSs7KyRADismXLxKysLHuXGVd6zRsaGsSIiAjx4YcfFnNzc8XPPvtM9Pf3F//2t791ew0mk0m8++67xT59+ojZ2dkO/zYMBoMoiqJ47tw58U9/+pOYkZEhFhQUiF9//bU4cOBAcfjw4U67Bme1sSa6HpzPbmw+8IS5TBQ5n3E+43xGnkGquUwU3X8+E0XOaVJdA+c075rTmHy7Cf/85z/F+Ph4UaVSiSNGjHBoJ91bAHR5rFy5UhRFUWxraxOnT58uhoWFiUqlUoyLixOfeOIJsbi42OFx2tvbxXnz5onBwcGiVqsVZ82addmY2tpa8dFHHxV1Op2o0+nERx99VKyvr3cYU1RUJN51112iVqsVg4ODxXnz5jm07u3Kgw8+KEZFRYlKpVKMjo4W7733XvH48eP2261Wq/jqq6+KkZGRolqtFm+99VYxNzfXZeIXRVH8/vvvRQDi6dOnHc676uu/c+fOLn9unnjiCVEUXe81P3bsmHjLLbeIarVajIyMFBcvXizu2LGj22soKCjo9t/Gzp07RVEUxeLiYvHWW28Vg4ODRZVKJfbr10/8zW9+I9bW1jrtGpzRwproRnA+u/75wBPmMlHkfMb5jPMZeQ4p5jJRdP/5TBQ5p0l1DZzTvGtOE0SxY4c5IiIiIiIiIiIi6lHc842IiIiIiIiIiKiXMPlGRERERERERETUS5h8IyIiIiIiIiIi6iVMvhEREREREREREfUSJt+IiIiIiIiIiIh6CZNvREREREREREREvYTJNyIiIiIiIiIiol7C5BsREREREREREVEvYfKNqIetWrUKgYGBUodBRER0UzifERGRJ+B8Rq6AyTdyG/v374dcLscdd9whdSg3TRAEfP7551KHQUREEuB8RkREnoDzGdG1Y/KN3MaHH36I+fPnY9++fSguLpY6HCIiohvC+YyIiDwB5zOia8fkG7mF1tZWbNy4Eb/+9a8xa9YsrFq1yuH2Xbt2QRAE/PDDD0hPT4ePjw/Gjx+P06dP28csXrwYw4YNw8cff4y+ffsiICAADz30EJqbm+1j+vbti+XLlzs89rBhw7B48WL718uWLUNqaip8fX0RGxuL5557Di0tLTd8bYWFhRAEAZ999hluu+02+Pj4IC0tDQcOHHAY9+OPP2LSpEnw8fFBUFAQZsyYgfr6egCAwWDAb37zG4SHh0Oj0WDixInIyMi47PX5/vvvMXz4cGi1Wtx+++2oqqrCt99+i0GDBsHf3x8PP/ww2tra7PcTRRFvvPEGEhMTodVqkZaWhk8//fSGr5WIyNtxPuN8RkTkCTifcT6j68PkG7mFDRs2YMCAARgwYAAee+wxrFy5EqIoXjbulVdewZtvvokjR45AoVDgqaeecrj9/Pnz+Pzzz/HVV1/hq6++wu7du/Haa69dVywymQz/+Mc/kJeXh9WrV2PHjh146aWXbur6OmNftGgRsrOzkZycjIcffhhmsxkAkJ2djSlTpmDIkCE4cOAA9u3bh9mzZ8NisQAAXnrpJWzatAmrV6/G0aNH0b9/f8yYMQN1dXUOz7F48WK8/fbb2L9/P0pKSjBnzhwsX74ca9euxddff41t27ZhxYoV9vH//d//jZUrV+Ldd9/F8ePH8dvf/haPPfYYdu/efdPXS0TkjTifcT4jIvIEnM84n9F1EoncwPjx48Xly5eLoiiKJpNJDA0NFbdt22a/fefOnSIAcfv27fZzX3/9tQhAbG9vF0VRFF999VXRx8dHbGpqso/53e9+J44ZM8b+dXx8vPjWW285PHdaWpr46quvdhvbxo0bxZCQEPvXK1euFAMCAq54PQDEzZs3i6IoigUFBSIA8f/+7//stx8/flwEIJ48eVIURVF8+OGHxQkTJnT5WC0tLaJSqRQ/+eQT+zmj0ShGR0eLb7zxhiiKXb8+S5cuFQGI58+ft5975plnxBkzZtgfV6PRiPv373d4vrlz54oPP/zwFa+PiIi6xvmM8xkRkSfgfMb5jK4PK9/I5Z0+fRqHDx/GQw89BABQKBR48MEH8eGHH142dujQofb/j4qKAgBUVVXZz/Xt2xc6nc5hzMW3X4udO3di2rRpiImJgU6nwy9+8QvU1taitbX1uh7nemLv/GSlK+fPn4fJZMKECRPs55RKJUaPHo2TJ092+xwRERHw8fFBYmKiw7nO5zxx4gT0ej2mTZsGPz8/+/HRRx/h/PnzN3WtRETeiPMZ5zMiIk/A+YzzGV0/hdQBEF3NBx98ALPZjJiYGPs5URShVCpRX1+PoKAg+3mlUmn/f0EQAABWq7XL2zvHXHy7TCa7rFzaZDLZ/7+oqAh33nknnn32WfzlL39BcHAw9u3bh7lz5zqMuxFXil2r1XZ7v854O+9z8flLz136HFd6PTr/+/XXXzu89gCgVquvfkFEROSA8xnnMyIiT8D5jPMZXT9WvpFLM5vN+Oijj/Dmm28iOzvbfuTk5CA+Ph6ffPJJjz5fWFgYysvL7V83NTWhoKDA/vWRI0dgNpvx5ptvYuzYsUhOTsaFCxd6NIauDB06FD/88EOXt/Xv3x8qlQr79u2znzOZTDhy5AgGDRp0w885ePBgqNVqFBcXo3///g5HbGzsDT8uEZE34nxmw/mMiMi9cT6z4XxG14uVb+TSvvrqK9TX12Pu3LkICAhwuO3+++/HBx98gHnz5vXY891+++1YtWoVZs+ejaCgIPzxj3+EXC63396vXz+YzWasWLECs2fPxo8//oh//etfPfb83Xn55ZeRmpqK5557Ds8++yxUKhV27tyJBx54AKGhofj1r3+N3/3udwgODkZcXBzeeOMNtLW1Ye7cuTf8nDqdDosWLcJvf/tbWK1WTJw4EU1NTdi/fz/8/PzwxBNP9OAVEhF5Ns5nNpzPiIjcG+czG85ndL1Y+UYu7YMPPsDUqVMv+8UOAPfddx+ys7Nx9OjRHnu+l19+GbfeeitmzZqFO++8E/fccw/69etnv33YsGFYtmwZXn/9daSkpOCTTz7B0qVLe+z5u5OcnIytW7ciJycHo0ePxrhx4/DFF19AobDlz1977TXcd999ePzxxzFixAicO3cO33//vUPJ9434y1/+gv/5n//B0qVLMWjQIMyYMQNbtmxBQkJCT1wWEZHX4Hxmw/mMiMi9cT6z4XxG10sQL11ATURERERERERERD2ClW9ERERERERERES9hMk3IiIiIiIiIiKiXsLkGxERERERERERUS9h8o2IiIiIiIiIiKiXMPlGRERERERERETUS5h8IyIiIiIiIiIi6iVMvhEREREREREREfUSJt+IiIiIiIiIiIh6CZNvREREREREREREvYTJNyIiIiIiIiIiol7C5BsREREREREREVEv+f8B1l4lAQ4WgtcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a histogram for Annual Income across Fully Paid / Charged Off / Total amoumt. \n",
    "\n",
    "# Calculate percentiles\n",
    "print(\"{} - 25th Percentile: {} , 50th Percentile: {}, 75th Percentile: {}\".format(\"Distribution of annual income for All Loans\", \n",
    "      loan_data['annual_inc'].quantile(0.25), \n",
    "      loan_data['annual_inc'].quantile(0.50),\n",
    "      loan_data['annual_inc'].quantile(0.75)))\n",
    "    \n",
    "print(\"{} - 25th Percentile: {} , 50th Percentile: {}, 75th Percentile: {}\".format(\"Distribution of annual income for Fully Paid\", \n",
    "      loan_data[loan_data[\"loan_status\"] == \"Fully Paid\"][\"annual_inc\"].quantile(0.25), \n",
    "      loan_data[loan_data[\"loan_status\"] == \"Fully Paid\"][\"annual_inc\"].quantile(0.50),\n",
    "      loan_data[loan_data[\"loan_status\"] == \"Fully Paid\"][\"annual_inc\"].quantile(0.75)))\n",
    "      \n",
    "print(\"{} - 25th Percentile: {} , 50th Percentile: {}, 75th Percentile: {}\".format(\"Distribution of annual income for Charged Off\", \n",
    "      loan_data[loan_data[\"loan_status\"] == \"Charged Off\"][\"annual_inc\"].quantile(0.25), \n",
    "      loan_data[loan_data[\"loan_status\"] == \"Charged Off\"][\"annual_inc\"].quantile(0.50),\n",
    "      loan_data[loan_data[\"loan_status\"] == \"Charged Off\"][\"annual_inc\"].quantile(0.75)))\n",
    "\n",
    "# use subplots to get 3 plots for same variable\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "sns.histplot(ax = axes[0], data=loan_data, x=\"annual_inc\", kde=True)\n",
    "axes[0].set_title(\"All Loans\")\n",
    "axes[0].set_xlabel(\"Annual Income\")\n",
    "sns.histplot(ax = axes[1], data=loan_data[loan_data[\"loan_status\"]==\"Fully Paid\"], x=\"annual_inc\" , kde=True)\n",
    "axes[1].set_title(\"Fully Paid\")\n",
    "axes[1].set_xlabel(\"Annual Income\")\n",
    "sns.histplot(ax = axes[2], data=loan_data[loan_data[\"loan_status\"]==\"Charged Off\"] , x=\"annual_inc\", kde=True)\n",
    "axes[2].set_title(\"Charged Off\")\n",
    "axes[2].set_xlabel(\"Annual Income\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d25f7d33",
   "metadata": {},
   "source": [
    "#### Insight : The median income of the charged off customer is less than the overall annual income and fully paid customers.\n",
    "- Majority of the customer who could not pay loans is earning less than 50000\n",
    "- The anuual income of the \"charged off\" customers above 75000 is significantly low compared to fully paid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "2e085cca",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a histogram for Home Ownership across Fully Paid / Charged Off / Total amoumt. \n",
    "\n",
    "# use subplots to get 3 plots for same variable\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 3))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "sns.histplot(ax = axes[0], data=loan_data, x=\"home_ownership\", kde=True)\n",
    "axes[0].set_title(\"All Loans\")\n",
    "axes[0].tick_params(axis='x',rotation=90)\n",
    "sns.histplot(ax = axes[1], data=loan_data[loan_data[\"loan_status\"]==\"Fully Paid\"], x=\"home_ownership\" , kde=True)\n",
    "axes[1].set_title(\"Fully Paid\")\n",
    "axes[1].tick_params(axis='x',rotation=90)\n",
    "sns.histplot(ax = axes[2], data=loan_data[loan_data[\"loan_status\"]==\"Charged Off\"] , x=\"home_ownership\", kde=True)\n",
    "axes[2].set_title(\"Charged Off\")\n",
    "axes[2].tick_params(axis='x',rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ca83654",
   "metadata": {},
   "source": [
    "#####  Insight : Significant borrowers who defaulted loan are staying in RENTED accomodations compared to Fully Paid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "2665ac5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a histogram for Grade across Fully Paid / Charged Off / Total amoumt. \n",
    "\n",
    "# use subplots to get 3 plots for same variable\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 3))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "loan_data = loan_data.sort_values(\"grade\")\n",
    "\n",
    "sns.histplot(ax = axes[0], data=loan_data, x=\"grade\", kde=True)\n",
    "axes[0].set_title(\"All Loans\")\n",
    "sns.histplot(ax = axes[1], data=loan_data[loan_data[\"loan_status\"]==\"Fully Paid\"], x=\"grade\" , kde=True)\n",
    "axes[1].set_title(\"Fully Paid\")\n",
    "sns.histplot(ax = axes[2], data=loan_data[loan_data[\"loan_status\"]==\"Charged Off\"] , x=\"grade\", kde=True)\n",
    "axes[2].set_title(\"Charged Off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aff214e",
   "metadata": {},
   "source": [
    "##### Insight : Customer with grades B,C,D defaulted loans compared A,E,F,G."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "47edb0f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a histogram for Verification Status across Fully Paid / Charged Off / Total amoumt. \n",
    "\n",
    "\n",
    "# use subplots to get 3 plots for same variable\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 3))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "loan_data = loan_data.sort_values(\"verification_status\")\n",
    "\n",
    "sns.histplot(ax = axes[0], data=loan_data, x=\"verification_status\", kde=True)\n",
    "axes[0].set_title(\"All Loans\")\n",
    "axes[0].tick_params(axis='x',rotation=90)\n",
    "sns.histplot(ax = axes[1], data=loan_data[loan_data[\"loan_status\"]==\"Fully Paid\"], x=\"verification_status\" , kde=True)\n",
    "axes[1].set_title(\"Fully Paid\")\n",
    "axes[1].tick_params(axis='x',rotation=90)\n",
    "sns.histplot(ax = axes[2], data=loan_data[loan_data[\"loan_status\"]==\"Charged Off\"] , x=\"verification_status\", kde=True)\n",
    "axes[2].set_title(\"Charged Off\")\n",
    "axes[2].tick_params(axis='x',rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a460f04",
   "metadata": {},
   "source": [
    "##### Insight : % of customers whose \"Source verified\" defaulted less."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "81280e08-b9eb-4b66-aa78-64cfdbc1da0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot a histogram for Term across Fully Paid / Charged Off / Total amoumt. \n",
    "\n",
    "\n",
    "# use subplots to get 3 plots for same variable\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 3))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "loan_data = loan_data.sort_values(\"term\")\n",
    "\n",
    "sns.histplot(ax = axes[0], data=loan_data, x=\"term\", kde=True)\n",
    "axes[0].set_title(\"All Loans\")\n",
    "axes[0].tick_params(axis='x',rotation=90)\n",
    "axes[0].set_xticks([30, 60])\n",
    "sns.histplot(ax = axes[1], data=loan_data[loan_data[\"loan_status\"]==\"Fully Paid\"], x=\"term\" , kde=True)\n",
    "axes[1].set_title(\"Fully Paid\")\n",
    "axes[1].tick_params(axis='x',rotation=90)\n",
    "axes[1].set_xticks([30, 60])\n",
    "sns.histplot(ax = axes[2], data=loan_data[loan_data[\"loan_status\"]==\"Charged Off\"] , x=\"term\", kde=True)\n",
    "axes[2].set_title(\"Charged Off\")\n",
    "axes[2].tick_params(axis='x',rotation=90)\n",
    "axes[2].set_xticks([30, 60])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a127e1f4-4a6f-4031-84a4-6b2e8cee09f0",
   "metadata": {},
   "source": [
    "##### Insight: 43% of defaulters occur with 60-month terms, significantly higher than fully paid customers for the same term."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "cda8e205-3d16-45f6-8827-08a5812a20d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distribution of interest rates for All Loans - 25th Percentile: 8.9 , 50th Percentile: 11.71, 75th Percentile: 14.27\n",
      "Distribution of interest rates for Fully Paid - 25th Percentile: 8.49 , 50th Percentile: 11.49, 75th Percentile: 13.98\n",
      "Distribution of interest rates for Charged Off - 25th Percentile: 11.28 , 50th Percentile: 13.56, 75th Percentile: 16.29\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Distribution of interest rates\n",
    "\n",
    "# Calculate percentiles\n",
    "print(\"{} - 25th Percentile: {} , 50th Percentile: {}, 75th Percentile: {}\".format(\"Distribution of interest rates for All Loans\", \n",
    "      loan_data['int_rate'].quantile(0.25), \n",
    "      loan_data['int_rate'].quantile(0.50),\n",
    "      loan_data['int_rate'].quantile(0.75)))\n",
    "    \n",
    "print(\"{} - 25th Percentile: {} , 50th Percentile: {}, 75th Percentile: {}\".format(\"Distribution of interest rates for Fully Paid\", \n",
    "      loan_data[loan_data[\"loan_status\"] == \"Fully Paid\"][\"int_rate\"].quantile(0.25), \n",
    "      loan_data[loan_data[\"loan_status\"] == \"Fully Paid\"][\"int_rate\"].quantile(0.50),\n",
    "      loan_data[loan_data[\"loan_status\"] == \"Fully Paid\"][\"int_rate\"].quantile(0.75)))\n",
    "      \n",
    "print(\"{} - 25th Percentile: {} , 50th Percentile: {}, 75th Percentile: {}\".format(\"Distribution of interest rates for Charged Off\", \n",
    "      loan_data[loan_data[\"loan_status\"] == \"Charged Off\"][\"int_rate\"].quantile(0.25), \n",
    "      loan_data[loan_data[\"loan_status\"] == \"Charged Off\"][\"int_rate\"].quantile(0.50),\n",
    "      loan_data[loan_data[\"loan_status\"] == \"Charged Off\"][\"int_rate\"].quantile(0.75)))\n",
    "\n",
    "\n",
    "# use subplots to get 3 plots for same variable\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 3))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "loan_data = loan_data.sort_values(\"int_rate\")\n",
    "\n",
    "sns.boxplot(ax = axes[0], data=loan_data, x=\"int_rate\")\n",
    "axes[0].set_title(\"All Loans\")\n",
    "axes[0].tick_params(axis='x',rotation=90)\n",
    "\n",
    "sns.boxplot(ax = axes[1], data=loan_data[loan_data[\"loan_status\"]==\"Fully Paid\"], x=\"int_rate\")\n",
    "axes[1].set_title(\"Fully Paid\")\n",
    "axes[1].tick_params(axis='x',rotation=90)\n",
    "\n",
    "sns.boxplot(ax = axes[2], data=loan_data[loan_data[\"loan_status\"]==\"Charged Off\"], x=\"int_rate\")\n",
    "axes[2].set_title(\"Charged Off\")\n",
    "axes[2].tick_params(axis='x',rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41977da1-c122-4eee-9a10-973aef09d8cf",
   "metadata": {},
   "source": [
    "##### Insight: Defaulters paid higher interest rates, with their median rate matching the 25th percentile of fully paid customers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04ec2fd6",
   "metadata": {},
   "source": [
    "####  Bivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "5a0c1aca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets consider annual income vs grade (grouped by loan_status)\n",
    "\n",
    "# Set the figure size\n",
    "plt.figure(figsize=(9, 6))\n",
    "sns.boxplot(data=loan_data, x=\"grade\", y=\"annual_inc\", hue=\"loan_status\")\n",
    "plt.title('Box Plot of Annual Income by Grade')\n",
    "plt.xlabel('Grade')\n",
    "plt.ylabel('Annual Income')\n",
    "# Adjust legend position\n",
    "plt.legend(title='Loan Status', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29502e39",
   "metadata": {},
   "source": [
    "##### Insight: Customers with grade \"G\" defaulted more loans compared to other grades, Even though their annual salary is higher than other grades."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "id": "71b7a061",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets consider annual income vs Term (grouped by loan_status)\n",
    "\n",
    "# Set the figure size\n",
    "plt.figure(figsize=(9, 6))\n",
    "sns.boxplot(data=loan_data, x=\"term\", y=\"annual_inc\", hue=\"loan_status\")\n",
    "plt.title('Box Plot of Annual Income by Term')\n",
    "plt.xlabel('Term')\n",
    "plt.ylabel('Annual Income')\n",
    "# Adjust legend position\n",
    "plt.legend(title='Loan Status', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ace57c1f",
   "metadata": {},
   "source": [
    "##### Analysis : Tenure of 30/60 months did not have any impact on defaulting loans."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "a2755760",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets consider annual income vs Emp Length (grouped by loan_status)\n",
    "\n",
    "plt.figure(figsize=(9, 6))\n",
    "sns.boxplot(data=loan_data, x=\"emp_length\", y=\"annual_inc\", hue=\"loan_status\")\n",
    "plt.title('Box Plot of Annual Income Vs Emp Length')\n",
    "plt.xlabel('Emp Length')\n",
    "plt.ylabel('Annual Income')\n",
    "# Adjust legend position\n",
    "plt.legend(title='Loan Status', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a0792ae",
   "metadata": {},
   "source": [
    "##### Analysis : Annual incomes of Fully Paid employees are always higher than Charged off for any employment length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "886a6976-3698-487e-a119-14022cf489b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1900x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets consider interest rate vs States\n",
    "\n",
    "# Set the figure size\n",
    "plt.figure(figsize=(19, 8))\n",
    "sns.boxplot(data=loan_data, x=\"addr_state\", y=\"int_rate\", hue=\"loan_status\")\n",
    "plt.title('Box Plot of Interest Rate by State')\n",
    "plt.xlabel('State')\n",
    "plt.ylabel('Interest Rate')\n",
    "# Adjust legend position\n",
    "plt.legend(title='Loan Status', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6471e7cd-959c-45bd-84ea-ccd3480b94e4",
   "metadata": {},
   "source": [
    "##### Insight: Defaulters from Alaska (AK) pay a significantly high interest rate. Their median which is >15% is the highest amongst all states"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2db45669",
   "metadata": {},
   "source": [
    "#### Multivariate analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "c8f6d3fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.heatmap(loan_data[loan_data[\"loan_status\"]==\"Charged Off\"].corr(numeric_only=True), annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d89bdbf8",
   "metadata": {},
   "source": [
    "- Loan amount , Funded amount, Total payment, Installment are all positvely correlated which is obvious.\n",
    "- Term and Interest rates are moderately positive correlated. Similarly, loan amount and term.\n",
    "- Amounts and public records are negatively correlated\n",
    "- other attributes does not have any dependent impact on others."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}