Exploring Data with Python (EDA).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "35429c07",
   "metadata": {},
   "source": [
    "# EDA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10490bda",
   "metadata": {},
   "source": [
    "### Importing libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bf137d65",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "pd.set_option('display.max_column', 55)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "654f84a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Getting Data\n",
    "df = pd.read_csv('public_up_to_150k_12_220102.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4507cf2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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>LoanNumber</th>\n",
       "      <th>DateApproved</th>\n",
       "      <th>SBAOfficeCode</th>\n",
       "      <th>ProcessingMethod</th>\n",
       "      <th>BorrowerName</th>\n",
       "      <th>BorrowerAddress</th>\n",
       "      <th>BorrowerCity</th>\n",
       "      <th>BorrowerState</th>\n",
       "      <th>BorrowerZip</th>\n",
       "      <th>LoanStatusDate</th>\n",
       "      <th>LoanStatus</th>\n",
       "      <th>Term</th>\n",
       "      <th>SBAGuarantyPercentage</th>\n",
       "      <th>InitialApprovalAmount</th>\n",
       "      <th>CurrentApprovalAmount</th>\n",
       "      <th>UndisbursedAmount</th>\n",
       "      <th>FranchiseName</th>\n",
       "      <th>ServicingLenderLocationID</th>\n",
       "      <th>ServicingLenderName</th>\n",
       "      <th>ServicingLenderAddress</th>\n",
       "      <th>ServicingLenderCity</th>\n",
       "      <th>ServicingLenderState</th>\n",
       "      <th>ServicingLenderZip</th>\n",
       "      <th>RuralUrbanIndicator</th>\n",
       "      <th>HubzoneIndicator</th>\n",
       "      <th>LMIIndicator</th>\n",
       "      <th>BusinessAgeDescription</th>\n",
       "      <th>ProjectCity</th>\n",
       "      <th>ProjectCountyName</th>\n",
       "      <th>ProjectState</th>\n",
       "      <th>ProjectZip</th>\n",
       "      <th>CD</th>\n",
       "      <th>JobsReported</th>\n",
       "      <th>NAICSCode</th>\n",
       "      <th>Race</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>UTILITIES_PROCEED</th>\n",
       "      <th>PAYROLL_PROCEED</th>\n",
       "      <th>MORTGAGE_INTEREST_PROCEED</th>\n",
       "      <th>RENT_PROCEED</th>\n",
       "      <th>REFINANCE_EIDL_PROCEED</th>\n",
       "      <th>HEALTH_CARE_PROCEED</th>\n",
       "      <th>DEBT_INTEREST_PROCEED</th>\n",
       "      <th>BusinessType</th>\n",
       "      <th>OriginatingLenderLocationID</th>\n",
       "      <th>OriginatingLender</th>\n",
       "      <th>OriginatingLenderCity</th>\n",
       "      <th>OriginatingLenderState</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Veteran</th>\n",
       "      <th>NonProfit</th>\n",
       "      <th>ForgivenessAmount</th>\n",
       "      <th>ForgivenessDate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6214548307</td>\n",
       "      <td>01/26/2021</td>\n",
       "      <td>304</td>\n",
       "      <td>PPS</td>\n",
       "      <td>BEDFORD FAMILY URGENT CARE INC.</td>\n",
       "      <td>1368 American Way</td>\n",
       "      <td>Bedford</td>\n",
       "      <td>VA</td>\n",
       "      <td>24523-2940</td>\n",
       "      <td>09/17/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>60</td>\n",
       "      <td>100</td>\n",
       "      <td>88459.95</td>\n",
       "      <td>88459.95</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>447640</td>\n",
       "      <td>Select Bank</td>\n",
       "      <td>211 Gristmill Dr</td>\n",
       "      <td>FOREST</td>\n",
       "      <td>VA</td>\n",
       "      <td>24551-2605</td>\n",
       "      <td>R</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>Bedford</td>\n",
       "      <td>BEDFORD</td>\n",
       "      <td>VA</td>\n",
       "      <td>24523-2940</td>\n",
       "      <td>VA-05</td>\n",
       "      <td>7.0</td>\n",
       "      <td>621111.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88459.95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Subchapter S Corporation</td>\n",
       "      <td>447640</td>\n",
       "      <td>Select Bank</td>\n",
       "      <td>FOREST</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88898.61</td>\n",
       "      <td>08/06/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3199818509</td>\n",
       "      <td>02/23/2021</td>\n",
       "      <td>304</td>\n",
       "      <td>PPS</td>\n",
       "      <td>WHITE ELECTRICAL SERVICES LLC</td>\n",
       "      <td>2431 Bluff Rd</td>\n",
       "      <td>Roanoke</td>\n",
       "      <td>VA</td>\n",
       "      <td>24014-3903</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Exemption 4</td>\n",
       "      <td>60</td>\n",
       "      <td>100</td>\n",
       "      <td>88453.30</td>\n",
       "      <td>88453.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73215</td>\n",
       "      <td>American National Bank and Trust Company</td>\n",
       "      <td>628 Main St</td>\n",
       "      <td>DANVILLE</td>\n",
       "      <td>VA</td>\n",
       "      <td>24541-1320</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>Roanoke</td>\n",
       "      <td>ROANOKE</td>\n",
       "      <td>VA</td>\n",
       "      <td>24014-3903</td>\n",
       "      <td>VA-06</td>\n",
       "      <td>10.0</td>\n",
       "      <td>238210.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88453.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Limited  Liability Company(LLC)</td>\n",
       "      <td>73215</td>\n",
       "      <td>American National Bank and Trust Company</td>\n",
       "      <td>DANVILLE</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89151.10</td>\n",
       "      <td>12/07/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5012337108</td>\n",
       "      <td>04/13/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>SOUTH BOSTON HARDWARE &amp; POWER EQUIPMENT INC</td>\n",
       "      <td>307 Broad Street</td>\n",
       "      <td>SOUTH BOSTON</td>\n",
       "      <td>VA</td>\n",
       "      <td>24592-4611</td>\n",
       "      <td>02/20/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88445.58</td>\n",
       "      <td>88445.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73481</td>\n",
       "      <td>Benchmark Community Bank</td>\n",
       "      <td>204 S Broad St</td>\n",
       "      <td>KENBRIDGE</td>\n",
       "      <td>VA</td>\n",
       "      <td>23944</td>\n",
       "      <td>R</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>SOUTH BOSTON</td>\n",
       "      <td>HALIFAX</td>\n",
       "      <td>VA</td>\n",
       "      <td>24592-4611</td>\n",
       "      <td>VA-05</td>\n",
       "      <td>13.0</td>\n",
       "      <td>444130.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>11055.69</td>\n",
       "      <td>66334.20</td>\n",
       "      <td>11055.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corporation</td>\n",
       "      <td>73481</td>\n",
       "      <td>Benchmark Community Bank</td>\n",
       "      <td>KENBRIDGE</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89094.99</td>\n",
       "      <td>01/14/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5288047410</td>\n",
       "      <td>05/12/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>COMPLETE CONTRACTING LLC</td>\n",
       "      <td>PO Box 39</td>\n",
       "      <td>Sutherland</td>\n",
       "      <td>VA</td>\n",
       "      <td>23885</td>\n",
       "      <td>06/17/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88445.00</td>\n",
       "      <td>88445.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225134</td>\n",
       "      <td>Truist Bank d/b/a Branch Banking &amp; Trust Co</td>\n",
       "      <td>214 N Tryon St</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>28202-1078</td>\n",
       "      <td>R</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>Sutherland</td>\n",
       "      <td>DINWIDDIE</td>\n",
       "      <td>VA</td>\n",
       "      <td>23885-0001</td>\n",
       "      <td>VA-04</td>\n",
       "      <td>11.0</td>\n",
       "      <td>531110.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88445.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Limited  Liability Company(LLC)</td>\n",
       "      <td>225134</td>\n",
       "      <td>Truist Bank d/b/a Branch Banking &amp; Trust Co</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89356.47</td>\n",
       "      <td>05/25/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1687107207</td>\n",
       "      <td>04/15/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>NORTON TRACT &amp; ROLLER, INC</td>\n",
       "      <td>1509 MAIN AVE PO Box 566</td>\n",
       "      <td>NORTON</td>\n",
       "      <td>VA</td>\n",
       "      <td>24273-2209</td>\n",
       "      <td>01/07/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88437.90</td>\n",
       "      <td>88437.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>123348</td>\n",
       "      <td>New Peoples Bank, Inc.</td>\n",
       "      <td>53 Commerce Dr</td>\n",
       "      <td>HONAKER</td>\n",
       "      <td>VA</td>\n",
       "      <td>24260</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>NORTON</td>\n",
       "      <td>NORTON CITY</td>\n",
       "      <td>VA</td>\n",
       "      <td>24273-2209</td>\n",
       "      <td>VA-09</td>\n",
       "      <td>16.0</td>\n",
       "      <td>811310.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88437.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corporation</td>\n",
       "      <td>123348</td>\n",
       "      <td>New Peoples Bank, Inc.</td>\n",
       "      <td>HONAKER</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89037.31</td>\n",
       "      <td>12/28/2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   LoanNumber DateApproved  SBAOfficeCode ProcessingMethod  \\\n",
       "0  6214548307   01/26/2021            304              PPS   \n",
       "1  3199818509   02/23/2021            304              PPS   \n",
       "2  5012337108   04/13/2020            304              PPP   \n",
       "3  5288047410   05/12/2020            304              PPP   \n",
       "4  1687107207   04/15/2020            304              PPP   \n",
       "\n",
       "                                  BorrowerName           BorrowerAddress  \\\n",
       "0              BEDFORD FAMILY URGENT CARE INC.         1368 American Way   \n",
       "1                WHITE ELECTRICAL SERVICES LLC             2431 Bluff Rd   \n",
       "2  SOUTH BOSTON HARDWARE & POWER EQUIPMENT INC          307 Broad Street   \n",
       "3                     COMPLETE CONTRACTING LLC                 PO Box 39   \n",
       "4                   NORTON TRACT & ROLLER, INC  1509 MAIN AVE PO Box 566   \n",
       "\n",
       "   BorrowerCity BorrowerState BorrowerZip LoanStatusDate    LoanStatus  Term  \\\n",
       "0       Bedford            VA  24523-2940     09/17/2021  Paid in Full    60   \n",
       "1       Roanoke            VA  24014-3903            NaN   Exemption 4    60   \n",
       "2  SOUTH BOSTON            VA  24592-4611     02/20/2021  Paid in Full    24   \n",
       "3    Sutherland            VA       23885     06/17/2021  Paid in Full    24   \n",
       "4        NORTON            VA  24273-2209     01/07/2021  Paid in Full    24   \n",
       "\n",
       "   SBAGuarantyPercentage  InitialApprovalAmount  CurrentApprovalAmount  \\\n",
       "0                    100               88459.95               88459.95   \n",
       "1                    100               88453.30               88453.30   \n",
       "2                    100               88445.58               88445.58   \n",
       "3                    100               88445.00               88445.00   \n",
       "4                    100               88437.90               88437.90   \n",
       "\n",
       "   UndisbursedAmount FranchiseName  ServicingLenderLocationID  \\\n",
       "0                0.0           NaN                     447640   \n",
       "1                0.0           NaN                      73215   \n",
       "2                0.0           NaN                      73481   \n",
       "3                0.0           NaN                     225134   \n",
       "4                0.0           NaN                     123348   \n",
       "\n",
       "                           ServicingLenderName ServicingLenderAddress  \\\n",
       "0                                  Select Bank       211 Gristmill Dr   \n",
       "1     American National Bank and Trust Company            628 Main St   \n",
       "2                     Benchmark Community Bank         204 S Broad St   \n",
       "3  Truist Bank d/b/a Branch Banking & Trust Co         214 N Tryon St   \n",
       "4                       New Peoples Bank, Inc.         53 Commerce Dr   \n",
       "\n",
       "  ServicingLenderCity ServicingLenderState ServicingLenderZip  \\\n",
       "0              FOREST                   VA         24551-2605   \n",
       "1            DANVILLE                   VA         24541-1320   \n",
       "2           KENBRIDGE                   VA              23944   \n",
       "3           CHARLOTTE                   NC         28202-1078   \n",
       "4             HONAKER                   VA              24260   \n",
       "\n",
       "  RuralUrbanIndicator HubzoneIndicator LMIIndicator  \\\n",
       "0                   R                Y            N   \n",
       "1                   U                N            N   \n",
       "2                   R                Y            N   \n",
       "3                   R                N            N   \n",
       "4                   U                N            Y   \n",
       "\n",
       "              BusinessAgeDescription   ProjectCity ProjectCountyName  \\\n",
       "0  Existing or more than 2 years old       Bedford           BEDFORD   \n",
       "1  Existing or more than 2 years old       Roanoke           ROANOKE   \n",
       "2  Existing or more than 2 years old  SOUTH BOSTON           HALIFAX   \n",
       "3  Existing or more than 2 years old    Sutherland         DINWIDDIE   \n",
       "4  Existing or more than 2 years old        NORTON       NORTON CITY   \n",
       "\n",
       "  ProjectState  ProjectZip     CD  JobsReported  NAICSCode        Race  \\\n",
       "0           VA  24523-2940  VA-05           7.0   621111.0  Unanswered   \n",
       "1           VA  24014-3903  VA-06          10.0   238210.0  Unanswered   \n",
       "2           VA  24592-4611  VA-05          13.0   444130.0  Unanswered   \n",
       "3           VA  23885-0001  VA-04          11.0   531110.0  Unanswered   \n",
       "4           VA  24273-2209  VA-09          16.0   811310.0  Unanswered   \n",
       "\n",
       "           Ethnicity  UTILITIES_PROCEED  PAYROLL_PROCEED  \\\n",
       "0  Unknown/NotStated                NaN         88459.95   \n",
       "1  Unknown/NotStated                NaN         88453.30   \n",
       "2  Unknown/NotStated           11055.69         66334.20   \n",
       "3  Unknown/NotStated                NaN         88445.00   \n",
       "4  Unknown/NotStated                NaN         88437.90   \n",
       "\n",
       "   MORTGAGE_INTEREST_PROCEED  RENT_PROCEED  REFINANCE_EIDL_PROCEED  \\\n",
       "0                        NaN           NaN                     NaN   \n",
       "1                        NaN           NaN                     NaN   \n",
       "2                   11055.69           NaN                     NaN   \n",
       "3                        NaN           NaN                     NaN   \n",
       "4                        NaN           NaN                     NaN   \n",
       "\n",
       "   HEALTH_CARE_PROCEED  DEBT_INTEREST_PROCEED  \\\n",
       "0                  NaN                    NaN   \n",
       "1                  NaN                    NaN   \n",
       "2                  NaN                    NaN   \n",
       "3                  NaN                    NaN   \n",
       "4                  NaN                    NaN   \n",
       "\n",
       "                      BusinessType  OriginatingLenderLocationID  \\\n",
       "0         Subchapter S Corporation                       447640   \n",
       "1  Limited  Liability Company(LLC)                        73215   \n",
       "2                      Corporation                        73481   \n",
       "3  Limited  Liability Company(LLC)                       225134   \n",
       "4                      Corporation                       123348   \n",
       "\n",
       "                             OriginatingLender OriginatingLenderCity  \\\n",
       "0                                  Select Bank                FOREST   \n",
       "1     American National Bank and Trust Company              DANVILLE   \n",
       "2                     Benchmark Community Bank             KENBRIDGE   \n",
       "3  Truist Bank d/b/a Branch Banking & Trust Co             CHARLOTTE   \n",
       "4                       New Peoples Bank, Inc.               HONAKER   \n",
       "\n",
       "  OriginatingLenderState      Gender     Veteran NonProfit  ForgivenessAmount  \\\n",
       "0                     VA  Unanswered  Unanswered       NaN           88898.61   \n",
       "1                     VA  Unanswered  Unanswered       NaN           89151.10   \n",
       "2                     VA  Unanswered  Unanswered       NaN           89094.99   \n",
       "3                     NC  Unanswered  Unanswered       NaN           89356.47   \n",
       "4                     VA  Unanswered  Unanswered       NaN           89037.31   \n",
       "\n",
       "  ForgivenessDate  \n",
       "0      08/06/2021  \n",
       "1      12/07/2021  \n",
       "2      01/14/2021  \n",
       "3      05/25/2021  \n",
       "4      12/28/2020  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b6d2d7c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 601263 entries, 0 to 601262\n",
      "Data columns (total 53 columns):\n",
      " #   Column                       Non-Null Count   Dtype  \n",
      "---  ------                       --------------   -----  \n",
      " 0   LoanNumber                   601263 non-null  int64  \n",
      " 1   DateApproved                 601263 non-null  object \n",
      " 2   SBAOfficeCode                601263 non-null  int64  \n",
      " 3   ProcessingMethod             601263 non-null  object \n",
      " 4   BorrowerName                 601254 non-null  object \n",
      " 5   BorrowerAddress              601257 non-null  object \n",
      " 6   BorrowerCity                 601258 non-null  object \n",
      " 7   BorrowerState                601263 non-null  object \n",
      " 8   BorrowerZip                  601258 non-null  object \n",
      " 9   LoanStatusDate               443936 non-null  object \n",
      " 10  LoanStatus                   601263 non-null  object \n",
      " 11  Term                         601263 non-null  int64  \n",
      " 12  SBAGuarantyPercentage        601263 non-null  int64  \n",
      " 13  InitialApprovalAmount        601263 non-null  float64\n",
      " 14  CurrentApprovalAmount        601263 non-null  float64\n",
      " 15  UndisbursedAmount            600942 non-null  float64\n",
      " 16  FranchiseName                8281 non-null    object \n",
      " 17  ServicingLenderLocationID    601263 non-null  int64  \n",
      " 18  ServicingLenderName          601263 non-null  object \n",
      " 19  ServicingLenderAddress       601263 non-null  object \n",
      " 20  ServicingLenderCity          601263 non-null  object \n",
      " 21  ServicingLenderState         601263 non-null  object \n",
      " 22  ServicingLenderZip           601263 non-null  object \n",
      " 23  RuralUrbanIndicator          601263 non-null  object \n",
      " 24  HubzoneIndicator             601263 non-null  object \n",
      " 25  LMIIndicator                 601263 non-null  object \n",
      " 26  BusinessAgeDescription       601263 non-null  object \n",
      " 27  ProjectCity                  601258 non-null  object \n",
      " 28  ProjectCountyName            601237 non-null  object \n",
      " 29  ProjectState                 601263 non-null  object \n",
      " 30  ProjectZip                   601258 non-null  object \n",
      " 31  CD                           601244 non-null  object \n",
      " 32  JobsReported                 601262 non-null  float64\n",
      " 33  NAICSCode                    595952 non-null  float64\n",
      " 34  Race                         601263 non-null  object \n",
      " 35  Ethnicity                    601263 non-null  object \n",
      " 36  UTILITIES_PROCEED            172404 non-null  float64\n",
      " 37  PAYROLL_PROCEED              600629 non-null  float64\n",
      " 38  MORTGAGE_INTEREST_PROCEED    14813 non-null   float64\n",
      " 39  RENT_PROCEED                 21667 non-null   float64\n",
      " 40  REFINANCE_EIDL_PROCEED       3592 non-null    float64\n",
      " 41  HEALTH_CARE_PROCEED          5927 non-null    float64\n",
      " 42  DEBT_INTEREST_PROCEED        3779 non-null    float64\n",
      " 43  BusinessType                 601200 non-null  object \n",
      " 44  OriginatingLenderLocationID  601263 non-null  int64  \n",
      " 45  OriginatingLender            601263 non-null  object \n",
      " 46  OriginatingLenderCity        601263 non-null  object \n",
      " 47  OriginatingLenderState       601263 non-null  object \n",
      " 48  Gender                       601263 non-null  object \n",
      " 49  Veteran                      601263 non-null  object \n",
      " 50  NonProfit                    17919 non-null   object \n",
      " 51  ForgivenessAmount            503999 non-null  float64\n",
      " 52  ForgivenessDate              503999 non-null  object \n",
      "dtypes: float64(13), int64(6), object(34)\n",
      "memory usage: 243.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "dc9814d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LoanNumber                          0\n",
       "DateApproved                        0\n",
       "SBAOfficeCode                       0\n",
       "ProcessingMethod                    0\n",
       "BorrowerName                        9\n",
       "BorrowerAddress                     6\n",
       "BorrowerCity                        5\n",
       "BorrowerState                       0\n",
       "BorrowerZip                         5\n",
       "LoanStatusDate                 157327\n",
       "LoanStatus                          0\n",
       "Term                                0\n",
       "SBAGuarantyPercentage               0\n",
       "InitialApprovalAmount               0\n",
       "CurrentApprovalAmount               0\n",
       "UndisbursedAmount                 321\n",
       "FranchiseName                  592982\n",
       "ServicingLenderLocationID           0\n",
       "ServicingLenderName                 0\n",
       "ServicingLenderAddress              0\n",
       "ServicingLenderCity                 0\n",
       "ServicingLenderState                0\n",
       "ServicingLenderZip                  0\n",
       "RuralUrbanIndicator                 0\n",
       "HubzoneIndicator                    0\n",
       "LMIIndicator                        0\n",
       "BusinessAgeDescription              0\n",
       "ProjectCity                         5\n",
       "ProjectCountyName                  26\n",
       "ProjectState                        0\n",
       "ProjectZip                          5\n",
       "CD                                 19\n",
       "JobsReported                        1\n",
       "NAICSCode                        5311\n",
       "Race                                0\n",
       "Ethnicity                           0\n",
       "UTILITIES_PROCEED              428859\n",
       "PAYROLL_PROCEED                   634\n",
       "MORTGAGE_INTEREST_PROCEED      586450\n",
       "RENT_PROCEED                   579596\n",
       "REFINANCE_EIDL_PROCEED         597671\n",
       "HEALTH_CARE_PROCEED            595336\n",
       "DEBT_INTEREST_PROCEED          597484\n",
       "BusinessType                       63\n",
       "OriginatingLenderLocationID         0\n",
       "OriginatingLender                   0\n",
       "OriginatingLenderCity               0\n",
       "OriginatingLenderState              0\n",
       "Gender                              0\n",
       "Veteran                             0\n",
       "NonProfit                      583344\n",
       "ForgivenessAmount               97264\n",
       "ForgivenessDate                 97264\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking for nulls\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9047ea6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.loc[df['BorrowerName'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1ce44d65",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 601254 entries, 0 to 601262\n",
      "Data columns (total 53 columns):\n",
      " #   Column                       Non-Null Count   Dtype  \n",
      "---  ------                       --------------   -----  \n",
      " 0   LoanNumber                   601254 non-null  int64  \n",
      " 1   DateApproved                 601254 non-null  object \n",
      " 2   SBAOfficeCode                601254 non-null  int64  \n",
      " 3   ProcessingMethod             601254 non-null  object \n",
      " 4   BorrowerName                 601254 non-null  object \n",
      " 5   BorrowerAddress              601248 non-null  object \n",
      " 6   BorrowerCity                 601249 non-null  object \n",
      " 7   BorrowerState                601254 non-null  object \n",
      " 8   BorrowerZip                  601249 non-null  object \n",
      " 9   LoanStatusDate               443929 non-null  object \n",
      " 10  LoanStatus                   601254 non-null  object \n",
      " 11  Term                         601254 non-null  int64  \n",
      " 12  SBAGuarantyPercentage        601254 non-null  int64  \n",
      " 13  InitialApprovalAmount        601254 non-null  float64\n",
      " 14  CurrentApprovalAmount        601254 non-null  float64\n",
      " 15  UndisbursedAmount            600933 non-null  float64\n",
      " 16  FranchiseName                8281 non-null    object \n",
      " 17  ServicingLenderLocationID    601254 non-null  int64  \n",
      " 18  ServicingLenderName          601254 non-null  object \n",
      " 19  ServicingLenderAddress       601254 non-null  object \n",
      " 20  ServicingLenderCity          601254 non-null  object \n",
      " 21  ServicingLenderState         601254 non-null  object \n",
      " 22  ServicingLenderZip           601254 non-null  object \n",
      " 23  RuralUrbanIndicator          601254 non-null  object \n",
      " 24  HubzoneIndicator             601254 non-null  object \n",
      " 25  LMIIndicator                 601254 non-null  object \n",
      " 26  BusinessAgeDescription       601254 non-null  object \n",
      " 27  ProjectCity                  601249 non-null  object \n",
      " 28  ProjectCountyName            601228 non-null  object \n",
      " 29  ProjectState                 601254 non-null  object \n",
      " 30  ProjectZip                   601249 non-null  object \n",
      " 31  CD                           601235 non-null  object \n",
      " 32  JobsReported                 601253 non-null  float64\n",
      " 33  NAICSCode                    595944 non-null  float64\n",
      " 34  Race                         601254 non-null  object \n",
      " 35  Ethnicity                    601254 non-null  object \n",
      " 36  UTILITIES_PROCEED            172403 non-null  float64\n",
      " 37  PAYROLL_PROCEED              600620 non-null  float64\n",
      " 38  MORTGAGE_INTEREST_PROCEED    14813 non-null   float64\n",
      " 39  RENT_PROCEED                 21667 non-null   float64\n",
      " 40  REFINANCE_EIDL_PROCEED       3592 non-null    float64\n",
      " 41  HEALTH_CARE_PROCEED          5927 non-null    float64\n",
      " 42  DEBT_INTEREST_PROCEED        3779 non-null    float64\n",
      " 43  BusinessType                 601191 non-null  object \n",
      " 44  OriginatingLenderLocationID  601254 non-null  int64  \n",
      " 45  OriginatingLender            601254 non-null  object \n",
      " 46  OriginatingLenderCity        601254 non-null  object \n",
      " 47  OriginatingLenderState       601254 non-null  object \n",
      " 48  Gender                       601254 non-null  object \n",
      " 49  Veteran                      601254 non-null  object \n",
      " 50  NonProfit                    17919 non-null   object \n",
      " 51  ForgivenessAmount            503992 non-null  float64\n",
      " 52  ForgivenessDate              503992 non-null  object \n",
      "dtypes: float64(13), int64(6), object(34)\n",
      "memory usage: 247.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e055ea45",
   "metadata": {},
   "outputs": [],
   "source": [
    "#add a few more columns to our df for analysis\n",
    "df['year_approved'] = pd.DatetimeIndex(df['DateApproved']).year\n",
    "df['month_approved'] = pd.DatetimeIndex(df['DateApproved']).month\n",
    "\n",
    "df['year_forgiven'] = pd.DatetimeIndex(df['ForgivenessDate']).year\n",
    "df['month_forgiven'] = pd.DatetimeIndex(df['ForgivenessDate']).month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "34739935",
   "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>LoanNumber</th>\n",
       "      <th>DateApproved</th>\n",
       "      <th>SBAOfficeCode</th>\n",
       "      <th>ProcessingMethod</th>\n",
       "      <th>BorrowerName</th>\n",
       "      <th>BorrowerAddress</th>\n",
       "      <th>BorrowerCity</th>\n",
       "      <th>BorrowerState</th>\n",
       "      <th>BorrowerZip</th>\n",
       "      <th>LoanStatusDate</th>\n",
       "      <th>LoanStatus</th>\n",
       "      <th>Term</th>\n",
       "      <th>SBAGuarantyPercentage</th>\n",
       "      <th>InitialApprovalAmount</th>\n",
       "      <th>CurrentApprovalAmount</th>\n",
       "      <th>UndisbursedAmount</th>\n",
       "      <th>FranchiseName</th>\n",
       "      <th>ServicingLenderLocationID</th>\n",
       "      <th>ServicingLenderName</th>\n",
       "      <th>ServicingLenderAddress</th>\n",
       "      <th>ServicingLenderCity</th>\n",
       "      <th>ServicingLenderState</th>\n",
       "      <th>ServicingLenderZip</th>\n",
       "      <th>RuralUrbanIndicator</th>\n",
       "      <th>HubzoneIndicator</th>\n",
       "      <th>LMIIndicator</th>\n",
       "      <th>BusinessAgeDescription</th>\n",
       "      <th>...</th>\n",
       "      <th>ProjectZip</th>\n",
       "      <th>CD</th>\n",
       "      <th>JobsReported</th>\n",
       "      <th>NAICSCode</th>\n",
       "      <th>Race</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>UTILITIES_PROCEED</th>\n",
       "      <th>PAYROLL_PROCEED</th>\n",
       "      <th>MORTGAGE_INTEREST_PROCEED</th>\n",
       "      <th>RENT_PROCEED</th>\n",
       "      <th>REFINANCE_EIDL_PROCEED</th>\n",
       "      <th>HEALTH_CARE_PROCEED</th>\n",
       "      <th>DEBT_INTEREST_PROCEED</th>\n",
       "      <th>BusinessType</th>\n",
       "      <th>OriginatingLenderLocationID</th>\n",
       "      <th>OriginatingLender</th>\n",
       "      <th>OriginatingLenderCity</th>\n",
       "      <th>OriginatingLenderState</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Veteran</th>\n",
       "      <th>NonProfit</th>\n",
       "      <th>ForgivenessAmount</th>\n",
       "      <th>ForgivenessDate</th>\n",
       "      <th>year_approved</th>\n",
       "      <th>month_approved</th>\n",
       "      <th>year_forgiven</th>\n",
       "      <th>month_forgiven</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6214548307</td>\n",
       "      <td>01/26/2021</td>\n",
       "      <td>304</td>\n",
       "      <td>PPS</td>\n",
       "      <td>BEDFORD FAMILY URGENT CARE INC.</td>\n",
       "      <td>1368 American Way</td>\n",
       "      <td>Bedford</td>\n",
       "      <td>VA</td>\n",
       "      <td>24523-2940</td>\n",
       "      <td>09/17/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>60</td>\n",
       "      <td>100</td>\n",
       "      <td>88459.95</td>\n",
       "      <td>88459.95</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>447640</td>\n",
       "      <td>Select Bank</td>\n",
       "      <td>211 Gristmill Dr</td>\n",
       "      <td>FOREST</td>\n",
       "      <td>VA</td>\n",
       "      <td>24551-2605</td>\n",
       "      <td>R</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>24523-2940</td>\n",
       "      <td>VA-05</td>\n",
       "      <td>7.0</td>\n",
       "      <td>621111.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88459.95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Subchapter S Corporation</td>\n",
       "      <td>447640</td>\n",
       "      <td>Select Bank</td>\n",
       "      <td>FOREST</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88898.61</td>\n",
       "      <td>08/06/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>1</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3199818509</td>\n",
       "      <td>02/23/2021</td>\n",
       "      <td>304</td>\n",
       "      <td>PPS</td>\n",
       "      <td>WHITE ELECTRICAL SERVICES LLC</td>\n",
       "      <td>2431 Bluff Rd</td>\n",
       "      <td>Roanoke</td>\n",
       "      <td>VA</td>\n",
       "      <td>24014-3903</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Exemption 4</td>\n",
       "      <td>60</td>\n",
       "      <td>100</td>\n",
       "      <td>88453.30</td>\n",
       "      <td>88453.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73215</td>\n",
       "      <td>American National Bank and Trust Company</td>\n",
       "      <td>628 Main St</td>\n",
       "      <td>DANVILLE</td>\n",
       "      <td>VA</td>\n",
       "      <td>24541-1320</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>24014-3903</td>\n",
       "      <td>VA-06</td>\n",
       "      <td>10.0</td>\n",
       "      <td>238210.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88453.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Limited  Liability Company(LLC)</td>\n",
       "      <td>73215</td>\n",
       "      <td>American National Bank and Trust Company</td>\n",
       "      <td>DANVILLE</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89151.10</td>\n",
       "      <td>12/07/2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>2</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5012337108</td>\n",
       "      <td>04/13/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>SOUTH BOSTON HARDWARE &amp; POWER EQUIPMENT INC</td>\n",
       "      <td>307 Broad Street</td>\n",
       "      <td>SOUTH BOSTON</td>\n",
       "      <td>VA</td>\n",
       "      <td>24592-4611</td>\n",
       "      <td>02/20/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88445.58</td>\n",
       "      <td>88445.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73481</td>\n",
       "      <td>Benchmark Community Bank</td>\n",
       "      <td>204 S Broad St</td>\n",
       "      <td>KENBRIDGE</td>\n",
       "      <td>VA</td>\n",
       "      <td>23944</td>\n",
       "      <td>R</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>24592-4611</td>\n",
       "      <td>VA-05</td>\n",
       "      <td>13.0</td>\n",
       "      <td>444130.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>11055.69</td>\n",
       "      <td>66334.20</td>\n",
       "      <td>11055.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corporation</td>\n",
       "      <td>73481</td>\n",
       "      <td>Benchmark Community Bank</td>\n",
       "      <td>KENBRIDGE</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89094.99</td>\n",
       "      <td>01/14/2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5288047410</td>\n",
       "      <td>05/12/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>COMPLETE CONTRACTING LLC</td>\n",
       "      <td>PO Box 39</td>\n",
       "      <td>Sutherland</td>\n",
       "      <td>VA</td>\n",
       "      <td>23885</td>\n",
       "      <td>06/17/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88445.00</td>\n",
       "      <td>88445.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225134</td>\n",
       "      <td>Truist Bank d/b/a Branch Banking &amp; Trust Co</td>\n",
       "      <td>214 N Tryon St</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>28202-1078</td>\n",
       "      <td>R</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>23885-0001</td>\n",
       "      <td>VA-04</td>\n",
       "      <td>11.0</td>\n",
       "      <td>531110.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88445.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Limited  Liability Company(LLC)</td>\n",
       "      <td>225134</td>\n",
       "      <td>Truist Bank d/b/a Branch Banking &amp; Trust Co</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89356.47</td>\n",
       "      <td>05/25/2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>5</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1687107207</td>\n",
       "      <td>04/15/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>NORTON TRACT &amp; ROLLER, INC</td>\n",
       "      <td>1509 MAIN AVE PO Box 566</td>\n",
       "      <td>NORTON</td>\n",
       "      <td>VA</td>\n",
       "      <td>24273-2209</td>\n",
       "      <td>01/07/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88437.90</td>\n",
       "      <td>88437.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>123348</td>\n",
       "      <td>New Peoples Bank, Inc.</td>\n",
       "      <td>53 Commerce Dr</td>\n",
       "      <td>HONAKER</td>\n",
       "      <td>VA</td>\n",
       "      <td>24260</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>24273-2209</td>\n",
       "      <td>VA-09</td>\n",
       "      <td>16.0</td>\n",
       "      <td>811310.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88437.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corporation</td>\n",
       "      <td>123348</td>\n",
       "      <td>New Peoples Bank, Inc.</td>\n",
       "      <td>HONAKER</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89037.31</td>\n",
       "      <td>12/28/2020</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   LoanNumber DateApproved  SBAOfficeCode ProcessingMethod  \\\n",
       "0  6214548307   01/26/2021            304              PPS   \n",
       "1  3199818509   02/23/2021            304              PPS   \n",
       "2  5012337108   04/13/2020            304              PPP   \n",
       "3  5288047410   05/12/2020            304              PPP   \n",
       "4  1687107207   04/15/2020            304              PPP   \n",
       "\n",
       "                                  BorrowerName           BorrowerAddress  \\\n",
       "0              BEDFORD FAMILY URGENT CARE INC.         1368 American Way   \n",
       "1                WHITE ELECTRICAL SERVICES LLC             2431 Bluff Rd   \n",
       "2  SOUTH BOSTON HARDWARE & POWER EQUIPMENT INC          307 Broad Street   \n",
       "3                     COMPLETE CONTRACTING LLC                 PO Box 39   \n",
       "4                   NORTON TRACT & ROLLER, INC  1509 MAIN AVE PO Box 566   \n",
       "\n",
       "   BorrowerCity BorrowerState BorrowerZip LoanStatusDate    LoanStatus  Term  \\\n",
       "0       Bedford            VA  24523-2940     09/17/2021  Paid in Full    60   \n",
       "1       Roanoke            VA  24014-3903            NaN   Exemption 4    60   \n",
       "2  SOUTH BOSTON            VA  24592-4611     02/20/2021  Paid in Full    24   \n",
       "3    Sutherland            VA       23885     06/17/2021  Paid in Full    24   \n",
       "4        NORTON            VA  24273-2209     01/07/2021  Paid in Full    24   \n",
       "\n",
       "   SBAGuarantyPercentage  InitialApprovalAmount  CurrentApprovalAmount  \\\n",
       "0                    100               88459.95               88459.95   \n",
       "1                    100               88453.30               88453.30   \n",
       "2                    100               88445.58               88445.58   \n",
       "3                    100               88445.00               88445.00   \n",
       "4                    100               88437.90               88437.90   \n",
       "\n",
       "   UndisbursedAmount FranchiseName  ServicingLenderLocationID  \\\n",
       "0                0.0           NaN                     447640   \n",
       "1                0.0           NaN                      73215   \n",
       "2                0.0           NaN                      73481   \n",
       "3                0.0           NaN                     225134   \n",
       "4                0.0           NaN                     123348   \n",
       "\n",
       "                           ServicingLenderName ServicingLenderAddress  \\\n",
       "0                                  Select Bank       211 Gristmill Dr   \n",
       "1     American National Bank and Trust Company            628 Main St   \n",
       "2                     Benchmark Community Bank         204 S Broad St   \n",
       "3  Truist Bank d/b/a Branch Banking & Trust Co         214 N Tryon St   \n",
       "4                       New Peoples Bank, Inc.         53 Commerce Dr   \n",
       "\n",
       "  ServicingLenderCity ServicingLenderState ServicingLenderZip  \\\n",
       "0              FOREST                   VA         24551-2605   \n",
       "1            DANVILLE                   VA         24541-1320   \n",
       "2           KENBRIDGE                   VA              23944   \n",
       "3           CHARLOTTE                   NC         28202-1078   \n",
       "4             HONAKER                   VA              24260   \n",
       "\n",
       "  RuralUrbanIndicator HubzoneIndicator LMIIndicator  \\\n",
       "0                   R                Y            N   \n",
       "1                   U                N            N   \n",
       "2                   R                Y            N   \n",
       "3                   R                N            N   \n",
       "4                   U                N            Y   \n",
       "\n",
       "              BusinessAgeDescription  ...  ProjectZip     CD JobsReported  \\\n",
       "0  Existing or more than 2 years old  ...  24523-2940  VA-05          7.0   \n",
       "1  Existing or more than 2 years old  ...  24014-3903  VA-06         10.0   \n",
       "2  Existing or more than 2 years old  ...  24592-4611  VA-05         13.0   \n",
       "3  Existing or more than 2 years old  ...  23885-0001  VA-04         11.0   \n",
       "4  Existing or more than 2 years old  ...  24273-2209  VA-09         16.0   \n",
       "\n",
       "  NAICSCode        Race          Ethnicity  UTILITIES_PROCEED PAYROLL_PROCEED  \\\n",
       "0  621111.0  Unanswered  Unknown/NotStated                NaN        88459.95   \n",
       "1  238210.0  Unanswered  Unknown/NotStated                NaN        88453.30   \n",
       "2  444130.0  Unanswered  Unknown/NotStated           11055.69        66334.20   \n",
       "3  531110.0  Unanswered  Unknown/NotStated                NaN        88445.00   \n",
       "4  811310.0  Unanswered  Unknown/NotStated                NaN        88437.90   \n",
       "\n",
       "  MORTGAGE_INTEREST_PROCEED  RENT_PROCEED  REFINANCE_EIDL_PROCEED  \\\n",
       "0                       NaN           NaN                     NaN   \n",
       "1                       NaN           NaN                     NaN   \n",
       "2                  11055.69           NaN                     NaN   \n",
       "3                       NaN           NaN                     NaN   \n",
       "4                       NaN           NaN                     NaN   \n",
       "\n",
       "   HEALTH_CARE_PROCEED  DEBT_INTEREST_PROCEED  \\\n",
       "0                  NaN                    NaN   \n",
       "1                  NaN                    NaN   \n",
       "2                  NaN                    NaN   \n",
       "3                  NaN                    NaN   \n",
       "4                  NaN                    NaN   \n",
       "\n",
       "                      BusinessType  OriginatingLenderLocationID  \\\n",
       "0         Subchapter S Corporation                       447640   \n",
       "1  Limited  Liability Company(LLC)                        73215   \n",
       "2                      Corporation                        73481   \n",
       "3  Limited  Liability Company(LLC)                       225134   \n",
       "4                      Corporation                       123348   \n",
       "\n",
       "                             OriginatingLender OriginatingLenderCity  \\\n",
       "0                                  Select Bank                FOREST   \n",
       "1     American National Bank and Trust Company              DANVILLE   \n",
       "2                     Benchmark Community Bank             KENBRIDGE   \n",
       "3  Truist Bank d/b/a Branch Banking & Trust Co             CHARLOTTE   \n",
       "4                       New Peoples Bank, Inc.               HONAKER   \n",
       "\n",
       "   OriginatingLenderState      Gender     Veteran NonProfit ForgivenessAmount  \\\n",
       "0                      VA  Unanswered  Unanswered       NaN          88898.61   \n",
       "1                      VA  Unanswered  Unanswered       NaN          89151.10   \n",
       "2                      VA  Unanswered  Unanswered       NaN          89094.99   \n",
       "3                      NC  Unanswered  Unanswered       NaN          89356.47   \n",
       "4                      VA  Unanswered  Unanswered       NaN          89037.31   \n",
       "\n",
       "  ForgivenessDate year_approved  month_approved year_forgiven  month_forgiven  \n",
       "0      08/06/2021          2021               1        2021.0             8.0  \n",
       "1      12/07/2021          2021               2        2021.0            12.0  \n",
       "2      01/14/2021          2020               4        2021.0             1.0  \n",
       "3      05/25/2021          2020               5        2021.0             5.0  \n",
       "4      12/28/2020          2020               4        2020.0            12.0  \n",
       "\n",
       "[5 rows x 57 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aaa6c838",
   "metadata": {},
   "outputs": [],
   "source": [
    "FirstRound = df.loc[ df['ProcessingMethod'] == 'PPP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "93c958e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "SecondRound = df.loc[ df['ProcessingMethod'] == 'PPS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e1fecd37",
   "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>LoanNumber</th>\n",
       "      <th>DateApproved</th>\n",
       "      <th>SBAOfficeCode</th>\n",
       "      <th>ProcessingMethod</th>\n",
       "      <th>BorrowerName</th>\n",
       "      <th>BorrowerAddress</th>\n",
       "      <th>BorrowerCity</th>\n",
       "      <th>BorrowerState</th>\n",
       "      <th>BorrowerZip</th>\n",
       "      <th>LoanStatusDate</th>\n",
       "      <th>LoanStatus</th>\n",
       "      <th>Term</th>\n",
       "      <th>SBAGuarantyPercentage</th>\n",
       "      <th>InitialApprovalAmount</th>\n",
       "      <th>CurrentApprovalAmount</th>\n",
       "      <th>UndisbursedAmount</th>\n",
       "      <th>FranchiseName</th>\n",
       "      <th>ServicingLenderLocationID</th>\n",
       "      <th>ServicingLenderName</th>\n",
       "      <th>ServicingLenderAddress</th>\n",
       "      <th>ServicingLenderCity</th>\n",
       "      <th>ServicingLenderState</th>\n",
       "      <th>ServicingLenderZip</th>\n",
       "      <th>RuralUrbanIndicator</th>\n",
       "      <th>HubzoneIndicator</th>\n",
       "      <th>LMIIndicator</th>\n",
       "      <th>BusinessAgeDescription</th>\n",
       "      <th>...</th>\n",
       "      <th>ProjectZip</th>\n",
       "      <th>CD</th>\n",
       "      <th>JobsReported</th>\n",
       "      <th>NAICSCode</th>\n",
       "      <th>Race</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>UTILITIES_PROCEED</th>\n",
       "      <th>PAYROLL_PROCEED</th>\n",
       "      <th>MORTGAGE_INTEREST_PROCEED</th>\n",
       "      <th>RENT_PROCEED</th>\n",
       "      <th>REFINANCE_EIDL_PROCEED</th>\n",
       "      <th>HEALTH_CARE_PROCEED</th>\n",
       "      <th>DEBT_INTEREST_PROCEED</th>\n",
       "      <th>BusinessType</th>\n",
       "      <th>OriginatingLenderLocationID</th>\n",
       "      <th>OriginatingLender</th>\n",
       "      <th>OriginatingLenderCity</th>\n",
       "      <th>OriginatingLenderState</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Veteran</th>\n",
       "      <th>NonProfit</th>\n",
       "      <th>ForgivenessAmount</th>\n",
       "      <th>ForgivenessDate</th>\n",
       "      <th>year_approved</th>\n",
       "      <th>month_approved</th>\n",
       "      <th>year_forgiven</th>\n",
       "      <th>month_forgiven</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5012337108</td>\n",
       "      <td>04/13/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>SOUTH BOSTON HARDWARE &amp; POWER EQUIPMENT INC</td>\n",
       "      <td>307 Broad Street</td>\n",
       "      <td>SOUTH BOSTON</td>\n",
       "      <td>VA</td>\n",
       "      <td>24592-4611</td>\n",
       "      <td>02/20/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88445.58</td>\n",
       "      <td>88445.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73481</td>\n",
       "      <td>Benchmark Community Bank</td>\n",
       "      <td>204 S Broad St</td>\n",
       "      <td>KENBRIDGE</td>\n",
       "      <td>VA</td>\n",
       "      <td>23944</td>\n",
       "      <td>R</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>24592-4611</td>\n",
       "      <td>VA-05</td>\n",
       "      <td>13.0</td>\n",
       "      <td>444130.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>11055.69</td>\n",
       "      <td>66334.20</td>\n",
       "      <td>11055.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corporation</td>\n",
       "      <td>73481</td>\n",
       "      <td>Benchmark Community Bank</td>\n",
       "      <td>KENBRIDGE</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89094.99</td>\n",
       "      <td>01/14/2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5288047410</td>\n",
       "      <td>05/12/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>COMPLETE CONTRACTING LLC</td>\n",
       "      <td>PO Box 39</td>\n",
       "      <td>Sutherland</td>\n",
       "      <td>VA</td>\n",
       "      <td>23885</td>\n",
       "      <td>06/17/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88445.00</td>\n",
       "      <td>88445.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225134</td>\n",
       "      <td>Truist Bank d/b/a Branch Banking &amp; Trust Co</td>\n",
       "      <td>214 N Tryon St</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>28202-1078</td>\n",
       "      <td>R</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>23885-0001</td>\n",
       "      <td>VA-04</td>\n",
       "      <td>11.0</td>\n",
       "      <td>531110.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88445.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Limited  Liability Company(LLC)</td>\n",
       "      <td>225134</td>\n",
       "      <td>Truist Bank d/b/a Branch Banking &amp; Trust Co</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89356.47</td>\n",
       "      <td>05/25/2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>5</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1687107207</td>\n",
       "      <td>04/15/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>NORTON TRACT &amp; ROLLER, INC</td>\n",
       "      <td>1509 MAIN AVE PO Box 566</td>\n",
       "      <td>NORTON</td>\n",
       "      <td>VA</td>\n",
       "      <td>24273-2209</td>\n",
       "      <td>01/07/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88437.90</td>\n",
       "      <td>88437.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>123348</td>\n",
       "      <td>New Peoples Bank, Inc.</td>\n",
       "      <td>53 Commerce Dr</td>\n",
       "      <td>HONAKER</td>\n",
       "      <td>VA</td>\n",
       "      <td>24260</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>24273-2209</td>\n",
       "      <td>VA-09</td>\n",
       "      <td>16.0</td>\n",
       "      <td>811310.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88437.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corporation</td>\n",
       "      <td>123348</td>\n",
       "      <td>New Peoples Bank, Inc.</td>\n",
       "      <td>HONAKER</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89037.31</td>\n",
       "      <td>12/28/2020</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6132267404</td>\n",
       "      <td>05/14/2020</td>\n",
       "      <td>304</td>\n",
       "      <td>PPP</td>\n",
       "      <td>COLDEN'S CONCEPTS, LLC</td>\n",
       "      <td>1505 Hibie St.</td>\n",
       "      <td>NORFOLK</td>\n",
       "      <td>VA</td>\n",
       "      <td>23523-1821</td>\n",
       "      <td>04/21/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88433.34</td>\n",
       "      <td>88433.34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225134</td>\n",
       "      <td>Truist Bank d/b/a Branch Banking &amp; Trust Co</td>\n",
       "      <td>214 N Tryon St</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>28202-1078</td>\n",
       "      <td>U</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>23523-1821</td>\n",
       "      <td>VA-03</td>\n",
       "      <td>13.0</td>\n",
       "      <td>238320.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88433.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Limited  Liability Company(LLC)</td>\n",
       "      <td>225134</td>\n",
       "      <td>Truist Bank d/b/a Branch Banking &amp; Trust Co</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89187.48</td>\n",
       "      <td>03/23/2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>5</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1715677201</td>\n",
       "      <td>04/15/2020</td>\n",
       "      <td>353</td>\n",
       "      <td>PPP</td>\n",
       "      <td>WASHINGTON STREET UNITED METHODIST CHURCH</td>\n",
       "      <td>109 S. WASHINGTON ST</td>\n",
       "      <td>ALEXANDRIA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22314-3100</td>\n",
       "      <td>04/13/2021</td>\n",
       "      <td>Paid in Full</td>\n",
       "      <td>24</td>\n",
       "      <td>100</td>\n",
       "      <td>88422.00</td>\n",
       "      <td>88422.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73056</td>\n",
       "      <td>Burke &amp; Herbert Bank &amp; Trust Company</td>\n",
       "      <td>100 S Fairfax St</td>\n",
       "      <td>ALEXANDRIA</td>\n",
       "      <td>VA</td>\n",
       "      <td>22314-3340</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Existing or more than 2 years old</td>\n",
       "      <td>...</td>\n",
       "      <td>22314-3100</td>\n",
       "      <td>VA-08</td>\n",
       "      <td>20.0</td>\n",
       "      <td>813110.0</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unknown/NotStated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88422.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Non-Profit Organization</td>\n",
       "      <td>73056</td>\n",
       "      <td>Burke &amp; Herbert Bank &amp; Trust Company</td>\n",
       "      <td>ALEXANDRIA</td>\n",
       "      <td>VA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Y</td>\n",
       "      <td>89200.60</td>\n",
       "      <td>03/16/2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   LoanNumber DateApproved  SBAOfficeCode ProcessingMethod  \\\n",
       "2  5012337108   04/13/2020            304              PPP   \n",
       "3  5288047410   05/12/2020            304              PPP   \n",
       "4  1687107207   04/15/2020            304              PPP   \n",
       "5  6132267404   05/14/2020            304              PPP   \n",
       "8  1715677201   04/15/2020            353              PPP   \n",
       "\n",
       "                                  BorrowerName           BorrowerAddress  \\\n",
       "2  SOUTH BOSTON HARDWARE & POWER EQUIPMENT INC          307 Broad Street   \n",
       "3                     COMPLETE CONTRACTING LLC                 PO Box 39   \n",
       "4                   NORTON TRACT & ROLLER, INC  1509 MAIN AVE PO Box 566   \n",
       "5                       COLDEN'S CONCEPTS, LLC            1505 Hibie St.   \n",
       "8    WASHINGTON STREET UNITED METHODIST CHURCH      109 S. WASHINGTON ST   \n",
       "\n",
       "   BorrowerCity BorrowerState BorrowerZip LoanStatusDate    LoanStatus  Term  \\\n",
       "2  SOUTH BOSTON            VA  24592-4611     02/20/2021  Paid in Full    24   \n",
       "3    Sutherland            VA       23885     06/17/2021  Paid in Full    24   \n",
       "4        NORTON            VA  24273-2209     01/07/2021  Paid in Full    24   \n",
       "5       NORFOLK            VA  23523-1821     04/21/2021  Paid in Full    24   \n",
       "8    ALEXANDRIA            VA  22314-3100     04/13/2021  Paid in Full    24   \n",
       "\n",
       "   SBAGuarantyPercentage  InitialApprovalAmount  CurrentApprovalAmount  \\\n",
       "2                    100               88445.58               88445.58   \n",
       "3                    100               88445.00               88445.00   \n",
       "4                    100               88437.90               88437.90   \n",
       "5                    100               88433.34               88433.34   \n",
       "8                    100               88422.00               88422.00   \n",
       "\n",
       "   UndisbursedAmount FranchiseName  ServicingLenderLocationID  \\\n",
       "2                0.0           NaN                      73481   \n",
       "3                0.0           NaN                     225134   \n",
       "4                0.0           NaN                     123348   \n",
       "5                0.0           NaN                     225134   \n",
       "8                0.0           NaN                      73056   \n",
       "\n",
       "                           ServicingLenderName ServicingLenderAddress  \\\n",
       "2                     Benchmark Community Bank         204 S Broad St   \n",
       "3  Truist Bank d/b/a Branch Banking & Trust Co         214 N Tryon St   \n",
       "4                       New Peoples Bank, Inc.         53 Commerce Dr   \n",
       "5  Truist Bank d/b/a Branch Banking & Trust Co         214 N Tryon St   \n",
       "8         Burke & Herbert Bank & Trust Company       100 S Fairfax St   \n",
       "\n",
       "  ServicingLenderCity ServicingLenderState ServicingLenderZip  \\\n",
       "2           KENBRIDGE                   VA              23944   \n",
       "3           CHARLOTTE                   NC         28202-1078   \n",
       "4             HONAKER                   VA              24260   \n",
       "5           CHARLOTTE                   NC         28202-1078   \n",
       "8          ALEXANDRIA                   VA         22314-3340   \n",
       "\n",
       "  RuralUrbanIndicator HubzoneIndicator LMIIndicator  \\\n",
       "2                   R                Y            N   \n",
       "3                   R                N            N   \n",
       "4                   U                N            Y   \n",
       "5                   U                Y            Y   \n",
       "8                   U                N            N   \n",
       "\n",
       "              BusinessAgeDescription  ...  ProjectZip     CD JobsReported  \\\n",
       "2  Existing or more than 2 years old  ...  24592-4611  VA-05         13.0   \n",
       "3  Existing or more than 2 years old  ...  23885-0001  VA-04         11.0   \n",
       "4  Existing or more than 2 years old  ...  24273-2209  VA-09         16.0   \n",
       "5  Existing or more than 2 years old  ...  23523-1821  VA-03         13.0   \n",
       "8  Existing or more than 2 years old  ...  22314-3100  VA-08         20.0   \n",
       "\n",
       "  NAICSCode        Race          Ethnicity  UTILITIES_PROCEED PAYROLL_PROCEED  \\\n",
       "2  444130.0  Unanswered  Unknown/NotStated           11055.69        66334.20   \n",
       "3  531110.0  Unanswered  Unknown/NotStated                NaN        88445.00   \n",
       "4  811310.0  Unanswered  Unknown/NotStated                NaN        88437.90   \n",
       "5  238320.0  Unanswered  Unknown/NotStated                NaN        88433.34   \n",
       "8  813110.0  Unanswered  Unknown/NotStated                NaN        88422.00   \n",
       "\n",
       "  MORTGAGE_INTEREST_PROCEED  RENT_PROCEED  REFINANCE_EIDL_PROCEED  \\\n",
       "2                  11055.69           NaN                     NaN   \n",
       "3                       NaN           NaN                     NaN   \n",
       "4                       NaN           NaN                     NaN   \n",
       "5                       NaN           NaN                     NaN   \n",
       "8                       NaN           NaN                     NaN   \n",
       "\n",
       "   HEALTH_CARE_PROCEED  DEBT_INTEREST_PROCEED  \\\n",
       "2                  NaN                    NaN   \n",
       "3                  NaN                    NaN   \n",
       "4                  NaN                    NaN   \n",
       "5                  NaN                    NaN   \n",
       "8                  NaN                    NaN   \n",
       "\n",
       "                      BusinessType  OriginatingLenderLocationID  \\\n",
       "2                      Corporation                        73481   \n",
       "3  Limited  Liability Company(LLC)                       225134   \n",
       "4                      Corporation                       123348   \n",
       "5  Limited  Liability Company(LLC)                       225134   \n",
       "8          Non-Profit Organization                        73056   \n",
       "\n",
       "                             OriginatingLender OriginatingLenderCity  \\\n",
       "2                     Benchmark Community Bank             KENBRIDGE   \n",
       "3  Truist Bank d/b/a Branch Banking & Trust Co             CHARLOTTE   \n",
       "4                       New Peoples Bank, Inc.               HONAKER   \n",
       "5  Truist Bank d/b/a Branch Banking & Trust Co             CHARLOTTE   \n",
       "8         Burke & Herbert Bank & Trust Company            ALEXANDRIA   \n",
       "\n",
       "   OriginatingLenderState      Gender     Veteran NonProfit ForgivenessAmount  \\\n",
       "2                      VA  Unanswered  Unanswered       NaN          89094.99   \n",
       "3                      NC  Unanswered  Unanswered       NaN          89356.47   \n",
       "4                      VA  Unanswered  Unanswered       NaN          89037.31   \n",
       "5                      NC  Unanswered  Unanswered       NaN          89187.48   \n",
       "8                      VA  Unanswered  Unanswered         Y          89200.60   \n",
       "\n",
       "  ForgivenessDate year_approved  month_approved year_forgiven  month_forgiven  \n",
       "2      01/14/2021          2020               4        2021.0             1.0  \n",
       "3      05/25/2021          2020               5        2021.0             5.0  \n",
       "4      12/28/2020          2020               4        2020.0            12.0  \n",
       "5      03/23/2021          2020               5        2021.0             3.0  \n",
       "8      03/16/2021          2020               4        2021.0             3.0  \n",
       "\n",
       "[5 rows x 57 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "FirstRound.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f26b99f",
   "metadata": {},
   "source": [
    "## Categorical Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6971d116",
   "metadata": {},
   "source": [
    "### Univariable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "74d02522",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='ProcessingMethod', ylabel='count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## count the how many records there are in each processing method\n",
    "sns.countplot(df['ProcessingMethod'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2e944edb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='BorrowerState', ylabel='count'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(df['BorrowerState'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "646af0f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='LoanStatus', ylabel='count'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(df['LoanStatus'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c82c9028",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Ethnicity', ylabel='count'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(df['Ethnicity'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "15af8ab9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Rotate the ticklabels\n",
    "plt.figure(figsize=(15,6)) # this creates a figure 8 inch wide, 4 inch high\n",
    "ax = sns.countplot(x=\"BusinessType\", data=df)\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=40, ha=\"right\")\n",
    "#plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a9e3cfc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MqfXGki4E1gHmkPQEGdl1NDBK0m7AY8C2ABHxgKRRwIPAeGDviHirvNVeZETatMA15QFwJnCepDGk5bJ9ea9xkg4D7irHHRoRPYMNjDHGVKaagomIT05k13oTOf4I4IhexkcDy/Qy/jpFQfWy7yzgrEkW1hhjzGSnryzyG2OMGWBUs2DMlMPqJ63e+jlv2/e21s9pjPnPsAVjjDGmClYwxhhjqmAFY4wxpgpWMMYYY6pgBWOMMaYKVjDGGGOqYAVjjDGmClYwxhhjqmAFY4wxpgpWMMYYY6pgBWOMMaYKVjDGGGOqYAVjjDGmClYwxhhjqmAFY4wxpgpWMMYYY6pgBWOMMaYKVjDGGGOqYAVjjDGmClYwxhhjqmAFY4wxpgpWMMYYY6pgBWOMMaYKVjDGGGOqYAVjjDGmClYwxhhjqjCk2wIYU4Ob11q7K+dd+5abu3JeY/oitmCMMcZUwQrGGGNMFaxgjDHGVMFrMP2Ixw5dtivnXeCb93XlvMaY/o0tGGOMMVWwgjHGGFMFKxhjjDFVGNAKRtLGkv4oaYykA7otjzHGTEkMWAUjaTDwfWATYCngk5KW6q5Uxhgz5TBgFQywCjAmIv4cEW8CFwFbdlkmY4yZYhjIYcrzAo83tp8AVu2SLMZw8hev7sp59zl+84nuO2LHbVqUZAIHnX9JV85r2kUR0W0ZqiBpW2CjiNi9bH8aWCUi9m0cswewR9lcHPjjZDr9HMDfJ9N7TS4s06TTF+WyTJOGZZp0JpdcC0bEsN52DGQL5glg/sb2fMCTzQMiYiQwcnKfWNLoiFhpcr/v/4JlmnT6olyWadKwTJNOG3IN5DWYu4DFJC0saSpge+CqLstkjDFTDAPWgomI8ZL2AX4BDAbOiogHuiyWMcZMMQxYBQMQET8DftaFU092t9tkwDJNOn1RLss0aVimSae6XAN2kd8YY0x3GchrMMYYY7qIFYwx5j0pQTJ9Aknq7Xm3keR7aS/4Q/kPkTRE0jp95UfXl35kTfqiXKV8UJ+jr92cetzENwS+LmnqLorUkWVwNHz60Qf8+5JmkjQoIt6WNGO35YF3//a6+VvsUxd2P2EN4CRgTUldDZKQpM6PTNJizRtoty6qznkjIiQtImkZSTN1Q5Yecg2KiLfK83UkTd0XbuzlO3xb0ryShkmatdsyNa6pVYHPAj+KiDe6KVPn+5M0i6QzJB0s6f3dlKmwPnC6pGWBH0qar5vC9LgnzALdVcRd/4H1F1SIiJuA88kKAEt3UZ7BjQvpK8B1wEmSPgvdu6gaMu1I1n/bCzhW0mrdkKfI0plhTiXpMrII6ilAd+qkNCiKeBMynH4v4FpJM3dDlqbClbQccDgwLfCnMta1mXD5/hYmI5+eAj4A7CNp9W7I0/msIuIyYF3gNuDYiHiim5O7xu/vs8AoSRdLWlvSdN2QyQpmEomCpM2A5ckKzWdIWrBL8nRm418Apgc+AtwCrCRp527I1EHSYsB2EbEK8DBZA+65bslTbk7zAGcCv4iIpYF7gdUktV4AtWNpShokaQngq2Qh1rvJGnoLd0GmjhIeImlIRPwO+C4wnrTWB3dzJixpGPAd4M2I+AawN/AGsKGkZdqWJyLeLnLNA1wMvAQsV3YPbVueIlNHuewCbATsSZa/2gLYrhsyWcH8BxQz+HDgW8AKwKPAl7vl1pC0CHA8MENEPArcAFwLrC1p0xblWKPxfFHgFWCcpANJK+HTEfGwpEUltfLj68X9NT9ZzaEzk/sx8Ffy5rluGzJ16EwOyk3qFeDnwJrAIcBWEXFvUdKt0FAu7ycnKYcXS+9nwK9I5bd8W/IUmXqul70C3ASsLmnFiHgBOAuYHdiu3Ojbkk3l7+eBXYEDyUnUsZK2iog3Jc3WojxNy3MN0q35eLknHAY8CKzalXW0iPBjIg9gcI/t+YHLgfeV7enLl/ddYKbKsqjxfHpguvL8E8A/gHnL9vuA/YDzgFna+HzK/38p6RI7GJgFuAL4DTBNOWZt4IfAsDa/N2AYMGN5vhvwELBE2X4/cAzw+Z7fdQsyfg34Ufku/wLc39i3JHAGsEBlGRYEBpXn8wO3k/2TViBv6MNJhXw8cCLwgZY+m+b39yVykrJI43MbBcxVttcFdm/5u+t8ZsuT5af2LNubl89tR+DXwMotyjSM9BpQrufrgdXK9rTA6M5n2Opn1fYJ+8ujcRFNR84ulwZmKjfRtUirAdK98QiwdEtybQNcWRTIsmXsm8CYxg1/IWDuynIsAXy1PF8YeBG4ubF/D+Bkcgb1KeB3wA4tf4enAJcAtwJLNr6vWykTgqJk1KZc5bwLki67GYGPksVZNwF2Bu4Ddqt8/hWAHwAfK9tzkhOT4aSr7lNlfNqy71CKom7p85muXOenAl8mJwYzAtMAx5Xrf1AXvrf3kR6Mecr2RsDVwNZle8fyvW5RWQ712F6OdNNtSHqmvka67oYDmwF3UCbGrX5ebZ+wPz2AxYB7ygX1ZPmi9i1f3AGkeXwZsG5FGWZrPP9suTkOK+cdDaxa9p0HPNTiZzNduUnOCawEfJJcZ9m27J+enOF9m5z9Dm/5uzsPOLU8/135Hjuz4JHATS3JsRKwVnm+GhMmBXMAFwKrl+1dgBPK2DotyDW43LiPJN07c5L9kx6lWE5FuXwXmKMFeXreMHcnrZepSYvlTxQrD1gAOBdYvgW5BvXYXgk4jZzUDS1j+5Lu1nXL9lRtXFvlXLMzYWK5NTnRfH8Z/1G5R5xPZWt4ovJ146R99dHLRX42afYOKT++T5bxzYGDyk3+wxXl2Rb4WmN7h3JT342MWjmDjB6br+w/rIXPaFDj+UzkzOizZXsD0pJZrGxv2NvnWvO7A4aUv+sXJXdeUXCnkS67mYAZOrJVlml6YCvSZTgtMIIMLtgDmJt0b97a4zVD2vicyvMTyHW7kcCs5br+G+miG16usaNavqZWKkpluvK4HPhK2fcX4MryfLqW5dqcTFEYTHo0TgL2bey/H/hC7Wu9x/e3Nhl9uETj+v9yuc6nJXtcHQUcVPuzmqi83TpxX3v0+OL+r3x5e5Om5m8p7p3Ozbw8b2WmAny58fwDwPWN7WfKDWKalj+vztrKuuUmtXnZ/kK5EVwLnN6yTOsVRTJL2d4IuKo8n5GMOjqiJVmmajxfgZxxz1JuoAeWG9IWpMWyRMuf0wzkxOQQ0qVzBTlhmr5c8xeTgQd7tizX/5Hu5uXL9tTkJGqpsn0CacFP37Jcp5Ou1nPItY0FSGthFLk+dTnFXVxZjnetE5bP5HTSdTeItEQf6NwjSPfrBcDGbX5m/5KvGyftyw/SNL+kfGFHA38GPtjY/0uKf7rS+cW7Z+N/AI4rz99HRvp8mHRtXAqsX/kzmaF8FlOV7YvLTWnjsr19+eGtVLY/SllwrCzXkMbz7ciJwBaNseHluxwOfIX03c/bglzLA5uU5x8rn8dRZARiZ+1uJ9ICfpvsvFpTnp6W+WLALY3tj5Sb0F5MWHusGrRSzrFE4/la5ML4go2x2cn1jGPKvm+2INPswN6N7W2BE8rzk5hgQQ0FPkRax/vVlqshzxykojsS2KWMdbZnB1YEjgBGlH3TNe9fbT+m+GrKPZKTNiRvApdHxFEl9v4Kctb0Imkm3xIRB7Qg10fJKJBvSJqdVCqnRMT3S+7L5uRazGci4jcV5ZgH+Dhp0b1AzpIeAV4mXQZXRMTFkr5Eib2PiD/Xkqch1yeAv0XEr8r2kcDoiLis5Gy8VcK4P0G67l4BtomINyvLJXLB9QDScrkgIr5VEgI/DjwXEUeUY+cD5o+I2yvKMygm5GzMHBEvlueXkdf5eWX7FFIxHh8RlzR/F5XkGgE8ExE/L9tbA+tFxN4lnHZ8+Q6XBRYFFo2I42rJ05BrFfIGfXFEnCFpPfI6Xx34U0TsVcKCl4yIB1r4nJr3pzlJb8FF5JrPNmRAyFGkFTOoyLpTRNxYS6b/iG5ptr7wYIKlMHX5OyMZZvsTitYnL+4dga8Dn2hJrs+Qs/F1G2MrkAt465ftxWgn5Hdx0t11IOlG+V1j3x5kJFJncfNY8kZQW6bBlKABYLny93Jg/x7f5wzkj26utq6l8nyu8l3dCaxRxoaSlsxJHTlbkKm5hnAsGVJ7etnei7yRdqLFTgG+SOU1oIY8Q8mIsL3IKMTFgN/TCO0lg2qqL+T3kGsaMprvatL9uyiZrPiNxjGHk56DaakYydbjmvoQsAw5yeyMzULmBq1WrvVF6EIo8nv+D90WoNsPctb9U9LM3KBc6N8gfZvVb0xFhvWYEJEiMvpjIzK4YF0ydHW2cuG/RMONUFGmdYCZy/PdyDDatUlXRXNN6AByfWHxlj6rTsTMTKSb6Qdk1MxKwGMNxfNh0upr47Nq3shnLX/nBT5d5OtEik1NRh4eSnGVtfSZfZFc61mAbCV+MDAfGTTya9JCP60FOT5KRst1Po+FyInBF4s8O5ML1OuTkVkP0kL0IRl8MZgJ7sFZiiw/IV3Su5BrUseQEVm/pIXJXUO+XcjE4I+SZXIWb+w7FvjoxK7Hbj+6LkBX/3nYuPy45ifDMe8vF9fK5WI6gfpRPXuTfviTmRCldiBwI+meu4D01R9T9rUR/bQN8Cy5wNpRfCeRft71ijyduP9Zyo2+tVwSYFkysGGLcrM+nIzK+iRpOZxChiZv1YIszVnmYeWGeSppcc5IhrN+j5y47E7ONqsndZKW2yCyXMhtFOubXAS+kwnJgbPSwuSAzD+6t/yu/gl8pIyvRkb67UKuIezJhPylhVuQa63y+zsVOLAxPgsZ4HMhOTEYTk4YPt/C9zas8bvbrdwDOsnBB5DejblJq+UWSmpAX3x0XYCu/vNpgn+s3JjuoLgzyr71y82/6myAXGD9FWmdjCk/tI+Vm2gnW3kEcGZ5Xu1GzoQZ3FByxvRIuYGvWT6jb5HKd3syCmn1Lnxna5M+546C6+TaHFB+nO8HVqGyq6B8Rgs3tk8lZ7fzANeQCm6Bsv0tMr+kqpXAO5Vd57v8QJHteGChMrYCaZFu3dJ39jkysrCTX7M3qfQ6Mm5DVnnYmglu61YmLKR77oEi40jSjbgiadHMUj63s2vfB4osC5BW0yFMcDsfQlp1OzQ+r5PLcXcBX2/jc/qv/6duC9DqPzvh4j2ItFo+SWYtX00utkK6pvZuWa7RZLTK/GSY791MsGZ2LxfSepVlmB/YhwmRYMPJGfmB5YZwNmm5dNaADqAda6pnuZ4zSNfJpo2x9chonq/QQggr6brck1TCc5exrcrf08pndRRwMxPWg5atLFNTuWxfPqfdyfWgD5bPZ18muPA2Ad5f+7Mq59qJtOK2LNtDy818+cYxI0iLvRVXaw/5vgH8oDz/HBkR+b3yPX+QtN5XqCzDOqQHZS/eWd5oCLlWdnTzGiJd5gs1tvuMW6z5mCKiyDqRGI2ifqeTrq9dJN1EXtgXkUmMPyAX0ka2IFdHnq3J5MRjSnTP/MCbZI2xuYCPR8SYyrIsQPrClyBdA2PIYIMbyeS7z5BK5e+kdfVyVL54OtFg5fmaZDb+q2To6uNkxFMnKmon4J8RcWFNmRqyrUDOvIeSybD/LJF/u0fE1iX66XoykbJqWwBJs0bE8+X5geQk6RhSCb5c/g4no9geJC2pt2rKVGTp/O46CnlB0nL5LGlZvUqum91KWqFLRcTva8vVi3yrkxOEL0s6ifys/g4E6ar7cUS8XFGOqUhX3AWR5f8748uSbrDfk5bUX4DLIuLh3v6PWvL9LwzoasrNvgylpPeNklYmZymS9GHyYl+OnLEcS5qc1ZULTCj5TZZY2UDSaOCViFiZdJN9H1iltnIpsjxG+smvISNkliH99ZtHxNMRcViR5xEyybL6BR0Zpjq7pJ+Ss+DTyMi1A8hF/G0lTV+OPbe2cpH0cUmfLOf7LZkPNANpOUH+nv6u7Gy4EWnFHFhZpp2AI5WdFWciy+uvR4kyJNc7jouIX5K++xfaUC7wr143iojxZODK86TL56mI6ARmXEhaCcu1qVw68pWnDwHrSXqIdJmtGhGbkNWaL6mpXAqzlPPe1hkoLTc6JalWJtcZ1wCWbd7XoG909pwYU4QFAznLI39gvyVn5L8hM75PKTeEt4BpI6IrfUsknUO6LNb4twfXl2Vf0kp5kgzR/lJEXFFmotHWDarIchK5RnULaWleEZmjtBq5GHwIma1f25paiOxtM4R0V7xGWgnrkcEio0m/+EgyuW1WMoGy6s1J0vqku+upiPh2aYewAWmNbkqu8Z0KnBMRB9eUpcjTscqb+RudsXlJN+wL5Ez8kdry/Dsasu1AfmarRRe6d0o6Hzg3Iq4t218iLfaZSOtqhKRlI+K+tmX7XxiQFkyP/giflfRlMlHyBPIGMJ5c69hV0rCIeDkiXu2WcimcCDygbJvb1e8lIk4iXQOvkGGaO5QkvfE1lUvP/7u4DiBDty8ERhXlMk9kcuJBZAHENqypv5DK9ikyCmsF8jvbjnRhbElWCdgW2CsiPlxLuSjpdFS8ngyhXUzS7hHxT2Bm4K6IeJ301V9EhtZWpbg0O1b5VI1dHUvmb+R1NQzYWS30TJE0h6SfKruGvqPPTJGpI+89pPtwlrZ/f2VS8CzZ62ZBgIj4dkTcQJY3QtKMHeXS7fvDf0JXe8rXoIfffgky8/U00g21MFlLbH9l17ejyQXRk7olb4OHyaSu5o+0a0TEtZKuI29Qf+usddSi+WMvN4N7IuJpSX8mw1i3ioiflsMPlfSTiLiypkw9ZIuIGFUyvUeQIatzki6MT5CWzKyStivuxlqydDLzO91VZyBrYs1OunkeJYNCDpE0P+le2ayn374Gjd/d98nP4nFyUnB3sX7Hl+dzk3lA42rKo6xCcQ2pYG/qyNjxWETEq53PMyIeLFbqohHxTEWZFiWtpE4FhcFl/W4keT/aTtKtEfEbSZuTLtbjm5OVvnB/mFQGpItMWVLhPHIW9/WyWLYWWSX2U6TL5yxJ85ZZVZ9A0tTdMM+7jd5ZzuR4MqFsDOkS6ywKd3KVvgaMi4gduijjlcCLEbFT2X4fqXT+2FykrSBD0+30TTLM/sCIuEFZTmhbcl3jcHIB/YOkoq5umZd1gUHkWssLZNhxJ7x9i4h4vDn5a4PikvsGWY35pcb4gcCaEfHRsj0kIsZLGloswFryDCLD6l8ExsaEAJWOm251sp/LDqRbeGXSGr6llky1GXAKRtIs5EU+KiJ+WMamjYjXygL/5WTnvl1bWLwz/4bGj2sqModlp4g4UNI2ZBLeg2Q48NdI1+bLEXFMGzL1GBMZCvpWuVH8CvhlRHy9piyN8+8KvBoRF5WZ9vcjYlNl3a7FyGi2B8l1hKWBL0TEs5VlmpkM+HhG0gzkutTpZCmcF8oxh5Eht5+vKctE5FuIjE57hnRBjSEnLHOSk5jDIwMQOsdXi8aSNE1xWXYmwOeTydM39FS8yohOkQE/z9WUqzb9XsH0vBlImoOMgjqZdBssTybnfToi7ipK5rlooSCjmTQkfYBU/A+TyXgrlvHdyGCDmyLiipZk6eli/UdEPN7Y35ntzkfmLewUEVdVlmka0hU3Pfk53V8evyBvRJ0b5qrk7HjB4r+vKdNgsuDqHOSaz9qku/ka4PYoBWElfQxYsS1F3Iucy5PW5fSkhTU9qZA/RCqb86Ny1Gi5jtaILJ65PRk8swyZzP2ViBgzMeuut8lOf6JfK5gebouNgD9HxCPKSrsHkvXFRpMz4WHkl9l//+EBQM/ZmKQlSevkctIquJfMQzpc0rTA/mQBwm/XXgfqIedIMgt/LuDEiDi/sa9TrXnJiPhDZTk6uRrzkCHa05Lh9IuQbt/rIuI+SYcCj0fE6TXlKTJ1/v/5gZ+RJXH2i4gri9VwDRnhdwqZs/RS2d+V356kvciE2IPL9nDSVf6DiHig4nlnbrjBziZdhr+OiJ2KFbMH6bbfMyJeaduF2Ab9JhqhJz0WhTs5LOcq48cvIbOEv0OWs14DGGPl0n16KJdZyWzzDwKPFZfOmsB+kraPiNfIxNejaysXvTPy8DRyQXpzYCzwHUmbNv6Ht8rfqsqlnKMTgfUU6SocRIb6PhERJwAPKsPKt6GRR1GLMqnr3AQ3IINoRucuzRUZbbczuR50MTmJ/Vzbv73i0uzwBzLoYD9Ja5DRf6NrKpfCiZI6rRimIRM37yjbY8nIyGfJtUUGmnKB/m/BDCWbSBERn5f0cfKiv5WcRc1Nlje5IDJR0HQRZc+R2chqvn+JiDeUGfG7k1nKP4qIJ8rN/GoyL+jRFuTqWAlzkes8s5O5UqeTmeZ/IK+zTSLi7hbk6emTb1rqa5I1ux4lq1ivTbbJ/URbASvFstyZzLzfV9KWpIK7JEpkX1kLfbu5uF5JlmbgwxzAmz3PWayF9cj21VMDZ9V0a/b4vu4hc7e+VdzzXyd7zfyo7F+VjEj8dlHOA4p+pWB6ca+8nwxBHhwR65ax3cnM/BvJWlBLRmlKZbqHMjT0MtL/fSZZKHLXsu8j5E3zAVLJvCRp9YioOiNXhoE+FRGjlVnwPwYOiYjbJX2IbK+8aTl2DJmcu0vUjTRqrgFtB9wQPaLAJG1BTqQeiIjTasnSOF/PUkvfI91zR0XEqHLMvmRwwRtkJNQW0WIipTLtYB+yWsDdwKER8Y+e/weZTP1qi3LNRk5QDomIUyXtSEaJfZO03J8DrokBGj3ab1xk5eLuzFQWkjRTRPyJTJh8TdLnACLiDDJMcgXgdSuX7lNuUC+TroDHyf47U0s6W9JWZI7C1WQV24+Vl1Xr8thgaeACZbj6S2Ri6Z/KvjeBf0jaSdJRZK7JF9pQLpKGSvoJWW6muV8AZfb9APB0LVka5/zX7460PiGrJzwKLKmMHusk5/6MvMHv2rJyWYtcz9iKCS7X3Tvyl7+dXKZWlIukfSTtH5nrsxlwjKS1y1relWQY9+bAzwaqcgH6XzVl4EukH/MC4KAytgFZZnvbsj0dLVTV9eM//u7mJaP7hpXt35GhtVeTN4V9aVSIrSjHkMbz48lorJnIRemZGvt2Jq2tS6nbufBDTGjuJjKw4XsTOXZQ82+L393ny+d0DHkjX4ScGGxDqRjdoiw9K2wPJ5Mph5Tt5UgFuFyLMg3psb1eubY/WrY/TU4IOi0LPtDzOx2Ij35jwQAoS758hDTPnwAOk7RLRFxHLuzvL+kDkWVf/vFe72W6wtNkYb/PSjqZdA+sSFau3Yr0jf+lpgDFShgvaSpJS0fEF8mCkL8ildzxkr6qLGr5Klkd+eNRKVRU0jBygtQpERJkxOOrZf/Qjtxl/9vNv20gaX/yN/cZsmfJbpFh/t8j3VJr9VhUrymLIq28WSR9UJlgOpbs37KopKki4ndkXbhZWpDnfcpyU+OLTNsW78oNZLHTwyUtF5m5fz4TFvkfKa/vE5U7atGnFYzeXXPnWnLG9HXyB7kpcKqk1SLiXDJDv3pJDPOf07kxkIvl3wDmiYh1IyPFdgUOa2NSUG5OnbLxm5ThrckaY0FaK5DRbG+WG34VJH2L7NvynbJ9Y9l1d9leJCa45D4vacVasvSQq6eyeJtM4NyZCR1MiYjLyWoLc9f8nJoyRUQo86buJ6+ja8mJy2iyGvguysKVm5CKp5o8kpYmkzdPUCa8rkx2Wd28yHpekW+UpDkj4ktFrs5EghiAkWPvoNsm1MQeTHAFzE/6yjtulQXJ2clsZfsOMlO3VTPdj4l+b+9qB8yEYBKRrqgTgQ+XsWlalm8uUrlsX7aHkLPfYeS6xjYtyTEd6ebdgtJMjlz/+RZZKPI0slz8HqTSO7+3z7aifMNIxTuEzFN6Azipsf9TwMdakqXZTG1+Uvl3OpqeTOaWQCZ6focM1vhQC3INJi3fXwFHlrER5frerPE9j+3sn9Iefa7YpaTZI+K5yGiVNchY+luA+UpUzfPkYuzqkhYmFxYvj4G8UNaPiLQQFiDXU24nf/xPN6KjXlKWhTmQ7DXzek15eob8km65+4GFSuTTGqTSO45093y9LLC/GRVcF2Wmu2BEPCzpD2S3wtfINs+rMyFLfx8yl2R54O6IOHJyy9JDrp4Z452w3n+S4dDLkr87JH2ebCD2yZoy9ZSruMh3LXJcDBAR+0i6RtKPIytZX6T6NcWmiwwWmIpcl3oJ+ICkL0bE8cXtuWmJIFuWdCWeUEuevkyfcpFJWhf4kqR5NCHef4eI+CQ567woMtrnJvLi3xE4I1puVGQmjjK7+ywyl2Rt4HvKOkxvddYTyAXj41qQpRnyu5KkxSNrT/2CjNB6g4zmGUUuCN8IbBARr1dSLkOB3cjMd0jXE8AlZWL1NFn2/zSyGOOFZDHLqsoFJqzpKHM1iIiLyAnCBsBSpBWzmqTzyKioDSPi3lryFBfUdA25vkR+bpuT7QmGSVqnyLoJuQ706bJdRblIGiLp58ApkmaJdO/+nnTb/wgYruxO+z0yF28bYLqIODyycvPgib75AKVP5cEUpfJx4K+k62AQWd7ljrL/IuCNiBhRtvttEbiBiDKf5Uhysf50ZTXbr5Huzr3KMVVnlxOR68dkAuWSZNmXszpylNnmpWSS4IkVZejkksxMulY+QeZpiZyVP0E2nHpOWdrkG2SkVhVLqiHXEaRF8Duys+NJwJURMbJYmgeR0X+HRsRj5Sb5ds3fXVl7PZZMkL5HWX7mz2Qy4lckLUZOLgGujsxj6lgVVZH0CFmU9ZtkIMa55NrUg2QS5y5kef2b9c4Cl/26pth/S9ctmOIyACAibgWuI4vn/Rx4HVhRmQQH+UNcUZkgh5VLd+llRnYH+SP7cNl+mvSJzy7p21BvdtmQaVFlLTpKpNi5wEPFCn4eOFbSNkW5DCdLnVxeWbkMblyrr5GFDlcmW/M+QDYDWxjYvERBnQp8sJYlVWSaXdl24H2ktbk1uQB9CrCZpPUj4k2yG+Z6ZPmeeSLirdrKpfzPhwN/lrRlZGThtsDekuaLzLG5osi9kbJtdlVXa4NVyQnwXGT1iZ+SlvqwyKCHG8ho1hlJ9+IUq1ygyw3HlFVir5L0wyilEyLip2VWOR95w9oGeEHS5cXMHB4Rr3RRbMM7a1KVqJ2/RsSviovgemUtsYuUDcNOIPuUtMHswIWSnoyIW8sM/WlJPyVvBt8HRiqbYT0O7FjTxVosl87ndCAZjHJIse4+LOnFiLhMGW67PrnQf2tE/L2iTIOA68meNlsqS798nlQ255G/vS+U724wWc/vqsh6aFVp3IhFrl8cJumliLhU0jLAzcpUhHskjQIejRZTEiJinDKE/VoywGA/cr1s8XLIBcCF0U8bhE12/tOogMn9IFvO/pYsTtkZG0p+cfuTM6t7KZE2fvSdBxlpdBsZNXMLxR0GrAP8EVi9HKeW5Om4fHcic2veV7ZXJW+QneMeJuuMDWlDrnLOkWRASifRbjCwN6l81ynbrV3jZCTWc43v6NPA6eX5rGR7gHtJ5fKRFuRZngmRoRsAZ5fn+5XPbemyfR5pkXbtui9y7EGW3e9Et87Z27U4pT+6LkD5Mj5HWitzNMbmJH3C85DrMvN0W84p/dH80ZCusB+QFgDlRnQT8LmyvW+5QVUPHyet3Pl7jB3TuRGRM/JLgL2KzN8ga1K19bkNAy5tfnbl76xk4c/vA7N34fvcjXRjjgDupEeINrlmNawFOYaT5VO2LNufJmt3dfYfWxRL52Z+eNuf1UTkPobsYtp1Wfrqo88s8ks6DlgmMiKkM3YFcEBEPNQ1wQzwrnDRD5CZyHOSkVCXkxbBWPJmeWTkIv9cUbG/eZFlPXLd7hqyN8p3G/uuInNHNlVW2t4CeC0iPltRnncFnpTF8puA4yL99J3xOUk//dzRQun/3lB2nDyItGRulzSEXMRv1a0jaR+yfuBIci3owYi4uLH/IvK726VNuf4dkm4Azozi4jfvpC8pmKFkqN+MZCTL/uTs4P+6KpjpWRL9MPJGsE9EPCppJXJGuXHZfwfZ5+KkaCFLuYRFn0A2lzucrGv2h5hQDv0uMo+kmlJpyNL8nLYjre9nI+JCZe7IDGSb5V9L+jqwBFkY8s3asr0Xki4j+99s1+I5m5n500Wurx5M9k35IBmhdRzpLn+YDClfMTKU3PQT+oyC6SDpEOAtYGy0UIrcTJwymx0WZXG3hM9uRSZIvlnGZiAjZ+4kw2pHR+kc2KKcPyHbM5xERjydShapPI5cE7of2JhsOld9Zi7pm+Qs/GtkYMGuZBjwpmQ9r/tIt9mWUXrXd5sSfntjROzR8nk3Id2pXyRDtQ8h18yeIK3kZck2x7tGo3V1X2NKjhR7L/qcgjF9gxJptCOp6K8pY18EiMxWniYiXi8z0cXJ+P+/RcVw395kjKz4sAxZZXs/Mg9nDTLIYDoy6fOqyATLGjIMJpM1nwP+QeZHnAp8hVwb6rR83i8iri7uxZkiYnQNef5blN1FV4gs0ljzPGsCd5VrZ1NyHWP3iPhN2T8bueZyHzAqIp6SNHW4Uke/pM+VijF9g3LjvhAYLOnwiPg6WQxygbK/k3ewDrmY/tXaMqlH2ZfGjPFl0lK5FXgkIpYrim9V0pdfS7nMS5aJH03Wv7oQ+EdE7KFsLLV9RCyl7FU0StKafU2xdIiI50lLtBrKvvTjSWsX0hV2CfCIpBFk9NhPSCtmJNmo6ykrl/5L1xMtTd+j4x8no3tWARZX1u0aCawp6cuSVlOWcT+WDLGtLVMz72bx5r6I+CtpsUwTER/vvCQifhOVWvaWHK7DSAvvCxHxa7I210fK5zcdOQuHbL/8W7J21RRHSeq8jAwe+Exkq+ypyBI9u5AW4AJkaZojyWCRL0XEtd2S2UwerGDMv9CE2k4haXsyuujv5CL6+mRPkI+RCXl7kwpos4h4orZsxaKapsyCv9SQuXMNnwLcr+xx3rRuasnzOmm9vFA+K8gkz2dIhfssMKsyW35fYOeihKYoGkmdc0TEbmXs82R06J+A1ciqzIeRFtSfgBki4sEuiWwmI3aRGQAk/Qh4EbhJ2fN9R+CYiHhQWYrjDDKP5OiI+IIadZZakm96suXy0GaoakORDCFrar3YlkwRca2kuYH1Ja1AFtD8amTzqV+QN8v1gR/VDtfuq5SJwb7AFZKWI4t5bkSpxBwRT0oaLOmAMva1iHiuexKbyYkVjEHZ9mBast7UJ8g6S0OADSXdHhH/kHQLGXZ7RJmx185v6S0q5zFgn1Iq5OHmMRExVtI+tVxiRaaepf+JiHOVBSx3AE6IiJ+X8ddIF9l9736nKYvIEkJfBe4BfhoRq/c4ZHbyu90mss6YGSA4iswA/0oY6+S0HFcWqVcEbouIS8oxc5Kujqruix75JB8nld1vSbfTvmSG+Z4R8UpvN/1KMnUi1jp5GneT3sS3y5rLkWSuxtURcXdtefojyg6eW0fEsmV7arKe110RMbKrwpkqeA1mCkXSqsVy6fAo72wxezlZNXZVSR8FiIhn2/CNN5TLccCXyUZc55LupqvJ9sZHl2NbaTlbFMkwsu7aypFVhd8uiieAb5N5QJuV3CDTg5If9WdJl0iaDrgKeNXKZeBiBTMFIunDZHHKqyStLmmmiNidjBjbQ9KukRVqLyovWbQkXbYp4yJkE7DhEfE5chF/fTLX5Gyyw+k6lWVQ+Tu4hCQ/ADwfEd/vHNNQMs+RlQR+FK72PVEiYkuyXcErZN+Z/boskqmIXWRTKJLOARYlczjmAE6LLG+/DllX7DMRcZOkeSPib12Qb1ZSkZwcEdeXsSuB30TEUapc56w315ukE8jinnNO7Bjz7ylrViuEy74MeLzIP4XRWBi/lSy1fzmZ+X65snfKOWSp9oskLdkN5VL4J5lot4SkZyN7towmw6aprFyaPVy+UoZvj4j9JX1A0lURsUVkG2iXCPkPiYgXydI+ZoBjF9kURuNm+CSwV0SMBcaRRQUXAu4i60B9tGR3V0MT6VFebtqvkNnxCwHHlTDqbcjeIFUpeUCSdGk5/xvACZLWiojNgPklnVSOtXIxZiLYghngNCOymtsR8TNJm0gaQ95A14qI30n6DTAoIn5bWa5mZv7XyQixP0S2ze5U2v2tsvPk/GS9s52iUtmXXlgCeDgiDpR0Plms8raybyOyvMn3yYrf9jMb0wu2YAYwPcJ9l1AWDWzeDG8h81lWLsplSERcGBG315YtJvSWOYJcvJ+FbGW8anE9DSnHjY2I3xa5qiuXhlX1CrCGpD+Qimb3ItdWEfEsMF9EPGTlYszEsQUzgGkol88CK5PVhpuFA+8ka0B9ALi3LeugRGdNR2bmA6xfst9fAH4oaZ2IeKaNRXRJqwNPR8SfJO0ELCTpVxHxS2VvmznIemtI+h7wAUnXkwrIGPMeWMEMUBqJgSeTSuWgZvhs2f/XsraxCtneuLo88C/F9w9JL5G1qJaU9GBEjCy5Ob8ke7DXVi6LADsDD5eI5G2BS8nKx1sAlwGbAaOLK1Fk3azWSuQY059xmPIAo5c1l7PIIpXrR8Rfejl+1hYW85vtlj9KlqW5ISJeKPI9R9Y9+3s55kSy7fLTleRpug43I6PolgC+HBGPSPoMWeV3l4j4o6QVgaljCixWacz/ghXMAETZgGtx4I6IeELSKOC5iNiry3IdTVZg/j0wG+kiewg4H/g1mYtTrZZYkWFokSFIF+EmRZZPk90nv1Msv0PJtaHOmosx5j/Ei/wDDEk7AxcA25GhtV8CPgUs38jpaEOOoZJ2VlYbRtLHyE6O65D91pcHdgfmJsvvf4q0ImozmLzuvwmMAYZExNlk46u5SYVDRHyTVH7va0EmYwYktmAGEMomTj8EDomsNvwhsnXveeTN8j4yv+WWFuQYQhbP/DW5oP9PMtfm82SxyANJC2Yc2Y99aM2kTkmrkKHQrxbZHgTuIItm/kVZyHNXMprtuqjcOtiYKQFbMAOLqYEVyLwRgIdJN9CqEfEosEYLyuX9pHWwWDnX8cBngenJ1sZLAgdGlmX/K3nDn7WycjmDVGbfBX4OLA2sSy7if1HSYsUNdgkwDVnnTL2/mzFmUrGC6adoQifHf21HxMtk98l9Sw2xV4HXgGHlsN+3INpQUplsKmlG4AqyuOEGZWH9KeDSsh6zBNke4I81BCnZ+D8gFdiHSbfhN8jKx/MAvyEV3KclLUYGQ4yKiHOc32LM/44VTD+lLES/X9JSne2y6zLSFXZ9WXP5InmTr1rWpKPwIuIhUol8CNitFDS8klQ4G0TE/sBIMuR364h4vJZMRUkMJkv+Q7qEf0oq4SPIJlcXAjOQtdlmdaSYMZMPr8H0I0puxuvATeSN8wLguN4y7yV9krQm7i2FItuS8WwyDPl1MonznIg4R9Le5JrMmRHxq5ZkmYFcZ9knIm5sJm5KuoAs83JocYctXpSjMWYy4UTL/sWiwMbA2Ii4R9IbwFM91wtKrbEL2xZO0rLAAhGxXtneGVhd0uMR8X1lA7FpWpJlUGTHy3OBbSX9PiKekzRjcSU+QPaW6Vg6Vi7GTGbsIusHNOpynUDWD9u/5Lq8CLwUPWhjgbp5jkb9rqeBmTShEdiFZMDBV0sU1wFRertUkulf13PDHXg7GcH2mTL+chlfEWircKYxUyR2kfVxGiVfZgHWjogrJf0QeD9pDTwL3E/2SXkjIk5sS6byfEsyp+X3EXGZpK+RN/SfRMQfJB0OTEUmMD7VkkwLl6i5zr6tgI8Dc5FuxRFk4um2teQxxtiC6fMU5bI0cAOwVBneh+zZ8ghwBllHbBBQJRqrN5kAJG0PHAK8BJxRysBcSy6aXyDpErLO2RE1lUtHJknTlLWVzxb5Otf3VWXsZmBm4HIrF2PqYwumjyNpOuD7wPURcUGnjpakRYFTyR7wZ7cky9fIJMS7JH2CtASOjohbiiVzMLBHRIyWtBYwd0SMakm2WYCDyEiw3Xvse0d9NmNMO9iC6WPo3V0eXwNmJ5MUISPDiIgxwFHAh0vmfG25Zi7n/kq5mY8lI9nWlzRtRFxJVhE4vSQu3lJTufTMAyI/oxmA4ZLmax5j5WJMd7CC6UP0CKNdQtL85eZ4NzCvpLki4k1Js0k6GLgtIj4TEW/Wli2yj/qZwJ/JSse/BH5Aupw2K8ecSAYhzD+x95kc9Fhv2UzSR0g33ZFkS+U9itJ7uxdFZIxpCbvI+ggN19e0ZE+SJ4Flgf2BF4AvkIvlPyeLQ46KiKO7IOfiZH2zv0TEYSW/ZRHgpoi4umVZvg2sSSaWrgjsBswKbA48ERHfblMeY8w78eyuy0haRtnBMSTNRNbD+gWwJ1kk8mdk0uJXybpiywHH11YuPUOdG9uPAKcBH5Q0grRi3gIWkTSkrRpekpYDVoiIVcuay8WkEr4LuJ6sHr18G7IYY3rHFkyXkbQjcDiwYUyogPwYWd7ldDIbfg+yw+MrkoZE5dbGmkir4kbI9FBgbdK6Ohm4OSL+UVOmXmR5P1nu5ZsR8XAZu5WsHH0e8L6I+FObMhlj3oktmC4haepyIz+fVCRnSpouIu4F1gH+HBHnAT8m3T4nlZfWbiOsiHhL0lSSRkras5E4GQAR8U8ygfHHZKRYq8ql0GlMtqKkucrzW8kqB69ZuRjTfWzBdIGSKBnAW52QWkmnAnNFxNaSNgJ2JJMCtyHzNy6IisUqe8g3C2kdzAL8DtgAODgift0jEGGqmgEGk2BJfQTYi6yIPIgsw79Z7ZwbY8ykYQumRSTNLuky4G2yZPzMyk6PkAv3U0k6ilxDeAD4P+DViDivDeUiaVAJ8b0ZeCUidgBOJC2VQyQtWKybwQCVlcughiL7oqQtSq0zyErMRFZqPhg4h1x7WdXKxZi+gy2YlijhsncDL0fEWmXsYuBXwN8j4kJJCwI/Ai6MiJNLqO1rleV6l5VQrKlVyQZlrxaLZj/gI+RaUfWw6IYsR5AW1I1kJ8wvR8T9baxFGWP+N2zBtESxQPYFlpK0vKSDyBvmy8CRkg6OiL+SrYR3lDQMeKOmTD2shBGSPilp6ojYiwyT/k6R/QUyB+YSKq8BFVkkaUZJVwCDImIV0lK5FjhW0uwRMb6XpFRjTB/CFkzLSNqNXNT/aURsXsaWIEOQV4yIRyRN3+bCuaRRZCj0IDI7/xtkrbObgJ9FxKEtyDCopxuw1DJbGFizWFJzkM3DloyILWrLZIz537AF0zIRcSZwGHnj7DCGvJm/Xo6pqlyauSqSPgfcFxE7kaVgliTXfqYhAw32VLYTrilPMzN/LUnrAUTENqSF982y/Xcy7+aPkmavKZMx5n/HFkyXkHQlWdZ+J7LN8Z8j4v8qn/NfRR9LHsnLZLjvYLKg5l/JJMpfkoEGXwKmj4hxNeVqyHc0sBrwDPAcWal5PLn+clpEnNKGHMaYyYMtmC4REVsCywCvAFfVVi7lnB3lsgtZjmYRcp1nauB9wEklCuv+Mj5NLeVS8oB2kDRN2f4MMCwi1gYeBzYiAwteBXYGjpG01MTezxjT93DL5O6yKlnu5MaaJ5G0UkSMLs/XJrs7bhURfymHjJP0EHCxpHFkK+GDIqJKkEGJqJuB7MjZiUi7tJz/KFLZbUuuVRERX5O0fKkgbYzpJ9iC6SIR8WILymU4sEJjaBDwQET8pWTrdyKxDiNDpH8bETtXVC4fBHaMiOfImmsXS9oBeJ7MD1oS2C8i7iYbqM2rrCpt5WJMP8MWzAAnIn4D/EbSYcD5pMtp/hKO/AaApJWBqUoAQm3eBq6VNGdEPCvpUmAXsjrzbZKeJcvm3ANMD3w1Ih5vQS5jzGTGFswAR9IHJW1B3tgPIDPe/0q2ON6mWA8XtiBHp/nX/cC0wEhJ20bERcA1ZCOzxcmF/dGkm2yniHistmzGmDo4imwAI2lVsgnXkcDDZMn/FyPiIElfJCs1zwscXops1pKjt2oBe5JrUGdHxK2SjgOGAQdExNO1ZDHGtIddZAOIHmHIawD7ALdExA3FgvgB8GVJX4iI48txQ0t15JoyvSVpVlLRPQLcEBE/KCVodpA0lmxidhlZsNIKxpgBgF1kA4RiJTTN0afJPJflJC1SEhkfAkYCW3RK8NdSLp1kzoiI4vq6HriHDI0+UtIGwPFkHs4+wJzAJyLihhryGGPaxy6yAUDHcpE0M3AU8Gfyhv4S8DngUeDciHhe0nTAvBHxSIvy7UwqvLvJyLEHgdeA7wLPkvXXjrVrzJiBhRXMAEHSIsDZZA+Zmcmb9gLA+mT3yYeBM2q6w4oczbIvHwOWiIijJM1ABhOcAtxAKpsHyK6YT7fV68YY0x52kfVTmvXECosDp5KWyybA0RHxSkRcQd7IFyDDfqvK1ENRPAYsImlRsrbZgsBtpdz/GLKQ5pNWLsYMTLzI3w/prfIwuYaxA1le5TsRMUrSvMDKEXFGG71liptuMJlv83OyvP5zwAIRMUbSr4CbyzEXR8S5NeUxxnQXu8j6MZJOIjPg7yRv5qOBKyLim5KGAFcDv4+Ir7Ykz2BgOuAKsjLzkWRF5qkjYttyzEbAaxFxSxsyGWO6h11k/YhOsmJpyLULMA/Zt2VnYHPgY2SE2A/JTpn3tKhcFiGTJKcHvkcqmreBp4DNJe0HEBG/sHIxZsrALrJ+RES8Xcrsb0L2k9kvIv4m6VHgC8C3yHL38wGzlzIxVegleXIw2X7gx8AWZMWAGch1oa3ImmJVc26MMX0Lu8j6EZJWBE4GfgtsB+wbEReVkvcfB/YuY3dXluNfykXS/5EtB66MiBclHUIqv7eAJyPi65KWiIiHaspkjOl7WMH0E0oV4rOAYyLix6XUymbAIRFxd8mU3xS4plQqri3PVGRI9Diy5P4KwG4R8ZCkjUm33XbAPBHxTG15jDF9D6/B9FEkrVdu4h3eJCOydgCIiB+QlswBkj4QEc9HxPk1lEtZ85lf0oWShpbhXYH7I2JPYFZgduBASfNExM+BTwEbWrkYM+ViBdMHkbQ3cB1wgqTtAYqLaX/gNUkHlLGDyYX0ZWvKE8njZC7NyWXsNOB4SeeQ/WWWINd/jpQ0b0S8HRHX15TLGNO3sYLpmzwI/Br4KXC4pM+VrpQPAKcBKxUXGcCnIuLSWoJImrbzPCJWB1aV1IlMG09WDfhl2f4VqfBeqCWPMab/YAXTByldLqcho7DWIaP9RhZr5rdkyZX1JM0GVFtEk/RJYC9J05ftWcuugyR9KiJeJ3NvDpJ0LfAGsGdE/KOWTMaY/oMX+fsYnSx9SVsDi0XEMaXr4wLkOsyDZFLlz2rfyCV9BlgG+AlpmRwDHE02LLsI2JYsv78BsHCnBYAxxoAVTJ9F0trAN4BZgAcjYidJ8wArAT9voYdLlGoAe5JW1HBgh06SpKR9yDWhddx10hjTG0607KNExM2SdgWmiYidythTZPmX2ueOomTGSzqPdNWNBf7WOOZkSQsAc5NFLY0x5h3YgunDlMTKPYCvA8/VrDrccM01u2J2xhYGdiOTJy900qQxZlLwIn/f5mFgUWBwZeXSfP/pOzXPyj5FxKPApWSdsR1KcIExxrwntmD6OJKmjog3WjrXmaSV8iZwds+SM5I2BWaIiIvbkMcY07/xGkwfp7ZyKdbKIDIq7F6yWOUo4HGy6+S/XGUR8dOashhjBhZWMGZIRLwp6REyS/8c4IYSHj1TRLzkjpPGmP8Gr8FMwUhaAvhZ2VyBtFpGRcT+ZWxPSSt3RThjTL/HCmYKRJLK0yeBx0qU2KHA/cArkqaRdBawIfBAl8Q0xvRzrGCmAEo15BUbQyuUv+NJN+m6EXEbcBjZlfJc4K2I2CAiXm1VWGPMgMFRZAOcYq1sTzb/ulnScDLk+KvAZcDiwJnAFhHxRKk7poh4pWtCG2MGBFYwAxhJQ0o2/lDSUvkM8AtgJmAXYDayYvNCwM0RcUsz0dIYY/4XHEU2QJE0J6k47gTmJ9sYL0mWfTkZ2I+sMXZcGZ8FuMXKxRgzubAFM0CRtDywObAUsBiwBrAysDXwZ+C8iHi+RJKtCVwdEU93S15jzMDDCmaA0aOW2GWk8vhqRJxVxj5OKpv7SSXzZteENcYMaBxFNoAoGfedMvuQEWHfBhaWtC5A6X75MGnNLNYVQY0xUwS2YAYIjcrHiwFHANeTzcnuJvvKvA2cCkwHzAG8VFowG2NMFWzB9HMkzQFQlMvaZOjx1cC8ZAfKpYGTgKmA04EbgXFWLsaY2tiC6cdIWpNsWzwyIu6XtBtwBxkdeB5wHfBBYATwNPARsjvmk10S2RgzBWEF048pSZNbAf8ATgHGAe8DLiSblI0GbgVeATZ18qQxpk3sIutnSJpJ0hoAEfEb4EpyTWVnYFryO302Im4BhpF5MGdYuRhj2sYKph8haTDwa+AWSd8uIcd3khWR5wI+GRGPA7NJOr8ce1tEnNc1oY0xUyx2kfUzSvn864CfAI8Cq5EusbnIEjCXAb8DlgMiIu7qkqjGmCkcK5h+iKQdgBOARYDVyWTKHYHXgJeAnSLi4e5JaIwxVjD9FkknkGX2P1S21yWVzXBgy4gY30XxjDHGCqY/I+lKYKqI2KTbshhjTE+sYPo5ksYAN0bEZ7otizHGNHG5/v7PykzoUGmMMX0GWzDGGGOq4DwYY4wxVbCCMcYYUwUrGGOMMVWwgjHGGFMFKxhjjDFVcJiyMV1C0lvAfeTv8FHg0xHxQleFMmYyYgvGmO7xWkR8KCKWIXv57N1tgYyZnFjBGNM3uJ1sc42kVST9WtI95e/iZXxwadNwn6TfS9q3jK8o6WZJd0v6haR5uvh/GPMv7CIzpsuUPj/rAWeWoYeAtSJivKT1gSOBjwN7AAsDy5d9s0kaCpxEFjgdK+kTwBHArq3/I8b0wArGmO4xraR7gYWAu8k+PwAzA+dIWgwIYGgZXx84rVMpOyLGSVoGWAa4ThLAYOCptv4BY94Lu8iM6R6vlXYLCwJTMWEN5jCygOkywObANGVcpMJpIuCBspbzoYhYNiI2rC+6Mf8eKxhjukxEvAh8DvhScXnNDPyt7N65cei1wGclDQGQNBvwR2CYpNXK2FBJS7cluzHvhRWMMX2AiLiHbHW9PXAscJSk20iXV4czgMeA30v6HfCpiHgT2AY4pozdC3y4TdmNmRiupmyMMaYKtmCMMcZUwQrGGGNMFaxgjDHGVMEKxhhjTBWsYIwxxlTBCsYYY0wVrGCMMcZUwQrGGGNMFf4fOLEDoH+oCHgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Rotate the ticklabels\n",
    "ax = sns.countplot(x=\"Race\", data=df)\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=40, ha=\"right\")\n",
    "#plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "935af3fa",
   "metadata": {},
   "source": [
    "### BiVariate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b12bd7cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Ethnicity', ylabel='count'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1alSrVo22bdsyffp0DjnkkELbN3XqVJ577jkAzj33XNauXcuGDRsAOP/886lSpQpVqlTh8MMPZ/Xq1WRk7JiAJCcnh6VLlzJ48OD96gfKlGBEZK+2fft2PvvsM6pVq8a6devIyMjA3bntttu4+uqr822bm5ubbyr+ChUq5D2uUKFCvmn5C07xv6sp/1PN25gos6vp/6dNm8asWbNo0KABW7duZc2aNbRp04YpU6YUuc99nU6RichebfDgwZx88smMHz+enj17smXLFjp06MCIESPYtCn6RZCvvvqKNWvW7KKm/F588UU2b97M2rVrmTJlCi1atODggw9m48aNKbc/55xz8n4OYMqUKRx22GHUqFEjrX317t2blStXkpuby9SpUznhhBPKfXIB9WBEJIV0LisuaYkxmISOHTvSs2dPnnrqKaZPn87BBx/MOeecwz333MNdd93FZ599xhlnnAFA9erVGTNmDBUrViyk9p21bNmS888/ny+//JI77riDo446ijp16lCpUiVOPfVUevTokXcKDqLB/CuuuIImTZpw4IEHFvr7NLJDqUzXvy/QdP2yP9vfpuvv168f1atX55ZbbinrpuxT9srp+kVEZP+jU2Qist/p169fWTdhv6AejIiIxEIJRkREYqEEIyIisVCCERGRWGiQX0R2cuYjZ5ZofR9e/2Fa2z3//PNcdNFFfPbZZ5x00klFbvvwww/Tq1evvLm9fvGLXzBu3Lgip3tJR/Xq1fO+wAkwcuRIZs6cyaOPPpp2Hf369WP48OHUqVOH77//nszMTO655x4aNWoEwO9+9ztuuummvMcFtWnThkGDBpXoTM7FUfA52F3qwYjIXmP8+PGcddZZTJgwYZfbPvzww/zwww95j1977bU9Ti4l6cYbbyQnJ4clS5ZwySWXcO655/L1118D8NRTTxWaXPaUu7N9+/ZY6i4uJRgR2Sts2rSJDz/8kKeffjpfgtm2bRu33HILmZmZNGnShEceeYShQ4eycuVK2rZtS9u2bQFo0KAB33zzDX/60594/PHH88r369ePhx56CEg9xX9x9OjRgz59+tC6dWuOPfZYJk2alFa5Sy65hPbt2zNu3Dgg6qHMnDmTbdu20aNHDxo3bkxmZiaDBw/OKzNmzBhat25N48aN8/3MwKBBg/K2ady4Mbm5ueTm5nLyySfz+9//ntNOO43ly5enrPff//43HTt2pFmzZpx99tksWrQIgGXLlnHGGWfQokUL7rjjjmI/L4VRghGRvcILL7xAx44dOeGEE6hduzaffvopAMOGDWPZsmXMnj2buXPn0rVrV/r06cNRRx3Fu+++y7vvvpuvnuzsbJ599tm8xxMnTuTiiy8ucor/4li1ahVTp07llVdeKdYvbp522ml5H+gJOTk5fPXVV8yfP5958+ZxxRVX5K37/vvv+eijj3j88cfp2bPnLutfvHgx3bp1Y/bs2XzzzTcp6+3VqxePPPIIs2bNYtCgQfz+978H4IYbbqB3797MmDGDI488Mu1j2hUlGBHZK4wfP57s7GwgShLjx48H4K233uKaa66hUqVoyLh27dpF1tO0aVPWrFnDypUrmTNnDrVq1aJ+/fr5pvhPfNgvWbIkrbYlz7TcqVMnKlSoQKNGjVi9enXax5dqWq5jjz2Wzz//nOuvv55//vOf+SbPvPTSS4Foks3vvvuOb7/9tsj6jznmGFq1alVovZs2beKjjz7i4osvJisri6uvvppVq1YB8OGHH+bt7/LLL0/7mHYltkF+MzsaGA0cCWwHhrn7EDPrB1wFfB02vd3dXwtlbgOuBLYBfdz9jRBvBowEqgGvATe4u5tZlbCPZsBa4BJ3zw1lugOJn467x901M53IXmrt2rW88847zJ8/HzNj27ZtmBkPPvgg7r7LqfQL6tKlC5MmTeI///lPXtIqbIr/gqpVq8b//vc/DjjgACD6JcvDDjssb33y1PyJpPHnP/+ZV199FaDQn32ePXv2ToP2tWrVYs6cObzxxhs89thjTJw4kREjRgCpf06gUqVK+cZXNm/enLd80EEHFVnvww8/zCGHHFJo+4r7HKcjzh7MVuBmdz8ZaAVca2aJUa3B7p4Vbonk0gjIBk4BOgKPm1liatQngF7A8eHWMcSvBNa7+3HAYOCBUFdtoC9wOtAS6GtmtWI8VhHZA5MmTaJbt2588cUX5Obmsnz5cho2bMjUqVNp3749Tz75ZN5vrKxbtw6gyKn1s7OzmTBhApMmTaJLly4AaU/x/9Of/pQxY8YA0QzPEydOzBvnKcyAAQPIyckp9MP7ueee480338zrJSR88803bN++nc6dO3P33XfnnRYE8k7zTZ06lZo1a1KzZk0aNGiQt82nn37KsmXLUu4vVb01atSgYcOG/P3vfwei5Jj4Abczzzwzb9wr8ZMEJSG2Hoy7rwJWheWNZvYZUK+IIhcCE9z9R2CZmS0FWppZLlDD3acBmNlooBPweijTL5SfBDxqURruAEx293WhzGSipDS+JI9RpLxK97LikjJ+/PidxjM6d+7MuHHjeOSRR/jXv/5FkyZNqFy5MldddRXXXXcdvXr14uc//zl169bdaRzmlFNOYePGjdSrV4+6desC0L59+5RT/B9++OH5yg4ZMoSrr76aoUOH4u5069aNc845p9jHNHjwYMaMGcP3339P48aNeeedd6hTp06+bb766iuuuOKKvF7Jfffdl7euVq1atG7dmu+++y6vV9O5c2dGjx5NVlYWLVq04IQTTki578LqHTt2LL179+aee+5hy5YtZGdnc+qppzJkyBAuu+wyhgwZQufOnYt9rIUplen6zawB8D7QGLgJ6AF8B8wk6uWsN7NHgY/dfUwo8zRREskF7nf380L8bOBP7v5LM5sPdHT3FWHdv4l6LT2Aqu5+T4jfAfzX3XdcfhHFexH1jKhfv36zL774Iu1j0nT9Up7sb9P1y+7Z66brN7PqwHPAH9z9O6LTXT8Bsoh6OA8lNk1R3IuI726ZHQH3Ye7e3N2bF/zPQkRE9kysCcbMKhMll7Hu/g8Ad1/t7tvcfTswnGiMBGAFcHRS8QxgZYhnpIjnK2NmlYCawLoi6hIRkVISW4IJYyFPA5+5+1+T4nWTNvs1MD8svwRkm1kVM2tINJg/PYzlbDSzVqHObsCLSWW6h+UuwDsenfN7A2hvZrXC4H77EBORQujXbaUou/P+iHMusjOBy4F5ZpYTYrcDl5pZFtEpq1zgagB3X2BmE4GFRFegXevu20K53uy4TPn1cIMogT0TLghYR3QVGu6+zszuBmaE7fonBvxFZGdVq1Zl7dq1HHroobFcrir7Nndn7dq1VK1atVjl4ryKbCqpx0JeK6LMAGBAivhMogsECsY3AxcXUtcIYES67RXZn2VkZLBixYq8ubJECqpatSoZGRm73jCJZlMWESpXrkzDhg3LuhlSzmiqGBERiYUSjIiIxEIJRkREYqEEIyIisVCCERGRWCjBiIhILJRgREQkFkowIiISCyUYERGJhRKMiIjEQglGRERioQQjIiKxUIIREZFYKMGIiEgslGBERCQWSjAiIhILJRgREYmFEoyIiMRCCUZERGKhBCMiIrFQghERkVjElmDM7Ggze9fMPjOzBWZ2Q4jXNrPJZrYk3NdKKnObmS01s8Vm1iEp3szM5oV1Q83MQryKmT0b4p+YWYOkMt3DPpaYWfe4jlNERFKLswezFbjZ3U8GWgHXmlkj4FbgbXc/Hng7PCasywZOAToCj5tZxVDXE0Av4Phw6xjiVwLr3f04YDDwQKirNtAXOB1oCfRNTmQiIhK/2BKMu69y90/D8kbgM6AecCEwKmw2CugUli8EJrj7j+6+DFgKtDSzukANd5/m7g6MLlAmUdckoF3o3XQAJrv7OndfD0xmR1ISEZFSUCpjMOHUVVPgE+AId18FURICDg+b1QOWJxVbEWL1wnLBeL4y7r4V2AAcWkRdBdvVy8xmmtnMr7/+eg+OUERECoo9wZhZdeA54A/u/l1Rm6aIeRHx3S2zI+A+zN2bu3vzOnXqFNE0EREprlgTjJlVJkouY939HyG8Opz2ItyvCfEVwNFJxTOAlSGekSKer4yZVQJqAuuKqEtEREpJnFeRGfA08Jm7/zVp1UtA4qqu7sCLSfHscGVYQ6LB/OnhNNpGM2sV6uxWoEyiri7AO2Gc5g2gvZnVCoP77UNMRERKSaV0NjKzt9293a5iBZwJXA7MM7OcELsduB+YaGZXAl8CFwO4+wIzmwgsJLoC7Vp33xbK9QZGAtWA18MNogT2jJktJeq5ZIe61pnZ3cCMsF1/d1+XzrGKiEjJKDLBmFlV4EDgsNATSIxt1ACOKqqsu08l9VgIQMrE5O4DgAEp4jOBxinimwkJKsW6EcCIotooIiLx2VUP5mrgD0TJZBY7EsZ3wGPxNUtERPZ1RSYYdx8CDDGz6939kVJqk4iIlANpjcG4+yNm1hpokFzG3UfH1C4REdnHpTvI/wzwEyAHSAy8J75VLyIispO0EgzQHGgULgEWERHZpXS/BzMfODLOhoiISPmSbg/mMGChmU0HfkwE3f2CWFolIiL7vHQTTL84GyEiIuVPuleRvRd3Q0REpHxJ9yqyjeyYjfgAoDLwvbvXiKthIiKyb0u3B3Nw8mMz60T0S5EiIiIp7dZsyu7+AnBuyTZFRETKk3RPkV2U9LAC0fdi9J0YEREpVLpXkf0qaXkrkAtcWOKtERGRciPdMZgr4m6IiIiUL2mNwZhZhpk9b2ZrzGy1mT1nZhm7LikiIvurdAf5/0b088RHAfWAl0NMREQkpXQTTB13/5u7bw23kUCdGNslIiL7uHQTzDdm9lszqxhuvwXWxtkwERHZt6WbYHoCvwH+A6wCugAa+BcRkUKle5ny3UB3d18PYGa1gUFEiUdERGQn6fZgmiSSC4C7rwOaxtMkEREpD9JNMBXMrFbiQejBFNn7MbMR4bLm+Umxfmb2lZnlhNsvktbdZmZLzWyxmXVIijczs3lh3VAzsxCvYmbPhvgnZtYgqUx3M1sSbt3TPEYRESlB6SaYh4CPzOxuM+sPfAQ8uIsyI4GOKeKD3T0r3F4DMLNGQDZwSijzuJlVDNs/AfQCjg+3RJ1XAuvd/ThgMPBAqKs20Bc4nWhCzr7JyVFEREpHWgnG3UcDnYHVwNfARe7+zC7KvA+sS7MdFwIT3P1Hd18GLAVamlldoIa7T3N3B0YDnZLKjArLk4B2oXfTAZjs7uvCab3JpE50IiISo3QH+XH3hcDCEtjndWbWDZgJ3BySQD3g46RtVoTYlrBcME64Xx7attXMNgCHJsdTlMnHzHoR9Y6oX7/+nh2ViIjks1vT9e+BJ4CfAFlElzs/FOKWYlsvIr67ZfIH3Ye5e3N3b16njr43KiJSkko1wbj7anff5u7bgeHs+NGyFcDRSZtmACtDPCNFPF8ZM6sE1CQ6JVdYXSIiUopKNcGEMZWEXwOJK8xeArLDlWENiQbzp7v7KmCjmbUK4yvdgBeTyiSuEOsCvBPGad4A2ptZrTC43z7ERESkFKU9BlNcZjYeaAMcZmYriK7samNmWUSnrHKBqwHcfYGZTSQa49kKXOvu20JVvYmuSKsGvB5uAE8Dz5jZUqKeS3aoa52Z3Q3MCNv1D9/bERGRUhRbgnH3S1OEny5i+wHAgBTxmUDjFPHNwMWF1DUCGJF2Y0VEpMSV9iC/iIjsJ5RgREQkFkowIiISCyUYERGJhRKMiIjEQglGRERioQQjIiKxUIIREZFYKMGIiEgslGBERCQWSjAiIhILJRgREYmFEoyIiMRCCUZERGKhBCMiIrFQghERkVgowYiISCyUYEREJBZKMCIiEotKZd0ASd+X/TPLZL/175xXJvsVkX2bejAiIhILJRgREYlFbAnGzEaY2Rozm58Uq21mk81sSbivlbTuNjNbamaLzaxDUryZmc0L64aamYV4FTN7NsQ/MbMGSWW6h30sMbPucR2jiIgULs4xmJHAo8DopNitwNvufr+Z3Roe/8nMGgHZwCnAUcBbZnaCu28DngB6AR8DrwEdgdeBK4H17n6cmWUDDwCXmFltoC/QHHBglpm95O7rYzxW2Yc0++PoXW8Ug1kDu5XJfkXKSmw9GHd/H1hXIHwhMCosjwI6JcUnuPuP7r4MWAq0NLO6QA13n+buTpSsOqWoaxLQLvRuOgCT3X1dSCqTiZKSiIiUotIegznC3VcBhPvDQ7wesDxpuxUhVi8sF4znK+PuW4ENwKFF1LUTM+tlZjPNbObXX3+9B4clIiIF7S2D/JYi5kXEd7dM/qD7MHdv7u7N69Spk1ZDRUQkPaWdYFaH016E+zUhvgI4Omm7DGBliGekiOcrY2aVgJpEp+QKq0tEREpRaSeYl4DEVV3dgReT4tnhyrCGwPHA9HAabaOZtQrjK90KlEnU1QV4J4zTvAG0N7Na4Sq19iEmIiKlKLaryMxsPNAGOMzMVhBd2XU/MNHMrgS+BC4GcPcFZjYRWAhsBa4NV5AB9Ca6Iq0a0dVjr4f408AzZraUqOeSHepaZ2Z3AzPCdv3dveDFBiIiErPYEoy7X1rIqnaFbD8AGJAiPhNonCK+mZCgUqwbAYxIu7EiIlLi9pZBfhERKWeUYEREJBZKMCIiEgslGBERiYUSjIiIxEIJRkREYqEEIyIisVCCERGRWCjBiIhILJRgREQkFkowIiISCyUYERGJhRKMiIjEQglGRERioQQjIiKxUIIREZFYKMGIiEgslGBERCQWSjAiIhILJRgREYmFEoyIiMRCCUZERGJRJgnGzHLNbJ6Z5ZjZzBCrbWaTzWxJuK+VtP1tZrbUzBabWYekeLNQz1IzG2pmFuJVzOzZEP/EzBqU+kGKiOznyrIH09bds9y9eXh8K/C2ux8PvB0eY2aNgGzgFKAj8LiZVQxlngB6AceHW8cQvxJY7+7HAYOBB0rheEREJMnedIrsQmBUWB4FdEqKT3D3H919GbAUaGlmdYEa7j7N3R0YXaBMoq5JQLtE70ZEREpHWSUYB940s1lm1ivEjnD3VQDh/vAQrwcsTyq7IsTqheWC8Xxl3H0rsAE4tGAjzKyXmc00s5lff/11iRyYiIhEKpXRfs9095Vmdjgw2cwWFbFtqp6HFxEvqkz+gPswYBhA8+bNd1ovIiK7r0x6MO6+MtyvAZ4HWgKrw2kvwv2asPkK4Oik4hnAyhDPSBHPV8bMKgE1gXVxHIuIiKRW6j0YMzsIqODuG8Nye6A/8BLQHbg/3L8YirwEjDOzvwJHEQ3mT3f3bWa20cxaAZ8A3YBHksp0B6YBXYB3wjiNSJn5sn9mmey3/p3zymS/ImVxiuwI4Pkw5l4JGOfu/zSzGcBEM7sS+BK4GMDdF5jZRGAhsBW41t23hbp6AyOBasDr4QbwNPCMmS0l6rlkl8aBiYjIDqWeYNz9c+DUFPG1QLtCygwABqSIzwQap4hvJiQoEREpG3vTZcoiIlKOKMGIiEgslGBERCQWSjAiIhILJRgREYmFEoyIiMRCCUZERGKhBCMiIrFQghERkVgowYiISCyUYEREJBZKMCIiEgslGBERiYUSjIiIxEIJRkREYqEEIyIisVCCERGRWCjBiIhILJRgREQkFkowIiISCyUYERGJRaWyboCISHE0++PoMtnvrIHdymS/+7Jy3YMxs45mttjMlprZrWXdHhGR/Um57cGYWUXgMeBnwApghpm95O4Ly7ZlIrIv+rJ/Zqnvs/6d80p9nyWpPPdgWgJL3f1zd/8fMAG4sIzbJCKy3zB3L+s2xMLMugAd3f134fHlwOnufl3SNr2AXuHhicDiUm9o6TkM+KasGyG7Ta/fvqu8v3bHuHudVCvK7SkywFLE8mVTdx8GDCud5pQtM5vp7s3Luh2ye/T67bv259euPJ8iWwEcnfQ4A1hZRm0REdnvlOcEMwM43swamtkBQDbwUhm3SURkv1FuT5G5+1Yzuw54A6gIjHD3BWXcrLK0X5wKLMf0+u279tvXrtwO8ouISNkqz6fIRESkDCnBiIhILJRg0mBmDcxsfoFYPzO7pYgyPczs0fhbVzQzO8PMhptZGzNzM/tV0rpXzKzNLsr/wcwOTHrc08zmmdlcM5tvZheGeA8zOyqN9qS1XYEyOz3/RWzrZvZQ0uNbzKzfLsp0MrNGhazb6XU2s1wzOywsf5ROu/aUmR1lZpNi3kex3rMp3huvmdkhsTRu531vKvA4r+1mdo2ZlcrEYWbW38zOi3kfee+3NLbNMrNfJD2+oCynyVKCKf86Av8MyyuAPxez/B+AAwHMLCOUP8vdmwCtgLlhux5AOokj3e1214/ARen+QQadgJQJZlfcvfXulNuN/ax09y4lWaeZ7elFPn8gvDcA3P0X7v7tHta5x9z9SXcvlRkx3f1Od3+rpOoLU1ztiSwgL8G4+0vufv8e1rnblGD2kJlNMbMHzGy6mf3LzM5Osc35ZjbNzA4zs5FmNtTMPjKzz8OMA1hkYOgVzDOzS0L8cTO7ICw/b2YjwvKVZnZP+O/+s9BLWWBmb5pZtaTdtwMSfwBzgA1m9rMUbWxnZrPDvkeYWRUz60OUDN41s3eBw4GNwCYAd9/k7svCMTQHxppZjplVM7M7zWxGOJ5h4fhSbdfMzN4zs1lm9oaZ1Q3taWZmc8xsGnBtMV6SrURX7dyY4hiPMbO3Q+/rbTOrb2atgQuAgaFNPynGvvL+kzazumb2fqhjfuJ9YGabzOwhM/s07LNOiF8Vnp85ZvZcoidQxPsjrxdnZhXNbJDt6Elen6JdWWb2cVj/vJnVCvEpZnavmb0H3JDmMT5hZjPD++uuECv43sj7T7uo92Rh7SpJltTrNLM+ZrYw7G9C0vpnzOwdM1tiZleFePXwGn0anttE77yo4xmZ9Bq1CK/bHIs+Dw4u0C6z1H/jbczsXTMbB6Q1+ZiZtQz7mh3uT7To6xj9gUvC+/ASy9+zK9ZnT4lwd912cQMaAPMLxPoBtwBTgIdC7BfAW2G5B/Ao8GvgA6BWiI8E/k6U3BsRzZcG0BmYTHRJ9RHAl0Bdou/vDAzbTAc+Dst/AzqEtm0FskJ8IvDbsHwY8G5YbgO8ApwNvBdir4R4VWA5cEKIjwb+EJZzgcPCckWiy76/DPv/VdLzMQVonvS4dtLyM4ltk7cDKgMfAXXC40uILieHqGf007A8sODzX8RrtQmoEdpdM7xG/cK6l4HuYbkn8ELSa9KlkPr6AV8BOUm3/yU9J5vC/c3An5Oep4PDsgNdw/KdwKNh+dCkfdwDXL+L90eDxHMA9AaeAyoVfK6T6kx+/voDDyc9/48Xcqw9Eu0rEK+ddFxTgCYF3xvJjyn6PZmyXbvxN7mtwGvyZdJz2w+4JSyvBKqE5UOS1s8BqoX2LidKlpWAGkl/O0uJZgQp6nhGAl2AA4DPgRYhXiPx+iS1ubC/8TbA90DDQo413/NcsH7gPOC5VK9h8mOK+dmzO69LwZt6MOkp7FruRPwf4X4W0ZsxoS3wJ+B8d1+fFH/B3bd7NLPzESF2FjDe3be5+2rgPaAFUXI626IxgoXAaov+yz+D6MMZYJm756RoQ3vgzXwNdv8AwPL3tE4MdfwrPB4FnLPTwbpvIzrl1gX4FzDYCh/faGtmn5jZPOBc4JQU25wINAYmm1kO8Bcgw8xqEn0YvBe2e6aQfaTk7t8RJck+BVadAYxLqvOsNKsc7O5ZiRupZ4SYAVwRno9Md98Y4tuBZ8PymKR9NjazD8Lz05X8z0+q90ey84An3X0rgLuvS16Z4vkr+Ho+S/H8xsw+BWaHdqZzOnGn92Qa7SqO/xZ4Te4sZLu5RD3m3xIliYQX3f2/7v4N8C7R5LgG3Gtmc4l6/fXY8fwX9jeWcCKwyt1nQPQeTLw+SQr7GweY7u7L0jx2iP55+nvo1Q4m9d9XKsX57NljSjDpWQsU7MrXZscEdj+G+23k//Lq58DBwAkFyv6YtGwF7vNx96/CvjsC7xMlnN8Q/eec+BBLri+5DT9nx/hLsgHkH4tJue9C2uPuPt3d7yPqXXUuuI2ZVQUeJ+oVZALDiXpJO20KLEj6oMh09/Yhvqdf0HoYuBI4qIhtSuxLYO7+PtGH5VfAM1b4IHNinyOB68Lzcxf5n59U7w8KxPak7d+nu6GZNSTqBbbzaNztVVK/lgUV9p4sbecT/WxHM2CW7Rh3Kvj8OVGirwM0C0lrNTuOdVfHk85rUtTfWdqvSXA30dmJxsCvSO81gWJ89pQEJZg0uPsmYJWZtQMws9pEH/hTd1H0C+AiYLSZ7eo/jPeJzp1WtOg8/TlEp8QAphENqCYSzC3hvlBmZkATotMHBY/nTaKkdWoILSL6D/O48Phyov9iIBpzOTjUeZSZnZZUVVY4xnzbsePN/o2ZVSfq8ZBiu8VAHTM7I9Rf2cxO8WigeIOZJf7b71rUsaYS/qufSJRkEj4iSoqJOhOvX3KbdouZHQOscffhwNNA4nmqwI7jvyxpnwcTvacqU/zjexO4JvFhGd6Pedx9A7A+qZea/HoWVw2iD78NZnYE0T8tCcV63kq4XbtkZhWAo939XeD/AYcA1cPqC82sqpkdSnSKagZRr2CNu28xs7bAMcXY3SLgKDNrEfZ9sO18EUVRf+PFVZPonxmIToMl7M57uSTblU+5nSomBt2Ax2zHJbB3ufu/o8/xwrn7YjPrStSd/VURmz5PdApnDtF/Qv/P3f8T1n0AtHf3pWb2BVHvqcgEQ/Qf22wPJ1lTGAC8GNq42cyuCG2sRPTH9mTYbhjwupmtInojD7LoMuPNwNfANWG7kcCTZvbfcBzDiQYsc0N9FLJdF2BoOH1SiajnsQC4AhhhZj8QjfvsjoeA65Ie9wl1/jG0/YoQnwAMt2jguou7/3s39tUG+KOZbSEaB0r0YL4HTjGzWcAGonEmgDuAT4gS9DyK96HwFFGveG7Y33Ci8b5k3Yme5wOJetJXkJ4eZtYp6XErolNjC0I9Hyaty3tvuHvbNOvf3XbtjorAmPDeMqJTnd+Gv9npRL2x+sDd7r7SzMYCL5vZTKJ/zBaluyN3/18YHH/EogsA/kt0KjP5cuqUf+NmdlIau5hrZtvD8kTgQWCUmd0EvJO03bvAreGU831pNr+oz549oqliyikz+wvRIN6Esm7L/szMNrl79V1vKaUljJNtcvdBZd2W8k49mHLK3e8p6zaIyP5NPRgREYmFBvlFRCQWSjAiIhILJRgREYmFEoxICTOzbWEuqMTt1hAvOPvwpsJrSVnvLmdUNrOnwqwPmNntu9N+kZKiQX6RElbYpclmlks0D9s3RW0XdztESot6MCKlwFLMPhziAyyafffj8E35PZpR2aLZkpub2f1AtdCDGmtmd5vZDQX2W3CuNpESpQQjUvISH+yJ2yXuPpRoksy2Sd96P4hoduxTiabruCqpjrpEkxD+Ekj1ex69gIZA0zBH2Njkle5+KzsmhOxKNH1Nd8ibQiW7YBmRkqYvWoqUvP+GyRJ35X9EP5kA0Qy9yb/T84K7bwcWJno2BRQ5o3JB7p5rZmvNrCnRLLqz3X1tGm0U2W1KMCJlZ0vSXHEFZ+iNY0blp4jmkzsSGFHMsiLFplNkIqVnj2dtTlLkjMrBljBbc8LzRLOAt2D3JxAVSZsSjEjJKzgGkxhDScw+/G5RhdP0FNEvD841szlEPwVQ0LCwfixEM/4SzbY7Mfx4nEisdJmyyH4iDO5/Clzs7kvKuj1S/qkHI7IfCF++XAq8reQipUU9GBERiYV6MCIiEgslGBERiYUSjIiIxEIJRkREYqEEIyIisfj/ommi72nvu88AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plotting Ethnicity Against Loan Status\n",
    "sns.countplot(x = 'Ethnicity' , hue ='LoanStatus' , data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "34bf7893",
   "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>Ethnicity</th>\n",
       "      <th>Hispanic or Latino</th>\n",
       "      <th>Not Hispanic or Latino</th>\n",
       "      <th>Unknown/NotStated</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BorrowerState</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VA</th>\n",
       "      <td>2761</td>\n",
       "      <td>39616</td>\n",
       "      <td>140893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VI</th>\n",
       "      <td>163</td>\n",
       "      <td>888</td>\n",
       "      <td>2062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VT</th>\n",
       "      <td>74</td>\n",
       "      <td>4981</td>\n",
       "      <td>14373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WA</th>\n",
       "      <td>3654</td>\n",
       "      <td>39984</td>\n",
       "      <td>127857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WI</th>\n",
       "      <td>1760</td>\n",
       "      <td>47589</td>\n",
       "      <td>121126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WV</th>\n",
       "      <td>158</td>\n",
       "      <td>9501</td>\n",
       "      <td>20298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WY</th>\n",
       "      <td>401</td>\n",
       "      <td>6075</td>\n",
       "      <td>17040</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Ethnicity      Hispanic or Latino  Not Hispanic or Latino  Unknown/NotStated\n",
       "BorrowerState                                                               \n",
       "VA                           2761                   39616             140893\n",
       "VI                            163                     888               2062\n",
       "VT                             74                    4981              14373\n",
       "WA                           3654                   39984             127857\n",
       "WI                           1760                   47589             121126\n",
       "WV                            158                    9501              20298\n",
       "WY                            401                    6075              17040"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cross tabulation\n",
    "pd.crosstab(df['BorrowerState'],df['Ethnicity'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0f545f6c",
   "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>BorrowerState</th>\n",
       "      <th>VA</th>\n",
       "      <th>VI</th>\n",
       "      <th>VT</th>\n",
       "      <th>WA</th>\n",
       "      <th>WI</th>\n",
       "      <th>WV</th>\n",
       "      <th>WY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year_approved</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>2020</th>\n",
       "      <td>87614</td>\n",
       "      <td>1864</td>\n",
       "      <td>10784</td>\n",
       "      <td>90871</td>\n",
       "      <td>76659</td>\n",
       "      <td>15687</td>\n",
       "      <td>12161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>95656</td>\n",
       "      <td>1249</td>\n",
       "      <td>8644</td>\n",
       "      <td>80624</td>\n",
       "      <td>93816</td>\n",
       "      <td>14270</td>\n",
       "      <td>11355</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "BorrowerState     VA    VI     VT     WA     WI     WV     WY\n",
       "year_approved                                                \n",
       "2020           87614  1864  10784  90871  76659  15687  12161\n",
       "2021           95656  1249   8644  80624  93816  14270  11355"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(df['year_approved'], df['BorrowerState'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "9424a244",
   "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>LoanStatus</th>\n",
       "      <th>Active Un-Disbursed</th>\n",
       "      <th>Exemption 4</th>\n",
       "      <th>Paid in Full</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ethnicity</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Hispanic or Latino</th>\n",
       "      <td>1</td>\n",
       "      <td>3238</td>\n",
       "      <td>5732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Not Hispanic or Latino</th>\n",
       "      <td>8</td>\n",
       "      <td>45146</td>\n",
       "      <td>103480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unknown/NotStated</th>\n",
       "      <td>16</td>\n",
       "      <td>108941</td>\n",
       "      <td>334692</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "LoanStatus              Active Un-Disbursed  Exemption 4  Paid in Full\n",
       "Ethnicity                                                             \n",
       "Hispanic or Latino                        1         3238          5732\n",
       "Not Hispanic or Latino                    8        45146        103480\n",
       "Unknown/NotStated                        16       108941        334692"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(df['Ethnicity'],df['LoanStatus'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f5345d3",
   "metadata": {},
   "source": [
    "### Numerical Variables - Discrete Variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "09d08958",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    601254.000000\n",
       "mean      27381.242810\n",
       "std       28420.922684\n",
       "min           1.800000\n",
       "25%        8617.000000\n",
       "50%       19442.000000\n",
       "75%       33600.000000\n",
       "max      149999.990000\n",
       "Name: CurrentApprovalAmount, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Descriptive Summary\n",
    "df['CurrentApprovalAmount'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2aef31e0",
   "metadata": {},
   "source": [
    "### Outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d6f6625",
   "metadata": {},
   "source": [
    "#####  The five-number summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "575beb42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='CurrentApprovalAmount'>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x = df['CurrentApprovalAmount'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "36365b38",
   "metadata": {},
   "outputs": [],
   "source": [
    "##The five-number summary divides the data into sections that each contain approximately 25 percent of the data in that set.\n",
    "#The five-number summary is the minimum, first quartile, median, third quartile, and maximum\n",
    "\n",
    "# Min = Minimum value\n",
    "# Q1 = The first quartile is the median of the data points to the left of the median\n",
    "# Median = is the value separating the higher half from the lower half of a data sample, a population or distribution\n",
    "# Q3 = The third quartile is the median of the data points to the right of the median\n",
    "# Max = Max value\n",
    "\n",
    "#About 75 percent of the CurrentApprovalAmount is greater than 8700 dollars per the boxplot above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b29bb849",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='LoanStatus', ylabel='CurrentApprovalAmount'>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6)) # this creates a figure 8 inch wide, 4 inch high\n",
    "sns.boxplot(x=\"LoanStatus\", y=\"CurrentApprovalAmount\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "d85bbd5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='CurrentApprovalAmount', ylabel='Density'>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['CurrentApprovalAmount']/10**3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2db9573b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Deviates from the normal distribution.\n",
    "#Have a positive skewness."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "85a61a28",
   "metadata": {},
   "outputs": [],
   "source": [
    "#skewness and kurtosis\n",
    "#Basically getting the body measure of the above diagram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "7dabf1bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skewness: 1.938848\n",
      "Kurtosis: 3.699537\n"
     ]
    }
   ],
   "source": [
    "#df['CurrentApprovalAmount'].skew()\n",
    "#df['CurrentApprovalAmount'].kurt()\n",
    "\n",
    "###Modified as compared to what I showed in Demo\n",
    "print(\"Skewness: %f\" % df['CurrentApprovalAmount'].skew())\n",
    "print(\"Kurtosis: %f\" % df['CurrentApprovalAmount'].kurt())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "79ac23e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter plot ForgivenessAmount/CurrentApprovalAmount\n",
    "var = 'ForgivenessAmount'\n",
    "data = pd.concat([df['CurrentApprovalAmount'], df[var]], axis=1)\n",
    "data.plot.scatter(x='CurrentApprovalAmount', y=var);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a148a30e",
   "metadata": {},
   "source": [
    "### Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "ffe3660a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x792 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##correlation matrix\n",
    "matrix = df.corr()\n",
    "f, ax = plt.subplots(figsize=(15, 11))\n",
    "sns.heatmap(matrix, annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7d72084a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}