ium_z487179/Zadanie_LAB02.ipynb
2023-03-25 12:47:22 +01:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /Users/wojciechbatruszewicz/.kaggle/kaggle.json'\n",
"Downloading home-loan-approval.zip to /Users/wojciechbatruszewicz/InformatykaStudia/SEMESTR8/IUM/ZADANIA\n",
" 0%| | 0.00/12.6k [00:00<?, ?B/s]\n",
"100%|██████████████████████████████████████| 12.6k/12.6k [00:00<00:00, 18.6MB/s]\n"
]
}
],
"source": [
"!kaggle datasets download -d rishikeshkonapure/home-loan-approval"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Archive: home-loan-approval.zip\n",
" inflating: loan_sanction_test.csv \n",
" inflating: loan_sanction_train.csv \n"
]
}
],
"source": [
"!unzip -o home-loan-approval.zip"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 367 loan_sanction_test.csv\n"
]
}
],
"source": [
"!wc -l loan_sanction_test.csv"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 614 loan_sanction_train.csv\n"
]
}
],
"source": [
"!wc -l loan_sanction_train.csv"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<bound method NDFrame.head of Loan_ID Gender Married Dependents Education Self_Employed \\\n",
"0 LP001002 Male No 0 Graduate No \n",
"1 LP001003 Male Yes 1 Graduate No \n",
"2 LP001005 Male Yes 0 Graduate Yes \n",
"3 LP001006 Male Yes 0 Not Graduate No \n",
"4 LP001008 Male No 0 Graduate No \n",
".. ... ... ... ... ... ... \n",
"609 LP002978 Female No 0 Graduate No \n",
"610 LP002979 Male Yes 3+ Graduate No \n",
"611 LP002983 Male Yes 1 Graduate No \n",
"612 LP002984 Male Yes 2 Graduate No \n",
"613 LP002990 Female No 0 Graduate Yes \n",
"\n",
" ApplicantIncome CoapplicantIncome LoanAmount Loan_Amount_Term \\\n",
"0 5849 0.0 NaN 360.0 \n",
"1 4583 1508.0 128.0 360.0 \n",
"2 3000 0.0 66.0 360.0 \n",
"3 2583 2358.0 120.0 360.0 \n",
"4 6000 0.0 141.0 360.0 \n",
".. ... ... ... ... \n",
"609 2900 0.0 71.0 360.0 \n",
"610 4106 0.0 40.0 180.0 \n",
"611 8072 240.0 253.0 360.0 \n",
"612 7583 0.0 187.0 360.0 \n",
"613 4583 0.0 133.0 360.0 \n",
"\n",
" Credit_History Property_Area Loan_Status \n",
"0 1.0 Urban Y \n",
"1 1.0 Rural N \n",
"2 1.0 Urban Y \n",
"3 1.0 Urban Y \n",
"4 1.0 Urban Y \n",
".. ... ... ... \n",
"609 1.0 Rural Y \n",
"610 1.0 Rural Y \n",
"611 1.0 Urban Y \n",
"612 1.0 Urban Y \n",
"613 0.0 Semiurban N \n",
"\n",
"[614 rows x 13 columns]>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"home_loan_train = pd.read_csv('loan_sanction_train.csv')\n",
"home_loan_test = pd.read_csv('loan_sanction_test.csv')\n",
"home_loan_train.head"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Loan_ID</th>\n",
" <th>Gender</th>\n",
" <th>Married</th>\n",
" <th>Dependents</th>\n",
" <th>Education</th>\n",
" <th>Self_Employed</th>\n",
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" <th>LoanAmount</th>\n",
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" <th>Credit_History</th>\n",
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" <th>count</th>\n",
" <td>614</td>\n",
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" <td>614</td>\n",
" <td>582</td>\n",
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" <td>614.000000</td>\n",
" <td>592.000000</td>\n",
" <td>600.00000</td>\n",
" <td>564.000000</td>\n",
" <td>614</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>unique</th>\n",
" <td>614</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <tr>\n",
" <th>top</th>\n",
" <td>LP001002</td>\n",
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" <td>Yes</td>\n",
" <td>0</td>\n",
" <td>Graduate</td>\n",
" <td>No</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Semiurban</td>\n",
" <td>Y</td>\n",
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" <tr>\n",
" <th>freq</th>\n",
" <td>1</td>\n",
" <td>489</td>\n",
" <td>398</td>\n",
" <td>345</td>\n",
" <td>480</td>\n",
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" <td>422</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
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" <tr>\n",
" <th>std</th>\n",
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>6109.041673</td>\n",
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" <td>85.587325</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <td>150.000000</td>\n",
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" <td>9.000000</td>\n",
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" <th>25%</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <tr>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" Loan_ID Gender Married Dependents Education Self_Employed \\\n",
"count 614 601 611 599 614 582 \n",
"unique 614 2 2 4 2 2 \n",
"top LP001002 Male Yes 0 Graduate No \n",
"freq 1 489 398 345 480 500 \n",
"mean NaN NaN NaN NaN NaN NaN \n",
"std NaN NaN NaN NaN NaN NaN \n",
"min NaN NaN NaN NaN NaN NaN \n",
"25% NaN NaN NaN NaN NaN NaN \n",
"50% NaN NaN NaN NaN NaN NaN \n",
"75% NaN NaN NaN NaN NaN NaN \n",
"max NaN NaN NaN NaN NaN NaN \n",
"\n",
" ApplicantIncome CoapplicantIncome LoanAmount Loan_Amount_Term \\\n",
"count 614.000000 614.000000 592.000000 600.00000 \n",
"unique NaN NaN NaN NaN \n",
"top NaN NaN NaN NaN \n",
"freq NaN NaN NaN NaN \n",
"mean 5403.459283 1621.245798 146.412162 342.00000 \n",
"std 6109.041673 2926.248369 85.587325 65.12041 \n",
"min 150.000000 0.000000 9.000000 12.00000 \n",
"25% 2877.500000 0.000000 100.000000 360.00000 \n",
"50% 3812.500000 1188.500000 128.000000 360.00000 \n",
"75% 5795.000000 2297.250000 168.000000 360.00000 \n",
"max 81000.000000 41667.000000 700.000000 480.00000 \n",
"\n",
" Credit_History Property_Area Loan_Status \n",
"count 564.000000 614 614 \n",
"unique NaN 3 2 \n",
"top NaN Semiurban Y \n",
"freq NaN 233 422 \n",
"mean 0.842199 NaN NaN \n",
"std 0.364878 NaN NaN \n",
"min 0.000000 NaN NaN \n",
"25% 1.000000 NaN NaN \n",
"50% 1.000000 NaN NaN \n",
"75% 1.000000 NaN NaN \n",
"max 1.000000 NaN NaN "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"home_loan_train.describe(include = \"all\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Y 422\n",
"N 192\n",
"Name: Loan_Status, dtype: int64"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"home_loan_train[\"Loan_Status\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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CAiUlJWnbtm0qKCjwf43S0lKNjIyooqJCQ0NDys7OVn19/bgbbAEAACyjo6OjoR5iurxen27eHAj1GLPKbrcqISFWZQd+ocvXpv6OKcwN6WnzdfClVerrG+DaPcLW2M81zvPIkJgYO6GbaXmzOgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMNalQ+eqrr/T9739fK1eu1FNPPaVvfvObam1t9a9/5ZVXtGzZsoCPlStX+tf7fD7V1NQoNzdXmZmZ2rhxozo7O4N3NAAAIKzYJ7PxSy+9pN7eXh04cECJiYk6fvy4Nm3apFOnTik9PV0XL17U888/r6KiIv8+NpvN/3ltba0aGxv1xhtvaOHChdq/f7+Ki4v1/vvvy+FwBO+oAABAWJjwKyqdnZ36+OOP9YMf/EBZWVn6oz/6I23fvl0LFy7U+++/L6/Xq46ODj3++ONKSkryfyQmJkqSPB6Pjh07ppKSEuXl5cnlcqm6ulo3btxQc3PzjB0gAACYuyb8ikpCQoJ+9KMf6bHHHvMvs1gsGh0dVX9/v65evarh4WGlp6c/cP/29nYNDAwoJyfHv8zpdGr58uVqaWnRmjVrpnEYkt0eWbfb2GyRdby4h8cd4Wzs/OY8x/0mHCpOp1N5eXkBy372s5/ps88+09NPP61Lly7JYrGooaFBH374oaxWq/Ly8lRWVqb4+Hh1d3dLklJTUwO+RnJysrq6uqZ1EFarRQkJsdP6GsBc4HTGhHoEYMZxnuN+k7pH5X7nzp3Tq6++qmeeeUarV69WTU2NrFar0tLSVFdXp87OTu3bt0+XLl1SQ0ODBgcHJWncvShRUVHq7++f1kH4fKNyu+9M62vMNTablSdzBHK7B+X1+kI9BjAjxn6ucZ5HBqczZkKvnk0pVD744AO9/PLLyszM1IEDByRJJSUlWr9+vZxOpyQpIyNDSUlJWrdunc6fP6/o6GhJ9+5VGftckoaHhxUTM/2/cEdGOKkR/rxeH+c6wh7nOe436QuBb775pkpKSrRy5UodOXLEHx0Wi8UfKWMyMjIkSd3d3f5LPj09PQHb9PT0KCUlZUrDAwCA8DapUDl+/Lh2796t5557TgcPHgy4jLN161Zt2rQpYPvz589LkpYuXSqXy6W4uDidPXvWv97tdqutrU1ZWVnTOQYAABCmJnzp58qVK3r99deVn5+vzZs3q7e3178uOjpaa9eu1ZYtW3T48GGtWbNGV65c0Wuvvaa1a9f63wlUVFSkqqoqJSYmKi0tTfv371dKSory8/ODf2QAAGDOm3Co/PznP9fdu3fV3Nw87veeFBQUaO/evTp06JDq6upUV1en+Ph4PfvssyorK/NvV1paqpGREVVUVGhoaEjZ2dmqr6/nl70BAIAHsoyOjo6Geojp8np9unlzINRjzCq73aqEhFiVHfiFLl+b3rumYL70tPk6+NIq9fUNcJMhwtbYzzXO88iQmBg7oXf98Ft1AACAsQgVAABgLEIFAAAYi1ABAADGIlQAAICxCBUAAGAsQgUAABiLUAEAAMYiVAAAgLEIFQAAYCxCBQAAGItQAQAAxiJUAACAsQgVAABgLEIFAAAYi1ABAADGIlQAAICxCBUAAGAsQgUAABiLUAEAAMYiVAAAgLEIFQAAYCxCBQAAGItQAQAAxiJUAACAsQgVAABgLEIFAAAYi1ABAADGIlQAAICxJhUqX331lb7//e9r5cqVeuqpp/TNb35Tra2t/vUXLlxQUVGRVqxYoVWrVqm+vj5gf5/Pp5qaGuXm5iozM1MbN25UZ2dncI4EAACEnUmFyksvvaT//u//1oEDB3TixAn98R//sTZt2qTLly+rr69PGzZs0COPPKKTJ0+qpKREhw4d0smTJ/3719bWqrGxUZWVlWpqapLFYlFxcbE8Hk/QDwwAAMx99olu2NnZqY8//lhvv/22nnrqKUnS9u3b9eGHH+r9999XdHS0HA6Hdu7cKbvdrvT0dHV2durIkSMqLCyUx+PRsWPHVF5erry8PElSdXW1cnNz1dzcrDVr1szMEQIAgDlrwq+oJCQk6Ec/+pEee+wx/zKLxaLR0VH19/ertbVV2dnZstt/0z45OTm6cuWKent71d7eroGBAeXk5PjXO51OLV++XC0tLUE6HAAAEE4m/IqK0+n0vxIy5mc/+5k+++wzPf3006qurlZGRkbA+uTkZEnS9evX1d3dLUlKTU0dt01XV9eUhr+f3R5Z9wXbbJF1vLiHxx3hbOz85jzH/SYcKv/fuXPn9Oqrr+qZZ57R6tWr9cYbb8jhcARsExUVJUkaHh7W4OCgJD1wm/7+/qmOIUmyWi1KSIid1tcA5gKnMybUIwAzjvMc95tSqHzwwQd6+eWXlZmZqQMHDkiSoqOjx90UOzw8LEmaN2+eoqOjJUkej8f/+dg2MTHTOyl9vlG53Xem9TXmGpvNypM5Arndg/J6faEeA5gRYz/XOM8jg9MZM6FXzyYdKm+++ab27Nmj/Px8VVVV+V8hSUlJUU9PT8C2Y39euHChRkZG/MsWL14csI3L5ZrsGOOMjHBSI/x5vT7OdYQ9znPcb1IXAo8fP67du3frueee08GDBwMu42RnZ+vcuXPyer3+ZWfOnNGSJUu0YMECuVwuxcXF6ezZs/71brdbbW1tysrKCsKhAACAcDPhULly5Ypef/115efna/Pmzert7dWXX36pL7/8Urdu3VJhYaFu376t7du3q6OjQ6dOnVJDQ4M2b94s6d69KUVFRaqqqtLp06fV3t6uF198USkpKcrPz5+xAwQAAHPXhC/9/PznP9fdu3fV3Nys5ubmgHUFBQXau3evjh49qj179qigoEBJSUnatm2bCgoK/NuVlpZqZGREFRUVGhoaUnZ2turr68fdYAsAACBJltHR0dFQDzFdXq9PN28OhHqMWWW3W5WQEKuyA7/Q5WvTe9cUzJeeNl8HX1qlvr4Brt1HCKvVIqvVEuoxZlUk30zr843K55vzfx1PSmJi7MzcTAsAmFlWq0UPPTQvYn+fSCS+o9Hr9emrr+5EXKxMBKECAIaxWi2y2ayqeuucvrhxK9TjYIY9vDBeLz/3J7JaLYTKAxAqAGCoL27c4tIuIl5kvq4IAADmBEIFAAAYi1ABAADGIlQAAICxCBUAAGAsQgUAABiLUAEAAMYiVAAAgLEIFQAAYCxCBQAAGItQAQAAxiJUAACAsQgVAABgLEIFAAAYi1ABAADGIlQAAICxCBUAAGAsQgUAABiLUAEAAMYiVAAAgLEIFQAAYCxCBQAAGItQAQAAxiJUAACAsQgVAABgLEIFAAAYi1ABAADGmlao1NbW6lvf+lbAsldeeUXLli0L+Fi5cqV/vc/nU01NjXJzc5WZmamNGzeqs7NzOmMAAIAwNeVQ+clPfqKamppxyy9evKjnn39eH330kf/j3Xff9a+vra1VY2OjKisr1dTUJIvFouLiYnk8nqmOAgAAwtSkQ+XGjRv6zne+o0OHDmnJkiUB67xerzo6OvT4448rKSnJ/5GYmChJ8ng8OnbsmEpKSpSXlyeXy6Xq6mrduHFDzc3NwTkiAAAQNiYdKr/61a80f/58vffee8rMzAxYd/XqVQ0PDys9Pf2B+7a3t2tgYEA5OTn+ZU6nU8uXL1dLS8tkRwEAAGHOPtkdVq9erdWrVz9w3aVLl2SxWNTQ0KAPP/xQVqtVeXl5KisrU3x8vLq7uyVJqampAfslJyerq6trCuP/ht0eWfcF22yRdby4h8c9MvA4RyYe9webdKj8Lp9++qmsVqvS0tJUV1enzs5O7du3T5cuXVJDQ4MGBwclSQ6HI2C/qKgo9ff3T/n7Wq0WJSTETmt2YC5wOmNCPQKAGcLz+8GCGiolJSVav369nE6nJCkjI0NJSUlat26dzp8/r+joaEn37lUZ+1yShoeHFRMz9QfI5xuV231nesPPMTablZM6Arndg/J6faEeAzOM53dkirTnt9MZM6FXkYIaKhaLxR8pYzIyMiRJ3d3d/ks+PT09Wrx4sX+bnp4euVyuaX3vkZHIeXARubxeH+c6EKZ4fj9YUC+Ibd26VZs2bQpYdv78eUnS0qVL5XK5FBcXp7Nnz/rXu91utbW1KSsrK5ijAACAMBDUUFm7dq0+/vhjHT58WJ999pn+8z//U6+++qrWrl2r9PR0ORwOFRUVqaqqSqdPn1Z7e7tefPFFpaSkKD8/P5ijAACAMBDUSz9/9md/pkOHDqmurk51dXWKj4/Xs88+q7KyMv82paWlGhkZUUVFhYaGhpSdna36+vpxN9gCAABMK1T27t07btnXv/51ff3rX/+t+9hsNpWXl6u8vHw63xoAAEQA3rQNAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGNNK1Rqa2v1rW99K2DZhQsXVFRUpBUrVmjVqlWqr68PWO/z+VRTU6Pc3FxlZmZq48aN6uzsnM4YAAAgTE05VH7yk5+opqYmYFlfX582bNigRx55RCdPnlRJSYkOHTqkkydP+repra1VY2OjKisr1dTUJIvFouLiYnk8nqkfBQAACEv2ye5w48YNbd++XefOndOSJUsC1r3zzjtyOBzauXOn7Ha70tPT1dnZqSNHjqiwsFAej0fHjh1TeXm58vLyJEnV1dXKzc1Vc3Oz1qxZE5yjAgAAYWHSofKrX/1K8+fP13vvvad/+Zd/0bVr1/zrWltblZ2dLbv9N182JydH//qv/6re3l5du3ZNAwMDysnJ8a93Op1avny5WlpaphUqdntk3W5js0XW8eIeHvfIwOMcmXjcH2zSobJ69WqtXr36geu6u7uVkZERsCw5OVmSdP36dXV3d0uSUlNTx23T1dU12VH8rFaLEhJip7w/MFc4nTGhHgHADOH5/WCTDpXfZWhoSA6HI2BZVFSUJGl4eFiDg4OS9MBt+vv7p/x9fb5Rud13prz/XGSzWTmpI5DbPSiv1xfqMTDDeH5Hpkh7fjudMRN6FSmooRIdHT3uptjh4WFJ0rx58xQdHS1J8ng8/s/HtomJmd6TcmQkch5cRC6v18e5DoQpnt8PFtQLYikpKerp6QlYNvbnhQsX+i/5PGiblJSUYI4CAADCQFBDJTs7W+fOnZPX6/UvO3PmjJYsWaIFCxbI5XIpLi5OZ8+e9a93u91qa2tTVlZWMEcBAABhIKihUlhYqNu3b2v79u3q6OjQqVOn1NDQoM2bN0u6d29KUVGRqqqqdPr0abW3t+vFF19USkqK8vPzgzkKAAAIA0G9R2XBggU6evSo9uzZo4KCAiUlJWnbtm0qKCjwb1NaWqqRkRFVVFRoaGhI2dnZqq+vH3eDLQAAwLRCZe/eveOWPfHEE2pqavqt+9hsNpWXl6u8vHw63xoAAEQAfrsMAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADBW0EPl2rVrWrZs2biPn/70p5KkCxcuqKioSCtWrNCqVatUX18f7BEAAECYsAf7C168eFFRUVH64IMPZLFY/Mvj4+PV19enDRs26M///M+1a9cuffLJJ9q1a5ceeughFRYWBnsUAAAwxwU9VC5duqQlS5YoOTl53LqGhgY5HA7t3LlTdrtd6enp6uzs1JEjRwgVAAAwTtAv/Vy8eFFLly594LrW1lZlZ2fLbv9NH+Xk5OjKlSvq7e0N9igAAGCOm5FXVJKSkvS3f/u3unr1qv7wD/9QL7zwgnJzc9Xd3a2MjIyA7cdeebl+/boWLFgw5e9rt0fWfcE2W2QdL+7hcY8MPM6Ricf9wYIaKh6PR1evXlVMTIy2bdumefPm6b333lNxcbF+/OMfa2hoSA6HI2CfqKgoSdLw8PCUv6/ValFCQuy0ZgfmAqczJtQjAJghPL8fLKih4nA41NLSIrvd7g+Sxx57TJcvX1Z9fb2io6Pl8XgC9hkLlHnz5k35+/p8o3K770x98DnIZrNyUkcgt3tQXq8v1GNghvH8jkyR9vx2OmMm9CpS0C/9PCg4MjIy9NFHHyklJUU9PT0B68b+vHDhwml935GRyHlwEbm8Xh/nOhCmeH4/WFAviLW3t+vJJ59Ua2trwPL//d//1dKlS5Wdna1z587J6/X61505c0ZLliyZ1v0pAAAgPAU1VDIyMvToo49q165dam1t1eXLl/XGG2/ok08+0fPPP6/CwkLdvn1b27dvV0dHh06dOqWGhgZt3rw5mGMAAIAwEdRLP1arVXV1daqqqlJZWZncbreWL1+uH//4x1q2bJkk6ejRo9qzZ48KCgqUlJSkbdu2qaCgIJhjAACAMBH0e1QSExP1+uuv/9b1TzzxhJqamoL9bQEAQBjiTdsAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMFZIQsXn86mmpka5ubnKzMzUxo0b1dnZGYpRAACAwUISKrW1tWpsbFRlZaWamppksVhUXFwsj8cTinEAAIChZj1UPB6Pjh07ppKSEuXl5cnlcqm6ulo3btxQc3PzbI8DAAAMNuuh0t7eroGBAeXk5PiXOZ1OLV++XC0tLbM9DgAAMJh9tr9hd3e3JCk1NTVgeXJysrq6uqb0Na1WixITY6c921xisdz7587ir2nE6wvtMJhxdtu9/6aYPz9Go6MhHgYzjud3ZInU57fVapnQdrMeKoODg5Ikh8MRsDwqKkr9/f1T+poWi0U228QOONw8FB8V6hEwi6xW3qgXSXh+Rxae3w826/9WoqOjJWncjbPDw8OKiYmZ7XEAAIDBZj1Uxi759PT0BCzv6elRSkrKbI8DAAAMNuuh4nK5FBcXp7Nnz/qXud1utbW1KSsra7bHAQAABpv1e1QcDoeKiopUVVWlxMREpaWlaf/+/UpJSVF+fv5sjwMAAAw266EiSaWlpRoZGVFFRYWGhoaUnZ2t+vr6cTfYAgCAyGYZHY2kN0MBAIC5hPdCAQAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqMA4W7du1e3bt0M9BgDAAIQKjPPRRx9pzZo1+q//+q9QjwIACDF+hT6Mc/PmTe3atUv/8R//oeeee07l5eWKiooK9VgAguTv/u7vJrSdxWJRQ0PDDE8D0xEqMFZzc7Nee+01xcbG6h//8R/1xBNPhHokAEHwyiuv/M71ra2t+vzzzxUXF6fW1tZZmgqmIlRgtNu3b6umpkaNjY165plnFB0dHbD+jTfeCNFkAILt9u3b2rt3r06cOKE//dM/VWVlpRYtWhTqsRBi9lAPAPwuHo9Ht27d0t27d/XFF1+MCxUA4eHjjz/Wjh075Ha7tWvXLq1bty7UI8EQhAqMdeLECe3fv18Oh0P//M//rGeeeSbUIwEIsoGBAe3du1c//elP9bWvfU179uzhVRQE4NIPjPPZZ59px44dOnv2rNauXasdO3Zo/vz5oR4LQJCNvYrS39+v8vJy/c3f/E2oR4KBCBUYJzMzU/Hx8Xrttde0evXqUI8DIMgGBga0b9++gFdRUlNTQz0WDEWowDjbtm1TRUWFnE5nqEcBMANWr16trq4u/cEf/IH+6q/+6ndu+/d///ezNBVMRagAAGbVRF8ptVgsOn369AxPA9MRKgAAwFj8Cn0AAGAsQgUAABiLUAEAAMYiVAAAgLEIFQAAYCxCBQAAGItQAQAAxvo/lLO9ZOcV4wUAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"home_loan_train[\"Loan_Status\"].value_counts().plot(kind=\"bar\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='Loan_Status'>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ePZWSkuK2v9Pp1Ny5cxUTE6OIiAgNGjRImZmZbttUNgYAAECFar80e9euXfLx8dG6detkOeXNCho1aqTc3FwNHDhQv/nNbzRp0iRt375dkyZN0hVXXKG4uDhJ0vz587Vs2TJNmzZNISEhmj59uhISEvThhx/K29u7SmMAAABUqHbMfPfdd2rbtq2aNWt2xrolS5bI29tbEydOlM1mU1hYmDIzM7Vo0SLFxcXJbrcrNTVVSUlJ6tGjhyRp9uzZiomJ0dq1a9W3b1+tWLHivGMAAACcqtqXmXbt2qV27dqddV16erqioqJks/3SSNHR0dq7d69ycnKUkZGhwsJCRUdHu9YHBgaqQ4cO2rp1a5XGAAAAOFWNzsw0bdpU/fv3148//qjWrVtr2LBhiomJUVZWltq3b++2fcUZnIMHDyorK0uS1Lx58zO2OXTokCRVOkZwcHB1pyxJstk8615nLz5/xSPxuHsGHmfPxON+btWKGbvdrh9//FF+fn4aPXq0/P399f777yshIUGvv/66iouL5e3t7baPj4+PJKmkpERFRUWSdNZt8vLyJKnSMWrCarUoKKhhjfYFTBIY6FfbUwBwiXB8n1u1Ysbb21tbt26VzWZzBUfHjh21Z88epaSkyNfXV3a73W2figDx9/eXr6+vpJNRVPF1xTZ+ficfpMrGqAmns1z5+SdqtK+pvLysPPE9UH5+kRwOPrulvuP49kyednwHBvpV+WxUtS8znS0o2rdvr88//1yhoaHKzs52W1fxfUhIiMrKylzLWrVq5bZNeHi4JFU6Rk3x4VzwBA6Hk+c6UE9xfJ9btS7AZWRkqHPnzkpPT3db/s0336hdu3aKiorStm3b5HA4XOs2b96stm3bKjg4WOHh4QoICNCWLVtc6/Pz87Vjxw517dpVkiodAwAA4FTVipn27dvr2muv1aRJk5Senq49e/Zo2rRp2r59ux577DHFxcWpoKBAycnJ2r17t1atWqUlS5ZoyJAhkk5epoqPj9eMGTO0fv16ZWRkaOTIkQoNDVWfPn0kqdIxAAAATlWty0xWq1ULFizQjBkz9NRTTyk/P18dOnTQ66+/ruuuu06StHjxYk2dOlWxsbFq2rSpRo8erdjYWNcYI0aMUFlZmcaNG6fi4mJFRUUpJSXFdQ9OcHBwpWMAAABUsJSXl5fX9iQuNYfDqWPHCmt7GpeVzWZVUFBDPTVro/YcyKvt6eASC2vRWHMSeyo3t5Br6h6A49uzeOrx3aRJwyrfAMyL1gEAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0WocM3v37lXnzp21atUq17KdO3cqPj5ekZGR6tmzp1JSUtz2cTqdmjt3rmJiYhQREaFBgwYpMzPTbZvKxgAAADhVjWKmtLRUTz/9tE6cOOFalpubq4EDB6pNmzZKS0vT8OHD9fLLLystLc21zfz587Vs2TJNmTJFy5cvl8ViUUJCgux2e5XHAAAAOJWtJju98soratiwoduyFStWyNvbWxMnTpTNZlNYWJgyMzO1aNEixcXFyW63KzU1VUlJSerRo4ckafbs2YqJidHatWvVt2/fSscAAAA4XbVjZuvWrVq+fLneffdd9ezZ07U8PT1dUVFRstl+GTI6OloLFy5UTk6ODhw4oMLCQkVHR7vWBwYGqkOHDtq6dav69u1b6RjBwcE1/DUlm82zbg/y8vKs3xcn8bh7Bh5nz8Tjfm7Vipn8/HyNHj1a48aNU/Pmzd3WZWVlqX379m7LmjVrJkk6ePCgsrKyJOmM/Zo1a6ZDhw5VaYyaxozValFQUMPKNwQMFxjoV9tTAHCJcHyfW7ViZuLEiYqMjNSdd955xrri4mJ5e3u7LfPx8ZEklZSUqKioSJLOuk1eXl6Vxqgpp7Nc+fknKt+wHvHysvLE90D5+UVyOJy1PQ1cYhzfnsnTju/AQL8qn42qcsy8++67Sk9P1wcffHDW9b6+vq4beStUBIi/v798fX0lSXa73fV1xTZ+fn5VGuNClJV5zhMAnsvhcPJcB+opju9zq3LMpKWlKScnx+0+GUl67rnnlJKSoquuukrZ2dlu6yq+DwkJUVlZmWtZq1at3LYJDw+XJIWGhp53DAAAgNNVOWZmzJih4uJit2W33XabRowYoTvuuEOrV6/WsmXL5HA45OXlJUnavHmz2rZtq+DgYDVq1EgBAQHasmWLK2by8/O1Y8cOxcfHS5KioqLOOwYAAMDpqnxrdEhIiFq3bu32P0kKDg5WixYtFBcXp4KCAiUnJ2v37t1atWqVlixZoiFDhkg6ea9MfHy8ZsyYofXr1ysjI0MjR45UaGio+vTpI0mVjgEAAHC6Gr3PzNkEBwdr8eLFmjp1qmJjY9W0aVONHj1asbGxrm1GjBihsrIyjRs3TsXFxYqKilJKSorrpt+qjAEAAHCqC4qZXbt2uX3fqVMnLV++/Jzbe3l5KSkpSUlJSefcprIxAAAATsU78AAAAKMRMwAAwGjEDAAAMBoxAwAAjEbMAAAAoxEzAADAaMQMAAAwGjEDAACMRswAAACjETMAAMBoxAwAADAaMQMAAIxGzAAAAKMRMwAAwGjEDAAAMBoxAwAAjEbMAAAAoxEzAADAaMQMAAAwGjEDAACMRswAAACjETMAAMBoxAwAADAaMQMAAIxGzAAAAKMRMwAAwGjEDAAAMBoxAwAAjEbMAAAAoxEzAADAaMQMAAAwGjEDAACMRswAAACjETMAAMBoxAwAADAaMQMAAIxGzAAAAKMRMwAAwGjEDAAAMBoxAwAAjEbMAAAAoxEzAADAaMQMAAAwGjEDAACMRswAAACjETMAAMBoxAwAADAaMQMAAIxGzAAAAKMRMwAAwGjEDAAAMBoxAwAAjFbtmMnJyVFSUpKio6PVuXNnDR48WLt373at37lzp+Lj4xUZGamePXsqJSXFbX+n06m5c+cqJiZGERERGjRokDIzM922qWwMAACACtWOmaFDh2r//v1atGiRVq5cKV9fXw0YMEBFRUXKzc3VwIED1aZNG6WlpWn48OF6+eWXlZaW5tp//vz5WrZsmaZMmaLly5fLYrEoISFBdrtdkqo0BgAAQAVbdTbOzc1Vy5YtNXToUF177bWSpGHDhunuu+/W999/r82bN8vb21sTJ06UzWZTWFiYMjMztWjRIsXFxclutys1NVVJSUnq0aOHJGn27NmKiYnR2rVr1bdvX61YseK8YwAAAJyqWmdmgoKCNGvWLFfIHD16VCkpKQoNDVW7du2Unp6uqKgo2Wy/NFJ0dLT27t2rnJwcZWRkqLCwUNHR0a71gYGB6tChg7Zu3SpJlY4BAABwqmqdmTnV+PHjXWdRXn31Vfn7+ysrK0vt27d3265Zs2aSpIMHDyorK0uS1Lx58zO2OXTokCRVOkZwcHCN5muzeda9zl5envX74iQed8/A4+yZeNzPrcYx86c//Un333+/3n77bT3++ONaunSpiouL5e3t7badj4+PJKmkpERFRUWSdNZt8vLyJKnSMWrCarUoKKhhjfYFTBIY6FfbUwBwiXB8n1uNY6Zdu3aSpOeff17bt2/Xm2++KV9fX9eNvBUqAsTf31++vr6SJLvd7vq6Yhs/v5MPUmVj1ITTWa78/BM12tdUXl5WnvgeKD+/SA6Hs7angUuM49szedrxHRjoV+WzUdWKmZycHG3evFm/+93v5OXlJUmyWq0KCwtTdna2QkNDlZ2d7bZPxfchISEqKytzLWvVqpXbNuHh4ZJU6Rg1VVbmOU8AeC6Hw8lzHainOL7PrVoX4LKzszVq1Ch98cUXrmWlpaXasWOHwsLCFBUVpW3btsnhcLjWb968WW3btlVwcLDCw8MVEBCgLVu2uNbn5+drx44d6tq1qyRVOgYAAMCpqhUz4eHhuuWWWzRp0iSlp6fru+++05gxY5Sfn68BAwYoLi5OBQUFSk5O1u7du7Vq1SotWbJEQ4YMkXTyXpn4+HjNmDFD69evV0ZGhkaOHKnQ0FD16dNHkiodAwAA4FTVusxksVg0Z84czZw5U0899ZSOHz+url276q233tJVV10lSVq8eLGmTp2q2NhYNW3aVKNHj1ZsbKxrjBEjRqisrEzjxo1TcXGxoqKilJKS4rrpNzg4uNIxAAAAKljKy8vLa3sSl5rD4dSxY4W1PY3LymazKiiooZ6atVF7DuTV9nRwiYW1aKw5iT2Vm1vINXUPwPHtWTz1+G7SpGGVbwDmResAAMBoxAwAADAaMQMAAIxGzAAAAKMRMwAAwGjEDAAAMBoxAwAAjEbMAAAAoxEzAADAaMQMAAAwGjEDAACMRswAAACjETMAAMBoxAwAADAaMQMAAIxGzAAAAKMRMwAAwGjEDAAAMBoxAwAAjEbMAAAAoxEzAADAaMQMAAAwGjEDAACMRswAAACjETMAAMBoxAwAADAaMQMAAIxGzAAAAKMRMwAAwGjEDAAAMBoxAwAAjEbMAAAAoxEzAADAaMQMAAAwGjEDAACMRswAAACjETMAAMBoxAwAADAaMQMAAIxGzAAAAKMRMwAAwGjEDAAAMBoxAwAAjEbMAAAAoxEzAADAaMQMAAAwGjEDAACMRswAAACjETMAAMBoxAwAADAaMQMAAIxGzAAAAKMRMwAAwGjVipmff/5ZEyZM0K233qouXbroj3/8o9LT013rd+7cqfj4eEVGRqpnz55KSUlx29/pdGru3LmKiYlRRESEBg0apMzMTLdtKhsDAADgVNWKmcTERP373//WrFmztHLlSt1www165JFHtGfPHuXm5mrgwIFq06aN0tLSNHz4cL388stKS0tz7T9//nwtW7ZMU6ZM0fLly2WxWJSQkCC73S5JVRoDAADgVLaqbpiZmalNmzbp7bffVpcuXSRJycnJ+uyzz/Thhx/K19dX3t7emjhxomw2m8LCwpSZmalFixYpLi5OdrtdqampSkpKUo8ePSRJs2fPVkxMjNauXau+fftqxYoV5x0DAADgdFU+MxMUFKTXXntNHTt2dC2zWCwqLy9XXl6e0tPTFRUVJZvtlz6Kjo7W3r17lZOTo4yMDBUWFio6Otq1PjAwUB06dNDWrVslqdIxAAAATlflMzOBgYGuMyoV1qxZo3379umWW27R7Nmz1b59e7f1zZo1kyQdPHhQWVlZkqTmzZufsc2hQ4ckSVlZWecdIzg4uKrTPYPN5ln3Ont5edbvi5N43D0Dj7Nn4nE/tyrHzOm2bdumZ599Vr1791avXr00bdo0eXt7u23j4+MjSSopKVFRUZEknXWbvLw8SVJxcfF5x6gpq9WioKCGNd4fMEVgoF9tTwHAJcLxfW41ipl169bp6aefVkREhGbNmiVJ8vX1dd3IW6EiQPz9/eXr6ytJstvtrq8rtvHz86vSGDXldJYrP/9Ejfc3kZeXlSe+B8rPL5LD4aztaeAS4/j2TJ52fAcG+lX5bFS1Y+bNN9/U1KlT1adPH82YMcN1JiU0NFTZ2dlu21Z8HxISorKyMteyVq1auW0THh5epTEuRFmZ5zwB4LkcDifPdaCe4vg+t2pdgFu6dKmef/55Pfjgg5ozZ47bJaGoqCht27ZNDofDtWzz5s1q27atgoODFR4eroCAAG3ZssW1Pj8/Xzt27FDXrl2rNAYAAMDpqhwze/fu1QsvvKA+ffpoyJAhysnJ0ZEjR3TkyBEdP35ccXFxKigoUHJysnbv3q1Vq1ZpyZIlGjJkiKST98rEx8drxowZWr9+vTIyMjRy5EiFhoaqT58+klTpGAAAAKer8mWmjz/+WKWlpVq7dq3Wrl3rti42NlYvvviiFi9erKlTpyo2NlZNmzbV6NGjFRsb69puxIgRKisr07hx41RcXKyoqCilpKS4zvAEBwdXOgYAAMCpLOXl5eW1PYlLzeFw6tixwtqexmVls1kVFNRQT83aqD0H8mp7OrjEwlo01pzEnsrNLeSaugfg+PYsnnp8N2nSsMo3APOidQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0S4oZubPn6+HHnrIbdnOnTsVHx+vyMhI9ezZUykpKW7rnU6n5s6dq5iYGEVERGjQoEHKzMys1hgAAAAVahwzb7zxhubOneu2LDc3VwMHDlSbNm2Ulpam4cOH6+WXX1ZaWpprm/nz52vZsmWaMmWKli9fLovFooSEBNnt9iqPAQAAUMFW3R0OHz6s5ORkbdu2TW3btnVbt2LFCnl7e2vixImy2WwKCwtTZmamFi1apLi4ONntdqWmpiopKUk9evSQJM2ePVsxMTFau3at+vbtW+kYAAAAp6r2mZlvv/1WjRs31vvvv6+IiAi3denp6YqKipLN9ksjRUdHa+/evcrJyVFGRoYKCwsVHR3tWh8YGKgOHTpo69atVRoDAADgVNU+M9OrVy/16tXrrOuysrLUvn17t2XNmjWTJB08eFBZWVmSpObNm5+xzaFDh6o0RnBwcHWnLEmy2TzrXmcvL8/6fXESj7tn4HH2TDzu51btmDmf4uJieXt7uy3z8fGRJJWUlKioqEiSzrpNXl5elcaoCavVoqCghjXaFzBJYKBfbU8BwCXC8X1uFzVmfH19XTfyVqgIEH9/f/n6+kqS7Ha76+uKbfz8/Ko0Rk04neXKzz9Ro31N5eVl5YnvgfLzi+RwOGt7GrjEOL49k6cd34GBflU+G3VRYyY0NFTZ2dluyyq+DwkJUVlZmWtZq1at3LYJDw+v0hg1VVbmOU8AeC6Hw8lzHainOL7P7aJegIuKitK2bdvkcDhcyzZv3qy2bdsqODhY4eHhCggI0JYtW1zr8/PztWPHDnXt2rVKYwAAAJzqosZMXFycCgoKlJycrN27d2vVqlVasmSJhgwZIunkvTLx8fGaMWOG1q9fr4yMDI0cOVKhoaHq06dPlcYAAAA41UW9zBQcHKzFixdr6tSpio2NVdOmTTV69GjFxsa6thkxYoTKyso0btw4FRcXKyoqSikpKa6bfqsyBgAAQAVLeXl5eW1P4lJzOJw6dqywtqdxWdlsVgUFNdRTszZqz4G82p4OLrGwFo01J7GncnMLuabuATi+PYunHt9NmjSs8g3AvGgdAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGI2YAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABitTsaM0+nU3LlzFRMTo4iICA0aNEiZmZm1PS0AAFAH1cmYmT9/vpYtW6YpU6Zo+fLlslgsSkhIkN1ur+2pAQCAOqbOxYzdbldqaqqGDx+uHj16KDw8XLNnz9bhw4e1du3a2p4eAACoY+pczGRkZKiwsFDR0dGuZYGBgerQoYO2bt1aizMDAAB1ka22J3C6rKwsSVLz5s3dljdr1kyHDh2q0ZhWq0VNmjS84LmZxGI5+f8TE25SmcNZu5PBJWfzOvnvksaN/VReXsuTwSXH8e1ZPPX4tlotVd62zsVMUVGRJMnb29ttuY+Pj/Ly8mo0psVikZdX1f8o9ckVjXxqewq4jKzWOneyFZcQx7dn4fg+tzr3l/H19ZWkM272LSkpkZ+fX21MCQAA1GF1LmYqLi9lZ2e7Lc/OzlZoaGhtTAkAANRhdS5mwsPDFRAQoC1btriW5efna8eOHeratWstzgwAANRFde6eGW9vb8XHx2vGjBlq0qSJWrRooenTpys0NFR9+vSp7ekBAIA6ps7FjCSNGDFCZWVlGjdunIqLixUVFaWUlJQzbgoGAACwlJd70gu9AABAfVPn7pkBAACoDmIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQBAnTFq1CgVFBTU9jRgGGIGAFBnfP755+rbt6/++c9/1vZUYBA+zgBGevjhh6u0ncVi0ZIlSy7xbABcLMeOHdOkSZP0ySef6MEHH1RSUpJ8fHxqe1qo44gZGGns2LHnXZ+enq79+/crICBA6enpl2lWAC6WtWvXavLkyWrYsKH+/Oc/q1OnTrU9JdRhxAzqlYKCAr344otauXKlunfvrilTpuiqq66q7WkBqIGCggLNnTtXy5YtU+/eveXr6+u2ftq0abU0M9Q1ttqeAHCxbNq0SePHj1d+fr4mTZqk+++/v7anBOAC2O12HT9+XKWlpfrpp5/OiBmgAjED4xUWFurFF1/UO++8o5tuuklTp07lbAxguJUrV2r69Ony9vbWvHnz1Lt379qeEuowLjPBaBVnY/Ly8pSUlKQHHnigtqcE4ALs27dP48eP15YtW9SvXz+NHz9ejRs3ru1poY4jZmCkwsJCvfTSS25nY5o3b17b0wJwgSIiItSoUSNNnjxZvXr1qu3pwBDEDIzUq1cvHTp0SFdffbXuuuuu8277xBNPXKZZAbhQo0eP1rhx4xQYGFjbU4FBiBkYqar/YrNYLFq/fv0lng0AoDYRMwAAwGh8nAEAADAaMQMAAIxGzAAAAKMRMwA8Tk1vFeQWQ6BuImYAuDz00EN66KGHansa1XbixAm98soruuOOO9SpUyfdeOONeuCBB7RixQo5nU7Xdvn5+RozZky1P3w0KytLQ4YM0YEDBy721AFcBMQMAKOVl5frscce07Jly3Tfffdp4cKFmjlzpjp27KgJEya4fRjhzp079e6777oFTlX885//1MaNGy/yzAFcLHw2EwCjbdu2TVu2bFFKSopuueUW1/KePXvKarXqzTff1ODBg9W0adNanCWAS4kzMwCqZdOmTerfv79uvPFGdevWTaNGjdKhQ4fcttm6daseeeQRRUVFqWPHjurVq5deeeUV1xmRn376Sdddd53WrFmjESNGqHPnzoqKilJycrIKCwurNZ8jR45IOvv9LP3799fIkSNlsVi0ZcsWPfzww5Kkhx9+2HU5zeFw6LXXXlO/fv3UqVMnRUZG6oEHHtDmzZslSatWrdLYsWMlSb1799Yzzzwj6eQbN1Z8XWHVqlW67rrr9NNPP0mSSkpKNGnSJN16663q2LGjfvvb3yo1NbVavx+AyhEzAKrsvffe06BBgxQSEqJZs2Zp7Nix+uqrr3T//fcrJydHkpSRkaEBAwboiiuu0OzZs/Xqq6+qS5cumjdvnlavXu023nPPPacWLVpo/vz5evTRR5WWlqYFCxZUa07/8z//I39/fyUmJmr69OnasmWLiouLJUlt2rRRQkKCrrzySt1www2aMGGCJGnChAl67rnnJEkzZszQX/7yF91///1avHixJk+erNzcXD355JM6ceKEevbsqaFDh0qS5s2bp2HDhlV5blOnTtWnn36qMWPGKCUlRb1799ZLL72kVatWVet3BHB+XGYCUCVOp1PTp09X9+7dNXv2bNfyLl266I477lBqaqqSkpKUkZGh7t27a/r06bJaT/576eabb9bGjRu1detW3Xnnna59e/TooTFjxkiSbrrpJm3atEkbN27UqFGjqjyv4OBgLVq0SM8884wWL16sxYsXq0GDBoqMjFS/fv107733ymazKSAgQO3atZMktWvXzvV1dna2Ro4c6Xbjs6+vr4YPH65du3apc+fOatWqlSTp+uuvV8uWLas8ty+++ELdu3dX3759JUndunWTv7+/goKCqjwGgMoRMwCqZO/evTpy5IgSExPdlrdq1UqdO3fWli1bJEn33HOP7rnnHpWUlGjfvn3KzMzUt99+K4fDodLSUrd9IyMj3b4PDQ2t0SuGunbtqk8++UTbtm3T559/ri+++ELbt2/X1q1b9d577+n111+Xr6/vWfedOXOmJOnYsWPKzMzU3r17tWHDBkk6Y77V1a1bNy1btkyHDx/Wr3/9a/Xo0UOPP/74BY0J4EzEDIAq+fnnnyVJV1555RnrrrzySu3YsUOSVFxcrOeff17vvfeeysrK1LJlS3Xu3Fk2m+2M+1r8/PzcvrdarTV+Lxer1aqoqChFRUVJkvLy8jRnzhwtXbpUK1euVHx8/Fn3+89//qNJkybpP//5j3x9fdWuXTu1aNFC0oW/r0xycrJCQ0P1/vvva9KkSZKkzp07a8KECerQocMFjQ3gF9wzA6BKrrjiCknS0aNHz1h35MgR16WTqVOn6uOPP9acOXP05Zdfat26dZo+fbpstkvzb6ennnpKAwYMOGN548aNNX78eDVu3Fi7d+8+674FBQV69NFH5e/vrw8//FBfffWV0tLSFBcXV6Wf7XA43L4/ceKE2/fe3t4aOnSo1qxZo7///e+aMGGC9u/fX63LaAAqR8wAqJK2bduqadOm+uCDD9yW79+/X9u3b1eXLl0knXypdLdu3fSb3/xG/v7+kqRvvvlGx44dq/b7u1RF69at9a9//Uvbt28/Y112drZOnDih9u3bS5K8vLzc1v/www/6+eef9fDDD+vaa6913ePz2WefSZJrvhXLTxUQEKCsrCy3ZV9++aXr6+LiYt1+++2uVy9dddVVevDBB9W3b98z9gNwYbjMBMBNVlaW3njjjTOWt2vXTomJiRo7dqxGjhype+65R7m5uZo3b54aN26sgQMHSpI6deqkNWvW6O2331ZYWJgyMjL06quvymKxqKio6KLPd9CgQVq3bp0GDhyo/v37q1u3bvLz89N3332n1NRUXXvttfr9738vSWrUqJEkaePGjWrcuLHatm2rgIAALViwQDabTTabTR9//LFWrlwpSa75BgYGSpLWrl2rW2+9VWFhYfr1r3+thQsXasGCBYqMjNTGjRtdL+eWTt5EfMMNN2jevHlq0KCBrrvuOu3du1d/+9vfdPvtt1/0vwPgyYgZAG727dvn9q65FWJjY/Xiiy+qYcOGWrhwoR5//HEFBAQoJiZGiYmJrjele+aZZ1RaWqo5c+bIbrerZcuWGjp0qHbv3q0NGzaccWnmQjVu3FjLly/XokWLtGHDBr399tsqLS1VixYt1K9fPw0ePNh18++1116rfv366a233tI//vEPffjhh5o/f77+/Oc/68knn1TDhg11/fXX680331RCQoLS09PVq1cvdevWTd27d9fMmTO1efNmvfbaaxoyZIiOHTum1NRUlZaWqmfPnpo6darrZdySNHnyZM2ZM0epqak6cuSIgoODde+99+rJJ5+8qH8DwNNZyvnkNAAAYDDOzACoc8rLy6t0BsdqtZ71fhYAnoWYAVDnfPHFF66PHjifJ554QsOHD78MMwJQl3GZCUCdU1BQoL1791a6XbNmzRQSEnIZZgSgLiNmAACA0bjYDAAAjEbMAAAAoxEzAADAaMQMAAAwGjEDAACMRswAAACjETMAAMBo/w/n278JhM1FNwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"home_loan_train[[\"Loan_Status\", \"ApplicantIncome\"]].groupby(\"Loan_Status\").mean().plot(kind=\"bar\")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x13f929ae0>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 605.847x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.set_theme()\n",
"sns.relplot(data=home_loan_train, x=\"LoanAmount\", y=\"ApplicantIncome\", hue=\"Loan_Status\")\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x148786080>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1355.85x1250 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=home_loan_train.drop(columns=[\"Loan_ID\"]), hue=\"Loan_Status\")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"home_loan_val_final, home_loan_test_final = train_test_split(home_loan_test, test_size=0.5, random_state=1)\n",
"home_loan_train_final = home_loan_train"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Loan_ID</th>\n",
" <th>Gender</th>\n",
" <th>Married</th>\n",
" <th>Dependents</th>\n",
" <th>Education</th>\n",
" <th>Self_Employed</th>\n",
" <th>ApplicantIncome</th>\n",
" <th>CoapplicantIncome</th>\n",
" <th>LoanAmount</th>\n",
" <th>Loan_Amount_Term</th>\n",
" <th>Credit_History</th>\n",
" <th>Property_Area</th>\n",
" <th>Loan_Status</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>LP001003</td>\n",
" <td>Male</td>\n",
" <td>Yes</td>\n",
" <td>1</td>\n",
" <td>Graduate</td>\n",
" <td>No</td>\n",
" <td>0.054830</td>\n",
" <td>0.036192</td>\n",
" <td>0.172214</td>\n",
" <td>0.743590</td>\n",
" <td>1.0</td>\n",
" <td>Rural</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>LP001005</td>\n",
" <td>Male</td>\n",
" <td>Yes</td>\n",
" <td>0</td>\n",
" <td>Graduate</td>\n",
" <td>Yes</td>\n",
" <td>0.035250</td>\n",
" <td>0.000000</td>\n",
" <td>0.082489</td>\n",
" <td>0.743590</td>\n",
" <td>1.0</td>\n",
" <td>Urban</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>LP001006</td>\n",
" <td>Male</td>\n",
" <td>Yes</td>\n",
" <td>0</td>\n",
" <td>Not Graduate</td>\n",
" <td>No</td>\n",
" <td>0.030093</td>\n",
" <td>0.056592</td>\n",
" <td>0.160637</td>\n",
" <td>0.743590</td>\n",
" <td>1.0</td>\n",
" <td>Urban</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>LP001008</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>Graduate</td>\n",
" <td>No</td>\n",
" <td>0.072356</td>\n",
" <td>0.000000</td>\n",
" <td>0.191027</td>\n",
" <td>0.743590</td>\n",
" <td>1.0</td>\n",
" <td>Urban</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>LP001011</td>\n",
" <td>Male</td>\n",
" <td>Yes</td>\n",
" <td>2</td>\n",
" <td>Graduate</td>\n",
" <td>Yes</td>\n",
" <td>0.065145</td>\n",
" <td>0.100703</td>\n",
" <td>0.373372</td>\n",
" <td>0.743590</td>\n",
" <td>1.0</td>\n",
" <td>Urban</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>609</th>\n",
" <td>LP002978</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>Graduate</td>\n",
" <td>No</td>\n",
" <td>0.034014</td>\n",
" <td>0.000000</td>\n",
" <td>0.089725</td>\n",
" <td>0.743590</td>\n",
" <td>1.0</td>\n",
" <td>Rural</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>610</th>\n",
" <td>LP002979</td>\n",
" <td>Male</td>\n",
" <td>Yes</td>\n",
" <td>3+</td>\n",
" <td>Graduate</td>\n",
" <td>No</td>\n",
" <td>0.048930</td>\n",
" <td>0.000000</td>\n",
" <td>0.044863</td>\n",
" <td>0.358974</td>\n",
" <td>1.0</td>\n",
" <td>Rural</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>611</th>\n",
" <td>LP002983</td>\n",
" <td>Male</td>\n",
" <td>Yes</td>\n",
" <td>1</td>\n",
" <td>Graduate</td>\n",
" <td>No</td>\n",
" <td>0.097984</td>\n",
" <td>0.005760</td>\n",
" <td>0.353111</td>\n",
" <td>0.743590</td>\n",
" <td>1.0</td>\n",
" <td>Urban</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>612</th>\n",
" <td>LP002984</td>\n",
" <td>Male</td>\n",
" <td>Yes</td>\n",
" <td>2</td>\n",
" <td>Graduate</td>\n",
" <td>No</td>\n",
" <td>0.091936</td>\n",
" <td>0.000000</td>\n",
" <td>0.257598</td>\n",
" <td>0.743590</td>\n",
" <td>1.0</td>\n",
" <td>Urban</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>613</th>\n",
" <td>LP002990</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>Graduate</td>\n",
" <td>Yes</td>\n",
" <td>0.054830</td>\n",
" <td>0.000000</td>\n",
" <td>0.179450</td>\n",
" <td>0.743590</td>\n",
" <td>0.0</td>\n",
" <td>Semiurban</td>\n",
" <td>N</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>480 rows × 13 columns</p>\n",
"</div>"
],
"text/plain": [
" Loan_ID Gender Married Dependents Education Self_Employed \\\n",
"1 LP001003 Male Yes 1 Graduate No \n",
"2 LP001005 Male Yes 0 Graduate Yes \n",
"3 LP001006 Male Yes 0 Not Graduate No \n",
"4 LP001008 Male No 0 Graduate No \n",
"5 LP001011 Male Yes 2 Graduate Yes \n",
".. ... ... ... ... ... ... \n",
"609 LP002978 Female No 0 Graduate No \n",
"610 LP002979 Male Yes 3+ Graduate No \n",
"611 LP002983 Male Yes 1 Graduate No \n",
"612 LP002984 Male Yes 2 Graduate No \n",
"613 LP002990 Female No 0 Graduate Yes \n",
"\n",
" ApplicantIncome CoapplicantIncome LoanAmount Loan_Amount_Term \\\n",
"1 0.054830 0.036192 0.172214 0.743590 \n",
"2 0.035250 0.000000 0.082489 0.743590 \n",
"3 0.030093 0.056592 0.160637 0.743590 \n",
"4 0.072356 0.000000 0.191027 0.743590 \n",
"5 0.065145 0.100703 0.373372 0.743590 \n",
".. ... ... ... ... \n",
"609 0.034014 0.000000 0.089725 0.743590 \n",
"610 0.048930 0.000000 0.044863 0.358974 \n",
"611 0.097984 0.005760 0.353111 0.743590 \n",
"612 0.091936 0.000000 0.257598 0.743590 \n",
"613 0.054830 0.000000 0.179450 0.743590 \n",
"\n",
" Credit_History Property_Area Loan_Status \n",
"1 1.0 Rural N \n",
"2 1.0 Urban Y \n",
"3 1.0 Urban Y \n",
"4 1.0 Urban Y \n",
"5 1.0 Urban Y \n",
".. ... ... ... \n",
"609 1.0 Rural Y \n",
"610 1.0 Rural Y \n",
"611 1.0 Urban Y \n",
"612 1.0 Urban Y \n",
"613 0.0 Semiurban N \n",
"\n",
"[480 rows x 13 columns]"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import MinMaxScaler\n",
"numeric_cols_train = home_loan_train_final.select_dtypes(include='number').columns\n",
"numeric_cols_test = home_loan_test_final.select_dtypes(include='number').columns\n",
"numeric_cols_val = home_loan_val_final.select_dtypes(include='number').columns\n",
"scaler = MinMaxScaler()\n",
"home_loan_train_final[numeric_cols_train] = scaler.fit_transform(home_loan_train_final[numeric_cols_train])\n",
"home_loan_test_final[numeric_cols_test] = scaler.fit_transform(home_loan_test_final[numeric_cols_test])\n",
"home_loan_val_final[numeric_cols_val] = scaler.fit_transform(home_loan_val_final[numeric_cols_val])\n",
"\n",
"home_loan_train_final = home_loan_train_final.dropna()\n",
"home_loan_test_final = home_loan_test_final.dropna()\n",
"home_loan_val_final = home_loan_val_final.dropna()\n",
"\n",
"home_loan_train_final"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "IUMEnv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
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},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.8"
},
"orig_nbformat": 4
},
"nbformat": 4,
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}