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Split Notebook.ipynb

@@ -0,0 +1,462 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "de47e40f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from sklearn.model_selection import train_test_split\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "3a7108a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def load_data(filepath, data_name = None):\n",
+    "    if data_name=='german':\n",
+    "        data = pd.read_csv(filepath)\n",
+    "        gender_dict = {\n",
+    "        \"'male single'\": \"male\",\n",
+    "        \"'female div/dep/mar'\": \"female\",\n",
+    "        \"'male div/sep'\": \"male\",\n",
+    "        \"'male mar/wid'\": \"male\"}\n",
+    "\n",
+    "        data['gender'] = data['personal_status'].map(gender_dict)\n",
+    "        del data[\"personal_status\"]\n",
+    "        \n",
+    "        S= data['gender']\n",
+    "        X = data[['checking_status', 'duration', 'credit_history', 'purpose',\n",
+    "       'credit_amount', 'savings_status', 'employment',\n",
+    "       'installment_commitment', 'other_parties',\n",
+    "       'residence_since', 'property_magnitude', 'age', 'other_payment_plans',\n",
+    "       'housing', 'existing_credits', 'job', 'num_dependents', 'own_telephone',\n",
+    "       'foreign_worker']]\n",
+    "        y = data['class']\n",
+    "        \n",
+    "        \n",
+    "        return S, X, y\n",
+    "    \n",
+    "    elif data_name =='loan_predictions':\n",
+    "        data = pd.read_csv(filepath)\n",
+    "        S=  data['Gender']\n",
+    "        X = data[['Loan_ID',  'Married', 'Dependents', 'Education',\n",
+    "       'Self_Employed', 'ApplicantIncome', 'CoapplicantIncome', 'LoanAmount',\n",
+    "       'Loan_Amount_Term', 'Credit_History', 'Property_Area']]\n",
+    "        y = data[ 'Loan_Status']\n",
+    "        \n",
+    "        return S, X, y\n",
+    "        \n",
+    "    else:\n",
+    "        data = pd.read_excel(file_path)\n",
+    "        return data\n",
+    "\n",
+    "        \n",
+    "\n",
+    "        \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "10500e08",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# def load_dataset(file_path):\n",
+    "#     \"\"\"Load the dataset from an Excel file.\"\"\"\n",
+    "#     return pd.read_excel(file_path)\n",
+    "\n",
+    "# # Provide the path to your dataset\n",
+    "# file_path = 'data/ghana_loan.xls'\n",
+    "# df = load_dataset(file_path)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "14526f43",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "68d4a3d6",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "too many values to unpack (expected 3)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [41]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m filepath \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata/ghana_loan.xls\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m----> 2\u001b[0m S, X, y \u001b[38;5;241m=\u001b[39m load_data(filepath, data_name \u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m)\n",
+      "\u001b[0;31mValueError\u001b[0m: too many values to unpack (expected 3)"
+     ]
+    }
+   ],
+   "source": [
+    "filepath = 'data/ghana_loan.xls'\n",
+    "S, X, y = load_data(filepath, data_name =None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "97314cec",
+   "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",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>LP001002</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Graduate</td>\n",
+       "      <td>No</td>\n",
+       "      <td>5849</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Urban</td>\n",
+       "    </tr>\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>4583</td>\n",
+       "      <td>1508.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Rural</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>3000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Urban</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>2583</td>\n",
+       "      <td>2358.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Urban</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>6000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>141.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Urban</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>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>2900</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Rural</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>4106</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>180.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Rural</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>8072</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>253.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Urban</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>7583</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>187.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Urban</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>4583</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>133.0</td>\n",
+       "      <td>360.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Semiurban</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>614 rows × 12 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      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  \n",
+       "0               1.0         Urban  \n",
+       "1               1.0         Rural  \n",
+       "2               1.0         Urban  \n",
+       "3               1.0         Urban  \n",
+       "4               1.0         Urban  \n",
+       "..              ...           ...  \n",
+       "609             1.0         Rural  \n",
+       "610             1.0         Rural  \n",
+       "611             1.0         Urban  \n",
+       "612             1.0         Urban  \n",
+       "613             0.0     Semiurban  \n",
+       "\n",
+       "[614 rows x 12 columns]"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "422d9c7c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# S = df['Gender']\n",
+    "# X = df[['Loan_ID', 'Gender', 'Married', 'Dependents', 'Education',\n",
+    "#        'Self_Employed', 'ApplicantIncome', 'CoapplicantIncome', 'LoanAmount',\n",
+    "#        'Loan_Amount_Term', 'Credit_History', 'Property_Area']]\n",
+    "# y = df[ 'Loan_Status']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "4bb62629",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "S_train, S_test, X_train, X_test, y_train, y_test = train_test_split(S, X, y, test_size=0.2, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "0fab58f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Datasets saved to train.csv and test.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "def save_to_csv(S_train, S_test, X_train, X_test, y_train, y_test, train_file_name, test_file_name):\n",
+    "    \"\"\"Save the train and test sets to CSV files.\"\"\"\n",
+    "    train = pd.concat([S_train, X_train, y_train], axis=1)\n",
+    "    test = pd.concat([S_test, X_test, y_test], axis=1)\n",
+    "    \n",
+    "    train.to_csv(f'train/{train_file_name}', index=False)\n",
+    "    test.to_csv(f'test/{test_file_name}', index=False)\n",
+    "\n",
+    "# Specify the file names\n",
+    "train_file_name = 'loanpred_train.csv'\n",
+    "test_file_name = 'loanpred_test.csv'\n",
+    "# Save the datasets to CSV files\n",
+    "save_to_csv(S_train, S_test, X_train, X_test, y_train, y_test, train_file_name, test_file_name)\n",
+    "\n",
+    "print(\"Datasets saved to train.csv and test.csv\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "adccf7b2",
+   "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": "3.9.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

data/loan_predictions.csv

@@ -0,0 +1,615 @@
+Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status
+LP001002,Male,No,0,Graduate,No,5849,0,,360,1,Urban,Y
+LP001003,Male,Yes,1,Graduate,No,4583,1508,128,360,1,Rural,N
+LP001005,Male,Yes,0,Graduate,Yes,3000,0,66,360,1,Urban,Y
+LP001006,Male,Yes,0,Not Graduate,No,2583,2358,120,360,1,Urban,Y
+LP001008,Male,No,0,Graduate,No,6000,0,141,360,1,Urban,Y
+LP001011,Male,Yes,2,Graduate,Yes,5417,4196,267,360,1,Urban,Y
+LP001013,Male,Yes,0,Not Graduate,No,2333,1516,95,360,1,Urban,Y
+LP001014,Male,Yes,3+,Graduate,No,3036,2504,158,360,0,Semiurban,N
+LP001018,Male,Yes,2,Graduate,No,4006,1526,168,360,1,Urban,Y
+LP001020,Male,Yes,1,Graduate,No,12841,10968,349,360,1,Semiurban,N
+LP001024,Male,Yes,2,Graduate,No,3200,700,70,360,1,Urban,Y
+LP001027,Male,Yes,2,Graduate,,2500,1840,109,360,1,Urban,Y
+LP001028,Male,Yes,2,Graduate,No,3073,8106,200,360,1,Urban,Y
+LP001029,Male,No,0,Graduate,No,1853,2840,114,360,1,Rural,N
+LP001030,Male,Yes,2,Graduate,No,1299,1086,17,120,1,Urban,Y
+LP001032,Male,No,0,Graduate,No,4950,0,125,360,1,Urban,Y
+LP001034,Male,No,1,Not Graduate,No,3596,0,100,240,,Urban,Y
+LP001036,Female,No,0,Graduate,No,3510,0,76,360,0,Urban,N
+LP001038,Male,Yes,0,Not Graduate,No,4887,0,133,360,1,Rural,N
+LP001041,Male,Yes,0,Graduate,,2600,3500,115,,1,Urban,Y
+LP001043,Male,Yes,0,Not Graduate,No,7660,0,104,360,0,Urban,N
+LP001046,Male,Yes,1,Graduate,No,5955,5625,315,360,1,Urban,Y
+LP001047,Male,Yes,0,Not Graduate,No,2600,1911,116,360,0,Semiurban,N
+LP001050,,Yes,2,Not Graduate,No,3365,1917,112,360,0,Rural,N
+LP001052,Male,Yes,1,Graduate,,3717,2925,151,360,,Semiurban,N
+LP001066,Male,Yes,0,Graduate,Yes,9560,0,191,360,1,Semiurban,Y
+LP001068,Male,Yes,0,Graduate,No,2799,2253,122,360,1,Semiurban,Y
+LP001073,Male,Yes,2,Not Graduate,No,4226,1040,110,360,1,Urban,Y
+LP001086,Male,No,0,Not Graduate,No,1442,0,35,360,1,Urban,N
+LP001087,Female,No,2,Graduate,,3750,2083,120,360,1,Semiurban,Y
+LP001091,Male,Yes,1,Graduate,,4166,3369,201,360,,Urban,N
+LP001095,Male,No,0,Graduate,No,3167,0,74,360,1,Urban,N
+LP001097,Male,No,1,Graduate,Yes,4692,0,106,360,1,Rural,N
+LP001098,Male,Yes,0,Graduate,No,3500,1667,114,360,1,Semiurban,Y
+LP001100,Male,No,3+,Graduate,No,12500,3000,320,360,1,Rural,N
+LP001106,Male,Yes,0,Graduate,No,2275,2067,,360,1,Urban,Y
+LP001109,Male,Yes,0,Graduate,No,1828,1330,100,,0,Urban,N
+LP001112,Female,Yes,0,Graduate,No,3667,1459,144,360,1,Semiurban,Y
+LP001114,Male,No,0,Graduate,No,4166,7210,184,360,1,Urban,Y
+LP001116,Male,No,0,Not Graduate,No,3748,1668,110,360,1,Semiurban,Y
+LP001119,Male,No,0,Graduate,No,3600,0,80,360,1,Urban,N
+LP001120,Male,No,0,Graduate,No,1800,1213,47,360,1,Urban,Y
+LP001123,Male,Yes,0,Graduate,No,2400,0,75,360,,Urban,Y
+LP001131,Male,Yes,0,Graduate,No,3941,2336,134,360,1,Semiurban,Y
+LP001136,Male,Yes,0,Not Graduate,Yes,4695,0,96,,1,Urban,Y
+LP001137,Female,No,0,Graduate,No,3410,0,88,,1,Urban,Y
+LP001138,Male,Yes,1,Graduate,No,5649,0,44,360,1,Urban,Y
+LP001144,Male,Yes,0,Graduate,No,5821,0,144,360,1,Urban,Y
+LP001146,Female,Yes,0,Graduate,No,2645,3440,120,360,0,Urban,N
+LP001151,Female,No,0,Graduate,No,4000,2275,144,360,1,Semiurban,Y
+LP001155,Female,Yes,0,Not Graduate,No,1928,1644,100,360,1,Semiurban,Y
+LP001157,Female,No,0,Graduate,No,3086,0,120,360,1,Semiurban,Y
+LP001164,Female,No,0,Graduate,No,4230,0,112,360,1,Semiurban,N
+LP001179,Male,Yes,2,Graduate,No,4616,0,134,360,1,Urban,N
+LP001186,Female,Yes,1,Graduate,Yes,11500,0,286,360,0,Urban,N
+LP001194,Male,Yes,2,Graduate,No,2708,1167,97,360,1,Semiurban,Y
+LP001195,Male,Yes,0,Graduate,No,2132,1591,96,360,1,Semiurban,Y
+LP001197,Male,Yes,0,Graduate,No,3366,2200,135,360,1,Rural,N
+LP001198,Male,Yes,1,Graduate,No,8080,2250,180,360,1,Urban,Y
+LP001199,Male,Yes,2,Not Graduate,No,3357,2859,144,360,1,Urban,Y
+LP001205,Male,Yes,0,Graduate,No,2500,3796,120,360,1,Urban,Y
+LP001206,Male,Yes,3+,Graduate,No,3029,0,99,360,1,Urban,Y
+LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449,165,180,0,Rural,N
+LP001213,Male,Yes,1,Graduate,No,4945,0,,360,0,Rural,N
+LP001222,Female,No,0,Graduate,No,4166,0,116,360,0,Semiurban,N
+LP001225,Male,Yes,0,Graduate,No,5726,4595,258,360,1,Semiurban,N
+LP001228,Male,No,0,Not Graduate,No,3200,2254,126,180,0,Urban,N
+LP001233,Male,Yes,1,Graduate,No,10750,0,312,360,1,Urban,Y
+LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0,125,60,1,Urban,Y
+LP001241,Female,No,0,Graduate,No,4300,0,136,360,0,Semiurban,N
+LP001243,Male,Yes,0,Graduate,No,3208,3066,172,360,1,Urban,Y
+LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875,97,360,1,Semiurban,Y
+LP001248,Male,No,0,Graduate,No,3500,0,81,300,1,Semiurban,Y
+LP001250,Male,Yes,3+,Not Graduate,No,4755,0,95,,0,Semiurban,N
+LP001253,Male,Yes,3+,Graduate,Yes,5266,1774,187,360,1,Semiurban,Y
+LP001255,Male,No,0,Graduate,No,3750,0,113,480,1,Urban,N
+LP001256,Male,No,0,Graduate,No,3750,4750,176,360,1,Urban,N
+LP001259,Male,Yes,1,Graduate,Yes,1000,3022,110,360,1,Urban,N
+LP001263,Male,Yes,3+,Graduate,No,3167,4000,180,300,0,Semiurban,N
+LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166,130,360,,Semiurban,Y
+LP001265,Female,No,0,Graduate,No,3846,0,111,360,1,Semiurban,Y
+LP001266,Male,Yes,1,Graduate,Yes,2395,0,,360,1,Semiurban,Y
+LP001267,Female,Yes,2,Graduate,No,1378,1881,167,360,1,Urban,N
+LP001273,Male,Yes,0,Graduate,No,6000,2250,265,360,,Semiurban,N
+LP001275,Male,Yes,1,Graduate,No,3988,0,50,240,1,Urban,Y
+LP001279,Male,No,0,Graduate,No,2366,2531,136,360,1,Semiurban,Y
+LP001280,Male,Yes,2,Not Graduate,No,3333,2000,99,360,,Semiurban,Y
+LP001282,Male,Yes,0,Graduate,No,2500,2118,104,360,1,Semiurban,Y
+LP001289,Male,No,0,Graduate,No,8566,0,210,360,1,Urban,Y
+LP001310,Male,Yes,0,Graduate,No,5695,4167,175,360,1,Semiurban,Y
+LP001316,Male,Yes,0,Graduate,No,2958,2900,131,360,1,Semiurban,Y
+LP001318,Male,Yes,2,Graduate,No,6250,5654,188,180,1,Semiurban,Y
+LP001319,Male,Yes,2,Not Graduate,No,3273,1820,81,360,1,Urban,Y
+LP001322,Male,No,0,Graduate,No,4133,0,122,360,1,Semiurban,Y
+LP001325,Male,No,0,Not Graduate,No,3620,0,25,120,1,Semiurban,Y
+LP001326,Male,No,0,Graduate,,6782,0,,360,,Urban,N
+LP001327,Female,Yes,0,Graduate,No,2484,2302,137,360,1,Semiurban,Y
+LP001333,Male,Yes,0,Graduate,No,1977,997,50,360,1,Semiurban,Y
+LP001334,Male,Yes,0,Not Graduate,No,4188,0,115,180,1,Semiurban,Y
+LP001343,Male,Yes,0,Graduate,No,1759,3541,131,360,1,Semiurban,Y
+LP001345,Male,Yes,2,Not Graduate,No,4288,3263,133,180,1,Urban,Y
+LP001349,Male,No,0,Graduate,No,4843,3806,151,360,1,Semiurban,Y
+LP001350,Male,Yes,,Graduate,No,13650,0,,360,1,Urban,Y
+LP001356,Male,Yes,0,Graduate,No,4652,3583,,360,1,Semiurban,Y
+LP001357,Male,,,Graduate,No,3816,754,160,360,1,Urban,Y
+LP001367,Male,Yes,1,Graduate,No,3052,1030,100,360,1,Urban,Y
+LP001369,Male,Yes,2,Graduate,No,11417,1126,225,360,1,Urban,Y
+LP001370,Male,No,0,Not Graduate,,7333,0,120,360,1,Rural,N
+LP001379,Male,Yes,2,Graduate,No,3800,3600,216,360,0,Urban,N
+LP001384,Male,Yes,3+,Not Graduate,No,2071,754,94,480,1,Semiurban,Y
+LP001385,Male,No,0,Graduate,No,5316,0,136,360,1,Urban,Y
+LP001387,Female,Yes,0,Graduate,,2929,2333,139,360,1,Semiurban,Y
+LP001391,Male,Yes,0,Not Graduate,No,3572,4114,152,,0,Rural,N
+LP001392,Female,No,1,Graduate,Yes,7451,0,,360,1,Semiurban,Y
+LP001398,Male,No,0,Graduate,,5050,0,118,360,1,Semiurban,Y
+LP001401,Male,Yes,1,Graduate,No,14583,0,185,180,1,Rural,Y
+LP001404,Female,Yes,0,Graduate,No,3167,2283,154,360,1,Semiurban,Y
+LP001405,Male,Yes,1,Graduate,No,2214,1398,85,360,,Urban,Y
+LP001421,Male,Yes,0,Graduate,No,5568,2142,175,360,1,Rural,N
+LP001422,Female,No,0,Graduate,No,10408,0,259,360,1,Urban,Y
+LP001426,Male,Yes,,Graduate,No,5667,2667,180,360,1,Rural,Y
+LP001430,Female,No,0,Graduate,No,4166,0,44,360,1,Semiurban,Y
+LP001431,Female,No,0,Graduate,No,2137,8980,137,360,0,Semiurban,Y
+LP001432,Male,Yes,2,Graduate,No,2957,0,81,360,1,Semiurban,Y
+LP001439,Male,Yes,0,Not Graduate,No,4300,2014,194,360,1,Rural,Y
+LP001443,Female,No,0,Graduate,No,3692,0,93,360,,Rural,Y
+LP001448,,Yes,3+,Graduate,No,23803,0,370,360,1,Rural,Y
+LP001449,Male,No,0,Graduate,No,3865,1640,,360,1,Rural,Y
+LP001451,Male,Yes,1,Graduate,Yes,10513,3850,160,180,0,Urban,N
+LP001465,Male,Yes,0,Graduate,No,6080,2569,182,360,,Rural,N
+LP001469,Male,No,0,Graduate,Yes,20166,0,650,480,,Urban,Y
+LP001473,Male,No,0,Graduate,No,2014,1929,74,360,1,Urban,Y
+LP001478,Male,No,0,Graduate,No,2718,0,70,360,1,Semiurban,Y
+LP001482,Male,Yes,0,Graduate,Yes,3459,0,25,120,1,Semiurban,Y
+LP001487,Male,No,0,Graduate,No,4895,0,102,360,1,Semiurban,Y
+LP001488,Male,Yes,3+,Graduate,No,4000,7750,290,360,1,Semiurban,N
+LP001489,Female,Yes,0,Graduate,No,4583,0,84,360,1,Rural,N
+LP001491,Male,Yes,2,Graduate,Yes,3316,3500,88,360,1,Urban,Y
+LP001492,Male,No,0,Graduate,No,14999,0,242,360,0,Semiurban,N
+LP001493,Male,Yes,2,Not Graduate,No,4200,1430,129,360,1,Rural,N
+LP001497,Male,Yes,2,Graduate,No,5042,2083,185,360,1,Rural,N
+LP001498,Male,No,0,Graduate,No,5417,0,168,360,1,Urban,Y
+LP001504,Male,No,0,Graduate,Yes,6950,0,175,180,1,Semiurban,Y
+LP001507,Male,Yes,0,Graduate,No,2698,2034,122,360,1,Semiurban,Y
+LP001508,Male,Yes,2,Graduate,No,11757,0,187,180,1,Urban,Y
+LP001514,Female,Yes,0,Graduate,No,2330,4486,100,360,1,Semiurban,Y
+LP001516,Female,Yes,2,Graduate,No,14866,0,70,360,1,Urban,Y
+LP001518,Male,Yes,1,Graduate,No,1538,1425,30,360,1,Urban,Y
+LP001519,Female,No,0,Graduate,No,10000,1666,225,360,1,Rural,N
+LP001520,Male,Yes,0,Graduate,No,4860,830,125,360,1,Semiurban,Y
+LP001528,Male,No,0,Graduate,No,6277,0,118,360,0,Rural,N
+LP001529,Male,Yes,0,Graduate,Yes,2577,3750,152,360,1,Rural,Y
+LP001531,Male,No,0,Graduate,No,9166,0,244,360,1,Urban,N
+LP001532,Male,Yes,2,Not Graduate,No,2281,0,113,360,1,Rural,N
+LP001535,Male,No,0,Graduate,No,3254,0,50,360,1,Urban,Y
+LP001536,Male,Yes,3+,Graduate,No,39999,0,600,180,0,Semiurban,Y
+LP001541,Male,Yes,1,Graduate,No,6000,0,160,360,,Rural,Y
+LP001543,Male,Yes,1,Graduate,No,9538,0,187,360,1,Urban,Y
+LP001546,Male,No,0,Graduate,,2980,2083,120,360,1,Rural,Y
+LP001552,Male,Yes,0,Graduate,No,4583,5625,255,360,1,Semiurban,Y
+LP001560,Male,Yes,0,Not Graduate,No,1863,1041,98,360,1,Semiurban,Y
+LP001562,Male,Yes,0,Graduate,No,7933,0,275,360,1,Urban,N
+LP001565,Male,Yes,1,Graduate,No,3089,1280,121,360,0,Semiurban,N
+LP001570,Male,Yes,2,Graduate,No,4167,1447,158,360,1,Rural,Y
+LP001572,Male,Yes,0,Graduate,No,9323,0,75,180,1,Urban,Y
+LP001574,Male,Yes,0,Graduate,No,3707,3166,182,,1,Rural,Y
+LP001577,Female,Yes,0,Graduate,No,4583,0,112,360,1,Rural,N
+LP001578,Male,Yes,0,Graduate,No,2439,3333,129,360,1,Rural,Y
+LP001579,Male,No,0,Graduate,No,2237,0,63,480,0,Semiurban,N
+LP001580,Male,Yes,2,Graduate,No,8000,0,200,360,1,Semiurban,Y
+LP001581,Male,Yes,0,Not Graduate,,1820,1769,95,360,1,Rural,Y
+LP001585,,Yes,3+,Graduate,No,51763,0,700,300,1,Urban,Y
+LP001586,Male,Yes,3+,Not Graduate,No,3522,0,81,180,1,Rural,N
+LP001594,Male,Yes,0,Graduate,No,5708,5625,187,360,1,Semiurban,Y
+LP001603,Male,Yes,0,Not Graduate,Yes,4344,736,87,360,1,Semiurban,N
+LP001606,Male,Yes,0,Graduate,No,3497,1964,116,360,1,Rural,Y
+LP001608,Male,Yes,2,Graduate,No,2045,1619,101,360,1,Rural,Y
+LP001610,Male,Yes,3+,Graduate,No,5516,11300,495,360,0,Semiurban,N
+LP001616,Male,Yes,1,Graduate,No,3750,0,116,360,1,Semiurban,Y
+LP001630,Male,No,0,Not Graduate,No,2333,1451,102,480,0,Urban,N
+LP001633,Male,Yes,1,Graduate,No,6400,7250,180,360,0,Urban,N
+LP001634,Male,No,0,Graduate,No,1916,5063,67,360,,Rural,N
+LP001636,Male,Yes,0,Graduate,No,4600,0,73,180,1,Semiurban,Y
+LP001637,Male,Yes,1,Graduate,No,33846,0,260,360,1,Semiurban,N
+LP001639,Female,Yes,0,Graduate,No,3625,0,108,360,1,Semiurban,Y
+LP001640,Male,Yes,0,Graduate,Yes,39147,4750,120,360,1,Semiurban,Y
+LP001641,Male,Yes,1,Graduate,Yes,2178,0,66,300,0,Rural,N
+LP001643,Male,Yes,0,Graduate,No,2383,2138,58,360,,Rural,Y
+LP001644,,Yes,0,Graduate,Yes,674,5296,168,360,1,Rural,Y
+LP001647,Male,Yes,0,Graduate,No,9328,0,188,180,1,Rural,Y
+LP001653,Male,No,0,Not Graduate,No,4885,0,48,360,1,Rural,Y
+LP001656,Male,No,0,Graduate,No,12000,0,164,360,1,Semiurban,N
+LP001657,Male,Yes,0,Not Graduate,No,6033,0,160,360,1,Urban,N
+LP001658,Male,No,0,Graduate,No,3858,0,76,360,1,Semiurban,Y
+LP001664,Male,No,0,Graduate,No,4191,0,120,360,1,Rural,Y
+LP001665,Male,Yes,1,Graduate,No,3125,2583,170,360,1,Semiurban,N
+LP001666,Male,No,0,Graduate,No,8333,3750,187,360,1,Rural,Y
+LP001669,Female,No,0,Not Graduate,No,1907,2365,120,,1,Urban,Y
+LP001671,Female,Yes,0,Graduate,No,3416,2816,113,360,,Semiurban,Y
+LP001673,Male,No,0,Graduate,Yes,11000,0,83,360,1,Urban,N
+LP001674,Male,Yes,1,Not Graduate,No,2600,2500,90,360,1,Semiurban,Y
+LP001677,Male,No,2,Graduate,No,4923,0,166,360,0,Semiurban,Y
+LP001682,Male,Yes,3+,Not Graduate,No,3992,0,,180,1,Urban,N
+LP001688,Male,Yes,1,Not Graduate,No,3500,1083,135,360,1,Urban,Y
+LP001691,Male,Yes,2,Not Graduate,No,3917,0,124,360,1,Semiurban,Y
+LP001692,Female,No,0,Not Graduate,No,4408,0,120,360,1,Semiurban,Y
+LP001693,Female,No,0,Graduate,No,3244,0,80,360,1,Urban,Y
+LP001698,Male,No,0,Not Graduate,No,3975,2531,55,360,1,Rural,Y
+LP001699,Male,No,0,Graduate,No,2479,0,59,360,1,Urban,Y
+LP001702,Male,No,0,Graduate,No,3418,0,127,360,1,Semiurban,N
+LP001708,Female,No,0,Graduate,No,10000,0,214,360,1,Semiurban,N
+LP001711,Male,Yes,3+,Graduate,No,3430,1250,128,360,0,Semiurban,N
+LP001713,Male,Yes,1,Graduate,Yes,7787,0,240,360,1,Urban,Y
+LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0,130,360,1,Rural,Y
+LP001716,Male,Yes,0,Graduate,No,3173,3021,137,360,1,Urban,Y
+LP001720,Male,Yes,3+,Not Graduate,No,3850,983,100,360,1,Semiurban,Y
+LP001722,Male,Yes,0,Graduate,No,150,1800,135,360,1,Rural,N
+LP001726,Male,Yes,0,Graduate,No,3727,1775,131,360,1,Semiurban,Y
+LP001732,Male,Yes,2,Graduate,,5000,0,72,360,0,Semiurban,N
+LP001734,Female,Yes,2,Graduate,No,4283,2383,127,360,,Semiurban,Y
+LP001736,Male,Yes,0,Graduate,No,2221,0,60,360,0,Urban,N
+LP001743,Male,Yes,2,Graduate,No,4009,1717,116,360,1,Semiurban,Y
+LP001744,Male,No,0,Graduate,No,2971,2791,144,360,1,Semiurban,Y
+LP001749,Male,Yes,0,Graduate,No,7578,1010,175,,1,Semiurban,Y
+LP001750,Male,Yes,0,Graduate,No,6250,0,128,360,1,Semiurban,Y
+LP001751,Male,Yes,0,Graduate,No,3250,0,170,360,1,Rural,N
+LP001754,Male,Yes,,Not Graduate,Yes,4735,0,138,360,1,Urban,N
+LP001758,Male,Yes,2,Graduate,No,6250,1695,210,360,1,Semiurban,Y
+LP001760,Male,,,Graduate,No,4758,0,158,480,1,Semiurban,Y
+LP001761,Male,No,0,Graduate,Yes,6400,0,200,360,1,Rural,Y
+LP001765,Male,Yes,1,Graduate,No,2491,2054,104,360,1,Semiurban,Y
+LP001768,Male,Yes,0,Graduate,,3716,0,42,180,1,Rural,Y
+LP001770,Male,No,0,Not Graduate,No,3189,2598,120,,1,Rural,Y
+LP001776,Female,No,0,Graduate,No,8333,0,280,360,1,Semiurban,Y
+LP001778,Male,Yes,1,Graduate,No,3155,1779,140,360,1,Semiurban,Y
+LP001784,Male,Yes,1,Graduate,No,5500,1260,170,360,1,Rural,Y
+LP001786,Male,Yes,0,Graduate,,5746,0,255,360,,Urban,N
+LP001788,Female,No,0,Graduate,Yes,3463,0,122,360,,Urban,Y
+LP001790,Female,No,1,Graduate,No,3812,0,112,360,1,Rural,Y
+LP001792,Male,Yes,1,Graduate,No,3315,0,96,360,1,Semiurban,Y
+LP001798,Male,Yes,2,Graduate,No,5819,5000,120,360,1,Rural,Y
+LP001800,Male,Yes,1,Not Graduate,No,2510,1983,140,180,1,Urban,N
+LP001806,Male,No,0,Graduate,No,2965,5701,155,60,1,Urban,Y
+LP001807,Male,Yes,2,Graduate,Yes,6250,1300,108,360,1,Rural,Y
+LP001811,Male,Yes,0,Not Graduate,No,3406,4417,123,360,1,Semiurban,Y
+LP001813,Male,No,0,Graduate,Yes,6050,4333,120,180,1,Urban,N
+LP001814,Male,Yes,2,Graduate,No,9703,0,112,360,1,Urban,Y
+LP001819,Male,Yes,1,Not Graduate,No,6608,0,137,180,1,Urban,Y
+LP001824,Male,Yes,1,Graduate,No,2882,1843,123,480,1,Semiurban,Y
+LP001825,Male,Yes,0,Graduate,No,1809,1868,90,360,1,Urban,Y
+LP001835,Male,Yes,0,Not Graduate,No,1668,3890,201,360,0,Semiurban,N
+LP001836,Female,No,2,Graduate,No,3427,0,138,360,1,Urban,N
+LP001841,Male,No,0,Not Graduate,Yes,2583,2167,104,360,1,Rural,Y
+LP001843,Male,Yes,1,Not Graduate,No,2661,7101,279,180,1,Semiurban,Y
+LP001844,Male,No,0,Graduate,Yes,16250,0,192,360,0,Urban,N
+LP001846,Female,No,3+,Graduate,No,3083,0,255,360,1,Rural,Y
+LP001849,Male,No,0,Not Graduate,No,6045,0,115,360,0,Rural,N
+LP001854,Male,Yes,3+,Graduate,No,5250,0,94,360,1,Urban,N
+LP001859,Male,Yes,0,Graduate,No,14683,2100,304,360,1,Rural,N
+LP001864,Male,Yes,3+,Not Graduate,No,4931,0,128,360,,Semiurban,N
+LP001865,Male,Yes,1,Graduate,No,6083,4250,330,360,,Urban,Y
+LP001868,Male,No,0,Graduate,No,2060,2209,134,360,1,Semiurban,Y
+LP001870,Female,No,1,Graduate,No,3481,0,155,36,1,Semiurban,N
+LP001871,Female,No,0,Graduate,No,7200,0,120,360,1,Rural,Y
+LP001872,Male,No,0,Graduate,Yes,5166,0,128,360,1,Semiurban,Y
+LP001875,Male,No,0,Graduate,No,4095,3447,151,360,1,Rural,Y
+LP001877,Male,Yes,2,Graduate,No,4708,1387,150,360,1,Semiurban,Y
+LP001882,Male,Yes,3+,Graduate,No,4333,1811,160,360,0,Urban,Y
+LP001883,Female,No,0,Graduate,,3418,0,135,360,1,Rural,N
+LP001884,Female,No,1,Graduate,No,2876,1560,90,360,1,Urban,Y
+LP001888,Female,No,0,Graduate,No,3237,0,30,360,1,Urban,Y
+LP001891,Male,Yes,0,Graduate,No,11146,0,136,360,1,Urban,Y
+LP001892,Male,No,0,Graduate,No,2833,1857,126,360,1,Rural,Y
+LP001894,Male,Yes,0,Graduate,No,2620,2223,150,360,1,Semiurban,Y
+LP001896,Male,Yes,2,Graduate,No,3900,0,90,360,1,Semiurban,Y
+LP001900,Male,Yes,1,Graduate,No,2750,1842,115,360,1,Semiurban,Y
+LP001903,Male,Yes,0,Graduate,No,3993,3274,207,360,1,Semiurban,Y
+LP001904,Male,Yes,0,Graduate,No,3103,1300,80,360,1,Urban,Y
+LP001907,Male,Yes,0,Graduate,No,14583,0,436,360,1,Semiurban,Y
+LP001908,Female,Yes,0,Not Graduate,No,4100,0,124,360,,Rural,Y
+LP001910,Male,No,1,Not Graduate,Yes,4053,2426,158,360,0,Urban,N
+LP001914,Male,Yes,0,Graduate,No,3927,800,112,360,1,Semiurban,Y
+LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78,180,1,Urban,Y
+LP001917,Female,No,0,Graduate,No,1811,1666,54,360,1,Urban,Y
+LP001922,Male,Yes,0,Graduate,No,20667,0,,360,1,Rural,N
+LP001924,Male,No,0,Graduate,No,3158,3053,89,360,1,Rural,Y
+LP001925,Female,No,0,Graduate,Yes,2600,1717,99,300,1,Semiurban,N
+LP001926,Male,Yes,0,Graduate,No,3704,2000,120,360,1,Rural,Y
+LP001931,Female,No,0,Graduate,No,4124,0,115,360,1,Semiurban,Y
+LP001935,Male,No,0,Graduate,No,9508,0,187,360,1,Rural,Y
+LP001936,Male,Yes,0,Graduate,No,3075,2416,139,360,1,Rural,Y
+LP001938,Male,Yes,2,Graduate,No,4400,0,127,360,0,Semiurban,N
+LP001940,Male,Yes,2,Graduate,No,3153,1560,134,360,1,Urban,Y
+LP001945,Female,No,,Graduate,No,5417,0,143,480,0,Urban,N
+LP001947,Male,Yes,0,Graduate,No,2383,3334,172,360,1,Semiurban,Y
+LP001949,Male,Yes,3+,Graduate,,4416,1250,110,360,1,Urban,Y
+LP001953,Male,Yes,1,Graduate,No,6875,0,200,360,1,Semiurban,Y
+LP001954,Female,Yes,1,Graduate,No,4666,0,135,360,1,Urban,Y
+LP001955,Female,No,0,Graduate,No,5000,2541,151,480,1,Rural,N
+LP001963,Male,Yes,1,Graduate,No,2014,2925,113,360,1,Urban,N
+LP001964,Male,Yes,0,Not Graduate,No,1800,2934,93,360,0,Urban,N
+LP001972,Male,Yes,,Not Graduate,No,2875,1750,105,360,1,Semiurban,Y
+LP001974,Female,No,0,Graduate,No,5000,0,132,360,1,Rural,Y
+LP001977,Male,Yes,1,Graduate,No,1625,1803,96,360,1,Urban,Y
+LP001978,Male,No,0,Graduate,No,4000,2500,140,360,1,Rural,Y
+LP001990,Male,No,0,Not Graduate,No,2000,0,,360,1,Urban,N
+LP001993,Female,No,0,Graduate,No,3762,1666,135,360,1,Rural,Y
+LP001994,Female,No,0,Graduate,No,2400,1863,104,360,0,Urban,N
+LP001996,Male,No,0,Graduate,No,20233,0,480,360,1,Rural,N
+LP001998,Male,Yes,2,Not Graduate,No,7667,0,185,360,,Rural,Y
+LP002002,Female,No,0,Graduate,No,2917,0,84,360,1,Semiurban,Y
+LP002004,Male,No,0,Not Graduate,No,2927,2405,111,360,1,Semiurban,Y
+LP002006,Female,No,0,Graduate,No,2507,0,56,360,1,Rural,Y
+LP002008,Male,Yes,2,Graduate,Yes,5746,0,144,84,,Rural,Y
+LP002024,,Yes,0,Graduate,No,2473,1843,159,360,1,Rural,N
+LP002031,Male,Yes,1,Not Graduate,No,3399,1640,111,180,1,Urban,Y
+LP002035,Male,Yes,2,Graduate,No,3717,0,120,360,1,Semiurban,Y
+LP002036,Male,Yes,0,Graduate,No,2058,2134,88,360,,Urban,Y
+LP002043,Female,No,1,Graduate,No,3541,0,112,360,,Semiurban,Y
+LP002050,Male,Yes,1,Graduate,Yes,10000,0,155,360,1,Rural,N
+LP002051,Male,Yes,0,Graduate,No,2400,2167,115,360,1,Semiurban,Y
+LP002053,Male,Yes,3+,Graduate,No,4342,189,124,360,1,Semiurban,Y
+LP002054,Male,Yes,2,Not Graduate,No,3601,1590,,360,1,Rural,Y
+LP002055,Female,No,0,Graduate,No,3166,2985,132,360,,Rural,Y
+LP002065,Male,Yes,3+,Graduate,No,15000,0,300,360,1,Rural,Y
+LP002067,Male,Yes,1,Graduate,Yes,8666,4983,376,360,0,Rural,N
+LP002068,Male,No,0,Graduate,No,4917,0,130,360,0,Rural,Y
+LP002082,Male,Yes,0,Graduate,Yes,5818,2160,184,360,1,Semiurban,Y
+LP002086,Female,Yes,0,Graduate,No,4333,2451,110,360,1,Urban,N
+LP002087,Female,No,0,Graduate,No,2500,0,67,360,1,Urban,Y
+LP002097,Male,No,1,Graduate,No,4384,1793,117,360,1,Urban,Y
+LP002098,Male,No,0,Graduate,No,2935,0,98,360,1,Semiurban,Y
+LP002100,Male,No,,Graduate,No,2833,0,71,360,1,Urban,Y
+LP002101,Male,Yes,0,Graduate,,63337,0,490,180,1,Urban,Y
+LP002103,,Yes,1,Graduate,Yes,9833,1833,182,180,1,Urban,Y
+LP002106,Male,Yes,,Graduate,Yes,5503,4490,70,,1,Semiurban,Y
+LP002110,Male,Yes,1,Graduate,,5250,688,160,360,1,Rural,Y
+LP002112,Male,Yes,2,Graduate,Yes,2500,4600,176,360,1,Rural,Y
+LP002113,Female,No,3+,Not Graduate,No,1830,0,,360,0,Urban,N
+LP002114,Female,No,0,Graduate,No,4160,0,71,360,1,Semiurban,Y
+LP002115,Male,Yes,3+,Not Graduate,No,2647,1587,173,360,1,Rural,N
+LP002116,Female,No,0,Graduate,No,2378,0,46,360,1,Rural,N
+LP002119,Male,Yes,1,Not Graduate,No,4554,1229,158,360,1,Urban,Y
+LP002126,Male,Yes,3+,Not Graduate,No,3173,0,74,360,1,Semiurban,Y
+LP002128,Male,Yes,2,Graduate,,2583,2330,125,360,1,Rural,Y
+LP002129,Male,Yes,0,Graduate,No,2499,2458,160,360,1,Semiurban,Y
+LP002130,Male,Yes,,Not Graduate,No,3523,3230,152,360,0,Rural,N
+LP002131,Male,Yes,2,Not Graduate,No,3083,2168,126,360,1,Urban,Y
+LP002137,Male,Yes,0,Graduate,No,6333,4583,259,360,,Semiurban,Y
+LP002138,Male,Yes,0,Graduate,No,2625,6250,187,360,1,Rural,Y
+LP002139,Male,Yes,0,Graduate,No,9083,0,228,360,1,Semiurban,Y
+LP002140,Male,No,0,Graduate,No,8750,4167,308,360,1,Rural,N
+LP002141,Male,Yes,3+,Graduate,No,2666,2083,95,360,1,Rural,Y
+LP002142,Female,Yes,0,Graduate,Yes,5500,0,105,360,0,Rural,N
+LP002143,Female,Yes,0,Graduate,No,2423,505,130,360,1,Semiurban,Y
+LP002144,Female,No,,Graduate,No,3813,0,116,180,1,Urban,Y
+LP002149,Male,Yes,2,Graduate,No,8333,3167,165,360,1,Rural,Y
+LP002151,Male,Yes,1,Graduate,No,3875,0,67,360,1,Urban,N
+LP002158,Male,Yes,0,Not Graduate,No,3000,1666,100,480,0,Urban,N
+LP002160,Male,Yes,3+,Graduate,No,5167,3167,200,360,1,Semiurban,Y
+LP002161,Female,No,1,Graduate,No,4723,0,81,360,1,Semiurban,N
+LP002170,Male,Yes,2,Graduate,No,5000,3667,236,360,1,Semiurban,Y
+LP002175,Male,Yes,0,Graduate,No,4750,2333,130,360,1,Urban,Y
+LP002178,Male,Yes,0,Graduate,No,3013,3033,95,300,,Urban,Y
+LP002180,Male,No,0,Graduate,Yes,6822,0,141,360,1,Rural,Y
+LP002181,Male,No,0,Not Graduate,No,6216,0,133,360,1,Rural,N
+LP002187,Male,No,0,Graduate,No,2500,0,96,480,1,Semiurban,N
+LP002188,Male,No,0,Graduate,No,5124,0,124,,0,Rural,N
+LP002190,Male,Yes,1,Graduate,No,6325,0,175,360,1,Semiurban,Y
+LP002191,Male,Yes,0,Graduate,No,19730,5266,570,360,1,Rural,N
+LP002194,Female,No,0,Graduate,Yes,15759,0,55,360,1,Semiurban,Y
+LP002197,Male,Yes,2,Graduate,No,5185,0,155,360,1,Semiurban,Y
+LP002201,Male,Yes,2,Graduate,Yes,9323,7873,380,300,1,Rural,Y
+LP002205,Male,No,1,Graduate,No,3062,1987,111,180,0,Urban,N
+LP002209,Female,No,0,Graduate,,2764,1459,110,360,1,Urban,Y
+LP002211,Male,Yes,0,Graduate,No,4817,923,120,180,1,Urban,Y
+LP002219,Male,Yes,3+,Graduate,No,8750,4996,130,360,1,Rural,Y
+LP002223,Male,Yes,0,Graduate,No,4310,0,130,360,,Semiurban,Y
+LP002224,Male,No,0,Graduate,No,3069,0,71,480,1,Urban,N
+LP002225,Male,Yes,2,Graduate,No,5391,0,130,360,1,Urban,Y
+LP002226,Male,Yes,0,Graduate,,3333,2500,128,360,1,Semiurban,Y
+LP002229,Male,No,0,Graduate,No,5941,4232,296,360,1,Semiurban,Y
+LP002231,Female,No,0,Graduate,No,6000,0,156,360,1,Urban,Y
+LP002234,Male,No,0,Graduate,Yes,7167,0,128,360,1,Urban,Y
+LP002236,Male,Yes,2,Graduate,No,4566,0,100,360,1,Urban,N
+LP002237,Male,No,1,Graduate,,3667,0,113,180,1,Urban,Y
+LP002239,Male,No,0,Not Graduate,No,2346,1600,132,360,1,Semiurban,Y
+LP002243,Male,Yes,0,Not Graduate,No,3010,3136,,360,0,Urban,N
+LP002244,Male,Yes,0,Graduate,No,2333,2417,136,360,1,Urban,Y
+LP002250,Male,Yes,0,Graduate,No,5488,0,125,360,1,Rural,Y
+LP002255,Male,No,3+,Graduate,No,9167,0,185,360,1,Rural,Y
+LP002262,Male,Yes,3+,Graduate,No,9504,0,275,360,1,Rural,Y
+LP002263,Male,Yes,0,Graduate,No,2583,2115,120,360,,Urban,Y
+LP002265,Male,Yes,2,Not Graduate,No,1993,1625,113,180,1,Semiurban,Y
+LP002266,Male,Yes,2,Graduate,No,3100,1400,113,360,1,Urban,Y
+LP002272,Male,Yes,2,Graduate,No,3276,484,135,360,,Semiurban,Y
+LP002277,Female,No,0,Graduate,No,3180,0,71,360,0,Urban,N
+LP002281,Male,Yes,0,Graduate,No,3033,1459,95,360,1,Urban,Y
+LP002284,Male,No,0,Not Graduate,No,3902,1666,109,360,1,Rural,Y
+LP002287,Female,No,0,Graduate,No,1500,1800,103,360,0,Semiurban,N
+LP002288,Male,Yes,2,Not Graduate,No,2889,0,45,180,0,Urban,N
+LP002296,Male,No,0,Not Graduate,No,2755,0,65,300,1,Rural,N
+LP002297,Male,No,0,Graduate,No,2500,20000,103,360,1,Semiurban,Y
+LP002300,Female,No,0,Not Graduate,No,1963,0,53,360,1,Semiurban,Y
+LP002301,Female,No,0,Graduate,Yes,7441,0,194,360,1,Rural,N
+LP002305,Female,No,0,Graduate,No,4547,0,115,360,1,Semiurban,Y
+LP002308,Male,Yes,0,Not Graduate,No,2167,2400,115,360,1,Urban,Y
+LP002314,Female,No,0,Not Graduate,No,2213,0,66,360,1,Rural,Y
+LP002315,Male,Yes,1,Graduate,No,8300,0,152,300,0,Semiurban,N
+LP002317,Male,Yes,3+,Graduate,No,81000,0,360,360,0,Rural,N
+LP002318,Female,No,1,Not Graduate,Yes,3867,0,62,360,1,Semiurban,N
+LP002319,Male,Yes,0,Graduate,,6256,0,160,360,,Urban,Y
+LP002328,Male,Yes,0,Not Graduate,No,6096,0,218,360,0,Rural,N
+LP002332,Male,Yes,0,Not Graduate,No,2253,2033,110,360,1,Rural,Y
+LP002335,Female,Yes,0,Not Graduate,No,2149,3237,178,360,0,Semiurban,N
+LP002337,Female,No,0,Graduate,No,2995,0,60,360,1,Urban,Y
+LP002341,Female,No,1,Graduate,No,2600,0,160,360,1,Urban,N
+LP002342,Male,Yes,2,Graduate,Yes,1600,20000,239,360,1,Urban,N
+LP002345,Male,Yes,0,Graduate,No,1025,2773,112,360,1,Rural,Y
+LP002347,Male,Yes,0,Graduate,No,3246,1417,138,360,1,Semiurban,Y
+LP002348,Male,Yes,0,Graduate,No,5829,0,138,360,1,Rural,Y
+LP002357,Female,No,0,Not Graduate,No,2720,0,80,,0,Urban,N
+LP002361,Male,Yes,0,Graduate,No,1820,1719,100,360,1,Urban,Y
+LP002362,Male,Yes,1,Graduate,No,7250,1667,110,,0,Urban,N
+LP002364,Male,Yes,0,Graduate,No,14880,0,96,360,1,Semiurban,Y
+LP002366,Male,Yes,0,Graduate,No,2666,4300,121,360,1,Rural,Y
+LP002367,Female,No,1,Not Graduate,No,4606,0,81,360,1,Rural,N
+LP002368,Male,Yes,2,Graduate,No,5935,0,133,360,1,Semiurban,Y
+LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87,360,1,Rural,Y
+LP002370,Male,No,0,Not Graduate,No,2717,0,60,180,1,Urban,Y
+LP002377,Female,No,1,Graduate,Yes,8624,0,150,360,1,Semiurban,Y
+LP002379,Male,No,0,Graduate,No,6500,0,105,360,0,Rural,N
+LP002386,Male,No,0,Graduate,,12876,0,405,360,1,Semiurban,Y
+LP002387,Male,Yes,0,Graduate,No,2425,2340,143,360,1,Semiurban,Y
+LP002390,Male,No,0,Graduate,No,3750,0,100,360,1,Urban,Y
+LP002393,Female,,,Graduate,No,10047,0,,240,1,Semiurban,Y
+LP002398,Male,No,0,Graduate,No,1926,1851,50,360,1,Semiurban,Y
+LP002401,Male,Yes,0,Graduate,No,2213,1125,,360,1,Urban,Y
+LP002403,Male,No,0,Graduate,Yes,10416,0,187,360,0,Urban,N
+LP002407,Female,Yes,0,Not Graduate,Yes,7142,0,138,360,1,Rural,Y
+LP002408,Male,No,0,Graduate,No,3660,5064,187,360,1,Semiurban,Y
+LP002409,Male,Yes,0,Graduate,No,7901,1833,180,360,1,Rural,Y
+LP002418,Male,No,3+,Not Graduate,No,4707,1993,148,360,1,Semiurban,Y
+LP002422,Male,No,1,Graduate,No,37719,0,152,360,1,Semiurban,Y
+LP002424,Male,Yes,0,Graduate,No,7333,8333,175,300,,Rural,Y
+LP002429,Male,Yes,1,Graduate,Yes,3466,1210,130,360,1,Rural,Y
+LP002434,Male,Yes,2,Not Graduate,No,4652,0,110,360,1,Rural,Y
+LP002435,Male,Yes,0,Graduate,,3539,1376,55,360,1,Rural,N
+LP002443,Male,Yes,2,Graduate,No,3340,1710,150,360,0,Rural,N
+LP002444,Male,No,1,Not Graduate,Yes,2769,1542,190,360,,Semiurban,N
+LP002446,Male,Yes,2,Not Graduate,No,2309,1255,125,360,0,Rural,N
+LP002447,Male,Yes,2,Not Graduate,No,1958,1456,60,300,,Urban,Y
+LP002448,Male,Yes,0,Graduate,No,3948,1733,149,360,0,Rural,N
+LP002449,Male,Yes,0,Graduate,No,2483,2466,90,180,0,Rural,Y
+LP002453,Male,No,0,Graduate,Yes,7085,0,84,360,1,Semiurban,Y
+LP002455,Male,Yes,2,Graduate,No,3859,0,96,360,1,Semiurban,Y
+LP002459,Male,Yes,0,Graduate,No,4301,0,118,360,1,Urban,Y
+LP002467,Male,Yes,0,Graduate,No,3708,2569,173,360,1,Urban,N
+LP002472,Male,No,2,Graduate,No,4354,0,136,360,1,Rural,Y
+LP002473,Male,Yes,0,Graduate,No,8334,0,160,360,1,Semiurban,N
+LP002478,,Yes,0,Graduate,Yes,2083,4083,160,360,,Semiurban,Y
+LP002484,Male,Yes,3+,Graduate,No,7740,0,128,180,1,Urban,Y
+LP002487,Male,Yes,0,Graduate,No,3015,2188,153,360,1,Rural,Y
+LP002489,Female,No,1,Not Graduate,,5191,0,132,360,1,Semiurban,Y
+LP002493,Male,No,0,Graduate,No,4166,0,98,360,0,Semiurban,N
+LP002494,Male,No,0,Graduate,No,6000,0,140,360,1,Rural,Y
+LP002500,Male,Yes,3+,Not Graduate,No,2947,1664,70,180,0,Urban,N
+LP002501,,Yes,0,Graduate,No,16692,0,110,360,1,Semiurban,Y
+LP002502,Female,Yes,2,Not Graduate,,210,2917,98,360,1,Semiurban,Y
+LP002505,Male,Yes,0,Graduate,No,4333,2451,110,360,1,Urban,N
+LP002515,Male,Yes,1,Graduate,Yes,3450,2079,162,360,1,Semiurban,Y
+LP002517,Male,Yes,1,Not Graduate,No,2653,1500,113,180,0,Rural,N
+LP002519,Male,Yes,3+,Graduate,No,4691,0,100,360,1,Semiurban,Y
+LP002522,Female,No,0,Graduate,Yes,2500,0,93,360,,Urban,Y
+LP002524,Male,No,2,Graduate,No,5532,4648,162,360,1,Rural,Y
+LP002527,Male,Yes,2,Graduate,Yes,16525,1014,150,360,1,Rural,Y
+LP002529,Male,Yes,2,Graduate,No,6700,1750,230,300,1,Semiurban,Y
+LP002530,,Yes,2,Graduate,No,2873,1872,132,360,0,Semiurban,N
+LP002531,Male,Yes,1,Graduate,Yes,16667,2250,86,360,1,Semiurban,Y
+LP002533,Male,Yes,2,Graduate,No,2947,1603,,360,1,Urban,N
+LP002534,Female,No,0,Not Graduate,No,4350,0,154,360,1,Rural,Y
+LP002536,Male,Yes,3+,Not Graduate,No,3095,0,113,360,1,Rural,Y
+LP002537,Male,Yes,0,Graduate,No,2083,3150,128,360,1,Semiurban,Y
+LP002541,Male,Yes,0,Graduate,No,10833,0,234,360,1,Semiurban,Y
+LP002543,Male,Yes,2,Graduate,No,8333,0,246,360,1,Semiurban,Y
+LP002544,Male,Yes,1,Not Graduate,No,1958,2436,131,360,1,Rural,Y
+LP002545,Male,No,2,Graduate,No,3547,0,80,360,0,Rural,N
+LP002547,Male,Yes,1,Graduate,No,18333,0,500,360,1,Urban,N
+LP002555,Male,Yes,2,Graduate,Yes,4583,2083,160,360,1,Semiurban,Y
+LP002556,Male,No,0,Graduate,No,2435,0,75,360,1,Urban,N
+LP002560,Male,No,0,Not Graduate,No,2699,2785,96,360,,Semiurban,Y
+LP002562,Male,Yes,1,Not Graduate,No,5333,1131,186,360,,Urban,Y
+LP002571,Male,No,0,Not Graduate,No,3691,0,110,360,1,Rural,Y
+LP002582,Female,No,0,Not Graduate,Yes,17263,0,225,360,1,Semiurban,Y
+LP002585,Male,Yes,0,Graduate,No,3597,2157,119,360,0,Rural,N
+LP002586,Female,Yes,1,Graduate,No,3326,913,105,84,1,Semiurban,Y
+LP002587,Male,Yes,0,Not Graduate,No,2600,1700,107,360,1,Rural,Y
+LP002588,Male,Yes,0,Graduate,No,4625,2857,111,12,,Urban,Y
+LP002600,Male,Yes,1,Graduate,Yes,2895,0,95,360,1,Semiurban,Y
+LP002602,Male,No,0,Graduate,No,6283,4416,209,360,0,Rural,N
+LP002603,Female,No,0,Graduate,No,645,3683,113,480,1,Rural,Y
+LP002606,Female,No,0,Graduate,No,3159,0,100,360,1,Semiurban,Y
+LP002615,Male,Yes,2,Graduate,No,4865,5624,208,360,1,Semiurban,Y
+LP002618,Male,Yes,1,Not Graduate,No,4050,5302,138,360,,Rural,N
+LP002619,Male,Yes,0,Not Graduate,No,3814,1483,124,300,1,Semiurban,Y
+LP002622,Male,Yes,2,Graduate,No,3510,4416,243,360,1,Rural,Y
+LP002624,Male,Yes,0,Graduate,No,20833,6667,480,360,,Urban,Y
+LP002625,,No,0,Graduate,No,3583,0,96,360,1,Urban,N
+LP002626,Male,Yes,0,Graduate,Yes,2479,3013,188,360,1,Urban,Y
+LP002634,Female,No,1,Graduate,No,13262,0,40,360,1,Urban,Y
+LP002637,Male,No,0,Not Graduate,No,3598,1287,100,360,1,Rural,N
+LP002640,Male,Yes,1,Graduate,No,6065,2004,250,360,1,Semiurban,Y
+LP002643,Male,Yes,2,Graduate,No,3283,2035,148,360,1,Urban,Y
+LP002648,Male,Yes,0,Graduate,No,2130,6666,70,180,1,Semiurban,N
+LP002652,Male,No,0,Graduate,No,5815,3666,311,360,1,Rural,N
+LP002659,Male,Yes,3+,Graduate,No,3466,3428,150,360,1,Rural,Y
+LP002670,Female,Yes,2,Graduate,No,2031,1632,113,480,1,Semiurban,Y
+LP002682,Male,Yes,,Not Graduate,No,3074,1800,123,360,0,Semiurban,N
+LP002683,Male,No,0,Graduate,No,4683,1915,185,360,1,Semiurban,N
+LP002684,Female,No,0,Not Graduate,No,3400,0,95,360,1,Rural,N
+LP002689,Male,Yes,2,Not Graduate,No,2192,1742,45,360,1,Semiurban,Y
+LP002690,Male,No,0,Graduate,No,2500,0,55,360,1,Semiurban,Y
+LP002692,Male,Yes,3+,Graduate,Yes,5677,1424,100,360,1,Rural,Y
+LP002693,Male,Yes,2,Graduate,Yes,7948,7166,480,360,1,Rural,Y
+LP002697,Male,No,0,Graduate,No,4680,2087,,360,1,Semiurban,N
+LP002699,Male,Yes,2,Graduate,Yes,17500,0,400,360,1,Rural,Y
+LP002705,Male,Yes,0,Graduate,No,3775,0,110,360,1,Semiurban,Y
+LP002706,Male,Yes,1,Not Graduate,No,5285,1430,161,360,0,Semiurban,Y
+LP002714,Male,No,1,Not Graduate,No,2679,1302,94,360,1,Semiurban,Y
+LP002716,Male,No,0,Not Graduate,No,6783,0,130,360,1,Semiurban,Y
+LP002717,Male,Yes,0,Graduate,No,1025,5500,216,360,,Rural,Y
+LP002720,Male,Yes,3+,Graduate,No,4281,0,100,360,1,Urban,Y
+LP002723,Male,No,2,Graduate,No,3588,0,110,360,0,Rural,N
+LP002729,Male,No,1,Graduate,No,11250,0,196,360,,Semiurban,N
+LP002731,Female,No,0,Not Graduate,Yes,18165,0,125,360,1,Urban,Y
+LP002732,Male,No,0,Not Graduate,,2550,2042,126,360,1,Rural,Y
+LP002734,Male,Yes,0,Graduate,No,6133,3906,324,360,1,Urban,Y
+LP002738,Male,No,2,Graduate,No,3617,0,107,360,1,Semiurban,Y
+LP002739,Male,Yes,0,Not Graduate,No,2917,536,66,360,1,Rural,N
+LP002740,Male,Yes,3+,Graduate,No,6417,0,157,180,1,Rural,Y
+LP002741,Female,Yes,1,Graduate,No,4608,2845,140,180,1,Semiurban,Y
+LP002743,Female,No,0,Graduate,No,2138,0,99,360,0,Semiurban,N
+LP002753,Female,No,1,Graduate,,3652,0,95,360,1,Semiurban,Y
+LP002755,Male,Yes,1,Not Graduate,No,2239,2524,128,360,1,Urban,Y
+LP002757,Female,Yes,0,Not Graduate,No,3017,663,102,360,,Semiurban,Y
+LP002767,Male,Yes,0,Graduate,No,2768,1950,155,360,1,Rural,Y
+LP002768,Male,No,0,Not Graduate,No,3358,0,80,36,1,Semiurban,N
+LP002772,Male,No,0,Graduate,No,2526,1783,145,360,1,Rural,Y
+LP002776,Female,No,0,Graduate,No,5000,0,103,360,0,Semiurban,N
+LP002777,Male,Yes,0,Graduate,No,2785,2016,110,360,1,Rural,Y
+LP002778,Male,Yes,2,Graduate,Yes,6633,0,,360,0,Rural,N
+LP002784,Male,Yes,1,Not Graduate,No,2492,2375,,360,1,Rural,Y
+LP002785,Male,Yes,1,Graduate,No,3333,3250,158,360,1,Urban,Y
+LP002788,Male,Yes,0,Not Graduate,No,2454,2333,181,360,0,Urban,N
+LP002789,Male,Yes,0,Graduate,No,3593,4266,132,180,0,Rural,N
+LP002792,Male,Yes,1,Graduate,No,5468,1032,26,360,1,Semiurban,Y
+LP002794,Female,No,0,Graduate,No,2667,1625,84,360,,Urban,Y
+LP002795,Male,Yes,3+,Graduate,Yes,10139,0,260,360,1,Semiurban,Y
+LP002798,Male,Yes,0,Graduate,No,3887,2669,162,360,1,Semiurban,Y
+LP002804,Female,Yes,0,Graduate,No,4180,2306,182,360,1,Semiurban,Y
+LP002807,Male,Yes,2,Not Graduate,No,3675,242,108,360,1,Semiurban,Y
+LP002813,Female,Yes,1,Graduate,Yes,19484,0,600,360,1,Semiurban,Y
+LP002820,Male,Yes,0,Graduate,No,5923,2054,211,360,1,Rural,Y
+LP002821,Male,No,0,Not Graduate,Yes,5800,0,132,360,1,Semiurban,Y
+LP002832,Male,Yes,2,Graduate,No,8799,0,258,360,0,Urban,N
+LP002833,Male,Yes,0,Not Graduate,No,4467,0,120,360,,Rural,Y
+LP002836,Male,No,0,Graduate,No,3333,0,70,360,1,Urban,Y
+LP002837,Male,Yes,3+,Graduate,No,3400,2500,123,360,0,Rural,N
+LP002840,Female,No,0,Graduate,No,2378,0,9,360,1,Urban,N
+LP002841,Male,Yes,0,Graduate,No,3166,2064,104,360,0,Urban,N
+LP002842,Male,Yes,1,Graduate,No,3417,1750,186,360,1,Urban,Y
+LP002847,Male,Yes,,Graduate,No,5116,1451,165,360,0,Urban,N
+LP002855,Male,Yes,2,Graduate,No,16666,0,275,360,1,Urban,Y
+LP002862,Male,Yes,2,Not Graduate,No,6125,1625,187,480,1,Semiurban,N
+LP002863,Male,Yes,3+,Graduate,No,6406,0,150,360,1,Semiurban,N
+LP002868,Male,Yes,2,Graduate,No,3159,461,108,84,1,Urban,Y
+LP002872,,Yes,0,Graduate,No,3087,2210,136,360,0,Semiurban,N
+LP002874,Male,No,0,Graduate,No,3229,2739,110,360,1,Urban,Y
+LP002877,Male,Yes,1,Graduate,No,1782,2232,107,360,1,Rural,Y
+LP002888,Male,No,0,Graduate,,3182,2917,161,360,1,Urban,Y
+LP002892,Male,Yes,2,Graduate,No,6540,0,205,360,1,Semiurban,Y
+LP002893,Male,No,0,Graduate,No,1836,33837,90,360,1,Urban,N
+LP002894,Female,Yes,0,Graduate,No,3166,0,36,360,1,Semiurban,Y
+LP002898,Male,Yes,1,Graduate,No,1880,0,61,360,,Rural,N
+LP002911,Male,Yes,1,Graduate,No,2787,1917,146,360,0,Rural,N
+LP002912,Male,Yes,1,Graduate,No,4283,3000,172,84,1,Rural,N
+LP002916,Male,Yes,0,Graduate,No,2297,1522,104,360,1,Urban,Y
+LP002917,Female,No,0,Not Graduate,No,2165,0,70,360,1,Semiurban,Y
+LP002925,,No,0,Graduate,No,4750,0,94,360,1,Semiurban,Y
+LP002926,Male,Yes,2,Graduate,Yes,2726,0,106,360,0,Semiurban,N
+LP002928,Male,Yes,0,Graduate,No,3000,3416,56,180,1,Semiurban,Y
+LP002931,Male,Yes,2,Graduate,Yes,6000,0,205,240,1,Semiurban,N
+LP002933,,No,3+,Graduate,Yes,9357,0,292,360,1,Semiurban,Y
+LP002936,Male,Yes,0,Graduate,No,3859,3300,142,180,1,Rural,Y
+LP002938,Male,Yes,0,Graduate,Yes,16120,0,260,360,1,Urban,Y
+LP002940,Male,No,0,Not Graduate,No,3833,0,110,360,1,Rural,Y
+LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000,187,360,1,Rural,N
+LP002943,Male,No,,Graduate,No,2987,0,88,360,0,Semiurban,N
+LP002945,Male,Yes,0,Graduate,Yes,9963,0,180,360,1,Rural,Y
+LP002948,Male,Yes,2,Graduate,No,5780,0,192,360,1,Urban,Y
+LP002949,Female,No,3+,Graduate,,416,41667,350,180,,Urban,N
+LP002950,Male,Yes,0,Not Graduate,,2894,2792,155,360,1,Rural,Y
+LP002953,Male,Yes,3+,Graduate,No,5703,0,128,360,1,Urban,Y
+LP002958,Male,No,0,Graduate,No,3676,4301,172,360,1,Rural,Y
+LP002959,Female,Yes,1,Graduate,No,12000,0,496,360,1,Semiurban,Y
+LP002960,Male,Yes,0,Not Graduate,No,2400,3800,,180,1,Urban,N
+LP002961,Male,Yes,1,Graduate,No,3400,2500,173,360,1,Semiurban,Y
+LP002964,Male,Yes,2,Not Graduate,No,3987,1411,157,360,1,Rural,Y
+LP002974,Male,Yes,0,Graduate,No,3232,1950,108,360,1,Rural,Y
+LP002978,Female,No,0,Graduate,No,2900,0,71,360,1,Rural,Y
+LP002979,Male,Yes,3+,Graduate,No,4106,0,40,180,1,Rural,Y
+LP002983,Male,Yes,1,Graduate,No,8072,240,253,360,1,Urban,Y
+LP002984,Male,Yes,2,Graduate,No,7583,0,187,360,1,Urban,Y
+LP002990,Female,No,0,Graduate,Yes,4583,0,133,360,0,Semiurban,N

test/german_test.csv

@@ -0,0 +1,201 @@
+gender,checking_status,duration,credit_history,purpose,credit_amount,savings_status,employment,installment_commitment,other_parties,residence_since,property_magnitude,age,other_payment_plans,housing,existing_credits,job,num_dependents,own_telephone,foreign_worker,class
+female,'<0',18,'existing paid',radio/tv,3190,'<100','1<=X<4',2,none,2,'real estate',24,none,own,1,skilled,1,none,yes,bad
+male,'<0',18,'existing paid','new car',4380,'100<=X<500','1<=X<4',3,none,4,car,35,none,own,1,'unskilled resident',2,yes,yes,good
+male,'<0',24,'all paid','new car',2325,'100<=X<500','4<=X<7',2,none,3,car,32,bank,own,1,skilled,1,none,yes,good
+male,'>=200',12,'existing paid',radio/tv,1297,'<100','1<=X<4',3,none,4,'real estate',23,none,rent,1,skilled,1,none,yes,good
+male,'no checking',33,'critical/other existing credit','used car',7253,'<100','4<=X<7',3,none,2,car,35,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
+male,'<0',24,'existing paid',radio/tv,2384,'<100','>=7',4,none,4,'real estate',64,bank,rent,1,'unskilled resident',1,none,yes,good
+male,'>=200',6,'existing paid',furniture/equipment,2116,'<100','1<=X<4',2,none,2,'real estate',41,none,own,1,skilled,1,yes,yes,good
+male,'0<=X<200',12,'delayed previously',radio/tv,585,'<100','1<=X<4',4,'co applicant',4,'real estate',20,none,rent,2,skilled,1,none,yes,good
+male,'no checking',9,'existing paid','new car',3577,'100<=X<500','1<=X<4',1,guarantor,2,'real estate',26,none,rent,1,skilled,2,none,no,good
+male,'no checking',27,'delayed previously','used car',8613,'>=1000','1<=X<4',2,none,2,car,27,none,own,2,skilled,1,none,yes,good
+male,'0<=X<200',6,'existing paid',radio/tv,484,'<100','4<=X<7',3,guarantor,3,'real estate',28,bank,own,1,'unskilled resident',1,none,yes,good
+male,'<0',42,'existing paid',radio/tv,3965,'<100','<1',4,none,3,car,34,none,own,1,skilled,1,none,yes,bad
+female,'no checking',24,'existing paid',radio/tv,1376,'500<=X<1000','4<=X<7',4,none,1,car,28,none,own,1,skilled,1,none,yes,good
+male,'<0',60,'existing paid',business,7297,'<100','>=7',4,'co applicant',4,'no known property',36,none,rent,1,skilled,1,none,yes,bad
+male,'0<=X<200',60,'existing paid',education,6288,'<100','1<=X<4',4,none,4,'no known property',42,none,'for free',1,skilled,1,none,yes,bad
+male,'<0',18,'existing paid',furniture/equipment,4153,'<100','1<=X<4',2,'co applicant',3,car,42,none,own,1,skilled,1,none,yes,bad
+male,'no checking',15,'critical/other existing credit','used car',3368,'>=1000','>=7',3,none,4,'no known property',23,none,rent,2,skilled,1,yes,yes,good
+female,'no checking',18,'critical/other existing credit',radio/tv,1098,'<100',unemployed,4,none,4,car,65,none,own,2,'unemp/unskilled non res',1,none,yes,good
+female,'<0',18,'critical/other existing credit',furniture/equipment,2124,'<100','1<=X<4',4,none,4,'real estate',24,none,rent,2,skilled,1,none,yes,bad
+female,'<0',15,'delayed previously',furniture/equipment,3643,'<100','>=7',1,none,4,'life insurance',27,none,own,2,'unskilled resident',1,none,yes,good
+male,'no checking',48,'critical/other existing credit','used car',8858,'no known savings','4<=X<7',2,none,1,'no known property',35,none,'for free',2,skilled,1,yes,yes,good
+male,'<0',21,'delayed previously',education,3414,'<100','<1',2,none,1,'life insurance',26,none,own,2,skilled,1,none,yes,bad
+male,'no checking',18,'critical/other existing credit',radio/tv,6070,'<100','>=7',3,none,4,car,33,none,own,2,skilled,1,yes,yes,good
+male,'no checking',4,'critical/other existing credit',radio/tv,1503,'<100','4<=X<7',2,none,1,'real estate',42,none,own,2,'unskilled resident',2,none,yes,good
+male,'no checking',9,'critical/other existing credit',radio/tv,3074,'no known savings','1<=X<4',1,none,2,'real estate',33,none,own,2,skilled,2,none,yes,good
+male,'<0',24,'existing paid',radio/tv,1823,'<100',unemployed,4,none,2,car,30,stores,own,1,'high qualif/self emp/mgmt',2,none,yes,bad
+male,'0<=X<200',36,'existing paid',radio/tv,2323,'<100','4<=X<7',4,none,4,car,24,none,rent,1,skilled,1,none,yes,good
+male,'>=200',42,'no credits/all paid',business,6289,'<100','<1',2,none,1,'life insurance',33,none,own,2,skilled,1,none,yes,good
+male,'no checking',36,'critical/other existing credit','used car',10477,'no known savings','>=7',2,none,4,'no known property',42,none,'for free',2,skilled,1,none,yes,good
+male,'no checking',12,'existing paid','new car',2859,'no known savings',unemployed,4,none,4,'no known property',38,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
+male,'0<=X<200',13,'critical/other existing credit',radio/tv,882,'<100','<1',4,guarantor,4,'real estate',23,none,own,2,skilled,1,none,yes,good
+female,'>=200',12,'existing paid',radio/tv,1881,'<100','1<=X<4',2,none,2,car,44,none,rent,1,'unskilled resident',1,yes,yes,good
+male,'no checking',18,'critical/other existing credit','new car',1530,'<100','1<=X<4',3,none,2,'life insurance',32,bank,own,2,skilled,1,none,yes,bad
+male,'>=200',6,'critical/other existing credit','new car',1323,'100<=X<500','>=7',2,none,4,car,28,none,own,2,skilled,2,yes,yes,good
+male,'no checking',36,'existing paid','new car',3079,'no known savings','1<=X<4',4,none,4,'real estate',36,none,own,1,skilled,1,none,yes,good
+male,'0<=X<200',24,'existing paid','used car',2760,'no known savings','>=7',4,none,4,'no known property',36,bank,'for free',1,skilled,1,yes,yes,good
+male,'0<=X<200',36,'delayed previously','new car',2862,'100<=X<500','>=7',4,none,3,'no known property',30,none,'for free',1,skilled,1,none,yes,good
+female,'no checking',12,'existing paid','new car',2133,'no known savings','>=7',4,none,4,'no known property',52,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
+male,'no checking',20,'critical/other existing credit','new car',3485,'no known savings','<1',2,none,4,'real estate',44,none,own,2,skilled,1,yes,yes,good
+female,'<0',36,'critical/other existing credit',furniture/equipment,6229,'<100','<1',4,'co applicant',4,'no known property',23,none,rent,2,'unskilled resident',1,yes,yes,bad
+male,'>=200',36,'existing paid',radio/tv,4473,'<100','>=7',4,none,2,car,31,none,own,1,skilled,1,none,yes,good
+female,'no checking',12,'critical/other existing credit',education,2012,'no known savings','4<=X<7',4,none,2,car,61,none,own,1,skilled,1,none,yes,good
+female,'>=200',24,'existing paid',furniture/equipment,3749,'<100','<1',2,none,4,car,26,none,own,1,skilled,1,none,yes,good
+female,'no checking',30,'critical/other existing credit',radio/tv,2831,'<100','1<=X<4',4,none,2,car,33,none,own,1,skilled,1,yes,yes,good
+male,'0<=X<200',21,'critical/other existing credit',furniture/equipment,2745,'>=1000','4<=X<7',3,none,2,car,32,none,own,2,skilled,1,yes,yes,good
+male,'<0',12,'existing paid',furniture/equipment,1262,'no known savings','>=7',2,none,4,'life insurance',49,none,own,1,'unskilled resident',1,yes,yes,good
+male,'<0',24,'all paid',furniture/equipment,6872,'<100','<1',2,none,1,'life insurance',55,bank,own,1,skilled,1,yes,yes,bad
+female,'0<=X<200',9,'existing paid',furniture/equipment,918,'<100','1<=X<4',4,none,1,'life insurance',30,none,own,1,skilled,1,none,yes,bad
+female,'>=200',12,'all paid',business,609,'<100','<1',4,none,1,'real estate',26,none,own,1,'unemp/unskilled non res',1,none,yes,bad
+female,'no checking',4,'existing paid',furniture/equipment,601,'<100','<1',1,none,3,'real estate',23,none,rent,1,'unskilled resident',2,none,yes,good
+female,'<0',24,'existing paid',furniture/equipment,3234,'<100','<1',4,none,4,'real estate',23,none,rent,1,'unskilled resident',1,yes,yes,bad
+male,'no checking',30,'critical/other existing credit',radio/tv,6742,'no known savings','4<=X<7',2,none,3,'life insurance',36,none,own,2,skilled,1,none,yes,good
+female,'<0',24,'existing paid',radio/tv,1603,'<100','>=7',4,none,4,car,55,none,own,1,skilled,1,none,yes,good
+male,'0<=X<200',36,'critical/other existing credit','new car',2820,'<100','<1',4,none,4,car,27,none,own,2,skilled,1,none,yes,bad
+male,'0<=X<200',12,'critical/other existing credit','used car',1804,'100<=X<500','<1',3,none,4,'life insurance',44,none,own,1,skilled,1,none,yes,good
+male,'0<=X<200',18,'existing paid',business,1913,'>=1000','<1',3,none,3,'real estate',36,bank,own,1,skilled,1,yes,yes,good
+male,'<0',6,'critical/other existing credit','new car',3676,'<100','1<=X<4',1,none,3,'real estate',37,none,rent,3,skilled,2,none,yes,good
+female,'0<=X<200',12,'existing paid','new car',1295,'<100','<1',3,none,1,car,25,none,rent,1,skilled,1,none,yes,bad
+female,'<0',12,'existing paid',education,1200,'no known savings','1<=X<4',4,none,4,'life insurance',23,bank,rent,1,skilled,1,yes,yes,good
+male,'no checking',12,'existing paid','new car',1101,'<100','1<=X<4',3,none,2,'real estate',27,none,own,2,skilled,1,yes,yes,good
+female,'no checking',12,'existing paid','used car',4675,'no known savings','<1',1,none,4,car,20,none,rent,1,skilled,1,none,yes,good
+male,'0<=X<200',36,'delayed previously','new car',2225,'<100','>=7',4,none,4,'no known property',57,bank,'for free',2,skilled,1,yes,yes,bad
+male,'<0',30,'existing paid',furniture/equipment,6350,'no known savings','>=7',4,none,4,'life insurance',31,none,own,1,skilled,1,none,yes,bad
+male,'no checking',12,'existing paid','used car',1413,'>=1000','4<=X<7',3,none,2,'life insurance',55,none,own,1,skilled,1,none,no,good
+female,'>=200',10,'existing paid',furniture/equipment,1275,'<100','<1',4,none,2,'life insurance',23,none,own,1,skilled,1,none,yes,good
+male,'0<=X<200',24,'existing paid',radio/tv,2896,'100<=X<500','<1',2,none,1,car,29,none,own,1,skilled,1,none,yes,good
+male,'no checking',21,'existing paid',furniture/equipment,2241,'<100','>=7',4,none,2,'real estate',50,none,own,2,skilled,1,none,yes,good
+female,'<0',18,'existing paid',radio/tv,2389,'<100','<1',4,none,1,car,27,stores,own,1,skilled,1,none,yes,good
+female,'no checking',36,'existing paid','used car',8133,'<100','1<=X<4',1,none,2,'life insurance',30,bank,own,1,skilled,1,none,yes,good
+male,'>=200',18,'existing paid',furniture/equipment,2864,'<100','1<=X<4',2,none,1,'real estate',34,none,own,1,'unskilled resident',2,none,yes,bad
+male,'0<=X<200',12,'existing paid','new car',6078,'<100','4<=X<7',2,none,2,car,32,none,own,1,skilled,1,none,yes,good
+male,'0<=X<200',6,'existing paid',radio/tv,368,'no known savings','>=7',4,none,4,'life insurance',38,none,own,1,skilled,1,none,yes,good
+female,'<0',12,'critical/other existing credit',radio/tv,385,'<100','4<=X<7',4,none,3,'real estate',58,none,own,4,'unskilled resident',1,yes,yes,good
+male,'0<=X<200',10,'all paid',radio/tv,1048,'<100','1<=X<4',4,none,4,'real estate',23,stores,own,1,'unskilled resident',1,none,yes,good
+female,'<0',24,'critical/other existing credit','used car',6419,'<100','>=7',2,none,4,'no known property',44,none,'for free',2,'high qualif/self emp/mgmt',2,yes,yes,good
+male,'<0',24,'delayed previously',radio/tv,1024,'<100','<1',4,none,4,'real estate',48,stores,own,1,skilled,1,none,yes,bad
+male,'<0',24,'existing paid','new car',2303,'<100','>=7',4,'co applicant',1,'real estate',45,none,own,1,skilled,1,none,yes,bad
+male,'0<=X<200',9,'existing paid',radio/tv,458,'<100','1<=X<4',4,none,3,'real estate',24,none,own,1,skilled,1,none,yes,good
+male,'<0',12,'critical/other existing credit',furniture/equipment,2246,'<100','>=7',3,none,3,'life insurance',60,none,own,2,skilled,1,none,yes,bad
+male,'<0',12,'existing paid',radio/tv,727,'100<=X<500','<1',4,none,3,'no known property',33,none,own,1,'unskilled resident',1,yes,yes,bad
+female,'no checking',18,'existing paid',radio/tv,1453,'<100','<1',3,none,1,'real estate',26,none,own,1,skilled,1,none,yes,good
+female,'no checking',12,'existing paid',radio/tv,2171,'<100','<1',2,none,2,car,29,bank,own,1,skilled,1,none,yes,good
+male,'no checking',9,'existing paid',radio/tv,2697,'<100','1<=X<4',1,none,2,'real estate',32,none,own,1,skilled,2,none,yes,good
+male,'0<=X<200',12,'existing paid','new car',1007,'>=1000','1<=X<4',4,none,1,'real estate',22,none,own,1,skilled,1,none,yes,good
+male,'no checking',12,'critical/other existing credit',education,701,'<100','1<=X<4',4,none,2,car,32,none,own,2,skilled,1,none,yes,good
+female,'<0',12,'all paid',radio/tv,626,'<100','1<=X<4',4,none,4,'real estate',24,bank,own,1,'unskilled resident',1,none,yes,bad
+male,'<0',45,'existing paid',radio/tv,1845,'<100','1<=X<4',4,none,4,'no known property',23,none,'for free',1,skilled,1,yes,yes,bad
+male,'0<=X<200',60,'existing paid','new car',14027,'<100','4<=X<7',4,none,2,'no known property',27,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
+female,'no checking',30,'critical/other existing credit',radio/tv,5771,'<100','4<=X<7',4,none,2,car,25,none,own,2,skilled,1,none,yes,good
+female,'no checking',24,'existing paid','new car',1525,'>=1000','4<=X<7',4,none,3,car,34,none,own,1,skilled,2,yes,yes,good
+female,'no checking',22,'existing paid','new car',1283,'no known savings','4<=X<7',4,none,4,'life insurance',25,none,rent,1,skilled,1,none,yes,good
+female,'no checking',6,'existing paid',radio/tv,518,'<100','1<=X<4',3,none,1,'real estate',29,none,own,1,skilled,1,none,yes,good
+male,'<0',48,'no credits/all paid',furniture/equipment,7119,'<100','1<=X<4',3,none,4,'no known property',53,none,'for free',2,skilled,2,none,yes,bad
+male,'<0',24,'existing paid',furniture/equipment,3021,'<100','1<=X<4',2,none,2,'real estate',24,none,rent,1,'unskilled resident',1,none,yes,good
+male,'no checking',48,'critical/other existing credit','used car',2751,'no known savings','>=7',4,none,3,car,38,none,own,2,skilled,2,yes,yes,good
+male,'no checking',6,'existing paid',repairs,660,'500<=X<1000','4<=X<7',2,none,4,'real estate',23,none,rent,1,'unskilled resident',1,none,yes,good
+male,'no checking',24,'critical/other existing credit','new car',2463,'100<=X<500','4<=X<7',4,none,3,'life insurance',27,none,own,2,skilled,1,yes,yes,good
+male,'<0',18,'existing paid','new car',2249,'100<=X<500','4<=X<7',4,none,3,car,30,none,own,1,'high qualif/self emp/mgmt',2,yes,yes,good
+male,'0<=X<200',48,'no credits/all paid',business,14421,'<100','1<=X<4',2,none,2,car,25,none,own,1,skilled,1,yes,yes,bad
+female,'<0',18,'critical/other existing credit','new car',3966,'<100','>=7',1,none,4,'real estate',33,bank,rent,3,skilled,1,yes,yes,bad
+male,'no checking',30,'critical/other existing credit',radio/tv,3077,'no known savings','>=7',3,none,2,car,40,none,own,2,skilled,2,yes,yes,good
+female,'0<=X<200',9,'existing paid',furniture/equipment,959,'<100','1<=X<4',1,none,2,car,29,none,own,1,skilled,1,none,no,bad
+female,'>=200',9,'existing paid',radio/tv,745,'<100','1<=X<4',3,none,2,'real estate',28,none,own,1,'unskilled resident',1,none,yes,bad
+male,'no checking',24,'critical/other existing credit',radio/tv,2684,'<100','1<=X<4',4,none,2,'real estate',35,none,own,2,'unskilled resident',1,none,yes,good
+male,'no checking',12,'existing paid',education,1393,'<100','>=7',4,none,4,'life insurance',47,bank,own,3,skilled,2,yes,yes,good
+male,'<0',18,'critical/other existing credit',radio/tv,1880,'<100','4<=X<7',4,none,1,'life insurance',32,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
+female,'0<=X<200',9,'existing paid',education,1199,'<100','4<=X<7',4,none,4,'life insurance',67,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
+male,'0<=X<200',24,'existing paid',furniture/equipment,3069,'100<=X<500','>=7',4,none,4,'no known property',30,none,'for free',1,skilled,1,none,yes,good
+female,'no checking',24,'existing paid',furniture/equipment,3972,'<100','4<=X<7',2,none,4,'life insurance',25,none,rent,1,skilled,1,yes,yes,good
+male,'<0',6,'existing paid','new car',14896,'<100','>=7',1,none,4,'no known property',68,bank,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
+male,'<0',36,'existing paid',radio/tv,2302,'<100','1<=X<4',4,none,4,car,31,none,rent,1,skilled,1,none,yes,bad
+male,'<0',8,'critical/other existing credit','new car',731,'<100','>=7',4,none,4,'real estate',47,none,own,2,'unskilled resident',1,none,yes,good
+female,'<0',15,'critical/other existing credit',furniture/equipment,1433,'<100','1<=X<4',4,none,3,'life insurance',25,none,rent,2,skilled,1,none,yes,good
+male,'no checking',6,'existing paid','domestic appliance',1338,'500<=X<1000','1<=X<4',1,none,4,'real estate',62,none,own,1,skilled,1,none,yes,good
+female,'0<=X<200',18,'critical/other existing credit',furniture/equipment,1295,'<100','<1',4,none,1,'life insurance',27,none,own,2,skilled,1,none,yes,good
+male,'<0',6,'critical/other existing credit',furniture/equipment,1872,'<100',unemployed,4,none,4,'no known property',36,none,'for free',3,'high qualif/self emp/mgmt',1,yes,yes,good
+male,'0<=X<200',18,'critical/other existing credit','new car',884,'<100','>=7',4,none,4,car,36,bank,own,1,skilled,2,yes,yes,bad
+male,'no checking',24,'delayed previously','new car',2538,'<100','>=7',4,none,4,car,47,none,own,2,'unskilled resident',2,none,yes,bad
+male,'no checking',24,'existing paid',radio/tv,3105,'no known savings','<1',4,none,2,car,25,none,own,2,skilled,1,none,yes,good
+male,'no checking',48,'critical/other existing credit',business,7629,'no known savings','>=7',4,none,2,car,46,bank,own,2,'high qualif/self emp/mgmt',2,none,yes,good
+male,'<0',12,'critical/other existing credit','new car',2171,'<100','1<=X<4',4,none,4,'life insurance',38,bank,own,2,'unskilled resident',1,none,no,good
+male,'0<=X<200',18,'existing paid','used car',2779,'<100','1<=X<4',1,none,3,car,21,none,rent,1,skilled,1,yes,yes,good
+male,'<0',9,'critical/other existing credit',radio/tv,1138,'<100','1<=X<4',4,none,4,'real estate',25,none,own,2,'unskilled resident',1,none,yes,good
+male,'<0',12,'existing paid',furniture/equipment,1657,'<100','1<=X<4',2,none,2,'real estate',27,none,own,1,skilled,1,none,yes,good
+male,'0<=X<200',21,'existing paid',business,2767,'100<=X<500','>=7',4,none,2,car,61,bank,rent,2,'unskilled resident',1,none,yes,bad
+male,'0<=X<200',18,'critical/other existing credit',furniture/equipment,1928,'<100','<1',2,none,2,'real estate',31,none,own,2,'unskilled resident',1,none,yes,bad
+male,'0<=X<200',36,'existing paid',repairs,2384,'<100','<1',4,none,1,'no known property',33,none,rent,1,'unskilled resident',1,none,yes,bad
+female,'no checking',9,'critical/other existing credit',education,1244,'no known savings','>=7',4,none,4,'life insurance',41,none,rent,2,'unskilled resident',1,none,yes,good
+male,'no checking',12,'critical/other existing credit',furniture/equipment,3331,'<100','>=7',2,none,4,'life insurance',42,stores,own,1,skilled,1,none,yes,good
+male,'no checking',24,'critical/other existing credit',education,1597,'<100','>=7',4,none,4,'no known property',54,none,'for free',2,skilled,2,none,yes,good
+male,'no checking',24,'delayed previously',business,3863,'<100','1<=X<4',1,none,2,'no known property',32,none,'for free',1,skilled,1,none,yes,good
+male,'<0',12,'existing paid',radio/tv,709,'<100','>=7',4,none,4,'real estate',57,stores,own,1,'unskilled resident',1,none,yes,bad
+male,'0<=X<200',15,'existing paid',radio/tv,802,'<100','>=7',4,none,3,car,37,none,own,1,skilled,2,none,yes,bad
+female,'no checking',12,'existing paid',furniture/equipment,1736,'<100','4<=X<7',3,none,4,'real estate',31,none,own,1,'unskilled resident',1,none,yes,good
+male,'<0',6,'existing paid','new car',662,'<100','<1',3,none,4,'real estate',41,none,own,1,'unskilled resident',2,yes,yes,good
+male,'no checking',6,'all paid','new car',783,'no known savings','1<=X<4',1,guarantor,2,'real estate',26,stores,own,1,'unskilled resident',2,none,yes,good
+female,'<0',21,'existing paid',radio/tv,1835,'<100','1<=X<4',3,none,2,'real estate',25,none,own,2,skilled,1,yes,yes,bad
+female,'0<=X<200',6,'critical/other existing credit',retraining,932,'no known savings','4<=X<7',1,none,3,'life insurance',39,none,own,2,'unskilled resident',1,none,yes,good
+male,'<0',6,'existing paid',furniture/equipment,1374,'<100','1<=X<4',1,none,2,'real estate',36,bank,own,1,'unskilled resident',1,yes,yes,good
+male,'<0',8,'critical/other existing credit',other,1164,'<100','>=7',3,none,4,'no known property',51,bank,'for free',2,'high qualif/self emp/mgmt',2,yes,yes,good
+female,'<0',48,'critical/other existing credit','used car',6143,'<100','>=7',4,none,4,'no known property',58,stores,'for free',2,'unskilled resident',1,none,yes,bad
+male,'no checking',6,'no credits/all paid','new car',1204,'100<=X<500','1<=X<4',4,none,1,'no known property',35,bank,rent,1,skilled,1,none,no,good
+female,'0<=X<200',6,'all paid',education,433,'>=1000','<1',4,none,2,'life insurance',24,bank,rent,1,skilled,2,none,yes,bad
+male,'no checking',12,'existing paid',furniture/equipment,1574,'<100','1<=X<4',4,none,2,'real estate',50,none,own,1,skilled,1,none,yes,good
+male,'0<=X<200',36,'critical/other existing credit','used car',5800,'<100','1<=X<4',3,none,4,car,34,none,own,2,skilled,1,yes,yes,good
+male,'<0',24,'all paid',business,3161,'<100','1<=X<4',4,none,2,'life insurance',31,none,rent,1,skilled,1,yes,yes,bad
+male,'0<=X<200',8,'existing paid',business,907,'<100','<1',3,none,2,'real estate',26,none,own,1,skilled,1,yes,yes,good
+female,'no checking',12,'all paid',retraining,3447,'500<=X<1000','1<=X<4',4,none,3,'real estate',35,none,own,1,'unskilled resident',2,none,yes,good
+male,'<0',36,'existing paid',furniture/equipment,2712,'<100','>=7',2,none,2,'life insurance',41,bank,own,1,skilled,2,none,yes,bad
+male,'<0',24,'existing paid',radio/tv,1938,'<100','<1',4,none,3,'life insurance',32,none,own,1,skilled,1,none,yes,bad
+male,'no checking',24,'critical/other existing credit',radio/tv,1851,'<100','4<=X<7',4,guarantor,2,car,33,none,own,2,skilled,1,yes,yes,good
+male,'0<=X<200',24,'existing paid','new car',3512,'100<=X<500','4<=X<7',2,none,3,car,38,bank,own,2,skilled,1,yes,yes,good
+male,'0<=X<200',18,'delayed previously',business,2427,'no known savings','>=7',4,none,2,'life insurance',42,none,own,2,skilled,1,none,yes,good
+female,'<0',18,'critical/other existing credit',repairs,1190,'<100',unemployed,2,none,4,'no known property',55,none,'for free',3,'unemp/unskilled non res',2,none,yes,bad
+male,'no checking',10,'existing paid','new car',1546,'<100','1<=X<4',3,none,2,'real estate',31,none,own,1,'unskilled resident',2,none,no,good
+female,'0<=X<200',12,'existing paid',furniture/equipment,3017,'<100','<1',3,none,1,'real estate',34,none,rent,1,'high qualif/self emp/mgmt',1,none,yes,good
+male,'0<=X<200',9,'existing paid','new car',276,'<100','1<=X<4',4,none,4,'real estate',22,none,rent,1,'unskilled resident',1,none,yes,good
+female,'no checking',12,'critical/other existing credit','new car',926,'<100',unemployed,1,none,2,'life insurance',38,none,own,1,'unemp/unskilled non res',1,none,yes,good
+male,'0<=X<200',9,'existing paid',business,1391,'<100','1<=X<4',2,none,1,'real estate',27,bank,own,1,skilled,1,yes,yes,good
+male,'0<=X<200',24,'existing paid',furniture/equipment,4057,'<100','4<=X<7',3,none,3,car,43,none,own,1,skilled,1,yes,yes,bad
+female,'0<=X<200',6,'all paid','new car',931,'100<=X<500','<1',1,none,1,'life insurance',32,stores,own,1,'unskilled resident',1,none,yes,bad
+female,'no checking',10,'existing paid','used car',2901,'no known savings','<1',1,none,4,'real estate',31,none,rent,1,skilled,1,none,yes,good
+male,'<0',12,'existing paid',education,684,'<100','1<=X<4',4,none,4,car,40,none,rent,1,'unskilled resident',2,none,yes,bad
+male,'<0',48,'existing paid',education,7476,'<100','4<=X<7',4,none,1,'no known property',50,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
+female,'no checking',15,'existing paid',furniture/equipment,2221,'500<=X<1000','1<=X<4',2,none,4,car,20,none,rent,1,skilled,1,none,yes,good
+male,'<0',12,'critical/other existing credit','new car',4843,'<100','>=7',3,'co applicant',4,'life insurance',43,none,rent,2,skilled,1,yes,yes,bad
+male,'no checking',18,'existing paid',furniture/equipment,2515,'<100','1<=X<4',3,none,4,'real estate',43,none,own,1,skilled,1,yes,yes,good
+male,'<0',12,'existing paid','new car',3651,'>=1000','1<=X<4',1,none,3,'life insurance',31,none,own,1,skilled,2,none,yes,good
+male,'>=200',4,'existing paid','new car',1494,'no known savings','<1',1,none,2,'real estate',29,none,own,1,'unskilled resident',2,none,no,good
+male,'0<=X<200',48,'existing paid',other,5381,'no known savings',unemployed,3,none,4,'no known property',40,bank,'for free',1,'unemp/unskilled non res',1,yes,yes,good
+male,'>=200',12,'existing paid',radio/tv,3399,'no known savings','>=7',2,none,3,car,37,none,own,1,'high qualif/self emp/mgmt',1,none,yes,good
+male,'<0',15,'critical/other existing credit',furniture/equipment,1478,'<100','>=7',4,none,4,car,44,none,own,2,skilled,2,yes,yes,good
+male,'0<=X<200',6,'delayed previously',business,1449,'100<=X<500','>=7',1,none,2,car,31,bank,own,2,skilled,2,none,yes,good
+male,'0<=X<200',24,'critical/other existing credit',radio/tv,1743,'<100','>=7',4,none,2,'life insurance',48,none,own,2,'unskilled resident',1,none,yes,good
+male,'no checking',12,'existing paid',radio/tv,3077,'<100','1<=X<4',2,none,4,car,52,none,own,1,skilled,1,yes,yes,good
+male,'no checking',6,'existing paid',furniture/equipment,1766,'<100','1<=X<4',1,none,2,'life insurance',21,none,rent,1,skilled,1,none,yes,good
+male,'0<=X<200',9,'existing paid',furniture/equipment,2030,'no known savings','4<=X<7',2,none,1,car,24,none,own,1,skilled,1,yes,yes,good
+female,'no checking',11,'critical/other existing credit',radio/tv,1154,'100<=X<500',unemployed,4,none,4,'real estate',57,none,own,3,'unskilled resident',1,none,yes,good
+female,'<0',20,'critical/other existing credit',furniture/equipment,4272,'<100','>=7',1,none,4,'life insurance',24,none,own,2,skilled,1,none,yes,good
+male,'0<=X<200',72,'existing paid',radio/tv,5595,'100<=X<500','1<=X<4',2,none,2,car,24,none,own,1,skilled,1,none,yes,bad
+male,'<0',12,'critical/other existing credit','new car',2122,'<100','1<=X<4',3,none,2,'real estate',39,none,rent,2,'unskilled resident',2,none,no,good
+male,'no checking',24,'critical/other existing credit',business,4139,'100<=X<500','1<=X<4',3,none,3,'life insurance',27,none,own,2,'unskilled resident',1,yes,yes,good
+male,'no checking',7,'delayed previously',radio/tv,846,'no known savings','>=7',3,none,4,'no known property',36,none,'for free',1,skilled,1,none,yes,good
+female,'no checking',15,'critical/other existing credit',education,1532,'100<=X<500','1<=X<4',4,none,3,car,31,none,own,1,skilled,1,none,yes,good
+male,'0<=X<200',21,'existing paid',furniture/equipment,3976,'no known savings','4<=X<7',2,none,3,car,35,none,own,1,skilled,1,yes,yes,good
+male,'0<=X<200',12,'existing paid',radio/tv,766,'500<=X<1000','1<=X<4',4,none,3,'real estate',66,none,own,1,'unskilled resident',1,none,yes,bad
+male,'0<=X<200',24,'existing paid','new car',1246,'<100','<1',4,none,2,'real estate',23,stores,own,1,'unskilled resident',1,none,yes,bad
+male,'no checking',12,'existing paid',business,1542,'<100','4<=X<7',2,none,4,car,36,none,own,1,skilled,1,yes,yes,good
+male,'no checking',24,'existing paid',furniture/equipment,929,'no known savings','4<=X<7',4,none,2,car,31,stores,own,1,skilled,1,yes,yes,good
+male,'no checking',15,'existing paid','used car',3029,'<100','4<=X<7',2,none,2,car,33,none,own,1,skilled,1,none,yes,good
+male,'no checking',18,'existing paid',furniture/equipment,1533,'<100','<1',4,'co applicant',1,'life insurance',43,none,own,1,'unskilled resident',2,none,yes,bad
+male,'0<=X<200',48,'delayed previously',business,6681,'no known savings','1<=X<4',4,none,4,'no known property',38,none,'for free',1,skilled,2,yes,yes,good
+male,'0<=X<200',12,'existing paid','new car',888,'<100','>=7',4,none,4,car,41,bank,own,1,'unskilled resident',2,none,yes,bad
+male,'0<=X<200',18,'delayed previously',furniture/equipment,4297,'<100','>=7',4,none,3,'no known property',40,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
+male,'>=200',30,'delayed previously',business,1908,'<100','>=7',4,none,4,'real estate',66,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
+male,'no checking',24,'existing paid',radio/tv,3235,'500<=X<1000','>=7',3,none,2,car,26,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
+female,'0<=X<200',60,'existing paid','new car',7408,'100<=X<500','<1',4,none,2,'life insurance',24,none,own,1,'high qualif/self emp/mgmt',1,none,yes,bad
+male,'<0',24,'existing paid',business,6568,'<100','1<=X<4',2,none,2,car,21,stores,own,1,'unskilled resident',1,none,yes,good
+female,'<0',24,'all paid','used car',3632,'<100','1<=X<4',1,guarantor,4,car,22,bank,rent,1,skilled,1,none,no,good
+male,'no checking',54,'no credits/all paid','used car',9436,'no known savings','1<=X<4',2,none,2,'life insurance',39,none,own,1,'unskilled resident',2,none,yes,good

test/ghana_test.csv

@@ -0,0 +1,292 @@
+sex,amnt req,ration,maturity,assets val,dec profit,xperience,educatn,age,collateral,locatn,guarantor,relatnshp,purpose,sector,savings,amnt grnt
+0,2500,0,30.0,8500,700.0,26.0,2,55,5000,1,0,1,0,5,0,2500
+0,4000,1,60.0,8000,200.0,5.0,2,32,7000,0,0,1,0,3,0,2000
+1,3000,0,30.0,2130,327.0,6.0,1,32,1500,0,0,0,0,1,0,3000
+0,9000,0,,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,9000
+1,2000,0,30.0,8000,500.0,6.0,1,45,500,1,0,0,0,1,0,2000
+0,6000,0,36.0,32000,10000.0,6.0,3,48,9000,0,1,1,0,1,1,6000
+0,400,0,30.0,1095,400.0,2.0,2,33,10000,0,0,0,0,1,0,400
+0,4000,1,30.0,5000,300.0,6.0,2,40,5000,0,0,0,1,5,0,3000
+0,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,9000
+1,12000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,7000
+1,7000,0,60.0,10000,120.0,4.0,2,34,20000,0,0,1,0,3,0,7000
+0,10000,1,30.0,1200,120.0,2.5,2,27,5000,0,1,1,0,3,0,3500
+0,1000,1,30.0,10000,300.0,3.0,1,47,1500,0,1,1,1,5,1,700
+1,7000,0,60.0,10000,120.0,4.0,2,34,20000,1,0,1,0,3,0,7000
+1,1200,0,36.0,3000,500.0,5.0,1,40,1000,1,0,1,1,4,0,1200
+1,5000,1,30.0,1500,500.0,3.0,1,47,4500,1,0,1,1,5,0,4000
+0,9000,1,30.0,8000,800.0,2.0,4,33,8000,0,0,1,0,4,1,6000
+1,12000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,7000
+0,3000,0,30.0,10000,900.0,5.0,3,42,3000,1,0,0,0,5,0,3000
+1,12000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,7000
+1,8000,1,30.0,5000,600.0,2.0,1,33,2000,0,1,0,0,3,0,6000
+1,3000,0,60.0,3590,517.0,8.0,1,28,1500,0,0,1,0,1,0,3000
+1,20000,0,30.0,17000,8000.0,6.0,3,53,9000,1,1,0,0,3,1,20000
+0,1000,1,30.0,40000,400.0,1.0,1,34,2500,0,1,1,0,4,1,500
+1,4000,1,36.0,5000,550.0,6.0,1,20,250,0,0,0,0,1,0,2000
+1,1500,0,30.0,3500,358.0,5.0,1,41,3000,0,0,1,0,1,0,1500
+1,800,0,15.0,3200,530.0,7.0,2,35,3000,0,0,0,0,1,0,500
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test/loanpred_test.csv

@@ -0,0 +1,124 @@
+Gender,Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status
+Male,LP002139,Male,Yes,0,Graduate,No,9083,0.0,228.0,360.0,1.0,Semiurban,Y
+Male,LP002223,Male,Yes,0,Graduate,No,4310,0.0,130.0,360.0,,Semiurban,Y
+Male,LP001570,Male,Yes,2,Graduate,No,4167,1447.0,158.0,360.0,1.0,Rural,Y
+Female,LP002978,Female,No,0,Graduate,No,2900,0.0,71.0,360.0,1.0,Rural,Y
+Male,LP001478,Male,No,0,Graduate,No,2718,0.0,70.0,360.0,1.0,Semiurban,Y
+Male,LP002877,Male,Yes,1,Graduate,No,1782,2232.0,107.0,360.0,1.0,Rural,Y
+Male,LP002035,Male,Yes,2,Graduate,No,3717,0.0,120.0,360.0,1.0,Semiurban,Y
+Male,LP001005,Male,Yes,0,Graduate,Yes,3000,0.0,66.0,360.0,1.0,Urban,Y
+Male,LP002115,Male,Yes,3+,Not Graduate,No,2647,1587.0,173.0,360.0,1.0,Rural,N
+Male,LP001259,Male,Yes,1,Graduate,Yes,1000,3022.0,110.0,360.0,1.0,Urban,N
+Male,LP001732,Male,Yes,2,Graduate,,5000,0.0,72.0,360.0,0.0,Semiurban,N
+Male,LP002487,Male,Yes,0,Graduate,No,3015,2188.0,153.0,360.0,1.0,Rural,Y
+Male,LP001384,Male,Yes,3+,Not Graduate,No,2071,754.0,94.0,480.0,1.0,Semiurban,Y
+Male,LP002054,Male,Yes,2,Not Graduate,No,3601,1590.0,,360.0,1.0,Rural,Y
+Male,LP001491,Male,Yes,2,Graduate,Yes,3316,3500.0,88.0,360.0,1.0,Urban,Y
+Male,LP002178,Male,Yes,0,Graduate,No,3013,3033.0,95.0,300.0,,Urban,Y
+Male,LP001699,Male,No,0,Graduate,No,2479,0.0,59.0,360.0,1.0,Urban,Y
+Male,LP001349,Male,No,0,Graduate,No,4843,3806.0,151.0,360.0,1.0,Semiurban,Y
+Male,LP001778,Male,Yes,1,Graduate,No,3155,1779.0,140.0,360.0,1.0,Semiurban,Y
+Male,LP001636,Male,Yes,0,Graduate,No,4600,0.0,73.0,180.0,1.0,Semiurban,Y
+Male,LP002401,Male,Yes,0,Graduate,No,2213,1125.0,,360.0,1.0,Urban,Y
+Male,LP002170,Male,Yes,2,Graduate,No,5000,3667.0,236.0,360.0,1.0,Semiurban,Y
+Male,LP001760,Male,,,Graduate,No,4758,0.0,158.0,480.0,1.0,Semiurban,Y
+Male,LP001953,Male,Yes,1,Graduate,No,6875,0.0,200.0,360.0,1.0,Semiurban,Y
+Female,LP002634,Female,No,1,Graduate,No,13262,0.0,40.0,360.0,1.0,Urban,Y
+Male,LP001666,Male,No,0,Graduate,No,8333,3750.0,187.0,360.0,1.0,Rural,Y
+Male,LP002544,Male,Yes,1,Not Graduate,No,1958,2436.0,131.0,360.0,1.0,Rural,Y
+Male,LP001702,Male,No,0,Graduate,No,3418,0.0,127.0,360.0,1.0,Semiurban,N
+Female,LP002144,Female,No,,Graduate,No,3813,0.0,116.0,180.0,1.0,Urban,Y
+Male,LP002979,Male,Yes,3+,Graduate,No,4106,0.0,40.0,180.0,1.0,Rural,Y
+Male,LP001024,Male,Yes,2,Graduate,No,3200,700.0,70.0,360.0,1.0,Urban,Y
+Female,LP001514,Female,Yes,0,Graduate,No,2330,4486.0,100.0,360.0,1.0,Semiurban,Y
+Male,LP001972,Male,Yes,,Not Graduate,No,2875,1750.0,105.0,360.0,1.0,Semiurban,Y
+Male,LP002874,Male,No,0,Graduate,No,3229,2739.0,110.0,360.0,1.0,Urban,Y
+Female,LP001519,Female,No,0,Graduate,No,10000,1666.0,225.0,360.0,1.0,Rural,N
+Male,LP002328,Male,Yes,0,Not Graduate,No,6096,0.0,218.0,360.0,0.0,Rural,N
+Male,LP002467,Male,Yes,0,Graduate,No,3708,2569.0,173.0,360.0,1.0,Urban,N
+Male,LP002953,Male,Yes,3+,Graduate,No,5703,0.0,128.0,360.0,1.0,Urban,Y
+Male,LP001194,Male,Yes,2,Graduate,No,2708,1167.0,97.0,360.0,1.0,Semiurban,Y
+Female,LP001267,Female,Yes,2,Graduate,No,1378,1881.0,167.0,360.0,1.0,Urban,N
+Male,LP001385,Male,No,0,Graduate,No,5316,0.0,136.0,360.0,1.0,Urban,Y
+Male,LP002755,Male,Yes,1,Not Graduate,No,2239,2524.0,128.0,360.0,1.0,Urban,Y
+Male,LP002050,Male,Yes,1,Graduate,Yes,10000,0.0,155.0,360.0,1.0,Rural,N
+Male,LP002777,Male,Yes,0,Graduate,No,2785,2016.0,110.0,360.0,1.0,Rural,Y
+Male,LP001473,Male,No,0,Graduate,No,2014,1929.0,74.0,360.0,1.0,Urban,Y
+Male,LP001691,Male,Yes,2,Not Graduate,No,3917,0.0,124.0,360.0,1.0,Semiurban,Y
+Male,LP001091,Male,Yes,1,Graduate,,4166,3369.0,201.0,360.0,,Urban,N
+Male,LP002841,Male,Yes,0,Graduate,No,3166,2064.0,104.0,360.0,0.0,Urban,N
+Male,LP002448,Male,Yes,0,Graduate,No,3948,1733.0,149.0,360.0,0.0,Rural,N
+Female,LP002776,Female,No,0,Graduate,No,5000,0.0,103.0,360.0,0.0,Semiurban,N
+Male,LP002444,Male,No,1,Not Graduate,Yes,2769,1542.0,190.0,360.0,,Semiurban,N
+Female,LP001708,Female,No,0,Graduate,No,10000,0.0,214.0,360.0,1.0,Semiurban,N
+Male,LP001964,Male,Yes,0,Not Graduate,No,1800,2934.0,93.0,360.0,0.0,Urban,N
+Female,LP002684,Female,No,0,Not Graduate,No,3400,0.0,95.0,360.0,1.0,Rural,N
+Male,LP001243,Male,Yes,0,Graduate,No,3208,3066.0,172.0,360.0,1.0,Urban,Y
+Male,LP001532,Male,Yes,2,Not Graduate,No,2281,0.0,113.0,360.0,1.0,Rural,N
+Male,LP001256,Male,No,0,Graduate,No,3750,4750.0,176.0,360.0,1.0,Urban,N
+Male,LP001713,Male,Yes,1,Graduate,Yes,7787,0.0,240.0,360.0,1.0,Urban,Y
+Male,LP002911,Male,Yes,1,Graduate,No,2787,1917.0,146.0,360.0,0.0,Rural,N
+Male,LP002892,Male,Yes,2,Graduate,No,6540,0.0,205.0,360.0,1.0,Semiurban,Y
+Male,LP001536,Male,Yes,3+,Graduate,No,39999,0.0,600.0,180.0,0.0,Semiurban,Y
+Male,LP001052,Male,Yes,1,Graduate,,3717,2925.0,151.0,360.0,,Semiurban,N
+Male,LP002778,Male,Yes,2,Graduate,Yes,6633,0.0,,360.0,0.0,Rural,N
+Female,LP002407,Female,Yes,0,Not Graduate,Yes,7142,0.0,138.0,360.0,1.0,Rural,Y
+Male,LP002266,Male,Yes,2,Graduate,No,3100,1400.0,113.0,360.0,1.0,Urban,Y
+Female,LP002231,Female,No,0,Graduate,No,6000,0.0,156.0,360.0,1.0,Urban,Y
+Female,LP001087,Female,No,2,Graduate,,3750,2083.0,120.0,360.0,1.0,Semiurban,Y
+Male,LP002531,Male,Yes,1,Graduate,Yes,16667,2250.0,86.0,360.0,1.0,Semiurban,Y
+Male,LP001854,Male,Yes,3+,Graduate,No,5250,0.0,94.0,360.0,1.0,Urban,N
+Male,LP001657,Male,Yes,0,Not Graduate,No,6033,0.0,160.0,360.0,1.0,Urban,N
+Female,LP002357,Female,No,0,Not Graduate,No,2720,0.0,80.0,,0.0,Urban,N
+Male,LP001904,Male,Yes,0,Graduate,No,3103,1300.0,80.0,360.0,1.0,Urban,Y
+Male,LP001603,Male,Yes,0,Not Graduate,Yes,4344,736.0,87.0,360.0,1.0,Semiurban,N
+Male,LP001497,Male,Yes,2,Graduate,No,5042,2083.0,185.0,360.0,1.0,Rural,N
+Male,LP001263,Male,Yes,3+,Graduate,No,3167,4000.0,180.0,300.0,0.0,Semiurban,N
+Male,LP001266,Male,Yes,1,Graduate,Yes,2395,0.0,,360.0,1.0,Semiurban,Y
+Male,LP002622,Male,Yes,2,Graduate,No,3510,4416.0,243.0,360.0,1.0,Rural,Y
+Male,LP001213,Male,Yes,1,Graduate,No,4945,0.0,,360.0,0.0,Rural,N
+Female,LP002277,Female,No,0,Graduate,No,3180,0.0,71.0,360.0,0.0,Urban,N
+Male,LP001248,Male,No,0,Graduate,No,3500,0.0,81.0,300.0,1.0,Semiurban,Y
+Male,LP002505,Male,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N
+Male,LP002868,Male,Yes,2,Graduate,No,3159,461.0,108.0,84.0,1.0,Urban,Y
+Male,LP002863,Male,Yes,3+,Graduate,No,6406,0.0,150.0,360.0,1.0,Semiurban,N
+Female,LP002840,Female,No,0,Graduate,No,2378,0.0,9.0,360.0,1.0,Urban,N
+Male,LP001357,Male,,,Graduate,No,3816,754.0,160.0,360.0,1.0,Urban,Y
+Male,LP002082,Male,Yes,0,Graduate,Yes,5818,2160.0,184.0,360.0,1.0,Semiurban,Y
+Male,LP002842,Male,Yes,1,Graduate,No,3417,1750.0,186.0,360.0,1.0,Urban,Y
+Male,LP002926,Male,Yes,2,Graduate,Yes,2726,0.0,106.0,360.0,0.0,Semiurban,N
+Male,LP001013,Male,Yes,0,Not Graduate,No,2333,1516.0,95.0,360.0,1.0,Urban,Y
+Male,LP001922,Male,Yes,0,Graduate,No,20667,0.0,,360.0,1.0,Rural,N
+Male,LP001488,Male,Yes,3+,Graduate,No,4000,7750.0,290.0,360.0,1.0,Semiurban,N
+Male,LP002379,Male,No,0,Graduate,No,6500,0.0,105.0,360.0,0.0,Rural,N
+Male,LP001835,Male,Yes,0,Not Graduate,No,1668,3890.0,201.0,360.0,0.0,Semiurban,N
+Male,LP002190,Male,Yes,1,Graduate,No,6325,0.0,175.0,360.0,1.0,Semiurban,Y
+Male,LP002798,Male,Yes,0,Graduate,No,3887,2669.0,162.0,360.0,1.0,Semiurban,Y
+Male,LP001608,Male,Yes,2,Graduate,No,2045,1619.0,101.0,360.0,1.0,Rural,Y
+Female,LP002522,Female,No,0,Graduate,Yes,2500,0.0,93.0,360.0,,Urban,Y
+Male,LP001280,Male,Yes,2,Not Graduate,No,3333,2000.0,99.0,360.0,,Semiurban,Y
+Male,LP001634,Male,No,0,Graduate,No,1916,5063.0,67.0,360.0,,Rural,N
+Male,LP001546,Male,No,0,Graduate,,2980,2083.0,120.0,360.0,1.0,Rural,Y
+Male,LP001914,Male,Yes,0,Graduate,No,3927,800.0,112.0,360.0,1.0,Semiurban,Y
+Male,LP001900,Male,Yes,1,Graduate,No,2750,1842.0,115.0,360.0,1.0,Semiurban,Y
+Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,Rural,Y
+,LP001644,,Yes,0,Graduate,Yes,674,5296.0,168.0,360.0,1.0,Rural,Y
+Male,LP001865,Male,Yes,1,Graduate,No,6083,4250.0,330.0,360.0,,Urban,Y
+Male,LP002446,Male,Yes,2,Not Graduate,No,2309,1255.0,125.0,360.0,0.0,Rural,N
+Male,LP002366,Male,Yes,0,Graduate,No,2666,4300.0,121.0,360.0,1.0,Rural,Y
+Male,LP001250,Male,Yes,3+,Not Graduate,No,4755,0.0,95.0,,0.0,Semiurban,N
+Male,LP001116,Male,No,0,Not Graduate,No,3748,1668.0,110.0,360.0,1.0,Semiurban,Y
+Female,LP002337,Female,No,0,Graduate,No,2995,0.0,60.0,360.0,1.0,Urban,Y
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train/loanpred_train.csv

@@ -0,0 +1,492 @@
+Gender,Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status
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+Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y
+Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y
+Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y
+Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N
+Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N
+Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y
+,LP001050,,Yes,2,Not Graduate,No,3365,1917.0,112.0,360.0,0.0,Rural,N
+Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y
+Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y
+Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y
+Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N
+Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y
+Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y
+Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y
+Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y
+Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N
+Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y
+Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y
+Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N
+Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N
+Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y
+Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y
+Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y
+Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N
+Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y
+Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y
+Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y
+Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y
+Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N
+Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N
+Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y
+Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y
+Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y
+Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y
+Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N
+Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N
+Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y
+Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N
+Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y
+Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y
+Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y
+Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y
+Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y
+Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y
+Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N
+Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y
+Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N
+Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N
+Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N
+Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N
+Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y
+Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y
+Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y
+Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N
+Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y
+Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N
+Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y
+Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y
+Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y
+Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y
+Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N
+Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N
+Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y
+Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y
+Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y
+Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y
+Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurban,N
+Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y
+Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N
+Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y
+Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y
+Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y
+Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y
+Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N
+Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N
+Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N
+Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N
+Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y
+Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y
+Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y
+Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y
+Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y
+Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N
+Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y
+Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y
+Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N
+Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N
+Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y
+Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N
+Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N
+Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y
+Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y
+Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N
+Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y
+Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y
+Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y
+Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y
+Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y
+Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y
+Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N
+Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y
+Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y
+Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y
+Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N
+Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y
+Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y
+Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y
+Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y
+Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N
+Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y
+Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y
+Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y
+Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y
+Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N
+Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N
+Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y
+Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N
+,LP002501,,Yes,0,Graduate,No,16692,0.0,110.0,360.0,1.0,Semiurban,Y
+Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y
+Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y
+Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N
+Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y
+Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y
+Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y
+Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y
+Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y
+Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y
+Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y
+Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y
+Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N
+Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y
+Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N
+Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N
+Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y
+Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y
+,LP001448,,Yes,3+,Graduate,No,23803,0.0,370.0,360.0,1.0,Rural,Y
+Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y
+Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y
+Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y
+Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N
+Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y
+Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y
+Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N
+Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N
+Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y
+Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y
+Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y
+Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y
+Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N
+Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y
+Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y
+Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y
+Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N
+Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N
+Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N
+Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y
+Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y
+Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y
+Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y
+Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y
+Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y
+Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y
+Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N
+Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y
+Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N
+Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y
+Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y
+Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y
+Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y
+Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N
+Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y
+Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N
+Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y
+Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N
+Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y
+Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurban,Y
+Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y
+Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y
+Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y
+Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y
+,LP002925,,No,0,Graduate,No,4750,0.0,94.0,360.0,1.0,Semiurban,Y
+Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y
+Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y
+Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y
+Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y
+Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N
+Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y
+,LP002933,,No,3+,Graduate,Yes,9357,0.0,292.0,360.0,1.0,Semiurban,Y
+Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y
+Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y
+Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y
+Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N
+,LP002103,,Yes,1,Graduate,Yes,9833,1833.0,182.0,180.0,1.0,Urban,Y
+Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N
+Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y
+Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y
+Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N
+Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N
+Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y
+Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y
+Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y
+Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y
+Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N
+Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y
+Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y
+Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N
+Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y
+Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N
+Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N
+Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y
+Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y
+Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y
+Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y
+Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y
+Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N
+Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y
+Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y
+Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N
+Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N
+Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y
+Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y
+Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y
+Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y
+Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y
+Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N
+Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y
+Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y
+Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N
+Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y
+Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y
+Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N
+Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y
+Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y
+Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y
+Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y
+Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N
+Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N
+Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y
+Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y
+Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N
+Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y
+Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N
+Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y
+Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y
+Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y
+Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y
+Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N
+Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y
+Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y
+Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y
+Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y
+Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y
+Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y
+Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N
+Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y
+Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y
+Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y
+Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y
+Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N
+Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban,Y
+Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y
+Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N
+Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N
+Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y
+Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y
+Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y
+Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y
+Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N
+Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y
+Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N
+Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y
+Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y
+Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N
+Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y
+Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y
+Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y
+Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N
+Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y
+Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N
+Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y
+Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y
+Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y
+Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y
+Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N
+Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y
+Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N
+Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y
+Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y
+Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y
+Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y
+,LP002530,,Yes,2,Graduate,No,2873,1872.0,132.0,360.0,0.0,Semiurban,N
+Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y
+Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N
+Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N
+Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y
+Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y
+Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y
+Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N
+,LP002024,,Yes,0,Graduate,No,2473,1843.0,159.0,360.0,1.0,Rural,N
+Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y
+,LP002625,,No,0,Graduate,No,3583,0.0,96.0,360.0,1.0,Urban,N
+Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y
+Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y
+Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y
+Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y
+Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y
+Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N
+Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N
+Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y
+Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N
+Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N
+Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y
+Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y
+Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y
+Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y
+Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y
+Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N
+Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y
+Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N
+Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y
+Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y
+Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y
+Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y
+Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y
+Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y
+Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y
+Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y
+Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N
+Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N
+Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y
+Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y
+Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y
+Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y
+Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y
+Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y
+Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N
+Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y
+Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y
+Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y
+Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N
+Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y
+Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y
+Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y
+Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y
+Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N
+Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y
+Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y
+Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N
+Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N
+Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y
+Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y
+Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y
+Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N
+Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y
+Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y
+Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N
+Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N
+Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y
+Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y
+,LP002478,,Yes,0,Graduate,Yes,2083,4083.0,160.0,360.0,,Semiurban,Y
+Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N
+Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y
+Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N
+Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y
+Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y
+Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y
+Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y
+Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N
+Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y
+Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N
+Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y
+Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y
+Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N
+,LP002872,,Yes,0,Graduate,No,3087,2210.0,136.0,360.0,0.0,Semiurban,N
+Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y
+Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y
+Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y
+Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N
+Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N
+Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y
+Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N
+Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y
+Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y
+,LP001585,,Yes,3+,Graduate,No,51763,0.0,700.0,300.0,1.0,Urban,Y
+Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y
+Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y
+Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y
+Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y
+Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y
+Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y
+Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y
+Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N
+Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y
+Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y
+Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y
+Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y
+Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y
+Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N
+Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N
+Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y
+Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y
+Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y
+Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y
+Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N
+Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N
+Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N
+Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N
+Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N
+Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y
+Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N
+Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y
+Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y
+Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N
+Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y
+Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y
+Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y
+Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N
+Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N
+Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y
+Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y
+Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N
+Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y
+Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y
+Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y
+Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y
+Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y
+Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N
+Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N
+Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y
+Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y
+Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y
+Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N
+Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N
+Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y
+Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y
+Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N
+Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y
+Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y
+Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y
+Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N
+Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y
+Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y
+Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N
+Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y
+Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N
+Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N
+Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y
+Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N
+Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y
+Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N
+Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y
+Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y
+Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y
+Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y
+Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y
+Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y
+Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y
+Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y
+Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y
+Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N
+Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y
+Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y
+Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y
+Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y
+Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y
+Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y
+Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N
+Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y
+Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y
+Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N
+Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y
+Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y
+Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y
+Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y
+Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N
+Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y
+Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y
+Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y
+Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y
+Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y
+Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y
+Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y
+Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N
+Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y
+Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N
+Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y
+Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y
+Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y
+Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y
+Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y