Codeway Task2 Creditcard_fraud_detection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "737b79fa-fa82-4a20-89a4-86f3fc3cc50b",
   "metadata": {},
   "source": [
    "## CREDIT CARD FRAUD DETECTION"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3a59c5c-33a5-43d3-a980-d687ae219a96",
   "metadata": {},
   "source": [
    "**Build a model to Detect Fraudulent Credit Card Transaction**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6bacd37-1310-4495-9a27-d2f4a33d378c",
   "metadata": {},
   "source": [
    "- Build a model to Detect Fraudulent Credit Card Transaction.\n",
    "- Use a dataset containing information Containing information about credit card       transactions.\n",
    "- Experinment With Algorithm Like **Logistic Regression , Decision Tree\n",
    "- **Random Forests to Classify transactions as fraudulent or legitimate** "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dd704e6-84e7-48a3-bfe6-8e3e9ee2ae0a",
   "metadata": {},
   "source": [
    "**Import all the required packages**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3ba46b57",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "67d0cd26",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>cc_num</th>\n",
       "      <th>amt</th>\n",
       "      <th>zip</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>city_pop</th>\n",
       "      <th>unix_time</th>\n",
       "      <th>merch_lat</th>\n",
       "      <th>merch_long</th>\n",
       "      <th>is_fraud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "      <td>1.852394e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.371934e+05</td>\n",
       "      <td>4.173860e+17</td>\n",
       "      <td>7.006357e+01</td>\n",
       "      <td>4.881326e+04</td>\n",
       "      <td>3.853931e+01</td>\n",
       "      <td>-9.022783e+01</td>\n",
       "      <td>8.864367e+04</td>\n",
       "      <td>1.358674e+09</td>\n",
       "      <td>3.853898e+01</td>\n",
       "      <td>-9.022794e+01</td>\n",
       "      <td>5.210015e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.669110e+05</td>\n",
       "      <td>1.309115e+18</td>\n",
       "      <td>1.592540e+02</td>\n",
       "      <td>2.688185e+04</td>\n",
       "      <td>5.071470e+00</td>\n",
       "      <td>1.374789e+01</td>\n",
       "      <td>3.014876e+05</td>\n",
       "      <td>1.819508e+07</td>\n",
       "      <td>5.105604e+00</td>\n",
       "      <td>1.375969e+01</td>\n",
       "      <td>7.199217e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.041621e+10</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.257000e+03</td>\n",
       "      <td>2.002710e+01</td>\n",
       "      <td>-1.656723e+02</td>\n",
       "      <td>2.300000e+01</td>\n",
       "      <td>1.325376e+09</td>\n",
       "      <td>1.902742e+01</td>\n",
       "      <td>-1.666716e+02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.315490e+05</td>\n",
       "      <td>1.800429e+14</td>\n",
       "      <td>9.640000e+00</td>\n",
       "      <td>2.623700e+04</td>\n",
       "      <td>3.466890e+01</td>\n",
       "      <td>-9.679800e+01</td>\n",
       "      <td>7.410000e+02</td>\n",
       "      <td>1.343017e+09</td>\n",
       "      <td>3.474012e+01</td>\n",
       "      <td>-9.689944e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.630980e+05</td>\n",
       "      <td>3.521417e+15</td>\n",
       "      <td>4.745000e+01</td>\n",
       "      <td>4.817400e+04</td>\n",
       "      <td>3.935430e+01</td>\n",
       "      <td>-8.747690e+01</td>\n",
       "      <td>2.443000e+03</td>\n",
       "      <td>1.357089e+09</td>\n",
       "      <td>3.936890e+01</td>\n",
       "      <td>-8.744069e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.335758e+05</td>\n",
       "      <td>4.642255e+15</td>\n",
       "      <td>8.310000e+01</td>\n",
       "      <td>7.204200e+04</td>\n",
       "      <td>4.194040e+01</td>\n",
       "      <td>-8.015800e+01</td>\n",
       "      <td>2.032800e+04</td>\n",
       "      <td>1.374581e+09</td>\n",
       "      <td>4.195626e+01</td>\n",
       "      <td>-8.024511e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.296674e+06</td>\n",
       "      <td>4.992346e+18</td>\n",
       "      <td>2.894890e+04</td>\n",
       "      <td>9.992100e+04</td>\n",
       "      <td>6.669330e+01</td>\n",
       "      <td>-6.795030e+01</td>\n",
       "      <td>2.906700e+06</td>\n",
       "      <td>1.388534e+09</td>\n",
       "      <td>6.751027e+01</td>\n",
       "      <td>-6.695090e+01</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Unnamed: 0        cc_num           amt           zip           lat  \\\n",
       "count  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06   \n",
       "mean   5.371934e+05  4.173860e+17  7.006357e+01  4.881326e+04  3.853931e+01   \n",
       "std    3.669110e+05  1.309115e+18  1.592540e+02  2.688185e+04  5.071470e+00   \n",
       "min    0.000000e+00  6.041621e+10  1.000000e+00  1.257000e+03  2.002710e+01   \n",
       "25%    2.315490e+05  1.800429e+14  9.640000e+00  2.623700e+04  3.466890e+01   \n",
       "50%    4.630980e+05  3.521417e+15  4.745000e+01  4.817400e+04  3.935430e+01   \n",
       "75%    8.335758e+05  4.642255e+15  8.310000e+01  7.204200e+04  4.194040e+01   \n",
       "max    1.296674e+06  4.992346e+18  2.894890e+04  9.992100e+04  6.669330e+01   \n",
       "\n",
       "               long      city_pop     unix_time     merch_lat    merch_long  \\\n",
       "count  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06   \n",
       "mean  -9.022783e+01  8.864367e+04  1.358674e+09  3.853898e+01 -9.022794e+01   \n",
       "std    1.374789e+01  3.014876e+05  1.819508e+07  5.105604e+00  1.375969e+01   \n",
       "min   -1.656723e+02  2.300000e+01  1.325376e+09  1.902742e+01 -1.666716e+02   \n",
       "25%   -9.679800e+01  7.410000e+02  1.343017e+09  3.474012e+01 -9.689944e+01   \n",
       "50%   -8.747690e+01  2.443000e+03  1.357089e+09  3.936890e+01 -8.744069e+01   \n",
       "75%   -8.015800e+01  2.032800e+04  1.374581e+09  4.195626e+01 -8.024511e+01   \n",
       "max   -6.795030e+01  2.906700e+06  1.388534e+09  6.751027e+01 -6.695090e+01   \n",
       "\n",
       "           is_fraud  \n",
       "count  1.852394e+06  \n",
       "mean   5.210015e-03  \n",
       "std    7.199217e-02  \n",
       "min    0.000000e+00  \n",
       "25%    0.000000e+00  \n",
       "50%    0.000000e+00  \n",
       "75%    0.000000e+00  \n",
       "max    1.000000e+00  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv(\"C:\\\\Users\\\\hp\\\\Downloads\\\\fraudTrain.csv\\\\fraudtrain.csv\")\n",
    "test = pd.read_csv(\"C:\\\\Users\\\\hp\\\\Downloads\\\\fraudTest.csv\\\\fraudTest.csv\")\n",
    "\n",
    "data = pd.concat([train, test])\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2b79a7d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1296675, 23)\n",
      "(555719, 23)\n"
     ]
    }
   ],
   "source": [
    "print(train.shape)\n",
    "print(test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c3619b0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>trans_date_trans_time</th>\n",
       "      <th>cc_num</th>\n",
       "      <th>merchant</th>\n",
       "      <th>category</th>\n",
       "      <th>amt</th>\n",
       "      <th>first</th>\n",
       "      <th>last</th>\n",
       "      <th>gender</th>\n",
       "      <th>street</th>\n",
       "      <th>...</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>city_pop</th>\n",
       "      <th>job</th>\n",
       "      <th>dob</th>\n",
       "      <th>trans_num</th>\n",
       "      <th>unix_time</th>\n",
       "      <th>merch_lat</th>\n",
       "      <th>merch_long</th>\n",
       "      <th>is_fraud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2019-01-01 00:00:18</td>\n",
       "      <td>2703186189652095</td>\n",
       "      <td>fraud_Rippin, Kub and Mann</td>\n",
       "      <td>misc_net</td>\n",
       "      <td>4.97</td>\n",
       "      <td>Jennifer</td>\n",
       "      <td>Banks</td>\n",
       "      <td>F</td>\n",
       "      <td>561 Perry Cove</td>\n",
       "      <td>...</td>\n",
       "      <td>36.0788</td>\n",
       "      <td>-81.1781</td>\n",
       "      <td>3495</td>\n",
       "      <td>Psychologist, counselling</td>\n",
       "      <td>1988-03-09</td>\n",
       "      <td>0b242abb623afc578575680df30655b9</td>\n",
       "      <td>1325376018</td>\n",
       "      <td>36.011293</td>\n",
       "      <td>-82.048315</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2019-01-01 00:00:44</td>\n",
       "      <td>630423337322</td>\n",
       "      <td>fraud_Heller, Gutmann and Zieme</td>\n",
       "      <td>grocery_pos</td>\n",
       "      <td>107.23</td>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Gill</td>\n",
       "      <td>F</td>\n",
       "      <td>43039 Riley Greens Suite 393</td>\n",
       "      <td>...</td>\n",
       "      <td>48.8878</td>\n",
       "      <td>-118.2105</td>\n",
       "      <td>149</td>\n",
       "      <td>Special educational needs teacher</td>\n",
       "      <td>1978-06-21</td>\n",
       "      <td>1f76529f8574734946361c461b024d99</td>\n",
       "      <td>1325376044</td>\n",
       "      <td>49.159047</td>\n",
       "      <td>-118.186462</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2019-01-01 00:00:51</td>\n",
       "      <td>38859492057661</td>\n",
       "      <td>fraud_Lind-Buckridge</td>\n",
       "      <td>entertainment</td>\n",
       "      <td>220.11</td>\n",
       "      <td>Edward</td>\n",
       "      <td>Sanchez</td>\n",
       "      <td>M</td>\n",
       "      <td>594 White Dale Suite 530</td>\n",
       "      <td>...</td>\n",
       "      <td>42.1808</td>\n",
       "      <td>-112.2620</td>\n",
       "      <td>4154</td>\n",
       "      <td>Nature conservation officer</td>\n",
       "      <td>1962-01-19</td>\n",
       "      <td>a1a22d70485983eac12b5b88dad1cf95</td>\n",
       "      <td>1325376051</td>\n",
       "      <td>43.150704</td>\n",
       "      <td>-112.154481</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2019-01-01 00:01:16</td>\n",
       "      <td>3534093764340240</td>\n",
       "      <td>fraud_Kutch, Hermiston and Farrell</td>\n",
       "      <td>gas_transport</td>\n",
       "      <td>45.00</td>\n",
       "      <td>Jeremy</td>\n",
       "      <td>White</td>\n",
       "      <td>M</td>\n",
       "      <td>9443 Cynthia Court Apt. 038</td>\n",
       "      <td>...</td>\n",
       "      <td>46.2306</td>\n",
       "      <td>-112.1138</td>\n",
       "      <td>1939</td>\n",
       "      <td>Patent attorney</td>\n",
       "      <td>1967-01-12</td>\n",
       "      <td>6b849c168bdad6f867558c3793159a81</td>\n",
       "      <td>1325376076</td>\n",
       "      <td>47.034331</td>\n",
       "      <td>-112.561071</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2019-01-01 00:03:06</td>\n",
       "      <td>375534208663984</td>\n",
       "      <td>fraud_Keeling-Crist</td>\n",
       "      <td>misc_pos</td>\n",
       "      <td>41.96</td>\n",
       "      <td>Tyler</td>\n",
       "      <td>Garcia</td>\n",
       "      <td>M</td>\n",
       "      <td>408 Bradley Rest</td>\n",
       "      <td>...</td>\n",
       "      <td>38.4207</td>\n",
       "      <td>-79.4629</td>\n",
       "      <td>99</td>\n",
       "      <td>Dance movement psychotherapist</td>\n",
       "      <td>1986-03-28</td>\n",
       "      <td>a41d7549acf90789359a9aa5346dcb46</td>\n",
       "      <td>1325376186</td>\n",
       "      <td>38.674999</td>\n",
       "      <td>-78.632459</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 trans_date_trans_time            cc_num  \\\n",
       "0           0   2019-01-01 00:00:18  2703186189652095   \n",
       "1           1   2019-01-01 00:00:44      630423337322   \n",
       "2           2   2019-01-01 00:00:51    38859492057661   \n",
       "3           3   2019-01-01 00:01:16  3534093764340240   \n",
       "4           4   2019-01-01 00:03:06   375534208663984   \n",
       "\n",
       "                             merchant       category     amt      first  \\\n",
       "0          fraud_Rippin, Kub and Mann       misc_net    4.97   Jennifer   \n",
       "1     fraud_Heller, Gutmann and Zieme    grocery_pos  107.23  Stephanie   \n",
       "2                fraud_Lind-Buckridge  entertainment  220.11     Edward   \n",
       "3  fraud_Kutch, Hermiston and Farrell  gas_transport   45.00     Jeremy   \n",
       "4                 fraud_Keeling-Crist       misc_pos   41.96      Tyler   \n",
       "\n",
       "      last gender                        street  ...      lat      long  \\\n",
       "0    Banks      F                561 Perry Cove  ...  36.0788  -81.1781   \n",
       "1     Gill      F  43039 Riley Greens Suite 393  ...  48.8878 -118.2105   \n",
       "2  Sanchez      M      594 White Dale Suite 530  ...  42.1808 -112.2620   \n",
       "3    White      M   9443 Cynthia Court Apt. 038  ...  46.2306 -112.1138   \n",
       "4   Garcia      M              408 Bradley Rest  ...  38.4207  -79.4629   \n",
       "\n",
       "   city_pop                                job         dob  \\\n",
       "0      3495          Psychologist, counselling  1988-03-09   \n",
       "1       149  Special educational needs teacher  1978-06-21   \n",
       "2      4154        Nature conservation officer  1962-01-19   \n",
       "3      1939                    Patent attorney  1967-01-12   \n",
       "4        99     Dance movement psychotherapist  1986-03-28   \n",
       "\n",
       "                          trans_num   unix_time  merch_lat  merch_long  \\\n",
       "0  0b242abb623afc578575680df30655b9  1325376018  36.011293  -82.048315   \n",
       "1  1f76529f8574734946361c461b024d99  1325376044  49.159047 -118.186462   \n",
       "2  a1a22d70485983eac12b5b88dad1cf95  1325376051  43.150704 -112.154481   \n",
       "3  6b849c168bdad6f867558c3793159a81  1325376076  47.034331 -112.561071   \n",
       "4  a41d7549acf90789359a9aa5346dcb46  1325376186  38.674999  -78.632459   \n",
       "\n",
       "   is_fraud  \n",
       "0         0  \n",
       "1         0  \n",
       "2         0  \n",
       "3         0  \n",
       "4         0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         Unnamed: 0        cc_num           amt           zip           lat  \\\n",
      "count  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06   \n",
      "mean   5.371934e+05  4.173860e+17  7.006357e+01  4.881326e+04  3.853931e+01   \n",
      "std    3.669110e+05  1.309115e+18  1.592540e+02  2.688185e+04  5.071470e+00   \n",
      "min    0.000000e+00  6.041621e+10  1.000000e+00  1.257000e+03  2.002710e+01   \n",
      "25%    2.315490e+05  1.800429e+14  9.640000e+00  2.623700e+04  3.466890e+01   \n",
      "50%    4.630980e+05  3.521417e+15  4.745000e+01  4.817400e+04  3.935430e+01   \n",
      "75%    8.335758e+05  4.642255e+15  8.310000e+01  7.204200e+04  4.194040e+01   \n",
      "max    1.296674e+06  4.992346e+18  2.894890e+04  9.992100e+04  6.669330e+01   \n",
      "\n",
      "               long      city_pop     unix_time     merch_lat    merch_long  \\\n",
      "count  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06   \n",
      "mean  -9.022783e+01  8.864367e+04  1.358674e+09  3.853898e+01 -9.022794e+01   \n",
      "std    1.374789e+01  3.014876e+05  1.819508e+07  5.105604e+00  1.375969e+01   \n",
      "min   -1.656723e+02  2.300000e+01  1.325376e+09  1.902742e+01 -1.666716e+02   \n",
      "25%   -9.679800e+01  7.410000e+02  1.343017e+09  3.474012e+01 -9.689944e+01   \n",
      "50%   -8.747690e+01  2.443000e+03  1.357089e+09  3.936890e+01 -8.744069e+01   \n",
      "75%   -8.015800e+01  2.032800e+04  1.374581e+09  4.195626e+01 -8.024511e+01   \n",
      "max   -6.795030e+01  2.906700e+06  1.388534e+09  6.751027e+01 -6.695090e+01   \n",
      "\n",
      "           is_fraud  \n",
      "count  1.852394e+06  \n",
      "mean   5.210015e-03  \n",
      "std    7.199217e-02  \n",
      "min    0.000000e+00  \n",
      "25%    0.000000e+00  \n",
      "50%    0.000000e+00  \n",
      "75%    0.000000e+00  \n",
      "max    1.000000e+00  \n",
      "Unnamed: 0               0\n",
      "trans_date_trans_time    0\n",
      "cc_num                   0\n",
      "merchant                 0\n",
      "category                 0\n",
      "amt                      0\n",
      "first                    0\n",
      "last                     0\n",
      "gender                   0\n",
      "street                   0\n",
      "city                     0\n",
      "state                    0\n",
      "zip                      0\n",
      "lat                      0\n",
      "long                     0\n",
      "city_pop                 0\n",
      "job                      0\n",
      "dob                      0\n",
      "trans_num                0\n",
      "unix_time                0\n",
      "merch_lat                0\n",
      "merch_long               0\n",
      "is_fraud                 0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "display(data.head())\n",
    "print(data.describe())\n",
    "print(data.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fbd793ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of         Unnamed: 0 trans_date_trans_time            cc_num  \\\n",
       "0                0   2020-06-21 12:14:25  2291163933867244   \n",
       "1                1   2020-06-21 12:14:33  3573030041201292   \n",
       "2                2   2020-06-21 12:14:53  3598215285024754   \n",
       "3                3   2020-06-21 12:15:15  3591919803438423   \n",
       "4                4   2020-06-21 12:15:17  3526826139003047   \n",
       "...            ...                   ...               ...   \n",
       "555714      555714   2020-12-31 23:59:07    30560609640617   \n",
       "555715      555715   2020-12-31 23:59:09  3556613125071656   \n",
       "555716      555716   2020-12-31 23:59:15  6011724471098086   \n",
       "555717      555717   2020-12-31 23:59:24     4079773899158   \n",
       "555718      555718   2020-12-31 23:59:34  4170689372027579   \n",
       "\n",
       "                                    merchant        category     amt    first  \\\n",
       "0                      fraud_Kirlin and Sons   personal_care    2.86     Jeff   \n",
       "1                       fraud_Sporer-Keebler   personal_care   29.84   Joanne   \n",
       "2       fraud_Swaniawski, Nitzsche and Welch  health_fitness   41.28   Ashley   \n",
       "3                          fraud_Haley Group        misc_pos   60.05    Brian   \n",
       "4                      fraud_Johnston-Casper          travel    3.19   Nathan   \n",
       "...                                      ...             ...     ...      ...   \n",
       "555714                 fraud_Reilly and Sons  health_fitness   43.77  Michael   \n",
       "555715                  fraud_Hoppe-Parisian       kids_pets  111.84     Jose   \n",
       "555716                       fraud_Rau-Robel       kids_pets   86.88      Ann   \n",
       "555717                 fraud_Breitenberg LLC          travel    7.99     Eric   \n",
       "555718                     fraud_Dare-Marvin   entertainment   38.13   Samuel   \n",
       "\n",
       "            last gender                       street  ...      lat      long  \\\n",
       "0        Elliott      M            351 Darlene Green  ...  33.9659  -80.9355   \n",
       "1       Williams      F             3638 Marsh Union  ...  40.3207 -110.4360   \n",
       "2          Lopez      F         9333 Valentine Point  ...  40.6729  -73.5365   \n",
       "3       Williams      M  32941 Krystal Mill Apt. 552  ...  28.5697  -80.8191   \n",
       "4         Massey      M     5783 Evan Roads Apt. 465  ...  44.2529  -85.0170   \n",
       "...          ...    ...                          ...  ...      ...       ...   \n",
       "555714     Olson      M          558 Michael Estates  ...  40.4931  -91.8912   \n",
       "555715   Vasquez      M          572 Davis Mountains  ...  29.0393  -95.4401   \n",
       "555716    Lawson      F   144 Evans Islands Apt. 683  ...  46.1966 -118.9017   \n",
       "555717   Preston      M   7020 Doyle Stream Apt. 951  ...  44.6255 -116.4493   \n",
       "555718      Frey      M     830 Myers Plaza Apt. 384  ...  35.6665  -97.4798   \n",
       "\n",
       "        city_pop                     job         dob  \\\n",
       "0         333497     Mechanical engineer  1968-03-19   \n",
       "1            302  Sales professional, IT  1990-01-17   \n",
       "2          34496       Librarian, public  1970-10-21   \n",
       "3          54767            Set designer  1987-07-25   \n",
       "4           1126      Furniture designer  1955-07-06   \n",
       "...          ...                     ...         ...   \n",
       "555714       519            Town planner  1966-02-13   \n",
       "555715     28739          Futures trader  1999-12-27   \n",
       "555716      3684                Musician  1981-11-29   \n",
       "555717       129            Cartographer  1965-12-15   \n",
       "555718    116001             Media buyer  1993-05-10   \n",
       "\n",
       "                               trans_num   unix_time  merch_lat  merch_long  \\\n",
       "0       2da90c7d74bd46a0caf3777415b3ebd3  1371816865  33.986391  -81.200714   \n",
       "1       324cc204407e99f51b0d6ca0055005e7  1371816873  39.450498 -109.960431   \n",
       "2       c81755dbbbea9d5c77f094348a7579be  1371816893  40.495810  -74.196111   \n",
       "3       2159175b9efe66dc301f149d3d5abf8c  1371816915  28.812398  -80.883061   \n",
       "4       57ff021bd3f328f8738bb535c302a31b  1371816917  44.959148  -85.884734   \n",
       "...                                  ...         ...        ...         ...   \n",
       "555714  9b1f753c79894c9f4b71f04581835ada  1388534347  39.946837  -91.333331   \n",
       "555715  2090647dac2c89a1d86c514c427f5b91  1388534349  29.661049  -96.186633   \n",
       "555716  6c5b7c8add471975aa0fec023b2e8408  1388534355  46.658340 -119.715054   \n",
       "555717  14392d723bb7737606b2700ac791b7aa  1388534364  44.470525 -117.080888   \n",
       "555718  1765bb45b3aa3224b4cdcb6e7a96cee3  1388534374  36.210097  -97.036372   \n",
       "\n",
       "        is_fraud  \n",
       "0              0  \n",
       "1              0  \n",
       "2              0  \n",
       "3              0  \n",
       "4              0  \n",
       "...          ...  \n",
       "555714         0  \n",
       "555715         0  \n",
       "555716         0  \n",
       "555717         0  \n",
       "555718         0  \n",
       "\n",
       "[555719 rows x 23 columns]>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c5dbe527",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of          Unnamed: 0 trans_date_trans_time               cc_num  \\\n",
       "0                 0   2019-01-01 00:00:18     2703186189652095   \n",
       "1                 1   2019-01-01 00:00:44         630423337322   \n",
       "2                 2   2019-01-01 00:00:51       38859492057661   \n",
       "3                 3   2019-01-01 00:01:16     3534093764340240   \n",
       "4                 4   2019-01-01 00:03:06      375534208663984   \n",
       "...             ...                   ...                  ...   \n",
       "1296670     1296670   2020-06-21 12:12:08       30263540414123   \n",
       "1296671     1296671   2020-06-21 12:12:19     6011149206456997   \n",
       "1296672     1296672   2020-06-21 12:12:32     3514865930894695   \n",
       "1296673     1296673   2020-06-21 12:13:36     2720012583106919   \n",
       "1296674     1296674   2020-06-21 12:13:37  4292902571056973207   \n",
       "\n",
       "                                    merchant       category     amt  \\\n",
       "0                 fraud_Rippin, Kub and Mann       misc_net    4.97   \n",
       "1            fraud_Heller, Gutmann and Zieme    grocery_pos  107.23   \n",
       "2                       fraud_Lind-Buckridge  entertainment  220.11   \n",
       "3         fraud_Kutch, Hermiston and Farrell  gas_transport   45.00   \n",
       "4                        fraud_Keeling-Crist       misc_pos   41.96   \n",
       "...                                      ...            ...     ...   \n",
       "1296670                    fraud_Reichel Inc  entertainment   15.56   \n",
       "1296671             fraud_Abernathy and Sons    food_dining   51.70   \n",
       "1296672                 fraud_Stiedemann Ltd    food_dining  105.93   \n",
       "1296673  fraud_Reinger, Weissnat and Strosin    food_dining   74.90   \n",
       "1296674  fraud_Langosh, Wintheiser and Hyatt    food_dining    4.30   \n",
       "\n",
       "               first       last gender                         street  ...  \\\n",
       "0           Jennifer      Banks      F                 561 Perry Cove  ...   \n",
       "1          Stephanie       Gill      F   43039 Riley Greens Suite 393  ...   \n",
       "2             Edward    Sanchez      M       594 White Dale Suite 530  ...   \n",
       "3             Jeremy      White      M    9443 Cynthia Court Apt. 038  ...   \n",
       "4              Tyler     Garcia      M               408 Bradley Rest  ...   \n",
       "...              ...        ...    ...                            ...  ...   \n",
       "1296670         Erik  Patterson      M       162 Jessica Row Apt. 072  ...   \n",
       "1296671      Jeffrey      White      M  8617 Holmes Terrace Suite 651  ...   \n",
       "1296672  Christopher  Castaneda      M     1632 Cohen Drive Suite 639  ...   \n",
       "1296673       Joseph     Murray      M           42933 Ryan Underpass  ...   \n",
       "1296674      Jeffrey      Smith      M           135 Joseph Mountains  ...   \n",
       "\n",
       "             lat      long  city_pop                                job  \\\n",
       "0        36.0788  -81.1781      3495          Psychologist, counselling   \n",
       "1        48.8878 -118.2105       149  Special educational needs teacher   \n",
       "2        42.1808 -112.2620      4154        Nature conservation officer   \n",
       "3        46.2306 -112.1138      1939                    Patent attorney   \n",
       "4        38.4207  -79.4629        99     Dance movement psychotherapist   \n",
       "...          ...       ...       ...                                ...   \n",
       "1296670  37.7175 -112.4777       258                       Geoscientist   \n",
       "1296671  39.2667  -77.5101       100   Production assistant, television   \n",
       "1296672  32.9396 -105.8189       899                    Naval architect   \n",
       "1296673  43.3526 -102.5411      1126              Volunteer coordinator   \n",
       "1296674  45.8433 -113.8748       218           Therapist, horticultural   \n",
       "\n",
       "                dob                         trans_num   unix_time  merch_lat  \\\n",
       "0        1988-03-09  0b242abb623afc578575680df30655b9  1325376018  36.011293   \n",
       "1        1978-06-21  1f76529f8574734946361c461b024d99  1325376044  49.159047   \n",
       "2        1962-01-19  a1a22d70485983eac12b5b88dad1cf95  1325376051  43.150704   \n",
       "3        1967-01-12  6b849c168bdad6f867558c3793159a81  1325376076  47.034331   \n",
       "4        1986-03-28  a41d7549acf90789359a9aa5346dcb46  1325376186  38.674999   \n",
       "...             ...                               ...         ...        ...   \n",
       "1296670  1961-11-24  440b587732da4dc1a6395aba5fb41669  1371816728  36.841266   \n",
       "1296671  1979-12-11  278000d2e0d2277d1de2f890067dcc0a  1371816739  38.906881   \n",
       "1296672  1967-08-30  483f52fe67fabef353d552c1e662974c  1371816752  33.619513   \n",
       "1296673  1980-08-18  d667cdcbadaaed3da3f4020e83591c83  1371816816  42.788940   \n",
       "1296674  1995-08-16  8f7c8e4ab7f25875d753b422917c98c9  1371816817  46.565983   \n",
       "\n",
       "         merch_long  is_fraud  \n",
       "0        -82.048315         0  \n",
       "1       -118.186462         0  \n",
       "2       -112.154481         0  \n",
       "3       -112.561071         0  \n",
       "4        -78.632459         0  \n",
       "...             ...       ...  \n",
       "1296670 -111.690765         0  \n",
       "1296671  -78.246528         0  \n",
       "1296672 -105.130529         0  \n",
       "1296673 -103.241160         0  \n",
       "1296674 -114.186110         0  \n",
       "\n",
       "[1296675 rows x 23 columns]>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "63440131",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "label_encoders = {}\n",
    "\n",
    "label_encode_cols = ['merchant', 'category', 'gender', 'state', 'job']\n",
    "for col in label_encode_cols:\n",
    "    le = LabelEncoder()\n",
    "    data[col] = le.fit_transform(data[col])\n",
    "    label_encoders[col] = le\n",
    "    \n",
    "    train[col] = le.fit_transform(train[col])\n",
    "    label_encoders[col] = le\n",
    "    \n",
    "    test[col] = le.fit_transform(test[col])\n",
    "    label_encoders[col] = le"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c9c157d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['trans_date_trans_time'] = pd.to_datetime(data['trans_date_trans_time'])\n",
    "data['dob'] = pd.to_datetime(data['dob'])\n",
    "\n",
    "data['transaction_year'] = data['trans_date_trans_time'].dt.year\n",
    "data['transaction_month'] = data['trans_date_trans_time'].dt.month\n",
    "data['transaction_day'] = data['trans_date_trans_time'].dt.day\n",
    "data['transaction_hour'] = data['trans_date_trans_time'].dt.hour\n",
    "\n",
    "data['birth_year'] = data['dob'].dt.year\n",
    "data['birth_month'] = data['dob'].dt.month\n",
    "data['birth_day'] = data['dob'].dt.day\n",
    "data.drop(['trans_date_trans_time', 'dob'], axis=1, inplace=True)\n",
    "train['trans_date_trans_time'] = pd.to_datetime(train['trans_date_trans_time'])\n",
    "train['dob'] = pd.to_datetime(train['dob'])\n",
    "\n",
    "train['transaction_year'] = train['trans_date_trans_time'].dt.year\n",
    "train['transaction_month'] = train['trans_date_trans_time'].dt.month\n",
    "train['transaction_day'] = train['trans_date_trans_time'].dt.day\n",
    "train['transaction_hour'] = train['trans_date_trans_time'].dt.hour\n",
    "\n",
    "train['birth_year'] = train['dob'].dt.year\n",
    "train['birth_month'] = train['dob'].dt.month\n",
    "train['birth_day'] = train['dob'].dt.day\n",
    "\n",
    "train.drop(['trans_date_trans_time', 'dob'], axis=1, inplace=True)\n",
    "\n",
    "test['trans_date_trans_time'] = pd.to_datetime(test['trans_date_trans_time'])\n",
    "test['dob'] = pd.to_datetime(test['dob'])\n",
    "\n",
    "test['transaction_year'] = test['trans_date_trans_time'].dt.year\n",
    "test['transaction_month'] = test['trans_date_trans_time'].dt.month\n",
    "test['transaction_day'] = test['trans_date_trans_time'].dt.day\n",
    "test['transaction_hour'] = test['trans_date_trans_time'].dt.hour\n",
    "test['birth_year'] = test['dob'].dt.year\n",
    "test['birth_month'] = test['dob'].dt.month\n",
    "test['birth_day'] = test['dob'].dt.day\n",
    "\n",
    "test.drop(['trans_date_trans_time', 'dob'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bc6515f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(['first', 'last', 'street', 'city', 'trans_num'], axis=1, inplace=True)\n",
    "train.drop(['first', 'last', 'street', 'city', 'trans_num'], axis=1, inplace=True)\n",
    "test.drop(['first', 'last', 'street', 'city', 'trans_num'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "59f57a54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1296675, 23)\n",
      "(555719, 23)\n",
      "(1852394, 23)\n"
     ]
    }
   ],
   "source": [
    "print(train.shape)\n",
    "print(test.shape)\n",
    "print(data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c95e499d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty DataFrame\n",
      "Columns: [Unnamed: 0, cc_num, merchant, category, amt, gender, state, zip, lat, long, city_pop, job, unix_time, merch_lat, merch_long, is_fraud, transaction_year, transaction_month, transaction_day, transaction_hour, birth_year, birth_month, birth_day]\n",
      "Index: []\n",
      "\n",
      "[0 rows x 23 columns]\n",
      "   Unnamed: 0            cc_num  merchant  category     amt  gender  state  \\\n",
      "0           0  2703186189652095       514         8    4.97       0     27   \n",
      "1           1      630423337322       241         4  107.23       0     47   \n",
      "2           2    38859492057661       390         0  220.11       1     13   \n",
      "3           3  3534093764340240       360         2   45.00       1     26   \n",
      "4           4   375534208663984       297         9   41.96       1     45   \n",
      "\n",
      "     zip      lat      long  ...  merch_lat  merch_long  is_fraud  \\\n",
      "0  28654  36.0788  -81.1781  ...  36.011293  -82.048315         0   \n",
      "1  99160  48.8878 -118.2105  ...  49.159047 -118.186462         0   \n",
      "2  83252  42.1808 -112.2620  ...  43.150704 -112.154481         0   \n",
      "3  59632  46.2306 -112.1138  ...  47.034331 -112.561071         0   \n",
      "4  24433  38.4207  -79.4629  ...  38.674999  -78.632459         0   \n",
      "\n",
      "   transaction_year  transaction_month  transaction_day  transaction_hour  \\\n",
      "0              2019                  1                1                 0   \n",
      "1              2019                  1                1                 0   \n",
      "2              2019                  1                1                 0   \n",
      "3              2019                  1                1                 0   \n",
      "4              2019                  1                1                 0   \n",
      "\n",
      "   birth_year  birth_month  birth_day  \n",
      "0        1988            3          9  \n",
      "1        1978            6         21  \n",
      "2        1962            1         19  \n",
      "3        1967            1         12  \n",
      "4        1986            3         28  \n",
      "\n",
      "[5 rows x 23 columns]\n",
      "         Unnamed: 0        cc_num      merchant      category           amt  \\\n",
      "count  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06   \n",
      "mean   5.371934e+05  4.173860e+17  3.429269e+02  6.230569e+00  7.006357e+01   \n",
      "std    3.669110e+05  1.309115e+18  2.010519e+02  3.913273e+00  1.592540e+02   \n",
      "min    0.000000e+00  6.041621e+10  0.000000e+00  0.000000e+00  1.000000e+00   \n",
      "25%    2.315490e+05  1.800429e+14  1.660000e+02  3.000000e+00  9.640000e+00   \n",
      "50%    4.630980e+05  3.521417e+15  3.460000e+02  6.000000e+00  4.745000e+01   \n",
      "75%    8.335758e+05  4.642255e+15  5.140000e+02  1.000000e+01  8.310000e+01   \n",
      "max    1.296674e+06  4.992346e+18  6.920000e+02  1.300000e+01  2.894890e+04   \n",
      "\n",
      "             gender         state           zip           lat          long  \\\n",
      "count  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06  1.852394e+06   \n",
      "mean   4.521959e-01  2.666711e+01  4.881326e+04  3.853931e+01 -9.022783e+01   \n",
      "std    4.977097e-01  1.432946e+01  2.688185e+04  5.071470e+00  1.374789e+01   \n",
      "min    0.000000e+00  0.000000e+00  1.257000e+03  2.002710e+01 -1.656723e+02   \n",
      "25%    0.000000e+00  1.500000e+01  2.623700e+04  3.466890e+01 -9.679800e+01   \n",
      "50%    0.000000e+00  2.700000e+01  4.817400e+04  3.935430e+01 -8.747690e+01   \n",
      "75%    1.000000e+00  3.800000e+01  7.204200e+04  4.194040e+01 -8.015800e+01   \n",
      "max    1.000000e+00  5.000000e+01  9.992100e+04  6.669330e+01 -6.795030e+01   \n",
      "\n",
      "       ...     merch_lat    merch_long      is_fraud  transaction_year  \\\n",
      "count  ...  1.852394e+06  1.852394e+06  1.852394e+06      1.852394e+06   \n",
      "mean   ...  3.853898e+01 -9.022794e+01  5.210015e-03      2.019501e+03   \n",
      "std    ...  5.105604e+00  1.375969e+01  7.199217e-02      4.999996e-01   \n",
      "min    ...  1.902742e+01 -1.666716e+02  0.000000e+00      2.019000e+03   \n",
      "25%    ...  3.474012e+01 -9.689944e+01  0.000000e+00      2.019000e+03   \n",
      "50%    ...  3.936890e+01 -8.744069e+01  0.000000e+00      2.020000e+03   \n",
      "75%    ...  4.195626e+01 -8.024511e+01  0.000000e+00      2.020000e+03   \n",
      "max    ...  6.751027e+01 -6.695090e+01  1.000000e+00      2.020000e+03   \n",
      "\n",
      "       transaction_month  transaction_day  transaction_hour    birth_year  \\\n",
      "count       1.852394e+06     1.852394e+06      1.852394e+06  1.852394e+06   \n",
      "mean        7.152067e+00     1.585076e+01      1.280612e+01  1.973289e+03   \n",
      "std         3.424954e+00     8.876245e+00      6.815753e+00  1.739057e+01   \n",
      "min         1.000000e+00     1.000000e+00      0.000000e+00  1.924000e+03   \n",
      "25%         4.000000e+00     8.000000e+00      7.000000e+00  1.962000e+03   \n",
      "50%         7.000000e+00     1.600000e+01      1.400000e+01  1.975000e+03   \n",
      "75%         1.000000e+01     2.400000e+01      1.900000e+01  1.987000e+03   \n",
      "max         1.200000e+01     3.100000e+01      2.300000e+01  2.005000e+03   \n",
      "\n",
      "        birth_month     birth_day  \n",
      "count  1.852394e+06  1.852394e+06  \n",
      "mean   6.526735e+00  1.566482e+01  \n",
      "std    3.398164e+00  8.887820e+00  \n",
      "min    1.000000e+00  1.000000e+00  \n",
      "25%    4.000000e+00  8.000000e+00  \n",
      "50%    7.000000e+00  1.500000e+01  \n",
      "75%    9.000000e+00  2.300000e+01  \n",
      "max    1.200000e+01  3.100000e+01  \n",
      "\n",
      "[8 rows x 23 columns]\n",
      "Unnamed: 0           0\n",
      "cc_num               0\n",
      "merchant             0\n",
      "category             0\n",
      "amt                  0\n",
      "gender               0\n",
      "state                0\n",
      "zip                  0\n",
      "lat                  0\n",
      "long                 0\n",
      "city_pop             0\n",
      "job                  0\n",
      "unix_time            0\n",
      "merch_lat            0\n",
      "merch_long           0\n",
      "is_fraud             0\n",
      "transaction_year     0\n",
      "transaction_month    0\n",
      "transaction_day      0\n",
      "transaction_hour     0\n",
      "birth_year           0\n",
      "birth_month          0\n",
      "birth_day            0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data.head(0))\n",
    "print(data.head())\n",
    "print(data.describe())\n",
    "print(data.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "edca8548",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.countplot(data=data, x='is_fraud')\n",
    "plt.title('Distribution of Fraudulent vs Non-Fraudulent Transactions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3d98ac93",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "555719\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "print(data.index.duplicated().sum())\n",
    "data = data.reset_index(drop=True)\n",
    "print(data.index.duplicated().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c68554cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "sns.countplot(data=data, y='category', hue='is_fraud')\n",
    "plt.title('Transaction Counts by Category and Fraud Status')\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9775d9b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## The 0 represent male and 1 represent female\n",
    "sns.countplot(data=data, x='gender', hue='is_fraud')\n",
    "plt.title('Transaction Counts by Gender and Fraud Status')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5295b6cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.heatmap(data.corr(), annot=True)\n",
    "plt.title('Correlation Heatmap')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4ef3a977",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.drop('is_fraud', axis=1)\n",
    "y = data['is_fraud']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "822c713e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      1.00      1.00    368526\n",
      "           1       0.00      0.00      0.00      1953\n",
      "\n",
      "    accuracy                           0.99    370479\n",
      "   macro avg       0.50      0.50      0.50    370479\n",
      "weighted avg       0.99      0.99      0.99    370479\n",
      "\n",
      "[[368526      0]\n",
      " [  1953      0]]\n",
      "Accuracy: 0.9947284461467452\n"
     ]
    }
   ],
   "source": [
    "# Training the model for logisticRegression\n",
    "log_model = LogisticRegression(max_iter=1000)\n",
    "log_model.fit(X_train, y_train)\n",
    "y_pred = log_model.predict(X_test)\n",
    "print(classification_report(y_test, y_pred))\n",
    "print(confusion_matrix(y_test, y_pred))\n",
    "print(\"Accuracy:\", accuracy_score(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "47b42ae3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00    368526\n",
      "           1       0.80      0.84      0.82      1953\n",
      "\n",
      "    accuracy                           1.00    370479\n",
      "   macro avg       0.90      0.92      0.91    370479\n",
      "weighted avg       1.00      1.00      1.00    370479\n",
      "\n",
      "[[368109    417]\n",
      " [   308   1645]]\n",
      "Accuracy: 0.9980430739664057\n"
     ]
    }
   ],
   "source": [
    "# Training the model with DecisionTreeClassifier\n",
    "tree_model = DecisionTreeClassifier()\n",
    "tree_model.fit(X_train, y_train)\n",
    "\n",
    "y_pred = tree_model.predict(X_test)\n",
    "print(classification_report(y_test, y_pred))\n",
    "print(confusion_matrix(y_test, y_pred))\n",
    "print(\"Accuracy:\", accuracy_score(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "62200213",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      1.00      1.00    368526\n",
      "           1       0.00      0.00      0.00      1953\n",
      "\n",
      "    accuracy                           0.99    370479\n",
      "   macro avg       0.50      0.50      0.50    370479\n",
      "weighted avg       0.99      0.99      0.99    370479\n",
      "\n",
      "[[368526      0]\n",
      " [  1953      0]]\n",
      "Accuracy: 0.9947284461467452\n"
     ]
    }
   ],
   "source": [
    "# Training the model with logistic Regression\n",
    "lr_model = LogisticRegression(max_iter=1000)\n",
    "lr_model.fit(X_train, y_train)\n",
    "\n",
    "y_pred = lr_model.predict(X_test)\n",
    "print(classification_report(y_test, y_pred))\n",
    "print(confusion_matrix(y_test, y_pred))\n",
    "print(\"Accuracy:\", accuracy_score(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08907863",
   "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}