{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "v5Jd9WU1KIyi"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from datetime import datetime\n",
        "\n",
        "# Load the data\n",
        "df = pd.read_csv('data/raw/fraudTrain.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 585
        },
        "id": "jYLv7ly6OJkC",
        "outputId": "882d3f2a-45b7-4f41-c5eb-eb67a8dc80d8"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "First 5 Rows:\n"
          ]
        },
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df"
            },
            "text/html": [
              "\n",
              "  <div id=\"df-3fe63d94-9504-4e6d-bf14-127d836bf954\" class=\"colab-df-container\">\n",
              "    <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>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>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3fe63d94-9504-4e6d-bf14-127d836bf954')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-3fe63d94-9504-4e6d-bf14-127d836bf954 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-3fe63d94-9504-4e6d-bf14-127d836bf954');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    <div id=\"df-c92967be-83e1-4f69-a63f-ea04d92f4d66\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c92967be-83e1-4f69-a63f-ea04d92f4d66')\"\n",
              "                title=\"Suggest charts\"\n",
              "                style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "      <script>\n",
              "        async function quickchart(key) {\n",
              "          const quickchartButtonEl =\n",
              "            document.querySelector('#' + key + ' button');\n",
              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "          try {\n",
              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
              "          } catch (error) {\n",
              "            console.error('Error during call to suggestCharts:', error);\n",
              "          }\n",
              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "        }\n",
              "        (() => {\n",
              "          let quickchartButtonEl =\n",
              "            document.querySelector('#df-c92967be-83e1-4f69-a63f-ea04d92f4d66 button');\n",
              "          quickchartButtonEl.style.display =\n",
              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "        })();\n",
              "      </script>\n",
              "    </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "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]"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "print(\"\\nFirst 5 Rows:\")\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DDaHkHmYMuFd",
        "outputId": "993fc538-4afc-4cd3-d164-33c30927adba"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dataset Shape: (1296675, 23)\n"
          ]
        }
      ],
      "source": [
        "print(f\"Dataset Shape: {df.shape}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Lg3CbomiOS43",
        "outputId": "ee426872-1069-4987-a774-dfced72f2ddc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Data Types:\n",
            "Unnamed: 0                 int64\n",
            "trans_date_trans_time     object\n",
            "cc_num                     int64\n",
            "merchant                  object\n",
            "category                  object\n",
            "amt                      float64\n",
            "first                     object\n",
            "last                      object\n",
            "gender                    object\n",
            "street                    object\n",
            "city                      object\n",
            "state                     object\n",
            "zip                        int64\n",
            "lat                      float64\n",
            "long                     float64\n",
            "city_pop                   int64\n",
            "job                       object\n",
            "dob                       object\n",
            "trans_num                 object\n",
            "unix_time                  int64\n",
            "merch_lat                float64\n",
            "merch_long               float64\n",
            "is_fraud                   int64\n",
            "dtype: object\n"
          ]
        }
      ],
      "source": [
        "print(\"\\nData Types:\")\n",
        "print(df.dtypes)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hgnd0URvOZnt",
        "outputId": "f97be22a-d45e-43c4-8c07-09271a88ee32"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Missing Values:\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": [
        "print(\"\\nMissing Values:\")\n",
        "print(df.isnull().sum())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "doXJcfKcMK7n",
        "outputId": "6b07061b-a37b-48bd-b199-a43711ce1805"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Fraud Distribution:\n",
            "is_fraud\n",
            "0    99.421135\n",
            "1     0.578865\n",
            "Name: proportion, dtype: float64\n"
          ]
        }
      ],
      "source": [
        "fraud_percentage = df['is_fraud'].value_counts(normalize=True) * 100\n",
        "print(f\"Fraud Distribution:\\n{fraud_percentage}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "H1lvxe0GPlRj",
        "outputId": "cbd5c9f1-6f33-4137-d3cd-a393548246e7"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(8,5))\n",
        "sns.countplot(x='is_fraud', data=df)\n",
        "plt.title('Fraud vs Non-Fraud Transactions')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 667
        },
        "id": "T1Rcu74DMH2F",
        "outputId": "88834057-4cc9-4da6-91d9-fc5b16665d89"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "TRANSACTION AMOUNT ANALYSIS\n",
            "count    1.296675e+06\n",
            "mean     7.035104e+01\n",
            "std      1.603160e+02\n",
            "min      1.000000e+00\n",
            "25%      9.650000e+00\n",
            "50%      4.752000e+01\n",
            "75%      8.314000e+01\n",
            "max      2.894890e+04\n",
            "Name: amt, dtype: float64\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Transaction Amount Analysis\n",
        "print(\"TRANSACTION AMOUNT ANALYSIS\")\n",
        "print(df['amt'].describe())\n",
        "\n",
        "plt.figure(figsize=(12,5))\n",
        "plt.subplot(1,2,1)\n",
        "sns.boxplot(x='is_fraud', y='amt', data=df)\n",
        "plt.title('Transaction Amount by Fraud Status')\n",
        "\n",
        "\n",
        "plt.subplot(1,2,2)\n",
        "sns.histplot(data=df, x='amt', hue='is_fraud', bins=50, kde=True, element='step')\n",
        "plt.title('Amount Distribution')\n",
        "plt.xlim(0, 1000)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 786
        },
        "id": "4CZPMlYjMBuA",
        "outputId": "a43908c4-a037-48ed-de6a-848d946cc52f"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1500x1000 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Time-Based Analysis\n",
        "df['trans_date_trans_time'] = pd.to_datetime(df['trans_date_trans_time'])\n",
        "df['hour'] = df['trans_date_trans_time'].dt.hour\n",
        "df['day_of_week'] = df['trans_date_trans_time'].dt.dayofweek\n",
        "df['month'] = df['trans_date_trans_time'].dt.month\n",
        "\n",
        "plt.figure(figsize=(15,10))\n",
        "\n",
        "plt.subplot(3,1,1)\n",
        "sns.countplot(x='hour', hue='is_fraud', data=df)\n",
        "plt.title('Transactions by Hour of Day')\n",
        "\n",
        "plt.subplot(3,1,2)\n",
        "sns.countplot(x='day_of_week', hue='is_fraud', data=df)\n",
        "plt.title('Transactions by Day of Week')\n",
        "\n",
        "plt.subplot(3,1,3)\n",
        "sns.countplot(x='month', hue='is_fraud', data=df)\n",
        "plt.title('Transactions by Month')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 667
        },
        "id": "h7h0O8FWMBb3",
        "outputId": "ecda1612-7a93-4bd2-d19c-f79c6326feea"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CATEGORY ANALYSIS\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Category Analysis\n",
        "print(\"CATEGORY ANALYSIS\")\n",
        "plt.figure(figsize=(12,6))\n",
        "category_fraud = df.groupby('category')['is_fraud'].mean().sort_values(ascending=False)\n",
        "category_fraud.plot(kind='bar')\n",
        "plt.title('Fraud Percentage by Category')\n",
        "plt.ylabel('Fraud Percentage')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 511
        },
        "id": "y1jJD0sEL_Ji",
        "outputId": "95543981-d7ba-4804-a429-435a7c21c601"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "GEOGRAPHIC ANALYSIS\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Geographic Analysis\n",
        "print(\"GEOGRAPHIC ANALYSIS\")\n",
        "df['distance'] = np.sqrt((df['lat']-df['merch_lat'])**2 + (df['long']-df['merch_long'])**2)\n",
        "\n",
        "plt.figure(figsize=(12,5))\n",
        "plt.subplot(1,2,1)\n",
        "sns.boxplot(x='is_fraud', y='distance', data=df)\n",
        "plt.title('Transaction Distance by Fraud Status')\n",
        "\n",
        "plt.subplot(1,2,2)\n",
        "fraud_by_state = df[df['is_fraud']==1]['state'].value_counts().head(10)\n",
        "fraud_by_state.plot(kind='bar')\n",
        "plt.title('Top 10 States with Most Fraud')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 511
        },
        "id": "tRqMouOAL73Z",
        "outputId": "b4a18c45-1518-4509-b6c8-71bbf758a230"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "DEMOGRAPHIC ANALYSIS\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Demographic Analysis\n",
        "print(\"DEMOGRAPHIC ANALYSIS\")\n",
        "df['dob'] = pd.to_datetime(df['dob'])\n",
        "df['age'] = (pd.to_datetime('today') - df['dob']).dt.days // 365\n",
        "\n",
        "plt.figure(figsize=(12,5))\n",
        "plt.subplot(1,2,1)\n",
        "sns.boxplot(x='is_fraud', y='age', data=df)\n",
        "plt.title('Age Distribution by Fraud Status')\n",
        "\n",
        "plt.subplot(1,2,2)\n",
        "sns.countplot(x='gender', hue='is_fraud', data=df)\n",
        "plt.title('Fraud by Gender')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 716
        },
        "id": "1oP9bUGwL4tg",
        "outputId": "78767681-958e-4b4e-9906-b07051a62502"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CORRELATION ANALYSIS\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Correlation Analysis\n",
        "print(\"CORRELATION ANALYSIS\")\n",
        "numeric_cols = ['amt', 'city_pop', 'distance', 'age']\n",
        "corr_matrix = df[numeric_cols + ['is_fraud']].corr()\n",
        "\n",
        "plt.figure(figsize=(10,8))\n",
        "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', center=0)\n",
        "plt.title('Correlation Matrix')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "Kqxc67LYL1K_",
        "outputId": "b1a984e1-3fd2-4f46-c26d-d8082d975884"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1400x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Geographic Distribution of Fraud\n",
        "plt.figure(figsize=(14,6))\n",
        "sns.scatterplot(x='long', y='lat', hue='is_fraud', data=df.sample(10000), alpha=0.6)\n",
        "plt.title('Geographic Distribution of Fraud (Sample)')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ljcm6jdXLvF5",
        "outputId": "7039b12c-99ca-452f-cfe2-52f5dfaca305"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "KEY FINDINGS SUMMARY\n",
            "1. Fraud Rate: 0.58% of transactions are fraudulent\n",
            "2. Fraud Amount: Median fraud amount is $396.50\n",
            "3. Risky Hours: Highest fraud occurs between 22:00-23:00\n",
            "4. Risky Categories: Top 3 risky categories - ['shopping_net', 'misc_net', 'grocery_pos']\n",
            "5. Distance Impact: Median distance for fraud is 0.80 vs 0.80 for legit transactions\n",
            "6. Age Impact: Median age for fraud is 53.00 vs 49.00 for legit transactions\n"
          ]
        }
      ],
      "source": [
        "# Key Findings Summary\n",
        "print(\"KEY FINDINGS SUMMARY\")\n",
        "print(f\"1. Fraud Rate: {fraud_percentage[1]:.2f}% of transactions are fraudulent\")\n",
        "print(f\"2. Fraud Amount: Median fraud amount is ${df[df['is_fraud']==1]['amt'].median():.2f}\")\n",
        "print(f\"3. Risky Hours: Highest fraud occurs between {df.groupby('hour')['is_fraud'].mean().idxmax()}:00-{df.groupby('hour')['is_fraud'].mean().idxmax()+1}:00\")\n",
        "print(f\"4. Risky Categories: Top 3 risky categories - {category_fraud.head(3).index.tolist()}\")\n",
        "print(f\"5. Distance Impact: Median distance for fraud is {df[df['is_fraud']==1]['distance'].median():.2f} vs {df[df['is_fraud']==0]['distance'].median():.2f} for legit transactions\")\n",
        "print(f\"6. Age Impact: Median age for fraud is {df[df['is_fraud']==1]['age'].median():.2f} vs {df[df['is_fraud']==0]['age'].median():.2f} for legit transactions\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NaDQni_yLwoo"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}