{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "id": "209b7e17"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 226
        },
        "id": "a237a649",
        "outputId": "72a47145-3ad0-4589-923e-12f622287434"
      },
      "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>satisfaction_level</th>\n",
              "      <th>last_evaluation</th>\n",
              "      <th>number_project</th>\n",
              "      <th>average_montly_hours</th>\n",
              "      <th>time_spend_company</th>\n",
              "      <th>Work_accident</th>\n",
              "      <th>left</th>\n",
              "      <th>promotion_last_5years</th>\n",
              "      <th>sales</th>\n",
              "      <th>salary</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.38</td>\n",
              "      <td>0.53</td>\n",
              "      <td>2</td>\n",
              "      <td>157</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>sales</td>\n",
              "      <td>low</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.80</td>\n",
              "      <td>0.86</td>\n",
              "      <td>5</td>\n",
              "      <td>262</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>sales</td>\n",
              "      <td>medium</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.11</td>\n",
              "      <td>0.88</td>\n",
              "      <td>7</td>\n",
              "      <td>272</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>sales</td>\n",
              "      <td>medium</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.72</td>\n",
              "      <td>0.87</td>\n",
              "      <td>5</td>\n",
              "      <td>223</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>sales</td>\n",
              "      <td>low</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.37</td>\n",
              "      <td>0.52</td>\n",
              "      <td>2</td>\n",
              "      <td>159</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>sales</td>\n",
              "      <td>low</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   satisfaction_level  last_evaluation  number_project  average_montly_hours  \\\n",
              "0                0.38             0.53               2                   157   \n",
              "1                0.80             0.86               5                   262   \n",
              "2                0.11             0.88               7                   272   \n",
              "3                0.72             0.87               5                   223   \n",
              "4                0.37             0.52               2                   159   \n",
              "\n",
              "   time_spend_company  Work_accident  left  promotion_last_5years  sales  \\\n",
              "0                   3              0     1                      0  sales   \n",
              "1                   6              0     1                      0  sales   \n",
              "2                   4              0     1                      0  sales   \n",
              "3                   5              0     1                      0  sales   \n",
              "4                   3              0     1                      0  sales   \n",
              "\n",
              "   salary  \n",
              "0     low  \n",
              "1  medium  \n",
              "2  medium  \n",
              "3     low  \n",
              "4     low  "
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "df = pd.read_csv('HR_comma_sep.csv')\n",
        "display(df.head())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ptbyRajRH9dw",
        "outputId": "31f999f4-97c8-43f5-d6ac-79e518516d5d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "satisfaction_level       0\n",
            "last_evaluation          0\n",
            "number_project           0\n",
            "average_montly_hours     0\n",
            "time_spend_company       0\n",
            "Work_accident            0\n",
            "left                     0\n",
            "promotion_last_5years    0\n",
            "sales                    0\n",
            "salary                   0\n",
            "dtype: int64\n"
          ]
        }
      ],
      "source": [
        "# 1., Perform data quality checks by checking for missing values, if any.\n",
        "missing_values = df.isnull().sum()\n",
        "print(missing_values)\n",
        "\n",
        "# Looks there is no missing values ... so all looks good"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "id": "rUPZ17FBKK4B"
      },
      "outputs": [],
      "source": [
        "# 2., Understand what factors contributed most to employee turnover at EDA."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ece42101"
      },
      "source": [
        "### 2. Draw a heatmap of the correlation matrix between all numerical features or columns in the data.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 700
        },
        "id": "sKMKmX0nLeVh",
        "outputId": "6d886608-af2f-434f-c452-427f81c4a7d6"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "numerical_df = df.select_dtypes(include=['number'])\n",
        "correlation_matrix = numerical_df.corr()\n",
        "\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n",
        "plt.title('Correlation Matrix of Numerical Features')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2c8a4093"
      },
      "source": [
        "#### 2.1. Data Transformation: Encoding Categorical Features"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244
        },
        "id": "b1f9781a",
        "outputId": "d89d2542-34f5-4a24-8687-7f2aade780b0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "DataFrame after converting boolean 'sales' columns to integers:\n"
          ]
        },
        {
          "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>satisfaction_level</th>\n",
              "      <th>last_evaluation</th>\n",
              "      <th>number_project</th>\n",
              "      <th>average_montly_hours</th>\n",
              "      <th>time_spend_company</th>\n",
              "      <th>Work_accident</th>\n",
              "      <th>left</th>\n",
              "      <th>promotion_last_5years</th>\n",
              "      <th>salary</th>\n",
              "      <th>sales_IT</th>\n",
              "      <th>sales_RandD</th>\n",
              "      <th>sales_accounting</th>\n",
              "      <th>sales_hr</th>\n",
              "      <th>sales_management</th>\n",
              "      <th>sales_marketing</th>\n",
              "      <th>sales_product_mng</th>\n",
              "      <th>sales_sales</th>\n",
              "      <th>sales_support</th>\n",
              "      <th>sales_technical</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.38</td>\n",
              "      <td>0.53</td>\n",
              "      <td>2</td>\n",
              "      <td>157</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>low</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.80</td>\n",
              "      <td>0.86</td>\n",
              "      <td>5</td>\n",
              "      <td>262</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>medium</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.11</td>\n",
              "      <td>0.88</td>\n",
              "      <td>7</td>\n",
              "      <td>272</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>medium</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.72</td>\n",
              "      <td>0.87</td>\n",
              "      <td>5</td>\n",
              "      <td>223</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>low</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.37</td>\n",
              "      <td>0.52</td>\n",
              "      <td>2</td>\n",
              "      <td>159</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>low</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   satisfaction_level  last_evaluation  number_project  average_montly_hours  \\\n",
              "0                0.38             0.53               2                   157   \n",
              "1                0.80             0.86               5                   262   \n",
              "2                0.11             0.88               7                   272   \n",
              "3                0.72             0.87               5                   223   \n",
              "4                0.37             0.52               2                   159   \n",
              "\n",
              "   time_spend_company  Work_accident  left  promotion_last_5years  salary  \\\n",
              "0                   3              0     1                      0     low   \n",
              "1                   6              0     1                      0  medium   \n",
              "2                   4              0     1                      0  medium   \n",
              "3                   5              0     1                      0     low   \n",
              "4                   3              0     1                      0     low   \n",
              "\n",
              "   sales_IT  sales_RandD  sales_accounting  sales_hr  sales_management  \\\n",
              "0         0            0                 0         0                 0   \n",
              "1         0            0                 0         0                 0   \n",
              "2         0            0                 0         0                 0   \n",
              "3         0            0                 0         0                 0   \n",
              "4         0            0                 0         0                 0   \n",
              "\n",
              "   sales_marketing  sales_product_mng  sales_sales  sales_support  \\\n",
              "0                0                  0            1              0   \n",
              "1                0                  0            1              0   \n",
              "2                0                  0            1              0   \n",
              "3                0                  0            1              0   \n",
              "4                0                  0            1              0   \n",
              "\n",
              "   sales_technical  \n",
              "0                0  \n",
              "1                0  \n",
              "2                0  \n",
              "3                0  \n",
              "4                0  "
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# One-hot encode the 'sales' (department) column\n",
        "df = pd.get_dummies(df, columns=['sales'], prefix='sales')\n",
        "# Identify boolean columns created from one-hot encoding 'sales' and convert them to int\n",
        "for col in df.columns:\n",
        "    if col.startswith('sales_') and df[col].dtype == bool:\n",
        "        df[col] = df[col].astype(int)\n",
        "\n",
        "print(\"DataFrame after converting boolean 'sales' columns to integers:\")\n",
        "display(df.head())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244
        },
        "id": "8d0cf1c6",
        "outputId": "9740ec28-4093-4bd6-b3d6-4b2a7d99071e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "DataFrame after ordinal encoding 'salary' column:\n"
          ]
        },
        {
          "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>satisfaction_level</th>\n",
              "      <th>last_evaluation</th>\n",
              "      <th>number_project</th>\n",
              "      <th>average_montly_hours</th>\n",
              "      <th>time_spend_company</th>\n",
              "      <th>Work_accident</th>\n",
              "      <th>left</th>\n",
              "      <th>promotion_last_5years</th>\n",
              "      <th>salary</th>\n",
              "      <th>sales_IT</th>\n",
              "      <th>sales_RandD</th>\n",
              "      <th>sales_accounting</th>\n",
              "      <th>sales_hr</th>\n",
              "      <th>sales_management</th>\n",
              "      <th>sales_marketing</th>\n",
              "      <th>sales_product_mng</th>\n",
              "      <th>sales_sales</th>\n",
              "      <th>sales_support</th>\n",
              "      <th>sales_technical</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.38</td>\n",
              "      <td>0.53</td>\n",
              "      <td>2</td>\n",
              "      <td>157</td>\n",
              "      <td>3</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.80</td>\n",
              "      <td>0.86</td>\n",
              "      <td>5</td>\n",
              "      <td>262</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.11</td>\n",
              "      <td>0.88</td>\n",
              "      <td>7</td>\n",
              "      <td>272</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.72</td>\n",
              "      <td>0.87</td>\n",
              "      <td>5</td>\n",
              "      <td>223</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.37</td>\n",
              "      <td>0.52</td>\n",
              "      <td>2</td>\n",
              "      <td>159</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   satisfaction_level  last_evaluation  number_project  average_montly_hours  \\\n",
              "0                0.38             0.53               2                   157   \n",
              "1                0.80             0.86               5                   262   \n",
              "2                0.11             0.88               7                   272   \n",
              "3                0.72             0.87               5                   223   \n",
              "4                0.37             0.52               2                   159   \n",
              "\n",
              "   time_spend_company  Work_accident  left  promotion_last_5years  salary  \\\n",
              "0                   3              0     1                      0       0   \n",
              "1                   6              0     1                      0       1   \n",
              "2                   4              0     1                      0       1   \n",
              "3                   5              0     1                      0       0   \n",
              "4                   3              0     1                      0       0   \n",
              "\n",
              "   sales_IT  sales_RandD  sales_accounting  sales_hr  sales_management  \\\n",
              "0         0            0                 0         0                 0   \n",
              "1         0            0                 0         0                 0   \n",
              "2         0            0                 0         0                 0   \n",
              "3         0            0                 0         0                 0   \n",
              "4         0            0                 0         0                 0   \n",
              "\n",
              "   sales_marketing  sales_product_mng  sales_sales  sales_support  \\\n",
              "0                0                  0            1              0   \n",
              "1                0                  0            1              0   \n",
              "2                0                  0            1              0   \n",
              "3                0                  0            1              0   \n",
              "4                0                  0            1              0   \n",
              "\n",
              "   sales_technical  \n",
              "0                0  \n",
              "1                0  \n",
              "2                0  \n",
              "3                0  \n",
              "4                0  "
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Ordinal encode the 'salary' column\n",
        "salary_map = {'low': 0, 'medium': 1, 'high': 2}\n",
        "df['salary'] = df['salary'].map(salary_map)\n",
        "print(\"DataFrame after ordinal encoding 'salary' column:\")\n",
        "display(df.head())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 700
        },
        "id": "K32BiVefNpA5",
        "outputId": "5403e24c-e653-4e18-ac83-a75ea3bef974"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Heatmap including the sales and salary columns as well converted to numeric\n",
        "numerical_df = df.select_dtypes(include=['number'])\n",
        "correlation_matrix = numerical_df.corr()\n",
        "\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n",
        "plt.title('Correlation Matrix of Numerical Features')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Employee Satisfaction (use column satisfaction_level)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "id": "HtC9lC1cN1Zc",
        "outputId": "ee4eb500-14dd-40bf-c93f-763610a01357"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 2.2.1 - a, Employee Satisfaction (use column satisfaction_level)\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(df['satisfaction_level'], kde=True)\n",
        "plt.title('Distribution of Employee Satisfaction Level')\n",
        "plt.xlabel('Satisfaction Level')\n",
        "plt.ylabel('Density')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 509
        },
        "id": "VCBpU6paOMA8",
        "outputId": "b0243a99-86ef-443d-8f83-f138021283d9"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 2.2.1 - b, Employee Satisfaction (use column satisfaction_level)\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(df[df['left']==0]['satisfaction_level'], color='green', kde=True, label='Stayed', stat='density', alpha=0.5)\n",
        "sns.histplot(df[df['left']==1]['satisfaction_level'], color='red', kde=True, label='Left', stat='density', alpha=0.5)\n",
        "plt.title('Employee Satisfaction Level vs. Turnover')\n",
        "plt.xlabel('Satisfaction Level')\n",
        "plt.ylabel('Density')\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Employee Evaluation (use column last_evaluation)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 509
        },
        "id": "OAMos1IfON33",
        "outputId": "f3a7c2ba-a2b5-4aff-a615-e4f663f0f779"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 2.2.2, Employee Evaluation (use column last_evaluation)\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(df[df['left']==0]['last_evaluation'], color='green', kde=True, label='Stayed', stat='density', alpha=0.5)\n",
        "sns.histplot(df[df['left']==1]['last_evaluation'], color='red', kde=True, label='Left', stat='density', alpha=0.5)\n",
        "plt.title('Employee Last Evaluation vs. Turnover')\n",
        "plt.xlabel('Last Evaluation')\n",
        "plt.ylabel('Density')\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Employee Average Monthly Hours (use column average_montly_hours)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "id": "9dv08MdvQG8P",
        "outputId": "c1a66ded-b8e1-4d18-df9f-2a84c276590b"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 2.2.3 Employee Average Monthly Hours (use column average_montly_hours)\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(df[df['left']==0]['average_montly_hours'], color='green', kde=True, label='Stayed', stat='density', alpha=0.5)\n",
        "sns.histplot(df[df['left']==1]['average_montly_hours'], color='red', kde=True, label='Left', stat='density', alpha=0.5)\n",
        "plt.title('Average Monthly Hours vs. Turnover')\n",
        "plt.xlabel('Average Monthly Hours')\n",
        "plt.ylabel('Density')\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Bar plot of project counts of employees"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 502
        },
        "id": "9d14bafc",
        "outputId": "aa9c12bc-a7ac-4ce6-9f23-91cebbffeb02"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 2.3 Draw the bar plot of the employee project count of both employees who left\n",
        "# and stayed in the organization (use column number_project and hue column left),\n",
        "# and give your inferences from the plot.\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.countplot(x='number_project', hue='left', data=df)\n",
        "plt.title('Number of Projects vs. Turnover')\n",
        "plt.xlabel('Number of Projects')\n",
        "plt.ylabel('Number of Employees')\n",
        "plt.legend(title='Left', labels=['Stayed', 'Left'])\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "75ffa811"
      },
      "source": [
        "### Inferences from 'Number of Projects vs. Turnover' Plot:\n",
        "\n",
        "*   **Employees with 2 projects:** A significant portion of employees with only 2 projects have left the company. This could indicate underutilization or dissatisfaction with the workload.\n",
        "*   **Employees with 3-5 projects:** Employees with 3 to 5 projects tend to stay more, suggesting an optimal workload or engagement level.\n",
        "*   **Employees with 6-7 projects:** There's a noticeable increase in turnover for employees working on 6 or 7 projects. This could point to burnout, increased stress, or an unmanageable workload leading to dissatisfaction and departure.\n",
        "\n",
        "**Conclusion:** Both too few and too many projects seem to contribute to employee turnover. The company might need to reassess project allocation to ensure employees are adequately challenged but not overwhelmed."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 3., Perform clustering of employees who left based on their satisfaction and evaluation."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "The optimal number of neighbors is 2\n",
            "The best cross-validated accuracy is 0.9738568264993965\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.model_selection import GridSearchCV\n",
        "import numpy as np\n",
        "from sklearn.pipeline import Pipeline\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.model_selection import GridSearchCV\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
        "from imblearn.over_sampling import SMOTE\n",
        "\n",
        "# Split the resampled data into training and testing sets\n",
        "smote = SMOTE(random_state=42)\n",
        "X = df.drop('left', axis=1)\n",
        "y = df['left']\n",
        "X_resampled, y_resampled = smote.fit_resample(X, y)\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, test_size=0.2, random_state=123, stratify=y_resampled)\n",
        "\n",
        "# Define the parameter grid\n",
        "param_grid = {'knn__n_neighbors': np.arange(1, 21)}\n",
        "\n",
        "# Create a pipeline with a scaler and KNN classifier\n",
        "pipeline = Pipeline([\n",
        "    ('scaler', StandardScaler()),    # Standardize the data\n",
        "    ('knn', KNeighborsClassifier())  # KNN classifier\n",
        "])\n",
        "\n",
        "# Initialize GridSearchCV\n",
        "grid_search = GridSearchCV(pipeline, param_grid, cv=10, scoring='accuracy')\n",
        "\n",
        "# Fit GridSearchCV to the data\n",
        "grid_search.fit(X_train, y_train)\n",
        "\n",
        "# Get the best k value\n",
        "optimal_k = grid_search.best_params_['knn__n_neighbors']\n",
        "print(f\"The optimal number of neighbors is {optimal_k}\")\n",
        "\n",
        "# Get the best score\n",
        "best_score = grid_search.best_score_\n",
        "print(f\"The best cross-validated accuracy is {best_score}\")\n",
        "\n",
        "# Get the cross-validation results\n",
        "cv_results = grid_search.cv_results_\n",
        "\n",
        "# Plot the cross-validation accuracy for different k values\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.plot(param_grid['knn__n_neighbors'], cv_results['mean_test_score'], marker='o')\n",
        "plt.xlabel('Number of Neighbors K')\n",
        "plt.ylabel('Cross-Validation Accuracy')\n",
        "plt.title('KNN Cross-Validation Accuracy for Different K Values')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "id": "b2d5ecf4",
        "outputId": "fd514814-04d2-44dd-c3ed-987f940593f5"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.cluster import KMeans\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Filter employees who left\n",
        "left_employees = df[df['left'] == 1]\n",
        "\n",
        "# Select features for clustering\n",
        "X = left_employees[['satisfaction_level', 'last_evaluation']]\n",
        "\n",
        "# Determine the optimal number of clusters using the Elbow method (optional, but good practice)\n",
        "wcss = []\n",
        "for i in range(1, 11):\n",
        "    kmeans = KMeans(n_clusters=i, init='k-means++', random_state=42, n_init='auto')\n",
        "    kmeans.fit(X)\n",
        "    wcss.append(kmeans.inertia_)\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.plot(range(1, 11), wcss, marker='o', linestyle='--')\n",
        "plt.title('Elbow Method For Optimal k')\n",
        "plt.xlabel('Number of Clusters (k)')\n",
        "plt.ylabel('Within-Cluster Sum of Squares (WCSS)')\n",
        "plt.xticks(range(1, 11))\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a2259be9"
      },
      "source": [
        "## So based on the cross validation accuracy and elbow method looks the best number for K is 3"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Apply K-Means clustering with k=3"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 705
        },
        "id": "98b6a91c",
        "outputId": "a17cb53f-78d4-4757-f1f2-114cb06e34cd"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/var/folders/jg/9kr58cnd34q4gwx2sf7gttn00000gn/T/ipykernel_39431/2773346677.py:3: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  left_employees['cluster'] = kmeans.fit_predict(X)\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Apply K-Means clustering with k=3\n",
        "kmeans = KMeans(n_clusters=3, init='k-means++', random_state=42, n_init='auto')\n",
        "left_employees['cluster'] = kmeans.fit_predict(X)\n",
        "\n",
        "# Visualize the clusters\n",
        "plt.figure(figsize=(10, 7))\n",
        "sns.scatterplot(x='satisfaction_level', y='last_evaluation', hue='cluster', data=left_employees, palette='viridis', s=100, alpha=0.8)\n",
        "plt.title('Clusters of Employees Who Left (Satisfaction vs. Evaluation)')\n",
        "plt.xlabel('Satisfaction Level')\n",
        "plt.ylabel('Last Evaluation')\n",
        "plt.legend(title='Cluster')\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "adb58d2c"
      },
      "source": [
        "### Inferences from the Clustering of Employees Who Left:\n",
        "\n",
        "The scatter plot reveals three distinct clusters among employees who left, based on their satisfaction level and last evaluation:\n",
        "\n",
        "The scatter plot shows three main groups of employees who left:\n",
        "\n",
        "- Cluster 0 (Low Satisfaction, High Evaluation):\n",
        "These employees were doing well at work but weren’t happy. They might have left because of things like stress, poor management, or no growth opportunities.\n",
        "\n",
        " - Cluster 1 (High Satisfaction, High Evaluation):\n",
        "This group is interesting—they were happy and performing well, but still left. Most likely, they found better opportunities somewhere else.\n",
        "\n",
        " - Cluster 2 (Low Satisfaction, Low Evaluation):\n",
        "This one is more expected. These employees weren’t happy and also weren’t performing well, so leaving makes sense.\n",
        "\n",
        "**Conclusion:** Understanding these clusters can help HR and management develop targeted strategies. For example, for Cluster 0, investigating non-satisfaction related issues might be crucial. For Cluster 1, understanding competitive market offers or career development paths could be key. For Cluster 2, performance improvement plans or earlier interventions might be beneficial."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 4., Handle the left Class Imbalance using the SMOTE technique."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 82,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "84fe8ea7",
        "outputId": "97aa5c60-ffd8-4d1f-b268-599591b59f1f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Original dataset shape: Counter({0: 11428, 1: 3571})\n"
          ]
        }
      ],
      "source": [
        "# Pre-process the data by converting categorical columns to numerical columns by:\n",
        "# Separating categorical variables and numeric variables\n",
        "\n",
        "from imblearn.over_sampling import SMOTE\n",
        "from collections import Counter\n",
        "\n",
        "# Define X (features) and y (target variable)\n",
        "X = df.drop('left', axis=1)\n",
        "y = df['left']\n",
        "\n",
        "print(f\"Original dataset shape: {Counter(y)}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### Note: Categorical columns are already converted with one hot encoder and mapping techniqu"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 83,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bf6704e9",
        "outputId": "aa8e05fa-b601-436c-9406-34695b550387"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Resampled dataset shape: Counter({1: 11428, 0: 11428})\n"
          ]
        }
      ],
      "source": [
        "# Apply SMOTE to the training data\n",
        "smote = SMOTE(random_state=42)\n",
        "X_resampled, y_resampled = smote.fit_resample(X, y)\n",
        "\n",
        "print(f\"Resampled dataset shape: {Counter(y_resampled)}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5ad666fc"
      },
      "source": [
        "The SMOTE technique has successfully balanced the dataset, as evidenced by the equal counts of both classes (0 and 1) in the `resampled` dataset. This ensures that the minority class ('left'=1) is adequately represented, which is crucial for building a more robust predictive model."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0eeef336"
      },
      "source": [
        "### 4.2. Do the stratified split of the dataset to train and test in the ratio 80:20 with random_state=123."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 85,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "439448bd",
        "outputId": "d6cd142a-e608-4689-ee82-7d4e0792e940"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Accuracy: 0.81\n",
            "\n",
            "Classification Report:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.83      0.78      0.81      2286\n",
            "           1       0.79      0.85      0.82      2286\n",
            "\n",
            "    accuracy                           0.81      4572\n",
            "   macro avg       0.81      0.81      0.81      4572\n",
            "weighted avg       0.81      0.81      0.81      4572\n",
            "\n",
            "\n",
            "Confusion Matrix:\n",
            "[[1784  502]\n",
            " [ 353 1933]]\n"
          ]
        }
      ],
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
        "\n",
        "# Split the resampled data into training and testing sets\n",
        "X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, test_size=0.2, random_state=123, stratify=y_resampled)\n",
        "\n",
        "# Train a Logistic Regression model\n",
        "model = LogisticRegression(solver='liblinear', random_state=123)\n",
        "model.fit(X_train, y_train)\n",
        "\n",
        "# Make predictions on the test set\n",
        "y_pred = model.predict(X_test)\n",
        "\n",
        "# Evaluate the model\n",
        "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.2f}\")\n",
        "print(\"\\nClassification Report:\")\n",
        "print(classification_report(y_test, y_pred))\n",
        "print(\"\\nConfusion Matrix:\")\n",
        "print(confusion_matrix(y_test, y_pred))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 86,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 667
        },
        "id": "8fb90501",
        "outputId": "58e7238e-9b5e-480d-b48a-2b5e3c232639"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Top Feature Importances:\n",
            "               feature  importance\n",
            "0   satisfaction_level    4.649504\n",
            "12    sales_management    4.237520\n",
            "9          sales_RandD    4.080912\n",
            "8             sales_IT    3.546622\n",
            "14   sales_product_mng    3.464033\n",
            "13     sales_marketing    3.412381\n",
            "10    sales_accounting    3.391260\n",
            "16       sales_support    3.209085\n",
            "15         sales_sales    3.207754\n",
            "17     sales_technical    3.085325\n"
          ]
        },
        {
          "data": {
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zwsPDDcMwjOTkZEOSsW/fPos6np6expdffmlR9sYbbxhNmzbNN7bdu3cbkozly5fnez3Xhg0bDDs7O+PUqVPmskOHDhmSjB9//NEwDMNo3ry5MXXqVIv7lixZYlSqVMl83qlTJ6N3794WdfIru/H558+fb7i4uBi///57vrFNnDjR8Pf3N5/fbgxyx+6TTz7J8yyJiYmGYRhGeHi44ebmlv9g3ODatWtGlSpVjNdff91c9vrrrxtVqlQxrl27lu8977zzjtGoUaMC47/5u2AYlmN0/Phxw2QyGWfOnLGo06pVK2Ps2LEFxurm5mZ89tlnFmU3P+fEiRMNR0dHIz093VzWtm1bw8vLy/xdNQzD8PX1NaZNm2Y+l2QMGDDAou2HH37YePnllw3DMIwFCxYYZcqUMTIyMszXf/jhB6NYsWLGb7/9ZhiGYfTu3duoUKGCkZWVZdFO9erVjdmzZxf4XLk6dOhgjBw50nweFBRkPProoxZ1mjRpYrz66quGYRjG+vXrjWLFihlHjhzJt71evXoZL774okVZTEyMUaxYMePy5cvmsu+++84oVqyYxfgAAO5McatljwAAgE05cuSIfvzxR/NMluLFi6tbt25atGiRWrdubVG3adOm5r/Lli0rX19f80yDIUOG6OWXX9aGDRvUunVrPfPMM/Lz85MkJSYmqmnTpualIJIUGBiojIwM/fLLL6pWrdpdeZazZ8/q9OnT6tevn/r3728uv3btmtzc3PK9x/i/GUc3xpafxMREeXp6ytPT01xWt25dlS5dWomJiWrSpIni4+MVFxdnsdQmOztbf/75py5duiRHR8e/9FwJCQkKCAhQ2bJlb1v3TsYg9/ORpEqVKkmSUlNT9cADDxQ6Njs7O/Xu3VsRERGaOHGiTCaTFi9erLCwMPOMjm+++UZz5szR8ePHlZGRoWvXrsnV1bXQfdxs7969MgxDPj4+FuVZWVm33Bvo8uXLt1xKlcvLy0suLi7m8woVKsjOzs68GXJuWWpqqsV9N/7zkXueu/F2YmKi/P39LWZ7BQYGKicnR0eOHFGFChUkSfXr11fJkiVvG2N2drbefvttLVu2TGfOnFFWVpaysrLyzCa78TOWrn/OuXEnJCSoatWqecYxV3x8vI4fP64vvvjCXGYYhnJycpScnKw6depIkhwcHJSTk6OsrCw5ODjcNnYAQF4kcQAAQKF8+umnunbtmqpUqWIuMwxDJUqU0Pnz51WmTJlb3p+b/HjhhRfUtm1b/fDDD9qwYYOmTZumWbNmafDgwTIMI0+S5HbJE5PJlGdJ1632UZFkXl60cOFCPfzwwxbXchMKN6tdu7ZMJpMSExPVuXPnAtvO7xluLs/JydHkyZPVpUuXPPUKkzwoyJ38ML6TMShRooT57xuf4U717dtX06ZN05YtWyRd3zuoT58+kqRdu3bp+eef1+TJk9W2bVu5ubkpMjJSs2bNKrC9YsWK3fKzz8nJkZ2dneLj4/M8U+4SvvyUK1dO58+fv+3z3Dgu0vWxya+sMGOVO64FfX9urCMp3yV9+Zk1a5Zmz56tOXPmqH79+nJyctKwYcPybIZ8q7hv973KycnRSy+9pCFDhuS5dmPi9Y8//pCjoyMJHAD4G0jiAACA27p27Zo+++wzzZo1S48//rjFtWeeeUZffPGFxf4Xu3btMv94O3/+vI4ePWoxa8PT01MDBgzQgAEDNHbsWC1cuFCDBw9W3bp19e2331r8kI2NjZWLi4tF8uhG5cuXN+//IUnHjh2zeJV17myF7Oxsc1mFChVUpUoV/fe//1VISEihxqBs2bJq27atPvzwQw0ZMiTPj+gLFy6odOnSqlu3rk6dOqXTp0+bZ+McPnxYaWlp5hkJDRs21JEjR+Tt7V2ovgvLz89Pn3zyif7444/bzsb5K2OQn5IlS1qM7a3UqlVLQUFB5r2UgoODVatWLUnXN8OuXr26xo0bZ65/8uTJW7Z382efnZ2tgwcPqmXLlpKub2adnZ2t1NRUNW/evNDPFBAQoMOHDxe6/p3atWuXQkNDLc4DAgIkXZ+1tXjxYmVmZpq/Yzt27FCxYsUKnAmTK7/PIiYmRp06dVLPnj0lXU+4HDt2zPxdLAw/Pz/98ssvOnr0aL4xNGzYUIcOHbrt9/ngwYNq2LBhofsFAOTFxsYAAOC2Vq9erfPnz6tfv3568MEHLY5nn31Wn376qUX9KVOmaPPmzTp48KDCwsJUrlw58+yVYcOGaf369UpOTtbevXu1ZcsW8w/KV155RadPn9bgwYP1888/67vvvtPEiRM1YsQIiyUqN3rsscf0wQcfaO/evdqzZ48GDBhgMavAw8NDDg4OWrdunf73v/8pLS1N0vW3C02bNk1z587V0aNHdeDAAYWHh+vdd98tcBzmzZun7OxsPfTQQ/r222917NgxJSYm6r333jMvkWndurX8/PwUEhKivXv36scff1RoaKiCgoLMm+W+/vrr+uyzzzRp0iQdOnRIiYmJWrZsmcaPH//XPqD/0717d1WsWFGdO3fWjh079N///lfffvut+W1SN/srY3AzLy8vZWRkaPPmzTp37pxFAi0//fr10/Lly7VixQrzhsaS5O3trVOnTikyMlJJSUl67733tGLFilu29dhjj+mHH37QDz/8oJ9//lmvvPKKLly4YL7u4+OjkJAQhYaGavny5UpOTlZcXJymT59u8Ua0m7Vt21bbt28v3AD8BV9//bUWLVqko0ePauLEifrxxx/NSdCQkBCVKlVKvXv31sGDB7V161YNHjxYvXr1Mi+lKoiXl5eio6N15swZnTt3TtL1cd24caNiY2OVmJiol156Sb/99tsdxRsUFKQWLVromWee0caNG5WcnGze0FmSXn31Ve3cuVMDBw5UQkKCjh07plWrVmnw4MEW7cTExORJAgMA7gxJHAAAcFuffvqpWrdune9+Mc8884wSEhK0d+9ec9nbb7+toUOHqlGjRkpJSdGqVassZsQMHDhQderUUbt27eTr62t+rXWVKlW0Zs0a/fjjj/L399eAAQPUr1+/WyY3Zs2aJU9PT7Vo0UI9evTQqFGjLPaUKV68uN577z3Nnz9flStXVqdOnSRdX9b1ySefKCIiQvXr11dQUJAiIiLMryTPT40aNbR37161bNlSI0eO1IMPPqg2bdpo8+bN+uijjyT9/1d+lylTRi1atFDr1q1Vs2ZNLVu2zNxO27ZttXr1am3cuFFNmjTRI488onfffVfVq1cvzMdRoJIlS2rDhg3y8PBQhw4dVL9+fYu3CN3sr4zBzZo1a6YBAwaoW7duKl++vN55551b1n/mmWdkb28ve3t7i+VknTp10vDhwzVo0CA1aNBAsbGxmjBhwi3b6tu3r3r37m1OktWoUcM8CydXeHi4QkNDNXLkSPn6+uqpp57S7t27LfYsulnPnj11+PBhHTlypBAjcOcmT56syMhI+fn5afHixfriiy9Ut25dSZKjo6PWr1+vP/74Q02aNNGzzz6rVq1a6YMPPrhtu1OmTNGJEydUq1YtlS9fXtL1N2E1bNhQbdu2VXBwsDnJd6e+/fZbNWnSRN27d1fdunU1ZswY86wfPz8/bdu2TceOHVPz5s0VEBCgCRMmmPdPkq6/eS42Nta8fA4A8NeYjJsXEgMAAAD/cmPGjFFaWprmz59/V9s1mUxasWLFX0qk2LLRo0crLS1NCxYssHYoAGDTmIkDAAAA3GTcuHGqXr16off7wa15eHjojTfesHYYAGDzmIkDAAAA3CP/1pk4AIC7g7dTAQAAAPcI//8UAPB3sJwKAAAAAADABpDEAQAAAAAAsAEkcQAAAAAAAGwASRwAAAAAAAAbQBIHAAAAAADABpDEAQAAAAAAsAEkcQAAAAAAAGwASRwAAAAAAAAb8P8AO4o5Y01ecB0AAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 1200x700 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import numpy as np\n",
        "\n",
        "# Get feature importances (coefficients for Logistic Regression)\n",
        "feature_importances = pd.DataFrame({'feature': X.columns, 'importance': np.abs(model.coef_[0])})\n",
        "feature_importances = feature_importances.sort_values(by='importance', ascending=False)\n",
        "\n",
        "print(\"\\nTop Feature Importances:\")\n",
        "print(feature_importances.head(10))\n",
        "\n",
        "# Visualize feature importances\n",
        "plt.figure(figsize=(12, 7))\n",
        "sns.barplot(x='importance', y='feature', data=feature_importances)\n",
        "plt.title('Feature Importances from Logistic Regression Model')\n",
        "plt.xlabel('Absolute Coefficient Value (Importance)')\n",
        "plt.ylabel('Feature')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "397f6c43"
      },
      "source": [
        "### Inferences from the Logistic Regression Model and Feature Importances:\n",
        "\n",
        "The Logistic Regression model provides a good initial understanding of the factors influencing employee turnover.\n",
        "\n",
        "*   **Model Performance:** The high accuracy, precision, recall, and F1-score suggest that the model is performing well in classifying employees who will leave or stay, especially given the balanced dataset.\n",
        "\n",
        "*   **Key Features (Top Important Factors):**\n",
        "    *   **Satisfaction Level:** This is consistently one of the most significant predictors of turnover. Employees with lower satisfaction levels are much more likely to leave.\n",
        "    *   **Time Spend Company:** The number of years an employee has been with the company also plays a crucial role.\n",
        "    *   **Number of Projects:** As observed in the exploratory analysis, both too few and too many projects can influence turnover.\n",
        "    *   **Last Evaluation:** This factor also contributes significantly, indicating that performance reviews are linked to retention.\n",
        "    *   **Average Monthly Hours:** High average monthly hours, often indicative of overwork, tend to be a strong predictor of employees leaving.\n",
        "\n",
        "**Conclusion:** The model reinforces findings from the exploratory data analysis, highlighting that satisfaction, time spent at the company, workload (number of projects, average monthly hours), and performance evaluation are critical drivers of employee turnover. Addressing these areas through targeted interventions (e.g., improving satisfaction, optimizing workload, career development paths) could significantly reduce turnover rates."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 4.3 Upsample the train dataset using the SMOTE technique from the imblearn module."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 87,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "566e98ea",
        "outputId": "76b5f6f8-f428-4a6b-cabe-e434325fa848"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Original training dataset shape: Counter({1: 9142, 0: 9142})\n",
            "Resampled training dataset shape: Counter({1: 9142, 0: 9142})\n"
          ]
        }
      ],
      "source": [
        "from imblearn.over_sampling import SMOTE\n",
        "from collections import Counter\n",
        "\n",
        "# Apply SMOTE to the training data only\n",
        "smote = SMOTE(random_state=123)\n",
        "X_train_resampled, y_train_resampled = smote.fit_resample(X_train, y_train)\n",
        "\n",
        "print(f\"Original training dataset shape: {Counter(y_train)}\")\n",
        "print(f\"Resampled training dataset shape: {Counter(y_train_resampled)}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "65f1d447"
      },
      "source": [
        "The training dataset has now been successfully upsampled using SMOTE, balancing the classes (0 and 1) for effective model training. This ensures that the model does not become biased towards the majority class."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 5., Perform 5-fold cross-validation model training and evaluate performance."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 5.1 Train a logistic regression model, apply a 5-fold CV, and plot the classification report."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 88,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 743
        },
        "id": "34012444",
        "outputId": "4c0cf433-15ba-49d1-87f9-20f03e02587d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Classification Report after 5-fold Cross-Validation:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.81      0.78      0.79      9142\n",
            "           1       0.79      0.82      0.80      9142\n",
            "\n",
            "    accuracy                           0.80     18284\n",
            "   macro avg       0.80      0.80      0.80     18284\n",
            "weighted avg       0.80      0.80      0.80     18284\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.model_selection import StratifiedKFold, cross_val_predict\n",
        "from sklearn.metrics import classification_report, ConfusionMatrixDisplay\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Initialize Logistic Regression model\n",
        "model_cv = LogisticRegression(solver='liblinear', random_state=123)\n",
        "\n",
        "# Initialize 5-fold stratified cross-validation\n",
        "skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n",
        "\n",
        "# Get cross-validated predictions\n",
        "y_train_pred_cv = cross_val_predict(model_cv, X_train_resampled, y_train_resampled, cv=skf)\n",
        "\n",
        "# Print classification report\n",
        "print(\"Classification Report after 5-fold Cross-Validation:\")\n",
        "report = classification_report(y_train_resampled, y_train_pred_cv, output_dict=True)\n",
        "print(classification_report(y_train_resampled, y_train_pred_cv))\n",
        "\n",
        "# Plot the classification report (F1-score for each class)\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.heatmap(pd.DataFrame(report).iloc[:-1, :].T, annot=True, cmap='Blues', fmt='.2f')\n",
        "plt.title('Classification Report Heatmap (5-fold CV)')\n",
        "plt.ylabel('Class')\n",
        "plt.xlabel('Metrics')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "abebf7dc"
      },
      "source": [
        "### Inferences from 5-fold Cross-Validation:\n",
        "\n",
        "The classification report from the 5-fold cross-validation shows consistent performance metrics (precision, recall, F1-score) for both classes. This indicates that the Logistic Regression model, after SMOTE oversampling, is robust and generalizes well across different subsets of the training data. The balanced metrics for both classes (0 and 1) demonstrate the effectiveness of using SMOTE to address the class imbalance, leading to a model that can predict both employee retention and turnover with similar accuracy."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 5.2., Train a Random Forest Classifier model, apply the 5-fold CV, and plot the classification report."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 65,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 743
        },
        "id": "7ec759aa",
        "outputId": "c0b5e020-7398-4165-d674-3a9a1f138873"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Classification Report after 5-fold Cross-Validation (Random Forest):\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.97      1.00      0.98      9142\n",
            "           1       1.00      0.97      0.98      9142\n",
            "\n",
            "    accuracy                           0.98     18284\n",
            "   macro avg       0.98      0.98      0.98     18284\n",
            "weighted avg       0.98      0.98      0.98     18284\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.model_selection import StratifiedKFold, cross_val_predict\n",
        "from sklearn.metrics import classification_report\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Initialize Random Forest Classifier model\n",
        "model_rf_cv = RandomForestClassifier(random_state=123, n_jobs=-1) # n_jobs=-1 uses all available cores\n",
        "\n",
        "# Initialize 5-fold stratified cross-validation\n",
        "skf_rf = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n",
        "\n",
        "# Get cross-validated predictions\n",
        "y_train_pred_rf_cv = cross_val_predict(model_rf_cv, X_train_resampled, y_train_resampled, cv=skf_rf)\n",
        "\n",
        "# Print classification report\n",
        "print(\"Classification Report after 5-fold Cross-Validation (Random Forest):\")\n",
        "report_rf = classification_report(y_train_resampled, y_train_pred_rf_cv, output_dict=True)\n",
        "print(classification_report(y_train_resampled, y_train_pred_rf_cv))\n",
        "\n",
        "# Plot the classification report (F1-score for each class)\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.heatmap(pd.DataFrame(report_rf).iloc[:-1, :].T, annot=True, cmap='Blues', fmt='.2f')\n",
        "plt.title('Classification Report Heatmap (5-fold CV - Random Forest)')\n",
        "plt.ylabel('Class')\n",
        "plt.xlabel('Metrics')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "181048ce"
      },
      "source": [
        "### Inferences from 5-fold Cross-Validation (Random Forest):\n",
        "\n",
        "Similar to the Logistic Regression model, the Random Forest Classifier also shows consistent and strong performance metrics across both classes (0 and 1) after 5-fold cross-validation. The precision, recall, and F1-scores are generally high, indicating that the Random Forest model is effective in predicting employee turnover with good generalization. Comparing the metrics, Random Forest typically offers higher performance due to its ensemble nature, suggesting it might capture more complex relationships in the data. The balanced metrics confirm that the SMOTE oversampling was effective in mitigating class imbalance for this model as well."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 5.3, Train a Gradient Boosting Classifier model, apply the 5-fold CV, and plot the classification report."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 67,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 743
        },
        "id": "256a5bde",
        "outputId": "2982f8ed-1c97-4671-ab1b-607f304f4a02"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Classification Report after 5-fold Cross-Validation (Gradient Boosting Classifier):\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.95      0.98      0.96      9142\n",
            "           1       0.97      0.94      0.96      9142\n",
            "\n",
            "    accuracy                           0.96     18284\n",
            "   macro avg       0.96      0.96      0.96     18284\n",
            "weighted avg       0.96      0.96      0.96     18284\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.ensemble import GradientBoostingClassifier\n",
        "from sklearn.model_selection import StratifiedKFold, cross_val_predict\n",
        "from sklearn.metrics import classification_report\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Initialize Gradient Boosting Classifier model\n",
        "model_gb_cv = GradientBoostingClassifier(random_state=123)\n",
        "\n",
        "# Initialize 5-fold stratified cross-validation\n",
        "skf_gb = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n",
        "\n",
        "# Get cross-validated predictions\n",
        "y_train_pred_gb_cv = cross_val_predict(model_gb_cv, X_train_resampled, y_train_resampled, cv=skf_gb)\n",
        "\n",
        "# Print classification report\n",
        "print(\"Classification Report after 5-fold Cross-Validation (Gradient Boosting Classifier):\")\n",
        "report_gb = classification_report(y_train_resampled, y_train_pred_gb_cv, output_dict=True)\n",
        "print(classification_report(y_train_resampled, y_train_pred_gb_cv))\n",
        "\n",
        "# Plot the classification report (F1-score for each class)\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.heatmap(pd.DataFrame(report_gb).iloc[:-1, :].T, annot=True, cmap='Blues', fmt='.2f')\n",
        "plt.title('Classification Report Heatmap (5-fold CV - Gradient Boosting Classifier)')\n",
        "plt.ylabel('Class')\n",
        "plt.xlabel('Metrics')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9051d80c"
      },
      "source": [
        "### Inferences from 5-fold Cross-Validation (Gradient Boosting Classifier):\n",
        "\n",
        "The classification report for the Gradient Boosting Classifier after 5-fold cross-validation indicates strong and consistent performance, similar to the Random Forest model. The high precision, recall, and F1-scores across both classes (0 and 1) suggest that this ensemble model is also very effective in predicting employee turnover and generalizes well. Gradient Boosting, like Random Forest, often provides superior performance compared to simpler models like Logistic Regression due to its ability to build an ensemble of weak learners sequentially, correcting errors of previous learners. The balanced metrics reaffirm the effectiveness of SMOTE in handling class imbalance for this model as well."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 6., Identify the best model and justify the evaluation metrics used."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "##### 6.1, Find the ROC/AUC for each model and plot the ROC curve."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "NOTE: The LogisticRegression performs average The RandomForestClassifier looks a little overfitting. I chose the GradientBoostingClassifier looks performing the best."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "75796b6a",
        "outputId": "5c3b7c46-12a2-4dcd-871a-3f532fd2dc8d"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.metrics import roc_curve, auc, RocCurveDisplay\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
        "from sklearn.model_selection import StratifiedKFold, cross_val_predict\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Initialize models (using the same random_state as before for consistency)\n",
        "model_lr = LogisticRegression(solver='liblinear', random_state=123)\n",
        "model_rf = RandomForestClassifier(random_state=123, n_jobs=-1)\n",
        "model_gb = GradientBoostingClassifier(random_state=123)\n",
        "\n",
        "# Initialize 5-fold stratified cross-validation for each model\n",
        "skf_lr = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n",
        "skf_rf = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n",
        "skf_gb = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n",
        "\n",
        "# Get cross-validated prediction probabilities for each model\n",
        "y_pred_proba_lr = cross_val_predict(model_lr, X_train_resampled, y_train_resampled, cv=skf_lr, method='predict_proba')[:, 1]\n",
        "y_pred_proba_rf = cross_val_predict(model_rf, X_train_resampled, y_train_resampled, cv=skf_rf, method='predict_proba')[:, 1]\n",
        "y_pred_proba_gb = cross_val_predict(model_gb, X_train_resampled, y_train_resampled, cv=skf_gb, method='predict_proba')[:, 1]\n",
        "\n",
        "# Calculate ROC curve and AUC for each model\n",
        "fpr_lr, tpr_lr, _ = roc_curve(y_train_resampled, y_pred_proba_lr)\n",
        "roc_auc_lr = auc(fpr_lr, tpr_lr)\n",
        "\n",
        "fpr_rf, tpr_rf, _ = roc_curve(y_train_resampled, y_pred_proba_rf)\n",
        "roc_auc_rf = auc(fpr_rf, tpr_rf)\n",
        "\n",
        "fpr_gb, tpr_gb, _ = roc_curve(y_train_resampled, y_pred_proba_gb)\n",
        "roc_auc_gb = auc(fpr_gb, tpr_gb)\n",
        "\n",
        "# Plot ROC curves\n",
        "plt.figure(figsize=(10, 8))\n",
        "plt.plot(fpr_lr, tpr_lr, color='blue', lw=2, label=f'Logistic Regression (AUC = {roc_auc_lr:.2f})')\n",
        "plt.plot(fpr_rf, tpr_rf, color='green', lw=2, label=f'Random Forest (AUC = {roc_auc_rf:.2f})')\n",
        "plt.plot(fpr_gb, tpr_gb, color='red', lw=2, label=f'Gradient Boosting (AUC = {roc_auc_gb:.2f})')\n",
        "\n",
        "plt.plot([0, 1], [0, 1], color='gray', lw=2, linestyle='--')\n",
        "plt.xlim([0.0, 1.0])\n",
        "plt.ylim([0.0, 1.05])\n",
        "plt.xlabel('False Positive Rate')\n",
        "plt.ylabel('True Positive Rate')\n",
        "plt.title('Receiver Operating Characteristic (ROC) Curve Comparison')\n",
        "plt.legend(loc='lower right')\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "509b0114"
      },
      "source": [
        "### Inferences from ROC Curve Comparison:\n",
        "\n",
        "The ROC curve plot clearly illustrates the trade-off between the True Positive Rate (sensitivity) and the False Positive Rate (1-specificity) for each model at various threshold settings. The Area Under the Curve (AUC) provides a single metric to summarize the model's overall performance across all possible classification thresholds:\n",
        "\n",
        "*   **Logistic Regression:** Typically serves as a baseline, and its AUC indicates its discriminative ability, which is generally lower than ensemble methods.\n",
        "*   **Random Forest:** Shows a significantly higher AUC, indicating superior performance in distinguishing between employees who stay and those who leave. Its curve is closer to the top-left corner, signifying a higher true positive rate with a lower false positive rate.\n",
        "*   **Gradient Boosting:** Also demonstrates a very high AUC, performing comparably to or slightly better than the Random Forest, suggesting excellent discriminative power. Its curve is also close to the top-left corner.\n",
        "\n",
        "**Conclusion:** Both Random Forest and Gradient Boosting models exhibit excellent performance based on their high AUC scores and ROC curves, indicating that they are highly capable of differentiating between employees who will stay and those who will leave. This aligns with the findings from the classification reports, where ensemble models outperformed Logistic Regression."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 6.2 Find the confusion matrix for each of the models."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "0a9cdf5c",
        "outputId": "57a0e186-5665-469e-bf43-eec4de6348fa"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
        "\n",
        "# Confusion Matrix for Logistic Regression\n",
        "cm_lr = confusion_matrix(y_train_resampled, y_train_pred_cv)\n",
        "disp_lr = ConfusionMatrixDisplay(confusion_matrix=cm_lr, display_labels=['Stayed', 'Left'])\n",
        "disp_lr.plot(cmap=plt.cm.Blues)\n",
        "plt.title('Confusion Matrix - Logistic Regression')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 73,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "6eb0575f",
        "outputId": "3657ba66-64a7-438d-c3cc-a14cd5dfcf0e"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Confusion Matrix for Random Forest\n",
        "cm_rf = confusion_matrix(y_train_resampled, y_train_pred_rf_cv)\n",
        "disp_rf = ConfusionMatrixDisplay(confusion_matrix=cm_rf, display_labels=['Stayed', 'Left'])\n",
        "disp_rf.plot(cmap=plt.cm.Greens)\n",
        "plt.title('Confusion Matrix - Random Forest')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "ce50d093",
        "outputId": "77daa893-4938-4d3f-d371-c86611bdd579"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Confusion Matrix for Gradient Boosting\n",
        "cm_gb = confusion_matrix(y_train_resampled, y_train_pred_gb_cv)\n",
        "disp_gb = ConfusionMatrixDisplay(confusion_matrix=cm_gb, display_labels=['Stayed', 'Left'])\n",
        "disp_gb.plot(cmap=plt.cm.Reds)\n",
        "plt.title('Confusion Matrix - Gradient Boosting')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c5d40fae"
      },
      "source": [
        "### Inferences from Confusion Matrices:\n",
        "\n",
        "*   **Logistic Regression:**\n",
        "    *   Shows a good balance between correctly identifying employees who stayed (True Negatives) and those who left (True Positives), but with a notable number of False Positives and False Negatives, indicating it's not as precise as the ensemble methods.\n",
        "\n",
        "*   **Random Forest:**\n",
        "    *   Demonstrates significantly fewer False Positives and False Negatives compared to Logistic Regression. It has a high number of True Positives and True Negatives, confirming its strong performance in correctly classifying both groups.\n",
        "\n",
        "*   **Gradient Boosting:**\n",
        "    *   Similar to Random Forest, Gradient Boosting also shows excellent performance with very few misclassifications. It accurately identifies a large proportion of both employees who stayed and those who left.\n",
        "\n",
        "**Conclusion:** The confusion matrices visually reinforce the findings from the classification reports and ROC curves. Both Random Forest and Gradient Boosting models excel at distinguishing between employees who stay and those who leave, with very high rates of correct classifications across both categories. This further solidifies their status as superior models for this prediction task compared to Logistic Regression."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 6.3 Explain which metric needs to be used from the confusion matrix: Recall or Precision?"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 76,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        },
        "id": "d1f7ef5e",
        "outputId": "657c4e6e-d0e6-411b-d5bb-3e29737b3cd6"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1562.62x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Extract data from reports\n",
        "data = []\n",
        "\n",
        "# Logistic Regression\n",
        "data.append({'Model': 'Logistic Regression', 'Metric': 'Precision', 'Class': '0 (Stayed)', 'Score': report['0']['precision']})\n",
        "data.append({'Model': 'Logistic Regression', 'Metric': 'Recall', 'Class': '0 (Stayed)', 'Score': report['0']['recall']})\n",
        "data.append({'Model': 'Logistic Regression', 'Metric': 'Precision', 'Class': '1 (Left)', 'Score': report['1']['precision']})\n",
        "data.append({'Model': 'Logistic Regression', 'Metric': 'Recall', 'Class': '1 (Left)', 'Score': report['1']['recall']})\n",
        "\n",
        "# Random Forest\n",
        "data.append({'Model': 'Random Forest', 'Metric': 'Precision', 'Class': '0 (Stayed)', 'Score': report_rf['0']['precision']})\n",
        "data.append({'Model': 'Random Forest', 'Metric': 'Recall', 'Class': '0 (Stayed)', 'Score': report_rf['0']['recall']})\n",
        "data.append({'Model': 'Random Forest', 'Metric': 'Precision', 'Class': '1 (Left)', 'Score': report_rf['1']['precision']})\n",
        "data.append({'Model': 'Random Forest', 'Metric': 'Recall', 'Class': '1 (Left)', 'Score': report_rf['1']['recall']})\n",
        "\n",
        "# Gradient Boosting\n",
        "data.append({'Model': 'Gradient Boosting', 'Metric': 'Precision', 'Class': '0 (Stayed)', 'Score': report_gb['0']['precision']})\n",
        "data.append({'Model': 'Gradient Boosting', 'Metric': 'Recall', 'Class': '0 (Stayed)', 'Score': report_gb['0']['recall']})\n",
        "data.append({'Model': 'Gradient Boosting', 'Metric': 'Precision', 'Class': '1 (Left)', 'Score': report_gb['1']['precision']})\n",
        "data.append({'Model': 'Gradient Boosting', 'Metric': 'Recall', 'Class': '1 (Left)', 'Score': report_gb['1']['recall']})\n",
        "\n",
        "df_metrics = pd.DataFrame(data)\n",
        "\n",
        "# Create the plot using sns.catplot for faceting\n",
        "g = sns.catplot(x='Model', y='Score', hue='Class', col='Metric', data=df_metrics, kind='bar', palette='viridis', col_wrap=2, height=6, aspect=1.2)\n",
        "g.set_axis_labels(\"\", \"Score\")\n",
        "g.set_titles(\"{col_name}\")\n",
        "g.set_xticklabels(rotation=45)\n",
        "g.fig.suptitle('Precision and Recall Comparison Across Models (by Class)', y=1.03, fontsize=16)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "057e2299"
      },
      "source": [
        "### Inferences from Precision and Recall Comparison Visualization:\n",
        "\n",
        "The generated bar plots support the earlier quantitative analysis while also revealing an important insight about model behavior:\n",
        "\n",
        " - Logistic Regression shows the lowest precision and recall across both classes, making it a useful baseline but limited in capturing complex patterns in the data.\n",
        "\n",
        " - Random Forest achieves the highest precision and recall scores for both the 'Stayed' (Class 0) and 'Left' (Class 1) categories. However, these exceptionally high scores may indicate overfitting, meaning the model is likely capturing noise and performing overly well on the training data but may not generalize as effectively to unseen data.\n",
        "\n",
        " - Gradient Boosting, on the other hand, delivers consistently strong performance with precision and recall values close to those of Random Forest. While slightly lower, its results are more balanced and reliable, suggesting better generalization.\n",
        "\n",
        "\n",
        "**Overall**, although Random Forest shows the highest raw metrics, Gradient Boosting is selected as the best model because it provides a strong trade-off between performance and generalization, reducing the risk of overfitting while still maintaining high predictive accuracy for both classes."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 7., Suggest various retention strategies for targeted employees."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 7.1., Using the best model, predict the probability of employee turnover in the test data."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 78,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "id": "010e9d52",
        "outputId": "1d8dfd3a-c88e-4df6-a711-e60283435562"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Employees with Highest Predicted Turnover Probabilities:\n"
          ]
        },
        {
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>satisfaction_level</th>\n",
              "      <th>last_evaluation</th>\n",
              "      <th>number_project</th>\n",
              "      <th>average_montly_hours</th>\n",
              "      <th>time_spend_company</th>\n",
              "      <th>Work_accident</th>\n",
              "      <th>promotion_last_5years</th>\n",
              "      <th>salary</th>\n",
              "      <th>sales_IT</th>\n",
              "      <th>sales_RandD</th>\n",
              "      <th>sales_accounting</th>\n",
              "      <th>sales_hr</th>\n",
              "      <th>sales_management</th>\n",
              "      <th>sales_marketing</th>\n",
              "      <th>sales_product_mng</th>\n",
              "      <th>sales_sales</th>\n",
              "      <th>sales_support</th>\n",
              "      <th>sales_technical</th>\n",
              "      <th>actual_left</th>\n",
              "      <th>predicted_turnover_probability</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>20582</th>\n",
              "      <td>0.100000</td>\n",
              "      <td>0.830000</td>\n",
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              "      <td>307</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.993636</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12599</th>\n",
              "      <td>0.110000</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>7</td>\n",
              "      <td>307</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.993636</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14728</th>\n",
              "      <td>0.090000</td>\n",
              "      <td>0.860000</td>\n",
              "      <td>7</td>\n",
              "      <td>309</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.993480</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20202</th>\n",
              "      <td>0.096064</td>\n",
              "      <td>0.878193</td>\n",
              "      <td>7</td>\n",
              "      <td>308</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.993480</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19039</th>\n",
              "      <td>0.099371</td>\n",
              "      <td>0.888114</td>\n",
              "      <td>7</td>\n",
              "      <td>308</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.993480</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>340</th>\n",
              "      <td>0.090000</td>\n",
              "      <td>0.890000</td>\n",
              "      <td>7</td>\n",
              "      <td>308</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.993368</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18440</th>\n",
              "      <td>0.090000</td>\n",
              "      <td>0.890000</td>\n",
              "      <td>7</td>\n",
              "      <td>308</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.993368</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19586</th>\n",
              "      <td>0.104587</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>7</td>\n",
              "      <td>307</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.993279</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18675</th>\n",
              "      <td>0.098936</td>\n",
              "      <td>0.955742</td>\n",
              "      <td>7</td>\n",
              "      <td>301</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.993279</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       satisfaction_level  last_evaluation  number_project  \\\n",
              "20582            0.100000         0.830000               7   \n",
              "18831            0.110000         0.926899               7   \n",
              "12599            0.110000         0.920000               7   \n",
              "14728            0.090000         0.860000               7   \n",
              "20202            0.096064         0.878193               7   \n",
              "19039            0.099371         0.888114               7   \n",
              "340              0.090000         0.890000               7   \n",
              "18440            0.090000         0.890000               7   \n",
              "19586            0.104587         0.920000               7   \n",
              "18675            0.098936         0.955742               7   \n",
              "\n",
              "       average_montly_hours  time_spend_company  Work_accident  \\\n",
              "20582                   302                   5              0   \n",
              "18831                   307                   4              0   \n",
              "12599                   307                   4              0   \n",
              "14728                   309                   4              0   \n",
              "20202                   308                   4              0   \n",
              "19039                   308                   4              0   \n",
              "340                     308                   5              0   \n",
              "18440                   308                   5              0   \n",
              "19586                   307                   4              0   \n",
              "18675                   301                   4              0   \n",
              "\n",
              "       promotion_last_5years  salary  sales_IT  sales_RandD  sales_accounting  \\\n",
              "20582                      0       1         1            0                 0   \n",
              "18831                      0       0         1            0                 0   \n",
              "12599                      0       0         1            0                 0   \n",
              "14728                      0       0         0            0                 0   \n",
              "20202                      0       0         0            0                 0   \n",
              "19039                      0       0         0            0                 0   \n",
              "340                        0       1         0            0                 0   \n",
              "18440                      0       1         0            0                 0   \n",
              "19586                      0       0         0            0                 0   \n",
              "18675                      0       0         0            0                 0   \n",
              "\n",
              "       sales_hr  sales_management  sales_marketing  sales_product_mng  \\\n",
              "20582         0                 0                0                  0   \n",
              "18831         0                 0                0                  0   \n",
              "12599         0                 0                0                  0   \n",
              "14728         0                 0                0                  0   \n",
              "20202         0                 0                0                  0   \n",
              "19039         0                 0                0                  0   \n",
              "340           1                 0                0                  0   \n",
              "18440         1                 0                0                  0   \n",
              "19586         0                 0                0                  0   \n",
              "18675         0                 0                0                  0   \n",
              "\n",
              "       sales_sales  sales_support  sales_technical  actual_left  \\\n",
              "20582            0              0                0            1   \n",
              "18831            0              0                0            1   \n",
              "12599            0              0                0            1   \n",
              "14728            0              0                1            1   \n",
              "20202            0              0                1            1   \n",
              "19039            0              0                1            1   \n",
              "340              0              0                0            1   \n",
              "18440            0              0                0            1   \n",
              "19586            0              0                0            1   \n",
              "18675            0              0                0            1   \n",
              "\n",
              "       predicted_turnover_probability  \n",
              "20582                        0.993720  \n",
              "18831                        0.993636  \n",
              "12599                        0.993636  \n",
              "14728                        0.993480  \n",
              "20202                        0.993480  \n",
              "19039                        0.993480  \n",
              "340                          0.993368  \n",
              "18440                        0.993368  \n",
              "19586                        0.993279  \n",
              "18675                        0.993279  "
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.ensemble import GradientBoostingClassifier\n",
        "import pandas as pd\n",
        "\n",
        "# Instantiate and train the GradientBoostingClassifier Classifier (our best model) on the resampled training data\n",
        "# Use the same random_state as before for reproducibility\n",
        "best_model_rf = GradientBoostingClassifier(random_state=123)\n",
        "best_model_rf.fit(X_train_resampled, y_train_resampled)\n",
        "\n",
        "# Predict probabilities of turnover for the X_test set\n",
        "# We need the probability of belonging to class 1 (left)\n",
        "y_pred_proba_test = best_model_rf.predict_proba(X_test)[:, 1]\n",
        "\n",
        "# Create a DataFrame to store the original test data, actual 'left' status, and predicted probabilities\n",
        "turnover_predictions_df = X_test.copy()\n",
        "turnover_predictions_df['actual_left'] = y_test\n",
        "turnover_predictions_df['predicted_turnover_probability'] = y_pred_proba_test\n",
        "\n",
        "# Display employees with the highest predicted turnover probabilities\n",
        "print(\"Employees with Highest Predicted Turnover Probabilities:\")\n",
        "display(turnover_predictions_df.sort_values(by='predicted_turnover_probability', ascending=False).head(10))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 79,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 502
        },
        "id": "dbdebc22",
        "outputId": "fd0222f2-3373-44ae-bd0c-1d1a2ee35865"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Plot the distribution of predicted probabilities\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(turnover_predictions_df['predicted_turnover_probability'], bins=50, kde=True)\n",
        "plt.title('Distribution of Predicted Turnover Probabilities on Test Set')\n",
        "plt.xlabel('Predicted Probability of Turnover')\n",
        "plt.ylabel('Number of Employees')\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### 7.2 Based on the probability score range below, categorize the employees into four zones and suggest your thoughts on the retention strategies for each zone.\n",
        "- Safe Zone (Green) (Score < 20%)\n",
        "- Low-Risk Zone (Yellow) (20% < Score < 60%)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 81,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "40fa38e3",
        "outputId": "486fa2d4-c19a-4b4a-f3e1-dbc4c0f4b094"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Employee Turnover Zones:\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "turnover_zone\n",
              "High-Risk Zone (Red)         2135\n",
              "Safe Zone (Green)            2110\n",
              "Low-Risk Zone (Yellow)        276\n",
              "Medium-Risk Zone (Orange)      51\n",
              "Name: count, dtype: int64"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Sample Employees from each Turnover Zone:\n",
            "\n",
            "--- High-Risk Zone (Red) ---\n"
          ]
        },
        {
          "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>satisfaction_level</th>\n",
              "      <th>last_evaluation</th>\n",
              "      <th>number_project</th>\n",
              "      <th>average_montly_hours</th>\n",
              "      <th>time_spend_company</th>\n",
              "      <th>Work_accident</th>\n",
              "      <th>promotion_last_5years</th>\n",
              "      <th>salary</th>\n",
              "      <th>sales_IT</th>\n",
              "      <th>sales_RandD</th>\n",
              "      <th>...</th>\n",
              "      <th>sales_hr</th>\n",
              "      <th>sales_management</th>\n",
              "      <th>sales_marketing</th>\n",
              "      <th>sales_product_mng</th>\n",
              "      <th>sales_sales</th>\n",
              "      <th>sales_support</th>\n",
              "      <th>sales_technical</th>\n",
              "      <th>actual_left</th>\n",
              "      <th>predicted_turnover_probability</th>\n",
              "      <th>turnover_zone</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>20910</th>\n",
              "      <td>0.362280</td>\n",
              "      <td>0.510507</td>\n",
              "      <td>2</td>\n",
              "      <td>155</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.979697</td>\n",
              "      <td>High-Risk Zone (Red)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15452</th>\n",
              "      <td>0.426953</td>\n",
              "      <td>0.539335</td>\n",
              "      <td>2</td>\n",
              "      <td>130</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.952509</td>\n",
              "      <td>High-Risk Zone (Red)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16563</th>\n",
              "      <td>0.109684</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>6</td>\n",
              "      <td>301</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.992794</td>\n",
              "      <td>High-Risk Zone (Red)</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3 rows × 21 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       satisfaction_level  last_evaluation  number_project  \\\n",
              "20910            0.362280         0.510507               2   \n",
              "15452            0.426953         0.539335               2   \n",
              "16563            0.109684         0.900000               6   \n",
              "\n",
              "       average_montly_hours  time_spend_company  Work_accident  \\\n",
              "20910                   155                   3              0   \n",
              "15452                   130                   3              0   \n",
              "16563                   301                   4              0   \n",
              "\n",
              "       promotion_last_5years  salary  sales_IT  sales_RandD  ...  sales_hr  \\\n",
              "20910                      0       0         1            0  ...         0   \n",
              "15452                      0       2         0            0  ...         0   \n",
              "16563                      0       0         0            0  ...         0   \n",
              "\n",
              "       sales_management  sales_marketing  sales_product_mng  sales_sales  \\\n",
              "20910                 0                0                  0            0   \n",
              "15452                 0                0                  0            0   \n",
              "16563                 0                0                  0            0   \n",
              "\n",
              "       sales_support  sales_technical  actual_left  \\\n",
              "20910              0                0            1   \n",
              "15452              1                0            1   \n",
              "16563              0                1            1   \n",
              "\n",
              "       predicted_turnover_probability         turnover_zone  \n",
              "20910                        0.979697  High-Risk Zone (Red)  \n",
              "15452                        0.952509  High-Risk Zone (Red)  \n",
              "16563                        0.992794  High-Risk Zone (Red)  \n",
              "\n",
              "[3 rows x 21 columns]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "--- Safe Zone (Green) ---\n"
          ]
        },
        {
          "data": {
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              "      <td>0</td>\n",
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              "      <td>0.042436</td>\n",
              "      <td>Safe Zone (Green)</td>\n",
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              "  </tbody>\n",
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              "<p>3 rows × 21 columns</p>\n",
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              "       satisfaction_level  last_evaluation  number_project  \\\n",
              "11386                0.92             0.60               4   \n",
              "2634                 0.44             0.42               4   \n",
              "3406                 0.60             0.63               4   \n",
              "\n",
              "       average_montly_hours  time_spend_company  Work_accident  \\\n",
              "11386                   161                   3              0   \n",
              "2634                    159                   4              0   \n",
              "3406                    192                   3              0   \n",
              "\n",
              "       promotion_last_5years  salary  sales_IT  sales_RandD  ...  sales_hr  \\\n",
              "11386                      0       0         1            0  ...         0   \n",
              "2634                       0       1         0            0  ...         0   \n",
              "3406                       0       0         0            0  ...         0   \n",
              "\n",
              "       sales_management  sales_marketing  sales_product_mng  sales_sales  \\\n",
              "11386                 0                0                  0            0   \n",
              "2634                  0                0                  0            0   \n",
              "3406                  0                0                  0            0   \n",
              "\n",
              "       sales_support  sales_technical  actual_left  \\\n",
              "11386              0                0            0   \n",
              "2634               0                1            0   \n",
              "3406               1                0            0   \n",
              "\n",
              "       predicted_turnover_probability      turnover_zone  \n",
              "11386                        0.020659  Safe Zone (Green)  \n",
              "2634                         0.069529  Safe Zone (Green)  \n",
              "3406                         0.042436  Safe Zone (Green)  \n",
              "\n",
              "[3 rows x 21 columns]"
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            "\n",
            "--- Medium-Risk Zone (Orange) ---\n"
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              "       satisfaction_level  last_evaluation  number_project  \\\n",
              "7191                 0.27             0.96               3   \n",
              "8948                 0.75             0.68               3   \n",
              "14463                0.19             0.59               7   \n",
              "\n",
              "       average_montly_hours  time_spend_company  Work_accident  \\\n",
              "7191                    255                   4              0   \n",
              "8948                    237                   5              0   \n",
              "14463                   192                   3              0   \n",
              "\n",
              "       promotion_last_5years  salary  sales_IT  sales_RandD  ...  sales_hr  \\\n",
              "7191                       0       0         0            0  ...         0   \n",
              "8948                       0       0         0            0  ...         0   \n",
              "14463                      0       0         0            0  ...         0   \n",
              "\n",
              "       sales_management  sales_marketing  sales_product_mng  sales_sales  \\\n",
              "7191                  0                0                  0            1   \n",
              "8948                  0                0                  0            1   \n",
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              "\n",
              "       sales_support  sales_technical  actual_left  \\\n",
              "7191               0                0            0   \n",
              "8948               0                0            0   \n",
              "14463              0                0            1   \n",
              "\n",
              "       predicted_turnover_probability              turnover_zone  \n",
              "7191                         0.602483  Medium-Risk Zone (Orange)  \n",
              "8948                         0.707681  Medium-Risk Zone (Orange)  \n",
              "14463                        0.738859  Medium-Risk Zone (Orange)  \n",
              "\n",
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          "text": [
            "\n",
            "--- Low-Risk Zone (Yellow) ---\n"
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              "       satisfaction_level  last_evaluation  number_project  \\\n",
              "9991             0.700000         0.470000               2   \n",
              "17470            0.234845         0.711603               5   \n",
              "15917            0.352990         0.655711               3   \n",
              "\n",
              "       average_montly_hours  time_spend_company  Work_accident  \\\n",
              "9991                    176                   5              0   \n",
              "17470                   271                   4              0   \n",
              "15917                   141                   2              0   \n",
              "\n",
              "       promotion_last_5years  salary  sales_IT  sales_RandD  ...  sales_hr  \\\n",
              "9991                       0       0         0            0  ...         0   \n",
              "17470                      0       1         0            0  ...         0   \n",
              "15917                      0       0         0            0  ...         0   \n",
              "\n",
              "       sales_management  sales_marketing  sales_product_mng  sales_sales  \\\n",
              "9991                  0                0                  1            0   \n",
              "17470                 0                0                  0            1   \n",
              "15917                 0                0                  0            1   \n",
              "\n",
              "       sales_support  sales_technical  actual_left  \\\n",
              "9991               0                0            0   \n",
              "17470              0                0            1   \n",
              "15917              0                0            1   \n",
              "\n",
              "       predicted_turnover_probability           turnover_zone  \n",
              "9991                         0.286417  Low-Risk Zone (Yellow)  \n",
              "17470                        0.435671  Low-Risk Zone (Yellow)  \n",
              "15917                        0.332501  Low-Risk Zone (Yellow)  \n",
              "\n",
              "[3 rows x 21 columns]"
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      "source": [
        "# Categorize employees into zones based on predicted turnover probability\n",
        "def categorize_zone(score):\n",
        "    if score < 0.20:\n",
        "        return 'Safe Zone (Green)'\n",
        "    elif 0.20 <= score < 0.60:\n",
        "        return 'Low-Risk Zone (Yellow)'\n",
        "    elif 0.60 <= score < 0.80:\n",
        "        return 'Medium-Risk Zone (Orange)'\n",
        "    else:\n",
        "        return 'High-Risk Zone (Red)'\n",
        "\n",
        "turnover_predictions_df['turnover_zone'] = turnover_predictions_df['predicted_turnover_probability'].apply(categorize_zone)\n",
        "\n",
        "# Display the count of employees in each zone\n",
        "print(\"Employee Turnover Zones:\")\n",
        "display(turnover_predictions_df['turnover_zone'].value_counts())\n",
        "\n",
        "# Display some employees from each zone\n",
        "print(\"\\nSample Employees from each Turnover Zone:\")\n",
        "for zone in turnover_predictions_df['turnover_zone'].unique():\n",
        "    print(f\"\\n--- {zone} ---\")\n",
        "    display(turnover_predictions_df[turnover_predictions_df['turnover_zone'] == zone].head(3))"
      ]
    },
    {
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      "source": [
        "### Retention Strategies by Turnover Zone:\n",
        "\n",
        "By categorizing employees into different zones based on their predicted turnover probability, we can implement more targeted and effective retention strategies:\n",
        "\n",
        "1.  **Safe Zone (Green) - Predicted Turnover Probability < 20%:**\n",
        "    *   **Description:** These employees are highly likely to stay. They generally have high satisfaction, good performance, and feel engaged.\n",
        "    *   **Strategy:** Maintain engagement and reinforce positive aspects. Focus on regular check-ins, recognizing achievements, providing opportunities for growth (even if they're already satisfied), and ensuring they remain advocates for the company culture. These employees can also serve as mentors for newer staff.\n",
        "    *   **Actions:** Continue with standard HR practices, leadership development programs, and opportunities for internal mobility.\n",
        "\n",
        "2.  **Low-Risk Zone (Yellow) - Predicted Turnover Probability 20% - 60%:**\n",
        "    *   **Description:** These employees have some indicators that *could* lead to turnover but are not immediately at high risk. They might be passively looking or could be swayed by minor external factors.\n",
        "    *   **Strategy:** Proactive engagement and identification of potential friction points. Implement early intervention strategies to address any emerging concerns before they escalate. Focus on career development and ensuring a clear path forward.\n",
        "    *   **Actions:** Conduct \"stay interviews\" to understand what keeps them engaged, offer mentorship, provide skill development opportunities, clarify career progression paths, and regularly review compensation and benefits to ensure competitiveness.\n",
        "\n",
        "3.  **Medium-Risk Zone (Orange) - Predicted Turnover Probability 60% - 80%:**\n",
        "    *   **Description:** Employees in this zone show significant indicators of potential turnover. They are likely actively disengaged or exploring other options. Urgent and direct intervention is required.\n",
        "    *   **Strategy:** Aggressive retention efforts focused on understanding their specific grievances and offering tailored solutions. This group might include those performing well but with low satisfaction (Cluster 0) or those feeling stagnant.\n",
        "    *   **Actions:** Direct manager intervention, personalized career coaching, review of workload and responsibilities, potential reassignment to new projects, addressing specific concerns about work environment or management, and consideration of salary adjustments or promotion opportunities where appropriate. Emphasize their value to the company.\n",
        "\n",
        "4.  **High-Risk Zone (Red) - Predicted Turnover Probability > 80%:**\n",
        "    *   **Description:** These employees are highly likely to leave, and some may have already made up their minds. This group often includes those with very low satisfaction and/or poor performance (Cluster 2).\n",
        "    *   **Strategy:** While retention efforts can still be made, it might also be pragmatic to focus on knowledge transfer and smooth transitions if departure is inevitable. For those who are still undecided, a last-ditch effort might involve significant changes (e.g., new role, significant pay raise, extensive support).\n",
        "    *   **Actions:** Immediate and direct conversation with HR and management to understand their intentions. Offer substantial incentives or changes if appropriate and feasible. If departure is certain, focus on minimizing disruption, ensuring a positive exit experience, and conducting thorough exit interviews to gather critical feedback for future prevention."
      ]
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